From 0c1892f32880fca36fae49a93189b88403c95c40 Mon Sep 17 00:00:00 2001
From: abdulq99 <52202898+abdulq99@users.noreply.github.com>
Date: Wed, 17 Nov 2021 12:21:16 +0000
Subject: [PATCH] I THOUGHT THE UNI GITHUB KEPT GOING DOWN????

this is my Machine learning cw that I have already started on my own GitHub before realising they won't accept the respository if it isn't on the COVENTRY GITHUB!!!!!!!!!!!!
---
 6006CEM-Coursework Template 8581640.docx |  Bin 0 -> 171943 bytes
 6006CW.ipynb                             |  562 ++++++++
 Dataset/.DS_Store                        |  Bin 0 -> 6148 bytes
 Dataset/winequality-red.csv              | 1600 ++++++++++++++++++++++
 README.md                                |    6 +-
 5 files changed, 2166 insertions(+), 2 deletions(-)
 create mode 100644 6006CEM-Coursework Template 8581640.docx
 create mode 100644 6006CW.ipynb
 create mode 100644 Dataset/.DS_Store
 create mode 100644 Dataset/winequality-red.csv

diff --git a/6006CEM-Coursework Template 8581640.docx b/6006CEM-Coursework Template 8581640.docx
new file mode 100644
index 0000000000000000000000000000000000000000..04b0a77feed2d80f7f69fccc1da6f57b91ca0546
GIT binary patch
literal 171943
zcmeF2gO6uH*XMt2yQgj2wr$(CZQHhO+cu{)ZM%Eg-g(~5CcD}F58ka*ZYsGam0S3n
zZ&l7c3eq5;r~q&PBme*)1VE{bI!*xr05;G7015ySSX<cM&c)QuMPJ3!!PHro&coJ*
zpa>M0q5uH=&;I|H|Hd;glcp=b#ef=ioA``Rv|BU=Rt6<2+X--+Oc*QK?s}HA-lyLv
z7x?*#OJ>W`APi-T$d-tl|LBY7KgyXLO=cYh87b+lUYF!F1LHVPb$f{V>ib~iG8Yxv
zPhr>*992tLAAOu&JhJ;m@T<hF(g<ecF86^1-9VJe7a&gD8m~ssJI0A1v=hyFw|xJK
zoxVfJfn)e=usr!|#mKUu!>?$bR?@*)O{dM3v&v}G%=de)or);qQHDr}K?}OX@q2HD
zxo$D5lEhRw8I7yNn975YFun(;;rCa`XpEMiBQ?<uq_pbiqWEZPy0rAvU)OBfoW8o&
z5V`zqp+{t;BHgC4E3ujdyW##=VLBAAk8!Lzq$}G;!rZIa<xDgFh>Ak(VO&f(exTtE
za)a0RMcCO+7isQb3G(whi00;-P>Bwv1bF#{_vdjCBB(Hc2KNgQ&(PJH0qRf2OVG+r
z@dL+*oy+fD#Jv>(SnN~15HLtE$DfaT{-EC;<-Qms{j58L`F}@d1`t85FZCcx!hknV
zzo{43d(b3PXGLY;q<qF(*uO;7;)mqe9nvL!d(R^{RTl~LvUY!2<D8u~ljgAZ9z4?j
z+r2+OAOMB`!v$oj`hk7_d$a$KaF~BCK;OyK#+jb(KhOV<{(ocM|F@ynB*{vHFd~NC
z2K^Au^m1=e5iM=&iJZxrd;tkFeFSDBBvrQk>`+9}t+a;YF?*g)G7JCC?!{fD9%u1T
zA8eu!Y+T-ft*hSa^wjthBqcPraE7byum_s`{@3Vhgjmu}>I*Sx3N@YTOmqm>Xo*)_
zDiq=Buk2+p>E!sjA;Fgr?qL;;J;S$|0Iy+HZ6$%-?5~Ow#8=cd`z^tT-Zk!Nxj3G{
z9(1>`S)!3Y_@)!f6=6o>N`d$9jOi#!kfLHBc<frac8@PD7Mc?Yh*tQXJEz2q<Sjg>
zQDu?%+3fgmS@nN&W}i51AL%07e`-#dA8JFA<2Cz1{$IF6M%%CB|3l>k4gkObKmxhj
zJDJe`Pi9Q)ja_a3iRXV*^MCOJ^iMkf>Fa;*(xawpzeRxRo8R(-c#qeR%VJx_mD_?)
zx%A#-cA>|pvsD4kGobr$D~`STyb10}HATF3;@~saxu&DTH(}<6Fa}-glyU$%E5JA#
zTIKZU{9)@CX7*cg)Ux>3kp%>rt{tCW$14z=t6y@hsI@ts=myT}T<d9whFWk5+9g_w
zzmgSk<%6_xVp<co7SLppiRcUli0$`aj_y59CiTty?u}MPQ0=r5!)uWyxnL)I9D#p9
z2hi!~xF&+MEEt`5G0}5GM2{?q?udz!H_0-jEBjr73X5F+GLdFpuAkBSjy)^44Cc*y
zdmZZwXdfR3Llj;amMRNjuOV^P0N6G<dWY&NA+qAJQLd}j_urdG9tONB5srlD1aD2O
zRo()enE}&&Ibl#a<2-x)(AQ3683(r#&<B^?l3Qs9l}>na4j597Djj9y9I$O|T=66p
z3P~p%Wb%JKYI{b}501rIMZ0!`kJ)~;z>g8#7<g~5#5eptR2y2=4a`gnLF=*ht6wuY
zMmkwbSrr=m<W?yDgw68r`|3BFPh;dCeCsV%;H7;TEr=y&<gAcGGw4ABiSI*YVWx@(
zG4op2V&Pl!Sg<ToRQx$FRkM?hHZxJvhmJyZ1rI!s>UNyxRS&}XJ)Rjny?_(5$)<d=
z$3!BjA}Uq84Ws?8w2)qr1zN{JGuw2ftDZx1@pPb=dmro4e?yLk$=s0L|Bs6QTaN@!
ztO+qW0f3n#AOO-oi~j=be@E+z*V?{#B5hZF^CzHb$>PKcSs8(1qBpmjr(Ao>xqEe+
zxp>uz-yp`A4Z{bBJXiDDf42(QW&p#OTy8*48g~m7^;Gv%C70`|z283{VyG9L+z+*{
z8=!s=x)*B4azDJ~j^6LvOrHuvD4FYU0IGP_+wJj~6y3l3dD;JYz3+wGIo*j~27FB<
zQ-_as(;cmuMOP<YJd*3_Ox~IGVTVJy$kOXn{6>)_=evf@D{^lFDoXIzKAOX+m!$BP
zIp=OilJ4)#pWAJ(?2$PT-wf9X@tc`Q<=c-gga&u=B?(;0Y}`Q*t|APfhK*mF-PE2V
z1)FD(_$x@ER>kD!4S84z$q1KFcF!X4mr%CPB{;vA!#HNy!FaSh2yJu3?*B-h&%e5{
zxF2*MA0)Z;I4JpFLHNB(e4ri|VUHu+!Usg~wO$y;k$Jxeh&@;wfLSO#BKLM{jP1LA
ze;!|Wg1@^y`+O_%Ah{3ndymY-f{gp1dIOb;qLMNDH!j`174|NUX)aFsVk5si6m;Ag
z0&!JMvptxYmFT#ygMH?FKM(}>^okR>?Ll4|J&B+rR^8GNWGYkY^uH1;r9{ARVI>rS
zbSws5dEvtOErut(FgmSaO}*c9SBWjkkNx@`-%mz!W-)#-kisQFc5c$9PTx>)8Nqv5
zGB+cs7BuJe_zWVY<@&-wzi8q3!6N!f8kZLBYX80L_0hm)jW9E~UR<wJI3<<G1D8?H
zY%W;4{ipZa0b8t*8J<E!g%^}+ANUmTAq^Jldsn~X?w5P7Wx#fF5auOzXz_P~54{CW
zpFU^(O&}B*Nmi+_O7E`PMMrW&HR-2Vy}lBi?d|W45UOqNgo36nQ*UK6?9y!7{1tK=
zBjT^`gVECrUlN${()ERG;QU2Y<V@Z{KOaq|lpIqm-I(=S$7c~6al@<y@0^jRFZ&di
z$GT2=%R4<7lzd)ZV|^^`KP1~7Gu-&*{;?tcWd2Lux48jB#U|I2`QYB>=bIGa7Ac2A
zeC(8xfJNHO9>u?tDI)`FZ~^z&r1?^kis5BOXECs(QbM`wR3Z(;q_mJM!qo~){Vo`!
zKjX9tj+HM*qxBN{G<Hku-D>6ZUz!Og&N{?`@`C;ya`rLu{l0HjU-#$J{teTXzdK~L
z5P#c@8ZioLYBg9=A}?G=wWydL$ZBy}5-+hD5NY2Ut-+cIELf~j(VAPWkt`O3>=~)G
zSx4DrD(GS}is8%xk054KWG35Uq|hwFvoFNyZ&@~@0z_qfEwhis1V;e-37c&aKel@<
z%6J`&(KnS)5%|<)HXxJ82;Nj%s9tE;4jV<d^hWge2i~^_Vy~m}yY%Bj==MmYepsXN
zL-zW7cEag|)l*GY>*L~X`1f0Jde~%XWQM7*peR)HxDK4u$KH~7c*0M7p?R1eFFQLv
zxJ|tqhPvRT$+cJ;%G{n0hdH%IjM6{Lu3+D0{Sd^z)-xf~KJiMBL9*0X^ORvF1d1Uv
zZ9ThoAE5Ex4R;o<9QQ|2gSiR&%ut%{!zIPSGxHhHdb$CbAu7Lg&;o;wqON>o@j>c6
zwm*utaPIXW(Xt(6{y79~{#@E|pR7ep`LscPRaX+_96Ep3KbWQ`$Kvym!c*tchw)v2
zy0cbUoWdYe;S@~^4P<f2R$Jkf*(eUR-0LQeDh$lO7bncf<5%*x*BAA3x#T3%>nKZ^
z$<XnON)BYnU9GlDv~~$?=W2DDZ7pa~GTQ~Qg*+^-&SV0=2K&1^lU<HG)Tg`Ae67ev
z7(k1*pTIQI^#`W6(*^n4fp{(cvRmSD5zk^rYY^IJt*OsikA-;k>K<j#0<}&##<{4*
z$-*E?VrAiU1B5&pa1f$CYMuTl$M!fP4@LwHV2U%stRoY~hEP69f$+O3$s1s*tq9u=
zUzM6c=Y@;&|0(mYoz_=|1(<AykvZ>4GXfd{h={#${h2<Y2%*!|(xn&$T0_SHQ9v|A
zPDZ&lunRJZGN{W7tZZSoT4Y321@B7|i#4SpeSrq_hPW4I<sm7`BReY<C}Gy?!n%vL
zwJdXRcppioGvhW^*l;dBTO4!We5W)Q>}iRlBFclM0B_inHo?78#BFafrYhlWZbWn%
z?KLRB3kIsm1c|o7X2Mb)MJr^u$O<mzr!sN+I&tgN%=dQbDhXfoURt`Pc*SCgXM{k;
z<fIgE1XQ2X-_%%Zo5^v(pTy%HI4VM9a}D}N{z<*jY(Ik8cooIstReFcroHlg+|}HC
z3mEac&QKlJ?VjOyqbT%puk{v+J=Vyy=l@o3GJgg8K%Z&Jnf91E%ha6yuI#*UKCYN0
z_9UDS_oKZzSpQmCPp;=>^w1Es4(|lP#pCrw7|$$8i}Z`*6+_frRG;YgtFbb_+!8&~
zA>#)o$6LKCF<f|>bDLnb1wGxJ_Rv|c-0<gW{cf|q0o<_EN`^sWefwkbGhqsewX3tE
z{FI2NX^$!r27^4R?uMVu<iv^<lH_*q=h&<%C5beQY5cCYX&+H4ssgHe$Hwl#8oX-9
z8t@MrO_w$VNzHgq{5w^C$pso)6{G-MR#u?Kvj)ibF{8nU*0gguk85=EGoDCZLfQth
zF+Na?4sB1uMH2g)jBGWY_nfZTt{ux-rib(H@f(lh=3biv(u8R>;-jo5qG>chy3X{T
zElh;flY+ikRg2@&mc*Dbo0+Q}QCsa-NXzCBsUk~gMr){ah^e%uK9#wV*%7s}$}(w@
zjbd3Nd#q8^uYf-UT*^``;H*Eb5S`}<te2FHohC1kbY=GZpskiQNs|UN!EB6y8x{=U
z431o|4V7OoXQYI=Z;=BnvL1KKn${UK7l;(Atrgz~FBr62D8Q<sZK<v?nQ*EsXro$v
zWsBsoi(Gf6h#4%*)fg#TvA|mh%!q!h9_XwtHqvc-3a`W*kqq}r;|M*Gd*Le<9*;@~
zq)_#j3~|2pUaMiXmcY20!h>$Pddq?Y-sIl3=L4L?Raz_*HzLz+&2kN8gWry(CoQLp
z2>FadOqQb!^*Nb29NM3ENgwWX+NdwZ3I>sQjqIiSj%Rjr4{43zWGsq5Xku+s_|X@e
zcY{qe)WVW^=D}BhOy@%}$E(hBsSyliWH!g`3qn}#6KZ226^aAAGHolt1Te2<jx2M>
zU8290A8fG)5af9+TEIv`kniSyH=QNCry^;Yj(y#GMW=kNxA7tTT(G&LH;CESHjVZ}
zQT!utiiBsN7$d1-v1x}>#sn=#TEm!Y!uE*biYk9G^E8J-OijJ5twb(g%?3B1CrqUb
zOzpS`&Owt83);figZST+tJk*aGDlLuk3KB3p?FbGoB<G*_``cJGvB<XrAOGiNfw#h
zc&lPj*w7PWZTvJerf!3F<|cjM3f;BV7)MbyFoZ@;9@4qj@|!xUJ5==it6J_>la@j@
zm4D}Z^$;|L<`J<Gs##A;#y*NbHyuBfBJ)0^A>V@s@hU_@vvf+kmZOa5HL<8JOQP#?
z30{dB5hrInxvn`6;vv?cl;n{=gHmLLy!~!r9>LQlVj!)BxqU#L1HY1<%pD%Wo654u
z<Z(ZTZG<SI0MV>HcFu))UT<SX8rG_<dr0&t$yzsyyX7=OP)S}Oyya<3k0_07@~!i#
zj|3&g8^|Sm78z=4%rx|%>lsH@qshB>30o&Nh+bFfj`4VF(Excag=!A;<j$&^)+)!i
z1#LukO>V+(Q2qS(DJZf`u6@@Zu>ZQOq)PKDOOhwiWT!ossm&9y0hQIuc!O;eZ>uDz
zal3zzNA$J;2ATSsDaDtTK&Raio$nu&6weA0wV7!|uPMPsvP3$>E2=MFR!1jf&b4E_
zrIJYM8hJ0bxWz~l9U%AMRc`TwYBGh)xr`*wRx!&yw>mG5NU+g@nRjaO@Jm1h)M{Ng
z26cF0t@8s`+z6$hvCt9Z1E|J`@6mz!*1u6-mQ#(F(svmOD(xtv)b)46M&|eix1SEo
z&o)^2iOa0geIOp;6IG}axVEpU>Hbt45@KT25bn9I=2PnDTg@R(-f3N5QkS`oX+&ae
z%+F4#g$YfhLd}{Y3Y-OXmsa(SChpB&-ev9a0W0Y=gf6sjAJ_|h-%R8fdVrX>Z|2{*
z*eJrem|x~rbzGr%><;ToHk?~mebc#HlQYPtVaQ{ZNzkNzsAf>!A~KSo4zU+|ji*M7
z)roG>7rfMKLl>m1t1yls1M*60Y!1D}Exo_XWJI{RzdC+0%(<najoU!4o7+088(*IE
zyX+_f$QokpA_d7UTp1J#i|%T7Osk70yJ{~l52(nadP}S^qK#-VQBg{=q<Y8h&kYd(
z$bp2v%VlL}nU0kf`%p&lkR+RAbn-b;A`MacC=Xg1#TQbp-#s-!0ik+&>et+gSEh@<
z8EfRRgd+%+q`k-Fz(3k6gOJ64fzB9(`mm;3S)vVCgrg+L{yLgB$34C4k^S{(Sp_(s
zP($P=?;DcUR!UIIrP6>B=4`6dr8)1BB~ViPn~)3Ngcgn``>SUGJJVg)hPUo@6JhmE
zd@+GUeO{1@PDT5<OC1K<>?AQ-v92cccs+%3=&x1GJ9Kvqa0%tz5rhmV<#Uo+wp6G9
zNmUkZ-8ztW$+SkTP16nTvo=e4c`}MEmN;kF%E`u{dh8S{q2|tx7Zf$=!5q&^oP3E)
zaR%<`Mp%Mb6yUibZgU>z^_&UvuU2AY10)ameG?~&T6<t$WNq_k<O|}cyXN);SJg0L
zcb&K+5D4L9oxGV*1=0nTS}kc(L)L2HP6K)>8sGX!x)hm-qN54FlHt3I;U4oMX4<|}
z-u5}f%Z%&{&TrK%2sb8?RM2X2E(BGGtSsQu9zC9ruqB$kaZ{>PVya<5MBavt-i6F&
z1a|0+M||p>Q}UXz{g7$T>@Y2GmB$m#xkI9XM{8_@dYP?Nk_&pjcR$XPrx%obT%t)B
zon9u+wLM>GUgl@(R<3N<YyoBVLbYtB62Hbm#BMHI7n^NAO)y%Z*Bbh=H8X1JqoqdT
zldv9CR45uRc#CREth7OA@7E6-KgX*M_jbn?SaMAY%@&_rP88@Q(zVWSR$V!YE&hyj
zd?Eg)+=5ncyu^e`TtRq!oa<>dmiSUT`Z%()g5f4RL)mk+FOxkkpB8tU);Bg>^4{CI
zoUXu3=QBvjGRGh^j>0=z%!etZ<_NAx(P;=}4+mr*fe_NnPny@tgqb2!2BfjpL0cH{
zKuEY+Wjd0^MpIV2sfV$}>>Qx<&Gxm1$nDuw8)V=t`BD!)Etf=YQRYM)`ON`HASlb)
zv=XKYHb`Stnect0GYpHRJWkFJr_nM-vS$3N1@oKMhgYX%+kEbL79zMa{oi=rnhIF5
zZ*L1w?)>F>?1qQZNdDuc3{O?E?{UY_*DbZWGK3)+Oo8&tX=^Qk769ccGO^QSXjQV4
zL7`xYO}5{qt5vU);w9l4osQ2h11U#DcpGHi^*FP(Vve>_Mbkxw?D?)vCJg=`e;ZvN
zr)Vyz0l$H&sH*?rFmvKniYuDny$P1nM!V!6zOhZghm?f}eBrqI?h2(b<J(d>8;zNl
zZLM~azP534$fo^SYRopzAJdMzqk#{UScr+n)_v4M2m)yC188+?#354AZa`+}9w_j9
zKvtX_ZTN%sxC`-TUe5*@G1!pND546ljM8<->_T=U7>X*lt9I)(fozctwRMnbc#jZ7
z77d=V<mHF)fSHoR`TEVVNO$dRxN^$IUAN#~<Lb(?lW2&H$BH6g{JZBe9lgH=&>IfI
zkT=3{1dxKQL7b!m?0UcV!tEMzJSJVkfxtAvD5IQaZx)fn#E^HBl$GXfQu_sYt7*sC
z9hIuRj0$oByp+;Ooe_8l3z7P!(^kplq=>&B$B)YWsBGyxJ|#x!)6BlDToVO!(^RA@
z)tQ-DMwwb&7yF)p4rGDz^?|idC1s%yt*29Vr=@r5l1KHViHp|zpM=RRb_E}$N_sX-
z)w7;d!@9&E>xC75t7A_~XyU8(3F}vL^q*fYlH5`AtDYp~Qz@ei^}@R*xq3XRM&j4I
z31-mr5O~NUevKM)+<+ce5e?!!LF)kr(^18_NQZYRQL{iM*cr`4Gu8@{VE{V$=JmQY
z^xhdGEb6p&9=|y`th^p5WR^I%VV`#LJreH@SA7Dz8?>5eY=j!w3Q3ml{>-&0*qXX#
zR;Q-5-+gipKRl6~ut1aP^{Bg$6Q^3`XlXN`kmf3AE329W6jZU8xvOjMxIDiu>XIfn
zo#Dphe@2M4$@^YF=r+BPETYPWa%*;*vFv*MB=ziKsXx(2czF`IiOKjP#6tpwnHJKS
z!tAcxfUVxV4Hp+f?*cV0DDHcH51dx)xh<+xXoCxAr4ut*XLV6ec`EPbiE=8a1t!gs
zrEAb?vZc6qx7JN)=Gt4>?p2i->DD{7wtPH+I*r6l_HUoCOUG4YX1q7_?^tYNF8pWX
zgQkCyoN#H-%U4}!E)2yR(?{TSP4KA^2nf{8uT51IHO5pnU7>)Sm0}U5dS*LKXJ7G$
zU(t^{^Gm++^)$E!0su78?|w@C^*PISUId5B6nXt@lx-uV%XpyTbMOxt*5`Twyt6#t
zNTbPk6SE{v>CX1We;h?!;4!)Lz`ClRuRm97qK3yg`9Hh~h=2a3V<mXk!aspV%D1d}
z(cR)r(|-*Vjk0i2ZZ+YGRql1vwM+C)s)B7P7K0FMrIiTf1!=hXK_w8>neM6T{=uEI
z_lxYm0|P&&omfN)l<>I}^ZXKOG?_fv$nhq4QOY<<@+6^tRMYdx&oZPgq>$goBnwdD
z)vA$)HDMiQ0gd=pW40MzuGeIS1xS)J(YNU6fe14#u5R*;Wra?F2jmQojwWqXv^ivJ
zAcyO$eyHp9fF8mGEb8g`;4ZSkn&gyr9-wOd8PH!Wfwp$Z9K+tZ180RXie9^<g`sbi
zE1PORsY@It6Y1de?t^iX0ed@nx*R~DluO93n)Ub51lQBd?v8xao~*Cy)3u(gmoYb0
z2KHjxa8mJUJAZS#!mCRk1yj@E(cr}4oMQJZeB$yOHjuSGdsdR!@TVK!tzftlyD3iG
zGM`44POp`QO}W^Zgb*BfP~3z|j3beqkNf5AI^vd<H_yo3X~H)T&zk|e3f_nXZ<|9I
z``xP?=eiMTh}_TS$!_($<WfL^RrgDGD2e0}x`K|LZxM`FlD?KejBme;(Cy-sVdPN#
zbPgrSlqW!08LzmM!PzPl5H9O$c(OYO%+|i(ec_EgO(I;zP0iTCg<tv7!q2$G56z<=
zL<_<*;+N%B$lzx~)x?7s!=;9o2G!^SYL%@N$2i|SPO#Oz-;(J@w1O&nq<uftl5Da8
zP+C(>x&U3?Vp*crVqr6GnXOoTWdeXKghkq-tg5LWWN2P}9xN_moBJc^#Io^2{k*Pp
zMS5x2Xf+j;*<E=WGDTA)EVfk8bYN<xH>!|YM9-%7y`L#5m7kb+xRHLE4;CsdYVP1Q
z<-*}2)>`FRfZQLm-b$wKxXmHkO5WoDmhJ1fUS$P_q9P1zp`fPOQbeCLm-%<bzSWf<
z?PqMD;J^6Ifre~R8@Zen6B?|Xndvncly#2~YirsPXtp!=Y;YX7y>&boO}BCp^*>ZJ
z4iHcVln>1PhNxg0Nn)bnOvVHg6N}X0d`TORd>3u!uJtMwXk^jXiWg@PK3BT4?5}Ec
z7L5d!7$!0g;tc=Ikc|d(b%QFCIpB;)<*1JOz#MCeML7kd%yPX#I?%IZ5}GNSLd$lt
zjmI=yE~_Y*5sGI#fGarYGUP4InJ@ZOEP5PQ+OI4$awW%kx7Z?@R^RL+LWvM-pyudV
zmk&OB^I?pp*y(e<atb6Zkw%g=d0jM+862CaCG}*pRJX<Jv@KtKJ+{O2Y5?*a?S?6I
zU4jBzZ~`HU2f488HlAuO%<~vGU-fSVqV`x`w)4;#v-HC0F0~=v7$_DGX9~aNk!B$s
zHvHcrh7Zd>ByQ`B7LS()n^4=BzN;Zkd)UPcKV|iOz9#TsVm9tLA8)2#%=a7n^!ddh
zyV%}=$?q?EX}8k)lt7wckc*18SF;q-GZV+`;ECR+jh-6stA#i2?}RKoZs3T&M8k6*
z@6PkMGUte-L-iE)X9$iqX$50!_1q#^Jy7_$p9V^h#So2-^mOX?koz9mdC;7iJ5Edm
zzbJhAf!E@SIgdk7cHa%3JBFRC>^;)xN;U4Y{dIZu&aYmy%w>j|1nKNPSaQkqyn+dk
z3RNCc^lMx`x&4DKh`4FSOZTRk(o_Tz9VpQfx?BZl9q!ANxg0b%dUe=A%luMMVqRy8
zvFnli3+{ZrPLseyuP)i&qukLCDRO<E$n}zTSt9?;Hx2~hNWCo>61{J@E4LL%(=UAJ
zY(CM$GVi(qvq6ke-6@2dNYTE``yA|<4{Fi?Z_YHl?eF$k`yczuJlFK^ZKY=F3lr1-
z78NLFrhoL{O~(O$!GC$fzRD097+LK+S(&N#DLF`P03w#D%XLThoJi_WVaz$A`cDL4
zI*9w7xexcai4Q?c0rhzCPhm`1aTKHTkhZ)uT1rH<$oumP|5I&goea5ai0Kvn!YYw5
z)OD<1w_eRa(Qe)!Z4Y_OIR`U-3Q9e79B2Xzi5OmN#5fTDK{+Vn5Yt`Dh@08*nT`gE
z++Xp|8BD%1OP|_ee}6)4y6d5zq=k`VrD>2am6RDfNs2@pB7PYF4u95{SH=`tDkeAs
zJMUn=L3#wwI&a4mk!6>u*|Xw{&R5)fgH}=&1ZIxyc%x!D1V+gr98(Mj4P=+rrMEFZ
zrsQNlghE-o%~l608_574sdt4Fo!@-1r&q~Aip+tSNSm<J7GJMKa!dL>7IY2tDJ7`j
za*C&ULfP9|f0BZefd=}Qem>)pdeZ&Pr_wOp_!w%%N@(NSizE|R<lF3U<>R@-%Gl{r
zuei~M8O2j+MVAe0Doj*6YWdAi51P^-rYP8sd!$w-thBb9R6*J9N8B6T9UVmptQV?m
z56<FGf5UuVIr!NU0g<?JVcxM8g{VhB6iAUorFQX4z8}5wJBBYdcYJsHT|XT(UGB=O
z=Xw2|DfMAf*E0%l7fzJ*O4aqWkR(!oBG<3i^;8@=P}cD*nYts@@hrXRrnIm7#O(fC
zPXaIRay&Wu@6U~Y;j$}V^Y}xqrZauUcVP6}A#QQbryJOUvz#M>X??mBT5ZlvKaZcU
z#H4M*GH<uPbDZUHF4>I|Xwj)EDg2+)9qw|Y9Q1rGm2#PHx3}N)bAKtO_J_C=g+|>;
zrY3GZ;!JiJD`pZXCXI;5zWccsAc$|L|6q=%AxT8;a)t_~>;^BrxPKH$+#r#(Kg(Gh
z`G@qSj(T39`D-{vjMQCf!yB24U5n!d6=Ot&gyC<yQW1Ojhwl*Le}}T5bosI?gGw^r
zp>VAAOymr04wqa)1YT%}Zk-kaOZrq>)&;yH`~-FKWSTdOPtFRx!j&y@4(@ZEUKY?I
z(<n$RlZ+Y`OaZ%cNI9_hW&f`APC6Eyj~s@V>FJ*yz#)*kiG`kNv-Pre%9Y~|B!l|S
zLen!N@!m~}8S==2IOpnQC$h#L#(Vnur7nw=65x+}m;TYlH9v5qm{#r()@^OIN3bUy
zSxf{`Thjx`-s|ay`J$M6_euG1AT1z*H-an^<dS6Skk|>dS=I`1y}gB<b}9n4-a1X!
zHqPlujc^DdH+As3ejSAXPykOj{_P<?RU?n%I_;R@5<j&W6EpiM2ElT1A_qh`U&S4R
z3YLRsuQKM&?Yuk#y$1jCTVV`dI>+FwfI7g61F9?(1bxjPSWJ?Gi(q7AGByD5X^0|{
z>hV}hK{HS`q;&oo5M`?fjv)5PA}t9gnskh1qTs8|<fpU(w^7feiFV%m<G}FzU<7}%
zaAg!-M86YTKS-zZbp5fss!S72Ng?{fs~!*CR3d@%{i4Gwd4MV`@n_fhsfFMkRB+0F
ze)X`Z1`(tD6TCWps=@XgLe;@~4RWE(&VaurzOU}KQ5=*SWE^aHP$K3F?5xJ$-x3SM
zvydzC+9Zybokx5E=WzXzs$dgL1!fpHIcVwkB-QDSFzTAZA2%A}3!dZ*gIP_SZYOYZ
z?HrT^YWaXGT{JN@oy4zh<KkBWG|h$MehWh<lON5rr@v}$QLj~GuCN7of})hSBX-4n
zqK^9+jy|7|DA)b@j%IrK$LMFKEkaZ*p-TGmg`2b}iaLgG{FKYzA%Obox2nKm5BSJW
z?6&K{AP)u_F1CRI=)cEgq&y{K0S`tbfqKms#%wRcBn~HzJ1w(00~DWA=iCaa5W-3r
z4cU-rIZ(?RAYyc*YRe1}wZ$N=%n2+2bt>>g$O?>s-e3~kwdScwU}8(?3(y5I?qRX)
zQ4>uvO9|$Np~kN;3koGf(JW!Y_oR<-PhXRTz$%ituc7$j?_rlz8h9YH*clKq^JoME
zYY}{=jwpZDF!f~nB!umJpe-LzSY!`r@pd!jwb|SQ5b^yLxVhFd%yrpiJRHygW<3TT
z#uNjJi!S7GS0IFht+rU6Yk^IO4}hY4P{>=y71oSdW||oI87_&sLBxx@na)*u-}TX&
zn48UPa~#3~6zbSS04V!QZ4qd$0FZ?_&_eHT64oI2h9|+x3I`^196y78pn{(>3`yhw
ztB$On?|PJ<`ICImk9R1VD-2Vl@B+L5$T{5k$ebBK*tRSD@0PB(0uux91P%O|y)qNn
z2=e|nG`@S9kw}z4F7~+rM1pKj_I@D@0*<I9^?4!GXm8@bICvAFFjZ*R=dYiyyWAHj
z3JXK_+tm7SRF>^Wbx%el2+P2gw_#|i2E+SVhTsJU{L=94k^_{3*Ka0a@$k97(N`vK
zau-5s!0w<6sP%L??D1;-PZzyRX!;|?FHJ)OiA;i!Nh#KU{y-1UtKjh4|575MUB>vD
zr7&TDMlaysr#Gkij^ce2IqxodXwN*We(wQF*z$0w<=}KTpaWvFI1Gy|aDl>VCV|Jj
z!-e=cJ1T7rPsP_JnopNEM3vs#ZS+A3&ByPU>&1T!eSpvyKQ;e8-QZxZ3t)kdEe2r&
zo3J|r@7RbpU}v6K3&g|oEZyhK{bA-u|KNDfAHzj(!-l*)eDQ+y6V~xP6Ta^AEV~np
z?)HMyJE`OtkAy89fch@|ifK>2Ypz{h=sE={5Em0bLLDS9NY55>#0P1uD(1302YL7N
zS10!j&eb=aDdL#^mM~5`VaNj-@vZH^YzC!;>5)Kmu-!G82^v-oQ#XEITq3auDy4XI
zem-T-YQ>l=#QD&i$k%A289YF|j{TNw!1yM0qa7<$v0gu*8U5oW5bcH~E|=}yVsxIp
z!2}}m+ww6qordQKJ==qR6WTRrqqY#B8~~*$mj`k--J2+I37hcln=5<*f@}aaU6RQ$
z;~TsA!}MEU{T+z(LlU0+E^5a<KpCDk!7PQ~Vx?WyswRWu?m9a#%{-41T+<qua!S@t
zIQyg#6F871#aUZDIY_4-SHM-Lq1}K~!5W}TD3=S-z@E6Eat*g-8C_W(yzQj}0Rq6U
zt)af64oEj_H>kVD{=)|PvGCUQIPdCrwipA;@kjVHEVK`lzyqh#)?ZjD8Y_dv_yd-L
zKYHshi9GEf*cS`CHpK!Oh@Of-*a^tk%O71|*&TNvfsQ_P_&Fdz@LKnf1Nflfo(RZ{
zJpxdE#DMIT6-6ej1PecZzKr!?38%0ccxA^yn4y~-avi;w<^q(z2>5z%P)V@YBsH)Q
zb(@X=TcH$K=4i&rvtQc7Ar)hcON(^f;*lt<PBt@{Oie1($Qx@ve1u|cx7GGKnI>}k
zD*KC6zb4}h&TqcPmc#QxA9n$o@5m(dG)Tp=OZSYAHTKrBm(?%m3IAwZ_X)M2X2Kil
zMe7Ogw#;;fZhHq|xHX{*Ho>^u5El!6pbb!P#TQP4Ud<J^41+16`MbaoGV?O!%+1I#
z&hXPu?g9D3KCWQU>5A0^hI~wgdjp5U5ZL7Ky-|09+j4N@nD!kk6{W3-ME-&?_9+-t
zgmrM9S0?DROLK!~{9|BnIL%Fvle_#CJn(IPeA)-K`u^aX3_C#K`3ax&&~1kILMz)|
zig?#OGP&p3E1uot77`DgeWMTxfOOb=b8@K5R~fYIUn#w(?_U~^i6(-t-?o$Rg1EcV
zA2??ZB7gPj9PGx9Ww|(eP`i^6cHg2Fuv?`Mcy&5rfx`#1V86D!jjOJ5b4+xnW!wnw
zwt+w_#hvEaIE?J<)*kC1hk((0d<H<|4+@R+M)!;GBxC~lMxLrS=m?jmVpamZI<tQj
z?AVq+b8MoYI8@U8j$uIpExi|XIvcFo4rJ3=o(XyZ*1|88R*CuG-S6Ov9qZnS)Ovbe
z4b0l-b*Z#kehp%<QE_T@<)TX7St(w2N{q8iwFeY&mM;5=se++PtT&*Q2=Zpbihq^h
zlVHxq>U8^a<fj>)(CdCJ>CzM1)-n5>%Rz+k7LosTa5{Ju5i+U-;($@p%(-s&D46g=
z)MD0YEguyukxLpPHR|NL3=+uXv!$E(#6f_HUq(B_JR>}e7LT=Y#EuyYpIXw0vjEVo
zHM?kwqf1ToROrL1muvPp94{J-N))!}M2}UPt*{tjrfnP-a_!^zpv>VKN~Klm)k4Q|
zs(cR~mQ8d5am=*GvC1vBR7<){06$7YD#^dfvqzIBn&J=cnZcnuG><j-NW+3O^H+{7
zGFSkzzBcYT6qnwI<eyE|s~$Tq?7YQ%{~}QLdkc80F3po}BanxMU6}uwy@TRJCsQ=5
zlQkJk1Uex4h>S0_;vSv_%$tMt;(58bpGxOl#%Z2bfKDyduvy?FH&Ncu_oAFT@vgEt
zR`E|h`C>)5{yV8SPGx@Icr2OuRj~scbzamn1M#0EBf&Hp6ChC;PYD&*-cflCYs`~S
z?db(ng>VyeknVm}(O~?FRa5p9#yQJy&K)I<X6)ZKjUAUDy`s|qVP3CONR5bHM?t~A
zP&uEU^+n)BL$WOGWj!zvF;Z=P#md7D2o5FDpThh#)FfCt@Bl>Z{<Uu!Q$J5urS_gl
zBzv7>k6Jo3|2ZVvMIi)z)E14e&fRT}ZP~-<HVjVCCK){;OO_nT1?jDv2b&&o+1Zs@
znI-&|rNC{nAv)nXnX<j4gRx=YegB}fv9H#k4Qr*f=q6bDtVv=GsEatCxQ^Vn%a>c)
z&~tr12g}5NHf6(<e{`KkQ?xFWf(RXg5zdIzcCAz(K?|o=!&+@+WEm`Y&SYa}TAo`_
zKTDxOwiUMWeK44jl60Xnzlp(mwCdB3@?MfWfzelEXjO_DOmpfYJoqJOc>3nXojHaX
zxQ}cECshl?u~aUc`ix=fzdrlNl^(7wt-Zl5JvbiPnxE2io=fhIm?=Yk?TSX9s$8^x
z{7LvF$YZ;9dURWpOYSQ`tHmTZHF)(8=WSSIZ5Wy`Om)WS+D%&L%5lIbX}5TT6)zuN
zIm|O+S@CFQdr2L(rbw?oo)0nQ_OxgB0-0B<E#RU#=sJqnzC(4Tb#eGFi1QAuRF6==
zj)pV5HNFQeY&ojmj<lRcGO=07b=-GP`)-9t95C2CnU~}b1q3bsNY~pEX@pWAM@|1`
zV&ieHCd+Ki`4B#l9w(}@CF@cpm@k%G&EOkyeYp5%iWQL?T@=Bj?}oT-?>N0VtuqJZ
zF>E?y9u9brLf*q@j4S#XSE)KLlb}UViiv;wf_k~qf|qt>*7}2BmOHJ<e#M)hYBE@(
z+W97GhQltP#w^>W-uWn$Bau7LWQ5Y1{4AjcVqz0T6Krw0R3V2tt`y-RInLTI<>-K<
zn79NsbR!F|v6ob+RE?y4MzH%T+R>r|s+pfOg;TcHHV)!fykbOnjH#QA43Z0z?%YtX
z_0yLQf{TlhtQ=ccVa+5@PTIwSvzc$cb~)StvO<0v`}DLO-bA(Y<^y%hrIZniFtfwl
z_>DoEJBOVu;n-uxx}_;CP4X<_;LJ6ejiI_`vV;meIWx9xewt}cD}A-sJC|{)+meuD
zB-qSxLgO6%e3#Y+hwF~*(-P3aRx!IkS+$SSbg*hGPJXG8Z-bKOX71gjC2GBiUh$$A
zmRxXimKu{Q#%~Q*LNTJrrDj}(q$n14`QZJiw1yJhzo@+MVLgV(qFk)>sv*S3Lh6SP
z3@9c%#PWG2Zq<qWlI`np6D7C?O;1XC^n-&hP@M8;<>z^&$HAMn?4{i9!Gv~iNNkfB
zwyc-)6M7vi;frpV@Q!4Cu+I<QQ&%W*v1P*U-U8if0+3-D7Idi|b^9)jRK+oT38ioX
zs+~AR$_u3llv&Tks<w{ew?~Ch88|^JTl#Io3i#{9j0@%)6T+S}>rD`HLTD%fvY`9c
zhK)6*jy-#8Z~}R2o=8TTDQ`r13FA>AN%r%>vI*82_vfdqttF{mQ4A;O!9hR3iEmfL
zO$9m*wGPSJ=4~OnZ~`#iP<zux`<w#EG%_4oizS=2VX2#k@NffS!CsDO^vk==^F9Rp
zfNNb<Boqmst#F|;(1h-rR$3qfy{-Y&q5ABkGDe2yfL6F%8@d*prq?r;8^c$brM}b^
zb#Yv9*)VR4qL$-a;VW@<XW~Z~a_gD1-vO4o*|DM^vU%d%5GQ=Df_yyCuiD;%l<?*L
z77_?kC^<3-L*jZ0S;-7ohne_SV5Ew1Mts;I54Ca%F{PSUmqXqX;N+9p{BZ>if5|-r
zE6w#5v@iQx(I0=c^mhvG{wc7xTfn~s|FY#xGq83*CT%3glfLNYNdx_c_)Z*8BK{^Y
zRJ?2?!T4M>jbzU6qQO3Yccq(Ve>wU!5*^{;%+be*vx^hQzqUVN|JM;O6vjfcDBqo9
zN+T3RM;%7QT^_jWI&Y#G^TmeuSw$CJE817N=*za~dZd^QBSnl!6K)$iwtGxxVG8Ri
zwO5%;(7(=Hd}dXyqWO+!^f@hjr7SFV*s&Alk7@pOR_z*yF^byl_2-?&_&E_#E~N3a
zCjarH(y?hwn(@*@=?;dp%p>A7>18gxN2wf%8pf(C7t2>(LEV*OmNuNg;mYBHY=x4>
zOATmwL4WG=1McCvlb0(8lj#8){5Yu#N0~*ctg_kon4{tNj9m5mw%)&p5aAl!z_wJB
zC?NEuTxLk|Qzaf#Ev2NFN87Xec)}bVxUWy=Bxl^{x2MZN>#vQ`C&N&Jcb+CmX*Kq4
zxUQ(+-<o8#7{3-%O_1H)!vZ_+OWK{<iNv2wmle(j&fs+%$#Le6={jRvlqSZ>tNWGd
zd2_MIUIQ!5Y$$5Nm;FLn0ns@(*-rxr2x<j32Qhr|FQOFBtti^@DIR^5?_RXGNfM=H
zymn{#Y$6kSaw*Kel=~%&qK2oEn9YI<+ic=@1k3-3=#4=2MaPb|__M_HZ3vGxtHK)L
z@)rp2N`xSF{RY2aI<rIx&U$<ot0K+nH-Q!DIy+K83a{a?$VGj~V<UKc6WKTf@r&Bh
zMPFw<w_wi2r9s`7N#m<9;lUhB-!No-j&MN3W4CT+A-`$V03UWpkND$7(c~r_j`7=l
zJp)no1a$_%wU_^pNmwa7(3cYyUfVwMIUz&uvBPe%v4bDMWkv&B(r+jBJfcEK@Xr$I
z7Bkhw3SMs~*?f3MjQZ)<P!=b+u^6vehVfBNhBk~LL`D=B{mTc^0uMm?m<@tcHhH*@
zoi6_2UT*>1tus@SrZRR@Rx_+jPa&*`aJjfyV~!Pf+oc$#S{oLx;#BKQDUZ<<YNqdM
zg_yb&bgDdCQOOnV%E{4DU555$fa2awq3tTVu8o-4xD;%j7?S#a;ar*ix4f@j8F$ee
zaA+seqo?G;>8kSl?@aEj5V&oH*J68VzIkg3@HgjpK_JY-=;HJIVCOWNVPeiZbY~cR
zNOYQe$J(4CYVK{+8sq(CJSOpon>KMfMyB0djzFtYJrbg6;#)(uP~%>Z$ath^E$D-m
za=Fa+2twXO_I7N$=IN0e!?DB}PalWZQVe@lm!jk-ri;{ZS(VfKp3(i+A&2uLr<R;$
z$Liv4W>J;P2P=-8`Kw8zYTT1NQMHWLCJIY+TbQ)kqK!IunCTYxN`C6GI6(s$zsgSV
z0`!lg%J~b4(wp~b(0tYJ1ym6`e;)M0=78{^eAqXOwwCuKq!`p``QSoT+p&4jtbq@U
zX#*hf>w6wl)6YD7>?IqHn<3cFfVfsD8NYW$XedZ@mvY53G-b-__D-90)D1hSLsx6v
zEO~b~Ht`q8^5Ge*o0`{3_U52t`iRBzXuvOJldu&elTk`U?4A{xgN^bK7;h>ntbp1c
z56?9ErQPOumq6s76Ht2q-%|+45tR@(3MLn>CZxd*B;B3o&-aT9*LU~Cxj6q}e=O8D
zl;Q^e30V<7nBS4lobB6LqX@qv$pHoV0mV}zF%s$_MpZ=Z@J-}PY*ApNC}J%(q%lXD
ziJf3jzH>hkO%J;<9~S|>uWiG@n=GZqUpMC)dvE6(elf&dPxm-$+%o<ztW9h2yL3Ha
z>&`iG_|h=eKAhY6Jr+{szwAAlhnW6fmg#^z-H@Srp6gRRI1fxk68SwQYX4!==63Z2
z9`elHduX^G3Di;72f4({P@-3O=#JStT3rU-`J5^Di<7=}arE)eB9O1kyG@P8mk0QK
zK%DhQxp~#(v`Oe>#taHg%EPY9w?`0~#{s?THy<H}nuw*$8&}ZV*DhHg62><%J}(H@
zkfq$GhH(i760s$e9>Gsxd>$s&59N!!Mat{ci<APaWa8Bm6vaX&C-7Gi`8=%8?Y?`D
zdeEB&wo#ub=DRpVg@vEBXCLLHzaQxvzw|Ht8p>husVoEuY(Ab|UV|?Y*Rd^#-MRdS
zR+LOIS09f(N@Q!*TnN*jupIf;uQ*M4BkVoUqE5|k^z-lfy8`>wudR$o@<fa^il}t<
zU?K}-8}P5VQ_>S$NvSJtK>(#<3TM)QMN$$z8_1XffYay%tw8SM<K-~b_f>1_Se@Va
zCr4_Gsf0k7^1GSU_iP4uIS?9+VH2>=a5q~fD@I$`Ut2hc&Pqqz?&JRyc>`kg%y4fs
zOW%-05pyac_X$RC^~ro#N7$FoQ{Vq5)HO=P|18v12NhE<f$w*^BCxUN0Ec$(WBB<r
ztYAX^nsq;`O0r--n-YpSR9c8)dTeo23C00=h?UX0EJ~0P21P=k^RD6{Q&Zpy(jlw`
zttW)_>{Gud<f-+?J?1gc0n)*fVz338rM{xwdU$snHaNhP0TDK@N$f`u5366)r|-Y2
zUnJZ6FkPR&c#paBPIfvrFT#5XMHZ6CKs0vRho{&FZ)3p<YuCg1^^<vH0f!vR+Lk@~
zI^*9^>??&J{~x&Lvg0k&C-s}sejFGp6SNZHg2-f?!@kk5|5^Q}O&@bf%Co0HOqWOd
zBjIQ_*A;HDu%-6LALQ8iqTp&3?8WU^cu(ev1vxgK=eA(jp^;~>k-G3kQ21R|__XH`
z?wH;!c-D<VPa@M>wm?d_aXHLuC`PG@x4M&@(PV3IlX1Q*kjjPfUEl+T%zU$$<Ga|`
zOQsZFd?pKESs2Z*+}Tc1+;EH0!A?zCRgdn7W=YF3fZf&sA&rIB+#GVJl!(?t8sx`}
zp%R&$E^&P4s*%L5=$9N>)J;xJFIPR`P0M!vMW||W29g<MmMocG5nR`;jfGlV`uB2G
zoR_$IDkUjpgrqcoj?)kiB#H7U{c*gO9g3KA28^C80}!T;1A6W#6p3tp{)pZUJ5<BL
zv}&*d4hd4qwnRpff|;efstMgCen)ztvULwTI?6z7)-<Sz8|R^ZArhN!bk2Lma9zvk
zywN<*)j2Hvn$H6vY29x?M~YlnR(v?K<ij`8>FkzyWf&xfP`|{gS>HmC8q~S{>TQq=
z3lA!sd$?YZaxq<#T>ztdCvB`&rc}z%1W_0R3a7C)54u*iwThQ>%c*6%4;fL`)U%+9
zx7-TF>ULAR61((K#84WeeU3QWM47y@mHR~>D|eRT8e^T1-=0CzT~`C|hMc<R>!S6l
zC*M3mw-_JOo6o`L-Dr`m49B|9`$b{rwZ|ZmC#3&s=aGdpHpP2~ZQXjt3XrrCMKRfa
z>E5YB>`F$ICUu|Gd(Jj?C~UZa#(q}MO1Rr@-8AKNl)^Q$(a(mLy>Z}dFvs7RTJF(L
z@GjXtCeHtTDMA4v`lJ&^crv%Y7d!IgST9aWn@XOvN&6TfM+7$O<ZNog6T12_nsWVg
z%FW&Xij7rl%}1K(md@K<kC7u%g2|4oxq?$JH2`nK&nfb_&W|X%GP~XA+XTK&xtrsq
z{1mb>vEhcmb$Q>`Mv!agFLkL*Y$bda;FB?<yZUIhNvZRz_g6C1rH@zHLLb}9^Mh5%
zOLNAed9OuRdms>ovRII{4SLuuuTDwc1Vc_E&@19HhtV?)r<<YJqsbk<)9pC+usj`%
zJbVSyi-KRHyM~36+;E@2rco~&u*No~q1}sG9~$a73hwdYph1}0`#KWRhm)j6a>4r2
zo=zl#`hBDs#F=0Nv}i&&^`?Y(Sosq|%5VjF-&Pa7Y4!ZoV8v8RU$1J1K(<vW-kzM}
zjWrVg8Qp~}g~X$j+#fxO3gauCH?1{RX1z5JtZ9$oELr(ik}_@ZZpEZO=^DA2*61qB
z8PE@?xt;5Y#)uZ}o12DZS<TaZTjqZhTMWrO)->;6?EDQ~+iB>Ym&g_A8kXNGz$%#6
zMffhVm#;XGU(XxTW#zg3xvq+P)Vf#&63KmVRNl3CETz|X5&tzx%&3+72rC|2J(koi
zXyu9rLfBVJpVGlo`_SY!mk0xLQoo|r1-iUxD^k|>4d{C{_bqwOQyc09OAijbn!n7!
zQ~5BsYMURaiKX?S91lE12S@eqk}dst{rPA?h!qnI0w%F<`q12yY8YVOVEpQ?>%+NY
z&`@KLcJc;&L2e)gku<UT)(+s@^?l74fzHxp5m*1&KhH4nkV>x8zeW!AA2>VXm`Xgm
zzj}_hpB>=i>0Z4f#jL)IlY;<+n`2SI&pVv5c6+^HnV%ovSE8Gjtb}@X7;4vuqwIhD
z!2R_5?Von_?&r;yJu-_Fp-@cJ-p|Ut6wi_mDJ4$hQNI@DH$J;}+dcJ`6W)?{vp>oP
zPV|MV*+q^A`ZD<wuF;JQHbC`@D8h}100{e6xWjHttB$!dku)9a&+2$rXzK2{S9pB4
zli+NAq&n<z(ezh=?YzkLQ0mb6kj6Nh4I8{F^Xt!nOg0RRds<N(f$fq7V{W@VhMp6x
z^D1~vv{Ut&ZcqptZhi=w^)y*msUHEx(2PF+hF(V5W?Y^AHfskA#P9-RjUX!23^)qA
zCWFEUW`kNNg)Q8F{rQ(*{D0?BzJ0|<@<IRrEO-C_;{VE{v@kU^F?C}6Plob}rgr>+
z7@A*v%g^8eXA3=su|gLy0|T?td==|CNxY&V`d-U5mFh1S=IXCoZ@E-^78W3`NgFXN
zo%V-S_0yBX3w%GHNoH&5P#I0fEl2yDIML_~Qp?7!>(5V)+b~>dDkTyUW3b-qtBR{n
zkC*yeKM%ZG6vIFlLh*T?zU!LQ1LCc;`>Yd@og+({3=?Trl;%HX)23L;ADNLO&p2y~
zv~(IWr6ILMN;Z*KDGvA3o)(b=^8_&geYo|J3Xi3O4)oyXTf*EtpnvNCK`34~getd2
z6$4^w5CY$-0s|L-N`Ks?#9^>CLeFrC;L8NBaEX0a35c5%d@hc|mVil86i&s3U)0>>
z2bRO#fSE`sbj!3VTmvpaFyW<xb7(OFRpO)GBcqVO+~yFo-V!0h_S{$su~MJ*H1P{!
zVtqa;D95?C*ol<U>>M<y{6A<cAi51gb;^3;9)7e~GIi7m*OkIH4>ejZGuzC=$F+|v
ztW`FE`9l2*{(0Dk<%l}xFj2&!G>-70@4R2hI6Vy;uT-loDVKSf0#txo071lgCRG3b
zVCyY|;^?BTQQR%KyL*DWBm{Q|794`RJIo-#-F0wx_krLxxVuB};C6Z5d*55%k8i4a
zx@M-k>vWwh>#V(dO&^jxnvgv;uG0+H*Mh#!KP0jmRV#gdk^3kX!&BlUS8_;RF?X#n
z%H!(b=m-f?&y303+O+C#%zQHJ;=mF`YTicIeG+X{R@C(wT-kxC{F1jK!M-VdP{Okv
zcXsXh&q|Y10-uNza9P{i&t?bx0xt~?v!5XliD_=;9CAI+V^oW*^cDVHf0ejmPAR;S
z@VEKqcP|CpL#DpcJBm8igkKG26G7Bpe%o<VbNm-_t%T3C63o_h$hBehiuZ&y_;@OX
zR1q)UtJ97NiD@ZkY369x{L75LjJ~vMEXuN{sj>Db{V1%sO<pYyQNVe+66x#tNn=Y<
z>KiY`Jtm4{x2G0sIUr%$zZdeC;^CnaY!8yS$f+xdDA|qWDKcj+eCmVxGhqLH)PReq
z&Nk5$&u~Hu)>{@Vs+1Q~<I|Itv+7tXg8zz>$>IqU3L<as?-rQasO2MkLjOir1~=X(
zEp-il=aO~YdmCC?bsEe6X-^%HffU*gIZIb%Y{HGf7!8p5G(Z7H>N4iXJgBzVkta+U
z+JRw8nq}tg(X2tMhn(KW5?TsP&S<Ja6K_^S$s=`3Z%_zI@Mj~Gj9lcdqlqAqW(jr~
ztyE^t&@G#tI6lH+z>5t3h!+*%Gn=6X!yo-<$+q9Jf$a@U$8-6?h>ZF>N?m5!G(G|C
z)1v9`z#n2MnnQmY!xLmqN?vr2`&qX47m-x;Ox@c`^trgiHX{(zPVK9!ehqR*7G%61
zaLb}0Z0gurO+;wwsxWVn{mXdbvv_<JlT6o!(OAwzWiDHqnIvO$&qVpLH3Wn&n~d0M
zuq`mCAo3$ny@OrLMx(Cb%eg@G<V=(9H|F+N4pbiW$D%whgF5u#>6ezf6fGX_c7PLG
zEk%1d@{jb=iF}pS0jYMXV|&g!=&%Tzu!-Cem`8{ulL$&dE&TqKTQx;%0OYOmk^2VS
zzKHP;Ud-IeBwAo<X32LxXInl-%#k7S&1^F@%jiTQbVJs#ea`O9_##A`nQ@NF@&=dr
zJa#z0Yqw~G*@T3ON#j=8!MrLZ;@w-+!K_Gq?Vy?q!zTc?r9(Qy#r1&ZJd(!z*392<
zUd7<Z^N8-E3ba<ocP6yqD#kil20E!NW$Aa<ZbbVjXsFI|0(s~`ivWlq4W{_~Vs?nj
z8=-3a+@UASJYT@RUB^?VckhOZw=lg~K%@4@hTgSHkkH4z5HAFWTehjb%W=uYCl2@z
z-w4`QbLXt%6ksjFn7m7tM*B}>s?*nK+F90=hfCfqr-@U{jg@t79r`zG`QDf`GVGY1
zCkw3M&<_bn0L6^99bA)<xup5p8jHQ>pp5fPmS~Xx7VQB7syC?*FPm-C#vbZw%PS;i
z2_NbAx`P-&+1qKz%4<p;UPt_D@);oVI`zDahp$sRnRYk8K@6#H(Mp)07fVxl3#Wvr
z&EhJtvf8kw^^xn|4nA_BP<y&=FR%Bh<MiL##d;Gw4_$;diIb=K&5+7k8X6>zXNQN)
zvWui@3Gj6*y$-gV@pVAJm7qfhh+WzR8z_}>?UiBfX>Y4%^6ds5UK|Nls{*$3#h|?2
z9QT@ngH&h|lIdE|jpOEL!Fd`J_Le8)_zQOP>MK(AQ4b?}T|@j47H#HrWBp{CM`;y_
zSINJK;vaQ9pp!DDl>@9{O=bzr&cOrh$$R*p!^3kpx<nI?bqsDfR0XL;!&k`Ml>}9*
z`fX*Zec``bNUYckpTu?SjbU+7a2q8@@P{*s<`WX4mks&0dkm(XKho(pz=)F|>_XYa
za3(UvugXqaA5Hs^n_=W%HKSFL8!Xad{WP1gFL|#90+llr&uuggS<GiWsx%*sNm*?T
zT7{r*QNI#HLB;s3z?|+KD?f)U{*jGqzKuACY_r_Ps`mq*d$IqkWWo9;{MgoyU#LD3
zG0Fd?+W%J*<o`&x|04+!HC2ZK^BE0cOaGEg&b_7t`1|LS6r9#HB9dLTR%dZhRlb7*
zSPBgOjQoC|Xn%j1*s4CtUJEdv1yC-4`I}ML5Bp7EsR_)0>PBjpg=iiAqNhsS#$_Pk
z_B1I?eilOca6P65@)1*eN!sdED%#khn32)nPZ245<#vl-{D>g|={uIVg#|hQeleO?
z(=cPlj5~=<VW&q`s_dF|ygz1TjF)Dl-KnSa_3+Cc*Qa%F@c%b#VU8}h9{VAJ0*?v>
zh5f%b{L8_?)!xC?+~q%X(U`JoU%>ex8Kbr0A-=|d;QU>-yxdBwOV6$YbBmZkdjN4+
zNoK=;DEMo$8H;378z<*4(RZ#p1?>$ouLH7DUWJHc3JloI0>E%^`1<Jk>l1g{b55N$
zEq@}Q`UQvQZT;!F#hl!ss8LeaTG$8)=P;u3Wlk55#!N;|fcNX<@09QMXK^wyd+uXM
zQf+g{5dcoc^Q4quVpvpBBd6X$4yV1P=oHH=U;}K-C)v8@e@mQwnN&E9;y1jEC(r<-
zg4$@}^{5Q$l5%+Bdzhede5;vQSGra!F||4RiKqDQb~Bw6Wo}uX&w=t%@Cx=t2TOeg
z8&om3&j#pFm9^#$tfqHx<3_s1oH!RExItQqTLpW+`p}%xA+|{xxNX<>x_^q^^X@!m
zb{hh`%7k50AEwwzWbd+2^uEP#Pf!x5r6rZM_jwr-D-`4HUFu*V=4f8*Gym0Qf45f7
zbYUhjB6u`^^K$?3Ch!?e@bB-hbL9H8FI~Tig8P|l@z0YpBKJbcNMzuD>jpA`$VmJL
z(o)gBWuUl`F4S=|PkL#QhVg`>3*FVlny^FB*U5V0(3M|DWN|d}4-|_Y#mG3|@RT_*
z_{Y;UJ?m1vK%8rciJytj+N^Bap8HyZH1X%m<1=f*y=3bE_CvBSoj7W{EoitBUY?G9
zT_%WYNQeXa5qjRNf9-2T7ENDn2TI~ohwciYj7$57^~(G>+h7HeA_?&LV@>()(FTpU
zvsv?>qYbsUV}}G!D_;b(9+c$$!I2V;gd!qJ*0Z7ZSE3DP>A90|kgc~mZIuqt58#5l
z#*&f7fHqSPF?@XAmpTr?$FZT`02b(Ii$upetZ(l^c@=%4sOLN2%J=`Pzs`Wc37<Z?
zDgUDVAJF(e^Zoyz@p!7LLnbHI&?du~5ak95tgICvLqn(D)-O$?Y8}xr8mH5Q<imXL
zjy*!5td5x_dCEA%r`9gsJi1+uZYOd|CS#Z<3e(!(dR@qve@CS+DXbe}Rz%jFS^}k_
z)R~UvL{!c;#zh0#CkvWXF+5Sp_KDKl!$0c;$I&D2Yh&`$$XU1X!cq$)obu4%?yC(j
zUi#K}jwaD+*dR6anuIm^{E7GD)2(#Gn8fFoqy>*c{Q57aLVxBX6Sqi6U}BjOKG@A&
z+G_l+EXTK;Lxn5XEgbVN)Ji~ojtB4_ms40R(MLbW>z@5tMQ7(?HgaOa8$x)~Ao)}0
zz4D6yYO>Zimeu?KN`a%2GcCM?JfgRP{?gc&cN@itXx5cb3s=CcMedvQd*sTdT&&#t
zZq>Dl{xyewN`kEbUhyy~Q-&m4Aq08s1o_a<sy0m{Ze36IucvNTs)hfM)8pb*Bdh!}
zRL8K`LT*XXbxU~nqOmk<{@oGvw%52Eau~ZU%sumjtkY`@q6|EeZeScF2GM_jkb>wp
zH;%PH<*ubhma`UX7*EKpP>w0bKo*p%?am&noXR|&j-jn1z-|2~MP>@eO=lP5rSSXm
zfgkWval~!`vh-}(GEtYZ>JZ7LJrpEJ=KL!9`5t+4t8tgMeI2Rn(iA1aNSO4<vE<`%
z#*puIEj#h&s2%GzLph(%(L^J@)JEr{vG}4+5QZj#TC!r-`cQfpifdzDE5Zp7jH0*t
zS>6QPL>zc1V!ESjX0yEqS_^GD6{GcaJl}*Xwa%3kLL!7T*Ul%X;Mb=yO4L2*ia?`M
z?)!XYm2i^_qvdjZO$mLLp3pXZOR%^&a$q8j{pX*Szku|2+w*w&ieqSwu7w4<KfN9U
zKHbQ?mnHlgN;Wqx$Xa67_cF6(kP_^NQ%TRyC?|8XkhkWPZ=wl-H72d(`4{;r;ar=q
zbVZKK>8{-->aftm_<eD~9+>t;BmVD=9cIc#;ZkF)M&z<@rU`Ce7F+k5xS|?|`lDkz
z;uP+RJxldv&*<O(yJFm$g1J)sNA!RH5RLr*6?)9=&Hm5e@4WI~@E4l(xO^brgT>lG
zHd_%FY&)ergJrDm&Cm{uhYM}F7<~{o&G<Z-gt}bWnfs=1wb<PucDc5yZkL9ODn^Rf
zEe#*fgtHp*{=B$rdG0f462J2krTsE??%{r{#_&8MI6^~4J{l3pI6*Q#Bv+>bI~Z+*
zap>1L(e%u4G#SoF{F*Hxs5DMcN)-!XKYJ!Y#nh+^k@arr0WXI1X<98B)zQ5dnVM)J
zg<SW$Cy!Z#{d6a41VSKXALHNroeEX1Jq<VUL<vfjc`C)Qcy>5GlJ61ig_*{Mt@0U|
zG;T3C7vzp*rGX>SbEJ9?6)nF_Uz^owpjd2|S;o>uV7Sue3CI7eLP>4SV|iv7D7H%c
zEar}#&7dZDQ;ICSrr>!~@^-$iVQ&gM$9W$yryGe;Hy#^~FBaI7L`nQSufb0t2OOyk
z{VRrIGIjIRCK)0!wr_Z5<tAs2`j@6>RBTFlRE$1UB9_eQ_h3P6aL;08vLk=USszf%
zC1tJF0=5iV6_Jys(W1YG=q4gaMh_Iz@162}Lf|Z7x0bigcuMrnV4SG8kawaw|C^gZ
z{LKKq#S%B-`ln;J{9^R;;VI|B=3JIw3f*%JdDGkiktVw;M+!o%+H!y(hx3iVXAYtt
zkTZVSoMuVumkb~^BPOO&tJZlS$#!0=yq7#?(fV1_p?6e|ZBJAub)7Uk+*iDXCAl-;
zNcNPfwrEMOM?z~G11G|%S0@TXtiM&reT>^e=E>pDZ5B4aP(<Jnum4YFlGzCROZJxa
zkKoVU6%BAWb(S~_{f@4?0h&Q5U>=hDD0KbCO$pau9yHt-!ug5B;E$xWd8p3t(i7^U
zx`YU7y8rd~!GHWOGxA}q|MQ}PVus|@x+z0J{kP$LeD^;JQ+DQNR>mAwcE%RwyzGwl
z7U3#N(&#9}|DA;{EAvea3JUr^q|=3j@bMmia$WhcgLYAqmV~OFBt8E40B0egC;<gk
z7mNC0`~jMvkR4@oTs|=2{C^uXTvlT?6qGWG>^BJwPlGc*#4OT*<Zd_&0;oEiA2NqR
zF+%69{T8{Hs{zk|*#7Nv+g)2uFd@dO5eaIXd%Fc)Z=~#?SyVLm8*H;g8g2fkS{b4F
z1{4{%co!_fsA0;ukh^!kd52#e?KZ!>`@YZLKX+}OyM|O(SKmKr&R5(Q^Yil;f+2H1
zFA{oEDR8i7y%F1aGiP%Xb1^V53Zj43th9Bg`1ibIr5&9HNH1VcZX34kY;AGsF4<0A
z|6I_DEcu6SN1aN~>YUU5`7}B5dKL^eZj8H~<8U@`1ifTIhP}aUIz9hv-K(Dv+x9-r
zoEi2m!j$+eoXUc5vo{lrP|RDh_p)Vy6_Ywlhlm)aWb}RWS}ZX@5e;2&AnCvxDM8by
z+hKGbIoehtJBbZWS~72Z>aG-X%>3hEcWA1*iWeIw7&B=Ix`1I<6caed*-Mh<ux$29
zSZwMp>3z(K4g-S>#>3<?`8+unq1P4l+JEaS1a1HI`h8>{8Qqea;A>#kP&SG1rigwR
z>#Mx19HpUlee%oc)|LupTfQKTI#M^4SVh_fS1UT)@JW`|6B@kiAm)MG$I!W1l5gb>
zuLF=0Oq~a=L4shwIS}#fSD%BI5PuZ+wcl%IP`be=E|6oSh}rqA*BFbEV9)PX443vH
zB9}uJhv1nlfPp)qq@nu>IpDw>QS`Uf<a*OzxeYF%2X!O}#fUN@A|eSTZMPg%{3%<2
zBD*Fu*a@*QzJ_Y5$4WvnG;=FWmGprHDF$7j$M<(PWU&PqZp;)i`X==rW19MyDGAh(
z2%^>^B_-X-8-yOzO=N*X9HWc28n`z6s_w<Y=dc`=?t=eHcOCRNCuoq$ii0gs^TLB7
zWoa~DMhZ8;L8*<Am`g7yapTxb=&MxyVJU<V>+W{gC}%dpeFA4q8bihl*ihi;W()Gv
z66F-daA2FsBjv~!DrmM-TQ-@Ot@jbSE>n1r0Hc`VzbbD6xFdC3UgrTYm@1-DYXt+%
z8J6%E=G;KVNCrDi{#Dp|Btlp#4m$q*&ayi^xa$7=9Y^?3eXj9(^K?^zU3p|&?~$PO
z?iy{(xI4W|z8)(dGh_&M?U58Q4DM2MgQRa8&bKHQhNfz2T)(r6RuOtP>3U$BZTlza
zpB+kqN?NJ%@IG=#me{4$D_V}O2}(bxthE`X@20^Sgo3o1O({bj2=zLVB4TaR_V;7%
zp$YerY^j#S4pTi)i7H=Av$0mRgwrq3-KTqkjz!8z9t~09Wov&&#wBnY2R29kD2j=f
z*WB`&8YY;VzHW%H1-a6WvJP?ic=f!P|L+BheW@NcU;e(?mBl+wH&wLyuKdeceJ3Rz
zv03jb3P`RbZgu}m^y!gzugjQ<>r*eRcUt*tyxj#e+&g<}#W2Cxvv}_squAFEj|2F(
z;Y|6l1^=~h_AgUb`<P-$m26D%i#y=GRp=G)xv$2}5iSIIW+NsyW`4DoyhZ8u-&Q!=
zFGM0);(PH-4zyfl5o^6uBQeUedsRMUqJYbSc8Zs4<$9MnF-LD2*$?Oc)7YJ?CrQ{j
ze5U_4i3i-}DKLJ@C;Dx8zSC=XJdXG8)-E9kzW`oV=4TYyJ!%b602E9Ru@)oaemyj~
z?jNq6HIWu!eRc^)gq!|DRzDw?uA_4MWZDmlrrsp6l?SOVcMacS_;cplv4S_7kR@RD
zI>E83!@+2SH+<GVb9<&!I{Y08RwEAeg{mwZNn|5TnS;k8D*0M*0`^dgFfF%XqiGFE
zA1tgtW6^pXWqk~o>N;d=lL~7=!-K;;y@x5y&Pz%>?u-8;g_|xKqlYG)vJ^1B&<RmN
zelnu*cF}nmr5c)Q>TQOAPri+TS)Hn|DsAJYLu@gfjFdF*oB+TP^qD*%m)I!70p%t*
z>M&W1Ll!~u8RyoU_5ufs{vv+Q37BR0=C0`jaGyT9B!e57P8%deo!Apfw&>^aqYvwK
zoA=vNoG*(7_J0TJVnp_8KLcd#6LX1$m0=Ea^o^<ayqvw!6FsYWG;Tt?Qlm<0+?r(!
zX}~MnyeS+Bg&D(7MHkc@P4!xP=?g9qG$Vf--opLA^@2fku6W~YYbe(PM)=$bQr8VA
zoDeY8F0$8&(&~AXLDt;&pZ#8{n=e;JuOm!E-0_e?G26uoD>(5Dk~NkmVbAWd{7{=#
zcXj*89b~eY{*UX4pFV)1+iv_h3DDfDUMi^@sgTLTzu=y<&bvSHtf7PK1|2uhiV=$E
zkB$K9tc}OU4T{mPrH)rbeTU(4L<;L0qu%l@iDu|XDIrY@(WIpGJe&{8EmdxiRunXk
zvKQ{aMgi6DxP$G%VK21ucvymsFHr~ju|DT4BLxu?nA!<aLJqObVY4k&&*ZN-BPQ@o
zQLUGMG>-UXt6`?*4aaU?nj5NpT0SB&=VPFNXffvrxYFa|z*&|?Petqx!BV?DRPhRh
z!cD@6c7{KG4nhp2FqvM&0W4R~h@HvEXXY(lhXqu8qO;3+lE<AbF?oEJ>juO(BCoK;
z5ba6zShHW~_Eb9M;(m12?ANp6sWoqkZ*GohzJUvMz>T)N*qPxZU}O;%;o-0{Y}%c#
zm=^0hp%+3v+Mu_#QoUw;u3{!`6MY7Oo0y1h*jjT5=gl18=+#Xx@&xMRR$6+gxO4bM
zjmtxA7QTkh+1obra2>EtNdVJn#K=hLsh$oJN66t5Z3FSu;wrq);1;LiauKdY!1qj?
zeL!#Pq7h5$uf>Gp36+`<O`5bzJ1&R3=JV4Up(@JO)qbh%EU{V^GR$MUmBuibub96M
ziSOs(>{zNrq~fl|a{C%ONm*cnNIJ3HK4VEuvaEN^uMK!T>cC^(N!&a~ytq21WewXr
zBXOd1Hw$MC+B^Wr0X8M4XrCdpqzc8#!!u^2hDSo^p{PA8KF8yqAT4F_m`S&zVe-x}
z|28nF#4pTjR1TTfZnU0S2w3;I0RV;i1-QnTjXxr<lw0|AX0lLG@9=Z)-#bZ<;FA1?
zPkz+ZypzcUuy$uFfuy(91*|{7fE73!jdQpnLx&OW#V7y?K+ajMALnU(U#TUi>8~_G
z)@g~*z2G5D7?UxgM-<R2{3GDt+JpMcW7^kj=~yHZ``0n!GgITX0Ax9fSTS9!k?F?i
zB#`6XHc3Ca9&=li&pE?fFZ1YJ|GLIAg|FZqRwO>1>?OoZmQs&!324VRc2u@$HMapF
zKLvGH@AO&8_-OlE2Zxc&Gb8o<;cW-@7s91&r7`b%p4dS|%uHl?q0kQkdh-UKWLvAs
z&%?h^j`nPjam5n!&|!YN2~rJUA0ZyTQGSUi5N;ywvM(s%U6aFDb>pAvbbW-qnDCYt
z4Hm=*Rq^_xox5}~?g0qW`gQ@_w6R&9z_MH<M+O7Sh)2o5OxUnRyZ6}%>rfZbyc*~a
ztvJD(i}GZq_44~$oF{qZu@V6eN#VUnQ+wWX_Gn{F%iO&XA<9>jN1YIS`W^c`IfF~H
zyTBQRk$f=CqYP@*S2yz8>qg*HOOhE%)2Vnd=3KYt#ZJ3aYw;KEWCXMHjcaK}g+DES
zWv5{QMsFe&x2W403?s;S=Nw=2s<_5V-E?|h^hdtX;r;}pU(Z5e^3<=th|Th~!o$rp
zsZCj*6CNvIV35EPIzvZMtS-zO?wvXtJYLYQCXIJ)am3ZIilN)i7c?V$b-HqI#ZcC#
z$i=ukjXjMYSfmrAJ!%C0utx@6B7_7_5=t3v(*GL`eY*IzJTx*_dT4D8^YH3ejOF`f
zoc~W^JM#*{9#QRb8&>+pR$`|Gx7djf(>al-tAUxdGG6d0^L|77VajG~`+4btx(3b)
zQ8VzX{L%GTE`rN<%r(uU<e#6@q@yXh12E64%t0B)I-MdXp1f))eMdqGtPp>dDT+y)
zFGoMZ#IYXJu%%x7Eyc06pLDROF@JT<9F~D(<UA3EQM)xi;r@jE9E@A?jb~>D0uOb<
z(_B2AQo?VZz^X|ZJp>z7ONy5_9#ncL(cGnm2~XaVLl+6`AB6W`2K#bo5K@27YX2)2
z+Dv4wnP<oOC#-^gu4R4=Z*YOJs~&jeKjn&)0d25*$MhD!!{-oRHwMa<_W?7n-dU6W
z%hv7UIK8u?NrXESx+D#46Nc+sZyqp&f%&^;>vXw$t-dSL!11VVpIPwtQUkp(mrPxJ
z<Y24TiF#K34Jj?cU$;UjB2@Om#CG_WwyRt^NVo%-UY-G+c4sDA4kOt=YlW8zpVm#e
zIXm6@1@7btugY=XLO;*<^UQ*qs|}@WKZIDxjf{p?8GT_*jeMrg=f@8WMth;tAP+7}
z!Bx9CkZhGHoTUCF*tj03j`dQfq}<3;N+Aqg%#SvXy(u{#%<*dT)T@{6LOblDRv5Ki
z9*3lloA0kI!j#(T@5~b{5&JSH{$#awkeurle-(PBsj|r9ybP6d+AGtM=HTQC=EJa7
zx9n$TFFZg!foi+}TRvKg7}Tcd4XcfVjjw@*ew-SLRe*6RAhYkZ7#zZ9j1DPeE0$Ip
zssXgiF?57Nn?cT=)StfJymErtl>KK2?J=&2BHRA`ioFxg97SSlPd=+y-*d*}o*23{
zuFzbI<fTZkg<okc$q5}$JfI1F-bg=FrAVRvFm>d-Y9O?IUHKancOcib31}2vk@Gs<
zh(2?Gp(&9MEEC41o6Sxt;csvZtB~r8j5uO6$rb0G_>xs$6u{CFwn&0nxUCU<@Sw&0
zC3Xs5u6ykiy<((Yi<me4eoo{zSiSXEfl~GDnq-YQMA*K`)6H>-FzyQP;PC`{6}la*
z5wS3vR*c6?`aqX6&;0D0I%K`$p98HAUh5l|YyeS|Z4Ng=!2wN5{hD9U;3X0_&hEd@
z=-Vp(BJjFZWHc~#tJ(LGT`glp%wPQ9eJ&M}%T^-MXsBcn8tDi0i8(x#uIZVCQ7%y-
z29~n}YTV)7AjK@U@cu%CMah42e>g-I<_q3r*=;O6g8f@FvHRz2RsBfO%s#HcwS;;F
zrL)qwj=3Nq{$XSp27lsmKbtp_$-?W(U(E^X41H1oGJnSS9IX8)-j)WX4_ixS>C>0a
zbuM+|-I#dy85n*e-aF?D`nTB{W?W>0WxDKHWMj$I2P4c8{K9i4#oy(u1R|psxh%3U
zV#(p~`UDq>(Q~Kw51xn<9I3A4*V~?!af^tGCCLD&V}~D@EKzY`BqPcW-6H2Z;qEV{
zSwjz3=CDK?>~u1&^}6U|J@JCM2l8UIC?ZpVdqI!d?%^*p^X=$4C$YJ2A&zMy&r}n_
zMZyZFs)ug+UGi^kODkHd{Yg6=3V3FbK*QdfVqIEy$F$41*={q=oCbjauJ0R*dO0V}
z3Ku(t$xIL)i)lmZi{zKw4A{4KI=EQlUpZ`WhZ<-DaqfgY2kTw1^JSR&H~@hF2C<5~
zXp}T>Hu$8n<XUpFznM7;GS4ICu*-n<6p60A5^=7sJDSxqOkX+noi8~JDo=uN>JwII
z@JKCx;#bqu!r4Y=c`I~&zEeM4VCs?Y03wBKSs}&(^HQG%y~s7jz4p2O;X9y1ScRW>
ziYp{IX}OcOYXrOh^-vY40-;PraGK;opoB1veMXgGv1lXR$nbj@u{gz&pFni9Jc(I+
ztrRCBTK+$J2lhKu?ndND{vodqyGSEXO|coYXLY6)KevYxHbO-xgCMCZGST==SUJw~
zVB=k=iOtWOJ+y-=QS=@hb2smeWVwgi0-S%*4+zo?-;AU=wdapNrM+q(1)Dl{on%1m
z^GfG*SU)O+1PcC0y`Pi6;z3A(PYgwb6PUP?pYM13)?I7Hf&^22K}h_Kajy^PF&E|d
zzU}hawxnjGx9L&W6q&%!16a$iM$im(oI0EE!#`9v0|Tp=pa573adlks#ClreM;|9y
zP2P5J<D2m=os_pnFATt0RE|MdT1dO??Etq*=lyIQJ}E1?4w>1MJ4x!K_#1tS%rJ^4
zuD5LW@V2i!w$EHIa<Yqs0y=;-h5<LU&{~=0HU04@h`Z3k!qvLLqFzzIMTvE<48nJE
zox_tjI&9L&SP+8HrJ_O7xkp7)F7%qxc{K`fibkhl=ImN|96x*;8eFTD%w!VWxCmxE
z1de#tDh6D|-y_O&P&zGPAg!}9D@ly18Ut<k20a|}x01@drvN9(V+e7BWVy9=-eAwA
z-WYc>r;9UOlsQ0L&(7~~UP@_B%XYI*N4H6{Du#V|RWL{cesLB8*Dt~gS`{7MDa1lX
zA7PB`fhVjy;B$z0ux$PxE9D*x3ouWd$)x~NI`rN<-jPb-1ng`M;`gr54787QbeP<D
z@0n5XRYfBjV!I`2yKmr%$drm6tj<Csd=!cP)xo=Hlapg~9SNLJ>opx&BMiIeRJYKm
zwLN07OfCw$pZKHNptd}P!3!}gns@~(YPG}ZaN-jnP8<1PHBqky1jQJT5%b#>PH34q
zr1x0Dzz<vN;+oS}iY(ArOr=ar{jisOM!9Bhwy;X`OjM_Y0uBrtgrEye<>gu`5nc;H
zL`bzqMBhzqGr5Fq_t-PH%UaNTLo5CY=}YpnkoHkiKjiz;<l(qf8qb!b1P#m{VnQGs
z^fpq&L2vUOGi+cRPZ&|T^Dmx$!W*|m_fQRb_%*K}=vQsUN+5NV@fpNJ#xjE7`0BcL
zufWFLI=E922`N5xI<vN9UZi|2(Jh!JUf3F1{{FMVtNZ&A28v!=$j7P=DaZIqj;l#R
zJDZCYEl;Y6OyM56i&7r=nWJ^Nua}m6j(wJVtUOeYsy7X`)3B8WP!=t<h2<?>WW5No
zj~{d2BJVUz<D*UTbF0uf5FlZXpgya!>hj2lEcw|2=BmrN?B4Hpnvxc;gSSY$WQA@_
zs!136@iDPP5Bn1j;AEq;ewmji$#sr7XYE1)F_GJ&#;*tiSFsxh>p{#SqjdV{kfb$C
z|FK$ZWB;z+_S*W)_}ekDJ>6iXQWHjQ)l~itnSg9{QrSx6H5Q_ieC@Y(S{oH4=Lu<l
z4A_-$_ZDr)IqD96`=^~roM0<L0ms@DtpD7sw^!A_7F$7gJ%+Ac<jHrUNoD?hsu&a)
z)QxQHXyNPep`JKOh8)qZjTU}z5@pR7@K$UzXr8>pv9jG*GCJ(Sm39+mG_!kk&)bl7
z%-4h;7qDpEwtXFH)gCjnn~E8qt4lKG73mRnS$a$j?FLcYLwONNIu*o?X!UnU?b+*6
z`wwrS>RJQJ7Om7D2>+C+Qlvdyn;9`!Qc1Znj&6LK=Vs31h5a@ECXXHp7eqw>TGLF>
zgoQy;r@u8tiXQ?)Y_8t*hVMz=-o6~J>$>r;BXOriZeqF-J9$}JBw)70KcWrSL>;RX
zuC3<zKw@Z$)s2QzZpRH)qD#%OQliNScpTk6mNo*tHFXriXoIb#3#4LbYIv1L=g|Xz
z_%l_`In#&y3q~z;Tc2`w%SNGVLMoBR)suJFDCw_!)`C^v&JUZN|A{^sz`Km`uU3dg
zJx?KK1Doj<+$o3Opai4UTU#lyrXI&Y^K((#V@zo|)v8=9Cph4=YxrlH5p4!%$25&$
zd{>#@=!AbGj}`UVN%Fvi*K5cK@}zBHyjNaG`6a!<Vy2BEZMKpQWnU<Ql|qa`6Mw2q
zSK(Ja)dA3vXB%qd>JiA)c6FlIY=wo^h1rcXdUat~4O!n2bKc{##EkAKG0zYHZlZ7#
z!U)p|V}basH$+3y?EL%+a*!TG<=2_ozigZj16YjjpA5h4Jt1DR794*5683XpD;=M6
z=a^C6;c}%0=}e~7O`)VtyY3(SoFCOp%|3vB=2;?3v{V<|ss~N@YNmg|*+nX1DSfKT
z=|-4>8~idih|wV6S{^vd-uP@OyqV~E$1%Lm%zrjJbx_t&rHh}}A1)dAL7RrjqCUYc
z!;VWC(i+t}TEL9EFrINS1AyunrDrYsC`G0_{=!IK@a8=^Hyu=RB)Tue^-(2;B)A@0
ztciSY8w?(8jSmb5;nn5yT#D29JdmPs=#up&jfD*@X&&AeWqOF_2)>`m15SmB&Pa7d
zB6tlJco^F7gHH{=`9bDJb5rG!#np{_>oh0J;`_hDT9ajr{F}Zv4uxwF26M2tsJXr9
zi?wp-X)v@jr7iI_BA*mpB%nV^dQr5ke1XuL4k1ikY17%lmGC{Kmuf-~LLt1YMFP5<
zCc2@go2HiGSy~xkom!GeZ_tk%4c6G(lK+s0)pukK+pH;t|CU5p4ppr1Pkm%yn1g>J
zC;dkGW8l3y{?-i7OMAArYg!JGenZ(IsaAKmmLFEwQ*qf=S(NG|P_r|6cF|{fhPsa4
zaK$kQbOA-!jGd?%STi4rc{NAO?8;exvZq_NrW#+7rl7Zp#K~JS+k|Lz&{X)TE^aMv
zLXg>D`&6Gzu7EVtq4UExyfip+<sXiSY{@9>;+*vhMLmt1I!C}O2Y{g9i?8v1aeSGI
z-$VK{Ps*P-XI{ib9kJ1}ia!~ljK}g`Ng<7>-OQJCF?AjrZ6a_5G3O8iB_e|NJLXO6
z&}8cnax35Nr!mQDZ@Ld|9)v2$&ktopoFg#ewVxZPdJa7=i2O6PH`rk-vImKHJRXZX
zcT1AK;$i{16S!#GEo2K~%O8FK--lg*Qlz3zi+9M=1mW-9D6|b%x4CI|F}uSs3XUNe
zN)eV(L+z^4pQd~)CpjoW+sT0lxBULOVVkH|LOWyMWQ4R)4i@!#-5ebQpQ>S9pHCWg
z9v+R6elK2S8lIGZ6>0+0Ptww)WrQp+?6=AcPzaNrgVyMRn_W~(cAsolHIQdR9jN@s
z&fkA+pvFWTjQl%sEa3Rjxx*E0%+Pm>-Oi`7W<``|)Vrz01XXFLAfMxne4CY>`L$$$
zOk3F9aVagYD{5PQB1G=3_*e)S;PF2U15hXk>|SyTg%p7UwoDB)w!(-lOSt7+vnJ!<
zYyMsF)dUx~>Dcwva0|K%vWUEB1M{K?cQWYq6r~?{_e%KAvR8(O)up)t1$~DUf*69+
zRWMTZL5J!}9Ep%K_YB~fusI5Xt5g*n?%>pOpne&u;<0<nyQ$Q;X!J5+q}_chytfL1
z1N9$E54h@oL{z{o7bJ?XbL^atE-R%AAb7O&WcA{Y-9v!`x};ojq{uPHJIUiYS9{r)
z_*VT%Kd^Dv)8IElhRt%+N3EeT=%tg6B9POwb-%UciPO-L0)69KspHTQT+U-W>CcyS
zWVCm*wD&Ti1B@t)g^*KuN#nv2p#X7_LqMmmL#=#^*u(U(2yoSLF+@^9`J-|e80s+>
zXi|+KX|uM)h=NNzKce|jLi!b-OJ<vSJGME2k8n42i{{S>w*7oriQ0W~KctLP0#A4!
z>I({B>1sVi^ii?Q>n0Jf3yfPLaBUGC>kCxRIk{kF&*C)|Qz&Ze(Xb?jcS9}tE?8qI
zC{b=lzBYI}FN<Zyr)jJDLD1_$5ngi{{iSKOLmgZrnoY?Kth1lQ1v>nhI4l@`1m;S;
zX;v+T<gM*<x1{Di6|${3G6j!*&6Aoo+M4?^e3TZ-Dn*{m!CFlmvmXgf;85k{Obo!t
zv?S=~=V|ym4gWDsYA_kSba(+pc#a+T<NjFOf$&CKe_$-&mth(S*~`CFN8e4CPxceM
z{YdIUTx|7|lV5&jg7T!WN3?jkPL01vX=U)JO7}duXEc4lLym^P%z+S!|9TWVIj38M
zSrRgcsRR9WrY9rIw)tZ%K8k8k-FIWwR(LB&@|nqq2CnV>JV;0p%UJw;fmb$y;nlJr
zzNP`MoG<5kx9nuDYwBYin4MOF=WdGJ;|y?fBW={cpj3_$^YWje-|J5Fy*T*s9s`2f
zC(Q)dYLBo#0Z?xBLpMu)eXR9!j;d^lB9qywT$RHwhzEiWGs8PKNAZE`stk5E{=!uj
z@t#pGj*g|&r>Voi5vv`}OwgRH#RMnR=Vp`~c3;#`F)gueBwB#T0pUGiK&9{cK$+(c
zf`xGL;=5nZSmal8_F_rGBTJ8{g2-omIjWSa=gqHn3|t<L&p%bOgT5%*-Q<%u?|S5a
z*0&dmVoY0E@7ObJ@PA}Y68iDXGOgYTDx1q!8G6L4arh`g!1%k3Kr*I%bJ&<(p~f5d
zxC7TO-&^9`anqV9k{04@L{7Y*#=VKB>TRnP7g$!Jno%D$-G&f#;e$gl!Syi)8@D`N
zuOvVF1Gv%*G}k#oQ43lCIUs}trlf9|DwtW2k!VYSL|ER(9|!tO%oG!D`|Em^`xSs#
zB`1ChiSPG=z}f_css|8n$wjbn0lbF_CHEve4t=&@31w12OC1R~YwDLzs(<T3HKsD2
zdhf6@dXf;4EB|?qD{2?&H)F0=irLmJk`<?|42qZE02r8EYW+B**FFP^b*K1#cOMYj
zqN>rKRcp{Z7P*-C+XdyjW}84$0rX4|?}}rIo|cniDUitJ$>q_+i^7uW5MXRsafN$i
zZVBxmsa*-*-xb_bvvdFY@cv+1_s?x_y}EuO?jF%9r5l1TmRjOkruuDSmC3R9-~A!#
z*c(1z&$QI0yO3}gcgzsF|D81|8ArJCOcIXq9a&|bLKat7e5Rz*-PR0``qRwDZuLP*
zgQqKM2vsqU>qfA!*vypD(89-rC_*XxdEmrFqeX7)%Etc^b!DPsA^vpe;(uIR$_Z}5
z3_>Ot@biX*W0f#d2qzkPikva624jt~SKA^3w<$hjjvhOgSfIf6qt<;2?)U~~)7=Ul
zdP|icoE8B{r3DA`b_EF@&+bX=nRk+TCqJ8#&kFbVEr7uwH`~w8p;4?e1_d5!CU^8$
zq{2Q8apSSV+|fPM)_iKvX)e-*>kMM5?5$Mnwvr@?Gt`f=p!x*F+r5%d47cryF|Tqh
zcIY{GIr5VpsDRt!U6jT!&sbxDru#-MO8%3|3PuF-p2mvWKdupHTU!t!+j*|x20k%(
znhgXncuQ|+o5cV(Up<eY$>W}QwQ~4IDyb*(efA1#lq2%_3v$6**?zJc!Ak%`i;J5H
z+?<)pCf(ZYv|cBOuQ6ZI2IXc(LftXhy{dKd+Cyz@dbYykvQ2^NL9N<iYgRbU@}}y)
z9sumEb9w&#Wuoy8g2qshqjt{!n8rn^)_xNl`f*He>YoalVL?Gv;C|J6p7fjnh-9Am
z1GoV%71}8n=G(JcTP88inZBjF*je5i+p#Vbz*Gw<&M;4LanU*v2<+#F>v=Q!%SCB~
zz-Tr+m%uI6L3s&W>|GN3wzAwr*x}=T`LUeN(eoDz21iZ{mLHL<1mCd}akM5ZRAVu2
zF05cT;ns|+|5-6)AyA56ZLj#R_h1sllS19^ioimpjUa(qN))*K{=0{OPxntS)&tzA
zaKy{K?Xt`2!rDQRbYqm*gQ|j?x9UZcuqVGj^RH<l@9HAh2TO`Ht*z~2{?u;Fqw}1K
zUY1J;nvt(_vC4*YCae(Nn6atE2aSyj1Da<xJt~dt#f){d(Q?+7APC<gJI`AS?&*Qn
z2fo(;E+3E=d7|w0!%?caEnbY+gJBheGKGA$tQa^v_FvR;CsK=m{bmR}c$Tydfr!;<
z`7J?-;yDvk{J7VhCO24O+n|ETCgV?Oln9!4K$onqI$>84@r0Ql6?he*chsHLKeNN8
z-OLgN0h#pA&Rz+D449yxt!=~49}0uR>Kx_~;L3+9d&IChsIRh+e4O3-;Id(xCWS4%
z?}qO}{QB{AJqUo^%FDkBkG^XccwI3&$&teXUih*^Wu&_OJ8(C#NM#kaDgGE3H0Uux
zPjc|UO(V-SNQMx*%<tEf9xjsa_pu~l>zV>Y!dAVE=W#J;e{lRDpXd~_fAAwVViZ7E
zOBs!yp%^=PEtno5kEM|^Nl<TD8Cz21hC!{WBd%uHl6(?=L`;rUT}sRrn%OI(n?&#K
zmx0~=D}4G8IfI0nAd9YK0SOwh)GLsAko>u0kk>B*WBQ`iTxSu7Lt7>B>|s{Ou2;hQ
zb(^<FgpI83g|A5GBWH!-(9$5ScxVeXidL0eLSJ3ZFdUuds*V)jqS^Ov{zo3{wXs;l
zO8!XXbns>W$G^V?@#2^GBAKV(O*pnBG%q<EQ00}?hCrBBLg<TOejd4~nkwuTHTU6x
zs{b7)KBS*~G^`tpQ9N`asAOJ+Rng^$DT3~G;&lotLdff1QTU)YApk<V*OokUNDTSJ
zQ&5a$$_+qMM(_7sRt6K?rsW0z3m7?-6S@*qB}&2rokKi9fcOU7MqlDPO2j+D2~~UO
z`a8qckGNx^5)_oVvLZ`~v$8@$cUJ`eRO;txa>w0RRJdtK*tad)m=0p7$wQd12>1R}
z0b9VfEO}`&XH4ONmrt1<dl;Kkp_aeSl+#26GGn1AQUd>IiJlRMK`6@fJ_1UE$<-RY
zAe2MOSJ)x0taC|6?5zG`aDS#$-y53Stv?|g>3P2S+xOcEowkQU2e<p)iZR}}(nuPL
zEJRS!9z_lQumHSV1Fg<M1!q40;E6feE1M{=|9l3SE+A}L?fW8*=2+OdBzZot!U&#^
z5NL92?5Z#D(uLc@UK}DXwa$VVu`gJY@2YsWmM89h$dW{BLW6jRavahi6eaR^#^S9I
zO{g5O^ppAUPys{i(AalmJH3f)%`%Yro@+1Xvj|$>_}7RzX%}6|OIW6bFO8`TRe0Jb
zv1*KK{`3RZ)MnUjRM%h9>bt6wg1cMA^jQ5s3#kcl;@@jlMj5Ow8`LV9w!D-Y7A>$1
zu5Z=;ppd;yvycIOnS^5&>Cs9NGkH?_xPDqyu*e-bDAy~G;LQi*8&cHo%YXG8)N2!E
zm?zp2YD%_BhMX4^T1RuAMtU|I%Dbaq_F|MCet)qOG{D#x+E!B>6BmhY>6JCG%E2u|
zUwPhzUqW|IXyh&;UdDQn{GG>n5oGhymsb#Tl2P$i7O$JkgkUK7{2o_YLN;STHusnn
zF=B_^D<WWCpBjsmvyaP^K<@c#?VViD51AQ(XUa@rC>7&&&5CW2xN6a$_r&+HptnmM
z6?<=;j946T(y6S&?tApEVw@Rj(S-?G(@W=8tdOeW=_#LI#YTuX@lABe#^j{tJ7tkI
z5Yw!RQkEp@$nXrt#i26_FS&i%Xna<_<kw43Y%xjcKW@zo*kWZ8V4>HwoP0r@PQma8
zmaa_+|Aa85Kf%7_G(o?vC0A8}C%}G+ejfaf=g!$KK}$4Xls$Utdl4S3H}PUwe;%ze
z+wXwD!9+@l4ToJ1pA{}5UnLZTnxK!gQ`odYxGmtIybnhVd*{)N!rIuG)4qwq8Hgcy
zn1c*muil`f3prmt8ZT~6(xdX_`LUAUa+*e6R*Y(`-%uiR_49e<G$OHGDuOT&>P5S~
zxk<^>p@bVdt_&``Myb!J=mOowyCN8qwz#C9kOT0|NA5;Lf9l+dNl&B8`MEggS}bzW
zqKI3bC|zgKE@-?=>GniFW3qq_oOHJR!?`?AoQw)B!)8Y!8@bUqh%F%N+P}61R~8<F
zUr)rTet>M`9$_`#cZi5f)*2YIV~BVRC!1mEG=Z~`9$`(lD;b9-#8h9*r<kKVQ`uZG
z&G)X)m^td*HD-8iz@$m?^3kWlFsyz$7)e7t8Swcbr>?mH|JaS-7GYEb75N$4za{?%
zIjdqR^+zw3>4-%EYLSfTQJYN$S>&G3a!yS6@l;<%4}z05Ap+1F1L({4Jen~j`A}aS
z9;Wdd#*GJ;mPfWlzAM<LR=-BwQRil!nnRmIRGvpth~D2fSdGK+`{=jdB_2iA(XN1C
zp)X|F5jC49aR+|IAAM{NDeVb+Wj<;Xl9V#P^jKuD*N;40b!V9`zf3ka)_knwRh(k?
zek|Y3OPP?tn$Z(lV7h878%)a8aJIT=OaE3W<=OcDEvIA_fn*eKz9(-TJsknIjaI6>
z_ZGPOSP4hpcVjq_STfB+Nggl0f+5hOu$XT3I`xxs0LN1Hqemd_A~b$iMT-C6^8BcX
z?3jSE3ppqsV{RW=A-he{fGR3T{>+?uudL<Bgi^O!vT-OrgJ%XQ;S(rdP$nae*zy#4
zq1`0-J`XmF@0)J%w~#}b_|F5b;~f1QfUa!SJ}ui%n3Qs=LI;?35uHZeu5Knq*;I5D
zfpM0dgTdh3ToK3;454@j(b2Gha#94?mMOpPznap@btjKQQs)+Y=RF7S(~M)0sFsXz
zINBNeY=fr{(=RBi3FL(QC#TmCclO#;OtS#pu_2@>uW(!iC^y%+`X)b#{2|Kc=N3ZP
zk{$gG<Koru-Jcn87=$;a&(M1M2*=rDMu<$B6qYY+3v$>R88lLZxGKs4#tyl%M{9Vu
z&Gx&)|KK)T=5ZL1<`$16<Rh%iP{D7_owCd&CtufSLX1$}h6(G{zJ2vsuHTQwB0ObV
zv6hJsg&Y=hcGb?C$4T{Kw{8Ses-~7S<jpx5&*&K2%&%b-Mq^6slo4FDC<}d$U1Qlr
z^kKNxmF-%-1QG=;c&aO$GTN%?@c_5aTQsptE>U@#(-szc=vMlaTAJ%5j{^Cu#Ha?;
zV9|V=s=E1&1tBz2+^w&2gU$QV*ejZgj!}6a@(o$juPsZ|B#Yl2U+cbg6N1nOJ4Mm!
z;Whso)Pi#YfaFYpPUd0Kd7~<TVSt!gjPJpNQ-!!{FIl%EX!l#(zu7dka?V;Q!#L>8
zqWX)zrFFvy9=M^vDhyOI7Aay_vgFapyb6!Mra=cjseesu^s;obL$5B4iGu>6g&F^|
zxHq$ILa!5Z6ci>CDG!Iyu2(?YSs3&^vYu$-95IS1Qv$IbMWeHPV;AU0!WCjSt5mso
zn=9ZCs(l=FS??{ou<|av6%x!KFx~_qj<*;Pte)_F7kVm9?j|4qV*oH-7xnX>3eX|H
z-*R!S(A<-X65x(o^GwlDkn~m+)F#}-(R|zPyu-o`r&{kFLJb@Dqt%<W-#C~|;8*-B
ztFmMtu%~pc@72D+o{7%qc%(rB4rT9(gPus(74i)y6aH!z;?ZJl4SFjRZ}~6ko<<~m
zgl+=4LEKtE9Ukq;0Cz_o<eD&PO>LvF($L?uL14^9t&(14)BU)Z2mDoW+3i@us*F)W
zu{4_o-q(#pxnKD9D5)Eyaj?pp7o*WZzMK;@CHn~-8F#@E%zKd<n?fyX)SLf0X1AaJ
zQ3MtdZB?xX5ebi;(Jf~p*!{M3`yPJ5&>a}*UW7xdSh=bZ_uVtW+7E8JxekYxX{ti;
zw5tL2QT;53r~a7A69W0ct8}!AQzRo;sJ^f2L{i+EEw1IX-N+pkf$<QHYlYml0mfW8
zQA`k2h|mbK2@-J#?ldYhQx4P{Dcg{qCJnxj6-b>V0K8`h)%;*dV#9!>Mm23Pdx2LT
zh*BE?g$sfbB74H&n6rV6EO4lUN^wS{L->DBq3v474U_@ZNz^=fVj92{XXO0sa9lY=
zTsaFCh|r}3(-(TkDM7RQ0OKxvv@+8IG(5h>0rzA!b~Db;;HEt;B!InLRl{easG8+b
zLO4wke_v9xP9Tp%mSwQC#5{Hp*A{BQ5hm<DF$y*kxaCOfdqg3E2iW$O&NAkSfXM{P
zjs!;n@R^fRN{#9;nK%{|Yw*m5v`39KsH&8w#49$(yWWa|n~=7wPw~=*UTP3dc+T8L
zD~q$mW?dPjZVXaf_Vi(VDcG72Zhfw7wt(R4jb3)OKTw3_b&9bBYb3d%W+>p)O0OXR
zC0daVu@xM0&T$C0sL_u2I-<^L<Sai9?ZeWmOhh4!N52YtmD5(W8Y{G=B%<y$1LJ9G
z0JYT2httT-2jRZP;1c0{K!lpr6+8xSsYGfv*eUOhs&hsOqpGC8{k?%-SL!`C_(6Zu
z)l3Lo@Ak^V>>dk(Ym`i);bGGlWUC&fbE#7b#fc>VZ~ieuFoiPK3K|l9b*xfqu%-tl
zdiqW#qD%=;IYn2K)Qbv-2tso4|9a&W_8~~XPA{f;iLHuTHocCWB#xB#uMv%CbF-dR
z{g~&8e-XY680FB_NO&$|%HA=zB7_j=2k>MsWOV_<ndqxaOiQOJmC2YVW_m9M0e>)a
z*3;l*Sy0Cw#Qg_!wE%O(6(0}fnsfD@S}Bp%*zfDBtb>%*^+M<+T;i!s0sjDId3F+j
zp!Isn=~WwJMs&UOI7ZIS`a0AUYpvjvQ2ZMwv~edI8BXokxL;OVI@y%rs^zndpZA`h
z_`WWO4yMtPD<zp|ZawksKK?EAXP3%=Me$!S0LlIgjH(%qrLP}IQYYzoVPcy3!dZK)
zy`&ouk_TF6UsiPVPW;8f`z!pnjn<zV+EPMNj%D;(cAK|4kf>EkC=RXcj&2676-wC(
zs$>BD-;my(XghmxHX-(cc?#mRQ7+8|65C}AkbWVar)SD~k&MlfxhUop4>u2@4jIZP
z2s?2G<?g`SkNU8KGbYxk4ivfyH>XL8rTG*wC7m8$e7G%D8d;|%vZ;MI*{I@sG<zDU
z3`yMp=ASM*O!iE?=DL>YSv$ermkKNx-4(rxDND>TI0)}mYK5l%vFSJ6Pvv$71XBJR
z37Fz(+}t^1&)}a-GuUR&Emw~SHO&F>kh$(R?=S<Sq->Nc^l2kOTwzgj>F2T~-=IS!
zR`Z>`rrO^N^bkxOy|@SKb<a<<uKY1~h1ZIt^W*9raJO^IYK1(IyS^Vz0O5>WOka(N
zrs(u8)P_>7ta~r;%~7GDbEem6w=}vKCfuvoWfA=fE)AMozr06-xRBb4*<77M;qC!$
zP%m@wOXXM!d6BoCGgcqhbSzWUt!|609iHXlHv(Fc!AMG~%jy8D3NG1x8?vL#$2(ys
z<^bJ@MudzWQ_hllN2$a67CcTSfGucG@8T2rprHQ6|HIyU2SxQX{o){5BqLFBk_<}D
zNL-=<0+NxOK|$hzB*~INiIN2blpL2NIm42}lEae25|(rq^!wcBzV+6x?pyWT|9+>+
z@-TbOnVz1W?$31h%(Td+A!iZMsI2p2rJpKRfQ)mbsJ2vA&2FStq%vqa`VbvSF_bkB
zHFO3R&52()?Wpg37Wd^mfRRi|G(%n{=A+=K>S3#lD^3xqjb@!crqLI|_h9hD{AIhu
z31mK}nG@t<p-oBusG12HCUx<iLcBhc-dJYzu21&+qj=k?l}MPypHy(X;%99%euvvf
z!+Dx5lgeK&YyB#&P17u_x6}H9E<SI~vvO_tmYp(ZEe;6gAx8zwoR8(uDQ+g>tgwxr
ze4<&lcj3v)oH^oNBiW@ZYuBG~G@(;(!uoXCNbEpSUh9!lwTD`Wb0NHx#N}I{uf<Wh
zE^nfjb%I=3{L50_m^KQjGvwp<Vrglq#*|&ExxOUJmm_<8PZ4?bw-rfIgq4Gik{+4F
z<d46Vb(YZ{_L06h?g}-!$W=6q{6tGvZX}$iBjZL0e>$!e$|aZw|G>-lSWs=3kIWN-
zsZN=nDyiM_+B8AcB9AmqPkz#wLmBdQ^9!Ht%*>X!vcll6*s_Njxm+g^l?j4R<?w&_
zIGNeagF$BcV&JJ=JYV7maAIH*^I8frZw4CHUTPaB+GP2Qs9FMf<(S2sL&<6{&fgw`
zHV;girn<S6G#5|lMQWC^4HI~HHe^Jn)r!7HI2tzB4`{1%_MTg`zrn5Haky9xy8O}K
zPciobfih6F>)&IFS?Dt`nm;M0G%I1@T=H#JZ(vfOGc9INv-zB=AiW}txdEkk)Y&a#
zJ;^(lZo5k1;)5MW9AFe*uNV&Qu*M?HP+qS6IX?d|>vneL+s_9$S7E!BZatb#rudMU
zv%r0;gSBNia-c%buXC#M$kh!rK?WyHI@*Je5zE*Ol@EVMsIu%dN@a<Enmj}G=tQGH
zKgxe!@bW3sP!IS4R34IxH|0Rr7!4i_EpIYN28?$(Sz@DLO#Lv&*_>yAy=la_{DxCg
zyZ-_*Pz=oW6jOK5@S5xLkfA)oYn~bI{1!W+mh+nXX!jvuz?h-_e96mv-J5W&S>esa
zDOTJP{#^MDc?$e-#KGmKTUayhr6rM3EulkZ_)mllyYQ(Okl$jWTWfgJb4Cd_GOq%w
zj2@9vzT7J~^h%*ae-K}!feaiI`u!r<T5`1zSYvLG(CsSchvZX5IZ6^RDg@HgXOE-p
zjn<b&pe_lE0pnC7*;|RoUl*9OD(y0bN@jd$Se<SUCsSAvJ}sA4<Dy-T&6Lkn7EOoW
zV?HFG18vkEEO|-ABbQ5&q1qij$S~WO9@TtFFQv^OrMnyS&gKg*!04bY@|uKitw2Vs
zil1s<aEFpAoqOE#^V20ma3t^<LS_~Q);-oMTaSr?%2gF+7~EdO1RaLVjC}xjd{WNq
zjYY;8(j$+dqEk<&9;ddK%1AGKr`H#al+|8BCrbI?(F1wU8Eq?uHol^~I(E3F`%8Ta
zQ@yr|k~G9(gA{Bx>#o|zjHu*2ddz51c?jk6%RzY-r?4?qOYmLyNs?q+vb|FaW^4hM
ziUU$^4r;ze(=0vL+)O}d0a|Z?9_?pM&{`ck0~Wf%6m;jQv{}((vf_Y4F2!2pkGx=|
z^9f#3#?4zQ2Ur2q$>lbKKuMSxoGx&7F<*HliVRsV^N`Gf(@<Br6>RX!=jBZBXi_(J
z?{heX_eN<5bM<!i$-~!9h1ri)I-cBE^UPw}Fhke)K*pU72r?}s=k-dFqpD~}A})Mm
z*zju;8|5X8L?ee!8HD1nzfGW5sTa3@c{(titJR_zOEsC+^6~p|n!wjLfj5f!*2XYb
z=WVi-BAjtCSb5$}64ua>;#%5E1{GAq{HLa%v?8fQ#*9l5DRM|F<HRAziaK@d%KGHP
zIiVq#73X6B7T$aMri4CDJ@gp?A~z!>TYxHJE&)SA-x@4=C_p*v#EPdM{F^9Mqtam*
z7q#EZZFWqG3R^pUvi~v#Ge8#QEQD5w#4SJkSe61WAn0?Wo@d!=)4=*k&44?9YuUz0
zhTN=Hq3+E#>#<q&la4jNyp6@mUKIlSE?P$xuh#i<?@jIZI$Al4@0HrALN=S~9&;8J
z#%__%QKKBIG>Muu_;EgTFeR}7@;Fn5+}P4V8dm)-nABx9Grect#1{tpm>xFg+!(LC
zNgaDx+qYJT{l0_v5jje}j#bvq3Jfz4Ud?JH0NHrj;MB-P=|+_%QA?SQn<dU-dUfC-
zGapR|ADt@c^+dstgP3uq2wT}`GNZa>U2lAERhqY+H1k;hBo@{<sf5FT!uQq+|BK=G
zkMiT;t*s%OhDT@JHQdp4n&Q8eYf<n{QEw#Lo2^ggzoj1B4!v&*yxck$B9ZxS17xp}
zz0k=y8zfGtXo-BG&eGO&DgkyQpK+(W$u?|#j!&i@_-0=&m4trC=37&JTk<R~&hLja
zwz+u(sD{rJ(^6=%Bt1Aj(mm0sa5_ld-@`o_e{eDqy;)sWf+nm78vXv0n!koi;L&M3
zVnSH;Ame*yZGqdf%a5A-KLpR^sH=uN^P(-T^lwK9U$ozFt$<w~P0kzYUimh*cj^gy
zXg`d8<Q$l8CO9{&!jq|;g%(z36tU1iCB3}(llOsGLYt`ZfnJG6H&q}JBf>k4XYFku
z`t}Ef>Tp~tcB~CbCAaltluU{Tl#rG8opZqNR?}7gL#ngeV}y5x+;FBJ>B@E@^_vgI
zTS@+)KOczP$HgXe2%7T1p4B}2EvPP!sum+86e-375@l1|3?~}P>uli9fM*bszY#(Z
z!E@AdzW0Up>x8!zX|JHG0Pc-fJ`s9S;Ua2SV0$;pN&`bckgrL(?@uA^<iwbv<hKmb
z0Cq(<Two-9FHu64KjxRoQHQ_Z1g@uE75|qV#Hz~>p{)hv%A8@`uhXr@e6HbqqeAa5
zL>t0U{1RbFKB1qh*KEyB2K-28GYk9{vf)FBHB#}_j}Mh*2Xf;#UQu9^L8u5A@o~4Z
zIlQ2Uug2s<!{`--zK`&VzP9#$gb$$T93IxHN0Du+)M}(j&p4R)yzP`#+Evl9C|C<g
zUN$Nll@e=xP3E9LMZj(8!DpuC$2DW5A+ztmNsm}4`TEMJk-5iB`Yd7kL3>USB->AW
z#WSvpuFa0mq(NvSu~~a4N{Ydis{Dl8%%NnfIzDO8BNNi{rIBzy%4qgQJ3F^7(;It4
zP*wCm@QQ+AU-kU*2kfg98H<>5H3c}@r(k%11;V+FS*#R*JbpfyLrf}P?H=vTu_De8
zWcBPAoc-OVp;WX}P@wm`bwPviu}2b{m%6V96Dt*SBrWd?q3<{@I(}d4X0&ef8mIDA
z&PUKw$oJXCb05I1-E(l2&oNK4Nc1d0Nl$nMAIzB5FCBwtqm~Cg`AVUvleyN~QyhUc
zpI)YGR}!DN)9H~eyctbof)0?3BP&*1x)stXmM@I%4p;ZZEWoFE8Y_H$X^o}JcuX**
zNP38J=~jr(girmb;ne5?j8mAL)PuYZ9SOOVx9Qvu%E^5kD?T$jsK0FeO~MG2iG1hI
zBjU8{>@_A!bUik9DQCl>h*^1jWGykwZey08i*_9jEh}}QdHr0Ccf{~%GmYmSPamJU
zhhNQLi>pkLYOs7jkQv_O*8XH|vNVZwfO|PNx?kVI&?B}90Tvnt>2j~$LepBEfF<GG
z3#kk*@&M+<_oolPMfFFGSNLm60n{+&JeD64J|u`X${Ai)6#ssPNA~SFR)E`>V?Xfr
ztovfk$;u<?w<eQV&ioifFd&?$r8`+E=Ad7mkA`)n_%?p^Gp*($5OFg`#;<i37xJL0
zId+YKW~4PlhPij#J6{`I__3H+#r!~KL55WN?bC5VS#jwXx3#qsCV~N<zm7W~d>al^
zcs4!9%ti+fGL|%AlDQEPZ_bSs!;_Q!Lqr&=&s3k-Z2k)dWQLfrj#|EJg)9R9qW5Xn
zWyg_LclIl3p+{X=TZmMH#++O^cBs9;TcjqW>>tw`#NYwj)Y^-n$BgIRx|L$+Ycga!
zm%6w*<S}Na&7YITe_Nd?8OPi6`}-84Vin+ZQ<}BFXI@lDUFT1%6!Md~PRI#7d(}7u
zAWOi@Hf(qukf!gy!SI~^w(0QbTi0mmEtrt;5r3Gk0f8zupy9TW7U72tL<XUBS)L@+
zW{h_75zMXNfVT^9)khJ_b4izvK_V1uIyLNy)e8-`>SS-|l&r@}<b|niqt*&F_7^b@
zsaFCH9~K%hY$p?0*&p<arO$!sq)*a23SDhJGZtV_h|!?|JW>(~4UAX7t3J5$JsIea
z@H>AJucw5Qim4&fdj4o>(!e5o0Q<`8e^@nLz9CSIacU_oNoTF>ql8hyhJ~5@m5lF@
zKLm%&XJhqJJ8w@=1nouh^PsRoG%wq4ubK(?QG2w+LVgVf`V1}3NLK~DMe8;TT9O4i
z#R)Uk*=*u}bz3IOBVZJub+Vt#cMV{C!}I%whh8&Va$&f^D!|8d8bTk<Az@cwpdb(~
zY>v`P-nxBo2}{a{SpN<pX0+Zo>U9#kV&$Y#rFmN^t$e~?W}w5~dKZ}}x+bQ!^nIPM
zTK%y)Ro~ykU0dDKL#@)k;aR&UpyMc7f97U&?@Phw(S15S<8ZPO0qGZ{pGPFxs)|=4
zwgiGo83J^2U|Fi;->(?_M+g|b8uu;NCs*<n;*hV^>XJ@$nGK#e&KUYH>>dZ!e)95X
z6buPtRs4kIW`IXGS{@acLGS5LUix4R4N#p;E}b2mNJ{44JF+gSciQs`ZTmHfWmBtC
zs!2D`;Cojb+J4dIL~h;3Pb1vlqOYBTBW470a0vr`Yc@-XU$;-vV%owi9t~?t5SJ(u
z)tD*Z=P)TgWgN+rKUa;+X~?!jKWUs$+Z;$U&LAqu9E$7YE_-afgAmb#{Hh21{3u{E
zYo_ySj+IcwcMmpmP6ALDGkp1)nfuR}>X@9pNnu}(tyRz%r=<)QX(5{FQ{r!_Jh%<M
zMS-cVq~b~xF$s-JWW6h6WF!qo`srzUznUex^;2r!Dm*|?f!Qed{9*ot5QZdM&#pgB
zfbJ99x&6~5N$0R+-dNNy(loXnhpgH1<5=#58|^qEDH?tzMWG=D39|x5efuFAG<ds#
z^=UxWCw66Iv?Skx*v4;8O7CX7z1H^0-Mm}PW+xB3C`cLGb2DrwlFLqwNQw($uT>hz
zRHf<nxvD=E492WhOR*b+ts*0Qq^W3o22gNPzXzBDYiJtP<7OYYKY8nh$D13($nsIb
zRw)J_|H;dxC~vWm@Yf~ipc(7H3;rdojt3{d$c1J#qpN+4v1QQ&9~4VFPgF{OXH|sm
zB!C}4Bs=BoM+6TTJ!N@P0%TJK8DF%2=Px-I_>AH<;sSSW%J3@WY;OH-lKn8wyH1U^
z#~~o1)N(V*r>VM<R?!0_bLNn10Q!0E$5hAqvMFkE{558r+iteF^*qf02F|iGV3+LR
z>Ql^baXVXmZRusS==Xw(<+%!wVNvI@T8lk))l_#u|5uM0r6#!jCOJZGI1@lzJ)EY+
zZz2O7xHOJsSb9oKvmX+=t_#P33BIW@9K4+12I|BSTFb=*Ma0i+y{me%`2yhZkgV}=
zI4XL2uWaQ(m)1%twFM4%0r$xFqHn}|F{6)(6}f?ym5RGZ6(wNxiwAIc(C99I&8Z`(
znLu7Y#+iz3kmXxy4ERWaIN*c!4~fX7(GbQueidEmxAwtR(dWsO$NMNuto});SS<ny
zef~y0CwY7+gw6zCB3ehh%F(=E?)zk^pp-B9WO&t=q^D3|q9y(6Fnn(NO*ICb`jGzt
z@clQnjO1rfFd{V1r{iQ3(SVMq7r)!jw2~vk-LTJ2`U{uo)sM&t4857^50bCY0HyBE
z?f@v}!CYrbdpBm>s7j-3`@@Qb=d&LRdp2^`M!2`F3lT~7F_s+N%V!S&P>zG0&G=0c
zI6Bp*-vL3i{zz|Y9|0V(W(dJLLzFOFqWq5{bDbbWNRFSW(t!+HIu5ZstLym}J82L+
zi%~GxIXqoxYUXBHRKz1&%>hIUphC{@{*8v^Uw#<q)7-uWHb%jWQ+~UawLa6#JS;W%
zd9CRq^BRLR_(S$tQI&2wF(b54O-0%RpTJGh1Wd(X`_6hJjNU^Z{vbM-Hnxfj{h%nR
zt3qN_sae`Pirl1#f55gwdr?kpxKMQ!UlZfw1~meb9!u$*NZ1<Ayk|3b9eqZ=*HmyP
z+4amR?tF#X4IBZh8ETv<b`Z7<5ppfbM=S-V_?snD=8<8v$UM||ynSQ&=8KwfX%8Ry
zd@6qw!fOysdZiUNiz32Dr}#ZU`6$#>Z(oYk$itT3uN;$594C}}heS(SW1D^>5%icd
zMB<I66F$Qbr{&EEgLULY2eg(}8ZyrXph78lO{TxGVgw6Z+zz&``bPdd;1|M*<xy@R
zTWdGRt!hab`*l6t$JpM&REe9F@mLkstDBKZ{tzej7PCq5tAuQM$GZWC5&(lDQi9+I
zikH4}6cI00qrSuiR?Y^_d}Pb)t=Uk-56T&@wc$erpq(Uif<AMrb%m|q2W%Yh`44m<
zM)qcdU5?x0nO*7`mx@)EN-FVCC1B}%b81<%@}s&udjYMfk1>Fn_n-xzx?iY2=`6sI
zQP{tSQE~Wm_kf?=_k#~PC6L_OCc-CiY|sly@W?RSN>_J)CaI2Y9|J;zGgIEF<I9Hz
zK&yO}wJY~jcR)@#@F6rwUIC+1BgXuNAa1P4(?`Ah1H{?guuU|Z_pQ}~Aq_U>UcEG7
z+G@~zyio%5@u73zaT7@nTdO%CBPto&US^wf0VxLhPNTJNf-$*xiv`Mz4aZJ)`ff;=
zJ&_rmV$mY&W;UD@Gr>5p-=>X+vv{M+oC6JuGj7E1(G_)FvtFEhamzW}v+@b_LPlBs
zV-@~j6Fm;fh<_AgG+7%b=P^jw>D54>eY|SSYDBAGwwsBRgpv1SqsxNY*>2+k;A2|I
zmOQySKYsx=R%9V<80}aN@XCnlRtekir5&;dqAGvZsW40Ns7c{AxruY$Pcsu;oXC&r
zgpEq;h+b+nA-b<cIkIkCXZv?x&0|C@)=sOw_*KBE7MpxV%0*)Ivmdw~pfbK2kzp=w
z4M{YBYQ)$`8^RMy0e&e~Mf0T>takD#aNcT57dvimy7h8cq8%3%=oQDP-}+u<<jVS(
zCe<bSEAEa8<Z5PV?Q>|&@l$7-W4kSkVwbx7B8h2KtXP<`RSN9;F;fpx&>pM2gk-I5
z9F!gu^Z7$*`Y%X8z2j2_iWQ|8OrGiwIZ~n3*ygnYKTLig+I1vd$#t^zT>ng5@0gak
z^R;k_<VK=nQtlu^)Q6%MFuBhTwaIeGKa!gjc{wLCzTqWD1LO;WB=U?R8^poB#xe!{
z<32DoW(9wVlrVqCbB?XkKGkVzSBjNaG58(@$#S!3UL)&#)&`h_+@W8QQDs~oaP^>n
zs{_#tk&woz1{(u#zPosLIPxWIy}2R)><N{>hrO`tuXDH-zBMOiT&fGv)x{j*yH*fY
z$)wEi;;WJ~^C)fmPUGOPpJ0_rRu;gxbVxHsnF^PrM#XaYiQrr@&7?QuG}2K=I)nK5
zh}^`}O=>(GUh;7rE5N%h<Sb`{6Qgf6_1?)hQH=V$tY}yt{e@<~_u-W$GU8kbG|sOy
z@ws(Au-$z%a#Rb!u3U;;RWo68zkzyvi#BO|7#HccEh#@MS6;_p{W@k*+<=rb#P@qc
z=?La#&3gnyqH^kJY9DdJ>QwJH%n^}~Q$V+#%KJqL%E+AebkfYa4rNt6^rnl0I$5Y`
zNXK!XI0YZQZWp^TJ|rp48T5v(L7NcCA_E|z6QZ1<4$=)hkpqjsjErFHR&|s9w6xtk
z2jyLdtwT1&cTFfXk<}6A?{nwN<(JVq!K`EXHuWFAP!&d_W|^Ym6r?M148i4TcB->b
zFgo%nJ$fede$}c(fh3A%!aSbET;Wh%sc1{T_*kccx8G5I+SE%XKC<1d;6KYZEV0s$
zv(Rcs^`@%pd5&tH_58O>D6GTdF=OTLsA}vLhxCD4yKM@<oJ>Z&Vw_$(*Rh}+)w)Oy
z`4roh>l3}$+$aubGZ}UQk?QA`l`@*gB77$Hkc=5cw&Q~ycExu_ThB+}Qhg_GlC?dx
zpD&>gR0E8)pUGEpVa6vGq9~3_Rg*m-D2Y#CO*)G;XYb6R&5E8z)f`31>{u*wi;|_H
z;Ka!10%-JoLnkbWZyaYD`^DwA*kqkbj-EF)O?1ppARmsG5wT$K98{p@MBG$L-Ik8w
z_5>PMMm>hCRwR`7RMG|wYm)TkP)@8!7Wunaw=WkLMhE?FfpX(05Yt>=IyY?6Jw|1s
zZ`X2RcA_rar^*zZsP5V^u8Ux24|JwI7u+F@6c*t}l|N!XhDE&tdDT^cXwVB<Hs2%G
zxcqR)HtbR;TRB^?nfxUZU=S_*kv#}q0tu^DLGyDU-PUsu+;)(=!|+i6*y~yDsy*gv
zW@7+qH>qoFclY%Gr!nq_o*6<{#r|9?j!MIMy!?wV=60cbC{8J#-{r5E#1$B=>%1%<
zmt{ftW`A4t2pJUE$k`<!y^_xrRyC=&!6>N|(YJjaW6z)Lt1<9B)Z>(B_VK69Gxi*}
zY;~htQx-VWUSG9(cqDZ#RpckKNPRlj&ixTj()EbeA1bB?&7MN+kHCn{n6CXTy#m$g
zht3Y99*JEil;9@ZGPIL*?`oKqV-t$ZN*n&-Jbd_y-JTm4m!MvjL)@~i%S)`Ce?E9o
z*-N48i!H8d-U{VIO0hE=>n`lWqbKY(RH|+oF$XaPr5OE@UWZwlELl;aX7>F*U=p=3
zz!-YuNc<}S0u?H^##nZ)3-z81sp5bjsT<u&8NJ~m<oUg~&SJOAU)3De&C;i;(WQlq
zs2Zw2c>TI9%j@0@P}4jxSx3%Niy;+@9=yz+W9DaWpdA?trnr$gpmy8_yX+&jv#6H#
z=4`EBGg`tW1b*XUSTY=Wp1k#_i%~_ruMmQkk#`)xsAfPpOvB3`3NLGYZou5%u~E1d
z7mM1eaZ{<~BqtgWL_s-2gw0FApxy-5dSr)5C04KmVU`}&V?3LZDpoXba9nj^!wKd-
zYpYynS^jbr5R~#wi3~l?gTuJo6}56I=#z_2!~WwJOA~saH+H64sDO&!yLRfFU$i*{
zuWV}=6fqC$^!0fJ*%gs0TOVoB<nT3Q=LF29b@)Z2ry~{KgzmX2o9*VlKI&?vEl@p6
zcD|WA^1*jQt35knd;D4zR`K{-dNKv<a&4ZG6&Xav(-QuW?l!8hM0K0ipz9@54pjz)
z`4hsP(N|JrW1Xv!=*BjIJm}wl%>}&^RsSjpu5|yv$-yub0{7(vsG6~>j1S)yEYFub
zsG=v%^8apZ(_VqjMb6ee#13rnIP?8^h1e0nrdJ~YH@Tb0V-nBbNJg?T*w=$-(x~fJ
zT}@J=$%KAW^66+nXM=1Lp4(gd4<zT%b?i+=$tmMzDPzM#SYIUr(h6GN2m$hFX=i&{
z5_b{G=6tHCfX0kz+6#RtlJTy?1zaYxm3gkVhBeVOEfb_k;TlPS{o*nxEaVU!)882*
zaCS3K*j%GB*#SiEVBGc#OS*!1$QAqM1v~EgJI*o&wdh&o8C6IJpVF$0BYf3Cz9B5I
z@spKcx@@%bsx)GO3IH9mcRu?C>WkyN*ilQwG7n}39-#lJo0V3K$qabHlN#|%)FW~~
z6DOHakJjQ6M|;HL8T%l76ux#X#11(M%H@H9fifsN&nj8-`SLZH)y1VHOXAvF5jpA-
z<-T7P*gvU0Yg}|tc@N^~LFCKhR{h%jfw7Q|1H7R4U|9Ph-`vF+vADwDaNVgWaK@8~
z!8QXkwqrMK)ZN+n%g(TbW&qK<87HOD`X`!cvmR}_??e&RPsLV=QZpEK2m#^-?kW;^
zXY|ud>!S(Vv1>K{j^xeYDB__=V{0czTj>eSWb=n>z;XwVemgwP{42kSu>ywq48&30
zhzlU6CR_T#B;cho3hMvfr;oMfExUpu64Kqj|8AeY=l}gaeW(S9o%uX55gSw@b?hyS
zBL4fo*{6@t6|t4EEAoORjR)clLRUFmS4}5NS9jBQ7Dx*3EG!(~TRXWLy~adr?WX|x
zyNh4C_YY1TASBuqO~d*ldI~1-3t?GIS)%bo22nLTMJVmYuvYHtK-5y6>RP|r*Nod_
z?1ZlmQTU$`mOB^4)GKzi)hkgcC+$Z3_|oV_)&3ZxYHAY8jrP>x9aWngVk5cSdit>V
z(#an%{W8zpX{(`(<BLrO@6!~1yNMs3JJ(Imt@hJNjl9SS?yqFFLcIGMm!3E{{+}X_
z|7cO!BB`VA_UARu8eh}JIXCa2D#ta^$%Xxgl9xt0<;M%&vI97tTdkA}*52<2tm5B<
z-d(lG03aFwm;;1X>;tQ|AN`@og(MFCFb*z%F%P*;%)Is|DrJADK|_zYmY*=f9?zA7
zYdo91PmeR<I=APErDiy}60(Tvx3D6VT}S|C2=A4tx$PG<Is>lzPKND!&(GdmsJa6$
z8nOdm4b9#|A--1wWuCz{GCEiO?na(R&DVQ1@wVK}2g{lBx4$yIXNy%+yw>a%PBUir
z{Z2K8yn$KqMKd)+^RU)F2)Ob%-|vvd_u9|+U7uIH+jYR6I#^M|7@nsO*@5n+dCYHn
zwh`TN*hL%BjL%9y2t0~%fs5Mdr17+T7I!GZ_RQc?PmpE(_pBpuN6uKa<7a#7LQ>UP
zFOB!5{+u}ke3rz{<sFs!2(g1SH?Z(c>`_O%v6q!sff{T>^Va1hRP+!<XW^#1X1}?U
zBa0SBcgLAQX$|96g2MemWACA21DioRza?pRr`@YS8t0m}g`=g*%-6vXaqs9`cs$Xh
z&jci(!4<-t)NcCC3R-+nWGuEzQdYM8JB<0mhg{IC?@>7(@Cw_{vW@d^j~F4E@<E<i
zK@q5Kbc?QY3N4m|>2q%$oJL9doY${g&W9CC9xK$(<aw7?F+E$P%D5uXtgbj-Pi=-i
z<n~!FVs=hHUpkwItr{0ex!nZc!VZh&#J1DnDI{FL-I|-R=nH$OsIgu$^a^&gXY37)
zVEo%GWkj=D3-`lPA*<mF$E+6#`P`C+prP}&-=xjwOJcD3GZ1rV6D)u8Re#7$RkQ<8
z6A}%1SNi5EFPWxs3B&N$zK??;J<eaDuhF^x9QSG|h08biX~!7e)me1Lm7tD*@%7uo
zLT=YZ1xMe0Zi^>Z4qRpM7NDxB)`IKJnG>*q9Wd#(rFlC#K=+3*$Ff{dfF~dH%d8{}
zco}hfA>J@h<DO5fVLai_Q)~r|(C_ZkpWuh;&?^G(Mg2Gqtn-rzGjRhx_ZXtvcQwJ{
z%QiRT-BAqjT*Gj@K1VsbzTCkYa=zWAN%!HgU0NHu@)>KBEi40Z?ft2e>#mCty!aJg
z<}T;dxW{|T&-vB(Vk)}c_IA<mY|5!o%NLfv-bJS5H+j~%?N{)|KzMl{Uaw*7W;k>U
zeJqjv4;Qrmd?;_Md9i)U&KJINq2qWHKimAhDA@RUGn|Mt1>LyuHig+B7|hbFbL=K*
zM|ssrBjGc)*52G+@f`LV)IR2iT=)qbazBWx5W<104&?SbtoCDmq4DC_8+g0XeD#H0
z_%KIM>@<<|^|PzYno!y^IHfP7`m{|snfkan#>lJ)d^Vbg;pCCS9*HSAsQ{I^8^v=*
z2$i6a3nDdwPl!w2!Zi-O*Jho>?WxxrT_G6QZbpZ_>&b_{P@RDxIJvRdm4&C((BX_-
z=`}!5_ziSyyB@GG{k(BGokp|=^0%v+5nYv|k$E(#LtTGuwQwi{agvz})46VUznbI3
zyJ&_~_-+eIoW6JRt|~d~-S_KikZ>KUa|-hQIO4P|m#E$d#Yw)N)u+DJ?)D(cmspGN
z`*1t3?;HOHp<FJPG8^AO!cQPep357z3g4&c{`ZLaxqf@S<_A5}KM%Zbn(Uka07$ks
zxZAjN-F)-og6KEt?NN>IT7mJdlKTS84#v$acdy7im7(n{WqyIm?iOlSCuQeOPyUoU
z#Dhb)Z$|=Yyv$&fipJgpR?UfEh5J`H<G>*^PFG9qHI4g6g4c_7MoVoAgX~7vGEUw@
zCAWyRt*W+ndV+rW1K<y%Wev*z=uO$*Ov?X%(H$56PfmbRjGMMNMF}PsGRL=$lxskB
z-qV+5zuXqyZIh0^*@j^YHjkHHqzt9R88xNPSmu@Di8pTORkXz7k=`>pNeRlnb*$d&
zy$`UhR)%i#$ZmrQ_bc|@uw(w1;7b6sZ(#2TfX<Y?s{~XiZLqW29LM<D3HYNit{Gt#
zpRDQjc7oe#7EYL6)fs9Sk6RW~id-&wZ~s;Mr}5zAY1t}4$kppNdrm5KJ{n4{4nrz%
z1){MeIVkpYd4jDhcE<s$Q@YL3ck;8WW2~Wk>88?&%XiCr-}gS~d`?WA9?pP|s%ril
zO*l1Kaf_tFPho38d7}+R$OQJIqK4?P32f?lAF52Ylz_s|-dkS#_30am8Wxtth_MTZ
zd+v*;#}eM-3Nys`RYqpLq)zrPEW?VCV7ORJ2vMO~N)e%F?s%MH#4mW5vZLidmk@gC
zE3T2LAIp7+n9dQ<{p5tzp<fn&DuI7&{aZ-@&_Zr840DOGPqEh)8c&cHrvFCeVe2!S
zf~`o!4As7>pNR85pJg}=7x2Gg*>*^RL-h?eeY)et1KtdQS^ioO+<5S0Q7zqip#`G_
zKP*gSe39|3%ADHTmTI7i%i#ARE*KNt@XYjVn+70#866kP@-LWhL-bg2^Wiw5hpjN%
zprxv#3wCJ&{Axz#>>rKZh3F4kURv^%MqWmkT-H<0olN*|&4gbdP+O_U^goE@S0Xr>
zjZiD0JOwi$Pl7<wC!J5BCsgCILE;rl&x?+JW{%%&<^+(%@6FrA1riX?o6>ur=2995
ze+P_XjnC(&3I9z4&J!-ODAb4qRJ=^eSr$tInptfEGzq;%e^(?e;3@*?L@X(5UqJgN
z=s6zUOCNnT0t~Sdz6$TAlQ>viE#zjZ9AkiuPmJ>|Z*QEF)Ne;B0bli3xZW6L#{5;|
zjsPJ4@%~GKrGi(VcoX$UA2EzYD8?P}_GJ{RQ(BE!YZF3Ub!}4;TUqyH^qo|%5u47k
z24ouW|5bSCad78%%KrDzhd_|A5Ko79jsPaebG_Sep2U2wdmQC8XiCjb%xz?0?#%Zn
z^zbPYY^fJ6*?xRr&vHL%?Em%~J=dE*azMWv$Mi>$|35F9Xg+8Er_y)-s?^}0qW@1i
zrp?mfT)rFLq+E>$#E3}(5>m@)&S+Gx5CHm$dK+ATzLpBPTF=W_zSzig*SvoKN%Q^9
zm1m+$95_d8qEJ20R8UOeK_TA#ZxiA7Z^pqt<7&{{m;89FVT?fW_xDMth1`i?#Qx=o
zOF00XtOP|ISb>D}kx3e=%mhOmG=r!;juw^|2fw>TG6BTEH2}c-`=5-8z`|UK`+Hr&
zV>Mv3nD2DMzNYVL?7It#ec!A1<yUzT?v0Ry=Gz^jR~JYHia^rAwEDA!v5mQ6ZD`@X
z$^L12dczssyfWsKo!y<C9j^D*NsSJ7U;Ig)kC4Sc;j-(Kj><tH8qdaI@R(H@%v4<s
zBlEhuQzNs-o9!@N_`NM%;lA_jUV8c^?p*P-^Us<&^U76+yGDG(;aO?|AqbGfGbw(f
z1k7w$YZc8X1@SrZ!1%wP)Yw8(v2sBSA%9vQUp@i0%B=A@_^duj-Mv%pQO12V9sQ_o
z^6Ym3%}(QE;SjL9Gh}dZcVZqWdAnnzNmfiheSF#A=w%$jCz?LTa^hC$P1kv0xi5OK
zJr4wP=;`Kcs-qo;E)OoWF5Q%740q!*geyP)aCSCuL@@%8o6As<{}A=rgD&_>G3C%Y
zDgH{CTh0<7B(J!~vQMkPL6R6)gLB6U6N?Govi<ipq0QyqtA~A#p4x-EKN(<!{Of}7
z1pQ1nM@aNuK5O4<R8xiHivoi9HP<jDT;_d#f)0@DQX8K|v5iVmEN6p-A#lD{oylwu
zHjPgd5TztapF<VY366Yvv#Gmk*ZZ};<Gc8){n4dXe>_0ZTjH<TsCmf|6O$o4ZJ*Bb
z$fqP!^9@O6$LjBU2Z{YXYN0x6MZu7f=o_f_DZ@ogqY&v)kQEc`>&HcwI526)^Xp`P
zX4LBba#;diOLM65yS}9xBTbXHs<e7G2_stU11i62WhTJC0QhAh8E@u(KUj}u3#NlH
zRlskS@@Ams^B8;8W|!6X68NM4L%ziIHE&0Q&xBlo1ZB&WY#BJ&Tue@*j%g-J1qk?U
zqXfRS$Of=~1^@vWwoxiYj_%){$xsLg*G*2o^nF;Pv`~^C^rxfkEH5>TPr9u~LGOFi
zJ?hVw5ahBPh51BQOcG^?YZwn<P`oyZa4NodLL^uDLodzUoKa;t3uL@$TO|CJoVPtj
zwk`MTGq^+%O`5CL7(pl-Vm}6zlU&dr#%S`$L5pwR1@`)v%1VY8`dPF#?)Wj3#=uVk
z)2jzMJ@Y{C3t-%Wm}=>Di<XaBb0xgXSl#xeFdm7Q5QTo7AW~gxsu0K+Zyv~dGe`DT
z{%C+{rn=03E8bb<^K`PhHgnyN*4O3l$6r)~SNU#>-thHn^Fc1&B90;ovwXTb!}rW+
z{1@G{!~V48vFgd=iZluQ>g;3t^9+jM9RP6lPMVOkt=hbSc0X5U4QvM&v4$2Z=e8*o
z`>yMA<nzd$DL+zoxbtYVbbj%MRtTQ3L1yA+=L{KP4v6^(`X8Mk(AlU7VV>&+CyNo+
zkL<8e7cp*<t)ismn%;e0=p8~U=zEv_Q7_++{zK{|7X%*Hgw&0liKu11mvj4<^0?>_
zy{i>T7fZt!8eX{H_El42r)P_zLLC@#>F#uH1-X|Xlg9|Eitm`Oj$nNL<DR|;6@G2;
ze<b4PJVL4IG)|Jb?48tl12N8acjg@D=g*FZ_V|N;vBiluH*e>kxhYnR^#ETOD>RV4
zO>;U0p)@bdD-2`@^M~Jnh2|jh)6>)Q5QygO^YbdI&1}O-?&G!r*S?+It=mHSOOcE^
zzs;oKAROzWdP~D}OD4D9w085%f{gDkSB)Chn}Cy<!y%_P_qz87Iie}%_f0VrgcEa~
z!EtHkRW*~sOuen<gK*iH`?d%ZIaL<yMk9b*ZNWCZ+GAf78T3E&)x+yuGL<^#x5q9z
zF}Pv$L1}^F<lS1dM-?Z})`K(g->aHDREE+rk*dr*c~aEIW83e1!HgdHvB!NN04les
zt$%mIClb=c!$NMi6mUWFNM4tFT_ga=%yAxuz$Htvw-(>9{5dN)1YnQNx~IS_@4kc!
zWo=c1H`dQz@ap8{=Xzs!myg(@+qYh=<qjhTYEe^<LkmeZ=j+{&&y{EQ*2g63j@jx!
zkwaK*pA~r;+#czes7b>(?vNO;mSioM3Qm@<bA5c8n6l|cG$64LtzidEPSU<LZ7v&+
zO(i<}nR9p85)#sOAUL^R52{QEQG%>%r~tXX-VqtLNl&w~0}HZ>29rv{r(RI>v^|r^
zWbHSL_DwSGoFv7D7CmF?xKJ{E2=?<@*c@{|zQSabN&ftax^!IASm7@N&=3sB1C#m|
zm6^&yD{8Vd&Tvz@aNUG>$Gox&8{H=?6X7*=d=Zo~%Zkm_veT#hJT4D8vvZQ=$~u~l
zzIK_5x9{Efe{E>+Q{plsJtVS}PXE?6+5YsX-+X2_`GQXXt078c);<T<n+x^fapL2H
z*)@?JqiGB8lRq31zvEEDq~Mn%Zy*X_|0QR{=DI0)I)PPcp4Y!U0svOzit<yP+>j)z
zO5L07k5LG#J^yE5{@fv@CNGhgn&#=V9$)agW7$W38N|;s-ha$D6579;?_7}9Uv$8M
z7)k$k=s+6J@;d(D?#oDo2$4mMNyO+o)4Nk`y+vS6NbAC`sHpq#*uwldq&;<S5`Gnp
zG!bW*0q>`;xM*q_#F;Xh_}OqLb0oM3j(33F_fDG5G9;`D+^+2M?fNBPRC^F$g5;&|
zPeFLaRj8aO$*YUEFRk^mj<-!W(Iely)zm`w_7=D!U~v-xQc8Wx)SdTSCwD>9l1l*S
zHeTUACfz-VIr#)m7BPiV0?YOnLFwtUB@LIpH`7h|Jlb;Q8)xqGCm>v#4<dEyo7>hM
z7-o<iAck*KLv)H9wjJ>`Yqo^zw$=XWX}_k2H^ym|$M8>99@)&<Ynd==!P%-hzo)ju
z64R4rAN85_jNKd_R9U--JNnyaZ29XNn=U1sI@ry;Gkovnv&+*M-gsGs6Iv~9{PkNG
z`sUgdoz<M^wx#axR{NbR(x8mlr2V~LcPINH{q#U|j%F@so%^z$J~MmG2(pyZVAK1I
zSH-VLfJh|uD~FYYRRbP`>t|i^o@SX1o6i$Ln%@?EH-Qa>Wt3+$$qIAZV>Gh^N4_ue
zqXPqnzZ5O@aaPS*Fh2}>14r>KH+OjjL5c7pA1^E!ple9iNU;(jpU{DthgCZ$dvUC9
z0qR_~s%;*ogCoMcMtX^ZnLcIVWjI@ZMHv#Dy3~bMI3xmVj_!`ALE^wibp4Y(*c-OO
zA)kC05daz?p|Rckh>z~4MN&sTXt`kRRpAhj`Yf|$O~HjSN~}joU&C0t!h7V08aN(4
z^TYuwo39MqGx1n=rbcz}^%zKe+&_1>{kqBA!jt7##D!*7piaq^@(nAl-tiETkxO^g
zsMRc+jHvCsvb>j^HgLh_RXeD)a0s18a)cemM6MpI<rwy1EFZMG;&VgLL=t~=^dtA@
zW^4hdF@7BV0oCk!mx^kr#~1f+#y#M|q1Ae4*RAA3>0(}ERrB3rG&x{(Zu$Nvr@IEW
z9MK^pD+xZBo+LR*+dN#+HVod#7(F4HCdw!^0J4!pyPSHpRVY9sXr_vnB%?3Y7k%mL
zOY)TT_hE&-zSS8?nMc?(d&<1DoXSR%6YJK>_<5f7Skv;ARTP?Z-nzfu&#L&t)%Do-
zoJ}vW(^VqkCXe!rWG2j&d=#f#H}FbMYDY1QhQO0`4#D&Ti}#RF2>nh)fF=uajAYJe
zP7!z>-k9dL|IJfZEky8n2}??^x79Ao&L1t+&H_E@6G(6{Mu~@XhVf=j;@Cbu4bJ4D
zX>mCCwX+*?^l4a1t5kAjKSEB186VrDZC!4=4@Jk*;qV!{WQ{=C^ly}rbXNz*rOH~6
z19gQ-W13zTrDVvL`D)~?k9q7wee2gx>2b516H*%d_KfL+u2bx%t8>pj)s8Ivk!4qe
zEVCDYO#eX|XfNw3Dlon5QwK!=K_flZh2Gvhvv<Pu6ZuXhf!@4B01WBo{SAXh_tT4y
z07MTsT0oVl9~$bOjtSONB$1%c)Np!fXs%1}nz`6`{C%Aq@%n!ZdT8FEh5e>8@K@};
z*NI+G(WwTY)rKRe-pCZxm+5qPKW8GlGZk@Q_oe<qZ}m)xrXa9jJdL06QCa05Q;z5v
zC~D!5Ip}@zU`Z0(^6#X~q~T7c(%@R_6*f*jP|;c^tBnuad!S6e4`r;8uVZ&Et_=m7
z%4AZ~)%J+sA~Q|+D?SxxROhfg30o4*AFoad65Frm(?2y`UpEbt3bT0HS6CzgfNw!l
zNWlg?dV>SQ7VEqt>%pnNioGnc$4H79%|->fdqM4MqE?ry@VCn22mJb^(SXY7L)v>n
zQSZ7aAJO1z<Kq&qvi*aRc|L(J-M`!?R5$G{-+tnHMbNS;PC7NGOiH7oS)J0ED>_}S
zKQTTTb@_-7YLpqyKqtFpzq}Iu@R{jnPuBSUR_QOKldj0$S%)12xKDo6S`vQVDF<Y|
zNS+j#h&FdVk*OOvpEcb{hG$cLJzW1{GTErbE!zSALyaPWn&Lc(YiBE2odZgQy<h=K
z#^!>aW?bNpKI?m{Y21w;fKV!yr0SszuYNHA#2$=fi6!vA+WJ=ad_8PACi~RYS}TJ~
zOJOdI|5NL)_RZbtj2Bkb9}T$nw9A<irSBD2=$*mvC{zEL;SCfpI}bA|<nHkZ&qXZD
zr~C?M6d9}C)W9~Oc&$2UKOh>;yh~*Rt*9H+;lTUcRACD{)49wkH`vsfeCnaq!AE+}
zLox)_&((oka_3<?Sn4#-SIyFzG7ffP;VPo@(=V7}o~DQXj2k2@%bE2Q`Q1%y=4jVZ
zma1bz+?)N1lU;7jHh7*gpM>CII!{#6v4<hubkY^y!DBSOR=>RK?dqed5>&(p`DliB
zFL0#PCr=K83IN!rYO&7yQXvn;O9F%b>+~T`7T%a$zDudJOsv-`D<J(uLFMCdcO%0_
z?LN;)#LW7KGd$S}z@keYIxl-hmW?)P{deW7;=M&id9$;TK+8(iiV;k^mCNGSqegJL
z!{;hBSL~wAz?gfGD24#!TYE6rooSNN+nc;EY&i`6KRpP4u!z#>J%2u;BL>67!uI_i
zNKd8yhYp7Sicp-!p6u=K?WkVP5@C3YHe816buj+Oioa9YNZbAhaA*q^b%z_Z7Ct96
z@C;UhUZz64w;__>eI_9{b?noRMCQoyu~pgp-`Hlc;%QmNzV_k~f<<jI-o4+VayLFR
z;3DxExnJO*)1~IyCXAEcnSRUr61QQ^0v5&Ze+r5SMd?<W5hSLd2j@Q)k<7?Szw05S
zFANCQe9e`hJXHiD;)!=fA7lSu-n}KYfvxwYl}cws8F-C9SR}3l*R$Hv)90JSkB8S5
z{DGX*FYF&adZl=T$Kf?+Ke>LB_5Bs5NMb*e&Qmt6N#>UkB$F#7-RobeLt!vgGvC-;
z?14}Fmmm_oCldgDP|dz5dD%0HM9}=bZqlVf@Vlr`{T)I%l~VeRJH7XWI!PLzk4aEb
zsk}WPdiM3nlOUcfHuFM8JYxzXg*J}#kkOYKdf>B`Y$JI$5y!zql*Bx~A=hU=5cXLh
zylKP%{uV}W=WNZQTI2H^8ti1K#_rlg_qR4=L~RL$WnIS^d0;E2lcp<vnkz&D9n}=M
zC0x(3f}`X!7<DRhK|d_dvfreCXMt4-FZc51dFH8Am(u3z3bS#PxLUKsw+(~X+%IKc
zI#Aqk&P3yGP$>eFns1I8Zua`>xoz8kbrG0^62{$FU+tHXvI{$M8^zdJIlK^_$$j%G
z|FpMG*=?grAs?QxKH9C}zweTtmiGz;q24;8`3;2L7abQ+<|_k7=6PPvc$KL`9@|@P
z+k6dsNRUUIGFras=HT$T`iWLbL28VHtp2R34a)N0FRFZ^Et2^8X9BWvCn7#&>OSep
zI;)ys%}fMiFM|rgiBCtQ(n)u)B~6!u0rI$KdGxO)uyAD8MACw|`Cpw2(UTm6{-B>s
z{-N~BNWU?%b*N;(PT)|=mBmp1D;zyY7+&RPkxDfN;O%NWElWX;xEw9}Qy~#z#25<0
zaB?_dR0JKDCU^Wn`iYNd+P|D|2+3PXgs+-~EKjT6|E&AyuE_oGY&_}Fe{MF8O={$9
z_MS23uU`<DCh2Enk;Vvn8tn#cI8Wa%lzwGHc29%J?5i#Le}4KCzA|Y1p9PFM;G}+X
z|3sEb|9Lm~e;RD+5`h_B4W4lscr3BrllE~}A&>H3Zd06I!RCtrWrdF8A<6yx`v;Kn
z*RL*)*;W_}6+C}vW-7HidVEIxmmBr|O-2|M)ju7;{$G{Uf56GQo(`w>yefBx6kK&P
zxLhEdp!{peO_vB)W>N*$!lAF`%}s@RP@Ab*ESxJ%*loY5V5m-~#I*nv*p!Y?E!Q$<
zqb{}0#o<)m7^SXe38Hn#mSeHXAwxTR5)AOe7Fcsr!{zLxBtCQampb)1&)nOSpB9x-
zt4lXD_BZx-O!z{Hn20c^dj6X$Ho<6qC9`5o<c5E&)k?Db7uf13L&?W#FfD}*#)^9y
z_ax^Tgd;ABaeFoYi-H2~sV~cC8i_%1w+*7*x;_8x%Y4ucf5GB%x(<zYIW%@uB5r7R
z*C%-HPHo}y{+rWQ1^6qofvIl3V9o?;_j1c=pwQ`qJD(yj;6y&NO_n%5g<8m!2;th<
zb&WJns=2d4pT+G|fv28*82jgy&E!HnBp>oY{%7!vbA<n`hJGU!{u?EYt*!fs8MSHT
z=2hrrOCKHxwyzAj;@8Ou+6{QqU>Hqr^tvgYvvxvD+0+H{!<rYU_Izf~JYK;~mSM7{
zhC9dgnN^t$udCTUtx5sA*xYU4{B^{hTwwT99myQL(t?b-88r{Bo>E`kSDvtRQj4St
zJYJD9zrjQ{*F}PggmTpp6JNppTxP*DxM*hG&EW9Z40M(LV(vrSxS^qq_Q`79HgE~W
zR4*#>>#RszN?_T}4s7=cqG>I^Om@%U67CV_><tRk%{xg}Yje2Ug+uE#N|AG?-~u9r
zZW?BN#$PYS6$6I66el=EC+2%ZxHR%ozfr`>LG!E+4;E=v`Y;R>++}reuu~-XxyK_s
zKJO^jgW6`$=N(6}IOl#IMRV(Acr6P1i4{c>$3<r$JkNC)ZJa!h(|+UdR@KKea4mSc
zDQW^PMdIW}9Q&IjnuHIbZGB$qN4x-m#>95351!pb2x6t)AsobF{ud|Hb}UN3!Rc#5
z<94>feV(~D@66rHvb9Eg5T3Ra#t?+G*h@#NO|ZH{P^*K6b8+<_NSe7S%oNL|1K2+0
zlCnq*bzINiAktAp@#0sRE7BS%N#^&TRpv_gMf8*9Rc(GUs@1Wi|H|#&dl&29DCM4u
zz}E80#sYAweH5p?pZqi0dqOoypfT`#dUbi#9z6}?CVxiX@FF`UU>wIRKN{T)6T;6w
znFOa6irlLfcb?*g6?!oD&5owjW=)bq^VNZIClhapPSF=O5y4GF<B$lexnaOPl8eyw
z3Ys3jNmDF!k4^%XhFMqFLT;lfU8gcND5XX4XYKm3@Eqp0Z4b4^(%fG!6xhC}yy`d*
z*;ORLe;tgl`c0cX>VU(2xUDRnNJ{Rc*b=$qyFw>ORjvdO(qBa+K5DZ^BF~*8Zyu-e
z!g5Y64Gwl4CHHpcRn4-oJoby5Tp)^i(*X<7v2ys(3i;Dil~{OD^PEZZfLw9lS6_;;
zd++nRGWFXMlZsM~BUZt$h>7e(^Bk>^+j>Ci>s&;7ipXmZL{Q>&oXv8)8b3keA}^N6
z-c+KfImmV^w{;-;$gnb!ZqK*T&C~3YtDzxPAyEm}3FEGXY3Od;cp@>Vy#kG>zb){y
zd&&m&z|ip4>R7+m@}TH|U~R78Z-Zby1OBy!Nl7ybEWopVjn1>><+?X>gaek%g1TzJ
z@ENnTUGb5raXINq44)8|JHhD<I)hJ`WU`21-@B(1G$96?x5SK$G2#NK&69U3B8K-2
ztkayOQ(4!b2u(%TfOveG-wU)6n!815yK@Ff_1-zC8DYY!W}kgx?!o?)-kq5Q1;^ZC
znSLb3Mm&Vnh53K$=lX+f|7#Qs;ltcegKP@{2Op1bsR0ofR8(|&Xk8BSvPVbb&WDa9
zg@b@Z|K^i!+Jjk0CY3&;k<7%s`yB~*HwC%#EJ)mShBhNNcBC3`4)O;rOWa|`KThc>
zZ{RYr+T(L`=yN<D`ItX&;M<+gto(lJSxN~E*MN@2a?93@LSQa`t-aR^sB$_pY|F`Y
z>(G!3;a#h3PQDtTR`<9ku0{6_6BS6LpL@-%Rs3VdOYSOF1_G8T&m6b_`D4)@{{;S?
zAb>=ohVgkJ=#vX%sZb;RI-g`<?*?>%PMUgL?(`n;fbPCcAA=Ckd!`B0nxIK@U(h0p
z_~w5bGW>sFED>!&giRMa*A@Q^eWVt+kl#(?Ke1EyLs5ukVD>1_AIhr#Ev$N<fD~Hm
z@i%26R5|HSFgvu?{6AS_6%VJrZlN(g4(yfm<m2*#pO&Q_NrKi{GQ9N$z1HjSQjYKz
zZVIygWL6R|gcN}A+tHc09*;^mOK=iP!2Qc0$0|nWU6XvuTd;M`tM$yk`4$A*xGF#q
zuV8OSKd&M66I|aM4db1QXy%&Bgns~&07jlf;@s$5UO=WN^ReKq>>OP5_SJiqgPi8A
z?ON}^1xxLp&tW)?lU6!2Um5RnFbI-&zkzkab=e~8FiD4S)+P?m;3>np25En}Gqp~V
zE3why{U^~R^m`f<OMNXxGqe0<$iJQlf~?a&&$@WtYzx&Ko32RC1H0ekl&3g8zcvi<
zg05hx-)GFouC;&*_`^!i^Ed{a_O>7s-dbzz=LJ-4b7GCJ_hEJ1p9(qu!GQK|vQYhK
zV8#JQH&MoYQe3FR;8WPR)8^yx=rE|<-%PnsHw3%?aMI<U#65!K|9Q6R`ij})E~5cr
z=MO;og<bV>ctfU2U$gJ*W82Q2%dsQ1wV#o?V(zZ$xeOHK^?oc{EcB-%85uXOvz--A
zN6Hp7yHbdV(t)mkohpf-<{r0Z)&aG-Vb{|h0nYeF_Zp{em$MtnotIskD?g7{)0bM-
zLxu<4@R-~tc4S!Q!}-$-<Q*OrG`y1lo~`Ax2iz2lhc|efEbAY1N<&kldt5Bb9_W)^
z<u{R>_;K&=GZw6c%75B}aMt?Ja>;p1>>2n@P7d^yh+a;(6z*hQn18r<tV1=fJ1$VM
zv0i4A5SQQIhqchava=Mxf5}I|RF@oq`$X3*rtF%AU!bupvr##{O~Psh*<SLa9o62G
ztA!b`;Ja0wCqp9<>NOX3@nAuku@w#pyqXT1GPL}voJ*b6o6l2eS(onETr{D|BWW2F
z-klEf(=}g}^ZplWZvhq8)9j0q5FmJf;1=B7J;B}G-CYKU1c$-h-QC^Y-8HyFaECYK
zf4=XWyVkk)y>;JVE!OPWvv=?A>Z<BrN!M-)N^8~GAYo7T&OE6}I*emYV|gLZvq(K?
zYcUd-w2+?D%V9RuRT;*6SvzURv(ql^=*exr0qOXNLp!uKheedm%?+JXBx76HJrePm
zY7&apt+SQn0pf0rSe*q_vI=1M?|48tBd{>}Lis-5y3u`hNOvKTj%0yQ22|P$e=Y^h
zSzG4^zvoqusCHITy&sL1or7UU-Q3IZ;};!XWlpd!Ra)+k$5+d#(LCe48V9rx$;Wsw
z3-A}g9rg@Ksx9$bs713M8ieZG*A|hg#;6M`RNPR<tmJd>tF&zhU&^fVS9S8GFUrcA
z8?|}?N<?UfIT|?|sd(pW0Hn8eOqCcLf%0%;-HPyF;{}lc`IntANM$;Gd=x9l`B)82
z-+BrOuSH2yx6csnczpijck|pUYCO%$oRJwuJQKZm%Qwwh@d*t&F2^NjEa}!4cp^bl
z4IG!gXHnuH3T?8(((Mk#XjMLINQ?-sTC$!ZJc{Gqr8+x)Y^YbL*c%VoB=hy2U#&BX
zvluF8Y-hSuN6Qy_vG*S)Ep6tgF51gGsbA~J$KJbAsMjJw1QR@|<>;G*E|e)htD$TD
z+-T;$OW|=QM)&P_Qj?Q;in18DGU2mR5vF$;y#_9=vR<3MP`S!Xn6N8T4MW7Ozqh+N
zE(zP`CBik*6@3j09v4mA4m7#3>&ejKQlbPQGy4-3l81XT@Dem=C|d=EGh8k!8LI}U
z1rw{ckk@@4$?%NUs~5|*kJpDkxs9s3@IAp=fW@7(XTxKZtBy~_Mt72~Zx<&HeuHL9
z4NdRkzpae97nn4U&;s%npEOZch`0tfPCvkG9XN}Wv1?>M)?KP|U5uzJ^uT*JXt8S<
zjpU6d3iVpGm3ql%)#sI1hpVXw)_6;eEU~cZ_|sG!Txvss5dx0sAReh(&ayx>cx5NA
z;MQL{GIG$$PZ+L82%^Dq>WeHBqFJDg1C9GO{M%i^D*A4T#WA+HYn1Zw0>A|D=UUxh
zH?v!miP4MLGnjpc65PW2^pU6oU@Khk@HmQ))s3cBJTP&<G%{<$_xlOI^YXjaDOh=!
zM+U4-o%?+Gm>t~{E`i*`pD}KGG0!Uoj+0#Dc&^HmTAt#aDk>R{K+39p2cIGe74-1g
z`)8RElxjeBLS24x7*?@Wm-fhT+61S;`r3_zmNqxd6-*tCmaD^byX$s*+Y%s*6KsnW
zsj85pY!thd7e5EeiPA(T0ujFs7_55ES&KWFFdUAsD1~wPL5`eGc1k2;InVxR>T?RF
zv+x=4x+YnccHJQ=`C=>T_U91Y+7#hMkgHLeOD%(`Fe%nEy|NYfv8{kQ4|@dT4Jrb`
z!W{2_O!rTw5u879k8Paaq?4AD*q_1DId6ic4wh5%le=!3SO+f{SUs2`H03uuBoVmu
z9HrxnlVGL}Hzm3^X^$+7xVA*YjuwXV@@o3pOIcWy?Ep%g8HnNS-$8m=V6WpWMrt*t
zmETH2Wi7STMtjB{FeU}%z4PI>#FwgKj<OvxXsP3+h5epDwR*=T&5BL=rTGslCJzNa
z1Zq<<bVa_YA7Y6Jv=R-%R<EKDodHW*vubJN8MHOASV&54)N)Fhws7|o{|@dtk_xf3
zSa+`(TwYotXU4-*86k^cU;@S@-mI)KOn_6jcy7FR6Ux?V=SkDWV(qwz<JM?`h?o+;
zJxPSN$cC3RFl`b?>6W~~M)9_=I-=-+XfYM?sB%PN%lIiZGJCbW!TaUfsH|u`1U^EA
zGXIn$a}`rZ0c{u%g6d{@m^e1{v?ry($|YT@9@_H<{F@p&;a;*s<%1u=MD_C0emS>w
z6drom^)OS>oP<#w_@27nYY~-teFcEL7qy=?eT}mwOojz(Zfulw$+I4~FwHC8C*(%a
zK&4#D!09qA)GJXVdhE_7J~k-mn{m4I*cnih$+?{G@q39uvk9;nv~4n*rH{=v&@o*f
zsf`1JOP<OY*M&b-a_~`us-i4=x@~iN>F#sYZvD%T6xW^T$2|l4MWJPxtALn>L*F?(
z|Jy+(!GUZ7W+QdLeNPqO(-XK#8uri~l2d(5TkU><{)q}Ui%EW;bzRl!P%e}D3jggP
z@ilQtCbjipNQ%ON#$-dOZ9+|9MhPxh&|*0U&kGrxGjDymXB)2va}ADfIYv*ZHYE`E
zONLi006b;F!?SjUd;wWUG_WlguChAGesry!+{;1N=)y3{w8iZJjZWK!D&fpBs$1h{
zX$+3y0Sgfdycf6fDR@doUpW2j7#@zBB3!lG=Nld`$~62;J`<LQJt`R7gDc#0B1GM$
zZLDi`H?8++=1AW%iXb9(bUJ}r%ZZ&0q(R`513{=XjSJFfk39iF&HP;6P^ULjg4ed*
z7a}M^Lj8o5J5v55fnEbprnkbjiEiT*2!w*K*0Ujj@&xf<|0iH4x|z4u=f7ZA7dg7O
z3Q5c}>g^w&lrHCge7BzX`#YHAk7#yQ!XmoqQ_R07eo}}c4+w+uKAL&{@z~Qth;1zf
z<+h79nEZ1`{x>lk?5J7v!&|t&Cpy0p2OAJYKN7B`|23Jw5`Bp6ECuCta#xuCxkDk6
zI6O@B2<Yhk*D3?kh52_UO1qgdTBl!N-og-D2rGN4LqA+_xx}Yj{Ryjg;Nnv8y2Mn0
z9PqcjxF~(1mxa<irqoP`j_Je87Z}epotbw%+EpoT%|+af=ln=|lDJ5b)u*rLS5b9+
zkrd#HxS)6-!G9>8UB8Y7+%EPQLPDL68on!{h6ZgiEqw4;va7A=lVANLM;?EXS8dbR
z9ZYY9h>?_a(}2Nu5-=|%`7b&!;nh6dXip$MY>)mybafE230^|rV<5Wzv4G>?aDrc&
z^lasH8u&~7$Fb2kPK*la+B9sQk<~%jm%5vgIxUSWhEa+7<RMlO91XpQudqZO@N!PP
z2hwB38drGbMf6a+VQhQYg~p8rqE_B3d%(@9n9I(YitVZq2`oXT0JkwE(FJ{^Jh$ql
zPb_J3H%dkleceNoE#!D1w^T!uj~Wu(%f>aw8cF{mu`#o8#7c~kB%Z}dlQ*bs+ATj7
zGM5^eeJ^MfEq??4%|y*Ry~(-u!)dY?5jJ0SVe}gwPZ*6n;C!vx!!peAhH?IKs_6t<
z7#b{*U|14->Dl<ndhs5Yrh-0OS>><dK`Spu!(BxLZXVS0nO4C}b?Ce@78L?@iOg!~
zJa}}YzK|?iPRW$1xK>XZfnyu0rB}1H(SI{UjvUlazKq>#hP|Xf{CSgJM(KM~s_Gg~
z>4Ws~2Ioq=%Nj}C-1_fhj2SwsEJK=UIPE?<^D-&WxRY?3KQDpD-WfJL<CY3;r}lam
z&@vOqxFZ)VB+asQ<a>uh#+<3iSvlnpHG+CT?uR2oF}qcdx0u6j`7#3*j2eUv26L<C
z%%u9ST$+ie68%{#L&@Z*`4$;~@5=h&HcCu*<<J)zNmiRZY|RVB;%`=nP}=P>8n@N7
zC{$`Q7m=lTJ{zDK%_X=X^i!k1>DPEW_m*5Y$a3_`x>$YtIP$|r>1|B>-#mj>^OgeM
znF^_p;i@t6ca-zCdTF2BzuF(*3apk#*be+kn!{;%TqdSf$PeMJf2ma)uKR)pqhRla
zxe)uPqaa0N1=~w$X<?-J(v78w@4;03Tim~Bv6OmrR>4bK5BMpcUl=r~pXt|BW-v2m
z9kCi&si{7W2CKES^$K+eE7dOM{^6+TbPbsEMTsu#`2<Is`AKiKQa=~V4N>MK8gAVB
z<IYA;F#NiIC7jQ6YnPwgi(ja^u@q1>Ns(K*%nCCZ_H{#FoIa%?&liRyI~@--^7%i)
z3fR=-SUmk(enW-u=ccCk9+DdBsJHzh>iJK9W1ee!-qT#dz&e2@GvWU3_txezPQSex
zA5Frg|J1JyCp2b>qPG<{^AC5NIzmyGSc+z|<?R%IDql>Ds>EAhR5oT~N`REiJN|v<
zbC6g4Ddo};Cu&y9L|m4}!ga|_JyT<b7F1~Fq@cAs*salQk597%#VXzn$*MACe)~6-
z|5obd`;d4^;?*D6-D>ko?l~WY>Nn+x#{Qtfk`dQd<X^J5UB1>X=pdV~z~7Ypr=Vli
z%&g%h%v6S=@Ggh2XsQ+%?ydQ<$g+=I8;PQm)Lcu*+{T|2Ncca#Z4MrBjv6X7XBXo)
zoRFEvQr+JyLo12RRfUZxiAs7dsaNf`(rfk3EbGpOA4L;cy9v3KYRI^4A&As`1#k!I
zEsLU4qj5ejvv`q>2NwpW7{B(^QSRxA*=nq&4pPk772>%(@Q#UJQidOeGB~p4Qz_or
z*KEpBmHDF(uBgnIGg8=b$wb|dRdncH8!JQc{Yxc}n$9-Or&jM#CqDMBXrtM81A&LD
z4W{r5o{1d(2G!R|-({W*a+JFy(P49lN{;DaX%dqW*&3chO2`!ovw+ES#ekOt$OA5~
z3`<@rG>v%wG*s$#L7Dq7E8GUd<s7tO*nyck>z6mTz+L2=Nq9q=udonOY+tFIb!kRR
zRBG_cQHR*X6B4DAQ?%DL8Aw02X<B&<TLg;_hf!V{sbn^z39OKsK2K*SO}6Q8I`&!>
z$0c=;vy!;QZ<OX^)7&KZEmu0`EDQhVcwDYuS-Dmv?@>N1OZ!=MXKee&cy15!7Jb<N
z!)0w~l0;h>_$!qp9EIo5+)rL>L3%i^+flyeh8=|_(TSzbvq@73zQ(XHS0^Nn)O%_{
zQbY<}MMcv|`#_=_u!5I#GmCW%%I-UiGS!1=o?n~Ns|wO=CUc82ZsG3h#@HwdhBBZO
zhU?=@da^AOw#!k>;tZJe`s`rH!$QQ@yNuZCk&#d08W!-Fx>;MFXJVWpyJV|Fy^jt{
zMs(QXwWJx>_jsMV783sm?6yo?w0U%T5&bu_)gbRx>g-*#eH<du1t#6RIwdH>2X0&l
zoV*6?(FaL)%1*3$Ixu;dHR_Nih!=QD-Jumohjyo=X^LlXN}=k|QpRf7-d{;iF`F`^
zK}!i*-RD)`kj|vH(#IyUH0>qZm9UT(2y7g$umy}e9S0lt<ss~E&tNz4Q5R3?XO&Sa
z|F(Fr9t}42*z0T!v>@5q?#^kr-&n&iX|W|w=<kY%A}fwPpQ+8AM(K+k5YVG(FRX`-
zgTI^Of+ZuwhMK9WjfguA6`s|>nrbh>5sCk|f(HYm4>I9(HCTDV1;s8dNdCo`AgloQ
zYZBzgl_mNwr$G4N{}+7t2VeYOW0?Q&{{4@-`ougfE?%(#0D$y*MjXCKM*EXJ3r4^(
z-teAvkz0;&tG9@=%t>h)HlD;jg8iDnPIGeUR@E_#zk$_;pB*;2$fDhxm5j+;vyz56
zTB?3(M(c6$$oZpNk<DIenm+2xqQf=mxviPubunMZZ4`qI2?!;vz8JDv<f0&q3y?|e
zf7Pe+t189?RUbHo(a^(#Qrg;qnkXK3Z&YruweJ%NFP(fXC%)5SXUBa+-alf#pBY9U
zMk!NW99S+ctBwiIw%P2FC;!?b&wUf(e=K{=v`o}jK0J(~Jz#8P_1&1F$i_awD-19H
z_3K%=&SP}#9&ieY!>l%Oy=rZSYmm+eVVgsz<J#%Ac%&lejpBz@H>!%%ZI)C;_PXNJ
zYVw2pROOvBC~+^Dk!ChISr-+BW9cA_<*;*EB!6kd>;Xo4&SXt`rlAu3x^EyoT4voz
z$!_5Q#{%@?D1GVhHka}-5Ul$eFLU%fDPP|~HFuY0DJWGya{ysQKLb^kqCt&gJ?m{W
z@*&^E2tS@*k3B1-K>NW%(^qcWJ|ec+{5S%yt*nys8&ljYTiI=Fed%fG3gO(tmscl|
z48$puYnoZjaR6<{=1wx-X_%w`S#SeRi3fU8)?Q7w)h(%#LLo1Pmb1z&rhe_i0FoJK
zJpOsJgAo|}#zl5(Uy2QcpQ&7misDoll48QvRbvoJ-3{lbUezBpxv_vP!e7hXuOT@{
zES@|9Ef`@}cKIj^$IfrcXPeKng=gIb9rvZwxJ`lnXGY#RO3paCeTWikYX>^)!Bc2v
zFL*_cb@ac1)x6)@4UMB8^ObNv95u4pb-3u`Thz=Lz<OS04O}~MG<S{-UaSFM+bEUm
z(elSuqQg}Ku<@8`lFig+Bnw@PO#;|{%D$cbnfTC*9bbN&Z>96X)~b+PBU64C60`8Y
zROLOQy%C!dj^5yqVyyKhrKe}mRxMRx-W8$R)U&mL;JFD;wzgtEo5|Y;S5Dl-m&peR
zN)WEY-=+!KGv0MuCXA0>8-LVAx8VZI9^tQVRJ`p~$Kg>Ms}RC7?(3%ieM3Zi_|tQV
zn!H{g#*<8I<YCY;&3E{jJcKn1w2h`Dg31|-HA8u>R^93KyGrxzqbz=tLu>tnOCxCw
z{qHfk+=zAUr);B*U|$6aTIcnxZ!!#*7sXJxx{tlg`*H)&ai!ULwpc5-qE#h%A9SMI
z5T_nQk2C@w4>p<w^w!ER#2v41n{92zk=Cf%a@dV5^p<gUtdU;OcJrP5@3j<Um@{sA
zNTxeVlE8^P%B|K3)E^C;PJwKwbwN+RvFDH1{UGa3Zlr?O1ElCrTV$r~^g!>XX;BO<
z$pEO9PXTx_Yh6<NQmok*x>pPNWt9h?;`jWH*qO)XA147|LAMe>i7Pxb5jy6?(8RQI
z)LV9b{*hNB0Gy<$s+OIhqaITkn>d_{Tc=-6Vb0jEWu!j>1uSisX<~2|Dj^IR5psxZ
zr_X^FPFEl93gkzURBJ2GyMI{E8n`s^@b>5i%;X+ZG7K8dh4CO%-g}g$$~NN)d5C_6
zC95@v*wLavxc9+v3mX3}zrk4>=rs`RS<1XH1_3V`0eeS^JJl8sOt7Sp9BHVXuB|8{
zOCD*X3sv6V(CNXpYLHSmnyk)vy4g;vyFoBt!e%idt$nnTWTRT4D`!?OW}v$U4jK`q
zu;lyhB@{c$pCx<DiO=QJQ7g;VSMZ~=uAS**xwN99-#Ns|LFi07&=mh*`dWhHE(R4s
zl_tAkJllw$RPHc2*T5>_RLe1J`}I(-cHiJ3nQv2k!Em-mitBAtU8^k&ddwKD0-0v-
ziI!rD?ggXx!qS+<v+=onU<=k*d2yqaX<pscz+=lXO?Gqkm@>7uo=5)3+^Q3Ods4s=
zw6SnL%WFn!L9M|*S)#Lgy}X%r6&oOUr@l^RXrb49j8agcrml&Pys1uszHp8cAMUKS
z)NWnuDne1NveIHyVMEYdZGug1fd-rB&%ahx`y<cmaH>Ft+ti%GLHZ#t`w_;u|1fWK
zjGSfD8Ys4#kNSv~aEAp2svD*9LuO!QT2+&~Eb_XN*=@J35dj_6Qz1T|nCbAlS)TPg
z@gwVvUvGHmiH8xVdga0grr{IQSpO{b2pDWO5MWPxvn{h8`PtA)g*ujesnQYMcX6V#
zsOL0S29>BSUS9G9mRQ=;b^>~*LXdmik3hU^rpVa_gqsxFq6zbIeIRzoJnY>b?hKEU
zkTmZJD@k=7{n}0N%mOtn-fp1B91m@NmfDr}W#pJw+>Q8(2JJ1Yd9my9Q7I<PoGN)K
z%fZIC6qv)zJ_%Hn0worure(VJA9~Hx^02!~wc)<CsszjN@}R9SFlB4xAo=FMn_jf{
zBgQ2!cjWg>+3kNy_4O(+0cSA^lyL7t4=}gejKxhHcfB#c?Wt?FTFGPO<KVeM)|*#6
zRtb&`pU^iE4)buDyP1c<kIx>?LqH@??e%z0iH_1*0~~`Ri|>&X+29_rtw9K<AsxYX
zU5;Nx*?^1e7oPRK4V#AR-EFdK_VupFXUL@H=buO>N-tjnnQ=`YcC1jxj?Ssg(rJn+
z8cas)2C9)h0}D<UVDr@URDr1^oM!doAkk%3z=%h7C(s6Z-QJXwqLK|Kt8JuawOZhW
zc#>D}Gv~pcLMpR$C85TPRMf`XCZfU$;HyVO=7R6WNt>9~urp>?vTJdNa4w&e;gHld
zay2`q94cs6HIwb(1!W{A5C!O`jeCMtV5iO=f9Z}{k%W7)l+juWS9y#PsIum7jY>g3
zXwh!jH0m1a+nQHxiW(gGQ5&*b&1N(<h}v43sRMEUnc1=MyMadrWgS|B;f1cU8o*|H
za864>#T5LO=eXtqbHav`^Ob2k?_f%sTJo)DWSUq3{Od8flHS30mp26wxlMd2BL%mj
zd@sAU^6<QpU0DU{GxwAVQE7D8yewRqs`j=3Q%Z01Y=GaPSZ(Y$Q$S^ydW}$=g3L*a
zeqda6>*04-oLV*f>AtIc!wt$5T~r|RtoryoA!3cb-r;AlI2tm#zFO{b^O?3#<%9^y
z1rF7Bn&4!1P&=kl90okah2-rSF!MUtu7g-04IEE;wEQ}bH7|gcrxHX59slQ6ZR!&X
zy}9wmnAcfZ6zDTY+BDg|GIE<`&eGGUbuF#r7sM${QIPX&Ox@eJ78DwD^5vy6&_CX%
zyea3V4zVoh>nS~61ZA6PhJd1<-1bfgX1rF%-eeX}DxGBKoJ0GUO0#dv%eRP;ln>O`
zI(opsrAPzNerY=fP-zQ0@DM1z#-(c3H6k|LF5|9-r;tF*0X#xNJc0jDPB~2-w}&_I
zSSK05(oIV3cWC<GR~`y7oQGHD25rd${r`8BhnWBS%0nNIK`oyAtvtm4!TSmH<$t*H
z5ZBnhDi5tp7zth6J*0SPCpJw{(KXHNgso#hM+7HFVW6OR_p^O6AU4Mn+$KmS*G~L`
zctP*V{FxIbq)P=QA_xWi^G9%SIJl2YKifUeiqDF*+iq)amn}|TUNlEb%Rzs2%_YjG
zHzz$#Z=h;Npe=mZg}U#bmAtZD@1MG!nLh7+#Lma>5bqwypEti?{<;m1!BPJ@9Ot1Z
z|7IALA}an3=&R!Yzc*lvjMsen$i^|A4vYN$5X-1A%0vf~m(yhX#Rh9oJCZ`fbkxc6
zp<3Q60{Ijq1U}f}jxM^S8dF$tB+y{Go1ta8_6Pg1zpr|K4Df)SpPyagLooOVslGeO
zE8hv~v2I^ziEi#=-_@j*iCov`1qd+u=rTom!$fLf2=LA$43)0jN&L^3nuqL(0MD8V
zVmmA*+S}b##YNT~-uPrUc{zrk@Dz{3Cxg$8uaB3x)OjVfOloweA8mgRRz+nO!C0`w
z>jxrEu#bx=^paXMdm<8|{p_ncWWw-8K9D1GM3>ShBJmNAwioJm9y0JGf`j3yGZqrJ
zIphu{X4coi&|*HWs!C(=0ng)4F2(x*RtajApA*XRdsrThQ^OJw-y~>HsIuD3sr#2I
zFzWECb6+vN(Ln|}MFfs8_B{2R=&wYCKBs~h{KA4n;_Y&KwzHldM~f91{FeJeImFAQ
zplz_!6s(5DkxB-^pQ`z|-Ny&?o;M;(=a3QJJIYY+Q#A<PKfp7Dsom7vf-WUSh`}%m
z&QvXdz=1!c;F23$*gmNfB(L!O4<1;g*wm;#34{`AO?CS(;WEBkZ*E4nI+itFFx@Om
z`7Tg-+vK%XF*I_+qNHgllB{5|oV_CWXc>o}%t&$2FMSlunh;>MQ9U9NYAmbzf!JLG
z3-iewpdkxNt94<>|89BivJW7mxPO*sCJEN<l|>vKB*LnN6h)DHaglt4nm_^ry~tZP
z;H#q2=<p*X-fkC|#TO94!8-XdRk~8SG(^}CpJ#`M{0fkM{3VNd_VTwUW~kXK2lT+l
zlyb-b7BF_noyAE3<*+<XS(LguV{!U#`X5wr45%>ByNP>m1iyR|iV>A3EtK~Ky+eXn
zKdec(S{ykvW|x!<ey|4PDhr7W#usRehyAI0XGqB&Ss5**NaqUiC%8~JJb^B_IdxyS
zxu2m_!}*WikCp8Guc#FM3|Zm#9wN>M6a#XeN#aBoiuLduIiJ_-W~5ktN~&F>1|(uH
zWbkOD`s4suR%GT^5I)-44pwEUV1OD!Ac&fs_cOiu1TRPp2Hd^|m7aeWkwonOop^y5
zeH?VjW`y^%!63r6>!v@t4@i&MK3^tuz(HsG+M$k$@I6j}G}O~z9F+=f#Lf^|#`F4J
zJ9>4GOS;Qeu#D%Cf}R^#r`N^G#_R3TTnT~N^+hK*qQ~o11|q0|DO5@Jk6<Ub1VBfJ
zN0`0a6&pl&u+H^&JwT5FI_V2Km;?i916@*nv_nYHL1tGsRbos|PRyG&J1=MZmroz0
z5WrMv|8=b{JZk7uV9pQ~Elx($xIW9_MUid5c;(ShP@}GR>-I_wVkfsBwY=Q~&z&F9
zcq(dWShYd{<cDOy!NpJ%S8n2$3Vj~vE!6>594*GPorahXVTWZHfa4WaGQIUi5<&0!
z-Th%Csze|<-RtXJ2O|7<D{813a}C6ixKIpGmW9vuqp`=UL4Dl?CSq#mBea^|Rhf<F
zaR9dU{U)L}#<CxcGX1S}m%}f_TB~pQnK4A(0>z*9-k2z)k{Tz%)UL*r4@Q@eskm>(
z##zsN@ucl|?mkudaPacJ{t4uxMq{{Aq9?8N{DBozQaq$I3qz{h3Tf^q*=c3+l7oUQ
zEjJpQ_UC{-Df@|9%69L*7Y`x*7X&JtDjxyx%USD{v_gC9)7p9aML)LpWlY8=Gea)a
zP}p(KqyANn{;d3O5+s$&cAt3aLnXo0i=*UqsEouO<;)?n_z<EL$Qic2p$y&@rRHfO
z6&zbVJ`|DYACS{I#LhcN$27kjJs?dV4)+{;k{^?e{0cu-+h(3fw9tR8Sy)Wdsh+hl
zF_}dj9b?<DybRuaIrn}eir_}hjcUs1N|d5H(UhX?M(3pYv_d9KR!5tfD%gZH(8p|%
z!s0hZWz)i*e2tu<oP(1$<z5d)oe(L61Dd<lp`l<gW>6_R&!eIO-ao$(6SsBV9v8A!
z7+fI?1f+pYR?76e4=y2UlB@)Gc)lg7{2?`3*edku#c~Q6bHhXdH}J3N`y}Y$5ihzN
z{^|!!#9yBTC>n%Y<PASs6jt`+I~OkK86M@UPg7U>Gh8w(C=jKWwK0#YGjmRlTW6w<
z_5sl&A|j-)7=%V2uJ)y>%)^0%#_KTsTKoj2EKNbJWvA74(P+mo)ArToY)T)Uw2M_D
zrVn^Dz~Uta2@w?15}z+GKvK0Ch|fC4_i`wM|1c;L+I#1gU#hFA+R$AFC+zKzfB$oS
zhjTe?PH*($LVIOw3&%X%Ix`Q8=O#=#E?Gbx#%U6hFyv+0UZh;H;;UBm@UP`c0PfCl
z(Tq07SU1K)&~Xv+X?_?+Xn0)>wkd?ef|hgAC;bqNjc3rKEkhC!Jr4xh50lD#C}spT
zxuwd9Y;xQLTthwe8N+DiO4bx@=v=kS3tZ)9Dxf>%q1Afzien-?PYk@DRyO#bE_eB!
zHxb#^92HF2>o4Gp*$pJaQ(-<H_9F!^Ux)>8CIdd3775FcTuL^#|2R;TFBGs>tI`QM
zhSSK>rucX_Ufnjkb}Pb_#c+wVpg^)Lh0TD0Yhl9n6?HVB<9Qb(UjetfBl{B>8%hw{
zwh8j8#8R~UH-p);TuVP1f@%1-RpU)0b0qz4ZsqrANFzNWRR;hcGld2T!}rtO&#DIS
zV8aG;B6zXFL18+2$h+xkwv+rHVi0)oYSc#h3L*(1Bp_Ch&)|$Hw)t`y9nVkGG_f~1
znX_nu-d|iIEm-ZuWg}mJU{``Le=1upV5h%Zh~>14bJLp6a7hiSe2iB@Rw35RICYwz
zmM8m+8XQlTuJwvKMCXQEkgVC6S5m3(b-FkXIQ?E5pJx&tacXxE)I;+crak{9&Mno=
zLYuK`N)GjnWcSm^h5{J5ANBMYD<wuC@CTl_a&6de^IV@)XgJ<6;wTldv1?ihVNoec
zS0BQ;%A~d=@@V<^TpgqQ6S$=KJXry}SR=?G-VB0*RmdSY_kuFZ)=NG|A*&Vg3UH39
zuGz9>xjkGO=N)N6MVY1FP{hy|(>JP!X`>bgfO!5F>2=mC6?&)B;^BorWoz)ti1&`n
zQzrI+7a6PD@+5R+Qzd$mpx1x?Xe$c(37#@h!AFsarZHXO9iaWEO8x+XNu84KH}kzc
z$h<EmVO6N3ZFlQHkovBK?!X?R^SXfjdtM@e*57cd3m>G<COpp^-tk<@7i2NE_XBt|
z?XE@{N!ScdEGj6llk`Z@<{uE?w_jI_^Y#9!btYxnm<?4g$JKT5!<<W!alw7Zwa+z}
zQ@88SXB~u@8?UOKVB7>zjy20L#%EvfL?k^5ZU)FcCfLWYY>u+|t7>5t@JZY#@6r_q
z-kyoK+s12kB?8UMjoL;Hb_sXDUjP>Y^*N6ZZ{vskpk1fdmwp_-UZDq$z`sBT=cc47
z)AOix`TM5+F$s&5ik|$mVX7~)j#ZUFspAjbL21;r(QMy*qhzDBjCn5J?ijDp)tLFM
z_n1q$oRBt&>glEY5;7)S!FdgharUg6xB#0Gx{0Y*?(F-#2_Ff5pX3sB!2`6*#G;EJ
z1b9CRh$39xklS05u$j#cf}dl^Nj6S+zLpsJ<Ro@fkD@sIN)Q3I8X+NnV~Beczd|#g
zl{R^q=$}<A%IBRn=;&*p7xK((TKeX3SI&d*$U$Wc{(LFxpr=fipkTq;GrzE9C2NFg
zkBM{Pm_X`$FHNfcRl*z6fHl~*0*6Xv@F|M+OBpbjrXclN5-7|c8<X34={qGx^H8uq
zCOm`%n2DT<=UiKKtwAhOxv&g+E!o2?LF`n23o+a-{7n3#R_?P&FlN+M_{XURlrIjK
zOc;2%dD6RxD2Yte%@ETRF{RsBJ3C?tsgJ8oxdFJTWC*ls1U2~Bnk&C)J-%qM^8(C;
zDUOK~;KhqgW_E%6BF$#ia=sbtE7+Y<WF%AON*`OIXJDHJL9^FbLP>q4`tZ#$;usZf
zC0$HvzTrown0hIds6;`@i=qv^)nC1f;Xc=Y1YWrf)4#7Dg7{5p+)mCShXVJj<(F>2
z5xt5|uDnW83^S%|bt}T6y*P={+*THLGG-S0faPJjQ8ySX{#^?@Y?rF5Rdq-zKdP%)
zlT9D<s%e+n+)4S4gh>^uWRmjME-n=)H50iecB`INg}rF#aeA*dF*qoV89>i{1W!6K
za>Gn#{>Z{(aPvX+oXd4AtTyzOvIo=yNc=wHm+Nfe=;(vEOxZ^!HPM8Cp4H@mGFK}G
z!?#R<G@E>O(6f)!{BI|JWw+K+)0!aear&ji7PP8XFKG=Wj8B7>(KJQt?>(wbV2EU#
z<aBwSA0lH_d+N8qIPsTu`#vEx%asnX&lf5%&AER*hR+|>ko@-WO|HLS07@gBjOZAA
zl8`vs8cnuq@f&JR;SmOYHyXC+bs9c=;s;jj!)lb8pLMSMq4UG|Otm8s1SfGr0g@w6
z3WoV7BpC^5-!Xb*is=RW)yEzsAA*s?R^^&g$wrR)p($zS7hrZ2DYo)6uLK)wl5mG!
z%!UNeKuQIp!}Z7rk1F90RZOOYp|iu6{)S+V(?1dy;f454r?FFp)p2kf*(z$o-frn`
zI~$_L@Tgu`|ESI1GMy^ugzh#MX;Tg&3iv<K-o<?ervLo<_7zYSuV`us7hv1H`1@lR
z&LSEwsf_$mwU*-IWdVy2{&;gNB|I@x)$G9jE<XSwhen^gpz*Rb=<cMJn8Q`XHdd|9
zlyOwTWbpX-!m}5Ea-rPU%G^7yH3WZFD(db^-Qja#F@{0Kr&;TR{Zs2*X-Pa#O&2en
zhc=FXZHU&0qtK1_a!PnnA+AJf$`^k57%wPFyq4+10e=$J6|Ex@0Y!n}@^1MWzf=4D
z0PEfU9sTF34`9siR&ZkQKUxpW^yfbqIO@M*VA_aJe<AQ(iHbn=!CxgT0K&z_VW^>h
zpfm4>l6)UmC9h%{&j{=20$WT+-aac0Bw2O>O2hM-Y-C#6QT`3AYr0{C-@KwpJRQU~
z7QC!cZ>`9y`Bv`iqcQ7iDuEC6iSRNuq;GP6duteFO<JLQc^A~1aCbJB-Is4R|NDp-
z=w5{C_d2bZDf&E}mU$bP63TidO85Iti_uQmF`za5JVMJ*8mdm|31yRY*-My8jVp32
zMu&6qrRqlL2=!&NTT2tlS7VVm`v6AXd;qpg`#@StE$t2Y6NA9$F#vA*Mh^vN>Qt1J
zJTQ?LARbVtHC*KSkU*Ue^{=JJcp0XDXCc)=DnJH4IVX&J&o;h!N!N?0#nvOWrd_eX
zr5LX-<FW~?169;HAC`<vu4{4Ba~8RQkk?(dBEmntvf#Af)C4k7$Rx}W_^KKh9j$9c
zu+VjcB9`7{6qpSC6lmUfwzzDH|A^oP=#4xbzYP{U@-J9!_{DJC!t>8WzLTa*7t2{Q
z#&$-FY*)+KKtJ+g_mneh_o-RrX25yz@D$96^rHid2CnnIwI+Vj2R`5x&68Tg4r0Qs
zCgi>ZVZ_|2=v91m_;Dwdziy^k0js(=Xy|0S-vCf)294c>k)d#D74<m-rRTT*!5>1+
zNhLnPX-&}#%r*$-1?i0=cysv9x^Em+P<iSQo~I*a(*|dihKe^L2AvZO&g?_@w7A#(
zrY8rS<ghEX3fMFxL*@>zKlYg~=dd_8F0Tm<=AGUD;lx40HAxWvCMy6#Em8)Iq-pUB
zO=h_Q(;G|h<}zRhAXgZxnR4^1F$xY~O~F|VbSn1SS5fd|1??m1(1i<MF`jE{HzqG@
znD-?OQ7s}sRK=jc?WAjT4jLERPr2c=&B>oL3d{)aO3W`vsfgg%LqYz;g?CQg#=DBo
zs4*e~em)*+KlfJV^Dpy{>4wYow2ic@x`klFjnVS^!R=juBvx;nf=E$C*tZz$CYd*5
zOFR5O^FieVDI5lrFjqP!(zqt!GAE6eR9r$*X0I+zyhTFSOex{LziJ0&fwNi583#bC
z0d0Gl)}WSJ;PG!_Jx-_#x%!xbYeR?HKplKz^3cgsRS&utF=1{kFY~KmqL7<4tao_A
zgj6lcrl3Nv%QRYM_H>tx`t!Jw{oicxU*s7?#dmW4OP+<^QOv*P`M<Sk{|%tvK}hPm
zZ=MQ0)WZeKUDYFM#_jS8)CwVp&u%k)mZa%VzV#*-HTK}&r4gMxiAn!Tv4P^)o7~gl
zb%7+3^%}cGknJ$HBPm_;u0(xT41DQbraI<sobhP-qxc;D(s8O%42E!H-X9RG)>$fl
z!;pH(d<*s><8*K|JeGU9TD$dDnSVlf^8_NqGiH+rgny%}b<0|DM$!_&`!<!#)@U*$
z&(`U!mF1f}p-_`SihjyI2zIM*$f&SrmR7OH2No3x;?8CtF^10elsOwscbt0LP;m~!
zYPYozgP>+5hOw`>LMoAaV%V==obdE};TS4bkjNFgi`*@yxE<D__eow2vjWo>r^JqE
zQZG>Ixv7!t;gUG-kBFyf3>-jxHmbQdq2E15Z{Y|0I9YD=4|ZzPXs%VvM-3m7tJf8l
zbMX4r=J(9}P?!L-+!~hQHu3myQfM+>wkm&G`JpI_Aqw}{3oniO@D+sV)N)hIs4%Ke
zPic+0W>1&Ci5Go`#q^@vJoLeWX^a$$wj9DS;=%e3*@a)c*=zvZ6*X3@&5_G*y9`&$
z*Pp}pP31rJ4-)rb*)C)j&uPw~TId=#KV8O5eUW=;d!G_ks#0B#73v6`_(pEywM9+{
z*CsbhY(@8OCiA{H*R?3<A<_A)`55p#vg=w@u3O|!1Slnv1|qy0@o!+C-Y0JwCg6NX
zKX4e-ucXRj8gYcIK>`6wm&Cl~QY`&ZF{mo4Mv?6`l<PKu`P4eiFq}sH(iUzu#5kDn
zuw1~mRO#*sG~5zvOl*78E7}y#VqI||GCGwAD{zt!;j%`?ii?QBA|ba_oI+<4jIxz1
zTbkga6T^v*>#;|CU`e2PT+)Y7I8h})WfmYkvWOCtlNaQOZIXRb5El(8)SO`Ef=w-d
z+3&?uG*M0sIEoNzr&i?bXGog%F=pU2o}ZDS<60QY8f&q<J;Ic9<2Ms6>4*QLq;mTm
zPv1C;&XhRT^{`f%L?i2of-7=-K)(RKM~UmCb<s4c=%lgBP>>sY%o~gm<kexi(TP%p
ztHh<u{m5d-4cK4EIhi;4p#Ph|K)nkYwyhhy3!kNTlp!PX+u~G{t!3q-@oW+$iY@5n
zvl!Lor$OfSM^~zCM_Aa*u2x;e;tK?i`ps>aM*+j2t|_Bwblv;sCMs1HeZy(?YLS=T
zdpwXyy)uPil+YZR=GE9<9qJ`KYIRk=R5;&(o2J(Ld=vD_++<q7UV^|^P@R+hZ<c>d
zYbAyZ58rzEE(0Mx`01pPQ9HFvoC?8tvQW1RJ@D{#5)V&b{_8P7F%;8gDpblV9$+W~
zjGWMt<7hTrsY=j<r7QOQy5p!0TP3dr#aM!E?37lT9_(OxRUX&J=X*%1obFIl;_BR&
zl}48s`Hzqhq<Z12R0OZJK~8<>^f(cNh>@6bMHwvLTSE;5wCk$Bv(P1saWuT74$Aql
zga(*$*DE*3<42wPKDk>=Ae-&+T{D3o$N!azx_2Q2a~A+9yHVw?od|TA;~t?yE*_Xq
z547?|?Ur1F(<>TGHcP5b_*yCZvwo;jy)u)hzX|E^xP6fpkI(5p>6*M-jFPCKO#;0^
zY;4i~5FLN&m=L6R@pr1LwmB-<Zce34%U0~W;!q7O9B03*R>?I)|EeHAdV$R0<-7BT
zP@xA<ef2Lu5#z%><9eps<649fmVj(-uv|Ivx84wP#0AHmEPATQaTIi-bA~_9cNi2K
zcsPFvmRgU7Hm32<#<${N<Yf+HpL=X|<okd@3R1GhCA#*BHBW-!iH$R!pFR`d5Nw{A
z`iEi_yK29VK!k9IBq5P~m5(8j!U3g=WDk2*x;x!6B?F@8ov{4@OdGn|bd;k@a>_%1
zYFZoV)RrUSarVp7E_m3w-EqpWVq+xfWXZ0lWUn(+pf{ufZHiWMW5a5EP}KH3wH5LV
z%)lPG27OK;N3;8o%tVAcBnr>vz!G;|bj_IQ+mPx=r472YbT#Z!wi)rp$<8%r5cz)I
zBXsANcPUxWiSi({jcn9y8aTP04EZJJU+KFS`xA@Nz7Px6tg!}7J(*iRU!2dbc36O2
zLV{`iZO4kNFHb+L{g@Rp1$kzId8a8~osR4pnW_GE3X59!Ghv`dh<M1JaB)$|jnX(<
z7Dt^*X{FDFRn5TjV?U2PtxIHrM$jC1E4%36inOn}f^W4)>D#lcUE(&Ywcp}()sddU
z5c&SxAC#Z0?;TWt5YTRWzS~JWx&GKOGxueFQa~7Hj<NsBv6@>BdQi}jeW64otUnc^
z0YjR6vu%*fepv^{k*Swr2HMhFTm14DheEbwpQaR+@Ng}#YggQCf5fc00qR5nLV=Rg
zwaH%<k35F|`w{>~F$F7j*WksucM~@pv!yqj^{2(q;49n9r%bVTURCI-WRAp^l#~@v
z6@bPhQ5-S*rw7$i0(j#$wKXTb>)(K8WG&W|#`25>fM0|&V=2E8Fera~PZn2mc2~tR
z@*Oz~kDFOtCIV?TxQ%(eo2C!#N5go70;AOWdJ<Vrp;)8Jg%&w4cZ<dY;bXTi3{-!D
zZ<yV|cUzaeK2ClEaaldc(u$<jDWlX_D~wJ{mlast8oSaHA2iJx_L*6RHBaX5CS1)5
zpifDRxFm}l5c<TyMaP&RN5fOaT#*uT5|P9iav5yJSiwdIuTV)wa|FbFkY5Sjx>g%O
z5Ff8RHq%&=g2mmJ9bd?KY%-y)_qpH#>c`KNh44AP0Dh&8-b`gw7FeK*aBSt1pVo{;
zb0w+%bcq%2E1GFNJhj&uStfdRR(&Bb;eK%R{lOQi<^MzB(G~t4`ls|e0TsJ)X{`0M
zlx8D43;7p+8~WSv7*;!>6|dsnX>0Nc$14;KBuxn<N_jZ;>Y%&MU4A8YW!;*3l0>}d
zSEDRXkzT<cG23&hUTzG^V9@5rG)XQFvNoo>YKA($<P}q{4i;rqN~_2kn0V2<n9yx5
zqMVIm`0c#_p2(s4<OIn@3?kp28`-&HVoKl_Tp&V{Z@7tTTW82(3`_u8oyBS-{F@oX
z`h&ind+7_O?;0`)vRRbqeu~Fr{A^f>e=_l|^}64eex7$oxAMR7WBr9;;2?+9&!o?4
zx$ohTpOF8CfPY<8@!DO#x2+Eizzf<Cq`3N=0Qf(br~EUHJe>QMUp7cV9PdDnI!X&}
z&6^Jc|MoDN^T&#gNvHmFJ$j3Tb8cTcWx=)Obpj#1>$9V$$_~Y1?`vX(mFd!Xea-fH
za3ZJ~|D8AFmsF6u`+XfYsPWJaXOJ*B&*({UsC~H(lSx_JKuxhcgk}WtxLWkaF}8HT
zDEtV4b#Pg}TDF7C2nH!feu6{6X_>qyga@*d8WMqZRBh86{)ThH=I}k%%Na_(HN52b
z%dejemFK*H9wKndy<-G#pqGOQ5;%tpsq=6M+-+zCjV;>iNOO-o%nu&x57mc{CM(aN
zr0$Ww4Lmjdbru3B6D!^9TxatxaFrPfcZ8@UZQV|1%C|%W9!~=UYEj#qRuHbfn(R%I
zZti^GU=BhOsZB2^(?BDrCGq|bzm>t#Na}5)B93uoG`&hQui5v;N<Br#V5|%NH~67&
z!`^KvRDR6YvOFQXgVV|+r~}CxnzwDRp2VbmLlA@Ha{X%S2mDy83x_>LC)D=*FG`eZ
z@O&oRRWIu?=f$u2M{UIeeqp`AcB}d;>|qbV64^@qWdZ+<POya12GiWbyy-E&aV=0y
zQioyQyN8|c?k|#U^|31<r7mk`77wxg+~2=gkg_PH5Pn>D?l-I)`)uMqQ<!i|c|93f
zp>d@=TF?-BJK(k%cQCX(qKiE*L?(%HT(n5But0XGnv%!mWIB-a!f<|rQpv$GJkk#*
zC-PMIa_#su@ilBbamd8LA2rk_1>$Cb+ghRe6z7L_0OAUX#|ZH-1C65hNz{@(lDS-M
z#XWve1$e^`nY>+ZGcx%hsOKWngMERmUCDi_%rf8vQo5cm(Mv<<wFBZik5f=#G@M-S
z*-(c?6EY5+s6OQxkuY+dq~JMG!Mt(_gmzgK1q1-rs#^h>2&cLnoBi|pFPEIzYYauI
z?Yxf3ZfeA0^&E|Qj`x#p$x)_|ZZ8YB&}(pb03j3O49Z0LsiDIy)kRu4fCfjt|6YU{
zig%;XRQr~<VP;BNh$)}!a<JlM7PN%=;}i!ab|oLP=lMf??L0|OouKfe4d(W~*SmDC
zfD9Mf(sv4fR@@U_q@x+(${+Bu0CliI#w@5EOg!c@OkPXD6&cEDxLDux&T5BxmUiJU
z*mVi})hz90ZF4@JwpW=t+7+XU^sdR@(!g#I%#@oaM`Wmh`<j@{=cs;+RY$nI@QnCp
zhTirA7s`}ZW;M!}69sQc;BplJINfsEVRc!;GxHEH%QWwwJ9bhqH;Z}Pp%<F*^uAzN
zZhO)LHV=k5X7l9a{q*~%tum|_sf>Mv7aNcXbv5KJH%3V?mCgKw4I~x_@OAg74PNAe
z05O4^{F4tSdHUMocxd3_8<cNh#4FVB%g56%v0FRr;kyYO$rNPP@=u3{x8B)KOSHf;
z-RBUwQ6WIrF``ySTRRAf#%5H?<lxv9i9fkQ!#BkQQ>nj3nmx$uV-r7xyyayW2DxY>
zbhR6c#B&whE1cu;g^U&Hcn9K6<y1VFVK}vO4mZ;u;{y7h_@*a3-_>UQm9)06hE=nO
ze;!2wBf!PAsf&Z>_5tp-Efz3n`jn;-b=D-;(w0Y^o-hEA(>p}OWdyz7)U*@M>1q-9
z+i+gFURt2t&U5f*PL7L+$}<@g8EUnQwxA{35Xu$OxOf3l-$dB+#H%VNZsK3e+8<!I
z%t~cA@lv6EtlNh0j#`)0A!<~p9jQVPb(IGQY0HbKBdrW?bA1R{t|-ynB3=sOyo)!h
zv;*G>pXq~X_)9|$?!oC7m=5gI6&xs(U<<;ue}lmPtHJz#)YSj0g-+e(!x0$~)#QA>
zt#z(D@gGuhcM%QGi#3zt!&=7&^Tv=dobh~!zaGaY-=isU<lmxg?PtAeb{Vxr28QBm
zLjUnZf@c5Y2HnTobkLZR?lDK}!8IEA#zyli>5cs=l!x;^^UUW<K^9wUG%Ygkz(g*Z
zU~k*UfbNc|`3=)A9OM5f0t8yK&bWFr64?YL0&uGSt(v*NlSK^ifp&wBrv0w>57B~%
z37Et)Hy!kLE`6JA@!N_Zm>3zC5Sp}kWSZwy<pQlUHU2Q9R-DbKSJKq_)$ttiqkgF<
zUk#sn8+`|I+2)W6f&oUI#mG%QLuUzX^GZ}TFekZd9HDS>iuAfq)UTM552il-iNFqw
zT-ttl!DMB2R*@wiOrfy{(OcxpnFsMzsxOFUznKP#P=;mNxZYx>DV`ewvggvFxRzxm
zsP^-+4=r9p>k#K<KvO2E-L><DXeHuIyhOoLXx@rIkDule4L`5oD}Il9g<uIIxknv>
z&=G~a%@O1H{l(5#Ch3eN8<4lhG6PkazTHZHED)neS9KJ^HHlMIm4bn_+^4GiUQkyQ
z-0bYnpqAn=$c*;p%%%z+d<7xP?^7x-m=^e@?~|~!r4x0jZ0T1lAn^lld0L<XZhIyZ
zvW^4kjDmzjvVbhj1mC)n7e0&X0nC>2w#bJ9HLX<=w~t3Lv}$Z7?1IuI%im_cGBSzu
zDkFTdb+GW2zHy#jv11^k>b8sXok_?tJnWxPM`a^TDFy{Zjy1GkOQpWN)cFf>`4#I`
zMPhEM)d*8!HkX5?rh`IX;E3Fnt0wf!&GN&OS7BHNu0csg<ef<`J8@jOC?bW;P8@3c
zuPO8Sug7MJ*_((-38@JI#TECUDP07AH{0T2`p<Z=3`n>?!V8T~2AFO{1||-vidUW5
z$p{o@8W;KA%ii~si78V$FanU1bpsEX;W{Z)Eg`nSQ}nkcgrYz|k2Mnn^n&>qY=Uxd
z7(yhTgd7K?NzwG?o7z|7@*WD-dzK8}%!)C#y=Uvj3K=5-#NLUE$OUszH%{LD%TVs$
z-=|Zp>p&yQ(e2rqS|Idfy3}j$fPA$e<u<rVzvL;LpIm|SYpKIV6U~;XJqbUq^=3iY
zKnc0mM|vKRaWf-zBMuE#N&P;WEfe|`FjuIbYgJ^ZlE-<FV7i#^mY+Tq1~Cp;eCNN7
zQk(=@Eyg8cX2QEQXB~F?(%+b%Afxjn%$^SsGa)Dxj3|Qej>O>q2}P$^Hy?t^xk;Jo
zw0nRu0$R^K&tc);6UM%St9PwBEoiZAcwB8q@Zl{d&~4Za;Nm|{2J-j3JHRUm2!QO8
zPM2rS9V@Za@8N98nOH{9{qA9)2>f41-dEI6v2Xa#zo9&5V(HFZC*0r9<`Wo3i59EB
zJ}z`jo0Gn`G@0pwA6lU<iDYmIS!Rs<jtsGpt3P+W?GElFZ_$b4{Y8!-C#DqWir}n!
zV6;g;45??y_XTGXNs;HoE;ByE$yx*H@Zq&4Yeqf2f<6pyuti7$pzT@9c{{dE>y%;q
zB<ZM9SFWaS1los6(j%CD-RJ-cog?QPti2N5X*SMjy5`kTDeBON<iPkBYc3|wicjtB
zA5X#~g(&g7?l*0FlL~wo>O5g|-Qd7f+4Ui=PHHCRWpub(JR!I7h*CK?t8qoheh`2h
zD{|NViXN9=E|%9L-;6v&oHP>7u6xnOTtXRN<^Wqk{AXWd>fA12rovJ1a0{*|*A8zA
zjL0~ac1gkB9SBQZI#JSZKG0zF==u;dy03R#xlegA)b(Z&mTg<a6x*8Y9Kj6=If65h
ziLuW-oWnpQW!crVFyZ*bC9ylw30>l+T*AWVsYt45cIBhfYmu6suS-H7bbr2U*fyW3
zZg5am*LzHrt68X=S`vPf%l;u!SoMIs%tvpUzev(35B{;nNI{97#+%vv$x-)Z+kEYn
z9Iz+^aBPD937R<Ty)xa=^>|-UJCbN`aHQ)D+n$W;W+O29H;RJPki!~)Eau6!FqnLv
zEPksDgw%GQBASnrpk$4;QI)PmZXyv7+g4Gx`iR|)IDR>=HG&X0?_|ZETJb((%F&mJ
zsvh>qYR+-^&=Li_1&>Snshja=puQR|Y~|g88p<QI^bt%z6KiPW?e)%eeJDksLh=*X
z&)rK<CJYxbkk{*RCgbc6CY;%#dRHDUSxsBjOh`n|<aR8snz7B2^cV`0s&ZH^f$K*B
zR>LnR768Mh7<q3<;HN&`Hch#{C9M4j>w#`s!AkH><wY-uo(3jXX0RvV5HwRqjI)L*
zA`uwah~B#M<wvmFB%UJO%MsdG1~6)jcit>o%rF6c?7rt&(WAce@73QB(f{F4V`o2n
z0MC7t?L9cex)-OSeL>NOlSulW1AumMXnY1@a84wA=})>5e*+eX3N0ArnoV0NOp5fk
zRM<lcEZG4cbZuN-ZWcVn8KClm-yh9D+VnhsaXCWw<Xe#LHtakGib8<;SDFFJ7kH4g
zzd4$7)ZKaS9?I3SMa2VIn@YLn1=Jo(%z1K&PmvcFXjawJJubyE#QvxdgLML2x5L<8
zcj(pn@e>nd+b#A?=<_3gz=L-#yS_gBKjgi2P@K`WFGz%t5F~`)7Ceo+H4@w<xI@t3
z?wSxJxVwbl?%GIzU`>$VPLKu~4el^slY7oRHTCYiGxyH>Yp9~W>h5p*lHXc;?Y%a9
zXqsGiwfR^a5i?-n4$n(s;*mpM#Vprv-NIxtXxnjFzom~YdJkQ4LP07G0Af*6cMkd}
zqgu{a!UW@5fDl*s_csU+zg!plF#jsqpS{xxDO$;kv%+1nxIe4oNTqQoWZoktQCIuz
zWPaigk*t$|VJvJThJ4c@%iOw#d3#df=aDg!1x(>2R1_1ipnCzGVSlh9o+YjCa{`R^
z6++^y-`l5j_4*y@kC6QPK=jFq-YeK0FOYu!ZaNwQH)sOy0DlY*fRO-y|5kjgQ`?_F
zX75-21ky{C4Y;R*68hc;-S)*u{xibJHM}(7yH&Egr|3xaKQ-DfCpgtvyof2y#J5n_
z6EOsVI3*Mtr0<}&z>9^3-_rrXln%bi=SGCmX1nlVRDSXp&{;G}EE?2Vx}5ylIxN=|
zgY<$xr(;_FBEM!sWV;gZH?HSubu@mb8UgqAfuGSO>;FK_FW@`i!(4D}b<I1Y7*;@(
zL39PtLLp8#1iQM>`F*M_Ddj$u$|A6Vs&orPkO|#gAKhIH`vJ4W@~qI1%RF?)+tGO;
zW%YUXgSU_JKK<GY*su+&24Dr{>PqK9$~FTu*+zV(5OsaF&I%DKHW;0x?`cu_Y38|7
zhkqISd*oGvXJ(s=E<R?-M0=o!k>x1^MG;77zz2r6)_gKuwMztMs6V%j3W<t>4HGit
zzfl$P#;vQUvV2X7!IArlhM5Bw^R7^#tWTRWCjVi6c%agwYXqqANoGmfZ1SoQ)Sfr(
zt0ep96BWKEJw$eB>MZ5-`V-Ty2bA>f+tD7laH73;_#)`yFTZV=M$RE4w7KSNU#758
z9nJJBYMSh_usPc$^Y`22`cLE}wwU?y1ZVE5zgs)3ZEI}jBvnQ2GPmZnW(P=)kCYcA
zYBtdxa&d|l8#;a)AETqgfBolpOtBrH+U(^<M;L0t8=UZ^eCt(Q%|P|XI1kH*jH*5m
zK%del=Y1kjU1WjkyDtZ782E5<5Koos<xq#IcO<KMT_5xsc*3cfJzxnM;p=mYr}bGk
zJLdY;!pNfKj=YhyOp9~}Y1C2cv)0-ub7=2bj&feEEeAGpXs|KX7FK_Zs<&}`_C340
zwVk4BLDzaWTc2BgKI?e;U5UzNuzIV)H^TA{8Z7mnd5_xfyn;fk+Y`j(KCT842b*(i
zu?ynRvWa8wJa3qH99VE$@;TX3Tk>A{LfdxU&7A7zGxk-D#dk?LR6y6x84pEkt*1a(
zwKbBHez`|m3MYJ~AIo6H3bH_E)k>>>>leA@PZy!I{Iu;3prKWwB^H-lyVOG%iqLt7
zTiX%I62}LepEbjRSN)2<hXV$;)gYtr&Z)N3I=9wsJp=+FBvNB>#!CLGuSfshN}{kf
z<!kB}x1@l%$O$JbX@R%|vE61M-0b@rPWU!WA$ate$o_ZNvU=OHeX3VWI(D9XwR<iL
zfrY}5Pps&1?`$q3s;A{AO4a*TeUXIdJ}-|DqTc|LaXrPn?J%JNfnnBhT0Bntu67&l
zt~Z3Z-3CV%iVgWqU**2Qa`mL|l&ZntT+$11F2;8_k(zD+q8a6gKR_0GLndWQ&T~si
zRF<FW`(D8Iea|3><zhByOJD3ZDvlc|(_pb{Ip{&CBTU~v0a@oiXxonSm>1kvBhD7R
z>^5EH-gSKb*ts%mJ5&1A7Wq<6x1E>)ocOrTs;E7)uLLD#WLIng-+oh0qaz;tvu^da
z%#~`ljPGKxV#R+O92N5LppvjZ=<*}yeB2XdWYIp42B{p5EScW*JDy~Y+INP2?w9Za
zp`#Sw;Pcr65JMOTG6)r-Lsw&Y)zCEYv^tk3JA3o>R=MKW>il;-Ps=t1b{7`+&`0v!
zbvL8FGkh!p*|nait0<+SBGk__5{$A>tarB?LU&E>2P^2@^M6ho+85%PE81_H_fO<>
zJEY!Nl+Hf4Ak!>PY4qjQbY*x}+~n8}e(`jxjtqCh@{`UJ6sQS~+{7~1`+3ue$lTUW
z*F3NG&_~6?W)3eTi({-mEP!KA*^|Yh*A<FsNK~|Z7r#Y3^!n6}r{C<{AJ2Ttj8V~c
zS?s~N&&Oy?hfnwfs(@LgBuVzJ0xYTA6Ef4(MBz~D<^|z?o3`SRy%biYAxCZ$nrsI^
zPlM|fJfApR)(F%dCm1vVh@TtI7M|W?PsUB)TX+L>{$D0Ogmr|Z#n#fl%MjQZ+*NOQ
zmXkXhQ`)cySEYzT|5P03sp-ZhEwIbOM~}}eIOJm#OASnTI!r~B2pI!8?-Q?EqK!k;
z+@_~DZ+c|jrqz=rsa$gwHRQ4B-Q7hbo6z3CTN6Mo5n=-}b4)YO26?7&I^(fv#ZIzq
zxU+^R!LGifDKRnC*bUB?{Wk?k$cO5RTP-+G3b@k7iV}BCns#7&L5trqQlC(g%X9NV
z)JAoHu%+9QSi7DlB(afYBGG1g@34tqSRxy9bI$eX|2S)^jcV1OG0qcbVZ%8kkLC-)
zR|}thNwar*Er{>a(BLIdn<7iat->a9LMvKoxOlzJeYZpo1ju@q>`bYDW-jk2vm0Gc
zyt(~t!-rVYMvJACV8~);!gMJb*oE$m-UAe<1dd$bl8o&fa_5+ZizF_jiCA|>anvF=
zk98#u?!s7hrVB^m+<lYtnYSNaZYZ_q(m20mMacJ=SQ7ovS6m#M7)=J*_zky1tA*36
zk#e?Je)S}x*Q_Q*a^qYSYT@|S9FL{SmZx9iqO}kV#%*K*GZ=#N6PtwpVl7UhMw=_D
zHQCy<*wpc1y;vT|MYy=z#Y%Rf--w8Hj2UGhlKP`c!_s%0q817#t=L^?rSKRs%HTAr
z8O@GuS^d@H>Aqy^ZP^*EAM1w7-+?enPvjc%Q6D3tW@D3t5JV6R7p`(ga%i9lkV{BW
z**uw89!);I%BzMQ6`uteh*KB~Ou;~avQte3WYH9cissZn7Wng_p&jci%N+j)1&H{W
zz@GZ&_dt-bdZeAA?9<KAkfDX#4VoDS0)Et^&?OHdfQJ01Cx%>^zL)UI3-!*$Ua89i
zN~G`C2nh5)I=xd`{pn(1-`8z`v0)y#FqOz*yR5-?1HAO?88T9(!lZVGH(;A#00~j>
zzx0y>=uZ=jfPg5$njN|j*WH-b)i1P}PYY1~o)@sU2c{l2kkk%{_N*n!J=f1;j|}&x
zD?d314Jy9z&1>KB9h-5=?qwerLPAW7#Ry$;TwI*wSqK2uUf`fj8*>#J4rMS}VHiY<
zec3LcM&BphAwzhZescgLHN?aR;telF3%P*vMO?J1m&Rv?ewewRczK)mejXsZHS)&c
zTa0BIJwbV6)%4+&Lvspnqn**^L{`<Orqzt8o8ewREJCbznqx)zfWu>lo01;?tTFdI
z4okAco<j5nqaatYW*yZGI6<BnXi$4f{jD|aqEcWOdpqkMzVOcp#*qGqlkb#g>IR7V
zono#TWaxz#Ey2}hPW$=!U2Ra#rw3j`ji_dg{s(mE8QH$Qq#7&~>^yI^2E=o6;hQZv
zJ}i&weKZ!sKs#uXw5NS)Y`6BoA<r36y;5pFS+J`H*5VTa@w&uZz;=fyrjmC=EQmfP
z`}RE)b-fX~*-0-|;IRS|q@3d*$+rBMTwn50T)DukMKx`KwBV6nx|E1Wz42=x<MX(P
zE7P1z4Qp10^Lkj~ds4nuduwnhQv%MIDPD$FK~cICEB(jWvo)>cyKzTVkOW<+52_J=
zd8ly?XxdTrQaD*U&cUNv<9WuQvl1aDhS-q%Onqj@bS#Cir_ike9bdO*@$nECz-(P+
z&vE3w3rO~>x<Hlu9_e@dNH@n+p$PL}A>)(JoG==2z7VDO`2~XC$IixS%uxpPv_#s;
zlw4f35*Jxd)LFCMD(@G)9o2<6gRHHh^RK5`0|dNI@r-;`CcMwbJ__Y$KFP7wwH#M^
z{$#<=Z?iPUc){N6L?t&y%xw&m&d(LnCXie3yYJENyB)6LTcuZ{0ka<+L%`F3zI%>3
zYZVspdO)&(Yyd?XAfBtiH9zs#KZ<(CQ1im}T<<5VHE{z5To&DTDbW_AkIh5$<dO-!
z4L?pmjTs)*ggHs8#JisV37-gi#aCAy4BfQ{%U@?bd;UC4pTjMNUm=-qu;W*Mps_)x
zl7&svmTBioBl;Basb7HBq)^~HUcN&e`soa_P!U?K+Fq=J@A+XlV%hd@BM0xiLxg5)
zKY^rNg1~*^Pq0QmiN5H0bab~_)m;VfMCFp)t%80`_It`fIvhDUJ5`zjZSsn4lin9k
zCZpex)bu_A7d!fQnoRuhuX{PyL{E&<OfXv&7iQ+!m3}K!V!4h+SqQUi_8#G}?c$UV
zQ@LpGV4%<HEca8bOk6nNP*LJtFq0<4DgEh!fg1S8QO>k{Ija5;E$Bp}wVH)giBY(W
zT+Suxz9ZqKhR40s%c~=RS)l$#><}e7=n^tL$&Sy((t*PDrz<69TuNf)<0evGZC9|D
zNrt^U1OAB;<u5S{D0ks{Jl>!)gdT<xq)z;z7n<~jgd=j!UVe=54=_XOg2*+vL~_X^
zKSzyavQ=~<QCGGwt-m<`V|vt)+0WRM9{>b)V`hzP{Kw8PTTxC*YZWta@ioELStBU<
zGr0x}ui8w`Ytzp71+=Ds!nwyO@x|@7Vx{V&X;<O%T-Cg6(rhA_mMCw&i4g96y=9}U
zkC6a>;AS=I?(ceI+G#Qt4G!^K5?`H`b)i`bFFj3Ruf>TNAH#Y-xz_9a(Y;GplHkeB
zR3x?+H*&_{=1aJQiY9iI@S6G#gG!ecx69enumF+1pvIhCz@mPgNPb$$#PfrkC_Ez7
zoeYh~8W3X)*)OCkH)y-PoWmBEZvg{^g1RF5Q&Y4Vw<MwE-J;?Ig|Iq$?uDN7S59zM
zVh|h3(@zfx_WD#DC|y4||LUCWFaM}Hw<S(*I5k4_b+5Z>)cKcuj-okv?@t~pDzC(y
z*H|doMkyq;r}n5u;g+@>fh1JZd5H`27|j*2d;Tng2^i<BWGiAi#fIK4%kCTCK>hc9
zPmISlV*Y4R*>75FcI*JEi})!A=b7RDQ+WRSH*-iok(a!T-41J~XKsE;;QV~^;ea)9
zEZh{qJixgF*osj4Zj^%F_nklW4=_@U_IJO20<H9s*%l$B>p?5SYFPAG_ypi^I0eMl
zK=;~QU*iU?>+eP^q@P_1bjdHoIq2%uJ3gn3g4Hg02Q|?F?{_;Q_=Sh37Ihss!xjUd
zCE9Dh^98<-(y~H68np90dWM8F9pbguR8Ve+fYEmiZr3nozh?-AQw2!H4ivI$;9PI|
zr>xuK0`hFYlJBRZzdx@^%!ANV|A!B{-k+4US_RbI9Z`?;;oGr~Mu;~5*9Vbp^7F;b
z#DUOb;QxPh5Si_NeGvI^4{-F@?fxKgN5{wxQ2qbM2a&}V{^KC>f?f#qhR?>qlaEZq
zmE<%JYCbl)7_;aDN?qf5_0J%DjAqufN-JVbQy13fRkrhZ)g4~sAVZc?NxTPX?;Wg!
zv0vbp=3qUYfpn}g5EM{`2q-^%DE)}EyMv9U?P;eRmE={6(A`FvLI$7OgiCQd8KL}y
zilTsB!4UkmNFhtm6Av+W{=y;g_s@_2`zQA0GUXYu)*1hys0OYJS;njiX5&y4se7@W
zbL5`)*(gdP`+b5NH8JQjED(y<Q4z}G#uL$8M82BDFezSg3fODA*6WESuRA^4H>fd)
z!^)Zr6tK@249c194YoJk8h5|XZMj*ZqyRcZV!(}Y6cMF_WpHQuSsyJM_(V0SxJ`Na
zo^)lMuhKKO!!RW5TD@T%Q9gfK1wYo&&z@R$Lzb?V2aSi@9SSz|pgdA)G~kx2R<f2m
zrzLM#WC@;$&&@|t#ZjqX&Hc^tv-T|RHpIR01CqJvBVVO1*4>zVq*}Jw-Iw;gFT}Ba
zuQ3zR>|KsfRxd)_^u2Sf_xGZ_sd5`KV-7QyE;6dSAcDu#yj5UkUpVE3fCOizo%bU5
zD82IH$*terbVLKL2N8nq-iAu?W<Q8I90Zc0Y3N$OeX@Lp0=vP(K9ewr*X{O^U14W~
zt===NqjHo?)D$*#>n#EhkuR)fxT$!zZLfL2e3mih@Yj{l>2Hm@tjuANrIhDDt*^y_
zK2P$m|B$-S$a3=IS>5!>y53s4)io~xCeowP#$$@M{Z_GgHlu*FlA2AR?fhbi!?e29
z@A8t?Cl#{IE$Gu->%Ot!cQv6Hx-$h<zQo<TzV^DiX%P8?o-uK$9B`N3V%H?fM|FSi
zKZ-vvhzv?oxxlPTiI7m4H|^VFijZ%e8AO;#F^6!)t9ZPDTJYVKP@vp2xAN^=uf9_t
z)Q$Njl^z4V;qv9Xxce0?MFUn8ED6QW(H^Zmom9NLoVmL=C%fxaJRd%+63OH7U%I{y
ztM4nJs^60WEiM=Ta9o;M@`H<(Q|)gLaSOsCUw{Do?VmudtWfw<PZ{>%PU>PZ;;ssG
zI~xStv(b&TlARgDW|PgZziFlPuU(If&r^*I!cSOy$<T69aMqm`>(+h-&=GT#uJ5Ve
zO~Xn=#lg^Wh2CX3<KfDjs$^*VZd;=)f(lC!R0#C>oG6s6@mTL-AigMh(HEwov9pmw
zSGQ<nfBk*q7Mfu3$T!JRC)fIv`iS{2VdDXW?HU=sFL*W+eS9t1Mng7YDMUe=>9LfR
zs^~w_S@0ctx>iuxc6VkSV7G92B)OKAOiZuLC3wJjL7yfj1GH_Z7ZQ&>E1=wVHJjuo
zOH~<u2Z<NDJhW?yg$O!J-)TX?LU)VC6x5+^nTs9=M{P-oRTMCYTboz^-LrVH>zeq#
zwU`365WWB{`J4?F2;SUk7q?td8hHL{?>!lE!c^ay_i4CmA$2%X4umofc*PD~k-Gn0
zY8w1Sk+-*v<)JvLw0g_m{&y~30do;Rk>|J(u|YQHeLl5hg}tJ;e=&h+M>@t$naACp
zQ`|^+`N;G396Dgv4N2->ik72WI?41qs#@~f0o(QTaT(>Rj!%;{-38<`PfXlIZ8`)8
zfp1IAKHd`uF%kuJK5m>XqZZ<F1Rg^%nQ-bw4gSmTez*CpC8^$xBfkpTViqkCcPrTc
z4vEJfFz_kAg!6akWnFt-<0t}OBU!!8{qf-z-h|?pbKz09@AbQgTTkHr2jScw$&1Y=
z8&Nm6y@H!U+EPtdt?jqVgOq-!hdSj5<>HS+{x{9V6N>-eJr#C?qvoCB-G77Ja@$8F
zrkWH547cZx`Y`qS<qm(H5bjQU7u;MqZ*yKbB5YtQk=%4;EZSC*E`UM88b^Gtj!VSv
zMg6I8Zn^@yk|nsitSdCW=J|mVob$;=-(S`hcmbkSX?4PV?)HUE3`#>lTUTZr?VwC~
zKiyuhl@)r-lNf3~qpfu+GDgEp9SuwhYfZ60rq*<nDzTk(Uo5?3WP3+AwMD}jELuKj
zhU-k0h5w2kJBD`1T#U!7uOb%O6R3uEJ*j+J`7ui#!KlnZsf@0p*x5v)r9eS_ogpme
zWcQR%OKUsROBY-QJ0dAs70+^M!&Dovt0zR{Vi|b^ka^v)npmbbK6F4#RPaF{5-!EN
zaFez->4|u+aJ-i&90>+-jih(#@og51S3>zD3@o@+p_`G~K9fZfN2fXw2=d+hD8<W&
z75<X-V!TsHANSPswx9joX7NmY#XGq4E9z<mJ{0BfN$zGJlRCPpQpqj)%Xzvq#689S
z<RS4jPvKJb%LTYWht-ybmU(P3F{5<vE55xfjb(+bP7v3-)app8XBw$`m6ULgm<IPC
zmZbItXahG+8!Qhq^%aT`YNOV$u(E&d#o2bo)AHG>HnmGThjG?AvXsBO@KjyH?&|=?
zeLp_{(ln1mYm~B%B|b^*k&1pJXQP^q^k>4*vUpDI4An*3U&E6zoI&clW#x-+lSux~
z5wQF+PkAHK*Sh2iX{+T6SBFX`Ky2@*DNTi~bV7^Qs(0dtKEBF18MG$T`W1u=)n3J+
z6J7eo_6F!E5`+R+A+c|KS*D?DR6_%z+PzwJ;p1qw9`vq4s?2=Ps2!*TA>Dl4ACBlq
zD6KH%u{P>n?Gl_Q1K||^C@%fuTl!PpIjip18X>!?Y{~>hTRs<EK9@841)FtKeb8*1
z8%VrJo<N?yrP>pOyfD-dgBB%VmA*7GNmo9gjS_J*P?aaz!kdrhfS6j)6O;?CTMc-^
z@tY;A&<Ij?nyU?)JiShot^PT;Rhoh)YWEpo{Ka1@8$Ij1`Qbjr^2&h>3#c8yG1R!^
zW>Dg@HwX;{qfj<tg=$Kt-(#PMd*OzJAM$_r`6ep<Zh3ey*5L2;*Gw%*2EG>=Zi^00
z@1|dZ^zQS+{eI|m(2b{7><oT*ucweI7Z5vo^^Ym25mRdj{*UMDe?DQVi@sO8+>7q3
z2<AYtKUZyjN6?!`0+2UO-HOmHaI&5?Y0AKF!3IHu-=}RCn)BEqWr6w~>F9bPby>*w
z4Smm5?QyV>1b8#>ei{tr0V@A1W;L-XV5NWY=j3N8Ui$l{{W-~%heH3&SDU`a90uYE
zdfvrtZ7<{Leq0?8^1ORK+(fZmkR)Ub6*{`n(Cr`U35jp0Flcpz&B`}S6_J1xxuZx)
z^aOdGAR!9el9H0W+q$Wo!-#Ce8^#AQY)|;lPQFk1Zei@g1M%qOTQ6@=L}KITe$iuQ
z>Ev>}SMKiLo~kIPQqIiK73A|g9N%T^ft$5fSq(Y??EjsYCmzt&t=B1R3%dolpscG-
z_9O$BIhlH^bmQD()!KP(Wv0h5j;{AQI(*BXGS7!-i#@4*(lcv|YXTDgMT2w^#ss4`
z@G{$$AEy?Bj?qR%lGYjY(k`DzL@>*>t1f!otWDcwZ9e|cPy<fSj=Y`y5sshgbI5V*
zbzRC^H=2X57~rw7{%iesXHC=Y0~`65mD!K0aoA36G*60hcl)PJy_`qmUOA|8>l0VJ
z*sf@ww|sn2ZEZC=EQdZDDGCR312bW07wnUC*u)&NWbM5i80GsuX)aiYB5$jzMZAdE
zJGXWyQ(%ZP{TX{2k*%mC3HB?OFQL>la+lY}ZhDTa@-vpHU*xJy-O5WUh%jT!`}Abe
zqKzz--^o1wJ~o}q7i~hH(Ig`8q12FEOS^TmvUAKq#iGXAZ!FC}wn2S!f~7Gn<u=%P
zYQaWUovgSq5A?^smBcgmRnh*$z7UIct~YG?(AX<Iq2-_s3nYK}lt?RAt~%@1MlOy8
zjG-lcD~BE)ul0rxJahgqF6CS97!^{n`n9k_Go{s*98IoX0ZNHVDNB1FU7JzvPmGfr
zQw`4T(tQ=Tu39f!1T8Oy#3SE)d^>R!H(5-XC-3$?M<e&=!`xW4y}pP?l%|PU-d`>?
zdh%LUqNP#->xTIAw`>)y%%oT2YasFZH-r81uuAV|_tcL~sZ0~=HfpvDw(?yq8Q^+P
z85U1*-RIVD>bYtaB{g&8lSzk`&;3|bO6Jhu9V5C5o1NK=$`ag}a{|jDlE=`*gWW1$
zVd()zSX_l=+e2v>#>Mv^QnLt3L+YtKmzuezq@XitetCnTc7r1H)Amj$BtfcZY2R}0
z*kB+up1T4rL_wk3>N`hLTr4KzmBes2o4$4Yt-+;*b<VR(V{yK6rsC#+|JL~khh6UU
z9mi$Kwv*504_fS4g*76DnvsnrnbShP{>0Q5_@~!J2bC*AKYHavNu@E~RCCLlHE^YU
zU+}g&ho|W>Vl-7mbAjQN#6s>;F_aef>@>ZUJ)f8UJuzy-LhCz`f!B7UY*S7oIKoK<
z>&x5tmBCVA6g=E`e9E&rF%ePApo^<-Vo)dXT!wqlU~kK0pUaPlLIA2cgJxP)zS`%c
z7AH9LDH8)OW<vTIDaBh7(0UJ0k#NMIT384h0jcy^jHCKJZ{0%`oWC+C^##cMFG{JT
z`LAA`xQ#hnucIHTODiud`-hNNX9goo#p&ljtzHt)xv7dEDo}$CE*WSTI5J8i&`-9B
zkd7EQ!0%V$(6p&?{r27Z1nUN)13Pc(dvp^V0d!PgUzx^MpU5@o@VGxGM{;-SK$^$b
zc=h=hbHbUv5U=YTE#HIL-5m_`!kl(4R>~l=EPnJGQXwmavg0>BKmrg)Z)ay`Z^!C)
zclg;2DtgX4J*KYn!fr!mId|{GU4;bP9oL6ORvvq+O_i3cf-SJaO55k-TX#NWDcN`}
zrZ*n^V0Df{<S<Ld2RfP~ju?n7M7+p(K9Aq)lqbrbX4S^F5k2FRoYFWoU1Kr}JSS$s
zrN5iQw8Vmjxj%8Csl3gWUo7*z8_2~SwMb$2$77e~7z@R`GJB~kW7p0g9?MZpew6|a
z52MNTp)ZU~IcACU993PY$$vH#RlyFLdiP3%2C!Zycw&_O#1x}2Hwa#W<X=8Rux@PB
zKUkMbS)F}oL<%I53016umrKDTKZ`i1idS2^7ZA;SU^jGSX)mK|6UnXpBH(Sx%>t%k
zSKICV_#b0?fmj4d84_Br`K(&N2IE=?jL?r^dmb&L-bBgGM5DaU%evpWR}`V&aJMt(
z-_<e-iO=jyzY(OBR-h$WPCP(x)fk|DEZe10y8BxNGYbeodOL_NzG{+cgVap{G%N-^
zCdno_Y{46Twyemy{{%g_lQ+AK=bc6Z76ZCnC`joJ?h&TE6pTh6&8XK#=-G4{6|d8S
z3DhhX2oORmh3R!%{Gz{<h22+}L7K{)tz3rp&-%qb3EbS)FD(7|ql6Z`yLsaLFd{Cu
zE_JgwR@C9T=5YN^{imulQiQ#<1?#~5O==#I0@T*Y*e?8GS!X%%AAi=)F)LYenL(r%
z{y2?Gk5bDWsJW_Rt;3$|obEIU{B1q}X#QqTd9QSp2^M+iWwjkUe_A^Bz`07etoIy&
zUM%jpL^pRgW~cV7_b?shULg;m1JnAK3CkHYd)!93miD(8*&1B_lb}$%lJ0Myqx&DI
z_D$it_b+Z=BQkto01yILNCc7US0NY*nmQYE=zO&K>zC=R;H~TOzF_2;2B?b+V%^=t
zrktvRd*sI2pzzyX{*OJdgr&qlae!F?W(3l_jM;8m!~cb2d3Bh07tk<JA1N$2hN3cq
zsjCH^2u0}8vaE$4jcV?6r2rlH?hOoN_Kqpf{%E$IC?U*ml|H6ghyoUV4^~>SK<1oA
zxy0W84m1ByT*#iGRTORS9ZprD7YIF2Ey~(F(Rs;DbhQ3suxJ5qzx^0l;w5UQ7w03l
z={gTb8cS6pQLu5NQ|xVO>$9zKOQF5bE6D^OH!B<+%e`#d7`Zt#XvZT5O5(fh<X@+F
z&7_PNKfG+Q?@y^1M0flC60hcB_OhMUbEwR_F<1c@jNu6|7(z<r%ccDJMB0Q%NWA$l
z=?2!23I7cxWM-se__6qrXv<aqVxDlrwr?(%e0SE#pyEX}EE-kLXTkkk%lo^YOvbaH
z7w<(S(#8PwUHk%CHW?up$G$?IL0ZjTQV@itX~|tQwlx^jH8c^KBHVLp8BhvO)!{O7
zkh6pK!<@$G0>%rzcuJegz`_?c!)W!j*E^r1pSC4l{wzC~-W5O)9}We;chB5FWfHj@
zLM*`%49YY@728Wa9M5W2qfIGIPb3e7V@7W($$VRqgf`~paZEB?#h~BTPgTPB`lV)D
zdG!u*T}!$8hA>L^n)-7r!L<cXqU(HItNZ!rQM4wdd#5>J`D;%aFJI!7UHFkL%j!C2
z0L@p`2G9VLROtw)g$R65LRq_9lT&UjoXPq)G+xVJwHiv&<S;LlVj6h3ai{)-ejqFs
zT2vzmb&MW-@{Q5yxm7-w*eL_bNQKFcl!b_KOY^a<=P%3kn*1FN;MUeH_P8G7hAV_M
zFd2nlKML5O)gg0mUzDHCG^cVicSTSH;DajHz3F3IT$tUCs1Tqqy%g+8{L|%oejsQ~
z#l5C#v7slU#!Eao$0nj0E6QlRW;)|r!d*b0IUWh8F(K-==2Xdc$K04~N_lva)uPV#
z8+uJ2@H4F1r>Vs2P3q6Qq|XtN%cIZ=dY|Q!@OYgKb<n75CW6S3-vZKj5s>JS$Mtt?
zrqs&oc9gXUkwhwzfj0P8B<)1)??!DL0CyOiuX^6XL0brX03}iaVLw5e2wZqZv|iwq
zR$MwL&2VP)NV*B*1?|c>KF^P5!s+^>1}W=Xt$7>x%OAFrvsQ}m6&BOLyv(-4j4ZVI
z8$}okm%J<XQ;!dk2f)}HiK~S#layLy27P4D+IfFyw9|ms6C)O-h!%Vh`qv6@)lMwN
zIC7J?f!xL&3LKCL&vMnXd*_{_p@%V%dR9KQQ~UsI^>+fs1nA-zCf8j4-7|~w5@CdI
z0w1BC|0%+@betDwV<pb!W4SA#N+66<Cd&#B1n%2FNXY*=q%gk60lH0|H}!K?mXgr1
z!5m4+qzih~(2JUv*TM+zqTvg`@{#!R*DTqct>YAf0^6jr=b}jkME63M<tfl(N--Ji
zH+Hux>%K9LfNub?X74EhF4>nVdYBgx+eHb3$4N>?%~q_&*<bhc;N=_8?YH_m?$j$f
zKdhabAsJGV^s_ONKpPbFAiNatolMt;zY8xIo9RD@Y2f9Z`BBwJIRnuGW28udBEz1&
zIsCE4@Aft+#clYK#O=3c#82FHMlMsU(Yn5^l6}X(jv3abs%hmqZ(mn<D%F?*9>Ql4
zf)JGK%8M<yz5$L)e??2mkF}IR^oHz!tbUeeG1zl#8a+a12vb^ezBT8dnB+_~cxqxQ
zBG{jElPM3%$C?fQja?lrBYhAulfVi;<{*`|YIcS_cTV$_B$Kf+>mSHW!=Y<#;jHwn
z?*6r}cDiksRArDWXWNlK##;1iznJ7*Rcjy66@M{+MtozG+c!9?7}fSjLGs~$?E(WS
z9+F@NB9QT0tS90!MB$&3U1E)B!&E-uE2W%!V}MW2jz3XZfy%fCX<!%9HY=pn7olOs
zNvz%{){4JAvczuWbwSNWHBEpvUIRX^iA*<8pv9i@ED|=Cr#O`1Eu9uDa-N4pS%#0L
zNq1bvEwz{i(=`axE!nR{nTH;cZRF#yBk=wTXAkYH;FA&YRK40$)oy-g1lV{2tn%}y
zc&2Zk5n_P6>z{^!#q12Ju4;?)w<sx*3-YS0`H=Bv(h^ioqD%{CULHeqjvDkK)Ue{N
zU2K(t5c|Dv#+nT~8RZArGZZQAT(QoYjz5fG;gbx2V6|UHs4JP=@O?j$KRp`Q;yVIN
z2X(v?U&QUU<BjT1f+|{?-q#pht$JL;*XeuWuWix+CZ{wX4Vg1M{2FaW5{L1KAb$<(
zESuv}b#DHkzvu&(tV;R#i{Q~msryVA?~*>Z?iR_F_8im{_}0nS^rLQ991q#62tq5V
zmi-CTr)zp4_oVU^p@#OEOqu_KhY{|R@7(|*{1=Sw5*@?lRl(4KKokB5p6^)9LkLfQ
z)c?Mx0OkP(^9s&}UzsZb)_yOoxvlvtY&1j*$%yH{x(5nRH7b@|VdxQ37pDgEM|<28
zQ?!d0C>oA}&W>z7vL<wkT4iGD`J7HrLCR@fWej{Opm?Pcpfh&KKn*=oMTDTc+o;8x
zu!55wq3iy3!86)BBj~AHGeJ7^NqRHv6;8jajENVTZ=)W{{T>$<V&T8Ub4kAh3H)XF
z{{XLNnHsyZ@*1<XHxWRlYh}CZUvulNiGYtHEy9C&Ykhn#?9A-)A*Hn8vQPR)@Xjnh
zFE%F~s2FS0B>0<14YzQH_HJ*65-~gFi<^@O&*gaQr@kw+?@JSK-H37-m(o8A=j+jw
zjJllz{r`T8U|w!z8NfNR;5tx!alkL+zR?7&P}$NoT9KNLuG%=}puthg4gu0uj>%1a
z33i@_Vk_>BvpkgDrE#gBS1&E#EOGsb#&)VfWRkS?!8t8kbN3bc9-kC@=}7qOv$6pj
z@u@k}`?g3CtIw`{>P}?M2$*~E?blb)ba$IJZd4LE(H}a4jGQ#00}~^qw8rOsE#J`+
zNJF@3%hHQUO3<ro0#xf9l{L4Wr-aP{t9$^~#?GGM00zK92T%p>3s9Ng#kS)0w!wB)
zA^Mqx07c&CKNQ?1)-q!elTbrbk9W$vE~ipj7}Yaxi-6qZm6P!DfS;(wS9<6OgAuUM
z5qRI@DD@mdj+lu{4Y8iE_<kRLwONlO<)z`{;FEeZ-GpluSrZSf`lYQwII32iar3ho
z3AVXiOKhp<RvCMIeWffqpK>oF@6DW`dm#;pUpexqhe_v=fVwMGX1UvnTa1=ii@HJp
ztw{q(o`y9lev$s9YW*5C)lcgy6Y;V-l85|-u+(XiOWwGb>@aKRuSr&+ZWY$_mWJlj
z$17N^WT)0OqEA4P$v2f7cnl=6?e_)?<?DNu(3Dm##T&Op0_@WxA<+YJ>R;KaiXzXO
zJKtTF9{A0F0w}PxvT)B>m1h5yIs7lh|F@PiaC~PO*BAG%**(_evYiO!VcLBPI9^+B
zPUkGU)glo_vcG7-XvE(i5W8GR-{1Z%@LxV(Ft?qr3^2FvxPE4gQSMf{FN9ohxCY*D
zS#`{bmb|Y9$@BmHrcLDU-G(J!;N*laqE4h>#XO<}2i@73ASvF5|4+WnxfdYGuZ}G`
zS6cTT3M4rhQ{p7odUEAR|9{hC`9E-O9&MeGvB1b$?@|UTn%P$WOAn`oS1$hoF$oDt
zR(g}(2H*q40jH^Gc-n3S@S}tg^f3?V^9lM&hp)m>+MT?wGf=W3iPY9N&q%XQ?yQKD
z%M<v)7XwFri0tzWgDaGIn7+%~A1iLgNoL2MGpnYKF0}qhUznU3wUeyi_qL50{VWZn
zD>i87Q_odZ;MS5-{^*ERB~AClLqCx<dTj7cx<<Y)RLK3>Ya#mpjsi&ATh87;alQLs
ztH;Y)E){E5X*uoWssPBN!T{W!ip+lba&A{e63}rcgFahTx($4g01hK<WPBI|Pc-+{
zp-y~gzYtBVfX_M?VMzQ!eW?l7I>5$EEnN}ur#6Mdy0_Ym5lzPH^MoL`7TF8vROXB)
zwhKXwa!Z98jFKSsCm4*a<LB#pnY7fhu`oNue787JSS8BRI_Dc-TXOmu+&HN!dvH8b
z`hnH&%93s08XEBATmLN=En9)PBv)HEPxzq4{16y1N2_sJjU<Y&tSkLdyeUlm=3(2%
z#cP`F!74rrXXlD0O11mD&IXum>oPbQ`9H`{sOMgxC!QV1Q8`JHd0*$DkVR42xX>zs
zqFe`>Ar-$$@%ybXgE|XV>$M4-YMrR-#@cyjk4cCDJ_)p+b^{#ApUww+@bu3&@m!mH
zrUCB;F&EobHsJ0sH)>?<pdMf-mPjnlk2zsPsrQMtVXA<sC`I&9)X{76g9Rey4t?4K
zP`;J)U=Jo=m(NN^^?h8sQS+RGOQb~l9jNQLYZROW6c{|8%0V?`RVUbm#8(KA*ew>R
z(%8a^_KXUz`d81o3lr-qj`U-Rg6H$b$D|=)klmPgt62G#u^HLkmNOve;Vs`Wuz#O?
z2@oniNSQC}N>9cvOUeUx{|j%oPXpDVHRldfUSc3W%-Q(4Ct7uxpm*F8_A2R&wa@m3
zf8I8iPzUtW_28%U4E(00?Y*IdVUh|B7-ge{9t!F^77T5M#4oRBUdVhibfjlngt2=t
z$3vJsR{W(dW&;u+A@7W-w8LX8T6XUDl%vU&U5m#7#>@-XYcq+Jnz4O7Q2%X9EJm5`
zQx0>;3|q~B9<*HQ;#kWu>kqsJz>TItT8lWy-DQ1cUmUKbKrn7`pV;{W+&mG41p#bh
zVh{TWw>h081P=(YRtIsn<zEyvDsllx6oPwmN|@W$twHd?_`I0Mf?}^ga<r|whwhPu
z5@%efgAkcijG$Uz&gvkIhiIwljUF^{?Iw#x;u5H1Uu=S#6ikuVwz@GZy$HA5bE1Jr
zQ?lioJ>#;Wjfl4d6NR@jr%KNAzX&o2*dhI5*6jXgr|sLI&AA>R{QQ5eP?{b^g-l0n
z{4(G>fpZt7F5EV}AaVnp?3-V<h4L4ro9DK8$lqaMEpMI7?J23<ta><`Jd0FRP?bBJ
zk(109qnrpAF$c{xQFiI{zD9TBe-_oxE5Uc|>}qN(u{c%#v6gzFJ7z7Xl%YzXW=0x@
zZ2(Rl$6LC)X!HOVUO0vEsb7dLd0jgk#qeL0@oSJP+O}PvcO=PCvgY@QZqc`fC6h8%
zr+=tFhoqiJ71aVZuE5Jd*QDHe((@l0zyRhE4&t{!K#n@Y?}&=l2}+pqv7gf$w#R8s
zol6J}^+tD7YNicG3$`Ej64Wc4OKjUflz`tm({B*F2JpQj9*=S+3Pm2}(oMf291vOG
zI{-gIs8rKSScQ#*m<jNW?(6@yiUWL5fD?&l%C`Ai{Vw2va&mT7z4qu^JCeIVQUR()
zVniT70+5|SJ7H|@ye-@%>Cib&Tn6V&STq9W-TS3?@j!O^5QH(PUcC_75fclJL;Q4!
zP}{@6eoxv|&|==JeJeE!WeJ%h!Rg1#2yFV62tbJc>8Ks2$Qz1drJeLmiiO+<ZUIVf
z$TD53Na$NZZ}5>SC2Xdj=1M?%@f;N>Z1@HMMu6XuPvNvt$l|YKTn>mw0{joAxU|7O
z{EE2vCt!mw_ca9}9G(?Y1b0+<+&kC?Y9_U0tvP`1NRC>oBCkGo&t$McnBafSE5Q6#
zkGe0$^76kA$q`$Q|JFWV39$Xx#dyu|cat#RX?v3KAA0%|puly?8leY3T}bwue>W#H
zZ2rFK|8In~A<F&x@2TT~+HYnwe9xxFr=r?+QPVZZyawaj4<YS0Q3!3ke|vx_e?caA
zI$RD=Ef7pFa3Ky&K5z|nqI=+bYHkZzpUd*u-S*q4f0V&~qt(1r9cb<=b{{z5Pm-aM
zJKn^!$auX`ap$_P%KJt+-}kh8N8+#SLGsVYkj+)CV!?EwQ%h|q7CfSK7&|mK;5cJx
zKM$W_?`NN%t~Iz-s^wJPb59y|ZRX5JEZBEsXQr6y#3j{HrwbMV!hy17H;@lSS*F6@
zMl<xjO2K#B|2l3*s%yF1=&&Va@|1(`feaE@=XdW>-**e&x@rQ@gzG`#xOVRK44x_H
zg4r#t#B5CL-x#{L1H9rggFm{r3U<!h8H?_M)*95#<?f(T{Ms~K>v}S0(n4i5f7hfE
z;uIb~wt3Vuh5DCDfi~XfS}%o`j_zkp6#NBLhLR;=_vGc@^!E#-M}Nup-+4}LT*ykM
zcxAaykbsHJa1%bZU;b#_`kuG3VC(0o^(0-NkpHE{TS|yvTTVFkTe4F)L8fi+`3})d
zUNt5}$%#qLCH3%t4JVbkT%|PDdW;a}<#r~<)a>|+^CsHX=a9+%J$((q_SOzPLFeR<
zjup=$eSx0^)}@e{m*9^8MKZg~BMRkmMOUo3jk7-+KX?hw0wpr*Hmt;0piaK`%?4l2
zJ|=#B<&CD;7vOa&f1o@Q06$&yn($lKDw*W)Qt<nx22EvyP;v;YJk|KA|H(07El0O*
zwX^t?roDOiqDmp@=blScKIiYUu%$VD#@(jO|7_M5i)_7)ckg+Gh0PaP7DGN@lz*E$
zIv(F)-}{~EvvH(skq93>YCc*PYTNxb%yFcl{T^u1ix|EIPk#EaW*Sm9%JdvOM&EHE
zIQb|OZw%ADB4NqNJwP!F?npoq<LGl3#?!>L8;MQ#MOi~V@lC!dJ$=jB7uxHpbE>B{
z^Iq^+d=Yc-rJqV#Dx5(?B`K3d2O>CT9R<^>#+wT+i$hy?XpO_r-|xQ6epB|lp^Rrt
zpuo5nS0`>Yl966IW?w|TuoMW!2_ok8XF7#fWKFGurdDS*il>tv4oc7uWEFAf%So7d
zVJ%41J!mADxpX!E{`=>bX7mMdM_<h<{UxzWEBP@2{QUXxB3~=3Ok2e&(FrJFhHlh*
zK1U7*P_0sb=F2v_{E7LL>d5-lLZ+uR_6cFb73xm!Pe5k$s&!sLR+Wy294pa|j!#LZ
z6ixrMrl_QiZ4<t|V2BG_DjtinmUe_KFt_ZMdzBS{^+;;vX$Q3(V?@&)`Hcwpi9t`k
z;5p2@B<0VzYFL!wW;&1%S=4mb&smIDsp<Ac@Ri5TS*SZH^3IJjSs%%43dgmEG?@jk
zdX*0}W>m<(>#$Bxi3T$DP^KM1%8_drx#Y`?^vfG$A|la|1kMYRFExak>V>X!alF3U
z3_M!V)k(Kj{LWE9t;d04C|Pv6X76S^#If7WDC)c>!MSMJ_@u@ujMFW+i{a!!nQt>a
zP83Xma$wy^2RpzajJ{-sZ<+WV<7BMMT2pkjl_H2KXsffhY)!SP(@2Mli+l!R0`<}t
zg8jaNryFHGn0~TWuj!!Cc2uY<8@totx?B%|)WeMMb@Er;CNg;^l5kH3Y<TMfL~?b>
zyyRtXWnAYcEH`EATRiEfYFZBUkRh~~(?>roq;J$cN-~@qCdT*VWP_~Uaxv<Zqtjq4
zO@g+}aYngT<l+t=jInOedK*{S7438;YBtaBhS8Zm^C#_$QxXbh5&(qo2C6R3#nx*K
zDrUmdx6^52-U(HYwh8@{W70p^RoCUha#iLA`buIHRZe4Fj8CgCa0={%@>Hyc2i8r4
z%}+>7v?Uc@D0`56soT=lbW-6XmL-dx-jsW8*PKMhUcI9<x?KNcNihm^O6bq~nkdf2
z(>c~6BPPC~`2+fJHD{T&Ps7|ksx(w5K%b8Sc4;zIYk~m;gy>Ztet92u7;Cb`&S~m)
zU=b}yet0PNOQCws((=vRr`;mKb0ZcrgZ)dtIuj~WWG|i^%K~hvGtd5BT#nh;?sZ+a
z`h|K}zoGm)t%rv6N42Pm*=skl5#|PmEu65u84^sYVTs`kR`R(r(!s<Bja_vbdAlnd
zoK;BhkBtqcEZ~~m1RrQG#S-=!TtLwR&eK8ch_dTy8tr)esdTLHA%v}er57>aUXof)
zb`tq;#wOCo+~a~%ie|y&X+4A|Ug&Rk`cGnATn&0B38Xzr!Y2RxRIk=6*)Jg|r=9bZ
zAdwB8Av_+%0!`6E@{yf>806Mjo?a#;IlQr`r^5^>5LRwiV=_hgVOvs^O_&qIh?g^t
zvhTCvab%#88kt+FRJ*(b&QOQ!N&QOPq$pCd>W!zCkEcdTU32;==yBb~Z{)U9!|Z|n
z0@lsmaG9H>N-R8uw8MI_tqH00F|k&ZF2F7i`k-xXwvgPqb(~6Rl{Gq&sW}>7I$0p8
z1*~VRR*K2N5lVeqWw9nx<$R)<_PNAa|M^^(4SHKeZrTr~M=TR-p8b4~3ghkY+?EM(
zV|R!2wpu<CNC};*>a*Cxg@PtDfPpRaDi03T(@sC(3}e)o%1jiQO3zwvgQngz44zbE
z?boMn4Q9d=VlzT*AX;SMD;QxSGYZo-^1|wiPJFQGPc5c3pyv986nP=tR_rkOBEAxa
zUxSaPJNaFHs>sC*S5MXq?>4H)QJ;Cop=iU5u>*E^{oP;lHZad6x(CJ}e^Z$|ukScc
zKvS!K-C&wz!8|xNS8z<Rk?>Mr)-{fF6=cM13*~zx;Ub)zAdTDZZZh{=M?lx&{b68I
z>+}5S)5Wt(0_URKjcI`~-7}<E%6eVfeeUAF>)G?Cxj;on(c$eR=<=nS_XRn*a(PsX
zzSEw_#Ewq2wZL7jQtb1E5cw}Pt949}I7Q5N0(Zy7WxKB+?|DRpp344|{IbCDBn4ff
zhB2htxjF$=#wFiNp@6MkYG|x3HCzSl!*^t)uW24ZfwZ+=gf4<tP}&cN#Ar5OYK)i9
zf3O?GDBjK@S!?-JV9x0rzKnYnD0q|v_0h;-m2X<l59`^G<5Cz_kY1k%0JnO^CRcjH
znG|9uohTDs)*h3m0HYPsE7=Q_-wN%OVW?x4zr@#Z5O6n=%a~F${sWFiSIw_beKN9v
zZ7}$H3?&cq;=9M?^&xqQ^Dn~1MELp1D~PF^!UttEPQNBFzL?C<*B)#@?yRtYbDG$j
zx6hF9p2oZ!v%iCM-##{M`xOg>@(GYEa$`|Y`-g=|eJT3vb^hezOQgyG(JLCj8nk!#
z_aO<w!}zbzh4%ejC@$i=@J{Lo7!ZNE!ie~UA0<mTAex*0*=rh6!Vrzgf&nwe@#Wt8
zd&e1TV{R3{7*x737|1^j1pfSv?KuPjYL`h}5g+jb{=X@Fb}*_T=xZWy%&74g!mzCw
z{RfHJk#EVf4`Xk0bJf73KVkV>2(w_vc+$t_-+T~zQD`Q^Dcb^!AYRS}3Zx{KQA<2#
z-6<sq=V3Yc`UAHl@Qaf1?lya*Df5)(v8>2$g4p09ZrFD5Z7e0-8oioeel?Zvm~-s<
zfKxDhue(@5_*JNrND;A4ojq0lE{VF?)Flc71LPO4coIiquoUmJvr0_!az-ENgyDiP
z>$9xaNix9QVU*SkA#I!2oDDw?-W$QrcKVqgO$cucq&LwBWunVw#V5J^s(Dd&vS(6J
z1|v+QMzN`dhgi`IQcQG;6_OV-1(S|{3#!|J5r#FrA@eLu|H}8foSgHn93BSym3G)U
zb_JhJpw9fz^I>XUaxsir<|IGs(=5|gP;qsh<?@GP(Re2DGy4AW6HN8yS+m()t>%9$
zln;v&?~KO7Dv#_Lyu>J>;}JT2`SFrqKe?pa%Qr!x&%Zg!EBFvtTP>l%>6bS|L^E>2
zE(Lw)YDUGe<x6(TM(@aptoZsV_le4IX~ZG|8B0lrR@&4U-I{t#3e;1+(m9SPmX|88
zc8=-5jkOb>7AI)VYB`ZfGru!Nt@{#IZP~5KLpo-5D6_aQ0Q64n;M`eZ>@UT23hV?F
zmC(0n_U%63$+Pp36<U})u#Elr%^jrmQeYGoi81yj%XEvP4tXp3V!5xCCPjmmR`uyd
zkWEeYSQZv@p?z~(%?NO%OTP2|p~=B&jv&<&byQAjy+Z9*y~p`Wk&1&nN>iVBbJ%je
z?kFUxPBDfH&6TH5G^qnuHhu0dTy*}pRA2n4oEU?;YtuE9#xl@jf0e0EKk>ZGvSWbr
z8_R%E5I}UhC3H6%q|7acth?^<E-9NP-?quO^T_3d)tD`5MGvji8Hr=83~pAvVg$Ah
zJnKs#x1O6?Cs~RA<b_~1yrlN#pH9|01t%Tay(Q9YVbApIB;QwvFttAK6F7e6Mv^Rg
zJ3CP!zhVkijhS+t<}z=>U6FQ>C9QChFY@!|bg5^2p*KCbrFtWSX^WOkp!Ub1TlF}j
zJHV5kxa6l43l3^ql>Mhgw2bpkZ*V${FFwt<k9M`*rE0+veL68u#|y30)3bGOx`6G_
zF`SZM*+b{nG2-n{`m}GeE;Umqf_s@MI=I=6%L!2yuy?lne<D`0Jvj^Ln?U0<nYGJF
zrP@5-Mtt3sjG~JB&dRvQ4pg@)!ZT}XY<&MI9mr&aOk)csHx;)7>LNAbOmMdz=>O>|
zVQyDz^Uf*rPK3w)L2vVHx*X8VB&vsLWwSK>X%KjRt+i#KqnPpgbbzUNOQ3KxSI-B$
zs&ncW62@eMSKd}c3z4OBH+^5HUDHwRAT$o7i>s@D#B1opQUr_IQ{YxPR%aZS*m4%>
ze>yyOm}KSGUpubA_P(KPid;3cJMS`3LonY*rc@oUI<?2tL`Ygy<oGRqFdNj_i&gp5
zsh#4-ufogQX)O07yb}L&BtLcE?K#HIY5rrOdTakIzkirup5jX|Dn3KrO7v=Jzst2u
z>5izP)Fvs#T1G?lWGt~uLbg?8bIP_*ra00@*OffwvbxT4!1TSZ%*c%4Xe42599L@r
zsn7P{YZ7}$sjBTJqA>|yqq>o2tyaszy0IpoH*78j>X@CXOy<LHuz9C+gVzz=7nj!R
zwjjkfvNCQKIeK@Bt*8xWAday%uqhcV{UP8k!<t!r8w$7J!dv<mo}#Vx6JSxSs>+%O
zwxX_}SxNAOv#0(}L&Yt3l%MqdJu<gE`$3ImZlZGyI_sL!jVm{3cafGb!L&uk=^V4K
zUPmN|EV5K`9eO8RJ6p{#uib%4?MW$D@3c_8`!+)r7o(xf?#9mR`(e1S^CR)+6Cxd$
zqBCAdahj8bxb3=LbhLT0KjSCHx5sd-C^nC@w^jD3K}Fof@f&;DGhx3tkr~q&Q@?bT
z;6~EgsJNK<hRwxqioVzO#V0wL5|d}hQk~j@{8M=G_^_sw^jm*6Cuq(z4W?@GSJjsu
z${>!@wr6S&%Xd$NKlCE#6J6o^l~yjnFyXSB&rfe_&Izty|MdwzFoglD4#RaaE6sHi
zFPO1=ce$Gjw{)8*ALvwixnUz|a%sVd59~XW#e8^=Hg~zmX6O*g525u5&C*a}lnWG&
zXu&rosC=cOed)Mczz0$*EGIwV`9WEo$)}`mw1B67k-ScAieBMk;+A0p59oeHh>h8O
z=w4^fF*AKq?x%)(1D6MfMP8N|(a?}`w=T84)Em_#rGQb*ceUXirE71*nPbju4?NI0
zUftGj-~`4a$$y>MjuuO6SZcmU)ch!$V-X%_4x7u)zq&2T#824IJ!H5UKTs2CDpa!T
zcs2~~=Khe<@q;Fot5Zw7ea2M@x98<poYhc;PKj_6N$+Cj(hHrdNusvZS^t3(xV#`~
zqGhf22l_A!kusKWYUxSyXNj%4UeXm|Z->t@No4|zTjH&@UrfG{q66fB{wV$zw)GPw
zIQ6T#{E=k$!Ztt~cJn2Fgc)1641M@^J4+R%x5`(o`;ReUAWiqn8h8|Lr-6`=@RI&1
z{T?7eUcY;YG_vx41S<UdAm#rKfd0Fm@pb{<4iH9@>E?wuSE4vyg4?Az9J(pZ=*|@o
zOiNnov%!7xvMJk4FWG!i^Tt*2{q$oPD)>zBpcvfvoKwYV1%JDAcEm=l$1IgJC(Pkk
zxAhl_t`5P%$z6uG=?=2MAHpI+2Z#CJuUOj})ysr~2?rVr*>Vi{ue47ccbWBBggs$>
zs0&uF$sq0yeC6+Ev^QyAK{HDNeQKNQ*Iu(5SyxFgyc$%^`oEZa>!`T8XHA%d1eXxp
z-QC?SxVuZ^4vhv$aCevB(zv??YcyClPJ%lGCy>B&-rv15ckaykzF9N#$Mm8(>##Qa
z?5EDIb81)ZddeU2l`+blPOAz-N4LP&_@KO%A~N(tr~cNq&=j+y^`q<zYuKjo7;{YE
zp6Th1u$S+4qetdt3cH2qK)}UxpI|j34q)hrZB+$G?#%d2F{4*pROgQq5no)G!$ixh
zgF_gb9M|eGdOEuKRr+P(Rn#a^v&&c_s~C#A5_vrk$6@OC>}?5RYo!HiK<B8sX_7x^
zudJ-4j<NdB^0?fhw<+x%{ir7Edj6^5!c)9p6sYl9pMbu;J?6FwPnFVM1Op_dEsLwh
zmmzD%28JyW*i!pCdVu2bj~XXiW_zcpXS4VtJ?11E0Y~#(6-{G5Q<h{^+HuKyMmY5r
zu<!12D*FAZiW|vt&QaT*?3DIub`|Dx#T}P9-atZ5`XGy&CUG_`5Mn0cfkkF+*{9UF
zPJdoqav}|Z+vBqjn6~cqXOkv%bK3j3F^e|~R*xU{er^6*rj6HTo3Ms^hUvJi!cu<d
zl+fjdE4kduR}C8O`5Pn^v-l!a{xpCcJ6Q7XfV+AYA!YSdr(Du|ojxI^fzN(_43m5O
z*}y-yfFc4-tsTy7UP0X2*=#@8nrsX?`=FzbRBw+h^w&(&oS%;S8;kw!#)GDPT=@&1
zSrLmE+w%)t5+7|$M78v@oha5?rYdhEgtW=s>`ZV>yLS7u=+Q@q+GH*wLtAH@>&N4!
zY@{+yoR#uuBTeE43pRnTXslRNGj~6*=xpGDEx-;%_<q?ssM6nB$EL>-%zgeuZx0ZB
zr7)S?o5(sJngDGJu$$4UPT<pNF|3hD@gG5zTk2NX@VPE}dl#FHwjG~7XFBqvzrB}z
zygI$r_Y(2$Vqwc&WrlJHPO^Kny2;xw37eQ(>=%1G;~3!Uwz`p+Bz^!^g4~LWSfrOe
zlfZoTDMuAhp}J-)l?N_<@yqQ_8TbgjC+|Hlbh~Zys^TzHr@c0ITDLM=uccy))pOk?
zR?;hO%;T&&c$l$mfX`;N)#McF@h)fn;Gz6$xxKi!3yR70b}6_Z-Q)K9)su6tef99y
z<;2Yxfcs<t*5nnbe8$n4_NE&jQ?va{ipp^6Ho<QaEBNB7o6_H2<2>o^ty4wCgH9u-
z-qo}B^n9L;0O>q-dY+tRlP=nW(>CC}i!k(^)qHNbn^LYYmo!o+hp|TQ;Bv)$<Lm+b
zzf7vLdgGsNE9XKx6IPkHM|c;lOSVozH?|IAeUo4FwdG29V`xoiRoCy#M2d{v4GmdI
z<}&0<NgRNKde)PlNzh;-Svi25vrC=;bggAkiw~NA9H9}Ijxm=wvAQfN?RYaR5ceIa
zXL(h4OWE7m63-<%E99TvITJU1&o{(KDgU|>blCLAp<>*?)PO)W`GD?Y;`8@X4xX$Q
z5>U*1>E{Zjh_4QB%eqlb4kID`QUrzCq9%$=1Vxu;y_KX|hOBYK`Ax61g-JE+xa~!h
zB{JID;DezVe2CGp746$UCN$!fk7PixKBgJ{#!uY%iW6#{ON5z;Cc4Ew(y<_5FgS5*
zlfEF4UK{m^8PTeBLUh5ovf&K5Eb*S1M0SZ<lNhuKVtsJ%V*N**v;CxMFUGmk3=(ui
z&R&a_y%q0+k65}?`Ot>fep2QxoYsml$}9z)-D&u!5b9*czt?XvepMR33Dbn|-L(kz
z^fNu-^fk${S@uBh4;Khs0VeMvx5jX06pxwfKq6${Fm@NEAj%9Etr(g@QhI}5v=hqx
zyJ&Jf9IEv$M$&ar(Kpielu(+wsC=5GOOTw8(Z^K_A-&70syw#gq2rWg`e&p#dL=Ar
zZMp(J|88EAqSk#$?iRt5)yl`T0g681yUd+-c`82^o-$X7oP`8vptmE4yHz6ASxI7`
zBzufcO@3vnYyOkns=uL0Q(rL2ZSA|KRKlKIJ96f4zm5Tb#EkQ2u2x?`^^TWo>`(m2
zvp|0oH(2%Lb9we6`&w;0GV~aocnR>pdOu(2!nbN1U_1J%CLmkB9%(*?jzycYj>|Cf
z3uWB6=lDpoOzMCm#dI-&u@+CUm5ZKOqICf)obM#Qz3YDM@jHi(_?fy!L1TTfyFu2w
za4QURkx3%RHq2%=xz=3xmXJ;>HK%?1{>A~ZI+U>GYPxQ%_K13=sMMo%{5iZtoz+(Q
zh88~3|8N!6Lp>@@$;Olr<Dxhx#5DT0H_G}iG&|pY5ISbYdMtZ#IgiVun8R98jVY%i
zciuK)!!5vor}`vfFv3H_A~R#*6E5>R{_DH7a7~R$R44W;b!bs_a>6v;X!G!|CPvSk
z=Xd!1aL5MSqRcUSD-BaHF)SnJHc7QIn&`895@BXQsji4Q`>Uw69DHeLtn>jIyDr{#
zIE^ZE{;dsNtaQcv0cIS%U>(hh?vVxb5yVocjX=Fs_P2$QvaI=e8036ZmpZDK;i)@C
zKP}mX+gRQ7QP$ud!)3EM;H*&b<YecFW-makW~SIs;1ze=Y}fk2T5m)b+u2(|8kq@N
zZap1eDiia^TbkAs*}24@pDVb0eXm|&qc5WxcK(e))Juc^fnQyWCDx-I4IfoM0jjxr
z&zd`L`-=$@l>W>*ma~1svD!r4X~LRjDJ<C<RI~JOOLi-fl}uwBUR1HbH8P^k;vO`g
zMltyZ?)an-*9xr0o||&OUv3_))uTHp%YMaGjW;^h3vHz}(k03VWk_Myo|&ec!*~F^
z$lGrt#K+8JjaJtsokaPv?vB=!>B)p}ZCT};#FQFN_g23{-(sQ`deuvAYWr^x-p2BI
zQC91rK7qW>N<-0ZrCdK%<H(Z`!|;o>GJ+c?>ijW*&W5NS0<iEIwCK;qlK*YAl1XG^
z{BzyrZ@CH#@49CPZT4p8B{Dd;YB`u&s=*6<DL!%XGPHCXeD@(O;8-~=#ve}i@g=c3
zbA|11vy;Eg25vC#FxsQ(c69xe95h>@j|AH6+;y;2c~~mzUw4xEe@g-VUpr6o`Tplc
zef3}l7khQ;Zx8>Gm<0z80q$>32PNDBHj*?IEZaU7Mi%m4iCMht0L}pRe|~ea`8qqD
z8mPn)^Aq&pKavlxlLk*eSVi+MTM64Y=Z2lq(aQVD6=>8D5-Mz(V85mn#6u~wKPvjP
z>CfN{k9-5mmvGiv#ks;~vKP4nXBezHnKK#;8Ipf{I-Yw{Oynt;)Kh)`I^o?;Ryk>f
zf7Lcz8UoL-{i6Fh35F6YqT8#5ckgqG6S(EqJDZ-i5Hq(DqBK5-w5a{UI2CAow~+6V
zjo3tZrQ{W(xx!!0@<~e9KpTTlBqIo0vrdO8-s83VaR?6G{Mqy+0U{C!Q|64z`A3P}
zer-3%yLaA&#?(VnRznIpftP~!$nf$>UL=C59}+R=qTS#=8G{oNwB~|U{q8;d>}7`W
z);@2jzp$R-A#9bFpXu`$5_Q!b@O3G@5J?Qvxy+LAAjFr6qlZXR*ygx%2J$)fbr0Z4
z7|d;Ve?MKSM(F#|-}mXl|JdpWF9UNI@x#`v*+>K2M9e0_=1FTn;6gtFU}O}b&*128
zqx{oSVb%|?rcZUg@m*iOc_R~Qc}%0Y2Anq-7!BxEdRPDfcU8-6(D%Mynu^{W?n-^q
zqS)8siTE`9E9nQ;kU6G&qp`16mL^*+bL&KdX66fI3__c)(GhAsDCCIpAeXug?>q2Q
z+bb`zOs@jY@A_(tpZ!bdf;_t_`5%wRhs&dqFRZ#t=0v!)rok^G-_^w528+I&-=@}|
z`kD^EJTKVx|9LDUWr!KjGZTN>8EMx0{_*($Q;p>(TWAT@?|1Z3p~Qy->*djTSpYa5
z%a@sLj))GsITdOQtx6}B!%tD@H}Qfrv!72Wxj*}4ry&#nJU;D{e4w!5{=_<P;%*6d
z&qymeQRCTFH_9Yuks)_CxKb0<jlPxa>=ew}AG)Gl=i}sgGzKp8iv_0*A(efAgUHh(
z8BCp9I1K~I5#v0B@P3dXh(^^?3Jz0S@z%!GZOQBdT&NkYori5+*bX%;J-^G#(`lZg
zd~jmJ;{581JM%`lCeA`C1}w^8Njx4Zh#D8-Ny$x0DK$tTlegyN($pz=-<5_RuzEi(
z!kMi6BO1LEk&%_^$!mLzBim4LhlkBld>gw{hO$F8JpB!?PZVfUWWdX@>%!8y^y#!W
zP@bte@Ka?0VY4%`%=8}tdaJ0G>#LjsdI3?b^(E_#fc7S~@Eb_G+F4fs<=fuL2B3WH
z<OAP&m+w<r_`|lN5Bbcz(FYfN)SF(f{><~2UN6_RZwKtl%<<67hu@&O4H~11Gb?5A
zr!4H2vDPk6!Cp58VxTNBD>-&~BMVyuw;NVy7a9TX7jrD~VK=78s$(pwJ~vW#jxyr{
z%&wJVBVdw2liE;CtKsw)<+4{e)!u%6yJuHC?+qMFI{n`mbuG1i5NA4glXlimsX;JB
zqtTvZw;yktG|MfFkLQdUo8i%)9{y}-Eqg8w2T3F<$mL8qL4S_}5&_)#d4CgKSo>_R
z+HI3<3JVN;Q6{EAnVhE4(2w9moAbXGJm~6Gtddj<w}f$3-m-br%2=xqe{g^fG_HFB
z)w+;>wCu#~O{?RjR^5!HyGXr<F_XWGm3YAiWOK1SCXEp)`v9)h8YIx(<$+sGmEjfi
z)<Lc1IXiD@VHsvU;G=rWlsVtH*NtTWo%FzLY{v_u&pP2VG)JKVA_&x6R_#S-X-hRA
zxQMJ+0FU$(N^Ah`2ydsMlk5(DGXyW(nrLVwS`+6Qt!`3DDBRDk{G^%dBz8QGD!sH_
z4ET*tll1M}x<^Q*)<PZm#d#8YgW*x%AXDl&u-5Uwu>CB}_X)m8!kITqQiZck-KaHZ
zapqD=oxr7&r#&C*Adsl0-Vi9Ud#`A+=F2N7f4?_zF?n(vhg4TpjQuO_$ALJLtzw~(
zCr}W}eAI2sPyMp1&g}ZPX4xLPqRU2YnxSdC>9N0Quh36WdQknHI)d!50%UTOY~p~B
z%dE$5?u^*gEai7jAY-9I_Hlrl0r5#YJ7o2)ogHoxEMm79apvE>#L#-OVKIJoZ&=p$
z{V@Fzy?=%LF0dX#CgwGejL^N&b-{;Ft66gVMBA>Rabt9*xljw~a%o;8>ez^k)t}5h
z`0nS+TfY$udx^Zfz{9C4!N2*t$La5f63+C2B>XxY#^nzC{@0g^Gr-#3g5BQP!WO{$
zKWF=TeFX>iTIC<MuXO-IH>|7w%WPla4*$mX)$3gEJPur1`x1hgoG4+2OnQW}8KyVq
zhd8fuO-FSl_qxSORwL>4L}xPVF4C-+01eOa2R8}+6kKUU0g@!ER59mNiZRKsAKpF*
zH60306~g(Y`QA?L<l9EP$M$hVB@WO$$GX=2oRgOY-FuKm$tZ!2=S<EE_tK`L=zZW{
zA%&R0{X?r0lK;PZbPK8Z^+o*h&q2YpxcH50aoK)w&<i4XtCQS~UG!x?ay#iu6pSY3
zJhBpbAV#Dw@cGvh=JzO8IJP8I(dh5KzAwMv>LgH4Rpj3`*|g8jcsvQT)g`66lD2Hi
zfAa;q=WA_2XUMAyn%7BHyQ2OOKAMt>(U;+?FtEsSSjq&birUT}2(qAKh`nZ}#Drw%
z+C`G+Kp7kiO7!1h^DIx?e&kc_15T|z;(Pv&eN6-azN$Jrr9d?H)b|Bb&zC-0{?kup
zu$EGbIEAD4q;B0obK^qoj`kSP@gPy>+dk&yVC?djq8>fE)6zEfk^bIv_>UpxQ&o)n
zKQy1RBB%UxU_Hne1?vxfs-bagGIbX>Zu+gx(Y6^jaiKYvt1j~4dHkyU_|K;=u;NH5
z{1sqL#{TOv2(BlFIQDi7TeeiEuN`W1R5QPc^%P|yl@ajO#DdwbRRM7E2~(Vsd2&-{
zB%XP)G7JIFN4Fo13e~%GRi*^TVc+NHo3Cn9641(W+w_#mNJWqYqq0eV=onUNBKrPB
z?9sjdlmq0A79#4d{WM!Sdi;!2j-PdTmyLq*D1zI|axQmvRlw~}DG^3}9h}beD@Qx<
znN>lE;MitftmW8*Gp0PzH>>xw4TqM$L>%;aDI-MNwNr-g;yo{4CIbiWmgSQdobWXZ
zdBSm81h=%Eh~x!}lhIMC4BSj(k<OEJJQsfpM-6^7=N)0POXr42?Vl262&j!m4ICia
zG)2_7i%W9;9>!dBFwdyDj2K<Wc}GtKVNjVm31Z-7=Z%{$ll!7uMFgwiK7Rke$Fr+o
zkY9Y1r*_bIsB0^5OBZ^ITPwswiGWR&J=7{2EE&ItKv<4)d}7H6QeUh@)p=9Dy|dal
zX8;eWQ9Qy(*Vei^J2YG}^NWc~EAB9S%M-wQuvnZovY>_T?d*<3u*rRYYiqUJC}NmR
zqKy}8p$sB(?T9)C`S*lkP_V4ZN?Byba?0wyp_GD>jXr?v1Z!O!LBCgp&FP#U${$z~
zgO7g4MYo`0HR!*}Hf&>XGcn-Vr{F2&OT(GTN9RYuAB;RqXJKcbqxZa?uqLeu()sZ<
zM$!VpU(^D?HNciHqevi$^g{;q{6ba<8coI4Nl)t;pZ8^16uIAhd$5)9ENFatRZhz1
zoilQyr6SQs`{f&?p2k4C9xSB&S@qpqNw%zy_as%Ui9*E(2rW8QY<`oOddqS?r%G@!
zHqz3wlUIS9$@F5Nk5#2;q2Ps0+_qdO6J|8VB&)7wwvHcCC}$tP!kNodl4NRYvI6O@
zqakCE;@OKCnn%u=)Ek{?f6evc0Md!d3`s%)%ND|56w(bNB8@Ch`s~wf<jM-`Ym;VF
zgwIMzynA!8kM^R9gqggQ8ZJcQ``ktQzpB}hwyH<RJq^9C<*1!_sw&BxOHs=)7CzfL
z^(J_s;sUb5bqSDPLw}q)c{NGI7f<sHuGL8bD5dXk?7dXQx|Y`Jbs_Iq(rZ5<)lwx>
z0#8KZyK<rr>IT;Ra;d|<5bWfm+Gk;9$hM|T)J%k;ogMZn5Utb@;@K$z{d5T;&nCB@
zGTSk=SSb}%S&ag%r*(O!hFEk70Usjmf0U|nKfht}MH*7ZNyp|6V*)jX)kxd?V5R2I
zn!E$3+*znO(q%I{dRWl9e%T+f%uk;xA5AVoGgo=x@_BfNN10|251=s`%#n!D^vBfI
z;>q-fpDOQ?CA2BR)qPzoSY%v!S_5jbOP88MSy6#Os?$xYI~bI|_kV(bh(tW1(5A5L
zpPJ|Vyr$b&i=KRyH%?gb&iry$CRrHFc}qu;CW{Rf0J?h`^A!;U-*c_|@!$hK+svVx
zk%?#E1rCdVbjb~xb<mr$N0>^`j(#9q**q`e<pX~sZ%Z*qWz8CairSP-lkV0*`>E1V
z^MjgfhxXH)fcWfo`D@Fn89mH<ot;I$yw_j}IsFI&mF8hMppWG~oK9XeGRTFqCk8N|
z2jUeFCeCM3=icYR5kS{904Gt$@(9tBZ=9UzRXbGvEXl>7@(Sh?O4QJ6&)OuZHKi6C
zQiKp-P5<%5qGlnsolzUsA+!Fl;s3F|GKdwSPcPjz+<m#vfz87*{$GQ?=7`miBb*;Z
zdoFXsYt6Z&S6?BZ5-7T&2lM`#5IRO{^igP(@I-E+d+~QYVXYYNNo}GNUUn5E<WZ9d
zRB($Wl0yKduLnOgpp*=8O<B^hCvzeuYLM4k`+pwi$ev%w1CdR${AtSJL^M~>erpZ>
zB#W1>iFSVHU9H2*AT%Va7tAL|M%rOib&Nw9U$kKd?J<Jy$v>>aE*iQj{6{^Kinw9w
zv9WZG(d(Z8lm2(_kDQ4hNJUK5<Q87DK0q756?%*f8+wIZeGJw&VSX+STfv#Sm4y$e
z`wg51sjS=hz~<b?p|V+HNod2WuLHik_Sd53?EJ8uVB`_@PoVG8pGdD1kq=;XC-`)<
zi~H8|@YSp_Q^GW@{VdEKKXWkyp=Z%~_S){AXUj=iDXaz`ri@$tj^DR_1^y&l03VK<
zVOxVY`zX3K0#t7_n{{gQ+J*>WDW|OO0@KRGiRVm&!5QUDr5^1QG?`m|K1@iTm|U^1
ztb@3eHk6_!(j#lCbi71q`1XGMuvg_Um+_h90JH{<7{8HYglRuhxiYJfP2+@Jgfha4
z!dA9qd93<t0PA6pEwYM%k()BY(zcF=o}ltHJ;a1?kgAQ&k>uAP@}JTV0H<H};yVTu
zjv~t9dtac`RBA#M@TYNcnRt|{+I}9wVD<b-N|yT=@W&BZ*?5lN?`uSx<+vT9l88z>
zT{2NNB5&0wBBB(ui>z&0fl);Xx|Gi1I^u*L?~^rV1}Num14Q#34Db!A%`NBOYitcW
zd69jlKe6^ut`Ff28toCKjYfjT)KxBwYb-KPct<V69t|u}Iz0UE?`TZYo<;1gfPR#p
zn^ybI9z4i^gIKuVtVVElelh&LpOj^v<P%-@I9#E`R!}lJk;;liX(d88$;uIU?g@h9
zaTTlRQh0$dcx&`!(T;hHf#ptuKbwJWqk;()qk=(!vz*_TA(7W^vJ{RIsg51DWSHQb
z=4tmC*4OQ+CqrMdh=q5T9hcrTA@D43i`%mygL6Em=MG5woF$>gr02hvm&+o1y-g?_
z|C(wI*#G&+N9Cyd5x<YzL9V#&B<3x7Dy#s*k0lh<DFnRV5A^5Z#ze5);jaxAN>BVH
z27?X{d(T36h7+u(0S+7>A#zD@4qdJh11y8+KQze*lprb&4(O=N9RqA0@%gli-NfbC
z7(`67;=uio`cz{-4>W1~K^9ql^qq|Dc)u}HcmrYI?KiehJX#VjTu2!SlcU{>LPH?K
zxl)brsaMdq*q^oRE-<DQHRfdb8^7Tns_c{UQ5_pOmbOlQzAP(RSebM@mL#pJRf(wq
z{*IK<oeyw<NtTlf`C*4WW|(_73;w=(8+y}g_b5JUB$_MTCw2BSP#*#KlZubEzqH?0
zi~0RfbmdLJ#9nO1Z!OOPHirBAdS-*J9#u3%6A5gmx&VEnH9H*lijdsY7&6@$qJ<nv
zIP(`08b`a(iSAgt5obDAc6)a0h^Ak|F2cGSr>#=mDC<Y8_37-qM$y(JInFK<8K1lS
zNaXMM94e_45-0l0#n9x6{2J!;G$SRN8oW1uY@k7NrAP(HsbVO(bTtCI4U(lW+E7?l
zD)k5z>o)Cojkr`!9aOb<A~?rDP;KKYSm8UOO{1b%fK^~czDyf~6)#)6%#emnttU5s
zBFTgiBrUL;2o<h_3?qrxlANk1{DSABtH$P6^RXDbZtgcrPvrOK_e|Cm`Fw_t20dlj
zvK`el*u2Y~rQvfv7kXb=;el>l_TBkiF=0gIJ8@P^N!Uv|Q<JQ6u?WP_f<qcEzji(o
zTXFW2Tj^iioggJS+5-X|TZRl(?>S!0_V%P$Zv;4F&PhOgqjcl6iZkzo34vF``@&4{
z@?2IxKfi=n-s$&hdn#0*UU}S4J%yek6KUqmnr8C{Zl6s@8ODvS1*XzjCC7M{%PPIw
zfExjEMO;yt>IiGlLG^EE_%XDRh>=$!a+w?}pK-Y*5ZZFMWJP%u2!EIf_V+L~vgV_#
ze4C&s5dsZ{5tM5Z05W4f+Pdn(g*a|=7+7KPl^g{s5Zu)1yuNu~#Y3gt&o9g7SC#)K
zoOy5?Vt}^0{JBz*_Grm`3fw{)*VlEmT#e#xoqK*tdsfjZhmw2GvfDE49&RJb3+Yf+
z)cvNn$A`l9yttnqFUUg&ih}IBFS-nSHMl@3Ds+?O1;jnBpBwY3k`pD-s=1@MKKc|1
z#8`mb1VQGR!}71;>f&_1KslxY6*^EuF?9bK(bvF2y*GFHBmH^{G8t@N&Hj#MZytz;
z_9C|@mo{H3Tq}jr+X4kcae71r@3|vfxT6MTSacGvY!Un!uQVa!Mqv*7d)T#DTOwQ~
zCPs&RR}ii0OKIbN&sftSiHEZb9B|ac9HAk+olTWAnijR!EFO>7EIwR=wC<k`qS2c^
z8Z=O5;sxz|;QIU-B)9g01rJ8tn2NFZcaCs7AbB;P%-C!(;WkfAIovcIHh;c#sLb**
zSAKvx7OiJXMqZUP%Z447)@tEtW6Ii(?QRG;2&)YXuWvS82$W;pUmK|>%<zzS_og=E
z4c)xMZB^+Pfg6|+lz@hvm27HQX*shx7`;dMZhp?w<*P=QvSzX2a;wQLAD=%mTdSZN
zX{@v`_tKs5UT@SLT*JjkNouX6k;q@n@1a8-|Eb1=8oruISj!Ea402ya1)})wqwp}1
zCD<7%0}BX^F8CiWf29zv8bQG=%BpU@4gty~oL;j=!X{C~A}di5L=^`KIV+J%Mhl>z
za?JcT8pYVm5&F9oWgDqg54)`VNt`{Lr1=XO0^BlxB$!BTnHR<WB`F|Q`rHu1qA=p6
zIW}xH(lDB&X7X(fHZUNN`@OKz4;K|69@Yf4u%M;AHi<!K$?$ZLC2L3hXOUktGHe>i
zgY+8TLT)#LAN0}pqF#$S@aAa!z!mW7eI;HxQ*1lW!ZACwC+us}s-7;%5-$=j!ys0Z
zy&m$7Cx|48Fg0nz(v77qS1CTR><UN5@pW2}&jyEnP8Wx+H^zXI%&A>g^lU{8BHU?)
zGyuIr_4h_`pigPQxPdF}T|SIoePHHO%`0kwqOaOhX-<OOHAmHKu(w3O+a`oK390b8
zC6<E>UNLbp2&^UU>;J<={{OCX;Q#;sJSh@gzXU%&5Aj=~P94NY-osAr+@13Cc`*-b
z^jk27bqdsMyOVT9Um8eRtnRw<gO>zeibltw+Y|;nnY`|Ygl&zvx$zn_s<qOBKfvTY
z5AtG#+?G0Z`0j!=6I&-@O*RqVKuW#)E1oJhOJ~dS&R7THivlZ#HJ2?m>D;HkD~{mg
zk_B2Z_ClzGe{Pfi3P~6PiL!5d=%)`Y!IlVUUvx74r<)IQ4(rz%6IZEbf-BvdT0?5G
zL;w3r?lkt$*Y8lVMd}EC+>nP({WJhpEr|rwML&0uK2@@A|BfW0H;RP-;>9*VBlMB4
zZ?)T)LJB=t6U0=cNKW*z$g||<D6->z*QAcHam^$EL5-H?0XAe}$cR2Ja#c`%HGMwK
z-BU)bOSm3+m2xR<ohG3!4Qmg?FG*-j{sO?b6l=HFI%k~e<fjOYs<@UlV)AjgMr6$`
z4s`AP=6L0WTtxJ3B{85!Iy!q@p(y=A2VZ6v7REM_UKC&QTV2LIFX}c-gAHc9CNgFO
zqED!ncuimj>l^E$0MDLaaU6xx7*r}}(P<$UVGd4_6_)~S>PejuP~?da{6ylm@>nMP
z$qZ2+U2&QXPUC)oci&+SDbYw299M^dDQO#MY-kK}X`BnxQtA2J1=g)(^{_OM?sZZz
z7JfW-M`&qsde~W;O|qz_S#$zcw@eIh3hfNe%vDVrTX&!19u~z{cInuhywlN?9#t8&
z^f+5CBnznG(MCL(dFxZMC|PCVaHP^IrxHljT0C)96z8OFGI;gqU#6he%<=XY4|P|P
zNTG&zdO_KVj*!CH`6{Ca`}u>RhLWxldJ}$g^cMD4T;^6KTIfV;YLvlEf`lE4?Ivjq
zs7FgnO{x^QQPZ5G%I~&OBgBkwl{Tm2Lu#NbAsGrF#lAdHmGSEKcDgABr*!|ST*)mg
zDUe_+{)>2miF!hpBqvWgW|afaAvRAJdN`w8!93?>K}fY;9O;hQ%NAPAUGlY3Vh<0Y
zn@hOwPUXh7a1`06WY?QcIN2nPP|*CFkm2Lrs`NBVf=h8!8%LZVL$F1|PU7N{*_x0`
zfIF)9FtqZSXOua=*hE_V-0dysPDa>s@TUfy#q0{qCMYw=lfGkAb5YMPrW1`eU48b#
z$gYvmEpymKfUM+)?A5D$<#42$UKe6*|7j8UEqVn@NUB&=|5iCO&HtomBA58Fs0|$b
z1^TdbCpo|4kVAHSsAy)DN1(A}tAn47vUeG=YZZ1)d5VV9gK@#xbOmOL{z=X#IHy>u
z<e@+FX|yJ^`F!^ik@U0!=|pet>cAn76`AQ5ornvUH|M&f*=z+O0^>&0L&TOBGG(di
z3|0!GdW9$BznN+*cq0<Ik}1nMntr)-!^xkiH3|qO$DE=!8rkB?f?|jV2^yQp_3t%(
z0PlIO2zXN{y-pr$7tyRF*q?i%d9;WPI=KS`w^mdKe~M-3+14Bv6TsFB3Uk_+I_Fay
zSg@P%+sCo8KS{K<HI+y7SbEoj&nk~(%V<}k07x@q%^;tUVM?su{PV*L4m3xgxe6uh
z<-<7g6|bFeE_UO#Z7vMd$NKQ>F(jypGe?t<_QK$;N{w@VYj0P0&}Gr$`_$F(Zq=~>
zdM47sn0KiO^%6^3=>?onX^RI2Y(jk<yjq@~E{?WE#WNB0=}=&GpSl)NHT@u>I{Qg|
z#R7&hE<u!bwka85ruhcw8&jMW+Tq9-{$v{mYUcJvckBY}W~JGvuQ&RTJ#=?tTo&v<
zCq)hj|AO_b7lCTgX_-l;w{XMp-p$O)n3u|*g-Me3K4Nzv?~w<GZn*K-GFj*Smbj*e
zrT;4eXIttZcWAzddNU94-lmGPxmOM+W_`U;1cu0#>P<{V-#*Wci2lWgV+#fX<|@+6
z^u=54GFv$m{*P(VXq>Xbxhj_j8n2z=t*Rll%`sHBG|O<=BXeIc63YUFy{-v(n_M9L
z>8k{@vEsp0<;}_I!p)i31=q)y>H{35+`2$mw)+rMw8p>RmKrw4(^eOfOh3mZuQ|dF
zSxl|x-EI5DYz`)lirhdiz)o5tY^qk8T5u@3=m7-z?S)SsN<6bW&3k2{U1Y2<CcYEv
zR@V2o0oVI{B%ab3yv+iLdVFZ^1!xV$+1RU2svOkf7M=gz1kDH=zTE9P?n_?2*Uc`X
zx`tDYbA^u&UUaXk8%ewT;*@)g4vuW0fcu?qIUm*xD)#WiYAyup^CSqrlhye5P|`wZ
z-H-oWLr|I`>dQi*6!iqa{k9XwIsooy*hl@a%l<ISPt!6*s-}6-WGAeaSzblEmSN3{
z<M1vN7w<j+)K^lblNubZI|{l$n%E<t{RQLnRligAqPWfmZxbSRRSnrYFD*xFPBK?4
z>e9)YM{5=o?QqrU=o&h06i+N^Yum~$0=jvPYK<ysA8uo&P1@tbk#yQyks)i3#y(Oa
zp2}sFmc+_g>4?1Unb9l41_N*hB^o#QmyisgX-Yu9?b`f`)tRv4m;~842g7ztMNS-3
z7W6vZWe$mzOqsI!?q+8!$qHLzW<+NnQmg6lt=WUuU9b}|9S5FgQp+Nq3iP~K6M6M9
zjORv5(Ca?ifXVTzru>74uU*Egr4c=KG|#Byn&t%kB&_4I_$b^u&zuuA)w7!Lt`B0u
zpO5XPW9`bexZSh?F$_9L&;z;X&L{+Vn;o)0LNp#O>*?}U(hXuKz2bx|$2AN^iYcZJ
zZ<XZyew%Yf6|+{Wjl3@t^r*Pg4re^(I)-D(Ji%H}Kayb|lncmezr$6oQDv@Us?w6&
z$kbA<%PzSq;=88{1@m#zM&!M%o+qqIk5p8PJgq|zuZy+ronZ;R^w_x_;l72Bog<rL
zJlre7BR9+(L=djd3wh;PQJH!<@~&7E3(*J%(Gyq07fHusL93hSrkWQfg>fZ-jrD~;
z1K@x<y@+r^F~9}ti|w#;2wzHg`N~`?@2GTRlg|6?gOw=I%6NG0b*Q67DDi9S_zGwp
zoYR+UFwr`q+9xAG8<?5wsN^kz-UJ^18*t8HNIsD<fo&)KuhI@oGE$+oI7r5CyHA6_
zrg8Kw6zji4)Npn1;D3s$oWA+DV^}RXC%nI<`^OTh4LYT*nO>0l8#*RK4tdKXff@Jx
zemOvHB%K1uQA_r8Mh0nrX}`O7Q2e>S|DV_sBDP-AaUy?FQY$F3NuKPdz9OqAa45u=
zj%j;?yI3`>HQ?l7#PK)WTo#>}Tz^xxGD+-_149TF)#`OA<NWgbDT6v{i<(Q&qzi}b
zr^ge|I|%%km;uJ_>=oUp*&T9JENWAEVts7hHEN>kApzBuId4I9jPHG1CAP(xDem`z
z7lD1nTjt#HfktpvpS73vBxuUPS?FOfv`+r3euz%yhI#K>p_eNY(f`z|tJLi!Fu9pL
zL*B1Cq47pDm%t~lA%62wVELMS%($wIn=9LsMcFLp>a6zWekYW(9wD4WME<%dAKmJe
zuE`yIk*sSSpdUXkgf*W9Au@xX^SMb)!q^zLG7#b=_*gq{zq7=l`9<dTXLPGgGRd4?
zUjDJK4&mo71lv)nKp@r<v6O%NsdQ^47MDkR&eQ$I$ztv(FH|v%G%;t4(Bc;b)d7ra
z_uK4^w69L6`jx+NMN?R1L+;YlyHV!qBjSqFm(1?Z@nZU>b@XPrcxh!4k|&H60%v|r
zO;oh%G7p|I+KI5`M#3yx1(j~*pK*So(8x#t3cW3cL82}EFN(w{{V1#~exDjWi8n_y
ziD>okl*|c@$M#VS3%E$-8-9FHd1}S|Agy;#`igri;HoSnhzSGaEWnSZ80`q6O%LLx
zb?ARzfuAqw!X=PC6~ROO3&SF+nx5Fc!$c--(8H}?C{$mim4@X55IGmg$B}4!u<j!(
zMjEeEg0>GEU#*TuQm^}?lUFY^<y~#Z!PH{%DHj6Z9ig-|S`|E|rXKmb<R?gyqeBGM
zg!-I8IB6o0;dBF)!=U^kbWc4TI1mK5rQntsJa4P8ee^F;D|jYXnVHt-)CFMTF{`U(
zC+&fC?eL^gDA1|$1`g{S3;C*>j8tW7RM{f=C-y8~#T`x=-A~Ns5EN<DPnv2z;bAVT
znetZ8<oM?ZHa@UPaLaao&gtvU%XjiqTNy!koY9>>TthN~wTOvU?+s63-B;oStp@Pw
z2u@$3H9CC?5{ZssL)-Yk)J(>dIUJ%JFL=Z|P3VOmOWKs~4KZ2BU((-mY~0RO*Y*V&
z@`(H~?S%54sbWQSAE8ChOV>M9ARj)g?z;VP=<1!PFx=4qwsRZ~h9wr(PF`MW!@yd;
zmuY91FfSR+g6w{*LV0<yOgdpibu8YeupyYGv#640@S&!$qOssNYiQYabVcN6Ld-S+
zqJ|RoN<DeWO@DA1%WuWNo7X@;89VAaDT+7kNBT{^?oT0|&$4dm(`E^jW_;9AiW|1(
zt&-?PArZQaDwEh!s_>a!c}&)>uk<QD1-l`TCKx@IF+3WKF`30m1LEuR7V_Q_=2Y9)
zC=@NwQ*rjsP?fWR*1fZb$(U2`s<%8fH>|<jcpES@{YZ{+cMnLbT_ogcZ%=jU_TT;7
zNUt)tnPo&;$fUhtcO~C<>Z$31$g4;#S?PcyA(UzTxP|67t5}v8I_`&c%7jBE1i=2O
zy2oBhpWHd-a<1W|xYG?Km(uf^(5>mh&jO(fdN=Fw?;oVnmfVRpzqF4l4Oz)}(3K<#
zF>4j$Gf9x;9g?2O8RIq^X{FCtbaF4kky=o_A*Vo4lhNFunwD9?%KtiJF3a5ehXLh`
z?e|}ZFrO^$gkqU@PFBv_3*K@&7RB<vFvY2*KX*~Jjq!-3lCk`M<CLRDGt|i@^g{W1
zb359?#OddSg{s^7_%kc4ZVZ&PcKmMQJBm7o{}~ded|qd9vV_X)P+XUpjozO$aUcw3
z7vUkT(wOb4nkqZG2ZLny?7NDaMw~_nXrS<*?vZ3YLvMs|d|%kAJHHW)dAHIXhzp~l
zGOhfXf?4K$iLnuVT5jp>Xn8~>r$WLjA>ZKqmTBF#P<zCcD&-h2T{Vq#j`5*m-cgph
zEeI#v8^5h_V#%_z=8`s6sOl#VCok%zqw<_#noNb743Uw{@l_DdC*2t_hx0Jy)%u8U
z3cyrKJ-V*3lH(vOD8bn!Rtr#2tN>-XR(Z+-jyqIUGOLfOh@4)pVeYtuuIQwZX?N&9
zz>NfTBp%KD3+rZ5_w*rdFB(-=<hPbDA8CL^d#u-f)(X8SX#VG*dQ*q*9vCz1UB9rl
z_<eJcPY7gYtZ#0!&}b*_O}yQXqfMA>+RO9UxH;d#FlM17KRUKYe*hW9eVHIURBOL6
zoKtiakCEy|eSyJ)c>t-)CBx}sbHWcHO6DwzMH`IsZtZtWO=SKns%xXR^K$@I)A$03
zc3m#(;5kt;AXUw=C`KPudbwG4fiC{PaGiZDt^q;hM|h6s{+s4e5^5&gap`AmPE{@_
z#S&ehcLtQ=?G3$O4qTa65liWw{Rv$-V5DQ3_1e&}b-tWlTdQ%feEG9!q+UxnjMddF
z&%U@QrQpBg&pUnX-Owo~$AX(S#7&>Vq)b3Jkx+?dNpJ$$$|_s4=kPR@-wWX{+U5Be
zODf5W%4O|SG7<`T6Zw9oRXS8CWrHCqoaf~|Q;Q8d|A=m=wY3I1P^WdTjpQI{vp7Hm
zL~@XPzE1**QnC9PVn#nX9Cq?7BsV(s&XS?}=p_D5JFZD?|5TlG+TU7G#~p}-J6K>@
zj&jgI4gLlBQ~TiXnam>Xm-Nqh-JS4mmZ|a>ib$|(%*HA3aJS^7u&0DQyO~#jQ@a24
zh{Ry0Q5(|LJ|AFq(E{|kit#mA+-@7(S}8TI>X2@FFg`jrkX8yBTc}p((yAt#;l$I(
zK|>5ps_;IMf1j>tyWx^anw*Lrs)+DC*J!?#h#|Kz!`nN%Vgg1AWk_<vJmg+1^Kms}
zzsN>oS`*FNrV&clGMY_bSgOIPk0O7nnLaY$nPE(J5f*2xHx%0$I2E8HYYn!Ng%x}k
zoS`0yX&kThwwFZZ_+eYWXbmXlE5^{^;10W-aCnT7#RfMWr%>4dn95DmaJ6q>nTKJz
zV6<2j7w<5@qzjv&^Uc|Z-|q@Z)Z*#QGGI<z``0YK63_`-%`=sS@ew;UPf{cU#Vder
zrgC{!odn03YDCn}o5P)TwF6|U-``bawY8HMib$z$EujT02`5-(x0($N0J{8FHA?-w
zrHtpaNQtH@UrY1L@S|0xfYAgCfPjx~L5I6Y#{fnHA<|rkf!SBOX}@@#K0L&6q6UKC
zhb3|FSTxGO)<dB4t}cgSuW)Fs$ExsZ#PZtkQeRjiqV=@BTP}xi|I%toA~tTwkb3}y
zFyYeoE%!DvlqDudwr4caJKB#T6ppH);v<C2`Dg$1Hp>Rq50DP4>BOnig3i{kKfU?4
zR)0;%|1p}xrV9PRdi%@xAb0Jl;<tlNpqu-!8VVmR9N#c4m}s?kfh;gt7@U2<Wpy;E
z!bO3&*e_PT4H-%dO!Ae?bd!o|_Whik+9Os;^_;ENG0lBoj>h590|!U{x@jLL?-v_)
zw%CU^jWsQY<5WZi92Ai?IT*a#cE%IPlFVGb7-&-pq*_?PS5anyo*1KWnI0Ig-Ee=X
zRBE~HcTdUqAGbkoE~UBn&R@BTd?awHy>x#_UfE#<n5zcOt+CmPZPlT}EMdOkqNa$u
zZ*SJ*clsu}h5%~qV7TvyG6a#!)Wc+=K8VrJprqH#_B2gLWJA})3O_wF{9UH1)4SMK
z6Dyr{8i9D53V}U*uW;v1fy#pFz8X{SYR7Y%U9o!&VpGQqWt)KZ3Dh9d&FpHlusR%p
z_-j7{F8P|Aw==DfGHuxaQ0Xq^_M|l#XX%DjdF*2NC4;+|pzgWjL9IT{r~A3Fk%MEa
zj@h3{jznxk(~Bk9$jNAMZekcIye;3Nr;9eRhS^Hc0Q7F>PHTmO#m#RrcFLop0hEH7
zQ`&owoAoN%iJEy>@oWFa<6_Z2(GPGepRjrqzf^4#%(@xG(WF7+H7pkOwvC!ycY1&6
zi^YAbRownTy|!aLG-zBEi>_>9F*00fK8ZkN&@LOh1S?T27*=!)nbV3TF<@HSmwcPg
zi^8hoC0uV46vkAL7juErD0E^~UXW}+4-c1@2yY$Vm(fdWdg}4rjp1TbmqI=kx=vb}
ztA|KjKe59)lKVJblwg_YG}Z)CZ!@jp>Qfy(jEGi;i@3U%6sWbv%1<?tV`B2^m9^bl
zAqGFLx|{)8{YzEk_cBcFvC^doWQJyBdv%LSq8fBZ@_P_GsSoGF+lf|9$(e6oWxs+u
z0Cd)HvH^m7<x{(E(!1?{?5bipo?}>6AkW3=`%g~jn}|t?DoI7?NYh&qhT9YGz323}
z``~e*JTU_)jH#E?ARCQK>lr4*6-@Ink!6(bNJxma5ydz42#3%*`zQ1So4?gYvB*N&
z?+zXJQQc=!H&#`&qdD4#OvMe@5@4M>)DTd}pNK?SBf#Zl4q3;`cKm>}*4KS>p>W+-
zJ3D2yoZgU}>fy}6ttJ)6t4i9$>BA`0wW5NmTck0*jem89t9>L$HN`<`W}DTCksN(w
zu;CoW4*-N#nSiWSUYd^W5>R`icOeEk)k>=$KM2Zi)(7A+g>x(pvRLwW;`x41h+5F6
zF4>Om;pL{T{H2Gb-Le0uUxhi21}DH?Emmt$>1fu;4ev~~o-JqV`j2Gx<6)8+El5A~
z0x)#Q|05WK)Ke9i9y$g|j|*EZtH^iAEJ79#ZR=<`AH@AyM^Nks``sAj#7TAe!(`4k
zx|uCUf>%Ks)#{947B&q?@eU7~W&!bWG&_FL*;tFenSFTMI>mGgq`BbXW+p-XMnmdL
zeOERJ5P4VtX*j1lG|NwmhqMNNbNSnwP6z)%(OYm3OLdGN_IT^AT(=vFcExpA|7_6C
zRxL!YNxYBOGWN9tj9sWWAb`VFR81E^(IJwS0KbDmYZhQoOJ=X-iL(LHE73$6TDL>S
z<t+&qCNdDT*#%C;7e0jnMj!R<F~EO?fe6lN;9oS7cLJHnn*3U)5DuJ7MyJvxmB**#
zytWA@V#P*2Kp`@cRZ<bux7JWmW6!w2Ho*X3a{}0bxS{$Iu?<mQ!==<imd8C2wVH;V
z9K7huj9FGd`}1Q+Y0VK#*@LNZRFbZF)e(sAM&@`7Xf89=shpjw_dn#9neej0CQ(xF
zA}GJ===s|M*y262HD}fsi-3V2x{Z8cp9qz26OxzHJb0OTO|T|iC{903u(S^THJs`&
zWz#5j{ZU-6tH2_Z5?w^~cL#B&YpK2t$&tPJzD_!=e=^nj29{jdmEYoFri#<&k?A<x
zGa%!HT&NOD#(=>{m%22L?Htpn)@_xYh@gg^>wp!=`p@NbQSs!hdNnBBi76<6<m3{@
z1UO|?(fVUv_pQ$6lw`VMCC=AER0>pTZ@wwMGu~ph=Gm<`N>o4V*2aKupeIv{idM2E
z+5Rle#0GDFs&G@l{dfZl@Xw%~u`Npsl+E=-hmM%5yn;(W&EyTDcYJ=r45|HW^z-qb
zzfETFx=;^^A+Wt$|Gb3ghyv$k{IKwk*COQ2zq}aUum7JpP9OJN{(Qb3KHIVTn}a;S
zD4-7&=|jJFn*o0RM(GHrAKTL(Rn2H-bx+>6l>?<4E-adoH_Z~%jTv=bc@5WrgOSV&
z5NCLjSr)1D=MJfPWzHI5jXree<90Oklm&tX>dY}&GI=v9kzv=tYZ}$ZhZ|5%pn~PT
zuAv#g59~D=LwEm}Z%?paMZViKe8r%oxHDST*JPp7NLr?Lsz?2##VdhU^?1yxwdnp5
zB+95}!gMh;chUi8EO^(NTu%oy;IA)R#A5r#lTh<3W_oV*628Oo)iRr-NUb|h-SaMX
zcQsvXvJWC)ocIH!*NT-iHAal+s#fxSj|ir1bo?T|yq=0EUu&#9OQAP-{00dwWUP<x
ziq?c}`NOp#lir5(3lkd6&Y3iBEva}2GhWD<2lxWI>u99T_gY#ttv5WcC9+AI`n}w#
zGRarDQi^z$%H+`5KrZ01s~Tmi(v`IWClC!Tgx-vp?>NQTROwU-1GZ+2JmL8BJ-Ng_
z_KhA3+}hqdgPlg7{072?cp8Cfqaa8Ni`=_NGW`Z6s#BE-Rjh{h?!hJfTzlo8G(_PF
zlj?2UYj<N6O`6;KL(N*ZfW8;wzmDwA9^gW1Ju7Q0em=E#>@?RFHSO7KhNgvI$c69k
zx0=fzW5Bw}oikG@(qe)uObq<hQopjlmmy>qMp9n_ynh2XP;Q_B6}WPd$c<V4@Op*P
zNl0g*i9nLX-+Yj4u84m?arn=IBUD^a9&UhQ^zA+vKfTMwIXJRs!U}HA947Wxa7MPB
zHGUtf+5I|+cXd}Rb~i138I*Xb=GJ@hoD?=*3H7tM!ycCo)~oO#C&PVwtC>#MhV%Fi
za`GoG$QZ_ra88-h*61cnr(LcW7<1~p*|e^h4*hoLa{jiLgO$l8O(u~}WsKwSig@^9
ze451q9S#|dbLKSP%9<2>jU4u$bpzpy8Sh#xj2n{oThoLVk(dpIgW&!Va1wvfRqOQZ
znndR`_E}(*I{D-LO1!p{{EAK7@nb*|(SW9Ipbmw`=%2MU2b3_j*5Pk+Pj6ql0hgEL
zjJ$bZ^UK1CMkvR<6`>fhP9Lsqva8?dZ<zu(H@^S8G3npWGbVG!VA}Lx_Hq(DvSA@+
z_O!ZWi36*YU>bM}>5!bV=&boQ{^j>LtTf>rIN+l9{#?255mNu$9ejVWea`Wv{^K4q
z`7f}%r9a$2-$VTOhxq&N!Qw7>Rv+)0zx-K&{lGfeqA<WVdj;n$zit>IXbk;$Q$ik(
z4mWTP(?Yns)Q(m(cv$fJ@NXnqfZpAa5TOYHZg%TEU^+E7m;QUOw~yyN3lSBoFr0b!
za4moUW=2Xx#-{V$kSk2q`Fi_Y2qxa|)?<Ety@8!FkzHz`BDFOZi#cE)WfZ%u_2p6f
zBduUr&86PTpi$_n@7@n5^!zs|J8bU2T3cx%C6ba^R_Rpn8H__Ia#{}3?=$XPSLIq?
zYYy~*rUK<PekZl<&toqS<c*XoAvNyu^ZEFOeJ!VS>#S(TpRmOkJr2662@}f)_ORRW
z#@U~@*`L9Qzrn!|m@kxVgz{;;&v;b#pWTW`;XP6PJ+RL;Cw@E!v%6}Ycd^H(o(s!c
zxP5Eu7^q^;br!;u6EGL``ON5eetsVGdn|Zeo6k0b_uK(<o;L*pIJsHM=$OLi{gZ;_
zQ=G|f*MbH|mh5nDLf3N-hM=pxH}~fS51FalKP8|clk_gEafyMaR;mlXe`3D;L=^k^
z>E+7oS*e9Cf!gtKdr@yAZ*5#8$0$jju*ZjJ5LT$r1-`a+boJ5SC}ZzS&E~tOg?9m{
z07;~bfrM{omXo}c-`{cX9wh4*=6YnM>Kqu`o?ytc$2F8YVlEvNoqeH}M}TTc7u>Js
zbiDlHE&sLmVaI(YB7;}_&w}{b9roDwU&6r$N@kCmEp&XBEu;D4qetsax!{s7i3tLJ
zd1@}A0ar9D`GTYtJ_E6l?s97fmPFJ32Fe#2i4L4XMsRIP>xNO{&pYBlSG&<`fiAAD
zFF!D!e_T9o^q-i%tk(ZAJf+jk<b6(YH1Qlu<F&X();3so`ReikBZbpF_Sz&CpyF6<
z?-ICK9hY_I6Gm*&Aky898hXaMICPL=Km29YgSR%_68U2xQ^E%|o+XQY=yY!li+7md
zo#4p|)ijhHT~<lbc2p447}|3SHS+QCaUph}*iY9pbw`2r)}>7&SfkfgyVJIx(%p5Q
zCzjC!MAzBXrdDYw6Xy7Jej$TcdbPnG86B<fRGT_f4l06<D}wHQf|q!MpW1_;F8=iP
zAFvehH<Z^DO?LToLh!9RtUSNI-DqmJ-*7?3S53g&ObbUjPB@=kbyzj}ep=h4lhhji
zUPQVWt3N@cL61)_hMY?$1Y_M0F+g<fCefJrE6G#bty9YOJ~k&pKJkHwo56Lo+Q+ZX
z6sjv>`@zrOURD@$$)6g@QKtv|04lvcrPQlU?Tz1912f(lf5hWTtlfYxmVXlzuD@~A
zDI&aoV_rR68}62}NB%oB_~+wE{n%ai#WU3P4-`@SVQ`ru0k%uSe@ve=fH`WnTY<{2
z!j^1$u4kyQ71GlFURZ1GyM-5DoBCI#PON^u6H?tdW5$S@8PA^DZZkDUDbG`GXtP30
zuG%nxmrLHY`gjh$*~iP;_RW|xpYMTt>3V#$j!1@PJK$EB&LxsE2Kr<FUcdC<jmOPR
zbX@E%5j!CAtA3-4j+g14@M@OYg>{(x<&ykm^Wu-G6V2ww>*<FWeG{m_A$d_r=7tbY
z+vkvF1CiTND2a(Mw52U)6uLCEc;iFxr0Ixyn<myDIa(n1v5{l5*FdIN=H9PanEits
ztqlL1ex!rtErZH67)!|2JfU~Fe2M$VpHr(8J-YOb_-0%Xe^Ey{@_%9OEyJSxy1wBt
z5D@_dq(eYjIwdW-6eWflIvk|C2Bk&1qy?mh8bF$nZct(X>6Y#o7>4&8|JQvT*L@uC
zd)&`^e|q>J%(%~e?!ESk-`Z=fy=`~Y3LMz}gx6SzeU*O9(CP5BV_kh)@sl?EbY};%
zIS~`=-D)3?emYI_@YKjCaeh_){T&h4kK38nAmLE`KK`y~k(-7A2bu?YW(Ef7C11C0
zMwSnlzj5dpz-*>{tQ8UABq%D8HzziU?E%ggf>jG8nCj|P1WELMHFehAw+Ke8xOJPf
zmmU3X(YmbQ_Pmg9BDOV+({~qAXW6xtd@Ye&@x(%bDw+qbys`fvmdB%N$rkUDyUiEK
zQLXBI|C=u=ksseU3ed1$a(YrWZ|D!y8%x);tn{QbX+GjFz3ZU%SNW#gXwk0Z)g3Ci
z_TSX?H9%)Os4t=f`>)WlSNJ#$ZdwXQALYvu0qt}n=F)mb@-+aQ2I86ZTuZM7-`&$k
z9_wEnWn$j|3jN2s_L+Zac9nRMBZcYCIjMnaz;V%-HVg)^nIv9Kk!!6k_{CLBfAv&6
z1d6QN%!Hsd&Y>Lb#`PwjZ3kT%Ax$KV7W@pbQd!W4+J?K%6^PZ*q&=zOPIqf*6PB+$
zVhTc*&EyoWP&%2u)e^49@BB|Q`kEbiU!iIf+z8=Omj(?47xUL(FY^a~t*(*Z%}ebf
zuxOl;n!eddHh7Hx@V<MJ$siY0-VLvwZmZ#kQdu->>d!lwjf?EN0cW{f#pR0%^|ogt
zCd87>1NvIf&NYO6I$@lMOD_L#_E5E$Kora64W_hrOvWcn?i(lNS=iBjH@`&7oX5cr
zxClA0i~47AVDUJ|bo(Ka{w75x=ntR89l`#|Ow><TRK35;+Gmw7hPhjnz4@hDiSumR
zkPZq(?`P%tp@<a$(Wew#r(+A!QUw}on|v)P`WDWcX3|*au;N#Zx0=NyKWmVkl;yxC
zAE<!pq@)b`X|_&Kdaa>Ln*;*2&Sc;3zD(IcZN2<Mo~Py*qXC^xHk*FB_M0|7E}l`O
z^egzW)1Y5z2Va!Am1NL_Frcv~=YH=FW-KlYJrez$bNVo|W;EKHHbG6G`Q3*)EXZIZ
z^%Yj4i1$%j)gMw`3bE`hNun=EjUTO(8qj4qy^8{`z?OmX4bkp5mJP%r6U*SFrsH1*
zPHiN-VP;CR9E<tEM{Yk`6-Fu>B%PeqJJ^%9tZk2(4Z-9xvBU9SBcp5EQ~ig*sRa^T
zG0v0dk9IMH@gh~DofVnT%)rdE_h6R6$t}x^3+@-OO)qt-P;$j_s+q1Ojnf){J#imf
zJ-^{#2__S@R<HHfb0aXU#=h(2<DxKVm2vGCamzi>l#B5ZnkR2)Hr|Yn;897<-*K{g
znInF`*bvM_d=G6tGxqqi@$qkRN^ipV6Pw*;3UIs#(NFJ#rIUO&4HDsnrzusd&f5X;
zmmTzwLxVCBZ@0?J5+T$QX@$7w*0M;>ki>r}*1P@3`14LMi-{S-&0@$lKOwJ)LhYx?
z6Cq_YmO>>hYGPOEV#8tA`7aGxj(lZ0irCACMn3N0LLbN8@bNZ=kO*(Pnjbnu&ZC%S
zzg<5zoirJ;n3JGH0~Xfk7`*-kDi%FX#rQU|>?;4c8!6G8@(m9ew+$TvQq0yq(}?cc
zU|Ru1d(_I1#XjLjQA>8S^^Ju)k3H{vmjy}V`0kc@1X6LJSkbi~87Pf?zKB#Ces=TT
zq;8VNV_sdP#uuI9qAnu(BC|V4LDpz!kQd-mzvVpqM9?naq^b2#6y?2<+#4nsHT*is
zAohW~&P_3$u5nu6V8lSpJt+dP?SkqFKaY1eTdfqBY>>luYwb5r>q76|(yGS3wJI`7
zes*8wBy2g;$G4YUu&eh&=v%FdUi<B}2SIbXhaZY0=$B{v`bbs%yqonxHJjL7@_NGn
zvHv@8u!WlV$i<qNA#^ebLK~Ol(Ag0kOtI2>(k;Lm_GzV|wn9gPuY-zw<~J9;tre+$
zW<Pg?Dc+mM6a}`9$Bnwjrh19#mm7`<&l+;U)fMXAeWE}aiiU8{Vp1&$&9%BM;*<wa
z`zXQ$k%gQ0`l}&)JT}BXo`g2^@#}k%ZDdcLMtUUcPX|pGr4>z{Zy3#|zB0Zq=lf#R
zp9iNu9zuzqNf}HWAZynGc!+P}Q25%T9p1L5C=f^j_s^ixKMD`z@-J}Q@ZZ3(`#<3L
zA8k9EP5`*)U)wHrk&I&D0=Ukgq&0~qysuGIFjzd+ZmkIWF8`vdrAqN~<*VEjmeGNz
z-~3uvm_*W!r}v+ILjs)UeG&%P9!d`A@5~%Tu7)o4MgMRPvrKhI>DrlAY3zbHzMD|y
zyGjQy_9DiA>-Y^sp3kh3*S)7#rAKE?`oiBNr+x>F(VD{Oxin{p;8Q?mK(MMnU$=3z
zm|0@2xaQY+%JVmreM)<}^%;Smf0YTzan8n&X82~kXkg%za4G`>$2*wO)43QQh8A(_
zd8Qd3`Bg}|KX69}Q9iy)I2XB8j#7A3yO7VK@`}XK*Hk%j*>K9!<AP8Ug|jsO*qwSr
z=lgmK7Pl!syS<31$&pUp6K4V4*_n))nFRe0tVY+1@?UFQ-h4L82%j3OWY>rd2nU~g
zJfiOKQT}DXNRsLB6_US8dF|!PPo4DxUOvwzdqTg*xb9*5H3d%>_xSfQ3k;*_df|g@
zKbfq$uA_HIGlQ13ZjO4=COi88`~O6s`81sE)Ur@p6WwxK@Zs)F6__cxY3t)lGE`-E
zy*?kT@n>)S(%+ITn4|h-y1V2qJZj)&`k2qA->>&$EF~;`Ppi#)C*0_`?cdYt;&U>Z
z`rFabSAAbTz8}Y|JKeK*^P4F1lkQO;eXFCiC2t^<fa4uIp0+e))VD!qd%77(`O3<s
z)N$znuRlRoLu6OkZg2KrtbGNT>c<mze#7%SUZy+Sd234#OMoK|#YZHBiEYIqiS_iI
zM(waYi+b^6DJk~SP3`}!bND42`J8p}`w6k#jfi?b28i{n`tOFi4I9+q*5HEvpj#9H
zPZam3t2a|EZD+8_q~_r`hQde6QBjl%!kdnPRgH7MiYti~m_CI^bpd2eOCX6RWVo~V
z#IrfBG~n)r-V4WN7dl?yOgk{+sUDj-mE-lSSIsgAhQtz`{1<MN@4PFqIk?p5zmB2h
zHiY^_?Ca-=1Ns%exA$(Cy4RYJA3R)7lYDoDx}7*Z*(Ti*QDR5TM04mG&wrZM?{K9u
zQ@1obLnd3=&Ly}1s>JJKgX)IB=Ho0fn}@rO%(0Z;HkGQ++%_zr_f-+!oZ&aXrV<~=
zth+clZ?Mws#%!`&@3_A$p7E30Ry+E~tMrn_lhBPb23#cLAGv|{(UjkHM@nFcHm?7W
zuqFQYf8a`OfZ7n?MoXMT;?|1(-wXDi!mfuyH~$v)|94NA*<wHoD@T8czQWVE7~aJ1
zVg^=y>nVzE%~ZUN6*cn-e<N#1{(feT6DWT7u6KX+%8ZPMo{;jT&9K#1^g;|}YwkEn
z<a5CJp6nV)L3LFzbfS0#UPm<rl~z|s1T9}r_q$fgv&-sWgJAPLV45QBcG+F+<kq<w
zSi@c&k@)|-FY_$+-i6|)WsW2*elO$%ef<}{*SB<!4muB{I+Sm;;`5VA`6%%;kIj63
zQGRVvfAu{obR^Zj*bhVsxbv3p!Et5R_H8N`+K<bYIMYg%FJd`&>JvKo-FFvL&>IEy
z+0~D>N86@XSUX$G_qN4vC8(r%g(kL!4@<N173Wjk@G%wBaI)7@Rh%d;@0>8x-O%L*
z!}U9zfI)w+>(3WCM!H~34i$PB`6cw$As`p2!+qzHv)@fz_oq1+c<GLfP3AUaHW?q3
zG^X1FUb=-_qaastRf=P~|Fm_5CLP3&I-R9@6F_*tQlSz=fZLO;D#Tx`r$yv7KB(fQ
z_6&%b!XqKiQeo3qeso%Nwolk?GTJ6xAX(kc!1*!7QEzn0$d|UHX3<ib*qiW}FedG@
zb?GbUTSC`Vdw9Um#?tv+au^C*TKBzi%90PkRy89)*u_OJ<j&vG5`J<X{mJ=7I>!fa
z{xcT7CZ}<m?6bW;b^i6FGTZWW$eX`7`qfZjW<xbPvY;4XtE93B9<yfd8vI-T*=B5*
zRa1UNh{KjjaL4UXMG4zOQZhNx$EB|skh3>_$&xR(p}XHLw|@%T@v^&SCvqn>jQ62B
zI~gLkb(F`9X*|(=YRd>U8fjieQYbD)lZ1kge2p0&>)MiH1`d1rnQu!s6WJDHL;>yK
zOptqCV0j55#{vBN7HY1YH2Tj@W0kNa++iaV%o|zRHw`u3o9G8}HT~R%KZIOmvSWi%
zz#<Wr(hT0<T32-wQP)82_P1XoGnkqTr}_WB`pQPl@5g#~h~};6{O3#U94`zguo{fv
z@<th`hIkIlBW}E9w1>}c@kVNeewELnU~Xa}OO|0<z2h6NaPATmNx)iq%`q4l$zd$P
znGhuEAiufxDcwP=V+oa#ftMDZy!3!de^Vj>wS1cB&<@?~Ttt1o+jX#AK7+#kF@4X#
z?D_RsjgpESi}Cx7#nr@x6yx-*dx9wj`m-u42y->@dOCM&4E7#G6DjLso+E?Z-a8--
z7uAsX;p*c!uaeK7Dtwq&wWWVBdDkgXJW!_{3Gn}$fp=dAs~3gWrivK-UjiZrzR(Gt
z6mf8lvm@Ou`Rds75>tEbm8ILuO~iht#l+hz3^yd%jY<0A`k-b>*wN(qOEJ-La90I)
z2`_p$A?;0AbGp~0-p#nuU*(5Y3>0!DH~N&@8u=z&*m|m0n%?pr+6?e3<z%EduSipl
zi$cno{}H%0ag3Dql~*3^y;5S3dRK;p+WnIJ8Lh#DQv-u3pO$)@r5dvs;9}>$8b36;
zx_|eFT=`)>pspgw02zops{*Vl`d@hD|3F3k+xxrw7m&#H(qK9sff|@_)=3o=FKhQ3
zl_|P1#8Ak;wKl=khe$U`l9?4Cj4^zB-c~oFIv}2%e01t<rMo;3kS~(6b^eC>nm8>m
zlhv1q&Kc3+2fI7Gv<+twQC&=WCnGJ1YK<~@San!qAW(09@0-X(p}@n(<|dVPtYnP2
z!skjVX0AIyDsduMOu-|rWVpQ{3B9|<#~`E1wiM<kX9R0gvwUtLysIjzX$i{=GRAR=
zJ1y!Fuh<^EM0p;Ecxk@*ZfmNmu|g&9ZD&9<^KiLnZLE~c-v-C}J?3h4{T%~21_JA<
zBs%_%1nd(l>PNiEtGRjyy?oZz6LH|1OgR-Io=%IpUy8ycqnPaGa|g*&9yhtB%54%O
zAKLS4EnqlymnG$NZd<Ktr^BhT%_A&4JRYZLG2|ks;w(AMAvJ@Bj>#I(4YTzq9f^fM
zQc6i=^xZzIwc0-0MhUm=$Vs|1Y)(op4>M5TKDBO=W+-s#|J*vC)E#npKa?TG$r>M8
z8UsD-K}&oQULAvz`E%k%UN{?ghxS@aDPhHFt&sHh;h-#DlaITcF{`X*kRsma4C=p3
zi!C%p^(_?BvU^o(bvOC5um;-?$27w_C+Y`U?8DGg9LlBDk(AT{9T8(9=l)~2+g?t*
zv9<jr7^++nX>Zn?to^#d^sjacqa^l{aNMYT_<QqEIrL^BmEcL;#7FN#|L?wbmj@O(
z#sujD1QbFBKd!~}<_VOkr-P1g7?eF$WGhp64(8M~c=X93PmFJYVq2xN{_Q5T@mu9K
zwS{rmnZtU%!a(Q1bNSC?y@6c4FNrVj$oEETt`gA6^0ALU{8VW3jWpMi#OlH9*!;O-
z^(yyzV$BUVKHwH-#Q0jm1l>kD^RPH2t%E(o&+kJenTl=rcbpx;X(-UTh1vLA37J1H
zj_HIE^0qf}nfgDkvQB3^_6YNiNxWCGniA@LWh&9@us)u$@(^1J&NX~LlT!Qbu@&?K
z>E_Bn_jS77dli}@kqs~~{)2$coewNP-iN~0l}&`y_!1}6jqW#Dj;8TUyy2W5o?w=j
zuBnh4{oXpi(fq`LCh2UU`Yaz5o>A#;-Cqo02hso4vw#QoZ4)*ws_wehJ9wmeNO}^u
z=cKz7YhzfnxOlXmt>2e%Pe=S$W1yVr6E4-SpH-;b1o#sB>QD(D^_!^n(ym<fJi!W9
z&let0-5attBXe6ED%)haM;(16y&a*)M<tqhAyF(eheX1g)6_|<(AM=%$F48LS{_Q5
z*n*gd^Rt?(!y75`_t#Ymm%@b#T<%m}E9Qt&E_9y7czYsWHCl~ocw7~lUbm<hFs5SD
zHW7U5ZA9jJ{U;kv>=jYVZ>Cx5N445`@46C5c5CC=Lj+mtYu{QtIZ{EIe15-%0tMMX
zTAB9;A~0Q=4kh`<lPb|q8-|X{-*ISG+r2+O_8{(25v8AgWUi`W{UWO_9Bf&LpgYwy
ze4^nLPs;rIc_CUteq)*>30-ALm21KGIqW=yVJz*V3dG7m{x8q_S$ObF(|6QLi2C*z
z93R^<@;N-)0;3$z-eFcY`F^Ei_*Y;@DPG_77Ec@lCb2>9e)sH|e}3!2cufO<Y_z~u
zIu2-oK#~6j_<zF>`2XiP&)^%p1v0-Pt0(S4U+-AtnkS2t7-=mNnR9krKW4-QKb%Dn
zt7(+e>$;o6w_)^NWU>jX?R{?3`kH##0oaY|hQY3qtL1r{0ge}$ex4we#UZpum=R_{
z+zKldUcKtg3qP;XU9-VW00=nvZSsYf4QB0&jjhKyyJ0XrZ&emE!&&o>?ns7bHj+F)
zU&R!cQ>Z%DCWQ=c_Di0H)e3{n6x9X6bApT#TlQCcF?1_$3FLPv8(vTzvevI@D^8uE
zE+&pf-x!y}2hOEW-V1tF3g&N&I}V5Tsz*LaQRlTDXJr0n`R-R2Po{Y@%|)$;GMv_3
zRm<y^=U@@cFWnpGqtGd!+H;bKH4c9U67NzO_C70qt|-5BSh~^hx^t;3*p(~zPc!}D
zTOk%brAHP|>x6ahG0XAUxb~SD{MMFs^&lbH7(qjyOmutCYSRgMsPrd{vy+4p(kkS}
zdPE!F%|xp%Km2g7Nbq-eltBr(StyI327m3?>4wG)I%mPm*ghXUvl#|V>qU+#{zLjp
z2bW<c$A9C)$V{#+eV;W9**CDp=F}R!B}V)5zH6l0>R9pI#GBjPGLlJJ(w{6ZBf_iK
z8Fit}DJVx1>dO}RF!w5I_lwRN1CH{=eKZp9I<ww0q;yg|qiR`gUt<@@E$oWuWH(!S
zTeU&CmgfvW-``2WO?EREm8!eRhEZkA;`=@47JEbxW@_if6K&N&FJDAd6gVk|Z#(`;
zV`3B2hwjO2BhmYzloG+ELi`3u2NxOV*v!vO-6=oa6rRw9y6hmFV?s~PQ%Lh8rJ@9n
zzc37V0cjr$Y#uL#{Bp2?M)=eL8o4?!diJa>vSSVj><Vk~!OKGtYx<;e$D4UK2H|r;
zm4oy+2L%-`;xe%vhjg|EGEtdA(rJ;A)3t*5iwzm8h1R1QA8y9wTO1Bsm*`h)UO&pE
zXR)$|i`FD1DLSs%cAT8=37?niCXzZI1lq8KYzPb4;8B$zT{HILm>y~$wf}=L*A)6$
z)YCgTb)(jQ6?IjEr3JI8k*{H<+4`y-pBW369>x1|nWzoPKInQ+wx2&7HCU79Zg6L~
z&)o7d<B99eUqShtFS7dKFOBcNUa)L0W0|t*SH#Q$Bb>_|CO4yerEV%dy27BX!PJpn
z`9QzN!uR(x#)2?BMpjC7;UqV5Lo4GdY;|Ox<K)!{jbFza3+s*U7h~cM7NLEDOmh0i
zdsWTC3>}~6ie#Dd7ou+okO}#{><FXU_mnQ}SURgsP~08gO?9f)5T2u9=uC=klEe52
zPxY6~3FHs@;;0z8-ynkhvCpC)OrmBMZXLLPw~LZJSuFgS(4se?Q0SXqMRO~N>tgE$
zH0f{jAP4vF4+_;}+~Tw=<>$RQw3ej&)<#R0r~vxrSW+bnjDNH#h>=?AF{I&6dJ<Gf
z=Kjm|R`4cdy_PPiFIHrM-)Xvc<N>{rCKBR;cnw*ax;o@wrbkNnJt>VG=IsAuB>nh3
z`UD;N03fm<JFV$pIR9eJ;)EL_WiFQScFxPelXEh^_E1={dKVo1-G+|xzVE|9%()e+
zP64Mo9sMjOo++ee=5%Hil2~lqJ~_Xc^tnBWx|Q$!IaB2lNyaBkTB_^!)3gCkJReFi
z)bSou<wk|#wdq&AOOzjMWwgTv`Ot&s<=4c-)<x$EGA#yqx90K4!e??HC9(i{_R;d`
z;TwF%9=8a^IsYnf*!wl-_3M+Kmm3f{aU&f?T&Oq&KKX!F`oVyL2xS)=#dr_VmZ+$A
zqKK*?Wck;e<0WS9Hh6o<!|<P&v1Ke##-~+Q7<m3VlH3goAlPz8U?zVNDUfLX&-Tp!
zLVMT6B5iY!^gni|1JZHe7!Z}CE*?TGzm*H29u16QA?ov6=@t7Za~*U5!)raavR)!L
zt8b1WTM7{p*L10+N~q<0RM!fBtbO&L!9B0-r{}yy*gy|U?^l0c%ipQ+^nq_Hq-J;(
zR5aB`jU<ZUQu1vUu(y9VO7LUDAO*gk^d-dbwK<~MSH|Vb+~BSvprHkc|4T#n`iokq
zqEUV(6f5lr>1kC28wn5w`1$tosQ!`%O%dTm$6EG9hpY{$KQw(dKm6B9M2n!mE#;d&
zAuEPzPKEjmv`e!~OzeXlo*Tt6js9>=S?|MR(y|4==`Hj2Eu3AYZ~taPEX4P^o5sNh
z@Hf;h?*%|STwdpKC-FA=B-j5NmQwQW8Y|5y?^@g5BGL`=5xW<3$V@XAt8r|Ve`DkH
zgXU<A!qXD_ZTtRWr9Pw<Za4@3sLm9pu!@nW%!Ju|i3f5uA%<*H*|t5ew|Q6%+DeSV
zGYkse9pkaOe40*eFc2`2N;Um}k;Cvti_D*G$)N(jH-Oq)yUZhM@8vYjYP46QYWG%q
zXducH^mLvN=U!cRqpbM^58qs433j7s$mnd85XPh)_eYTMX5dV3yI59l;Y8irFcby(
ze91|!4x}^WXJf(4OY_{cMw8e~ks$$V2T39`>%(jF5B~)uFO*!(MEDw4yrYY`w13s-
zg#%?jdL@1`*;;a0;HalwYHgPa8_Bec25dMmSq!<{*tZxMl^g#3@w$)8#anwrT^0V#
z<99hQf<hCenf?MeciOu=6p%9voLwbzF*#&30Vt=Q72j`71i)(q+bxpoH{>t|51N+4
z$fjqK(sKIF4WTxd+f8HHZ%F$3R>!i}=L)Rse9CX&1XsyCLiXZJM4P4Tse<dkUNH6C
z>)={*Q<eQ~&mpx@IiByt+Ap+HRbz7s97JUZ=8W^H@811!4TxM2=ty=M#=F=AC5`Tu
z2_jx+qPH=T!k-kA+~|?@%WnX8H}uc&+zuD&fCud;n(NmL>o1f=pIbU5PlUt00w?2!
zzgJvN;YjQD6zBK8K~-tUp{Q?LnfZoQR94l_HPnTP?b`WJz$M0BC|Fb#5`Ow+u`Ni!
zEu0iPk9T_8=J<>aCo!3TwHEq(F7^OqtdDb36EabBH?|~!6j$lKlv!Ee+T^K+0HUzf
zMj5wVGbY@^*bsq?mw*tp$6C7kGzA%L*pSbv(EbC*Yd8qE7SNYs_0sl{k>^Un*(cnd
zI$UX5?>0MF=B$MTdwPYPGrO2^mpv}jxZFlw)|dt0nz+m(R>?BY+BL3@G_J6_SAMq0
zi=7;WD8H>PzsI7tao{iIpO|<E>?|Zb()03o+;C()6?t5PO{@%@1>wBl7p&0fTL(F^
z=Q&yH!UJ=dR2Ug<ulnU8Dz;m5wR+rWiIn|s-pi{?JGE#*^~qY_0F^YHx-wQ<M77?w
zm#QNw@Or_8ON;sQ6$le?($-{(7m0nl4xAc+9w7;q88ML_W_&_-&Q3fdZs#<u?ra!a
z{%OQaT^d9eP+P4ibC^8jGk=58VM@(bNSzgWU=$#0dwo9kC!%vflqlcksEkB%@G<nj
z>g_?)jzMSaZD*OtY)Y8;V3^F+b;inTgFw0tIr5?bNefX@XMv{84^i^Nh(HrSS_~SP
z7RzNCTX{>q$kC65*@1}NT2E4XO?NaU<rTY*mwe3aS*D*eaVN6F@G05wj+$rBn%FnQ
zZC+ZichRY_>wIzS_Ha&G(@GN3)8JF*bt+H=3F3t1uKja*Y#DIiQ6ayDT1W)OPOUjC
zc&1bAlAF)8JGLgvN+aW&H{5yAJFf0c5Uo2xhov#A-a<0U)NvAg8k;Yo?ZZa)R+`5)
zIkr=;Dd4zj@wP$*2T1iEpmx=Hp?XR9Amea@FYv6X#;!zKb=|<oY|ew*B#dLRBCUE)
z#xC^f17J~8dWbw74MO@%lF>O)F#`>jNL_PNV1RVE0ahV8)2B{4u7M`l0IS6|BR?`A
zG~)*ak9hl;as{5t7(G#QVSIr)A`|_&kN$CN5fOR&2M6v!7ewc-&`ARD;Nv6?=z*Fr
zQn6-E4+Y#|F_&G-#^G!CcBAm5LQk$>s!=$!p@CX9d-3JxvqpyTSVz4-XI%**exKZK
zg7Q49*pP>kNaqv?HE)tp(|r(-<b_MK>KHKn3_&MACV!96p!TkRJYhzlXGhlu+<T}V
zT4hgQeAA|{+vszbhDm*U<PiUqn8lAf@;y6unU&@f;l;xhWnOZqk@U7WL&ZG-VvxeZ
z8A3i|P(16}1fQM8L~Gey#&DDwA?Syj_;%Ud8=#YZU_S|sPg6w%qQ&KEl~YK<^lpGA
zWN`c4z`+|pQWrH&M)dw}ApPZN9^B@))jy4Kt==3Kx9?ug?gp{p_+4NQvntk>xM)<1
z`#3)uDE(&?I706IBdjo~KmFfC10nUF;<G^h*-xnt@cm4&9vLWU>n;D8y_sD<F<Z`^
zAn0?zOH=<a<>(i1)+yF}-w4yfh<Wx$;yCpc@IC{X-Nr-p38h)s)g`8N5|@UMKQB3l
zR`+;?0eTIh+=1w1ZN5dw`^w!0&6}b(bdWS|q>Ti4An_Y>7qh2+sSf%Y9t+rt2leWh
zs?I{%+q59wbXjzqEP-TC4f1mPU!5u}Z$hrlg<5-3_7*Qs=ScWweNSiRoj1g?(#i{w
z#|$6`YFrMH-RaqIQu9$h>^$Fu9X;sY90w8q>r&oFx5;AK_I%D7?Vn56anAkTo(pf)
z@wnlT?6W`!acJl&yE-phQUe5p8mH}K)O=1G=7{*3vBza0lo0GeQovA8CO`<@1l+~j
z+YFhPTUK*kn<eFOKAZY;y?kkZfe>&ADF}pGltQcufIyFcicv=FUWnO4(2udh3LtT8
z6j)N=$M_Ad8StC^fBp?`lfAII+G4*Z&IFV$@dnL6Sb({~X!7rX#2KSSHs`-@@%inC
zS6urM<GG%j1OzCz&S)GJUiPJs5bZ@_f60ED1uhi#hl2qsI4A?UieXOX3Ue7^-;Odd
z$bzH$U}(OEw$ZgROahX$>9jwEofPB?B=llceQ`(87>WUCAl}7-$neWuKgncI?+<Y5
zj(8E4Sk^Njnb!}R>s~Qb>dAcVCqBXw2*do~wCSa(m;O{7%RAzu05k_5+T8@Vp(|xC
zDsgLyK9s$31{fFxoOer)nm}YuOS$jvfNeoPvzVZIVqIM%aog7|2KqM_Cuf@0q#^{m
z>U%AFQtV+DQ-2ff#Qt)@H~1tTFf123B~&0xh~kVu&DV~Kh-CEH+1|zJ<Z&r)B>Cf3
zQ&LysS&a`t0R{Cm$}CgkxxW!JJ3ZER-+bbN;Ma2c<3(c54;(VgW7i}|78@+290__<
z7tRaI>Tq_RQbbI{w9S+Z(fQ=+7>OOfnu1-}<JgtWg2**jOO42lY6FiXglSlcCep(p
zS(fkVH`ex^d$g|fQcoD+GoHL8n}VB)mlaVBl3s^5$2<4Ui8jBI31t?pw`&k1#DaO=
z|JuIz0^Q;%WSBcJ0vmVt`AQBH3DLZK_kk7KyE8cpWrF&*OxYtZ(|3K?MMF<#y`%JL
z5Nv6Ai|r+Q#7*1<f{N~rJlZ@8zCl`PFHx!ze2u-$C)H)X05g6fTAZ50ijE8LfR`eF
z?*e8PcDV^5NwoJnOdUKd!;T@(aXG0(iFk<M5+`YOI|GCknR=q2o>zEPpg8rS@#_%5
z_=SXq1nv+~z3E9Ng$q&r>kh|ht7;sMpLEtP-ty%tvGc&xtlbCCUX7_FS{lniP#%WP
zySrDH-u=rLO{@!VNr>vgH9S9Ac@+%W5^0oE${b~p_#VV%`dnR}zBuHDpnHd|FhdPj
z!Ff5r?wDs^;h>3c_K52%Rbd&D#hr7#Lkenm2w>)u({9%zUB8Enm&~%aV6UeC5Ec=)
zMhKm)K(H&Y<1%alSrQHdAg=(tvBY@gVJ)GDSdGH|iNY?(VnX<u&$8c$4lYpoEl^@R
z=gw%$8V{6@bRR*_p543U3smIL2?ZZe+)7Y#8xOb$S~uv=7V=a%KsCwpgQ$QVpV0y9
zj6CzuCbG41iOgzQuy~dZgutg@CwHfJG>Z>v(DuI4Pec9t=)g>)&h&H}2wf!DnIvPq
zh2O9MWQUSmbs*0u0j$G5jXXx;)&@w<y&QvFYPoYq%t(XD3d%nEgi%>}?cOm{^DPVl
zI+ZtMd8E16bFsD4X^3A^DQ&<~V#K>$>AWc-HaJf^ch(8usH>AqOdRZBr(t(>?z3Yo
zt6Po5z-jYo(;PZ|4*iSq@)rs0tnCVud38tvK$J}EQNEd2MKC<<Mnu47!*+RagIJZ2
z(v?@ap|0qkVJD<I`E*XtAGSD}8&8+T5qUD(1?lSVfZN`U#yI(IyE-buib9{1-x*UB
z5WYLwtt_F72!1WP^v-@I6@L8tQkKXv0>x3zIO}(@4Z}oT?X%0Gdr18D0@O#|?kcJE
z&=99j4{&$Km67>zlJ=*c-+fy}aV*km;rA8x{nVSK(Wbc+V>M6wfh<M#P)K&^ZC;!R
z&R&_}|B4maLBg<WFf2;n{t}n?3%P*825eGx{Z1QzluiV^!rIns!=QWZgMvjY_Sm?g
z-1b$SvTPH7=uSN`NkU3YOiQ&hIXFk+Prqt@hJ>1DnIrKb;d4W}X^1(KF4MbjR7Kua
z!!W(LFw}6*419cAJEOl!{zLjbyJ*0kMUDtB5QW<V!n8AYIl7+A0zI?%DL%4P{k2SH
zwN%nd6T-67&m$Q0Cv*F9_O^XW8TZxev{1*5cFt7Dc`oD}oq2`+x!jw_0=*98b<bX5
z=dL70sk(giMqbn%lF3>9Ys5cuSNzfy`G3(D?|AuhFIgkx(^_3D*}^5%<jQ0&>pB={
ziHhQM3M7N%^3%J%!U<LzhOKrQx2i8-ljqJkB6kc3iNJ?v+G&f|Bz{eeQ$CZ)C@S;b
zA87Z|%Q075v)w(F_ZaapM3;4bgWFVO!;|YGIPL8@S_XD(3%s{mf4At?&~W`ZCFK&Y
zwTnDti<cVcE~DBylx^tKrc0Y*X0JnS)79-HtaQ#6rKb{GnW)hi_7+hmh|C(z#@`tj
zod>QO-Mv@RF@AJY=j9vJS)5*4XUn4@=S?YMKi8-lZOR;n`>>DMWlSIH<r_<ttYGMw
zl#|KXU7|h9UuyB3_zT!#lin2MQ4)4IfD>^2v$RfYB15HWi6xpR_2r4zLTnFP+)O4P
zz6co<O!F$%)O>@-=5AM@a&3ID1tEWbkWYe=Wq-l#P`E^W-^;;u7@=-e5>Sz1z*nu;
z6tyYgVV&LV@-imY1l%TS{!w)Lq08C56A909$Y)!RkHvtwp*vQBYy5V4uvdDne8&Sq
z?Qi&k;lcAR#R6#iLRs)_vWM*-p)E|QoKoJ;_0VO(oX}>$A3Df$t+hg8{U3aJ;({Ce
zG0*6-CEgzT7X+wuB{ozBZ1=Y!8Eh#NiI#U{IUi>gnbt`?`F>~18hw5K$xBq)ZP=Y+
zs4*U91@ZgX`28fCpP6OREq~T3i-G6x)UMvU5EjZXP8@);3P5!BP<?NT?S;ts)JCM@
z>3PyJ&LFbh{h)#KKv50-zj44p{fDRpkyZ6TV&Gk~F<1(*-6S?k{4J6A7gxYs({yQz
z{Dp%K*X*Ag-n^Jaw4ih^Yz8?0f=EzzitE`#m&~f$dysl3U}xwxnh8x##}%=Q>;MA7
zB~AdP3+lMG|C`^n9^k`NBs!Jx{AY*^a3w+bS#l;iISPhZa(r<OWFYPxErJ9>738!a
z5I<Q>2r!v)S{#hki2$g4xor=#aR-VYAYmgnjFGsRmeRaIHD2sAATfPNOmF1bqx<>z
zKm5SYP=5=T(r{<$OTV1C#B483kbT+61mV2F+dSaI<(@b(_jbzWJv;#X5Yce};0N{m
zQ9-<UmS3r}`KkGpFpfkofN2_Q0EeO~##50lM}&~{O#IQ9iMwRs2YOho^L8Klv*M&p
zFr1&ccoWZo*W#DBWj)zAXt3j4;VKZZ`ipSrvLn-rhL&KYfZ7ELq|}t+j>MJLEu3|X
ztuogzEy{eD@0OyHD6(n)^KkMk`#34|l(%@nBf*MSwxhDadk8O5I_7?VkL6NqE?}Fu
zVq#K#_f1Yp1y2UVGO?qOEus+kweeObuu#dnkHDD<MVS*7aDgY!uBEAfh1J!&4hKtH
zh{R7yyeK(+f>YVC4|-Df4nBXu|1BJeD1xsGv8s8gMgW+{U;GtHRr(!4YwoMQxI(PW
zJFs*9ch9A{lx6gzi8j&g)18~{;oq7Jh~REs3~ajklb4$q=EgyDmYjCS@`YR~hAeU&
z(-qrnOGJjpuRGb#55miQLrzz|a~X2Rw8mPQF>7hxielsdzr2)kaw?P;tvw=t>><I`
zo=v{!z;R{$c-ee7W66f4qn~eMzQVt~$ygFKLQ^Ir2tUm?n$Nq@>6A~&@C*fdN(V;0
z{1c|~EG(%IORS0d7V#6=-=P1Su21D4Uf=LtUFlvdb)TIPQT&uJ$&yr4b%Jy)xb9Po
znZ#LWa2d-3+pc5OTdmu%o2D@(2pv6P`TgvNr*_IO1@&XX1(3JPJaYv&BKnAkqUM3{
zijk)9Nj-h7!#?MM;%b91-sGDA^hJ`-otM;qAh~vHG)5`%*yoh5NU|suVnqxr_KeD&
zW|uTd_`vDR0q3bSFsGTo;(o?Z)ymJeFty7nHd}C2Av*o>C4?%7eeRg9P=(6*1u=Zj
z$l|jVb3<~U^6RdcHo{rH*J$fCP|d}HjM_PpU;BO{FAa~T|L3}qrdrQ~E#5ygc4IMG
zW&GM@7m7pc=alAk81liDRkk!efgK4>u1vaLNcHFd#U%M;`6WE>Z7g3%ppJ@#nj8h=
zQ8ovO<uX@0e;(z|Rb`iU84-ZV6C6e%)S}5WqC&PWP~W7ZrnWA}C$@%(IrwkAn<)6O
zwI0NnduRT3Dh<Q_Yt06i4xI%15AJCezYOgAsj+K@hJ)fC6|~oT!v{BIhDWL&6=Ctf
zyi!53*q#=Jyz$L%^KO1A7Eq@>(Ty}=8omjrU5>nmYka;)Hstts=g~)RYCC!}iWj#4
zz^*L*6jj9tZ~v$EHA}rWQ&#Pm#1Wn^Vrnc;ymc=){9#>8z&A?EYiSaZbPVObi+z$T
z*8ccPOdGGVTBOGfgvZsmAKdEHrit$Str8D$F*=ROC>42q_3<%f#`BjdL?-=Jtq0?2
zy$TBI#H+tD#aRysPkvuQhzZIfS)uBeRhHKQJ-|xG45eF0GCiw&kmuT}k|U;<cYY)O
zx$e#HaL$V)*n^VRFEvsM>&82N<NfLz12KW8TxKenl^5~^U9rm#F+sfkW)jN_H_LQx
z?ng+a%+EXy6<fO#r$yzgihIZ`oNZslwQM@8@wCaiG2!DMmwsKT6{w%TdBA)QUEFbv
zk(FE0M=R&%{(6oek{Fu)odNP>eBS0d?{?j$g3qS6n<OIP`+TvY`+U`R1VSEDrAh&z
z570gQUK)+J?9}_;a?dU1i`?sBdGMZPdY+xW;qDqKW|Cv%iyt$jzw&M!sLeh8nv^cr
z_d@R4-L?-z?8;o!?IdcfUN0rPT+6K$46E)`1T%s7_#&!@a|P37hgyxo=d)v$Je5E6
z(?vvdFS=TWaO(2!)NuqcnzygSaEi4I6>mwJ^w%8_qV<TGMq<p>qUqWR`KX#Yqw&lR
zAuksAvOuBmhtNSFBVXtGT$#dNO_&e6<0xQRf}~DYGkP``D?@a`%?BRWGAH*jnc-YF
zWq)|x-PXDA5FPyD6rov_A0ltky{)1}#$3sb7?e;_UQCyM{XP~>-4hi5)q0vO?aS%6
z4w5vn>;5AS6kxJ4W<M=DHB`GQx(3qu#N3t;x3+(+MM@$Z4S-SE`qG)bO(b>`=z?Y<
z0FEBNI)}jUKp=|!LJeQ#z7%_(CECm>`phfL+R_ndf{&69+PoLUhj|PF(fugH^p>>~
z;ei|$3>yEMLC|en=l^G3`~ThTfWW!u(!%9h7|w9A;l^qp9nziBRrAc??X*nfrNWJW
z_9;@d%+*K*!FFj+f8!c~6txpX`UBTEaDR&naQCI0d#X7(a<RLD2R}@hHFvaMFVtop
zCsRz9Z(L4>7G7Uf%+<xUwM{qcNzr2@|LE+Zs{Eq&ld`$B%1D;B{AePN0!>EOIKw1U
z1g_nWlP9RuR|zs4=K+d>*>_bF=XFU`wwLGrSb^JbQ%i}_{~G=@bmu0nB?_#CvKEPc
ztm+{CrSw%`mZlZQgSSBgo+2$T{?NPwu0i->ORi~&tI+&mf%pW!fBXHb^(aM#3DkXq
z9uBQHL28#;6vULgN57jw4^|_jnhpOREywGhFc(-9bIuaus;Hny4xB9z$pufByJwh&
z-;}L;#09SJz>RbMx_CHn*B<&3ZfVy8ep%3Jnfx|)p`Gb;*L(br!gnf2yr3o{uAykB
zr#TUApI2jqNTu$6H;Bu2pQk#yMA%tgv>)M#p#MweTDn12sMPbCo3_W<ol_>^-oZMF
z4SfZg&sa!-EjysX^a-G_aJ_*<|8J`u2QbOu)pgv^=ps18R~-z%WQKpQv0g1#mHU^p
zI6r=KA3#~a&jelH+keeKv`g>-Zu1eigK41Re{Nbq0zUlR$A>(*tbzEV$7*tzh7q`j
zjYoja^^-*GWxN*9YniZxU#S)EUmOHsS!^aB*dxz}6{Ke4kTSRL9K}Yz9ehLtCA}kS
z<O4i7Zw@>-l_;XYD0MYo7$-_{4rId(siB7vsSY*#4tVNk-~Lo5HQj5=0qzb5H5ey<
zstpv&sz(6vGmdW|4|u%e^5BkMOf3QBHwE4HVL)xBU@TB!w7;U`%)y)I^fAfEcL14|
z_5qhe5BkBYo5##+g!1@fWH<d&-;FHKhz|Us@kB6=Y>>TX)^EGo+<o<%LK+1pLon6-
zh1;285tdDl^G*vC{_gmK$_Wz-Lk+uWG;eegHCc!OWkkbNe4LLaRb1qt>8gcPDyWHn
zS3?4C%L4;%Geniwd<=EDu%DcoILKxtJ9|SddZLK1G=P8h#w{4FW%8$qo)Mb-yR}lG
zK-KN{MhCtDq~RhW02#47?fE51el}3>P@4cw^B4!rL0ca!xJ*Y7Y#3MftbO;{1?|!m
zl|H-Z*;fap>(4Z_Ne?0l$V+q~UdLKj5^moXGWPm@$lR;B)!meo#Oi@wQL4~nry6?(
zbo7G)H@pR#0rE$X&t2p^7b{tr`@r`g;DWkOfRdi%#(3U)3Glstv1#((s1oqZDnP)$
z!vK{(Ni4)giGUy5NDHp(|0t?dv;U8#p}yTT=iSmvWbamg;~2A?03c;VU&_Igwg?R>
z;%HR?8Fi1+nLHoA{=Tx4+<U&GWyefH<fi;H{PLn!60=s*fh2+qQL^JWaqb3qCiTB~
zX1~63Mpi9ZaNMp{W?_6TKYwR<faE5F_G@SH1v2*h{(qIW0gqAjy=`A<Bsf0$zzJ<-
z`S6_df%CSSYI<u%bD;lZ$n@bMz36CPitXARc3KMo_$%<!zx+gl<0k<hp$9F8t2g<Y
z&QoBVmBL@R-~1)RV}LZZ<lw`jXKRKW_3kucKkH6z$tmnf%EHcDO=Fx-oJ*EhBxBQ+
zShG@qqOzvT-_V}HY;hh<sk;K%a$kn@-*q=d^yX1Ps(%>ZZjbZFG3axYlrR5rvB*xT
zEv`n5eF2ff1N}4;Gh++;FK#oe(iG_Z+2410R6yaZ^B$-R0)d|5sFEb2K71rh<Xs%B
zShH4l@@#tV5oroSJ~%B}q-3gDrG0U^qWVG^k*5`8IW5HhmzocOl_<IDb%+s;m@C=;
znVve=%;LO#OVeoYnH*K9nB&W~nqg2z)XY}#O#)s?pKjsAb*^`#^|o(Oqd2a#O<p97
zLDt6oby3Sh0q*QWbQaU7tDpk)^AkCpw<#8a(-+)fWun;vm%Tim$fJ#7^mfjFuY2nB
zuL#f~_oJS`FWPX4_U7YL**oZqTg*|9E<Oz$eEa0rF+MOuHXL<Ubb`GBc3~jI6(*fi
zlK|g4XaiG_?gq*fuu`|Pae|)rzva{aU}@7s1RIPEa;l#NyaH6t4!lFHFGY;8=?7Bk
zS}QJoP)iDY*XK!g=O6Py1AN-<qq*w7W&a$<<2oIJ4;%$FplS6V%5k4d11-1~on`}_
zT34^R{52>K{)3Tie1Jem?_cY;l>$(43D7QlDDgcC;G_bOg9y-)@`w%hH>fn|f0noZ
zn8*Jpn&HtRM_E2iQB;0ThcRnAP3Mols{?nL?n<8?#7&4xXI@Q1&h}vEgpAl}cGHXD
z+M{z|Hgs{oWPqbne1lp?@TV?T1KIgx-POTMd%g3q7A-(A2B6!mfk6XCVLiMd711dx
zi0*dAvU7i~+1>H%8;FRb=bMox9KbBH49zs2Z0)ep9K_J(DI;Ria(>C;-)U(I-7njn
zX&Tr<=jYhZ`d#8*nuT4tT%gM?r^B&$$Rya}Qp<B$ATA^)=(nGs<8!zKiR6>P^bVoF
zec+q3v|=Od7te^7#`<9Te$75qi}UN1Sk_XLRl#Mg14Nt$#s=7(l?Gn+4Adxzx>18;
z&1~v;_s;HsQBbXAG|Q<`J(CUTqx*53oY!Z5hc7C*d)Y78ON}XcpLwH6n$POKsw=`B
za!L1?=kXzEJ!_BTgGKI|(If2Z!dGeYWMct|cv6w4$V;gva!2_+3BIQ4B+8#a-VirK
z0Ln*U1IN!N9MB0$LoW%4n@tZ*+4ES#-joA<@%6!U4A~;DQDIuYEjaE`_$!8e9o0pR
z6DHt;qF2%DO;T)CTVz~j($AsM92yeNR!kh~lXS0>>`3MJwW(s<<cx9Lvd`TXiKhWg
zL9lHmP$N3)V}=q$(1l7dB1i4aljt`Tu_E9g)!r1hw5OioMORh9vo^|PKuRdHU+=TY
zyHX{;4uPEtU|XmgVB!cw9tYK~=m}dqD`bLJGx&P+*;Jzs;<<hA-bFo3nh9Fv6Lz9a
zx0|^|ykptAk`7B}TUjBF^R2!!D!lp+y`ynMdI&wxe;px~^-+^R_S@?NzM5ticLfc~
zohB~@nNqPosZx)uQ$VoH-1;De22$R~$3I8H9V*>rS16&q&hb%5^%~DI%Rfo47dIc`
zVK(>DSi}sYbs9es{OT9)e}ai`<mo;9lC-<{QG8wdvbkJWEN<0D{}=~P(g0r7%s|2A
zqD3kkpSQl35iRwHrt$&$HUTh#rAnw!1>(!oSK4w?f^{EH4NBiP0}n<10A~IkmtX<N
z-!)+P|10p+-f1x~g1-=VCY2sVeUd3Zav43B^8<N8itCmep(<x<gmOU&Ei_g&zr`sD
z5I*o7;OOi}skX9jSp?mebpr~OdLol{GJ-7q7Gy2NVH(%3Udf!S5Uix$8y;tA#60pX
z23-(yVn@cr_WSPj)-VT_5#EM;THanMCXvC^X|zXGUQCw=HJ_bRz7Rt0WzMGF3MOgb
zW`rr2tV?Do+Xo!566}P)4qqHg6A-SB6_Ej>pu&NGuGCi>Ed;(XBLh(L)6*?XI>C|K
zn2Oi}cZ4FTKyobePaY&k#y3!75OV)5`}Sf`UwGN{u-GfF`_awazp=_Hv1~P&BspnT
zSl;Vbi}(<X!5JwlDcLiom~@z$<tJItRmNcBD+XC`smEiQ!*^o@z<cikAk<*6>@E`h
zC+K^5g?WSyQx7i?iRVdkQ7A*k>P^pZC&VT5L1Raa=f2G(ieTk75)f=XNqdd#qKCRy
z<>pUcl$Y(f$l9o#o%#|FlnRu&r32mm0O4$ZH%&g2VFI$S{e=~{6f>C#3a7=`f^$~-
zn89t$&tv=Wyt>$ZeBFsBKH_9y87B+xo=tw1DiK&6E5uRd3yvyPaL@C3G$kU|F(M%Y
zMUJ;L(>WW6SSIv-(fjJwgByrommYt3k6BNI^p}0LamllSV7}*EvwiezyYH&4e#VFl
zNC4~X&j}cd64???q`{k;>T<8R7D9xTvAN?(J3D_0+nRKCySt8W`NoCZR3n?;MZT>$
zvDRq~%H5F}Q$)U2x%2QUnD0U)o<qTi$?(7#c>-e($#l+cL8cx`pv5ij9TCwoSG9f)
zVP5g<?{jxtRL|Bz@;yd%eU&cr`%8_R05$NM2&(TqL$!C}kuE>CeH-1aNTN8XTBZ(6
z(>NB8mlX2|4|0M1*<K1xSogMHtxpe$+#mL<>$`Q<DBMbY#_{RYKWAwf0ObAOITZil
zdl-C#dmjEG+>Z;^pUaq+H7~oG!RzverJf4xF_tAElZ@}|e?Xdj*>7;f;4jB(2&iXj
zI44HU=tG;=vfo_gZQKM35drQ2<mt>_!x~083bygp8Py9d)2A^*MMoYwqzS=N_Vf;=
zDJ_*~;lOgL4+%b~aKwSP!{V>Z*chd=`FS}1Vm`s#wD{!y@J!{;em+bR`*Im<F;k?!
znXJgC<;^)NKPmGY-)mDyL=Q~joK0rzY`Ubuu<5UC`BIc4LxO-)E6griT6Vf-)_O-`
z_Hw`M<YVtbHY2~J=PwGmq;-x2J%l=a+Hsey-q1J^m+~{ox5q+`7H=Mo#qahz$zlkR
zMP&miGCP$UnTG5D;7<U+z!YM2K!JooS{dRtNhW?AKz8oe``1`0p^Lx%*)B@5YZViZ
zePk-gD)&`i@3quA@fr^%B45G=zg}z3FT>6ZYeYNxbW8OtmGLTDc{5`hA3GnONx1Rh
zTktDVAm1JA!`D!$x6e|-E9qBia-LeRe;g-0Fk=<=Y5C>hb}KSNI#ZDWCg{*%#$V$%
zGz@UCvCcmR^yqR%Y49jxS{DF)(dJ2rJPd_;y&3COV6C?n7rPJ;j=F%>o1q&F<3&~$
z0<WlJMLMjM333|=5^KCKY+X4UZj0|dSlm8$F2ph^G@oW#H{aSyotn{*usR!WjH0_t
zJ|;WFEp7Tgs*;~`<d;aLxf+UF$UMUJhW<0u&kOSPW=W?ZveWgYnN@wmUZb&*a3z<G
z)3U49E=c~>>TUKEd!nY1cy$oAifxg^_m$`k4XEX)Mt=do11Eg|4;(|N-CEf$Tgzbz
z?-KGw<XSvxD#WrLqg!XA1$TTtCc+nLOs@2%4>8^p`zML^A%0)!5EwOTZohA?R@F;u
z5R<}9rd&<GmX2Q~nc7d~#eexgYx|GOfJ-@?LVD)(h@e0gee!GES|$N&xrwlxA8H8r
zmkD&mnZT=}=F<&&bnWa{`-AAOHrFwiK^v$C+sd`&qv^2fHAtB6{&D7^n4Wu%SNe_{
zmRO<2=$wFr3lr{>Nhl_FZi0k5U7&4;P8C<d?lIp(JDsA~x6XQ=V7_p6e}S={BnUs-
zH*YoRqbbJvH;30?JO#AI;b>9LAv2@qaQ5K1^08gQ@WU?iXP1%GuGc|7i~ytfoezp)
z?M|7fecJk7P?R^?=<<lRI{4n?rVpUKTmX2DvzoAXr*o1MkI;otSA}+0Nlz>NP8?b<
zm)FP|(s9Ps2GDU(Zy;?7_?r-L-TxKE`v2)fit<4JaA(~~FAJ;}km26_vscz6g@<0+
z-Ft%D|2i4`E5vOwy0xcjNo!fhxp%s5GVTKKe4Y#EE&#a_Opa7I;SOv9gu82J=0Aix
z|L)qZ(mZ2tSF==>583l`uRuV!HAbxFm^xr=#}Q`^-#f(~m6N>Zh7`^F^|JrL2ge~9
z{b7qT7sH_ST^`0Or#pW_ey*Xt%zT&@C*t|Y9Aq)6%tgCoz?D%=UMZWvD2#^yIZ0xM
z>J_nR%8F<4In{ecY+)JFkU}43OTE_Fd=f~MnAzTF-mDLz?1<a>Gut}nQ51J_PXmk@
zkmMk#w<2uF;y)8(#Y>L$>D6J6m7X~$F7r_R*s1Sx$LX+>5>l62o}0mRcIvenbbQva
z@Tu!-1@VAa3KmD30RX`;AuOMdefdx6d@&B`c)Wv3=<Vr`5y4zghGX|m*KJj0_jwtR
zgA!N=aGd?2+`fkub|2GPqWR=n?0qHX(Ken59l!d_s$k5;GX?E7BYcINj6A^Y^!Kd<
z>_9L)SySZjzr?aFg9Xa`jsH)G-NGa2V`-+0#Ze6?kdo-XV=2oCjemHrQwjWHS2!1M
z0cT=4KO&Mn^vDWPOnSeMtzp2pF90)JdmAiN_-?f)CEK`hY9jSjqK}EaBDK5Mha}D|
znRNT91xkhX?X>0F$g;TCjRdS2?>;vXxPFB%Acm0YaX7ha(WB?m+x%ISzYVw|#&ft;
zcnHn&D+`WSK4XfAg@qmG0y#mS9CpVf4;-7G%`G!M8@YLQ!8ukU@jJo6r0_z6^P>-^
zEQZorF=m+&d&I0OgZ1)ZS-rY2xb1YI9M+jJy>|-b;=H%5L|Y+-OpEQVc4Z8VUlZV)
z>j-j+Ej{-&smP#+aJ5E_=!*f9^2SXn9ztyt{t#-46A93iIq(e|n1zAIWsVz%{eFOP
zXmlG$_62@;{r|UK-bDRhLpp@7$Jmo3ohK9KVUZzo+XmusWLfn%hqg;Ca>}Mug;d+o
ztG^KEhKQ2_aNxT|L_-H##iCt7o*iI@0~|8bvB5!{i7!3QjWMEg;j(mA>a91#U*mRs
ze&AqGJ)HCTSJ#|eb}ELQjZ9G~k9kQ3sR-gi$%}A&(sgP%W{;4kQ5maDMK_DN{vYz*
zGAgcZZ5JdvJ0S!JA-D&paMu6{?ozlGL4yZ(NJ4N6?hxD|!JXhxKyV5txVuwGuOjE{
zbN21q{oV8R?a@D)F&I^~)|&eI^UgUJE(6TCn`Pr~i(@Z-DW_@Z{d_0b#9P;s!HyU|
zLX;1AGOW-IBW*Lqzg%btA!(J1xF2thV)yX%!dY#_+rk8<iZJJu##dhjcbb^Z$)-(c
z9!_cJyK7IfQ-@W#BX65`Vul+k1C`xtA8SOwE(qn>&5IyB*LuMr=l*=NbnCPD23-<G
z#KD0wlNM!htcq81nbFF553yx$lD;65qo>dp4FdeqJWNSOb~aTSpsweDCIQq?$DI0t
zJKrXEl1<v?nGUd0`xr}weC+%XYM!a1YTXrq))!dt867D9-b-s#SQ{}@2v2JjSmV1d
zkqAEuafFwcptmr2fK-=`g?Q*sU1^<Z%hW#C56Jq`O^1>x+fhh(>PJ}i@-jJIFGC51
z#RU)$AuA#f;cL+uZSe`o<0^jh;QA)ks+q^h{W!}QEyk*IZGU+MSE|NBU-Kmf2!)vX
zOMBo#u+dB}bURV?S=fbVT@-3(l7^x{xFn-kD1!44PPUcqL`phh#Vhbf9D!i9Tx6f}
zht~JuQs{q|_5Mx6S2J5eyMHV$&jJm6D0&NUOm(qcCXJT?ng_yt{E!Oh4J)0AKwE<m
zh%O?P@WBh=QTC4#UUfhkF@fw5lI|m5_SSrWkjLlaoxkKg+IX+kxmhfqx?%zA8IWpm
z0UHw%i2$A-3|b&+VL&u>y+6@W^Yy?30eAnvLBte8$x6WY`{(}yY~(+9G!S_C&4F9n
z<#s*lWf60put|bp&vUbz1jDSf==Y_Kdzy(_gX)9a?}~wLe_*aq6*DC&?=r`u<v(%J
zswXn6r>>2ESfBmW?o0q$*PM1t?B*f)E<Y_#^49;%sN0s!c?)2L=lx2Up-fFEIeT6s
zL-h=+>wF4?v6v@;ABJH()DjsSpJo9e=Uo5Q>@3LisfLWKdsVtT$<>vcO>42SG5p1*
zpJYS=lJQ5<KON3an1<<Um5(ksx4v(iMN`Y<uX%>?GjI?Mg)f*kowhy%R)i!BSmC_U
zjVWf^L*FBfDsdFX6q0OA9cl`b{c=zbQS^OJiIxV;yVysuO=i!as}u9`^<vZ`cUpaK
z(jPB8(r14?steb~Q>B4nzs=n`pRBK1UC6Jfvnjbi_w3*C-ngpeE&{mi2U3OFpLUDo
zxuoDrO;NdPucBPx%6jUCYFmY|(bw{`^is1%9K*ngQjzS7wi75qo%Utbz<I(O<3{6(
zoW_!U3&j-`K%F!UWf8h00EI{U)iHsf8~skQ%t<4uHdS#Rcn4E}zScygO_7bXW=A7c
z#c}nLta0@#$xAv4Rys?<Q>?QGHgLRP4O{(^VO)kX3`Dl4-=sSDB_Q*&yT6pnHF;12
zSR4F3yX;l9DAU%nbxd1GZNJ=g&=z~-J5*V$a~x4;Yu+?IW^X3L><XdAQYL9uy49fx
zg{pCSo$%(Xwd9>ltv<O^Pu-*5ey(}=uvw1;k01~2-72;AHl;71`tS`9t&v-{>E-;e
zd2p+a`}`c^G1-m{ed(L_z8|kGFTmHkyUM-FGB#uFSFWJbF}L&-kuA`K=Ifn})vCoq
z2YmtaE++<^uY2a>qlLhBm~T?(cM7Qk%pA?Mj;a!vwC7I1%YSOh-L}WR19POrR!YIE
z<F4(X{7XS?x$>i(B(f&(E>F!iL^7!2^O2(SJEF(gX^+$aDUACcGe`mwx1>@JY=eM$
zCi(xPxUWOqSpMQQ=S}=KriMqCGBDOxA0ROZL1*^UqNk`p*TND?R`UsX4V(mO-zn)2
z+(5$XMZ;;G97$GUx@0G}gr>6zyK3uRIuK%<+ykh52x8~-5$5Ta8w}fuEZ&>W_mPOJ
zetk*xMI&tYpv@0)b{+BO|HN+qe*5kVY>I;LUb<x5!}uTi%zn?mcFX)sIcn{wujD1n
za%*3-E!_p75aZixgMV3V{x-}=fI9hKPN|8Bd)~qCgk7Q5IxgC(z*=-9Bx!L4u~HF(
zPfD^6|3s)T#2-0QR9dgHk2n$%;vWaN;$mxW%wla~Z2p$T-1@DV2^;f!8?zuK1xfU$
zgosk;(o$kzB&0vPkdPiYJwcd>P!zj$;NyV<SW*P3^e6Eq@Z(RjH}Y?gkiJKtUcW_5
zG|GD^Ee9l|7mkSk2lJ+6uE50?j^dh*Dz>JME^qBkkR<I*Ol%z9**fa0Jpqb{ok@$m
zQFYbdozu%_TK8HwME^sN%0N`^X@;Nac9#M8y;M-qCo9o{w;9Pp{u8xIIrY4LlRWcy
z_Ai^hs6N5p$_n{3kl|V+p7)X>Ka=u#@XW8}7-BP+(s~cq6DpD(WnC+*s1S<&?@RfE
z@ME8OQ`3Q@L_y25^Y*qRx3$D|>j7=EyH}QFUPlNA0SPJVIq3ciCFXzmX?9|!C}?je
zcr=z?SDp{wnALZkb@D#CK;6xhJ^7Uk^EMaELe!-so}GdjX<td!bZ`+cXAl?zT>IgU
z2{IGQCSGmY_gYQ&ULohf_LD-Gtzz6rdkINg5X*wc`RxWni`&&Vq6Eoog#A(vk>bnx
z9(mN-P$pObpJcgCsZ%*08oX)i7P_3_X+BRAz;8NlB2v7bX7TBv{pKt_lU8zZ5Fk|T
zu~y|mhSn%cfLs7I4#4o)h!;M+T<|&mScGTnb(2e~I3g9GxxbPT;rSV(8A0i7$?TNj
ze5uPUTU~hm#hBT_BIK@VKM;x5XNvW3NHRU@RLJ!pH4l15dK(Kt*|avu_FRGaH0>N@
zMBJ99O#1F$@0G2b<Bz)n;Q2z&SE<V($=gHVwb?qW)~Z1DNFa*UPzf<8nb!@6@V<;J
zfcqCQGYYw$IxsH?9@*-9Xy7!v>`MeDU;u~a^~8KP9Q`3Rb#R>SF|KBPemW#7G<qfm
z%@aPgRP<c+*}5z~iLOJ`3KoMBoUXCaN<f7#8{zE)w188saeEHgwmO|}5`I#{M0Rxo
zyOq)KIA~k07R&A4_dMKBW}ljec<qh~4G5l`doTN&AGSj7_RBoAjaynHM`{j!m9?Di
zdvpD{Fr-z&!gVp&2aof}7NwvDntT6eU<}8!0Jux_BC#wWKmYSlfcLVvhN|oPbySmV
z&qE$hXo$(Q@7)=T2n{hI=&qH+wn1bSV2fd#0Dm2?pnU0js&e}SRBfU(2~}n?*Y?=&
z_PK)kxS!SBP0`-CTxw>3iGM8IExA}lYDinnMS?xs)Ph!<EB5d9B=w}{VZLQPT_ogS
z1kH#<vs0848?vFpi;+i70(WmUuB*_?UVuU#bcjBrG?^CBnjePcJ4)R*8jb{T83{<X
zfEb;PzKL4%V%W!%aX!ZLLX-@?(&D{!#c+4IfJ^2X=JL$vaGJ+D5>GgnUpd?Ayi-pG
zXv?7DA46YIy3Vm&h-r~a4Bp&b7j|g(7A^#DGd=ExTwSNvvRilTgU`gFrV#eK7YK3s
zU`-DG`EFn8vb883ReI28)$-_3$r*$FQewo7<T3g;?F(GZskCd{iHK{JnO}ea`~qFl
z(&PolgxPw^-$H335uo-YF2Fr!5iw+qHy$nYFEqRE^q|6bO%Nw)46l=<+lm;B+bf;H
zz!*9q07eynoHSL+;edo)4+bo66~9s~rRPxnHDAMlKv$53-4}U;z_PIzchG(BZlA8x
z)*?mKtykCI?wU#Mj=_G=h3IptR1D$U3t{`@XmOc2n95OFc1G8YxOe=0hv*ROEH1P9
z55Zix{30KSaWl)}X>}gjOaQvsASw(l%4qqzUSsRI-{gAEen}K1y&B-Xw|_e=?6XEB
z92{xgCRLFC9oRw%;r1#h6*`R}b$M62JZORYTU%hh1RL70ZB9fX{LK%P64@Q9OJ1GP
zkgNC>+x<cs2(#l+Vp(2|HbUJH^HEUe9?_<kc?&2W4CS@p`g8&~6p)U84q{7eaX$@e
zfn7IG1H);H&=mx3AnClx?ueOhI7c45K8C<e?#4x+?POO1WHW-Nke2hbB1EMIqW2v^
z`Vjg5zfT8vMII@i^sC!X0_?i)vbJaONNb!(-L?jGdqs|h(Fu3QJoDP&j@wli_K2y{
z5y?(b!K7^xY{!i(m(<<J@VXkOxM#V5m*Agy1awtROA~hD&`v+sd^AE|Pt)Hdeh?T_
zQ83RJ;s+NapfHIJjn>}BH%=M**UiHz>OMyDhjj-ksK#!Ivv>sb)>>jR1j*2znCx#d
znOlnHoA~t-mVuGfVR+~vc764+Y=rhn`h1$8^rR6BVxVU~ki?*u9oHi`I>AV}oTA#G
zG_@ev@QvnaaLKwV1XW!~dtvWuWNa0wTSwKXw$MT(zy68VI$Wvh+O)_HD3A2;Imk>^
z79ze<;Fr-T$GL)~^u&PtMW@tSNSnFa8|Bt>CW`oBEAqGwn~-7Pbl}o_qmx)?(VWn|
z{Bg5X3r^dXabBR755Q25U$oL;Mk_L*t(v@rtfjxg@+(cUh7-o7i78WTXFI&?eCL&Q
zLs_I2WbzOU88$1kGDWoC^%BfXkxkj^m#&Qu?JN9P5DOKPkSY4y6fE;irfVl$!$EWZ
zork1)nxU#kQ4!CONkkWdB9+fU@wn020`jXS-ojzR&D0tNJhgsJgbN<T`fXg=18)JZ
z+?xA;R&0GFoN+VqcVi%y9dw&<^%oibh72ZQ>a?*nIwzw7<y}LCP2=N48|9MAh%Rae
z#yFsm=S4<)CZL>(Riik~CRXu_(-azKGrl{`$(Ld7Q`jVyV$)ubyXy(&u2h;JEK?$I
zkAQwf6y5<WeERdCEzdYmR5ULOhB=AZI6Ii5cC}>kMyY9oDyAdyVh48{J8PiGF|=5a
zQ#=I*t~48yE%{e*TFel8ij@;s@SD=-GX=)k?BH?uQ9!`SC?s#gX{ZO9aeAvKlQEJ8
zW~rk0Mc9pREEKD=&?o9BZ0rgJ7txaBbu5Ls=;)|6GD&mgm9c0VWXDw|O^#@KSzKMA
za?W~M-*lUr+zYDy8m=Z&`W5}h=Rj3I=%0hWKVI}UY_!A=u8nvCTmsyg7e&uGOu{|>
z>GgakG%2Q1xc4$7?rjlLsM!C@pD~h9%e$Kzw}W4;zQ`D)uUvnBxpckU)$qQmNUxuz
zI}wx7xc8N7+iv^LAxZ@!yHCUrrVi<Ki-pK<i-B~dhDC92f{=#FlAZ@4Muhaid;GIh
zcFGUn{Mb8Sr<OM!;$nEZ3=jQsZ6&2DP{95Vi%y>dU$Sds5Msm83}WaX3g#MI6itZZ
zoj)ULS9rbZT5}fi@?J|M#6o$Qcc0u>i*(=IkGSU`Jn{QU`bI4V760v;TA@VREC22z
zpmKDv{}&&%_oH0hF7vro87%6?(|36k&T@B=r|&b4qb1yYtEF-~W!thTbH**6-RJ{f
z3nQx8t8W4hV0UZwxLR4cn(~_wcWf5m<KvrK8?kb;0ftgbToe(*_N%UY8FKSo!0{^#
zQpR~YQA36y4YrZA^<EsI$U%vwSD0`1a-fVnTH3kl?LA(%vE};dG83k!lLo*5NX)I@
zXLGI(PY2^R_gJf>F1O<K>u=*`)XVjjUr^@cWv*sK+EWL{gis>p#{k?-1lsLZg4ExR
zPpqrLRrkR(^Ve-cE}(_$E!id>W!Q7jV7f4$+q96vVB4X903<<3b>3rrXUsZ%^UrrR
z6#^+4;oduj5@-WLKBQNIUY#l0o64bit)BMB#xCA=&V@XjiC@I*c7JS6CGtVAd{sxz
zjCaZf`8TD5c?*eH!ZiX<VHh=pZ<-ms<gXG7-ptt1iLO5ehC#ejyAN)@qCQLxD{Hwu
zWZ89qf1?E#lJ@DuK!+t|wwGc@U$rH&Rx~VgJC3ovQI5~oG;GTr6n2JD<Bi6Y<R<n|
z={T>~U)3Kzck7zXsYC(g(%|HXA-#$SD|jefJ(9>U7K7{*BJGhmugLs!Q1lNKoak3^
z9UNZzBMZ;%{K6bzj5}Xwj>$tV9e*N%SKi6*k}{E3^H*of(c(~^7A0@%h>A#zW^Rfc
zX|lJJAu-Ztqb*_PFHF118G6$TA|u&R#qrDpAO`FzF^)-pz8()2rc-b+mQU^dT)BN>
z;1rCrhNsm@DFNLX8iF{hRs6gXa^aC{_&xSeDXk&M6V)bRb8CL^v?Ct(V{s_sYkIBK
z@L67Vu<2!QeEuD@Hb#RO3smuKBC%U_?zYl2j#GiJL3VRoIAvD#Szr8p=*7xGVM1|9
zWj)bcv5L`LZ-vEOE(L0fxOUwBiqZTmFy^7~dO@3kyD01DY^pn)@ex+)W79an(^Lfw
z6%x$#z=slXJQb!}CnUeV@m?0LF?><o`+^}Cnk|Tc$PJzXygDFEktvePFr2P5?sL$-
z^Q^^BGbrZjxU^dSPE#Yh(L?qQ6LWEG7rv*YMh%{BFupW$DIE=&pE&HY+D3=CxpbSh
zoWYJSMh7TO6LyN;on&o$c=>nGVnzL2K~|_3TCbBi%jfTnOL~rfc3p7zZK<WBTTYZz
z`Wan0kGyFOck+)p&;5(dWL>6bb&^uasg9cAkXP9~k(IyaaZhs({PXMjwwt#4K`X44
ze-FG@u&l5=qAEu5Jm-Ry0U<5}vEeai>c-2Kt}?gHbdg73Oc3h5BG64@AO^9tD+45|
zD32#(>@<^?R`$QvWl%<l86ZE*TkrPomCWl$|1IV5cRl0e3QX6wzr%JZgN3Ce^muNR
zmKJu|7Y?+A^bB}(>|^B7?QSx;G;}v^ToM{mu}w=mc#Mo#-Sxpp9Jv2B@@TIlxn{q?
zntG;0^9C7muTy{6Av*e_AttDyrfV+emCx<UiaDHD5Vd=M$Mfx#lG}c2g-VTAF4ot%
zpL_59`LDi*5U_E=uiZAzPjDP8awOT(;zBA$qobooD=Jd2A~4+rVB&c;x~APEj_W(l
zSHguodwIx%%(DdADIdzVlAN48X{`+-Puu0E`of=~j90JEB@!tTi=JN~I+}<H!sF6H
zXhYKlCYhXN=G9JyJh#ulYhzrxtv9fZKV>p2w|0J(CJWmsm1WKa>Bw`qNmuXubUJlf
zCO-;okS%Cek#e%2rO7`|mGhvt_7lA#uE65%P>$|eO61S!#j4;wSFo}p;HuEg2ohBP
z@mbO*b2_Mfix9|tA+a)0tY+o{?8)H%*pqKCLCQQzYO;sIB+B!|)+p)olwD7GWO<TZ
zmxK)Fk*asFyo<Pu3l(;77JZaSyTC%PMDl|Q-%D$?!zYm=G-n4rHU`d8riIfH4>w8g
zYo`Qie-;tLukfr^*nF1+WL=L+<V#_K`!crJUeZQaKD*z+aNciDg~-?DZYttIfLo3W
zNHCHwz)LYIMS;I9?GS-o9g_pp`X-gw+3VY!mPZKE+d(1H%Eqpf@~(FpLWUrVK~JzU
zNRAru22mCj+0q}Q2ek2JH1jHJ#9}g{+XjP_?l=x`bDA*-)L-h<dvcxFlaPWux`3P-
zQoo;6T|UsC>*$#IKq+(Eud5Mrb$6V(3PPqjwinO_0q!SNEot59Hl%DnR~AIGNc9%B
zqa|kPQ@0uCWG7KSLjROrKG~Ti78Gm%4Svu2jP8&bZgvRwj$!|j=p67!W}wT8r$E3v
zoL{>BGl<m04Ck%B%@3QwGy#Kap!FZG0F%SN!@N3=5JFH(O*K=m^&mgVYYn2Y$Dw4v
z6A8!&A%d!HMHsL9w#2Qo-z%{9=7@4osYEYzXQNhj@2KiaHx1j^x)P83TKf@qryK5_
z2c<Xv>vsF^q9>l+fpmr8dw~1~=*N3(M4hj|^DSP-{!YhdUK+rG#4+m)d5Q|9$LEJ|
zzZN*}93%(LXQv#8s87mVL2F>4b0_u3VbbCzV7MlE5o{0|<6=8kYqwoGH!(G0TT?6q
z)=$v`%&7NwUHfJt5^RZ-X@}saEFRS54<8Fhc+s-1h4zhT?kp!Frpg}CfotZR_vh*h
zVNgJ?#!B%KN7}zZXr&LWz|AC9aCoz<+wFC4@93GGJ8t;G)MeXA#?ichS)L7Cj`np!
z>f9ol(~0Qy7)g@X?W+@yt6;vWkt}@0*sCCYA1b>V4l;$=)ETeCOIe5kRmMwCb&mG|
zddX&ZnG)38l^p&8w3}s9$zK&p&XyJE!V@tAZ|P~*>(|$2>_r`%M0RT%W%#Zq{*0=N
zPepl1^K}q4KE-Wkul8YFZNfm-`CS@5Z_UvrsQ^OY2LSD35iGUolU&ZCNKfJdV$tUt
zpiJp?y^?gU$nZ@^30@0uJ&$gZ^|gWBNLeQZ3vVZ<ADQ%#<0Js4`=H_?upx#YE8)1^
zKa_iY{X3f)d5lg8kr$0whbX_Gv6;FeI_0-98*tuuGG#z&5ebKH=*{?Jtx>KTtB$3F
z`IzXw^<1^b1&UawQ9om#1n^-z#m35hKRiNWPbTz4o#i?KSA+*iBnIeD!acBdn3TD<
z!81VO<h=D^|1jr$640%Pr7VgZ_*>y?R~Db2HFXR<{JViM;sduTA^g2k(@lJOhuO}>
z+&w>^74OycW?2YS<~{yW<z-jh$IpPQH6h(S$+eoh^0?MLFl6G|his9YxlTcJZ9;Qe
z8388TvkXmWjLbfZ%HIE|H&VF4rdk=-mo2fa(4)+3`>mzOa$@6(kHGm_ZwJQwd(u{s
z{A1-vK=SWGHR9*xS+oZ{VKH84mt6(q9OkcF;EF&425<yNF@ootsPF6pudiVKUX(fT
z1B*#Ip^Gi(c*N||Xo;`T1^-KMZn}{bittVV*?zl(y{JO0^L&nKZ2Q|LCQ31CzA<(Q
z{kYv4cZd2V>D>eyk!k?B=fDXbe1G<H06YJ#*D~i}X@3iQPb1w-d_#ReX0NWh^yCIU
zbIEo62;Mw^IttXtL{<YY%mWrhBO#=uS+>9-8+O+h6DyVI6FMa1ynf5^nV%rZx@nPN
ze{Yg(VFog|tjH5_vFv`k3)&h!Z4z2V&yPWQ=)cvr_Zj_ov`JoVVvjM-<NL>KUF1Lx
zI}0@8rOz)FST@V#98Tv)975k$I`u0a>Y~x^52U8x)vV(tV2vKD2H4yX+tphBartRA
zHOQgQPBloDPCsX@IS1at*I}d?P2$ieVVfPcCye0W5`_KyB~_Om-Vo!lRXbYyAj|`t
z%xYl6FJ*Em)m>U5G;{BG|DXoq>0qfk84Uq&8U~yjHgF$-$N`t~vqEF0%uIN28Bdw`
zZ7rp<JZyTAHBIudk-71zYF+`()Q3Jmd5sOv=iH}Op8}Kf8yTwpELBH$50HLf0xU!D
zJ*sUW3y||S2r~KNZ;$2|P^`}B@Yu{YdM)g7RZ*^9?rla#Z(rj)>b%xMx&4Z$o%Jc8
zXQRcS@EY6sTBq#^008WqI_0{~=sPC4k9zPCh5`i$G-6zQ?9abR)xEfPhkn%pw%h4_
zw(7?biQdD=qwCA)=)B$K6Gq~eietY`(bXoGp9*tli3%T_1sd83wl=z%O*@8mj@L65
zMm72iVo5t)`Sns#(_9-WD)fj$UPXB&RV{xBidm{n_&}j3_tOE{G4b-Gc)<=?VZ6uc
z?YyB%HH}_KF{x-g1KQ8<-muQN!qwvnSr}EKbA1mmj@Jm81$?5tk^`ccfccz8*Hz9z
zDw;t+5uuY@%lQve(?b$iH%GqCI8AkMniQGS@I&L~>Pnk!Uj13D>;h7o2ttuZPXFSk
zDibW(Um7aCzJ92wJ(|M+`8snVaHXWpA*+8jTdXv^TJjM+nkoFYxE$is5ZX>*Vvow5
z8ZI5?t+5*zyep0fR;Uo%91?TIQ5Mv!TIZ9^$wpyi9Le76O}^+zTyB*e`am2X2V~9q
z)Nn#NIF(TW#qhPs(lOu8?7}E&RB=wF5NC4CI&D>uN6#82UN^ImE1H$!@JH6D^_+I7
z>4>H=(8NmwgM4%W`MK?Zr;)J!9udg!v)1X3$+#pH(qK6IgE}R9#VK>p!!iuL>~;j-
z!k@VK2dKPZ3oo+8`9qBjV-Be91EM-8Wljj)+pLRUmOZRT|5O1<&R4!6!93C@n9_8@
zRA<pdk^JPnfyOpHIdE^5K`rq;i$~wHb)6=K*_?u(tTXfbJM{@|5~e4S_I6Z6X17OC
z;xd?3ngZFE4-63iBS`}u$Mtp~MspIK;l5o^_ns~-Zc~X$@YDoR^U+@TfcI|M`e9zO
zWGLven|C~Go55@(aK_;1>lag!=w}ZJa#t|VffLkKXJ$92>fUk7s+5jB4;Xovw9ouZ
zIsS9gttyTB@=2^i%XIFPvEM0W6US^!1UsWNuYo_#+0NnKJ$3#7sFT|u%O};X2NiUh
zHAhIndnbUK{|yBoG0E;1VvzlYxc3Xe=#?(_DXXua{v!eWo2<G`G5=IhbRNAWh&i6?
z-2}q@#11rHL<?((+0Q`mE>YXS%(<SMC?&Z0PBOyt0KRqD+j5DjVbAAi&z>u5Oh2zx
zBBq|p<p3q8oD=|u<5K~}zX8b^afD-Ml&u;Tvv5~}al0YjbclC%YYVwK7v?ev5LgIP
zFrie~<r5b#Z+bEHz?aN+;SIvlSt6uHh9XBkN=zo=UYh`bk?z=H<cQarT7wfTmiyG_
z;IuP+Gi<?q!E@qhWyP_EBVBwB;Vewa0nP#nqi6WPoCR^NKT>y;RNtM^<f|0j)M5o2
znf{sClA+9!5{2HXc+D7EHL~RGTe;d$!P-;VXRPM`4B_hW0^W>rfP~B@5YKqkFeXC=
zkLOz4s*bi}_~R3JUvL}m@Cipqi>uL5C?@W3MmsH$lT;sds0eU{{s1>fr>4yWpH`ZV
zhbO-2y0!4#0h5H;a9|guX101EoBQJ=DGOvc)s<|x!_n^B0+KVzDiY8KWWFWhG9DpE
zW(ybvM>X><l7^g5gJ`VixLqD;z1#eoH8)>X-PN@Il1h?Y7#rQDod<u$&Jem=WPhIW
zWFQw|6QltSsrn>kesiKId|BgD*qzBeTXPy1^P(+e_RDvWJdZYmZ|thL^y*kAr3qh;
z>BF3@cTs;;<idsEf&NfHI@%HXdTHN(w#BRByev=-4-^e|Ev!6d&S_5H#MrhbsHMNm
zi|aWmw`v(r9>poQ=yt>^4>PX5vA~i-wM^X;=qYB^`ILQ?wv1RB)^%^H8e*2<ZdXUy
zBjGViFwibCL{0yDdcxS-4!~qa>&fld&(?HMy`ks+60^O6)siEDq9vK~Jn$tIyssX-
z)s(Z2zxZxDA$_S1UtwNH&*P87z<CUh>M1r~Y{`D_$z#;GaFfaVSPlii(ExietEiE!
zD|Pye6zIT*uzMSbNWI=0se0{5us5NKXEq{7{=*be;B@akWS(UIo8kJK-27Gie`@3Y
z?a{3{mjx%(mM6ar<mK$&P{3cnad#RFrS`9YrjdvRVr^8r?93(eX~gcIM*0fjBEL_g
zAtBuqqD0<{0@8+teBf^o@ZW$+_v`rmmV=|2vRaZ1TJX`|VNX(e#oH4zVW&Ff9!f+W
z6M*&q>s&X$LP$vemJ_EvxCIbT;GmWTMArYqa^6T70<}CL2e8bN3&g=t>5QwXF7tLe
zh=QzD9_M=nq01u*WE87^s)oB*{&NPj{<`|#@*e(eX8+HQMic;sKzweN)7|w2n-A(4
z-XoB(+-u<X=9Nxq{{;XzCLIlW!{s%~Yk-XO%?yw2Y^@V)*J&#P2%hfY1Js&r-IUZq
zLo=5>85Vi3FYyLk4=;N=iSqJn1MM0wI(QTmTMj!y?6RQ5Hxm^hw|9h+xt7!{KW{IN
zAP5M~vf@f=6FBMj)$KT0gDA55&8dt^eFF?qHN&rSwYxFEqN|<F`4-&SJ5yt;fCGv>
z*29fb{i-W&6&3tOKh6nl#q)e&)C#M7$tC?p-Q}I<VGsa?x(<M@52m`A3E#LX&oNw{
z?XCD=(gOr~(QO}p)D08X$!%y?r8L<ZXEEWSkChFLNehnSkc5uUg^+`vUNXsau8?8%
z>Nmb8LKlPD2r_7Wc0*XceOJny8~iO<SPP+z(Ox2-2jyzozc5uyQ0Ka~notyZuV*>O
zF#Py9L>PV}DU>hh4Mdw+UC&xiY~acxrPIDUzqD1DI!8q-GCQxAi+UR?KoNw2H1L_!
z-jp<wsY~2tR_Ap)f&GJ}oe0H2?+xcyu|A|8q7dB$uVuCd%={>o8v=z>*PSUc=+}3`
zGn=G}jk_{9skt5Gr(djtANRpsX`<?~6kox+um-y#tLvllVk8?(<^(6+sfVuY(uypG
z*y)sn@=e!8O<&&ePoa|lc`x8tlvx)L<R<E3pbG}MyNExl^O_8g;U?y0-vSU)5;MbE
zwpJjwRwxlyxE6WJgghbK!yOMh0_95>M^57~>8GT3TVK{K3_l!JTMjan1H7ng$(7ef
zxAaZBPFZr@Ev`jOo`s`Vdm**~+sco=;TMIT=|O8Cp*;Jl^jI}VsxE9}Hvqv5Rr{u4
zZY;fFMtk6`&Fs0(xicv!S1--{=2Do75FAK9yd?3+#wL^V+MbC}#0I5~-!SL6NM$z$
zo_C}yHS4@^a}NXHBolH)zJ;kz4}7hPFcz{~<*dN8eB{LVf?xJ5dJW2h*(7og*)JBS
zHV>pO=ge5jHR*ga8zbUp3pn^GOls@QNTspmY{a`7JZbj*?9ac@h6l#j3M<!z;B!f2
zcH$>?^#R#AfOCNyWS$HO#i}ZFa#hweC}#I@xfMg<Pi#;Q1@G0T1SSsnY|c(_42wS1
zISQl^9~Y!{7QL#ctTY?EBOf{{DFbQ&ZAGu7)zIM}l-Fy2sYKUP*`w$pTkni(EJ_`~
zflEpch8y>ZLn|$Z_rJc`((#P_$n9Si98I(2?M}7JU|G!m<*^z^0si^%N9;`%HD12C
z-6)I>nel}jD`}xSbHnVrUzS(Ws$R?ADZyL7u9DQ1=+ZSIv+`t43L}d+gHh)Zse<Z?
z)=7A#TgSk|w-;PJdy(&QLui>v8K!sI?_p45buv)0k64GdV1)O^Se|gUg>%4yh}CS)
zSWEgQoc<`=J`wPEm~JG+J|j>{QMJ>u_2EcrUO@pBwq7$1lEfEbsvIb(Iacf8XtpH2
zoU?~iuV~isHxEXqV#5gBAYKp6W$QyIdnL8B3_VOMqM<y^&a4G2-nYkE$977`>$pzE
zM*+>JI~8jTZbv$9r6Oswo|l_gwh0o3a$x~uluaQCq)g>0@2W2vl1`-xDuw2z1z!v}
z$7jzzxaiUVq;?iaoTRjV!Dv=5{^eWdJ5IT(jdu5*j{VPM*|r5lWJagEDK*uMqqVvp
z@&c6iCY#u{g(x<mt8<DhdIeA!_8Pok{l^qJl)^W?ikkr0e+*OHhlH4`W!4g6#=sR_
z^8a?mDL@k1P-DXjq>wVJZ-EpNkT(L|zA`@Y%JuvR0;>K11ab)A>D+b!4agSNpw-K|
zHTO~EJdF|WLHHXV5K$!%qyWGa5FJ`GOxbj9NcE;l1GkVw5tjLv9<*al$7mlMJXlr8
z38KuoB)0nW9$}2Xh5@ch@4Zro+bGjlNfjI$_Xkxi<g73wY~F{D2uz9wyj8YAaIpGn
zT*?gqKD-s9elLH*4?*}jlsVzi5BC(ce_PiIU|xQsoOY1G=tmMay&Au5xE%thpaXXa
zOK*n3yEJeJb~X0j<(ZiQB((};Y)+$<O-A(hCBj3W)PpvS|2DdE|5=#)e{1Oe9#Q|>
zqyHD)#?^Dsz5Oo2(cnY)KuF=Kzw?!&0l%FJ{Gk8MpXLscM;OBAYr>b}rx(Y<j*ouo
z3^rOr7p`gV4(^&)p`mxjK6kO8JB`6>VGV@SkA%N+L}AkJ>e0y;izIv=Z_}^_ls|*r
zM$9~O{CQ%w>D`B`f93GoG1}RTqR9E_bZE192cH%uPNA0+hmJvR6`Zrczt=|nm}jO2
z7iuO1@W;{*NUA}u9PCDqSbVx?+pkmO`_rV;7Q1r2E<}}Wvu6Q6cDIrz7tx0wIF6vm
z^0)=n5r<1wLBhV0Ll=-2MM;{%eJ1uplU|0@=8oI_5+J0Z@@kA`dJajM9PmHp&_ibt
zcHHyB+`For05tA=7&)e$eciVZIqsNznT~HRDI;_NXnf#R&hgkFE-bvFh4SUQ>g-#h
zD4+Z`vnvgWrD1jg?tO5*?Ui}z@2Ky?jh<n4N;g8<4_X1~2Vl6F$CM^;b>rCElVYLY
z>j#lMrgeX((;5G9;Xfc|onV=sK<}%oS)IMfL)MCXwCj>}QZ?k#rZwk)=sxzPlaY-`
zDN4er^UGA@6eRy|EQ1I30$mylE4HzslYZLv1%;zAgYgAJo(`!-vBt?0RCmrUiYtW-
zczUCX=KCQoeyBQ$1F9P9O1;nB1#C+e9rsgiOT_VSQ%EkbBZR!_H(3D56Pyyaf-EdU
zu;PuUc?jJmKJH_-Qk7j|hV8(wNw+<)-hbZNW@~&Iu{X}st+R@hJ0nS^c307_U6srC
z{)(dnJP|XM`gIdUvi9xSi<ly+^wmN^JoPFb__$Z^pi{lEbD0Nc$%Av|TLa`O$6xN@
ze>Hn4?wJBxtF-0Jt>R*C4cz>zx&A(tin7`)k5j#$IyqXomSvkiyYDWlBgjYl7tH+<
z)j|7qnMHX<6i@mM_iJR}j5{Lxf5yXgBV6_Rg@5^~-~Lz(6Y|RFGqD$g?)I`QtxQ)6
zDCASg=xJ$XCd8E#9}KUj9d|E<ysSLjsIoMClDfNbmpnZtXNH+nf0i;eeI9G-!8jPz
zG$~}2YRo#gmFjrl&N6`^ZvLpnx-*fKmqeg?GKtv5N=rJ}6R%vv#H(VQb*1Nl<98OH
zn|f}Rx(8)K8lBBJ@3^(KZsl?gP1)IILN>Sy(SHo|Ow<TaJ~mSrv)*8iI&Kd}zmhbr
zo#32{ehZaP-4eDQ7~KUq=WA<aMQ^joNruxf`{B}0skF5un{&D37H9496*9Cj>aH#w
z7me#`dIe8CRohKlBrHyO6~UXGLM+mKszPvWur{`KQvX<~8M?AmvxP>f6Q%2RPGsA#
z{bqYpK?B)(RJtNgcV%d;hs=?MEYjX%Nu1baF2}rjPK~h0PeZp`V%qBat}~&N6%NcU
zE4*mMIca=W_9u50#!TZ2_aS2z!_p~({<Lj&n{`VSRaTu<?3J^G&7R!rQp;AW5P6lN
zg!t_eaF)@-A4s><xwl0S-5bPokiMTe`oIgrrJdnm9k7(f8+b6OTqwvldy~K+?_t;X
zoTN@!zJ{>0b!XOaU~Z9B*6Vdq`kqXuLmjNAyl!%$!(es^YEiAgE2$b%WlZA6oV_!x
z5*(6I|ILDdPp$OZWL(&Q)ERT)(MOmf-^E-0JYHj@>IZd9>a(%?g7mN`Dvxh^wYz(z
z)^+$2gO1mw(;RtMBbnZHOx@0^fiW{iW#+w*-tY!(bg$kx4ck@sIF05agY%UK9%+0`
z1q<}HRndFZNz>`(z3<U`a!vZGT00hJ_{DFEMW!WE%)vs2{A<^rZ5hv)V)Z6p$i_E#
zDd#XgV14b1xdj`lf?YwpN`I(D?mt_4eU$qa<8zZ%hYNwgx6%iJ1ieAeXmn(?75J-~
z<QfStIZar!cuZN6A$IO}pj1N-eQp+kSC$(uNBQkPeSvOE6|2G8l9ERjHLpH*NZ@I^
zjy9<#Mw$dfJ*(lmc>7q+ZV0LW!Bj#q$Jc1N?a=JTadAu6xDxa6t%kX`8dBhS!joxC
zPz`NEF13S{e#>4|EDM@WOgt4ltpL;z!s2`KC^FtG*g0xWUBze$*GloU70;Iq?hd=t
zkd*+de+%F!bmsr)X#2&}>P;4tmeo%uvl(lhG_(oqSZXBq#CSDV6zX({MdMWztOVpz
zw&(iNjmv#6lwiu{^qu?TU(aCku~(hu7KRT-9@>?ev3gYO#(F{5DHgC+HXi~@>3Ca-
z?U8q#O}^Nld@3Hz|D%Ducd5H-OIx#>q>_t+L|%@mj`UBSF>;uqX#{z47vU)~`s<zE
z(<rAiNcRMRv|CZg#6dr>f~9D`h@g~q#$AF$Hel+n5kGS1fMi!$oL$Ao+tHa<(_;k2
zzX7+XF`FQF*c26fC(Mdu!pj;%CiB|kI&LZDB$3w2c-PM7$Y0_-7n#X4EDp|?2nWd~
z(a9ol_QDdp4llgiI`$?tAV;Jxp&=SJr{cmzyq`)ROd1`*zMs8?_e`cmDVXV^4_8k1
z*Ry$yZ*oaa2<2o5e$NJJSxZHfho`)xssIMKu4v`;R_(j4K^+rQ<w4k9^kGfF4B@qs
zG*6J%V}ruK4X^89iPy{AiQid6Z72T))hb-kfdt^)(RzdB)e`RAM-2KTrhPGmDt%Fv
zQxmeK$~MVF`oas=TwDo)eW_FeI5W-_Lin8|xPIlS-)53N6?^`2gnobI)@Q2XXx+e(
z>|N_li<=B~QrF5%MjmQ!bnKUvi!3XjC>q?YRgt4UcaKKaURA;JCFcF$`jXFuZYIt(
zAo5YB%8cuRfxnDDz0Q}J^1jOWwas0X$C1Y}L8R6V(h-N)--&okQZcjYDf*#QA&^%U
zyM864rIoDkw!ZmCDpnq3?l+<JfW6;IGcWZ(>c!MyuE8Ku`^~&Yu5+UWC3(Crx3Rr~
z=$o$-o`Y&6^~?BNGAzz0wW`y6l<9i?Y&vo~rVh2^=X&D<^3!}g)NBPhZSa3ivb4Q8
zRyO1bdt>T5Y=xT1m}-^t37oq5akL<mDeBm<gk~B0A)(y^qzzO3w~LQ<^(9ivnvWhO
zH9i*AS=!O$6+DD$tc0|1Bk8Cw5Vf7fHFi>oXAEAK91V@XlT#_J+sr%^j1C*EP>FIw
z|D{ltMn%K8P#>bQ(lZ-qLc;e(%G4yPQxR6^@iw}CsqTgBu57eWuDUKp8otW<=_vj+
zsqw?uO@`P9Kn_lWqvu4LKt#wcO{m2aO0QSx591(dNi(e3`H3PQoUvx>BIzp?^oWXu
z2H5^<hkX}lEUfg$4;+!~j#smHbA~>Du-*+t(LF$VNU|VI0l3Z@c#$t0P|gp~|DZ-P
z!00}UcoO;I$M|oD=D)M@FU9YM0kQEBi4`TDb0R>BFXSBY%YdKRyci?W9(T_i0V{q0
z)n<Pe5`${h<{`FhA?5yx>H@r8v&A%L#Lt9JvV_~fdU-#OX#}uk@brIAVc`xU$Zbc^
z=}KSe6KAdJ?=Kfo^j97Ay+@wyt*l@{yxU_J3j=M1T4&=w*8k#fcrOaoXFOw{TgQo!
zv;G;cf2p7rhsL&7{78<M^)R~wx5zI@$!L3<Bg}~frh1|yvYRS4FpnFuU3eQuNx#CN
zCX`oBb(^(GH4wiZJ~|homimbfd;K$*ui9c!Om4=bxWD-{LQ~T@%OUu$;gJpM>Rd(9
zLliZpZiU~J#-;@&N=|BGdJSJ%+Jr5)_d|Uu%v#V?kyC9Q){?HpxEZ~``V-=VB4ZN`
z6-_m9mYQ+IRlT{Cr6m`ks;F2Q{`vK!?n*_36ZP?y^lO=(N4@r+wmvlYk6kz9vcyT+
zLQxg>^DH&uTr&x>^p2mqvBc4hCwo7&XviljgvJ&6MGq?~*JID^Q^6;MwKpx2&1=jy
z|4FE`;r><Q1(c4pSknbfp~IEvWLF;LebQS#JvclIpT0B@%EfnXG6ZWT7>REm^z-MJ
z#6$PGR5i^BF-=mR(#g3q;vRR5GMneoW|9jeWYEzROc}pXshVF+ib~Zs`Bc~=FI-nH
z6Naj2n=@#xMUk&=Xl^zjO4TG51{$Mbh8E%&Ejr32_X@bVumHVN?>rvmlmE?esOOat
zxuvBCrsOqc-+1)BwOVGY4{f6QGhG?9umnd=!=D|~K}@zNsvd29xm@gNqD^$6rB!{h
z?r&X@F`ACalK;NGxnjsIbt>0!|H$}oIZKG@vHDXkYQ21I?Cz7?g>aSuUM1KkzAW~v
zuR98HsxYQd;hEBu@j7)64zJI>`SXq+7pe;%mJ&asUfysHrm^sI+aG1_c{6dLI365t
zDe^Y16Aj`$vRg#ozD~;0c*M8s8t0U_VVt{7zMVrZ_ePDyf)+T@U7acAizVcy`<%jK
zZ28nm%jITwsDe<4>0g61VP^JmN`y_0v215mg}Fo<<8m}wDz@qS>AGut@z}!J<7W-H
zt}0qc?wE-wpeWn@X8qHisUvzR?v?&}68P?Ld~B-vwc}fzB9&7H!CJP@rmC&9*eb&=
zxENa{?~B<fTUF^UgxXNtIUJWzk9Xh4Z7bO*kf(>vOmsRIaT(~u*^sb)+uA(kHcE$f
z^s$8*e~!1l>En99R%R7!0UOXKyZG#3a>gjK+QyJR3ayxRT_Wl<Lbp)Ruvf{Ke`Vgz
zqE+=?B;)2FyMq*PcXVuXmkY)g@CD8CY`y;_5V9@CQSlQie~oYpMgMTLh^0lo*(<BW
zGj=oT0K@at{xtskD;}%93X!+=i|0*GueG*Xs?+#ecjNU`$32vCq#LfByZX-Vp5y6F
zGwXV(C_2Zh9zfeHs!V-Nmc8>wqbV(|k?nu18G!r9=F)9)H%heg<;ONdqcHWWPg!7#
zQRW4y#%(q_Wup1mA+o2aWu6KFF`6Yuc8@D_i$3$a=Ows~1VWlE7C#%pEsA#7=(<Ps
zd}POF!_FA>Ml=CTopE+lD5)-Uc9p8;`(K1IUu|zkqc3B>;m!^z7j@^MyKTalsS>$a
za5XvAGc5<{DUU1aJR@Q{eVPGj$e=IaueO`=Gv4Z(C}fKFy9B*4^OY8`kW!dF`S|#x
zgvZzMM=yD2>AJTZ(PhxM2<=I!AFZAIKSq$z-x+1camKQu>p+r(r+=A(OKpOa=VlN(
z-{t7HR<T2yRym@@OFq>+t)8qE<Z%>Z_{!u4eRR}{x%n?mEUCg`eCKVTZ>Z8z7y*-*
zm+ufboi^ia7pB*&gK}xXKZ@E0SZ1lUT4|t0GZgK!hcG21vA~mK$C<b2xf~<+)vJh_
zABij!U6<dzshlon+$k~ed(nhRGgD_X<@{BF9<_UWTj#Du(7>&WuKr`DpGC&6fDGbS
zAGC@sRf`~{4`ZW8s7;|3Tc?}BT$m?rC8q`FQ88mgYETD^p`Ff+q))g%aR)jU)ll=I
zs|)x!S~{&|PBK`TghRuxbTVn;6bmg+|3!?n=7j!nWA3&hG`+HNqZjk9>G!GP6~d*N
zc;gq;R2rd<ADhrt$n8=$<TWVcw(6Z#(r{`jl2T!b?^;h*Ed%VQ#6$Qv)JGaJM|W!I
zZk$IPs~Rj|CU5D2j;krzZz>7VX58B&q$*kcnwvcyGb%)yVPq>F9zQMgD`3qJ!ZV_$
zj5AcQgp{_c(&juJ=gLkCa21<SL59i}!x6&Lm|eVB6|qxR!Q}NVLBwb&LzA=&SAmA8
zVg7U<nkn35ZZ@p!qtf5eah!WTqmlU+i7*WHRc1U7iC=p7@EI0)d(XkEyH;IJ1M?P+
z<KG<p5qjG1CF=4rrc1!<sMu3r%<;~<5Km$i0(Oh@-n^jC&{fT^`Slr=x<pjjZ(xWe
zO|)2?xnLzghiVkG*~_&KD;fVf8*XGfXd61;eCoen%l*sV>v8m8Kn`IE?ld&hSBU}5
zNIvRR%NH<+Z$`E$hB$5qXh(nHv#d_@f984`C9~>~6wfJ<Dd#4r>W(5_0^+10Ej-6n
z$ks&W_~scJc1|Ea2AqLkXQ?Y0_t%&nAbGeg_bEEx7(E4E-n9Bp^W%*4Lr4k$!Ylv3
za3ucCg#i}O0Z5e8ZxHhT!6#JBV|Ti@x3>y5J3oFl;Sf>S$y!}O;SOd<8`xM3qTL?4
z9B2}=$=AYLi{(*knNz{%c~jT+Gi$JE_1T{2z*q`zCw~#QqfYGi#N50ML&Ap|wnq<O
z>JlzD!ln=ck2evG5`{Fn#5}y>p)93pmO~j`{LF>@D|mw$6HU4SA$W3M^!ds~&Ix<g
zne|h`Emf;=uTcET*DV&Gmy|N`^@QT<6l0=_bBxF9SG|8`n9{3SC>k4UMheR@XX-h8
z2`*KytqnhhCM9@BJD_Ip)EtHzF4Sqjufs{wTuWz78rNhsF%E_$D|}MMv4hJG9r1Q^
z>m#aT%&7Z>Qql^&xx$DfM7T_}-*Iuh!NW?lI_-i!W`#p9%-lp&!nA6ZyK&R~YI7oB
z{7<=Xy|?^_eYMBG0sU5?W04XZKN<mR!(zt0_lzkm1j=5(v5X3E_Y|E=HgCF!#l|Py
z7(=6BI-OUlsOw)iNs-ma3NwSvi2CR`@m7Ek0VWO6ov(&SwCA55?AxDpI`4!S&a*0z
zHaT0Ts_+@O_QErBXMz>yw-Smr`8+%ZM(<n;G7Hj@_E4+g?_^htSH#&9ge_-T{~Z6Y
z-8??lswZb!K2F3y^kbHRLlRyQTIbHCo=&LDd%m?RjbY}rzq_qh+N-*T6Fhb@YIG&F
zdOCkOOC6@l3^hi&b**}DD-BEa?dLz7JI63`U8IU4Fn9l)Th^ttP6Xwz#9PTnbXZS+
zYik6i>YSKyG%X-v+jN%XT_!azs9}74z@J7ur9I27!{0(sD2I1p4ZNrVf5FnoEAo$1
z*5YO!lbPnL1<m2cE8~_mh%L|8MJD77P)%x@O~jR{o}h|mqSecp%KrRQe|}Z6_wV$u
z^&8f1a})?e1FVDQF_0}&XY`{95(hpr!e-)lWuG<R`wBK~{~^_-nZn!~saaUh^rijF
zxCqM;dl9aGn&n_}H2ROdE3D3spwDmW<N9LR<^p2XI_>nEWl~~T<Z_j&`TT80N)q4c
zRp~Js&wF?j;MH`UpW(2;jOkJLLQYosHtIH9_Z+o!xvMma-`dAPRxB3NMoQ1?f3)?B
z?@rT|GZ$Mda@MCsZYilP%86<Pls@945rcA#vXofsnqeg!THClS4LF2Jpp~5s#!~8p
z%((ZZXD+DERWozzWSHs?r;*n5+chvf9%du$t17#tRQUd=nr*an*RUndcPK`vn+Jzm
z9)4-3vXO*GD}GiSQ<RP|X}c}2Lyg<zeWK17qH`9i8Mn_{E@zu}<X@qjDDMzwMUjTx
z{c9bc=(&6j?P{KEZb4{~$uk^uQwGx-9lvJb?};HyL`$B08ND5QBTRf|H6;x$GvEF3
zqvtvO1g-aa(a6!--ix0;HcFT27J;PwcB!0d?OWST8umjO2KCglbv(!P)4y*Hr5BLE
znNiQd1i*`*;v8dn?Ph!qKiPMhn*&~z;Gh)W*w!aosliXg=oG6-Q?T({+cz^N>c*m|
znd=oxo1ysn-2z!wOg1ptWoNokqUKGd1jjsQ5%YI>5gXmr*$U3^YV@gneI{gSl|?II
z$0_fs(G|urMzp*h2drkvyM=64&V)+h!r+nYPkHqIZ5EGm8c_8%0=ODQ@V}}G>dDaK
zXB^(@kA;IuaJ#}3rjQC#73eAxIZ0_=%IeH~6fVjeP+nTvEa9!S$HsEzkKS6+i$i!?
z{eDqLqq8nus}Aw88*@XM7IS1rMy@AyuqBl7wnb>GW{LfvBN6>c)7O*3w|>zZ?h+QF
z<2qH37DE3)d=8fU-6q#A_P*~y@p@nLDwoz>Iu7`6F{4U4ciqirpP7{S9tH#F-SRR*
zMqbXq<S%_njon7NegPC0IU4k5iQUx@h@E+pGsNQMEVci*-b3$sz+yM{Pnj)-(!y7y
zgU?pRM8@Ul$SR+K`9(BZ(^bQB-Rr56?JbHl_B&(MQPJmOR%M@-*HgGuh(<rL-a_wH
z_&VM+si44V=I7f>o};-dh^>*u7~{^MTmMh$hChOp^?0R)WET9St*B3HNA=)r*dvY>
zqJzuO4+{KxquO558bQ1jxvlvn3s`2(aa{c^XnW_qDHC@Mc5lP_RVab}<-~@pv87#u
zK4FchR+ZsVgzT<f-FYfMx8=0^0CKKH3)rP^e3(Z5GUI$g?&lG`U&-V4KQ5o%wn)F_
zEt*cvwJ5ZA;!Pu7O`XurcNr#h9u}z*VaF?TuU9P?;tS2jt1^-)@&lLj_dZtIbri`M
za9=LjyQ#jlO(;xv&ZisXRUNKnlnZPFA+x4Bg;|{TIn|cB6>OSyLtkXPD|AP3uksyl
z4b{Fhh3!t9MD8eo>!w!@+NAU2D#)**B1HwAcOUW51ER~ZkJjy?Jn*`#<7{56+-2~T
zfa{gRxIeAzUT2Mz3L%ddS=FwRdRamhfx_X#4KE$sfvx(t-vGyDGH=z<pz~?RK;w;b
zhAQ^fA2T7ZVw^TCvW+VI4jJv5t)MBnEghXKuSF*027?XVxEU)FQ>dNWa*LI$W$<ui
zUk*MEZrds_6wqO7&|?Tirxxw&)yJ+&CP@;rQmNEuDz*s;+8AiX>wjq<JGN<a=qP%K
zQcy+kb6az*kJAveR(ZC{ue<&!xu~awwW0|;uR82_lc|<t*GE={`%J@;q%wTt$lm6=
zs_hh3QAIxP&mU-%mCWZSXJ0dHWIf)516u_L`qgmsr8E+}g{7^Hl}|VtmkL5j(>&Y6
z9-e(tC-vInyW4(V9x?4qw_W(|GYgB_64FvbIek&1cwg>`R<leM#Kg7ldoHhFX!VYi
zjRtDYq=Hfj**2GVlcXS~DOIo5+l|diIXgCN*_3on>K=RH4_Ex}I`NN2`*K$<!$6u#
z*k$AP!y%3Rg?@)_Wlq+;aj_D4g*iiFmL6ZS8|+O8=emJ4)Psi_%8JPzfhFCKM}@qS
zH#<c0mWofMCd|+gUc|QE!8atCbHWw*99XJy%R5oLa`&qD`7$sC{vIWk6Wm%EyN>Uz
zTZ~&O$-cxzI~E5@HMvzUyM3il42Y)huC#3hT}rlDuQq(flkbKKd{c{B2*&%0_op8M
zuNMFoJ%q<S<GYn~ySY1Xx)JuEf<APjkr5YsKy-5#Q4~KV1Orl~Gr*SB_Z=q~XU}Sa
zOqbQ`Xt@fsb-bPx#uFg!0()H%-WuzR|KbyhOm^*)kcQJi+ohz2DDm$nwqPSYMndeI
zB}YOLc9Q>v1{}D;frNw!T)987#lghU(cH$&f!WpCs!~VCVU|12d!g_WgI+L#V(D3-
zq2foRw+!Lfw%KwP>(t^-DlfXN$^(pbY;1RZ7DTJHd3^e(6T@UoA}>Dp`Z~1py}Z6z
z5GvX7jWB^}{2%PSbChOJlQ3AeZQE9tZQE9t?dn38ZQHhOv&*(^Z}t1z*>7g&-Q6>P
z?|09Myzyj2;>nwe%*aUVyVDr&WE{MN$vhp^$;tA5J-WSE9`57dJPkDGwS;Q8W)t7%
z<|W^k=&LK)R|kv|Enj|;v`^zkH)ppWFlX_5dp`DBRbij)E;?)=y3HG97{`t6oVutR
z!IQ7%vsH_O@;WNctX9$PamW3hOc&+-GD{ij@f?~e;Z+xFX9hS9bGmwJ;kTdDKEh9|
zcb7qdF0~qolMIt?>xry4Gi)E$jh9b<RDBb${F*(9@O^C&@zox>ws57o3|n2To4qh@
zSkEJY7j@bx-m*{{%AR0UC-(+!p#|X`eZ?HN=<SI_`Zbt%cn-9^u>n6p0Xr%9ys=?D
z<@QoUc?*?jyCb7~a+G+Wl1})BCXj(X9Mm^`kWssm&u%!HFv8aId~5Pz4PUIKOTiu1
z7V;xrUw>AZf`6#%IEysjje5pw(8|i%rZrJlSsDgQAN^|ZWw2-eloG`Gl8!zoF7;06
z-}xDan7!uWZ0A}>*AB`F1&ToiA1#)nt&=z&Zq1iazRV`X#~L@;w1h6ih_DgwqqF#c
z5`^Zgfq?Bw&aP9N2T*65I&|OPM7M=5gIQcSP=+@a_3A@oK1)Pqg`@uGVQ{&c9B$}o
zun2#3p^FkTodN|Rcsh-2?!)44yySQ3K@-i;$a95SeQu!>y;iV-`m|<}iW*%IZnDw(
zd+Ce&{5j?;l9!$nXr-(7kF5hQzB{Yv@!0TSk@%T5vHLD(^QGO3I}@1;{PHf3)<DAq
zYa#zM&FSz3xYYX^n(A;Fo|y=AVTWpf{wKSI>NCT)ri-%af~!0@9eXjyu9Gqo*|%vI
zzFqgP?&J-5+Rv-a3-=!}X;WdBMV20#`|*H$&Zw-iA8C&tMH(>al;_>~jq=Hm>g#bW
z=nZY*&b2wBa@;P~o!O>&R~FN!6a|+>9Xj84(hs)5v^zglciYOn*6!#ceDn^--y)}a
zwN`+w3N0--sK|Hhg{GzOijrK)R;{_1ujYDf@pu#S4q><sxHxv3Z_a!2Hd!U<b#&z1
zbvVl%uJmk(empzXuHB2ZlRw0h^KOhxubObKjuw@7@mk3Yu|cJl;;OmjCH;{dqalya
zI=79$MqfCZV;#pI$)?WZIC<FG-hRTMNVh-Crm)eqSu&vsHxOF9CYNEu)UGIh&{%M`
zc3q{R<oK|NS6Nyz5kpqqUo|rhRax4UaliuxJ_z!i>qzf<Pvn|!BBdLB<2AnES9rN_
z@s_Il^qtwiQM%J<3hzeW*f(k)250-eh;!0Lue7;a;uHHr8Qy7g?DNlskHeGAv-8c4
zknc@)wyf{{nOt`H-kt0D<m0)XYwY&g<L$k}c?-NmH{U4TNFV3xtM}{9{Is`s8xQ<f
zBTx7H?@XP;(N_D>7e4g0df(6YpNdCUbmhi(tzYk()_m)k-R+^@hP-R^reuS8;D@Kt
zWH3K(cXrIeP~Zt!6#QFt<X3Z}AwI7EOc01}{d^+r3!G&ZkH90QGIql=Z5cM=IHCy-
zVHhh!h~<h0B;sOZG7QA@Q?taFX0T-og&Yn+gv=t}n=ov3pX&48ya$3@ZGj;kz)2FA
z${f%>VnR-79*GMn6+y*3<g&cVk;ODB^*5s6LD}8(>*99;QX2!2qt%8dB-D(62)~Gw
zKw~l|l%}F)WVPUa1T}?`V_ZsdhxCprlrENE3w%bg^ebe-q5&pX4kJyoPc@<yPIWle
zpuvh2YCjYu15(^eIs%H8aA$Z*|CACQz#+~Wg?Q)(h8N@~IZ`!(b4WGkCL=@Cf`}$#
z81WM?P>e|vmrmnfLyTwz8Pl|*Q!G*H{T(UK<uA3zK!n*}ho*RhRxK8b%a4t!dF$Qw
z2*gMO#XS^Ok}Lc>p6xrBtd^hqI7QzSfo9PR_HQ#9em#P~pB13fKux-cfwd``boo82
zQDG(wc;ZPQklyJi#YhxCM_Zd?*eQ)ob72aUd4nC|6|wy|<ux%%luDgVb7c#2LtqPu
zBWLg~ndTgz3K8u4z)J8>B6nw`jJJWr)KlYOt|f_204-%_>2L^^sAi$e0K+K5t;KFg
z23Ll>=!!@Vuv6FtK@y^fSoJYuBwGV{iyLb3R->3`9#VjXOkr7zVWw-csfaUz-!k&l
zPjZtf!o=XJSrS(w&=e<W4!Mv4&C00eV+GDseAcrG<Di3|JQB+Za=^>QPlGxvUMC4z
zW!h`{j4-le(@mKM>&Qs@S8@)ChM8uF3?T7{ozQmRN=V0RF3d9vpgi(jGT3NCjMw#P
z<$bOkCbUdBHnAI%VUEOC%cTX*7W{}fi_j);Y&kheBEY#6DFYsm3s<vKdBtE3v~gZb
zb2EE|s$iA41M0|<0s_x+J$~;!U<d>OI9r;3^{(XPUcej~iiU1qOC~-7tpZA{Vq(BY
zD5UmwVA7&SbOx$-fMXk-M>r{p;)Nn+O~^Y6a#gfSui_|;M+`Sc+|Y!p+ia2mj&s>1
z>2Fd5v(2DO=d8lqB`Gn5G~$|M8C4ON!o8Nts7D#)6-KZKT5E+F;Z^-%T4mgpq|G0L
zu<T{(w|kHsiNIBtWTR=I8dpgYY}M%X52|aTy1}bfwhwypD3{)6c-5-3$PWl%UDvNt
zqUvL?Ep=HApj}AAk{YJ8sX^l|g>&52h^m)8qkJ`*1WnrIN{OM-xAdbTIOf|AW9;Fu
zbR4V5i7bM|Bq~T!RPD`yQ6wXY`lL)eb`z5W%};?v98CyB6AY<m4!OpvVo~ubnv!e`
zq5Pv=<{ZZS{wIdfuqx6CPE*CQl%?OHer$Te$hkp&&7usLcaMl<mzz;0vX50M&7Oxj
zS`BJ=fCVCaT7E9aRF+(63>mfI=WvRv9Zyu9K*uzv=o+SI3xWrjLRkL;N3S#(@$Y=A
znO>_IOirIvkq}hMs@crK3LH^%!H%I0jf?9SKgZA>);7l=gKF2*5&NQ3CX<?rmKX-O
z#tVNK&WJI(6qIbp)(lMei^+o_13qVkWr(BEWjEeX#2u7Ba%3eK!HAUc5)sT0Qg#;^
z60s8#`6<yDvqodg0TWS(K-ob`3Nc2Zra@E$<|=_48M(%#VI26Aibjs#y#niFE6ov-
zS&W7;QZ~(VASbN*T|@40DkJx9JWaN^gII_io_*&<;r+95Z#l`f+x9Rr8Mi34>CWbH
zBc$8cO%RizIrt{2`@mg9aS+B0cmLuUW%tlR0=)KK839A$P6xX@<L|R<hAc<{xDp7~
z7F~$2J|=Cs8Sdtovz)?S@+pCIkR^;>i1eOgqzZ}arLb*^o4{8{*-2p&L6|7pUZq;-
zr{CM96ManAmWOZJIoyaxON7bFN`fSDJ`A=BOz^b4!X`I#@$u6;)digKsX<7S?r{v}
z;L2&7@ZLYr$99odwdHByOk$LjhgP^q2jG0)Mp*ZN#%PzgGj}5AWZ!kjTqSqu=iJFS
zqi#^P9V0of*G*@t9HERj;0Z}Uq-iOrUJ2urUV{$M+<S^SVk1WpL?dEjehSh&&U5(4
z`r`=alJY`__!H4+Q>H#d2<I12fv?Icdkr-c4^q8H@==MjZ^IZKm7HwnE{RRzRu$zf
zY8nPoO=6y4&|No2n-5HAm^Dc6z&Hr%bB81?1~{iF8bqq4IWSp;aNwCP3WaiiJ_>|P
zm?Bu;&>;`sLq^~9O{;rV-C>f9!Kf)QDk?Gtq&N+ULJBlvVyNt(WntYaOW@ABSBqQ!
ziIvgy?Fe{X+N%D(4tIMGwrykHP31zr5ql?mK}8J}+-%SLX0LWw<%zI7jmJktw^`=}
zrFB{RqBlPuccwb5ElQ_$8CdCBPiBcs$eo90seLVm-ovTJSwr{hn*V1<nU;%fn@jy>
zuB%S%rjEecx5>jN4GU*Q*8b=P%dJh@D!Rw~w7fN5Keox+;^+;MVzHa`Oqk{a%eJv6
zBSszA^w*@x*>ukZ+S5zJjz^U&)U$`n$K?fBPiJ*C_U8UeFzQa)@XP*t2j~7PMqUH2
zU>W*BLv755E?+mRy|*UvkAW^3?xs=ibT2EVH@1i6q9<z)tM-km@v5pc_-Z(Oyy3^Q
zrmD4ehnGjhuRII#z!R=*i~17w@wf_u6}s1X(+-Nxc6OePA0PSX3g5Tf4K{7SOut4g
zFS~za^ts7o2Fay)vANy;Lhpz`4?suNI2&|vesIfuY~N@*EyJf9bDl*N`mvdqUehg$
z5x;lQsN}%nk+w?es(k@}lj8Af0q*naSpB;6K}`AXj`)Oy&!M$OEDj4;$`RlCk?+Z;
z?W>!*`U@QZ;Oh$*;I9G8|0NDJ-&B!Qe~UqI-&^*`02Ba5&W=vD*6P+)^cGGg)=Yl|
zB7!^;0E!%fZ>InEry{x+s*eFd*q8KtqsRk+(z=i!OE{3q?K-Y#jV<Opi6rc^Q(%Dp
zn!|P*R>>xNDh&KpKZQ!&loNtvvNN~Vf84!$`4@zOLNyJtDnHCx+j&^hm97y2t>z!Z
zH?}UTGTX`0(W(o;0dSl|DF#Lai(tW76^20$bVV?pTqVLiOiE{9&tk(cp9F3g(Y>gL
z4MLIDvAf1|X*1Yp-O2eg>bLMRx`Qj}kMDz;|GgZd3*tW4zE9n-#Q*@HeE-jXiG{8v
zhD!fQGCa@RvRxB}8Quav_l0=hd>v^gjuw~)(wQ~rVSxGh1WwU}1YJ)nq<B{3`yrbY
z$7QYX2UPORk3N>@TYLSklh~cl$>(vm-_-l2%WAc3Q+IN^G+ifQO{BA;sadVwcdN@M
z&J^8R%_@1YZ8J%&zP&E9)9v$&e)=)_?e<k>#rcJPE!@gvP1goZtzKp6g6`<frIw0a
z<gH;daqWFaX2U9s?rU{@ie2Pxt9>J0q;myT$62Sc{L&_BYSxNn-YYus^{_}Yq55>N
zU8eN{?%+tKbqejwy1mThqO<YiNquc;(qZXOc%Aj#oz-GMr;LI%{sjMX-%ODvi?i02
zliXc@gsT%nVtBxh4C}>gn1OkiZFDem1s{${Q7r2T$5Epn3%4vk?)8f`@m5}H(>a-D
z=-LlXNvPeXoi~$d+YD72%8kMgEZ9-;CpN4-MAHWk@SE4#D65uM6jeWnpk3`5*1smE
zxA5VL4}$w2J`qi)9Rt)=uhwqdYP-)7!Gi`u_pfi9J3Bm`pO3w3r>w2nuBs0gug%=&
zH}st0)xIw?P}6IDZ`$;BzcJZxemJZ@dtuY1OaH8RQ#MW4x}o`+^Ev;j;#)xtci`6h
zbH>HqwX35BPqrxL>Y_P%Cg$p-xpMeCDo4rnbwAU8V#Er-?T&auHjJ|0L$O(J#>81f
z5G?kXAe=YK2+4^g5Y^6@g0t!X6Z_t*(x}V3ND@*5-ba{)?XB}lGz!dbC;A0*FOVXH
zFhIzQ@tKVU8MN04$LH`6yX8QKbkr3;7)KfSNRh&<*Jtb?Edb{bH-o5A#F}Xy5QST~
zJ-j($_H49`48m`Q^lm=DxfrNGBnHRk#RS=$SlB}nNH)x}uOAYc|FA@kBGO?jkQc76
zgSIgQfI>`Cz`{XJTrI{MCp8ktCYdL_sf1uB5G32=w^V++El)xOhb$qg8_5l1M})60
z?h(<Un<<yY_&Dz@s+;QdcpK_KzYJ8t<bGvzWt*YmenEBB5s>f^8LLKy@0SAXKiNtd
zAQmR!C7z^66_5-dh|%$om(UAbkg`WjcE>ulKkM$m8{gc^biozvS62+qz+NrGn^&Bn
zg5_#*Ihy;+u3@vB$sLX+l{Y<psp=L(vHR273wn5@JeFL7PPl2a+#|7=z+3htvV+Y%
z*iUF=b7<r&P7b73L6Qx%Q0Kt=@dhx~YDCoU-R}L6Nk#xNg$RGY=C`?-4IbwSJm5+?
z&U_59=#{|Gvz0@J4qV&_?{e8nXhAhELWrA|GA|;}@^FlI(ggt%A`ghSF(&#~3f|Eo
zFpdBc7P*~tbp6@R8z<|Up&6BjK1@bN^X9Pd{WWI_^qYOfz&%Gh9-}KifPZHgA0iJ0
zNHEP|^`8fh3~%o(TzX2*ra`RLO2Ye}Rh%I*WR&q@*Au(D80de?)@(Q=#wwcC`j#+9
zPTC5&<WvO@2l>F#cHepQi5?qZHOl{01#d+{_F=d)FrowR#Rr%i0P4`HVYD5?Xo|Aa
z<nGlu3ql9zj_v!Mcb2S&?XGjHtL{H8QRue>I(^PF_hFL<raQevf=^mtj_p{Y<{mu(
zVGKL~wH>_Ij0PaogJUP;#1_f~J1k6xKoC*=nTi+Y!EH%1oJV3{ShMkZA0Toc_ulfe
z)?RIoSK6YGBni(V-u0v1Vl%yZmJEKI6yQZaK6G_oiEle-)&)$3{L1i@8M}#)-TF3#
zf`GI}g!pvdD6Gfgol1eYI(ZUYmT>t~V|9J@L2np+<2lhrRF|;}%pN5`-85fjGu-IW
zI5d*YZREumU`<9Gn_CGaR)3A8EFgK^ofPLup7ELw_3x*RK&y?8#S9A4XQnuUgTO(S
z`gIe&@b?1|&O*jouQ4L>AhiKV4B4B_?@f5*2pxuS(0Q=&OjU^?C3`wPu0E{PS8ZB#
zo|VZw)OzW#)2DlEB~9*hqn<f;e!W$11>gSDn=U*yd4K*j*z<1&gNg(%?eE1w^$Y-j
zzb143StE3Ew=((H3gNnrwc{Ea(x(se6F$eM(-UFiriodai`9xHQ*w*Vc|$fOQr&V)
zU{rx&d-o>*LIFRWfT2Xmg*H=s2+1R1&Ge-qy4Tz1a59BcS1bvv`TM2S`^NDEVXfE)
zfscpl<AMFh;qHV4GyCI4%+UVE3bn+v&-+gH*YoF#by{Z-i8BU&MptBqt64kES~m}$
zTqkbm`u&eKa>gGmg%bOwR?O~P(d+wX246$@vzwFtG6-NRXD`Mqni&!)10cU`n*GFV
zN?b$4Gaz5?0s~=Uhfe60i$PcGAy=7Y-n|8R;)<+h6jJs?Y!H$e_Amj$far56H%zx`
zdq?mfDad&7LiH5fKvMPq$N=<rV$pGieh+Y%#Zk#_@7bY|%5GD0d~oFh6!;uo$y3A&
zRv&3EPOfLBUn&dxpZ)0w^o(qYBD%T=E>0o4Br_I|a1KU1g3$k@$L9Nzdnchc<iqb<
zfuBJ4I^Bq=^n|ESuqAs6T~E;3?PiUv|Ksj+R-}v2@xv2_=#bZSf8|A*I9X%uPHVSl
zMFp!R65LhIewF6%+gc7MpULr%-1##*yO*ozE<2x&nw;Y0DhRKTOFTQgn)bE!Bj=YM
z=4jXYnASqjq;?GFz7QVzvO?X5cxUy1@5r*Bs~NEmRny&g@Eb`E<lV<!7dR5=74Q~$
z?Ht`EDDR84*e*TgP4t_u2J}<n4{nc;m8%m6!W0Olug5`RPdu3A+2zRP)T<W$k#EhI
z7+fh>R@N=VWN?17h@=#|P-V>UUmSnH{D(8MAY5ID)?Y&H(8>FBvLK#zg<F!7>;sm~
z2xS`B`7inyAN=WXl*+IA7#nZ@BA4ID?qB4a)HwGS`Lk#Ir(XXzj!6rwL&6T)h(gdB
zz8I#B_qWG|eZo%C@V5u<w}-R4$F`TgD2`dcY*T_M<77yDZ1Rq|%|wl`g%No4GyzF1
zlQ^!lo%9tQDCe^{(NSyf#=Ul}b;usZR1#)20#2KAQ|~;X0qV_+P24j!q=xlrOV{)@
z4G<a050aui_L`GGD+xiv=w%iw&m02;WO80%Y-qAB*X#;|*yZMmE}&USc?#H79^)UE
zZGNEnQQE4W@K;#Ql_CMr0$kc^I0LP`frPbztlUb74E;)|CdN%%q_gLb)^1#dd9ZTj
zAgh@WC{6cdvot3%c^Y%+!q`>K!vxSG1T1MzYJ>;S4FS`y2;75o=_tX$`mOf|>+PX$
z2`z7#{c6u({klqD3+@ewi&7+7rIp*hgJ75g!8@<zIV-mrNYimw32sRp#RJ%veA((n
zBaR7AE{d<g{ogXk{%pshKpdK=so%(ttmSKkmFp)X`e4`d@702~(<zHaPoz0PdZAPA
zM&!uN?n{Y2r2FcC*hLnY6Xu%>LSAFYN$bgxTig7PDH-5cVr)nhbm~mGOCLM4D<Srf
z3p<B5GKYYfT6Xd--}n1j_X1B{X}iH?z>XpfQR1H|4xLAO-LaG1>AhgI1|f8MwY%g#
zjVzzkQsY2CR;b2FZn_FvNJvtJ{v6wH7uz4f9X2KD&n`2U8Y^@e+{9P|JCC>9qHkW8
zjoZF7biDPO>f%r!o7FZ**Qh{RQBUTe(i;4d@abEj?A$n;3d3Vqz0<+c6~dtra^h<N
z*jZ%C+d;(;{xWR8?cN$0mZ8?KdsVlsU|mq#EU=balvM`nS=WK4AKikN_>rQ6SXS@^
zJ)vj-DlKXN8j1w5@bWksISu{H?0f$5(56N7)YqJoT>D4@ZDC;oO`suv1MD||15Ho?
z_E(Ei>-W=3emm7NNBT*M0H6~|nHrg&peeLJkoB9+rGKr|F$0>8Pl0@Uq;GN<x0^`R
zbW)1?HJCU;6?BG@O^G)Yho*OE`gg#N#{V>E<rZs~J5Jitmfd?tQ-+T5DrIX(u{yGA
z690^}s&I}pS~*YtjjF&7L)qBy>5^d=SWp+i(0z{LxgKlohUtyphPN_1LoP9%QU;CV
z!J;a_cdjExw_a`tG;CgbZ*<)-o)N6m`dQsaBbpf}0;z|1#%q8K9WD{ROuh>qTykt~
zbBnrD+FDa{6Lwvp^_-%mOmY+ycbyS#GitP{9jlEc+2^Q>Aqh2IDc-cQ6PfO1%@Sym
z{*j=PJ@lMpt*Q*gp4BuNBRNWjtlgxcFsPD2J-xStLGZ(rH$R!(5wDYbDEyuR!}Z&M
z*IOc9-efOtye(k%S@3U#*?`+F|F&agl2y^#`()rrwKtWQQ1v{vxUZhLat=~i;wfeB
zUq*pSp+7t(vA_v<0_{oWgfN0hcmfry=ECy*6YvH(G*1X4`jha0aJ#p0{KEC*@zA?-
zyt1D`6<!Cb0p0!Z`Zxq;gmQ3E1#@tn`7d*V`8lZ&t`15NKrc!Vfc^mn(tb{=gyC<v
z+ABdQjLsKCX~-9Z_^<Fd@z}WAiG!N=Ph5ZFQ`rv(#z7t1`-Ufb<&e2y1wyD*1wxSj
zJB%s#xzUULrZ5-#jqnekqVs@p{C_4X2$7HvbfX&ur7#l(MfeX;(NVzJDN{r{DpPEI
zrzeU3U*i3b_<ti%h=Kl>+%~KfcSMwKW>k+w-IQl>m4v<w(yWwDp9XYO{rQ7acASVO
z_2)il`f{dP_60x}RQM0JDM2q8Oo@8l;<tjY{h&2+Nq9bA^=dYd;w-DHPCA?juM%NZ
zInZ@#DT%sLYGY~#6=Yb4MtWg+9Kl&eqllggl5{|QQx5feU5ov188QAA+6jt2qewTc
z2GxPwur<R5A_&%Xv{Y1qlI<q93WzCOyo|FsM<E{CF;96w!E{b42q_-HbPd6(FgqCB
z{sa~te@age5GAY!2nyat1~<b8dGnwL`Hzwyo1ntB?)+248fBqCU1i{uPi3K!&2R8g
z?(YdH#3Ir!y~NLWfaoj%WB4cylJES6?@&sZNtPkM{zb;)ApB|Yssx+s@eQvEu<<`=
z77zfXScQ8OVG%tPVD<kKt<0F^-_ur0(8?)L%M@U!cUwrL5eH;O!U*U%sQr1$NJZMr
z8Vd;SE0PG*K#y81B}iqW^~bXCdJ{x>fWp45UT3NEprje_DD#!sFDN1}eBi1?e`idM
z)}nMsMXFMHudGn@n-Z60sonTTn6*mNGOx|oZjtyt@0+JlF|s^K^Dm>vKcQPJOGE#~
z_|OBX0X?7n7nl4FG^g~<m{#)5DDyW)vcEAV{Rh$VZ*nJpWBI>`-x>MNs?^`){u2L{
z4liSD&$%CV7q~s(EulmF#EIMZdJc1k>%7jPi{9n{v2Q4H+}t(xO{Nm{@gDz12A^6N
z&cHNT7wyohne@}U%=%b>ywB&NiaXTob%37FZZPy+7w2ucm_sv$e+L4M4>@J|qDea9
z8*_JSk}OU4A_-rn@{9UhGWg2I?wR=RIqnCoCk4HUoB)0_{tF`Ra*H%8pCf4iq8&BO
zBf4FAX8OKZ^ecM0ijJ$fzB981N;AWSBdiyxv9Fl!?IMe>*`Hxs143f$+YYPBw~@s5
z{Mhjad9SXrb;2&qMB9VCsV|+v7yVBPS(c<)#t)-GKkBzM_1BYCASp*$saq`0sKS@n
zLgaZOy3g#WB!VyWI1=(%D2c%Vu3se4CzB8R>E|p}^jrPfymXYCecHuxcXfvuaZIv_
zI_!58-rdZ+jg9vj(%zMf)Y-VsxHMUK7mqJi$cJn_K3*ZM);#0%#RuOu_DN>XpTh!o
z$k}aWo?eRxS4>}KZ^S!#3S7M6yQ`I`vqJ)<q3v`pq`OvZ$X{Hs_A>=nDgDiGVNcPT
zD`6KJa$!A#6G}xVoE|<m;z<tZAvI>r<&=n4e{G^g;;f8~rXN^V4;6@Zk34MQpjO2Z
z_=<$WKpn6}L%swdJh^qLW(@KeH(Y-hZV3m{6u4rWA2P25SL1phT7UXBIAo-Zu{7}B
z?;-BHQ7cVen6v3rQ>B$en6v0ftNABIbh`@gpIfO`WWC8Z99ExBLmvOoeU3YNZ7~Q}
ziu!Wk)uJDy%H#U9cEtBM$>k*6sXcin`_%>~jO)z3UI4(#>bGM}b%pllh@i~SST**r
z+HHro&ZNVB9?c-@h{(!_5{jei=A|d|<ru~<<=69luPt~|XyowL_I(`gx_lQG*^;Uj
z7_qMR-6ai_VOqzL&8VC@3C3x!R%`YBmZ$_hYR1^ck{>?6Rw8Oi+7`-N&_26Kmi#2l
z^Pq5#vo2k@kPLS@<?o>L-9o|4q_5@$m)u!PT}K(@>_OjJ(p$8Jrxu5=?NG+AUYLjk
z{3ujBFBaL<h5I;K<}BSg5#B#i9Qu|Iqi+Vg-H*uAO7)5#WT~2t4fIzH)!5$d0O)HE
zJ61fpx)mlf@kIq_tls_inm&Xw9fIY&A*bYk?fwm#d}TG2tj5kUcjKeSr>aaW3@<=B
zCDB#pF}@zV%Th*lPQW%$s>88~_plmevj=$Y<WX{(=9oM_v#{)@AiodzyJJb(p#qAL
zczJ3nh#%tg>E$m-*AoW|UzZOA%(xQH97Jf~9~Xe6x)E;GXjnDWth<N`lrGleEDsD9
zvWunOUlEwLo6KFReTs6cR>peCI?E7S91$;50BkvEt|YSnkJ8nwJQ8G#$xX6ov_dO2
z^R-bg#$AdEOX4I(Q>)@6P~jm~G`X#Jgf*#i@|U-AF3WHB4ZEsJ(u=V>*a+C0P1-wp
zZ$@-JLcV^SEt+L%9E|G@2V{Eawi?t(2-i`uR-W&)(XkDtmYLK&8_5c7c?tR4mshF1
zxNp$`R|iAI5yXX$j}N{Iib|G>sSfS0G`CZ(-cY-{Gps8W)vmbF?RCtF?suBRho6*$
zKyd2z#%JbG534V!`;3To(B4-qEsj>vjwa8sk!2^MFB-xK0rFTDbG3x0-yGCcItj~=
zx)ebxrI)~0%h(D{3LPBT<_;+tPf}yu*k+u>9}da!?j>k0tU0ixSJ+T_{16yZz}L@D
zUg(~WvS$HRJ2D@Rg=2qzJvkMM9j?UaDq~^>x&Rkj2?l?OEkQdByAo%OM2{djJe|e0
zn(^cIW$!PfVsqz%St5<OFW;Ee_+^#P?k_sN5ZyW4B4>cm(P2B1=_V6Bk?BA}>N=;(
zTak#8KYE}^=a5z`e`l`-<;<CuLG@cPNK;MQXJlwhF87nygInXBLhnQy-_@Nz!?#!)
zhpjVA8+X#2QCIe$61-`tNi!w!DLAtCc?_6CF?hXFUS-6MJ6*P#3aS)EEB@@|RuNCm
zwJ--Ai5<V8PIHp2Szsh;lkQosor-(Yx>$v*gYc?){>+I}SFW6zAGK3A;(3cts@j7V
zi{gfUe#ekSce>nJM<h6W_T7cf(Zdlp%65@mByGu7XZvP;c<f2?jA|dYOpnESF2|)d
z2h5h~!GQILCcUcKt&Q}@{z&yA?olVv$`UJvp7a4r?oUPyG<JhCO=<MO@JT0H)4RT(
zPPB*h<55|3rhDH`aeP#ku5?&3KqEy(ez8$fnlq)dll#i-(#^BOpV^h0{XBKNdA3x#
z@Fi%A^a-@P!#~ANay4UO@De?@Nk48U48jt-PIYTni_gb+`WA5`t)*0DvKCJ!0+wn|
zcYu%9Jj9wN1h%eIh8wp=z)I?F6|Spd%;}daP3u)|K*q8??R!5({CCw}`@jC}LQLJ|
zpaKRQ0D#W-_QYQ;uzxMY*f?7onmBx`YyI7vIM>;T%Wp&Ml2h3<7*lbK4c8&Q;d3^X
z^Mfsw$;>ElU`zZtWIFVRaU00g^ypF<kCfd#utQFlpc-Ky+m`_daz$T@{S231#<g7Q
z_1H#&@BMj0Z>zIa;rw^+9*7qjnX63=M6&MnEyv3n`&&F)YdA8wI@cM49X>g}4fo5<
z_?7Qd|C`YDDPOC?>$Z+0aR~k<d-(7ul>{67yhVq4YZtQbW2Xqp(2nD+JL2p7^~;J@
z%ls3Arfe=i;JI%)g?5X5##}0AZ#uFZltcK{MhPwP5s!5Qgyj6-SSZrdTM`%n8IjyW
zsVX@LB}5^TpgcJ#QoLeONI4c^Xqfz%N@Se0*hz>T6fUWHalxDd(pdrvmn5s>?HL%J
z%{oEn3yx@4e1Wehz0y{wkN1X`B&2P|famR^?rrQGN<v)39%#3sT|!eC#q(}lia*yw
ze_=aXGHK$q{Vf(KyvUoJis!(q&}P>&rIxVH{&f08|6utQm;~7ii^EbWT_1t2d-_<v
zx2EOEq>98oEcrlsH(j>p)~~3`ITr3oM->}L7lZDZ?(QkhVI>g3U_1emGBh3aWnZ(=
z&}_|}$3f+?6$QFuj$a8N`jNlt?0&#KlfqW!FzQ(Gpv>NIwTViQU!e*QuTh~n;S9s2
zt`H*7#~*}+K+!yKiCAY2XmHw_9Eapd4JByDzFoUIHMpM~LHI`WElnn+Ek&;`UDP~A
zA%Fo^_T{={a$gQl&{LbmN4b3N?wm;>h)&IO9Z)z&xBuz8s>9>|Dhl%Vsrzc%sy{2K
zzM8>ceu)z#KBAN*GK+nGKi#_ccwlXuL@_M<gGa<ZsDjv*l25V6X-~}Tkf}FI93qL3
z|HR$Fd3Fz#GD!++9#7e}*Ik8tMgBCY<NLPUa==_3T|A=oiMgSb@A*<6+O3f+ryiFp
z-c+{lx@dbGl>E6b%|nvz%+(K>mILh%z=X$yH-1Q9n+(LaR!zs-S+!)NsPKO1Q*HBc
zmHky(^<|-;tJ6L`xR>57dOQprlXC3v3MDb7uEE(W6(k@c!VfQ3UYx%>3>QEmx*CbD
zYw6$Z^(?o;_0zH-Y^{A8l=7hP?Yy9jGQ>o=2-7UM41iT7<U<89jtU6qw=81)HS6vA
z@uk_5w-`3K8oK?5026I*T9Ppu*qyB*j|Em{)@LklB(LKxF71ULu~G;J61?OA{%Syh
zf?EtppMqx$Hxhgt=on#gBRD1T4S_}>j>n373>Or<BFR|ogEU@2<UoM3IOqQ3Q_cxq
zhwxR8p<JN#NNut4TAdX}>wCj8a$1w|si~j7Yr8$mvQiGq)6f1a{``g`t^O<~(!LhW
zb4c(n4{Y#9lm~m?&PY&C$uaS+P0;|J!rtypQGcG^mhR0Ve;!opnre2z^H5W3hx1Y_
zM}<Zx5yfF1)=?(YnX&{eXX4?kL@JKQ{pEN;LL5)kvhC$~BRQzwcIO)3+D~#(JU=J{
z5j^uG!f-s((kR8T*p9MvtobwDw*cA|e=hjFw6C`RJfY*>q7=u!U*dU|Uezn{WY|~$
zflj^lfDc_!d4RD}IhQ1|GDBxFdeS91#Nbac_!VZN5wogs$u;0?_@Ya6r1^U#MA5!d
zJauxfb&6VN+1{HTnHes(#g=fyP!sctOBIR1r#j}YDr}`g@1`nTLjx|$^?;;ft9)N*
zlyG&5S6}NzO>Xe3Q<To1>f*=G!_G<~b8?g&UGk(n)q@xndE8ikyCLB+!fZxbDX_MM
zdP!?je)DlQUL}rnjhPx_Q8<AzXH<BEbkn)8Hz2HI+*ZBdE1UcH^nx}%I>49xRaNsP
zmUg@_eN(k{0(+#Z$qP7irr1xkS6Msly!?3E{qK9Zg-#7dagLct7WUBD3dPm2iL;Z|
zsMgYo4%%WLjtMhnW962u8!cpzA6p|Xk6EJF+g_j729Hm(-^m%dZrwX8F)A!H`O;@&
zr|+x}v}NYs|FUI7v$ts)s0Pd;PQ8rGh8%ejj4<05p|_&0a_T8r2_!f|bZj9Sjm|Vk
zzW|e(A4|ts^aV8;`u2R=p|6}Ju``E$*9gvzCbg5zAutTiuR7<m77T8+96{!8K>Y+J
zbCcDV--pCs1qH0&xm52v0)Zlu1DLG>;jjh@X|)XDiSiKX`30GajDh0rAL0Ti;2TXG
z*fl~LnoA#;M5$4fH7<vHSqCG)N}8`|vrvii>To=sOCQ{Y^O_X4Gm|{E$8mq~&#UmR
zW!$f8<Z>j}mMYs^h%-4G?KP~3GoUDu(zIJ^7|2_!4Ik1Gx;ykkBIW1B>LWF$pMRCf
z7t&!_Yv_mccP^J2yGJ2WoM_)N8Pq0a&V3z#0@`*z<YT}_Yp<kPKvnt;_14<}Mj1eL
zkfOl6+MUq@EQd%Igm1KX<GX-Q+>nRdN7&VDUkC*FF@lXS)i|7~y{r&jij5yr8oVV*
zF~iraB?QA;Fr94CnqgP=w)Y7{;;nay1|kug#ZpO)?AuY5n?llej!f;>wproU7}1*7
z@<P$<nU&XRY_QFT2pa{$7_|l_d#vhPyvNwTqpOs!m(d21VcdPBxG<)%X->qZ-8KDH
zud&X?EeYu_UrEOZfn?GTl0<vBI|~K?n!_&=U$3I|mO0?K_10qXwN}zhW<#_z*`r%U
z-OLjR9LbXG?E~L7u>OF6$8xIu*PUCxf8jYsa-0=%n>pCe0^E(q@jUehI})7UceIrD
z4|8FlY}9)AZrNfr#if|?&BD}IkyVOcPtCruk}}aOnT^RVT$X2C_J#vlcN{N=FE$bH
zFLZkT%_?J4d#Pu(U;8uhLUM3CocI4H5_<0>FcW`D10$hu$lv5q<s$a;kXD5!4UqR-
ztlfw&$~hR@={NV{lxxRm^)0Tg=HSkc&3gu}u07bTn<7ZT^`0p9U#IdwqX;T144(b~
zvw>kywC_pmL^Zik1nJh7ys=nF_5fwJmhpR_QRr<?2*c1g^mZL~6iCC+<O9&=G$g~&
zjuHvm9Y?%`b(QK=DH4fvWm($-0Z~=G0s!EEI3RWiJ%14%et?C|=Q{J1JnJVIEdJiC
zRJ$O)QF*|i0&@bsTqC{l6f1apr(drVeZ;@9wp6RKvBIxF4UAEjm{ucxvWm9FE`#EE
zjA;K{a)H=|L=o;v?c;zKF|JBW=ODQO0Ta<BWIhx^mdhcy4NJAh%Nx;VWw$Tcg@g&~
z$U8KI(*RLE5*uMwK^uJEuf*$R)M5I**%}%Wvi9m_7_cj*hPdfqVI3T5XJH-G<r~Yq
zA1H5yN9ikX{V~Kf93m2YodaEVSj5#M&?GF8Hf`1l<i`5M`^3$-MusFeaXVnuF3!y;
z_0#Fw1F*s=5TQ9HMdU*q5Xeda%~a$#1Px?jffMCiJK`g284$3EEk4I4(>{G#7qR4Q
zr1DlMt&0BB2?$h2iaV^;@|jS^?3TkveBNZJI;A`af6j?4x;^I^Z9(>-&blm)3@xo-
zlR|1C@MU6vUU~n97H@0!rqadU&8s|k_U0Ka+IGXiE8Mc!MFgy^KuU3n);SK^(!Wwl
zq|B<B{FLAqx;kv?`XQ*Q8p1YKpP!rG0w{P*&^3XszH<)3x6=z)O2~ce03@GU9B(w8
zY7pkwctj~sM@#KUv4`I2aISIZ>GYdiPokE>vGQi0+B0}>bO~(mdY?LT`1_|^*PJ`f
zUuPZEK(DNFS4E#65r|R^-~lqVj!8*TGSQ{nXQQ`kXg%X(hK=jdNNb?o_tV+a%k9xl
zYy`>)2@vB*3pCAYv(}3`oj2!ONN|bGovL<0_H*WKG+|DTqKL>uRM?l(YSKD^2u;C6
z6zOVcVuW(;O7KIBJrY}cBtL<mS^oCsZ7>0kjjHEnCe9o6#k+jyCHsObb@{0_3ps!5
zmE|b)10FlCRDxNj+)2Tr3oii63{e?Z?&h8ho-z~I=88HbH~~wgUr3U>U_eOn=$->l
zahI@AKu~gIVkEc1f;x;6qZO#+>_tW;-cMJ4<zlI}K&iBLtno;xlyNLFK+h7wk$O8B
zt6clXbKwvLJDg7`;Y8&xJ<AG*i*2>vd!Oq#)Xyppy}axaz4Qx!SX8UVG78})B@NqZ
zb-4ur?nS8|K9zoYIWFhJizEQgz`v2VU+aiXaanT5tN^L~AdGZsR%HTb>Eum}g@x$E
zO^k#C==e?azj2O#`7nI@>}kkDmAag(nKk8(9QYtKAlDX!C7FopknQFomB~+o^?$}Q
zv@u2LkOrP#Gl9iBz{g^!@s#d%iKBOw2a+h=&$PHE0#N-H&)-xL`~w#hH2(coG!Oc1
z6#pI?5oI`s4j%-1D)Gf4Dh3P`7?7LG3;|I$%17Z6J3_K71a$Bw<<J{zTGNUd!+3Fv
zm79N22V9Gtb`Y$FXRVrrngI2d%+4-p59W_c>Qd5XcC^`)?tq)voK|w~<N#0AI`pcz
zQd)Z|K&ob@NA)Az*i&91MScZx>OLnAQPHAiQJZnNvJnHXrP1LhZfN5n5ib6iy^#YQ
z$jwBoW2Ajlkc;~W05d2{18}PrZZbXfwzXwQDi)xu;IDKXdm^BT^N@7q@cPW?Gq7<=
zn}RVkOjgzb4A_aqCwA5W^~kWF!HnrN_cMRs%-B*~5X@LxTrl!`F|h|$U}X72YB7JE
zL5475W$+0^Ozw}brD5%YVOi<vTY(viI<CGn+<>l`xQUr|4QXL?q;a~>56rtk=L1!Y
z?uZ($+W|B3Hk#SL*y0Jl-}?SrIg*J>e8==#!>#oDY8{OKrsXE@U~A{d@;^~^Yf##f
z>SsXkL4U`W++3@;6l<=viCFCA7jWv+t-o&rO)nr(D-Zc<w|FqIsR@<D>)SZ!y1Hy1
zH-037zQT+^)f^;&;TixQbSC@5MiyQEn~x+*q=-q?9F$QZZK5a{J$@pJIcOq}twuN|
z%Mrqrem<q+A-<vAZn#_aEp$sND3lK>zZE}H^iCx15!`^@gFGu=6>ezAI9NT3ve64X
zZiPQNN1I_ul*y@RMKSZpU#QHTRDiJa)Cnv>ElRh_M4(89Cwt{7X3e{vvXW`{mk5+i
z!vZIm_Bg%2oId18+9kyj6z;}pBZ%M^Oe0H`Kmd@{SvoORZ7ISzWmH>LK-=2s4uViy
zSEsxA)~A&Hkw0Fl>gY4_8eW-24<CMah4gHmNroWc<T@>EK+GozVz0O-(_Ra2AM6%|
zs(k0DPhpLGD;?$~77vlfFbow#=o)Q)xGLDIwKulsm8Z<VSISVY==KNx*3hHF{CAp)
z|Fh4hp(VG+f#RcQ@g<btUDSFnSezF@VM0=1fKF@PXiGe7AC^2YwG3zd^?~yvxyV9l
ztpFN+d;BT$?Iw5KONX@fK_IXoL&m!LXcf&MB{+e$$fYQ+y!PYa5v&~YP#UpFcZt%y
z*Oo*8&FV8{wJ9;@)a+s|n}SfubILxcNA~XCp0{x$@vOJmlLtHc()1(vlil{wj@`~I
zz}?q}FD=q+(~2bnHhtMw()#0YG(()mylmp6lRz91S|fs{vSucKDX>F7D^BpO4_1^N
zzm)?kQir>ZY@lB#J0e(5o9Q^14lc;g+HWf*L!Y&AD?ySxia1ium_AqCZj^YTpWEII
zML`;8%UMiT5Ctk$P*%oAA|Z!OxD?>xcb;%s=Z``VSSFDI@3%Kwc4|yn2PP@PS^~*o
z;Ub85o4Sa4kR$zeBuvKfkT{NnRcGC8xc*xFSG_84Ta+AgjAvqQoY&78>=pxMO_)^`
zOPb{I&AP2U!`$B<Q{8e~cO+}tydO5Jvu$(EBxGDBG^R}M)1U<3i?VYD73(rSrt*9X
z9_jfLedGf(eK=l2zjv2syMK62P3j8hR-X0Afn(xlrqXRgflWoVh{t@7*>+dB5v!w4
z0#&D}N+DlhBb=e~XhKLI6Y|o8eu8U)CSbNYBkC8D2#)W%xF3MJR6xE0v|1(<JU%aB
zOr;2cCBna3fC^JXU`YmKcSuj%c&1m@RfI{fna=<m6*u-{%*Dcf34$ZR48p<pQ9)Y7
zImD8mxvcZe(iVSBF^;X-_(9YY6iNSB+=e2>nUUk-^8<aKb6xk_d+k{P-f0?rh;O8T
z?Fw}3Z>;Qh*|5wy()1{4^kKf#^JRgfa;v<C3fmZOWU`e+CGj`)BUk4$(B=;)Jg1Lf
z2JCfpZr4eqwpBX-vWghPbXsW8Pnkhb{Z>8rljEd$5&H(B>o)I%PvO(Va0O{XsDYYH
zPMByBvG^ixpM9qp^qg}UR`wjS9+}Wvm7o^DCr)3#&FBB1KHpcpV=8U2x9nP{>wtJ_
z_KZ`Fr%Wzt6)T|htynNp1&V%F)wXXn2;hRrB*1G9-Bd<{xi`j==uqs{IWBY7vvh`?
zxCkD`Y$)KPa6x2I%6<%@frMaiGZJ?U{Mb?>NooSG&rnfhQ2|(E1Q_}Y48n{hBowqd
zC9&{Y+b^z1HIyGwxlIJYr+mcY&3Sz5tqAqyvZ--Wz+kDBG42%dQ*uV`w!-ngSyNSU
z#^sokUSD#tjMu?zANOS&LIppS3wAj{gj?iPhEHs1iWw;kG50Nf`$ojH(2#(a4JM;#
z3NzkqC;eiZTgX|66V2=gu&t5Hrfd|7++q6TddPVt+_+2EWzH4DA*NFFWCIs)`w{7y
zz?q2=%vQW0`2K;-YF+)rT-guY-%Bvouv4@=_`K;`TN0y;3(Uj76L6LrT<bk53^;Uq
z5uiCX5UD;a2sIU_g>kXaC1Fk9o1>Y(eqi3#C54eh4?g>%H8@eS90|3=&sp_nh?QG>
z`2E6Ht&x~dGKjX-WMb8ECYqE*bDh}0*{n1;z$sMvBtt~hH1sTzkM6Lpea&xbTJ{02
z$eLI)d;kyra;@J)KDk>v?EOA^J6CH1|JeTPO{XV-ZrcF+x;%?h3%yO0ukVjjDtnp8
zrwWu)ZH`GWQ(g3w5;{|zwRNH-o(L9CdGF@R6MpoX-oG6m+g(&U62GnUHbH+Iy#J4N
zR#RIWCuIXeE0ez?<9ec&Z8`(WuPyQmK7vgxIzp1jH03kWxdID#ts<TuLm)qwMVpZ0
ze7lW+DJhMi=T{|wNqZPSYxt%Zn_WGVe*7RpMfJJ_Tk1MPh!PQeF}?KBqOC5f%4gYy
z90MhHeBw{=Y<By)Y|1F~|9QagTV)C}y&-*Oc<2sg7D(t!3)Pp)h#E%-o9wX1NaAZ1
zPEDik$D%WzaT<XB>T|w`;SMQMKsmUtuuV&>z4n<!!ifN?hDoa|L`|QYC`k4jC4~ai
z(bRp=DCCxyEQE_dv=&9O;1!EZDS9L?$8&p)If)N=s2{)p9Kom#e<)=U2HvBIlLd1q
zG#V$Zfy0+A1&yDSYZOeOZ>Zetl_-*_ppGpT2K&!*$Pb3Ske!ubSahUHM}l50*X=>h
z?>^t)^H5)IbaQADWnDxEN|tjkL}0oaya}x}5<LW31nBRX$;(%xW#FxXk%8zPjz{t;
zGn)a-xG)S+XCw9BN(1IT=6R643|um<1(viWLmKlfLUC!aYBFIqIR@p6ygjFrl|+CE
zFBT-{>&#q{`s1ltqW+6K*V5H>GqttfBiRu%WhT8p;b!?@$J#Q!UlfE7VTQ<u=6SrX
zWo*)qff3{gPA^Tm>_~2YV<y}!*NFA^v5-y}s;L7}ya823qR4n=HZuL~Ax%cMJOQ>8
z@sRWR*f|~vI#<NV&Avfbb;rqO(M-zZsl}f}9`A1lbJE>BvB`pTl*#(~4mlZBq&)E$
zQt1e$(F7uW0-?E*Wq)dzLSGe$BgkwO$*2<q46+gJ;m>|6=&ME?KZt;M6B%~5>jris
zBf_BH00u35aawRIQyR?gI`gDpezrT;Q^6h~Zy3K?`K8o7%Rv|LDuieM+e$1e-6{|I
zcarxF{|}Qq=KskguOLS5XFmhX;8lQk@V2Mnk=&YmT0$(%%o+yvy(LZ|<A7>SA|uAz
zrQ@Pb8?GyooM87;LI2H$^ei?<^{gt53`lqn)p=v5^7%tyxD=XuTvIZ#W=V>OOU2a{
zT<6wPTmiY09T9_q`LVp5^&qcHIukA455#7Z&4IzH<pFq+v?2G!gwo|OqUkm{G|->e
z3|)rAvmHn4<%kjYkW>2ocKl`}peJ-V!2;Cg3bbG}H_{=rYEm`qX3Vu7la3ocLA_gJ
ztgE~C_~`kGLeapaP?OQUs8+xBJ#e#iLUzRi%--?kt-&)$BdNWIvkQo!s|2Lrifx&`
zP<<EJuPVF$Z4sZWh6aaz7w^+|Ux5e!0cdP%^smV?y^*cMzq$#6JP<&N9Dr|@|9?MT
zaWZmy3<yD2;&1pwTS{vJH7W^U0*K@>{3w2prsuh=98D&2kRMNHB-U*jgatT<dzr)E
zD)Dq(Sn=M1A*(B(JIta?HFK2KOVGCsZKFpd;S?1}LmKKaxWWz!UtFaH^o7uN_!+^!
zund#L*^=hyN5E#26GU76L<ck!m;ZP<<|3xd)fDNDz}JFlGPuZM^XGy<tpYmoA&ugd
z?uXp3>3jT&LxEw@XH?|fyDt%eka>5>xq8pHV!7n@qUK={dr<q6Ut_(d;kha`|C!OX
zzQOz0o%VChoz(A7VjQU@i@e%BMiGUL-j=|wJYGD?IKcNFdong+gixT>Nrc3JuKTe|
zmv2v%v%ug$im^ly!B`GY(Hf3y3QF8+NQmo+#}-RTxsLZsSreJ(GFS-q#@;8g6Eh&M
z^AoS7kM4b1t^CCW-Xd@!Y5G|2AEBccC-=@aLg!wnq<Z(MY1NG6^9tj0x#k_?PYA0=
z>UZgVPPwfsRC-CaY$W(!y#*&qm0#aA^uH^1Q~R}iUVm54`)@fA;Xl`313SBax`zK<
zeg8Jx45e|KH3ozZ^kY7Vw&4WaH5uSEft{R@Tx%G0*(sXFx==|H0h_=Qy{$r&a;G&V
z=QM9~j&<DI_NAs#u4@6U`q86$qUjzAEepr>{ovcX1(__+grc}e)|ydIh?h*auc)gI
z=WPX{k&wPX86QEX<_J({f7Kw&L|7HeGp$gRSK@l-O4N0&hdF<NCW<iD05uRL0p|m<
zJ}={ri)&vA>hip<YvsqNXAt^a=SX3Mt=;U&in?V7HWPOX1-3#Pfr+Ih<rKlLcrggW
z!4-(-`Ue$+aa0r0k!JFfLcz3L^$K2}Z5oMdxhYmniGrK3YE5@+tH_nT9L{i%j6&Ls
z%UbY<UDn6EZ5r4YbZhZm!>N@J@$_Ud`VGnuXA}+*uWDmpEiAth6Xaj@TacdsOjWMr
z&M3<}*5FW;)Bc|l(7O98u9yUHHu0`=KP?#W*M{_aBB75(N^1!(De?4IlMFji?sENl
zO!g39upsoxuw@~lSvO$62wk$ma9JW0kvU82?l668Y^=`;P6iiU_6fGk!1II2{dj2a
zDlv+`h;g(nuJVmGhdffHE3PYU8eA1;)2hM`xL8FLcRj}hMYOUWSxBFOH^$g+0A81H
za=D(~bwb!YvG5r&-Bf4TpHDN09i^+K-v4bYv0pPQ?fY&eci*i9`9HUke+~!!?}qZf
z#<qs|-oMl0p{w{uKJ~5u*gzDboG`*thZ5CN4bKd1Bdl_L;x%J|`Ol|Rr-rlK<jVG!
zlisJd&AX%X+dqxlBaMiXhYZ(@AlghS&@U<d)o+!_{Q5MBtk#M9oH(t1$%997E0L-^
zOR9Fj8G$UE-0Ex92u$ZaKP<hLlB(t@HWbbzKSGq}A%>_2gQBFu1tXF}V28@4&h+-T
z>o-r$zf|i~tsKlQAC0c=!_J$ZA-=7Ha0T;~wN#X04C}T?NYVEI-po;SUfcQGi}yLC
zSF!UE9v4RoL6BUm9~Z_gGLp^eTqsAoEIe*SE`ahH6#M-j?VWizlwBLZ2hk@+vPRp7
zdYQ_WEoG3kP^c_r%QALGvX$_beJx9pke9Nimk=q{D2kM=QZnIFvJMp@$#-V>dX|}b
zum1e5tK&K@u4nGwbM7<ubDsOT&vWkcfpt%+8;?hhhq~ej>mRY3i<&m=*{z-`8!b2a
z#W2FrY++D3eSWNYYP+;udRN){6jzSo<-vbkDqh(y<wy~<IyT?jv1b(<uE8l|iz=r;
zODXZn@Iwm)=Y}3jQVL&xPJ6tLIYrLb$D%dY@Pe9($Z|!!c7e7?8LMT3guTuloJx*6
zLIbZ{vK%FyGu2#h>es0}9e-p?26KVD$JQFtsa9_<g{bsU{P>sD9Yq{(hVFKM@Ls<#
zt*-F*csPF4a&@KLq$9^TscpnfG8h;*{S6|YbXWEx_<9Y&(I5DbvcKX(IshLsRGqti
zJUn>$g<IDe)Y7seq9orQK0N4q=wWp)<q>6LMN07JYm+I{^0$vS&*AfwgVQ$E{Pii_
zo#RlFMwn?^!Pu4Xs?PV-5s%6%axEX(aisRX#H-5Zs>LN;aq<puls7gXlxflAu$j8E
zb;M4h-_B<GXkzBaYD&4tH9r><0mC4h_p?e`OdgtXL|aGel^OvGxrwTO@q5UKd+T_g
zrHDGGSJa()_B@+Vrr)7g;CAn#f4O?q)NE}qsj=sAN!RnC5Wd`VVurlpF>w>+KGjKF
zeN~nc*Vk_UdNb#xYXG;E*f({>pwD3xkY1C%KWoG6#K4ML%xh5Tmlyw1SGqsNbJfXk
zM)VbDQ=YM`**3I4jr)K!w?>gpQNM(u+D$y}G*jUx``SxoVtpn31**eFN#mSZ+dF!3
zPfTmwt>tx<<&#~zSfVbf9CE=`H`nFfNMLuk{z{z7xUVdfxYrHa(3RA1WW(j@n4wqX
z!v82+mOmj}(3lZfPu$gMsCrs(!SX#T_qX**M4$@2qCRTMC+ffvkfa^69*mjLI%*ql
zg8MPrYHFIgQq+HcyUC!dK#6N9ivf>VY`ycnZ%EF>jBcZ*Rr&fjpPhPKHNv`k4D279
zySnt;8OYn>Gbj<gFlT(LHeB0EwmjcCyU^8W^*XHTKDOYwc~_R0`Ua8|U)#NPLO00o
zbps#N>#=_r<t@(9Qk03kOe}fzWc60F6q(e=yOqsx_E|pHDemIWY<z29%-&@pCl_*s
zo;tZ&*k~T#w^K1b*S}iKpMCW^?QlOqfff0sUmZ5b7gZhCknLr?-&0f=!(QVy)e%Al
z_eOdvuuK&f{U<A+t*QTQ1&ao-WCf%ckT`&?ckc8!_kiaCeAL#xwOdasB}xTghbpkI
z9W)&If&xSH`BefkguabCrIRI_hhr|_wONXb*uvY4$NQaot6oc2Wt+Q?jv1`Nb|>0)
zO5I84eQK%~C4R}Af7A6-do~8SJ@KqNax*8a%#y8%q$l*LAlWy>PpkIYNc__Uth0@Q
z?;!TA=3VCJWZq!A4w-;RwYO4Cxwi{jDRmlsYX|J}+6#7E)a7HbmQgVqDN4(Jt#kKl
zrz&Vay%hw0V$Qt}j{IyaphY5nTftAPfM4KH`iVo!h@w^#!tE|=ZZw89OMID*z?bxr
z`kN<0)H+5zZB5OZM{&aDCJGX92`4t_vZ#@RZ?e|g*%O^&oO=^EZ~1*_%ka9fUqfZ~
zL6Jlv)<ASf-_4Jg?J@tRxOdx(xJ;YUbThBcRf-M!T7?XM?fG-M@nGZ|b=Ao&Mr7((
zfDQGZ*-PP(X^LGjCbgCCsjaFb7z@geYthC6*8}{#KCcJ!7rLmKrRmLp^MP>EKbZk-
z+UmC%{KO2j|KH6ZBv$kOJ)oc{@C@i(pkIne#<i%q-B;&~?EBl!v!&4`Te86~;u<?&
zjSs(5X3*K>gyjA2`>UkpmHawBs;WKPK%8yAZTx(rN_8#KN^`A)p2|v!>(S4H3HCNM
z`>z;PYIU9DyJ{uWZD+azgXJI`ymX)-hv&)i#(&G^se5(a_<Xj}OG9(Uq+9S<$0SS1
z$Z%)q`5nYp>#bYz&l?7wH^(Zs`kT}(yx`TvIX@o2-;*=7FEXq%eV5}oD$d?%;O^v*
z;d1N9Xy15M|4xS2#~V|dq8@O><j21DFXf-fI7@N`&P2p`=$+6ua%FOgon8iy7fWpd
z*3WmHxa<SJ(#&?*Y09yeg*z!5RoRE;jDvz-3Xy%I8g_EkXEC?$n|)KAcz@0!QYbs^
z^2oc<%z<8&jEiJ_^1}nt$#IR#gZ6gibj#edW{s3STBv1F%2R%WXQtIS!a`()W#vPC
zv(&3RlM`5pVk=c%Wdod~xJFKT#kr&7f@2@OCP+;wvT+Yqh8iCZs60HzgTvu@DjjR*
zOXcJ(vU<kM@DH52b4o~GJH6$qUd_lpB79la{_O1;*ZzDndA0AI$HXiNa?^ZIWO}gv
zXcOo<cd+3hFZc|ySZIRT8-k~g&B5bdgkx6JXBH!UB;bNcFzYuU)dzwAVBQB-SinA^
zi*74zXhI7{#}Z#|079R^X3StGU|87(Mnc*<`is&aJnZWM8bLifL(;ARHxVIaum^e)
z6D=7lgh~cl(MWIxx*@akXQJ`ol=2`=EH@+z{(7ysB<@VGbs%`tJa4o#d6mGKYVcVR
z(1~jh(mMJGHDC;eS`e^$<TIc@SeItcAeNHB63CHA^zkJ6Eas0uH>90JN?HZ{$x)D&
z7OBScKA8Lu)aW)K>`Me^UjRKuO=t@hh5bv?1WyOl$-!r7MFg|CHLKLu5QCvs>hA1N
znL4;6?m=*Hv6Xi5uyrCRN_lxYEw&#*;HvDl=<dc~s1=FGyiAXfV}yuuc!4zqJG4_P
z5+OK7kC11C@W{*4cGSjTs1=FG#xX705=@b85CXcSI(Yx3DGJg<#R{Vl%ETpvk2Ar8
zAWi!XGb*SrtY_ASe+mb&Gf<JONbsd^g#y$H2$7W4XdD8RpjITJVvZgm3n3sy&`FM=
zFV%4u^I~7XQy!xY5}6bX5(ZYXkC{=5Ff;(2O$$N<87`e4m0OFBfJ(sv5n@dKr@{Ax
zENEf$vLQ&A*J()@v4{vQk9=JWlEz>xe9`(tFOQ)q$QPF2lnwr93e68h1JJYb5F+s8
zk{XCPdbB)pLKKn)JBNp$8$eTo=8T{z$T>eaCHGHe4BZSMS{ym$0vERrg^4dsz@Vj(
zp=h{tbOcNq3QVH`$bcRk5Ejj_4`5d{bUh)%Sa8a-7&L_;02v;F18QU807k(gv`WYz
z1Dtg~o-qpwIiOj{M^!kh5!}%j1+kz9S2PRxyaQ*og8LIA7WDLkW+9zsIIA-m&Y~tM
oWN5WW=MoN>NI?T=womILBYjpd{9`a1!H)yj@mw+$+*mRH1$g4~asU7T

literal 0
HcmV?d00001

diff --git a/6006CW.ipynb b/6006CW.ipynb
new file mode 100644
index 0000000..8a4bc6f
--- /dev/null
+++ b/6006CW.ipynb
@@ -0,0 +1,562 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "\n",
+    "#import all libraries needed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>fixed acidity</th>\n",
+       "      <th>volatile acidity</th>\n",
+       "      <th>citric acid</th>\n",
+       "      <th>residual sugar</th>\n",
+       "      <th>chlorides</th>\n",
+       "      <th>free sulfur dioxide</th>\n",
+       "      <th>total sulfur dioxide</th>\n",
+       "      <th>density</th>\n",
+       "      <th>pH</th>\n",
+       "      <th>sulphates</th>\n",
+       "      <th>alcohol</th>\n",
+       "      <th>quality</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>7.4</td>\n",
+       "      <td>0.700</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>0.076</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>0.9978</td>\n",
+       "      <td>3.51</td>\n",
+       "      <td>0.56</td>\n",
+       "      <td>9.4</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>7.8</td>\n",
+       "      <td>0.880</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>0.098</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>0.9968</td>\n",
+       "      <td>3.20</td>\n",
+       "      <td>0.68</td>\n",
+       "      <td>9.8</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>7.8</td>\n",
+       "      <td>0.760</td>\n",
+       "      <td>0.04</td>\n",
+       "      <td>2.3</td>\n",
+       "      <td>0.092</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>0.9970</td>\n",
+       "      <td>3.26</td>\n",
+       "      <td>0.65</td>\n",
+       "      <td>9.8</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>11.2</td>\n",
+       "      <td>0.280</td>\n",
+       "      <td>0.56</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>0.075</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>0.9980</td>\n",
+       "      <td>3.16</td>\n",
+       "      <td>0.58</td>\n",
+       "      <td>9.8</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>7.4</td>\n",
+       "      <td>0.700</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>0.076</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>34.0</td>\n",
+       "      <td>0.9978</td>\n",
+       "      <td>3.51</td>\n",
+       "      <td>0.56</td>\n",
+       "      <td>9.4</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>7.4</td>\n",
+       "      <td>0.660</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>0.075</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>0.9978</td>\n",
+       "      <td>3.51</td>\n",
+       "      <td>0.56</td>\n",
+       "      <td>9.4</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7.9</td>\n",
+       "      <td>0.600</td>\n",
+       "      <td>0.06</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>0.069</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>0.9964</td>\n",
+       "      <td>3.30</td>\n",
+       "      <td>0.46</td>\n",
+       "      <td>9.4</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>7.3</td>\n",
+       "      <td>0.650</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>0.065</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>0.9946</td>\n",
+       "      <td>3.39</td>\n",
+       "      <td>0.47</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>7.8</td>\n",
+       "      <td>0.580</td>\n",
+       "      <td>0.02</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.073</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>0.9968</td>\n",
+       "      <td>3.36</td>\n",
+       "      <td>0.57</td>\n",
+       "      <td>9.5</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>7.5</td>\n",
+       "      <td>0.500</td>\n",
+       "      <td>0.36</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>0.071</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>102.0</td>\n",
+       "      <td>0.9978</td>\n",
+       "      <td>3.35</td>\n",
+       "      <td>0.80</td>\n",
+       "      <td>10.5</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>6.7</td>\n",
+       "      <td>0.580</td>\n",
+       "      <td>0.08</td>\n",
+       "      <td>1.8</td>\n",
+       "      <td>0.097</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>0.9959</td>\n",
+       "      <td>3.28</td>\n",
+       "      <td>0.54</td>\n",
+       "      <td>9.2</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>7.5</td>\n",
+       "      <td>0.500</td>\n",
+       "      <td>0.36</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>0.071</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>102.0</td>\n",
+       "      <td>0.9978</td>\n",
+       "      <td>3.35</td>\n",
+       "      <td>0.80</td>\n",
+       "      <td>10.5</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>5.6</td>\n",
+       "      <td>0.615</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>0.089</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>0.9943</td>\n",
+       "      <td>3.58</td>\n",
+       "      <td>0.52</td>\n",
+       "      <td>9.9</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>7.8</td>\n",
+       "      <td>0.610</td>\n",
+       "      <td>0.29</td>\n",
+       "      <td>1.6</td>\n",
+       "      <td>0.114</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>0.9974</td>\n",
+       "      <td>3.26</td>\n",
+       "      <td>1.56</td>\n",
+       "      <td>9.1</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>8.9</td>\n",
+       "      <td>0.620</td>\n",
+       "      <td>0.18</td>\n",
+       "      <td>3.8</td>\n",
+       "      <td>0.176</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>145.0</td>\n",
+       "      <td>0.9986</td>\n",
+       "      <td>3.16</td>\n",
+       "      <td>0.88</td>\n",
+       "      <td>9.2</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n",
+       "0             7.4             0.700         0.00             1.9      0.076   \n",
+       "1             7.8             0.880         0.00             2.6      0.098   \n",
+       "2             7.8             0.760         0.04             2.3      0.092   \n",
+       "3            11.2             0.280         0.56             1.9      0.075   \n",
+       "4             7.4             0.700         0.00             1.9      0.076   \n",
+       "5             7.4             0.660         0.00             1.8      0.075   \n",
+       "6             7.9             0.600         0.06             1.6      0.069   \n",
+       "7             7.3             0.650         0.00             1.2      0.065   \n",
+       "8             7.8             0.580         0.02             2.0      0.073   \n",
+       "9             7.5             0.500         0.36             6.1      0.071   \n",
+       "10            6.7             0.580         0.08             1.8      0.097   \n",
+       "11            7.5             0.500         0.36             6.1      0.071   \n",
+       "12            5.6             0.615         0.00             1.6      0.089   \n",
+       "13            7.8             0.610         0.29             1.6      0.114   \n",
+       "14            8.9             0.620         0.18             3.8      0.176   \n",
+       "\n",
+       "    free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n",
+       "0                  11.0                  34.0   0.9978  3.51       0.56   \n",
+       "1                  25.0                  67.0   0.9968  3.20       0.68   \n",
+       "2                  15.0                  54.0   0.9970  3.26       0.65   \n",
+       "3                  17.0                  60.0   0.9980  3.16       0.58   \n",
+       "4                  11.0                  34.0   0.9978  3.51       0.56   \n",
+       "5                  13.0                  40.0   0.9978  3.51       0.56   \n",
+       "6                  15.0                  59.0   0.9964  3.30       0.46   \n",
+       "7                  15.0                  21.0   0.9946  3.39       0.47   \n",
+       "8                   9.0                  18.0   0.9968  3.36       0.57   \n",
+       "9                  17.0                 102.0   0.9978  3.35       0.80   \n",
+       "10                 15.0                  65.0   0.9959  3.28       0.54   \n",
+       "11                 17.0                 102.0   0.9978  3.35       0.80   \n",
+       "12                 16.0                  59.0   0.9943  3.58       0.52   \n",
+       "13                  9.0                  29.0   0.9974  3.26       1.56   \n",
+       "14                 52.0                 145.0   0.9986  3.16       0.88   \n",
+       "\n",
+       "    alcohol  quality  \n",
+       "0       9.4        5  \n",
+       "1       9.8        5  \n",
+       "2       9.8        5  \n",
+       "3       9.8        6  \n",
+       "4       9.4        5  \n",
+       "5       9.4        5  \n",
+       "6       9.4        5  \n",
+       "7      10.0        7  \n",
+       "8       9.5        7  \n",
+       "9      10.5        5  \n",
+       "10      9.2        5  \n",
+       "11     10.5        5  \n",
+       "12      9.9        5  \n",
+       "13      9.1        5  \n",
+       "14      9.2        5  "
+      ]
+     },
+     "execution_count": 93,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('Dataset/winequality-red.csv')\n",
+    "#delimiter used since thee file uses \";\" to seperate values\n",
+    "df.head(15)\n",
+    "#i have created a dataframe with the white wine dataset and thne used the head func to show the first 5 entries\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "fixed acidity           0\n",
+       "volatile acidity        0\n",
+       "citric acid             0\n",
+       "residual sugar          0\n",
+       "chlorides               0\n",
+       "free sulfur dioxide     0\n",
+       "total sulfur dioxide    0\n",
+       "density                 0\n",
+       "pH                      0\n",
+       "sulphates               0\n",
+       "alcohol                 0\n",
+       "quality                 0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#pre-processing goes here\n",
+    "df.isnull().sum() #checks if there are any missing values.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.FacetGrid at 0x7f83d541c9d0>"
+      ]
+     },
+     "execution_count": 95,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 360x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.catplot(x='quality', data=df, kind='count')\n",
+    "#count how many of each quality there is\n",
+    "#now visualise the data \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='quality', ylabel='free sulfur dioxide'>"
+      ]
+     },
+     "execution_count": 96,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 360x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUoAAAE9CAYAAABtDit8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAVbklEQVR4nO3dfZBldX3n8feHGQgPC2LCRAwPGZJCXbILiiOiRCASIxiVijFZMIJh1xBS4AObZMKW2bisla3aEXeNoE6xBJTVyCaIEawRsomFuLIqA0F5ks0sT9MDHQYJKqKLA9/9457Rpunp3+2ePn1vz7xfVV33noc+98MAnznn3HN+J1WFJGnbdhl1AEkadxalJDVYlJLUYFFKUoNFKUkNFqUkNSwfdYC52m+//WrlypWjjiFpB3PzzTc/UlUrZlq25Ipy5cqVrF+/ftQxJO1gkty/rWUeektSg0UpSQ0WpSQ1WJSS1GBRSlKDRSlJDRalJDVYlJLUYFFKUoNFKUkNS+4Wxr6sXr2ayclJ9t9/f9asWTPqOJLGiEXZmZycZNOmTaOOIWkMeegtSQ0WpSQ1WJSS1GBRSlKDRSlJDRalJDVYlJLUYFFKUoNFKUkNFqUkNViUktRgUUpSg0UpSQ0WpSQ1WJSS1GBRSlJDb0WZ5NIkDye5fRvLk+RDSTYk+UaSI/vKIknbo889yo8BJ86y/CTg0O7nTOCjPWaRpHnrrSir6gbg0VlWORm4vAa+Auyb5Pl95ZGk+RrlOcoDgI1Tpie6eZI0VkZZlJlhXs24YnJmkvVJ1m/evLnnWJL0TKMsygngoCnTBwIPzrRiVV1cVauqatWKFSsWJZwkbTXKorwaOL379vto4NtV9dAI80jSjHp7rneSTwHHA/slmQDeC+wKUFVrgXXA64ANwBPAGX1lkaTt0VtRVtWpjeUFnN3X50vSQvHOHElqsCglqcGilKQGi1KSGixKSWqwKCWpwaKUpAaLUpIaLEpJarAoJanBopSkBotSkhosSklqsCglqcGilKQGi1KSGixKSWqwKCWpwaKUpAaLUpIaLEpJarAoJamht8fVLqaX/uHl272NvR/5LsuABx757oJs7+b3n77d25A0HtyjlKQGi1KSGixKSWqwKCWpwaKUpAaLUpIaLEpJarAoJanBopSkBotSkhosSklqsCglqcGilKQGi1KSGixKSWqwKCWpodeiTHJikruTbEhy3gzLn5PkmiRfT3JHkjP6zCNJ89FbUSZZBnwYOAk4DDg1yWHTVjsbuLOqjgCOBz6QZLe+MknSfPS5R3kUsKGq7qmqJ4ErgJOnrVPA3kkC/DPgUWBLj5kkac76LMoDgI1Tpie6eVNdBPxz4EHgNuBdVfX09A0lOTPJ+iTrN2/e3FdeSZpRn0WZGebVtOnXArcCPwO8GLgoyT7P+qWqi6tqVVWtWrFixULnlKRZ9VmUE8BBU6YPZLDnONUZwFU1sAG4F3hRj5kkac76LMqbgEOTHNJ9QXMKcPW0dR4ATgBI8jzghcA9PWaSpDnr7bneVbUlyTnAdcAy4NKquiPJWd3ytcD7gI8luY3BofofVdUjfWWSpPnorSgBqmodsG7avLVT3j8I/EqfGSRpe3lnjiQ1WJSS1GBRSlKDRSlJDRalJDX0+q23Fsfq1auZnJxk//33Z82aNaOOI+1wLModwOTkJJs2bRp1DGmH5aG3JDVYlJLUYFFKUoNFKUkNFqUkNViUktRgUUpSQ7Mou2fVnJ3kuYsRSJLGzTB7lKcweKbNTUmuSPLa7qmJkrRTaBZlVW2oqvcALwD+ArgUeCDJ+Ul+su+AkjRqQ52jTHI48AHg/cCngTcD3wG+0F80SRoPzXu9k9wMPAb8OXBeVf2/btFXkxzTY7ZF9fRuez3jVZK2GmZQjN+oqmc8GTHJIVV1b1W9qadci+57h/roHkkzG6YorwSOnGHeSxc+zs7lgf/4LxdkO1se/UlgOVsevX9Btnnwn9y2/aGkHcg2izLJi4BfAJ6TZOqe4z7A7n0Hk6RxMdse5QuB1wP7Am+YMv+7wO/0mEmSxso2i7KqPgt8Nskrqup/L2ImSRorsx16r66qNcBbkpw6fXlVvbPXZJI0JmY79L6re12/GEEkaVzNduh9Tff68cWLI0njZ7ZD72uA2tbyqnpjL4kkaczMduh9Qff6JmB/4BPd9KnAfT1mkqSxMtuh9xcBkryvqo6dsuiaJDf0nkySxsQwg2KsSPJzWyeSHAKs6C+SJI2XYW5hPBe4PsnW+71XAr/bWyJJGjPNoqyqa5McCryom/XNKSMISdIOb7ZvvV9dVV+Ydp83wM8noaqu6jmbJI2F2fYoj2MwMO8bZlhWgEUpaacw27fe7+1ez1i8OJqP/XZ/GtjSvUpaaMOMcP6fgDVV9Vg3/Vzg96vqj3vOpiH9weGPjTqCtEMb5vKgk7aWJEBV/RPwut4SSdKYGaYolyX5ia0TSfYAfmKW9X8kyYlJ7k6yIcl521jn+CS3JrkjyReHiy1Ji2eY6yg/AfxdkssYfInzr4HmQBlJlgEfBl4DTDB4LvjVVXXnlHX2BT4CnFhVDyT56bn/I0hSv4a5jnJNktuAE4AA76uq64bY9lHAhq0PJktyBXAycOeUdd4CXFVVD3Sf9fAc80tS74bZo6SqPg98fo7bPgDYOGV6Anj5tHVeAOya5Hpgb+DPquryOX6OJPWqeY4yydFJbkryeJInkzyV5DtDbDszzJs+bNtyBk9z/FXgtcC/T/KCGTKcmWR9kvWbN28e4qMlaeEM82XORQyGVvsHYA/g7cCFQ/zeBHDQlOkDgQdnWOfaqvpeVT0C3AAcMX1DVXVxVa2qqlUrVjgeh6TFNUxRUlUbgGVV9VRVXQb80hC/dhNwaJJDkuwGnAJcPW2dzwKvSrI8yZ4MDs3vQjuF1atXc/rpp7N69epRR5FmNcw5yie6ors1yRrgIWCv1i9V1ZYk5wDXAcuAS6vqjiRndcvXVtVdSa4FvgE8DVxSVbfP9x9GS8vk5CSbNm0adQypaZiiPI3Bnuc5DIZcOwj49WE2XlXrgHXT5q2dNv1+4P3DbE+SRmGYy4Pu797+ADi/3ziSNH6GujxImu6YC4/Z7m3s9thu7MIubHxs44Js78vv+PJ2b0OayVBf5kjSzmzookzS/AJHknZEw1xw/sokd9JdtpPkiCQf6T2Zdni1Z/H0Xk9Te27z8fHSWBjmHOV/ZXDXzNUAVfX1JMfO/itS2w+P+eGoI0hDGfaC843TZj3VQxZJGkvD7FFuTPJKoLoLz9+Jd89I2okMs0d5FnA2g9GAJoAXd9OStFMY5oLzR4DfWoQskjSWZnuu94U8e1i0H6mqd/aSSJLGzGx7lOsXLYUkjbHZnuvdfC6OJO0MZjv0/mBVvTvJNcxwCF5Vb+w1mSSNidkOvf9793rBYgSRpHE126H3zd3bF1fVn01dluRdgM/g1k5r9erVTE5Osv/++7NmzZpRx1HPhrmO8m0zzPvtBc4hLSlbR2efnJwcdRQtgtnOUZ7K4LnbhySZ+qybvYFv9R1MksbFbOcob2TwfJz9gA9Mmf9dBs+4kaSdwmznKO8H7gdesXhxpH598djjFmQ731++DBK+PzGxINs87gZP+beM8rzwMONRHp3kpiSPJ3kyyVNJvrMY4SRpq1GeFx7my5yLgFOBfwD2AN4OXNhnKEkaJ0M9XKyqNiRZVlVPAZclubHnXJI0NoYpyie6cShvTbKGwRc8Pj9HO7V9q57xqh3bMEV5GrAMOAc4FzgI+PU+Q0nj7q1PPT3qCFpEw4xHeX/39vvA+f3GkaTxM9sF57cx+3iUh/eSSJLGzGx7lK9ftBSSNMZaF5wDkOR5wMu6ya9V1cN9B5OkcTHMBee/CXwN+A3gN4GvJnlz38EkaVwM8633e4CXbd2LTLIC+Fvgyj6DSdK4GObOnF2mHWp/a8jfk6QdwjB7lNcmuQ74VDf9r4B1/UWSpPEyzHWUf5jkTcAvAgEurqrP9J5MksZEsyiTnAv8VVVdtQh5JGnsDHOucR/guiRfSnJ2d6mQJO00hjn0Ph84P8nhDM5PfjHJRFX9cu/pJC0oH4o2P0MNs9Z5GJhk8K33T/cTR1Kftg5+u5j+9K0Lc9n1ow9/e/A6+dCCbPM9nxj+CsdhLjj/vSTXA3/H4Pk5v+N93pJ2JsOco/xZ4N1V9QtV9d6qunPYjSc5McndSTYkOW+W9V7WPWLCO34kjZ1hzlFus+Bmk2QZ8GHgNcAEcFOSq6cXbbfefwaum8/nSFLf+rzD5ihgQ1XdU1VPAlcAJ8+w3juATzM4BypJY2cuX+bM1QHAxinTE8DLp66Q5ADg14BX8+PRiSTN4KLfv2a7t/HYI9/70etCbO+cD7xhu7exFPS5R5kZ5k0fCPiDwB91Dy3b9oaSM5OsT7J+8+bNC5VPkobS5x7lBIPn62x1IPDgtHVWAVckgcE36q9LsqWq/nrqSlV1MXAxwKpVq3yak6RF1WdR3gQcmuQQYBNwCvCWqStU1SFb3yf5GPC56SUpSaPWW1FW1ZYk5zD4NnsZcGlV3ZHkrG752r4+W5IWUp97lFTVOqYNybatgqyq3+4ziyTYa7d9nvGq4fRalJLGyzE//6ZRR1iSHKlckhosSklqsCglqcFzlJKWhN2X7fKM18VkUUpaEl7yU3uP7LM99JakBotSkhosSklqsCglqcGilKQGi1KSGixKSWqwKCWpwaKUpAaLUpIaLEpJarAoJanBopSkBotSkhosSklqsCglqcGilKQGi1KSGixKSWqwKCWpwaKUpAaLUpIaLEpJarAoJanBopSkBotSkhosSklqsCglqcGilKQGi1KSGixKSWqwKCWpodeiTHJikruTbEhy3gzLfyvJN7qfG5Mc0WceSZqP3ooyyTLgw8BJwGHAqUkOm7bavcBxVXU48D7g4r7ySNJ89blHeRSwoaruqaongSuAk6euUFU3VtU/dZNfAQ7sMY8kzUufRXkAsHHK9EQ3b1v+DfD5HvNI0rws73HbmWFezbhi8ksMivIXt7H8TOBMgIMPPnih8knSUPrco5wADpoyfSDw4PSVkhwOXAKcXFXfmmlDVXVxVa2qqlUrVqzoJawkbUufRXkTcGiSQ5LsBpwCXD11hSQHA1cBp1XV/+kxiyTNW2+H3lW1Jck5wHXAMuDSqrojyVnd8rXAnwA/BXwkCcCWqlrVVyZJmo8+z1FSVeuAddPmrZ3y/u3A2/vMIEnbyztzJKnBopSkBotSkhosSklqsCglqcGilKQGi1KSGixKSWqwKCWpwaKUpAaLUpIaLEpJarAoJanBopSkBotSkhosSklqsCglqcGilKQGi1KSGixKSWqwKCWpwaKUpAaLUpIaLEpJarAoJanBopSkBotSkhosSklqsCglqcGilKQGi1KSGixKSWqwKCWpwaKUpAaLUpIaLEpJarAoJanBopSkBotSkhp6LcokJya5O8mGJOfNsDxJPtQt/0aSI/vMI0nz0VtRJlkGfBg4CTgMODXJYdNWOwk4tPs5E/hoX3kkab763KM8CthQVfdU1ZPAFcDJ09Y5Gbi8Br4C7Jvk+T1mkqQ567MoDwA2Tpme6ObNdR1JGqnlPW47M8yreaxDkjMZHJoDPJ7k7u3Mti37AY8sxIZywdsWYjNzsWDZee9M/1p6s3B/5u9c1NywkH/mWZp/5u/4LwuxlTlZsOx//Mln/Zn/7LbW7bMoJ4CDpkwfCDw4j3WoqouBixc64HRJ1lfVqr4/pw9LNftSzQ1LN/tSzQ2jy97nofdNwKFJDkmyG3AKcPW0da4GTu++/T4a+HZVPdRjJkmas972KKtqS5JzgOuAZcClVXVHkrO65WuBdcDrgA3AE8AZfeWRpPnq89CbqlrHoAynzls75X0BZ/eZYY56P7zv0VLNvlRzw9LNvlRzw4iyZ9BVkqRt8RZGSWqwKIEkuyf5WpKvJ7kjyfmjzjQXSZYl+fsknxt1lrlIcl+S25LcmmT9qPPMRZJ9k1yZ5JtJ7kryilFnaknywu7PeuvPd5K8e9S5hpHk3O7/zduTfCrJ7ov6+R56D+45B/aqqseT7Ar8L+Bd3d1CYy/JvwVWAftU1etHnWdYSe4DVlXVwlyLuIiSfBz4UlVd0l3VsWdVPTbiWEPrbjHeBLy8qu4fdZ7ZJDmAwf+Th1XV95P8JbCuqj62WBnco2TwpVJVPd5N7tr9LIm/QZIcCPwqcMmos+wskuwDHAv8OUBVPbmUSrJzAvB/x70kp1gO7JFkObAnM1xv3SeLstMdvt4KPAz8z6r66ogjDeuDwGrg6RHnmI8C/ibJzd3dV0vFzwGbgcu6Ux6XJNlr1KHm6BTgU6MOMYyq2gRcADwAPMTgeuu/WcwMFmWnqp6qqhczuDvoqCT/YsSRmpK8Hni4qm4edZZ5OqaqjmQwitTZSY4ddaAhLQeOBD5aVS8Bvgc8axjBcdWdKngj8FejzjKMJM9lMIDOIcDPAHsleetiZrAop+kOoa4HThxtkqEcA7yxO9d3BfDqJJ8YbaThVdWD3evDwGcYjDi1FEwAE1OOOq5kUJxLxUnALVX1j6MOMqRfBu6tqs1V9UPgKuCVixnAogSSrEiyb/d+Dwb/Yr450lBDqKp/V1UHVtVKBodSX6iqRf2bdr6S7JVk763vgV8Bbh9tquFU1SSwMckLu1knAHeOMNJcncoSOezuPAAcnWTP7ovXE4C7FjNAr3fmLCHPBz7efRO4C/CXVbWkLrVZgp4HfGbw3z3Lgb+oqmtHG2lO3gF8sjuMvYclcvttkj2B1wC/O+osw6qqrya5ErgF2AL8PYt8h46XB0lSg4fektRgUUpSg0UpSQ0WpSQ1WJSS1GBRaoeXZGWS27v3q5J8qHt/fJJFvXBZS5PXUWqnUlXrga1Duh0PPA7cOLJAWhLco9RYS/KeJHcn+dtuHMI/SHJ9klXd8v26Wzi37jl+Kckt3c+z9ha7vcjPJVkJnAWc243N+Kok93bD7JFkn268zF0X759W48o9So2tJC9lcGvmSxj8t3oLMNsAIA8Dr6mqHyQ5lMFtejM+2rSq7kuyFni8qi7oPu96BkPW/XX3uZ/u7i3WTs49So2zVwGfqaonquo7PPtxx9PtCvy3JLcxGBnnsDl+3iX8+FbEM4DL5vj72kG5R6lxN9M9tlv48V/yUx8JcC7wj8AR3fIfzOmDqr7cHb4fByyrqiUxSIf65x6lxtkNwK8l2aMbaegN3fz7gJd27988Zf3nAA9V1dPAaQyeJz+b7wJ7T5t3OYNDdvcm9SMWpcZWVd0C/A/gVuDTwJe6RRcAv5fkRmC/Kb/yEeBtSb4CvIDBgLqzuYZBEd+a5FXdvE8Cz2VpDUOmnjl6kJaMJP+BKV++9PQZbwZOrqrT+voMLT2eo5Q6SS5kMPr360adRePFPUpJavAcpSQ1WJSS1GBRSlKDRSlJDRalJDVYlJLU8P8BcmWZVIdjFUwAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 360x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 360x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 360x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVAAAAE9CAYAAABdgjpdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAYM0lEQVR4nO3de9RddX3n8feHBAbIYFETEcEQ7KKsolNQH1M1iijqQIoydrBCizjqmogLrZe2FKvjba2umfFCW8RKI6JSFS9gHGoRwc4givWS0CAoMFLkEkJIkOGu1cB3/jg7+vB4nuc52TmX5+R5v9Y66+z92/vs/U2AD/u3L7+dqkKStP12GXUBkjSuDFBJaskAlaSWDFBJaskAlaSWDFBJamnhqAvop8WLF9eyZctGXYakncy6devurKolU9t3qgBdtmwZa9euHXUZknYySW7u1m4XXpJaMkAlqSUDVJJaMkAlqSUDVJJaMkAlqSUDVJJaMkAlqSUDVJJaMkAlqaWd6lFOSfPPqaeeyqZNm3j84x/P+973vqHu2wCVNNY2bdrEbbfdNpJ924WXpJYMUElqyQCVpJYMUElqyQCVpJYMUElqyQCVpJYMUElqyQCVpJZ8Eklz0igfz5N6ZYBqThrl43lSrwYWoEnOAY4BNlfVU5q2zwEHN6vsDdxdVYd1+e1NwH3AQ8DWqpoYVJ2S1NYgj0A/AZwJnLutoapesW06yQeBe2b4/fOr6s6BVbcd7E5K6mZgAVpVlydZ1m1ZkgB/ALxgUPvvJ7uTkroZ1VX45wJ3VNWPpllewCVJ1iVZNdOGkqxKsjbJ2i1btvS9UEmazqgC9ATgvBmWr6iqpwFHA6ckOXy6FatqdVVNVNXEkiVL+l2nJE1r6AGaZCHw+8DnplunqjY235uBNcDy4VQnSb0bxRHoC4HrqmpDt4VJFiXZa9s08GLgmiHWJ0k9GViAJjkP+Gfg4CQbkry2WXQ8U7rvSZ6Q5KJmdh/gm0muAr4L/GNVXTyoOiWprUFehT9hmvb/0qVtI7Cymb4ROHRQdUlSv/gsvCS1ZIBKUks+C6++WvGhFX3Zzm5378Yu7MKtd9+6w9u84o1X9KUmaSqPQCWpJQNUkloyQCWpJQNUklryIpLURw59OL8YoFIfOfTh/GIXXpJaMkAlqSUDVJJaMkAlqSUDVJJa8iq85qTas3iYh6k9a9SlSNMyQDUn/WLFL0ZdgjQru/CS1JIBKkktGaCS1JLnQKXG1w9/3g5v46cLF0DCTzds6Mv2nnf513d4Gxocj0AlqSUDVJJasgsvCXAovjYMUEmAQ/G1YRdekloaWIAmOSfJ5iTXTGp7d5LbkqxvPiun+e1RSa5PckOS0wZVoyTtiEEegX4COKpL+19V1WHN56KpC5MsAD4MHA0cApyQ5JAB1ilJrQwsQKvqcuCuFj9dDtxQVTdW1c+BzwLH9rU4SeqDUZwDfUOS7zdd/Ed3Wb4fcOuk+Q1NmyTNKcMO0I8AvwkcBtwOfLDLOunSNu2YZklWJVmbZO2WLVv6UuTO4tRTT+Wkk07i1FNPHXUp0k5pqAFaVXdU1UNV9TDwUTrd9ak2AE+cNL8/sHGGba6uqomqmliyZEl/Cx5z225L2bRp06hLkXZKQw3QJPtOmn0ZcE2X1b4HHJTkwCS7AccDFw6jPknaHgO7kT7JecARwOIkG4B3AUckOYxOl/wm4HXNuk8Azq6qlVW1NckbgK8CC4BzquoHg6pT6qe9qx7xrZ3bwAK0qk7o0vyxadbdCKycNH8R8Gu3OElz3YkPPTzqEjREPokkSS0ZoJLUkgEqSS0ZoJLUkgEqSS0ZoJLUkgEqSS0ZoJLUkq/0kMbcmX/yD33Zzt13PvDL7x3d5hs++JJ+lDTneQQqSS0ZoJLUkgEqSS0ZoJLUkgEqSS0ZoJLUkgEqSS0ZoJLUkgEqSS0ZoJLUko9yShqZvzzxuB3exl2b7+l8b7q9L9t7+6fO73ldj0AlqSUDVJJaMkAlqSUDVJJa6ilAkxyQ5IXN9B5J9hpsWZI0980aoEn+K3A+8HdN0/7AlwZYkySNhV6OQE8BVgD3AlTVj4DHzfajJOck2Zzkmklt709yXZLvJ1mTZO9pfntTkquTrE+ytqc/iSQNWS8B+m9V9fNtM0kWAtXD7z4BHDWl7VLgKVX1O8D/Bd42w++fX1WHVdVED/uSpKHrJUC/nuQvgD2SvAj4AjDrC1Oq6nLgriltl1TV1mb223ROB0jSWOolQE8DtgBXA68DLgLe0Yd9vwb4yjTLCrgkybokq/qwL0nqu1kf5ayqh4GPNp++SPJ2YCvw6WlWWVFVG5M8Drg0yXXNEW23ba0CVgEsXbq0XyVK886i3R71iG/NbtoATXI1M5zrbM5jbrckrwKOAY6sqq7br6qNzffmJGuA5UDXAK2q1cBqgImJiV7OzUrqYsVv/v6oSxg7Mx2BHtN8n9J8/33z/UfAg212luQo4M+B51VV120kWQTsUlX3NdMvBt7bZn+SNEjTBmhV3QyQZEVVrZi06LQkVzBLqCU5DzgCWJxkA/AuOlfd/x2dbjnAt6vq5CRPAM6uqpXAPsCaZvlC4DNVdXHLP9/YuuW9/2GHt7H1rscAC9l618192d7Sd169w9uQdia9DGe3KMlzquqbAEmeDSya7UdVdUKX5o9Ns+5GYGUzfSNwaA91SdJI9RKgrwXOSfIbzfzddK6gS9K81stV+HXAoUkeBaSq7hl8WZI09810Ff7EqvpUkrdOaQegqk4fcG2SNKfNdAS67TynIy9JUhczXYX/u+b7PVOXJdltkEVJ0jjoZTi7y5IsmzT/DOB7gyxKksZBL1fh/ztwcZIzgP2Ao4FXD7QqSRoDvVyF/2qSk+kMRXcn8NSq2jTwyiRpjuulC//fgA8BhwPvBi5L8nsDrkuS5rxeuvCLgeVV9VPgn5NcDJwN/ONAK5OkOa6XLvybkuyT5Mim6btV9aIB1yVJc14vXfiXA98FXg78AfCdJMcNujBJmut66cK/A3hGVW0GSLIE+BqdN3VK0rzVyys9dtkWno2f9Pg7Sdqp9XIEenGSrwLnNfOvoPNeJEma13q5iPRnSf4znXfDB1hdVWsGXpkkzXG9HIFSVRcAFwy4lr57+p+d25ft7HXnfSwAbrnzvh3e5rr3n9SXmiSN3kzD2X2zqp6T5D4e+XK5AFVVvrpP0rw202hMz2m+Hc5OkrqY6Qj0MTP9sKru6n85kjQ+ZjoHuo5O1z3AUuD/NdN7A7cABw66OEmay6a9n7OqDqyqJwFfBV5SVYur6rF03hf/xWEVKElzVS83xD+jqn5532dVfQV43uBKkqTx0MttTHcmeQfwKTpd+hPpPI0kSfNaL0egJwBLgDXNZ0nTJknzWi9PIt0FvGkItUjSWBnYoCBJzkmyOck1k9oek+TSJD9qvh89zW+PSnJ9khuSnDaoGiVpRwxyVKVPAEdNaTsN+KeqOgj4p2b+EZIsAD5M5+V1hwAnJDlkgHVKUiszBmiSBUne0mbDVXU5MPVm+2OBTzbTnwT+U5efLgduqKobq+rnwGeb30nSnDJjgFbVQ/Q3vPapqtubbd8OPK7LOvsBt06a39C0SdKc0sttTFckORP4HPDAtsaqunJANaVLW3Vp66ycrAJWASxdunRAJY2nxbs/DGxtviX1Wy8B+uzm+72T2gp4QYv93ZFk36q6Pcm+wOYu62wAnjhpfn9g43QbrKrVwGqAiYmJaYN2PvrT37l71CVIO7VebmN6fh/3dyHwKuB/NN//q8s63wMOSnIgcBtwPPCHfaxBkvpi1gBN8s5u7VX13m7tk353HnAEsDjJBuBddILz80leS2dAkpc36z4BOLuqVlbV1iRvoPMM/gLgnKr6Qe9/JEkajl668A9Mmt6dzmAi1872o6qa7mmlI6c2VNVGYOWk+YvwvUuS5rheuvAfnDyf5AN0uuKSNK+1uZF+T+BJ/S5EksZNL+dAr+ZXtxEtoDOYyIznPyVpPpjplR4HVtWP6Zzz3GYrcEdVbR14ZZI0x83UhT+/+T6nqm5uPrcZnpLUMVMXfpck7wJ+K8lbpy6sqtMHV5YkzX0zHYEeD/yMTsju1eUjSfPaTO+Fvx74n0m+37wHSZI0yUwXkd46afq3py63Cy9pvpvpHKjddEmawUxd+PcMsxBJGje93Ej/cbqMx1lVrxlIRZI0JnoZTOTLk6Z3B17GDONzStJ80ctgIhdMnm+GqfvawCqSpO2w+4JdHvE9TL0cgU51EOC7MyTNCU997Oiud/dyDvQ+HnkOdBPw5wOrSJLGRC9deG9nkqQuZj1pkGRFkkXN9IlJTk9ywOBLk6S5rZezrh8BHkxyKHAqcDNw7kCrkqQx0EuAbq2qAo4F/qaq/gafUpKknq7C35fkbcCJwOFJFgC7DrYsSZr7ejkCfQXwb8Brq2oTsB/w/oFWJUljoJer8JuA0yfN34LnQCWp1Vs5JUkYoJLUWk8BmmSPJAcPuhhJGie93Ej/EmA9cHEzf1iSC9vuMMnBSdZP+tyb5M1T1jkiyT2T1nln2/1J0qD0chvTu4HlwGUAVbU+ybK2O2zetXQYQHNL1G3Ami6rfqOqjunSLklzQq830t8zoP0fCfxrVd08oO1L0sD0EqDXJPlDYEGSg5J8CPhWn/Z/PHDeNMueleSqJF9J8uQ+7U+S+qaXAH0j8GQ6N9N/BrgHePOO7jjJbsBLgS90WXwlcEBVHQp8CPjSDNtZlWRtkrVbtmzZ0bIkqWezBmhVPVhVbweOqKpnVNU7qupnfdj30cCVVXVHl33eW1X3N9MXAbsmWTxNfauraqKqJpYsWdKHsiSpN71chX92kh8C1zbzhyb52z7s+wSm6b4neXySNNPLmzp/0od9SlLf9NKF/yvgP9IEWFVdBRy+IztNsifwIuCLk9pOTnJyM3scnXOvVwFnAMc3I0JJ0pzR0zuRqurW5oBwm4d2ZKdV9SDw2CltZ02aPhM4c0f2IUmD1kuA3prk2UA1F37+mKY7L0nzWS9d+JOBU+gMY7eBzk3wpwywJkkaCzMegTZPCv11Vf3RkOqRpLEx4xFoVT0ELGm67pKkSXo5B3oTcEUzgMgD2xqr6vRpfyFJ80AvAbqx+eyCL5OTpF+aNkCT/H1VvRK4u3kTpyRpkpnOgT49yQHAa5I8OsljJn+GVaAkzVUzdeHPojOI8pOAdcDkO+mraZekeWvaI9CqOqOqfhs4p6qeVFUHTvoYnpLmvV5GY3r9MAqRpHHjWzklqSUDVJJaMkAlqSUDVJJaMkAlqSUDVJJaMkAlqSUDVJJa6umdSPPdw7stesS3JIEB2pMHDnrxqEuQNAfZhZeklgxQSWrJAJWklgxQSWppJAGa5KYkVydZn2Rtl+VJckaSG5J8P8nTRlGnJM1klFfhn19Vd06z7GjgoObzu8BHmm9JmjPmahf+WODc6vg2sHeSfUddlCRNNqoALeCSJOuSrOqyfD/g1knzG5o2SZozRtWFX1FVG5M8Drg0yXVVdfmk5enym+q2oSaAVwEsXbq0/5VK0jRGcgRaVRub783AGmD5lFU2AE+cNL8/sHGaba2uqomqmliyZMkgypWkroYeoEkWJdlr2zTwYuCaKatdCJzUXI1/JnBPVd0+5FIlaUaj6MLvA6xJsm3/n6mqi5OcDFBVZwEXASuBG4AHgVePoE5JmtHQA7SqbgQO7dJ+1qTpAk4ZZl2StL3m6m1MkjTnGaCS1JIBKkktGaCS1JIBKkktGaCS1JIBKkktGaCS1JIBKkktGaCS1JIBKkktGaCS1JIBKkktGaCS1JIBKkktGaCS1JIBKkktGaCS1JIBKkktGaCS1JIBKkktGaCS1JIBKkktGaCS1JIBKkktGaCS1NLQAzTJE5P8nyTXJvlBkjd1WeeIJPckWd983jnsOiVpNgtHsM+twJ9U1ZVJ9gLWJbm0qn44Zb1vVNUxI6hPknoy9CPQqrq9qq5spu8DrgX2G3YdkrSjRnoONMky4KnAd7osflaSq5J8JcmTh1uZJM1uFF14AJL8e+AC4M1Vde+UxVcCB1TV/UlWAl8CDppmO6uAVQBLly4dXMGSNMVIjkCT7EonPD9dVV+curyq7q2q+5vpi4Bdkyzutq2qWl1VE1U1sWTJkoHWLUmTjeIqfICPAddW1enTrPP4Zj2SLKdT50+GV6UkzW4UXfgVwCuBq5Osb9r+AlgKUFVnAccBr0+yFfgpcHxV1QhqlaRpDT1Aq+qbQGZZ50zgzOFUJEnt+CSSJLVkgEpSSwaoJLVkgEpSSwaoJLVkgEpSSwaoJLVkgEpSSwaoJLVkgEpSSwaoJLVkgEpSSwaoJLVkgEpSSwaoJLVkgEpSSwaoJLVkgEpSSwaoJLVkgEpSSwaoJLVkgEpSSwaoJLVkgEpSSwaoJLVkgEpSSyMJ0CRHJbk+yQ1JTuuyPEnOaJZ/P8nTRlGnJM1k6AGaZAHwYeBo4BDghCSHTFntaOCg5rMK+MhQi5SkHoziCHQ5cENV3VhVPwc+Cxw7ZZ1jgXOr49vA3kn2HXahkjSTUQTofsCtk+Y3NG3bu44kjdTCEewzXdqqxTqdFZNVdLr5APcnuX4HapvJYuDOHd1IPvCqPpSyXfpSNwDv6vaPZaD683f+x+NZNwAZz9rfeHofKtk+ffs7f8enu/6dH9CtcRQBugF44qT5/YGNLdYBoKpWA6v7WWA3SdZW1cSg99Nv41o3jG/t41o3jG/to6p7FF347wEHJTkwyW7A8cCFU9a5EDipuRr/TOCeqrp92IVK0kyGfgRaVVuTvAH4KrAAOKeqfpDk5Gb5WcBFwErgBuBB4NXDrlOSZjOKLjxVdRGdkJzcdtak6QJOGXZdsxj4aYIBGde6YXxrH9e6YXxrH0nd6WSVJGl7+SinJLVkgM4gye5JvpvkqiQ/SPKeUde0vZIsSPIvSb486lp6leSmJFcnWZ9k7ajr2R5J9k5yfpLrklyb5Fmjrmk2SQ5u/q63fe5N8uZR19WrJG9p/vu8Jsl5SXYf2r7twk8vSYBFVXV/kl2BbwJvap6OGgtJ3gpMAI+qqmNGXU8vktwETFRVf+6lHKIknwS+UVVnN3eZ7FlVd4+4rJ41j1rfBvxuVd086npmk2Q/Ov9dHlJVP03yeeCiqvrEMPbvEegMmkdJ729md20+Y/N/nCT7A78HnD3qWuaDJI8CDgc+BlBVPx+n8GwcCfzrOITnJAuBPZIsBPZkmnvGB8EAnUXTBV4PbAYurarvjLik7fHXwKnAwyOuY3sVcEmSdc2TZuPiScAW4OPNaZOzkywadVHb6XjgvFEX0auqug34AHALcDude8YvGdb+DdBZVNVDVXUYnaehlid5yohL6kmSY4DNVbVu1LW0sKKqnkZnVK5Tkhw+6oJ6tBB4GvCRqnoq8ADwa8M1zlXNKYeXAl8YdS29SvJoOoMPHQg8AViU5MRh7d8A7VHTFbsMOGq0lfRsBfDS5nziZ4EXJPnUaEvqTVVtbL43A2vojOA1DjYAGyb1Us6nE6jj4mjgyqq6Y9SFbIcXAj+uqi1V9Qvgi8Czh7VzA3QGSZYk2buZ3oPOP6zrRlpUj6rqbVW1f1Uto9Mt+99VNbT/M7eVZFGSvbZNAy8GrhltVb2pqk3ArUkObpqOBH44wpK21wmMUfe9cQvwzCR7Nhd9jwSuHdbOR/Ik0hjZF/hkc2VyF+DzVTU2twONqX2ANZ3/FlgIfKaqLh5tSdvljcCnm+7wjYzJY8hJ9gReBLxu1LVsj6r6TpLzgSuBrcC/MMSnkryNSZJasgsvSS0ZoJLUkgEqSS0ZoJLUkgEqSS0ZoJq3kixLck0zPZHkjGb6iCRDuxlb48v7QCWgqtYC24bOOwK4H/jWyArSWPAIVGMpyduTXJ/ka80YkH+a5LIkE83yxc1jrNuONL+R5Mrm82tHl81R55eTLANOBt7SjI353CQ/boYzJMmjmvFKdx3en1ZzlUegGjtJnk7n8dSn0vl3+EpgpkFTNgMvqqqfJTmIzuOKXV+BW1U3JTkLuL+qPtDs7zI6wwJ+qdnvBc1z15rnPALVOHousKaqHqyqe/n112JPtSvw0SRX0xlp6JDt3N/Z/OqRzFcDH9/O32sn5RGoxlW3Z5C38quDgsmvdXgLcAdwaLP8Z9u1o6ormtMAzwMWVNVYDG6iwfMIVOPocuBlSfZoRm56SdN+E/D0Zvq4Sev/BnB7VT0MvBJYMMv27wP2mtJ2Lp2uv0ef+iUDVGOnqq4EPgesBy4AvtEs+gDw+iTfAhZP+snfAq9K8m3gt+gMdDyTf6AT0OuTPLdp+zTwaMZvuDcNkKMxaewleTeTLvoMaB/HAcdW1SsHtQ+NH8+BSrNI8iE6o7WvHHUtmls8ApWkljwHKkktGaCS1JIBKkktGaCS1JIBKkktGaCS1NL/ByPc3pIUCPn2AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 360x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#quality vs fixed acidity\n",
+    "plot = plt.figure(figsize=(5,5))\n",
+    "sns.barplot(x='quality', y = 'fixed acidity', data = df)\n",
+    "\n",
+    "#quality vs volatile acidity\n",
+    "plot = plt.figure(figsize=(5,5))\n",
+    "sns.barplot(x='quality', y = 'volatile acidity', data = df)\n",
+    "\n",
+    "#quality vs citric acid\n",
+    "plot = plt.figure(figsize=(5,5))\n",
+    "sns.barplot(x='quality', y = 'citric acid', data = df)\n",
+    "\n",
+    "#quality vs alcohol\n",
+    "plot = plt.figure(figsize=(5,5))\n",
+    "sns.barplot(x='quality', y = 'alcohol', data = df)\n",
+    "\n",
+    "#quality vs free sulfur dioxide\n",
+    "plot = plt.figure(figsize=(5,5))\n",
+    "sns.barplot(x='quality', y = 'free sulfur dioxide', data = df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X= df.iloc[:, :-1].values\n",
+    "y= df.iloc[:,-1].values\n",
+    "#split the set into two"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "interpreter": {
+   "hash": "57b5d8d3639aea2121f392c6e76d87722c60ef58c4b312c719d8db655d3c88f1"
+  },
+  "kernelspec": {
+   "display_name": "Python 3.8.8 64-bit ('base': conda)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Dataset/.DS_Store b/Dataset/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..bd41f9178b149207bbac167879b355cf5f6a5521
GIT binary patch
literal 6148
zcmeHKyH3ME5S)V)k!T{(P~H!K#2;8uQc&{)kc0xs!Xgk*I(PgEe+jb>5SBrrqCm6K
z?%b_+eD)MxFMu-NZO(xifGOP&FBZmT*Ud+EkeNcH^B(uu;TkP&@i?mfK4IKrJd<&U
zn*o21Q*4>r;0$X#;OV06)~mK#kztS9(O=)vxRyx)DIf);fE17dzfr(?FKv1hs3--b
zfE4&tz`hTaZrCLDf&S@W@DYGGVcLyrpCyRZ62vC44`hZ`f=Uc($q}Ojo%xz|O=2Gy
zbQC|C_sNq>PAJ7sXTEwlN)xCk1*E`Gfy3C&tp6|RKg|C_l6F!+3j8Yt%4Bi5nDdpg
zw~k)UdTpg&(Lao}Ue4gHnCPvT8*9ZUU+Su@dA&*O1D(#i(~0^KFkNI);4c(-2jvPO
ARR910

literal 0
HcmV?d00001

diff --git a/Dataset/winequality-red.csv b/Dataset/winequality-red.csv
new file mode 100644
index 0000000..62e674c
--- /dev/null
+++ b/Dataset/winequality-red.csv
@@ -0,0 +1,1600 @@
+fixed acidity,volatile acidity,citric acid,residual sugar,chlorides,free sulfur dioxide,total sulfur dioxide,density,pH,sulphates,alcohol,quality
+7.4,0.7,0.0,1.9,0.076,11.0,34.0,0.9978,3.51,0.56,9.4,5
+7.8,0.88,0.0,2.6,0.098,25.0,67.0,0.9968,3.2,0.68,9.8,5
+7.8,0.76,0.04,2.3,0.092,15.0,54.0,0.997,3.26,0.65,9.8,5
+11.2,0.28,0.56,1.9,0.075,17.0,60.0,0.998,3.16,0.58,9.8,6
+7.4,0.7,0.0,1.9,0.076,11.0,34.0,0.9978,3.51,0.56,9.4,5
+7.4,0.66,0.0,1.8,0.075,13.0,40.0,0.9978,3.51,0.56,9.4,5
+7.9,0.6,0.06,1.6,0.069,15.0,59.0,0.9964,3.3,0.46,9.4,5
+7.3,0.65,0.0,1.2,0.065,15.0,21.0,0.9946,3.39,0.47,10.0,7
+7.8,0.58,0.02,2.0,0.073,9.0,18.0,0.9968,3.36,0.57,9.5,7
+7.5,0.5,0.36,6.1,0.071,17.0,102.0,0.9978,3.35,0.8,10.5,5
+6.7,0.58,0.08,1.8,0.09699999999999999,15.0,65.0,0.9959,3.28,0.54,9.2,5
+7.5,0.5,0.36,6.1,0.071,17.0,102.0,0.9978,3.35,0.8,10.5,5
+5.6,0.615,0.0,1.6,0.08900000000000001,16.0,59.0,0.9943,3.58,0.52,9.9,5
+7.8,0.61,0.29,1.6,0.114,9.0,29.0,0.9974,3.26,1.56,9.1,5
+8.9,0.62,0.18,3.8,0.17600000000000002,52.0,145.0,0.9986,3.16,0.88,9.2,5
+8.9,0.62,0.19,3.9,0.17,51.0,148.0,0.9986,3.17,0.93,9.2,5
+8.5,0.28,0.56,1.8,0.092,35.0,103.0,0.9969,3.3,0.75,10.5,7
+8.1,0.56,0.28,1.7,0.368,16.0,56.0,0.9968,3.11,1.28,9.3,5
+7.4,0.59,0.08,4.4,0.086,6.0,29.0,0.9974,3.38,0.5,9.0,4
+7.9,0.32,0.51,1.8,0.341,17.0,56.0,0.9969,3.04,1.08,9.2,6
+8.9,0.22,0.48,1.8,0.077,29.0,60.0,0.9968,3.39,0.53,9.4,6
+7.6,0.39,0.31,2.3,0.08199999999999999,23.0,71.0,0.9982,3.52,0.65,9.7,5
+7.9,0.43,0.21,1.6,0.106,10.0,37.0,0.9966,3.17,0.91,9.5,5
+8.5,0.49,0.11,2.3,0.084,9.0,67.0,0.9968,3.17,0.53,9.4,5
+6.9,0.4,0.14,2.4,0.085,21.0,40.0,0.9968,3.43,0.63,9.7,6
+6.3,0.39,0.16,1.4,0.08,11.0,23.0,0.9955,3.34,0.56,9.3,5
+7.6,0.41,0.24,1.8,0.08,4.0,11.0,0.9962,3.28,0.59,9.5,5
+7.9,0.43,0.21,1.6,0.106,10.0,37.0,0.9966,3.17,0.91,9.5,5
+7.1,0.71,0.0,1.9,0.08,14.0,35.0,0.9972,3.47,0.55,9.4,5
+7.8,0.645,0.0,2.0,0.08199999999999999,8.0,16.0,0.9964,3.38,0.59,9.8,6
+6.7,0.675,0.07,2.4,0.08900000000000001,17.0,82.0,0.9958,3.35,0.54,10.1,5
+6.9,0.685,0.0,2.5,0.105,22.0,37.0,0.9966,3.46,0.57,10.6,6
+8.3,0.655,0.12,2.3,0.083,15.0,113.0,0.9966,3.17,0.66,9.8,5
+6.9,0.605,0.12,10.7,0.073,40.0,83.0,0.9993,3.45,0.52,9.4,6
+5.2,0.32,0.25,1.8,0.10300000000000001,13.0,50.0,0.9957,3.38,0.55,9.2,5
+7.8,0.645,0.0,5.5,0.086,5.0,18.0,0.9986,3.4,0.55,9.6,6
+7.8,0.6,0.14,2.4,0.086,3.0,15.0,0.9975,3.42,0.6,10.8,6
+8.1,0.38,0.28,2.1,0.066,13.0,30.0,0.9968,3.23,0.73,9.7,7
+5.7,1.13,0.09,1.5,0.172,7.0,19.0,0.9940000000000001,3.5,0.48,9.8,4
+7.3,0.45,0.36,5.9,0.07400000000000001,12.0,87.0,0.9978,3.33,0.83,10.5,5
+7.3,0.45,0.36,5.9,0.07400000000000001,12.0,87.0,0.9978,3.33,0.83,10.5,5
+8.8,0.61,0.3,2.8,0.08800000000000001,17.0,46.0,0.9976,3.26,0.51,9.3,4
+7.5,0.49,0.2,2.6,0.332,8.0,14.0,0.9968,3.21,0.9,10.5,6
+8.1,0.66,0.22,2.2,0.069,9.0,23.0,0.9968,3.3,1.2,10.3,5
+6.8,0.67,0.02,1.8,0.05,5.0,11.0,0.9962,3.48,0.52,9.5,5
+4.6,0.52,0.15,2.1,0.054000000000000006,8.0,65.0,0.9934,3.9,0.56,13.1,4
+7.7,0.935,0.43,2.2,0.114,22.0,114.0,0.997,3.25,0.73,9.2,5
+8.7,0.29,0.52,1.6,0.113,12.0,37.0,0.9969,3.25,0.58,9.5,5
+6.4,0.4,0.23,1.6,0.066,5.0,12.0,0.9958,3.34,0.56,9.2,5
+5.6,0.31,0.37,1.4,0.07400000000000001,12.0,96.0,0.9954,3.32,0.58,9.2,5
+8.8,0.66,0.26,1.7,0.07400000000000001,4.0,23.0,0.9971,3.15,0.74,9.2,5
+6.6,0.52,0.04,2.2,0.069,8.0,15.0,0.9956,3.4,0.63,9.4,6
+6.6,0.5,0.04,2.1,0.068,6.0,14.0,0.9955,3.39,0.64,9.4,6
+8.6,0.38,0.36,3.0,0.081,30.0,119.0,0.997,3.2,0.56,9.4,5
+7.6,0.51,0.15,2.8,0.11,33.0,73.0,0.9955,3.17,0.63,10.2,6
+7.7,0.62,0.04,3.8,0.084,25.0,45.0,0.9978,3.34,0.53,9.5,5
+10.2,0.42,0.57,3.4,0.07,4.0,10.0,0.9971,3.04,0.63,9.6,5
+7.5,0.63,0.12,5.1,0.111,50.0,110.0,0.9983,3.26,0.77,9.4,5
+7.8,0.59,0.18,2.3,0.076,17.0,54.0,0.9975,3.43,0.59,10.0,5
+7.3,0.39,0.31,2.4,0.07400000000000001,9.0,46.0,0.9962,3.41,0.54,9.4,6
+8.8,0.4,0.4,2.2,0.079,19.0,52.0,0.998,3.44,0.64,9.2,5
+7.7,0.69,0.49,1.8,0.115,20.0,112.0,0.9968,3.21,0.71,9.3,5
+7.5,0.52,0.16,1.9,0.085,12.0,35.0,0.9968,3.38,0.62,9.5,7
+7.0,0.735,0.05,2.0,0.081,13.0,54.0,0.9966,3.39,0.57,9.8,5
+7.2,0.725,0.05,4.65,0.086,4.0,11.0,0.9962,3.41,0.39,10.9,5
+7.2,0.725,0.05,4.65,0.086,4.0,11.0,0.9962,3.41,0.39,10.9,5
+7.5,0.52,0.11,1.5,0.079,11.0,39.0,0.9968,3.42,0.58,9.6,5
+6.6,0.705,0.07,1.6,0.076,6.0,15.0,0.9962,3.44,0.58,10.7,5
+9.3,0.32,0.57,2.0,0.07400000000000001,27.0,65.0,0.9969,3.28,0.79,10.7,5
+8.0,0.705,0.05,1.9,0.07400000000000001,8.0,19.0,0.9962,3.34,0.95,10.5,6
+7.7,0.63,0.08,1.9,0.076,15.0,27.0,0.9967,3.32,0.54,9.5,6
+7.7,0.67,0.23,2.1,0.08800000000000001,17.0,96.0,0.9962,3.32,0.48,9.5,5
+7.7,0.69,0.22,1.9,0.084,18.0,94.0,0.9961,3.31,0.48,9.5,5
+8.3,0.675,0.26,2.1,0.084,11.0,43.0,0.9976,3.31,0.53,9.2,4
+9.7,0.32,0.54,2.5,0.094,28.0,83.0,0.9984,3.28,0.82,9.6,5
+8.8,0.41,0.64,2.2,0.09300000000000001,9.0,42.0,0.9986,3.54,0.66,10.5,5
+8.8,0.41,0.64,2.2,0.09300000000000001,9.0,42.0,0.9986,3.54,0.66,10.5,5
+6.8,0.785,0.0,2.4,0.10400000000000001,14.0,30.0,0.9966,3.52,0.55,10.7,6
+6.7,0.75,0.12,2.0,0.086,12.0,80.0,0.9958,3.38,0.52,10.1,5
+8.3,0.625,0.2,1.5,0.08,27.0,119.0,0.9972,3.16,1.12,9.1,4
+6.2,0.45,0.2,1.6,0.069,3.0,15.0,0.9958,3.41,0.56,9.2,5
+7.8,0.43,0.7,1.9,0.46399999999999997,22.0,67.0,0.9974,3.13,1.28,9.4,5
+7.4,0.5,0.47,2.0,0.086,21.0,73.0,0.997,3.36,0.57,9.1,5
+7.3,0.67,0.26,1.8,0.401,16.0,51.0,0.9969,3.16,1.14,9.4,5
+6.3,0.3,0.48,1.8,0.069,18.0,61.0,0.9959,3.44,0.78,10.3,6
+6.9,0.55,0.15,2.2,0.076,19.0,40.0,0.9961,3.41,0.59,10.1,5
+8.6,0.49,0.28,1.9,0.11,20.0,136.0,0.9972,2.93,1.95,9.9,6
+7.7,0.49,0.26,1.9,0.062,9.0,31.0,0.9966,3.39,0.64,9.6,5
+9.3,0.39,0.44,2.1,0.107,34.0,125.0,0.9978,3.14,1.22,9.5,5
+7.0,0.62,0.08,1.8,0.076,8.0,24.0,0.9978,3.48,0.53,9.0,5
+7.9,0.52,0.26,1.9,0.079,42.0,140.0,0.9964,3.23,0.54,9.5,5
+8.6,0.49,0.28,1.9,0.11,20.0,136.0,0.9972,2.93,1.95,9.9,6
+8.6,0.49,0.29,2.0,0.11,19.0,133.0,0.9972,2.93,1.98,9.8,5
+7.7,0.49,0.26,1.9,0.062,9.0,31.0,0.9966,3.39,0.64,9.6,5
+5.0,1.02,0.04,1.4,0.045,41.0,85.0,0.9938,3.75,0.48,10.5,4
+4.7,0.6,0.17,2.3,0.057999999999999996,17.0,106.0,0.9932,3.85,0.6,12.9,6
+6.8,0.775,0.0,3.0,0.102,8.0,23.0,0.9965,3.45,0.56,10.7,5
+7.0,0.5,0.25,2.0,0.07,3.0,22.0,0.9963,3.25,0.63,9.2,5
+7.6,0.9,0.06,2.5,0.079,5.0,10.0,0.9967,3.39,0.56,9.8,5
+8.1,0.545,0.18,1.9,0.08,13.0,35.0,0.9972,3.3,0.59,9.0,6
+8.3,0.61,0.3,2.1,0.084,11.0,50.0,0.9972,3.4,0.61,10.2,6
+7.8,0.5,0.3,1.9,0.075,8.0,22.0,0.9959,3.31,0.56,10.4,6
+8.1,0.545,0.18,1.9,0.08,13.0,35.0,0.9972,3.3,0.59,9.0,6
+8.1,0.575,0.22,2.1,0.077,12.0,65.0,0.9967,3.29,0.51,9.2,5
+7.2,0.49,0.24,2.2,0.07,5.0,36.0,0.996,3.33,0.48,9.4,5
+8.1,0.575,0.22,2.1,0.077,12.0,65.0,0.9967,3.29,0.51,9.2,5
+7.8,0.41,0.68,1.7,0.467,18.0,69.0,0.9973,3.08,1.31,9.3,5
+6.2,0.63,0.31,1.7,0.08800000000000001,15.0,64.0,0.9969,3.46,0.79,9.3,5
+8.0,0.33,0.53,2.5,0.091,18.0,80.0,0.9976,3.37,0.8,9.6,6
+8.1,0.785,0.52,2.0,0.122,37.0,153.0,0.9969,3.21,0.69,9.3,5
+7.8,0.56,0.19,1.8,0.10400000000000001,12.0,47.0,0.9964,3.19,0.93,9.5,5
+8.4,0.62,0.09,2.2,0.084,11.0,108.0,0.9964,3.15,0.66,9.8,5
+8.4,0.6,0.1,2.2,0.085,14.0,111.0,0.9964,3.15,0.66,9.8,5
+10.1,0.31,0.44,2.3,0.08,22.0,46.0,0.9988,3.32,0.67,9.7,6
+7.8,0.56,0.19,1.8,0.10400000000000001,12.0,47.0,0.9964,3.19,0.93,9.5,5
+9.4,0.4,0.31,2.2,0.09,13.0,62.0,0.9966,3.07,0.63,10.5,6
+8.3,0.54,0.28,1.9,0.077,11.0,40.0,0.9978,3.39,0.61,10.0,6
+7.8,0.56,0.12,2.0,0.08199999999999999,7.0,28.0,0.997,3.37,0.5,9.4,6
+8.8,0.55,0.04,2.2,0.11900000000000001,14.0,56.0,0.9962,3.21,0.6,10.9,6
+7.0,0.69,0.08,1.8,0.09699999999999999,22.0,89.0,0.9959,3.34,0.54,9.2,6
+7.3,1.07,0.09,1.7,0.17800000000000002,10.0,89.0,0.9962,3.3,0.57,9.0,5
+8.8,0.55,0.04,2.2,0.11900000000000001,14.0,56.0,0.9962,3.21,0.6,10.9,6
+7.3,0.695,0.0,2.5,0.075,3.0,13.0,0.998,3.49,0.52,9.2,5
+8.0,0.71,0.0,2.6,0.08,11.0,34.0,0.9976,3.44,0.53,9.5,5
+7.8,0.5,0.17,1.6,0.08199999999999999,21.0,102.0,0.996,3.39,0.48,9.5,5
+9.0,0.62,0.04,1.9,0.146,27.0,90.0,0.9984,3.16,0.7,9.4,5
+8.2,1.33,0.0,1.7,0.081,3.0,12.0,0.9964,3.53,0.49,10.9,5
+8.1,1.33,0.0,1.8,0.08199999999999999,3.0,12.0,0.9964,3.54,0.48,10.9,5
+8.0,0.59,0.16,1.8,0.065,3.0,16.0,0.9962,3.42,0.92,10.5,7
+6.1,0.38,0.15,1.8,0.07200000000000001,6.0,19.0,0.9955,3.42,0.57,9.4,5
+8.0,0.745,0.56,2.0,0.11800000000000001,30.0,134.0,0.9968,3.24,0.66,9.4,5
+5.6,0.5,0.09,2.3,0.049,17.0,99.0,0.9937,3.63,0.63,13.0,5
+5.6,0.5,0.09,2.3,0.049,17.0,99.0,0.9937,3.63,0.63,13.0,5
+6.6,0.5,0.01,1.5,0.06,17.0,26.0,0.9952,3.4,0.58,9.8,6
+7.9,1.04,0.05,2.2,0.084,13.0,29.0,0.9959,3.22,0.55,9.9,6
+8.4,0.745,0.11,1.9,0.09,16.0,63.0,0.9965,3.19,0.82,9.6,5
+8.3,0.715,0.15,1.8,0.08900000000000001,10.0,52.0,0.9968,3.23,0.77,9.5,5
+7.2,0.415,0.36,2.0,0.081,13.0,45.0,0.9972,3.48,0.64,9.2,5
+7.8,0.56,0.19,2.1,0.081,15.0,105.0,0.9962,3.33,0.54,9.5,5
+7.8,0.56,0.19,2.0,0.081,17.0,108.0,0.9962,3.32,0.54,9.5,5
+8.4,0.745,0.11,1.9,0.09,16.0,63.0,0.9965,3.19,0.82,9.6,5
+8.3,0.715,0.15,1.8,0.08900000000000001,10.0,52.0,0.9968,3.23,0.77,9.5,5
+5.2,0.34,0.0,1.8,0.05,27.0,63.0,0.9916,3.68,0.79,14.0,6
+6.3,0.39,0.08,1.7,0.066,3.0,20.0,0.9954,3.34,0.58,9.4,5
+5.2,0.34,0.0,1.8,0.05,27.0,63.0,0.9916,3.68,0.79,14.0,6
+8.1,0.67,0.55,1.8,0.11699999999999999,32.0,141.0,0.9968,3.17,0.62,9.4,5
+5.8,0.68,0.02,1.8,0.087,21.0,94.0,0.9944,3.54,0.52,10.0,5
+7.6,0.49,0.26,1.6,0.23600000000000002,10.0,88.0,0.9968,3.11,0.8,9.3,5
+6.9,0.49,0.1,2.3,0.07400000000000001,12.0,30.0,0.9959,3.42,0.58,10.2,6
+8.2,0.4,0.44,2.8,0.08900000000000001,11.0,43.0,0.9975,3.53,0.61,10.5,6
+7.3,0.33,0.47,2.1,0.077,5.0,11.0,0.9958,3.33,0.53,10.3,6
+9.2,0.52,1.0,3.4,0.61,32.0,69.0,0.9996,2.74,2.0,9.4,4
+7.5,0.6,0.03,1.8,0.095,25.0,99.0,0.995,3.35,0.54,10.1,5
+7.5,0.6,0.03,1.8,0.095,25.0,99.0,0.995,3.35,0.54,10.1,5
+7.1,0.43,0.42,5.5,0.07,29.0,129.0,0.9973,3.42,0.72,10.5,5
+7.1,0.43,0.42,5.5,0.071,28.0,128.0,0.9973,3.42,0.71,10.5,5
+7.1,0.43,0.42,5.5,0.07,29.0,129.0,0.9973,3.42,0.72,10.5,5
+7.1,0.43,0.42,5.5,0.071,28.0,128.0,0.9973,3.42,0.71,10.5,5
+7.1,0.68,0.0,2.2,0.073,12.0,22.0,0.9969,3.48,0.5,9.3,5
+6.8,0.6,0.18,1.9,0.079,18.0,86.0,0.9968,3.59,0.57,9.3,6
+7.6,0.95,0.03,2.0,0.09,7.0,20.0,0.9959,3.2,0.56,9.6,5
+7.6,0.68,0.02,1.3,0.07200000000000001,9.0,20.0,0.9965,3.17,1.08,9.2,4
+7.8,0.53,0.04,1.7,0.076,17.0,31.0,0.9964,3.33,0.56,10.0,6
+7.4,0.6,0.26,7.3,0.07,36.0,121.0,0.9982,3.37,0.49,9.4,5
+7.3,0.59,0.26,7.2,0.07,35.0,121.0,0.9981,3.37,0.49,9.4,5
+7.8,0.63,0.48,1.7,0.1,14.0,96.0,0.9961,3.19,0.62,9.5,5
+6.8,0.64,0.1,2.1,0.085,18.0,101.0,0.9956,3.34,0.52,10.2,5
+7.3,0.55,0.03,1.6,0.07200000000000001,17.0,42.0,0.9956,3.37,0.48,9.0,4
+6.8,0.63,0.07,2.1,0.08900000000000001,11.0,44.0,0.9953,3.47,0.55,10.4,6
+7.5,0.705,0.24,1.8,0.36,15.0,63.0,0.9964,3.0,1.59,9.5,5
+7.9,0.885,0.03,1.8,0.057999999999999996,4.0,8.0,0.9972,3.36,0.33,9.1,4
+8.0,0.42,0.17,2.0,0.073,6.0,18.0,0.9972,3.29,0.61,9.2,6
+8.0,0.42,0.17,2.0,0.073,6.0,18.0,0.9972,3.29,0.61,9.2,6
+7.4,0.62,0.05,1.9,0.068,24.0,42.0,0.9961,3.42,0.57,11.5,6
+7.3,0.38,0.21,2.0,0.08,7.0,35.0,0.9961,3.33,0.47,9.5,5
+6.9,0.5,0.04,1.5,0.085,19.0,49.0,0.9958,3.35,0.78,9.5,5
+7.3,0.38,0.21,2.0,0.08,7.0,35.0,0.9961,3.33,0.47,9.5,5
+7.5,0.52,0.42,2.3,0.087,8.0,38.0,0.9972,3.58,0.61,10.5,6
+7.0,0.805,0.0,2.5,0.068,7.0,20.0,0.9969,3.48,0.56,9.6,5
+8.8,0.61,0.14,2.4,0.067,10.0,42.0,0.9969,3.19,0.59,9.5,5
+8.8,0.61,0.14,2.4,0.067,10.0,42.0,0.9969,3.19,0.59,9.5,5
+8.9,0.61,0.49,2.0,0.27,23.0,110.0,0.9972,3.12,1.02,9.3,5
+7.2,0.73,0.02,2.5,0.076,16.0,42.0,0.9972,3.44,0.52,9.3,5
+6.8,0.61,0.2,1.8,0.077,11.0,65.0,0.9971,3.54,0.58,9.3,5
+6.7,0.62,0.21,1.9,0.079,8.0,62.0,0.997,3.52,0.58,9.3,6
+8.9,0.31,0.57,2.0,0.111,26.0,85.0,0.9971,3.26,0.53,9.7,5
+7.4,0.39,0.48,2.0,0.08199999999999999,14.0,67.0,0.9972,3.34,0.55,9.2,5
+7.7,0.705,0.1,2.6,0.084,9.0,26.0,0.9976,3.39,0.49,9.7,5
+7.9,0.5,0.33,2.0,0.084,15.0,143.0,0.9968,3.2,0.55,9.5,5
+7.9,0.49,0.32,1.9,0.08199999999999999,17.0,144.0,0.9968,3.2,0.55,9.5,5
+8.2,0.5,0.35,2.9,0.077,21.0,127.0,0.9976,3.23,0.62,9.4,5
+6.4,0.37,0.25,1.9,0.07400000000000001,21.0,49.0,0.9974,3.57,0.62,9.8,6
+6.8,0.63,0.12,3.8,0.099,16.0,126.0,0.9969,3.28,0.61,9.5,5
+7.6,0.55,0.21,2.2,0.071,7.0,28.0,0.9964,3.28,0.55,9.7,5
+7.6,0.55,0.21,2.2,0.071,7.0,28.0,0.9964,3.28,0.55,9.7,5
+7.8,0.59,0.33,2.0,0.07400000000000001,24.0,120.0,0.9968,3.25,0.54,9.4,5
+7.3,0.58,0.3,2.4,0.07400000000000001,15.0,55.0,0.9968,3.46,0.59,10.2,5
+11.5,0.3,0.6,2.0,0.067,12.0,27.0,0.9981,3.11,0.97,10.1,6
+5.4,0.835,0.08,1.2,0.046,13.0,93.0,0.9924,3.57,0.85,13.0,7
+6.9,1.09,0.06,2.1,0.061,12.0,31.0,0.9948,3.51,0.43,11.4,4
+9.6,0.32,0.47,1.4,0.055999999999999994,9.0,24.0,0.99695,3.22,0.82,10.3,7
+8.8,0.37,0.48,2.1,0.09699999999999999,39.0,145.0,0.9975,3.04,1.03,9.3,5
+6.8,0.5,0.11,1.5,0.075,16.0,49.0,0.99545,3.36,0.79,9.5,5
+7.0,0.42,0.35,1.6,0.08800000000000001,16.0,39.0,0.9961,3.34,0.55,9.2,5
+7.0,0.43,0.36,1.6,0.08900000000000001,14.0,37.0,0.99615,3.34,0.56,9.2,6
+12.8,0.3,0.74,2.6,0.095,9.0,28.0,0.9994,3.2,0.77,10.8,7
+12.8,0.3,0.74,2.6,0.095,9.0,28.0,0.9994,3.2,0.77,10.8,7
+7.8,0.57,0.31,1.8,0.069,26.0,120.0,0.99625,3.29,0.53,9.3,5
+7.8,0.44,0.28,2.7,0.1,18.0,95.0,0.9966,3.22,0.67,9.4,5
+11.0,0.3,0.58,2.1,0.054000000000000006,7.0,19.0,0.998,3.31,0.88,10.5,7
+9.7,0.53,0.6,2.0,0.039,5.0,19.0,0.99585,3.3,0.86,12.4,6
+8.0,0.725,0.24,2.8,0.083,10.0,62.0,0.99685,3.35,0.56,10.0,6
+11.6,0.44,0.64,2.1,0.059000000000000004,5.0,15.0,0.998,3.21,0.67,10.2,6
+8.2,0.57,0.26,2.2,0.06,28.0,65.0,0.9959,3.3,0.43,10.1,5
+7.8,0.735,0.08,2.4,0.092,10.0,41.0,0.9974,3.24,0.71,9.8,6
+7.0,0.49,0.49,5.6,0.06,26.0,121.0,0.9974,3.34,0.76,10.5,5
+8.7,0.625,0.16,2.0,0.10099999999999999,13.0,49.0,0.9962,3.14,0.57,11.0,5
+8.1,0.725,0.22,2.2,0.07200000000000001,11.0,41.0,0.9967,3.36,0.55,9.1,5
+7.5,0.49,0.19,1.9,0.076,10.0,44.0,0.9957,3.39,0.54,9.7,5
+7.8,0.53,0.33,2.4,0.08,24.0,144.0,0.99655,3.3,0.6,9.5,5
+7.8,0.34,0.37,2.0,0.08199999999999999,24.0,58.0,0.9964,3.34,0.59,9.4,6
+7.4,0.53,0.26,2.0,0.10099999999999999,16.0,72.0,0.9957,3.15,0.57,9.4,5
+6.8,0.61,0.04,1.5,0.057,5.0,10.0,0.99525,3.42,0.6,9.5,5
+8.6,0.645,0.25,2.0,0.083,8.0,28.0,0.99815,3.28,0.6,10.0,6
+8.4,0.635,0.36,2.0,0.08900000000000001,15.0,55.0,0.99745,3.31,0.57,10.4,4
+7.7,0.43,0.25,2.6,0.073,29.0,63.0,0.99615,3.37,0.58,10.5,6
+8.9,0.59,0.5,2.0,0.337,27.0,81.0,0.9964,3.04,1.61,9.5,6
+9.0,0.82,0.14,2.6,0.08900000000000001,9.0,23.0,0.9984,3.39,0.63,9.8,5
+7.7,0.43,0.25,2.6,0.073,29.0,63.0,0.99615,3.37,0.58,10.5,6
+6.9,0.52,0.25,2.6,0.081,10.0,37.0,0.99685,3.46,0.5,11.0,5
+5.2,0.48,0.04,1.6,0.054000000000000006,19.0,106.0,0.9927,3.54,0.62,12.2,7
+8.0,0.38,0.06,1.8,0.078,12.0,49.0,0.99625,3.37,0.52,9.9,6
+8.5,0.37,0.2,2.8,0.09,18.0,58.0,0.998,3.34,0.7,9.6,6
+6.9,0.52,0.25,2.6,0.081,10.0,37.0,0.99685,3.46,0.5,11.0,5
+8.2,1.0,0.09,2.3,0.065,7.0,37.0,0.99685,3.32,0.55,9.0,6
+7.2,0.63,0.0,1.9,0.09699999999999999,14.0,38.0,0.99675,3.37,0.58,9.0,6
+7.2,0.63,0.0,1.9,0.09699999999999999,14.0,38.0,0.99675,3.37,0.58,9.0,6
+7.2,0.645,0.0,1.9,0.09699999999999999,15.0,39.0,0.99675,3.37,0.58,9.2,6
+7.2,0.63,0.0,1.9,0.09699999999999999,14.0,38.0,0.99675,3.37,0.58,9.0,6
+8.2,1.0,0.09,2.3,0.065,7.0,37.0,0.99685,3.32,0.55,9.0,6
+8.9,0.635,0.37,1.7,0.263,5.0,62.0,0.9971,3.0,1.09,9.3,5
+12.0,0.38,0.56,2.1,0.09300000000000001,6.0,24.0,0.99925,3.14,0.71,10.9,6
+7.7,0.58,0.1,1.8,0.102,28.0,109.0,0.99565,3.08,0.49,9.8,6
+15.0,0.21,0.44,2.2,0.075,10.0,24.0,1.00005,3.07,0.84,9.2,7
+15.0,0.21,0.44,2.2,0.075,10.0,24.0,1.00005,3.07,0.84,9.2,7
+7.3,0.66,0.0,2.0,0.084,6.0,23.0,0.9983,3.61,0.96,9.9,6
+7.1,0.68,0.07,1.9,0.075,16.0,51.0,0.99685,3.38,0.52,9.5,5
+8.2,0.6,0.17,2.3,0.07200000000000001,11.0,73.0,0.9963,3.2,0.45,9.3,5
+7.7,0.53,0.06,1.7,0.07400000000000001,9.0,39.0,0.99615,3.35,0.48,9.8,6
+7.3,0.66,0.0,2.0,0.084,6.0,23.0,0.9983,3.61,0.96,9.9,6
+10.8,0.32,0.44,1.6,0.063,16.0,37.0,0.9985,3.22,0.78,10.0,6
+7.1,0.6,0.0,1.8,0.07400000000000001,16.0,34.0,0.9972,3.47,0.7,9.9,6
+11.1,0.35,0.48,3.1,0.09,5.0,21.0,0.9986,3.17,0.53,10.5,5
+7.7,0.775,0.42,1.9,0.092,8.0,86.0,0.9959,3.23,0.59,9.5,5
+7.1,0.6,0.0,1.8,0.07400000000000001,16.0,34.0,0.9972,3.47,0.7,9.9,6
+8.0,0.57,0.23,3.2,0.073,17.0,119.0,0.99675,3.26,0.57,9.3,5
+9.4,0.34,0.37,2.2,0.075,5.0,13.0,0.998,3.22,0.62,9.2,5
+6.6,0.695,0.0,2.1,0.075,12.0,56.0,0.9968,3.49,0.67,9.2,5
+7.7,0.41,0.76,1.8,0.611,8.0,45.0,0.9968,3.06,1.26,9.4,5
+10.0,0.31,0.47,2.6,0.085,14.0,33.0,0.99965,3.36,0.8,10.5,7
+7.9,0.33,0.23,1.7,0.077,18.0,45.0,0.99625,3.29,0.65,9.3,5
+7.0,0.975,0.04,2.0,0.087,12.0,67.0,0.99565,3.35,0.6,9.4,4
+8.0,0.52,0.03,1.7,0.07,10.0,35.0,0.99575,3.34,0.57,10.0,5
+7.9,0.37,0.23,1.8,0.077,23.0,49.0,0.9963,3.28,0.67,9.3,5
+12.5,0.56,0.49,2.4,0.064,5.0,27.0,0.9999,3.08,0.87,10.9,5
+11.8,0.26,0.52,1.8,0.071,6.0,10.0,0.9968,3.2,0.72,10.2,7
+8.1,0.87,0.0,3.3,0.096,26.0,61.0,1.00025,3.6,0.72,9.8,4
+7.9,0.35,0.46,3.6,0.078,15.0,37.0,0.9973,3.35,0.86,12.8,8
+6.9,0.54,0.04,3.0,0.077,7.0,27.0,0.9987,3.69,0.91,9.4,6
+11.5,0.18,0.51,4.0,0.10400000000000001,4.0,23.0,0.9996,3.28,0.97,10.1,6
+7.9,0.545,0.06,4.0,0.087,27.0,61.0,0.9965,3.36,0.67,10.7,6
+11.5,0.18,0.51,4.0,0.10400000000000001,4.0,23.0,0.9996,3.28,0.97,10.1,6
+10.9,0.37,0.58,4.0,0.071,17.0,65.0,0.99935,3.22,0.78,10.1,5
+8.4,0.715,0.2,2.4,0.076,10.0,38.0,0.99735,3.31,0.64,9.4,5
+7.5,0.65,0.18,7.0,0.08800000000000001,27.0,94.0,0.99915,3.38,0.77,9.4,5
+7.9,0.545,0.06,4.0,0.087,27.0,61.0,0.9965,3.36,0.67,10.7,6
+6.9,0.54,0.04,3.0,0.077,7.0,27.0,0.9987,3.69,0.91,9.4,6
+11.5,0.18,0.51,4.0,0.10400000000000001,4.0,23.0,0.9996,3.28,0.97,10.1,6
+10.3,0.32,0.45,6.4,0.073,5.0,13.0,0.9976,3.23,0.82,12.6,8
+8.9,0.4,0.32,5.6,0.087,10.0,47.0,0.9991,3.38,0.77,10.5,7
+11.4,0.26,0.44,3.6,0.071,6.0,19.0,0.9986,3.12,0.82,9.3,6
+7.7,0.27,0.68,3.5,0.358,5.0,10.0,0.9972,3.25,1.08,9.9,7
+7.6,0.52,0.12,3.0,0.067,12.0,53.0,0.9971,3.36,0.57,9.1,5
+8.9,0.4,0.32,5.6,0.087,10.0,47.0,0.9991,3.38,0.77,10.5,7
+9.9,0.59,0.07,3.4,0.102,32.0,71.0,1.00015,3.31,0.71,9.8,5
+9.9,0.59,0.07,3.4,0.102,32.0,71.0,1.00015,3.31,0.71,9.8,5
+12.0,0.45,0.55,2.0,0.073,25.0,49.0,0.9997,3.1,0.76,10.3,6
+7.5,0.4,0.12,3.0,0.092,29.0,53.0,0.9967,3.37,0.7,10.3,6
+8.7,0.52,0.09,2.5,0.091,20.0,49.0,0.9976,3.34,0.86,10.6,7
+11.6,0.42,0.53,3.3,0.105,33.0,98.0,1.001,3.2,0.95,9.2,5
+8.7,0.52,0.09,2.5,0.091,20.0,49.0,0.9976,3.34,0.86,10.6,7
+11.0,0.2,0.48,2.0,0.34299999999999997,6.0,18.0,0.9979,3.3,0.71,10.5,5
+10.4,0.55,0.23,2.7,0.091,18.0,48.0,0.9994,3.22,0.64,10.3,6
+6.9,0.36,0.25,2.4,0.098,5.0,16.0,0.9964,3.41,0.6,10.1,6
+13.3,0.34,0.52,3.2,0.094,17.0,53.0,1.0014,3.05,0.81,9.5,6
+10.8,0.5,0.46,2.5,0.073,5.0,27.0,1.0001,3.05,0.64,9.5,5
+10.6,0.83,0.37,2.6,0.086,26.0,70.0,0.9981,3.16,0.52,9.9,5
+7.1,0.63,0.06,2.0,0.083,8.0,29.0,0.99855,3.67,0.73,9.6,5
+7.2,0.65,0.02,2.3,0.094,5.0,31.0,0.9993,3.67,0.8,9.7,5
+6.9,0.67,0.06,2.1,0.08,8.0,33.0,0.99845,3.68,0.71,9.6,5
+7.5,0.53,0.06,2.6,0.086,20.0,44.0,0.9965,3.38,0.59,10.7,6
+11.1,0.18,0.48,1.5,0.068,7.0,15.0,0.9973,3.22,0.64,10.1,6
+8.3,0.705,0.12,2.6,0.092,12.0,28.0,0.9994,3.51,0.72,10.0,5
+7.4,0.67,0.12,1.6,0.18600000000000003,5.0,21.0,0.996,3.39,0.54,9.5,5
+8.4,0.65,0.6,2.1,0.11199999999999999,12.0,90.0,0.9973,3.2,0.52,9.2,5
+10.3,0.53,0.48,2.5,0.063,6.0,25.0,0.9998,3.12,0.59,9.3,6
+7.6,0.62,0.32,2.2,0.08199999999999999,7.0,54.0,0.9966,3.36,0.52,9.4,5
+10.3,0.41,0.42,2.4,0.213,6.0,14.0,0.9994,3.19,0.62,9.5,6
+10.3,0.43,0.44,2.4,0.214,5.0,12.0,0.9994,3.19,0.63,9.5,6
+7.4,0.29,0.38,1.7,0.062,9.0,30.0,0.9968,3.41,0.53,9.5,6
+10.3,0.53,0.48,2.5,0.063,6.0,25.0,0.9998,3.12,0.59,9.3,6
+7.9,0.53,0.24,2.0,0.07200000000000001,15.0,105.0,0.996,3.27,0.54,9.4,6
+9.0,0.46,0.31,2.8,0.09300000000000001,19.0,98.0,0.99815,3.32,0.63,9.5,6
+8.6,0.47,0.3,3.0,0.076,30.0,135.0,0.9976,3.3,0.53,9.4,5
+7.4,0.36,0.29,2.6,0.087,26.0,72.0,0.99645,3.39,0.68,11.0,5
+7.1,0.35,0.29,2.5,0.096,20.0,53.0,0.9962,3.42,0.65,11.0,6
+9.6,0.56,0.23,3.4,0.102,37.0,92.0,0.9996,3.3,0.65,10.1,5
+9.6,0.77,0.12,2.9,0.08199999999999999,30.0,74.0,0.99865,3.3,0.64,10.4,6
+9.8,0.66,0.39,3.2,0.083,21.0,59.0,0.9989,3.37,0.71,11.5,7
+9.6,0.77,0.12,2.9,0.08199999999999999,30.0,74.0,0.99865,3.3,0.64,10.4,6
+9.8,0.66,0.39,3.2,0.083,21.0,59.0,0.9989,3.37,0.71,11.5,7
+9.3,0.61,0.26,3.4,0.09,25.0,87.0,0.99975,3.24,0.62,9.7,5
+7.8,0.62,0.05,2.3,0.079,6.0,18.0,0.99735,3.29,0.63,9.3,5
+10.3,0.59,0.42,2.8,0.09,35.0,73.0,0.9990000000000001,3.28,0.7,9.5,6
+10.0,0.49,0.2,11.0,0.071,13.0,50.0,1.0015,3.16,0.69,9.2,6
+10.0,0.49,0.2,11.0,0.071,13.0,50.0,1.0015,3.16,0.69,9.2,6
+11.6,0.53,0.66,3.65,0.121,6.0,14.0,0.9978,3.05,0.74,11.5,7
+10.3,0.44,0.5,4.5,0.107,5.0,13.0,0.998,3.28,0.83,11.5,5
+13.4,0.27,0.62,2.6,0.08199999999999999,6.0,21.0,1.0002,3.16,0.67,9.7,6
+10.7,0.46,0.39,2.0,0.061,7.0,15.0,0.9981,3.18,0.62,9.5,5
+10.2,0.36,0.64,2.9,0.122,10.0,41.0,0.998,3.23,0.66,12.5,6
+10.2,0.36,0.64,2.9,0.122,10.0,41.0,0.998,3.23,0.66,12.5,6
+8.0,0.58,0.28,3.2,0.066,21.0,114.0,0.9973,3.22,0.54,9.4,6
+8.4,0.56,0.08,2.1,0.105,16.0,44.0,0.9958,3.13,0.52,11.0,5
+7.9,0.65,0.01,2.5,0.078,17.0,38.0,0.9963,3.34,0.74,11.7,7
+11.9,0.695,0.53,3.4,0.128,7.0,21.0,0.9992,3.17,0.84,12.2,7
+8.9,0.43,0.45,1.9,0.052000000000000005,6.0,16.0,0.9948,3.35,0.7,12.5,6
+7.8,0.43,0.32,2.8,0.08,29.0,58.0,0.9974,3.31,0.64,10.3,5
+12.4,0.49,0.58,3.0,0.10300000000000001,28.0,99.0,1.0008,3.16,1.0,11.5,6
+12.5,0.28,0.54,2.3,0.08199999999999999,12.0,29.0,0.9997,3.11,1.36,9.8,7
+12.2,0.34,0.5,2.4,0.066,10.0,21.0,1.0,3.12,1.18,9.2,6
+10.6,0.42,0.48,2.7,0.065,5.0,18.0,0.9972,3.21,0.87,11.3,6
+10.9,0.39,0.47,1.8,0.11800000000000001,6.0,14.0,0.9982,3.3,0.75,9.8,6
+10.9,0.39,0.47,1.8,0.11800000000000001,6.0,14.0,0.9982,3.3,0.75,9.8,6
+11.9,0.57,0.5,2.6,0.08199999999999999,6.0,32.0,1.0006,3.12,0.78,10.7,6
+7.0,0.685,0.0,1.9,0.067,40.0,63.0,0.9979,3.6,0.81,9.9,5
+6.6,0.815,0.02,2.7,0.07200000000000001,17.0,34.0,0.9955,3.58,0.89,12.3,7
+13.8,0.49,0.67,3.0,0.09300000000000001,6.0,15.0,0.9986,3.02,0.93,12.0,6
+9.6,0.56,0.31,2.8,0.08900000000000001,15.0,46.0,0.9979,3.11,0.92,10.0,6
+9.1,0.785,0.0,2.6,0.09300000000000001,11.0,28.0,0.9994,3.36,0.86,9.4,6
+10.7,0.67,0.22,2.7,0.107,17.0,34.0,1.0004,3.28,0.98,9.9,6
+9.1,0.795,0.0,2.6,0.096,11.0,26.0,0.9994,3.35,0.83,9.4,6
+7.7,0.665,0.0,2.4,0.09,8.0,19.0,0.9974,3.27,0.73,9.3,5
+13.5,0.53,0.79,4.8,0.12,23.0,77.0,1.0018,3.18,0.77,13.0,5
+6.1,0.21,0.4,1.4,0.066,40.5,165.0,0.9912,3.25,0.59,11.9,6
+6.7,0.75,0.01,2.4,0.078,17.0,32.0,0.9955,3.55,0.61,12.8,6
+11.5,0.41,0.52,3.0,0.08,29.0,55.0,1.0001,3.26,0.88,11.0,5
+10.5,0.42,0.66,2.95,0.11599999999999999,12.0,29.0,0.997,3.24,0.75,11.7,7
+11.9,0.43,0.66,3.1,0.109,10.0,23.0,1.0,3.15,0.85,10.4,7
+12.6,0.38,0.66,2.6,0.08800000000000001,10.0,41.0,1.001,3.17,0.68,9.8,6
+8.2,0.7,0.23,2.0,0.099,14.0,81.0,0.9973,3.19,0.7,9.4,5
+8.6,0.45,0.31,2.6,0.086,21.0,50.0,0.9982,3.37,0.91,9.9,6
+11.9,0.58,0.66,2.5,0.07200000000000001,6.0,37.0,0.9992,3.05,0.56,10.0,5
+12.5,0.46,0.63,2.0,0.071,6.0,15.0,0.9988,2.99,0.87,10.2,5
+12.8,0.615,0.66,5.8,0.083,7.0,42.0,1.0022,3.07,0.73,10.0,7
+10.0,0.42,0.5,3.4,0.107,7.0,21.0,0.9979,3.26,0.93,11.8,6
+12.8,0.615,0.66,5.8,0.083,7.0,42.0,1.0022,3.07,0.73,10.0,7
+10.4,0.575,0.61,2.6,0.076,11.0,24.0,1.0,3.16,0.69,9.0,5
+10.3,0.34,0.52,2.8,0.159,15.0,75.0,0.9998,3.18,0.64,9.4,5
+9.4,0.27,0.53,2.4,0.07400000000000001,6.0,18.0,0.9962,3.2,1.13,12.0,7
+6.9,0.765,0.02,2.3,0.063,35.0,63.0,0.9975,3.57,0.78,9.9,5
+7.9,0.24,0.4,1.6,0.055999999999999994,11.0,25.0,0.9967,3.32,0.87,8.7,6
+9.1,0.28,0.48,1.8,0.067,26.0,46.0,0.9967,3.32,1.04,10.6,6
+7.4,0.55,0.22,2.2,0.106,12.0,72.0,0.9959,3.05,0.63,9.2,5
+14.0,0.41,0.63,3.8,0.08900000000000001,6.0,47.0,1.0014,3.01,0.81,10.8,6
+11.5,0.54,0.71,4.4,0.124,6.0,15.0,0.9984,3.01,0.83,11.8,7
+11.5,0.45,0.5,3.0,0.078,19.0,47.0,1.0003,3.26,1.11,11.0,6
+9.4,0.27,0.53,2.4,0.07400000000000001,6.0,18.0,0.9962,3.2,1.13,12.0,7
+11.4,0.625,0.66,6.2,0.08800000000000001,6.0,24.0,0.9988,3.11,0.99,13.3,6
+8.3,0.42,0.38,2.5,0.094,24.0,60.0,0.9979,3.31,0.7,10.8,6
+8.3,0.26,0.42,2.0,0.08,11.0,27.0,0.9974,3.21,0.8,9.4,6
+13.7,0.415,0.68,2.9,0.085,17.0,43.0,1.0014,3.06,0.8,10.0,6
+8.3,0.26,0.42,2.0,0.08,11.0,27.0,0.9974,3.21,0.8,9.4,6
+8.3,0.26,0.42,2.0,0.08,11.0,27.0,0.9974,3.21,0.8,9.4,6
+7.7,0.51,0.28,2.1,0.087,23.0,54.0,0.998,3.42,0.74,9.2,5
+7.4,0.63,0.07,2.4,0.09,11.0,37.0,0.9979,3.43,0.76,9.7,6
+7.8,0.54,0.26,2.0,0.08800000000000001,23.0,48.0,0.9981,3.41,0.74,9.2,6
+8.3,0.66,0.15,1.9,0.079,17.0,42.0,0.9972,3.31,0.54,9.6,6
+7.8,0.46,0.26,1.9,0.08800000000000001,23.0,53.0,0.9981,3.43,0.74,9.2,6
+9.6,0.38,0.31,2.5,0.096,16.0,49.0,0.9982,3.19,0.7,10.0,7
+5.6,0.85,0.05,1.4,0.045,12.0,88.0,0.9924,3.56,0.82,12.9,8
+13.7,0.415,0.68,2.9,0.085,17.0,43.0,1.0014,3.06,0.8,10.0,6
+9.5,0.37,0.52,2.0,0.08199999999999999,6.0,26.0,0.998,3.18,0.51,9.5,5
+8.4,0.665,0.61,2.0,0.11199999999999999,13.0,95.0,0.997,3.16,0.54,9.1,5
+12.7,0.6,0.65,2.3,0.063,6.0,25.0,0.9997,3.03,0.57,9.9,5
+12.0,0.37,0.76,4.2,0.066,7.0,38.0,1.0004,3.22,0.6,13.0,7
+6.6,0.735,0.02,7.9,0.122,68.0,124.0,0.9994,3.47,0.53,9.9,5
+11.5,0.59,0.59,2.6,0.087,13.0,49.0,0.9988,3.18,0.65,11.0,6
+11.5,0.59,0.59,2.6,0.087,13.0,49.0,0.9988,3.18,0.65,11.0,6
+8.7,0.765,0.22,2.3,0.064,9.0,42.0,0.9963,3.1,0.55,9.4,5
+6.6,0.735,0.02,7.9,0.122,68.0,124.0,0.9994,3.47,0.53,9.9,5
+7.7,0.26,0.3,1.7,0.059000000000000004,20.0,38.0,0.9949,3.29,0.47,10.8,6
+12.2,0.48,0.54,2.6,0.085,19.0,64.0,1.0,3.1,0.61,10.5,6
+11.4,0.6,0.49,2.7,0.085,10.0,41.0,0.9994,3.15,0.63,10.5,6
+7.7,0.69,0.05,2.7,0.075,15.0,27.0,0.9974,3.26,0.61,9.1,5
+8.7,0.31,0.46,1.4,0.059000000000000004,11.0,25.0,0.9966,3.36,0.76,10.1,6
+9.8,0.44,0.47,2.5,0.063,9.0,28.0,0.9981,3.24,0.65,10.8,6
+12.0,0.39,0.66,3.0,0.09300000000000001,12.0,30.0,0.9996,3.18,0.63,10.8,7
+10.4,0.34,0.58,3.7,0.174,6.0,16.0,0.997,3.19,0.7,11.3,6
+12.5,0.46,0.49,4.5,0.07,26.0,49.0,0.9981,3.05,0.57,9.6,4
+9.0,0.43,0.34,2.5,0.08,26.0,86.0,0.9987,3.38,0.62,9.5,6
+9.1,0.45,0.35,2.4,0.08,23.0,78.0,0.9987,3.38,0.62,9.5,5
+7.1,0.735,0.16,1.9,0.1,15.0,77.0,0.9966,3.27,0.64,9.3,5
+9.9,0.4,0.53,6.7,0.09699999999999999,6.0,19.0,0.9986,3.27,0.82,11.7,7
+8.8,0.52,0.34,2.7,0.087,24.0,122.0,0.9982,3.26,0.61,9.5,5
+8.6,0.725,0.24,6.6,0.11699999999999999,31.0,134.0,1.0014,3.32,1.07,9.3,5
+10.6,0.48,0.64,2.2,0.111,6.0,20.0,0.997,3.26,0.66,11.7,6
+7.0,0.58,0.12,1.9,0.091,34.0,124.0,0.9956,3.44,0.48,10.5,5
+11.9,0.38,0.51,2.0,0.121,7.0,20.0,0.9996,3.24,0.76,10.4,6
+6.8,0.77,0.0,1.8,0.066,34.0,52.0,0.9976,3.62,0.68,9.9,5
+9.5,0.56,0.33,2.4,0.08900000000000001,35.0,67.0,0.9972,3.28,0.73,11.8,7
+6.6,0.84,0.03,2.3,0.059000000000000004,32.0,48.0,0.9952,3.52,0.56,12.3,7
+7.7,0.96,0.2,2.0,0.047,15.0,60.0,0.9955,3.36,0.44,10.9,5
+10.5,0.24,0.47,2.1,0.066,6.0,24.0,0.9978,3.15,0.9,11.0,7
+7.7,0.96,0.2,2.0,0.047,15.0,60.0,0.9955,3.36,0.44,10.9,5
+6.6,0.84,0.03,2.3,0.059000000000000004,32.0,48.0,0.9952,3.52,0.56,12.3,7
+6.4,0.67,0.08,2.1,0.045,19.0,48.0,0.9949,3.49,0.49,11.4,6
+9.5,0.78,0.22,1.9,0.077,6.0,32.0,0.9988,3.26,0.56,10.6,6
+9.1,0.52,0.33,1.3,0.07,9.0,30.0,0.9978,3.24,0.6,9.3,5
+12.8,0.84,0.63,2.4,0.08800000000000001,13.0,35.0,0.9997,3.1,0.6,10.4,6
+10.5,0.24,0.47,2.1,0.066,6.0,24.0,0.9978,3.15,0.9,11.0,7
+7.8,0.55,0.35,2.2,0.07400000000000001,21.0,66.0,0.9974,3.25,0.56,9.2,5
+11.9,0.37,0.69,2.3,0.078,12.0,24.0,0.9958,3.0,0.65,12.8,6
+12.3,0.39,0.63,2.3,0.091,6.0,18.0,1.0004,3.16,0.49,9.5,5
+10.4,0.41,0.55,3.2,0.076,22.0,54.0,0.9996,3.15,0.89,9.9,6
+12.3,0.39,0.63,2.3,0.091,6.0,18.0,1.0004,3.16,0.49,9.5,5
+8.0,0.67,0.3,2.0,0.06,38.0,62.0,0.9958,3.26,0.56,10.2,6
+11.1,0.45,0.73,3.2,0.066,6.0,22.0,0.9986,3.17,0.66,11.2,6
+10.4,0.41,0.55,3.2,0.076,22.0,54.0,0.9996,3.15,0.89,9.9,6
+7.0,0.62,0.18,1.5,0.062,7.0,50.0,0.9951,3.08,0.6,9.3,5
+12.6,0.31,0.72,2.2,0.07200000000000001,6.0,29.0,0.9987,2.88,0.82,9.8,8
+11.9,0.4,0.65,2.15,0.068,7.0,27.0,0.9988,3.06,0.68,11.3,6
+15.6,0.685,0.76,3.7,0.1,6.0,43.0,1.0032,2.95,0.68,11.2,7
+10.0,0.44,0.49,2.7,0.077,11.0,19.0,0.9963,3.23,0.63,11.6,7
+5.3,0.57,0.01,1.7,0.054000000000000006,5.0,27.0,0.9934,3.57,0.84,12.5,7
+9.5,0.735,0.1,2.1,0.079,6.0,31.0,0.9986,3.23,0.56,10.1,6
+12.5,0.38,0.6,2.6,0.081,31.0,72.0,0.9996,3.1,0.73,10.5,5
+9.3,0.48,0.29,2.1,0.127,6.0,16.0,0.9968,3.22,0.72,11.2,5
+8.6,0.53,0.22,2.0,0.1,7.0,27.0,0.9967,3.2,0.56,10.2,6
+11.9,0.39,0.69,2.8,0.095,17.0,35.0,0.9994,3.1,0.61,10.8,6
+11.9,0.39,0.69,2.8,0.095,17.0,35.0,0.9994,3.1,0.61,10.8,6
+8.4,0.37,0.53,1.8,0.413,9.0,26.0,0.9979,3.06,1.06,9.1,6
+6.8,0.56,0.03,1.7,0.084,18.0,35.0,0.9968,3.44,0.63,10.0,6
+10.4,0.33,0.63,2.8,0.084,5.0,22.0,0.9998,3.26,0.74,11.2,7
+7.0,0.23,0.4,1.6,0.063,21.0,67.0,0.9952,3.5,0.63,11.1,5
+11.3,0.62,0.67,5.2,0.086,6.0,19.0,0.9988,3.22,0.69,13.4,8
+8.9,0.59,0.39,2.3,0.095,5.0,22.0,0.9986,3.37,0.58,10.3,5
+9.2,0.63,0.21,2.7,0.09699999999999999,29.0,65.0,0.9988,3.28,0.58,9.6,5
+10.4,0.33,0.63,2.8,0.084,5.0,22.0,0.9998,3.26,0.74,11.2,7
+11.6,0.58,0.66,2.2,0.07400000000000001,10.0,47.0,1.0008,3.25,0.57,9.0,3
+9.2,0.43,0.52,2.3,0.083,14.0,23.0,0.9976,3.35,0.61,11.3,6
+8.3,0.615,0.22,2.6,0.087,6.0,19.0,0.9982,3.26,0.61,9.3,5
+11.0,0.26,0.68,2.55,0.085,10.0,25.0,0.997,3.18,0.61,11.8,5
+8.1,0.66,0.7,2.2,0.098,25.0,129.0,0.9972,3.08,0.53,9.0,5
+11.5,0.315,0.54,2.1,0.084,5.0,15.0,0.9987,2.98,0.7,9.2,6
+10.0,0.29,0.4,2.9,0.098,10.0,26.0,1.0006,3.48,0.91,9.7,5
+10.3,0.5,0.42,2.0,0.069,21.0,51.0,0.9982,3.16,0.72,11.5,6
+8.8,0.46,0.45,2.6,0.065,7.0,18.0,0.9947,3.32,0.79,14.0,6
+11.4,0.36,0.69,2.1,0.09,6.0,21.0,1.0,3.17,0.62,9.2,6
+8.7,0.82,0.02,1.2,0.07,36.0,48.0,0.9952,3.2,0.58,9.8,5
+13.0,0.32,0.65,2.6,0.09300000000000001,15.0,47.0,0.9996,3.05,0.61,10.6,5
+9.6,0.54,0.42,2.4,0.081,25.0,52.0,0.997,3.2,0.71,11.4,6
+12.5,0.37,0.55,2.6,0.083,25.0,68.0,0.9995,3.15,0.82,10.4,6
+9.9,0.35,0.55,2.1,0.062,5.0,14.0,0.9971,3.26,0.79,10.6,5
+10.5,0.28,0.51,1.7,0.08,10.0,24.0,0.9982,3.2,0.89,9.4,6
+9.6,0.68,0.24,2.2,0.087,5.0,28.0,0.9988,3.14,0.6,10.2,5
+9.3,0.27,0.41,2.0,0.091,6.0,16.0,0.998,3.28,0.7,9.7,5
+10.4,0.24,0.49,1.8,0.075,6.0,20.0,0.9977,3.18,1.06,11.0,6
+9.6,0.68,0.24,2.2,0.087,5.0,28.0,0.9988,3.14,0.6,10.2,5
+9.4,0.685,0.11,2.7,0.077,6.0,31.0,0.9984,3.19,0.7,10.1,6
+10.6,0.28,0.39,15.5,0.069,6.0,23.0,1.0026,3.12,0.66,9.2,5
+9.4,0.3,0.56,2.8,0.08,6.0,17.0,0.9964,3.15,0.92,11.7,8
+10.6,0.36,0.59,2.2,0.152,6.0,18.0,0.9986,3.04,1.05,9.4,5
+10.6,0.36,0.6,2.2,0.152,7.0,18.0,0.9986,3.04,1.06,9.4,5
+10.6,0.44,0.68,4.1,0.114,6.0,24.0,0.997,3.06,0.66,13.4,6
+10.2,0.67,0.39,1.9,0.054000000000000006,6.0,17.0,0.9976,3.17,0.47,10.0,5
+10.2,0.67,0.39,1.9,0.054000000000000006,6.0,17.0,0.9976,3.17,0.47,10.0,5
+10.2,0.645,0.36,1.8,0.053,5.0,14.0,0.9982,3.17,0.42,10.0,6
+11.6,0.32,0.55,2.8,0.081,35.0,67.0,1.0002,3.32,0.92,10.8,7
+9.3,0.39,0.4,2.6,0.073,10.0,26.0,0.9984,3.34,0.75,10.2,6
+9.3,0.775,0.27,2.8,0.078,24.0,56.0,0.9984,3.31,0.67,10.6,6
+9.2,0.41,0.5,2.5,0.055,12.0,25.0,0.9952,3.34,0.79,13.3,7
+8.9,0.4,0.51,2.6,0.052000000000000005,13.0,27.0,0.995,3.32,0.9,13.4,7
+8.7,0.69,0.31,3.0,0.086,23.0,81.0,1.0002,3.48,0.74,11.6,6
+6.5,0.39,0.23,8.3,0.051,28.0,91.0,0.9952,3.44,0.55,12.1,6
+10.7,0.35,0.53,2.6,0.07,5.0,16.0,0.9972,3.15,0.65,11.0,8
+7.8,0.52,0.25,1.9,0.081,14.0,38.0,0.9984,3.43,0.65,9.0,6
+7.2,0.34,0.32,2.5,0.09,43.0,113.0,0.9966,3.32,0.79,11.1,5
+10.7,0.35,0.53,2.6,0.07,5.0,16.0,0.9972,3.15,0.65,11.0,8
+8.7,0.69,0.31,3.0,0.086,23.0,81.0,1.0002,3.48,0.74,11.6,6
+7.8,0.52,0.25,1.9,0.081,14.0,38.0,0.9984,3.43,0.65,9.0,6
+10.4,0.44,0.73,6.55,0.07400000000000001,38.0,76.0,0.9990000000000001,3.17,0.85,12.0,7
+10.4,0.44,0.73,6.55,0.07400000000000001,38.0,76.0,0.9990000000000001,3.17,0.85,12.0,7
+10.5,0.26,0.47,1.9,0.078,6.0,24.0,0.9976,3.18,1.04,10.9,7
+10.5,0.24,0.42,1.8,0.077,6.0,22.0,0.9976,3.21,1.05,10.8,7
+10.2,0.49,0.63,2.9,0.07200000000000001,10.0,26.0,0.9968,3.16,0.78,12.5,7
+10.4,0.24,0.46,1.8,0.075,6.0,21.0,0.9976,3.25,1.02,10.8,7
+11.2,0.67,0.55,2.3,0.084,6.0,13.0,1.0,3.17,0.71,9.5,6
+10.0,0.59,0.31,2.2,0.09,26.0,62.0,0.9994,3.18,0.63,10.2,6
+13.3,0.29,0.75,2.8,0.084,23.0,43.0,0.9986,3.04,0.68,11.4,7
+12.4,0.42,0.49,4.6,0.073,19.0,43.0,0.9978,3.02,0.61,9.5,5
+10.0,0.59,0.31,2.2,0.09,26.0,62.0,0.9994,3.18,0.63,10.2,6
+10.7,0.4,0.48,2.1,0.125,15.0,49.0,0.998,3.03,0.81,9.7,6
+10.5,0.51,0.64,2.4,0.107,6.0,15.0,0.9973,3.09,0.66,11.8,7
+10.5,0.51,0.64,2.4,0.107,6.0,15.0,0.9973,3.09,0.66,11.8,7
+8.5,0.655,0.49,6.1,0.122,34.0,151.0,1.001,3.31,1.14,9.3,5
+12.5,0.6,0.49,4.3,0.1,5.0,14.0,1.001,3.25,0.74,11.9,6
+10.4,0.61,0.49,2.1,0.2,5.0,16.0,0.9994,3.16,0.63,8.4,3
+10.9,0.21,0.49,2.8,0.08800000000000001,11.0,32.0,0.9972,3.22,0.68,11.7,6
+7.3,0.365,0.49,2.5,0.08800000000000001,39.0,106.0,0.9966,3.36,0.78,11.0,5
+9.8,0.25,0.49,2.7,0.08800000000000001,15.0,33.0,0.9982,3.42,0.9,10.0,6
+7.6,0.41,0.49,2.0,0.08800000000000001,16.0,43.0,0.998,3.48,0.64,9.1,5
+8.2,0.39,0.49,2.3,0.099,47.0,133.0,0.9979,3.38,0.99,9.8,5
+9.3,0.4,0.49,2.5,0.085,38.0,142.0,0.9978,3.22,0.55,9.4,5
+9.2,0.43,0.49,2.4,0.086,23.0,116.0,0.9976,3.23,0.64,9.5,5
+10.4,0.64,0.24,2.8,0.105,29.0,53.0,0.9998,3.24,0.67,9.9,5
+7.3,0.365,0.49,2.5,0.08800000000000001,39.0,106.0,0.9966,3.36,0.78,11.0,5
+7.0,0.38,0.49,2.5,0.09699999999999999,33.0,85.0,0.9962,3.39,0.77,11.4,6
+8.2,0.42,0.49,2.6,0.084,32.0,55.0,0.9988,3.34,0.75,8.7,6
+9.9,0.63,0.24,2.4,0.077,6.0,33.0,0.9974,3.09,0.57,9.4,5
+9.1,0.22,0.24,2.1,0.078,1.0,28.0,0.9990000000000001,3.41,0.87,10.3,6
+11.9,0.38,0.49,2.7,0.098,12.0,42.0,1.0004,3.16,0.61,10.3,5
+11.9,0.38,0.49,2.7,0.098,12.0,42.0,1.0004,3.16,0.61,10.3,5
+10.3,0.27,0.24,2.1,0.07200000000000001,15.0,33.0,0.9956,3.22,0.66,12.8,6
+10.0,0.48,0.24,2.7,0.102,13.0,32.0,1.0,3.28,0.56,10.0,6
+9.1,0.22,0.24,2.1,0.078,1.0,28.0,0.9990000000000001,3.41,0.87,10.3,6
+9.9,0.63,0.24,2.4,0.077,6.0,33.0,0.9974,3.09,0.57,9.4,5
+8.1,0.825,0.24,2.1,0.084,5.0,13.0,0.9972,3.37,0.77,10.7,6
+12.9,0.35,0.49,5.8,0.066,5.0,35.0,1.0014,3.2,0.66,12.0,7
+11.2,0.5,0.74,5.15,0.1,5.0,17.0,0.9996,3.22,0.62,11.2,5
+9.2,0.59,0.24,3.3,0.10099999999999999,20.0,47.0,0.9988,3.26,0.67,9.6,5
+9.5,0.46,0.49,6.3,0.064,5.0,17.0,0.9988,3.21,0.73,11.0,6
+9.3,0.715,0.24,2.1,0.07,5.0,20.0,0.9966,3.12,0.59,9.9,5
+11.2,0.66,0.24,2.5,0.085,16.0,53.0,0.9993,3.06,0.72,11.0,6
+14.3,0.31,0.74,1.8,0.075,6.0,15.0,1.0008,2.86,0.79,8.4,6
+9.1,0.47,0.49,2.6,0.094,38.0,106.0,0.9982,3.08,0.59,9.1,5
+7.5,0.55,0.24,2.0,0.078,10.0,28.0,0.9983,3.45,0.78,9.5,6
+10.6,0.31,0.49,2.5,0.067,6.0,21.0,0.9987,3.26,0.86,10.7,6
+12.4,0.35,0.49,2.6,0.079,27.0,69.0,0.9994,3.12,0.75,10.4,6
+9.0,0.53,0.49,1.9,0.171,6.0,25.0,0.9975,3.27,0.61,9.4,6
+6.8,0.51,0.01,2.1,0.07400000000000001,9.0,25.0,0.9958,3.33,0.56,9.5,6
+9.4,0.43,0.24,2.8,0.092,14.0,45.0,0.998,3.19,0.73,10.0,6
+9.5,0.46,0.24,2.7,0.092,14.0,44.0,0.998,3.12,0.74,10.0,6
+5.0,1.04,0.24,1.6,0.05,32.0,96.0,0.9934,3.74,0.62,11.5,5
+15.5,0.645,0.49,4.2,0.095,10.0,23.0,1.00315,2.92,0.74,11.1,5
+15.5,0.645,0.49,4.2,0.095,10.0,23.0,1.00315,2.92,0.74,11.1,5
+10.9,0.53,0.49,4.6,0.11800000000000001,10.0,17.0,1.0002,3.07,0.56,11.7,6
+15.6,0.645,0.49,4.2,0.095,10.0,23.0,1.00315,2.92,0.74,11.1,5
+10.9,0.53,0.49,4.6,0.11800000000000001,10.0,17.0,1.0002,3.07,0.56,11.7,6
+13.0,0.47,0.49,4.3,0.085,6.0,47.0,1.0021,3.3,0.68,12.7,6
+12.7,0.6,0.49,2.8,0.075,5.0,19.0,0.9994,3.14,0.57,11.4,5
+9.0,0.44,0.49,2.4,0.078,26.0,121.0,0.9978,3.23,0.58,9.2,5
+9.0,0.54,0.49,2.9,0.094,41.0,110.0,0.9982,3.08,0.61,9.2,5
+7.6,0.29,0.49,2.7,0.092,25.0,60.0,0.9971,3.31,0.61,10.1,6
+13.0,0.47,0.49,4.3,0.085,6.0,47.0,1.0021,3.3,0.68,12.7,6
+12.7,0.6,0.49,2.8,0.075,5.0,19.0,0.9994,3.14,0.57,11.4,5
+8.7,0.7,0.24,2.5,0.226,5.0,15.0,0.9991,3.32,0.6,9.0,6
+8.7,0.7,0.24,2.5,0.226,5.0,15.0,0.9991,3.32,0.6,9.0,6
+9.8,0.5,0.49,2.6,0.25,5.0,20.0,0.9990000000000001,3.31,0.79,10.7,6
+6.2,0.36,0.24,2.2,0.095,19.0,42.0,0.9946,3.57,0.57,11.7,6
+11.5,0.35,0.49,3.3,0.07,10.0,37.0,1.0003,3.32,0.91,11.0,6
+6.2,0.36,0.24,2.2,0.095,19.0,42.0,0.9946,3.57,0.57,11.7,6
+10.2,0.24,0.49,2.4,0.075,10.0,28.0,0.9978,3.14,0.61,10.4,5
+10.5,0.59,0.49,2.1,0.07,14.0,47.0,0.9991,3.3,0.56,9.6,4
+10.6,0.34,0.49,3.2,0.078,20.0,78.0,0.9992,3.19,0.7,10.0,6
+12.3,0.27,0.49,3.1,0.079,28.0,46.0,0.9993,3.2,0.8,10.2,6
+9.9,0.5,0.24,2.3,0.10300000000000001,6.0,14.0,0.9978,3.34,0.52,10.0,4
+8.8,0.44,0.49,2.8,0.083,18.0,111.0,0.9982,3.3,0.6,9.5,5
+8.8,0.47,0.49,2.9,0.085,17.0,110.0,0.9982,3.29,0.6,9.8,5
+10.6,0.31,0.49,2.2,0.063,18.0,40.0,0.9976,3.14,0.51,9.8,6
+12.3,0.5,0.49,2.2,0.08900000000000001,5.0,14.0,1.0002,3.19,0.44,9.6,5
+12.3,0.5,0.49,2.2,0.08900000000000001,5.0,14.0,1.0002,3.19,0.44,9.6,5
+11.7,0.49,0.49,2.2,0.083,5.0,15.0,1.0,3.19,0.43,9.2,5
+12.0,0.28,0.49,1.9,0.07400000000000001,10.0,21.0,0.9976,2.98,0.66,9.9,7
+11.8,0.33,0.49,3.4,0.09300000000000001,54.0,80.0,1.0002,3.3,0.76,10.7,7
+7.6,0.51,0.24,2.4,0.091,8.0,38.0,0.998,3.47,0.66,9.6,6
+11.1,0.31,0.49,2.7,0.094,16.0,47.0,0.9986,3.12,1.02,10.6,7
+7.3,0.73,0.24,1.9,0.10800000000000001,18.0,102.0,0.9967,3.26,0.59,9.3,5
+5.0,0.42,0.24,2.0,0.06,19.0,50.0,0.9917,3.72,0.74,14.0,8
+10.2,0.29,0.49,2.6,0.059000000000000004,5.0,13.0,0.9976,3.05,0.74,10.5,7
+9.0,0.45,0.49,2.6,0.084,21.0,75.0,0.9987,3.35,0.57,9.7,5
+6.6,0.39,0.49,1.7,0.07,23.0,149.0,0.9922,3.12,0.5,11.5,6
+9.0,0.45,0.49,2.6,0.084,21.0,75.0,0.9987,3.35,0.57,9.7,5
+9.9,0.49,0.58,3.5,0.094,9.0,43.0,1.0004,3.29,0.58,9.0,5
+7.9,0.72,0.17,2.6,0.096,20.0,38.0,0.9978,3.4,0.53,9.5,5
+8.9,0.595,0.41,7.9,0.086,30.0,109.0,0.9998,3.27,0.57,9.3,5
+12.4,0.4,0.51,2.0,0.059000000000000004,6.0,24.0,0.9994,3.04,0.6,9.3,6
+11.9,0.58,0.58,1.9,0.071,5.0,18.0,0.998,3.09,0.63,10.0,6
+8.5,0.585,0.18,2.1,0.078,5.0,30.0,0.9967,3.2,0.48,9.8,6
+12.7,0.59,0.45,2.3,0.08199999999999999,11.0,22.0,1.0,3.0,0.7,9.3,6
+8.2,0.915,0.27,2.1,0.08800000000000001,7.0,23.0,0.9962,3.26,0.47,10.0,4
+13.2,0.46,0.52,2.2,0.071,12.0,35.0,1.0006,3.1,0.56,9.0,6
+7.7,0.835,0.0,2.6,0.081,6.0,14.0,0.9975,3.3,0.52,9.3,5
+13.2,0.46,0.52,2.2,0.071,12.0,35.0,1.0006,3.1,0.56,9.0,6
+8.3,0.58,0.13,2.9,0.096,14.0,63.0,0.9984,3.17,0.62,9.1,6
+8.3,0.6,0.13,2.6,0.085,6.0,24.0,0.9984,3.31,0.59,9.2,6
+9.4,0.41,0.48,4.6,0.07200000000000001,10.0,20.0,0.9973,3.34,0.79,12.2,7
+8.8,0.48,0.41,3.3,0.092,26.0,52.0,0.9982,3.31,0.53,10.5,6
+10.1,0.65,0.37,5.1,0.11,11.0,65.0,1.0026,3.32,0.64,10.4,6
+6.3,0.36,0.19,3.2,0.075,15.0,39.0,0.9956,3.56,0.52,12.7,6
+8.8,0.24,0.54,2.5,0.083,25.0,57.0,0.9983,3.39,0.54,9.2,5
+13.2,0.38,0.55,2.7,0.081,5.0,16.0,1.0006,2.98,0.54,9.4,5
+7.5,0.64,0.0,2.4,0.077,18.0,29.0,0.9965,3.32,0.6,10.0,6
+8.2,0.39,0.38,1.5,0.057999999999999996,10.0,29.0,0.9962,3.26,0.74,9.8,5
+9.2,0.755,0.18,2.2,0.14800000000000002,10.0,103.0,0.9969,2.87,1.36,10.2,6
+9.6,0.6,0.5,2.3,0.079,28.0,71.0,0.9997,3.5,0.57,9.7,5
+9.6,0.6,0.5,2.3,0.079,28.0,71.0,0.9997,3.5,0.57,9.7,5
+11.5,0.31,0.51,2.2,0.079,14.0,28.0,0.9982,3.03,0.93,9.8,6
+11.4,0.46,0.5,2.7,0.122,4.0,17.0,1.0006,3.13,0.7,10.2,5
+11.3,0.37,0.41,2.3,0.08800000000000001,6.0,16.0,0.9988,3.09,0.8,9.3,5
+8.3,0.54,0.24,3.4,0.076,16.0,112.0,0.9976,3.27,0.61,9.4,5
+8.2,0.56,0.23,3.4,0.078,14.0,104.0,0.9976,3.28,0.62,9.4,5
+10.0,0.58,0.22,1.9,0.08,9.0,32.0,0.9974,3.13,0.55,9.5,5
+7.9,0.51,0.25,2.9,0.077,21.0,45.0,0.9974,3.49,0.96,12.1,6
+6.8,0.69,0.0,5.6,0.124,21.0,58.0,0.9997,3.46,0.72,10.2,5
+6.8,0.69,0.0,5.6,0.124,21.0,58.0,0.9997,3.46,0.72,10.2,5
+8.8,0.6,0.29,2.2,0.098,5.0,15.0,0.9988,3.36,0.49,9.1,5
+8.8,0.6,0.29,2.2,0.098,5.0,15.0,0.9988,3.36,0.49,9.1,5
+8.7,0.54,0.26,2.5,0.09699999999999999,7.0,31.0,0.9976,3.27,0.6,9.3,6
+7.6,0.685,0.23,2.3,0.111,20.0,84.0,0.9964,3.21,0.61,9.3,5
+8.7,0.54,0.26,2.5,0.09699999999999999,7.0,31.0,0.9976,3.27,0.6,9.3,6
+10.4,0.28,0.54,2.7,0.105,5.0,19.0,0.9988,3.25,0.63,9.5,5
+7.6,0.41,0.14,3.0,0.087,21.0,43.0,0.9964,3.32,0.57,10.5,6
+10.1,0.935,0.22,3.4,0.105,11.0,86.0,1.001,3.43,0.64,11.3,4
+7.9,0.35,0.21,1.9,0.073,46.0,102.0,0.9964,3.27,0.58,9.5,5
+8.7,0.84,0.0,1.4,0.065,24.0,33.0,0.9954,3.27,0.55,9.7,5
+9.6,0.88,0.28,2.4,0.086,30.0,147.0,0.9979,3.24,0.53,9.4,5
+9.5,0.885,0.27,2.3,0.084,31.0,145.0,0.9978,3.24,0.53,9.4,5
+7.7,0.915,0.12,2.2,0.14300000000000002,7.0,23.0,0.9964,3.35,0.65,10.2,7
+8.9,0.29,0.35,1.9,0.067,25.0,57.0,0.997,3.18,1.36,10.3,6
+9.9,0.54,0.45,2.3,0.071,16.0,40.0,0.9991,3.39,0.62,9.4,5
+9.5,0.59,0.44,2.3,0.071,21.0,68.0,0.9992,3.46,0.63,9.5,5
+9.9,0.54,0.45,2.3,0.071,16.0,40.0,0.9991,3.39,0.62,9.4,5
+9.5,0.59,0.44,2.3,0.071,21.0,68.0,0.9992,3.46,0.63,9.5,5
+9.9,0.54,0.45,2.3,0.071,16.0,40.0,0.9991,3.39,0.62,9.4,5
+7.8,0.64,0.1,6.0,0.115,5.0,11.0,0.9984,3.37,0.69,10.1,7
+7.3,0.67,0.05,3.6,0.107,6.0,20.0,0.9972,3.4,0.63,10.1,5
+8.3,0.845,0.01,2.2,0.07,5.0,14.0,0.9967,3.32,0.58,11.0,4
+8.7,0.48,0.3,2.8,0.066,10.0,28.0,0.9964,3.33,0.67,11.2,7
+6.7,0.42,0.27,8.6,0.068,24.0,148.0,0.9948,3.16,0.57,11.3,6
+10.7,0.43,0.39,2.2,0.106,8.0,32.0,0.9986,2.89,0.5,9.6,5
+9.8,0.88,0.25,2.5,0.10400000000000001,35.0,155.0,1.001,3.41,0.67,11.2,5
+15.9,0.36,0.65,7.5,0.096,22.0,71.0,0.9976,2.98,0.84,14.9,5
+9.4,0.33,0.59,2.8,0.079,9.0,30.0,0.9976,3.12,0.54,12.0,6
+8.6,0.47,0.47,2.4,0.07400000000000001,7.0,29.0,0.9979,3.08,0.46,9.5,5
+9.7,0.55,0.17,2.9,0.087,20.0,53.0,1.0004,3.14,0.61,9.4,5
+10.7,0.43,0.39,2.2,0.106,8.0,32.0,0.9986,2.89,0.5,9.6,5
+12.0,0.5,0.59,1.4,0.073,23.0,42.0,0.998,2.92,0.68,10.5,7
+7.2,0.52,0.07,1.4,0.07400000000000001,5.0,20.0,0.9973,3.32,0.81,9.6,6
+7.1,0.84,0.02,4.4,0.096,5.0,13.0,0.997,3.41,0.57,11.0,4
+7.2,0.52,0.07,1.4,0.07400000000000001,5.0,20.0,0.9973,3.32,0.81,9.6,6
+7.5,0.42,0.31,1.6,0.08,15.0,42.0,0.9978,3.31,0.64,9.0,5
+7.2,0.57,0.06,1.6,0.076,9.0,27.0,0.9972,3.36,0.7,9.6,6
+10.1,0.28,0.46,1.8,0.05,5.0,13.0,0.9974,3.04,0.79,10.2,6
+12.1,0.4,0.52,2.0,0.092,15.0,54.0,1.0,3.03,0.66,10.2,5
+9.4,0.59,0.14,2.0,0.084,25.0,48.0,0.9981,3.14,0.56,9.7,5
+8.3,0.49,0.36,1.8,0.222,6.0,16.0,0.998,3.18,0.6,9.5,6
+11.3,0.34,0.45,2.0,0.08199999999999999,6.0,15.0,0.9988,2.94,0.66,9.2,6
+10.0,0.73,0.43,2.3,0.059000000000000004,15.0,31.0,0.9966,3.15,0.57,11.0,5
+11.3,0.34,0.45,2.0,0.08199999999999999,6.0,15.0,0.9988,2.94,0.66,9.2,6
+6.9,0.4,0.24,2.5,0.083,30.0,45.0,0.9959,3.26,0.58,10.0,5
+8.2,0.73,0.21,1.7,0.07400000000000001,5.0,13.0,0.9968,3.2,0.52,9.5,5
+9.8,1.24,0.34,2.0,0.079,32.0,151.0,0.998,3.15,0.53,9.5,5
+8.2,0.73,0.21,1.7,0.07400000000000001,5.0,13.0,0.9968,3.2,0.52,9.5,5
+10.8,0.4,0.41,2.2,0.084,7.0,17.0,0.9984,3.08,0.67,9.3,6
+9.3,0.41,0.39,2.2,0.064,12.0,31.0,0.9984,3.26,0.65,10.2,5
+10.8,0.4,0.41,2.2,0.084,7.0,17.0,0.9984,3.08,0.67,9.3,6
+8.6,0.8,0.11,2.3,0.084,12.0,31.0,0.9979,3.4,0.48,9.9,5
+8.3,0.78,0.1,2.6,0.081,45.0,87.0,0.9983,3.48,0.53,10.0,5
+10.8,0.26,0.45,3.3,0.06,20.0,49.0,0.9972,3.13,0.54,9.6,5
+13.3,0.43,0.58,1.9,0.07,15.0,40.0,1.0004,3.06,0.49,9.0,5
+8.0,0.45,0.23,2.2,0.094,16.0,29.0,0.9962,3.21,0.49,10.2,6
+8.5,0.46,0.31,2.25,0.078,32.0,58.0,0.998,3.33,0.54,9.8,5
+8.1,0.78,0.23,2.6,0.059000000000000004,5.0,15.0,0.997,3.37,0.56,11.3,5
+9.8,0.98,0.32,2.3,0.078,35.0,152.0,0.998,3.25,0.48,9.4,5
+8.1,0.78,0.23,2.6,0.059000000000000004,5.0,15.0,0.997,3.37,0.56,11.3,5
+7.1,0.65,0.18,1.8,0.07,13.0,40.0,0.997,3.44,0.6,9.1,5
+9.1,0.64,0.23,3.1,0.095,13.0,38.0,0.9998,3.28,0.59,9.7,5
+7.7,0.66,0.04,1.6,0.039,4.0,9.0,0.9962,3.4,0.47,9.4,5
+8.1,0.38,0.48,1.8,0.157,5.0,17.0,0.9976,3.3,1.05,9.4,5
+7.4,1.185,0.0,4.25,0.09699999999999999,5.0,14.0,0.9966,3.63,0.54,10.7,3
+9.2,0.92,0.24,2.6,0.087,12.0,93.0,0.9998,3.48,0.54,9.8,5
+8.6,0.49,0.51,2.0,0.42200000000000004,16.0,62.0,0.9979,3.03,1.17,9.0,5
+9.0,0.48,0.32,2.8,0.084,21.0,122.0,0.9984,3.32,0.62,9.4,5
+9.0,0.47,0.31,2.7,0.084,24.0,125.0,0.9984,3.31,0.61,9.4,5
+5.1,0.47,0.02,1.3,0.034,18.0,44.0,0.9921,3.9,0.62,12.8,6
+7.0,0.65,0.02,2.1,0.066,8.0,25.0,0.9972,3.47,0.67,9.5,6
+7.0,0.65,0.02,2.1,0.066,8.0,25.0,0.9972,3.47,0.67,9.5,6
+9.4,0.615,0.28,3.2,0.087,18.0,72.0,1.0001,3.31,0.53,9.7,5
+11.8,0.38,0.55,2.1,0.071,5.0,19.0,0.9986,3.11,0.62,10.8,6
+10.6,1.02,0.43,2.9,0.076,26.0,88.0,0.9984,3.08,0.57,10.1,6
+7.0,0.65,0.02,2.1,0.066,8.0,25.0,0.9972,3.47,0.67,9.5,6
+7.0,0.64,0.02,2.1,0.067,9.0,23.0,0.997,3.47,0.67,9.4,6
+7.5,0.38,0.48,2.6,0.073,22.0,84.0,0.9972,3.32,0.7,9.6,4
+9.1,0.765,0.04,1.6,0.078,4.0,14.0,0.998,3.29,0.54,9.7,4
+8.4,1.035,0.15,6.0,0.073,11.0,54.0,0.9990000000000001,3.37,0.49,9.9,5
+7.0,0.78,0.08,2.0,0.09300000000000001,10.0,19.0,0.9956,3.4,0.47,10.0,5
+7.4,0.49,0.19,3.0,0.077,16.0,37.0,0.9966,3.37,0.51,10.5,5
+7.8,0.545,0.12,2.5,0.068,11.0,35.0,0.996,3.34,0.61,11.6,6
+9.7,0.31,0.47,1.6,0.062,13.0,33.0,0.9983,3.27,0.66,10.0,6
+10.6,1.025,0.43,2.8,0.08,21.0,84.0,0.9985,3.06,0.57,10.1,5
+8.9,0.565,0.34,3.0,0.09300000000000001,16.0,112.0,0.9998,3.38,0.61,9.5,5
+8.7,0.69,0.0,3.2,0.084,13.0,33.0,0.9992,3.36,0.45,9.4,5
+8.0,0.43,0.36,2.3,0.075,10.0,48.0,0.9976,3.34,0.46,9.4,5
+9.9,0.74,0.28,2.6,0.078,21.0,77.0,0.998,3.28,0.51,9.8,5
+7.2,0.49,0.18,2.7,0.069,13.0,34.0,0.9967,3.29,0.48,9.2,6
+8.0,0.43,0.36,2.3,0.075,10.0,48.0,0.9976,3.34,0.46,9.4,5
+7.6,0.46,0.11,2.6,0.079,12.0,49.0,0.9968,3.21,0.57,10.0,5
+8.4,0.56,0.04,2.0,0.08199999999999999,10.0,22.0,0.9976,3.22,0.44,9.6,5
+7.1,0.66,0.0,3.9,0.086,17.0,45.0,0.9976,3.46,0.54,9.5,5
+8.4,0.56,0.04,2.0,0.08199999999999999,10.0,22.0,0.9976,3.22,0.44,9.6,5
+8.9,0.48,0.24,2.85,0.094,35.0,106.0,0.9982,3.1,0.53,9.2,5
+7.6,0.42,0.08,2.7,0.084,15.0,48.0,0.9968,3.21,0.59,10.0,5
+7.1,0.31,0.3,2.2,0.053,36.0,127.0,0.9965,2.94,1.62,9.5,5
+7.5,1.115,0.1,3.1,0.086,5.0,12.0,0.9958,3.54,0.6,11.2,4
+9.0,0.66,0.17,3.0,0.077,5.0,13.0,0.9976,3.29,0.55,10.4,5
+8.1,0.72,0.09,2.8,0.084,18.0,49.0,0.9994,3.43,0.72,11.1,6
+6.4,0.57,0.02,1.8,0.067,4.0,11.0,0.997,3.46,0.68,9.5,5
+6.4,0.57,0.02,1.8,0.067,4.0,11.0,0.997,3.46,0.68,9.5,5
+6.4,0.865,0.03,3.2,0.071,27.0,58.0,0.995,3.61,0.49,12.7,6
+9.5,0.55,0.66,2.3,0.387,12.0,37.0,0.9982,3.17,0.67,9.6,5
+8.9,0.875,0.13,3.45,0.08800000000000001,4.0,14.0,0.9994,3.44,0.52,11.5,5
+7.3,0.835,0.03,2.1,0.092,10.0,19.0,0.9966,3.39,0.47,9.6,5
+7.0,0.45,0.34,2.7,0.08199999999999999,16.0,72.0,0.998,3.55,0.6,9.5,5
+7.7,0.56,0.2,2.0,0.075,9.0,39.0,0.9987,3.48,0.62,9.3,5
+7.7,0.965,0.1,2.1,0.11199999999999999,11.0,22.0,0.9963,3.26,0.5,9.5,5
+7.7,0.965,0.1,2.1,0.11199999999999999,11.0,22.0,0.9963,3.26,0.5,9.5,5
+8.2,0.59,0.0,2.5,0.09300000000000001,19.0,58.0,1.0002,3.5,0.65,9.3,6
+9.0,0.46,0.23,2.8,0.092,28.0,104.0,0.9983,3.1,0.56,9.2,5
+9.0,0.69,0.0,2.4,0.08800000000000001,19.0,38.0,0.9990000000000001,3.35,0.6,9.3,5
+8.3,0.76,0.29,4.2,0.075,12.0,16.0,0.9965,3.45,0.68,11.5,6
+9.2,0.53,0.24,2.6,0.078,28.0,139.0,0.9978799999999999,3.21,0.57,9.5,5
+6.5,0.615,0.0,1.9,0.065,9.0,18.0,0.9972,3.46,0.65,9.2,5
+11.6,0.41,0.58,2.8,0.096,25.0,101.0,1.00024,3.13,0.53,10.0,5
+11.1,0.39,0.54,2.7,0.095,21.0,101.0,1.0001,3.13,0.51,9.5,5
+7.3,0.51,0.18,2.1,0.07,12.0,28.0,0.9976799999999999,3.52,0.73,9.5,6
+8.2,0.34,0.38,2.5,0.08,12.0,57.0,0.9978,3.3,0.47,9.0,6
+8.6,0.33,0.4,2.6,0.083,16.0,68.0,0.99782,3.3,0.48,9.4,5
+7.2,0.5,0.18,2.1,0.071,12.0,31.0,0.99761,3.52,0.72,9.6,6
+7.3,0.51,0.18,2.1,0.07,12.0,28.0,0.9976799999999999,3.52,0.73,9.5,6
+8.3,0.65,0.1,2.9,0.08900000000000001,17.0,40.0,0.99803,3.29,0.55,9.5,5
+8.3,0.65,0.1,2.9,0.08900000000000001,17.0,40.0,0.99803,3.29,0.55,9.5,5
+7.6,0.54,0.13,2.5,0.09699999999999999,24.0,66.0,0.99785,3.39,0.61,9.4,5
+8.3,0.65,0.1,2.9,0.08900000000000001,17.0,40.0,0.99803,3.29,0.55,9.5,5
+7.8,0.48,0.68,1.7,0.415,14.0,32.0,0.99656,3.09,1.06,9.1,6
+7.8,0.91,0.07,1.9,0.057999999999999996,22.0,47.0,0.99525,3.51,0.43,10.7,6
+6.3,0.98,0.01,2.0,0.057,15.0,33.0,0.9948799999999999,3.6,0.46,11.2,6
+8.1,0.87,0.0,2.2,0.084,10.0,31.0,0.99656,3.25,0.5,9.8,5
+8.1,0.87,0.0,2.2,0.084,10.0,31.0,0.99656,3.25,0.5,9.8,5
+8.8,0.42,0.21,2.5,0.092,33.0,88.0,0.99823,3.19,0.52,9.2,5
+9.0,0.58,0.25,2.8,0.075,9.0,104.0,0.99779,3.23,0.57,9.7,5
+9.3,0.655,0.26,2.0,0.096,5.0,35.0,0.9973799999999999,3.25,0.42,9.6,5
+8.8,0.7,0.0,1.7,0.069,8.0,19.0,0.9970100000000001,3.31,0.53,10.0,6
+9.3,0.655,0.26,2.0,0.096,5.0,35.0,0.9973799999999999,3.25,0.42,9.6,5
+9.1,0.68,0.11,2.8,0.09300000000000001,11.0,44.0,0.9988799999999999,3.31,0.55,9.5,6
+9.2,0.67,0.1,3.0,0.091,12.0,48.0,0.9988799999999999,3.31,0.54,9.5,6
+8.8,0.59,0.18,2.9,0.08900000000000001,12.0,74.0,0.9973799999999999,3.14,0.54,9.4,5
+7.5,0.6,0.32,2.7,0.10300000000000001,13.0,98.0,0.9993799999999999,3.45,0.62,9.5,5
+7.1,0.59,0.02,2.3,0.08199999999999999,24.0,94.0,0.99744,3.55,0.53,9.7,6
+7.9,0.72,0.01,1.9,0.076,7.0,32.0,0.9966799999999999,3.39,0.54,9.6,5
+7.1,0.59,0.02,2.3,0.08199999999999999,24.0,94.0,0.99744,3.55,0.53,9.7,6
+9.4,0.685,0.26,2.4,0.08199999999999999,23.0,143.0,0.9978,3.28,0.55,9.4,5
+9.5,0.57,0.27,2.3,0.08199999999999999,23.0,144.0,0.99782,3.27,0.55,9.4,5
+7.9,0.4,0.29,1.8,0.157,1.0,44.0,0.9973,3.3,0.92,9.5,6
+7.9,0.4,0.3,1.8,0.157,2.0,45.0,0.9972700000000001,3.31,0.91,9.5,6
+7.2,1.0,0.0,3.0,0.102,7.0,16.0,0.9958600000000001,3.43,0.46,10.0,5
+6.9,0.765,0.18,2.4,0.243,5.5,48.0,0.9961200000000001,3.4,0.6,10.3,6
+6.9,0.635,0.17,2.4,0.24100000000000002,6.0,18.0,0.9961,3.4,0.59,10.3,6
+8.3,0.43,0.3,3.4,0.079,7.0,34.0,0.9978799999999999,3.36,0.61,10.5,5
+7.1,0.52,0.03,2.6,0.076,21.0,92.0,0.99745,3.5,0.6,9.8,5
+7.0,0.57,0.0,2.0,0.19,12.0,45.0,0.9967600000000001,3.31,0.6,9.4,6
+6.5,0.46,0.14,2.4,0.114,9.0,37.0,0.9973200000000001,3.66,0.65,9.8,5
+9.0,0.82,0.05,2.4,0.081,26.0,96.0,0.9981399999999999,3.36,0.53,10.0,5
+6.5,0.46,0.14,2.4,0.114,9.0,37.0,0.9973200000000001,3.66,0.65,9.8,5
+7.1,0.59,0.01,2.5,0.077,20.0,85.0,0.99746,3.55,0.59,9.8,5
+9.9,0.35,0.41,2.3,0.083,11.0,61.0,0.9982,3.21,0.5,9.5,5
+9.9,0.35,0.41,2.3,0.083,11.0,61.0,0.9982,3.21,0.5,9.5,5
+10.0,0.56,0.24,2.2,0.079,19.0,58.0,0.9991,3.18,0.56,10.1,6
+10.0,0.56,0.24,2.2,0.079,19.0,58.0,0.9991,3.18,0.56,10.1,6
+8.6,0.63,0.17,2.9,0.099,21.0,119.0,0.998,3.09,0.52,9.3,5
+7.4,0.37,0.43,2.6,0.08199999999999999,18.0,82.0,0.99708,3.33,0.68,9.7,6
+8.8,0.64,0.17,2.9,0.084,25.0,130.0,0.99818,3.23,0.54,9.6,5
+7.1,0.61,0.02,2.5,0.081,17.0,87.0,0.99745,3.48,0.6,9.7,6
+7.7,0.6,0.0,2.6,0.055,7.0,13.0,0.99639,3.38,0.56,10.8,5
+10.1,0.27,0.54,2.3,0.065,7.0,26.0,0.99531,3.17,0.53,12.5,6
+10.8,0.89,0.3,2.6,0.132,7.0,60.0,0.9978600000000001,2.99,1.18,10.2,5
+8.7,0.46,0.31,2.5,0.126,24.0,64.0,0.99746,3.1,0.74,9.6,5
+9.3,0.37,0.44,1.6,0.038,21.0,42.0,0.99526,3.24,0.81,10.8,7
+9.4,0.5,0.34,3.6,0.08199999999999999,5.0,14.0,0.9987,3.29,0.52,10.7,6
+9.4,0.5,0.34,3.6,0.08199999999999999,5.0,14.0,0.9987,3.29,0.52,10.7,6
+7.2,0.61,0.08,4.0,0.08199999999999999,26.0,108.0,0.99641,3.25,0.51,9.4,5
+8.6,0.55,0.09,3.3,0.068,8.0,17.0,0.99735,3.23,0.44,10.0,5
+5.1,0.585,0.0,1.7,0.044000000000000004,14.0,86.0,0.99264,3.56,0.94,12.9,7
+7.7,0.56,0.08,2.5,0.114,14.0,46.0,0.9971,3.24,0.66,9.6,6
+8.4,0.52,0.22,2.7,0.084,4.0,18.0,0.99682,3.26,0.57,9.9,6
+8.2,0.28,0.4,2.4,0.052000000000000005,4.0,10.0,0.99356,3.33,0.7,12.8,7
+8.4,0.25,0.39,2.0,0.040999999999999995,4.0,10.0,0.9938600000000001,3.27,0.71,12.5,7
+8.2,0.28,0.4,2.4,0.052000000000000005,4.0,10.0,0.99356,3.33,0.7,12.8,7
+7.4,0.53,0.12,1.9,0.165,4.0,12.0,0.99702,3.26,0.86,9.2,5
+7.6,0.48,0.31,2.8,0.07,4.0,15.0,0.9969299999999999,3.22,0.55,10.3,6
+7.3,0.49,0.1,2.6,0.068,4.0,14.0,0.9956200000000001,3.3,0.47,10.5,5
+12.9,0.5,0.55,2.8,0.07200000000000001,7.0,24.0,1.0001200000000001,3.09,0.68,10.9,6
+10.8,0.45,0.33,2.5,0.099,20.0,38.0,0.99818,3.24,0.71,10.8,5
+6.9,0.39,0.24,2.1,0.102,4.0,7.0,0.9946200000000001,3.44,0.58,11.4,4
+12.6,0.41,0.54,2.8,0.10300000000000001,19.0,41.0,0.99939,3.21,0.76,11.3,6
+10.8,0.45,0.33,2.5,0.099,20.0,38.0,0.99818,3.24,0.71,10.8,5
+9.8,0.51,0.19,3.2,0.081,8.0,30.0,0.9984,3.23,0.58,10.5,6
+10.8,0.29,0.42,1.6,0.084,19.0,27.0,0.99545,3.28,0.73,11.9,6
+7.1,0.715,0.0,2.35,0.071,21.0,47.0,0.9963200000000001,3.29,0.45,9.4,5
+9.1,0.66,0.15,3.2,0.09699999999999999,9.0,59.0,0.99976,3.28,0.54,9.6,5
+7.0,0.685,0.0,1.9,0.099,9.0,22.0,0.9960600000000001,3.34,0.6,9.7,5
+4.9,0.42,0.0,2.1,0.048,16.0,42.0,0.99154,3.71,0.74,14.0,7
+6.7,0.54,0.13,2.0,0.076,15.0,36.0,0.9973,3.61,0.64,9.8,5
+6.7,0.54,0.13,2.0,0.076,15.0,36.0,0.9973,3.61,0.64,9.8,5
+7.1,0.48,0.28,2.8,0.068,6.0,16.0,0.99682,3.24,0.53,10.3,5
+7.1,0.46,0.14,2.8,0.076,15.0,37.0,0.99624,3.36,0.49,10.7,5
+7.5,0.27,0.34,2.3,0.05,4.0,8.0,0.9951,3.4,0.64,11.0,7
+7.1,0.46,0.14,2.8,0.076,15.0,37.0,0.99624,3.36,0.49,10.7,5
+7.8,0.57,0.09,2.3,0.065,34.0,45.0,0.9941700000000001,3.46,0.74,12.7,8
+5.9,0.61,0.08,2.1,0.071,16.0,24.0,0.9937600000000001,3.56,0.77,11.1,6
+7.5,0.685,0.07,2.5,0.057999999999999996,5.0,9.0,0.9963200000000001,3.38,0.55,10.9,4
+5.9,0.61,0.08,2.1,0.071,16.0,24.0,0.9937600000000001,3.56,0.77,11.1,6
+10.4,0.44,0.42,1.5,0.145,34.0,48.0,0.9983200000000001,3.38,0.86,9.9,3
+11.6,0.47,0.44,1.6,0.147,36.0,51.0,0.99836,3.38,0.86,9.9,4
+8.8,0.685,0.26,1.6,0.08800000000000001,16.0,23.0,0.9969399999999999,3.32,0.47,9.4,5
+7.6,0.665,0.1,1.5,0.066,27.0,55.0,0.99655,3.39,0.51,9.3,5
+6.7,0.28,0.28,2.4,0.012,36.0,100.0,0.99064,3.26,0.39,11.7,7
+6.7,0.28,0.28,2.4,0.012,36.0,100.0,0.99064,3.26,0.39,11.7,7
+10.1,0.31,0.35,1.6,0.075,9.0,28.0,0.99672,3.24,0.83,11.2,7
+6.0,0.5,0.04,2.2,0.092,13.0,26.0,0.9964700000000001,3.46,0.47,10.0,5
+11.1,0.42,0.47,2.65,0.085,9.0,34.0,0.99736,3.24,0.77,12.1,7
+6.6,0.66,0.0,3.0,0.115,21.0,31.0,0.99629,3.45,0.63,10.3,5
+10.6,0.5,0.45,2.6,0.11900000000000001,34.0,68.0,0.99708,3.23,0.72,10.9,6
+7.1,0.685,0.35,2.0,0.08800000000000001,9.0,92.0,0.9963,3.28,0.62,9.4,5
+9.9,0.25,0.46,1.7,0.062,26.0,42.0,0.9959,3.18,0.83,10.6,6
+6.4,0.64,0.21,1.8,0.081,14.0,31.0,0.9968899999999999,3.59,0.66,9.8,5
+6.4,0.64,0.21,1.8,0.081,14.0,31.0,0.9968899999999999,3.59,0.66,9.8,5
+7.4,0.68,0.16,1.8,0.078,12.0,39.0,0.9977,3.5,0.7,9.9,6
+6.4,0.64,0.21,1.8,0.081,14.0,31.0,0.9968899999999999,3.59,0.66,9.8,5
+6.4,0.63,0.21,1.6,0.08,12.0,32.0,0.9968899999999999,3.58,0.66,9.8,5
+9.3,0.43,0.44,1.9,0.085,9.0,22.0,0.99708,3.28,0.55,9.5,5
+9.3,0.43,0.44,1.9,0.085,9.0,22.0,0.99708,3.28,0.55,9.5,5
+8.0,0.42,0.32,2.5,0.08,26.0,122.0,0.9980100000000001,3.22,1.07,9.7,5
+9.3,0.36,0.39,1.5,0.08,41.0,55.0,0.9965200000000001,3.47,0.73,10.9,6
+9.3,0.36,0.39,1.5,0.08,41.0,55.0,0.9965200000000001,3.47,0.73,10.9,6
+7.6,0.735,0.02,2.5,0.071,10.0,14.0,0.9953799999999999,3.51,0.71,11.7,7
+9.3,0.36,0.39,1.5,0.08,41.0,55.0,0.9965200000000001,3.47,0.73,10.9,6
+8.2,0.26,0.34,2.5,0.073,16.0,47.0,0.9959399999999999,3.4,0.78,11.3,7
+11.7,0.28,0.47,1.7,0.054000000000000006,17.0,32.0,0.9968600000000001,3.15,0.67,10.6,7
+6.8,0.56,0.22,1.8,0.07400000000000001,15.0,24.0,0.9943799999999999,3.4,0.82,11.2,6
+7.2,0.62,0.06,2.7,0.077,15.0,85.0,0.99746,3.51,0.54,9.5,5
+5.8,1.01,0.66,2.0,0.039,15.0,88.0,0.9935700000000001,3.66,0.6,11.5,6
+7.5,0.42,0.32,2.7,0.067,7.0,25.0,0.9962799999999999,3.24,0.44,10.4,5
+7.2,0.62,0.06,2.5,0.078,17.0,84.0,0.99746,3.51,0.53,9.7,5
+7.2,0.62,0.06,2.7,0.077,15.0,85.0,0.99746,3.51,0.54,9.5,5
+7.2,0.635,0.07,2.6,0.077,16.0,86.0,0.9974799999999999,3.51,0.54,9.7,5
+6.8,0.49,0.22,2.3,0.071,13.0,24.0,0.9943799999999999,3.41,0.83,11.3,6
+6.9,0.51,0.23,2.0,0.07200000000000001,13.0,22.0,0.9943799999999999,3.4,0.84,11.2,6
+6.8,0.56,0.22,1.8,0.07400000000000001,15.0,24.0,0.9943799999999999,3.4,0.82,11.2,6
+7.6,0.63,0.03,2.0,0.08,27.0,43.0,0.9957799999999999,3.44,0.64,10.9,6
+7.7,0.715,0.01,2.1,0.064,31.0,43.0,0.99371,3.41,0.57,11.8,6
+6.9,0.56,0.03,1.5,0.086,36.0,46.0,0.9952200000000001,3.53,0.57,10.6,5
+7.3,0.35,0.24,2.0,0.067,28.0,48.0,0.9957600000000001,3.43,0.54,10.0,4
+9.1,0.21,0.37,1.6,0.067,6.0,10.0,0.9955200000000001,3.23,0.58,11.1,7
+10.4,0.38,0.46,2.1,0.10400000000000001,6.0,10.0,0.99664,3.12,0.65,11.8,7
+8.8,0.31,0.4,2.8,0.109,7.0,16.0,0.9961399999999999,3.31,0.79,11.8,7
+7.1,0.47,0.0,2.2,0.067,7.0,14.0,0.9951700000000001,3.4,0.58,10.9,4
+7.7,0.715,0.01,2.1,0.064,31.0,43.0,0.99371,3.41,0.57,11.8,6
+8.8,0.61,0.19,4.0,0.094,30.0,69.0,0.99787,3.22,0.5,10.0,6
+7.2,0.6,0.04,2.5,0.076,18.0,88.0,0.99745,3.53,0.55,9.5,5
+9.2,0.56,0.18,1.6,0.078,10.0,21.0,0.9957600000000001,3.15,0.49,9.9,5
+7.6,0.715,0.0,2.1,0.068,30.0,35.0,0.9953299999999999,3.48,0.65,11.4,6
+8.4,0.31,0.29,3.1,0.19399999999999998,14.0,26.0,0.99536,3.22,0.78,12.0,6
+7.2,0.6,0.04,2.5,0.076,18.0,88.0,0.99745,3.53,0.55,9.5,5
+8.8,0.61,0.19,4.0,0.094,30.0,69.0,0.99787,3.22,0.5,10.0,6
+8.9,0.75,0.14,2.5,0.086,9.0,30.0,0.99824,3.34,0.64,10.5,5
+9.0,0.8,0.12,2.4,0.083,8.0,28.0,0.99836,3.33,0.65,10.4,6
+10.7,0.52,0.38,2.6,0.066,29.0,56.0,0.99577,3.15,0.79,12.1,7
+6.8,0.57,0.0,2.5,0.07200000000000001,32.0,64.0,0.9949100000000001,3.43,0.56,11.2,6
+10.7,0.9,0.34,6.6,0.11199999999999999,23.0,99.0,1.00289,3.22,0.68,9.3,5
+7.2,0.34,0.24,2.0,0.071,30.0,52.0,0.9957600000000001,3.44,0.58,10.1,5
+7.2,0.66,0.03,2.3,0.078,16.0,86.0,0.9974299999999999,3.53,0.57,9.7,5
+10.1,0.45,0.23,1.9,0.08199999999999999,10.0,18.0,0.99774,3.22,0.65,9.3,6
+7.2,0.66,0.03,2.3,0.078,16.0,86.0,0.9974299999999999,3.53,0.57,9.7,5
+7.2,0.63,0.03,2.2,0.08,17.0,88.0,0.99745,3.53,0.58,9.8,6
+7.1,0.59,0.01,2.3,0.08,27.0,43.0,0.9955,3.42,0.58,10.7,6
+8.3,0.31,0.39,2.4,0.078,17.0,43.0,0.99444,3.31,0.77,12.5,7
+7.1,0.59,0.01,2.3,0.08,27.0,43.0,0.9955,3.42,0.58,10.7,6
+8.3,0.31,0.39,2.4,0.078,17.0,43.0,0.99444,3.31,0.77,12.5,7
+8.3,1.02,0.02,3.4,0.084,6.0,11.0,0.99892,3.48,0.49,11.0,3
+8.9,0.31,0.36,2.6,0.055999999999999994,10.0,39.0,0.9956200000000001,3.4,0.69,11.8,5
+7.4,0.635,0.1,2.4,0.08,16.0,33.0,0.99736,3.58,0.69,10.8,7
+7.4,0.635,0.1,2.4,0.08,16.0,33.0,0.99736,3.58,0.69,10.8,7
+6.8,0.59,0.06,6.0,0.06,11.0,18.0,0.9962,3.41,0.59,10.8,7
+6.8,0.59,0.06,6.0,0.06,11.0,18.0,0.9962,3.41,0.59,10.8,7
+9.2,0.58,0.2,3.0,0.081,15.0,115.0,0.998,3.23,0.59,9.5,5
+7.2,0.54,0.27,2.6,0.084,12.0,78.0,0.9964,3.39,0.71,11.0,5
+6.1,0.56,0.0,2.2,0.079,6.0,9.0,0.9948,3.59,0.54,11.5,6
+7.4,0.52,0.13,2.4,0.078,34.0,61.0,0.9952799999999999,3.43,0.59,10.8,6
+7.3,0.305,0.39,1.2,0.059000000000000004,7.0,11.0,0.99331,3.29,0.52,11.5,6
+9.3,0.38,0.48,3.8,0.132,3.0,11.0,0.99577,3.23,0.57,13.2,6
+9.1,0.28,0.46,9.0,0.114,3.0,9.0,0.9990100000000001,3.18,0.6,10.9,6
+10.0,0.46,0.44,2.9,0.065,4.0,8.0,0.99674,3.33,0.62,12.2,6
+9.4,0.395,0.46,4.6,0.094,3.0,10.0,0.99639,3.27,0.64,12.2,7
+7.3,0.305,0.39,1.2,0.059000000000000004,7.0,11.0,0.99331,3.29,0.52,11.5,6
+8.6,0.315,0.4,2.2,0.079,3.0,6.0,0.9951200000000001,3.27,0.67,11.9,6
+5.3,0.715,0.19,1.5,0.161,7.0,62.0,0.99395,3.62,0.61,11.0,5
+6.8,0.41,0.31,8.8,0.084,26.0,45.0,0.99824,3.38,0.64,10.1,6
+8.4,0.36,0.32,2.2,0.081,32.0,79.0,0.9964,3.3,0.72,11.0,6
+8.4,0.62,0.12,1.8,0.07200000000000001,38.0,46.0,0.9950399999999999,3.38,0.89,11.8,6
+9.6,0.41,0.37,2.3,0.091,10.0,23.0,0.9978600000000001,3.24,0.56,10.5,5
+8.4,0.36,0.32,2.2,0.081,32.0,79.0,0.9964,3.3,0.72,11.0,6
+8.4,0.62,0.12,1.8,0.07200000000000001,38.0,46.0,0.9950399999999999,3.38,0.89,11.8,6
+6.8,0.41,0.31,8.8,0.084,26.0,45.0,0.99824,3.38,0.64,10.1,6
+8.6,0.47,0.27,2.3,0.055,14.0,28.0,0.99516,3.18,0.8,11.2,5
+8.6,0.22,0.36,1.9,0.064,53.0,77.0,0.9960399999999999,3.47,0.87,11.0,7
+9.4,0.24,0.33,2.3,0.061,52.0,73.0,0.9978600000000001,3.47,0.9,10.2,6
+8.4,0.67,0.19,2.2,0.09300000000000001,11.0,75.0,0.99736,3.2,0.59,9.2,4
+8.6,0.47,0.27,2.3,0.055,14.0,28.0,0.99516,3.18,0.8,11.2,5
+8.7,0.33,0.38,3.3,0.063,10.0,19.0,0.9946799999999999,3.3,0.73,12.0,7
+6.6,0.61,0.01,1.9,0.08,8.0,25.0,0.99746,3.69,0.73,10.5,5
+7.4,0.61,0.01,2.0,0.07400000000000001,13.0,38.0,0.9974799999999999,3.48,0.65,9.8,5
+7.6,0.4,0.29,1.9,0.078,29.0,66.0,0.9971,3.45,0.59,9.5,6
+7.4,0.61,0.01,2.0,0.07400000000000001,13.0,38.0,0.9974799999999999,3.48,0.65,9.8,5
+6.6,0.61,0.01,1.9,0.08,8.0,25.0,0.99746,3.69,0.73,10.5,5
+8.8,0.3,0.38,2.3,0.06,19.0,72.0,0.9954299999999999,3.39,0.72,11.8,6
+8.8,0.3,0.38,2.3,0.06,19.0,72.0,0.9954299999999999,3.39,0.72,11.8,6
+12.0,0.63,0.5,1.4,0.071,6.0,26.0,0.9979100000000001,3.07,0.6,10.4,4
+7.2,0.38,0.38,2.8,0.068,23.0,42.0,0.99356,3.34,0.72,12.9,7
+6.2,0.46,0.17,1.6,0.073,7.0,11.0,0.99425,3.61,0.54,11.4,5
+9.6,0.33,0.52,2.2,0.07400000000000001,13.0,25.0,0.9950899999999999,3.36,0.76,12.4,7
+9.9,0.27,0.49,5.0,0.08199999999999999,9.0,17.0,0.99484,3.19,0.52,12.5,7
+10.1,0.43,0.4,2.6,0.092,13.0,52.0,0.99834,3.22,0.64,10.0,7
+9.8,0.5,0.34,2.3,0.094,10.0,45.0,0.99864,3.24,0.6,9.7,7
+8.3,0.3,0.49,3.8,0.09,11.0,24.0,0.99498,3.27,0.64,12.1,7
+10.2,0.44,0.42,2.0,0.071,7.0,20.0,0.99566,3.14,0.79,11.1,7
+10.2,0.44,0.58,4.1,0.092,11.0,24.0,0.99745,3.29,0.99,12.0,7
+8.3,0.28,0.48,2.1,0.09300000000000001,6.0,12.0,0.99408,3.26,0.62,12.4,7
+8.9,0.12,0.45,1.8,0.075,10.0,21.0,0.9955200000000001,3.41,0.76,11.9,7
+8.9,0.12,0.45,1.8,0.075,10.0,21.0,0.9955200000000001,3.41,0.76,11.9,7
+8.9,0.12,0.45,1.8,0.075,10.0,21.0,0.9955200000000001,3.41,0.76,11.9,7
+8.3,0.28,0.48,2.1,0.09300000000000001,6.0,12.0,0.99408,3.26,0.62,12.4,7
+8.2,0.31,0.4,2.2,0.057999999999999996,6.0,10.0,0.99536,3.31,0.68,11.2,7
+10.2,0.34,0.48,2.1,0.052000000000000005,5.0,9.0,0.9945799999999999,3.2,0.69,12.1,7
+7.6,0.43,0.4,2.7,0.08199999999999999,6.0,11.0,0.9953799999999999,3.44,0.54,12.2,6
+8.5,0.21,0.52,1.9,0.09,9.0,23.0,0.9964799999999999,3.36,0.67,10.4,5
+9.0,0.36,0.52,2.1,0.111,5.0,10.0,0.9956799999999999,3.31,0.62,11.3,6
+9.5,0.37,0.52,2.0,0.08800000000000001,12.0,51.0,0.99613,3.29,0.58,11.1,6
+6.4,0.57,0.12,2.3,0.12,25.0,36.0,0.99519,3.47,0.71,11.3,7
+8.0,0.59,0.05,2.0,0.08900000000000001,12.0,32.0,0.99735,3.36,0.61,10.0,5
+8.5,0.47,0.27,1.9,0.057999999999999996,18.0,38.0,0.99518,3.16,0.85,11.1,6
+7.1,0.56,0.14,1.6,0.078,7.0,18.0,0.99592,3.27,0.62,9.3,5
+6.6,0.57,0.02,2.1,0.115,6.0,16.0,0.99654,3.38,0.69,9.5,5
+8.8,0.27,0.39,2.0,0.1,20.0,27.0,0.99546,3.15,0.69,11.2,6
+8.5,0.47,0.27,1.9,0.057999999999999996,18.0,38.0,0.99518,3.16,0.85,11.1,6
+8.3,0.34,0.4,2.4,0.065,24.0,48.0,0.99554,3.34,0.86,11.0,6
+9.0,0.38,0.41,2.4,0.10300000000000001,6.0,10.0,0.9960399999999999,3.13,0.58,11.9,7
+8.5,0.66,0.2,2.1,0.09699999999999999,23.0,113.0,0.9973299999999999,3.13,0.48,9.2,5
+9.0,0.4,0.43,2.4,0.068,29.0,46.0,0.9943,3.2,0.6,12.2,6
+6.7,0.56,0.09,2.9,0.079,7.0,22.0,0.99669,3.46,0.61,10.2,5
+10.4,0.26,0.48,1.9,0.066,6.0,10.0,0.99724,3.33,0.87,10.9,6
+10.4,0.26,0.48,1.9,0.066,6.0,10.0,0.99724,3.33,0.87,10.9,6
+10.1,0.38,0.5,2.4,0.10400000000000001,6.0,13.0,0.9964299999999999,3.22,0.65,11.6,7
+8.5,0.34,0.44,1.7,0.079,6.0,12.0,0.99605,3.52,0.63,10.7,5
+8.8,0.33,0.41,5.9,0.073,7.0,13.0,0.9965799999999999,3.3,0.62,12.1,7
+7.2,0.41,0.3,2.1,0.083,35.0,72.0,0.997,3.44,0.52,9.4,5
+7.2,0.41,0.3,2.1,0.083,35.0,72.0,0.997,3.44,0.52,9.4,5
+8.4,0.59,0.29,2.6,0.109,31.0,119.0,0.9980100000000001,3.15,0.5,9.1,5
+7.0,0.4,0.32,3.6,0.061,9.0,29.0,0.99416,3.28,0.49,11.3,7
+12.2,0.45,0.49,1.4,0.075,3.0,6.0,0.9969,3.13,0.63,10.4,5
+9.1,0.5,0.3,1.9,0.065,8.0,17.0,0.99774,3.32,0.71,10.5,6
+9.5,0.86,0.26,1.9,0.079,13.0,28.0,0.9971200000000001,3.25,0.62,10.0,5
+7.3,0.52,0.32,2.1,0.07,51.0,70.0,0.99418,3.34,0.82,12.9,6
+9.1,0.5,0.3,1.9,0.065,8.0,17.0,0.99774,3.32,0.71,10.5,6
+12.2,0.45,0.49,1.4,0.075,3.0,6.0,0.9969,3.13,0.63,10.4,5
+7.4,0.58,0.0,2.0,0.064,7.0,11.0,0.9956200000000001,3.45,0.58,11.3,6
+9.8,0.34,0.39,1.4,0.066,3.0,7.0,0.9947,3.19,0.55,11.4,7
+7.1,0.36,0.3,1.6,0.08,35.0,70.0,0.9969299999999999,3.44,0.5,9.4,5
+7.7,0.39,0.12,1.7,0.09699999999999999,19.0,27.0,0.9959600000000001,3.16,0.49,9.4,5
+9.7,0.295,0.4,1.5,0.073,14.0,21.0,0.99556,3.14,0.51,10.9,6
+7.7,0.39,0.12,1.7,0.09699999999999999,19.0,27.0,0.9959600000000001,3.16,0.49,9.4,5
+7.1,0.34,0.28,2.0,0.08199999999999999,31.0,68.0,0.9969399999999999,3.45,0.48,9.4,5
+6.5,0.4,0.1,2.0,0.076,30.0,47.0,0.99554,3.36,0.48,9.4,6
+7.1,0.34,0.28,2.0,0.08199999999999999,31.0,68.0,0.9969399999999999,3.45,0.48,9.4,5
+10.0,0.35,0.45,2.5,0.092,20.0,88.0,0.99918,3.15,0.43,9.4,5
+7.7,0.6,0.06,2.0,0.079,19.0,41.0,0.99697,3.39,0.62,10.1,6
+5.6,0.66,0.0,2.2,0.087,3.0,11.0,0.9937799999999999,3.71,0.63,12.8,7
+5.6,0.66,0.0,2.2,0.087,3.0,11.0,0.9937799999999999,3.71,0.63,12.8,7
+8.9,0.84,0.34,1.4,0.05,4.0,10.0,0.99554,3.12,0.48,9.1,6
+6.4,0.69,0.0,1.65,0.055,7.0,12.0,0.9916200000000001,3.47,0.53,12.9,6
+7.5,0.43,0.3,2.2,0.062,6.0,12.0,0.99495,3.44,0.72,11.5,7
+9.9,0.35,0.38,1.5,0.057999999999999996,31.0,47.0,0.9967600000000001,3.26,0.82,10.6,7
+9.1,0.29,0.33,2.05,0.063,13.0,27.0,0.99516,3.26,0.84,11.7,7
+6.8,0.36,0.32,1.8,0.067,4.0,8.0,0.9928,3.36,0.55,12.8,7
+8.2,0.43,0.29,1.6,0.081,27.0,45.0,0.99603,3.25,0.54,10.3,5
+6.8,0.36,0.32,1.8,0.067,4.0,8.0,0.9928,3.36,0.55,12.8,7
+9.1,0.29,0.33,2.05,0.063,13.0,27.0,0.99516,3.26,0.84,11.7,7
+9.1,0.3,0.34,2.0,0.064,12.0,25.0,0.99516,3.26,0.84,11.7,7
+8.9,0.35,0.4,3.6,0.11,12.0,24.0,0.99549,3.23,0.7,12.0,7
+9.6,0.5,0.36,2.8,0.11599999999999999,26.0,55.0,0.9972200000000001,3.18,0.68,10.9,5
+8.9,0.28,0.45,1.7,0.067,7.0,12.0,0.99354,3.25,0.55,12.3,7
+8.9,0.32,0.31,2.0,0.08800000000000001,12.0,19.0,0.9957,3.17,0.55,10.4,6
+7.7,1.005,0.15,2.1,0.102,11.0,32.0,0.9960399999999999,3.23,0.48,10.0,5
+7.5,0.71,0.0,1.6,0.092,22.0,31.0,0.99635,3.38,0.58,10.0,6
+8.0,0.58,0.16,2.0,0.12,3.0,7.0,0.99454,3.22,0.58,11.2,6
+10.5,0.39,0.46,2.2,0.075,14.0,27.0,0.99598,3.06,0.84,11.4,6
+8.9,0.38,0.4,2.2,0.068,12.0,28.0,0.9948600000000001,3.27,0.75,12.6,7
+8.0,0.18,0.37,0.9,0.049,36.0,109.0,0.9900700000000001,2.89,0.44,12.7,6
+8.0,0.18,0.37,0.9,0.049,36.0,109.0,0.9900700000000001,2.89,0.44,12.7,6
+7.0,0.5,0.14,1.8,0.078,10.0,23.0,0.99636,3.53,0.61,10.4,5
+11.3,0.36,0.66,2.4,0.12300000000000001,3.0,8.0,0.9964200000000001,3.2,0.53,11.9,6
+11.3,0.36,0.66,2.4,0.12300000000000001,3.0,8.0,0.9964200000000001,3.2,0.53,11.9,6
+7.0,0.51,0.09,2.1,0.062,4.0,9.0,0.99584,3.35,0.54,10.5,5
+8.2,0.32,0.42,2.3,0.098,3.0,9.0,0.9950600000000001,3.27,0.55,12.3,6
+7.7,0.58,0.01,1.8,0.08800000000000001,12.0,18.0,0.9956799999999999,3.32,0.56,10.5,7
+8.6,0.83,0.0,2.8,0.095,17.0,43.0,0.9982200000000001,3.33,0.6,10.4,6
+7.9,0.31,0.32,1.9,0.066,14.0,36.0,0.99364,3.41,0.56,12.6,6
+6.4,0.795,0.0,2.2,0.065,28.0,52.0,0.9937799999999999,3.49,0.52,11.6,5
+7.2,0.34,0.21,2.5,0.075,41.0,68.0,0.9958600000000001,3.37,0.54,10.1,6
+7.7,0.58,0.01,1.8,0.08800000000000001,12.0,18.0,0.9956799999999999,3.32,0.56,10.5,7
+7.1,0.59,0.0,2.1,0.091,9.0,14.0,0.9948799999999999,3.42,0.55,11.5,7
+7.3,0.55,0.01,1.8,0.09300000000000001,9.0,15.0,0.9951399999999999,3.35,0.58,11.0,7
+8.1,0.82,0.0,4.1,0.095,5.0,14.0,0.99854,3.36,0.53,9.6,5
+7.5,0.57,0.08,2.6,0.08900000000000001,14.0,27.0,0.99592,3.3,0.59,10.4,6
+8.9,0.745,0.18,2.5,0.077,15.0,48.0,0.99739,3.2,0.47,9.7,6
+10.1,0.37,0.34,2.4,0.085,5.0,17.0,0.9968299999999999,3.17,0.65,10.6,7
+7.6,0.31,0.34,2.5,0.08199999999999999,26.0,35.0,0.99356,3.22,0.59,12.5,7
+7.3,0.91,0.1,1.8,0.07400000000000001,20.0,56.0,0.99672,3.35,0.56,9.2,5
+8.7,0.41,0.41,6.2,0.078,25.0,42.0,0.9953,3.24,0.77,12.6,7
+8.9,0.5,0.21,2.2,0.08800000000000001,21.0,39.0,0.99692,3.33,0.83,11.1,6
+7.4,0.965,0.0,2.2,0.08800000000000001,16.0,32.0,0.99756,3.58,0.67,10.2,5
+6.9,0.49,0.19,1.7,0.079,13.0,26.0,0.9954700000000001,3.38,0.64,9.8,6
+8.9,0.5,0.21,2.2,0.08800000000000001,21.0,39.0,0.99692,3.33,0.83,11.1,6
+9.5,0.39,0.41,8.9,0.069,18.0,39.0,0.99859,3.29,0.81,10.9,7
+6.4,0.39,0.33,3.3,0.046,12.0,53.0,0.9929399999999999,3.36,0.62,12.2,6
+6.9,0.44,0.0,1.4,0.07,32.0,38.0,0.9943799999999999,3.32,0.58,11.4,6
+7.6,0.78,0.0,1.7,0.076,33.0,45.0,0.9961200000000001,3.31,0.62,10.7,6
+7.1,0.43,0.17,1.8,0.08199999999999999,27.0,51.0,0.99634,3.49,0.64,10.4,5
+9.3,0.49,0.36,1.7,0.081,3.0,14.0,0.99702,3.27,0.78,10.9,6
+9.3,0.5,0.36,1.8,0.084,6.0,17.0,0.9970399999999999,3.27,0.77,10.8,6
+7.1,0.43,0.17,1.8,0.08199999999999999,27.0,51.0,0.99634,3.49,0.64,10.4,5
+8.5,0.46,0.59,1.4,0.414,16.0,45.0,0.99702,3.03,1.34,9.2,5
+5.6,0.605,0.05,2.4,0.073,19.0,25.0,0.9925799999999999,3.56,0.55,12.9,5
+8.3,0.33,0.42,2.3,0.07,9.0,20.0,0.99426,3.38,0.77,12.7,7
+8.2,0.64,0.27,2.0,0.095,5.0,77.0,0.9974700000000001,3.13,0.62,9.1,6
+8.2,0.64,0.27,2.0,0.095,5.0,77.0,0.9974700000000001,3.13,0.62,9.1,6
+8.9,0.48,0.53,4.0,0.10099999999999999,3.0,10.0,0.9958600000000001,3.21,0.59,12.1,7
+7.6,0.42,0.25,3.9,0.10400000000000001,28.0,90.0,0.99784,3.15,0.57,9.1,5
+9.9,0.53,0.57,2.4,0.09300000000000001,30.0,52.0,0.9971,3.19,0.76,11.6,7
+8.9,0.48,0.53,4.0,0.10099999999999999,3.0,10.0,0.9958600000000001,3.21,0.59,12.1,7
+11.6,0.23,0.57,1.8,0.07400000000000001,3.0,8.0,0.9981,3.14,0.7,9.9,6
+9.1,0.4,0.5,1.8,0.071,7.0,16.0,0.9946200000000001,3.21,0.69,12.5,8
+8.0,0.38,0.44,1.9,0.098,6.0,15.0,0.9956,3.3,0.64,11.4,6
+10.2,0.29,0.65,2.4,0.075,6.0,17.0,0.99565,3.22,0.63,11.8,6
+8.2,0.74,0.09,2.0,0.067,5.0,10.0,0.99418,3.28,0.57,11.8,6
+7.7,0.61,0.18,2.4,0.083,6.0,20.0,0.9963,3.29,0.6,10.2,6
+6.6,0.52,0.08,2.4,0.07,13.0,26.0,0.9935799999999999,3.4,0.72,12.5,7
+11.1,0.31,0.53,2.2,0.06,3.0,10.0,0.99572,3.02,0.83,10.9,7
+11.1,0.31,0.53,2.2,0.06,3.0,10.0,0.99572,3.02,0.83,10.9,7
+8.0,0.62,0.35,2.8,0.086,28.0,52.0,0.997,3.31,0.62,10.8,5
+9.3,0.33,0.45,1.5,0.057,19.0,37.0,0.99498,3.18,0.89,11.1,7
+7.5,0.77,0.2,8.1,0.098,30.0,92.0,0.99892,3.2,0.58,9.2,5
+7.2,0.35,0.26,1.8,0.083,33.0,75.0,0.9968,3.4,0.58,9.5,6
+8.0,0.62,0.33,2.7,0.08800000000000001,16.0,37.0,0.9972,3.31,0.58,10.7,6
+7.5,0.77,0.2,8.1,0.098,30.0,92.0,0.99892,3.2,0.58,9.2,5
+9.1,0.25,0.34,2.0,0.071,45.0,67.0,0.99769,3.44,0.86,10.2,7
+9.9,0.32,0.56,2.0,0.073,3.0,8.0,0.99534,3.15,0.73,11.4,6
+8.6,0.37,0.65,6.4,0.08,3.0,8.0,0.9981700000000001,3.27,0.58,11.0,5
+8.6,0.37,0.65,6.4,0.08,3.0,8.0,0.9981700000000001,3.27,0.58,11.0,5
+7.9,0.3,0.68,8.3,0.05,37.5,278.0,0.99316,3.01,0.51,12.3,7
+10.3,0.27,0.56,1.4,0.047,3.0,8.0,0.99471,3.16,0.51,11.8,6
+7.9,0.3,0.68,8.3,0.05,37.5,289.0,0.99316,3.01,0.51,12.3,7
+7.2,0.38,0.3,1.8,0.073,31.0,70.0,0.99685,3.42,0.59,9.5,6
+8.7,0.42,0.45,2.4,0.07200000000000001,32.0,59.0,0.9961700000000001,3.33,0.77,12.0,6
+7.2,0.38,0.3,1.8,0.073,31.0,70.0,0.99685,3.42,0.59,9.5,6
+6.8,0.48,0.08,1.8,0.07400000000000001,40.0,64.0,0.99529,3.12,0.49,9.6,5
+8.5,0.34,0.4,4.7,0.055,3.0,9.0,0.9973799999999999,3.38,0.66,11.6,7
+7.9,0.19,0.42,1.6,0.057,18.0,30.0,0.9940000000000001,3.29,0.69,11.2,6
+11.6,0.41,0.54,1.5,0.095,22.0,41.0,0.99735,3.02,0.76,9.9,7
+11.6,0.41,0.54,1.5,0.095,22.0,41.0,0.99735,3.02,0.76,9.9,7
+10.0,0.26,0.54,1.9,0.083,42.0,74.0,0.99451,2.98,0.63,11.8,8
+7.9,0.34,0.42,2.0,0.086,8.0,19.0,0.99546,3.35,0.6,11.4,6
+7.0,0.54,0.09,2.0,0.081,10.0,16.0,0.99479,3.43,0.59,11.5,6
+9.2,0.31,0.36,2.2,0.079,11.0,31.0,0.99615,3.33,0.86,12.0,7
+6.6,0.725,0.09,5.5,0.11699999999999999,9.0,17.0,0.99655,3.35,0.49,10.8,6
+9.4,0.4,0.47,2.5,0.087,6.0,20.0,0.99772,3.15,0.5,10.5,5
+6.6,0.725,0.09,5.5,0.11699999999999999,9.0,17.0,0.99655,3.35,0.49,10.8,6
+8.6,0.52,0.38,1.5,0.096,5.0,18.0,0.99666,3.2,0.52,9.4,5
+8.0,0.31,0.45,2.1,0.21600000000000003,5.0,16.0,0.9935799999999999,3.15,0.81,12.5,7
+8.6,0.52,0.38,1.5,0.096,5.0,18.0,0.99666,3.2,0.52,9.4,5
+8.4,0.34,0.42,2.1,0.07200000000000001,23.0,36.0,0.99392,3.11,0.78,12.4,6
+7.4,0.49,0.27,2.1,0.071,14.0,25.0,0.9938799999999999,3.35,0.63,12.0,6
+6.1,0.48,0.09,1.7,0.078,18.0,30.0,0.9940200000000001,3.45,0.54,11.2,6
+7.4,0.49,0.27,2.1,0.071,14.0,25.0,0.9938799999999999,3.35,0.63,12.0,6
+8.0,0.48,0.34,2.2,0.073,16.0,25.0,0.9936,3.28,0.66,12.4,6
+6.3,0.57,0.28,2.1,0.048,13.0,49.0,0.99374,3.41,0.6,12.8,5
+8.2,0.23,0.42,1.9,0.069,9.0,17.0,0.9937600000000001,3.21,0.54,12.3,6
+9.1,0.3,0.41,2.0,0.068,10.0,24.0,0.99523,3.27,0.85,11.7,7
+8.1,0.78,0.1,3.3,0.09,4.0,13.0,0.99855,3.36,0.49,9.5,5
+10.8,0.47,0.43,2.1,0.171,27.0,66.0,0.9982,3.17,0.76,10.8,6
+8.3,0.53,0.0,1.4,0.07,6.0,14.0,0.99593,3.25,0.64,10.0,6
+5.4,0.42,0.27,2.0,0.092,23.0,55.0,0.99471,3.78,0.64,12.3,7
+7.9,0.33,0.41,1.5,0.055999999999999994,6.0,35.0,0.9939600000000001,3.29,0.71,11.0,6
+8.9,0.24,0.39,1.6,0.07400000000000001,3.0,10.0,0.99698,3.12,0.59,9.5,6
+5.0,0.4,0.5,4.3,0.046,29.0,80.0,0.9902,3.49,0.66,13.6,6
+7.0,0.69,0.07,2.5,0.091,15.0,21.0,0.99572,3.38,0.6,11.3,6
+7.0,0.69,0.07,2.5,0.091,15.0,21.0,0.99572,3.38,0.6,11.3,6
+7.0,0.69,0.07,2.5,0.091,15.0,21.0,0.99572,3.38,0.6,11.3,6
+7.1,0.39,0.12,2.1,0.065,14.0,24.0,0.9925200000000001,3.3,0.53,13.3,6
+5.6,0.66,0.0,2.5,0.066,7.0,15.0,0.99256,3.52,0.58,12.9,5
+7.9,0.54,0.34,2.5,0.076,8.0,17.0,0.99235,3.2,0.72,13.1,8
+6.6,0.5,0.0,1.8,0.062,21.0,28.0,0.9935200000000001,3.44,0.55,12.3,6
+6.3,0.47,0.0,1.4,0.055,27.0,33.0,0.9922,3.45,0.48,12.3,6
+10.7,0.4,0.37,1.9,0.081,17.0,29.0,0.99674,3.12,0.65,11.2,6
+6.5,0.58,0.0,2.2,0.096,3.0,13.0,0.9955700000000001,3.62,0.62,11.5,4
+8.8,0.24,0.35,1.7,0.055,13.0,27.0,0.9939399999999999,3.14,0.59,11.3,7
+5.8,0.29,0.26,1.7,0.063,3.0,11.0,0.9915,3.39,0.54,13.5,6
+6.3,0.76,0.0,2.9,0.07200000000000001,26.0,52.0,0.99379,3.51,0.6,11.5,6
+10.0,0.43,0.33,2.7,0.095,28.0,89.0,0.9984,3.22,0.68,10.0,5
+10.5,0.43,0.35,3.3,0.092,24.0,70.0,0.99798,3.21,0.69,10.5,6
+9.1,0.6,0.0,1.9,0.057999999999999996,5.0,10.0,0.9977,3.18,0.63,10.4,6
+5.9,0.19,0.21,1.7,0.045,57.0,135.0,0.99341,3.32,0.44,9.5,5
+7.4,0.36,0.34,1.8,0.075,18.0,38.0,0.9933,3.38,0.88,13.6,7
+7.2,0.48,0.07,5.5,0.08900000000000001,10.0,18.0,0.99684,3.37,0.68,11.2,7
+8.5,0.28,0.35,1.7,0.061,6.0,15.0,0.99524,3.3,0.74,11.8,7
+8.0,0.25,0.43,1.7,0.067,22.0,50.0,0.9946,3.38,0.6,11.9,6
+10.4,0.52,0.45,2.0,0.08,6.0,13.0,0.99774,3.22,0.76,11.4,6
+10.4,0.52,0.45,2.0,0.08,6.0,13.0,0.99774,3.22,0.76,11.4,6
+7.5,0.41,0.15,3.7,0.10400000000000001,29.0,94.0,0.9978600000000001,3.14,0.58,9.1,5
+8.2,0.51,0.24,2.0,0.079,16.0,86.0,0.99764,3.34,0.64,9.5,6
+7.3,0.4,0.3,1.7,0.08,33.0,79.0,0.9969,3.41,0.65,9.5,6
+8.2,0.38,0.32,2.5,0.08,24.0,71.0,0.99624,3.27,0.85,11.0,6
+6.9,0.45,0.11,2.4,0.043,6.0,12.0,0.99354,3.3,0.65,11.4,6
+7.0,0.22,0.3,1.8,0.065,16.0,20.0,0.99672,3.61,0.82,10.0,6
+7.3,0.32,0.23,2.3,0.066,35.0,70.0,0.9958799999999999,3.43,0.62,10.1,5
+8.2,0.2,0.43,2.5,0.076,31.0,51.0,0.99672,3.53,0.81,10.4,6
+7.8,0.5,0.12,1.8,0.17800000000000002,6.0,21.0,0.996,3.28,0.87,9.8,6
+10.0,0.41,0.45,6.2,0.071,6.0,14.0,0.99702,3.21,0.49,11.8,7
+7.8,0.39,0.42,2.0,0.086,9.0,21.0,0.99526,3.39,0.66,11.6,6
+10.0,0.35,0.47,2.0,0.061,6.0,11.0,0.99585,3.23,0.52,12.0,6
+8.2,0.33,0.32,2.8,0.067,4.0,12.0,0.9947299999999999,3.3,0.76,12.8,7
+6.1,0.58,0.23,2.5,0.044000000000000004,16.0,70.0,0.9935200000000001,3.46,0.65,12.5,6
+8.3,0.6,0.25,2.2,0.11800000000000001,9.0,38.0,0.99616,3.15,0.53,9.8,5
+9.6,0.42,0.35,2.1,0.083,17.0,38.0,0.9962200000000001,3.23,0.66,11.1,6
+6.6,0.58,0.0,2.2,0.1,50.0,63.0,0.99544,3.59,0.68,11.4,6
+8.3,0.6,0.25,2.2,0.11800000000000001,9.0,38.0,0.99616,3.15,0.53,9.8,5
+8.5,0.18,0.51,1.75,0.071,45.0,88.0,0.99524,3.33,0.76,11.8,7
+5.1,0.51,0.18,2.1,0.042,16.0,101.0,0.9924,3.46,0.87,12.9,7
+6.7,0.41,0.43,2.8,0.076,22.0,54.0,0.99572,3.42,1.16,10.6,6
+10.2,0.41,0.43,2.2,0.11,11.0,37.0,0.9972799999999999,3.16,0.67,10.8,5
+10.6,0.36,0.57,2.3,0.087,6.0,20.0,0.9967600000000001,3.14,0.72,11.1,7
+8.8,0.45,0.43,1.4,0.076,12.0,21.0,0.99551,3.21,0.75,10.2,6
+8.5,0.32,0.42,2.3,0.075,12.0,19.0,0.99434,3.14,0.71,11.8,7
+9.0,0.785,0.24,1.7,0.078,10.0,21.0,0.99692,3.29,0.67,10.0,5
+9.0,0.785,0.24,1.7,0.078,10.0,21.0,0.99692,3.29,0.67,10.0,5
+8.5,0.44,0.5,1.9,0.369,15.0,38.0,0.99634,3.01,1.1,9.4,5
+9.9,0.54,0.26,2.0,0.111,7.0,60.0,0.9970899999999999,2.94,0.98,10.2,5
+8.2,0.33,0.39,2.5,0.07400000000000001,29.0,48.0,0.9952799999999999,3.32,0.88,12.4,7
+6.5,0.34,0.27,2.8,0.067,8.0,44.0,0.99384,3.21,0.56,12.0,6
+7.6,0.5,0.29,2.3,0.086,5.0,14.0,0.9950200000000001,3.32,0.62,11.5,6
+9.2,0.36,0.34,1.6,0.062,5.0,12.0,0.9966700000000001,3.2,0.67,10.5,6
+7.1,0.59,0.0,2.2,0.078,26.0,44.0,0.9952200000000001,3.42,0.68,10.8,6
+9.7,0.42,0.46,2.1,0.07400000000000001,5.0,16.0,0.99649,3.27,0.74,12.3,6
+7.6,0.36,0.31,1.7,0.079,26.0,65.0,0.99716,3.46,0.62,9.5,6
+7.6,0.36,0.31,1.7,0.079,26.0,65.0,0.99716,3.46,0.62,9.5,6
+6.5,0.61,0.0,2.2,0.095,48.0,59.0,0.99541,3.61,0.7,11.5,6
+6.5,0.88,0.03,5.6,0.079,23.0,47.0,0.99572,3.58,0.5,11.2,4
+7.1,0.66,0.0,2.4,0.052000000000000005,6.0,11.0,0.99318,3.35,0.66,12.7,7
+5.6,0.915,0.0,2.1,0.040999999999999995,17.0,78.0,0.99346,3.68,0.73,11.4,5
+8.2,0.35,0.33,2.4,0.076,11.0,47.0,0.9959899999999999,3.27,0.81,11.0,6
+8.2,0.35,0.33,2.4,0.076,11.0,47.0,0.9959899999999999,3.27,0.81,11.0,6
+9.8,0.39,0.43,1.65,0.068,5.0,11.0,0.9947799999999999,3.19,0.46,11.4,5
+10.2,0.4,0.4,2.5,0.068,41.0,54.0,0.99754,3.38,0.86,10.5,6
+6.8,0.66,0.07,1.6,0.07,16.0,61.0,0.99572,3.29,0.6,9.3,5
+6.7,0.64,0.23,2.1,0.08,11.0,119.0,0.9953799999999999,3.36,0.7,10.9,5
+7.0,0.43,0.3,2.0,0.085,6.0,39.0,0.99346,3.33,0.46,11.9,6
+6.6,0.8,0.03,7.8,0.079,6.0,12.0,0.9963,3.52,0.5,12.2,5
+7.0,0.43,0.3,2.0,0.085,6.0,39.0,0.99346,3.33,0.46,11.9,6
+6.7,0.64,0.23,2.1,0.08,11.0,119.0,0.9953799999999999,3.36,0.7,10.9,5
+8.8,0.955,0.05,1.8,0.075,5.0,19.0,0.99616,3.3,0.44,9.6,4
+9.1,0.4,0.57,4.6,0.08,6.0,20.0,0.9965200000000001,3.28,0.57,12.5,6
+6.5,0.885,0.0,2.3,0.166,6.0,12.0,0.99551,3.56,0.51,10.8,5
+7.2,0.25,0.37,2.5,0.063,11.0,41.0,0.99439,3.52,0.8,12.4,7
+6.4,0.885,0.0,2.3,0.166,6.0,12.0,0.99551,3.56,0.51,10.8,5
+7.0,0.745,0.12,1.8,0.114,15.0,64.0,0.9958799999999999,3.22,0.59,9.5,6
+6.2,0.43,0.22,1.8,0.078,21.0,56.0,0.9963299999999999,3.52,0.6,9.5,6
+7.9,0.58,0.23,2.3,0.076,23.0,94.0,0.9968600000000001,3.21,0.58,9.5,6
+7.7,0.57,0.21,1.5,0.069,4.0,9.0,0.9945799999999999,3.16,0.54,9.8,6
+7.7,0.26,0.26,2.0,0.052000000000000005,19.0,77.0,0.9951,3.15,0.79,10.9,6
+7.9,0.58,0.23,2.3,0.076,23.0,94.0,0.9968600000000001,3.21,0.58,9.5,6
+7.7,0.57,0.21,1.5,0.069,4.0,9.0,0.9945799999999999,3.16,0.54,9.8,6
+7.9,0.34,0.36,1.9,0.065,5.0,10.0,0.99419,3.27,0.54,11.2,7
+8.6,0.42,0.39,1.8,0.068,6.0,12.0,0.99516,3.35,0.69,11.7,8
+9.9,0.74,0.19,5.8,0.111,33.0,76.0,0.9987799999999999,3.14,0.55,9.4,5
+7.2,0.36,0.46,2.1,0.07400000000000001,24.0,44.0,0.99534,3.4,0.85,11.0,7
+7.2,0.36,0.46,2.1,0.07400000000000001,24.0,44.0,0.99534,3.4,0.85,11.0,7
+7.2,0.36,0.46,2.1,0.07400000000000001,24.0,44.0,0.99534,3.4,0.85,11.0,7
+9.9,0.72,0.55,1.7,0.136,24.0,52.0,0.9975200000000001,3.35,0.94,10.0,5
+7.2,0.36,0.46,2.1,0.07400000000000001,24.0,44.0,0.99534,3.4,0.85,11.0,7
+6.2,0.39,0.43,2.0,0.071,14.0,24.0,0.9942799999999999,3.45,0.87,11.2,7
+6.8,0.65,0.02,2.1,0.078,8.0,15.0,0.99498,3.35,0.62,10.4,6
+6.6,0.44,0.15,2.1,0.076,22.0,53.0,0.9957,3.32,0.62,9.3,5
+6.8,0.65,0.02,2.1,0.078,8.0,15.0,0.99498,3.35,0.62,10.4,6
+9.6,0.38,0.42,1.9,0.071,5.0,13.0,0.99659,3.15,0.75,10.5,6
+10.2,0.33,0.46,1.9,0.081,6.0,9.0,0.9962799999999999,3.1,0.48,10.4,6
+8.8,0.27,0.46,2.1,0.095,20.0,29.0,0.9948799999999999,3.26,0.56,11.3,6
+7.9,0.57,0.31,2.0,0.079,10.0,79.0,0.99677,3.29,0.69,9.5,6
+8.2,0.34,0.37,1.9,0.057,43.0,74.0,0.99408,3.23,0.81,12.0,6
+8.2,0.4,0.31,1.9,0.08199999999999999,8.0,24.0,0.996,3.24,0.69,10.6,6
+9.0,0.39,0.4,1.3,0.044000000000000004,25.0,50.0,0.9947799999999999,3.2,0.83,10.9,6
+10.9,0.32,0.52,1.8,0.132,17.0,44.0,0.99734,3.28,0.77,11.5,6
+10.9,0.32,0.52,1.8,0.132,17.0,44.0,0.99734,3.28,0.77,11.5,6
+8.1,0.53,0.22,2.2,0.078,33.0,89.0,0.9967799999999999,3.26,0.46,9.6,6
+10.5,0.36,0.47,2.2,0.07400000000000001,9.0,23.0,0.9963799999999999,3.23,0.76,12.0,6
+12.6,0.39,0.49,2.5,0.08,8.0,20.0,0.9992,3.07,0.82,10.3,6
+9.2,0.46,0.23,2.6,0.091,18.0,77.0,0.9992200000000001,3.15,0.51,9.4,5
+7.5,0.58,0.03,4.1,0.08,27.0,46.0,0.99592,3.02,0.47,9.2,5
+9.0,0.58,0.25,2.0,0.10400000000000001,8.0,21.0,0.99769,3.27,0.72,9.6,5
+5.1,0.42,0.0,1.8,0.044000000000000004,18.0,88.0,0.9915700000000001,3.68,0.73,13.6,7
+7.6,0.43,0.29,2.1,0.075,19.0,66.0,0.99718,3.4,0.64,9.5,5
+7.7,0.18,0.34,2.7,0.066,15.0,58.0,0.9947,3.37,0.78,11.8,6
+7.8,0.815,0.01,2.6,0.07400000000000001,48.0,90.0,0.99621,3.38,0.62,10.8,5
+7.6,0.43,0.29,2.1,0.075,19.0,66.0,0.99718,3.4,0.64,9.5,5
+10.2,0.23,0.37,2.2,0.057,14.0,36.0,0.9961399999999999,3.23,0.49,9.3,4
+7.1,0.75,0.01,2.2,0.059000000000000004,11.0,18.0,0.9924200000000001,3.39,0.4,12.8,6
+6.0,0.33,0.32,12.9,0.054000000000000006,6.0,113.0,0.99572,3.3,0.56,11.5,4
+7.8,0.55,0.0,1.7,0.07,7.0,17.0,0.99659,3.26,0.64,9.4,6
+7.1,0.75,0.01,2.2,0.059000000000000004,11.0,18.0,0.9924200000000001,3.39,0.4,12.8,6
+8.1,0.73,0.0,2.5,0.081,12.0,24.0,0.99798,3.38,0.46,9.6,4
+6.5,0.67,0.0,4.3,0.057,11.0,20.0,0.9948799999999999,3.45,0.56,11.8,4
+7.5,0.61,0.2,1.7,0.076,36.0,60.0,0.9949399999999999,3.1,0.4,9.3,5
+9.8,0.37,0.39,2.5,0.079,28.0,65.0,0.99729,3.16,0.59,9.8,5
+9.0,0.4,0.41,2.0,0.057999999999999996,15.0,40.0,0.9941399999999999,3.22,0.6,12.2,6
+8.3,0.56,0.22,2.4,0.08199999999999999,10.0,86.0,0.9983,3.37,0.62,9.5,5
+5.9,0.29,0.25,13.4,0.067,72.0,160.0,0.99721,3.33,0.54,10.3,6
+7.4,0.55,0.19,1.8,0.08199999999999999,15.0,34.0,0.99655,3.49,0.68,10.5,5
+7.4,0.74,0.07,1.7,0.086,15.0,48.0,0.9950200000000001,3.12,0.48,10.0,5
+7.4,0.55,0.19,1.8,0.08199999999999999,15.0,34.0,0.99655,3.49,0.68,10.5,5
+6.9,0.41,0.33,2.2,0.081,22.0,36.0,0.9949,3.41,0.75,11.1,6
+7.1,0.6,0.01,2.3,0.079,24.0,37.0,0.9951399999999999,3.4,0.61,10.9,6
+7.1,0.6,0.01,2.3,0.079,24.0,37.0,0.9951399999999999,3.4,0.61,10.9,6
+7.5,0.58,0.14,2.2,0.077,27.0,60.0,0.9963,3.28,0.59,9.8,5
+7.1,0.72,0.0,1.8,0.12300000000000001,6.0,14.0,0.9962700000000001,3.45,0.58,9.8,5
+7.9,0.66,0.0,1.4,0.096,6.0,13.0,0.99569,3.43,0.58,9.5,5
+7.8,0.7,0.06,1.9,0.079,20.0,35.0,0.9962799999999999,3.4,0.69,10.9,5
+6.1,0.64,0.02,2.4,0.069,26.0,46.0,0.9935799999999999,3.47,0.45,11.0,5
+7.5,0.59,0.22,1.8,0.08199999999999999,43.0,60.0,0.9949899999999999,3.1,0.42,9.2,5
+7.0,0.58,0.28,4.8,0.085,12.0,69.0,0.9963299999999999,3.32,0.7,11.0,6
+6.8,0.64,0.0,2.7,0.12300000000000001,15.0,33.0,0.9953799999999999,3.44,0.63,11.3,6
+6.8,0.64,0.0,2.7,0.12300000000000001,15.0,33.0,0.9953799999999999,3.44,0.63,11.3,6
+8.6,0.635,0.68,1.8,0.40299999999999997,19.0,56.0,0.9963200000000001,3.02,1.15,9.3,5
+6.3,1.02,0.0,2.0,0.083,17.0,24.0,0.9943700000000001,3.59,0.55,11.2,4
+9.8,0.45,0.38,2.5,0.081,34.0,66.0,0.99726,3.15,0.58,9.8,5
+8.2,0.78,0.0,2.2,0.08900000000000001,13.0,26.0,0.9978,3.37,0.46,9.6,4
+8.5,0.37,0.32,1.8,0.066,26.0,51.0,0.99456,3.38,0.72,11.8,6
+7.2,0.57,0.05,2.3,0.081,16.0,36.0,0.99564,3.38,0.6,10.3,6
+7.2,0.57,0.05,2.3,0.081,16.0,36.0,0.99564,3.38,0.6,10.3,6
+10.4,0.43,0.5,2.3,0.068,13.0,19.0,0.996,3.1,0.87,11.4,6
+6.9,0.41,0.31,2.0,0.079,21.0,51.0,0.9966799999999999,3.47,0.55,9.5,6
+5.5,0.49,0.03,1.8,0.044000000000000004,28.0,87.0,0.9908,3.5,0.82,14.0,8
+5.0,0.38,0.01,1.6,0.048,26.0,60.0,0.9908399999999999,3.7,0.75,14.0,6
+7.3,0.44,0.2,1.6,0.049,24.0,64.0,0.9935,3.38,0.57,11.7,6
+5.9,0.46,0.0,1.9,0.077,25.0,44.0,0.99385,3.5,0.53,11.2,5
+7.5,0.58,0.2,2.0,0.073,34.0,44.0,0.9949399999999999,3.1,0.43,9.3,5
+7.8,0.58,0.13,2.1,0.102,17.0,36.0,0.9944,3.24,0.53,11.2,6
+8.0,0.715,0.22,2.3,0.075,13.0,81.0,0.9968799999999999,3.24,0.54,9.5,6
+8.5,0.4,0.4,6.3,0.05,3.0,10.0,0.99566,3.28,0.56,12.0,4
+7.0,0.69,0.0,1.9,0.114,3.0,10.0,0.99636,3.35,0.6,9.7,6
+8.0,0.715,0.22,2.3,0.075,13.0,81.0,0.9968799999999999,3.24,0.54,9.5,6
+9.8,0.3,0.39,1.7,0.062,3.0,9.0,0.9948,3.14,0.57,11.5,7
+7.1,0.46,0.2,1.9,0.077,28.0,54.0,0.9956,3.37,0.64,10.4,6
+7.1,0.46,0.2,1.9,0.077,28.0,54.0,0.9956,3.37,0.64,10.4,6
+7.9,0.765,0.0,2.0,0.084,9.0,22.0,0.9961899999999999,3.33,0.68,10.9,6
+8.7,0.63,0.28,2.7,0.096,17.0,69.0,0.99734,3.26,0.63,10.2,6
+7.0,0.42,0.19,2.3,0.071,18.0,36.0,0.9947600000000001,3.39,0.56,10.9,5
+11.3,0.37,0.5,1.8,0.09,20.0,47.0,0.99734,3.15,0.57,10.5,5
+7.1,0.16,0.44,2.5,0.068,17.0,31.0,0.9932799999999999,3.35,0.54,12.4,6
+8.0,0.6,0.08,2.6,0.055999999999999994,3.0,7.0,0.9928600000000001,3.22,0.37,13.0,5
+7.0,0.6,0.3,4.5,0.068,20.0,110.0,0.9991399999999999,3.3,1.17,10.2,5
+7.0,0.6,0.3,4.5,0.068,20.0,110.0,0.9991399999999999,3.3,1.17,10.2,5
+7.6,0.74,0.0,1.9,0.1,6.0,12.0,0.99521,3.36,0.59,11.0,5
+8.2,0.635,0.1,2.1,0.073,25.0,60.0,0.9963799999999999,3.29,0.75,10.9,6
+5.9,0.395,0.13,2.4,0.055999999999999994,14.0,28.0,0.9936200000000001,3.62,0.67,12.4,6
+7.5,0.755,0.0,1.9,0.084,6.0,12.0,0.99672,3.34,0.49,9.7,4
+8.2,0.635,0.1,2.1,0.073,25.0,60.0,0.9963799999999999,3.29,0.75,10.9,6
+6.6,0.63,0.0,4.3,0.09300000000000001,51.0,77.5,0.9955799999999999,3.2,0.45,9.5,5
+6.6,0.63,0.0,4.3,0.09300000000000001,51.0,77.5,0.9955799999999999,3.2,0.45,9.5,5
+7.2,0.53,0.14,2.1,0.064,15.0,29.0,0.99323,3.35,0.61,12.1,6
+5.7,0.6,0.0,1.4,0.063,11.0,18.0,0.9919100000000001,3.45,0.56,12.2,6
+7.6,1.58,0.0,2.1,0.13699999999999998,5.0,9.0,0.9947600000000001,3.5,0.4,10.9,3
+5.2,0.645,0.0,2.15,0.08,15.0,28.0,0.99444,3.78,0.61,12.5,6
+6.7,0.86,0.07,2.0,0.1,20.0,57.0,0.99598,3.6,0.74,11.7,6
+9.1,0.37,0.32,2.1,0.064,4.0,15.0,0.9957600000000001,3.3,0.8,11.2,6
+8.0,0.28,0.44,1.8,0.081,28.0,68.0,0.9950100000000001,3.36,0.66,11.2,5
+7.6,0.79,0.21,2.3,0.087,21.0,68.0,0.9955,3.12,0.44,9.2,5
+7.5,0.61,0.26,1.9,0.073,24.0,88.0,0.9961200000000001,3.3,0.53,9.8,5
+9.7,0.69,0.32,2.5,0.08800000000000001,22.0,91.0,0.9979,3.29,0.62,10.1,5
+6.8,0.68,0.09,3.9,0.068,15.0,29.0,0.99524,3.41,0.52,11.1,4
+9.7,0.69,0.32,2.5,0.08800000000000001,22.0,91.0,0.9979,3.29,0.62,10.1,5
+7.0,0.62,0.1,1.4,0.071,27.0,63.0,0.996,3.28,0.61,9.2,5
+7.5,0.61,0.26,1.9,0.073,24.0,88.0,0.9961200000000001,3.3,0.53,9.8,5
+6.5,0.51,0.15,3.0,0.064,12.0,27.0,0.9929,3.33,0.59,12.8,6
+8.0,1.18,0.21,1.9,0.083,14.0,41.0,0.9953200000000001,3.34,0.47,10.5,5
+7.0,0.36,0.21,2.3,0.086,20.0,65.0,0.9955799999999999,3.4,0.54,10.1,6
+7.0,0.36,0.21,2.4,0.086,24.0,69.0,0.99556,3.4,0.53,10.1,6
+7.5,0.63,0.27,2.0,0.083,17.0,91.0,0.99616,3.26,0.58,9.8,6
+5.4,0.74,0.0,1.2,0.040999999999999995,16.0,46.0,0.9925799999999999,4.01,0.59,12.5,6
+9.9,0.44,0.46,2.2,0.091,10.0,41.0,0.9963799999999999,3.18,0.69,11.9,6
+7.5,0.63,0.27,2.0,0.083,17.0,91.0,0.99616,3.26,0.58,9.8,6
+9.1,0.76,0.68,1.7,0.414,18.0,64.0,0.9965200000000001,2.9,1.33,9.1,6
+9.7,0.66,0.34,2.6,0.094,12.0,88.0,0.9979600000000001,3.26,0.66,10.1,5
+5.0,0.74,0.0,1.2,0.040999999999999995,16.0,46.0,0.9925799999999999,4.01,0.59,12.5,6
+9.1,0.34,0.42,1.8,0.057999999999999996,9.0,18.0,0.99392,3.18,0.55,11.4,5
+9.1,0.36,0.39,1.8,0.06,21.0,55.0,0.99495,3.18,0.82,11.0,7
+6.7,0.46,0.24,1.7,0.077,18.0,34.0,0.9948,3.39,0.6,10.6,6
+6.7,0.46,0.24,1.7,0.077,18.0,34.0,0.9948,3.39,0.6,10.6,6
+6.7,0.46,0.24,1.7,0.077,18.0,34.0,0.9948,3.39,0.6,10.6,6
+6.7,0.46,0.24,1.7,0.077,18.0,34.0,0.9948,3.39,0.6,10.6,6
+6.5,0.52,0.11,1.8,0.073,13.0,38.0,0.9955,3.34,0.52,9.3,5
+7.4,0.6,0.26,2.1,0.083,17.0,91.0,0.99616,3.29,0.56,9.8,6
+7.4,0.6,0.26,2.1,0.083,17.0,91.0,0.99616,3.29,0.56,9.8,6
+7.8,0.87,0.26,3.8,0.107,31.0,67.0,0.9966799999999999,3.26,0.46,9.2,5
+8.4,0.39,0.1,1.7,0.075,6.0,25.0,0.9958100000000001,3.09,0.43,9.7,6
+9.1,0.775,0.22,2.2,0.079,12.0,48.0,0.9976,3.18,0.51,9.6,5
+7.2,0.835,0.0,2.0,0.166,4.0,11.0,0.99608,3.39,0.52,10.0,5
+6.6,0.58,0.02,2.4,0.069,19.0,40.0,0.99387,3.38,0.66,12.6,6
+6.0,0.5,0.0,1.4,0.057,15.0,26.0,0.9944799999999999,3.36,0.45,9.5,5
+6.0,0.5,0.0,1.4,0.057,15.0,26.0,0.9944799999999999,3.36,0.45,9.5,5
+6.0,0.5,0.0,1.4,0.057,15.0,26.0,0.9944799999999999,3.36,0.45,9.5,5
+7.5,0.51,0.02,1.7,0.084,13.0,31.0,0.9953799999999999,3.36,0.54,10.5,6
+7.5,0.51,0.02,1.7,0.084,13.0,31.0,0.9953799999999999,3.36,0.54,10.5,6
+7.5,0.51,0.02,1.7,0.084,13.0,31.0,0.9953799999999999,3.36,0.54,10.5,6
+7.6,0.54,0.02,1.7,0.085,17.0,31.0,0.9958899999999999,3.37,0.51,10.4,6
+7.5,0.51,0.02,1.7,0.084,13.0,31.0,0.9953799999999999,3.36,0.54,10.5,6
+11.5,0.42,0.48,2.6,0.077,8.0,20.0,0.9985200000000001,3.09,0.53,11.0,5
+8.2,0.44,0.24,2.3,0.063,10.0,28.0,0.99613,3.25,0.53,10.2,6
+6.1,0.59,0.01,2.1,0.055999999999999994,5.0,13.0,0.99472,3.52,0.56,11.4,5
+7.2,0.655,0.03,1.8,0.078,7.0,12.0,0.99587,3.34,0.39,9.5,5
+7.2,0.655,0.03,1.8,0.078,7.0,12.0,0.99587,3.34,0.39,9.5,5
+6.9,0.57,0.0,2.8,0.081,21.0,41.0,0.99518,3.41,0.52,10.8,5
+9.0,0.6,0.29,2.0,0.069,32.0,73.0,0.99654,3.34,0.57,10.0,5
+7.2,0.62,0.01,2.3,0.065,8.0,46.0,0.9933200000000001,3.32,0.51,11.8,6
+7.6,0.645,0.03,1.9,0.086,14.0,57.0,0.9969,3.37,0.46,10.3,5
+7.6,0.645,0.03,1.9,0.086,14.0,57.0,0.9969,3.37,0.46,10.3,5
+7.2,0.58,0.03,2.3,0.077,7.0,28.0,0.9956799999999999,3.35,0.52,10.0,5
+6.1,0.32,0.25,1.8,0.086,5.0,32.0,0.99464,3.36,0.44,10.1,5
+6.1,0.34,0.25,1.8,0.084,4.0,28.0,0.99464,3.36,0.44,10.1,5
+7.3,0.43,0.24,2.5,0.078,27.0,67.0,0.9964799999999999,3.6,0.59,11.1,6
+7.4,0.64,0.17,5.4,0.168,52.0,98.0,0.99736,3.28,0.5,9.5,5
+11.6,0.475,0.4,1.4,0.091,6.0,28.0,0.9970399999999999,3.07,0.65,10.0333333333333,6
+9.2,0.54,0.31,2.3,0.11199999999999999,11.0,38.0,0.9969899999999999,3.24,0.56,10.9,5
+8.3,0.85,0.14,2.5,0.09300000000000001,13.0,54.0,0.99724,3.36,0.54,10.1,5
+11.6,0.475,0.4,1.4,0.091,6.0,28.0,0.9970399999999999,3.07,0.65,10.0333333333333,6
+8.0,0.83,0.27,2.0,0.08,11.0,63.0,0.9965200000000001,3.29,0.48,9.8,4
+7.2,0.605,0.02,1.9,0.096,10.0,31.0,0.995,3.46,0.53,11.8,6
+7.8,0.5,0.09,2.2,0.115,10.0,42.0,0.9971,3.18,0.62,9.5,5
+7.3,0.74,0.08,1.7,0.094,10.0,45.0,0.9957600000000001,3.24,0.5,9.8,5
+6.9,0.54,0.3,2.2,0.08800000000000001,9.0,105.0,0.99725,3.25,1.18,10.5,6
+8.0,0.77,0.32,2.1,0.079,16.0,74.0,0.99656,3.27,0.5,9.8,6
+6.6,0.61,0.0,1.6,0.069,4.0,8.0,0.9939600000000001,3.33,0.37,10.4,4
+8.7,0.78,0.51,1.7,0.415,12.0,66.0,0.99623,3.0,1.17,9.2,5
+7.5,0.58,0.56,3.1,0.153,5.0,14.0,0.9947600000000001,3.21,1.03,11.6,6
+8.7,0.78,0.51,1.7,0.415,12.0,66.0,0.99623,3.0,1.17,9.2,5
+7.7,0.75,0.27,3.8,0.11,34.0,89.0,0.99664,3.24,0.45,9.3,5
+6.8,0.815,0.0,1.2,0.267,16.0,29.0,0.99471,3.32,0.51,9.8,3
+7.2,0.56,0.26,2.0,0.083,13.0,100.0,0.9958600000000001,3.26,0.52,9.9,5
+8.2,0.885,0.2,1.4,0.086,7.0,31.0,0.9946,3.11,0.46,10.0,5
+5.2,0.49,0.26,2.3,0.09,23.0,74.0,0.9953,3.71,0.62,12.2,6
+7.2,0.45,0.15,2.0,0.078,10.0,28.0,0.9960899999999999,3.29,0.51,9.9,6
+7.5,0.57,0.02,2.6,0.077,11.0,35.0,0.9955700000000001,3.36,0.62,10.8,6
+7.5,0.57,0.02,2.6,0.077,11.0,35.0,0.9955700000000001,3.36,0.62,10.8,6
+6.8,0.83,0.09,1.8,0.07400000000000001,4.0,25.0,0.99534,3.38,0.45,9.6,5
+8.0,0.6,0.22,2.1,0.08,25.0,105.0,0.99613,3.3,0.49,9.9,5
+8.0,0.6,0.22,2.1,0.08,25.0,105.0,0.99613,3.3,0.49,9.9,5
+7.1,0.755,0.15,1.8,0.107,20.0,84.0,0.99593,3.19,0.5,9.5,5
+8.0,0.81,0.25,3.4,0.076,34.0,85.0,0.9966799999999999,3.19,0.42,9.2,5
+7.4,0.64,0.07,1.8,0.1,8.0,23.0,0.9961,3.3,0.58,9.6,5
+7.4,0.64,0.07,1.8,0.1,8.0,23.0,0.9961,3.3,0.58,9.6,5
+6.6,0.64,0.31,6.1,0.083,7.0,49.0,0.99718,3.35,0.68,10.3,5
+6.7,0.48,0.02,2.2,0.08,36.0,111.0,0.99524,3.1,0.53,9.7,5
+6.0,0.49,0.0,2.3,0.068,15.0,33.0,0.99292,3.58,0.59,12.5,6
+8.0,0.64,0.22,2.4,0.094,5.0,33.0,0.9961200000000001,3.37,0.58,11.0,5
+7.1,0.62,0.06,1.3,0.07,5.0,12.0,0.9942,3.17,0.48,9.8,5
+8.0,0.52,0.25,2.0,0.078,19.0,59.0,0.9961200000000001,3.3,0.48,10.2,5
+6.4,0.57,0.14,3.9,0.07,27.0,73.0,0.99669,3.32,0.48,9.2,5
+8.6,0.685,0.1,1.6,0.092,3.0,12.0,0.99745,3.31,0.65,9.55,6
+8.7,0.675,0.1,1.6,0.09,4.0,11.0,0.99745,3.31,0.65,9.55,5
+7.3,0.59,0.26,2.0,0.08,17.0,104.0,0.99584,3.28,0.52,9.9,5
+7.0,0.6,0.12,2.2,0.083,13.0,28.0,0.9966,3.52,0.62,10.2,7
+7.2,0.67,0.0,2.2,0.068,10.0,24.0,0.9956,3.42,0.72,11.1,6
+7.9,0.69,0.21,2.1,0.08,33.0,141.0,0.9962,3.25,0.51,9.9,5
+7.9,0.69,0.21,2.1,0.08,33.0,141.0,0.9962,3.25,0.51,9.9,5
+7.6,0.3,0.42,2.0,0.052000000000000005,6.0,24.0,0.9963,3.44,0.82,11.9,6
+7.2,0.33,0.33,1.7,0.061,3.0,13.0,0.996,3.23,1.1,10.0,8
+8.0,0.5,0.39,2.6,0.08199999999999999,12.0,46.0,0.9985,3.43,0.62,10.7,6
+7.7,0.28,0.3,2.0,0.062,18.0,34.0,0.9952,3.28,0.9,11.3,7
+8.2,0.24,0.34,5.1,0.062,8.0,22.0,0.9974,3.22,0.94,10.9,6
+6.0,0.51,0.0,2.1,0.064,40.0,54.0,0.995,3.54,0.93,10.7,6
+8.1,0.29,0.36,2.2,0.048,35.0,53.0,0.995,3.27,1.01,12.4,7
+6.0,0.51,0.0,2.1,0.064,40.0,54.0,0.995,3.54,0.93,10.7,6
+6.6,0.96,0.0,1.8,0.08199999999999999,5.0,16.0,0.9936,3.5,0.44,11.9,6
+6.4,0.47,0.4,2.4,0.071,8.0,19.0,0.9963,3.56,0.73,10.6,6
+8.2,0.24,0.34,5.1,0.062,8.0,22.0,0.9974,3.22,0.94,10.9,6
+9.9,0.57,0.25,2.0,0.10400000000000001,12.0,89.0,0.9963,3.04,0.9,10.1,5
+10.0,0.32,0.59,2.2,0.077,3.0,15.0,0.9994,3.2,0.78,9.6,5
+6.2,0.58,0.0,1.6,0.065,8.0,18.0,0.9966,3.56,0.84,9.4,5
+10.0,0.32,0.59,2.2,0.077,3.0,15.0,0.9994,3.2,0.78,9.6,5
+7.3,0.34,0.33,2.5,0.064,21.0,37.0,0.9952,3.35,0.77,12.1,7
+7.8,0.53,0.01,1.6,0.077,3.0,19.0,0.995,3.16,0.46,9.8,5
+7.7,0.64,0.21,2.2,0.077,32.0,133.0,0.9956,3.27,0.45,9.9,5
+7.8,0.53,0.01,1.6,0.077,3.0,19.0,0.995,3.16,0.46,9.8,5
+7.5,0.4,0.18,1.6,0.079,24.0,58.0,0.9965,3.34,0.58,9.4,5
+7.0,0.54,0.0,2.1,0.079,39.0,55.0,0.9956,3.39,0.84,11.4,6
+6.4,0.53,0.09,3.9,0.12300000000000001,14.0,31.0,0.9968,3.5,0.67,11.0,4
+8.3,0.26,0.37,1.4,0.076,8.0,23.0,0.9974,3.26,0.7,9.6,6
+8.3,0.26,0.37,1.4,0.076,8.0,23.0,0.9974,3.26,0.7,9.6,6
+7.7,0.23,0.37,1.8,0.046,23.0,60.0,0.9971,3.41,0.71,12.1,6
+7.6,0.41,0.33,2.5,0.078,6.0,23.0,0.9957,3.3,0.58,11.2,5
+7.8,0.64,0.0,1.9,0.07200000000000001,27.0,55.0,0.9962,3.31,0.63,11.0,5
+7.9,0.18,0.4,2.2,0.049,38.0,67.0,0.996,3.33,0.93,11.3,5
+7.4,0.41,0.24,1.8,0.066,18.0,47.0,0.9956,3.37,0.62,10.4,5
+7.6,0.43,0.31,2.1,0.069,13.0,74.0,0.9958,3.26,0.54,9.9,6
+5.9,0.44,0.0,1.6,0.042,3.0,11.0,0.9944,3.48,0.85,11.7,6
+6.1,0.4,0.16,1.8,0.069,11.0,25.0,0.9955,3.42,0.74,10.1,7
+10.2,0.54,0.37,15.4,0.214,55.0,95.0,1.00369,3.18,0.77,9.0,6
+10.2,0.54,0.37,15.4,0.214,55.0,95.0,1.00369,3.18,0.77,9.0,6
+10.0,0.38,0.38,1.6,0.16899999999999998,27.0,90.0,0.9991399999999999,3.15,0.65,8.5,5
+6.8,0.915,0.29,4.8,0.07,15.0,39.0,0.99577,3.53,0.54,11.1,5
+7.0,0.59,0.0,1.7,0.052000000000000005,3.0,8.0,0.996,3.41,0.47,10.3,5
+7.3,0.67,0.02,2.2,0.07200000000000001,31.0,92.0,0.99566,3.32,0.68,11.066666666666698,6
+7.2,0.37,0.32,2.0,0.062,15.0,28.0,0.9947,3.23,0.73,11.3,7
+7.4,0.785,0.19,5.2,0.094,19.0,98.0,0.99713,3.16,0.52,9.56666666666667,6
+6.9,0.63,0.02,1.9,0.078,18.0,30.0,0.9971200000000001,3.4,0.75,9.8,5
+6.9,0.58,0.2,1.75,0.057999999999999996,8.0,22.0,0.9932200000000001,3.38,0.49,11.7,5
+7.3,0.67,0.02,2.2,0.07200000000000001,31.0,92.0,0.99566,3.32,0.68,11.1,6
+7.4,0.785,0.19,5.2,0.094,19.0,98.0,0.99713,3.16,0.52,9.6,6
+6.9,0.63,0.02,1.9,0.078,18.0,30.0,0.9971200000000001,3.4,0.75,9.8,5
+6.8,0.67,0.0,1.9,0.08,22.0,39.0,0.9970100000000001,3.4,0.74,9.7,5
+6.9,0.58,0.01,1.9,0.08,40.0,54.0,0.9968299999999999,3.4,0.73,9.7,5
+7.2,0.38,0.31,2.0,0.055999999999999994,15.0,29.0,0.99472,3.23,0.76,11.3,8
+7.2,0.37,0.32,2.0,0.062,15.0,28.0,0.9947,3.23,0.73,11.3,7
+7.8,0.32,0.44,2.7,0.10400000000000001,8.0,17.0,0.9973200000000001,3.33,0.78,11.0,7
+6.6,0.58,0.02,2.0,0.062,37.0,53.0,0.99374,3.35,0.76,11.6,7
+7.6,0.49,0.33,1.9,0.07400000000000001,27.0,85.0,0.9970600000000001,3.41,0.58,9.0,5
+11.7,0.45,0.63,2.2,0.073,7.0,23.0,0.99974,3.21,0.69,10.9,6
+6.5,0.9,0.0,1.6,0.052000000000000005,9.0,17.0,0.99467,3.5,0.63,10.9,6
+6.0,0.54,0.06,1.8,0.05,38.0,89.0,0.99236,3.3,0.5,10.55,6
+7.6,0.49,0.33,1.9,0.07400000000000001,27.0,85.0,0.9970600000000001,3.41,0.58,9.0,5
+8.4,0.29,0.4,1.7,0.067,8.0,20.0,0.99603,3.39,0.6,10.5,5
+7.9,0.2,0.35,1.7,0.054000000000000006,7.0,15.0,0.9945799999999999,3.32,0.8,11.9,7
+6.4,0.42,0.09,2.3,0.054000000000000006,34.0,64.0,0.99724,3.41,0.68,10.4,6
+6.2,0.785,0.0,2.1,0.06,6.0,13.0,0.99664,3.59,0.61,10.0,4
+6.8,0.64,0.03,2.3,0.075,14.0,31.0,0.99545,3.36,0.58,10.4,6
+6.9,0.63,0.01,2.4,0.076,14.0,39.0,0.9952200000000001,3.34,0.53,10.8,6
+6.8,0.59,0.1,1.7,0.063,34.0,53.0,0.9958,3.41,0.67,9.7,5
+6.8,0.59,0.1,1.7,0.063,34.0,53.0,0.9958,3.41,0.67,9.7,5
+7.3,0.48,0.32,2.1,0.062,31.0,54.0,0.9972799999999999,3.3,0.65,10.0,7
+6.7,1.04,0.08,2.3,0.067,19.0,32.0,0.9964799999999999,3.52,0.57,11.0,4
+7.3,0.48,0.32,2.1,0.062,31.0,54.0,0.9972799999999999,3.3,0.65,10.0,7
+7.3,0.98,0.05,2.1,0.061,20.0,49.0,0.99705,3.31,0.55,9.7,3
+10.0,0.69,0.11,1.4,0.084,8.0,24.0,0.9957799999999999,2.88,0.47,9.7,5
+6.7,0.7,0.08,3.75,0.067,8.0,16.0,0.99334,3.43,0.52,12.6,5
+7.6,0.35,0.6,2.6,0.073,23.0,44.0,0.99656,3.38,0.79,11.1,6
+6.1,0.6,0.08,1.8,0.071,14.0,45.0,0.99336,3.38,0.54,11.0,5
+9.9,0.5,0.5,13.8,0.205,48.0,82.0,1.00242,3.16,0.75,8.8,5
+5.3,0.47,0.11,2.2,0.048,16.0,89.0,0.99182,3.54,0.88,13.566666666666698,7
+9.9,0.5,0.5,13.8,0.205,48.0,82.0,1.00242,3.16,0.75,8.8,5
+5.3,0.47,0.11,2.2,0.048,16.0,89.0,0.99182,3.54,0.88,13.6,7
+7.1,0.875,0.05,5.7,0.08199999999999999,3.0,14.0,0.99808,3.4,0.52,10.2,3
+8.2,0.28,0.6,3.0,0.10400000000000001,10.0,22.0,0.99828,3.39,0.68,10.6,5
+5.6,0.62,0.03,1.5,0.08,6.0,13.0,0.99498,3.66,0.62,10.1,4
+8.2,0.28,0.6,3.0,0.10400000000000001,10.0,22.0,0.99828,3.39,0.68,10.6,5
+7.2,0.58,0.54,2.1,0.114,3.0,9.0,0.9971899999999999,3.33,0.57,10.3,4
+8.1,0.33,0.44,1.5,0.042,6.0,12.0,0.9954200000000001,3.35,0.61,10.7,5
+6.8,0.91,0.06,2.0,0.06,4.0,11.0,0.99592,3.53,0.64,10.9,4
+7.0,0.655,0.16,2.1,0.07400000000000001,8.0,25.0,0.9960600000000001,3.37,0.55,9.7,5
+6.8,0.68,0.21,2.1,0.07,9.0,23.0,0.99546,3.38,0.6,10.3,5
+6.0,0.64,0.05,1.9,0.066,9.0,17.0,0.9949600000000001,3.52,0.78,10.6,5
+5.6,0.54,0.04,1.7,0.049,5.0,13.0,0.9942,3.72,0.58,11.4,5
+6.2,0.57,0.1,2.1,0.048,4.0,11.0,0.9944799999999999,3.44,0.76,10.8,6
+7.1,0.22,0.49,1.8,0.039,8.0,18.0,0.99344,3.39,0.56,12.4,6
+5.6,0.54,0.04,1.7,0.049,5.0,13.0,0.9942,3.72,0.58,11.4,5
+6.2,0.65,0.06,1.6,0.05,6.0,18.0,0.9934799999999999,3.57,0.54,11.95,5
+7.7,0.54,0.26,1.9,0.08900000000000001,23.0,147.0,0.99636,3.26,0.59,9.7,5
+6.4,0.31,0.09,1.4,0.066,15.0,28.0,0.99459,3.42,0.7,10.0,7
+7.0,0.43,0.02,1.9,0.08,15.0,28.0,0.99492,3.35,0.81,10.6,6
+7.7,0.54,0.26,1.9,0.08900000000000001,23.0,147.0,0.99636,3.26,0.59,9.7,5
+6.9,0.74,0.03,2.3,0.054000000000000006,7.0,16.0,0.99508,3.45,0.63,11.5,6
+6.6,0.895,0.04,2.3,0.068,7.0,13.0,0.99582,3.53,0.58,10.8,6
+6.9,0.74,0.03,2.3,0.054000000000000006,7.0,16.0,0.99508,3.45,0.63,11.5,6
+7.5,0.725,0.04,1.5,0.076,8.0,15.0,0.99508,3.26,0.53,9.6,5
+7.8,0.82,0.29,4.3,0.083,21.0,64.0,0.9964200000000001,3.16,0.53,9.4,5
+7.3,0.585,0.18,2.4,0.078,15.0,60.0,0.9963799999999999,3.31,0.54,9.8,5
+6.2,0.44,0.39,2.5,0.077,6.0,14.0,0.99555,3.51,0.69,11.0,6
+7.5,0.38,0.57,2.3,0.106,5.0,12.0,0.99605,3.36,0.55,11.4,6
+6.7,0.76,0.02,1.8,0.078,6.0,12.0,0.996,3.55,0.63,9.95,3
+6.8,0.81,0.05,2.0,0.07,6.0,14.0,0.9956200000000001,3.51,0.66,10.8,6
+7.5,0.38,0.57,2.3,0.106,5.0,12.0,0.99605,3.36,0.55,11.4,6
+7.1,0.27,0.6,2.1,0.07400000000000001,17.0,25.0,0.9981399999999999,3.38,0.72,10.6,6
+7.9,0.18,0.4,1.8,0.062,7.0,20.0,0.9941,3.28,0.7,11.1,5
+6.4,0.36,0.21,2.2,0.047,26.0,48.0,0.99661,3.47,0.77,9.7,6
+7.1,0.69,0.04,2.1,0.068,19.0,27.0,0.9971200000000001,3.44,0.67,9.8,5
+6.4,0.79,0.04,2.2,0.061,11.0,17.0,0.9958799999999999,3.53,0.65,10.4,6
+6.4,0.56,0.15,1.8,0.078,17.0,65.0,0.9929399999999999,3.33,0.6,10.5,6
+6.9,0.84,0.21,4.1,0.07400000000000001,16.0,65.0,0.9984200000000001,3.53,0.72,9.23333333333333,6
+6.9,0.84,0.21,4.1,0.07400000000000001,16.0,65.0,0.9984200000000001,3.53,0.72,9.25,6
+6.1,0.32,0.25,2.3,0.071,23.0,58.0,0.9963299999999999,3.42,0.97,10.6,5
+6.5,0.53,0.06,2.0,0.063,29.0,44.0,0.9948899999999999,3.38,0.83,10.3,6
+7.4,0.47,0.46,2.2,0.114,7.0,20.0,0.9964700000000001,3.32,0.63,10.5,5
+6.6,0.7,0.08,2.6,0.106,14.0,27.0,0.99665,3.44,0.58,10.2,5
+6.5,0.53,0.06,2.0,0.063,29.0,44.0,0.9948899999999999,3.38,0.83,10.3,6
+6.9,0.48,0.2,1.9,0.08199999999999999,9.0,23.0,0.99585,3.39,0.43,9.05,4
+6.1,0.32,0.25,2.3,0.071,23.0,58.0,0.9963299999999999,3.42,0.97,10.6,5
+6.8,0.48,0.25,2.0,0.076,29.0,61.0,0.9953,3.34,0.6,10.4,5
+6.0,0.42,0.19,2.0,0.075,22.0,47.0,0.9952200000000001,3.39,0.78,10.0,6
+6.7,0.48,0.08,2.1,0.064,18.0,34.0,0.9955200000000001,3.33,0.64,9.7,5
+6.8,0.47,0.08,2.2,0.064,18.0,38.0,0.9955299999999999,3.3,0.65,9.6,6
+7.1,0.53,0.07,1.7,0.071,15.0,24.0,0.9951,3.29,0.66,10.8,6
+7.9,0.29,0.49,2.2,0.096,21.0,59.0,0.9971399999999999,3.31,0.67,10.1,6
+7.1,0.69,0.08,2.1,0.063,42.0,52.0,0.99608,3.42,0.6,10.2,6
+6.6,0.44,0.09,2.2,0.063,9.0,18.0,0.99444,3.42,0.69,11.3,6
+6.1,0.705,0.1,2.8,0.081,13.0,28.0,0.99631,3.6,0.66,10.2,5
+7.2,0.53,0.13,2.0,0.057999999999999996,18.0,22.0,0.9957299999999999,3.21,0.68,9.9,6
+8.0,0.39,0.3,1.9,0.07400000000000001,32.0,84.0,0.9971700000000001,3.39,0.61,9.0,5
+6.6,0.56,0.14,2.4,0.064,13.0,29.0,0.99397,3.42,0.62,11.7,7
+7.0,0.55,0.13,2.2,0.075,15.0,35.0,0.9959,3.36,0.59,9.7,6
+6.1,0.53,0.08,1.9,0.077,24.0,45.0,0.9952799999999999,3.6,0.68,10.3,6
+5.4,0.58,0.08,1.9,0.059000000000000004,20.0,31.0,0.99484,3.5,0.64,10.2,6
+6.2,0.64,0.09,2.5,0.081,15.0,26.0,0.9953799999999999,3.57,0.63,12.0,5
+7.2,0.39,0.32,1.8,0.065,34.0,60.0,0.9971399999999999,3.46,0.78,9.9,5
+6.2,0.52,0.08,4.4,0.071,11.0,32.0,0.99646,3.56,0.63,11.6,6
+7.4,0.25,0.29,2.2,0.054000000000000006,19.0,49.0,0.99666,3.4,0.76,10.9,7
+6.7,0.855,0.02,1.9,0.064,29.0,38.0,0.99472,3.3,0.56,10.75,6
+11.1,0.44,0.42,2.2,0.064,14.0,19.0,0.9975799999999999,3.25,0.57,10.4,6
+8.4,0.37,0.43,2.3,0.063,12.0,19.0,0.9955,3.17,0.81,11.2,7
+6.5,0.63,0.33,1.8,0.059000000000000004,16.0,28.0,0.99531,3.36,0.64,10.1,6
+7.0,0.57,0.02,2.0,0.07200000000000001,17.0,26.0,0.99575,3.36,0.61,10.2,5
+6.3,0.6,0.1,1.6,0.048,12.0,26.0,0.99306,3.55,0.51,12.1,5
+11.2,0.4,0.5,2.0,0.099,19.0,50.0,0.9978299999999999,3.1,0.58,10.4,5
+7.4,0.36,0.3,1.8,0.07400000000000001,17.0,24.0,0.99419,3.24,0.7,11.4,8
+7.1,0.68,0.0,2.3,0.087,17.0,26.0,0.9978299999999999,3.45,0.53,9.5,5
+7.1,0.67,0.0,2.3,0.083,18.0,27.0,0.9976799999999999,3.44,0.54,9.4,5
+6.3,0.68,0.01,3.7,0.10300000000000001,32.0,54.0,0.9958600000000001,3.51,0.66,11.3,6
+7.3,0.735,0.0,2.2,0.08,18.0,28.0,0.99765,3.41,0.6,9.4,5
+6.6,0.855,0.02,2.4,0.062,15.0,23.0,0.9962700000000001,3.54,0.6,11.0,6
+7.0,0.56,0.17,1.7,0.065,15.0,24.0,0.9951399999999999,3.44,0.68,10.55,7
+6.6,0.88,0.04,2.2,0.066,12.0,20.0,0.99636,3.53,0.56,9.9,5
+6.6,0.855,0.02,2.4,0.062,15.0,23.0,0.9962700000000001,3.54,0.6,11.0,6
+6.9,0.63,0.33,6.7,0.235,66.0,115.0,0.99787,3.22,0.56,9.5,5
+7.8,0.6,0.26,2.0,0.08,31.0,131.0,0.9962200000000001,3.21,0.52,9.9,5
+7.8,0.6,0.26,2.0,0.08,31.0,131.0,0.9962200000000001,3.21,0.52,9.9,5
+7.8,0.6,0.26,2.0,0.08,31.0,131.0,0.9962200000000001,3.21,0.52,9.9,5
+7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5
+7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5
+7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5
+6.7,0.67,0.02,1.9,0.061,26.0,42.0,0.9948899999999999,3.39,0.82,10.9,6
+6.7,0.16,0.64,2.1,0.059000000000000004,24.0,52.0,0.9949399999999999,3.34,0.71,11.2,6
+7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5
+7.0,0.56,0.13,1.6,0.077,25.0,42.0,0.99629,3.34,0.59,9.2,5
+6.2,0.51,0.14,1.9,0.055999999999999994,15.0,34.0,0.9939600000000001,3.48,0.57,11.5,6
+6.4,0.36,0.53,2.2,0.23,19.0,35.0,0.9934,3.37,0.93,12.4,6
+6.4,0.38,0.14,2.2,0.038,15.0,25.0,0.9951399999999999,3.44,0.65,11.1,6
+7.3,0.69,0.32,2.2,0.069,35.0,104.0,0.9963200000000001,3.33,0.51,9.5,5
+6.0,0.58,0.2,2.4,0.075,15.0,50.0,0.99467,3.58,0.67,12.5,6
+5.6,0.31,0.78,13.9,0.07400000000000001,23.0,92.0,0.99677,3.39,0.48,10.5,6
+7.5,0.52,0.4,2.2,0.06,12.0,20.0,0.99474,3.26,0.64,11.8,6
+8.0,0.3,0.63,1.6,0.081,16.0,29.0,0.9958799999999999,3.3,0.78,10.8,6
+6.2,0.7,0.15,5.1,0.076,13.0,27.0,0.9962200000000001,3.54,0.6,11.9,6
+6.8,0.67,0.15,1.8,0.11800000000000001,13.0,20.0,0.9954,3.42,0.67,11.3,6
+6.2,0.56,0.09,1.7,0.053,24.0,32.0,0.9940200000000001,3.54,0.6,11.3,5
+7.4,0.35,0.33,2.4,0.068,9.0,26.0,0.9947,3.36,0.6,11.9,6
+6.2,0.56,0.09,1.7,0.053,24.0,32.0,0.9940200000000001,3.54,0.6,11.3,5
+6.1,0.715,0.1,2.6,0.053,13.0,27.0,0.9936200000000001,3.57,0.5,11.9,5
+6.2,0.46,0.29,2.1,0.07400000000000001,32.0,98.0,0.9957799999999999,3.33,0.62,9.8,5
+6.7,0.32,0.44,2.4,0.061,24.0,34.0,0.99484,3.29,0.8,11.6,7
+7.2,0.39,0.44,2.6,0.066,22.0,48.0,0.9949399999999999,3.3,0.84,11.5,6
+7.5,0.31,0.41,2.4,0.065,34.0,60.0,0.99492,3.34,0.85,11.4,6
+5.8,0.61,0.11,1.8,0.066,18.0,28.0,0.9948299999999999,3.55,0.66,10.9,6
+7.2,0.66,0.33,2.5,0.068,34.0,102.0,0.9941399999999999,3.27,0.78,12.8,6
+6.6,0.725,0.2,7.8,0.073,29.0,79.0,0.9977,3.29,0.54,9.2,5
+6.3,0.55,0.15,1.8,0.077,26.0,35.0,0.9931399999999999,3.32,0.82,11.6,6
+5.4,0.74,0.09,1.7,0.08900000000000001,16.0,26.0,0.9940200000000001,3.67,0.56,11.6,6
+6.3,0.51,0.13,2.3,0.076,29.0,40.0,0.99574,3.42,0.75,11.0,6
+6.8,0.62,0.08,1.9,0.068,28.0,38.0,0.99651,3.42,0.82,9.5,6
+6.2,0.6,0.08,2.0,0.09,32.0,44.0,0.9949,3.45,0.58,10.5,5
+5.9,0.55,0.1,2.2,0.062,39.0,51.0,0.9951200000000001,3.52,0.76,11.2,6
+6.3,0.51,0.13,2.3,0.076,29.0,40.0,0.99574,3.42,0.75,11.0,6
+5.9,0.645,0.12,2.0,0.075,32.0,44.0,0.9954700000000001,3.57,0.71,10.2,5
+6.0,0.31,0.47,3.6,0.067,18.0,42.0,0.99549,3.39,0.66,11.0,6
diff --git a/README.md b/README.md
index 0f77be8..acd9ba4 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,4 @@
-# 6006CEM-Machine-Learning
-this is my Machine learning cw that I have already started on my own GitHub before realising they won't accept the respository if it isn't on the COVENTRY GITHUB!!!!!!!!!!!!
+# 6006-Machine-Learning-CW
+ID: 8581640 my CW for my machine learning module.
+
+URL of Datasaet: https://www.kaggle.com/uciml/red-wine-quality-cortez-et-al-2009