From 7ed79b34ec0fa79c6585f11aa53464c513032fb1 Mon Sep 17 00:00:00 2001
From: gsingh58 <gurmail-singh@wisc.edu>
Date: Mon, 8 Apr 2024 03:34:00 -0500
Subject: [PATCH] lec21 binary confusion matrix changed

---
 .../21-classification/21-classification.ipynb |   8 ++++----
 .../Confusion_matrix_binary.png               | Bin 12581 -> 12137 bytes
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/lecture_material/21-classification/21-classification.ipynb b/lecture_material/21-classification/21-classification.ipynb
index c51fb06..b14d7fc 100644
--- a/lecture_material/21-classification/21-classification.ipynb
+++ b/lecture_material/21-classification/21-classification.ipynb
@@ -1337,7 +1337,7 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f504c7f2850>]"
+       "[<matplotlib.lines.Line2D at 0x7f1b2e0c37f0>]"
       ]
      },
      "execution_count": 22,
@@ -2561,7 +2561,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.contour.QuadContourSet at 0x7f504a6ec340>"
+       "<matplotlib.contour.QuadContourSet at 0x7f1b2bf50340>"
       ]
      },
      "execution_count": 52,
@@ -2593,7 +2593,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.contour.QuadContourSet at 0x7f504a5bb9d0>"
+       "<matplotlib.contour.QuadContourSet at 0x7f1b2be23700>"
       ]
      },
      "execution_count": 53,
@@ -2959,7 +2959,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.contour.QuadContourSet at 0x7f504a450b20>"
+       "<matplotlib.contour.QuadContourSet at 0x7f1b2bcb5c70>"
       ]
      },
      "execution_count": 60,
diff --git a/lecture_material/21-classification/Confusion_matrix_binary.png b/lecture_material/21-classification/Confusion_matrix_binary.png
index 605615907acf8dfb2fecc753e778bb502a0b440a..8f4856637550b2d48da766a22ea7202999ea9127 100644
GIT binary patch
literal 12137
zcmeHtcR1C5`1c1T6|!1(vJ$dF_Etj3-q~dDJ)&$<nPq1eA)9D$vg4Rpl~Li~(6Ptw
zK7GHx-|u>^=lB0}J<s)A7Y85be8&5I->>`idfj)lhPpD@DcVyAf{@+1si1`*1cmT@
zmxLIOxbqg5z>kxzHw`=xg!~i!n;`irIUO84;dx6<@x-rVBqX$ix+tG(2*QlqQjpd5
zeSw)ex=-hmCB0T8wOo<9tiMyToSdf_!nyoitD}W&Oq$jF_R_Pe+vul*Df!<9wHGPt
z)p*tCBiz5$Cw+CicZ)}SNF%|S)#dIv@|QJQH-jIS8#`Dhjird+RC+c&n9Umdhsif2
zc<o)0;NY(^w);x{QZjF|F7`ItPOtXdx0$Zk`g}Qpf|-TIJ?cngk&uFtGM%4~k}@fu
z?|*%bFEM=msJB;b`yiO+)bZ|S1r~xtRCsT1FJ*Fhi%P+R<m9ueYHIO~oV8u^0(k?R
z5{&)Du>vU<(xS*^vc4Gw+1S{;sj7OQQs7=Z&qZ^}cMnsC9Wio|9mUB{ZORs)?IYwa
zy?XsR*R;aN_}y^j9abt69wt)a04_7(=j{QjEs<6N<LIs86Az-uUmCuS(col7NRT|k
z*QYK;eDRt}E9Z>iOje0Bt(9SBMxp|xq@Uqj934rWrq+GEwO;EgN-&C~=;`SEYMgfW
z^Jr0Eq0E2xNJnasVHNK0^Ahey_R&r@PY6+H|4(_bOeJOtnHE!2G&P4t*|3sMPp<FL
z!IrYgG2a$b<7QvVFc}2N;XD;6W!60(B*l~!uyW%VA;GJP3Obx(-}^QNAw)TW-u}kw
zWP=A1>fe%Z?cMf|H!(t<&!0a}@K^QSS+_=HD)pDQfBjkLecrJ?Cqb&JAa6r%I1{ur
zMRHp}bl&~qYV$^4aqK;Qaq-hSIs^z);F@grycNsm<>lqvXR-dMHU-b91V+hI=0~4+
ztNTtpBpm!LR9IN}ZEKH5Z||WT!FSiOK}|E>RHxC*UK@TvK}&ABcqJz$hKy?5GSxAM
z8d|F8WBb9amF2FYj*cSFdw+b2rdG1}Fgf|ciAq*1bEQ-Q;huP&k>QYD|D|(rkqco?
zSFN2KiKi2Zo2NZ{>iDs6+5Dc@2}ukaTRr3c59M+#wUp{`j#BEutxN-UG~Zq8%hnsZ
zip3kEI%K7?UB)jutH*uuGI^%LMj6{4XJ4tW`pJSnx3m;t)+%{MAs401#YUsZ|K#-g
zPO}D0yKoXqvdT%s!qQTn<R0c*<dq%SQ7_6wRJ>FBtXsE#>2T>6AvK7X%V9F*Mw&FY
zwPc$<#oT0N5mFOOnHd|SKq3n5)jEljZoagazOJ?;-jFl=uJb?-PW)YV<Q^*(f5JnF
zN8U?SSItVat1?Yr>&DLx*Oxml8H_xaC|nmkP8jA)9$N+pKo)v~uajE2#<1oX^F>!y
zzr2`si;ndL#KLDVb=-F0Y0_k^$zx5L0*pUx>*a8T*=Qs5+d^vVvNqN`Z{wHVi1T;5
z3zg@a<g6-`qsvLxS=tgv<rb<wyN_k=8zol^dp224-<CW<7*<&Ib7QBHR5kFKvXHs^
zxA{s-)SKGcM;e?Fs_f|Xr0#1WJGYU&aqFrX%lr3FmzE0S!s(@h>5<3X^Kr^LBF>Wt
z@<J-;Yt^gKrS^?}=^3wvtI4OHbh5G}-Mm})b!CNjb90kVQgX^oa<sxsS(M({5Y_pV
zg8<16+Dzxie66`(yXW`#FuS0DjWgx}MC?SJ3my7?4K17^B_+kNwWySfM)5uM9f^Uh
z+JNEPl0<unoV|(LHnz4CHq4D@iKqucG0V#`%hK_o6okJ$X=7t!C120J4?pq6tHqx0
z7lc)1&(VJW5rWj#)e(Ga<0w8lm^nJWW+|=T8q?15q|@r|cxq~D{7zeNt4fP$<jkt{
zmrYtfNVi7MlcCo$4>mCqB#|F^64AqDdX;r`C$jq^0do{s!bZ(Pf^w|y58al`7WW~?
z`7`uO?Q!P~6jSDmjE+Vcc4(TLv$%7rp}7glv4Y~_6Msr`!?$;rDo)gv>vNCPE+cF6
zsb=Jk0r7KF`Q=MDi_pks_|Vmg=E2Q?WR>IJT`!zIeOlE2k6kxwwCrMG7J<2&8)akp
zWeO5Vh#%v&*@}D@B>vRJ&=V80vqW;8i;Wax-s<GYK4u;?G*Th%vqJC7aN_&M4n?#A
zvYhDBWmByI(Q^5Nrx=-zPHrg|qojXCwQc_oTj{;=FWp~nOYQ|qL5?$L_v0^-+AWKI
zTS-^n+omulv+jmYzN+W=)5Y02Ppd><{q1^Rj#<CN25IO4b%9A~m8#&Xf{qSNY<tSQ
zfq?;mIY#+nhtAQ%)8~=pnd>c^U+;^C90pFz=MQjd>$Jl%o-j?(ZG3I}4K+)=yu}0C
z$4nJ1ge!<AB4*Dc*!~{LMBFH~^Z81;s$mC3=eISK^x=SLN%|_Op~(%OyYGJgwx6w$
za%sjsV$;{=ItzHv)8AjW|1R*=_QG=)LZt7-jc^5)d#{SLN|<TmX@m3^2r4V}U(NgP
zwa~5Y1a=%EcH+}T#=QBa6_ze8{Z%ckhqwyKR7Gd>ep-z&@9fG{lUnztR{t4B2|It!
ziQfY+?=zSZG7tDV1V-OyfBJiy;YJp5p(j>pLEB@ah~LR5LGr_lsd<J<fr3=Fh*m4M
z4lBPPWS!o~aOxrV1b4DZhtFD_r*(s)Wn<H%tr}W^`&{*_842>veS3P8)wC%y1x325
zl9j;4ZY=3TIkkxu-7;-|@pu#$1xeIRR*Q=+>`TH=J1?N=P|woQ!?W1>C<T@dEdQNU
zRPKa7`7uH{O`2K#&)%aB#wpLCelmpaydH_q)^(Y3#xaPet9H0Q5jhihy-c?(MTUmt
zm_muR0AZ{|dOGSv&DYxUr4;I_Li^hHwc1=4!woPG%KVrs@;F(}#g1pm+%9;+M$st}
z+<hedYoePdOlG1kegczNXy4&Ie}UJJ6tmbbk#ck7;SG|`Rr?HftrBgt+poeb`P|2D
zNnc7N>ob+3S_?iyS-*korA0-3)`W`u|LQ9}^95212ZvKokCs+hsZRPzFgiLrlUG{J
zDIL7!;J9a=7k&B8uh&w7f`a-62C@ZO7riv?WoVZ~Y2#~+Yc)8>YERc?&6(VyP|I<s
z;gZXJ3>+;Aev6=x8}+hm%;U_{=8CU>Dd*_uh^H8f7WJm=Pbo7BFM7SJtQ_#(@s;33
zpp<#tWLq}jq@neqeDndhRX%B)LjIFp8@I)wD~QajbhtTRlrirKMa{Lf@AAGa)0#At
z2o!ECz=pZEx3`t`h4VFrWT*rN!NWc)0exd*$A)Iqti1!Bx@L)XPHCxSw+{sr3hJfL
zNtbzkW&-RX8Wp41_VZ@+x=9)Ez;dIwB&U$c&!<V%&<Ik|vPs)Dzs?yuRHx4^yvRaI
zMns)N=J92BrD;`3>ydjyoX@nME$alMkGQzFhR#{QP)KWHhnla&u|rQi#o{p-jOKYu
zJBS-GK*HkrRrrXjXk1Cj6<A-OgRsyOPmO@3_4JTRFrEP#LO~vh=NtxwS|#Sz*6mLe
zli}%qd^$O_<b||NPSV4>9=vA`Jy6yHO4L!y)}$UFxZ%06^<TV1Q+H$EZ5HQ`-T9d<
zuSr7_tJr+7IUyO;nmVh)Ndu=hVxRadc6@W<L4%W;n%X7Wc*C!{EJ<zYg0^w3bW7-R
z$#J&*wC)MfR+F9Z_utl51(d&jR1}ii37q~#;$ns8B2#HuDg|)~8?e2=C!*Rd2t&UJ
z_1?_mt1x5dO{2cr)BRc9d!tH=nZhoke5o-CH7f^9Oy(015Q*{k74{jJ;QJXiJL)xt
zXEO?;0V0;~vQkkZ3anJWH(eVa?QGi$T$~+yo)|q<rF9K;yL_hk)hi|)o#!KEoG}Fq
zowbxC#~iyy^xt`7>@6)nre$?nWsIbDT1AwWs$ontX)Gmo0!=w%1pa(tCT7pjUua`J
z;?E!=qZO#~G&vuWH<tCvx{bd-7B#E(UN$R`cKmpbH+p^-qh8!tK9RLOw@Fu|%#u_{
zoy~1q=G0^`+c_D?;?mPreOk4J{+b`w{GE9c4$b8%G-6v8TcnGAXgB3-h17Hl#kE_g
zVWylJFc0Q))-)L@L+yl40nN8WCERmzBFohvNmnHXZmDkrGz0?WTJxG5ddu2OLm>Ta
zTnLmuD4-oPrWK=AefI$6NsbZ1LRUGNhcF#tW)6F|n{>-ALEXfSn$>atgzeqm=qExB
z{}f4+)imdOV}B?DF-P_=Ia8LUrU`lt#==y3JqDRl+5I=)@$K!k9t9w6{UL`Nhdzbj
zdZvEI5m(^S-G4xsK#Ue{mX|u*75;^tMG+tk#?HP$9`dLC6v#(cG_x3XND7A;BAP8y
z^fK4UPlq%$z6}UuAzM%AY<7wFQGU%RQoBdG(dA3Cyx4@Ld@i9B-@WPH+~cDZ|8=;G
z`wmxfRa{fmM53-!-PG>9#Kx2+SF(eHvU`Jf_Pr^!jfCjp+wB&Wm_WaF?&|G8DJDj#
zz$kt0N5;I7cZ<~DuWm7Q(H#S>lxt7xX(Cdas$Nw2=8d^H`_-qNK$*U}>_WvSZE4P5
z!1-5JR}(2}<}8Vs2H}QlyL~*G;dI(M$3qLnLjL@sq*1hQq$?SA0Q7n<eK;%q1Bl^i
zsl)AAf|Yrx8#F(j-jU)jG<g?z@%HW8YTXVQBks}<Ddg#lKralj`90Zz()^W|gUJio
z<7h6^s{mAk1^?BU(9qBze^UKtfA$IFRe3ofQf}7j9I#FhdbC?{MC<SOq7M|(bW4B+
z&G80f@~c;`@}y!meLH(vLk>nmt}|lUsZPR4?noaDRXH{occAY`$DcUE`0emuuihWW
zRajKCH<Nqr-1+lBc-$N4L9JAcJ9eK=v8WV%qU{fKgO`V!8$qDt+lrf+9+%$e5k$;y
zUE10S)HgFz=1L|+ChOfSf6bFce(X5OnRL_K#)cSTqN)c7DS>&bOHa9rVxi)l7~muz
z!ibQOk&%prE&pb?Fm^g%m0+xOZ_QU?d%3#baYht>1VpA~P*Bh>7uuxrSIf%Ewx?Eu
zBTt{_72>%((S;{jqm>N}H{NdD65t#7v<p<o-_Z1Mc4~UsxpB5co9l}gLn^OH)eG&~
z+FI^z1|e+jsQ7D<nLujfO>?uOXW;Wrg=iqr)Ew%}nd)@!-x~8?zCdcYf}j+es2xP<
zl_VJJGDnxNDn;mepH)V0A0IrUy>twIaWV_{{MpBVv~A6V%v8O=teE=S(`{^QbY$jE
zRwz}qus*#N@$ueeif(?-ko{REr&bXP`QHsJ?)4q1^|iNE`JT?E^;n9}jpcR>xq7(E
z&DPU+6jk0BuE)0LRmA~J>2urs&PmBcV@&7l8R^h5H*V!)1)XQp=IU9RB9fE@Y8o{G
zs}gpiQL`P&@1E81yS44Fe}l5dk`zVqP_CmEeilr+`*YGz<!XG^H*4CoVxO>Rs&!!$
zyLaeH4>BMf^;#&nu~VSy=SE6SA)w?*X2!%=8D{ev(e@cO<Bv=XdJJ3(v^p=GrUoI1
znMiI)?!aF0o@3TD(ACiqe-|{NX2?+OjpGr-8TKwM_;!99S+r#QVh9>7mTY6!%Jnhs
zTIc(Un7j+Pi4w`{E8$c6bxQFr)@L5drO4KQY^#f<rX;&1mf7Jm6J#qfy|><djc3DU
zx;gsc!{hm8v6}~0L&up}Xq7=DgA_uotd#TjI=@+bZB$3zWS4-NJHe87$roy=X2s|P
zJNIOxSGVvL>p^Tnbd(*5wvJ+@{wI8NL-{Mp^6yI9+QwRf%0B^_^Ye_%S92z6%7Mo(
z(e{Dsog7Mr!f&Lr?C;$pfMoo5yUzOtNCXylnoa)y!Cm>^{g(eDNA~fnv-l7-d(n$B
z%1$PNq89CkQczGx_#n>iUZAUID0DbyA~+Em;N`#mUi|Ol{PR%%cfLlJX>+aZ9l%%d
zu!Bj+wf|&~_o50ev(QQq7ZSfWr(jGhn&*K3cz9G7G0P6Auq4?{OfO4CD-Z(B#0dN~
zJf59rCm*<dKpZZMWKMJd57O1u)hN+cYW9(5E{-l=`b!<`GHg`)e{RU3g)IGR3>ofS
z*>d_%9!XD&SiHz^0uhp{ar0NBvugLxjoQ5{6J}sr6@uqsIj+hMOcLxa!$MG0AIH<>
ze~bv5m+N^js1#`3vdds63=8Fd{nr<>3cQo$0d=PEY7C1?!C)>1#q3!szcsvaDH>05
z3X(`FXEbOOD>Fq-m6i(dHRyBFI5f7|pG}*S*ti9!pzRi}CGv2kEfW5*Ak2Kt5kvTt
zVh=a&Yuafgz_WFOg5<*c&Xec6rWUm$1D}n47|2(4Dhg;Z#aC__-c-8ZPJb2_*gZ{{
z#y5X|!&_s(aLZG(Gc#-Ur&gLE6*`V)8okQ4J`A*ZmENxyjWs*k9Zj*vJ7x|04IV!c
z1bBs6Ah!Me>0cD2szH1wUaz(u1+!Xnrgr=O%=A&Ja-w|^d;S_ZMttGvH~mfdxDpW1
z-Yu_g*nxfK^O3XfCLbTemzjg98G}RK)NZg1(lRmx#B!;lBb=%f{zsas!3i4m!z@<+
zozH)>)E5QlxBv3jWZO{#-qgD1E-OM6+FVge`6)r5<WESrd!_~NqO%hkNrq%ul0?63
z8A;B&<%ba$%H@UvM7WAd)Q-ylmltuFK86&R;tQ0eDPU7|zf>$#hi~6MMi%Rq0kG<u
znkw;Kczdh}J_wZI`^PiV5fp^&7L-WbQ5SBi(d%@l)u7g+_IAZ(4CWFA34*NeNJLPK
zjgQObYP4Y{>MCn%ZI1DpA5m&ZWk=?5BB4M(GBX*v_Z?~+Ufq!r;7aZOB1DEpqsJyD
z!poPSkQb?E%86x4Z4(saj!#Ys9Ukem?hcdOmdgZpcd{j*?&s=Mz1zp_qn(`{*>m=9
zcYoJEVepN~12N1J@y2`1f>g}d8dZ5?Pkq$uwr&0mYNb)HZY<x^alr*YtncI#EXSwB
z=(F)(a%a&iqIDUmDg_x`EY<?)g}=eQ@*3)DWK@j2UuMa#{*_I7EU7!AdR16hIF6N}
zsnJ_dq>f-`b#MjEmEJYUXtilmV|bnFE$z}Ynb`0>vl_Zn4>PKwt^8{wWV|^{MUuj9
zY0_M#cpmO%>0ju`DqubON}KEYb?%144q|H`s*6_U0=8!}?mnCM>Dgne4x>#KOzm_I
ziR|p<C~(HnrGaI*sC(E_S;;>)$SC#il`XE(oEi^CO)}CF8FA8x{Rs&V=X=)nk~3!B
zitUbhJcmx5Fyp0QQu?XFi0*I0i@cgyd{)d)eDvMvFtnr0L{I%@dT?y3#F&)(TlUGD
zV%*MBSG>w*+U6EGXj)u7=<Lp>MNse@@!-BPPUfHw{|uwFD@MU2ifawoYMLQHc#Z4L
zRiD2VxtzB5Xj$TDe*+2bd4b&t^xa;&WKnqmD3p4p*zwkx5Y8YEfp}5i7`Q+0PcU65
zDT*&0=K6G~sERJiekH)-&=GQ5dhseB6y6sy=-)!{L5s>XHhm{2r;7}jr!qP^NE^@=
zw0FZSDv|DJ73c4UTLg<d;U+7g$tb^wh{&IBtSF1&B`-%Or(E5#?|qr#AV=St90IeG
z=Q%@}WMCHddj_mLcyDBS`o$MFJcwiRzKOK%kcA$I7l1uCKW{zDdyk6yzxdq|-~~h<
z-nT;ZwLXJ=4nAFyN&%uT==4Z&ddjrPo2>N!<5Jn!`1NfM@Y$1yFQm28YH0VofZ#@y
z-M8ISs$egE{<-11GoK2kuqOAp`1gTEMn*`euSCLAjyvS#FC&*h1xWH-yYpvaVnWSF
z0<65o^4Y<H+bOb%>-x9Ap6(x9S(;Y|n1yW0F|D|quKKkwqp!dJAGHZ~R`*zeqi}30
z5U^$~Z4<je#`LDCeC0&{!@e`p`+N~kL??6qcs9iCu$9M0Gh#k#J1T0%CD@saJ_PIe
zVvIl~&>p(+c=wD3>WNA0c-l!$^q1>u)Rp=@za*~PPS<pIJy}X<x8O<TZ!Idr3dYdr
z#2Ik7=69redy91}9831biK<V2CGI&&0Rwxnd2ozzGA+!u=q>|ev3J>U>1Qi}6vrpp
zT=S)=CxsnE`f}(5Fz87H^FUsL@qCy}&Xtx?`e(~s7E&X?wMcT-Us|Q!8s)8i^E`yP
zK&!+)TPc}fVdSZn$X9DwVMdoGw{UMKEBb~?vbUvW-bca#_Gg^YCFGJJM#Z+^<__2m
z`8I_bs{ysYeXS*8czBpdI)lZ5)vR~Owz`17P54`I=Hi=*wrBr%9Nj`24s(GUWlmAV
zVH|80bgr$r$JkqE&Vb<oRNBJZ`y7;1dm_ff6B&i~e0=H>EvUz5Z$*z0Pr7i1b<SdC
zz-yV*Dr*~Z{-|(Z-o#Q%u(hNe8B`E^HOAti>O_=uw2Xqn0mSvgkN3K-;(Ea~m=4-9
zL1Z{-7F(?p6oit32m4bYi4ZmP8W1#a#%bGvWg0_{r10;XZE@RwsKdgts5A5XhX9Z9
zD6Y^Cf);3<)6UBEyx_`^u)nv`dB$ek@tj%6K@D~b;xKw=$FIB0CyMytzt41{P`7Ko
zYTgzV{a=r1HSaZhCS;q4E4k~9?i~dM%hHOuNOQh1w{(z#5IpOsim0e!j-WGdFpo-0
zgIX3ci_c1RT>AF`r}znExX*pWd;JrBb<R^CPG4&dy{w$@r^%m%B|{@<hQDSHc<{#w
zm)7`1sokh?KOv1~Lw5Kyoyxj=5%G7NKM1UH<A%ZhMWCw>$at=vL7sHZ@#*1jrMN;0
z%F-9_!&I~2=$e}AoH2uXxlvJe?zppQ3kwU4hAWUB2d}cCqS*Ck4E#z<Kdf#|^ojee
zvnDV}_nB3&vE*gpGL!XQ>!!OYM<!e}_ypT7-`NEg1gQ!vI*oil^wlqZ&D5F|zBQ_j
zL@PcyBGR5+@9zJ6?(**UUK6~f;p;R%xHX`@nCys}OLJv^3=33})z5^jr16?GMgUeE
zBMi$D*&o(3V-PK-q#T&Dr%O}MmWoFuGR-aymq}LCYn90848J?Aq@eJ$#7Q@+|K~^P
z1GF@*#sV4wfl@Q0KJeh~WNcR}bj$ADzaJ}2b(08ncpM*tN&9abp*vDH6C9hIoO}=e
zpdI>VKB`cjE8gvbE;UA3`{~Gse=4*78?yTkFrWm*h}jf1!Mxu!kffwkd-INQ9y*oa
z0g+r{jtDKZhn8c<Ok=s_y?eP8j#98ojzPx@{ac)GIfB_Pakv&KeIW!KeQ1o{^YGaC
z#>UE$7d@zFu0?aa#;|ugAUK#2@F~UqjwFs|I^^geJoPawzlvGs8E8BJU_oo51N;sT
zZeCssYwP3Sg}3eQioH8J3~1i|5nDXEw4C!Y%mO6>i)dCPwtOLtDp~>U`%<NVPz@cY
zM}G1Wv@h5Gpzj!&%7f|rrn=fAhk;q(pIlpQn@vkeO?|!_^RHnMA5RAMH?n7$3PL<m
zgYy_X_^F3$doxFeIrAJWc_-1>gj-6rfU(dfI+S6Kr>RJZc4|8yUSBw&qvN)<Vj^+y
z2My$?Seq;S>Ln04xAek(LpKW5*GCRbo-F^xD|Q)=!2EO+7GGY6?Tz@o%~_$r38rVQ
zy+6<*+|nq>E<pYm$Tg{j{M=bfdi-7x+0J`uaniWXc97x4R?^L5KqJ9kI$^-3d0XNN
z<wWQn*#YK9b#*n^Pn_ps5lDRS2sJrr$QvDCQ)Gw^#$!Q{!xskQ)YIF051P@B%ka<i
zWptvw7aG>WA|gqu?D6&h1ds;$hK6Fl@HzCslT`Kf6DDvhboKOjq(dOTs4qoD{gP><
zH8%oDDs#CSYn4s)=4de&8c_`2U482d3ZhX7F8|)Pp9CYcDS`RHb%ECRoIXZaAGlM6
zVK_U$xAsy2vP9&>)#x>t6WGVk0z7UT;-rfH_Tk}a)zd}tsHar;>}U%%G+`G45X&Hl
zj*5CzSk^`Z+cKcc#Ge}mf0vgj`!$wt@J7>zCAvkyevt1kKq~a-fNYCgXj|>NET;M|
zO6)eRM@2;uM~A_A=pX)loo~D5#zuR*DQrf_V2rq9RAUul=+i%lVP|LH_m2^6xj;%r
zBUttK?0;190MWJ{F-iIlZT(F*uVqVtqiHJG&^I+?sz3WO<pHE3nS#eQVvfMt1LN@Z
z>I3+%l>=QGm_XQ&qpgsjgXzKLWo||Z-!DGz0fhv}*mm#?1Il(Fijj<7{2e~Dl-5;P
zKp~uw+D7Kx{Vw2ljDKW{;Vy7qK(TT6!`|m21bpI&#IbtacsL^3J8o1BRU0U@m$AC$
zvtT?3Q@^SZF9dP|=5sR`U`Xiw(eg{M%D)Ekkx-Y`gL44^0s2NpmeSN@|3>s9ca%2w
zIi6Mrm{FMd!F2eY38E?98iHom;5xuS{kx}3Jw9@_{aNiC*?|`6M_@8sJ{OBK;e%jP
z4LZ)QhJLJG6yI7@RHRup{J7U9-X2WL?8=swpfxHg$^nJnWr_A49@H)^xO1Tg%r#9-
zvB3MmaRLnmy|g*^8_<PqX=w>NpTT~9?>v6l9}S{BH<t}0g7+_smYWC`_V)F$P(?!z
zk`@j8Y40C&3TxfTh1OZ?(OxSy)@+{;=zh5IbxM4inv;5#e#|{!ybJp0$B!R;x@y#M
z|J1Rh<|iZwSc!+>6|5|Hj2}j^=9_Tby?b}r7XSAj9B0Ku+ox9&v_k)sD!Q-v&8qA~
zmm)B>mX<^XTG6r)PW~gK40ri1eCq2{M_K>CiVAMn<@{3yM4pKks>_~4)Uza_=jZ4D
z*%C(xE&P%sb<aPlf$BzkH^_RPjVii!V|BVE7MdeEI(u9+u+-(b*7H|l9)Pv@EZosP
zXRK8QpEJ*V<_VzMfAHv+v=v|7#?JaKq}zVO`R|$FQM&luYMO72Tz=cXNNzO`4gK1U
z(+>%uF(h5a4rwp)R=f}dn%TjkUP`tRhZv_R4>h1j{4!fPLJ_YN*?_+%d6VPtCelQd
zWgwz|Si84oI~*NV%mhcFduuXEdFo-KX=NT~V6`YECGOQvDL5Q2Xxq28Q{D}`_z&fs
zX<hxQ9lUvs0*_J6iC5^!FEb`Gz0xKh*xs%*$=1)+coSsRxh%h^T(&v1`1B?#1t~EP
z8X^sl+t4|G*#FnsA1&1SM}J~wcH_UjrjrO^=-AkpT~i=1Jw$;kS?nd%CNIsY_(l@>
z%S-mgpEr-m%x&xx?m#<}Glt~{wjRbSv`Sc^n}y9(_sZ=5c^sjPR(Pa!sOfr}4rsKT
z=CeW%MX(-_II**G(C%`0d;C&IYnJ%%y_p)i*mlP=a&V=jn+n=x!@+t%zo1*<mV-pW
zV1l<F$5H;x0xcE_lDNhT^0O&Vwd#7D`g!?IRx-Wl;o!d%F>e7qfto3pr?G2r7IFW3
zJvAJAM3A{azaZVH|H@xp$3b-xCV!wYAl%#Ji)8`ZmXefsVmeqXdf8<_hzwc#dcOh!
zJF)6!5P07JpzFo4vXZ|FD_o!%ubjx}w43EvasU2(K!5owObk5$A_0bnbDd99S~+U6
z_D-pS{)UMV;LNof{aKRuQgBtToW9sK(#h8LL}_WBX~k^3$h51Pc`~pkkUq*Lq_hvf
zRS;I&Tl;t>UUl3~Xt67{#7$USJa&A1JnNkY_D6f6{ZsvZNOqG^FzwNsz2AddXS@cc
zz$u5C2O1m-5q`)iU^loxOIC=seQ1aV`d<6N(pBTHFjYXSp$q9G-c%r$YyO)8w|AhH
z`TV{4m-_JDd3UwWi{MWJ?OwOp?oc1;up-~s2hgqEheKXrlVoCE79oEIltIzsdoV43
zsFuuC)r=*#_5$Bf>*$zZ>GcItuS2)GUj~y!G=b48(WU~!w3E8AoUT8TPF&g&RN#PI
z@Ok0P)cDMdVTa*gG)~;ljcc(tyttC7U~J}hgEP#$sMal=hlUUf%_)NgMHb3j`wST2
zA-VLaqvH|6ETl%~KVvZ~6-V^;mt_oUwia`T<bKG5@+GCc$|W<;yEF14lhedsas1;v
z;t9CP67s#$DGkmc;j3y{#o9U;TioRV-^V@UTJd`hKA=RME^@*Ekop+hB8OYGHkY-L
zfdEN5opBj5<j~kK`MQg|jYP<10b%X7pJpma4RJj2ee>xPhK4)d+0I~4NsqKlwZ}hK
z*Pn6?p!+4lcamS~?=}6OZCyKBzXq)2CM#8nQ5O^k$osl!|I^4DP?-IT4BvmW$3ib3
z5tAP6wW$VczvxbOt!iq2>Jm<DWv2BE0!-@~BIM)W-`_t`Zlt3F*vygTo7c+l`vWlB
zlgReB@H5<KKo@PDhy6bV3r$*sfe6%>>{p>T!RVngyn!+SQ)aAHA1oa@Iy#dOACN#L
z+NY4ms_Z6P7cv_K`Eipjp9IamPXtXqxpQrtAqJ9ABH^yiaQ$sN<B>q0;l;}p33G1M
zO=Yr?Wh5q}_-VEkS7I-eHgFK-V+&32bc3G9N9?7~e0kaEeqln?(LH;)+`Fm8@<~sk
z&FuoM3G1mYjMFz}AJr!lOAU7!HV?e9fNg+c(F$>%N;*1#W{>-SqJBvFnO2;~H-c&K
ziW!)=Q&S*>f-yEjT3})U+Oa2)K-{oiN>eYeOr&=8GPo^ZvFYpUw}G-h5zMiO^N(-(
zh#w%Dn4Frb>E(ivDW0vnYuEXStWyhy`*wF5u>tlR>Mt%Fsjr{BzJd$P$!-BM2dy4(
z<9Q<}e4)=Z_}jDp$`f^Hh`Fs!OTvnSegf8>(%psf!a#@ZrPh_pneTMVfHGV<7b~kt
z1NdQ(a;FFl{p-@wA8;q40h`>xo7LG2zOA%8JUj$Qxk=L_XcWGF&GSM!WZHWiW^+gb
z_k=`Sj}BJjNy|GNRcM)Jjr-;IBnu5++uTy~uEvkJkiX$~McV$`hNv*cYd!;4=;CnF
z$Q5Y4he<8h<uQJwttDWK``|`f@KH)>DRjLS+cr@NFiglwB@2^;E+KnHKwVLr%8WYr
zCW7ORW0T3Z!jB-?uviom-A6|EhRNbs1$n+coW$F<x!U(NZHbBK<+lNTnEn0c0nrEV
zbF7!Opm>7-x4PvF@hs~0;}}c}#G%XpN}$rG;8MD+f#ZNdXh1j(rm9}I`)lXf`!$Al
z!m*})^JkI0_gf$+YE6{bRq#elw895b8+TH@S-MljE#6M$PdmKLg(W59@pD?s0aJ7I
z)CT?GD?<)}S4!zVyWO7hRO(Vk=`Ow5OGEd<P)ZUnFRBET5O_EEi5oEiw)AJrsb`K6
zrX=)3o2hx?PPvgf{HgTe(T(1>Zge(PmbFv9tR4p$()6eyagQIWb*pL5W({ajspCnV
z!p^^GRv$f|2;G^vR}^v$HX?J;mAM8ub~~U=5|7QHXnI3Znly$>&t`GlKJfAzuvwM_
zY<FvR)2bI$3ZA$b_b#D@dN+I9-Pg)XOH&*(JDlF0`jD<#SQe+^;hpn$oQ9z*Hel*Y
zdE-DS#;Z|g(aZ1Ba`n}zp4Uz}&qG!*DGWvUf+TsQkz)WmJ2G+(#@`lkjr=BPp?@g6
zjr};Ryzlpi=UwMMQ|?1;z>ku}`z10-D+#23g3xwi>VG+#_z5pbyh=Z2|EV4XW@l9A
ze7(g)f`a7R`h0g<W~L(W<IPQP=`yDK&_#&J)1MX`+wPOyL{ki~E?wEVl&KE=LJMc-
zJ`$CfJmzz;1Y;rMb*g8#{9B-06Y-WeC3jnMU%OTpMC1!+nriYfdUx_cl-;CP;4{6l
zVb{G)r{<%>y%g%wLVLUnUHJJE;_N%t*Z2Mu%)Ib-FnoUh888FSeVdw^wzp>!p9}o4
zV`7@cvlO`PgfM&Pu(n$aY>NX=PS!KEr&Z`~8)CTOivvKbrXQ7I4#m6nqCvZ!deV#{
zCB9mClSbUtoN#mR87L(z;091^b9?&|duC1|Y6jx0XLuG1{;gh+D(EyYuHQq##Gy1`
zm|#8M9kfdLm%HoXf!7numwZ<mey#!N)*ciX67zylGaS~zf1O<kCPw!cL|Vf}m+%V+
ziRas-M%0cH{mcA+TP`a7BO&9nKOmbk4ILez<^NGoxyRXWv8#L*nX1BmVaEQIT|U3U
zZmF<Rf$wfJn;Z7yU-zkkb+Kb`kZNVRMf}w;wDQtuzcNsRQgcYhJ3`E}FgX=Pewv6H
zhN({d|JT1O&~-=21j!5bmB`XOAEp%NWFCm`m4dwVQJv$Gi-LnukK%k(6%^(;VaoY`
cd_7{ie&*}$`;dAz7?VeCDXJ@!%b7p;4^TD=fB*mh

literal 12581
zcmdsehd<Tt|My!7$;c=&GeWXL_DV+~j*z`Fv-jSW%<w_TjzW~ZvXg|YWN(>qtjJ#X
zOZEN!zQ6mv|A60p_jouw&Ul~eeO<5d9Iry|q3;mlQ{f{BLMSJTQb7=`Z1_>d!+~c~
zmKx*X*I9d6Ehhva`gHPx6?=_{8lJ>;mQ$3${eg{#!$cv8@Hr#MWke2j^S*oX^4PHz
zwOgv>TDHVefsO0CgZovc-R~s>MjA~onMOXKcV~#|)WW}8!YZs6Ar&`syPDjyRX8O1
zUR-$3vqXV=p3$_Vc+CRQ7GG%32&<p!AXaJntWFeWJw!i6l1_6dXRNnJTq7yz{?L^<
zd`9^lH(&n-)?*Vhe$TG<k&VQJZOmb+|9NTu;NX^9M-zqTq)@2dXAL32!D2!Gehf4-
zH9ga9PTp<qJSgK}LW$#8N%Oh6IZ8e=P%k;^<0NW^@4G!^pdmpuWp#OJX~6cl7x7c+
zhQ4+9%p<9nvprme!kiO?jXd_4eoki6vp=fF``j$HDU*Y}U*Bg>*X5dC8LRfu@)M(5
zZSzb?mhhn(C@^rVJy=|1FCOAxmMhM>5GM03KVO9Fcp*DYx`!X}&tTKTeer-NxUy0>
zS<<iW?W(dJj}Xaj%WPXb7DDg6cC%|hFHgOwre<_wb4x{x&JOP)E)k7+wKWgrr}SGv
zm*q&+H8e=@pW-N^7D;ee8Pnd}XV=uxIgR|NiqPd6=-FhAX-&;9FhHk@S&WH`yRW^R
zE_PcPZP?wICn3PWRpwu0IQf*Ow)W%P+<R&l5c~bD<<vaU_%@HD{8n-ToV?~p3T}Pt
z>g0rW`=!C6n-{`8gBwCxaC7_Ec@qfWvLVyWk*5*-r>EpIzeP-N#>xjbPphj)In8OY
z$9`N|dbjE4mGMYC;lokNoJU7oT-<r0puAn!=4;okRS%sZ>`WCu_h6r>c+7Kkyf(~T
zY-LBNKs%3-F4EZAn&6QXVr*<I%S@V2stA`qw@T5-^N)NckA#HnVZQ3c$uD0*%Z@*P
z{(L^NnS?0FjbkL0F}P)eUy-axvwg2VgYA_6J+-pw?c$+#|1is$lxQ&ooG;Vv*t6wL
zu-3fjZ!dD?lhJi7Df7gB9`Up;QQtc~{8%6M6!iw4a<rZDXS*0i*mf~Y21^RX7)84!
zbxlo8)K?>JHg1B<$ctV!nweaNq)a<6y&a9=oxfq{SFztTx}BRFs-4GTS(aEvxHWCQ
zLRPX=m9JBOL;kjvRfu<sSi-PU>5z552-afN%8t0+fM}{%(rKOQ$=;Qj(G}5X<}yOf
z4$PpUJ#RgR{MY(!%{}s_pI%{MVG*VauKU$v+_|~s*4ZA`%Ofu>wC@ge%-%jrk0J3G
z9jkV`E+7!t+A3!?{Jk+K@3p^9g{`pf>TsDAQci}qWM*b|IY3GzW#z7isa9YHn~zq-
z*vt$wV-y}T8KWd&@nZXDGyQaX0$;?$es`oVHnP*I<oj*n)G%e>BL$WxWUOd@1!9~h
zLhfsqk;(B|ul`?-m81Wx8QDFgzCeIR(QP;2(raFw$$G$Je&x0a@1^GQ=*>+RtD&3P
z1_l+r)haocqhu!+``-HOa`G`4d3apvv+UdJfPdwzPJBXL?d_U!WQVq0yKM$Xr;ryZ
zDK-m~)~?dN2Rql1$-yGyf0)mfl#~SDex;tIUC+f*6AA&?2)XO5=O&h;SLt{LxmPei
zD>@t3HhYs|K!rUPV$5M>RQO<8^61qCSuYz$N77=B(>o(6Q{TRkqEkfretHEOKJfLW
zliVNbTAOJl8?Esu;hwdM>zZdMPg2#EFnc(4k1ZfuDUC5fA>$s~<d5!Gl=Sp&u?NNR
zke(icLG-@CCcHyi0cH~Yj*HK&QcJxOuFT(NjQY^qOYVETKVj_Ra^a^t4I~q0WHrGp
zHbDU=R=(+rrFFJS&gABRK{I5{&mY}P92^`EjEpkuW=r-L-xla{QV`%26&50T1L?W!
z&U($gy}hz$*dRkA*<<Cuy3ihP*&X-0UfL*%Q<X0pTG>cD-c5^`SZ<ceGP8&5<>TWM
zH>i(s7qdMxwXk6ECU^L!^4$JveWYh?gtLfv;hofinst2t`ZHh6%tD0=eRSKKOVjV+
zEjUvRSzna08X4CA3`I~mp4(vjCrVUU*y2n&)W8D6@m1e#QDkKK`rW&C2{#~#*OrD#
zBI@n*GwDT~@sPFIc!TnHuZGf&ez78j!+r`K^?jH}Rvpdmo1V0=i7W4y4)?dQkO`md
zlpA@KHMU;{I(*MQl@3NRz8S#0NKL)X6<^}}3c`dcTpM#*J4W|5=cQ90g0FOv?MmgT
zmwbC3)B3uPB73aZjGpq~hWKb*%}^wc|39W$C`J;7Hpg4^^f3wFXu_IM92ZMel9m@b
zi!>F?6ImFef(Hi&3;Su|6^S&v1hXueB-7`nT5obKGwWGn<g7fimz_(xnB^Q}qiy44
zqM6ez67Q+0K~b=xR#Pkc)@W6h2y5)$5<1LEI%NFhYFS_Dz0sW7Z>OYew-PklYiCtp
zWY4%xxnW{{ER^zm>Cih-(iQT15&N2)%3Y*{n^jKbR<@q1L|R3^VXFVr^Zk46$0GyA
zsmU&S73lV24xKg;n{3rIh6;W~tE&}cULT@NwK%xA@EMLSvMr~?q-^CKYC4w~v`?t3
z^$kmIO;p(3VJ5Y}GYQRjcK-pXbTD+hU+d^+!NKMggL5bpDz$O)|Jz4?W@y9E4%lMl
z^Xp^eGtc8;7nYXxHb+O%*UI{=^Wv~lot=}b9b=^-GKSRdvve7h$)vN8_#A@DST4>~
zX)V%UiY2S%KAS<J{I(B5g$%();IDx5(m$$f72}!ZtfA#pzLtgq2sJ7aS~A+vmq?=s
z&CqQ2c5o<~UQf(Ai!dg25WNW)3u`iJ<oYOu9dO?0MMISNKkDl0_P>58BT`O%k+)y5
zk>f+jQc9DM;i06tO@f6?Pfx%1*%x48Werjfto_JCuryIWvF9g|*4*B%Ffx1kk<{I>
zwNT44e62WfojUy~V{xjh-1P^JBOa?Y8$`%U{etO+C%8}8Rl+heul%TzD4m$FY7Zlj
zQAUvZqs;>4ocn=VuPNdbSc3Ed9vRv*?p^bm+}j$l3sMP`&wPB2f{S3bV!NuZPpzf+
z8I*#FgE>JS0^>oMMR~6H#`X2}!m#T+P{)b3mPZEGj^QKjVi83}*RfAwJ&TNFij@~m
zorF7ts!D=~%>#`FUbYt+EmSDeZaO&dzUA8Y<qLjRcD8cC02ZREs)~nw3W_ySPOrqt
z$*EOu<7nAZQKD4g*TqBdTIDKSQpdEcYr^Vr!)1x%11H(&0LRK_6GvMWdOr0@hiXv1
zBb!H9CSNp@59XiSs=5JRh+^!%SD}(aZuanD-mxIPQuf}=b8HiCyNv_%ENu9b`Vkt-
zFp6$}z*lb_Y7)e?qz7EAJOz@<sCpoW-}G5R9mhwcmC3IaeXR54OK3>7HZ=Hb?Owrc
z6^dfy>~YbffYa5AJA<TKXg7+LbQ>s>H!rJ`XMPtg(^g~)WxTIeRxYQeh9&hTchS{t
zFVN?Be#66RVq`m{r#Q=YE56cqzj*Fvlxd}DZ8Y<ZUZxUTC{4}9H{uIaeYACTOS9%T
zcH=f@H$0$R-SvrQZq-&Q(j<>&CKS^GICVQzTqwcspRET^vJ^N0elW{Luv+u|7@W6A
z>?gh4PIiwk`*N>ERi$rsOm03Vf>m;3J1P5Z?y%!JU)#`1#o@c%09(lf!H09gXR={2
z9$1F;=GP;Yswca>#YXg`%96NH`<}))%Gm^;plhj2r1W=ReXw<o9@E_-&rAx(HCXQ_
znXg;<Sd$~rTOtzr2d5K2++K{!!4yTk`EK2i!1GoUs=Yh0ZKgAh!kFWR2Ze?yhv)I1
zo)1C2#CSH^ogNukTRlEn?LQ`Llwyf#2q9yoiaYlokimy@wGbNqO*J)SWb<VY(_7mu
zjZBrIXsxB8)bx8T@-2n`g*?`$s7s#whLv3UHG@23JOmuv+!eiUT5&qXC}LU>Yy>jw
ziPc+bO-kl<e{|$#@{360;W4=v8l7`}*&f+X>-9}V#O1GVu6MT9*>t$cEz^m+?h&lx
zdz?>>aNC#`aH7A#J<@ShJi%}S<E-1UZc;K7=&OYu>CRtq)vg!r@{NDqVWzVfRjHfZ
z^>QWGV;<Fevr>0OXrjhZpk!Y<{d}r~PpAoRh;+LDt2>cK-rnAqnFtloXb3PUC5QTu
zRZ&cLX!fn)z=N0X>~p5|_4U=oyA49f172s4BZb~RVpl)r;32qwjU4}GoGD^1JeQP|
z^bd2+Z2l)6g7&Vi>4%d0mr}(%9w!OfZP{O|NEl<bov5=>taks&2)KKw_+18@O@%7n
z^};$gNM70(tciAYyIIqYbH>CE_Fq^0cNigcsyBh}A%Z|}$3eVzz6V9HUPg8RbL{EU
z6~IBc@2oK}%Sor-`v4g|Vmh|M&BwGh<~C7Ax1FVO71)I2(a%W2Hg)z3HAj0GcYtPe
z;+_FdpPo@rP^j6#DZ9?ccUmh>nT`A&du(BG@wcsvOkFN7#*Wm6kT*}5?nEF6orL!f
z*g+}@`$+`he;pqr&G5R%0#G^ffi=zh+xGhBX$K7Rb13XkXYij=#d*xeY9Q7XvBG6#
zFRu2yGBPqc1xN+4pZyXWw>!2{5E62>=J;qIDPNU7^$3yJU*c<yx;pN6>;rN8x@Vy-
zQr1YnP`A$e620HSb>JBz#m}@fxb&)K-bZ9+W<Cm+Y@I|g%>q1Hwe;8^cK7h8obAlk
z&V$l%LdCv+a>VrK1<txA5p*xp4&<l;Kc4SQDWPgyZl4K(DhdD#a^c!b*b>yM?m*Fo
z+Ke8#8+4Jkdia|?V0pS+K|#dyMm|2YIyyS%r62hCj5)Nt-rrt5jnwV0RF}^#IaBl~
zjtP116uJbN+iLKY)B$w<H0^MWGRbG@2vdL5_S4Jf`af};jKt=2J7ucHk5h)aTF18=
zmvnlQ1#Fcx%~vXn>}1Qc83c)MTgE9XlSe7AP*de~;9$^C{D${COO2IA&5xGKe9>n0
zOxeuQW@f`KB~TxRSY><oF~&qQBgqO6=<PLo_|tQ9gPV-{?Q(L5@7X$eLT>~HrEQSC
zXY#PW3GFg5p7-&{P?9x6qHx>F;^=*=1UrzUM~YA+WBju$7)e9;lUvATEOrR9iw8@l
z1q1}%)$z8PeB1NMF0SYq^=k?lit6Qf%h4tpF}%#Wyrq>rZDY1pmNakXmw=T&);zvY
zrv6rof@W(o0qdjK5lhLFcg%AAKgV(;ZrD9hHF$5<@v5@fs3<U^>d6P?){tONw)nR1
zkUwQ~n?8q|1B4rPqwgO<kZCUK&Me_Jav>z$`pWFFYu|%T_J1sKt~Y(NGez_XSK=xU
z!{gvLcgDRp6nin75po1Th8+~{r{At|Vq{z-fe7Y`|G9@LV4{nhZk9YMy0HpO`Muw<
zL}#*aW4vtD2LV>b47x9~j?mA`V~Yu`x7|b>XYe2&h2P(|PBXS=WMu3zOd=y8@gREg
zKk>1XI8YDCNWnh!$dKYuuqO)dyQT2BFbPT2{90#-cjNK}ie>S+F+PmHpUXaWfEyZx
znh}QT@<04h{46?F{!FZVCdFGgfRDtZTrcD^sg5KC1#ugB)&L2;y2pkfz;`7Mf2m?W
zX&8@-4i3H@iV@9z*p>Pnm?`3K+#G?0NbLP!BF8_&7J5ptr?9dzBvNAUjpUUpj2TfR
z=cVxk&jmIbCJQ^^0JB5x<*75Y@tSCTh7NF^07p4bJ)I4|yu5r*+nkCMgbQS{IQJXf
zCy`0NF}hm=Zs=LZA$$eIetSg^`2gxpUb8zeuT9S}7sFO9z)?FpLLfyMQU+pHWnL*i
z3lC4f&%RmYj6xmGiwMa@o20N2Hh$=Pt8qeiKCENpu2Y3Gp2sUaM7>hx;N*0<z!p3#
zm#IRFN$O#Zm50x|=$d(Z(}bWtR`>;ZDGD|VQiY!yth5biG=$djN;{9p1A`;={`K#?
zXH4rlC!-8tnB!vJ?jO8EF5^%wuhi|L*HX-Z@LS(1(kw04P$mbs9H{xl1{4Xxecyu9
zm#g07rc#8UPQWzi96g~;8Pl$bn@T<WR*6{_{l&Z9`glc$+Yi%HJIruPuAiP75P2Y(
zzh!JbJUDnhG$UA+*+}s%fU}EXS`&O-!Y7xwB1cM1O?`SKLjT7WWtD!h`r8nA*P#?|
zLh0O<7&!*HXymeq)=K^-x@ZNKGyZ|0jGwm3lST%_>?lpN%<R{TG&%Ymqk6c65;m4t
z%eC{&I7f7em#{3k`$!}Qur{XpuL_<0S>g0n4+vp($DD^|G_#T}M|I!wb>~A(Zb||p
zAnrz@FAWV18xo;~`sd|w;xRxd40VJjWiO3XbUAqPPzL1YBL33pJiR)L{{rOMWBUtA
ze#2^RVXdvLfyZupE3GlCd43a>PTBh(mAjUm-#ux#><bEqfP&ZVZ2Sn<ai{1if-G)|
z(22Ph?w|4`zY}cVO85SxHKadJ2bJLC({s0WZ5C51D=X`Kntd5*LR>?{r+zK;<j0rc
z=G)aDmeV)=49I^RV@N5Rse%{OsIGk(fx`v79<K25!(Hy$-v7YzZw;%)jx@Ejinb;O
z2Pvn13Vr-;-^iP(au(Q;A$`HScMm*0hra|SCnj2&%jT)SeUX-C*V6A~DJ2;1mS|@u
zTcG|HbU4D1(&FOcHt{=8el^k`*$>LRq~#~J{hH^h<h6xe(RJJ&fP1i6X}F=GrnU)d
z2;)r~5G@l<XeI5iu^h5iN6tg!WWbTaxs>VMSS2peYp_07C}=-Cke$02(Ur8keAX-p
zn`W2_BB@W`%#O9xPG`dn`bhw@oRNb=H+#0nQc(BTaa)6>D=EXt$wIVN4COJV?H*oN
zuYT-u`EZbAW9tOH$!4Tbv=7&-I6yq-Gp0&BP|p;Tz-qgJGS9|%j*z`Hcrjv1%wCl*
z$S*a_XX30!5zTy7O--lYRQ>Y4m|~B1@ud!vFtai2?3B3#tlpgDUGF;6Dvq`YKiN46
z%3o)K)07l!Yt8M8abGqy$zY^EEokm1q+$HUqu%XKvj`<%wfKI=G>1jjonhTr`EcZy
zZJLZO^)<v{m5ZiYA?-kVldCM$$@x+SY>kayWjZEc?DFrUS)=uFSiQ;(H)7R+;tz81
z-ECP2ZRd#T+1iTv`+X|pO(NxU$IE`%UQg37QrV)}njCXGv|c{uM7Cz}boC2cl&*bq
zy*b^T*4|_1m{2rg?&mQWjJnxWfB(gA3;ZlBEL3sT(9Dqe_C!EWveDSciCA1H&XUe7
z2fCXKKULYV{kH{YNkQC(2j}Oz(r^*oYS)fLTROgd*TdZ|KOCf`c=VfoUkw4_#3p7S
zPeF?TyMJJy+EO?BdqQ&ZCndkV9@_YlhjQl_{%M=#0YS>2lqeoE`I=3>d5PXhh)FBX
z&44`(`Zw)7JuL6T1h3`)6;F%rb&yZ%ay`6ad9nccyEf`?`>2jCFQrkm3NU4;ALv+i
zx!8+1%@G(Cy)een2E<+IG>;(J=#)jh1+h+oPZQAMn`en=MNAGwA*~G!v8wWKsi^^y
z&B@8B!(}TeP_NZ*&eN%QK#8*gbbJecsr%I(A5LNtW!C&BF$wDjComvN78yh{5C=8F
z?wl#~al0X}aq3P44HhEiz4O)KXl{;$S?=Sb)40e>hFURle1;S>Q&Pt%L}GU)rY?RP
zR5HZ>twzDrt4N8DQ1o@;JeJD_5M;G>J9YXgWbI9^c#Pf65c3(AzPab<>?m}0QC%Go
z^4@V4|H~{imq4hZ&h?&02Ob)2Nv!*`v$JucX`mD64LBSf>;^_eRoISMYIaK4uY~=W
zivT9UKpFyS0aHxt<l6T}&NdneZ%UB0bh!je!>~qt^2R+eoXxA<lh5S+KGsgj-0s*t
z+F#wjN1C=^BN6B~gzFp2-0E_S#iytf{W|dIF8ax2;*e)zme#`HT<Kh$+>VvmU8lg8
z2^slpp|UJ7>Nx+1GZm<o$5pPNuO4qX)Fw(U&G&kBoc38Mja>E_J{Wa*MeUn+daK@4
zMp-vSBN6k2o^K=B*^9u-v-B|W<8TiBV`?+`H?^c9%jXn(P!RWWhh?}d03ucI2?B_`
zY?=CEiS^n>kA=UspdT|d2F?-wcaKnqo<@$13xf%1bB8vP-7dLIUQzTIscPfC1-p`@
zy-C57j%)YPWn<?DFqo!QzvKNVS*O<x-*xVVxO_N<dH@Gpn|7DANb?!tT(7FwbrOvK
zv5Oah-`9>WSLBNKR`^FoM?XPJJ_1f#kfcURLQ?i)u~TlqB|w^?c^9mU9oRRw6rbC@
z&onyz)#Gz!60^z(6%dH}CqRXd=d3P(FgKt(AzTR-ll}B(LW6q3_?n<UpYW-68V)g}
z+*vB=+QD~VWE{RRaF%3C@QsL;j?S%GebD)aT+-q5rJMY*Vx%EbJ*9CPch4{5&@Y^a
z#ctk+1yPE`Z`;jpUdYbTu{cSM1QyxXmqJ#cZBFUlr||Cd(LhB2Ud6T19Gg(M4y(B0
zm4f^1?$hCd?k=~)o8Fok(XQ3&RR~wo-iizkeq*3bhsntmdFFVYghWgGanC|eHc431
z<?@Nm-agi}E@ES9xJabMSu`0L*-pIQZajtdP<uN8zv9T>WpXfpuqEbqR5LwUh~j=6
z{{3WMZc*z%Q=I}M0*t9z?JFcC;cxO+lI1f=>wrd<p8$6(geErGGxYDSP}iA*Np~lb
zZp=YgE_yT{a9T?g;52)o6Xi-Z8;ynJ>(}C|sTJ8xNFX0d9(EO$l|8+tkzY6#^6!gO
zJF&;N5f)hZZ7p3of|IEGUbghz{(Vw09Hj6fJHtocJI;H*EJo{mstu0{d^fK#gG)vZ
zGV1N$r3&A%GI{eD3MAMcv9TAdhK~=rjvoL&thmAqP;k1c!@|Pi?D1Z~G5!P5dwB%~
zukN!OT3X`g=4NQ;fn6XK&1`LBvsw0)Uwd#|>f|6|1hS<rfBjmAZ7uoP>*zojZoyJ9
zDLEN{M2iV;f2p&`q4XJ6Mn+!1;%81_v4uVcu?}!5t%gd@{k3e#!?VY0#K#{rN>#gl
z<|b(39u$li4+;oDO2>7kNk#&8y)K>{7|6<Ua;B+-2Cprs>UO5iiFs`igl2&G@)E#g
z)^m`CX@$mx0bhFWEoApIiGz~~c+`8X0T=Yjhn>k5KPFJUN;Q@&{aDACR^wVUsD5i;
z4H-K*kwIns2#`jv>@G<yTk4BoNTfXp_FV`8P&9t-&ZkWel{`Grkw`<Z?=S&NN*&tV
zPiBw(D-4o^pzNnUot0RBl{%%yS46Zk@nL-aex7=iEc4oDYC9-er;+~t{<Y<biMk)`
z;M*e3*Vo?W+-LuOVo*_L$;O$MOOlW%cM0KSoAZZ)o)Tzb#)wM4SD4jW{H!gWd*eDC
z3CZUD5%l{eBNFgPKRm%Dw*NUL1A<IPB#QAps3xGl;%aMBDO%fIKDogKJd%$4YE3_<
zn=d^#f9Y<-c=F_K8_pFuX)(HHxEtXB$SFe9$fQZc+h%55Mn<aA^2klFa>;00$aZ9d
zPR@bV28|x_L^XaSBZHeVm}u^2qT>IvJvai=*s$VyaEyRn{paH^exaW?R=}Y?Cr*go
zUKzVproB81H*Jnx_Ut@K_-zAonLxvrx?HD`ix)4tYOupMTW}sG!_M+1w4W=u_dC9p
zs~(_Owj3B>)gzl93YsJ7o55vq0Lv+G;pCd2!U1=6`0<sYIkpy1<$K>l&v+RYMn=nC
z(qz~Q$Zl=@Fb6mk5KAJams5b)82BCDFvz)yLRC+B?qo<^E}UN0%(?$D$*!)o*|S&G
z`}M8gW#xMqv)u4?vQ^;JVBpwl$e~af7o<`V<ox@SS%8@q7yHoWX;2h+2pS!Zz;gqu
zm|SK->pPSX{z~6>4=Hgny4jrd?!Z1r`W+ZsjfYbUzQl+im(#k8&CIg6pJsM{x+8K@
zKzw{m0}UzN_m?X`TcVlYIP<iZ*esKU@fd^o9bI5N*Bz|iMLu--9XZj6x)P+{do!X&
zvJ9%K`RZgFjz!lb6YWV>)YV%TLYn&e))~Hld~LdE5EA_6VO5orCEak#L2d#EILOd{
zy$s~3EdFM|NQx?ZtTao^BW5|Ufe1H1y|W#!2?0kG^dqj&yKsPCHdA{3;OV2aAj!*=
z1R@cXAd+8h;}sAT+*g5M`+F@Nc8|;F!OXhFLs@!ccbscT3Ay5@A&H*BQBwGQqh9Y=
z+Z>yBiRr|ULh*Kpyl&g~MCg;W%e)&;Gq1*e0Y(mx2dui#E6VbNxbZ<<b(q2iNj$1+
z{%4<t0YgkHq|vQtW-*_=Ue8~5de8kmukG()C$iU0)~GD=V`q^LWyUx2f5Y9%p7&DV
zqxyqc?*3x~kJ$@2R~D)NCilf;I3vjIkxuSd`5gd5*98UV7lT4Zr$RzbBEKMKMwC-T
zQj!?a)YP=!oJQHMeL|gtN6BQbnEE&vp`lGie?kx7-aD!P)@N-$3r=`HA(q(r;2Cnc
zkoKi(v8o>%BV$I&(vGGb6jur^U8!1qyGyDCL&SbNw{+jzV?o~$=VT5S(7!=;(f~6%
za#V7Fv`~S%R(*}O``qN8WpOuBC@LsSLRd|Q#Y5wJb57iY%oc)pX2yj3%dOtW|7tWl
zeLMs}hrx~z?F4`a{mEA24jgG5X3}}#+m+{Srp>O|V5#fY`_lIG^bp)bp-Qdv>a9<_
zPn#fi{Gi5vOfOaH=4U^B-TnDbu->9&V5AC%4p4YXS?TAW-KY=%*#Cg?_Q)<+&Nen3
z%ZtIm!NZQU$-u#E$Es$9y1ZiplOn31IEy+QYQpdXsK_VC{lxmw_uVx`KGb?`7uM8R
z6FS}JxR{`h7H|4jYNV-Vsx;`>)%Nj>r^-b$gPdBImEsxkrwu%+vE~7p3~Kg?S_>c>
z;6IFTT(3(_*?au=E!eCXH~$`|-H@lP%&Ttwf)iy#p>038J)S^-^#*^v_t(~wvyx8#
z`YHp0@{Og(JHTc*2xlXCILH+G1=ZSD?P_!4{}e<!0A9bxOkkd5>Pzf3+WqT!d3lvY
z58(cmo%^~LU_|CcQj%5mv)>sYSzs#$O>?RxiV5+DuD>gg6#e&r?gryMl@@aTaj)4F
z5|3ZesrpMgSQUh6U<SDkspRw)dtW|p-*<Go_nn@P<u<4vU^)@@0IzK}{4|^wgp-|Q
zZ0+lwOdCx1#jK=OS8rlw!y}z76b6=po0^&;+N=^;5O>dgqoTpWu&;u14#U^l_pqhN
z!<yoDLAZbc4;Uno#w#i+VgQb@nUWIW0+tN|E!*enG0#pW5qX#lgPclRCCHz6NdNT<
z(!oG$`_3?I9XYIQQEn}n4_MxSB1>~TSn~$tP0@4yE%O_+@!RY4w*`_eM9G>AHvOQk
zPku34JW%WE#|<R&JBlU1{QXOLmKa(;Ceo0dIlFGc`rb#dLdVendm{9fhpX47kee5Q
z4jl&ezV@rl!qMSAOb0y^bzAwhH<!=dzD4mbSI}oS0|gEK=Tws+#gnSZtYtehGaTp+
zR=cTM1_ip6AGfnSdeI&99ll2!X@Uo7%^o^;?N!uVG_JLq@K)~~z0AwcmyR<%F@fd;
z>lb#C2Yy!(p?-$l2>^#WS$dEdMVbW2KeEi;9yiP4713x{@wGD5=u43$x9mkc)?q^C
z(V*|lLmz&{CmC!oPs6#<uEcTiR-QWbXV;oS7<=lHJf`{0Po^vC4{bCi{-_N7wDW+y
z0ejHIcg#A1vO!DzK`~P$Cq2s9+q)*Sfe*$6C{90>PQPLZm7F0;R#S_2&Q0Ws`{2A_
z<W{%t5sLA9^@9~$(Hqvs&3*^C<T5vb>Or0~85iCOKX7pM?4R#l<Cgmt(Iv34TVqEx
zA7E~M=ga&?Kc8~;{6}=PrLplX*=Un1_W?YJbK8ywwVD(&?0!7pqM_nXq891c63Z@5
zXcLgE=rk*lR_lwKuYo}zL(e>QtD$@o-m6AMnvG&=YELuRz)OIcBM?1c5{bOYfws1{
zhR_RZxK!98aZd9XzSZEX%UG@?dO6(JGR(el)#asXQcO>=*Uytf*5h6<%bYtq&Yjq1
z*_B~Q#DyNY(&jkw05mX{Z~ZP~B2gozC0fm=&2SjKGOZ{Ah7~K~tM!JkG#fs5(gn0T
z4p%hycF>R7?i_xa`83Ls9ho%A{AnVhw&zSl8d}?Sr<SP3+@92Em1f>HG9BZKF6LMr
zte>Bblyt2YQA$ioDj6Pi_3W%JE<Ocx6K1~x7v?tR0E9!DVj-YfAur1q4uEDxVB$<K
zMKgbo)zJ4SB6RrPo1=>OTMgvjP=Lk(H4^N-#4V8GVW_L(`Gj@LAyA$@_0HP--Rrwk
zQyG|5G#U-Q`l&%%3~gWFMy>7r$P%c*i@jHCcIT2JuyTLTgMosp8Sd`886<ho(C0KR
zdA!?&l%JM!qDF7<c4%p2xoYX0J9lnycvzZ^T)IqK2By!zgmf)Z%L8%#tX%XzttKGZ
z<}I8|zri?5b)ae6EH7_@LYr%<s9R^EQtkKW*xhnsbQN50przg^{_aiwY|6ovHhFGt
z4h-q*H*P%r`O^X9Rt!@cZ(Mvln0Q>e@4t4fZ|T7-9*p=g%RSD=oB$P3E`zsy!z{rs
zw1no|pITX25jJ!Z;G?m|2zEd^XsGkqx8Gf#)wf~vUtZ?FwhzNwc@w$@25#*Fkoe%}
z*~=!RF7l&Z#5jxCgnI~!i;H^_&NCVHMmTA#I>~4EeB~#Eo(C3aKki`NZ{rRs`<}|z
zn}7)ZHyf|xj#~;)RxsHhjdiP>&juQP;2~g+kpt5mI1@idTH7pO6;QE3$v~$`glic1
zxD1T+EzPvX{8lc2(v4QRoC9v)pt}XNM*P@kF-1x8u(xV@UbJs3Us<FRTB5zJEz!x6
zE{4I{60_1ZIgFf~oRqLxdOm%^2H^=Q#U@7F|4aI~ppdCz;VwV}V|!sua4JQ9$G$KU
zL659KI0bIeKB%s}8)pi$QNOIcl41RCazi2RK#a%RUY!8YXs3maGkxARTi#VAdd80G
z8B`K5NwxJDcl66@EuKegoU1)MAa<#%qr=eFHot&y`_RnJ&f+4B6%d(t?W`HTeSG5B
z)hPmzcgN&aP?6FBw1xqOqN*xOas0MfM^3C-l^g(5##UBu8Gams3SighxNN&X*!W}7
z;}<XnENk3JgTqCQh_)B4WH6itT28+N-@bd9l`7N2l*LhWBIeN;+&r+bFbaJ^58Oz;
zs<w_%m_|}zTsF|t)g_OTMZvs@b4gV?Z_oJHYuCiX$HRGz3&u(^AkY@7w08J%BxZ$J
z3tR&f)#l5$f8#~l9mc4@IyvywsLp-Wtq>L`4bi+hu|?jCZvHHmm9lqjsCmEGZ?G%J
zYm4h#Zf@1EpP66$+|fgHI~TsM+;!JR5J->Q-uFzj=}UB;NF;ZMMZ-l7TObGjVQwv&
zcosi+E%dNw0U59?i<6Mgnu`j!AY-8wzkBHVh(Pi1`H8LPE4#IMHFQd7s%WS|BhK_1
z-VirqyHd5(Qu#({mW6sHvm7bZ%GF15cz$UwmWKOkQ@En5^z?(5&#~7hmyWJk(b{ip
zk6R4YIwx0y3}YZb8GgH{ygYDYzH9nx`mGlrKev42HQ=WVYr4%sTu&W>I#s{Z#J#rO
z#yt&AZN;~CtVv)sK$>N<dm?NkUPW*xGM(@?Fbjy#V7oLKb<6V+VV~lZ{D?op5i9>4
z-c3tJ1G6LgUduOdSaIKJ{6X7fT>cTSmLsII3n^fJ#(rhAGJ+|HI`9$9-4rhelb}$q
z=5TE(o;4Z4yphf6Uifn2NxRiM88+Otzeqv!TVLk|i4IErE!U9~6{4;#0%EYrvx}Id
zo6R1898lK|!HG{42HuYVMPiCl4JqF{FGO!Ho{U%|BqY>b9JXsG%1`sz(rUaX86}H-
zg2JKBUdPEI`b#eDY|tOJTFyXxK^X=4Qu%pcj16zXl2@}bmG~dkYV!uD0JL~^V^vRq
z0qXPs&WoUz9N(nA95VVB5!*H7Xy+N(*n|(6@Z0}e>(XOI(Fi+YSLIIwb(p0EWn?oJ
zbAKKD4j2+TjZ5^aL<}I?%4#y?FH9j68>=U%&I9+zIAJ9Pb$jga<m264kAoh`!<cDa
zV4N7O2H<zjmFQqfYHE<M+{#qOg_XIBt|y<+1-r8(e-L56)#H?R|AvHcu@iNL0HGBf
zQhy5rN;Uf`fHGyBXp={49*dLXm-#qx0DsmIEf-dMtLD8u=H|YT8LxYWEkobf>+}id
z?$S>%{7opKi~;Kycb_H%P`}Yf31HqW!VPWqpqO~k5+r_NdWji5azcWF#1k3NGdj-=
z)DOV<po6Qa<!uv>y>~cWm2V96W5K!V&Tpzb<33Lwej6?iM2Px!01v@wFkS>er~uXJ
z#@EN+e*6(L43utPA;vxh1u)`tP2$4TJ7#{izvsgt<f45udzVHh(lh+8K4Xe0Gp57=
zi!E6rPrX`?7DR%u@)Y~V?}gKNGl7Ou11?aW;yj>p)N;a$;jck;aD7rS-h1~ip(}Z0
zV5)T+h8@4PxUC=TI>C6%tpOK}HZYvadba-Pl<E2EpA{q)asSdKW(I(%&a^N5mme93
z)~Y-KS&eXjo0^&G;@>xj$0h?=nt);U;1;L<R~~(NmQJ0oynu%tsE19(+yAJ$K@?Q9
xb((SEsQI%D@FXJ@&mVXDKjoMI^X~({3WY1$7voD*;lDT_ax!RCzVw5~{|lNajO73T

-- 
GitLab