From 7cca5f86952507a0fa785369568ecde22eb86e7c Mon Sep 17 00:00:00 2001 From: Vidushi Gupta <55969597+Vidushi-Gupta@users.noreply.github.com> Date: Tue, 8 Feb 2022 13:11:28 +0530 Subject: [PATCH] Delete R-Data Visualization directory --- .../Graphs/confirmed_bar-graph.png | Bin 26191 -> 0 bytes .../Graphs/confirmed_line-graph.png | Bin 14719 -> 0 bytes .../Graphs/confirmed_line-graph1.png | Bin 22658 -> 0 bytes .../Graphs/deceased_bar-graph.png | Bin 30212 -> 0 bytes .../Graphs/deceased_line-graph.png | Bin 25065 -> 0 bytes .../Graphs/recovered_bar-graph.png | Bin 26438 -> 0 bytes .../Graphs/recovered_line-graph.png | Bin 21897 -> 0 bytes .../Graphs/scatter-plot.png | Bin 27013 -> 0 bytes .../Graphs/stacked-bar-graph.png | Bin 22273 -> 0 bytes .../Visualizing-Quantities/README.md | 198 ------------------ .../Graphs/comparison.png | Bin 29594 -> 0 bytes .../Graphs/confirmed_density.png | Bin 16249 -> 0 bytes .../Graphs/confirmed_histogram.png | Bin 10500 -> 0 bytes .../Graphs/confirmed_histogram1.png | Bin 16621 -> 0 bytes .../Graphs/deceased_density.png | Bin 16961 -> 0 bytes .../Graphs/recovered_density.png | Bin 15153 -> 0 bytes .../Visualizing-distributions/README.md | 78 ------- 17 files changed, 276 deletions(-) delete mode 100644 R-Data Visualization/Visualizing-Quantities/Graphs/confirmed_bar-graph.png delete mode 100644 R-Data Visualization/Visualizing-Quantities/Graphs/confirmed_line-graph.png delete mode 100644 R-Data Visualization/Visualizing-Quantities/Graphs/confirmed_line-graph1.png delete mode 100644 R-Data Visualization/Visualizing-Quantities/Graphs/deceased_bar-graph.png delete mode 100644 R-Data Visualization/Visualizing-Quantities/Graphs/deceased_line-graph.png delete mode 100644 R-Data Visualization/Visualizing-Quantities/Graphs/recovered_bar-graph.png delete mode 100644 R-Data Visualization/Visualizing-Quantities/Graphs/recovered_line-graph.png delete mode 100644 R-Data Visualization/Visualizing-Quantities/Graphs/scatter-plot.png delete mode 100644 R-Data Visualization/Visualizing-Quantities/Graphs/stacked-bar-graph.png delete mode 100644 R-Data Visualization/Visualizing-Quantities/README.md delete mode 100644 R-Data Visualization/Visualizing-distributions/Graphs/comparison.png delete mode 100644 R-Data Visualization/Visualizing-distributions/Graphs/confirmed_density.png delete mode 100644 R-Data Visualization/Visualizing-distributions/Graphs/confirmed_histogram.png delete mode 100644 R-Data Visualization/Visualizing-distributions/Graphs/confirmed_histogram1.png delete mode 100644 R-Data Visualization/Visualizing-distributions/Graphs/deceased_density.png delete mode 100644 R-Data Visualization/Visualizing-distributions/Graphs/recovered_density.png delete mode 100644 R-Data Visualization/Visualizing-distributions/README.md diff --git a/R-Data Visualization/Visualizing-Quantities/Graphs/confirmed_bar-graph.png b/R-Data Visualization/Visualizing-Quantities/Graphs/confirmed_bar-graph.png deleted file mode 100644 index d9c458b3be8b78d49995f4da2e0629166c76cd8b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 26191 zcmd43cUY6z*ESlvW5a@i6j4z?5CQ2O8&yDhCn!xyKzb*rGpLjxARry3NsY8n12|Fy zq!R)OMJWOafuV$wkmNiGI+OX{-+Rvcedqjfye=VrW0b3mYd(8C9TJKsV;<-m_UUixacL8U!h3&6#G$6MOBK%laiqdN}|0N1}g zQ8)7fflhnV|L>V_;PD56>}NFY-ZJ#JCQy#2+4))Vlb}MnXW~w(znzHWd_RLpr^%hz z8KM?G zHY`Xx3=9+WrNe1dnEuPm?ThqrtCa2sCJS6@{y$tAscVTTi=PkLc=O({vok|cOt$F_ zVYy_xLy_2?p7yGvk~_#D&iHJ<{?{BrYFh8G^q|J1+mp=XZOM?EJn;!3B_u%?cc+`O zau#kfp-y@4meFq%gW||(e`>tVypJ2r%1r!Gv1S=mJkyZ*=N)1d3QntP^ zuD%)4T^y?G`WMMk6Em`f!F;Q6Ls$3clQ?u?-Nw2`1Z17ZqgHKJ#tYiN)C3SEv|SF{_LVx^C_HU6G@gTFXr#V0p@b#^jBj1pWb1 zDi`?L^qJY(aF|)z1-R>EjjTq<0!8qU9mIVei=kK~=veO+B1+Y-VZ0jk~`FhAi^N42)XwxvL1q_Mu%IP=h9 zK=Au`bB@?6@wK05yIn4!B*qpQIV&Mr{HC>a;VpZN>DzI(fSng}Gxc|gWh}a_L;W)w z^M+9lWRd}YNIk1KdMR>rMrZoWpcwi|=IWH?eUoKYa%o8n9|sbra>c@SqvyEJz)reY z>ezitWOd!d(A_KGSzL_Kwa79VMZJ=s$&AO)zE*wvmfn$1>&epb>s^hN_oh2!!Il9H zt+fkwTB~E>-f!+uh?6*l<3%$e9=1eDapY=>Syb)9I;!^MA@|ZIheQXr;)aR#{P@kW z!fA);wgfhhYJ8W)KwEfk7@;C$F4wuDmjeVc<=s}}JD^7v>Efia5iy4|tFjY@VN+(} z&it}A_E&nwEcM$v%cf^vg}0}qet^Ie)|(RH+^q&Yv4%XCUUMZ4r(Vy8fYVaHs9u&F zYAP4zel=uQiAtFhZCsKyMB#NbXWwq9s{0I7r%v$qFTQnF&I_rYz=d!|zjh9tjBsta zT_lAg_SEW;<&&#Dr% z3@St}`$R^%G;&FV?~_k z!>2iTyvCC<78|v3=EQqNmjpgkUFFWzD`;97!Fb?t7K+d8%Qoyoaxa&|oahi?$ zB^BV&z{(RQ9VtmQRUwI^mG1GvLSRqn;fbWSDycvvZIWc!01e-0Cta9XpD>uJ*iLfE z_Pswa(H7_oe{LRR{4AA(_Zk;F9)n)38Zfrv9GU0JC6?e`k~R{Tk(g;IF7yQXy%lP$ zdY0<;7+MFJo#<9NgE6dkr(7yu`&c+xSlEsTgb)iG`IZMeZHJakgT}ghS_?@j8BNhW z-3~EH+|@r;Y`4p$gQ7N53Gf~s+DP|4*es)zaTp{IN+73 z%xOP(-N%l*U%4mhJ%vB?7u@Mc)X{EvSHNeI;QY92exj&|7^B+`sj^jrN9^mUes^}% zi#@XuLi8GuKU;luvh&eK4-WoFIQ^wGyQiDslCKG}+AQI>5S&q&D)Qze!z^?d6f?j++Wn_of|P- z#QKSz=;GCu^->&_{KY-jHyC|DEQPjM(IV@P7Z zt5TrWAP{@--hw~BG#)NJKU+3D@O7pjr0jxb`Z^?N)9ifh$E8ThgnE}KTV#s_N&Z*O~zHa$7_n}FE z+qilf@4Wq!AS${_Ud-c_BYqn zR+4|Y`08roVK`gCERZM`6`7oW3oMN=tPiO!)en7r}%y@QX%1Sj8_<8s`wwYsZD zB^zrC+Nw$fC9xQSP;)6N7% z>*-2l$$c~ywzd}pN#;hr}yXrXFR_Un>X<74R)WX;CkyB9U`ZS8r@%V~v~Ixh;8(d$iPCS*Ht zizV#ckRv*QnUdK90~@&prh*F(K39ctpfa%O;vSnT2I-~MhTNZwWXm`$n~HdycpNAV z10_y?PwX%3uF~U*Hh448ct5|NV5WHc3gvWTdB%`(0K`{2+m^o&J2&|8YPy@LvYWT} z^&2I}3^-#tqpE$uLWCioLd17uQp17MM?L=ffmt(;*p`^TpE#_OI#$`F+rMK+BC*FT zwBjDu{U~>OneZgP#iLEJXFjPPX7S+;8PH@+FTKu+2! zDmc|W%}#Hvc+XN*hfz=6?JhfOWm_&U;0a5>VaoLnN*4V5i* zGQ&>dFNk0#aQ6_S^E;0J{|z?E4nYj5i`@JGVbrw*-{7oO$$z`s3DoliYcA)iY&?(IcrYp za>ZxdiNAKa!=tG5=o_WpZ0VL#S04il0yYBau{HnbtF~^=3smlAazXEPX7pZnJO9Aka9hQstZxd-(g1%X_xu4(6%+tV|Md0Ac{Wdbsc1QmK3 z6=wO{|G}kELE4wZQB{83jIW6i?sGlqAt-BOFDfZ@O`1KeojS+0Aw36&%KAP36tD;# zS9sxMb&UW2gKq!d4Eg`h-+F%Zva>@89}|Dd3M|R`NYC8ScUiH_>yxGC8=4-g*B8Zn z^S@ccx|x7_%N8!orPqMJ16?%Pdky$8|7;HVWnSQM(*K}=gUx?TF22XDvoMAOsy(f~ z2Lx(9XXRhpul_`kIT2NPXti~kH`eAPLy11rJh9x`Hb~ zN3I8ptUpsJyr`3*kSu(5vL{`hT!<|Gu|t%ea~G9~q4dfwy7z!-9B;h*zGuYx&&+!w zjIS>oE>Jrch((lSw0n0>@bU;+Lvz_Ap)-vrLf}NCs^Ggp#~5_=@=jf>%y!4@$o3Ad zF}|x~RlQuemVh|gBiayC$J93MaHJQ=R)77+PR@Gbm%(D!8x{^i#8c{yU zJiicvEX^TDKaBb>6(bFMl}g<_LSiUxSfdBkFWRuvD{k+)$bS$D=%-pe@SkfMkj%Du z%{)pFX>5DacK>Bt{XzBfW&BOm%3s@R?IU2TCjxl+gt{w^t(6$#tV=##a_5Kw2X2^K| zaaS!(@8kjR7t8}28Io1D@n-E)WV~;FT6NDjACnM4Qr6DVM@ee{O>Q;`I$$r!WpIdY>Dym1A*Q^&|y-EzC%5s&tug= z$4)SH|53OnLvZOOPj)OQtD4DKiQ4(H`rDlbiE=UB?BkU`!SQN8=--a@;8z$vx^I7k zHd9}qeRl0EoZJUkGnu7&u*J+>Lhi^s3tg&VO8hVPlK!P)q!BaaM}X9!Onrj-@_Xt& z%?o5HGs`-QCEW>lv7PzFUuD0LnXj~<9DNXpVW__(L;5{duQ`ihnCnl)q4(Jj{7ViX z)-*tavKW$O9XhY9q<;9sjFotvFN0ju@?66PF$`Q6#OzsH# zL5AjlJQ)lBGp>X^lcBs`2yA}B>>rw?z3loqFyet7tIu%sy&I!S;sl z#$-~Tlk&B`94NCie$CP5OkVpfKgJV*s6lGQw?pAindSdeJ8aYwLOa)GY=RhGB(QiL z3|MhAbBD)%_hyX)RE2VjNdnD@388_2T(izFO)YG%_>tejZVh2oaNp%0In$^knF$t4 zT?msgw(6k`?eSAAjuu7c1eYNv?t2A1fYZ0xS{Hp?C*oGSG*L4(Tt8J>ALog8nR=R< zHwDv_TYEAl=3~&3T10k3PEFLfT`h60g6rk`u;zw>Ku6|O0X4nIf;^hDWbrbnG}y?} zOAis+FS$}Ev>bDYN7Lj&#G&P;n{6WS#aEHmp7$(0dv6=srW%tue9YDKaEE~I*>!R~ zFIy~?d2?W~(^D3XQzZ{$tH7%BRmFE`5gsx|g z0+t|arbyFc0^7B+F3m?Er4k@$$9&C|hU9Q5f+og0m`oOgm^iC>Ug*7V ztt&ra5hjIv=#$zLEHG6W;|{IYcf$5i+h;;dT+sZ5gurzoN=mIf@KedG|GH1^jF!2N zL0yUd=^_M5A>LKjy<)njse~&AoI0+2t(ThK_B@rm2rWbi5#SX{4`916qjP0QQlq$wu+defLEN|ni9gb=T$rQUd3(v z40F9Q;6rO;xJv%CT!cQ2gI|{~6A|+0zu<24lI)nrlbqA)iYtg2+7Y{U!-3MAZKsRG zd2)3DL^|4VZ-GdUArI|YQcO!W&zF2*;a;$u{c@jY8YMh-Yf418{eXxThWLq~2wk|> z-KE^$mzTr`Aq^6s+Nc`{>!T+!{MDARl|Z3&9c)~E?Re;g?Fzzjks$`rrh<#jM){^w z6J1jtua+z>WLm=pS)z+iWR}nR0=?3vJkyA6i&Ty60pV2T%>i8_Y{CY5S}k$<&y`qz zyN9wp0an0RVfiQcyUw6yJ6Fucg`Dvk+dJ+e?E&x-p417YfS_^$iU`rAF0JOxtyIz! z$~{jAK>`7s$Rgan4d;5*KAA8UYEsoZFh?D!PnwoBLF1u|EOA82XrTUupk7af&BEBN zvGEQzyq(Q+64b;Ro8`!QAmAF?%r-=ml zCbug(p*I62df`j*wQ1L5u3+P^2B?v|wI)ZpuvcRZ;C|xcJJt8i**;%;0Up)bmmDrC zNPHGK9funTEZLC6Rl?p6v4B2uhw^RT-VgfN?YWhJ#2sif`SZijJ+}6v%TQ6lq2KH8Moy(9OSd0&Zz?S( z)CIv`TA1h;og)kKmb$&di46Ogw)+mV0Py|IYVVP(J#zgOD!BJ94uD%*GB?4Eex3CQ zfsi{7G`mQR_%R$+#cae0+=r1o(jHLQ(@Rl%=PggLNiOHTnEn(QBugnl69EVf>T`TL zbkCz(5*Za4XayjwzU5A3M?2Q$0$jzeKM&<+#syM}YhZ2kzWIYpfgMx{1kJErT;V#E zoXMuT$2*=m7)ZT_MctG;l0{}Xer*M>ii=0GOqipTA2}$jXvv^PnjpPh z)}bU?>bFB-pXi^4wIl%#UUSkP)B;!x1iTz}>91VyDIjHOrNjOC%b!?4%|Do>%9_#t z0`#1L)mewxphhPTh`yvhSGn|CHs~ND;}qa}$l7efNRs|oZMFDA5A>V?sli0?CjuiX}%-Dt)ur9n6}FeKOe^o8>V zGOw_129U^#IUI6+KfMdkNV7rHrJbkNjAi;*qD155P1t+vUm5bTQ`xa$mv`}4^Bj%m z9ZRz+V=Uk^JD_zQM*mXZSwQ3T^$*(%NLTa={rNE@Kh$7rA1HvXimy2V@$P0ayGq#{ z7PML&rMVXrK^Jh})n`1QunoqjjWSM_?(MUs4=-!#)#SOmdtU!*Jb+g2=A*}CAF_f1 zm^0L4W&Cd9a!0~;=*S94fI_kAxu9lWW*t11-0m)Y^GFzh4)?+?U5?tDb(lU{(JO#t zSs5A^-aOp|_dB~3Ht#RF=l9Y@HJoqyD8^SlxNc% zyaWM8`@oeU>Rp5xw&$T8D~Q6p{VfVo+VsuN2F>%(-<$XPQvmcYw4D{BNIF4(uFTwy z(i?_X2n%J#t)TgRF;u_o%jdb6UIm3oUJ&E>E%0A^?5?S5p}p!?*j1TdWIwISyXW4& zvfrP$c)q;%f|%rqth0>eu2v%Jd}2{iW_B`t=K#nze~$kAm!1D~KdfInQ_Kv2*#>& z2LBibbQttmov!tukN331gWekoUbWZ#`n9(uW8L=}w$|zgfBeS%wqS(09ew&=l4JEi z6gMR|rJ9pxyk-TGV%ml#3S?3yU=H=8Zy2uFMkrCIrHnns%63%FVmF64*r)#$D47r0 z+j|o3BF>SM%CGq+6!;Tu1z+Tl+kk!b)u!jRqZH@%e1i?au6VJEo4M{ce@K6D*A0Bp z*+@d5x-AFWdN66m@b5FPw|DT|XoW%VWBhMUMd_-gQOklc8`UqgR*uKd`hT0# zN&2q&^NACm4Q;jlHLK|T#C=|q0W`Bxw$fgyRsQ|d09DI*5vc9ocYlod6Au4De5fyHb)Sl3sPypg-HvW}~FolUUUEjV> zvGEMLH*02+K~COGoEDlihts}hcaZ#ncEpt}VQ_2f2=OH?x2D`WN>t31uB5A78nj&e zf|ndcWKh1?cd992YJf+uJwNou_LyeRG_3f42e4zy-c~wYhZwA0C`xMzmkQbLoC#2R z-GEq{3`9P^cHFaV>f2JS0MA5fasH?7#+NgaW@c8^(C$ECZw_EDG20-vr$q~XUefo8 zpMLB25sOjil@r$;2G=>zy!Fd>OO`NH2cqy@*L8M0<}E?l^P+qsDGjDA($=rZTZpd^ ziydzo*{^@VW7Tfe3Cr)hG&X8Nu$P>JH_1X7W%ll#?~b8RJEMz6frFllGBWzV5t0Y>Js!*Ugnm{JUP(%vewK8VK(g_}5@Y;eL!bX>QQj^k5;Gfk<=xFL z8c|<`OCcqk1~YH8XD@#MzbF(d_Fvi*Zl9YN{)@eX;AM^EilOOv27jI&PK<}Q79o_$ zRb4AB?$Iq3v~iMe$VR#b7;+NGU0|dYT}t3EqIklKFLC;41)%9>@g0cIL`Zaqe*eeN z4SdqHR?|)W<3{L)P2;Kpjf=!DnJ6qVVIi<7&4c0@Oe`V#8k64f(Y5>?cNL)J12MvC z+m1z>A{77lM!C4kqIUcY1eg&WpzhA??Du=Wzq<92xX7_ggOl@lm1z^yC(Fn+Z;@X7er~_w zf4ya?rqYbvNW4+V*lMq{t4UOQnM~QLRzSXI^aqDch@S;&;FWC$t+%Z);aY%`hMLMf zE-enT(WW1=QPw^e3(Az~(B>jPZR-#(P@$;2l-^^a1MP74DbVT1yE8(t&BtO+!cfbf zu{HG`Q2FdaPl>>VB_hQ2!8lamTm>wqTS!TnoG7xroIX&!S`oY^Rx6U;hvvZ? z%NdAtK!pZ=tQ*^zJ4l}`0{i$rw^h`FExCN>5fP4pG&UVBmumaOUNkF8hPAGD{(;$S z`@U*<|LbtZ=jbw*!1tcLp?$^|C6#MM9Qc0-nuLH;YQ@OEee%4n!{eep1vCkYxP083 zqZCMaOMbor#4=K)aKN;Y!kCJ=eiE-~=m^^cSDPViT^(*8giay}gj9y2>% zm8g`STSNZxXXi;oXK?GNd~_Uu*^a+0JOsi+Rygz{J%TS$j6T7jnze?I3?x|O@c-hPhRJHk}JlI>%*h&l7c>J(+2moX@ zcPtvh8F(ix1+lLnH(60nFhS7XQ^{gd{EXHpPzVEo9;;bAH4H?4DC0f!s7!(F%qXJ2 z0Q*SpM4M@f4j^wK>UYIF{2mn{$bS7by=^g|-U4TnleT;U)8#TbGcwR-FD&DuNfhyMjKoAsY$(!9mdt@ zY)ayMC_cc5f~Lb4R^B4ZG*+wJrP}h{zsLazG$;$ygMa8`Pwjb|F2ib2b$scbJo81nR)H!1;AEKpV_ zkQq<;2bwq;U0Z&++jJvN0%1E?ZKQTT_nmfByEjA*93bX9{#JX=LgB*E1hVVNX%Ft9lUCr<I5nYunuc_^fG~(mAqJt+N~;HI8Y^w9YN&f;1>V2 zNrC;qphtXX#e+=D&!@}P;o84B=O%U+PfYqN77R_uSYrJEd-ILfX?^#~wf52TX+gOW zG@c~gr+P8rM16!zBGq^jAenMbdweT&u3AIAGw8Up7Z7g19F+19rgV&1;h%3toj7kFypRV_xB z6&U-spm`RcJ|s}*U_hudnukg4EohZ#JXuB_Sa;UT_E=b2WZN9bTuV)TIm+pH*@|9) z5_q=igcR~_PptQJMf+dp0)HJoeY8FMAwWY0*;q)XI-^T&`&FJ&Cqx(V13snL`kJ!@ z_hrc-$JshPEq>U&sO5;V&I>@j-IawJyATKpxuh*0Xfz*zsPkO@-uhMvA+quHdajU| zv=}E@GnZXUMA!#wm=nJZwEiIX)*I0ySx^bi(II*#$pk=j{hnOug{rziEctAbx?TNW zr06nWyVLr2 z5KpR9!`W_CDW4)&XD7amH=25#ow)nCDHVnrC0$0pDv3?b(*Oc_y6ZhAQXxejbS6`= zA);-X@g1KTU8{3&5eq9Nc;aoF-w6*wU?IJc`V%J;+#CY@The@w@e<^ z`pSFVuqY&2t|VK4D6L)x@DxEdPtqD1D+?u#redzS;5D?!g@Yq7?MY*9u_}LsbA|H5 zEEo{d;X{ej38qN`qDuGwq4oy`L; z+ZX_q8cNPTHw0dil`pREnGbikrC)tyyo|1Dc1}cHRyRv$<>SEN3(B3XeWEpt&b`|Y zT8;i?5TXH`Gtfn7w^)8gcm~`UjdM+xPb2R-EvW&z+~3J#<~!;1$=mVYoZPuG0JjsO z3RLqxit)yRzF6$qbYB8+R0T&3+J6glEPuE6epQpDXwJO$)TrN6Vmd-9#FRpwUkd`J zpz`pI7T~PZEJi2hhx!G2?=4#Rh^>X3@|u;AlT6`001^$RQZs-WH7Fu`^h=)G*}7~> z=~z(B_h&y)o+Ew08iKNHcIWV-bU(=E8-Kq|kH!IJ5bq$68`AzL&`qwb0%G(NB6S&?m_%iy>y*=9bfRTzF}+O5 z!^y`opUeR)dYy0G&84*Hw=xoEi$uUm3`8gu0JJ)y19dFC(A>A}7(Z*2I|`qzG8i6? zPwZY)OoN@4<1oNK%a^D$190tVCBpTfdF#L{87UxZS-KhMvYy-9I;CcV3gpF3$a;16^ZgYePqe2j>NxjMcc?w z)qnugLaW{=f#JQu*+8JqqHBo^r@pZWP&@^6OCiwzg2*z#DJ>+C8U7gmSiTyx zq;&e|858MbCcKO6+yFiWA?{VgYL5$YV}oSQv2eXATYUB-ccAK2HFwYL)c&_}a%}Z1 zFr$rVZrPKOFDhgl>5+-Ag6EBk2e5E~R*BJn9UI0p`r$LY2%N3jgHr}09bk)kQg2JsBm}8qW zx}d`;3`T3M! zA7oqqNWsB2Gcsi#=z%C8+F@tCruPmT5|~E5lk zDijQGR)GIGoCDNH7j3TBe2@it={xkRm-$YlN6kX(SC>|Lb6?tDWdoJ=kF^eLyvuaA zbvP&Sk%R6vzT?m7k|U{9M8^6tCTveM0hZZDK6q;Wi{_p%UkSR20zj+I(|t@-@j``k z58x~4Mv?VlH^^fF=DnHUIAQy3u~mFfFD5Pb*KTAHeQ?u1o*zAR^pI__@k-$oee~;X z{O6(~_S)bXBX#Q9v3nz^d=f2yyfV=EvKA*<%SP9#1UzrmuLx+xX|+KA5~M;lzY2hk@;AcuMXW57%ImV%G~u316Uc5!(a#2MciS*GC0FQT;~8y+Enw z3;^lOXT*rmy{b2Ei6zlE!Qr8SJi{%FOsz;7Y;iD!?!5FPO5cgFNm$!nHdtf28e z*Fvjm&Gt6mlH@DrfoS5t?03JcO@dq|0T=^@2f5~z5T4A3baf3BE*H5M8i zd*o*+mvX)OmuQ|FbkL2`ChIWt;2nltrgKJGO;>nK-zWa5spZG>>W^1N6=sgi5Q`Cc zY<JDHM-{=puZ`FtSe+*m87aCjM0rv93O17~qoUiUKD|neNYhqRNr{?Rv=6shMSId7y zj6xjWxJu;Ge4c!kdq}TLn_Qr=3!J*U5cS8aTHMDXpVl{uz);?NI~2i)djRzA zPhfa~Dd(~?z@7&Mb~GeRdpFbqSsiIGWb`tS!WqIQ`FHk^dIxhSfWXQ~hfZj>EGnTR zfU=4;u(Rr|yIsk6RGLN)+Z_bgMK8K_9}N5Jkj+O)vQGm&A_E_~bGZeIt(kk!AEuB~ zX_vP4T!iXo4%hFZ6JWs@81l$?zwgB=i3-PYZ=|BQ)~Gco?7P8Gzp_(()cw6SZzX@` z4X6Ysc6#~vYe`C>G~K`cmJ6KQyL5P8*5MQ@GCgm2%=l&Adrkb;9DYcMh)xT61t06iDMi+^0Xl56eETmY$~T`AgrnkZAmp#$mqH0(lDb3X&VJLd`8(~2^RE} zmoK&ZpO!X&1nXXu4tI3xf^8W*@tIL)ql^@iT`ga=0;oH%tI~G?B^b+JiD2c2MFWW5 z)h7W+?L<$RIA#a_H0;vzJMqrH2DjmgNsx3BNZ_-HzQ+y#qlW#!_9BW?Zi~xSFnibhU_M*T&0yCoGDl<;Kw;(8THj0(}?DnM%s0O9nru zWMpoX67B7rUtGd3EX=5UtUrQ?_C8vy^U(d8^R9bp#q`4kl=o!)R#%$G93rBDIpOsgvZ;Dhxp$_x8>HeO>I3Ymq7@%6>(bpEo>v@C$=rEB;Q*wDR3;mQiO;{Ms zU|wQRIKI=Cn|8h7%fnT)$Vqo4E(QaF6+_MyeLw3RlTW+rP6L%mK43eUN3wpypt{pR zH6P}{CZVe}P0RrbY)>GQ{RO6@l5%HX@RiR-9ETOn+koNt<>rG=4dsprO^xt1jaPe5 znckh&rS1WViUJ~EFM=lqngrScegqdx!u|kI$1t$L5Zz{UsLl5Kw{GFQX+{C((N42b z{+pM3Ko71voxBQ+Ad_Km1Dx4nlBlj4Krh_K!wohDE;%GbCMIp%^+gsQ1k!Pi$bTnb zi;rgL)r+pu`%n#dga1WX6zWEsk&tv-X{$k|$YGF5S@2?SG|)Va0e9zN-9SPo2phg( zTBSd1{pKhrER;WLugwFA-BQFCz@eX1-6Q%S#VV=+Fm1->yvnU@mV@crngxEpZcK^L zZf}VT{Iq|1jscqa5wa}&Tj+eP18*u2vl-;r<}l6YJl|P9&kN-fOZ&J1VbjYCU_tr? zy{w+)zS9am=T)hzhduBa*F|@Hy9D)PZ$#36xvQ*e*`Z;f#6R?xkBrkdzr!GWTYKh9 zdy@i9c6+%q8#B3#-QS!Qv`F`lcTDJ@V&5z@p;J+aK}QbD*jkH84nGKzpmS5$FW$Zg z%Hm;gEq0llS^H>f@CeD%1&;}PK#!T}-yzqz&)Wl_tIwUzHVDCGLxo@N1(BEuKqNY| zKt-8ObXY(C5O{TY^|zc0jl6jqlczWBi;Ol~g~^-k)XMw+k;AF0#V@kPlrOP7h@>WiYMU#Yc5l9 zt`?{}E8i$4ZCkUbs{eb|W;$?0!H1=-XsJ#~P*%H+x^_xg&P&_UQ1)W_)W$~5)^KtS zpZQ{u+XsL__G}0`YM*4UWyC|7SF5-R2yUnUkfz558*c`28%GL=QB7MjZAsR>mzFRF zYpCMV4TfIpF^7$;sO3|8OSYA-wNAJTnYd{kM@inG;ggc4VSV+-4rC{y}rRFm1Qih2%Qr(1TQ`aOFKM8=J#8JuVE z{P<{W$3{}H-{()sQ2A^Xq+v#_(}UKX zTQd_LSZ^I@B&$RU%Jtvi?Fa~Jm@p~e?g&s24^SldyCdUtDXzl^*Fkh+0T&DPE3Un1 ztGfe{ioQUpvbe^ z(h1Xp?uFIj7KNHI1(2f25PR7Y+ZndbvYj>@QZ=*;Qwk*#W@|PTb8#+85cC-h&hp-u zl}$Z56G4tc7~(5u`~TT?edkK!rZFDgz!txeL#g7e)kcx7Lrj2u|Bx)MUQ6?cL7g|# z1uk*qt3GLKrFPr(MO_8v3|?lya8Tz;tI1G|wtH`e7J^XXE>C7Lsa_b%5q1JgA{G|C z73E(fNJU?Tm|t&C0w)INg^Jc9-v`pxX}t~AT;T2DK#Jo9?cw$cVouujcVNeMRX@!G z>`4|z5gdcBm^EHE(;1GZtK$9mf2|~1#c?KFau|5kd3DXA3Nx^Pc=RDMgOT8w| z6gQILx)`D#YBpsReTAr$KD3=2PMG7vDrFXD>W#B4nEa)WNknaqtCP0J{HbjNQdgJD zI=5XO4<^CyXUy&EaKTeIaDNaGia;ERUM8@$mvrAwePO=na@bq06et?P|Jxn+1=+Fd zuLY4#vc6ngz#gh@gYb5f!C%U-Xv0STkhP`R&Ns*ek-S%Jv(S~PS-|fB_iJ*759-T@ ziaNFTULkYtEl`^TL$K}C2Botf%X(70v5_|{U`^C{+_W!r&6A7#1qYej5=P0nKnf1% z^TI7*{7|nPOk$2U!0ByG#+9)(1Yfy8Y4!{be)q0)5wUSk+-NkhB)`jcvW_cq(_vEs z5rgy&0n^4a4ap+JCa6VKjPu-5T#`t8hu>9vm6GP2#5-Lc8=R_Bkxi9cYz^0)(1((y zKPj6JDw}ayfAo{RkWsW$M8qm1on?UyxDJFJvJ6>(32|x9qjvZSw}W@=tKh~M@AfZ+ zDup{|jza>S2J)1xU}}?PdD;at8?}?wT$w=@pYc~}LwbsmrdK8l5Ki|H4T$L8P=cqz ziUse=BGkkkUD}m2{dAKb8z<7lc>oY(_QdA@gaJ@4_!>hLNv*uLP-JNPpGW}1*1TsI z#Ht|22_J;>ecpt+%62MSAfXHGMIprACMQ|y#%Es00sR=R5(Iv|dI#>R^e82MHP<3>T7>rA9BP|YrgxFJ6+2t=1dzX(Da^~-L{VCo zTPKmf@Ry1FXX-Le3UW@}2(uoSqs?OuTLa6Uj%gCArIg|*ga4bXWq6>{0G*z}7P{=I zK;-P0GxogT^1YYMt>i+`_gRhlrJ|-r{oWuw{pG<^nTpnvjca(-sTuwx+qtzOvd#_u zF5V8r41#-M&TD$R{^H-HmUNmTZvsH(j;SQ&`&Wj5;g)qA#Di`_F5A;j|TL`d)tXw~-7LLF(0$ z%?-)!%v@!ViVi?8Mz`E2Jo_PZBL=@*C$yy5wM$Y?8d@t9V&W)co=kcGg_f{S2yNaR zIpPxqe-DxTCSo097n*eab)7(IZC;WGuupsl^tc-+hug5Pn_Z+QrYcQzXu;a@f;LRQ zEyIjkK)|jaDEt+WJ=k!D%)6@z9st?AWqQFTHF$nnRdo;OGxIS%tPMbErk{%fNDu$Z zkz7y2U%w3!fjp2-qWjXX2jH172E#5anDKU&4J?DbfR){lnU`qufin6Es0yz#pN|81 zK4d-pfcZ|?9`EJ%{pu902Wq-B*qYra)KM(n2iR@5cXaP$|VQ_Yf*YdSWBloK; zGffZ3vj26E7}0--)>D-NVppQK7v7e+gZ%3dC_-gdj*LHM$i|h-~<;ai;doi%i;IH{sDvR{gW$xoKfmi>7|S6<}wA? z#{F)6Eg5Ks0Cibo<>kl5_oFynrfJrRJ6ab#ZE=L$p)c^3;qMDoQ z$k19}R*=dm=2hQax3H(H8Bjo*fEJkMuF@WLckjOsN72dF|7b{<(i3#PRnc#NF)?vr zO{Ytt5*)t)a%5KZU4C#gVtb##G*GA#00wbzES<)X6NrgQ8+M~^O`Oh41vR(r*H-}t zR`&r_hAj7g20b!VpA@YMypR?2j{pv=l2tDQn?Iua|GwAyASmgS24GjO<^Nvq*hs&0 ziPON?Kp&VmxesLg*v*cDMEihmRo*qMRnS-G7883uOO&oR?DW&QStnt1ibQz$t})WJ zJ`CbBbBeyU;Y?@$!XRrw^z}S;_3zGsL%)9l<{tK)t|XqDlRReufAI6rH^8~gN}mV3N!$Q=)iWNM}3dlf>#HZjLa`N2nD3TY)ryFLPK(iB@M zMC3U-fS{2&^c9vnaI4UrwyAY=FF!#u7eZz^;B12XaVSoS9Nf|*@}NHSlGETH8ej@} zycJheX(gZe(toDmB~N1xmpg^5Z`kWfVu^CS&HIX?VG< z`jyB{GTBBZ^j5gyM*up1x!x?L8Nb0_B4ga-;nxbJ8*u zHY=LgSBhtdadON3FaI0f@`unlWtkMk-tcxUqr^e1E2S_g(RS(i=?${2r#h-EvmYZ6SF%t5p@u1B= z*3sc*!lWK7i28)+F^Q<=g5GQj#IE+>JTYoc7Cjn08W@=S+w1N7l);6S_G$xp70U6h zPz&Oxj9oIc=gz3raUc6?05uvR?C}e$TBSGIUreNPC%ZyB{G_?kYL{Uo7rX(uo-`J+ z_S7?Y=gGC69@69Xxy!yfNz)xB3BWnRr0E6s`xv71>{euTNo5{JdGvGeU{Tjf8McV* zOxc)n=~_WIrMqek3k7kc0DrxSFfugRSTkWF1R+)F6B|M{#?0&v?3DfRZhqwA=;D*9-Bfx zS#+-arJFF-2u-iLCJPk_xfd^WH6)?1YT@gPxZbQ7v=HgV9b#wzReN@8Jrzgznpiks z>x{+ufz5RA?Aw2MUT-Q3ge%wc1qk!cErCOVWS2s83rH!t*n~8+c*XyI3fHhqL{T-3 zCL%S02B?_Wu{`IH#Q$_CQiFT0LCB1{g!3#k-i*Km>Squ$JcC!x(ut}Sb8(O$JeK;G zFsc!-6FF%oEsRMtL{8qSx94H5wyj3$xvrJjq^p?)Jonw;9~AJNUdn3|p24#gcw%ON zgc(ooaJ=V_7hNl;E-jC?kPbq%VRhz8tlf6Go$NxBw_=D6Z5eL7WbI@@+J3!Zgeld6 ze&EU^)y{YcjW+VSplg@!3+XOVi5m6P(mG26YD&&Te!QIW;77`s9d<6BC|*duOgUn$ zi7h8Jx==pd_PjsUuoz-054HV=!`fxS*Sq#~rpgD34}1qiMJAGT?d(P)en!2)({WW~ z^;rPgbD%VKsuI5$zY**ggB|SH4)Pl)T^4+xoI62D&e5jjm_kTUC1w5JZt9zCet=jg zLKCFyX(y4uABEI`qVn*7Cy@p`i6AoEFz~|W=0__F#h3;7V(!x+>Kt1Ue83mAw*ajW zBL%GzzvEm= z%dDbfz_G<>%-e}jGFrHutdv|?;A=S@5?>CmtC>mNlv*yz-36N+EaYp1TrZn9Ruu<&vV8 zQ%O{EOECr+DiRe=7lUEuG{`NDyJ?u2ckR*V{dC^*p7;0nufObh_OteW*4q1d)>?ag zzq!RHDCDA-#8XFnNtZy!6Hy>l}2bxK#ESvil|$$F|# zXZkplvE#yrSLUL=!~}ns7UZ}$K>{GGu_iG5@Hs$Hcx`MuN2TQ#*{s90G(|wUc)tT0 zu0n83w4F~&WdW=;w1T$Lm6N)uz&*Z@R>Ev-_sUZFYdLwLn5}RoJ*CUf%=n!>swh8Q z@qbs8J4DwU)MWq_?=*c^&h+i;Hmco$!o}HgaD+W;4vy%`8Hm(I&e{)b z2PgaKvku(re>-bpVu#nDob-$B_}b<)eiVkz-zj85>@6cLE-LE5{Sa+L|CW>oUIv0f zS$v_>G%nA@@R2{brOH9M$n*C`gey|YhrxsSkvv83r-+F?C=`3dhv7wdw(o$pS+B`s z{!A>oUFH(Fc;X$A(~rUDCwT&p3MJ7skT}a9VhWhskCX^r1n@&|vi?@T{(=tNk|z9a9!-Nbl_(4Y5V+yQ`yn21kf{Ejnn$i@+s$oNuo7?zCU zCn7r^^%qAWlH7bhqLYUN)~pLpQk}xjgdmG_0PuyRsNEJyfF#7o2;CLq9)f5NFcK5o z%Ea||;CJXFx6i;#73nq>{PbqA=fGt^np}`YqK%FL$PgpZV8Z%qW}pL#jrL(eyWx4@ zl`mOpwc(n;%Mn9WsSHcJrOko}Y#^fXgbIco1S8=k(DWX_NQ4AFATKe@9#lt2nDIuj zRmLjxG}TSWhxV`loAqU;d&0RShNZ&+2SGN={2=&~q_^PA{vp$;0S+rk8);sXTC@ht zOv(pWl<;eW6S_kY$(2AlYTgD?y)WQlFl)pf(mw2NEgvHU&>}`E0J+ub5d)i%21S5j zeLND&MB^CotAON&W6iWFxC>LO{LMk@%VA{KJYR&4dq3}k>- zVgYZNH)_$e>=87Yo#$${s-yLX0X<0Uoe^>q4#lOIN7#a_zH+)G(c?i#6G(AJ6Ffo( z@GwSN1k0}V@nGXB)RSZlt&@!IZK@-N$mIU9Fq2|6Y3PWRgJr6t)f-nif|9UKfEs7y zC@t9zDl&n;J#H#(1-L3~xp>f!oq&uUw-0T<5l)lh(x0GP87w)evdv%?>=hh6dCccm zoY`p)-3Uw=#o}{G?}9rp1q7OvTSmWSfQ*4L(2Ht3n?C>09E^u3gcf#x1ii$z>wsxM z3P6+vCuBFh;YKJUt~N=eDlRQ5+7#}EsE)Kf%+A~*C6fXd(P5c~{EWMp^d`~mn0Op0 zX}B_KCG^#hx*+2^;U{L+93;`GlyfaI9jU_{wz|dxPJI-t5|TOSUL!*^f0Q{QMN!oy z@0>1$o5^5>M^|XmGfBJ8XD@*#l2d`}zY*zYL;*!d?{$chJ3ZkmZ@J4(aNq@5ZNZew)6g-7A3YSCwF1% zy@PPx2+s@@QQh8t=2aQ8MXr`;{a{-m6IK4%Xd!O3Oo^)uqiV7o)ZYhh4+2{l{?$tD zmxn8$S19aMscgTh44ff9w_9Ii%rGDLtkpo%s$7iqc^uT1xc(W{#UvGd-ZaAhRU@lFwYsV-TLsc{pEo zB`3~*DdSrC_6m?7JwHqCWS1C^{ZC4^)zGQp`=p_Dp6M_rbQF63i<)fw!G*ch}JItTFpWZ@-J zSB^{e3fG=;aEk4|tv0l4&r+g=IZ`z`KQ#$(?|2*;`Nih-2gMP8O3;!k(3^MYT|x1Z zfcnNHE-QI-Vpn7q^u{RZgolHxu1Nd7L0GPuc1AxoQ!MN?=3Rn!I#+hT0@NYKYc^E z@i%ziE-BqCQ`dRuZFQehX`(|5QZLByeL(#a%?&6Ym-^^AzekpA|}jh0&fjmHWZZvFu-SCJos0pHg{hEDlbw-6zDWFG~$ z*i3G5jbs;lB}%}7Nn=1^|1Hb?svuwyT-O`_hplVyewR&SpF=(k(Q5_#=`IloN1-fa zi!el55Xv5<3JQQos5sB1Ljisx&0?$noMQctjO+jJrif7Tj&`c+ImhtvyGn0cNXF-d z<{LtEpHB`m$)3Y*S@M_R6aDA(qo_GsvPLNQo6GQ3gnxlOnV-pDfX->4oY5ulo@g*& zt)RQ#%C8{?ycVRhZ=D^vO0UV^M6a>DJ``ikDYcfbvtK> zk6q62Dxv2`D9GVW&g&j;=gEKeQ?_`R!7+)HSY=olqDvVwb^XM_YiC`MA@{xLDUIlr zZ{UP$I1~GB_88>lnH_{5XisKZ7CTI?sbKCCG`8=qn{v**a>Q(=Wi&XVH(0$Vzy9uX zd_Q^0eJ{^6{Do0+ST%m2Hf+QD7M5P5XxbKl$}uiy2rt=l4Y2mP{~Q* z7YXl4u($X{>~*>7L%y(oc*?z#7_f(DI`g}_Fngi6xeYU}{wqZo{muDR;yP|vVI#|2 z+(nlem;ThoVJtWiPRGatqk~-qc3tY6xQk&rF>&sRTBdLcN#q+{=LHsGn=>Pr$z z)+t7nET?pZux}H=wXVT$YqqSHsKzw8(}kZu88K-*B^kYwp(AcT7xN9?u(n6rJ!6G! z5iHs`48L`B6U$?($llxWTV!TmLlSOdcR!j@7n@KwvPw&=IjOA;MS9J#JVAwSe8=jM zw0T#A86@+T>?yWA*Li+SCT(g)@o4KfyOLTz{efk!ubhYr>9_1Ihzl#EZaIGX_A*^6 z^@?(mbA|gcYL6hVBhWoPVGg;Vnp1U_I-%xJvnP$;HAmc9mKCQB^1N1XD|j= z?Zh-l&IKiC@k^rk29{616?{~}_wTEpR=Rxs6s><>L&#wl7o#llwB4`H$JG>{m$eqWMz-ZH^rqIzz#g)yqUZSo9mzUwqiNKj zd%QuFo6N#8{rLRw3=_G+^1)E0pQSFdtAy`}ehG1YH`{nY+cFZyzgFHjHRyLpp5qLw zQ?E9X12gyUs|_2eCi~EA9JofWUhbaVgQG_gdg}W*&v#e)Z<_pLvpA-8dx3f)$JbQ- zJu&RKrzRt?A?5QCn!O_cq-%bruaf}oGmxEOqZqf`i+m@0d3}q{?s*T2NEW`-G z;0Kaun>PRosH4&_$q6{AzudamLBmfr%_)oc9d)Vz3m}`-<*}r@Po6;Zv#BV~~7h3%dCE#O^ zd%xkRZIe4C4)w&8dvlXD8wLv~3~>=RE=cv57r8L?C*Nzw6wPu4X$H-1ri9 zf9-xdsD9LP&XZ%5s1tAruDOd^-`FQeU>@3Nz^X|%#pQL@HMVa6fCZonA3V5s7tt9c zua!v+ol2sHeFi)$)zHz)Q@M?`^`@@~^nFtQ27H;rMH<(qtY`o6tWC~OKf#wHy}?8T zy>{JjTJyN?Z&zA1o;tydS`{S&!h0I}AtFQ6KYd;w<6;x)F65?3pT|MfahvYo_1(Mb zBLe(-RC)m_b*5Q?mn&Cwt#BN8gBrR?ok=UiFI4pGP{6-^4+BO@ZAlER^5 zkBnn)_viCHUB64$?|Ods{oMaN&w0JPzUwpIdwzr&=xJ|dID}nw^Q1Oke46%hQR~v70r{H2=Xd=%Zl|T@XX+R%*+iz*xlhDRo7(! zZv;`=rgKEo*xO=^Snjm#YUK}d#)K38#w%L(lDF3?W1GE?U~cG#i(+_BR9qIkb%1t1 z1BcXml}|R>o3BjJ(&o@g9H-y)={{NNQ;HP#$!r46`>OL+YxI^H#M6%*+C9Ogb=KHl zJ^hn=F)pF_S@_GWw5R+(Ss*Y-QVULEjRoHAX9IX3$T1;tDsYK8Vn7Wpf?)(&aKW%^ zGJp$SidE!*{GIl%?j0U#gPZV~%qAY4Xy1a+^Q{65CHG zFPU2%n5~t=7|*)0PE3es{a^3!zXt99|A~a@kN4D6?q-IdgmyP)(((26tx2}I%5>5%<6WD)?k0q zY!r%SA5RZEPV|jWrgZUTLzazSjqB-LqKdZ@(SnlQ6 zG+ILYs4|pA;HJ@{vfIE3u>h8V-q{I-EREY#LJgWY?AWqHSDQu#4d0-r%)sNpe3k}` zaqG(0RbS~*?2D!D>)trAR}H*S98uvUwDwpoQ`w^M_~>R*J*Q7fL@D>1BpX-16h>x( z|N4M`&b5gaX%Itc@nXk%Qg(j+nUwUcP~P$PWIsh;y3vq&DN6;F|I8$3*CaMAB875! zY;i?8D1EQ(67`^LX8bZ*_KALZ4!VKb_FnA>!PEQYo-D)ZguIb&&6`Gci_Qj8J_|2p zivyD3?YUl@+S#=GOM26N(Y5hIr*SBkb8jzv4~W~Pb7BOg>t3sL&LQDlPs&k9%=f)x zYx0s|h_)7g6=VU#p(g-C3MD z=a9PlFO-I4>Dk6JI@fMmwAoT41CWgs*O%TT(=;=?5QX2omPFw;CcH0@yqIH;K3oJu zLD~DKIg4RPkF(u^?k)EN>CB}VzTy~%7)1BwV{3wOeiWR&d9 za$37vJke!yj}c{co`JJyvU*=F;);q?1$&rI-!UjsrUvznCuMX_DBl^(C`CEJSRH9$9k$Iz$7_b1w+#Yi zTl#X7ifmXX1rkBoFewVGyKLCc?*fEq_BmLAf0KMk?b3OzL{y}JKx#$sAt=W(Z$!HN zP}CA@Ie>!y<=BY_;cz2@hduuD?%S7&P&n{+Z|JxuKw(m|>0?1o!yT-ssJ9~i|1D1` zdWq+sYP^V42>rW|{Er+@vjkv1>F4*H8l?e<)8E~c8k^Vj&0^oT4>qpv97J=l>OK0# z{K}o;%V9ds${R&%8(%KZWeUM#l4x_Ft@Dv|R8%tAEU6VVL^pcq82YijRb>`h!MoB$5 zlb}#7Lb3Xo9X6Y9YGyhd*}H_2IrG@rK>7=nEXEsmXr}QONWI|BZVb({poHfh>QiAl z25Jx!{73dU0zb;Q)Qj@MU(jjhH8*Zu_V7^nC<*KN7DURoBmL*GD_%P{N&)^p9cK+M* zg=_L9(gDh@Lu7vDEExP?PV;Qm&8nIS2lM$bZzc+l*gupPT<_rq_cvw>DzWL_k>H|G`di}GIiXA5g~NY z1!^X(Z1$ea=0^ib-Ly2V9r=m|HIC~yvS+pRC!B>Vy6h`qw(#Izkq8?u1_Y=;Zgaz^r^ot~uUp@ct9*iyoKu$r7#8 zIR1!vuUmBG{rj};y-zas;SDG;8lT!B++3W^%i`_6*tL*!ykowqm4utu&d9ILU$x(T zj;njYD4oW&wm`mYZBC(>6h-4k18M*GtrM14;K;J`iJR*09*~Wrlylfhcoc6j-R z6;~kcW@DOHxA}&w2W|s$ipwQ&Nel71H?WuWzes(m>fHL;*dLLa>iHFnJupiQ zOy|Arpp-NuU)y;0>;SgiPx3<7W$akT+BrSBtgAb)tH(W>oJ!Vhzt-ALEvo3Da?yK1 zMSOncsdvgj)hxr-H2U7v)Q4{aT_FjZH=#Pt=0g$0jm$oXJDkZJ9NPRUkK8YGw_6M70D1ojU zd&`gnurUN}`vt_~RlpwssC70y7NK*R?Xe&WYUtb~Xks?guA=#m3}<>60S&J3N;7JY zjSG``V+5d)@{y!tv&I{Hy3wG9?($^?1wjZVp%>V)r=k!{84eeAaTJM^`d4r8XgKxa zq6lrS_F}-yy@w26*RiN;R=geQYsG__;U_-_==e~x{euH6t%t(ke1q6I6kd?R8>WD6 zO{hB63p~_^Ll8NuBPXaYqoI$CkSJ9S1Oaa%qf93#fZ}4q|62kV_Vey0O!vQA%9$Wy zE`oo$!KnUcKP+h2U9NT-?*DscxObZu?nbd@v(s&w_JLT14vKNyF zmocvi(Ks!)H%vW8{gEE}Rp;R2C*ha2pnD+fC^&;$nzuN!IQvk#C?8EhGSL{qJtT>? z8BKvf2F&m)f}x0<)sv@OW*6PrF*$G@K|33E3>voxp0#1Ga79Ic5=~fXX;tNhx6xQ( z(Sa)PGrFfqwa9{a87J_AF3fjfDCnLN>4XrjK^SAU|FO+#5l+BI$;z>1CPOk^JS;** ziDuQ%c*RTe)pI_ZLc)8?Go#Uu?_!R#<8L!d%KYf+c>Wvj7U^|E%(C zgufz!Z0-#Zr3g|d-*xYZ195F zbjRFca=bE&#|JlTS_aXJ_g z>7T1jEiMh3sv(VCT^25mMSm^-buoFaJ>%oyozv&K2CvQ&XQmH?_YOR9nC2N2bNsY# zX-R?f5PPk6MeFyCcuuckWxBd`eold^g|Xw;$d?D5QmC9&A=5JBkI^>!Lm~LHCUyECf*0hIjgHzs?wNnOFzkz z?SN=6BlM`POc;tw)L1k+iFeqeUIy1TIR?KtAPi&=L6$0Hp$xL6$013l4;d8gC?lGt z%CQe)3rgQ?H&H0dgS8@={l(v?`XsIfeX5yFt6Ixp{mQ&E!gpWLm1WZ4YZy1ehbVhB6D2(4`LM{M9P_YNNRU~vb{Ue2B%bh>RJ(saAYtI@d9~baJ zL>!MZ>NYvCR6a^u+h#GLu_gaz+WB+qS=nskA;(`y!DX7U44T8(g<6x%`DKLHshXB&=rxqE$w)Yh++Unf_-nyV_#n=g3udMsd9C!?IGu!12#7SyfIdyE>Q555mA;C?|;EzGuZcPZ7&JI8*KY-5nmOOo_phyJNbMMegc=g2?}vp$W+mS_ z`)?f`5+60yJ~7v?TJn<4pkI)oydc7iYG;|d!cRqU2r?!MY-~p&e+hI+jH5)FGn$7C zd^ir4^8|H->;lUgfE4o&KQN4(UjiP-SQXw;W$H1de0`Cl)80Qup)_FU0z?E^jdM2` z7Z@K8%63yY=L+FA-HX$tx4Od@4`k`bwy0SeXHzsbYsYjVwzp@;GxQjAo2te%7aJXW zKc|h4nCN+8X#gKn-xyv_h1Few8gdWoI<(Q}t_DAh~12m_upfa=`==|vXH& zu37|X@B4DT3kdPnvvy=I9Xo5gg*fu?)j0TFM&MQ7#d`v#>Jx_*e||yPFBKI#BiYGw zuYC6B(5txm_fUuc;RUS|^WW3BgQ)wY%wB5zL0y%QPsxpwtzU@5o{NcqYMHl^XfbC2 zMHH;3o4l$%zPMuK>4idOtaHMK|28jS50F@o1qZR9vz857fP`X(2>#9S&AN$|0w&>c zfb9DKu&yzz@lqkP6HY)MYjvp+yz=;$&w60dBU-yHui&~@F}ORUq!bH-Gst+Mw@e&t7^ z0Lrz?R)H+|PNfiFyX3{+i6C|7f7uE^=KSc0BmdGdf5@E_0^c1FN^m`)FFek3-`!<( zaMGu@E!%U5&}m0%i){Os)kwEjrD@*%zPO|&bB2uX>;;h)g6|E}LEIxD!;lmVEA4`@ z%`aihI@ryptWhwwOax&)k1RD_N*5XqOGYmZ+`(7j9W~i&)1%qs(YpXKL|cAmT(typ z7m(~;D9%3Ed2}?ryWjJ7yD^l-s9Pkqa2HENwL3-rmanufGmzU#g z*#WD8Kvn(P;J@z~H5cSuX$mPVE$!heWJ9I#w?-45KjVA_(OcbtYUSshVllH z3+hu&Z-=4F;(9I1jG!gDAvF-A_AV&cz*-*OBIkayYLgOX4G!`-{tdw|!r*4+lccPU zGqtNt>d`p#%Wg;K??cphw2CyN1$rnVrc#ESQ!saMkJy?wtSaqpcS+hi|peSZ&+d45JIYJ;-j5 z23X^a*}W@Fxu#ztYKh7Uty|hgoXZ`3o4e_DVna02oVn0ufe1Q5Iz+O?AtTmpl6PUk+q{`qWp#(8uO=G- zZH!zK6Q$ZcN;5s{sH!Q3$+sdm#_lTRn9H7O=H>C=3&d1 zmLue;bd7bjpJk;yCeqPOsmoKk1(P;c{8HzONyK0YQiEH1cx54PchEB@uh4v`1~%-7 zdp8VW&zBcSw5Jj$8|O+5atVg^KCsxP2^TU+ z9Eg+|*CH#U1v=;6&c0#qR+4{N2|NGJb6!8grOU+iB3Gvxq-*vdcs~#vXV=vhi#lpx zQ;!N{G54$HxpX~#e>I?2RZ9t!Po$=kKTlud&I}#Q^Ks$tT}fCUG&;_#8`|4+-+P-^ ztnZ|a`wJaTM|H+z360=UeG^fkmfU45t5$xQ^K@L2eB(cN*&Y<|RkM_ZM=+aTbZ>c{ zpITyZR(pTV;>~tNC+!;SJ_Vn4^>QUOboY)a9y7Y93BA*ItK4`7Wka$1e#Ob=llz>U zs-nH>&v)6-`fz&oQbkL3^X{a%>bo3Jpu94%HZ(J5D`K=@f2sbZTW||i;e~TNmbm3) zqI2yZg;dD3gwOPjh~i1^I7N#s*FV*o%HOLu)Dlz7XaA_r&$)+RVNVK+1lhBEA|#)q z)_^hbOlY*hk-Z4AcaTN_nQ6Ke_^ChJXZEP~RBoo4i$cDBS?ri=fdY2rVQf=neQhV`s=6MJdJf7HzSI@o|IDA)4 z+$-FJgn7(d*Y0Go9x%Ohfm`rqgJv9kzlDf+LcW7t{LSg@fT>Y8r$-2#vvrpO+|F90 zr`)D$vYS=Sn$29Awkj!)%l*LxEJ&YdVk8wpDeq$jXe|g=p#the=v_-(Fs~*OGea-! zL=6M}4sb9Sm?X$>$TA>k1qyTFh>oDxS2NT&C?>S%j1A6G5zva17%<`ZbZB~_S_hLv z9#B<~;lu69Ix+l+Y1$`wsJ%~U1rRi}$7nOr(NJwhY=a22NQD>(zDI0`)I^wwI^O_# zjfVC=Si!!Eu%u8y1@4kIG*&_EMmalB!RAS$aR&_fmH2?hRYa@?y3n899DKys!~|!? zZ)rS|RQW34hc{|_a$@NaENbm+gOZqt|Ii4Ek+tMzkwjB5nc&`4gzujUEEIs6H`j_# z4>1E|5xK#$Wr*$F4X{OJ+wDM7&@u+4-c@l5_JVk(szKAqHhF#PG0m5yxXi3>81|}}}gV1uz zv0VT?L|*95xW!?=mKMqV1FX{Q3JQftJ4~r;Wx-~)FyACR;@b~y(NbqHdb=OKy#&gO zNN(z1dlQZV4kE6QeYrt^eSI+2vV}~m+i>8+>ODG27>xSG8&e?&7uw-E4$6*5A*94@ z41nGhEqzkz4Yo-wKoZ9x9q6D;a&9QI@YuMsBhA|(BYzQwjtijVzF}L!Wk{IwaN92; zusVkf2|+Bhfc zBRv4z4ebSh`{*I`h+qQY$Zh)-L@E0vHA1Ngq5~rqB$UBG8OSn(q9mXO)AzEa7@@dy z(dw97cnE<8#Ds9*Zy=a8--mtLqGkwgfiaB5tArtnWtEzmc(esBL2JwV$S?y2OdM1y1|5~}}Lc-vvS9gyRP zJa|82%BejCWrWhQL}|2kYl{KR=-2+q5*kDvo{v%11TttF1tk2UKD@gP?@q$IdjN7b zm&2-#F^8k7MF6vbQsM2Z9ssG&<^#*e?1o6AMZaH10E`sNxDbjpr0`O6hMI_;)>9VMrM zSIUJSoT5Nmcn&*T@>MKx(9?Cz)s*?}y;`h*bm$;EV#T(x!gcv&ckhrwM&4rbmwN2} z=rr@0S*K|?o_@KsM~Z2NM$_%HZRKBPri*SoPV3mawzbY$$<~K|(7)u8TH>@6eP5GZ zx03}8|D^AAz+u1L?WZz`M98Alvv!_jNZv$vn z=+N%Q-;)E1h@eMn**wLBik|bPaa#p21jh)i5H>AjbX9YKOGnKPPZjj0Ty3aC`u!$VC9b z!w$XPC1YT}U`k=$l$q2oyBE01tAHH*?30MY(Nh2W(>M&mxCAqa5CVW4?$G++dJnifbQT}M(t}^ zCh-2m26Oz6aeT86`M6L|;!!Y*84w)&0H=`5m{|FY@Fsn~d!X+C@wvls1^8a*?e3th z0K|$L468FJv`Zz9f@lUr@3wia>D*ir+Pkrqxp8fD$PfS;k+X)lJM0pV4dz?x@pb3# z9bVXvKUzI|OzCtX|MR6aVD&gP!z9BFUJSfMwg+e)U+|ca<@d4^SaLVDZtsB2xrGT!q9nS-#r_d!qF11f#Q$P)`i2YJ*aZ zu=s2|%OKLQy{+nN4G59|C-FB^cHF4HVQc{nfZ!Q`y1bQ~5Ch;wAFzLTx*LG!(9Pt2 zy;{toDJ5A89zm?KomCx>2%I(w`^sU5=q%zI>W)Je->X)y-VcZoxQxF9nsb0f1>tq!^(IjC;A|nYn;@J~h%TcAXs) zJ)`DxLQ8}UK!qornzv}Nf?AOW5cdT86{Fw+zJ$1b;8UIoi@&|@+F_7qeNy0r)H)WL^h5&)JCV5qkwp-UwV*H|O2`DW87u z_yvSfrZI-H4K39-9(s3^Wf25l1>k;d6s5&J1&S9+-~s&pvVcDCURl(oUH~W|l+zyn z)Wjkr@XfOz1oU7NI=SM8lRls=JZ6T`&$XW4)dD0AWV|+)wX%`v8>5k~KxbeEY%Uf; zPv6sM$sOBcXQub%3JzzP3yco%V3LCQle@k&2c_>~DEe5m9TX5X8SuI@N+SL2+k$}W zehMlU+1XDI-*1sj0Gv{K$El46+lLQ4I99r%Ea2nw*ds4q&?*Z1?1dEpTC=FpgpQz!Tat zTMx@XNEFcD7eW^$&-jfu0QSJ|AND|Cop~AnE73qekM;0brq@6!w6C-4*qZ_<(4HGb z+z2k`xyd67?g+*b$XPc2-1X}K2~5IYw7+vxSg$C%fi*W(`XPcW#1m*^V&#Nt-j5%5 zPw3}G2&=$UF+o`X;F#{v3^SQ(yUL})b88^BWBL8E0D`mwMw_Qkkc7LsTlRF77l3iO zKvmqt6=vLGJ67fzTfF6!sKzc48IhSggfATGGlz=f*{;foGzxb~b!qFlrVRGRXIXXt z4+XRjSYz8`ote@Z1um9A)Dc+!xh5(EumUk&tfV7TZDemzJa1R?CLzFQG{OU;pk{&J zU$TTS_P@<(c(TP+Mbyl3`Z&(agbH8A5l`r~pW%~MSBNw6yH`IffA5TIY{%=7(oIMV zz2*~oKgCe}Uc<$*q!huUg-m%mDQSw9plYcAj9c(ig^vxk#(J0J@1_(9tx5e-dk|%W znLJV6`(;-s_Gj{YXE5698De0gqF+{f}@L4_^1(h3-gC#KcYdc4cH_Rj%_0(>?WiR9856Y>&SXf{v-#^ zQ5YZ&o8m8G4;!wVl=jg2bjXjNJ2yxqXuI#oiA7y#Q^_^sKo{OLiF z-c>$@nq>`TkMoPZ`RApk84Af=)Cd66BI9H(Qgw7a>l9HJ2{1FpRov0VX@qv*f{!d`FSsypw^?+(=wd7 zkn_gz*t^BM2b&xcI##qC0#@Ay3twnUH9czs8D=`&^-mMl^JA^qK3Ko;&crj7!JI0j z3q5zZPP(s>s+*3(QjNy2y1s8oK;7_RC+6w)FRJfql^kwPySU%f5MZLKDeX&N@pp~+ zTryDoCv3bwYlREH4zGUBUQ65MmyZ=r;awG^dmv`r-*UM?cIEA}(6*|$1Z`_K?}63N zv(8uMle7J^GBt(CODfhL%NB|Y!#eZadI2S$I4%7QQ+Ss96D@BVVI|TJ5vA>nFI6O6 z2}ouZKl!2eLDt#0taTyLw8S?}c70fgmEE5Fe!+}Of{#9Esdm+e{O63!y)?FiK)5ox&;O)DdP?cWWBFa-x{u7R-Gk7g)%*|syW=LtGMo|uws$2 zb;7Hv*jfEKU&M|juJCuC-wTIn=@m5@3BZ2|z#o-&HW-Js6He0m&*a4U^7X-n$+?kh zE~*b3tY=4R8?=gR{ihDB|2nG#1VrpS=v^Qc4@NXXJ{?nyGVDxs7^-Xx>*YPlkr=#% zG_a>udCB(O@=D+9;iByFC##p28%KXdr?&&wrrIh0Gho=-pa}{f^4sFuv$i;?OT>Z_ z%K!1d3AUo$+5d4U3-S8re`ENEvh?q#T>f89q+32*b5(A>hSM_0GGOtMBK=I*yauZo zCq@H1L1XxNl$z4_{H>@Cpua%L-K#hM-IxM0{5iH-voMhaw1iS$^_^YwEbuB+FKWw>-Tkf@-TVL~anVT=4SnvO_ zGO>(XZxEPYpUZ05T@}9edcAh)LubCqwUE)ZQKx0xO0PiZ=kAbbMq{zSdEB0t^lMY| zq<#32)>l&EA7-2iny9n+xJ%}btJ7m5M@%_CWZzRXAPyqMB?rb@^}JnXlbzE);07Io zoL-h~EiSL!Umi-#KT~xrcKxG2cK12&R~!~K`=`6cIm9gITdPJ%OMzabfz@QvA@Y8L z&_3KcZf37)#ONOrk5?X1o1WV@dYx3Wf1P(c2a!D5(7i0M$cN-Ty>Q;S-lr#fM4f)K z?#W_5X?p=4uerTHOA1&`)OqjumGgF;H)SCA)q&H2>OfB?LNf+SiG~^H=BG->vP(<3 z9r?~tWu9p0UVk*NpT@UF&yZ=dbM*TCJL@PV)B7h@Z#7XFU6XpmsHI3SxQV)%+QENf znGb2C0Q{h`iR${NPt}1|L*OB`$E>R8nl4BxdmPX)f8 z16-jGf~Tz?mDKa)^Rk?gc&tb}o?DBIv`)>hKTG8#RVGO9+)p)PGF$Y6R(%U5Ja?sZ z!VQss80GO+HnDY431e{0+%I-wh3g}WW#581|D2g=;iQl%R=EpHUe&M+$v<Is( z3&oQ(T^i?EyaHC-qidegOZ)LXm=i3yAtv3)6n(I^`=!jp*yChUQTirV1-~5sCi)YZ z$3SzP{2KKmOD^2_JFWSs5H2u{ZcW=nI5mcY^gWq*;rwIilBtNeot1Q8hKF8h!ysnr83#fn>y z>=WP>_@TLoSvA|Cz^uxFKB+5l8WQ?W?}+tuy~EEMoxNG|21%Y+vy$-^l2-b%xU_)2 zWsQnJq+SuPXUICS)Of|-FED$twQn|h{G(@mFDM(qe`m@3pjY6l0FFc~TjSO}zHRoZ zdem{LC(Px_zLg@fkGEOL%JO6f@kP&TTkpk3#iZ#g0;5yvgEVS0Nq;B_+XRh%XK?bl^doRYWzsW3W)Xaj6|O~#dEx=MO99$Q_|C*}I=V()~wcc~ut4WMRpi@A=H)WKVZx zUkz#2NkCh$=KL3}KZXXKn*&9qHEjHF8o}$b4qgTKq3=aEsgS%$Yzt5pSA+*IG>E$$ z>|U%q&g+>vYZ)E=#C>ekSz`RbL2S%;o-qCUdrU{j$wX1SN|bpx-maxVlHegenK*DJVlccwWRMaQc1+xhLF#X(kjy|YL}&jKjlr%PL7gP@G{t13?glCR$w|f`}6! zh$xhl1U!*=@%at-MetBxLlr9h&bk0T5ZhhRz5+oNv1bphPl3;5uIO72A&Axk{vjB< z&*2S0rVN_uR}8%^mPb`wc#WD=j{BNFiL+Gj{BxJ?DQUd%5)Huw<0uUQ_pp_0T$&2 z7wW=eUihOB4KD%sr5C|T27Y0$6Kldx4Y~i1hHBQInd1+im}s+@-}>0u7Cy0d=y14o zKZ8TL!Dp;3(Uoz@+gmbU=&H#C@1U2ra#QnXA^f9{JL%~u)n9z%SOYO*)yzZq%dCpN z{(h6|Cj4~xrYc2$x!p|ZN3DAkR!Wzu`v&&BRT#RYhgTgHjRu{Yk2??Kq_c;9wk3Wu zVY0kb6C1%))>U*RINOF*0 zJLS_+vNgcG~!kyD!U~W>nhg z%XaFwg$aN#-$W>uCw=sCiRc2l3sI$^laX+{GZ%W!qM#hdZd2m-) zpWUTLy?d45E!VZ4fYsLWX6_t!dqY}!@&clnP1+MtaGB=~zO z##OSzb16ezUOtZ$cfbC!Te3HK|7|H~EO4>#z1#YadFhA#N2#^scAwS`wms@8qSHk1Pc%sG}A?WkiFOE>&+}#^1Uz@EM z*raDxaPC7|1vl=mVVAzAR93!MDCMXhQhDxOS{XdK*-rac!F(mPb^)r}i#q(}=GGXD zuh{Oa40fCA`mkT7!f-h#*F*MMU|8d2mA22{>P~mANen0?82_j~+iYhwVtWlQ;ap$u z9E35}=>4nzImZT==(`tbxW zyNQov4#mDW=FVTcUGT1y?4jk~nIXT5!mFRgK5UyWyfd}0itRjbS>JB*S^nmy``lsH zG563{bX+V+*>Y!pg)!*J_fAr#);*65j-TkIpfBY+B>wEU^Hw|Gh&FWJl zVV{0Hg<<-JAAMcN?aifS;>nLQ_ZB#|68YC_lE1t>-Cma`*5166awcJW+c{Geb~qy+^7}_{OHr=v*UOF@)8GCrsJP?O#Ck|>C#8tzE5S%#Qe9oCgsclrr~Fj zfzzr_EK~j;`0xpPWq*5@0{&1$Io_Ikmw&g)l7DBs4u4tnMv8=##oU%`m-jb{uV?SL z^uKMYS6SNHF8p&WKl-iWc5(BelGn~R$+8!hRc3ch(>A8Wy8i@52sOa4SGuC_ZoKzt z=Nnn?-J15Th-uGZaW`(yqu8T}Puj|J8Hvxg-?9zHK&_IKJg>eJ}0 z@#UEK&Pm>by14airc5lu5_5Wk)}dKt$s0^jP}gW;*@g_uop+eiS+&aY86_iMEPfPc z*>yZ(dpCCMr4z$H`n!H<^zt#2iv>%&Eyn7e<5 zeacF52W4mE*pxqglcn#fx3~Oxd%XWh)^YrzZ`1nJ^{(a-x1h@7kK3JW1LKzopwChA z2_wH2>(@NfVGJ5;xc9Hk3Nl|hiuEN0Sdcc3n^Rk zGz{)*r{>?A>p95YT4f6_i~O|Gz@W^U-fqV7m)!4@<>)aJJ6mWOiJig3pC9u=H%wH* z8G@TTwid^48nJu{XS(C#q5L>ZMOCNlxxd+c=$!S zzp<$xIq+|~?b<$b6Ny-6Nb}d!qJoW0ZNI;AR9%xES5L1}#SAaL`6&iLyf@E> z1OFT+^}TOA9h}&ySwHcYCAqoT$}#$$2ng@j^?k2w`2f~ zPL?9sLGUNapyW12;%IjLy|?=J%sW%pean1*iv*YzXLoFi79VAbXIjbY3^#ePiVo>8 zELx1)JR4VG7?$4`dio}(`D+GwbH`>h-*T4s-+U>}zd46HXCY{ThWCPQ>^vScsnnAon?TjT}%c3ujW>`H9rA}dzhpWn$vU+JEB9N=n_ zvD9&6Yq_xr*ceyY-&qzRjZ>ZVCXaslJX~9R;k*wUHO$EOcWQ6Kirz&NZA6tdvy{&H z_s5(ooI$gU0d{$WaSF;$O^`nnvkhQZ4sutJ<2n{pJ{+mK@hw(IQL_BNYMAVyo|*H} z_YHq3Cx^p#3~kAYnkm-aE0>0Z@YNkV?U)7Zc)lAx5HHT) z$p~V%+0~)TU*-dLoRT-rlajFgY&9%2FJ&tPZn}bte$1svh1a@jL;!=fv0hQ6= zD%U8M+tPNT`D@10lKq=(yz#nOCLDv+8ApT=%I=S*f!kKrts8sS#&!s?xkai`eS2WnJ$NWK4NdKe(EXl73w$J z*}wnXKf`i0R_MSr447`k)el{UfmB7u{)q?f>s>XYN0JZrmslX|;R5=)QA1t7E8}+y z#zUUtk7M@s?=y;Y+G{bQE?uYSwt*s_S+-Wzj567;+q|U3bX~&xXNix?WY^wd;+mDe z*UNh~%iY;)fA;RlT~>ZVRZr7Aw|mh{If!}o_~r5b8S|w_`Q#4Da_ql{0`vVc@edL) zt85>#N?OeX+5+6YUah1tPc=x`d0AwA3jRdiBoY#p)jG45xb9$^(iZU0_Bz`$3*qxa zZ%d;&{DOxje{K2g?2(kcUmslrh;Oq_ox(?nl-90neUtosoi%8@T{k6LCp~xDTH-^A zQ^A~Y*bt>5<6!kD%tD4gHmOog6mSr6Y2p7Ui1?rJM}kF=m46y>gYTAuzp%>A%4la@ zV6ttHSJcs{_O{>7@Z6|PkXLvB@}a-6Yid8YC;tDl=;nWJ?Ek-*>i=-n`H=CW6|Wll zWPXGRw_R?#@@n1AM4~)<>3?npAb}oAn5orR1&I&46^saTg8m+iPu(#*2^4C*!>f?nT~QA;06vo#5Ge36I}Yb?MwBs!}hq!1T^-a2{vhp=wxC`(X|1rlU( zIvSOBUsF06TOEQjTlxkPq~2W`TMd*YkBz)= z%55yy<^c<`)411++>O_Zi3(WR-->9_A`|?0{(D$XVt8QcU`faxEcR_XXR#s&`m9fWH!^g^{$Y(SrSH){ z>lnZS(nbpxf8h{AT_%3Vi}{{P^1pW+D+WCs%ytfnhCe)X`iE0cqRgU^dAy^m(QoHX zY1Yi}IE>B2qcNpzpBnI?;&)T#;Ao=FoQ9|;J>Sx(dPWiZ)DDT~tgGgc!lKi@-RPg{ z;)4LCQWs`5JlIochz8~4xFwB%5~5d5+HsvD_sMNT0rUk;-v7>QzmPifz1*p}+9R1mIN z;FS-aPIEr$Yq$XTiB{AUwR%Lqv5>r&pIPjSzWclO&_4XQczRB+MBVdNx>-#EebpiJ4> zh;0N!aTm<(7fjD_FQ_|EAyla$wKx6vY7d}t8BS+lMci8{r=4y-Q9n3gvoQl-xz01{ zf;40&E&3toQDn_ulo`sSZ|%p=#?MCKMV;HKPayV;G#*~3+qX^#GNud8{&J6=OW*5+ zLRaL;JyVUR8h+U)P#4@eneRH74}lky%%{G{hiu7Jgz~{sv`b3+TE6N0$s=(oj0Num zO(HS~k`}0|Ez~j0e;Tf|9r!wt`?cutdk2TI7Gh`dhWwozRK~iF(R2^#8O)w zFV!xDGiye{__9*7(KEQ{p+PP8#o`Rmn5zia-hR`T%dR;6aD%=2%!QK`Jsd1MGEJM~_z^jM=9 z$es=(LjJ{!(4gBH(%+6;yk&DmSiYhNxU=vo5|trH>e)+mJ`cjIHq#so$-? z^M=DU5%fcxmu9cpoG>bmrtQZt!i$!$cduBNo)9EZM_}k+wbByyVK2{^>>LBdJv#2! zFV8-F3LgRDv{vQSM>1qsEwcDwsT20x9et@&Sr>1EH8gqBA39;$uK_sGa$Sr0r&7`P zWy0e77Eg%r$SBUsnAKOeq{L{Q5TZl0l49z;(I2W$CMS?U(Q?NtAd@=%c=ggrl{fKm zo+`p{GCJ;f#Pqa~)b6t-lH2jfBHVbB>?l_w0FUEF#+@Yl?4=Vc2?Zt7qs{)EIjl0C z2>IUN1tY5fazydF0`{Aean)nH+q@a*>62wx#9b_SH%vl8FymeD{G5(;_E?N?xCVyu z1g9*VYc}+4BlJtxfsTanReq{AIc~II3`BKRq)bWRD9Ibznfp^nQ=H_k8ntN(mEKG8?b0J35^It8Fl9|w| zRkrS3L=>I*{PvfBV7TI@LN0A}UdW;8F24w$>&C+iV%YW&sj7J7TkDFpPwC2A0^yRX z%)`hFs9<+SndCcibW42;M0f<;Z(jH1DYr7=&cGAIy=GMifJUyt#AZpp!JsYbnOpjE zB75re=NIslGWo0>In2G&`gWq^EJPzPwNQ@jYib(WehYsHh85vCN^-JuSv>Y3r(`e! z`+9!kmaeF|RBb<5d5lT$PPJcPmI$l}QTJxn1W2x51V@$k=$Y2%FRx>K^+EhpA*^k> zug|QhF%lLFhb^=dn!{AYz4hpaJO#rwT6ybW5eLIjd|^@$hF|J23(TYBSDmMatF^x` z@u)w>BO+hUYpsBcg|LG6J$cCD=Oq#5Cw)B=|CK^x2oc9y>Dj#BjR?E>X0JZ}feaIu z5mT4Up*Wc$j+*Qm!ryygq^itXrQZ}L54`0NyBt8c z>w)M55q|a-1rMJ0<_JIqXt>{dAb%-1j+9r|sq&h~pK!^l&E_4o8p)z=sf z00Anh+GAgDpuw3JcOp+EeCm%8qlPW;IOrw;J5Pbx`d@kPss!hpJrA}w2o|6WF7?M- z$d>FgZjGW_5a;J&yB;a0XIRyhhX{f0+75`{c|yE}SfK7Rjqh#HEK-Q`g4&)vg|3Uo zDI=%;H_sj?J&Ja^<4^JEp8achVeDW8tZlS`9>-AqYXVMk@0^Y^-+407%e}9yZRJnw zTceFY8g)UcS?de;0Kq~0TTTNQrVv|#np|QUBm34T4!jQhgvG8b@EHgUf_2Die!C#tnPWc8FL9*)FY}>vkHm0hr#xCG@=`Ag`38%3Hn5L{(o%9_MhhF>oAF zkL_*X*OqI7XF65FgN~L3{4Z%4S%kU79MiX2YFHj@WN@@<3<>r%lxg4gWGg7+xXN6!9CEDI(e$k7-tdd}x(P$3wFJGPDL| z_)}k#H)tZpNdR?1(=^byO*JkR}eY{K|rPYd&&T*sm}&3OY!BgdKW4x9@=8pSSa z3Szo2LvOxrx)crWHc0fF&M=PW6m~U7C=3O}U|c%$SAy!>x3nwY7ge`&-s4t}3=C3f zkf`$<`VaXzc_hdeqE+6cZ>$NoRp3VTN$GK9EDa8L`^kkRYC+%SK<}dz%Qn}#ocWou z3CoEsR~6;EV?%r;b>IwCP+SD!n^=&?PP#%|v_GG$UT7!GDcj=|3`27qDK#7qxwL(n zipX<0RQ?$>b+8uObKz%e=iei)!;KXSMkS~J%!JDDI7TTG_s3;@49>B}O789+jkAY; zigiiudA4SGmLvU8y5V>yHZ1F4KHRG{W#~a)dKty#^d{15VO+_(7)&XE(zS&{uG4PA z2CT>ZMyfoY`{+wYjAJ>Pcez7iRh*04@)owb^yfa9rWx;iu*ms#yh49apZ0rarQl5$ zzwTjV9N&NsDtF-7hr9Wg9ELqGM%!M6cvpQP{KI(6;H|AAe+v=qetBW^?Q@We-?(wW zF=mh{3x5~id22_$x=|#%?(Z`FknA@Setcw_raq^^z;n~7bX?r(L;TA3Netp zoz&b{PJ)SlYnUy!zeW*{B1YWm-t5&^OLbCIw|QYtpJHL;3(2yqm^$HzCTuI0NS&+> zJa}%NUY!HUQsCH?CtZEWO%{)9gqJs*6>G!F$Ky_{rlE~ajzh>w6=LtPZx^mTc1F~1 zxt_~m#n*In)s^3zQ5knH^1({ds?>+hk!TcAf>wN+-2YmgM_TtA0)XyMgQss1QDvs5 z;eL<)JshBq<9YYH z%O`Hr(to*4Tm|7$Gj$=FOJ5M*i4xZEanJhOUObM=RjwrllZI6zAQ;l8dJuAH^aAc5 zDcBHN5$RLeb8~6$AiBK#3D`E)SW}{$rrX0nluNt#Mjn+Oi~#I)eRBH_VwvTX8*&EJ zy$}*+TX7L+%TCkwRtcv2NbfSO$Y)}o!js~x!HPH2R8vc%{&6w$Z5+Nqs)qz{CGqZ7 zJUHt_4;n&km}}*F9R%7hTEawy>*AnPnC3WI0*V~W03`Um=iHnFVLsx$cE@RlN=2#i z5{OG>M_nm~Ny}+q6!vE8pdy7D#}1QnaB^d&oXw~%P8~h{wY*abagQZ!1z47-yUP)3 zpst0WAJFx7KZ0Kua&srf12jbv=%=aiu3m{FK};eEeJC1AL-3C_B?n<93W>L&2uTjw zIOY?YmVSN4qfV#~qY^58(d~UePjN3Q1l>}7LQY~S!}^I0XYhyv){XU4Wj059 zm@jf^*OrQgYQlqXp6(f@qk1x_$-XE$Px+h^&)Mp1$3O8V(YbaCm3Tytsu-5Drd|mm>%-p;1d^EmduIa3=#$r07Nh+1ZW@>4HQ2 zTDNsXfryY;)x(1Kl{fvCr6_?mZ%%mt?9u z?p`iy%z-mU@zU^)p9|Kw@(t!~hUb#Tr_u#SGrB?xut12XxRT66O5%;&nYrPS~9*9!JeQ=e*E+B8Ue5}1~nTh;K=fOi@ z#T(l=X zEsFnQo$8$oj{^vEvXHhcEy@$#1t&|P%i&cJlTzLfdCM0Yt}MjpJ0 zN1hljMyu##vqXqWk|}y38uMRY-9E#o?S}_X5Amq7$H~GWZ~|xku{CZWP4*p~F>DR2 zM1$_}%km95GXU|TNA~Nh5RX-8Z&BFx_mp@?4{L46(2z2=j-KyiJwY!Hpqv{#YVrK1 zPk)XjIg~MuDgWm$-$XYdqpE*CSE`Id(4_Wc_E5 zaPP7~v*>^3$n6YQfLFv_aVw3Mn8# zwJ+T*RwiV&GD3LZQ%lYy3`-6Ub20<$@FM0(+==|8W2f6qo}A^f}-k#pJ92%zVO&D*S7G2tCoN%Uud`qa$p+`Ien|L##Ef8#7b@L z6HS2(sH;httX!q#n(jxT*ax=%peV9O!4A*-VBbF@V?;6wLdpWP584y`&_BN?;pAP9CH7T z?Y#hy^Fphf0v|tV^zm~aEttvs5p(PNgIJQ9vQ{rk%MX{i#_&FyCDb}u3)g|^f$S^J z&!OwcRm?-mcdWepIlw~7iB5gSK#e6_c$_o3W+fKFpkf*7dVDcGtZ{9^?{ZsNdhG3I zVWVKf(7j4k-nJ2FCC4I&Ee<*Fbhb&yj73$U=L%kJE&6R=+%+i|HB#5XBVsizIy86nSdEpj+5Oy z{$>{gq`=A+@ZmEaP%nG!%esZ!Q85_eBllB<0<2*@^Zp6RvcXvw7BH z{<~xI4w$)Y25dIF=={zz3%~o!S z0uo5piNYoNv&6} z46_A-W>0%zIwv9zygr*|Y^Fun6vM&9#22Fmy6==aZGmMBkEZ%HE!jfl<^d*f&O3oS z^=sFM=voFv&ROpEyy}E?uUOeVrL_tfc{9S>EW}u2ay6Li&+t?Ez1-;@7y+x?fTIS;vu8Om zy!}e=fTs5_o=Pl6tgTODs*55ztTv-@i}&|7Wq6`9I4bnu3tR@^)4D#?%DHg3$v-jq z>$k5(&Ko)1Uf14b{PK11PD?VG{i3b?>gUJ*4X!&SXfH)ygfevr;Fb9##;=Sq18fqC zi?J$?o_(nX!eVu*E?_Ym&(Cr8zx7F1md?TA90S*HB}PTi$%Zu~FZ(zYbtLIwq(h)x zT(UH(EN@E9yBxBk{PQe>u5#8Tr)44kovo|G2WyS*v*9@d!k!Ljpwu$xDKU6?U*%M- z`W^A~pAWP^Ph{ih8ZT>j*?p~#fY?yy=X;+`<)72^cb|GTi;gt8zhoK6*fh2rYT@F( zcTw>jtN-#|yfY9cAB*o>XkuwnuR&b)h z7HdRzR9xg);j=%n5wI;yckWpx@^}yEded9Mt@dx{RO9n}5C)z5jC57}l2IF4CGaFasyoUeMavZ znh160;y`@W!#|3Dx>SdorN3+klG+`u9opL+3IH?qG>It9^oB!*vIO--ddReWLk-Wa zl=0l&uS#(s64W@7a~Own@>$v2RnDk&Oy=ymx%&@?X`4OgGMNQi`xWCZz?1V&eY!oN zd6h?;hv&wcuPJ_FZ}%8<1WO+)00o2VJ3XSAM^zs4`f<)?o5k?aew*tLm9wX(xw$@O0(`0|Se*kXr{;Nh=+r*hEf#PHV&36Ekj!;kY+ zLPy5}<=B3zjK(H9uZA;xN}1T}Stf7+vax-h|GtEx5TD*@tkH?GpZMUP7)1>L)H_vn zfSPW^D!c&t9$PGbg%JDgzjT|M9KLF%+X!f@+v=#qEbkY8Z7Tj+U1D|g_y+8ck=$Nq zqN|(hBRhM%y^q5iz?(IUN*Dt+m4Xx4b*|asWuhwD4V|fwj~q|HR32x6N5~5Zjgu-XPWls<X3B!CI#KT7jjs92q@cFanvRBY?gJa+F#udCoDYcMN70Z|o4y)eS$^znURFj( z(YhUA?>>kg>a=x@sSIm?0mxFR1^tkk!_q&%D5p?rGAu?C{*(9a*oP5S-oe*>r%i{D zqFHwmBj?t~noeT04@gRwmm@OTIC&kDjrR(#Iv)kgMEMyLJ0i3t&92vxlHZj$Ddz8> zH|+j5*tr{)8bzZRa@c#5mKNQgS9xgk&V#4jQe3p%r&LoL5G!9@%*xn)U``o7si@}G z#AOvAktD$yr69sOvJJZ!qp=S;m&5zs+g+>46M==pKFW-b!ntqy<5lne8Hg-DMJH=N zX*{j|(4w)N=fT|ko;PJqrK|Y6AXno|mIBkSu+>Dt33HAAipTHWAjhPodjq~gi*UN7 zRQGumJD0X{avIOVBCle)La~Tw7_6Ujgu=1c0Hj6iOa?&;Xxuk{jsZODB=J?85fTB7nz7ZNZJ}+5lvJAk-&JUHKxC z9MFQ<}bMhIyIS*=B2~$miQ&%V~!dscpu-gUuT5SG` z6bD{>BQh|{)a&f)_`~D)XuBa#Q`nv#2kool-6X(wD3nACFP)sY3^eQZ~a1oCs-0rksGHqP57x+$sPT?-KCF(fQr_5 zwk9wGsiTROdY07~M9%ZJQ$N`Ga%bZAU|eFX^sLCE_~^wJT50lkN+Vs3a&TE@43(C{xHsvr@BXE zL>qIcE{YvB6e3J((6;f~uau3eSpU zlZ&7QbN*i+v+YhI4{)Hu8@v6yCEvl*fKk|bdYCGpKbJixujYOq(4Jif6TeINt!qp& zu>eUMRrUgRc-6TzYRPM*q|WtLi=!3(9%{amlS`AQ>dnqOa((2=yzNpW3{2poLSi&< zb?cn20LMEsBMjUlI6Qlx@*ij6^WZCLve}-iL>{5A@XuEXsr}&2K;yY^1nADk|LuHk z=Jhr0?_DMJqaukVfpA5WUjh{ux-RklEnCrWQJ5P&h{^H3SA9GaKCv_kZmsa8bhQR| zz8}g2xdmWVvyGJ^?wkYJ3dpK@5opm9pLYCq=ILmF?&aRu<~JrU3|XL#$<^4aqs8Vo zm4HlR>H8vx%h`Zr%+%GfBiV|1skR?jnaKBAlx$KJA2rRX9w7Ny+$A^*M`n5zBz7s8 zQ;{5?K_q2PX&Bn=xJZtQzML5(TX%UrVBn}dKmNw!#8-@urX{}$hAR~41|3$!IiTs5 zBHunzQjbJZ10wXnFEk6nkmPPrXG!oibRyET)52`?>t$5#Wp}a%HsU<#FOi-KPEAmz zuk|?469a^R)7e2kz!}we<&a)xJrzDDQEXR=bUOP2*MyTs9Fu=6I$LTh24K)$^!Mm**H%5O~ja# zE5U?J0R0w1mP{1+AB`%oNE+w!V;x@o3poUJcPp>-cDl6oOo_F|PSx|Mgo&}MP{vNV z|IzlAKmPssKV>WI=jjnBuKL?4O_e|z_MksIYn{6*pF7vS^^B|TF4aunU79H@n>N*U z=cBmqr|!JfEGp%BwnYR{lf?^w-h;SIkXKO&T$fWk#y7WS{oS8i`?&j%r#aLz$Vc|~ zk+sL_Ta_ldvE5_tr<2J(mT6Us3i`J|!KSpk`cz|P90~R{k|p^T1#IKK^x*0i%{E8du0tlYWZ923VW{1d_AbB@`%PmAmRpS8x}1PiecqrVaFT6eZ5cfPvL zWfdkaS>}D`JGYf%JS5dFqg(r()#0gAr|*x|tqPGPnx&|>=Q)13$DIqWKbi{Mb-z8l zfln{fCYBH`1E)**-=$j49r$NVsCNdgzDe23G7E}q%e2wHxtO6W-~ZswAb$#m>3>dd zV7${jI=P?wW5oy`7}PA)k7@l6*>Ty)6hIjJBB>)-@DvFa^&A%9?#&v0*V%i|ao5CK z>1Qn4<^NP=v6R67kP_RXWZtM6+^#<*J5674IH`DOf;X( z9d_5~Ewl);T$PpADqeus>}v3d2Q|LC%a2u8nk9|{4ppKfGT=-V7HOUXWjX?ozku8m+Rm@Zob>5AMaS`p!Q$eO$3g}ng|wDy zAE1J>TnWv^MBVq1uii#{dAmxHsb)n4rNMbzoLg8W0qQa=`1#r{hcu8qKfKu6=h8VK zsSH&iDZsZtpW;|f6qcR4uc`K-nkH*?W5iiar2h!T1G2^ERhjMc;Lp`6vV|zQ%8#gk?9IRhkGc zs@3Q!c^pii^p>6nPE?9BxRe353Joj3!xz;0kWD!~1MLZ*MQ?odY`lF4qI;fWnTF{{ zmEmF!u6v2>0q!0-Ly;xuOg&YHhO?LDkNee9-OUBVH5CFlIp8f}FU*|lomS1Gn!W{rE_gBYzV;Z z0YE?xbsa7W=m8RRQbg)-OprquL}g2ZRt#OA=g+NeAtZ$ycRoV}xJWq>o`60lPqa^* z!Uk?!gvkaW_8xp<1s%D{Cil6gI?T{XJw{qUApl?l$t&a9+?SMl_lO{*f9qE=C=9+@ z(s)9A!s2;>hg<|uC%hGp?qX`q6ecD||E&)^oKNs&`-T71los=Uyo^WBH7NkDH z#t&Q;r0K&01il*#4irM5&i_$2z_r6qJmKl8x*Oy{UmeJXK*n&n*PbcS zfe6xuf#LB4I7L=)eH0r*4VGU*-v10z$+O_?MYu?4PxcT@qzzX_s<0qV8;08gQM0q5 zXpnCEcY!4EJRi>4a@v9_37`Xt4o1QYpgo{8n9iT$zPu&CV&MH%JpqD(gKKNpub?yn zAx(U^Q(#aFAB=lR8}PjqQu=)Xa$S&9B+Tu9Ta1{VsEy=OI3myCsxPNoB_S^tpu+;-YQwDwEwqq znSU3KhpLoxvTdI@SMgHmk}mZ*IMaUIw|3o(IqfcsfH8<5^1fLiS&CE&Q(RF;rJ37~cZX#$RrO=Sx{A`~Zfh4xNfpIrcG?gPRO0B{HH`a?e1 zr*e`Bb*~e(2ziVW!jo<3P?p0XKcPIejfe`MxUuZke2r{Q1?}sS5Nk)tGj^r zaZgModJnY=;sCWDR!VuE0q{ z%`H47KEW?4?_2%XW^e>79zKH5R>Yr$Y9F{q1AGBF2<(ynlx;TUYo#9DdklX7Um5Q|A_Ph?p zfO+p~pkwaGC zd{{wprll}<#%wr=hT@~_y#5R*VW^0PH~t*|YBzf=Xgw4opny>IfUc5BzUb_}yucZ& zYkELpWd6W4u5z}<_ky$2o#p;2=PODD2Gsbr_Rq8*YkR6_L<|iJZ*PV4k99oEuMoer zRNiW6nG*VHENSUtOva>bq0FuE!melgGQ=RA8JG0jq|74PWoB-y(NB1QBm7M}7bbM$ z$nc!nihi-kh)2NE%Btbc=3Rbm|A$(QA65HC1v^((G5zmi`YlruWqgWjw&cW|-ZU9y zIriaQ!T%P>{JpwTUWT|Sbvr(0<5D0!@RTXW2&AN^#puf$`h(>lxVfd};|CmH*rmQY zqkPenIKDw9(CtkpXd+?ugbT=r6OgQ7QXs>$y#Nw;PW0moIU}d^JoZWL1`|Q6NV#$w z&sXCSJxx(z%CLI}PlaVOD$Uz?^s z$BYNXK>8F6z7hAqn9Lr`3)^cf8Q-Nak8exYHco?h0?ZPh?oG>~J4=8At);yKXP|OW zI0YR`2T+kXEFZ8r6VK(5R08e}lmi?l5s<^Q=K61Y;Gh6mqJmGLP7U_HYQr3=iIbEng1oHt-6Qz`->ZZmGqV zq)OL5N+IHHGa{f!y>=KrOVJ>5iK0;LL0C$W6nNH2I0)% zEiKz%`&q^_uYx_o?qkbyVVx^V*z}Ds71*n3J3>o202CRFk9h4lIfK@MsP@> zfHamE-6`lIhNptipy35OLS~P?`ESaL6oR{JQ1?M^60y{1;tdoX$WB6oAkJe%E2RsP zf|hb5*o3+%9`oYdKpfus!np&<8i6brkZz_MN^lBk6b2f0n-(CZAWWJt6}$sF$$_VK znJi&A(y;A?q_s9^So(f0L`q7eX^3Jx&u={g*dk}rgyDCE6JLwoYi=mL*WLy}b;u=G zI!^7>Ep{O8vSbOI21pYXNiV-R@E3st_ch+vln2LURFNkB=zK!c19Lbx7R4D6eFJQm zZZM9Si^8*jmeXgI2(n55_J#U8(m1j*>Ce^erQjW$C)pZJ}9KL?Gro$wJ1L3HEpr{@v^bb)!&5aBRv_&2qW!L zA_LQUAk$U{y9FX(exa}mvUr)cZd(W^0vJscCf-XAnx)8M!Bq{=w_=|jN0Mq3qG41I zCV=}9K0n8jn4V)lPYh1b4?`63kzn_wT9u!oW$^?jpWrnX0nC77!BvcVcdIVW*o4^C zsAfV2+%a z;bGrLp}+xEsokfV>TXpPO$i+AI^f4Ye7+Q#G)?P2E#7>iwyA$fM7WiQK;Lr)^K7!Z z^W`-Nx>=<_Wv-+8L}tXf23)V~zUR|A8{2T25Q+m0 z6?X+vP8QRC)HBV^?ytArEeV$mpPms*DCGc~}3z$G7GD;uAd$>GPu>Ysvq>R?Vvd44x&{h0-$~cu>Xa4bLVymEhot9rI99JzhClrB2-9%j)xvp zlK(>j4YLAz3UFy}rmM^5&BJ|bh+6^Wn#w3HF6zlxOF*a^(gZ6KevNJ=U{0e|M0;n} zNFgjR;T3M6p#`7YNX66y{;y6Hz_AsXYL22vAEsJFzMm8V3I}_N+%`=#vT=$1h2-!2J+Rg2E9-aF1^{xH2)Zh zdJ$VB!?%UKp8yu|@So0h@SX;_UFyC z9^?x^2Y&M11bh22Ndo=fs<(6LU=aiPXWojNI=^s@iwaFeA?T~#cLhKq7{0^8Nra)Y zjM}ry(=%B9;C3EKTW?NGxB6*)MbXK10{M+GN(c_&4R%i}Nr7D%cK@T! z){sX8!FQohQ=m_kWxTXiTxJ5abilD}cmBQ0aUNVf(pS6dzE%(-K@P6c!#_t2o0MhN z8r#2gap>9pHZcV3akO_UhwkB*;JC1>;4V=jf&Su4Rjw_CPR{~52nX+~SR@nIbw)Y& z)K&bva>oV3&#!e5J@?_`ydKwu^=ZZM?@0n%w>v$xiypo?uxH_-%_;O(lv9SV{Xk>$ z6r4U2imbP>{k6cjjwfY}Cr{yE3h2QCI^HXqiZ^v7h`(IW1GCog=jmDNcX-ZH2Lk9o zC{bX()XC}G7jj^$qH05rf0 z=S$Ma)-^2r8yJtRGVoSKCR--Ih^w*K&$k zBLa1IV9=hVw=(f-RDCOaf76h)9@rERM#647E^&mNv6PPessyU{ACRa37KW3jHiV5~@!9Tl&&S#Mq_Ou;q1$Y07_x;F^2WOqo=1JU zM)T%Gg5az-ZM8s%`ONe~Nx9VX>>@lVIJp#sP>wBup=6s9SmO0S%pknZD?Zm8(R)V02^ zzTXyd^J7avAf6B8>|?t9V7B&z2Hne>hQvkfv`d;6%~={5QiY@jwk@f3ufFHTOew&Y z6$L6yW{=M^E!{05)Cr0mIw;DG$+;AQNEq6QX+r=YpghriIfNEzL^@_v;_ax zASN`|@nZNjqu^}KnGyY;nezRNK&YU_3+Pu8>*@lc1*bU$vszx8-T6`N7~Lg{c~Lcg z{AQ6993FD#M!%x*%qmwqXQ@${d<$I7$#fSmq zJ8uUc{BzSRHEwbHsY#r$C5^~n@;;egA^-cCG16mfj*Hzz1Xq_db%vJ`JFBa@mTrdh2zGU)!2GKuO|aKeyy?OX z33{laF-)~xF1OS6w(Wf;lnueMD( zQ1&`3&NVAyHZeF9&13mrqe6uQ=1ocehkt6QkM}XV;2Kj~%IYDt^8Vzf^`Q|UF5eXv z@(uiBY=(a-bP5?CHQm$p%e>0ZnpTLR;eX$m1{N#uy!|BUmCWx=!)ZNR>)Ry-16eRn zj7Y)EcXqc@yxPV%uI*SHOkJLcUKLZllbz%9m$7t{xb#bqN8Y1XWEP;K4CO$MaqNJL zHh<4fG?#`~wp%;@CEWo%V;ovfUHlG~Yd+OnJKpOGigB5_XHlb?Ay&ax&t2GG`>pip zRrvg0nC~lDUUv}$u>X;~^`-Iq|JBU(Mm2F|aXhSopb70Rf&v*1xCJT|*`tOE5|n~a zE482tE?~fH&-xF6Rv|QDhNDP|U5G-Jo<)olS7ikvx+N4s1`;qUS)o`=Y7s)r0;Lg{ z1W7`Ynb|kl_Vk?XIsLGo_Up{NJMZ25{@i!(@BTtB1G}|P`htt2|E|LZ5lc#_#5##_95ZP!G4@d>E99-g z?0;_LeD>Ap>-%H&WbZwm+SVF=>knXJWrzZsBT>3VYmIg2>+2M}2+|_JRNcJX7z^;) zK}Ppi$yFt9@C$$_o0jDvgjh5P$5N~&PUNfLJqV_yHW6O2gn10h%W9i(;!FSGM7jQ0 zNBO_<2LkE;pG|v+UhDRjsX2+3MmlC#N=w=HLVi3mO5NDtKlaty`W@;sAiVT*8pR{k zz)=Diq+ezwd8cDMAp%{!2h^)MekZffv(dE>nadAx_{z8r305jyejrlRg+S$+3K5jC zWS_r{eWUvj-$1;aQ|fGCWdpD7l(FFte-mrtwVVAUBDdQumpG*@j~8-KRpTp_j4@ak z|L8AK>N`?;R_3CGyQb#58qz>o5XYZL1oqS7bBK*BDJ3NY7##AFw38L=_54|uoqX@v zp=JBv>oI1M=q4f32%Vck-G)65)b$y&KUOXy#PDQv+0?ee7U4l#z>DHHw+5f%bWd8M zS{f@kJ#u^R7fXoH?_2dY*5UF6EuLn*{;?n19_W}IXUoOtK=cpk&MN%_4Pi~;>g}Ik z9O?bmI<$6_v;<#O~;gL1~p1-Y7jk#Zx$qOgimTQp1=BWf4gk5 zbg~2d*|Vl=nhpu_^Oq#J?`9bi{EWmWr&VkPI?)L|f7Ga%7ibiyTpZyhNylaPRtj;2 zQd^Oa?pzIJv0QG48};3osUCSoB)Em&s^pYjH#s%Bz7iT+i7IpV?ejNyPPm%3O zo4@`~ktwk>LvFx>taBQJ@zcdtTdAumW?e@7-;@@i&VUNA8F~mZvf|F2*$j4tcIxhm zW~X&}fOUMN^ihnLb#e4i;RmfkIeme@KIKBXW?>=y=q~oWy&|trs8so|e$S`nfDUTg z=gd{ba_APG>U!mXzCBg|q#augQMRrE(iY&>O0E9vjm;PCi&;dbJA#|do)H~?$4w_X z8HwvNC*%elY`o|#%O73GJbdKN_~$b&>RPK2*AG~9RmH^7l$9Cj<4T)9T&Gy|Tll1X zCvDrY=NTg77q7vTVqcSWg6YOB#hzafH;%#3JZdbpDw$1vmwwz%n)c#g_{HIi898AO zA#H?0OnwwB)enDm_gZ50()-qIT2&J9jhW|vd<2+m)ZS}Dl|19)JpI_|UR8dzd=G*~ z2bsnVK3ONv+cT}P6MX%!PE|Yd#1|YTv#-Y#aRVLBB|zkQc>fjQE5$f4u<4J>C4OZm z9t9XUmtnVbE*tCizfwcA&sm~I!KB0$>`gMT3KlF}Do6}=J8viS>4#dCU);bt<^Z1R z#nNtZvG0&l)K$o!={1aN6edkwbcQkX$>p^odu~*7-W0ez1NYaZ#u((tqMdGo8T^jK z$f$4ea7T>H)8#J3*%B8-qfL0Qk>cp&F5A2TQ}^{*87{p=RJ&9oVb`^a(RyEbk+;mg zquh=Dpjb?ycnU+Gao@b^>y^IdV01)8l$XSkY_qdrCGXZg|S`DpE29MbM{bMLpQ0+I8I_>hpA`ZcN|d1=#bM0&fcb zc@Bd|xS%7zS#pU>Wt_KYZ9DkIrtqr_DXWt?FfeJTRSa!LJbZMmTUtv%EHee%hRgb2 z#JcMq)_#4LnJ0bP^sd}Ek-#;TLhJe9je#07Q6y?T^sRpaZ(4w9Z9Us zUN}$J)~kiI3VG5N(Gt(0gUwp#h>azFyCH=O;)NzorA^@c3 eemc|6dJ#x6(fzM}_l;T9^W=n-x7v2+oc%X6Fq9Pl diff --git a/R-Data Visualization/Visualizing-Quantities/Graphs/deceased_bar-graph.png b/R-Data Visualization/Visualizing-Quantities/Graphs/deceased_bar-graph.png deleted file mode 100644 index 53b4635e60feeb5d71540f96a76068c5b4b44f6f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 30212 zcmeFZXINC*wk=wU0!mVeg1|x~C?E(DBr8jDk}Me&$wA4X0F|Jiq97m=l_aqM$*F`= zk(`7gm*fnRicl1F$1GfHv-a8d+;iW1Ki>~OojB*1V~)^!Ypu7zGi^;Js*}toVK5k# zit?X2Fxatd7>vZ1oD}@zrY3U{`0I$9j?xWSLHoHmaBqaqSrjZ$8)8!zcL{+fS#L zDAUMX-)s$TT6KzXiPa%VO`v+s0cx(==*|OW_RPB zgTw13W zDJ8p{b_}y%)O%82*DA*8FIO}lV+cUth z8;yIcvp#6=;dgv`lqBCzBgGrhhrOcP0QD`gaB_ti2D9bl%pSadL2uuOUE#B7Jax}q zPOFMy&pSP#+6|wdT^2uEM&(4K8#DOpd!3LBe0*3_D>CGD^RuLP{dCiW4nn+8z*45r ztpPjld;E(nOCnOWg3sHQ=)}zY?)>Qbsc$k<(3N~s@wEE#3EG&Z@4YND(-fs^yB!xe zpM;h*rqn1;)i{RBFcRZTjc-#`YKf>=MH%-XVk|#`ZiSUZh_d z6))=F6nyg{_UVkjV}ZF}a(7Dg$J#2mis;%q;~li>6Q`+GvjqQVa=2$`L(lx^soT1x zoJ;n&C@CaQyY8}0M^g3JYg)vUZ*681gA0ZP{}k_~rQ8}ZO-B=VGkgBsciC_mbi0jx zYtrUy+nyv*#-T&lR(nhu5?GZGlg zi96l?$!@)TJz4Mu>d#FDt4oR*)f?Hi%9k{Tx5H+Ni*m{MJ{Z|x? zzgoZ_&AUZEeDWPdWmf*YTB5ayy1nn4KI2nFlh3nT^~+ey1J79M;+gj_uX2fDC#ZUs ztSe720@D|5`%|=Z4G}{+lv8w1SybA8ykelT2@a z>tl8iID&p}+oJ?m^(WO{!4X)H7_Cm}b^NOj*e73}(J1e{KHoDy_H&*rB!oSE+%{tS z{mhrJk5gs(bEs!+mm(a>as%W$WNY+(IQRUz(nBL#L>TbwiJ?(!s@qu#zqt~IDUPs{aW^v~;2Sb8r>0?Ap=%DeJJ80fA@s&Rl zjbssmx8>iM^(-{mb^@XE*L1?9> zEq=%|8*NZM$mgBH-6&CX*K^nxeaGA{1np7;P3WAbXrs$AJn#d)%q;FWGhyTe43<9` zua{&wjVYe~~uU*UXb7RAjR}l=pDxMP>q(^KiVh&7^!;YFAl< zC6ml4h2|tHUfHmF52c^G3^9nMclhUsdiQVbPLsZU`Y31K+cs$#>=9n zs#BXWHKbW(VGfLbVg{&2zFqv4v)C_<3NK8}d>X|H_z)B@*i{wf-V>QLT(rAWjixX}wonn= zuU~IKtgO_^gpzt%%x?SboF~ODrkG|cUv$eV@X}&VKy%`Wazoko)GoC-%;Y6Eu%g>L z#lwi2NcN~KzLY4f#BY^hAGLVK^xT@~?LHJ)}ZVDA$cru)p1)Y4z}@+H zrP`&Q_xTH{nYxS47q;rX?9Y>u4NbrBwL@$?@oG~}Fcz5@dU##&E>2HLg1>@|MPYCF zS}ESl4abwl8;a`7)fD?+-?16VnHu$4QRUjJ=NoTj=@7qmwFRFT8(%}jw0n=lykA|1 zuibCh4t-x}cjppiq(;~PN!mI|e|^LyMDm@lhO-ZGgHj8T=}TGJ56YgHC0SKifO2?j37Y#>VVWG(VcpH|nb2E6g!|Q5G}m%UCW| z=w`#jI>IF8e2((T+?w&KXI@g1fbu6RUtbF*HCX|zV3{idwj0p2;pAAOI`q|4T~cnZ zIn48*s>`&3v!5wESPxgkW+#R(<_=RRDm&G11Xw2FuGu(a=rcphL!;Y2+7|?#JFf57 zt~qS)CCos9VK813)&J(eReH}vK=@W?ziDcx@0CAUnfiqS-)JuRm`?9FkKXGS6Vme$ zXn#?~7tq#ry!LkI!yC6c2j{WO=xzszl`b;2ArsT(*eNkH6fIJ`tb;I8(mG*XzQ^ioI8nYE<7Nhsph9c+!(JC(;}6e& z1lZ{;4>j1g)VR1B->ddn68&MYoKPRGx>T+wP^s~?X(Q14p63O&yY(s;U%^SxcQOiJ zz}=P@o!Hf;w%6-!<{OlD+{C;s{bf?~u40ceC4qtd5!sdKbWgf+s;MWRM1!K^Y z8+$|4CRuC7c{KryY=|{xbsH8rOq-gsna09q?}{6kHg(~5!Xqy8og2gCA3V)ai)BdT z7D;o@mIpUUz|8qUGv`loC0lg?g7MlXIRR$@FhA)P#AAZGPy9c)9Qo{c(>UumoA2!V zl0MdU>Gjrv1(66h8NV=x0YB58(TR6hQgo45MQm-O=#or+O=gjRZ{%w|=)G?=l_4f1 zKNtM}U;aHBth0Ha+TV$Xm=ifx5Vae2z$Qy{mYvAFW=}O-+>QTlW-IjqVKD{&sf3gq zno7%%B)9f!Dn~R==^O!<+L9df;4fGP?cvLf_ii0B;ukwF5@(@PaVE*jTqh`lxE5x8 zZ~QSEKzucGnSF0g32CP>bQMI+Nq%(qHPn$=sVm3M96RF90JZI2x!xfsmw!Zl%iclR z!+*=RzsAR{V3FJ_V_~|QZ}EHC*%8*4S!y#^t1lx)mH;@0xe5<5>#$1sUNH5U7%lX2 zF({yk%UaNsVDpTu;|zAMHYw<5FBp1#^LAT7i-Q*q2HT+EjD@Ab2bpwOX_QthSPam3 zsQ~_SG7qhpG<$OO1?$e|)!x0-`t|x>55QoFd5;FdOGfXk8dQ1(OLbTBzRanTrGn?Y zT%k@|p&VP9FliXROED2p9@1O>JWSwylgG{sds!vE<#IKDep@AOxw?lLChsLN@m!<< zMI)Ek9)sxFjrQ7|%L-Fs^SO|;a4u;Op^4SnZ<15VjFjEA6<)ep6u4U^ot5Ni?7djj z*j?Fv2FEak^P11j;_lggz4weKS$V$eVpigrWdF6Md(7ys!a_o?)J>KMIKn>i-tP89 zB#$ny3GPM?6SY~noarqpkMSipm3a}lKdT&+`u&IIUDa+ex#u-`@C^jK2xIf*&G!fs z>5%@ku-iIr+A%t2jAcWYY;AOln$`MxNce8pN*dP1EOtCZ+^rc|=`XrFXF4Ce}}*Lu#ew*Jl!%bhjiftU&YDN}^l4O6Dr(4jQ??na-93 z#}16KV73*7Uo5cs|EhQGyKTeOV<5FP>=r#|h}`YHH|U(dH*|LB!&b?PCsN;}VSCg+ z_0y$1bGHlU^6^7H`}2ij`IkEvt7<&UX~6ck*q$NmrSKfLjVzOusO88t2oqI$8EWt8 zv1eN$mvLD@^^x|aJ<2%$Hj6))E+lWS3>i!udvD{~nR^YwEtER<+8S4>-KW7!f%YXbaSeZ|5r5xREx zEOu0l9iEeAb=XZ|+WQ%5v(jy#HGKZOBB-*MI?#gAt;nwEXb4i2KT2-M^8Ks3gG%nJOY6v6=CY$b<>V2Nb@}O)4>}| z$38zKcK9GGrAEpu-0o0yfWfAqHcD<$J~{?ew9S8X@uk(q#SKAX7g@)~BLp=aHAHPQob$Jywa<~CID$AG9kOa|lr5+7G^lI=Et7G(qbi{U@ z%AH55N=UWUp>LHpIq@+_@gKLwMxDgy9G2t%K^rtba+^Q=Sq3q;dykDskmee@##T%reiHcX)e`4X69Ol zii3PPF}4?`GaWneB*>F^;SS?C)wy!G4;xfzF)+zEs14gnHNo1eAY$J=e1qCk&c~7u z^t7|E6tH*De5JZKFu>$Nk24qQ*bsAnck)~vTvKp}LyD>8tNEns`h z-R{~Q3pVeckJ1Caowa#0no`qW&Wl~y=+Q!$_Y`~BBZZ3si?lGiedXO;Nn^uq9UA6a za(iPm(K|*fbVV)$9?w@=JU5s2);qK^SJQs3PBcdQ$`rZWTC}KhnMrih6wb#RRrWWw zR_xW2u~XV4c^G)e0xT2O5O0$l|6`(fYOlSu-J~WnQU+^Oym+?5TXDPHtBy8#e2Rvu<(}e?;--z}4`X)YGeb{!0!P z6i`+WPT3Tc-29;%ZRfc4ACrO5$~F%lmd_l;zW0-?X>TG@E?ND(SpWR;3-jmy`?#XQ4DAPA^1nk==!+%C+g4xe_nC^VcwN0hlc zFSx(lU%7X_?rWEB3VzWhH|^uNQoY}DB~Lb*7RO-Cq2E`&xq#;B8H|jHfVVzxS*c#B z`?Y8zS1rj7AEU4!XSDEtpcC0LzS25n+QXmT+^}3QGhV#5FWxl2Us_?5g!q_D%i~| ze-QjOgpSa63LM@6olnNeFQt79awf*5-|-`eZGCSB!Z+?T&_+_tN9s{uBKAwAApaP2fDixb7&U{E_Su`qH%N&63iAb{{FnIicyc|l_2{hcHD8=i8(jIJH}s#HC>{Rz3`K3GryH+a#k z$PEryDlOF5p!}(0utMoW_rh$Wq2&y+gDdnxw zFwmKn!wDvcK`8v>&q?AVnl~u3j_JX8w1_iyVT?|G;c!!y@nVksujpXL|A@R)!oDX{ z;l%e-ozgy1LX4XK#+6cE#??%6fqr@t<0Aic`QwGc#7B-7RE&q0kbYJrj^Gc_K%O*l zie3htOg(q_TR%P}E*IWNXv${&1mSaP;9IQ!L!gDpM@E#FROQEL9#8~^)5or_8}Oz} z0?h18Ew!v_!&t$$*k5za@uju9m-Rx;ee_gmH5@E{gXR`aYuSRfz%-#<(DeXt*ZDg; z_eLPd9ai3+bbFxvX<=<}L>8=&b&#XoNbmD?`?7rLQidS53(Z&(IwTFfNQKUNuhqLc z!ZC2qU(G0n|7m&u2!jDen5`_B8{H=Gwr3hESiM+WA~v&Jy`t#=lb2&TcaD-qZqLi7Z3;+m!LRTTbZibi(Z zQeq+RQ_gyq0*wqE#GljI;(BpO@tX@R7W)q+AXpvn)nT{)ZY0-2%Ib5Q;1&NFsj)e& zKwn{Y_*OMWWBM)*gB#t7vexn&?8$*|?{6X5lXrgrrjaE*b+M_K*Ca(F&6}Em)sET)YmjV)REtC3eLF`md?9y~3EDU%%5p(AB= zcxZO{PkTR{=(r%-`3&KdyGhFJ#DxJV(-ue(NcKf)-gL+hZ0U+V2{H_EY@Z+u|XmrJza&}ZoW5@yB-zdDEv z4D@bNGmrZ5X_Jil965`aqcU+;tHFxuF)r#y_9GS(Z?4Lm#$g*6>k5A{tp>hCLIHe+ zc|j?W08$$Z1ZDJRRw`$b)9c>)V?Kbi);_emxe$FYuUEGHu%A-Qk|OJVg$TA%kW8$! z`l7F5=Xz51-M!o0l69%FiwmVFChl6k+xeaT?pDx${VBYFdd;a6WqDEa-xD80I3h#K zf1I|dGy*Q|{mXJq?)Zniz+19Eal2?_@{hDn9kNpX6D%0z%m-!+^IzwhzO&6Hn|1gr zZ}uVrMB~d$_y{s|ze(Ao7?Q7HC{ES=!@6PE&6Q(+6D8Qs^iqLz$$*)C*U9gG4IWM9 z6J~MJ68M*1j?`(@4x!Nn#;kqkt}*8jFf-d-u7O6h291un10Ft0&g`(DWICne9v?K9 z7y;!j3(?Chd(MLi7dLc1;bO|t5F@@!H9?_hki>3)sO21v4K-A$@R)LaTg_Ma`+1O1 zqI>sUw)oDl->>sgdW*}f(YI>Zeqq(-S3r>)7RM2q3S(X6CDLK_}i1&wO!K)J&8VX!W&_9paC_awubae5Hy5AtMHIEdro z#9UbLN8-_0r^6v#GWnJstd^K<+)E7W)?%Q?psWXzj0KMc9!@^95`Y10utT|_^A<=_ zcopK?o~LX-O98N9g9Z8@?J6eC6CYu_2~dvUjd490qzv8lTS1ez3s~a`6wW_#0QTiC zf@UU(U8ARm5+|&bn38@|iM+Rlwe$LRRIq6xBH+6rfBdt~;TvEwt-Oj=Aw&dW42Z^m zCM4+X?3CSXkW!eT4#FtNp9IAaKasayi?E@UB?>!F{Ey$FlT3>(SI{yMVrae-A`gm& za&^#U4)UX^aZp$P0%-P*!xdNZkHGk#LH`_1d-TXZdf&P<11(L_2>{~^xz53bFkLpiro$4IG9L;JrN-7QObJGx9=9-AyK#abb_rkrYA8u>zPpdU zQpa-#11N!s_jB9|QcfBYbco?t&U4X7g0Q!qyWSYdt~Gzt{MTbfe(&0^J9#c$*Jcu< z)gxZ&U$`9jtDX#X+a^grDH77EU8m!1xHl^tvoY~I0dSB&sArP>oQ2sDb9Wl!Gr%DB8+a;#qonYn{2S8us4GLktHh{FFSQnOC|Q^z^)_n zS2yhob>HqTN%0qs z|K?FdNlDo%wg1o>A6~q07BNN>@axIFf&UZd3oo$4QrX_*(BIQGDSN>pZXnkWI=@JJvgM zDf@HtqK-Dmg1X)LLYt1{`K5rJNJ_u0WetaQYdEgIQI_E{a&Ij?@WKACG1MFbN6oxG zLN&9L{W?Pe;k%OT8S|ZHL+(w-0f5K4euW#>oX?)wir~=iDt(R*hwuEAjJd#C=(v%? zpYAiKW>J;O-nEa%MR#6q?qip5O%?jw^5Zfw4-fhmxj^g}1%cLi(HArP;VaMj%bDIX zuyTf)T*+&?+8rrD80ZKPlV0)Z$Zc=@!}W^XrmkG+&rODzPjxr1*uD&hW(at%bjGadc~=!@H1?Cr_TJFtL;Lw8qtKWB^jnj>_jHjk^s| z(Wql;5326By}Nh&O@2pa7Zl6E`u2a(SO*ev%E!==D-|yYy1=u+I7L#22*fV{Acb4} zgc7e?eF4;6>-Xk~VtfmRZ~j9%u7H%hkKrIZzqx)mDm3t3f;C@&qND7VAYlrreiHVE zm=k_S`_4u{d{T9x9FnR9lEUl-D1yu?5auoLxj==0VUp(OvhS6g z*$_MQMws^ICpp|Fl_N%WP@6&Y+{ca@{Ua%A?N+AXDoaS^#SizxRp+_U(Ny}w`Hpqj z1L0?;1GM79iAYD0?})t5q5D3ES53cj=w^m}K5^(PW*c+YpVO`}&P{2Pv9;OOi21Ql0(ZK#u&Uy2b z%Eep3nB*YO<^drC#t$tUuq=pEXvFd0SPZ}+2h!#5;VnEm3iOgpQCRBJLkdA^8|Y2Y z?xBx`Ik_*DqQQNZ7Y}`GkeJZpldxFghX`OZ#cMAD%(2N`9`fjsla+9ijGaid)kE&w z$S^7rmIiMz%*-H*&PXYz<7mw_0jUPFx$%(YlTyV?ie6z8bKTeeRj2XzqHRAr?JALE zU55>U_-2<^uUz9V^l8zpBH4Dzs znD=7{}j7+mV59ujh;qsVpRdyJLDi0i)RUvCpql0V)_!Hp_=^hoH{8!9XR z`ob(=T;woeS8K};Y7+3@*(9-2s7Vn#d$UwVU4MT__RZy%VK$eG(na_(|0l|8Ads*75SEfC)<48ZTEYZcMZNdJ;A-hVFAZq&6uiJ#Qk zzqkD>Ozxcdb_1gU!m2N>AK9ZNSL>@0QM22N&~)JV5_lgIfLj{N$t_R?S-fV?-+<5= zCi_Nx{SNZOo~UV_g`v5RwQ$=YG5VYDuf;K9IV>XA*8heJz5zQwe&`uXjqwDG^E7zX zttX|^kkPPFGMal^bt5GR`7Ut2kxRi45NLAGo=_avli3=kO~wt+K$!xlk}Qx|nVyVU z0s672u@uL`e}WB;v_w+Qu)$fiQip5!%4m@Y$eYF9I3wy)@@8JTd5P9i@!Z^8iDv_- zt~CD|SqTu|*>i2;iqk{bd9qIUoyR&Y4VH#9RuJ}aD3O$%R`-IUfG<0D8()Tink7;) zaBsUI?A@2Tn**Y4yA1y$@Q^p_HO*(f8h($t!=w)(7`W3y)Sss(MB$+57v+=;*!l%L zzz-?Otx6A&68|Ikz=su-viUDOedykQ2Oqv@pAX!d`o6{2TwqfZI)KSV^Yzti)mAX4m6P{fry#no zGX^97qW$|!OU_8ey{SQsarVc~|L_9n`e`64r{8fYo z?}`(qF~N`;zpkkB6|8CBh5V-SJ!`^b0Y1wsKsFb-RlA~*=>w#UTgv)F2uJ{Fy6WJv zwLD_g5-Sh_|Bg=E+e?=5Yj7}Mf0v$Y!NwkPYhfl}c_xSb@m*feovAn;e8hSfO$yWF zSI0BeSjC&C<XAerpdEXo*BHT2y;7vjr+}|@{(BSbG=jce5mCPWBShh$W+Ow; ztTWPG*fFa{}ZsxrAWu|2^ap^scAquKc!pdIr?3Izne;R(yJQn2z;@ z!y}3v-faqmuiwUeV7jVwv+>fIxW=C=02+CE$nF9KLr9SFIa0&{lVVcttdY6%YW{x= zeX{-S&8o%X3vPenzRh60@X2l?2I0?@pL7Zrm-GpeBYF#^NXu6PPyTtE@Zo{mm^U)h`gEV0BXjAi;XE|@J5Jdu-S$ZgXshlZ{NMbz?O>i%A@m6Neq>fai|>rubjj;Mx;{A>O~;pD_sglOb*F{QQijLN-;5Pr4*XnG z-{sn)yzE`;n_`iJ=g{w+vf6Iu9J5^_cpH~W=3RSuRgaNfj(M5Jpy<~9JL4SKeoZdV+)t@Ofc1{YUORs5dkkuh1f5_OhhD}Wfz8^i0?6iz`gwCf z;jJXyw2X@LuC~X8AH%z5W7uJlj+yvjTJES*d|Q;+!}~locl+Z*^sUY>&egxk0r_wW z9d_WM0D7>d>avgK>NWiYui#3TW)u3d=NP8GnwhG5)eBgQ)6UtlrnOBTkdgztG`cq} z4#>N2!?)aMn62(+SyfY^lWtACVCib8keD=mnS~Tv&Ncmq4wz7Fd~u!sQ~DIa7);== z4~4SoAqo^ot@lRVo=fFqY}90NRW}PGM45Ejs0^(n=iu011lBUz} zS?mk-kR^q=s>vg>4<>aP)SV~|4c{g7>)l3wU(dL-q+caMIBQgj!J-wIPiAwMJDsHE z#6|J6bpZQ%z~;E)TQ;e;YK(Cc-V#++N#*TCoqYH9x$D++^zw*i=iG=Xd0=w99Y2jU z6C~9i*mX}ZwR9gpt20nli7j?n$t{SaAXP#=dWUD^kGQU1TASDAZWd|xNBTQTKkge$ zm6FMA@vgXnY>8;o#7XnkXEJIpGcT1LF6hhK;6g06LrO?Ttl~S;-%*EUj+bA-{(KP$ zi6L(?AHA~Y&10b+`#Bc>N;*T9GA!S)?FC;#BFmi^mNn?C3I6L-F54HRH*)HQd>4$! zhr$}<{mbv8eX`s7JFYyNDJ4%SdOn} zg?c(s^?brLC|5bUZuAjn=B*Lb*k=`6Xb76(wny}Ed)c6CJ<8;?ewR$3_T9@Dsf#_| z_^x>sw#7I_ObSF>nUu9XmKuIXT=0xD@qk>w_-5k*=Hj}UJMA>DO}#0L@y(>s2zd>k zi|gaEwt0)2uc`rX%}SSi&a=nFYiilmf#~(HFec&X{pO15cYRw?`3J|))zhJk&b$(K zpuwr99IyT$xBV80?~g3a=Xc^hCo6HTk1FF+1T^T14ZU`!M7(?ZgiLEu`NZ8FXh-!T zo%x*1srxRHbfKhTA#AK(KPsv^Nfq%6gi7mL z;k13LO*80d+$GOZQzIyP`5mCGagH)<;^PNmJq9ny44fnr?f1SL)RBJ#?F5;xY7yq- zk_^L-{%+`EsI-;Da}AsL7I!1B^-v*mmNj+ule%^ukAAlx9eoneqWms< zM^bbWvr!=1*XQpJ#PdOQu*)!1EStXQcz-UVxDMVWREBoaWOKu8n z549XDHdNLDqcaN@fYH4Ox7W9O=FKwll`k%Um#P2=|j}=Fa1CpDaT09)ox#)(My3r=Ah2n@MNxDa6jk+bWR9+>RTpianYTLh1%+# zMa`y*#Z#I<_JOznuJhn-c}BjIamM-|5syAyWu?{#Dct|Cy^&q-+O@lpus?1{vCMLU zRy;CH0+^{_oo(SOe>iBoud`P2QCJ8?{dhm;UT|k#`+FO-_uVs~Q3%;(CeIcN%~iVb zwqImxGP_>ljr|?1wR1V~C^7{mbH>mpQE)G8Bo|sG@9RPpb)1H;v3{d=KFRXUW?a2r zT==w@zUD7&f4$!PG>%bn@`LyO{-R`PR4v8MF(pN$i7h{;(TtpuS7s!>z4XIrZ7>`> z%_OkYnY}eZ!b2UH<+bpJ35el z-4&I?)&UIB;&Htf#?X%)GY^8ngNT%j_|-xyOXBYLbXJe!ns&wyl?V7SG4~tHfw^=i z1>75W^}z?({b=1TwZiF1ev+pw6bmVIS-zqU!c@q6`*#OkHe|`oj_%3ovasye@ZK5i z-tdkLRkqa8FV~@Okkk-9`B5W-Lu6uX&};$q-Bl9#*h_Ojw&XK8xH;;x4HRkPdz^DUQTPiPtoFUnc#FrC*iu1XtaxzK{ zv;@mJXz9z)o~Ki-DE~u+p~N`_t1hV{2XJM<=t4U4$%Rk_2_v4hch~%dg8g-%G}W0w zT#d!)p!AeK*2hJg6aL=g@MDwwRH3x&}gD<^ezS1IPlmGjhZT*TQpC0~_{W>o ztUH|_P9zmosSthW@z(EyH&Jld?~Z-GHZH#1rs+ae9cr(&+-5c6Zawno77({!Mz>tx z3ntM=VfkWmI9n&X!B+2np+bS$9w(vaZ2gRVF6^p<=LSnf)mK_Sq;jK6tMS$!-E{AL z{b?(qt+8JG&~lE<2kdwj@+_Eb)`y`DV|`{ul9U10^Mtch;xE!SzkDkcX|Z9TWV63x zRy|}9I+e%;swOXjP6l~Kqy-J?zZ0jWMwsm9yS)IR>&1a3MUNQj>_#n_Se7SZKtTG_Cwk0mDC=ay#}`&Jb+3hrnv@~rvD+~;iY+TqMDQLo*$$x=R<%=K zR4*O;fGSvz1x0lib(}L3C^s6kR^E%Gr~FE2S=PdEyxq5lYVM& zEGAHqDU$W%gLaIXXJ>7J|M6CrlP?r5w{H(th-`IkR2KJ~0xwT}LjEWy`WD?~@SQ22 zpwq9~uaPo{-i!ip0Cg#DHwxfifgxv<_gj^?_JdVrVT$7D1q8a1M8CPLIbL--L7EpV z^bw#e`rd+uFop{{;MAlWGreq@z$V2c_Vt(bqj(|N^08r0C>YHDR-@D$c+=kvi=Fx} za7x@m8}zJhX{a1Paf2IB_%BWeJjK$}W;0@r6fwvg%7YCKdDikfI*2DC5BBeVH;BI6 zsN`p-6rGu=*4banGAX(+|Behir%8{T0&TjOH!bs;IA=TY#7@0ENXAvn#`xnPoJ zT_3@4gz^sGFDP0Puz0>tp5p(c|R5pd2+XB?DOni0t`?k zO0-2F9EhRJx2|5w(YN-2GEim%$WLOlE@=spbU6_dPM%iq3SLE#zd9EXE4Hkj+?gzR z^b!n6v5#S?Uc}w<8@dFNnfS|YyBZn7zw6!yP&}DjJWC;OTCO_hH%LrYISw45UB9SIAF5Rn3uboMm|#bo8j@qYU6WVVE|6Mc%-u+-^$m9 z;kaleC{YV4JRxqaYv0S#8{Ia&J0H!{fMxA=M*^5qQ(1@^e)B@4an5LMEUBIwUxNmx zolMb{#nv(@A?9h!MBkSx&vGOsRft~n5WuOg;T)lsA`{|a&xFok^{FKxX!cI60L&b$ zYH&Cx5&LGkEf}>B8@OOPF*p)10T#MsPfn1qze13W-{0#X_zS;i497o%@3h*;()J-N zQZ_DL4*dCuEXt`J*!9!p5Pl;IQ9J5OawhBR(Cbls`6fM;w4O_YF@2i-#nx)YE07;8 zQ*C-T&a9Cpa2quS6^S;P@6T`(>!ez{)jsRfpzgCdLBhT*?+x^eq#tP&d)Oft8bdP= zeUAkHl(fG^(=>lbH07T+bf1bb7C_zn+q!9w+JirVRs5YK&EO zz@2qEVn;y1b*x)WP-A`v56Z0_Ts{2=@AePgqj!*ZEMy5g9bpugEB?rCM8o}E{w!k4 z2g=WNxex!Hp{XDMqhA`hnh2SSs6cJjs{*9_r~qqFcN_Xrmv2^G_KRr?1DrF{A}R6h zqJ5DPfs6e`uKPPPhBJ}ua=?P(P*8b)bU~mx6X;M9DgOhX(^R0%w}7t;F`InJ<#`qs zKwU-wLrp?!qZ6CoV$r<>8|jI&DufiG*Y?)1V0$BWVka^g_-yrYr-lMSvGbjJ%G#T( z3oRcU;bJd}(MF3yPURyEK*B@oS-2Dl{#PCK-^;LcsONtbVZYpx*qK1n1_suxz*kH< z5xmvOtIYQU+1Ud3R_`?rS31ObYZyWNQk@ASMCa+0L``bM%Vao0N`uFdTl-c5hY; z_2_h_aP+m$ zzGs#w=fCY*tg(?}SbHh{vd1v*e_JiCi7m2NO}se}w%#8X8Mrqwc2m&zmQExB2P{@M z-a*A#U>;b)AmxDPQcwk$2S~`M=}5if2d%wEeQb;qq+E&uZ!2$tqKZ(>qP3vfZcNfA zUT0ubCh7Tb_lxVoaY66vl4v8j@jb}@|Ep$31|iA*CPVGLYlq}csWx+({0(^3=xuUSO;EddZq zlg3Md9AOQgGrchw4W6SpPwr~SKzw?1%>jvZ0DhDz!+mUx0pq;GB0ts3P?Aq`w1YiF z?wQg@4U=~{rFo=N&7R$JwD|`71BB#)!VgFmy8rgOvotIxbv{=Xw?RN`1M;%WihiwB zayYpO=sd(X%EN@jSnu0p0ZoRS6E~h82=pTBrSGzsMKV~YO8_1nC!ycxc>lI(eQxxmM?y~TH-9B&iYPs z=29kg$nZI!8>&himq+kbX(0Y*Jai+6#kqn5>cw9`Gb!VR6zFlih81dCJ@Euik-H%i zR0`?X^*t7BpNb!asQUrk2Sis|4a)0|5<-%UN88eq`0yLC~dchumwR=U4_oQJ_`{nQiaU#n`cm1Xo*h~ehj}MEvFRjxi+&Rea05?n8&$6#QsgJ00ISg-;fTHA&TEz_>rwXLwY=kx5=xQi!-k*ql1KLmtgoAY zz#na;i3R^zs{;TUHC%5XBE%beVdm^Ps#U)Q&3-1&`$OkG;-jj$`yjq)E0i9t70XV} z(rsljuqS_J4t#-p-~$sgmrGFZ|H&X7X8FN-I5~t~X&D)1411svR`ev{m_D>%wTK`4 zPMk?mY3M8mX!)C{YwQ8-C@5HRoeFz8QO}J{-x2`ZMSfv#+GYQ~@spT;kgU_}yCVgF z68>g(R(Ev4{jK-<%ZMzY^EC0<&U2ixmYN5w6m*A6D;~qxkm+;rXQr#GqvTd1G;HB} zeJ*$dK=5t{OzP%RY>Ki?0Yzy`^l|0+RA{&Q9%8jY$(AK&T#FAxA%|`Lw&yM%sc#L5 z#kadK(TL3Xf=Q4AMn>}(hyj8P4iyflf+0C^W3f&s>N3l@TG8hrOIEzx2B2k_Spfu# zLBRX#;~~zKA}>nhTvm6q+RFFA0P`%A2ja?sr=Kr_sCmiSoB+?JemD@oNZY&rlC7~j zy3tlc|5~QAnu`2KUR{J{hFMI6O^njfWW1mh&{4m>-p4i}2MbiN00^@ZzJIiiy7N*} zIi94A*?Fe1nwrp1Uo_`x>AtTK1od=;_k_`)9)Vm*WDT?0RjJ=w$6Q^#%|1E{ zd*3o*rw&D}j#m98kw05I8I~=2#U9$NK(1)R?6uYC(8-JH*bhC+;L4;C2;j5)O%K(A z^;QEKB!2LZ>PQg8kOKp7jxRGhqC0=^gVM)BW`Z*~MJS&Zel*J8s`TY_pZPbHY4!E* zA@krr12W!_7pPMtD5A!fehXS=bxnBcWJyjIiF299pMP*3bR!h!!rtwwbM~-#RpH)DF0tKQ25!vPSr#ID+ zh0aYQJSTvAcV`5H9|82Sgs5QLfD?5c`I}>A_XL1YOAK8f|0VgzGd|2^hn1Kgh~2;M z{rf^bZl@N5tA$$A`TK|9%{RM9I!yFGLLRctn*oHaKyXS6mTv%!cE~QIkU^k@s7r&3 zpv#uW=wT%mPy;%cd;PH^Y!z10t?6pGXTT1XiUM{zOKUnvR#!_nF~I@}xMHpC?V)q| z)eW6xP3~rd12380581_<7;C$K=F(qZk~>|lKqoX)pWy4+_rR%J*x(XR;2O_N3_Grf z-601^CM{9-sl%S278E}-gND>{~U4&*vI@2`C3U3$06fUOCd!5#Sv0PP@u8&G9IH7Td?S`lu zu0RM#n93<>qvFH{zL8&o&5HjmNUUiD5i@=gp5fMk9ZmA{w?a2hvDR-7Ew642Bn6xR zy^tr{Nt4@61Eb$*ao8sI+g8TfkRJd}>_8v!W^p>fMe`)Ma&Q5^3BZeK1gbx`ysYk? zq8O(4yf*}nZ#VX2xETS#IvnFkTmt3pv#|&zT7fR0F?>hn$3Kdr1C`sVHbh&K%2#Z zK6H6~E0C~dHB{!LBKN^N5AxG=_)m*i;deJx0D~lB^ZsLC8hFH%ch{@XwU^^NCWl_E z{df8Z_c|vhXVdDZg>7KrmZ%~6&tJtH9K+SxWnm|K-L$*6g932C#W};iFo=PUNnv(0yTkr+q~B(oL4x7q8v3&%aDP2|PN(rj@qcSbw@2Q2 zHtrJv8Ik`!^2KJcHQ*rJmj(=|0<%i)82DC5gkYUSw#@=KcPJQY0}h|7)Y_&DTKDwy zs9^T7E(Ecf{Y`|{E@Q_4WHy>yM{&iOMs4s(+1wiD{y#g+hVw5YwIaq<7E?%Ly_%>VtA-Az}OsO?6pQi!rjDNI^zNm60l6}cAE#U;0ysZ};MDj}6j zBDqEGxs7GjN*H9sU{=VujBy`~nK_^D!*5r=-|w8W=e*88r$012-{*UKzR&0Weh+hj zo#@ko9Md43q!SQSsaPPG*tBI_#IAi-v4=?JGsB#%JyZ4y!n7yD2K#8jzJ^IQLa3Cb z37XTYn97+@33##Nwz`SfwW}#gaStCq)-MhFn2>j1reZ!!IE`{8sxcM0>$KKaf`-FZZ5q_!cZ#{)M-^#97PK*oqqGdI&O=FSf~-iB zT@WTDPYkx7d&EYCq^efEc_;UX?uPnpE*uU|(}#l2P>8&?OQl`aJypXcsKiZuQG;(C zW_Dx*&}Z%t85Hn&fe6J4P)G6~CD%%EDyIwj0bQbB-6SI#k_m*EPTc<{tio0&kEkbi zEBhANH>&kntom;%^WX3si@qpNbInNi1)hn89e)=ow-Wp?l3Y(&jA$}O{#V2C|504! zhkn8VM~JJCUr`b0ab#1&pNu9v!wbP}ne$l#tIMKw=O?khtUIGF+yz?bj{vC&PulCi z(AD1<)h0EZt-AXR`H~$!mI=-tH{GC4#L|%{hYmP9U@@83;K5yZ-mPWb%M&tM*8S7z zKAa8hIp8OTuwHAge|>rHdrsXf_X$0Z%;O5Jz?P6rbKPXTve)RjSE1dN;WHH}{Xg4; zM*foCyyA25cB1h|Rg#_Q$dkT%V>58M`9zO^NGTIk)o4b#CPq zK5&_Sk zw~uOr86;Cs;>;6irOvzmMWz2N9*ut3Em6$r7gUbU_EB%S2qo=Qi@AmIvzTkjO+lb& zPzDO{v*uE0P=6{MiRK~?Wv*d@w^6lSh|>s$UMV@=jRkGtkWG%jfajZbty;Nc9|IW;{i84p@+V zex{@!*EMIx^xQXZ-oUQl?9m_nkK(})HiO>rtZ!vxfKLSHz6diTXMlMAWnlhMs^=i( zsVZx9;g+U3ix@2gB!V_}ufm*r|A|OSvqwev38)mnyF>&bqwD8^oybGW)a+6LGY33g z++2ul*Zft`1PlX*SGsVP3IPmrGlQEtRa(T^dz}Plef8B?%fxuG}2T8 zIlnp06cTBlGQeyG+p_)oV&x;fLmn|jTkSN>fe7e2=?7k`mrdTpr{FN39AU7{wCz>oZ@%>vT zhnR4s=w@1BdBpB#PPDG9aPBcP|KF2aRjSqN7bFq;)n_t3YhpGu&ijaNA!%tA{IzM35>tC#gA-a)W($b@b7B zI4TXKHzj1#V<0@S0U#As4pn?&Fz#)wzy0_EZ zDGo+3oDWj=3rKXz3(7qLn{~fXbIUQ#p*J>(L&y=w=lhZtWa;c{cv=S1>mstYI|Uf>^X0;y5^a z=#cJtT^53X8#hVeC6)so9M?LBKC*HU_!#6-Q@S4LfDZBNFz+egQkiMc1i;Q#(i2q=(Is_0J0gdahm#|gYmf#D#C}ZG=w!Bhc(gd05pkn zmz#4+W>ud1E2dk4t2NNkx`A4zC~vtBS`u*sQ5U0E=NL?wz7F-Ei&cf-sKB@Z*RY9r zpov@*jnRaSX!s&Dyu0SXji89Z8o&qkbe8CXg2Wd>~y&A z+XVH@^u;j7(v{!9c4VRb`+(%Sx#J3WC{WnDNh<4T!c9EfLBD0PHBO^=|1WNBD-h*O z{$G?cd!Hyr*JEbu3HjxV(7y6q$VWUHL((S^Y6zmv0OFg$_N9Aq+h)l4_Gj#!;gO(` z#jipC6i;WMkZcU8Iy6-e!HF^;I(`*pw z%%%B|6>`$IIFwYG7W(YYo3e?PugSe z&rw#!v9Vpc@g}u<>>~8!|#%$T}ED6n}B0`FL_;t|#y8>$lY@Ml#ZpyzK=NCjq2Ql1i=Y%&k<)vC-6Jc1JcaGVc)z z4$!n{Db_F}8z@WXD5M^cE=rtUkRY=^e>V1gg%4F8yuxAnAqfxTTR{=4!_9S>_sxcb z7-{YmQ+E@sSRomYJ36IORg%$<%yVenCJ|j(F%`Ypup!w&IomVg3h{Xhm|P9cTdN)G z59?WT{4|@!b@@9OCYEhZW+Abh$oj*=ys>w-K@62_!Kt8e3j>SE;`SzW6d&1yX&oMwW_itcjVX<6=xSnRBC!U z#80I^$UD*G|Fa9Pl9%jcwUuV&@Ji6Ty&2Y>^CY~mxodK4(tZqPG!6LzXM%IrEB5iO zK%?$7>uHk`EXClDd-3zL=NWh5oh%s+2VfhM9kPDu+q$OCJq77oQ>={>XVNQT^hQr^ zTl6Y$+&b^eoVqbm)|>4W!1S!q?C+W7n=ES?c{dB$VH1!{aEiXHlhjdA#{RsaN4+a` zk;NP0lJjj>tPm$^o|{OjJ)$pj+Y1bELn)T00=k!B9(Bj1A!27SZ%Xpn9fgrb%P58< zz+!lBi1SnK1ElmH73sLqcw}Dc1N#ULXPy?v6odpmOJ;iaSpwZ9mG#?2__I^YJ)I=r zPl@nE(RvvQ3FW~k<9(C`31ax}itC6G1edY|1kr~HqKHF_hk|U3@=F$=u>hAqa!U{2 z0BnO$DS#~LwcjlPi4=`Q&_N-eEaD;~dkTCjO0ncmvS&edAQD*o>b_2@t~fH+1OM`V z)*?CqB%1L1#S^JDzoo}ZibW!#7|5I+I`Xxv>;(`Ll&%%0YRA6PLDEGKV5HVbo(>h= zW#BZzSnz!4h)%;@6V2LP8)j{F98I$bVD9+FrUI`tv}PahA1NKrjhBk z(FYWM|9K1ib(Rhi5jel-`$=Z{jCtRI=oWRjLcIjb>kYbg5hW^{VXsQ=eTB|C;v-An zhW0WYk-n^&LYQChjd9K3o8yg_JkJ0%o_-H5ZAR_!QSb@bEOR-csiA^2P&vp+!@q{> z{@ZSzo{x4OX~?Pf5X5drPn^CFU6cLhG1Rzg;OCxwZvMu!r)+y`SO*gtANL<^*jzyZ90xq$Tbo1}t+t{syPRGz;HF0nVj zjF#2)wC{wDK~D7)a znn{PHCbtUDz1!f`a`%2=EXTHj(V$>%lH4R1{xp6p+#$<_=BFL>?o<$?k?FWAn{PjI z$=pbF(&xET)2R%Qk0zGIrWFkJ8Ebaz=?k?aCw^Cd3?a)V(|>!igm*T-eDZL!d7_q5 zZdG|sP4oLmA8F=R3u~gkwcK09jK_jufdbadUf}Y)DAxa>v%L8Qnvef^FPRA6{`X)L z@46I|!C&4m07h_azCNkoJ(#|yv;0YBu9}M8*_9)GBbB`%F(>0cGA{DBf8bFq>3XflvnwDE*3-bDNN7jpT!(;lj8S&?sDha81ey{GO z5)WhQvG34HXQSHj$|mhJCz=EQl!?r+3om%&c2@Q&e^a+d!LBjcQ7U6fImdGf+olQ+ zhY-%~<9G3mv1XN14f?*ie6@OmtdFFzDaL@767ORaC|TQ2TK2q6Nv)t&V?Cm#J)=OE zCOGk@Gn#!&hFv1N8$oTtPK+E&bWN~|4}TkrSe^6?_q)K^#26Y(fc|9s6(+-g%`|;} z#u+_yLJ_Y5-QhZ%ZHzg=bu$&-92Cc*mTL)zLJ5oEVBH2wGV9J6)Dv(aQo?{z7tUn` zm}Y7{k}(qj*cDwk+jzpQdAs2Jq5#vD-Wj8sqqt6SaO}BK7M4Jd6y?RYt3(I_0&a7#b(~E#!F!8Dt7|{&cUe zqTypSj5N9wy>u88rY5)K8YUJg24I8wn9PVpTq_8U(fdjdR)R}`Lu9~oNhB38GE4Vt z;0lU^Uyyvp6R;+upavxgv7pNs>As>1f@tvB(=?%xYjpl{LGcPj6X_kmj#sq%~$SOl928UjhbQEM4A|gw`ht6SyDLEkGiUhPQ1_Y>VW@dmhd5{i$ zNuvXl8E_CbSraz-@hX7l;pmHyu;U^69JG=mIL0Y243=4-W;js92SZopz$fIiTwFN- zRk`Sq;U0s%V0B0q#4U0%$`4$p4s_f~H=XhmHO;x<_P zIecUr>m+SymGZpMwtmlB)%^YIPehjL{T>>z5*-bCUw~0CVz30(_qkM*%u9s)W#%1- zTKM{RchK@>7A8u2{44)t(c07H7vsWqkaA?yI-E>OYL)nO>{kz^Id9~7bL0u9mR<{c0Y=$~QR?r1`vFrReFY;yhvnet);dY$$TI;} zy^#3K_E}avm0dv~E^w63;;>qhY0-GdMdm<9Ma$5BUZ5OdS>WitUNn=eJ9k`8CYMGG ztt)%Tvs?`vWb0ot$+~%6J}c0HLe^G(?WzyAAg1(@Y) z`~P`0ABA=eWb%P)r4(4kqO0dcm-f*lqsvg`2wvBQp?aJ;#54 z8Qw{(HL$u%BYv8`Hp!57RwSQit#SJnouf*{hpohG-{c$* z@ldnO2^I5?-NCIlIz;AAFTLTdF{;@^l<&;y@NfRz zH}4&*x>)Lvf<|kC1F%lE?cqy+Z(=9f$HH=xmEgpp~V~-1z$YP`7K|qfzHw*A39sCeD#FGG$)Rj z4WpG{qme#)(%ddK8s&AoJ6{^1q+y-C#qvtm-HW59kM~K3Y<#V{B%yXFX|>G?M%yl_ zfuQfJ269X4m~Gj1S3XXM@XOW_{p?I1DgRVVZ|7E_{rKcN%K2KfV3CiNMO#96!%`7v zM19rgohZDB`K z!Q^zq(j}KH+ej6I6;;knmk2+-rH~lEa;x@c`EaD#%XLLKN^xB&uV*DZ>cbv`zI7~v zBQUl6i_x@b;A+g*o&J2iiYwm!rf7u4zQpc;{GpE`asAqF837GVTaWjvtNW?$xOBv! z$PTaFH^}>Jb=oT+n^5?1M2$^MCB-QJ$})7q2h!vPoPZ$D!V{~_x{31MI!SKJS??Q* z!hpJzf^L4x<+ql>-uF0nKLmk99vILuCMGR zvpc~EK~MXBJY2UApj4<>jBP-$*}&lDYkFC*^z-});(d(xOk=33JXEN;a|iRX`a*|X z?s13Q<<;Tm!p^N~7~g3;N#xVrfen=5k`Kr$FSCW8- z(GvuDJaK_`-s-{2RxPW=IQ$h*`uNDTO9-x-YsSy@&_|yx&#^W(d-(n2%XEL2&Hc>R zyR3H37OU128aj7Auk9sag`B!I1@FuT#&I~TOfR1S6eMLoJUn%LAWFPX<>Bg+Ro?=V zyUxYd$?EtEwe^fDCiO{|n*f{(h)3Jzte@CMiRUtk^dCbf**}F!mq;v@)`R;oBrUHeFz8t+*LH@GJA`p*8EC zEMl_4HLtmB{e^X4MXBvIlT=h=zEf(MaZEK}6;Oba@^TOFkKy+8v833iC!xR%KXscV zCKi5=RBtnOuy^dj62jZ=6k<~Ue(t(?@Eru%*P13;E8uY948QyL--l!-F4E@dyl?2B SR+pl7M|BN;c&T&d`hNgU0FGM# diff --git a/R-Data Visualization/Visualizing-Quantities/Graphs/deceased_line-graph.png b/R-Data Visualization/Visualizing-Quantities/Graphs/deceased_line-graph.png deleted file mode 100644 index 5f03b00b1b5696fd53fbb2aeab14c21b76a20549..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 25065 zcmd3OXH*qUv+e*YphQv0Nfa@Vb4F3ZOB6wn43cxsVI#OviHb^2F9?!Ra!w*SNt7fT zByI_kGq-2({mysJI_Ipr?yvj91vAWa*Hl+mJyrFzFIAOgiOLJZ}2&bS;k#kDDozK<%7XZs?_(c~dkuLoez4a^o4- z6@E}E-=6;cZ2pH^g_Y@Yud$6>WI2lDBRkeiA6{R*I0c30VCU-@BZS_5BoC&0!~0V> zVfc1T%n9G21v;J2-nTne-=7JH0@a^6G5F01|E7CY3>W-Jd9y|UexUwpWP$JAA_U(C zK_9RE4}YX_b8_I_^s0H;(G~CB)F=O2>iiAN)SThLxcII79;b`pBr7DPvm>Q7p1k9U zl}5K~=cX(iddkxrb~bARzb((a^70P!6|NN9-WAw6>6>Wqx>efW)_1pDbo*$cT6Eca z#75S=WxK)9`$G*qx}YK+Kc|4F){LX}#x4Ei8-X+}20E7`ti61r6TS@ZPJL<~G!2`~ z865KyKQOaBFzqbvp@ATgY?ZX|ow5VRB4r)7Db4j zh8z!z>u851F~2iAw(U+99e1UWx@MBHS^bz~)TObqK1t4V|3)b}QL{J*8u{-&Fq&ta z*Avl6_7NDDjktZhOpNi`Qb+$xAg=MlFB6ZOHIGadm^HLczySqL6HJI z&)A3XnAbB6!=!#&j1qQhF)#halg#xfE1gOYs-hozjQ{vSfAqZ8qx0uGcJ-6~8Lvdy zv^un=8%}8D8&($_B`jUcW=v+)r`ooIwP|0CMA@jiZS}$9WQzekva-G7H78He%RhF~ zx4LpasLu13><|CdwTWMAcRtyc)p#F^ ze6%l*=s2+7-j?uR7N@Tk=w=kPtb40oYt~*czrOYQ+pYM4~BHM>v`A-fC8yAi~ zNn&^nE!Jyew|oXyt1$bwB(X!K27muu+Q0Lp*_;@H5?RHpMtM2 z`D!I!E$g~+dFo?leJgs83pR`EBt7ymGq*^@Zj+M9mZ+1e2y4vz`Pz4i#1W-sJ<0CH z%Pr56LprqB)0V4r{C-Vwa~D@Qj2Xs0p1R+3BvO0weqz!wwkq^dvq(>E`82;E7rUYO z@W4KYe}VZ}PPas^!?8YnUfm&o^iG#pL9D_Lv)}shYs)>o+kP*td|>mnY)nIUk&w36 zO(ipyhq^zeiy%?#@e8Q)K~YpuOgFUdHFQ;DX$BmQ3mdvVv?S6CMUdP&*B+5|l+cVL zpXh98-f3gARZAkK_c?4{Y>aUZ@SL}kIdIvmei}h*n|1+9C!YV9O~|hNWNvcu z=~l~FcdeKDN$xUV!-92B^4}w*l%-?6YoGe{b!_wO8xJ-&g}dt#(Goe+|8kJ+%8Q1&}7`Bm6+yY2$1z3pW|bfK#?r;nfz zE@5y)usJ1-_qhJ=!aN;PmHAH|0+p#Nm5q-_ysrc{1!H6q=BF2!=*DYk?XEbVe<$w0 z=eoPoa92n~nA&Gi-{XpOOP?-J3HC(1n(ok9`((jUr>t?(-O(;-z~;G%1g-kkVara{%SUSu)cP03&l`MMrkm&bUg78_^MO`0YG?MWtNtUbN8Y83d~3TZOit0N zWy(iW2b9mJ_ci854w3$rKO!XUutS-FCB#Jf7k(t#maE+JX}e=zyG&nKkQr#pvrkgG zT}v}0kQtR$)l^}pT-P)G^*Uco?aR4|;C>=~gUo`4`JE=o>^c4HBcCV<$?(P*p`+fF z%s_V=-zO`S5G3$s&0-?lUsRmU$M58@{^SlMlvuuLy6gK(Yc6o7n^c=4)?DufKE|y2 z=xbPEk+bBuq*%3&gNRVd{?ca3f~QcmzvM3>2HN4vDtP{G+4Ge>PsCQ#j>70&1g$;D zj>Qf=+&0}W`q9t{+xc&|eGl-WU`-tLpL`V95;#25(1+bKqf<`u^`W`dC9uVRId8v2 z&0KF|)K7ApjUzms@AqDw%1o3&@zHTm!SPhhr{TuO9;<=V)1Q}YR$nXp7!F%I)?Ljs ze)Cgkaev!SNMGckg_m#9;6!kd&9W~gdaqA1L)pS$eh*Et8sY0V5NF}9dwg&fLUmmg z)2@gjqt(hLG1Gi{*lAj2wpYC@IKko3G)8j;Mx8#vU;3xk$*;&J?RFRZ6nJ3?&r7tNudD_xzY2LlK{;QaG zdbg}RSdyUVbL!&IhPM2SYZ=K_+0MFhV?!6M(fpd{$fP96k-0ZzU|-(Oxq_rN*1FO- z{U6!3mlGq26MXXsnv+j<`xm{!(YCUw`fkP3M3_6E7nBuX3Sg*Z4k)U@? zJY|)3`EAg@kSm(PIhY0=;r>CwF{#@RqeL7J8Uo;+qZHu=zP;q|dq;_&qu&{4Z@}S0DO%96S^o32XY;%~)3A%2Mq<`mKmw zS$2IO-+y;_UF&3`sHM5?#cBdtuqbrS>7{g%-6Z`0@3Fe0=q2p;$&=|{(6SHJUx#tu zA~UrN=)O9}{S58WD)1 zbwgGQ{U3{XR~4VQb=>$wE$aQqv%*0p@l}hSmO-9tSYnptH#G_CUO0+9^3Qv;MJZ!` zKUIg~H za3}383jH$hnVL!kSZueN+IdiNyS%|!!gu?DM_su{|B$|in~0C4sC{U0*SxM<-1FZf1F=q7O5Eom^Ln<2v{zk$a_#t&2Lk{147xaJe z$E7X&R~>g2m&eMQKZxm7I9)$j4cHr*pD?L&kM{jxyY0UNE}kaC7kWyo2j#W$F8|MS z{l823|Jj@MGW!uHyAc;Igpec3pfy+1x+bL^isV-#1eKwq%t%u8`39F&1afmB=;Wa8 zo+&vGHcAHI^QJvU>yffo|5K7U~)B8 z(S7z}=apyZ5EZOJyYNUO&o9he;vGvwyH( zN%$R*J;Mc!Ed~;VDoLU5dzuVh9dy?aMr_v-rh1H*F&9c%02LWY;UYV;i! zb#K>Aaxl$~vQifa&Whka|B4%Oo9}9-ZJa`$@PKf(y?SIs=bIdNbzq|e2pR}_@ zVwLrvrs~&$-Ppj9WLEr*clmE!hf7-}BAk<}m8x@Y1k((g_U(8okMTuoYwFGOtnQRr z=Pgwx>}(Xi6d60#*R1)Gmf>I9vZeH`yRan3y|E$ccgn0)`SwcA+J4XUQmg22G;^rHn?d|@3XQFiRKyr4EYe-}4>Va6W=L4sY zj(S%n<{y%bspk#8_pB4#O9G=c_geJLTV;P`ts9mf)jzqWbm9|%jW;27W~d=7C@2v= zlMCA^RB!geNR~+a%4NK?KD7@QCS<@i43Q}Hs+%CMlbY|&duwjlA8 zYvf79udh&Am7*r6a}7bf!$&2D0daUoTD-JlFzoM)8?z`be1h!vdPTkDOI024?^0J> zoJyX4FS7l#XKZmzXh{HZ9u8)gu5_IbyV~$j5OzJSap8ohxz6(;UkSr2rIC0-e^Giz zNcU5&ox>$*mWGFAh=)pPGLGa^ak#&OT*+x`WD@0E7h2+g$CSb+G@;5`5}_ehp=Ec8 zhDAi(`BK<%ZLbUHrr`x5v&dESgPQ3dx1Oc#4Sdh2K-`uTo*F56yQ{6!$fsL+-!o3# z(Ph%F&I?Oy!<5$DcPl#NhRLH&r&QCd6d7VaCzE!apVdtz5b;z`ofhZX^sJ)1u{>7# znx$FD&AZ%@)a*BJ4PTeClHp*!mz!g7sK8rUsPr5TkHqAid^tW`N&5|+l=se5!Vy%e zbUMJ3&MT_pOL6_-8Jim0alyJr@#0czDRVR^<|+u1 zsv@5%(w$Wpe?7)X!?>O?TEAy%!gZ<9{3HDAop+?2^dIr`xX*`uUA*)`2_Com=atqk z`^Letx@u|h_!fbYFI-`#>CnIy+1G{_d8L6Ii&XDWK}s|kk6G6;k+&eZf!y8&mjye? z=7uVpi-^(#r+qXF?@Y*~--lPtghlxtM}kp5SX#qD#1bN@^<;BTOMn--^RR3{bEXeJ zIdi(LHHe*t29)WuSW9O*c3P^2&&Zu?ITsRn=7g@gA}gU4XgMLnA`%|=wDG7JDISV^ ztro;;W{$}@+`n}?#ItPWXpsq-XDn)`QeWn-d+00j^BWQm-$akyO|Q_1`J!6V)&CBq zfav;AgQoR)s?|?LSn7mt?EQM%M_z<;ut_kXRz6;MH7bdXL5F z-%FYzo#`{ZNtR86tp?+DpNew3pKLnafCI3_3$AeThCU}XQZryxUMRTKi9!>Sq2!0? z={_*DhPtrFv<1LM0=<9h#l;e7M15*=Z@rj!d2Ytsbf>1yFMU#3>JQsW@83c`>?BX| z=6G*LwkZ)^lDV*jM8y5(x_D(+`d()4pv89TzlEX|n0UW^Fl5DtM?;nu3X+ zCE8Gisp)S-QwkT``8cDc%E0lB5I=$rBj?_o2(IPkk?_fPY5+*)-JDA|+^YhP0Ab~K% zSP3mrrC-*3iU%&=SdNI=X<|h{SY*2E86II*qsDA_7Yb>tO!f8QrL&>sxz(*ks}p5< zufu|LhoYY~pG~(7gn&7UWXpxNAB9-CH6%Ga%U zbF@?M^J~NI^N*^I+SO9e?GpY~YJ6?(Rh3~!@8Vj9kpP2ft&0$Y0u#TnT`DtKfU z_2{|UR9fSfhZ@7LrwFdV1EbCnniz@`X#{Q~?(jf&|JnK?1R;xo~v)yrA% zB~vxJSjJrLLaeR+nG=C&dkJCW`$r@kRb(cJn!`OE42x#TTJPVBo%?44>cK-yy_GsA z7a)bsKl=xXy4)u+?)2^#pCyxFYpOoockRq?Zw|9cY3nPeD&{H)l7=7?$+t5{z6|2& z0y_@;a6x>6T)0%m*cqP4D~L)}iJo@)_Os72$#CHfT!$4J-Z$8vi|oH}219*VK^8CU zlIDJ10+LZ1M!|cq^{;Fkr3wa|Z|i4xdX+TKB`4e0tVY4Ui|M;mhN4t|s1p@S0*)aK zm_n+B(4olnkI{RK;Mt*u(n^NCqF3zID}*88h`&${5xgbXv}rH5Q-?;;2V`e^dZMhd(j z^|&(-FNcNCc+lr-CLFj?215Y~W@ly5IkQdXVjalBIs{A+P$9u!O0i(q{UU{lwBTv% zO6l(XU`a1~k7WS?EfBDBBs!x0dd30|57EzbDhyl~de&hat)D<^GxTLW9to}WA5!ET zzGTnBULE__X;1-6Wkm6%9>6YYkSzV3kLEdzSM|6c_MGA2Gd+vxi(j)?b@N#JyWFcS zWNm7D*+G=UJK|gfL)kxw7*diKkEAB=ba|v1>|V;iP~*8-uy&L)-F}^0Yo9fUGdbvn zN>Y%$QH9tmHTJp)K$J_CLJ!PdYX33{B9UI7oyX?f!`)%dRdhrFxN*nh#~M2I{qPAUnDI(9+V5y< zc={qFW#$zq{bRl0d6b>PT@5{KzWeA#W+}UK7Js0K_owhT3c*^|`6Z9Ta(JHV{8YE* z)3JyCHV>v!uwyhTK|eJekENaVoBL@$xvwX`|cx9*nf&RC^E$nU+UFSu9D4@CyD zo@$hE9Ei2q^rQXjLa_1aiAL6$O@k8WPZHi2-(S_e@Q!8lpOrv`zLgG=PrY~EDT|kK z7BWi=P^AARd?lBgVWv>{m5G@15IxFcWx!fLG- z{qdcAv|vFKBWA*Z-AwtP6sul}ND#oDiV%PK2>*wfNxIKKZe1AqxG^oqokY1uO+dGn z*uRbe$&c})MP5%54(FfH`LW&m(BHc_v&=;|QTmUG<-9ePdz5cVfqQL^B__a5-n4b} zR*7HsvBLDVp)$rGOl(I!S`^;^?Os<$Y4@X+e&uNW;qJDLar)U+YwsfnqGfHCGP}s! zwcd`A$u@$qh0B8wbDf;+>4rcuiIeIQ<)qSKgAZ-;*+Z%SIdOVia&qG=R~p{d!0~61 zydev{t?umG+OoF&lN&`#@}@sja#-Hc$PQ^>cd?udqe=$}Dn{{xd3W=+n&$|63weFRaIts~}vS;1cJJV$Ee1tE5>Ox8xnQghkGkZf91? zZB7u({gxgs_?Ytp$t8<^8rZ|Ay>?>aeHn?)4@m`4Qj7nO6J{bUx|hbUXnw&Z2zG*o zghgnM=7Z^{@40UaT|CCMMf{41VjX!el0ik%QIL}=#m}(0(Jl(%K1PsRWQwKqV33T> z)l|ny#8bYERcM_TT!=(@l9&$6~;$V&)XK7(gqA}@knGYUce(6xFxS!oedrqi&` z{|c5(E*6nQ=`nxZYrCYq=H<&}v`Em@3eh+#3!S>U+?XkX^?^YS2_#;qVK0+?k7%W_y&+KCA6aXlAT; zH2otVsjfwy0i`Eb;ZvZVGUF6$VAem^fWvXIUFuY~w0F>4b2W=ePWTbwr;!uVl7eem z0wC@>oi{bMML+9111p81nc3L!BUP>%Nr2+Dx0Xq&=f1(;54~ZEyvv4X2`{Xa>=&-D zJ~081ei)mDgqfYl_66!HkFJATOZn$T5Ey`;2Y zGx#Nxa?bg1nM6-j*0-tF@OV<@vGW9mrTYFUWT!1&F%YMg7+)x!<~k_Svyo9Mt|{j+kOB&j zSEAQlX4~KWs>7cH)$ORGNxf~~GNrMTezZY4A77d>J2qRec{F?56Lg}|S2j3x=8G{_ zEJaCAC&q5k3>J1u7<{nY`l)99m+Mz;;}oMGoMuV$O19oIN+*7l!-6l3tbvK2je3fw zivSpr>uz-X+`|uF=@CG-NFv*2AsQKbg=SF%HwMw>pQ^pf{o&vziz3gqUL{NZc7AaP z+m%RX0=r8?F{lxPsts-ol4>fD)qlu)`SKG^C35NVCY%N31#9b?iaV(i1s%=+f_Vg# z2gPLLg<4+Azi3O8BuiI;agEKT4LTe?1kC-JwU9f*l^)hIH@u?_(`={3WT6~{7-YDt z7)P{-xV-Q2Zf^Y0dnDKRJon3L5bOjcKD%Q`b0`PdiuKYN1A#oWVt~Z`&{u&^ia{47$vY*@*j)Y>7mmOqA|s-L zB@TLVKBTo$Xymd{EGL#up~pF0gk1Fm`wJ)^*jiDK6=^UkuzhSr;e0vQ&)hUkH>_VNd+GG4>t`Zvmk;yqKHgo zsnPI|DC~@^&BZ2-#jCLVg_pqYvOywn?|FLJfe-Qc-;lj_MZmV4275gcCl1MbXs!$4 zj@&^8VV)DgT{s87%vF|8s>yqeXaOmmaYdJkgrDJokN{AB{)_50G)qPN6}ng~fgvv} z{m0^)0r<;cSJ~umH>OdNHiC9p$n0H@hvPoqL)Hv8%WGsYN{-mxzjwkAlvKC}Qt#n; zVcdmmHyFk?P6{&n>;X;lXw@DaFk<5Iqo&gYF@0+RO)b8g3gzzG<^KS3i+E3mp&nKK z){q{hxFKZ^mn~%>k9E)8j)f%y$@9bheheHfoc`$H0tu3_W;{*_yS{_3B{hCPXQ-|r zEa|0aosGFZ{qmiCdraH>0~+3oqHm8cH%gMO1m$E3en~Z!46^>g5F~2UaDWyhDycpu zl{_pg=i9^<)Ln@Nq{U(EbJd;UdQXNi^jqu1oxPz7cFNom%9Fgpwbc6>?AUP$4W}$u zHSwEvJ#u+nw};;@ZHKDmmM9b7wC}%cAt?3=(^a$Dl;a?NSVQ;gzN3CRWBzmd8_)Ut zIXr&sIv3X*zxkhh@4KB7F=?71@k8cW?Rno?jiItmi3pj9WIhwy@2OTACAm%q1Md{_ zJ|%e=Rsrw(PTn=kRd_Z|Z6fL6tCFEC=0V%hQ*c=9U0TwQv38tHse3-W1J-Ljw;$m2 z;gFE%f0{fHt<9*eEacMiN_p@ky71`tpVr2pHD*Gypy_*;y?(G{V--gG*UFR4T1VRg zMzB5A3wFyo&wPg_`jtH{1&8Pf)f|Pa9nNDhqoU1&ysJUh!~P_am)PY`QU1)b@!!k; zEUMv#&~?e)>yAR&bnj(KfJxN(NQl)OEstTg7kLB>R1@(3$2LXOf3ztUB55eh7@t?w zB$6d(trH)&?9Llo(Z`&Iw6@Of zw6rQwjKhwlhsW)psKA0IjHSf@Y0Cj;Q};yL^urAg3Vj1>X96uaDMi_F>k=MLq1Jl|Z;c(z@Syg7VB>aVfTwFMauf6<`m zy5t}Sz=%XIuYJFvlet4jtn=nd+y-#1PSNWLS36$8=yRPp(lSZP*Fwgl`0{q`7%ApB ztat3CQJR_wzJ4NlanIPN-LU^!$e=?9AxN)svM(w`8`Ia;(AA6GQjYd; zJMPB{k~Ydaf({r|=!Z)^%Ec@8YJ+xS_ji%QxIc|s$QWR0T{yt_m6JzZ1J7thrW!`p zQe*la3W;ZpYR>M3l{QXlRx#5_Fu>3i_4X(1{}n1Goo+;QGgN*_03H^iy_PA(Du@p1 z)8K7P)4_xsEj#SGditfMIk?Yr*{u3=!#Dtf;;qc)`-UcqdQXLWa&#pX9L9sXiMF&MhiO!l%O{OLFt^qDQUX#+R;%u zOcYq&OQCP|sH=N^xE*d;!m5aQL`0-0qu73iM=HuHNLChOS3rq2pJmivN#t-(v?K=M z;sez;0GAiyVljPv6NwJx2Yh1HmmAv}hA~{f(3wYmLX-Z~Zs?a6A&5^|uBc*qEkcOM zBz>Gd%Bf6IxdfNbRK~;Q5(6W;@W4_mb5wqJv1R^u`y%yF>Er=ZP*Y1K@ZUTX(o|7L zZqjzCiX2V3PT7}J2>+{P{WR;Z@@%JPw`IdWmxWL8jKm`RWz=Fe&^zFbxe;*sOA=xh z9EFI+Fhwe8^CzM-rPmVOm_feKuSR02Mr>kCC8Q0d+yv^*E8LmzBiOMInp7qVsXhOj z=t$Px+h~5)Pbi!MenCNv*iw!6CfBPQ6*wr?PKMIb63V2lgH*=ot9L55931w(>r-tr zfg}K_`L`u=usE5sQKj353xh8iIaBEgp*%ZDB9uuQyYyF!m$%lPhQ9;KCevNVpFl-M zKpPiHjvXa~j%FH2lV=L+=o?r1g@TqXN9f0^4mMK>i*O*ruy*p-`JcC`&Ca@Xg|1n6 zcpZ~Yh7{4-KHrgG>#n|H_dHm|y$Lgn&#aFJL67Y(8Gk9XDE|2u6JBI~#hh5>?_)QQ z<1t4^+o?T!qhElCU3j(e3X{7;%Q`oUSmkAj31ZCJZwIrqyb&*#-CdWYw5T5j=)xnv zaz`&xV0MLeu-O-FEDSZx6rMQU7#9`{ac50Cg{7P=apCSUn+S(Kj*MY~ zVAVc&ZGC6)k#X|jF;CF)4t@kUYw(_%o$u9q!f?9XJ2&jA%879*ZSDboC9!8CDpq&0 zdQuKfz>ca1O<}xahYnOAmiv9_Sg`S^kg+x= zMitB+13C_nldACiL$NgNlii}VnK1o@t*_AqO$RN32T98y9f441ON7;lQF~N>i%e`1 z7L{!`7WqkTa^C5Ah6bOal>mwiPmj4OZMZBR0N0@nM?=RDT+lw$CR-kJfN<{;^PbG zAT@!-d?Z1wvIE=bw$G5r72(x1WG7A+f5*FAY`_Uf;vz?6oIs!L z4eAqTc#4~0uU$WixN-pHZvgLovAx%|q%kcjFy35xXocbOusuUi)HDEkOyZ!}f(u$7 zm)Z$Tm>7ARKv=GEm}%*0bUd*fVYeF_J>d8ie1MTrd;>Pe&o7dP;S`-N!K&vhMnR-x z6O$k^+R3SLaJ2db_S2vpL2!hExe*=+WAD8LNtfC1xu3<_y)e%VHO~sl=beW$1$q9I zo5L(p+RAnTin%JXq`eRRm#88v#~*oN5+BMwx^o&Ag@l@`()!bW??aK307aJ%O*N=j-^%$b~My1ZaVHM!Nh z2*@f<_t7AM%DRm z%goTyCU~Dt;4yPTAaRSsNp*K!>vvHqCl8BMoMq4QGF-EIZM`SBM2x=0A z{FZYzrWQbWyFv$oR)td13|lZBBlJ!1z~&EVG7kLqu>&~!hFNoOBkU${zcvicbU5{@ zVUGX{rhe`vy{v|w>@yaN9*fqCkrCekT)JES9s67;U}|=9 zr^L;75lC!;7=Hf*83`k)xxnbFJlWs~m3d*2y(3eCvDIMO%pHJHlY(RhOk*zhYVe9i z*oljg9B{ffb_GUxTnAM>BGDTCa`Mc3``xff$mxLotQ`yVG4p?nZcOr^{rW8>9-qnA zxeIn-6%LR2K}|4hu{l%Qezt9B| zGUxR77bYfo0^-q-?PUP?TwcQ=R!+I!|1KpR4wu4V1%?0d{okY)i_mx7+rZn8ca8l; z>HPGPe*DXE5`hAu6iKB}Ix`wDL!h~bB%x>I_(dX0x09Y9Yt}udtx0qcD)%d=xY0dH z$hi~Iqx=KF1ngsymq9WvuRZNi0{;bcW>LG+5QanFE(JfMCV9{34916`ybe>L80Dc3 z05g$DKQ2bq<;7P$=^O`V$6BHjVqGBt59@ZLX<(p9i#f(uX#upV=QZXnMkll35DfW; z*rM$i)&*F^M9xQ$N{<{B`zXVx1M!mh;JcwW{n%I`YMPXsOks53YzG3ibJaNlLP71O zIn@x{GyfAg=t6H5YM5DSUy zFyj8y4|ao#6y3f{bAz71uYwhx>g+0)jowlub`Tx;oitt*0)eIS>N%d9_`H>#qp3Og z=uX%uxE>INeI+z|4?uWY4!#u{z#73GbZ&FeMzVgLCzCBxtn>U!6IPtM2^fppzkEw*LC*H=$q0xot|1Mf;Yo8}NMaqc&H;H)r7>`} zB_Idaiuqa2@jRnW$uSF(Eo-Da7{jb#*AHc6F)Q6hBatr}Uooir0 zY;@H7%D%zT6}wHhM$FVcMma&q8%Absm0$ryq-9k$fS1pzYbbj!l0B6R@e+dsvA5}uzhdq?T8L0 zs;9JRgVFz+FNiYMF1t|uzS6083JG~+0|%5Ie_AmbkkNe*(^LVDA=L;(tVIelKxidb zp3kQ{jF)z}#)pe4hRbYP!k~yNg_Jd~Ne`1l>6tuYBB7Zxt4dGYNJ3JKT)S1?olc+GDeC zk^FkHP$W`cyNw~Th9Ymkg|j?R1e2^*Cmp01|*{dZ@2T7s81&@to3fg7e|tMBCg{=b(6mvS$rIXQU)7p#raN z*n`+K;4fj|shtYk`su767DWD1uQSkv4D~Coaw0+tfln+HhQH>HBG91?(mA`}Xypf; zmIw9ob%oDBzdhgD}*Q_n5;cl>sjUIpoe{jUXcA7zBP0?G+ zf697SfzP$c2PGrQo~9ng6ZY{6ZQVMr8;8p?nwYKR<}KbowLpJr{i^-ph{mnt#9P z<-)LmKRX8wbS-1}f>Er&!8rp-t)}Z?C%34vp^tyxUaD5h&$Ib{RC7yskotqZHOCmQ znst#)kJ)UoxTeWjK;Ol6<2+pNE5l6P`^>vGeYgCmsbp?*DQE6^QY|DQNq zLgZUK6lMk4SPMQQw?|Rlf;VSJ+m)^9595;ez5Tuq&u0Jpyz2Zt>9uyeskgxGoaOIp zNISULr?iBsQvHl<-+$pIyPz;uP_Hd}vaPMq;^vnrwn{Jd>VqX$q4@KQUD!2Q4?*1! zQiDGgKEtLGS8cymB@VbpV{t?5RYM;rWmW;sc`{{`vdXq{x!ckFnzSQL=|4Br*PN?8 zj#i&;5Iwjs?oOjyQht2XDOt8rm+IdNcI+blP3ZqkP@KJr4_z{lHo)*)F3?FhQ za9_KlVoeYMI0EjYp>7C`TklHm;eKe6yR@R>2Q%Dk!pcATX8=H+FoX zG!gD{NvXN)KsU)c>xJQ+3iaNSZbW!YkfEtDeuR8f{A)N}qGkX208SqxE0DhH&Ea?j zE(+|@&H*m9Hqwu1)dFl4J7XqZ?G%LA{LcXx^%r_#bMuzU6@jv{q(6~HJl9>0rUs`A zCdR&LXIl}Du$C~rc-O1Dq4H4yrAWWxUHb04iaH5FCZmD5|1LF#xk0g4+gn-C&uAx4eZ^edr7C7AcrC(|mj^|OO;VFAx+ zC{6e(4*9eY1u_TxEiU2On{=5D^C3_SQe3Mvun~)c&CjBn;76yL8^n0 zx$4hloe%Hy$Aj*`RH;H{#YkeP7#RiwJSl|m#YUhxVO(ew?s|-<0*{(P2s|Jvv^gAh z%n(9bFtO4`fUd&T(7wA>$*%?_#3SkJp zgk$whc*<+{!Tael@cTIM`yBB5_tjnL0kA{4!iv8J$OceuJS-7TKWN=RT5t%G`Wt{- zU_{`7KPR3FWgN>#)0wR+!Hep!8ix$E;Z7-paFDgQL7xZ`hNsL0Wf-UxZnllErC|(( z(R}C}Fcdr&FVaQpxGu%hLk>m4bXhKq`~b!5cIMZ;1Q0?-Hf%OF9N;`YdwMm*=Jq@E z%KOY5d{83-q6;W<1SnS2s$;v@BVTTTHXdXFn4PGwHwsKqv>?JtxdUZ>ypHBd1BdPw zNHFA5Ff**(l`t~y;mR~<0zy)+f@JHz{)I5W_->a;u@0FFQ9;m65Fu&hnfh&UsX-kD zjHx9@^i<|Td;wh}fhj0Zi3Z6=M*fSS0H4qSC<&6^~3xYbZ@aeC@zSH9=e{r4+U~khF2rfpv)-vZ{bQT`4@-AhG_GO$c zR07Pc%waaJ1v|4tvraA%FNm3V2^uv1RVvp8C`j(w@}0!JfE0C}qD zhi#7=aNKEhrIs8e`TP8pzsx1}KJ`?AqbeK+wN-JGJAl$dRr*z}Js=cg*umWi{{Ics z071k;s1p-Q3XUQ9Z_?{PYbl^+1i=!AoQe zckjVXz>nv{jmuuAT0v67urYm&p`(SSz-(b{sn#;)q)tco5RRcX{9T2?sI*a$b`f zCQO$F-~(nBk7(gi8^!?&KG*|LH!v7fH@C0=fO6my44-}pZxX`UYC}aN-L=mShYKakB$mc)jNURR*%8`13yH zUnCgC+=qfH?$nj{qY1;nn>WOajfBrKG{&xgylr&Jg?6v=93%$^6|Jn&%CMlX5VTCj z(8rd^ac<;}5AdEJlMc6&&<%lZU@^w-{C>LPJBW!4n51DorAPU1Qg3fD^Mh{(| z0f>xr&4=y*t3ZeWy)XKzWoA0Ap|fz1;MUo^cHQtzcFMgR{ zXYNYAFe!LtrMULrsRR|Z!Il#QS+2K2hog)sn=6;%-IHar>^nZ{YG%92U`LWVYKKAM z@KCu#CS*udCAhCzFC06H-jG-oS?Wyv>KNiP7bSR5?fq*5rVi&U`Z5j+wt4lGZg-a~ zG28y(;nvf1iSpS_)=}n({sLuqVk~jQe?!}K+xdrOaKYm0+t{+PR;im1bfsi+jjj5h z!;BtR5C6#_xT|eXQ$5t&7cOS>c~#Q^OLajZ!1`?4#euYjmcXaue_O^k@|gRagXwOF z#!RfPJ|6>z9KGv&F4Z3STpVAWLc)sX>SIg3~OK^{=jBS5F%D0w`{zqsvrFU@kg za^^{G+VFT?Z`Pxx$Jd4n}OrWR|kire4bOR_wgE=epqD#c{IYtrvPnJ;K2J{c@$EUir{FC zf9$uQZ+NW=jvtW&kC3Z6p=y?xD02@Wsjnck#eB4Def><=ihWqHQlI425H($&*a0OR zng~z|+4sUP&8lPhxK*jx2cjOaQCMRUR{;=f;W_T9)(<(sE9C8<^aeugz#Hk2*9uIJ z@;SG>EW_dH=m;YW!-D9$+ETwJ{Ji26sv!RB#TFsJYl!2x@*j@lCs}J`A%(rc0>Gc*-5)`hm z3|GaT@sqppaR$?TCwd0{12VuN`||Y`KEcg%=Nm~{TR!%~U>(LYF$yFBokAF*ES_s@ zoUV9jZzZjj4eV=#p3*~5r>w`9anO&`99ZUCk0pTW;e%-<3vW{u=BSfc`LsEcl|Zzi zU}&HbUI-}eq(xR}0RVhjC87TOa@!e!3>~%cRi)}-O#r=g0sB?3k!5bK9=|g6_UcyU zgp3G?XbZP6RLG5C zzMJ#VwUC2rlnwzOFgVEvcsYjZ))xmHi==vsQgDEVynzU+UjlfO4nt(~UbiuvZA-hu z6<}U~;Q_cBx|Rvz!jsq8mPWD_9TpRyQxUr&zsyen6|!N->(4jWGetAst#H{;q#zxV zy%2x>xnYL#4Qu$A=>;hAHiq1}k6k+3i9i%?@K|%WeyhHO8|z761{&*tz-Xc}()Uj+ zy4ZSZPS#{i#1x13c%9CRp5cX{pP-p~`!R`;8i}b>Hb4GsJ<}k>436$Ws6jG@hdM+g zE*+77Cp3m@>5wGes2Bis>|zy<`|Pu1th1`Dnc9}&g-?0E>{xq(glPz{KEY6eY9yjg z+3yZD&ORu@y=EQ&j?TCdMp$Tw$-Tl?(7hy0MRC|DOb=pvBsdyV@-{H=ZD3G>)$@E_ zK4Juu{9Q`bxbU9&|MYg{;ZU}H`|e3;%9fNU+anTLsj;)9XP(dYx^xS5x@SDgzTj+tV>xUBrc}O9@M(hu9@R*OG1)#?m=dTj?K& z6`pGll#1$f5i;M)F?|Hr2tDvmedu9R@Ou@@g@^311+uk2G8WJI!PLj&vT&_2QNC-O zbTVnD8wZjJJEkYeVc6-7+3cO|V}EVt>oG}04^2Yu{*iB%9-yQ!N-#sy*FscWK_Mnp z-%7@k=W17{$F5OWV<$K#jf|7ej&@v$qkcK&UiQ+YI1ZAQtvmH)CB95?W`TQGVkcI#Tjwo9~U2MtM`qd`S+9jX9lX zJPht%yf)p@5IE+YV3`LaCb0OHr+og@o0e_Qb3DJ5^iRepxr4U}br--Ego@w2+nGlOpYO*O@04 z?mWtI%?r&g)Bh=A!gX@(o1O|B^|Rxqr4~4d_sEdX-R^S?O68vBFvNey?!Vl*Fo*gu zmpVyOGnG5mFueU)v>{rA+i(wUPAI1Q7U}FJ;wRjK)>*49odmV|4s|*@Z5Mi z7m@%jQqPbJpU$nmPDGt*moHBq--sy1GGp$qA?5|SL?E>oiF7PBoPzeBUA2NE|r8xWP|F`G3q&|<3?pL z^mTu++$qak^9?3$|C=H z^BxFUiMYYdPaRy!@~I`eKUwJTna|f~W!RLkWR= zbMO{r;zS1^^4?35V<$ZEEhQcMQtfZ(h=#7LF&5 zH*|})c}z`9M|WQ5iiN(>9oWH3UM(6_by9~bN1(Cxy*(gG0M&LBbHkete&|p72d+ihfVFCg(K5z!aRD0r^O}zYTPb}`?CvBd>8?(+i`64gCpmZ} zFyg+|mNyC4ch*6^wo{O?r5PqWkKisO;08~}ZL_#zNdlLE&sCg3s}e{^fwppoL$t-X zQm4;SXS?~=!3vtL$SnTmqaxL9-}acu;3Er&kmg_mlIPU<({ zrC50B5!u=!>Ppv|*4zSY$ZM0GuoPUt!C4E8R`wGIN84P_WcWSy3I(Hy;@#>brTGJ} zax)7SN?H9eop1L*#stO&@<8S;rqkB3XhR1woD~MR^{%vwgk3ee1f|W^uO1ZAoda4B zu*Ah6#c&?;-w`{icID!`=MUde>>)Hk+fNR!ioJ%SLi=_@d~yPlwUyh}wm;)A{8|Ag zK;n6@u;ExUFAnUU=uW@rH~A;gIMWOf9owj+{Kk~$ zv{A07eRlC(20x_1C{=aulb!sS*g<=q)Em$(Apu*erp_=KM)20~KmZv1x*&*%bb^E* z(5-GBuOIV1W#ET6fx-qU_Y1%O!9Cr=tv1&Aa%7LgK9G%^@z{3|8kBD#*pLD-@uUNL z$Rc>N(?)2R^7cybPFM}|(A+G7_!Paa*4umIxiou&`*IPi!0!g|32-0JDUNsnJJ+alWh-R78FmuRWn2XZxcHDB;G+@n>R6i-F??&&+V{7}jPm(IX2jDR1)c*{ z$*?t*qTD}!D*VW&8X48!BF|&g!C!+;iv2B|_yMz$=7z_Fftt*B{cvbVy^%&ob|sj! zJ|Pi`_R3DUJbvh#yaqXT0*!QEuLus+j)Nl5)aRLMvgazezT`yk;;hG|J?1AsoWN@~ zPbDHucLk0Z1zl*Wiex*Vpjbnm zz2(q{6~Y`h@C-B1h80qHOw*y%tGG z-uX7#K0>xl^U6c%-wQoAS)>8st^qd$HP5uXRf z0bbKty#!-6w!tlZq$=-yI@s2TWobF1TxpIz=#FVJo~O9cn)*Y(V7yFgu_|!HO#9&Zk)~*b3YA<;8r17kI3d3)%|8{GAuO%{V^0RVfm1wg} z7^f@f@D>(Y4=hI6>831G$X!wkI;;btcGSkjs`oB+_oYBiiy1>%s$L0W)5B)ibdb?X zVRx_#UNFLD+4Sm_7i=1P^5>)4Q|wN5Yx|w3>ipcsvus)zi#@H&_9Jnc3(d471&-N_i(DGnz#aB2yea# ziZ)_n{CRTbrfPg>=^Sp8joFULa!I3W_?99}OsC z9i1DV1g?7~dw$_U?y&Fm&`&j5@#}CbEGZiN+8V+z=%qB=izn-Hw!CYJ-})OqtvSJ1~|^J7`d_9>WmY~o~tW&YNr zw>1xqf`?!QMslIV*(+D&-D#02!wrluUYaOZYh2-I_fhNN=NXD$RuK%WO}qDsFSCLw zCRe@uJlzhFEoKcUQWxg!hkfc=18r;;R!!^*Ce{r;HGN>H*;|(u4COHVWTPNz7*GC> z5|w%>gr$mPPa|p)f+^`#&vQ#d>Ohupti1f{V z%NU9f3lrY)$e%xSVP7PRrkMXo9mAsXIxyrMI9Xp16FJg_`c7r^<+w7N@|=k5eNOCBFAAyG?#) zywsWBd%^sHxodMpJSQRpRXvhh(-kZhS^vAXMi6nkPQavrFSZDH8F+gwzu{$zo);nm z)l8D@*AOkF1_gqVtV(BGdqU=e)i6dwQ$rW$e5p?8z#l%R=J3ajDWS}>bKeFpseN4b z_42qvk63(7P84Bpdqn1~dm=6M7q}qzO)Lvn8pc+-U@mOx&$wP#y{z?-%_2mn-}Yk8 zoZeuiZ`s=wJQTsyTJl$sQ$_R+pnE2_pHdj439Ec!orV%W)av`bxz1caP>_7|vG%(> zrYprU*o9gA{xvUx&Fqe+dq99iNSJ?DCynA;3HyF|Haz5g6#SPApyhPP>|nlu)0KY# Dj{))Z diff --git a/R-Data Visualization/Visualizing-Quantities/Graphs/recovered_bar-graph.png b/R-Data Visualization/Visualizing-Quantities/Graphs/recovered_bar-graph.png deleted file mode 100644 index cbb920b17235ce8d94dea9d41f2672b4a15d166b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 26438 zcmce;2UL^k);1hu)EN~~5m4&bK&c|Vqc|cRX`x4@cj-0241-En5Ri^y=p@pD5Fjcg z(raj;NUs4Y2_+D|=K*JiIp3Uf-v9m9`e&_Kn&j?#-+N#C+WR(COGAn71j`8s1VX2L z|E@L!@;LhJwIG2k12d`t}R2aTJy(j5r0jcpG2@PqYj_1h3gQS`~3M@NCrKRvl` z=mvqDa|i#Y8L{H@hCr+c%6D(;dYch<>HRIN;hfX}+>U6G`A6yBy{qdqu8Mn=TveZM zxXtP|!8L_zvRrU2_p5j(>PWrsvX|k(8p~N!;TSrs;NPr*rJ9-QYvr&%nJe}XQ`H}b zJ^5JBlBIEf-0~#vHP8Ox3okBRh!CQY*+@wg?y?byxmO}AC7iiIkeO|fv`+JxPDy+@ zUDCdma_7cbV5yK7u_ueu_y2N|h7tU;;+z%@_&x7``KXtWnB0FcQ4^dCjL+3113+FEIJ16HD!+7nTFG*tY zQ%So}Khu>-e!RovqSR^Dj) z8tDsOLF76F>fbVE;Z%vj-)B&=^Q;o-`6dBv(#n*w%2v5zyGutFOn5WN)@nuJ%A4_+ zn!ZXxZ166>D1+O`80Ohbdvvzw6qai_XG&{E^7%!m4E&D5Zku;DeHzh<>+A0DZVi8O zrC>AZA`ic#3fUK?KW}DCM52Ce^2>mu=IS@>;H>$s65@ zzu9^lK&{N}EUpj8T`ZsJ5PmDKj+^~j^IAFn>AkGSo}Me-?QKy?z8|c)o|(_dZ@1Ui zEj%^9Rngt?#aj(Olr197I1wjZ|80TEkCn~@E8b+i^yNhL@vP{p)}oSY;){7hPC1yi7eCQrMW=&p@&TQhSwd)mnu#>$kd51zcd3^Pze*=_1U#^=i7|#9Y1`7kRj1Gbu6oL-md?CyVBYn<_bf*8va(E5EII ztF=PFs;V9>DF<*ScHm3#&9+xA@C#2cjBRF66Sc zhrn5|KPGt>iWov8n<{eo=iFeU3uvmWuAe`1v`(uVO43vDN;oQbTCdGzcgvXKEm%X& zis@?@uZe6^O=W}$lTb6;1U-)hg6Zh30dk1>gAD`w)LKT}QO*fEIa(f;^yD%Q=cx@- zL=B_-f~&M(Zh_;}#=wbmQQ%gc)$&Nx!|t@V3HTeDZU2(D8uDl?y!B2ltJ6z=Nk^-6 z(S;@s=Yfrg0%{0Jy)1tlVP)eoS}AxZe^h?BkmXFztI1~5t>%$D*wbR1*_^kvRqRAf zP6dU}UnqaKIG#N{uI9Y}+GC5kS`Wr-8Ck=Iw8#@llhL=tGS&KS96)! z)3qDxGbQWDj^q<#4chGsKLwC9vAuaTdYOGhsS!oRD}=kh~7gb(VCuFh0GsY;T3#%th@(qBMf+gII6()wD8vlFZP zSY&oZ-M6dWC2bbaK!PHI@|p|C*IbKw0v;IboYN&RSfIDBd5txHToqKcbq*`7sTWki z!@C5fMLqNgrDp;xDEN>|s@S@Ma#Igje^N~#8Nm%V!|z(f3jSi4njd)4ZtA4Y+J+$& zfn0GhrXF?M3J8b!LVJf2zWDOWrXRzJ7CqUqH&bfnPs5bK?3MlO7jloOwKNa6)6 zLbu^|9M1SY6&;VlhX}VnriZ^(NcP_;0@a?A*N*m_)u9}eatpX8aA%2)hIfF2;JB$ ztX^hbSnl^R%-U+#fI!5!-Ly!r-dt~w)s?z%Quu2Nd${79$^8kh`cI~`15M9=H8ppE zt~zpYMe8Cp^h!nz(1ef3;HfReC@9o|auxP-e6OgdOpM^|v%=5D4SZN)e*F;OtiAD> z*yGNooPF(L#hWg)6`}0mRi}LP75w^|6gzh;=hTeeu=7J`#Bf|&T#q9Qd-?i}tL+bM zWSr*mY$HAE`R80TW?o(7F!`X}_w|Wo4N^~Z%}6z>zJEpJXZZ`kb8MpB3_?OuEYc-g zALm#gp;B$mtFei8zKYbxO5;x(SiCi|-@V>3@jE=FSPYDD5&(|7_ur3{o` zxXkzaPgBaanhkSF%fCn?ja-+XvZ(h|FFZxSG<4sz>ItS3@Pg;T}fro2Z=Y~Xf~5V z$JV~Vp}UJ}?K58=o}yn4hsVZFxmDaBc7tgKWs$h+nJrDb-_nDtoVz%RpkR~_|#v6+|Usd@|5bNc6hg>dD(R? zZTI#rN}4o(>^FVTm}6Ex|I4Yt)e213h`b;KvMxxYM}OZhoh_XuG_esb^r3_mc_Qx1 zk&Hw|ToW-7xg#7PvMZa*YXPfFAWa+DIXy1rs4AJpo)5huBqztHW4o!BWYnu; z-S?>pPpf2iBxb$(ri?^ogQNj6)q@m29lf!Y93Gk)EF>ezpg2+TKuQiR;?Mqp$A=`+ zyIF=`+7=sB=*=vlgOa3C?Zb3(z*gRC9LX~)T6icnl^e{FRQ5eIKew*cF&SUE?5<}dGdGfOHUp(a6K^FNRP~>UwwYpeW=3umKB#K z0>hnDp}C4L^sOKtlg;!TjtMYKjaa|g&MtjkSkZ5yYAtt8`U;Ux7hYAmp|dMw%x2~# zr+;E3-k4MtPuHr}zPu8A+}yzdx;Q9$hIU}vckW4b@YE$c#Ou`5uoc%lZONw#@WMhP zXtKx#hh4OY0{?kW0b;67AX}eLm9aQ`X2_?>GJ`qCzD-f+Pd@pVn%~~LWRF>}H#2S@ zi+K}}T@t5SHs$8^i%$wO1Y*Dmh;qQ=eHY=;n+2nIZm>OKh!>kq%VKgpd8xS&!Q)9v>QWrCCo2+oDZ*ZMS{& zsCap}S-7Ldo@L;Np{z39nO@~*&xmZPQSL@>^D5RiEl8&#M~lB*d*bp%!#BNh?2#>{ z>yqG9X^xe^8zcOTr^V%{RH@N1xLX{D*%X7WIA@oSa`Yq56z0?RzKbOjMMlZVK82QD zf>S5UW4D!H39X^-tL~P&?kqL$Y8jX}ST9_N$Zs0%fBIJD4sxJRMc5-1Rlwg`^K9^v z&&jJ+k4IDSGosAhw%-!@@bo1nYu@SEbDirXq4N_ZaU-6QmbFaHkJQzZm0;ypE!4{} zHF5Y;l1m+uCObp@m}M0@vc3D!>?Ga*Q9CysqMg5GUh$fbnc@}1%hHi+nodXYypDysEWJW{ zx!6vstujYoBfe{%ztksg!pKdHsg1&eNX)JrYJ&C}tq8HE=KJ!dVCtXc!igf+Nl*b} zkMufUz_XGK*CZ`Tg7$%#lxq~^7Kfd8eQCqYW1eaiLLRYssl1@4h8xh31X(k5KpFFZ z(Q@WBqV3yOBGUP28EP$Lt+Pea(du7&GDAQw~Gu?l+7-#1nQf}( zFj(|(EX;9+kjYhDJmKvcprYDt&MK00wc4Mt(P}!$aIGx9ty#Ei(L*e4QRiZlFOO9- zZ+CusYkYg_+hatV`LZqx(-~e{)wSg}p7+hd8yCE`Ca$4AEn2PNFdkE5c>}A1y-seJ z1!Lt3W=l_OqE1O%nqsQdGyIzXQZLEd-hZjLaiap&MdzjU{L&J-MV z%!HgkN@;h8i5-{y`+SZj3LZ;OB8VfL+{MX^+>iH`hKr>6&7Vz}pwW-Z9LtOfGmYnu z11szw664B{Dw6jcb@!4<87`1ueui6m{()q}ChIG5+Qct#s1(ZrD?}IS=XQC*6*?l$5O=})@H`JEkmCubS1@yG zRpi;$2W^gB1T5pq(@@!>vMNQXt4nG9o)0gR>v#w}ygb0-ROhkV^Z6x+u;ZNmH;s>g z3zbm6JlL_h`K7G`$GUVekMOcaS-TJLXc-y1E zCmfV#ZUeAhH@R;30NW}iY;=k+|8xg$;AmW^zc3rW4Th6ngfa#z`H|k6YALNw4Hd#G z_f5_cx;XCTJLco<*oU>{!97bJ({=H2zyRUK%(sfwLO1#$PI{QQ?nP?(Jld$Rx09a) zivPtZo37>DkeXK=d~Q5WytifGmC++Yv9D21CSUe8wDY8SUgYi)eVaMBvhcM5SW5fI z3>&!UK#7E1OW7IW;e^&l6G!sIfCCP!Yc0DC_4BBt#;t!oj)a{8D3h7gZtSBVzgMZXc~_hSd~6CPM-FgD$v_NtJ*4=(ygcs($bE!nF)g zcYcN*+26D4KYh%YIaS?pcd|qCKaKbI**=C*scWYE^s_Smfr*%0^j(voNly9i$J~G3 z3?3T#g{Ja;QU4RxcB$Fg%6yAKq7zqyM;TfO_lvvAB`dt zNJjeMZviU|TGES!YkJ_kx+TV=YHvZ?2d%k(y1p2rHGLwXQuJlkgZZ; z1B$sxe!0ebYl2>0?|JSFau|7M6?S9G`O5B4`H7Xz8TY;||E=7aKqv}c z2CQ)-77f2TgBIPEm0bV)xWyj%i~d^Q%cfgA4tQ*vP(^bH3} z-+>tU<^Wx$edu=PztV3C%)S%C>Mu@zoWAt$bqoU8zlT8rZUkX9uhy$d;LBJhd4O>2gC4pvk}BrjhH+U0QnD> z=Z}rC4Q-V+cG6`0qhRKf^m(1>yf-E7-r0 zvs>hkLRt@Vx22t*oaZHvLjDKlIY`V07t3}3c#!_z?*DebG->JG@xOid9du>TjgTS% z9a-T14=Uo@gh{{I&alqd%H%0Va6&Bc2$>bV1!wr_+}T#o@6|9yau_q^LDd~eXWmk3-O_qt3T zUAaHB`4m7^{uGlGpUI|vPoJ#@p0XQ=Qud=-P+#r6|T6swp)?Lwz~{MPq^kR6b`CG4p@d--M0GBc7&KLy&3qrN*}ab&Sw4Vjcf&!bCS|gR zhr&|%^<*}`1_NfgLo{X?$eHLy17X>L@vM%`vx}k{lx8J2vP@ zX>Dg7pSx36NKkR13^ch`TqTV78{QaMx4Bf4JS1SbFuMI#duQI?($rUaH*s47y)%50 zr#TlRXhz+v)nt4;UtwRK|6&KKLM7an-zdD}zb-lKCWqUT@hQY!9cO5tPZQH4?uFl} z60{|RT6@9>)b834?{@TaO)o>jlK;Ci%lD%O=1x}Tn_@``apH^AcaG6amD!HY%5upg zuS;)~b*3NfC=mEDhvj#1+nes)yDr4fmF{0mBv%YseopP@#4Ham9cMXu+uC>t{gTw@ zvsi>HMl6+CHpi#gaOb;mP=eR`0dz;z4wS>C8ApU>PnQ@ETTc4azxFSd9whTB8;^_t z=OO+=zBwfiZ7} zFQGhMo*K!_II+at>jVXW(KIKa-<*;Z9==k8n(>pfZ#S2!6Qs*og3FAGiN(?P;8`rM+p=iMu1_u55~O3>v+NYW{YMte zET;jn#j~Afo2jouDaa}@Gkw+}hhYW=CHvZx!XjeWvx%00MJxOiVZ6z~CGiiX?)Ys( z&Wta?si%;5Bm*YwuxPsL@9cdYlm& zJZHmEr!XPxaA6F-O|KTxt(1H^{|9oY&+jJn z_#M7uY`&L!SLYTy1=<`ICZAM*`%tLfqxJ!J@}pI6FmSi~OR{5E9%L_oE;U1+{@6Zj zU1tC+&qpqjT+(hY0ylshnNTI0cVi0amY0UrDcPI ziT%T1vX1j901oI__y-%mUSL~Gfn*4RBh5c+d((Bd*DyuDmj{{ z!vgsuWBJi%yW^tb+*kiYYXbD`+oS4N8P5B@-C(*lo%t9ItJ1%B%n-?~=RRqWCUBt& zFv=|K#IKOb)I;7r2;HIcQ;_~)tl;})S^jOpImqt*xODGszqt7$MC|FIPG9i2b?qZT z>W3kGatn?_060;F@78PKz{=q?mf6YljR$bhaQL2G{by7?Fc04@aam8Gr0L`(m+~4wfaN&jtD@K@6EuT zgZCtkLQ3y^Kd}>tyXaF8h2*NeK*lC{th;hui{;tn>Ks4nq?E2BVeN_>S`_d_W!a9{ zHHAwmad{JXdA%?{`7&?m-HI7*RhLcrSdT_xUWnqxW)`;$wgaC&5P27k%YVc}n^hyfeb1*%SlV*GWJZ}ld{}#Vr|OENRkq-4nmKvoo#Tv|f#FDcDY5g8S1JE) zi%fFqLZouCHtUKZr0|TE$4eZCAD=OhG)6njg?biC%@oN?M1w4g;M`ULeGXSzlHlml zF;2e^w@#s0wAAGW($K^5#wI^LGn2as<5+^SGVQj|x8XQWPWVB$+~g*w^9{Y;LPo7>qH!ElfV_X!1ysKn=W@VXgVQ-yHC?i}MMY(T9c|vTnjv;aRe521 z+Puh3K7(do>XPz?rQ6LqdPvaPYU2QaNFk+QM4-?t=VNs9C?rMxkUi=+2i_dd!>az> zdc1eS$y~Q;x1^E0cGnJ0^zcu|H!SG4A;$cmu^RKaKPddo?#kW~yaw6+ClX}d|69!+^bZh+9}b<_i}2%| zx5mUFT8FL1cTd)Tmpa>iDxVfo8GUHl!NpomUJF$SL`3n>qLV*z?&Veh$G`Ls^w6w% zIyDxQoxAX%sUZ-DW8Ik#u17SudzK`F$G-jQ4IH9y*!(MSZpUga$R368CM7>l4e5OS z8mviqW7SVEQCn1VhN|v9`A|vBBn40D51JWb-5v{IOogBUJ6s%?DY6D`_A@$F$VJL{ zIAs4QKXQp&q-YE?A+&GYIBpJ=T)Y?om(D8oK)hy`zgR2H9mAiyP1F&(CCL_kQE!(# za6w)&B}A9jWq0JwYe{#$d|pvz-09Z3j!k}b8Be=vqIzxan1rNUvLlvXgP6?cJa=zj z@DFuZDjq@6uU^*(lUpO|dOp>A0Ljq$FD*46gj-)vN7cVcd~*SdsDwk=_~ITv+OXW< zd|pJjcbO~tm7geB;PKSzbbXQC_$z$*#`dpeoYEyovIb{pJ5_k42P6?h0Rc(G!%r!naSMhv6M~FdsJkM^V`%4Eo zC->IlCw{Bfxvy0FoigF{duBDR6|dELkTbi|n%(QaSWGG_uc}7MPQBnWUJ~2iQcw?& zue7S2vTI%mF}pvL*_D}ht3{A?1X!SjV^$n)$;MB-SL#S!Q=L&=$s)q^8iyt&vwI4a*%yzYKwySr4Cv&-giQuOdgqYWThV=NgU7Q6aY z>U7iK*Jq!oMXAN%^xM>jIOZf8a<#>1`icz~KsV<51!?@)--e4^jkJ2aI@fs}wku%z zlCG0be)EQ|l(NsG6%{z1(&vPQ-%6F>VX_V#WE79MN;$P0o;XOdm-W12Kg>;6+jS}E zWMZp(#OaNlt8?8h@BG!e6`^xa^<_U!-4#gw24tfl8RB$x{VM|(qTxaY?4n}+w;HUY zl@OUaXxZvpFdsk9qt%1TozP(*vHA4nYWp>YG}KmqWPwMz`?-y#xMRG;3R!eClmo+B zcJnyiAtgz9X29qc5y%EgZkNd40!WD@v71ad)yU83BI~)S?YRNzl|+xR?m+?r=5%~H z|7dBGdHK)?FcLF55)lo5QZ%E_Yc5Dru$w=M-tEm;_rzvp`~=yB6f zPL8SB_ceI73b977gHHf|fec!k(%^^c+8m}g?!1HE;2Rw=bdyvBsvCL~=~+gOL)L4u zX!G1_az82hnTu85eS~&;xQJ|;I@Mje-`%LgLP3;$Dx5T|FF)F&5HT!vPRQr#04*da z@-2WrIy75uA5hRqr*igHTFA$5*I%bwNJ{3S;zapXKX481*gMDfGDX!lGFUE1b07#B z^$#COaK#d0Ya1VF#%o5kH>?yPX!pRTmH2SgRNhi6xZ;i{dxUmw>AN4ZfyMSV?pacA zKqNR5WQHs5*dI*lz{4CT1+{4fG!`gWJO8-UzoMqe^^M6r(@*q}hr#~S^rW;SL2Dk5 za@|6DMcB2}qfg@|zv!|JF$#&h_^CDASBp~-k`B1_ls6Y-Srz*HH1=Cw)KbU2Y<&Kb zwacE=T3@6nJQukdM>&QZJS*gLR}jEkkPL1a%3K?xQTJyy-4Yi&uE#c%hn}p!nS4uR zc)CHOAT2V#)q}ia4;;!dbBb17W4GJcZl%Y!o<3eC#pQ3P1Hz8;(*XtLjncLcV4 zyog+R4iA2CL4!7z@Yvz!)P%eTpQH0QIDm;o2XSe!Rj_0Ua6D_$(05=Y3 z1#7m|Wlxj1HZjpNP~sQlEHh^OYtMbP5xKK-{6Nbfr#_pd98aKa7n^P{;o0Nq9tTfe zAvYd7CmKk{u{{b67*a5>991Rqlx8&s*+GYH0=o6?R(FrWV2Iu7eV>usif-;JPtmxC zKHxQ0@Uj;XL74)g91aF{4BB-zY3}JRRw2<_7i&ZAoXXPC85U)l`wB+E!0fa0e!$39 z?20?U$$H<2iq?CZV|u(>xvSe%rdSVvAdS{^%d|mJ6&c|17$xoBmkg-v#J*(j0&1Tb zawkGRE4`_uzOL=gdCy8;P5@@WJ@2*OfXtTOi%l-i??}Sa=2e9D8(xTtohWg60!1SW zZVfrx;c71MMZ|Nff`RVr(a5LMW%&hGPLHk6p9rx;4BoKWBFEiIP_cfyD%UJUUshSD zpS=Kc!Ux%Hx50&kZa@9#y3>IwcEA>yqsG;FA?<`2;&4Y1RNlLRk}EEb6|{HPio6 zXexg7xZCReVsQZKOt=B+`thlah?g!#Wi89xebXXhRFo;s>9(88_N0~rC*P<+Jz(=L zhT543KiM6*VD!b(XjnhLn zz8n#{ZD2*#ZLtV%EnYhR-9rgfzx^LUKy8%@mh47ouVNf(QW5 z>x$?+9Uj>gF?S`l(2K16tgSUAEMzEeXw6Q^Bu>8<$f2ep1CQFb-HtQMMTuaN~6-jfIlhCS<7sB z+v}!+c0Fskrk0LzjU5{Tb8>O7IU+x|g<9C_RgR9on+Wf^k;pYcF5vDQDpC{@c2)E& z!yZsrk)qnkMIzQh#~R~M(xSx>ao_SI`$D-0_X#E2oQoVnta zWb%o9`+ML7HrsC#`5VGBt_%_T#yY$Vu;&BS&mKQ{W8SfFc}dFPCvVUmJrYU&&GzSp zD9!pPc<|KjF?wR;KrsG74oF2|e+tn~5}Ufre&kOI)=5J#)$N)2V)^Bfn?>B{`0{s@ z5eC9(wYs#XurNG1oT=RL;Vu*g_dx5ed<~`t$rwS(H{6Mp&HA`0LDO?WZiaP!f<_cg zjOt1wy>5KwnFlIO%_zZoT=cb*1H@93jVA4(jZYR>3&}X@&H(h)_=dcR zA=EToB>}clg4on@B&2b!6iqtE`lXk966C%$)|20LO@(Z;7Wk1gNF&dw0dxs+Ug51{NDQ+bJ8LD~mQPbbKVawWUf(kZ<_4 zU2o}?(-w1JeiwS)W&5#fid<4DaW+o98sFA4X``k8i#s?OQ+I-`y8Sijqrk{%oNh}YEMJO0GC&jqV8ikB3XFAaHz+ z1WF7#)!WLel-SQ*jJ}2=c21U&(;UyHw^cX_E1g)0W4`ClFKLF_UC|!ex_@cpC0j{% zD}shy&xwGDoA3~@HMa}wLMxrzDkE+#>$g2BGqsNOtQNA>$?Hx(T0NecT}B?!VU-gc=S5nI+nY9pO?dlu2vXgJrrTCC3^L1$@6!Q&P!uUrcnyyeivTjof`s1ln{{2TdMRvmETF$^`lr9QSlQnrI#HM2`AZkcVWFz$d?{C4>x^^Y>qT zIetfhMCKY?{ZtZ8%8D<&_JHzwN~}-dP`Iz?-UTO{8QB`c6-Y?uf?>3mj3M7~^-ShA z93efA4@#TYC+{c6Rby&$PHWiplYbRL*RWh)0Z56q;`XErO_;QXck2Mg#OX%Ej=BA^ zms}TGk2WtIYawUm<{~t*L28qmHtK5c-42=u)1x|g&Va1dr2PFrUwY7UT(=jUv>)m7 zv)_Z#<(L&Y%8l&aEn?GZ^}n`fuJ2?V95nw%aHbDE&$z>KR5umKm^SRk`NZG%wi6d? z%V+~ul=86fL0bVXE-Q0~0v(X|g&Dgk?npgaNP8_|#MiHz zAF^AOUlw=c9@1``W;V7G^rXx)YRC2m2%y2+p`F5cIpi2@_4PcL)MU;<>(C)Lc}os; z4x)p~JL^iHENm3aP~XtB!@c{Nr63d8Ob})OuGq8wllF}+$)4_8(sHi~SVMD@JP=*F z#axEc_(8s9;|;aC&P=5eZTVj}MP1xH2%jw`LJR%I%la&vEqNEAy`Rzh2?7T@H!y8C z$zT2DarTKqTi55KU`b`x?K5S(r!^w$CZC*?%`rO6#Y5ba&irW5dQ{U3*^#uAauu!z zEIv)6K?&sifh4L<=EGbNU0u{7h8Z_JV_AQd6xBJ_c!33rKwJWS7lgI26Tbl>#ctW0 zV+~PCwmgr$8z*OL&*~r~CFW_4XRu!Fu4RX?VS8INCi z^SY`!peA?j0()A-n-$|2Spf4(2EG9ZWJ$ZfK=y8oJ z0}^s*_pjiQDwNx~ld1s-TvBr>0CW0YuC9^x?>Z1j^_bvNxBX8L?GWu5Kyp^pB8^2@a~kjPE(w0$_gk>V4o@V7ZSb=Sr3Fw^+h=f6X#4 ztqic)jUMZ0*jW-}Pj{A&}%)Ae{D91l7dS<2ycVaT0hLWyTuH z%44f{3M4(aqD8(K|FMQZb0FrEGRV97Fj7^NcmTTkYVu0oiLm7LspX=$`SVp3Qxf~d zKlIO87twajNl2E;G8O0ln*UfSC8C?8IPk|vdnbSh2{<0ec5Tbc&oNy&+`9XCvw(-r zwNYAD{~4_+Waz|iK9)1&8G4`$vH-d0@i18BOFMy z0Ee=Vs_`EU*aX?5i+)}7JXNPBZ8hHGP%QC5_9@RHlLYN>R}cj#YcNhmi!fdpsQk4E z^H_#lXy3&PEGtNc5s1t9RiD)Xcupjrhj#-#coxe4yI~@pe2~<`{+7k9EPv~wkSoD} zuh8q~1}D}~1Kc|(xG5hypf=ysQm;GH<4R|ja(6yMIDG^8P2-1ZnGwMO*F~+Ch@p;$ zZOea*HTqf-IE=PnfN1ORV$~2JSpQCn>)aPK(F`2u6>+COHkWN#7krqF=m7|Rrf9OG2 zNqXQwYyR@|L*vrV0haseKXseR<9b_=5l^0DCu@Zghtk+IVrxKJjTM)`p$;Ap5^rN; zhEcI@sh=aZ(kB>WHTtmV1M?8`8~*$lkjyaLol*irGP9n8rl;!q4Y(&Vfresk08N(M z01LRA@dJeKG;ZPU{#ET3GP({>8(f}{pjM6kqmb(S&W;V#_@}_dR0POBYYE=L0>**Eny0X*10JNxl)~Z@pc%@OAv^oX!>D zBIhR}?m3`w@x6UuA4|^zM1sB_ka_oZy_%(R+^zcjB}j*<+}GUP>)r1K7J>;c7)Yj@p4rr}sIctQ}_cL%Enf@{Er$E&z# zL4iP%#aiy2c>6uqDw>QykrVNN`E9M7KCqH4C?n6x-$6?QSk;3#dM=2EF8kO9@pby!0~wb(sRZNq~ECeWz)@$Fv@FE3`qa^DW0) zH=CieG)HWAuV2XE-(BBx4Jc~!(Wju(R67~(?mDsaa#Cu@* z&ii-uwM@(+je?*=HWXN7vdMuJ1dhP_I=Rit&96NQ*Ep8?fW1J>&yMR}mfZ|h?gB|! z&GIhc$zAm5;)tTqhZn8~7{j>*^f?}F>OZ;CWTcCNGSwG_U*%GA3a|fUYwkk$qLz}R z?hIU%Sbz_HUuDS%a7h}lppfct-bZO0TnIeorChV#P0<|u#{%9*RkO>P~B8R{P`EEph&bCs4 z%i7wSS>7LNT*2_j=IsaQRZ=@B5mtgTjE!3U@bA(2_R~#-GHmN-ekMTlfC{U!gs2mF zT9vsOI3pDO?4@>30dJPNR_ezBg#dyn=k#8_5MYyw>%S8asE>y|x1r7!Pe5E_o$>s7 z?CI2GNyd{EdKEMHs1H1adEaCAUPdjv+0sq+ zFLzwGJ2T{hOsTk)s*X@hA?pPUZ-e=0r2s3SE07o2pS`4^`Z}i_W71=5%hvp?W8W-G zT`2LRumAdayYH7FkN4-kz49~F6EqP&V~)#yjH~&y8ZcF0b%|)_Vw}C;d?%JhPb%NP z?u(;&V=Z2VV+Z|m@{3sDfC4~stwFJ1O5cHNA8-|9`O{QZR#bOux4OhT0db7oL%yy} z%TA<(!SJ#-T)!JckE1^T)>K^?TeWorfV=C#;O+SryUazKXX?_tsiihz2GG6$yRO*) zL=07(yNF`Q*L7C`qaNbbsB3eht;6ha6q^D)oaz|pwt?_+!$bz{)3y}k*c7C;>sSm;{q z0Yqkh3^?2H1X;dUC_e*xse9e3$CsqzhQVjvAcM1yGJ(*hA~Y3v$aGF;YRtbxD8N<1 zQ^TVBoo00WOoqx#CQG7}%|2a~!Tp_?1#tNEc>kNkBwo-`I9?HQn>A3=T#Weq&EhJn zIa)U?xa)>*53}6E8g9@CaTDiya_^`Dy+BM>2fPa7y3IMnp(spw>cIW&F!;3@A!i|BHWA?pq%{FS*6mW3&l6$i0 zpj!awEFB2TL2NSktA=v;?AGx1@>^G_D{B-9a<@zy8d($r0Jfs)M8wMdo zoq@I=v;Lv1w6e{7uLQ`jLL5%-C$bL8X1^zKGxB9T`#aBdDRu2+@z%8Q(>aI>P8Vv7#ChvV~W|^{UV4aSMAMWfdW8l-T1ww5f%2i z87GpE_7o09HE}fE4s3MwFwU#oMF~cF?~FH9{>5NnT5-|(gR2Mp6(5?naAT@3VSEA? z6SC-Og!Hq#u>_t0Vy0t)B6`MNgxnLfx#Xq zYOeMWB^Lpdh{Pf!cAmxg27FyR3sW9kZCX%qnf-LfUr17eQ*+SuLnyjxMw4klo!?gV zEm@-yXw$gTmF+4(d zYb9SEYMelY6`Ksl=Q%k8Kv$;BGg)3-$F`ZCz7=Q9Y2W}gS|;01PY81}ML#ey^CkJq ztUoM<6{n~KQu{SqaOqSROH&UxK!e@LNb+|jqGi7gR8G8#x7(%bt@eK?Cnr>1>L|Y! zytZ;Y@Ih`iijwdf^xwhod;EPbxqv!#O{h&UB7Wh~o zm1@z2HtO}E8+0);lIJA5|1hss_67Xm(m3o=2- zW;X%lEs*}w!&M;%rPB&dHLLQcfGAl(VLzqXcBskZIPbDBkZKM(@wd{8{eS=C{TOu{ z%L=4&KVJTaA0KtSfde@nh}Pk{wm-`14<`QjbaP&I8t?)cLWc%m-@tFo12r2T!8$ty zC0T)#Banx5|6qQva0F_Cf(tZu761Usp-PgB!kVmX-~r3R)eI1nAAXAz z#Iat6q06L&WCR{6-O*nu!>sEbfdpwV{8jl@LD@E~cLi{R824YxbvOsxbKd`U_Mp~b z-$l#@p|C(H4~SU~7X$7~BPfmZ`y+Q?8SvW&=MB7~`k0jFosgyiI@PE@i)AuY{U@;V zh#vr!X!@^(i}B0G1MM=T|6FcZ)OLe3NgLdm{(maCKX6|0KCA2kz%D*EfNoP&M)C%D zzUGIPdA-{WNc&cSuJLKjjrYK>!GF$m0+{4)FDsur*9`ju)Y9aky2LH~{evt;X90zc2+~r70v(t0G@Ge}5awjwvbLyNi}{S^C!hd0SB#x$=eG+(kmwwJps@0*MhN=nIJBMB~&& z+v>-Pq%Rlm9^~f!2mnEn`DbjXv)jiypHu>&9`;n?&$I3;%du=8!_lnVwK3$78J92M6AJrDm!{Pt!lS6Lc&XnQ#Fn?1sN7Rxw}*ek$9^w}|E&$`iYSY7mRKf5F4Gm3dUS+IaFfk4v4%)Ew=_12?h(@KfXd$EAmi&Z8B zd>f4)?*=eZw3jl0qq@+wrE7vT-mc#pcOowR9F-^io<=X z*H*HM3t60LgV*%TN(@Y}erC_y((h6Q0X<3feMRuJt%Js*O;-^PmfFyY_;qWtLGG&S zaAgQ#pwhjBNhu&FV()M4a4JWEB zz_&<<&CMcDY96N|^Qz^%?I%-h$5D>KazN4?Uyg&$mUG9GUt5 z7lr|~xc{GEnA2*FT7u5rYHgf3xhy=UJ)2p#7k=Hgug9&=33_P@Rr*9^a9L-sAr!}*!YC-&GYq!B#U4|f8VkfLa1Wbl_{Sf+&rQZH`JwB7y?47~0LUL(?0Rtc zEfzWC`Z*31TbdGg8l=Og&dh?)O>}sIbx+iukYAbUXzN!q!#p$5Im+9xu@~HiwymC7 z3H4%RK9bigHH0R4j}OOrntH;$s%yGNR7TaPuT_IH3TspC3BGOS6+n@I+LR}8KFvJ7 z?Y17PmMOJq$ALs{pqAMP)0&=~TRQdZ+4MvSJs4$pQAF2P5*gxV z(ntQtjuuEhYy6koDDP3-SWV3lk2{j*1ve+6t0x*COWLqhKam@u>RMK? zXjM}O)`V7w<1s<=@h7Jz_z_K&`m}kNbOVfOJ%9b{KnLQkk?6(>`1_1tVsxL0NyG-c z+AX>wzC!an>oMI8xwQSrfd6-eMxlK0jZjh`!D<<0YplNiNXT`d=%vum%(6#qz5SlQcx=KVo6GCt2F7pwS*ihMf<&oZgVHbN7mksr)U8l;uL5cS-Jj*^50x6p4t))Fp5Mx24c*}$A7Sci` zeAj1-|0JNkzZMz*lbP5M<;HxYejp|KhUU^4pi8nLvsz4z*?)Sf-%VHJm(2lGDnmN> zeQ)jq$BgtJb7o&>A7HJdLwv!P&TcHC{00O90HvR~HL-dC7@_8TC!Km1@c zNaKSdP%Q?riT?|xWDGm?fg|-Es=V&d08!4z%0uvPFykAmFMy#G@(*FCncQzy;2ir8 zXuisTwUJ+U4s|lp-J}OcQuqs&o`Ceu9gzhZW)vP8XyM5x?EWeS)d2*iUio$OC$I^_ zp(a4B`UpT>9V%7_YSkn5oWaw|U_5k$94isxjLpDFZyzu``@l4VMm7#OiwQsyUs{Eo z7>)q?`n?Zutg~*wqcDK{(oi_s!PQ=+cLsn}9fx8Y*{MV<63BKQ05{%q$AHG~&;GSI zNxx~KLD{FF%z*bg;~Kvb92jVkoL6*duUu!P2kZHWY!sIS2^gmR|Y&%gKQsq zKsBqM2{qfzA)CF3vzpg% z^Tz`U&(rUg->F(p_rR@e&)@GtPfEarZ@^Te^yZb^oQwyvW;D5GzD0(Fc<#|`~myzQ(Eah%)J>w}hGiyz{4X$*8+s@Nl`$4!tewEu*u^fE6TzRU-X1q#$B?0FPx z>FgmG5Z(?j^yS@``~tSdS!h$i?ZRooD_#w<=$8$gT z@wvYDbzR@D?vjmUJK!rnYmJ^dl4)pDPFGKxsyImJMEMY6^wES3`~D1i*h6zq>|`uz zNcp3?w~ld7ohkqDiZ&p2p-oLu-aX@qmgux<2J;0#;#EQK``h-r%U$$`rSCY!JW=&- zZP_0VaHJ4jqD5bcr%Sz6eBvMJ?YuA zvp}jCe5(`kEF^h52khm$*C#xo#DEjcqMABln#Ah3!?g2WXDDZD8^?nOYo-kX! zZ?DC_rNa%IG>&HDRY&$vj4I!;RB!#afHticmU3etu}nPzz58Os_pG6@d4I!+6J@o! zSSOw{u+_wIrg|(Qb@cfzY-95SFPu|L!a(<7rIbZVt{Ss=)@H4uT%X6$j@gi>RfcDj z8R6>0HgO|7>T6a6e}mCn7h{4e0}EfwIN+HHr#hpp#rVoe8Ij#=ZWgk7PuQ9=rHy303U*Y^;m5Q`r-*!mx7&`7F_Yt85VxWE#|Dhc z^|K`t8?vh>91RtFN2BZjBU_MEtp5yh*oKIkb%=trIMu;a0VNUL`%vbX*Ib5MHUeG@2or|KG3JuGq=#621AQ5KBEmS$ol zNjfR&^9Qk6ENU0-bJ`Iiw!Mf`# zd_?k36*?+R6zR$=066{T(<#w)#>){zf-<*KT9$ksxW3>gx%nA`9eKyPLz`k+B zmbq~Sb@SeXgHQa$oRNwrQ;As!4phXxdU0f{vDa&ij8G#R|76f7JF_J|hwX;`#G2Ond8ca6? zOQaWm!95k1jAZgY1WSablKw%`H6rXNP^6Sq%%A1pQsp3yJ(LzeJKN?;IS#4%+9H6# zBjxyWNJ|J%V{(&F)`jF^pt^y#_+V>ZScf_T}rhxNxDRLcUe&_QveXBw)a{wYF$mxASFUjzXZ9HM7s*Cz&wT2pnQ>NwqRmq`Q!f9|d$`s*g-$l%?5 zvm~+leyWq(ARK&1MuMe4s}RTu<|+JT2t4!^zz}!mY61#FVc^vugY#D}GO>VbNncN# zPRl#H8-a<4kG^7l)N`(y1N`SZz^53JhNrta@?0(eIrc9{f1HO&(U`g{)Q0SIq-Tba z&*ghyZ`k7DrQg=)9f(`J0OFZ5fdB;E#eAIC7>ceA~YA*aO}` zLow7mwp3}^lfTYcoil_6VL**5hJS8L`!ZUn2c9Hzm$r?FAh1AP`g{FyiG%Y57qu#}Np6jW54W`)_K1_WV4Q=*bb|gMRx{Oqp?(acJ->dKL*YoPZlrPd5 zTiAmYG)%MGWkcibuNE!HAPrw9n1f%MKG$Vc$eIa$$13{UpTaF_{R2;RP&k8g1fI_YPzpaNIQCs9h5|La_;Ra;{ov9bU~aI-j52_P2=5J^2~~ zb57#H;EZ=%@4e*nyUgZ6tD}BFaQIR3Y{G>5gFmFhu~?OL2c7-xn*T+y1_^L{mp*V- zZ6=*wQ^~db|7E+^9_EL9gJ`?hq}0fsrV5h4*Wr87N6(XCnE!e?v=p`XE-6QCCRO`z zVRG5Yd zE$ET$dG=i&1D|RI!}?~d9d^{9l$m_vG!&cHGal>4r#h)g5_JX@B9;Z87PI4NW73nu zpZ2zeMm(FabJS50d)jxTC1nxnL@^8fy~N&Q^cy=UYWz0=9aPn+)HW9m=@LPZ&1v-> z7jqR-tr#Lao6p^R^R{C zX7H5okgJ#xEtTBFR|M3@3J+&xb3+I|zuGM-(|A0U@3*J_CB86L$eY8|+oZK+N?aeC zRKlk@5U9rl(iQ~uG)82 zdEhRuFAQT-X;adYzO6&fTr%#+C(3R%#d1{UWWGs?ujM=bFgPmgT*F-7>}NUB;n@{K zPvG86zCy~;@d^pi_Tt!&ZhhSr;g6wP@3W3rx4QI%$AdV34{GJIk!>kIlQ&SKm{Ea4 z_&0CtyZY*5n+l&Oj};gZZQSl!Mb~j`miun(dnwsiKgR!=X`FGdh8yQfaDUn#+F4#& zB?(^$9bBd4%C%Ammf8nJZ|NcTH*Zuu6yx4FAYD4xtYLmDD8?rB;ufG$l~5<*=QUwk z#$=w0psrIvF~(xA>VU>r;YUrr$8=3Tj(Q1n{bA;Wt&G2tDH>3KHt^f%&)iY#`Ou-9OUarRm02)>^0VE$}p*(NehfM2TQ%5VBfDL%c6H(>i#;7K_SmLJ3~r- zIxd{?cDfp|ng^tb`|23%UYbmL(x}$@gumxt+S%sIFmH^}Q|y#x5pi-u5DhOn(muExJ(n|_Fr#Ezbt?ANt!?|ueGcsy@{k?3RHJN;DqOTu z>?UODyu}J%7Ava_rWGnjdG<~(ezOtp3CRs~qm*w4Ya<2LMjJk>dU{pfJUtC{tXIww z8H9Z}3m_xga#qonpNuFdKq}aMle>BQO;_FTFTSg0LeBdc7xLD`D=&Ad$?DKO>@8&! z1`)|fk4LiTf2nWl_rq#so_hBeFW8d45LJQLZB)!5KRb|<6yWO{_Gd?ESd(vNLWI6BwPiXd zO|_sf+>={SUn$Okyfn5tz(cnE{6qMZOU*-Wh*|=7ZN& zlhq$GzjM{JZC@Si9*NfvU|l$P;-qPoN>%6N(8;fK~&iTAFcsXXKtQJ%;BNrm9g1p=uej^n}oM+d)a+m_Y?=RCRK%6puPW< z*&S|9Rg_RgVf9gc>y_Pk7ppg9+(G}e5=7{iI=g;_jem|Qz#PYWrJJg^l82rojt_%~ z6{6tD_6cuayjIVd<>>_E@arWRExRC6oe$_1C4QY>a)6a#VIGX+@NNq-`|&1*vWlr+mn~s zUW$Ha>vdx#S+|lhe9b(tG1xfbS|>*YNP+l%AC{%T7b5Wx1^9!yO3Vx2Qc{35LC{%V zBr*7t9t{bcvOb2tnmd>%g{iM*kL)W;6mVubv9dWbzT)D3$Y+iHZC+jNuRMZp^s%UR zw$kwIdGE5Cc&F2%`f&2f%K9AxADKp+OoQB|fG_?RSLIzA&_=yMo38G@wC>7N(~X!+ ze91(lhjP^wC%-q12(sPD#=!RKODm#!QO_uL=M9P@vUW#;w)0J=#I0SpR(p~$DWhxp zDGe*H${pgXOq3Y>Mj)u4cKy;pHr6$uoL%z9dc~kz*PQjs!IgviPA0fmeXZPGOi$^O zmxx28QOCj^4}PJ5&wKl}<<$}D&k-Mf;KOhg$cAn}zNhj2{;tOOwDWySFMP)b!cA7fYN$PZz7z`n_A6jkqX9mXFRA zjvDr54~;K@i4$VaL^ZII?79KMeQVW=g z$;*_vxv!RXf4M4r81{Qu!&!9jW$!%4-Xj@~Ez^qHa;``v(?K~o%H2TbU|fKy?ovU( zuNyy{YIEricKr7$s&#yf4rU79@0WJqm~#OqtV@=0J{fzCE+fTn$30o5x1}04%Q%fH z#$~2u8h`ucD(^Nbd#@J0(IIVoH2uEL)3_pKBHzQg(VWwVb|?$CfdsqsOv)!N8yvU~TM-{t4~FSo*IkDL7B-XS zS4+0v8>0&9ds4dh(;MDP^g1;skK$*WJciJcLi3!}CJ*^mM7Q@Z2LznOdk%Nk^Z6WD zntb;kRYN;J!LFAo%!!(t?^V?<;ML?;$hwn%8&p@|=&T%;xUA{rA3%@|1Ci!cN{wC( z4Po{B#i>824z2~bd~>-tTSxy(9nt;y(M(y{v+vuQu=FNn-?7~>XYe|nx&AlBd z^ct!Ey~PyYO^psp4c)S7Ia@z#b)Thu&Dv4p*HRIws#Z(Z0~E7XM#X7Q8CRJ7X4I$n zE-$X&{YTB4DEQOpHRwVeKH((2&TLhdqAw&1C5swQD{lN!EiaBp6h7QiW+YRY*+L6M zX7r@&H8grzIzO5%ozfm^DJ4U@x$gGVH_eE-iSCqHnKpQ~%8zO>l$qw+d5umlweJX) zQ}frz>V|grHP7u-CEib~-I6H3>+l)fdE)GO`3KF^r{m|E?#%>X!ghq>?&uXQ%z*i z`A1S_{%N&e%y-oqo0KQGxavJOOZFuTb1#MzH|{ZxyVsOWk&$gM;f&laIDK}RIOKdK z%yBT4T-6>o8-ekUsp?T{7ETt%?^?^O2){BzyVvIIS@T2C!X+}zyY?XmQgWD1tR-oD zd0K0f%lXv()wY?!&E@yBBh_22_{Q=G=ijc*ZW%AOx5~yxsuB3kVo!Nr?&MrN*WSDC z2_J+vzrd;2do2EoG=ZfE`JL?Q<>$L!Ts+xA+sC#&`>V=ubtUvoY*jph`%V5d!afQ+ zs}H26cXY>gi#}mG%uC&X{)0>E?%PQ*o-2hAkdeQ z_NfgPQ-u@kF5$5=fzBoM>?>9?cV<%>_N0A%oM|Kbyw5rM3Cl*k$2)Um3g9bSt<)U$ z{Czeq#kShhv$zyby$8;x<;$kL`8O0cdl8Zf+dmfFQwD3g z4>Wwn*F1@3Ch=rsBz9?Afp3yAHN`2MK|U@%j`l$~TqqWcwFodW{USqjm>)prM|Xlt zo(kRQwYzF1NrntGxVd`HDqg&B&p%n<5tU-{YNXeu&uaMc@g-~uzASk|u)Ha>sIfR= zZAH6NOTzgf$5X#Y3a@)p1OYpe<1itT2GhIpRF|>?m`*%2`!v52k<@GgLHa^On%^up zJ2s}C?R~@ zZ2((cAHFCgYiae@R_c1ks*#Sc)0dI*u#c2QT@s`7D^IGAL(sV!s3Fou`t2(oA;x-7 zBRqB)Ps_A*KQ~KGHFM<&Gc^_1Wp$c-Gk1(%FiWXkD||ueqE&s7!0wKH)6(ja*sne> zN~_h3HO=WxEIKq4`+coi%10w{^p|>J$g4JlmO;g4`&Z51F5+qXzwSzn@9}<4;o=Nn zw=C^h!?!PH>`B)z%S%Mvct7SAylXhJDdIRiAH@~g*jQLnS&0}a@7%ETsOa1m(#JS^ zdoyh9=5?BLs@E4Y3cWi$8<}DE0aZR&>rq*ErWuiIJY6nxqCO>Js!8gtE_-ty_0=&8 z@`tv@8?HYp}6Dr*uY{bmahPJaxKVRZE>YY1aX6Cnj zWup1*!9z@%<*wzcNdF|!OYuE#u|7WDwEjB|Q!5Xw11a+k$hsmrMPJpNDBtugHJqvI z8&STK+`arD(R0AprMY?!6LA0T&xSp}wcjpO%9i;0?(LCL$yS;DOC>%1t3xBdihO@>Rkw*98?of0-dXQ*I7YRb8)#R#UgqevFJhJ5 zQ-9b%_e2TEO4$pcN^ys_?!JgnJ%!|)J-^_zdiwL$^$=9@vX1wz^O@vNdPA(H3w-f( z#w@koTK;tp6;miSB7_8c2W4KdicZ&@TMIWXwKYz@Rrz2qE_i3o%j}KNOd6}HfbD>o zJF9ZwY*ey>dgFA!teu`0vxAU+G0)O>%X(&2tEok|nBs7;b&p82t`~h3X116W_z1`D^cov(?C3llUsCs%;nbcQs-zAz8ULBH<0t96GI!ns-c&p3i;7*2Bp{(^5f}WA z{Nn$ZeEhdBhZeT(RU2e(Y-}v+ZWI(2ir4L{c5XQ`qw7=b@mr-m==Lo~8gw0eljoh> zIUA8hd^F5+is&g>3LiXIF!MO(F*Ekd{w~)4^;T+-AE`6-fwxq`u($h@6f;redhF$67x1cR&kdw3wo5+C_Rq0E^bpu z^+W8`-fTEjIJLL*^-2vU?UeiW&Z)`m6>eGbzxt>VED3I`&(0t2Sh_R}A<$GO4#9430p@MD|t8FkUL|ytCTG&ci+j=*O?OS&A+>qWoId#Ir zGFbh~qpbTTN`l?Tz*9C)XGvACh0gOUeb`X`z~ht6+kL{=;n3v36^Gz|a5SAYUX)DJ zjD!70^4g;YFZ|$(i-DOGeI`b|RNX&}27VqFtBuN+uY$>Zj>D)|`RtC(!8f4}gd6R~ zo|&H=2C69S4CW|A@Y=QwtxjRxD}@^|G|pVN|1WQ8GFKTiQWUQajdK>P%)&w_rqM>6 zjmEwYl%7ecdqo32>6fKGPLNA|F(Nu}4+WE|z<(I%xZ!O1whD?A{6U`j|M<(6t{S(c zk#^GCl@b9R|Cz_5;?_pZ0<5aZe&UJdzHIfe!1R|~`bL3q zCQdpNDIoS*lTpE_ZoIGRBw?MmhPR0Flac>ru`QajoeY;E4ZI0_DalL{5!t+*eC(|w zF@Yro+$36BXZ{O!S|~4xi0crz*b)X`5+-V)N^%VrO?XA1IOjX1bw$MgBpy<^N#DWr zFj#a#2_^`6DM_p<`rPX;eE$Wg;AZV$dLl-EE(|j%0=1OE?Jt-?kYW0bKrNDmqxJpU zJ|d5^yk<)Xg(prwL#0mr`6fKg?Z-LBSSoWScoNj*+E&(*#s4A-BK&$%B)TbtcZrLf z$qFvPYmXMwlO)lXCtRKfmzrfGyHwInws9H%b9L$Mnp|cdhkKv_Zh*9);_bSAUoCPZ z!}ZUt2PgfP9q8BWU?xsK504!Yw*&R7nfsoCx@f_+^{c3{LTr%kV|Wt5oJ*7_9Ugc{ z%Dix5b4HjaHoPQAl9q2UKWxs!mzMBl`c=U!NM8|N=-Y&@vykq8+k<}qK@~6`x$|E* zdOpsj8X6ddZ95V4RWq0VD*eH`1Us4JvV%;92{tsXnqBCAsq~0drTxaD{;M1G+-JV+ z?a9^;%RYGUAi_~$u(T02{QT%fKR$gtsP=9+CCqtL@X}Te3kO9Mlyrqa zkSd3WjC#tlJk$fr62#OxJPIY<`p2};=N4$V;u$O;`s8|MBsM~X>1ng>BH&RJ;YWvh zp$Vvm4;}!9{lKHBY@i?muq;7#;zjjI7o-0?`e!l7TR+&yjY7F*Kw$aA0|m~p3)wAMviK0$TdtdzN8RDW5OGAcZPbTS)B?m*j)TS0axvhFZ z0aZm*Nu-%rj{t`8G7QY1JhT=<^-sraT5l? zDe4aJ5(_uekE5Tj{YX}5%{}y{b;PeWQxqT8u&*=>H*00K}l>MkLJ#I}hBCL)=6u>g3(~PL`MR zss?wG)r#a&JQd2n55}{LXB4U#rhURC$B1R5j99rPl?gp4`wrQv*3bne_xV$B8Ot)& z2W`?Pz9Z^;u8cjP@o4p!d6J}H?d$lWyYI4sLZ72}-^7Gr7P`;Xe$^dV_)qRmX)b7A z+(@DG6sq|kccM3Tbo$4ZdSOZyj#W}gBcD+quWGo|q?rMoIK2X<)O5HzeCYAKo87wB zWX$w+P}-_L?SVX7!K6R!iPVUY3)O8Y)n>t?0rx#Zr|Rfe?n@RYZvNpklzu9njk{55 z`|{-e*Hwczy|Iqd6i&_FoI(%ZNEWwoVR6p0lZ67_mw>1M#h!N{mXl6_eAEC5BKOy{b~|T3LXA_KhoDG*79lW zDslWzRF|6Fxt0PjQ2V<$D@o;j+{XJitEFlg&Z3CSOe%S!LOG^yynZ6O-jMsHI(a8}DDmkBH7RsL^y z8)&0}Q}gu8?Oid4r4*$z5>#YyNB+E~I7y2d8xuF?1Px+{b#(~lR6boBYap^uC`75w znCP}{8?3`N>ThVE0!mo*w6BkfK)P{2`BCRwsgt9METDqZ@E6QU1LCUSvGZ`j3Z>Qyx5}aH*&q`qRJ_GpOx}sFX89DQkt|uC|P)@ zg0m(gEN_7N66}{@HacR{3KHQYX#P>?Uy?}`)+ALI`rhtQIGh=nzo9;Mebj{-_~8A1>F4iAZ>!ngU+c$tH!}*qQvsG81ZfKe+(`5QZRYFfLWia zlg)wPT#wu>>fD}AW39amw0Ig2iwdcCTha|!yoV=BwR@vJl=DzztfPJoI_IKByjM4kbr_L! zFoFHFMGa&vW$<(9MENJ8wDFJ#HB7Ep!sBuxeNw_@EEq}=_U*{v#YMJwn&-gXoPP-$ zXgcOj1vXBS8=j;snXsqgzO((+=ItVIKwk-gx=M63IV$#_RD77!_Pa;L3o#Mg6*cX( zEG#MX9Ck>kAeLQn6a!(HlQFG4I?5I8hN~=6)y>yl!lXuvU{68<1S4M{1shYshbR}! z=!C8x14$%{D-=x#q0T2hE>Bi-qv4#zd~qhWVF%Fx9MK_XYV4(vrF^8K z+f{GIbmKB#!9zkNSCeQzi`^jjED3tRFy|{)G%Y=r+*xSGquoZm)W&No17~%V2~pZ= ziqNBTeDp;LJkpoOwC0~l$RO-F6rXH7fYwU!W;C`&PRE*Or zT8ac%TOf0?*2KjhOk@l2w9uz#7U7P1xJ)CKYyzJz#2h_r>n`Yn$|vl$qI3!irwLu} z=OO{Ds{N}jgt;lquD2?SadO%kQY00@@UVjEXdSno7U9lh=G*WR#li&Bwq5H>P3JW8 zvEf|^R0TYk4V8}kFl}$kqS2C{e5y=G9vnfU-}*nqwE-@LWoxc zxjjkD<6thNXM^q6b|5<1>a*|1lp$Qj$nKs3K9rD}PG0vUMWP8$BJX%+FR?)mr{L{m zC69vUa((n4!PJ{SxiPE^1djhIR3HcoeE3BNPtrf}{$;WrGSoYG=_0M^$^#d zAnLylv+E-Zo;<#j`&V?8dNqGNHH1XFNuLtKHiwE=l+(Yu+!1kTf^fLiwIn=UrH!75 z-MpMnfg9?uGe{dQ6=J`JihcUO0kT*zb830e+q#sEa38UWc;M$s9NKUxc1Fo%^2%rG zh3Kb8ywq&1V;>qh;1}Oab>tteGQEsO5jJDg?otG4X87or!yg0l>nfe1 z6m&`L2O`INldxe>0g4ZNKz}XEajP5$Py8?N21!wx*_j|W+%H$)1%H0~u@usc<1L%M z8hCxA;x=EE2EJsDpk5`~ff z^FT*1%MB4{2`HP8>N*T8{6LVk48h}_PkCQX#O-i~BzvX=y%2<%=|-mg|?N@N7iAS>kcp3(`cRnDb}+^9!SOP8MGiJD@SE9 zKT|k`D_{e-vI$md)papiz0HaLlzmhE3(PSHWd{VE zTkZ^THmLvICl?M-IF9{oD@B!zjfooB?c<=i8M8AC%W2EY+JV#J0w=i(LmOA|*F0-Z zN~14|>_a0oKvxLAB$By`a0sc=2InC_3k%$=C?Kb;D88btd*N zC8H>x>a^A1D;Iz)#!BK^#xG8Wonmgebb-e{R9p2j8Tj~frw&k1ubanIj#_#aG}gQJ zLFRIz)nH2&e0>cs4yownK?0E;73(wn*a{y8_p;6rd=t$s)?)0bEj;qqvi%mRx{xb7 zz=d{Z1e8`5|D53jloz{SmGYfP1_;W19$8}4FOcejwV|$p^%t(SAKaJPlUA7e;xdMj zr%K*6`!xr?TL7sv>i$`s#}!R@S=Z*B3-+#6Z5FEsSa%LpADMc*Q(KtmjGu0t^zD{4@hPKI&lWfICqYfn==%n&QDb|rci@f(5NqJA%j{} zK~4|#{NMNctQtI==4qt#2@RTSW7|@u4{+!Ae$Cuy7;OGIu_Ln@?EG7s5pdvc#8ML< zJYV8Ns_elv^bPXlRYwq}fz|5v5wwm=P6z}%60P;gryBP5&j-!qVnysjH00Tg{cxVQ zlZJ|wfPzardI`MVx&N{2AKu})R^3~-y7!&gj=>Ld0HbQ|7Q571)x@0YQJ=w{dtPM1 zd$NAtSD4BU;BQ|wOJs#bAqP0<--?c-%zNi&& zBLbics5!xt+$q6<0rFH9hhnbvxfTJUK`B{dDY&!Czfv)mz3pioV7wp-N*@QC9C!=g zj92Ht*~m3)n7S)gl`tZ>a6xUwG*=sdI+68~p@zjaSyb3p9YbQK)ysY4_?v@Y_yBG| z1qpOS1G>LG`GKkgzK9&TOEG{QJg8B&Zf>Ts*ua#034j~tP&(TA#I{T8wqpUcoGYBK z+hwpe^CI>h(iS`?B7QaA+9rY0ciEtVvX?;I+om=gJ)0z-hE*XtuT;$ZlD$U*6vI*o zLj%2YSOfqSWDY`Ay5WVOM>;5^q9b{9WSisaHER!%y*qQ~IVP8adgTEA1({zWa8>mL zfkD0Qo}i?SaI%Wpq^>LHY{ZM$ySncN+LAymXR#;WIpRhx49fxUM-?5}?8l<+9x2oz z*Y$jcd-K>}lVK`whR<1mU!1VGigM*hMTC@Wtj7&xJ*XlZ#p?wFH=?a%MT7JPpcGiG z$Z6d%_p&r9)xQO#(KBJWeA+AobS*eJLeRun0+I$L3Bm9x86T<25;jXiqU}?g)A738 zl;AXfS&HN|-=So72vr4#q?tr@m}N4c@}P>eGqv%adpyMl`_=H2W<$fFk|)bn8=jtQ zyy;UizYq3cf0t)4Ywfg;&@V?hHu)wzZ^I`qm%b>WxZe` znB?@YycV)~#pg;hDCg6VeC&(q^zpuWOn>7gIT}$Wgw<5gXuu@3$5hvf>AJP&{$g9n zWtEs#Typ^J%7HIkk+O*5M$f;{6KMF(xE3d-ym-m=?&%8W(&wX+*!g8shIcRIqcXaa z`7KrhuKpfO5Z`xMmK}iZ8wv9rH{zd-&-9g?jO|rQ+uM)d1y9AC#HZ z?+7@adlJp^W~`U5p!ux;dc3YcNo&OFUVYz%Ev7D`u7v~YqyhCJBXtx*TOt9k2ofws z>nXTV&>Z+OtQ+2O^+p;48L<{tWSv~ z4vp1c_()Czyy67nysp@EL0?3^52)JZ*{A@-^8B{55_9P`RecCWRFc(YBFz_Q zk5+WCX=uWk%|udT`)*EM>P-5(nTzZtXXetlHxipDCGAt|K+W(?hSk@4E)Z4b8i?GUB z%W&Mshk+9I%1lWd=G;mb_3)q==v6>**Qx?k0)?tPWX4x;cVEYDi(7GaxU-Suv8mZu(@#hViQN?6V{v%U zMHI2R{-@BZWk-uE5A?B^!TQvu+t6OxL{LTLszuGMefyF{E6+tHJN(XPJ4S39!V?XH zk>OJ4z4~emE%mW15SnNAUqfj}457zkOR{bdX=?pOIHl!Rdl^qjovAC~40Ym41y<5G z?u)LcZw38{Y7d`B=ev^EcGOca?+MI6HvY``ToX-ZZn!|5Y4XF}b1l8sGnY_tRAVM# zy}PB&W9E>(Lq4E$8aY8}w(Jy{CnkNO9vy1&=6#Z7c zejtKNFbhGw?P4s4Keng5C740Lu&lkMeNBhvcIZ!&u_^>!_?VRRg@9mdXL>`N zJ%dpn`@J6HJRwIZGk$l;XF7C$O~n3#81UvQy7YCSdCNp9Mt?^|?;4%mYL+)k@Wbll zp&F0$tVtl$7K`o{OS!ebpbs=)1-s{jJM`c>o$~(>3V7%JN=#X?fIh#|{%ZhOvHtzV z>XI+xCqf%{L(wiGINaL9LowOu`iW9tMDue7to_@HEY=5BAd$i&9yHr4@q;`CS)R9; z7}W*h+RW=HSJ1FT4ZDVxZy#=3yXG7EC%WxLN&xaee5r2*$bsFrJ3T0g3o zKuX=>o!k>3%hjQ8I~yktmB@m}X4XL06RkQTBto4-Rz?B01)`Vq1yWI{h4+nMG-4j; zhqRnKYXDHBh~tk)WucZb0^*?`;#s;0QkVc;D-g3`8KB$Qt|(V`=haNKVZ&*o!vndQ z({S8SP^U>Wu|`jG|uOO5)|{URHVV)W!O}| z55cNW<70*ka{fI8lS?fkAR9JgNDMJt1c4s%Tkqk{xq@Ns%lAN}oE}ba! zt3RZc9YIgRzOZpH?2ycZ{ngvwbEBX*9OPIV~hJAQqa)Al0m2+!OpXl2>!-JLMOHOh$1atxxR&lnTxs`_kJXCq2P> zB9k-M=ZXa#)X#fSn^j$)OOI^$jsVaeC}CviF1LeR6UX&kn|WT@$uVlmmk^5YW2llq zs0wD;dKf@cE$4GiL`Qmr4lAdW_|<^GKB`T3ivxmeS(qaM%_xI7%IKmHrDTgkSN&jK zSz?GR1kL;cM9iZ{f`cb*DJN8?10BDUFR6N+t+M>UBaHN z-qn@91YSR!g_OnY=?(3EBFIe?7PLT^n~G;y;ds&~<;ATnniUUs zlK^Ve+<y zgaW%@K`z5JUt9?uY?`3JuGy|E+Cvov@?ryxWQ(FJzv&QQY7sIzWE<5vAE1FyOD0gY zs#fORWURA~q@JxShkG?m+uQ+j<7G%c$k&GV`jf4PdjKj1QD$BM#bFk0l}t*1Z9-LB z_rBJvpU1w2`QlkIw&pGzP7u=VKWbbl^~hFb9C+<+vX23+J)2eKk|>)(v)hpc}Z*BU`Cwl^%N zXAiwsi?>U5M%Y+vqIUOwdHn^Qe*%KvOY6L<06d3KO9TmhzTe~g+s(frYo?^$k3|CC z{G*5He0PbFewdCNq}@3$3zet>`!#}34PDV|4vy$`ms-XsOhyLUI)%R4%@vxZxfQFB zsIvL}DqaNT{af}gi0O?lb5&ty1{!CY7^I9es0#(=OKfx!mUs@9>+Dea{rt;BC@Vp# z=x?*TGAZ_T?zIOX1^4lt!8(om>8rJ^2Wu`P=I#-vn|zz!b0&uLv!4+SjK6OrsOb)7 zSiS9_8|S>r&91cTS*<{($w6Z~|D*Iug@J(@%iXi7*FnV@f{-a7EVjnxa%m_Pl^jV5 zzrq1SB+W{2@0P_6Iac+0%$mM82)&__0q|%pwmOD(%E$U%^m2qp+uWzNl6?`fTe%s# zzQQb5VFfkcRFiw^P8DVB7a^D}Th)KN$tc0mvc!9Y?tluUQ`)Mm+zudtqeEP5<_o_d zb}#%Ccxl3MkrH?}Z~+&gZx`cx)6@Oy@jieG{NuwSsmCV(3 zsfreQ2O!-FBB(2gmK!weVH|(NCn2m~?Sw9{7?FdqlCA)CMuokV0EPudb<>FfEE!h? zdP-r?X9$3qM`aSE<%lDOa=w)x;ywj15!7XnmF58JsDB3Bfq(EZ9+d7EIV#B9oACV) zV0bIw77=r$7}zJ4*a4sfdB$?IMB*gSDF?Xd@HTn{*muyqN(8Df@JukYCWb@TLh>Up%N`g~4Q@x5+PQ%q6V2lfyDdmoQwma`-vmVxm!zDodN zYJrQ<=9It&!o}Z~s{m=rzAtrRfVZxQ2r?$D4E9Zbs>E;!so(i|(~v0A2w)u01dNzQ z-`(SZj&Niiux@CSBKj*?-BVCQ2dp)R%Tg`WFji3kcgc_NUz=c;VcCmPu(6&bto^BP!kI~8NE1dr z=OmWd?tf0*Zts7ayiW?Lz*UBXTk>LTk{!1xLG=mx49m|mc3pfn+h?(7iwFoc4pz=> zvAu{e`2gZsxY$-GRV?z>>neOFsqo zBUphp!2&)aI%Ho-8Gw^Fw8jC{^$sA~6{byP$^cm<>@5-pgTQzZo6yQB>$zG=d5HTW zF>ktVzEA!e9~NMaK#N2AruJ4pL#f~y-CPlwVL1pYKgoS1kh(qugsy2IbcIl#fcV^2 zTVR7d3@9H#Eq3(WSBMzphi_xRq;P9XLb?E>e9NL1xNj+=h}NeBg_dr;4d83QB7}%} znbfT`++3-_)8;2hRYV?B!fmZAw1iQ>6*tn70^rUf&&OuHq<{qJ6Z6Jj1rrU5_#>c} zhcKl7r)KyvX97qkT=eAW$sj=cq?RyN?B%yk%pmDlHi={LU!L$!Zk`Wr4*;t261CD>pT^tLa3x2^@EsOd}AC9 z8O+QBOih55GU3*^IUg6>1sT=i=2wv{HP(#%n^yAX>m>?mHKw zzu@xaENzB*{E4A#(0++r5<8Xfsaox+7-5??=($Us>r9Edc@y%~W1b|ANf6}N$Q1Q! z?#5VsfWl;7jFu{v}DQZ)~SbeZ^GgR(E#XaDK~39 zHZ6C&FLg6#Rh~M)x12fk-i_`f)ai5Tk_Nz>s8iY2`DDj;`GV}5R^@-6@pXT3^$$=~ zV)zeT&jHQJ!s@MkTn9X|H7S_peeS)PHa+ZS+IlZY+@tETy+-@ilzXhE%{wCY_dgB% z3wa{D)AI*X8N7qhis1W8wA2A+qskRR-%RG%?9vgy^wqs#U+wp0AHJ|*l{D+epM%H# zS~-HDL_TIH#h(NXGb}cW;==#z*)C-I@k{-&))=l!rM6JbAZpt^XKaP6qLdyTJLqI_ z6=#2yz1XJ3ef7arnOuj#?Cm9gCxN2+2EK}upf*QJoDC)~U+X?L9UPcY^5JXFbfW`H z&4>BjXP<{r^X*yAhoLgqdY3CbX`=GgA7|%Zr=?j}Cs{i2hpU9LQrrTHG?JQE@KsOUB#W&oT_zmV z%g6t-cifk;ilqp+@h`Yz*stR@V-IB}y?n+R9X=R&v|^U$#LML+^8o^K>lKX^Y>|cZ zfC)^B2XDPM9|R5fV*jP1#_k9?w0X?((X}k?Gyjp@MkyMqqlQ*`SO5+)4|3q&rR%o_sXgxOw*z=ZzV4k_z=k4AfAqU^IF_gUs`i5 z*UEJB>m9xNL-c&$t!Xn^M5jWR(9CqPp*I7Wo>)C6g2R_}>Hu%Ozb(Hz8@Ps1WD}ox z1Ug#;Gs|+>^1Xr9cis3dXg}NN`Ri;@UpX?5%uP7pB_GX02^`8qjpc(F8@072B~wSR z(sO&WahzOUih$#xZ?fi;vNF2rseA7w?&(al)H`3aro+;u2?PB64q>C8>w9b%>ats3 z9A4!;MBHf-gu0f*eLlpoPCdC;C7Zli~@U5T%Y~ z;1X<_LjF<_OUzHTdkf#1e*r#0Y4MbrJ%CEm?Jkb3>V>&m7M_LRQ06`9Rkn0B?PtW$ z?dzxyt=|J#-cupjf)pWW65L7YaddK^(9w=vh^EN8!D zFJ?JPj)Z|?AlwmNp?arUJPrgr;jj?`?g{P;FucBbr_NRDFGv&ABT@0s;a(L8bsCsU zn`aVcWoB-`>G=X%*blaHfajMn0i<%|P@nvj-kd8!jzA%a{2m0qTs96|h@2 zDH1v?Bg1ag5Xv1`MPxUCd7uQiTSzyy6kNUygD<0tz#&~im(Dq*S@5O~2$WhVL0^bw zo_rWdLg!-;QrVmUw${#}j*S_Y13Ctv4G?^{guyYG2xyAD%|0wwB2~IHQM2*@M1*ih z&J!}a&rlXs5-9&;0NLOld~yJJO>MDCA{$gM2qj)535Egg+J)W{I%f!8hNw%3&hQUmPw$nfAjCP&u{lhiti&PPs6p_I8q8TBi4D2lP0C1=- zPpfS}24%yC9Vj$`;mZjUEj7U`^Am;<3AvTiwrF=%B*rP3)>a<$bfC6jrc=LHJ!%hu z%qzitf)SOaYqcFHe1jbW&evQh-#b6I4%9=3z&v!hb-B`Nl=m&saG)0r8orRNAY#%G z0g(!DM?{5hfPQUrE5Y}0a5Z##)0uBt=+uC(_9k=`2eoA*K3@l&E`(S|6K4I%&lNEQ z4F}E_c@8)<5W8rgNH3S>ceZqG*xr<)M}uB3P$>f~5G*genM-p>MPE3R=}sH2ivFCu zcmnFDB<8gNVh*+q^dVVVfWT?uy#E$8KhPXDBD&)*6fACTk_ws)XLTLZ?YmTGB0eih z3o-)`w?ztBBI97?D1f_72>Dq{J}q}CZCwbF@lRHA2ssF18Wxi_ltiMo-*@mDiVxnU zU`uBhcQPLaOi4f80blCCo37Si?B8H7pC5IWDJsUZ0fMr@sRZg7UXlTAZ9iUFL!q=} zAdax4ybkM-r9)s;TSy>6i^1pjH9#u}DV|+AEGPhGCPuLid)4}5>VWTp8*uL5wgzb( zln1n>@I72x59`wIJ z6(AxgI){dg&@%aNwS)+n7qn^aQ&X0kV@pv^|pNXwf>&E~H5P^$LCM3971o&)+c zMRg@TIzDl``DE5=aSmR3qBmpc06iE4GWF}k+1LMew1wKcqi||Y{kz-03#Xdlu;I8G zJK{t?!NORXyHcg=;+tC`uZ6Bsj2|D##K{+hS;yxWe!=UF`V{6Dy0JUVmrdwx>068c z=Q%BKIsx_J1M<|!n;#Fw({fxj!f{~%J+~_TAm{~1VRUV7o{e!z`=gn5U|aRQt|l%L z%=eLwC)}dC3pA4%fIkop*y4}R0=GM^_-RG|X$oN3P%p6yvCnW?Sa7T# zU`fbx?IKFm@7zyz0VP}p_p_Qb)<1D{r+b9BI>@cTeu+~=qi#}I=MTm@^HtrlqWLTo zSX<<7}cCpU5GRm23j^{N<1wtSSrEIo=?`WRuNgDFuuw8=l)hkLWS`o>u ziP}OhxQ;Y7oda0g%b>ResQyWyRHaFszvarik6nDis_)Q&BZ9caiFxftV~Z^ELd8nu z^1Z+2|Mt4{8c4?ud9-;@G+9!X09Ndeaz^l+2Ut!!9rvAjU-76#ggF8>-ugh&j%Pez z$-AiHA_|m1-VC@Xd61<&Y-L^K1`>{%1=fCt(NoDwqYGaF*T9sJ-+IS7+!)hAJ91gFRor~Hn`pZ~)uK(OG08!g89R8QTE zNRCn)x*TsBz(o|j&fVDixCnwb<()|@pMnYiCBOF3GuEi&1=i|xykqqL7&-%PfUnB=<5y<}2 z-6h?OV4sGZ04o{FkJ;x?ekBe}9-LoS*4lms+(~Bzo4v%6Ekz9{G3l4V-J2lM$?MhP zOs904+gD-)^xlhSL_p9rFtpvpm27?IAzz(Pgj-NAXp3a&7lXgc0>ei?WjUQ~{NnU4 zFg|>);GFQLIUgO^_-Od#ROLqxJtJMb_Xv5@(d{=TNU;%8^C;%d=SYIz!cd;`Le*0i5fnGeDVQyg)ziY zIThltBm?OI9bEUcw?8X?z0(Lfse#Nm0I3^}z0Ef*e`>%UjAvKqp_+yk2IT`_f$Vr< z^ORtzE+Jp{jL^!Z=P?JY19q|>67-p{HP8_q3~B}iF({oAe3sP}TE(u*!5FNFtRyXg zkTK-ZZ`B5`CXUJL$XC4Re`+gs<`=i8}5i&ILpqV2!8-~?b<-^sjSqDTwo7HIAc}-F#>r)rjV)(-JGQwdN-JyLlHT_ zg4pH&f(l0gblQBs;1S$Nm7lOCn8^C)QUG$|;k+Dar7j)HsO(T6orzGRkkfRsZZgR$ z)__o8_e!1wDfRIDdaI;0K>_uP5%Z!LGrs+(V?l_$vAiGK4^#sL4e6cwLfP4>KVHy0 zW8!3svz;lMMaMrhvVCR6)eLkD=w4x|U52vk0*Cr@F*SArPB2T-P%oTXr&GWiZu!)F zk10Wo{aO^(T8R@Jgs1{ZHxUtCC2J~2wtr@-w@h*gV#DE9ZDED7ysV0xs?F6OcXT|a zUD8gru-B5>_ zo`F?ci%tAj8y0ej%d&P|>$pci!}CGxWq5Z=#A2ky=B>RAFHk%JHXv9UmeFZrF6Lx2 z^xcl=hNIXmiyl zxk8=@mZ@kF9g3d*s<5n_*L!x>;y-aWz5FBy2R;ZIKXi5NVzZ~_m)Pdpk{N|=m8FaQ zXE)svonE>3<_h3|(Ildad(Mx161Dvu9rLqJHLq~pgC_URV1g1Z<1Vzm+v*!eyd`WjOdz9Q%X5?QcUfDMP)nTUjzYbf%?w)m*RO{Ep`9Oazi+7 zwO$Otse&Bah6h5XLKJkd3VABqyjhD?b8VS|#9287eK{570{qRTern`$N&V_G6TqP$ zGc~vA(_=NB0-Iv5L9gzgWk4M4a^=qJ{FhG8`?LI#=)7TvX9L2$xCa9i&RrR;`Kj6+ z(PvK>o4(Snwl-)Da%V-*=!E3zJh;l9HP&Qdq%{l&396@&nGe-b^OCafpDJic;6B|R zUbSXnict3&ta3>V!4-JR>9p4s=r%bBR8>+qgcsZbUW_8zZvC`u9RO6K2B%`y_>Eegc?e_ zRucPZO7fKN_IX*Kt@FP4_rln6fX~e98fmFdOt?N|oksuAj;k9rkUz_&4g}?VD3tdw zAY`-{H0uShgI+T{O)Dl%F(_8@CmyWob?} zCiVAzk?5VMa#=0ES!$wFQSPW_Gjn^XRAA zRp@{|D-PbI12E^ z+>kiC>+f?s&g%z~hudcwcAQ1;-L(TA1rmz{e5-B?3>0odA0C{aYz|QH-ReGut?z3G z_7g%rg7>p}ZM)nWYw%i#4AhH&Bmqzv{Q3XsiSs}3EFnY(O8cj`_x~lei>^LpXptDW z^@{Lw1#;$bQcW4097`oh9O(WN&!tCn{uTcJ+t}cMEMY3fzcXoY`)_Br0RdE*7(S=e zpvJxfPE#ung}t8!zxSNRQ`UgG90E*ks$tjm_X_+o3IPq)Bcmo-mQx3--kb;P%Nx$? z=TOOKynUO!%9!PM@y-jciVhIz6^4KoO@u_!fi%lCwF z!l92bb5)h63!VSL8W;Axh-t$=aLY98<~y3U`%J=9e|}H`tJomAv{WRJif_-_#U4lo z1ZgzyiB0w(NN(QT``z^Gv}{=Cc5}zx83!UDp3j>5%nVxZ>Ux8VT!K_ZdIcn?< zR$YiRjrMRGYs)t|(a)WKZeX0}3#WSElWrcXL7wHS;Kv}`fAci>57x^qE&X&%z&oWW z0GO6D=oqso^yZAeFHNJ@&$eMePJeg16dCoNweo-U9 zcc=J0b4yyW@Xjr!p?|4tj%~@E z7|x&3Z^k}KCycZ7;Yzvu@n+vO6DgJz9Vd*y9Xol<($1_CzI@@!^Owye2^y`P9_Nc2 zcdz{3tq~SAzsZPL`pfrKTjm*G`&~pR<*-YESwK-FOjGiQFGH&V^sTS@idLLUU2(%p z&R^6n#aI2WwF0*YKGZSZlNa!Bn(xLX@0Q(XJfr^c@$aK2&p&*}UT>bpbY}Id2= ziy{^r0jHaZz;wfT{_00tJ%_CB9l^E0G0U?2-)c#eW&UF_uYH^@o=}S?zBC?{hNK}@9U)YSxdykCSJSV8xBnKj32E2 zJiht-pEH;0()ya?&%s6UjJg=M2TrxetCn3UFX%kadjF}x)GuJSw*uYnA2hcqJ&h;Js zSdjSleyzSt$hHCo$mX4C?^1u*%0HR&_g?iDCqsiZ`X_f1_qPruor!{7Uyw%>m1yFBs#({EP=G}&C@+dtI)|CwiT z_dZYi?cEP6fXAcR-{qgZxBmC?yB})u{}%m|zt6k;C$M-2w~!bZyte~SZ+ntjVdazO zSI-Sx_+QoEXYtR>#^xrcd;j)L?7;QR;ns>Wc6)_>ys6n*{&CmWeml;@1OOXXKuyh#Ys`TMj`eD5M)6ml->kjouj>gTe~DWM4f DlAG=^ diff --git a/R-Data Visualization/Visualizing-Quantities/Graphs/scatter-plot.png b/R-Data Visualization/Visualizing-Quantities/Graphs/scatter-plot.png deleted file mode 100644 index 5bcc78a5e00dcce8d2806b93e1660faa6955eb75..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 27013 zcmd42cRbba|3CgDWRo32!zQEbb>fwA?1RV(WoDL{bt>_)mA#LUmB=hJPAIan2_bv$ zt>5)L_5S?c-`nr@{o^3n1Lw&+{lBz2|j!U_2uUD1-wrv7g? z9gn#znavBR0)$qxk41xrzGsQ#rut^tzA*}lZ!g46_ z#naxo*yPJE6c4#YZ(NxP{kJl(4iGM#k26`hwHV}EP=+wo+;DbcpgQel5zZa8yS z!hLKcz?q%A%5ZedawpB#weE~>=JDK~h{)`rk5s3{xuR8`1iW<}x4rlaX~igi~v54xdx|C=AgUY(x3wLYrJt2JNGxhFqfyUmnsy-^*x z{+*@8>HW7>^P=8u`(vK{Yo;Lu-N~y(W4RHT>s|@XkBgReHHD>#3VpRES&LejZ&0kH zw(fOACeJg&%kQqiIV-T@aw&Mbsd%-%&(+P1{yBE)k((RcUX_xh!U#q6@0Y(tSsQCv zw1^rj>b>Z+9ydPraAS^AZlv>^tY5r7>bGslB zS8H?cgF9}2kQ`+x_T9h5Ga2M2wE~SwM+6>Td%jx6!avGps$y=cFwwHu`%~t5V{x7t z)$@l-y;a^fA1dq){QPj>x|1eV6VPQE)R%p*B1;v*J}zr}Jz9ZPezH26sO?Abae5F{ zN#GZjdwOISQSaG*( z$X82u6N!y~oU!m-iL9F6_1{{xOIBnY^UQkal=G|Rk@7KDVppNP@?&Fy6)#J?{y#Q5MayrR#3N_Vq)YmIQ?MA+{8?Wvo2hAJXD7bi2k-%IXJ z-zc&^ib>DfoP6T@@l;0QY1jDdn>0t??wamTA0}$|I}~ibdeDC(e^XWM!X`1c_fcnY z?^O}!Sc7lNG36TVxh#`O7J+ioG`os>+s7^gtCtdAbTBcOY#$}&$<7nmyr`BaG@cx9 z+lbeD5yvj?pa1<; zVM1SK>Su4)PYIi0KRI$kuLEbvu1-5vZrK2@wV1RYI+>foZQ)JvPONj=2jQtxhwtjo;NZn z&dhbZ!@))$zKUHWTK?^R!kTs{!^!Tl-MQhqQ5;LP!1h_`!qZByrXF~d*kdGW5Vtz$+|6LYpuypW?f~aOiJ{_Hv*9K z(M|G_?epSZY!pIODvW2?b#kSrOk0i=*UP)RqOhB10p7wH>qQGEBOz1SGc&H9Qp2vP z=cnxJyu0Uo+T|v)(^J)dcBVhyus>nZ%J^~gxiWd#c-Z{l=aCCD(-4hPx=AIgEJgN@ z#l42^Nteg-t4*UsMBOj6OC)~qL>P@*jmeyu<$Xk0ZvT9)>qJ%~JI3BAc=JT2ZPN7C zz;dcxufJr+&qFak$_(~kue?qVgQHEZbcL>Fp2QT!xXHoxQ+x>0R~8<)pG|gBo31oQ zHCacAR~X~}z(3&b&dlP>3%8Z&k6&*qUsAif|4nxPUgkEV8C%GCk(JR=(%RaPsf`Ey zVvjn0HlID8YB}_gl#(T{eSS>&JK>Z`Aaaf7dInYC`pE_tq9dU#)D%jL)69O=b4iF*1PyKb%I+;F-MD5{{49Z1K#>ezUOUt-xp= zcbvYg6)eMekbOB|K7>6oAaGdl{Ux@Bj}8JJ7p-OnDliZ3zVEXi*1c((K`A4BJ^22` z^$?$reU69PN)~S&c5DFN!oIANjq<;K(ugT2dU6EP4%ld#> z@XUD=%l%)nj%}Aiv6rKyW-MRFY6LhN)HitW%jA>>GyC#2Qv=O+-fp9gxEs1S3@jkO_x@( zr%tYq%(OV?IlfDA{CH8hI?Vp*m|3@tmgTUppTfNg6-SwSb~csg3Zjb4>P$0wM#!Yc*fHKk9z)wS8CFWaxz*C>%00&pqB4jA4pKNi#&Io8l6Iw0s?3ILik063Sn>dvDw}PkZDu#zk`FfL@(g`nM5i=XIqvE?8%yvH(pfGT(kP%;;fN>HDGD7W%Xlr*{Ro!Z~4D!?$FQA*64LiSg?mX)@>a;mXzdH6x5a5T|P&OP@3gI@pNjQIagbeO$AW35Qha_)7wA&dx*d=X*Hf()64^9&iN$$dp?g03uYO>B!YT&U#TQ$ZP z=jy~HF)3S zyP-hC)k#fh8wb~iN&z0z`kd3E`Nb+Y)R}DmFwUsH-`bA zewkXUb7<$+vd*u3;J;a1zuaTx&V5U&>l!FP68coTs>it|)}kS@=;@{t=wrfr(Q7i= z<;4cJ#GGx?;ZDPwh*2ALHwFAzk~cJ)(=Fkf#XIA*UL^**j}rZdDfaGr4JVFUC{$(o z4+n&=VAaM|dEF~>j19T&-Anh7Vyn$A^uIWyB(X?A2%!nBv2VFv5NjeUuh(2!NdVq6=#l#oAP_@7mEg!c;hu$f244w6X58=zdZGpq^vE{RL6BOQ zQg0b2XAAY!c%7>QHIM}Z{I)uWnwXwlrp1-d1og_n3=)n6TZVpEa9$BYRD0*a&g_lP zG4dv82dP2`Qq^+fNy)ND=()dAtY_7QAX9Z->agf^K}eHY@zyD;H3a>*LXA(2Y^ss` z4yt0VWy$HQNp+JLfp8}Pw!&)gHSqD@E{;4l3D|F)#F=}i@Au~$tO;O zX(&bB{6tuS(B>&(y;7xYQ3z17 zs~UonUbHgtpGL<~F}Njz(uE%~WlH68XyW=cc0uvPzt9Ecabty^a2&@qi_(6^)_9A9 z4M4QfV|k|N3UJbB@s6(6X-kYgWcgyl`Be^hgDl=yF~uuNiWP7@M&3HcbwzUl8}Im( zZ;|J!L6;{y#~kJ}y5$R6x?-2CbG{@~!ZV!eeuP@7QhU#3;nvj*$~akV#0plJkO!1; z((?`y2(%WRgCHHUakX&XVE$$X3{{;dm~{QiCkM34Um4Ky@OleB_(Jc0`2x&*XxZ)rHM8ro_a6{nG;(AZOg*U?H;05PaIM zRHr{x&qJSL_%R~*JPQ)GV6()KQczgs12X87G(4R_4TwNkw8*4gistARZqG!mICkNa z5=iKtj@#bK8`X5wQnX-zrQ#wnDGW%kI;U50t0U;HhIhLQMv;DJbDmri(jzro8^uAW zPd9Pv&wSw=Zx-E7Dz2r`qy^Tb+qe>fpoA>01m8UE0a`Q-RwViTZ*`E>bTK#?#E2^L zTKrKke3#?!88~r0T7#E=Wbn?FIQ)b^FYUog`ag|v$Kki*q_s58ejJD>MgS*U@fVPI z;kfru4>9fyS*X$h7sX7UAfW&fHzNCT`4`dd)|RhNRUBlm0(r+^!z|-m!{Ts)QYwl) za9+@Qw#CW`1{!yV95X$n8H6ebR%m$=q$iwu6-KiHE<(gzrh$Jr=t%+@^nPe-u1X|* z?j-|Zn1ApwYj)BaLH20|pgIk;Ql?{8y*qc4RoW(uP^w}lyn|QMQUrH5xCdheKRMzg zONcm-A@LD(?c}MmD;K~*3qCw*9d3B^I^n}F;{?CmA@>hLAntj;0B!OmPM3b{$7UL7 zS3x^3;N>>fF#K*6qyX7(E`hTs7;j}r0|_+qGXk(t`*@CLb`+(zqWV3H;L|m8T|7ut zS!6?v7eaol(!VHv{*$b^CLY8TEHI+zyMV;Utk!JMhEYBp(Q{Q= z@@bspIXvj?(|6Y(bS-?WAHL=%u}fLw;SlRWg4xJ%37k*42JiTSByIY+f=4#+&(gb3 znut@5GZQKdc;^h#7tDvKL1qmx& zl+%OrLA8*8kNVRAHE1AJ@;)f){<#7te|+#7BSJ`W(Q!D)lKw<3kBLnC2nJ@{1%Cc7 z@xva}dp#huJvO*57*fRY0F2s^;e_lja=QNuMy-h(qu>pDrhDW$K`6u+ZlJ~w27jO+ zr8K1{MV>M z6VTUYyQ}AR$4D8aWrNN+bVVZC8Ju&NAo_=Dx#D=-1++M&z+6Ct;H7naC8{C}D*v6Z zuEt;WMrd^=(4R($GfZXyXT-7>2$U5zGMQ#U9pD30DAd=_2?U%F=|B&*hLb~~W|@+R#(>%MjquDs+J;m0lWC!;F_!?gszB)zHSgJyKnC;UE!l|a z)Vm5DCZ3lH-m*hz*}r2Mb26ofa2XPybU9Y?-i@8v&^i!cJqe*cJ3B}hZZAfj36On! zEvey}>~XE^Ec4_S_l(Kaz@xs*)@p$D%ej;O3JvtlREz>bnz8B*|g0Jnn~*N+ja9^rYZ^6=6WF!n7mnTT3Ws%jk+7y6wWBrTK(N?eWL!( zK!@3$rNnUbxaB=hC6oP`oOd~IYFtv@wY(n=*t3MKDBXdEh~=!*!5;QY&y!7g=ua00 zHbxf)&B_B3s#idB3Q!Nfi2GLtF8*Mh;58p*VS7 zYFNXu_=(hsWF7PRf9+7cE_rs4USEqap9zL6=sQ$C;N=;S)$iL#rEu0cKQ%NH`pM;l zr|xJpaf&KCdVy^6bekP3p)g6AUE6tdccN@r)%p~II{R`7c9ZCoN%EkzLZ_&Lb$J=$ z_0zM|O+$%*fJ^!)o8S#g;CQZG?9R%27T^Fly6LTF%VUoXLya zcUCwq1>VbAsZg!uU_hF?2p@!uzW@FdH4;*e&(jtl71g$u?{Kemw@35giGG8F-|lAH za(>FF8bKSHs+cmGUr;Dvn(YxrtnyF8snao6VXC4<$D z4{S9B*7Z4)FI?^wKQ=NQUp@~V@tH^1koA};@}gTR1d^U`)@^I0zt@F7K}X6w6vAd5 ze=xHKm-5iTV|Ry2CI1_u-g0;%J5zR8(Tizv;A|!Q(mR0e;FSD-0D%)ArV-8}u(;Ky zSiq!8k_)xtFyOCBMW~g_Kh@5o`!tP1I?g0LQp}V8hU)*cBt<@RE+1#USp?sWO()C! z+f$O&ojf|I=y3voo1{-0a_A!*`jQ5rpk*9(o4ajKnM zV>y8aiPx_JgXKQ8sH1?x_oq5x*Z&ip(XOQJk1N2VtBS+rmSzwQ_qST8s7 z#t9IRj?j7pa18a^r?js@$a~~|Gh5%+8`uNSqpRSR+|frqjoApXUPKbuN!U6;Xy#nH zGmR_MuZzpB^FpJY$*d5@rkOoI0YQq9N$Ul0J($FZBthei;*7hB<~p6FkbCvA4TK02 zSj(YvI#adVb?&0~XkeZ3Rn(mdGX@I@f*%Ocs5ZP`*X$=Y7Rp*^$+?~5n2ukA~mvr!i# z2=jPAmhM%T=svb6Ao?g664TW!M5kMGaULr(`agbhYE;Bw!AhbZUt_VR6SD+N3fer4f1T}*4 zA?1Wn;ZJ(t*D8|)j^64aMO>;&0Y^zg1fn4piKZq+*Lc6cgYwnd@pRsDnm|y>6=0&} zzl8p+N*xrOm7+k<;}-TGu*6GTu=TbkTtWve{~Q3*|6qLw_7Ko~xQ%)UiVWhMg>Rg3 z_!vs~C|dxd4SI`n6{wMTf9&)fBk~;h_(C3Aq~MUsi3!DkZ~|f+*Uu%m5uDc|ceBU@ z$wT<51{ODrt&OJp^*DTsbhy-i^1O1u%OQmZHDO_s0}jO>n{eSNK%jF7y*g<;2ob%Q zfR9mwhq554bO5Qw!=m#+IGE6S0Mf-0UG@`GAQ zce8+j3ZdX-L1%zT#4y7$=l-uxE@VfG`q+=Pf zWk~MKI|5q@-Ic?+2x>|8fiE!vW@bS#<+ zcTl_3#7@-GyRKP`r=^1e@hv~OO(2Xw2}s+1Lb`Jcw#G=ISZ!_i{-IJg6^=Qcbv z=4^g@5%@`L0zgF1zjU>)AoT9m5;*jP!JT-Yp1`%Av~GNSM4oyMedHs75A|H-rO51y zCxGBj4jBFdRx>rI$7O;S57HONeRpkCt&{|KN4e*qg$vmE@7%)#811@t0B;dfk0Asf zyruMg@t@1wRq%Qw%nxyGgcf>J;`La=BT_|!tvvct#116L(HJMY@5VkbGffhK(Qd$a zIa#xbiz(rw*Jw02K_rQB#$>V9Yu&tPY4-a67z0fKj*VRVQ#nz*WU^wlO40LSpHs_+iP_lVfO

YI2x4kOJtbCSiH# zDE}YfO8SXm%Bhi|#LH=NB;1xVvVM;rAH1^|Zy;K5_M+bL$pWQn!GSPe{DZ}oR&H?8KKx9pbz zQ-h%JyRK1S?iLqggE!&BxsE)qm)J(t+}aAJufP&``cu+0DiFk6Kv5ogjh4flDmDdj zM#DTymy`O==h|3ZNpcgBT+rE@6!AqVXvZwn@JqSy$woa@*tQxNAl06tq>tzaU?-Il zV-KKDtUxGq_{UL@Fev#oedDaxQ}VD>GPD2g@T45cn94fU8W2x9O|o2fb-ZiSTavQF z-qcZ=nDHdkZ@+S%jhm+a8?ug0E5Wf%L)^7)G&|!PD+^a-Fvd3C3feA(c`^+v&av~;1WAoQo)9a5eHhBB7?M;Z&?q5OHTV<@S2gla;QSW!mZiZNv zrZ(GGDP4OCLBfg7yyze^){yfiA(vUr$jhU%%A=d74$UR&&y>@iA3rbk3Sg2C)BVyl zW+{{w#C=!b(cx`x*$<7T4kDb-3d%QrU5lV?)IE|ousTrlOD&lc%6SgXw@VFB{ByFb zYiyKf3PHyulizav4|mI(erE=aFYDfSyXepJqr4&^8>Z`Q6hACg(Y zgF>GR8B}{9FKRMV0zm2;&S^)CPH)urNs6vxdxh&Cj;Typ$wmk@K42%RKAgjr$~g{; zM7Z1q11jEV-IJt{^`+5j_VhlOvpb&_XQrF{R}X1;gPHEE)@E!)mP z61j5Xb})ShWl(x(Rr^cU<_}8_x+Um9hD$jd4@PfepQ5wuk`vii;C|A1-N8Qc=v9pgsl; zj(}58o>1vVUAb-Ndc4?V0U|X}EHP-tdi!UeDO2S|$_(?MY*(hLGO0J7nJ==#^RU6` z-&`dpe>Mhh3aT^$Sbl5wU05DiLuBMEZd;7{@j#HxL^dGEUj~-ZVKK7_c8^IdNa# zc^L^r7~1Lh5Nf-;iQQQICC-QBxu9VdG(Ug&N1&YZuTE<2T=oFPd&4BrTKj7OaaTa; ze=YqWx%kdDr?b`gIF|Or^4(TX$-n@SGl!oiK41L7DX$mdjl+l9`8Sa@v=b9#Q@_62 zaTRn9i+XH5kSyt+9qLvb4!G(_5eQ@)f@b57xHHmK7^fCSoV{KBE;bV9`EpxIL}f?l zY5Nyi1EdlKh^ZNto;HH-q_dSQedPT)Z{};ACtK%n(my~&H^4a#{1koIbF6r33&71}E)hwf7bx0MOTRTOKc*HpziP7-Qb^ zi1!JOcnOAlM3b`K%3(N7#u?)YZ*JJT1%JC$ONY&OXa>O0Ye}raSgn)|?8czwfpqcWf)3QmHv#x+)c2B*Q z^_H$TP5x0XHC1e^_a>I6nFIWtkb+7dGvy9=WZ46&BX~>Lvgyr#>kd@|q~O9uuP$ie z#km90n4$>b-$%Qy3bJJPsMv)D%Pz4+#a47a zr)r+~8tZ0f@OJyuwL-4uZfl%j1<+m=g50(5DIQ9skvH6^k+Z+Me+~E)I#hT%UQE}| z>(4g+-ntjz5=qx+jwFAT;VQ|;X@?9`nE!j`votj6O7k8jik z1p1W+6_iw@p4V0pG=kOa#_oiDot(XzFO47seW$~DxFFu;e*v5CSn$t^a?QYL+*kkC zi@>@yWGgW{Zt!yxjBcUu;2()$T?%=2x3GsD;Yx10+=QXC)9=N zZ#J|DaGoWv2>7{sv+ZexKUP}}Qpxk3lHKnGy2(F}zaY(uIG2nVI{GTZ349AxLGrNZ zOhL`iCd(=aS~i@fm(==Fc}dIDMf-~wYkRdXO;z-SkUI(wiYcUP#^{4Xhf5GKK&97n z&+K`$zIeFptPBR3vdksoLm#r44v5jfNa7zamrWBqTUr_fwi)z69i$8pQbc{{pdOjn zxwxY#L!oFFJZKsAZvZI$clsaWrGcV?>|uQX=smzhbv)q&o)21W2@m4~^ltdZiJu=W zs0Hx>_Xse<*quURsiLv72Qu)>(n6Z1{<{YY8?r&$*wV`P7sS^Dj-UGi%t* z2W(>A0g>H>B|cM4GeD37nro34P98(ATzy#CH0;jof1gZ*ck8XiUj*%01pl6&tbbIm zZ!45G;cy~FVObr>E^jEER0HfM{w9`y(@%8(vUA#cy2U>_W+S)R`?+^X9Hl=Rvw+-e58HisSF2<8txXq9#wqeoHkFLL{Spaz7LTSsR!_H2y+OY4+0e z!rkHeE{o}yk3js|#_#0qW2b7f5f6{n(_Wkww@pp89C%p~SEattc%DgNC~-8hI+*Vv)fy|U;uH3;EGpSd*n}=o) zj@v)&KRk&m_8XL*>E3HTKZ5iErp(Z8Vs_(2;01zk8e-sV==aX}!Jz8qvI8&%s->e~ z*bonLmPq^6oLzdVJj^^<=LA~+tm`JB(DB(ahzdKiJlR1-5%K2j_SSM!ab4%e(Q3uR zcR&WTynoxtr2Sx?VQLXCi7oZtY0#cM2Vva)6LK`VO`ctrd&gG0`Rg85*jbC2M=K^{ z*;_i0?Ru+(OX{9X_D4)co!r@3i|&Vk9~C~-88(fvEXE>z-HqKI_N?6INt;k0HyP=+;>Ai8DZd%I5a@YA4Qb9G@pNo$2Zva|Zz>3Ah!F}>|7^x6)AgF?N zPTpz{VA$KHO<&I-Z}8f`PaZN^Piq7|?}A8gkDQ+QxL0$w32l0}u{#J4>IlKz_w5*Z z!yda1sYQeLyKfA3v5&fkafYsN!-*9SaN(ChxG?3FF|qzzCCS^Vao$zt!82Y|*u#m% zAWOesUQ=qb3ciIGiwQNY96@==c64?NGt6C)M6z)7}f^9_r zNhDloz~SoPzpf7Ac=AqnrWYpQ1Nb7=?6DfaDEF6ZIa?@-r&gDMJ&Ia;TfVD2Ov!CI z^lKiRO?41$!R39mi9ff$3HV}aD4NjWdSY>PCGp@sGR;jnHZvqUoP;(r^#qs>s_J2Q zaJX6FWNCJ@_yQia=GYPEo^%7lYWe2F=Jn5%#U@V;SM1sY zY}@aX2ihvED0~TQd>}_9Pukr!nV$Fg?kGI+o@;p29(+U!&p7P5W*MWghkGoR4^MVS z&YZo)*_y;x-qf(MFh0-yZ$$ga`&$Os3;jh0j%Rb}{Y6T7Inr*807?)KBSGh@FHLE`OaTBFKSK1WTwx7Ahr1Y^Z$!BtUrhz>QDJ~W7Z2)d>n1oFIfG4fb z(Xzq4wYf7MgUiW#N*^=+_V;_3bFjPh=&?rn8b!kdrAnqvmOgN6ovjZ$oFz#Bg5Dj{ zdsn_R3V6}Jzs4h;g<}b@GeXU?KLfK(`FwLOM!U7e9Z&fD004Np*(rsr8(j-h83|7L zkOa0I{V2>bdLyqMBsnwTNT9>}Z5~tB7p@-+9M5>QV$Nw~kInpWI@bZ5e?%3E}&2ivc2frVlx$EPW(s=m=1t`&=vhU!_*tbJx{- z(a3+Z5mOkWVi_Tr6M4Y=V_(g4NK*IE^&gW>uZ*DBRe>O8ig}qIa;#J{;Wo0Zm&(^n zPDWIwN^7LvY~6ULZA=be`rj~M@8Ie5RkpOL+xu#~+G^_~13g*XY}?=a>g+8{>5a3t zLQJwxtoQFa=TH7@(4P4=H{)ot?B?w)!rbe5?4>AKpHa>?cb5vg_cKredtf8iYF55h zyA95ypX}L4$mNxI9LDXL3vv?OVGowLZd2*4JNUoLOa6#%kqUdQ|13x?tEa{xm0mTM zu0oRGf8iH;z;0h_b>aSZb)iTXkq*+|j+L}*v+_~Y5VU3Ep|*I22fZFRF5uRzB7}OB zS}>fsKdr|rbLAbWAXO}KovAA$P2Gqq;etjT(R(>lz~Iv=K!uNus!%UXV?_Lnk<&5zqEn{{Kr~s!%9@)p0z2}_=63Q zD&S8A6f5Y{O}z;@4fX~vFK~^B1wuEZFscGF4y18o*6cHIP(0|Tc^d6I7AF=maFHqs z2*C~%5ZXYX*F|pW4YQVCfE#@VThbB8-$Vm2{Zz<6_68Sia+VyCCuKC$ey%|ZVFKqm zx#?lr4y2>JXtCrNc-3(wBdFAi`CSGZK{6eL`2B796+XzNhk7x9aKSCs8paz1MXtMF zB0#FjU!N-u))oR*d$r*Jfi3Ryvu3Qn=qoDXhy`?zJkf16cu2Q3{X^V*PBA!&>b;OU_eH{0};c5 z+Y!;Gb%xh6vWkfY(XZaMH+bhk+uSW zNeH+|Mlfm0A2p?|OiVEFm<|tQ^hD4!s<*tX@pSkuhi{xeYPmoO$UApK0Hvcwowz^X z?DEs9$AbXZr7sUm-P663_%m<(Kj=R57SLNN00-d@jfO54m+H|Gv;|=Y3ri8xuMDI7 z1Jny3F(z>GG-HDgn9!lP0Q}W7hiULF~YBUKQLXl93Mx@2e}blB$}ZW9zoka0wG-g)%ywlg7w!QZ4E-%6o;fg;Zh zdm0T9L%39+YM-Uf;LB@Zb+0smtq=LejN~E5hfr{CI3JOg$x{+aZ8x|f2c#tiSK@Zr zWd}tLfL(BW{SpS`TcVZnYF(ahXK$dywL_BB`W@Maf zZ+z`OW12XY3@`rgiXi-ft|}5sI$D~kZZ>H=eS9$M5^&L+CD7&9|8Opjmf{=F?s~6w zYzv3E{8#1K&Xg5!Pz1%_5w%t?(}rx-?>il|%r{bE>$n0=*%c3tXS|yEu`-{tTmp$p z03&~b~xJ=*n{v-^R|KvrXm-s-wC#3{nKYBPj3G_bc$dO+<`t-u%evKy<=yHSwcV@@rm&+VTv}L6QERBU`(^1N)hJ7-NZ! z-vf8oIsdUj7b%FC8?^mjs3Ei(1`9>e3Y1erhv*_>kCMO?@pSik)e11jzf@eE`GA{2 zE^>edVaxts$&&(WxvBr=Ko~{nkU|S(350qjL0%IDH^d8l0lA}y7Ep!Eddom252K*r zO$oWDdjW@2@U=;p=)_sk&^ty0aKiovnY z&^w<&E)3m*qa;|608Rj${X_q=knoyR`)pnU@N8O2vLf9%F0Apx)7~^YT z`sIOCT^C+OC>RF^9+%8{6b3~7T7Iff6NGP55(9RXbS~QCdvXQqxLPSLXZR^)QG-w0 zkj5R(hhlEI5l`k=`qkuOY5@;Q3%rKutT5mD*^@=2aYWZO49Nrqz@>DMMw60`9pzrG z+l{_d5pR1PLRgW{WJkJl$LHM$Eu@3#u1>%1l0ks&4be9;AbXW-Vj1#o6r=+V^)4&0 zYbn~Bd7jc)FCgLW4f@gvc3rOl>zix=X`J>h$206{w|e8T`G%h2CcD_l)$>lj0L2td z0=F*{S_l{FG8ygCrG$EJ;3po2jkQ*#XnUcKVZce!_M+*>UL=MvDkw73=^0zH@6Qhp*L)zo$%xHo57;f!A$`((_X22y z;QDNfQ>fE(tL7+vuvuWOHDTImvst33`=9)09Z{R84foMDqb@Z!p=gY zFfCc<++*(d`O|5r-@6KD)ytfm09@Zk{TUp_8b-by^EB>)uiEbXT~`grvr(ySyuk`1 z_)rlHsyz?6wu#Vl-UEb?g`m~XSiv8vt9tv8MS2}bB4a#jUNPvgUa|ec3YpDb0xKV~ zhypo!YM#NDf>4jaL>35H^90LlYNg3(zGs{2cNaOapQarLWY%r9C}=0tiyPPr)Ms&k zcYZWMNOz9+u{s_aNDEpl)Kb4{CmBHsIm0tbh-1QDmQ#{eVzXDn`;tw8<-9lm@of{0OlI;wA_TfNd{OK z@g&hBn{I-Wg>LZ~0)vCbQ5qnIg`S0{iv0H}=tT|mQVQ2bbb+&k&zk^P0O&(_vr4Z4 z5mFbPb&}?g&)nBlgz$np{iwiu%d1P5wRe<;I~KDI=VFvi5; z)au`tf(6tS?n-~WD(FZH?!!D&u|U6>12}oKXHdm+umKB^YS@D%;#?F-U|7&C*yccy zn4pTu(0lND)t7eZ@M#~!R(%L8<3vi?g;wH*L5B8(zm|HoP-lngWHT|Jb?ysM{N}gA zL+`=@m(C!Q>qj%GN@}TN9*Y;FB@U@R_p%4+39!mbDI2nt8+rL(g#lc^_fPb>mbI3A zLtbsI_X!~Bhoi3bHNl%N-%N9_Tf0}` zA>g|Mh`bi+!Vf+Eea-pPLlB}Iyy_7x=$g@oFKFDneLw)M0-70`LCv3y+f41ICNNf3 zL8KFX5w)s?zs5(4Ox7lazE7KpLmDric+m*^UoU_~Du!*n6c2Oz+YEt3d$6v&4;Azs zkRC8@!5xCFvRW3yY>@j4en81lgVRT^P);?m9CFqnt9TH6#b6;c?i?l#P&IA}Fsp(L zH`>$H0AJ@h(-C0k7xBtC3N=DInhZaMXr`4&O-1mE|6T(SOPzZ3sgOYTQ%&xl3o*T1 z?-J01G|>NWWUUvYo-O4tRQ$s`NJqb{RxEGFV(5n871;r1s5(SY(VMfO#&Mg4#JK%9 zb^RXmB(s`RD&BzG3zBcSux9E}AtorTc`F0>ZwUe?YP{cg2Cvv6V}x$$edWiY!@@oYd``xEV$ZfB%<4RSvC98lpkJ6@rI8Y9!NTOA7Z zCs+_Gbg)!sfO79JR=g}Sf1>GylEQV_qa`BwC4nm!rSekBDPK?I6LrP6L@Q0iu4!bS z3D8s7H%KsP`bvpba+(8)$V={qBA=-%pq$Ql$%k1t3Ru(Cpj9sSWC7<8M@zQ?BEf<| z`WE9dLUe^1Nq#!u121R*BHSp0a;|KiX5lUMLJzziHX8gV>RvR6+Jy!)O%cib8>&Xv zVvvG8UlbGim+;Z=wz{IsfewsmP_xu8oYEKhws3!;OqC;kbPo?2)E2(I3KT`@TX9d7 z;;ScWnuC`I1_4D5BlV1TP|=nK1g2hJ0=Ez#4w&P1&HhexT;PIT0wpNH2eb``R3AXX z>P~(Z<=fIZAb$sAQC!(VsobC62$YS7`ul)z@-bRfJSZF{&wZsv=34h!g1|WLQ7uVq zL~6NO6?RZCcf;MQ6&>o%5kRlrnDA*f^I%H;vf1odU|0g2rqSCxg#D{74S~D`Fz4&p z5&(HX_R9UPPo9ap>Sd(GP?p2=Am@(B`zX5Vi#nG;MTnLp+m6LdJY4;wcsp-Kc6zxz zu019IkLDtuz9i5Q8ySV@D`AXOs&J+c(3rUv4LFY4ztaD4gFr*2o?yN;LIW61q!W`7 zu7lYe)`}eCF<2-{6XL4qb*R=!@z9ki^vK18rK-5+43~9|bD2vYl*MoYzk7BRy#_O7 z)D{$Z=&=!wYHEcZz2+^@)p&$bA_d|YU_H8WajOpH#$;qpdbuY@7%4dbv*40({#7X{ zybL_p{iT;yQ2e8wR}N0^qa5+j*Ws0Q|B`dPAPx+NiHHb93jr!SFotYsGPe%pIu|fG z{1Ut197mE91neo`)cF!^&>99RLEv3%6I9JRoTOeR}{< zACZ8D7$Xh()(N-I(udjqMSYxvko!}(iZ!T#FoZ{r)I26=P|fRKg5M;JSt$aMeS!#?@v4=&1nY~ z1J&nG+$MGsQ`&*R8~YynHw4S_Q4ufS$l$W? z^_E|#@(5Fm^S|(ndV$p$;J4h0Bd-@-&l@Ji5SyvZ(w}3; zqXx~ma)M?E92%|AFHxA6kDMT0S3(V!Tsi{!hu~gh9zThZvRRX=={@AQxR1waXE>jH zK-gH=BNTN)=kUlslC8VBblJ5AY(#UNBT2xEgi)2Jec zmgg^V*T-2=(>?scfPS-6Fy=7=T_Hl1D;C5(i?kBd9AaQsFoEDuLZzC>$yZteydQ%D z)DEbBD;$MIOVs&VKHX*_fI|egivhRwrhR&rJ}WqmpR8bA{kVKC)_8}V!OA;U&`flF zy*CovIf8GJRA|Icb-$hR?Fd5o81xTS_>7HEOM$QfI6@Y|0!gZz4|oS(BFzf;f|bLA zRJW^&5x}B^-8be$LWP1C0xeHaMJ@&gp6a;*%MQT$gmQqTg~+a9JIiqZ7aco-Q7xr! zil-uhgK6OpMj}Te^r8HPClbeiR3G~$BR+cM1!{rFhR$<3_@)c*KtiDv@k=DnOTud% z{d%+98y;WlW-iD3Qvp}|882p_Y=b*DCf7(ES(%&f-IQqz#SkLQh`EkL^ZH-UUCK5a z-iM$903*2%ra%T+{e425!+jAm(m<3Lf80{J&pbu98iao0lSmp04s)Dh0^FstPYanN zmdIlnfLe_GNxmu_+iPKjJidOcJYD8dL; z>TOPoWj^SWPzp{%}yhE>m<4D zkJ&&R3h?PGX`y(-Iv(WW6<+Z9!>ywl>0Ted(=Q1I8q!13fP8Ti+z1W*dOgPU8eW73 zX?7uTUfM%ED1|%eb#)ly)$3a5>q$d`167uOMMOFvFRKYO>t74E$EI&Cw!LDL_5j9K z!0fgXBtSsBi^hriH-+N1o&df81=vfw_t%3_bnaKNX24xNz1cy{w5a#oNTKY0N} zff~WK3pdqK+l|i+^j03`TmiSzAa~%hpj%V?Hw{Q^Zqs1~R1txg2s ztUTjIN70_?RNq#@cu+PRpjW!@hA7LZ7a^OF<_CRgNQhAH>=}CXQnUIsnp`38SQmF+PaBfM1!p5%LBo z0Vt`(fU7L8Yz*r6I=cm(yoWhgn7J56xEakF7* z#^9)59-vk|P#UA}4i!3GJKikzOl4FRyIjOuSpz{#FBuTnKUWg+?-)KmDr@SNmdOnh z1D9r???8^cP~^{o6k^`I?R!&*$PUvfTuK>i0fc^t>w<=EI2{&14Ry}d0Zgt@H{Wgx z0^Co-T{4|aDQ-_0yv+e7De#Qf;p)j#cN|WBZ^c+&*v2o&=b!&#br7e>0dC-ej(|0e z(-}k9O#S$aRYR3O<;k*9q-fMz5(v%mjMw5_|FZ<1mXz04as>k_J}n&Cj-|S9)cK6L z;*6_612ChT<}$EFTT+a)mTswoJW@Lki)!(A-byRNND_^P?jOvg_D~ZeSVA7e7W!oM7s4CSV}Kj{VldtF1iFXq;ee?>F76^< zAWnqZGzIssAsq>D5D`6PALt&wR+uA1>9WY=oID4?-es<&*NI`4%A`}l7{XCYa}N5- zN}!Hmp89Pk6nWql!L3hM+TGP|JCWzwTmV^6_yTApfMGKo@t7rJaK<4Ip!PqJn=QX; z4_-B(M_Q*pu&(Np&NT+~!D^psB1qlXHc_AcmU^;q;qa7n(M+Y0Iv)sdcz|$sqL%{{ zL#q_wm~1nS-76$EW+2HeyF6SDELJH084zyeI1==r6AIEN#|&OnEsmuIVFZ{d&iBfp z=aupQ(cO23HJNp5ql2R&Vi^z}MbuGxR|F9$Dh^d71qc`-AP5N&(TQ}Th%yFg(u;x^ zO1dBk8rmQ-5h6uNkv_lxnh2;!=;Z7;Gw(UydEf84zTY2zASBuQdDdQgm3yysKQ3;S z4|yWpHVb0!cE_=abg#g99|Y;nb&>$AClZ)BxV-*Yspk(|?H{UNE0m1P5r&~hVWIr9 zB#<@`4}vy#xo7Qg1tT{_W6&5KzeD7%Xbe#>EnBA#QZxs$!efAj=+H&QzH9d_RwS=E zM`-&V2s=&3qu}dVM_bS&a~vcd5UREz=$X~KoPG|irUpSwxI6kH2&Ulf3Md!Q>3`|G znJsq&LM3hF7G^*cO?S|Oklx)12D#S zEdg^~2K|!Rbf?neT2~ftGwA8K43BG7W$zcte!DAoOI3?wxg%JL}=MA$iKDl9e$4?}u+Ft8kG?@6d}K zB8cK9$c8O{%Y&-}l1FB-CI8w%aPb)z2w;a-IH|{HlS@6JDmyk30nGnJ7G}vh1B+4e z(5@$bo@rji={b(Fp!gB0%81;4GqZTFoD3~`|3JApJM&g{Cgw4!Ex~P_X5Q_ndarU9wyChuE<2adbGCS4$a2m+iwnS>ZRRyvUtC+tBx8gP;}S9hqf zgufe*Kx>7Z%@BxW?a%Zmk@W7N{r8m?fT3mhl>JHX#E-JHNbUm2rsTYSYEdHDv59OA z@fF?OI`mVrB{q5xj+Hy8&-aZEfNirc{jpkE7SqZkbK&UpJ2_9v&K(z>28n+J5BTz` zdrQD*07oPeaL#04hI?NhKYt@7U#03ufKS)`=@j&V%r-6_dGsEEZ2?a9-Y)6&^__iGybYWs=}a=$G;hpd^}TAi7LMp9iL z+=TsQTuPMDNqu@K=)uCZa`rj8T0!Uj(e%u#T~*HOyDTh-^1wX&lBat%>L=z_dpRDG z^h@%eSsM|8Lu180qKP@=+*`2M<8*kPZM3C_{p7)F5MZ# zLx9rassKdg!w{0UrQm76Lmb%ha&Eu4OpfD}hY@r&r z-AIKQ08njGHhuL%eN9(P%aeUsHh}G-1ek*-J^{yxkPW38>%e{5M9D+HIudR=eM{11 z8E_BAB6B-Pf^BMn#-BHSwe^`zbk=5KiSkL3$(|)(6qJBj+`4MBl%>YX(RX=e0g@~r zud_gN=mE`=Hjtztj@;Xx2_WWt;K~(C2lq3B!eIyRflX8m6flaeuLeo#+7IsH8!Q79 z8OAG9(*CCCpjWZ@64){&WhY5?8-PX@%Q}lrRM{uOSk&$V!07Bely)HFHa$t60h&d) z$Iav}2bY}E@j8+wx&?Mk3^wWdGybDz$&mg)z`-$w+%1O@r?n;S;#M3^^J22dzzCGm zD?GXQl~k$z-793^!hiwLe-Qp0WN({1G}i6Ph%d+C>{Y~hu%Uy9MA*P1m`_iyz@=-g zoQ;sU(6M`;<{kN-`}r|glF}s|LDqDNmxq?AO9RWH3Hrd7XL+*ty0%r0w7pR(90l>W zEK=S4DsdOdfyVMv`z(g7z2ztSCZTtG)t|MG^A$@WX;%R@#!{AeP;~|Ov6KeuM6hFQ zjO+|A+BzBA2c4`0jEyiq4y?eVCjFW+;{ABqm zzQREx)>@EtTQ3in@Z;xaZP|!#mT)upjy*^b7ncSj5_vk0U;|Y~j&fkpseYsA z3o!-X*GGKzi_wjpn;Iza3|&27(em3N{F;H;3;qv-m(l{M+ig^C3EBGFPtUHHdnfq+ zXSSjXI@_=oA3Ba#Zn*Jw;?4dC!z+hK(J}7Ihs8XF+*oQ{?!rE+| zy8rfSBzxI+#;;{5IcNECZ26{Rw<_#jlsh!pcK1=7bKMjl2vkmQ^x6S1LlAVCHYrox zKyane@<(w>e)i@Pjn!n@p|80p*j<7REV%-e3_4a6^PJVE9N%X5yEcd#Yj zgav{pc#o{vtIXEWr*7wv<4`?ds^S$i{?=(=0e!AzPh&aQ^4Q|M>Mf6z(YjuxW$;_& zb$<3cX#UYIQTIwl{KxU-A68_zfJ^>$=eGvP-c;#Ot+a36eS?%+E}fefEYfOI>?FQA zeHB`KwjkimXjk0%el}XS)^KK)$~^$+KqukUV{!PwAvZqj;n#OKK&om?PrTf_)w%SM zOXx+-2cCkkn+;SR+Ue0lgrSo5_v-`DWRnD)d}YS~@}N(~L-iSARgtF;JoH_Vd)|uq zhZp{8s_Oz?v$ed!le^KR+LVAfU*4Z_&cQ<}Dj26o^)nM zw>QC-R8m`)uSFp{IVL>QzPf8-YEmZKP+>eTd=0Z>F~9%pQ;Dx*pB5t-$47MQaD1zs zu`_}^Gt5d7wOpwi4HaH=;W1y&96n5;!v)@F;KIE!CNQwK;Cm{>CX+AU{_@Vmsf}s+ zh^(5Z3{!E`k20=(fBOo2Kg?})p%5Lkb>ophu6jns!*1=6!?<=calgg%$7HH2IJ1k9?LULZ==1RKpP?N7R zF^RGG=!&x*FTLVs{g4JDOj;1=^3tP1RP3Q#5G!^dSbcfdxai5xu;_@Vzkq~g2x6IqOLXjc7^n+6nCp02Wxa^4?5ekr6b~~-CGeJED)uX|q1tli&7nR7VfeXQ5xEHWDjDEV1X@c9EtzK|aWZCAv4T z2{7pAel`^VV-7}Hzv?LQaKX*%V3}T6ZT{gaM$FIUKNbjf&li?WQ(5D_4~IWCjUT8-*Ro2>3%^jkR6H>%R< zE9wSb!n!4o{Z@fJY=N6=U^=@5$Irfsbn9l035#m%kvL5AF*tHed1yjU_n&=2_zs8s zqM7ZWdfnx=z8#654LLC*8Lm>jo*`h~dxk9IGgFeKxY-;kLuUYFjO;Al>0X3I4ZYH&Gcl%eso{<72T0z9VZsZ4gk zr;M`h$b{Eg{8phQeHUPukTgfRidUWU zC)~6>gMG@cG}NU1^i(vIg9;}sRg&^Y;?8sIcx2Vi3}*@@g_C~?q7N5tQ}@rq(I2zy zfE6$MID_t8$u^!2WqhgJQOat0=ab|R8Ljfa&k>X>M z1%oPhjgUBmvRkc$zRLkT6+d*+5WJ&EwWX_XuN`^%dhrVfpD|EwCnjSCcdteUBDYf6 zQ*ajw?JipYcZw;r6Xw0W-o{&~%V$mn4K7Zs#Hj)Eo`J@Syb32)M>Og?5odscSMSet zJoUGRXBfm0R8K5qj9Iwen?ZYrBS|5YU_+&+1_@$?(s87H2U(lYCmvcU5+6%eQOCPu z#e=B7s$6ha(SoMPp`s4)*_a+elugOt)XmG`d z4Kl|;Gdo!IefQZ+v4!mp!?tn0`z7Rzfw}NGt!&+omGofMCh5{t5eKDzNpM?wa7NU| z60%Q`BA1N4gx4^T+;r{B(>SX}lMIp06juXmfWE*mRKwTWX%1>Y%ZgLRhn3II(W?x_ zM?TbLGAMWR3F9YF`BdYq-nP9^IREg6&tC za7jCa@tP>+1pLc-o962H5OeBxRxF)HP<4M0V@B*E1a<=!EPi#;Cp(eX!Q3{~AFiTz zxreMI2XOpd&Mh2nfxE}oqSe&oVSG7h^tq{SE&8eHN3OJz8 z{TUdKqu)c3bvx-4I=hBXoHfL_BfAaOQY0wpD1P@4+n7d&$CLa%WqQPJ60a;!x*!KBRr;g z=L)Fd0W-prWEE#CM`Lz{Hb}UiT0b8j&KjO8$9Nl=en3eco2XvL73t+X-}&$tThAIq zANg*SNw>(0llI)3H#jJ4i;X>l37wl4Z*Fbk9Zaox$(qbcQ(MxuT2HL5z%-I`*A=3f&bOhc<6($8U zwgo&y;iS#KCRO}9o#qAd)k<%XWe9#%Y;>=rVM%XK9Vl(Hlguh(kA1kVpGhb~M(_g$ zTe{ie)&eFiU!kn+e29RC^*zI5O=dm#=?m>W&a;|@<1yPL|C5lrO`3RYR?dH( z4h{Ohx9neDnf+A16SlIyZm~5iLeuQwv?i#Mn-{z)0#$OKY1QpNzED*$+%S^Rkd(_> zg*&rvvqz1wI!d6JC|VDWWkFN%vU3H}^;Dj8_vupFC2VfvRE>;A@_)2iJSvcf!gYI$;k>ep z%T|^I)$iaad6>#seTa8m7wOdM24mpPx>J8Lf80l5Z9 z;boesJN#gDC_!DiTK`Gl9eR6ib^ht6Rz}OW57@<%yq1qFFV1u}PlP>xC}Ru&>{Lwv zwE2hp>mP=_zq!Evzj*oUH!@MJF`%#x^W8#pNj^rkcA5+?YBE@O^jWI|g z|DkC6?`KQA{`=puUKIdH{6#+aZ=x|;h|Kv`3_CqHT<|%^S}LQjvR1=yYfw;cobCG* zP`A))*sRH!PVl%hr0yx1o6-s!8upLf9rt;G(L8&~MtCqvFK({KHe!0Nr#G}eZqNH- zuawqG2m|AzzMntZh54!8ofC!_&#fPyt*r4gvQu5jq2TBH8fzChjrSUtxz;`_1G7T> zbMSJh54>a8T%;KHHQWPV5L@|mS|#h*G=3qG(zw#ssHP`1ih#W*@7R-+7va1*V67DQ z9h;isf0fD;=L>%hY6;8z+-o1o3p<}}9>|D{{doA)0$W6x`83vv-!|BKVBBMHW8?gS z*>GRuOT*Re4J+dlzR`P(8@~vxH!)%(_cjnvdP~vauN$U4)EiX>7blCF4e>MFPrdWe zT@H8ElgxljIR0OzHJ7={zc}b~{``YeiW1gYofL6~H#3sI+N*KK3jHNV8L6=vxgv7W zszpp3<>xPyE30FeVZQq2%W=Ti&0rXS`T85fSaVTx&Cuq{hD*_Q*QS=bQFvKBv3cFK z*!Ax#UZ%FZ4li06mh4{to@|lQdh_i!fi8?1jWW}HNTbgRue}}|nXMGcL+d{w=Rf{Y zGu+v@y!2+17}Zd}cl3B)RioLHSFw-GASZS-Dx~7oUl^*751HGj!+vo#cp?5tnHaSv z3QO!1nHx;(dFrDc?PA1_3|sqr?u9yD;$Ys@1y zJ?~)!j1|4*S)$p-E`-Y7jKdMJ35e}hO7%zIdgJ!wgyY9&(=D4|IW4Yw5#pNt%i}YB znu+grEPztrsG!i00!3>jMqoH%WbOBuh*_EtzUW-eFp72K8b9B_NKIP}d(TYYOCEi8{(bK3;=4<` zKR;ghz2-yO-wbS1S_4I>B4xkhW1-DCpT{wcibZ=;t*{q+h6<=JV-qzgq0NR?Qf7wI zgUr>+op?#&Cy^#6sq@Vmeb|ukF?SJ;_VTlMHeJa{D!Y6sP)Ms~)}O}F?P7lv79h;v zCn)|=jO_RS!=qrThsMGpo`A;Gqmt&Hd2h3h7jeryvVN=8jy8kN7YJ6>u)p;NP8JQE z7Fq+y#wHQ8Xsdo#!ey)WhBDR>Co=k3BE4S|u zfGdlS55^tu$1mGmel-{{KN7Yfw9a_-OK*UA+}6a^ z`OGt|LHsf(Qqqu>ny6KQ2C8{I%hv6Wk|y>8BA8DDg@1E{#8w|({XNip{(@mbhGtDX zv3`pZ9SuR!2s&P)hbO7V;5_P2u#`7adNzg*f!0xI zJ4^w}Yv2!_i>ACRRM5q^2rdY%WmIG!s5s)x;Ugk&P3ELv-~vGxUE%+D7%OH^2-1yF zyf35eX}U70W|L-}%)XmKPrR)u-m@!M@Z{NBABBtan(D4LzH1r+Nk6|n>85%%sM09- zS({`h{r9h`(2qP<$gfWtpDDXNDtUt}CS1}}>uz8b_l+;+Z`^p?yS`H`4>_aD*6-I8 zZa%nq4gQajTHlK+x`y#vZ(&%kTd$isysMUH;tp>Q(*9XkQV;)7C&QzL|3+U_$Ad39 z{=Z!g4#_1lt+ve18|LL(R&;ib+^zkmB|^X|xv76O?oT`FsQu&v>suYha*7k)w*lPpb#V2`cNG4Zwa4S70 z9rjGTemwowR!%8&8+$ds3LdYQ-m$7e@ZkbOHZS8;6YkdJ`j}m*U&%!{a(bJQvt4-# zK`7ShG-MYAulQsITkYLchoq#)XN~?Fk?l!czZShKy1M4RBZTaS_hd4KeFi@5SG6l| zY_W;dODMFjGP>fn<~G!-!pyck_1dr8+4$ZSw(x7Js*oq)iRD?x5CfrY%`GXlq?e6B zPM2GdR${R)bKm=7947)LjW$d%q({Ey$dpB_ubbx;7wQ_}=vuyEHYRvW=~^;6;+e(O z#mv@|-e5x_QuPn7THxG~NJ{af*QK*7bcgaMAtHx^?u;JROUsPk6dxtGZ$ygx>ZTg6 zuPP8S^gD5O4Qg30y){UX**#NvV7<_*d$O(|-dp>*8d-o@k?5ju-*3lYLVwF$rmYP| zhaGLU$uBy@u6%xww7T_kZ*U_ih0!(0)oeUiSH`t4|6qK^rtjc$PSrtk>rr>d*Fo!f z3Dxs`nH${OQeTccj2V#=2Q?n&s}3d_TwB-I2ZKB@?MCIRVl?4+gW0RTi`6Uo1VE-f zc?+n8{XEH$Dv!TfSU|7QDVU9KF(Ak;p518fn%?rG(wSQOQjSDPaNu*D%ZTXv3(psR zqW%0TbFO+%rp9<+tDbaKV+Y3F7l%eK8yNH^SfMZGSE~xMEjvUc9dFmfXXq!#Fyz=_ z&*~I!MH}nNoYZn)`kr=UQdiyEr?8kcAB`qz_a?07NZs&w_S)E)@q$v9Bhj0VuF+j9 z;|Ket9(_m8jMc=Kd@l=Z-@bi_U_vG`&`aXxCf|nDkI~%gb{qE=c~Ixa7%D=%8HRLp z@UB}wF!4h?=86R3^#0kT*THDq<8!Avqm%!WHY=5PzaS}vmhW3zr;FPo-5P!I%e2?d znVDm1daCbI(YrZ|bbX(bA=fQAxXwr4YWiv(D^SOwrnYTJ;`nmIm_%IIaX2^95vSPi zYKirBshV+#F&=vR22Ur`<)~(_obQ$L%ZkRTpW`0Zo@1+m9CY+_L$xY~U*GNHo~|EN zW4Bc+vh`BgjpheC9!t8IM9NM)-7v&-4ttf=w$%hZHpb=d{SI3AvWI!N@!`w5K&h|& zxAywxPgAjJ-->}5%X-CzEPKvWsF@p?B!4UW>(KtbmpdPau$pVDP&$hL45L5O;vq>bAQq2ntPr0_k%d1=-79Fc@(o~$}ig0iGB#J#a9?Vy9 zBUeF{%ttIta!m{zE-c0lcfP9g85@6lPvwTzrAAq;e?s`Ks|-CwiaNw^`qV3R3d-M+ z=N1&@EXzwM53lOq8mg}@uVq8Z595vuJYJBDy3~ze9r}--;%ZA~s?vld^V`)U3rlBb zJ>ROtI;I}29APc3u(W*jSK=JKSSvg<9*J)a`~7yOUzl0bdnYNNmx2p%oVDChTR47j z;{3JcXj6i3cASjQ9ocRaQA@k`6f2zKTO7L`yohO9uWCP$I5?}CnE7)fzn(dw`enEj zlkw1EDW>;&#$6xoL*GRX=R9C2Ij^D(ZL#afszwQKdOcB<;pU3T_Qoz5AHg}Ic?r zp|5$-p&s`UgY6*3e65KU?)!|JzA@RYhr8`r&RkDFOsl)Nz~FW$5{8s?GcuRVdWSm$ zLHv67In=}TJ@p2P1Bk<89XfuBJ+(<%$Nu9y-zsTUox8((3iYxag&AKuUwSwohGvkqT@)6+`a)L4%h1LF@||Ms)DEG_g=(rFah`ML`fWdrx6mZ9 zF&yK!y(Fy=;0fF1PJ4?;fT4pptv< zUF}D=muH+RC@rEA7II3aTLO^vi&LY=>_>avgO`##506b|vqKaD^k?xS4bs~(O#?J= z+n@BNoiR^mcUc_TQ`oqUy=GJy856%LlGpR9IcP7XvAJh|G2M6mHZkf<9_Q|epm2y^ zD2Y!$+^(w*5t*2Hy)s++D=j0qHY0+_V53*#fnWK2ZH*<@_(0*SyidH2Y!W6Lb*%M# z5G0*XmSxBKRN(e{<}bC`$fH>iabz?bj`OzKP9M+7m+cGD8b-|NA%n9DlY7QKdxBkJ z5wl%;1B>jn$7a75ln2!iW>c*heY>R~vW-~$fwHpB zuS<#3DS2thnqFier>qD_qP^=Z zZr9t!@93=80es=chR*p=h1y}{Yl-yXopddwyHr(~?L-chSbcJTGRj#-Q@cKb9e z%R7}kozyylwQ?Jz*MsuvBai)tuxIN|LTR1j z{kvCdr>$Zt9B|@dlPW0@1ER?KF^A7J_fDvWsD=;~Q{UYIFu~1*>HUIyWN_14&X4OW zC`>;5-urEZER^J!sws@$0Vpi1OnHg@U~hYKJG3V3&|ni_l8-4_%$08LylTHwf|ywk zYi)`iCvD91YB?Q>gQA`wSXP5gAS8IBZ2)|5k;wWDd(e- zJ%@>^l&{Z%vnzJO7TN>V_TNsHGoQ;-d*hb8^Sk9Hva1jiA%L5vJDLkaU>cv&d*U*^ z>SnwV2iV+gUk>`CJ>X7qKKkc`_wjw%iuZE+ly{Q*!Un~wUba~@C%PwHwAz9aaiX5{KkE$Jz+RqIWnfD#6gH_NZKRt@GngRyL%9;LfD1cHT15p5ATomg6!)3mSyX8*yNQBgJ z+~m_hVT@<0Gq!^T_hRY)`RbtJd`i%!&9cbaobN#HyG6V^zdvE?O{ zj@%u>2P}=bpxG}dSq#P$J;A?0_ap)yj@HEI1b_6e4Qe?>)`DUGV!io;Y;M5>(E=1`FR-n3lalK>U#eQu#R! zT=U=Ep@uXyh#n#9PkI{KIlatbh0H%BBESuot0RQwx^*((=MNfu zeSL0kI`H!$OQL^sX)IW&fv%B5|GYOnxCuoYRxh`$5sboBtJTkd@X-g@`xI*J#Mxa8k?p$D)SGYm> za2DeCVql8*#B;~nO9+?9mdSmF@=HUA_ zR`WrTRT($c{0HQ=XH>QbJWXwd*~p#mr$;#rCsg1O|3YY3!M9PfkI=2f9H z51TFkLZH4}RK@FmJ^*f-^J?<5CgNL7{{yzDJde)=5${Ev z?kZTwJbbg8sK2xojO$U5WwD{~z72j}$|l99>AV0A8`IEy7Ybc40;U4ZM);v2=lLes zwr(&bDH_T60Zj1Ms?gXB=DKNf;i(5Y!kYefTY*~Xgwp+cYy=RB=mI02v}oNeuspde zI}|51RRHuqoRSpM4RJ*N`xP|14o|jmJoETPsBI&k3|Kq=GZ0Fq3+Cb9rRE<-GeQqr zh1tPD$uFkiyUo0YkNMa8a6Qa9s#;0+}?Zl3^LC{Jt?P|%ZlI$zPnBf9(PF7k#0P8gjdFUMAq{p-2A_$ak4K= z*1STzV$BES_U}xnKurU}&jG2I;cK{vZ zY9|C=FL9v57)QaFn1}xm^8cd&qy>%l%1}B%v=M&uj|NJ2W+&s1b!nUjdrB{VCDzDc zPA$^+pXbo$L?wx(E_R?TmA7f@p@{%TFpmxCRmy>sBPy%M-T&DHoeVYMK!PvTSThsI zJ^YIuq3N1r`o!{JXPmQ*w2(p~EVKit1{!_Ka1^jnEpq(19Sh9pWX2?Ts#C}Ue34zz z(lP-QHOBxOi$BH({Z*R-uZOs<6WsYT4i&9ePOeyX5#kPX)Q9h$Ixe&>7}v10zCr=) zqSB){>9bJI!Z`38SI>b%TVI0*o(e|Mea>hIa(EsHq^C&Q-xf74stI%P4`mwgccT?h zzZrQ>w>2ga0 z{Z+oxai*W5KHNjfo2fg+!!hMZ;COSqcK1{4P)#`BHj-gI;kdFJb0j8Nqg2Qi#ue{& z+08%_-do7ItUA$f|lcA?1|cj;SjW!*I#*xU+hFThF>T z!uh{m?h(q#gfc4JN24dr{0Ej-D4cO19$~3_U3^*Ug?bDG-bT0 z<#Ma#ZVYZxmywAbV%&Fm+ghoEC@7R8Hs;QD*DFL0@fgfk{d6$OoTwSj?{JASsPHj% z_M{iGtExWBMUO0a;+gzppk)54*=pq$=Xqx2@ytF=tkz)yRc3owyhD@^W@1g?y>mNH zTPDZ(?o6((l(XGNEtPY$oh8QlX{^NB*`wn@>s!?+&5x99>-Gehj;Bq1ggC$LJ!-6! zZMeMw*l>7N>Uj6Dd*Nk_=WJL@{_U4FL7fYCpHbi}#n0A9AgG%?{B{a!>lKSjK8g5z zc#z+e6&zuiHZBi0z)LuG2EFn38X$Jr6(YvCSYf<@s>|GfW4nlEpldm zzWws?|BEwD7<6nfvI9s>fB1^`A-N6twD#|Q?{)VRj7nq+b!Sy*6*n_bzyQ~EDMlcw zn3)K4t=T%(gAPfp%Ib&-si-@U^qSOQEv%1_YBqA_QxUK=?#*k@YX6M~>63rOg9gSe z>a(>(wx)5j`BM@RX4Y2%%?@lQybp4B@13w8&1}{CT$!pJeslcfzt9cNIAU9uUv<15V061{&i0ix%l+W@ILe2l?0k)F={tvPu$%CR`UtV?*ia%e2Ani0ZZ<%^X*JvsS5QAgiy$w5e7F-@zyIXXyxZG zK)iD-amDALv5pHcto>`-S#%b&2C`{!B+>_>eFUJ|^O3-EHxbGsmiGql#(;Non=UXz z<^h#IGC6#7@pMB{fw5F)@aI4c{`^G&@mup2Jrdf!f*PD-0F$OuO7g$yCTXzS08SWi zR)h!zyImSp=<7{MTIi?Gb#PmmJrN)MPX)MthV`|1TsI-qlUAsI9oO<*b1sjqBfue`uB47yh1$?|sQF<_GK07IX zmax1nfO`)}QQZ(!y0(G`H6)R-#&ipjpjCWw!4;uD3#2bGRSrb)dksFL3?-DuYYlsx zzb>kA)vzpWi42M(u?8-<N= zRMR)0keP8J2-WxMQf|99MZ>kd7 z12gz_bCSWRcz9H#BQP}PD06a@%t%&BK>*}a+_lS*evc%!x`g=$l(LpU}Ajy#vg8qTMTGuKb)P4hv44xJS33_NfE4H9*Z+W3p7)%Y+G==^%Iq?12ma`Sp)8#i3I|QJ zDFs&jaQhS%o?;#w5qQ;p(S(1miVFO5Oq7t*1DI+5lbh+0j^D}NWF_Wxa#9>8X( zN2tr;|5%m&{)Qxk4ojSdpZww0UxEm}n)ijIjYQl3y($=Sx}Pjj6>!#am-7Ev+AbKi zBG6J~_W2ao;@Pqqe+Cf15JcZDKj^mLCU`n#l7T*Bj#o+FiRmxUeQ2QJLEst8Lw zi}FFpHSe|YvU8}4OH5_W!FWZrtt%mII<=*H{B!raLNm=o$BCyOEcK5WE$4aYg{LH< z4T3bVNmM}*39GzK@296LE|=vY{)sg*KCawiy2H)UC3Pswp&AQZ{ms<*q_oP3Pd>*p zYtG$L5;&1&%W%V%y!HS~j?3!l!PzUXBilvBs$MsBhK>03P~^_I3h$?e%iebr{(l50 zX*;*-q1{#7@z#T_esDt1_tUo4`5A2~)?<5_zFivq6ch{??+rBo_`Cip!Jmv)PL)lDCw%ezSCK z0SV{VYf`xdL1TG`AG-HVYbt9(2P}0kS3zZJ=QyPH*RUomb`6_{{lGo}iHzq&SBXr7 zmX(!Z>~{pcYY=p_qn;47`k-GDGN+D~Bv3k1v6t{=T!>{ajyz{Hbs%xxLP|)}5Y{~C z_RY)cNe^(X`^jf_gv*$`)!eUzr?_Rpk5G%*S4p5OGFW?cbbfQ&a7l{&`nKNMbfl8h zvbyc;dR}r#72ZnE4O-{QQQTAS<@~@&dXt?Cb(e#97U^m>rTX)6wXfUR3oRboi-%W7 zL{#(#j)cdOEUa5N7EQy}Q~C(dA*8*sro&-@q<8Vy!^xD+UAy9aV*l=w6K;3azWv(Q z<@W{p2j4kfF{zgsRRMm$$s>LT4@x)oVc<)>v?E;7$}{~Cyt z@^Ct-%Gb7L-76WSS*nkB>;m?87C@8*{<)QH*|5*-8eBc8e9f1V+}xE~vo~e1jFV5? zG)zcpm050W(fJhFmG>f2%Ha>oXH%rb&zt%^Vt1ZbGYjP7nnNsZe|y(S5wsxn zCTVs>w!xLYn&Ds_J$#?vEJZbO#jnrLx0Z6*R)SZ^Wm$5eeMRC@{PtFqmKa)Wax#22 zDN>>EXl89zBs>Wdh|B-Bl?(g~6r*r^opr>EO5B;T`}gkbOuMI7`6azQ?cuKP8ruZV zvBf)kGOpoLs~+aaeZ^&u%)1<~6tUiF77Nd$Brj8EPQ=w!*RVI?jS|+nVZVKq-#avN zc14V~yLj;m&7{uE7HsV>%d?xdROpfQzx2!;N!226`Hjf%y~`SXNR`r3I=kAkYQKk6 z8u9HJU&G=gZq~npsYP#nDk{z~>LzgQtHe0XF-t9L%VS0+u{n2R_48ES@_CW)mE0Jc z#i0|ts@UN-J?O3@x?dJ{v&ZTv!LNI{tG6kL9?D^{y$o)KHt$EC3dI>rg|LeUY+d10 zieKD{;=kA7#Z*}Jbkf$y(HLIx@n%k_7m-*~=Yi5MP;9jP_}$n&cRpyL#37;F%=EPZZS-(scp`D8Za# z?03@p6CDEJLbG`5`tq99M%@63PEJf!-$8oqv0!bCwYA!8yKQhtU}k+jXU?y3yWA-3 zCVmF3b2R%_jFeJ6!kjNF7rNi>;QPqb>#`Lpg}aNjuLnYow%b=jIE9R1 zPTC}Gd7e14hwtnJ#qVrgaa^E&Kwe8}jYH{_{9uvKe(w3C zs`dlV;2E^(TOmQe{pMN=ty+tQC^0!T1GRz*hkH`5htEuuScUf2CBJWzuQv$NuPw>v ze!CRyQ#*pKFgaba7->C&V4jpq5)pZwXO^){yIK&87fNZ=#jT6$-{mXgXb&_4v~`JwuJ|F|*T>8V?(M4{c(rLH09BOE|ARcf zzTXOVaX4cbn6P7sk*ZpaSbPu{C7blj80S9ja#qF6*fiTMk>79Fjah3kCg#qjvL8oU z6@7|YWEl3t_SQs!k94$BUGU;)gMHQ}oLoa&_7(0lf0f^#HbuS1)2Tmt!kE}PH-}(! zz2>f}DI25I(06p*5g=`8g2hb+rGJ9mg_0%1yK#n`-xOFQ?k}t_anHyUR_|^pTq)l{ z_VR(+*Aw<|DPGr5*cSG%A?hbm_osOWe}<2DP(?dV;Jz8G?_BCOm0KUCI(7AVKw@+y z#@>h^hj6xbccay>NMX0c-PTvyUw0iT)C+>MH>kw-;yu*ezxl;&;N(qXXH$r&<0`v& zYi$bSgo25dujHq1r*Km#?ph1(x`$j zN0uglDisl_E^8Vdrw}mCbdfw~tCrRoak03zoaU)s#fm4w$@Ew3>C=qcCYS2-Q!8s~ z7%Rzu+c3Yixk1>Fvla#?^ZtdsbVMh4T+;_??U`ESgzVg5Z()X+Uv+p^aBhdA&gN)g zDrrWMNE@&qUGxgn?(ST9`RVut_JD#YRVH9rP44A{@Xaocsycq*3lE=Zp3_+Io9L?G z2P-u6CAF|0Tp(F^Io&(di(veQ^m(r13oNT1wQhh?7H|U-5}{3#KE|fS14+ooQe875 z<-*(RuqiZ7WA0o< zFY)azHJePrXZoS4n$qmN;9TQ3Td@FirP-3vGJ9}w)xAbS1gEE;bpIJ`Zf@81?BbEn zges$7VvBuqFR;Pabku8K*M>bC1FZ+&BDM3QNgi7lpDbzkU7p;t@Vh>gOwH`~occcX z@Eq(qX#GFE*z&pP>=P4qQ;`VNA(T@uUxBD3JlP$7Y7wZ;j;^apjJ9Wt0mBblpxjqE z{0_57*Dlj$#7Qrq____qjj*4WY$MKtO;>X(?%PYx%TwFQeEG`kOxAD4_A!woqR5y4 zy(a9Q2BYh~M|-?eU=cO5TdaFcQd?>HY^8XbpWlG}Xp%iF_k#N5QKm@oFNN7~qmFxp zOyI}2%XDxZgrwz|Lmi=G$mON^ZNhGzeO?wBzwrXBGl3dC) zik8qC4NhIXw6MYq@1rtg;5m=mp5O@QimS)@772SmsKKqssUy*963D6Aw7qO#9dXrq6p5f*;M*?P z&lnREdqa{v`&$qxK9k1pFiJc;XUXVeYTUiyc__%Rwh^b6sMtIHF6=x|q5#AuwdR&C^Fj~|$T~E>-_Fh7{e`~N%FGP( z93BMCe*~}5r!1$)C9br#j2Y%lR<5}JMVHY9XtAoA(Dver)KvhBb7erd^`ndT{9~8< z7t}WnPLlJPU99!sS)xbYM83dBN4{PeJbYJ`jh_?J)cN9m;f|+Py*AWfr!GnaaS!P- zCNY0&e<9hR_IM|!(XKKieWtQgq$b|BQQ}^-5y7L8#nr*J@7;GEP0X{eb25m9^;sLh zVb}VmbD~-DH&vl$zPJsM*GD7z%{Fiz${aH^^@apiFYaeB0t2wMmOOXkWo)r;^w+cu zS74wFwg$hy968aE8lji!wq16R2y0y!mEbr#-qn<`T8Ww2pCw*M_}uZ;Iacjjcz4MK zEf{PA)bu)u-5a#`EQ0nncJWDTWK1m`gmTxs3y#qW0Lc>%Z^T1(rur$h$3r_{XUSiU zeJ-nYyU%D~ICh6LjO!G>biP7(`G(fNu9cWje5CJQfwS~UAbO1T=9~F_(`+}*GQ(MX z{f61EA$ez~vg0|?e%PsGg#k@df8k1Vz<}tlS`p!WrO^9@nPGHN=F%B7U;Ur_yY}toc5it_xJ!&ZkT?WVT z$}S+%5s$derMpDGs!*$r=eEt+Ra*VBrL!N$wKSUgYUg5@UaE4J@@@$QIl!ivzhyvt@C@kvKw{D&a*Au{ZFsPMtD0@$@3MYxL|Lluutwk z8ZJ}BzH2ObHqirm>sCX#qMhax4c)m8b6CKxp@;dd(r&k%cb7gk5C_&0^gu&~2B|c=s3-TG}ZqJS){3^iPADp&z4)+?y z9XL1j4duUIzq>!MQ$ik_fWN8jr`p1XK@uZ~X{_FaV=fY~6va zU4u{biFISxLGPQ{ks(Dfs7Ii}E%7|W@A23#w1DSwyBwoKL9@emTCLv?^QIKN7!xCY zv6!$gf;XZ5@i&nlLr=Y{BMd{DbAU2#i7Wc8b$M-rA{m527{P7Zun*l9nGtkv)zzbJ zwQrf$$+=^ZtX+JE(kGof(cW;8Vu)A7DiT^X+qSO}Zj4q1fH)cvskV?8SobA0+Vc=Z7(`WnUyEpWFNM(C5$}u zXI-5z0J$5q-o1`Z?)2T^;_D*m3MQvP-mZaEf+Al3sH#NUf$^AFa687wHaW?&B(}_d z9EJ`YafT5fz?0~_m_zl-jW$t5YF^Zfy!)2(*!05D&GQ*I-8m5t+~F|QIU~{)rjaPe zri@!jzwgAGm)#pqoF1?(IWD=VLIR`KaTwaI(i;4C3u14{!@*)be}8z!CvAI^}cdD1y`^YHUO-c;n^kqp;~~=;`nQ zv-_rLR0O^{mcSB!HO`tU^i;!i;5MreW>f!~Z|7Rwm4|t3&vjvQp-zDHPHB}{sO%~1 z2QXbUJYoaWt>*EV2lq=NKxNW4WiB$~e5W_hMBoB~rZq_-bV+z)dAg%d*}`^?WAwcMzucf(b8>ap{_k;$_eiv12(l3HgoM=K+)yU$ON3|6us zK_X^M-U=k_0ZA_o?aVZ1@kV+z@y#~tFjQNx-JaNVn5djt`?&Cnr~c>j2L-cfTZ$hI zgjSn17~OEp(Pu+fN4^zSYX+p;I`zc1otYFl8cEObpfl+&9YNeW(`8+r*&Qx_l6Mte zB1&BVO+Tf$zwK;ov0wn-adX>uJU)yO!TJCTX=ro||Pbhw4R$rAfEVI97 zS<^#C4Y{CG*g>eF(r-qVxY{x{2ELX!KVwXCs*V%A+IRpp8|K+F%P%K>n+vIZs{&gF zCp}hRN<=0es_bhDxm}Kx_X33!&dy(eP*q=!IOk^gg@%PJPM)!=^77piI<*NBDrd8J z&kH}c2k>4qvabDl{QwNq8z#U$RY7lV>G9<3ioTIig46hl>bVB~PIv27%u~!X+L2ISq2u?;)eX zXq3(j`Kc-SKl>2T%6@8Ku=*9fIq>ICs{PNq+|e1ZYBlh~MYq2R=D+#o9=iBo0_byO zsRaDwG{O8g&5ynyh$Db(_^iF)C#U6^0mGa`7(( za=>yAoZ+O#TDBgo zt&=)lj~K1p-v5p}X7t-TsPAGLl%E{p%2%^6ihk^^k{OPTDs||$-Pl&zh`5b?9u)f_ z=Jq0@cB9X>DW%I^YPY!+n>N-h7p}0HnQDC4d%z*Nu(lCv(kgdW zxo=HlHa7<3)r~7`O{XM+sMFWKr`gijPk6C6Pg|NznFNBU(x>7J_NgMA!v0s1c|+aU zp?9t7#%!{mCq^T9Bh;vc8|2Y*c+pCo$Hz{5k_^-{hy0I>um1Re0G$%YZ<+lLZ&eSU zbp(xh1K7m)XMY>&zXP6p#oX+kij_G1*0I;O(7xiUfAjSWKw!!G;o zJ8fBeR##$}76OA}4KSZn4iYVgz2hG#(kDmoiQ{hW{SI#H5LQ|j4N9qB7UQ+he;*h@ zZ&v1W^nRvFWn;hXEQ8xsNxP~~f|4HuJ3oba`zku`RxZwq=7kz8RCk(~DZ?d*pcA&{ z#pkIR2|*xx9yrW;dFQZcBV04ldP2a;U{#{ydH8KrLz`g8`IWJpq5swV0cwxL+Uxz5JKK8e zL42k=Otr_cg|pQ=Vn_3SmsfYW4ocLoonA?8Km>)Z=hYf&sJ?Oc_0K`69;$XS-3Kh>5iwTS%C> z1tbkYRUZZVSD~#>YOHATE>c+g|L80lKPL(*0IkfZHc%r9*5o_gw4*Wn zS97#J=aE|PjhtwGIk6++oF8W|K;}g0Kje1t2QT8|8J|v;>J_X(XbGW8?*ofb23m^* zU;d}78kOEtLoucXlH;Y%GeD#%y|0H4RVKj$>}-rHvz5qDLU23QnRHul@CxS^kQsZd zt&^W-dlSliAPoYY(538srLQ3w7NC(^%>0crPFo3=sXzew>3P%;{F}LLbP4J?% zpgaL^+8(c*FA%iUIZ6+D4HwPGpdapV8*tW0*1T_{3h1|lm*-5waX^${X_vG@_PDM} zC(y$N<+d2y0OUO_XG#-fYx{2lO9=$b9b^@iGp0Boy3-0NJ%}V5IKk-~2;=+kHZr`( zL6_7J@NUX8dH@Csf<2U>HG$FBjRiGqNFN`tk3ShjZXS@OiLYO$=&K4+VCe2>u#G=! zalZ!KIJ97fqGmxY8={d0C7GLQ;P{X-Xb?ap5Nb=O+CCtWzG6E@0`)sv0>7mUS{$JV zFb5hK({ebDRPh>~fnm1s{b0o+(gGno=tnq+>l-HFSlwLam6kO1p*n%e4YYrJZzym= z@iLTz8?#El579`2qero$E#|WIfe?6UWfQI}w1J}0{KG9O6;@LGoNH(c4$bKIN~{oi zg%F&D;SE@%KqhIC-_4iaoD|hTn7(`e;yGpiBm4g%TcNa_9U`B zp9iPAPHK!AC-pZ+f@b&zY8@@^1WMAI_b9=d+*FWxGid;D;TOQU?&f69t5FgPhAFY4 zIlJzI-WEjTeJCpia1Rw7?awi-?LGK~ULpNr1IwRYkJARg{S^N|(8K|%t_+~Qe}Rw} zDv|))*MF4#9B^0%h%NNywkCw4E)D+pHoON9jRD&z`lPMOle~oXq6CSMBhlNS52maw zQ0rgI>Aqd!7~>_T)7%}O7Oe!%X7f>7G~Fv$hvltB zVpSlIZ7rb;BrNIz2EKcxwZ-CuXU+sqCBT_!Q!OVvm;3a`H9~xJXX00U=@8OPoAR+PFz3W8?Kj}Qsydo$k z8YR?zkK-%V=b#3ntaz@Qz*4e;o}f@5@$|~k7aN{u$6M%|5YWm{N^ewF5kThLoqJ0% z;ArDyStw1=>RUukC?l=47epA}Ma@3&nvxWybCnc7{vn{`f*l>)Xd8fH17x(jpkCak z&5g(JD9eI=^GZf~&^W2oNtOl53U3J2(H<@W^y5$d3CwHyD=qH$1|k#!=!bNG_J@+2 zjoI!O2=RK{yMpo1*BUu!t`ccAW{;BjLumT0P&~-+lj7GX7E{AhEQuoPmWZOBk`gVXtMaheHlW3big`-b|6SF0O(oF{Vl2uSEEQtkQV8= z(G`VfPWDQxqu*Xf3y>LYo5(`|3BG0nJr1zXF#ihX=Yt>QC*C4x@F&fPqdfv(-F~41 z%-galOa$fO1L@~REpg1tM1rETj)*rglywzMUZe#0#BZIGS$PJ2CHJ4pf>6ghr{HR! zkWg-$fgmJ(&ZZCaLBRIC<3$?>jhqNkgS|s;LjaqT&^gHCMxuoVVDHv@f0jp-+<~|4 zAQV059M647N|-ATRLTSG6^sBn*3Nbof2qOX4%DF_(p*E9iLQMm4MmEU5~DcCGV}?j z!6zZ0bNfr;Bk-k!%Alyz1!5WBUHS84<|`#!)f8vePcy^AJF)dA*k#kLV61M?R!M%w zUvwxq?fVcLwYuOJ(i9A1r`S6+c>;m4Qk?+KR0tG`a)>`0;l>IoeOREME8jY%I9Z(9 zIX-6gJBr;kJ3frW9Gz_Vo%nhA1ugK@#rTY+i8wk86qWp5=pN3$$tvNrfYZgeF&g8AQFni{RW6Im-d|AR|Y_G~L?2Lk^0yO8uDL?uTD+*CSR zyF@*le;!-5Y_GF@_u*1`{>7C1`T8KmOPJQrs;NURrT|GBL}Xj0&C#lqhE5~czsDNQ z-(j~5I+tLX^nhc-ICY{Nv)9~S>UYG;bTl|#d$32;xK`6V{9Y}AYN0cXURU?{u%B4l z_9z3NF~Z{V4JgT*uGED!)<(7%i3xROS@L>Czv^&RA07%aj3`?1aBDTFndQx1m9>_FnV9F-?{GfR3<1 z0!C-6()`WW$X-DD)UcI)ouSQV!ffN0uE|yRcKA{Y^(fGcVQlb1H71S_O zX@M7aU52uKpqw)64LoXNT8SJ|q9ndEWpa>2&z1;s|IB#QJqn!BV~V8rlhV3p*Q^C7 zfTaRM=g2AI6o6+hTK4_2h!htAz^6GG007E(0l>-o94lwjWv>maigwcnG1qKeJ0aSr3GgN$ zJCwy|jpdGJAw^Yvzvmz$3`x5YYBy*bH}nc}X2yNHbq+!^C6?Vgw-@UZM*#@DiwD{X zx1Z0SH)&+CVFmyM_-XKY)~L8LKuG}01p?;SP}h$P^Kxba^!M_%CuDe!e~=fjIJy#~ zOnyFOg0ijvd)EMLK3)%bPUhHSkwm4hQ2DRf*yUb`;HW+ z!(DVKq_2}@jNJpK83kI=>E%TRncx##wB7~PO@KE}ZG6wooXmJNFs6audJhuxKi@kp z17F?j+QdV(k%CPr07E;F+?MTrQ&;Wut>-Ni;49_Kc%A^wrp|qsZD(DED5UMdEfqg- z6*bqv4B6CbJh}|pjjy8d(e8&9W-cl@@i5A35a~L`%cB0OEvk}D3Ofb8mKp=H$ zy=H*;0=Y6;F6iPxMcnwDy5V-LsDxJgwV|`cjhj^ z#9;@TIIpzzWb3yi3`T&H%_RlhuOd46iXW-KXCEK9$e?*y5uI~`n!rB1$R&eT@AKOy_tJVh1E5UKPNXYx7si zZN~H{{IkEm@&H+?A4~Y=cw?9WMG>7OF%n*XKxL~ra)O)b;V+cO@1eyE@AI=d0lE@u zt6#^brCBU^6ao|yGS@J+FLH7_Z$c=`9ozSJ665PNsI@p6XlKADPbhNK z)yC{S2Aw;saUk$`S|AHmUQ3K;251ygPv*J+#odN~@?QZ?pEGkli%xa!BdjVAn~NMi z=*rge5H1h}aie;8?nM+eTVhp$^Pj~tX4?qO<;XIvgc+4sWx+Y(l5#IWHx-+;ZU-ph-E49W3$CcJ!+@6XB`X$Ag?`0ki(0;_`n$#2dc>!Ym6A zNa;#X<`~7RU-;&_L^nYOz9)>oCr!jJ??!IyN;N5o4{9i5ZG&g{HB7jSmki-ijFrGB zL*@u$jpC9e8Yi12*J`#`(r)MOyyAf%=_G&@-z_l_lfk`7WA~(+WwXiS^XTxiYhE-f zwthM!1~L(W3XW#=e6bA+ko0ZRthj1z>L@+pK^{UoS>^`~KB43pg#Ca9Y6U}h^jUO- zE<*8!U*YAu)$Hs|$3p>rSYmNFD!(n`Bj_TgoTejQM0 z`lx*kX2SgQW&-uc{@DqEFSGCSg9x;9zKsM8q;>draJGd=v>qG)LFhf>BWOSYlc*-* zrlJKp&26Ogq@g=kqpF0m0c?kCnDy>KcUTguGAx1-bjOT9_8kjeL!6&Pr#uliS>x=8 z9|7t0n9CtWt9hQ7Zsow2Yc`DFi1@Vg_M_CnATo_87133lYz$)~<_*;y&S8*I zcY(P|hzIejb@3X|eN^5cGuCH?`IQx3>I{!P_u@>5y3UAZ#x-?HkS#y!65Y^9Y7&tw*o)Q^QC6p!5dM&2Xuo}ZgmQ@;82iU!HhnK+ZmH3I{djMI+lrYRUKk2eA=uSb9xZgCU)NP z04CIBO_N>roYgzr6LAv>4kx))zO~kHI4Ia1B`mR=)SiW-ansXKJQdR9zPFG4{mEFOD zB+t_cdz#dFhO(MNXGw zO&XE7nHA1dQ3rKmWB4laW_-R(&rzMwWOg#swstE!e{s_s-tzyZBd(rJ#YE$1ADco& z<@nu+j`gj-d;88&6$evnj&|%8U3xgy3M774$Dc;|ByFrWw{Fn6CzSN_By7d2nhc+L z4mgvo%kx(0cjSx1LjGV&<&;`PO4QK$4UY?jF3G>$N>|u&vEKTb_S&C0$GOaO>n3J? z2QjNX9~W%4>^u<}(GuZ? zXy-v9zE_qJ9 z45SN=ddBy+z0zH2e}ksE6z;%wUAFHdm11cebi5(lRL-kHeWiCgY~IL_B(KJ zzpB5B%-YwXpSNo3)kDjR@cqN2YYJaGsVy5@?RSGAq^Sw>&J8|jvOfledhwa(HWM=Y zSchvK(;qCz16|Ubn7j}{V9iXyY7Tun6iW&OvwDmfxZg~8uN~3T4}0u>Xd`YaH$*q{ z;``urfsw9#t$eRtLpQr8wQj48v1NWsxffzackG~oZU!qpsrXz%rq-(ZGJ)`Gq@%bc z5=t{ervWvi!7#?K@InkfF6+mqWty0&+)GPuyr%O7yhiLDY4S$0KZ8oUQ@YScl`3KgK z{^lL@o4~OIS27ZbgNX?>P&Q3-JOR0?4km*}4qPV;4xnZHNXB9>-hUPHPdX#fEM{35 z6ThaO%1+|sk%;wqOtqVOludDL0OO2m3|n-^jUo?ZDf(4Yu1cFg8k%;IArYM)1HT*q zcWo^3%`9$aGq@LV)G4Ow!|xipyB+c1J8J1-uVqsa)L8X(ic|$`m0>u@s}a*X(yWRQ zuiDfNm=Tv9grk{vbWYr5UpOOW^f2s(lpt@>4AQmX<&$A+Cr0 ziDF$iH9@_H)w4!qE2Y|B$$zBs7q?g!&10*9B>L8EctC2cl<>qO2e@`>rV&GE=u7 z8FOq)T)#6E*E$;=wsA{n@s?U{;8g#!ApriJR<#kS3X!$soKtd|{G6JfBIc`bx0c|V zRARQtjV&NEMnq?Du~{*%&jCa#WV&8VowG65DG5^ov1Yrd{lXsU8!C>a^q^i-w$Rp2 z)p)=B0`#z<^Z>1VHu^jh$`DfRAFTVlmLPh-HJI+tbgt-yM!1(p^lh(*n|gd=0FyTX z;^>@pGfMWp#1sUb;ulL`VLx2gZaHk6fmrypjf zKB$^WyawSbv}yVB{%0?aH902py5Z9raIw=p|Fd=gu6op%(}oQa z?(BT(ULj3WdpK!Ro2=0$gmuBjt)$|@3lQG)uu%IlaedVZBlx`)Tm|8oi@hw@lO0qc zRIMyBE+1`_mRz$p>3zIh;cktNU=X;QX4l@|e1e6(y>gr(rgK-5pQ7&BwxoW$NKCic zPhT+bEnr~#7BKj$^tv|hpc|HulT2R$6 zr7C6jK3H4w`xf#lrW>9M;#`JA(ivLynYXji`4PTRmAz0#%^-|pn?ZA!(4%}8<#Uoc z`urS}!C6Dxmeq|Z?+r?|Us;=*_QJY>u#Bw>wRYBM+upLE0J9B;pA5weR>i9(f|?^U zv_W4MkU6j1zv*+Nq#`Kt$tC~rE!V*ze^+HZR`m?bq*8Y4TSXVQUYR>+Svx-$eTzTF zMbAZtJp{9ms!4sWRa}Icy%`9m27G1r-^fgVk%oOl?vZ7R;9nn;FAYGnwI_f)eX=3$ z+6pG1)R5i{hxmuN%El!-56Zt+6s7Di7s^i*K0n|P-?AM!q>{UB( z+RPWBV(r1nrNlcS!Mv%{ddX*i6kXhW?#7LA5LtkXpfbHfuSzMCGXj?*oGkS;sYwg> z@GJq@y5QR42u8mPuaWg!L=v64Pm_AQt}5!yu9MN=H79F{r-Z5@nPPf+6uDdnx5H5d z^vCELiBrldlc45K%36q1NV|iid5K%W1~lSosq}&P^Jj(Ro|M-npcNA336`AeT=fjkb#wh zc7qad8{bD+uDSnFf3#w;yCXqaJ-k53!Yg9DZ6;<=s2T8QNPkPDjqF()`Dxc^-5_PM zeYaDWaDl^EM2B6^9>&NFzlpt0Dqn)KK=7;HNa>+*md0+YWM`2X)Ktpy1SfZ2#4c9# z#@XghbZf(6{#1LZtkkHTIhfT3wFmKuPML@JM}Z5E;89U!bl3=nTVAd1l0{2P9X=HD zb(o~=BS4uk71#9G=4AJr Sketchnote comes here - -In this lesson you will explore how to use the [ggplot2](https://cran.r-project.org/web/packages/ggplot2/index.html) package to create meaningful visualizations around the concept of quantity. Using a clean dataset about the number of [COVID-19 cases in the world](https://docs.microsoft.com/en-in/azure/open-datasets/dataset-bing-covid-19?tabs=azure-storage), you can make these visualizations and explore the trends of the COVID-19 numbers. This dataset has many variables including the number of confirmed, recovered and deceased cases all over the world from 21-01-2020 and is updated regularly. - -## [Pre-lecture quiz](_) yet to be linked - -## Observe COVID-19 trends with ggplot2 -`ggplot2` is a system for declaratively creating graphics, based on The Grammar of Graphics. The [Grammar of Graphics](https://en.wikipedia.org/wiki/Ggplot2) is a general scheme for data visualization which breaks up graphs into semantic components such as scales and layers. In other words, the ease of creating plots and graphs for univariate or multivariate data with little code makes `ggplot2` the most popular package used for visualizations in R. The user tells `ggplot2` how to map the variables to aesthetics, the graphical primitives to use, and `ggplot2` takes care of the remaining. - -> ✅ Plot = Data + Aesthetics + Geometry -> - Data refers to the dataset -> - Aesthetics indicate the variables to be studied (x and y variables) -> - Geometry refers to the type of plot (line plot, bar plot, etc.) - -Choose the best geometry (type of plot) according to your data and the story you want to tell through the plot. - -> - To analyze trends: line, column -> - To compare values: bar, column, pie, scatterplot -> - To show how parts relate to a whole: pie -> - To show distribution of data: scatterplot, bar -> - To show relationships between values: line, scatterplot, bubble - -✅ You can also checkout this descriptive [cheatsheet](https://nyu-cdsc.github.io/learningr/assets/data-visualization-2.1.pdf) for ggplot2. - -## Build a line plot on the number of COVID-19 cases -In this section, you would be plotting a line graph to analyse the trends of the confirmed, recovered and deceased COVID-19 cases in the world. - -Open the R console and import the dataset. -> Note: The dataset is stored in the root of this repo in the `/data` folder. - -Let's import the dataset and observe the head (top 5 rows) of the data. - -```r -df_covid <- read.csv("../../data/covid.csv") -head(df_covid) -``` -The head of the data has a mix of numbers and text: - -|id|updated|confirmed|confirmed_change|deaths|deaths_change|recovered|recovered_change|load_time| -| ---: | :--------------------------- | :--------------------- | :-------------------- | :----------- | :------- | :---------- | :----------------- | --------: | -|338995|21-01-2020|262|NA|0|NA|NA|NA|09:54.1| -|338996|22-01-2020|313|51|0|0|NA|NA|09:54.1| -|338997|23-01-2020|578|265|0|0|NA|NA|09:54.1| -|338998|24-01-2020|841|263|0|0|NA|NA|09:54.1| -|338999|25-01-2020|1320|479|0|0|NA|NA|09:54.1| - -The data type for the "updated" column is a`chr`(character), but we would want it in a date-time format for analysing and vidualizing. In order to convert the values to the date-time format in the updated column, the [lubridate](https://www.rdocumentation.org/packages/lubridate/versions/1.8.0) package is used. To install, load and convert the data type to date-time, enter the following in the R console. -```r -install.packages("lubridate") -library("lubridate") -df_covid$updated<-as.Date(parse_date_time(df_covid$updated, c('ymd', 'ymd'))) -``` -Using the command above, we convert the "updated" column in the "df_covid" dataset into a date-time format. We specify the existing format of the dates to be yyyy-mm-dd and the desired format as yyyy-mm-dd - -Next, to get started with visualizations, let's install and load`ggplot2`package using the R console. -```r -install.packages("ggplot2") -library("ggplot2") -``` -Let's start visualizing the data we imported by plotting a line graph of the confirmed, deceased and the recovered cases. -```r -ggplot(df_covid,aes(x=updated, y=confirmed)) + - geom_line() -``` -We use the`ggplot2`package for plotting a line graph of the confirmed covid cases for the range of dates starting January 2020 to November 2021. The`geom_line()`function is used for plotting a line graph, with the dataset being the first argument in`ggplot()` The 'aes' specifies the variables for the x and y axes which would be 'updated' and 'confirmed' respectively. - -The graph looks like this: - -![Confirmed COVID-19 cases line graph](Graphs/confirmed_line-graph.png) - -To make the plot understandable, we can change the Y-axis scales to numbers instead of abbreviated points (abbreviated to e) using the ['scales'](https://scales.r-lib.org/) package. We can also add points, title, customized labels on the line graph for a better presentation. - -```r -install.packages("scales") -library("scales") -ggplot(df_covid,aes(x=updated, y=confirmed)) + - geom_line(colour="red") + - geom_point() + - xlab("Month") + - ylab("Confirmed Cases") + - ggtitle("Confirmed COVID-19 cases from Jan 2020 to Nov 2021") + - scale_y_continuous(labels=comma) -``` -You have now successfully added customized labels to the axes, titled the plot, changed the colour of the line to red and points on the y-axis are now in the numerical format instead of the abbreviated format. - -![Confirmed COVID-19 cases line graph](Graphs/confirmed_line-graph1.png) - -Similarly, you can now plot the line graphs for the recovered and the deceased cases. -```r -ggplot(df_covid,aes(x=updated, y=recovered)) + - geom_line(colour="red") + - geom_point() + - xlab("Month") + - ylab("Recovered Cases") + - ggtitle("Recovered COVID-19 cases from Jan 2020 to Nov 2021") + - scale_y_continuous(labels=comma) - -ggplot(df_covid,aes(x=updated, y=deaths)) + - geom_line(colour="red") + - geom_point() + - xlab("Month") + - ylab("Deceased Cases") + - ggtitle("Deceased COVID-19 cases from Jan 2020 to Nov 2021") + - scale_y_continuous(labels=comma) -``` -![Recovered COVID-19 cases line graph](Graphs/recovered_line-graph.png) - -![Deceased COVID-19 cases line graph](Graphs/deceased_line-graph.png) - -## Exploring bar graphs - -Let's start off with creating a simple bar chart of the confirmed COVID-19 cases - -```r -ggplot(data=df, aes(x=updated, y=confirmed, fill=confirmed)) + - geom_bar(stat="identity") + - xlab("Month") + - ylab("Confirmed Cases") + - ggtitle("Confirmed COVID-19 cases from Jan 2020 to Nov 2021") + - scale_y_continuous(labels=comma) + - scale_fill_gradient(low = "green", high = "red",labels = comma) - ``` - -![Confirmed cases bar chart](Graphs/confirmed_bar-graph.png) - -Similarly, we can also make the bar charts for the recovered and the deceased cases in different colours. - -![Recovered cases bar chart](Graphs/recovered_bar-graph.png) -![Deceased cases bar chart](Graphs/deceased_bar-graph.png) - -### Stacked Bar Chart - -You can now analyse the data using a stacked bar chart. Each bar is divided into a number of sub-bars which get stacked end to end over one another. In our case we can stack the bars corresponding to confirmed, recovered and deceased cases in one graph. -In order to convert multiple columns into columns of key-value pairs, the`gather()` function from the [tidyverse](https://www.tidyverse.org/) and [dplyr](https://www.rdocumentation.org/packages/dplyr/versions/0.7.8) packages will help us summarize the data. - -```r -install.packages("dplyr") -install.packages("tidyverse") - -library(lubridate) -library(scales) -library(dplyr) -library(ggplot2) -library(tidyverse) - -df_covid %>% group_by(updated) %>% - summarise(n=n(), - Deceased = mean(deaths), - Recovered = mean(recovered), - Confirmed = mean(confirmed)) %>% - gather("key", "value", - c(updated, n)) %>% - ggplot(aes(x = updated, y = value, group = key, fill = key)) + - geom_bar(stat = "identity") + - scale_fill_manual(values = c("#0c94ed", "#e34a0d", "#3bed0c")) + - xlab("Month") + - ylab("Number of cases") + - ggtitle("COVID-19 cases from Jan 2020 to Nov 2021") + - scale_y_continuous(labels=comma) + - labs(fill="Type of case") - ``` - ![COVID-19 cases stacked bar plot](Graphs/stacked-bar-graph.png) - - ## Scatter plot - - You can also plot a scatter plot using the`geom_point()`function to have a look at the variation in the data. - - ```r - df%>% group_by(updated) %>% - summarise(n=n(), - Deceased = mean(deaths), - Recovered = mean(recovered), - Confirmed = mean(confirmed)) %>% - gather("key", "value", - c(updated, n)) %>% - ggplot(aes(x = updated, y = value, group = key, fill = key)) + - geom_point(stat = "identity") + - scale_color_manual(values = c("#0c94ed", "#e34a0d", "#3bed0c")) + - xlab("Month") + - ylab("Number of cases") + - ggtitle("COVID-19 cases from Jan 2020 to Nov 2021") + - scale_y_continuous(labels=comma) +aes(color=key) - ``` - - ![Scatter Plot](Graphs/scatter-plot.png) - - All these graphs help in clear interpretation and analysis of the COVID-19 data - - ## 🚀 Challenge - -The dataset used in this lesson visualizes the data worldwide. Practice building plots and visualizing quantities around the data for countries that you like. The dataset can be found [here](https://docs.microsoft.com/en-in/azure/open-datasets/dataset-bing-covid-19?tabs=azure-storage) - -## Review & Self Study - -This first lesson has given you some information about how to use ggplot2 to visualize quantities. Research and lookout for datasets that you could visualize using other packages like [Lattice](https://stat.ethz.ch/R-manual/R-devel/library/lattice/html/Lattice.html) and [Plotly](https://github.com/plotly/plotly.R#readme) - -## Assignment - -[Line, Bar and Scatter plot]() yet to be linked diff --git a/R-Data Visualization/Visualizing-distributions/Graphs/comparison.png b/R-Data Visualization/Visualizing-distributions/Graphs/comparison.png deleted file mode 100644 index fbdaa22b412d0606b483425a0ea34f162cab9fde..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 29594 zcmb5W2Q=0H|2TfzQ%XVzEfhk9Yz<^bLgq!u7P7@HExR(qC8X@VciDT-Ym{qq$=>{* zuh$*DKXrcReE-jLy6$~F*W>xvZI zYVrg4bLi>aht>$hk(1EBU5Jn{8t`zJwUXp5L~Q?U6GXm=S{30LaQisSz`SqP0j5*^J zr0_=iep<|;KjA-Kp&qkReSE}O^g>d z`L6KqpP1+}VFM5#kZzfRyP+?E!wS2gzfcon-kXj820pKzO9imu+xrtQIEdd-UI$G{ zGalVR9)UVk+KtROv$L}+MV6OqTZD?{ePVGo+Jgxd6Q+B_`5z809q~ylIX&{oskW>FP*%Vu<&@^K3Tj3kr&&?wZwY*~>9Y(88RTRad51hA+ zvg&i#%1!^=+#J;v5ybsO)p)U~p(WAMPcD^qjLX||LGz*Cb7KjI6|Rr6N|EjFRHlYR z+KeAW`wu5hR(#-UH);>3EV%jgRvfK&2Wd#d$N35-gYhQs*QP^=C<6^H1 zd=DJ2Fw)zWZBGTVv{^>W?1$_th~x zb!m13RA!mtJzrMHa?A=0G$aNwNx!f4d6>-yHyD`3nrXDAb3Bg6hH&R6wXcsjOjg_! z%rQzRaQ0%hsQjIa&B-Z9{$*B>-ejemZJjRpu1vH~S=3r4KJOxvJ{6yIL!{Ri9l6-kD1Xr> zT-8Z8cJ>YCq=@_QRb0_Gij6Y&Ec8|^{Tayw9mS~{q^RK3I&YpjBHwqNgEW#Ifc%=_+xG-mSUf@~*yoAEvPjH)wmmqqn4m6qe0?xM-@2d+fN$>?^P9mmLCT6Kj; zEt$#KD!chK}bjeOzCv_0DtYu%7lqhFgc&JH^t`Cf^XE<-oYg_s%tls7d zPXuZ8ea6UqR=OAXf+g>hk0N)z_3I1BWT{^(854Pgr0k`_*9bb5!CtuKz`gHz_+(}ndwXQ#Z-YVJZ)4aU&h zX>Dhq5Z14^tj!<#c73y zI<4ACy|kGsq4!RVe_>dPJ!WQM^vFp8I~F1DST(N1mOnWhXnlXBjL-d{cSy1!mYU{DBMT^Akc8sX&+~|s@ zhgO`=%BzL0PvT2b{o9RMLuM;X!X8GilWgDAna4OQjKx+&&zK+U4_%J19qXu35Y-Xc zj_Wm+9wv2~83kuD3(6PAib|jKVXepsKu=M#DPtWTA4he&Z`Cen|6~!z zq<&hueL$*o6djtLF-TtbEXQoe85`AV@tV(^(Y*JZ z`KTEkOG8?{o{wzLx3sSM=IrU|l_sN={L|CrV{^G&E~4KUW+OYF-*3{n0-pFDQT5rG zn6=2S8k#VhSGUe#R5-A!WN60W$oKxCFH@#>>6pK7H}mhsHH_DspV9b_D&oJcH-`sj`$qb7SW* zytGWlMK~WzEBh1L{N!oR*pBu8)Epe@13dAt{=-xkkG*4k2BRoVzWMs8sQs-Bv)fjx zK2_sub?(|UGsZD-2`le0{7E=1esia+9%e&|-!hl=wdgCg_a&(C^uH*w_4%6T)7Dqk z));`<76F#YfM8iormj0Wgw}kI|AN+NrA@f*&wV3~MW-|9_Q}Kt?Os+ThZQ1~J&dzX zcwe~FYTg%hnKCqvQMTZ#K(A4f5ap!QO8BGj;^{zhx+1TwZ=tq?5bG1hZoJeq$^9<(>jY8#c0w z*lY}zp-S=76ZbDBcpSf$aw^=Y(-LMdN=~|YvCz?(FKu1OXNL%81^o1UJobTfAkyQMkPYU{cDdTHoh zL0X$(XZW+SlZuX%L7}Z3*pX(dtRg)x-zM3fz?%sFH-LtPG!;kvao{Yjo$pCn#3}&DS}yF1_)ROB9)qgUh3FCMc4Dz z(Q;NV?|ZtF)JB%q4E!~vyP}%vSx9bsYhQopp(War58t{?`Cm$TVgNz-YVz~ z$xJ%mq$BcFHHH?eSCXvJ-@R3`Se%Iw90{uowvN!-`PP{6>r7}WIrW(F$3qMARAZyP zCb|RG!?h0bc?wC!c7j(JBL-})nVJGLIdd$BRc zVc2oftT{lRf1`*iX>Lq!GFWxAE_173)KLK#sGKu#qtdlDz+JVD{6PgBGZB4@Qo6%1 zv)3|H)GQAjOP>>^e%Y%q=R^{=*5P%qc>sF*oRm}9CpMAii`RYVVraaSSTA5~pXKFu zZYyTS->!R>U1GC&U4*uO=sKqLVV7kBZIE3;`)O+*v$auSiS(V@RjmBvF%nZD3w-ip zVImfqJ;}yTw7kvZzO-cfUFuZhXUH(?FdvDb>3O>xpx=t|#j^8iOJH6JYFrY<-B@8O=r8Vl*z5Fb zx>AcedZp1l869nuf_=8~`x((RcSF$%qMNBkhkO51nFdyiQ&>43EEj~1#9gQG4nNH- z?*GL&HBj`EKBK~+C=-PozX(*Ejb%&i9r*FkSC zagAUk%jK%1*ucZLn@&aDGd^en&|XRw2S*X55{mdW9^=;n^AHH8^Sd?RFVM&76R`IQ z|E_*l3KI+ZAtv$Pn8b<&dWH(HwzZ{N$Sf)nUa_GaT&?6Qp7XZYboMcG#?p~~npT~O z!4v)8bqE@GVfmN1^08vyuAp$|GlPuuFfbhkZ6J-5-QpjIaa)`T3E0+ z{MKG^?MXRb%1}pw>Rj2kl1kOV68Sk=Xoo2YyxkrhURpU|`MYVSGHB5G^a^Luykw#4 z%0o(qWtaSo90lw)C(G7h%{Fa#kA71)$TEFzE6J|jN->wPGPk0tQ&sl8X@`1l$5^Ml ze`dGTk#g6nB1Ypmaajl4OvPo)d_%z7f`Anlkt$vYQN*9wSf5sk6VO~L9OsIJ`h~B~WZ(xX>pVX4^R!*j z-dyV6Sk?c%@OEWxaMh%*z^TCmnvjSV#Q8v95LDxwmb2TObF#QmvQqB@}oxKD{-#%_jN+Q zwIl`zt^`DG)DLL;hknZ_`Nr!=wm5t8zV8E9r<{)_JCn|zwzPw_GlbS|pm{gO9Jo{* z&ZH<1pqjsfWUG>wpH%GY_i%U=Bk#I>X_Do`5r^JD<&Y6pAJgCRskW72W4?NFVV!yw zCVU=mml~fx9$#xDUm7x>_AaOiNsXbJ>U?J zTre)mrOsMFmdh*q2&OQqQc=>XFRm|K9i5i;-p=C>;W1A?q=KdYYH1nHW|FSZz>y z@loosKW&S#R^Jo#BxC=NVGoLKP`nZF?)B5-t5#-x5Y4?9ZkuqTV<0qYbvTN)qjAjF zX(b`(WR!eE(1+o#(!O7{L^Jx1q*(VR1!p_iUtP<6=BN3(k>5g#-cKTHLH5aD?Kz^@ zv%e`-F~^n5102!CH0~%2eT!(Kd+Ti^+~r`N8-VG28k#XMU(|d{*h8u=#eC>j6uMWO zE&YpLqkpGugVi)TN1V<~k$2*GnHeUzC$MG3mTmKBj$WvcLB>NmV@zPCsm!OzTmvt2 zwk#Kia7WALMzh|@D~!=Kq1-|^7tx=H1u_WOmm2dkjdhGY| z7;{HjSR4Im*Kn5Uws9W6#2nEe&TI$6t=k*i+5OtJ*yjRE>!DWkCWAI^O0SLCe0-Pn zpRhj9&baR$J=UR3GgYatlWi-RUw}@wojjwP&D~H4^3qZ zQu(0gqwRXeE-1u`yd*Q760hiCR#c;XkyMCrrR~=&R}igQP3iMHUSm$LZ9LLxVjUPS zRu2M-n$NrCenofpe=6+LPGcC0ex~8ypoBA!kgC?rvCp#^`ogVnELu&79*@7YoeZxJ zR-ty1J}tkxZHl~~IF(_w`v)!@Z`bOI84^3W%vP}-kuuww?_n9UdaqT$VmLUgZ#1}X zs87?0JtO!$)=T?Z!PeNIh$qV!CM<5g=9#F{4h0kD$ar-0R%*t)}=DR1Y&eR?-Cyn#ItH(Vm##=!s;k|H^M=>ybbxpnzNTt5TI2T)CUC;7(YfcV}*p zf~!x2{CZMjqekF^x9WaN>K!%-zZNmxXUN}jeY|ipYw(z<`c%%0l^eHu%Xsqag<}y7 zA9v>(Xk4+qY&^L1@_3MX09mE;)vwYm&D$%1p{*fiZ@8Cz1)BJzx6Xci?8CfQ-VqA7 z9%#6A8lSwp8{Hnw&=HB_@HU+lM~+(kH!9r~-Iz_b%wuGtN|QmZ@UhbYt6tvVnA~QL zxnblp;yiYDeS!XD$|pZZVUZb&I;0c1=UeK!k8_lYzgf3Og*MR^^T{245M%t-9&Ix7`aDKOD&AdAtKV%rIhihzE?%`e zQETr!voxRNeXXjlfwB#3%qO?=&fjTR=npvDKFr7FX7eyxjhT*GDW1488piW^20I(N zpJuXg5f+-t>q);WabghLr(VwqPMpBaoT)t=v5&G>dM)%cC2uF zzQyEP-D~vfrsc2NInk{xxfL~`A~|i7nPuz*(@)htVT-f58ez}SWKuRoO}1wgirzNa zn+c{ScD_Tl!CFW1%tEnOOj$b2S~(T#1AjPF=J|n1Vf5OsR2y%z_j}ytyU~?%gU`t4F_rc3x(!)4!@_hG`J3cW zm)Ef`GOG$o`U0@rj@wpI)NcyZjV33BhiyOFxLQL+b3M+S@*=Xw3y9!Lr1eBn_sV%2}Dq)?p5`IcENA@=l$ z%c<~Nag-g#=V_(hed*5?f56InUo_ZO&L*=>-GQ~;Z$`LA=y?xEKd+<3WR|oLzjJ5G z@j&Ibv?po8dX`pxgxQA z`fR0T6Y_mxiix=;&+O zRrhCqUDFQr+)FtJJaGg5AfH6gmqXXAk%`9YVsvUwwdv2%3I5}n_0O>?$OyUJ+hm(f_QEQu4;s9q###!7OpMeVfe^V#~v z^LW(%8&JJ6O9+fQ>fjH4g zp7nTg4!iD$2Dv<{`DQ)twK*~4BbK&JzEXTltq$4ig%mlyrT|p~>-#r4v<7E%`BoLz zZ7XfaUVmt8nlR^{Z~2;FhG~z|9T# zMoU=ac|J$mnt4wamOQ{QB=|j&$7%OHvGv3D7Swntf15PLSVk9YYYP@7)nS4P!M51dZAwq+xY>A7S7S?Nmu0+@eQn;=wpl1NfLfq9 zk}c=3B5=A|jH_DOU)`ceG!$P_vO4czabCTOTGxXVub$Un6!ykSa5A->iF|L0xofYt z!>Zm9`B(rmDBwcN=xuHpVm6UDmHVKG{;t&Sb4mQ!BcUraHQVH8qKAe2X_HJE2XCOQ z*9$El7sR7&maGJ$%~dBvOXyj|RVt{_H>TOz~XC89V>O8mTk#CTT&L5^P;>;yq3<3f)R1Fx1!`&IlJ=LM4JDvv;2i}Hf zRBt^emcmfeeTR^Hrtgf5=Pn$?&jBR6`7M;^upuZZE&<%k{ny3{ju zJVFGTl{(_h4aCpVzy|zZ1EZ7X;&C zjTa-o+K^p8WKJMSsu6&~$`oCuUbZ&}zb2xa638j?Qe$JIo|dVFMM}qZs*8%5kGbPh zqqgNiVVE%ie?n|p0L)^I%k3FcGx1HDP#hz=>Z_|}(ZmANr#;Dgy1*W$2#|=fGPoaa zEEhcl1hsT&^h~yfEy@C0MNUyCaKPb{>*y}`#IdN2o#o0wCof_S1Ee!bRxKqDneG~X zm)iOGC6VtF>0WT4!j5-_$dV3gb2fF~`#nF@Ck~PhHMvcRU=K*`oc@Rn5ZX_|fZ8d5 zS(yuoHiEZE>(PSsE}rNN@x5vI2Y(Nk0RHy=P+y1z9B-S6dddN!4)TY3-9^$;;UFW$ z{ytSjrb# z1Tqy^huEMi1y5z-O_InT5Fe^t2j|u}-l;B1!ZrIxkPY(s1BoJ7!ThdG(h@Uq(b97O z4}GZAPJ=(A2EZufVbY;TrNE&j;-MTQ-1si0?&AWGHGHWh;&%bk0GCL|<01!0xD=O6 zARD4D5PPJa4p3;FCT<1x9noA>({G^RH;r1aRgby$s*XvZ`mRt&8 z#?#yJ#0wN$5Y-PUcby|6En)y>5b*`65EQp^mmU>q#(M~=`WK`Pi~uIQ?r9MSi%_Ek zGzvaRLT|25DOKt5j;ve`(gt7uO0~2P8Y9+C0~N2N}W@_si&AJLEvyCu*1!ETCul2AILqFL{#iF z%&8TXbbGUskKFg#pZ|)p(~XIYaMt%1UvTjDvg@K-M)p2OWhz4#5}=0ssj!P~GW(bN zO@v#=MX}p~eb?|Eh`X_=S$BXnOp{kJcFoQ{*Ne+tqGFl4+u5-ry2fknlZ>&syDb-D zJ$laJiO)y7QC0^77w8W({gDjP#2r>#7Z_)fYq!HxAB1!*FSA|0_?@F8WZtBYUat6~ z+PA6qr`{{~&|0Uc#W=Bs*3e&^tyi3{-@Gu(YvXe`4q~lTS@m=2is1T$LP17H)R}X2 zL)rw6OYPa4-A(gw@3Xz!1b`925=c+)_m6olMka0E*YbR99YN^n*4(X;SoHXn^($`F zR4y^8Xv+M8L+!Y(m$T9z@`6X5z3FBAw=_zx&%mi$utcaN(laaOBSm!mq4`)rmYi$? z?obUtKOOn{lIYMN_JD0-3Lhv@^wz#e;^@e#PO-%Z6A^v;plO=zeDAV6QA;2YFF2~- zH+Nb+^K~dV^Zv;U$fcz25-EIF`~4>UGseNHDH+aUpVltWfA`93m__9C` z#gKkLt|-v|v>U%gww-p`Rx$kpzIG+6PR`3S&o^7PCVcI8W-?fXrc0Lbsr0kykhr9V z&+JWfe{gv8=&jQ)@07BxfcmD|eY@EToxv@^?S)^St3&3kXXXay>b4ZHmh(o#t}i0HHu)Bspi4 z)$iHdm9hl;rTB%_jg8gGpBvhkvXVZ}4T#@LzaH;?d6A-4jlLsG%?2iv!N<$$E27>d zWa{)H?B!492F)>L+6Cn+b5+QmFXDQeJTv{U>~+4!=ib@XmBgp|Q|2Pbw<2^R$~ng( z6HCgAHcHA%bQZNYe@EzG`=7kFhpw_A5~Brov6*+UT_TGgkKNBB>ccYiV+(-MSq-J{ z8#ZpNPBLwGJRfp#Ub~&dSes9$(_ZYpazLlz=KRnWC-!YfE~F1j^MU<9(Vqks2gNi0 zd&+)ka!QJ`vMWWq0`dqze;dVzfb1)0-`r$!!<;0lOvJn_P(W7lv2f7?Fx~TmrZ?pe zKI#jfREK~A4YIgt>7CqRzy`|>ZQ~yzQW^GUqq08d6LoRw;l0^vQd9JeisA=?%OUuo zhFm&idh^(!$Mq669K100p{J$BL|+g5fT~k$PwvNGii`5|nN&AD2QeGeP#wTT@H6}G z`p>2zV3SMnm$>VRZW}@c_*cVWmjy~MKy-pzf+X^Yn$#a-m2em78IV@9>&$~^D5*Y1 z!YCC_z;#y2T?Bzes05T!B_90WA#VX_H^pNZB9B_{VzzW8%v2)-W{227q3z|VjG70} zl)GL|ko0V|=nD=jg}Y<%az`HrA9zo)U}D9;}B|m zyEVkF95VUt91BY}c>bPqw?-=StEVjbbFPcJ+D zgUIEj%qP2Fl4T|~2c}XD`;qK-55O~7fQ{H~wIlO#L{-iNJeA>>TuoMwPBlMuA<`4v zia?fe2xMMN+?Q}WfN%m-1z>e5iq^ZGEa0&uaRp@B%wG0S_Y_2q-lEMBrgr=M)*3D= z1LQmfeE8HnH@z|O1=~#yHO7U*PYEmv_tY?b=I*61Q+j&)9??r-5`MvfOl(1P8lp^E ztx6s55s#1L2I6vA7uE4ghzMlgK*VkY((5J>KExN*ArQk6L_ew28LH*RkVwb~Sn53d5gbwlnq#@Zu4&CFC9exKL8!!=+Pdh|adpL=i@`K~ipg zmgrzV1q6an12udS!ORT1!I{xD)njz}XYbAq1?KH+=B^=J}_Vwa0>z>?-nk7c zI-FoM&(!QpS$b}NBEW4{P^QrmjSveW!dm)O9f_Q}T^PH0Z75WAZn7g`^;eq?Hept$ zDHobWyh;#SXG_%Mh(&g;)TMv!2+TQt9Z7fLs4+fM{#|s3PRC{8abE;93rkXrrcr`v ztc(LyuCs%lRc;Zp1D++7DRbMm%gYKb1$lbuOqq6-rRY>7q(oyV=DIRBPEIT@`6-Cx zJ$vV}fy+^20p9a9Ve*I9sB1Fh!XuI!I(`a$_{&i?v3!vvI#5-RYgYh4LzRlYEwM-a z$&)8(S3Z*4Nv^QOg?v<2aOde&Q0dC$KkSg!vT!XfJu9nYtk>+8dEph}4$0?Io*w^XH->NkArz`9k5YnygurZE+uuK$^< zc|Jj513MkfekJvktGm;RtGjE-YV+0v{^G%@prGXpy<&Rs?*!U#CrQ9d^N)AyC1)n@Mh^S|;qMF>(+Ww4b-o7rE|ucX zSYSr~2VCYj$B)XQyHMhaBygd8RH^g{q9CaNK_X7UtJnaN4oQvwuRxwlt#CFqvq=DQ zq(Xu~<-akRv3eka!p%AIU+|{s}+vd?a>^eSzFE zTR$&Q7`i10Oy_PyXXWQwm3dC^lWm-k)Hd$Y0u3HJlOR zzjSx1-s)5(^io^qY?Lw1ZTDB0*zGJE_3eyYxC5*F&Nd(f-N)T7Yt)ngVB^SVu_Y_B z6-Be;LlGqx6#9HQU1KY#?Kriagw&R2idIcFX=g?62o*Y|c_@Goto5=h&`iNOI2;b7 z(%I?;tLnD<|C{VH!jeOl99V6tfvtotin*!A9Z?XH?i9T%0eB|FT^5Z06L($nW<-dc zOBk$@*?|`m4XnW58H?D;jn2HY7r|Q#OUk1e5Wv|tQ*g&cEzNYTHoa}!*|FlBf$dT# zNbEr z5}O|Ui#702_==ub1j+10{S_u4knc!+=lczAzD;n|imu_fR6~++2>o_ox>mO7>6Qza^XNJV~-c zK`=|)AI4278Ocodz507Y^Si`Fkt&cl=llVVz-G`|_@YJ*DFq4V{s^1kuSJfMfMX*2 z2XJ>10&M;PT#{rL+wkH9FAKlTg={40VCKJ4g^1GKq(gZ@ZWN)xr4H0Sk}048aqwS# zBn*Qb;NN{Dexvz^!S<72q4-BvfX@SKBC|W2Fb2OU+`G#Mug6wh*_p zV>{;e?QjQF8MK|UB_$QxKs5x;7WUnf3IJCX&9joAO5J}7BDaj8#n|sp2EN;n#2M!J zNuHNxd7Fk=duf@l(4ByWUMa-4E}1jk`OOKr9c1PCQrEma@jln{b12wX9S&TRT|>xTLZrFr0?a$9(+u^_lY*O)b-6$jGsEE$vUNWc_t+ z5902lr49Ruk`3q@Y*ji9{;5+G32;kID^3lt~T=LT1a}jSx@K>NqC#72` zEP0>-i2@Kh=A%woD4dfX^mq)Rp3C**WmBH$!mLvxqZK`i-Bwe1u4)<-y8UQE;W`cvBuwkf{@a% zn4_k0#vjJZE+J43bdXFSA3B~I!<=M{hl^QHt>boUG+1#@#z@fHh`0+RJ*Qq`6^~x{ zrJS(N?D6=+pJ48~(%$TlxpW3aNB_98&+Wa-u;j)fH`f-NJ*w#!awSGMelqqOk0^S2G@3{}Uv1Ipl4SjfVP4NO-lVzD=zl|0*^X{gXV>#cKwiVoV|5w>>v zY-?%l?`q}mWE7sN-~$rn372nDZ^{oyuzgf$fMy_VFYVSiBN%YQT=j}@mTS9@Ex_ho zg1f=4lQZNTNsEV(&+iIe)6hl3GG0}z^3FIR3ZMVuTmGgjgNE+nvVnJ2Ytg=`fLQ); zk|8}E679??aHsHG5~Qk1Ilja~62kJ%C{Jap&n;hwTD+@v1kePc zO!a_~*{pQdT2ZeN1aPU@mxHFbO3ByI50v+ZS6Q~?qCS-|w(q=GSD&iFX$+Kx)QRq1 z=*CJcbsZ$uf#N_(p%SlSdwxmz(}GJtqnj@DJkpj{tMy}#poRL>JW5rr)mAu;4LVXv zN|&xMywrrA!_5ei(ybfDIas*Zfjl`~)ngddO}wJ>z8C3vUBHYfXvaKx)DA2val;Cum57xkLJ!3xRr@_Ke0QmDS+8G+@H zSr!H-L#_+6m^s@6WWvJ%kNyY-$pj$WJ9+5Zh1g2nY32#gfAt#4dL)KZzDP1COqBF5 zPAVTMVeEqr|8BkRI6xpEa#5IsnFZUj@wXtCf%z&==u~}5Ku-cU_bp`AJUiHDD}Pma zM^e2LROB}oUy@V&4H`}$x5h!-Dc+-nJ(9BeZ^u+jLQ2aM?j zn7RUvX|luGi;IRpLoIbC+$hmtuZnIQ)1|h_-hXOL<8tF3gy#bOazkma3?qbOJBU5h zygWS?G=joaEg7JxnDw^RZ=s4a&NNv8lZrF!WYB^pUo|X?pHG~H-@Yg{lLHJ?)zW-G z5xkzWpm~WlNaVBev+xNa%nha83<#t<(0$M>u-fKE+ma{5H8sJ=PKaX^IphChZY3ap zj@TC7Lsm>7;Wc+aW(Xcl@xW~?{b=M#h*=YU$%nkQyqH_d1TDe$>wQkm#~(Vlv|KX z<5?4(uB`*%4;2OZ(WUGFz|*}CcZ3*B867Tmve}(8w2CF(s!b?Jr z9zPKlakaWc^)*z-`Ain>b#Mg6m3Qq|N3cub>2om0Ra^(McHF|CM|yi70(sn4Z)<_Y z5@f>8iMY~dl?9p189QDUk&aN1uZXdy$U?u%tKl=zDRy3~E)aHFW?whc(>sSiyx~Z2 z`lvg&F|M<--c_=_l(I9w6oL2pQAaPt9FNf4x)ASoVyb~G#U$;_eXTAFGDF8JGdVWWaTEP^@~ei@>ikDFR>G7mh5@3(<{GX54f zgcfdlW6%ILAE004???h6%w0!VG7SCq;)Jc>Otn~(zc{|4gv$6k{6T!v1Gs^kJt))= zA;brqKilhxNoWhGL_uhHfiFCj0cS0M+)ex!FOP)w8?((^8E~(v@onSNOUkG8`=)(G z)J$+HK+Pq!KePXcrIS9-XnrvZLX0~mgJ6!p(*0yl-z1^cQu^F;i%!r1BG@iTu@CkO zj957sd)jMZd|ta{Z%NX2PTC|AArbpT2J*}T#+W1AB@u=mHRLIki`a&4fetVQ_OdiWE#0?9VTfB6f<{iR%BWgE-OUz_qZ!+V*7qVm() zH*d*m_4+h)wQQ&nxD0_(5~Ozf=)bQoxngS3LH|v>3^$L12LPqhH*Gh9QtfI%XL-Ra zAr5OE__v|Oog(6$ zHRF509j_X-_yM2ZAuD!~SW$HG36l=DgKdqD%7G?xbCt&RHtJUt%&ZgAR1(UqqR(=l z;p>b)5Sb`HdkArl0f-coOM_ae<({La7f1DM^v|nk=!9!}OiGZ~jU<{`#nIBqv`Bng z!E-JcNnwTmP5<7b^d4!QtN$p0+fPXA{FAI1eo4eB>mKNcR<{XtN>tQ8 z8Y_>aOgx|~4TOf*7sEcJbuRydDjA}h`~0pF1gut<$;==(^=W%~`JF`!)4)l@&&>3E zmeb2czQ9ZY8v`sBr_RnL{6aK03knKa6lx9xZn-qwUt&ZcHqvuhPOrm*cW9{K;fxX` zN&X=EW9srJT~AbK1p_1=b9^%yZH%w_mDwNT7Nkdf~pm_EO524sMm8(g7b zA>OY*9*4V0Ct8P2gb*Nhe~y5=j}T9^4xh-8m?#w!g-9>v`wDCUwHx3jCHUM&9Nq}C zr~D-{GvXcQr|J->zo|Yp2lfyr!P(v$dx(?d;lni&?-ro6A@R->}Q7D^r{L|J4%$=jE z1>4W%_aZ95MQ{Y-w!aG^$ocq0*$prNm0u$1u*Ho)QQU*vP%ANaU^t-XR*(;c3cGt- z<0XMLDq=1GM|k)hg*)ONQgBM~q04d10R?K{n@?)?=AN>no-M}?S545Rsc3oBKx=${ zR}byS|K-j(1Z9ItpOy=SY8S7be)P6l!HJX^WxeMtMi}>{TJ$^2hM9?KMEQJw5+J!_v-@KU`DGbF%gO;zR0hdIAs)kQ1+Y@|;g2|8G6&`wet4Bl0oK}rNP_xaH|aah ztd}dWG`qlx@PJ)7LpHQo-P=ddKBw25{4tDs5Qi0{z%HN9UnIOuunxx`xO@ajb^{C{-N2oQ&}!^1U6 z!`&bnRJ&iu3;=3x0)HtH6~$EswDNmFDH1h5zk}!X5mmnjyli#WAJtF!0#elPornk! zhrJJyON4BP>;U3C5&uYkh>J?!N!`+LFKh1nPT0Bd8niQ4I_>wQBH;{z%{UJ;AdQ0& zk+tyN%Hgwr%!C6kgzkMUtRK{Z{xGEj3~9#H ztth=jbO9{jMBGmf;_q*8`0`W&*ter)BGkAq9QZb9+hDYg^&4J51umhbCfm^>_m+2CsuG^_SfX5dfjI z8+v~F1mQF=@K-x&`;4E%x8f13;07vS|FcG9hM(~1dW6Sp(ryhWC#UZ{r;J3I^)0pE zKiLwJtg5U8C86W>g?PWCqU$~~foHh+(jrr4TY--27LUid(=w2$3mc`!QB_MPTeEPS zuil4PlqvX>)0>4?meJ8B$OL{=z_xP;f*SWp_ei>5cy!ULcmZ_X#QMb5Tk7D>#ok;P z@Xt2{_GgFeQBTrMy71-w{!@FY1{(9M$D&w2rcr_zT|u;|<`M^_c9@FwoLAtws^Zr#=iu>+O}~z6G~7%Y z1#DhqRBX=sHhXUtFpx@0c;h3Va-v(hj_GTLS zt~<*NMQF99vTzCy(cGU_szPynbtFiKRu{Opr~$O7tBA|?+E^ve^+QFxZ?iyFpq?=J zccs1cJvN66x^BZCUXdYgpf4l_Xx=_4g<^AnUXr7K%zOogvUa+fQoZ5giM9wpMW!SD z2167-fiMG+IM^<Mc0=GS-{IhC!psjE90%BNT%oIPi-a#pD-XQ?ATKS8j~Nt z;Xt*SgvW7hsop(;_$&(Z(&r1?3?oZbh|hZ~_hlf~6L^4EREi|fpUdOelWybihceY* zFO=f>QkZC^tTg0^b?M)y5FjIu=f~=3pyxsK878-o)s{txVAA;yOKgEC@en2AsEQ-{ z3>_U1lvUfI!-)v zL?wm?;3rIb!Spo(L3uw1p;|BkBZ|pV4=K})_-P8|5Lta~zb9U==4pA%4|mo+7DAIr z#6sWKSq>S>$;y@kFBF^i34eyW^q+KP?2r7Mt_QE6l}hC|l-u+!eSVm;5R1+Krq;Oz z+q)-x1Idx1H{C$m+@6JjMO1$9UDl+MY`A0IxlBNt(wh8z$i4Xv zvC%^&fZe(jG1~9e-0EA0->T}be>X5qYOK&~syh`)#(MH5&`{~Ny`>5zFC}nC*-+QV zEwd;xVeS~{{7|Z*h2vLn`v%%tEZe6cHQ-HlBmID*mM1P)0AnR?XwpjC+}q#p z9d%cvkE7L|H9WDgWoK(}NBF3zx34cBgAtOA%;b=1OD&IoA&4&Q8Wrag{l~^q4Z^L? z*t0z@dV_!Ei%WJ)@7@*pip7UP5bBJjR(YO7*n(OZP4}csD$}JSxmuoG6AND!bu~TW zYVNbEzT*Atzc&*<2!ZmW-=DqCcqNzSew!~gVF_KCfwqV!U;g1-k2Zz~`IvOo8Ieir z`{I*V%p@+B<4V<#+j<)mT?xPA!X-*R&ZAuQAW_)-?(2b{PkeE)yHc1`%N zs-bcJ$1NaN2X0I(Q0-yA(YZGXLECmaTeF`F_pb?Z9UgOyuP!+NTXATdn9HVcEzWnB z3;E$~r_WHVjBo!7Y}AFJ<8rb`3$7aOXcjy3hYLGVy?^p>vk@?16}jl zg0tmo3uD;6JnOfknzwf~R@zYh#O1viEuT_1ty1o)Q1|Tu zDsl1t{ENpWgA2-AvpBMx9bI3@55xOaiQ70QI6;Z8z+E{!-%}-ZmYWDK5X)x}3hq(i zX~HEdb*LPtUML^I0+q&Omd0+|{F}{(nbpG(QCsUSoW?VY?+C{IfX8{E@h@F z`P?`8oE#x}YW>~+Uu#z$mUQ~)fxTBDgD+-aaDDdTeQS09O&ph{e?tTB@0Ur3i zhjY$*zUO>C=Y6@^r zR|9xT(WVuK^ryN4CBue~9gpT?p83hg!_aa*A}~p1fKtv-x_lwrA`e}v?OO5oRl9Rm z=e&~cg_RlarIfn7Ubj^v0DAJ>kqa&qtK93S`AwAlz`XVaE| ztsiHaX6|lG(_RyyhO&-HAwSMNu~|vqv~g=+dg-J_;A~G+SZhYt%A}453oG+0AHR5n zUYn<5vu{hmgO;|az5Zq0I=CUsu7^9<6}POaPV@WNrtqeR-yRuXImTb95!{sQ+q4>r z9V>1uU#wQJtRS(oDe>wTS||RzK}eN)U@Q8Yx&JAn<`)?i*84)42JsKdW)z(1vZ1Vx1%-tv zLhOg~sOadDqMbW;E(3+DbhQFPD#9wbfR(kQc*#ic-SxjYu;L#h=f-)sz$Gm`-NL@| zuwde^@5fy@p|QCO^VnJvhaomJU@T92V=>|662*@M7uA@Ks#4-_aaw&wwbg2(aWa#B z#~D`PpE@*DE#{8-$H(q<>~_;HC?8!L%<{h6ypoZC4ymia3^vZZuekQC zpZ@l|kCCZYthNc4MwN9xG2NXVlAeZVQ5WuHiY~4N?@Nku*|6A&Pm|ruFWR;xv^48o zzrX9BMnEj*=uEpWO|YO1{}(mmIn0?OE!E!$(K|Q!dRZ{v*yop3T^)8Mwe^DKvq=%p zqqVAWN1!_vg1J_L)$?sQgee2E2tzr8<#H5U7(fhS#2GzF(f^SX6t<9%j+NBV?=;O< z<;rB(i1+ZK2pa%7>|RGaH?Uf#tk5Zma;aAPz#PA$x4WKh#E>-4< zk+YJ)jNlp0`H>bJahGoIFz^f4p2SoO2%*DHJmHgx%l<`~7?W9~L4SS=#E6BB`^1D% z>MVKnjb=JQxDcy{;S$bu8Syf7m_u-H(v>@U%yY!koR#R*ytWqz$15XRGCG0i#Tv|l5 z%TO8Ly@=!T9w23}>b4O`bYQNA)HKhto^Y6%5!c@fb&lD4uB?pBIKP&TZB(FOhL4zs z4!;k!tjx=keRx;$Fe|l|W_}^kUp^t~=FoUfSFUKg*o0+D(6Xb>Eu6nPHwaqFzPT5; zvs#1ISKsXVX9e6hNGQwwy(bu9Y%82JC}(g&C7@lw)70*SOCB)zMUUIdtnvwE@U!KW z)cTI)RWIL~2^Mr7cIG^?aKNzBFw{f-RspkPW;3aGgB)0`kQmhB$u zpfu*}e)87y@T?hNHbGj2ZH#_!Z#=>9>Ek_c{QP{A!|GLUC}5VY?-I0HBt@s#?QawN zy2lf$^nc7&!=%5U(XBhzSs>uEv`!4D#~IY<(&I zOru#Z5*Nu}Q6m@zWj26hVyjNu(`79ot%Saf#r|SjJB4lkgLV>77X|7gs&uy?iRIub z&7n0ced=iF=j2-`hx>c8-wGt}YeR9DuA>}m?{#rJM?(DN!?1Ct6j3gH9BivIA&M*b zW^OAYK?9eTw4Hpo^_l>nj+5%^+())pZkLj^{lpbiPmL zqZUWabox7Z?AWvY)eK>jFGy8_Bk`q{B7odYeM=|C@cMl^Gb(;1ICZB09JDx@-FbI$UwAr=0w8(^NYUnjrLndgR0Nz5Y@6*+=qNXm z5@$lg=023>s|N8pLhT7t2kT{ZBvQ~^T-qq~l5Gu%L1Lu_aigT1d5kK`;;m-u`xg6i zgy@HiFBYf$e}r%LH2(8}UHY}VvBHFwn6n%5bd{8t{feB34&qZRme<$lJynbPuS5tZ zyU0KpDYBsTGd{7eu9;nfw1C@pSG`960+@A3HrjQj{ z#X}pTIA$&(oKWx@rs~;FaQmph?-UgeKODP* zW|MBjA$${@CMoV-W^=uvgvjd@Ql#kjxm$2MASEi0c%qd}s`U@H0V<{rXl2L&Gz)^! z?~h)tu2_P|`D|vK%!pA(nv>5Py%%4>RhfUlqQ}LybvXf2c$2DKu;Otp0>F@ zS{llSB^;i-MU*)(vr`(x>rUx*-3L%&Sh@>i8R!O*Q#z0!e<-g>lf!VxZC7g5GN6qr zz!C&g)&0DpBo@G<=A5cz=?<<|K(0f_K465!*&GAAXAK-j!ZmTJ+;#5SxIFGU+X6X8 zzd<$39OxNQ7McOyj%)(4yA^5wUM<`kWfxaSFls&$h_l5JxW<(6g41ZWF#V20PfxHP zc;M9QeuSOB*gAKoYN5M=Lt}Vi>>r^&hDil{Z!7O0;~H(JE=tkxnau7YzdvqlCn>=- z<;Q#dk5PNc*~4%50TqMs(udu5eAClGG(sgzcfY+nTT3rXzCQlM{c2wCc;8~5_|u1B zXyYP!PuRe?z=L94&S%}soV-hw?`R#>qG;A?$uEs?HiyHWLvZ`K>lhi;J48uHDlAL# z;`kKqP#bR@Ba@^nN}8v_S|kS)xG0!3$7{plkCVqPj%ItIcljSd9-h_gtO#$XI9lYM zg_iSvtt@A(*Ix=qh^(Bs@$s7Enu#$etNL2!j?9GXVh$Ae$feGHvX3QqY(8Jsq7=pN zf3ByR>u&h{sboH6@k}%3w_W$tWB{)m7y0WmkK}3ttnT{TD#C+JTl8Cm5YKn~%ywdz zlIRG7@AOsdf(%^keWr5MHXQ$p*rS!`BTcGX6&N@Oz)eN&C6pwtII>$W>Dl9v)YDcD zL#oENgQXy?`WWX~E&X}i(PqNMnL?@sV(l82-{e1YF=2S!<{Q9NR`TZ7*Dl*aO$B{z z_*3xx@_NW&BoH7CJU_c{D@kBwfO$S&1}@|7meCQx{_Su zx26CEU1f=N-mm3_S8+L*Ga*Io-V}YIzqBR|x=XqLr1mooVe51>sYZOttrT_w=XYy@ z+$uXvu%LVoLh`(~)Bv zC@e!+t?cJq9k@p>yDh4nZF|epx%Kg$2|nsXGT-VgE#i_<8=o~CuS-7-P1`7@FlH63TaZ9*Q%GMUMRw3ja9Bc4)icDIS^xsxrrR_rjG|n(Td*B?6O&Cd6Hv2E>== z_O*K@^9`sNo63a2Wn{nxN@3@Pzq;=Kbrhj(D-C?Und*>tY&t-_;6e9;9pmpP)^nIg zcIj3qQ8ss-Lbnl+X@}o$Q=lt&kjF1zeBbg0UlctH6FZhXe|a`?SF%9)J*t9VdTOr& z(+9cydxOF;IHUrB%N_&VaaQ2ir(4Z|nNV~DL{a)o_85{OavczqIFm6O{Qmph4Bq*8PEhBa%ipZ&KUa$8Y zAI}AYbCBN?Ng@~=w7Bc^klt@_%!-f<;~%{|6+=`iA1h38IgS4QhRO zC-s{~6;%^wy6QzVpc2I{xfjMM@dXQppEAEy`mp!~G@5Sfc;ug#p3|UVA}pl1Er$qP zI=eE+(W;{Hj!@G$#BP2>mDRg%+tpAvL}Qssqw@U)!3_+5ds!I*mvdFZmedTqg+6UiIU5 z`#QN8FheSf1`H2bM?H|aoSib+>nWa|HgoE)LUmV6W~HUW^IaG9Ym+QUxRlRW5aq{! zC4`RdJZJEw-mt9z|D0CYj*#JuYLz*9jDBBF`#pI+kf3}~=o|xIKmjw!I`FSvN^TiT z9)KwuJ>khpy1LJ8)dEUN?`V%N#toO6T5`2eS z8$TcMnts>{T>JqSS`Q2gViI`dw&fy9^gwn1eT>4zhf6=4r%RxjoYP=3S?tkH;*ayyF*-l!r0X zQjY0$o^(jh&o|;9$xJFBVC&d3aYyaPcqF)oeI(G=io0p@aH`LUH zg?6^G)Q;QGI^k5N^m-%)i-gt7`j9vX9a$7%3z+AK7ZG&fbGKW40&&zCP%~c}IHwVl zMDfp->}HL5^`mbm&!vXACske;s@7}<;z_-%gKwIarc0JEDHEFc5O<@pJHM2>nT^6m zGv#$AqKw;KBdTzVoYJ|PmBKiAg&$RTf77tZwP<;5$UPseXUk_scy$*7PXt!|&=9Mg z5?f3ucO&M-@~+*a@y3rvl?TgY!YX!=efRpP^;ATM%|Q-f(ah*{^4BWu<4G!xbT4pw z%qi%r*4T()HYOgc6d+!qTUS<^c@Bw8^hq5uaysN|^7M3I6x=-AL26bhSVqv2^6`BQ zmt_fybHfnrvHWh8vW2*<^>+tILVSZ2Ny`WqGTi03MD)L?WP2lzMRszA!5%ml<2{Kz zCzDM^b0>w}vy8X}RU+>xC>KdZC=$Htxw==s`>uZx>NbJX7{{zLVUN+O8ysxajZ!$!G*v_u5AQdp z{lpn@EKakYf(XKy&vIDJTGc%*1p=!kGsg1*XNY@={3n39Xki)ksfU(QEt;s?##kt3 z0K+VnX_P&M3wf?L#F}UE+D)Tv0fCU1Qm+l)%(}!ZG-lY+k)XZ?L5dk1E*GjmQt*$R zd8cM-MQk$N<@HCfB`p6-pxx(^kz-|NXfAHUC{8Nc{$dr2zWoOn*Ajn;IYU&dHOfc% yzdo0D5ajV!duxkNu9`w~4R=;d^AAVBN}-G2)}BHJ?Hg5m&iTmk!VeLGJTBz diff --git a/R-Data Visualization/Visualizing-distributions/Graphs/confirmed_density.png b/R-Data Visualization/Visualizing-distributions/Graphs/confirmed_density.png deleted file mode 100644 index 4153249004d05f33a9ec12c0ef5f2fda74566010..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 16249 zcmdsec{tSF`|t-PJ0XOaRuwVIl6^{%vL&G`gBG$&_F<;SS}Mw8iEOFJ60(+MY*F@- zeVGul%f8Kc&lx?>*Y~}C?{&R@y??xOU0pt(bMA9*=RWtjmroCLwbfaf_?Zv{Vb!>B zP7gtLR3ixO1Oq)7+0Ac!5d5KW(NjN*ylWC111~$Q&S;%MkepEF4U3)NozdySH5UZo zya)f$^xqctKoAu+jdN%8Joic~U-#ryqZHf=D!<;z8F=2B?Ji=Bw~{E94rndSjv$&jyXRGOs4y9? zQtY&RZ`(&L4L_{S!>AiaG#^voHSB3#37sGBcDCbH87+yc!D)Vy%OdwFvZ{LT$2P3 zUZ#J{tf=)GtAN5TKvprbep=8jBT%7A{&{P1wyRaOiiWa z^Zf9k7n2TwlbolD%}cqKn#2_iE0@T2Wb%|;z{z=EvPI|`1 zG5y7&b4ulyU5T@qR{mUU#~Qh<_TbA`$)T$8m+Z?=`>aEe& zQGaLNN?85UwH_xpeLM7KtxU)!7Y%}(yM*G&jL3dpDm*RhaJw+HN`|%fDFjkJnvdlbN%xF?{lZ?M3p};>$jyf%P8m z%<(eQZikOU#B9e>`zOZ}v_6%~y_GewpFLGVvAQy0(v|T0LW;uSD&b|VrS4v5zIRV+6cLF+2FJ(x>+0M(H&N___d~v;IFj~q zKf`KA-sX#`Y%{GLhV4~L6ta_^zJKXuA*-e9j-!2T6}76wgX+S|gV|^qb^#lG>}hQ` z?fHjAlP6@^-E-ad4KC;m)K7-y_pw*{4kL!`g;l#&a~_|5k|uATSEw~SzmKx-b9eh^ z<&u{M#&1`zBS_ds@k5c=*TrF7L1P6S*P1 z^R*rAAG=;-@uoACKzQsi)T4gUB4L4V6OU*WOkG+^| zKRr{$;v3kpX(z7YXfAxaQ!NnRbnwZYS%oVva`PK2$X}L*oIbCXRIUoGtwu~)Pks># z#hVC++q>#1?ZY2+U^MiZ zP!T!*N!{_69{#AYn?+>bG`spoqUo{a&mz0JPXsbQ7T|C1d4~%Pck1*m9m+oCRhhW| z$YecmM$1iS9D_Rok~D|C4Fd1Py%ogci|1C<-!2PHtalBS*8Pnu#>J9%&kHYNCDsqU zZ@pI1p87Cy$j^zxO?15nPo5_$u_lZN+xR{aXStg0`;M+gX!Ej1pVYIY&z z_MR@ulBevM0y6$~-OV2dA0{-exXAU$=xw?*Jz8lJ6c+T4dgya(+1={KD6VI4o*7Gd z+gbQ=)Vq2#D*xpdm)~u%g|@G+%NTgS%UYbhID;1TXBv!ubM7h(!(%4bNHeBkW^Cm5JWCLJY(4c%2TZu3^IhLx0NW;&%r?;3y4Sc~=FUFstmDlNQZz!ITwMJ_O%ZGZ9P zctT^R%ZFf@liz}8G;d)I+C!T2mP?Nnn67GhWO`Lj#Lv{Vl;tE~xeY2E=llduZ>Heu zo}d(X9Zf~pV?PWAA#<2JHx})JEtJ1dW@oOQ&zxDmM;glUS^1mPn7-))Zl^JhU};l1 zN1d4{l3Qhs&1R)|LV9X@o}{hBZC=~(%+jUUTy#=a(QKo5+ot}g&pUG?=`UVchi;X> zzG1{F(XPp4LsZw2D0TWR#(LEX?@eTiHhp20FskNuzs#j2E0Eu&a$>PEIGe|8y|KKE zm0n5&yVyVEF{&tdnwimS&nd%|jI7^X-{qo0tPe(+cx9I5^9CudePfQ8(YidKpXOZ_ zG9?}tTG1@QNzVR#_x1N-<)2nnuOd6U;?C}rRv`cm^t94zQ z{b)b@5ig7&n6o=9zbdej6>qGZ_YfDJj$n`bf?vtJhYQ2940HLlDym0dclNRr7Y7ZX zi5F&s%#za{NbRX0`HurXn0e7!Z${2jVX844|JHGw{k3AhXW{0CnQLnp#?2;ty)yl? zXtCEG{nBCIEZT`zvbPsr>xz(sGAYX*kv>I4b_7Wjx^Fc3qy zo8;fk65opl_c%iEBjl-(IDRADh|m5_ZE?G1Dy1 zf0PC)PRe=rk6rE@*Gh|%i~YOwjiqurb9j(dR!73C;+Llb{T?gu9@#r%?=2!6pP$GS zE zEsmakXYata`en1x&i>QDNco!GwVp|bkt{>G;OpzpO52B*>!b1=W{xRwJsB8$P@K{3 zee>Z^%)(vO(9O#E@o7hA{Ab(6$lTEm6-v%jhL`!lC;PE$32jIH*7fkDz!(qlQ~Aoo zV@pHdMos3UwcWheoqumE5M}*pJ&WXKH-Jm+bW<%eKDcMyV@$g4)-T(ewP8d`_SF1g z@69S^5zF!}Wp-SGmv}<`*m~v1Ks?Wfr!$^!OIaiba~1HhgM2}Dt;X~{ZJqWf^SduL zcF-co$K%y6^CL|iry-K=dXy{ElaD;YarE!{?S zD)R=*xaB7GTg4lvgK&jvb@)5kviHO%1Re%?JzVCeF#Atfs7x5M&Ce|SpiGUB>wQx< zehl2QBIbGa*_3|t8CVGPk)U61dU~Yb>qpX%mybtjf!=&Rh*n#^T*(=f3Hv)ayRC}> zJ1u^C66k?&_{x5Id-spL(?4AV?5~c>$g`>&lRrE&``E8D2Es(lP%4LCd%Xxdc50KM zGBF=#l%Avyj?=620epG!o&n%7@nQfU_=9L%-VgI3jNT4Q_VJIQsQbyO{2w&pzD~>*QE%VX7_x=&7mj&ez>)tj~8? zXDbHRMJW=}#6x6OD8s%Hkgg`!ELMGbty{>RSew(45^YXmSfKDo4HSI~>Q*9{(Ynl9 zJ9i!p_EIby!;(l7!|(t203X;D2*dF~W~YVUjvEM4eiG!62Mhu&>_y-t51dRo$#-!- zOFHKxU`Qb-4!U5?z5cIx02YpgM3N-W+;B!H-giu#-1k;2GLMC5n zq3F>!(yC(4K$tPWQ9~Fy;~GR1cH}-EqQUi$2EllNwWnUnXMCWJ^W5hvXJM#{(V;E@ zsKBO#af3nWw`{iTSK(56_{LDxO{F{~!a+x%ISWpSwJaFl1E6Ff?Yt-q%MT`hi#r^U zh5}B0>ak30+_ea z-KVAj8Eb@8k1+y0Bz6Jzxl-9~@WG{0fT}r*1$e@&1Na{gsi;o@>S|!=J}R3+_rWyq z8bIYNN%D{Gq;k?BgxlZ^$PE$70fcn=K|t`lSWuR@eJ%nb_5(bfb>-_g%nhJd07CGC zWsAf_`A63-9|k-*a|P4f^tWh;fx9+%_+S5l@=U9W=7pN$5V_CCJr~mM%v^pIl0qrd zNEcB?tClruqRt){M3!Tf%(Np7L#6S2po3Xa)hR7_TR%ao}Fw)4&nPY7Vpqo@YTP} z0=72H75wzk`5h?ndq68FU%*KAXB$+K(FRYKkU1Y2lybzPFpt`e)m8>9d85y%0I2$d z9DZ`nIRYuScDw?rsy>fWOFyBo0jy!@*Fgj^2U^aHyojQ|!&RNyaYP|*PzXV?8E7S= zPwhbgcn;qCe3{(Fhr@KmXycxYqX*lj#^JL2V3~GC)gZK0gk#rzKCv)eJ2|h>lAaUO zXI?CTSTg%Gt>pE??c-t2PTs>DuP1H%(=assYb*kjhPkcd%4eU1 z2P#?xM+H+2*+P5MO7dr(h`@+@SgE^0TMGxKh`M_g6yl;!+~+%2xpQXmEgK-7$abIa zaa+x->QVYfFCmgHV1=29^1yxwz@JFz#a6LjMU@|214a?e3RZqTKXXq%=qV@U+yrnA zaKoCJ^$Y#9`}+64C(A$L9ur28AK*xHNb;6$tt^rUR9^B2AD;r-LP+NbKJ!!mK9c+k z0^01b#2lpZ@*@opRI8&2KF+bF8BHA&y%f+qpz%%>MbDbVw1e;bCU|Sz9sHHy_+M)# z3pUK?hZKNx99TY>fNnxcv+gP?t;$>x+PiKj=Fu<4Gvb$izcf@Jcu|$}{9mpUll0PP zFYlvorJkN4#_Hf0)J?^IxaI@S;hfe{Q2H#-V609Y_=jcl)A#wl>h0CX8cTTPL#iWZ z0H6jReQwf4pbv4b;4_zse(eO30wuH@uxI?FA5>w-*g%8)IB=iuGH39sdMoz%{qPjK z&`MhG#1*(qQ}wE68Gg0WC3vVME8)Evbz!0YcW(O=9?_g0%n}RqMSGW zmO#dw9V5WUYNP1IBG7;|;XGIH?mYvaC*SU%3H&Mx^l|b&-yu{xGnVEkpiz(F@H1z zXtgjnDF$KnvQG_*A-Xjny@5TDjzjvE7-slXRd zBL}4DBo*K(1mK|p{O26=)NNQGQ?DS-BjE5Mr=Vpd9s?49A2pI}cyt_GZZQ}XPysc@ z6nn(DNb@ZbF6sQwJ%B{ZK`Pan0Ineb3TebxZN#v}c@DfsU6SDvKCp!FffESJAprCN ze()kfTvFgMg)U>g!+rUWqTW= zro0C(|NeDrsK9vPV`Z|p#rm{&SLD?WoEDO(4vnZ@sunYOxu}pF#6cMdpZy||;J=Jt zteqY4<{f%n=G=3_%XDCVxw21oQ%>>d^pfekG*o?Xr665SR#nw5BAYF7lH|QKOZ{um=Mu{TOE!HG4{dY zexG+v|0EyBG4j0{v8KW6fa9@ap1FF?B1pKOX-0=BzQ%re@vn|W;a>tQ)nI8`hv4kL zA?^IP-_g1W(JZ#f93kI(Qiu|RDeT+synDW?M-qyq(LbI1q5OTP=RLHL@)ivcOgi}9 z@60W%oM#sb%nB(U_*ykPI*TikHjeRsKM zQ4Hw*oASuJ)fl>NDK&SehMZON;Kv^Xf}byWHj#v#zp24or6EtpGRj6E&IMI-+TO;= z4~ycJs;*Hv_di1og=rv!F+O=lKp0w2DhxcLL8u1!hNdU!GJ>c1@ez6?w9dBE_mX-h zJfUrFd3J>31T^plKg^@&CzF(s+#}$mn73~`Dd%+HcISe472$^wXL$x72!0?;dh}cp zESY};jr7QybHV{Bw}kE`I`ZF}1tHW>H7y0uV??3Ash9pmi(qVF#0T$Qq~$n_2&o7EkB}|$ zX@F-w^=;syZvnVDxZ5DB)We$j8p>e-v8O}QFhmD))MPPn5i+L>*?oqBzGT}RYA;0o zd7IO?@DK{UO$&$MA;ok<)X)5Za$wL7P{XSg2@``GaA*676dW1bwn<^si}wy3xk+9B zp9mhooPoIcw^7rDcV;4a+Xxy1VTvJ(fiQB1VLYG@qYRLx=mPs~(cWeye5w!}hT7mq z?c$l!LYAhWt4@VR&;mj*I7v;YQ{g>^fsy>b;7m{@F(B3eBU>5#6+K7=_%{edT~pPHhJYgh18Xc{v3w z7Ui&wmuNaD-|uakQ2qkiQ!vO;|HVCW0m_Nnu2(B4=is)g0%0fACI|aAyAlfq)<8JD zou&JbC9(g6dcY?^r&@m36{PJ;4C)r?xx3jauXiea5H2u$2(HPZkJ=*s8k;P@WW_;r z=c8^Mmkqjz*Lqk*mJ9vtCcT7Id`)_7%3@_53&uUHg{cYsSY3McoJ~&Wo#bk5fy1}E zMRG3XKW-N~`Js%&>gm=#B^1~=1bUBS{@Mk-T?!`(fS@1=GPPjKSkGifc1N zw~yHcBvZgfem55fatueyb13u`U)fs4?QA8H%1b>ix25TFKyNoi z<=kD@(bIN9JXIpg9U+VRGl=i^R{k~|cvZxXl;4DUMDhSfJ^tEzt^%*z;bliGzqn^Xv_6QZ0VTfO!B^8O*9wE!q9#wM`ucDp z1W_2^qVWI^EdarIe`l#yV@;AW;RNmzZf}EOCT7yw_Mo7h&{Cjo{B$W7TjlN3lWtXC zrlTy96P{5eJoufV`blN&uKl1r+|2F9uT1`Rn%EjEYd0Jab@ud%5j2WN&{IVx92@0O zV8reV%3d0@afVzWF|XB71^i|v%mei*ae+`p31kbbY4FF05L*sGMaaVu$-6pgs41s*=S0#!#(Y)i0nh z;4z=Aa&zw6dq+LkWI_0o)lhDnW%5mUO})vTNVXW<|Jx~B{EIqJHCP1}8&od!#15EO znOK0B2HsWXGQix`Eo_HS>+>kPKid(QzB@QGh@2EY78Rng2o-7lgdd)`9JC!L@?*_r zmt~5#dsCo>!@fPsGm`mY3oD6xJCI^TY+0PZRHJqDI)%)TCx^i-tS zw(CYL=;Rv}dPgfgQ}QZ;3MU+f_K%L^S3MG1S*%d2`d8LsHoj;tn~Xm7-f0mW`E#{N z)8;JBwoiA5UCd6-&UfYj4S|z4fdzkIiQR#uW*Gzk4Ut=vSS*GrZ>|aK7j&y4PeoY5 z^a2USlJ|#CtVb{|uGg1+Ln8!hXltppko7;8f6Dn{{M%G2T-}MK#}9$5k?r7yt=S$0klRa_#YV5jkO4;rf`r!YIs0+ z3&o28Ni!JPy6-i$fXisPxlN-#E<&C`8n+cyxv*6$v(NOE3QUjGFO|-wdMvzm?)j8E z{k3$8GGtZn-PQiu8N}f&+K`PSF*i_4M|*oHstlX68Y@4;bt>11Yd1XROXpX9^%hN8 zUgxdsU>Eks@=mPP&s0fx+t#SSOp)NxAjz>VuZWwS$ZpqpRGEukPIp?*9lCh_>YZLU z$xLr`w0Ejrq~{Z_5D!Pw)}|~%UuZE-n&*t3+>H}9Y}Qk z>Q2i9BJZ@XhiHk){zLr5eI2_q>#N?&Zu0p?kft*mf;5)&vVS*EsGz?O)rN)`H@eS{ zG#cz0-sJfCr%Pew)ZmEGP(jF@zTB+9Qk^uKj@*Iv zdG^YxtlZe4cz9J}^hbDumApk2H-A`so_`sy&R&&JH9yd9{^>i^oov(9gk4C>ff2Zg zmQTXRRd^lxC}KE|naeZ%$$0V&kJ*X*LBqZ2HTJw;KjN%Mmr7f(;q@Y25+dJ(mtz0{ zr23|>OYq`Pmpgm7zLI>&xF?x7&b2>j-vKH998(>|38B6oHb=_5-(dgL>{@_aWliab zlRba3t%+hztJ;I-OB$1J?2|`0Z+u-yuGU;XZ*|DEKcRpE>L}Am>1(5fS@q`y@<2 z%=@=Vfw>2HnBUF=H5ZHq6KCcN1`-X37aqfL34x_7hoOi8&opt z&RI$10!&{BKY=Ky6L9HgkhH=!0D>HaPpt6ik75W+fXNn6g9mvhNH7U*@X{>jI4g-* zOF;6EsDsdU%lY7-FdWpR4njAMVTFU#tmFG3xE#9ea&91F3l8Fp)}ywl5}!jcopyR2 zeRG`!i2+SD1nGcCMj(=MX~1dXH3)*HgZN-FjWh%UnPNaW7C}xy)YLACc}<hG?jTKSjFmNZRm=AYvtVoNAz`Em zsPw{pcp8ez0jh4Qi!`wWjBN!EYT)FzsKG_%VgQ*nwR(wu3M9*W09U1I0b-z93;g3- zzO#&&R%qsgw|l{3IQ3B!c!!pARI1kjhtx7LQl3u*pe}n3L~q$arSJv-pxmgBBWbEf zciup%sUcE>mNXw7!H5d}0pR1{f^uea02|oyve{_(NJkxYIx9)-6$9f50BnkdKsJql zAEGe=EljZN9sq#-V&E7nfXF=54+qXA%lqr0>B~!~M1JW5U2l0ejuT0Ie_Y?o+dwV3 z)R^ie+{G=Q2R&T57~DcCS;L1Ra2*$(=r8m#OBALe2Kps zPSBUbN);$oMH{og#t(S3)gR>n{b@AlFhWmN!G{b{SGT9p-#~P!h@m%1qz0FVAomv` zHq_p>{eS-@x#eRBKN)I}Z&WUyU1hC7E>O!K7vgnUwww&%5zq?wstqv7y`|(SYRJWh z;-iDjTm&g+0Jz+!)HLBB^$Ngf!9nUWO${{tR;7j@3YzUw)EdZ-7|@n)q~3zjPbf54GzmmH^^QnWKSiCWOjvAqGlMffzA{pj|$Aow+hbtcBnDco6ScVt_~ zR&dao_f`IWN4EWrTP6|8f5VE0c!11tl&!eWQCRfQW~oj~ukZ2Gc|ObesAX%(ErC)8 zYw4AZai9BqhOf5>UCMdP^f^WqeC+@tiyL$~Hi$uKT)o7G$%d&;EdLAb_|C@nk0~4T z%~oVms)_~wKc7!XDeR(sZ@u*ih1W3-fg*37Kvrenp_<42m2LTNE5?34=*#G~?&qZ} zwCa@pNT1}L?-|xRESL=W1F=t>jMsC5n9x>*#_U2~T}bgsM8M>(j`HeF$K8Q6$Ldty zm9XOmABcD@*Ha|3_yr~<>Onu2=LCCs+9jbdR%1lZHPVLFtb749 z0llS;3ONt-=^vGZ;>O>mG_5tyHK$dS@gRvB5Ef958Lt$yyv1Q)ilnA=yBk!2B(ETb zJ1l}3W7jmoAsRL3tGpqS#YUGH|NdnGzd!3zCg>u`@P$Q$5Lkj6Ut`3GVWJ}6n(<1k z1g|-4Tn4@6FfI5zT7%}=2Sn^5D8HX%sE-oHZ{!sIEToCnrl@e&`AQK_fbU0&?9eDt zUYfnxM|pj3y)Q9$`3<}Sh_F5r&VK+F>f|#-3HocZ3-mS<2rSW2m+l)~+c)x()!geA z=^FV8o(Vw<(4I6m@Nx;JK`Zzr0kfaqkD_}wo^duK!}2IEuzPDxn!UPFa@EM~hD{@I zJ^2w>_=dk_X&Ue%Z>~%!EWQR`5eRHgqkh9G=>eu6yR2pyjYV@=guQ z1dF66t%;XhfBo?ni4Y#iwU3_D{~A8g)&p6ljLt6Fdbd{$)8Qk*teN4r90l;5_w$Q^{ygj_M?=6_KJ>rCYSCZD} zn^l4meAkX`tPF*g4zJG;*_##THCHBxlnKjIBLlyOYCmO;6noC!PJa@#bWLA?oUpl? zFdIeOIIKusXdQSU63+k)bf#HA*1=yp#iaoA=j_31qigr*E8PsYRAuKppv8vBkw*Q)$63Hwck{ca&P$+VL1 z&i?!DQSP-oo%`2{8;^hfXrpi;pFM6XC-gm~xX~vvuuN>2h6#r9hUv;7q6=uybZ0x{ zfsdK~pt^-x`hG=cu@Zfs&-IroY`MVC!wQ0zB22qVDtCU;JKpir1gC!;XAlQ7AOLX7q%4k7d_X ze*(#8*%a8L?bYCaa!3^c`DpfI8|YpyyhO?MeV0x<6u124O5WvV=DRvPXh7n{;x6~n zb`JvG6UAAcH;8_!W6H4sVK$Q2{+?1gf!9720L;?$^G_0Gio_FZS}{5kP%PY^*6>s8FCv&}da=#lyGGJ^2>cOvSkl@xXLCe)%i(x(OG<>F9wb$H-JPL<$y<`7Yns|WxUumL1 zJ8Q=q$&WRkxQfr`f4$3=gF8vCkgL{AYd-qFivc`sy-0hrNLzx|R?|%0)3PvCCT5o< z$#;FKMPqTN<)fEdj{Q%53B3AztiCYnOrQoW$XT;^;TZ!`qxSF~uZEwU0d>di4~Ksb z-Lgi#(F4~sa8i2v>CwBYD791O@nEN79bwx*MPrS$A11E4}<-Tqm<2F`JQ0D&OwUCS$M%f6bou%sGe-|!VmBl=; zVLx!C94dR@<^O;DNOOm!N!92;X|a1%AFiv6S7=WtZC+opcMrL2#?Dh>V)vz?wVLx; zbioadB|ImU?H3Nm%xQ2im4atYL+HtSOPyrnc1W`F2_2SjVXhGVg1+FzpO907(3KXBi7ZT{GE6yOErMc zaKY7MeFV=t`@b>$|@BSTVcHDv>E!Hqsf9i!2?I>|L^8G zR+BtZhW^rZV^Dex~Lim7t)n9p`9G3@K4$zu9I-p5Y%| zb7rfung)V|eHm0JD>qiAi)SiNH7j!Y{tm%%$5x;df|jQ# z`*D$^60(;Eex{AXd4-wzccU!H-;qd`p-3$sSm_fXW|c(9Z&}bVJM+hJ}uzm|$Xn#5t#Yx6uBE|bBGu$c-uCzXlm~tX|tJr06FDKvS?(dUh ziw#=+(6r>NG~%-p(SwP>^)YK(=}G@Sr@MFs{rPCn0~@&MenPM$mp4X_yPYou&x8%k zpQW~uPGzouPNa#+b+}_S8oZR|`i)y=0K9MVd9chSx zdPsOH8u6s6NnIkIHFNT6nEl^LpDuS^?_-o$45W$AQUU)Zh12F{GhW1>T}_FYySuDc z=~(=x+ltLW_9quTjo$OSnaO9AP@*h`wELI}oM)7*XG__tMk>?}iESq>Kn1# znP6qj;3sdis`xz5^p(^%j7rjZSEwxL|G3WSgSOQ{??VcIUEhU1f4KLHVVAEC1JkZ0 z>5Q_|9266)C)pOwnd?TRSM$7n*Auh6PnUu@U6GM<-%dR<%8p5wtM0HXj2s z28n>7*)|R5&1X0xQ^~@%bE^e$EnO?`Rk*WzgultW8L{@VE#~!Q%r%)__pBM<@hUrl zr%bF5D=!2YFR5nLWw$Y|EBszX${WB@B=C&0hYKuTdY0lntq4yfcU?$O0B-}I? zX?FFplBh%pH|#v0l`-`6#go+sTCWfEN}HxF@mo4!$MqvlwETzZ#noj%;jhe$03V#x z)Ts9=pn(H9I>F$27X>vL7?&-NmLre#$7O$X5tL!C*XXlNrRQHg^h;pq$Q|Kq%0-D@ zkI@XlsiSsR6NnUpPE!Ro1xNj*Tv^2|hn+p#2EJTo^`r^Axinnmavi$#E;em~^kvC) zK4NXurvFG>)*#OD1*?+aX_DWOxbWVhX5w-`U7JapuxoT4F+3ieiU6v2h{*OK3b0|j z8PiMmTa$0OiYx?{wZ&)Sd{hJ-go5JQ2Bp1-4AF+Oj|84wi!dY$21dl6b3%^ zHCmdAlbXYQJq)L<96iilAGmY-;c^{b?)|dar!3+4xJMcjH_&6a#pdPJma2+*CF@E_ zowbeJ#jYOH7Y8#6wLYkDEx8ZQ(-1s={a<-#8r@o15{|2kywo!b9C?sP0`8>Z;`b}m z1VYxK_q6d`$Uc;_=hYSkiNNsnQQ|8Gqglt2=^Dikq9h9p8D0n;Rs80HYj_|6ITyRX&Tcl)*dZr{88gKv>@cJ^L- z?X}nXt>4P|gFc?im#$t4fk2jf?cL=Mfh?$kK;Cg$ya;&m!MLO*Z)1#U%!8h_FYV6dQtgfun(bTq zMZ?}peqSv-zxUCg+GMI^tDED|^^QZ&O9c~BVsQyf^zJ8a81yQh;u=h}=LDz+S z#vc4<*Wv)ZSn@VuS>iikZk!|gOFT7#i77)q^`?B=T#*Zi)@yq4ZS#&RQMv150AMV4<&F)sx{qX3a%gT=qJ&h=&In7qNj_dzP8(9Ke8IB7avYd z9xc{5q?!;hthd1$l??53uz9BR9Ma*FF4mX-DA+K}^VE+~` zRCKmv1TU3Ko}}Xm1qdf!j>d|#GhjtMjX-H6$~w=rp)~BCb~Es_e6H_Y8sG~TbUhB4 zZKkT`I7Hg%MxO(t>LY{*8ZTLry9_1jYMl)P$0nLG@>=^RtYAodA-0N=sKg9ndv_$> zrcoOFi%L9L394k9AcrCqo~@plVb4v8xm|@Y=5?ZV6zlS)zV|3>VY z02g%Ix+ByYet#2jt_EWX&A=2iRD!Rsgy$qJVu^{sel*Ao;naE$T;svW{U7$)IABG7 z_#06h91I zX9<3Xch((@V(yoIJJCB3U1yonpXeOt*-*wGBbPTnIQlIA-m8m!&!qCGQSoH~^WQ5H z{ypdwFV|q`mcr$W&L&?vS^D(L2tvwBC_%K;O0q%p5qiVa*Y%riMn2SsK$F{j*dFJz zV8YDWko|}F-%U`}*cIe5dVe_ad4AMRIv?SgcJ{#y%aeUJ4P_jurIK0OIBBQ)9O1dy zet72_SH1Ovw`K9SruLtD2!^rEo-dzV-ULJ!6p9Eg-)xT*hR*;2H1V2ciMxY^F}Ex3 z<@e#I{A1PUj??MXow_uKK;FsHSF*Qz!Z(jh{-1fmKRm8M_N_7BqS?6-l5ETu011tB zPiO7FJ8=3v;lqCv&yqrmXwY#Q30s&!-WXiv%VX? z+<}UnY!;oSvx?~eEF!PD;*8azUHT_q^))1KGp`S8?9QJ&5*Wz!E6nVU4_9hiP6@66 zpeV!TzB{pz6b9`j6HhnB#?R%s{}>c8zQoY^`IC#ze&+Jzo-YOO&9`z+usC$(Hh`4| zROb0kKY-(m;jkA@jrYeqGF|Y_nOhtO+z{!_3utk@N`t?M^SUw9DVx8DJ6{x^%!%Gm>`8au*3U5|pm>F)Lq$D+$d_nTFM z5O8SS_A~CR1=Y#f)0U+i4i^?A`?$~;c+ukZAM^PX60zcsLgF_pB>su1`)v-o*1?fT zl2mBgSc>ve|c9lI^$qqn}XmL-Fhe?MW}Zz0@PpK# zYWtK(9vRuNcRRSCQG@S|biYm5CO`8)tNrvxh$PNxJr=O|)-79-rn%Qucg}7nxLTs~ z%#r}Hq~~1nV(^POM@!vNq(XXAh{6o-0HW%a;ph5&O#?McukXuTdg@Zw0fn?8hkpw*_gD5)oL$q zwghiWOWW*AclmgvqQ=Y(kCbJCLuOa07Su#tm~JdCIUU+eK1kN3G^~VJQKPLe`4GNCwWb&5 z)Omj1xX)?16}r?D<@IjggckLClEMH*>)EY&R&7jBhpYnF@_9-Guz8WBgu4udnCP$H zdTR}v_&9@@s45AE9RW3H$>~$PThq|tE18p(!YA;%yH`rZT&A>rvTr6BoN4?NPijhE z?@x_bn<-td*LvLZ&Z0ko@BGHzuZrk>QiPNXpX8E9nc-7&dJ9+#(6S}NL?lYkV1x+k zP9YVR?jUfX_Fui$9dL|e8fgTJMSrEOqcsrKgRGhiUB7$;qhIk@-DmnDs}~sOpNY&U z8?}w#qHgy-q>xexW(nA>7?AaXpqn$9H?}vaEB2Vwn2ANP31U(Zl#kK2QuNCJijSGn zy;I=ZR#Q}J*Ix)ye-aUzv{-FKJsp#$Z&hf&6fk~O673%W zn*E$x8pBU={oB+L1SjMe!kPEfYo5mII2$v=-`05pyh3aD{W1}ou#KJX67Ot5D(`y+ z&|&XG{<;k?cvqL?H`(m(2}%B;%g-l%jqMKtaB#BQ-`!=$T|b%Qbh;RaibrAWYw8020s2r_;g8tual(f@g~$ptbMDl^Yaa)uAtuXKvjfV&?f}phSOwP?N6)+r z=X2B_!tej436SM?lLulz(s{nVfBr(C}N^p2O zv-fi5=^%YsEEdgfwFh{{-)(cH*gTJTBL5l4?Y|FkSJZ(BrOu8DlRR-V$O=x1GyFS1 zwuWSle(>%h*@jy0v8$AOzQ*1lWuzFe!0LJMHTxTMw@=Lj;-BwEZ=RsDF<2xQAD~7c zL_8!?4G@X1n+3lTgZNYI;=lGC$ZejgT%Pj~ARCk#4A5^Ga$W^mp0H``qo(`5SM)~F z+I|brKJ#XO4YGevxA)Bx9ZFpdY+|voC+IiWWv787HR^dqkGVFF;eW$M$p5T7lQvUYWjMh2pzFZMqBHvrxZl5G1K|x|4kWXNcp#LOoAiLiDF2LwRrp+rs!gj- zIy{AR{rUacr3-5+QSg}R!eZ`ZNIaY;b3k+FNcw1~F3Q1*iIMUbc#bk3Znc5s! zdr$+k5+mx)G0CGiG$FlDy1Zv**3&lCD?qB2={8dtpIS=cB!WGdx|WRm^P z3Nf=3;Td|}HG`cG&UNJ@Pphiyyqa6AISRlA^n+O3nj}wmRh{eH3Iq7*DciQ#D=m>a5Cx}c_2ESD?O@lIsi<8E+1=kp%= zW(b7zQ$IlX*T#x}Vs(A1r0prt%$4>vz+|ovOo8B|7Oll5173kZIGp&_;K80RwVwQR zx2CPLheEs`;LV6n!#i?44Wimb{gdod3F2fpdYVh(oEonp8!U(eP;_Y9<2^{F3##qmsp#65Ol}G!>RYUKLK&nWQS;AwQkSnCg6dXj z=9t(ueC_7+%x#kHyQc{85YK4IM7Qdx9dZ%t?&NFu%%`Nxcf0pcH9FUKoJSp{ECMW6 zdvRtobY{Ep8o6UuxqO=KZ=0!uXQHNRxA(Y_Zh5!0Qb`6Dd3A zB`IzIZr<|#+@Ro=;wor*d29k zTcw(cKFnZtKB~}Oub;zN*=2n|oq`c>PtQGobNk$0sl%7T%iLT!JR`_j@X_{HyYcA0urnN9y^J;< zUm)Wakq_7nW@xUpA1aO)C-kLgyDT?61USXr6QJ zksLT$JW0(##lyI>3LQcN1oX^}J>{Y;%|<9W?}hoP&lNLbluGqg2(`Gh$*=T)9TH8= z6tor~c2xjcUyMH#p*y}pOOh$%??B?-uYzPHq)&_~#jPHL+9;Pb025m7C%a#f17+vs z)yj{Gv%lx<(yi+Q!ZitL%_lqhbaQaqUZ$L{sIv~#O(uMku266V%v7;MKG_}{80eJH zTfoRg&k`tsfzl@2If5O_iCn^;aFvk@Lg*@G#I;&PvMaXVO{pOuN;z~s#{}{Wa3??& zt#^DcOkOFQ+06J`rJQZ*FLoRJQ=sv^*53P(Dq2B&+62F}O{a*k9S!5L2h7?E0yH}? z7cR=0XkW@+$|HC%D;d$G^ZMXY-;2J+agqG*y4##&Q*zmaQh!V&Fy!XM49|25Q3&4k zq!$81uDsj~%cJz(O^d(iZKZR^X_W?9_3!Dm5yw?+bkqjxFi2Gf&MzscQ#;a-5-Bhz zk#zn{u4=_a!mulq>DKR!JkMLV*0mZJF>Qd=VhC6|!3uH|EM${<`gGNFySUyw+~co` z7m~#h_Gd67B@}9gia+MC%#*mRIHhF%b^&+t<;^J9Dp|*i+q~^}@_TMI$<@hJ+O9hni-HXygMo6Lfx*eE Wrn+@cMuB_{@!IXPtKQ@2ng0epaVUrY diff --git a/R-Data Visualization/Visualizing-distributions/Graphs/confirmed_histogram1.png b/R-Data Visualization/Visualizing-distributions/Graphs/confirmed_histogram1.png deleted file mode 100644 index 809225fca540ab25cf7d2628c6ae5d8925c85b2f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 16621 zcmeHOXIPWjwhrRRI4bC%f>h@?iU@*=fOHfQD*>s}1u4=Zy(Ym?0YS)E00AK&QX@n} zIwUFr3PNZhKnS5oOAL{c1QL?mFQ{|InYs5l_qpfZ=e8e^WPfe%wbx$jec!de+h(RF zTYixG0R#eVIdl5tMG$Cx5eOu#_5B8*Wsl*;3&4j^&_$CIpt4SxS>VTd&*K-4gFxko zO{fh_?8Q4YL0{Q`p`I(RA83?{T*=i;P zeEfRWP|!ic1426lt;Opt1s_kOietQeR;*vxm13Go?SslORt5oNYi06*DYBhPi|J(_ zt*JH^N&!LO@TiAvRB*%Z&@w}J-6L8x9CH}8Ww_#*#4!8Lc5-K!rj(z~s#Y3x*4^KN zG;IXetagP)lr1|J6KzDR{hNoo<w4Sd;=57apx^^dN{o?KBwzmLXogn*`eO+yU&6u_wEK<1VSm3^^jqPxr zrTpm%7k=tA61OtJ=F2yfPS)V-ZkYvIMbP zr@|(v`NggyuB+i6>3EM-a}4gIL82$J^Ac=R`>0Q3e)f!2^c0~`LX0ct_f)xsap0sd z2qfvdUbtk?mPkx&G-~qjRp~fY-fr{Ja3o=pEBor5ZTO}4@Y+w=C+@MhJnoe~-NwO6 zc11+=5Q(~P`H+6oWtr&CO?!F@7!T_)lI|PS)a!Rzpd8Yj>WbNi;9nh?q!U;BhOMbi8WoNgXQoWV(0RTiSe&OcjLkbsL0!j4Q0U7SDNUA4HJ2F$(76ZH?@m%MxE5H6!i@JO6bT3#V^ zI$gqA6eqOSfiHN6Agg*|uqcJnf!PD#%f-x36qaJ>Yf;luMMV4zi&x30t-%)ue0Y#K z;S^>z{lKC%!#F2h8gGz08Ec_{@aJQ^ef?JkZp0;|C{;I2cU3BN@9;K>C_RMng zOc@a#fnrgds`lV?964eK?HP|4Ww?TKVC3eoNGrN$I1}elgwZVwdBUHLKA#zhRh#7O zoS3YOe)isxPR1u=3K3fd$&K8A1<#(U%2mf5n=c&nYiVx{b9=7jm-)yczLl>ioc@?Z zmQ^P9FW8vFE)da|;_FEpNgqhI;j2e9sCx=9lou7@Xh=H}mEz2Xne@Yp$BQK&f*B#h zkg?sy$W)U%JN9}KQWHv`zFbw9Do?X=2^l_&fBCL{(>(IIU+arJ;vuRR<53x|nje;9 zTb<0^LO;@1cjQA9U|!E^%@YY(4UMi6-jLF4eeWRjfX$E+^KnACP_J?Il4u1!Q!dN- zW3ZgAzIvt2$ArphEBYXZ=M&Z3NgA7`iCIM9?X4o63FZb)2j8D*?_ms84(c=7a={%K z9Q6e}<|ps%oHu%l8=|e7IkGT+ttD#SVB?^EJE^gO#u%RoY8xAkXsU*HaViZmho*YA za!0^xR-KxmMy8I*5bpAji--Lv+|E9zhB~ocw>j`BV-^=SL&qSUJ@upp(zBRi>?FnP z%0W_jQ)9tQCA)g;6RXOhipi?8=MHn-X*8m#Gb9!^lu&=XAekv%hNl zM(XNT>dYlSB=kh49x77%UqdQ+t#0-ncQ)TSA9UQ?gbSCK;}5AR3X=ugidCg84Oo#)SN zCtbo40!*TPpT0S(9C8rC;fke(DZvgJ^gTz2X4&DnwM@wY9%H#&+q=}Z%GAES_r(yH zdhx{=YQgdutWYUGPHXaBTft?-kZ%D{P4a7_ zw!DTpIewIN#;Uy~qShduo=EnTPON{K-ic8EygXr*TuASDlPp|ZJore1JaQOoxJt3DAK)=+N(rc9%Ost7h| z;@yO8?lpk8k^0n>%~o73gy~yiTZn;~u+@+I+}EZF&y5duJHRNF!3_ zY7=8Q{H-1<*JtzWeXQ(UJ|_0k2&K%YxifG+!c;=%eWDUA?-pBoj9YSTcfoiCmZfYD zae2OCV&&#G@8SuC7dC1?{vfMQRg2bWTADO|y2nH&0$o*%;OMg7k?Sy;jBSRpP0TQE z!yaxoXT|YH+9&$V-IFG8qt2;OZ5I(EPDW^xl5oeu+rk_EzVf+!TCeARRw&DBiblk( zY>^Lj)S|A9&{ArrnV+$a^9rx%V95a*h^DAwY z!ZKL>o!9!rIxIy36lAznmAZr-uA5mIfqJE7QLqoy#ZU^lWgI~x*qHE_Hl7C4K9FCB znaizM0=~9I6}9Jq1}aF#;P&N(sfjIoJ$)Sc8e9x8^7v7u96NqFRI^k(S${v65$=#> zdhz2U%j)Z@@{YF`0du#=H`+jF9h~zk#KVRemnqc2h8r-#`AcYKJPsE@Smx@ADxko# z2hg{c7Um~xZEK{%60@e>vFCd;eBp;o(6{hf7s@8st@yh?(|iswq@CuFox$5;XWJ8P zO-3>=bLwFu-8{*udc0Ooz+Q|FbLR1al#Nn(`GU#H((6NLMQdayNrCw{5U+fbHQxGE>My2W5JY!S-W1CY;<)Q@I< zl?d-5f2hHzwmCJ3W^pXFJ#)PJf~gY%YZYgBzIm)7x$~O#NLw&rR?WWLi5$zDx%D71 zE2nJwAUUHf)DU2uwl09k)_DaphAI6_iQx4uhoBML zsBbwMzVI-|_ne&48yNezkg{s4Y`IXMGTXwsb17UqEUvGIz#&h*V@n0m2uqLTtX0Uv zrOaY?5@CSSf0d}(K2MeR)N6#iCBL>%;yjz1=K3GxVCE3V+jZY-+v&_l>Ar_7Kclu4 z^W*@7cvfki&=4WP;i-F*Jjvy31+R*>j6d_-B0f7}4OG z9@T%~u;2bTSoMTKSG{tRs=c!U)BSQ0j=sG;;6sqy^9u|bUyKFjMD-FoD+jX)Vni}G zn=oA;@-%W6qQS&-h9hSz-NvG`Rs;7_(6W?xIZpfVBD6$?*51qCDT?BInrl~0-DTt> z-1O^j90`%;=oU&v5>VH1ikmCTHm^8=Krd^(-fpwBXy%bGhD0sA(sVvR-(I=v97#f^ z*a<*oadX>QG@kmIwq8aZZwu_0JX}__US*%Ix|NDOu5_8MpWKmOHod(ayRtxCuF0O0 z^uE+aeeElUNj^ItYupi}+wrl%=K+l#^lGw~tczMc&#wr*Qk$B<@+Rl{KO}yX@8`RA z8560+P-E$YMrQU9E%Xs?*1|}tKoB`2$gwnfi9ubqO;rUhjA}cXHC$rRm_UwY=bm*$ z@nuKmS|-M;-Ah+ZSt{g$mj#`<>mKY1CFbscPRFx>Zv+(QpFBnE%?wLg`=VY zuNeK_#Ozh^1Bn}$5lj&jUA%Dgd?62Le|c5wmmf@tH&~+OI^Vo!!CTVA zFn4?yZhr7)qGp&Y#UqN+R#-hTw3x*H9(8$P_Wy0ci?cM(BhDorT=h^Iij)=#;ubRbZXS-p14^`Ay+Re-h_Li2)p4u z^@pO!ESBFklJ`X@1CM)*VP7ak)A2UWTxDSJ81|(MJM2@U(zFUp{=(9u1%i8*uAmR6 zOic|#-2YaFiI9fl@0W8mcy~~T&E~qG8D1xq}ArDDae`moCv|~?_?xyEGipLob3Frhef)>L7~d+ zL^%>C>5@l*v;c}RzZd*@K3;q~ssHAT|5qK1Ip^aWt?M3djiOITs0R~7Kp?MQ`kiv+ z_&Kz>xqi24H(%e6!{o)IeSnoop@xeVTo-Yu`DzvIW1qN0E4vV84TS=xr+At>3+AM! zkL^x!`bT{FKQh9E_F{ZO`TYEgvFCk2k7M?E(RNVg#fIkQ{PjZhTUuH=xq9Hdc}DxS zslv#|#hCs5)U2$?aaYGw26~=)yhnSK1?E0wvz@-U5wMia(Q z;K6IRladh5%UesW$*rp1Go^rQ+`;^np{1O$!;0MEY_Ag41V*H1VRnsenmgBLHPY;< zFh)dzulI?Av~eb{`8zNvKm<5i3Afq z%6(sS5hDWQFaA}$N{|;Uq_6tQKWI_lia#nd|9>SQPyN{lX+s0c%eO?ky&2He$FU=9 zKqgvW+IT{bcbrHfm9}=a4h#&`VyCYj#lUJUm==27md@L$j80R%fO3^~Hes2OV=EFZ zmXJF}eQC@Wy#nJ)^Q*zY(m@xhWdG}F=g<@h z*o1SfhXJY>D5m@Vb~B)9QFWY|_c^UO^LCNxBId+--!V?S2%~|h>dG4%TV8Yi?z`e< ze%K@fG$|R3exZOK=IG8f0NKOJ;%lZ;-)5uVC`-tOEXk~im@kXgLeM75?ANTL`{WL` zHY!aH!Zsb|kB92oVI*wYEcmea|w`2Sam<^P%TOo%{^=p`|+h8^PC_!i5v*9569t=pPbIyno zGbi+cvX(b7d4+;=m#8|v?}`#y$_&7&LHMo$MHzJGal;yX0{!rp@adlx4F4M@aKZ4u!o>eY zf(e zT(4I&cRoO8syTUf?svh<&@f-@N0`VFEI)})ECiqm!9qe1y=)B5Sy0nLqO_XVV4CIs zIoDA^Su3@)wD!g>0T}^g==K6g^~)lD-|!6cTSpD>;un^T4jFI&C@t#CRQ;N;}v&aU?o!L8Z>wyzpEc3q;aJp6^&c-dI zQc}(#Nx>lam!cyzZ2j@$Q6qV4xe?_p3Y-hdQ&7x_+#!vlzv=6UT$tk8Is)mfl@Wcd|^0LCltVO7KfifF!*-ktP9 z@%fpXF(rfu^3KCtYsADvXxqmJv%+IHfh%2P_p{d~GaNhYVfS~izZV4{W}6Y?9yD|p zGQ@Pg{>U~Pazi}1Ezt~mbQ@s^A)w@4AT1%QU8nJRCYG1+#AQ_W9a{Cg=lsXpLMCeo z>C@O*?O!M!=N+Lx8ibWaJH?t2{96mHzGs-9cZiY$Bk`;y&Ki}pY7pEm#{5BO0=a`D z_BRX?myid|{#_%6Yme)9jqJWJe!OG+p0 zyS*zDE^AvS%%;o+Hh4Z%nR?Gto2zmb_z|cu)YnkG_R|q2lbLY&phx2DU}azf?vt&q zfV#e{_o1aIil>25JLWC)Mov0!H@Z)B?h#?X)D}c4n*Oumb)Z8Fv73sjQYZQu%>zXW zVwp*mjjgkVE8h}+AUM(<3@Y}Dyx#bE6)wFJWYu|CKA$F_oz&t)K{EZyoMUTFv#pik zm6FmGJ|9V{Z#i{x@?d28A`M9;wpS^fqki$?5_1Tf&&fpKdmdNpRb`eckA3pd?JW)pXPuY z2#$?%cg=0bVhWid8w!^Ni1E{0=d}c~-TM|xWk2oDNj@wr)?yWq11rI<^Qg&z5_!RS zF}>Ox^&$;kd`F~!D}YR?=Y{ZWRi$kf@~w0V9FkC8swO$%Q@BpeOtzTWk;l|qiEdiUXRp9|cQME35>rEBd zxO&f0v-h9`Pjv}5l07c)3ym}wV%7-gZZbJdV`B346|S=2__4-Z@Vt^y$&F1M#TBFwC%By;4ejfC1|DwY$z?!JCTL zZg(G;3C6PfURNfvkwwY8a|`0R#~Ls86thnY9!05Bu3 ztkPyAnZDk>y?UHIu25dZIwqQ&XNRcm4_?K*h)|rHs{RJj6=|G;|2;#q4drb`mac~w z%0EcZ9}uVuBgiE``QOtT0qpQ8+EcVo!l`A%?oBXiM=5t~;iiS4&(Srp2F>)jiTz?# z6uHk$k5YX83E~cL@Bi6SMBVx?5FrjtdDr%vMEo>du!#qhcR(*^2*xzhjj#Y)w!NeP zd>K__uP$LyqhVM-g-~pY(Ar*QdlfA?M+RCZ;wY71| zLICWYpDmm&mj4@OW#4$*N;qc)$md4IG*5HAhG^9?OPmsz6(uE(NS$!vTyIN~)})kI z5zx*Aw>^*X3CqQDkjJVCx$kJIvtKZf5Y+4dXSYw#7SQM~PrkDx;&zV5E$>UE8|&K7 z{803JjPQ*<=;j+eY??0nBeZKt|C#7#;I#w#tiHkm++Z+E)EDUKdLi>`8k?#efEPLy zVfbQb^+YD@cCU$ez|5Vsy+Wt#&Kg#7iHYHhQ)k}Wgi$ilD))G+oOIjpD%pUqsxvN0 zfE^r?euo_dnz4P^To*x3t~rhHw>e$gq)AGA$!8(jF4pSSf%kQ4I~eM{g76`ExHfE_ zO8v@~pmN;MYQsgwX9YTI&r_yqssOFM++TOoWX-|5e*Qnl zZ-DXtZ=}Xw!Hqz{>vZq=%#gbQhWvqfv0_n5?EWJ{Wan5ik2lfg zKK8lM!R#s|fbg8bj=DgK<&O*0lHVxkuQPuSzYBU>%^X2r$iHTVpd4Yb`g`+PIRPda))fKN}OMs*hdVH^Q?rUEKj858p1%#6PN8n5ES)qxYO#!#H`f_lBF%y7>U# z)U`{FnpfTl=&>FvPA?WwWf571sB04~Ns&)!3@U*!5bsqvT-)ZDxpZB}=90)$;eH{2 z=C?5sEf)%fVuS>tHoHetUe(_qVe-iJNX8+LY|}S+;_FJBrlIz4mhAPC5k$#KqsL+& zAN+Q80+SAyRGf|=-uY6w!QK`WobJ)bZDPTWW0tddw`=;>>Yh15KqCPo$%Y-Xs#_zb zNt8g#{68j;wv9z?*SvXW9H7snSk%N^`Q`ol%JdM0G<$Y46QVlakyU(b;izB|PMtVw zXm!i9nU91Uh^wiIG&NDIp*G_q3pZ-mS1^&jyk=T>@X=-gxo|o8L?Fr@Y^6{rcgJ?e z)$L;GAn4A@vcNHbz((H<7Thqy^e^|teyh0rVbkot?-tc z?usjN?x*d|(LTjK`?s9uz+|k!MgTn?f5!qOg{A8;6z;{}l`Q`tnf!mU1hyvpvy6Zr zQtF#<*!Q{A0aTASU+{;Y`7Ct_vd=yG^^ly8!kHgIcWVArOmv%=&^YCHha#-w-Y*0Y zQA5FXhWIb}>Mn+c`Ym6n2_&-rc53dLk`3?rwnPeyYTMs+)xDopL;*!Vivcvf=VDU+ zfCMQQWzbX26)38al<{Ju1)wONGYq-2lycJ0-Och_`@PiOofC=s4Xgek{C2>sI5qw{_fAVNWstx zd1ee0^hzf;>Q~0fmsHH#yTfd7Yxh@uhn@5F!lmPQk#!}k38P~2GW0`F)UwGd<&3~HqB$rpBv?}1AU z$L<*)o1R?|D9|nMdvAvapD@Hz8z6}@)<^*b18NEo@4wh%l1AT-6%;D<1meicnfhoU ze9G+__LSeM6}W{-Tvq#iWzz9=;uH9GaYA-$uO|`T_a#3Tq0`q$Qhe=A;NqI<)!k+K z>4^07^oQ^O9XZn1x+5^$6#o`39&dXvj+>Y-5S;+Rb@g)&wD>GO{m(4HeXg=$fP(ZJ zDgjL`p6Z6t2rwF?WM4Je6U`k$b1&oz{tv--9s9Cf?b}82RY3Z~jRR*vNr0n=M;bS6P0o6}P6K zJb=&-F_>|4AudZq^2#tOLv7RiN3-s3KYll^QBUS6Kaa?S#=$t5ylV7u8g_}OePb%? z28M=qWMi~MxI^JH^@qlZLfj$p6WYt;RJgg{hiYNY3#>WuI@Ex_jVP*29~X&=g44Jx zXZ`?(#m8Ilxr7k|ZE^VoK8H18z?(<7F0)2n-4pXB7~`Uxc@R38zf2f`^Gg)?Z2Ab6 zSt#AbD`^x#M)*sM50UdrY@$U(&uZjx`7HX4j5zgY+)4TtWqscHI}8%Pw3@!=d8T4li<%^OHAJC+xVk#GFvar3Tgq{3%`RV#IL$ zMX+J4?TW&JLd<_!iog9*M;xM2KUi{Do?xNlKXiKnM z&rK#aA!%Afed2Sqhlaed?*(?kN>`b`A-XrG3i4&A1eMHFV(BAvAR{}^UGzT7!QR1X ztD~6McybB6Otymwmt32fj(Hm2j6LO>?B`}wC5-Tc1OG)z`6=7TqPiGv$AI8}UbXE0 zoX4d@U77J*IulseQt%dHn6?UioYa7oLZR9N(5%+0X7wtOBbWM)yVAF>tviT(UbpAG)Dqj+FTVb(TevbX?IM;{>*uQRy7}%8W z4JYK1BuFjC7e^{+o?tP0j(RT5J&9{rV0-hqn09;DO{Un9$29)#s*nvGI(cqHXRp_x zqvd|SZ$n3Oa9CoIzlf+me+D8VN9K9>iexWIYn~-uUw2@L7by*)bl*KvKk;CC zH(VYLTe%QrQhJ7l?tGVhdqrWJb13gj<4-g)AhI>oIKrn$8C|>u#ASy>RrwTnP5YSn zdEHX}G0j|Vz9x8_W=Z0iR8KUEF|_y>uENXJm_aNSrZ2vV3~W9`wh|-rq6Lt?Z^fn; zn5W@S2m855s_fkZIX(!$B}pn4Q6e4fT{TRi=nL6_{Ef6~*<*ogJ=M>cf!EB$`LEeE z%Esw|KW15&u|HJ@o}1Cfqim%wwAKz^M)41+=W_8skpLxZkNw_Tz%$sxY4sXyWpCc# z*?qCV@4k=>i>Sgz{gMJjnkpDFtBo)1xmjhS;|6wnTw%^zAwHx#9IM<&Qx&dTBYM@s zb@Jnj%g-yeCV9cr+WSV1FCIBs!mSea6JdIt;P{Co4~OQ&Bvg63&pFgTHp}m}aeIt| zkVM=+dw?aaC|Z8rh2fI-r0)S!K2WVdo8aVS$Uzwml64h<_b{?vtb{M@8;>Y&sxtFW zSI^-J10!(nh+K+K^q?xQu z4S{!UsH8rgZd8~&^=|ckjh*iUnY#7I^Mz=tkb}`P8U>DP9Yzn^`^)Q@Z$Xso`F`#r zBqtfhLBM#E%|~=3ynGEgiDAgP$ZHuEm4~0n+a1m2(h~DV^n;fzi-r7D`T5VOQkM9; zS2)tYZ1IAJymY&!Z9}5IDb)+8)~gMH zZgdV)U8W2gaqVED*cpZi+b?<~L=*9fRyPwd4dD!)c%R01=*e51=o>NHMPsIkvW`c{ zMY3`+d1RjOWTnE?1Z|omU7SaTA>lS1HR57YOB_O(P4-kjH$BWDn6sfH3f#73k&a5Z zwV{kdqJbe3-&OH@Ak@tnVWR9RZ2wK#%WMq|f1PJI&*36k3=pG%KnUgCfKQxq(Rua- zZQlP@Qux;)U8nEow=>Jetd${nwR86E0Vq~^`^S5#^y6@e_8Qok)DUQyZFa3KT0sb8 zY6K+mN3VeQH@%w~NQ1N3uTt|L{kZ4z{Hb5^9&slU1nM8#+>3j-)F=w$FTS7t=_TNZT#Yrqa;ZbJke7u-E^``#prPROy{^~jC6w*5a z9IXfX^$cK%hD;0jcNN{j;yJ*Tw(*Ixt)u00c+7#9r|J z=fec@1l;|XXCZo+5n|$8!(`X$P&wL}zt`GT14F`Y?IkToUM-PReae?il&&c6w{i&_ zBR(YA-jR>nyg#{=O?Z7kFO z4yBz^N}NZN*<^b2M?_v!sKQM}t3}}L-Fj2HcV$7MNy5&}_!tWr#i|vP@?nMbVS4RS z1cSMaZk>Ti#W1uiv%Km)oBD*OKmJ5tYjzRo5D)RJPc58&Rw!;j76%^uLGWO@#{y*j zjPD!yOvchSz|9zycTFwzt9O*nl8J?7v`X+RscYvuXD=L-t?PC144(yF$8z+7XRWS~ zp~IJAnX}hvTT7@%+r?8^ZwSI`8&_WHcq98mhO^jJso2Dn`^i63_Jen!*2SikBjJ`N zq|KfS5adbU)opRlpO+D;r};8i(H*H--FNeH*)xu*my_%23>6rJGhFDKGtj^i92Oes zvg7Cup8-{BAvYR?>=?j6(UZ=A*V06YhD#@O^^*$J0lW^JP@rG1dY2p{~R;(po?w6Wsq0*+%Doud(Pz>S#5cj`^WDu{1A-Sjh2vC?I7S%+E#{rzq?9Xc^dm`h)i*i zE2XMU>64Wo-sUb*spT>bDH4ZAS<$&;0ga5gkkd#pdtURRaS&X?AJ8fNfWJg%wUM&LWhQ*oRxe0`vM OlF{&UouJ{X8U6*udgDa^ diff --git a/R-Data Visualization/Visualizing-distributions/Graphs/deceased_density.png b/R-Data Visualization/Visualizing-distributions/Graphs/deceased_density.png deleted file mode 100644 index 99664c8c23dde0dec0f052afb5df8160edab85e2..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 16961 zcmd6OcRbeb_y0>IqG%z6h9q0E$K6t9Xdq>Dr>Kl5d)%1~qwJE=5M^g)Q)G*>ZX*fV zvbW#4UV6XZy}#ejZ#*8qKYqXaaeH`;>pIst=Q`(H=X##&zOSKva??iEjTnY)QaW{9 z3&W_&Fl^l<4K+MjxK8&I{!v(Koji&q)v^!34b`Y3S5@n_leif}t{U?b&t7&<2_CI$`f*q#H(lruN8`F(H+Qu0+6!DI*DY}N z4>R4mId5G(ncrg4Sin);lU^@W;mStEgftnu%|D{H5y=W&UFr^_ z1}=rFtGYU!#pmBeY)NkXb!5T*tX)zfOWkPm(-Q|;9Ss|y` zhIQ$_lO9pw-JoYgH1yVDfEXgfZWAw_kBN@Kl%<}%5 zXF0qw`13$-ENa5y+TlipV|1t{ZAP5>Xlzf) zVud0TOQOZ7$8w2u$IIoEMm^q}PF9_{*QXgcXXKL$*tYQQa$;_9x;}Zjr#8w|o{mSV z*1;i3j{mj8iHe~B?yEx;InK9doK7yvRP3!tt?6;y2XkveTXryu^?X*82lHZh#gx(9 z%;HK`aTWKeR^mskLiJSHw^>eORYnuWLIOJ~3v~O)N(D<1p~5k81TQlM+ms#VGf_QS zrj2pawNcl;7tkk#PwP}fS(I3Fun#j;<~L|1KXepn@aX@foH8-G-;r%Vw8t@kogq*0 zrR~ePywX_-^7&g`f&vm9zYJQkZa#58O5RSNx4*Ztg_=A*Xm)7sf?vCLz@pw;v)8TX zjdHrngY&5O)>XOfoOS&%B=XH}wu=AJg)XU$LXqv8;yr&@-MJ$pJ1@P-Ens#ww72tmgQM`*coDVW8{~WBKYv1)kM}F{fRT+c#TIkJ`*h%VlmU*F4)NmoYc1Tww;D zq1|XK7$6kd@grW(R-w?fRa0W#uSu;SpZg4Plt)d}j$AG7VDB z!_KfwbZ=&uS^Sh+ypJ?Va zYO#7J+}M>TQ|-l%%%nDPX20cwbyCCA*{=#Yd*q1$F@A!1j4@40`d^mPy1(0pkLr!( z308*6k(-NWRaRMI=lR*M73K!YYFp$K_t*9&FZVi+j8%EeI^CcB^1X|XI}2jn#U~s@ zx-?doMVE=XZlUhD*`gEWUEUUHRzxm2#nAkmPh!nnuB$*Op89 zy$j_E$~pbni~H(QuN%6R8;{-X%JiUjf@uGgee_E+tR3ap{e7ow`bFao$t(z z%vOBf5p?k7vnwUny4RZ~XXd_CsMCrs+|=5~;j-0+PVQ|(@ti`1{@AU`{8*+HeclWK zh*=y|#KYEelcC+oxw*RqJXKYm>c29$r|j#Qv9o}MReh6A7p;NCY@tb#S1#FL)-8Bz zui}}i!uFWEm7ZH;N0^__c1)5jMQ$h;*fAAQC7ZiGmK81jQYUg`m2RN6`T43=Fvn~6Uko>@=qmGKLw@O3)U3?H>Ty6t_&oFSE$4Rz4;)#< zn;Z;=Z zU{!i$g_BBSt25u@#m+uiu5mdbJRcC5-mf@uV!2yC*_N!aEi=?}tC5`3ocCR4z2#${ zo~Dfb3>}u*%o*uTbJ8f)cN?jI=^K%t)vUcp?>k^-q z6q@9+I%-ka(~)@8PRl%ED&tdGW8qZm7rsfo{pCEuQQU3#_>TCUl%`lDw@jbTfeU-M69t(Ro)gudN9(U5anHI4an zq{qleZnyb_vGZY9rwj4jdAe`*C< zRBJU;YZWKft!a_vZC9GLkdxFqiF49kt@@Jfi`X5iCt%^?2>=HU2z1{0TI7tH$NoqUG@^c z%AVq$sQ;#V^vFBKy1~H_5I>@?5uliA;k7+ad_Oe^!$a<+t#1_*9SfF zvbi?2i_;_V=J?2my49!Vj<$}(uuCjgWLxzugvZ>LSZ2h{^;vvm^=7VK$jpf5;PE{2 zxsH7GljED=l@QZ#UVrDy_l`+?fW}?SRwz=uf&YHw4t`ANJ7i^xlX|k13QXmTens~8P5FKG$IoF=lVe@tLQB;yE7nUxG8JdLR~}8*hUU!44z*e=GML9& zjQ?6TpNM&%TaeSLR&e1`yGx5|AJeeK=IYbtL*X4Yw;es*4`c{cWC|)6IOvUCjlZ&= zz4RmV=sT^t$DjOfH1v6Kta?sYj#{|5e#(4DZe8g0cO70#uru82w>y8j?RrqLGjE~A zu}x(E-D5Egi!!NZTVpbV$5tO1zaxM9<$r1at>9(O83!M$^h4kCBfGrJ_e#x{bKJ06 zVYc}dkmk%G86_Ip#o6e}6!LYEp3TN*Z`5SNqRqYgV{eS}w3W^2Ff3bC4$_oJr?K`5 zmp<1e|NAk8PBzsvp>St2$OS@zrn!|M1B+!DF2&F|%2! zzGl?MZyKXF$6s5`vGOgHAmQz0@O+duVfW#m=)uYKEH zxPHCMi~au9(Jo|}|5<0ssvgOtsy zkx2jayPZV4YPo#dK|kl)?3*(kh`jl(8Bv{J6r`rlM0(b}yRJAT&Jtql`AVUYi@fB3)JeEfgdIe5`^b!;`b0Fpp{<=F5~u}?mevn(dxNM6jf5qM90agtmX zZ*C^TV!7PIx%w$~f39`E`pj6kgvC2oa;-g^klDY!S-ND2OUcRKIfz1~FCAw~@~1MF z#h&%~>x-M`==S%jM|q7n`Uh}7Ov+Znyas0%l-*Olo3Sq6Ss)K~fx7z=OALp_WII+4 zdelXEUaO1rEYEVGVc@vr6YEeWATgBJUUjm&)4kAJd%h!*&wLx{`GdPHvQt@K3u!-r z+1SSmvpDWj*YDUoR5;X;yRxX)T{c;IH&XA-t*RPnp_&h)o{k2~tnw>MJ(hc26Rype ztrNbeusuG21e?ULtiduC6&04%ttC;mW8Oopl&1H;OBnV3GSBXEjK0=xWmIPGPIk52 zD(^63`e`CbH!3-$hCzOgD{655S2^b-FUe-$wsdRZIq%D*uZWL#?%xJZ|6tH9HQnb| zc<{KLmgQmdoaRHdeCDpgEaB7h56J9{WP%Gdk56c(Z?kBd&6fNR`;|&lTQ&^Xc9yA- z|MfL%no(;WicbofhzP#BwQLKnj9YJ8_7keU?B1@zn+PtE^y0nY@Pe}4>{lhbh^|es zJl)OX<~lov?O|Nqe%~`6#VIbl;5_D&x$3QdOlDo3*>`rR{rqCR1~% z%a>U*E?#Z2&rzuhe*ay3!-w<93Dh#kxz1&obvWEt+uGPdtR>r-{_C4v(^fFx;Jjl4 zafFeq)aSnUcZWu|)U&L9F;6)jNm=y7nEmT3eq-_V(DXSSWm*FLQhEZ?rm$+OE@J7 znjC@XVvDS7>n7aPx(bQia5L@au!ze6AQRiRV zd??a=IxqJk9=XijL`Y0q9;lthUjc4WM1@G*3xol=r-BEB zAgYWEAcd+D>UxXOhvK-pMe21Lpc*|7Vr<#=;G7D2RkNRklElXdIv`ksM0;YgTE640 zo>DI4Id@is^=bdc-2d6OJpe=73yS zT+U_OU(m#|;&V0$QkgIs2O&uektFrPXxuQ+KjGL<0Yyy(_HB=V;bHVj!&LJ1EbvjS z4iav{71s(z%SzbE9f%WffHCfQASJv8{^F$aKZYs(CU6D4Qf2iUkOS@mL3}PPG!V;a zVQLLx<$;`oF~Pv(Q($aQZ2DFV^8#b~64ZIQIvkM`1a%W09)R#bvIasXJ5lR;G{$b@ zAbvM!Ldt{=gontKOb!9_H9rN)Uf_3pFol*(ekih}T!?M3N;@egVjMPF~*7t3MoHc)zJ?T;|Q-{dsmu5qCbC@g1d zz~#&^1PUc=LvM4CY1NB?{c?ZS^I^e---^c8Mw)(l6w!)6Z0rYf;lC>iT#|Z0Yglmo z4S4z z0=WGYpzcQke7Oq~3d7*IrONYWkhKb&RtGZ<5=OCvWQ+h!735Nex`;*tqM<_#6ZkPm z6D;`)gbOTgeSR4{6+?WmAz7FJG}VBa2hzwbvFj(2(NpAjU;Gf+6CmN)<2$)8`l7qH zNIPw4E;RmtSK~;c%3+*{a@+$nh+H>tcMduNRRCB;NK$7MX}{vCu}7-$-Ho`61TNu& z09ix7AkCxGQ>^e*AD$9=kha1$fc(!uejvh+CipRG@a^p%-8KhlmRS8fOpO(t10})- z2Yu^J9DFG-VNiC_4&Ij@y(qK`gEBG3^@y=Xq^QqmhJ`nwCI?=^QfVTH-tRy%z^0yB zcyInkAoo-a^lo&z_k@Ix&mL`lE3AAXT>OX z1!nXaE={A_kH*P63t~4{xjhudW{$Os@Wrd5%VLUWs+AaUg@b{Kh)@ znr-PfbCOFYm-G*g$k~X?%ocCp{BcH3VP%dezy3p9;{Z(=mzM2lJMFnk8^H=)zpf_= zae6v-C3utvx~1N#%1<)vY_(>v=ifBIvBYQ|Ar}&IAXW-zu)$5)0PJ?K_BA(PP!zkg49o!BzJeDh_*~#Z?`&EU6n8E z#9`jP;N1C=9y8%1f}N&od%BMmZaZ%-%g`k&S2G&1GU+`&IJ5A`z>XbhSS$a?jK!s& zf+44>q_d*-TQ4^B)^7N<0ValvjWOQN2_DW6OIxk<;OyHZr96y$2ts>4jg#tVWT^xLzEBvPYD&fPsXvEJWm+> zP*a++=u1?@>WBX=PHP+SaznBPUEpX~JJoYdiAPdJc#O6u2q3 z9RWKRCV+R5Z2kxq>x_d4QTh-YP!$2TMcZTIUGVnR@_rhJ5U=&RE!5JK!bpsuOf4&7e@B zs)RU{{Kw<#FH|158;`;no3v9e2_@#UZTo|xJpbm|0%#BAY|OO9~zjzeN2p6=#p5ksUz6pCL2@Ie76J>3S`S?LYx7`j4P} zFGN&1S{+SG9OoZA=rAH4@YL-$4+nM{(8uxNPa!}1%^55*{3C~(25wIP8paQ1a?cMf zqj;Rf`0u6yjS$Fa{%#$DbKDEM(iAB`Q)c{6=){V)@`8GGIEq;qH{l^z6%CYf1x*OQ z_aAb9At6h62pPo-Lo~zKYqaRa(IV!U;!&i+e7_Fdo`Uyy7BfMQ8H!L5t^XZ6?q`?< zYpzR$t(k;H=Z{$v)@H3=4Vi1-Tj3ebjnfN3TCn8)Hr=NpO)!T5YLXP!l%0Ug@9-;F z!wJ*>c#R1^82&J>Pn4bh_xFK6`PqjEhWQ!N#~to@ z2vTb704jvz=;?ufOn}s;rARBxhG2#Vi_pWz3Y2&g09tzzal3>K_TOAKS@Y zbQyO|5E3)l-OYlLfS>3L56EH2!8B!?OU}n`la7F5siZ3nMmhi^k;M77_;hSK{k|im z(4K`ODTYGVDmRDi%9SEnVA{|gb=3LLYuCdN)_Y~ihtemLXJt`^!vn5_z zRSc;i^b8&WwWX_77!FGgcMb=uC&|guhcDXe_6Fw8FENg;m>%*dH7L<^;e-jp1{018 zhpZgzyn)=)5ueHxV?j?B9F(Yg&zePP8Vp_x1DbtyxpOK;v@$Kc zc$NaY90PO2n6{-@CpA>Z!og&xu?^eA4cOrvKZYp1J}K5%3# z{Vvj*kMerr20b<-C}Hy@%62Y`4tv(5bd7kujEE{#6cT`K2HL@MiF3Q9x{r70(}cS! zpWG_5xy#itth1tQhu-qY;_hMR*k%^t9e51-QXE9|+2v`l`IwHYg+L(#MhHi?^5NBS z;Y_AZJ%;Xn*InM0L zv$*GG^6MVIJ0)dxGTjGu*&$=VSYKb{?H#nS`#j=h?oj2Pl6yK}fSLTf+4g2oX!qxQ z$8LQGvJ0#FFgtITstpApQ<*o2a|Gu*Pt0Mp05E%*rR#^x1#Q6pLR@ z&JDC@_r48dE*T2c?zWLnwp|ok5)40M69s!LNTSuW1zBV|H%Z7u)bDg4v;K+?N-nL4 zCmZF5N_q|z7Va>YRp6hh9%MtgjCyHBvP4OxOlt&%@ht4VFw*Ox+l>pKQvFItYcj^i zmzUE-E42_NSm-g{-?7;3FhjWTVopuRK96m5mgDEntc!7mozu4$;>Tqj^LR$&W=vVV zg4_H51l*gKtqb*}zZ^~L-=MS_mUgegJWEAzi zGOmMY^%X{=i1NYuxRhc*^ngIH`*vx9-7_=4m)75N|ml{e(Za z4$8}hdEhtqm8ppFMvD(?QnEy@^QUe}O7^fdi0}}zsC*XbVNjZDWSr9f6=`0gHerYY zLmOSz*yF-BjG5vy0j{$pWifYW%QqFQs_W$Zl69J#63ew+sN*b&ClAdhD=Sk{` z&^OaqA0DW@p=XRC+W=z10^t@QlLgvm8I`~qjUinbvAXUL?ER43~ag;C; zma-j!5d<+RqHXClnW1A2UU1gNH$SCd@`)DYQCIhXxrDqq>!11+>gu_iC1svRW+jjZ zFq7lwwJOptBVcIwWtj>w+}LA@B^*iItsIb+b$j{pP=%Rt7*1e@XN z;9noH?2QoNQ%<23_4*0W2S3{MliCp8@eqKyK1EpVClPA*761w?Iui+npT7F?6tNGj z!{{JFo<*SKS(K|1_M(7?Lj(0JNG!-Qi-N&Y4Ie|_we-Y<9R?LWq50n-tOF*HI9eYB`cQ;sZ`uLrabBb=crV~OXyy@{^WYs;gIa!rA21zKHf>oPH}i9_?Wtsyi{Ti-2`2c|05gDBSUp|&Qu!`~Un`pB%u!*3 zWz)3S2LwQ2XJCCH$igU3>FRow3}&aMH(-L+zUvT@t?4KzOF@#hg1Z_>=LJ9O(L-Jc z?bB$>OsJS6fWe|X+A+SoBWmj^py1p7hs6^`Du( zg8pWcYUZtLb>)y3E-m&({df&3Py$v!m~e^J0f#iy3vW&s{vI<0(B z@si4CC%o?XyU>XIH|}15GLD)1_8#4anXGH($21JwL`S z1f$>cdRR4qwB=yA3|56UMkH>4`idr?-vc@oSg|gaVntSf1{mXrA_0{4bB+_Vfxq}p zTNZsnI>HaQ&>#XAI{d{fnpT>?Vek+OrUOp!`JX%bVwUvd4!0uouTWw&$V3K#fv0rJ zSaik3DvXdpMLb@&J_blZ%=JMcT(5SWpdj3#BBmb=7dkKvZ1#bR6An|s9;Y6I;ljY& z58ZtfOEeEqW2z{x4W%tJq+#}h z6!u~dRs=;XRL{Ujy0G$ngSLusLnmHp&|}#Lf$kJdnIS#1FGfhX*pGHA``(9H1958*t?1OkehaM=piG-Di3bJ@Y=NAz9 zOxTK9R81c<`y2%kJ_DcW_YLW`LwKOUPc{C_>*)V12_HlG@Vsgp8)uJRbN zQHmO*{073r{S8$C*TOU|w2?2Fa$~9Zp7;#N%t%=bGb)U@QA1S;>?#zEqASqE7X?q@ z6$LdEI3&9Va8@RwS1ezS`J5<++x8THljA?~qT9?Y7O=g;jC=11O*H zYk3y83|USL+UV4siTR!Fvo|aP*14nF(Viu;Yvn+DVPuW+)lLS^4i|t)V{QN51F%DM zy$fc-e*qmb=;ssAUQ(fP?ab$N*m?Fs8=mw#awx}?2{0cF({>tFy`?X`e9kViPAMk8 zT)u`fv*3@c|Ba-qtG*MQ+%!xbZO;i@*88fx1N#{-$l~}{vcFy3R}Uro59%U zv^%idH10G#6&kEN6ROgGjh6g~Fw(wu&|zt+@$~$5fTd0=a5+NEo*8?037vho;p&iX zmX~hUe$}k&c7DO2GH;hIt;9q{YMFrc$Gk(PI_GIVYBi5}cU=3(IP9QfpJi|rA`E{( z@jOM`g*(M9)4}7T@qv~hyb=FS@IyOXSu@9`srwb^pz1)nuoVm>c;kjHSDu7+JC1@1 z*U?{7Q3@W~SxRaWHkWUdUSBqUfbn*K}-h7@0c^8@VKbvR&RCeL@U z5TB%96ydC1DJ$x=sq8M-VXJSV21LP{joz;CdJzud!g7 zTR;#T%en^#Do|zwEx$mfLM=Gr~cqNQEUN!&9{mAikm2D1~>Y|CWcSc z?xNUt+}RE=KB7p+(L6&Mik*Zd)E*;FQNB};-OB|fXvAMMmE0%nJMM#FZX|jxK$}6M zJ83>)PjM*8a{W3{QXlSI)ptqs(SWo95$kDAz#F zqIJOEQBhJa&L95~1+K=2fZE`#RQ7XG>fmrJK@A3Ef;tiekwY*bsw%_2=Bx-8B?9PR z#KTbRi}S)crhqdG)i^jCz578-Ff@w+pm!X~ zhr+v%{s_l`Mi9>RJ=N57Edn)O|Aor%N6>o}PUA7eFM7O*2?f-AVa)(GF1*mWz{^F6 zvzM+8?4gP;&{Lr;$IHL~ZHF}|N7vvK1RyY(;B$-t##4`qt{7GerR28bNYbM99~+b@ zb~54=uw%d{UZsW77#uP9po}*;uFQ8Am2RQR7K4v`88!^ywFiOEwK$3wX~iOtW=KyU z&^=YfI|jorPuFN%q$wx8#?>z@0p#|tU25Zluf z-ZMaF`Z4tte0i$Dm#0Pjlm3~$e;2?(enky^T66#bF3S$ASOEvw2XPL3!QT7U7$DMq zBE{qLS8s=u2uT-^M&->${3+v(m|%h~K2OmN3~<5XuR-0g{@a zA36jBmT|(A8@3prlIS~Nl@aPZuG`TH53dr>(SMraa$j@NdWUtQCOr7_A3$d<>Bs09 z{f@}s;~3J!1pj{Mqk+ah0=YjB5eD!3j;ov$Ky~GJ8Aer!K#f;Vu_7O;EA=;VPO@LX zQ47exK@C_RRPbx?;6akoxZ@8=BR1msUBv4PT zG3&)j|B1?2coz}U4-w=EaodQGr&);n=4D72OmOGdKvfIT>{I@!QuT-q>GjXq{X-9P zwBbhyx57{Qixju8NVp!-B98ok`A}p`j{QvoH!jK27)ed2z|7Sla`;Qseou{ZYOW;39U#4E# zIFfvHZb{c}W?0wGX~=v0+vh4L{mB{uwH_jI5()#mws1idRFTJ$S-{9r2IAbQi!}~^a(g|DDDU*Ml z!27!b{-4UGfu?jU~*0RM273=auw#W}dgOT_<+X~x~)|K+(~Eo1|`C*dH3 z2b$i(4PtjEnVy#0)7A9kdG_7v6ur-ZBI-Hx?o6Ilr&dYf>hjpA>&j%*R5`C{VspppO0t5@>WspCK3t7*F4~ej z=c5WEqP$=F${1XW*q}P%y3&M>6Nk00G|4FhRz_Z{CF(qQ-k(@lsBwC=ahc4y8o$_; zJeixkn!9LlZMG^>yH>AKiZ4d>^(1dw{~byDJ2DBYNw#CZkEfK5ukup9z4g~|lrcZC zQKyJI9Kyb#{{KGl8#`>@C+l^B&AD@7kuGCuLRhwNSu@*JuF!SaW$xz;!tC?U;6nL{ zl$}c2pk9(JalWK=x(IT4^SQ&%ehO`*3tFLY*|D<1HTEu|UC@TP?zc?6wo&qQb&(@p zi|z)ms&I+2AFoMNxF{yOD0cd_s8DJ5r0fSlM|~*^-U=4tzGh0E?sM|A{7MTOB-?2? z71V{=8_7K>6E!w=(sLW^+UKQ*WDVtU^~5o_x<04CV@ydh=W0%~d&01NZ(htkxiXq= zI1?<`TU2tXkkh7dwPMtknW4F~GIx3O`}(zcoYb6=wdOeHJhw=9ICQfc{EEzS=vK=} zRGe`gU%vo1ZQ0K|o1E`#tzB8UwrV|Nt|OI8z^)Vj9NvVZUw~hKCO!y1Sv0A^e-77@ z7LyNe?9E);l1ktH?(n?2xd8=Nnq>22@5?77G*UzTsa-Zo@1mb`s;{&D7bj-G$#js{ zWrh`w&gCWDY~e3DuW@mn)vhjgt=^G|Q2*Iw5}*EX@b@v}al2U;#(Slg*ETYpoS(UN zjqMW}`6Nic7D86J{C}HPL(UV{Tai-!&pEuFWv#3nUA`zQRM#O-SE=|6jOZ#PpeCeH ze-6)a(_d8*^gJL<3fXFf(&Dr=U8Jv?qom}om}O+ ziI111uJW`GH;c}wurUY{ z`Qn;KB}k9pVR`yPFC$aI-D z*_d@}qBEPktaMbDTpO)|#Z>8wtz=F|U~Sjwk87-%uFSfwW-X4nLJ)~sUE-N%+l19~ zos{XAPHF9^8}kbmV0$0_(KD^QDOcv?z?7!Ma=#nhBu_$NVe2N!MXU5Qmz9=B^A+wL zHN|E#YLo5mN$-VvG9#X5yF6*OvRrmkB1a)r>_VzA1yz{BITDO@w0}I=>Qd5HqC;q6 z(u}fTnt?=hRY%hUxdN@1@Jra{x{Bf1qqk-TIptNGepd8(=ci~Mh#9&q9&j>X?}0m5 zuVdLIdjmfgCBMbxaqf$UHu6h$8lbuIG`CvbXsM{S=u#Mi+`erdLGzToDw;9<2K zp?Fss&exNxZ3YUvE*4npuhZ$%Da#LOeMgxe^FZO1u<2r;pGEzv9;I{e3+bi}SO@^W zm{>dfzWwv2#W4l?8@l!v#xiGwuNdDtUHKaQ_-eVPblg&)OL2zJ%``dkR?O2Arl+Hq z$5%=-oHz^U$3|}UO==Cea7-V~TXDG>oean~o#l>NwRT-zVrH(>ucjS3 z?H~|1Uom=#J&;fD>bLomqg}6h*u=W+-gb7~AELyn8kAgvCnO5zYg#!?VFR>pgm>Lc$7kZvXwDN~=uER7WbcI8x zFE2w$2R>~C1lqt(ZYtb7EBrLd7YU9(*P$CwzVbVB`j(osXV F{{gmVuT=m5 diff --git a/R-Data Visualization/Visualizing-distributions/Graphs/recovered_density.png b/R-Data Visualization/Visualizing-distributions/Graphs/recovered_density.png deleted file mode 100644 index 8eaa557d82ce750c0890fd91dda11c3b24320f13..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 15153 zcmdUWcU;rw`gS~4(K^sNn1a>T#a024B`&HW2+9l)1Ov(ldxj9KRa6ApDj?fR*#rm} zR)C<4NWu`2gb+fM2nb1tA%rk8-fzHK&-rw{zn~hexBzZ*LB^GcP?0( zZ}?pCa}Wr$;mkKDZ9t&Uh#=5EcxzSzzsNp_bpVDH!8Yc{L1o>_6Tlyzd6}Iz1A)*< z>x7qA0e`Oz_{K391o|RG`ftUsr)mTUbhQ1}HZpW5DG`7Gmy%ICg6LL1Vqqn{ikX;wYowfn@TlTJ~WOY3f_ zpU~cYeP!kQXX2HbLqw{-Ex#tuuEdu1BaIE4hPthA zN|V$+J`)`>?b$c>Ku{VQBR3sm4VImb*h_#ncSHrx!rdj+sdw3#(*|t6R6$-fLZb-S zp8$om#M49F-BIeDmRn`fb+0$DM01Ez&f88yy|eh2sq8$5cSl~Q3FX=e!%ogQ4-;-C z^GC!#63@1EEm!3(h9C+N(NoVWoFOY`(CX5p90o74h>#*oM z{5IR+R=_%@L0{2aVvlC2GFFRSTHflr?H#bJsdp-Tuc)`%Jwe=5p!>v5R)$B6-@80Z5a=P3VJ#&WF#BbTJ z(>E(??P(XUN=77g2U)S8<=zTMu`jb{Flr{L2ToehG}TqWF^{~(RJU*)r; zdgEk`ll6Y4ep+pOl8I$V+)*~dd~qUDJ&S{Kdh%8r#R`VQQK)zaiZN@>IMhJHwlHZ27}Fg_#a!#-rp=J~D4t?d2c|=i zU6_Fy5hs?H`}8sv^aXTwx*SK1>@Q(OsgT{eOQ=U_EEMA6%}c>0Snk`W(Vb87(hnUX za$i#qDj%4f*EgrPG-7&kh4p&$DrFw~%)8ELb<>D1u#_KJJd%vFFOxZ4jS-(9a|pAt zwwJbJ93AZoXj_;M$k(d9t*dJ>PAp7(BNE@!W*S^VZ@*E!B{L0@=uZqb95ou`UnEB% zbIzUGVZe7C&M&WjIbIC{#WEBdg4=F*=0@D}@f{VO!6uAEqO6TNwv~I2#Sac*h(RdD zi_CW#hvX(9w)Twffa;Qq2Zp(!#3HKKlK}@-&=4C>EtT6#-d~W*Uoe%_vvteQ54x}! z!JPc1b-dr0 zm`o04#N;IHn0B0WO64E5QU!sISQ0DI+FNjjc5@Y+0IVqHQf_oH+Wz zwG>h18Y*W<(kRCCRBJ-w2D@=}u1uj-AKhe3bt|zXMSV1C^r)<*f>%*p_jLtF^uFx8|x(R$tuhcsX$E0k8w=ZL#l0i+aAx7?D80>-0r!$ti=Y)y2Mj{lg6vv zkc{uTp6Kf{;lAkkx!Q#Y>XbDPV#oIxUsO#(z(k=>S$TM4?!!txRX8EQyzKPP9ULNz zqe-OcV&(S|-XyQA58}dPE)MZrT_>x`W-uBc&?BYGlvR~Ho<6q*gV~3*PN6-@ejsa( zNI+raA>kWJk9MNkYlx`0?zD#xakWDAOz)|Q&S|sq2t}h|4e$9ghjUKgk{I(Bxtj)O zj~P`7L(xCS9pdE1ky<7uYkC)sc#WxEk}cZ1^65wf_1liL(Imq}eZ0im=r(2KO)aav zw))9da&SY@{isaj>aG1~OgDygJe4-J5tG#tiOtOlN%RRW%!SRuqeaf~P301c=u7!f z{A5em;i}5@KXeQ0vIGr@_3KEk_#a-dgVn5lI&x#gb$T@83e?|4yw6NQPoq;M46H6A z)GGM~6*D=gfa}2srVo)YJV`i^S2eXRQ%=25R4rV9)+akW^fO_(Kn|#WpI-7R9gd5L zW%^CsPujRLDL-0XQ-v;}^~7}l1ZLi!FJ5~tZp*l~5=W4xGSir3f_P75PZ7 zH``Xi1C8bG#?2=4J=F@!qI}Cg-{-DrGGE9TsO*3B6Ae;~V3jJbS{?V)tpC}VGI?P` zS=SvwHg|5JZo9}?G8W7C)3|vQY@WprHsnN(M(yn`;T=u9?WrAAd9%L*-jQLTC}Cgq zPP{pQJNT6b_`4m5dtE7DRLb{_Go?PF=$ys6Q~}t2cm}r)s9kr~65F4-9czMof1c~qk|ie3Dg!G-HDl$y{HqDpVJ(ptLizhuz9$6UD=w(uM}S-U zSi+YEM=$s&XOnKcy~bEGT5CT3!p}F$^8$CafsGJGkLBCDTnWbp-FvcER;6`%I=WL% zcIr@_u+%eMZtU&AHA)`y1#8ikm_9b(OUvII=h8KN=g^0^q7Ua)keo0Ca?1yu3p%$(mF^2 zW1B7*f0J`5SRDm}wwa_3$_%+;Rr>KglT@DL z6WGqAPu`s;((Bh>kmTop>Eoe?H;H<6$OwF*PlB9%*c)uqrB|p~m*gBPm=}ysY~jpU zB%U9LwlbG%nx0E3)5l6|Jru*{pFQbj$6@BUsru}1DdWc6PC}2i>3B;LM#$pv3Ju3% zCY>hd5mV!?!~QM?ebRM`^#IBlwj|gEIgCR%8O>gl00r$0#@Z-zd->oPwt;gsi?Nsn z)<_M5732la+vP?y!#XuI_3q+J8Pue<$4|OQ?&gs?T^f4ZiEK>PNeJG?m-$vqxK?J} znD>&QoQMqA%f}=g&$ch`3N@B^aF~LK;3i^q@x*(PC|=_)*!@#xI(hPN7XGCK zofR?&UkBu2ppNY$O)wYirymwiCq_XgnYF7!TwR(x3I<(_M>B&b>k~#)0wShd^4%ri zy_SVtZ*<7fWqvsw6wV!y_b{9_d8xKlq8IDl}q2 z#`S-V4tT5!eFKEcp)7l9)F?M>J~69Uc&fG7&^0jW`Kja~djaHZW|B;sv1f@87Oq0~ zj?9VNlJ&D;KyXn0Fc8C8(WQ;90h4n@&9!AQZhc=Bux72pk)5BF`Uir(OS zl!`u#-eg*y_{}CM2jV+ZoQ{Gs*Mb z(H54LiKBsslqY3EU&&4us=l%|EzFI%U@m%;xDZ&EOvWkwh4=l@xBlqbhA-9OiUJtz zE_n1w!)BSfnV;+Vx17T&HWN{m?)8Ghsd5|jQe;#03*c=jPLs1Tz`U9Zl>!{XHYpLq zcQ*~*>+0&NMKS`1u32So>__RdDhmQR-Hh5moMUyQq-u^o736zmn(r=&9O@M47HEwK zY|qg2q;ySQX5~hrYpa--p+mN~KSEH2wPMT-{WQ={lO&}eN?%q)2(Paek$2$0=l=Kt z{T#eFK4@&`EV6NXAIJ9V9Up8t^6=``X+G6H%uDFg3L(MF55W&$_s7Wf3CM}h3T^5cw{PD%sOY!+ z^kK`)cJOZ;{besx!I2`Yg0Ft3AfMsXRBBr@TtVEJeAym+!LB~YkfcX#DOb}$=wh$V zV$MsgI8AYDsZ{F=|!h4z;x>B3t`O4p-QOsmDa6-e~(G<@Y$< zLL^NreOg}T#*V5|n=r3VGj2H|>~OyQwzF(}K?dZ?qYy$=@|)xxzUufaq>)ytN}u9$ zNyI#6jy3S`O6VdJro4EX*?0caxqkH9+93jy-nHr3!O44!)R$e~eO!%?cl_en87snD zJ_GEC<$kHYQaXP17YEJKqN0xIRUpykzsvdmJ<7qKyhZNit5;W={t+wwqfq=i*J9T( z-&CdQ=<22ggI;7*te0-?kN=k8<;mRd%cXer-km$Q<9b}%b7BM;?_aGvhWif68DNsj zdHr(_Gc%Qm49_E&*vA|YS=?!-4QLHn%p$wWZG6-{KTS<`Q=MRutxbH z$6&LJ8f=%WsZblDE1K!Eng?W}2&FxH(or3QqKR}81HOx|aAG+G^!>H!KVt%;(azE4dmVH}q+>YWVF$KT)dMuAZB<2mqEOBC0`51N({P*P8|LwQbZpzQ!!vG3| zfedJT_n&9D!@c|7`T$;u*45cuAXXe(O8IYB9y9&plwV+L3Vg?>rP99q)lbCdA^-;A zN9|lCu#n{<|5uCqU(cAD4bqAP)K(x_O?(HHy43goX+!fs#;;zN^Plc@FE>4tB6t$2 z*4C1!6!`r)t75SK0Cd7_cZxqvjbs#5fgXzPdGpG37{83-9RU=-(cNPn)@q-DuB%fJ z_!}h}3I=lvQlzOXC3`p?94_A66I?yoCg#g+;%qzHj}o{)hjy(xpLN+$S8@cVTxK8E zSo%e!xQ6oP_xapKQc}!PT;vkle~pXP)D67GiA31Ffk{%OKyQ;xZ+9qIMzLl%QS|RH2G%?|(Sudu@qMbo*?gN-?xs;cBC130w!kwvMg| zywJ5n$P6^X8Kg3h7=Q{4Kz09_0Z0s_^%p24OEn>gRi?aEGU#RQ5!JsTo8IIK1@^pE zCnY|G(QTSNKD3Pc5x!L|M`ja91sVSY=`WIGJyHS{KS}e)9ZqKj3T^7smRamCl!&nK zr8?vAuTb#NYuH0+%xatbrv>fb%p=Wt@8461K(*;K0KKzxkO~Z-GkZ$NGOxd%? z-F+mgls&pj`pR0jh4sWShFR`raJ(Ve@3>Kel`oG_G7#N_koOdDq>#tYnI(Pt~2g0a%&zNs!05^JU8LAb&l6yE`IK z4V;loJ52U46D*bP_E!qeDjOZJ!>lj^Y~_}CFy(9B)94iQPGo~Tns<&hW+Z*Zz56CD zmD6NxFAu1fPIcurNAT&eD`GS2*`4*<05Y-uS?kHxWyC$)nO1*U6BfGmS#|0?Tj@$Q z-wfzpA(k?#*CRz6h>08CLORQ}4&&7g^)$AA9k0raT5{Zhk_|-9l$^I(F0eLt9psTh z`v9<+TuDEr3FlaB($X3VdSMJ>H|PhFlT6E2a2{#f);Rkf%nO>)*=)mzw8F z))EK7_jMuR>~9^KMq`5)lWbp4)=n1n$>@OrczoD9N(L-}_cai-_cy z&AiM%&O7_q>$bygOw63p!|KV;hxR@ITFv!qVR z!x6WjhtNW{cPqiyLjA#;0W#X?KI5UNK@r=oCdJpU|M3o|G}akpbnWnCp>Zt9P0W+M zOSVeMrL-^6%yz0l`!b}6FOpRF`fHR~S+t%cU+XBpEN#(1sS4>%5ahqV~# z7;85#aR!faz@-6$_akR)zFOM&wtg=MJta=h=sD>g)II{9^mLzRwmCqw^_JM8oPEw^ zN|?Gvshp$?|LyX`mu>@sfP7s9zW-q@kiev*uL$5~?N_IQu`vVuplgQX<>hUzDbhJL zA7L7*Q(e<S?1<=h!);L^P0E#tY@jj zEmkT8g4(l}*KQ|YA*BnSS`v&FpC6yQLPbBRPzf%9Ea)x=iYr}1>YyhXOo)4!`Z+VfsT+eB?|f<6cJFUMR41X?h~YyD}~az0SnH$Rks5Prc8Ws zw+nv*1uWkSsjmVmi&y6|>;{%+=`29%_K#Li-dc_-CKgKRoW6h6_msM_(g5;H_ma(4 zDPBQ9zYd5ih!<0uQ~UxXV>8F@FTG21jmLke1d}S|^d8>c2ggCL|F6}CpTGPLYQ-2v zfdfl2Q}jo6rer&V+m}+NHhd_biocSby|6YeTr&uYL^s{e)Z9!Xjj zamJkekqb0`_gE`4(7n2+x1dn_c1}Jcru;%NtWoZSrjO>;$@Ro;cqW_5dcVMDM(djF z*}E4%U8}J16LIrZT6(%su$1X8ggDmz3)7|bCUCbdO{sh52g)k%>ktM#T4q8|k~2_} zS>*aSCrosw*!{~*A9*dU-Ap(9eL0>h9CNNZ$I$tw`wD-7Em&@0bR@efSEunPex;#b zBLUc?J09wdZ}bfBdC;#S>WhBS(w9&Oz*`gloVNnfnm4^=yYD=XM^nUE`;JN0!>5t&)$X@_Y*B)CxCj;htK;0kDGgG|yQsi#5cEyW? z3f2y|Xd$#oQT6`)`yP=)>*E%FfugTuEe`?m4wfI%f_@i+Po|i9THCkxMC=? zZB4Sveh59myni~sGMOR=Jw_U@ii|5zB zzqTe;M;8zVfg-|}vd_&s`^yCG-w_Bq*+7fUx~c4QVp*!~aXU%V*tccBk1G2BeY?q8 znx~^edw)lfJYB>hupOwrvbeI=nf`IKo=4()@#O+IldlrmW3<^yWjcuoJ4RX<uVc0&>H|83eZqf|F<>N+8LmpC;*(uK&BbGXW9CX+9YsH*LU-5wGdG6 z*IJo_))0r${&6Ul`|0OSJ5hG|Y;}T$ z`s^SvYYEdNc^{|L75CzP3*evHhn*9~se)d!)gArl4l3 zwb;d0oY0@HIZ1ac$nx@uJXa!gQA;Y}4S+Q3NeE7V3Ayg=2tXu0D4}%y@iO6?)6VcG zTlVe-&SPjEr;PS4tjy=jYy^S4!ky%Ud&S+8q1jnPbF)YbR8d}NgGND?{kic4P%i8e zr(j&j#vQoM+G+){~JK-rD*Ms-7l>m zy-yE4VAm}1_3+(Wf zwDA#gO0_w%4hb3`6`Sch{T8P===oO;GQECmIBVqdH0d6--wSC^Zv#q)W@UjP_uW`Q;NsbCNZpQ{;b=fhC#1=tB|^_mQPY7tYRKBn zWEFNRS0YmY#6u);a6{B$bEI)&xEhQm(luF}tg1~RrhjU&B4F{^@1Oxch{W*&!d)Cf zasit6P6`4Wj0Tb*<>$@kD}w-T+g^^QQ})!t8hI%grJ335!HXg}X!Usg& zBhXg?&+k6vuv+e${*XG|fVb!$gv1qJe>kAjzgOB#80!MM37iHfdvzn?kyZiSv|j#` zMKU@)%K6sJKj(*C>NnQ?ObIb4uoDm`$ycU;EEc)-K{8QdV}P zzDlxIIbyqj3^V5=11^0@U5e@9Rx8Kypu|e4Utlexz0PsoEwaTcl&6hvt?QugxCgqd z@S?vDF4)y{RU-R}stdRu2O$3-ZFTXK+a{nXS%2iVXu?cygVd66yl5pzemk(w@*hHC zN#OmhV>GqzXGvxF*4C5M5M$D8WyO=4?PSB$gvvm}Ve5*Tbl^ZEBl*=i`&)edA?OZMJ-9_i-x#wq&3} zK(_!#1UXy4C5bs6n!`C=^VwnUql*GrtdE^W&vvKl?P2O&Wvwz`wu`~IyVt0{-*t1Y z*nd}(F@Y6Dy`8y zqVN>|wvmP7;D>#VO-d!ET322l-lB@IiMFFl2EsJqT!z33f|Z~Xe2JJY@p)*G|Hcxu{^^vrhvs%A zumQNlNnbIZt!7UgQ!K%bGHIvhdvx#wcmvW0y?F<|5_>fKN$I&rbOm~#t}CUAg}qqA zhqG}ocpi-74`S^@=H6s23ObVqcLBNDZnW`C`dFl_6qt=aqvS z+zvE(xD@meKoQiKM5L;&)#Ok4+Xg!=s<58?_`8(zuYB=wvnay<6yalJ9lonp9x%z$ZB?UdXb!1P7jt~aa+e1%!JibGOLbuYkAVOW`E3) zbeeNJhAg8c9z5sS7@lE95t~Z*TA7Cn8l3& zxz&nusVlJ^SE39rnm$zktvtx1&g~2vNu_0){=_OyWyJ6=l^Jf{vd$FmT~abMH97Hy z7}<$ZS#0Yj&0KLXjWl>6>S>)O$5XZ)!n(yw_x45vj#C5|Ov{JKNU<4HKHcR=#&rj< z{eTLd$`gT_UkJ^A5~|+sIQ+VZFZn8!V0sI@!ih;I1%ZZB=I1JvvCIdMh9U6c9ugdr z;!P2MNh+yeoKg1FvGw^`+$o&BaXSk#;s7JhiaqBAKWr$!RW>fBg70MI^F&!F%$R9n zTTm8Tm9d!BHh0wYIWH4lE|^(puzD97<5e#PB=v1k+jLoR?5b==2jCqowni=C$O`>5 ziyLW9*By)IB|G&CV5lBY1n@tx=)BOniuZmPJN3K z)TAOWX3|ISemR`z=mv+JxYAdTG!X8O!z76~WDcv8rp*iE>ozcAs0}F0ndsf}_H|Q!m*`GCKhC4$M z-WWJ=BbzdGnoqn5CFaz_ve^XEaWMBO!B?e4pDUhpPe~>)hWu8;QH;`hAqI0rvCws~ zXL?#rvt(Kb#ka^-*hlsW@m;~L!dk?9WOpMOo}MGH4sY-7!Cp*aa6(1#)9>{8uHU zi8-OA;c~vX_BcXbaCjr<8~DCiq(p#>)97)!Sj5)?$yrd+-(?6q1RX)oPXMRM;!>dR zH)7)4q0CB{iw<#ZtPXj2wCqRPR?|7uqxB%SR^Tx9?ngpJF-Icy=ld&UU%R|IfcvEV zjNy}r$_$`4%E_)+fBLy}IW9@6W7a>~mX2A|3D6_AijbD?Hou&_OEKxF0(g|0!!EI@ Y%rTGj`IqWiQvP)2l;z2?<8I&nAMM@R4FCWD diff --git a/R-Data Visualization/Visualizing-distributions/README.md b/R-Data Visualization/Visualizing-distributions/README.md deleted file mode 100644 index a69f1717..00000000 --- a/R-Data Visualization/Visualizing-distributions/README.md +++ /dev/null @@ -1,78 +0,0 @@ -# Visualizing Distributions - - Sketchnote comes here - -In the previous lesson, you learned about visualizing quantities. This lesson will focus on distributions and their visualizations. - -## [Pre-lecture quiz]() Yet to be linked - -## Explore the COVID-19 dataset - -We can now look at the distribution of this data along an axis. This would help us understand how a variable is distributed, thereby helping us in analysis. -Let's get started on this lesson by importing the dataset and then parsing the dates to the date-time format using the ```lubridate``` package. - -```r -library(lubridate) -df_covid <- read.csv("../../data/covid.csv") -df_covid$updated<-as.Date(parse_date_time(df_covid$updated, c('ymd', 'ymd'))) -``` -## Working with histograms - -Histograms gives a true image of the distribution of a variable. In our case, let us visualize the distribution of the "change in confirmed, recovered and deceased COVID-19 cases". Let us now load `ggplot2` and use the `geom_histogram()` function for making a histogram. - -```r -library("ggplot2") -ggplot(data=df_covid, aes(x=confirmed_change)) + - geom_histogram() -``` -This produces an output like this -![Confirmed histogram](Graphs/confirmed_histogram.png) - -Let's make the histogram more presentable for easy interpretation. Using the `scales` package, we would alter the number of axes ticks/points. Along with this a change in the axes titles and addition of the plot title would help in easy interpretation. - -```r -library("scales") -ggplot(data=df_covid, aes(x=confirmed_change)) + - geom_histogram( bins = 16,fill="orange",color="red") + - scale_x_continuous(breaks=seq(0,2000000,100000)) + - scale_y_continuous(breaks=seq(0,200,20)) + - xlab("Change in confirmed cases") + - ggtitle("Distribution of change in confirmed COVID-19 cases") -``` -You have successfully added ticks on the x-axis ranging from 0 to 2000000 with a gap of 100000 between two consecutive ticks. Similarly added ticks on the y-axis ranging from 0 to 200 with a gap of 20 between two consecutive ticks. Along with this you have now given an appropriate x-axis label and chart title. The `bins` tells `ggplot2` how many bars or bins do we want in our histogram. In this chart, the number of bins are 16 but you can customize them to as many bins as you like. This plot shows us that the change of about 300000 was the most frequent for the confirmed COVID-19 cases -![Confirmed Histogram improved](Graphs/confirmed_histogram1.png) - -Similarly, try plotting the histograms for change in the number of recovered and deceased cases. - -## Density plots - -Density plots are another charts that help analyse distributions for variables. However, unlike the box-structure of histograms, density plots have a smooth line structure. In other words, they can be thought of as smoothened histograms. Use the` geom_density()` function to make a density plot. - -```r -ggplot(data = df_covid, aes(x = confirmed_change)) + - geom_density(color = "red") + - scale_y_continuous(labels = comma) + - xlab("Change in confirmed cases") + - ggtitle("Distribution of change in confirmed COVID-19 cases") -``` -![comparison](Graphs/comparison.png) - -The density plot is clearly a smoothened form of the histogram. -Let's also plot density plots for change in recovered and deceased cases. - -![recovered density plot](Graphs/recovered_density.png) -![deceased density plot](Graphs/deceased_density.png) - -## 🚀 Challenge - -Research about overlaying ggplots and try to make visualizations for multiple variables in one graph. This will help you look at the distribution of multiple variables in one chart. - -## [Post-lecture quiz]() yet to be linked - -## Review & Self Study -In this lesson we visualized distributions using Histograms and density plots. You can explore other types of graphs used for visualizing distributions (like box plot,etc.) and try drawing them using packages you like. - -## Assignment - -[Histogram and density plots]() yet to be linked -