From 718341a2fc7567778e2952c48394adca30e59a79 Mon Sep 17 00:00:00 2001 From: Garrett Date: Sun, 22 May 2016 21:31:00 -0400 Subject: [PATCH] Completes draft of variation/EDA chapter. --- images/EDA-data-science-1.png | Bin 0 -> 20691 bytes images/EDA-data-science-2.png | Bin 0 -> 21870 bytes images/EDA-data-science-3.png | Bin 0 -> 30939 bytes images/EDA-data-science-4.png | Bin 0 -> 37627 bytes images/EDA-data-science-5.png | Bin 0 -> 61899 bytes variation.Rmd | 67 +++++++++++++++++++++++++--------- 6 files changed, 50 insertions(+), 17 deletions(-) create mode 100644 images/EDA-data-science-1.png create mode 100644 images/EDA-data-science-2.png create mode 100644 images/EDA-data-science-3.png create mode 100644 images/EDA-data-science-4.png create mode 100644 images/EDA-data-science-5.png diff --git a/images/EDA-data-science-1.png b/images/EDA-data-science-1.png new file mode 100644 index 0000000000000000000000000000000000000000..f19a22268dac6714358962d578735eb6a9c0d402 GIT binary patch literal 20691 zcmeIacOcdO`#%0W$H*uNrHD=%Rz@tl#xA}BH2-P zWoGZ~{O+gqdcEGizrX)|`a{QYp6l_rANPIT*L6LP-#PU&+vwQn5Cqw#tfZicAe8VD zbA*N({xeX0X953FUO%CB0zuyR(=T12g5Po1lr+^4#O*MG5bq$!0=z}+M-V4r1o>-> zAX4E7!fF>)a9##Zq-UY6OVCw2D|OA*TJVaA?Nw7j7i&8>0zqV4q~N8sDd7sv#rlSg zqm+v**Xk#v;5GWT5EpLsBLpj1E?u>AxKp+crZ_P{Q9)rYIXWB;C*xpZCZ(xxdi`+t zO_s}?K(Lb%5^{ES7IZ!)XzOrY=%}Qmq>!+Pkcfx?d_us{)rN4zMZm`Kz}iVR&ZA)J zc+J7Wj$mPHgG0}I<*Ka{L6(aPz0l^rwfiJknEi7l8^`s>f(H~r{~~l$P*`a5+;FH2 z`mU6QgM}$v89l$;QJK|G{^z~*>&OV97ysAItUc-KyYQ%TbTUGl!zM>}_C2>Ag5VKl zg%jE?nBjKXBDD+Tx$%s7HWAZMJtnSTUad;Tkie4^ich9$A3Qwo-@X47mzJjT!6%wL z&#LyQ*5i{z?ws8pQA74>VK^3p zcv1ZCIr8vCgh)LUHi2Z|1(x_QW|88 z{eLcpFQdXzBKl(iDO~>^K6ErGk-2UEGpe{QER3t5%NOk(|NHzf+|>U!-2a)m{~PZA z$IC^9zHpbYuCjWyyz@_K(qW zNIf}ry;?W@u+yoH=&wIZMDS1R9In8FmFeJ|N7@{k4V){UtA?3$6uFjcS@vkay=yk| zw*LIC)49{r%i%Ts=Aa;?S}KuyF(FZ_PpZQoXFJhX6DyQ;y(Y9eT6#-y6g91=ZrmfX zReJts?$JB6%-yq{-eJE!_^2*S`CZG8l&}r0OE~j2qjZJOduiOK`&*=rN-)p<7W!X) z+%aPj`ZWcw)3t@2NA!b|FQ#2;vMG(tC|P(JCF_2XdOPRP>|D>+ux~kL)ln9Q`DI+j z;tcNjaJnhAeHWk|yen#=c4m@rb zWpbiwP8rA_4H-4P+S{#cG<^4lA{3-^}( z_{%fs(pn!8GAe0%=xkdTuUO_myWL~HC#+W>U%b|PVSxK*wndP~%6wm@ZKvGN63@b^ zfrfHQZ1#?{N52}?$xD;|{h4=L=Dgt$wSa5iUtTclxh-bZ6z)J6Y*M>9(q`etmH2u2 zm39i3Tc@%2C1)$9Pv{CSu=eMaRUlV}@N=`BtL=IySo{L>pmb$HmD6MFgexqe=XzOY ze$}R1Hp*ld3zR~2SIuB%4CU3+Wlw80d@z(MYhZ%&MkOAu zv42|fzNas?P#Ll3cX}dJ#XmADzL~5Zt>DgOQWMkOm$~2xqvr7Ek;Hv!e!|_` z+3GEWCvOY-FmMER6uYawM~E|zUEr?@6tq%XPj)VqYqY4IFvwA7tE!a>+^oIabbu9p zYb8|C;JVC7NotW#e-6Ri2(%b<7-h0eTzp+-#Ob{_GxYP?O(XZ=oE3&hPk*_E7x|^) zW?Iq$1_g~JXX2~|Z>%^CHtie^%&`5@AmS>+dCaH`Rw{Q((8<2DO5qE$qe4$@m*&R( zu)D@5|1MFmmAMQ&5Boi8#=fzT?H&TADwpA-yN_Vsa0T#c9X^(1R30)ow{l0hQ#(UH zzn-Ai?1}^i5r&EnTUSx5v@9Eyk8a;Bj5`;~GCJCv5qqQctr}sk_iI9L)gH&WA8)R` z%QToi%5hKldiCBE-8b=7PsRA_?)dp^-zP4+!zRCH7jrPp%?~H<(kb7j-e&UW^CL4| z{Oh8cr}@JPMu>oyI#u>&4|yi3rU98`9kZJzTgzKDADP0ZN;It%7QJ=x!ox&LJNOAPh&7qmBmt$5dN+y?eaHGBDY3Nw(To} z0jK(sY?YQCvi+zgi49*j&jJ-`c=qB&#Q5{WJ(z2=1HOJKQ2~*M*NbZXX}frNLeM>fEzi zZJx93X0-C{Hf?!tpo*P7{fKSn)Foco7pHg#_43h6qu(StMcZd63{K@Zd}r+ygq8w*ky=wKr?kaGs-a)t>_;B#5(vDMWBI&)7h1|hV+@6+x`Q;Hjx0-E^!oAoie}-> zVHN}V=iJfK&ec;6KT5qz38NhbQqCiLr!)_#1Phltxt8ufb&vAf*AtuRYXDn?>6+qJ zn%{vhdxM4S60G@LCE|Hs>d(cDq(yIG8jh=DKd$*l&<;&)TlQn-Hks(IkV`htpj4A0 z<6kG*euF9!!t+4=aq_iAr}whk1SzeS%J(q@^qi-64%e z4e17jfmN#1|GGXU6176fE03i)eyQx~)^qGD3!#R6l(l}nnj$6o?B81+Etf2g&|6Nl zIo2ra>qnvaQjVGOZxrQItbm%i0pZ(Iv8JS&zTR(<-<%ChagcrG%9*@q36Ji~2TmHe z@9ppQk!Z8KO{*{$=_~we+NNmyblrtLgpyn5dJonfVzDh87C)AJ;=R>4$Hs#9y$SiS zZsiWoJ}k}0Y~oI&R-#YJsu)5$eUVo=-?2{|>bShTImHETsR4>6=w%q|)7P)X-h3l)vs>aGYXubRu)_3WU*{goa()z(;sdNQ1tglTSv#f)m4r@Ldow=q)9$xF3@< z;+dcY2f6L?vTNwv`SfMRq?BDhb%hfAOG{4*N`v zJh_OLQTGGY@9XvZw>=dNxbiJ@A34uvFw#3Zu7*w~@$)(2KJTUTQ{Re0l__|eG(BlY zIrct(L{=k@^GO=9BNCAeb+x8@ra4JioR@|P_eLdQRK%Xe?pEA>J03?QN>gRO z%lI?lG$0cll>zvT_g+8b!iZ&~&P=P@B~aUYwYaGoPp2}7)qckiCJOId>(0?Bt9^D# zjl$si-{zeZe;ZQ{%unDYAErmMo_Cr!Kb)p6KjIJ~+@u?dH#S;bk~-isu8p+f@IR zP7NKTHcoMIX87BLU%?II5BIh`xBULnVd%$Etv+6@r0_UDhGVs~6v`VDK|DZJ)ULMn z>kgJ5`Hsoui$aW(vwvS@+|y8}_s;9++Wjl_}9KJkI|6I1iW~PaErtdC2t4s&(PI=+kn40+x zi9XIzCSpvD++tOCJ0Owr*5!`s1nP?ug5Ksc?(V$0g;mMUHrT9A>2hL?*C?gWj8m%H z;pu_sshU2v1=I4!95HUwf9IVhsU>7O{I)Sie_+^Lc*@v;?AIOSb6l&y`D1w5Ktpm* zU#xfNaBJ>^++RWkOvIAsH6i>ufnvoT^O+HQjB1((g9R>Mv?-pxc+3_b$nActpO2!& z3hyq~--eY+c{X#>H@1jGrzIEd@!GsDetf$kp_Tn3Bge(p)~({a=i-PF+UEwlY=4|m zps)P4nY~RQx|I&^{<-nS#v-(fM;wvk<0)Y=Hg1LuDewir-wv*24K2Jz=Cx&$98wlWtlmjv6EHWz$}cS_FAS zK3MT(qubzRjN5{zt3AHffsxKpm7pt=6t50gxiV5BV`*V9BT(LZB{9=s@5ZAky+ve^ zK()`bYqxtx@LZ1Ng#oCCO56{3AHDV2TS?R8F7i7pY~e2uqKc2mG_j;C{9WiYNu${C!E<{I7nVuUVMJ#!#xqpMxIy?kIl=a zUnC-B-{~CW)&_b%9U4~)(}R6M?)8bv6EI|7Z&A@71hm;3p1!-b(An0aIXxOWn7?uTe)C>xc)-HT^)*x==z6SY zQ%AAW;KdZZtfbV-xz!!z)Ej9pfC<{)M1@C=YxkC?LPAp(lMvCY8pBcA3H)kJoxw#uFINLGRJx*-A9zRGtVLNF9?ju8EO7pv!0T zX#F7doyIgot=PRir_nj|btM5XsDL4S4v97?ozwpeEc`dlSoI(XA zINFWCp;07CA}7ytZHLhd_>AS(Ne@oZO0I0nckF?xCFcA}^ZEUL1^a`PM@YaJC_@tK zS)T38y;*Uz2$=IO=x)#pkMsV~X5c8gclADZ-HBtk9j71FK7#Q6HwlZr@{+`b^=A zyY`k<$nZwTj5nYThwa=J#k`88H%2uD@r20we2i9D3p4Q><_F+#Ift@B0_uG_-oTHOQ48z zTijQQ$DFb)E7hCv#b`t$7 zNsh_1nrgAi@JnaJuV)YpSn_JOjtik8+PTCD4@_prM9_SAp{=$6E4NnjNTxGxP6OJ;C|p`sOWe3Qd5WycNAZ4$+6;Y8N37S*4hnh zkkxmTyP%t!_;SGi3(B@|*p@Ee+#_KVm1D-hFwDMvHcw>DSN+lzVBI?D@(qzchAxdB*5A z1$3^t=7{n1-|xJ|RDJu6>5Hc7RVRS$Xzi3=nY(83{bk5<^tSc&ZWjxU>#VG!-Y!Ws@S+PPii3)g~h`hcScavZ5@Agi~ zxK4z}X}!7nNz*~HdOdlQb_3ndNU{A1A7lXnJ;d{ess--4}9%uFUsL0I)* z|CIaZmQO)%4mm}ow<;o`sF6h|l+v;}T>$vbc!NXH>?qQkaTZ^%BW1GKtr)wStfVA3 z-i&m6%l4-~mo;MLtVh~j=?Lu+v(ye(eK*X=m^GmQ#|;~6Lu{KsL6~tM?Ox{`iPBI* zx*qqP6#)7RiT4=fl_ zBCE&RFoFD&l&od|&;E_7I!f{Ya2A=P4H-uAyxK1U&}ifmI9KFizemKx*I;XO)?94vT#=hf5jJ}6Sf4{%_s-+=o z%9;Yf;m}jLb5WXoWANP3!7IM5@(2bGiv>!9Wq87SVamdB7WgP7pxxfl1mC&L#aK`V z?C$d$KQrSUbGa`6C;IR4lEye_1*i=^>C<*kp%_jmH6lzBqV zi(q=p-(1SjVSzh55W+BxIAuzh0S%aYuv@7V?}jBmk~{>iQ|leOck67MhiUAN4kd?>pKwe)sozzn_TDrbii4lw^;%+FKc- zIy2fSBnilW=Bkz)B@?Z=#xAR$DzJt}JBpcDS;KhtNpGyj!Om%eCcO#+AdM&j+?2^p=p=3XFNKA3(ll-6B> z`sOMrK`TzfEn=0bXU7?7j-cr$b|(f{pF?3nMl+JXmgXljuh($KdTzqnK2+MQ&WcZj z8!*M9?PojQ^2h6EdK$8o_m%7!l|qR#S1V%WOC`^+FYNQ0d)6<*`bsAwRM4Ox{5uwM zRZyx`;GT7u6n_SA$dnAd$}I%Tz#J}a{nX$$s0OXAH*j6rBuLsSK=Ka#9%Le!Rt7%- zuvY;pbrmJ))BT-U{+kg|&Ge-|^|$6Fm|~n1C8#z+(#|8Ick3$1Bfuc^^Xz_(@8Y9; z%prXk+NvEK_3^eV+c~6y`z=2`VAaU>=UAViuB{Ln)h_D6z;VZ)MH#u9en3}Pv#HH6 zh%?#+5FZa3y*4HlkyjQo&Fi@GUB<80);Cb#c(!j@TVcMIm{82azvZWX!Huv{p=>&I zx}mVp!hd^Cev^oIL;@J?;>)0z_T=})(5Li6wg_5GP~y96Al* zO%Frx*=ETK2SA2;hv1IfGq8xIdW~))EyMCDiKPIGlzHvfS}xLmW|*!jQlduiC(wDU znjb3UNZTmm&&9dVj)(vOs2nRd=e7VR`sj+)dmK^J4 zsgnaGYDS!$=C~fp;D}f?9YM#x%n}a8ZQHUIl6H3>v!9VUOy`GS>$t`M6Mq5nTg{#@ z>5-we!UmcOC9-$&1rO+03b)I`jJzyZ z|A35QB9oo=?sO_mwt3yjlDXgX6_76D`RXWeJ80LJf?Y6rU0Fdos3=c%`R+r^n^N@> zAADHep~Q?C{+US_&;&Knzh;^inX?;Pmk!GTB-*tdNGOBg<;586^8|=7GaM;yZE2fD z!l%+Urs`>h3Kp4)SFtAg#sRYFoLeg|;<~jMNCkZNNg3J}B^4wT&TiZ+=7D5A=dZ=!5xn z)Irudgf?{DK(~dyQfXfsS6^3%#-n846dVAhQ2f#ed3vx}BkijL2W7lroPr;d+y|rh zk}{T!R&|LEwOn)_SR2@}9kp+2&ph6HbP-^<;DTB3Ca8n7rv=7><2}mf)gk}BC>t#$ z3j+5lYWgKwI(M(Ump*8PtaT#xj_Vl{g^+;<${2~==1*9`Ho+gqj9eNBy=?Pr-1f>C z%=*UiK`k7QUA0+QAUpEDh8}Wp2I40t_vgPX3}w79-%%5ZJdjfrw2h&F&n!EM6PPwm z0+mUf8A@$7_i0xswOm-hdkLPMDj|G7At#_M#@Y`Ma}Hw&l|k`PR2Yx0wot&D>X&%@ ze7GzRcyFHb4c7kJzn(x7hu=>J#qtYqE8cb5W+!O<3T2n@d}jLTZkbvh%S@IKTeY4YPf_3 zy0h>M2+59qubjt^5>r5%!`9-AzPm`d9d4=+LnikdUYtJw65^)fTB0RW-3+@ilW{UmcVyQgW~bAasL zNV8Xp@I_Gd*~z;@Yu5vmT`}}COU)j#FyD6Bsep*rB9cAqqUHf8anl>zkgRb=2C-Y3 zvj^CBUq8=ozZw<+kvJHrRyqu^dr9TXDsj+7fQIDwGOZ@iAxe&4?s#9y8Lsd)?zJp_@GLRn#2uipi%_pw0(5^v zDcMS54&=UwLxN5#$VM=IOh?PL=iA1u7)nj$E&%N_A#^M}t1B;?7Ig}6x_0l7bov|Y zF;T(2f9ELVE|%p-gRX9J8*Thm9jH%3a+fXdL7#lk4jO<(6}S!>(~#hy=eNDT^RF-w zNX5vdCRgR}%I;hHb7Eb4_tbsIW|yDHGW%xIRYuCZ`sse6xNBq*a#;FcasRBd`1|nSlrA~(6PCjj#(C>St zK_a&>heh>A1i<0^;%Mn}G;4wBVUHByg(!&3ZnGl-VS)y9E@=<|Ux1Ua4dwFy5z_>W z7@BXcD%SbY0ARPMEO8nCP3*h8Mbx*p)Z1GtM#sqWf){z&*>NP+dxh7n9rO?-IOKNd zr-EIvYpXU-5&T(~V??JF5E2V*KaCB^m>)gx6rfpsu zM*>Rnq}0u!-9sYl0%X|*w2`0AOF4q2IjDp4nkDDu<#orXdr@+6jg5WSt_t`-O=sDd zsunqsbT%TE6j(_2EYt0MrjogETCJl?S3ph!svNBd~|_T$?lX}3Ai z5NELAl8#AB;AW94p9jzc153ONy+z)1g_bQPBaJe|tI}DM`yv?Ys7^2!Oblj}R)Xhd zDO9~PJj1ZKMKqpSyq7s9t~ui9wRSD)qH+FWS6L>6i#*g<84`U4?{s6{_8ljpxeVWxJ4TmE%u--AergL8n@JS z308Ny=ae?Ul9M}pvXeeyQu&vsm?}WJj9*R`MO&6=p*XcPzMN#DCdL8uZcCN-Rj7jXN75;x(x& z?c{Zf-L~jFie!g>uTjAm9kf%P{*w&+R6sC(Ntv8lfdonU`~iGH6c3o}t~h|AQrRb_ zOAZ#Z-m>ZQfhs6m)Pv?ZTKl5o63mo%tW;8`N|PAjh8GWSZE?25tt22FeH`}i>ZC{Y zw^0CFN6#w{N)?m>Mqg8m;q^}w4bN?8aCYCZ{WS^M)Yfi~FsPY`{zV58EWZfZSW9>FM?;F|fqCnT0G+@|_x(8?1|+!oEH@M~Eku^fY&c2>K*jfB+V6`zHs( zVOj4tC92mx7bI1~CKC5<3%}kr=U4QlIr6p1PLJ-CtA_BI-ux76guB97vKFF5qBlIw ziop-Gs{O!%3oR?RCQ9-eU@{^zW%jd-_Rh5L2w_5gIVK9h17uUX;B@j`V*RsIK4<+Y zmOIs!I1yB#O!fj)FZY#Vp)f{p`g)pXz*t`OP=<1!m~Uy7@q3R21B!j1+cHPH2(Q>t zdb|EysNeG!uhtn##ymdKTu`VU^L>NwRFZp0!gMS`hWc#cH_StOK;n(iV}dp7 zcC}b}`*R+sj-?h=fDt>lQqkP3hPC-k_%`Y@0o*&BDrVWp$l>tXb<*rjFYfjB!#`?G zw>S^|cw#(CCcnfGQCo>aRkU=oEvHp7rxB0?fHsZN^LyE>BsQ}1Maa%p`($^XK|tX7 zy#<*XK1_>ArX}>(zGKnzq0ldKIe#*Gspe&}pij!NkwNxZ_t9brW5%wWW<%!a=u!~F z>XSA04H6b7@3I;Sw*pr#N}^fB7d?U|s1itpLu`pO!G>-Fha8o3j@D9_lqQnyL7UM+ zxgXq7-9q$>YwO7_8VN!QMxJP00i=+QUqVm?=GB=Mb4JvVm3TSV#$l}ML<7!i?A?|i zgH%*^_a-kIp~OpLxlP(&5+p6HR zr~lw>HkR6F3{n=!)t={`tAxxYXRXNZG|4ckbEAn-|@XA1pVHE8)W$ zt$?(&V9CAlQxnMfi1_-!NM~z1aN6k|R*y1YNu{?C!dUwbX5Iz`U<=V7gBHR+$xFr<5t1}xj;ge;LR>JDL!s=TZ>Z;iu_`&eF&A&|E zcwgW-Xm;Gc0a(WnGn{nek;UT&4}w6TI8&d@?e(|Ah*E4*(Tw6P^L{5anSb6A20j4~ zefP&pv|S*zOqB2QzB4}3Mz>Bkz-^KmcR)KP^;jP|!mIjt?wwgoACM!oa_bz~|6u!% zuu>Hs#;~ua4agRWfdDGCZ*_|RAZ^70QJc*_*Y4c;|LaaRt!7+&=MqkDTU-H;Nbdi( zLSQEh=2n!1MkgLCHE#s8V$bhS4^S3M(rYQNSOl*?|9MkGhG(ET4+7@?lTWr`DBA?$ zzLGDbXnw-E$Z-D5vri~I@j`Z^J0cSQpe^3Wlk>(KW z-H$e{c{3S&6qS&5&gL_4%J9I8$1g=RcmM0sOSH8VWwCT<#sOLphQ8QsdMJT@*OAx% zz5G-3@{x zMM#K3i?gHGcjL9?cM4;r=Tf%$ewc;ihWqMhONyQa=L><1JH8j?f3URKmfuxGOe;+oGA`$;Lyq7F zMj#lfafMLn5*Ktl+X#G%JA5rkK&hxg)Ba6`wV;w}vr9r*ydfD?O8}%-SZbdm5bL&` z_F&PGvsL}``}fc_pz~NrI)<)_1viH+dvj|=8Ys$mH6A;xHO!1p;Z|y+zM$jt0~NA^ zVBP9NGh{QWns)-hJ)`MN(8KqoK?movl}+?Za`+T7_N$A2El?k`e(9fMJGc5wXR$3^ z`y?F_k6g;;sgM?-#3^%$DEO5D&({NP;s8(~5A*GiMVOwvUZ1}+C|I2OlQ0HzB8ag* zXhFdn{JAvLj}!UjCeqetNeStWKkagED99@BM@>Nh3A-D;7V*a~f+q3UlfVKv_dRbM z^9t(U6|w)V;671mJe#})mAVygud?;_e?DW_$(K&MAqpRY; zZ*&x)7LFaSc_3>leE{NcX{OcIq18IqPu(m+JAMmZ^W?e%q)ZQGV5WMX*qWqkKSO(WY0UA2lK_*Z494_Yq8IQW2=w z;W=yI3N7NnYo|LUFVG?i1E&&n>yy;jQRnZC_JRvB?jw>FKq#Nv>4u@~`Gs4bI3^%^ zUX&|df&9lt72`Rhrw6(a;F3;3&Qr(@I`MezE-=3bqG}1qihHu}R8cSn``lh1eieW# z37o8VA=#MkL|eEB);M5@lYBv?XyR7PXQEpg^(JRI4;%~wwLFa7ChuJbP>=smdO}^T z*T0W{e}>)-zMB#hh{GsR4g52`EW$OrH_x#j3uZ(S62I&z?<}F>sX)D7@gQoO-9qqFO%kRc&Chn1>745Ygy`bH_K18RmUO73E_N$9*ERI;szP_ z1~5DBW~_kNn&%Z4R|bK91j0?c-04dt0FUQ(zusde9ak4DTAG9a5LbKOYg~JSWI~IA zGH6Y%$0jiA)z9Th{#ak!W{|i(4kbLlx;9vItl^-k4YlPr>;+ypW9x3=GVjwf>vR?V zEU==!DdozhYtKR>h%!NYWL#cH4*-%20D<&J=LU&K`hhY{g*Bm1*BXNW5b9UGMtzm67)GsFXu%vz=+vE(NsKV_ka06SW!4wmTnKv-==eL9}qFa*BRm zC57#B%RpXF1nb<*KcxUnL|59EgW}fej3Dfx=z8y?9WyfFKkBMc+20Y4MX~4iNR)4F+W8=>WqRszV~&7W@-HRX2h3P` zeM3c+6X9m_6$102>#i9h0i{ZFSw zmVi)*pZ=cSf$mrVo`I#%K0b?znqjZG#0n&KK9E@iA9-Jw*HrOets(gPFu#f6kC|cV zv|*um1%kS4k_2#~NftdsZV1=7dN8CtIAfDKnN z^DH}2-}B$EOt$H6LvkU@lQr_sLFSuDC8H*2l;PsuzF}f2Gr(>|2+fm8Zz0t&k)Sb9 z0`lY=BNC<^VfmT4_7E9$9-wTsJL*FMHZqJbQ2*)cCx9labZ?#-Ol51#@o7Z_(@Y~= z5oyKg6n|e1q&J|}=(3Ewx1eMtG_r>(%Qw7#c45dVq;0w=MF5+=YqzXhHcD;ZW8mNe z`6dG;{4(99Ehlq9CO}Pl{x!hinSvG5tcL{t90OD=x=Xh+5OT6%jK_qsMP2;ePKlRN zgDa4Uc(<{M3cE7wlRJX4dHs1yz|2Sb(V$xtP-lMQE1jCY7}`=WV4ow1lfkEa|K>o` z;vnOe;g*T-pUGMl@*03K%6O z#>@A81viOeSW<&T1KeMj*YZMywd?@Aci6w<6dAG{H_*_pM6Fx2(QPq~1}i&syMTEN zrDZ<+W6#uV`pQ36l5*qo#(KZi94gp7y{lQn- z#yPr|#w<28-|XAdB*7-CqDQX&&Q0EveZzmPC-gdV1Zjhu^%OOrB{(aWriC)9o~a8x zP-6aAH*(8-^VoOv>K#d2*jy0r7nS+X*iBKA;bUo5xBn%t|I1r6PE63si{}*$&Ef7$S1>s3DV?ruOvH(zv_d%WS~T zsbP1Lf&sEXbot`Vjejx3rZAvGBksjb%l_*7=*O&902eH@hv9aolIr5`xA zyZFxv6k8D73;o^As=}}A%MwqW*tSRHBc+H<$-J4r^TYf;s8Lh>^A|I*$i=bWU_YF3 zalfeRqlPF_9QqrF*|m)YFu|u|;5=ofd?R8>JS{60OMOAfkIHLh{`zF$g#*hC*W=#_ zZqx~!F;pL5b|Ceip})fhF7(ls{_oUwaf!AOIhdYdw|zVh%3D8mh`yd4CcHPHLZ;X_ zqzFnbKUPXCzw_`4pUj=xo* zs_Q`6L1G746THVncS?ds{$u-5NOWZ?00KH}{{9}8;}G^2lyCuZEZlymV`RZ=(zURD zG4)-Ha8T~o;yttJlUNsW?9aZ}Vh>7lpNwR6F2rA(F1Bq@^mnJAZ5j!Xb269%hN7}T zLtdaG_b;ZV&XtZ(Rh(7Y_--i<=DH`HC@|i@;a!Ib&xX#rN3+Nodmis zy9@}Oo!O!LJjO^U8-0R3r^R^oW`?+T$H=5tMjuClP>21Lm%pAgs6rNO5b?&d6-BRiYsLo%euwIw!2=LBaKL>zCP$gya!NwYpsl(GQBhE9M09)h^HH!rX1U=*k)dXZl8X@}@@ zbQE7F&O;B+eB^=EV+-UZn9qJkGrw#6DeZBx!?llNTs^9vje-yMSFPS_1+(#6F8OjQm{SO>>FEM&tUfD62W~hlsmKCxL*a~ZOLN(&eUGZO6TiGmfeOq zW!-#B-ZaY#uqh~a~Ce8!OWP(O{ zO>@VEQf1cx7c>)hp;4k6&|9p__4BNwcN|e*hxWU!%;;{SdDyF?Q21=HW$Inv^hIgi z7~}GyufP196|u)YcN89s>u+`6MrnQ^15d&xvEFi?C^imLB2-n{PRl3-zpG*3&nT4` zmGY7gW_hXjV*X_Q_0-HDJzUh9Qa*|YT8mj52Bo4>n0>d`)3%X zfUS#w?Lx5Nj(ltWrxf%cGa0AXpG&I~_f;oeD{^{Rq+XRwLWXz7O)`S{O}hK4Ijh%j zea0!w$pMuN+eoMQcYrqJy4?egT2rE`z0=>uqx>5E9HMja?JGH9bQ|q9BY2AuJda8@ zm=&98p!NINDE5Pi`1AxjnT<#3LEj&qeAYk9%A9z)mr_-Z|h|*@RPq{NgGo! z0P6ZX`nq@&7&#G}w&UO-3F^0`O#DJq6@K&-xH50JT{WjAFwjT){C;wV)9)-PkAFRf zLXV9QukGWY0!})c@pWhpePda(&7@Ycx|nU>v_NW7BPU&4`;^lje6;zw!o@|^OOGKR zN1g&8G!=HJs{}~Si2V$}1P6l^?1A_ca}pSWE5e~iU}{E)^gb{>GeTd++^ur&G4%TjQpSU|@qvpm(H2|Ke<>((CU z41?cJ*kahtUIBw=3YK2jrMUWbKpve*cy8UmUM}aq3 z0MKUrx%t+)@T1ohxM$tL7OWU1-FRU;wDnhRVG4$xF>FUomEd2#Wau^D)A({%Gwpf2 zx2@DxQ`kK;v!~^l3H0)sU_o@>w_({M;vE3VA3XD*2^#2`)(LE8N?lDuwn!{!yY-0JlWDa z)l>2&Ul@;Vxt)$ZvEj0!Og~M8%^Cgnf@_hMf{Xhq_19x7%FbER~b)z?0OkUj!08SvxI zI`&JiZT_c+4m^B2iDfNH^(=PH;FHy(a{VEda$n48Fj(ZjQ^?>3f3aj840)6;|D!n zMS&BTT^5tC39TsM1k^>DMp-W<*QC{y+V~??|>;(K-gTu1n!`eO?Qxm0Jv|mclClP9u7-q zMh(CbRkjega!xf*4)~yg1W1(!pp~DL{LH$JH}JSLw9U;CZeFGO?e4A;d9dR=6s3gV zx*mU1vlg8P>J`!L^;C2$WB)!@AI9?ip>Lk6q{dZEV=yC3fVNu+2(Jgs)pAaa_g3SS zVhcksEZD`pf7S^_SSvPwA%5-Z^IE;#$EpfP=vw6i*4>oOPtRt+n#p=nX~padE@Qc2#>cZk?_ z$e{a_;(xR7Upx!DSZ}QK|Bdza;aDGY#w&0uJG_uKPBiH7-N1pO`-D-ag9(hb!_1K0 z2a%gYKYUTUtUPKz(|QXMQYHB1m_oQ=|6u&rdD+RTW2gs03CaOe&y_9f^N(ZP216A8 zi}xJ5QMK$YYIYK}ou5`i+i_;61f4*j#O_@He=2{bMZ@8SVk7tc=J~J#qAPbRAl?A@ zqJ=MnX(5orJ7w1Ge6TX&Q44~o?6ykOo$&EBvHZ``tUp$_jmQB1`wm)N23OL-Nqx0@ zP#+_x$*`YwxCYWWRZ${?vI{7B&!O+te05QvE|Rn)d4$3DYgW?G9ZXjo*9rDhX74x-I`19gddM_810w)uGrXej0z;_il$HV8kO zkGJ3wx-Rz{F>nbxU!wSDpRIei;QJ|5GTD1A&VPb9Q3X%pw@!iFwySbZhd1do9ODC+ ztgGWGn%pp1xJs&QR^kkGts%xD8ult5039+Af>;&6&X7iQp8sdBOM{M{>+8t(FvL*Z zlqe4x;9Xpp;g@7UX_X+7EH$}-D@`-)k{D_Q`ljo-+*k_qOQaxKYL`)Y|7CA*CyAb- zn&|z;-xMppq8C~tBqY6o3GTuT>Ce@sh`?DH)v%~mif)d83OlHk3aiSuy5OI6!KlOm zH<9w^%Z1hTn0~SgAW0y)1w3MYS|sHSw(J6nkJkFBVbeH^u|Pt&N2)d|-Pwhr8oVjA z;`KRJI$C3NJNb^k!Upd`R|J}i?TGl(TY{f(t@4?9c$}c1I#gR8Xw{#<7PS1h&;NY; z5lsdp%lCud)=idcY$yn&bhAF^%~FT!2%>IF)2267Y%MX9JDtARpc z;jie^q$Kb^eWiC6@IS2CIhAuLRPFi`86*q^Y%v^EhSm6s;D!|*xH*g3-Ji@@UcpfGcz+w*c+RQ zYskv~`8xb0$!hNCXeZ9g>*C_V<08OgYj4JTModhMmye&9pPw5(!R_E?<9OYb+s5Je z&P8^wBWvPt)84|)(Zbe-8M*HD8@5i4lB}%AjsE_(Gfqbf(|_({djWg!^+= z8CDjSAU2u9&p2ZE<-b{-I>7(@eA;|p<65PMPebu?yhCI8wB+byp3nMx@l1!=152;v zjKamqw~3EGnQ_0rgTjz9!KOctglA?Yy{=cq4gu$XDeurnU{`a<6)C%SQ4uq7sAC1PKm|SZv@BiPCpy1aV zB>x^8GSuIA6dFY(Vf-@i-;aYl9UA3L^q;3Bb;aRP_&rSgS7iV5n0OSb^1rvkN-*P4 zRYX)Vr&#~<{5TZ8@4vUhFi|t3`h5eG5AOfZ^E0EWZ2xmR6q*X=^>>v_TJV2|2-7X{ zpWFT4bpPLU|989nf4aMIlf*x=^tq0nb$)ctkK}nVpVE`lXGX)ABs;|l)sm!4yB;3D z5N{pyhTrwKk!GQ0x+?Kyi?%F%({((W2vaam{P*NA^ZTBbvJ9G34?BdN{oz_ z``TrjqMsyUZgZ)gD?bDF8%{Jmm3iYjd!sf{vNYeOM|@yjl=|A*f8RMj;?9E=m!8RM6xm%LExXSs5=^oun4WjqN@?Not?w^m#C_Jr z(}N7I{0i7zALC#Y8n1kPI0eRnyXdR+`kG=xyqH||!ZA@h=3(@?g7$ZJoToa8C+m}> zD-X+upHO;&p98~3mH7^uhWF%)3WhFq8%I7)mGiW$(P9kjUE%P3zgMx ze2qTC!dSC3+Zp)d2sVJ~Sb>OGQYW)*d(P7hn8XyBgN~CGBfRaEK9!z?&E=7J@`I2t_t-Oe+1_i$g@}o#=ku`E%TTksh44j@~nP;kD^}J-a6T5eX8({ z_ojQyS(mKI&bLb58?zV2JMz-Wu;$0FF@88)4v!?A(n5D@kZ_OQfbU!wtVvu9l~$IX z#h2z{2eXb6r&r@a;ro}fFFo@g^ZKx9(KE#syxiyG6Wj$G{K`W1jZeWTXkyBSvDOfV zoRz@`(nAerXCArqd1=QATgMLQ3IEOfHv1uUJ~=5TwjalQ9Xol~TYN8bYsxz`6)${KlJh$#{^6V{Z|B5$KOT?e>Bmfx?h11#{8E@JY$`b-GV#6V`!?2j zJC)Aqzg1=U+9dwwpK;N`xIU-L$Lz;deaEQ83ZChh)Xu!h(y1@ienVtv%II9q%{$gz zxi&HxH2R=1Op4ZpSTWx!#t(LD;QE|QT>!;EA7*DjJ z*WzPyHS+qHa8EagAaV~F#q5oP@%IS1u|7DWLygjeGJ@%kzd)i5z=B=z;; zhtF`Q46c0O_91K*c6j~ne`gnvFfVn~pU-Q}G2`0Xm&ys^LUQjv!tsnrB-PfteUI$o z-O}s1H$J68MtB1;Q{XgnckZOjE|3|xgh$~dqz-<$i^7oc8dY{s3Gc=EVHl1y-5#x_ z*?3OU^2S6dazia|rqAvJWs2>P6UVvyCvQyZVm}vD469X`H=T>5`o*|lw5aO6QS9C3 zU)i9MT+Skx=Q9^WyRas%bcd%+-z8yHdCJG}&^;dUJPgHdRO}b_t!izy;gTGdgVE@n zO1Awabha|=LmSphyeGaqwQ#*MF?+D>ZFBZuw=`kHVLpo2P^zV>e03yFMHO9dm(&rW zdg;Y*({++K5nEwRG?SS9$Kuz{&)ZVHV&0lZ5%y$eV1)1~tF&JpbI~toIirkVOYz(G zmL*rO*tRnJ^Dv-Z=$94{c>XSsZxKB+ihB7$AO;CQc6I1}3L zI$C$;pV41!(RG`e?k%v^olkFTG9VFuo!sC=7*9|70%whfg6?!UMEg_vg`#%-xZv3Z z_oo+_+&((awB^nbk?akBm0cmO-=;RBcv3ZDOqyX1?|vo>(8|?iAbl2TYQ&1Jo*E={MJfekPL8zZcrt3?ND^Y7(<* zLVb)CvP``__<8QvtL!xQ6N_yoT?N(|Om*np3Bh*}lm5N`TYSP^b;hl=Ck74}^OWL+ zP~JBAx6U^!HG0$FrMx%Mw4NLPWtjZO=HjJEwLZI=poea@WG#Qq_lxQ z93nK{tG4oPiTvE)w>f=}Bj$4-Aj!qxWOHQi)@HkmKaUD-_>#Oz&RVOOtjS^EG4+-` z{oI`8?BAds=mN#g?ABe5V;EAleEd;VlgMc7TZ2-9W!vV$X}|$|qm7A@XRU~?L}E;9 zBR;X!%-gbAlKALP`j@R981gajoc+YC`w4r{@xm=hQpaGKv#SP86whxy`%w&dP9w+Y zT;!}FH>-}LKR$rTy+(N=-HqZs_bcseVYEL)h_;1pQkT=~yI8{472+WE1GRhnEO@*b zmZx-*zs1CR@bi6B&kC*XedMWoe!kmtOfcPoWCOv5-6@mHax8x8K{zJjHtZX=B2Ps@MBuVIV?-9u9VoBfYd!;_DN&seVBtO5B zX)%XsDC~`2&*VgTIgETgQw@8*#muSFCF~NBM{b(5VApE{@+J0pi(z)YuGdG1&|R;w z0S!)*?rBRFCpIaH{JmEpW_T`6v{C&sB^L42y77T_Gza|`wM63RxHA`zT|B*g3dz`i zw;B4>B9T#gYvtKhN}uK!)B?BH*2b#l>+u)?Gi6gxNyBW-r{{@_=e}^M^x`k873^!$ zA<1vUFWqYD#>BR&d$6qVY9+saq!vl_gyYhCA8qBf*UbK7Id`~q3u*wum`9M`I(moF zBhcbpvDj|x373b1W`P~F`!A2t&4Js85|I-65{e*u>SfIO@(g|bJ-c4FQANm#Uz0|p za@rPKwz4EC-UZ#b0i0%;Qwv*fLKzwI017_d+i-byp- z&NEZ1$@>z;%M1B6&s+*cw>y2z0@yKh_~Dm&G&_$a?F%(cZO-)%8wII)Jq6Zr`R2{% z_c2LC+n?0^8(#KOC-1?LFx!*;8PR_8Z>d3^bG0Y0Q*i?d2WWBypfLTCsPkVU#^NA+ z<=Q7vrtRDKI+B;oerAk#^oZ7O=@Y%-Y5h`Xr;;teJ-Q5VsE|A<8pgXD@1Yi=Mu}>l zYq+p|u9(mJ!c-~1hl$|n-1EzpIxQjFOK|EH<#ePAkSvTf%XGfAJPGHWLNxL3RdDXa zhcMv=VhuZxi1{dnu(h6j`IS~Z+lFOJ+Wj*4vEhoKq7h^plhwK5h5`i6UpVH))~SjA zTf2(VL+KhH!Zf<`Wa09@^9^U!964~X^Xub$2rVJ>ygX2iKRlV}`o5#gZQe9Pw=gTy zpuDr=Gx^_5%mf!ny>Q=QXGTRY_^QMS*Fw5xnmYv>?U8DNcx@2P$**UM?S~^2BiR)v ze!P}R{IKuuqQyhaYA5~&+%fxO)_xEQx@;ohD1Lav3U_B0>yK2EI{ZQ7w&kDi*u6r@ zpt{$FI7E;^;NDZ{IeowK#b6~a3badC&G|0%CBS8@y3MTrdu@T%uW9z(%#+OujTJEqy!CIrOqKn>TD{>h48ZV z>Cz?k;?YEpp#+!ShgKbL#JaBj4a#@OjHwD9?i8ajyg9agQZ06j(%xko3oUA#HtmqC zXuI0`t$imu^5XiGD?C?~)%Jgn<~Ip8x5rUpjO#B}OW6|6zmVKn&7Xip?k->Fg`dKo zV#G~7np5OPtO?!44#Plwuw<*DnAz^9yO`hf8LD~sxgW}Qz9e{dI?8>@(R}Z)L=u#; z!++`q=2Tdt^WSoa;EdFW`hEzYssr$(LSzlpO@_hM>aAnqjtcfrVE@WJ(y#9em1f1m3x$H_z;W?6;LRR`bs;41|~kz5`=# zI%)cwFC25awE!?HxPiLrFUO3f0q~%_U9ICtD9rB^*3FM*5?i%-J9d{CSCHb1)%;@q>e>d7**@qtQO0l0(n z(`I`xTbPq-iH}C=9HQF8S%*W2r_R@qS0Rqvt%NzDg+;3_HaQ2GV7eLPd0Z)v8S z{^9L+Nn%;W{{DA<_KlLuHIO8~9?h=YazA|L#$ANC7*Bg$i?M~c$niL^i!G%Jf$y4W z%KKHQU(}sU@?`Z|TTuM?Qsd;G6Rq$JC5HM&`uQg^Fn8i>`Q|K0-cP6J(Yso)wPraw zRY|f3sX&0V3qHv8&4Z#rrfR?I*6QdmBv-qN#&|K!Yj1B2d;TTn%1#1(?$H>}0296! zyP)C&`>sA=u|Cte#Re!moMPC~v+O|qJ%STQY&A-O8Q z{pE?X&XatL7EQ^%o=Y8O5kg$YQ8WW+%|D6e8%LE7I(2{O2RJak`J`jI?E%NUuTFmU zsgD&hfe>U-jICx3w?QY6tIwm28xwo<219r&!hMPMq^-Nh??TRLIv@$AM=y*6dC@>D zA9iFsbi8eL6X0=VyqLphw+v1LRx&-W#qV=~UB#|^>qc3&WjR&k?e2%({YIpCmqZ~U zIg~F41w@Hz<7L7`cIDTEQkNMX$X!A9oJB`5H%t@FfoY-%J!M!?X4RQr8^c3={Lk9` z_D4yg%4Xv;PGCqs;&9b#UH1u4YF`8%?uI(KO%Oi1;{>}};_21-QIR8%k0K4q-Ough zbQFdO&S!t_9#tn8zc>c+%@d23G%*oINQFbSk=3gWAqK4t`NGiT#v5LH8pZT#$z> zD4?m~zD1AT9sxcIk)p;eG_@hhIr>%-wse8go9Iq=nd#NYyn1HzEEnm=Ysrq|-@aA) z_@p0-jk~eFH1$t(W4;X$mu))lxhd=@BH!yD{A;&1*XtABK7Ag9(xDC%@#WDkQGnE> zoEvsbnkV6`OIRVR2GgIJufam?YK%D*1>~D8`4K74t2`AeH&$WblvN*tXok1eXO`JX z-iCRgkFFaQ+UN_&CDS=WNdH!Jd$5RCgc!btT*-HV0)W=0b38JuSkk>r673cn+F5!! z(=dJbP0w@8iP&3hS=qkIpMLim%-uOk@x zY?@4OL1k70S?jQ0gq;$WmA<{uHtF&U^>czQ_jqQ?=EL$KU(He2ZIi@s@1lzU4zt|# zXz9?{fh$IkV^jw#p@REX;xysPeQNl8)qaj^`7b0ETQwV&&62#dRO3Z|{&VCHC;=;U zLsIP)Y_2oZqRx}idyh$V7tgn-NduBIz74w`CqZG3s!Ghb0nvc}#>YTc9v+iFtdg$- zNN9HZT;qdbBrmEUa}HJc5|KQE`sEwo1S4v@`?y32H`#PdeiWLBM6~$yq_yWCNQk=u z9GODsr~)^z8uA#aB;NihpF*1+Hr)cNGp8sE<(R!NRMHzc<^vb?1(QCFH9u={VQJXK zxkYr$WJY?@Oyt1h&+_B|d?-fPqBB6#@WLs40>JCDM=s|v3@0}KWQe5o^AVEvVuy6L z6DOXFhV3#d{RRNTik3Sr*~1nlLK8%uuhBjJ>~lndHaMKew{)gL_sb*Bn+@MP(Co_5 z;aL-Q2mb8+kJ*5~R=k8C?S)C#GlI&V-)GBH^PFss+taGL!^;Mwh&7`^D3dm*p zd3-0QPw_lQn7RQOBM7W-oF=q1529OX65Ko!5LN99&v$ zE})Hqt*v&YR2PH+t#(Lx1c%fN1Axc*Vrz+$WsAAJaLyfk2-Z=L0BbbVlotA;yHQ%{12}pRHo^eNe=7bMOIcJPw7m ztX$(0?zni-+vf$ZGw(8wMQZpXsA&(=M~BeZ8>e%C^+})2_QgZh^sz{`n+Xo_ShNo% z#=MZwO1D|wvZAIEgn(6;hyPjO%SMp>RBLU3Qwn5IZ6M2JrVhX$EE$kgia#=c67uk~ zgxf2>IsWVq3u;mVVZow^Isn=02K!gWo;`?vS#az77ahp8A`}t}O)~sWzb@AT)Tp_| zw-!7H}#K9KftAtnm0cA6hg1`?hY|g7Jym2-=E!Eqzcmf z1k+(+d6e%}vayXZF0D*Eo4!;<8f3>EP)WAwDS6{KuE7c6M^nfjB})4z`t@H#hUsZV z%K)pwk^_>47{r}oC#bpZ6+X>%CGQr9#e9FI9R*-dtkTJQzPWYOU}ss3%i!RJiVTAY zAD)Z>g6f`T9;~M5L?&~14dx)1)*}!-l-}O@o~rPWHAwHuFaMpR@gAV0!pa3@Vn~_K zup6ZWLzf<>!%jL`ezw)wZ z$C~M*ztte@_CjQ%*F~np!_;Z|B8uFXC)}1_)RS>&F~_lR5@8xrsq`vloPtzGId&z4fH3I z{lD%Fw2A0)o7LD3L$h9f&N^&Xz+CY&R?J0IpDi z^9yXdGc=-JYxxi;YY~9jP5^l@X66hRwTS#q=0k1|wetc>VGlz(7)uJV&ePo%41{YF z5hs+stt|f-OfT4dSloLg#z$XJl!Nc&VGC?}e(9A!@M#d=4L8Vq6e+?O;}Ypiw#R5r zh4NrQ87cin;=spreB)?HU`hG}!(q2?AS{}Gfl__Oc*rEda&fvx*L`6O65)w?Y@)}s z*!*dism{k1B8UX-IMw-mZ_Afhp;!4<9sDiRpY9>`nFxiki^EUOvk)VxDSgX5mc zwKAjg0By~(<`~x=$YtC@uvqDINgZ3JveGJ|QzCSZ*f43U&!q7#y>4&3)}3{7Z`^CmHk2L+ z$r#~aBc!1x4c0YiR z$D8ZR)wXDXr^X=LJ~@6NOab^6fuFzh4#56XI1QH$T9nA3g!1+dAdWrpuMAv&-b1$4 z$2eSpRmTvl=|h;bFEH(gF3r;M=y9wuw#_ei(z#HKxvoP|(9R~haE%!_jNI*bf0w?$ z@6k`Mb|?=?Yk+z=at|=f_QraEnd&MO`4sGU2*EdBXP4YEzAJj{9eaDsXX7@ct+4Ui zP5Bm@Zcwfa!*vy=9Ps`g7$NevP-ct`sl#dJHeN8H$jd z^h-3hj_136r+B*0hrqqI{vFi?ERltG z@yTh6FGm*!czVt2d;6o?3DaK^&VmyrL@1tJM#iBE1NPj&K4N6NrHv687H{Iz7N)P3<+@@NiX zjSIX0aPul*$rL%a=gG!sjhAk024s|fIf=Q=ooqY5$o)K_oA>hdMeZ`w%?CqMmEZXe zaOE&V!7XS@cBp>m+xb!dGK+7WZ-N@80?!xW^3s2TeJIR@A;DKcOS`mB5-1PF7!Kl!Vy1k7xfVf9YE^cjqf?AKKdKr4SAtnuWtY#^>V*Zj zi4-xuh0?8Y+pj*&67*oYq2sb+JLa|U(7YFwAf;(W*<`_M==zhmBj>uG-tA8ZQ#956 zujN;VZaF-Y)H1D)MT-7#s8{^O>maV^UQ<{^LGcj0Rhnker zZn?)LWbt#G7Z&|T8(g&^}%{o(|U-eEAROqHG!jB?r0mpalj7Jtc zJqAJYv7R=&zl`{34xhm$1F@PG`fKuYr8y;KpfM?4a_=WMT&-5-?B?h8FO=a{4;sx* z0`gm!4ul0dk{S(O*CIK^!SV zNYMVMk1n46-&pXtP=wf>dc?e{D{r<3Lj2Pz0LHc#51u;Q4}?ekmO=@^lHO`c{B;l^ zzZzHci9yr4L{|6y4F0ZnY^GYN^Mvl|kgZXqp_&IK-?~e9)pTB;rqT=SG^Ww`?}sSd zL(4CX-m3)bi3uc`C3dO7%gn7g`%8;rbJY5Z2&OKE}9ppToo2O+Y{q?o&xrDvsi zN+kePV#yz0a;xG9$^2G84HS}Mmtq{0GB^<=M|}d#buQN7n8RbZ(WcLb@a$hhPP&KH&)Kv!?)FL9oX|nx{oKcn3 zXF`ij*@SMp0$sunHF}k=X1q%!LXST8(k{&-&W4h{eW)_f0{QKSYPO9TWyB@semu{J zP$2#+R$kG|v^-y?j>fxMt#p}REBJa8DM@%*B1NIhRgs8-atrtcl#fT`xQsMg8#$BL1 zWlnCHvxqWHc&U~?)e<_>dBVLj-@^3BmQb4>%_X6Q`f;F>Wz&C!uvwOEF0~T4D|)za z>6;K-o>3qZny4Rta-o-y%&$=(ymwyQ#}&s%kx(=n$k z&%bM>v;3vpGKeD-&(5IjI!vNsG!d&$Zki&w$6-tHf@Ct(B3u1rb{#}t&GIl3DX^TK zigj)B5xrB4yR-E`=mZ<3Po>$b`-D?hUIvcHuYhW?v4k}|Drg?A2Y!q>&@zan@vmWD z;Oh{3$Oc-&69`66G$B>Z`F!rzN-h^1^Gz(+b+~_YkEgWE0l)Q8IY=9Lkleo13-(d4 z6tSPnOrzVLqJBR4`5_?gI*FwFLO6m01Ac&s)v@Lskf0wM&h<|!7o@c8yEb2OvTKcC zD1>SPT%#FwSilr3`MLMSIz9I_HsEX?0;ky58{d?4pFwDDfstTDrR@_^vM|xc+iqhP zM-l|aP4fs2d2!u)4*WmfTK zZz4mJ^wwuDF9)A4>%x0`F=LK?u?dx6+5HA0@4Dk?9%2CAtUZ||=u2uA(D!9yb$%Eo z=OCrV-D`Q%>)?uWVL40fp14U@0t-e{;@K-qCzz5Nicnvs70 zm^JN$ZUdCD&tENc@_i$5fxK-D`G2IbB7EsUlYf!w*{e|fdpHC)nkBk@R<2IFzYJiY z>Z^j$vD8t?&4m_3Sf~X!XKuT1EyI=ox`)Y^6m-DQ;a(>ato7vhNeWDC^?9Nz@R6c1 zbvpfJLq~V%so|7LE`FFrMAi#p5C8P5fnJJ6E#-Uk8dAbo&^D#2Lp8x~<}}l*@4xqO z#Ahx$QB2TD&<0tWMbd%1ic|cW9`pmk@58iUkb#m$7-C-=hKjU=s?O5}oZ~w8M z90>9A9Q%M-o*_3EG4W7#(9noLEUlsY7pEJ2WB;(6C`=YO3GkN3juKx$`I?grH6|HO z#-M=JW~l_xE8nKx>mOc&x`q!b#l!No_h7F+Bo@qwF6Y}@^`!rg*8w<%Div7k?uC2~ zE+89};c>o>6`%P#EF1~&Vl~VPJiv|zaVI+{bk#xXHp%|0r69-lf0!B^RPFIy**bZj z|I5_yQQ&nGX@_Njhaoqgt3+HDP(8ANSZ@ytWM+zwrVEYx`;bUP2YrS0?f@Uu&jol@ zg7!0cO27X3Rb$w>y(CYU{+YTg8qkAEF39@=xuu11n)u;lQ_qJAxbrWDCki2{YW-58 z;kq8c?^QwOKD>^(g!vZ<^o<#}4=-qRn*&4Ys%r%12@P-=`GucUV~X6vY}OFpEB`+? z-H)sS(?Mb&ZLU)2fql)s_C!?l4P?dMfRXqrebD;9pC%WGyTFWX7eBQHxJ5qXm^ZWj zFAFt*Y^O45mM^fKZl6Gk>U0STdLG9gI>=`Gv#QL!#5HK@8MVMU0ET*G=52)Y_sDC( zO`uW?eEV^FeaB0Bj~~AOyRYDZl|dnScex#*0`F2c4f%k@$z`bliopL_B41aK1*sd= z0^T4OChvCcvQ{nb^&xouXOKET-py_}asVX%_`C}2Y0n|_+5cxgoSIYqL^w0B0m<)!uX@;~ajxC4Eo)@XnH=yH@VtyRdY;2B#5QN>{Lo z+pa4B*b_XT=p-V2oF~h-Y-{Kc0`fR7D+qm3Ihq;j)yIU5QRxP6Eo!?sJjvTw5nCQ$ zmP)&VRsa87;@0xNgYTlHLFMO`3sMsI{;|Qq&Due?u?5%R= ze}&*#7x@ebQsl79vIB15Ke^p+a>N(0dJ$1cFe^pzI2D{QWI=`N-JO{|o$SU{;yiT< z3L{Dmc1aXQbY(|;#ZM5wDXk#6jO>TN2rvuop<+4>Wvs$t*j}{4<3OST*?!>C=KB4p zK)TV?cofKl;#6qg2{QOs2rgKgz2pjCeu5W{$oHjH95k$xrNWy_9-emK!N8`EgwnPS z5aE#p{sk22m-q5J8&8i5`~z)L;^Yu}n`xWw`XFp$D1*=!#Vz{jE%;>mhYD9}QO}he zK`;Ot!&Mci@UE^Jk9G`nzM*hN!*4&)BSS-zS~A%;qz43uar5@hZ$!+esm|U!oou@# z6g2$u%B%NJ?*2;$!A~HlVEW-DBN+5s90Yh{NMeY~EL`sC9-IP$^T(_Gqe(tbEVIkC z1Y=BYQ2?(`b3=M(`%NE!(2zAMX91x>6?^d!2Mf@20(odG7tsHAGIF??uoY{+xRCmR z_0*SletU+YpxS@5?%bc~LQR11I6ydj={($BbKC0F>%DI621b0OM2>$6|GMz>(rFN& z?`IlT8VK9=o`(1o2|Wt|SDw=2t}^{`fc2k(K)fqcUg{4znHY|U3J+Q3;s?%PtDYL2 zP$hYos($4lLA_I>gDQ)E_flUVTfo&dEX9IynbB+;68r z)hC?QMocKif8qy#s|D2W8o#vI?VI${A!>u;uhv?NjY9KgP(ccP4zzBY1grcI7`D=s z!H=vOei@5&I>iZF^B-&kZV!>EJxE(Y*h4P-Z>!J%MSD*g6Y(LZ+7T#7>og@nBr4&-!G=;tySZU}VAZ78egh zm;K7`>xEZ*=S=b2D*+z8hAy9aG>ED8wXu&~P=~APPV79S-D8}y_Twk-S@HPv?LIxw zP*e)f0Zf#jL9GDZl$&^^Umho9$qw;y+<8#eg+c;a2UG{8!9g$wCgheCm*wNn7j~8* zRTt7?$+##`h$-AnV^0I_^e)X-ABzG`?qk_(1sIq8m^6WC5N$ z%R!0Y+W$%+ftC7dzWGDMq9A5pg-3&WAotH2_jAL+>~-&Lr9*2|(4M-iu)y0M0XaXf z7<2>;FuxfExZdi50Aus3j@CBOeG>h66DW-55Smqg5Rm4!636iac6$wX*H;&_7q#$X zJ`F^m{{6ntp{M|PxgN|{mt$_Nk&Qj_0c%twu={bZApk@n=Ef(dbvD9o9Q>2w%OF2g zS*pda!R(n~73M}_E+nL+AVGz@^G!HE)}SUP59vhnA9Yy_u59o>J`vZaX0M>s_WOe*-le=R_bh zCt?IlzlH-MiIbL`4(7_@^NBs141i)Q;Os%n@zkPo?1Qp>FpnWvVFA@j3Sl^dj#`GXwlRg-xP85JN-^qL7-dA+r4Thcka zSnq7AXnlO#UfFw?)H1L-AL&5WV&1fce?I9upoTq8Nd3Qzfhh9Sr{o?17%M4(rM zc67oY&g5DqNkwtklT|47mvn9xd1>v#=Bd=_L4ehyU&m@_pl6!Fp0wsnZ#)Srm( z%uTzpFx;5bcO=~jW-YP!fqo^cT<}V!yw_aI*JWsnikVMSi5p=Azg=TR(v!N2f}`3wk5oyl`YV~-Tx9+amcZIZv1lYFnI3X#w-cW4;w5OT!xN0*y}k7c|| zmD3b&l)iI}1!-qrq)!-N7Qs%)aGrgcI(eQ5)^rFIvMpx|a@1+}CglG0rqi9$nI!*e5&chNQGZzz0)Tbq2g zFkXgx?THSfx>nn|dcaC1&r+K2YuoflxGOIEHaK8T_Dy*jR(KW{H(t@!AGXTV&QJGE zM9g=caTuw$5A|PP6KaX9Vu+>AQLDU5fdYS5`+`kV;ViUjDBR8}zYYa|nuzZbKF43V zJ+3|-`gEAE2tRXF(p}J~auX)lTpuV5E8Bf55_bLg7C)TFfvWW1H4^Pk_h%cNjj5x9!X{AYpPHi~2oA zPMY+u)*WkZI+nac8jNmFYPoDCSL^7H6O9zgcq_*71XPHn22rm_s0nK4#jKfwT6>X|5ZHh+06 zrSbf{z*RK5u?w|ZnEOH&#z?L}^~6N&y3l;#!;d+zxJ81VE^PHoi*ZtG`PRIdQxcWC zq-AKu)xj~p={ymj(tZeTy=9rIG(Ubda>auGoq7m+L(4~>SVvy&ItW>|5qmm=*4`(q zClNNPCljT-+?zh+U&?Y)u+DWC3;eFjJapZeIR#K9%YzK{r+3`gV?!Sf6NndFo|!tU z%M!`Nwl?p3(GT*_&iPtFoWgBJVD^<@Nv52)3weCH$#_l8J5+dW(Ru}ZrZ;*+brmNf zjve^jb8(6Ow`4m#S8+mzmD4y?yBG8(N6$cX&5vp9VOTzvBVBH|Ahnj(ezD>tQ1BNQ z`Jp1Bo2pIj*zn`d(CHk#oO!j`fO5@3P3J}VsrTIO-5{nOou+P_Y(ZUyChw15f{cDy zQ6`0x(Xa57EBUPJ`ud2)o+qg)V#RskY-CaI}i+363`hAq=ejeCbFME@9j(U@FOz_Fljd~6i zkPVVHAFJ(*3aF8LP@(Rafez^47^mFkhRAf~ykxu~E`>an)6cx?@Wy@d7AM%F-Dn74 z7eHinj!sJb(KM>UcH6ffj?&m92^~$mDsUkB%+ilX_!Qe2A?oD&WfZ(+O$+C9B4+ND z$_9Ha%{n*w(eA-^7#(ArtS=4gdte;Y%KB}Pwb(3$>DkS#*E$?SP&V4Vgfhx*yy>am z{68iY=4coq6fBhBc+g^gOELl$3gyCEmKTMZNnDepyi$QrIWvzG*X9kF%@&b9q-lpV zyL>6O476}|bh6NLDVe&ghC(S8=A z{#&ke(~|e#KaDvDAZ0w{xV;zX7?iSJWA-;Hmn zir-)o+Ybhx{lnAzyVR^vM%TM$*MVvEL+{Az!rqIE(K+;_d76x4YyJiv$Kxg3_=g@k zzb^yL*d0-e=#2L{_R#?Qy3^A5p@=QK9_QUyk zbznawb2+J95Rc(D)PVLLyQyc-`hi_Oj9JQee#)@YY3?m> zmqA4k$^Bdhx6>QTVACi{NTf1FCAbf+0=4f@i~992^90K*1cH;H_4D1vfW{)#ATi7hoRG`Oe4rD7`W>^CLk@Uu|$rYGDn$m zK%%sO-ior{?;V^k&oD{Lg=cYnfX1% zn4oXxir24;OKp!S7Nl#uc=Ao1vWykLarWarU=9=zL?yROSa%mSKayb_ z2mcRcPTM9Jn}mIe9Y*)H)7M6&$b|$qFeT@anG;F79XCurj2OsbuJIiBx>rh`aT8Q1 z&|tc38yKj$@Xh`hSu%F9Qb4-&Hb^=w}fM3QaSh5C~hUqKsp3}?Sy zcHOE4O%o3Rsnqu#5pAmFeHya`4S%-wd}F7n{|=(67$!!PUb10lr!f;@9j{%eug(Do zKY9x!n*Ay$=)b#Z#<*MY!fQ7mdH>d1fHp5=Yl6X96yAz~)J_XLv$h+SKL}79w5&+) z(N+Dkdwm~ahENI?@BbWJetld(lmzl(gS<2CA*#hMS_E$GBQM$LI`!B1ERT@N9Ew>x zfB}cah<{26TRbLapNe?jn!71z*psY^}+kFP_LTdWVUuHLPA-=N0L3 zj2tIZ&(JtQsL%XM*2b{nsCHk70tq%SQ?FP9Y085K7g5}_iiCZ*ZQlZy)6#0FY@jc zOKq3=C$UgipAax>c!U`Hp^cB|S7yg17(_Ur;(QDVh0o~NZmo&%{~-H55nSFTh!qrk zK}oKKnv@gi<$%uUCdOi+R* zj(D$JJ&@5t$D+3Y#MA=P9)h+X&R|XOS|gcl_1P;Qawg$Fa{vYh5VBX$b{^Z|@F6&K zYM{h0hEn1Uu;hq4_WEHdPgi9(P;HLs6j;S@b^$qyc%eDJM4nKhYaZWV0ykPQFcv4^ zC~}5f->r<9si_bK?mr2%Xeu_GZx1&yY|7 zg7sxfUBFG3ABaT}!JBzZ88!fW+etx%#V{8k&h`^|r3l2v8o=)-)|UR6RJ#xy-Gp?F zrw!+65J_N7?9vf-efTq@ZRm?;+qN8>F9xAt)-6k<76}7eD}z+c{##2^UG+&>6McX< zLDo8cJ^K~q1{|F@o~^xOC*7M$}nEw>C)HJB;w@2b6K?b*0cJXbk4# z{cV}Rc|=J2csCp2y?;TOvHCU6#k$)v%4@T=5*p=W@V+FJKrI+=<@;vWu77*;h~v_E z2xP`vg62<65c9kw$>(iTZRp* z2PO`At@DClYx)8QY~jbPme0~HbHu|Y$9Jg}btu#J9238S*nbBUjo_6!b3>78U%*&P z6uj7FTNz~9WA^vSscR0w0~{W#xw0K@Kr4q&JVsv7^mW5MCNvt|e zwvG6FpRo>BTvGk!KW~(i)rM%I&XC6{{h!_s%iiL literal 0 HcmV?d00001 diff --git a/images/EDA-data-science-3.png b/images/EDA-data-science-3.png new file mode 100644 index 0000000000000000000000000000000000000000..5719a833a23e18c825ec500ead9e99ab61b42ac2 GIT binary patch literal 30939 zcmdSB_al}6|37{?j;xXpMdgq!gtEs$%BCnQD=T~Nd5jb#8A+Mho6NG3WRL7UB75(B zzK^S(^?ZHa&%fZ?FOIA0dR&ijAGh1>em|b6DBU?jL`?)i&>2~oTlXLc2|nUT6PyA+ z>;mcg~s9(1@T8PqXD5{{OZ0wCuH#u)`UZ)o$LZMJ1_C_W`_io+(=W+0xDE(tc zM_VB-E*BRUP8VKI8+%hOZb3mouIoHpJUkrW4h{!5YexfD4r_<2zX$m<&MjjHLwhq@ zM>8916g;lMBO512QF?m#MSuVOo~NUk$-i&1cKBymV1Zol|8Q}0Ug!EdHh5G7zAB__ zZ)ObM4396yE%NKm|L592?-AjGU;aOn`MuI#SHV)nh(x&lZkrg9!WU*u2tq@$whD8|cQjyhHwg_yj1Z5%aE1XzlbrAOB}+_P!9p_fmP2!nyx!Iyef`|BQnA|JzZVFT$&>T%8#X zj$)ruN`Dkc^q|N@FPp?|_QPWxk1x#~9$2YZ zHou>(rugy9`Tw4Gj2y}W3Duq%$hAbp`q{jKh=&m)3i#=_j4X72^6#_2@ej~(GF#e zdlwBl%nXc;?zU>jIsC^c&=1Zv$};;#v8$KHAMUL2Z&a+-l;sYWn)E6f^ZeIGDv|d0 zAQXXO}p6cFLdWE-Z;r> zvCq2ID%W#g+(>?rKWBI9d&z4Ky_Mmcww6OBR*Qo5m83EMcOzAnkoFIt0;^#@?JAQO zdKrD$+We;T$$k8fkPE*3(c-WUH;lEZ$QaqQi*VIrt#__%-irv&{v8OQW zrum+9A?2h)_0gA|q2vm^rQ0{33*4op^%7~~vmBT>%vh#8*^Y%I=+2106RfL_Ief9) zpB!|&Gi)xNN8Ot}OAdMRy5zCeya=&etKG9Jb>BAk3DiG##ZK^WJw3s4qc}5dzu(p{ zcm9N}ob=h-I=?{TV|qPFU(wxxs~=*-b&L0?4o`w;a}=}tc5;a;_Ufbc+$RH&jOXJZ z$;vcAoZtY&p&&W2ppGZj|E%XY8OhV4Vvg!K@eW~wr7EBN@-I(3shDy9Z~O?pg)+s1 zh-fmTZKcXG@-?`{pExb{4M*$w{B)^zSsEGS&|P#(LZh{{aLAbyx0sNl6;7KKV-n&# z?48!TDNP9jk;>_VT4i&iPSHAkX_Ly!!9D^8m9#<5Uv~$rTxt?Y*m4|+&9}K%l3(Vi z28BvEk924jnI6_-Lv=oBM0|UZTTSC&bl^0Y@4cRHCzsJ#Y!}h^=&+5DM9jIr8=<3h zDp$KCnC+}m^}&n<*R=tc)vBuN=r3m(3Aw*{-KdRb?fNoeQ&SSGRGuh9Tw>8n@^+X@ zo^sfgKRq+F?Of0qf?0?EL~O=8C}uC{vBB|rWK+EPVd?UtuH%{Ek7LNhag5jT58aCX z+R#swd%PxXTg1D^9$Q->oBHed?Zv1*#6g%pN$G;MsV?!1hW9BG;a)F7I*L!W38K5f zT1VNmI-6nD`1_+?gjdN@x2@MX$T7O2yG5fFE9Px)Zzc2&cOzRzzSAzclcY&j@Ngt8rMVDsMSHMm*orl)c#*^*&dg}p%w9!ilj+i}RjK@KGSU8f74%;u`MeSWqq7FCY7W~wAr^8550Dy0TT zJu>&3ff(U*J4oR^1~9un|73h!yfHptl@r1uO8*2%w~Cbj9CP4F0YU*5o(?w>P$sv{vbR~ng{k;q9vUBvzzU-scN0s}V$3H|LRH3-K;>8<7 zjv`ZZa;BC~vaL}u(KC`cYIVnue4QUW)89~pNDeii(v^NvI`2?%d;Y<0rb{<^QLVw9 zzjvHyHdc_QDN;2p#GTo!FDKK3OYwx0dNAG)es=zL;w?N#ORYI+q;j=-lWnhdI<=2; z*25|8g~#RDOG;OMFgo4Ws8*xgmk=)$E79f*a+g-r`ut7q;M}WI{xhhOLbY&j5e6ts z>kx~C7QMQ)O2{m3AdmZVG_MLg-_Kls{3<~%e7=^}VE^?XH5H*m5>#TCpCVT5s~pL8 zU+!dpq5H<39=7nN*p^fXG~p8|;P(%tOf({pfl$2Pw-@>MTyDm=HB;P63wDo=GBiA% z7cKER-03US@xYF0@gygy!z*EwNA1hyk@k;Q8W$0t+l^|A+qH5v&>YY7v~a0*E1J<& z6d9y1B8}$gW71M-kUMzQ`AAdvFf%Q2YLWrI$QA{aqp?@v{XP zg7x|59hNcRh*(c2ej(wr?is*_$+C23+?ApcG>>Gwa{mzyW>w@FX>I=`?VqziseD5g z?=!SX9XCC52rHhyswds0f7}!(_gV!_7glp{U@=>h8L`}B+~7$P>tE^#V^SG)L}vaY z)!5pz;wO*0b&d|&hOHWnZN@VV@6=2sJfbqY%MtG@8R90m8}arH5+`%%lSPmYt9_YX z$m;#}G@pnFfqut^rf^9@Cb_29(*Rwq(cv3EK{W)#jh;1g%8KKa;C*> z_^kNx9P171p2nR4FBfcTjGG48OAY5kqKY!_I`=YH<-9L7efy`w96!33EKG*tnm)1U z&vOtXrViMgx-4_QhDEl^oa4l0$nMUtRdk+RMR>7CNVgI}G3Ad3DgR>XX;K_%bl153 zEb~N>CU4d4pDD^>g?dArr7IOKQ=_aw@px%O7zL)Vx8GgEFE%rsj20Rm{m>)6Qy(s# z(SgzYxJMN%RD!il+nrJ-4iDp|4Y!^8_F@c2FXe$m!CbVW<_Cr|e)aON8M0p&c!IE4 zUFp>F^`3d=r+SCh=rshzUycCSQer{R@k683s-3wNe%BPjwG({9;~5nag#?&MTvSSI zL_mX4i}K3CJsUhek88ZsI$Z{1g`AcqYSwD@ovpvre{k-u0g3eGqv$y2P{|KwJtjjSAqdB#+$ zWa^pDPQkNkUwsQ#sxZ_vB59c?zrEJj=uWl zyWv>b1Emt(kfq@BY(x1i(Suy=hB?Jor!{@xMDKZ$tL80=Chz83HXF1#DeeNGx&a|e`9X!%)GIZgektN!h+-L93p<;8XoOvjv00s_i`{_&#z#KIsgEs7(ja?0B1e` zu*%80c_GYd}nRQ>L)SZZn zzV{47ci9#66Lj&*3)_nms5mx!YMpLSnb|JQTMnj}p>S%`m7qlKUKhzTNC<~j>@P7v zdm~P&3QU!2l9Cl8pCx!&0*u4D^-b}FJq#DlYOVy44(2nmIbSyQ9)omSvBs>oU;oI* zbW<{t@tkhM;Qd&Kt(y^V1AS1~~n<=_;wW|mp3=hs`k^x83A zuQ~2x{ir@#XlqN?lBh@%``_3%R5=Jht)dCkm15af91{|JpWoE&x*Y);bxd%}=8)-PLL^?A zu&`t5w64kAz8LmApk&<6(La_Xb-@k+t%ngRl z99dPsU6Ng9js{yVnh8ig0Xce_2ZJDlyd9OMALM9EUh29}>`~BR>?$4OG4@-)rsrNP)v%hMZ;%4+h*GJX6oU+<~%@M-fL!oGu?MceF`t__P-zUgV20ugqW`Qa8npS=$c-xPL>y|WhQc&HC3IM} zRj1vBvC)P8!>f^cllgM;|MQ}7CY6u(j92H}4xV4+n{DB;3Yy`NI|$!83(N<_h+xhC z;iLIspf5*rYWa(H8Pm0ga*h#dS<9D}j>ipfD}%5$vmIq1yv*CwdJ#1LlzdZ6q<`cQC-OHdaI#<9sgLoY^mQUh1SvXxRG@e~U>^Z^2;Hd3e-$ z+=*Y60dv!$&wceMI45zH6Js+8&6=r_{S(!2oRTJDSeTUIG5IR zok&Yg#4jj#jWA`4g8`q3NSfJcE9+e0e2e|WLz@5Pb@K{|Pl(4KrYl|UHW|uqU*{!+ z&qkA6MiwF+NaHu_O37(x+5YRLz{JD2krb3FtgZ>|Z!o+nU~Ab4;fYR>F$U&cmH5|5 zz|=C&J?>dMJL^+>=xCmsfd{*>5dp(_$dcHqC@TBGes+JpUcS+7iTwX1;Ej?9o}~Lk zW9dbTb8R`1_YE|h4^{dUk|9*B2?3rN^1S_hXK6So%m+h5V~ze z>%BK=J8Y3()i;|v#F==8%BZ&XvdhTiY$;G}G6t_{6nvgNdy$8MErA@~zIg@oYG)MN z{SR&L_=lgopy_hUczy=F6$gH+MPJ_b1@qpV7+irju!@KYr|bOWWZ|(?*syf4n9pAy zz$x=-F|WdMZ*4N|F`b0_%EwvHu}@BmemOb&o||p_$0H1$p$aY0T)X@EH7D*yd=2o- zyW-KyS|vvp&acG$b4*}Ua4y)!vT~Ru@(SjN0Vk_M+*TGU4!hQx|zn-UQ%+T~Pj*uaG}bVxcZR zyF2b9-ktts52TGtS5>S$E-X(}2{oj3ID!i|=)=^Y0<&%=@e#KB1z6?e!*42JhfXut zwsJRU{A`X=@NhF61W?x|2{#+TGzliSDJ_fYeyZI0a}a}}v><$% zM#$m_>^B;l0b;I7eg9Kuv|RyxS5Hy{%6G=i=XTz17Eg!Q0?ihxw19i zt=NuRb8=vDIG>)7Q%x+zcqgDsQef&iZ>0*|9Q&SHieI#z_hA2^%ea^S(whYA$!?9+ z@xiw9)C>M^*P?O7x3`yyI)=c;+JsPY5WSq-n|fKMsw{eQ=E5WAQc;KPg5Y4`=L4@5kxOG3&l{pVc3xEEoo4 z@nh?e^1>#Pt=R-0K0*BF(IjGf`Zk=2fsSMKrZ2CET5e1?jfwkSLf&SQrY_&^)2?zu zmsyYIXcn39Im{?%m)j=gm)4O84>ZvFEK!xcTE617b(bsh0-vSE2%f!)UdZEp)YJ3d z(Zm~KUIznZZE=+8ANNjGV-w$heZbqW(U?@Kcmz)D1$mmG_LSl$2N@} zuhpGBJIgG5LDao?oUtEq9Kuyype%meGv>a?pWKLusbmKnKPI&7V`$aK&>g3BD7 z9_Or8ZO!#*j=ozjT`BIUy(WNnwQ@6*O5+HGqMccB>|nh2ftm1Dr_^Q%BP`ybc@P^0 z?->l}f5&t(nNL|~t23ITu~Q-0*YI0P;HYkdi}{?C&)`>J3By~ zxbgJ<(x#HwzLAd?he?R=i;KKWo-bUzESN2^$GiNQ(=7~%3=ugaN-ie|vBM?ad|A2# zLbvW-bv>)B-OspZr^z*L^+jQE2(Me0Pd;h1425UFz^GDvM7#QZm`r<&X*q}pHkV*I zR3?P7J*SfQuq#XYGVwBe<1`Y-&HuGx&5azR@dSReboVa-gu2E$-Vjl^kw<$PdCkV=*1_oampF$=12H<`W?pU1Qx|o&xQfx>V8?k#_?REIpd0Jle zCoKAV7hWEyxE-o4i7!aoL*ky}cBhXc)R5!od@6c~bYm%jKin@biG@%O|B|gQR$=F5 zD@!DWCI-%1sQZYY&ByCkE?26j4~4q_+NyWx;>EcORrq>pwN&cQ*^GVx0yGZc<8X$Wj0*7xh##$o6k$P!;YvhzGwd2$^>>yA z#V95~DdS6Y6kAp7PLx`BbB!975&cR$5U6qWm1-!+btcBta=P&q_u?%Rxu;1CIOyG# z(W@Z>Pe5oRjYhA*(`(3;fr~;IGN!PHP=OaTj2F!)a_LhL3}ln;T~mRlGh#a4B@PV?i`Gv#B{QRkxuPcFxfoF~@k+;!(Y6CA$6mf&pL$Yzn)C z!!jjU00WAGuDCY}??vEN#W@c(g$n#2p#7rU0D^xJILn5W%FXrwuk)oUOceG9%(Ff( zMK+$Q55MeJPi*F*ye#beT%AMD8<45ZpRaJ>&AkGum+OsT0KG=?VNwv#>_xM~H`j4k zmfzKFgQYAnp?H0Phh<_dg60CqmDaM30vS!))ArU_m- zR>P%YTMs9yYFHMq&t{m({Z*9&>xB!tNsgPN*g;q~xT}~Fl}Hib^MdWU!1uiUh2HF| z_9p_74kCj)EtBy9#LpMZgF8 zg^XY<+25+<%Z`*VocN^~0Vq-FA@02L3*`PFCy2!{pUl^B-$#ZefBZ5KZE=_5=1y{` z5Zei!PE$RVp5^`Q2PI`=?(EGHiJoLE^~8#E#G~R7Oo~J#$ztis2`e4vjT7Cs7w#In zDgW4hRi-P^o@$4h4T=+X+3|a-5lXPRQ#KVU{PsOhqn-qt7$JqEUCr^%rr4Q{o%&xG zV-Hzs(e>n}#Z-R^5)NsyWHOx4L`W9Hem6g`z9}REkn#4PCAtgPd!t+mS=wcJHZUe( zc$nDCnz(fLCyLAd)kvBmjnAMy9j(pjvJrdvR(itok>O^fEME;KJh@En1UB}>=2z`# zWrGyAyT?VD$skQ2u-VG%r6Io0Arr}@9KVEj`W>Iu##@?a3-|u5QFgsT+vA{Jd-foL z9%Y@0xH=fayGPwmV!d8-8+zW<#){ z+uF51PiHyKWvp<0s$te5JMb7hZ9+zhoI$*bGU`fXkhnd;A^zcE!_a=Te>HkdS1;5Zm?h;DxVcg7e;S*p z^{<-sBE&T^M`8TvaXoiOUBoUWAc^hU`%`4eyT2ShV~)S>wjAB(@4QMJF+Gg#AFwJL zt@Nckzv&mk`H96-R2mBF{L!PTygf;Np07YTL98!Vn_nAfRtcMHlXX>{w@gmiUy%8u z7z060_H*VtCIy>nQJ$@FDm{W+-6AFfQ6f0gpc8G8pfbu_qjIu3jy-XaixXHquC5;b z*`YojSVOD>a4?MhXGNwZp(kUWn~Hk7ARH42ZXeoS<|YUy_LG$G<;GiM*94)xLq#OAot?YJ{l|_GU(Nz)}{gS61m!iq>;2XMLe13b= zVhI4gVw>vyZzEsEDG1ROTTTl-vO+z8{JD4Rndf^8InL>OESE&@(u5TkW+$@Xc2S2t z@b@Hc%uFgKrH>$2+goqi*9YL5KBReTfRJ0k1kYinweZ^u8jp0pw^G-Nf_N^oP=V0T z^W?MKY>Ly?;i{$%DBTUv9rK!uoTdPlB?dsqht+tVtG~F!uXqRO4ro7lVSP#pgAOJC zjE@c#hZJak1sS;~p8-@-tR~G;%X|b9>bB2@7wM%%UV-Q|%zK`&e^o|VvI(nXhWRew z_b`CChQqOtU%4T-`t+{Jg=gWHt~U?9MrOe;{gY!vCyRZ`S=}EkFwTI02AWWkII~ z5>sgYwNeY zIzCQ&_QLhgCT(wxffo_&9vp3UXal~rbhuh`cGm8n!-h{%9-O2>(|3}8_Kg4m8Y#GA z5Ivcy4Xa0YoWEDPInV%rqGMZ&H@P%eWI7BWuVDnUGRglliWEFb#`jbIjDkeK=)`X7 zn`Spq@3!w{-ear)h+!FoH-barJz!M1HsjSh0L;&3E1&xJ5Tn5MsL9?v`_C}Xk<-iK zcZH6(x|i$DiWlDoN~SptpXGIFvT}eu$ZsZ}{(U1@&R0g@Mx4|{|Ll;lygooBC9JAx z8qu6OM`+2UFdg^#ROhyv{gKO`%m3QVMOiTM+hcsE&H%?jVCK8ihXD$3Fvx1<#=!|B zJOV5_7hvQ`Ef~zeu^${UW&0E`IN0vNdl{~R_gj-~!`G9|1nhv}OHmVt+4eSN+YNhuiH>MEF65hDfQ- z{EE=QFF(TwZmu)Q8&j%Z>z8u5We4!PU1hD8L?7kRl8`i>>s(ThNC0z!XV*f1zKsi@ z;wzE{Gk=eP!8cD|Qsh^miscI8-k@&r<5#I4_WIBNT(7eK*<9~n=ia1+AVb7Dv{DjkSr(ZV}?3>4hSt$-<_@ z1rZ{96aICBv+*8zUO-)%bohH#zP{k>Cj?=eQfWq>I(x-Zc(u}DB)b$qWFeQ8OJ%VL zf@wyS!>fK>k2W9!&V)=q+yEz80>nQdoBMy;uo?|OM6=(U;dKJjuq1#3CZB10Y&n(b zt~hWGGSUpqqO_OSzQ30y*0TU1%Xx1yXc(w|WX10Z{xNCHLpUKtukbkpLdfRW&jEzw z3J6~m9H{$1(x2$@p@*J+sg=bcc)TtSLRG|d^gOVHA`CA6+b_!Df2_|J`qOrpdP^S& z>^splNA+Mi3;94nO|dRTQJXnfK2b0%Fwo@}LyOH0R=FP9E40jeHI@+ayDDuEF2Pu69*3>P(EeYL)r z_b>r_#4NX6BjJCF&v{9sV)6-%oGJPt<09b^@S`m;$nRM^;5x9qPDK9ghp`U>mUO9d zUg08`pbi3fS_yl8C6DL#8tm~ZpZ;gxH8)$8DtD(vpi$d4Gb4juG(G|&eAt`exd}#C zA^=R{n=T-eYtR+%J%eljANFE#0jI?YeAnY}A;qBX$>4NTgum+FQsDpg$R;`xT7nj& z>3MM(TzryZsk5Rt1b&hujBlemew@2=X)?bC=zBCGt_4jD|Fes5%Ph@qj3%HCsWKCV z4OfbQ^0LR?mvz4dCXx3lg`)k?j}T{p#;HML3`7QJ5VaYt(Z97mV8CGianOAua!d#u zf)rdF!3Py52a9!59~ZK+fo_@xM+B8VBtYB7{NtVut`{~G*8v6z?D!QK;Mjul0QTQF z=F!p$NGcD?wgYtL0g!kcRni%L6-@?1-9Rec3!yTF26d-|u}7QTR!^Vf|8Z?H(CVCs zOzdI=mh=w!An)PDR3)!&MSe{X3LMB!6)9ODf{Cts?%8&ycg=lIUIr*oevzA3;7^PT zhF#_R#V%afFqJ1lg;xs3y${=HU4R$EdRZeHWku+?IyTxaI2*gRmskFSD8dlT>K_{z zgt5lXn6?REiobK^AnsWa((3olSpU&pTPA!`8D0eTXjVKI;1+MSB2X*_*@LO=cBAbd zD`HUsHV_=ap%de zs^-=DLsY{`!LupLxd!^+Ste3f5Ga>Hg4&VFRZS0#v-@^2=DOuK0t^enUW2te3I$`y zJp_UN8sYEQ*+>t&&zuR*dDsC7Z>>a{Q{7z4&^@?18BEGTjfqeaYSJpRUKZB;VDwBB z0AcCHu)aU}HRUo0LS`=V7f6BWup%irw2WZ!iZ(Cy1h90s7#_!OgcwgG+k>17=g&>F z3$GRfUUj>7xY#Vh3*_;;Zn6KQNmQ61yaVl3k5a%Y-kx*)@r?NkaSBlHHGt&XWf^c9 zAAxrj#qk;jd$+ab#DNVniBpj?D;0x!+~H#!E+EF&3Z?S>F)B0IrG`d`P63xPqQ(G# zz#}pZLU!OwL0@zlS;m9hw>pmBr6(uZZ|NWIEa!q!5g)MdRTSK8J!$_p1vg$poaePD ze@+Q!8F$h*JjTJGX4P@_b~`o{Na4o~lktcz-&guHh0I)lG1khOd>gdhbW% zlU!R2TwKfKjQZmwGUA9mNT$Z)%Tw_D4d&}+T@2cv95ZQ+fk)*4G;1dI=m|b%4{5Y1 z?l`BCze8KoN6Y9wcAn$kP-g-sjF{aQcR|81mYDzv^NikcMslc}*(8PaXB=c#7#wFF z!|-q8CwUE}J~rVA|4X_*Yy^#3=kmf4dd~(Hgn3A}1_}v5>F%I@7XY6M6FDp*Eq|Pi zFOrL5tB*UigSGpv0*5y^$`b%H<@v$KEd!#R4uR)(ulf!E|9g{-hdzK$bs0Z?j*F0H zvIT$=F2Ao;_`F5Uq)_-&Nu)M*e?&g0bINf5Amw6}45xO1|*Mzm5xa6%Oc)!`~7?>GK0>4OIVz4z?GMQ(>07^yGED&cxePS$z=5 zN&q1UNN|eZ?@H+?`RAzXmBEYGc~kFzmC6%7rxh0yDH^Nt2!eN+k9@8tGs0`@`<*^e zbF~0egikr@<3A_#As(QVoSJ$CQh-u85w8}oK!!)#ImwHY%6K4v?}qaD$R6VGqW^^c zM=)9^C;rvazCr$m&q_<6=+4V4lZGH#5+lv~^WuoRjY5Bi3rr3ZfD73+ToE8>28Vop z2^#o-khVSAo2%U~1fbMIo$j-L{1<*iE)dM-UTv#1uoeYo6uz&-5GYx|(YTg1;rE#T zHIBp_!q#|EVUYmq(ND0m|3*u{QDPdLsaaiu?cigS({GOzoLp?75rS(Re{YMq4fZZ= zl=~YoI5a{`hd5Tmb5zH9kkPaCZ?b@I=Yc1u@KNs1WYusVEQrm($e&44CorDg<hI5NiBhJ3w2T+zDT%To5ILAj z-T}6Hu)eiC+^-}s8Gv}X{4-jw6cnJx%Z5SfS#P&^m91zo+bpiaJ!`S{-mLI%F_)_V* z*3PuYS(g_fBZHDX3qo_PQUkud#f*dk zt9co_ZP$O)Plf`$np$iIG-ycbFAWr?jXzA~HvBfQ-au<(ub~;{c)Z;|+^^@e{0`Kh z(^~N$_6Ip@7IIcn{}|w}4xLsz{NIoS<;Uk6`x7+$6QKlf!ZB5Wu-paixtF2Y|pD zaaHfVmwsZu4<=Kkvx7Yz$L?Py8RXXmRA+3An=&WA`k+})DujS>@TS=MSMs#W;Q&YN zS;PShq5X=di3<%;AED6wc(cB1|I760Wh)-PuPJRXbP^6ORwwm}gFQ1ffP+eiw<9HmM^WsD~%VuBxZZTwbX|7D+oX@wH zvl|iL;CK~_q309Sew?1 z+qaqVs|vfm1QLtB6UXj%^ns45VYk`1W1G$6-EkXxfs0%)tgY6IFBj-*y)RdD=C3p!Ka_5 zl-bW)pLu6`l3VVmZwQRs+>XUJ z8CSoa27uMR!}e+bVzTP&Mb4NA15tONf}4`RpdT+mWfAvNt)ut60Np zT^M0ouH-a?9diauvELztY5XO*WrOAHm+U~`IW=oo!ef$MpkVvppTa6{S1bo0xrf=i z2}Pwihh)po&X$bsP6lAbI`$0+1#<&BfhK*t4>Hk}qI>{bp2QZ7*os>hE{@XyLN>d( zh3(})PK7cKy12B4n4r^$$1j+WjgVK}nX49XNaKl-SgWR7^t!$m-*1x;uUCaDNGnQL z#k`=?#?f``xg`v{-JKWXgzt|$!pU0?gxqItsvm!Bd!O-1$nHCjBq;N3ImLZMH^x*3 z>;!w+4+oQK@!r?(|4^<nSO7%H|3k}?GurDeg*q>Ed5TEu#o2c--0m< z&T;{>0wV`x%NFEqkYDd)WFJ1U_P!~zC~$l_nIynnp1{mG>>&20#e+uK*t%`UMDDpe^_gGq{4`yZ zy@rEcOV*kJE<&&UT6IHeGb~mfXAiZuM%d(KN3-acNIrPjd%J{C_IDDU#`7&PA z%{A>D=5+{K0~i;mYh^hJA-~mv4`j#`dMHdk^HF^; z9o1{@h0F50E&Ii5k`7+@vtA}@D+(G%RiWFQ8TO3nX4LjfoF{SJ`&WY9sT`@_C&Az) zS{_~CxxXP!Eqz2o09jWo^Z9V37m~RHdLnh;^GZ$<3L|1%0GU5kBC$0Ys$Bm@!{>Fd z<+-jU?6P8cuOs|Z)sK&IR(fpfN<2&64JXkfAsBUGwbMqKuPX4Suta6Fq97USzEDUq zn4V_gVKr*4Ioal-bvaInP~s`0S?wjgx{NZ8=5*pIv)x^f8uh#Rf!Kz3-uptUY+74Y z`M}Nohf|8k5fU3U(YW$x9tUcYnE>+C6@m8U*RDnWp8jl8r(^DamB*O*s$Cpi354Zb zO4s?9{Y-Hi#(jyicRCV#jITz-bBpp@&wln;BvBBjU!1$xg~iPrZq|I?s`!X8rc9vr zL-Wd42;$p@{}#Y27vE{*g~BX`wg@+cYv)^1&d3)?(mVb5d;@JBLo}a(b>X39TcOB2 z$zO%YkUSV)?~bjw%vF-W$QRK@Po^n{?P|2?hh^KeNVroMXj_(=2zh>0d9H>Ee2G;V z$F_fzb~mD8+7vGe@&;XP-18-N0O;r`7|NJaCSLttYwV=4})5k0xC z{NgG(R!-__V)+edOC-2Z%`Sp*_rtkr+E-w>SxK7x53a)ISyPr~UU5M4m@iggy_d^R zp70{Pi$J5&)oyQ$foGeA!jW1c@eRRrFQig-57USJ=~|O8WTozwlI19J2ATzhzEB~o z;C^x6hEgp@foBa*MN76Fvz3@xbNx{Li={h;-PQ%)qSbNHSy&#t9_uww2B3fUQ~34k zxV%|p=6-Xq6mBBi@bx@qFD{ci`t@xz8#RQvC|6BWB3d`N>(SS>)c7vk3=&9?ug-N| zC1(`P=V{3X@VcMvX%5X}sC@17-3}+CxLXZC1$i$8zLll&7TMfNn0Pq3F57kJ+Qbp- z`RYfBFioy&@3o9swbDm@uN<}CBAU7Yte(y;$J0=|znsH{_w#O`o6^ZnSgsT z6uN?LCEFK6&&Pk#2txUr$T$pE+V9n?EDXW{HGNr!r zfuTfdmgTy&5u%DB>VB8}J2ioBjwV&mAHXEXv)p)t91`W1tMb@Yx^YvFspM9f_Drv- z;r-Xa6-7Zes|w_!Zt{G*Y_57CpHt`4o1&T**VsA>b@g|{~di;-(P0P-4;9ptrz1RnT{SaV>BsU3>uDu6+3l?P~r3)3}Y9k+v6=n`db!&>uW7Pic3KW5dd-xG20I44tWbHnzIMQ1CCO6a+ zF`DbVu|Wi-m?g%2R4ab?X#4VXYVwY+YQuAOh-E&|=QCs1ig*_-TBV&C*%jqWsW2q% z1B!4}ag|FM{wbZsT4C&$%yetfD$Es()aUJ>7Jm_($N=&FssNJOJ6*j|3 zdHcia%KDXPHi-ogi$SR!koHuZ+gW;<497Au1f=_^T*9{ok8hjfF)Yg8Gc2)d$86l^ z$fPazq-ySbZmF?{KUadwRH8b_{^`0m_|pK&RNvUFV~A4TbK&^vPUC`ad5U(#@HPzh z$jOAYWfoJN;K(2Az4nzBmLVfuP@QEUFhbzO;K`UY{$=rPK}#lL`xPZ`&}NPQlfou?pY$V_F8O0y;WDsr$QqG_zFFmj~)`nGc^8m zYdZ31It|GB54tdNgfCFpMzR%|rI<_|<=if3vN{)7zM68|dAX!c5>hP1f-jTOL-4pZ zL6I1%-&e8pAw*nFVbMrd>?#F~@ZBy+4XzDXj@hZS57-)U=y1c2ax=7IUSN)Be)zbZ zM`sT|hrUhVhakYj1`$B_L=`lcTNv?ZKDajRbTM#E?B%#(2-u^`8v zZ8(v2m@0SXdpj5kLTVo`9kNvc?MwFX)r8ddC)2LiyDrtbgr#E3!@{l|U0ung#0FP0 zj1zRdm49trbL{M3V7ClreDQIQe)tbQFiB}&GsEXV$L-s#-P&|A2q4z+JIS9wi(8= zQ~QQHpMV;hl|$jnWdH@`SevC=NxDT;=}6_j6!}P`U!LD$wPktGDVA{-^MO7QE5+&j z>1+!>5LvOKNm%V#C3m(dA(-kt(!DZcOccg)=CV+aMeBT->NzDphHl1~O9}~MqX=50 zgyxts;fT)2Zsp*~Lxk_i@!_Fe<??NUUTWpw! zXG^lpSTr)wQxGT>Rib4->hi!JlNpb@A1}$;)RIGKMl}CmfWp-%)G6-Ej%-C2b7J&L zgtFM+s?cTd1u5=hna9zKfCN=kZ8WocH_#2Tq&~^+)NoI#0{uB&+m;Wo%HNWUo3G+Q zL!%55pj5&V{xrP!>6Y-Dtj!wz_yZkxQ2(wZeMo(0Jpdx&XK}~_DvYZ`UZU69MS=#d zkJDsaPYE`ziZhOg%*Hw>NCvyIk}j|ZW2(;@G7?g^i|#(;3MdCGy-^Wqt>A=c?H0qK`dP#RGshKfHmX*<6G`h!EaAX%0p@# zKp>rW)`5QLYui#qnQruuqSZT!O;kZ5;c3LC@tFFCn6R1{1?IrKCy$RWmA=>&-cZb1Ri8d9nb75cr!*Xn^bB`~+Le!8EAVS253%IU?Iy{A zAcLIPfuj2itJ85?*`&CH3lWXXWx)uaiKS2*s1EW+JP>bXbnZev)xV3OkMn${p3gZ( z_dzX5a5-;v?1uGOQ;Oq8l{?v$&I$@3lC%0%{LY`b^V%sV2p3em0|9;sc6H}Ycoy<1 zKsys!yI7-LV&81J#u%gy0|jWlI*8LNn$;zto~h4MR)eor-TxkS_PW1_!cTGGP~P1b zo|52jg-7l(!={t3PQAO^4YWgn`Y$t@36vRkgXyGZ{MKoY20U|T`c5Mm#J7@+8>1=N z8?^!;+Yc^!oJ)KMYygXOKvhnvI5-LGhOHJtRTm=VTWZZI%d{3=!9r zTXo-M1%*6a^!7h`S0gt`P%$|m!4Z%c#k5X8$0%Z&AtPyNLly7MkWgGN@WVcST^d_E zoCRmmr5I4{-J*F5I$IwR{hV+!tmyiqD-+Op)Y$hrjd)g1wZY3(t^dtcjT`>1n^eaX zx)PuxIVH2nMVjASkKiEGa6JCGB+k%v9%PqG^O-;iTOK^MJp#*689;nz)4;!HbAg@>)VZPU ze(Cqu9t1?6kGyJPiha8vNK;ndcA5sy6NHqd1Lx|N=EgL+8SUHk&r~-)7`8e$KqX9D z1L##5wTYLG4CkspYPj|7CWl&KgRYA`T{IFSgCeb6S;g#ObS(#ASB2K6GP(cjx{>_xh94O6p)cCp_f{eMCgd^v6kj^E-y8W_bmp{3c9hpU z8ZKq>V1k77JREn`2bdx+a1$l`ETSHEG6o;MHa<_oTZPOjNq&=!Fw_s(B#ojveB*m zJ4aAEA@<2Yr{rlMG(Hg~19OYl`BWvQfKU9-Jfc`lK+D#5`j8^x7~xOSU=Wm+%1(e* z!{2cO3k@cm4|5<9vgoXHxx+JxXo)LZ*! z28I-2299>I7DE#+nupx`Sh^D_1xIWF_79?n?!T(9^3SIoQ8!%S?uKFAS!xlB*7`nL zl4)DI1!@s3_I5|8@EHQ7m{w`=F6lJ=&cj9zEn3s|ag|g<`~26-d7p#tGZz5i0pK!c zbi4D(JyXzZsAh-GY73j&iZyBpjNNcs*31ODnBi^;{D*DQD^_Wm!ehmUw116{L=U?l z0P_;{bx8-XB`mfNk-Z%Ax$t8x$-u0?UKi_&NO*G)ystn5RsRSV9oAG?7w$C&;Io9_ zG(aXGzdR}Yw|%aP7R>%)J@S|&>{S6aw`8~brh-9GtUA?OnnG$-cnx?RYSisE6$c$U z9S0rjn0$kUo(J0uqJx0OMmz#9rP_P)AbLkVEYcp-DNA?sVT810Foefj7KhG|T=ygT zIU<$4y5~jpFGE2&Qos1CJ02|`9}fszQ0rP0XiCwSig3hzocz&v@6iC$XF97vMC96_8VuhX$wK=FGP+2L3^;NN@Kzb# z?-9Z1>vR03;`_bB2~m_bYnJ2#!=aX&=;a1ELA(^mN%aQZ?k7K{LIl~EO=R#Q)W~yP z{VuR}-mXS2JyOzk7@CfC09(GY@E~##PRNQ8fU%9XM!m@C3|8Q1L_`HfV%3i z#CyeO@Z+bwH_~}ndn5GYSLS`b!EQ2@i9F@QB&t_{W8X?_^sB*mpYqJHBThh5_zFlS zRCkw8^;cL-4^;iDVi-aMjioNG)1U&5-bd!Ykk|}DIz8x;=UsTcb4+aqM2Ak1d)E+a z-(_hiPSk16JR4N>ZvgzmCqz>E5$JwP56BM@1K^b<^BrIS)cWUBGHdA~%|7s?JiWZ| zq@9$Tffo+mLa4rI=6ZZA!0PS-#XnQ=FSP}#WZ(gH3L;74D&ZUEOq1l7%qjYXro6Qs z)d7JOZI;s+MXrxY$shT(&ObT; zs&}S;7_Xz;Fx!&j```bTQWfzCnKui)5W5jBm;xR2t02F%9#Q=h5J_{0a3VDy5d1qn z2GC!Ar|)^Hbxj8t3>TqoA3YZT_rn7~757`5_uKXR!>W6U4eKD=U0wp;g2M^xfq!3l zE4;Ez@A1RG?MU2F00MpJ_PvLIxCNoy22oyrKPB}A@Ki=WGLE(e@hh?~9D+g|ddI7gg#Tp_6zM-wt*JNOez#go&{oZhwiJS%@=f*>S@N zs4{&-vTljk=D6x784N*EPU#&$b=PCF!8XH9Js|;z#jnTrQIQ{H9Xe+O2^vVjVJ!<` zqh9!tP}=60bny*M$ML$|z^Z%Y07Q;fP+YvZ_(mfgc>0Pju)PPVHWmi3+p3v_dRY1F zz5s;>QN|ztT)|M&{myqd{0ebERW^e}T~LG!2zdWPj4n8_#4gG=IOV%jT!i2(WBW?a zh#~Xm#}QBmL!f;REX{)Q=W-N6@5lLH{Z3~XAHn1mSijlV1l$J%RVpoAWk@h1kv)G+dEaD|2aEAAbSnoZSNBM)H{)8dC=$ieCWrq^MR|t zr$H)_txl`b&}belpcQgmRRUwNbUPME*SQy7U;g$2(^vW=7)TkO zD|^JPA`gNO!XQZh+Y#8d|5CEn$%Fq9s?m*NGxq4P4%{xr)VhOVhck|Lodg<#{vOC? zzBbuT0F^+a@ZQ$x2ChG@o#b{-ID8wMfgHNm3W#YfARriR)V%Ql+M&&ek_U;+j2ntg zppBE81SE*v#s+Cgx&cYzS0kJ^r@TW@5 z((Fer>c}P07@IQrGGB>M=apjoJJ2h0Y|5B$4rio^q)9JL0u{;q<4FI z%s*=V(}Il2Y{(J($oUPwhy!>QVD53uKV`cOw?gkW10YV(NC^Ij0%KIq_Lp@{m-eh? zeX&>1Mx;QnSRAQn=R9Huz{b7y0?~TF^Zlmd$EU+wTuKjKeAPNsba2LH5hS!sHvY6S zNDJPC*uk<&CIsa7BD;fMojU7_g9+p>i>><&Al>4~$e&*|sg$}sLoKoAr{6TWds<`w zmaF6|&yW0r1G3d4dF!@`ou9O=lC%2G3B1;iR|-4&DSRLe%JbzB+%%#amL43Q7M(^Z zPWFv?*t~ZUm0HD0%C|xygf?Rrh{{rKF7`k70&^Co#H-m3@v1TM92t>xtTv?_9D_mM zp8I?Qvy;I#L~TB%s>npbPIfK<< zdytcd&X4Ql5r^7W<;((FJCFW|yyMJnc}Xf!k(Z3o1**k_OJ>KCUmeyv5tYt@)HR$3 zpVe?))}0?~6O$L`AQys6oyjJ9dTpt?S~9V#+Ym@0leC`^_zGN|KISn9NHn=XHIIUZ znP*bwtx1jyg>mK%C6{9}m50CHt?;;`>kQog_soW)K)&EGHef^2Jy|pMXy9K`3xcd7 z+OO_4^@Ci@DGz#UKlf7}9*|Vr4R@Y8D~QAM%agdm6M3U(_DPck^Hyr5GxVdSI~efU zP@9rk;M!4{n|Ftt2I~g*Rem7cNQRVTbwJ7-n_ga`?Y?z3yHbNB(Xf2$f{fCaPQkYy zB*Vlgv6xxwR@1nC@L_cWHtE_?przap7Zmr4CAY56)G431SRcpK0t+}Bf~ywcfVsMl z!|d-+dg9RZVUILwf?M2q2x{ot7Fbh~c;J0vn;R84co1erngr9}riq{G<|bfF1b`># z>c={pW!{qdmWnKb*TUU_|LOzKdQMRwt1p1)^K}d{&l$}+K7JVFYOIZi*umZn%N~tK z>~tHhoggJ76yPJB)HtC&&XOg~^`}}(13T)wlExY)G~}bi>`&{a`ol#3BB8#k?kx3*q$rODJ^|#r(bCLf|$sVGD&pNRYZgvUXOy z0vZ0yfw2I$R=wHhpY=(r5o!^STO!_n6El`$e}ACV9BLAsmFpa=!D-ab7^Ec_9zO3A zSAMkKXO}`80$gvtdebI3m;0@2Q2R`OK`i=8GmR(Lx0MCd*$BlQBxGn1y~QCZ?`<3c z-drB9P4StfJMQ6o4$1ZKXu0DL8iCrW%_Yx1M94 z_M^#i0b~>s5Xw8b+n@)AKZdrpV$Yzl7Re zih7_{RW6>Kuyq(;3iwgtqCZ8**Cr>*%%2Mp zDP#PkWVT4d9v>Zcaqx9D^Z}C|P3NaPmf=a5PZ|fEeQBCOinMRrDXxhq${7Cf(FNM} zjQ6zjdUG@{*#z{+1q8DUiIhaQ!~+atYjR4Q;bpRhVL1cz{@1c>4sdvfQ+U4H65zw9 z7Z++Hk0f4y(>Xc7TAj}z@3+)occ!r;X7y*pPmTGp+t;5T$ccYpD{c(J+H^z;3|m0F zU7)`n3Ecfrzm8Y_bF#zBqxZ|T#E;o-$LILw(&9~8bDtAQJ~>E$eh@e4EO?%IvD{;c zJaFO@%^_irkMA5hujNI^%RfDpIIEgvl-}rHmFFX)*IV+KPT3limdJ$Tp9FWlTY!P@6Yv5Qq*jrEnel(4+zCiHe7EP<@{}PCFA9b_0(y^gu+ORzQf^ z$1ycuT<5V5)TwsGf8V^VSJkwab9>NTO!a%`Ps3%m2CkD%`%`CH1!x0jbhM?%71A+* z?1=)}!omL#3-T=-R8?~Kz;u$xi$4Y^cI=n+eDbDTDf^dS@{SEXHwy60Fz@RRQue@@ zQkK$v274{PDWT{B!Kbdl*yxw?DIG=G@i{b-GPE?NM-484t8SOzX6Ye`s!U8W>= zcSDBddx5384V+XU(R8^8nrbx>P`VP3QO#?eJXdW7SuQ_1+Qq1a3Y|4o(M{hI|0Lsv z2OvJ~avIqw4(TmD&f~4aB-4WG3-&|$ce}!x1YWCJzrdb3r=y4IH&Gd0dlyh_4X$EK zFF}-3lt?d@0#fbHBE8l$Q-|S%xDci#$2!pd7=gNB-oqOqJ`C6M(fpkqABKwO6*EMDW zIVq%W2+Qsgv((D;6p@8G^l|I178G-I&bxE9rw?J3jPZ}M&(v67~m~foA@6GzX`rM{yfBd*8vU5t8!Hd zutB`P@3#9(ya_qtrhkgi9bn*7NA;_cuT(-L1+s787~G26=AGf*U5=-#-S$Ue19)Bm zJ>Ovc8QJ^0^NtK#Xl7f6v067{lKKlszp!c=GB^;l!cSY$V1p&WXuwN2ri&ZCyT zG$=@K^LQAwq+aXniF8-&(K){xoRn4Jje0 zq<$9_#si+pP0gnjzDCb8Ry2~r9hgSDO}rbkeu=*6TY)Ne%c_6*J@#9gjNa42yU(zTPJ91~Av1A?+BS_>jDueu!ky({-VuKOIG@TQUHl)t98$T1 zr4C>6{%?Q9DzOBg)LA!3vlVw^P6Uj5q8ViY8b$jhJWfXW0p zRv!}?oQr}B&NvL$m)+aOx?6i?|5TA5hb(fxJFsRu;;)-7aY}dD$L{ib(YU=|4dIL+ z7sO4(35m)jY2Tl_WjBg;fPjR|>iNdYbR1Uwhd^CF7lHx5phuMhD7O{Ho~V2S=6n^g zC3dhRTR8o+HWB^Qsk*dwiAda|`Gt=1DPW=AOhsmShzt<6L}>uv#-bXttey=|nu9hZxLJ?NU8Ze`G+&fqQ(HNB)d55FiS z8y+$CV1M#kXh6t4wMJ?@L9#CU)~)WNxh0ib5OpaFqr0pq^I7atY~@3w%t31?@1GCu zKchfXe}~MhknY(2n&Uh>NN=yYtz%V( zTB>uP%jG*gTyC26jGideg)85SNwhqMwVF+o!wj^2W}u_M;;1Wq^8o>^onD4?RcQh8 z89BKb!Bc9NE-`~3B5MLrw7UyAdG|5oawfhox#!hM`!!`p@Pr@*@)X{EPjLCd5+?(C z4k5^t92FHsh=^K;AX*66SRvHpqIKD!>Z@E_TpY*i)}ao&*O7hG>(i%C*8PnsI_%-V z1{E0@mVQ)1gWa)T<>=$&+D(!A>sw94$%~vSq7*7uuZHQfW*rsQ(Px6+xrC!WAVlu$ z?3^g$jkpV7E}!$-;$RQ(?h`!0UuPgReFhL6y|3X?`_ch95uBNsdFaD?yl#)q;5?xC z=+GQ{vX&=dDZ8H0$7HWe zDy>6VbU1mBOFQ!5h`oL@Fp;-2rY+CSZMc)&iK8g36%1K-;Nx)rkqROP9*7`rYv8hX=tpE#eAQBv=>bo(JBdREz}}@)HSF3v8}PO zaZ6%rTU&)?pz$5x-N(|dfkynHz-B6{wbb&3GX=u$z!w*uH@7_nIj*X#O|kv3Bwn=W5}A@fBgKp4W{fzw7`~@14T)tz49Oxd)oZCy z^BlhA*VpD+YfBC6XNR#0C1I~IV0@Sbl_*v(FqdBOZLCHU8R>_8^X3gQ3ZX^teslKC z@#t0pSc+!>?&uY?#k)dW?8uQA$??hW#~oT8SBRG|jIOP%iGbqrXpuzY`Qh7=31LQi zfMG9y@-ov$XMLVMdsfEuffcsHUdEklpIo`#*lA1koW4j8Q_O_+`0%p>XZ5y#e22ED znQ~*-sFTHI)40O^j5uj@tJTWF zq;;F(`~$$T4IfNgk4fj^R-9IwUwNTcP}o! z$5@i}`E!eR$?=VO!{XQ+`~0mYx<89}to`iB<~4_3l;gS^K^az%$ksoV7U*>bKhXMq z>Ek}^5#I!>tnJ1Y;*p(++~BRr@ej@nQyOR8^AFH$F-l?dRg*2Oz0#g^6^$;3)Pl=T zExwkZK6JOjyQFvf8xFKb5@?HjrXiP-Mle?oBtY9@Bn@LifU?jjLPcWPoPQEN^pd9N zo&0x4yHNSThEo7g#$>WV$N18PMEjT(O9~JW|vwqE*}n^ zDt$K;po$IY85zpPv%{QlJVWs_bF;B7DH>U3)%tG@;G<7)d!J%Vv^zr6$A=^?@Ef1q zSfAJnkpd$YbCAP&f;$4S=nz&B=KL}>Rw^zzLRt*+5kknTtvG5%EnU@BKMl>sXd{P+ zQGr{wo*N^WzS<43W{b5b%v+c@87UW1vuZ?1cJdC3|W7+g*tUCM7goU1&`KqPe=VFTqcMgHqz zmd$>{iwQ|1Mzf2LHpY!Y5J*zH;UxoQhmP&0K~tomtBQBu+4n5HYUpZ39;-B)z_zVb z_U&^UZwjM=rR}5%&9geb0#5c(iHZDa7G^IptZ5!X?4}R0!$xvA*_VABeX2NlHP%b= zvHG)sMmRGY(*)blBR`5uPKISu_xMOt+$A&RsQ7c}SQ}sil`uurKZlybZ&R>HIUERO z6_+$Pkr4FvJxS*&mFDNYbX-@DbgXuT=ML1P6<*{Niouc8)YO{W8=s{HFK=TxQ?Xb} zu-+IMT3SNTb#k+&Ll=2<-$Tg^bG+|XUt89IRhSoDbzOP9`(?9|^hYW>I_yfbbN9HU z?H*kOPUPQ7m1ka9EA1gTVTwwOGdeo7hge#b-Sdwz1leG9k=pXJTW3Uwb>{oSb`i%U zzJ_qK{P{@=?0Z4N=GEn%681W-_v;_m*Hkn$C6`Y$bHT$cIfeRhq}NH;szRQ8d${Sv z=<2}8lm48tA#&6`s42J1HkINp<+3zC2 z=H(5G{QJe8FlXK#GZU{}l-tT$)vKX84fH4yim?#~>PDY=A%ga~W7ZaUsq*L%~XoD?p~Wp7_+uB2!r zU}-PwYS3eNA{O`{VhV|fFeWA@7Bp79sM94+R#E)A7dPJM6jP?%kg9mSBexx^REVYf z!76Rv)$UcgyGN?3PFX%{#uMU+Wa#Fd%!pEu?dgt^?P(Uw<1QW^9)4?G$f`H;tV++Z zZi?n*gZkeW^CZ@|4Ja-oj110{UT67n0}P2w-{v_TP2Vi`k*Q#NBNg^3m(UpAo&M@d z)UjJXmPJUqrdR7yuSI?Ma3oD61&>-tvyd009QbeADrw2LWRo&71ZP5r@p%#A+o?8h zmh08XaInZUUVb!Me6jAwQFb_;Dvab^3YaGts_LzGBV2#dR~5uenSUNen%!#aZWw|a?l#v^A_<7LwQL}GAwC=+q9*G=?DF1_(ysw3VWs|`s?q^ z7JTs;l36#Ob9QqMwI5|1pDJN{qnTQw>1%!DVzDu7n!Q53FbQW?KKpKp2_2OPzNV(^ zS+}}69$n9=?)p2s zOrJ=jJVzbmb59$5{kCU%mM!K&)X|YEyG!C9FfYDqGR?`(gIxPJFqj_Zhw@;U9!B2#yT>>F0-nt3JBX(_{)>LUj(`LuH^v6buk`n~&_a`E$vGkZz;_~|3e@^@VKKg$ro literal 0 HcmV?d00001 diff --git a/images/EDA-data-science-4.png b/images/EDA-data-science-4.png new file mode 100644 index 0000000000000000000000000000000000000000..6c776f77cf79cb1f60594a54ec6122b720d0205b GIT binary patch literal 37627 zcmagG1z40@`#t>3Fz5gx4T{7N5&}}vts)&FDTt(sbT0?0D!Z2-Z;OM0^ei-Wope={MNMt3uNs@#nwVd8v$g}@fFN-@$?g-;AiaH+>EHxk2qOMFzTwPqi)zbn4<))Uc1V}D2b0kp~M}`9*An(y!F@D z!M`LJA2~VMiE?why1HI<<-cm{@Q|BVL_~y}hmV_&j|+T)%hBD&$=Hp{#*yjwApaTX zrn#f3gN2=wg{=(=JFc;bt+SH^BO~@g|NZlOo=z4I{=Slp<6pN0Zjc-MKis@mdAR>O zHu$PI_FYjm2Mcp>W$gHpyyB;y{6FvgbsceT?8W~vncsJM`YyOtNqlkc|1O&(zVc^Q zJqVJ96mH6By1^D-;Z{&+Q9Y$1><&xoz6|$ArJ;h+=&Y>4u_q>HLqgKn7+FHNDE<8v z-#g*ML!5$83}asp5A=&?rD%6jJXfCCN_0-Qw}%gHbo^*vEY&e{3`IUc$fN&wp|bJJ z)aG-3eu;wcBL8@?!LC5NvM3nozh8djC}~`2{82MQ#{cm(br@#lkFmh$84wsxV}fOa zRN>E=pz$G}v;S*`xJY$aBwQ#lULMXY{qL71v?}(;o8V*Y(rA1%c|}Y0%|GT2BTa*& z$N#)17^yrAt_fveRAw$m|BvZYK!@l5T%t&6eBv}X3fG2@JL-?sMI#(o2>dB>v|G1n z#rzFbJ7`2Qr2XI;C|?-6W>%WdnY?!R|CpaVA6y|F8a!O7UElfWOfsGlGR@JP=)55R zUEH0?rat7)WnhlXLPXz!8QDsY4VO;$-cc>BI`I|_rxACOKTji$(l57(iObPxnJ=}R zN)5X-^`^`^8?pNKi^Lxn_hV*`bi#*ne^Fg~dt9SYXe1-ylyv+2OZ)vfKATCzP^D#j zyMCc`hh&bQt@CospUWhzK_cIRLRUJ@zHp=#`gW=E@z!GzmqT5RF-^mB|07m*N#zxA zAr$#lP5JeiuN>j_M1$qFsoYfmUt^0>p&u=)f`yoxs0(oT)ny!YB91U?>(49psh5K5 z_)UHZX(?M8G5h&e#iLqzu3O`S2Vub-8onaj{``ZH-jRGgWH_C~l`kQb0={3SVjaxG z-n=f~Pbi5Lq-VymQRy_ITdDX}uCc}5$w#U3S@#e#}7b+p-S2^7`W(O2_S$+^u za>YK~>g;aG*SQfvyUA<5e@(=00=<2^S^4leH7;C(`j~e|P4A;s_REosXN$w7`b}{s z88L_CkWxGs8BKu^-=)yhYqwoizUMtGjIoR8X&J6Pd2#WB50!zh4}U*=hC4_hD%euD z+~Ez)xhKis;W7DlUy_1o>r=FgU#W!9`sBSokb8 z6#?QN4ZlzIHsLfRTt95G*GfShSmfUGKqijRhjsSP1MTNT0+s~oK4U^^@L74@ab~lr z(01HMuf(h}Z=aaA#Ve_%8%V!>avhgoXr|bHgC)@{f6lf3?TxDKWqX@H zbCDU1Uu-B0{cLM9kw5nFbVwY$``$;d#E(#kWNoJEa*>C%PA_lW$won?sJ-p*6wRxb zBP~**^??`2ehE^QM8~wZinFx)O`dD#e|w;Q9p!ACeunT9%gL{^vsOLp@OxuHe2lS+ zLNT@#$ZKM=1|lC^XhkZWF1DB&(1@EqD%rq-$=khiX9LRFN}*jD{iNi*EfGO0=A!KV^T$Dr@y}aZ5pwPU z9$NuPv!>_diGo96HU4-!+HGwqUd3x0+_U3x{Wy-thj%DB4KrfA^n-PAb_2$} z!yfl78P}@4tPQ_SZ1hDu7OgK!#*G?u3m0p`)h60gp13g{=iBLHJO`PdY2ORL>$qKf zb3zyv9AlLELZLiCEM7_~Hk~e)*=2e7A`d0zySJx+O8V0C)ZZDq=yIgW@rUmr)&+}U zf7J>NG}=9IQY7Tb{eyT3Pr-XU9Vrq)A9YPt<2d5?+7dbP(Pq!!P|gp16+4OD(v|NY z^mUqyC4IUOwe|BJJbsmKGC!5*6eoxxYK`E&JL~UKSmLf|of9FsYOKA=D?-GK+&`Ob zzjfQ~2r9MXi*GEdmzScy_W}`8=eZ#4lD&i3Sn$Bd8JjRQJVXo8A|}_JiTy zDM|huT%8!TE1sK4LX~F(Bis0@>p{h#-K*;{+qwC?nH(3=o+w%mm)i9;Ev8rIk&)~5 ze573Xs$Q9e_jLpPc703syO(cXz*DvyW}36vPa?Mql@YXDlziTTZlSI0DN?_MI$w*uvR1knJXkigX8t6N2*f3xvfgI}VWohR zaw4lW;}f#OTDtOoqbXDo5{#_0gTo>rN*V3C@;!ZSJc{uAMxmCa_5%HkW8tq`w*=ei z`4vBRPIcSO)XSYuCbxfXJ`^&&+)$jryVp4HH5AkKKGCg0;Q_Vkr5=_Fm>)ujIL178 zQSM6Faun0a{Uu2klj(!qH4K^2c#SayiDIq^gC;E-!-JE(AS(fU2-yuWE*WJ7RFPk-F-6r+Wd`*EEcE51hzyF8SztK%(1ELTU7Uy#q$7cBXlLjXz6Wws5O0o)N zsqjQt-O)rNBrDCFv)r{PEv|FGyZ7C~Yo90)6NuaHA}n*IPMy?7(Pv@;rXqqA zLLgXj4fB%lkO|zH@tjQmiVYZPGXzhtWrW0zRfQ}@Nl>&Fy(G5h713Ij{qjfroxSar zMdIG=SQxXAanU*X@Co^N-v4&E2BJ0e{D0^AFxVV8Hu63 z0)Ys%&nPgbZ=dE8&3Faa#fFc?QdS)Be?srU^tXV zg{-*3?)8cPT;7rAy}>o6q$3%!RTyknJP&^{!*_aK%lH6|Tle;Ba(zF6R^6GGY`*i^ zuis~1R4l}JFKoOu6eb+cj&Hjsbpz);`WwZ@0blBPyO8>5Iil@bT zmHv{>3c0FS>L&JbLuhP!BP_e@3rpBcfA_tN~_<$a!?c@^g({@2!Hkc8|u@Q zq*qU#Q&kp`d$lo+mDf>xjlA9(68D3GltIjh;m_sxh%{0Ss}z9G)>G3s+O&V_;h58a z7C|y?R7=WYCsd5TlIcDZHNZ23`{3l=Kvp)(7TG)1Z))R~x4h5*yXf?U@nxPUEludL zdX_C}v~9u?dEATf_6x^8=$5~hPAE63$-SmWPJE3~LgVn}-5VKu1k4v!4xbPxH$IJf zoDFfHe|GpL!r*p;LqgRS{`Mx5te5@_OrFG1#Vdp)WI-5f-J zHUVbjFtY&5@41P}2TMYG59`k)KAM@x(>F}h8|`-JxW*0@-W3PHa>&-Jhqq4Ro&C?) zq(hu*%Ja#BB68{1j`s%c7n{v#a38M@NMk+?H*QMlzJ(ePS@&{YkYCa4%H8CS?6VyB zmAaG#dMO9(PaZ6UH?^E`Fl!~ZmgSN#lwUh~(4@PQ6P@_^xOX$puv8#83DZys*5uHI zJG|+=X>d&RByl7_HsAzcJhP z=JIprVz<|8O3g815x$w^V*YWP0C=>1GnLCsXz@a~R6XpfmA6AFp7bw`^p4YuFm6nL zT@bv1kY_^<8+0jh5svy_vsxUgYRcVTiNYq>i9p#5yC2u#@d!1U7XbmcNYp{k)e^@a z|B$5o&n}rS5%an}Xlj<%)QO?yg`QPD8Do`x;cHoISYcm6x#@aDi*?McFp)he8A|qJ z@t#9m9Gi&xCc0%Zo;eIXB4=}2^{Qn~MQUNi?!%vF%neb#K09uAg(j3puWHvT?5!s* zw8Zz{DWv`P;zUZH!!!DEM8kiUUdZ0Ri1uOb@#ln$>iR zZ$9JU(xnN7wD*0fMXnRyRhUfvVWFrWR>nPN&14Ct!*REh22vAak5>@b0E% z7kwNY5d$=Pp70fqMUA8<()+2@!F4{l1zRlrfmarWuf z>`Qe;Kbtlm*o>5^NRiwu{Gs9x2`*-xf}^DVz1I6(+0ckz%DLo`(#xZjnTBKh z)9s?pxQU4E#i5*Udn6OEIap89Hupq}+yBVJKk!h`_2XK#l;^kiimkq^4_<+Yi+n(r zjGwLXBm|F$gN_^0qgYRky?-)k??prQX9ye;XBiZ|xdQR%G`*B~*s;2BK!OW9bZw*j zszT(rSxr|t_j9&eg!GU71-uF^JR#XMJiKJhZ?pv`Dp($7B*sDe`o2sW+1iCaE(ACQ z=|$vAgSVkBW$w>?#Ve&BK9h$PI*({uKks!W{~zO{{Bl{<-`vEbMRd2xF&a}qO|O0y zo6f2(<>(f@iP~%t{WCtmI~SFqt5D>tDwk(Jg^fEYwPA(6<31uTiwRTwb0@@!Dc4Uo zo>;1#_jeA`T4; zkNflV-!*w|%}+bO6#M(yk?#=>v#oiK&h0}x%Og~jH*|3^DW5z`WBhUP1D8T6e#135 z8Jn#`sn2=~Yj>W$&`^=7+=QY`c+K(t!upROdi>%ix)+7*(&$F0>WDsB$FQZ=KPBw3 ztPg0vQ)WH#w#oN!O|G+kl;yu5#V?jcJ$CeK2vvGWWIJASuQ8l9$Ksx-^Ze9(Ke>N`NsT0^yXD6A$~gTC z>`l}KoGp#<+FO76-<$9!tC&f$EU{aisH@}HiHf>MOLtF`wnjY?>46yl?A1f91y5O@D|LXXefhW!+Z z#;=XL*1%!5gKKpz;+jT|7NvpbQmNq>)l~!C5K6B3Y03#L20T}Xspi)M23hK_nX5$& zN&gPEj4*UqpKG&j($g3)d_Ai_&va`XhrxYL*3+d!%B0ChF?Q$Q6BF^+%sNLadhO=d zlaMs#3sOGSQ(u#HL|qmylu2^@vj@+h^Bb)^NzS1cS)`Q~A%6DK@4N?H{qrl#I;vM7 z@k+a7EI8`E4sq;B9c{*(qrN7;{Ba>a@}9H;dfZ6)m>>nYY;tLHVL+`v{~kv{^?Ha| z=W;>YEB=S!D7T5|%Sux#fJrf7kv#_|`HcUgU*A?M(|@VWhw)C`&bV)ZGqsS7717y4 zudP0vzRp|#9${@H7$R@)qpg8rkFCc;g~kD5Pjm7=D%yOUdy6(j4h}sFz!vuu3D4HK zcd1v)M;)H)Q+U_z%_J}TRD^-WuoU!@-og;dARl(TWcNMViht=bpRG~rmMN~g zC6Uu@@dO4G6IBtrxF^R41)PS}x+9v|8nUcI>dL!{A0B))oA1qbn83ieFV_JKB`{O> zh3bB8jMK<@vMt9Bk*4J{M>nBcY?>WXCtjtwt9iTIBeren5t8qniS=Krz7j2d@ReGx z%qo#a%E!Q_dhHf0IYw2qrJQ}|@A{2uLt62y$j7`@{kA7Mv-G;bcc}SYnM!>ulic8Y zNv=wz(_Ay51jRHdaevZW9T7EaCLT9&rH`3@M#hSNIL7_)7vqjwMOdouv7Sx~ugrY_ z)7w)d^q&&ZUtQ?Wi^)`qZzWR`e;ooTzsY-|Qz4noE_e6y_R`40)Css7&C5-(?02qh z)RkEDIMIN3sm;|by3R%NW=>3Z?4$Dne#fPGq5+!#w(njWUw!U5&vnbL>g3%OxVIPN z@L==TxA%pE#pcfq+^6H#r{nJ{j+9v+4X^)${587_Yf$hXtn|z(3VhXP+J_S@ap3#v z>3pd9@AUTrZxHQchl6BMKR+QyGjkFQBhDU7^W%9|a6A2}4!^RE@kb&uuiT^)u(XEL zMT2!27rn=Q4wm3bfroo1N=l{&jmP@7pDqhn_LH-5ME*df<7!i>f3zAdQK0iZv|rPL zFrt&MT)&gBkxrcPi}O|Ui-T88CZ)Aw1T_AUQw))VU-nH|XO>?#Qapj9^s{_)Z~e~l z41NUM)#~X(_3gAX>wXQYQ+dTG^;gnO6ShR`hShFqCK4|7ghIdecoV})LutkOCFBZg zUT4}2mt94{rvadSas76a2@7~~IC+4ryN%7gYkon{~?meJp{6mjw?Q9yx?Rali zg2?eS4g8){ajbNi)rrc&D_u6oDi|8Ecwu-^O%*#K1!+i6YodpUfMa*(0AKq(t6EAf z%R(>?aTsQY&cDTq$8S&SaHq;;i8@y?DMD(i_fD}<9o&!Jmu;xZwSdxgq>M|m)G5A> z@JH23O$<0)Ef_zXBRGqVAg_(lv#vB594*B_QR9nbXWzMR%%5&CVeGlMm=g-91VZ9QpKc~GA*`yHzL^kGgdL*mS4M>}_bVI?T!zf44~f3*=$Bcs z>qbR1&~qBpM!nF8JYofj0I$QZkrgQ+i-YPl$3PVV6k>mdijqG%gea@9^Wq zi`?iSpyiR{Nc5e!1(SJzi~o0~Zou)g8ahtS83ED7>mC$-UcJY~M2t}VNzm_Ae8Y^6 z^SC)1L@x>7WEguHSCVv+E^#=(I~SCC5Qs;%N#uv%t+O7;f7M7X9e5B*nZec|Jn?|X z_Pe+WZiVBl>P`tyrd(G|C~3lB{U$v=dBdG7kR3300GqCJ-}^Gttx%+H(*`Q`0x=uZ zA-cfX$!PO;%Om}QxX{sA%#}zWcoiQ_mZ!!>aeeCx-ziA(L*ijH3F>x5?8*C8ZsP5lqR+ z(8JWYo$sD%IEM`A@7P35E9%rm?lWjJ_OY~jt?^R#JGInE@61x-tK`W2pb1}kuT{UK zrLzldN$UZ!eebmbv^K;H)1+awrsDq)%JgI~9euBms&v{gBSxlIzn)%&NLI}#u=5U1 zfJPxN3W(<cq?SIDGXtvJ_T%TYh^7ErDfqHX zCGq3+mAUg11Gh!bOT%~_XOt~^-iB>1jR;w(O%Ul-I+zcB%>Bnwt;u7q_Kjp7sGFY4 zfslO(f2FiJCZhnD$z+6?uv}4I&9C~-YXkH^$x4)W4^;MGdJn>;6sB-Uvk>tT$<+Vuy zmiWbdC_@=$UcAWbYom^xeF4W8me#^o)S0F4f!$F z-)h_8Y!cKyCQ0kOLTB;=pU3yutFBeN5g{9*(l_h5Y;RT;H zb^>oyl{bCzY_<1}=94#FJ3z!NT^M&Mzdzzz6< z(*86p=)0oze(D0h=SahmxYur>X)JNLLdR)aiwRRAP4C5%@&V=y5K zzFAFSasCn+sVstibV9sms>73^ARDP|(R%NsG+#q+qlZJq=Bfah!5#Qp37Zgto0j!B zf8SGN9|GHi(mL+gMH5oAKi5#dDET;JajaZTw8WAdH*rUpjg=C65~Qn120uKE;JjNR z|KjSsD-R~Qn-OTO{m)Mbf@tT9Oq;IpNe-u{g2~H+E=s^gda&^=y!agEF{Dix%!N*S zT6lexJUy#xjbYcQ(qUTsd9l+78!y5Jmw=KpQX^B*LS4q-2C6)Wla}pw+5SDnrx-d@ zJQ0&kHugxVT7%K!H<8L&5b{~jUn~CieSqUaT#I;f8{#=5efV82JoNNrqx|p=4_0dZ zb&>AtQ&D{8t-t6^=m)L6hP`#EQ5-n`sM37V(6}I9^wopk?Vh|IJfT-=Zz_g5n8fD7 zYXs~9i4_Sxtm38@KprNOJb{lt|1M0Y9ZqnPG`R(ozMM?>7eGQ~;*B~F+;adC7-WvN z69=XITLq3fWVcRFdGYT~C&Le-fGp6BEPvexF&+$YesR3EcB(mwDSBQbSC@CL=bhS3 zXT4{CC#pA>fnB7eLH9qo>kUf1z)+$Rz;UL>->O_~+4YLe{(ru~+?6gDQTX5}jzj0g zh)oq&Yl_~hzc0YZ3NA2}s~hvzTirL))L&m;Z@gq1XjSDftysC)tz-^hE5kz3Kgf}8 zMc@)Ci8dActMCN-W3+VcUA7)B!5cE!UH#!OllZW;H~Y?we$#)j${A0vEAYBe@UIn! zJOe-4--@Yr-|#2}u=751x_c1a=l;f{?|4zh=sa zQqNSRa0dyd`f&|dkoB2l+ty$bri`1MV8^p>_P-;6JQatX z$mJ%NzbB#&Y3AM4(l_+p>T~$3#Aj^$flA zcO*t?W1TN?G$Vi6fTXFBQ!O!a6Zq;CcEl@9yioJAxe_P3WV zy}x)$3H+wiP*~HF{~P1~s3K-uegK`cwI}jt-U_1@C2q2x0?lGv{=KRPOBgqo|3D7E zKxPm@*S`y%PXgou1rmH-PCMTq5kJ1w@|+B00S7Sa>epl;SIe#WKBeVPJBA`YhZX!xR@G60RpfSS3u+Y!N8&A@-p$k z&I-5Cm{SbO9QBW*&By>|!yKy{bUIc72JD72Ul7}BFeK%=Y><8Dohk-pe^H#=h5j7^ z>zldp^jy>>+v;z$KL+mmatV!l@y9_|N&fZ-1TseQYcl+`Onl*(nXk#_7&Hv9OsUPq z=52?nW*hYf6syv$q|J%^?|dHOQ(Vb-!3e=FgAQeA(`|dPcj4V)d;ryHcLL&u1Z#SN z%jcewWJQcn>e79mJz2@)UDJz_UKKPV4$O}RG$Dj+OgC=AV(r0lRcqS)TA%&BKArn` zu{fzd``K4;G^mNWQ~o*y^8aVs8p1IEM@{9GfA7W{1_ki5%enEBw<^g`^P2Fpl^{jP z4A*Vt(+>IP*;L=FUqUEiz)edyzg}(qZ^wO|G%e3aUYrwaD)1X5Mz?G~CA`EO-6GWy z9J~U|N#S2xhLpNV(WDa~9GwaZ0Nv$(4)zan5qT4&25C*V)0}Lgi~+l(>J zC(fLZ7%T26+MSgaL<0t(lJld>()$-I%do#!JQ9Nk4#R5BDJDvkpTKtEG1khX*YPNz z*S`weV<7km1F=z#cHU_H&ZuKVD81D8vDq{K$rBJB8bs3}-Dw$PA*%pOn5mt2SElnW zfXvy3pFFx8C?nC_u!`r0tMx=0Ae(Ysw`<|Zuekn#Q*Tl~?%= zO&(B$Ge=G%SkzKD)gfJM0?!1Q!9_oiXZn~soWm6#GPaP z2ON>cg=$YLd87gYpcWReai3^_bE6a69k-3x)^dT`5l=1f_!lpNpnAfefY0KlxC$Ss z@J2ho01G;de{G?lwiUqAm{4#q8BZ%2wr7b3i**}r>Wn?k@*IAkK&bQ=+%Nd56wAhN z-+L<#g}&r<{7&`Nm9R@f{j~r9yxStTl7lNwL@QlgYZYE=X&ycub-A9jS$T18$rEX^T4sj?mSklOS%fmA)1@y)Z-={ipQy6rkvun zu24P@MDL?JTyDFvJQ4;tB!#=>HrB3t3h+5bNR}*D8Qbw3Ee;mlz;-%~IPz3lf}rxt zlfwbq7q>iCmBUz~70Rm11lOS@X;V zygskptf*qwaml%^{7>ZKB${lR-Y2`)iGRX5N>q}1%d;u8S z+M~DQb)Xc_&tW0&+;FMogO^FOVA)ZAoD8b~F}C0kiBH^>h-1HVt3zVP;ML*D(aw0W z)11aoiA79!o>q?bI%s2Cv)`p8T{fLoNM}Otux5NDferPit)V=Q)1`k2)+$V?a6Uf zRVU$T9I(K#iPdRw@V4nPYM~>9g2U`*W7s;FP8-#IF9zK$Iq{U0ngi9x1NmI0P2q9p zX+@EoXV{n{4dJ%cYfmwg2))!vtt=>bK&;*#tPHcbAK@iIH`)8Xzg`Dr_#Exy`QEEW zH!z_ou*qp2V~l4v<~*=wF0^LDB&Q6(-BU~?!;LAxQ)|i|00L$j^zvFCe8(TCH@nXF zDzI8O&-X@wHW82fZ0s&;q5H;zp&D<`(evb{`jrlui~N+EYgaU(hJ{x@DnLk*reK&N z#2G!e7r!k4KHGnvk>yZ!4Ne*j8M=@VVICx4+MYc$2nnoa!XITDIEwv_C^dK^x}4&ZDwz0a=93-0@L6^s#$gnn;ipW`31SzvM0@KDiZY#u^f zhGIU;1e~dy2Gn!S8I%K&T>yeF5$aZ%^n8>F$X4oz&&wO9F;1E&-I*fMH+z!%p(7el znAawiM5bf!jE1t?k)=gS7n3z7E>blwV9gVL?JRZx*0@r@XKO%y$h00QOO!a55`j2G zPE_rF6&h~_=;zuch>^V$)L@61sRcAWCmr@&Uw|W#J0JIzQ+ zD(uSSnf4?Br3alUd41H^9-(#v#9*2s>;27<_nh7A1RR7?}CS$br1Q+=dXYKrX zddWrS^CK5#ch{Qew`hRa611N;;yAd-TXt2_cW;_XMJF`27?3U-oa-Y#0Ma4+sOtLe z>~GF70dj{tl+1s#x%PNJ2jqIgCcSc-dxZVF69GhLyst7uE&=OiCNS!z-1D?P+31v_ z-hj!(uLZ4~&Cj;~*|_hc4H)x+{Ti`dI!qkm>SfD;{62KlqX5Z?EB>C-2cw6JA3DuI zPO=$gMZ9Q`Kx08D;P7WXsq@4h_p&95IKJgHs8CYnTgJ|*X`goztBZ@}$uV5-}NS!iDz(0WhD=}bPb zqCuXv%TLgW;&Zl1yo9dpfkIsO0Gbs zdGtI}mYNQ**SRBrxprwsfW{IBkeuQki$zUzJ=+_zovwDYw=PcfzSnBwwFsc)|IshX zn(9>?V7V0su#4p$z;87CGJV$kupO}`Ec30R(vH(qA?5a}o{h2O9_Sxm0pemW(bzy?#DBT#mQ~PCoP&8M;CHr3$_QJ0SzCY ze3bP=(((mYg@TO)jC;7kc$O(T`f_BT26Tad@GO}fTVF$+00}R#s#O!n{5yN4O)xSyjkd3?J{Sj@YOKU~o*b`Hv>}IX zS!|hixsO7};D;9F;~;#ry3=oJ|Kcg~>ZP|nw7ZeMki*b{x%0si%W)dsRk?+~Q$_vD zoO`lE_td*zoPYu7f^I92J(?l87yZ7s>B{ovTu*>tU5JQwukqzV&mEfr4{aE_?h&g>m;yZ!KRS^PL6CaH+~x&lSkXxx#9QuYj-0w0&*N(a8VeB8~d_ z3mY!Lam`hh?bE0TL+>!z-Tm+&Oy|VqY|hU{3hAcD24suIJNyZ7XhmN=#b}*=-VjTX z4GWQ@YD_eCEfN*t7xbr=e~Q5faM-Nj3c|RU1YXlk8o&b~J%~a%vhUKOPpZ270 z7|^ra4Q$`jEhx*Dv54$JF&9=GOrV%c+p_G>Wp^EOj!&R4k)hj__Fp%u*?7>sBIp-U zrT5xpM?y%Q$o}aBH=R8304^^sT;bZR^he$FUSzL|a`;7^z%*Vm;^r_W(I@n7Fp;5bl0sBtcbfc~cqF_9~1KO|zy(*L> zeDW;NNV$J`3sNHe?caO{M~V0=JL7vLTvy|&F(i)+D z;Iq1nmLGEc?*7h`v^tWZko2_KA`L?yE%80r=cN^eZ_5xjaJ{_H#WGy04do1Nft^wD3mw4OJiot7~cL znN70&(tW-8EE8}8N=b{)0sb_{L%m-D>dk_ol=jKe{Cm&HOU%R%5rxG@?HbOSSUI+a z_{$Kn2n`nMAeAr)rk1q1P?HAnC;FImBaWSv+3TV*ro&f3gRw5YXrohLI5xIDh6&+D z%oZg=UJFL!{U6BG$3>%3>dRlv`cyc&^{XrhQYu`3=6w~o7??E$%FmIRk+t1oT4FN2 zF6F{%qrnm9mPKHu6AeR%WX z!^@|=wO=HHXHN(Qm4-hX&SCevE(i>I4KNs)f}Zk}#Xv*X?$r=HyPE@X!WBX^Z~(QZ z5V>Z?P(#33#29Dp)yFcED4f%S6mkB@r2_ zS&j%%+iOh|)E05)zLgMY4K$E-UGw+rrh59AD!0AiaaU{*XqmO1Lu}5u-MFSfna`ey z5a+sg{nUo70wo=<8}XEkjTYs5a#XH+S*JoUD)tVH81HgF)(GrJj9B$Y(>rpgNgX-K z6V~K4sgVYsg{woGE93X?>;C9Lrs@Em?6hgPjnu`39LnCw^1Lo<#UYbdWzAwqNOdvS zNoSfH=>Ou6E`Xz=6>OQEuZJ;3Z%6gwIfrk)FmKq)Q@Z)%^OGKd>OB4O_Zo-Kxogxf z6U0sxBC~V~QYJi&{mEK!sSHqd{DsR5-(Ge#(qJVj&9y7U1gICJBi~I#__k%SR0-a7 zhzMW&8fy2p(A+&zvnd)DykJz??VaT@+`4oWpdz}LHf!XgxUglyj1smR%4C=F49#u# z@bgVB>O>x6f7Qj-cy8_-or3_m;#&E43Hn{^ELJlc|QKqtR^93joN_>X}aE5SQ zfmMT}AlnPxCowxdtP62tfRZxt<|FBx1gKoCUuoJIi?bPExz+XWF8QBh{nm)Jf)G~5(W%C(A9f7fl&U7%|>>^m8M z>79xXD?Y2u3Oq$nCWV1cZZ&X3IIK>{RJEyL13K6f9wE7(6;ASPEN{<;IiS&O6|l7f z?`!79iF?kHwHieoNgOn}7lnj2FSW1<8W~ogoqFD?v_-cyJ(egwbGX@~X54v#?Kc7Z zS^VgoR`*iGu>>65>s(V42gE8K*E{Qa^Y7_XC^N~0_pXFIOk5G{a9sOBr3CnJ=3y(G z8t=X3JFp3*z|$6=7#G$Vr;+>S?ny1%M;AbV4KjrVAbmYz+v1v;x&mP|B1jz zJ4!^r8N%q2yAY~Px+$C%cj$5&4?b2%B|fC!)K%xd9r*r|^+gKk8>y)`c1eY0pu2XD z>=}42R%4aU*wp|8X#{krO+ws-Z#Y?)G|lc-`Qf-IrK$3Cv(}^`8D-wvM<8Nw-;O2= zTH}jyPI=n)y^li)d4elv03pf8`I5k6W^5ylCI9&|7DviE3(kidXSx7f>M&wmE=%i+ zDX15g=&E*iWY>Bh>jkje z>*64TgvVxA1xeZYWdX!8s*ZDFf(30^BC`i)hp$hyq#q&n^V23OXH$AyZy`u;`udq2 zAMSb3HI%vmLKd#2Fu;2Trc5Py+Pa&=-H^k0q=whtYi38c3cD=<;a{5*=@lsdCE*uS zE3e@TqwYNrnXQ02=+i>$!J{W0Y>>*M@bFOPXt;8#fCTZzF< z#5|NS1Awt?(|h>pa)kJLaBso=`&{&OjuRNa)@{%U*#)#dm~l2?IFnC}g|*?h_=&(? z(gyA`XNNX~uEEORAHK6%cb0yWny%)o`qYGvphfr10dK%l2__!7lpZg;-8K4eV2Sx_jk`S0)(!S1wV884;p;s{ruSBB0b|1(pkK z$&*7zEh8^LSz;v$&oF)#u^FlB@)rdi0yn-+$aE}AcwYaDr_Z2<@&AxxG(6%bs?n_S zGPI2*{WbLA-N7e8i(DGAlIF3doug#i8ij6-S#xZ@A%KxZc2;h5h|$Irj4kZ6Nq$(f zAcvEjq$IY~^c38edZ$}t;&Vj7Z8*wnf5-og*va8WY1osemK{U+nsf5>)?7oo>l69RLj?J4h&^a4eA3jy>d0I;Nvf{*(7oIVtt`#!uCGihfSjrFU@Y?I=)Hc z^Xio!vQ*YTmDN-NRerlN(7#%*10IC}*Z)Mu((-Ffa}a_w4su{OHHUK?))^8R89t++ zIQ{4@DSEEtHtBn38qTT0{kgr1R+qMntPyt(b@7#JKuGAQOb5-Dd|e11U4ED1@jl5! z&QnrXF0m!K>yIWE!R5~oHz&fpiV*d)GU7sI z3JDqXt=jtuB~){>LJgEQJS@|t{9YVPN9UUBM+v%L{I=h#`5twlc-eozDK>z~So#cU z8m{!2&*lSQ0xfbAfDv%vehaELF>|Z|RxR=-%2ANIo*T**IF7 zg%n-fHT5nYP(l{?-}R9vxQO zgyEcd#K-aMKfep0d2#5&(P#*<*y#yhZ~!eD$`MOVS5~_Vf-50d(Bu{X+d3Ca0Q%Xf zyix|M$O*LC3Zk8jD%xF$wW0YaATy3bOM(~WEukN0SO1{>ddmBkUT08 z4^!<5m;whZBm(n}+0$^h249jvV%=0cQK`Unp%Vt4b8hO-gb0(pKj0}EI0`s zma$85pSg&YJO@^zaA#i!(M8MAduw9pF)hkRvml>FWErNFi32ALu|80K8eXt^0=iS) z1P*YULqR@Z9#7{_fdmh+uu)u%831=@gj7xzRM9ykIooh2lBEO?MAS=C)OU`Jh9L2S z89@-XGgzU`QFsIUj02vk5eT<+K*r8%O~}4|-1i>ON0tWY6Q@p0H?joa6&43t5+5M^ z3jD?0*PF*&$MgE3OvSkMD?fp7ENwypMk`vTk^_d*NLd6i)TIaj6El$dUE=?GNR>IV z3qi@Li{j~_2f1Ltd8#!|$>!6R_FR8nGA2G12!4^fh%89{(6gBXoYQ6m9HdjnPOJju znvC5&>fdeFHGJkkIk%!kwWTfY)@jt1=g?Z>@YKj^S}ne;k# ziQJbj7X*T>!oh1#l^S276^ZJ<41A!swo2B2-R7cjRw?5-LY`~c0njK}sOJ2(Ve zq8-=-HpK|?pu?D&AxK~#6Jh3?L3Sv4m>b@ktH+Pi@%ids+9JvnX*Kpy3n=Vba{~pb zG{Sb61?IfFrP1+*9ts_j2UZ0?M?u>tuL@#-dDeSc3jmCUNDK(Pslg)CVJ3gnG?0;> ze)_<1+8%>DzW@j1aBPkDK`T&j8Ni}#i7J4O!TC!qhPc&Q|?QE>Re({nTdrESWJ^B;aL{`&b;k~ z1ISi#5@jIZ4I4u*rY}tpcmW54+?X8aB|vOSiRy{WzI2=dhKX?Vf#HEWY7&{XW4a8P zW}JTQZuB>$tFTSY({mRYcbAQ#59*1e%od+~xxE6U+^7htV_lVfA*;a&0U%Vqw-Bub z=0+BC3MND8iW_itRTOx97u&>uNwj?0`3~5n5Z`Z;OY49ka1BEz_uGSLzLyV&hz!Kt zdU7C4o7kImL!jpa`@>eFnK~A@R!YRP-)Y2dPy>Muk0YTkL6IcfX)?Gi$8){Qqyl{Cu8#9am?S30PL+FnzT8c>|Dd5^e zVx9L`NgC*B3eQ@kMlTo_@dH0#K{BuvDclqPeErOaKDXCDKn6sg^;@JH8D++5m7qSf zf>T#KHCiMLj5@NozOjR32>>`Bg3hvNMYxqN8ww`9kn`{&Y-*!%ejG5+tiY`i@rcIG zm>N8TgDJ*a!(n@-0@>3XgKsp{1hdIS;F8_^$Zb$z7t2MKvk!6(BTx)AWnaxs)q>|q z<_~ItD(*fNB`3V6mOIk=En5058Ax6|Q5%6Z2#=j*F0c&bUM$6on4OOmsXp*k^L&lW z5Mce3(0h*@{OFwH$qSOX1GdVq-GY2-u=M@n_fKMz&?Bs)WI`<5Ws@wtT#Wk2%?RfI z@Ctk~Gl>!9xjp5T_v)HO^xaLAbt>WZGuvB!aNKKM+w*-neN*%Yr?v;A9IDNSon&$G z8EcCA{Tm53-Wy+q=5qqmxPtS2>Ts!=K?{m2sj3YW!+f71kb#Tx?J%_@Nve;;aausR z-J(gjDLpZ;3yM0PwmguY-oZ?WNhruV1?Vhl;9KSqfZ9?8ZXJ#RL(e>{N$I5U2mq)y zARt={)OLc*rP2hKQbI}sfiqh~*WRZYK(W&Ea55QU0w{EK2b|?!MP^55vmXPgyd_W* zQ4K6zNoqp9pX!tb0Z+<-WsFrHbqfDHR|(7#0(M0H*0^K|Ym>)dJ9u;{3Vw1|ulgsQ z7|U|&HJs6HSCoaiujsYJbEl3?vEnsch9M69Cw7=f_a>inmn2zJ_J7)lMEf=YPO7PmBdpFEIdTs4U_9?77VDbb#n<1`y zP(mXo9w2BvjMPQt2T_OzVGv{|z*LRognk2VUKoGfdG`8S;dV6_#hZsdJydJ<@WcOV zM)$#W797`24nd;FT>LEh;m?+HMjFfeEr4IX2RtUwgmCy~8X>WrP$uwJHJtZ@3pmm< z3G|ll0QD2TG%k(;BHX%I6R<{<5N#OQ0hi@`Z=Sx+&R3$$o{!F!?|?|I3Z7Qny09-u zW>+gIPIRG%3zp}mq zoXWrd|30U4vdYXV;~*o-C?XlBl3huK5DKBPLRL6d8D&LD8A&3$>@7kPNrh}OvSrWn zf8VK|=l}e^S67$5$GOL6yyxrn`s7XdhEjb=T)3zBXwkgR3|la&uqv&NDabPGL{#i% z)(?5!XiCc}AB(22PBxx0e{?C?R6-$#A+|I6qwMn3cBb3pj~_A?ttu*p{cHE>WhZbQ z1rSLr06=5~w6mt3oF_pyU-$f z8x%JzKBpalkTY}53)|d}a!b6nO_I;a72J;?n7DIDs-LMdJ8Hisezr4@?)iF~sQ_)T zX*%OmaQHtrq1(ckEylFbB~f*=+q2P3x0eSXs!4S-zubo>@$`R1)nr>$}xRyF2k=L`Kh?}Ql*5bScpWbb1(j*S&szGanDIRWIDFb zN_*mnz=u0F2IVfBwc5i?v1x+^8=YseQ2>zBjvP7eHGtx%-o{3!nKp$Kxyw{hyQ{vp z#FHeBdc98d<0$Jw{OgV2J?J82XT%%`GnRVQkf)nzR$hQKz2T+DDz(5s}mt43iF z+;t`m5pU7wWQu;5dht!NuL5~>T&&LWX}4Q@CEJXt?fz}0A%f$l33!r6ySYCv;UP8h zJjZ$FVDPxN4~1B#&cxF82Eo$o0Wx;XRT#O)o>gAock*5OXnQh7@l^3C>v+uu-nA>1 z6?Ad&k6%z$lAYX*gar1X%K?}Yw&g3yp0>bsV7^)CV${F30WAfqGA(N4&G*sM^B>15 zO!q%2T|HcNJrOotGs6ANkbMJenW=`@m=@ait-oVGyi+hg}`^0scP{W_w_{&CEo?PEc^&_>nwnpXQl zslGMeX+op9Jib@rwryjB_v+%sHo9inW!io+rqP;VKf{!OH*V^HvV9UJ>>id+D=NFL zkBh0k=HQL$9qIH9Puq*PSMF!p$2m);ojQ@ja%Rp;`9g@)rNu{QaWit&wgR3(FIBNI#N(aNLG!nMRG*)npg5L&P;R7gZ+F`6E^=c-`R3wI z_JcKIdhDx2*#Z=&ckkERw2Tqj)mm;tx_d*h(Nqx@ISS*mrM0&EJq>0JcAT5m3qJeQ za;8Xc=}Fw?@uD62ZO9v;XU%(Sr~)1p3P6Uyv>w+B?P1SHp-Tr%->3G>lGKMZ(9r@QMZw@s|wG|k>+qXF`+9?p+S@>)?Tp^sDV_IZ3O z9&D#=d>dJLftkG2cT4?u-z%D)^5t~BB@Hs?%i%}~m9Cpo35P72cIY=3(?_$?WyuZ? zRa$dfUg$}C-QoQ+*L%#u#@6%4f{c#bTdKyLEh^A;Dto0*gGAzQ>dvG;J(h|f36I7sOqz4|E-bh_7v9@(rvcuzgw7~Fs*(iSZg7m9CwmdliW`o@U;)(E|;j4 zsmcc0kwZb}dwB&}SP*6qn~)F~uob9%dXWVau7~JJ@2c42G(ei2*8P?}F%xCSf?SV_)X79FjW@vT`t7pf;)ougU~^g&9(gL%%;cD9O|5QZ{_-DD#Ayj+s2f_6OA%x0tH zcQKL%hE?N_PLTv|p9OYlg-cOOm%JAy=^i3_D?9d5uHUIlp`^SaVCwy0Yj;Hfq1zFt+cizkXP48UVzvtlP>5Cw{NhxKCBM z>%x;qUtnn%Pg4^VB1^p&`d8n&}bgu+%=&qww<#mOp1 z#{8Mq+=s`ptm&~APcoaj60Y(aPdM}}GQ79tU42)S9`SZg?y&y4>qzW~tIX)(xb9$< z1C09_`&KwKTme=%(1b@aqXgQG>OV+|knKmXCcRZYJ2|H9m&@+1=}P+4Z`PhMzUS|q z{E?>ZTlqNNA@D;0@LjlO$aqn9t^AG~I22&kN0%unpzK{P=(k7l16sHMy8M1!1g$)E zvGGU9j_z$A~9tZXbM@K&%tu;Dzk1D6l^XgRP zNEeQ$vGJU;qv&$b_H)SIftp^U+*4=Rf6CVhD+-i)<3wC%O5Ul*Wnqzr+w~p?*EH~J z^)Bkk>C>?}G$v4!?!_$|h{k!6<7SZ?M-2lkt zLAtAS{u{YY;l16u82a%?q1nD_pQr=nW((?1)p+fc+4WQ7{zgyxVqCn7g!sOLcn}3M z@hh#?QIJl)uQjD~rS^K~-d`41Ppu!|6Grw^c?$4i)&Yv>tF!1g`C^Ui$VEuL-2 zS37*7_GID_XegH7^{aKU-+-#>GLIdfxCH)ouy>Vsql0zKo)vLAnEq9tZ*11W=TrK0rJi%yc?zn3+V)<2wqP^| zyZz0%Wsw+3PtZF&^PpDPlAYQlkq(a-{m8%~Epe>-^%4~Fv>5lkFX!rtm+v=W?=X+$3 zhUk4e$y?>gl)>zyHvO_9ID9_pl@sITf%ulCT2JE{8w+hr@|xr01+Kf~qikYbohFz7 zO(MOV?+h2|U@2=tmvr@oVzCHLv>74gy`K&n&F&a3E5Mi&ggtX#Sb)<-%_p#U;XU6N3)5u{ilD%!-@A|mcxg|SxelhGYo2#c+B->RdF%xBu?+>-W>J8of)v#T_ zpO+zRHkzm+{7td5HA(Tj!J7NkjnuQ!Iu(IBYN5;6$V!~}tV$P$+&N>Au?UDf?Cq|; z{#;A$Soo8aUe=_nb-=xvfznIN;^!WQn&YEDxGI0H0N8)eV>oMhPZYFC67!DKLZT&w zuN|IrpDkabRHm5SnRJKSINBH=JTcutw_cDCdlK2JZiW-@Ka(6-Q8tDa=%vG3WuFqR z;%=JWWz_VW<*k59)B?Vy+6y|ryAwW3x7|wdWK3;L8gBd?SYbZ&vzB3hdrAg?Ap)ea z(WBMtoN0IHmsv~|cjJ*bU-~D^D$YLZrrRD2kng|5lQvE%r9Uu{aKG`$Wq3O^5^xi@ z=wB%)YpAGoo6t#*rE@Fhv!qa44OOFhA6QXW_U;FF$0PbZ7#)Xxw2Ob`^FXo4RR5TT z&XF!w3 zEGviU3PW!o^y%xN&{EKxGA#n74&H{F4B6E(iUGRyI@ROcTU|_tuk>d%N*N?6Itm>-g8lfmA>E|P=h-WPQ|zyclm?Q+C0RMD z{QF8Mq59`u|6Pl*>{o-xZY7D&H<)>jHj<97b01efm9%})F#GtraH(w{S?b{S_Cii} zaojDm+}?-NK8_)ApIBCWt1GOv$`&om8%xi7n=dhIS_7+H-eq6MIo5oiG99=db0w29 zch0K^91K?5tzG=$!VRTi;)vSy_#2N_a5JCp6Xji={gwc!4X+et)m(xaYoZ8kzcSS! z!=&1`G}iG79=UD@pOEhkhF=_t136(E=t;IvLW>NiqvS%XynDUbNH9(Vu=kn5RhR8| zX;P6KeeFhsbu*t9J9I2AwhGsAyZ&IfpwvDX7q4a01I`l5e^NY0-NQ_xa{4mCI}t?> zoaI-7A}aPmf6gu*J1BZz+rLApwa%IDVGPK9&Vy>mt0@UBHj`sQaYH^dqV#5SBz{eR zKy^I>);5{j&cc7~u7%0<0!EahtQ|vC$6;!M=@Ro50FwRc>pMC*fwOv1{`w_~lnY)7moLyfkzkUowF9 zya=VI53MSd=P*PX(tM8DcsdWl{{sq)V%fKBXQ8w{Pq!$uKbE&lCM!v4b|?6dk`O}fp{CtW;z2F zCGEv9Fd`S$?&7&_tMuJj0{)cc>Q$k_bf0|;nQY`xdOphOm&@e9zUnYQ_NOw^l0y?* zs@LvbGEw&%A7F!E0B#@Wd7 z?m~SpS6aTg#d|D1)-7t8AG4qHO{x1x6KJ~5#%bD=RVQ(H{c)83$Yeq9;Bl_8KU;7shaYvesS|Qt-)`2`Kfk$$ zKg#&=2&UA*2*4I0Y7#$}JgVHE=G?Tu=YP+F$+=S~CinhXY)RdK^|t9fwPm#^ZK!wQ zu}MG^v^ICmuMSM=%Wy$&Y?RU@Gvvt8;i>+;dxWF!I&blaGCm?z3mCMH9JA@yy=m5;pD&gl3nW#$_A|+IfE`iTP5=HQNuSvw@Bp4+Ks{0JAwI zUiaB?|0^vA*6NRARqy)~l*Hfr9;tZQVU$$;_8MNNi+%?^yCCn!R8A{$`p6kXM;_YJ zNi1@!qt7$f{Jlr0fe1vQz@fK;!OD&kBz&;o0LO%>6l7{FT{-*VTXx{A-LH7Ai131i^NhzOR3Oc!cRF<) zI&H;TyFj;!FXp9m-|nuReJmtJYAQcIQlMC*(z1r~vEgkXPJ(Co>A=A8sW!{|sK`MQ zAzP};wU5P{*anFu3_}>>G34CHtzYWrypi11FerhGF^fuzX0{x9bmWT1@1PIO1A3?` z6EXG&#eb^o7pbX!?UV2o8mf#*tV(?-x`#N1_EMduq_QNbC<)ojSazOOTQ}Xt2t+0M zlFx`RL!@zz(gY< zoj@;+@$c>*ytFNtMnKhBi9N9EPS;jz7}~2{2L?&!?jtu>dHMI=CNs#`0jopPDhh9m zJtKk?W6Y{{_U+qh+g>@2q`t6r8wU{u7rf$A8T&*@>+k1H%|AXqBq%UqDhNH%*^`7+ zW&~b_5jWw6W@5pzDkrdK>4{U5up%r^_pZ#1pcu?V%a5;e&}MPE>TB-bJzQ@W0`lST zgSYxR>3YwOZIgfFf=XAQJS1I1dw-zah;!ZfAOVqRO#o3_1PN28WN5owt^x6|0P@Dm za$?^_l?0$9O}!6q2;Wkj1BeO{Nj(&Pzyw-^F&@IuvYayKnWF!E8{Nq6C#^Eo&Ji?m@Eh95%nxPUwMG!G`&yy%`uc1UM zR89uPNb0uL5$F;#?r)TyCZHYjsP^BFt;6y2Zjf>hEOTa@=qV$>V zbX@!E>FofAQF1~7RMJprp3j#;ls^SU_G0tj^TdI+!JEnkRN=d?!-&8f@9ql@8LUsg z_~x~pq#U4*euEdFWeYst2IwQ;*s=7w9~wY8iqHI?>W`fN z)2jytA^>$hfR2X>{=RT;Joj-S+3uLG!-z2d$}TdyBR6lMUpP)5ug8D;YV3S#LqAWff%Y-Cf8 zb{1rD$hl~Ra2(+kD_>4Dps2z@v(Ldf{ts5>zhNxtHfU>2rNXvX;jygKH6J6YyT38B z@IpWNK7p7ZDoS#dl4wE{0nkS{ieNFtq1|ItBMu&(lJJ|gVv0f->g8bW%($+{0jq*Q zMQI55)u{{co?+ZlVAQ3}B$sWJpx*aTUVN>cc^15ontB3IyduEkl@&wdM1t;SM303L%kLFMoX5@FE` z;UD@nmfi*6v-o`&z9>}vAj_ys(%&S>8vAvRq-7W&lN7YVxd2ub|Mb>(D{Y{M9|5hM zB-p#h#s#int}yY)4+0M80Ep%-72kuJ`n7AyNtQ`The0Pndu?-W40h&cVuI%5gFbqQ zOH1XecW9%VPGLEr^TD9ZK|m8*wP!y=l@0(&gGxe9i2^1-E%%v2DZI)>r9Nm3`%uXX zw1YH%6wqjk;;Zt{X2Cx`zc$yf0=bD86$Ot~M<@A!Twhe&uGo266ks>^bJe=qPS~9+ zGzLw&+A|n&Knit$SPL*Ai~!7vO#*DnID zsS3e^8304xyZkIo-bFxOur%I$1RcnzZz6cnSoFM@Fj_3E44@(>Cq2JAFYN*B!XJ=1 z%#KkuTj=rM0FBGx#>afV6m$<^@v0?^t^+0@3FOj@765hgUXvt&M668x`VJ3q@Lnb0 zutkA4`*~BM#S2WGQ=%h)Q9eNH8=rh<7o(~Y76dw+9UKqI=<@a)3weywenJGW`3u0A z8hL?mT_m)4RAe1T2`D@Qco_oTUrSKKS*Lsxf*>gs8uHLVzq7!T$BeTw~l;k10`#q zLPelTE${7EU3a33Rvl7Fyw8`Dln5ItN27eFZZI4f&_Q{kV0nk7hZo zHU>X9A2eh5GK~0&-ed>qd{JxZY1n^`OqG7zsrR8!%A7A&jQE|bp|(HX2g)xu$1@5V z0FE#z4TSAwo_;hw*vp&kMFzeGP}$#4zY6<^NNhtn;}r*+x7n?&0bx~g#t79vNIYPW zKYH{8IsnY8N|N?IgAXtHi3eysT5SeLJY%{zPom30&cy56$~ zRofwiP?|*eQEBge;I-ok3u5m$Cli@~oB0*2+U_ktwp5}aC5-B!aJD`i{VuzeUqcZP z36S<-fVI^cz&o4;8j6CeXib6_JA`4`seF&^8RkMWV8C4ayea0NMxXCoqORd5tz8g0 z)`&G@DTZ#TRJ*tU8GJ+Qex+kwjUG{5YI&6O0b;yF1$J)zP>V7@;C%g zV*34&(SCRxgXkA6i20SXOB8HoK`K+`J}R%x zx%g9R0UL=eG}J$?)tCFQqx-!=WXd_iPaKr63f#i)Y+OID2SJ%n-Szeg?5=akn)ZMw z@s0S7#eqd$dcHtOuw%nX_MRT66uHKoDh`~n9i4Oqq&ub83N7W-ve+W3B<-FUy-+Y_ZX1=^X)n;IE9V*bFH!+ zv%C0Xzk|S&+=WzM1WOr7g)v{O0HKWF(k8h%&85BNfWWp%Sp&ViAHyxpF;Z#gJG%js zm3?G8wb6NN?Us6fpLfm8iCvhS2JiuU92~C{I-ux7QJH7!*p?t=JgPjIZ(2vYv=ndY z)S;V?*TW~=AS>k3VsH)F#Jp=?4TpOH2-D8JIYS}6-efC^L5zKtUJKYkDdUNeh)%jV zf05hI7jOzllj`IbA=2Aw9lo#TN3k#kg?L!LWCiy;&P27a| z#gwtT1C)58?+SO82QhAA*{?31f~qn4JgN5l)~gmGzu2DQdWo7l1_?lhy^$2~MGUnXzDuXLRZ!49aqmR^oo59rX^aAQaTO8atr5u*CKrX(XgNiivL zu7M`u@?AFz9PuLgon^dO!sTqwvk@9ji+Ra;@uyPj?*Lop%!uLB&UsP|C3Z578U>xRgX7A=sg_ z#PP1{0p$^inHS#(JVQvmfucLPH_DEW^cLEi8qTdnsb}KiO z{QP`aXX}Hd($dl}>;7^fJ1zZ_oR0TTFM~Yh@y#`kpKhK_B-J$pLOBx z{g6c*Fx76zqH?~2u6(@&;7alU$lxx3YKA$9YyEYZl#(s(2~wG4eT#bH;;P*j6PVw^cWp{e2_ zn;|eGX(V@bu};l_Hu2cQa8&uZdh)745GDQJy$a7k2-}a5pB0YgHwfIn@aPgXdf#vy zK4fw;A6DOnA z)!4K5!T%zjWcbwj3tV{J{o9{gz3^CS)(qFIn*bN?07NYH^esM$%(6xOG{d5s;U4e5 zCsa;AB4G-Wx3AHFd;J22I?g!O6YmJ=miag+vsYcR_b3NhYRwO8AD%oHuyCg;V9llE9 zHVO=vo}Z<9w~yKcwtBTF$UPTGriUm3zInor>9k!H3A{+x=3+s`kvFIb;txL1w32GD zh@(Uz%Xl|T3Fi^K%U(~-ta1Kzb=eJ;PD>S?2*1nJTaj029SJhUuf|*f|}7LUK``aCq!Sq zT!L`Nfe*K9ziN`%)vLwp7*t}X40LEu-lUSW{8VX{V3xyw@tb&fzP;uzys#@nPRfIm zJx}F7+?wdJ8hI-9>GSor)1EXkd|P8r$-#(`&(pr;MfTcQ)p!v%uSHKpFgRWsOY?Ye z4IOAisjLa_ ztTs|{dp*AkRz+kcNoVor*R)6OQBzS@;x||;mi>QT&_8)*`RmWNU~L7wDppUyOLvMI zu0ce+>Ah9BTx%pBoqGWgY2X?ZhHczFhF%{&`z1z164uGJT|8LI^L7|=pe^1a1=L+{ zuiPwwaL{*qjK+5e!1|mO(4~m(i+A)U)Wmnou|*oV27eM`t5BzP;z{ZWe=O2i=96e0>V>`jupGdwexnPUiWuPO-y@{k6wH#GR%#i z+Wq@oFnmZQHx@^)%I*zik?zc*;h5~nub-vRHjev%2VjK#GS0=QIlMKR5x2Pws!!ct zzjl;Ny#7FIs!=%Kzsm&-1}g7DbNHBslGS@5)b^n7d|nfSMVRNDM=}{y)i4=f_gIzn z==Z!9M76r|(Nhh6Z1BHnL3NFfa$f9tkQ$>u0wCD7+ ztqT&u&SN4Ffv5)$&~0IUq7Q`-0)(<~A7cLeWbS|#wdMN?fMC6axf&I9|8iEP0}z@f zKunR1{Me`e=OS9Q=;q4d_8Uf@@;&1x{qo45eRdFBbpRQu>*IKH6=2zJfZt7zX6usr z^D;PmG?qT8ZyPKkXKx7TyFfqh3Ytt$_LOx(K|pG4^m%C4b!h&51EvJM4_MA8068~s z?Sp)!05B>BP#aGNbnPu*7<2%bnsYJm)$1u#;``gnGu*lspj5h;<+braQjGlIjDme2 zW$2M%Hnb2Bd$VC5Puu==bFeYVH#PyAcX;Q|ZwpfIj-4nGD;`Y@GqWj{&REEdh>9|I zqXwN;yQNFdF5l#*|P$m&~|)XH~={O z_Wb&2)RQOIK^pq$PB!sM&$Z6p;<;a0^;on7Cl4i$D(claQLn$Nf{;+;efC4+MO(bl zO4}FWt<$H!xJ@X*uA+U3c1hW0HXm@gK<$z5@N=L|VZ>W7TStn8`{nbWz8VMa%k z66(TVE-irwH=WBdUm{4xVS$xL>k>Oz2|5Qs99cVEU0pF*zSB+5568O<1Y&Gyohv_h z_vNR46ntvuQ^HEd8CfXwnQu6Y*`^evjd-<{?Go*I9fX!Qi`|M}Lg%(*e0k|ncsRq1 z?1Dd?LoWnBXPvvCr?zddE|hM$?OaKzl0%g#q!HvoH-LRxn1Gx2hEq6juXHkY&&bYu zL)V_KkN>LUntAT6Nqy(8Y0ssj1*fcaIJ?~;=IcHz#$Yznbz4X{L9xKf%Bo4d;vJMO zjB*(be%n@hVuB%6N>-*q$?8-NHHM^jd_o2Bj-(eljr2i#%!xCJ=foWxq*@u3z>;CR z8QOb$?o)Dr*)MiO-)GZ zK?Odsn6V^(8vSL?iPqCc5A2nBMyh@p@40&>uBl|)eXjIG)3_H(Oc|$K?WL(W6D?ll z^u4vUbsHT1KnbKrLA`edVhVloFPvj-Y?ocoQy{3P<`kDF-66L&Bs>S66vj5h)dcD! z7|v-{MWl~H%oCgxMQJ$mrVT6cY=ROkb+(X}7F04Sfj}|hL-0I_xBQXnM*T`Fh&o+A zuVJGoD%@!G)UJtt)^ddftYx{E@f4&FZz*f`AfFyMJGp(ugq)v`yvQkJJL-`njIj+U z8#fvM>DWI&fjEXhVpKdc)wcv=^6An`kXfm+-lVuM`Dqr)esj|PrD+ek^RDYkM^rwE zp?`hGI1!KJ+jNg9OOINu1IRC!W88Kb_ENVc_C9GQS#$YGcL_K0iPC3tV~yhVn>QyG z*NoQ@(vsM`+fUD#$xQQ1$al zy*{5XFv5@C{yXDX%3Xp8@s7~6t@uz#l(P~etW2>iF zSf6dk_@(i;aO}WGo5KF>b8)X!HXb9 zMl%(xw{1TqcyIiARN?p}_r~R-6w|fzHefHMxUkH2UH4xj1U(4VH%HK0Hpi zbSLu1Hq#3e5yBT=TL^hDxJ*F2r8uvEq((a=NDO)B(r8PhOTU+u_Rn2z9{JcJZOi4+ z?y*@5EtaCD3fa&2VA(45ftO}J;X#Ze`)1=KrkG!@!)|kYzimUwqa~zl=%GQ^6lk^k zXC$94n&Q!!RX!3etxvcjrATiNS)g)yE2yU}JrQE(8%iK;cGWl11qq2KC53nr@q(z+ zN4;f20)ip=?7ppxcvJHvgt+Do@Y6Ux-lS>z&0qjO&-| zj7xvqvUww&q-eGTTA>r=@H^c$^3JwBUiF(w6{E6l+7tY}Zy+MCllut#E$iLy6K-tw ztMAt!M}sWKGIw?Png+|Y^Cxo?-HzUx2+(=)cH$gz4M04@LrQi_6Q|;{VN-r9tqEkV zCG9!+Cp;OT%HClzTbgnoaw;ORdTDT<+pAYE)_?$NqF;Wx`d8lVgrK-wxA$ZFAx8f? zdvIp_z_Y~u4cR4#4%}Or+{?b$*h*mwaue<}xL^Dg>|tYTRA_KDOQyP-dH<(_es13l zT~fSCAGXA8vX%y_p5vnawomR-VqbaCuZzd%H`qTNeCRo=6Pew+J}kYd+p`swLDa;H zy@v=Lf4dz*v}WvBZriI1B4Y=}s8&D($Ha)mX^yd}12jA{z&}l?t%Dz(fa1WRohRD9 z&$k4T&mYx~wOlJ5nrSo$ul$&^^bjX0U#3eS#+E|avgjvkgEi?5KP<)$Vf%6$GphQgTIRajNE3TqHP5NEv zfXr@4hoD2@(3W}0MlY`*DJFHB0ub)51Hk_BoaN`Fz&6QWSS2a$>OI58+APtdj!Pzx9$hR~UC;wivdM`+TZhA7*wJ4hBz#DZ! z|6=!g6UE>4MTkK75Z?FMkfaJHRe~U@>Dan42)fuPIOR4~9Q?`Mka(mghA*q;HZ{)j zJn0v`W~{8#)KyE$iaYbyg^6+}elFx*4BXyXV9UKEm7*t$1vp4vESyMSGemXiSQYEe zwKgH;Byjk<0`n?6o52PH>5z>1Q701%Ih(%U*#7LLsDb)M*hDsmSi+EOR8v zQmcBSnmNxDPRFs)?Jf7Hz7SYA3Fme=oa0~-GrEEHbW)!i7ebGrd;1QyJ}d(qVP#HD zyqs`i#sdzguyLt~P*_bnB_!wv6*uDmE57(Lk^S@SN$8A?4c-DoalrofwEB+78qN9=2%Wa0fv5Bv^<%kaH7?XMK&s@{d;Ul5fJ2H;?;Mb`rygy7lKiYO_NcUrpYk0zi>OmS*OH;D_TLIk zkb#Oz(DRd*U;>x0`T|<9y+@}Ct2bvuz5LSOWIkKm%_DC8U2+@^0RqqrQk2gNg4+kX zkx##V!+fsamHi3eXzHA{O|&hi3y*MO@!i}DC^090-Ig0el3n&cx}tw|2Bc)KSQWX5 zKQL5@-2}bT4m56&n}by~s^jr#l>Xn?hNTesZP}~{->Yn!;>?fUn#y%(+HLu>=b#oi zMPfoCC90*I59cAYe!lLu>eeVxr`Nx-2=iTYL;bsMh3AI$GgQP@LncL#3@Kldlx1aydTZ7hFx4v}Vd-)|Iju293p6>YVKd(^z7#e!~Fnr?E zGhavqMcY@}8kiu+%06IN7}n(VZk4a9n|JHG9Nt&vznX?1GY+(@gHPWVQ8jIiF7XIM zG*HPu{K#_Mz-z$tb*Yj-SDdA*(c+&OwZT+mO)Ygl=VWuok>a-zR}*K^kRPghb{JByG;m?{3gv%B3c&_aE_*DvFjCghB0mZUeJae1 zRt$AppK3MXL2$_eXnX~5^iDhI^&X$n>DaitgZ&B=#6zV(^udhV_)qwOct@aD`hi12 zWMnid6|K~E*XC@Eb)>X6w1PWy|*NcY=t<4C_EeiI6XXlCQhycJvhun*^3EO`Ku?n$hb%^Yk&>nd=M=Rrl znRDErtRVT)3)+B(O>1{_f=*ZXAX+R2SA0wC&MIsF<-aRD(g&Uq&+7ptb=jn4JcRVAFwFn({j=&` z<8-o&tlb*2+R%oc8CzNAgU62_r+;|o#C89c0hrr8Jz1KY*V-Tztmf*3COKLo>Cz%Y z6z7*wt^A(>!>^aSX=9NKY3H3Lzus2)W5xohEj?pi53a>-g86?ZcLAQ<^xHl)e`qlm z(vl&k@SX1H=wLXLx{nInUFs!B%)dc{DA*$NQq6;$ZT}|Lht#W^rOiJ)=MjAIx%yY% z3%R9mpeK5FZzbI8*RLl)sjk39c4Kp8{A-#8BpwSD0`r*()li7MF*XVZ^n5FuznBHd z@pq`vB*y7-uEUX3MLe4@ws8wn-JR><_GjtL1pn@Ey8ztcq++}75_gYE$&E&YsIMP$ zRN*syy``W9_tq~lq5;#!S}!>tiuRvTaC@QFmm_WVU@N5X+vYQM0jkyo3E7mCnenvS zKCLq7NiIS4EcoXOhvn*lf#MWhAb(!{R^jEfr2Q!o{KPDmy8Peq>EE|)&cT5J5~F5SA@;FFSdt)lMT+kr}v zxc{z=q{aSQ*Mti=n5Mk-a`)U@bvuwRDMr?>hhYUvP56|Lj@ZPZAW{VX$UW1hY8`tDb@BLJHl3Tf`h z;rs5|es{|dcVS;Xy%_|p^G5Se@e-!W?SoK#G>3zd(ybxp*g4czVszxl5u5so;eqQR zLwyYhx{`b#Do;mFM_!{oyz&K zB<_h4){KRU11js&rpsqyRJ5MEIkkSqdYbXvK9#>^y|r$8@3ASYLSv>&#g0^5>4Gcz zH$(rqM*{stlab8WOpq@fe^d8h8%!MW(PumLs8a@qOPn|Tx5nZi9>UB^^nGyNi{s15 zt|EtnXPS%t?bVz6vaMRH6x@8*72MOG+yew&i+FXc#b9l`X>91m*3|Fan^3<1$Ho25 zB!(yx{#j&7CD!)kIrz46^_>=x;pzL2w-Fa&ByE1YvaqgiP`oF-HG=9Ya9Dw;c$v^2 zhX#|_g5P|y@F49|lKtQ)^W0Lc6gC0me3Jzam6X0fqz~;Ri0TP%)$O-t9DNlneeBp1 zk-*nC7r$odDrSDDVMeru$=?nb6f=3gadR>hOlJJMq5gd-GKADCZ5!3A8#*Fvk4GF6 z7p*&s@*cKj7~7UOI1C<C-@E%)a6mRI^AfK*lEZ@WEjGzF-Z;b{K`^3bW zbuw3Zd*;s3{rmO5%OpZ5`{q~SHfde%OW>t6x-dxWOtk2wOMaI>e$UI7cXuysOW^uH z&$suOiTkbm45O0Tg^wk!9`gf{SMUg!b<@f3`FTWwN$?|4r|EY^Y)*gEzkl~7NO=2t z%<^Z7^<Sjv(fI zKp$Rm06xi$41@gFw3D3|yJel2EP3z#?`&%+;Pb6}r(`#JJ;|}05OH*yJprTa-ev>) zVfN8#aB}24Lh{PV=*)NZCJl)mOQ^^=?N%%`%g8F(WNEf@w`BHiBc(r{|37aG&CT}7 z`_a9n=5MUq3tJ+8h#ft8)MZ?K-uYhJESyVXWM^Exr0NEO-9ZkFs&@ z>F%iYf-t7Jzc!ecdX)V9uY(FOCYY=QkF3}lamg)(_RL`)j+BWUE060N&m&iQwvoSP zZ+3Ob=U-nE?aVQ~Yd-R$9ZnKCA)3CK^>C?m*Q)GKr{jzKYZ|E($oh5~)7Gmej~p&E z+YYPWNrQcP%~j>^vi-Aq5=v=6n)qEvx^eGrb2AsJ`8@_FY#nc_JzNwCY2%?mcG*Pg z(6;9|yxdp)jF%_K=f_lsX;7GDQsw4)y;|H-W}i2&uxxUlNY@b>+rfY7!QUmo&p;VM zY*q~1^Ek8R=Smh|sk8LW?hoEC(LQkIiU&Ew&9`F~5H#xRE@qbM_ zH5K&QpK%8#Z~3;rj}2Y-6eyr54aq=V`Tx6*H-Pt%u;Yp>r~XtR{(Vk33k8tC278YG zwWmNOO>(K)U{HJ#Ev{L4A6QBPFs7aQb literal 0 HcmV?d00001 diff --git a/images/EDA-data-science-5.png b/images/EDA-data-science-5.png new file mode 100644 index 0000000000000000000000000000000000000000..db2f98ff638229fd961d50c87f7e71a02352ec68 GIT binary patch literal 61899 zcmeFZg;!k55-+?N971r1;O+!>cMAmf0D<7{G6YKq?hrH(Ah-m#0Rn^&Bm{SN*T5ie z$jLePzI*Q<@U3q>)?SM}dwO?wRhRs#x_aJfsL5lXk)QzpfT5@$qX_^Auv@rz6eQR` zC`D%%>>q-)q^cwURL7#MO-ak3Tev7{dpbsNtD{g z-Q8J;gTu?qi{0xfyOXOm2bZ9rAO|Nm2RAnxtOc8!kE6S}H=Cmy&0n4T-H(iwn}zEu zXZKf5j+77mn!j-Ja2KVfei-PVzrW_`{_5qwMsjrfLl%rcj)!kJxY#*4{^=X`s>s7r zA$8YRROJ~@R(FO zdTgr5e;)ziHEl6&RD!g-Jf#4mUXDpzC{l!y23AhKuw1Jgh*sj^a!>>#f$Iwf+hH1X zBS%RiF0Er#o`Au?|Fv^2Btbig&RS_$LDDA}PZv*FUpu{c=CI*z3JWz(VgLm}xhgaw zRN39;^B4Iq%9=6>XOa7KAvj3=1qX?1T_%Lzz@cz#yPNUX7O_!P$9EOrceFPo3}|Pbq|OT@`qBI)=KpT_goK0LK5nkP^-%vRUVkUeT*@-&{y{3gK;51~F;+D-sTl7q zW-LF;J8UX!90DBrJV|%KgT3Lb)k6aWGnC@8Pf3v_XsdZzM*8+5o@%MtDXU?9>o%Rw zm_D&`B|b()i;w6NVU5kXZ@jvkuTya5`-^|HBY`llVIzLAmyVzSK?c2xVNYn;Sfpc! zR7=yodDfqA>3Z2OcV(?ojS1+7A_$?v5uq%t*DjACO}qF;pe`%EQ%ejoy>dz)57J>s zM~qPXvo7TCVIGGZdgbg+i#39fJ$)VJ@6>-81?4mfvA)bWNC|GK<&SFFmuKqP_XRipJHx`uDgu^&{N9!TjM^=M z;ny@&a5%+uM;8kX>ledL{OtFW7_Dl(A7f}pf6HUl>i5T2OAzEE zyKx)HGPKkitr`-*h=FnXw?m!Dl5lQ`1;hXLhzuZ14&N!p`}{>55}JXhsRQ!J;yZJR%Uge>IX4UDr$^M5rrBV+APrKuK~DeS7w&TIp!ZrA zHak$Vgp5t7B2whlYzGS{8F5qf&$_Q!nt%x8h=I^C)If*# z(eW^~zyPgk^(k8_6qJ28U}_oK+aXC@Vf~9@g^E| z>%q5jEFvJlq5fh1J$MPNsHRyd^4t7VH#SlnGS=$l_=;4+^#E1XXy!b+!u_RO%D3;{ z*d_-~*^mcQu17867b&X`RCif$GrxE~ubK_x_g^}~qXe^qa>qyXu;nzw643Vl=8lU? z@RMM^&W{2*oE_)oRe3HDgQDs_!9gXQ8PrqwJ)wGJ!x{2moFr&rf&-*klqM!Yt*(6eY-Ei?O436b0jK7Rp+xp=0aR z!aHhB9c?P;m_pUPeZ2_ho#r-v>KL=$NMD2>e_DOfC2=8A1efZL^=$v6epUgy9q$tx z8_f__6_6Otn@4qlx@*bnS9&2me}oH+AOTywz{jwUFx4`b%_ElfcJ^+G{aB8Sm49%D z>-U&vzAK9i%|mYC)u)nAeCF5`hqJVp>a8EjBi5@s@`dVKYhFyd2`PJKi5*lM*)2%C z`I5#n+)uqq^TDvzuYMj5WvYWEl9>%NhWg&Wmx5ebdD-AKf7r`8SaM4 z-qe5zfi?SAd1ueVup<|DR-u;1@#LE2n?ngW9cPi2Fixa?&;+@Ezu1l6K!^^FqRxuS89<`oa-j_WfeircV|ezb$aT$k-E2 zwCa7sAWC0e8A$(HrK>Y`48@Ic^4oiJezH%!uZ87|8Pk+0-`uu*_|Qy^RX8B{NA|&s zC`YsPiyAdlFz2#?Q(RJw#{*RkaGTv`J|Ds(6i5pC&San)O*Q-6JnXd%%RMK~l&isR zYn@x2{-^rN=}Lu*h=P!z(&dY`!uEv%rCrfgcD}x|_U`uv^Bn6e?&o)DzTDnI_F)tz zn5pL!`&(|WdfDOLu^RtqNDeAHGZlAFu<)2?f0REk*S5RMbl=!OvzgY~VVz}M_G1$B zqO7v$W_AI&7@-oJ+HUZoccmhpHyt{7>dAL%cKHVO$VmOF!5<`Jw)bnee%)1~4G|={ zw}_v-11AY{qJQjW79a}vTlYLjK)DRS@)2vcrzyF4yJ}D>FHB-uI3=jJ?BqTAHO=$+ zgb(=Iz{K0UFd;i~cRpV|g@E=YxS(tVGJByK~$UUMD2nT|M%R)41cT4ozJhn4V> z^c9|pFzQm60;u?#tF?7? ziW2L#Ds*JoQp{DW3p>H&K=@MGqU7(LWGFjVXQZ`gp*D%}p4NH4FC}2N_OVa~*j4ls zA6)+Gho7iPp0gj@i+ZQ6KP>~1;%i_+ct|*I1Q{EZy_udX$Elc{n;2yf+#>*s*8lqt z|Hq#)2qF4$TStbg))^Xb(B@h=6hrnGDskzyjnked#T%H6Tun%E&^+FT*w1}GvnwyG z$M5EUWLuaoJ~&s{HIn{-Fw(OL`jkM%Nx+L)s$d)7=u9Cmj)veq;f{t}7ONws(T^7O z%Qw*kfVznc=a&yIZTv1uLVPOC;hw>)86%7pDf%I83>VU}Wxl2bK959DJ$0N3XhlL3 zqQ*T9tC;WW@^D2-M6pQBSnfTuf^9jgFaWc~GyzgUv(GLBQR1?FmYeDl`nvEE;?e8! z*??j0)<%kcKOweKm5eBH=EvS&v3j~SXhR-8@Zi%qAGJS=M7tymGwFZCnRdww*3^{lex|PMu8Zul9 zInw?x^tNd!=})Qt#GgPc#57g0@9yTtG59LEeT*sigPn0J2P2D%(ZQ3%ErAC0=019X zN5ECH>mhT+aC=qj_jo9rASG7#l47Qp*U|IBTGNK;u#3~Zz0>7if5W))2PW$jOk+Mc z*+wd?qKd=zGJgve3G4Ns=H9(n6-7eEgwhy&Vfe;Z3r13Jz-}NR_4Sz*p(y;X{7cLM z<4Zp>PSShlg<0N3@V*l>+L13hcbRp_3ukUrdU>bcN4JJ-qhe;nSmFSGd{cpT>rzy| zXN;dY8)Dw4|Dv1b`_s@9Ow5Q`dE+JjmW8H<>T#Cu{C@;M0t6=u6LzrgTqY~b|69|6 z+qU+TgT7Rl7WQx33(kJs=`b$LZ>8oVe|tWonY%U1bveb3iF!xLiFT&0lB^d!;Dx`& zERa`m=9wvaKruAvg6FnLwbb~D;fUbtm^D&oO2Fp%mebHN{4%`f3%S-yIunYfC(W|G zB z*&w|C*i5jIKR}9s7u&eKx!l4-P{!-Y)>jbXb=^J-3Hb`IG(8bv(3%SPgA+Oqw0uy+ z?8Q|z3#16jKj830=V!GCwJU~%WZy-Q{Hgl;mrH?Sg?y;_^A)?hpBJRpO802!m&}SL z_RCSBaVS`;E<>_lyQzv1LgMsMLmjeNi^%p`yJ$0H__45Hi_X0ALJn^~|DYK%(+msZ zKeiSYFVjBc0L9$ZV39=bDYnFSp}DU3BTQlBn^*e`y(nO9(=uCKZ39ClKDs+nL(ojk z{T}MoK(qRK;j)%!bI+{REEL~OMDKm{;!i#M$EVLbBR*gf&y`0w_DpKw(7agFpT`HN z;QWRx`!BTQ5d}e+bkFr^O7G;Md_tytn=l;3=|e~|=iChB!zJ)lXj#BV@tTs&**-3! z-e}_OAq5%oAB-Poj}`>b#jE2Ly2#{}Bt?r5K4mlMNUC7bXv3FpM04|D4qQ zoaCEWf!<|eWpN4j?9{x_i9d3@L&^7*W)2XYM{9GTp>PRQGv6(F+LybV@jDT(E2R;y zO=dd4eW1R>JHnMdjOlNsvq4UHhR{#!^n^<_VQhbapzNlb#_VG0_~N6SY4tpX2)3Du zGd``4zjqfthAVtyid!J&aFk!Kv3+*a?$eOX-mH8M9y#PqA(4MV0!lb*kYw|%j+>}l z*6gz2gADP!htwM8Bs+0j)vGAIr*%Ub325SqQ$X_maFj`ansD}uw&9zV#rgcaw6|n@ zKeuW5@zFCJf>8}~58cXA6s60d=5IKpFt8NxEhHYu)}b>=K}0RhV8w0`D?K|D{n6y7U0^!B}P} z5?~PIM)UACQp7;Ou-xFUW8BWo!1}31x65}feY;3j#7`dfQ4r;6k&r8!u6Zj ze>}oWUiIv6QHMR22R(wbk^i-q@ds}IGs6d%9|_ZA2ic6~icXRiMmGxz^8xc@QiXPSqA6I-n1 zFN*#d?cpZ4o*JgKhVd`O|C^t*BQXz2nEx*k8CtI`FLtT*j7rmlUh^5d=BG_f2<&n!~B@%wW8dn4_e(;o9bg* z)E{pdXd`9LKF`sZkq3{e!@xHRD`@=V&eW;4*$hU zztCk0jqJxyPib$QfT_~z)&X%s!IFx*bYdN&?p$mPhTYA#Rf7LRJGXccR2ad&J(qhd zphKUv{@EJ2wdW~c9nWL3xRfn_>2;{}1t9@t*Bnq4bSt@*drNng$FJU!%sTgY8^L=LP!M{ zzS(aHVgD<)^zY{2NR3jq0WE6W0ff1S$HX+6b;|RKFA89qZ<}-|2z^Ow6P)=IHmO$D zlW_x<_f*OE1Q1K@|3O?a9hePXehVb*`4~KeF;6Pwjb3nt1X!}(Y-!K0s3+o@bx41K zMudJgV=PnpAEu6Wi4q_uZRT@#+*&wlk6>R=d6f+Z_z?$Qr#zOJzZ-DpkfvpUTp;~# z#@=ItD=@N1n=gk{sdL)cKv}KCqpf7XZc60dJhSUX(%0g*cUpHWEIjR!^Q3c%Hfaja zKeq@62b9;0MxwgN2Y;V?w#@sVRBag{m?01e8CXV;02jp!kZUXIpX?4NWEqYCWFgd! z@GaRwsm_~c&GR|T8+QpbP}z3xNjJM?Z0a`XwhRZZqS~oZ#YZot@fyuIySmq`QCu$V zb>4Cq)TFw4;n+mnE4Z?w$dM|I5T{u_9wLu z>-~3A1>aN|{biuu(42{Chc+ktSc>}Ix}XS@M{rXe*u4qS1F|MTa;rRO{&szfA0dyz zlN)jf1zo-`me-2@Cs!W)2Ud|VyaZu{TKnE9{pAb~JY->?8rkdZ+U}0Gy0NyS>f1={ zboXcbT+#)x6$Quo;#?RPK)+2OYAdQ8lb~S$TphDNUOAVO#%=cbP zNK=|NGyRhq;}B11f$ zrZaguug!xBw5et&NTBg}Rkj$uz%Y`xq1BDL$emqU&Tw)+$J%YIRMKZNyZYjT%7J4T zuD8;SUS1QKYmNImw0#cAtBV6C(bCrKH4m82}<1JzUHe`+m8U?vPeFSAMTw-}ijqkA5I`#pk z#zuYF#2msq(wEYquEMv>+Vsei(L_`T#fdZ0mc8TDIUNp6X^9*J>6da@FQP~cC-wWZ z`Ac7jlvH4BJ}o=yjsu7VzWes5M`6ezF*a%_{9wSFugCi?tkMU3Bm=$V1j_Ua-jX%w zPdfT(ScZjrLQp_q^LzjV0#ZjOGBHA|rmuB;MTC@)Y;N`Ob2NH!1SW0LRhV13PN5Ms zx2(Rj*+?+XV|K6m)UOfu)x84FjoQfHt2XI+4UM65r`|+wk zDaEWxwBn*Huj!u@nBw~l*@n)zhl|SEY1h%i1*?MZ!hheR*>vsW$a@w-&Sno zKhcRf#kL+-XrExCd7XH9>c?D;UlN=9_a8U)s#wd~d$2u-@uE=sV9Yy5vlu zte+>SjizKJiAK>W8(!yO#mYzfT3Amx-$cT8fF5r!P{<(4eDcoYLC zd+7DWaM$M^ivQA!CkVOkrR5_I-Z}?_e)q#(_~-qwjxmV5^NCje)rgkTTac`LuHW6;-cs7n}qd^Zdr8pvXX<6Nb;XB^vF)s8lT0->_)ApFJ%`0aIm`;tWFM^ zYiN^o&epI?g9w&cYW&*Qz(}-)Gz1Y8tNoKd{)3HzJz-$la(gFT{>BCXLq+hWv$q}i zIlf$CYK4suFcv#&MZ6cofeNC(*k8su$fN)w$&)lJD=uj@_yUZLFUP`LcJ;U-C<*Se zf(#6K%*cosbaD)pt5)GWpH$JQq^Cc+yq-(Y+%Ls2O*Ha;F~_IO>ALQ4m<^tXqx@wr z;HN0SGOL5iLiHiwV0*ldB1u{bok+cedDk{CD9M9Qb8NnD==psm!_X?aXPbT{?c#rg ze{m9JY1tG{%Vz$Hy(b1Im+Mmki#qM`pBD75*7#UZP6|NWTa z6-7{RvI=&KhP~mY;S0&li~rU<bA1Dl_6kIg%D61Tw{0I}MnRB=r#T6{q@`U$=a{b7sF7JGID2YDC~mYXYC zqZSI7>HhiQJ;kiPj`4V#_yhQh?NZdMW6&b>{*p=E{^?a~s|(DR$_m9Kwsv%fmf5U9 zR!y`QDoMm%rPaxQ=jLI$7pw;KALm7wd+}`@n25~P6%YpFV5Aixy(5^JCNTew5jhVfxy$lYBuB095M4>%Xh-1sKkMFrRVx_yf7Oq3B*%;)lxym23 z9VvgRv9H(IZN$RC<|L(@mA|!s?>9JSTe5S%z~0ZoHF?P@y`uJSdC)j86@cluwI{}! zaJ>Ns#y4)P^^)oIbg6FH_T`_fk?S(UL$cfR0Y zGk>>2IERW~3Ug2uJRV3(>3@m1*)nmp_HKvaqn+Ld3uDPqh#1KXcs!^o^FFZqn2M>u zZK`YS9q(+%iIk=U?Y7&(HKq!-(g)@bnc@F z=GYXo4RLO1ykn2=yk4Js6*k0!=}0(?-RT*UrCM>@{Bfye2=x>kyi||8d-wzx!1WX& z66{1n2eY7caaUpFy17c3p0ek*u{f1I6_Y&fvvx_U7vGE#$~aQ9i3~2PD185vBB$wn zMym{H0VS$^j+?qGYf*Q)&A!30@flkPJ!Zm|%q{;j7R*~H)zvYfcuFH)G!zX>ku>S$ zhX3W_;o~^se^1OU!Nd9ez-w+HL@jyt>ht%SVP147Y08I5Y29Yw63U^QqzX>ypl*S@ zq=x5JT~T^yjahxgd7Y_bD8&{L7?gL^Ts<={D?VDh8ouVtq)dWaz;HQk&Igky*oP=v zth%a6RbMN!BmwIjZ4;U+q@}z5n8O4M@V^RHreDm8DWy^$*`Fg_c@A20GdU!DC(cF6 zXJ`J1`0*q{FlZ!+nD?YxJy1_Q?~-R-_a3S(`1vl*=>FZV)!g{12>!0-I6MjA+JOAQx>Z$s+_Z(o4tVf~?bg&*j`IA+T{zC}_`%EY2fv2i0`r6W zxV(6s@bKKS-Eh|!)kD=Vce?HH%3fKjCF+zV+u`tTNEc=wvl4)Wa}2?tHDcj!s!u{kKRBR>%hKIaD&fl_vrd9(Mw{?2~Wu<#B}3 zPcQ~%xER3 zTk{AplHU;Vh6?syUrs2ScxD^j?GMl~HkxlKO=Po5o#vpM6>^s3lX_MGegr4Z%VJ z>HgVMd19yV!is}b{N(~U?8yKQ-5Z$>_!_-255RPvCtQw+c7!OHSl4j+ z8gu`L=1yf!qHzb0EA96igIha)c@UhO+0>ai4goPeu_1TCk$oPeU@k+o8{$+GeCB|| z`wmrZub1DfFij_5l_gn7I;}Nbp)!&_suYRr)6kmrqu%Zfz2igtlfj_CpNtJd4pPg; zx4pK(ulELls_lGLddWOtcmVH2xBWD7`Wt3A`j-QSj|_@Gny3Y#v~`%8T4` zaGP8_o+c)mj=lV6U3uq^0NEzln!DTcXl>rh66Vq<$&dG;ca9jq?t(tUX->A&w=acX zG8_oqYTc}U_Ps|qB^S0UGdf+h`+j;lLyZ0}a3Eob4S5kzx3ed<)_MxdV(|IduzvMx zhty|KK(})duF$ZEVLd-Hzv!r{+wwC^^phhjt>)nnv13|a5DEm9h+Ooia zy4I_F{`JlvQO3@^yW9E4bhqaet&U0e%1;_)hB{XLQDe~>A}Aa0*Y5+ENEa3T->pXHPvR1hn zL%5InV4{Pmec~K$lj~yb<#fZZ-$^IqNbroJEO{f(t#;h=U4xjrN*}xCF+4$H92+gr z*N-vqi}kNV>}a2#pJCkxp4V)I(C+GejyO1w_2&d^q^ER-C%^BT2(9e{lzW>Zz@9;~a?tri+SGkvQ@8BK#Gr{<$cC2eJcFH z?@G4Zr`Q6?gsd&GVg1XAc?mvzGD8Fi%94t4c&UiW=|Z;?znbB7tTT9Eo8#nB63!aY zGU1a7Dl*Zuz0Z|xrRvTUKP4@1Cvz8Ahb`Fkg7Zqd4Xm9K7Zh+8FaW(k&>EGHHfWUFnGML3%^L+M^WP(2Khgy#8*oUOz^ zFUM^!E+PS+(IqLeY4ubW1NzQ+uTa$}1dW~Q=C!gmO!{Kbk9fcd;%l#|=&fJd8Jdbg zKQ{3|k!wjA?}x0c#dx$l{hOpy+8dLQ0Bg>NowBVFgh-_j%i{|a{m*O$F*%O@+t`9u zug^J4Q|hj)=Jt{1^BBH&#!Dbmn~B&w=jgk{CL7O~{nU&k$4^GWl|?}fRX2m^R1{&I z;}Fd^NWD~LOnw_O(4(5cfLW`>56?QYdPFTo1dPPRWZYl3<*qqA7~P|2K&Lf6%4vYX zP~}7Grv|lh-RdKiJWKy%s%NOrxSdBKzL%|SlK#Rc=&;JHB7wj)s$cy#Io@_9`jM$QFJQ z(UI73@d@f&M;|gAxk`wIq&a4+CH+Q^HB)w4Ir zzt$Mv#-OLZ+2TZfhr)IF`d2_lh?wf*QWorD9n9fxC(KM7N@ z6G|%$V?*EPJK27m6RuV0z0kcRa{?*DxqHF{9-9Pc1y+8uzyQ_-)6cnfDZk4DZ0aQ66)mJ=y5IGP*o4s;|nWxQUH0#&75?b^^e{7+sO za*t55^(&X#cIH=MHNY^LMnUkjmiu}ru9Ebji}~$a%v99W%hV^gyLY|rp zDuk2MQp$^%hh6)^L4-c3~MKctzd}%m06>xyuU;0;k zugU-x7jo(7&CBkr*En0&g!w?pwWvaJ7o$?e9k zJ@uS^NI(3#-Tf)A;@0v#N9cOb`fCT2`1KA0Ek&A1xVgh>4^tzhOhF1BpSUs~zvwa_ z3stwm&AP`@jB#g`HD#mrvy(yoL9rf@!}?SxoDegQMO~MLX~?7ytNeo{DOWYSe9P#w zk|i*Y)~e)-c|f07Nn$n!HEc1hSBKThnu3nz$i(Uz&WNT|b%Lr4FRa4)SDom;;+pDW z%BVh>lBm*gA~=|zb7R_@hlf-wwXwC(n*OzKwzatD%Vll ztL01`3lXFD6Y2}x{rK_k%vR2ENgWpXUO&p_(|aiT9D?>8 zi`7!vbK|SS$qyYg&j@+8AZ#hj4gweO!8cbIQ8NA1HuL;~cWW&Z_1e!T~mZ_zvgO3%Kc#*Hz2 z(m!6;D7g0HN`NywWml%m+4kZMbO^V=1^rsPn<&JF1Yn68CDR*G!v#Cx)^VUxD7oW7rPmZ&_vA9;IG-K({8@E|JX?1*KO-P1K~*&IQp7GgJCOGZF+PD;$pdV z9K}6*GCn&NOw~PQ$1pZbLU*+h@pP<(Nxp4pSjd(-;x&5Ww$hV;|+y)c$PW>!-w6dgl zLNK*S^qUg%>?)UgiCFcde{aRl8avg(J(ED~fMrs?)&(;I&uD;xS1|R0QF`E{ zd*Us{?4hVz-&5}GaK(ffaqX`BZbZY=&YwUFJmpoEU6e?|;~{_V!q)TEhP82d(_|)o zbuO2iA8&sow22#fa?Cq;GB$3tzeAYaXkxzFvR?7PwfZUlel5(Yof3t2ORTuXr91-E z1`BXHckagwiWqB;*S zSskx}8otgkY-E(fbE(iSrOJi5REF0-RJl07ImyQeNslAD063hrotxd&6m_~)!%s; zHK>QHQqX(d?z5*u*NpU`7Y1%qmn$uO1JSXIj4(WD@d&u^*qkg4a;}r?=ilDjdvBo zx1A1-R+euiw7VJ=%*{>Qr!nyfWBFGHqtWMHQc%779&;_rUrE{Aau|;n*5>-D`{xb? zk6EJ#%c+t{+Ur+B0yNX?h*^!G#T6y-x9`=JTmqXigZ3#m;++x4f)|P~m7l>&q}YoQ zsliJi`?8b$PA2_Qp=1(O46M7>6-$-xL^kn;SX@=T;jBemJZmXZ9*QS>h_gcFLY1Tp zULUi+iK=r&^tLryS_?jzn(ISIKX!Y(si5zYZWh%hf5ztnuW{J10Oe>HmzI)VJCSEk zMehjAJ0=0^!n>lMkxgjD`9TPb{Pw#0RG`&N)i^l@)=`c3P0;-p=O(L~D|4<=!gp~n zVD=DNeQL2trYu_;%hSU7$tI_HU6>{~)k6C#pQB##!I$4rRuxsX@M%%@i&~7cO{v2Fu?)7)N@LMq~9jWlSNO2r8EH;+VH@3q@H4 zW|{ybaQ6aV81anc$H0EuMJv&VirBXBOWO&xNBe?~7qCM=Sl$R1R^3$wluT_e;GItD zp2m!_jmnwo-5<`mM89f~MmTX*Dv;9c$V#M<+8z`)rbcWgc|uO;D1y*MLs}y1Q#9UY z;87YkV)k~Q;1il_bmkE2bEg){w?8kFNhq9@wXN!yem|M+H1Hih_HlK07BOa6qjAiA zu_d{C!%1L47ueW(8ISZ(7n_*1N_eZwYrinaertRORf>f}jTt~Uoqwg%gZtCHFHITx zZ6_9!h%RXDvq_EXftYHPZmK=u!KpyuATez~xKB)C1oxx2x`_2`h;mqlN@y&5T7A2a z>Q{1keTaL)hiX^`)qC@8t~32tA7_VvPFgDD*ZZ_Vm7S-j`k_@m5-Daxii(kfcyBvSFZhKOo&~;cMl>`- zN|1RUnn>qbn7jQB`3yiQP)FPRtLSH>5TS~t3znmxwew1u41DMI4iVXtBKPDFpYQ=^ zG6vrm+3^y)90fD$^;M3|vB{kcrsIaa)($kx^`Du(inXsa$eHWj69SWah@j#eccuZs zD?6-Hk%y3!MDE*gs%E#~I-vvqj*pumyxroDC{YX{aA7k#CDkN36AWs;ESPJEN37OFCJy*%7j%Pf(hJGiVvkOQcT?=l&@5PRD9iUsg=8YojbjlNGMcW z6K#R6a-nt-&6n@^TlgW$pzuiPSypwBH>paak=OP!j%fS&ezVmsn!=#(7F%BqaNbXO z$I$%rCcHAgf6u{~2bcR!L{lx~cNt7B3zozR#4gYuW+rjclNVb?=h^-$ zUq(WRe8+0Vts)%_($3`>3h=G%+s1sdI3NGxNu|udG>R zr`y9Pi>IpO@Rty@Pl`&pW3>Gl7l%M}qAwpl6DbUpbNB+0M1S)+VBPU#m)P1%XH>W4w&82IWrC@ z)iCrgI+KmW*^8jb2+o4$>Lmhv+Mvq@SuMqCkv|!Do)ExOA`O<0)W1LQt*op3b%0M# z0iJx#`g(#5`$t*)*R;W;?E;nwz{aPQ-OTTm z<}4G*foe*hintdlXgUv;PDgp#+mzxO%%=*n3(@M4jLtS36W?GWVbGGOXi0|&_X}oo z*og^FElptYx@Q*opphhwi5vu zRn9}l*X1ES0;;3d?;O_T5<2p5{S@+=Pc7twJ#xsCUb|V@x-(V~rkGE<1%^rX@CHc* zZ#Y#UA|bDtRDJw>aTOo-{{#rw^Su<#I z5if#U>BxYLphu)0he~n0nT_CYfxDArtiIlAEHA!l%@?KJrzFq{m-|aPPH-_14q`~L zaL}y`XZ}c_3ZD{ZFKaXkirg;r$??{wP-t#9&q#iv_iWaomvPefHD(TJu=3r8Eb;jP z<));bN|mo<<7Jh^GLcnO6`VB_Q&p5v<3w7*Aqu=p#a!61^jI1~b-rl^x3=#;VDbS^ zK1DH8?$y8NRbGJh_&u@984zJ`y8Xr0bg((8=>GbCRb15bJ1LA<*lAoV)i=ZqwNT%p zOa*jgj7cvimc=bl^^Ss$HOsw5U_3lfaqP#R8Asmy6wDx*CSgaaZ$<_?x^qD^AI(r< znDnsMP0Nqd68j}!*F&2E1P{#ZImnW_bq^skZC9U6E6(zrDo*^P%_;VN^P8^%aW14aLrvIhj=Y?yWjf&}j(u;mKFL4HbahKXN^2tV)qL%B2 z-yXmcKq%?CUO8kt5OIFPBL)NYItk)QT|3uAMc#K^b2Ysz&~5glqkO+I1RssAeGvqk zyR~QYV{JMlv(%iD(#XBvw=4+HxADK-3C_boOacx?1)dr2my@A*!v7-Ewkr%Ye33N= z-M4FRrDk6w*kcAe1BPfBoq}o&)}IkeZxkRl=&sConbjivQr&DJX%BKa6W&p>Q#j01 zr9!8=*-i2wbq|8a4{{3>ke4!QFL>DRW@=D#IeQkTMOo>;iLZZqZQIBDJ4*m&3C=Kp z2j8yv<{a+gLipV4lkB>LzLa&}itd_KFt2-*j(TRqw_pbZ?4wy{J}mgo?u zD!OITzOH7Y)cL-jg;ZrBX-iXj)gIGVX9UAaG0LPH6kIJ>l(ZnOdwI|7lpd#j&oz*O zLbU5%=2G$6>f5K*!g3T(P*BhzYUuU9zBNte%A6Zi*>)~4Q&t= z43Crz!9kC#B+Hr}frq3c4gaY~&c#Qi{m9UN)>1f7lbRyvn|_)v$n8C2Ml51g^*z9~ zB55r-jUxg*N1svOuXe5ZzD=!*y1Xr!JlPwTxWzg`u(jQS8%e^H)QlyWtUDmpS4-YxJOG{AdQy0atoQD zSIN{GnO-4US!q;DL2Q58p>NyA!@iP9K-SnM}#SgU7R|GYL)i znctzCy5U^c2-cx5B>dN-ZctDrr`ire6(<@GYQs(3w`x0TFlbRrjC-A8;J{CS;4{T# zqrb?W$pRh$oCp$F1i(54H!M+q@-^tmr_Jk*(}Ap$l?Ia}H~mc&;=A8vHSZdl@J?NOdl6u2l2?`ErD)nW z5lI(@pCK-3c^1}YHP_>jhaOSC`D-+jDdhh!^_5X=Ma|kFxO*w??%txo-6?KGi&NaK zxI4w&wUpuztZ0#<#i6*nOTN(ez4yCoW#z|7vd`Xo=FFa%XP(LNGo8_Iq zcMNfOlXo1#uD{@vSB`P?X%UM0sP^Xd%cV!+c3w0ZF*6R~w$CWbzf7J8j%Sni7vJ_B z?u-;ZxgE5xn`W$UsDs88*4H1tT%1g-rk-|P8%8SCMqBmAK#@B0m$jYIuv`9jbZ>Ls zvU&))g+nW1!H7SKK!G{`OP%>rn=%+Yfmy%c(ne!~%}^be;se35)%s8e8HY1HPXuV? zPvkIhCF05nn~@Hm`BtAaz13>oNQ>L@Q{&tasaYqmee&+2Tde9%3#@dao+FjJTomUp z3L#quK{(H`gTF$M(yJk?gs4sBA!QORwGVv^>+v*ENOgek;wwZP0&L>AK78f@S$jZ2x7w1}e>I_KZBR34%>1TK$yYcYSDkl6prCk7zjC3ojD ze%V^JIf+`N1?N^HLMEAfQ{Wr^xF ztrbWG;J<1VIrq=u*19Q3;FBu+us`sdEcl%2w~5&>g1!LTTU_rel~2~(*9VA)a~_dx zwy+rTm&hD&`S(XU|6%n6!euJu4^FoI8ag3*MT(tIMNjanp*>4RnYUN+z|6L*2Aj3- z>i)MoK|-K5lyBoH)&I{XLCw;n2;BMwq&pf@)*0M(ocTtm6ZA&7z1$C>-{^mt1_HdV zy!z|S&2{LdHm;y*VO{5&yMY@?pABDOO(zIYCV{s?f~r;hH}C#L8uMhZ6)9hYWu;ZRL9%hCBt6h= zrF0`-Ua?PV!Qe2!C?G|GW(7v7Sgxv0uP@IfuUBY7Kc{)v3~<@bR@JPVj74)P5^(r%c!xcGqMVfWcnrF zHNDmpth_%6GhSX#w@(uw#l!geKkM$cg6{TROceaRfu1LL}F9SSGpUoSm&6%`eUvE+6(TzV@vy+xGKq}mz6C0y z-o^|-Jvx~*!9EqkJ6Q+sCptn7>p(N<%iK)*aDFoPj@|#G7XOD%N{su}^_fQQIPc)w zdVr;ptsp+%Efi@+bN?Dee(O+_}J7LLtp9f#1l2TKN*9CBhdESRzTU-d$w0ph1_J6|Z4rf8?YPc^>R z#`y%IXzal^`p^B&n1i@wCWd+;`g@;T7LTV77%gvN>xVc9p&8HD^-fX&#l*x0Mz`*L z^3tKD5U+U9Yu5SXeo%PevREqiJJ-Ktm=mzX;wP8mKC$!q9^3oGWXiJf+=R?b8}5Ux zexChlvw8!c{dtR-^+-}*I+9%Op!C%M`O2!QZT;q_nR~8@ED+QuPzwB6_`1Q9nm}G& z-izOkqDhq(Od9y-3+bZHUK&{+y>LFg2^wmVZ9V^t&Wnu9bQx@SdoCC_}G?~UL^)@~Pl*+k9} ziw5f5XEvk9L>9frkKHbxkOAI+#t^c@*Yhcm0QhQRq3{uR3Dzm(2jo7}WWpT3o596j9Kv^A`B!8M?KNTD{;#$re+)_Ja$vK;bef zHjqXmTAMkrSI;E_*av6iKutFs6%5Uj{?n7`;7r*HpOQDm;r^?vkY+01oq3tVL>u}TqFe0 z2cV3e19EyvDz7CT4=1M12i+jVp!EckWK0Swx?a}+wo8M~4!mPdx|@G4& zX@r=TUybW}EXYkM!5sfK%}mN~OVhe?E0tdUqeV>02Pt_kx38MBAqUviay3_z0pz9_ z>@}+bAGWpyl?q~A_(uoCRHD(o?v$v@bUe32EOK?#N%V#Zst(!b^{vA&xHs7VZz-NI5+;ZkY(BGJ5W?XA}EP(4x3mL582xXciUKGfjNmFW+H$xbG)0k-TW!dvO^KK|GRgVID4{iXYfck>P5p> zR}tlG>0d|wE>h-}`~5I#C~6xGn~`ha^~xqf={;Dnjpm>IFnjTHt@=*livJ<%H#F{8 zZ`#ZBbAQF=&YNe15tLNk;eE4s(-9_b^v!(&lMTFB^s!C$+K0CB%UpTGrZqZ zz#)4a_dB_;wRH}=@j9B+&L40)g5?B_0X1dOKJ?%0qIZZ}nt&z*&t9B(R257xqF@osz!y;7_> z>~mFJLQJAP5oyuIAYZc;r$x9XWz;tGj4r0VZHRtv)O@0AdqHa;a4oQ(Iye7$Wo4N7 zGB>gR&KySD>fU_#P~AY!WFYd8qs?xqS=s$$&3s^?ZXSzpF`(K&cvDO4ZMYy*%A=P2 z;aRm$rR_^QiwhkZ57lo*Ut)5cDa^uOY|9fHi;cL7*FJHVhP2ScyM2bu`+`p_%8yVm zz1u+BydKj(=+13#z+>HnO#Yd4ZR$Etc4wHnVfRdHns4=VY8S2bp>T3dWuq(oA!}jHK-DYZyX8h0edEm65{^*`J+*N%0eGae$UOLd`SwOR7 z;HP}-H>L^gGAdqyHzcWQW3>q<=8RzZQRIOS~_gINNh- zJ@{R<*cjkG_Z~S#J9P9fF1JPBKH~v_mDC>XLEbRT!Tuiwh@Ja1{;AFnE2)FLF(+a1 z>xt5xRG#pA)F^Th*^|@UL@NhfD*Tdz*z{H{_p ztSUWCkoWtdWD#|(V$yX``TpU@qfQW6C~s0hSP(%U;!yZ(=T>bLT85rqZB6)+!?W1A z_z|zcLs^c8SMngI^CVo)hFsH$A-xLt26Y+{4;*x05hw)Aa%W5Dt(=^AzQDh~Aq6Kz z7M1dUGQCcNZ%{}*B4z`t7~P%SHu!E@C1GV1=c4q{fX}jzggeF<4iV#zlN_OF9*N** zRkDDckBm%=30Ehunv^7^oKV2@`?llo0W0eEE+#}`$_K4{exh;=bw;ON%3(4akv-r{ zX6(yZD`=QB-|hEcu7v&vueI_evXitr<4eQj%k}dBq3RLOf}(gkUUiBf(ucc+K9#J) z@tpi;m9#FlqHx6<8^E3UzAasIa21Tn@I$=YV5ptN=Q^RsImeWhbel<8{$qT+?F`P^ zwJuGMPde1`E0_A0LOFwhm+bSt6dyi(_&W@!*H1kV1z%_|GK{3wPdWvuQOiOE)BGld z!Y8ylSTUEMaD%8$mGdJYJFTZgC8BI}V%~?`fiT+!FN8(Qjw|hRLea*4ySm7j)1tqA zGL;OnFOw;Rpej%R@Q9ulMflO+`Ygm92l2fkxL*r@aWJmEeVBSwu_m|O3iuKKP1&y- z6f7d5dy#og<7sh{SE4c@cJXybzFWSNHG1BU1>(Egd~qNXF#TEY9`DHK#k)q`l0yU! zZ+Cct%v)~&E$8SHkr&D8-4$U5_`>l188v=5IbIK?p(rpNxB8(^6}E)%i7qaCLp7h7 znRzQZ^>oNKPl$EmkYod!!*|{5TJIP0J7%!Y2AH<)ta>?MGv0h>rtbYgkx4<^{mC|iBTaP%ACpS}8&byKyun#|<*3vG>i;M?kY$Y8bw&hQcp{&Hvc=9YG zP;ZM?PWwql_>({4>?fpdFRP{z!$;#(Cr`A-hH5X{SiHRN;<&Fx2lvf+Ya_x9_v6az zvL8jgEFjO)_ooFYkiMeetu~mNqNkC)C9j2IPFL&uKeeriEo>3&WG0rl9`4U$ryZOQ&hI|=F+71i zx5zCO#HyK=fb4)4Tha49R2))5W=Fr90CnIg6F<=7mY&?NBKIQRv~%i#@HQYDay*-t zg}-Yoa-k@^O@7Ok;T&tEkb2yf6#v1`1NtDM+>Zrx>Zshyw63l^W^ur0L#{N#&oS@uMOcX~`gNB=LVvqG-|F((3GjElRTMo06--ErO6=D%c@hLuakgjvGKXtW_ zNJ?iPMwmyo*2rHL7>+ntC|LTuu1R+14KCbTJsa4N_TR2P9W5Xz)u}tia<|ftonUJl zd1`b%Fpv=Em^9r+N6V#*wQKQ|pN@teKh6caT%u(ouA3&_?BpYGy_&uOf0zC~^3Zwd79HZLMWNn8T>M7IH28#M6^UmA_VT<7q zXi>L|<7}~SNbtCs%)e(D&WC579B7fb(#e$YQJEIomI3QwBvdr zct+)f>vys?Px!Y4{k2}}v+;@z6DJ!LF*mNfjS}%Ly{YjS^XInQ!+X?p$a<2(4AE>UJZm+U4ez5i^@Wp~T`;J8w80YC;IZW7tg~ zJZLzTqoOX1A%MqGrm`zw1kOYFMV>`*MSz&FRUj|E08bB#aeUhA6uS2NmBx`9o*SgzWy%F|98{DNg z62-#)Wy^n<>!$J>I_fzJ@(d0`Ra8QA{BkMbGqrhj?efYy)i3%_XW9$e-JQ~kDUtJ4 zLDgDsUY-XJ#`WyM+y6F}F7T}2F$_^o@l&iFx?GBf#I)eKT?ZzqJZJxVx+NdhQ(7!c z%vSFKdm~h8OX6V3pcC`udg~LmEZZSOK#(a)vy+Nx`WNOlK|=mt-{%Vq2|gdoGVICK zM+4#59%^WDrIj5U_Zt^OqK4Ggt5|-&`qi|2bm!k9iKx!C?@w~TZ$hZwjjqf;H$R=r zIA-?8jL#cRD2(Pq^eAC!Z;5>3h2X;DPZPgMl<^I1uIphA6uxBQoii(SA$^Gv{fTMJ z+oc+6OdjXZN&9T|=wkQU_7>U?SAv2{EjVnsR4t*$d1IJ&s-0n4^jP4>YZ!jG*32^4 z5;Gfc)Cnb@s=&RmG-PYtUQrANA3hxBsT;Q1+O}@>47&NqGt2xOe%7~G+O7L>jr9kL z^MRPLWux#~?K!6MW`|@xc5XQ(=)t#@Q$!NMF?YYRkF(=WzG)QeQP ziwisYiHVJixESCbm+(1NcxV$u!mwvMS$yF@t^cf4|7l*vA8@pKc8Ur4J9Oo^c6p6| zPewtFFgqcO{`}2?&OB9uMkZ6%gyIa^3$OELAjJw1 zw5*FDYuS+PZUEC_A2mJ;hQA-Cpx!tH;D>ab7fNyDe)KJb5{`mJH@y`S~P|7cSN31)|{}29pF_GKI2x}24 z8qLQ7Y)jO^(wk88n1qRRFzX+>$*e7WomR5(Ez3vVj*?J>z(t*TGL2cy3K&FWq(-x_j&>saZJ(W2;g)aTI)?l(mk3!^GQ2_A$x^ zKk4XUPr=Fcr;w~d%om?#$L@lXHPCHjo#s$$tgsxL&8=m*5$d9S_GGNs4`=_ePq(`G zao^R~t{<_c_94c`a~_YoEty2WGy_|L6%}&`nV7S@fm>ADYLk4b zwlekb*OBWPLgTS|LWg(V5K|gYsq#1JC^R2x&EXLrjGy}>DJi^YBQrWG)C)9)nes(S zDnD?(51()J@~%aw#%gBt@+QIltX~fk*U!hO+)4(A!83z#;-2J>RI7T0(UfHI0)I1^ z7o=+8=Y((BO{HkYY11vXF6In=%O5v2k_?6}$1oHXhB>k;dP4#lPpsV{?za zq*|BLG2o@$@p5_G$s1c;rp$qX8pO(CJBCk>;ujbfVLN_V=|1JlVzW{db=@%IG|gDJ z#i{|RO5+YElRk?+^*71;rVKs=zQAJ{MMQ1Px)HL>ho|(j+3N}X>yO_;nEi=od$bpy z?`%*wUi3S4L}@Lsin6I%@3CU6uBoinX?Z`SlMl>KTl?1FENs%xY|*JN&VcFF%v>cJ zE$cQ9V0i|#Tas=zN6wTr_cW)H$Dl2ILn|Up=L6i-4`xxnWqlZ!zl^E^XrIVEEB0xd zC4588EX_?wy^;waw|_nkti8sN2`E=UW&9BH^xJY7rVpY<;-(iwFI~eUS-FDu*cqmx zbaykBTFA(0-S0_jvg~aZX}YXI9DrLRN$g{!P$~1PMFbt*B{sR1_;-%^>}>#{vZN)P z%Zn%JxUn#$&{;g$yPBC>HMz2D?bz?Ohg}@?gI|*>vuZj>9tf_q#J+u#sXwc?Z^B*_ zAH>UK*~S6&3*p7uc7`gw4-gn!$SXO%`MBvl-dmS~3N}++c-}*YtMhVTio?Ej^?lIC zLrGDZvN_u_x(lV!umnckf8U~JWJTp<;5S5N@8#m|D(`BjD>P7E-~x(F&AUJQB+`im z899&4LdMMmzaN9;5^CCV`pw}a9D=yv+Fac&bI%MtkS3=5#rZ zp%mkwV$mDmIVVMnf;WaDzS3fwgs2dm@n^ea=&GsQ4lN>OV(16{S^ILAt{ zX|EKUXX{Fz*oTQpoOehyVOxdVWgF@EOmireTBu{pp1S!+B+AHe%jaF78sgLJc2!}S zA0e6;pK3|kfRXbh+d>2$1fRH(Aktso!oVUe%ciepnP=HDN`8cC7kz2-euoHoA>XoO z4yijx8c}K4^l(#o;x4U0bZ|?|``n%CS_oX$GRBpQep--qb|o^0PyT*jtCF=qpZb(l zsoh~v792iMRz(44^Px|L`RYB6*)B?j>h)KR;LlE{=fJVfK|YXl+IbSl6ah15m2J^| z9tH9SM@PHb^6>JAov6b9hGdC>q$w0WUHK8T5Kdd>Cq$bZmPEp8)PLrkD)z&6mcWu& zX5xhH{Hm%6f-L&<+_iZ0g($(pzfhU=5s4M!bN*&H99jvoO8HTtdyV(sv%6M5TJM{( zOW&8JXpYDB{kKLJwGCO$WgqH78m@{=`(^R7hdtr4)viUhL}up@-OkD2%lQk-g)3^O znVOP@N}rAJD!&vF`J>e8F=_XwUUNCUr-EIwqLpjCvIKjOY9A#sYAq&fR2-#utLh-D zV;A9jQpKwVmTH_S*fM|)2@<{ycwt!-#1)vdl}IE%B|RrOZyPZJ5_mDTE~k-G^>B+z zD3U$=7^PmIDA%HSSo}rOIi|2arBME&`ALGWT5o0}s;k`lVK!0RU8SsQX_(71fnEZ#LRWs!=u zc}910D2n>viBDoN(1q9Pnv?!5j3H9LrTndNMCdTRKH6JMBi_RZ$};+uFx;x$Ln8l@ z-47nXJzOgL;tSDliFo2_WPj{al#-v@lZGsXP`3RB&r;t+uBk2ZojR{9-MuYgEZ z8<~O^aof4sw~q;rWY~ku&Cd?1HNxzom~*FkRE>yXw|)ji@s-XX%Quo-Mb)-OtzPfz zEeEL#r7S0io!8(#$GNq?@Ojp#tK)8b>SuG3sKIVCHmBMRk#v@odvEL$u)d{*$5BC3 zwirrFlB^BE81pI6=*a>BsU=*WmW?RHU}C3>GSdqxOW2qPnUU6jlC@n^xdEebfgTca zsQIebKgH36YSgFn<28>R9R_*2@Kd++VDoPPJnytPTQ#NW;2Iy4ektW3o+)+WtzF&G z;?AJ1^+wZD1}+aCOWdV?(eG3%|FWn!KD*3J=-BWhy-4WKrv2s@V}k}i0Zz5tkD2zP zK9aydN%PXk6vfVJ7*H_1X=Y?lS%Sj_Ns5~VC6M#LDj?~B>d|qEBVv_?a}}K|&6j9v zo&4g*hapuN`Rgs?OxtS?JYO_+=ee)mr0Y0;|zqP#+qaxDmr`iP$vSyy&{8+8`lWJ{2)*VgUv8yoeShQ2>fwAZ ztndInYOE|a?hflSmb&_Rdpl0KS@bGMJU@D`6|y9C+C7aq!DbmH7Doy;yu&CiLV*;A zTLu*sC3_cN+w$Y?8_LW}Cv2qk`ULbfTj!Bod^_DYxn z;fgzF$|^v_jEEk3CHRX#Mq5C+mJ=;ZH){nQ=eo16hjVqguw|tb5YF|bw5M9*Wj3{( zHOQEZOYPIB_|pM3LRJV+J56Dc$hozntjnAg@IL+~MP(Ng6qX%vko~BH^G5dll%ow^ zZhH!*JenDOi1>m35l6{GgB0d%uQ{yQsx1=vjN5xkELH0S&%HMHlEA(GHe63;xj*4Q z&|%jSa9RS@uf{%9u>q~U$V{ELI+v%)k0%-H57TccscB)<9Spxjj49;*>^{fxvmwtm zf)He{G$?*W(b0qUeT^Z0!}hr%w`ELN_BHQBUX(>uDjl1on=S#7h>5*{o zcTM<`L|D<-eVlhA4wc?di7^lH(NhQD%FI8Bc?dY=dsI^`cgMbofnw)cux-kkd=;E} zl!Y9D6-P)z6WMrzsJ?e8etJZ#jOJ_M+yP(Mcfe?gzpXazRb(UxTwA1>JGWNyR{!uP zw6-~K0uw4gBL2pFj+11$B#%u9+~r5EPwQnrqmB!v1tn!$;#g0=co!)3GhO~H*Kj&I zGIAApi*BFgKFuhpdSfwWjpG}0#1Bt6&%SZ}KH0>nE}Rk#o*s{O<6!Kv{`AhW1=|C@ zG|n5{|NeFwC6DRe!PEcm;Mw(QUGEF7exUft59=v>qR?hM+e#ij6tD~tfK-1uTpaC5 zOAE{E)^Vv(u(s_qv>EILL~tcX7i%%iOZ%)60<-Mni<>YJ_#3vgx3kgwPm2ek0|eB$ zs8nE_z7ecjc4BikgVX6CTn~h&TYa0$L2h#&j)Iu13BrcYCA#H%dN|!Z+YZ+5e_mkd zz(-*}=vkSedFQf^bR^KAwVX9Q*n!+&BJOHaNWSGfB7a9m-7tq`JGICBlAbGc&p<>F zg4j4h)^6+;BWNm=bB-Fsz$v~s&0YgaCh#k7Sp)*SLNlJY6X?XQRRhW{4wqYa{;@ zngmf{OdbYnJzG$QIM>eb<$r06Qn?SQW09q}_SFS|=5_dvDGGFRf;=6B2r|%@7i*4w zJ7p@qbvRBuNH~qC@0s!w%fwW(rNIqPiJtNl?nAq^7%jo5HNC05zq8QA5NO4K7iO~I zSEM~k19!hXt3D-c`kXaC+&Ik<9=A)$L%?I zz3p6%&wnn@OeQ`P-G4YY0o|&puB_k^K24b1r`;22pkW|=nJ<08)Z;zSWCQ|;6jed? zcz`hiaTJ_CPtC`ev7FwTmm$_g#srx}MDU)V0`fecEn%IG6U2gZu|-NQHFLx$7Ea>R zssT5BRBogxl!Y(iG>Z@UJBU&R6jVwfKLiQH`nQWri#iC%9~D^v`I|()c-crj%{K$8_rjRwS}e;7>yRDI z)jJPR!Yx#bN;Ff?v;@)nSr$qS+o{!=G53pds@@H-7bkV;;r*DEGv$%H1ZjEP_I<{t zu8ALF6J{>(tVk~F_a$Iw9HFE$G&(OEf)!T~zYYc2JaJ+4UnP6{9iU4sJxEy}Ke zvrg0=lixD^%woO?IsaTE#)u&Z|3)}Tt}`ziu8m@jHSsfT;iON)G)SPUY?l*+fe;C; z&*NjIqBbtVi;DlMOOy^S-EmSgMo@1Y$qjUwqq_)ICE`xP^7T{O3f|NFYz?pBr_Jku z10b0cfgwwN?yBY#(}T5tE|Ks5b1U(F^0V)C5+=-)1BGA!3a2N^($EZkC{6z)?(j$W z=0VxP3wCP+gMlVVwmagM%!c_Y;4s9$;9gDPc7huo6gxEr-`sEDi@u znAKs+QrCe`4pj7(jlIg1Q&U=j_g}+rE*i_6TVoE~Yz0Bp)x<(UiJ@EA{)=DdH+~mz zuV0l&BqZP=dQ2xt8r&viZeZcO#qeJZx+|Z)tD0L9oIPB#Px7-W*jJJA@d!cVQGe{IS>zN-l z&W`UTBJy#p6l9SqJOTm)A_>VUO1?_qS43e_G?-zY81j&t?hWw?-)A>AD8^Jer?!_{ zo~IaB{q@=&rp)PTc^)!x=rh{;5Thxqs2B7G(cAyiwve;#d2hG!6qDz9QXxshM!NPO zyi1+;;WSDcx5LO|d?P@XSe&lJ5f17Y-P~=|n7=T_ANAO}_uTN)(no*3o22@Vc0o!p zk$SLSXmcl3=Iiy&hhR1-l&1KcQbrxnF+O{UH(P)=Hmw5#;)_$Dy9jdn{LMFHl)mK` zO|rYEvVb3Vvx#;eXKRKj+=qt%CG%i^Wf@74YqLhET^Ls=DyW$}EZAu6XSLkMyo}7{@D4!KT zfsULpq(+)y#1Q$`e`*mL^ktx=Y*ni+q)lfc4fQ4qox@GBaL;0Mia)A2i1F_9l^i75 z9lI^8r&r>VrbZS}*PWCW1HcsdV`-7SBuRae_GOW2A;_GQG+*;;8YT5;Sk;nyus-zp zM9)C3)fg(TrnPVqO@dAW7MY?(?tVt8m{K(iTQZRX&DWq!JIc`)D%&ZhWo@n&nfJHO zjjNkB^;PH^n(3E(O;xY4t&tOK+AAWox`(B6XJ#!>j#z3kvov7)VZnc8KV-etH+4s5 zrhko(ngF(T!;+Z>&-ROsoKj~%`OMeP<+=NrlhPq;afQCoW_UCG% z;51nM%IRzqI5bLCRfbOfROZRB18vEL-`kfaoAVRIZcKu{{vYbpTFJZm6_bhD6t@h< zi7ndu*XJhnK9+s3Zn#X>{#Jor6P(1_+VuT>tLS2KT43ElYSAxt`^@ZJ?E8&-j7@5N zI#bKYy=w`Z^Q}GQrh;^NMTmkWMlml4h|L9?01pT&R9o(A;~HkZyWl*A#dg#MBxF*j z4(Y)c8XV#?W?9PemKc{HAXp0yEdoXaoZGm>8Af(%QGD9!B7ZRg@?Qo;I65_f0Mn_w ztg|k?(98!DQ@FPi zQ`C7dcmrztg4FyUJOm9}$Bm>~d6Xy43e7C!D@Y4|?KXx49vC&0)tz#wUhRJxk{z&+ zq`?%$ET1k_CiLE*Yl;9^1F(kUxfQwt?Ov=w#9(i-aI-tdLho2T&~G49vQT0qujO{u zS3BCvHByV3E!aSOs$elw)A28);{dbG>wenV%#L@A}|1C z-l4TXzRRKW=mAF#;;z$1Ru_%JEHP^5|o-9a09HH=? zkj%R-c?&9XxW!^Tl#q?=#xb^(>rqqj0z1b;>-$_bjv@rWM@8k)Mc%`p@$;Lv@b_1o zj!3-LMNBTV(t+3v{6Gue=qeGc;?u9rn8AXRL4b;)(W>PBtvywJ>K z?YUt_<1e2dwCCMogYA~9u4g}(8jx{b(g5<~)pZZW<^cI*Lza0wxI>76ieYd7XVUE# zBhBB~oU;vv!WC!C$9K^G=U|g6fQ$SL4O0sR>1mQ-<&(|CbnifewAjd+=Fo7~q8OHo zTQ)vfemIgU*&j}GnSjwOJ#_q3sLo-o#ma0e=k8-ULI^GbHiM?0r~V@8wAV74llx^L zFS*js57wz^d2tzQ_=SO3#Xn12B;I4)prDnm|DrsCAZH>|*ef?=DOew`L$&6eiHN_dp9bO%`KPOJJI_uEZbZ}JvoUAPR0X+ z@7`0>xH-%CPTN!!k9H=*g72s=5{q$E77-V>bTPq3L^ivbJ30j1b(DZfb*U2kmxCV) z9u6qC^vQNrD!<%*jZ;y^FtAh4%`{ocJgG0Tcw@&s3>63Qpy8;#rO4A@;(b!^oFo~> zHdz)M4uHAmp@5O)L9rde3ub8HN0CuA=_^Krnf+cBLj)jjH&(q}D)zv2%fyWV4I|0k z=F)ZvLm>*Z@mV30pG&w`4>0wbj{$})qrXH`E!L@%sobYDvVQ@oaH926u7{PG_lmoe znO7g)PJi5x+Epvv$?iq^{wGb#yo_HX?JGa)BTT~V)i6o$%-yxx64BcpfD&FqA}lzv z>UPNi*f=0$`ZDY)Ht_W!A1ho^Q#nQy+v|jW1A+6p7=}^?Jwd+2*!fPzzHXf!IX2pt zH=zmPJyG#P!#*6cMy`E<-SB<`6$L8Q=wer~JK8BN8#i8k)X~ye`j-PN=JP$Gnryzi^TUZ zPV#dnSsCt@m$95YIbg)sn(V#b|MUWA7~@X|1a_PxFTj2TNxI+1-IY)#n>g=l=v^ag z3!{Bz-nLgFdULVt;E=4f75X0LM$RRO8NGM+$$k{EPSO zZZ}y9=X5E}LA=oIXq0LV7OLr@+)7@3dLNxSF&85R7)TSNHl^x|4hgIqvg@G3lTP5H zRr@s9^KpbkIUOD*_m*x<4fp=rI(N^MbZPZsPBUB1^RwPk_Sg~%ezC78tHs- z>~3x9WGSlkkQm364V>>Pur#ayy=(MO@iup6QDKT3+gtTcQmt(o#c{?(=xK!aC>(R# zohRQj*wTApMv4ud%Y;lPQ*F*4Iv}IRZpY6{1&g8^g;eT~^!N`5X1t_)bR@~PDgG+r zk#xzl0|qe!bubmD;mh&RX8F+%+yfr4E3kMYs{5FrlO8ZDQIbed%eppkvMyGH(A$cW zW{2=L2FJgHD%VsENcUa@ukq~`kSeR5?*&z`<4g5pG~eGwV#Evt-FLfr>;eco~ky=s;PlD$_C z-bgc$Cn8UTbiY5PtFK=Ds=jePe;Lp-+ovs+MOlX))Fh#{*V~WuHWK9Ch3f0QwkWHWl8ROw4)OWuvvvVA2w!t&J!YwKCl-P<%5GPDq|U5U+PqhsqwN z(m0cE;AZUFl`0`#pzn8C;jG2Az^q2u`yM1sUO4egkKjT7MdSeCCGx3chv{3p7900l_uwOSd@km;00OSz&4*-xq~oZ#qO>@l8~B&1EwMJ2CI41m9r4 zZsr7d>o?vNo;q~m`IcYO&h94KHzuqedOMf+&vG$&)h3qFp?a!A3@qmHz59is)3jj~ z5g9-AwoBX1`0bn()zzT@aHz{zj`~3|wqkgkk!t=aApU>K2lL=x4(fs~kShF{tGs z2IWiVgmK)b3)g$jVL9D0hNdN05pYme5Lgz16}F+5ajq?@PdNGIdEDF z_!+gA8K#0bF#si6Px^95l6h?Ekh2rYCwH0glY z>G8cu*P`O)SGutuTUy)tz6cNYtQ&0xP0{`?hfxX4LKTR6b-;tr6v_2Dc-KGWh4}+wZ+~Ks3A~;Julx8mh$*l;_7C&fM5*!Q@S1Y$!n;3$0Izd; z8GrN9iGJu|J{J!_1ynM|F4!%D!b{s0LQ%er4Z1sRGLn~nz>m}^gb zNpu7#I`?l@)fhn`#X36QEJTia&wSzG?};`~mn$)2$T-l0Vf%P4{;5DE!s|#x^NChH z(2*>qDPE$)0jlZn0L!qfcIcvChvGm4dYEl2J~VIKKL>#P{c{Hh7x|76%*Z`)4&Znv zhjwA1UnvHJ{wu}J^P%{+xlR6>S8BrN> zLD+q8O3B8rVb(E5>>BtPQv?}`WljHgw9J2_8ENO@zmA3#l+uF7z>;7`EetEv^E;G0 zhb|<&{Z-(v)58U3R4_W3{GNAmIwu(#R-AsPP;{o%@>i5JbI!IZaRTwx#r=W3UiYWc z&(F*KRWpEaNe*-sKIh0cYOjV0IxoPhxT$~(gw{@7!7Dp9eJtq$exfSzx+B&Ns zpEviSMp7Brth?8MPqW&5FMbS>!G8dDx$r6Z02?dAfQ?;JTGTpFe6vvb{A5 zwvzD(d2O(2Sw)@FV}U8ems3=-L2;CD$8=qg2=cFXBU&v<@Al^o9%>5EZA5dVYtmM1M9+7R&dr+ zhrzp-wYvJpW=zWKan@Lv$5{uY&azI_Ne2=Zuq9$bdb!&8tC&pmk-mNa)VnIc8MGzB zsl*<20|85Ibu9i(;S)c*Cm^Kkm+#7iXOvk1cW$$vhsM~!fc3q5eN#mVA0AT}P)1#h z7f~rK6C9w61;BwhvTW;x)#7bV3`OrWT|Zx+X?>b=RIJbjc|6_mEw}oMT_xt^>g@vq zfBDEc*=nmpbpWclf)g!Gu8wrl#=$q#d0bi0dx1rJp_Pb%;l@fG zkU=14XA=ni{@%&v+4vPZq@d-KHyc^~(VIVydkU%&!|hq^fuZ_(I^P`*6|=rncQp{8 z5C5a%(kQ&Dn;X1}RHt-+p@L>M$g=%YL;I0n&?9tMVsVctxJ=X-F$>c$l-=s;OSm`h zoGv{aX%FWD25?_)|6tg=9sr7kr)R;0L8K>;jcY~uO@Aw%!zUa=X7c}-It#xjzu@2R zE=$(}(p`ddcPyommS7V z&`d5jZ%>jrc>nek_KUgYyUU+x9-h6v+8FSCfduCrY?nveNBn(CBCC@`0mi-ZmvxAQr=2j&<`1U61Pa5g7_c5wgoqd zF`C*VZB*BEWfSV~)mi7I%(a~R+L`p#yL!4VP=5U_y`!WX@ovI3TF$+P<5w&Y-|J|y z7v8kffa+VyGAxa*%lMH>WlF!nqSwX_aSrjbzI=&Y#*(t z#zz8H7Er1c==kin1tjWwy>xmIt%#^t7oi7P)4y%O*)aB?cXPg@c@5mEw97P#D=Tjg z`nTOY7|Q1Z3B0HiK3I^NYe_DkiwWS87*Fi&M*ayz=z}=){0VQpzo7?;PlxSiN$9oh z;Bd_QpbaZA!&)=>>m1*zI9S{Yg;diW5w5kl-f`X69#B!qu(++)#gzmm(|wQIop`o8 zIllA@&M$1rT;7QV?ZnE;8roQVJ}$oKQ%7&o zaKS+p+w?+6*IH?Nn(bLj<2TNGoVVWIV{?}Yo-AwoQ{Z%g5@LZe%DmcmzOyA0ujtNP z{G1d-Wy<^M&m?#xC%(MF7ntc1b+~OOdieDyKchdtp^*}|bn_^!`&A?XMs7qj0-K9f zd4jvlA%OlDo;)V8`a=z^FsiU63HQ9h-5%HFjJTLJWN6SGyVx4|ro>{Mv z>ozycZL6>*5U&6)vFbx60XqGGItN(z2wZRA8G^QiCKD(2Q{1K1%Yh{k!ie@O8RAJ3 zAh#=5@zXJ1Yb0MJr{na6qg`%hHt>!#2vZ4h0~Cu5qG*x2<@34zbdOhxllamC-XJ8$ z5)!Ou(L_xSB=xEUyE$a|JTP2G2#0;fHIOTgu>RovXP!ciX@%HYYk`?tg)f6iDI~Mg zS7DN#1$IE=CtDyzz4+r!(EN^TU=w5Zc1hkwf5yaOoXPasd@abu z+mjHdH(eM3f0O1M(ijnA+Cy|?MfWC%<`aX(uz zjur$H5{Z}9jJfjYPIfw4ATfrR5Dv|QjaN`kmyd%0pBa+`u|S&@B3RA7sD7vbkAsMg zYvIMnPIR&WrNvIc2Z>eZHs=?FGJ9z7YO_NyZ}35G)?$F`%4p!@8D)4c4vp+ukALUk zhYsqVFio{qZhPrU4jF)`{_kIVbjgfZ&Pab$MUk#L$h~B$gws$CEn0TR7Y)2e?PO(# zWw=<2M!x9<(QLGh0>S(-8&`8@es;x8+{x$mStc!cE`CjR*;suZD~TZR$UY`qd>mrg z4p6;XQT9@#DEGM|XlnAW-wtVOKo_z>ZA{D%PoQ7yZ}8pU8q9C$Ja?KD_90|&cwAGP zz57-CCE8oF$@D(TR-$d+V6h{_ssH-Y_m;8UVr<4+d!P|b27n2_e7ryntv^5&)}V#e z=SsXtcWYq*?bbu^4*R=TY-8tn4r5ZuNNQqkPZPVg`fHBzA&&%0aWN#nQt*y^f_Z^m zQ;Z91D>J{a;z&uoxiRd<@oM;AuPsgo!@kI78FxYygIjRg?5Fa%1R@Xr4BpMirJdB8 zUZB5O-JgEH>xRW*s~p|xfz>eLPsz2mQuL9E%5@Ek`fkiF_<};)TkEB$wK{TV!gdHo zAH0Mfe9tehhqm?+$$%=!e$Z_lK-s;ZW zQR`mQKAI8_-L5Fkp8qM>4S4_8$xjF;t68%=_VC`7@Z8~zQiV2DAJ``l7!HET)RJJ* zcj*~A&OFzT%8uP~?M`^?)Y9Z>^R`GT^1JD;p0GnO9&wPyF1O8~_13K&)U`r>jg`ni zx9mbcz;s=wI@NmhN0|&iE_Wo%L+Z4y`&^wlBNB3UQMje&)vTqpB_}9Qfi0B-9dE{X zOn=J09QhsA$Z{1*`qLYDwENM5=B6Wq#~;-Jk^%a;;seV=iB zt8t<7W!*sQc<*1ff`qplpQ7uJrNC(L(JSF9te-hLInGKsaHY;Ay>gXP6`o*aVGilI zvWF$J*?rViQhg?$Vkw>Bpl2i_6d%f_xryzohV*VvUFhZWf)oR)HA8F*w2`f{B(Uxf zw^Xl*EX?}+KYj|SY3KY}Ap@zl?q-3wUnW9mJSpy|M8rsKe`YHGC;mRTJYrAU}8i4m!dl_0}M}+6b1F>l=>mI|cZX*}1LI z=60*&e7!m=I9Qw8AkF`r=ETxf$SXG#JRwyu>R{D2N^^{fMf8wz#X`Re+P}9Ix_rd< z`l`>|lhPhifU%)8kKPhWv?0me_!Lqt$mWfs0?NEhU>3pZ5#jX@0*NeW8Iv2GKZz0F zoe}Ihf-`@7!CCcEU9^;o6w99*sT-)9p9`Shd(Li+e-p#R#p6!LqKAK8TZqhmyxzIX zS7-;2Jq}~}oc%h0e!IuRQ}D7}&pS+YZUmG%IzI%N^D4&eO3hXP_a8m6JQNfU<7gYY zk?ukWSN-ART7b=u;EObT-KKvc<|5Krodzh@Dk6EQu7Q>Z$j#Ncz?S}aWD*3)p_!7g z_|pKCPvA| zM_MkbRqAyaonMmN8gHUoTu(&Ij4`VD_{$nV#Au3(0kNp@JydbQ`UAkh1gIBW1^c73 z*zm5d5f;~^EO=Eof`{nH29SenHD*B|bEoAbD4?=_RQ~ORFRMiDZzwXu16F8F* zsWl_;$h~H(d@lUP%k1NMcjuNYiJg`nVbZD+?YkN}Se|h4$uAq@0AV-}BW$=M0f^h_xvz76nZNN=(Ox zJ1uv4(xkjEcZD;WnkV1=cwgzZkFO^c&HcWj37KGXr)uWB5kSUdS&)XCDJQ!BiSfzc zZuFWvCbbhZcDk`QY1Z;ycT51f+wIc37~aQSKk8j9v?zzK{*CTwwNrOgZ%3ZDnmKNo z7y*g;^!_NJ*|1{~_A{BbeHgp7+M$os7={%qHE{pDXTP)gP=r}``gmh<7iQZdu5tdF zBu2oN@&0^15z88}vtC$);Ib3fV|-UYXUg)qX%zQLyQ%b$DpDj;U3arP{=aaQZQ zj0$xPnO1MUq?eC z71F84VBd1a{p%fS!}ru*tUjK))r5T$&f}fzO4}r{Ky0YnZd}3BItXM#Kio4sQo14e zF6X;7T!OQQZru*{pZ9|o`_xoWln168mqL+V6G#h;BpM}ETw3*DV@Ub=ctp5l z^QL#c;)>ZhKiY^)tOzCr@(7J~=Q_m=H1rmggz2M+vn$ZIw<6VI`#QQ6jLgR?hDFwp zF1Z3mssD5`C^lSq20*7B9BAq6%o1%A_O@YSTzkg&eQ#?6V#JPmGv!AEvFq|~r1O~MOVv<@bQ1%wW+T{J7CWmjFX6)`hbXGxDm{L%pW$~DTi z`UJ`(Q27r%TdV7>4ue`qP>H9-D|szmR=!AjH`${56Z(p=d>f5gd2|;KHb2$P4HA<$ z0RbT{3osiIJiO`lP=86uM}n4T&mK3^j)JuG@r@|&IJ4Gx+)FKm9oQdD%F}uE%f(l` zx_OFvj9S`{TrTj_z<^w>{1A>&bl)VWCR>t;+d?TcTfSE_+#EiqYz?pJ9@R=%qTFrKz5*+y|@! zJUJ~47s3Kuh=ttDePE8B~; zgUo$A3BrI(CZu)aRY<}|EhGTvg<0&Un97a~2^9|-JzK>A4BvS7v4QvcAy_V*pQW;e@Ww&C-JKITnB; z=_C#KWz=souW)-%)<28^EkOJ=p(44MhLcwj>og1C_*n1|A?Sf;^nQIRm`SXb=?rw* zC<79k1Bc%m87{V?eZHV%ya#GF$v;Ofs44h&H1sPrV13G8j)ZW4WKkkep-II;{0a|m z=H1kvvL+KiHt}Hkj!~_U#QAW5$MTKX?O0bNz~Iy0D_h{D4(s?94}`!qH&24CGkpPdiaw*)QZ4uz-ND z!W2}%FYZ2Buvlk6wS8dRar(StS&yp%KZ4Kd(nic80`y6CvW9htyN@^nbcsqAg2cg; z=;{=#=~6fQQ7Gv-U(iSdpvd>vVpy^v19=P9j!MNp-Bs$0k)4D|oCzGBKZInnN_5-nhN*r}k5&FEBrH$uIHR@zjg}0#ngFodN5kAG2P+o|S$=)%@D9 z#2*=d=6<1+uS^F@w@dYLcp*UYDAMJqrT{9g8XvGtYVO;p5eGx2pMJI@`gH~x;h*}U zlqxlW4dp*gUW?CJLK}*UZfkB}#&_2<+OPK)hxOxcKTqKT4DV3_a~@J35|f2$ zemN~w7x86Iph0{##+mRlSMOBUvNNqrbn!Ktp3+rW`ydC1zRgLMN z92K%@URuO*fTBnV)qJgGt71sDfsL67&dIxs*iM|7 zl+Q=3v!c#lfW~U2$G%G1EAO*NbK@iYoai{xr?LN#MGq0w-IXi<`g51?{-=qn3^f%s zFQNRKricy#C!@rUvu8hkeDr_3rwYm(#~nUO(OHbqE-8%7dwyWrBTQ*}T6H%HwBo*C zJ$0{z_fQQ}>yS1CJ)&7Ircy!5*j+w6Wy64+$Z5v_sC&-C8D2%HJ|WtXB|uQj1C) zmd*IWcwW)@+sMgp=;Aqju#-Zp{xx3GoML;UQ}sqV)A(e@lfG5zwx)miV$i=OddioH zY5wl67!srPEH+Lj-^ox0lW)QIzBrrb+vE*ese2?WfYJIiaFy^%6x)={gk!VkOI6Ac7fZmjnXeb3Ho(Xj+!EnW3h zH}vHA4^cisTjGhKzbQ|9R$OSN+M{0CYvbVpNVR9bdxY`J9`K%h-(ZBs?uDZ3%i1a8 z#Rhn0s7n)~mT>af4=d_*JV^-gc&Y zg&*!jWRjFwc4b+mT4y_qEepx#(qwuG{eD|es@Yl}B;$8fTB{HvNUNdrh?e=RBIaY` zFl`7@E5eNDavHV&y`X@aRU-=4$MMm-?xAzOrR)p>KBAq*m?b8s!mloQ%xETXQPG@o z6gKmIuo*xVm*TH_iLmjydQGa}pW_OD04YdB_ZN{_kn}rEquHx1Qs|lae;Gw+6iiJ7 zm=$U_u^t%wQPVzH#KS5@ z)OF99j`nuYYLtCT#n;hN!@JV>Z?PW<4Dd|CbP|R_Y<&{y9p7RfDG7@NaG^~fwu8|b z%~v06+ZDjkfyK@#BGbq#stX>O>9eu~BeAg>ZE&q1TyP0P7BU{bdDg+t8HEbikV`hu zMFXkb#)f+4N}`l{J7I=5?K~8yNXFh~-^m@79`#hNNWoT~dn2PLQ^Tn%91M86yAmCi z_T39B(Yf0Mgyjp7J&e8S>V=TetLqZqKmEec^C(HE724zx zY^(Ew3C&)KdsaSYYuD<`R(CkJRo9mc{Aibm{E8MCX!~Z*fGJbut%}*?so8o&j7U(6 z`ZGtC31q75XHW;|QwJYtYGVs}UfModeP?PYa}>JbdP633!W5ozPjayRFAu4JkE$@6 z)}Vz_T#&`OlY@VJ>TZ0`}_`>F~q{*{K~c@Ou3~F zxf&W_Pv|Da{;KWo8=%%>*Y%D2CvfgK&9aE0k$j?&eCXbfF)_UVUx>lrT$?Z>h$aXN z7a1$36WAWk8)7t>UUxhXRKzH1a;-93-CcWE^yVT*h?0VisB`n5tqZbsR^M~)_0@F- zvJ;uA2MnhvW|k7S3^$}$LJ7SbqU^{*ew9yAqgHOsWf8(2zmBcji#kxEX1IUPiCrO^ zZbazE%}0ONd>g`_DInRF>~{_$-2^DeBH@hwjO9t`_&mCO+os4Ojz&$JuS{4+SF3|7 zGU9Dj`+uH&)by2lQ*^-7_rA8H;KVtADQm78Lk+MTvYyWV_Zc!L{9|Rlqq75s_HP+j z@|gZY<4+(m4u%mknCeDax-13&#&TU}Yf5Ew7LDrJkZBoGB zr5gF}iea(~155R*JRPR)ONK|d`?8wpyLMh?q2)#wT89U-vXYsNHLlUeW(0G?8dfZf z3tV$%v^v3G6@pE%+FrTiq^Ro|Gt6jh;hLr{YZri%Xd(63qSoC#R{GXrShGbtN%e=0M#rr2zBNdK=aFLNZAGcmv2G7tWX5fBqsBiYXqXY!gbvx2&=s_*xMi{4YK)Gy&m5{Kg?`wLw$zdcxwH5fA?~Uvd zUf^#*R9$>-0pK=s!>Nb-CYmJ)l#+;1lMqzbW5QUTG^_m0K5paLP2NMKEwn>AzViB& z2s+alnv8cPblpUwcMxdCvkA8y{r)4cDLt(0-G6isKgMh*5j3;;vxHVA)D-cV$UH|Q zVb_%CtUmPB?bPKPe8v;MFJgZ%|BH&A?!ngtbaCOs|E#)VA1k3N*3zh3y9!4&$Rg|X zvtN|Qw^^@T?iZz0vOx(kNS|Z~hGaH|0Bqg^80px+Q$(lv7HU&xpvbu$rB&sGOQ$}D z4Fj~rC0 zFcXtdL_QQU-zsDa(o`R65@poP$DooACU#Gw2~C;g$g=^_IH?~`sW!+|^~WI3GS)Lp zI!RILQ(nXEr3LTq1)LyhHaGPEuK#_t1=+3v>g-^=&$x~)(jb}4l?Wt^3g6G-06u|L z*DlMoqjkmxWOrR2HqVxSH*~Eb8@ULD0_*{^qdzuF^;tky5bN7=<=C-*2Z1!fq2*=Wh;3B(22zHYZ6F-l zY3gHj?{Iy(@nf`EoAx3F3me;PCF;-d-!1%J4HfARp-dzn%DUIUjHY2vga8&d1%3wd z#o1`!`ndM+_K@@bLQUAa?Ubab|GOL|b{Jsv@a{7r>F^Qbdu$|KRheT9{EWU2<%e%c zQ{$fL1^@@HW@+OosF07M6Z!;`ZJVEHJ^@Il5El>E&@MFiF0d~v;s3{(koYB%&w}X| z1z^$+T@!y6-pK4Xc2_Gu=$o3RTep(5L=$LHKT|u%tMJboxq_d^Hbsjrea5= z1U#L3q>&&3=F-s~QjMV4II@re8{5NBG8 zF}olRJ&Knz9kw4dJ&jE3`c)e)!|}zOtNTm+3VC^N*ppvHgWN2pG=|N(PahKm#v0`L zS>0e}dc-Oz_OGf>ZZ~_9@4QFt|1LZ{S|N|)sBJucbZiXs)|(PFx3dmnn6-o>v{G&T zf=aq^#FU!L61f2;7&XsFC#_gTs}RP?1(qx$J4r$pfx~)P zTuP9bEB@a9j9mJ2?2v$7twp{T?(2!89`6_{IT;za)JGu^CMfHaq|sZzY`^h_Wv(b7w);j0rm&1*+C8 zq{nA?;NX?d3;|}EQ0jKiiu%>{Fcg>dA+GI(4SEcG+j8Ex&Y1@QvYpOTNjeg1H1)?w z(E_Z}(Q9|{Ry!VjS|jHNX#?Q0J9FBm#eSbs-IQs9XrLW{FYyYd>1T;qE8$*WV!Zy~Zo@=wKZoy(2c*lsiK^;FU1NX0(3OHvhGR zzxrS`_y_j+dfhKbcmcY4h?orS`DAs6gIncGvO0&!@96*-m?>j!2g&Pp4BDL%q-g;1 zZX<q0)>4!2Qb3bi6JFp_I^Js^U1korcW#$ zuMsW=z;xzT{4a}@voBYd|GA9NE&UztA?^nPYeGv(sQ zhA`kEgIoH2i8hiB0|`p0pdk42tsxTh76kw9ZZ3NZI;;6c@mzuyxx6L280#t{6&&a@ zd?S;8CUETrxb_ckUt(xlQ!YK<~a;$5V2y@^%vy7^AQ#StI=qi9~+c=ZalA5Y`Alms}6) zj1LQK1Bh+p=|170f>YV1O8psVS4D~IB*cFVJf=024l;7~S0W_=Y@`1Ai7i1jfeNy1 z{)7U)shB<9P@UyHa*UJty4?KLb?86vv>l^x?P>Dp-@V+Fa?6wFS~lDdtIFSpIXze(@tC$KofE@BK=n4Xr#) zB**up6o=qPd8CDNI;xzJw&|?w}am$zWJRGc?vigp+PEqf05&OoPJ_+pPh|% zuM|xv@;*+AW&&nU)vSCD>lgp78Y;UtMMVQD?8qwZ56830ar7>CS&?F<%vLF~74Lu0 zy)_DQ8@31X+D7qtqk}rmL z6&JM~9vK>vhH8+7cU`{*Y4LLA(Zum8!Uf^jYjHd77Y)Kibbn8^((h(6d#HMlodb5w z$-0O3aa`jAe+hTzSWvFrMA4d&Df|Uyl#|2VFaWY&eTx+g&hCBppDspwj6z1a5Ou(t ztaiGo=9aNqZx;_(K2ogHkF)FkDM}f3CM_2?2kwH1H5ifXaj`mi(V6#+}K@f zvO?u}dhx|*lasxV`>ikqjt3PMU5CLr7stXizlfMf_o!3?3FS{>!>C8o<=Vusq3guE z=UqJIa`AXktXbw@MZRmVG4bO|;Wzp39=v|cQzm~$cJlEEzpm^;I!V&#SV=EG5PXrC zBs8dh(75(Kb3Xq0NE0Gj#rY<8CB36LeuLiBU})9NwC+mVi19U?pl38e?tJ#}P4Of-Pi(C9>M)>Rh)St^G!P zu$9E+dlX>31Zu9Og=_R(^Cu^iQ?^fb0ghl za$F@wFYNG}B>IsIRQKkI^aZU^WNR*;lkXaW>A`GO?--xu1o;Tf7KlB5dSD*~vVXI& z8C%&4h73I-JGiVSb&uHbtXy7R_METwW}JobSX_-==vSyn4gDStmDYX4XAS+QG%}*( z{vpS1Ggm)({;?nN#`HE_IMl0aK08L`FvVU^0JJd*=wbzgmE1a$0wLZQd0x^nIjs2c zNMl6?>>q*mgj$eAP_Gu6?D3(zZq;^7zq}LByPbdC zwxJltvrpBLGl=7uAx0mP!4@h>fFZSHn$M_s+a8*vsHl_S)p=+x7n`UrU#Wp;!Vp5^&x&QSme=4NHL&q8ykX`Lkgasc)pr5>H1H`W>`N~@T=ppo96KV3j zA@>{~YK=-vD|4fEdW&88)6j}=L`&PekL(OsHx>gp7 z*}zyn1MAxkb-C`rUR~>q{2?QyX-wQu;F2Qwx94@BmbydiInfLk#4cutXY*(c!6;`m zpWo0n_)9hOv=pw3Co}ZlD^^2}V%6?#cXx&Vw!bnQAjZMj#@xOx9C6OAAorjhH4waA z5kXht3USD4CBQn1d3&V?$fFhJ0v>y}qa57FcaQbqRiCnTJ$qZ?UXnLseTG0Hy$ea! zt9`pSE=WwK|7CZHlwagMz-Q*0sUWJP#hL^1r;sI0>-LtxhWVob{sO`+9&r_QURPcy zKXyCv*M5Bw?TVMPH@%4OT#dQm?zYz$g6qVIQ`)`W|2qR;^o81tH#h?X*M?tG>UKrjW1o12)u@($E08|#0g^H}e?C-RLE zJc$hpUcN^sFU8RsQU}y){k3oe-=dk7e4X@jVeci?Q2^rLE0MRXyT5Av_AVY}uMr04 z9)izT_?t4plKe(wk^so1Bc+Sbapj+5M`u zX511bNyP&R!uYXZ4h$F;lf|JBAHHTfuMc03qeqFO9~T1f7z3bM5G-D?*Qx=}hHgDP zqKf+m{*ZVQz8MXQ8?Ynbfdjg5S)|b#rGcXjI?>#Gk%GYT%TKFtq{oZ{kM)76#B^~9 z<5s@Kk8tb`9OCP)7Bb^;gs+p*U7B+s)c_72-BNWUDmPPySw20;jYyWdM|T1b%#0Q6 zQdc!=d-(47`)%lfk`#0L1Cc!m^sncD+4DP~W^XU1VwWAHDXwNaEDeiZas*F*v$!i= z!j^f??zyH6%E62$n8Wx=QvQcwXkjbnYE1rxsv5EqXTRuuA=Z??x3ES*_{OemK*os& zH|M*z$l}1Ld6c*~r|lz3OAn(;8()lcC;*z=GgT-13^dCrN8jZtAkc$K9z)_H!nxC7|k$Ka~HMYcS>VYx;&2+m-mVr;~f_ee|YE>t4|mHujMz^ArU5Y z9=Ydi^11W)ELxDng7?Y#o5`+E4m`4=>U>u`ItU@O!Wy~=61VvrOlsWUtm@jD?m-8| z;V<1@iEYJdB(nI;1ZYaLl9IMTHX+*fl}0@*V$LUl4g_e+zAle{w>!cRj3E!~A00_Q zh9ja4Uw?)0BmrPNr3tdIS51%TawuO?c>kgcxH(`$W-(EL3d6%&r0ST+oRgs?qMmo7A*=znNPb6nya-3jFpfO}>#R>4=x; z=5F%YJZ9tHDoSQRVjvosIFKWMKhol{-k2Y0^lop^dY44%*g6M0u#OOj2yAzpLFJ1&R9wp2VheG<3oLbRe(|`O( za}Et-q%;5bR|%&*7CUKxMM?Cg-?BhAxW75#vr^M~Qh0;Ic0ykz^i)6R?>=Ux99oxX zZV|DRA*pv7mNZN5s2@Seju&N)!#R;dOgnA-@(zIIaCR-+EBE>{j?$kII&T1N+gFJ! zfT8P)5prRrfcNudLW`-l7rsslZjqwida%vyeXOPD9p>!-WPl83iw3mcMxt`&Njf$A zK+PWbPKbT*O*{()pT))ht14DzM}R|uWrQR?`%{aNyxd*Venye3%FZH;{dW{^xqBJN z>IeJCN=0jnR#>zmNOpSoSI{He={Z(~Hh#SP{)bvJtZG|HLp?#Lu(L@ByYMi1iB?;r zEYWydfd%6lML0dj0FLR!W#{Vl+!9aW6?l8}i|z@Y=r1-1&vyW9Gd5N-kFl#~xJf$F z04!B{3`~Ji((wIvC7LRNBMGA2u|pXV2Wu%N_Wflr?O=ZOh}H&raMl=07YaRPUh*To zNXjUtI!hxgCCg400__1LzYgN+(yc0O9ooC$2=K%WJD-_+hwRit1}u~9!t22r&o^0i z+|CF_&+?gCDJg5TJ#stme2tMWbI~-E0y}}dJY5>zPTJeVZ$2Wp4m$BiYE~<&8v`cW6`2{Scu(D)Mad|p(@Vg9 z;(tFVD|O)@yB?|+UM741_&~yd>)oelPA5%EKjO?2zw{Fxqkvx?gj;5^P8Y^?EdP%N zH!2IufuLT)SmopL1M2><{FGW)CaNN&K+WBtrSA z0N%V2%4sapgiL~xag5o5Y08H%@xPR#n8LdEPM4t$$8c2))*;xS(sy@JEu$OS2TOjc?$EZ^d)IEpxk(CO~X4C7 z>`cbo(|yP%h-~Q>XKXPX<~l(gh<~2xH`@`AZ6%5s1$j{Hlj`E1;2f&BRtI3Dr>%61een6k%%g#}?fLJ}oYib@(>;AwB4GlZ(DJu`ns59D_yQC#mRgyPLu+ zeP;YT;BLOLU+U##u(JR5xTn**mTz@JnU&5TLR`_;>{}5$gB>bg<3coso@%*mQ7eyU zb?`mJ_5gynZ>xs#^(LFWsq}HJxn6CmopwdODuQ?+<(9-xuK0&V&!ZSf1%f{dIFJb7 z*wgE39~lVjV?0&$A`>L5Q&lu!@FgXbF#Mq*#qPlij9IT$Y5Hf^!T#PL+V`H^0r%2# zM6x6p@X+co>Sx57mISD5Y&JlZ<{$cLPBVMOm-8FDf%a7w4M*+mj_n5v9n%e06<)3t zo?q>>HA&t*13#PVQKtj;5Y~K@Ji5tUBd<~AOMVruY86yWZM~VXB|0Ly0#7`XUKsa% zwDcxCHk|#z{b{&WSDlzPt)g{$!ELD755B$`o0_sNFqhUjL9^m+lgV*AWJE}tHoFFZ zreq+F4_bp5q#yrN-4s_P z{hW~lJO%=2n$`Xrgh2-bfH3GrKXpa_(v3s|3VeNEJfIy@Ww-Y>o)HGc!1gd5(!iMc zvKLcScC*)OFm4>MwCkLgp&=dA$JA{0(|jT`d-ve2|317*f^DP?k>1vRS#`QTm>?vs zLD?(j25p4kSSc&3enRg!U9pNp9BpKKat~0J<=T6-mIsBbBg7GJDmxq++HRdpCje-; z{i%;lj|r!JD$=P54OK}fN?wAk5tr91?c1%V8Ku~NwqY@Cx{kFUkBd@~6MQiYpEFDc z<=*86GuLb$F%+<*?>vy&ntag_{D*w2&{_Z^pyy`ct5ZIci^rXo@83NQpXj>tVwLxk zv06D-k{hUu0KebD3Zfw|G|dzNi#PoIpssSPmSf5TZV2g+o4o9DsujW?o*|T1c5 z&lysyG+S}jQgB#2LNbSX_igB9=>AatM{yg~G?Ie+{BEw;5_sJ9ww`+eJs%xo@zk?O zuJ#uho_cvU-th9ET1_r;L&gLSPQlteHB)Kl%>JQF`NM0g)*D_>o)L|dJOBuWK2_`9TlA4{C ziW5wk57uTBJEdOcv#)Z96ZE6`#jas29i@Jx|DR9%9%P@Z&(3n0Q+@NJ?^l1^)ynL9 z-(&(1hG77(mZS2nsP2(lO3GV4Zvk~N_yiN+aYrfxgg^oCQKDnP3HEbk)uHXF=XM_fCt!GqRWxn?@{}|}(a5r1I zf^hQv!1@3UG-_`^(Y3Ni zb8(@i2Nq-2G}*%g^eK8vP=Wx|!vCy`>eOb6nBt6PV#++}`^k z)g$)5MV3WA?Lt)eG>ZYFI`(Tg@l7-|{tZ;}v>LHttn)w4h!6<18x zOBc6X%bnzjUkfh?JoiU8vG6(`9RSi3>N;|BWkA{r7*rVZ87(`BZk>ub zk$Gz=c(Fko)nl+TjV9<7TMWA+???WR@5g#$`iT48x|iM&9L51a2UvwgtsyJgsr3gr zzalW`AjY8Km75g#tGBTD$#?)1IY^Kcx%szcKmwP3qiIt=6ax3soCnqt@LSylCmy7) z`nQ-~aF)g#$$BA;)e(+vFbl(ns>U2zM-@8&CI3XI2a+&YCS0IKYftIIoJ@nSt{3Zfe1vqOd51*QT=Hw+%We=L%*>;*x0_7 zRoci&H_!wz>vkvgd!MM_tka}AL$;KjrLZqs?-K?-?SG&1I)J4FEzhWl z)LkU*8#U@aUlftKP1xpEYM@Sf$hl}wXd`? zpsN*Ii2zE6gWAx6oI6R9lbYfEC#AUap>91m>!|d-g~gfZ+j;-nMU;_Op1$?l$2+mz z-|ms=SXeOX73Q_T|P^%fF5mm80ao} z^;f|i_~3r`b7c9LY7&*sdXcyHEQj>J15$9OJBO9c#erWHtwjlj*u2Rrs?k^eO{pM! zPCh>JaA%y!;(r4Jz(}9r(ZirV*ya9y*^c*n4X^^M*pKB}?;5O^N-uU8iyaG${BuYj zZN4Aa&g8hVq~>s>>IR>GI{=#8o$EJm#@lBle3qoW-_CPfjL(%c-VCyEswF`Cbw!ny z7Igfv?PNk&o|I=Y=e+0@^mRS;Nu?zRvhUHzP%9!ULHJ9WPv8xz?=zQn8$@)A}L4$7)6*fomB%uDk+vf!V^9 z+~?HqYgY47|7iTBMtTRSUE9XL)B--!0qe)Hc)BVhaI)XyD2I8tF4!vl-}}vv|Myr{Vv!_nl!)Y+c)v5PC0)6zQOd zfYOUVK)Mtug4CcWMXGcNEjBgP#4 z#cFuOvA=-x6!r+$P{SCCu2_qEhkmgwbu7(YmSiBlyW!DtQDNV1uObO!i}ctTf_J=) zYMWi{TC1V;J3E(+uGOnQJC*M(Uj2!RRzXf@Ik$}n)cSJmzD*Kl>$9z5xJVt;2 z;wCude!Y-%;fi1X7psw5+vu>LK_1-W_7BB5Tnkwj>H*P0o`uO^n+}y`^G5V?b!-{! zy`#zZV`*qfD{kwZ&kBmww>ENmWRi#WX?9{E{N!WuJ9CA-8d@{~*SBO8Sul(APsc&E5AUtvR^Pbxir^Ho>J}CVTDNndC_4R?yq%7F4igqrJZH;`hL+C zTt0PF!SlL1MOjU0zES{~URy1)H(c{MMT;)C5jf`Rua%ONT!4g!kJV9tWT*0D`=Ehq z?XE)JG1hU-t=6cN7N1(eUR+l4s@`&Kv%;%$ZY*#OH>DSWa~TO-)sL5Xz_HAMyZt~v zMmD6(yMa6SKy_GSMVJCX}cP3I@t7a3{UMfYL^ab$jPuL7ub zraGC;w|RM87-v9hryfbxR{CU=3B;=fk?0q>`D#gTz6@T!LtF#8s@}y(Rn{mps8Hm+#anlbe1!{Y6eMtXE)*dfK?`#P@piTAMD`C zJK9xcYjfAO<#+IQjMsfjBH`+koP8p3hizY(INXj05F7!H6wd(7QErY4&j9F!Aur`n zs|)pGnIJW`np}jsOw6DkL!_MzOT|*n5tzpBSgDG!M}V1wd=`ps4UKHt4#P6p(8Iaw zpEiq86;b0CukSs=y6qInifVm9JH}*yGc-b0r^O|8^rj45KaU~9p4?eWz~ZzFMAm(jM_eSA%g*}2ZL1A;FO+*PB{4oO<4uc z29`$OaSK?^@k#Zm2s(QzyKQXS7r)@jCKH&93;8+&x9VB^>b~ra=&GpOqhgcy&9jL` zunsF$&AmK#CYzf1-piQ+kLl48Bdl%nL?n8)FWZ@GASYzv=VT?Sd~@eWXW-s(^8oHm zO2uK@ckhhNinil4{NZ!}AzH%uH8Qr{vxwgpEDBywF7T9i*m|pTU0e}Aw{dN*t%dug zugj<>o6rVM9I0UkTv-5 zoafTIFtI?jb~;Q$0P`xB5Cvix?2T!0l2D4R^Qc>FUpLwW3k5|*HJ`pn=ur&A^6oVl z?i49pzX@YtC@w2cax10lDPi4k{Yj|2CB1PZD9AKT`uhqLIHbG^CazQpP7Kc0wW3KB z*!FQ_$+{9y+4IU~XJY}MyHPqw&`l%+1*WAev4k(y8rEj5*}iY+-)szdnUW^#`_(s7 zm<~GtUROSx@51N1Q)(|ML#CFDI0yr+@%3aKIT5TqvybB&Dy~n0WrUis-A#hR-lCg^ z*JAhi;*vM7=%=sn^krdrBmB}OT>7e--1W81o~ZFM+=8CU|5_O`WfZu%!+i~VdJ|bN zzUuM2N_P+Y!&tt>-KS6^89L;wCIO<&lPNOFn{adVJ06$c-zW2|3RH=bY7bJ%WwVvG ztOzwX9Ku3sY+Q#hqyxdhHt1}A=Y7^fOa={>@Z|vK&ReAVfF7|sG{E~+lw4Sb`8hZ4>%fc7(H-BytL{1N z@#-um39ymG3s!sN2;{eq3q#-i9%f?Z5F8e&dt=hD^7HVLJ;LOd8rMT8-%vDkU@bnH zHrj#FA@<1=vf>Jts!w(7n@BV8DIU`VQ=Q*Yy7D)!3!Tbmt$EBPTV%GH3ce+mq+Z5T z3&;i^i}7@UF;FO>P(R6giN$dux~4nXrL!vaXSqsu^{wU~Xpt2IAbLC6PYUj8{=7$F z@HOqhJ9PA`j5S<>Y}j$ZS#}j?Y1U1*82YB$PNjnw#cb*`ODqw%zS=$!mEewf zZszI3ERqcDI!MdMMM-=^%QHT~X?NP6d=WvLh%LdiS}THewe_4#Mho=p_P&@96aD#y|Z*)c|DCMTyIs-Tr0E zJ>~=VE1MKt&a`#(ryP2`Uw@&WkhB-qB05dR_hL<6%zV=8ah_u#2D=MZXk$E&4b0E@ zEM|w#hfl8$%8qq5;l-ByBJ3Sr#G-zZO_Y)QIzDWy4)j}YdH24v_f19rQpvs8m@Mci z#|yI+1iU%1B>F{lmTjYhaGaAzr@hVjlN2m>XRh&lJFKZd0U@R-1070_-&NLL(xe(t z?^~=qFI@IK&Rbe+Gv(USQhyuXI91i%At4Q!ofakV5>#^FD9vFT1t}g!vaw{X+=c0$ z_Bu_SrydDawzMPS)wX1gqZp0jCwIPKHc1*&5J`-{`m?Bb@H}If57oz!EYVl~$7_l; z5siy7VIY%?lT_A9JX{lulfPnOd{C&1O}(P1r+iu3s9pld#w<^5b|Ggoy0DCHd9qU* z`Yq4e6Vy|V^A{z4UXxUhc;qi7xT90kK<>1*v2@P7FIDA@bE1ZEP~1ZEhN~$0`CLxp zFpdimI(t`G@y7gzEHbCl$Cy?#%%vcMnZLXc0ar`!e)PH;|GjH59VCCZ&d*4+X=AcF z_J1Lw-t0AWFHrJPM%~hezXIpCfi(2XTb)(6U=txngT%eId4K==S9Zj~Qjht-FcRN+ zZ>?195!$OcrKA|_X)LEekRIK5UUT}Wd#?JZm} zTI-UDv1J_1hue`Mu%F5kZ$|-5q!kz0&*s@c)ft~-=LW8;p9Y|Vsz+FlqfccL!M&b? zm%-FRlv2T88H_x@5SvoD#$SS7HZzoVo3`@%9&P0Yp)6rv2;)6xo8nTtcWpIoGHUVz z3sLn0zsaWyXXRLr4JHQ;yW6{zcF+9zza_=OR@_~}hd1NW>9T*cW}>iUU^V63 zQ0x6V3<9V~-22593`z||Wl5cC)}t?JC-fkb^LW?u{rM5jAQv8m#s)f3p9VbU0CBb{5 zn8pv69L6hMpP90lOO>X}9G(MJ90#nl$q0FY?7{PYoC8myaI&&dBvj*8`S-XWGce!` zbmn1P3^DY=_%yO#m#gAECdAVan2X47tIjnUS?uav8h!0nLcLq!21%ok;@DO-rN6!n zE<`J^;IU&T*f0Z;eldWP(?Vj2r^#RV=w>P^EoaWS+H!C-HKLeX`+0xj%}cGtTw>QD=flV3fu`t380>fFp=5*t*|ut}6=`=c#y!m7&3 zbMd))m?^CdB`8m4dQR*kO(>vzaSwzsl*KbN%0IN2{t}1S@+askN0GaO^-6I&p_wZO zo>@)|@GnF$x~#ectO3l|(Umys4<;b^ni9|L^jd$|_$ETs>*uF!r`y&V9a>fY!7c;D zt<)vW2D7RhwFFY(1_mKkNP6!68P!!cdf}rs%Wx9NjreDRl8^@8BveL-CGfhvo zIKHjrv`WcH>3&~T8*jPaa`tid+{pK1Y#beqTLsyucetXys90A~Ya)00B5ISGdGkI0 z&5yHSQ2|Pixv&9K=;NDnaRW z%{;2Kw{&)RFGe@mtI_EaoO@pZtoGR?e@OIwOd+K39@KNC%WV0^D%&Jil)ULx#-N4h zkuMPbK3RFx^z*i_MA|CY#oC1E<7bt7&eo-xh(8HuzUUL`XZ;-MMgOORW^fWRoUEk~IkWLJiFg}KJtEa9l`|dIcyOM&5v^OJWO4#N2t>(AG`_Ty6 zO^}2PYrQoFo6k3wt`N1j zL5@8-U~37-rF-4%hoqzdalt|vwS7{!H40d3Yf!P8sNL;67oW$6%gsRQF)y7re%GpbvW^D#64k2TKn)qsXm8=>m-zh!AkV4Y%nXr&dP&$eqg9e33PS1 zp&sZ1)JNEUB(mA~ZrP5~HjF1jE10N65k~6=Xv^H(|Aqxdl17QkOJOgh?;0)PH z!pdNc43O$c4%%9nS)I0{v;G!ODkPqI5rN!r84<6|DrB!8L#%~1N4yIZo6%6GO!!(C zW_E`|`JoD72VQJ;;=<>}7rOJ) zIW(b{e_xg$Am%a7kgH;ngw>Y}>wKPXHj&py0>r2ntE+lq=%n9?QrkmjLyzX}u>DWk?r}nV--cT=1ATtk?QdqfpoZAwYqk z;p9HO0t>!#XEHIZFKfXdN(%M9lbn}!sww6MXMF3^RVIq1POdXF2Z+tPjiHr#^ddc>L0O7q(3)^w2Eg;EOC z-<~TikHSw%le!$%KOqwBN?3Xpt$%}9(w!uW-^qVCNFJ3_+Tn_`KZgxwDO89+0yOov zLixp|O(37wA3SIabr^Iet}p_0+E-sPEvVy~?fuLZ#XeJjFek^1T4$9r4bt{YALor? z5}~gzhzNUJ%zH9BIFPki6P%D4xW;31&I-MfZ3Y zOmK;Fu0M~4?~HYmLfv+K&xTsl#l-DTQMbSe29_uAOjN^EdmNkn>E zPk!TW=P&SbIo#%I#+9U<^n}rbUelgf!d)mp1SOGpn87hK5qehEnAs#7(Kz>sg|pgc zsR5@>^FgMbvo2;FQc0)h{b$V5pAwrm9qIL9cCV;IV)7zo(KCp0^?~p(R)q;lp`Ho9 zVe{&UEt{G^8*3VP`CgQIgTis?wb>pcdtyVVx2J|=>h?m$YkCTkYXZqlx(KJD4H;69 zrQMPD`RbSKbncUT^elqzhaW%{PR-zoF#U4jrt+4drlC8FYqQ$pv3T(xAi<#!K|R=j z?q%T!{2$T}?*?LLlzt*z3OSJLb7MXPb4! zckS}Kk$vj;RZkDaArbj(SEA<2;B;*!!2ZKU*8p4P1nB(~f(>@f>x17+bsYN|LG7H| zT>pKrRehAPRH$tmXHg4yQRN^!OjIg0k0CnXI!@}*7r3rdKLytU(SI*tRli$)nZ&;4@6QSIo@^pOuqED*@F!%kvYD*o_1GqcPoD2( z;JQKK8s8;|4s$~tMLW9k%!o%Ty77FJm*iDYm0*$-5ERphyB#N>tYCXP*IuymZYsS) z`CDb5Euh$us?O&HN3j;A)Y+RwO1t4* z8ht`wLdylV`(`}%VVv={4$ve{Q{;8fp(|kou`j#af?gd`v3m&5iY`_jtzTf|FrkIM z3AizvyQ6_mSp-PD)GNuzZ*qze*U$v3+^quAMyCfrDLZ|Sf;?YWySlm#k-m|R2&xvO zq#S$Ow9Rc6{LbpICU6~v7zg}?J~4)&l>M%l0MctV@U7$S2GZO<>wJ%DzSw##e~Qs@nx*mhVTtcVp`phO(p+J2~B^}9lGowgTOx#Z^tz@Pb+8{cVS zqg-FqjO8a+H^^dH#2Drg;IZwtHfEj@C;9guTkz~I>hw|uc_Yu)xHq)NlqQqZ$AUt> z&fE3MzzmCF?rC<4vDz;yH=Hh*_~;2JSPE3fSe(D4FECEC^DNqXU>;Nm|EqgoyeukX z6c#@vtmMMw5UYaQ8~iLm|HZi+bGWEWP)Jp#5DtIO3wHEKef@E4^pr&+*V0~`mF zdlMr~6H+8UTSC}}BMn)ip2Y*BgVAhRpjkY*f};0Yj$%Um+}nv$ zMPz`x=RT@rAIslAee(AUc>JmSm1~>agYTP_2}2qi97|Kr=Fn+RLTt*k%K}GDpP6QP z$0Vbvk=rsEKZ^OB3m#sXdY;U!^l57!ao3jIpFDkr9N-jxJamf2*D`#-Wrz`SN@(dd zHRr-rRVk(%IMof0p{-kZpjMIge39B>{IBtz!^3w49)aME5hp$RQ`o`_NgH7UI9_5` z0&gi+=#$sH2(G37@~-Ucq{4=cVxwFXzP+`&)>?z-w;PJF!KNmw-FQ_Ct2qocfoni z5OtT=x|#nr^(YyDgfkqdou~V6Yyi+t44^HV8yhFLiT!`3+Ceuy8e>(v|97*0kA>n1 uXv?lB?%cmk{oj=Q-<13pCjNI<34wdU5^6O3(q0Mxe{?hq)XUZE9{fMJM)!jN literal 0 HcmV?d00001 diff --git a/variation.Rmd b/variation.Rmd index 7e737ba..458e739 100644 --- a/variation.Rmd +++ b/variation.Rmd @@ -1,7 +1,3 @@ ---- -output: html_document ---- - # Exploratory Data Analysis (EDA) ```{r include = FALSE} @@ -516,11 +512,9 @@ You can examine coefficients, model statistics, and residuals of a model fit to I'll postpone teaching you how to fit and interpret models with R until Part 4. Altough models are something simple, a description of your data set, they are tied into the logic of statistical inference: if a model describes your data accurately _and_ your data is similar to the world at large, then your model should describe the world at large accurately. This chain of reasoning provides a basis for using models to make inferences and predictions. You'll be able to do more with models if you learn a few more skills before you begin to model data. -## A last word on variables and observations +## Exploring further -Variables, observations, and visualization - -Every data set contains more information than it displays. You can use the values in your data to calculate new variables, as well as new, group-level, observations. This section will show you how to calculate new variables and observations, which you can use in visualizations, clustering algorithms, and modeling algorithms. +Every data set contains more variables and observations than it displays. You can use the values in your data to compute new variables or to measure new new, group-level observations on subgroups of your data. These new variables and observations provide a further source of insights that you can explore with visualizations, clustering algorithms, and models. ### Making new variables @@ -534,12 +528,11 @@ diamonds %>% The window functions from Chapter 3 are particularly useful for calculating new variables. To calculate a variable from two or more variables, use basic operators or the `map2()`, `map3()`, and `map_n()` functions from purr. You will learn more about purrr in Chapter ?. - -PCA and PFA +Statisticians can use R to extract potential variables with more sophisticated algorithms. R provides `prcomp()` for Principle Components Analysis and `factanal()` for factor analysis. The psych and SEM packages also provide further tools for working with latent variables. ### Making new observations -If your data set contains subgroups, you can derive a new data set from it of observations that describe the subgroups. To do this, first use dplyr's `group_by()` function to group the data into subgroups. Then use dplyr's `summarise()` function to calculate group level values. The measures of location, rank and spread listed in Chapter 3 are particularly useful for describing subgroups. +If your data set contains subgroups, you can derive from your data a new data set of observations that describe the subgroups. To do this, first use dplyr's `group_by()` function to group the data into subgroups. Then use dplyr's `summarise()` function to calculate group level values. The measures of location, rank and spread listed in Chapter 3 are particularly useful for describing subgroups. ```{r} mpg %>% @@ -547,14 +540,54 @@ mpg %>% summarise(n_obs = n(), avg_hwy = mean(hwy), sd_hwy = sd(hwy)) ``` -Group level observations and group geoms +## A last word on variables, values, and observations -## Summary +Variables, values, and observations provide a basis for Exploratory Data Analysis: if a relationship exists between two variables, then the relationship will exist between the values of those variables when those values are measured in the same observation. As a result, relationships between variables will appear as patterns in your data. -Data is difficult to comprehend, which means that you need to visualize, model, and transform it. +Within any particular observation, the exact form of the relationship between values may be obscured by mediating factors, measurement error, or random noise; which means the patterns in your data will appear as signals obscured by noise. -Once you comprehend the information in your data, you can make inferences from your data. +Due to a quirk of the human cognitive system, the easiest way to spot the signal admidst the noise is to visualize your data. The concepts of variables, values, and observations make this easy to do. To visualize your data, represent each observation with its own geometric object, such as a point. Then map each variable to an aesthetic property of the point, setting specific values of the variable to specific levels of the aesthetic. Or compute group-level statistics (i.e. observations) and map them to geoms, something that `geom_bar()`, `geom_boxplot()` and other geoms do for you automatically. -But all of this will involve a computer. To make head way, you will need to know how to program in a computer language (R), import data to use with that language, and tidy the data into the format that works best for that language. +## Exploratory Data Analysis and Data Science -When you are finished you will want to report and reproduce your results. +As a term, data science has been used in many ways by different people. This fluidity is necessary for a term that describes a wide breadth of activity, as data science does. Although different data science activities will take different forms, you can use the principles in this chapter to build a general model of data science. The model requires one limit to the definition of data science: data science must rely in some way on human judgement and expertise. + +To judge or interpret the information in a data set, you must first comprehend that information. Data is difficult to comprehend, which means that you need to visualize, model, and transform it, a process that we have referred to as Exploratory Data Analysis. + +```{r, echo = FALSE} +knitr::include_graphics("images/EDA-data-science-1.png") +``` + +Once you comprehend the information in your data, you can use it to make inferences from your data. Often this involves making deductions from a model. This is what you do when you conduct a hypothesis test, make a prediction (wth or without a confidence interval), or score cases in a database. + +```{r, echo = FALSE} +knitr::include_graphics("images/EDA-data-science-2.png") +``` + +But all of this will involve a computer; you can make little headway with pencil and paper calculations when you work with data. To work efficiently, you will need to know how to program in a computer language, such as R, import data to use with that language, and tidy the data into the format that works best for that language. + +```{r, echo = FALSE} +knitr::include_graphics("images/EDA-data-science-3.png") +``` + +Finally, if your work is meaningful at all you will need to report it in a way that your audience can understand. Your audience might be fellow scientists who will want to ensure that the work is reproducible, non-scientists who will need to understand your findings in plain language, or future you who will be thankful if you make it easy to come back up to speed on your work and recreate it as necessary. To satisfy these audiences, you may choose to communicate your results in a report or to bundle your work into some type of useful format, like a package or a Shiny app. + +```{r, echo = FALSE} +knitr::include_graphics("images/EDA-data-science-4.png") +``` + +This model forms a roadmap for the rest of the book. + +* Part 1 of the book covered the central tasks of the model above, Exploratory Data Analysis. + +* Part 2 will cover the logistical tasks of working with data in a computer language: importing and tidying the data, skills I call Data Wrangling. + +* Part 3 will teach you some of the most efficient ways to program in R with data. + +* Part 4 discusses models and how to apply them. + +* Part 5 will teach you the most popular format for reporting and reproducing the results of an R analysis. + +```{r, echo = FALSE} +knitr::include_graphics("images/EDA-data-science-5.png") +```