From 83b2859752f17018d629fbf299ad78ceccafc2d3 Mon Sep 17 00:00:00 2001 From: NotXia <35894453+NotXia@users.noreply.github.com> Date: Fri, 8 Dec 2023 15:40:08 +0100 Subject: [PATCH] Add ML/DM clustering --- .../img/elbow_method.png | Bin 0 -> 19003 bytes .../img/kernel_density_estimation.png | Bin 0 -> 171672 bytes .../sections/_clustering.tex | 419 +++++++++++++++++- 3 files changed, 418 insertions(+), 1 deletion(-) create mode 100644 src/machine-learning-and-data-mining/img/elbow_method.png create mode 100644 src/machine-learning-and-data-mining/img/kernel_density_estimation.png diff --git a/src/machine-learning-and-data-mining/img/elbow_method.png b/src/machine-learning-and-data-mining/img/elbow_method.png new file mode 100644 index 0000000000000000000000000000000000000000..cadb3ab6d0956c8a09350396631154f66940181b GIT binary patch literal 19003 zcmbun1yq&m);7FsH;U*MMA|@U5GiRCC8fJXBo^IBo2W?Wl1}L^0clWBk(Ncbbb}J& zBL8_K`#a~n@A<~~|MBlJw(bpUJzdCCMR`eLB1$3*216_@byFFG*)NE} z?5jO`7=EH<9iE86$n2NCd0q8>@BDzPCYjUD&d;uW2enAz_s5&Dmwab;V_8UkF%e-> z5*%TCOxxUv3Y$%4;*>HFJmI;6XXRODFKZLz(&+!z{)vr?r%1J(Tb=CS#9FNfzuUnz zVxP&;(ut9%aQ+4llV*Mnk>wbQNW-%}aBJ53rLNSdP(tZzm6h z(F-jRJhHN(>`gqC+J)x574B<#o;DS3t9Wq|;UEi-fl{YqzsP+fBb#G{GoBtJpJ|n( zbBf?~|7A(WrmZ^J5?hrvDdPSs^NT+fgS5P`{?m^!!tP@u%GY-IwzfAGSK;I16!&3l z419cEU&OkvpYJTPF-X~<;`AonjqOxXrV#){W}$Y<3<<{4TgVa zC0CL{_3g{mgPGMbvud zjPrX|8aS#_T^0wK)ic8)c&*a6w>D-I0!46R1W?ouZQH5#h zNRSNFo!z%Ghk4rj>BZ^sk&*aN11~LUX=zw|-1^FNf%ARrQC?NG!&5ds;*Nni7j8AVbh+PYE5vP2sc%IZ>g1KP^I76+A83+S$tU`CKGo_)_kTt&26D%a^*)2 ziD0#6^G5Su4`082ZQh+5H|V*h$ENfC_F~0a3`}S0WQ@B!?%r7+0hfi$U=|JY?;jqf ztE2>kuxiC?=)2yM45aPYSgcySUzrl)CS&07^Qqg~LKd7vi_gAfGvDHBtOf?JUcE|6 zL6Nqy;z&$!^(O2Aw5ef?iLfzy=6_{~czu0!9xdG$KZ=CMM@Y<<#_A}A?&nT4MNWn> z2ncAuxh$ugA|H(|V%7Ja>FU*`WEY0Px)zy0T4BeXt+m;#qCuSD*>s(v>;M|UkjaI~ za?9QV>DjIvjg}Z;wdC6rG(z_kRZ`^D8ba7sVXwe;ddX2zU5_Dpk($alDigU`AIw55 zEm3IR;RnO4{mrD3d=}?NBj|kA$M9@VPtTXFwIQ3E5)zc~-vI=`A&VdmgTebhJ^}>N zo}j*VN2+w>BsuwHSP{U21T27kMJ+%JRb5?Oz)u6u)!_4WVONcP0kmP74G$hZOvz*3 zeg)3`WSC8B{4F1Pqm`-F0K1M14L(}W6{XrOx78U6VYihl^b}<-i@e8cu2d2xsKjx3 z@cbFO`=!`!l)7Q3S#a?hEuUfa!J59l zzTfjjLs2n{aA<&gTb6$rKd3Z;#ap^c!^@PHqeFApvYS9qL5I(-AUw{4O z6B!xV3eb}>NhRo;>`ZV?R*2}wo( zy*kqopvR%XW%lhHn_ek**U2+yoSSMzettT=w7Tll?>+WfQZ-$b$rJV$F0m<+Zx+t6 z+cse`+MH6raq4ZlTE>j`&PHt85<&u85Dpg)YlHpv_Byjt{1cuT@ZRa1!hSgSAb=7c!bT=x40rF_lD^bt#|icz}9rH z38dpTd(~zgZPFCM1d#>;7>=IJpi(zHJRCiN!|KuT+Lrq9*+q%*6-yaBgj7eEAhmQ= z>Fw?9b(kl@BbZN&G_%h8%(g8UpEPcJeU?Mo#Pccr>TK7dZ_DeTpt1Y?!TsJlTjp)a zO>z~r00KkPl}#op5MQXB{^A#PgzMFm~)UB!bT-W@L1<8EC zIQYJJ(dtLR<+w7Xlp>HRYw;GcDk2^YjV__uNe}GACc`?MvQ+tK0oP{tB6({UL2j#F zRU86ulz60Te$!Kx4w zV2c}kZgs6{N4RAgz_v2U$%R9=x6eMU;bqdL>58>Ml#Hzo?QCm^ZvRfuzdwBF^QTW{ zH9o|Uc{H+F4h|0>U>)i~*lkqX#Z z+1lK+E;XG{AK$F?m=0{H^xUBSTsmGK{N`Rvvx`C{!;`wrHrUhrn8S)hy-%46LuTDWEtCJ5aw+PDMo}rzb{(=pRH%294E5Wh51-m_?AN4?9>FZAB=N*RoTk?D5Lj;*Ncy4~ze5@rj{(8^DSEt95{ zAc5UlUp2=kzCgQ&Z}9$TNT>$x*L>e(yM;aM*%aEG%}uS6*Q?vHJDZa5(Kh$RipjGs z+nWT4?oUa01V0cTB_Yv(V6+N(3o{Q7PuEHV$wtL#I2%bpL8K`hzXA6$U|-@A*H>p* zu3S-s2(04fR%%rF`6ao<+QL9d03+JI=-|eBt=FA$hTwV8z`#H*>Y7qaObihTN!9RL zPr4e5T-cTCbY8#XAgjx{HU#-cdU5eJHm!H`T?G*7j7>~raHCQYI)q`jskmq8pp%Gh ze#36U>T^UkO_REKF4!M-@Q=0& zUj`%$_6`nh?P)5}UkoZY350x{Lw5A6)?#*cc8OczHlf9Pq9@_7n=?jty6ONq`PRnJ zjyjwnND!Qe&t4Hrk`3*IRIku}T!ug(V27)pc6r1=4xO@ z1+Y2=IZ}j>>pNz(^h9)KajJ<@rz*C7^-*5A^FX`6EKa||jsJvj6%-8Imfg9!hNi#f zdf=1?3~0lM%=?S;P{II}h5%Xopp=e3CC^O6a>Y_T%Q~z|d!CWxDij~X!^1MNvTYE; zSI}x6A)!@$@%N=MNQQHBuK)roz>!dgF`2ig+KE4Hg9K3-K$Y8mObUhfLW{1>K+)~g zo$a+MK@PW4+nS2D0H%K7am< z?RjU+tY3c3Kp#pszIfw?5Z{+C9agjxlaraRUDG6{;%(<@5pvLL;dEKhZHgA;>-z1r zwXVlCSN^NlqPNns?C#yWDC7X1%#H?%Itx6L0%RB;A5VI5n!)_j^HTw*o6+(>M%hB< zOrL+BfTw#3TOM17yA&|(;u{(ode_KkwNu9i3r7W_P{`)yrfP}3F=V~XX^LwAF-1Pd zDdG)le3&j?6o>d*5|=v)hZ`1H9#ZGda@S>Uqc6t?pfYirjCNVU%X08HZA_=crbF2f zA?*IXa_g6l@Q)7%*5Ohq-@bjDb<66>H=PYPjcG;sHiX892aZ5+P)CqQv)rDorvs^x zcCl?-0Ie`HR7)N3lb7Ti>IoA5*0LLLxxS^PC4ANPDhEnWVS}#!tflKHz_tl`9UkfX zsWlB5F&Z+I2+AlAJzi6Mw>un?E=YKIpjM0)_12e*;BI|q+yIGW9l6GNQ?3PxOH`P1 zLsGYItLEMPyz+(0#%%2CYwn}0fe|#A+}!ePu~-#%)o%7w-|CkGnwUF=%M(p)jp1CY z-^5AkYHKAey0SYUOmw`r(&544pB&x~<+oxkO5Cljtx+L?&h4#+A~#Jz#aD{?P?od$ z!*`tyh`DzRgXtIXF=V`S=@!H^jS5XpLrHv|QEm3dO+zT= zz4`6OzN&FV$#%b{CO;@-KlU6J&FmxwL-b&5?A}u!9|67Y&|HT@{AJnji=#kLkbWEb z$r2|=^_-~BCQ9FT0jkI2pmu$umYr~PQ^hC5loJSt*4}<1P8v@!^5M!!rdkM znqBoY{|P#g%o8*MsJMOj@S)pyutpH1XgQSpDb@_Uo#lQ9F&IXA!<5_MS0k?3#lN@g ziAQ-T1ZTxicD(|NE_P{ru3=4q?eLAJSW$z#ygUKtxv)~F*@^oe5SdYy>gRVHRe!Ob zzrszLqtXEKCo?3Ht&d3N`y$*zjT9!5s zKottY+U57rwNqiMGBGkr;ULZ7M&&IO5V*3k4X28U=u+O!qzf05=)8kOev46FeL_rv zd7z{AJ=-7XgCuk&fjEJj?;FGb$KmQjg-``>D!@rmg8~)qB8?jv8BxtQk(2z!DSj&v zotp}AS7`+W4SV}{ZMG>&MF%h+D(qTnnjt)ljgDRY!Jz&bhd_ z5H>aho9IYM6Q4XeD2=jhm2Y+7F%%=2?3AWE;Fp6KR<$=wB`XC1| zZ>D52Mg^*>l?EDi%NGFw>dMMEqib;7XbhUyS1;MvOs`<4nWN<~m=ETLwF3is@Kxpe z_lx1Ws%6era^Y8RLFHBd^{e9DyYX$C4DwNmwzj$SOxLbm>uS~FUvrqKdkMtS=+WG$ zVR;tio94ak-my0#Y4s_m^|N;FZqmwPW|T1C-h8^!U;Oh zeXD!JK(oxMSE>pphUnO_1{Z(10pR>xhJ-6lnmIZaAff`$jTztrEhKq zsjn$Q$)^Fa6SgJyy{{*4-MpC!>xxT!Z`H@l%6c0DXYpmZ2sCdHn`L0L0#)?2$dDn$ zy7sAxz<$h~`CNykF==5aj}VVA=UfK-L=w<7Qy-7e1<_aRY;V}x*(pJg433G({`ytQ zbMt3yKy6uRsX5fQh--k;a2{$_s2>y{<7x@@r=evh{FX9pmJ)Q4DKyX9w;yAhGG4Yk z*MH1qR7jA&w_w|UYx7>yg@ruFWUs>c6R9<)&rKd&8bO2-Pa?*K0se9N1&@mw7Bq1}9EBqW=xKi6-hv^o>)_>N#lpW2yrVb!0FQ)+3w* z`-kxW? zVkhghrO!r2Mr34UNr#Ck8M(Mr5GC9D-YUbui*Rdja4>)nwx_03zoSMViBftqiBT?Kk9D88=`2 zovxJN6Q7Xa^lMJ5wg9RSs6pFKIno1lrVNx6P|_MPId9;gLf(*aUbM8p+H_oo*Bpbf zo>}9rDt`@pHe!q+T~Y!#pdNJxPLHGV_YEl9Q~_v2b~YWLfbQZHK7alr)0C8bzk-z1 z*X6>0p{!Y@-gUH^wif+M4OB0Deeu9`6*|vrr~HIfv+vJ_0uQS0Bt*nO;+n3RHzHS| z4wv>Jp<5`9jf#r0IiMiltyLsn|MgY2Q4TdM*v-nR9txlZ5pxKYKstm)jp!oCP;rS+ zzDeVt>~b3U^jC_j{lbwWMw6wHK%gYXwOBpjANq=8T%s1s90vI^NK6ln94%7>a zkB<&%1Hp^x{ifPawY9Q17}F(b6s91`I0D|)3V|#U4B;GN4ACahyB_vm3yN^o#P%H% z1dv=GdC9?T+DuJYUuQml{yMN&K$Aw%BZ?#9is2&^v4PK=DO;>;JFOrTH_;Rc1&j87 zpe_J#GQg-=d#aMJuP+XQ#3l8=(aGq)QTwq%Xr}H4!ES02>G2Md_21NnuE)kUF?FzP`16Y2UEWP3!L{*Lpqox(n)Z7 z8vn(AZwPrkiRxL6eS2s^|L6XszPb5^2lg&DwY`y~oYYtvO-!|i?&5#YwqbPa(QZb0 ztNX>vH_g#|(0w~eMp^24(Ch1a;6EauwHtK;FBtD4o%1xod2cxUWGpgCvM?e$yZ<^P zwRrZdK7RL*y(u7LmNKrFB4D|Rudn`( zOP_N71NQQ-mlQ;$vDm#|mn@2;S!(UgKk44H2mXO%Ji604x~I`$VP}yV0kj*@@#Csp z*?NVhEwm}F&9S06z>Sk}=<9+gI5SvLCLeWe_`gCb7uT_Iq6)Z|EeY;LU zL7`pcRRIhrS5p+f3e=nI1uVgOFz34WxQ^F+<*=E6+8zzp(lQeWsBFN${~zfqj{zS) zzZQ^Wp#A`0u>4?gnz)VqfML4uDB&Fj(+T3*5Fy=!0csT->B*Dlqjs zdu<|3yD+^zge?P5R$5tCHww6->7xQTBvt^rf^L(cn7s+hC>NR7t}1dI^Prk-=t=Z{ zA}qZ$K!?4HOK4S9Ra^P>>(^zZq-+}SmDOKyo;FA7S&1* z*OY0XX_%E0pNDW5ESxQZy+R}6p$X+UF7f&Eqx0Q);-GmsHs(7{D+9B{#LCLr(zW{I z$1A|lwmTiU=$yUHbtntvpoOi$?=Ue{wX>Du;ps`k!wV|_eA>IddCF_HZy^w5KX`ya z>=dX&0Lh9#1kg(Z$F8QS8Aj{9X$R2>O&icSLGkhNW5dHrW*U|y_R54M{KEtI-a_Rv zXUjR5?&+9cyM-C7u6fTppr@I~&jJ!phE0N~qXE&k0}3)8n?YU3;MakirEb&H(?io% zQd)}GQwS~{2)%!f){?IWH=yKZsmIlMfh;51l%Y0LOS#HRxyA?YL%e%8!bVeJ9xH2# zsp+x_)1{|y%t_^+&>UmYQBPOAUSB_g^401StjsAc5ORC>LqhfNY0ZgS^}9c%aei<4 zn$=kiu<)qhs~h4;zGUd^pLD)sh?exIAS0>aGqnDOM?y~QmN7>Ka}%!`C&~mT&RH)1 zL8UwV|Le2u@lOeBld(yO^t}+fx*vWHt}5T&=BzWoeM%=R5DT|3oJ#P zTn7TGM6LE?a^FYJ^bmku>nOG}njfstL7NETP4KKN42tIkYR zWj~1)ssM7z4YZd+sBTNj$}B)LMn&oBR6=07WzV|;a}kuLKge|;-dJ1I0EvTMdSPJ! zqT(BHH$YX4cvEejSd=}Bb(i>nh`|JP5l*$#5j)>sqJj$w3rht(0H03Kl^>AzC|~I^ z0MvYt`$iTxoOfB_Abo;Ab2*mNQcO*@$3 zXg|nJIK#goOdrf)pbv;q;^uO^=G*Iwl4c$I6y8buw6rwP^cl0X#SR{l?nn=x?9-}|l3dn#xekYqVWY=dw|o+=?FFCQ{s ztpO58TzPg^-J1!+DV*a>kZSxvIzW6UuPU3F^hrH_i5}(s2a+Hg)hmPK!+O9B2I|zW z+D*Y_a-7YS^Ir?}L0i}Q*Fz|B)1R=~v z@h6CQu77Q5QGhLlfLB>XMJu0=aneIj&^ZiEHR(()7c3)U=%Eg9Dm~K)ww%NcKHGO8 z1qIxQrls>-X(gM)c4bEg(1|XbooJ4p<*rbO6@fY)mm%@c1K3W{g0P(i%24%cQJfY-13b|s28KyW zq-UoAH(j(!oUL6b1AJS$a*}V1`vQNoh-WV+8#}u^OhCZfi_%uT1+QPee93Fw|FyT` zMXu3%eye@xD5W?|HdBgvl|$q|S65E74#g$U-A_lIs{Hl#Lzr*N)XFdLAlM_?9g-R~ zP+MqBZRDk-6ruiWGwSc}hup!ogEkoq1~4K);$qFBd>TK5(~7{Pt}>C=-p25)&KCzH+_# zF@mS5FE0IZ_Vk@{^=W-Qg$?B>7_o=Hw<^v#VSnwJ)>{X zK8(7(is58hN(?@V-@#1yrTL)lyPiY?FV0y2Gsdsh>0*RU!g7R&XDRTj$zY;OlX`tY zzHR4cp!c_ThctI1iOFJfLLmM!Y_~Jc=urUHrEty*{n9MjiVY#4Ly4U~0mOE8;yBTD z5KeYO-1%dI;Jz!H5P~3M;JwAert@LEeSU6`E&AH|Lx)OC3BYRcImm z^CuK}-NA=2kg1qL)mor=9{(VetWr`kvs=J% zKHS~hO#ETH%=^!HWhGI1m&?sgM1*dFkKlf-tCuw79eRQ;`9B{saPNXV&Y6yz#jYDm zrO|(#Zk$H-sN$WHQW=mLdn{1~94AixxOu8|0vOPxV|)=9zM0jorm6(VNN*#frVm_h z1>9bnpW%CBM|i=kQ$2VTm?22M;k1K(L8tTC2{xH_{+GF7&f||xfcmuUl}~ky&#IYv zIma+8^wl{~bCxbvpRn%rqae32HI=P!gZ+SV+Y2dYT{rJf2WvFi8F(=fQ%Ur}C&`I| z>}0P`u689IBTp=}NGiUDUAniN_;~b7t32kx<}f7bnfevlNYs^*dJX{!35Y4vU~~az z6v)m&Lc+qxMmIlD)`gAXGHp(U00Y(98z`9$pP)`{Z&&S{qX`Ng*Y(p)eBP6B`sAI# zo#7*(Qi*lHrcX*rN^_p?U5D&(DM|#3r$>ei(6%E06nmX%HuWhY##fQB6F#QyVw!bYOIC6sV{Q2t;pzQqe`{t2d4^$I+ zX)pzV(Cc!LMjFgG{<^xl1z_l85pe+*0|+V6hx=)5Dw%HGl#-Ul8wE;FPZ#`!`94?= z>^@u!M@mXM#x26g_?43l{ukn+eA~cotok0tzyTgb*b)Kfxw(VbhIva0yr8PdPeJ5$ zv)-A1D;M8C>6^l@N0W%W^+Ne}oeEMvra|bHA5{R_AnXh^btc#v1ms%&gcj=MvClO% z;vi(mAF$2|py7z|o~&bl{hlI+&NKrA1qAZDHD+j3R3-pFD#dU}QUfoARnNQ6oGp+J z2SrC`0h#d5d69F*1td6;Ii#SAi0Few4c8by_WSpJRGtEQfib9q%BDOH3D`(XK^5Jr zS0`&v>HJ&Zm<4YG9>5=kNm#Ds(!fvE(c)XM`$daWp2g%q;s7qxdY(#yDz6BBhh)f_ z!#Islsd4G@<#dRM>)?P@0~x)x9Ma`hRDPrKrMNg1GA9&&LAi1mSbQwrvY2`6Wukm^ zW1oRHo71dBBv7vdt3c*PF3*uZ`BL39x(RuK`|3v1Q!zUY#i|3CVvVDM#Vn~qyVam; zlsB5@hvRnJG^j`mk%TcKOiI|D{)gjw`c?UN_CW~%SaO#=Ylz~Cn1JmA*hqkOoS|Kd z_wIfBb5_S-)#M`gE_*$+bMbcgjX&2q7Qc5bCAd3+q<`++zPJljLTJJPerZ=xI(~xH zfBip(((unv{x4rI51>g3HQ=>T`EzyLpqs3D`}057IHQ*MoZBWwHS_G=wSD)l-IaEF z?~O1QX?JjL0dN3y3sS}B z@zK!)$Wv!w<7cXky?~pXn;Vk_KVKJ+2Q)R157V^$ckZi`dFduR3aPv`VVk(LWLG%+ z4P?w#)y~=uqL`7F0+$GdLMpPz=Ndi+-s4m6Eq4A@!DzwARY5jwDH74!Wta!S;~O#2 zV3}hE7$RdIewjGoH|6-pk|9W~H)(B>a9O;p?!fvTRdHeeL zwXY3%=fK%TWI@qN`G4ehldGU4(tLFwA?DQwm?yNjKYKRR;Q%)kKrOm!@%hwDt%YbQ+hFT$8Cp&fO zW5j2txZP)5YX={2W_PzH@(zJhxC?3vRt*ges8eKthyti>2iqVrNCDW~I&k>7;?0`} zCGQUVjI}S)Usi@)s~(g?BD@3coAwM14k#kDfyP&b>ZH)H25KBFW!wsQ02{!Jh%#1y zV#rcg!LpLCZYOR(<1*7;qFJ@Py-{!sqxrPy%JGC;z8n8X?@1kE`gDe!yQS)4cvs6z zZ!pXY%chru73=pMgaw^9yZ5pG?9@@7#%p8`g+!ui^gZy!V-~!o&^CIu#=HEZ@vpH=Nuv+_wihJ^t#GfTP z%_hLqpx)*w$A5b}Cs8C_?;bVC1trn_l|WMVnv0{LY@I5t7o`hi2)6C2zi@ zX(#LS*Hg=P6O0>VQWPSE#Xug27L=6@2`dyuAgg%i&|#U@R{ZuBzGz6ssyFO&<1z9G z9#OT72uTP*c=g?hyu!zqCQFW;R-T63nq2?Y=4PYA%5f@_n0(W3=dgXey+m-v#rA0= z`Enckx;Dq8sU%VIfI8N+{JTBPC?<)}z>(y4eD6~eqZfrYGF>Gmx;2-XXRWO#R*T$L zueS7XnfOuoq5$yr15_dtO-&XyGy?YyM=2*IJ~_C2ym`D{TG&l0L*4F_GJqiFkgn8o zZs$x2w}~b$aYgkISO0AFtVF0(^$eJp_U0*5>Xbu~y5-#GV}Wk2(q+!lEuuDOxJfAP zo)J8NM*L7cKbhMq!f`H4t6R6^T~Ge<@H6E?^NHcPV`rp58Q+_2Yd#XKp^Copqu5aP z37*mrj?hvkE(P`9ojUlsH}IkA6AvD3o_Bst>+wxUdU&xalAM-Jsai;9`Ri+Cv()yY z98z-AGu(kR;OBg`<{%e#NB#)LkZ%%BPSf=Dl}SqoC11!)7oURaH8;nF z4_tLs5O(+Y{0!_C3fI@7}jmn8}L$c{jgk@)@1=T%MO#^FGEL#h|WhHa1+U18hdM z5oM!GGf5FwK3X0yfAgSvd826uD|UW#hS_P3(Q3flhlY=D`O0dtTvG0p=|&2N-?KR{ zz2CfXsMKs6#>d3XDkXkheH!0TOW24EtOz%z7Va(g#C|VvbfI}r{W$jk>5b5?sj+^W zKK1pnH~q^7#pf@{6_2eXmb=No%`@3*Q1+F)Q1;m-AAuurxYE!`jZ|$E2V$? z<1SxFxBt^>8pmv&ZS}K0u7}nvp2nAdxpZk@#M|B)oJE9nekW-|LlZ09K#cp3wHDz8 z6SrW@Sk;h?oAZMkmjMFA-Z+S|%<^vY8FS4#l~*(^Z}m@Y+`e62@-`^OdLg2L|D|Jd zm1EWB-4k66ZOiMATZ4TBPlcsQ@3;ODOBaD*)Xn~NF)Y@3vA9&`^UKH@e*u@~Jl6}&CJenFjC zTpU#RtjLlw>z^YpE6nxvn~PqasVI}I9k_iiWs(T0@?zienLzvPiH?i7*_W;JcYiK7 zm1^H9RTe8%z9Zn?NxejLd$uc5Jiw-s^I3+SUCG%8>?Ai_2P#_$LPFMTw_6G=)4^3&H!)kU>4D>~Oahzu`CSB3EKB2lsVfyfOfdwHzwueoR|BbPP7(~0HfiK&eF6`5}AshjUva4|Gs zY$pBj)~HbbVM8cG%B1<6CieG_m)9rp=NZlo1PtqMGq3;F724m@)O4JfzbMB^RJ753 zddquDc70N`Y2a0jPxujHKPngZA_ch8hxjFNIef)TiM?G({`KZ7jlIc&G^yDI4U6)f z$^$HK7$P4#ENke#KG_;o&KHr^Cmq36haVp#b2@{5e{iTxECA3t`Mc=e5!U0}Ff%-0|R z&6;B@hsIfliY^}PpDTGwG;&p6;nY_2$lYL)T1h(3MBq3TfJRk=#B8-qLG-8pKFrt9 z>`r$cFOQFl6{X5yRHB2_qK4H2o}wXBJ>k$mfdn+DNYa3LL(Xl;K9I0`=guW+4)@A0%#~nAxo@_8(<=pzstJ zH=F_Y-oyyhHK}ruykJ~zSmyjkq6Aw2583bBWpFz)gIxxsO!?8ryJ_O9Nuz)HLl|}T zqu4R~{9jhPqv%Ix)V?1Jk_}=!51AP9NMbj^&rC{99W`krBqRhH-^X4=Ycl>276i2i ztoL0@;|(;UsFeVyS8%oE`XH{B)ozLa*;_}BfhhcIfco^nb8`<^0PKec`!c~ydsOhy zkWrv;GBkx@fnWf=RS~F%6-WZdn6-g&dP+jRpKP*cALc`S)et*383vPk70wYRmpj{y zoyk;z)>Qd0=I!^dgn>%+TPF-9m1Sgn>Fq9~xtdxm9djtQNF21V#63T`qf z%X-1Z&8-SNYM$kAen;r*aU%*Xk&r;+#;OL>vpzr+kpBJm1@cf9jfrph7niH!K(Q?` zYFV6|G$kaIXIA>L(lvZt%JX0~+SaYiSe?4&HTeRJxgYA0pZ5b^7lcf~5R>A^#B($0 zkm}brHTfIgBWQ|*z>Nr+&(<)9Kx6!X?}oDnPye45;FJ$K6>fz<2qr>F46TcvASZ-q zSN>OPfGpc6i0@$BW~-IX1-7>UY)lQ-`KKA=gFxp2rG+g|2z;XO#153{>RIL`tIp6q z19l+|@WO_sq@*AU8+@!fcYDD5U#UC$%_N_RnYsS&252=+>N4=wgW?~34s{>?b^7vG z^V;J{iHT;=<^+!XC`1E+kO&;ebaoX<^IMN2iGR2q)CJiAE`kO&18@a^BHRw`L(p_F zQ`n`i()ZqKx9<;H;r?#WgoZ%Wya5GC6;$x1v7X87dZlL2fSC?$0ZE;cdx8WiTtc+7 zXF4)0Kqw-wnqzgAS_Bp}37nFtFagLFD-*(s`jf!GbT_1jJ^$T1>NS^z{9*WSu zm-}f6$pNT@LS_cF9DTh=KAX-5`woB`b+!5!ho*_3=S*5kfy1Oc>N5Ztqm|siBM$hX zDQHJk0v2jZQs{%-;ehjf5 zc&u)b^?)B}L7FDf(ZcSXwoXnwV6__Ku7uu>FVLR6IO7h@&emGMXwfsBJNE&%yI}va z_U5*~yLIbU8W1grg&ObdgYILpzyFRWB4b8e9TJF>LKb1kRiIA?`fo`9ixA7c-c_}2 zT-S03j0rHbW5R^7H$|&=o7R*^zxbn54HIaCOGM3ept6_`RaO{x>X?`$LvM^~ftgau zPw)(A1M#ot$uak(nys$6xf3>FN22uUj#Q-@<%ai0wI=`=rl3k+`uVf<(V=6cXU>>} zk8gk^y$b5x(3`DE7wx@*S1nEXR&5|%7qn2eL)#WoioqBYqWJ|i69QIrpjNV8iyQz} zIk(}b%Ar}E4p-m+r8OTMWaO0KL zRW-2nUcMdn7DNN&rv_n34V)vuayq&U9T$w~_IF}I&AkbrGJXMBmbJ(d@bwGKr#~DV zDs*wB_?v$jfmtU+^F3gPd@{ z|H1ik3$O#VS{vX-Wb=o3Qc6lgM@PriS^UtD0hsza;g+oVV7Cgc?`YEm13Kz<4_T+C z6>yY--rY97ArGUpapaU=naRjW2T=?MMT7-38jFJiCQr3R7dAE-6;%c(lOVEXfQaTc zmshJAcjIZY!FG+)~`s^*_!6W2hA{OKf~?^$N*zO{pZgF zhVG6IH86LFY;LcBBM)c^a2a@`9-J9`QiGnSrE+5r?BVDeSKU#kWbNukrM`qn7j&bK!TBG|NXUFbYL zUZV)6co1$yP+wO%xS|dpKWp2yBU@|r9#|A{2$6=JQ^#&uv6=j*!jO#{a}^?*x(jGBWI2FwHRWH47vRs49C-#+nmObmQ9 z3KArxxEqIRpk4Uri4(jKF8n@y`c$?pV!5+63K8;-bUWx(Q1`(f|K*(;yNxu4&n{zL z#THohD8s5Ztt~ptb>|Tg5h1%n(U4bz?*Rz2nc09E=5SDB+Td(m{PPkAox57lFPQ}- z{WQ!$D{zCboEy5!)Idc6RSg>KsbH41up_YG}d1|0<&FfydyT!z+@Z)64zu;1LiKRkju_(ndzw1D1d z=z$Hsw@`^Z34}v4BNrl@oSWW5Thntm#Fs&;hW5Ku*teEfc85ATF_Fv=bN>bmwLK}c zAH5v|P=A+hgN_>Tq3t%8K^vYqT-ps94p3@5urjM(Y09gk$ zXh7&Fb)HX$&}Ie_J!G$KZ?8YjKC6t!giKUtf=Z^4Dq9eRJsG!LQKQCL6+v z2veJNo+7X(g8>d2)HJ{b3IS9J!UOV#!j41TL-3czy?coW9^jn`x`liu&;pXKSN0wn zpJ_(Xi&Wr|pqXXTXUG7I4M;FY1~JQXAB1mo@3YlGttpUF6+-%p`U%xCHI>-33trJz zEH?{AK=Yo2-`O~rN+jvPio*I8k1Ruinlf+~S2D{i37`xzJQ+0kb8kYLFf&kAM4vAv z0A>zQj8Kyz>S?s<&K=G!sD%`U$8E)I6?*aEjSOT|M{P-pTMuHaQ=q<51$TS=L}PdY zyg2|!!5D}3+Dx4ydA(9cC77v8(g5P?;GTiZ!TIwfi`KhD6@^9!$GiS|^sWZ%V7V*! zQG;S*hsa`6AgMuKAu!+r$p}!vW z&p>>IcWoe~<0bvh4u#_fE2JsZ(z@T?dxOXN+TvoEGgvq*kVFYCS!X~J(->C?=s7B$ zSw=F!I43?I*auY1S=U7`8o41Zj=JR0(m+1> zuDraQx~-zT95vFTAO{u%*u5Rxa7om~392D#1uaM|A%L|B8at-o4H-(1+pi8kqZ_m@D_@_?^qKm|9V~qzr;x2lE0aKldtqxUk}{U%=wOegTO>0ROuJ5LTi6clhn7C?@!OZH&hE-wC9hxVq!7 zU(m?^?Z1CzWMTZf-CAB+S>)&E=kxRP_4W1p`}_U<{q61T>+9>~<>m45@#*R5{{H^v z=H~kP`tI)T^78WJ+I}oXJ=<-W~REjx}u_@wY9aWscC9zYJ7aWy}iA>ygWNQ zyRx#ftE;Q3s;Z`@roO&DFE1}YKfkQ3tfZu*prD|*xVW^mw6L)7@87>!Sy>qw896yQ zDJdzrxw)B{nIRz|p`oD>5fQ<`!9hVm;o;$dfq}lhzW)CHQBhGbF)?0VUM?;!ZfgwvUva(7_O3KR0ii(N~3JL}W1^@s+R8&+-N=imXMp{~0LPA1ZTwGXKSW;3_Oib+0 zpFe_vfFMcdX=&Zv-J6@6=jZ2bZEc;Mowc>K!^6W34GqoB&3%1+larH6OG{&8W82%? zgM)*+ySs;nhx_~c>+9>Mr>74O56{ofA0Hpn)6+vkL#e5$b8~Z}qoWH83nL>VtE;OM z6B7ag0!&OyTwGjye0<#8-0bY^MMXuNoSdwztZZy-JUl%8{r&v>{Jp)s0|NuRyu3X< zJuECNEiEk_9UXObbq5Cr92^|W%gc+4i$_OCdwY8u8yk&{jkL71jEs!*^z_Wk%=7c} zv$L~nYilbjD;F0R$H&KIyZa=+fHDUqgawq{vM#$qeK!E@wPnIKm@RFIMh?i__DHUp zDKc>&o;O{tKp=k*2nNaKQ&zdnIb9+Sqz$;~!n3?|Zrp|)Z=~xRcCM$hpJQoDw@D)% zj7Z&l!i5pQcM+#jPk3!{G5(F{|HJm0{xCjyqpFLkux-=yPKo!2N`8}Lz`}th;@DvSSi)o~Ik+vTbMdisHn!|!~287ek|$8CQ%AG|OU ztHb5{c{-;=PN&Vo<#ax@T>>N$x=sKB|utk{!i+1nNkQcZ9r6ID&_ohF$JCu|sB(|>wTnOCLz z{Q9h*UU8=X%<4l03BtwF!}JmQl3*}lAu9c13i+o;!F6%`5rt`tNCN~A(AbO^Vh|97 zy9mM|`zTTSj8-IAPzm7>!9<8aBE(}xP;#aTg=Ja+0oHau_mPm>5?(oTi3qeA=y)P z7N6X6kB=*T8%T|@T1kD=g z*DS2w0|;zqxDtTjU2g<}o=V0ORfnQsnO{WM06MH{`7eq})rzWS2m}>jf?f+iuSv<0 zO&}4Xnzc(is?N#zQuuOHEM1gDjqOVh$Uw|7Pywgw`}~_yi7YO^Z#=+h8ke8n>2q<6 z*>onG!~T9Ue&IwGpWEf&K#s5L4)g0_v<_P=#>?TMA(Oq@`+IB(8(;V1wE?@O`}NaR z7jN}tXhe65&u#ZM`(owB$NOXUsRMtD+wS#w4;UQI*Xic_`yv!>bI0}PeOnv;c>!wU z`r_r~+Q)8p7x?{W3*HsK^+)d}Fwpbma;?R3W;X}?!z?;}`SqD+Q_9lsm zb%Xcc*iPypw|8tgxcZbQmtLOio5s@B%Koa720*+d;(c48VHvkFGhu1L= z;orLE>;&=hKTo?s4&ifCIsA0%IQiEGBcaKsIE?qLB(a@!$4RX*j&&{dM2?r5d*^pD zJ7nL_9T3^z?L@xFmlscb(I&FR+KS-84@-{v%eWW^u{g{Z!zwJ!#x(}k@!WPS zzAS&M>g$)%UOW0WAxjhi<71y*B1ij{<0@ASE56K^Po6)6*>ISH9N&kG!f&`rmp%Qz zldD=7?|O2HT-{rar@7o$Lw7qb0_RN54##=`4_T6i-fI8kHzX5-D~xyjTEuswj+0sb z9SFrs}4@6|c*P+>bmu}gIGJWZW?^0f%qwb~YErN7j zBq3d`0GDq3vUJ=AnJRw#yT*Rw4}zs~?m~APW>1okZw~y;HP62rV)!sTpXUu{etp>0 zFz-VNzqRKZyS4A}a!d<)FyHsAUKd^D^65i(*-zlFCFr&&?~iPe}J#Bp`L*mQ+}MC1PJ_K>f`mjXS# z=h`#nl2borcay80-tF4t!v~758&{p%X~TrFvC0EGm5DNUh)>1aXQ zd|~j6uOLe*O6}*N+z;tS$GA2e(!8y1?;(Z{r&pMcn(yqy_(6>+J|yfXDdofV8WBvW ziK5?&gmJ~PaVxSCGvMDVIgq*Pwv<*`JP(JU!AtPByYKAABqk=&2fe%WhcE4HpSZn) zC^45}^6|I*Ty2a7c%8fkyCf3^O%JBcv4u{0=p9p`)|j5blO`huXW_|jajm}TV&BWD zL!WUL`Mws4%EY!#Ux%J<4kvs&f*%ZCkL>$;0t4TMoBCkT#b<5G+rvIXZKj!K%Po>H?`sgt}sByAN5ZQ7iu}jFzce7rd@e_&D zaMMrb!uTk0jov@=3Y98tr=wW|Z|6Qg=<{d2fRpi)iSvNJWlQNa7dYiKivP^XI-J$_ zW`#ORcbHdl=D(Qil(SB)(_b<2oVzPJFSd0aF<6m?oHQNG6`P^wVP1{1B?I?;$7lZGG7&L24K4f* ze*(8g46WYMwR7T=*D&fd;op*;TA|;UNMqd+e`CA2@b7w}T)Nf|g_1Q++nEu5R9%a^HvTtG>2|!?<7w; z&7P0ttI%l;0&7jD{TB>}k`@chd1(Q zY9{LiAMy~H7{Ld*JLJA+Zu+Rn-(!pe!{|d2()}8F0*ZlMO=o*W`qszl%Me9*0uM)T zUh!?5%1gh&>IJiNzE;&sC^@wFZE_mgFq?7}UwxzVwRz%?-)~vrN$o)8Lpq<%-?@yT zQ8;dhe_5DjG6~~-M^kGYFsQVp^RyYrW@``+Q>hti6mdbm0bR0Uho&oS@F}F$|3B~P zet1ONI)h7BLlUvOS+*cW#gk@Zdq85p5TYkbFjeK4QAYgdHMY^3##XI%?q2o{%R6n% zDJuJjbc#7kHVt(}7LlB0^9;`athq;f0$6I|zH*?8@%_>;MXjkP$)=ffk>O)8*Zq6n z6 zMR0xdqT*k*;I7Q^u>X9$+wme0Faz(~IG%nZcad@_!k1zx3~h+EC|v7f`n_*ibLc`J3}F4;MH_PB~& zj#}=a^>j-o|7VlznjKywQ-_&-^69U;neJp6|4_~x{>pU?T8X11~@$HT+OEUmj{Nh zHl07Cgah7|HzXpv~c&wVPNp;KctCL4^GJ0I%8 zJS_nUc}Ll_ZSVv1$^XU=AQG17U9NNX#{6kqw+sHp|GCu2;d|hkkN@hK5~CUFu*}lQ znpqTJ!_GqbqhX|u(%0%&>%8`-uS6fdFpsi22E=#R>#@s z@n34%%eJ$exOTp67^+)y<@<2B^MgKrpJaNxeH@%GfPzmk!T{Wbxsww5uBK1Ozgs*} zteubyVqjyu?|<2~{A6Z%HP1KbT3)t`SdQzvlNoH*Hgy>?sdj7ay?MT02A`DiHxlao z*Uo;R{7>02`B!>!N{k#T-%7z~5bzrWVr$!6htJoZ)!&z{!d!Ya54=%2p=egcTsD!} zFJId`TudMJPtrwSQB7x(1FbP9@0$hE%&ZZfWhT{Gro=ai=lP*Mi|bH)vXdA*hic&p zXlHT6o}XP9)f|aS!_&|gpsxxS*S2}oekJtV=*MY`lIcOpK0)<&HMzHBso|_*(R=8m z5upz>a50R}D}SHxi}Zvcm@hk+3hO>?w2izPTEHV8koTI3ws6ZmoLzqEnG{-(SxOWq zkG%mcam#8$ILR}qUhvC%H~0X3y6ab_-RO0u>fv)1fBj|S-_}v_+q6h+eOfFAYRblqvV zl!X92!AVGju8u%Hm;8qO)(5Szt;Ez{1%}4~@V=94$wvIh=pqhg@bVuldYY$WyGBcN z!sC+o?P2N1lRNTpR`f&>jg!3cx?A~G^;)I&7yaC2%hV)9l7B>S?D-wz9SVBhmY2(o zWRN~(CChPLX?4N(IF_XH$zj6Bg#6deXh>TYGrSddcSG06 zZFJ(ln6m>~AC&dp3CJJ=Ux8r6qN-jJG`JaBqj}j1e(gJ=R}6Gm=HwpSZstVF)qU@# zj9EVcJ&RMM*76BFA+$0H0Q^fY5NvJVc~kRG^f893o({&bGyVu|n|$BVFp+e%JGeZ{ z>T#S;GI&pP;^nPh-oAAefx}4uQR!`=`9%OA)xNUUtzj`FwLQ!PfkxaX`=r1yngJrl zYU;7*Usc@M+PqZ7-JNOl=RSsY=s%Y?5oa zeXA)SKfV`G8Jsy2!*7(p5csF>ExRXdY+hc*k4*J87_odT$mh zWWCp**aVDoh}Lp9&-`AzbNs#g?J7C*bdlzgm+SP5(@Vn)TqXM*s~s9uW1dr|pXgXN0}rM0%oQ+%)Ywd|fV6x2NET23ekgucuj7t1HGy>pZn2r9 zQ3PjKmNoks+N&z}uIIKf{;wah^4?2LADibHj0LdK-`%w_OIUfwM5uhOX2n(Bq0VS~ z3FWSVNSPn6j?)L3ODR>+bt^Q+lRN)>NY-vZ1O>3qEaxWbAxk8;EakhK(7;!MU8KxL zr73ca7pwa%r19zXFpDYWz1DMOO!l7n&ul@<%-EGidq6YS<4qF6IpdcD>*89q z7Db@WlRTeU-%AcGdl_oJtK}T9Q5GY!@TR-n7QXx(U5Z4rB6|^h*`6cEf=Vy2zMbu* zI9zoud<#%85-jNNkoV!4z8fP;Ffd}fQ>DVOnwHgu0IR;?izKuBgQp796*P27_id)3 zhf584-p@YA$ZZ2jO=Y31z0~oJQ!))*Jf@!;E$8S5CT>;8yIx0;k zW$s$_>GqF#N%XxX1~~P9%EQ>2UKMNwlf%}Io0WzR?Qhi#b(dO#zKR%7I1jp=6KS#3 zpQ5v3H8-UJ`$C-%AfwZc6Brf#AJ4E0QVUmCO&}a)#@u)7GtLBiZV*wEZ7lDN_YY`C zvUD`uCNHJ@)l^w-YI2|x9uzNo`M_?f{IT)m<8Bc9=eO*FnPrx)r9>G%x8Yl?sV+Ks zG1V;3e>|hV4`N%7NO5V76}3f-4BD<;%(|5)+@s4)$=}4YCajJ-^ceeIHNAHN_fjWY zibeTTcgiML$n~LDMn%>s2HwUno9z0LmFcUbd~_pqGGctv8h*4-KnK1|CpIFa{l))v znywQy8IU?lIhg?z>pybBcmEQax{{y;7K&47QZC`sv#I})HW`!bXU*g-__>;?Pq^j3L%)XHDR7Yg;I0>?INo5#PCijziKfHg(F8nZ8>0W8) z^wfRwK^s<&Uels`q=hrT5dUaOW2c^uSN|Um)y%*Sr%qJa=nly7EbNuVN*%QNkkvcI z(yE>xQSms&rlXn2!|j&F64%Wt%b{YIkbc>ur@-qTlOcC%*lh z9aw;c81g+ASARGi2YSs$PreD>>}16pY#a6(GYbgfh%==os|I_ZMf5?TP|`FGYtsyj z&O4Frwc1~$_V8JUyuL5Y6dO{6L_vOlp^T{5qhb6P)t%SC?Dk7SdL+zMnp=~?ChP(& zLaEjZ6*H7mR-0QT(Qj$17yXo+8_tqFqguRs1O45k-VExH6QafTU@^itN@Lg`mN~}B ziMim#5eP!Qoz{ny{AQToOFv&u9!mCV)>%zUO~k3Rj+xn8(LN?mdJg`O!VMPZdpevM zE_7ES9hB12SN~xko7&E#vF@#jBN^BUEGRqqF>rg$`$|P>%gJkmO^GoN6e>DrLAMS9 zLWib5y>)RTrx!r9>0kEWdB>vPZ+?N6V~y6+O94#^vIIaho3Ja=?jVq88io#|JRWm}Uk+x-Pna2i?x z$p+qT!e08XuR#-apx&#g45v!}RTg~Qa?fk3R-T5ar>@uha+&Xj``e$-O2Y3S3q55< z(tIo^xw=l%X=l6tay|gqS#tXuK<_+YdW^QAo>e}LMvXNwh8-t@EC8FI zJG0Yh{T&mrQK-cS4=Efv_&!Z}K3n-`Mul8KAJ=d+d&8YZ+DX}(9xh65PSR8V6(qu~ z$5$DkUnE`fmu?mYOFbm?W^&Ad2lLwyayrBwm?L*b6sLz&*6TKFQb2eO+v0GVWO(gw z2lCfWSCLJ`9G4M`Vvax3zj5&B4gZ^bD>3Tur{=PtprNI0Ca%zx4cY-i(7^BIyzvJ8 z?5Y_PwibSQ|2>IpU!ahq_7lU2|9p&wi=ZEIYbX}fuJ3#sqwlpcCi*XEAQnwsHkGvo zyjEWle%(6ekf-h~ougd+L_pD?3=E*3&~8LGx+&b$Sq9fJ4m}!>3x}Mfv`BoBVZl}V zY0mr)cw+mS9ERCPe!n*hFT;J<}iS@&F~OsR_4t@`~*kQt}k43 z>!s2gNtS*cMhjcmOM_v;iCK7j5M}z?Yu5+9ufvFmfjv%6vmjBV2Nw=pOp_`_)}}HI z1h5W|yjh{8-0#^3US94y9LfefdZmy5(j|m-n}zGi$J^6xWa35f2JVe`;{$0M-5~Pb zTi)W0uj|98SH^I?%#y?P9K9>q=~q|^dGHITqDi*2HupaPu#t*_g?^*TLbfGPcg|n3 z)~6a=@^b8kli&#eK?`c$ZhN(|)_>nrE=bL%yx7(ue#RL}%ho7&)K8PY2kSRN$dvtOqJr`Ye2KA$|dxb z?t){RlxK=abd7)hW1nM`iJscHr@;4nU{37EiK(#xk&kmSV}UZ9Mq2I*;ixVFQ|=fI zGt^1GO2I%X5lp!Uk;}HC=QNx#^S@fnPI0xNUfOYX?fuYJ=Y@t$T=yJ=6ZF1HO?)cy z0}!v7Ow0&6%=gxmbJ0O*2dD8~n#0TXuMOs$En=d*@FjW;zmX+XaQP5jo*hi%3;1=K z*xs8J{KbP}T$jmE@U5y5%BN2WQn;E1i|ZX;J3~H-{kVhi*C$CSc z90egckco{o(p$^KFBkzE&As+*wcf+Y@-@cuki`l&UARZOk)1!C(7G_h_MrK}?se0^ z_BC1PSUek5xA$ye5|bRy^*_A55xkFv@wAfFEbio06`J2B|D^6Xa*r~2EZ0}pVm|$D zO0cv)ztnyya4xC6+yBm$Fv%XT{P|vRG9J6wPfzulxxhkA4!|gFA0fU3#sXWf%)16D|TZruB0#_3TnWM*2_(^p0cX=60 zoDZR1-ZGfk{y>qG4sDZ-;Y;_C4`o9kwP9tztnVTC7P>95B0}x@6#lpZY~71h*5=n- zDs7&9@*LcR=YYR>olE*Y-Ex)L8z|V#TVMU89gCR8zK$otlE>%HPqVJ@FjV2|`2Bo( zTF%Hhui%7{WJpMKIUYv( z%Vpp{FGq{L4>x{#`#3yFtr*?x4Qc-U$TINsf7?qiJ}|xtHRuCX-3Ao_ZVAQOI+MSX z7zpWaC#`;Af46|)Mt>)EUC${363x}hRkc6j0zZ1Qv9$SWR_J;5vm7n;CZi6!Nu1L7 zMK{Icp+#q{(l`7S`9O4Sv)SM=-eULTj1p=}sF1v6V@nl!GoG`4``Ugso`FT=D1OWL5O!IJ)Np zsARBqtI?a$kO8e(4Mw8|`R|z=7POmP;`D>F_<7WS` zgx0D<;~drqvP<5k;we%!v8EV(R<5FN0$cVk#TsVC)=bh5hwJ^ykGx`=(|Ep7MLDbs zq15V|^Y4zW1d0eyB@D61pUWTP?!ZaxwZlz5-UB*bl3|)h^zS`R`uRp2Ylh}W(Au7~ zX}gmcG<5=7+fKUH6?c;_0T}MMtt>sQs%6c~kO1jb>qc^oO@=-8lQ$;R3G9AIls;nd zH+JuyY0py2r+2W>jfQOM-y701M?yvTrEN*MH6;V!cq?wvC$tH*&b5`roI6*vu(lRo zo6blmTk2m4M{3bC%lLz}0~i*vIH>*M!c^tPtRWju7LKjNRr(=Lgv7JJjnf^NrAa%+RKVn0$HlG(wz0T(OB_u!mA zUn6C14-!B4KVtv>HAtoCKQqR|@^iZ=6&|E#2~|89Wq-c`h31tDyiYepx)_K|H1F8~PIfaZL}xOzwnoacO|)Ev z?=^5k5kX9rw&SiM4QO%1>`YLPnYM*DLHc;Yb9h4u9V;2tRE#8c1d>V4a54#GfG`hR zE__6Aq?bHJC2WguKiy9JtH8a7ENv4tkaLUH-kd6T54>xC=ERP|-5(#4X8&d2{Db zVJgxbqO5a+F@n_lA!D0VQ_*=iy@KVmq`iZ-cxe!sj`uL+585I%+Q91L89DH^>{3~7 zbr*Qe$%PU=r1#sit%bp5r^yYQPBhV`jlN5~Yn&b5 zhGS=k;ow=+=6j77W*xxT&0t+A<`?xs?oQq>wr&VG?3}=E%cqZ2{w_ts#{gkTF%IRp zBho%`4<0f1-_8gEUgZ|3D0Zz>%@8!64EzFu;Vc#_XHUkzXCw))VO3t$!tuY>qeE?7 zvr^KBZi+QO8syJR=2Fsl=cf-X%3#D7NI*kTkihj}&^VK^O2z@u8K^#fBwzMS0RujZ zH@IkJ(FcVtu$gG2&1S6$u5a`lw>@`aK`0~J zC5sERB$VqICR0fCTlqgCESAraRFE;%_rhs{xA z5J;|}CEYVbqp9^&v1Hgr^dHrvJfO4sMy;qUW-*EU6Y9r+E>!3`woi}0g68yGLcWa9 z6z!7p#F2%)(1MGXt=J|2Qhj@|iu1l!CX%+HmzhsppILEC0gZ_qh9p z;N%uTffS;*zaX~Yh$9AX)5a_!xwU}e31AFC|3EB?s8k2(t{kL0A>{)-7pzs4Ia5`| zOd9+Ja`ziTMk%v`iY15-^JLChd(m3}97Wt1k;LS#Ho*A7Yk7%diWkw=MQXpTqr3cx{ z%luXZ2^}yf#g;pF87nG|6cWa7X*qKv?-3bct4lXG5eVcV(QkvfYyy8Wj!}Lx+7G85 z4a-(x>}iBErEBzHTrRp6dZ<_iksPijj7~1B0_dVE_XFkm{W}_JCLk&*HcG0AE|@(2 z{_H$Y5q_~kPt59pSePVXl5}D}K$=Mt=&Is#rD=@Swm4;>{Q! zJVCq|Rj(q8fj%`Fs4CdYQy4I#$>x)0RE<>HY2&s)4k!>Y_iE<O?ZTsxqjKEp=01ej=Mjt-&KqwphkI49#1AmH>IZS zi9s1o?f?U~-^3toU4@ERP!I98o_X5mUsxmZn~@6qtyChLP9t@17J9h%l{PyXqrqkn8cjgY! zP2HWWi>quzA%dk`ARRO!iDN)jfDOF!Rv$g7O;4;ZHHeZY$Wr|>V-Q4105)^QDnKiG z2_x*_3?hC|o2gli7!BgL{CS@j9IvYOtv&|Gkoc(jJ!$s41@Nw;fIcjUeymu3z`S-?x*{p?MrAcN8NW`c5ltP2wn%(s3pLfqKDY6Y31Tv5+SCb zy;Eld^~YbK;m4k;H2f&!3an)>qa)@>Q(C1y~f&isDom5(jhwby_uc zZ|=5K8edDIrk@m-8?B39USmSo*WPyy3wgu!ZPHwc-0fS;XMx@)Z?-tJ#szjT&WmIl zL;&^KGYfkvoYa6$pa=nbrR77m5=D1~hN5`;wMrXpe{zM`WjJDG9*f5k1D+gCq?Yht zERmc6lVo*N*mNR&UlcgRw7H@SI99a;BbwbR*C2upD#djMjtoH}#z`d`$jqx^$zmXP zBbJ^y`oBLgT$ln_81j1DTd|E32<)ZqY#a$ugu+qcC9K>FSe~c39pF^A@V;OAECT&0 z_0mguO{}Q$h{>=>@8+*o3Ty0>8+RxtkfuFpkfvg6q)zdD+IFl3+^mZvtYKpYjwG$uX<%uU_WVs2Z%At1S-^|Fc{LP%+Rc z9HUmO(~DP9Epy(kAHw&aGhzclf2C@!okmo>=;zu2d4mE3r;my#scZcX1Ews@0kz=x zCDv=b(g=ne|I~5Xr9g(f66SVUJsUr?m}n)x%1iISeMuUrj5pzjt&yk`n#PMHv)$0} zC2ksMjx=IOA-jtronMFHKXNO){OBbz)|{H6`n&zhZ1aNV4m;VTVVE+-N(TX@wA=zh z03o%qT5!Q$ph2OmLG6+&v*`9MT1R#phExFw(gWJ0fd?gZmT2%eVvQ(9)(Te9j7Ttn zFmb^=*L4sXQC|BBga%*gtVv3=&%TOlLY^RlNa=ACNE!tQtlmBxRf`^@8;KtuL?xv;k~8Af zcBxvpMuV&$MP@lRnt!rxU zmmz*VqxjQyy>qvbW-c_9=6g(WW&7XKxZNzw*n~!cxp7>Pd}4j5`|< z{3`SzOC3sG0+G);@jnxWj>>FA`$5FAUOm=a4k_=X8}BPy>n`%%3-<( zq2eBI(U=F#L=haUsptKYUE})>8Ut4JNFtOt@`4+DoKHSg5J&u!j9}!*i1jS>3K0_$Po*L zYl@Pa0MXg82Widg*5xd3KpEnQDE>j#5h3!6IS39MR`GGV{c{D=sH945Fx5+?_jWYZ z)zVJEf(kNf7Z!iPSmI?!;%O`Z5ynj2e-4NsgJDV=R=t`u@}CL9wUGKEm}01M(e2b| ze%%r!#ndQI(CP;Xp1L9wNsDyVQ-K7l08|!R*W+Rf5-(`kZI!08uYh;3l7{pDtxPRm zBX^5X;*cO}#F;zC705@CetMRu9Wkm;7oU-O$GxlR%&K8InH481t7+0qmTeiUUMk9| z6@yHI)D0s5R$IkvUXylFXc`CmrLnP4%Yo!Oh#B=)T3{06kUhg9bMCa3h1(D6*SQQr zM4vcSDp_8h>Tp?P(6894haf33UJ9V>IdKruPm|aQ@${r$>^1w4ESn}GXMxuF!eHUM zqJdNLwMjgEc~#Q%zD->0HDbfY+9SwlvX)X#I1-@M1T2% zUM9Ddtt5*LC~O`@y4;C1;6WOd&zj%bz@KlHmWD(x{)PC2zOmur-+mKQg5k6wu;qAEmT?VXW`9L2eBVGyDSb) zlke)t&uA!B#f^FLpaO7Qlm_MElFD!sHZ{O3Rq)&-b_3>|*cfwg zqurA)B~?a_IOh>1XH-<$nGTT2!3I?42{*Vn8*CMVbC0Jy+b9R<&sLtn+)Sk7C?sb; zoOuM}#iJq+8w)~>n3X}8)+Te*7QY=ZO=i>ui~Z;!6a)(S|K?tv%LmLaV?SLV-ZD_w zC!C=`dLHUDw5S`d1RF!Mah(@C*Rt&(OOPnKWlgvWL&{bFLvg71sg_C1Hje#{{hKhR zOlH~G9*JYG$C8I|@}`A=GRo?lLYyu^1j(VZYuP0kA2FfeF<;ioL7!|PEXmFH&cf&e zN?G3K4412dX%mq|#)Os9aNlmglZuTw7Ju$QpsLdlINw5e127rAR)5xG#d`*#^1#IL zgxBifztywT+kMX-c)8Z@X|dehJ)pnY>~?;+z1qOv;`Mr+ecADSd@8)@Y4yInMUS=d zcDuT}8W7|A`L2LA<@fn~y-deu|F_uO_5HGFcqx%w&fD$tvS?2VUE_p2BnJORr;9@xk5Ebnu^yYNJy#4R zrgVqqBML7-oQGOG*9+E0b>Z}CLw@135@|pdwS($gR8@f^BKmDX^lP`)LhJ&-6Imz> z^&CuOCf~2JRI^NTmZUUdSjUa)zp+=Rza~r~x%yB^1zlQyU#<}hZp>IVjpS#AP&KEZ zPnmaAD4T}0ZhhDjXz@o;;VT8|KUsksD^3rApOw10tl(u z!pOO3WJ@-vmnma8Yur>eSl~8`lT@y(O_7C8i|S^7pRK%I{C@eo!bQkYVzVF4&lqRD=9P@!GiRu6WMGP%_uFJv}&_QOPSIpfitHM zZeDwN19&W8*?01@C~(-`_Q)sSHrl@8W4H`NHGIM#Wa*`NGl6L(K*IAdgoosPSAoe9wszlJ-pteDR`&(Q&k7kP zi>x5duOwtF=Q##(judT}IO3Q2(k^cxiRQ1_LYBnFTv#Y z^0YiuwAD_iSpOhS6PA&LbKbuR#;2hAG-xBP+K*S$RDf!g5vN4O^x}~t-PW)Fk%2I~ z=TYc5kPwvy;CH z*BOe#gw*9B4(HiXph1HJ-~9p^&^N?@3I^uW5P{*2#-PnCoiTp-V;?$VSidGC(6Oc9 z04C$2yNMpgeMRcoXHcuw1s1ttS+{yXmnve}z^O&rprd1lDG6G&W|8ACCtxlz=(iq+ul#$hapBNF$5)s!v*h-t;D~a z6qi|8WI2ZgoUxJz5SU#79;a0#YoI ztwCbs*sSuaW)=};ljkyTW~)@`vh=`ekD;J3qTshU7bLFHy#=`7dSRTm4_3pdE6=Eab#r?GdHXrsP(XA zPJfn-%vq?68C*%(QzG|&cZg)F+CR8pmuw-m8`|ZR4A8}r6$Ga=meNO)_RmY=9#Wpk z#0`}>>KP@GC>F{^ftG>kL0%->Ar`g^RS0Q`j3L7R9T^_Z-N&nHA5YM5cW$nweKs9y zt=erOZo9jqmdgg}^&zzc<8toK*ub&5)i9)fuxi$fHo zU}jqrRKQ4r1PuZt?-140bqwZGH2_J502NvB3(xM!Ld2Yeg4@-tR2?o)jo?o@NxL`~ zvV8b2wyNqfPMK`P@V3okf{;01Aqcp^0Ys+wfJ3U3KQ$+QS?$tr_|IV?P^OkKCqf%DT z>&f5$?UrVdl*bg*upe@2-Tr(8f8>RB2BG{OH+X% zX%a69LQlOXr|NjQ0yQO~f=NFgDXt~>01RK`qM5@epzwFNXqCa8Tayj&uBSoih1qwQ*DEwr4ZN{;EKY#2Isk{J(Qm zVCmod{8Bm%@07kXh>-^iD4 zC7scdMMOX%u<>?bN3e;Hs(*r*Jf(~L#5S$fZ%Y+mpe_hfp(9r9iPD1vMMI~FKs5&h z^W_Ps^VOp!_Lq2#SQ0`G0Io#1Nlo0We&7zhqEg4g1Ir2gsAD2PCYe)2sqK{GR8|m! zojM>w$+YZ5c1*$YKEc}spc#2EabO8SsY>XhLp<(5fKbOX5+mve^(NU!6=TR%?P^-s z)ZgYwQN<&U{|ezbQ|>)mIV}l$!S&p~4CPBtd_?jYmM02s3sJi8=0?ouHwnQGKyad> z4fwqehc7yj@tt_WACnbI=gp*jPT{yBc{H4nSv4hd|CrbhBd3=taLysAWXRCRR9DcWxviDTW}Lq>6qi6>cRATsd8hU>@l(_s5U{k_~FjDsnoDc+Gd@8L^o1{ z9dRy$F)1lf{sIe+@f7C}wPFS#Ub5_*t265NRIpSFB zsGR}npkcJeBERBon=9}KCdT#1!wnI-u+KU55flEzmCdR^#UMT=pb!%)5FzBPP|}$H zNOV|#cDa9IlBWqLmZ`~)Tt_HN$}|xfTnGyH9@eG-yD^0j1u^@P2pOaHnpCi8#e}3F zJCR^J=t=bOn;=?(l-Gw!>mhZA%=Nwqoi$ZbYOyS{1dx%N&RxrQ>Vw6YsDDuiZ>D}}&^o$?n<}eW= z9&O@oQ3MbP-{F7l-UGw>eLNdiGYmK@@@)fW?n|~9jRQ9V#;Uq)s6d8FZ~W zBI<=laf4*1AXEbV5mFwWAH&548>od6OC+R75bziiM?oc)pbDAA{yzXZK*hfWiXt!w z!u+vp0uB(dkkJ^%%RpT`VY)P$AzoZ+)oXdITdE_A!?iAzdDJm9B@m@io1 zPIQFBml~725}LEHC)yo5PEtWK8CKh3=_J2B(P`AGJWag;XemO=;-_F*!W<5l!KSk# zBXN}wthbv0t2^Ax`!ktrI%=_)T+&*j-UclwGDb;+GB(Ik1`-h%M@R&r_}#XsQt3_( zcLZjFwB>^nQ3nqe77$Y20XMpFo_*%4$ahY-Ci+1QlP0rOL+KTHr*(C!Gp1o`ey zF`+UNC}v6hRiTXAm=ubJ>)A0ouK;jyPB-cuPbw zo6DBCoo&CPk^_G=?+d%%1}Mo;!MGztW=BS! z=A5jdVOi++VYN^MOiqZ{EkFw;$kga4nIJ9QiTpYAx{|VpDngx+gz(Je@igTq z{^qB6HyM5+uG*;(6(b^KnEtL0!DN&`aRl$Bn&SlO_lKdd4>bk?CRdP3jlSq)`nNe& zxeksJkyJrA2>^8=n_U%FG;lIp7KcdKA3*~Shr@_M0fmO!>rSMTu-MWFk|e`^0uDNy z4vCOP-K%rL19W+QUM0|Z61fPDP#&|{AOKhb1*ZnM$rNhmsoa6+cs5Geye@nkHptj@ zP{8L3YbvcT9>fR)PK{>6C4)i22Fp&wZ&q_a9;;T>mnFVzCYOzkCjD`#J09nQ0E_P= zLRPW6SaeJEE-DovBH0Awuxs0$8VCp*LZD-d5CyRTN?lH;F`b$(wvU*0a!NJBVj4jN zrTj4EM=>lG^P@-k5#`&=mZ+`IJ`)Vwe%)w4y zBw_&?+-jA@Wp^fr+3`pcHW@<@PMBpZfk2=jqL>zJiA12>Re69xIssv@e3J`kzsHteAaKsP6#&TWhNsf{h9>@lG zTv3Z>!B9M!9w#vjv-80!htm{^;S^~DgiSDSLn#=6F=w2-oC%gWyu4nT7gTF1XUy+$ zVrVRa<6(o#WOpRPT7I=cFN*b6g)KZ@LSlvjMp7n+&s&*n0Y!Yw{mu(}KN)^v3`r6t zFc=M^I7!mN6G=u$9FImLJ?kAD3Ww;;as-AT$Z13)v46a%X}l43dR#7B$Y*mvMVT}} zh86S|ImlJ1>fMSwOr+9yNm}+=1&uCCI4p9I5f85};Bm`X6d^K*SL#dW48zZA^rv2+ z=5{B22;w(H(@7+ePC-%uzZA`uRLu@p?a7Kj#Zx(<6<7yXB>PRI2!roAZpBPa9 zhX^E@A|eC|`{}I_y*Hvi4GDxy;`AmdM$vnF3WGvMUzkY1FQjqJk+b`r*~e-9EQ#BA z4N<2%*|hqRpchWp!%Jo10Fg6;L+z`gDn~Ei)P|g4kD*lX`Hit;3`&GK7aN%z zCcV(9)oD=@4L8h43euZGAtSxNi;J6Gju{WSxy@>`TMW$S0&xFEZd#zGwhynzHwVFa! zxn2buEmL+ZM_?v{BcK2~!|hg6fI?1 zdu!Qb42jvo1Zpbllq!{mRk=Fp^(P~CovawiW)jI!iwaa(VaUtkYQV{wuwEIGJ7FZ7 z8_8v^c;v;Bo+oPXpe$jpHfsP+r_L9msTAQA%Pnp-iz5K)t%;@=!y$9g;Fei+!LdI* zd4hTIOvE}&uTfPltfvn6W)4Qib0bt*#ST9JhtiBkAloi9$HVqeGBHc&V`FDJ2EnoxVp7(D8u&f*w72`Mk3KD1;bP?qJc!{C5hgw_xwpH6zVB_ z(O4)LpueG!Xjb=VD_{MXUS5&<==-9!ycHuM1y~p8^YwbQ$uYoDGU)TCXtAdJYOq!l z22;4F%oeKn92Vb#k%@F9kwRbtk0mZERV)@;<|1(uw7&7ND{$3krC3;1o<*Rqfv^vLTNC9SmmA!ePL?cSJb&}C=ynPg$=My>v}DzF&404 z(R4Z)FL)K@yh_Bjq7l2YUJ?rL&@2dR-Q) z10s_2v|xu;FZaqgAiJWD(;FkD*kLkQ;t`yJj3FZ8FKB9YE=#5YsKtA){f(@%a~_3~8&$>6>-xRb$Pkc@rb84EL5mE40t zCdo`=3d*NKOyGtvpnzHz?Si~2BtlFNhlz_V^XMhfZj|f<#w+tDq zmIAg^G}n6bczyet5Irh+_jtTQ$C`lSvWhwPD`Wrocs!rLI!Cip$!5`GneC5QPZ2$3 z53?RUO6L-(RyKD!o^mCgw=9MhG+FS*$>$Wtcl)z_GD@6M(bLP6r`dbQ6FGf{e0j;k z(CO`(HD_rg|9G5AqArW_@L&bb_;N)OR|JB>!%LkE^vtOUG;!e5JWs4|d)eW`$7C8h z-fr;YOOj-gg_VipOt1d*>T)Wo-?#66`VaLZeyR8~(bHtrlMJ0QG*cDhqi$2w+{>@MSnj71i+3c>;>9aCczr4MR!Z3G5a!|{nWE;32B2ygp zc9~PF&uCULd44Wc_w{H`2Hy=td%SHD{qS_opPma-TOOC;Oru^Jd*&jbnk~+knx`w2 zg;OawbwY9RUK!y|;7D9ETi&B^RFNE_o=>8M;j}s{PDon=)L`y1sqL%))f2_8D`V*C znjK-AvFUj#(3b);X(SIwx|Yd(@thse_!Qsujm5$bB)WLJ&Q!NsNM&vb7>Uy5Evefi zLAuVu!;wP{N*$h)xf+LS#eW7H~b1X%5p!HkD3==R}2Hh@<)`WT})0`C`ZG)na_N+5@PqC}}& zZ_HV&rm?a@l(IEU6bAKUGFh%4k0AE^l{y}9l-#YJqxhI2m+CyIqYRwblP<7_tZvBa zQW`g+GqSF<(vR>^Uhu_afiNUl)i`U+RA*h4-iKj2lg-xPBUIrG7yMJIYxVKzrjSX% z6V>ll)2Y%vlbwwfIc`~N_Xw<+%H^U2e0;fN#v0#D=99a?bzOOO-rEmc`tB}KOXtqX zR9I%-4Su~xYkkCDkh~%QH3tI8)*(1fh zV?LK3+%D1SU{)o0dU=g*7*n^$?L!W2Rd~-=HI|cA3cexf{4EdVUXY=5&lj^DeSRMV zs%%xz3GF)Dbh?p_j=AWVFZ022?rW|@H;e67A-g`N=!al0|^~H^bqs>n-O?ao0eTnNq3HEG43mw_pm@xG@&%suaTulDaEHiEFx0OC#sg%NMn= zP46oNWg6fkwxaY%bgT5F~+OOLcgC{Z~K3>-rJDV0n) zrVOu;nnBr<3c2KK5dufRah&cxd!*kvO4sZ&w&Lm4bN+hUyAM?97{a;hC0C_oO7&KA zjKwog*X#9=XuyZMv*a6h`}h_prSM~pSE#t!*9$~$lFviXF~P4^&I6BiCK%0=4R|Z- z!X#6umkVfgdi{)2fuslXU6T|BnRKIccoR}{v3gfd^9E<6foV7I%Da`jAR-EKDu zsYl*dIf7Cbb5~-j<^G_za7#!Cr?chEF@HYfj~#kCRe|(uPqyvM#so;xc;4eG%e7@DHrQi@SiouhUr@JaK$=HBX+(2TnVf~1l6NPH+<@t8VDK0z2 zCC88qoA2_r>YJwPsqs%nDp+-2+X}v+dRDnG9AjuI7qxwn*|kq$y=rjd-EQs&58v-6 zZ`V{UlZ4lG!~z+nhA>s$5w#btcHo`@+Lue zL@jZ?JY90oSP(=zru}zvJ33u1heZDNc$|sS?ucwCNd<4t@Af!Dy5If!Hb(phjz1aQ z3$_r8H$w()L2?~ai;2iIZQhRWDt#z72X@Jm1dgUjQdj5HRB#>C#4sZw9+E+1baQCviR&6k8xm$5VN1tDbAJUBSJdreEIV(kO_( zRN_`86uMkuO-geNrazo@rd@k~4x=!hkPHle9@p$Kr_&oo3j$r%0HY~9&#@%s2Jby) zHYBDNYb(8-r8zFUPo--mSv0s}V?y71&T`3>+saCqpvhx0m4x9ae@stU5d@+sy3C}# zEnJT+S~RdixsEof&26PUki}rWpxW7LDLf{Sq zoIgL_z5Vj8qR7LoWi025dvTUdz}YM>Z9j6-uP6TLV8IK(76Er;D>{f63H&nR2f!?u zz$_Wy3!-Gmj;HY!*;OQOshoa-7x>G+{IC8ht-TKd*QADxOcu_cj`hCjTKShly47l8 z3@f{V*md=O_MESmGPw{r)N$Ql+AU06IE$59YK+X4+^eJ#=~_8)h8r78 zC+m6yZOsMUg5WfKjGL$ScNDj4+Ma-sva@higBdAYmz=NX(M|qO2#}TY{ zx7%T(CoWYAxJ6yCRd@CX5$eLG@zMdjNi+eMEZh#}o=0&;4-He-%OTkoe68Q8*DEAT zv8+FGNp`O zbjU}!TZS_})}Q}+;`iEt5;xq^G+CFxpWu-s8u3wsD2ftr#=t#EuBr*5Yufmjk{s1% zpMU)S|8cu54>&;q;)?C1&)0JZ!^hJ`@buCtgUg2JJ9?j1tdiu7v#+j&VI!Yy*Dgar zbTmT^41CJbxqO54)P*x%uiKR@Tp%BUz;hma4!62o6D=pNw=C~?W3*8$pc8$$TF$*r zx?#S%*O)GAtE$}XjX9Q{k{rj{GzD0N=4Em9u<~8r>hTMXVS7W)b%J}3sT3>CW-ZEY zl)&+QJ$EjV{q~IZK*))XM{hR6G6aPP6y{o#Z?xB?kqN$~O2d7*VM)daYGlI%T!3;( z)RF=(kko~?&Xgl)jpi>iZJ|R^lt{0e+jXHUx&BhL_KDV{c1-|_mcLu`0ruNJw~PG| zKRPbXV>m_k1~DZs?XN${`ut^*5Owr_Xo@U<8{3gAN++wZ!3;FdpSH`6EIYVfq=ZGr0?%P zR?YtU;nTih$fB#p8LEcqf~^(U08z8!lLtfeoQ0|jnhYEia7vOoWjLCnf*;2t{pa8K z&uU$YcU5xMAEYji>kY4wgL)L@>kypD7U=g2X(3dG?Lw`H!skn_Z5iIIQY^KKZStM! z`XVk;qkSR)r=TMQC6eoounefK5cms^eyp`JY01DE;0a+OkwB1ew3%S8r>ah`kgiUeRH+W$07`983W31nG7R#l|PB$Ig!uq40yHJHLGwt{JaS19E)`iro z2!R{DvBiH^(qu}NTnf!c=QkI2DWK1A4MlSG%3wPM5xDSGsu0%KsY4=NkCM2jj?cFe z*<}<*))iKB=}HPYLl$A+YrwmjLDq^`&p?v6Xd9GzaSxhQeCT^^^hEZ;lB zU$u#DAMqnmG~9SU?P`F0B-Jww$%q*V$UD(6z!&D8A;&4KhGBs3k_^+sXi1#@r~!^| zP!wv&o-5hAasmnum&aVHGB){U_;LkW4M0~}#We>&>m`yC17(vJLIZetGYx|yHVfFL%beADj zjq4GkNuMBa+70y4lq5-o;>a;U%isqS`N3|uA$l9YaY3L8I620FbJ`58T_4BRnPjpk zd8QsXuCi$r_nBnkc(~kUM+!e{6k6LtgiC#+4Z9T&{qd!LGG)9Y<9f zrFCYFQCt&vrX&QznO3V*+OKO(#Sw(v8r`Q4&$n|`F{;PQ?VK#mCJpud%JG-#@Yi-Y z&_7s|DNktKkeTKID+GckK4j42`C?*BQj+Man&!IkL*QmijseT9YcB8Izqz{aH~!0S zeB;l$%Z2JMT#cRXqjM^UM7QUBuBM3HcCsa|mi~Mx3~M84E~D2ol0PN0$V;v<+|b_A zQ3IEqwc6#xAxju)7dj&lRNOSzRZj2iWQiM=+O=anol4iw@Ica?MBPHaX*r$S5#oD@uLJSNF8$#=&LXUHUL>Q;3)7)_^}9Y!dUD&vI3Fw-f+ zQzWO0LVsV_sG?~Iyl!Ku^WCA*%EEB+E*kh!Z`TvXaczl4Swq2*Xu1T4nKBe5BB(*A z?|qr(Y@KVyrw31E+SO)-Y&vm4M-;=_^$+i1YY>)!ATJ8r1D zm@gD-w4;LsV7(2y@)iMA9TGi!M2@HU5NFM~O^tY84&RlPt zTY$8nb*U%$i}_qDZnyg+l&$C9!fkrtZ%XY-ZlXQ-p6@YtO~ZGGX*iomh6y11pxrXS z3nhQP@K@vJI)&~D_3QC}`wLtIAMw*;C(fnXB)hoesG2Rf(z>2XWy?u8Rzp=?qNanLws7?at{9$g4Lb0d zO)W~NGxc+cpjpj#G)~iWp_@j+=s2SVQx{Fa^Hl}g^l=bGeaqU;EZLOF&TI{v|t*&`p&E8 z)5sRZn2DtLHz4akD8;F&o@9za;He*kA8=5@m=q+>b^f|Q`gbFKN_5rf$ReQ}kTuT- zbcUHGUQgdp+tFm3X9(VrYggc{50_KzbVXX)qE``g(eodcqilIr+frJ;i~!#b%uXzB9w7#BSImn%iC=abS-CKbj$tv({Si%<-nP z+x2(D;dEt`ULLcXW~QzCjwHLj(FTqP%4QlZ^zreWJ9d4&IuQa__Vo<}BSUA-rS5W< z=jXc%QeV%yhUz+^j@7c|G?Wex=Ykq=h38zk+N}0>yLc*w8j#UbKAApW&ROL03@J|K zmo`D?BYtAMSuFVd33>DM=G9?jxY7qU`cNPXG@hwzq8BH1I*#YME-+4jm~5K1B@kBs zVVB51{MP^U`>B=h1c8QU^U&dRJ|6B~?oPQWKb;Um+|+>Y6583Vt#{g~r~Ki1I6qyE z>%~_hZz{TBz9;K<*Ypt`FI21?=8xyoc{Cn(Rn1U6uV1TYlbKp7n@-kxlHDn{NrfB7 zsZDWC20J^xoI(gWMjJ+VU4dn=60V!fptI`}Q<9nPFvb=YrmHPBHfa2*VJG!eo7<%IF{dQr5&r{N(tJqa*F%Qnwggp1;+yT{HGaaaK^= z`dgHA({(%%XgbyPJO`L1V1+53r!-MCzW4w6Z~oJ7eB+OCqu1l8-Hy~8v-I@p97d;W zl*k>=+x})CE+uQy><~oq3^g@b!}6C1Ek`-DI(mU|%Iw zZw#UY?~QxduD2TiZR)z(s9Kp-tL;*CYIw?Q*dKKU{n#XJ09l!~94P%EzALu2&B8_q zG-fv&40Z%b@+>C^YT&xlbt1|k<-V_ym2AC^qG^l4F{|Aog0JLazEH1aa?L^%4duC9 z+FDF+#G8_=OGIfSO4j-@xi6yEC^|iMG*{Vn4Jj_1y1VP6OB+vR!23;cUO&iFPybmLNiZjxf31R}|Gy;$%8=qv~%N%ENg zx8Lf&P8Dyz{p#IUU(MNM;_lXZ_u$~U2u5?BP&i%@y zSe7Qrr?;Pd@d;vh+^+9v&i&i~JT+@qw!^`W)LpVOz{wtgVZ&j&q8OqhmVg@DxA%>G zdCLcG7bkEGc%ixUuOB(M6OX*wd?E$1)K$MBp` z7Vo+I8BP^&@X2Vty@o&#?yqPvOqO=7`tggQu?QUZ{<}+Av|tolU(U2@>@K-Xt8k1? z&yOR?cb5h`Di^l1_WF8B6x~%X|2ixblKJN>`}MnrumAkr;$v&@UlV-3#J~NmvhVI6 z&v2ubZc#wd#l26&IA7I}fZXA1LvrWwff67k)m0^#Qgk&Cefn9XV z!bv#W$hIwMZW^k;C~kp)=v0TYCs68YQ>&Gdt>$c`y6z$v?NR6qrE*X3dfRgho>P`f z-|0?fcz-+DV4baH7>w1!ah&Ke{o2zbWsTSM&HR;F>{3(2`9tS=fMEowL&)Jm zI05l0vEc>XmZiDEcDw#V^A|I*;3IxYe0%2-Z@-gSs+H4Ym^>Uw3b*01t=B~FhvZh^$GIW;XDSDQSpf;@=+BixkQ<-dbpi`_7_`asFBs$<_ zT~-uR=Xu?+FjC{?4~;85)w8z{l!sE$VZ-XiG5}7a-&MtNbBJO6*>E@5Y%pFnd8`)) zQm3bA(ufktay`?iY^(cnxybq^F&j*KM1L^bjJg!wvxR=LR%%x}yTNeQ-_16jLFpcl zxHgUf+QKMT+I9My!n)MRMnx8cm@Ii(XFKam($O(2@PWL&Uf@=%*se?{Rke$|YQ3J# z)>B9>iq3hoFWdF&f?%>OeF@lU z_r*W?lM>J;fxOG|BD<~SjtCOw4!4(LPqD|041}RRZli?)bl0HtT`irzyM?t@b+F?N z8)&*=x=^i@lW+)?d%C9;i`yMO!UaD*L$)=FrLhJki=qR38`bOaKyRwc0LY~{+dvQl zWd{t*Zd0`v3saR$jmr+f!kl&n1m5rTJNRxkl9oEwpIQvh7@kR%rY2R(lneVxvt8bA zEy|`lyPk!C$isPk9EPQy&@b&P+syzNqrq&_4B|c(3d?e%=44WwbXAom2)qNL4A?G3 zHAPA0$W{tYMu$8CCmI-KHWJxgSC%P?=NN2_Z;~(h5Dt+LPMp)}wq;ePvdx2Ua>dm7 zS|V&}e~Pl@RJo9acd}}lw&V(6GnhTTdb)dlTVezC<>UDCUwM3D1;YN*Ps+kDnLmE< zDw-L<2)U9b>v6LNNsgVox_Ps)d|GzM36MwcBk;&URkZ|Hk6Cf zP;@wKyAlv>8sD|Xv&0n%4^N2};}|>iaGMD6oMK_r5+uFz`VL9KA)F2`?H+Fnf_J|R zR?>LXFBWl}H6%b1U4AT6OjqgefKOR?0w6IKx7>hIgVlrYFCX5k%cVAoOLu3P3FoK^ zHXH#{MC?eW-{L)^H^DhMP99{6;Z}DmXuVvl4mQ>1b}}S=zGpFgjN}0qRNj2=v7#+z ztyyO?9Bzh_S)bHA#~}N&&2&1eZU-&G77g0!5mTI3<5Nw;aM|X*oH*oR5GzpXfNYjZ zXQ0G)-GpMHoGsXHFGR~g&xTOC(8tGC71Nd;)5zA+XDEGqo9vq|3ZcajP4;)5Bk5oV zGlla@ls&$=At~f3oPPc8)h~OQe8i8!A9sw}x4w-Gn&(q4kwc5bJJvb@g7P&2jzm$!$+k^FWtY zu10N|v(2EgBRUgC7qCjH+QBxg|J7>gNajM)#YMnW_Sj@!icbYCL13-TY}*{n2yE6u zdo~MJy}RJ3Q5n5db-j&1`zEkRlNL~L!h5+#5Q7nIxb!}McuL}d*_p&A4VB5ZG8nTg zX*l4S?c%Um+)pZvf$16J9kv^7W&&xE3@**tH~D-bQ$XQF5_q-*BY9xQ!8@DU`J9NJ zasS>;BVo8cUozg@Uo53QALxab3!ID-ZR;<{PIG2qX7R9GzGtybwVW(<=i}7*^g0Kg zkhs3U+-)%8Bip^zLma74{86>Olmz89|!6_Aw| zkEgJ^Ox);47wjs0OaS2mp-|Wo<|bY$D54iQbAH&)vLao)9cqJeSTD6wxnxt1@ASG} zZ@t0LYi_@hS5zO(=To(Ew#)(F_|?Vy3tNRNi*1 zDeVDm`aZtvS7zG@@zs*9?mL@7AJE9AZ;Emkt8P04Hri~fbsTsY@S5fbIYX(tjcUwt zVQV-kmMVi9I#_z-tkT~Ndg1~PUtjY`{|7F!ZB#cyp#A!S$+c=5!NiBv_AJJv+O!@- z1>g3^KtRrRovrM7-NYC9MzvHLP5i!GRC=uE1Q8( zWPEWH=Ak5fx_i8S`9V}aXrVCNKyd=W$5}gcS|C< zTmm{k1IZ_wGtRRWO`|GM`qJV|Wmt#NbX=*uo8p$L7>+dVuOl=AC7^PnFN^F9g$ou( zk{(a;JT1t*R07?QmJx^sW$kvhB&qLhUR#Q)8k5i5;nk%$>fsh8_nQFQZHH2g@s_lD zz0R=M>WB*)>u)+3(cc04G+Q(si3n+>3`8DWuKM`Nu{ZC{aK>8@;> zT(wv!6=3jDhGBUpNWI27?uS%X0+%wE=Imqd$X{*zZd*D2(YfndmzP}hnoxC|k)?R_ zCEyh)9?2{T#MbtJ=69AW7w`!%OHSajBqzCX9xKzT*HZZex`vzbQf_1i_wKG$-L#N% z5(z83=3+(O%!*^wEL)cP(ow$ZDiblC)ZKlY|wAlyj;&rQ~ZF^lM-DbK?`Ksd> zEIr0Yimj{fWkFh+;7jqaCeil;*D$y-XY-`RF&vFm#+p9X*y(OJEET|O>cqBB;6w-f zhU=o|i6nYXaTz&m?@ zha4|%`{67-(VZ_8(g0#lrxaD&Wb$j)(U)Jj!wBiT*BdXd;NvloYQqQA^cIGt2Fv>g z(YBQq1kDyAo_tD{wuQ?jk0jUPYT-JZBFRyRW}`Q!!c-JAN0TWXS*-5UZx$ob-n|rI}(pSxu(<`k9isRD5B3SLEWR>>B_O{;}6Zn*$2TNe{xb@+1 zs-x*fD&3~P7TT$GyHedYhr?~9&4ayTKsod$&*$Um?)mwQsZ?jyX_R{21HDh5p7ImN z+0=%B-UibhFk+M^F{>G-kEEtdg_HVS=P1{+NvJM#tjWW?pt5Sq_d)N&kO zG%0l7%0AvAD7=NqmZc(~t`}EGsT3v6J(-e){$Q+rWsfGAcDq=tqaEPh`--V_^}yjZ)%k&u zxg-;(u#in0%ACUY2Ax^8UD>qvS!AZzz=PPc)AQ|gy_^p(S9wXVQTV?hk! z5s;Drm`T<(Suj*XpyH}My)!mM#Z-mC)Ebm?`OJV8wO-?#F08ZV5bei#5W0YMEIpG* z7E-5ky-7RzFw;n{IoDHdY%?TXeV5HA_vu7fuVbfoO@@cl>GBc@zPuau zMwQm2Sy>lo-R1;=63oH22<5WXX680CJ(s3=5+fMhiB+A!6V+O_Z@8u~Z9`GAzx1Z- zbSWLeDQLavSzAnBI-Z7Qkz|OZ>q%%Yx@_fiDvrAYtVemWs93hcWZr)Hcsj#Sc)VVw zCVBhGF7CIo`&4!^1`%HW$VoqEMCRNs{`W7KIz{qGc$x@$mGqWgTn_u;Hj*h%2Lx$@ zho0l9rt67uHmhs|qHL=USTNR@mFM?DJD)C;A@~TPSxgbE#%5~ay?#%2jX3N^g;eytO$CgzsSvrqZ z3aNAos&E=bG@>g|V)=&b@MBih>HY@rsBFkyU{IVOE&_=nM@-jh9&d2f>M>Y30YgwS zgptJB_L%g#J?qRGtx9`jE*-Jscw>cRu82ve{=;V{o_~a=G*E_V^{HisT0C zOe)*>-jgkAoB~{uRovH7fh6k+LkD*C_U3RrMqxUPwuG$|;Xe3eU00dy+l|^#lKO{#{>ft$<<6;6 zRM8*oAD@%{$?yEeZ&k&)vv50^s$(Pn=BMk`{t-U{7vWy4{>xW{!zIoL@@lJ@9n5?0 zNFRbIt~EEtBgV3AKF)jdR9A`%{&X4WF+upyfXZdIRXrG|UJfA)ta9S<3l!7UDQmdy z9K;z;U?a;nhtb_BnaUkg^>iBDj6aRn&DB?PO~!_RJyk4FMy8|<0;aTBlfay zQ^ghxr^7_koD1t@9m+vaJ$gzi9#^ilnuG1S(#N}+WC)2jPnWmP*CTQ`oGa;0)!70xM73nO3n>sKs#f+*gd85rtjC;l8c<=mA0PLe?{*Z8(oJ)8 zdwO$s4tJ(AK74tDqjOXh_z~}^`hW9dUe|ww7NNBrSCh&6OHN;zyV~Ei$Mi@182GcQ z9N4x0?Rn~VFE6>=r!C4L2=hbwx9Y{I-a#N(y-im)K2%e9vi70Rou-+G}dye)F-~8

#xcPlfv_wZzXxcX||Pr=sQQk)kLD4e?BLmbpCWYM;S}w`h{9)T^?zUrtVr@ zcCOTFi$+ut>0id++%65G7roiEBv?FCEd>X?3}Lx3GsH z+DhNuZJm279}^*(T~|`1eO1h>J_}|@%UyfEV0JARf2kA@clpUR>_6@#Dy0)#_t<#Lo?H6&5etKKmxjEimZu?h5Tp8QmCx9+&o+ zwq^qJL-y#dE_v?*zz}oK34rM_Ka9rIOwskfayrP%jR@|I23k+<+m-4}TrNN~Vw?7Q z+i9jlB-?H&s_QG2{jj*l-G`;B%j!D^3lG`_yXT5fy|!PYLZI(5)!}e98%th4ijq(|3bO@urQ*3` zK1#x==v?UYc6Wy4>Sz)Q6Lk>wSUdk5jY!^HF!`|io`XOC&g(Bf`|RzT*WdYrPn&U_ zu-$(3y_ef5cR1f(F0YZ1IBB<*6jvVZq%O|eUk3Rr6wG2Q^a7_ z9O9HD#UaX4B3HUS<)GYoss^gaj!AafN~IHr+x2*?3eLFx^cF6$jth3Q9_hIRlutuZ zlma62 zl3z(I`q@7ZF`Y*f*SJS8U%AWmO%KQ;Lla~}XP6#A;DW9%16LFS$N5lkuE~Z7jDjqB zOP{Ep!wjbSWC7YMvTd6yogA&F^r#lWg;tnA(wRetVI7g>;(=wFW({Vu8RgmA#yX9l znPvq>C$uTXz4Rns>~=5$rx)rr)o6?;d)OZKN4qILmMxN;j+%^f?`T%1``}so2&$E% zt?AH{Mtd`8_wB$=-_Gf5h`?}LfAEIk5zdse$Qj8_U2%83LRln{hz>Qzk*mdGg%LHr zoBI4)kFwi=5^!x@SfjOUm{Ghqv5?<}k9UuU+wJbn)A!z%RAxKiJxwBO+3fM<#7P!< zP8M3F@_Mo<&ZZ>kC@kQy=3v?x&L(X_F%4$a6Mzw92krJ?w;i&A?0U);Dwk7G7Ck*4 zqvw2^GKorihY6D5N*gF`$!zsaE`NxSJO-Xy{PNoyN#6pM6&4K#58r-L((cuG z427<10%2MBXveTZ5btpwV5Io;&eRQ6;>U5{`xOSCGuPbAQ8&e&=eWSw%*utNB`f_* z4$c4u$VF*_WWZBh&u}PgmI0oI(>_s2cl^@@^p*gJuz!X66?#uOTezf{7 zQ%BH7W1WG{iN51k^4BN~VHi2x6%DUX+my!lTiMTk|BwG^ndZnI5$^(Bh2nT;v3OXh z{v5x1%IEIx9F z#TiB5HtnGz14~H(A7)e7aEL4V2vBAU4zsz_As& zTu+5bPILm%^W=UJjczw2I_5u3VVe54O!a%ss9LC7{oIKLD}f zf~zmeIBS5Ix*r_RsnaJ1*OiTc#qe>DfKE_t#EMIzo`Z@tD31uhUb%kUKfga*BT)!P zcZUoiI!rsflI~*ueGPA?Whd^#$dL4Sx9d+*6Z`$WNn?XLR2WuzMxfDxKr@xhZ24Yn zBKsj_^a`bQtyRs=JO!-WW@oS=r2mC&pv7u&U#(ZQA27voxlt}w3c2*mUaZ6X>6)xH z8h|;+t^ma1yanf;{@~yL`)_^O;1|pJ!t>?}pd*2Lb?1)ld|!BTmucj4sd6nWb?5GK zp{&ct%QY3|^7+TAu1*StMrjx}s6Y}lv9%ruOHuC<{VqvNf&OGfa$Bl0Hn2@VS&8E? zpS!jNPa}4<{N4f~BfhZzhN&-q^qp@FG)Yr+n_^kK*^zWs(O3(8xkK04+@V%s|9tu5^_l*NpA3JQ z0sGhf+y4U@Fv%~kkC&wCW614wTlnFaF~CXuu0xQt)uU}ub^Jh7Js>q)Rh2Z|793wS z)Wt5_ngTH<&q0(;^LMA)-R+R8AJM5V4=W?R*B?v4B2W$Amjo)44~waExrV%XlNg99 zz3cL(E6OgOywvpfb9dBd9U*%udl}CC<{f06LNQG=|S=CRsNcsvE3do8S&x1 zr?b7;+m}pFAO%q)7)|9^N*5{^)1?6uIJ+^!o3t(Pk}v6ov0&GyFia#;DJb{!v=Q9_ zoULrjxm!vz4P_T4D%5JJ(b#r`W1S87K>{A{kMOC*s_M8;R4y;Kr&m>dF<%g9ssSD9 zuD@J4gDtHJt>fj8gy7ued`5{NXeK9KuzZ-ea!4V0TzCCx>YTeJj(4vM#Y{~Prhod^ zUCqDP`3ymfaDf4vAA{Q-j~A=7XH2)1pXS>&eHK;y-)*A2pV@oyNDn*L8Z~ zBXWD2HeCWspq?X2vtzHkGj#=>64{cZ7rN3MTrXIJ~kDnusI~Jf4S8WjP zTuhyzdM;5fBu~kqtahgikbv$|np7~Xk)25^p#|3vD4D92q4HGp+~B>)4N8+i3%N8n zRTOB!^R{SqUDWQ)4Kv=R6B{ECmmay}=Poncbs1u~kwv;t8BBRkS63^Zv)x6%+HN$; zt*LiUu2bt|z1VNBTOH13X6WHDDv`6wNL*-}8a9{;0dU?xPQ@9p0xM`8jMD`nFe#ArPrEZ)#{L(vRLb>{c)zt+i35xBa^O9HI+TNFmu>%dg4Mzu2u&-o0m3f87n zSWlRxVD*Uph`_Ny&sZAM5jm<>`lh4I>gjwwO1yb2*`mNR1VypJgTQw27PPj+QTm+A z0`AVi&@s^k(I_lzdW@mx%VRDd?RAmKyaskHUt(>AGnN7I*Brq8W>Isr(Fh|fyvJ~y zta`$rGV5`sD)-OXOn6KI?tG|x45Xhuet)cOaI^8f@377|bxoY^64HDcy?tzSeGo`S z+-OZ=yB65xupS$qddEXv)FAdrhAe-W{vwH{!rEM~tMrfAk-4x+=~M`%>qwLxn6651 zrVOLVl?0MmpDroFUyf@q1Vu;GVtGB#g0GjoVja%blhL`aiIimr4hhXjPIvg(dNx^S z%hbvvDQsWjzmkXvM$^Q0Yk`F+(4?@OZaO1ca#WMwRVtNIt2vf5tey_TOtTc`(tAba zi}^%j>WB*ENv_>BWKHrG3s01$o!NFaumo4~Bzm%u%|X4?-Zv(dNoPxtys6S-!HG8x zZ}HUw)!epHB}Qj5Q3A=Ij)_G6nAvm%5G82hnC<9#Z!?@#*6WQf^Gq!3aBS1;>ncB* z4cn!e;7NErpU))_1TIb4u58AgT1BBzSZ7fPs<_f9dq_aJs8E@-YHLPvT%m;)GSKn* z7$r{mtzcmFOf6GU4AV4p+mNjP=zh|_1L0;EBoK=@FqDc7b_#a5-F|o%?d)Jz*-l56 z8<4Mm87uAYIexFNl(ur~vu}1?ru=+8aV-rXpLv%dX#I;F=f+CqxB9(&%?y6h99wRtgD9z}Fx3J31R$<@1AYlaO zqFmV5gifZq&tx0MyLX;sQ46C2C(=-qi|W7%E2K162U%*qd@mP}RwIM9ILD)_!!o?K z=TdKm_ollhG3d@8e2SI4P4sl?8B~93aQ&WTfn`k?_BNS@63I;BdaiMvG~I8fyy0jd z@;KdFxTZj}rWZKdFpt3Po()2UABKsIW|r3NZM(H^k{l%nGPRj;OI5S&E+yHm#%6=Q z6iJ?df#DCMUUae+BGq>J)CX2reimc z=VJn@Oi3$lB_nA(jW;fb+&P6NGhI*WByu^VMgV^0A++bJIM@i_2-v15f5_KySyRX{ zsfgTYhmWfh#vA+xGyVRs{pTJCF&UrD2u9FlgQqBb2Hw&}=?-g{>S)q30N!>v{p6Rk z*#17_9~YJ3Zn=B=&7R!Ld~tU<7Ytu$9$%G75F)C(e795$t=sPdkzsw9aT*`n0h;m` zjz&?sYQ$r=MBf~o^N%lZp?tjR!MqDhQbP*j>ZPSVY_Oy3)93ltKAlFh;p3M(N{%~; zs}7~eN~>077Wy{sJfBPNY|U^VoQ1E+zVEH*;(C&SO3MGaw3^%Ydfo1jt}tL&dWsP{ z*3sim39_8|^xU=g-+MFl7OEKBigjrW<>PB2Ax*KQRX$3jo^tEItazv+t0du3M4hkIO%dki&-)yY6!$z>!{C=FZL z=oCel*OyG@c))ki2`!H$gP3e9``HZa5L?SocYu+m#BQ=RQ~_`Au_-YHDwtVkA+%5H zuA}kEeD1oGw@rP2r#o}XW4(%f#%_&{1nIGRb8x?efix(=KLls@e7UUSAsswipN zVp>RLYA{mhE&`_f^o(pgV7sKadyeD3zjqB^Qo3Va3+_8$fwm{rQhBI3LUTZ1&0U|= zRJNM>T`Gd)LDXBQc~?<<02 z1j#sf#C_k4gBh$Wl0h7kMzc@kqXDk_DMz?tv-NUZ1X-d{Ty#qpX} zKUc0vEQmHw34!4<=&+k<_UeuP&XDJw8U-MVM#pd=Q!GHFZBxznfXUTpZXc^mt6JS| zGfyv%*XP%~TYvM_=?s-o-NNcEWU?3zz}uXtE8U@it^}NJPq2byk^R{e#~hY1G*^xS zAD!%x@i=xA4t_d8g>0$v^x^4ppezd%2YeQ9)6*yUDWITC`C7fafBl>wA>g8VVB)=E zt9w4(PEe&VjrceJ=Ck~<{b{n!Qe7S-lFUr{3v#;KjYzDA@cuebS#ItK#>0AjAN&TB z{=XeRreupH$EQF1F&S~W$J6a8(Y^5zl)OC?_<8naW6G}h@sa~c%{X?-sa8rJ516$G1=vml7Lx0tkBw7>R6hvoJ_u`w%I z6WkzL2Uzau`TFHZmmMURTLh_jnBs@4!1LD+Viwx1K>XFZNi{o`WoEu;LdVPL2#y+r%)>%kJ(J+0nR2mkhVz+Rhc#W)8PoyPEeOt#Tt;vWr*?tCr94(LmB*eN zaE0Rk#_#^J`Dyh?vrN;aRF@kft;uM=Cy3Ev$l0M0sB;IyI8n8f=$?A|_rK4$``a{r z>$iUEw|_cc1D-a%{QL_@P@MAXWA&Qxm!s8J-hFO{7`T2xZ;#QaAzn z2_%w|`s~uI5rBW7rAq1vIUe?FBhj!o4^r)Qxmiq3#a?|NDf}#{#Y2KsEz65!iC??B z<~GT|+j2Sk_+?MDsIla&yl}ae=cFT;8)KY#UdZ3Q{caPg@h){R84oAJxt4n611*ou zF;wvlKn~sL-dLP(=j%c=#W8eOAQ?trU0+v4R^XlO%j;w}#pXDH??#%bVYAEyD5HFD zj2bdf?d-T&Y>(r?pgtHh3nL?vDb*m(*K9V)ci~R+yrUePVL5?UT}_mIla~xr5)DPR zRhHLyj8{!FGN}={N8;ULu|Pm#VUjf^IK@zGRg!F750oI3CoKY~mgyLG>KULGtEbF> zkaVpJcdJFh)n&^tUEWt`cjqLNNh-NK)T!?Ug+(PxvTSCUy5#LNY2GZ1g8=po1Ha|MU;Dyw1hN*Vii4@I4}zoU4VpY3QEr+YFlaie%@sq`yneztdx~ zdTN7`F2tA$BPo$$2TQkkJywT`XWg$EV&waH_SDTK`C_RHT}P@cZiRbx>n%~!FqtRqUp=2B{CL9A4hb(K6bri%DKv=l1bj*wbT70w(Gd=wEN+!_t#`0dFu7< z`FMMu;2R&*Ha_^c_|&c93vRPitbc7qD1(pbAm$x>KgRcy$yf@^p`%3)pce2fty+d1 z*thRH0{<3_fBC0>@sEo3^4+_QN9^Wq^zv0Nu4>KzFhl}Vd|TEhG(4M;oe)h{l^a?BeI=Z4bI+*&`UCs zg0-wjnygOY50CF3uh%LCkZ=a)ift>h0kJoAWwTs;v@L^iL@V;TRk#je(b7;|+ug;p zA%-vFvD2uLt2Mf7Pq6u}jqFfGriN31QbFLU?|*Wc80$HZKh@MxQ5HMd^V3(S+v}hI zaO-aFH^FLSRiD7PH5l+VRjd_TYiZW(&kl$7WQ?>L#R{%OzM@AS`1CF2ITmX)R<8v%ioOt^!pCOzuDvO|KJC|+|$@_v5S!fsj$1b?%(}>@=oua zlT*^c17+UJ!ZqkvN~vAw=_b$eBF}LshwAdD8N0M6Mc~V+Qu^e5;)AE>Z8i}AuwAF$ zX!kOwN}ZJrVw=l%_9J93>AtcGq-np?X%;ipQ@+>DBJ#cA>~U@VZsn~am*m0g>5@oO zdbE=IjZ$Y}DTdRpQ@XrZ>~@p!WV~y)hkJ4~o!8xV2j&6huWiRZ)C&c)-&bhjWF0iW|C$=I%85v6=CyU2Kza9IbZ$o)%BDg8=$&KhNmI}d{KNZ?p0s-qaXbJ1IQte zLOhy!;~J*ojQ6{E2T*m4^R`Lh)K2sRmFF3i5i~;qskQj`zVBH48$AByIse(Yg+^<4 zk~^I$2VGlCedf)Na!b2;JOPp8glft@`f#=h9*FFzwke>zrtut#in{*k1O-T?wA+}R zx`L+$;j)*WeegUl7-z59qzo6&Pp4hD5$pMb02rX{@%u5ll1I5Lloa6vgiCVGk2V`m z)*}U*jq%YUMioz&c#aaHC9`M_wut%*d(_yL*_GUCAxNvP zOOqx*qN-C|0a&tHNpZDQ&X+UW`XOI=xyuWI&DdrO?sed7neZevie!_T_3K-B+kMVr zp-8lAi?}^#)d|TrQJz5u`6PE-NP(U1F%($L;Zfdn>)A|lIYXDnykrxVFRrCthqNQ6 zTmekYwKWVMr-pj*V$s4BPiu*WMz(e&28b1DdO}LsDvye)%c8EWdn-HtyWe*> z{*4{~K{Hy1E4n{H(Mi4tReFkm5El3O7h7E|UryJjE*7e7ASAX;xNZTi;4y%s2?8&Q zG|RgnWg>t{y8fx9Uz$j^kuvfiTt@~g+E(ve1$orXR+0-WL=w`Nua^-B}i;+gZ zh3t^_V4+5#Zdj_R$RH>TE3nxe#sCp-Ta0nPw4FYRl6!14+!LcXo>~A?eQCHD#jRS8 z00kR_Ctc4TuX%u+IjE^v5>al{2lZMF4OBosx%T<)!_#S``Z7xpbHd>`YKTdS6d$&= zUcPd>k%~D^;Hj;!JWu2@aP2TMEn&K!03{c{C|AF_I~Pmkmus$}Mgo@ZfeccIY2C6U5s+>(T@jujd(@I89wYWKEw9oE z7)D@$wgOMlTm5E-!~ctMEae`*A{E70YRKuIlyRD}$i*1NCVO7`^7Df!m5=A+XC)z2 znxLH53i*k+3WKFG$5~AfK212Fs3H4a7>0oyrRU877FkOA_=0GCueJt`qSY>y)}WTp zZJSWyVng~~mspCQ*Pz06C|d76`b4%`$rg^vyN@3~`uA^@UB7%jp0By-x8HaSH>8wJ z&}-Hk9ru2vjt9uJS47lMnk=Y&+(!0DAEA|XAWZgfXAhz)cZhMoY{-$gHX6{WB!d)3eu(Gj{qidt)HCx)&;O3x~nR-6e=pEWft-04s zFVtqx?c6=kimG{UMUv%cjzt|-k^=#sOz`1oIGDJhkJ9qn2YXg5A9_u=QzI35KiVyJ zL!=&SGGBW_lz>ObIZ5oNQ-_Ik6Uz_A!*(u4)9s3?8ZFoA?ASdtde?>FeaE-D`CER% z+lq=(mLINss(a1f?vib>aLMgRg&~GGFEJ{(?SZA)E9>~h>q-I2!^Pv%XYc1gw{F5H zP)tQv3?t=sUZ7$GvES`*O43DYw3y+V9syd%yQm;CX6Vb&H`m`BsQ7<0{*&MR!SA%9 zP2}H$TG=f&;Y_7iCwQO_CW6>&i1vqH=1jeL_jEhL)4+zWNx4w1G}9g1D}$wIPT&PW zL`U&RQqqMa@W`UgO7;!av{H=n?l;SoTfSw;wRCtqy+DXdp)NDaH|J|2SA`0_PBFO_ zJ8ed`Tn!_6An84zD;lJ2#^+P6c)n`}e`4_L-ZX8iRom8TOkg|P(qTbtt2J>WB7~sZ0~myGEfxn9nY~0 z5OM1$;!%mQ=-w5Or$e)J*mj0Xvwmu}kaqcUt;u)k`#uMw(OF< zb_<{qe85%Pwxm(7UwSN5PUoajto0pt2=__@4#0O5%7YRfFq7=1aK2tE73h3>YP%+l z17W(_)RSVpkgW^%i(K{g;d;I1w*68bGXV()MJ+uF7Tp7uAcIe4SZ~L({+>|`b~+hT zL%{$Xn-*MA)Bw#;6-BQ7x8HYY{*4-6%?X6C9n4*>o#yF$x>WPMX1+5L@!o;awlgn! z^Q&jYu3anVT%Qijel}Zfc5~%110<2bpcJQRBF_u+J!VBAcv#UYSgoUU;lr@3Ac~fo zGousFswylIKmh+~RGUp7qOscmjwZvT^bFSVlB&1l=_^f#ysp+98Sd+?CU7bve~!7y!_2klK0Z)U3l< zF0ki~0kYUp`o`^KGVnxE9UR|JDU8CVIBl8qa1qB7vUM2BA>hO$44ta!d5i*hqt$py zb2P>mFn!Va-~{*O1ibZAr77{*+L$Z7?jr1 zc}AdHeP8#z6?m(*sVcHWx9Y6}Yb(rrG@P=;c&f<;<(P~sxr%57p6=HFFHSZ6X8a$< z-}~b~{fD2AzFS2Blh5vC9nZYnDz{3xmLxTT+qV%~AUR|DKs=navG9*ckP%KR**|i|FN(T)CV%o^x9~vZsKpCAnS+gdNnFn`Wc( z>WkaX5fx=l5bfK`dAqF<_9k5F8mQhjkK`)ZS}m7p&K#iKdf8JYTi#K4s|h_{7m`9J zm&c+Q**wj%jzjMqK~q)NH1XD?`3%ODUE}XaRS~6i|6OZHZ#9Yel+bPMn zHHM|<mHL|7Tbi7|ca|$z zeqhDDUPtp~enj9Tg(G`jQBX?KBuz9WJ6g$0^*4)2f35MKT`iwMHEX)xw_l!0j?B!U z$3nKe-Ck>$%kwHTCIfx)`iF1oz8B{}5cTLl>4Wb#LFB)g29c>UnkJwqDhTwP7)px% z$$v{#gO&HmOUSnL_1n-}-LKmTRD?0_UAWo!D6+tb?xA!*!!=#XK;><1+gzC6KCB~8 z_UH9>XWJ3+>4bOIKJt&vpnc+^|D!9g59j|IqJjXZ21t8OSO}J5zHLt=0Nt z;r5|04<)3$E#-5?e4$Vx^~l9XqsdiEKPN`*=#YN$>qC`8FJ%A zfb@V1V2bB#>Cowoof=Gfek}_X_n1J(#X^!P@&TQ>oFS;FS}H@+4yOtV>WhO7R$lg?Y2`N)DF#|#S60aygX(R_;$1Xe(4 ziZ}hp2#oCa9iqSf5l12bjwfbh^eU!%enucM!~Z-4lYPLJkCI z&$iaXpjf+pouAu5IgcP+co0{1ysBERYH1kFi#+YnsFlvxr47!5)JH${64GTq+$=p^ zHXMSz*WbNetv!plp7Pn#c0TIm+3>A-c{#XmH}WdNIhUcex2yegw-vX?t$z3Eh6aYa zQKsAO+`pG|+qo(D58pg&4*5f-Qy*jPCR`gR_e;-v`_bAV&@s2oSBq4zB8!Jc5pd7~ z)Ua0JY7+u7$#ib-6W0ru@7Akt|Lc2o*ee}+<@2pIg9}Kr%`ej_65X_P=5m)URT5mc zJGoI1bZQIX<9B@faDA-Sv;fcCot~?i?oN;dnxX|0`C4?I^}Y%knM~`S!A(&3^EB54Vj5?2LN6RnYDabAY$)fqtphI zJ!Y&PK5in5jy>^kshl%8=nN&5&swVP#OCHo5!d9b&H4{>#(z-J9zd5RT6! zS$?Nm%pT6qq|`}T)`QSvQfmOoGyxAyduD6XJ?eYHg5zltr+JpsRY1}yROB7hReU9g zM*r;lj?-WF@xxJMDz--Hy4ZgG;asW}&gaUprRmbVF;temZp?E{+Gsay=KQPINo?7@ z>M3b9$WV@Jhd~D}ccC3)^8)K&yZ~w#$~pL6^}P2;Sl^S~Y;VvmCx>k&Q%8A8qi8u$g>?6ud&oiW6Ox(2*$F%A4mFpe@xuwK zWENr6y4=p?ZlM}W220Y|oSxFe&|^>*73f1XQ*4$i$B}LAs>N;Z(CGIM^-_a=nD-8( zt4O2bDF=6x+raeD(U2IC}7$U^gY ztU%{{ZQDIzN)(vl{;=&gwtyDD`H&ejE(C>jdAgk2l%xXTUTgGv z-BTV{Ef733#xo*Hvm7-iQ#uYl((~Z}kbp!o)zoP&-QFONMpzqj7R8I>o5;D6E1xsX zUh}D?zI&_6KC`3egUl&Y%s{=l<&Emw#&E=VQDCda{lgT_mk?Kgt2drr)GB~L7= zk<3r5h$Jv#jDniNG2)b_o%JAi^GgnWZ!pN`SYpRC{~MoTIE{>Kpg9Hlp5JChc1n{ z@_elxpRd>3-7}2LQ4SgG*g2~)8q2ddri!!2XL_xCa%i_K+1spqL;93Rrs}4xXmy_) zj?yi@6t#$Pk#`N1M_CpHU?~EXYX@uh?(coy0sHGXe)nJegWo=j8-M8zd-ZJ>I&N8$ z8=Njs_Y5~$ErbTVCUS?R=C)Kg_Ia75Ku!AZ;=mqclJoU>tk}cOp>b&R8t@gGTb6+G zJSs4Z25vu1acbI1Jnd^9td{G*PN(faHmRxKs*kn0mn4^|e%28pWml}6lLn@$dl12^ z`xVnp$}qfz;Zmto++yz(f#Z#IN3099FZl7&cH(I43?3SxL?A=yJ_=V%I=c>Z&U~BS z9u7RaeSEr93eXX%JiW?Ls^ns*vi4HnV@ES3eoCPf;GXI{TPY9f#q1XKb!S_IYg@R4 zyY7BIY(8DPV@9P>fmH)b@?D_+QawRShVA0H+cBH;=L|ooWlu>uqc&9yfplmGA5BSo z!~(JCN^v3Asg!%xs_W~A@yjuDyaRtabYL$^aMAsf|M6e_`I_C4fYrg3 zQ=xl+JKJq$!Wnd-JrwQ0to&z(yIM%O;8p9As&x?C3JxnGG5M%Nn(j67jv$cF;I5 z%Mg1!<#LttV;57VsOT_CdWKFEGzBOJTBI>HT4b-;+FoQ9mlNEpfI0v>rtNC9sFB0{ z6r)(z)Lai8fKbon8j|P6wOVi6O**aq7A|H^m|^oJpl_<%L-%wp&uCi`9Gsx$II#oV z&W;!3S$&5OJEsHT2#rJMoVH+_pDKmx-KmfyuP)8$TUTDosHtJ-tooGiN}grv+gk#C zcsk{#l3`lmJ7qU!sW`Pnxm;`L$}CM#0o}Y^eOelqUDfvQgVb%>a(NM4;?x0Xgu4J7 zcf@qqN7F>o7=gpEIrmYPB>&^^H=9@gcjFJ9fBKgN4M=@iVDVEvshp}wxqD2#oy75; zoT9$MtSzGZxI;%RdI0AtuOZSG`mWjh&vT-VpDNJxtA*(zr)s&?PD^cmWOykgiRn@} zV0Xlh2K8H6hmjWqYk*58$SPm^v!y;G2eb0kg_q!7EwFU z>)B#&dxZz_2oUOWGP!KF2p1XIk8}~k9e_5|&bis%c6#kS>rKn~y=zmse3I`#Y4gcjj_^&MWm$4R zBAvAV5zvEr+;8S{hklI7POn_9WP0s-@0>d{)kr&hb!Eep@1hZ&F$r}aymhoDm*n@n;dLA zfL+r1$~V1tI#s{C+@O3epE;kO9=8D}sVt_2AEQ*ZTB2lFzG9`_77ZqK@Z{(@J|#tf zM>tK5YqVhkF2HkBibLI1Xo<|)EB~fP#lJa9B0sg{X&;Fh-$gR#Lbg!Ik8Hzq_A zfCn|(?&_sX(&&s;89fxBT$i(ZTbFzOgRW~GvQXvtM9M-5DwMai23+h6XxlebRby#h z6j%|($6VU9C_UH{`o8C-PF(4yrHZDmSb@-}WyF1F zHX3sYlx9|t!&SIiF6B9#oKFo>^+LQ?n<$>Dg{e`Zyn45mNP-|pdF}Dr8oZM)B5i1b)Kp!E2Kii^2UF@K2xk86{uKF5G6E`e4ZHZ`lp5Oy!nqCiq(SvZ+gZ;shma}e1PE=<^nC8dP`A2R8S~8 z$5F-i0}#ML1U{oc0UF6QUCAHE=2(daozjwwByWsb+O;rZ4$CKVm9n2#$@Hd)iuP;vyyH>-sHcy}mnYn^7ZF;{hE zn$3*T{e7}+d21ErP2acl)k>VSkuBhJgAyhO3<8K95-*0+etDpIBBv>n16=H8%G-Xu za4JzUV08jxDxU62CbJ)Ls%dC~FPo+wIQ`_d?N%SJO}KJbsgr`u2oz3Wo^xgJrE)oYZVD@Nx|mLJ5Xd{qw)fj|a|^fU z9AWvY<*fn zy@Kqj5wbR)H7xaT2WkHJ>pvLS^0-<_&Ug6IuV>3}7YL5p(2{*cV>DjiI3P}Gj-o_c z(Y;U2&3(WjeLD?ARdoT25LMe^uvvR*ZXVuk0`4w{NB;`XRyw&{5iXVUyZetz-LzKs zAK$6NQnr|TF7p44GPpbq^`$-P_RzP1t$W~wWo@_L6AnP6;b219OO5RpI?ZCXL`!Lb z#rKT7T5dMB9Qo8lh*qemtX82k-}M{4UcEMPmqvRKBa`tW-t8JSM3OyYU#Mm}#X`B? z$R2Bape=^B$ZHzMQ&UVgIDCo`yB*CDj_21amn&S%ri-|hm#0pzG}jb!j+5kcib|^H zV4NH1+~IgG^oJA8+4XaUQ(;?M@G|<+6;{*yt=cKVa4}bTDqxX^PH>DQ=W}G?$i}W& z&cjaV87>)f0NNu%X7C}Z1QsL84{x!!UwV8hj!f}TeLPpMl}x7E6Fd}k0d;Nnde!I0 zTekXiie-PA&t%{-RN!SJ@Wn;B*68#|J6#`_)PFsJmo^Il70y=aA>pvpa58ehB@mPT zTnSJnoo9{0z(;A0)_i~QcfOV1PufGG)YEi%`8K37ufBSp&7GdJx4R4)vGqoJ+CgGP zP0(ft8!(If@dQ%oQoX%Yccdl|lFv_&`{Dcl{=cZwI$KD(xtD1e>@Nx2guAEQ2ml-A zx)K8dNYpfxqdDF+!6Q;q5APt*L5X%vBM1PknC}@+*2Hl6cH`pMqy%Li^W2*09ic`G zJ{5BZ^qbB7nmM!v<9P`%AGnmOG=K3eQ+sR#ODc2DA@(x5zc*uEH|WET1HuAB$E`s; zRmEvMsKYQ~M82x|o3*$6v>^#-top$G7*P{#qbMtTI+@f;lX$PL=8iKR;@Gay*v*Lv zz(@Xg%EHZJbI>Zj?l|&h`;*`GMb<5?Xz}6(&TZ^=4SpnLZkhNo8TeCUn<*6jll;nK&dtcU}_cXwH&eD^$~d|Oa9OIb7(ZfbkltW3?aupI`nrMdPeUz*gn(>7c{ z;l@)EpcOmar@L>7NxeO_J}uv>>2xc2mXQr`Yx)P@cO-wm;|n4Ry}#ZWM+HsbusJQIPbdoPbc3<1C~1op)v$G6z<7VHn?bnJ z8r9CBe9Gl>J?lGl`%(eQh{5Ey_x8g^VQN59l+M}htkX@BhG7EMDB`vAVJN-*#X6<$ zBXQ-S_=qHS<2^EL$L!K)SX5FhE#PTvG~H3&{U-1?;aZv;76|(wq1aqtcvm*KVXM(> zPQ5@uhqK)X>EvT|9j01}yPnP`APKX_GGXfMB74b^w&4s8jefn(g!1Tcs^+`b6UcX) zs#TM6rvoLK?)H4Cc6X?$=m0)sKS;aW@D2yWh~awXqHuMMA@u5Hz-x*;dH(9FS9w%t zCU8EJ?{?u_a;^*|*}yQ881F|zQjaV~^;Qg$?^K_TXTngZ-cIyo6@;{nO%6~M%H-if zHdj~}Vm;ehI1wPa5|JEhqUMs#=kvJ&1lV?hJCY)&i$*ICf$NMd?mCM`rc2pre_xeh zQonZB1<&5rSU?IX62~!WJ_RZdBPJyH(#AI=i8l?&wZo0~juC_9Kl{Ez`Fk7x!*Sc} z5~}4es%4R3eYxc64?V?jSml4_s zLQqf(Cj=0}Z)L#&Gzb&cvdfJ|$ZS?;c|bxGJ+S0xWz=i^L*dkOfCBUN@Lrn&@!du+ z&DQ2~iqibRb_Hs>cU&o;TaCD0Z!dsgP&D2MA7BGt!* z$dB8T;;Ro|zd9i+EiRXH%|maS%Os})tGnr;{^4l91Bs)EQ=05Ny}5n3tDa`AH7wO9 zQ&+$#z-RZ(V^Sz&i-3Dq$^<|VP1WWEiN`Q>%ObI;;+0cAUpZyloU5987|`S%SwLmd zR#dXyuGi{Z>gA%Tayn;cfzHKrGa`jtyX|q8zO($Fx;Hv z1eT&j9%$CN0A3hW&`$@<0fR_0%1~ul60Q5CO(Ux5G>+#y3@3$L{&5<8T$xG~(AxBn z&0aF2cW>2MQp)6;jb$=w->W5!bep8 zRO}?xJZ?yF<@|iDKEE$bT?Vi}1V>0?9mIgoHM>b>#tD;4rrAAb%Z0l)#~x zKwdb*si;`K?@j^z99AZ(Z!C49)Q$q8^7?jpzJ2xeWB-9^oV##y+v{Yq$>~VRj3YQC zMT48jq?X0m88P zZm?JkiP3~rJn(Hv0;*XRS=BZ)!}DZs@Yiii`?qO4PZ0!;h6px7V!KCf2u`HGnaBWi-j) zR)&fsl(1PH86uVEC>+9=cNfpz(a4yYtwfFvfPO{K3)5mNqfpW#d`TE%5Y!#C|-L`y1b*)Gr{ruJA3A$D*XXv^`L%Nl_ zTnbG>F*H{i<`Sq{8L75FbFMD?Lhsf4&u-mj_EdpByVg;&HWSxjWC|?CIs~O?Na1o> z0CvESdq~`vNvZd(1sI*2PNt@Y#SBi?-D@o=~wwpa_i6G`M%7w{6n4^)gd zZQJ)2f5%kPU;X1h{n81R>s8n|wcUWsL&a>iT<>1qA4yOmXG10o?OSCwRowlHO>%N9SmdxkQVyGo7F(O!{$==|)C-*DYarBED5R_mP2!kuO=Q_YV& z5}B`f4#*>#s0lW48upOQl@Wbaiu{%OleLpWJ_Z7}2TK7Amh+fSzg`Co)_*K}ZVG(p0_s zhx-j+ID9cTHgsKAXU`3gSF0#^C!@q}isSfngtRBjO4{$|)A3FV*2XR#+24Bl>f!A- z|K&#o8+1>Pr$UF^7~}lyS|~KBcj^2`Qh+MQ<0ZS-QG5zCI6m~v>GsrZcHnAVkkJp1 zdHC@KI*eBL+V%0eR{55AD>BEx6I9QwetMcN@O(yeGM}E_&^YfXDDnXZl9nN+-_E1o}pJiX{;YoOG?|5#&EuRJJ)gB$Dqe1ty;>oyq_FejFEb^ zTOdQyc{@c{7)(@AAyiZ>1_B9O=^Q6S@VI1?5jDwm!QTM4m?>}g-+fg6ZXHbedPm|y zAUd43Xm&fDJ%?=%&2G23-EId~;K`V4po@4soE6KN%H=7y)0k4JQ9qOsDY89_c1+i4 zgP6)@^3YZcnm_+)9`!%}68Gl$Ds;Vc&1g{oysVth_;5Z- z3z!a6tsi*NQZ|fFE3)3wmh6Y+W@)y!6E_-<@rAtfRqq{DtP-veXU^~z?&J&kHnUnA ztivmjzVW9}jn-uoHJ9LFvjm0$5k`aGG7y5uouaBGyY=p%bUJ04tZTY7XGS3iN$)}0 zw~_IXn39vlVlfphlNu5DR5N6gxF#bR1&r}QW6*K&nsmXht?h)RGRlGUAR_*doS|$2 zoh#KQ>EGKtuiAnl(()c-vMP z7D>v30U|^j7J9jRzCAuZet7)w=B|kP>ZFu`D(TGMOk73wYQJqB`t{bV-9dG>nX6u) z=i@m^3Q1oI=IukHlj#Yp3COF)7{2AA``)(RO!6aBnsp1+>$%rxG|CHb<9vf5GrfMP zT0K5LUa|mOkVAWJc<8KoK!zkQ2Ra}es_MF?Wr5OUxGYA21f|m*=&5%ED2Ij$zRA#n z%K${;MV66$Zcj>Hw8H*R`E^P~``6vMN>V7w(3&A~^SIOB^Ad%eulZj20vjRps~?g2_NV`3>~W=I z{(Nml5mLx>yXA5|)7dj@?%ejZ)b)g(;uJ|jl$I`?M)%4O)CPECK!Lc z^!B~B7Wz?W`6!Ol98#>pxN1%79T;wnCp%PKJ!~R5inPhFo-Hl}MURx|?L#OKsZ};d z^Q=P>OcY9UlpGvJ+ipLT>*i0rAqOh20zyTXgYWnuGTD#!(>a1HW-+aVCO!fHMOy)% zWCr_MpNp2Qgnp;LTm~{&j*2qQJ=(h<8+?vrv*fS1Q%phhwfzf@dSj8ZoOMMyMq5 z40sJg(LWgg7~po9G)_yBH6Ih?l)$NxVAvK%X|gJSA9YoiVFXF>wcUcU{Y}vSz9anq zhw<XMy+_`Lm4aIJyj~_)AjOl zsgb-M`iAct^Jcej1v&-yqj~;XXrABa%~j!_{%GnofA3dgkLf*^bD7pVy$u!4sbd3# zxboubH+4O2AWPG8(!reh6r(gHOq%?qn5ijt*Q86iG zwsz>t3|!+^T=!beUT>Fb@xXoe9hrMRowJ|{o}ZqIjKalnOpFhE)U*v*ah-bce9Gq1 z{;rU&Sng-(^zQ?b`*`8uF*`^h4X!G)MRgj8iEwPpc@ zK>&-hq0E#OJJs=rm`CEMlQ{g7?<>lLV7O$+-W~EvvbqnXr z`O*DHcM4PvsQ_D0P$;^HiXP<8IS|FL_`Rw^g>_u76$#tR%r2HTq8uOmBT<6eU_Z7!}Kw%bPRD9oVp2o;Oj zbmA*pebp2~<2!2xpa|6SbH0zKrzH}|iHvO#o(X;^n=4NI(encU!pJEj}Jw8#nvK?fUgsm)!aB!^@?+*H~>0Lswtg(KEGsy<*s~weu8p^=VRgW%gl~OY0macLQ-riQcPz5bO*qzP%Izc z-xaBkV(O79pwlT{zU5w@Ci2oOzo}MkmF#U~>FIeR+nw)b@wiSYVk9F3NXGvv3&C%e&2!qZ*%;`AOGM# zJfFVBx(KI6MdqnJAaEyHDB?#|iUt&q>pSQUexuGDTAgXptG zGd;~eNKV(6+xdLG++CZvMozIYM-pgQcwaK<=7%RUU>oPtDc5$RNs@uOaH(@`X=d$@ zUJZ3dw(GY{6j`~28F zbf2D+5?uMJ>-atmcwHu`9FO@H7lsUesOC8UEzd-cW?7eW!Mj)J94a_k9;h=~5B*YTu=M2dF7be;D|?Y#0c18ae28 zwrkKRV_>*{m|y1ShCMdAk=1X+x4Tg<&vTyVA>VV(<$Aj0&XHRrdzWobR7*CePPbH# zLV5g&s$Y(=XuZBqLM_e$iSKfsiznZ{x*lG(9aM2m!}_UGQl%Zsm)fbz;e4zw%haIF ze+nc?US=;)DY;Lz(if;NOwh#uu^FtRX$H*!Feqeq*&XzGV2@sbZ(ue$guqSMH9Xxk*yd@@Y1nob-Ih|-N~zvlQBJqjw=B&REE+@lmHCQh zi_vX;zsW)Qe7#7jqM;iG(p9y5lM$28Z|*1!ZSJ?1OG)uosckHtsV8zZ%9(%ps_W5V zH72hbx)4_PakA?Nfjb$08vEg>KHZs3f@$!{SQJ?+a1FNIUDly`$8!7Y3NR-KjrRwr zJ9fw4V-0wT%%jypF}BTjQK7$7fteZy27}`uE6W_t7^WK@|L-?OtBy0VnwMjxv5yr1 zVL+b0DB3WYLTuzrC)lV~>grQhT{ecTuI5UzL?LZ;>RS#)7=cCt(^PIPsi#M_5Z}cB zXaSzaKW~n? z+-0+aXBLHwMuldv5?|@^pop8ktLE>&I%oIMwuu(6uWlz0|G+EV{r=R`bQNDBrRX-9 z%*N^+Wsu(GHqlaSw=0o~$J8#*m)-9Aav!Bw2Y5u^?(--$SoJ##LVD6$n=_Osk^l~p zj4`Iwhqt%)VLjt6o;y@g*I;-Dh-4k@G>Zd8lMKAy8HV#=#KL+YNeV3j!ZD%iQfd9u>|N8CU{36Tx zVc8{0!m0fxw%uo=nc_fGJI&?1uYhc>nVmzLRK!N1Sgll3nM7jVWh4<0dwB2!oyRk! z^EJ~J&~9xVI~=x6g2Xu|eC~#&Dvk+bn*GhMKmTqd^TmBCd&pQ)CzFV66V>Q$PUyq0 zPOGU2ki-j)uBhSb2UQQ}EXcYt4NL(zRapeUnpiV&Q5;B9*TRrd@pw$;5#7OBQK-Ou z41%Wz4QIWNWED97c%lNsyKJgnR%LlSn}p|i@E+A;Oy6XjU^=ELis%fNtG=LlgVa8e zhq~hANwbU4Rvue?xll`25J9q#?y_M&eR}Zw#UYLc7Vv=rs!XlXy1ay&BVno!YVmBe znyQu(``ErK=x#r=Ek!TaXqU581aB8J&1P(FJSmIfV$oO*;STR$>3N%$4P>}DyazzK zYz~)8c2kjLrdx!YtyV47c8p%4K*=+1n8-%<$z6)p28SP>uh+{da=ZWfhq!HOOmiQ- zU1PD>=CaFcbnCde#!|8DVc#UCYUSm2J{>c)Jn}G`m?&>ifKrCV^{}-bvg3d)uRAMJ z1^Ue3GsPZ{;iKrQa}?U#AC9q_p_#Pc0F#F1W4S2nn3jq6kV0i(_st3|%q2 zN5EGUOV~C5tJ)qd8yzz64OOMU&RQn8lRV0S%xL&i@O=YdKh0^No`3F`|HoK=jQ?)x z%Ul`h5T1f(uDkOlo6R1NiH`4s81!7F(_O5P0@z)0BH{Ts@Dflgn(s>{h-_}TF0bZq zUtjjXUT0ug?53eqbUW8Ig*G`+R@2wCg4S$r_4T*E{s+c-Y3Xt!k%pjXB6TdN z{@}FlhbKjW=upBlT#CTarXTPMNOq#G+NkckR`^QE($v8Mw>(M1kZw611$n=wnpkT& z5TuWve*8!$)66Hi7)@pNiPF4sh?Z9?b@DNoO(m7VNfu=XOyD_YFtf15qKEfaJ>dF+ zPXI}ko)<_SQ`$ile~hl1aI;dcHz*ERH|9x_H8GQJFs7#R=3n|0W_?SwrtO3Ne>Psu27sbYK*jVO=jMG2gb_Ih>H<{h5 zyU6u?I-M`qa}x2KZoSo7HkJj9rm=LXfd-n$;MrI*n`ETk{kONv`5JkCfB!sh6P!d3 zcZbL(8B6YRP*>uLm*XCw3fdjAP1z~ju7_h30m#>U4=>Gag)IzAwc!wMu9xA+93Sjx z*c-J~IcDqqu}_bZ&^CA2#*(n(nx>)Jhr08d+Le zK-d(pwHV0=jzD$*R+)#uVQm~IRLN2V6hmns@eEm_!%IZ7`DQ;~p&-|aW0qB9 zY<~Xkt9>#C{>Kh?uMvR)_Sq0rp5qv?Hz148Yh8aJc-LZcZEeff)#H5=2&dilf+7I1U8SQP3VRSS50)qoqlL4G~Z<;wGI zAG<~uhP3hyu7K{mf1?J7sFa% z*};H5wnT#EyV+cJbKKNeaVAnI`TmQGpb4U@1O16QX!X}WM6PR1>n<6WS#`U8g!44J zQ%_RiaaLKD!#;ov5ULE`wgMAdu7>TYEVBJB!BUJR3MfwNmPw0>rP1NBew+}jAJz01 zKX>T=!>$}^undZ~mYo80dG$8gGh}L=-8O6c*oacxz*kUJva9cRxx;3^yS!YNtV3=~ zjBL4qPK~ySg<gpCQ)jetAPA=6v`1#w)_` z`7UoeLOhp^ZA+!-@wzaL=K1anQGv#*g6b&1ouVr5Jxwe_;DB&o!&8!y7PfuzKq56p zOG*}P49;!hEmB3@sW$m2bq`QIwa-?eRCnf~h4U#-Di$I5Gf{M`$6!3RNL2XgBphHgL`}*~6;Xh4Ak+++nqjjUnzI6VHXqzNIQ6ob3^Ra5%3dfupx`C2>b+gHaCis@3 z&B|YV*N|85KRdT&e7?V)YpBE|H^4vF(^Y6G^7+#>a`((leN_-t0p&#%6}-vQqbr9~ z^c;cZ9n+hI+D@{jPjaWryB=pRYV#rE&%BA#Qy-PWWtT|*g7KYBEe z)LSCZr=G}g0?)F70qDv9siqHaw?~at4;d{OE0}s{A`&_7p&~VwSNU~oST2<31%x#w zuDSwNsMA^>wvdg_2P8kQku?^xZE%|N4txzuT#S>-4Mh z;ShnFg+h59j|~;aZnG?b*|v>Z6FV&5SPW2EV)J*m)9ux}``g_sb!v3-g=KfKsH8`V zxhgh`WlHF_2kln&R^ijH6hi6gzH@r-ZGbv_h=9$m$RrZA*NqaJf4Qv}H zc^SwH!wCyu6i3$_6zkzY2Xb=Avj6l4%l?Z$`lEmOgZ%I~o&?sQiTX-68-I4}mkREF!96uQ%y>a+A!j=W9ns%b8ZUPb^n} z^(6|iX%TP1P%f6P#Wu%dRnTi+{tC91-~Ixc8tcfbY_1^qWPO|5RuideLY(36fqZy= zZ%i}=*iw$*RgU2veBFDHfSRKnk)t@nf3OV0vVcZ2kp&Mt4#U!%YMQ)44ePL>lj~%n zl&|c!(O6=jJq4(t^GqNNE7e<7)o77s!tVSG7mhRYXBva|!gq(rvO%^NJ;e_uem|Yu z$EpqSLGA+&0esDR*~A@1^a7=ekYu}$46r^I_-tcj1IbTgo$wJjToPOzi6-NT*hixqrFa^j%9Ad$l#D({N>b%q6zx>s;~1GiA{33~RQc0}YKX_Hk$* zgI686xNIzNeKHl->3lW2-6pg9bf0ItF{mt9o~-s(gZ6^b^nShz(gSbGreV3h6+YZE zC<@R$$r^5W6iU+tdw}6>Tm{mEHWkqc>z0f_a##$cG7>;o)*kJD>c_x8r&{H1Us6Qf z_3Z8Ig6L^Z$UhN}sUtthW{*K917 zjAf6P4Iz8P8;tDQ+d!Q`#n{5 zh(21ZfjH+L9+_A+mRyb116xcL4VfsOBB!6;Y#pyq5tl{_VIuqDs@Z6i%dG4) z4)D6RkX*^2mDz;uW4yos_d{R=uUIT_L6Tm;JO6y?njS0W# z7}Kc)WFAUOPFUQjNtWz;rqCOyA08%_LSxJlTqU$kC8~)0NK}&9D>3^p{^XJ{J{yy{ z`+Xvjtk54n=>lWp6vgno2=vZ?cPw{8tpGR%z0OdbJ<989k@UuaxT0r9Ayb1#i$-Hu zSf`mu*r=Er5UWv}r?5dA)qoA>L0tRp8uh;+xms{`ub> z$cYU_`vKD)!DXP+$~CxH!9342ipAluUN0<*$sH1y>-AzVl*ckbD6%1z6Y+dBI(RY~ zsmFH_V<$Vg!0q06OOBk|Z1+xb-b=eg$ z#~D4px$cjV``e}7b}XO|1;dn#c7L(#n7-0mFFK1hM}u1;ja?exh~sI2!flq_RauFrMMG?wf28m8&O4_U_Tf0<+@MA0+PL%~uE#9*61O!om&tW#!BY-CcaVYXV9H(TL>vxdV zsyjp{W2d#<EuF^|tv8{AEL%3C5M>m*ck$GEIT1aQqC9qX@#cIBQP%MZCCHOcq z47zikP_sidZ{ngvAe*3Or*r}J4@L$PI( zcqp4zqgn2jNl_tCO%ikwq;90%cA4d<+iIrkOUWRX>rN4Fz#IWbx3zlqd|sGx|MeGd zUT*j2O_q`^TC%$7k?W~QW}Qye2Hj?vm%~zZ6R)2RJ6NCa#cVDc2gxSW!fAS*OYokG zk%AFSW!h1BP18+{FBFh&VV%kDvZaA%6gP)Txmiyv83l+s;CUEbCu$9(Tw^_nX@tX| zhfPA#EX|=P9z}usq%eGd>XHJ2fy2Od4}NO44mei{Zz0cfv|))1K@lj&sFoqn-c#eB z;$Yc7efjLOEf8mtf~Oapx=J4}xny*gjlEo3qO02&=SZH=ibc2CSQBS)IKGV?UN)6B z8FnJ+v;|K?GTB&q8;u@vO_Ifj>148LgIuJN?H*0|zbrjELnyq~DN(4;ukUQKi&eWqhMFc`lR25gqM;A{M z186;gM_JAU_fyh*3#dE2hpY&1Y_aX(Jd=QSrQv8;fICbOwy-lu1SzD`%|#2-onkZ= zO_xyFVS1#E+c?H6rpV%UuZ8`8<&xfZslB6`R98zUb4ya9EPBHL63}u_=b4y2Yhp z3ajF%Ij=@_b8-Fs+eqa7w`q#q|NgVrckfff_P~-&)5EL#mMV#(+;&@E2rMD^k|T(o zL3Q)hB}-GQIw0mmG+ti=^@ruYIjAzVEE^`xiH@wJxF~A|lH6CL*+e}K9g}6#Wy?+0 zQB>3b{If)OU9nANFo!#EiIgo09s;^vuUTKyMaD)2hUK|X+F_Ka0o-tcO@tNaB*tQ* zWjY+kF#u|!VG3jqd@s)kio;RH#7X_r>nZd~0o+hfyl$2=M-}O?yO85(t^rsH@R8?Q*rE?^u^B$z>sPir z7`4o>RMQAPev}5O*nGRo_xss8^Fb~q<4Z;}84eEz9rp=+>N|FuCrMV7EdgMz&Cd*e zl&O?!DJT)mGz@vdgMjHax^NT5KN+KKWV@jK00{Fb*qCNM)?7k~V#@4o!}NIhD^Lu7N=V?ahO+m&dE48|T0$2WCFau)UBvRNw>5z(jH z$TDAom+-pK;ap$9+sHPTTDh()yMf+opqfR7?@udn+C(mY_if~GyJhq1)8+c|?nG#s zXRI21BA>|@m%KVCRH_BR3tMUu#q>~cB-vidRwGkQ)B%=b+4)M;vC8>5qgl)d)_G(^ zIi|!zZP8Mf*-bJTjRU;ppt2~@yf|}%+1PYC`*)X-Vo`>{b{mV zOq5^+8l?c3D3%vUM$#Pu=NN%w+3*o5A<8nxf@Db3q5^<~BPak8>(HV|prRKv|Er%H z82?|^>&o@OOnu+u*U#VN67k)wY>xfh^W}CovOp-%Xs^U-=3w{yeBPDU$?VH>!j?o{ z&}rHcF-$Oo;bkp*Y9ay+^U(1WyZa&c>92iNnV<{@SL@N+`|KsDOHTRrHuAD3gP8~#|sZ$uePwQ@BixI(~lFp<9smZVO!UF zsZu)Ls_KtUx7quT6Q<9$Z2{zJRrY0u1lk?%A;9tD%_8^lqf&=z^DR_q9_oF4`e~xr z-BNzID6feRrR^F4$6BLCbgNckR>8ay=1lFzf``>)`=9mBG zH-CN_{3TOA9CG{YZs5+PNf4~Q;EV54ERIuxGp z>gBpSUovgqVpl^z297>;%0LEYY8guDU%vj;53gUn`T8n)>HvhXq*9~gC0S{e^SMon zpheU0Kd7o9c8bx{xl7sTIG9+S?>11X8m*_Gxhx{-cZX_M^Z8!8*G3i{U1KY^7|dAw z?hLd>?07kSwIyZ>!x=0&EDlri-8YdpumNn4p|tz$W|dMbv`F^5jYdx&2PTaYR5(3b zPG2HCV;720sA_C_7WKRDz`_vM<lB;jiBP+~D{xTmS4| z{_{Wj7mzT~%t@g1;9~W9%_et|$fd#so$|8KHYdI$BkAgMw(lGL_+guXw#j5JwWPv1 zY_6{?_nF;c7mshw8P~_Fr|RW7HdrlJyr}t}-i@6$`)Fbx$w8aDd*0)^{YHn8a8JEhZMcY%sA)=)m21H!51 z)R1ZqvuMys6KmOscIcKY8x|KYd)>EE6Q z6Q#1QzI=F)Oiy>)v0Np-JLZzx-K8+#4EJF? zkqXIdJe}Q~Bh4Pp1bQ$vd)Z{E6s^`_MQlV5=WDc~1PY6{SF2T<(2P+wQpLSMEo4)f z{kA|hFw1H!IEf**_wmerv&)=dM=}(e0>)_67Bz9O=mTpxga@K*i2z6p#Q+yXU@SF2 zJ;`!7254Wq&GL**0%4*EU^#|jx z6(|M8)A26hPu+=Y^xC8#Ng_uTNqzd{SzLFUo>$`8Top03ema_h(hVEwbb6ZP1yAFN zrtlQQlFH2Eh_HCj4jq%@N@#ELq%=xUqBg2;qt4u#U2D@n1iikBk#WUfYHeNvSb zK@Lnw)&h+j;5bPuw21XOD_4cXoOjIbQuX?rF*S=CGM+w)=63s7G~W@zLf>A8)%;~N znTe-hbb_Tfm+gLE?@)@u^akw_+~*B(mE6xUOJaw$a=EQYrfgu9;)>JhW$c;&e;{5b z0pWVUHq{Cp9_Y_ir_))ChOH51JeWKcR=zj_hGQ(tD840!Q;~QEBUO|j!C#V18f3=s zJ-y|aCQT5)Pw|W@dqfAJq<}g8+#vaXTmRj^`fvUfCV@Co3s4=}Rr^3W?{Ak}F1IB| za2rz`AE`$RmK+gxt1FwYs~m!xU} zJ3^ICiJpNs>U$^_&!ke(%5qUgWm%RCl}a71$NlXkI?xN(gZ&Y^eBE+oylu`jUVIWt z7j#P3PMNTVrk1MtE(hmcuGia1@GYKX8J6PZz^7B^-EuOPfIV_Tedl=EphHPhHwYvW z>9dCK%R;$LvieN!C0_RFW^os*&SCH&)`i3x{eJ36vN;TiM*^3{Qv|EcEH)hcjZ^KO zO$eN$Nn>$TDQBYfaxGI|a+=WEyu?@L#8{@vu0^h6)pRKXB^K7B$&iE5YA`@n%bxsb zaSTt86i?_nwSK`Q`F9K};sVSucyReFd&2bC(+J zJH5pa9xj*bwe1x4e76znR1Ua@M69^=-`Y%gIHuKRRG&#S<=(Y zM-#{Fal;esMJIo~?Xrz_5A`fd$h@ku5)XqEHtcgi)aeRUgG%H?Y{in>66R`!*ddom z#Ih;GkOX|t2Hergee%O(*+8QA{BS&e|K&&Li4d+e@~&@of2 z&GREP>`iaEGK(zcxkJ2A-S6{wDRN*Q@$;7{_2HBI_{5fAi=S^WUo4!q@o2o7uB<+Y z#be}nxjw%uE1n_%ZO5R7uQ&H6s6Cy?VL_9j@Qx|#eVq1vNdwnMt|;x{caI9&F4oH* z-8OWomlw-KDwRA}#4vCL?>~O}@uNn(iXfjnOA9;^;OHq3ZOSG|jIuEdCvoG0=d_?o zEnO-W(oM`8OYr%Ug)++rvAcSZR@EZ}E-;@eE!3$ca_nfa>h%W82BCkH0WNzuHgqP= zJRIk+dGk6GHu+$B6SjUkUoMAi^7QtrTlnM-2;Nd+n~SCAAio3Jp7?`hp$QL>a%%5* zPA?A+o0;0WRKW$>4ChY!0gbBKOj0>ncbIOKrC0kKRIP;{U2&erxA8@7PaJ}E%HqmA-xJwY z`f%t!xQ%SJR7oF7@k6a^n~&PVgT81Mo3+?2ia&iCfBc;vz7Gs6bk$-Qf?_F_=nbX6 z{Lv^>tJPGsu&5-P{M2tmqr>Vxu?PaoblK=8JzUS5iy{3=Ug_oi6rusQtGnBrYKOr*<`$$sAOWhp)xT? z_52V>xpKMGHZ*n*JQ~UpK%+%@;suXm%K|#s^v6OCMtHU|PeIKmcRJA~@}M>^ zmJ*2?rE9KBcWbQWd&>Uw^7gxz*KaePI_iG(Oqu^`AJ4u-j@fL2GtmZ2yL$V$iR~{? zJ#{Q_7S}=AB(<?PV7>y|}&sz!*BLo4j+zC1= zEC!20tuextv8B))!Koa}Q2iAv2%aLW_kG@QSoH!JyhdJk+# z(|i)4(^`=KRE?^>9FNy{JW*TaW9Q58W9QAk2OeqjKfV==-GBae@L@I` zTdQ0Yf)das+L5%{^>BJQUn0M(h^|Rc0*xxZ+05PV5KVRjAPPiL1a6h4+N1-7ohkV= zxft=1ZwkZ^ilk5wnqkk6GRqJ~yRi~K&6xRRliX$#E5;nNKzNX*DX=C@^+z~H+APWp zmg?lwgX!SSRH_2E_Q{3eQO$U~7>{M63-`fSYtd*aY|BvF#`npNX%dYU7LHj!mYv{3 zz#$lgwO527JsFAf`F3|s6O);%d1Ga{hYqK6;K74VelfhRpZsuDNQ(dI&+L%_qoU}-yDeEMA8k1%IuE0a8&4JyE4sn z@(T4avfXz;ye%3wygOfV$HP7mJKrNLzQFr7;2E00xxqY|CLN}n&F%M_mmJV$w-&9j zm_s8=jBQsh*UNR&QY9OTL$Q3RfIH=5BuY+3$LRFa;MITlMsTiw`fr~X!KWElPOLMr zSScD`K551C^Ywf_KYvlvrzQ~GG-CwT`gnpmn&k*64R9p#w4vDjzU>4aNNxhT>Z)EK zqtr4UiIfP>9G2>H(Vb2o`C@gbOJx0U%0h`b<3ITec%5H5o;=Rw@@6gU-TF$qRujrZY|5r zW-Z>}OvAu1L6;<1N9Pb6D5E0WD6CtHCQKSekK{$w0VtYG1IZqCF~;U}Nf#Yys(HZH z8?qNXsmag3xn3@pU7NLW#|*}1E458-lTbXB-NsY-w&LqPJxoRcst(!xet*0_A~S=* z!%?r{QwpF`345JfTAHxx)Z(#J7ZCGO2#4Rek|94yJmm_D0@7{t)hW?NM#uu__X03x z4nwePC?Zgl!Z6dfoWK__ie(&$0|^T&3%+YO;aimO2)N|A9&b}r_*g=mxoUsZZ*y)S z{vozr{U6qL2d)&l$S4^(K~RH1N4s;fSuRqs$K4M~+qKaA`BBpaBX9lyYg_Ova!@rtdhNQX-j6H2Q;nZ6z3}Y4lRp zbhB34CgYjt6*j#A(p^wE>Ilt9t}7W!m>wIoum9$v(3ijY+dunk=!lC{sl0}c>wIb2*U@(?bT z;$24fp90re0D!lPiEY7Bd&AH`4a-Hi%RU*zsFVN~xCfbC5i(Gw1a%mmC-|@%R@m7m z2sD?=@9MRDrryyefh!S|?qbbE5{ky7`%N<6u^Gh@b-i`l>~ou3G8R7SJHno2fs}v2pb2=dSGfIhLFR7?tlE@ z=SI!nv*PON{Hw3uzC_N^-0k@Gz98{%ape%6=g25XSdzmn?l;>6^nBPtr|bJu^Fehq z4aGX+~&cx%DR{VT~T`!nSo<2@h`0e0w#ZrhOS8};TJ-%y-W3hRPWZK?`@1GXiO)Rk{6;tGa8tVgqQ>5q{ zSo(N=JMhF}JPy?v$LYsY)oQ(xsrEitSjV0LZI=$`h`~T3!#&3m!)C>uMrSpkXjD{K zRtF;Mdry>kMxTJNG}z}i?_U4*^G$p9H1jRf8c!_X69guiAp?JVe~Q=Z@mOxVsWXpc zK3>h#GU@Q(rzv`B>y*rwV!Qgf*i=QPUmh-(aI>&3kWWhO-Dlsve*NtR?jTa{`1PAN zHH=p^g<7@bKo|A#0{{<5gS2NUztaeeUd*@irzw%X?rU=>^7eh+7%L(Lw`sfn)%gSr z&_0nmp6(9Iv16|m3%HE?ME!7xyj-%`NPNjYHZGS1s{7L?qnwMR9I02OIo6TIZe_TH z2eL)AJMH$O3yjqU>OMtT$STWHo)+v@{1O z<8bhoV;aThloFWaJd;W6phWCA#~e%k`1lwgnl*}?w;kCZA#`BA`!`>=gvI{5Z@>Qf zw|{nrVC!QpJuIhUnT|P&ze-+S?%uz=nbU#6Fsc!t`CTosO%&UhsL8-1sS3wC{@5S@ z48s0~B95TOn2Y9lTAXN7Fk$4!2YP$lCoeHzM9ztk;PzstiZ_0Ea6xv?-m(SCoN0zY zavYBmiYBS8+OQkPG^rOmuGOb$BbiD?qp51L?Tyh>UVc*M+Y&qistsw*7yfum4+pE! zf?;s=apF(RHZHo4AN*nN66*rJsq5~TgI?}m-sTx^3Pk5>Ch^?&CXh48yeqoB$~G3= z=Rm;jVCNCATd&_H)nMXIpG>4sT(7%}LMD-^0O}N1%b!-clqxeCx30|Rm3nd5XuC7A zQe6*}z@PcZ`O?rQisE^O=xJIYdAeXWlgHd9cG!_qahQD=M_unLc9C-k<3=I*O6_{w@6!91NS*;E&zl75uvLUx*#iV!fhTq+!#W`S zbJOuRH_(I|6ptS(+?# z>A+=*D`O0j`Sn^Q9Jay8!DPlQ%1DC|MLE!zCAWeX3gA*-R(ZjZ?ewKMuT=M`ZH1gk z9@r!q7?35RJnG%~ygY0)maS$rS`#F-(`1NE^PtlKkD~7ZDFbm%FX2Fa6Dv>n*?T{Eg%Tzils?Tw_HgcE+f%I;pAmkDW($@ zIAjU~#cXcSV`?6+d%%##8xtM*~}@DW4amA@U6w>xR2cL zqsjfQz{|osnP~JlN97fc;`)RmsnOg%d(1XWm*(}S>Gdz(O4In)KfHhaCdX(~XSuH? zkGtxURj6a+u-k8sx0i3qW}t+Kd9ao-KuFnFSM@1S997^11{f#Tp>T2~On>~O^DHHL z)?m9G+Q2aPI+`=2ASA=|rA|J%+d}niw&qXR3RFqd34<>u6Pb0fzHY7S^@d}CG)k!x*+uJ@8e^=o zOCWn{+vM67?P82{r&jQw0hKHns%1LFs5`H;Rt(@z-vv%@%FmM^5%)Sow+nPO;B&)} zjNxftMuAK#*OqXrJZhAnwd9GtT62NGO<=ey4h!A5EMHAkHzaA$RfkxvO(&S+HEZcZKMmAQ6GBeq?lsuZ|^CQR)I@WTVvB{B#Z#wEN*f=NKDxJZ+t5 z3^JEvsusN@mY7EkOVCRKn`xrzn3yB$reu=wRC1S50)w(mUly=IAL-hT#FYw5IG;)F ztAzA8#jaPNhOfI#N_Y9nOL7h!E1uSdvdu+fUKw^<(F_xq>g;I}5bgBctG9JHx3?uB zz01wjF}qG?aerniuIsr|+0Z2tL6G6R*k~}4j556cplgFx$JHcnGM)lYqb%#|T5&ac z_x5&83LqoI;c}t5EY#+(97s$7?v4tDRxObul16l8I zt*B@R{GxTfzBJ9w{{H!z&4w+`6g3#g!02^4 zqvjkopB8`mbED?(TVE)SsR%NKnpSp~J-t7s`X42x@^X&cpGz~4k5u{T#|PRFM=!U- zCRb1GcIzjXZ{5Dhi!)2}Or9w`<6oWQB9je4IPyoX_!I(y`7 zhUYM0Dt1SW`ZbxZAEKN4OWQZf`|85@@prR{g*>NiZpHZAX?Kj4S#~fg4+Pg;G?s{s zPlU|t%zR#gj=2g&$Rg6%-LCuV`Om)8*DY7*AIO)Z% z&-d};{o7;kL^ty3iv8Eh97<$hTlYo73uFoWW17un4&q!Jj+b44{8AWB_qph{Vp z$jkxeAs^Rs-Dg zrmjs5?N0dhoBejZy+59=yN))fta7-EnvF$vMP6k>$G0!OiUYgL>XHbAGU?1EvIUsNI4XWoRj6AItuL)@n3!SvoG;c z@$r+dzI(FewN}rZG&Y+`cp#|QmtUXb=i}vk`Z%i(HOTfHJ{FXhiiSc-&Qm#70X_)i z81J_x1H%|WdsCf6X@ymPq~|4MSxwebn@Z-CiCUV?QYM8E5Z6myma<(S9ldaf=NOkG zTFWM?d$QkVjH%#fql>|yo``1=!4BdipG}9>zBu73>0QuDGPFQw4h=Tr7m8JIEMeRk z8e}d}3+`iYxA$RVgca7C73PflwNy5rpW`!$=VjBGjrm%>wCopy3*5#;sV@iy>(qrQ zp!Z5+P$(D5#nA{3-2?Y@Xk_C%-(_=!Miod2xXn_vqex^TQEkpUisu^raLv}Rel^#e z7Z#;Lq2qa0?Rpc+-0w5xQgQ{U`k;-Xoh59Hok1nWmj$$^No5VlFqgvSrZuk&)1BC?l`6MX`czz&ii$ENeO6Uo=)^pD49fEnzl`> z+pl+ES!eJCP?Enaw$$L(6fBAg#!|o$@|+?Dw^&z@YTt@{_&##)fGCfwVe`?MA_s667%6G`r!#U_ORY~sFNmA2z2;&WdB?*Fr z+pt3BLc2{gR;#4}0cWz1Y~^f;>04HHy*+2jgh=^?{l3xIT|n&7z(8FD~ixet*7xnUkghXNw+P$wVTtT4*07MU$m@-K2QM7T;-% zMPe2|nJF-iGqib2r)tagva;Ll=EXs)L5q{2%P%9LN_k!`k_tJ14Z9j&*IJzvg;Fd~Y6Iu?yKDc0{Rj?zywtE*)f#Pe#b$d9R1GT&(18jtlV$Mu2{xc)p> zY&3J#Y#x#2UhEL9#3NNp=V=3=hG4j&=#6j2w8d$ZX@K|ItryGnr7unTfc#>acvk`w zm;w<`SgZ=EXegE{Bz;|FEY_R=_;Q_*U0T1szkqX=&a5L@R8SU)Jn4=5vC^2PbrElM z76V>Y`A(+;d~2};LZMQOqlP5VvP|(nM<8XxEx!&)t_G+Y3w9m_J#AUhwUwZJE+xpC z6fBlh4OLV%9PlIC%vKvsYD7N%sU`DIjsNhnCHMev(&23(A5I`_p6*}N)se#L&cv@p(%Z^BdVj`5jU_o-=NOJMCKLwK z7%5ENvoO)Z3B{8)=TzG-hc}@GHJR#$F1u!Db9a4r4EGfZ_B9M2q@w$%FEg$BqPI}q zjc9oymI~Eec3CRN^3?6nTGdvAE-5ojVFJxJ>j;QEu~=mPuq)X!avm*8qw#n)l6iU9 zKR!Dh51G^RxcmdXN)_g@uHg}}!m81TCFY%pL_s`HCd4zsF+!|8np3Cg16 zyY)i8S!`4~yiS&Li%y-DJjantcWRp6bm(}VqO*k?Ae-DS6MDP(|ma;@oj zG%?zJ*cN(&Tryp&&J+8RF@f8pHug--R1KMI?lZg0@vw<+GpC|HWtUyr)N`BFEeGim z(g1Nlj=yPj1^@zu;-cMdb-D;`Q*b`++olc4HqWxGZRpUVOSBd9ryYy8aFh+3wk#FTz zk-OKgpJy)jTSC@)heJA4Xo_P;)rDnJcF@@UWe3PKQj1@OXbFqvWKa6WrR(KoH67Q>soWx^MLwFjWa_%xI$fUtpsXM6U#tX2qr~B;n+nI~*?H=4MSwWU zKoDeeKu9iYfs91b!aJ8D0WK-3dwjkd@GOZEf;XJ~tvzV8MI^eZZXq-H}5N!xmR-s}#7y2JUH zFAil8ooNWisiEG;gu?O7=6L8y#5uF6+M=tPL9=!~9?5o>xmC81%q?52>v)qHR6B(t zKuHH*lb4lzw*x%cppi}b-j7pFkj7IA=@CoR6KMni2-rnIE^t-B_Xmf}HXTn~_L+4@ zQ#Dujh7*ct<TpTZ7kEkSePbM2nyb;%Au4WZ(!z>#ygGL zCefYRl3|@qT9s;O`qp;Da0^YGVpMmt;uYu@8bhV)7W6o5ymi9ZvnHq z8+1f4ZBFr2)ilSPzrcCgf@Ts$qxCx8E9jov{O}%?J9?js&t~>JR;ucJ#^!j{G=Pk*T$1aE)lwU1WLm;(f z?U|&+A75vAMOICv-nsc^JUGQy)l@h!uf=z-j!i?i1rd|#umAlUc*s2Z z)rNADufO=>XX`FSMa$&WD}3@Vp+HG^iyDDsh$HM6+B`&X=Vmq@-Fig1lZ!lT2~nBHEAd0YGw|+^DP*Ea zexjqxLA%%Mc2Vg^wSL~`+O1V~o@?nY)+kis(Zn%B-b~)#qMO||65rIK+wfu;%>o)5 zk4MaAAK%0>cUJ{@%x#X5WL@-niESz#tLrw`trVA~W@(WN$Bl_22bJW_NpO2-(FrOu zFwRhC8KQ&23^m~wz%^Fpt8kncNsCkihCmh(ozY}86H3WKq+D7Ivf*&KE^C?yMIR2u zLB0|#<_4suw2H-2b5*Xg0;La!p3Ui67g*S6(Uw)VxT_>0kvc7?H%f7Lcekt6;`?K~ zP$j+h-wbEKgx$YgM>mv348+7v|!t+!kK;sSj3E?tfSYmP%K&INm4f{fHd5Wgdc8chp=Aj$ln z*D|>y!xn5!mkrNm7<u`@eo_z5LVT!$M{WQr3VU#pd-z zZZ1f0C6nImwue|YTj|-NXh^26FM`^<<;Xc*QY5as+H4D@L371ug5tiD;QlHZie{^| zL@bsGwW*f~XcISt+ zZ+gMCQ=U>t+MO8?j9VD$bFM)mXp5d{)yyt8ymhF$-QGOJ65G4S5#UhUSSfwbOrkrX z=ezitoVr$jfZ)AFf55$?s_Rg-)X!H}^QJaMD%n^lQCa(=8y+!5s}c?+3iU$;o_IFP zQ^x3KJn4qkr+p-IpBYFqXm^}zGakHdD&JEud{JC2gA35WbA=e!lS!Obv|GDXT=o}( zVq;!vVUEEPK2BJ)Y+$QQJXR5ZOWq1kzmB0KStfm_jFL11ty8!Gt zwN0~E*+e$c?Yzg6imBtAJCcj*<2thoZ?7MAOUmKvu?lHx0w>zNe#=pb)cqwBDi`Lf zY$Sfj3KLlXGn;IcmW%2pgt$Wm%)>$<9*Kmq90)w-?48;7VI&uRSelZI#IB<(S$_We zKjud8$A5hE=(7vsRCKxW zA(eoGDoCAnyXPYoH=_JpwVKa0myL!$QTv;0ExL&oz4u0G=bNt80a2AL!Kz`ZHeTx4 z1})k|KUeS7_rnITD%(wc3dcO|- z3vnc1Nny*vY)7uIW65MHwmpU6sb(8SukS0Yrn;gyVOODCV_uFmNxSVsNcxbd#A>T* zEfhLc$f2^BM>CdY8Xm=B`4XoSp>Uy*O@ZH5=`gnDuL^~7zFe;JCXO;mD-l z>6Ci9OQ(S4E{Ep}0wj-Kc@9R|w^f0}d%ZTnPyk+3ZzP$L!2u74=CaXkEZd{lE~XhU zczSlZY&2=lWlDZ)F&GRwq~tA=wQ{XWPA4>M0rM@nB1XVyozV>ikOajtT(HuR=6Ik| z)tvxX>>VWESV6bk48v?xN&b1|B73W{imiO`=#VOyF1)n9e3fjW_KFd zd2v;z9dR_l(pi3LU+%9?k!U3X;#g$qDfN7N7OeL+2ieULbM4aII-E+zD)VZz?js;j zyQ+rQ4yUVgx!yRpyfGX5x8oc+-6uIoek@-h5Mi`Vlr>efpn&|6Oqi zKmYjAqmLd)wf4#PpS+ojh|u1cE#5qdY}ThkVt2Z}yuFGICsQGt24t|yRU>y-u&85P zP_Ts3HSL{FGZ+eEnB@URCn4KVcBlRIsVI+>^l6=0@6+MUEy2ADT!kr z;&~oJ5x<3_f@1)T(7MIOD!*9b(hXWkCkvZh)g9T3&@t7Le;BtA^ z)Ic9khws0UtDAGGyR1Q;=}^Y>#&ahlar*wV-@sCuK-Z{~`f zQX$7_Hf=E$M&KHVOQCtbT&X1Xmx3;-28#DuT~eI55`ZPS)htJMK+Vz;HSFefYF-N` z=gH6}y@Ez?uU)U|t~Y_^h3xw6TyfEGrI>5v=c#ZAcU-FxsG~YhX2lySdH47_p*W7H zWzXmMI^A>e{`=44Z|J?ZB1`f7;*oL;d!+L#q zy&G_xXxb8BMxTS0q5az^HdW#er!5G|(d(m0x+plOr#-9+i~VskpPx=; zYB(Ed^`JXW;&}J)Dl~7*cbV=;#0sI3@&32p%&2^WX;q2wFqO#w(7H-^w}ZRq#cA`= zuYd7Tajd*}^!10Ip9r!0(UY&Y-ULlVjETR#+n=wVoq^%Z?BCqYN3$8XIRQ?Y*J9hd z*RU&6!NM&L0(1-T2@VPoVyrow=>&?=7F^t1o_!P>bG_7lcY3IDcn>q)|4@n!ek9gg z>%AO(SWL8bzK8ePZIqNfRUQpZyORyCYe4vL45i*3FSyeh~}xk0_&?ck^~dPkP#*+hdIdJ2q^?06!xD2leK zIYe*-h{4(rDP{!@$PpB>N0 z3EM2hwt$S*uPR-O4dNhV2+MUi9nSXShrH}D{aQ4F=hP$ZGHR4RS|kB=l9G|>RRCvwW9I;PW(o~|>;boF&vsr@#Bqo}!$Bn4{xv6`}6wovvhCvBUw3Y zcbizM5{su(oGNOpY??t=OfYl}f=Cn>obf2=3CE5dtMcmV?XfJ4gk^d^r$>(JYRKWy zv&Q>Y9-RpNR2g+7ia`*PTyzyj^m9GR)QEa^14$B=KEx}vP+b_An^SbL+EkeU{Z-eT zOx+R46OzXdYT0@hgyCW`I&X9tb;P2~(32!p^jy&a-@&zGkZ5p<_XmA^-0gRIge|e9 zK^sSbetVcJ(=bdcfb>X3RI}@KJhPs|#%N@4B-|aKmMGbpEQyjz4H|@NSKoZ7P!5fx zVyk+wwh7mgnH>^zo}`-5P`MIWU(SglG&G4psnKs#v#HE(#f_m-be|0B#kP4C^9Rh> zOs%)^Yv2rC?gzFyn+;t|p^088M~LpS5>14+W!!McHqsjSkZ97focR5xDOGBP)|L2v ze>lC~wAu3(pYpOq=Q^F`LVI_^7dwk(zsm^N|h;Cta#U6C{h?-3UG5u~uD4Us|b3bIWKy4mXBEsmmWV;uYUKebr?+3`irW;>}& zEt{-VF)$-FcVZ&lR%4sqN6O%{&&)ZKD}_6<;{^*N*>uHn%<5*lKF6xLd1PBMR2_me z(Kd%Si&DK`j#lB3SdW}Th3YEb$PEZibyP#`<*NBaA{2?nHWh!&&$p#`xCl|vmtU7| ziy!~PpF)t){Oa>BpZxr3-D^F1^yLFL=|tlA#J|2iUM|PWdVe{-y}H!scJz832_j-5 znTS*rPvTiYGjxIHfR~dr6eduD5@kq{c#E0Lpw#2z{_b@}bogGI<{?rrnZ(myf0TWX zx9w3bRK*2ZfCzNaUaTxb<#Y3Dm*Hh{uypN31yFf>>l+TW+NNvG*uqw!9!3&)mvL@} zwyX&n(3KAhxFi%y&<_HcRce5OOxous*2pY@M6)0Tos@a z(0|ZFXsYw}#2rmXLDy9!8BP`UnU3iSJb(o_sB>YOx*lA@5+w%n#{J8)SD7X!(%D#c znNKF7k#uyad4?%6k#jm64Mj4CSanG_IyR_ABdJC_lE`5r7i-R!%jT+qva;l=B9%N| zA0O^Qq4j1(JChOkk{#C-drM1_ma$DD7OE{&(ee?zy?|Yf*QofXuglz2D5U|mZfdF2 zLiU<2&G{?>Qn<_gjNym(z429m_ULwK4%L8%AIZ(on#m#-8kDLfF_@7=1&0`#qX`7I9jM*u!EMYGUG&*ct(AX%{7psSm(eBKLv)X# zLC)30UOANrhd1$XA`yAG?ig|>WjeA&&;o_5!yrCG^;9}tsFq{fN=paeV@fKCQA#ut zt5rggtac+8GwVodp@HeF=TP1Arex~jlHSCU^?WRxwFcFqnOzEQ@y+*NbjGWXesO{1 z($}AU`Nc=yzxMU~=U+a0C69>8h8+11Z`YZ_dYjIiA5NFIZ;P9Ut3y1#3GULQ4rhKW zL7ZaS5DyqTAk_|n!z3?3-L7L>q%q`@cbDz?&C|LzzL~g8BU!9h*N=YrraMB~f?C}+ zZ4V+^3#QXt6-`gGilsnFBdW(v+PhcV`1TMJher2OD<_k4?Z(Je3e`rvyyS<@&{gDi zzt~LH;-^<<5Fz>+oljvpa3Xe46~`7RNH)BgH@q2+Bvpp-W|46I)VK$D@e?h$O9Qspy8;5nJ&M1^_lf0}D zU0bBu%K_wi9ErC41rQafNmyo+?bqi;cIHr|MRKk|qd1DFPW;qT`4`6j*bt2lAx&IIDy;LRZQs*d zoBQkZCVf6MR+}xZL+!RBXCG&3^Hk;(iL9nmK9`Op=Y>R~q}(`?A$e1LRf&L)J^@HH zlk{d#AyHe%H{+SZ)OHH8^HT9iOeD*KLZ`5iF#Tlnor(q&^Zn*q&hTplsr|J@H-{@yV# zzhkR*yNL?!1gPHc)LVWLlO(!STrN8Gy71fg630-ID!}c23qjyTvo~`UhUR-{(4*N7 zyfTm4FhE+4BrIv7VTcSsiB%ZhQw6Mt3kYxeY~am3xR1M~!`(w>zmIG)$NfqWi2SkA5?oQ%3=23~&T;(hDHU8OPCwj5 zax_m%L74~3!i$?ia-m|7PH)cJa41|WBo3Ek+rB|LiH(01fku_j|M17AL`S~;>cgY2 z$_}&p{KfM(S9{u(dx+Dzzds+Z&yn->>2m+tKP{<4->hi^Gwt^i$`@&p-5SavNq;_?TJIBM9mE1n}aV zq%0GSers7P=aX6b2aUv#0m6!WITGG1Ex{DXMv_xH`K2`L1+ZN<{vH@28}kVW?kSTQ zgST)~oQxb%(m`xj6k7lmZ=zBVuNo$njpd8EoHo+^YIXqW^Kc|wNgvjyx2R{Y=8a+< zW;olGL~hW8WrGL81M{*E<}_-6S!{@^C^`1({_d2i>>qD&*XXBfl`7$Rj*FfSyGZ`; zCb{#rQQ3q;k%wcJ7iUw&lmyljIL7LUV*>y^gh3X%C@T;(Hd6P;yc%qQM@os~)f_x- zP+XM>n`MHn&G_AYjhv3rMbAfiI4o-%rVY_VCe4m#GZkctJe&Ib1259PBHKuz4h}@K zTJ?IT3%*&?pzEbZZn>B@aKRuk^Bo_Uy?p)jqYsxNq?+B(+YcWeEhMFkYEb#=zGBU|pc_lax8(O!eO~If zJLP>Dz@0W8iLNahR5n&A&pXukR<2eF^>*Cbbc*FlG+xW~W-}RvHFYwag16hRB|7Fv zbpe0?@)vZQ`tyP@Rn#a&b|nFBEc>gJeB)sA#8__*5gz-ZfRz=A22MeO(ljel% zwshdYAfgA50q-vGjzxiw(-}`BN!5_+=dUl({o^-V+EDz}3f9%zcT8%(-R|-~+JjWM z9NVqe$wsl`j77~ARls0GIb11_&X~(aCK>7 zY<4??wshl}GMbvhu0k^y4jh?fORQy3u{UpCCNXJz>ntw&=>3zIG{`fis1niT%GX6^ z(C;9N!LrXt1|G}KSH)$u&=)7Vt*ZE-(*w*0RN2NvS)oauqZtw*7zKP-JOLwUuw?^y zJ3|y;(qbSB#<8G|218oF87k6rDir?LpIR#a!uXpQWiJo=cp?!_Z+DSx#}*A+H(eKP zAuzK_9}4`)Y;8iJL@km^Bw=$RfT)QJ!^is_Ak!f;kCvN}cp_F+93i(NCHTe5)o610@Z{s_h`j#IcVB+@S#pG5ef#l? zH!pv=g~o;;HC{Y_`|xmgJm24~kB|3t&uCZnDWG>C>Ug-eU9l=iNxV#RlxzT>$IzI? zP@JY>sI6+GRf<1=Np^nz#ph2xeNn^s`RS|ApM0N{jlQD7o71r=kI2Qc+iRn&G-3wD zet%FZL|axn*ET$3G8((o0_o(6Fei)bf)r)ZZSTYD)B;86PF~lo!9WmQ=Vqq$PnTE4 z(G=tjQeLdyADO8iBz8i=>qMx2=HT^ zLfiCM#!w7JfuVtWJ;H}cP7|GpCz-CwZTIKn`ttDjb*!gpJy;SMjLgM>9K&-4V~Bnw zk*Y)pS<^+-XC{)yTI@2G4sUX_>va#WAFlW7>u2Y5YT>w=d86Rn>hZX#Y_^#NNI$Jk z*Dn>@(##W`AzCdA2wj7EL1iV73>gK9UBCMHK3q$(#^T|t)78g+#AJ>UM^oKjR=bMB zfTttf#h{27Dw)Uz4bWD#mEfq7Dv@o(vOp5Dh#n?tJPj!Tk(eH#m^#Qi92ArWXIZQV zgrwkst6=CJ0qD@i@Sy6kqK$55?!U&mT>roEADcE^%|v72-EJMO76+W z@MN7SDib4Dh*vrt(qHJFVGS6OU%fi+ccD#CYxhva+*!Lvw3nI;$)*6e6jxqe4)H`S zRY;$9J%rSq_cU(1wL_xAm~^u_p!n4DrzurRfBnbrLL&a^4_|-%{U54h>+aVdy?*iC zCpF>rX2K+%f4I9mym@;$9uN2Ng>2ZOb(p8p0Fe@*%r;XLTtgE$1x$2X_gve832;U% z+vC9z0o;xq*Xu(jb9(mS3XRlAMn%-Cf zNl0=e!0m!;m;sPTK;NvOnd*@0R15pMt%|LFeSy}qiAp>ZN!H>`;l^w=2R*-=t1U6X zbY)`Uw|j_>28{$;?KYvQo-0Y>Xe<{?sq0s#{rT;eWojx)AQ8ql(b(pk4#i@1$`f+U zHarlW(a1l9ecQ0xg=!;()mE^Nu3EsF+AK{UX_kU5Z8Fq*b&iHnLIB~3|C^s$DF5R4Un0EPj|5xN)=SmZMOXAhG{1^$BKz&` ze03En!n)f?bjL$cov7VXxn_G@_A0$ggK(eOUlkHXNSsWE!?DYhD#>guz9Aj0`S$fO z9vUQe^&kG*J7+wdz5n|krPTFeWXxZuyvg9%S5IPwn0@*WpB+p)`t3(AKKrYcL!W>5 z<+B%0ejg%Tk!C4wIonETC9+$JRUt~(h2U1NExj`rHEnj|*!G{RuLY&^klZHyxEi#aQz+A-s7`nw zxSAAP(ROW+At6fAG=b7h$%dF7so44iE+mdIcsk10s*T2A70c)2>+otj=S;bttacWI ze5gV@t{oIv@A!*B4`wi==hqQu^lqk#H`B@ZJsNrb)!pTM|FUNP{f|nolscwkiQRS= z-<>Z_c{b6c@ephEkjHnsLt%vKwP8X-=&Y&f8iJ2zU3g&2@%QAYG+qSGVcPA;WFKwxGO)(|x?eR#oS zn-7^yt+3mLHgWHEGv}oiBsAg*WpTRm&vRj@;W$N*%lO@g%s5@ zfY0UtTT>GG@T%%~ia(E^GTZ&(`m0A@KYRT8i|@aG`sJ0RwQ4EbBvuRAkr*HMOMT9r zIk|G9R4BK2@kS^8eiM}?p|j|8Iq=rpsVEDuI`&j&GMWx=Z^yD9ju$D!(kBjOwU>Qr zI?+M&5p+!e3X){jGjuH|ZD%;1#*)D%QB5_mLVS)WnxX)F(*bfTwk9vj$-1fbip%Z- zL2;htSaxIrCj|I`4DcK8=Zf8)Et;AXBnqsUj9k8Wa@S!DM|JY+O}P@^h0~FE`Z&jJ zZzLHylizISjZ`F^l%_;HwLk{*W-b|z_h`JX0Bx%>%Q2;7G`(L4s_Hi4nQbJri?lo$ z9RQo#E8()lb|IO81Gx*CTDMQjPeA_?#oZzPI_5eq|mo=7f>x@%GxfzhO` z&@ey-3TJSFW?_q!M1i(2hGZC@k%m*}?x$ACUoigd3Hx((dS_(!=lMpqMu~J|dx*!@ z=R&>N@3)l^%4&4BkgaBqyJ!fYl4|ERdB$I~5JGbe+mj(m%kR(I%r3Lv@6IV)(s+m$ zby*i0*gJ0xCK_++RKWE~`*=Tr_i;b0(Irr4RA=ajr}}Ex07Wal8&_gk*RQB}v&> zyna?4O*NhJ&xiE-`uOI{FTQ^M)svt7{*Rv@hbr8)I6vPoDTVHIkygEJt2$b06#Ll* z=!Xlk3Ii5)s6SxhT=D%M%1m@sxWzy8Y%>RPw3rZ0yOTO$IGxJM1Xfx5det z9n{!zO;OiP!_Z_~k_;PCSO}yx)j%T2Hl-Vq>bSvuByT+Pa*f84MC-ZIqF-7-H!{&< zoS=G7kH9cseo(wWX!~t#q-wh41Z%r{iTm@Wtche>dyhp=iC8EUiXZk{fG&bEG;L-T zi-)qMWIUbHM)n}OT4k%vTKaezkfa41ohsx~iRk&TJ>S*!(Zr+ud}N>5#g>ZAWA%Q= zFQTRj6)g~>Y*9dfQ(FZAbGDpHNW?`ypt+JMG+Ln(HFiZB@v??kV z*&}Eg##qA<4e|`tQ%in+b{cnC28vhvn^2t{(Uw-lB=YM*c z6s72kug=Ho>(lvi{r1hNr(2u0Vdr+ccr;tBgrl)tm6^CQ1*nWy1U=}1MQ|L-V7A$M z^R}vwMQ3auFOkS;fA{jU&p!S1kDq+^t4~i8ha*Q!bln)Ty+wb~Z59Pl!dCTCf0(H~ zm>|rL3|p5>4cI~*xOyRl^IfaH_34dNC1?LwBm~>KEQzj3RMv-0P_sA*qJ;`P6O)g{qKRrxS8afAgCe84 zTo+bMZ|w3&9clYW7u82H(Jm%x-9d3sPv(?cxUra+8nj4W{pxqW5A(yR-SSbwuQ!UM zqvOSTy*ns1DxoqWOZj_{jYeZ?Eg3ZT~c6I$xI|w35BDnN(>))mS0*e5E^(AQNo{P z`H|G=7q+MTavs@cO7<9dIROx>ChGZce0{e;#_w9OZ6uP3HdYA6inmjjEx*0GtheF9 zsvIsCo3TsZ^>U}Xl1P{ z&z@f{>-GM!Tfcp)OqJO8OVwzG!kb+>*PK^Ei4ybYdJQrK;Ds_Jf$%LJ7zDww@88Ck z+QgCAtA|K5vb((e#qWOihwndm`pGA6O$o+l%H?f$sw1TZ+OJhdj!70fLGd_7vHHc_ zd})p~yaX&iITE>gY|nWkx3#D*eZkW}EG0R?op?aE7Ut(#4BhGHn*L1JMN@QLN%V~1 z)(=1f$pA^obsRUil~0nA1GmH<-;WIj1+&9~X*4MB>gQIueto%Y_fuKrozbac;*Gh$ z2*mG!fx`Om$M^s3{p@Bo8cnC-yIX#RdL93fNSx2FyQU{B zv-3tW9j{a(ZE5UPH>qZ}i?mTyGz?iYbf{a%!(4lT%WiOh&RB&ktGGK44B%LSnO*Xt z$s#BU{ka(>g2OP5+M>h~Ffzb|{^{k_XHAVAMfDO+77gz-oQLLxYbp;;PVbVzwNHdGp;Tzj!<_OfklA_*)_Q?%bTU6uDq zj6f}gXagl_z=c|bMca})`MbX_{F|RzC4b5IH+zz+t&jV7XtRk%4+T_)G-o85GP?5N z)#-khBSm+Wx$G;cT52D*Zf2gRqw}uc>XuT`&_0tY;?jGloUFu(kPckSjHY!t-_J)g z$x1X7UWb9XOXpcJw@(T~H2(N*L#cx&-+g+_FMHj^!KAhJS5E=1u1oV)Q`7A6Z1=rrZ3(6FhiO?(eis}Z_#LR=EyZQ z1Nb%39pB!1hO8T!WXO~N{xCs0QaH-cG2R@0<5{^?r-;G`-p94s&@Arqg?wXP2zA7f z-fh%z3gD2{?bmzlb`J&q$0o<)$!I(U$Zxp16%@B0^y8Py=|jn#%9~93EKF}_QhdEV zUPV#QllqlaE)foe4%cN}3ij)!Nl#VKd2$)sEVVI<5DS%-+lDar_WK> znZN;3ma;2r%=eSUpt#E-zkPha5L|8UgMvxxX!ClzhttW8pyCV<&N*VDUHwmdJ?va!P@QWsP}lG8IcS@*n>5e|ggtTkG^UCR|_TGaC4DJrvr0Ib-+UqRZjD@#bOKyDY1o1ss zJ|}s%6U$I_Ru3Qv7{Rfm@QT9fuD;-brSoJ32J@5zHpk*M$Kdcqv$2|IadWD6`z?G> z+3em<4BoYU*K1^!kJrSkwY47z;%`thr0&ra2e z-p-d3;r+vYbJ}(%BH5#Y_9;|8y-pvmH+|03IZPKQO&t_-OJyVqvTE?HC_+<);J13d zU>baXffG1ux+05$1L-sBM7JzjkzE;W#t!H6^*?@>_1c)uy!q94A3c3QG++n)dKX=m z8>}Yy*+vuC)j=~6S+SD|wIpa(QD|UQfw}9M!?8x=nC!`&T&`5Kq;k*=VAch;4SUS}m2T($4LTGaVVwAh)V*(|K+>^SI*v z5RWBe(M@>iOwjc8d9M60$UOhz$hzIn{_5K!`$O{iqo;rPHa?kF9)JDv>GM}FK3dt+ ziL=aHole)6_4(DCHxKv>`TS3LTWQ4Nn@}jW3D*jThU{rU5q5AAz_fK;p0fyyBW=-o z_2I*dC_RztuP>3q>o>1o{``|qzWv=_|Mgq+rnqhBW62#3nL4SOezU8*xB7+6D&Mv} z1+V9-3&quf%i=Y}7;B|2=V}V-<2{0trch@Avptm4rV7TZ3bO2yV0N_IiZcVaVFnAU zB~t}XQIli^xI07B-0?&qIdF`!WYRQ;wQ*@;cNRSugL^QtW5o4l4i)Crq3RWg@!2XiKjnWQgF~$V#_?;dE zoL3v^EilbRyaRjFUft;%_FGIZIN1#x^}(h%B0f-Q^!=mJ1kA(ytNZ=w z?c4MI?p21Lb)NiUuIr^_B@qp$!jb4|lV@F-hv>jLDU|Ka4220cy6BEsxqI>T=Vg1! zeEjwO>u>+z7k~K0U;XlzfB4xyzV@ehj{oh{^+sap6vd{x-_wU!HnVOLvZ`bKa6Ciz|1Wd4$?z*lD@W^vT)0MO! z6#;jr8zx{RQDHbiw|PMva|AM|$`h06A~;I+V47nkm(P}K(Smquv~z95A5<5RI+TEP z31F)TPP45pYf6R$QHBB1okv+{;~3oYyBzX3o@lb;k;KywjQ1=mPy{Nfs#Hh*AL`!h zxs5De5A--D#xdKAua>zIS&}Gf;Z7_B2!J2~5NjruT#(2_?)!qw1ehq1*a(0iK~f$` zE%kLrzubpgbkChzaofR&>8`3SOA6aJtQXro|I?hT8PC%^xbI6%ABkEh1xNtr`+eVc z&TpX^h`|`wVSwGD`;n#XvqXHlmLn(_2tj?6+u4cr3WFie>lU4_3~LOFl7fI%`~75D zJ90_9l)`xjgccO8<#El0@@2G=u5z6=z5@a)18~1tV9WPEynFn9#q4zKCR)l5lC&dX z#ob&un{G5lnO@a8J`tD_VS@MuutAVD1Q;HTZI)U4gzE!ycrcU%7DN~s#F+fB4+xCG zVHWdSI_R##6Lb@+Ey;(JP}me?BtJhTZ8NA3Lfl920@-v*})PckEBQ4AmUZK}NY) zIKFTEfr)H|&IXcgojv}%of6sLleFtwmLNd1tb@21m z#M$=N{Bj;BIdb6MYqLv@vc>FSV6+#WhJ#hZlUN$ER83VVNob!)94AAVY-mb#_I!0~ z_?`6Wt1tKd@~{5xH^2YkhhM(^@;6VBE@K*Bw{*kciZ?4E<#(NSi*Fo+4~L3p)k^z& z=@O|)2+-vt$5ZHn{_3}0zcwg|Ef?@o-vpWqrG?+o7-V%IqBaCk2a}IHQBXV^(2>_x z46g%z(M1770z)wb`{cJR)e?CaQjQ$6R3jkKzmhclHe5|wR$kf3+|E9b&9&kHMTgaj z*)J<628}iuz+PPuYxH%`cDjln7~n%Iqr=_pt>8}la(*~EnAcQ6@zZcxk|nf`I-b`C z5>U0gZoAVu0j{d6BM0XT+vl^Ji_mUR{I2E5&WVeqi-Sf!Rjut0sE&e_Ya~SD%#l{B z_R9#tdxq9TDyFQoB|mMorkI~_-e`129e0T3eZBeltNZWn7R8Qt)L~1F zKIOKhajss;7wgq(y0>59j=t`2gK`;_Xp*G;$$b#j7MrpRV@Twka`k#Qt=jQ|#k54?-W&NSW<+_3CmOj_qcq^V2b^d!0Wx zg?TO>stdmz0-bn)DP(VbaT{r+*51FlDpP}{ji)akJ$xK7^ozTX9xdO#So~ZNsaQ$u z-(1ZvFD`?LKvjgVzPx`2wp;%o7&zQLh>cGJiL}u%Ab&1A^fa!`g zs3VxwVJ}T}sp5z+x(0~S=>aUdOg}wp)Ii|Zj(#g(HIwg9Wgvt~`N~f%ncH1Y0Urhc zbVm_+z(Ia;kYNLjtV1Tr)|yI($@lhaO+zbH$~cM=O>8Lpw@T?Mf8+p*QLXe#<;oDK zuM-tRP(o^bD{`diHv$205p_dx9Fd2Hg&q!>II!<1%x!I5D=tEgYSjI@Jb)oP6QM| zah!3#Ju)~FM=?rpfNUnv!C)}jAzc3IV!Cw0eSWh+oIsPO1Bc6J^9|Oq(y@bj zqhA~))5X}HchYSegBl8c5GH{G3rZLQg~7b-(1qk^l;0z5mnQwx1`Neb%yJcAbg>dm zmK#jhA^QYL(=f>!5={Z4_V0ggfc)34|Ggj>M0PqoolT~JNGQI2QIx4%acJ_Y(mC>~ z!6>9Mjh$&c6hDh3=F@>DG9}<;MUgy+2Y2^!JF$k$4+DUKVl+&Uq^?;iC($@ND%5y2 z9lTsyM;&-$>*Wpl+k@qM_ZG|E@Wb7e+jk#Bq_(?wXJzTd!@DnTXfit+IFD!y|^ea0vVp>a^qk$mkR`nMoZu+OXgTek}2JjXw#oB&pYkr;nT!8T?)MZ z;a$cN$h6VD>A| zA92UZs-fzJ#A}8EylaOl!x36Vet1f-2QQZIZ`F>QTfe@LjB+lYHFdNx+OH2vgJM3v z-=My3J1U(b+q!{eETvGjqOYl`%M9_r;2II_3XBbryBuB$Um6|w{o=~%=V!Q$JbeFX>1N^f;X>X?FRWC({=)X=`8+Y*y2u}K zH;d1o-#>?6@jKI8coI0+3kT=3(n%NWSecP6otG`a;4qVtAy(;_fu+-FB$T-G)h~Ya z%TGW4`WIil|9t;G-A3mzPA;zR@j~tLe13X%y+(GG-Jj;AD6VaHZKK_G1;OsP zf&*S8iq#}e_6)|vQ5LW~1-OG~LIe!sgbL`qmaZT*youCIKum;j>@+J4%64Q*_Pc_p zf}!g?XQ`s%xW^7u;{gSBPHf=71y|vCi{dN|fLD|ZIl3DNW-+*2k0qv|$=T$ftm>A; zr6394DNg5S7qi5C*08&BJw0d)Mh(8BG?5ZQ;IP$lJXZz&o;P$EL(v+HK^hRN6rM+T z*P{qv>Pnf=<>mFu-;ALBI|Z?{b?5GfhnW-l>2J0*2anZzrhyfc=|MU@==ak-?5Im= z8eK;Lh-iO?mgWt0KW4C(uNE`Ars7aAh<`L~!W_(r3I*ti_Rn7>S73$=$1y03 zn2xI&wtYPLxdHNDzgA3ZesUckMBLt^uP+@u+IZW?O&NEG0%uJ^TWtnf9 zhRb4-#)-mUnutesb~6V%iNwBjOwzoJGmxosyO;6HKt(^XobQhJZmurlwA~E8*m!wK z{Vu)r`Q^)@hrR^1=<}{&jeoqee7knJy?WW{9=v-Gcl#Sp&l2;S)2qqwYkd3B>g}Th z(ZR!!!^n8AH$I!4U5-Uhrwpjc8-P+AMPp##nwyN+Eyb_qrx)ju^=Dsx{Qd9WKKSvg zCyP&hnY5U`sAo6U2@k#uB~EAKVf3((F7D;UBhT@^Jyw*i&LZh-Rdvk6UT(i>lK2p# zDbckc5H|ajve{M1pN^)RPD_O=Rh)BNII_kmjsa+l z;dDb+1=rCjhHKK4OcF3F1CgmKu0V5=L;*+UFg2itSQHY4a+zdcyoRX&(~j3+dh6@g zXYqI_bav4bx=e3>RH)Z`nAbTWfinZoO7p){O=X)btx;wfE$8!AS5ZZ{QKnjoOblV3 z9Zc4reDfE7Q4uOvigNJf!I!u96JNtiug?@09u@aVPswG{`C=wLtd92SHdT>5VdxjY zHi6l}fXyu7qGAae+!&Oq^r=7tZT|iCa%Zk=m2jWciJ6W5?wyC7Ym*C2D#ICB1?PS;%?PAZXLC_(kPQ1 zr?{?{48|w(L?~J?3*fIOCmo|YIS4&L1SpFuSxP)+Gnbc}eo_U`p8w_F{_xGO?%my5`60re zDBbYGCr_~>`fMCZgljq!y**zCGSX_K%LL_lJPW)AOtO+t zs+ic)aD?RiB2gNL8Os%G8PhKST0o`0EQg3bFfM~ZRTkQS>bM=jA;;6p z>l?qtUm_;!#O`RcUmR3MMSrkS5yhZdk(EUI$YatO#WSE9#-b&~Dpf7dEHke>o+J>N zIN08L@$lgaEoJU#TJX*L_Ya=TzHM&4eZ>5sgYO@hwiXKXip6xbTCbF?u2faN6L`#| z{gx(j6W|(ecDl}Y;wV_}6QxutSJo7rG=Z>_S(Jt;L6n;i(6c5%8;*<*Q36Hk1WW_f z$u>Lc{hu2hf67{}^Yy}z=Xq7+Ifh}=L(ZUfX4B|FG#s3sUK~(emE#o|1PyX`9Ek)2 zDW+@0wofye*gn{Xf=+Xef&i5lPlP8xOyp9it(7ZGrxuwP+h*e3^4$Q*2XB{Oynod2 zn5EShi}%+|KKJ_3%a_kyKD)a{wF)m@RytM&n52vI^L>s#xPA0&Yvay@KBh*IX($(n zghz*f{4^lBIG}%;FeWQtj{`G;V!YQGhSpE#^UI5*Zm#{SA6|d|>rXGAzx#^-XB$@U z`G*%+8@@abMS?xW?q5HhRYV~>o`&M4>&m9~elOi-$uO3;XUXDjD=I>#BUaW6^|ZStKf}trG*qSb9hT`<^#t##9@@&8tKpFu6|g zwwg*es``{z`SDBO6}9=zgKPGcULE0rPzXiS>HHvFFI8l_8QVit9q^}LWF*rxTCNRA z&24wdVzz;o^XWZYbtIald}q|eFv>6}7NSv|r%6T^C9+?`%(98GfRruDIEnp_KQ}u5 zl=VGIQ4B8$3YCoIdZTF|&3MFK^dOMP;+1l~#5pSP2fb)?HysB;d}kawEK5YX2%9Ek z7`nk_imbv!0qD-c@$-4Xq%?sag+^@wN#bo{_W9kzo@%Wvude?1viwTiUR_!Kv+b-o4nkes_tVDA{Q+w-XxgrK4w)h6L0+ z3)CDC;H=RWX_%#9n00I{_+lQ9pPl!r(Zyf=^7W6ufAHwh{jUyW+diW9Zccd*KRpYD zW23g7K3|)oEhU^t!~>MhmU<-w77aST52N56_itbQ;%K7M2f;B_Wo@-qhB1>QaJK4? zW|J5mz(;XBfFT!{BIl>yM6U~Y0Z@YN_*42+3TldNM>ct_SxJGoWFo^F4U=XWFJqFe z@Oa*=p?ITGLd|}^UnvbWTlCxSa2(qNXcBGPP!&gI7+zBy86^Nirp`{!PA8GX>E-pL zqAS(ubSHKgE0SF^ zJ5&YAFL0=p%bcQO705(ttjCvuIV2g)tIsFHc2}@fUT&s#POsOuo;{8Iw)yNozL(v@ zuRh=T>T&OtH2>kv!;-^PDvVAyb~E)AP=)4+Ca)N7UlH^g-KZ}IB|FRY^N5ycM zMt9CGXVdsBn4&uLesuS+EV%8C!j$rShn}3zC$U5*FpdV}@hI%JB~9>bsXS=pCx=za zL$c#p;NT#(r?)+wEJe>xOa1`3HW^!ATSG{U%AHM(b%l(gcgJsF~PULdFuTq1_G#;zNUOBjVc3EpF zIq)p|jyBAN#<9HWm8SE2wFb!tnFgzXhzcP%isMOGXfxH4Nn?I>4PF7!)V3f82s_tr zL!yg<<0*c1pWtEya~6*6*tWV1=M2 zASDEWb%BDL07DGWsw}H1uC9rS%B#R685Gf{6;IAa{Fw)SLBv7??!eK*z1?VHnsU|s zNhmQ62NStev+eXwH!s#NF6KL!;EMj-vF^ca7TLK>D_$c#XjGF)+;*iV0iGTZajuS4 zQCZ?G&#Lti6k}Ak62CfQx}GBmR%5=fw6wKy=h@D8{g40Ri{ZsSeR%wNt^bOhefY9c zHb_Jk*}X!tp5Na~)(e>&;uzC~?6)2Z!?fRjp@ic&+=nFrLi_nf9fXde-=~1DAWa4% zZ~`O6mVyyYnPwoGBnY)_;WTR^ev>uNkbp)yGQat`!SN@p=Y&!j1p~cQYIht?k3#c3 zS;{9!h-4i~6wuqNs^{$;#$vJXL2kMe8ZZr3^xCS%Q_yVlG!hu)M$&JwgFqH1Wu?`T zOUc=6n%FAvK)Ev@G;QV$Wb6LD4MLErr;i`q|2)%-%Eg0??We0-<6@2K2d-{EUzgN$ z;&OfUcIe89#b-~S-aZ>MzpaNRq4Vis_%sOo*TCOhvJAo*LurPf0}oG-3`4l3+0yyN z=4oIvfPJff_|=d19zJ+;`L8>IVeLN;K?=DyNrV!6%@ZnmbrZ>OEn`2i9+wrh8t?5L zG`ejxc#a!vqfkhvhpi6q`UGv(%0*Ol{VVz=?GMVrE9n$)=fFrgE>L#uj(_s)0x_>D zuRP$dTvcA-Q51(E$!L4cCZ}`=zt=BZsv!PRG{I?r z#3%-kkwoJ_;W=O1hGePI(TS*QGF?lV;!*c-Hi>V}BEjiZkF^!FUdV_~Gu0hj%~TyZQU!=YRRcvk%|?`t4eQvr}iQ@3*1f zcDR-}xDM?#N||x8vVT~S6!d&jX?qMtHYq>Y(FD<~(uz$U?lt^2uKC7Zwx)QNe;3#! zX@=H3*KhbjvNR;atZ0-;OGZ)Jq=mNcGxS#Z-~HU!_|w*se3U<1JKqV+&H~BYPT;g& z>Em{Xuk=!tWc=ndhQ8`nqSM(Vkjaj7M7!gc3v??7JHbR^e0Ug`#Iv#o@5F?TqjQJT zXl{Bl9i8v79uPj=S6)2L*Ph+`{vp;aZGU`u_v0#boW1k=yVuuSx9{SlS9%T%(QSrO zW9!=sx64(9AK!oX^4YT|6X>{ddOig*e;f(}pOiL4i;?}BQ%C};N(KrK!7&JHVvSgQ z4ot*lq~@eP{iol2cy#aMrrkAkC;efy)V3lEv&iPY)Y< zD}vwo(QUbHhibAIJGENd6U>33N5ek?8hg|FP`1`@Vxl-@a}JxY(D<>?e7DIa`XAo?VT(7$W>hh*$nrJ z^+IpdJ3s}!x^}a8DfGWNr@!!4+=$+Kxoarp{Ol z41w4PzPjXgDDalnFpRNZIXug%-7fl1e{O92N$bBqW#kdqvKQAEiFg5pP!{Odu7d4H zc5~rK^lW}u)2V!9x>x2TjyD9#H^r(ojLvssfnYc?o9*;)ix9zJ;caKD>>dhgD=539)0=;50e8*5w7-mc`^)bp2X>x*GXOs_0m-(2M# zJ+l1n?(OZ9^P!^cCoU(EKp=7$n8h2q--i^4XUn3*jwnGUhQhE(a)xMLoSj`IOxZwI%Jw~S^_$lCm;W&N{tDiLl zP^8+n#A!Ul0^6xUrOL1-x>OCVz_R!Un?)*MYrADX703VCuNV62D^E~?HD@f&;$?^CTf%h{#h~@lT<}rw+6BBJ`1)cNh+=)S{kss zZ2lmVR~2R`1B`#iRqKSR^VlF&uhw`$WoZ+}as9+&%A}<8q~RDmNj4c?mC)Sz>2#OS zo4MsTcNd?0`TgSq5ncXpE(@XeukZgDP{s3)A0NJ0njH)Q8^f`Dy;w)`h1d?MNU5#U z`GMu<#RC6BVgzHBsxYrOOkqDgNapkPem=QhZHW|cPyjht8D(`xv4EWAWDYK~c1LQG zO$?)D(Gw(&(cF`6~@G%M%h?wH`Bv(MKI7REC@(+GMz?tGLwsoX+x5$ zKw`9kF=FezgWZEHz*hQfCmK3Ci)0%WM76ymu6__ZpZX)z)3B@D5^hqN-O;N@9W|0!G4P}(-x=<}*&S+yDv;<9HG3m4~`7pIBK%R*}H_4jY@PH|(L zsCEa>7t$?wH=ejjbD|ucUrq~(QVT{R71xPIlc`yT?6iWHBaN3$KNlO3R2nz6u837& zmgi^;2B8`=VS=dQyz6);9?WTmAp-ZJ>8_*u9Z&#IIR>zdilGAEWN5anQUFKb48EOSJ+C3fdo{wP7DPq$AwScX!d zTA6SJl_K!L-X7+)3_!DZO?q`=4G9QBi>B(RCQLR>&fxP?@OmFq`iC2fi(lTp{mpH; z75dNLC;tt5`{TWPUj-x~{_e}e+h zz8O1>gyx%j@{y++JpVf`dNZ3O;-P7%BB^j?G@eiA+iMe)f!MDVOKY{#Pv1QH{MDn% zAF6AMOB)+oE04DFZFqZi>G@(${H++@cz!OnD(jDyfI|WTeJP^~coev>a3B;qKTqn4 z+XhVFp0ul*Pb-?+_RtD~S0P7DZERm(#uKx7!08@5e)Gc$a$MTFD0NdW&ggb+H!{71 z1uLJJ&qF0$tzOJd>q@uZ+sy?kma7E;tf*n5+BhsSZ7H2i)ii-4SXqWl7(mE0&7W%2 zc*$`MI9!qaUMH%mseVS33f^)-FjQIcKc`!=E_6K2r|jmCcfGGYqCu*9vs9_DZrcQE z4sT$pLY0TL^01y7DxbWP0azKSChCVW%Hw4v7RcX>KRiK+9&~xUa$K)#8JH5FEnIVs?`Xz(NqNVFu1dG7ENX+>x=hZzy4+e7nlCmZ&LrZdi&+` z4?pf0cI4%wmk%F)x;yH2J8U46OeIJAscax6iKT_pv#i+R0gcxX0vjTgYMJ1H;%(IX z)nUD`pN!^`xTmu}m6Vg<7uGlyIG{9r@$669p@%KCW&3uywWY^8H5M z5fjTVZWmv~5u>@careAyXJ34NzP9o5&EmsHOI;V=Sxbk!Ga$NxhWq1v&DiDD zn$Xq-7wCuzB--5h^*lb=JP&12W%~NTHy@K<4^M}-72589=k(*3{)}2C62FP}ztyq) z!QO17cDdp-F;qP$zBAd^Ah@3{2I|rYRUM3?2rIT7!vf?4lcZmygIAQc3J^d>p9Pw( zq4GdmsXF*jMa2+x%`c=-9nV&D-u?DOr!x;}hV~0+EsV4n%mmJtYx59BlrgN<=WI{sWYuez{@b4$7=QA*MNU{0HHpUI zX=oe_%?=3BqYlp|(J`T<3+3gyArXjCLB9V(ujO zqQMxc$(5bS*(AIft3V1-*a_Cd8NxW>#`hn+`*>SEuCBaYyIOd5Cq!9$cVBMZT&yo` z>^Mg3>AB!0H&&iMeEjaw@{=c5x=@*%$0Ji<;4)Q{6CCn#X<_s7>|*}{X!+8OH){hy&qU@ix`p+|;k^=w`uO2| zmgf1v^={+<9QtxC*77U`R=(%vz+B{{r!4VuobbRk|=`X<$M{II^*1W^TEkk1N62FIv*&WF|M>&Ft;Y%7V?6`~5+dY?7?# z8N)fyzv10bQvE-SQYzoC0NI!yH5fsYA(8}70TLv(DN~|AHEmC>_@#zrQaRDVc1JN* zx5Wx!mWxfrA!mu;VJuTf)zhJ^cVGR@bHoY#!@mlDn|kuYgSVdomLKQtK3x8|T0ge( zx!r?aA(cudd%Kt-mbT{etm3f*pwJo$6ENOSGp&}+?q$>IVzrSlRj) zp5FOi028J-E4?ot@)06`8Gvo9$X`5*lNwjE)W?p|nP&&nKCh zYFGA)eL@tQ!$LM)8RZd^WB?bzemiV{CX>}Y&roy-)0<7T?aMfSqsx#Xs{ZkZBnhen ztdZMow~sm!X91?fVMeqmqMxryT|gT$>UU*8_xlJbwKcfkXbgt69%8v_ZfEEotDFop zH84nIQ?mUTuA+axAc?j^VdWu+RGi;AdOQvH_Ii7PlGv7!N~Hp5t%}+%wtI1yJqYha zM~EsgNWM`*kp3W5qK=tnlY~v!U-ill!}S$2L#Hm|w7jla$dCEEc07 zwh5DJ>xlIwpWgzUwOhbxvR3yb@IU|DxcJl8f~l(3!R0&>jO-TncM`#YKVrn`l#BJs z!EAed2Qk$AG&CLWk21SO)fP2TPFH&>C>!MN zPGE9#y+=?oVYRK5w-Zg+{QTtMqve;M-_9f}wtV;b)#d54cNc;ixEkqvaPj%m<>jYW zEAQ`&UAsCz9S6se$W@SV!5)?-H|yJ1=ND@?4M)#?+^q4usAxp&#p=q+(%R#DAK%{l z@Z%3=7hnDN2M)CGAS_F<&CBUwk>v)PXIl}djU1kx1t13sgby;iLs6@qP8w=UuO{m? zNYv0|FPrWsdzlo(GZK(dYNRQ%iv1K9|wTaO_nD} z$#ea43-zbId7i@hM{J}C>7JgBpG9-o!YJ0mM723AAvLVrhmVX>ESyOdGl%=hVo9-? ze!qmH!+aW%z6Ow?eK!IzsxA{XT2dSb7x2 zklfpN`{~2?zdt91$sZpij|QKAc>Bx6o+d_LzJK(5^~p-1?MQHO)XNr%shzCRfp)LY zPvZm6)p!~6J20bW4f7;MwYk0hex*7rH5$qNQRB#wP0VCjk~V2dIMNxKfFXv)YjXRT z#|W6fOp~@0Ti_&CZg;t7KQ}D?5i5*Qx>BF5Cvtg$M4M>IWDQ5RBG>cK=4pI(9 z`i{BUHTdb%7b`2P&)&VSJ6vFKYhhvG`uU5A$JOhQxby7u?bD~=b1Ta$5m7_}+mUcE zbh@77>`_HE&K9<>Hm+~BFH#O2S$v+`4Hmr+3#e>`94X|CCLveK-`I1%VnIz5oDNdpt7yNsll*OOtX%GW(ot8cL4oxG|M*0G6*-GBWgf7O1x?a zDnyV3LZCy_`Ga{73P+QJ{n+L%P-sMdSgrY^uVoA$9QM+KV!oIn#4cZ|4H1Hg* z6(UWz(kDHtfVA8}u|j~r(J1A!NmCG;wV!6dGbDnlE@Ki1f|@2?YKjI2BjpN;lu60; zRD_ZlK=I)}KbQ1R{>gvy&lgUV{!VYdrggkdORS_o2s%+fdTwlH2Tw2;`aW&SizI+V+wzjmi^6>p~SaIR#_T_jdbTjb& zt$00>tcxrE%4qX^nrcyjJ6kUomzRbuWBSLxeDLJU_YdyBfB%cOH?T8|%n*af#rpBZMhOD$~vG7&&6xf#2d)|@U8-Aflsl4cC28%16q$N6fpAh!+FZ@-($6o*aGVoe;z zYc(8(Y2KE2rInl%bdMyOlHgxv`Q1(oe_|g%lqS)PWdUp%O6S;RSdIZ9m(xVB*%*XW z6~2$6HM~gx*F`iC^+>4|tEK&9O*3SqFc=W3tH}&YvkZ%oO-AOsU6GSiN#>32iP9u7 z7_Jc*Fhgc8o&#jDGw-n-0k5a?L!^cb)Rs`0PkNR7ZeS#JT`~pSQS*UD{dN^U6<4y~W3j-m1M zwS~GWAd%A?*&+9)hljC&cEV&Y*LP_h$|UOzgtFy)9jKZ?nNhlJ6$0u6#cN2vOsg#g z=%IA{u*PGhGGrJ4I{-|YCiAK)>VP{)h*xzW|5~1>)3~Jhljt~0Y1u%~3W7xT;U)p3 z9q?ThggO!6Mn9jbu%g2u)j<{!9qFeGLQduZ1|df2bUlAGEhV~&MElu(_^^bk9X6TU zAB=V~J0r5I!=?U^M1dQUZM7KNEeulG+=%RSxPGHw_Kz}3xYlwwnBy6mY-)l=pafbj z56ZIW@W8wI!zY{NGK!Lvaw0TYT}Mi^Yo`x$JCUW&Z(jfM`ybzw?d)Ivho?1b@8zfO zU*E^w!N(`hS029D`0%vWZh3TcKUGif?~eCm2aaCH$AQ^qT2d_BFG9&fs>n^&=1Iqf zs;N9O9Har==ew>2HBFXdWr#E}N3str&UmVe#d|kB@?4t2kd@SY5b` zZ*JX;IwAtM_1llj8`m!%K3!d2TwG#}{Csv8pX{sNaQ&D!9C)IE~raWFG0apxyQ7=XqV|O=gF~ zHhwr82XlS3n;)Of3XDo7_lh-M;cJ6ZYP4UaT+elNU{1ik2YV04IPeKNSJ>$x1U$rf z0XUKk5d#|?qy@)SfMzMQEe=+7K%nE^Qt6JeldHc&@^;>ePJWv*l-~`Aj{re^5tssCRaAIhoAj<8eH`*94ARGF)4S_s6sNB)pfj1Y{b+ z+0rB&jL!noS$OF7gO`_y_~dN6S1vw%_;C5w{x@e3-ITdbR7Kf z&6_tL-hB1u%k6<}#up-jIeoaID#OstJXev0a`W$i9G%ATMheMJKA|+vB7!90@Y`3v#E``Zu0&No&Xm`?+n zlrLctMGP849Ip-QdG5&5SO_Cf)Z`5bFXL!ARn|@f$~!X5AtdM)Y0_w^f(cSAGO%1- z^@Lns=?PtHPFloz}G-r?-*;xwF@ z?2<=BXmfs=*xsJ*(PpEL%@&u}SMOihLT3Hx)y?|a_SM4biz`AfhFhyEPq$W{KEGXF zUR({I*u%ui*<_sjRz3&PZQs_nmbWf0=9lL;x9_vAKEJ-YKE2#Jv`?0P{lkN=-roE8 z`z`W2`Es+`<>GhWU8DNo{A>;%ov`7hwPZ)kE=@<#7_Ny#Zkke^T6j9yl{-M2_Rm20xBKU>f+oEEf`qrY`(Rez#Z$%Np10dh~YLOPhT|Ft#f)$;_>XDLB%@)p-@ znkI^nK>zxQ5;~=cuB$O%-$^`H<|sTn$<-U9#5kMW!xR;(AviMF!R#X;kSSx0bg{S} zr)`xe_6guN>Vu}M0I)X+9D{U4Gm(CyTB>v3>Z;;sWUb!!UIF2V0tV=C>C>x$V0&IF z5Kr9PzWey#&FeSU%n5(?zx_k9i{1IF&x>z=1ACR_Pmf=$-hEuP;fHZtq=ud_EQ5*vW7!M9~T|f>?14* zyc;?kvaL4Lhk=2s!4NNch6bdqq74)5N#^Iq#6N2Nvl~&wGqc`7{A@JJM9=mxQP3r{ z09!(*~S1!q3YU};e+v|~G1h+Ppw%4~8uCBLN?jmh$`_1C&>ciXH)urdRFJD}c zKyQ~Wt}>F{KU-dWAH)P9AHTks%`dLER!5o|o?l#CUv2hOkr_XE`{~}3Pyf>+*xmhM zgXrd$pIkM(dgS!%qQJZTtL3$NaL*>6>>F_xqFIi|d9{gl9J zNEl4i7)I8_mLhhEo6YJ`hccTyhLmA?n6E%yi^>iT3shIFrBnGvdO&NcOhOQh(;S46 z9C&oVaFV5Ix+sV;>35pvFu6+~UYur%+2}NOkkb{O7*;Bk#$FnhRHk02^i#m;MR8p% z73!7#u+%TnCpJgWG>oH|*y`|b4JnsPr08ja!>1a3TyIGx4rmHh#d7pAk%u%58m0n^ z4<3Aa{qdWx635t+fB7H(VJh%jA6H-8`>~`9Up!g`LGFFlfbM^P3AJkb`^k6^ZX3C? z)6gswoXm@wZsrl7?FN)1V4GK`8QC^7!F07+9Tw`1dLB~+2G~y&u9d3;2k77mk5%iH zTECV^^c&a5Q?5 zN`~S)yL)v~HybF$TM|WAP`osBm~`kOGdc+8GP{`pp|{(|QsL}!97)U~tcC>R6aRuX z9?bB>?oRU+a`oo^!yF?eZ?>)$wzs#})}F4dE!P$L{O+B_oQJ5cdHoj;o;>)wKTaj<{I6Ef zR{F`q1CiM|jVCVlWh1k_bQ2VXVdN}PGE{SSnz-z-p0Se%3@it(r;3e=DHuqxIM~}S zHC4Vg+9h=fSYQ~VO@?ctOvf5WP*JZ9%l)e07^+|xKlLKlfi=<%4xk7uOBWTv(0Lle z2u9L0(N^4Uetw!iF#y@nD1pJ4i6f@sK&kW)(v4xYUmY|WRotLx8ly3o=KOLUe`E|$ zjGE}rz*A%rcqYJAOAWoSX)oteSH17)~OG+U$IOIz5cW zPpggqr*LA}=WGRyT+ib@z~{-`LO!3brc1*?gK|U`CV<4nO|(jDep@lftPyCX&;CIr zaKukT$4hLdMKO}d>#obf!Yd{4XH_iw|E^8Qs8`b|Q&;S^o!&V>UF2{UkA!!7nX{Ym zFr6nIjZy{G717u@w;MaCanN9Xm@i3Vl{nBSylA?ODvza;8KzyV)^;WT^a-gBPa zdv3GjF>M#KU_(Je{%|}GQg3sQy@-^#hxMQ3iNk+0<3&!^_L z74CNvuWuR|g=;m})N36IZC#?tTt8H9O9T68=D~E_v732)zKPG0X4Lq~?8sD9()-nZ zww*gMZ9zKP>;SPlK0Ze@cyW61bbNeyetLd$^n7ps%MmPR^v2-n)pmDyc(AwWJs`HL z^=!7gHceAR#Xh|~KD=6*ZV-WteD%fmpS`TLQ>H(>i{QBJ`Aw)*aXZJ(X_{q<%S%gL zEJqj4ex0VSd`8C<$3vq@Tx8SzeBTf8dd=Mp#ryYJx+7s-n-!CkTmenz0LdWg6|GWC z6^v*0DFj1{ir(%tA6u--#$a~U5=4ul%*xCslk#en;sDwhMr)*#g|7uPYxJ)d zU=XV_2q&R)KfzPcd_10y2fBGumX#`@RLe$nQHj=dnG*zssu70uWFeK#p}BMxRoZ-R zW{(Dfet*Ed3=2)XH^4BoH-J>8l*tGD07yBP()s{PYrbpJPBefHtAuRi?pJKNXLvtJ*PeBAWy zhcAxrUcb5Ddw+Cz{^GO!UPn23H|%KP@oer2;!M?hwXk`;U@P?6AcdrRnS$8PFV?%u zt-HyiLw~ObcxOM}@AnCr##063d=5o1ie-pQy;Q1{5d_lT5;zG#l|mZqEJJ+KwQ7ym zQj_h-|E4+nsX_7Mmidv9H90a2jD0re>c)wyQpgeuqaYt6P_xMjk3>0lza4w5Q?IA% zTFgS62*Wj=0Hi_Uycdgcyu?X^MTB`xOfI~!@qBF_Wt4Kzw!A)>Rz>$ez7Mg*gPTj! za(R1xc5wdTWv=;vod50fi|5}SU0j@=p4>dW|AnQZJ^oW^@zt?;cXN97V%JmSliST| zJf8S`o__h8g75h7*1TRhgE(J$@yq}CE96c7`IkeEx;y{;B=o=!ZI*5yBIDj$Khxr( z%f*0{OLnIvGDO8{)?wIB)UbRX&Em8yr!X{L9H3-NtK{85Rw{vA3YIQY)LXn*#Ep|% z9EGb;m}Vud(c}TUGkTDi&Reddv8u>b%Mu`Z%%_3FKxL{5 zr_vll6dkY*?xINLvT&u2qK{wey&Kyd{Gey|{`spfzxdT({_3wj1Yak=``Pw)wadTx zO8uCYE1m7^Hh?0T0A?>LG#>sDv_8{BJ}TIN@mQ!B=BchmLN`6$QWM>i?S ze|%yxU71Wbhc{=}Zi(S*{{8RI&i9|r&dyIxkM^E@VTU@uFHfJ2&u_18H;36barxL_N^{9MW*!bA3uyF;eP+~B9HAp90f@Zan2^T0*lQKPUgLK zeQcg4Fah_CoHk2VBodc9bC_w=^ZtY*L&zlHO!2-uPc^uVKMRp!V#R;n6i1{DbW8`dC+0I0I2D;P+N5Lv>2s1guQ zFyIfy@|nc6Th&v^9+nG)LdmSamJ(gJyPLeTL^5yHItc#Ywf!MVQwm0huW^F^+Mssz zUJ)gEIu*^7q?RgIav0dw7zlx4#y7R!_jE0>{|i9ve({@^cclNj|M0h)ui5Qi{^`TF zCyB4Co9|vdKixm`(L(a#<(E!HEd*jNUxI2ej>Tx~o!e~F5Z|Wj=m0G@+J%UDHk;q6 z?Mfa{yJE2y@8`qenk-g7RX$+p3{s&*jv@qE1lN#%{HStt`_XWcQ5l8c6q+UkmXTcB z>)XXFL&Sb+Q2e;Hfu)RRY>!2}KAUB`N(#+fy38<=-mb-L<47=6Vp-Gyl#^qash6=_ zMN%Ks`u*HzaoMcX#msq!vUF}xr~1ytXudM9x>>wdaZIO^r7u*KdZ~KP{PJRBzJ9vg znJ!F0QpzGU9r^srv+Ki`FQ2aWzkdbp74-H^>GGAybbfrYym_{)d?f9cv&m?&n9nb6 zkvGuv`N`pCXF6J^nCjEF8&paxUVfM62RDDPl1hF$^I7i{HnTf4doV3&^Es_01+m-h zj=Qv`3~#o!f!4s|p->daK`If?#(S}p++YSFaN`G%TrHplT4xnPuXXJxP|1Z7UP2SW zs-|{yMwT_kXq6R=VjjVm?gB`jrZpQ{)u?)@QZ*KEK1r78+9!tzqg$X|mKFyNiq16RiDID%r3Okl-c zzob956pAPn3P1@mO4czRTio@Q|N8HKwt2&Ee*LEpU!4X1P9J^w z>h$>4J6oHz{OQH3%dpD8T}u(->A-yCb$SgUY$@v+ox>HLOWhlG!XsOhaH7YAyuAPLaGIPt@h$pWCdlp+uu%hqBRhsAvE;aaOd z!%}dtMjV?C+9RHcviQzLovG_~PkEHX%%R}?>;&ijVJslx!YGkRm z2H*bUOVjzgS7$e8-+%b_i*=TuatGhu+&(=&x;;4Fg+#WJbXw<&nPqmqNqtnT`zDaA zt`Da9G7;Ih1?Xz;!ykLn;PN*`jkFyu#|fM(+%IloxKy#)rV}eCrabqqBo2uMw|Uy5 zWinUH_h5qbuNN(z~Xecn5Z}WAe4l*2;GFp`$#IPfhcRSokKWf-j>T)F??+tK9 zs|UMbLx=d2DJqBL&``gZ^#=+9Yjkp#afp_At_%QGh6^>Bz|ldnNAjJvE*ruhrrS#2 zVz-Vh9;zWl0FZwE*EUf+`ImqBo6Fbi)vtf?;pZ>z|Fz}){N2gv=ijb%#{Q?hvwbt( z5d$_t0&(ls2gE2yNE36n+R@Uu_E7h3SGJjV;cd$4WE{NHY$hA`2k**a6#)v;XhMS1 z^(w8@2vMy2CU(aZrKrJfI<{ICyQC&5qAWlJ%U6RTxDvnb)2|<0|I<$miXXH7Vj|O6 zaJMwaIfxW^hQ>LecW`>?jm^dpi*ID}3`;dhr>lahfe4dwPNQ{hxLVn4W8ZRX&esY3 zv7=|_r z$7cr@um1SM?PBFwojp4~y)r#LotRF}W3?tV_Knu-x%qGbXruFT4(^wAae3)Q+PMOY zoPGYo5BIgy<_kB0Pd2w!ltFzrrsFtE*?ghS8WaMUZtEBB;7y5H1w5=}MuOk~$)sMp9vak8ZZ;BnIaYu1$yL4(oim z^9$Pj=N~@&_FtAn_49xG>)&4d1GDGe*2>cQUBMFow7HiqCjH?d#>urR1(m8ej`V99 zAghzeFu0wqHn(}DMW0V?tKD=OQrI_d)EZpV+SU8M_;>&M_uo9|Z+_qXsX_7M)~Tr1 zqv0ad{90{xsLfT8rDLPnd}*GKoj03E7A0k)A4lWMGvndwbd+ebiP6%&G((5;JeSnjIJtKvx_PXbB+hfJr+pl@14Kx_dw>ynSgYR^7 zU1nOZKfVTkAHn)YE2Xe7q%k6f)XR7lW)u?bVNf}jV_N`7*dU%vl$nQ49tGM>X$t*G z#N%)-5|mc+z5C72{uq?Wv%mW1|MdLt#no4zegEZ$)$bM8;ql(n@sUYnlP6ElKY#A( z5c&IJTMUo9Q;WxCbB=ARS-Pnd<8_wtkEd33zhNe&|$+!~0>- zk2k9!@0G2r)rQv5+%mD*J&x(b5_7r&*6$B*H<#zfPe=RRTK(R;Ft0o^8@}4x+kZMd zda-AU5ekNODp#*go-S@S=F8((@699^I#{n~zS-@87iLBO)y3s@u{=25Hy3zaBWJHZ ztT_q38%^pAR2vUEDj2sVR~YKglB<}F`mrwEnVVS zh5;;*Bx*GRXl0I3!F~X4K#{+HR57xx)k%<}-~y2Lr8-<8%IRz|3>Od-MN{!4!f66r z#*K;KB{)}N9$GR%3n0yia_d1Xz~wS-ba2B}rGFQuC{F9BP)X_N9LPO9D~O~3AWbWu zj`|oyYqSJHlWLqMD@vzaz$+!V%4#(j&6Ua}T+zi6GDu~5aaen8w9^$T;#)1{v<4I1 zwG~m@(BaR%^OM=x%fI^1znwi$reA*c>dWV@f0DfKUYtIC|8h*wv3KW3-@b@`t%tmb z%K3M`sna@+xyCl{G$V^JEoO7Yr$KLuCuM zOG`HzvqkQl(HdV^O`P_a#gft6EW;Wl_LABur_tg3b{D%3=Geram(|_>w^r580}J;< zL#uZ>^?JKx2M5Him+AKl1xOJXTG2b$y={CKw9MBwr*DGGrGBo2R5TgxPFCxg2U8`? zb>kF1628^M>X`Vf9>-lWN5Iiye0{N5Y!9AJj}GhYf_F1BZ=GZ_V?H^2{`~3Y#gl{9 zDoFV)wf+8bcXN1cz67*wN^;5L)oN*8ZLSwXN{4+fOuMb=>HK_#@nF{mpI+E>NrCDW z0DqdOm8nOTm6d|P^ID<8X(~gbZkHQj#o^tZ%UNQp;dsB_17ts4>;qZR&zHqYF`V!B z@9cN=mZr)W7D&_|>BK#FPf(#;u7miU#z;kC7zu zdLjf~RR#S~g=w9E3b|Yk&0%=C0KN|L#Q+T(26uyaF_Z1lI#)0pm@9STKuhejML-?_ zQhA1ND{#e_0}iK)nNkTs$=7c+QGw75{-{;)3J&lGr%Iyn?A54ZO`{otS2AIO6}SeC zRX!4iOHZXHKgwjmXril=DnkMOn#yFc_Qy`6l*!a-m96ydqM@YKmmu`g)34tPdgSvj z{?kA2rS#~#zy9{SV<2F|*YBU5?>#ryx$xz;7bo98i+t0{`wFVyH;ueDr_Jp$nwc}Q zMA5vO>e>OZ8{56xtiV@-nOv?OFJ|*0%9uf6B=(X5uCA^^PP4u1zH@q_mSD9>cxU5S z%x-mOWSJwxmJD{-8#0@mpS{}K&TdBVKiK{(k@Ocfy+MTS_6SHp&Iu4KH6=T?LwZZ) z)mpk&C}zt|C}anOZGC<14aS@ag%#BY0ZsVBG4FIaac9dsVqFF}HoXKF8(?iTabb$y zqG3+X9$zlD*QWDp7q20fwQsk$=k(#z>E+({M+Yx2`wy~h6@Od5dUw6t-kPpYPR^ch zD{}UHIa_Sk%iHT^kyHFHuD7>`o3SfV<0wu{UYe6^i;?wC6~P&fHTVHd&`JfO$^_G9 zaIvWaTA>K2J6-NC`~@VKALdInwHz9T0-?CSujrM0GSn{yZI+_e)CkmHtP9OzAR{!Z zc-a_@TBy{Ow$8|`M1C4#q^WI9S5>erKDnWgWr8xEfK*CVO3*tk#dt2uu~IpWW$*#g1E~d#W3)^bhly-B5gqm^5e~Ww1OX9)V(Eb{0Xc%eL_?!-1j7)d zq&8(dQOp#JFw@f8a6XKdp_<%5qxb%R#gT+vXMg;G(4D{e%YXiZRjr-<>Q7(%#wt9Z zFJA2*o&In&_(m~*{^I!d>G_Uj)7?r-NL-Jm7CR8fc9+eDv{^zF;H%NpHeJuBzUv|j zSW6nb-E=1IzlT|ks8;Y2R1+B{L^k!b&1SU@LAsd?iAUD!b;Ya>*J=qf6wZCaLe-XD zP5W0@x0~(k_Q~9CtbS@x{HXO`k7c2Lw{_YrW4mv%zI4$ljZ`_B;#ur|x?YR}VX~Hs zP8W;WGKdkiN>!10y>f4!EvGK4b8cP_QxRKSgd^LL%{gDi#-^J9&MSRSh*L9rdneb2 zM|%^R$L|;0#cDBb>37fmbaHXF_ruSh`d_DZC!XIWU;N_5vn{}lX?OVf&tX1ud2+d$ z&gSdw?O9Il|M2|j+!ScPerP%u>*c`~X{fr#IcT?%%jM2qdz)F^TrXlkSFLYzZF;;z zA3Lw#@^~VO3XI1Qi`fEqDL{a*aI&9`Cj*$k!rgeWAJ1e$A-U1y&~=7y$`b%j4yhA$ zKuL0aK{ciq=^ehU0VzYskBz3@e8UJp69IZ98*cwqW444Sbl$3(-fq0sTT&W_joJnz zorBbt&bQ0`P^B{H#|MKP?QDkEZ|efBp}qdh`CfFMjytmr0d) z`t^5bXD`1prQZY(j!&LlU!NYwOI2FyV3ys)>AthAeUa#FooVTmCikBf-m!f=8;vbP zp+S|w|5hrcl8J1YQ5C9!Luy;6LbDO_jaIZf-O;BJfAX-sy#O2DGHTiouw zyLRR))%JgyR0IoOcbAS+*t-#Y8-w?1lic*;v7n9ar$cc>yO)p7;T)eD($Rc}k5hEW*3xDrdl8LVC*>Blz=Y@9>X`|;Eu z3xLG(6$I$2dcjaR8kEYWkZdZIEh+*8C?is@qv0$-s8-9M0{|P1CDSBX0N-HS9F`uW zv2+G%bF4ts2L<^-iAJK~vA^%XuWIRus4xEIfBDZRxwhxsx9`9Bqgx^_zj*g_cJ|6g zeVsViKe*mMyEuL7%PQxduSVV}kjOKib8L2$Kv-!>naj!8>YVx}-dSJJ@NhVuLIAT% zfUB=JD`}+KYAXK2qnoJINPDdA?ww~mi&ljC$`y;<$Lzi_rPl_7*KLL3h;%q~Pl6j( z!ZEbWv=sYK4T>MPCWM}|%*-oy4?}yrQU@0*Z5cVHwy`tj8PBIdlvWBbjMX`^M3QJS zk>lx}!|bz7Cl1TRO3}2!K5~7h&ubfxt+5PLLBo#KeB?@Ni1%>+-7X_Q_mi2=yI9Vx z7FdRCr!QX~-DEjBJH9me0yI55e(_|wGKRh!daJFPtd~L^A4eAFx zo1^{n!&gH^NiJ+f3bUDSZ$0Iv=sdp|Wm^UN?e%$>6|9@B&oRQ(7Tc;9>n&DNa)Dq* z;xhT{Ab9UbbfKOphQlF1@`Bxgtm{NE2s2VP7N=Vh(ECUV$qi8IQ?3xfMrU}Q2iTEx zO*UMHDP#1S$hLLkC|V&4v}_D|;f)7A9A*q5&lS)@P0+YfUFP6;7ENV)8L;<5iK@;S zZKF`302i__^Pn=SY8XXwH9?igD$DXZuPXz0QBtX15ir8kAXjZ^RSbp86*yOiM5c@k za(D(A^oycg>F1DorI1eLsw#M)DuQ4o4v?e)oC6%I!l*I!Z(>BP-R$1Kkp%31SV)50fRi^QLXgz}8xig88S$#E)A4 zoevV?cb@x!q-uhaipA)5!Jn@K2{evHyz^8#M>X0&B1k#E+a0`jyQ39W%xp&U*))x0 zP#$bHnb&IhJeyY^Nb~j9>zS`tqs5R=tna@1VUuby zy_wm(y;{L7_;By|;^fkp17i!7mE7uT3uv3^;QH2`$z@4}Cx0|zcTh5ZvalXUx4=Pd2wRNnRMMB*qN;Bz1 zFCI$fQGX;j0Kd05=%yt#cVARmLK!yN#jze- z3T09d%di4O8mnpQTa6b>FalSw0$P_|t8lm{DuuYwK>;NH04?_9M*+j}5?Lw0r2!^A zc8rl9Y#Us0wxw}&qt$t67Q&ucSZ1+!FEc;^9-tPllnuiz7(sDSD-Q-Rlq#V4d`%_+ z#ltJu04WhXMafMHV2uVj6RBt7*>p{9)`nRFNbyQrBUn{T=ajZ$m~+@Bu4wFT`)sRkzzI*k@>)c!P`rYBp&BgQYPl{}t&p1XCW0s@MZUuN6 zhpU>99GNcfhxVD*@KP(VOy#bhEv9ef3SBCc!rrTm zqe2Vn+vI#TosPD1Ah3B==V{D8-Q8Yo%&V!(g-VKbzFppnn#!j8SSej6tLgb-HnI1F zCVjVAc%6>v%q>6Wc3-~m5KL;ZyWQ9(v(;)HsdAGq|G4k&yhUf{TkpiY!P(5=yYqwd z^NZ7?qw{C$!pGp1X}Q^5Z>^?Lrv34O3+`W^9qzUVH@DXIWAEzSZAf9#^X1xEBNDrV zWrmgSPM$Wtaizg~yuQ^UM2XoKXC@2MLM!dgTe7YQx#TdPNDRZ2TFvz1#dtp+7~Umh zz6sQHzsjKF0R6Q98G~d>SbQL`wYuT6DjPlLEyLzcl0-$6+7C@2w**>LsH!58SQTU> zh65_+5kzSy93SKmv|l8DFL!5mRSrw!L*aZp90yscM{0UKSHSCryQU9i) z8Z$P9x=awVbQg*E1}dM+r_ezU{J}**Q8)z74bq7Lt(EirG?qdJ;qCxZYP}Si%f+)W z&1JHc<^zll{A23&`RV(!rx#zn4+CkJiFj>3XRvGYd7aM5 zZZ*{2hF0tO#5)CPYC1O$s{$HHM59=-ABZJ`eNq#vHLhS^FGrKx2=ST>dL3Q2%Qg#( zOl}l)Tio`D&0155-u+#-)MznUEgTtIHYeNZWMOyPZ5~OU{KcPT`}s+uEeQ13W}jdA zY`*of$F$VC-{UT(kb0@pVPvg}qp_1~pJTpWu6^4Z2UX4G@CqSunC14;cQ*{-O4@U^ zOVAHZbT@WRd}G&S-sRcA)jh|jt~TDudStWuuAbt&GWqo@7i93d6Z3pz-bju7hd-Tf zu8)o`P0zpk<+j{e9-mwupSy64=Qvqo`}51i?PlgX|6xgfB<^-My8>H|&2Bf=Tqk>T zeHkQ~?!nojpW$kG+k7>NwjZssfZ%Rs8t-Z@&H~7$h&S zP1}tJjb)hOUEppSxpS>j5?e_j#&n@xp^6(lQ3OGi>j=aFN?FFp9Gc3cQ)sOrrZV*! znL%V-%nig2TgF@8v`N(Pw8N`vhXV{XmxjvhYdYa|rX__^+BNik;dA)BBu7&e<@x#l z^?(0w-woCDt1rI&(-v<+2hYy0_dl5W?Z@E7%d?|n)7AcWeh@@^&QWCQba`x3XUy+f zTzboI%h9pTHt|}$zWK}?p>(5&HlFTfihcaPD0JjDom|gHtCeLPU>>;cG~&7UIHz%; zqgcApdw0yT8sTke;EK83#YXe-k&7hmW_wS!rla>y2R9}M(Pnu2pW`{Woz@k2G_%c@ zqtRkvn))$;hDszQYhv6Vhz9SIxYBd27f$cOH}*Mfjvgb@0-y7D@12v0(_yoA5n&Lt z2WTif-A;gf@{OkxOTP@^ln|fnMqaOP{@&_U!ol z{PgVn@ag4OJA`q1-T8cRKy@TiXz<Kv2 zsM&5cbru^K1_I8=m5vO=)B zd~dPar%wBL)nhaW1yXGQw9X(z>pWr9LI7n&sJvd!XVL&kgMNx?DQGH(*VCCCp)*vS zA~^o_TU9I<1|azLAeI#Y$;-eMt}Tb0BWr=CYdVhxJ%Mnxt{L+HbUyakU;X-EpxwXw z^4oW5cCdZ5cf9}XC@&G#o0l)2o?e`toIW2as@$_J#?z_O>9yJ>Q=8Qhpju?WP)9cK zW#3{GC71%BcKxt1{ygsS2lr|b#3-%*fsm#uQ9gbnE4#m$=o+xtXwG>Y#oiJ zpq$4xS}$gv0U?rs$!I#g%NFqh3NuiNZk6sQbEm@-vCbx*c)3lwqDM`1)kb$ zHeX+9wR=EOECkRH$eqqa4xSg)a(meOXOEQB+%wC7xYPC71D^r+b>d|5^pGao2 z$v`ZD)-!qg?ZMJF-)`OZM|! z8{ql71(0Lj)n*z8lyLh~!{W!RgNmLSk0K7QBas9lyUa^`o5uq#i_hU4&8Mz=ke5ln z<30onhASLX9VY5+Z7|-Bt#*fH6zQWqAe|x0?aVSVuY6M=ODCgMxW-VU-OT5k%x81J z8P~hxLk}xKH6gvaS~*9TH=Fs@6nh+AygNF$I^REf`tAU1K?W!hmWq9Uxiv>5DtLXg zx!P<;Wf9!J**y6uc`i>(*S=H-nwd7&h{|NFrmO8nS9`O?$c->8YCYJ05vhvPrOmz@ zQ;+Qq+>ax}p7{D98XeU808Hsn999I1)ygD6;i(+QP|&9xTQ3nR7mDB=RW>G42m)uc zJBWfTRV7Iw2!*bRj8H8BAl1{NG49-`$paLSuVDy?BsE>md6yRC-?!mB;5*qtHWbca znPg9S6iaoE2Vx3KWnlK3La2!4vLKS@i)5i*!HmIxHI@N#Y*4M{mDWQWM^Q8m!;q{Q#}qw;ZVGp^wbRot z0R#zE>h0GLGInylGoMCkA3L3o^{a0`|NM*hv>N%<&-b5>-kpYI=y?D5;^Or9Z13eY zxT$J(vYAgOW0%$8TdYRb0o!J?lk2(5VYS$%Ht*G4S)#C1Ka|gB$x?G#O9U3zyZmxrs}B?)GN0T-YMs-P}4^?6zBT7m#9c z_+mSsujYXAZ4X@}?|c99@M-_(`0VpnzS7qXWPH1vct_iV+w0p{6Q4YLcYZOWU#CX5 z^P4duaF)$-dt&Z)6zA5wqnf$p?d7p4-)Z$ti`|fJhPEe%`*xHl-7b8KgH%;}V5|LZ zKb}Yt^l%u@-e<$Xz_7!_LG24=%I1E8#9YgADHJz;k3@Lz*31XQLWgcWE zR@Oe5(NPsqrj4#t9Is(DUF8`@ZRoNf5`$hQ4l$3KeKE6#-oC|y`Ch+20Gcc0@Ap$6 zHYtSi_8SfBW^$z3D)*B}4num;G_6V5d_Ei>Mq`tV#FEDJGb~pq!){t*tCFoX4<;hnc zijN=LeaB=q+u0Mg^~5>#Z9_c&Fz{V3W}}J4xA0k<2R5wrHXZDu#bQ2OSAeKQY>TOF zxm+yf<{q=zcWFTB_wm_7Hyxu5ARN?4)w_QzbX0yFmFNqqXLs&ZQ zoH*{h^OY5m=~QHW;ENNLdYJ&bgrm#R&C_D+Td&3*l&UkGLaa2fY_@Ztkyf*{`SQ5~ zliN)paB#So_;%OZ_4?-cUTWK(y*k?e{KMxLaJ7(v8x_mRjd`^Kgbw`e%cS?&b6e$s zvR(m>QkIE3=hVC26(uFUKDb`iI_TxXw2P|R-R63+&9m(IX8$@YwsYpI(PD~;R3-#; zb{_;xQWtyucs`LSCKAyeC5N+Bw#KqKPefsq3SJ>eI0u*M$7(nVvn*h9M&$v3(5G?C zZI)+6f->4YTTIn3@`jA3zK=XW*lU9aQn_NU(tJ~Kx}1|3^w5Tf;cPLV2f;d=k0**m zN2qZvS;PUTdMMqhA(>nj#ZqyM)9BzZ8I47UF}M+`zKHDUhMC^`qs}?t^fA7Uwruktwo=Gzkjs<;@iGPtzKQ2p7x(k&c6JO zTYl`MV&3_DWN}-)-m!goelNn5y}Awos-Af)AXE zC&C4`G5K@!*q_we1WCX>1kUvmHm9c>s3>^Akcn1DY#{TTz&F)$-ZPGjo!04iGItcK z3LF{d>BrU})KA2VgGv*R`Znvi&u4?Rw$wypL6RL<)~mJGZn?d>y;-B+b($s1lWDWv z?k=w{udYug0~z*y|Eu>)+c>DV@vf^x3~c9DX7g@617NZn8p=_S;mB%xb(s)5q;E1^ z9VQedVBT)$eqBm#)}~eVHM%_6><)%N8l9hQ@@;8&akaP_A$(?ilM^b%aE}x?JedgR z!{K~B>FN_|!HqR_UV~%NDz6|oUasP$LS1Qc`C!4YIbn_VJ4sR-n$a4|vaCSVL?DaW zJV#MPjiew-Hj>z^<(&=nGoE96ZNQh+^&E(Kb zfzioat^}A`s+S>}N+=Pya}T>N=UqW$>2e{RK{JDN2;v!_gMSa8ZDxway?rh zDNN#(I*R0wG)!oZEd?tU2kDC1DW`fMVWEXuyOx~ToO5tTsMxb#{NjsO zr^m;qr>C#J`tCR`sTJS%|M)kb6T17$ACAvnyxTA8wX0|Q=Le?4^Rt&HA^A-!HN9E@ z5ILPwK-cHaqNp~qqsy7kJDpC)BSj%Ho%cfFYB-sJ#lFbFl7Vj$@07TC5#ma$B>B9s&Egnha3IVbD++-xWRJvaX! zerj0!|6l*cSM8{5c;pIt#$NZm$LWoih-w@$PGVt*s465RHEM~;Bp9>WEP(Qktd&-~ zUZ+G+^t&u0i^ZK01v<65Ue2e9c0+(j%RCsW)zJI(a&C2PuC5jtUcfRU>0bbmbGuq! zU0!WWTWhL?p8xV94U!s#1Z?KJGM%{vK-j%v@H> z&ZjG1R8-UU#m?-gzfNwi%~zKJfuG!*-&$lcczLcQl0BS~;D{6*8%Gh-hoo0$j&&2&!_LUQ3626|xW-l$l2Y zLyfNXbT22WaxMihGpN(ND#{#Q9AH(gQ%R$UvFdy+G`Cr;o`Q&Xm+#)ce{r+-^622~ z+n+yo6HvV@dVct~U({OeUwn3Y{NgN9s)djC_Kt6EPfkx}MN(29P_GF9X+H5zrXzC% zA!}j-id-+eM#HS#ZksPAd0nfdd&NK~o~bijO{YC;-)uD-%>nbf%ScMb6^RAi_R)IC zzV5kW-LA`Gow}?+fE^lpFy5*JO^VTG}7VX5+;y_z=w#9hpSKhHG~Y%M6G%-b-Of4u~FDZZN$& zmm_%Z@Qzl|3L|2v93Yu!s>rE4fg5w~aJWS1EHo&F3l*%GFEHP*xG^NHfT3BXp=J7L zA&0;Oquf(14J0(2Y1RO`Q1BXAnND0z9g$cFRiwe$(edfU%jf5&=N~@bmRpg-3Da?W z_krm6zyGkex4+X=|I_;yhHKi>{%xw!E)Cw2U9WdEnvT7z*>am;WYo_{@%5E&I<>7F z5vOyz7z!GePv&D$6lkDm7jJ|oBQwAeP{GUFrP8dA?evpTE>a0#OSqQAlPHxK4__{lf}$zKD^vqU&YE&;?L3X?zBnwZ8sCAcfH-NW|xyv zyY+V(M~fPtoq0D4R|q5oqQ5v?L=*Wk2-!3Qi5)qxKby{H_VHxqOJpde80eEtisF!2 z#4=xx!-`h8GOx`We~DEqgYNubmL#+yh-BA`)yjNrUR;{Wnx;LZ@`KE+c{cais|{jt za+a_;fs)SP`#@3-cirL3iGrsHeB)Sx`m z-Px00VS1O#_03FvsM+^6U5uh2Q7HriM)%nu8@QJrA=}YzZF;I{P;^^i7!fZKB0j(> zbelp3WtnG~25Y!+8Dq!Twr*4iF}z{Z(AF5kK(s~!qE>rs0Kf^f!0SRfCw$a~K1V2M z_nBju#3eG}Kq!?e_Ir3XgtnwYc7Wk9njWMJl*-{q9jn*T0K&Xw!-0gq7Y!sL)1IQK zIY2Xk{OJwLEJGmmO1T2pYYf|>(z%?`#fRtWqM%VorH(_jGAC7wDTCUjY63c%6khXW z8fKX)(hnDqeux50bv7May|;P&G5zA`>Fn9j(ed#Qd!vlt`0{6;+geRL!2w9A%i*J% zNrZd;9`UyAKDdn&?Yj4BKA!=Kc6*zb+9gK}upFO1I4nJI{<$v@9y;dPs@Coo`~E;O zlw;Lai>-Hqj)||>Ii zQpw%Tt}k5~sjU09%)r9de0 z(aB=z3#sDW?eWF9+$O_7^4$lL{dhN-_up6Aisxtt*kFyXyLK6guU0A)QO6a5=1chy z^w?xrO$4%#mjsTI0G(r7ZS6sCt9ql=X>%14q@+rj)^(m?B|+xf4=gYB5-z93?E=a= zhBIO^AI~R^;)eVnj0a|NSQqXMT;LS`roH$4B1p|oNF0jVtwvCRFrTYk;q6_Kr^ zvqiwSQdGM(G|ycT+afG+vF|T7SLYWuH)pRd`fTR(+s|G-8sg!={vs|a?P@Lb9uY-3`!U>sEaM-*-wp%AF=+;3a!E3oxLE|NV3+%Lit{fBGB>N z=d?I%>#LE+gZ zbx$;T_g%PRTx`Gr)QA6vx;O1{981^4dJOo(7=|$eS9Sw8m7Q4;8LM_tJGJk- zL`oF3lN3c#43Sb$l^NPei6SKf_vTdp1PcQU(o@%Q;X8HRMt9vYY}YscDIb>qL47Io z0b!2sCM$7Q_j)&@bw$PjDGGEbrX%AUoHr&?=`7+Nz46ydba?1*VX0^ZE=sYFx?y%Hf$N%Z9X|H|bP@C+B*^ zD;C>9zSwo7-b9GPfWzVQMTd6>2as?;8*_BTV%;u`OiZfKxZNkP`Pc`AnPSds(cr{* z68FKT_o)%)NENnNPqVwtXpq42uZQP(vKx0>wHVUK-~cm7yWzIHQp)`%95XQhJ%N3`+_EF)~h) zGwl)EZv!BS#+fCKAtr*rk^Rltol1nfp7hS$5vgW)RU6lU?25;RbfLj=-2zs}#z?u; zVd-IgS+ADM*tj^5CWV+2iZxcbB$Pm>T(MR|(0Z*_!+P{*$|y%U9N^_5J7JM(e~23W zI(u`8M>18sm@gqcmaJD11Vhm_^Bs~@qCJWgh&FKtW@Pm4`u@xN*VlJRC=N>qvC zg_mJkUs2M_r+EPgimD)DVFiZu9kka2F}J7Mm1ZKjf{&hZT7jX%QE5)8QYyVkH9F5< ze`Len^@xd|Px}6-ogCWba{cP+_m=_Z;OnfIacjD)K!H4scAp98`pR~@!^rCPXtUo# z1!<*Tj#?UHO4s_)vF{L6%zS=zwq}0#pk2N9_GdYp>3F={U&pBRCe=(Va`8wen_d*@ zR`k)nL%xa&cj@V=RY&j|hL>t>mOv``;?S@}BV!OO@FOfo3pB?OQ(%t(t|k(Lq1_hW zM!UjX98qLp0AM%3V!o{c1s4myYp-TVA=ik-GOJayk%$inG&Ybpq*_OSJj0Bl_rd^0 zshN~1a24b*SUsYPf*y9N9m-LJ9#G*z`{Td3sufY(sKPBqSqyyi5y!-g!FYoZD zR{G=H*Vp@-KV4@h|NN5p{U6`|eFUq2UP*?2DHbcrv;O?}WBM;R}2d=qw-sIACxs&k@a(+)b1D7kxh>ou{>*>$0;w{6^p|iPXk+%^6C3< zKjCSTOs~@(*L*f_xH=>Um7Q(7bHiGLBgm;Bi6rmes|UbHkk4P!s_bGZN z0Ea~VvMQ0?r;|QNj`%%0S71G&mzB(_SuRz=5rh-^nbCBZT95HDf?>6MYc^-rb-*Ll zYN^zIqLztpF1&D`7u^}XEMvuDrP@ZS82?0%v39SAb*LUi(=9+o<9cmb8%P9R?w|lG zoft+C=&CXvm&+)@w$m2*2vxt61f$g?QjRyfB#A3Q5ZHX_@`U%?zPo#Gig2y5@AcdF zcaI-`b|T#De|<{)oXALC!2Gm#R{VLr3NbpLV7O&X@);UIh6yQ4OqJ=KmLr^_33L;5kq zGfmx{2qhJllI8eSY*~rNvyuL!4r!y83A(#J>kl?xBDzUK+oScMo%hylgZuh7dDic$ z*)481zQa+255VxJE9*W@;a!Fh8UH2}NQB%CvY!gdY1dW>m7Cd3qv2ijrA#`INGH9r z?Dj3HbG8|6aKRjZosR}AF)~W4k|I#E5^zEUutOXnP9?V2?{`~9;jCw7z;Yyj*ldtf zT+Urk@duI~C@>bqayZtAFLRN2ji9Rv+?uwQRcwr67+|8VD7H$qS`{gRx!(W8w5<~ZCvZx7V_*BSx!k(Sv3v@2DjU-yx^&|(-ZLf(>pjq3#&x7 z5{ra@nnQx-4E@B^&(_P?eq}dZZ2Ny4+8zP_mtas zYa)y!yokh4TkU+*x1rvYiYZ%eMNJkTz<)fJ;yoQM?IQ6&diWXR)| z_ezGR2{i1liNol%bI^}kESB5r;k*~Hf_EfKxYK$*y`CFio3@+V`|P0W-s^kV$%^&e z$z(fRET&x-7@J}?m0M*hsb*gin+HcwQ&Z2QO=t|1J6go?4!TBL99PZda?xf%06^lI z5l0$ki8U&L)1n{%g*W5`kr*&kYgp(~;+$^*98D(lyd87Hd)VtXsuBd#WuWGojYce< zij;>hqr^vRLF79{tY{QTL5h8mMXNPnchE|1IeHqdqTyI9m5e4z;&;!TMy3d4*)ork zpQ&!U-R>1Soq`}S_2zP2E9C)YJ$qjfEtX4 z6bqBji~>c&(VesO!`yxU*7C(t{>0h7|6sblyMOz(G;Qr*tW{C}?mT{pJ%00QRjnW2 z-`^zIdCvafPLA}bQrHy?YH)Zs$v8FZ2en9IM-g_&8PzhsC1?}~0KACT? z$?59KYy(rlv4!M4Ll^x)*csSq>cP3-*qYxBd3_=8HZuEMNk&((s5`;W5$K}i8HrAv zZqMe&`2o&GWv$f7s7^SV7vekKe#lAD!NPGH~_*eH{- zn9V!kkS|dKv6_~|h7zIXqjK_>b-Jyl!O0pue|i>Jdde#Hv-4;@C0n!6I^apVlkr@$ z)P7-_jehlbX9gq#o=(OJTaB?NDyMI$)}jaASVUUpgziq8Y@GrUCfbGmiY;tFMc zRx|y@bh@?2}F$O$6S}w5ks8m@tv&$|=vK+%3m5bRCMKL30_5!r~ zOk&q{3Fnvv#R$C`~QO^*`?e>jr%dJ>u5^XL8=X#)ebE|1wcRlsq)*K6Y_J7Jc~ zQYpV)=j;8+Gf_a%Htic?-279;zlg08J5OgmcByJGLq9Xl`@5_2*<`n$wY_>g zJ1p^Dt3XV@QpevK6~AVfQ%GyXk9l!Q^3)K;iydm(NhmuRmUjW@unVKWFimH)IO!G( z!%oJ#C=gFV)tv;2P>K2y^%tYFNjqNY4HH`(3I(8Kmyx*gF0?9jrcdAf!1~hT7q%AA zWZCOSt;~$A$Nkw9ZIQ*De1LWq4=%B*{-Bn2rdF9%BfNg5 zvbOs>*9sl=s#uGr`e+HoyZtdEjK=X2R2oS&yS2=%tk42PMp8Yx`keQndwfL zq44|y$fD0l1R)r0D#Xcruna-2Kq3{+hLTBH&i&J1wP+wqq&4K*>4zvM^;T6N>*}3O z5n&|2NaHb9uT|^dRm)y2k^{CI-lbz*vehX7x~i=k^%gA+dwl>Syp2=ru$C*=YIS6d zG31OYwhd}S8VEz8fRGAEHNP5@)H>~UDR8(wph#{|i&Q(pyz37w61lirhxlpk%YXEC zxyH|b{nI!1uQ%V^4y3m4?(J=`{=bx)14;e%-e!J(bN^Onq?+SD{K2Hz-)E;n@^U^X zL44l+cmpDsGMpegH5iI}T)wDJHaP;!?9;4hdbOXdci+AVutN4#-)~_^aVpy0g-+?% zCYA6lJbP_L(2X0vQB!E=&555Xp>Son&PCZDxy9W!2>bu@C=OfSY}0Q0&w47Y1Dg$z zKYpD*O=q8e%1K5FxBdG2mGKPbM3TXdR6F+bMXEk2M-R{vfDS7f=6hzlyfV) zbkup+)o^x@2}CRH;h@iRox-?H_hO38l>max7U5hhmy6^-Kd-g7 zkL6acw#Ek|X4q{PtK&kqOLK)%2|;S*av!kHFGaank|s%p;z)AxH0w2&?QxGCVGUgR zZqzplFB%(3K>3kVN$jR}J6|-FizJevov-w{ze=r^;SwX{yeHFUM0XlRd|a&-yF)-~ zqaI);tiD`V$}J+F4rH^raKi82MR9Ie#Ed10e7Mfe1n?rATBpTRlGMuNjRd+T>oQ7+9iP)BZ{tHkoJ~gjuu>c{-AFX)-Flqbxil|6{J-u| zfBRp4e*fmo*w&-rdz2CYc*+6qN zHzwqy+K6~`81gzH^?X=T!*VE&)AM1>CA*y-w_kg6vj{SZ&!b4$RRaO&T}>pGFKVv8{d|U6=6jkfi&~`amT3ez)5>kkFno*_B=k8&Z_3uWkh@_ z8ZZiHBaM(R)B}&J;V6o&fhe30#&ry@`r>qtFAN|_vy*7T18vK9AJHLQQ?f(_kJ582Ht=8^7iA+mv8SOQAjz? z$Fo@>d9*)?Uw!lD-f{K*dowo5yuZIbAFr-f)A{CN+UADCvg>ptv@Ovlx5m{Iq^y?X}*VYy5QVMTH8zz^<{NF#v|fI8%MhX<2k zZ55A2qCQuXnczERYulD7fg82RIZGPGa{|6C_+?jc=T4O7v&et?tx@r7#{aqQRKq@3 z8d6oo8{DdyLSbDgRr9%On`eiG{$Mz0ubjI;0#Jq9wKYK%wBA4p-9op6mQN1buF)Fe zP364z?%aB)%a?{6&k}Sicd=fS0CYS=8l4ea@Tv)lDpE5BMNy-5Vr+Z=sC=cDf5?J-dZVPfu*=xFWoXghZ& z)zvDVE($f*RG;d z^VanG=Bm=JIp1H|jf&H&=}TyDR`YWv`Q-#3RMlp84*t2e(}Rbd$F;Q`RC7^WJHFSo zv)O(=TJHWBrJoSndAo%buNRiF8My(H*SS+oZ1CGXd3K{#&K~X zO0(%i9Ild^ST;3z7W>Pn6AHSbp;Uac3cDji9?7PGL_cY=Gqm8J=@sORE}D(PTzsN| z^cTpwdnZNiW%zm7oPk?|kjzO#=S$;lFs?J1Y;Z7!^sRG^2XR7&F4WA;0#x2_k_dJ_?6y?`f~be+A}q#tkxQW>&8 z=A^pYCVLWTIG7pCrcWjL`t|1i{{DMQe%{V1XVb}X`=DXMlh`)Dd%S)8={okzdmbGp zhxzL5P#c|o|7mN8i%u1P{ z*`x&_1y=REKxwddr}%dIIoT73{^U-UoxX!DSQBV0y;_B!V`oOMA7D2OXLzBry?*=6 zhrj&coi2?!IqO>okcUuEH7ku_;pVpn#jhIwCL$4S=RtwCr$eOO0>Ss?iD|cxUdY7rv@y1IncLjs8Yn59Ar%Nu>?_68GCw-?IwxLUr}Cgw8^FR#nF#IjHDjh)-0 z*z}!0X>)H9+aftAFB;{Q$K`fIdZ;=eS5B`>J2gm2m`fZ>3|F$YRRUq>HbqT8kCtvl zw;j@(8ZW&}H+K)WzTR{HVm$&?AV?d{dMHUF|1GTB-NdvPRQf+#a_Ra$>Vq((!t$VnCR(d=KxpSdk1h zdb8(@`P*;5dH3f1_y6UlF~d~H$#g!SuD~^!`?)#KP zdXE;He?IViG+R&V+3v_aNhR+Q*kfPXecDy0!gKw2b9HxXvt7Sh502c34$J1N6VQ|U zqf(~&UbhprEdsLb6d62=i-a#IC)2@8=jHPt5zkjPiJmxVL3`bHyo81?{hh;Nda#>K z+n&&kTTTZE-fmT^+258%fB3CI@vFwa`la5=DJSC_z(x$u5K?Qr3^;wsWZJ8%I~iUS zNWU{0%kv~BKGnS1axhps-Rb0R>jl@)yBbV~;{nrV#G>EhNe7%Rgre}AS3h2S6|`82 zZ2~&;(uN#zG62Zm?}Oz?n{Kbm>pX(BSzzV+<1X7v0Zwrxw~@j`EYxGr4)P{*MWlxG zMZVN%;3Fzyxi())qh2<6ygfH3WY}^#UTL-2IH1Xg!*P#J2Z_74r!Y@78kwv=+#^bM zle*U`JW~obT4cLeG?tR_PJ2Lgktzu8we?VXBBber7zqGTfHFm?hmE@(Fz|7;$Z}{E zuv3>8jGY34WH~{aN_@=gP6l$3MKYL#UHRu;HW1EqC33OVHTCRVGc;CSmM|R0YNOe7 zP^qD4X*abKXl$Ms z)RuMd&q%d6oB*3Q?2L+g5NY0hlF9JRCk^@F#9WlnG3-o0MExpDqbRIb3Y&!>m?zM)uEj%nsIwzH@f zvqg1Sa?ejIMTdiKp9@x&3{B7L+Q-{#)8%5nGN11KEzWb(Kdo*AWcc$^Pgs5G~wyIvteb?QOnC z2`@$M|N5;_@oUC^+Th(xYCY@@f#)@jMVC=DB=6;&8$NhFyMw1p?L!5s#r5mOsz2yT zH0$GWCL49_fgn%k3!Fp`$W~*K^Lu?>ug4b*G}}}!>vSdS49(L0^}<~sJ5ivfA-C7- z@&%mXw#0JGfZ~d=NFtG1c;Y>39QP{+XA~eS7D`2BIT^{6_+m=&A*9F)(?Qtr`d~V6 zbVaqD@9fzr6W^X})?@qy@$7ed{d5Tn{NmPrj?qFmvZ`dT0gD3(FWa&_y;eePsgHt) z-!JqAqd^C$RZFFH1sRAlZZe&a98J@cXGxIeTyJco5rH|4jVZ1T6dK+qp1;loBYlXT zNYYdo`kkI+B9%=9A>CPh>BbkU3Nve;PsS0EQ-pnPmr4jQgJ=gxyIwvIu9i^_e=y>@ z%TOxU$oT_-2ru@k#bUJ%&^^Xbn&8_wKvJh&M0zu(wyc$q>T*@0XdZY)+{o9f;v&fm zI#?0>5j24uT!~1^AHSAowSQ1Bs_>K7NEu4kkcPJLKQ|FpcpQSJU-;mO(<9G59-mN9B@HUva!aQ7ZCs17P{J* z^u5h=9So1TPh42pbeUqn4tt>>yaD2J-S9p>dYV}GMtYxH1{w7W19~#5FRMUN zEi;&r$S#V&{t)blev!oa%VdCe+ueQ}?-Yh3u0O6LSb_WeG8F}3Dop@y(UX_@CLM4` za}lqsd9d%O@@m|sx$^m}2VGlhMEpGLpyLjZk*%R|lC_*i(0aAm7*kVV780@MDjN-i zg-O4*M#p#?ZMEyzOrQ$j?e+Q{yue6&aa|i4Ne|Tl!C+oFL z>)gZ=P;$+Qo|9$2cbN7$dK@@8?6$2A4F#5T-+cSc_uv2g7NTcW?Z)9SS#0N{yGTyv zQswbaKi!)z*@;k6@72?l^?Wq_WF9^dBaX=0thTeNY3kAJYt0)6$9eB{$&O8{=TUL4 z?zLMl>O~74tnXri*s#e?)u?c|Jyxe|sa(U*AdfBRdb;#Z9oG3p|vTsm~n z_UaX!Do($~wJju<#V28AIEOaF;v4wr^0)wXyArFSFiahz{L|Cy$9~+i&y7A2;dnd& zZ-cT@T`v}$&g8q#6C&@@yyGJ zRL9w>*Y0#dGL$P4LdOw%1;S}D`bN#7q7lEm`4!CdU2C_YBk#Q`@e=BuS;Ww{1$GkPGi+)R{a ztRdYdY`ZwDj)4`yJAIn#)YjEz1>s5K;4A@1NqUk9dQwZfLXm}2RgP}_pHP3O|Kqd} zhJ#*6-n&baKO2()On9K&P;SzxSIe>GGLy@81fmWnv*F|+;15wRXlPNxJ1Ejwuhy(E zK!34FNU^}Z4AxDc1&u?tErKin7gfUZ&2@ogJ7oh$rCO;gv|^#O%PTuqq=W>v+r4Uj z2$8(+C+o$0bMpKA&(qNTUtZt8gP!P+w{1w5F@J95bl~PnV;^-yy1y?Wk${%|L1=fnwLr+p)+j(_I>M z-WxTKX>OcpvLbLRc*n?s>kI^$$3KTt$grV^MyH~dimcUOJ9dq?;kYJ(R7AwCwGiSD{eftgDi z#Z`iO0G9?8_kQOM26t;PJvzBOV^ldgxLwIjvqSQkLr@9I=Rm37&$uHzGiq0{Zasar zIl|;Te7VT#ZHgg6Tbp{cpAv)T=*g_9r-xGyxcbPLMuPVJ@dOcE2jg2eBI)$Ip zQ`zvQI1-q4wTdCN@){>;9v=fr>J;%}Ti{Boa;02uhO-#Y4gru#>-D;XkphplF$62( zHNbQYPcpLbLCN+@*LS@Kw%x3aY3$*otEcnz-QCrK=i(p!;l1yPN}g?iGR|j9v^Od0 zSK8_muDtuxzra0CdAPnD?`|Hht{&fAhlH=w`pI;=Zp&-tCE5=pV9PWW_YDZHw3v|sd&~0B8X2BUZe?Caq2){ zZRP!b#d6h3>6b1{1!RenOuk&JmGYT*2A|E_v2Zq$iiH>cbd{VkC;(|CpU+oYe0N+! zi^XvXMcPk9E!HTlEAdEd*&#(7n5AZAU0PEl(?*anTC4(mN(-02v2eRn#W~`29JIs1 zX3h?n)Lzw&X1mF8eYc>9q}_!R72T@BXNTG3i1sHd`$tn?Mtgq$$M4glS=Rn)Ih?N^ z9~{>E+a&osD}A}XT+BLbbEw+s=N_MTKCy@|llgV^G zV>xNUkOJF}g)`wzV1Z2M&5J4N+Uf^=A53>GR+H&fOc;_t8vdQ|Z0@)044L zNfkrei<(R%-8+|j(ov?^sFyo0M(uqNioA8Ay-^gGa@ebTS=p^dlga0o3C9mzj$>Lm z+57{MuVs__K)r|e&~mBK|16LpiwQo!Fznr$uc0N{B2auV$P6il8s`pLc`~U5^(Nje zjN{JZN%q1)Mv$n;W$%@(T4vaxH;$XzpOT|#&f(aa--KyOHQNsA?MD~)wd1h`wWFRU z1%?uZQu=VTZIk&4Jrl~uM_XK)42snb-sgk?QZ>>DFdPS_%-|zJq=CZggm=N!h;A8; zusZl~Fq)ICLXT<}x?O@6rxQ|~JxwQqIH?4j0e==;DW4}1NmDORql%&)9lEY-do3eK z07S@mS;N~1)+LEzwT_Kz@yMz(o1y?l1|6lHff7CK)$2$#gJ2*?SMhNfLC00_iTWy_ z%`(?7R;!hIkDU^o^)g>xSF6QB0gF|;gKibXcqtNuqRE|mgG`E17~BDPe|OG*H&-0z zqr-eYTHilpKaXnUkLbgj+spQ3et2W4jF`>o@z|h+hV|QX`|D(Vd9 zsjLcq-TB78n7oin9fnoYwYES7ihGh$|N2{l;#ZA?I2qQNr>7?ttz@H-WoOFefo2Q% z{YhO3Bz=oy5&_qN3}qLg%*F+K3M^BCoL5c1SbVy9P<6;L#@lG+HtMmnu9~ceCNOE_8joeGBi?xUSLZ>}s$zccY zAxN>qPM@D&X7eZDrHm_34@Z58#bV*{C7p*NF{Pl3P1kmZ%URb`txtWtzOEOsa;jMz z0>chS4Z%vQa8Zytu0%E*f&!7nu`*zLNVSO9>!tiMUTJfqI^L-nM?1vN9R2m5zrM^w zK!g*n)d)4lm1aKQL|R78a3E0EZJNlt4_=qk>0biWu7j}carYep`tkJ}Q|&t@Xm%X6i`A-HKRj;!Yb#*AIvkG1F2gp)NhPm0 zQYU}-v3m8cF>gcf9Kt1A8ycI|N$KM(hzh?aR9)ayK#HdB&A;=4R@+8A!NsqEWBvW-Tv+#tB zPXr8L%j4Pwe6p76GljA{7-<(;Er#fU$%&Bsc;$6^oZd(@Xt~<-h|!?i8nH-WG<3o{ zw^HHBR`s9-Va*$e@jN-13OsnC^WaS$4(@c&=Es&Evy~`t73~}0;=u2RrbNzB=Y*c&~9W$ zTnjCghAh)9)y6nd#5?tJcGaUfiUFc+I-ACzgEKdhMqMKTqK(#zqY;kbU8Gbkc6sq- zCQWBEQJ6l>W>P2Qi6;EMs9RA215pC{(x&Z$3aqP2gMTTGi*=*nQ8j~7BnQk`5vgOP z2qsMG7jL!^2qv@HZG{nrwcN7PE;i$Nyvt4|Y`-_`gAZZ~@CtrpNVZTIjMz@GKj?J| zEwnJ8dcd-kmbKPY%s?6xa6w*QtVg!bntI&Z^z``aAYpxLI$7*@AHPvCuHPy7ZF^X= zoh`fGd=Ro6T;78Q6{NwY%Qdgx+HHH?VbSEX{pL;^5HxmW2U6{1)3#gSscd0sn6`%S z5nm5pPS*R!1ox6ZKAyFc-F|X>eD(dgo3`2ZTkWW-;A@np`94e47OUeoud8|d>L;_~ zayIK`hyO)r!e-m{VEJIq4M*tV%6_)$`q52J#vZfkOe=fs{P4zEqu5xcD^WaOsB9M5 za_@8OZ!#DB-}$@z2u-Ds)ectn$|7ECQPp@X<&PIgX*xxtE=*+CJAD`M9Gw20p04-# zRyZ~Wc8U~O8wb2nuqHdBPIo93@6V(cg5xW`P%I+5Tu{(mW@b!4@t5O9@v2d) z-{Kf#*QdR5(2q8Uw=PJG+qPHa;87E1zQ6x6Ah9Mr86x!}PmadrYH@5- z+pgDhs~%|_As43e`4mg}66KM=c8%6AI9kP6wud1`&NWu-FuyD_Ob8m7rRRAky-S4` zzNky_y7uS6mJ*m#THHea>%ciZ^nx>T~&O!%)+0DMBL?( z*sEsBMZDO|prT+b2aZ@#6lr=onepWac*1IvTvR7CYxE@rPH#w!1}I(xK&rN+X)NhU z`kgMgM(8;oF}sOO`-Whx0|IP`BG zPczhYFZ+{QyJJ_Ha1j@5-v+&#=`-#-J#2TrQYPZIy|o^d*sPU)c(Cfh!?qyiU$4)w zcMl}{X^VdMiBZn76U+%OFYf;O5hKSrg6Lx7ev72XCB!(tiquM2+}KGnDysn`k?1nJ zKt{B&`rXEhV`R*cJX$iWRI!dy6QjnyKoCIMJqvZ8cah7c-O$c^X^Y|@X+F9RCsl^_ zr#MX(ievDUaR+U$QF>Cq>ec!>7FmMdhiAjFSgx@NEfQshZr7^S+PaPv$Y(%^T#GSs z&;hKcbbWX2-5qRp`?mRsqgpM3p^8lCxpyqhmtCz(K zL(Y1yN7%RzLEUt4>Gr^gtoaG4s{j21uuP`ApG?$K%=Fd_c*cJBYW9EXZ6F0Uj)|!i zQp8(bBwxs0zIp%VqdtDYcMlfJ)(h!J^Kt!B-aGd4#SEKF*(vM3*tS9aV*18NgrpY1 z!`_*6rbQ6bKqR4%O}-ws9pS?vT4HAHzr`wDzx&-%AyiFt{82vPvJpWKk z!`l;(0IIhz?Ps99eu}32*=It0dg2F#%=!Jt^X>=(`K4|vGqjuy<>K-7=dVvfN6-|C%Mc2zmv-l{p8jh}4i19Y@>K6UL|7*;Nday%~vPjp|o9OQ%U ztj?C#f4v=ZD_gWY7>)6vAQhKJac;D@Zj@uqg2+u?<^=ue&%^O@;ofjhGzGW>&jbHL zvR%{w1YoG1@R=tjk~9HBn9Tbrzq0c=!TYiui;}RusK8(8^3J=50`U&YP@NW51uxR5 zb7ZrEjH}H|B{OEk(IT7jrxyWVAekA6twy}O&X%~ZUs-xa1A1DR7bq(}tpL6_*n_DXz$5#xB9_3~C_$={9v=dzwZY{3IXLwub|t zH{f7*iZ)^j^rx=;^WF8e-E6+T)A~g0@_4$~RNZlZo&Ge5Y1^H8(Uovd5XD)2`|b~S zxA(X9N5=x4^>(k;>+6$kZ$9Pc`O8}X*{!y<1WQr}x;>juwu|-4O_{TpwNk$|>Ot~BcDbFd9blXYN>U?&rs>f*w9apKNsJT+o}gE;oOYXp zk%o;AS%O-H7fCM^l!L+aayaRR)0?QXBu<|D)#^H2AnOY+EIU^epMz8thW1eHGw(a9 zkjLoeH>jcWg7SK|9ndQ~xbc^p(3oujVgk}W2&<}CEk9bt{;Dzs!plJ2&9#=5uB-K$sVcIx$Zr^nL0 zvGi3CeyNNy#pKi?nheC#P!gl&xaFi6HQm4rgn@VSQbMn6c$sDu8;W$fTt^VJjfMMy z#1-@LD5T^no4vg1cXRn3%SbfeSt1lY4r+>1_9{USIvXZ}M$$EOj1IpW1h4llP1|a| z)|5x$y_qy2_&!fhN*8y??}9>w*2;7_o=rB@ZXVBC&cA-SbN60EvcC@dH~0^o#pTQI zUEOEW=T){g7*aIzd9NhViql~|1660WoJ_AD7UBzHOOsEfow~m`bXWz_8FC5}cKTi1 zac6tHv)lCd?`3wHvOmastHWpea3B50m#oPFC~h|<$hbW)perA)9S*C>VST)};&c4f zbob`M z>=I<%EkjNv2yYL8d|@C+PttHm<38AzcEfPIFG=07$9dY77$aSxy~_1wOxz7Q-F~0T z?FuB~U9LAS^njrrbyLoOUyd`=aa#6aWM>1*+d~jKyYbI0&mPPITd@4YFcIay))kXH zk(y^%*}{o-w-&X*Kn%dLyuBP!>-uu1X*OG^H*cAK|8YaroL7HXi)^V@;K(r;fRC^a zl3$j`Q<0#jg2>{jNNy9TFf@q5?LwiA<2{PyyS?7H2p-+$CU_jwRu0)ASy3+s5RKqN5+4;BPRJPuKynoSk<10R@)rDZEl?*Ye-xPt{D9)g zDN|V`6kUT7;atpnwqMy)>$R^i&Lz{Up~Oz=QKu6QZm1~+y`D=V$d$tvjH`}-RZ;>m$h^1*0O8zB@^90SS_T zbKm!UUjPyyKspK1$q09DAa)Qn%F5cTtX{j&X{Ab=EP2~>W-XSPn(5Khi~3gyESXG_ z>8Yja$?RyuFQj!2GD64eS3k;D(V{C{!Jzf9UtldA3oI zVL8STC$U{Jh4-Thz#R^tAO{D_f{O!TRlZBVO|g7%hL#ff2O=nNpx|uK!|3U#3E>1$ zMwDZ;R2(}ci8&rhPq_BJI3prwSC(xnJ)SfN{laPFVnye7yFw~eUM*2d506&R8}xbH zy8$-obh@o}tKClb2B+1SrFM5*YLV04ov*b(XDFq=S+wtm9TCoX@OK_2nQ}j`h;~qs zb=|EQgdIk8^q*WDr+4v9`|)v5*;I5;D*86V)nhy9Jv~Ri$Hj%4)5WwI&xBy3)ze&* z1RVkbo`b+`ORYxLZnv{6=<=7yQI6G+gM*W79^%Qb!1--7H$m~~oNnf091F4T9ld3b zIvGQBW?kyy)M_zI#GN{wmL()gk$G1N8ze1??x+qJ;U%+wNL9#z@AB2zQMH+`Ufv)r zvKta_`RuB$YZ=7J>3}4Qwo6ZMF@R5(xn`S9RaL9fm<453)6}EcdU<=JZU>}kR?sEzH&~Ux~d{8jA*&l%2*LJxneP|3*5Ko zr&g~)2$3NLVijIChzV>_i|&2vd~-TVr&C|cj*34RQYI;SI3$}Y!vki+A>KnrgN8qX zxN;+m8cmvoG){Tl9+&M1dF%VNz+o4t3s*_>HhL(Q zo=k_u#xTSw&>Q>3;&dUZuiPh3g;;||9WqN!w*wYHo~^EMik^pMO#$6b76|v~ z&Vl1N#Ng@P;}MQy@0#<~BU*RDFe2FV^S1ZM$co?)EGAh%#tUq*fmOsJ@7^wfSKw;q zIKPktcZxoZJ<6O`5mkztZN8Q&HczDu=;JEOCGw$lxG^I8>A|pl>HtiqoAe5=mD0n; zINc=Cbx8laDT2UAboDr34t|Jn7U@Ma(S7WTfEUz6hGES{af{8GweluaZgzL^oz4|I zr}dSYZY7t#rz*jyKN?;qeW6h8UXP=oHFDrZAlCi(KJ2s~9Bw;fkV2DX-wnaK%0qyg z?o*mIijWf$Bxmg*rCi_MUa=J&NJ(Oj_p-rUGT;B0$m^mtl#f?a!{y_{eJh}t00aUV z;3)2pfupYwH;}{$!&Vkb{fURV@P; zZ|Z|NYP+%6jH=CIF$2bHV4|}Vo2DIYXU6Lf{_c*T`#4QD`ySbJb}^>2S8r}rT|OO= z<866Sc=^Jj{}>f8zf#AG*3qo#^w;>}GEg4X>^pQpFQ#*>JLxXn(iAcFDa3po{#NFkes7Bli7mR!La1f6X@x7 z2i7s9NDfcVZf z&}ubiGXkBBMpOw_SlFTa3#*usREJ(HXF0_vAM7&VNlgm8LE;(2n;Vfj+f%elxUjnS z8P6q|mn4WBM^xrCg9Bnzn@9|r_w)Ec5RAg^ekr|C$j7k7z`p@@3w(vPi>GTO9Wjcz zT&P+&t!qKC-X?svU*GvFloygfgT|h+@htXG45eaoUc8^Tdw5 z^#PiLWg$-DF4K`$SSvgJ?BkHcFj8{*Hv^YRwU{+YI-VIEHF~w6%uYN7Zb+e)Ib}wR%`mo)^}m&1#g^)I26$K3i4u(R2&c(6W4fVF5JNX481z zXdzmSXD?seicWC2oQ--tf<_-EK|RpGL}l4bGQ9rb9c@B<&=}3hVt+&t#jh)^`#vfjc72*7asb;DM$K@PoZ#uYTL%~iEOMufN~3=LZivpNOSD@|)qSZEmD=A$LC$rT z;2hP#^x@sp63g1nA`;8@206&Y^P;eBktHVs>I9BKw&;CUxl|=lI@G4=Fd#sjAj6!9 zH0egFjr#ec%0ydu_54E+Z?V>+`9mdzuBM}QrS`wi=B^Zz)nac(QRs3u4z2gTMATov z$#%D^i=@+-xz=F*hf-G^!diOj-EW7F4^w(NJBh%e7j%Sc=qP#d?X%jG_ozz&ShiUd zi04DN{wGz^>2l$;KB7lV#_?RKR;)%-Cx;FN1d}74rqb=^@_v7aK%(IEzzkGH-{o9R z9Wd5m}H?6_~M|2n(|KX3fbkoj5 zrXRjCn5;(2rKgYHsYZ)c0&LbxE;s4}H&(N%sb-ti5NnPOCgb({VxF9gnw?%_zYl`3 zwHG-Z-Ma^aog0kk1SMJ`AMQV!2><-Q{!jnifB&`Y?)$&mzhN8wM)2T97#0Eo^?E2% zPK5@`VaV%G`1}In40Wb>Ibh>`<4nDp?M{0A5mDYB;FAOgU3T6q7Er7a&sHjh;fTV> zLAN!e+trAUVooQ*@rt7~UrdIhw4UQzNxRGI2xlf_Cdw&XV%#h>hQnd6->mgV8MhIx zPw2YmVMI#$5&z8*;FZa>`^m-{q5 zDc5S5aj8wx9e0&@`!t);*lhkpZ|#Vqy2SQx{_;PYd-JHK3L?u$00S~yYKk@T#X_l4 zJpHC7IxNPEwMs4&EHr66w|8o;y8=4B;{*6(+zvqqVvo87Hi6PPuM^@RyB*kISX}`G zRzPIgsbh6am+1_IF#gd~dd&kMs93HJEwl!6Fc%9)Sj9cVf(8UWIH3c8WS<&gMnPCX z0n|glT^Zq{Ow}bGS%znL15*6tU0v5z&cgJm9FbMi^=)KwAF-KXM$b;{9E(05Rn_+V zhOa$LLfH|%70xc6pKorjZ>*-vH%Y1=dwqLmG`)8%yKU)d_UfB2&)+*gJ3BL8z0VHc zMQ)ytMypNL&acArUvbx0s`+H+KU9W~nQbWP%}thM-0K@myb2G9te*W4o%9q-#q4&M zDQ)^_#uLsRzMf~^|4;ixBFmu*@?&OdaU`QcXmf|c|XPHEnhU7 zk2^KNYqzg+XgA7ofy{h)|47vn(S+ZAnl>Zewef*n(|B2C-EnH*0|XF)kw|koXe?$s z=H`W$ToewXfSfpzc=O`eA#-^gOA01SlInq<|Nh)LrM(s#D@p$Q6*g=XYNgW*@bS3S zNEP}xb{ev%^Q2(59(L(ui9B5+WqR#$rqmr#lR`#URE0KycEMm1#ZL2vmh=1R21J~} zcb(&3{oTJ6N3*Rc+Zly{K^76&+>*+~ch&8tSgNFU#Jso5*9y6KHDBz|vwFbo9W;7) z#qc8yU2W_F=LVrzjN=2-!7czDoQ}hREn?V?V?mY$Ay%#ou%QcbxEu-`$W79fHGpuO za(1nQK6ra!l}yJY5S{nzFJD|+B=gO!7$ouD7UTto9wy1ra746<%|hZJ>G?~RMJTmE zqc9W>RNENZa9gaG%x+qSEoKhk4VN5E#opIN&Fz<$_31PLIa7=Kto-Ww*=D-9QANuS zw^-lv`PJ>k^@l={Dq-l(^!pEAK3_gx-59T4!>v{L?8hiI0iYQQM(*zl(N{kJpI*pMAlAs zof6>Q5vy^TnikBGPWb`XuGy{a84Wx*Jo!NcxGH~v^u?RyOr4$NeabLG+mEwb&IG+wv z-zF<9o4WeGA7AFIC5$=;leak zjOku=09j{xLDw8G2yB{fzeY4pw!u^(ht`4PRd9>?gk7hyzj z4IuzinRVS4N7;O7YtXZ?c9i^&A6Mkp&$lK(HSx0X!}yYjUD$3veCa9mhNIMws2*=_ ztcLT88>?zke5?C9@Z!QINviG47MneUj@B3Nzc%|uC^^FBgY=-+$sH`W7JGS4B^A3Y z^E?b{M!8NbmUA>4apd?v`>I|4k86J-6$j}yaq2K=)pr}8lgW=Jg-`&L`KU`rq(m88 zj_5%)9M2`)P{8S}mpUl6NhIzf{?Hg*%&_?<|DNs?_j;a&9A1YY@u?9$NJQ%`?BkE` zm+c690Mq?(5LQ?_2HwN1SaFlt~YRlkM zxwQL!%d;e*PC)^GQ$aN0SUg5XS-hW`Wg0sY`u>dys5Y~Fb`ivC z$ZJ8evdeptSWcG}?%5_OA|UBG55tFf_z1|tdQ(qsDSWni7yG9|=>G3^p2x}2pf~JP zIhPX#3~YWfJ>@;&E;UZ48CWwYuFNFULWLSF)K_DNw^nor;79b}t zLiPD9!E^9w3XE7Kr+G;`1P-tyrqF3o)mf~lNLD*`A2+|!5J5SfG1UpaW)($dM9a(9 zMsKEEFLX!5AOs&c2m+xohPCdrOEo%~_Wa1f3M-95; zc<;tl!^kMZFbcr>+O0Zx_56HmJhK{aZ&GB}^<7|{NV5QNAyn|&>n&FBtCY4`%N;GO%F+G zG@LcJut{)wT?du{_w`(QS%PBOoTk8xH9td>ip{LBpgWI|y4n|DGn4%cL-7owDT1sh zJnZl{$dm?1(r}THz8e?~!5?@>r`iApahYv!b%yn7n@XwlhXV(lOBOS2g6ua!+jzXb zi6{4wM1!U~jdpj~>7*Ndlo~c_nMOO^ZDJ3-P+*GfL?!fALfBg#5>8p2aC;KfZNk_Ite=Mc4s6EaW1ah8`tK8 zAObq|m+7QZw%I#)?gnbCh&-oCoWLleyNPapcw;kL&#f9@*mhb;Avn38wPDNAVutIp z@tQFipKq-u>)Gw4uoxa*U!GrIyn1zQaWrSmb`u*>G?Cy$e&24yBPN3x0C`Q5O;Tbw z+4^$LRZGvn;{Whfd;346xhtK*0RUazV9W_2h{^=9ZDD|QXV|bitHQ8vGH8_q#NmW> zM|Ey8jr3@Q;zW0}K0=(T3BbBB8ut8lyTcX9EvNm-sGA-Tt)wC!T+RawhGFM!dRjs- zpAv(iCqAy+_2{8rVRVfRdfj&zN-qcYLkgR)2*_J{50jV;;02h?;fsQk(_sdQ?3T;v zFl;nP45CT`m`D>H-|;B%#c5mkCfI4(f6Vph9mtCcc&5c4snZgOZlhEw6l-lgk_x59 zXjBVtQu*pOSKn6sxh|#a!PBy$bh}KDgW;*+qH!9|h0WWcwJX)fXH%M9u2QLPQ~kw9 z-~7gpe)G9&^^j#@g@;@MATqM8G)Fu6T&0pN>~s||YUjG6QM23WQ?tRUpnl`|%xIF$ zXYYNvTh24WDR4lLk4^DffM@N_gYMBn?A>4sNeb+a!Af>X9ZVXF=!sm?6-_!I@ux~C z!JdCd7u=e}3xWoiAmUvXHW;2oUw2pCWV*8jmOHabVB}Oqbg&&GX=2!4{`F*!AZypb z9`k{k2E?&F zHJGGfMN*GP#akhVch;Np3!_1oNoM%I4}Sjo^H-Nw?|)Niy`6OXWIY+*#aZi(0Z23# z1E*#a-HOJz86{Gq@zoPvF~9%j{9k<4zWxtuaGD$ovH-eaR#rn1XQG1art|xnhjn<| z4vu#eDWVZZL?ylpB^LMhPpb|-%R~T)(-jURs8;j-o)~m$*;1uJJ}s%5E1PciYA%L> zVs?iE7Qy^Yk#47MYi{$ap?6!D%A!OJ?%0({%S1Z@AJ5$I{ut zxK=6Ts)cU5mdbBZlR+is+t%yxZ7ArAMk^H6(}O78YL{!RX0M!$Zz`EoA=5<{-D-^4 z%^pw+ozeK5DnK88|BD}e@x`})BQEE81+YmBBT9gFH0E%kxXIQE)ljZ6IJGuD{^~#c z>hbC0L3KQhUw-gxG-=||a`9q6Y9=&DPeLFJ3;YBx-`O4dKRHAQKa3Kr&Q%436*sec z3OO>oC^CY2nZyX64#2$rxj19gtZq@Xqb`mN2VybJF>t0e_~hfqw;xkQ@_xv}tPWkL z9|PQFH@&C->96}7e>z~dJ2)7Yl@Rsrp&v7uii{(faCihd{OM&(CH}J=%;0&HgZyzc8xSi)+ixnMn&0yW7uy&(|}VLb*>l zg2R^CYEl7NPXf1=D!m}QH?J%f-=tY+O$f4<&xO98?c{$?lZJRL3?p7$>DsBugy>Z( zqgit;*}#LK2zL>8e1>(ZPXA;|qxZc{G~h~h>3SdnNwCua1>68`K#{-BXy&vNZ?VLO z8*en>JxZGaMF+hR2mlU^TzX#)HXFqT0sEUc24x_0o-Ui=sO1 zQsy)zt5U=8>^f16m&sF2{QdnZc=4NW{ou#H{@$A(eA_TzZOtbAnP@f^vAq&2G+Ni? zQDc`KPag3ZKFVaf{d%T&$NK0l_rV*((fDjIT|WECe&VR(s6)`@x0ItM+Y{*uxMi@8 z58Niip-2pjIN}5vM^p#G>)2ziFK0f@An}}VG==+A{90Ad&aF2uuh`OroODsDn?3Dk zj)K9-qUBIkUOPm%n-F=uEy5*d`aVe>m@JC0(`oZ;sj;9nr!=2 zfl&bliX1r3U0R_24`08&HWq zP~|IYlA6wz^w<)~%qWOuc{AsL0qd0(T%tKhWm4#qE{ESzra${<|KjU82=ec1e{#%H zjlI2EX=IAi!LUD!r#dsD%9eoKDy@ZC@yC3YCq=1lOCrR=3lx?OH@;>qKCdV+EL(4mo1fZTIJ+R>}z@ zoYM({u~f6!Y0`ehChBxfwuD=wijx&Jndcd2Cm7gHI8m05EUR7yF>HIKDWdia7ihYd zW8eQyWJqTWRuL92)XALiw~ppedP>jm-v0I{Uwr?2U%dap55C}5ExU!08D5b!;CO4R(Y11k=}Rav;2o2zC8c%>h%ww$4`ah`)4Mb$#i-B(lnXX>{gw=oz`iH=Hk5Plp%M- z$uZ8|$M_b}^yj4~7{-x%YTFIGsKW+_?3O5Ku^s`KKU%DtNiTSH7Vfvw&3>=j=}o41 zP?iw=(KvX8^AmJy&4+qAf})+mCLRcO@oqhA=R^^4xOV+fEtm9f=utw|aZizWML0N- zL#RI|g4*qAt)FMn!bD{{r$vas)!oeoh^T}pC>?8yMWA(~_o)OJ{{N zu@N>M=~75MN{Xwv>}S1Jo8;d0%AH;|)SNCC$Qj^`xmf=ZeFlQ5YY*1HjOJ{bSsSx#=~YFvbmhDAhu|GRXzVHYQ5d*(dZJb1wDu=a;NE$ z4hO3h2(qMtrFDqmGp<=jV?Xm@^qOGJI(j!h_HFx{7NA4S6 z{8&yecB)Mk!Al|gG#{iJr+JhODE*0X*P`0^T&R6(~PW=4SU;pllH{bcm@1VsnW>ZuJL3kUWOOp0- zP%gA5BXZGlYmPRWdcL`M=0($$vGP{n!k$=@_n6KE_!Rx#>vROKU<|8f}*jT&H~Hr8Kc#Su2K@?IJL?e#01%F zrpMEw_MWCkFoG~Jr`+BINbLB0{yx%Mpy|pUfghJ4+l9eo)&NPAOs^Az@y+kP|KY1o z_ZVHCj|R)-bjQCoSXD%jjcTwk>jkWq+e>kcJ<{DiHr&cb+jqWdxBd#u-RyN!5h(1` zIW&9c;`z;Fl8yL1yTxj{)P34sq{l%wcL>Hn&h4^uTn?wH)6v!-#JRi(%f!a3S}AYW zRCt|_?{d{tpCrg>e-AhWDB`srSZv!bi_fpxbR%N5 zskTd7o@ivtBeappoc2J}YK6jfGn~JhcJuXwFJ6yV6L$fBVYD0#yXm%$NR2Up6TNIn zCxWF)gX-_}C`txG%LP57rw@;XFMs#z-+lLkZ+!GU=rcTWu7kvZWq1)_>}k5Wp%yEA z8*m~TWm);+rHMz(7K6zEcrqC25v4!qd~QSa{Tc!uTp-6mfezkw z$r2BPh{o-vJ-3N=h+Zvp~68`iw2{8zJNUj!**in-dUJ=*B`Db{y^N<&g zoFK5!K@jxRaN#27K~4qoR2Dwi#iN6wH-ZS*PSaRbRkL!L5i78gB{5pv-#?-0%#;pl zs*LDR%P1P)XpBlue>|8NoLZ4rZ*$-Jsy+HEvVVQMp0#2M42zm_aOy4;N zyH)YIz(_njXeR`_!vQf+ELa&lyn9-qqjr!NSr`y>K;I1T?%HCq7b%J&2mO9+yB($d z41DS+1q2v`;(nln$<_1u=)OYDCY^5QB$8U?Rv#l9I(Bt3nJ$VJqWe_Hzq_aD z8A>mnN?-ou2fzOHuRr?M&y0F1_NbD;>M}+$+#c%_g3wjtKnGRvQpqgZ=N3`2sIqEg z$Z6{M(!>bHE2FA@c^O(QA`Is`wWA`l@y(=8WmYJ+Y8M}pVIko z$Nuu?FR#sC&n;qq6uW3r6_?FsumLjQ^6&LnY3jbz%sJP-z1QhrPgA;z5rw(SC4IRx zMxaxgLI;(ArU<$y0%cVm-%8uh;XN zdLU7rq0Mf$*B|ye-F8{m7u`mq+-fwM3$*0FtA;}LOdr()>1mPs{a^j^$KU((TYve{ z7ffN)5X`3$Z^~&z9Jj+)#r-}6m;uqu*Ou)YqYBtGMKaukNUUnJNx5 zW?=j2>PWODCsf@I>H;4W0I9s_ff~=A+D?Q7MeN*+Btq-G9p01k8H!UBI>Y;ZN1%*i zosbcb1&Bd(>YFTgD*JsRvENLV%O`Ymm!V1#362E3APaIVm~4#D6@}xqwa4RTPa}hT z?a{CZOO9>0(o5$Kq6qp&Sjolebl7In7#1*@UGxei@uo+$oocmV$Xn`f6tnrLna<8G zKX?&cyqyzz?#RZt2&WvSePhyyie^c+n$2<`pC+e|WIkSUd_Cs@{Sob7LOnDKXcEF{ zYMjJ%+B3jr#12v!hg&Cn0vjIp(mMf6&6fQMMHTb8RBnV0^A15qTn<)eJH8=0T41{N zPUZ8da?J|}(E;5GvyO-}0P}Ecf@A2%lX^5Bs=AMW%N`yl6B(@SSr@1|-A&aYh?8Yc zi_B@^2GL4zr!j7T>h4d|VTfVCC^o2ySFgetolw+M!?%EBo7LFp!TzHcLppkKaXcDt zZJE`Oxwf}wnZjwN-FRFojVrb0qBEFm^7YU@QjLf9&eJmYUaQraG>4s5xjiJQMyoT{ zv3K}DWVY*lFc=1P#z#-z&g(C}^^+fe@w0FL^rwIMx6XdgacR+YiE6XiuGRQ*>a|`< zJTJ?PSj38FS4Oi<6D8ZTA+<>BK5Ee8{`UFeB0B3uWCdXzAP*dwJYM(MAr7=31hKVj zK`PH8vcM~BcHAj225!?YS9CO8;k|N8kMB;8c{ak??x3Zpj4O;NG9$^}TyNHFk{FE- z(qz|V<?~_{!Kbn+e;dW~p7@-a6un0sLkw`WiDnMw z%jYYTsvddikXj5j@p4SG9Tfy*MNNye-vva&*{#Jai9a%>RwKNyPi%ObDCo*by##mU z2sWy&7|VzIB&mm?{ab(j>3{oG`|&>lL%Q^!mCf$fr3wA?w7|NB!KALMU(RlqEE=my zS+uil4TrPYsM&DKXU|HI{&?g=GzH?#cl~CIn9{@(k=kn-gNQQ1>2j+4IP`P=>0pFY zg+V{J|Lx3gd@TjmkhrhLj+Se_8h2Djbi#MX85swpST5JZe5NA_U=%soDhjeh(Rtg= zsW3c`Q_;`gBv;hU3xlA0uLOA5qhs-yxPDV!Y)v*$v0f?#tRY`J8dz?-DYeJr+Nn~g zHwxeF$j8hkm|L( zkAC`_-+b$rzxeqteo{p<;*C*%D;5hNz1->2KPz2pq5>R6wmr?ge*eYonayl7zJBE+ zS)F`A6G7e74r(b)roa4-lnIv0x5MK2?=pw3(2&awvF%B*4&f#XryOqxM8JotBy zPw(EX?$g18*U|n{@x$-0%l%QVM$Vgbk$tu*$Z3nNbhNzjVsu>+c2D;xNz=Pb zKlD{Q@IM;koAV`34Z5R#oC$yqJHKy|MV&#xkozv|Iz-E}#e|;Jxro=Z_a|J8ENn-! z_#a9Ia?Sa4HYyj89&PcN4Tz9CzEh$~fI?bVlvV=j3!=2_?7nO}&~-_{Q|C zpKhhQ%}%3M?odmjF)okC#X=j!ioSSh6H2Vp)29`^T9wV8{`4>Z?w8;G=qG>s(Pq`- z0g+)jUe)Z40Y=ZWcGadsk|HCaA?cH>HsHv!@|l>!o6lBRw%pztj^DhBe>`)a7TrNC zuNWMaS<@{ucBdUyggn{z*i2?XFut@#YWR{&Hz%2GtClI{N<=qm26TeRA_}0hximG& zGe(8slFccG5<^;-P4#>f6d@P{8DD8MD@R22)aOsgAOiF>@KnC z(|D^I-v!+c0d_cH!yUEUAu1db;B|SqToS%`XHfJoy6{0xr6reYa@CIkqI)=9+%L(v zb4SkFG0wpsWr(reTxj{(%!}e^qqh8U;WSj>Z|tOe>C>zY$nv1&6=(J!Fn2a zegqO-BI||)IZ!g>6B0_7JGwJ=2pTPoQ_)DhGpvMl7O!(b z*y&-`<=KiPF{)F^r7~+lJ|OY#q_s!5b@Vg?q|v0Xadkp%S&eaeot)19Wlv`L_)tTR z;Az6K2<7Hj$}WN~7kl)SM{RGbS#+s@qG*x=y3Mw`A>llG|GInMhR$uWY%9#$jAX=r*&H^m?ceDI5(fBNg6ed}+39-j|IMi3Z4<2`LGzRx`6?J}U8#xL@)kHFnF zgKAa;*{bGe>8lHqcJ|`jX#V|ka4{`7Sr>bnuwZbFXI=XrW;hDRqc_v9?N6mk315Cp zc3aKaYV1-^$D)i*&|2GwWB^X55{dxD;$%A?%-6Fmg2eG=Hr^*%DNcVopc7&w&a>$@ z$E8~95Bsh_0p^_b4o0N?up(+)ve)T#8kOm^#IfFRghQMjuOKESvq|+XKgwi!r)}9K z5h|cq#wBTbW{?2n%o1r1YC7MXb#j|o7CbtNx{i%Pl38SV0g?|p46n3CY1pV8fBjXv z?msg7v+KVQYO_hmC5We0htid4J)!c6{atBG!_->!1Jf@4mgJx{{Ru-*jADT%Z`X!flfitnT^jRr1-L%HeSY!Y`PrLSe2zqe$Z51BqZpiH zx@PAUfH}<)@?@LXfJ9M(n$GctGnTpUMoecKa1!`nibQixSvh?W(oq%G69S!K1l2Dk z^ILxaNn{&?HNwMs%y=V*Sg6v}1Ak6!bh03-5`S<-Q%$ON2YX|__TyqoWcF<$y%%)G ztuu_sK~)_7%AiwD&rzJrMDBuj7RfW7&-RK9P>&{yF0P{E=BeYgy%w0DLzYxWJUyv} z1+&%W%4asIbib0!)|Ic?Y5%d>u}uYZIuD96jNH7@QUrlbpHO--?qX4miFGM*I?Y4M zQ9PQFyB3AbfBS%SOWnN*&_vb=dm4+yD5e3Y**nWmba`6!b?4NU(bE{m=`<0F=M#ZQZ85FuJYMo7eE7rttm&){R!vrc96;w0&shLh0D^QyA=*DALa;AcPo-M4=7 z(YODjW7rZe&Ae=7N>3E~y|dwC4YbKTf2yUm9;oTv*(-zf=JxsOY)jRAwl{CCpFjNJ z_0{L!HBJ^|myKm~-DI?9W+gYH8Ep35Fqaup%eUmPPmKCR-~GmryAPNwye!Jf@%$Dl zkiDE&GMhC~ygIHs#Jk5OM)r#lJ57aZVJC&O|fRWu$Mgr^dX6yHh{3aXf+#kML8I?vbjngvI!icz+i%Stg|X$Q_VJR zL{El|(}|N;&mLC*2uaUywT5^1+J&+9u$nzAif12v^iQ?D=#OCkaooETCEm#Uvq^uV zK58!i=2yc_43QZHak*em1xKe@O-i*2+tsq!#=8_=j_N#2XDd#Jtn$%*r`c?zuu;1^ zjYABgf8a|xuJdyJCHy|CJ1b3gD*5gtz2$_{>=njU{4G{x)ZLK4A2Q`}*sSd*)0&eH z&lW?!9+U9F&YenEZ=}>iKglV8s!2R>XdB5g1mvm-JRbROIFBfzuj)7GsQ}#-6YXcWqewcJkGU9td|Hx z@4y~0%w#90vCRB8e*Nh$e({T6{)G=OTW)QD>AHkv&%XDY%iU)s>0Ff*$#!NkKxK4o zeRF+jwVpk{xU!?@`s|0VFK#YxFJ8QF=`Snr4X@}xW3?A3BBt@-OK11p{Ndfx^kHqY zN+RgCo3FU?Lq@!mP8+}gO*L9P=qP&o?1Xfk6iENg!^6X}pK+QEM^+Yf2`NEcbXo#^ z+rr@E>2fh0ruvKK8WNb(C8-36lHzWoG)B@-Xh_q)6jXcdahkPDjHq(SJB z@Ub0=1vpKK&hR|wSUl_mkV8ZOJhh35@LlGSNB~9=uo)!9cKQ7J)`yi}pZRdqVZAZh z3>FweeUkY#QlguUN}-tBRWjoSh1U3UXLDYO#I_+{HC6P5{K?5Z)j7@l9yc1g_(L1T zLTgYim9k}uDCD-j=(>qkVqJnHh=KVBfA@=@{`?nz`AaE-?(7=iEK)__yI*|wLu4|{ zgJ(8LmNn^k$V_9`-@LjosHUsu8@O{{HGTNvja5{yUcLZ2iyfz)x-TRhlG6Q7dPtPh z4V`xGQmKBCy*g?pjpYqiC%Py(OpIbPh_LqJePu-L&*Ac<*XfSBsd2ZKK}UJJ$lGa{ox)bOV7Nwfd=5c6xZN%XVo#RQsZIvlML(m5iogM`P3OK65e_04 z8lo7Ab=K<|O;!Rh2cK$%gd>vcbW`yOHKVcgHlEE!p>=28DF;OdEF+0^%pET4K}0`f zZU4)E^Pm1nx9R;+%$9BEi@6pxm^24O(-&_K+Vu#3x-HUWk2Tenm zL!#C#C7l8z$h@yS9Clk13?)-;0p@j)42r7anGD9&K(W!8P~>FT>x|pYOu(twv%_qRM~>U}HDwZXc~V&s5E3(PWsp{E?}S z_s`Eg_>{RdnoPE%^PWzq=385!O;PDeHkB%jTSPC;TF>46)h@iQ*Ms$Jc3Y3Gdo(#r zx4P+eBU9^Q({i!WYL1J$+?W^?3#Y?|-YgTV;PV+dkbd{mPk->6pa0|s-&e-VAY*S( zMfTO_uU>um$~hS%ttLf4ct!$ui!pS2c5{@DXU3zqxzLH;^-H6w8gDO@{!_-O0g}n) zTsy*L-SsCJ-ATeQ!}Cy+@LZ|#@hGs;r75_aHrBGDnN`th;lq?3&2e4A;qysQa782G zG?`A_Ndm8#L{B`s>k||{qe^$6`*6_d03Rz;ouFWe#F+qKqcu(@*}9LzzWAZknjUyd4+0Yzh_;9YoqNDR{p?>(EM{l&)bPgd*kZ8cck`@4fd zuc33hR=L#bW2|)enDQf+&zG0CM|_?%8W={Fd0E#!dGcu_X|kZGR(E=^q)~L3uI-8qAEzBf z35gcb6{+6Kbwv<`vJ1MS(63qO`o2o>9{X+x3_CnnX@MzKOTB+ zj`C5-ELKmS%mYlAB=(|N)#*5+#}05?o-Sv2F2eG%06Gtn!g=V&GUUMfcNWXDRWtDa z8+-5iPnHKNJ=G2YUy;B zZWQm727Bgsj=clFU2~lPjUA(m^?1gU@kzYS&Wpf*RVXiz7s;DN*1?(aoNoaIbXQ4G zQP1;xKHs1Cd!FI@>Ux$v7+-zuS$#a*-XQSF4$WtKn+ov`@!jL3gOwVkOrGG7K{$^_R0wZC5D;r{u7M_=3Q7pG-EVZDDy1UJ*i$EPQj?8RT+8^OLZuyq-{+qOec4{+;T>*M!|h+(%MU|7$S=aGwRVG^TdQJ z1l1l<^HJbvmm@7~TwZJEJrUqeq#F%1}!R(}e9wxZ_u$KejPrvEd{LRvBb`k_oUFAhVkQ6@EAN0I&X#ez= zPxA%qR8Ht{N)!x;2NVc}6R8M2pHbXsG>INU0jHor5pFi0_GHyn>|_ds9ZvMKkG(aj z@jhQ{?*s)j!1Xq@Vlh)2PuNkb6+%M2+1Lk|HVlT2@m-C5;z)Y1gKe_l3%N}`bhVy( zF}srES_zBQP!w^K3r7Z3{d-?q!&3%*Z~(Gu<>_8j(NwGIXUJT+QP>oB*+DyYZ!^N| zq8#<60-NwYovwSp&TLf8w|m`g7weoqy~&pv9c-M-O$fYHOm8>!-Edey>OE@Ob=lv3 z`lo;N(;t5I@4k#ou?{`FdG+S%_T}xx_n-U2wGD-M*tetK8SP@TLaAX z+1=Is-NVhB%a|7eY#_d5v(9xr2sc^{-$_*f{rpYqP~Egygi!Nh^3qMTKMHGTb53wv zKN^Dr#FPqJ)P(2U3J;X^bh1Lu=+R&~&!zXx5GcB;1TprxVMNfvk@&t@#^(%`_d$^7 zeDqI1q4<~_VLpE{A6b`ZZoVW&)F2nt&y$`6QB!rmxtYvb+cH7So=CsMYe=1CN*+Pb zG|{exYUOdyyeRZwxpe*y-*j011`6$tL+}9-A*TyGw>9bE-67VW)oSHJQq&CtY%j^U z|7>p#-ptv6&Y!ZmazN5NegV*+L?lw>7WKorx8OL6=@r+(HdPIH5U0zXKoL|(F$6i7 zQ!}a>TnDxVALL9`*^b8$M0YsVCb&nY=r0aNd5;2lTqqCi+wZ$61OQSPJqhVYK+!at zt-2VW{`^&%V5W^Znb&pl-F9*a@2qWE2Ui_~OE1*zT+J-lBDAi7OTb!WqX z6mvoXk4WfxGQ&ENvkOvk}SY5FCp+Dg>g%IGAx$Lk%M*u#C?SrZA23SU^U+QxLUn$ z$$$3QC*Obd-+j|T`J1SJjTCD27_Z8{{Weq1Yzozt32qq_bU}g%+_J+{YPCz5W^0GQ_Fz;PQ8Q7v-uiOkioTE5D>YlQ&I@rAQLt)zqDZF0LUh9mwsxu84M zZa>@Zw%bE?UfMOrCf#A3$&76jGWlJ7AL%U`*ob4;QIiK=efq;6{NX>mEWVo&#j8Jl zeS7_@>#N&O9!B#T|DZ^cQ;-ZJ!_wjFXS)GhIuzi}=+WM8-|5*4 zw+>CebY}+}ROWR_H6MGt;K%QK(3Qo8I^AZvgfO#gw7vUv!YQDNA@4D!6*jM*C+dr( zdK5Qc8E#UExHJup#US9)3TALT9Ev7QcWPF#`Z_#jtH~5(=prIWJme{M@X2sUQw-b6 zxZSQq$W>?!ld#E>ylWjUmN%O+hEqfig<(iUWK=-?9lX3wq&CImaLOhdJ>R!`3;z|m zDa`_^MT*zx>GVToog!9)yx=ew(v!KAxeqotPY^UQpFYm1q1U@ksFgw24|zT3PhGvK zn5c_I>fN%xb%XH??{xAptGvBBOfRG z{*x83p3KrwYUWGjDm@EXuZ}01x3|dcz3Y84l8&qczF2leWOIGI+wNAzU1o*l%xYAv zR>$OkuAT?N*6YnSRcrQ_BN7YpybQY&erI8T&w9>ZUB9_~b8Ef2zP4e5VMH^1ehk%* zr!CQoy>T1?UO7($7jW$Ky_>ri*LpoudYle8#$$bOSaeuaZP1Q;tRHm1Pq#J@e6&4) z`N`vC^lsXywl_hO_WT$(YqbxWnMb-196S!l0Y#GdwwUzUT;>~Lz=aW2hmICC-d`>k zOS-%^88&;gX{aQFkn-S4mdo8fvz#xNWyg2_;Ise!n~ufbYynSPyHu)?%;4Q3Ec5%p zwCb`yoJ?zdvI^-*uezkBlN>&3=j+Nh>QsAEY>(zi}NI`HrP2hupOU2vxYqmdnSItDck{;Ubotl}xJ<;NO z`VXTu>WuFF9w)qK|2m=`A<4x1>I&2T@PN~SC}=W@1FkH4LCFg6n&w@Ns=H04SRuKx zbZLE~6}T0a3-poY-1} z+-yPDB?bTZ7yte*{=n{d{Nc$%&Js7DcFzyzT>~fMfwQV3CY2&j&uPPdV zDu4%p5A>MU(5xwi;<(cpaCo00NOt1VOlsSE1k;)McD-UEgO96&QDZpgcBkW}H5{M! z79>eOK4ivO>VIu)Dz$q3DiCs=YF^m|-RVMC8LvdJ(?x*7K}Q)0x8 z=2Xsea5?1@;yg%7dN@SAnX)&S?+>WOvKx1n*(ok5=VP0opj>*!6h&sc)7gT`9enYq zGsg~yMK@>?jq0uB!&^UCnJxQi=K%x-6Auq2)&)4KxNp3hq-4bD@rFQ;uee+>DVwUv zj_1sh1pmZ4V7#vYRI**T+SFJ#<4;$?%wjS&fizX2W;N4=IBfnl)30nIfp9tyj)eVd zjG%j1Z(Pmx+SwkydSrX;bIVAKoO9LUCR5l3B5kf|KzWK|cAyrnCy;&8dG#=vfPehy zo7)$!UcR}%{^E-m!zOf9(HdOSP8ATyIr zx=C9Kl>bNsWHaMUzwbP$(RQze;{-m=S8@eEswS`*y9tRJ1oKc-gp2HwqRIZYUQ9+s zUP2FGs5Bks_uhavTANP^f*Z8B1-U;TvM}6k>4fZ?g~cS>XGbQ^HDfN12i`H$eoR6= zPP4iysck;H8Pmj&t;E4tH00tHp-2r{Tk$Awi`xoInT+@c-}#;2`Odc+-Tx%|ewg4Y zdstT`m(R%`n%QF3z|a!A?@hd)wFPH(3`NMY_m`+1>{44 z`cU$qV8ZA1nwdD7&hbjVlg~ta2y$@y(#3RSw%T|j!97nOK8?RYE@$@JR0ANT_JcTUN zAJ;a;_H0??0SE=8M2&4#w&86gk}TH!!4^SgtLH@Oo;$7%7EHT(-nDB_ICi|-G?Vps zq`xXEN?`dkD8(e?@~dCGy#3;j-VO-(PyYDj^Y!bOZ=PTL@>AD@R_$gMpEKzJ&2zZJ zVmPjDA1=Rq$juqd^d@9y?SgI3YJ`}^PDjJgWfVC{0cz0m+m83gL@Bo`S4{`Acv?0+ zPQTxDmx2(?&e?{`uIsL5yU-X;IxU*$>Y@{t&C6nX86>vLwy;XSlIzlwVQX03ROwL# zRWt(tVf|!4;o}MHeEU{qL8X< zx*`W_m0*Y9=n-8FqJqco6$~&xde?BHp7o}Y&$pP?C|}=T3Bg2hU(D@xf&kE%G{f0m zmLw(&frU{pF>v6yM{NlorXzdQSpC<6G z=kBDarwey)*^{j5xiz;hhO@)mt}`J!2~8Ja)NzbXiCiR7*c6M+Vth}}*gn?n^}1ct z8g=Ly-D!-+mD+g7($!6~xJibR<(?m}-pw{%U-SStjwkDbcgm&pOPeH{vRUOw zo7ySIOKHook1LKCO^Er#D@lg~f})5n$GZd`;Wc4L%vg@Dtkb2|&?)JfES{%jYN%`9 zz!_pXBF6#0-yijYiDr-6%O*IQi;y?w&%NgcbT$+8d3;U?5m3aPs!hsk-#+H^2b$)S zl4c%_D|HXAhzHbsUcs5h$x1pfA&31*|2KK2>#wK&d^iic!9xs^C0)HV!lT)M;cE3w zBLymeh+3iQ<6~GCJ*dQM-r>{Y!_$1|Uk9B>=zz!~w+v|(BZ?-F9eg8&t3WgzwMsilW{KJ>AA(jcmJH(Rfxo%!v zzp)xxET*jA&-?D@%k%VhNjC1@rmEv&q+IE8ExOg3=W3l6Rtq>$#N|G~+ELm!upyo| zS-3sL%W>f1p%r?WNUvZ)+~H#^q5lWc}f$ zLG>f~!6Ii@72UMg503bZDFu?7Z8{Z527T!nH*938?RKv*#{`3dG`2AnRmz?KUKf1fIK3}}OyNHe$xBb~Jpyxq( zmuqSu+{(SDU0}IVaQHrkL*@<9-suT zyYsEbUP!f}km!s0yxV#SpADvDT}Qn!$O%U?t>r8!tG0AAy5Du!kJJcnP3VkIkWurh zBC1u{beNur!YzEsEk<>PN7fA9+6aylpeph)RxMUX9MkG%+tn>-8Z9)oW2f0F<`d8; zhUFTamgQ4D8~JB6NAK55pB1sDJLCzsR>Xj;tm`>^m=I9Nge)1=U=Z@)T&s}ka|AxG z#+@MQZ%=bE89^mfgc4qVFpV+O>1eV``05GJ=LX%W&SN(PiRnVI-eQ(dv%xsiSrPH$ z0fu1r8abT~W3IDqPNwtOvfK2Dnsi9dR@vCS#shkxl)>H+P4vogd;sYu&&})adD%t& z+H$mB`ob8UG*k$&8!~UNF_ThqwCuU;M_rOstD0g5on*4uOg6XMbz(E4hPg`hJQ}mx zJ3FInWjHRC%iZZC)i&8KvfE+opyD)K^y0%Z<97i+`q@vv_k(}?Kf~M{`Q+=DU%tA& zc=`6Vnj~v$)X*$|ZhdnfNVnEFL=OIL;AY>R0KGni2VXqTGz-YBUVW?rPHd*2R6YufFyj~Xsg=lsh^!8YS zT6D))4h#DNqj@9da)~_D^g<|9UQ*d9*C`ar5m1rg10se;R2hH;a7$BUI~VYycNbUB z!titN-H(3Y8WE{0MYr6SCawHIH?*JD^qs6@Izt<5|y?VBbn^7wQ*a6KnkQ%RD zMkgx_O03;*2Ir>d4_4_kq-*9%Av#f6Q^iP^%!E?K218K;ip!R3>?kbRK<5Dl-7Xmj zwU(`QaXchV`?p06=#c2JM8&Nm((zPml()$&P7Xd0jgS=ug`*}32X})RRTA++t`-?j zCf$A)9}q>KnRg;2qBa%Pj~l#`Ki~ZxNJj$R-;P%I-<)o8i#f-1%tg`T0t^GjxLg!9 z-zHz&mCnvTPz*bL+zL_%I`@u5WjJ18$$WDgX;$ZttNDBq61MCpqUmmv{#_mjb&pwd z{U@l|yJgb}B|yizu6QUS7X_@#6aS?!`|(tG|yJ4<{j#WtY85tva7I?bmlVH&+&$&3-$6nm`sn zJ)Qtfv0jPQX)W5Jvm}KTa=F3|BgY9d!A#d9N+Ki~u^qY05(^3|*0;@Zz!yqZ+Ywa; z4{*$xaB7F%fSR|8!BjXCiD`zS35i;(n-m1y&~_v-c^7%TM!1NHe`h+^@X^@Lu%|NO%^m1@>AF~?pMKsL7NG>0r-hKQ(GydHBeu#%oGU$Q;(Ir|> zTW&F1&ieasI)o@E!?^nN3*?c3-+cKJWCn4ouADS%P>mU|tfTNjw@Skq)1_GNjf8-* zO+plXy_#0*8LV9kr%Jmx80^ee!%n9+%#YjI^B|a#X_3m69L`bQdb5<=G;`EPx{yFm z)fHO+4ngDXw?ctZ#`FS;%NVd7v^!+>u6&I_51C>rE z0px9WuiXf~bvwQ4pAbP9kX*$mefW3shUZ^TW;B<9kCl}S>O z5^hvSmAe-Y>DJ?WvX`v{sukC*MFVV7sy3rBF^gEkjwR9F)@If}Km@M+gQ-46?L^o=4m?3ML zZL7umj@h~*&2Tj4-`3;4BF-_{ZWbHo%B3vDwTsDGzK|)E8~p*Xsc#~weWXDRHpt1? zv8}idhMlV8#See>!$0{f^*Gjlba8Wg`~3F$mlu&K#S+}A6+pc){^2f)lL7n5I37(~ zWPJ;^=Pl`Ezk4t*!KuKk=EPuFO1aOMMAkI)P#lsaLs5h<6z_gM1;mD z2iAf1W7n@Js&>8!21)FFDQx~>y7-W-`~884Tauz(uIG~kr!N+aCboa`fnx}cYNt~H z@g$k)Y5UAkn>F6t-8w3(%E4|XlKrMXtq4|)=VjhZHK5Hhqd|6k?scS~x^~neOS~9L zhlBf6AX1N{n-gx*>s1@$Y_>ZYaCA18t!$c&Ql-a^cFjVjP_NghWk%GICQejyDNzA| zFaPNGfBYZ62>eyv`o-5TzW)CA|M&-QW3B0II;Bl?y>jTvC+HI;G}tB^ey2BCZuPTWvY#tg&VAYj?T~J+)%x*k zbWBEGUq0J<^N4YEl$6Ui7*Q5%3U5ZJY?_2IOE80BT!W>PDo7H5ZmD6xOrl`ASg&ul z;re7YF$+>PJ7fneH{%GBX_xY~U9HEqGR;E1)J!&}^E@cJ{Dszv$|VdZYP)@L@v~pL zmqpvBUwrYSTkFeLp5b&lWyZmjY`57Y{&ergpYX)VP_G^wx_o>sl?PCtl*$gl3 zed!j*G}fr;_EA{_0Hm>4kXdp%d$$;S_WRV{SMM-vr!JmU{oqe|BRzIPa5Jh^T>D}n zNLP`1hguD*O@Crj*cJ$aBIqG8!qVnyrP$T;G1pLGNEVBg9>GX&t-Pkp%*WYwZ{dUUIr=thhmBD9=r}?y12yC%Q#|a@a$|Jm0l|yCRM4ZLr zq!f-fy}B*VJU*>(w|?-Yivd@0L>BoFz3O;;!E#T6ec;j4n-6!vfNA~P6MXUXG{|RK z9G=i67<9uBa*{l?$Npy5Wmk*&=zL&Zi|s~_TsJNp9$vh8xPcqP^z-$XclpO6a05E^ z=Ky6un!k(fAnUUKit1tf65y5*k zhHZ|XT2cGMja3HGb7!CGa*7`e<8=98u>oIxWowWeIs8z~wmN&id})bihSRPel^__D ztvAu^{PWLelOER2?Ey&>&8+w2M^7a;V7)4iMme0!=5r?QFod`-KhcpI(h)p2s7JsVt&B)KqziE~fs^LDvREd5 z|6l&y-+$8)_1mhqBsaoof@#;15d_6aELDNG8oYf~^@L0}$-=Bs}U- zSl2!-1`HkE?vfH9gH9LX-4$U0hV}c~o9l-iRlff0mzLqGt^=U_{7M_Xt4cOmwE;3J z^L%dhIDfy4C@6FgR31ik$XwWK-e#d5Uq?30c&J1&W(u+IONjjx%yxI7O^5qHVA)|e zS14CD$$EV^>ZTA;2jH!lbX_bF89qKPsWOV-t5*C_UCx(((?&m$F{ZlKPJo1H#>vou zI7c+#E9=#*l-~QJA^)b>pOs>Q>d>4A?WhRR%Cr*{RL`!|EKC@>)f=&6SVDONKx1A} zv+{w)q@CZ4368-jEUw=p~)93>rJ4MxoDvG!-b@OSui!(%a?Fl)*=~(*h*8dhCEk?C^O!S0cO_NnU zmcw&VK3HyKwlq7MjQaGb>M|Xzga`tv$f%}o=~iJ&(-VSWLg(b3J_hCd$$ydeVt{@*M6oiy{KT2%_sk z6dUBBQ@llx1eJ7ook^V7p(yAQVHos=MKs#1-~_`l8)r1LMs$ag9=66Iz@n`auC+gj zF$766Oxf%5g%AOPc-??1#5kdQ6YKJFN|>a&_h%;ka17E!5#fQ8xK8Fq%w#s3uO?Uj z>YI+EZ}p#2)MV|}9HyU_w37q?o<5O_H%AZSUP*J;ewwD#% z#><+a2qy2Hj<(uzP!8|+=|C_ZjY+>^!qq5=Q7fZI~8y|TwckWRU={6Bt%fGHpBj`W0OkU zwKgkmi{<*L*kq@LggXI(pwlBMVxTqetbOBlb~x%JG*mwnST5;;oS+90_SsUVR_QUb z>8vc;QLodqQ?fhRWoyXu0mDk>qpJUSwvVa?52hn>yI>L4&|<6AXjXfz$)wlGcE^Yq ztTNqN#0~JVwFsp<6Lz|qm>8iweA7YntxUbh39u@;9Q#x`oMfll>GVZWI5TAOG3U138xMOUqF-x~<2Y)lhrL@o ztYe~%=2*O19cL$Jip+)t(`=LMX!oD*{PuZ$peUdyD%q~?Eg5#T?DfV~YPLPSJgKL{ zkX_62=_n)Wdz9Y4{rn+v-lYbV>? zt;BuaKrWBAqvP&MRW2{KB*iVK^tib%){+36u5yE1I3XVr`;;3DW*0=K(xsCAbUp3^ z1w`|d2{Hl+-n2ilrKd}d91Vx;C=OUq&;y#*OFQfacp6Dg1`Nrzn$FPPpQNYRqz{4N zbBmH#pwS*t+;lnX?Y*IR(2t0|CdE$Lbq89hS>K0e@Biv=-eIt|X1Tfsz%iG=2b?Fp!*XPW zd-w6L|NT$!0I!0LIljxp6%j=d@sz3*W4Y06@$N&r0_&_A; zCaDtSc(}U#`WHX`>_AQZh6c*efmdu-w(YXu_>uj^o2%<Bj?N_2x07S?H-40z_S4ob-@pgMS@h9q8yzI0aLd+u@ zR}Z!m%d*SSd1A(J<2>0OtYULA!xAd5@$#j<;~1JHM!m|`ZL`^Q5#j+rESSEo=?YIi zPCx(O@!P+9{o6X!_19D1Z4SE82g{`%Xq#lxDuQriIrLaHL01(8Mja1z49BzQcQre% z?819dMGFKTI7u;=Zk3Kwm|jlX-c6;lD`Ih3kmV5eZZKd0$U5{ zdEzQB9AMR!B)b8{kRcd?Mcoi!;PuZR8jGi%U-v>Arkv?_yf^k|wY}Ucl1tDPP1kr7 zb@;MWNIe27BIvfGE~!={Kfrx~a4;H(q{3NZ$re7jc4*2;mrkD~+JoMeT@&?tpuSwT zaI#v8d&3!e)?XW%Y59gk$-Nt3KGc4HfAjK}fB3>hw_}&W@u=#O<>EQiuemLj6L041 zzCS0p*^FxM&HNK(83rN6>Ijo;*_qDw77W)4SOn2mU1bB%QGgIx(2e7%JR-;$OD*PM zNaA%w5TiLV?>gw`zUSMtzp$iniUp2)u;)OXYfayJ@EUwO)&*P0v;-Ck%`E zVr4-(S&wqDMX_0mskF&H_)W*nxB7qTdwI6Ti-&ZJ!|6%JDaue|l80_@j;e8Ez%JO^ zVOVy=4491zb{dk|fDv;?%m?CRhD>D(8nlSK=UgJd)a>b=3-}CVUyHs%yqWe#)d1@$^3K^~EvjaZtRyu>$AY9s~JLVwla;p(K8xV*l-vfTaX(+7MMu=1*^8h~oKM4HuV z^3beys<}?JRH%&GIFSi~2!enKm&fPS!S-^J#d}q((r9|jCj=un+YWm?AeivNq9=k+ z=QE;W@^DB$ny*LK+{GcDi+G&gWR9kXlXke?BXWL0(#}&^L=><_3%fi%Bqzhkl&K~o z=c}8o1wjLW6uaB!Nvw;z8u_^N|J{H5v)}s{-*nh~tN)kYgtPg4sXuLvtEB|*gtSDP z&I8XD1x3}wu3DryYSu5+#zECULHT58N+QQ`AvE3_^(HKhwd>Ix+k`X$g<~O~pqbHE z!v;*h-6iJPUA|p*%1w?az#<6g$0&$KSJPpCM$PbY*yZ+sk`oaFwbqEn2RZ2L*J_^K zI6KpZ{Z5VdXA#r3@tUHlG78)WCv&EGvTBlQJ4t4?D8O@pqwAh%An0?4>XiwJSLLJQ zq$y@*s!EyIJzUvsnr@cc4Uv51=-OvG1d%r> zZ&H#0F^mT`eQv;v*Z~%g#r*;bdVLyzLP|6{ZP!cej9YTu@Zk{Muyf4C!|p@^aYnae ztb(!BBS&*XmsJZMG(#^lT=w8X0SU`tI7!p39!=Biw9@FbYo)wtT<~_KkHwAWLy75o zfaWB-Md~AZ95^VdS+=C3fF5r)g9Yig*-Xyi1w`j{+vVMc?u7j7wf_(;4?COKc2+}e zC)GFt`U791#`o7Z4gk1%ai65?N3}a=cD@oz`n3ay^2x3E$?H2$_A&bW<(=dC&Aru~ zo8<5B9e_=;f#U^9Qma*eoDc4T^1}%*j%tdTtSvkQAH3tilzz&YhHKSbE26B)2qf}` zo+OzpkGGe1V+#sN#{|)r8pAv zrvWh-jj~CPd%yM|24L7u`AIieB09T*I3`J%tsp#)J_0&?s%(N z(I(XkR~C!aiq53LgD*I4CAGx4>4MV}^SIrK0?{xROLux7Ov$3CTm6&wgoMP_QPEq# zKVQwK%b(21YSgMAkW-UI-tO;FqoCUpSUoOAX_Jlo>qN3YC6*j*CMq+^qlqEmH=ZwR z)2zp0*i!HCG)9$CT~Q_3q)9f4%47$@{NDYQfUyCOwv=`Gp=a7PGp&mzlQfx0B=$z?@k5em-aOA*fd`K>K9+V z`1ftj<56odBJmn5OVS>jOxj+MrLd966maRrL8rflX&51|#K8BM$Ie zk{WPxtd!61`u&~9e*J(trK7`f=?cc(kqJjkpBjgwSNV4A%CEWp)sC$k&O;~;D6br? zj!<@HvRMuz^YNJJf>AxyVoNA+v>kzHEnC}l*{-imRSiizKr$*I=z|+u_L93!w%Wi4 z`AV-{u8b!{Rx-f`GW~<;I{f_^p2OHImfbmYRN#4sugyL6YE`U@m6FKKp}&k-Z)|b4 z6}_`q{M0ajvGoV5!(u*MvGTg&>W{X*2vK$dvM3og2hXbxYk5ZQQ^9z=Fq!tz&wgkd zKl)B5)n<37Hp5pLaDGkVHNd8|rv=B?5Bqkj+-3Ty^HFtF+xLj#?Uz8LPd6+NNqAaZbNg73i7QGy{<(;?lRC$i0S={?JG zIINgnFjN|5&mA$9lND;_8zv@_1U>p#yZEMK_Gi*2_6EYA3L6kH;`C%iFlB2TS$ zkcvtU-5IUN>%HZIqqFIR&vhOXZae8=dNxY>x83f>16aX4nR5a*xiaXuO&;?!`c-Q9lgvroU-3RKJ>EJM-P7 zD9h)Q`>5>nmwVM>qtj{i`rT@!lkr&NwO)1;lT_Iy3a|);GLylmpKI0&yOd$En17T% z->#-(pbK;+M-(+6Mp@U@8}+B(bcB4X|1$l7zrFW}+UZcvHpb�W0;ea)`Gpv*gc z@=JNs!aJ2x18YsX)od*;JABpYAR)^lVg{vn^k7eeal`z=@^L{o6cJWjC2qP_1Xw*J zyX=T0S$0X+59(2YVOfUY$Z${%xDJ8&aPN2pV5`Xi)#czjJb1devr4`Vvn0b8b`;Xj zpT#P6sky?G*Vgu=j)1)5$SZb-CR}EwT;;seP@#t2ufP6*bvO?K4+gITDsOwsQ_GOU zqHBuHD36N9tGBn8NS2zn)*1>!yd1?izvcP<|@>=9}i};6<0`rNN_l9C7q}M`b0EQ zEsfia4!fMO)Tj*l{m|(I?rS5aDcFyoH&9HM$CXTr;&OM&;h-yuE`z%4uH%zxIajOp z+RgLKT=CmmfPRzo-4KD5>%QFVak-r4oVSWC~&VWHm$L0Q#a3ac7oXY7?+b$U2vtFU?cW#TJN|Iqgb|cLC>h|rI z_7a7AuWfJ)(!Hgz@#VAf@N=}sq~e82IFm1I!^JF_6HkC_0wtiE>Eywv+@?BzWGBRS zlPTu&G#vmmFuHexBF`HS0zL1PvmY|sQac%R>Uy|AKjy+NP4hueU_RqGcF9ete5LME z5YYrg6^`fUm4n4$G#2yuyG1(@8j}^9Aq%<+D1t{(4)ykc<5rI!JC5)CxBv2A{~zD> zUHHw?cYD-)Nl>|EfvdnPw(7 zc`Bd|q|UI(`^(qBWC}hwP)NOeHlkTN;4mc9g6Sv2IEtGk5wm*ctMqv=r3RR;#jx9h ztwANS>5NAHhp#_*`3f0577vEyK{AWt-7!9R^4U%ftD;$7CHh43;?A9jU@R2W7M zrj2zJ^p>?V)7J&1~s2)iLe4-Dpb zXTBUYWnV&Y*yAmx5=BqKX4Q%Vsud~>2A+pI8vs09Zm0!QetD?^!0}{QuRT4s{(Nz- zGJ}YYNUCXIG)3W0_aZj!v}xS>;^o`7FJJ0AX3JY8&1O|W^$H^1#cfuRS5A%xXLhiD zxVgG?ym?r^o3?7nOd1qIwS;Q1-n_knYj|CGII4#AWSsathUfO~d~TfER>?`F)R~O> z9-h}V5f)`lID}{%%k?tV5ruWKot>chDpWV=bGl%U-y)8`f2*)5SV;p+?UJdDyN==Z!k_5O36aSY(Y&hP^>j)CBR9Z#ovf)qkD-u0&U2 zM;#Sp06|ruwOkH5*m=IOR|6bZe5!$OW3ag{>n73R!v&K}G9S0*FCJykDI!NTjg9i) z0UHd+_e87PAIA>O*(j~49v2LIK;8xn7w172u2|{T2E+@S*j>*9w zjvg&mRlU4v67$LS(}4E-?oY(ud7EJ|L}ZRzFXTYJP$bRS73+TU*BF{U0paL@3STR;-omu(HezIL!9oDO>Cdp(A>~hAfxKRa^WBI|d7!xH;1P`*{O_@b_wOG!lY{wsu zhW1V!3AYCQ!a4zalL0u@=9XL~P}zk%Yfx3s?O;%7pJTdFPdpk+Q;X?r-pN$B$yz^| zu!rjA-{DRqF`C6kBW6Cae$z4Vt^O(WcX_%lDgc~JhJ9XQ@%T8yys#_bKH0Gd1o4x&5|TK^zDb)tPQ?>bN~GEm#@D1zu0@zA4l>t&rgdzXKWbWab>qg z$y8M_?<5&Kf(()oyzl!=-eeqPFoKahvPe~BlFVS-hu~JDWWd{1zcOGLYma712R|<}nMCq=_{8&kBc9*${KffTc6)9JFs~SDfVofFFZLP1 z&~DOW`tj|JW^o*`Wo+ZTWy%;q+z;Zmqmv*1_~Y|U7Vje`mshW>Hy_{1b$UEl^!lC2 zUd3cwh{?^gN0Yeb5=GAH&W}43y?mgEPBFmwKn?JCK@U#NhzJttVH7=|leu!KFswZ8 zSdI5O6^#}3i#0>j6otP`6{=Ty+uKr?D!O!&;&Ka;rop8lHlNkI7Ll0f4(*qL+`jZMq1n=9f!I4s8#}!GLIkunXi6#1+gIQz6)@yPA_$ zdCSbpnL_2wr*{5<-y-MPy@nnWQ-W-VU9R0OI;P_ zP98zBV)qb_11}>9B-oFNr z1@@FJza#y}UtFHOK6$=+^MfC1B=vM*mIVa?G_WvkXI^@_W!)AcsN}bAt}TGoa8;P5 z=|BI(1o|?=UU$+O=fYQ??<#{X#07@~wA-a7JH=nmb%NSHh$V$}vDX$)gDLoGOus$q zWDA*eblV%%Vv35uyvyr?cD&yg_g2T9=u>PHbqb=Qy6VGL8sT?N4;ZMEks@^InGVdY;c>ojR0ngX4NYA(5I^K zjx&<2IW+owP(hm``H&O-h`z!iA% zi;shOJDn;PGX@7LKonh~lD>-X6}FK|Tn;>|PKi z{4nc{Y^yz{SL-kYGhSAoyvZ6v_Cn#LOMnoLbvzDN_f&h(nc(>(AejsSu&2ftRbm~A zqfF7%fEZB`jddUH()|H*l^xYRRvYLB1#VrLw5M2mh}M`wIG%L5-0qz#mSt)&m35VR zB#AMFczB3a6vXZ21h*SjTqR~y^fw8b8ZGH)u~m0NrS`bwcR?_>gAsRyoRX<6vtXj4 zm2KX&;}`P9jo6wt6-}|*WcI1s$v6eewXK9!U3QZY8Vs9Gz-oP&*|nYawNr;?6$Qy^ zwx)A5{dDu$w{Ks+es%Kt^-q6%HY5U<&o7G`UhZT!$3^|hV%@*oD#b?k&Z`SuvtM2o znYH%i$@A&uPXjdVxi*0T59D!6dM4L;xqiS-PSUKvQ+GVwrY7SVMUc}*D4FnXS`BW; z^G+wkDz41B-X}-+7#-Gw$)FpAcK+LZuT^^5N&Z;uDa&9O(dl=$z8x>hx`7YGwZs~b+Z)3`d+K9JFHe)m>9>NO}go7gQ3ZzV=+4-U7Bn)nM~%7#aUNAzj&$m z0PE@Xc0~6k3FFo4H*Y__{`Sjneqttvt|PN1v7E(Z+RM9|%c7ZVx}sa-3ko_p(KXxo z8@a)hZ0G0aXE#!0IP}=AEvI&ejK_G%Fqi|jvxVn&Jtea{T~g?hD;t;8U4U+&e% zU)Z0d+++i zO1ZSj_*GwRIeX#|w-W+gN%nTUe3&lpu}LQBlvqgxcdE0zq!NbJaONMDeY9jvm_e-_Sqr}Ea0#^s(3H-(r+Yzy2JOQ(eCvthsAb% z{9OQB`fpB-&$Xk=_+5>^zPvC5MKfOtm3O&EK^C2fG`C^q6t=u4(q6Z7pN3qJ%z;tr zt{Msle8F_OjL&AHL281vlcFTJU_o?>4(Vx(Z++qN%fsBRQ&YI;0MBh=I}wx|4mMM) zOwcjfZuhiL?cM|bZ2W0qJ|M=^)hOq7oSH0blWIy9b?0U^IaDi05~av(emb9c?IzjK zWCig}el$z#dZN{%>rod#*FYg?1teuy}J2_ zJ_?e0{CIu752LHIs|z5|?p%L)s_U|>n{R^DFkt(KyAm3k#vVM!R~Kgc>E$=O!6^LQ zZ;q@NXRptZSH+rl~t=SusFSi=av3{x4!RFnjbRl_?ewV@D25BxK7Qdtdh#bzPNs;nYe_yRqNan69xl^jiHIEA6*%DZVk?qGc$k%i-4 zZyoQ4_&zIcwU@{C3o^UYQKVuw7Wr<;}dhvudm)d%IZM`|7GU z-yFSuzPUPjeRcHRXGf3Y{$Akd+J(t#X_EcesV1^sj$? zWPbkcY_ub+(uImmYL<^5L=Ww*fZLV1#|`E(Ex4F|MobcbW6*BK7R zubt;!;mAHq8IbKve*6QYwQ`H1NPO7}tD@fpxjDhJX3*)lvZZs$=ks`%EIF?CC7EPX zJ6~0VQ-wo}Q$Eujc-812zcZTzz|gHG%d6|av;*mgXo9MXmh<|{vn~@lKRJH=+gQ^HawfVHHV?uO%AL~K%=SNpJZ+`mSWgXAj zo}V3(c6xbjyV_7oa?x)FvqAsMDf(Svf{!B>htsojhV#@6A5rL_nuvvBf-3U+L@OoN z%y8p$`nDqio0APtd7>H6qDztpIboKAJlPhC<0v`Dd_Vtp|Nd}D?~jmQgwTdh5)=*; zWpTGt8#G1^2lS}u@h8%^NnYGdh}xqF^E~8?$K!!;g`Cg#lHe)oQ3OA?m)PMRRrPY9 z=Lug@=#pxbiB*-mk=?v13*L2mI-Qm|c>KO=y{OD{@`XbNR950D)5gv$fuLf)kV@D# zKA~?mOWM2RZ-M*_)4V&-Xd$^|xU@QZGV3IgE!4~g?)1_#S^jkV`SHCFBe#p z16Ymo>`OHs^bN?$PHdLTwQ6-hb#k?CyX6yvohrKGysENdypk_fvK^Xkbo#9VsJm)- z)a!&4m2>j2Kf28k7*zsYvG}2)`(x!7y+uC_3os~~eC0+uH(OHeYAu(r+5yhWLi>v^ zxoG)e-svq3m;v^bs4m}EoiZdUtn)UxLjX29UKLaQIXxpfU22fBtzK$iu}D_y%j zyRf@jf7u0o`o?nc`iI}=Yoq?P9?QLdm@XccjTZjUy$w4#(d|KA76lp&obGpKi{;(2 z83;K+Unw{1WjI9>+(}l45{Xbcz3D7I&`q}|9EcmTGc{h&^{`;@Pq9R8K3XpE?B}1_ zl?Og4uWGBtqhz?Z!7{nRUyitSB2Gn90l^DHoGP=o!=X35Ed;0U?p6;O7OXCNA(4am zeK82_JdskRgSZCYSk+|0&NM1XmiR{||6hmo6W4UijVl|mGS9Uy_ z;+4n#49)0LJjt^xB7*3cB=XiLVl}|hR9&|dB+t^-QM^L5-AWjz-ckjYohN4Fg_jD_obn>DAdfa@n zLQx^JJC9G>8z-o;JHJO&!h_Wvk=ko1kvECu6&(c32D{fFJ54A)EI#DH8xtU@JZrkS zFkPD-f7DQ~PPrPEmu@bPzkFl5C5P7Yv$M04tE*RUU&pZN&TcmxR!KI$xk=BN%QLHN z==#MM9McDW_3h=w^VOTTj`4VRWwBT^m0OP&)A@|4__>{P=i#hCU`XP`z9eL0(d=!y zj`yn_x>ZbSywe3jpdh#tt$Z|?2&UHSe2<|?tX;2BohR9VU_)X>MK?Wl(MhSdoUaFH z_%PA&z@E3aSgywmMuTnI>EcBs+Rs07f~<0IX5Ea0I`p7POlRZAxG(JTcy^*#8jl}E z8Qj#Wl{_&V^!vkZyBG9BtokxBR2AJNln&ia2rBDQ#GT9S^@3tz`J)BhkaSfPx#p0Z zq(wv3R1slKrX>1sAA0`QW~c%ySuIxUB~bdBV6W85yaRoEb$NaB;&H35U zm!E%m9=RWRZKr_vB8@E1u^Dsu?J28D*2~X9G;ja>=HmIrar4SV&#Iepxl(QAI@{6& zpAUkXLsbBol{GmTEVtW!J~kmo;~|ZwlA&rY9|EkPX9p{S$a&J)7M&Y13_kCzH|b4j z^H}e0;}EZCItT3_Bb?bxMyo#m{ny8T_NhI1;CF+c<)&CIR1bqY%_J*Utw}O5QQ&rP z5gpBjBVyysk7g6eDkCoqK>R+3++%SgiQO$$3*t5weth&*>0WaO7%U9(e9{%p|J7nx zz72&TRrkjs&Y29o@T)Xo9OnvcNio*jZ9CKcoz78_i+8+*@>PaQJL8k(U>XKH1! z^jPBak^kuE^xAH{{7}aF0&OXkh4C7_?7y^p6YqO{GP}p_}40~Cu;gYyyXWVbX zP7lNx3h3Xa8rZw}h{)me)~#xQ2pi#gXB+h(0vnF3tDUOH>a5npPwl${zf1gi`(0jn zb))WFFe0iKLaD0+s;z9VwJ+&aG~4!ty&&e#rrD@;|jZ%yimE@ritXqsvM- z_cwjNZZoW|$_(%4#`jo1Xk2q{NB}t%fYOCVrP;#nF!QllbB(5%6P8t2MMii4i{@thc+=1UM-W28;(dtm$AYf7bkCEG0{$<5we;oz`A-B%*Pu*26 z0xAArvy_Ra8~FQo@9)~6D-ra+bJ4e|ABv(0>A zJMt03w_m(H`S$tp?Cj|EZ{Eh<-CB-sF3qP$MwXgmnfz=uCvmJ@>!72>q)?;Uxz<`f zy`}P=^D~D5I4lORmu7fGzqVLy$?k~8XIQ>Fn)cToQRI0LhP|ApIUp;AA^kGwveR!h zI&F$>Z)1qeavX4~3vl#qN~6r;uFTs7_s>4H(+>O&@;1Xv9uXz(Ry4lQ8T1Cj&R~wO zy@<%id>jNh1C?nvsit$-j6kUo6AcmXa7KzovirRAS+{36Imo!BL5m_|6hl9fW+=YN!IqM!hGeN(D`2HR=B*d zsw}5SieWqY(v+joE%)6wudgm{p3lGh$TjG)^y<5_%j4tAo6C>Sg+)Pmc5ln;B92Zb zvqdXudwq2L=9}-nu}5-w_U*C7etC3$;ch+Tc!$+)NUDO^^zdL?pS1e9_AsAqG+j39 zE%w0Nx)cRqVT6U&;}M=s`q27zdn*Hy%8G$?l^&OzyInF%;^PsO`s+VC-?93?`qbV! z@Vm=rHN4%TDH^BAdZE@3P5fl>q2*K&1a@&e!t$Qn{bJsaKGiFQZ4@?%#RZ;VxlqE% ziV0usZn4B>s}JLi8``}bNpd4lYBdfj9JA;@WuEpLo!{}mQFOdm&fNwpay-vEWI?vE z+hM`6o{fSZ&kRI)X(Iq^=Qkijm5iVM`b)chdUSSu^zBcL_PeU%$4AdcZ(g4re{(sx zC&Sjx!;jv7SVjP~y?nZUb?SJ2b7?vG%`vr#JildG!+dNFwda!%Y=5;6Q7GhcrE}xi zY_!1X+Rn`J`;c|5>HFNq&)TG9DP5-*1X1+)E3ky@)R#V7K|;b?W*exKhx6s6O*G$p zYA+r5-RB4Od5`W72&UpiI0->irGQU+F~FiB(P5`C2qtp>@m)f4=o-wk0xWV*ce5gA z$<%VS#$=4;=Iv_tKaB$lBJ4{+PLu%gaj@4cqiz7uGyz7OJCL=>B?|k>sfh^3zKjpK zInmqmlIgO3&$w>Pb_*=3l4@Mro$dEC=l}Mr&rU9E&(Ei}Q}f3Y-(Hh_d-QC+J~?{z z@w?~S0ntYBP9Vae3W%?^C~{V@L``cVpaTe}0Gdq;^p*>(p#J2WLIS?%;R*&+soLVG;KXSI-fhXlzPQAtYN%LW{0Vb~t@)^52x^d4GK z5B#_C7t!g&2m2HL9pvIgZl|Xwjl?>i>oF)nbV9zzO_iEF!Ys0j`<)8h#6LXHHHJYM zjJSmbSW&DB9 z6_c|`EH;W&RwYBTTqpbU{%wtDv9FG=&o3O7>!b76r;iVm=gq6vUw-$|cIoL3TZ3B0 zdv$IyonG4|PjlS%U0&G%*Op++t3kRc_U@%hblH~x% zzAUMA`(hqAQL42GjIJj`nScip5nr(~>|_(pa4_;%p_Vwg+PwYV_uu~4Pwkuozejvl z9#$hyafpX@iWsZ-H>K!iIDMEsJ!YaYx8E0sTlg>v$<9)}84k8**lc-^_9p9enls#i zxTq=3Hd;S2qq- zv0U7o!@XJb?BwcHwp^Zk`)h<*#?EaHyTfWR+|@RXQ8d%tSQS>bNr?Bh)k5>2BVX)!C)Rd~%G?dCUL$lgrO9Bk$ggDq@V8RR#I<#)>$e&yLvsvib4b zFHh{YqmMuRO`KY6><(46IfT?#i}`el(Ye^QS!GonK>(9honduFlHkhy-Qs@HOxb20&<3-aIg{_&ZevT)h~Y({vSTIM-Kdc@{8yq=V#$?so26FNP9z8qeUkGIr*1!5=x@KB%U&P zbU15A5LQ(m&fNf zcH89@fX{DD7eln$o8r0n58pgd^Cl=e?3XsfadMg_2-nex*>-VrYX0d-a)@=x9gISU zDA^n2I^$U`<(GDX4#JAVkxbM^bbHXISA$NgF=%-$uF1Gx+U%8~=JbeSqd!`$KI{ui zL;3GMwLcF0zVi9{t{g1&No+JMZR?edfB&t+Gl;xbG&^6+?~g?r6ixLa>uRHk@H<11P^ub@#htu}Ks#6cp7eQwt-GM0 zsj$bp*HC~QxPRX~JqMBnw384u9buELMOFXe^OMW#3-jse$v0XTEf?t3vcv9n+D~7x zg*gR0o6YBT0JwhEpU}SJ%KrT3?b}!OcyYL-NE(}x?M8wHA$O$54C|a>GU=N0>9$ZA z&gL}E^u}RPLHur3mml+JyZ?mj|JT~2)h6@VN&e_ld*ZHRG+GNO7Si4E(ePQ>GR~=H|_>zAZ0jWT{dQy?(Y?%ywH0yLXu{Z_GB6!(l#y$(j4~?8sreG)H?R zJ;(80p|ZXWzz###gr^!g@FEDpa+@4MkZ7&gW;%taVl$g$RgoM*tjsK{p((4Wi+~B?*^|*P!ti|e+Otz9;S9(mFA*x>6y4A0{ zR92K^9%K!R6z=>L+Ma%Bl{Ts9p>g5BZ-f7%IO}ChR)ps{MPfO{VoLYsquf`yZHp{q zlA@*+{v#H2A;`enS`!(vkx#mK{4-eFR*>dg*Zx>NT z-Z^=M<5dNa0`wBy*yNYRWgG~Ctcb{$kHf{oLpS6y_?^oy?ZYMBTXv-LtLIb4@wcxf zYB8$o=Vl#{4FiyLi(ToiQ2%RPHZu;$Kku0vb01S32r@vv;S z$cU#*-@X58g_WHe0;)GR#rZ66SS7(14)n9IRS_ zr*znp=wmZ#-UxH~aG~5Z8xG!X znY-0P=TT&>kL@Ypw^|{=E>_F+R4_Xn6J4LlqDtWY+wSEJn+2@k_ZXVAUCScOLtfr= zWNF>yY;S-1gP(j17bYE=#)!@JrRimppQJi;yE!-~6X%)%XxHC;G^H`DTj=zuC6*Or z$#yLj7eqNOx^LO7sYnpxe&B`?>XSyy(Dh zlauPhBnEi_EE?10{61LnHQMN4FzBH(X0ubcuoo5;2~79f8O12{&|z;(w2Ir?ZI7-! zA^^)lPM6|M#5u&?wypmu&<#2Xhs_|}d<{n?C(#8UlnRJ3UOIFbO1e$V@6s)-8p#whn=Xx# zbl3f|82QlBec-ps^JGxXHrCrnxH>DQ_t^re-)!wpcdE%-SipC?YIi z-qnfrauAF+S}u#EDk6t~qG2*u(9PKw(wd-_y=v9zU~fm$E$C2XS(UWw%bSbrxa+Z> z3ngY!?V{xxg|AHxSr*-(APBk!c1BFevmOp=gK@Q3X-3Kn5tH;6U8IU0*cq+0_lXvr zjmo+roE};i4*V1F{nB_gB}i<#WTL)I3S|9xdNl!eAcBB9R!4Hv`}-+V4kofa$R_ZJ zCWrd>L%+!dsUrPwcfZV4ItzN@*8u@`dEH^o;DWswT_E4Rr_+&W0+K;bV)1o5wlA_E z;qv8B(ZbKA?*8&tW(9@Y?Ks8I5t<5o`8@gX{+C!>P2Y0*t~Om{HBpjSSUS6M+{l$t zjg_-sFIOuj3PBZm`zV`r(C_3#1hLpE3_i%B^z8m&?UC%yj(Gk)mrBB-APL?^p;9ej zqcMTca`LCP_JKcK{-@Gvj8W|Yx#l$0c-jA0q49!wuTZ#VYcg3-o%X}bugg0xCn*rC z$PVW=R~EPZLHlmr?)F2wC-OrpF7y1$z!cUZHETnL88CP*=H^5WMi4>pjnSa(8oaGB zGon5Au{t<-M@3{&5JZ?&t*2IhZE(v_-E{@jH3i~iF^hFQmxiQDy5-{L=KMK?ty&b( z$kxiio!#!rc5*QhkwjJy5QmX?Aanh3ExTTCyo#`x>*y>WS7ZV97PFfoIwtm2-MpKLCtc7Ea&odR`dY(8vecV>SY|yg z2v%fnGV8cl#c((r7PHM8?O?M7ns7J(1d(`9WaDEhrJdZE?8nc(Vlx_Pkki>PsOSn0 z?rS+VTk2w*@?1*h>`|)%fo(Qoo}>AG8jlj4g{L}Np zq_AabkgUEW2tgLWP=i2o{e52Pu*uxA#>kOUOvnFx7iCPL3kPrA8#%!jtjLq!^YI0+n#mZmp3LrQ3YAz{OevPqloTJ z8>gvZ%87Wgbo&-oSr!2~i%D`7hd4%JGrVj3{lEV&fB&gXeBh6S(>m2u0D%Q$Vdry( zQ{DOE?v8%sy#YbkOMX|mUFAVZjBP^U)NGEEB;MOTau!8YB~Fn9DLiR!QnAPKbT%I` zYmW*sIFSW+JCM~>D4c%W)Tk*o>iTR}8QK37MDz&3q%TeZ?>d!P4<7CYw=srj!ivHo zh$^WHa2{d?ahKN@Zgz?BU|i0u$7tHnSXPw~Sq3c0O1HW$Rk~=oKg2mYwgrnA0R;`GaSd$gPl>b?1#*~$*V1t~HM!C>{imzI*) z4Er!je6_7oXa4o0h$F^cbpYiM6~GX@w8EBkvP@MCIy%Sj8JXN1XVzAT)FF=O1{;j z7K?U7l~p+D-&cDs&X?_V646e3u-8nvT)$TA)76~}zuacqs~D4s%e1O3g3e8H{R*N1 zs;(4fbX-tX!)87;iMJDCK3(Fya>^;`R$Z19XQACs0A|fo@1sPU$klqY8MEdURh2YN z2V|2GsC9gi4u)d0E_i%&di<$vdf<<2`=J5ER+aN@KDNIqd2t6N(gC%y`hFiF`yh6u~f5 zR=QMDXs7fPtP}e;Wza#bkR_?AM^jnV&>c3jMa=ZD95XDWvQgmQd}?zZ_@m|X(hM6i zy;}oz?*vJ6Z>eR;&9OkD)^FBGyjAXwv91e{pdHNdye`B`t6_eU8;+TNZa7JWqCK*z z%Iq!~;p>m+mzM5&^eLE*q~p+p%stAAqB-`$NN}$^ zo$AAr866Dhhc0F!ALE)#t!-^z{DhS2u7@cL!NF3bP zdpy5;!ltwNSO5FF+@ss=*(ttepGk0g5u}AnDPNhKk8>2=zvW*Z?8=}=kV74O{^;`f zGU;Y*Je|(yS~f@L1%usrK^_DxS3(8LdHi^fpsAtPVMXMd1V)uvlK}FDMJ!|@jZqI@ zGFzW^?l3GioAs$&d5X*S(~E4sn{Q8vYQ7!))u%S&fj@fA`dxA(A}^!p6w{4aObw}F zbw!l7xn?N51Hohw?QeFfACjzcygy~=#Xa5`M7oXvDDZ))OKr^Kpv-Bfu%#c%b(Zt&~WlW0Ik8 zqD2Uz!#JSIl0zsirWjFuETc7EHY7we92T4E07)XnOQG?@hr16m@!x#!Uw&#E9ysv5 z?|oJrk+&wRs)8j9khD6g!Hn?cK=fW03_Ldq(zrYyw{yA zL%QI(__v?heg_WxU%YPJ_q;o2y2gw#ET@P~d|XbdHnXlux)spuj@#iNRcOzqqh2~LMmnQ>Z9v@z|KfY!J1mSi@VkRtqubTuge1^0x|J^YN@truZ2zzyMYB3IVU6Dp zyPf`!93>nM-3n)F?OG6Yxmg{Kboz}BGbG+EC-4~n=zt)Iy74$6+r>mShxYsAh^#mI zXfL``b&HB{2n(wwtxpg0waJhgmph&4g(=V_@rp+l09oMUs(Z`y@HsYZG#XJ&GXO!? zy&aOOClx>m+yjU#Xr{G<6K}B>M_cF8r0%5Q|x*NyZ7)3wa z&FZIszts7<69)trC-SNU#{JvYkeXq5KM1qj4&)_QbwHLl*lPFWDv8MgCmCvnmR*t? z5e2 zQ|qV7q!yGc$s{PSUKem<`0DLOYcR%Vxk|AFYk;T1pyjZ{f;`X3aBciVnAbbCe8j+H_tt^OgBq^T^0$Y2?!fOVZ)?kO)FSNMprS~Q8>28KgPsyKM@f9#^?{Ic z)6W&tJ7|Yk06=ynN;QHa7;@V6!(IX5 zo}leEiH&pRjUUiqUQrdv?##BSx|+NO>7LWnG@fIH#i;9{$b;?yK~o60!NW=)lBi9Cu%-La@Q$}DIUeY*U+KRa}E zANXD8yhzrPsxE2nOsSMb_nHYCL=1sNIKXDpBo&Sf+O=RZ(ry(hW2`-3I-PvTY?3&b zcZss1U$Dhdd(!CUTD?JmH#8x_%*Y0(u%e_nJiS(*#87-jwg%m>Rdd{2IL@Q!j0zi? zs;4Jyrd>`&n-~*#w(7t>=jnhb>VXb5AEFqEwF{5Qz@L9=3mrJ{-@^A(Sk0{=aCQ3d zvVqkX?VuG^R5YvSDhg?7vn*Ef{ zNg@Oa_ER+-P37l{2|GN&*!#=pvsaiggQ(Xv8swS-EOzXwMe?aV7Vtrfe>C)R1J=03A)^%NrFa8K3}OC z_LTZ9r>yLJPFU6;$s#}YQHG$gLO5J}L>!i<0X=cQ99+_@l8?b~e0tBFoV-2cq65EI z{Gzg0kb`V&=iND-yug-b)3VFza6csyx7qe=PPf~gYzP6px%*(imDUSF0)2>TQg$THIo>s@(q1iyd;de!Q)h zwkbED2#TQD;l`9m?L_FdkC8M*(cKvNiBsH`X=La;^LcbPe@meKm_^|f#GlR<%6)3F7|oVw z&|-+9Y?5V9Yc$G(pPdD|tx$`?nQl6iy>*xkLF6HjwVQRQP7%4fkZOdV1>rQ zs8~s9NS@lAeELxeSYISnV z{Bn^%k|1D!so95N7%>3Ap*UmF7BO4h&Hko+DCiFSVex80QF))k;;@)FP?R`NX-H)e zZ-<%;hs8!d6%OB4qOeI7BuSMu2jEYXP_&)v&-=kZHUmncuSYb(ibWSh!LX^r(G(lz zC);##CmH+5lO!qJo;6g6RXsy|w)on4{Ij3^_3^92BclUq6PyKlh9Qdc<2Z2s5Cd-fy1l?{aSsm2N zIij6fr{eYti>5ocXscgF_?TZRQz$d;RGNt@$~53pGwVVWRfZqS#G>VAAKN58YZubt zP`TC3x@1FER6uqXlHoOqQxwj)u3jB~e(0n-@Q2D#5hLLnv!wA)l`cxuLQg%s^MAH? zZ@+0ka?dSGL2|BUjQ#%f&aPZ zVrPcKdW1ZC)tN{>Z!*;w7em$tBx|;1Yp}OC`ncGfoOi3nRbp?~UX{bG^U8hzLe*Uy zS$cz0U6ICI0Qbi|u&%?XT4kvCQt^l5Y3BDg=kEltw+MI$T)E+}Sm1fO(g-gQ%SvWg zA)An0E)?~+eTOvPA9uNSE@?nGp(rY1ZfD3|$q)H1sAjFsHS)W9N~A&vtRu!pkhyr7 zqe{h=*bqfYH*|1FH}Ek092QSFCO?hO71Od{A{3>V+Mb0+rjb~c7I}td+Ks60lKo3< z5xGKLi!_@GC5lX=J>UmDY3eX&T(D3IGhLenSO1@@cInxQC`$7RXhm-W6Vj)ab+n3rh+Hr3d$S?~u`{VE;t##w=H7OJD_%A>d7 z10dibgR>2h9nw5awi_3UX&VO(emK{c>e50{LaLEmzuT_lYWC(TtSE$H8POJBif;Q3 zd2Ybh(lPD*Hwmy90T14f)6<*NL2gIIz0gAQVE%Bk)0%}MhtYhFytz3&I+-w~;Hqb_ zuvQJ(Tt|rlFBZ#<QkTnK5U{nhuVhWru{b5v3sSEuPPl{Z*gTf3 zw@N;@rhYovdl8BIqz;!N`}G%3pIv|JbUXmu8Sk}ymMh1X+NTW=);hMwc7$4y9G03j z+-=LU5gU$bA;@jQ8@^&|Snmyq7jgh|IvW7)8moQt2j#bP%OGSdIP7*swwAvn{6WG* z6xr}Zm~I_6WkSnzIpL(W`0CMP@W%)M_@@sqdm?|}wuwlp#Pr&2wk~or9flxNCFCWt z2F*pbMN%}=%0*Hc?+;G*0>E8m6?>(4j+=B|k2AYFi=@QSxsYbaIAL$?r1RO%@$q>4 zj@oj%69DeEwQz&x$U@?9Z&$?;EmRh`s%pcAfoK;!K{!7-xOKVSJ6#C?cipeEqq715 zFJXkhZCi~DTNxkXjU}d4wq9e~X>bt%z`wCFn#>HyLJVbTBZxLF)l$CNh!;BbtF5K> zr_*@=a8Eodv1wbA4HJXV%~hq`9k8#+p>Sq89R>jR%KD7STrGBY;(kI675T}@>EZR4 z-+k|N769Bc7$qi>=`zW(BrC*rgEO$#6#)Lbua}j4Dl4@4@zEgp{$@M&r`y1OT}I9{&s;bOQhY00000zyt9&1%yaIO#wki00000NkvXX Hu0mjfSXy5V literal 0 HcmV?d00001 diff --git a/src/machine-learning-and-data-mining/sections/_clustering.tex b/src/machine-learning-and-data-mining/sections/_clustering.tex index 3ba3d57..7474ec0 100644 --- a/src/machine-learning-and-data-mining/sections/_clustering.tex +++ b/src/machine-learning-and-data-mining/sections/_clustering.tex @@ -130,8 +130,425 @@ Given two $D$-dimensional data entries $p$ and $q$, possible distance metrics ar \item $+1$ implies positive linear relationship, $-1$ implies negative linear relationship. \end{itemize} - \item[Symmetric uncertainty] + \item[Symmetric uncertainty] \marginnote{Symmetric uncertainty} Measure of correlation for nominal attributes: \[ U(e_1, e_2) = 2 \frac{H(e_1) + H(e_2) - H(e_1, e_2)}{H(e_1) + H(e_2)} \in [0, 1] \] where $H$ is the entropy. +\end{description} + + + + +\section{Clustering definitions} + +\begin{description} + \item[Clustering] \marginnote{Clustering} + Given a set of $D$-dimensional objects $\vec{x}_i$, + we want to partition them into $K$ clusters (and potentially recognize outliers). + In other words, we are looking for a mapping: + \[ \texttt{cluster}(\vec{x}_i) \in \{ 1, \dots, K \} \] + such that objects in the same cluster are similar. + + \item[Centroid] \marginnote{Centroid} + Average of the coordinates of the points in a cluster. + For a cluster $K_i$, the $d$-th coordinate of its centroid is given by: + \[ + \texttt{centroid}(K_i)\texttt{[$d$]} + = \frac{1}{\vert K_i \vert} + \sum_{\vec{x} \in K_i} \vec{x}\texttt{[$d$]} + \] + + \item[Medoid] \marginnote{Medoid} + Element of the cluster with minimum average dissimilarity to all other points. + Differently from the centroid, the medoid must be an existing point of the dataset. + + \item[Proximity functions] \marginnote{Proximity function} + Measures to determine the similarity of two data points: + \begin{descriptionlist} + \item[Euclidean distance] + \end{descriptionlist} +\end{description} + + +\section{Metrics} + +\begin{description} + \item[Cohesion] \marginnote{Cohesion} + Measures the similarity (proximity) of the objects in the same cluster. + Given a cluster $K_i$, cohesion is computed as: + \[ \texttt{cohesion}(K_i) = \sum_{\vec{x} \in K_i} \texttt{dist}(\vec{x}, \vec{c}_i) \] + where $\vec{c}_i$ can be the centroid or medoid + and \texttt{dist} is a proximity function. + + \item[Separation] \marginnote{Separation} + Measures the distance of two clusters. + Given two clusters $K_i$ and $K_j$, their separation is: + \[ \texttt{separation}(K_i, K_j) = \texttt{dist}(\vec{c}_i, \vec{c}_j) \] + where $\vec{c}_i$ and $\vec{c}_j$ are respectively the centroids of $K_i$ and $K_j$, and \texttt{dist} is a proximity function. + + \item[Sum of squared errors] \marginnote{Sum of squared errors} + Measures for each cluster the distance between its points to its centroid. + Can be seen as the application of distortion (\Cref{desc:distortion}) to clustering: + \[ \texttt{SSE}_j = \sum_{\vec{x}_i \in K_j} \texttt{dist}(\vec{x}_i, \vec{c}_j)^2 \] + where $K_j$ is the $j$-th cluster and $\vec{c}_j$ is its centroid. + + If $\texttt{SSE}_j$ is high, the cluster has low quality. + If $\texttt{SSE}_j = 0$, all points in the cluster correspond to the centroid. + + The sum of squared errors of $K$ clusters is: + \[ \texttt{SSE} = \sum_{j=1}^{K} \texttt{SSE}_j \] + + \item[Sum of squares between clusters] \marginnote{Sum of squares between clusters} + Given the global centroid of the dataset $\vec{c}$ and + $K$ clusters each with $N_i$ objects, + the sum of squares between clusters is given by: + \[ \texttt{SSB} = \sum_{i=1}^{K} N_i \texttt{dist}(\vec{c}_i, \vec{c})^2 \] + + \item[Total sum of squares] \marginnote{Total sum of squares} + Sum of the squared distances between the point of the dataset and the global centroid. + It can be shown that the total sum of squares can be computed as: + \[ \texttt{TSS} = \texttt{SSE} + \texttt{SSB} \] + + \begin{theorem} + Minimize \texttt{SSE} $\iff$ maximize \texttt{SSB}. + \end{theorem} + + \item[Silhouette score] \marginnote{Silhouette score} + The Silhouette score of a data point $\vec{x}_i$ belonging to a cluster $K_i$ is given by two components: + \begin{description} + \item[Sparsity contribution] + The average distance of $\vec{x}_i$ to all other points in $K_i$: + \[ a(\vec{x}_i) = \frac{1}{\vert K_i \vert - 1} \sum_{\vec{x}_j \in K_i, \vec{x}_j \neq \vec{x}_i} \texttt{dist}(\vec{x}_i, \vec{x}_j) \] + + \item[Separation contribution] + The average distance of $\vec{x}_i$ to the points in the nearest cluster: + \[ b(\vec{x}_i) = \min_{K_j, K_j \neq K_i} \left( \frac{1}{\vert K_j \vert} \sum_{\vec{w} \in K_j} \texttt{dist}(\vec{x}_i, \vec{w}) \right) \] + \end{description} + The Silhouette score of $\vec{x}_i$ is then computed as: + \[ s(\vec{x}_i) = \frac{b(\vec{x}_i) - a(\vec{x}_i)}{\max\{ a(\vec{x}_i), b(\vec{x}_i) \}} \in [-1, 1] \] + + The Silhouette score $\mathcal{S}$ of $K$ clusters is given by the average Silhouette scores of each data point. + $\mathcal{S} \rightarrow 1$ indicates correct clusters, $\mathcal{S} \rightarrow -1$ indicates incorrect clusters. + + \item[Golden standard] \marginnote{Golden standard} + Evaluation using a labeled dataset. + Consider the elements of the same cluster as labeled with the same class. + + \begin{description} + \item[Classification-oriented] + Traditional classification metrics such as accuracy, recall, precision, \dots + + \item[Similarity-oriented] + Given a learnt clustering scheme $y_K(\cdot)$ and the golden standard scheme $y_G(\cdot)$ where + $y_i(\vec{x})$ indicates the label/cluster of $\vec{x}$, each pair of data $(\vec{x}_1, \vec{x}_2)$ can be labeled with: + \begin{descriptionlist} + \item[\texttt{SGSK}] if $y_G(\vec{x}_1) = y_G(\vec{x}_2)$ and $y_K(\vec{x}_1) = y_K(\vec{x}_2)$. + \item[\texttt{SGDK}] if $y_G(\vec{x}_1) = y_G(\vec{x}_2)$ and $y_K(\vec{x}_1) \neq y_K(\vec{x}_2)$. + \item[\texttt{DGSK}] if $y_G(\vec{x}_1) \neq y_G(\vec{x}_2)$ and $y_K(\vec{x}_1) = y_K(\vec{x}_2)$. + \item[\texttt{DGDK}] if $y_G(\vec{x}_1) \neq y_G(\vec{x}_2)$ and $y_K(\vec{x}_1) \neq y_K(\vec{x}_2)$. + \end{descriptionlist} + Then, the following metrics can be computed: + \begin{descriptionlist} + \item[Rand score] $\frac{\texttt{SGSK} + \texttt{DGDK}}{\texttt{SGSK} + \texttt{SGDK} + \texttt{DGSK} + \texttt{DGDK}}$ + \item[Adjusted rand score] Modification of the rand score to take into account that some agreements may happen by chance. + \item[Jaccard coefficient] For each class $c$, the Jaccard coefficient is given by: + \[ \frac{\texttt{SG$_c$SK$_c$}}{\texttt{SG$_c$SK$_c$} + \texttt{SG$_c$DK$_c$} + \texttt{DG$_c$SK$_c$}} \] + \end{descriptionlist} + \end{description} +\end{description} + + + +\section{K-means} + +\begin{description} + \item[Algorithm] \marginnote{K-means} + Clustering algorithm that iteratively improves the centroids. + Given the desired number of clusters $K$, the algorithm works as follows: + \begin{enumerate} + \item Randomly choose $K$ initial centroids. + \item Each data point belongs to the cluster represented by the nearest centroid. + \item Update the centroids as the centroids of the newly found clusters. Go to 2. + \end{enumerate} + + \item[Distortion] \label{desc:distortion} \marginnote{Distortion} + Given: + \begin{itemize} + \item a $D$-dimensional dataset of $N$ points $\vec{x}_i$; + \item an encoding function $\texttt{encode}: \mathbb{R}^D \rightarrow [1, K]$; + \item a decoding function $\texttt{decode}: [1, K] \rightarrow \mathbb{R}^D$. + \end{itemize} + Distortion (or inertia) is defines as: + \[ \texttt{distortion} = \sum_{i=1}^{N} \big(\vec{x}_i - \texttt{decode}(\texttt{encode}(\vec{x_i})) \big)^2 \] + + \begin{theorem} + To minimize the distortion, it is required that: + \begin{enumerate} + \item $\vec{x}_i$ is encoded with its nearest center. + \item The center of a point is the centroid of the cluster it belongs to. + \end{enumerate} + + Note that k-means alternates point 1 and 2. + + \begin{proof} + The second point is derived by imposing the derivative of \texttt{distortion} to 0. + \end{proof} + \end{theorem} + + \item[Elbow method] + Inertia decreases monotonically and can be used to determine an ideal number of clusters. + By computing the inertia for varying $K$, a plausible value is the one corresponding to the point where the slope decreases. + \begin{figure}[H] + \centering + \includegraphics[width=0.4\textwidth]{img/elbow_method.png} + \caption{Plot of inertia. Possibly good values for $K$ are around 3} + \end{figure} + + The Silhouette score can also be used by selecting the $K$ corresponding to its maximum. + Note that, compared to inertia, Silhouette is computationally more expensive. + + \item[Properties] \phantom{} + \begin{description} + \item[Termination] + There are a finite number of ways to cluster $N$ objects into $K$ clusters. + By construction, at each iteration the \texttt{distortion} is reduced. + Therefore, k-means is guaranteed to terminate. + + \item[Non-optimality] + The solution found by k-means is not guaranteed to be a global best. + The choice of starting points heavily influences the final result. + The starting configuration is usually composed of points distant as far as possible. + + \item[Noise] + Outliers heavily influences the clustering result. Sometimes, it is useful to remove them. + + \item[Complexity] + Given a $D$-dimensional dataset of $N$ points, + Running k-means for $T$ iterations to find $K$ clusters has complexity $O(TKND)$. + \end{description} +\end{description} + + + +\section{Hierarchical clustering} + +\begin{description} + \item[Dendogram] \marginnote{Dendogram} + Tree-like structure where the root is a cluster of all data points and + the leaves are clusters with a single data points. + + \item[Agglomerative] \marginnote{Agglomerative} + Starts with a cluster per data point and iteratively merges them (leaves to root). + Uses cluster separation metrics. + + \item[Divisive] \marginnote{Divisive} + Starts with a cluster containing all the data points and iteratively splits them (root to leaves). + Uses cluster cohesion metrics. + + \item[Cluster separation measures] + Measure the distance between two clusters $K_i$ and $K_j$. + \begin{descriptionlist} + \item[Single link] \marginnote{Single link} + Minimum distance of the points in the two clusters: + \[ \texttt{sep}(K_i, K_j) = \min_{\vec{x} \in K_i, \vec{y} \in K_j} \texttt{dist}(\vec{x}, \vec{y}) \] + Tends to create larger clusters. + + \item[Complete link] \marginnote{Complete link} + Maximum distance of the points in the two clusters: + \[ \texttt{sep}(K_i, K_j) = \max_{\vec{x} \in K_i, \vec{y} \in K_j} \texttt{dist}(\vec{x}, \vec{y}) \] + Tends to create more compact clusters. + + \item[Average link] \marginnote{Average link} + Average distance of the points in the two clusters: + \[ \texttt{sep}(K_i, K_j) = \frac{1}{\vert K_i \vert \cdot \vert K_j \vert} \sum_{\vec{x} \in K_i, \vec{y} \in K_j} \texttt{dist}(\vec{x}, \vec{y}) \] + + \item[Centroid-based] \marginnote{Centroid-based} + Distance between the centroids of the two clusters. + + \item[Ward's method] \marginnote{Ward's method} + Let $K_m$ be the cluster obtained by merging $K_i$ and $K_j$. + The distance between $K_i$ and $K_j$ is determined as: + \[ \texttt{sep}(K_i, K_j) = \texttt{SSE}(K_m) - \big( \texttt{SSE}(K_i) + \texttt{SSE}(K_j) \big) \] + \end{descriptionlist} +\end{description} + + +\subsection{Agglomerative clustering} + +\begin{description} + \item[Algorithm] \marginnote{Agglomerative clustering} \phantom{} + \begin{enumerate} + \item Initialize a cluster for each data point. + \item Compute the distance matrix between each cluster. + \item Merge the two clusters with lowest separation, + drop their values from the distance matrix and add an row/column for the newly created cluster. + \item Go to point 2. if the number of clusters is greater than one. + \end{enumerate} + + After the construction of the dendogram, a cut \marginnote{Cut} can be performed at a user define level. + A cut near the root will result in few bigger clusters. + A cut near the leaves will result in numerous smaller clusters. + + + \item[Properties] \phantom{} + \begin{description} + \item[Complexity] + Space complexity of $O(N^2)$ to store the distance matrix. + + Time complexity of $O(N^3)$ ($O(N)$ iterations with a $O(N^2)$ search for the pair to merge and $O(N)$ to recompute the distance matrix) + that can be reduced to $O(N^2\log(N))$ when using indexing. + \end{description} +\end{description} + + + +\section{Density-based clustering} + +Consider as clusters the high-density areas of the data space. + +\begin{description} + \item[Grid-based] + Split the data space into a grid and count the number of points in each tile. + + \item[Object-centered] + Count, for each point, the number of neighbors within a radius. +\end{description} + + +\subsection{DBSCAN} + +\begin{description} + \item[Neighborhood] \marginnote{Neighborhood} + Given a radius $\varepsilon$, the neighborhood of a point $\vec{x}$ are the points within an $\varepsilon$-sphere centered on $\vec{x}$. + + \item[Core point] \marginnote{Core point} + Given a minimum number of neighbors $m$, + a point $\vec{x}$ is a core point if it has at least $m$ neighbors. + + \item[Border point] \marginnote{Border point} + A point $\vec{x}$ is a border point if it is not a core point. + + \item[Directly density reachable] \marginnote{Directly density reachable} + A point $\vec{p}$ is directly density reachable from $\vec{q}$ iff: + \begin{itemize} + \item $\vec{q}$ is a core point. + \item $\vec{q}$ is a neighbor of $\vec{p}$. + \end{itemize} + + \item[Density reachable] \marginnote{Density reachable} + A point $\vec{p}$ is density reachable from $\vec{q}$ iff: + \begin{itemize} + \item $\vec{q}$ is a core point. + \item There exists a sequence of points $\vec{s}_1, \dots, \vec{s}_z$ such that: + \begin{itemize} + \item $\vec{s}_1$ is directly density reachable from $\vec{p}$. + \item $\vec{s}_{i+1}$ is directly density reachable from $\vec{s}_i$. + \item $\vec{q}$ is directly density reachable from $\vec{s}_z$. + \end{itemize} + \end{itemize} + + \item[Density connected] \marginnote{Density connected} + A point $\vec{p}$ is density connected to $\vec{q}$ iff there exists a point $\vec{s}$ + such that both $\vec{p}$ and $\vec{q}$ are density reachable from $\vec{s}$. + + \item[Algorithm] \marginnote{DBSCAN} + Determine clusters as maximal sets of density connected points. + Border points not density connected to any core point are labeled as noise. + + In other words, what happens it the following: + \begin{itemize} + \item Neighboring core points are part of the same cluster. + \item Border points are part of the cluster of their nearest core point neighbor. + \item Border points without a core point neighbor are noise. + \end{itemize} + + \item[Properties] \phantom{} + \begin{description} + \item[Robustness] + Able to find clusters of any shape and detect noise. + + \item[Hyperparameters] + Sensible to the choice of the radius $\varepsilon$ and minimum neighbors $m$. + + \begin{description} + \item[K-distance method] \phantom{} + \begin{enumerate} + \item Determine for each point its $k$-distance as the distance to its $k$-nearest neighbors. + \item Sort the points by decreasing $k$-distance and plot them. + \item Use as possible $\varepsilon$ the values around the area where the slope decreases (similarly to the elbow method). + \end{enumerate} + \end{description} + + \item[Complexity] + Complexity of $O(N^2)$ reduced to $O(N \log N)$ if using spatial indexing. + \end{description} +\end{description} + + +\subsection{DENCLUE} + +\begin{description} + \item[Kernel density estimation] \marginnote{Kernel density estimation} + Statistical method to estimate the distribution of a dataset through a function. + + \begin{description} + \item[Kernel function] \marginnote{Kernel function} + Symmetric and monotonically decreasing function to describe the influence of a data point to its neighbors. + + A typical kernel function is the Gaussian. + + \item[Overall density function] + The overall density of the dataset is obtained as the sum of the kernel function evaluated at each data point. + + \begin{figure}[H] + \centering + \includegraphics[width=0.35\textwidth]{img/kernel_density_estimation.png} + \caption{Example of density function from a set of points (top right) using a Gaussian kernel} + \label{img:denclue} + \end{figure} + \end{description} + + \item[Algorithm] \marginnote{DENCLUE} + Given a threshold $\xi$, DENCLUE works as follows: + \begin{enumerate} + \item Derive a density function of the dataset. + \item Identify local maximums and consider them as density attractors. + \item Associate to each data point the density attractor in the direction of maximum increase. + \item Points associated to the same density attractor are part of the same cluster. + \item Remove clusters with a density attractor lower than $\xi$. + \item Merge clusters connected through a path of points whose density is greater or equal to $\xi$ + (e.g. in \Cref{img:denclue} the center area will result in many small clusters that can be merged with an appropriate $\xi$). + \end{enumerate} + + \item[Properties] \phantom{} + \begin{description} + \item[Robustness] + Able to recognize clusters of different shapes and handle noise. + + \item[High dimension weakness] + Does not perform well with high-dimensional data with different densities. + + \item[Complexity] + Computational complexity of $O(N^2)$. + \end{description} +\end{description} + + + +\section{Model-based clustering} + +Assuming that the attributes are independent random variables, +model-based clustering finds a set of distributions (one per cluster) that describe the data. + + +\subsection*{Gaussian mixture (expectation maximization)} + +\begin{description} + \item[Algorithm] \phantom{} \marginnote{Gaussian mixture} + \begin{enumerate} + \item Select an initial set of parameters for the distributions. + \item Expectation step: for each data point, compute its probability to belong to each distribution. + \item Maximization step: tweak the parameters to maximize the likelihood (i.e. move the Gaussian towards the center of the cluster). + \item Go to point 2. until convergence. + \end{enumerate} \end{description} \ No newline at end of file