From 6b8c056da35db675793d7b551aaafcec52e1eceb Mon Sep 17 00:00:00 2001 From: "Ryan C. Cooper" Date: Thu, 23 Mar 2017 14:36:39 -0400 Subject: [PATCH 1/5] updated syllabus --- README.md | 2 +- lecture_16/.compiled_data.csv.swp | Bin 12288 -> 0 bytes lecture_16/lecture_16.ipynb | 17635 +++++++++++++++++++++++----- 3 files changed, 14822 insertions(+), 2815 deletions(-) delete mode 100644 lecture_16/.compiled_data.csv.swp diff --git a/README.md b/README.md index 8145faf..134beea 100644 --- a/README.md +++ b/README.md @@ -49,7 +49,7 @@ Jupiter notebook (with matlab or octave kernel) ### Note on Homework and online forms -The Homeworks are graded based upon effort and completeness. The forms are not graded at +The Homeworks are graded based upon effort, correctness, and completeness. The forms are not graded at all, if they are completed you get credit. It is *your* responsibility to make sure your answers are correct. Use the homeworks and forms as a study guide for the exams. In general, I will not post homework solutions. diff --git a/lecture_16/.compiled_data.csv.swp b/lecture_16/.compiled_data.csv.swp deleted file mode 100644 index 70ab7de34187893557ff0f2f7ed6e6b9fa9fc81f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 12288 zcmeI2ZHQMz6o?hst;v_(F^o~M4>&u`TzaWm--ssrH6Z*nS0Ke-#If^ zX_ur6ySgtZlg#il-IyKo_uh8klm{pLe3LPw%X^14{BJ*Z4U7&A{@WtvACbe(YexFU zhX#hnmUS+;dSrOGv-{fM^SpCtK#!jJK6Pbh-^lprvVoqv2gf?^9q1byA06m%1*1dv z4cP#d*DCBY?d?%GzuJ7V5$k;rTWu_vpX)Bapr>K6V0~fNY#xmQjRK7VjRK7VjRK7VjRK7V zjRK7VjRK7VjROBe1$z69`ICSAzjG?d^Z);k|NH;Q8OHnwhu|RWfsbK3Y=zCR9@fJ1 z@C2-Yaaam>!b0eVtKc$7VGhiKnQ%Is41Y{B=4bc@K8Md>7rX~=!fWs{tcIsx6)cDQ zVGw#@5p=^Cd1LG#{33{;S1OcAHln@1vbJuSPf6ZDtHJ+VGw#@0d&FT z;9(A&2h(999GhayukZtW1^Zz)ybo`|CU_Orz*DdS#$XT@!+f|N=0Oe@LkG-+)8Odo z#{2@`!a?{HcEUDz9oEB(@GLwE55N%g!yRx7biq8xU@mmPIWPq#z>(98`3Vle0r&(y zfVW{YY=CvJ8lHj2U^$Gy0Nf5Y!*y^4WN-;|z}YYrPJurr69>M7FJT|-h7VyIya5|v zEj$O0!^1ENgRmGD!VPdGRFJ@ImC;k13hpnbiq8xU@pvp888Ws zaVC$zPjCnhz#iBMIuZ@lsjZWdCzbV8G_xdF?=@Ij zSH(AK8{(7qt6VchQkAv{Hq<6doVR%@m)n~8inju>TPu`rNdzrmZB2yIWY)=lX>byvkuh0S8VZTmIvg?0XkfG;Q;n94 z7BOheTZM6{lB%LzDiGeami%2#(41|RwXLJ+@aC-#_{dF_pq!JJ9DlVWlIg8Ovyia` z#Y-8?V&cAv!!fxcjw<7TG8wxGS{Qf<^-Cwy+k#=9ta6_Cnk84HmzgHcqHOR+X)B~> z9*1$vMbqO*^BF$lFbS8X4bHei_4c^J_NudjVk@V(L2P!w2IDX))%bRJQHv;9ZC5Si z$SLkERs4!SshY=U>bT0$W+>}xc14HqR2-M3GGhmL_D!?2XLCi4eobxp%_{=LWi%lc zQfG>Z6IDr;M>l>Ck|-p>D=7<0MhoWKqt5DWI!8M!Wsxa8Ch-Y}5iD_;EXb0I%HSNt z8D$$V^OoB5mP|t8GDj&YAB|Y7IEG>p!e^$yLp12`m~QM1)sab#Nqp9%8d78mL?~^B z9Dx>dmbyf%vJ?P|GmA95!$Mp0^!Shnls|0`kbZljwLpdRGASy};G~Y@3`%pdb1k9h zp|}9)^|}_|mQ7PjG-fDPn6_zIoKTJhgFYT1oXO;{lMe;f9(V=?tU#uUL`hWs!qOU8 zQ4-fGZ(tvoUfbZQ_KyZpXcb0iNe1Z^S8_(x$r2-$G^Dfz)mPzM8i#3YxroCo_LRvL z?27kvys11{utBU?8g2nh64tic3&`B(c+@zTkgg##SB1BV%OWjX0X`TjByXLEE+0wj8M9F{&bvARXR1Op=Bf< z3pr!$8MTM!W@t@l6S#G{7o>f>(eTMQrewgmi(dj| z?aL6=+n-2+GfkIPR)@gz%~I=YyRC1ags4!617FcpYFBb34mCk+PJzA-j`wv3>hNk> z-5$~+TDn_FNZrdjh@_sT^|+i1Q!_?xYI)uMe2DPE#Yp{hW_Xn#eDv6po|TS2>vOb< zi`4UyLT%1#NUcSzp|Z?zGib!c#F^)tiEK!Sp;cHJ>ve7Nmk-8ND{82&Cq+(armL?t z(Au0Dm-{CpT@?&r_yl3`myDLdhBT)efYjKl+8jfY=~ydM6rpAGIV3|_8dDRrzK{j) J#xQDQ^EdI8PICYN diff --git a/lecture_16/lecture_16.ipynb b/lecture_16/lecture_16.ipynb index be266b3..7ab08d2 100644 --- a/lecture_16/lecture_16.ipynb +++ b/lecture_16/lecture_16.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 171, "metadata": { "collapsed": true }, @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 172, "metadata": { "collapsed": true }, @@ -119,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 173, "metadata": { "collapsed": false }, @@ -773,7 +773,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 174, "metadata": { "collapsed": false }, @@ -811,7 +811,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 175, "metadata": { "collapsed": false }, @@ -830,7 +830,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 177, "metadata": { "collapsed": false }, @@ -849,7 +849,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 180, "metadata": { "collapsed": false }, @@ -896,561 +896,539 @@ "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t0.05\n", + "\t\t\n", + "\t\t5\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t0.1\n", + "\t\t\n", + "\t\t10\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t0.15\n", + "\t\t\n", + "\t\t15\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t0.2\n", + "\t\t\n", + "\t\t20\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t-20\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t-15\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t-10\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t-5\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t5\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t10\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t15\n", "\t\n", "\n", "\n", "\n", "\n", - "\t\n", - "\n", - "\t\n", - "\t\trelative counts\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\tx position (cm)\n", - "\t\n", - "\n", + "\t\n", "\n", "\n", "\tgnuplot_plot_1a\n", - "\n", + "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_2a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_3a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_4a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_5a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_6a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_7a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_8a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_9a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_10a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_11a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_12a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_13a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_14a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_15a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_16a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_17a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_18a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_19a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_20a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_21a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_22a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_23a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_24a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_25a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_26a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_27a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_28a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_29a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_30a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_31a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_32a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_33a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_34a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_35a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_36a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_37a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_38a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_39a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_40a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_41a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_42a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_43a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_44a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_45a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_46a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_47a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_48a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_49a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_50a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_51a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_52a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_53a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_54a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_55a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_56a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_57a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_58a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_59a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_60a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_61a\n", "\n", "\n", "\n", - "\t\n", - "\t\n", - "\tgnuplot_plot_62a\n", - "\n", - "\t\n", - "\t\n", - "\tgnuplot_plot_63a\n", - "\n", - "\t\n", - "\t\n", - "\tgnuplot_plot_64a\n", - "\n", - "\t\n", + "\t\n", "\t\n", - "\n", + "\n", "\n", "\n", "\n", @@ -1470,27 +1448,12 @@ } ], "source": [ - "x_vals=linspace(-15,20,30);\n", - "hist(x_darts,x_vals,1);\n", - "[histFreq, histXout] = hist(x_darts, 30);\n", - "binWidth = histXout(2)-histXout(1);\n", - "bar(histXout, histFreq/binWidth/sum(histFreq));\n", - "pdfnorm = @(x) 1/sqrt(2*s_x^2*pi).*exp(-(x-mu_x).^2/2/s_x^2);\n", - "%cdfnorm = @(x) 1/2*(1+erf((x-mu_x)./sqrt(2*s_x^2)));\n", - "%hist(x_darts,x_vals,trapz(x,f))%,cdfnorm(max(x_darts))/2)\n", - "hold on;\n", - "plot(x_vals,pdfnorm(x_vals))\n", - "n=2; % n=1, 68% confidence, n=2, 95% confidence, n=3, 99% conf\n", - " plot([mu_x+n*s_x,mu_x+n*s_x],[0,0.1],'r-')\n", - " plot([mu_x-n*s_x,mu_x-n*s_x],[0,0.1],'r-')\n", - "\n", - "xlabel('x position (cm)')\n", - "ylabel('relative counts')" + "hist(x_darts,30,100)" ] }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 182, "metadata": { "collapsed": false }, @@ -1628,450 +1591,450 @@ "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_2a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_3a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_4a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_5a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_6a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_7a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_8a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_9a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_10a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_11a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_12a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_13a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_14a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_15a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_16a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_17a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_18a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_19a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_20a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_21a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_22a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_23a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_24a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_25a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_26a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_27a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_28a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_29a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_30a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_31a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_32a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_33a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_34a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_35a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_36a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_37a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_38a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_39a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_40a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_41a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_42a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_43a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_44a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_45a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_46a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_47a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_48a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_49a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_50a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_51a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_52a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_53a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_54a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_55a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_56a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_57a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_58a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_59a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_60a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_61a\n", "\n", @@ -2081,15 +2044,15 @@ "\t\n", "\tgnuplot_plot_62a\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_63a\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_64a\n", "\n", - "\t\n", + "\t\n", "\t\n", "\n", "\n", @@ -2111,19 +2074,19 @@ } ], "source": [ - "y_vals=linspace(-15,20,30);\n", - "hist(y_darts,y_vals,1);\n", - "[histFreq, histXout] = hist(y_darts, 30);\n", + "x_vals=linspace(-15,20,30);\n", + "hist(x_darts,x_vals,1);\n", + "[histFreq, histXout] = hist(x_darts, 30);\n", "binWidth = histXout(2)-histXout(1);\n", "bar(histXout, histFreq/binWidth/sum(histFreq));\n", - "pdfnorm = @(x) 1/sqrt(2*s_y^2*pi).*exp(-(x-mu_y).^2/2/s_y^2);\n", + "pdfnorm = @(x) 1/sqrt(2*s_x^2*pi).*exp(-(x-mu_x).^2/2/s_x^2);\n", "%cdfnorm = @(x) 1/2*(1+erf((x-mu_x)./sqrt(2*s_x^2)));\n", "%hist(x_darts,x_vals,trapz(x,f))%,cdfnorm(max(x_darts))/2)\n", "hold on;\n", - "plot(y_vals,pdfnorm(y_vals))\n", + "plot(x_vals,pdfnorm(x_vals))\n", "n=2; % n=1, 68% confidence, n=2, 95% confidence, n=3, 99% conf\n", - " plot([mu_y+n*s_y,mu_y+n*s_y],[0,0.1],'r-')\n", - " plot([mu_y-n*s_y,mu_y-n*s_y],[0,0.1],'r-')\n", + " plot([mu_x+n*s_x,mu_x+n*s_x],[0,0.1],'r-')\n", + " plot([mu_x-n*s_x,mu_x-n*s_x],[0,0.1],'r-')\n", "\n", "xlabel('x position (cm)')\n", "ylabel('relative counts')" @@ -2131,7 +2094,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 183, "metadata": { "collapsed": false }, @@ -2178,5238 +2141,17319 @@ "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t0.2\n", + "\t\t\n", + "\t\t0.05\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t0.4\n", + "\t\t\n", + "\t\t0.1\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t0.6\n", + "\t\t\n", + "\t\t0.15\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t0.8\n", + "\t\t\n", + "\t\t0.2\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t1\n", + "\t\t\n", + "\t\t-20\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t-15\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t-10\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t-5\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t5\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t10\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t15\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t20\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\trelative counts\n", "\t\n", "\n", "\n", + "\t\n", + "\t\tx position (cm)\n", + "\t\n", "\n", "\n", - "\t\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_3a\n", + "\n", "\n", - "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_4a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_5a\n", + "\n", "\n", "\n", - "\t\n", - "\texperimental CDF\n", - "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_6a\n", + "\n", "\n", - "\n", - "\t\n", - "\t\texperimental CDF\n", + "\n", + "\t\n", "\t\n", + "\tgnuplot_plot_7a\n", + "\n", "\n", - "\n", - "\t\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", - "\tNormal CDF\n", - "\n", - "\t\n", - "\t\tNormal CDF\n", + "\t\n", "\t\n", + "\tgnuplot_plot_8a\n", + "\n", "\n", - "\n", - "\t\n", + "\n", + "\t\n", "\t\n", - "\n", + "\tgnuplot_plot_9a\n", + "\n", "\n", - "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_10a\n", + "\n", "\n", - "\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_11a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_12a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_13a\n", + "\n", "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_14a\n", + "\n", "\n", - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x_exp=empirical_cdf(x_vals,x_darts);\n", - "plot(x_vals,x_exp)\n", - "hold on;\n", - "plot(x_vals,normcdf(x_vals,mu_x,s_x),'k-')\n", - "legend('experimental CDF','Normal CDF','Location','SouthEast')" - ] - }, - { - "cell_type": "code", - "execution_count": 170, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "Gnuplot\n", - "Produced by GNUPLOT 5.0 patchlevel 3 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\n", - "\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_15a\n", + "\n", "\n", "\n", - "\n", - "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_16a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_17a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t-20\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_18a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_19a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t-15\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_20a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_21a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t-10\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_22a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_23a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t-5\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_24a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_25a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t0\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_26a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_27a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t5\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_28a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_29a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t10\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_30a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_31a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t15\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_32a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_33a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t20\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_34a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_35a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t-20\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t-15\n", + "\t\n", "\t\n", + "\tgnuplot_plot_36a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_37a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t-10\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_38a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_39a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t-5\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_40a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_41a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t0\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_42a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_43a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t5\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_44a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_45a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t10\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_46a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_47a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t15\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_48a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_49a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t20\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_50a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_51a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t0\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_52a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_53a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t0.2\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_54a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_55a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t0.4\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_56a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_57a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t0.6\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_58a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_59a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\t\n", - "\t\t0.8\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_60a\n", + "\n", "\n", "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_61a\n", + "\n", "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_62a\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_63a\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_64a\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y_vals=linspace(-15,20,30);\n", + "hist(y_darts,y_vals,1);\n", + "[histFreq, histXout] = hist(y_darts, 30);\n", + "binWidth = histXout(2)-histXout(1);\n", + "bar(histXout, histFreq/binWidth/sum(histFreq));\n", + "pdfnorm = @(x) 1/sqrt(2*s_y^2*pi).*exp(-(x-mu_y).^2/2/s_y^2);\n", + "%cdfnorm = @(x) 1/2*(1+erf((x-mu_x)./sqrt(2*s_x^2)));\n", + "%hist(x_darts,x_vals,trapz(x,f))%,cdfnorm(max(x_darts))/2)\n", + "hold on;\n", + "plot(y_vals,pdfnorm(y_vals))\n", + "n=2; % n=1, 68% confidence, n=2, 95% confidence, n=3, 99% conf\n", + " plot([mu_y+n*s_y,mu_y+n*s_y],[0,0.1],'r-')\n", + " plot([mu_y-n*s_y,mu_y-n*s_y],[0,0.1],'r-')\n", + "\n", + "xlabel('x position (cm)')\n", + "ylabel('relative counts')" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\texperimental CDF\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\texperimental CDF\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tNormal CDF\n", + "\n", + "\t\n", + "\t\tNormal CDF\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_exp=empirical_cdf(x_vals,x_darts);\n", + "plot(x_vals,x_exp)\n", + "hold on;\n", + "plot(x_vals,normcdf(x_vals,mu_x,s_x),'k-')\n", + "legend('experimental CDF','Normal CDF','Location','SouthEast')" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-15\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-10\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-5\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-15\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-10\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-5\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tgnuplot_plot_1a\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tx position (cm)\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\ty position (cm)\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "% plot the distribution in x- and y-directions\n", + "gauss2d = @(x,y) exp(-((x-mu_x).^2/2/s_x^2+(y-mu_y).^2/2/s_y^2));\n", + "\n", + "x=linspace(-20,20,31);\n", + "y=linspace(-20,20,31);\n", + "scatter3(x_darts, y_darts,ones(length(x_darts),1))\n", + "xlabel('x position (cm)')\n", + "ylabel('y position (cm)')\n", + "hold on\n", + "[X,Y]=meshgrid(x,y);\n", + "view([1,1,1])\n", + "\n", + "surf(X,Y,gauss2d(X,Y))" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-15\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-10\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-5\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-15\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-10\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t-5\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", "\t\n", "\n", - "\t\t\n", - "\t\t1\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tgnuplot_plot_1a\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", + "\t\t\n", + "\t\t\n", + "\t\n", "\n", "\n", - "\t\n", - "\tgnuplot_plot_1a\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", + "\t\t\n", + "\t\t\n", + "\t\n", "\n", + "\n", + "\t\t\n", + "\t\t\n", "\t\n", - "\tgnuplot_plot_2a\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", "\n", + "\t\t\n", + "\t\t\n", + "\t\n", "\n", "\n", + "\t\t\n", + "\t\t\n", + "\t\n", "\n", + "\n", + "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", - "\t\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", "\t\n", + "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tx position (cm)\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\n", + "\t\ty position (cm)\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gauss2d = @(x,y) exp(-((x-0).^2/2/1^2+(y-0).^2/2/5^2));\n", + "\n", + "x=linspace(-20,20,71);\n", + "y=linspace(-20,20,31);\n", + "scatter3(x_darts, y_darts,ones(length(x_darts),1))\n", + "xlabel('x position (cm)')\n", + "ylabel('y position (cm)')\n", + "hold on\n", + "[X,Y]=meshgrid(x,y);\n", + "view([1,1,1])\n", + "\n", + "surf(X,Y,gauss2d(X,Y))" + ] + }, + { + "cell_type": "code", + "execution_count": 190, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", "\n", - "\n", - "\t\t\n", - "\t\t\n", - "\t\n", + "\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t0\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t10\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t20\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t30\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t40\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t50\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t-100\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t0\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t100\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t200\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t300\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\t\n", + "\t\t400\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", - "\t\n", "\n", "\n", - "\t\t\n", - "\t\t\n", - "\t\n", - "\n", + "\t\n", "\n", - "\t\t\n", - "\t\t\n", - "\t\n", "\n", - "\n", - "\t\t\n", - "\t\t\n", - "\t\n", + "\tgnuplot_plot_1a\n", + "\n", "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_2a\n", + "\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_3a\n", + "\n", "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_4a\n", + "\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_5a\n", + "\n", "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_6a\n", + "\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_7a\n", + "\n", "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_8a\n", + "\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_9a\n", + "\n", "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_10a\n", + "\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_11a\n", + "\n", "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_12a\n", + "\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_13a\n", + "\n", "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_14a\n", + "\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_15a\n", + "\n", "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_16a\n", + "\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_17a\n", + "\n", "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_18a\n", + "\n", "\n", "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_19a\n", + "\n", "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\n", + "\t\n", + "\t\t\n", "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t\n", + "\t\n", "\t\n", + "\tgnuplot_plot_20a\n", + "\n", "\n", "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\t\tx position (cm)\n", + "\t\n", "\t\n", + "\tgnuplot_plot_21a\n", + "\n", "\n", - "\n", - "\t\n", - "\t\ty position (cm)\n", + "\n", + "\t\n", "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", "\n", "\n", "\n", @@ -7425,19 +19469,7 @@ } ], "source": [ - "% plot the distribution in x- and y-directions\n", - "gauss2d = @(x,y) exp(-((x-mu_x).^2/2/s_x^2+(y-mu_y).^2/2/s_y^2));\n", - "\n", - "x=linspace(-20,20,31);\n", - "y=linspace(-20,20,31);\n", - "scatter3(x_darts, y_darts,ones(length(x_darts),1))\n", - "xlabel('x position (cm)')\n", - "ylabel('y position (cm)')\n", - "hold on\n", - "[X,Y]=meshgrid(x,y);\n", - "view([1,1,1])\n", - "\n", - "surf(X,Y,gauss2d(X,Y))" + "hist(darts(:,2))" ] }, { @@ -7473,7 +19505,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 191, "metadata": { "collapsed": false }, @@ -7493,7 +19525,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 194, "metadata": { "collapsed": false }, @@ -7502,15 +19534,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "mean value for pi = 3.132400\n", - "standard deviation is 0.054925\n" + "mean value for pi = 3.138880\n", + "standard deviation is 0.009956\n" ] } ], "source": [ "test_pi=zeros(10,1);\n", "for i=1:10\n", - " test_pi(i)=montecarlopi(1000);\n", + " test_pi(i)=montecarlopi(10000);\n", "end\n", "fprintf('mean value for pi = %f\\n',mean(test_pi))\n", "fprintf('standard deviation is %f',std(test_pi))" @@ -7532,7 +19564,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 196, "metadata": { "collapsed": false }, @@ -7695,300 +19727,300 @@ "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_2a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_3a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_4a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_5a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_6a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_7a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_8a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_9a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_10a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_11a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_12a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_13a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_14a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_15a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_16a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_17a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_18a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_19a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_20a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_21a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_22a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_23a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_24a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_25a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_26a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_27a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_28a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_29a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_30a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_31a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_32a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_33a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_34a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_35a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_36a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_37a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_38a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_39a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_40a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_41a\n", "\n", @@ -8047,7 +20079,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 197, "metadata": { "collapsed": false }, @@ -8146,52 +20178,27 @@ "\n", "\n", "\t\t\n", - "\t\t1.8\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t1.82\n", + "\t\t1.75\n", "\t\n", "\n", "\n", "\t\t\n", - "\t\t1.84\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t1.86\n", + "\t\t1.8\n", "\t\n", "\n", "\n", "\t\t\n", - "\t\t1.88\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t1.9\n", + "\t\t1.85\n", "\t\n", "\n", "\n", "\t\t\n", - "\t\t1.92\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t1.94\n", + "\t\t1.9\n", "\t\n", "\n", "\n", "\t\t\n", - "\t\t1.96\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t1.98\n", + "\t\t1.95\n", "\t\n", "\n", "\n", @@ -8220,300 +20227,300 @@ "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_2a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_3a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_4a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_5a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_6a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_7a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_8a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_9a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_10a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_11a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_12a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_13a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_14a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_15a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_16a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_17a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_18a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_19a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_20a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_21a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_22a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_23a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_24a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_25a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_26a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_27a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_28a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_29a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_30a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_31a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_32a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_33a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_34a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_35a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_36a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_37a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_38a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_39a\n", "\n", "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_40a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_41a\n", "\n", From 6ceea384dcbd5785b3ddd49e1533c3edcf2bf309 Mon Sep 17 00:00:00 2001 From: "Ryan C. Cooper" Date: Tue, 28 Mar 2017 11:53:48 -0400 Subject: [PATCH 2/5] added lecture 16 --- lecture_16/lecture_16.ipynb | 29 +- .../lecture_16-checkpoint.ipynb | 754 +++++ .../lecture_17-checkpoint.ipynb | 6 + lecture_17/gen_examples.m | 5 + lecture_17/lecture_16.ipynb | 2710 +++++++++++++++++ lecture_17/lecture_17.ipynb | 74 + lecture_17/octave-workspace | Bin 0 -> 23760 bytes lecture_17/q1.png | Bin 0 -> 23217 bytes lecture_17/q2.png | Bin 0 -> 25757 bytes lecture_17/sin_data.csv | 2 + lecture_17/xy_data.csv | 2 + 11 files changed, 3575 insertions(+), 7 deletions(-) create mode 100644 lecture_17/.ipynb_checkpoints/lecture_16-checkpoint.ipynb create mode 100644 lecture_17/.ipynb_checkpoints/lecture_17-checkpoint.ipynb create mode 100644 lecture_17/gen_examples.m create mode 100644 lecture_17/lecture_16.ipynb create mode 100644 lecture_17/lecture_17.ipynb create mode 100644 lecture_17/octave-workspace create mode 100644 lecture_17/q1.png create mode 100644 lecture_17/q2.png create mode 100644 lecture_17/sin_data.csv create mode 100644 lecture_17/xy_data.csv diff --git a/lecture_16/lecture_16.ipynb b/lecture_16/lecture_16.ipynb index 7ab08d2..206e84c 100644 --- a/lecture_16/lecture_16.ipynb +++ b/lecture_16/lecture_16.ipynb @@ -20644,7 +20644,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 200, "metadata": { "collapsed": false }, @@ -20793,12 +20793,20 @@ "\n", "\n", "\n", - "\tgnuplot_plot_1a\n", - "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tdata\n", + "\n", "\n", "\n", - "\t \n", - "\t\n", + "\t\n", + "\t\tdata\n", + "\t\n", + "\n", + "\n", + "\t\n", "\t\n", "\t\n", "\t\n", @@ -20806,11 +20814,17 @@ "\t\n", "\t\n", "\t\n", + "\t\n", "\n", "\t\n", - "\tgnuplot_plot_2a\n", + "\tbest-fit\n", + "\n", + "\t\n", + "\t\tbest-fit\n", + "\t\n", + "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\n", "\n", @@ -20851,6 +20865,7 @@ "a=A\\b\n", "\n", "plot(x,y,'o',x,a(1)+a(2)*x)\n", + "legend('data','best-fit','Location','NorthWest')\n", "xlabel('Force (N)')\n", "ylabel('velocity (m/s)')" ] diff --git a/lecture_17/.ipynb_checkpoints/lecture_16-checkpoint.ipynb b/lecture_17/.ipynb_checkpoints/lecture_16-checkpoint.ipynb new file mode 100644 index 0000000..37443ae --- /dev/null +++ b/lecture_17/.ipynb_checkpoints/lecture_16-checkpoint.ipynb @@ -0,0 +1,754 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 171, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "setdefaults" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%plot --format svg" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![question 1](q1.png)\n", + "\n", + "![question 2](q2.png)\n", + "\n", + "### Project Ideas so far\n", + "\n", + "- Nothing yet...probably something heat transfer related\n", + "\n", + "- Modeling Propulsion or Propagation of Sound Waves\n", + "\n", + "- Low Thrust Orbital Transfer\n", + "\n", + "- Tracking motion of a satellite entering orbit until impact\n", + "\n", + "- What ever you think is best.\n", + "\n", + "- You had heat transfer project as an option; that sounded cool\n", + "\n", + "- Heat transfer through a pipe\n", + "\n", + "- I would prefer to do something with beam/plate mechanics or vibrations than a heat transfer or thermo problem\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Questions from you:\n", + "\n", + "- Is attempting to divide by zero an acceptable project idea?\n", + "\n", + "- Would it be alright if we worked in a group of 4?\n", + "\n", + "- What are acceptable project topics?\n", + "\n", + "- How do the exams look? \n", + "\n", + "- Is there no pdf for the lecture today?\n", + "\n", + "- Thank you for making the formatted lectures available!\n", + "\n", + "- did you do anything cool over spring break?\n", + "\n", + "- Could we have a group of 4? We don't want to have to choose which one of us is on their own.\n", + "\n", + "- In HW 5 should there be 4 vectors as an input?\n", + "\n", + "- Would it be possible for me to join a group of 3? I seem to be the odd man out in two 3 member groups that my friends are in." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Linear Least Squares Regression\n", + "\n", + "When approximating a set of data as a polynomial, there will always be error introduced (except in 2 cases). \n", + "\n", + "For a straight line, the actual data points, $y_{i}$ as a function of the independent variable, $x_{i}$, is:\n", + "\n", + "$y_{i}=a_{0}+a_{1}x_{i}+e_{i}$\n", + "\n", + "where $a_{0}$ and $a_{1}$ are the intercept and slope of the line and $e_{i}$ is the error between the approximate function and the recorded data point. \n", + "\n", + "We make the following assumptions in this analysis:\n", + "\n", + "1. Each x has a fixed value; it is not random and is known without error.\n", + "\n", + "2. The y values are independent random variables and all have the same variance.\n", + "\n", + "3. The y values for a given x must be normally distributed.\n", + "\n", + "The total error is \n", + "\n", + "$\\sum_{i=1}^{n}e_{i}=\\sum_{i=1}^{n}(y_{i}-a_{0}-a_{1}x_{i})$\n", + "\n", + "we don't care about the sign though. One approach has been demonstrated to provide a unique solution is minimizing the sum of squares error or\n", + "\n", + "$S_{r}=\\sum_{i=1}^{n}e_{i}^{2}=\\sum_{i=1}^{n}(y_{i}-a_{0}-a_{1}x_{i})^{2}$\n", + "\n", + "Where, $S_{r}$ is the sum of squares error (SSE). \n", + "\n", + "$\\frac{\\partial S_{r}}{\\partial a_{0}}=-2\\sum(y_{i}-a_{0}-a_{1}x_{i})$\n", + "\n", + "$\\frac{\\partial S_{r}}{\\partial a_{1}}=-2\\sum(y_{i}-a_{0}-a_{1}x_{i})x_{i}$\n", + "\n", + "The minimum $S_{r}$ occurrs when the partial derivatives are 0. \n", + "\n", + "$\\sum y_{i}= \\sum a_{0}+\\sum a_{1}x_{i}$\n", + "\n", + "$\\sum x_{i}y_{i}= \\sum a_{0}x_{i}+\\sum a_{1}x_{i}^{2}$\n", + "\n", + "$\\left[\\begin{array}{c}\n", + "\\sum y_{i}\\\\\n", + "\\sum x_{i}y_{i}\\end{array}\\right]=\n", + "\\left[\\begin{array}{cc}\n", + "n & \\sum x_{i}\\\\\n", + "\\sum x_{i} & \\sum x_{i}^{2}\\end{array}\\right]\n", + "\\left[\\begin{array}{c}\n", + "a_{0}\\\\\n", + "a_{1}\\end{array}\\right]$\n", + "\n", + "\n", + "$b=Ax$\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example \n", + "\n", + "Find drag coefficient with best-fit line to experimental data\n", + "\n", + "|i | v (m/s) | F (N) |\n", + "|---|---|---|\n", + "|1 | 10 | 25 |\n", + "|2 | 20 | 70 |\n", + "|3 | 30 | 380|\n", + "|4 | 40 | 550|\n", + "|5 | 50 | 610|\n", + "|6 | 60 | 1220|\n", + "|7 | 70 | 830 |\n", + "|8 |80 | 1450|" + ] + }, + { + "cell_type": "code", + "execution_count": 200, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a =\n", + "\n", + " -234.286\n", + " 19.470\n", + "\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-500\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t500\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1500\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t30\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t50\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t70\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tvelocity (m/s)\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\tForce (N)\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tdata\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tdata\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tbest-fit\n", + "\n", + "\t\n", + "\t\tbest-fit\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "drag_data=[...\n", + "1 , 10 , 25 \n", + "2 , 20 , 70 \n", + "3 , 30 , 380\n", + "4 , 40 , 550\n", + "5 , 50 , 610\n", + "6 , 60 , 1220\n", + "7 , 70 , 830 \n", + "8 ,80 , 1450];\n", + "x=drag_data(:,2);\n", + "y=drag_data(:,3);\n", + "\n", + "b=[sum(y);sum(x.*y)];\n", + "A=[length(x),sum(x);\n", + " sum(x), sum(x.^2)];\n", + " \n", + "a=A\\b\n", + "\n", + "plot(x,y,'o',x,a(1)+a(2)*x)\n", + "legend('data','best-fit','Location','NorthWest')\n", + "xlabel('Force (N)')\n", + "ylabel('velocity (m/s)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "How do we know its a \"good\" fit? \n", + "\n", + "Can compare the sum of squares error to the total sum of squares of the dependent variable (here F). \n", + "\n", + "$S_{r}=\\sum(y_{i}-a_{0}-a_{1}x_{i})^{2}$\n", + "\n", + "$S_{t}=\\sum(y_{i}-\\bar{y})^{2}$\n", + "\n", + "Then, we can calculate the *coefficient of determination*, $r^{2}$ or *correlation coefficient*, r. \n", + "\n", + "$r^{2}=\\frac{S_{t}-S_{r}}{S_{t}}$\n", + "\n", + "This represents the relative improvement of assuming that y is a function of x (if the x-values are not random and the y-values are random)\n", + "\n", + "For further information regarding statistical work on regression, look at \n", + "[NIST Statistics Handbook](http://www.itl.nist.gov/div898/handbook/pmd/section4/pmd44.htm)" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "St = 1.8083e+06\n", + "St = 1.8083e+06\n" + ] + } + ], + "source": [ + "Sr=sum((y-a(1)-a(2)*x).^2);\n", + "St=std(y)^2*(length(y)-1)\n", + "St=sum((y-mean(y)).^2)" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "r2 = 0.88049\n", + "r = 0.93834\n" + ] + } + ], + "source": [ + "r2=(St-Sr)/St\n", + "r=sqrt(r2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Limiting cases \n", + "\n", + "#### $r^{2}=0$ $S_{r}=S{t}$\n", + "\n", + "#### $r^{2}=1$ $S_{r}=0$" + ] + }, + { + "cell_type": "code", + "execution_count": 152, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tCase 1\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tCase 1\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tCase 2\n", + "\n", + "\t\n", + "\t\tCase 2\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gen_examples\n", + "plot(x1(1:50:end),y1(1:50:end),'s',x2,y2,'o')\n", + "legend('Case 1','Case 2','Location','NorthWest')" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a1 =\n", + "\n", + " 0.0497269\n", + " 0.0016818\n", + "\n", + "a2 =\n", + "\n", + " 0\n", + " 1\n", + "\n", + "Sr1 = 0.82607\n", + "St1 = 0.82631\n", + "coefficient of determination in Case 1 is 0.000286\n", + "Sr2 = 0\n", + "St2 = 1.0185\n", + "coefficient of determination in Case 2 is 1.000000\n" + ] + } + ], + "source": [ + "b1=[sum(y1);sum(x1.*y1)];\n", + "A1=[length(x1),sum(x1);\n", + " sum(x1), sum(x1.^2)];\n", + " \n", + "a1=A1\\b1\n", + "\n", + "b2=[sum(y2);sum(x2.*y2)];\n", + "A2=[length(x2),sum(x2);\n", + " sum(x2), sum(x2.^2)];\n", + " \n", + "a2=A2\\b2\n", + "\n", + "Sr1=sum((y1-a1(1)-a1(2)*x1).^2)\n", + "St1=sum((y1-mean(y1)).^2)\n", + "fprintf('coefficient of determination in Case 1 is %f\\n',1-Sr1/St1)\n", + "\n", + "Sr2=sum((y2-a2(1)-a2(2)*x2).^2)\n", + "St2=sum((y2-mean(y2)).^2)\n", + "\n", + "fprintf('coefficient of determination in Case 2 is %f\\n',1-Sr2/St2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "# General Regression (Linear and nonlinear)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Octave", + "language": "octave", + "name": "octave" + }, + "language_info": { + "file_extension": ".m", + "help_links": [ + { + "text": "MetaKernel Magics", + "url": "https://github.com/calysto/metakernel/blob/master/metakernel/magics/README.md" + } + ], + "mimetype": "text/x-octave", + "name": "octave", + "version": "0.19.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lecture_17/.ipynb_checkpoints/lecture_17-checkpoint.ipynb b/lecture_17/.ipynb_checkpoints/lecture_17-checkpoint.ipynb new file mode 100644 index 0000000..2fd6442 --- /dev/null +++ b/lecture_17/.ipynb_checkpoints/lecture_17-checkpoint.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lecture_17/gen_examples.m b/lecture_17/gen_examples.m new file mode 100644 index 0000000..c5d6890 --- /dev/null +++ b/lecture_17/gen_examples.m @@ -0,0 +1,5 @@ +x1=linspace(0,1,1000)'; +y1=0*x1+0.1*rand(length(x1),1); + +x2=linspace(0,1,10)'; +y2=1*x2; diff --git a/lecture_17/lecture_16.ipynb b/lecture_17/lecture_16.ipynb new file mode 100644 index 0000000..3159c42 --- /dev/null +++ b/lecture_17/lecture_16.ipynb @@ -0,0 +1,2710 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "setdefaults" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%plot --format svg" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![question 1](q1.png)\n", + "\n", + "![question 2](q2.png)\n", + "\n", + "### Project Ideas so far\n", + "\n", + "- Nothing yet...probably something heat transfer related\n", + "\n", + "- Modeling Propulsion or Propagation of Sound Waves\n", + "\n", + "- Low Thrust Orbital Transfer\n", + "\n", + "- Tracking motion of a satellite entering orbit until impact\n", + "\n", + "- What ever you think is best.\n", + "\n", + "- You had heat transfer project as an option; that sounded cool\n", + "\n", + "- Heat transfer through a pipe\n", + "\n", + "- I would prefer to do something with beam/plate mechanics or vibrations than a heat transfer or thermo problem\n", + "\n", + "- Modeling Couette flow with a pressure gradient using a discretized form of the Navier-Stokes equation and comparing it to the analytical solution\n", + "\n", + "- Software to instruct a robotic arm to orient itself based on input from a gyroscope" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Questions from you:\n", + "\n", + "How was your spring break\n", + "\n", + "Are grades for hw 3 and 4 going to be posted?\n", + "\n", + "For class occasionally switching to doc cam and working through problems by hand might help get ideas across.\n", + "\n", + "Are you assigning those who do not have groups to groups?\n", + "\n", + "How do you graph a standard distribution in Matlab?\n", + "\n", + "What is the longest code you have written?\n", + "\n", + "how to approach probability for hw 5?\n", + "??\n", + "\n", + "Will you be assigning groups to people who do not currently have one? \n", + "\n", + "what are some basic guidelines we should use to brainstorm project ideas?\n", + "\n", + "Are you a fan of bananas?\n", + "\n", + "Going through code isn't the most helpful, because you can easily lose interest. But I am not sure what else you can do.\n", + "\n", + "Has lecture 15 been posted yet? Looking in the repository I can't seem to find it." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Linear Least Squares Regression\n", + "\n", + "When approximating a set of data as a polynomial, there will always be error introduced (except in 2 cases). \n", + "\n", + "For a straight line, the actual data points, $y_{i}$ as a function of the independent variable, $x_{i}$, is:\n", + "\n", + "$y_{i}=a_{0}+a_{1}x_{i}+e_{i}$\n", + "\n", + "where $a_{0}$ and $a_{1}$ are the intercept and slope of the line and $e_{i}$ is the error between the approximate function and the recorded data point. \n", + "\n", + "We make the following assumptions in this analysis:\n", + "\n", + "1. Each x has a fixed value; it is not random and is known without error.\n", + "\n", + "2. The y values are independent random variables and all have the same variance.\n", + "\n", + "3. The y values for a given x must be normally distributed.\n", + "\n", + "The total error is \n", + "\n", + "$\\sum_{i=1}^{n}e_{i}=\\sum_{i=1}^{n}(y_{i}-a_{0}-a_{1}x_{i})$\n", + "\n", + "we don't care about the sign though. One approach has been demonstrated to provide a unique solution is minimizing the sum of squares error or\n", + "\n", + "$S_{r}=\\sum_{i=1}^{n}e_{i}^{2}=\\sum_{i=1}^{n}(y_{i}-a_{0}-a_{1}x_{i})^{2}$\n", + "\n", + "Where, $S_{r}$ is the sum of squares error (SSE). \n", + "\n", + "$\\frac{\\partial S_{r}}{\\partial a_{0}}=-2\\sum(y_{i}-a_{0}-a_{1}x_{i})$\n", + "\n", + "$\\frac{\\partial S_{r}}{\\partial a_{1}}=-2\\sum(y_{i}-a_{0}-a_{1}x_{i})x_{i}$\n", + "\n", + "The minimum $S_{r}$ occurrs when the partial derivatives are 0. \n", + "\n", + "$\\sum y_{i}= \\sum a_{0}+\\sum a_{1}x_{i}$\n", + "\n", + "$\\sum x_{i}y_{i}= \\sum a_{0}x_{i}+\\sum a_{1}x_{i}^{2}$\n", + "\n", + "$\\left[\\begin{array}{c}\n", + "\\sum y_{i}\\\\\n", + "\\sum x_{i}y_{i}\\end{array}\\right]=\n", + "\\left[\\begin{array}{cc}\n", + "n & \\sum x_{i}\\\\\n", + "\\sum x_{i} & \\sum x_{i}^{2}\\end{array}\\right]\n", + "\\left[\\begin{array}{c}\n", + "a_{0}\\\\\n", + "a_{1}\\end{array}\\right]$\n", + "\n", + "\n", + "$b=Ax$\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example \n", + "\n", + "Find drag coefficient with best-fit line to experimental data\n", + "\n", + "|i | v (m/s) | F (N) |\n", + "|---|---|---|\n", + "|1 | 10 | 25 |\n", + "|2 | 20 | 70 |\n", + "|3 | 30 | 380|\n", + "|4 | 40 | 550|\n", + "|5 | 50 | 610|\n", + "|6 | 60 | 1220|\n", + "|7 | 70 | 830 |\n", + "|8 |80 | 1450|" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a =\n", + "\n", + " -234.286\n", + " 19.470\n", + "\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-500\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t500\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1500\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t30\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t50\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t70\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tvelocity (m/s)\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\tForce (N)\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tdata\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tdata\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tbest-fit\n", + "\n", + "\t\n", + "\t\tbest-fit\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "drag_data=[...\n", + "1 , 10 , 25 \n", + "2 , 20 , 70 \n", + "3 , 30 , 380\n", + "4 , 40 , 550\n", + "5 , 50 , 610\n", + "6 , 60 , 1220\n", + "7 , 70 , 830 \n", + "8 ,80 , 1450];\n", + "x=drag_data(:,2);\n", + "y=drag_data(:,3);\n", + "\n", + "b=[sum(y);sum(x.*y)];\n", + "A=[length(x),sum(x);\n", + " sum(x), sum(x.^2)];\n", + " \n", + "a=A\\b\n", + "\n", + "plot(x,y,'o',x,a(1)+a(2)*x)\n", + "legend('data','best-fit','Location','NorthWest')\n", + "xlabel('Force (N)')\n", + "ylabel('velocity (m/s)')" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-2000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1500\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-500\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t30\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t50\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t70\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tresiduals (N)\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\tvelocity (m/s)\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\tModel does not capture measurements\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tdata\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tdata\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(x,y-a(1)-40*x)\n", + "legend('data','best-fit','Location','NorthWest')\n", + "ylabel('residuals (N)')\n", + "xlabel('velocity (m/s)')\n", + "title('Model does not capture measurements')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "How do we know its a \"good\" fit? \n", + "\n", + "Can compare the sum of squares error to the total sum of squares of the dependent variable (here F). \n", + "\n", + "$S_{r}=\\sum(y_{i}-a_{0}-a_{1}x_{i})^{2}$\n", + "\n", + "$S_{t}=\\sum(y_{i}-\\bar{y})^{2}$\n", + "\n", + "Then, we can calculate the *coefficient of determination*, $r^{2}$ or *correlation coefficient*, r. \n", + "\n", + "$r^{2}=\\frac{S_{t}-S_{r}}{S_{t}}$\n", + "\n", + "This represents the relative improvement of assuming that y is a function of x (if the x-values are not random and the y-values are random)\n", + "\n", + "For further information regarding statistical work on regression, look at \n", + "[NIST Statistics Handbook](http://www.itl.nist.gov/div898/handbook/pmd/section4/pmd44.htm)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "St = 1.8083e+06\n", + "St = 1.8083e+06\n" + ] + } + ], + "source": [ + "Sr=sum((y-a(1)-a(2)*x).^2);\n", + "St=std(y)^2*(length(y)-1)\n", + "St=sum((y-mean(y)).^2)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "r2 = 0.88049\n", + "r = 0.93834\n" + ] + } + ], + "source": [ + "r2=(St-Sr)/St\n", + "r=sqrt(r2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Limiting cases \n", + "\n", + "#### $r^{2}=0$ $S_{r}=S{t}$\n", + "\n", + "#### $r^{2}=1$ $S_{r}=0$" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tCase 1\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tCase 1\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tCase 2\n", + "\n", + "\t\n", + "\t\tCase 2\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gen_examples\n", + "plot(x1(1:50:end),y1(1:50:end),'s',x2,y2,'o')\n", + "legend('Case 1','Case 2','Location','NorthWest')" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a1 =\n", + "\n", + " 0.0482496\n", + " 0.0017062\n", + "\n", + "a2 =\n", + "\n", + " 0\n", + " 1\n", + "\n", + "Sr1 = 0.83505\n", + "St1 = 0.83529\n", + "coefficient of determination in Case 1 is 0.000291\n", + "Sr2 = 0\n", + "St2 = 1.0185\n", + "coefficient of determination in Case 2 is 1.000000\n" + ] + } + ], + "source": [ + "b1=[sum(y1);sum(x1.*y1)];\n", + "A1=[length(x1),sum(x1);\n", + " sum(x1), sum(x1.^2)];\n", + " \n", + "a1=A1\\b1\n", + "\n", + "b2=[sum(y2);sum(x2.*y2)];\n", + "A2=[length(x2),sum(x2);\n", + " sum(x2), sum(x2.^2)];\n", + " \n", + "a2=A2\\b2\n", + "\n", + "Sr1=sum((y1-a1(1)-a1(2)*x1).^2)\n", + "St1=sum((y1-mean(y1)).^2)\n", + "fprintf('coefficient of determination in Case 1 is %f\\n',1-Sr1/St1)\n", + "\n", + "Sr2=sum((y2-a2(1)-a2(2)*x2).^2)\n", + "St2=sum((y2-mean(y2)).^2)\n", + "\n", + "fprintf('coefficient of determination in Case 2 is %f\\n',1-Sr2/St2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "# General Linear Regression" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In general, you may want to fit other polynomials besides degree-1 (straight-lines)\n", + "\n", + "$y=a_{0}+a_{1}x+a_{2}x^{2}+\\cdots+a_{m}x^{m}+e$\n", + "\n", + "Now, the solution for $a_{0},~a_{1},...a_{m}$ is the minimization of m+1-dependent linear equations. \n", + "\n", + "Consider the following data:\n", + "\n", + "| x | y |\n", + "|---|---|\n", + "| 0.00 | 21.50 |\n", + "| 2.00 | 20.84 |\n", + "| 4.00 | 23.19 |\n", + "| 6.00 | 22.69 |\n", + "| 8.00 | 30.27 |\n", + "| 10.00 | 40.11 |\n", + "| 12.00 | 43.31 |\n", + "| 14.00 | 54.79 |\n", + "| 16.00 | 70.88 |\n", + "| 18.00 | 89.48 |\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t30\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t50\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t70\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t90\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t100\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "load xy_data.csv\n", + "x=xy_data(1,:)';\n", + "y=xy_data(2,:)';\n", + "plot(x,y,'o')" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "xy_data =\n", + "\n", + " Columns 1 through 7:\n", + "\n", + " 0.00000 2.00000 4.00000 6.00000 8.00000 10.00000 12.00000\n", + " 21.50114 20.84153 23.19201 22.69498 30.26687 40.11075 43.30543\n", + "\n", + " Columns 8 through 11:\n", + "\n", + " 14.00000 16.00000 18.00000 20.00000\n", + " 54.78730 70.88443 89.48368 97.28135\n", + "\n" + ] + } + ], + "source": [ + "xy_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The model can be rewritten as \n", + "\n", + "$y=\\left[Z\\right]a+e$\n", + "\n", + "where $a=\\left[\\begin{array}{c}\n", + " a_{0}\\\\\n", + " a_{1}\\\\\n", + " a_{2}\\end{array}\\right]$\n", + " \n", + "$[Z]=\\left[\\begin{array} \n", + "1 & x_{1} & x_{1}^{2} \\\\\n", + "1 & x_{2} & x_{2}^{2} \\\\\n", + "1 & x_{3} & x_{3}^{2} \\\\\n", + "1 & x_{4} & x_{4}^{2} \\\\\n", + "1 & x_{5} & x_{5}^{2} \\\\\n", + "1 & x_{6} & x_{6}^{2} \\\\\n", + "1 & x_{7} & x_{7}^{2} \\\\\n", + "1 & x_{8} & x_{8}^{2} \\\\\n", + "1 & x_{9} & x_{9}^{2} \\\\\n", + "1 & x_{10} & x_{10}^{2} \\end{array}\\right]$\n", + "\n", + "The sum of squares residuals for this model is\n", + "\n", + "$S_{r}=\\sum_{i=1}^{n}\\left(y_{i}-\\sum_{j=0}^{m}a_{j}z_{ji}\\right)$\n", + "\n", + "Minimizing this function results in\n", + "\n", + "$y=[Z]a$\n", + "\n", + "->**A standard Linear Algebra Problem**\n", + "\n", + "*the vector a is unknown, and Z is calculated based upon the assumed function*\n" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Z =\n", + "\n", + " 1 0 0\n", + " 1 2 4\n", + " 1 4 16\n", + " 1 6 36\n", + " 1 8 64\n", + " 1 10 100\n", + " 1 12 144\n", + " 1 14 196\n", + " 1 16 256\n", + " 1 18 324\n", + " 1 20 400\n", + "\n", + "a =\n", + "\n", + " 21.40341\n", + " -0.81538\n", + " 0.23935\n", + "\n" + ] + } + ], + "source": [ + "Z=[x.^0,x,x.^2]\n", + "\n", + "a=Z\\y" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t100\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t120\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_fcn=linspace(min(x),max(x));\n", + "plot(x,y,'o',x_fcn,a(1)+a(2)*x_fcn+a(3)*x_fcn.^2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### General Coefficient of Determination\n", + "\n", + "$r^{2}=\\frac{S_{t}-S_{r}}{S_{t}}=1-\\frac{S_{r}}{S_t}$" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "St = 27.923\n", + "Sr = 2.6366\n" + ] + } + ], + "source": [ + "St=std(y)\n", + "Sr=std(y-a(1)-a(2)*x-a(3)*x.^2)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "the coefficient of determination for this fit is 0.880485\n", + "the correlation coefficient this fit is 0.938342\n" + ] + } + ], + "source": [ + "r2=1-Sr/St;\n", + "r=sqrt(r2);\n", + "\n", + "fprintf('the coefficient of determination for this fit is %f',r2)\n", + "fprintf('the correlation coefficient this fit is %f',r)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compare this to a straight line fit" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "St = 27.923\n", + "Sr = 9.2520\n", + "the coefficient of determination for this fit is 0.668655\n", + "the correlation coefficient this fit is 0.817713\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t100\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t120\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_3a\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Z=[ones(size(x)) x];\n", + "a_line=Z\\y;\n", + "x_fcn=linspace(min(x),max(x));\n", + "plot(x,y,'o',x_fcn,a(1)+a(2)*x_fcn+a(3)*x_fcn.^2,...\n", + "x_fcn,a_line(1)+a_line(2)*x_fcn)\n", + "St=std(y)\n", + "Sr=std(y-a_line(1)-a_line(2)*x)\n", + "r2=1-Sr/St;\n", + "r=sqrt(r2);\n", + "\n", + "fprintf('the coefficient of determination for this fit is %f',r2)\n", + "fprintf('the correlation coefficient this fit is %f',r)" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tresiduals of straight line\n", + "\t\n", + "\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(x,y-a_line(1)-a_line(2)*x)\n", + "title('residuals of straight line')" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tresiduals of parabola\n", + "\t\n", + "\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(x,y-a(1)-a(2)*x-a(3)*x.^2)\n", + "title('residuals of parabola')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Warning \n", + "**Coefficient of determination reduction does not always mean a better fit**\n", + "\n", + "Try the function, \n", + "\n", + "$y(x)=a_0+a_{1}x+a_{2}x^{2}+a_{4}x^{4}+a_{5}x^{5}+a_{5}x^{5}+a_{6}x^{6}+a_{7}x^{7}+a_{8}x^{8}$" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a_overfit =\n", + "\n", + " 2.1487e+01\n", + " -1.4264e+01\n", + " 1.5240e+01\n", + " -6.0483e+00\n", + " 1.1887e+00\n", + " -1.2651e-01\n", + " 7.4379e-03\n", + " -2.2702e-04\n", + " 2.8063e-06\n", + "\n" + ] + } + ], + "source": [ + "Z=[ones(size(x)) x x.^2 x.^3 x.^4 x.^5 x.^6 x.^7 x.^8];\n", + "a_overfit=Z\\y" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t100\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t120\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tdata\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tdata\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tparabola\n", + "\n", + "\t\n", + "\t\tparabola\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tn=8-fit\n", + "\n", + "\t\n", + "\t\tn=8-fit\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(x,y,'o',x_fcn,a(1)+a(2)*x_fcn+a(3)*x_fcn.^2,...\n", + "x_fcn,a_overfit(1)+a_overfit(2)*x_fcn+a_overfit(3)*x_fcn.^2+...\n", + "a_overfit(4)*x_fcn.^3+a_overfit(5)*x_fcn.^4+...\n", + "a_overfit(6)*x_fcn.^5+a_overfit(7)*x_fcn.^6+...\n", + "a_overfit(8)*x_fcn.^7+a_overfit(9)*x_fcn.^8)\n", + "legend('data','parabola','n=8-fit','Location','NorthWest')" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "St = 27.923\n", + "Sr = 0.77320\n", + "the coefficient of determination for this fit is 0.972309\n", + "the correlation coefficient this fit is 0.986057\n" + ] + } + ], + "source": [ + "St=std(y)\n", + "Sr=std(y-polyval(a_overfit(end:-1:1),x))\n", + "r2=1-Sr/St;\n", + "r=sqrt(r2);\n", + "\n", + "fprintf('the coefficient of determination for this fit is %f',r2)\n", + "fprintf('the correlation coefficient this fit is %f',r)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Linear Regression is only limited by the ability to separate the parameters from the function to achieve\n", + "\n", + "$y=[Z]a$\n", + "\n", + "$Z$ can be any function of the independent variable(s)\n", + "\n", + "**Example**:\n", + "We assume two functions are added together, sin(t) and sin(3t). What are the amplitudes?\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t12\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t14\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "load sin_data.csv\n", + "t=sin_data(1,:)';\n", + "y=sin_data(2,:)';\n", + "plot(t,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a =\n", + "\n", + " 0.99727\n", + " 0.50251\n", + "\n" + ] + } + ], + "source": [ + "Z=[sin(t) sin(3*t)];\n", + "a=Z\\y" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t12\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t14\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(t,y,'.',t,a(1)*sin(t)+a(2)*sin(3*t))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Octave", + "language": "octave", + "name": "octave" + }, + "language_info": { + "file_extension": ".m", + "help_links": [ + { + "text": "MetaKernel Magics", + "url": "https://github.com/calysto/metakernel/blob/master/metakernel/magics/README.md" + } + ], + "mimetype": "text/x-octave", + "name": "octave", + "version": "0.19.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lecture_17/lecture_17.ipynb b/lecture_17/lecture_17.ipynb new file mode 100644 index 0000000..a9fec04 --- /dev/null +++ b/lecture_17/lecture_17.ipynb @@ -0,0 +1,74 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "setdefaults" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%plot --format svg" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Questions from last class\n", + "\n", + "### Questions for me\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# General Regression (Linear and nonlinear)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Octave", + "language": "octave", + "name": "octave" + }, + "language_info": { + "file_extension": ".m", + "help_links": [ + { + "text": "MetaKernel Magics", + "url": "https://github.com/calysto/metakernel/blob/master/metakernel/magics/README.md" + } + ], + "mimetype": "text/x-octave", + "name": "octave", + "version": "0.19.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lecture_17/octave-workspace b/lecture_17/octave-workspace new file mode 100644 index 0000000000000000000000000000000000000000..52eed6b91409ebc41b42f7289e345054fd896bd1 GIT binary patch literal 23760 zcmchxb7>xlQxrusX`bhK zl$7zi_G#_+=ks}<=llGAzkhzc)P9|__t|@`d)@bSU)R0vV~3XhF#~NyCB>}*0|W#F zR*_!;fxkn^pR>pG^>mE>{QdiPAbG|94kN$hN1EXuZW#RMu_cFLFIuIz&t(mJYD1p#HDB|7#VFlQ;iu6$Au+>j@dpQAxzX zrY{3BL^Cnl(n57tT0V?>7Bm%1D#tdVPopIJsvy*~#9msg4mP_sNGattK%=PR*w=Z@ z@KVR4sEMtR@g6Mq=wTZ+2_Ce%Z`O{Bq9?uLdfM^CyXM!jx^}FYIpNlU-R*Em|E{jL zq7D8Y39>(fTHxrZepko43A-08eIYTo0Y{okyJqjJ#kQ9HFVv@3Vf>hJyB$BhUVraQ&5-X5MCvk8-VMt-K2p z2bg`#Z{yu)tRCbV+|IK;|7mFNpLX7Naj)GLpW1oDcm{UkB-(iiy}Z%)YFc@*7P~`A zRa$r_ukLz0K%|LRvd+@z-OYO5Z#mx1SeqJNnbq(gty?R3FJ;%6zqwh=v(x`3b+9*w zw`E@ZZOtXAym9j-Q>~VV@dV2@RFEUS4!UDP-bbcgj10LB=NFBLQ?6@J&na9op0~D7G zCi6m&x$-SCPt@i`%pmi|_l~6v#11&7o@Pnxf?U^E1Bsm=Gij$fu^X011wJBnM7Or# zLt-~wuFLObOYx4*IeB61?*3F{wUs6ROK9DcFu-}SP>)CO*yGvcIXhT8R2zL}&tskCNGmq(9jrI=?U1656{!Ci1jC4*Mil}Y}^g-eaMfq`Mo^WUwKIn_1O9G zzC9Yi&X*@SFj<9wZpt#hAwS$r69X|fuEDYn@!6C|&y&oEj-o>+a z=!w~}fwhBjs9F(ght=+igIIhTz2)N`)(&C%C;9l}XP3zLhbiKHR;(Qk`#uR^?J(K% z^=sA+UiAh0SvzF?x|DQ`*kN`~#`HE~hl!0V?N~dEds$`1+F?!myFbr}KkW5!>*D)E zx~Ma22X#sFEY=_9y*}#aNbIn=dBI244mFz;6InY*esJ5&+QD>rt2^rt$^&NEvUd2G zaXy)~gJFE;7}gHnF3Y!BN}qhqW|(9AAo(AXG<$N`v(4U0&l}sJbm8d&i*XfT)6TJf zOKJZ~O6(c_M`n6PznmTAk9?)vfy&(n`#YUT&zxjU~ zoL^nH*s|GD%-QHZ;{or4nc@78oj1_dJE8M$Y589dWG~>4@k0BVV>TuWn8~U?AY-YJ z*vj-(rCyoC1V$}>pr<6B$n2Qvn?Lv~V(nUY?o~?UZFJwAxXkc61a`Xrbx2a=5lHdX zx%Yl0o8ph1yVO6*!Q`N&t*grt8ulryMTE%ja`sI{ZC&lN+UN9Fk~avgVn=f6qQ)gc ztj?X}KEU4Kgs%RX|4$!cso2SLmoMm^*JmH9Nq+xF+Qy$Z|DbYEoBhWzX7p&+f9$y1fAn``SRiyhSY`v0wJcKC2w4eMe~9K*VK>*$6}20h|7iI-t{JG z$b{HXk%_!1HIV7(S~^Ih04l!)geKZF(DM}-{rrPNaApVmJY5bd?x?}vUrCE@iL~Rb zsSdfm0d}2NOC?R)vGNm7qVQY`=I&bZd*ta3e5y&fs)i0s9BUwIy{#FNDhqX2Z|K61 zGi5pw19_X}NxAF3r)D=|Abba=ACAAHG@Zj1O>N1rdi2&D=K%o^K- zOICefx2_q$*j+rc&-ZXU9nV1K%zNR)cZ=JQy?SExqAi1%gLNh!?8kP(s7Z~?cQB)D z>Z-HwY!@cm+ULlq4q-IbRhOJfZK2~G$_$*6+BmGd0VW$`-i$stjB${N-1wrWijH59 zNoX1~`Ssfz6#dB$@6{a61R5k54tlE` zzaq?-Hh=N`+0@Bf8-9wc?-)kGEp6JWvn@RL#l?$uCyimQjU2y0{7xIM-yR}Nc1?zV z(WhG8`ico*8&X6V#l0%dPuExTJWt*`vwDLlpi=1`*8lLgsT zyiLOIiM_@$?hn#(avaNfK8{P=ls}DS1U_rpE6%Ut_1kY8v)$u~=B3dMye%sYCdg-v zW6Jv$mZg(q=$F!vEu$*N2uL;9-oMetyCN~{(WG24X2s=)zoyu>@wT0vzC~PZJo6#s z=!5kS+Ia!pkB5#e9M4=^?poTN)5hz!_XOtIArrTn6&<`CE?=$-mQG*_M{eLZt3dzyNHUk&7ua4bZ9s{lWo<))Bolng+vdGw2SRW9cvPRB$YlM<6h7J6 zid(sF50|w}WWJ5k&Kf?kgZifwqg&O|o{`px@UT6(IUQ0=^19#S#P7DFe?2EL-(}q= zecacKiu<)&)4C@y^_YJ2%g7o;l@B8RJekpmHGT3}q6U`pWl~=EPG&a!+_U@I(PH$k z_Y|h^!nof*22>+PC~|q!uPKaK-JgoTL1pM)e`)5YM8J#AZ*}PEo?5i$hBR|xNXx@G zt9q17R$9C}Nt&tJtWe%Kt`#X88OI$1r!qAILS||YZ=>-tmH6{?S5Jv99F7s(z1e&! zvwzl+i52pl==YbYjLXQ`b2`6tpj$R;^tz!kO!NCjhrX$8DBD&+{6~ff*{pEZ{!krK z4cpUjM~3ND*tEIjQz82ONrq9qCt&l}$8nHPzF$ugPy zt6Z1HmGZvtzOib7l`Jzlq<7ew6?MD{lSjngWEubJG2en7cJPKg=>9!dXd1J(Z`sLh z-krPwlY`Y2cT8jaPMD1tKc|>l%*j#3+Cd|#dHr}M#|)jPU2$W4H7`p^$xqBlj?wrb^Z2D~ z6;C>8&9JeBa?Gk6)Aw0F>v$7)|I`{IIfHrT{OoD_wKm@A%F)TA56)ngE}zpWDbU8# z)=QBd=`w>^w>#;vkwq8p*r03I1WRWy*-mAP1zkIMVYZJ-hfJ1dx^;|Z9KO{-{a>DG z)zUk-d}K4vH|me0fV(`iH#v2@-j7P&w>2W)e^mr+*DWn zs-zIjV{_R5$e!5j!k+vm!*H2}%P3qX>3?1EPv+n<2A3(g48dgvE+cT6p#MI-{~$ky z_#D#re_nv$kiGvt0~rp&Oa9*1-s!g0vPAsUBd9D;Gk#UU1lRQ>al zVmM^t5Q#$~4uLr2;Sh&I8V+GNWZ@8nLy~@bOl3Ia;1GjD3JxJSWZ)2iLjn!~xX9-s zo{MxY!nw%qx8pR1i)1c>xya=rmWxy_Lb=G~B9esuah#>w&|L|On-*UY6zw%jmrvG{cdYng(%JithC+9~0BcE>|{Q5s0 zeQM|c?;9s}qW^dlE_Vm?Bs!m>uPSTN&e+|En4 z=ym4EICZnK!^(nQe+N2&H%Hj`-lLzh!l0I$^OX`G($8Dt^Y~RE4Z1e;KDKaKl=LRf z*pA-M9;f!N%D-dbK=12_g~mzE`|Tdn`#WLalT`vU-JR)ko*?r@(zw3hr}TL)a4B9j zGcEoZeXc7`|4Lfn{LYO&-yKhdrUpbcy3=uZU?7>DREGy0k0(ye^&o{FFARjtTAGjPnR+2E>myXvL121~iO&jA!$L$9l);#0=>G=JTVKen- zw^RU~M*tRj9vgC4HjvII5H1lO!YMO@=)8h3=xwEh;=EuwzhLO(Or7Si@Hw65b7WQ@ zoAY~l2%T>T7Iu3q)?O1z=N*de`~ij0`G?^aSsh9LFlvV|M2m(8ZJ!-Z?GcU!$*izj zA>q_6;g~4f86Be(LG2TP9kWGVHbq5HJ4N6YS>4HtBdNV25xs0z%I=qu)NYYzSab1% z#mXpZzbHs;waIvq6h-YAjU9W!zqGB5ruK}+twULbGO5wjt}%!{-dVP9OANJd3>tMs zYVLiGp>~di)Mcf{*Slh=y<@TC+OD>)FR|3_akzE+;#ax-an$~Ch+}*aF-oEuXI|3v zdI>U^33hES>AEFA>itFXFM+OK0(SBpAc3yqE12bn%gr@2-YyEsh*Y!0T z>pSN?zW$o7?`urz5FsJSqwCDW&R(Tuf6aMxy?IzoqC;YEB3*Z~H!wKfGjd%bUH?Q} z7Tn~s%`%btK_VWGD)g&QO{D&i2>&r`1Se6yNWvQuT@$w^QU6FnvH0E4=m$yEPm=IW zN+M!MMiTXxBnY$NHRcWVn>Uc3z9iOc_Z#XzZ?Kv~=Op_#)Q{fapyGjq*xWbNpWcAK zoD<$szj}*D3s?YnOa1FD{Fe+*zWwAa^|QBlL!x_1$y@4gZ&AXA|D`fe@wyZ-E4%VP`^yUp?!V1FSS#sf2QEF`rU%P zeks&XQ}F1BL~(mV3ia1_2+#~Dy*uk2_1kxNb7Dz_tnNGNzwc0TI<4x}^LNyb-{IT2 z1GQ@H@2Ee&hwvqK#otrEevg@k#!dJ2-c$d65B?Tc)O+gZ?{Ub~xt;gzJ@xlg7?{oM zIlCD_RaW}O5-67C3ZRlG1F*Vq@m|= z-=Bk~X*534Ak0q~X*5pKzA5cjjxX&U_1WZr;jwwK7u4K@uR}& zG~UuNCS~TtA3M`&+@*u>Zno(({?f7L(uXr=P%wXQ|ILUO%I>Hel|D!=Gu~enwB@66ND=pK1Jl#+bG= zl|L1qX&h&OT`eb>3>wcFSi}E7294_s9R6XvJl!XQ#&-q`{tU;7`V1Q9nPd-#r0a2+ zG~P3@caWIOwgs6q?lYlDvWw)tOd9{0I5*5^TD?Ig#eqz)JEl>OGbtWq;?77m!)H=l z$b`e_Yix*6e8_|+$xai0WKx{S0v`?~vnXC<;pN!93en55C~jmSRqUA}!E}lrS;(DG zJ7>qWEQ%vps3O^oU@pazEVNH#5g?1=N)~=jdZkP-k>X1h1f_?lmTb1AOo!a?KJK?1=PU-Q7HOOkmMXY&xMwe3j9(maZ{c}UP^KaodqHxFqi zOOM_&$)ot22Yz@z%cD4)hpIDYwWht!qj;Q$_OmSG$fLNNhhOJ^Yrp=RNAWoy!}Zpk zyf01m6!|!v4>A1*EM=v5oewfs0wDPmxAQUAXwsRkTlo~f^RfJjwl2>rpW=8vHkmv> zYn7Z&@jM^#rXo5n19ks+)zOAz5sVE*bx;_ z+%JIR9lk*+{ujXWo{zzdzyg{F3J_}5YS{gufaZe&Bs^pjZUM~;1xT~Lc7<>RnjZ?0 zXPa{Mpkg7-6NRX<=K}=I7lmkd+)HLqNb^P^emOleB{_!Xk3tN8T6^PBSRu_Lg&5C= zheDc93L)!unPjj+npcXzr{khUG`|#Kxz`YjxATi=o+$#$W~}!V(R@>ceSQvP#zi#m z6hW&Wuxb7&!ug=-_rJ#!(L7Xye)AX6d{hLM-PrUN(Y#a)N0uH+6w~}v46n#_*0Yxu z(>zrS{^jb$G+z~ikQrj3Vw$&#!Ll7&mtvZ~ijnt{b&I(OKAQp z0ZArq@86ctJXivj4cXU}(0o{eeVGeLh?Ua3SPHG|YhH8YN@;#9#f2{^-apru(mYuT zlf2QssV7TmzAOdHjvVfk(!5y;$D(Kcgc8yGSqiTbHbIusJX(sdGR2@@O{FxSmf}^# zWx^23XkIM?%a(|NXnrk2Ud<2^@?|v7mZ7?CTiCpFWi;QGp`(E%^kp>fmf?3(X~c)n zGMazO(4X$gXdW)Z`2K*W`M4Z>xg%Om^Kv=nef=H#N4cEl=W?vz6UuU$r^~^zDJT7M zny<^jr;85dG;fzft3QF!{9TRpn0fjP2{-> z$^$CUMbwR?X$9p273dXY1GIwjf(r2IhFb;Y2Nf8?-af2?@`MVE9A$YjDzSp{g$jrg zbtIWpL3u+3#D&-jK?UUx6`0Hi&I-ySDlmP_gwxvxR#HAewslx}DOyQ+MJ1Gpx|%3k zN%=)37LR2s3YC;+RAS{gKi!5km6UH(VjVxBRZ`wji7osEuB7~<61#~yn|QgB@{mgG z7hgmmwUY9YN@%cj-l3B6l1gYxnqJu9TS@szCCFfiAg-i5r4o94fmccSN+tT?zLN5m zN|^E|TuJ#$C2miN{JNvJlJb};+?Q6{3N}Q58PU;$4XiuA=;?3fV-RPI^^Ec~TV$6o!!$R7Lqx70UVHTt#_P6}S zChB@hWHsey)mY3=K-H9|RRer_R!#X@HCT42T2oDVTQ#=wGjTQLZ`Ih%%qJAKhVr-? z@XK9dHI&cQK!Y#vYACO(0m~Lu7uHaIR|DO(Z%4dXUqg9b4fu3Kt%mZw8W^o-BeI6_ zz8aWrU^9FT<$pC`+2fu&HIxU|z={uGHIxt5z;-iRA*-Rhum(tfhRi z7A(8mt58dMWi8TGHSAw5uciF57Nqz_D1R;GnYG}jo5Qt~Z`PuG9~<$tly}yGWt)4i z*HZpji7VD3yGtwVy>h7wGRApqeva)v2`F~lMv)O%4h4Kz)u);l-JgQ zh(}l1HFcEV)?o?XA?hg4tpgE*ZXH^6l<$(>F2YXL^y?_^t;1G+L9>qX-#YNi8xD1p z2iM`iX+uH@>nIM0+u z$2-Dq4HV_`JRWEc$%i(Lniq1BMdztA4bB^85zy z)9-}_%J&;Uf{O_F2Fm*zAi*cJ4V3>kfJKvTj|Qp(8X!m5uzExT)dLM6#vv8?2C54h z&@XQrs6J@Gl84ocA67R|ozQ^(2RBf?(17)X9UmOrNOeOa_~qVljZ{B0VmE(*8>xWfC`Iu2U-=0qda8I9n(k6|O#8;vmL16Cu| z9gX0Z#~wFQ{m}>u!k!QLH&Pwa2>x{A8mS&>gdKkap^@s6MmY23OC!}MjbNj(r?HXh zlt%axHht(vBh@QS2zEb15W0!#mL^29<@||FRKGNVt;SlcG<^;a`g`30(G zs>7PWR-bKCnyDUZ#!-H`p_%HkW}G16U!$&>>a%9>;jpKf>a=EDBH~+NSPRu_E#Plg zO=zLItpzvu1=bd--&(*A-^DFd$F+cH|DtyrTd1CEfgLNa542ES*8;Y>ZKu;h^<4|x zS$8vTp*pVxtoS;5uZ8Np7VyifPgMRzkeUE1$^_oY@s@^1&Ks_{P@^H z^ay7n zv{L=pik6&9$5U6fQXScfuV2`LU@O&=tzfI|4jQdgSGGbRU!(5l`BthgTQQU`cv`8> zYz2S&!kYBV^Xs&&7+bW3WV}|YJ6pl0^Wm*jf3`xJU*K+~IfJW5 zy9JN^+Nkbr!wo*+Zln6Q4WyPx7NCvl;5Izqmw(!*9&Q7xj+7ePs4i{;ySwnXuZ`;C zcDQ$FkrH$})yeJPZ;wf~Q@z}d=UptIv{T*O4p!|bEo-OxxgG3ogwvLGs-xSH$d)?} zlHO;2-MbwG3`vEoo$Bg#d}7_xq@C*PcChM2nY2yz>+E*$m;G5g)!Xf;AXoo=-cEIQ zJNV{&-A?s)J6eB@y`KKLo$By*^vnBps>j>$gY0%Vx3^PWPQH7=|LNejX&U`oo94f| zi${ym#YV}Gf%79^kYQ)>VDmVX{OgxuIj1kA={-+qSUqcr|@Z5}^8mmdxThcNx08_KNgtuPZ_DaiCcZ#Xlpu65L1^~sG=bUc$78*=w)b(840CNt*3>EAMR{IZM;-w?8N z9@Chox)Et|Pp8rOOlQRSADB+(HJ#xv`eHdcKRHHlib+S(uo-loGe}<+S)RNZbiVS; zPlthINb+>vGZ}WZ4(rdP^PkDI5$i8oGmF|`7Q=djgy?K)kJ(HmS*_lR+0-ry4FC3_ z3e-M|47<9~*A=Oq6dBfg?6%FJ_L{@+_pznsQoGG%SZ~_dJeS&U9>aH^!}F*e=P{C^ zUkxmh=TUpkWAa1C5eq0$yDBk!_q0=@_Elnb@(rs*?X1jjP4iLRs|uh2c2{e zwSAZ)?zfI!ufTK<+;I5a@h$ZAJm!d?naPtlt~Xto$!v)9?>@4Ro>yT$Sgs2nuzNql z0)R33{cqhy|Mcr|o#0#tIM?~jb$oN3-du+_*V)Z=baS2DTn9JTxy^NKbDi2;hc?%l z&2?mRo!DFlHrIL0bzF0u)?9}**ICVVRCArwTn9DRIn8xUbDh#$hcwq2&2>a`ozPqd zG}rmebv$#O&RmBx*V)W(ow!^FF4uX>b=-2Dwp@oT*ICPT)N-A)Tn8=J zIm>m-a-FhVhb-3_%XP$Zov>U7EZ6zUb-c1)oiP62yXG_;MB~(5^swcSQ)Ah=0J!_u zT^cbf3dwrc?XR`Q;`6cOyJx<+^UA%N}wM$FGdil#>s~tW__J&E2i= zcvJGVAMtmwKup$n`*2qrJy|aMXi5a!wA)^+nRpS`QUkqI2gXA7T=wccI$rQNJYM!_ zWfXjG5BhXQ%oi0p0kb=g`9a7@>gV50UXT)RP|?`#Ow@d7c5AyGL`x^lZmtN0(V&v# ztkhu4dD(MwOk6aa<{2A?5Aa6HhoS1lfluI5thY(oAQsZYMJjJN#bE7*TWv?(Lm_)c zSM@-76kZopEb>!}MO@Cp2|eCqKBW&w^%@1E>R0o~)sasiy=p>(^p7yuJ{9iPdFc#q z3r(}puO7nW>NvSYDIsV-am~B;!7~*6t-H~@)Eo6n`zF*~55ZXVqGoXuFN{&nzjw0j z0habw-nwcQiv<#YzFc2vjrPcT(R{>1cdU?D_`66nYG;?JH^-pBA?B&vDH|-YA8}w* zg+KD5HeL$~zlq%3#VX_U?BU%pDDxv-U5#gk>N@efVREQ1uF@tF+FQeS zJ@~?YIR4~T*84NDC>TFbcdTj<)Eb*Q4#b`#)wA(`tfj+Iuzk+R z&HGNl>ge3Ji_UvM#mg$^$MIO)RmiOf{}cmjk6(6jhXc^@PVM&J`yrSqdGjvs`3%uVqA3Sj;2xINnC=C*d#2Aep(Vy>p@H!`6zo6I` zW!r$zcTsJ680P@KNG6M#3AcQOY7(K zFdV<0F<#0z9MadHDkx~i;iapL>Do>1IJM2;!l-7_HMr=vuxn2^j^@l)k$w?}A$GeT zr@t}8pVz`dmPWp~<953%QXmxPUS}-X>J$y>)NM7_JA$#PY1o!OHqo%@IN?5_%N^$X zrqyq7ibHU@(s&D{CwMSVY26yLaGZ>LBd9nd7UdruC%S8dLtf~D$g&29~Z_4SyM@jJtCc&nPs)+HgxIBdOg@OW2f*&7~hvyR33E~{B1C;DTi$)X)q z1BQ|6yOzPIpSBn<_*9I}K~FRnS;fgO^2H+^iwM1Gw$O~o|7_^zhVB`w?~A?j$8uYR zm)*y`;pRKrx;@4TE_zNDSFhZ_-gA2zEN9tZgwMIB2QEio!_U)SL-zz>PvPjvtE;?l z=yr^|{WAwBoN8_o5xkB`(?9K7R2PDQug>Mgs0U--m&c!Sf_!o1uzabycqq1R>bS9c zu`}d;OtTZ=`NE*DH~*=nC6a?PDw>^r5bvHSJTyEKy^GvBS|-M0qgG^s&6Q4``L6bn==obA~i0@Lt@zmJA_K&Ih+kP(M_ zouZ26o6q6St;FApVQb!Bam zQg8%z?~KtZw2#2q%+zF2nMnO@3Qx=9U7!$m&<7eLMloZAzLAsH^Y-qFU`uBbZW+3W}$4ojYXe_celm_ zooh0Q7LNe8p9fdZkHe&f5J}@BLC{jyvumFl1DX3Z+t>9*qf$H0NnmXpbS=+%I)?k< zlv$=m(L@J$t++PM#xD$rHVrpl^aPeA%T>H@1tY&jW~M{b87TiQ5gRom7=lTTey5vb zapR}jrUxAXNYO3Jo04gd!f3r0FU%s)XP=fZq1^-KvvV{@UH8UCVg2>XK13tJ(PW$J z&tUke-Kf|%E)3-(64M_D=p(K?t5ss-1&D07iyBxR3+0wH9Z~N{w2W0|R=S(wqL1D6 zpP8~q&^R%^d_g>f=eW$TB;B}yf2HpZm=l4dWfrFl+^&OQCz~!u*YsT(4-l4fL*(wSO z<`>q*CD`F$iE!BPN2ELW>yLI_UuVc)-?j0%>oZt426tw?j>4?8ABJ&C_mRGFpMvZ7 zDBPG_bw#Wz0{T(nQ$5$jV9N2Xg?Gq!(i7)ZwR=Qihty2*3r}vsvS^G#q_{h}+y*?5 znDqqH6n}pg7=0hV0}~xJ3hqO!WOmCr*FZGy*<98ouZJ^lhRbd~8-;GMsqd@Wg5bGa zWNLSbGp6aU{C>jz3~b{CwPZhEV0Vc$CNy5bEI$h|o?;Blg0+;A;e(5pbw1SkYa{H` z#bxqZK}cRuy|T)38`d^-tvnj|2m+I{a@DW+z+9(x;nYc1=n?($`LJvl_MCX!6EYwe zN!~4aS<8G-`S4J)NmUFMIkpOCzX^txu;!Z$qrxy#BK*Q)bqm-G41ewy8V2Eol6e6> zb`W+r@?e#vE#`TQKXHT?1eMX5cNRNGLiGF6p2b72z$2|&d{>k&HtjtjwJj? z_YaH4`<{B!Sq%}W`8G00ukbE{SL}{kvNjeapY5ZDT)K;EJD%;IpJfH{Kd+eZUEX*k z8CeqW@dlC+sX6waw0dF@(6wh3Ul<)k*jMkn%fw zx-Ic#h0F;7f`c7qeJS=OR=Dl*aoR}*BREgkAGLqCC*)e&%=gH7pd;gc=BVW{*m|z; z=MG_Kth3dL*xL9MLTf83%|5wfuXaoKIs3;5opaA?>gYIFU#XaX<#Zf2dbBlOH{CkUZTIlCNw(+7vtNv%%LrHX7xvzW640@Q=!)Xt-;n-CL6q4U^OFG<&`L z5hd~YH?~FL`t-k72IY7`?8CSe)5`r=`C-%wtp*vK3e~x8u^|rKdFlt>UkHV~q~ay3 z^InMdZ?+4yi^C2%C7HU60QBrnHBl-FgXrE={FrwE7cHG6tSmiIuH16o+Ry;q+ZszI z+>1uQuyZO8vb<64;ZU(%*c+$ZJu0OiIl}7Xp7pz@hN5tY^NnF5K45Z|x94s5!J^mA z+sx+&qP-w+?dHZ1)cEi3c^wyk-A9q8i9t9NCgm^_vLcav`MFR;QW$j3 z@6m9WXo0(75A#zN#Uiomh}(DK&&Ma+ty#Ii1HH}R#sfz2Zu1Y?Z3ZGQ7|4VlZQ6w68}GVGyjN2Q#5AxcD%Xi z9gAFJ(H|;ePZ3icUurqS61xZcN`6vvz|oy4k#1RpkM1iS@>!Mep<~11m%D4Bb7#=4 zV;aX$kgzu)vpWWiNYKyyWxhyEEj%wB8HTeCQPOebTLNE010H&x3q!N^mdP70#p1`% z(*+}Dg&?_Xh;n4*L%19l(Q65@hmTCX&pTCT15k`>!OhvH1?`c{ykhZX_xW( z?T6xr8LKvo2*A%B8@`?YXaj4Juq%0sqVTZzlh@e{@@mC7X?1&%8?9^~Oea8-?`>xik9T|`P(H|#m-$e3JYv z6T|R!#<{`wW!GYi*)8SSgzwoaXb&|W6ohiW3&(Hob%gKBX9m8@ykPQl(c00EEKnG@ zrq?LY8!n^NW``tsq9t4M+0>6D&$JFN-`Pmw_>;>Q(~Z&iwpvhgsahERPN|oUt8>C# zL>`BC!eiZ6bFA-n^Q)IpFrzD)AW>co^YG1HCca@DYOOejZZ$} zfH4Ob%&pZ4hnrDchLNiW4i8w8b@~qB+oRL=hQD#Z289{=7q-Tu_wB%;I*T3gF?XAz z#SlNtsh#%Ta&!P>uWjwp8W9HRjQ7{#dY+@#(L&+Ap+4F_N+|B{aD|)UDfQ^fHc*S4 ztJ%3J3?tvqi7VaZi`Dl(ulPp%Dz5Q(!LY03$a7peOZp<&wF@)%TNsL8#eYs5(2B&~ zf&0erwBn#PXhgWilt|3kHe(NrqKLog2hLShMx24{i z#~h(2iTmTB5asmbalRYE7A#)3FgOt1uZ|D(n-fKLg)f?ayy1?D`Jc@{ImM&6J49YY zGz#mpHaJyWBX&;zsDEOuCv?}(`(-&)A2u(9bu2e{V{^m%_E@2NFx@5`>6sjk^g3{N?hu?=B6-Q`Od{eFwdfe(I1@0lxrPI|6hKJ>vB$b}S@Q9&d_U7j}dvoHhn?ZrdX6{I8kGce-s}){u zCoiF@>-@CTnM5D$>#bR`#T>E4n-)#z4Z{cTzmZEPhhcZzMdi?v-j&lD{OdbMd*QcM z^}dHD_u(Gi=eqNZKmNAb&Dgaj40%d#H3qG+MCgSDSMQE;L4vsb(c?<4*zfjEHtM_< z9G%y?_f~qLICIkFYwB?*NwJ>~F?NB%Iceo-fKD*~@_Bo_Oq+{2-t>PLlr z+#z-K%ht}zp$I#p>X7oy3lEl;C~bNWhP6XF3j=ON;_O|^Vl}x)*f-7h@wAD7eC_s$ zvt!&ab$Xh#ig`Sqc9^fuZFfhx+S?T+b$U?#G-c)pl}P-RR~jur_)oNo%vje7C$cLd zshFm74^^RQTeqhjM9DfH^R(?Yo;vM(5ZV<3yRanFD+gon_1cUc+jDWaU)>sLdRz<7 zpLawn3J~4bQdMVcVhx3~Hx)-Wc)@<#P$cF=!#ezP*+Dl0GU*zQYgsFPEAhcX$q~6}j6-4UEF23)&ggWL-=oPPx8b{|vvB%JZa? z?XmWr$qDrlJ}_c#cMB%lLNFoJb%S>x4m4}ORQVQ-<8>4Kjf!Hi;cv}=&3)m>Ke)hA zZJZ|(udOi(Xp2Pi@3GZ`CwSuQ*wbM~gP+6COzqh3m>A>_o4vbWY#=&$hxguQ{E+Fr z|GX;seD3(SYZ?Z*;!TNI`Kllr*lx3Yr6q2I<*#=dcBchG#BXW*3{u}%VSV%aZRtSd zR=#$-sT+xBQUVV~{kVsgtW)kYQw&kF`L?tZt2h+m3LFD}!BN7+Nq=QauWOD=#g3VG@dhnKOA9|3EB^U;HG2 z_)T@t+LwQ;ZsH^_-|nnzB!;i@J$h`EAL_?V&zWcziIF!ZWk#&>!H{{ypBxGAlndXr zO=?vbUbQKC`MiA&xlOe)-y*$W`YbKyRhT>G1gftU2q543ThelQ*FG=Y+Ha#%eaa5M z?rS+VpT7;u8E5@xC`6L@PhT1IBpMq8ADJf+oGcieUw%;383m0wh0{Euv3)_M-h-{~ zC^9kr8u~p1QWKqj$Q6fT?&VwU9=9IDCiHZXYGDlW=9i27l_fefV{rFNRa@+r`}8Vj zehfb5mn8pqWsTqdov90cTH*PYXq#Oo zO&)P15QBegJ}kFC6c65iKRWDZ5XQfEv7D(C4nOJ9?YFxLPt^7-Hnns>&m>RR-l;^N zt$8A86muURhxcmcy|#t-0R=1V_h&KU)x^mAJ!jyGvKQukQTYA&VzSztAf#?@UGQCr z_`{%Q;{L++SiN0m-g{wEx13Nr_x&tyWJ(&n8=ZF_O=@C$M;HX7>`#j1xNC9nh<>}_ zP>T;5J0=EJ4hch$MI;Y z$;krU3-c_XQ0T04yWt5!`zi(>Cj8B0MULR@drvW%RN^*$48#39o83=8(n9;qp45Ve zH_>|{%lr<4!27m4#PX3dq|AqGY_NQS$di%_BSwTnW$O#WxAO@9wqPt11Z=T4@x_mC zdNxQ|*OxOqG7w8MY=aV5vyqK*Zn38VPDQ$3_NCq!QXCqb*o0g#=+*E5~(X* z7dtib4~hTtuY!i%ICBFr!COi{Uk^u%TDw4xqZ_{bs(GDf7mpUXX=^SkIz#jAhrbO4 z(b(Ok!X*3%!PBM3l!l3rx~=yB<#s7+q+UL=X>i#S3_j{UL$#Ff&BccYj_{2{y|wLQ zkyT_oolm~(6pw&*)~}P_?d`Dl!JFq@6>-=pVWle576R*B*=O&r-o?&c1yi#}Ti{7t zma>yjG>l?b*PQ$AjFJ$`H+>i4U@-4VjOL(Q2&+%l%PNh-z#jnxYvrO)uN!?UNIw+a z<=dQg5nc5tZETPHxm%=*`{NUr`HxX*cWRue!y_n7*gE93kUvH?Z%x_lrHP5VI$ajJ z$01~UK!jM92kh+D8NS#`^u;@I+4=HzkgANg+anW-s=GPU{ZyY|tc``n%ElNp&3Sxb z@W4pyS=_ZO-<$Y#x#@^T>xbY4XWE->b%5@;{Mi!=3}N>zchAHVo>+PB)|ifI9ylMb zvi0~8JLF|_B?u86V?|t8$|nZLT}zx3Lhd4LvTsE5OLKHT+g`OeFao=bwiLg3<&KhN z4^lSB#lw0N67FS_Z?o%sJ^iu67jqtXoDLzpbcpk%zHLEnIH40%*V*X~LyHrZVPnEz zzVPj3-K6Kpj@(u4=d2ImX&O75!kr+}wKgx>is`y%>RTR;$McI5`c{TR-)is(l?#!GIZ!a^^@a%8cnp7_Q5%k5HzYgH4URR=(fui0{#WSQHGECoGWQ0Q?gb!U13w{`ZxSx0Po@SFe%kCcG z<1()B>U{r3TJ|>dUY5*Mx@wDLmo&!oX(WD*jGeqL&l??8C(>VzI){n&gKIvzOrLBgd2zvk1RvN;<{ z9f?78AMWn3HHV{}d|yzOC+eK<_)NR$gZ$F+Ap?8^@iXs~qw>Zm$hXNZnRGQ60nvIJ zvsT|gLPb)iq-{J-_If6*JsXQrj|X}fwfG|}LMT&?)IokP3qDek8H8!to73%Fw9u&V zV&~z{w^3WMcc|>gAjnuu+0$tnhvx0BU&oMr2VK*Utu{_iaQ@fD7TvEm(6Ddpx#|c% zoYxI96&5ptN#mB=#&d#6x7n{J!@|9ZJ}JI1%Qza!ybGavF=05=CtJ5a-50WB3|3|Q zj)7ufedo7VahQ9`+}G$qB;Kak9MBjT0sDkRowvIq@V#ny&V=l(5F0Z|c-=!aY}}za zD?Ka(pHCK6>A(-cOH!qrQ%!(l(o^1)EbQlyRgQBkBlari-;eEnfdE*!z>|g%t!k^A? zoT`!$fnrQV+w&9?Jy$XD+hVz!jT@0c#nx$%D3b9vy$ zpf6!WH+wg(xaxxfr`h=`Z~dS&T>PBwN+0kJ9lbSmsx!XzN>g#T! z16-R_32&dT`r0y?*g1Wc&hkr<*j%xp{_Ed|DC|kUw~*AKhm;J<8kXP!d++5oM>IW< zB4cn}VZc>9D%n4ZxBMCIjWKAr{5Jy1G8?=$r^mtglT}imUpV%*TiWuDL}2|hn{e$HI`)-I90jAbz`6ndUq@uQW9kdr+Y(( zO68LLCwuzous!5|-%#Ec6-s!y?Kg|bzq0f((!kFk?{oled3?S#t0Wk?SZOmQ#PDlWs4T^#bO6#TuA(l60E2T#uAU)udVI76NpR2*?NoI zqEYoz?3YrRBgSoaU13b}S{e2g}th0;lrAQNAZ^etxAs7AsE)KYJzt%F&R_R-6*WCQU3;(Id+qf+>sh-A|DY<5k4uS*hK7c(s34<( zhK6BUzY8radv!IHzx z+||<3(aqY){Sc!~0uAjYnxc%9mRH8!LV%V5*njh?o-zFm3}1_$XjE|Frw0?q$RFkH zQCV-O#4e|fEjT)%>xXwb|8jxdYp2zdJIa1}ds zF$2_7?w>!HmUHhw2k7fK1qt1cgfujX9W{fQ7Vg$we0Ym4tL}_<>Ydq1^yUC^aB=Um z<9`S_K-zOZ?R+cq@4;R(x`Xy#r?ehQga5f$@JHp}vp;74r!HAYpi6d2&~>7hV8niw z>WL2v3uAv9p4!X)rPZomeB0h@kL>bfy0tr*4iQ*5>-70kwcNHBaqPEo&&Qh~`1Ug< zg_VY$kut)-!CZeYzG`{NXJ z2pW&bN7V}d#EjF5QV9ybF1lcHObu7kUym@OpU=ty(O3hc!F;ILs7R904 zmXw%+U!SmcADroTF-bS#a;NzT6Vmc~7H``2g@U|?!q3w>64(+?raO<0$ zG*0KMlP77mZ)VaRFqVgFb*_>M<2W;=;_5sd*4y_}iSt4a_0bFg$xL@kR~YT}K{3H*_}i z7&qoaS~1(WjNtr7wHEk0Z}0neE*OjjELM<0HgC2GF>rw0z+j$z1O|Ltn{!VfI|Fj9 z2a0M zCG^sFL6BQ)`RIx9`rb#k`(TjkI(DJ{+3>KEBG+pc$q^+8vUAk$^LDuI?}6EFs*S_h zLQq!Q2xQqES52oHKafxuv6_ChS#0!WtoRfY`%({NxYxdo?K@g?#9!7L>?!+ux_{P; zP&E`Xh4(|*F8$e&c3i6|2H>cmF|yxFAJx32n77Zjy~Mf-ZL;4?sp&vKSE&TZLn=WN z&n8x}u@3rIJ>)gn<=qS$1C^#cmK({gbr7!=jH$!?#_DJF;}SG>P3d1xt}D-QmR|hL zaaj4sJa5Bs*ira*luk`Sou*Ht=W)M@Z6+UR7ms`1KWXfCusAtse>?TLmf&iX zmS;u(IWG6S#EqB7V8GtvIo7A|H^q3>EF1oqzxm0lJJ*`tc$cIT!)|dFU5K`Lays%W zHREiEL`_-Bno=~Fh!Z=h310{4mkqO@gpDKUd3G1REy!18+@N#)-QHNDyP49@@mzB{ zvemYx-6XnxLBOLmj5`sFJgR^3O+;s4{TElq6=#JF&C1pAN;@GkFhaKOIA&$ zD+>$#SU5QMON02|-kZ)1WV(^r)W_2%DR*g<5Y`Kh(K>4yEN6^Hur1rIoNmj_LB6LN ztJrww%-;GfPC6C3^f{PVZd0!(ZQj#onuj|DnE{an=S7UV`_fH_(pZ}-5WBFZ*S z*ZC>{A=631UT(P9(Oj(mBh_I!cU{P8 zA0pX&W`j-WbGD1=KZv5fnxPtlr~0ayJkPvYtGdK|x{CU<0=xrb4JRpF410Wcp$o-G zIM%G($IY!$2Nx4t{k=nI^OMk>>UYRZ^7kt>YWq6ru`NQr8`afR9noJd58C>8VRk1k zUXyetx%FckFB~646q}2T!OtUJn_-J4A3rST?4fLm+B)wq8r9Xb)XMzH6aDccMIonrBNvn0nw*niqWVWSrvAGc4-OCyRhyVD z`XH){XS~P-#N~eCAa3Fw3g`XEqoR!l>b_6IlLLEJj4pV$7tPi?>^K$QR16l|%W>_c z|NNtgd;={QHZnJ{{=L;QWSp3euCMh3IUNlzW;s9k zO+DXPeZ+yTzD+ZtD6RCV!)*7L5H`8P-`{!oM;r{wXN6ksG%to4en-NebgaV#8Jq%w zU3Ml|*R(oMljWK(vQ5dmKa3x2M~3X*K+^^mx_^&+=NW;_79r@8xMiD!Q_f^zj5X8V zHxjuU9i+Lidc;<<*zQbf%O2^15inRor?PWX&2MtIl`43+`7KU81Svk6y8N98maQF; zm526Bn33`F9KtN881Smry>Q!7Yg?Gj8gHb@{OVfxNOnH08Ac%?_mdx6U}-n6k{n_y zZ>&={?=KTua@@?)tJdvq6N?x&1xzL^)v}R%)8>BHa`@!-W!zSD(eLnc%)9G+eY^+e zJO+e?pnvTz)N_%)r#{RgqQWl9UhpjHgS9?R4mN@W=5)=0GYWOXsSq{E5t|A2v=n@b zWVMeJ9|e-52HqELFuJZ`=s*k7%;i3QOjQ58m!R&M{O-ea2v9mZCyZ4~2+{`u2f?tQ0au4nh7cgIs_lo&c`(6kZP zm`q#l@~6R0|8%WJOkW50ZRd-vi1{Pce12;_Tf~rcFgYb( z&MVI3DfwqmeBw}Po@4X)jHI_qHSASKmvX(jfG)@a?iuQM&OUA|QP-?sd9JEcm-BZR z$NTg|%hCZMe#0sQ<$-%CQJB6Dp)5Ek$fw=P*i_y0GY;`B*KxiHF5u=TWiKspnnMgikhL`bO;reN)eFxt+IjiIY$J20#($P0&}^^V!WDY_{eyQCK+_VjW``! znPQ)R=jTso+OT>j`C+sKPsvYSRRIG*5ntb^FX}b($BWEspFSqKl&(~dE{K{ucxxeW zyZQV0@V*8Lw@Fr{RoB~!QE$@|)`gMMlbBSYH97gHoG+@m+ggBMl$v&*^{$^hwAh4& z3H@>~AlF&^CU@tP=8XIJF>OhsiTn9EC17$?lle!v$*MjFviAnZdTrbLMw%ZjCuGva zE7Xx(k2dlYIB??^B=ov6}ujMY{$4zx3#KX(!exSJ5ob!cik6CUzJt8=-v zXB`INeRf;-%DTG2ic+?P;|t3a03-PG>_$&#}P!MjkTiq%e7J=4>%0~+e>zPr% zjCHI~SNdwmAW<}Z(1@4cuyUtKkKwG!q+sAnnnL{}*|s<8)m0bnAU9EOrNYZS-D>oP zcgm1;kNe|Aqt3FzZ8Q_n!d(XH3Sm|WLzOqbGqvX+krgXS)SAb0p2}tN+6)ExHEWz) znLa}G{@tQa(XZ3=hg=}`PZE3!mX6^@|GjGCFvP zJ>zO?El#D(wd5ZXiech8JV%g2>wahGjxXBB#ZlP&>-%6}a#BsyAT@kWO~;L`_4JXF zxbmLewEA0b8}zI}l?(z=ZWZ6iPHPlLwi^s}7$iinP{w#|TZlDIMc_xJBdFk)X!~v-xu!g0d)SOLBXXm>XCl3DD zKvb|*p&ogq!v>8t@m@#GXujs-dMRNYJx|f20(Y|o ztrDg-?(>&7xq@F)SZ$WCAm)aLv;tB;;bS3S7NKs%s@XMFAM$yAIk%CCzg0~NG@dR* z6pgy7N4XX+8b(Z(dUkHqn9;ot-)wC21A5<2?OHEF8FU|5HUZ#^j7sOxTV$gt=K|q!pCOjRj09p8c2rB#_?=Q5m7gP>l=~nc7CF}0`>^k z*RNma{Zkp(;U~oA&QTkfI1}K1?U%!OlyQZ3p0_>-|EA-FCUG5NdWM;z#KJd@IUU43 z-{Tzkx*k%B7>IEa2G}jx4E)?(?CQzrW8yb#i#-$lhplH-R2BrgAnomz2K8aJImbbS8Ay`AY98~Og(Kx35!B!i>uFXr#5 zI|CbW;v9kB#O&@1JG~iKdDF3q1sHP>|3`V|gkCm|$ENTKsBJIr@5>pUuebHrF0Zo) z);TH*sWCr#YMfo6@oSCUscX}5y*GA^-(&uz*BYf$i$_$w(G7-?6%~waSR=qE*3op$ zmg(I1Q)+ahXQx#qq6%H=(NnA+ppdnm<|-lsvnS-c=eRI$;uQkZy;X<`(`svtM8V*g zYhBAV*8DQ%Sy^X7Qo)*?13y=_m4La*H!qU-oduil>z33a7mgmKy#TBO4WVX8l!*=> zw^NGM=P z!aw7QytQ7!)t@JWkGp8k8#~b-haB_4QrCX1Olj9Bf^T%Af5ETKA3j8TE5wK)NDCN^ z=yEStp|Erv=k^YeqRO|j(r!IB?w$wcaz2XHvJxHsp-1DEK+ zRzyr=8?;UC1}oTan(n9cTs7rF-Ks(Dh3=naT@Y`UbHyjpaKZlb2gItR@rLq;Td#BR z?xEv)CU=fd(8kJ(2o|>A`!_aQ)MoS8+1lamV={0JnNeM*rV<1e^Lq;|lWa%$ zvkBL1F`AGU>>S}YEB zM>blxtJ6NhMFb7C_obM|!b-%X!OjZl7(fT{cNQLE4%>e6S4&%a_?A^DonJ&OUrRfQ zq^fqyk2+O&fBE8xb6#OQ?fIH>Ui#;zw#e)8LYuwxRu5+%+}G~XCSDt`G`H5xP}mmU zTOX?;oczxB1vDWDaEsE)#hAp?^TEL_x-1!zY24B!XEf?+lOWU%Y@e$MEN--^GhDG`B z$O}C7)YjI%g5Xqj&n%LgbJt~+`u9WiTaA<@R7S@#v-6gh&L+h4nmWC{_mxovBg|Q_n_?Q0OKMZSGABPr*{J5P>GX z;)am@UjewwMn3YScwxJZRoK2(OhaUx&MVS5OlbpPzDa@~~ETj}|8Q$6_9 z_|ATAMMdVu^^1`G)aR-a1vR2pjAZeW9%#NI+uO>J)%Co8xJmq?G92u?c9AQ)$gw%U zw6#L2Z9Egf!e2MQkQU~b5N5;Wjdk!iB=};}s&qp2i<}$_;hUYC4*9LEcx~eGUyC8x zs!~-{H_muxQDqzME4z&eb>-?^q?>2RiezLUtP-R?0GK3IDH*vP=zbhL9GB&X2I zUoU1N-65#2fHy7c$&b~SHQer^8{;o_bdX8rgJw~nK&O+gaV?>PFfxB+%i(5Wtr%TQ z&pUr_yKlqH)Lw7k)shL;7qx0jvek&p9NdlQt1!_Mja-9JAdf`d*Tn1YWxa9RIT)aZ z@C&BPGtPE3=pb)t9kXrYVs~7)R+wc0pooSEkKdlj;jPeo9vbmX@&k)(5Bm+D5Ah8p z%)}H2uc|adlF4~McmqSC>+a6Cmp0{6->jemF`kxiPqyMkd}Bv5eXyuo-Usqjrzssn9eDa58aQvpqoEo_2^*hQB-CbcVTbt4!|= z4rVF3Sh8Mi`!}Ug+1T6nY#x2k)1{nd{>N>NHNToa+dY76=h^qawfL{V)U@W( z%y1=N_E`TIQ!9+j(BRlWvaOyFm_18L;rH%5pQ|O^+h-iosS~*2Md_l}@uuW!a-Kt{ zDI~==4A3bW!IRrXw%8sfa)|>R$5044x~t)LP)8hUeY*xzAUFXiIv4p< zxsdEIzg1qs`*SC$Zh-`G8aT2G&a|T9<)n_}uA3Eku5V^V-aYacqKTo}q0QigV$EIY zuw3g;9Ow=X(d@p@nAnamMWC-KZUQv?~mi@TQ5dBm>gQELmN) zs}=q~O+OHJ^FZngv288$Rihwl!h(*Ds+$-2S{Z;=be`ccsaMfz;w9R!n=h4Vnbl>a z(3d)uV(xUD-|R`{ue~@_%05JDwxnO4IsQ1vwamW35a>Sd6Y+J*bjh!u-a4QSJ6QE# z+Ud218gYAs()c3mFgHR31+ecP^}%`T7OID%M$W^1V1$N(1nc&Eb(V*GX&dFX_Hq^E z0v~&z1z*nMx=T@i?0?mC7l}++l%^Zj1*VYjb#g;<@URNlvc3K7XGy!8aSp1visYi$ zK7#lTX@~A-o2IS9T-C~NlhsOjVyH4d&LY*?94e{;PRf0D?m>!!Bf)okaUqS8f()Bl z-(d1B0&>v~_g8gbwIx#MzBEVcjgzZ>uw-$RpNh6@tNOFTKlXORbx)?iZ7!zgE;XwN zyWR#rlbc(l314-ImH4O;dw9g(6urE`l#2yiW~(F`wH3^rf?ZvNk@=Tqd++1&%PR@B zKR-ReO22)COfN>O;dkh{oW4`M^m_wg+CQS9{ohBw^XYaAGK_U{o8LxMaea1$bm&Qc z)8B|X{+mIiJbUo&{kYmyeKuv76^5+kFIc;d*#R7ErCoplr2 zZF!Dx^QB_E(`&ughAsDDxzCgbJ;VxON6F{m(6;MwqQ5R_dvNMHSw1(*N0l6^x|3jVtY73 zZRjuhoEnT{=0#-HTDd*A0T%v~!g6jVttB}kL^Y(PFnRXxfwaAss_zgau|BG}tI!dA z@ddN#hLRO}#S}a@Iv$ThIcvSF#(iYepDF6S zuSw<0ML4ce+3K4|Ohn}UiDNfBH7u;OH1L9bD4SQ!2}(~-Uv2c7hlEJ+lSEpKU$*F5 zThqU9gdR#kv6H7^ljvb#3Jquy70D~6bR1`i&2#9LQ73CzpReu%f%;@hLP~fTV_abJ z+7^FdrQtXu2+Y#LCHf@X0C?7gJ^qEwoBL`HQ zfFpAI!K8!G!WG)cuBAFI_b){q@|DQ(Gp{4{?8{P4tZ`Q(K+jVBe_uI>YkI^bJ#8Je2M2b&q zNGex6R}PjsQV1PGi7Ss}265Fk();E}RFM}6#vxqd0(TcTBuY~*>Qhv{l9j^0Bu_8d5BGg;Rx-|yce zkz5i%^4XQ#+(cFV$8vPZB2Mz+cO)?mtE+7gIkjOK+J}t_7N6&-Lgi_Lxcmv~{VfD} zGF1MQ`r+1TWCS1m_2aWaWH|T>HsZ@z7}{N2Urm3$Q_gaN*QA4tcAx=o>8qI^7O5`i zLP7|2cf~St!{WTHKXUZgU@-I|CcSUgN2MRlk7Gm^XLDiX5^v<(!Hw$nmZXG%B$o7? zh0Lj&e<^<$G2blCgL>TVNYG@sXS=mL-)`7o$Z5bS|SDVukU;J^Q z6?I-&6V%X=j58T8*_RNDs;QC6=v)D7(lXw%$+^)}U3*DDd}yK?)^Mss1k&Ab2gz29 z2ojI)MD(%)&&t?J>t}lJdxLSg{4`?;rvjX!*gxdK#!xf-EkH!wR~#d)6_dtt!`Gd= zWk|+i2d57e!Y6{VVQNWD{*2&y$uITC54kY{!w$q!XBRG& zjvDR881`?&CIZsq6T7>Hm{uu$d8!IJ|1>)m_<7xCYvpYaxlslE2{h z_HuMQdF)1@QO)Mtg;~f@ZyIJ{2gBi53lh?e*N^i`>Q z&1;+4Z6x1II0Ug5naICwqscJ7c<^bP0|-Hk7=ffWLZ#b}LtFlr|NME{ z5RE9?(C|CJu}@LhRCEFXG8PLrKKzCop)79&5%chl1sZcG&!V3TmecUnn*d}$@Z ziaqaeW&|>$$UoRXhf)v|WPC~wexX+v_9qco%)0YIT!Vj>BY7^<11bv5OWLQ+?wfUR z;9AlflGB>}u>#A7PHIL|w}`eAuMBz|#aU_IzV)fh+ztWJlIqwbQ-&G0Xyy92t6?he z>sg94X5o(B6Ftj_UgB*UKBCm6pb;2>$$q_ltHwfXrFTT3E zd*b6rLZrO!?ct_^6hEF}ZaqHx%j8ir%X{L?)7?`)Hn{kLC1A{cW{g*%3ca1@Yu@)H z-pqz4H*mLYZG(42v9bWJ$2KyH{&RV1SQB|8iNdd`!L6D)lM}x9$R|a0#kB$6VV7ZC zxs4>tg4(nm-me))pwPx`8mX^`U-+mcxcw*#ZI6|@h7G$|tI>K}ZjwK?r)X@r{DwSp zIE{ghEUBwqt;Fyd9h040-#7c#8msjrJlZ;_@R=;oES{_T zu6k>5whX$_63Vjp&U`c+7<~t?`5P~1#Qu}uZ1FWcn@x}@dB~&`KpvQv^eO$x{7)m| zs%oujsP5b8+I0d3RLX^R&P-!voR3=&w<{NrNY(ny*`eE#r7NY|?4s}FE+IOE^yZUSYCdmvqoEcBK@}Q-C%xQUc>oh_R$UqFekWht5Nh z;PR~I=u`%(as0KLznlLv|}Qx`O_Dy#^vM-;`knZe(0ae&q>O+IE_=uzN1GRzzL!)f6tu@ z`LVVR2IKpm!J}acKh({btCPep9|=m}X0}y09x+MOC3gs+g1ikJ{3dp+0lMq^E}#c~ ze`wo%|HEc@DbD||&Q%v`o7=b_viP-EhH>`_X^qKTWg!cD?AW-ubN6!9^seyJV!^yK5>(6NP z#6egW%Toct(``TUR8|k`$QHdY56;uoEM+bFe!TBT1I!4|z8^g-bC#ix+X7~>R5sv7 zZ%0m5PBL87a`-gan_7k;C}@H(_*RcXN!5Y2B*PxzV6uzA+)g z+MJtQ8^BQ(CD*|=@Lvs$g?1LVN96y4?LnXGxpQSsI*g~RENl?iXMeG6f-tiGO8 z&dD9zc`Y*qtr{5O8M;`mfk8b{lV8VY0%LaJBbpPxYw!Jm;^hcxW8gWdK%B=G@!~x# zr}j*P&k1+39NNK{OHo(^Qp#h}C@(iRD3ZmE!Un)pohIo%#LLZo;~!OE78WC?+_g+S zrGwV)aL?|JB){bHce2g5dXfjZP9syJ-MgXL8*_bRtfE5XY8LR zAl@PDJaA7C0XFvmnsK$qVWoVEZ6|}PB(og>^+R{;21hSQ9^hivO`lhB{;%UR>_y8* zRIGxCQpJwpLl}UR-RWEh%R?YM?}&DoltMZeHc@y85P@VY=0k6!kdHnorUKyxOpo+A z9WXYWx=oJ*gFg&dAf$=Kp@Tj@NHdgX?4PN;3V-PtBvruI{IXr&RIOXH?z;+a zl-NViedHtGA%V|(sVd31|B?mYp2Cs0A-GKV5D5-464m^s;3_VlCPhB!>W@S8FGFfSiPV@9 zwj#$}Q)i3sS;{O$)=gcSOjyTxXcWG$`@SxcgxYNF6t=ZRA}gr>?m%5#L8qA$BcLPeV*_v=8*4L)noaZg* z&zj1Si1K*yL-Ez&pto(Ly}?hfFJfx6T+Ocd(>bW#t6WiOd@{b*B^7^R<+Q5)hoCHk zX8Tn_kk;YsBfvfW(T(0*_uf&`Xz-a~-~6ATlbt*$Ovd~_(5MjRW1LWH>&v<>@QEf^ zp~DN%#&UixF)c%!Ms0)u8w&3`W#d|DWqau8s~v%CT;azD4Q9L9GdX-|4q_{F*Eec+ z$Flw_`JMK+8Yj);OeiZJ#NzE+#niAZ;AZK|$`>MRWzo_WS6Rj1z;>n4(u_Gkxa#z} zFebX)>QTA9AXL0g1kWU7bR@fG$Dl+l>8q`P(Wx2>!ns5+TXWTl5XWBjIejzc{1O$T zM+0QOy=ggrRQ|l_hHRnuF5yf7fDs!j61YKYo|B3F2dPSNfM8H+G9Nl>R8w+{(+0rT zALBR-CCA?kF`eD=K&+Jks7*1FkcbUPf!I)5im9c>B>oL4SQi-o0%A2YfD=_6i2*;W z`YrBY`@t9Y`IG7Z2L9W!_IMCZ4VIj7Ar)CTQ+tTDE?6zC+&pBL#$uX@?t@?fg zc-dEj@YW2%Vd%Yx&1x#8i_ zyfs+k0!#`QQbOhPw$~&-_DI86X1dzh$r>jIUh~je_P%=uupcGwqu|;14c%-csoPdC zko}(^F5r1BELAR7_MOsEawWNgVnRta>+`hpmWGd$4dYDQ)Ll;=hhF4y*wj(nyzJ&( zU&)iZr)OJfCp)_0_Vbzoo|}05rf0=&=}S*r>BW%6-PO_FDa=B7)CiLaW8jnX_xqAN zrT$fBd^Pnx;?2|+LNnHPwAwxZWgr%muoaxv>tE1_4ek3zw|MUWfS80K%HJLd+0g%$ z*rgyZUnWBN|AEt>NLyWB%DEyg*ELsC z7k|e7Y6f<@V{c5G5>E4EU*0TnYWppMElWfmyPqihRjqg!luiK@foEVaeytW0d7g)S=%Yvfora?Ogo3+XPAjvqn(Z)z>FWlbZ+}s-) zfV?(NtqX)FF^!})6m(UQhFgj#?O4e0K@7WICL zk{OWP%9z7dRht*(dPHjz<{?oehtS|BLgZ)F*HpvK0)=VQT-r5k9BI|yNUJQEJI$Nb zzth()bdXNy=Fzx;=oP)?Cgzu?9*JW3i*5$#v4KWw8D!N;9~?&u~gFnD=54k>*Al5i3e&D0wkb9d@@s! z%e?wZ?A(i%&UumkaeW-KU8*{m6r6;z;9KHp4LawQ==paUIrEx zdlv9fl08Knu9w%A?`M>XByOp*XgD=~yzx!4-k@mgPZe@Hp7??}{CuB(?SIO)rMt^{ ztB+hc+4-m%rvj7Nl{|*t5B$*WX}mE>iuDvmcJgFN7z~VVdVG(KZI2e0FXmY2C=)Wy zWf0rdv(D~q%KM|jxajY$^`2bzhrmkce?_WNoI0rZx+6tyap|{rXPetw6t5I0MLiB) zI;diznJ{z-c1-T@di>p39`2`SV~gRV>-@8j>h!|_NUFsusvN4MjyT(2KE|rx>3uP; zYpOY8uznEcpxfst6mMuMqjRn@I!HoopPOyrYQ^|T@IQ3p@DW90f<=3++k)nMqKZtU zv^E71vYM%Mt-0#Lb3~2T(bEh3QqZ7LG|;~sUp2XAL?ZS~5dev1u?DQp!=IgmvH4Al z*x7e7E&To0Ci)vDqkY3ysHD}E!Tf1Z70VN+J5wW{_D+HeT7t~%!p;~Ip@$TmZ;>P6 zqmc9V&c|{iNYFbq*$Ce+DPKKPf6GNUY{=BD=cOcBD&w%Rq*a@TZyu1FLytEiMGF>t z+!_t`{H`dSlK~3zGH5=IearF3E~gb=x7{-50FxPAgz{__vfDorM?)d~PG%%Yh1fGS zc8TMcnuXz*{xtn@^)Zpx#RULp77n&3aOGwMfDi0TRzhM`_!2N8#O-iLFe+;!XFV@8 zF5bDmElBx{1?1E47%{E`YINJkYtM2sXi6OPToiuSH$3vu-}zf?zJyCv{&$)0u=bbZ zv(n#}%fkP1u|-syr?FV#^)bfldq(3+62(+j!M?Jg&-j?Vh0_=Z!oXV@i*+SZN1 z(}6B|-{wCgOPyUfv67X_H{}7c#ee~(gBY79h5y;H5`Fr43&N*MSC`x^xWr|Z9=;&< zHOTN+?R!ZYWtYD|3?_AL48B;~X1fdTWBqFW7;LzQ^`II|jdfI8HuNpOSX`{Mr=Nl6 zXB{n@>1%6Q_Hf5=Fc6ZN`}wgsbd&Juq~Yu9VQQKd?Ehf5`&wR5Vjw>KUPF}?$m*5# zdcwUiIVu}ZX4=V(oG#PNq%fDZL-T0Xts81W(*PdkHFFsT;*1abbI_tRV^J@H8~fL{ zV9d|9POGieS@Y5a1tMrOknx6Ki3bHeJ--;yz6luV(pCoGD6qJ51dum;43VLWf|b@7Wwp-WZj8otq;qV{ho8?mxCi}l|(-%8_5 z-iuFUd1WOib0IT&-i`LrdVHLAJsm;XU**M;MgH6le+a;zutKIBAVp7Yre-n#dRS9xht%tFPH+`B$#`O&zmva_0B zM;RkwKAxqVdf8ejWJL64VfOjSa7JNWZ+AW}UpbjkW617E!20bdjZfL$tNQ=D>Qqqi z5R5|^vHYB#(cZ-YM2USV1x_ttS!8~16Q{8+z@I3bO166RHCwz+{dPPqt4#*4x`GuDB$N7a;^zr_U@V)B8LvNQK^XlgK5^LG2~ zXSx{S!?Ew@fMrO~io?aI~(!Y4` z*{} zny+&M&*!6~FbxgE^PNcq@%~+VZc6 zYem~dZyk4)ZzqQ?UStXium(r^!jXeX#)iRwexeS@ld;x!wiEl4Ufp97|@5gb}YYtddU8I8=Xp6LIE!Yj{ zUW&T2xX1arKpj^(Ao%4cr;tY^Ar3U?!KG>?mLO>N^cKwvo z;J`3p(v#v z_1G{7=3g{jz#suly6IYyBxLlqI&WX%<-Tjx~Psn6w7?(NnGqS0?t?}b>CKHE44gamC|GhhFF490OAcQyuPbUOVZPc_sE9;*djexCUJxbY0mcH$ZzeiV6*KnGR z+E{~OtwSkbee8Ju0p4gOUhHOU$WfJ)AqE8ee`Uc})n*dSXKS*Bvw&I;RPN3HpK3k2 zecp^*gU>1>>7u`!+ySx0*KnMd4o%zi6tY@$;yvY^vd>+T=jSj_D^)Cjcl=U&%~~&? zI@SS`9~S7%=`UdcED$#4pPWdCl{UnN{|nBUAvRy5Rj4PPx^Hmu_@6JPH(8{O@uEEXoU_@7*HFI9FRTAyKrI{h@GlLZI@?}OCQ(j*`d`ZAaD``I z#kF+!T|IRK3wH?lHmDYCy-}P#t6sj+^{(kc)aVjWfs!wwa9E|`Ho&Rtxpz5Hvfs)C@bgP4KAg; zE695lq=BYj4iArC_Zw62c8E#ik0_194>2Xz#(EX^omS=T1*;dT0f^ka_VBFW(tsTF zLZ+O|-5YciGO=H_@aEurX=OqP^?v?ADxdoSgg4}DiUol+8+|yq$Pkc#n&So`en+qX z@k3E?Taz~y%BekIJqD#-7RO683M9f$?)orG7@ox{#8H0`u?74=`9w!(DgFAcq|bN- z_^aZkBvRzxnNqTl=seV;`4Tn=)IeIn=aK5rE5^8&tBY$t!b;hI{T1@?mF0SScQ5j|w9(u%zvRhCk}Q3lRw^@DDIUkT8nIb3o<(tqI2} zIM(&#d@nn)i~9Z%P0*y2W|1wJN@ydSc?PRRez{^PqIDjGoLL4m27JP2fms@t%X5SD z{>7N*4J+{0C$>+R?NZZdl)q9TqmJ+CTH*3hbVFANs|%}Empv+Byv!21lrTnWKt)UC z;B0B0T^4Fy9{zTL_fI~W#OIC!k4q+f>$Hgxe#b42kjN(^yBMB$w|eJdf8}`K=3Phj z%m%lV8Iq3<xkB4GbpZ7zo0w10WSXjC{Is?pOp)TZ!=b}m>w=uGt|-ZU zcp?t{f7F0GHqF+sKT!a>4ZesmT8zUrl^5~iTj`k|g5SHL+wTV%vjr+UNoll#hC&@L zcL@h=LYhpF+iEKA}BcMxxof%5Vy$dDE(e`gZ2D zU71n?yN^*2d%D{+lDQc8`)ir0pMbJN6gJ4cK@};&3S`;G$M?q|0XztY?6ha|uKN9XZ+6Vp3K0t<`s0IZ@c{#wCv1Tp1Bia7fO zBnSHQOLIbB4m$J;f0QEwqyl=Dhg;|iw@ByY%y9K(R%HNxZisTRT@alj5H@l1nF$rV zWMVNPR8H#1@2C)XS53BP7v(BNv~lG}PU{((6iX0;Q6IXJ9NnpNz09R=s!!wR`TU&l zx6@vf1C1I}ftyJkF_&k38VsM-qfhHPg92Bu`SLny_K%<#iyobsCeQIw!CBc;odq?OSHkmL zAuQL+Iay8z6pG}nM5kz!ZD{B=8J1G=NE;&c+?(st1P_n$kmp(V z+*(p|xSC=p4CMZa|3m0o&Ld50d-~c8A6W1;UHQrNYAceY9Zq#`O}Fln^`k~+pP-(l zjA~d?-R5#$T1wsqQ(@+Ale&KKW?uYy{>W<>>vFk5X{GN&^^`A-ARYSLkoUpO3QHgx ziK9VeC3P%m^(?+(&Ve)olYtHD<*I#lOw3W29F-*AEmTbch9h}LbuA~knvJsEww2+i zUUl?#;`q0kU{xJpY~Ke+)S`SH63U%&-@~6A90O^7T5RBK-ONj`WRqtFc*L=jfQn#| z4{gJDlE92{=-m6ZMsPca=0|(a`RUF2=P%=6k7Crgb(Wqi4?HS)h>lzI_L7F>SEgVx ztPlMHGCr<)+0LT|W}sIVNOhj2-Z<3E264BZKBv+MupDOZ4)TR!$zPe}Mp2mu^eikJ zUapJZuXZEQ+))$C(<8=kSg)4;Phvh@p}K~8b_sQ_Rf`&+4ne8ZDnlF%#Oc|8gQS)- zX;2%5V<=|AVgkOg=hq4s5uO3t;C+AVzR+yBaX*)0q|DaQS}UDkaLY}Sg^;K?k#27? zaxfr1bAvDiCmDj*ZLYuhzCj|pp|b@)CJkpA%rJkYD|txp`H}PX+Q6;F9?Jm1zUqe| zXC@aQMkfmd#4)g{0{Ex*z?EfZUhT5mbMnIq=+r`;_&ZQbi!E3>hKt_RsP&BXb)WUO z&lTQ^g)#m^4gI#?Z>hBPUPp(jz{A5=e>LIr&YlOfWbN150Y6Qm4S474XPVgU=kvCP z99lB-wm$_v>H5Y}ra8uPn!VwlACx6_1=a7-5z3okze;u+M&4v1{fD@}_Hk`?e&@S9 z_Rcz7^HrbowVG%-6tS7D9b2hTT(rxt&VhR>vYe+rs^0>SHEY{U@5gyU;f#!!{$j}a z?`nuwHu3zBhzTPmL(1>|so!9TWmN{!@@h&x?9Cr+gJ*c1e{x$yXsA9I7}YkTu!{dj zJ6HY>_4fY{B4oLhC0mqr>=Q}|x2PE;#?sg#S+nF?BQdwG6k=rGuZ%RvzDBq-_EKXv zwyaqO*_ZG=x}VSIulT-yc|V-@>%3mC^L)Kt&+|I-csR3!(JQ+a)Ma_UNzptH8uuyo zT_x(g^ZYGCLL@RBJHbmOyJlj(GBin%7Lis19+)g*-~{Xl-=C@yngUICU?*RbTXS z4{}?$dz;o#&a!U6Rao(`pxttMoIMg-b)L>@zJGkMvDY89T(=d@exg5X?_$o6OGxz` z;SZ9ZrAh?o@FFs9*xY8Nmyp0RR*E9`~Z{ucW3$s0>?Nq;vZP1HyVRf zSw{~Kk1xKA4amr)`1Hc!G}^(LtHR$}R5A_7DdIs1h9NHbck&ywok zXS;Pj|LE%DKU@^~tHnun)yhtl7J!(>6?PkmXTf%|)|$BsWodB8Mk_y&rj_lRtaJZ; z;_J`(sjSTe{^d}?$dIP_#g4BTQS9G)XJo1FOFdsVquCdl{4b7~WQua8_R_#WOF1+c zI^rroi2BA?@D%Ni>a9Te__C?8zF` zBUD$S{7GT_mkE(AeR;ESj-u%FSBUmPM&fufCww6ebMLn&KV7sG#P}n&G-<$axGe*V zk84z!S2mTSsEr#x)29=@9Q{VN$0oQkfY59pm<7ui71KIh7FrJ!Y7?xm$_r zT1iw6kFeF`(x$5uCt3N23pZKEjK}J%)3%}wJIsUYRgTxjmUF=Hg5gMLr1El$FRk)R zIiZmGZ2ASlgjtxM-+WK0MQ`2Q0rEYKiYkAtJj#%yws48Q7H}cb-=a~sT#)p z-BJ46x{>Ai`v(S5n`Nn(wSSgG_8o@b)hb%6_RGQA1UPhNB25$3T&7%UP@m=!g#M}@ zx|_>co?Ms?fAkfw5ai#I970`}a(P<(Hh{r%JxBPlnN?q|)PBICwWMnc%nr=Ip6VGp z$6XGGrcnfHk-qxMhGA%k-Z6V>mV^Vq>1iVAp1D{GmoF8i(Ynu^NHi%U`2{OWPp#+G zT<5ROkZ$TQAGKebPVovMbjrEFz-o#?=&q5n$QJCVM|`g0zrT?vL^^(bk`ecMfBwN> zUgW2Rn7S}u^$=ZC$>4+YJ2RoN^-j*$jT9OYCvob%26?5k1KNW6k( zoDXJN#d(Gqq4M|W6}g3}Yg=OW*jBBVrhWQbB=5gvCI(6>b_$qfh%1yx8qh#6fRiJs z(Y^(+cm^B(o0fMn&bx*7{ul_@s9nvc+P!)fS1y&%%B?tCm1^4Ot6`iyL0eefe;f$$ zKsZrVcD!>_Cs1B4+1XpVq*6uYFL~(+6*=C}?&aeAKdKdh&}nEVT21Npyn8vc^R~7* zRa;fTGkAPFsQkgU!_c!3y^q-Tp>L=6cQ+2)_kVthB-C9z%|io{p4c)({8iIwV_}PJ zZKM!hUmy)pdiEQ;?~i%cQ|<0~)|H5%uUw&1A)oA~EN|$)&+j#+U;jXv6&1b!fawu5 zw)>bhzobsaS;oF()vx@D(st)DhJEfeL_O<+br#NPuVz@y?y#Dxu=U>CqQv4p-&5mR zzp#JegSk_D{s!Az&!(U`4-9;aj0^jy`YowzMpGM}vK;@;6A_RhSCA@d|uFi(WS{I}I*RDxc-6t{^sHhI#duX<|*PHNtUP?#$4LuOL z41wH{Pde#tU@jUmZ>0piglPtohdK-RGi950W@4V?2La|-Uh0{#5vo<6ym>RdEjhJO^CANO6(kyLMk@8(VWfl-#J((j;Zeic>llvy&y~^jV?a zWPI7ZGELT*IX*x3;~RFM>0l!z?4h0(92?{rN9EA;H10#kEvWNXkFABzLZ%41&3+E173+ErKeWAbko(ehuHEai#O)|r_CsB&7#3Us8YcPzp9;Z zS4vnud6k#KgqynmAU=7XAnt&!ue;%Iw59}`G^Zuq<4XH{d~P{>rI2eC&%7LfDXmF{ zskZiFL)TsjhJ=WOSy<4!%0J@#ETlH5le6h6be{m3=mN6^&!1mY)z4q?Cqm}~wx43O z)5=yZ65r|-Z(j7NUnv{9H1a@o@UpTs189X?)cDm3>w6W!G=p{nMfm^JmWnNwakc}1 zr04G<8k{Cheoi{4Dli~PwRC0}UmPR6o>qFlnDZ%lt@DA&YMYX2R??dN@R2&{BX!D- z&s_UPBtIBF`23n$XW~zyOa5bw-FrvQ{Ag8istWrSk59zs8|%Bf4_R{qoUtv0gDb_$ zRUD*d9aT^sR*EFdt6XJG<*OssJ+9Z;(S4-z=6lKPfzYkHhV9lT0M6SMZUEsn@2JOc zUS(R&s-IuG96KFG(!Y3x3ksq;3-w%+THt@Ccn<&&@nxCkvIovaAgn?xF6CO`Be zzRrs+%}T4@b(sws!$kkWeeKe-gGsO4BDDqUqmesM{-f!28|m{S27|YeG zd!i5h@4jY434U9UBbc_Huoh z3JvKDszuk?WP7d#BAA&0?h4Fhwe(~c(_STeTI|!sVBa%mIKxz=fav@pipF zDv{^~Firm@W{B(7rbN!)2A9tkQthA@EHJ)>sHig1166wb&Z(xW@oq(F#{e$&-u7|% zJN}}>&J2WWRUNUV4|{x10f33*RIoX(FBqMkx~*Len!oFYX4}HX4qOm~%hBTKa_D72 zmA9+t@Bkr~B3lMMEotcuftaAcB&vw!jBPm!z-wcXbYhJQF*-A-X{Cx7ko2PW0?>?y zJM(GID3tDUX&P;-UYxa(R5xTVCb$m6bT#K09n()ZJE=nCvP@yukt5`1Q2BMW_FNvk zt8SerX%}(=5PAn$(C(q9nG)SAVp)4_MlC%w0Pv;|x)LlLbR;!dO0a@fo&OF9V_imd z(=91zh?(jVlJ38Mc76W()hlw($*gNO$%;0~GYjb;mP14(QVW zoYK)Jj=A^>nRrM_;xxk$XLsl5RUKDxxHs~ecH-<-r_dc2p>UP158Z4#0A^9P3?ea= z4J`6DzcI>RoL0h+%$q0aK*?DW3##IwvH8Jc3Ih0H4;~+l3Wf3D1Jf;?%~8y~6n$D{ zi?^e-w+EVGXV#>Fi+!<3tHatU znO~i43+yq76C1GC^sMBOw}h%Ld2UO=1U^=Afp)HFpO^Sy(3iQPjx0In^#Jxq05`c( zFZHK!_=ax(701s#V6c-LZ+e*He+vLy)RD3o8GKlK)kEI5?s(d`VKWBMz&Oy(NHCh@ zCHjOyQrx9?$?j5fQKbhUQX5G}Mv!IPEIJt<+i_cK?vfv2(#MWM$shhMLQ}K$#Z;lJk*q-<}U5OU`=#t%!gowkVBkJXT9r5-a;^;I zYB0{sq0sQgDlfZ2jDo;TNfkyPY??qcfd?yGVa3NrvXAPgkQz-f#JdY)l;WZzWmOC$ zmLk%ELX&1yAaBw~Zuzn9YVDav`~XBS!7ptKG0d{j?m;g-8MfBwJGVUl5oOtfZD6W| z1J12F1Y?s~=K7Q>(l8Y`!Q?z2H}i-WPCP+k@u0m`kYv+x=5bYTt_*qcRw)L8a||A1 z#F<9!GV_j$#re#HhAP;@7MlY~C!1JEIC`)zNy3mLs#;h)a_KBSiT2=(WGJwO{*~Io zQ$uWETE&`h z;Qm(w6sSx*)NbclM8{sZK0ycYr}XTP4cp0!`5YJy?fiilwpV2>`BP44B66Vi+)~PeI_(Rm!{oSC$3GxY>1E4sP7HY^qk!ip*>$JM;g|kcVmWPOZm(nZ%^UIw;PPl@X+3r}!`N7Cn>?PBV-^ZQmaO*F`370Po!NSn&gQk-t&c@r)k>NjR zm8;pQvZhL4rC^;Tt<1HRr!fFr{tYDE1*-)%;+!eN(}op#Lb43p$^bYjog~>lIZ`90 z+uVqZ{~+0?(@`%s&E*l#0zfF_uED>0OBbiulik7PDSGTW-we@I(+DAK39z;fEtM$q#A7t_EArlN4l=hj1ExJfnZ`H%vt{gznEIXuTg! zmp^rg94j##+H+(0t13jp$+T5+0eg-PG?3sSMP2f&k|=d+Od-L@=u2uFxBSy91$8YE zb&f^H0VueRq?0ev`dzi`rA(wg##~h9eN#T3wK@5BbWV_@H-vsdEps|$i<%Ws6t;5=}3;eh<2+fb@X_yArbfP z!o4NAeLjQ%ngTjINU-n0W(!%e?UJ@+AyOk_1A!>~n170`*^CovzXu^7 zm;S1bs9aertYJf0?R9Zg{3%PE?V7W=%V%B}NVB$pxSeXn6oX}j;xR|!Y%fahH;J~J z`{ng?2Q0NTS&{deOh;F{IP$;glPBZxaD4poDYtjH{zJd&37mtcU7*^A} ziXMZ3{v8RG0nnjV@$0Qw0c!;QjkAZSz^5p}_UI~Q5DzE9r{MxTtiuNjtslKR;40x` l!vlZNfRFV5PyQcZ`x-1E$n*^{o9H8C(AxT11y^mJ{2%owO?3bO literal 0 HcmV?d00001 diff --git a/lecture_17/q2.png b/lecture_17/q2.png new file mode 100644 index 0000000000000000000000000000000000000000..7eea25c09131b64962058b1b1031baf37c985ff1 GIT binary patch literal 25757 zcmdqJ1#n!?ljqs8WHB?N#TGL&Gc#LYF*7rRWid08#mth$%u-SsNotCy88Kbha^FnL)qIB0BW0000dAug;40DzVP03e=_;2)n11d4wC zcmZ<|lu(BJXr7SYLOk#tsTs49M3^Jc>w@I zfP}DsvTORunw&JwQU~3W&G<^pRRaFNGbNC)U(xlFunWv#BJQM&1PjPPyji>kZ91a} zi3O(F0%3~m08z7qOhJ=Ey=Vfs0WET~?rBc5ex8OX5PgAakZ^;%CwqH!N$ zul)+mYD^y+a>))`Fr_Gj*wp_T?iH@h%mQ{F+N|EQRaQ zz&*_SnJv|AYhuv0KVL*eqfi2*Bp23CWTdHjsy*J?n9G)j*W>vLt)@A~h~5!P;yi!v z<9V98i%tCoBf7#TE`!pUFK6$Kwo)nqEs3%>6Hf|F0~a})Za$rciyD{$MJ4E|k)Fn8 zwLPb=uJ&kCMcFs}^#g&4M-O~H+7zBb9CxytA$^_gN^hU~onW6wynla~*fLz{k9a5J zI}G~i^^gv4wt0<8Bpv)Jq9=fO>gaP6I7_O-86OUb`XZh47{kM0(S_2XM5`{FyVpQ9 z-%8Z-`WyMp%O&07+vP&vD}nC|jQ8pT%-cggR40pijco}z=&*B1nTZ(4G}%DtsSZk=z(86jU=@IH9*mXCRCxH_`E^%CfA>&d8k zevQ&k8nI9g_j2LNd?EE-lZcw2XRQsauV)#RyX&C<>8e_E1;XEZH*0YYFy!g%a`Em7 zg&}BTofnttn^i@;U#rozJz6`~;ElTP-n{#03|x7?t@HLqzc-ZdHuY=0b$e{m_z2-s{l%7LCqa41-T~KoAo3vKA~oCal@_ z^MT(z@c!{*v4D-Dg@cz;d7E;C5#wuYoq70Gl9fvzAVKf~S5U_|Yh7Jk_S(@v%R=x2 zNh|@w8SRyy67L{aG9K1o&)Z-uHJ^2eE}Q7;agv8|0BS*b_fK(a(%VIcbwHHWW>4mL}dwOrG@$zglnAy2faEh&vl>P8_Iz)hS%sn(43S*Qmb!V!{qQw0 zRLUwUdCgTQ%{Fl*M=evCuEwY2=iXrmeDF0VnLXY*Y@EmTthQ|dyBchw9YeF?pSx1SBH_5=kJROTX9Vk~YBJe{J>fDIUhTZES!$1a_J-b-z8?w^>ZAIjf@- z^dcw$na*qRpB9vKd^zEQo_qT4k{G7H3s#VA?>^iiea(7SKE?!=ygf+WmX3B~w=i^g zCui&>6U?VR*u3?=rxkzOAb+XhtGPpTnL6cKTiuEb17pha>k!x013Hi^$yD16^W_o<}gxnR8V0hOzQD z(oIzdy+`lrd*#a{&yAu$tW;eF?3&8UfbaR3@CyzTDTT$i_|K+O>zQ$4Hs9qf%*ED~ z-|m~Lc&hTj9ZGs1ykSF*w-2mKq~PdtN=t;a)={r`Ov4{5!s^iQGp;7B#PfRtmyCXT z!s$@S72HV#Sf4XEn^c%d>{0j5_RGnRu#+XN-5FmC4a5a4tYz3`suVNS<=Hqx)I=iD z)q?L+a#|&IS_Ab`oHNVXfhyRbnyCc2?X0>>8v@1$LM|+Tm++;y+v|z- zw@;$1Tkp(w^%!$f2h(n(P8}AL`!Q%PKAr>%`)-E1krQO8DQRMpK4-3|^=9W%!lj*+ zMnpChoq^m6){k+`x5N`m#@Cva_inEVx+c5UOu8nw9}9U-%@I&xsk4C24dd;WmL zGxXw@T1$|3`LJKOVOS(!0KaD=!>TS9m5GMF?qwr|&yeCV{mT-2=dyjvMwA`VN4lFM zFSG}UE+8P{JqHJ9QR0@=_j2wOCh%9JHZttk1ur9C-mvksi0g+?vZ~i;UbIT=)WIUy zsmOWLiowC;NmB`Mf|SjkRbu*IGUXy!Fl6(-rH^t{lAdWDCBu_PQ}*>1oY)|k;P+1; z5$19FFXA;;uPwj36zqvH>Sh?e&kF+o}l2Tr3mX%r1|Nc{+mah8_&GgvBVUMpU_P9iFaL`%c&Q**$T=Bw{N4%9{gh%Z zVO(EcJql6uUcV4OU@n)93mdIB45#RZo*W>)CjWy?JI|Gsm9D{4U~?rE!zkvwu%pbq zAyG*k4^pnQx)L2BWIyP9Lp&W9FSMN{#?_giz^GEaf5Ma^N2_msK>#9|X#y*?IY z#mwO~@>R642}?s)S9MsA@M7j9JL&K>=aNT(P?Q>DsU!=X!FOrof@2c4TfLMs3(6*DYr z`JB?}#5bRu2tUB^O(8!e%*!Rp3JI<$Un6;=ZSItNWKMF*yq~KUE64kWpB*vnr1G4k zE@!LAj@z45Z2Cj-Cth);C65#;<5I%X&HfPJj^7oTrrafj=`37~sibHus+sL=6h~4e za~`gSoGhNE#Z=R121LV1R-Pyjaf|TvXKN{&983?|=Tb$7%*3I1eNI=Qw%e=G%7Ra? zo*6~oiHM&c=CJIH^+?2Yo@>WG@e9ImPoZT?jb46i z1zY>W3QiwyxEGw-F-Y->bKNA;LrEBB(zzR(+e5de?>o$=TAhgdfXPi+=blgsy1JD6 zZxof6PuyZHZB2B+bZ&ZMit{|xp%xEq{Ke@Gs<{@OZ6c8CLE9IQE?s%cF>)6*E_`x!aTy4P7ubD0J z06t+#nLLn$WH zjK7BD{2@n(l90j_-RGGDt-$e|h*Nwv7AiJ`^YiAy^1gJ3Y@eVoS}X^8U`pEINc&3` zNB)G3pZ^ZsP(vT~ma@UNg;3SA3-~n)`BUWnf{9kb5UghE$wR90lTUJt^Ix zgFRKVS3|lrN#)zGUZ9<4e{O<`bhB+GW3&Xr3N1Mwu508Y=uX=q9d7ZSj270ySpELY zwf4-dZhGx8uO=s*9zj^aj!<-Kv@6^4hHW>0eR`YX{HucYpXKl9E@?3(Y15Sc@vPV# z&CfnQWkgnVirbN6&(#Ry z?)Luo0i=KK`=+v#v!RZW76$^y7RW}~V|tg1DotZ9~&hDAsbY`;KE@D;X zMmJKs-Y#4r7yuh|8D$&qr76~P=?(Gta?{(clZj_dT1E<|6l5c$WVX%h`55>>fBOT< zsy>L7SU^dC7DPqH{-Qwr4(9pe;N_JmAke?1ZJVhiHq+wywNpO>|FsIdu+3(*EPLvU zXleK^EVP}m6!fx|F5vCADd6H|3;AXtkhCrmMxPBB_BNK?Ke}GaWNd1$cl`+UA%k z#H}*&1wwD*J)R33IU0U<{N{0fcH<%hNtv+RYrGWfToDM$Z0W^g|LQF zsFz1II+It1y2ifhT3mv2jNm&ap)ic?9+BwRWTzM-b7wptfww<$Q9X5Ysm@+Uh1SYt zknAlLh>wJeYGS`sKHLPbPg?BNS1voL< zN5mM!d1Uo@6bY9PXyJr6iRWWk?6eq z#T^Ht0)FG9wmpH;xskMl)*qFv*soZwqAM@(S`PX~MfAyg#5}d7M|> zBC+N~$Jc`goIgNQ31)ePmQ%0PHBm;lcnHGD6kSmOB?drOgCUZCjC~hVE8vw}Nhq(9 z)363Oyj>@JKMJ}>EWVx?*q11?7TVIyc=(RTDTDm>!iIHR%N3epD9#(%x?se zpbmj#RAZ#aw&$Dp)t!+g1l#YHFGtjMKUId5Ni%EvMnF^s_Oao77m1=3v@S4lY3T-w zz%>cP-rdKOKJZj;A-kZeQ{Setc1S_sGyjaCh-v15R>F~Dwt$rsc{vThaB%Uy%E-U~ zb$_3hIn<}!*- zx_6(y58qr=erW+yQA7}U;hC%0q+ViDP3L*gy&9lcP)h1lt+TyF}g(cpG zaGz~cXG}&0-pPq81JJcT&C{mRb{*Tw$W95GaUdt~^XdWi*7{%ko+L@n>35rPlYs{PdUD<`Wif`iGAjL|WL|fa4VfAl$AZ z8M&mj;j)f=hXkmYo!e07PFJ4%+UBg3Q>h?&dqVK`iUTUo4BZ*Fgm-!-;%d|3*uZ*DcF>{Gs&AIX<}ioQ3RoSn@k+m_2K3Cl_{ zqFW^)NnVy%A2FA)GOPM*7{awwRks6lfNx(617UFrqaDNsJyP!4bRRFHAM`FK_*B}` zlDiiXO{XN>QfcrGZ{%CJ$K!03O>IZ&N5xE5*LTjlsCRGZ{Hg{(mR<{HLgS7q!HEJ~ z%zT=EJzj(WU{2~TOM!mIqxDHR@Sh7E+NE?%Gv`e$qEM^1aq(EF<^_h77(<+a`nLJ) zpKiO6c`jr(ur}NA8B)P9r(VB}yBQXg1eL6Xd*6S085CQ@W*y*r-$bY$$4A$s8o5o^ zf-|>3K0n8OqGLF01$U|s+r3+u$dG=u_2Rp%(wt53m}pZBSzMBE_NW|jZKOUu(qgKj zm(z)eh>`H#-GM+eKPpAmbKgD}(#b)nmsU1uv6x(1$9>-)fJBEkx`>e@ZNYTTyv7zG zBTd3vaPTTMUont8xoTMP*nGYSfq8X(3*p;9@WJeM7rkB?+l3;{s#Q#=mBXI>lEib9 z*=pHws(a7Fud)!b^yoG^F_Bw!!dVE-;)K27`YyesJu?j-aD+IrZTm`Vz4Nl`A9iq+P@qeYvA9Db5daHg_(rn?+8ZhS;SJb`kth1A#QHXDKOAf<$H6=r_s}FJ?BoU_a8+DI zC1kwAx^5P?my0W?q{QjOLi*tBxZ}qux~v@AQ;U|o!%2Vn3f%qdhlx8K)RB2GnNJ#? z3bjfEW$aQmtyxRcoC_Hr3G124Hm;|lCo6NQC)@Y(v_=a>ft=2t+>{-0Dy^j1w{B)? z4jNd&v^=-aJ)YUv9kvX=a^0P8sH=qh!kIsOZ7tmlKrs0s^s^|0Zh{Z;Mq(g;8}RZOB6@w|NzM^m`h2vdx?VaZLpM-#PWbMGjDtKtmeX2DI{1wZd^g|lWF3M2fvQn6--0w|)sICb~L->oV! zB1f|(qjDhwn{7ht=Q4#=F)!D}x^lWh>FE6KKhM>_ohY5%e8N(aQ{fqBI^Ug2J*W^p zddbYl-1E06&gUi#Pt)Dw-o=eKY|s(){yiEHwC~z(hClc6oqE5e`Oecl+M*R0@q=M( zD238Vwr{@nrdj;V}!~dLN5tH+SjBqDR(wzI8D+R_!QpW!x_qFLC*qI!MbCbELw7)FBaKD~+zE_DKJw z&@aU^Yw*&G3-P+@YP3Ri&#`ftw%;_vt`i&T@>sulMNYS4oSPNkRTmj_s)BM+%9=&e4(3 z-vWPXCArOS4XuHg0P?4oHB6PpN7Ah*vBI1A>zvw>&X)XQkkwJSaMWJ4YOGHDH*l-RPj0hk-TSL+(wV_E_{eI3lcoQ(Biw|4XY`H zXcCn2NVByyqkMbEaXaSz=hBox(hR+E?i+48c{Jml1V+#~i&oxA&Pg=RTK`Yi-%7{Gu=A zPg&y8@0q%KHAwD(^vcLbN-P=X4*++vgN1-+4=buZn#Bf$_ zk82PN&3hay!BL#6T~)0ksoA49;r{mfTJ2Tb)m}0n;L%jWuX~A40yBi}I`G%3gGVN4 z&8)}!Y8@-5JvlJCXozjz^QG zp(gSihRgRtN*ufzfC_^6)Qs|DCx8Fmi5TN-fPG+x@<1f%#_qS%9E1{gYtVK?6QK$ptGKb z-{3Llh`_g6P@A>BH&7NchiAKL)?ibF^E}RWduHBW-L>@y@8TUpEh_Xk72A_+pknhi zaq?>qkgOBv@UJAs@G*MuP=!c7FUc(HB2;cF_m|ZRpzGtx1CH2OM^DvfSs~jBMguj) zJ+FJFm|DxdPoYE;f)f4OLIt}eWeQsil#*DF0xA(_yIz(uyh0BAQm|?N(gK(ZK+Q!V z7^Gcx^UWoC$2|P_-qLZr$4SYt=5%l-wK`h5JhiSm{MlQ{cu+<+>!XH;QQg@XSOXL@ zD<4;{QH~l2nV{!B@6B;(>vF_n%OL-$3rxyQ_bL^+@8NAA^O#7~z$b76j|6y zK@wSWA_+UnI6o<9y^FnoLB-5R*G%^GJPGlUF?6EU%T!&CK%{zqXaRB!wRIvs%Kkcj znD7(dK{#(JNq9RfX`~mXr=>px0*=>z!~>MS-;{BVjyU7yj(HDVvGlwWlG*k@G9MP} zro(@<13-d5vV-s%(0etUhufsi4Lu9E182J4PM^r_ZLf!L7%z_)fa0FK%WL5C z9}U7&_3K_C3cs+hgwuohQb0x`{>yC=!NvamyFXvnV^rYYrqgI5?=;GXA|Y<8MkFCr zTtL}rO?`2_cR3#}CNd=tsYq-{w{w5qR*Be^#AYG5dY=!ivQma=)JXS z&4vp`{})9@Rv8W7syqu@>v-$5Tg87|qhCKoF)QEuD*ktM%Ol5{SafU%im+x(HtFNO*Mnh>{g@qGo5GznUes^Hb*_Y zJDW4-h9RwjG4nqG>gb&u*Bps?AvgOK%FRz7#vKsy3h5M-xr$E$M&5Yx$=7qm=n|Un zv4Bt*4Ni15TMdE;05iefQ!-29H(w%bbzyM}KLw2U@m!eRc04~7f_GkS)4{;ipk`XH zyHZjf_jI|9#~ygK39{hSeBv1JKlga5=onj5nIyS^dE@YiQkE?%SHLEaDHiG1FmD_4 zj$;sT}ufkN8d%0EI>c}oB}3wC4L?DkCpn3ph2}4=WC}|8OuiAnl=1;@HSA< zgD6?BorjK2`h%&XOGCSC(1E81_b5D2bq-S(UPsLch_Xz4=HduFvX)DhJs>b(ZaMH9 zr0e1BZ;;W7j^1`!7{*>{D+dV9)Z19VZySi{or+*ocwfU~aqO z*>6F&K&?@)G1b4W^W&i)lwB$^c;j-=4%)>Y2DeUil2Y#?fgq*y*&BF6g5@9r8Ud-M zoJ(An>P=4H7Jll|XuxU#63Afnid+SHTkTWppAd!S$)q0BWrk255mqmZZt#4?A{b2M z+4{>bD#3={407`}Np*A=?riHg9h$lOaSWPOm3$J-3vU0YHF8~e(`(6Zze)n=A031L#L4u-q5`vG>UL56KEr5=BNqhU1(Fc-p#sYM!%9nNx_ z#9Fx>mm_kli<0U%isBeQHTs#P`iK+^U8va1J?=n~Qh-LJ`ViNDj6m=Ua!{mF zdgiCe0qVCOt;ykH}s+pw!3QQm&l6co>az4jaIJEBt1( z9V#3=zV%5rba83i>38D9qoSgcRA&rdqsX>uvXru9)kq`)jnyRIXdrJvWMl5ayW75A z(Cg(g>j@|%H~SGnk5Mf^N7I8cpErW&H^>QBZ-sI#L+I>yv z4NhtWTK9n8>N)%o*L(y|IXFte>5uDU5eKvfF)(E+m8^OWw%E*4UEyL@qS^8QRL7Uk-B7Tk zTBJ-v3h9FWn!|6RrK6C^x#t(~=NEes;B6eWC@zT6!@eDLr{=W{)B;|upG-wx6%^^+ z@eh5rJ6{_KBz0f1-XF7a7LMuOHnA9Yl=u~sT(ZB^!0GtvW19KbWxCj-2Ob)ZlZ1CWXmqOj(n0lD+t z8C7RUL1|Y!7smv=0!l}S%n=S`Y7!iMO$f8jMW7|gv`$4L3i@}b$!B=RoyMZW^R=;(=cC3kyJLjdWyiUIOytBQXuD?BkvwjsQ6$ke*mR}Em z=YNn6mb4_floxo`hjc&)-Xah~pPIoA?mra>0Q-H#^?N#F7As-a{C8^#UH-s3jRdUX zUmK^jx4JI=)b+g^%KXa#jSRm&QiRPXd7P+8kk}ja1Clg#9Ub9^2CRW^RXUG&-->g_ z%sAqO9MnD2bn|fU42?;7NTW5^BP(-2k}uKU)@n%>#W_J8U15Cax4Ae1`}y~5Qga5m zPCDiaMQ`SgZznBC#WnF}6`@w1pvBJ^Kr8a#CT=OP?s{7S*9Wi0M{|KAu(-At+u{5wym=4`CA3E>h>!SuCW!@u&7darA-VtXoT)ZQ+;0INN zp}OzD?Fy<4e1^RXgQ^RLsDAZ?)^h}`SHK%AANFkoqGiPlv`(o4nQ|=*IX&FdQSsbY zQ6QJnG2Nd4#Z7QVNhq`!Kun!&pJ=+5|QA+kY+o^o=(=R5d}DE6BI-p*+TWd zXzPw_*N5v*-JuGl7%{fjY#!nOnnIFr%Bqj-lN9m}!=TV6ifXXW1Y#-|Z-2)Mfq=c* zQ*|Y!f-~HcL){6GXLfLWraJ3deI{=@fm^cqIZWhwG9$mDIu*CXS?UegpQI{RB{?!? zxk*%LBKUIcgjwd$T1?+AtR#W(<|P`f2^Diyf4CUoxd$~{%nhWUsR0pd9IRCOD>g)^}?k0@td2sso|K-|7{Sy7cP0&g-{w3ply`%cIJ;&abb1UKct(|C~==@BcnJ{kgvC z_~~HpRZj)Y^@#ar+l!4)QA^J(;y>YRv>(;x`_DIcpLaPHwhY*R_5lD+{)NrZz5g}) z0R9u4^IyJG;eS9m&zT{@k30uLpN}*4#r?ao!^ivF7)-7I_qIpm-pj%3pBY1p-nt)r z{J~Wm*i{mK-G8I^hb#Jg>&~Oevq`LmALP;%`J{^B*?b(~emPwn0=!^+{&+ex`&FLY zG+h-GO_E(#sQr)hrjv2v(4)N`)NJdHl~smzy9eT$Ct{s;Kys7$Nd*g}2+7?Gfi=8+ zah)2g0|WeEj5ZL!f43#lj&Gv&Ve6tFA<7L>xPE03=$%Nm(}CQ>-HHvp!CW`nEiT@8 zq(1F0kfQ!bx_w%V8WA>d{S1ZPy@ni#;TO^13FE=EM$^Qu@Uc(NxRblO-N7!P>u^{| z-Wlx0PoY#IK&_3VCX0lJ^CH?AzmhNH&t@Cy!_ed$mP%0~GGIHoyE)S6{6ACa!9G{17 z(@7WI@Q2pTxfT6@neR08M}Xoq{i&duCOip(U=A*_9onXrnHwSjSemCuSl}s`{ z!dbyM(8|VvtU}Q6M}M%idpeu;>Rxi4;Lm#cJmq9Si`nO>n&%594)_A4NZc{2$*q2S zlYKyi<$Ex&knG`splX5g3r9)lVo_Jfd#fkn#6%UKXgIT!C55KQ&9iTHk$yY;52+2Q z{X=T584SNd1=KLnli=XoSP5A)4BGF}9rS8d5_o0U5Q|0Wt-g27%qgW?^NIujAx+PW zsFq+X+VLyS&|G!vda@UUs;WYoM-tA;=$c}xO+kD5d#nh!pk5kf_I)j zqqki={Gz+~4W6zu@NoaZMa`@i4&!$dj;{&5>UM?eTE#Y}ek(YXO?+{1819;ImsSV2 z^mTV#^+*D`VP4;FE%iC;JHgd;D+zIze9J~~-^+oK_;S7=3?I(Ni~AealsIO`VG^eH z=g4{5FDn?N6?ZR$myr~nOuFg7WBxMQ=d_DDJe0VJjbCZDWM?XDIrsOCHOI~d3{&Yi zaH9r}w|HkxH~c=b#N#?PmCB^F&{Z=~Swmq0N;w6NW~VJ7O6Rbik;;cCj-Y;}=y)^h zIrs2@?JumJW!3v`k;)+YE{2dD5Z0CPxJ&3MR_{YRQHZ#Epcd+^kr-E!c9CB1} zg6@qWGCSeB=^toRSyeBh{)L@aaJTe@6?%qLlVJO7)QjpF{AxEW>1F5R5)P<1bTqEK zaOz|o{VwZX0o_lCqFK(}c*C`P%PNZ8#|kn5F}`bN7ru-JmGuLUef(pew4>J&pf zx!LVZ5eTOSDrl3LmuCdMoD^{p^66om%)sGybpNO051;jsBNe7!oAM=7V(P$L6%BAe z%A{TEk3b_1slj3wF>XiFptBX(({~Bdw};E+u+c6K{%(d{StzrJ&&*%7kau`35J(fB z+;9v7F@jO9_J0fS2y0V|SZ4FCn0?1`#T<#BTwnIcSpPfjrS-f#uE4DO0u7Pz*?9%5 zgWyV^%g~Qh0W)1v$99Q;9|903@(-+1W1fccMa;NF8TPb>6`@#zaRyH!Y6J};%(kW< zF!o2#uVtfj%uO(;P~gR>c)q@J&9;*1`ylES8aRI1oLLABB#FIQdJgc#AX3h)FGG`Y zhw_DQnc|pr5y|E`S4aawd(^@s12URH-7QHhJ^d;R9|YklDw>!$qoS%K;ZJun>Ha*w zbrSTV1=V$4vqfdB<+lWzUrxYI4^1dTV6m z{;U8-paj_*&_bp&V5%t|Yd0KX{>S};l$MwG@xAo&@#jtD^Ukm`ch6c1OiVKG>6&j6 z;Psgg`K7=t?F>1_}U1^2ix$U?Wxnz@cJy zU1AHkN{%w~RfT|KoBvdw31MDt$o7@Q0TOs%jaf7)=u>#5vEyEw45lv%0&l<|&yF{A`}B%c66a;>tj-AjUGhBUFD$QF302sLE=&SO zU18p7L##+XqBps;j}&Fa8|q2}KCHA&*YUMs|Me%HJiff17h+{>hF!+wMc^O z$fEkaaA{1T(6uZq{t&`Jb3s;;uSNWd5oXd9m^G%` z&xzj%fhx@D-w#QjP*>%%Q_axe$_+^n`J3cV&@a2rfczB50%pB%t^20R$*l&o%!G0O z*BlHu_ZDYvD4LWFc>;L-2>sTVv|%vHVlgNZnU2y@{jQLp3apDB{Nyctmd18MUzig6>BFkM6Sa@-pD*qPjxdJOsTuG1sOd!QO>s2MIydQh`;{nVZ$)FZ``CAvPBikB zB|Ep!vm5m9=UvkFC)`IKq$ZDZp~)S73j`GatGB7;^=QNqrq9EHA|z?~_y>6pxBSC_ z=EEM5IYy1=Skz4-I38%go|=|LIlq5mKOZr^$*+d|_TvL#kVM^=V*H?#lGA@S4T(>%S{YwhFpJj27EC70i?W`-&tLs#Zo?=1Bg(t4sce zWP5f-s_hYB{%!e_P|W>k^glmp;Kly!LEE{_Ep5N-176UXI?`LU`_R`geVs(%(pG}W zp!i*}dGG=jXYcf{(rhk^a#V%a7pE9v=`uOVd6H!Gz9Bj9)3y|{)iggK|5$;SGl5C{ zk1Lb5b2UdSA5$QhMg(5+cXiwd#Dk(#j{z#O);O+pT;vbGdpiOZwqTyq}%QZF-0YTT#9hnxx>Kki}tsD+FPtLJgUA zB(Ln0OU)SyN;|K;Yq^>Iv|A(K9$z+c3m?tU`c{FB2EBCL`$+k#AG))t0FGtYNJDYx z_&kAFE4je>DCvvD51^hwR7sptpd1DV5M}ks@hemR>MWwpR7TY=4UX>71liya4@f`{ z6_W$CqX|=aOhC<>0QfVCrR###a_!1pkQ#QNK;&Feo?~COhDA9%JL~XHgcD;wQj7Jq zs=x$&Z-!bjhn=aI%DJI@6a%|gCLIB|yPTp%I*Cgw&5CT^=@`&suS&z9G?bp<=sL)^U z(0<=r-OAccFUe}cn5wr0NZeM+zQW}y7=j4 zot~9KxRRvqmDPl(^3c6r7J>; zr{Cz4GxJ`ut8vh{cGwF)#-(d|rF7;r27=x0DkYW6<~QSyIgn_aN+wb(pHds0>5M>{ zaY36;scJY7zq2<|w5b)1M~5+Tqjij?cYFIvx7S*dg=JuCx%PFubu#lH2U8$V(#Q!i zL64bm87-h6x%m<7QIK!*1T&z-`o|h2_@Idf9}weMc6zFm(FdZ)r{VSVyT5DjY!2Eu ztT9$bdXAzMB640?QG`0cz$+0O?*_<@3W7M9aOh7h^_8VjZ%~!9rPT%<9%L%J+tV)8 zu{7!I+mCO*vce)J&8=Soa3#suaF-zAKO?e22|*rX6gz~T?X-~kgOyaK@dejIvv3}q z>GEOl5XK#SGS{|!tNK_BbrsFc96-R-$<)hkPbj zAwfd%q~uZKgX5zdKCbSaBm{@u)v$W%V_?P|7?0cx$~c3P6|(Ax^c)JTGn*=1HnSoj z%GcPDF*{ew=z>S$p=R9XrL;U#f$|7UwWg+i%ei*5=WNNkn6Rr6R7QnFG6!6*Uon+u zuz5@tdC6mFs_L7oN;+)gd@^5mf92tq2*e8&@{PytOP_*oS~EX-(?d%uJo*B&oZ+ni1w;q z;Ov`pP;7NQgALdey8_`9fgT3ADnuEvMSzM+1nct5ICFJ()}@Rz}eeA*q#AfYl0 z`O<`v=@EIKNW$e_{cxFDNwokeOki{N)h1U%A=g3TX~bu{Fr9Y)eifkc4D?e zrsoYJo?|R0$C$XGgCJ~Ze}L5jLq`BgZ0`~CE;XL#*$LRv@kmHi{pO|4|IyreMm5=G zdmKeXr78;2QIM!0C?KKt4iW{FPUt8|0#ZT=AiW6)5g`T$N|z=e9fEWbrG#D*Kzi>j zkZ{Ai@7y(O=FXb6X6D2Fbh6fYvY&mP{Xcu3-}!LPg-(8O+C(^;==g>dIN&Ci5$Rt#eIK@VTbl)S zF3yf+76ThT9eyaqp4k>oi$Et@2grJnHjZh!qR2nadrKS}U_(v&{@86?( zuGM00{&-r%9l@iq)7L5>c<*8QywAtb{&`2n#gF@4TwU?xFu6y+PP0ai&;_gC*j==W z)rCFzz?vnEseF9liB!gys$m`u6L!TI&j-UaynSx{;b9TQ^)H2Bv+%k4 zrpfkVeV~&bvE9@H8-VE*Q2ZpzPn|A3C$Ze8{H$H(nUzer-TJu29!D8v@r#|I9Qrg5 z9m}cg+qQldgZbaj9mLZMF{|G$a@H?5vz+;Pjou;7Z9B-+BRgEwR&6NN>=9yQnpLE| zb6MAg-uU{jx2zVc45tZdjK(^WE{BExiaFo!Gv_!tbonCG&nU4CP%$$z8yOjq>tw#R zle{5Ro>DXdu@v>CwC*beEvx3U6U~8<(Diix5ZbDGSD%+Q6@xtEImng!h%TO$!)A9d zyVeQpHGNi#5?EBr#D{fv4Meu`i?JZnpjbq;cV|i)Rzx6PNN>~EUge?M(!phVZt3O{ zKqrUy;aLD7h_2fqit27NRoapyU3~M7efw?NXOcDV$3GFLbyzOVXgAA9mPlbodq=b@ z#Ogh3QLizZth#F3Ix}fAJC_(GRbW1E%BDvKcrT9?*--xues_t6mL>Lq3%!(7+*^S} zjiL4`mlZJ(UDM$!dw_uT^HLS(%x?#xl;nRxD-<3e<`>MWq*f&(u<{R-^WNr2Z1Lro zD5wJ#ds*(#!U|DkTzbVqWgNAo5aJC1mLy{fSPP}n2l5X{e|>q(sqWMt-j0)LK4|r5 zkODS|&QnOS7XEwy?^JMjmzHxB!GW?bl55!=sZj)_Az3J29iHt@aZ;SQpC{a)@nEPt zS~@o*r2KBD_SC55pwKAG;Gj^tSoy}d#MGId@h2g#Dy9#ypKXi0xlG;PngYDan3Q;AE?azxM6Qm z{eWR&Wn|r6BY|&`>vuo+Uwo|pz)^foI-B0TodgZqCl_I*2WQ(67xh|4&7mV0--(Kc zwwqqSNQ3yJbi>`ie#;68l^SWqoAErzA9~4!>ysXjnA`OD`c#>r@Ds7zt0H_%7qR+d z1sT=foXH5G(izJ}p%}E{6==r4=MQu;#Cx!NE^&=Kdl3*S_{L7c^RwEk z8P%>dzj!lPYF~Tl)e6nHUq7xlJA8Vh6WhZ?5pyY2Cn`f!TGRhVbSuYv(TZj7>fqRI zgn${Jv}`xr`<GFOJ z;crd0F0lVhSd7BNIgb{uR#@e%g*qqh8N0>SJ2J zGTEdWRc&}7P3Zo+3lzCYfaK^|33qK99j3ZAE1U0ns^!?PrV2-e08;w8%v%~1cl-7^ifNxzE)AUdnVi6J&6lh zk8xkOJy45ZVzlBvx&tFymcBNu?J%}#1)B~awE!BlU0*gw&Wi?Lys~&_$*Hptt(Lsd zo!ZlO&a0?$mY>*bVw?wg@>W2}|{7g4P+nqsLXNNcY076?Di2*$goOtwLp zGDX9!HaSoYN<~i3bnm-mA*QC%*o&j>vXfD4)?+rxe}h>s%Qp6w>59cJ1YgewsV_z- zmJJ%o4iDT$2oH8#RbQz2WlAO6ObfHHnhVJwCx}JT7Y4I_0E>24(UDyrEl zVY9Xk?q2JP%Xyw6*ETu)Yq9anW7G#rOy&2^`RGjGuLC+ll)>FZRNM&5p*6roqF(As zSw_XsDVQxfGK3~MlFx&wTPc7OHV`uNT{rK3jq*wt1&4-x~Eu8M9SoLO-Q{x)t zk;pDELM@Vt@#3eJPrc5twWhYE=UR7B*?`M{v;`X%>#%JHnoLL;m<7ZTZyUMjp;_)~ z6?H4Yw$JtXPf=HhGuxCUL!?&_X60NKFQ;H4zoEJVn_CJQie|hb#}ydN&HZcvT5!qK z^e52q8oC%sehcG|qJ}r+dsJn(as&`LJFUuQlCY>BHL0D?-ex7Urxy#jF4Ma(@^Zx$ z%UX*$v`PAvpi1(_M-M&78uE+HyQMKlV|#R^Wm?vDi%O(RXi)ZU#QtT6(An8tb+pn_ zvsX}=Xrh*hqV(2k+UE{7XmSoq=IcuHJ1o)kZxW<<`^ z)c2={kI&4EGO!mfunyksU*PGh$2>X{X~2?Fr(hE)KJoT7F}mx>+$ft5K){yQ1mvzzVQ;YLwY_zS$DGWs1?Muc(` zX=Z*1e0#=={0n=PcgE|oy>qh>+IU*~U3)*o zm5rzUSlx8#Os{2lZPnB@6O~A3F27U28o&RWNd@+$i$KfUJbxk0ANiXgaCSX&)e14_ zJj&&+;#qM|4|Nb8a6oNR$Q-ZnM(0IB>qo0L^pX`v1fP7n7Y1dPW-1S(2ni|V^v4gr z=$d0SUAQR^tU8JxhB0xb8>KjSNvHx{vD2!0EL*lsH|$F<=IZKYC3TRlD>B;Mr&69} zoBFo9?PLfPp;aEX+j&pU?nC43ir07s)jjLtRwTrnuKhqv&$t-}b$Pcz-993`q_joA zlRvEyX^Ag{dbID9SB$aBs!(%g>gtLn3?GlaHj;U5Pt7UzLJU@=f1Tr|Qes>7c6$^1 z8BZ4J_g0A=QykloPwcl*U2$WYW9(0EhKK=Idcr~sO{Ag0?l~dU8aXEezF<%R8t#oW z%g_zJy=nB$&`2L@hoU^#qKf^ZkFb~_UahI*trH0^CE*S)Q ztl_I;egAk12Q!Vs91?B8hdoj)n(ybq zgMzLJSwuS5l|lr0B3dKQ1CxwROn}`&W|{YsjbXi?P-BdIgvHT1nH#&+Y$`PixXm6N zL}(KuQ~A}_JS%aB-qiAXl!T#?iNz4mD(00(j`Q2mM~K!fu~|n14>N!(TFJ=HXO4wK zivhnSX?!h9^ioV~n-GNeT93Y+eAAST zgT$UKl2;f!sWLGr4elkmX46n@Wm%=A7^PzVATwf7WkqCGse9!sK~+7ttFqo3EKshw z<9S--I3mU3%+2rx-8ffI8Ev>Tk`&1r)yvV^n`aX3P>|gTT#X8zKIr*c(cYO}; z1pRyI8Hk;Q=&NCs!|@nZjY2c4P-d1b(1S0FBV9_N)i2@H&T*n*#-GIXERT_AA~-$) zP1BP*+}wp)^vB)TBjb@NpQI9U+*j`KN4VtrzO|MF*>_%UyDbaazbq;K%girgV5Elb z2XFU%e^;FKyqeb>hXNoYQ8ElBX32JC@Ux(Bs1wsGSPA}1n*rp*!gr3~L2RIERMfuat}aF`f9Uv4(M2E^vi)e^`8~0OuYkX&G5<W5r2WYe}};S0V?2L4eaT}{SEbiNcj&0GIgHP3*VX8KN0TD-y_^V82C3R@Z%}` zrV=3`r?1i+lKd0@{xv`T_2r2S>oCf%;Gz;ZBnYc5pS{Ptu~B?~W92q4ns_~)2pN@K zWRpKmotQjCj}v|dqe;vGhr8{oL!8w=oF)$00ycu#;<%2ug#FigA9b5n`ffvrj;m|< zrxr(R=K!4no$Syv46$&Q|AM2kuGDra+!QW+;`+!Ar@i{_?0qALf@OGpFdfGIOdvYmX z_`znORT1Zb8)h?)@(5Sw`#8E1f8KxgdUwE`k|}M`Ete+Y-qb1r+r;50_eQWbwYN*O zYQdQ7a0R#!hpTQ|K5~etGV(7dCUaApIf?%a^<*7S)9t8YXBhuQrGU!|`;V>%8% z?0(K5L|mZqKi)`^I6Stg+b{)BZ_QDWy&n0)>pdyq`Yryr<2Fr93A2{BOh@1-bgO*C z*q^j6-_>673}y%LV=K{x&0^#32sanU`Ue-o=XfYOY=bC^Px!${n+%7Ch6#gLpN1`tfur6m!^1Hk_wUHSUG;tXjRS?V_=C&EU|f3z zF5l!{Q3cOd&oi6A(XK|2e0OxffutN}An?huC#Yi8&3~~`1o@FuIl*)(DL`& zU=2vr!Qhf#XSxr!qj`}lGMJBh~w4ioHC${nASBd@5>sHJP9q_4r`w ziSqS=vHFps(*Q@gZ1lzzO1CpSC#D#J1EQ%B=$Vp;@*3ZW7L8XS-GL~CAFw%*Gvis52VO%u}0q@*4nczp; z+!O0zxaNwrz6g&RYQw`RmB`td3ju^XzUu5`Ei1=UQhUAatSk4geYWqoOqRp`+GIO|gRf&61P`u_dP=@mfadg$fH05@VNB*oDbkRdlngS?@vV4@ z_Mc1ls4*R~xc9_Iw$adHT&m?L)#v0?u8(J?+9ki=vS_H=WC~cFe~ABmnJb|GNuczs z<;})mv*~%L52?l14u@$dz`@*NhWKN*kMrX;Rw9|$DX$GK;p=?SkX9*N(}0}?aVq~9 zu3sthL1%*}$rv+Qsta?X_N%$J>@IN6adyaSc@_Pbp!C7rXLmCc0sUrL#vz|Dw@|H3 zR_f1mA9NfdH})=MWU|#TK99TvYO)c z-nW{1=>nX2tpUl8WVuJtu)7M~J{-H2R$k*YwwLEoBT(3B$Dek>pJfQNpx?#5im8;; z_-)xDh0EgHC3kCIPRKyiZ8Xs=a{;_bK(0V)`Hmr7%(rdIII?U@sMCDcs^|A=FZ-Zn zUEZqfc#wYk&Kt$bsI3G7y@|r42y8%b0CD%S+;V&#&Uf-;V_N=@33CEGL4B8({!R%s zpUVkwOK75zp9%!UZPlV>SFTY^JdMtmKa%z*wAl%r5J88<0cGFixpcOK>BXwyhiv3Y zc&O1*gR4*7$uF-J7_zXrx$j3Jk&l3fm$oK$CRM|ytqRvVVoxVp47GLK<-<(|uUUEF zSG$wE@R<{fk9%P7WE^QGpqJ2cp<#Qb{UGA#Y;9@TY2sK8j5`)-IPP5LruLqU5s^Qr zZ9c9QCYq8C)m<8P<@Wx!BJMRmeBYgTyMBk)5!x8caB_*V9n)nfx19_A5e$A`Byopv$yf87S|e)1ph2miI6{|8&j|4&UE2mCtnnjW4_-6!8K OLZPXut5T$78T3DehJKC! literal 0 HcmV?d00001 diff --git a/lecture_17/sin_data.csv b/lecture_17/sin_data.csv new file mode 100644 index 0000000..a5ff272 --- /dev/null +++ b/lecture_17/sin_data.csv @@ -0,0 +1,2 @@ + 0.00000000e+00 1.26933037e-01 2.53866073e-01 3.80799110e-01 5.07732146e-01 6.34665183e-01 7.61598219e-01 8.88531256e-01 1.01546429e+00 1.14239733e+00 1.26933037e+00 1.39626340e+00 1.52319644e+00 1.65012947e+00 1.77706251e+00 1.90399555e+00 2.03092858e+00 2.15786162e+00 2.28479466e+00 2.41172769e+00 2.53866073e+00 2.66559377e+00 2.79252680e+00 2.91945984e+00 3.04639288e+00 3.17332591e+00 3.30025895e+00 3.42719199e+00 3.55412502e+00 3.68105806e+00 3.80799110e+00 3.93492413e+00 4.06185717e+00 4.18879020e+00 4.31572324e+00 4.44265628e+00 4.56958931e+00 4.69652235e+00 4.82345539e+00 4.95038842e+00 5.07732146e+00 5.20425450e+00 5.33118753e+00 5.45812057e+00 5.58505361e+00 5.71198664e+00 5.83891968e+00 5.96585272e+00 6.09278575e+00 6.21971879e+00 6.34665183e+00 6.47358486e+00 6.60051790e+00 6.72745093e+00 6.85438397e+00 6.98131701e+00 7.10825004e+00 7.23518308e+00 7.36211612e+00 7.48904915e+00 7.61598219e+00 7.74291523e+00 7.86984826e+00 7.99678130e+00 8.12371434e+00 8.25064737e+00 8.37758041e+00 8.50451345e+00 8.63144648e+00 8.75837952e+00 8.88531256e+00 9.01224559e+00 9.13917863e+00 9.26611167e+00 9.39304470e+00 9.51997774e+00 9.64691077e+00 9.77384381e+00 9.90077685e+00 1.00277099e+01 1.01546429e+01 1.02815760e+01 1.04085090e+01 1.05354420e+01 1.06623751e+01 1.07893081e+01 1.09162411e+01 1.10431742e+01 1.11701072e+01 1.12970402e+01 1.14239733e+01 1.15509063e+01 1.16778394e+01 1.18047724e+01 1.19317054e+01 1.20586385e+01 1.21855715e+01 1.23125045e+01 1.24394376e+01 1.25663706e+01 + 9.15756288e-02 3.39393873e-01 6.28875306e-01 7.67713096e-01 1.05094584e+00 9.70887288e-01 9.84265740e-01 1.02589034e+00 8.53218113e-01 6.90197665e-01 5.51277193e-01 5.01564914e-01 5.25455797e-01 5.87052838e-01 5.41394658e-01 7.12365594e-01 8.14839678e-01 9.80181855e-01 9.44430709e-01 1.06728057e+00 1.15166322e+00 8.99464065e-01 7.77225453e-01 5.92618124e-01 3.08822183e-01 -1.07884730e-03 -3.46563271e-01 -5.64836023e-01 -8.11931510e-01 -1.05925186e+00 -1.13323611e+00 -1.11986890e+00 -8.88336727e-01 -9.54113139e-01 -6.81378679e-01 -6.02369117e-01 -4.78684439e-01 -5.88160325e-01 -4.93580777e-01 -5.68747320e-01 -7.51641934e-01 -8.14672884e-01 -9.53191554e-01 -9.55337518e-01 -9.85995556e-01 -9.63373597e-01 -1.01511061e+00 -7.56467517e-01 -4.17379564e-01 -1.22340361e-01 2.16273929e-01 5.16909714e-01 7.77031694e-01 1.00653798e+00 9.35718089e-01 1.00660116e+00 1.11177057e+00 9.85485116e-01 8.54344900e-01 6.26444042e-01 6.28124048e-01 4.27764254e-01 5.93991751e-01 4.79248018e-01 7.17522492e-01 7.35927848e-01 9.08802925e-01 9.38646871e-01 1.13125860e+00 1.07247935e+00 1.05198782e+00 9.41647332e-01 6.98801244e-01 4.03193543e-01 1.37009682e-01 -1.43203880e-01 -4.64369445e-01 -6.94978252e-01 -1.03483196e+00 -1.10261288e+00 -1.12892727e+00 -1.03902484e+00 -8.53573083e-01 -7.01815315e-01 -6.84745997e-01 -6.14189417e-01 -4.70090797e-01 -5.95052432e-01 -5.96497000e-01 -5.66861911e-01 -7.18239679e-01 -9.52873043e-01 -9.37512847e-01 -1.15782985e+00 -1.03858206e+00 -1.03182712e+00 -8.45121554e-01 -5.61821980e-01 -2.83427014e-01 -8.27056140e-02 diff --git a/lecture_17/xy_data.csv b/lecture_17/xy_data.csv new file mode 100644 index 0000000..15b919d --- /dev/null +++ b/lecture_17/xy_data.csv @@ -0,0 +1,2 @@ + 0.00000000e+00 2.00000000e+00 4.00000000e+00 6.00000000e+00 8.00000000e+00 1.00000000e+01 1.20000000e+01 1.40000000e+01 1.60000000e+01 1.80000000e+01 2.00000000e+01 + 2.15011412e+01 2.08415256e+01 2.31920098e+01 2.26949773e+01 3.02668745e+01 4.01107461e+01 4.33054255e+01 5.47873036e+01 7.08844291e+01 8.94836828e+01 9.72813533e+01 From 95d9d2d2259954976cafd2611f14593e338ec18b Mon Sep 17 00:00:00 2001 From: "Ryan C. Cooper" Date: Tue, 28 Mar 2017 11:56:23 -0400 Subject: [PATCH 3/5] added lecture 17 --- lecture_17/lecture_16.ipynb | 2710 ----------------------------------- lecture_17/lecture_17.ipynb | 2646 +++++++++++++++++++++++++++++++++- 2 files changed, 2641 insertions(+), 2715 deletions(-) delete mode 100644 lecture_17/lecture_16.ipynb diff --git a/lecture_17/lecture_16.ipynb b/lecture_17/lecture_16.ipynb deleted file mode 100644 index 3159c42..0000000 --- a/lecture_17/lecture_16.ipynb +++ /dev/null @@ -1,2710 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 65, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "setdefaults" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "%plot --format svg" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "![question 1](q1.png)\n", - "\n", - "![question 2](q2.png)\n", - "\n", - "### Project Ideas so far\n", - "\n", - "- Nothing yet...probably something heat transfer related\n", - "\n", - "- Modeling Propulsion or Propagation of Sound Waves\n", - "\n", - "- Low Thrust Orbital Transfer\n", - "\n", - "- Tracking motion of a satellite entering orbit until impact\n", - "\n", - "- What ever you think is best.\n", - "\n", - "- You had heat transfer project as an option; that sounded cool\n", - "\n", - "- Heat transfer through a pipe\n", - "\n", - "- I would prefer to do something with beam/plate mechanics or vibrations than a heat transfer or thermo problem\n", - "\n", - "- Modeling Couette flow with a pressure gradient using a discretized form of the Navier-Stokes equation and comparing it to the analytical solution\n", - "\n", - "- Software to instruct a robotic arm to orient itself based on input from a gyroscope" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Questions from you:\n", - "\n", - "How was your spring break\n", - "\n", - "Are grades for hw 3 and 4 going to be posted?\n", - "\n", - "For class occasionally switching to doc cam and working through problems by hand might help get ideas across.\n", - "\n", - "Are you assigning those who do not have groups to groups?\n", - "\n", - "How do you graph a standard distribution in Matlab?\n", - "\n", - "What is the longest code you have written?\n", - "\n", - "how to approach probability for hw 5?\n", - "??\n", - "\n", - "Will you be assigning groups to people who do not currently have one? \n", - "\n", - "what are some basic guidelines we should use to brainstorm project ideas?\n", - "\n", - "Are you a fan of bananas?\n", - "\n", - "Going through code isn't the most helpful, because you can easily lose interest. But I am not sure what else you can do.\n", - "\n", - "Has lecture 15 been posted yet? Looking in the repository I can't seem to find it." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Linear Least Squares Regression\n", - "\n", - "When approximating a set of data as a polynomial, there will always be error introduced (except in 2 cases). \n", - "\n", - "For a straight line, the actual data points, $y_{i}$ as a function of the independent variable, $x_{i}$, is:\n", - "\n", - "$y_{i}=a_{0}+a_{1}x_{i}+e_{i}$\n", - "\n", - "where $a_{0}$ and $a_{1}$ are the intercept and slope of the line and $e_{i}$ is the error between the approximate function and the recorded data point. \n", - "\n", - "We make the following assumptions in this analysis:\n", - "\n", - "1. Each x has a fixed value; it is not random and is known without error.\n", - "\n", - "2. The y values are independent random variables and all have the same variance.\n", - "\n", - "3. The y values for a given x must be normally distributed.\n", - "\n", - "The total error is \n", - "\n", - "$\\sum_{i=1}^{n}e_{i}=\\sum_{i=1}^{n}(y_{i}-a_{0}-a_{1}x_{i})$\n", - "\n", - "we don't care about the sign though. One approach has been demonstrated to provide a unique solution is minimizing the sum of squares error or\n", - "\n", - "$S_{r}=\\sum_{i=1}^{n}e_{i}^{2}=\\sum_{i=1}^{n}(y_{i}-a_{0}-a_{1}x_{i})^{2}$\n", - "\n", - "Where, $S_{r}$ is the sum of squares error (SSE). \n", - "\n", - "$\\frac{\\partial S_{r}}{\\partial a_{0}}=-2\\sum(y_{i}-a_{0}-a_{1}x_{i})$\n", - "\n", - "$\\frac{\\partial S_{r}}{\\partial a_{1}}=-2\\sum(y_{i}-a_{0}-a_{1}x_{i})x_{i}$\n", - "\n", - "The minimum $S_{r}$ occurrs when the partial derivatives are 0. \n", - "\n", - "$\\sum y_{i}= \\sum a_{0}+\\sum a_{1}x_{i}$\n", - "\n", - "$\\sum x_{i}y_{i}= \\sum a_{0}x_{i}+\\sum a_{1}x_{i}^{2}$\n", - "\n", - "$\\left[\\begin{array}{c}\n", - "\\sum y_{i}\\\\\n", - "\\sum x_{i}y_{i}\\end{array}\\right]=\n", - "\\left[\\begin{array}{cc}\n", - "n & \\sum x_{i}\\\\\n", - "\\sum x_{i} & \\sum x_{i}^{2}\\end{array}\\right]\n", - "\\left[\\begin{array}{c}\n", - "a_{0}\\\\\n", - "a_{1}\\end{array}\\right]$\n", - "\n", - "\n", - "$b=Ax$\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Example \n", - "\n", - "Find drag coefficient with best-fit line to experimental data\n", - "\n", - "|i | v (m/s) | F (N) |\n", - "|---|---|---|\n", - "|1 | 10 | 25 |\n", - "|2 | 20 | 70 |\n", - "|3 | 30 | 380|\n", - "|4 | 40 | 550|\n", - "|5 | 50 | 610|\n", - "|6 | 60 | 1220|\n", - "|7 | 70 | 830 |\n", - "|8 |80 | 1450|" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "a =\n", - "\n", - " -234.286\n", - " 19.470\n", - "\n" - ] - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "Gnuplot\n", - "Produced by GNUPLOT 5.0 patchlevel 3 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\t\n", - "\t\t-500\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t500\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t1000\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t1500\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t2000\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t10\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t20\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t30\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t40\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t50\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t60\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t70\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t80\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\t\tvelocity (m/s)\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\tForce (N)\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\tdata\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\tdata\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "\t\n", - "\tbest-fit\n", - "\n", - "\t\n", - "\t\tbest-fit\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "drag_data=[...\n", - "1 , 10 , 25 \n", - "2 , 20 , 70 \n", - "3 , 30 , 380\n", - "4 , 40 , 550\n", - "5 , 50 , 610\n", - "6 , 60 , 1220\n", - "7 , 70 , 830 \n", - "8 ,80 , 1450];\n", - "x=drag_data(:,2);\n", - "y=drag_data(:,3);\n", - "\n", - "b=[sum(y);sum(x.*y)];\n", - "A=[length(x),sum(x);\n", - " sum(x), sum(x.^2)];\n", - " \n", - "a=A\\b\n", - "\n", - "plot(x,y,'o',x,a(1)+a(2)*x)\n", - "legend('data','best-fit','Location','NorthWest')\n", - "xlabel('Force (N)')\n", - "ylabel('velocity (m/s)')" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "Gnuplot\n", - "Produced by GNUPLOT 5.0 patchlevel 3 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\t\n", - "\t\t-2000\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t-1500\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t-1000\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t-500\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t10\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t20\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t30\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t40\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t50\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t60\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t70\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t80\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\t\tresiduals (N)\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\tvelocity (m/s)\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\tModel does not capture measurements\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\tdata\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\tdata\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(x,y-a(1)-40*x)\n", - "legend('data','best-fit','Location','NorthWest')\n", - "ylabel('residuals (N)')\n", - "xlabel('velocity (m/s)')\n", - "title('Model does not capture measurements')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "How do we know its a \"good\" fit? \n", - "\n", - "Can compare the sum of squares error to the total sum of squares of the dependent variable (here F). \n", - "\n", - "$S_{r}=\\sum(y_{i}-a_{0}-a_{1}x_{i})^{2}$\n", - "\n", - "$S_{t}=\\sum(y_{i}-\\bar{y})^{2}$\n", - "\n", - "Then, we can calculate the *coefficient of determination*, $r^{2}$ or *correlation coefficient*, r. \n", - "\n", - "$r^{2}=\\frac{S_{t}-S_{r}}{S_{t}}$\n", - "\n", - "This represents the relative improvement of assuming that y is a function of x (if the x-values are not random and the y-values are random)\n", - "\n", - "For further information regarding statistical work on regression, look at \n", - "[NIST Statistics Handbook](http://www.itl.nist.gov/div898/handbook/pmd/section4/pmd44.htm)" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "St = 1.8083e+06\n", - "St = 1.8083e+06\n" - ] - } - ], - "source": [ - "Sr=sum((y-a(1)-a(2)*x).^2);\n", - "St=std(y)^2*(length(y)-1)\n", - "St=sum((y-mean(y)).^2)" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "r2 = 0.88049\n", - "r = 0.93834\n" - ] - } - ], - "source": [ - "r2=(St-Sr)/St\n", - "r=sqrt(r2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Limiting cases \n", - "\n", - "#### $r^{2}=0$ $S_{r}=S{t}$\n", - "\n", - "#### $r^{2}=1$ $S_{r}=0$" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "Gnuplot\n", - "Produced by GNUPLOT 5.0 patchlevel 3 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0.2\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0.4\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0.6\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0.8\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t1\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0.2\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0.4\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0.6\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0.8\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t1\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\tCase 1\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\tCase 1\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "\t\n", - "\tCase 2\n", - "\n", - "\t\n", - "\t\tCase 2\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "gen_examples\n", - "plot(x1(1:50:end),y1(1:50:end),'s',x2,y2,'o')\n", - "legend('Case 1','Case 2','Location','NorthWest')" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "a1 =\n", - "\n", - " 0.0482496\n", - " 0.0017062\n", - "\n", - "a2 =\n", - "\n", - " 0\n", - " 1\n", - "\n", - "Sr1 = 0.83505\n", - "St1 = 0.83529\n", - "coefficient of determination in Case 1 is 0.000291\n", - "Sr2 = 0\n", - "St2 = 1.0185\n", - "coefficient of determination in Case 2 is 1.000000\n" - ] - } - ], - "source": [ - "b1=[sum(y1);sum(x1.*y1)];\n", - "A1=[length(x1),sum(x1);\n", - " sum(x1), sum(x1.^2)];\n", - " \n", - "a1=A1\\b1\n", - "\n", - "b2=[sum(y2);sum(x2.*y2)];\n", - "A2=[length(x2),sum(x2);\n", - " sum(x2), sum(x2.^2)];\n", - " \n", - "a2=A2\\b2\n", - "\n", - "Sr1=sum((y1-a1(1)-a1(2)*x1).^2)\n", - "St1=sum((y1-mean(y1)).^2)\n", - "fprintf('coefficient of determination in Case 1 is %f\\n',1-Sr1/St1)\n", - "\n", - "Sr2=sum((y2-a2(1)-a2(2)*x2).^2)\n", - "St2=sum((y2-mean(y2)).^2)\n", - "\n", - "fprintf('coefficient of determination in Case 2 is %f\\n',1-Sr2/St2)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "# General Linear Regression" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In general, you may want to fit other polynomials besides degree-1 (straight-lines)\n", - "\n", - "$y=a_{0}+a_{1}x+a_{2}x^{2}+\\cdots+a_{m}x^{m}+e$\n", - "\n", - "Now, the solution for $a_{0},~a_{1},...a_{m}$ is the minimization of m+1-dependent linear equations. \n", - "\n", - "Consider the following data:\n", - "\n", - "| x | y |\n", - "|---|---|\n", - "| 0.00 | 21.50 |\n", - "| 2.00 | 20.84 |\n", - "| 4.00 | 23.19 |\n", - "| 6.00 | 22.69 |\n", - "| 8.00 | 30.27 |\n", - "| 10.00 | 40.11 |\n", - "| 12.00 | 43.31 |\n", - "| 14.00 | 54.79 |\n", - "| 16.00 | 70.88 |\n", - "| 18.00 | 89.48 |\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "Gnuplot\n", - "Produced by GNUPLOT 5.0 patchlevel 3 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\t\n", - "\t\t20\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t30\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t40\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t50\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t60\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t70\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t80\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t90\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t100\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t10\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t15\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t20\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\n", - "\n", - "\tgnuplot_plot_1a\n", - "\n", - "\n", - "\n", - "\t \n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "load xy_data.csv\n", - "x=xy_data(1,:)';\n", - "y=xy_data(2,:)';\n", - "plot(x,y,'o')" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "xy_data =\n", - "\n", - " Columns 1 through 7:\n", - "\n", - " 0.00000 2.00000 4.00000 6.00000 8.00000 10.00000 12.00000\n", - " 21.50114 20.84153 23.19201 22.69498 30.26687 40.11075 43.30543\n", - "\n", - " Columns 8 through 11:\n", - "\n", - " 14.00000 16.00000 18.00000 20.00000\n", - " 54.78730 70.88443 89.48368 97.28135\n", - "\n" - ] - } - ], - "source": [ - "xy_data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The model can be rewritten as \n", - "\n", - "$y=\\left[Z\\right]a+e$\n", - "\n", - "where $a=\\left[\\begin{array}{c}\n", - " a_{0}\\\\\n", - " a_{1}\\\\\n", - " a_{2}\\end{array}\\right]$\n", - " \n", - "$[Z]=\\left[\\begin{array} \n", - "1 & x_{1} & x_{1}^{2} \\\\\n", - "1 & x_{2} & x_{2}^{2} \\\\\n", - "1 & x_{3} & x_{3}^{2} \\\\\n", - "1 & x_{4} & x_{4}^{2} \\\\\n", - "1 & x_{5} & x_{5}^{2} \\\\\n", - "1 & x_{6} & x_{6}^{2} \\\\\n", - "1 & x_{7} & x_{7}^{2} \\\\\n", - "1 & x_{8} & x_{8}^{2} \\\\\n", - "1 & x_{9} & x_{9}^{2} \\\\\n", - "1 & x_{10} & x_{10}^{2} \\end{array}\\right]$\n", - "\n", - "The sum of squares residuals for this model is\n", - "\n", - "$S_{r}=\\sum_{i=1}^{n}\\left(y_{i}-\\sum_{j=0}^{m}a_{j}z_{ji}\\right)$\n", - "\n", - "Minimizing this function results in\n", - "\n", - "$y=[Z]a$\n", - "\n", - "->**A standard Linear Algebra Problem**\n", - "\n", - "*the vector a is unknown, and Z is calculated based upon the assumed function*\n" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Z =\n", - "\n", - " 1 0 0\n", - " 1 2 4\n", - " 1 4 16\n", - " 1 6 36\n", - " 1 8 64\n", - " 1 10 100\n", - " 1 12 144\n", - " 1 14 196\n", - " 1 16 256\n", - " 1 18 324\n", - " 1 20 400\n", - "\n", - "a =\n", - "\n", - " 21.40341\n", - " -0.81538\n", - " 0.23935\n", - "\n" - ] - } - ], - "source": [ - "Z=[x.^0,x,x.^2]\n", - "\n", - "a=Z\\y" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "Gnuplot\n", - "Produced by GNUPLOT 5.0 patchlevel 3 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\t\n", - "\t\t20\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t40\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t60\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t80\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t100\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t120\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t10\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t15\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t20\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\n", - "\n", - "\tgnuplot_plot_1a\n", - "\n", - "\n", - "\n", - "\t \n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "\t\n", - "\tgnuplot_plot_2a\n", - "\n", - "\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x_fcn=linspace(min(x),max(x));\n", - "plot(x,y,'o',x_fcn,a(1)+a(2)*x_fcn+a(3)*x_fcn.^2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### General Coefficient of Determination\n", - "\n", - "$r^{2}=\\frac{S_{t}-S_{r}}{S_{t}}=1-\\frac{S_{r}}{S_t}$" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "St = 27.923\n", - "Sr = 2.6366\n" - ] - } - ], - "source": [ - "St=std(y)\n", - "Sr=std(y-a(1)-a(2)*x-a(3)*x.^2)" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "the coefficient of determination for this fit is 0.880485\n", - "the correlation coefficient this fit is 0.938342\n" - ] - } - ], - "source": [ - "r2=1-Sr/St;\n", - "r=sqrt(r2);\n", - "\n", - "fprintf('the coefficient of determination for this fit is %f',r2)\n", - "fprintf('the correlation coefficient this fit is %f',r)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Compare this to a straight line fit" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "St = 27.923\n", - "Sr = 9.2520\n", - "the coefficient of determination for this fit is 0.668655\n", - "the correlation coefficient this fit is 0.817713\n" - ] - }, - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "Gnuplot\n", - "Produced by GNUPLOT 5.0 patchlevel 3 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t20\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t40\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t60\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t80\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t100\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t120\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t10\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t15\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t20\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\n", - "\n", - "\tgnuplot_plot_1a\n", - "\n", - "\n", - "\n", - "\t \n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "\t\n", - "\tgnuplot_plot_2a\n", - "\n", - "\t\n", - "\t\n", - "\tgnuplot_plot_3a\n", - "\n", - "\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "Z=[ones(size(x)) x];\n", - "a_line=Z\\y;\n", - "x_fcn=linspace(min(x),max(x));\n", - "plot(x,y,'o',x_fcn,a(1)+a(2)*x_fcn+a(3)*x_fcn.^2,...\n", - "x_fcn,a_line(1)+a_line(2)*x_fcn)\n", - "St=std(y)\n", - "Sr=std(y-a_line(1)-a_line(2)*x)\n", - "r2=1-Sr/St;\n", - "r=sqrt(r2);\n", - "\n", - "fprintf('the coefficient of determination for this fit is %f',r2)\n", - "fprintf('the correlation coefficient this fit is %f',r)" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "Gnuplot\n", - "Produced by GNUPLOT 5.0 patchlevel 3 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\t\n", - "\t\t-15\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t-10\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t-5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t10\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t15\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t10\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t15\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t20\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\t\tresiduals of straight line\n", - "\t\n", - "\n", - "\n", - "\n", - "\tgnuplot_plot_1a\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(x,y-a_line(1)-a_line(2)*x)\n", - "title('residuals of straight line')" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "Gnuplot\n", - "Produced by GNUPLOT 5.0 patchlevel 3 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\t\n", - "\t\t-4\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t-2\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t2\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t4\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t6\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t10\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t15\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t20\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\n", - "\t\n", - "\t\tresiduals of parabola\n", - "\t\n", - "\n", - "\n", - "\n", - "\tgnuplot_plot_1a\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(x,y-a(1)-a(2)*x-a(3)*x.^2)\n", - "title('residuals of parabola')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Warning \n", - "**Coefficient of determination reduction does not always mean a better fit**\n", - "\n", - "Try the function, \n", - "\n", - "$y(x)=a_0+a_{1}x+a_{2}x^{2}+a_{4}x^{4}+a_{5}x^{5}+a_{5}x^{5}+a_{6}x^{6}+a_{7}x^{7}+a_{8}x^{8}$" - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "a_overfit =\n", - "\n", - " 2.1487e+01\n", - " -1.4264e+01\n", - " 1.5240e+01\n", - " -6.0483e+00\n", - " 1.1887e+00\n", - " -1.2651e-01\n", - " 7.4379e-03\n", - " -2.2702e-04\n", - " 2.8063e-06\n", - "\n" - ] - } - ], - "source": [ - "Z=[ones(size(x)) x x.^2 x.^3 x.^4 x.^5 x.^6 x.^7 x.^8];\n", - "a_overfit=Z\\y" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "Gnuplot\n", - "Produced by GNUPLOT 5.0 patchlevel 3 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t20\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t40\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t60\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t80\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t100\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t120\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t10\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t15\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t20\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\tdata\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\tdata\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "\t\n", - "\tparabola\n", - "\n", - "\t\n", - "\t\tparabola\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\tn=8-fit\n", - "\n", - "\t\n", - "\t\tn=8-fit\n", - "\t\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(x,y,'o',x_fcn,a(1)+a(2)*x_fcn+a(3)*x_fcn.^2,...\n", - "x_fcn,a_overfit(1)+a_overfit(2)*x_fcn+a_overfit(3)*x_fcn.^2+...\n", - "a_overfit(4)*x_fcn.^3+a_overfit(5)*x_fcn.^4+...\n", - "a_overfit(6)*x_fcn.^5+a_overfit(7)*x_fcn.^6+...\n", - "a_overfit(8)*x_fcn.^7+a_overfit(9)*x_fcn.^8)\n", - "legend('data','parabola','n=8-fit','Location','NorthWest')" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "St = 27.923\n", - "Sr = 0.77320\n", - "the coefficient of determination for this fit is 0.972309\n", - "the correlation coefficient this fit is 0.986057\n" - ] - } - ], - "source": [ - "St=std(y)\n", - "Sr=std(y-polyval(a_overfit(end:-1:1),x))\n", - "r2=1-Sr/St;\n", - "r=sqrt(r2);\n", - "\n", - "fprintf('the coefficient of determination for this fit is %f',r2)\n", - "fprintf('the correlation coefficient this fit is %f',r)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Linear Regression is only limited by the ability to separate the parameters from the function to achieve\n", - "\n", - "$y=[Z]a$\n", - "\n", - "$Z$ can be any function of the independent variable(s)\n", - "\n", - "**Example**:\n", - "We assume two functions are added together, sin(t) and sin(3t). What are the amplitudes?\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "Gnuplot\n", - "Produced by GNUPLOT 5.0 patchlevel 3 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\t\n", - "\t\t-1.5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t-1\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t-0.5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0.5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t1\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t1.5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t2\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t4\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t6\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t8\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t10\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t12\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t14\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\n", - "\n", - "\tgnuplot_plot_1a\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "load sin_data.csv\n", - "t=sin_data(1,:)';\n", - "y=sin_data(2,:)';\n", - "plot(t,y)" - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "a =\n", - "\n", - " 0.99727\n", - " 0.50251\n", - "\n" - ] - } - ], - "source": [ - "Z=[sin(t) sin(3*t)];\n", - "a=Z\\y" - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/svg+xml": [ - "\n", - "\n", - "Gnuplot\n", - "Produced by GNUPLOT 5.0 patchlevel 3 \n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\t\n", - "\t \n", - "\t \n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\t\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\t\n", - "\t\t-1.5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t-1\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t-0.5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0.5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t1\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t1.5\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t0\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t2\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t4\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t6\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t8\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t10\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t12\n", - "\t\n", - "\n", - "\n", - "\t\t\n", - "\t\t14\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\t\n", - "\n", - "\n", - "\tgnuplot_plot_1a\n", - "\n", - "\n", - "\n", - "\t \n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\n", - "\t\n", - "\tgnuplot_plot_2a\n", - "\n", - "\t\n", - "\t\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot(t,y,'.',t,a(1)*sin(t)+a(2)*sin(3*t))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Octave", - "language": "octave", - "name": "octave" - }, - "language_info": { - "file_extension": ".m", - "help_links": [ - { - "text": "MetaKernel Magics", - "url": "https://github.com/calysto/metakernel/blob/master/metakernel/magics/README.md" - } - ], - "mimetype": "text/x-octave", - "name": "octave", - "version": "0.19.14" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/lecture_17/lecture_17.ipynb b/lecture_17/lecture_17.ipynb index a9fec04..3159c42 100644 --- a/lecture_17/lecture_17.ipynb +++ b/lecture_17/lecture_17.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 65, "metadata": { "collapsed": true }, @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 66, "metadata": { "collapsed": true }, @@ -26,20 +26,2656 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Questions from last class\n", + "![question 1](q1.png)\n", "\n", - "### Questions for me\n", + "![question 2](q2.png)\n", + "\n", + "### Project Ideas so far\n", + "\n", + "- Nothing yet...probably something heat transfer related\n", + "\n", + "- Modeling Propulsion or Propagation of Sound Waves\n", + "\n", + "- Low Thrust Orbital Transfer\n", + "\n", + "- Tracking motion of a satellite entering orbit until impact\n", + "\n", + "- What ever you think is best.\n", + "\n", + "- You had heat transfer project as an option; that sounded cool\n", + "\n", + "- Heat transfer through a pipe\n", + "\n", + "- I would prefer to do something with beam/plate mechanics or vibrations than a heat transfer or thermo problem\n", + "\n", + "- Modeling Couette flow with a pressure gradient using a discretized form of the Navier-Stokes equation and comparing it to the analytical solution\n", + "\n", + "- Software to instruct a robotic arm to orient itself based on input from a gyroscope" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Questions from you:\n", + "\n", + "How was your spring break\n", + "\n", + "Are grades for hw 3 and 4 going to be posted?\n", + "\n", + "For class occasionally switching to doc cam and working through problems by hand might help get ideas across.\n", + "\n", + "Are you assigning those who do not have groups to groups?\n", + "\n", + "How do you graph a standard distribution in Matlab?\n", + "\n", + "What is the longest code you have written?\n", + "\n", + "how to approach probability for hw 5?\n", + "??\n", + "\n", + "Will you be assigning groups to people who do not currently have one? \n", + "\n", + "what are some basic guidelines we should use to brainstorm project ideas?\n", + "\n", + "Are you a fan of bananas?\n", + "\n", + "Going through code isn't the most helpful, because you can easily lose interest. But I am not sure what else you can do.\n", + "\n", + "Has lecture 15 been posted yet? Looking in the repository I can't seem to find it." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Linear Least Squares Regression\n", + "\n", + "When approximating a set of data as a polynomial, there will always be error introduced (except in 2 cases). \n", + "\n", + "For a straight line, the actual data points, $y_{i}$ as a function of the independent variable, $x_{i}$, is:\n", + "\n", + "$y_{i}=a_{0}+a_{1}x_{i}+e_{i}$\n", + "\n", + "where $a_{0}$ and $a_{1}$ are the intercept and slope of the line and $e_{i}$ is the error between the approximate function and the recorded data point. \n", + "\n", + "We make the following assumptions in this analysis:\n", + "\n", + "1. Each x has a fixed value; it is not random and is known without error.\n", + "\n", + "2. The y values are independent random variables and all have the same variance.\n", + "\n", + "3. The y values for a given x must be normally distributed.\n", + "\n", + "The total error is \n", + "\n", + "$\\sum_{i=1}^{n}e_{i}=\\sum_{i=1}^{n}(y_{i}-a_{0}-a_{1}x_{i})$\n", + "\n", + "we don't care about the sign though. One approach has been demonstrated to provide a unique solution is minimizing the sum of squares error or\n", + "\n", + "$S_{r}=\\sum_{i=1}^{n}e_{i}^{2}=\\sum_{i=1}^{n}(y_{i}-a_{0}-a_{1}x_{i})^{2}$\n", + "\n", + "Where, $S_{r}$ is the sum of squares error (SSE). \n", + "\n", + "$\\frac{\\partial S_{r}}{\\partial a_{0}}=-2\\sum(y_{i}-a_{0}-a_{1}x_{i})$\n", + "\n", + "$\\frac{\\partial S_{r}}{\\partial a_{1}}=-2\\sum(y_{i}-a_{0}-a_{1}x_{i})x_{i}$\n", + "\n", + "The minimum $S_{r}$ occurrs when the partial derivatives are 0. \n", + "\n", + "$\\sum y_{i}= \\sum a_{0}+\\sum a_{1}x_{i}$\n", + "\n", + "$\\sum x_{i}y_{i}= \\sum a_{0}x_{i}+\\sum a_{1}x_{i}^{2}$\n", + "\n", + "$\\left[\\begin{array}{c}\n", + "\\sum y_{i}\\\\\n", + "\\sum x_{i}y_{i}\\end{array}\\right]=\n", + "\\left[\\begin{array}{cc}\n", + "n & \\sum x_{i}\\\\\n", + "\\sum x_{i} & \\sum x_{i}^{2}\\end{array}\\right]\n", + "\\left[\\begin{array}{c}\n", + "a_{0}\\\\\n", + "a_{1}\\end{array}\\right]$\n", + "\n", + "\n", + "$b=Ax$\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example \n", + "\n", + "Find drag coefficient with best-fit line to experimental data\n", + "\n", + "|i | v (m/s) | F (N) |\n", + "|---|---|---|\n", + "|1 | 10 | 25 |\n", + "|2 | 20 | 70 |\n", + "|3 | 30 | 380|\n", + "|4 | 40 | 550|\n", + "|5 | 50 | 610|\n", + "|6 | 60 | 1220|\n", + "|7 | 70 | 830 |\n", + "|8 |80 | 1450|" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a =\n", + "\n", + " -234.286\n", + " 19.470\n", + "\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-500\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t500\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1500\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t30\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t50\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t70\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tvelocity (m/s)\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\tForce (N)\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tdata\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tdata\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tbest-fit\n", + "\n", + "\t\n", + "\t\tbest-fit\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "drag_data=[...\n", + "1 , 10 , 25 \n", + "2 , 20 , 70 \n", + "3 , 30 , 380\n", + "4 , 40 , 550\n", + "5 , 50 , 610\n", + "6 , 60 , 1220\n", + "7 , 70 , 830 \n", + "8 ,80 , 1450];\n", + "x=drag_data(:,2);\n", + "y=drag_data(:,3);\n", + "\n", + "b=[sum(y);sum(x.*y)];\n", + "A=[length(x),sum(x);\n", + " sum(x), sum(x.^2)];\n", + " \n", + "a=A\\b\n", + "\n", + "plot(x,y,'o',x,a(1)+a(2)*x)\n", + "legend('data','best-fit','Location','NorthWest')\n", + "xlabel('Force (N)')\n", + "ylabel('velocity (m/s)')" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-2000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1500\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1000\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-500\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t30\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t50\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t70\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tresiduals (N)\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\tvelocity (m/s)\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\tModel does not capture measurements\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tdata\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tdata\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(x,y-a(1)-40*x)\n", + "legend('data','best-fit','Location','NorthWest')\n", + "ylabel('residuals (N)')\n", + "xlabel('velocity (m/s)')\n", + "title('Model does not capture measurements')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "How do we know its a \"good\" fit? \n", + "\n", + "Can compare the sum of squares error to the total sum of squares of the dependent variable (here F). \n", + "\n", + "$S_{r}=\\sum(y_{i}-a_{0}-a_{1}x_{i})^{2}$\n", + "\n", + "$S_{t}=\\sum(y_{i}-\\bar{y})^{2}$\n", + "\n", + "Then, we can calculate the *coefficient of determination*, $r^{2}$ or *correlation coefficient*, r. \n", + "\n", + "$r^{2}=\\frac{S_{t}-S_{r}}{S_{t}}$\n", + "\n", + "This represents the relative improvement of assuming that y is a function of x (if the x-values are not random and the y-values are random)\n", + "\n", + "For further information regarding statistical work on regression, look at \n", + "[NIST Statistics Handbook](http://www.itl.nist.gov/div898/handbook/pmd/section4/pmd44.htm)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "St = 1.8083e+06\n", + "St = 1.8083e+06\n" + ] + } + ], + "source": [ + "Sr=sum((y-a(1)-a(2)*x).^2);\n", + "St=std(y)^2*(length(y)-1)\n", + "St=sum((y-mean(y)).^2)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "r2 = 0.88049\n", + "r = 0.93834\n" + ] + } + ], + "source": [ + "r2=(St-Sr)/St\n", + "r=sqrt(r2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Limiting cases \n", + "\n", + "#### $r^{2}=0$ $S_{r}=S{t}$\n", + "\n", + "#### $r^{2}=1$ $S_{r}=0$" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tCase 1\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tCase 1\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tCase 2\n", + "\n", + "\t\n", + "\t\tCase 2\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gen_examples\n", + "plot(x1(1:50:end),y1(1:50:end),'s',x2,y2,'o')\n", + "legend('Case 1','Case 2','Location','NorthWest')" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a1 =\n", + "\n", + " 0.0482496\n", + " 0.0017062\n", + "\n", + "a2 =\n", + "\n", + " 0\n", + " 1\n", + "\n", + "Sr1 = 0.83505\n", + "St1 = 0.83529\n", + "coefficient of determination in Case 1 is 0.000291\n", + "Sr2 = 0\n", + "St2 = 1.0185\n", + "coefficient of determination in Case 2 is 1.000000\n" + ] + } + ], + "source": [ + "b1=[sum(y1);sum(x1.*y1)];\n", + "A1=[length(x1),sum(x1);\n", + " sum(x1), sum(x1.^2)];\n", + " \n", + "a1=A1\\b1\n", + "\n", + "b2=[sum(y2);sum(x2.*y2)];\n", + "A2=[length(x2),sum(x2);\n", + " sum(x2), sum(x2.^2)];\n", + " \n", + "a2=A2\\b2\n", + "\n", + "Sr1=sum((y1-a1(1)-a1(2)*x1).^2)\n", + "St1=sum((y1-mean(y1)).^2)\n", + "fprintf('coefficient of determination in Case 1 is %f\\n',1-Sr1/St1)\n", + "\n", + "Sr2=sum((y2-a2(1)-a2(2)*x2).^2)\n", + "St2=sum((y2-mean(y2)).^2)\n", + "\n", + "fprintf('coefficient of determination in Case 2 is %f\\n',1-Sr2/St2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "# General Linear Regression" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In general, you may want to fit other polynomials besides degree-1 (straight-lines)\n", + "\n", + "$y=a_{0}+a_{1}x+a_{2}x^{2}+\\cdots+a_{m}x^{m}+e$\n", + "\n", + "Now, the solution for $a_{0},~a_{1},...a_{m}$ is the minimization of m+1-dependent linear equations. \n", + "\n", + "Consider the following data:\n", + "\n", + "| x | y |\n", + "|---|---|\n", + "| 0.00 | 21.50 |\n", + "| 2.00 | 20.84 |\n", + "| 4.00 | 23.19 |\n", + "| 6.00 | 22.69 |\n", + "| 8.00 | 30.27 |\n", + "| 10.00 | 40.11 |\n", + "| 12.00 | 43.31 |\n", + "| 14.00 | 54.79 |\n", + "| 16.00 | 70.88 |\n", + "| 18.00 | 89.48 |\n", "\n" ] }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t30\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t50\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t70\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t90\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t100\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "load xy_data.csv\n", + "x=xy_data(1,:)';\n", + "y=xy_data(2,:)';\n", + "plot(x,y,'o')" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "xy_data =\n", + "\n", + " Columns 1 through 7:\n", + "\n", + " 0.00000 2.00000 4.00000 6.00000 8.00000 10.00000 12.00000\n", + " 21.50114 20.84153 23.19201 22.69498 30.26687 40.11075 43.30543\n", + "\n", + " Columns 8 through 11:\n", + "\n", + " 14.00000 16.00000 18.00000 20.00000\n", + " 54.78730 70.88443 89.48368 97.28135\n", + "\n" + ] + } + ], + "source": [ + "xy_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The model can be rewritten as \n", + "\n", + "$y=\\left[Z\\right]a+e$\n", + "\n", + "where $a=\\left[\\begin{array}{c}\n", + " a_{0}\\\\\n", + " a_{1}\\\\\n", + " a_{2}\\end{array}\\right]$\n", + " \n", + "$[Z]=\\left[\\begin{array} \n", + "1 & x_{1} & x_{1}^{2} \\\\\n", + "1 & x_{2} & x_{2}^{2} \\\\\n", + "1 & x_{3} & x_{3}^{2} \\\\\n", + "1 & x_{4} & x_{4}^{2} \\\\\n", + "1 & x_{5} & x_{5}^{2} \\\\\n", + "1 & x_{6} & x_{6}^{2} \\\\\n", + "1 & x_{7} & x_{7}^{2} \\\\\n", + "1 & x_{8} & x_{8}^{2} \\\\\n", + "1 & x_{9} & x_{9}^{2} \\\\\n", + "1 & x_{10} & x_{10}^{2} \\end{array}\\right]$\n", + "\n", + "The sum of squares residuals for this model is\n", + "\n", + "$S_{r}=\\sum_{i=1}^{n}\\left(y_{i}-\\sum_{j=0}^{m}a_{j}z_{ji}\\right)$\n", + "\n", + "Minimizing this function results in\n", + "\n", + "$y=[Z]a$\n", + "\n", + "->**A standard Linear Algebra Problem**\n", + "\n", + "*the vector a is unknown, and Z is calculated based upon the assumed function*\n" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Z =\n", + "\n", + " 1 0 0\n", + " 1 2 4\n", + " 1 4 16\n", + " 1 6 36\n", + " 1 8 64\n", + " 1 10 100\n", + " 1 12 144\n", + " 1 14 196\n", + " 1 16 256\n", + " 1 18 324\n", + " 1 20 400\n", + "\n", + "a =\n", + "\n", + " 21.40341\n", + " -0.81538\n", + " 0.23935\n", + "\n" + ] + } + ], + "source": [ + "Z=[x.^0,x,x.^2]\n", + "\n", + "a=Z\\y" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t100\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t120\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_fcn=linspace(min(x),max(x));\n", + "plot(x,y,'o',x_fcn,a(1)+a(2)*x_fcn+a(3)*x_fcn.^2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### General Coefficient of Determination\n", + "\n", + "$r^{2}=\\frac{S_{t}-S_{r}}{S_{t}}=1-\\frac{S_{r}}{S_t}$" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "St = 27.923\n", + "Sr = 2.6366\n" + ] + } + ], + "source": [ + "St=std(y)\n", + "Sr=std(y-a(1)-a(2)*x-a(3)*x.^2)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "the coefficient of determination for this fit is 0.880485\n", + "the correlation coefficient this fit is 0.938342\n" + ] + } + ], + "source": [ + "r2=1-Sr/St;\n", + "r=sqrt(r2);\n", + "\n", + "fprintf('the coefficient of determination for this fit is %f',r2)\n", + "fprintf('the correlation coefficient this fit is %f',r)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compare this to a straight line fit" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "St = 27.923\n", + "Sr = 9.2520\n", + "the coefficient of determination for this fit is 0.668655\n", + "the correlation coefficient this fit is 0.817713\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t100\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t120\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_3a\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Z=[ones(size(x)) x];\n", + "a_line=Z\\y;\n", + "x_fcn=linspace(min(x),max(x));\n", + "plot(x,y,'o',x_fcn,a(1)+a(2)*x_fcn+a(3)*x_fcn.^2,...\n", + "x_fcn,a_line(1)+a_line(2)*x_fcn)\n", + "St=std(y)\n", + "Sr=std(y-a_line(1)-a_line(2)*x)\n", + "r2=1-Sr/St;\n", + "r=sqrt(r2);\n", + "\n", + "fprintf('the coefficient of determination for this fit is %f',r2)\n", + "fprintf('the correlation coefficient this fit is %f',r)" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tresiduals of straight line\n", + "\t\n", + "\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(x,y-a_line(1)-a_line(2)*x)\n", + "title('residuals of straight line')" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tresiduals of parabola\n", + "\t\n", + "\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(x,y-a(1)-a(2)*x-a(3)*x.^2)\n", + "title('residuals of parabola')" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# General Regression (Linear and nonlinear)\n", + "## Warning \n", + "**Coefficient of determination reduction does not always mean a better fit**\n", + "\n", + "Try the function, \n", + "\n", + "$y(x)=a_0+a_{1}x+a_{2}x^{2}+a_{4}x^{4}+a_{5}x^{5}+a_{5}x^{5}+a_{6}x^{6}+a_{7}x^{7}+a_{8}x^{8}$" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a_overfit =\n", + "\n", + " 2.1487e+01\n", + " -1.4264e+01\n", + " 1.5240e+01\n", + " -6.0483e+00\n", + " 1.1887e+00\n", + " -1.2651e-01\n", + " 7.4379e-03\n", + " -2.2702e-04\n", + " 2.8063e-06\n", + "\n" + ] + } + ], + "source": [ + "Z=[ones(size(x)) x x.^2 x.^3 x.^4 x.^5 x.^6 x.^7 x.^8];\n", + "a_overfit=Z\\y" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t100\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t120\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tdata\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tdata\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tparabola\n", + "\n", + "\t\n", + "\t\tparabola\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tn=8-fit\n", + "\n", + "\t\n", + "\t\tn=8-fit\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(x,y,'o',x_fcn,a(1)+a(2)*x_fcn+a(3)*x_fcn.^2,...\n", + "x_fcn,a_overfit(1)+a_overfit(2)*x_fcn+a_overfit(3)*x_fcn.^2+...\n", + "a_overfit(4)*x_fcn.^3+a_overfit(5)*x_fcn.^4+...\n", + "a_overfit(6)*x_fcn.^5+a_overfit(7)*x_fcn.^6+...\n", + "a_overfit(8)*x_fcn.^7+a_overfit(9)*x_fcn.^8)\n", + "legend('data','parabola','n=8-fit','Location','NorthWest')" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "St = 27.923\n", + "Sr = 0.77320\n", + "the coefficient of determination for this fit is 0.972309\n", + "the correlation coefficient this fit is 0.986057\n" + ] + } + ], + "source": [ + "St=std(y)\n", + "Sr=std(y-polyval(a_overfit(end:-1:1),x))\n", + "r2=1-Sr/St;\n", + "r=sqrt(r2);\n", + "\n", + "fprintf('the coefficient of determination for this fit is %f',r2)\n", + "fprintf('the correlation coefficient this fit is %f',r)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Linear Regression is only limited by the ability to separate the parameters from the function to achieve\n", + "\n", + "$y=[Z]a$\n", + "\n", + "$Z$ can be any function of the independent variable(s)\n", + "\n", + "**Example**:\n", + "We assume two functions are added together, sin(t) and sin(3t). What are the amplitudes?\n", "\n" ] }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t12\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t14\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "load sin_data.csv\n", + "t=sin_data(1,:)';\n", + "y=sin_data(2,:)';\n", + "plot(t,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a =\n", + "\n", + " 0.99727\n", + " 0.50251\n", + "\n" + ] + } + ], + "source": [ + "Z=[sin(t) sin(3*t)];\n", + "a=Z\\y" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t12\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t14\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(t,y,'.',t,a(1)*sin(t)+a(2)*sin(3*t))" + ] + }, { "cell_type": "code", "execution_count": null, From 2a444b3f77e012410c12517bbc0d85f32a738cc1 Mon Sep 17 00:00:00 2001 From: "Ryan C. Cooper" Date: Thu, 30 Mar 2017 09:27:15 -0400 Subject: [PATCH 4/5] added lecture 18 --- lecture_17/in-class_regression.pdf | Bin 0 -> 2796578 bytes lecture_17/lecture_17.ipynb | 10 +- lecture_18/.Newtint.m.swp | Bin 0 -> 12288 bytes .../lecture_18-checkpoint.ipynb | 6 + lecture_18/Newtint.m | 33 + lecture_18/challenger_oring.csv | 24 + lecture_18/lecture_18.ipynb | 1882 +++++++++++++++++ lecture_18/newton_interpolation.png | Bin 0 -> 16742 bytes 8 files changed, 1950 insertions(+), 5 deletions(-) create mode 100644 lecture_17/in-class_regression.pdf create mode 100644 lecture_18/.Newtint.m.swp create mode 100644 lecture_18/.ipynb_checkpoints/lecture_18-checkpoint.ipynb create mode 100644 lecture_18/Newtint.m create mode 100644 lecture_18/challenger_oring.csv create mode 100644 lecture_18/lecture_18.ipynb create mode 100644 lecture_18/newton_interpolation.png diff --git a/lecture_17/in-class_regression.pdf b/lecture_17/in-class_regression.pdf new file mode 100644 index 0000000000000000000000000000000000000000..628b49589b7708b1c89046f8f84af8985ead0c36 GIT binary patch literal 2796578 zcmb5VS<|vWmo0c-5%nKlXHZZX1SbXs1!qNY0+B&LCK=RIr+!2C-MK%%wRyi9PF3_p zN5>QKAVVgZJ2#mt*Iv7}=jSle#{T)AYX9s1{=feBAIV9R{JS=-KZ5gia`Wpv{}hk> zc_#KRcHZAVukSYh*?Hve>HZ##MVZ|_g%?7t`PkNJHd|NNsC=iNU9 zg0u$&()-iLk#?UT|J?s{_GbRK!^FQ8kepBQ%WdcL=O5ks`?9|smWt={#6CLTqNdJY zOLb)De-@ou#HQy=|NY4Q`*Bg!OVfWkQt~Y~`~HP*hBoB6-~f&cu!JfyXii+9TYH!8aIdw>7__{WvpOw+>YJ99Jo{P!XF>k0ok1YA-SDqNtm z@{9JXfBt%#^w(|v&DQ^B{{QNZe;w~XOV9o2TXdsvnaPn`Ec!j(DIC8Tqj^-=`QJ~9 z%GS=?`@a65@F$3-p4HrJ^Z^;_auJC|IqC`zFiqpYx;Mn1KodA?rUl#j8NQMq%)YyKly&~ zs>}%KRT;T6UTIXn>5h4I!Z%-e-O%cZ{q$R=X~9^J?^_glea<@Z;a(YHt~wSTPo2TW z50>W-z1{3F%XJ0W8vzJMd}TrBDf3J>r7WvNL*Z73D*YefLnCN^1yaw&fk)m>rr3{l zN-xr^>8>0RmpaIKQZi@zB(XmU=7YX;8}a+s0lo8Zv|W~}G1ML5{5En2Z>=Xm-QjbQ*|W`7%nGlPT06gKQpH1 zp0#qF6Y=P)Ygw7)_hT1PH+L7|(ubFBE)Krlfk$9sOw$urA`~969AmmDos3zQ*YBT@ z56 z!qe(TOO}vN=C9-xm{zjUkH>|@hnZ{BL(3tDENy5esbZvh9jxxh0XSbRs=b{JuK3%n z-#UH;vV4C(A)@{mG;VlFXQU>3t!adJSvq85jx+InUQZOi@>u2flUoZwv}vRL>bzQi zJYPIBA26WhED(wGk&8!xnd4+ssW;$ic&Vv`h95k!iq~iw_w}n`m_ejQhI=_to3eg) zon?sPuge5FroHLQ6E`8rM60q(3DEw0+8utE)Kl8G6L?QtwRyHdOPngx!zlq2i17Al zR*64QX>aR_7VE^psP`^<(3$LCgSpMUVvYH&^w*=wdCKOqz}L&0B{p~OI)&hH{XpMr z7~GR_&}Zoueb~w~UD&mOm+@9=;6|A}wxMP;OUZtIIh3@YPsz`{6~0@(`68*|;0N*up!&w|`< z{+vrf1+wRGs%xxS%oPr@U37)J)Yh%2azFOe`cr?F#K}tFg!^hqb)EO5vp3%KE`H|K z^=JCrdqF;dH^Pg2i=4E3I`8uL_lleSU7!z=c=o$raR`$y%w}n42XN}B4Un1j*5d|@ zb1FANrth2oX*GJeH9T*x(gwg5oiQdTV2$-|t>|5T#G7-Z`o<#;xyomp1B7F-7x(*M z!|-u4t2e7fY-|iufX!lw?|KwDR&Wky`SzULpT2wvu87{y+ste0%0ynz2y0Uv@!F)) zlId%020usJ4m&GNdhQN%t0{~2gcCeixpw3%*zvM!6AIT146n9YB*o0|s)3Vr)s&ml zQ${SU!OxSq^)>SlIdNHYTFj7soqq{KzG6u5_IViHU~#gkYptW{A!##)>UVXyLrZr7 zvrEltdj;j05JA^4n_L!FmN2Wsg({o!q}4Lc>YaY5hps?($M62;g#vN-R;mroIIM;f zD>4ZUfHd`drUA}ha|0t`Z%s=;)6dUOoR!}j%(3kx97$OVz00TNod(kbCk=dh;B$HS zGHQTZuivFbpQ=uU?)tpQPxO!!2@`su^UjFk-&VOM-F_HVd;N|dTnE|GAd!_ixoAAe zw7s5?`fk5zLEdT)Rf@l?+Lh6WI`ngyph)g_x}VtY%Kt2f%9h)A7wCiM0MWFW>P-wR z?N#DfM$OCH^X1*hKtLLyV&_(J^m93)uS!p@OvkVQ%XsASlsM_BlQQ&T4k!nsYx2y8 zPP1o&}EJ;gxwT7uKKG1a1eyY*Qw_+eZQDFEw*d5J*X+f`UCCNtMl8A1_CO=z2vkSojciq zN!NFx8v(a~*Q$p@t0$fS;qGE`T#_g7W#;Tqo?h?0*NdVzNAN|4EF9ZQWqx_{V-heQ zr{Da3Tm=2wXgqyxUHeoS&!c7#1cTA>zN3OS3J?!}uZIMmiLL&)N8I*Jt1%sRS1~jE zoif$Am`S~j1$(dSFvegkvVxiwCb-NN*@Z#ggSo~xO9;KhujPI{1j|-+d&enxLJDd+ z+QdCF>~#vKN$1?a}-@t9)gYC)Ug_2X&SZ~yv zbgt+9&QPw{)I^k}1bww*eKS$C#tweUb^^f1{OKoETf8}{|5n=i39AmJ&!f9uHqc#d z>dy2pButkj#mF0ixUO#QA#}U1PxH5m@Sn7;67=e45ZgDAFK6ZMo>-86xOFRooAUe3 zNpM$326uS$n~XvrUN+$KV6tvl_l#Cey>V~FgD*7B;-q0UIG;%9*_%Nl>z*fRuhHrz zx9eTUiBtRi=+y~!w4nT9<%$`zoW}_qZ$A4*(jJ3gykrr+`myWvafkz3DE9dRgN}Pz zQu`$ecSf^@>2E*y0@<%hsVkw;TIeP?8YB+A$@U$%^aG~Od(RWIBTEhH*3t3WsfIs} z5qT@?vWNp(E^*c1cg4f&{V`o^Lphk$jyvgugllDa|CGgp`+4o?9yWdz%U*vUIPICA zZfQ2UJZEKRMKs%Hquuqod)7wqF`!!=s`sAWHCth&^GaH^?fIy?L316va~NWeo25*y zJ;7fJ;G6Z`oNb@+8dSjHr);cin>X_*rab00j?T`4(2z{5nABv#a}l4#-qq8Apt@|1 zG}TxypQg{Wt^+@tdslI3)sNGFNvNl`leSOi@ZeLs)2SIdk+`HYkZ8A7_ttWIM6gce zA^hoDo4_-;)f`Qz_Pxn#XLNS6jGD5S<9_W{*5Jpjhv3KjwiV0C)Og-IY04h>&C9BK zI>~$%7qEtrx=Jh^>lloMtj>k4qdo8QZ(G&@t;V~gF~1Jg(>^@nr}h_EPMcS`z{W{U z*PDI6-mp!Oxvu@#dOw#A;ugIG&^LYE)vfju*Kd0=f0j-tpngS}yevH!v9sI#l6_pY z~yE4q^erylukSEUDcd9~so;icX8>WJEJ**HS;aQOyt z8?pJ5*b(J*o!_>4${Ciek2tTVmth@{-Enfp$n?-Uw5b|dsZ0?kygz5iOVxH{{rNuF z9+RHEIJwp@z_frg_vc|kPGP)WEiH{yPfLovm=Cl{cqcrEk)P!PFXiixep{}yyjJXF z9K7Tq!1sNb+gEV)y3Y30?j1p|$!%GiaOdGm#VeQ4>x6SzY9Ao?I2z|(#f=HNKcR;2 z-OoIZgZi=;j^t_QXbIBfsWiDY=I+Ix>)PVh8KlyEnxCDir8n{_H-(|;1-@g5V!sOPoA>t} zqlYSl{4$U38J|1VCms~v>$#LQ5ZMER(x*zaQG82nnQwb-Fj$@n-TJHkHaEH8jlW=* z1+x$j5AtCmmO9zde03WS+dFo*9qt-H_5g)%`-@6hljV?m-UYd=ThI`RDU#--VB5>q zqXMV}2@`A@uX67^m_Hrt)7Myk+MafG z*;;JoO;J?a(Wyy}TeacweqS1oeq(n4p1YCDRgd$aSOnL~nR!&yDR*lR*hfo`wvE@5 zoKR5 zqh2ebc;<}*3jR7ijr}c=N|=8D#K^bM@{ZjEtjkMjm z47Ik?{65FpgIiRaB09@kGf#oGmF0S$zaNI?8%dCWM|FJrcnod=&uU3?w4g>x%q?E^) z&3cV!M`QcKvfioUD$B7w_^G5idT`}5>|#Y5L4=qYP<^aWljE@KrpE{CS+|itmm7TP z@`HUzz0KsM%23d1e!R~*1rD1*gZi5bu?0?p#C3Nt$ufW6K^o9JzrT1vJstM_oo0?A z8rrU{-a(zPFUAxg0v*y-Vo_JxReC*$jqm(rsP^Ov&;VfPhT9eATwW+lVj?Uil) zO6CrDbGI6hWI}kqe4VEzwW;gsE2yWA>Chw-x4Y*^aNWB!u3aA-GI316Bg@9&EN;8x z#mTGp%gLP|m3-GQx+XI%ui$E+V=jw-FVZc#Q>7-G3NfYHY)%1CcwPRGNtGhnoIxZv9ipB<^MHP?l9?!p6G+^6teWknA z(Eg-k-klfKKKGd$;ZGvFLgwe%nZtXvAIaU7XPmiB8xq-c^Q^ZEJ_o#g8ZdUzn$v0h zu~7zNIqqgrw(3M5FGmr)d6zayr_zz_uiOgBN;#H-0J@BRp*_fQt?3TZh#G;LbVyP9 zd##+n*` zj$d(ct)N)<{<6NHRR0kLTxadmlo^g_?7~%tqR7`39kM$+n=x^z*uP{e=%PO5ol%Y3 z&NZ(GQi0BWa&lsj_RYFfcWrP&+?xx3$Vj{%aBFJ1uIBuR(%RjYxt@lJ@b}z4+CnCDZ4Lq z_7;78H1rQUc{b`swY^W*_H&<)3j!@QrZ)b=J%Nw5yabLncFlUSs44-b~$#7c;>slnFAVWq4%e*%op)3NssnIJ!||WC>UC$b8$jT z|1!;ea`2Zo=~PDH>UEOq!e)r$pH;CWO#?%FgafpJ@U(o`Ee)r%jIXGF2$fzzIF65p zM7?`Jvf?%8ivTTh6zLUNF7h%uc}upuDYT!xjdE{#paR(5?1NJS_@z zcu7NJ(cy?JzjNQo{+jJBi?+t{Pr$=JC31H?yxTZX1@DcQxOj9!wSAxXG}j3mDy?NgJT0cYzJW^0!y{E2*%*c}Bjeu{6xT0Hj-`Sx0V5nO1g?gRXsu^R(e4nUW) zf%CS+5Svyr9N!(S`)P%+1)W?z-=6agdRo_E581h0{qUZm=a+&qWr4MFS$}vrHy*w| zW_bEU>?td422OH+^GT(P4(1a^Q3oFn{~hI;?wH3`>Gw*;uY&h$to<-O_hn_b01z8^ zZiVGwP2WX^Q=oCWy7eAsXrJ2K$KFF547&G&u{y9T{o~Ro)??`eLR2#iI!Zb>N9gO#O z4?yO%icxDd+T|HM`$?-Za35&XT~!ca(U0b-@>$}bxpT#>eJ47ESif`gh1uPIHq=YJDmy^9>W>?#%`oUG zcIK~jOBk_1x_sb_zw9Yo)!@#Z>3Q8fT?uFYbO+(po2UUEHpUIt?ySAjvpUG;V&bf& zN^hi|kt2F*FnDJhm3!qW>&+&0AP@9CE11WL698wynYi;^#8mf=Flt!l{ap8_Z>aal zZm(Ny3k;hcipRKl@-5<68cXEZB#Z`Io=?ZZK0j4`des{&=llM+@24|7UY{OA)C?)^ z$|X=%x!_47qwlTkker5dVL3_KdlHsVIQ7kri4y zN?ztd^Gv-AxgFsSetR8Yc8*X&TbF1<0ekJ>q{exfsnIHNl^(MB4Tj#hb%aWEoA`ho zeMo*gT=0%jsSMEL?wINV_4Q^j6QR+y+FI^~3J%Oo4`Pl`5iPso0T!SS_t2U0t#0-F zngHOWQ`)(;(>}-ed%~y-&9B$k)nEj^?3?~~E5Bt%NOwfET*F41tu|Gye2+g2L`Jn} zX&QODbnb^r5TN)^NiAFg*jho1jt6Z*vM3I{xA`L!O-l2{sNLW@?-L2<{UHw6sxzOV z1Qy)&d8BN7zpW!>n4||uA5j*~1FPH+Cs6`yx+;eDeYrji$@FCj>$z8Jm0X9 zUf+y9GK`@sgClKyHmq$CUVMJ~%aIBV?&_9N#f;YxQCsn`DSx(02T%RRcd?l?mKtbl zogefpkf~!aBlh#E184Tz<`;&?p5__G)Pi=!%=LcE!PTP+Y$v5T0#qupO z*dn62PqlGj-=y<2*>m@VhsBNs(dH(2^B~ z)Sva)BzhM?kUkxDZ@s+Kb}TyfS|9({etKI|BCEAVRvs~qNAF73H$J#essnG{6J>W9 zLj5h*@~viCFI`l*WcFkCvpp}y^18jfVsb%CJw~e`&T~)?-pqe?IE>a~)D4Ci(zx;) zWY(S?y%H$}ByZ!%mg0oUq0=XA9%8P&rZfgl(xv&Ef;+T=W7PwL(B10tNZbXDMGio9 z7P4Y;gZdL+So&vj@org+6=hbeUgx0PwRdr$0 zXMffD`9wY&(SxleJDAPtFLWC^-c8EdIZVzJ|64z2CboZM7Tz~YS|jtX$xYtxZDCWg z%eKC|L)G7o!rMF3Id_|InQpqZ{n?u)>P_)R?Paz8WTv@LcKyv#p;M1H4_HU(P?z!J z8d2LS)6IFrI5RgDFYg8{Ucan+y?>D>b&$=NI-r)_F@V7uEz(f>GSptB*ov@Yv(Tdi%EfTyo4N$mCAg~l~2kpfnaiphDdOgxP z=BC%xb(tDerl8I=T%ogBS(CFtcjkk%Qhpo$jV8&#_yD$j=w5tUHN5qsvXRs5f2)rL zW#@Ksos_ZFSf5VShF35u*a@ze4@Y+JV3PN)vk~#@?R}DnUUh?QIqwKxN^FyY6gNDz z+jI5Q4~_P!o>Wf6SSZ;?2pgVy%d-S_pfL=CA@{D%4*cju@b6TnrNcvu=0@1MG3M{; zSrT$;H@)~iAI0KcW8v_`E6n|clMll5y%d)@>o3}j^dCb zsskVqXy^B|D#O;--}g7lVwhfPqk#b zBYMjAGjv@Ws<+bp+qk#K=hp1Zsxwl+GM?~;>7i$RF|SStafsb3Q^!KZI<{ry&itc1 za!7o9u)a>P%`$9{t=9*WHj{4Gy3%5>8YNdgOwP>&^k<9ds^(`k`xe$o+g;W#j9}e3W2MkuFOd zvb{|%?XHf`Z@1Ro1K7Qp1&7k@NfV9hIC{*- zW7-PWL)NOSzRFYhoi=cY0fU{jn4MCygF}Qr{YCf2?Pm;zqDl{+4@1>Y^uP+tcCq76 zdbF13!6gc{L$*_=Gi({ArU2q>^9v@CI_)~p6eRTkRZLa8Lz z@)e#3ljb^mohnA`$dKb@(#7jLoti|C_vLE6MS-V+l6 z4HkvI<6Mw)GXwW3yEDuM$Ng@&yt-jDEZ9|`@l&s9cwH-_9aI*BpvspB09BDsyATO9 z>x6lnw=RWNgG1@L;jCb=Yt(IhLwjAS0XfrPUBqf3vxFz8Csp744+5l{ArN-4of&}U zse50x&Ty2a=@TgeoaZ4LzCPXYy5=IL$O+TyjXKA6(ErE{5df1nmx$k?WvEC3X_Pyb zf1B!#JCpDCw$}Q(eTS^47U*qS*B#MBi<@JP|^Qp!vd}%2WsHzH~dTcF49j?mc$& z2;{xnE1>VPnnhl}9O)H*AF#`!6?>6BS;rSm2=1iml(s$Utf3s(D@_a5(<&lPYR-2( zdRVNBh)`SQ<%c`X@?cl{ZGXM?`bHR_s$J(a{Iu}YbX?|YB!>)eSF_*jTFaDIb*YRjv+T5knNL~ zn=S4BX&=D2ociAaFsCfAK;O*lke7U++kG#2w6-`eZ`HijBER6eX1#5?HY0n7pE|8t zs&eZ1$guG;A!i{5q}*jk`AIGfe{TK}byJiO;NhHS1bUn^^(s(^fUet{&`Y#>`?{!^LlOc-P_z*<$Lo zKz>yc1f3sNH{zfcZ{>9pdVN33Q@0f+{Y_#P^z7hho6XUyVK+)2bIz7#qYGofn-f_P z@mm1yF6h>wCtCMD%p!kNiBzl*-p;)50%13(VskNDp=r6DmNYoLMZxCm+-~z3fCTBL z*sh@^2Q=tm^V!n18YxNL{6z#6xT~fNS|`Hc>Q^kRJG`vsT#gNc)A3=@w^D;-VVNp6YjQRcf_vkpo$ zxbL=tA6)jb{a%WYEIY05J|C}pLohJRstIIhnIWXNJRKC9aIFh=Ua>s5$|z1FRRvx~ z(B#Tqw5jbh*Zo)ALwRnZ2vfPOV(4fzDf<)}e4(02)r>pn-S=m{3T->r_8XXPe%$cM zir%yT37$*iZOkUAI)UbcLduY+@Tp<3Ah?9_rBH`kRhDl=RSYkqH$o@s`Mbb?td2|Z z)GUpg_3NjIK$e$%qjua%H|egiPgrqI0m+?QcOZ5F>W2kdhgX;Kfti+o((%!{oHxAa6VOdDR)C59;F9amA)oeJ;3BT8g@zAKN$K-@LK=K?YUsI$jT4t5?`L z!n3s$e^=?Y@$0T==Ju>NmR$q|$ey%3m(GMytw(Xy?1v)l#n%~|oquB9OM0JDL?JDP zX;fd$J@tJ&F!5D7{ZJ(&?A>K^s|+vs+8CFHtX=LA4BUgP^Xbw%9G2#4@+;>*83_yt z=U@Fm3tcfF_~kWSFkN8YyJz$PxGGFs)gPfCPDn<%%VvYLL?$+grfw4d0Z&|sHTo&T%! z8@H!~O>~)AS++oxr6_DLTE`nMiazH;Zt_}NEo_ut+G5Q%nB%bdBKFp+m<%6VA>W;( zTXt1*&Wo1MC+rkhr74fDz`57Z{~D>@Uiop`NuUC^8tUX< zIyO)FM+L`)`@$_{xMcSaA{+U~G@anQ9p4^H4ZRc^NZ}bp%II>9QeTN;glUo}+?v*}|53x5A9>k9MQq92_2}m&LWz zaj_9ixevrNyiXBO*p*7TAzo|r&)=iFn1m)1N5#@*ui7|DgePx(3!UExqWuzr>u^uc z8f#naoBi={&w9ek-v#6*YHq^Ab$?hU&3E}disF}NY=*N~Ja7s;Ne=A~rl+gnq4(KO z<%T_{t|3v2pU=!h*~+)mLJq=&-+yy8nsWssD7vSBIW|_$`J`tZrrvHvq)D=3CsUs| z%oE?=F3Sfo4r&|TUaVUN5V%yFBfzYKur47uH=)$W6!M?3ljNwtU;R^!|78>{Z;x+ z7v>|(t4t3kDXNx=9ezATdU(r{4QCXX$t?5MTG_5YL{XV$Z*ihqqgq7;zBmx!6fkajI zi2=j)s9seBE4BJFJ6W7oy2q`}U_EOuu=81Z+%3aq zRK4Luvo@#wKJW7OiJ1Dk@_65njti+x3e0p{tkXk{GkAksyhg^p@Lht#I)lyLb4FB$OZSZ@d1BvQwJVM;Mi!5W9k zd;xgl$5*(JUIg@D4_>6<6c)L;LPV=|#_K%T8fbMv(6%3}C^e)sCmzEWy=e;l9wa7=3nv9dL^NX5QQP6|N$OUf5|?yp0PH<=H$_X6mk(mcf4e2ig`)?5CGa zq3)97YDT zN=W|LQx)gd*XJ)+@Axe(1))$0%V*P2-aHlG3)PNAWD>5s;9j*n(O*T(m_=&KpgF|Rel98KnI~KDmr2#%bVE%k?6azN)fO&UP9Mn* z(l+$q6Cm}?+PkjDhy+>o)}@}0)wGA}Y-+3qanl0y6rfMW5?DFkHS7sbq2<0Ge6Xjz z=`=~^ac}FVPrE!A@d%#5;vQ;V2gITXih_+!Uk~>uo0n-FGY$>qVxVZ5^nyxsuY7(_ z(VjyG1CqYf;WTXWN*Dv0krvegNVmEKBd0st7 zuj7IuL|=PzbFC|0lj@FYdZf9Ycj}f;-MahVg(NxV+~Fiwkm6flmpb$nV-GhlNbyBF*ff6ePc){dhhuOYl}h}rD|;aqJD=CfbGb;|yJ z6<@E**D(HU!&M#VQ^KycDnXUoWDaf4)Lp`v;fd%>6BGb!>$*DeoI=w@hSB-$XgWMq_Jyw#o6jp6njVBao(BurR&bN#q7KRizWdHX?uc*o~TJwWI9H)fRYqIB<+P z^8<8yHHBebYazyi;d>14rPYi3dM8A4C4&#&cAJ33wnazqsV^}F}xc-5Ww z9E%AD^+WI%hUxIBuc))f7%a%tyQm^q$}fF&dz_tr+>JvCS~R&=*nF+2rrHdzg{3b3 z%DNRK|EqehsQUq+Uhebe4^NByKxDaB$!K+_z@L^dof!l5H%AX~!EdF1-AgTT-rP#n za%;vmH`{0w56R{tSwLS@c_CbFwwuWA@3=~Xj=EOoKWw@cewPk2i7fKcVy1qMdtITeyP=k_jKv?fJfFN`|IQP}{=={MyF-40Wx6CKUlx?sgwDnAUt_t;4-Z0kvdv(@e z+OHW>$OM+KA@%3={;Z}M>HzU8+VnK&mkKoh>2vzZH<bH?+j*dz!`)rY6v$+xy+fanpPe<36 z?2N=KvdDWVS5Em<7rjfr_xpZ&HH6jj6F)5iY?7Q<2XT*KRC~Y9m0tM@qUz2D3fclZ z-_d7U#fIlhFlS0Z7`#@WrLxE@!R~aY{Y#ng1-O^{aUn%fm67KT2A385IaG%8M~96IuoEBCDBZ*_NuEpnBX!_( z5V!zDAwVo=b;h$$^0Ua^{o=ESOntbRi3@gs4|-@4idDY{wcJ)J{68F>d%J2{7{xzJ z7nMr7DMX=MN=3RLL>E%zw(9$zxzC^bJnK1oKP{Q_ea9HT!81^!ncv?@b(Pi6u5nXU ztMi~&LH%yF^-)9tzaE{`tIdtDD&1%EP5qTQR4x8n_WuU6()rR8RV~ zUM;r5I7{7aC7O-rBu4@Vo$9OgFt&G?0QEu*s!ylIB3SpElWY&4&;{v&|DcQN4$O z9_I@*dzn#xK?0!$Xwb8&bJd)s)JX7_tp+kd;;rp&G~WL>Hx4WIcleinAYs%fzt2u- zw!YD#p<}P#ps;7BSfM6m^{pMLoBr+GJJu_Ot_tqG91nTlz|3 zN~`WLmYef3OC0%ar=vSVk+_`o%PevyoO#$s*OIAJRQ9B|a%qh>%3aF@xz6RS&D@Kt zHW9^J`+KZAb~E2p@b(B~_y*Q~iPZO<_Iz>SXq6n!9^Yi3rN9tR-@f0~5N{+fuhyNh zGp!IPcTZt3ut|wA;189WjFrwWEc;j|^SfRkOT~3grT}fN_&vQ42 z?p-vK^ZYc4h%O!LOC+CRVG!#%Z;rEr~9?}LoNUdkez)JEN%_56GP!AuWhj)(qP z@KGq5tXlZyd8Iz5#;h_eLW1HZyL;`vRYUZ|OM=FMV8Qn5Zp~%Zxom@XN4&+Q)`A_4 z?>)f+?mh%wtg1hu^Z0HbSVWTLRe7aR6TQS=U6EKspSof&20P1J({ey!0d7@PZadUXF7f4K@{NGPW90CS5Nj{ClCT;&B)nePIDdF zZMW)xM36zybAg5qJS-6^=JlTGxU%DO)Fo`#9gUY?y^0L}+vA!vjku_wV|>mumml*- zmDN){*(~jf>^GnWcfX!nGye7*UAL?(&6C#%+>Y2<511b8r_NT!pG#Q!*rdf48~qWfwPT{)g(_gFl=-xo6&E zoupH-LMdB~7%f0TwpcxEp5`R+pO0G@RgY-D0dXDi(x0dS-t+MZ5gaZl`80txC_FAdr+h*LCo+M2=K1wBJe_-bT4f z(y}%o`9UIdG!`XS zFB%LawRdW$(PsD-E88-wE&1vVj6}rN>kI;v_<3v90q$b~P1c7=Yj~UC-Nl1%wd&Uv z4jp@ENxGf(Bl=4_O?r7iry%ihxbhEW{yb%5bE>+OA%|W2>Y9&72fRmjvD#bD&q4!S zRQ>*;-0~-x6Ovd1cZrt&Oq#i53bM~&-;mycYkUR>*eN9T)%?&$WJ zzY5)uRE`+QxcI}ELI-7k`l_p0mffSq&*+i#2~Gri+EKetVSU8dJZfouglsy`qN@oifd3%YbGq3{h={AgTMz29dU3{d_f$BZ~`dK|6BB)H{HxjB<+fpD_ zpt(`2*0*KfDpT!xYxvgPLDO|#!8CgbAQapf^p~hxD$f>`l_#}l{P`I_8Q8zyzmNzF zAVZotUZigrbg-<)y#kzX~xP)QQDQ;AZMV3XfE_ zO1{z^lI)upmat>8qpw^x_|=VK^Jmwl^ZDi$)wBln^DZr;GAQ;n!pf%m037ZkeO5ut z{jt*}0x2n;5)~5+e4(Y!LGG_EbDXQpPUHkWSG}%*9iIZ3dW<{#S^yDK`(7{Gj=?QJ zm^CJtU*P5hlGRY~x7DVh<`WG44)3z~-!H21OYhC%>g_-X1LK81?^H+fez*}FZpDm~$ zM6{qvi0)1bU}|=oum1kNzqimwJnhx50l5Hs3-yV9su-M{jyBE8)xZ8fj{`B_ZXPvi zAl+|4^rt8HvDWj`7OMP8!cea4*H#F10~f+q&GKp7H!1gpi6&9Bklx5V;!AVYP-IBo z?{BE=`bV^&mx4%w&nRlk2M=P6Bg$X9>@IP^e;1CX{N7*1F*meIDg+kXcz)P9g-P6M zkBK{Yz{38a?bb0YVUG*3H&s|=t4O!uxUI!sF<0SJbd~4*d;s()k@5eMH=9EF7-moV zj=Xm!9-Suj@|jyVC~f-&z=+EW1g-!`NpR=GxHMmbYtRwut#o}*%PM;1qp+h|aIICG z<;IiNifn#fgGuev9;XOQERqW2)&ZyF4MHZ1CDwhWWnTGHSNkE|#IZ22SP;CDS`&r5 z9%ew}JgeQ*@Ta4o`<`v-`*uJ<1*~|Oc7JT=X5Vv2qFNek1)_emNjsPQs>*1 z_C=e+HZ@QZH@R#jtL6>rO{5XAG(d5K@0XUG%RPifI^ zYSCkFp9pFYCRAto*XIrZ4Ro@BW%|~SUinRLTLidGa1+?>Un($j^9YqvT8&{>d$rsG zcXw{`9YpM*of%wv(ltu;`Mo^{{(NxR8r7sg%380_2^;lBV|E&lXUacK%9+#zjwV^* z5I_Kv7bOK*ujYcWrGD#equvTGB&}7bmhp^7UZrk3$Pow@U+dVvSLFi+9Ju5my;W8I3_inZY*B%i?*87>SKQ)g1bKn`5}?0A+z4 ziGl)6$(*-u{l;Q?=lGBIdDHj!+o=*T+jcr&v~GtDVdMMOYTRV!Yk%<{PJU({#eOS| z<$9l!MJzlAcj8noALsk2yU^m!EG_^5fNS7&cOl2d(*1+-ijqXPXzTSTuO#@hc5f0A zGvV?yier6X{&5D~=5Fd?$It)va{^kvNoKwgH!{tF{MldU+`Dj6>Zk*Lopia=q~|y} zTCR(Kx6Z!X%`n`_?#;v+~jz;&pr&imEZ6C zhQJ+2>Dzvj$LOx@JCi)F+(FvQlh^bYKU7=tz1k^Sv^2Qw^XKEC*Ty7ezZpC+ zT2;foA?2U=%@D%402ek6ElXkT@wWHp<0^CnwO!gQMg+Rq+fSw|hJ9$ZG@ttmHT(VM zW&CMu`JkX2u=5|aJ2RR*eRdfXK2P8Mh3q;fX#736!u0+#PiJs78C)RJ*LUgN5WRut zWq1z+fb4pS*pYW{kX=Zbm-vOaM@~ic85fiC-{Ph{p8zoM2G>Efyu{%Yss@tx9Qi;xS_u4|x+2kR zZ1LiSIa_;+>KJ(bp@2syZbsN{Cf5&NGk8Eh=y0Co2oE=28l||Q-@W!SF2T>G2Ks!a z_}4@sc{WccXR*fzQZat?{4A;`-{NQ|SrPj1g+fTkvyU;lOhaz*S1DluMb#oT9tuhEd*yi)HHpl zte}u>w}cYWf9M)hR^(?8FW2>@n2c-$J=x+CEYRMrQcs*$6N#)-^#- znHy?=KXbM9x>+`-deU2sHsZYhVE=Y`<8)si!56)>*EL`}#HLYF*njN{=Bp_WC)OKG)i{Xo zv*Ga?Vgy!YTU2^{rC57;>iQCtdnx!r`u>hhZzU`P1R9|jPdR%{QxHZtum5sUM!);)3{VvNxFkM)5ySd#$LVSw%X z-@0p7=KxyavmM}p>)j`9e=UJC;y49xq8WiW(+7-G-Fibm?v$TO7bEJK4h|=c6w%pr zs+DB6?U|d)yPACYsiP1T0NC7>jP2n%*%}21TB0eQ2d|`DJ+5>6p!pbQCyj~F9n?4X zgp|lqrO~}iIUpdL((NT)tM8zFLj9QCmgA~0q|#d zx_GeF&R@B@dB<8BO?PzEyE*G@A!T#79=5@YjC%p59MMo}BB6P-tCRELe&Sdg`75%D zfS!__Gu`63FkZixyALdO`e$ufTdw#fN8Cqbh+ankm;xc-2;h@dX3OaZhCBCXMR2zr z3~Ji??hbdkdT&X0ztrHU#!h}ZW20=x8{TuVUzLh=f8EfnXt_cuU#){Un64aF4O>%$ z`3P_dT5B4|qXFFy)gwU6T*{k_C;R-B{D?!lEgFB_F{w2*s5!ZMV9zjfi5rFkL=va; zhb`Ma5Lfz2L4hw%*mX!R3?4dD9q7DFYUFd7 z4tfh^LRt6u(uU{99YI+_@);{@&bAI!8s$Afs8Et=PZPW^3U*>Gx;D5<0oO}&YzCKB zS~Op2rBBdAm7P(H`zMX_5I&U5RPqc3JH|n0(w(27%?EX%(J&FwA1&C;`nESy0B1D< zFUNz|OO?^GQM#{?YcdJ}D~~$Oz^nZuNDm)nwG(wCkW!!!NwI| z5Kv_sv#EHgMuW^^9SjJwt`CslVdtX1l_-WMkO+>%J7Km|!eh zC`$4S8o;MAc){!IWFisZSqItqt+C+Ph^X!=81>Qrq(+=%Wx%1W&q^=u5U}s29Dkqm zTrHL6g9m@Bsh7)ArrY`r3jZLsLwS#UBA`?8`vxG^lZp0^`sWCq!_(&R@;k#>gxnj$ z>91@)e!=td=+|OP*o}V;>tnvc?yz?+>bvrko>;=j7KX#c?gVA0{e2AP4YtBQ@|acx z4m+HmjZ>t27iaDOP?hrJh~1{Wa>B|u&Br_-?8NKyYkfncTkO8r>eay;Ck5~NufubK zZL2jlyj2d*xr!T`?P74o_A>msAhuSKnNKmDb|+b90tI$G8CmJY10dSq9#y3uDacbs z4l0xa=au?*&oWdB_!+RXzatiV>-FESynUXb=eX~+-~RK^tF++InfL0muoEEnDK=;1 zTg|2y{6z-1EhZ>h^>i?vJmR&KyZ+CNu3WwqB4rpwCiPd9=5XlA=m}sE_t+R5E`JBG zYFjPo20p!z>vGza^}}2Q(4)bxFRHuTL$SqtY<>lp?LASn;xl>`KbD8dDps%MU3uhk zcv0HF%-q8_aR{gLw}8j}OOG%l&T2yg-H|4Z)yXC2!Q`RmpSrrxM* z0cY&md?=fzKAgI;KT8pUte#9;My#P8#3i>Yp84L+C59zm@+(V6Y4 z96`0=4*GMB{S{N&?T>3_hjvU}sA|%;(o4raw|pM+ULj>@NDvQ5evc7ZB_c|R>YqvD zy3VZZf;{$%X=9i$`jIMbyFjP{2qNBqJ6o+|cGE_|hU3-)uXHL1BTEuaAQtxdG@lno zC+d^n9Kb6VHcxYMIB0{=;{F$FuZ;u4-@1e*{grh-)gwJ9RW2gAo2%)_a1%)QY=@zc z_y!`@Vj%=q(nGi5mm@2S@Y9O=VfmlIB7k&EZ@kwQ`guKQc8MGT;(E;qi2k%9MSX=e zK_|rLLDt?zkTb*KDhUZ5$GjiBeh*t$ZhbjkXXu&*Yz{zw|IRFpHpsI)+5o}e23{G& zv7Bxd{&k&=SH7GkV1vWm&m1w=u9e5hDH8eY{w`F7LYCkG^tKT6DBtJlr1z$|?@J?8 z1*?~u+kS($#Dvd-J-*0RJ2Dvm4fUAK=?*sbPiii`jKO7tM!Ag#&P><}BZk$X3tmaw z8#L@P@v3$r>46@1l@MsN?XM1gX~gk!NSkyVZPB{LwAIyHAC8uFd-0taIoN4$y%wTg zclAq&+V=C00o0>8W6FoU5iS+Gz^PSa)98;P4oL{F9_FZvDI&mS0Bg`&bf*GS6T4&& z8Umcg(d06SS?oS%>6J-(5(%xDH$U4z+8=sCNMI=p=<3 zmwM-kNI%_#2CW%KUS4buQ#ky6{H{kMI_%yi!F?B3=r0_>!^1gLS{po=y|7=LmXct! z*)TD>xTjimKUKcsi}DdaZ3c;&R=+8WKZ5PxQ*;XNEK*arKXKRZ%0rpe2a#Nle0b3A zCdf_=rj#T0+coIvq^+Bn18f7+o!}RW@71g@&y47@GdIn1e{@LeRn|m??f&AOsP)bQ z3&ZBoqUXQv{+*2e9zb0yw)CE*K%5^N99bcoc9p9oY~#5UCIkrT$jg~MzKl5@ib}R7;5@YE?tDErIXqCye z>zbPWRg>zMvkb35q-M8Hvo zk^e2G-p_1IADxMImL3q>Y?ez8rrV#!Ap!CG6m8S?srmExWFtlICR(JS7*Okw!Gclh4Iq#ag^%g{GMCaR` zBP;w-FudSJR`8h%y+glpP3HRh{0yC73syczG#CagO{InhZ1`1;#)-7z0 z32>`cDqxBZQYFZjlLZ3?ww!fK{CxG=PrAHa1;%M5a?@i`v}NjXm6rX!n$qa!Z$a;_ zmr69-YOh{i2QC!4+EIp7#N9E|>sA#@HTV2tQ#&wgjJs(B_$+VSzFh8guWK#)AkJ@j z^~!)?et45afo=_bsYW~44>+%7@ee3`;eXDlB%VVDr0ySuJSIEy^+~?EOqi|Lwe^!; z4c4Pg;<6y)pS1+A-^<6hTIWD<2Pee{Q%VWENXC3&!TJ#Y7m zUwi(=<@Bvp!aG2L2H)PW2O>e2Ge8q(!}yEL5{-?DFEUrYNqK6Q1XOwvaL*KO)A74a z1BDH^hOGb`WKuM|6;yaVRnBOW2v?PbKY4lqk*Dhz{44_y$&=q%Ag1#^;RL%wJL1mu ztk!Q4&is6(uj9QIvP5SQ?cLxWc5?659Go}K=K_LY%U)+#=g{W5vs!%*UbCB*DkELK z5uN;FncJ zS(?(7L!b2n?Q1*Swg|X8NXrdIoO(8u$CyNc%yT<{ z*INAzOiV$gE-8nnyt;o?uf`17UGB7I?@3#PFT|4K>(5tigFV)!=J5Sqr7QO*bgFKW zvgMV<#(B_RQQ+g-m|G_G;8Tju_p>}aBvpl4$`%t6AGO$WtY~`i?0DY|V#v1|)zYhC7^U#;$VJH*FpqL`w+Fd!s6I>y}h4mbV)J ziY=~mO)lUv2Xt;nmTG;zeA%q60)+<6*?QiM=BIv=rKSRMNJ&gFeO8BSm-QG0m}-f* zA;HMOV&MeJJSt!S^FyGH6eZEvwd&?%;s7+wu|~!DWJ8O2x4BNsviV-5jnV`#9v+RO zUbrvQKrXcNJh6Xw^!T#=F4l4O+@ms^+NG1z;%DD{ZakXRgL_KN{t^4>$H6lA+&*c? zD1i-PQB~Yu`!rfzEi&~(ePj&GA$&Y##N&vsE}sHKjkHn(A9MnUd4!~MhmANr6Ee!z z$Lr%hu-0AsP)*SlWJ+pmKa?C6G~m(NZ}hj(MyCbfeld%|}MT8lBr# zY>aop^4sD0JKd6!U9UNV>jMwjxh-PNVmP}d|2m&XbFyK$>Q&&<^SoCpNCns+lrvxr zsdv5IlKbTjo-oQ!p%779qp#d-@UV{{Adk2KZ|h@yhl55f|mEbIh_Hw z?q{Z*j@TraM9|$u#?rb@jn7c@o*`T2bZdA>u}*;_*}~4`HpK}L1l}JMj`$?2(y|pw zC3*jRu+Muznmz#iJMG6aLq?;SnJ?&RvR#(gVqZA{3eTx|CYQtal+CXFcT?*&%Hl3C zd#&W{*GiL(ci%=)%^s1fH$DlF4B^fbUdi)tLEbfU(pzVJqVd-& z=euRAXuw_eUAu0&qt?5W)_glJ1MYk)J46^_RXwAGiadG*R1f&Gr8n`JAC@6r@4c_m z>5nOfr<^=0_LT8k*t7STMPtOiII??=k{ZYzU1SC9{Inne^)@t+uy1t(d}pV~kl17G z@B=DbzM?b@8_@F#g7gQmUReRuet5C~8FR40CI8t=gn~rfTy2+0hnu`B&067=l_g&~ zhzihW``jeG%8h0aOqOm~LAY^O0TWNQuOp*41;N&zv!NEa{;N-I(<_1d<8mK-c$BPN z<94jnhaI>4VoqoksFc#eVcx{b+R=sQH;$WQxYCYbcWSxVP3Ld_%%qQ~ARN%eu?ps(p(Y*^6Vt$$?BQ3%O=J`1a?DYq zJ^Ae&$zJ(hLFISpSe{9jcuxFo?Zh`{wCjIZ4kuuUTo3O_`P_Wo1F0?wYD%W zC#}D)CC15aox}qGB>TKR#9BxH?3^Cnf%J4#-PhtiwOi#`~i5Fq4>ebUT8RTVs-;ToH7|!TjJ%<5w{Tygg0zmoh8)jyZajFKBiBi ztBHqhFya&h`AKn$)BArV>}40d0{Se~kMkX;Qd=--mcHpM0&EGZa?KfSTlDZO{oK1R z5>Rs%gz!CCCswpMcg_)+JV2pP@%+Kd*WHTR)$=_HZri`(fJc_Q;fi;xVNn`&GGlJv{2-Ewd}JmuuHq2d!I7+k=tjxAe1$*BBMP^8#u~gJgc&8 zCHU;Ym}#`6wEccWL1L)~^V_sO{qje>>SEiAmISmN?9Am_1_`u1|S5QrSM#um80%5->$=pntW#Qe);L!dqK-ui=q{T%_y( z$^%b*$p`e2<(;^E!g*Z$NZ9aOZ-QUt554qB?lbMHgZ?=K z=Z=gw&S~S++N?n10liila#w;zAJ6y%Nk*tuF~7{VhwTi0mBaWU=B)LfJI~3L5=ct6j9Ed7DU=U||ga&i9 zHjoA#hhBPXpx5y?by#I$4BnB{yqrN@&|}p9es?vLaIzO|{b}N)Lc#(|E|*Tw!PDCp zWCa@sCLQGVOF!34#ycA0BP{RS@eKeSrTa}sLB$k=o<$dNDCu7(4nUl8<2U@4YCI` z*xYC9ugxM3L29+h4jED(VaU`qk^Ow7rJyhBU2hho#)DI2O3d}=`X_fbaOuOGw;fm# zEoea#Ab2#G!K*=4qt9gRcqdP5UaT%JfWyGtvUkT?KY^-QIYgOqf|*f}dD19nCV9#t zU8d8Isz*#<&hTq^61S#BIqI%GcR!P$J}JSh>%FJ5890E*Uvozbmx}*a=^d|8j152T zq&+Kr^vh`(SNJh8AN0f2v*lqq>ZwwMuk7aDM4d5nuD$Gm&;u=P*TJT%dhN)b-=x`f!&XCj54Fd5lwPl+Kj4C-$x@)iGzgC*1Z0-x|&)8X51r3Cow5Uys~P zI`U0}i1`zN-(jFvD#jQGK*0hS8?D=Z1S5FE&6>^hv;shHK5cc0{RqHjy}o8w%)JDnqr=BR47LttUD_@; zBJueAD3|qKj#jvG;T6wIIq!{}#bir2x^41t^pjmG?}VK`)VDG>b0(O_-xj>jM4w>n zduE!^M-yrtl98}AR@H{EL`s#1aOhMZzGnQnjbbW)aAbNp$@*|sKXipDHI5DKYX#fU4d)h=@28(Ea69hiN=AL{Va~Cw?q6u6;Na1Q|9^% z*r3oNMa0r>HRnawT{@_>d4XE8Dm(3;%Q$k@dFC)r`m@~*UWIS)CDmv<)4kJfUQdCx z^CPQOnr+!8{)e2z27lgsaZBgc-;c3)tUG^C)QY1MV9n+S_%ZsR`0U1}ZBj1K`|Q0a zq$lW_DZ%xKTDf%qjjF5T0p2N2GV{BH0JLRS6^=yU*|8ZiANj9KkG0EH4INV_xe^S6XfE!$b4ZNwAXtnSM3T5K-7qynwV! zt9dkgqPgE@G+CR9^f=_kBeIbj$Y;2?t+Up3yOz49$35=Eh8{HYS;Y^;8uv$zqm@`6 z@5=zd37T?_Toeu44=OP&vJS2vzvKHbGrKRLJSFG6^s!sx`nc{IJbF2A8Bpc;b1fi< zAGh)uR66pb&feuF161o(%OPC`WmVvb@Qon@j-xBJ_m{2K0>IUeHK@AmJo-M6Na2N* zT|<2OWS6x@33_h#y5bxL8>6K+bv@x2+4Nx9KPCeM=*gSx1 z%b|MbPI`MK9cvB8*kvX6*wLZJGQb<#wAS@L^BZ2@yw8+-H43}F2}$1CoDgj=4nXA0 zTAX@k7X1MEWwS4jDxO$!`u@{zZMNd1eCq?wN$pVv<)jP zcS;wX%`Bhj=Y4d>frx*6Bjh=1i^%-7ILnd857DQ1Ayz%F6U{YX?s)jOnDCYSf@~&D zc>zz|Heh}KGCv9AH8izAjY@lb^dW(iuffn+W#qXTF%dZmj~@Z;85bC|7T%(c3aSF! zgR@C}Rt`MPYgfANk^uEn^B6w{r;pQEs@U2;v_TJ&1j;iwygT5pS8#1uPxErC?RFcf z&OdNaL)q-FSJyIglkVeI6=#X=`1PWmZyofd-bz_lI-Q--Xd^sOpaxIM)}wu0YCRuXr?C$b1h$*b`2Wc3=fU6?-&(>X+^kiIxl?p!w_*f(j82sIr?r6jnRGyn zBhvwWb5ryjrqgyrNweWbxFXX4sa|00*QWDt*#*TWO3@X>bN%7f^4>CTn(qcR6^0je z6Of~YlgaJDz1xifreFC25VVIb_oQj(2?QxKsJES?xZE8zj&PF^^#}-WO()v~I?%Sg z(L87$On1Bqc71v_&=7B%`QQC@vnJiyvsVBN=L_s3K&j$$Zz1Hp*E$REnOatPU`f0+ zB##{;$o>_Kl`@XL_cMVGRSyAjId*wm*r-Qb&|%j%w3};F&K@a&nC0zLZN$rO_G0^h z+ZCLypbD^-4}iwf<%b8X1}>`^M%nY;$aV|V+r&>$wh1})Ttn^Tw}wCyo=TA4%Hh`> z?pnQ1kXFFLoVjl@AZ*dw<*ybN6SX}O{y>*w?82eO^uoa}n)k6us+UKl0)Efi+*CAD zKbE=Av9|DO#<$kw+%ZV3{9upP6;v+#aMk4Cna41KV>FIN4{2`C*6DUUnX7pIYWJu$ z=z-k+J}IY|a`Dz62N_r3MlM;*vKN<~Zz1O(dL!19vjU{+ZW)`qtz6Mhr7)YE$sVYwmlL~ zXLEG}5+x*{R}=YkrvYo#u5%3=^2gB|Uu11fTC#6ft5N%UlN0qgLA*(&LM*`EY>|Pr z<9R7a+de4917(LR_?!h{OTNs&00(Rld<5<-4+7NprIpYrv;dNwEk(T*8;g#$8!R}{ z^_knD2-;-5$wwRP*ByO&-?bJ%^JGRT#_4YPvDrb=pJ|R`9qh&Ynlx6f8DXPfiC{wT z3bePlgM@0Y&a-9$b%gt}6c?O_ZQn&S3<-U!rxBNO!dY|EsMM#bP`)l+6X8UR(Jpo1 zt@%{4G*G1g%BY9RZZV!Z0$dEq<)Yhved=Pmx*Tgs^=yDfPQFfb3q+W` zw9oji=Ptk7f}`(h)prK>fGf8SW%fV1%R&+eT^6rfudIRZ*jLF4khXnmcx~v$-P?QU ze_H;o`<PDGkoH&>xuo+lwMzXgjWHpXUE4?$Kof*`$Z5~pJl^|Q1af- zY5k`S1aSmXl~Y_p#@hL$9He%8*b4c^O^C#-?^BsrR|J1tS@Ro`(Hp?}ykGQJB#aGr z@SkcROf>yliR3u`;_Szp!ONjPQCW&J?TTS+7LYdaY0R7%N#C8X)tBN>^}LmKN4sUt zNichn#nJ3DSUg_!HKy{F;I@l){CRk3J+rMtVY>-3QRmf2KA5dm$Sg$(*K`=5+d=b} zB^%A?8GQ84H3l<0{nSQG&wcG|n*?J?Ak^YK4mp0OO zez&Y@*>X2|{GDdf_OLC+>zz8kVH*kW^rxoX`I~g#ZRM8q$uK+`7pk>tz2Ilhu;v8i zvz)HcHJW1p6vR=(MU>QyF2xaVKOT!I$bAe~OBQzlXps^}u*qB9U^Lbixt|x^jxXw} ze>!!BWemirJ>Ie^lVPn%5WAB}Bz7NcANxJcpDJLw?Y=mHRzYJXov^3ndzfK5PnV;3-HKtWz!&GmJgHOEqTX(HApTuVDksLB?*Vc4Bib6&I#6brZMboaIq zU0?*2OS_-ubjV*W*aZv(vhsO;uF~eARzWkW5*Q;|nV+QaVLLFoQ*XmfeLVp8e#^sG z)+D)q@eK}K9k3THK*-s-GSzAp9XSk(#W7|A)oF|E2KjjxjbmD^{km*KtuqjBnrY?N zIXY$UM(HVUaNMZvjp^sNdV;l*QNLp%!0=<%*eS)6*>Is#IWpPH097G7RCIcR zKGHg`Gzm}1zKGENs-$cdOev*6Dr+^=%A;)b2klvu=_s{Q(;F`D>kepQzoc6v$dv8i zIKKF=2ipzZ{bT*e?~At?-q`>w%tsfqZw)hJgN^&Q;Z?Ce^((+NdMj>P*KeMPGLm4u zS8mQnvyb|60KxFIP})B*vj)p%soQhU>k;b-eFwaFaL5n|asPx7CfIg(_5k30yHRP` zOmXo3z$UfO5@eq?tLNyJ&Nk$->2Ka71T_xI#0LEL!7Go`<1=O%1X;DzceFhH-arUG z-IJE--e~;yXO;~Wgl?P$`1Kqzqxar7=^bq!G({x6JBjJ6pt5g?YcF}CO zw51o>vG%hteesyD{L|&H^{J8#?6KenKcM}_;q)LzG}uFnu*$`ulg=ICZR$C};+=)P zhAR93+MU7Ou)VkeOE74YNV#_|TtYeqV0#LLH!saW2ju_ki$O_yvkYX<*?b!V_B{^h z?=Pa&IL<^sFv**X4ww{xapA^%0Xk|JdHrguB}cC>+G`Ht83VC+^@TP&aLg;f7+_pH z;6ekI>RIvJ{!XPQsHC$VlztX)bUH!66bn&M8(M_)vWDrME@>iVB-B6D^@=w3Q@sx) z1cl02_*SUUE7+D&|8ITKsjR$xx8AAfCI@27FR1ifn{{R zu~T)$-Iq`KVHVGJVih?ZE-ewfzS;7rhxB+fWM3A)1m&xx{Pa4^=YXU!JF3=1N|-%2 z-T!rKlpz1s4}8AW)Cqh=aR?^CF%^S>GqQ#) zaYrzW?hoS%GjJAN*lZyFW51jO1@SPy&7T&&UW;!lc3TWa5)dnn{f(g?Z9C_zS>V|GlJ{L*&i5 zi~Viw0nnFm-Wf-=T)iv%QsMqo2<5Bq5_ZPA-KkC1GLR@bNKP`D2-l1JFN)K-A_*`aE&49Z_X? z9Uj07?=iV&q`(X4A3I;xN3WJAw%!@jNu-L!hn-sitUADXgL%sZQ6i-0tWY)hj!yfa zx?)Sim}YQ16r2YgK_Jz7IlX=c-Pv_}a&H&)u4dYF06oYD<)q!prK#FnCqr&~spJa{ zPI#C%F5qPr;GC6-EBPE$^l-Lrc%{LO3&8mKZ?#oQ86$K z!`G5FEsCODNm5E$g)Grx35h!QKi}NIoSEjt|9{{6J`b}(ll9RDE+;bA(5_g2)I8$T zn!%uF)!}jDyz}qvh0<7FU-B|Ur5=(ss}2eD(FOH4++__KfjO|)h6K~zC@#9RT>s&Z zuaK$fnA-I!tD5(`E(gRWd+;x6+Pa|KK^X?!m1NsyUrVVoJVgoGY9=fB+iojgbOy_Q z$LB=pknADf@E%|9it&0^A(i0FNX}d;^MD*zEnb=~8ugX5NSlpTYRtl$JfvW)mC*`P zJ#7uio&$?nhlh`HTyxgMIWx9|m zoxW4$(z@H2^HcbX3r!Lv;36dTtMc!Sp%i>e!T~f9s!=~h>{F> z-j0xe*Popa1U(TTmZjjGo0UIf>G2NDKiC4c#tLAS~8=ubzx}uQhUvTtaZva8b{pW=vd|4?& zc=$2j`kDMg{4R+!N30lq&Z?)+4OBZItJz<2FYQO;ZeH5)uV`|&+CoX6_a-B88%_?t zip01d(C_io)#8rA`o~7LzM3e%SK!SbcJY1ui-i*<9uz{4Q*M#|W+WSRb<%1VOUI`C z^U`mN7=fhv0~SO$z50mi8BP6d%4qIO4(s1!m9gGVZr9BiZSW0;>i(wt>+aDxeTO`` zzxPz%xn@5@b^mf9L{+8dWju`kFz-nJv3C|Q6DN!O`D!@-ByKaJ)gD6han3HhiKD*r zjf)sOK;uL$hr46@ag)88wjH6f=fa%R#`E4?74ObFH)R&R%;<9?yPdB=((SasS|l}E zTluPgx}gtq`uVLFUSg z3Zwf`Zi3A1J-d_zZ}#=Bd5xPKI!_#!_#$7gB!;@D7u?e9*i0wQ4W{RY1r?*mH}5VO zjM?F7XGz~Wh1%Y=gXHx7i;nk#k@5Waf}Ee2bDD}=Kkf>zlOD` ztls0r{_$IXIY1w3(=shr9ETb80gBX^K_$MNr@R*KUBI+;=l+c8fs3c71yUC#yH*Cg zc-q*k2-Mlv7JsGA>0pq=t<4{|7BB^4eu_PIiRQ7;3MLNAZ>0$S+YWswSMP9u^S|9I z4>cL{(JMc$@r{=W+FI&QR_*A5U*;}woNQj0&uW$=v4C-cP(AbA9)?qLn|#MICJn27 z98~e>p*TC@IEJ{|CA*o~b>4O$iz@nY6`(*TbqU%m`bZSj>8z70eB(#|*Edc-3oXDv zYz|9qxhx$&h#>Bt1-Ch>qeuXE+FE*#7|1gU$LCu+zj~GP)3*?}gAGD!1rCQj7Og8S zB1B1|JXJUA0b2scl5BGHU>+G*;oVqBCoU(G=hmwA)L^@Nzi&#-*IZvGvpNr=?s3(A zHnbtPV)K~(J|SZa0wK5FiIE@UT=AZRM+o5mQ}FH(ZFexp4qWKprj82X4xXk~A*q&}8(liT=DCUR>De!at6!65 z>GAOVZBM-C`12BaM=jL93x+mo9MEYNwZ>KUuD73$d38z)3t0{?-j=QbG5fT~?$Tk8 zKfnrGz_yFBm;|lD#9-xNJ}Ipba6-QM*G@g;2M=4TSg9D4T57xX$JT`6qx1qM{-O|< z?MYuMZuZqI1zU0d1+XRKk!aNz{Y$I)ke&3eKu6mhe$*vX@!Xw?jvz3w*2y%nCa$rn zJ^0ip!7QCln@|B+{W9sQSaz?mmbaWy#0N+?yqcxQ4N=Ou_r^!&exOdC)hjF_tWkZo z4_EbIgpG5ZceS^?oP^_oUJ5sQRjjkGoI1>q{Rf%cBb9^M|+k7xi$RkYYdy5ww-mi zPM@l;v){@DWV_g02Y(}pd%{6s;=N9U!;urfj!*Hl8&?s=5q@)x?D3N`tmeY3>I{7q_~L{O?#*3sw*viUVSDJG0|OLuCEksTxR+b= zYh9Htw^smGls&6X1mx2Ssv#+jsBy*zv+(@q( zdu=aQk7_hIR%Qz7w;vC=f)dYs?`+Xzl1|T+tW*td>xH%aore%vZ+$KV2sF0l+q10s zHBE3Am+NnS?(EL>^)9G^GSK4ET?u2J`@;ehY(0={OwvLR78$Qzu~7NQzBlQBcdg!C z`tFOG=;tTGH8-~+^Vwd7Z|l_CMcnP;_bL&%{mL}`ybhkz)BFCsG&w-rj0!to6pSVr z-XAVlW(0$e;LU!9Q~Z02Ggw>J{4#c7yiFGFbh@4!9LkMx=nrG}l<3n}*4)1aKF<_D zCze&-kIoz{*n?UVd7c@AfRsU_wM<2Nuxqo1vP(Y2iFb02C2Q}RjD7~tcu-oeIlgke zGwZoAH#IJLfuCNJ=4rLu%ntd(uNnqP)1h`H6~ebC?D6uq*Dit0d`xj6bvpclkoMv- zRm=|Y0J3HstNEU1IYZC%-z8d^4$6Ppw9(~OQfW9Fws+Fg^i1vY?XlmABKSh_ux zo2;<@Z!BfYYw*6}$1Rl5YvNitT#&x^fzTTaI-kYoq49!a$K%)H-*O&*VZZaGzV%Hc+9Vz)*{{S%0FH|c$2_7elXzsmR2{JXXL_7>$I@q{#Tv3`B!_`Z_4Eus_?JM z=NwxxIxNb=65b4gG2Qxgoek+(EAbV4pC1b2NW8D4^xR_J$3@NQv>HG2@Im$oQ&@p} z2lQ?m8=L91hn5~*HkW?K&;6R+z!|d}U!HGoIXSy{gF5e6e)3Z39(fb!J;WHatk1m~ zg1lLi0yg)VH9mUWo8P!DeEq#~oFoM>>z%GH{TJlH3X;76#a3<`TfI3ti@j%FJY}{} z$f6f|ss6%=+5TG6toyyHLMjAoEDiCA3Z%% zrKvk2+r-}Mpeg<7;Z|sP)*R6~tAyOL*Iw^h;M#_J6AIg6atF&qf)6h7B;E9gQyVT%EXl+@m}qAq*Rej)b)e;q(#ht7Tcye_kX6o(3Ttli zi2h#CLSJ81{o3dkh9CwA-Ps7bC5S(K!|D{4RT%^o1{>i4HoKW4J|3I6^M)}v$+)+_ z4yB29Gi{8pJ!)dFUe2NdaEA-zDt&GN0pA;J;lzn_O=O_&D%a#WJ~;52t-4#FJa5kd z9|5+WU9?=T?zSG&AZfK9N3_*t^Kf#t3JR!?ng#N<%WMZKGKcmld)d|YB7rSS>tdT0 znc&lp3x0+iMCY!0tsst>EDu+aUDpfq@6UGqy(e$k+P=<@(n8m5AOaWx2NSbw(fb|= zJz%P}QWwM{#Xh!M^)>XkJ+X+|XdYUzcQaN695Tm~(|8&?oxD2Fzl8iK8==C6-()T~ z)==MWFirl=t3&BUJ-Z(ITm*OMRqO|6Fm{6$LRo6v=5SniY+z%H1;q$RTu$Qt(F)d; zx*YEcWb&zf4po(jN91!8CyeyT$0xW8Z#OMZ>Ux_?YqV|uiQA99v~SyXx0TlJmHzZf zsi%$1d|&MS?*k=*<>D@nuYZjS4FRL?M4~h~WXQ59YgQHkq z+&jbE-&WH6{9CY>n;c$F%ze}|H3vt`+-QQ0OXb8%N!ekvy#@Ay}n~QV_-8E~??z1!!dN)9>THnH^wffoEv!Ymgk9p4- zQ1fl_tLp|WXaFv}CR?f&l&NR5wGYkiVVA__U2=AhS&m(#1HQ54sNP)IiBay{&ts3h z`0$(pb;A(Q*JT+2p>?Lvm)zdb6M~Mme#`=Sj2?MNu>ICMr@pPf)9$ESTP(6R^N5nUB#o80f2*nA z*SjQHCbifh+sEI;DiMKdO#9{8AnlfK-JvkY%t8^zr#JknU!iu@+}RUG`U(lSk2gc4 z=EC{G_`P?7N*72$)_Iy+4U3Li_~P6 z{Y4w*tsOa@Z$M$r>$U-@F({UUSr@5!dJ%i^Z{#~lOXG}dkCw=lMv^E9u_5zX=q3<@ z>GYZsyV7U4a2xSc6R=}uVM52bZ*#NGmxBwOid|!leuC6R_V8}+wObyEdn`YUieGl7 zLet$KfOz7Fzg#{UxJLJ-Bh@$axT|3j^oi%Q(IH`?4RuuE$-bWfiYeSy{aO9jCziB~hjOWwNC5){2;mXD- z-`qOXXtNpHGWA$Td=9I;BjiWvru(e}C8432#Ui_5vk zhS@yK)|J|vD}MM?#4mP?&&pYNnENdT!U%iu2;{j#BZ_5;~yLBEZ~cmAQRKx0nF~!|J_@ zgD{pHRW9oCJyVZn&OfZJH-ThFE`u-9;p&9#zv^St~r*HuG8f^lHI`OW`@`y$}35zl7FH#Aubf2okpOdRd98yo2&0$Mm}iTe*s0 zK5L_YU|{=Nbo-veiyfzolm;W$i)(NqY)o^?0eZpodrORpF{@+c#Z;T>PV<(_Ij`$m zIFd`Q(g{i(O(62z5$BE-bX8oj<#)!+6@bxDe~T$tm|w-w`eJJ}ee3LcLwd82s#1Hg zO}6Iny54Bh{sTB~rr+vQZm{A?c-)V)CEf9@HnE}3OZ+Uh%vbvhCL{tx5~IP_D2n;V z!~Xy%^j>@bH)e&5_gRDlHwUbiHT&JNma;sr@lKoaU@vs(=RxExa%+0b_MSPUpv=&# zwtKaqD!OIkQ>|VUKiOjSBB@pLHlq}On6#M<-)mI@@VFqJxGYZZTCQ8Ou)_@jmR^7O zOn{$jE8E#k5Lzs+-a(Wnmq(fMXi zdUn7VwhGRURp@J*L+4!y-Q$XhTsEjy0aub(f?qw?>NjVN^=GN|VGrZpH}}2G1_brZ z!!N#ga8+}@lV+G`AK(*SE?4zU%r!5$g1o-`Bv8?q+o}-E+glOmkTdyj2HAag|5Euvuw}2

nvN^Jfg>Y zR7ewW#7Tws-E5k<_s~?S{s2CGi)-RLU$>Z=;|L+OIWc432gq!oBq+EK9|mQ40a z!@+_{iTRL^WA6P${P(RmuB^&(tylKYD|2t{_`kI>uC84-^_=^cD|8p?7KjnE)pm5< z@^#pWb$+e(@!tJYyT$Hbt0d=$Zv|!QLUGbBk%eiPys7v-T?nr)1Q~BbQ)ex)PK8Am zR|>5PXDn(;J4KO(x*Y+SNPe7pzD0Yq^g;^j1kL6;s}YdR8s;ld2Z$C_r0sUg9~#pd zp_ee3|F9TdiM5_^HA8MuV#Wb69w)`ky6;|!YriPI$~?jTHq{UDUeOi{X&~i(*|$y= z6Qk!s2)XEMR$0eC^bq83)_C4=2jIWR&OIs0!Gkk|mBL8+gPw9y>92dsd`?}K!jaaz zh^DmW@qi7kciAbfjC6xIpUq{xONIrkc<-a<{wkd#51no8|1K-8`rN*ApyK$`+{4K0 z^A*&U-a>B>HvYm2dDfr1`N)L}?5y`~HeG(7_Y9<#LgQh63Kp#R#hp6U0gva9O^Csf?D&+`kZmnwgbeEn-Ut&~fbHBTMChQGC5VR5e0QRnC~)^Fp> zdX$r8hk=0Lxm2c-YzDW=G5fdW4>B`;?qFt^T|3p*((aR&lYD4kFAwFAzSOItB#GxD`;gx(3)=ZuVGzG{zPn zsb}w_KGH8>YCqffVXxY(WBs}Qd}&*8vt=KJQ47tOFFJZQqkGXvgqk14c&U(hE5Kjh zTK;7=Lk4|+U`m+M(DqZp`Sn_ybh&(S5)Bf&s`p9-VLbpjJ*^(5n6fLK_nR*_f9maQ zHa?!3q1n+c6ej8Gj}d@v25u!@D71K!grEUBRuVPBC2TDb!o}<|k;x7p86; zku?0#*AQ^e#JN*K>s~qI#+Q&7_nE%nzLg(TyO?2H_;XsD&g(POWT#U49!4DSy7&Bh z_%~ULmBiHfzMs2?MKVdH=CY~Vjd(532S8I1&*w&uc?{{|n!+KewX-pNo}HS0O>QXb z=@VXzW~0d^t!dJ`RRrUB*7YOVsh+4NkTewhHO%t;?z!RLJ-~hvDN#i_$J6^a-Q?{y zK7si6;7g0$+-K=@SmJ(gDau;kh`0|`9Td|>%U6Fodws6C@7c&xwto{E)Dd|Nk^uO8 zx(+qmK%3Zf%d2i9gqEf@mBLqmt?==(eai`t_CD_Tcm|lBs-@-NpjPc4TpFFZllQ=W zr!PfJz5s<7jr-D*w)Yo68o%P{4Yoe}t;T;JePEqeU3||~nRiXz)028zBDch~0-*ij z9#moEuf9GO+}wg~+wQ^W_8M1oa+8*y#qQ?zk&&_5eEk(4bO42&RN_)PU+*q<{~B-M z8Gf=F6_tH$xql6%*leX6V-Gm7ZTk3H zqRMiRL>sp9(K_W_PHK1D20N)VmS4IN=0;j`pVTu~h>~-(ag^Jx7)&aUJ31bW z%GLAWn^hVux3DPvm6i|xE*D=XevpUkoBPK~XY|=qW&|wwx#lrEbSPhLL<(A|xrWYM zIiOuhZ=9a2?x#BTe)w&zr&6^UN(8CeWN(%Iwpfzh%WVZFTcI~~%U3h$iT-W0tfjMe zxd5U836->;!l)e$a`?`~>9Yr{z>06{6+fcT7?+jZ+!+MS|9|;!p9gM_ozd&%P5^>g z^NvL1Bpv*CZ`>Ax#O)~Nsd-H1(^fRRY{~VhGTA5y9!!kKzF0BAx?XzYf1g*Fklk#t zxz5Mmc(L~n+dD96+cy8o{WJqqUWMyn=tY=gB2U%0=Gx|R*6K8}#}G^VmEjji^1L%t z_TMdi1~)O{jqZ*19i0tMsy|EA01P3iXanq!tQG9PLR;j zvvjU(g@^yx9{p$kX7@<37vKCo=*6;kt%MzltG-;vS4-2UC0OEEFjI>~J?O_=$1Dpt zR{OzP+avX?2;xy88sf@suzWjJASx1zc?ZWG+#TJk!JKhq>RUC5i;KdDv$^T~eT&tV*cP1foIKv!^sHl@)5bY)rhBk;wiiqDa5M?vSITv% zJAW0L!Tisg>!kOw?b%Hf;q1j?c&x?O z6$iyuIv`{UpmAWN!LvBAM^)vqulqWG@3@fbuGaprXfE<}E9Z^Y71%&g)Z_tEwsw|p zUtsFNkLLBiN^|TUJA0_I9`B|y1tRXi01$g1Ff#P8X_L-S)q3(zd*kh<4+Sozl& zhFr_576Zv{NBj?a8|p1c{9E%Is;1e$!J~>)iN^bAKntouV&@;YSm~DPQ9Hm z)ss59_nx)(pR)a#y~rQ-2FukYg4edoPRq-_`@DZfX?GarUFqX6)9-LK_r@LmwayNe z>u&izE$4L0dsdhkT<#WAN=nkO1p^)E@TCTt8*gubs=f<}xbyBw!5fi1Ygb2~!lw`hlasL+M>QL>_UGmZvG|Rmmv+;EP?)sK{f*t9dQ8$CB;oToaomYd? zs?O5~eL=NHc<^|rDB(JNb7QRm3 zOm%#BEDF6#UwOIP_s7|2=9PZI4LbA{Djrn1^6@!60n;v*V{fe(>)yDNSc2FB2TToE zq(fTYEgFagR}=RY^?H0=_4h{6&$Zq1yT&ECc|tbo1qX$n+-B}ZZimf1G0!@erlu|) zo}+bp#;3(Ac$93B?YS5JX?wRCB8M5j{F{{~ys-S0FVQWV`<_;Y{#)Lfxxca7F!zRTS>Y92-s)$4tIqw~iPVOU!N2;b+nCkINBr>*($yl>fs+K9X}QRUh?G|B~*L!UqX z+qm>B<7CReld+-3#Hn#WS^u1GF~)7!tNuEVPuUcDE=k=y2(tCsQ)u5F?cQ-2p$RS8 z9&kQX)}8n-k6yq1XomAgH0oZRs9D8$IH>o4%%PJ+;2=X-T|J(mUgEF9wLWgM>q6H5 z^;kcfkNRegkamqtT|J7zJWxElbzc?xOTiI%5<3>p1o*?;*{1-%Kc~4VMv3RxlkqAy zm~K>la2o;C+a~mFzJqjA2d_h z(=M#tOK$aUtu|f2Bt*-}b3F~-TLG;x&B$Pcx-4W+0NVDvvRvwS+TH!YV?bX( z<~4RtLF2tPR~X-1`V+zGdDZOb4d_WP_KnSy4L6K$JqpRI3jEeRwK*80;=!-aUTwZ^ z)hyxtV@?J?%+>>KV;rk~`dFv)%`cKqQNs?TCX&lX-uK$i)LHe44R-Qf?-2w0IdNtX zo4$LleSG|W3dM(N(PhiW@x$@!@+lyg2EQEKn6Ib5mOY-M7jKj$uT;(&MlE+a`l-Bz$svpt+qdXh zMNhndLwYImU&7B4KZ9M=l(XjPnZJ~6H~|tgdO{zyE>0w`@1K>;2DrN2b(*(*woLsf zixLQR=b}h%0*3K3UFe4wzj~jG8f4#ohFrgI-{qm~8rMbGBKEmzCKMW{X!7Job(Yl6 z*GYuoV`DZDF6+&FeGECbAj~eQ@Zg(6_iopANVEEUVd_xnm#NjS@ai*%GJfsc9>dNZ z_`%aBI?O>#tEqMz>5&dPOn*N30I4JI7?M3{kDFs-k|hips&b;8cv96o6r3qPE)!o z4c?y7xl-cR(bqvAPpgOU*h>B`GB2kaZPc8WxWQY^`mbF6Prd{ejxQg@(i9o~G2d>Z zFrHN9QVgR+Cf6LokEBT&^uj5m_wV)>CCFip z>IZn_`nga#2QgShz3e~i-xO!H1JJC-$xYi9n&aCIN@KdU5h3)ja(|7Db2Mt}c76AU zw2mUTl$G5?KyHVj-I?RtZf@viyH!st!``sA2Qz_X?^er=(Vwu|C%(9UWq`K#N$fkn z+%6UDeVD&1Mf2ucxnZT~w8i~}?>v!Vcc09|V)q9r{^9cka^yfvP-gPrntN0t7tsVB zrNokl)*whEAb_KGTnU^8U!zm-WH)hb8fwbLJSTKcc9#i^V1SDm?^ z876|hB5U5S@Gf=V3-O-2DXtA)?}_~;*xBf@U&eEE>qu6>P9iwi+y}^hX=D7=FA&56 zTA-~M?dHBD8jn;GU+3QaK}k)=)0=oCxW8hnuC>W?ti011dD&S_y8Fsi?l5(aWTE;( z4l#k#(DO7OiwT@Q;061&kktUC1$Ted_ug;e&BimM+4Ul$2k~`j_qr$clY2ah zP>Zn|5@VcxFR>#b7s9Chq!$8EdNgN0PDvoFnW_#;QWPrh2a zOl1i|27ftbh7nuzdK^_Ihq`n?TEC~7#X-LDfHbM$IJH`h^#3GzR)bg!>ORwNz{} zlKf-+cDYVh!VRBdDKQw_Kl`Cb45Ce7oTv37sA73SRRLl?{NOdqcO(2rPO_}_hR7a+ ziNR~@pE|5JqX)a=SMP)iNFf#iiw5(u4h1K-lk>v`>1}yTs#Fcix-!HD)`e zSMf}2Zh}fPt$wR{cg?xU%N|x~_fRzy=HaZ`$v91ZZgA*CVZuOnB+A4YfM2;P1ROJ) zuKPn`@=Ba*v}-zzg%b432JtR7*&_1(Mo@zYsL6Na6orHQWv;q4&50M(aezHxw)P1o z-+lgu9B_T(;joFS4%$M@h zi-$4vl#MDi%){1|D8!fY2?@y2%>dcq><`ZOy=}@)rZ7n>p`f3>;6OmjWEvS_%CK?% z@P&8gkOZn^6eUb}5adobKyKBEU8%M1*O_`J-HAHIW{5bTHsuP%!g+QTES}{hh{$Gk@~bIV z4vQZamgdWJ{4-m5cJ-w2Vn1K<@`F|Bw`@_}byxygeSDwkfYw zr=4AJxJU)BAqF4qk>BqXxi~FUE=qc1$Kl{j-~1g@4NyI)w1J_mLyzg2ciz>5R~Q>( z#%*;5uM*qJtLK{Byd3YJ#{&4@D|4t_>$kCS4(b+ksAFtUm-bIk0l5^|5=21&n-d~!9PoiggZhmp2F?ehnmBP6vJIFD^mHZMU)gJ$0?qe`> z!u9p0nU#G5fMqi`f}870MT6p(JNoOL5jr81~!~~cC!W4$dX#n?@R+HU7bp^1-)ET z&Lf5Y)?R3lA*icy#h;fz%7RD0yb$gs{K&O`Ec`-m(rxu`$L0bMW}ec7I_*A1XOmE= zA`}8$nK!zOmiHdgc{JpWZS&H8tuh098#R35vG?hrjn-V67g?D6Mu#34@;D#^jozAy{v7DE?`%=E9e+=RF>EE=)xwnE} znn&>V`-|PRf()NaOZ|gkZLgP%O{r!b`P)_MC2V=Iqc}myaO{fF{iZbjV?QVF**r*v zQ?5OO4>N$>wvsly#qzE^kw&t3cRdYnh0c>4^e~Ob51Z5sg%}PttK2p}u6FmeL|yvb z-<4O9>9vL-4EK+sGhsIsio)=35e-UZhzuo3BuR!$4aSf}#rgkt-5+qzbDw*UZSS?d z?|oZiQ4i+D(T*w2)t2M1_hrJq>va!xdX@Bp$365OM1c89%sJS-N-a;D717r3bISTl zP7R;ORNPb+^K)jlOD)SVq+9=-1K^1gz4>*^8K{VYy1dC66}4Xc(~963Vk3uOxeOs{ zpHefMADY4`*-P^%O?@TDRZ0`s!=EXs_1T`hThU09G>^>zM6GbB#3A%11nnxA|IBKSle7| zt%D_fqH0q6j!4+6!%iVGS`A>>4Ily>p8fSxs01|`S9G)xdwIU zR_ZamGXDP7+->3E&)%2pHp#&+bn%;y09s*Hp#`ei#qwSkQG50b%Y|f{KlX{s2u{OaoV)TWprzxy3M`!i$l6?U zLHTL)hu`iqEa73_JCh#sULne-opWC-uiqA_ofwVBnmTSk#V{vmH z^ICboJG#fA*zhJGeL5`o0e!h{R*8xPBJ_mo;5Zmp`hT=sv0@Ri^@#M&*VU&$RPt=O zFA*=6yz-}~ihsQ#hVA}l-AZz( zeJRnrn`2+9gPCIiTvN?_sXq{8lxzI^fsR_*F z4((DU&I`WNrQ}_Px9)Qw*L(D=*eK4iIi;L6^i|;63)g(!k6+Bg3nlAJ?8tMudGD*; zcR}{z3tg_~`@%r1mh_#6x@G*J=>f5hH|QPloX^B3%S3DDbT=p=woZ^R>$1AE3m%uH zdVGT%4!N{0F|+#3Cg!3z^8PGwJ??6|`R8VhOH(J>IZv!`!IZ7N=GUSbvEwUIosmrS ztmrkf`rG8mLY2SNCZLk1Px$sdK;PBxl0B`u6L-*jmS#>;QoW>-+ZY17AWzv1ku89i z>Ut7TlRL$BOUcsud;W!!G1HzSY%uB%b59>4rw!oiv7EWSFZS!=ptq@sq@gJbt~6aE z9D1efNAIf3Wlx@+cquN+*A3q9dI)4$*WJMG#eTK5d!+WYzwB$fL6plEo6mHF1Q+n~ z5yR3K&aroKL+tzWhyU4?FM;oSu;kT?eMsSCszjfu5AO9{eMuRoKSaib{@LeKo?Oc+ ze{OEHQUTW~1{^85L%=vOU#H8uBbW=kpeJKpOC1dw84GNcG=Vd%01+#D*ASnhpx- z#Z_UbO5t;vEc|&VtH{B%6!n@=0SvaiTm0Vs#8~anrV>6OI;hVa zlehoM>*^z6`w26dA}1VTOjT(yNFQ9voMvwfIl4enql=Q<@ zNirg!`{TtyS;=el&A~WjT^TPHsuqscFYyUoWCU)F8GSr(St3r)?|epXOk@0zm+45% z&$sNe5D}6vtY5ZjlBz&OC0-}!MXm*_XcoqkxPi=0FgdOdx6Fsl<)^2Leg15K?jgLCQ4Ak%d>4!|UA$y5)g+xAQuXn5;HeR~L^57&w5+_Ge}FG}r6* zN?B)~u=aDDZw}NKe{LNYC!>L$rY$hPZ2JACw|~>bwakpf^NQ>hy>n&9Ups};!XET~ z;;lgcdfs+o738pj6^z+-elIPltPL=o5hJkHsrzQnQEPW76uR~NeR7fxpMf4~wHp~J z1!zaKwCEE_Mcwav_`-isKKcB0=*gy14(AKxeE9p~z026Ag z8i&gD^&x*!T%7Hg#Xduu5|b|J>hmrO414KPOr-Kc4Rg^>9N(VjhQ=v>MsvonueC}( zC$GURCvDa7-ci-Y{@OC=%3mx{UTYlWluZM9jp`}WLbp|DS&S9-UznIW_C_ne>g!mKfz57zQQ6GCj07uNQb{R4JOg!O zP%6AP8_k}Wm;C4NBb}y7yer(8T$g;I@^iwmQL-MIN3uoo2j=o(l)fwhPYi5xw){FTavE}H!v7pn(t7)YG2reib zGz8m-MINT>u{8hQ$N56>qLH9VPp^3O)iTQc$o{Tt$n@7)ny*J`VBKrRdH6J1`3hvV z%=-o^qH41%E};=w?QP=eaaqC5#_78`pLIuGzV1WD zbxFbp<%KJoL3MEb(&4H)$6@>OVLScTNl9!svGBa?-aq{WoA1Qww2M904dZ+k&NaEt zkvHVR?>4;!la5XVJK}f!+#|hKh+G#wsx@X`ORk^%r=ASM-lss*2^2TjiA2ox)&6E( z#mg{H!g2Y0FQ(P<&d{yj>VRDWP?S*A9mii2Ka+B#KCP3J!`QE?MQD9#&Rq0!fC?OE zkBWLRo_M*&s=av*GA%<8+>9#RzD;=V61y7~QEKjm=(hxU5=#)RqlS%y~U2*B}a??168UFJ55C)c59tp+Y*P zCrs&GlUXV!$))0J0lS*}*Lq%L-1)MZI`8V#h&F(}n+Kpx5?11%dsr9NMMd%#6S&O~ zP^7n;8sAW^i?w)#+=uD5<*JaAqR+C{odir5QSKbR;Kihih2YGoxlr2DYxnnTH+odJ z!A%~}i}Sp80LkvrYPL|av$9%UXa1K2KRbVWBMX-&$71ukK38cB9DIM_c7_z1{A{~A zm*$(U0u!mR(6xijTkIHd6)7i;7~TI7K(@brXI*`^%yBy(W*kPvG1NkvH`z&E7csj!QwfU zW?{a~4!-_KQD{C<%i(fyQzg)5*}LOPw@2FHFsh6$NPraF*}&6IV|-Q$_cpi-Cg4@{2J8c|dAfl^7Ev@~m(RaR9oYuAg zE=*4(o}Ikyrm-3z30*7dl^k<17FMa`%)dFu~3L{b#=M)l_9ih6FP-F56#S#YN%+Ug_$3aZsM|R zO~;b#FHO~W>rp2Q634f}hbZgYH*8b^4tp$MQn1yyzw@R)$qn<)I~ot#=jv*jYmm#j zbE)b_or64Yb+;$)^0rZf7oIX6#>(ju9Y!xWNKEw^0Gp~%O`Q;&z^Ag1`BQZaTNQih z86G)3a+^!+8;$OVrH&Z`CAt-foyzms6JMT21#qsk{>mho;h4)A$jnl zSJ{|X#|GH?Yyj3N_4o4y{vd2lWc}cES=3tFj-M;O>eytVI~k@=kFymeBE=tAO|B?C zE#T`u#f<2^Ysk4-lEOtcIK2PPYrJ8UE4TxOza$^f(SnZ+Ez+l!(G8DG`6Wu=8Ljhn%0G7F}|DLDL+@BhUvsu5R z$1%sh{)&r2z3wW-`S(wPh%ywBVT(Oj1~r@Fm)3Ax%K@TzlZGRfo~Qo%Du7FHTaNQY zU2eNa4`gg1Dx66u`-z+3nfo+2~Ux z<5n-NsGz#qu0L=QGT#uqT&k>Ee5AYdoe|!?a?6J#+iB?KcNAnqhsaH}*`&VCxS7)& z?lJisIz{2eS^4^`edjRQO9>ekV}4e1c;>fwbr>voqyD!&Nn<@~>8p}yM5ik3T8Gi_ zj*Lp(N#k%``sV7rYhG&BByNo|B0V{4@>z=_zqoAC&8xv+pAZwGVeSXh`tNwiy#g43Sqc&B?A^8^qOWE7P-n>0p z4G73uH>D-SXFCFxMEAb<&hHR?%pI^PC*X}nAD(K0#iAo-xzDih(-%Y1^wswvI1%pR zv2=RX-ScSdQyqga-z%`Ibq?Xiv9Wwc=6JGeIxQVI>;2X1*O|j;Wq?V?6m9kgeAg)x zcIh`1N<|~S59ZbCrmiPtAt19RW`OQ=|UBk_xAjQeIbZk@^0Zt8HTIULh%!MFE;y)`t%iV5aYm! z{{8PVR#fj^x}1xP$Lxn*&C-=yZOY?aaRdRZtp&2x>~%oW95S?E+#Xxg+~wv%+=_`z zikr^|WiDmPPAoF(-l`Q@g+HxdwBO8^zjq+YW`{wrhrpf=4$dj+kC}0+%}qD^K%rj4 za}DfcQ>r|jh^dU->IZ_)m*>mcQT=SGWub)=mwl>@W;$u2Xv$Q%?#$$e<{xY2=Ky{` zi>rRM_FCh~(AdazbP&f=ol^Gnw)a5SsKKqG^-5?AQmSw`%-zbQMIF=5y!{>Tn|2pT zmS%wYqh>~Dlj;+|NM};mjIA$wzJKCbN7@HYed$S~C3!h%O6rs_gD3Um9oS!5e0R(| zKG1XgDVg~06k)#ly{;4LXP6u&{SvmLbJxS?`dU9TM4znM!VR|PpDM)mp9hx?H0Yqy zp+gUruO+sPzNOr#Kvhv>i7cvDngXL6j+!ZNpZmeM+(eF29mb3dDo#@^0DHMxd6zFW z>NNMHSZm@KReD9YHDtdh6j8hNHTI6G-6mD3MU_9Uq^HdgH*2N-O(!Bi$V$U`2k-AO zw$B2>P`qmm%mmqKA&M+$0UY}v>ZTU={$*_O{-U#Dx4(Fq1U;5{>}CoxN1&uKb=Gh_ z+MkZqLm#r6pejdF3HSNsEW9aId#7BR&yj6*thzx9L%FEC!_8pvb-EXRb#ku2#Zyj$ zMRJ>W?D+HtvF=6D)m}uWT~530{DFf-*TGp>I`Pf-RnlXVUh!NheeMAIwTd77rTt|9 z%APhr@I3UVWwgVn{TM1K)4{2hZzJe$@R=N>kp*QQM4o!bHk4)XYwmA+>SZ7s7kC>= z8=1oTw{7+Md$bQZ6o2zJSrWo+92=E=SUUkDEm@6kH+1#zayq&DbbH^{MTsjOhz&-< zap)D`^Xeem?xAS(Y_=g4XJS}(0f$IZJ zyCWvcWun=;B%d5QGemIEF4u+FpQI)ORR4#$A`7VmlcbcasIrh6;6+mP5auNCs6+8vP zoI!7WM0VcO0_Hd}+C^l3IPd*|;EcZ3u0{24JJ`2SRj4B4-f;e2C+pX8z7g!Ss~wO? zaQ4zRyO>ldoZUQe_!C>=s=|PKExlYr!%P>3cuYM;Ev|}+_}#7_30%={c)L-aQg$)W zEBmy&N$>)W4Xz~YB+UI#(wzJgjp@g|1s;X=-3r*^(16aYC+8=v@FCy)MoY5D6dk?O z;h=NZdyNS;%MX6XO(8W3wQOx#7%+ftMDw9NrL35%EBk~Oa^(1BD_`>J3DK~2R6Z4G zA{(wo{4Ip_$gbdXG*_#j(z-+z)$2hiG7UC=PU}73LqXhhx;z1&bO8LQsMCs&=U-$( zKtpm>s&A}RfL~oKd2%TKCTn=sl3)PK?G%tbCtj2gb;SIvrF}eIE}eD5x^0<}CfJZY-;ba7rf{FIq*TB_ot>m3j*vD&=Z8P6s%Yj0b~RUbU*9d!1m2*Rj*nfVYa-tpa-hLb>A-kO6S#dpayfaI z6-RYFSABzrHt7_Q6jL#zn#~IKO==I#&e;=#=&4lRUoJWQa$(=W$0}QXQO9;+8DhM9 za_IH>;zg^NH0=F)98DW^?L`2nXt*xm_;O9rPJE^TdddlIm(8xBROSb@>GpObm$Rf> z#I(ufHYKsYdr~tSw^~fvU>PirVWrTkO-9$v2tdxaXsd1LzlNPIK(=|I^M!pIdL?;L z_77ye1eK5ho#sxeV`dEx^~`)tQmvG_H5(&H25e$}kL(xF<1P7TNHskxi%~6EOwjS? z*r`^mUK75M2dzap2ym3Gy`xEBP$yScOt7Hvn99j@8hoio;_p8 zx6JqgV0{Vof8)|&?XT^UeQCICCo3)dp~6Bihh90w2Sk<8n)l45rOms=U@{wG}bDBD$hYdtxSfaQ>aObx$n!`p>?KIFNF>vIof(~Zs z&ZdHvr%3Qm4D0xEFn-VdM!CW1cadM!PcM)-6BG&6RBbUIxyyx(rX@X>`L}jIlQq0`R5}OFFf)p*;odG;tQW7go z47)b0-z%$q|6av_ez3K-v=FUp5QYND)uZH)LGAR)4*|wUyPr|Ij&`?p=Rn=7jb~Hu zJ|V**nYY)JGKO5?_G^-U_W6O>zKs6FF$in%NnaB_z=QuB3}ipXIGtPBd+Rq*F69%T zKPLF_9laSE$DX6{IEA;Jc>Lm~*}ZF zY7OFSS{qd4Le8#VBJK1Hy7sbd)ZkUmoNc}pY}-_QrnC!+@jvn|aq!D&^n%(NAVCy-pzJ6us=Amk@&|2F~_X z#g9JRctN1G{v8%sblGHpj_;dM_tKc_-aLgYdfO~f?=GSIRq-q66VBC+0E4ad-rKLq zW0Od~taD9s$3S6rs}kd^CeG;2^@3IvM|QVEPEh36P{ZmFml3gzE;VM&G<{1}k$wE>6LdHKYgbMV)-KP-%GX2s0QFE>3&t`An-$13hV6Vyg(f(3 ztu|&f%e`;uz(m143$<{o@S8Ey%f_-w29QNm{sD(j74TSVFl)qrz?p?u=_EfAKV^){ z#6y@12B8oUBMuoG(`D|#Ws*cFAwi*U%EzNsc_6hszETd&3UE;HyU! zt5m$dM_%j_cuBY9KYqSxq^%nX^Q_ZFV7^xq+dHA!QuhM@A5z_pS+5TP{|FRjPAIjj zTzHwpE(}&SC-$O2JA2)T`=tPU3f`J;a`enW$u^?#S8^}Dk5-OG2Z7dKg}%P)pu|y_ z-i!(biJD&~t{tXEs(3RnDXdj|ob^dN!ID;r%t$vSTF%o0yzlX`uy)JVf>5p8@FD!F z(3N)W>Q^W-%wG@czpSVFb-sxbG8TjLeG;zg%I{^mC*$r<3J>eD)U$4Be2NddjWu>2 z3xiopq*39Ts{|=EwP}C7>m%YYv?(XfSsuN%9rE@$D0(?)+`9THzs{k(SGV{VJZ3dGjLX}R zBSfrS`PQGouvNruZ#*%izvU_mIP%VtcUAK_6+31r%nvH|%7_SAl%m=+ zV&<%iFJYW}&Fj0%#yH0wheMek8od3#;$98aTgQWW{fM3aUf>U3=ZbmL3A)}2t7Tzx z0as-7w{@n2{h_z4mC3jpD2B7iFCNmv%&+S4Yj7A_jjHT9*0~w&W`_mbfLS&%zu58I z%>4G4^4%j@Ii8nNd2WD0g^qF~tSt?pq<4_xpVbxOjCvyE-R3I?K;gy7Y!e;pmEbE6 zk)B;y{!KPMW7TKJ)nnyMAJY_w0q7!}_VIG5=KLK=MHoFKKroiOi$!^P-i)vZH>Df> z(kIr+g0jmW*L2~2JQ}CLUPo7Ld z2tiqPH)~$5Pa2=NDD*nMnW|+s@KgI>XeQsEAuE7@cfj5AWwW@RC6il_#{4hM9R9sn4 z2x>YQSU(6dg85H8jb}ELL3nxioU-5Qe6nd*d+#XCX#R@5{?r&O0!su4J_$3+Z(z0A zGQ&&VPtM??ZFgDF*fm#emTmDR+g1+H^ju1>_EYGzMk^07PX#)125AjeD9nxz+=BOl z95JB^6=SYVu5*#zykFX{CpMZtv%rqsYhOlAh3faTdW(^P2EAbXB8E!F6LX4h*Ye`A z(5#K5>8s(?jiT|Z8$*>exL9KY-qLP5_IRJS=Ven-+Y=4pI^_$+PGv*(Q8U;P#*+A% z0webWd5reOD{=<|#~b;OO_=`F8=dNFKi&6d<=9(*up~p@;w*hZ3FilfEy&+7>x}Dt zq7l4{x8ayyb{G?w=-_dn-3CuE-7 zy3>45Kd+X5BN{P^`?ORaJ0U=+6eenH%*5j2di(zU>)u;G$?5MawK5?7tNp!j$bT@^ zySQ8TdaH4LqJ#}xUJUfVusz@N^x8H2Yv8b-;*?f;`*o%%fRm`92jUvYAP#8gJ?UOY zwsmo|wvM2Het(T>ZNAJ}*)Tt=asmD@S4>eO$~+EGox-G2+^S*B(%qp|qfxdL~+P4G{ zt=m=Tc3VuTKmUZ3Oe|Ck=c5wL9~zk{$%A)=rX3@@?-n3y9_+?-UWe zWIdqhZE!&2!2x=&*U=lWs@n^?xi%Koqam-bstU9Frum(>STVYnICrYxoMJ9CujFH zIVPu#(rlZKU|GC-V74_F%1ZUgQYS&EOfv^Pwbv;mXVo0mtgZ(wuYJ?c$D!Z-JzGq# zEQ3It?N-Sw4fgmp&}Zw%*CM+~yE^s-GWepmyN!8ugm(1iqTriz83q2}tA~!XR-1Og za7d3UXV^E_@@M;l{*<%1H`rGt2?6f>^Oxi&dEUrg*Xj{fnK>9=tw+Ccjj$fA*&%+* zVAo5O68A@I6@QgOep%;+kdb=JMb zk00~;%8Bsom^(kYXv$c)d;8@E%p_Y>=IEDOLbc}<8~6S`$?x^RHHP#0@cwY54j3k8 z=5rRJMdnjUgI?~weMoOGtmCizvngw@aM*UH&nh1#P`&Jr5RR4)gU7JFHO11cX#*7} zwxkYzd4orJwki(yaXD83f4D$YbLBq6&dX-{D^~Y~=O4Nm#QEcy`+Z*hiBVckE-&L- z2bhqL-+rGwfBe1*p1cBh^~`$jXT}1&Zhq-+h#)0z#*MIMg%N)%rD!#CVEI&3JAYxO z=~u;y%hsF<*tN^d&ZDK#^zu*PvprhtSFi?%=LJiDt-Jm^uU4m)S*k#g4&_fp0q7`m z`RA*>pVrycgFj+~fF(S2igr0iOpwheD&{GFjh}2Y7`E3yYaKXD>`a~vwXc3QPK~*a zrtThl9i!qPS}VVPyKvtjAvrt^sR}=Iba<%HfPK|+<#daL2BB)YqTd#u!?xu~Kj~^d z-W?QzY3rkZ(x2Rn=R2@8Gvh&uoA_qV(%c!`-X;7N_iM z-kV_l!$yNyOcQeE$oJiW!v3$p#Is)AkwtnCHNi-2}KEtR(&3_?Ps9j=v(?+mwSHjNzHmM4exhGLLnqqzR+W;yFJVPbNK%E}bt^4pYOekqMFQB0 zxKxrM7*#Pr-0)(SUlVUT^!w*tdt4Hw+J%eVp*1^xLAG=FD$dTV-E(0wzf?Zo{xecT zt#WEN+nI#kSImOlT%t}~uZ+dN+6diQSB8=~;`7k|enEC!Z{t1NFV|2RHy%gD@p1L@ z99Y6~_3FW<43|1LvJ=WMRUH(5yJ=$Q`*mq}@?WmfY7^;d8P%&ZrZZKRxo$j{!?5w36YmX0N$aOJRA=&_IRY2Yi`0^$x&fS z^XA{|Wt2N5y{d(vMjoJ*B2yqM$}mYjsTpFgN0;0R8NLC7Ql-AjH+yIp|8mgxb}GI7 zNAjALGsZ@?PL7}3E>(K>*V%o@?P&q%`fx%$pQkoI+-#fMQf`8G4GOTQhdxnUhbGhz zO0@<~%TJ2m@nQ@KHmlU`WH!>=90gP)1LpsP3tVh*es8+)eIJ!8?t~- z+O=gvs(2PeI6PC`-0Rofgde!i`&SSK-x^ zOB%4m<5hlGYp%IP+_A&iiyP^s^UZp-PihjN_g1Z;4jNyoG#y&qPWN|g7U7*xOoZRb z$g5HQ90I7eGDM!UduR6N1CZ#Cx=p42kgF^R<6DlvZFws8#dWpXmvbQ&PRs8cRvY~+ zs+ya;IHM}JKAQcv*7T>#=fEGkR+MeG8TG?c<43+N@mx{lUX8jV=;wQU2+KYz?N-y) zl1$cX=#(C+;KY?4!!zI+qPCDxqt=uo9|TIGot7$nVF-89XV)tETOPR@&}L7wSGF=y z6Hhy*;gN$k&&Y?~sxo3+gZuzBH$#k@s%gsVIi`>7Jc7vr^o$x0L76%3xfc?fWwm9| zovgmCm3F$)J82cdSvV^5*H(oAu{m}=j7Vr3!6^E)N;I>rB9a~QG927k_M=i$G^`tSe{PgA%~~Q{lh4sJl&nO=40x;HYk~XLHoTka333_8qc;uQTXsOqV z2tV#&ii zr)r1hz_wtIA8 za-MbZ8w^}@t}DPd-+BUAMnc=BrDXd#-Y9{f!J2tFI;!O8ZH=}SdfU7NWL-&?H7WEK_)av86$!}DarUiJN)%Fr%; z7Dup&N%{Slx&rYuUQ@Fr&b96h|Ci^_g5Fh^Q-x}DUeovbDp!tknf-3XI+kk)A=v*Q zB7F+jo$X4Yx&x9#tz6oS7tgm!w0e?T{SnEn=I0^MT^aVnic!K!2wBe8{40z0Gvw2x z;di=K9Tduj5AVC|3T4rTWH=~{W2Dc$OSC6EBh{78{;dy9V_gmpcd0^OD_!-4*0Gy=nKxuzq=6&6fK%PX}TS5IPntuLY_1$U$bNk+c&> z1d_=2t9IwXHZ8=;Z9*yqZ(l_9+M(3z?-}iqUbk)LRGS^)QBxTRyY**^N(BLe-bGMy zht=Kr3{O3+PU1#?h&jEN*{d|$Ql-*e44dWn63l$l@~5>P9~{=<^a`@{b6uOn;r-@x zk$iRQ0Rx%r6aB9Ir|?5V`q{;=F(&q0Rl|H=tiEm1_2Yby2t=#3X@3gen_co$Gn$GjFXN;*2%x$Ym)*=w^p-Mr6ll{H}@RRtfoJv@T%Kse)!O^cM$>zUf&w_(h3Lg z+v){A3(FCR*|GzW?6n*xwu^hHgF@;oSKl@+Rr7Xv;a^2X;*qp}JmfML(EpMw_@k-oSvmtgPB9vxMAiTl$LibRaG5>O2^KAIB|}$|fJ# zgbd?ZIOWucIR22D+%jQTIW+M`x!q)Q%<`Mo3(0H2*Drpbd9I^UveHC5V=q5oyB_dH z_fV^?dAHk?>SIIs6c%5U;4?5p0t#34zQvr8eQdbXB`A3rscwhZ6rr3E96(6bdM&1k z7v9@!ufi3!LkK6whV@Du%3a-RVJ=cWw%P*6jNYL-@?(qp_#i&t?d<}UPsBoTp8D}P zcLb32B3;0Zcq$kkY|v%;Z1tMu@<>1r&*g5<#ji)${w?ygKS*B|Zc~%52JL+=*8_?d z@^^TD5%U_Ek89*#vv*mG?uZs)NVoFY$E~U|{t1d9a^JzNwx=rjKb*{nPETy^X)fHk z*z9)WqO;TPn`m9u91%Cbj|mP}^6sB^^cjNwFJU^k@Guc;XiL=JdiwKMEjX=}CtY)c z^{d$WJGgWFJClm)J-rNaxAT2LfK;*YrthWANO+~RSmAc(SH7llP-QZnM zx)7PF{sCcV`r?T06?4_+2>kRHTpZ)ORu>g#aUVEizv)BpvE89kljb@Ks!#4XS*rQ+{1ix+Q{(6S=0JE zhKH3o7))2QQ4eiiQk&5Ap6XSGuh!u2H>wUsuF%cx?qlk5UbPdP6asUR<7Q7|Eb!}9 zDGlcR679R@IUwA(ZL*8BIU+Au{G2)5`{HR7(?1kn_bsesAgWSkZqjjjvv#KeBthrL zVs3kj$IeM(9`;^nftzM<`?9thQA%&p-zaC_B6j`jpzv3!mZ3h@jnsRg=#j7hD@yl~ zrQ%uo#i310+L*el_kDF(AKaf^j;?^71Vsji1h#3~Qnl)kD41A{LAM1+I!k9BdZpTG z|M*HU9;^LG3@@@K!wmtlglPyOrBj>vK*wz>FM7FPJ`0E7GVzvY5 z!phkdwQ~e=7u^EC*5BeL4#neQI!qjt?*z@h=(jVWxtfIi))1V|Tbu7WT^s)N-v1bC z25CoT=+CU^dwo|v*PpUpRngKjeibX_j-{t(4qE4CSYJTw;5o=$by zL0FiqvI%fK2ZV52Ub?~=zzFT>a6IX^r`iGbG#l~xH)L|4qEx}0@nM&YPCa~X{6f4Z z+wYQO4i}T+kKBe$cZ`R&@)5b#yd8F?{BMcR$Hv#BWuY=|IPUQB8M}%)U<`~g!dkB_ zNZ}y={N^FB-=NmRQCg9AQnJw(JGO@Hna{JdW$m^h5F{XfbDOC(Kw#C~fr+6Dq4vd7 zp|^jR%Dd5b=XrBN`^#RDA(iD~i}+EG)+$=NJ=qY(Ws_)6Yy0}#fBj2Rn>+F3lDnpc zrcpN_WU@ebhoWYvJgAvHEo5n*`?hrd=r}tdJRb*`5d%cYo^Usw3U0x%50^{nbI|=* z%vQT@NA}fE>rxfoJr2^jAxE=$d*C$&3QWMK&D$z3Q3SCF$*q*jDO_j4kcT0s&bGVR zr<0#u^=%2{&UCq)|HAXU{q$Voa--?9hf0^W`F>o8nm=q9`-y;EnlQ+Le9QLm3qq?Y zya^;KLRs#(#2?r0T$vV|(G6gqMggn5z(b?A)aH1*^6SR&)zEXdQ6inN@n(lRXIYX8KB+dgt`Ce)h~G8#TeYgfFm>QjkF zH6E53ORgt3J!yvQ-(RJ-1v!{jXWP-Dx|rNi&M4N*E<&%=8xKGe?P)VtAmmiJw+tkY zO&oq!joydxkWCxBR?G4Cc-apA?0LY>0MO9w3BG#KWWTK?}2dqzo&&X&nw`Nca1V?Ck2CYIYmu z0c$UQMv%c>1!(L~F5MvKm9pQ=ALmx_?;k~HqIN19h2di{W^OPwP$ET!B2yYEiO}G4 z{(J2c`1keusP|p#dG7muvA|_Jp1@8YzR?$WoZP z5kApg6aYnOX_Ig(Ad{^*hv4asFy8GeZWL;%YLBpG2sDap_9dmFxa2E$zA*fIgJviC z^RLxDTqW!9q8d(w`{8qa4JYX1I9a)=)@VvnrA6NLGIm*OoJjj9d_Ov?Ig)$8$p}fN ztNeR|$&1^_EC}sMhvc`Fw%_jz#RzaLX50>6R(ZdQ5MMntb}yKV-W6@4?%VG7NXy;7 z-DUH#*#6@JY{g)zi^r<6XrJCS@F<55>>Q?7nk9NXfB8&~yU7SkEvbdY_!}UGyEX4T zyHspI2dp3AJ7{tD1~CSJ)k8hcuB5-`WwUP-?r%xMht;_wNP=`&JO})@!7ZI<^*5-< z!gKPfUHq-hOD7uMVYPGLn{+ChJn@&3%l#80f(7aMdZ(G%>&{0sd%(GHdk2+BtG7`M zgvjS?_q#$Z^6KXfbpm^Bw1_&HYh?HkT-TR0yLSjoF!^+}<>>Qr%YUck<-Wxhe;@fZ z9wd&HL}%6>dYNx4I;y?kSV8gISKS^nj73r#Hn(d+gzaI)WBbb&^2&{=$}KQQl6*t> zOIqZ1+c;MRr6SDBM;efUzu!JFXk?JogkoOXUOJy#Fw!;FZpd~N{Hdnnc)`AIM21S2 z#p~_RsZF}P_3LV@QFEEzy`Jl>N_yySs?_#99nBZ>guGW0VKP2@e8O(X+x#ND4u1`E zCiiofL$hBbJb#PGn*sxHQsfqU!&>Ji90r3z(7|C_0@{+}Alw(@)XOf^w&eOIi^yv4ofD?amTwXJ%cq+=Pft5hxr?`cuC%uUOKnS{{%G`9RUqeIn z$Z3vn^w%Nq&gPQ`@>kVl{aLqi3BY2vze5%RSbvF9r0HO_xU9>@!b3l8lIOk}R&DHd z-NCfcgr}6h7P4!#We?$#x&?ag(}njHb88JtR(!F^pjtsrtWjc$-2e=&NKS(r8l_M07r~c2G`|8t1o>4Rj~Z<31P=v`D5jEv1LBS%v=ObXbcDo!ifL>2}Ub$F?L60@?Uu438%d~pn7v2SBl zFVWh#vv|U=uCwm?SF=~U85eK!QW~W`B<0_rggX7>CBID9FLnbvboUs{HRQP|DLW#{$0SFHWMR))*Iusw{6M| zxJKpUn^eMZHP|gd7JC8TjP&61ImG6M9jTb_p2O(T-vM)~%tgWV90<%4nwVc|N52p> zKXuz3D%dS>{#dCZL>_i_&jblReE@!!S-A%ScKSPXCn#BZby2AKF%Z#Z0fIf;IY^}! za>Fr<9&Xhu)@#?0)+PEru7Qa5FL<*)p#rTa++RE*@VC_O$7o>y`R`5XS4R`gdgT|U zb{-FOA5qL)3*UzTg?uNo?`Tzxrrl?>|0_0`;~kU+^)eiekX731YK=~3^W`Y>*iK9C zxmL{V<3x-%+V;s{?7GUd&@Y7Pd#H7hP%Q5+r}twn zmry*W+o<`oYqyy+iHg5S-S%_zQxImI@y%UC?XFbHb3)C6k?}q+g_>90@uB*itB33d zNJj<(kMxzwtKP9knjQ?g=-G?2YkWu#rmKCU;SFx$}F)0{WH%!ki4j^;{Gq&O@OmB{lDu52v^{igrk zDPj$;X+8q2HRUGEW$u2hEdRW`G$^o$i+pwtW`E4~;7_SO+#!MzH$vHRXYDp#k&W0| zm`^vif*FZNK_W{{D@uQd7An}5`~reOW{bZ^NVIf&WG2`5{rcBz(*&fUzSlw~x?=7m zep#5g&R1nd`GZRUU+heugC_E7jrotezg&0XNZsTB8gMCTvs<4k-;uvwGLp~rh}!?y z@{cO39z4vjqyEmL^&5?X5aLhR>nZ)P_xN3fAXsu~%8 z#%|7w8-1_ahXsXx{ZvP7a0$#na(89vKe18&qx_p_rMPi8)HM6e9`K>Gx|j4izY~zP zQ_y-^3mL@oXAz)F?X~VP;X^jt-f?%>$%ke_tNl5I*&pvvCWr5KdfmQ-9rD=WRFI_} zGT(UO`v^qkJk0=b#M30zrV&$J^=6g79*;WLmY{jag2+t5^j_^Y1K(QpAp(%ge9G)* zxDo9l=$+94ej?HKtu!gKL}J}J9WVgT!)n4c?tQd-3I7_|^Cg&@AcSZ(l3jiJ9BT)|2|u9vGvTebs@i zTJN9bwD>B~W+=gy{fpMu>BIH-`Sb(#ukD!b%}3$16_s?WGC9t!u2Xww^M<$Q!3K=n zb5V9Pf!vk7&#c(SHj=km{;(9ode&(gzV%|cy1NHA)VNLgzQ}?x zIUX9FvD@jiIJ(&d{|K?N`KH{Qr2d;>{YJnDmfbY8FWdw@aZ8=2A6#Ty1MVc<JseH|EfkCw}*WPUwepbbH zV2{Uu9-pdenbIz(MTiRWeBJ&g9`(Bey08cGug^W|-vFYMj3&r{3+t~#p(V${`*?$6 zzVK+N{%6a7>MlLwWc)6S;Usg7YXeE0puWSexl{WhZk|{^2Kaa zZ1%v8^+i`ls_CO{KNfYoJZ8=3coz@oUYT_{nA-Tlc%1NSZCum}Z2x(>VPm!-esgKA z#OVuD+Burh(JADMgHWxO8q@gztfsvZaHgLX8O4q9294K^wB23`pf}g2HkmorK zRiBaa`4H?;0)oSB9&{*Pmzq1p4CYb_tTgTq`ucYK?I@m zO|Lv?K#(o8nw$8xfj(yW@TlL)igT{kiP5-oUKoYt>qop^FMZ$S>%d7?Go>?|{>j~B z`USEw-t0-m*}B=<=X>0&+XBNAp8R2%Sgs^Ci!UnKqF{_`8?D-$<+4rc6I6OdK#+pO zyNX^PUzt(o8y%^6{H*@@@1n5sl3w;3@iXX8B@O(uBq4`G_|aOVpQngyv0`NXM8}}#A>DLSOYd{x*FwrW)=hd62T+~S_&6P-l zm;Kp|pXpj;Q}89bb}$T$*R)l=^14_eZz?Yoi1Jv!eEGEl*?~0+7t0L4NI`VbYT=n>?yC$2psdkpy@F_@>PwCe! zbh%fp-;z-)S!3(sy?bBoqpAJZGl1c>=%};&fQ%p0Zhr$1{_g5`yd0!tl(bge4yRyM z|6yu%6HJn|nvd~7E;ehUr1-POUl1v^3c&R(&hmUi8XV!QvuPvitGk27OOkM}aD>k; zcIXx1#MKxOg??R}Jb<K)w;<7gq-_bT<9N-zcMe72vPR1mGb!JimzjKgPJnR|wzR3S zs$Y&wy(jteAK!RwY-};NHm5==xnoK`{-kFFjm5$9*F9yuj<7LA4u4jmiZrS^?@I%R z`1*L3m(Kv9e@WrmMJlDk`@8+nme`TMB%zQ}hL49T*8zV|oCLY6A%3Nocj~ofOIuo) z`{rvt>)W>m2~8VHcylmKx*@+C@KsgXz+X%uoHNxjR;xtW=?OD2zufpMC|do9>?M9T zoUzqr@HtJ6lLFs{^<;Pql5ffX453ilJtMlai5E+8%}?!IKouq%IA~`Y{!IOPd}*McCggef6TVE=G1-Rz=LC(9yxyi?P5A0te)*yiAW7kt**!-+M^`uou zN1njl%v%RyucP0RZL#Mg@jWu7z=&5>xAN$pHrgD&v-{{zNBJdpcoQFSFySVYcoh$VxKA`K>|0;P7eZ7q-eQqPxfHYt0=B4cjr#yQ|GZXx z9dc=)J~nHZzi%mHXyQePaOEJ$v+q>JF0<8_9UYU;FhKW?pC+^Dr@Zdm_W0GWD`0Cq zrh|QisiU%PbiY%k=A|23k^SDfMbJf5W2}Lcxw8g64N89ccRF`q@;{9qIgfox?fu|! zXsAr}RenLi7X%gYV19A>gja1-8)~uo1OCo_mCb)3Lzr!PhrMbNFMud5tLX2N)oGA@ zmE!d+399^eOdz8gIu+jvIf9evw{pp*?M`nBj|TasnkVF@_;Ujy#mA~w@Y-X&osH^} z!j4Q8g5^P99ih<~*_yR-V4SavnKZMh{wuUF}jMI_F^18niqt@BDJxp zc;>(~Z`PpjJ%`#w{CML5vSS(L-EFfd)`BsZ`!$efRWx(X#fHiiN`t4uxJn0dy@ zFJ_X=*qF@F_OM7MzbXH`Rr%%$>jstVM|E0@B!qtag6w)jf?%$hj97Hmux_8$&0F~9 zXJR*riXJz)M;dh!GcqkkbPo zK506MPsX`w=%}5ijm4ATlgPQZ>F?E3^FgWb_GhL)VgX&M0$qS8x~>V88Oc$z{1#xn zDGnlGr!ZbJKfrp{nKs%R_z;S{V*A*313u(H%cvRtDRO%-C z4#ta8(Dej;5DRfwLW=-EXbD^Mh%CAZ}kgdnUrkP2g^kw#J|>qB+RwxiggNu09Gp>%)kjUS&r*`YeKtR) zXhi?qYPG1ah5h3L5<2;}BZKyjbe4aj#OJYw0*B!E^L18+TZJF)=y|%bhu5^d`lXjH z#JGdgGu>pszA(4f;W=;7IqopMxPyL(>_6~*pPyHy!wZ5e;x6}&bWIa{QNC9jLOeTSdWU_-ez$+c|M zj<0iKh&&*Omik6B$Y!Gf1zL;ohKMbfudzxUPKC2+fO+{CPG`>aeCwX`s<7Lwcj-Yo z>w_(w9%EM!{e@LLB=NcSq=U){GLYz$Dyey8HMw0dOht}O5wj1azoS`Q@LB<5+pW!f zUw@l=FC+Rc3?y3Wff}*zd@p@iFcqJbez#&@LlpP9ybJ3!V{INSv%64h@vzHeW?s#* z7E}e^i)pahZc*goBjaNF2vGc`{!UE@nF9iF3Rn6`h`c6-iHqEkjWnBGp~z|j?Vsx zOdZ|fd9WT07J8L!|1|n?lMnA!a=$m*X$rz^E*$AaJ#Q%Xavsp8^L)`0x3TcE?589N z)7Z?J1$NuK^E(-@JYg4uOe zkk-RZabsTf;jY}o)%AU3+rKwHkuwgv^TG?eg~=71%yV`=0sBJ)f5(}&nD|BNx`6lx zh;qqwq^{99;NJJw_W`QUqMAxVD05}lqPj#l3FS62R{p$e?d!Hc5qs7x?QvI~OEZQUIv26dji4nZn?YBjMZbHjiL6?@! z*XBY=zUI~#4T;L;E5{Rt=%K~G}b zd(X>p?py!zJewDCSh1J`?j-(rFS4EXA-QkrM>?Q8{$zlbxtDsM+x&k!Hppl&8L;r~ zSY*6kk@MK>qlhpGm)c1Y@0r6%WA^9|x1l z0DJ%Czx7LKqtX?5q~ew_p5mB?E_K;sHpF0E4JLoJ^I*1m6(07!DisZUNS~~B1JU=X zlRnsR>~{D2Uw28;+FG?Z$IKyLxQ0z|G|F|`LXH|dlI3-iPxqnUTuNe6SwFW3)0KV^ z5FO(C>*?+p`N%dVkIELC_xtEvd=)AxD!=ocjmj)B_Eiqng&ff;>9fDpry+#CdYe}Q zFM5t%hc}>rs`p{O&QA|cH1w3t(+_)1KCZSLKsB7|OYm9Lr*rZAY>%p8adUG|Qy<7$ z=&Xx$OMb}<-@6Y&`~=Ver6+!U%=TM=RCMKDJNnkRiGJgY`bHP~#1RIBhMkOxYP!nf zNz38Gb|M=2nhlO9*r%VL_`~?Tn&GNsi7Hp<~3QQ6YntfvBH|7FSt9QtJDaW?S3ZU4|JDorRjBmmWs<~G-!ZnxAPs;-6 zAVK`H)cwFLg;@2ItFW3)6TLrt(0V`LTlmN-G-q$P2~cNFddK8B6S?|_9}K*Gn3unb zoYcJg4ee`;+n_!^zCttK9X?P~`7?$cA33=vTg!|gk!t`04j@5UT%>v%pZ0l5A z8vzu;9R7=D_7HlL{~^_qbK_VWiS;4L*6|0VDW zeRkAj&~A#8>4Kk$a4&JyZZkVRp6A8xl5asoeUx3d0`-Wpm|RbO;v;K;hwH$$x7ADi zyp!uScLlLw*C;kSXNV)-bF=M|t(1$iQI)$`=(AVbt~O7Oxkg@ZmtIBGJ)#AtaoA&M z+19NNul2@AKK4{cIByWHvDwGH=T|&<1H1;h2={ktnMz$80I1B0+ zdz+V&7W2?A%w?fzulf|rc2{)O?-{={pY8Gc%YqpB-}Kw^H*DP>3W4_+xp^E)v^QIN zNM7=E`yOVTB(k4%)$3^42HP|3&70Z4s}0HKs(O>^IeO|bS0_EC;b3GKyHH?<{hQI* z#{j>=*PTjX-hmOG`W_E;viMm4J>k5FXC%TNTcf3MX=xR)Yjr!u<71(fMzOhumx*eJ zo3S~Wc?cuGl$l#wht0e@EtZ|+Xz2btnF`mn*r~@o#CKMycNblc)m1p zyu4pX0K-rXuOMG?Gs?rX+_Y~sNWnUd0PU}+uNh>(aP;NPreWDH9l>Ktdhq$)hUXd` zH-cg7J}6?*v>_EoAU^WBFJnpc`;j@VHQu(heUp`83i2A#+zJ2{*6i%JmTfn>DVs@Y z{*6NV+Tq?esytpDmRjrO3UO`v=0bReEwXALY_3p($kyHC$A7$}qI>wY^}6x|=+30Lzo(gz=MwFYy47?yI!Io#D&i*>k8Cn3v z*lvOq+K@4dxr%cmG1;VN*m7KWgQkTHL8h^(Ry_{)9s5`s7s|y zV>BtfVLdf(?tqBPl(&#h(<@uE+ca0tRbUJQO1DPh+`iK*zh#XI5SuwpZ|LsNVB5U6 z-N#o0h|kB)LU+I@hghVnNzC|`!{_fF^n8s;O*cl~bAR+mrO&gLHd;;%^Sl>cy80)( zy-LnN%FTA$!uVZM%$;PTf!$nsFJ^qN*uL`P~#9T=I!jxN4c4KSvy#V zwZqxNsBf@NyX2yUw5o&p^L;&XJz}pGOr{J_QFhTRUZ79q#oPT+^1dxjeXp!p&HzyP zU-EY4mkEmjiQ4SO)r#PCHh@nJSiY-t^PZJn7R<0U>E8W&zv@p&d4m}uK6=lj;a}CD zGIM(v>;`_euC&$40KJ1QcB(&yd(QG7_|ztf$u^Ou>58^TC^6Us4#6%;yGJ*_Xj~gR z^Y2sd87aD2`$1X0&qlb3QIH_j@DU)q3DKbDIcG5+=kP(l{}j*L=OENf!;N#O)CjiV zOOwVdW;FrDmA>y@9>$`6E6H`nOKzzsFY0#g0vE_MqGHcKUdOoOJE}R#g1*!jrCt`@ z$m!})%lr+Io8%Y!tO9)Ifp|Hs-@OU%GJV3FV%69AMlFL}rP);twF8Lo-1h9ZH}^S= zg$Kc_Tpm!u$8AQcyJS!eriZ+4xs?8h8=tNUt zeNtYXKAX+#+f6raD!sinkhbfHe2Lpp%*7xvsC4x;x9WG&S$=VQb`y3Vo@Ji7E910& zJuf~EH!nRd%iOW1ov*a83M#_5C>Pa>p^0w-%8j?{M?hfN7TrG!F*<@aVN@Y2)JsvY zV_C=p2L0v3w&-3+h@2~Fw5(TDaPas??}IdcqsFsR~0e#*vEF{ER&J8w()(4C&{1O=+&uTTbnMha7R0)6^p~7{Z;9 zw1b82o25r(^HM)a;X;RwE+N-8|^!c6sH-p!l`NLaH{j$Qxi|TruYldIu zuU_g6{j|T5z`*gS==Tp09<}A~{e&&Tw|sA%%dN4i06sGVjvObUeg5$TT?wt#mZkYH zT5aGx<$Sgoq_}$vR5^h-S-DfE5WUo=FsP-LsbJ*YJaee7$QNzl4XJ#-!Yr&ut z?;e~@>Dxh}wBPqh?($qqL+rY*-R}mBDZg`IzzrHFOISi`2~vggKOBFcKrI}A56Wgv0v@nuztQJd#V2Xf?VJWyrQ7>9 zn%q@~4%}i6@5uEL)KJs@=QC3^IoTL`&$-`wrN!Tb8GzMw9~4$DJOj(eqe%@v5st9+ z#CUJF99Kswh1;_hGY_meuc33TW#=C*bp)bP@y6jfQN|uIvGGcSVow~)Gw32;0H4UN zTo~`ni<175CesbGn1?bdAW9oZde`P}pzHe_^h9xKu`T{=_E^P%20}=?S6v7RYA)$~ zG8u{J`h5-_C68P|=a$hpP! z$*>xG_568O1xEj>@G50)#hG6_m0Xr}iqK%r^jME>hq@nG41WWC?sg6X{Xa5ld18A^ zO$3mk>^GiK5nl76F{Z}kK!?I=8+EkB?4U zom{ypor?Bc9V_+5FeakMvMVpz8>fQisqFBh-^yyX+`Oa7z*2&T%12;)uvSLn`ffot(_BRuUDm5`Gk+2Yn~eL;pXpu?Ch$RS{uJNxIic6uV+&X zhHcReudIf0`PRr@jb682{hZ_IS#IW#Cy9X%y=gKkT&%pobK4r%y60%BH-2^F7w1ZC zh5~nHP|opl@rd--rSWJq7|)+qA)MHg#k%oXzG#?-LoTUOj^wC&6r$Au*!kgRMkH#n zX4DQ#IQ5KbZgw<)68<-+GL2?Z{Cjq8KOBg_c1fB*A(_uq-GTfgbuDYV>` zV$bJgyt(#2XE!3i{VIgOlT7XM&0^Z=K5@k12H7=#g40`Y=f+7==>8X;D39s5UM7kH z%9SSqR?EY{XFjx?dWXW0?_&GWe&A0KJnxg0W`Bu$i+J-Sk_~ak@&5J;k6VuVmgZZl zcfdw}kAmhE{L0|<4Z3&wZ6a_Tfdpf%Ok*b~jOlv=@?X3#;wP zeuVSEtEDsb-&oU-7tXW=rkD$69f;(`)_!O0@b?-I!dn0gI450h8=Jh~7sFCV%O4PG zs+=dYBI-tLI87+v@Fr_GWbd|yqD^6aU;q5QcjLWVSRX1lxlllY@TW}`sUXRmtVocY zw1#vYzOATeI}_Yeutiquc(!Fjqq6ekh=H%y%b(Syap|E3g&fud1NhHRx^+N$fpx`ZSm$cgutfmH@_p~3P%%Z#PVd@E}WdOy7*F&CyXXU*0_@U)d%(hhE^Xf-`=N6>T{Fl5^A=+mm2ip9_6kK}N{rX3a}o zmi!^%v;Ozx3TQ*gRpM-4i#G#A0L)qewjsBr1WKv_3dWfdx20I*MbC3&8_E~1HE2JO zblB34D}2sG?`xWSKVfJ3=(2mSI~&ljuly+L{BLyWPdKh^p+d4}H-mSz3L}lBorvD` zRh}%KeA|k$J17u!_1<#!eti}O2?Ly~$30v7)9V8J)mRi#OozXn{fcQ8U=0UgARibqFe)r&S<`2Jfo2UPJB`adMYulp3X^xkb%?p}y*AgI;9 z8&os7)n&Q7GALVo`q8aF>_0+9wK?VEP@l|zY9ytS*F`V zJ$cEO=xrMB*R9+BH*jdJcW{}>5&C@iktedcKL03-S@;M#Hkx}Lyerf!DvRLK{&H6J zufUB{<+a0?sFPF8*8clZO-SPqg=9I|?|Mt?AiORnbNU`$z>1`eusy8IZq3{YBtXPaJSVPhq0=hz#kL9&m6sr71)OL`2>fu z_2A~p>Hz@@Qekd4?;xT*pC6AvS5o4fX|$+q)@~#4tp2~`op}?MZ zL&)%L0A9K2EP=Gqf`OoL0qXAa-OiYiW;EIppJ-h++Ap;9YT&J}?MG*t6#Avy+GUgU z)Je{(WlPwxxmV=?Qf2^!p#FYP2hwfth66pLE9a~~zk%5EZ#_#DAldeE+B>BiwZr>2 zfS@yEO_N`C5Y#Cnh*7ext-()aLTqNEckU1(W&4$ws~}4Olwj$TZ$Tq!U*eoKAeEp~ zNp{LyOdm=Dp}t6S;+};&5UEoD{%{}8G=LE;NkL(6TKiufbS9@`ZAZ^lmGS1>`8*pe z%3?AtgpPjAM?#&_@=L`%t~HlzfP|-0qnYM+g-PpQc8CAQWGqCxk^8HUk4qj3Ux%I6 zqAz=2#~vo<7_-y9dKl+)Hwg1U@UOJq7c?)~?ag)jP){2{yAUy`%!zV2Q<_ygoCC(X zH!`lv#Wc5dqx8C;Y3kzZFW7$ z^oj1AtkzSQ+@}5Dn|g0GhUlY1of`-LL$&}Yw>aS~LtJr)<#P+! zXx~in@l)L_$x_sD%A*&L-Y{kkRZD#`XXtdeWJc!e&39MMw6rH{yO-8yy27}A*sLoW zp5!;p4!?h46Pj_?(}R#Mnv-xi5~kN>e@p#Yy-`pq0#Uj%U-%{1GSlF0Sj8x|jUle1 zF2wV(Q5pyZu~zPVSRwW*ITLmohrgo+X_V2GZS?r52@KQtxgVhdqebsWYYV_BipHnD~Vb|tXUUV zs>es8*|u_RqT(q0Di?mD{wB*s!vUU; zF?&MS*y#}atX2tq&!GET3)TU-G5^v}uKi=-T>|~JuR^pZvkH+OddKbQieKV&DZb54 zN&mgP91}B0>*^|+eB@|rZKBQ!Crc%;FxKiS{X>UwiPaM>UCC7JAo_^DU@Vvp9?X>fQX{0KVyyu8%i~ z*mSg*TTE5rMxbQk6o=D~Cy)jYFW zjsFa1w<|~~0+AR`?!xa$R0;t3N0nZ1sg(Yr z+l{GY;_k9s3>QDQ7@RMo-Cx~X-6`OhuZ0tC?*9rxZ*V-KlFkxqY6O6~BwktX4+F-F zMgBrmiTCT*)bl~COvx=(8cB^stCTkLBXMblg=IqWZP;Cwo*NCRR=`EJ_pcvr6$-;X zWQArcf8TSTm7Y>x?sL^@zIv3!D|#YKQ`peqv|n#}`PQ#>dVhib6{(<8zl-FrrIb$H zrdn371cvTkt2j_9bF(oBM%$9p5P$Z~uPIQ#uGR)Q@8Jo1&b!dYdG8RML42WG-pq(7 zhnN0FWoTFq(ffXp^*6*sZoWSHeO)X!4y}6a(0L-Xy=fP!>*J5ix%X=ft;4CFwk?^i zmkT!t-4eG)zf4V{s9a1^l5$TRxL6fJy>`8cosNn4=`HU=MI#ZWIB6Ir7unjjpYa`t z2tt8jcV#>4v67T1Z&AzSf^KC z)du~mLl`|(D2a~;Btxe8Fn7^YH778y=7TLRk57BZncnBwuK`>IdyY%hlenu~XPw*b zyNRHVuQZh@cc0caLFK>}!dYwIZF`%?{ba_a&w8>47}}n=8sCkve4XyhS1L-}X(Buq ztxUm(eNXjnJ0({;s}&|0ia7w_fYsPi-qokLo60l9srz&HZ+s*-x7d)A?g#rlqPV-p zwq;B2T~Y-%yjDkU{RR>6oz_!4@$9p_ z!HxKoPaTyOFi`bCPdl6!Q7E4)IQFdUdym<1ZY;Fi5PO|8^W)Hn9e?L>n;+0cq##kR z0Aoh7-&u8%1HSTYpSql*99!Z9i9ISg^Zw&E%XN8pC=4U!(W${IBFK0T+GP4IIOw!pVK@s32;*7xjl9AKW3>N-DiVw3ORewytX!#de$oB@Q=jJAE!P|d zL3YurU|HE1hz@@>G_Tw#kO+Ky5pXiUc`4yKID~JnU|kUR`@pHcRnNBt&KpB2wEs76 zPG9FWuzKd@f>pSzWWPP26-#ewSA`o%+w`WMrTL6&h)Em79LxH?a(QFf>_?MDPv2a! zl%1F1ZO@7n38AZno?~3KmCfB+w9$M8eX^Ztkt8mAr z>$~fd#bp{{1EmmdLE+!--KonH1tps*(3Yb9*#c-OwZX$bC39+Y?`~OQoGDkotykof0^4Ns&n%iYQy;3 zs?lbr`L=qdUMlta`WaZ%2c&2*6ke=0j>W}29-VGhKG&8TM}%WlMPbco$1iNofq)N~KW`x9Ie37YS?tSC%ze+yUwH#W)9-zBU`gUc1Me%KApV z#eE|)R_tepziPEmtuK2*xpyYM_eG=8#~Zh=UTvQjL&tTl1Cj9WcG5WAY7O`EIg2NJ z$3`84%?{%`|98+KSJ)@%eq*Dv{0w=+Z%Pa6e64)b9nP%YAgRONu@FfnlSA?BP{SjB z*rNja1y|?0gauZ=v04|JhG@WTnhy@0@{>4oreN-u8MXPuwv#cxtJq&{hbOJjl&*ZC z)CZ^@HoA)#{rMxG)#GP7?pH(FCn6W3#f+q{TKHc*{X>f8TS2fpY)!9&{SiY$a=9xG zVE0cAAjad}haPU_`VtU!ORbS$;wKnMz46a`jr1pRL#i*SFQ_~W(Ls7a$m(gI%-DKUjp!}>u^ zN0LPUXwQBe!|zYob;u7syK!S13Pg)u685T;|F21p@b~oZF-vhFGQ9h#4MNND@J3#r z*HSXb$6K?6XlGl?E9g?&&lT`T^nV!XzJlcErOk(RdA^z;hDh*GFv>bXMT_YG(c9f4 zNu6rP&?vNxIzu|L61+jDa0v)M>qUuQT3^Fl>%F|giiJ_8(F*`s1B^JhmM}aB7Q-b*EzWg@eV4dQsC+e*CR-OW^Qti3$U} zy)w3%`XvO(fyuP;El#KR41IDirm7VC;;B~K$2*jt;MM)XITej&m##crWVjA)bI!A; z@SGX^w&-b10cTGSb7iXpr*bQI=ElXr5{LgUqCZ-}GvlaHfU#QFTAZRUpnLf?n)i=* zjvjNj*l>w>_UKY-RAut*uLcLp5D)u;+Wc$DTStj%ORQmF#UFRGv zKen{-1U`I^1|4wSB{!?q9r*NUNBpXP$8=}RN)~7ZJ#Gvvl_9e4Qo7cp#Uk2T>>DTc z2mO1#aJjlvr_fR5Av)M(v&*zOmky?}K(J0OcE3ymtdjkC6MjupQ1ocoaWCKMv+)Vc z{+oWM&t24?#So5J6b?l-*LKiF+r=Q1y4*l8ko3=K?cOl-fY42gI)Y6ZI5nsHBa^&gcbYGnPMg&V^S70Kk6SWlY z6+L1WS7KGZ5)Dt@Ycc!v?R*#C&Jy-o95gWyI+iOoKzfkNkSbIGl)N`-P zx&{5Ume~r&Fibh`8}a3-%x>$8;MmbJKy{fZ+bcgUFC)9%`I0*Xr6YT7wLtj$fJE3lk9tNKnUu(23nan^ z>>iHS+@)~Y#az&`W_`$-bZf!G{q|j_$ZGTf>wVv&Eh2PJ45)s|v-QG4hPZ zoq<=MJj`~TXjE0!>~VV2$t3Tu6mXa3LH;Oy4SznH+l-F>QFJEirh-uzz80aukQAY! zGE~S^NKr}2R0#Y2&pKCdp6yWozt;D?FY<1^d3Ok2;oRV}AmM}Ae+SF7TF}PF^D0iV zU=VoIm3dh8)nGR@*ZMZWZvz3(FXthgcA_K5EK^Iu7aHCOiXqPV0JXX1HIHc zu*JB~r?V@3rU`^vyUL$UOr|9ZN3ll{^~`B|zv|3)OX}-Hz0vxx{G9n-r6S6!4nOsV zomS9rl9(axMRz_HEkuT3RfEDb2vB z?6QQ{bny?q^4Igg{41WWFtqi9h4J&GamIu>5Hu&t{A85%Y`F<>cH&eVA71ml)l+*$ z)SaAKjq>*(Zr{!GuFR_Dmx7mBjzjr}Q|HFGd9 ztCGh4cNlJB4l3@?vh#tToAUP!o03|Fzr|8-{^=>Z5>g|{XB%Rbvg(?RqN8T96qi*7 zGv&rulEPV1Mo8|y-Izx}@2HrWcyzb+s8wA0^Helo#Hl0s{6Sr%+rg*%(P1$cdY#-F zg#*lAnESkUwbWhF>-VFrG;(Fq+gR%Fvxp|(T`_+q5B%@n{dV-7V`P;mQ->c z`8falX+r%Pb7J|i$V9rVPh1TTbY!(q?ro*&0q&Qid!6nr@kV+? z9`ga8Jg7+Zl@N7Slf&i0^q;z!)OR;7G05(94Q8s82I99d=Sb3~@`D}q*$bI4-G2`pRY&^QU9>1(dDWXkQ>%5=%qGVh!1KB9F@2(R57V@64Cke{ zWft#h(rv$DmcXhL4KQ!lSoSHYo6q0WX^K}Oah@ZlXQo;INynDo z4#Q?1Sl8)GdYr|Aq#$8PwPEXR+9};)%!TrvoG+kos+Ry}MF{N#M?!o?ifT zq206*6#wYkXOp{Bk^Q!|jL-O`Ro%>KR;p3af+XLy8IZT;YhzU@w5 zeS?&;oh7O-p)(T5$T&1C|3lnc!|3(4dG1jFjI?nIhTn*dw@|0555p1HTeABd`eO~* zd_O=0|5V7YW>dom-;_$`65JwuuAx3C_^n!6iGn${_t7CNV>f=kRyBJzuWQoFPl`@b zj(s8YH4f4W?&4k3PgAjB!NdU0jLVdKxz2vUN}a8id7sK^vaW%%Gt?ej>5R3%)4?+5 zsC8o^e6==TLT}f5C=cW9hAAyFP(#+Iy*OIt615m?iYU2L{vI9G-X)v-;gd}&$5Yr= zpj_RhRHw7$^%8g0XeVEd>y0@LXyUg-ZoJv!!A+%O^!mD21f0`;o5WA%vol-T-{E>s zExaBx+s6Gf*vI;p*D9I<+1{i2iXKmaCnR)?A-UYAKaH?OvyL7Fl&}R#&*kbP)h4*1^z?m;zCJ6bhie!h4 z*NBdE&yeP&mDrFrTlG+Qx5R7lTc`1`ljR4!kXo0(nfu<_pWLfrEbi5%$gFDg=8#PS zJCIf*^Q6c3Gdf(<|0*$Rca3j@xCf`hVOEpOJ5vCu)lH1~A~9G_x68w0FwRHp?sfzI zMZ+)A6Lnb)E2sBgc}7xwhTeX@r90njuQR6*zw}%!dS;DC?-oEDlXE_Ny}a}PC?AIF z3Y^TZ_3ouzOX>W*%1%Fw7Yc0suYLLPlciNgW@xTmptx&5pL%!y=H^R`IFa4uY*Tq2 zZmR}{?WzajY;zro7WK(10R*RMIB)_c}0+hMX*D_JUNw_0Os_@N|+r@l> zZ*IgOZ`U$1l5VxJ9tGXkB)jc*6&X;Z-DyHnOmCw1CPS$tQgrW6%*)C)fPIj`y| z|FipF{P5UI>tQ2c%4ky5n%*!Nk8I3cYoFN>^i}qwmuZVenl>c~&;Tc{cr$h_G!GeP zkR7tOukkk~)bm;eP21w|2$5%nj-s8SMsvHO_g7J_tMU^&c)PdI%PKVJbSecXXPv)m zZY?giYss7Zz7-yS%6&wy)@ToP1A8$tVrZqc^vR;gcEG;t06lp-7<{_OUWp6jkSZ3K&&FnLajTb`Z{8^yC*JpU>i`M{y)^$~!q zpQPbE&ua4b1{W&d{3uAUTbM(4?70gvy_NXl{uh_Rs<(KdpOu2mcAZAu{{r)A^(suW zKT+u^52@+Z2^KvEBl5T_+*jVn{0-P7NNqHnOR1;BE9~EZDVK>?H>f=PgbiYT*()3j!Lfu)l@jYA_H*= z8;>spV>2@h)w$_FJzlov`2F1x)!dqV7U>hC=8lJqFVBnRAzL2>W?{o->nJ+ih6g!y z9~)%SV4?DTs>;#iP5_r)dNv>^zWp`PL*E1$zKaY7TC@3#|)H<49hI^o|xs#^M7MV#UC61Q*bMy$)E8@WavH zOVw4Z`4@1xj0JkGG6K489c#;yiPRgvJsg;8-|q^m{eF!rf;I_e^J9y2#ECh)*n}Z= zzcmrgs5Il`Ji1wVogCZt?=NgzV2Z*0RIt};Ft^0n*diFKN~9+qUZj<2(>sPFjm;bj zj1|GBQ>1dWZtudpJ|n4efg11r3_Tzpx)#+2*a0sk*9*fk7-}3ekOsm`0ct6$;v%z?c97&)R#sE$^8d%*{NXO=t)BFJ1*pZpG2i}(8dmzBYoZEujb@_2+bu6x9Xdv;!`OS}D5b;?_2 zT3$}jdT-qJCW`cAyd#yp>qfTmObl+FcB!2&cN$di?0m<4WOF(OT$2VvVcG%_C6IvI zG9T<)FnJ!nyV?LJsQ2Syr8uYnYB8^4?k+m*<>CW^fj^2&D^ zVZ2K}u``pF=efV1iA_$cx_5$*TG6@GL~s@`4<(>oPxwIUb;s9p)9qeUu=W zLCpcQMX|j~aQB`zUt)2jsdHxby}orhmfr^t*JSHvP0mwe(hBcbv^(@4n`Ag+cKyh* z)WXHv>NG;?oYiGgo6`o^=1R zT}K(48@=bs7vjePZLf>#9Cak)$7l#-b1PV$HM`Szk>ln@WX2o7Hvfe->rQT;132xG zOQ}@vgeu zocmX&L!D1zOzq98bU1=MK9{@Ur%EkURymp4mj)x|v0j9Q3K`TxEak0pD=|m#1DFV1 zoE>Z}SVsfv^!ZROe`R9RRkU~Qz1*``x%pV$jMC;HL_&W#4tmAFF>-XA9o~gK1Wa$G zMdY3^CTm3{>KgecvY`C$y=fb8TObaLMT~Tp3IT`$Hz;ELaRFH^Bb67DjYfTOzk1h-Id8Z$TO;|h&PNl=Kdpf=-BVr~ ziSe)Ln^TCD&IV#yVmt_*32WD@*V9}70MR#v7-eH#oaBv?mKAS@`p4a}xLbkJWgwg( z+iI}7H@Re`o^Cz&ck>~zw5KUBY?~PQLHAo#rP^eRB-KgVD?$WV+af*%5XOo))eF~| zMa7cVpF9`5m5%z!GqaSQi# zRt0xkaupl#{Jbizzo*;?I!)!N*fa+Av(akwptz{Nyp7OR=7U)!lO7+LJIVb8p^AS~ zyLh_nr9fIr7w6ivCIvw`uAk?2Ay*jJuxIH5=2L8LP_--$Uxa!fo!2DbIe&E87~ueNUv$i=LAK`JLGY=5Unow(7QP!uYu0>9u}b z$3a(qbKiioUxWUwb)({yT}La76JqweO~pd*G;CIazxp8G;qAvL{WuiBZrw4cL;UB) zD6hErJT6(<4OSCKtcQ5Grq7%C;H}jgEV?w*^QjR()5W{;>Qp+}byd4{YFjWwG=(ox z9*z>-MCd>WPOYEqqwd21pDy>r_G90=gHI=G2j%eQf014^hFbgGBM_N0$Y-46F#rLI`M$~$llk+euNJ)xZ2Ujo>s&|Y z+?A8DHBlfh)Q>-%5@}~ph#ifG)u6l=T7O%pHMjc{Ye{z0%1&XV=Xe&VSx%{&Myj(k!0wPwPb8k~_B?AptooE&XP} zJj};Em;wV`aFf;2gJ3K)x)^Gn@SAOZO&Q7RP~r0(5K{Ih%3lr6>np2|hR36iqsrg) zgD3#W87x03o_OggQYFQwc6sI5&5ftYMwmc^>3yLF6|il@y|mA)s7F&K!qcKNByLIa ziSKWEH`Ni=q_%ZU=9^3OD0c4|y!Y>q?Zf@S18%f?jK6ow&~yiwxy@=BQZUYj4Qsd4 z12#vdv~w?gX@4ly+D~}qwl~m;s4jcVTYehL!)4bkQH>hjc97A=;UT(Yr{l0eXY4Kx%4{yPG323kb z+#D{2E`tHZ=%haHSVsJnh-;}g5IR6Sk(c3*a^vZQ`qJE`(do4tGqTp`{33iMI{n{j zOfla_3fFpUFcW0_{CkV@?nS;@sT<^#$8JC9YbuQtN9WP{wNg|0=~`TMQCJTD##-XP zMyD;e>%D+YDZWI>J>nv0@`4@A?N3z6-xt%9Z)K}a>DP=4K{0vR6PU{n-EI9b7?x(d zTK`I#zpF0}jYfzrw$DX~7+XjX?u20#=H{d2BM7w;!u8fSnvRoWEDMkgvMVXl7KUa~vK1u*IDv z3bmVRs?7pPRO&#*ECbUiZIP|6k%OiT@v|LphW+7_X&qhbBQ#2cZw0>p^U^i^wDM?+ zGs@_3gD%eFwfSC=+N{HrO{^TVBYlSr^x8(>UTL4sM_hAI8#(*!r=#alxcY8u&_uOF zztkDKZvbN{w>EfVH*3^9C!x}Nk9!%4rngur)l6|X8a?yS#y5Iqjo*6$$~QTdkiXVCL0^NscF%jCM7k-m!l?nt*? zg7iYZE~t7~D?MN}{$$W}QrDQCH-0S&{!2a1ESf9t9!afn_*G`-cP;-CgGz~9gx#*T z-d&r8Rbt*sFZXJpxMqi^+(kjF;=0b=#2&RrxI?>CouWD|TJe9kQ-E>Z zLKMArz<&a3X?wQ3fGMah;)LRR>yyo-w_6W!B77?Z?gK`Jwks~rdn#tJ$oKISl) zqWtS_>a%t7$_Ki48#k*nl_-{pUC>s?{db|ycOc!@&5WgR8C*2-6=*DPmMEX>wj(I3 zQjNdODP)B!jxIk4VyKyIB<=k@O1z+XZ3%Jiz#s>8>$lE`Vbwm>z3w>b#H9MK{2n7~ zN+o8u{P48K22Qg->+wP3kXaSsp3Vj_%K+Q+;k}^i05r3-pV_*HzY0al5jmy)14({&bT(Z2 z{mNifNJNM)^^(_fbnTn-!2-b>@EC;)8j`D6QJ8bUw|`Vn3){?P~00 zA0iSuliDQ{fWPCn6F5)indt39SeB3cw7F8FY!lzDbv%hv8IpAx3=>4w~U%X z!uWnz_k_!ptw6#^=M}$Y?yucv4Yvms>bau|zY|+PdV?u|?>S{q>kER>{efii@twg5 z%$62#Hjc5rPw5P?Zu-;xy;kT#e?)vfdWH$=4>+R>c z(@(e~^Xi4d(1+2H0)W^FOS#M);JnWXeXT3>r{#&ToiI6X|1HQ)IXO%;t?@+Q6D0-+ zl2nv%g8+!>K0Uf>(_0{y>+xiD%v+9-^-p>jEg`+INn4V4VS5!q#(cB$u0}L7SKMiT zdZ}hn4wRETYs-|4-Hk8{X*Pr<1m8bEWwSw$pQ^`c;&&Oit6~d@D z*taYA{(L+8y&QQjrO(Ige4;ICI)B7x(kwjz=v!>91-QIr@uMSyG0`cXC1S*IGBeH( zr;X<5SklLfweet&oZN1_M~>1M&yLfbERLWc15b@Xw|~F4lJn8M-xjbM`TLY(>}OiU z#~P?sP?E!iw9aE@HZE|{Gu-b2vVUH_-YYA4p%aeN%d+^}M@f38Vr}9ZtqJ#|n#H1e zRr~&nxO8y1@f`0MYckH~j{ip7lt`xg57V|A)bmuO6FSVX*aj`9hTG?#mmrcnJujPI?5gOLxgQO>=9hAr<|EoLvvbf(b9CF5|EqK_2 z56z^_eQ5(5f1*0-b!fAgR zRci5~7~ABwbCg;4uid)Apf^jmW6jJhF?N2ba*!zprS-bSQJi^g8c3P%R-uJ{pGg$0 z0n#^65Uyd1KwjmYeFhz?&?vnZxHlyli z19EldP(=$8%W;KxA5fW@{(Y?xPWjbLcR~;3bdKYq}a))8}FJal{d2sEnvTfxrP{zF{5(+#*X$J zM|00vNUeCs7hFI~tR;VC4Rmlt<7(&}PrI^B+)KGTg_xVuxI64E`*xe)H5}{pRiHM` zZ!O`TrziNBrSm6q`yLgkQ@U~nx+A#!##mm~xld*0oMzG-BIMdVA#Z04G1;-2&S=|i)b=d%IzHTi7U@(bT@nUMESKU3Sy!Oi8!t|r*SsncawAE0j_YEekn zN-L(q+$PssK@X50?pVFvo2;%z7b(uLr%^h3>9}%`@Dfs~ZSu|W-=~9DcXj zgl~!SwP6pG=8L~JXdOpHy5}Id#D;Sd-1Q%_>kgKKbH7sA30XC4OCYltjN7nY;gr{I z+M=i0y4ap@tL$9oqTbD_v&5;Ou*1^rT`-he<-x)f-bf$6`XS!V+nd3{d0nbq!Ao%^ z8a2CPq4Aq#^czmW=|U+l`oZIQ`;qhABZ3k$<-74U%{o|~x3dr9P z3Xtab*2-P)clV^v~uw|V5BhczCZXI|@9Xxc8Y z=?o8sW!$@yN`%>xUiIihZC(ekq^0})GWYz&hVs(|IjyFGSzv3ciCAuVqEHp`rx%qf z@rj}HApYLq1|1h}y!guM3?RO5zu74G2(RnQq&AC37ma~w^OUeCKS&?-vpCtp`!)J= zCSm$9N(KpN68xT&7f(l24YGOqT+5qTd#tvGtR@e^#SS6Vk*`|m=2bn}(Byx$(Rh){ zx0;7sg41mv4XQbgnKjsmn$XzseV0Y^t{k7OsnCVC*2Sy&V)uph0rQO9s;jM@TY&=EtWw2lM zKcUC}pdtfgbYc^^v9S)q{-r`$By86czgXHve|dwnSIxCrrP~rFHm46$9yfY+KUj~p zTZI_Xhr6)eu?ogL$H-!_&jsN!d+mdkya!Lt=hOFBtGHGiO(QvF(g5vKEG6b@np$7j z!>t(DxtTirWX$ELS96;6uDbYnx`A$}cZs$u`EhAD?|EV9)Q`V~AD8gX)&vkDJO*%D z>iF7|PpCuQh7CGVT*ZGr->#G-AIoITi-3B%Sv1UBR@?Wdhe0h)e%MIy%5gT@XkmHM z{j+j5JDFGgwEHbx3V(xfbi%-I>i?WVv{*uKpg)|g^s-6Na}Y>#(leoZDjYmdV@k z*b30LJY=pKk!q!+v#mLx56d;c+Et-ZtU)+$TO#VpSnY^iz1chr^vQ1WH?8=v(qNep zW-{}UWp-KXqp_`#URl`oXvm%pi-`t$O+#@(?@Amp;o#dk!}8I--)-SK-fElb_tA?OP5`@k za>zQw1O{_sG%JjOa-HMzkJ=O9Zsz;`W%xaM7d0Nm$(hY{pP~IbWZGEOuDY=R2U*E! zi>KtTcfU`Nw3rY*!q;sPedrA4ze`@st1H z?O<5L^KCL04?7Z|z4m1h8;N=_KI8(e)5(3?#}#|8K9lVzP0nA)Fsj~nv`tn5<4?90 zlQMe_`4YOhTv7}HP@Rz?l8fZs$cN9XajfNn`Q(=iX1w@q>0I%tzu$F@S4i0`Fs}p_ z$pb2n_X^m^s5~wndZ=*YE_Me2&vCM&HMi@YsrH>V(6j2oI$C)m&)g;YF#VrXj<@pX z9ABod9?{>PSK*PSzY)<5LhMSmmZ3emJOL`_e9^ElX31V*Q@a{F1+A&Xv@pff&K~bh zYVG`{CqP&Cl^rrLdFNc!+0@65rH%>&(O@a{JOH~xP{8Co2$Ev^jMF<*PRZ%?W}%s} zV~ns-2rwYt3J0jX%=3TELW@I>Gk1oWW$6;Y_H0yWEC9c|jkeqIk)G{k>21D&Az$yH zAT}e zCtcKq_Hx&d5cV1u8XX^PuiLb@o!|v2>_*Q~oYgz>4zK5e_dAK8e9LIn!y1!kC|4Jw z|E@FrjkQ0QZ+^7=m6^e8Ts)K;bCsM8Nq6y_uDKq0CHGH^SjMX2HK}>Fu8|;@%eWmp zbAsuq%A9{+snho1YPehn)5P^AxbJqOh%pjQaFw#&ddWcsT{*v`_-8PCdMBgmyP3F zk53iEJ>%bs&Jw|PNhIw-f)!`xmv1~L+&YD@07kMvX1X>S;|?-YymM#J`g8Lg904uF z=L>|&$u8$0kL)i$IjD)>9kc1LYQ0gB=R8ifOxp|h?i*yx-Rd%CE*o?^DS4cPFq5$a z>0Uwr;Y~NM^-Bk?e=r`zYj>2_rV3Yzvdk|YyU-O6w@l}De&}uebk@aZn~@{QW)dQeGudcO(a$A3V)==;`C(zK70T42I|qA$?B$!}pbN!Jx1jI-w%?$% zCpBCGtWS%e>%9_;Kxmcui9$v4l9QZPQNo`Os!U9|G&QaqAyRa z=b^JaTQ#RW<`0on;R$1Q!7RX|*|;Sy3W@J6WO8Qxu*w@)rfoJ9?+;~i(ierC(@%@I zc%U{JM9MHswdR+TIzCq~rAQ%^_v&*~mFjtjqwceesirWjwFe*YaVqw=ZwE|jjKO@{>$jEH|X z7XQ=lBcuDr00)9t^5>KDTruTV$Wwz84%aVBFw=Q;+Z&pga?zeA$`7(Z#t}3dF}t-DA&&1W z>C02{$IZNf4hP)%+@maWPc*>|$Ks*f`a^Rto^`e-M5<&C7sKS7Dtz`LpbS(}gUL~TF-`{uX zUX}NK_RZ^c7)5PpCun!KtxK)7F6X&9ETgC&ntzoWb*|3l7R72U48Ga|>Ul03UZ+=8 zz155Itkr?&KPzFpR}^WapfEBH0|ay*fXtyjlWW9$qX^n(K5L*yKCd{K;5SD!0)zlh3-SjHPo*$0f^|n)WU7bozt#giR#&azXst-+GwY+raV* zLclFWxn^0%SueNkn4lLVwn-aGgq>-=pPFSkXQ*)1;f+E$CBt%HmYpCrD421sj-n*| z>`ZTBNe8*U{08FMp)Iu`+m$1{X9tphlX8IGMdWgie8_aU;|1l$c8zGhW?p-}bOm&70sg;Ew}4 zC@w#@?0l&`A!;A6_l0q|m5xvCz^{gCD?7J0M=kM+XEf1{u#T*GN8~Y6#EW+P0mtS+Erc;q!!iXdsmE8lu=cBbfQt{ALxx4oIjL_YkMA zclP|fl=bwk|C-Nkc!|7Z(ff|(`SZhDI>nN9*ZiVE9+~RLQ96RjAglX@^B$*?%MBTd zYkNt0(<@HCzNItTBskrQ<_IWwgL;ue`(*<7LAk$i*<~(~CXR&pk1v;>{a5|F-UBP6 z);wRe?tU##vkCOMj-&10BQIIv?6ui+M&#f0lcOo@&8f5eOj>TNYU1w54D_vGL(_ja zcAN>vkhbh)_a=Kh1R|+%u!~|xY(z&J>U+UlZKd{RGFC=U+xf`n;ar10?ylQFalAJ? zf8G%3U7d--?kosVxt|3GtMI*tWd$o`MfEqIvGtOql|2Z-RHHP)aJ%kkbOdaN_E9s+hgFYhp}HEuOlwMT3p$# zafK?29_7wVb;A!SG@KOUwN_@(FZ*;yFEd&-UP*k7^u` zr_;6Ut_GjkFIb`X)Z+K6f8Qt9e?Fo1SWy8za_)H$)LVxKijFt zztV;{#k{4y-eJ@CsDUy)aCJ_t!>!I)B#AgzA6+zhpnqq=y1GHdYqz|Ss8_D^W*gnZ zwYC{QP{hB-0v3G3pEa{OubWcrk zLT*$x*3jt|R(sDtFXg5y@m8fvy-&)mx>Q^&E;8P?JU#9& zC`GNQmcdN)bGLwd2Mc;dA}q#!jI`MA3Ne33J1`2{M=U!D!yX)9ljrG>9+SZAnSFA% zlUkJSIWuede!M17E9#Yy&+2+@ez3zXxSB`t)>sY8C+aCM^h7U^BWHjLKd(y*Ft556 zU;1TTQuFOCoDfz?{n1-(r}$!fc>?#T+hNtxV$F!f__zYKhEw1*9y7~%mT~kPzv_4N z*?3OJ(ZNO;;?$qt?P-a9`K28V;k3iuOe%!$#=)+d zh2pWmtWfp)r&r62GY`EMz<(^XRSoZ6TVX@M1+$!dkBdtWVmCCEgr-X4Wv;)|7Jg>oO-5ePI^G5%YWg@ ze(QAUYtDV$G~nnwnx=JkAI~^z{Ce@oV{1~?T;JT>tFC0{hv`Yd43XYccv#=&;@}VS z!RIns*?c!0lpbB3`nD-9qiB6bgS&NvGW!Aj!>7H&>^6J;!r6y_F3Fwc&j3x#Z_9ON zuqS$dU2jz$$R%T6(vs_?y=_f@5t6*^>9KkJQ|s6`+ya1^UKSMm^3;I_}+saeB4k416 zaBjFeIv2#qibn?fVAA~S(E;N1Rz}3QDb+oetS0X~b6LtAN$6?Oo9Nxzu30(fUk6cN z^*eNLxbv_TpyC(U{(7IU=M}7(wWm)4%wHD#_l4{@e1VGaw5MaV_LqBtPmTZ6E)#eA zbzhW@(a*+h80M#0_r1+H=HZ$vK=Q$pwBU%$FAw#V4mjX%ec0h7#Q1!Ig&PXkX_H`&YX z=`Vj>?rV^(8UI=L#f};;24OfaZJ7+FiSGI&B^gBLvYZ3Vab^6jU@B{=TjjbwQ4_4$ zASUYui^oluo=m4xz$NshDl&$`!l4sEx;oqu`^^FC`|}5R{QJ471LBSv5tjYOm_EK17*jJ3&o8#z-l7T^=@ntETvhiFNHf zOY_JUT&(wL7H;^HV7>;KH@tQ=d(fzWGj+!^r@1CQpa(X7XQICum!PpBCrPejpyHS- zjd$(|+Ha4mj2DkORlT>?n66OynA4*r=f?=gGy(E$SE@-DvVy=3a7VC`%dgMDeE z{pAPt+=S)7w^*(KCM_i!aZDzBw_<*tHL}6AhFWEwZY$Ey1%{ndEr3$27pB{1ME-38 zk3R>wc{P6jze?EZ{4u>GqpiT^V!N^?uLtZ zTxDYA5_eVfHE`tyfdAICPO6stu0P4HU)c4JuS8l(IHwZb4~6V4e^h_jVF5_m6xI4 zmMH7VK18J*w@P+6(-L_%%q^ItHQ%oG;aNmQR_rt{vn6LzL?t)go}=T+%;hY943+3F z%Pp!>ZIkZY-+28HmWoZYVeWs2l$h;Xm*Sfptt*4q<+Xjn7fU@37W%h1CqdDD`vZ5& z;=C&K7ZtF}_P#i0)S)97O^8CNejBFwelmGn!7xNU8Xqj&K>xF;7540)$^%G{dGYJ0 zvFlaC2VSxUv!*fO0VDjJW)uWF=X2O_u~_7(bswkV_;r5LuPb%qDsH`fn*V9mqJ7iR zPQBh6lGMX3Zow{&(VxQHxd5RwZe9-rlGM)$?b5RQv=&To`A>nXzyaqG-^fL@_#2wf zp3Q%O*s(a#e>?SXk_`M)y4HXfOrJLUhqzm>yGx$RpI7Arca*v9VbibdI?VItNbD6l zfw_L3K{_-4JB(L<{BJPZb1LqE8ekne!)1QJjh#MpiHQX%6^heRc0AZmp}R-c#r!>6 z=9fm=77FuPd@PjCUP!v+;O1Pf?epITy&nQAH};%h>}Q+HZr**bY;Ug&DsykXbptPs z%Oy70c*x%E6w(@Y@_==~TY-+r!1*$B$ENqonL>2`l8)wN#(pihgU}G&^Ax zHm087v>gq3IOl8vnkg~8;ez|61?^YeYYazeQFn*qv4(ZG(D6@ z4{VETGpoTch|k|yB0*?fG=nTM&dKq2u3OA{oy^Hdx zP_C%;+nvSybtN7N_8s28IRo1t&3dP4Zbq~rdAf?9lZYAkUzY0ci;|E0=4QMcpXv=P zI4STCbvKgTm-z?)I>o*@2(nKWdZth=8vqlwC$sYo`6~;xwpI#A+7ik z-}wOP-l^HiW_$Oul>qPbiD3}AIB<#BKljHH4D(g9uLA+Y-kk#8TWwh^s_ zIfmyb*S}Evb&&y~+;j;C3@QqkV0ar)=j?mdK=ZIvwONj;p|w3J}>5301=X_ma}!%1#O~MZrM9< zMtQYuQ+>euUn*_Z5e}L>$Wc~q(Wova$MK#kn0-MWKKuQ{r-^sLY(6jwG63#xL zS7{JG0u&`EGmsQd3ytl;Uk`U!tEvum8q(=oQ9hgTvRGeMY5&*pzRyB?~NGy3TB7eB66TQ}#8(D6%$OyKRl;qgt>r7`cDJ2MX& z-n_GCeno=Ic!0=zq4KI{JH6_fXQ{twESHEPQET$FuH+Q&&F|Y|@icuMy(tNF;qx^o zd)TBa`CegXP>0bY9ot0~KJX;1^~%#~@7awzwQ<2Tdlmw5X%%MT3Q?GU#Lk0m5rifg zNYu#{H+-rT&Cd%a&W-2GTl39Ix%z6#_2PW`8wel@+pm@+_x#%zaD$DG{n?fMJY`kQ zP6LYCMclBWY(A@-!}XpSrh9$=+nr41$A<1btADEQM=b0WU*-^0A0O5Xp1c6;tmH8N zxVDHqV^4AhGQm(w;X83OiM>-N;YA_G-i~bby)jzpOs8>_2wEtl9)s(F`wL4sMCosDFjyyQSZtx(itN7QHqe$t@9QdzK1q$Pj8| z>`Xia|2Xxq9>XQ!I=_33$+YhWrP>q?@0gWDDOtMTwD^jG1)NcO7qGAkjY^|++AR|; zmVe2C8kD1ZP*bnK3maX|tIm13g*0C6#IH4jjWt>BdFs=x*-lm{Hku1zs26hV$6nka zLI%{k;$H{nYD)l#_~bs{q(&jnzkU zjVw{;Vm4!U-^%WhrtI}w0ytP`OnuHhqieX)C4r1|cIZHv7(r!x(pDX%>?_4_7e_vW z;)`rSB(L;ZFX$1vDG*E}j|&_7*Pg)$3GdjC!xB3mddu3Ztk{B(!)7$(mXBoJOMFv} z@40U7yw^;>n51J^{^*1hpLXI|^$+jgC`)~$~$WXSe+)mM|dpo+=lj5w&1 z4~N0-3KKZ2Xl=;cSiT#}?sgDE_USp7)V?I6Pd9* z?@0dWRL`nQ)(HDO`gU$XLxTHCFWV`dLSMG6*QnN&N|jT+XOw1}`_N85;G5Svef4e( zvZ>B4gAiZChfSCo>@(Ahd2JqAZwRcX=r_5JLFze6AHQ~KD-OK#LAO#zDW`%aPFDH9 z8PRS1cD0U6&YF7z*xW1a-J;TZ*%x0|)HvBrWjE{PjlSObe1plF7K-Ejpq-3Hhw0$= zS&K2WP044#*g~OTDHu~bz3w^FJn)sKa69hQQu_}CU4|`dK4L1YS z*W+tdhz=+WZ{^e+KC6pwtwWq4*}EEb_0DYOttlt%x}&$n1vex6)0ixQv*qG_?iD6!!2RsZ$C zk7mQB!^7RGxRkBjD~Grt&XX3B%3(7k)!)QS*tRzqz2z*|ndSG+13!B?_p9HtPpdf? z@2f#_G2|f`qFJYrTBgQ6Zr4(6MMNQXF50VMPrOuISLcHLDf#?*+3#;#t?_dvG>R}T zQjsCIe$OVWbn?0fRQg-%WcXy}B^*({Eqz(zyHB^t)ynS7Dq_ZWDx}}DUy1l=go+wo zHJ5CIDG>HfUR5qwf^q9s126|&0RLO~ytS(7JPJ-j0KY%d`Nu0w0eru}miM~yY3$v+ zd)aQ%VpBRB&C`#|?8f}uqdZFU0^kIH4E&JoQ(%5gRAypnbN&#nkw$$2Fx#JLzpixi za5dq*bXc;|RR>8 zM)G=p&C*zf9>?vue(9eBPQ*JKuB{459P)osxjL%vDSFl= z3ydapae~oEnuwuS`~V_V+8U+I;}c6m@VQU2eB}jA-x;<(?;`^dsH64iTp)W_Pi%Rx z_4Ob3f!fUsPp7O8%(@ZqFHUGO@5+@zxj=l>T@gEb8{s*k28@ut;_V&{w=B8+!S$yF zcd^?>-?vdV+-}5^yJc%->I24>;fgtE>cWW%g1luKcsVVfEbvSJ-JTZyJ&h+oB6XNx z4TmRBl`iy!D*0L`G-|i5Ki!R6P!lotZE0d_9vev?qF)S9DUJQ@<1KNsvwXSMpQgBZ zabZEpM%=;91gIJ9cX>;$(k>RvUsl za+AJ703HvW#jGFq6D#Lc2}i=fi%z`w$xV501&f)?h0DCtz(${k!h}Z<@4fGP;d5NwKzqfPSoKO|r)eJb*H@goXA)8~vggsAe75QSh5?4T1qgPgw z{~!7<@=Mj3l=4Hfs8tzsANA>DE$JI>h`_<%J(Y>@M zT8k~u?v;G8Kx_*7skrG4fPT_G-hN(KbbEukBT%P5rZbj*yH9&x?QqA^Dm7mDrXLdm zBe#zEZ-N|PNbb%|0(${wPu#CG$E}rCoBe!~t-N-nxr?EZgUq&jWnQQ8M?;WnK~X7ZglP05`rWu0u@B!d!thF$5r}HCF@_{uBEizE+PcJ z^w%BVK=7F3Ich`nNA51fR)wso&B_e#SjPdxo2I?chGcHf6<#ALZ?lEj!F>+o8Sw{fF{D!8miod21PW?m$iX$vkj1oI^}B`L zhyB_O@amAg4F$v1+rh>2OjmUJSOHs1(}RkReI%MpO&47Po#Q$!6cTahzSqn8z1E_c zxfHIA_xgPZ(l>mF?q@$QRI?$CL!O z&hUDyl=ZT554k%y_=GJ@t{?x!OY$4Jt zZ4GY?_vqiM4z9<^NC1ZQq?F{zyRi1j_i1yfEce=2ZE#HpkX3IR`uba*qpu&t%KOoM z?$t`V>F)B|Vg4$P<)>9#Xx-dvI&~~~i#=C@JD87)MDT`FMk9vil~MeIy!a6=(w9yx zzlgVsd+#jeZz_!5Zu4|FM)}&G7|V&G6au2$zge3KagJNYnl(R$xRFbFDb~~(A6^^d z^sxKezE@IL`K#|<+j;H1{blWr6JEGguF)Hz;QC7jp}I`*Z-Z)kEmC2N_+ej4R}-;v zCda35deJ&{ev;={yNYmwSr75Em&V&6hTb22{j#02vl4e+w`Zl|e#e|U%&va0H3M;e_SLjr|7MoPK_@2n^@p_C%lscm4@nLr4>2i)P^wDO& zI@YQ>qo}8ExBEw|!YcY_xx!WfDcUPz!*74(emKt40D`^RGfan+)tlH4cYL;X2qh+=-A}NYyd3i*+LxRK{49>n$c|0|C{*s zs?N_urFh+nE`AGc_TxzRQI9(~oGW;yUU(K4!;^c+O2b5$SyXwWvbob`S*}uMIj0t^ zSN*u<@<+USd`)j04gC73^W)#SUH5O+{f%D_pOMKzahUt!1g$>S`<&<`-#iZMHA5f% zkiQp%YG4L2yeAZ4PU_~&b6PW=$b$F2n9f{7n2@W%UymNG8tW#6*G`A^**&Us>hi5_ z+FcCT-`O#meCmoS6W?LuY<`eO~GUP7X2=jP~V;WG-IT=N{L6wZx zW$1779qczPoQvmK?v@AOR=tQqWTkd0)8+NLK6=MuOK2CC;q=ssItA$Aimg95T~wZb zn~#z1&}~v(t*Y5@36Laq#8ZOAFbbQ0>ifY7mwm6gU$})$jSI^ZwJ{%a!@(ysQjwUg zZLkb|vjCiq7MIgRen|7;;dT5Y)oqIuZ~b%EMZ6W|*|{lSSsSk>e%=Q}4UA3jsaj;| z=+=&(`e%!t-ynwo&jAFu=ud~%ZcT@>Zx40;eP?Od$v1`uFF~^teBp?mWEdgK)pqnL zKC67;zQGHZp3Inr)Ts<};c9+`xY{?M-=b4K*4@#p9{pNabxY0ejhLBe@6xW!Q1@!h z47R0p4bW_NXUTT(?cldvG$jxtvFCi@olHcTuBfSV?2I;l`>1e#EVl=#KOK+6wLB}6 zx!DCW!d^(u|Ehl68IJ`^0-KYy><)^4?A#g%f5dt*;F^#k5w%%MrLHq$M%~7vLrxry zacKj#@t1{?**v--y-pEZCWL*qmk(ke!hQ*u5Uac#oW|B=*dN4C@9NbGiV3!>?Y+{h zuInfKgpsMhu66^1l5u~HRjWTm6SuX739j_k+BkKR(qq=NwSBaBWAT!F4O)WPeXc`g z8Hx0qyIU(L%Fn05Z6Bxgz1YmlUFw3Y`!JwYr|_Q}anjmXbC*36~ zW)*eKLaq2t?z_ySm&-0tF6wR*kW0M0yBGg$M#xZ*-pIYoKc{S^Cx98bp)1OqyS zeSOkBy4_4V{=tP~aa`ZI#&h?~cCANmsjVgpUGUI%GR|lHySe3^%{)mlN^9kSUr_MM z{gZ#6OgfbxA%=r?n~{~wpf|B8wWbkD)%Q^q*h@Hv&-eUyR+y>os%u4KH6zET+2RtSa(wHazhKjL%IA zahm3l&)lEyK#TS0RM)HJ!1*9s7w~8!*Up#w zZ=cg<^Gi}vHye4irB;n?^*y{S-(`oTGodu;#D74~<=K*<*=| zy%x_K+ASzK%;+qY$_)Q`z20ytx@P0`>QB)Ta0MLgF@3O))8NW_4Y-b!r02NIIOk@$ zecZPbYgESegMofb!(HXwNp<=_X1(3hv#BUV!B`$hv1dX_mik2YE2Cxw(SK7}{ragc ze!gD-sP5kDwOF-2X=Oj<%5HxjcnmGef8xl>xgD-`ZP6OfAv%c zm1$`Oh>^`v(Pk_@<$oH(7M5_1Izf=@X`jyBR5;A?{&$pnEe`lfZXQwHPrtjj)K_o^ zk14*%3@M0)KdFc<#S*AvwAhmG3%S1R9)RIR5N@Tte9aF|qNkyCr8dQzmVUU(xYQw) z(3Kb58JhrkKKUcRYA2VcBalgnDme-r>lQ(Ed< z#-BG|wc8;q1ZHKr1vAZce{R%B8~RdPF#$C|$62wt;Vl5l1c=U2(?p$10Ahh2PRXL$ zi*;C{X;|ad8-922m|4Mr^6);cw_f-5&Rv`X+jY0&lIuI&rN0Fwd}>w}kmiI0GEwc+sa5gv zSInb(@80fu04`j)p5Lba4uYO3@gbpben@gX}Q@UUi0}9u|_lK zA)n0tJ-0{h@q_uZr`O;MsQYXC@yrcGwSmE$@{wmq=$+x!^(V^G$J{zB*Ib8p?Oi=8 zZo0pSI&z)U{V*ScGZ6RSD0!|s>^0|i+`@J zM*Lkh`5Kki%a;&v`He^2Tr?x{$#yTH5KG68P!ro1#=Xk4sHc?WcA|AK{SN_jE)~KY zj;NjqubuUb>VC#(Au3((lkkR`2F2GbTh8xu#(a)dYRHo=s-k+>F1wXcFNMBISwh#j zw$RvF?XHB^7pG(YfT<{rfh#ilgwh63EuFH*ZD zwVS)ZTECHQrv;RO@XUVBPl_GVo0~>X*i0*6ooIwui3sh5%*y290T-X|lg3yoZ1F~P`_hkb0l`-{46*RbZKAA;Gy6v;2X(owevoF{(&Fv5 z+=_!sda3>S>#@(QxoIU3jg@+gL;5Zxe2pk*(3`MFVrR24dcV_ zBDFKGuNTGKvV|si`GLF2MSZqg-Z2v449pdUEBzj`ZIv1?rABRFk&_gdVSNLj?DI9C zPuq$$(fN*eg!##f9}{hDF{``t_oq9{mrZW;@ZwtaQTpmv-aYo@cj|xq+N^QW)A~;v z5}Ow`G!Pqb66l$jeG%%hPCjvcVbeL_+$8qGkLv>@qM>+-Y@6FI7z}O;L{BTS_Uo>} zrrarl5_Jq+a14G*#e1@@%PUwA-o^Ya3$H@*oVOFqsSmI6xz&{H{izLJS_zf1&R%q- zv9ycff%@*ULx_fXq|DSt=dlQarq*`&*IgCs$1p#c4OUHcEKT8RM#|yw)3(N)H3rF1$_1`H*m5_rrwznZ@2vj=gx@ zc@OE8vF68(S0YTO=)uf(<@NhWgW|gsee@4q=Uqr>=%c|Anqb%FwV7z|0fQK0Zry>? zC*94~kYm8Ha5CTIkVB;z(&6JADhl#6$BA zK;k5wmxnseCBNcyHN1~SJ*}2-uf~gJQh@t@zh%IeZ#wGx2bX|>eyPgoeY$^H-_rgB zw75Ba0Oh;?&a*AcUDWoVhIZ?;!zc&Wpy_O^;I>TvuJAlYUJG&>DepofF!-})`uaH|V@Flv-pGw&K zap<6-mecx&a(*pj{MB)WR?$985vM?Q_|?#tN4gh(3!vIrA#}8PlC66*Y3JuxxRi85 z-(AVrsDC&gj$>JqylZtulZ*WLBau>myOolNirpEzDLwwaIuf?K6JK5kOiVrD(WFhs zL9q$y&Ni}B8sw!9lze&1w;`)h>bNMo;05sZhTpNZpc(a?U7awmbyT~0>F#Bp%ZTPH z8usC@PfRYOOQvb{i@q%=He{Q~x6ZG(TwH;D0(!Y=Y?Clh2YYh3NFDjr~ zEV`@hVmhZPM~U|$|yXd5twzt2fNroencRy&eOtS#U;QA|gD~oe$pF$k(X6T3A zK$lfCCO1(=&nB|`KJv9uV$6dHi+ofv@ZP#{$W6gZkgwXqSu#Ott%RYYBIm=Jqyyg|#PlOw47v^Fq932hE#U;j93dO?s)Ap{%&{BXi(g>vQPj zHgtVCf0uk`aqMRDJZTJ!rdAXGLSvE6_4oBM8(|QfAIs_&Q>pjhVXMpBxf=}H(h85@ zgK)u!a$9x5&$~OKxe{B^0yovFT(lbbgEXE(0^q##1+r3~4Kt>`;st{F%G~x=iR$jGp+H^YaN%AxnRJqS&65Xu)ysFra zJqbhS2PO$k}~&rp;6-= zAzQuv@i}?Syw1e+!!3Jj#b~UiYqTP(3yi}K<=i(7_PO#)spuMxL%OBZ`u!D^X*}R= zM60nW#G7aHcEk1g0KNX{(zCQkiq-g*4ttxnQ_oP5R;Ashi4ITXTYQyQYa2OhSz}ZA zT=JGsEjh#c(nM*(TkHkf#>A#zce6g0Odbld`?oj8usWs1)0msW((EY z?nZr2j?PY5m9>7;M59+2H;K*XQLpr+diV4_n(qbM;s;LAz6?LX#|7Z%*6L?Sueu_* z>vqt5Fn7G~?!{;2UM@97w)TY*TYX!G{K+#0v0pE9O!UJ^rO)uchoZ@kzVF681OaC9 zxt0XWT42@=RfTF)-z0G%H&Y)?BH{}YQhYUS<}?FHVh7LGFO@t${)SM!i*gM$oUNw| z9iNS=h_7)3K|E)->TBD9Y>}S7ZgSas@+zByUx>hnUV=Zj?-D3<*V&l+RDR{&Xn=`R zX*%ZnMY4?E`}5PDIXP0kb6S+&-t1m{*OKax|zkFBvcJ$j%J5?hy|CgL%2}@W3Dfyft4^fAD0ui{NSxDe298 zO7Nqsf74%Yt{HLv3}PGfu(WRqcOaIxO|*BS@| z-akQp9D38sY^U}v7j?Bwq}t^+oFu`!dGChpU)9SW5|G2loIUSdi{q8*u69hTu~L`j zCZxBMR(^W()@+_DR`Hf!*-z4ta2D_8{!%0A&^s2t;9>HyqmC*|$c>rIXA~P%HiXKn=7U zH}770r|c)Rv=cviK%(KeZ_a+@Y_PfYdo`!^dQOr<^BX|+r-9zqrO>(s0UQ^9^+`Rg z+$t)=$$(W^EkQ-r?+51`Cv989VYgBQE*dfJjS8?aS5)IYMbT5Ys6Lm6*Y36d8+_W= zgGS9+%0XXir1yOAl#>&HoX-PAV)GD^B`$r3BcfIqm51oJJsIRm<-3DhlSPI8X{Crut)-B&cVo;oP``1dF)^uKP zmG&)58hjh-0`CH5XZaiY<0VzDLT{f0Xf(a|6Ke^QJ$5XYPwg^!-R%fkj@`2eP)*jy@ zi%T!_Dl_KP4=qiTB{H$btHQ1jQiw}EE38^$PhDviZTaR}+j%RH9F2K$K_y65E_)9U z=nXpOk%4Y;kjtNd-vyzP^RLCUI&h}@BaHk7hAQawZp_)%?zlZpr0W=ovn;jEDk4?A zDmVNCD^&IOQ_Wql+dF@8+B-7CZNAD6u7_~5qRe=Fl%8BlUFzN{tOP}`9h8zDKId}l zsXJaTfB-H>#O+vmd6U=!e)EiPt)9uOQM=*sfroG=*{s|`c-%VOha88hJCDBY9rjTl zQ+$=(Jh?2lxG~;tt(8vugr4cKF6xjK#!!4Hh*nIV>-6t5LyzPB@It+qQ9=7ab|!C2 zRpsn|`snj(KqtX$2y*9z9&guEck^AYwvy%MREWRVbn1B$rtM2bJhhcc8JZ1LxGtf@ z>cAdaxzJgV-%2VRKW*N~bR6umhR5C#S8$6Ov| zS2=~A?hpMiv#2YCXT?}==^>IqqIMHUnqR~_4h+{~&Ua4dAFMS_!FnLHT8+PcDHS&3 zHH3s8U_>DYlg&j%ik$NrwttVP zv(As&La-6Lo1tE9;A|>1ICuK^d)&JS=u;KuKGlV1?4ZZOi(V3aaA*yFB>*BtLi4#W zPsVyal@IGtt5Il%&&g1Cw0t)fyY8w&?36h!kWa@#S_dBfQ?WKynUB;JsRo$V9}V&5 z`_+?}Vr`RLcX5=ai>S zr!u9hS3xDXqJwGh%dDQt=_AQE2CaQ@Zf`RrJ?Cq*bO0`6oQGm8jQg&#;R=2iQAazCmQgHrx2NhD-zy z-{;?l^LMh2T)Mk+IwyEJ5lDkw?x`V2mDRNvA>qW|CH{i|zZ>F;gQOw?6FNRQV>P(c zJI6b%8e8_9?q|^43Oc@P*^{_XYF+H#YZZKEEHdkO{2W*7TFYGPP0n_vo}iT>NTDxqIKzk(?R3gj*HAmPksqx;Pm z{7cI(QJ*9~mt4vx5UYUi6Zp~N@61Y6;D1*!sQav`OKhXgD;gJCVGFGeP?q7-?r$5n zbj8RuO$H{I@N}k0oPULoU8R&C<~%?AQIULh?{r93rDbQ0eR{=4^B6 ziPPM)(%Hhd9WIt@T{nvb9xV<#rYclrqycEV9ak+9w_cWZr_l+ zINk7*J1OycM~_%P0n|fZIFi*kXRhH719eTOgg3s1aD~A)qt5Pon+TNocWcPfs@?Dg z_k7h2++#4z{F_nA8prnF`kajX-r(_8&LAtql&xhhOY4)1&HA42vE4NRp|PLGjQ0g~ z{6>wNwV#M1^fTJDZs(IX{oEb3q|fJ`tUo4a2|wJcZgby3Ue9hBsAPVrD*(*r%Jzpd z=DxRz)d5cFm%0>bsQD>DWwz7KyPcnsHrr3gU2Uon^y~Zed~sHw7Zd-AjQ`qp9G|}< z;^Xzfn>{@(gH1^jK@qht1Z3}1Z6rfIoBDT>yMA22iShhaPk~HQf3ph)BX=U!E4!x) z)-t@vN@jzX z>!(yM4~kvOlu{gFRr-UXsA7pyA{-lf;>qntm#rVPu#te7LaFBYW^kU;ml4@l%UNOW zA(vc?h^BfR^0$g4Ldfb^Fbb0)a}u}1{eW6J_#ZrwH;)>uzdn)LCn`OfuXj7JsRH`h zB#f#4@(%*mAYJ(O{JG?l2NT;|seCgC$D&z$?CfPN5g)-QwpRU7+Lf^#yKbzHl@anv zJms$!TyG58?FyPMUX9fC~xJ}Dw|dr*RMaDxAd#bRR*k+nkc zr|fco(9veZI$AQ4YPo~tChSAG?8wOsX3Nvp-=baaHTAvvXWvl;8?n|dX1GgX^|%j* zmCN|~nuAAb{yW$Is!)|(@7E8VLt*APo4i{mXx;BA0{e~1gCln(4@5Gfii1g=Dy}(w zEL8(%f4Dibg4`*!d)n(~=GOg}8Bd3gxqmx@M&SVi{nNhWz&IPd=_c_PQ>#;{4b#K1 z_Y0@{Yqoy-^#ymXpKWy7`vdzqpp<>ad4fP(z;S96UmN9CqRLD?OzQX}*KtnD_56CS zokZ*`{PVh-^$jmJG6h_@=O$;eTlM! zF(no6-#qM|&exmUSnub;?irBgwF01l*M8{;@?^|bNEoy}W-Cvt*5T%r&NQQj7fk82 z^lDxg88PVBr;%r_#t;wv z@27Nq^~#Euu(X)MZWXDSpZ)8umR^4wk$x$~_XZLn(`Kzc+6-mI#wp{=0Y>c`G*4wA zdSR8t=yL3XFZ*8kJzDk4DJ8cE3L^D3@s_6b#OS=PL#1DjjoB=AzN?WvyELXwrykYc zrQfmr%45p@+4|LbohIMp*5a?eIMk=ti_U6|#Oz%!bYp9?#w|F79IbsBMD3vv^P+RH z;jU5|ZYOD--J9`Il;XC!owzyFCC30piP(*_-zweD?Sdk;YOvc@8-S|ngOam$ZwQ_0 z{A#Q~lh8{Wy*vI5V7Xjk(@U&hRbD|()%GZN|CHHV0r5$glhE_8bvhTVCi*6STf4IT zG&|v0j@8<|aGdijnYZ3uxM4pFYW*+z9SMPVK`B_6*sBffM|%5rqlEsQw)w%gOFk4* z2)BJkPUa``t~kYMH8|eb!9;L;{O=Wodc%F5J`J!TKPyg>t~2;&H$^e%9CWUt#viE@jm>G z*4N0#DopRFRZdynmW5B7up4~z=ervn>f?@p$(3rmpXAIb<96%G&RAa$i(OwWK{UUY6)*YewH=M=@3VYy zdlPPT4BYyrtMH!BO8ve>f*y`!~hTCiAf}&Ok*Tq32`y6dSgKA;{`|yEWNPF6e!uQ{v}p zgg3Y6?M48GqIifZhZf3n0!P)o+}-tpv-ECK)xx*S-MVMK>kn7tz@X=#do1h3ta7Yu z?qQevJdXBa4-&)e{wYDy*7-Sy$E~(eX4vW*w(~?L;cB-W_x(M!EcF0a{k7E^+In>+ zXkqEP)WCu|Ntr5v6-pTi_3{zow>$skq#(|CJoC*pQ$`H5N9xwLAE&;28BQ({tT!Q( zIAa>BFeV!fCt09p2 zi{WsQ1AVsXlWOkw-L}#muUBR`-BuUILj)5kPzG;+A49g1xE=Vpp(IX24Tj$m)V;4- zeOFG2|3nBdUzs5x-z&R)1T|K@9$F$ZLr3ASdYNFu3J5sHDlwD&smO55cSj_|dN7#i z8+jde>zDAiqJFQom*fEIeCu4QZLFp@AaZ&d%*vsaEAe#V43aBXx_5Hd5au=K#d%YB ztMmdp?@sv=@E%SJrQJ&WOJ0I0V_xBF?3ctL_ut#~_SUWW10$o++9((`bPGeKQ=Ctl zKjS&7kGoWDK(-r7$$UFN?Se1SJ<$oP;s)Q@Z1^RU*LlNEETg;)$5d6vck zSC_e`GIfLD;B|j4LGWJDx5Mt-zP?tcO8J&yJI%ni*W)&4*R*loZAir6#KQvRe-{KQ z1jHe1?UNSy_c{terX)D~JVn{C)9vM=3pI0AUw|X#Z<~ccA19qvp@irxQP>dFdQgIe z_#^OP5k4=ipj|(~xJIPcO23*V{4x1nw+4d5z*uK9NoT%4Kf5D%@~ zdmlFEXt_3aZsv$iz4uyH5`hlB#nXh0&hxdp%{u*F9RIIiJ;z~psV`4$Ec~U~8NDk# zR5h9LW5z7)&7wYElC6knBlZXW1XxB!|N6sT#cXHAgEOiv!k~t6&%EXStnJQSQs|kJ z{>CH0$MHLT0+~(2POdCE*t9Vj>NSICSU=G@q*i$DQBK=nyN*FYDX~&SS+?naiH6~g zKO+SBcIG;Jv}>guAF)$r=p3!xL!aCa1|gxdb1OH}t?7x;D>?d5IJ&dO9K8dWD_^J% zgTn4~8q`jdmBPP13Y0o8-%1~Uf1-uA14>@*wuAoBVHp(q@Bs1uochc5?+SY{w|QmQ z+C~z-Z{#?0qRdX0@h#NjHj9F3VQG<;?7nyflGm48C-j={=1!WFM`58wc50(0tPZ^3 zLRfn{KiX}C($xnyC~P>6!YKy-)~}IFyqK-*Akwx)%x?GvF%ci)%=B0NS>LNuJ0-;sQLU~3|HpQW`^pU!XiecO;xVsqPkY`jdnAJ zc%tevco^))pYhJouBU*!N}_l(hxKcq8IQqp-LU~#<0M(Fl33pv=fb2%zkR+n1*PdD z8+m_uxk{}8S|xHgJC)#eG~oKnx_kBXak~;Uzv{e}D^mSRx%(bE{pxbrsd>oLrssvE zH@Vfr$CFi8$bNsO@3OEd>#Y777vdWy&H8q`e{URDcGmw6(gVF{M}JK7*{kiB{&HGse0=$IoHwdmdP zkM2T)_rYgAbxWRb?I(r4s5upBmkxy{ez0%l;6cJfgMa1oSMD7Crc)LzH;G=N_0GZ| z8^rLs-YKG-ql$L(FaD5lB)04Z1DKuGF3TLym*q4QS zl0Y?5zFMf6_cEa{eT=SX;9v$L&)<7HR@M+noFA}GZ9fw3gO$RDrDv+=u6(b`49h1d z5FY(QlgNXKywl0_Cj{q<*lpNY5xraE^LK2(jiObL4pGX9sjzBd5xMrJdA-MRz-=@# z6kv;oQrE=0*|ReM2ucdCzf`$CQx3G0LII)>?g03g&7l$&?@I^1_R6N; zfVJ$=EUHrTNxwI2UCy1?S-=gT5n#&7uHeu7uiyjXu37Pyom=gyW$V~Gz8~>mW+11@ zvjf;sjYJ9h0w>e{U0GhJ?r->J4Y3M)kq&{4kfNoZ@YnuX)_X_H3;9j2u}IzdW!jxI z^5aX6gc+d)ajW69>`l)A(FL!AvK@W@UMCf(C?TMdhRw3hPibN^IsZz7Uuwt2!BDAO&m%P#146-muxh#%*qGfi$L)c);HD^aE}mtip2cY%GG z1IqNL_fa)ASx(9T^SdgX-Ub#jwBeS6`K2(*Q6z_Q*MUJs$f7v>OH9 z&?)1S^K}FT>4o2f^2_@-E-mz8%2mDJvfMp%i8F#wcAUI};qoEl_$gcn3mB#I`;F9a zC((M-Ft9t?kJ*=Ti(j|jo#`#Q2f+djm|fhT6E@w~YvUNLHJ$+T_2?#unlVfeRDB#}rYDnbVl$)SjxE9u}c|9`LjeP4TK%*gw$^*r~D6^AVQsyN`E z9h7ULieQb^g}K$2u6t~`I}7{uiuvRdW9GBg%W7@|JZ0@3-3m;)U-7OB$$p%RPXEWf zMPKecnZr8pOR(JSJRaKz8fg}g9#%)`W;#2KOFBwpH?mhAc1pjW$|CH~Kdb?76H%`x zL#Zq{hH)vqJA)cDNz~QvVJjq}-hw!tlxD1O4qrF zNtX({nhX*02b7_wXr{YDSnB+=g6GI=~ zMwu8&uf}NGP#M29UN*FaMh37*cc|d(9yYW38U`;(9+WDpm0Bb%pCkC4n_K8h{LBw*d6ucCfwo zTvJp?t_!J4PM&^-+y3}>isG1PdW*NXFb9Y+P2Sq>b{^!Y0Z#b_UVM|9SCEeUIqd@j z{K5jE#4RxU*$J}}b_mg*uKIUm|H@16U0526qC2cB~b;!Q&=9si;$xz(dh#_>2W?9 zmE^#ZZ1jqtbnAg+^gPndXyW_3^|zH{X!UUvB%+@X;rDOVl8U_w+C1$y?SXnWhq;^E zpnz8)K(YFyI##Z{h$iADZMRtotaR~nrJR@Uj@`MPSI&(5!A}HgO~H)Ss;P_Bj*0fy!)lhq zl)IH$Xzsmn9tV#q?3_hqD%`w2*b3LVm-+s7@@!F(5vK6RbMv;j0`H-4g#*p%RSmyK z!{eWq>JXTSQhvWGN}~xfG=mPNgFqD7t(iY>JaYba*g&ySPS3@2YuIFVneazxD9q8M z*JhQbi_O(wm!g0wpcoja;Mz7|T(JtpKmLV0t7NnBrz;BN6ZzyaaE@SYT4*NLtzLpo zv9Z167K3gAL2B)9b72R=MSmJQqX2dqn|-VCX`ceu&9H?R%~rL^hqKWh$!g~*4bU|G z%G4As|G|Xja>%O9-a4t)IiP0u*(saT`-Jh?cZ$wml3PzI8^%10>m7BzIojuUB|9ew zw`326>;3iE?K@xqRQ&I`?+h2cptT&7URlpI^xYRZ6@FMOt+{K(u2gHM1A+N_+<2VY z)ni5V-$*Oly}b!6-XZ;d{_FeXG}p>rJ*>GJ?vV9J;6Q@WDVI2?S{h~tkQ^sp_f@45 zfQ_&X@tV_lfWkyfAUF9VVto%Y7++-J7`ZCKhCDFda$7L!(XGkf@V`}!9zpO)i`fa% zl3aPhpOBkG3Y1)8Luu2eS<223TIIgk_;?G^F`d@S1GB%aL-Glhk!;`MM(k;EFsm;I zKD38)k1gcGO{++CI?yhmjHlRKJk9c+X%;T|m4a-wnqJM2GQYX}T?5d8)rG}h(=B!& zY|DzvYFp^O%8nKld8W>JzlQOlqQV${q_?P3cjH|ZZ-Ll^DMx(0JN3S6AnDxBUU*9T z^&}_fm2NrMnoy(OO?){4tegJqQg90CUuz1p=_|jQ(~`>eUAfI$xi>ZM(RHE((~-Gf z7V}H>aV<yP%-Zu9uGKQsQD3^#|k7i%3kRk+vmIbFu$I9I-~wSBgH;X^|v6S;WbB@^k)toc^Q z?-I?GWnhWVMo#zch>&WPq1tisIl2vx9(B1U9IFoa#htB9p1HEtpE8_$J39eBz4mef zXD26y8`l>! z{C%$XSKj-w)lHaD@v=QwxJZ5_8eE{Am~bicwGeNG+zOv!*a7-wmwkJ16?5XeOW?}B ziSr}N8Dg>BUlg{$eWZrqL26b`2FMkF)IimfCQoAAVSQXw$l~ghmS*xf^alLnz3!YI z`Ku6Z3d9i}+T&A|{G-cYHCgof^sV;vYTM7T6J^I){Xz22h|57CZ$W7+Q&fMD`w;n2!BjCH%xf(amE{FywtHybxr^b**uZjUj;Aah*$dR=!3DD+b%2=6}9mT zo^_$kRLeV+vF!4#UL#1lYom?QSk1+VXT5sWhx_Lr`D9QQ1-EYhuq5(VBP-cdJTI*V zn+o(*hD7x?7!se}hCRN&649i$-V7a$yVv>HcfR;sP|{%ogvl)^1y6m+8{y?-CXd34 zzTfn1Iyzg+kC>kzMAAEG>{urK^fXPQ+j7@f#h>=xq+a-Oko7*DTKj*dZ@y}u#$HH2 z(^kj}^YVh?cUV+`(N>`Xm*d}GE92aVHh)Jkb?7(6 zs8>8*e?b}EwSu}z0lw7d8|rlTRF-ZLI)kh7siC0`#Cdjm()F`EA|mnjQyQ;&Jesff z&E+!Iw_Hy+53M8@tG|_G>_$fcyyMuFFp{Gva1yi1_9c+^*4xx|P=zL|21Wo?6fDjZ zM0QQ)O@K6_IP;Kbzn@o>oqT*etIE_(x#-MO4Wt4LT%Le&=ax23iZZ=DKXV(4*0{`Pyh`{*C)fCLReO-Lek}Bk>WbOy`ge!Dp#=na__imUDFHK)!}AF1Ax)1R_{H1iO))lX`pNRS%5<5F1?iQMko z?`JM2qui*t?UMi)EsWP*in3c+Vj+(xx32A9i;Oz#PB|cobmPDOx|bcYJk4f=-TO@W z<#|M|)mZ`W>b0N7-jvlBQbHC28NnH&d!Z+MEnU}usQc*28@&gwP;e@pfNxW5eAIjG zeJfdm_gK9j?}^dg6mzFlRUR{NmyfcoYx~AGJ{&EkJk;--)43kdY&Wp!blaVbYs2P{ zDBH4wJwJJS26iZWDmB&8!B(+~`(xiaA~^fR54_Ot6HAC>$mwmPW_m6up>94Si-nt4 z%AsB>@qG0`6pppDcaJ7OB_tO21yjHY+VyVDwo|DU2a&nyyuNpsx*ykNyu1E7cd>e@ zzK`o*Wsi${=uvm)$K7@FlApb`-QfRl@R4dfsDf$@UTluVNEsHVwIB}>XW^<8RH$1% z)9iBZ8q=5s=F6$e?Ekz#X@_2Gaf5mLsWW>OXF|fbh*z~Yg>Qcm{}pwH7vk;i^Sv~T z(_e6(5{-OD#obmQ+;U(7rM=g+O-!zr{`ST8+5Ioem8#q#XSJ8BR=l6tXfa$xMF!0= zt*{wzt`RJXIj%8}Phx3tY_SLXw|!K9g?^WCk%Xz1u9fB=SmMira`y+ayBvSDj0H`- zB%0Oq$vxGvPVZ0DH)oh5e2QoHvE7f7G;nLu()O!Udilp@#_Yz{FV1g$sFBCFw*F?X zeZud!UaLMmAKE0Wb9@*pyW_lCpMm+CN&7mp;BxiGTm9>kD7q|=g1?6;kWFi+Y*r-COU$m_(&<9iw&MM>sP8rT=D01I z*pxxF`DwB?^gi27@Q9WGP<{GY^eWS{IUJ#CMU)C{Svhdx^|fAe_|B3rfBxEVmt7lj zX!mZ3`(n(pXrhyD(Q>pOAu~it)RoZg)YBdAfu@RbJzJ zjKl}Uhp>J=$jVb7Qp7(jd_3AG`ftt?!IV3fI+EqEPl5=wU}N?N;?&c&k}n z^51b>WI0%Of4*-l$Aw|U9;YW5;1m8ll=JHJvxWBPQ~fN1FK^G69eONw4wXk3<(77U zi1l{^{)1=7k%E3-UH_cgoEDA+X?{)}DISiNM{ibRyMsB*7M{pta>EYgvV6%u$Tz`Iz7*l(&vQcR?jLY znPD-Ty-;c}f{9mTb@(ZpJYM5+XO(2DYnE~+j-PW&Q7mlM+~PYpsdNm#z9Iis#3@XS z;(gb)6`d;M!|Q=|gFJhAbBI5@9UD@bF7e1kOZs|}ICr75??*I9SlH5*9gZKrgW4u1 zo(QX2LZFh105#JJ4=N-|nU281$1R%xZ9}&CN~wr&6LJ67Eca^Si)fsCj4~lG;1YUZ zdU&GdHUz=Ddnb-?&wSti+GZZ?=iwF#7)J2h>IdW97*1LSY|b8^4+V1b$@njquOYgM z4djkE;AlVy2w(8o@vP8o-&MK&y{!<8l+i6LTLgDl(7oEE5^r7=HMQf^fcd2*+G70LPS>7# z13q8X=>g@g#1Bk8yDi2nP51BN2Qm~|?MO9<%cr|wkn7~$oMkPc0Zj%FC7D~hT*q&} zJiBQW2y`;|){CwQ7RohbU~uaJDj}_}>`x2wQzPwpbeS!_rN7S>p|`tqHX7S{3=9Z` z2%;6%Pc?t9DCclc5a`!!TZzS?ja!xXGy4xig2Gfb4hNww`18>@wVn;XC-b9GaNLcw z&*6%X8|rY?owfh&)MGn4I-XxBEYxKPBcW_7f_yFKNGa25+~vGW%J^O%j*4-*r)Hft3`K&& zdrk8ExbZ5Gf$TnYCRY$|z-Hss#jB9W`FM49{yGg49tSA#dk=Bo9WTQ+0SP#Cl=NptT*5igAZ23zD zgTcGLpDb^GRiH#Wppk|~%0;{V$?G5lfGq~6Lkbo#^wxZSr_7^&SP#zP&z&Ocd1rUn z^iu2BPRQZ+1MhMg+gN7JDe!1Bvu{0Na56^W0)eHJuPDLCtGL#_0mtvaEW@IN7_Nu) z_PdN~9oj#a4xP+d1GQBFEFADf(nU#%D5g4$VdS)B?&orOv^d*NY$cHVF7DK(Z9uZC z^jwZi46ldUwBEnm8b9tFl)4W^2ioRg<%rC4ly9Ny0C$@kz1q+e_lTMJ#BnzPU+H=1eHNEG&K!Hzt>C=?$pNy#i~5KriUm_S zco$XAuWO<%`J6BL#;e)aS^h9;iIcE3FGab(7JtHkjq>-3_#u%!3zx3Q?Rh2e2ZwMA6MmOKK&MsY z^)*V)umad_5A~aZAKeN=Ad@@e)#i|GHQ{nID(aA%{*q2Q2=eQX+x7H$yVB%dMR>!j zbX_dS%Z;U^RUur%KuNBT?hrt<w?h0P7|2dbjMl1e}ZM;O&rJ;X+XW6_E~1$CiA z1{HkK$8~~ldDywfz)4cP1DfB?f#9ikMwOA@R2InXS%dnr9D2LSaFhO|oJq!Ba6lew z>(E+NZu1S9?{u%49b%my*8)+&>EDqRi5oS^aL=O#iAxesEQLKZL6 zOPe||du8q`+uX-pojTdB7`OErlt}Pfv-s7*TkT-X7sER{-9fDlX^%YTksR}E!NTuW zVFai#9?sD`XcX3ZN7Oz3c0u+{g z`@T$lBAg<C&Nt2Cqr49{bnkmk&aCQ$H zdtw69&E9avyYa+^!5Smam6I?R`2fLB>j7yj;p1^_V3#E=8bRVlP;FgHWQbE z&6cL6#3Xo8h`}RAMIj!nMtlH0rE9%j*E4x@Wds z1@(Mr|H`m$5PRSILF}+5=X&>S3AtI~NPh^qP(5^gfB>DQz0F}D$M&xgMFObsk6ew#;7U%{le!HxmM3Z<@B74hiJO1BTf;W&GuP77kGA= z1VO2WTOGSRc;^`RgKodzFhNNCpN^UPSKU5^`H(xUi>1I{pg7H;}8c0ThVxM;DQJ6Yp2+OngO5^atx+zfx z$L1PY?rt=y30_W{3|d{jfK6MZfJsyx+J9jSZ~+{tPjyU`0o~By%m+X= zkpLoYUu3d+$&%Av+bEX$x#+$mxym$jHaE)yb(<87)UI44 zwrDl|AWb-dlYWFD} z$FNx@Plv`PeAdM*EEgV?-sy4Q$QJvR3_k4xTExrgFvJeO(YR$I?N)ydj)9ojkItW2 zCRZz-`q>ya^$lOK|2f9`Z)CSxB}83q#pvQ7Xf&|NM@V9Genp z>1DGbwr#k7S6O7|rI9M2X-9xq;)B3%(2-ji`p6aUTjwl~v%~`$@^zkv!R~$6kQ>>m z+z$ruE9k6XNg zE#X(!%%XL~&GLi~0;pf!>oa%}?Hi>w=40OTTUz;*UM#0)lME095ca>x;7Q0Jq0@w0 z=MkcQfhgsTv@ih~lXVf@=Ewpb%z;}kXf8mOYPq^xHLpiTQLM2#Nem54O}J0I8}{VU z#fVX}W)GM~u>mMw--L)(&+Awj6Sm|rjt!y~tlq5sJAj0RFXlId(HjG*dRt&}mQ1b9 zO@02j?1uE|+mer~CSz0}!>tQJQ@`vgKJlE=I-WAtbP?gBIGq2p`QU1KliIvtS4dwQE! z8bYB4h!Sk>n`KH|kcIuTKo_n?J;B{`FZ^3O=(b>0YUN=uc<+DD9JqI|eVOi8soJT8 ztzyH1m|(oLmd^I|<4Uvlmnij~8TPJPJ-Yn_OI1_+bj!3}J!zaCsD|(jlfPC8X8yYq zH$m3BMcmbwrLq$3HRrx6{#tg$yMR^*S(ZmRoL;)d8d-$+yVKn3&+2elkl>Ir?oB$) zsF?2du<4PtCYl4q>G4jK7XikDK_X-?*&26t2k>@p`RH}$Gnz|};Sqkb?m6J6(?#LW zF8l8$+bl`7xhbsBc{w4Kqx6uLhb3bDev@LZX$AKMS?t}xb?w%-)FuMe%U>B9vjEHL zxBy~GBbc-;fx>bIx2n{G1^jLJXd9>fB;Gzo(?W?RK9B8W&f8aV`ksHQmEF$1a?|6` zg$9>ua=J-ebl*NgM+w>&?&M`HJ7Lp;|-XbttWjW-n>Y zc{Bm2Wb1BN?fo6F^riZIAhu}na6nJWLT#LakM$rZvx#iR04^Q>Zs;XD_2Hvwt3zPr z*MPAM66FRkjK*hwVG0$d4--ICe_O47`}T3|S+rR{K|%LcZGD!X731LNnw+!Bjr!|( zeZSsW?&T~+2}+k#fJ(LyiC`jW<$|xi^Q=F%B)Y`nWlZ%ClVaO>^I zaFgQ)^R-flH2?RgT5I)G-<*x(V3?Ip#PlZ}4qr?pcZKO?@|XDDKrM~)ers|wm0|S> z>TDYeQc2#uBfr@x%If`e`~0Vwjyn<8{5huX-KTknZ0a7N4R_RJH>=G>G{5c|XB+6(oOHTfoq`c6`RIxk1^?qZ*6arWlz&sWo3X3G|(h6PV;wpW6@` zwzfQ&(Y|G{)3Hx>f?wCxnJM9*?Xf@SGUsYOr*Cy>Jl=bs%5AK| zF-M-CiEgBWCo5Gu?&?u)i28J`VlJeE z$^1Pk69Hgas1=%%N`fr%iM->k9lb>-V91)sAHb34#5G^db4Q1mcX~)%R-R9md%daU z8=kXYeD5@#)y{RzQUMIx+O?FSZ$$>*_HI(vs7IZ0xg^uO77+Z$qk{X@j@{+o95^?9 z1-U>D{j)Rm@$lM_>dt^_B7X#+5r%m4N*bQIhMx==$gFAVbP?4m^*~iJqz63CyuOsMZGR z!C24L&n(v(3?`PB)^~1hz8eXf8{B(dMmp`UTGn#}Bei?jlg^W~^#wm)2e-#5vHR2* z|73$0@nuI>aH~bG{`lHOc)ye&!a66{?CfDL-;uHn_T};Do$F2dj7Tvz;iU|j+^~Ne z`7-pyb|_Q0ip>`Hc^CZ?b^__#xO`cd58vDn_;5jlkNW7ZP^&)9kNs~QVl+9uj>g}M zQE$=Pp|%>qZ2;(M&r3%ku+=rLW`FxexjvX2k8~yOb@<^LTMpuOF{qxfkuQ*Lmbl%6 zKZ7;uFHheuY5^2&mLAaQwV6Iwp0GY*zlnXV*B2mV1y|eL+6@aYGS@K|%Be{xV@S`o z4^N>2pPhvbd^#36JY+^Tf9R``Z=lWyFIng2hA0Bl7`Ogj#nSVx?mJ7b-{-YfJbPD2 zgkp(_&23vBn6`hqkB!&-PEQVaIj;H}+hW5BCePQEsW!(eKlWC5 z^et)Yw6V|Leautb+!U?aFR|U?4x9LTfXPQw8=0?fwQY5?FWOx@6BGh3e)HJB=mkyu zZt0HEJvoO~z~*XjxPW`w$9m@?aN!40bk1LC&jW%^mJrwHE0 z2QX+&m^?%lo_VamCJF2=kKKL}XU?Gq@H#EE^}k)wY+de=8hIhWSeYbwxGjbq6FY7??V+Gm)+T`5tCeI^Ni0#`2GOX*RmOh; z{nW~^-+(ewW2?cUtp{Q+JA1l5>YS-&tIM1<-C#-z!KAx>TCIWHuMbrDDcbS^Q?qKVFUZx8NIaAN+t~Vfr#+s( z>Abf-?pY}-;p;+XuwCa+1;5BInp#j=mxL6iT66yoFA8#4eI?Ss%l8Z7 z^;lsppo7#sHaOXkWPkYCK?OLNuz|-WrVYnk3#&&u+;|0cf|-TiU)>8Ub~g5wlXOQu zhvNhF)+$u?ux@ilnQUfUx5j~)Cq62Bo2)Ue?L9jyw>tU0u%6g?A(8~x+0s{8&AHu} z>lx6*VzK-D9kmLong0wrT=n8{eXSTFy2MvLSz#gb+!s;x3_{&+_u2}Js<65DWNmvc z)#_3VuCqHuXP_IeY*&*-4tFTIo8uBSXkybIclb$Qlj15%zt1~9+}yCQPeYb-fbni{(!yjORY zspCdFKu$Xr{`)bF^a@x#O_ZVDT&>I0z42GgF_hjE^}idtc1%*#Fq%d0wmSwa-jud! zkb-|;xO^HY#TmZ+k>1>%t^c-9KgR}v_dKb6FYfFHZe`*CDEGEg(bZquc-|J1e((oh zJN42c^TluV<9S2BN9yD9s?Q^#ezleI?=qkjs>gf74R#!N)_Dj5-B{9LF0YrETxJ#< zjgG@~tZJr$-O{%E?aBMG&d$@|e`P8tqu`uB{y>cgbw))2BpnJFpp47EVA6 zXS9*b@mv(A^mmG!-S5&5!sLM&$>=lXf^ZnqdNl0j-tVmcwLe1I7?ebXTFj8qzHu^t z`FEv(ci+;eR>y1iTx=eytq!@vD5CC7^po-&@zv=@o>jGwIXdoQ76RfEU&;`7;G>%| ztA>|oco@^?#m6&p?%^iAQ*Fdao2p#a7_zU3dQ4niDG{?vyazx#Bef9gwE|^{l%Aj|L?L9neLqW?kHMV+^XxG zt-!;nEuSjVM(@YX@Rm3??76VfOM^IfXRC#O@XqVkWAZCP3>~)JBA{lqEgG1IJ@?xp zalw&{hHhEh0~zEhO8E)~%TMVATsVO@?>L0~4A!4Enl0)El)&HnZv0J;q50A&vT&G} zF(R3yqw;GCa~RFI;bbu?8|eoKitf$a1x15j4^CC}m)xo0CK_U*4sirBY5UG=U`Sow zHN1v==I51}wRRfH-(ICPCnl=J<%^~Hd0ran)=E9EKr5p>CTmLm)|QIx=rd}z>b1M? z@9dC$$`9;&`O~_0C5_fyyv}ZmTc(|&O{NQKa#-phj)C!9F{oz(k*smV_wD`- z@7E&N^&MU;3q)}@{CslL(DNJH%1E)+mBYT)-LU->JwSa2tq+SDa7U^%Q}6V%?Y<@d z^_N1E2)7zhUjpdl7%0OH{}`Zu^=3>ApL0&#w8ztUhM)SE`(TO-Y*iAv^lie$r?NFZ z(CSg&S{E2;3xFZvL)pt-E+nh8ee_hL zTq~aoU!FGq>c4ha%EpXb-x^yzCVNj@ja~#oEZf(U*krsKwHW_Ah!1Ab8thPwn~zIMNPinA(m|Jp)y0&h1gW)ABecSOBcT zo+1GW882_5^b^@{MSSysbviQye;L3rk#E}zHlds$Szf*w1bdBqNCBucFP-20>)a0R zlk~7u`h%yrd_OPmX7;N;ydog7Va!2lMR>a9y+RvDPUN&NTxRF~&mn>CxDNaM&+P7A z!$Qi77O=L+6J&U=r{&@!amkd?6AfHVrInYguKgs6#>~Xv^6tTUC+lXfJ<0(BrvO7{b`s;?2qQ~tqpjor0M77Y;J!M&L z5~9WOw<(01JdUCt6Z5Y+0zd6lg5X<4mbVKcQ-=kn_tp2vJD`)cLc>~Qy3lHBA=iKH zV;hI-#=aIcMUD}P2i$K6*wCIn1=3&F5k%QViT5HFoxy>8G^$0Rg`%BJP59VvMl?EN zZ;_8Hc|pGQ$Psx(wUVve^2?{w#Tu&c!12wV;3oSM8vb=-u{6uD+b;901!3)yw*D*-hWKdR(G0t?e=|IP>5_?H@p?wi*iM1`xcsS?s*oqyi}*} zwV+izJJ!AzcQ?3pSoc=&(u;8BK0EI5+L<5FD7u$N62J(PTYvPxPGt!mPQcqa;E=PG zu04a)5AY{|wm=_MTXvLNGV5&U)|u zj#FWf?f$e~9mrd!hW|HxGaDN487=9l=a(^j;UcIoJx};dI9Z??vz74UcKg$4kx;$o zS~O4(__Kf=twpFTM*GZlq;RwQl`kZ9+Im!FKjntu0|2X^#&5&U^n9`OoBYV-$)2Hy zLH4&rZpE@rcQ3c6TiuBt4602MgCIlVj5{HJ-AqjETZ1WBoo7!sNCnfozXHBF@as-w z=iJqDPqHj>{vQSE249^w6w!zWzEpJ4`(_)`MjbIz&npT4Ov^ZZeuUa#Krd=K~Pt;2z) ztx$s9ab*E1gfea7!2K$t>v6@y>L+b-DCBpKqT9bNEPLR)NuRzPSY<>F7S zAEm6vhhQ?iz{B8rK3x^EQ~bko%`9EaFuep_$$B`%&fQdI;cq7YK6o@yha0_1*ya`z zb3J#~7L3~Yxmd-0AhdRms_H@s_{oHQ|Mbpn^&*_JkMxfxOCNxNGLB+C&Q7Vfd*(J* zcT+4D^Zbd}bSF{*!;DG#AY`*<(lKbV1u)lly#K%jphG6upU{mC`=-V3`-JPy^*^w< zq2z-b;p@5e7#}Y~q;uLD-n>2G(&gT!F>b#~eaw=y>Cf7)+&m=sD$UyDjohln)$A6w zHO9%;3#BxB{kGAljX%B!-^V`s;mJwlU}&O$5#fzqhigyc(92vqHR^LC*Wk;ef#Nb4*5IRXi-rQ4uL|eEIpMFsD^*@_-$!w zbJpRE(D2Zeil2}9XK)T+pb~6WHhmaO7L6yg33`Tf|2uiZJ5$?bb)!~Be{T+d)&t=WT0-lukh$8Qd-Rw6ff7&}`!=?~Lpx*vDp>@(kr%HpWr7~C*wp`!Y9Oj#aQqnp;#>Zj}Xxisv z;0h976Ch}4ZG2<4ojrslLDTRCISlwm3MkyaGf0 z95(vbhTQon@N!%KcFVwm@}FVY{>1~C|$Ig zHgtkV>jBFFw%gdk8~!nG^zOexv1G_)66bSMCb$4XTA1$BD9=pOMR_pf;c{StJ4uY* z+mEAfW-^3GhwE5FkcXH%*AaGm_e=5oTzzq%#`YI!yW@_sMgg_))eZ7Qoqg3VbbGnz zPtnVa6Beb5S~u$~_&=2UMA7{6XN$wAB;iY?JxSS@%YVeo2kTYkeU+RXr^I)fJJ1bg z&qV07xA~U;Jap8YCDUnNx0{#h(RF&c=_Q=4M%rDaK79>I09`VvUCy^W(&MjvZbQ%V zWJ!3p+J}A@TXs)w+Q}KC)=KU95AB5mIQpFNr4>D=mOh-r4Fz9rG?v!41`?_0lI({B-6S-?se6Fk3?FMcFsqInZ-@7Tk#LMJ4Me0qrIq)_FafoX0Pw%gI zB2}|b(pt{v!@qk~H~Mv9UJtjq^cD5K$-{PP?V9T8iQSGrp=rVnJ-WQ2vkKy~YzH5v z>8m2Q3yW;@rIC5YrQ)T=8lP?-nUCB4qH=%h?jNQmCi(V<2Sh91h;XOirPFywoUq~N zbf3wu{o(syJ*7Y=$C9@B)gjV$GC-2qOCj=6e2X+?#4t995Pi)cZMQq`2P zHW$7(pVh0o+oPwsrjyygYDAcI83@c{=i2jrW4kz$*U_*-PCxe`D^$%@J-RHJ|7 zpQna9;y6(d=e{LwfXKOcD{P*x+e)?DIYdFy zm-5bOo@UmmIB6VOXx0}heIw&mJ%PVq@Vjc)&c~utLM!9p_{XjSPvf*bK<23L>HfJ4 z{m^?tXi=%Rh0bd6yU6dKzI>jIzbAHS%K8e#%F-Wl9vG8eVc)JQ_;a^ZKuw=G?uTq_ zxCHc3;dO#d$aY&x8jF6Xu;Go4 zRJrh6#`IY^b?ADzZa&H|3ux0RF~SHtd2-v&DI?#L>!-r4SUHO4V@Ec>h+la;TI6V| zJj2zLPV%NoHq7Z$o$+oq0CiHntWG&$$+76{65z}A+rz1`2sebMtJc4RquO~&{3FT7 z@@AQi8~yEHzlYMZP`bC}zr(yZkiHzisL_SN3`D!V0HDk0>W^nBdwzVj6WVG)$2wSG z+Q6fLAl=PN27`s~ymp?eXN1S@Dzm86Gd?L+vR)DQV-mC_xu=8V`w!~j?i7^1 z=N^z+AHl(S9e!D5@jKZ;oPr_fSWK4>k?Fc>y~5?K?lXYi)WRGP~LN zq}NM)u&rbjeFbZE>e^bjQ3BcRz&r`J9~``tx%{}X+M+Z34IW`ImC4g{Z0xxA3uw*V zUlY5)bMJzTn?29GEb{f@3T~IJQ0K7lnvS~V>6d7ic1>o`YR=(JK8?fuuzzCi{Y>M1Q5SWdZRCZ-Y3N5j9DF3~@%?~RwF1I6zW;I}EEm6T8uZg9zp4F9r7CU7p_uIy@6fpq~ zgSbNyl%9b%r^bidg;I;1Fx{rWtr2c>P`;vAA^d)M*nr(N=263*>O z@s6XzK?&Z@_oR3-4}9`IF-|V4Vx=5dppV_g`Xl9`%L_M&^KL_ok}M>0;>qWO@ZE8@ z(a2x&uSMSKBk}?|{}r!3ui8!(L%sA01Vrrrx8f;ahK2|c1n?8K7MFICHr!YhSX93cy{JOis?-Jfy)p+&lDJaN4 zdfyr`!*^Qk)+p^l*$HzyysV4o2T#Q(ZTOkv7n4FNEyc1I`JxpZmP9Q!zXNiV(XU%{ zYqliQudlwMa%-xWj?gHw_jJ4gAE(;3r+>s4^GM<BgP2YeX~<8_|_(0<(8+p z2qu>#t`)OQ+ozrHVQ9#2yxNz;lkS^Z9u(@;ljRi_VKA;|(RH zn>*|Q>3EB%(%+SqON#a-nz|wUO8QDYz{;%6KYd~UYk#kQ-M{H&9bfNQ?ZjsE%?9o$ zB^YEw|3ogs=f1zC6%qR3G^o0+aI++eKidcf!e|8pxHaiwPNs6 zhUfcZR-vZl-3yg_$7p>jH3`79&e@0YWr_j7kELwX30_}CxZYN9PkHzd8|wgOH;qhv zKBm)^)gZ;ujG3T)#TndiXhSl74%syq+GWzbE!CybDBMfG{dD@u(C$am+rn{HJ~wS0 ze_vnO=CeSRQSvQHXB->0ssiM|&X5lZ^uE;YvhHPKGEal+a_**tZ|%PuZ`SSJHULy{ zKIDW}bHho>UnHE$mHK@cQ;FfSxf7|%_!aH+TE^K^t6$c;N(C1Cl@((7) zxA#RXOv04^>Djddnh@0b-Wjm!vG?1Z7K<*@8L`iSV84$yfS1qH)%NsmUJH40FNEs$ zz5BLHPK>A-LEru!+7pnGb5GH$Ss{6^VWRNI0eovV6lZhcteuO4)=D0ndNHAaR^?HR zZp&?hsL;o{m_CwroFWJF#~(jdvHv@BJ1fD}mmJ@pn56fDVN~)&V!wq4Fo9;$m%K&e&;5n%&sAh$@vo%2GpUTz zv(-R7JuCVS_qxe=^B+hUCX;;Yc0DjpQa$dn>w(BkyaHFd z9*Nc9Rs%EOrCp{IufYcGqn#sK{IOX}o1N#^T@GVTkMqCo`!0pbJwrHbzvb>+^{mEN3 zgj?+QqdoJy?-5aQhEGsrnCAs{-6cn zR}3kt_{OE)T={{M_;uj)#-SiZ)L<;y(PHdf*8R2VZCj$5+TpKcIfEj%W;?gvG!A^Q zq%(AZ*B{Pw>7Kn7%F*&Vw|sQ(GA2u{iX|#cZ$zrq+kCRymvcg1V&N9O+OIIo6=SDR z_ygy>+br*ACK^obMZgq~#roo)7d5X~NQKkl<9-l@C=P+S{l=bgk@BY8*Xt|pL6{u~ z45hfK0B$i~y==|x16R)GXl-H!zWs>3Ib|_j2JE<5z52?fyQ9>EyM|cjuFqZm(rE%M zajUBbrX4R@sF3nUCthCNF)gqH`)REI;)-T@My?9uLf-H&qf^WCoj;AKOcYer8KW_| zs3A~fX7xoq_gKp{?i`T-j~pfGuv?C#ytcbH&l2Ey%FFxH4&++>_)Gq(TFW%8eDerb zfBbyi2xof8U*Hc?C9h$J<2uGyqo1GvYCuWr5j8qXQ=$(LTk^;{oA1OTp26DuNy?K- zdccIyIFV^(JD<5FV2gXN(|kpl1~2i%n(q5?hr!jb2LSK|QF^a?qsQ7UecCL9gjOj( zT_=0tSpRgJm5q2+`3*aTmFgY0?Gz;Bw6w2+ew7H!^qEI6W@N+?#7~uA6IsPfXc>Y>1Qvx_vzJgOBN{AjprJJ z^h_g8MiV0tP1BRzeqpi{Gk#**4+I=G!LgQrnyugKa??@vsWine;8VFjtuGbNB0;?t zwen`(;4f=tn6sf=ZJ!G^Q-EUVTqAQojQTe9%6*>R{~Fq0Q|7DpyH|9gWzO&p$E39{ z>j9l9L@Q)ITC4=&Yrpv(Ms%Go7@-$;8ewv&M^j7nECmRs7C(v;eX+a98aau48$1ouZikH z(Epp%QCoox2s@=KJvwhs(zxIWD|J%KG5D%;>hFu!CRIBC)`1#%g$)MVfsU?F!&>h1 znm?Tzk?uk^l{$y^A2EXy6+PMtdb#}yxI?{3C>O5N&NZ$khPbVY{}BC~Tx}ws3xMvB zbFXH{qjPN&hIhPOabX{hTz!`I07!C?4x|=M$avuoHq< zafp<^pXKcH>NM$N^10V@Zt&?33j?a2e-K*GS?JT_=J1zB0y$jB&8ksK@5wlX`A2Fs z?#q(Hl#Os26U-uOiB%qXIj8`LW&u9s*$H@Om>>!Vkm;b|*B zrI4{yXp89?%Srmsqnuprs_bb)&z~wi_>RYerSz9QynSovS@8GsV3Sj4pHd&!Wx(I#w3(#_DY6jpoG{;4h2N5 zC|I)%Y{XSe(CYWyj1J{azJD5AM%>&Tg{!i@nT?x^Qu{jLLL}SY7Qs|W7H1%sA6mZ_ z1PAFyw3wf~)lmdbx8_l0s@7vi`1L}mT%%m_K0lJ6JaHSogU ztr#!U>Y;f3O1sWILyPa+22nuY3$2thm3MQ}Xb%{?-M84gOsw0;FVT*C-@N|p*}fT$ zMSvlwivTai5HO@t%(C*qY&^;8uy9BC#%W&-Ub*spIXgUCU6h4R<1eqczhGX5vJv+*^mNJ_fZ#vV=6Fby(M_K-7Q7$&zRy3@6`ccgqli=y* z!wgx?O6uC-AICo`GSO)05sh+ISzkBx!@W~jE=pz7+PaGuZ&^=DJSaJQp|5!aHK_J)wJog9cFp^6yAW*De``mz2{)goeOtGeNqY%?>-vs-91%GKqpxvVI>I-}<8OYcgsN!5PE5Ivc2?fd|%lhYUM7oyYqQ`<_xRG0s)Jo4QGo!%_WAwov3NOZ0d;ov)#_L<_`0;_6S}d~UdP zyZYw)l3XdJUGJT2^3ixk53^h4=Y0kN964Lp{>Q!@v2tJOo#M|3rmiAG^D>(cHWw~y`R*gl}( zV)TnJ=Sw;L^Pa4dy5Sx!M=Z*H^KEs*Twp^%1betz(hX%d8F5lrar$$)rB<#`T*)Hb zz1A|<{M;Z*G<|+{{c|b6AC2I;e6{LD#GQeE<9BoEPaxd(`!BFp|L$9Bd-BY!vZ;~h z>GyAFoOio|23)iBJgA5x0_=Ky_fuBhJLDefMsBNzq|+bEzDqERwErygW%Nu3_^()u~>+quZz zOJY7kT9NI=*|=fgs=RJ!ug-#5#Qec$%@#u@>sj5q3=Use{CU3qJO@%)^%G;|$>)p5x{cUc;GUW}| zePh*un{na(@}ulxJnfOz*Z2_kQFcF`*7|f}AXj4DFO~>o*yPKiMrChl4P4V{mZuu$ zeGAcK`tKFp+aNTU8eYGu|6b$nv03!6b`qc>HgG$g%MNJ*yQ8vUO>V#K_C$X*73Gmo zD;QXNdxTWBB2u4qmsD{gp3Ew~WSkD(LJ3-IepszuNQkMF%f)!i{%whowz1|7tuD!( zw%{nxUaWn9&??rEvC@1_`r94m)dm@fI6m*sY3+ z7{fDdm89Kyz@xyGJl#LqCT9(6fyT|asNQ=h9`7Z#vt^zvZ!07sf1KY0Tzn>P`qoh_ZK=Xi z%kO)qmfw6nW%y=242bq%Q=|%;g@429&DBV|SCRSkik$SbI0j1jpasB4WPqG%AMO<< z_8r;c%8UBGdY9lgc`Oh6cR3S)sbWOOmb|d2_BM9;AX!jo0Q|#!MW`62k1z)JVKOs z$LK)23|{nr%io`XE@3zb@O$&XB-~gj{J#Aqrs&@+<$_fPde6Zvdf)&=0;VztG1ZbTilj)-XHR_TL19T zEkpdlAFGW!?22eq*St{r_}jpG!f}~->#&xldAIj`64&DCvRECgJH&|q35_dVeo3nJ z^4mwa+p{5E_xW&VRrGOl(ms2gOKUxhTebZa=$%&?=iID;{3+dW=UFHSYOGP+eDBr0 zEyBXz1itsSxmtnk^ee=AP&`B?TiWl%6i_(ke7#MEwc!aiS*4yx2AwrENwEBBOHwU+ zEcfljqhaQIix%XokI4hC?I7@YazEXkM=s{W4VPB?(pi*eFvEd?>ql1gvUOm0e@kmz zyerky@^E3YATN@&3YnB#;Ff>NHH~{86B^UY?-CjrLaqt8`er5R{Wde`hWJ5C`qg`< z{eyrj>ZNccPqR<~Az?~$`87(Y>fq))&y%s#Q@B zvFdbjf(${a>GB)oI8N7$JAzV>_#<+{f0!OltsNlhEavT3j;`dsNyvaCb#W!4$}pMx z{O0HzfP?Q32D8O79+vx)XZ+MCxS(0HcH5fuHcEP0z6$;GP1hbGQhM6wa~!RWEwrUc z%qmpHRb&3EF^?#~&oCAk>zieAB=`A1Efyp$gz_pF0XMZGZT_0mx?1@!ohb!r9o^*KO!hs|Snzc>l>6g1?eQXN;ug zmg_b8D%HndWcLJ$;Lp=$Dd>BgTg6eM-XCCHmom{lsv@T?K;AyPhT({2c}YM*j=J)V zZC?_85>}rYxy1|6eSg=^_C~hfC$hgc*JH|vuP)2|eba3g^<2HWnbYikema%9KhHyi z3x7hN6SUGo{iILygm16F_HOUAV{Zqc%7*0~Xq3~qALXBy?-ALI;kY)V;>gCDPFpjK z(_X$j)nA#aeA7Iw8eQXFo}&nFk@wpIE)Tb`b+q|9SrQ?8#{nt|1ec)eY4U7`%tb{eWoZnvOYe~FX2n)Tr2OMof>-~r~TP}@Tb@A)6Yl2 zHNmlac|rxZ?tO6`*N7HfzZk3b%%FuuGc^tGkWg|$f)zlB%nZ7`2sS8AcRL4b8B?A#m` z>$_b^-Kl)xg>hT^=ob7boeTHht691><~HTi^%bk&kLUiL5H%&H3I3BmmJ!@2&0dpa z?LT3Wu^MY_X=9<6&Kvzb`oC7Zv|F|6>e?k0m@YR*MtKWr-IRaYwfBT9Su(|mkbaoG zcB`Y^8Jy4!dMjPAYuo9T(<;!)x1EXN(#za0_RAJ&ALY#<92Jc5*g2Su`f%}_>hbxg zOjN7tJirEUhAWw1?JkFpa|GZ+YgG2wH(*-6345=6A$hoXLx#1yFh?V_XybDe%~~T9 zeP@zzT>7|^44UC6dz5czg#v8c_Al{9LH_P=_kqfp!(VG&U*CPGpZmwys-ccZVXbug zE^JyqiLhtF7<=BQuWzZ@S)*J*fxT}%rc35%R+*kg(Y?}rd5fHta~{jb)@yKgPvvr0 zGU3U(Q+IbeSa2x?{k&lN=rHIv`o?0)19Kq-UWXS3bMXt-5QTU400fsAqylN4Zs%Dk z|AdcptD4f{m-Gs7^7*^wGfI#2Ea(xtn-E*A8NeU0H@BrKsrE_`1STs#M< z?@Gs~2N4|NXtd#}+s$W~`OaY2i-u&ze}G!;9$D2J}J8?x&F=A`yrEQuMW_`}F-u`%b<>euBdSk~K zF&tJpE&9e>x=iVy zOyzEBhdXTiQ%_)WuC0GOX1QoM+Dm%SUemZ*ROAZ{P@JD<6V38B^DgF(d&Uzqg6Ou`q7J8a?5xh?G$QP|3@u{r|HQj{pVZZ1A|)a{9@)Y9)|1VH@YFiE9zD+D<=bn} zb44EA2&= zRU)5V3*_IqMcSw5@2;CwRAZ(^h%tBZle0%|ozo``acqWneePz}=n1l{H1K2o8^LHG zwdc!0mA+t$tt)Rw58Mz4XJu=63XocyJ;~E~;|8}PwPAfO3wQdXdY|b4HFGJ5nLoMH zs210g3X;8z+g`08IRC_^gUqjQdyzbzC@1G))immm)s6AFf*LP&y>5-#8bUByK7st>%3<%7;DCs72?Ml@a9!korYWQQb8kn@yQQ(_1J??2((6g zX)ya+*R2(d28&x*1})On6W!W6vaQ7KZE@ze!?Dwx4FvxVDUwpuwu9!*JX60j3oXIl>l+%<@dkclWqZam2Soh~D=J-E`>hZ3UbN#d zOSZ8uGsc_*Vnli^Ru`>gS9>3ee7#znL@#~z!uR7I1iR_r<{av?LZX+}o$S(ZXFvMB z+MnZ`t=vCl8Ho-T&wdGyu#JpK-*GY?O!F_{0-DxULCWy1P$xPavbs#sT=)$C4t9Sm zREp-kf?(xZZeB9)XZ?u;YQp|o6vK>lvC9P=HG00s6EzW(Xx`G>~)pzLIFy1$qP zoLhda3CDlaH3`w%`}7gDvzRMK6aYQDC%ox@9tR%0>4|A4ar2ycI_z-r6}va<-tcUf z6!NDV@UhZxP}%pNZ+{p!was}g8t%+^qxs*lJD1Y~pnWhXIUj}7ISVwT%`^^WdW2p< z&G^8}unu^AW{c|oAnswJsy}%(84UuW^~Hw`Hh2DVQU7V+tJc7-8C6qlijXXw!btaP z+s1R?SJ$TrU@gB%*`k)Z@W4)GxOkmz;k3}!LK_`RpEKCLUp8Kzc0Hi1<&szJ@AGN% zw`W#_Yj88?6L)R=k(I6@JmscXdA-NQO0`1IUiYQAI^Wlp&JH?rl%M`herD5uJY;^O ztd8G|&~{Mubc*tLho$)R*3}O)E6V!A$$CXz1IKYH!l~AuUIQu+?`Rn2-h8oQFQMXa z`TS0`Q{sov&naNtO0@ec+tW7=u?;|#9JCcfAxj)^Q!Q_;$-`?f8E>WW-)dq`{4QJQ za+rSEKVP*|-=yRHvaQduN@{=Wh?PI!Wjkm9FQ-~g30?NiJF79jh4t@vbm$h6M;~^i z6H4xtd+Dg|s4=+{z56@6;lJO)fqSSwlyQ0)|5&246%gLo;Bjuybmz?B8uNfB>Y8YK z%|N)~$e3{lJQT~ndKa`^wXM0*EY1G{(Ocaw?plpwOk9)2i*h z-P@m@>|WAPzRSY{i@Jov$l?`-nVm1eUbjAu55a|a{d#m+pIh=cLd?aCyoP<7f1a~~lO&d~g~@=N?;eGlt#Ydsh~cbftRVAa1Sm{m&n z-1yI0Irshby3(0`euvdycG%LqI-iMszX)$Et2E{}`fm^aQ;#}J(aNl_xdqf35U1>e zGZYsdGs>N~^dn)@skL7YZ{b_|T;`eD(TAt(TG&lmes9=()Fkl6d}QG@UKf`|qgXu8 zrABJ9v+AI2u5M0+yYu+ypajFiB9fMJYuR9~_r01!I-9+(A{rULmi6aRK?~YA3>*c1^EIJeGi@s5U-A+=wl93pxPc<% zr62qnCUso{c&fQQu8#u%>AI^Giq+khGUs)v!(Yx&&pSQvVo=Za6ZIECPLI2UGmw|% z=*6!6Bgp!8u#OJ(WPm^RB+8IR+BuC!-jJgg{m=V)JQQ|mMZBG}qvSd?#234!*uVEJ z{#>VnTE{;nz1pC!S;2Oge7-7TuDMjn0sD6%?ryF9-TdChl>}-1u=xHWvqCxPHs)NX zIejm|AGLs2Tt2jlF&kUlB`v1`zmT9e@_w8Pt@MMPPu)uUDd`(7qc8h`dBh8)2%_Jk zOG6NthSA!5hyi02mQUwU+@q6|6UG;&ue61=xQR;amUy+Rk7q&{`buou&}i!Jj!#ad z9JDS2DkCb#{V#KyiuoKVEyhi2HvalTLFUqvXo^FYo7GlUKNm{?8yd77h`&|qSkYab zG*5qBUtqnTKLK2vx_aAmJUX5b@rWt(6w6$g{Pm^%-GPy{`?&e>?#_2^?&!QICvuyt zPOV2FAgk5CBLJxDFNsZq<|%!%eby{1`Nb*MS!|lsnVUte80Ey3+r6z1w~x)tmfsDVX=ZItDhX**OI>X+2Z2@miuw9<8JlQ z?B^zrg#~Tt3(KY&6b9G3*G6Bt5>o5;<{b|BZO?liygo9+*mj7Vd}!j#ht#upFn9Xi zpF(Zs3gty)fGt!V`P&r@_PKv9&s{?os3YSRr{1eRGU?v4=k2x*zfng|L`Peg3V(+9 zgIijW{#P!i`78Z!XG~`@udeu-UsL#K=YmA{aO#8}knk2}5Tc_OrmRGE)bAe?b@FT! z@ke32y-jzpEp_8IUXA&_-=7lVt;oL@Y*kEzYXRE2Z$So)9{tj51v1BhS?F7w*!-d3 zxywn3wh(cXQ+4=Awx5b_aRYo9OuT0_TGVS*RqbmFYpBoDk-t&(o1gV|+m5*)GCdA1 zFrzJicP%fd6Mb?-8f6oVr(GFJLF;^@G;~PEJN29K%L)~LQV%v0Ys}Utq;aNZI(rRg z&Bx{_hkvy9mn0`%det5S4sCBCR4hr~SLGRw`O!lR%YdL!bJky;3&T(dAPL_T^Lk+Spso!7U!3)3O*~*zWVi z*>aKmw!V#3FxdUx%J6x17D>Dr>J zx(J5j;Zcz#nS)sO1f{f}zA8Tnd1iD*JsOo}T$fQMJ4;yV7 zbpWo=yUnn}wDU=S99oIl{YgjB&fxjncU5uPNxSj!t&7J&aPY*#u{N8ETDJuGA@;Q| zXlHPF5oCzBiOk+K`Pt@|<=lq=8JuxVuN;$~ zT{=;n(u_YZQ4mNv=6spuLOkzvtmV;uw$1KPJc6on9&e1XPgak6xu{MC+cNyh;td)+ zkoxUO^D%st4)Yte_IzQZ=Ag5>ZOt+N5P99&3me+a#}huqeX{A6#TPU?>xBC^kDoPW zTzmYuM)9W|ZJJeQNq4xrr$1Qk&t5cg9evSqPz?B!zt+%zFtTae^ST|izGok3+VGU! zdin16L<{_7&tgD~O2d1-w67iXv^S_obGuIMy%`470dOfkTd|vi&SjzZj#=RL$R(}S z3=yd#~>Knv4OS?GhiPtI@`r)h^cDyOx+wUaj`W=aEF<$h-Mb&M=D%MVjPL2!c zH967I>ccy5z1()`jdi&E?9swxu(|9Hp|nro*G*P4{A=}|?KJ{P-agYof)(?>uYFu! zZ_x@RW|#fLA3mjm)KWuiIYSLxFKk{Xk-7_|lea}JB{~=TMt4!5OWk?N**LpXvV;3k zP)M1|a;;5UDkkNi#`?EAl{(&RP#HesaEy(+*+_b>cWa@c&o(!|K(j>8s;*S^k^k0! z&bP&DTmb;5#U^#LYmu2#REBs=`;*(jpFv?5lcu9dbTmZeZPO7ThQ38NeGh`6R^bIQ+aXgZKN`ubOphhdy0(fr zW^`->PQ+Z|zp**gr~so@$#f#zPcHbH8b@#5)vrT7-^CA|^)z|qXY%r+D`$mDsc8M& z=-+Kw_m3Uy!)=sqKjtrdJ)lr2H~UJX-pS=Fr!O*fbLd_n1nI%ad{kEa>0`HW&&?-4 z|1#;4vHHkhxF!))GzJncTsp6NwpAl?$Cf(*FV|NxEJlW z&SYYJ%AUn%p-VSdVKY$tB^=FXd5z&V`KaOsBux(J` z^ws|j$fMDt$HQz@#<9nMHnH=&VimcuSBzX}DIMPuG3=J$1ROWCZ3t#9rn(nc4`X(6 zaVqar)xiIpSa&Mj59Q${!oxn}hXGoVq->8d?!D!fAWl~=Bi+4xZ1S-$!ZG!Y-yhK& z%@xgfnXiR^!#r~@kD`4_Q~~Es{wcG|=Aj-}jRhQ^+scFyhbw5kKRIsM%Zwn1z2>1w zUP<;s?c8KDQ4_^)^v+cL&N1V7@o=Dw>UpoXpn_Su$E~hJ{eT$DLjM@kW&;rQ(y*YgvjZCBU4LjSPE=@*cW1Q7C zg=?QP_+8CL_J=~cahu44gtiKcw6b&I-Zo%3%DYMLtW7Zzt>5l;C~N!{>*|B?yQED))6u?+!6Z6awzY z_oq>LJx$l8aHfA##88)dV5t1#-o7UU;ybr|Zu?az$(rUgX9TOOIv%QM-Sp9x`-(T+ zoYqMYe?CPccmxjjYkT$4=ZF2pdE^A8T=Diqw4RopZ)G;LS4o4Ie}OQlsN)0Q6_%0FRDUX~e;Z10@EKM3ass4-Fhb)D5$^x)M z=oICQ8Qhe*Hgbpg_L1v~{j6*M{l#R1_ZmjiRxbxfEakjm^GvTUYZ3vJRX8nuJYeL* z*V84t1d-I~b(9&a8*-I-Z;jj-U2p z-dCN=tyV4#x%ayC8IRyr?wNm#_C6~XI;SIhHkfm)Gb^r;Kf0~$!lgEBF01bH_c}U) zVXo>Q-bKKhT!G?uX;30E>dytUQ(^0FCnNNEoZ2&G9Y0{JBv&36`JQTOaVW~K)AvZ! zccw-{Q@HACzoKNew!NcV;3$qg10gVwPZdbWW}>owdolhRwXyeky|0z={H{GyZjMvh zo!0xdRVWqzdY6?}keS=61n2u%E~f{t&bIn@aDKP%ac*3*wkhk%4!%zhx4#i=Z-YAo z3j3pj>9fSF_9CCn)ZLjv+UE4#V|33yE+5&xHC99O*}}*%-p6I!!)1xz!OygWA7E1bAlK#gMfFu_6c;xutanpSL%G=OO1RhW!c+Hq z?sId9S-!8>;=&y2g{+^0Z>MfgN8zIJxw~&i+mtTZ?gK181@t^qaaz)>R zLyug3SeO+NjRrsAgb{mtvB%Z*Gu%I~^O)_{Y_sJ502?!`Ta)gadsV${@$mc;j@2`l z0ZjVU=`FA-R$lvMd#@>xPk2((+AW8F(#|TIXF!Qo{l;RHYd9yCIqk^{`1LxUmHPNo z0cO%FPr2rJ{VB3s$M@|fl$4~*8X12}^)cL6ORv^)s&^v_=&=`_Q~K97O`cBi>6#e% zbGq_fP{)kMCGNJMFu$X)!}WI1O$qxiFS8Cbs)R;u@fW3?M@-qyfKbaZS~!gx`grfX z8r1+SPbSxGV3j@MhxghQZ>C(cFO&vkb|l_ss#7oW)45Q~h8rpR|LhdhWs@H~cj3gd z_YU044r0z!6MGY0hBS;Q(3oJ-Q)-5iZq5KvH0R2HUk!J=7X17u+ES559CMEfV?Si{ zoolN^ZOLEy?Wt!pd(U@wKQ3I(&1_E&xrTCeXL99t(ifN8ZMD&Q7IrB-(~UN~?fw1G z@u^?ivOb%Qa(gX1+OR@;M6vin{th~>!+h+o@qSA90ysM%-hv|8-`Z-~mz>=}{uuvN zH{mEgf$LvqK1)#cr-7E@g<1{>{8rd_K2>Tzp{71>)|_Eba5L_zxqeA3qs5{+N;_|5 zJw#`@`Fez~b{5}jfTnqE1l;i4aw)%f*me3Beb9(Zs~QSou^QJ}{ff>|t{3|Cs@gv; zMj&bf#I5nB$v%?@1X2YEK+ukojSwBuM^qlQnvC@s?1~t!KrFVF&N+;|XnmU6>^j9w zN*4Y@l1XcCu;kx?wNmsGv-eNXh9P}@$riLib6a-@Amokj--cgPH_q9_ozii27zi>v z4_1tOTHakL+$^i*^8q~56A#>*KSRtm0powBN_cZ4%HTvhachjf~_we z{;jS0`NLtPGlNwiOt1iZTwU`uq_wQO(4}BOGH=R}D>X?11q&CRn*!VaBwg49EQF66 z_!%-uMy+ePio%{0yxmvr%YL=y!&A4R8++?Ys6;Lz91t(@DHe%@%^%&YuV@Uc4yg4tQFa9=DsnDXo6 zXU4k(y~2%Ig6i`rJ-(eSRjse6{d}jFkDEPWVUJRD^XGXhxV9VbRj}m&)I=s5-8PPh zpIf<)snb%X6o%Xz2;Gz3NAszbJF9@o##d^$|8($@?;})UI2lY@hf^}H8^+~RWHh5N zto-Sp4Y-U7m%+M6qlb#)$NahU!d>QA%fVFrxcoes{Oe+$z-(CTzt{WL{Bc+;VWG+` zPM{^fQ)e%74)fmZO4Xw9WJ<;7T<_&lP~c3g^8B65)+LE}2}1QIi*ZIR@w49wmeo_K z!9i6B!njrS-UaJQwZ8(7XTLmL{~SPVOXCq!Ex+vP%%bZBcMeV9&%-YX+uI0jOb0}| z+`J*>0?q2bcXvb$(fRM9HgA^gK$Z2!bS~q!=Ie-1v?_BpY^b9DM}*jC6=HiDw5bMW z9rN_w*GEWeBfOCO-;^0!`I9w|E91q41r*&KpI-)8*zuJNGVIINcs2~C)odcLn+Pj+ zcdz}0%u0rKd;1dtGVYth{_~3$^kEG*(iyR+V*q?OzD2S-Thl>ynHWCve5KcPj@WYN z(OWDwbpj&#hcTRwbR)papQL81SFVeZW#Pq*(9YPAK!E-ya%q%9C8jZ>~!)Mjr=EnB2=|O4CkX7y}57$-?V?s{8Q|D(*()5zZB*|ft;1A+4w!UZ|lK+T|W))SAY_}EC3!FIy8AoltRUA zOPMz1w?!FymB7865+Vngf-;TaW2kvd8>{ZQuoynpLI`c z-4V9^Hy@XRp92PEwCx(_FSzrrO%Ji5%~O?BqJ1A$nc!Qh@iI^Df)-<}VuG~LAa174 zRZbd(^`TXM%p1|@3V4Qt#VFR0D^Z+}ek+xVrGsXfT};=@52m@{piutN?#@A=WzlCy zonLDc)#3Y<;&O8d3k-Ne7UHU@>>NXaiN{HA?(+~#NK6VS-iTti?J6JV8iBHn#iqj4E29$}L`rp3b( zaQn|v@)c{<%zW^KGJCvo&W&UP^nj;z_53Mp?^vNsY4u?=8$L_3L>WX3EI5G$MW$?Z z$JD4s&+m>*^{=K~|J1y+%{ZQ3Cxfrn=#G*P?U~J!+h`O%66;-HX#J8=A?oQD1~A2g z&VNPF_Yq~4y=%+&6Ne~mKhFD3w&O0( z^Q4jMrAz8v4b!8+f)rFcZ|d}gT(7l449OPkC;zqQ@AIyS?#a=hc{X7D2MrUl3|LS* zleks7dQ)+UU$|9*!9LgZN<(vxtZI;T{}GfKwzO$r_fe!yN^p@}HILI0-$xigTf+~$ z8+QgIVQSVme?R`^*myzOJW+ykD!J?WUZ~f@pTgOr1_Nn6rtk7Ta5K@tvHw52zptb8 z`mK?{$@j%LEuKRB*%`sYeEsuaH_B`pM|2jna2!mP%&KF(AiB{S+0SLB4yG!Aa(A%M z7_XlDQTk}_I=5?D71&jOP|-Ai%&+t;e-6gIIj+S{3#=(UuLN0umd9oBsmgn^(fc1q z=i08C8inEC(m^^OrGp|R(osd_6cHkXn*V=~wZE?G+Si(U&EkE>c%J(%oJOs8-~G+X zMr6$BKkkmwoKUyX`L|2-IUnLaKH?m@YD<4T-Ig|AcRgy0+ z(b3kINL{*pF}u-t4O$AV^=Ll7}OsJvPE)?D)s}3q>viS{W-R|>m{yHFZa{xhG`VQQiFcZ>M0ZzD! z>SHjKnnN-smh;_lz<+A}WoKkB3}*k_^`*aM1AhY$A@PAezq!9Tw0e~0THoljo{31wFW8fZy?iHA9~HW7~IE>?XLVTF6IAKMd#*)#9IlNM-m zLw0go_-0(yOoi3Tp>ogl*QE}@HFPR@*WP2}FZZL7hjbHLvi(&1NV2Sng+Bm;K#Zwov6uDaZvbl(7_m9n_{zFDPge7@B zbU|13w-}5jTB~Q=oT&52z!d(uEb_zdsftv)4;2U2QfuNU}w?i0Bt#a&u+%l)RzU}Ptek9&}OOy9II->?+~1Wauu z6sEbzTMh}Jf^;~+N;FA7+ye072^qW^t#dj262fWvz>r@1T@>fX^vfjYym?qBpdAUg?G8x(hd1|y#(i2m0@l6StZ#Ewt1+7S@|CmI+6l_c-K9pd zllk+YzsL{2ufh3AquPZ@B9Qi<)n7d~*F?)%PSJ#l{XOl>rflZpDj-0g1CPvx^&S`N zkS5=3r1RT*I+TztFms-me8|u|W+Y8gyIbsf-Mh`MR^`hm5A3`)hgJUoe9_w2O28VD z@X08t*1W&iRh-4P+7&)>QU31dYODE9*;+~UpcQ=2bHsH(Ucwz;c{k=BWzY4 zF5nR@E}n+eyX@#qblLR=OuI0*_sTw801|#ht+t2sgA1r7PYd_w25rbq&VjLlLFEp) zy;)@S-d@uRsBqKmQ}T(@$1dduH?NHS7VH>k+Fgy(V3iB;Knj`ELKVvJC1%fgCMUY_f%+49~%dCyByj2XZz{Ough}l zJgN6Oa%Ai&ddZRN=Vvo&|0^Hu@*FsdASWEx8Dskz6&mVB9Qf7hq?#2s*Kzr^ zag*NdHLI#!H2?aHiLYxoCdECOyfqBOYz=?Edfa|z9q-S%ZN>#aBa8^nSPN;TopUv>PW1|t)>!R;R zc3oh|4L!)-tI)4>JmHSr6Y}eg$EUw0)~vmtQclG9ane70w0iBKUBudmked6?EELLR zD%|64s$Jo5LvM|EGC?ln%&K(0BDG@LtgJ1F%SX?W3jC(x!BspTh9Y(sLujX#D$!G@ z-kvsZE}2H}`KFGqT?^(LzXSfL*3j|d-CHT!TG0q*SM6$!J24y0f5gmxIMi-5Q4#zA z;A&jkvABa~vD^kphzdy6=C}Ya-477{7R3vA)VbO4n}4Odo_7Z%b>6TQd*&y3E5F|G ztVdj54vL=Mzq6=e`U~)sjchwCzzV4cD3cO=bh2~$nRJa! zQSBE1C(nMEin(pW0Hv5K4(SZU=n&gov+P4CT}@~yEc-?F?~$|#t^BIrYVw-}Su^av z!O2$^%c?#o`R9Jjx2@Fb1uwo!5XW^lG)44{Oj+98y#5d_n$)%3dDB=MXD2sSCDCN5 zwPgKqZQgy1f9A2!bPtxD3{8FTR^R*TjKG!vL%Edp(wLb^&HT+h&qD#w@BQO0u;s^Z z-Tvs#lP*s2EPj;_a?I; zoYUpN%k8?is6qOnIeX!;q^f@olg;KxYBHQ`fF@JZ~p}2p!{2&r`HvR z*zJv8I&9I)(JJd)-aa;zuyLvQk#7b9NIAYN7Qj#a8qXowDW*fq)1`cdnHzD6r1)Q zKQzW)rLs`X$n!1Bf0N@s-lbgVZYJVKjwsUpH356Iu%Pvx%{h|88NZ(l!-nS zKZSx(`ulWlGrqUBC)LuUpOSA9(q{EcW)E#yR74N^i%HTd>5ZhIJgPCw?@jaOY~$dKTNB9r;bou&0|}X&s)? zBLl{$7d6MM!i$RTCY7TpdFgEy&>?gV%UB;GcSQ@i>w?v?a^hVJHR}pU4izTC*bay6 z&v?ebF{-o;wd(hh;7o1;pJA{gHv7!7q;S)+-K!`=6W#4qh;Mv%eU=!=s@}UmO_TM;SPX->-2V+3vP*RzVVVzthch<#JCTC-DwP^o;Fv9WB%c<3gZ+ zRyqi-7+V-(bjN{$6Qaj`uX+wDrK(beGY5@b&^y^24 z6NpNZk8|Z)FDK-4w!(v#`5n^tyJc?X?8s2+`pJM-O>@3Zw0Je zpk58I{Atg3j~xjZ&SPnvo^O!LBHPD}E_L6xG^-u5S#R)TvAK15*N?dZxCPk{*NmvH z&a$GE-<=w4kH}_4fug5x4#T4Qr(NM4dhRgyv=|2+`g6QI7y6-=)5@O($8k1EcxM7q zg!5-;qO?f^tb-8PJw>$q9`&94t-FdeOV?i?r55eVt@Pll$C1cI2_JBlGaK(r>n3Vivrg)dRjf{ds-}4e3v7LA`E*marn>wTMmr z^|biD#jM5BD~|=F2jD*G^BLbrS))wIUu#_SdlRc$z68a36I0B7p=!?wq`CwZU1z%b zJ)#ji+8nwcAeTOg1nw7v}N9 zsicV;N}25;fJ{C?MgMl&nbMgX%Y!kg35l9SwplzLuWh=7>l8LF5W1GMGP~mPrxZa?!*02VmmhW)>_vVmV7(j&RL4?;U8-%x^vGkQXFK++s@Ea7X9QPErY5!23RNn7y zceS{eqog(5j{BVQC)cSdfSa-1d$*fHO5#zvIB=78{>E#taJ(9iE*$L>?L#DLu7AGj zV=Mr{lJgp?ScUEYKscy_>`o-27WClO;H}9R?Z)lQs+Fm%eyN1n=3Cy*>`sI9=CuNt z(=e2+#pPr$Y2TY^mu|EAS(GHlg25iEF8!81D*vXfX%USUxnyRy&wP!!Jvvyq;nks& z=xj|0we3I#Kf=#z@3EouEEHQSrO7YK7ZL~p&R09=vDx0L@{B2Z)UKLalI6mA^I6D` z9DX>wehYrl>IQfG)L*pzRVzhxsG1#n5=CjD{zNXpDHWw}yIii->g;>D8P*S2IyxVJ zuV0{4+{SfzfgJ^4)8;XrQvg-@S*<2vEwjcGg3SMfNUfjZm@E4pejS~<-yWup7|bnD zay?H4ZK3b_6K;<5-{?$N8^|angWV|1T8}+0-=AAv zHS=4?#Yd?&NpFjwiGSUj2g8B#U;pb(F7MJ8rgPM?Wpw>YelEJzxe@I5=i7K63O--aAkq?4k1O7^ zlwJ-JuH29o9@yMZQy3Ou7adre<}nmZ+Z$O=Bqv(eIjE$A&a~|O-ejtwBKG(TH0CBS zpWyt+Ka(OC2t!X(U&@!K}O0L z3_FY)=fdi_E0wC}{`pawt6l?;NSnb|_!ew*WmmU7>NW7bi#mTS$b)X%t)sCPeSRzd z)(m0q&Qj*z@-npKUFG~i(@)4)bG~#4ftHT&(@*YiFE4WUTA1`t7X?5h_h5BB-QJg9 z55ou5*OsVHMXNpwGnaes`o-JXp3P3XnO&$@f7MuMjfdrxC(R~aD=W#6dMc|LaORO- zb3}#*9i+GfDA)$xP9PZ?GD}|H2OfIM=ZeK?DptTFDuA>F%J3y@E)&E3q!zY{g!D!*E9_|cu-u(?% z=V>MXxJJ;{-}OW9GtD7U9j}k*+>0RVAOCP0F|E=nEwuL8E``EiDFJOdd!59P6$S0Z zi=D3)m2&lvveoM5ahgI`qF}K(K_z#~oxHN}`>cCh-h(oPE1wO4#_(^BEiMkK=YqEw zk)9VfQzyK!s+z^gi!B_RxpOJEAiv9fa%Gs?xLuhvm;0JO3yB`t=TP9e9M$B@H@c(S zul`pW{E!Qm1}7iY{_4_e*S4y`$TJti9M7hMdF@r~oYZ*TPw`_a93*cjt?D&nu+jPT z{sQ#IO1zos1Uc*s?stuyead(XmQ^Hm+5ud?cy+6@@!7^(t;M}lV1MgL^t8pxldtIQ zID+99KWo8@PhWF|?pXU+@7B)#%W-otRZAY6rRl=-MZzDdp$~Pt^8-Z=0~|m(wvyI= z4%O?U;9x9z()PR>EuLJxh9E|@2L?I`~P z4$cfAg7UH$1Bm>AiR1hENGkrcN$`6BJ+86C{BW?#we!yYdf9H1*H2gj zIpYXy%Fw>rV~E>fO~IMu|4>sYi5V( zxmuN$$N|0->z`;^AU(Xnf`Cp-|XP)jmCsD*Z1ob-NdNQXJHX zywPj~@YCI1>(yseVP$CimAXCbdbyPQ&krB34#;M|S!mfacBkl)(uVF})xPJg<7=@j zn&Ov4?v~U&FRgoo$LT4rGk9DNmaQay;&_)dzId{fCbmw;&yQS`5>YCjk zz@DdtR!4KhY!5h)o}@3g=~bFc!hDW-YC)uK%F@6-~~a!{qx7${yLmXSDO|hOvIj<>!sr zbtvwa)b%Np*D-=L9(QJ`Uk27lxVoMm7q=owXvKH=rRrCH26c*kX#z>mW*eu6r&|F! zY=PxK*^09VkyXA`{jvtj=K>#jE+*3jDN7N2D%(6H3JOnrU z(VY#EqS$^fXI+&dPrG)n+1P9BB$#$-!rF|Fm+oV8ntb=*M_=6Tq>((PBcxAtM6*)sTM!s>uTTb=u@w>SQMo=Mw=7jtjz64i<_It`5(vP$B?)Ol>QR^d+) zdx;Q3wfZ6668cHg(sSa)MY4IPiu>kHp}7;MmCyNAyY+Kd`l|NzNCqh$-tUT^mbRMc>R_jD%eGTqKj5eI z*1UNL?Ll6 zBXN(Dw+9R~69}!Xr$qlg8Yc6}%uSnzYWGx6o7P#apD!g34ZYHo3onbgyc`wIrTVuR z!4?9R|It00I)I1mM4P@Iw+TEa7`W1Cj{|#mAlTDGou;oNDTreQ&1XRSCQLK2uT}KE zxtExG&Y_zJuhJ?w#rKV)TvX4cl{}4?4#nCCfd|E?6U-~|)hIvU1@4Qom@(IRQisxl z7uPBC`Z@Aw!EvUAoKpeAG>%1=a_2GgYO`I^C_dG#ZF5<={1K-P9gRC)u20Q^^(YpLJ?=(*ff(+8rc%fnJQ zULXzBH}QU@Qj`8z@r>fT0$hTl?RSXarAd+aIO91uB#ikTbwsYdeh9GH4PO22= zedt{X>~Cc2?VmVAbC_uieQYIYFzta^TdQyq-$S#$6<5%yug9W)3zcWgEG%+Om?*@H zI_F9L;co!NINkW&EBCqsIsM|`2ebY?ll$bH6ZKhp7`^pJ`Kg=b#6%AGC(nTxnX@o1 z1OU(U$ivz?#1S9=m)jr+erRPt62$H=B^;hQC)4fO+k7&e0JZ9UNaov*QIg+p?k~Ka z)^c2a<=X@4$WOT_8~Na5&DZm)L4O zqmRKp-@rTaC>ZBg=g*t+xI;g<`-jSr8J?K!q*Ho9r@JwU*HXU)`W7Q2ebHcg`~zSI zlkL8_giI3*Gv4d(=~&2l!mMLe>_GeE!sTWE7Zzx8JL2VH!AL1xkI-%d#D3s^{qL9{~Oi*c2O6^NM+PXD|;*{ zSGI>H%1s(zmf7AZzB_ozy*!n{IUYe;Lp!r|cb&Eo<9el69r4n}UAz>1 zca7B_-W=S-tti>7Iq3J7+!|u;w_Jbv;rLVjtN(#2RFT|&r~*Oxh{)nmc=vOg;Q(`G zlU}Z5JWmYS@$t85w6TX5z7OLvJ^gFav&R`Wp0bE4}1ES3+lc4 zsIE7^9j;%M?HZ<84^&o|*(Ud3A=JJb8rAzGw>oR`p;Sq?wzTvwSC|dX73n-LZhNEs zga0AaP*ENLL(c80^X}`nyv&!4C5QYtJ-RHPyqLkES}AZoQPR>$m*D)G@WQLyLsQDpgVF6GTvz|AN z!_wDo)m0rdB1`JjOS_CC${_hpp>PF3hb(l<-n zj4pnP0}w{BM|-|x8=+O*?%eEiohnF+EJg8_=uc`b*&` zo`Q4e=qGizUzqX|1jmH)ttY%7I`F%QFRK0i;I4KZtZGK7dL1^}?5M|Lg$BMxXOb8; zMNRm73|^J|4EchAp@}LCKfKl1-8{Lb3D)2of?{X$1?7xrN9 z^D1E_;XsorePp3>+0iY(*2{0YuQ%NIr8F<6HJp|z6Aqe}&0eWQq|YPDe(!&<>U|9W z+Zrq_@0%nOg05EhX^W86trQei6}4Y{)vG0YK(gA@9H_wuQDRr96gnOAK?P5$dD!n7 zG=Iz7`{E6dVPAN}7rj>C|hg>5jf&OEJlJ~`9DpK)U6>pXYQRZw)D{`|Y3?UYcD8c0$A|o zws@=3>IQz}X;_)t!<}4~rZxG#TS*V@Wyh5$sC@dv15`Q?z=CqS3LZqgd(}((yzAK& z;LiJT(Cqu}T=Bk2tv8CL7vzrS@2h^3Z{5oE+jZb-vh=aX%5Gk>8T9m&bo_b-t9>JE z<##JCkED|BoUF;jiM+H}C!Jaz0fx-UX+dvL*$=~|Ant!IFmAeiUbaeo#H6lX`m)U< z(2wM-vBbOK*>1;(8R)lh?&a@qi+@lOF0}WhtY!L@XwUssw}V^$BmTR&J=^CT&tQ}4 zQbdn{gyf&%BU`-R)!*@Z48Q!oyELS5e7D+{efW85~LA);k z)N;4tCsd>|tWuqVQp;bgz_2#MT;@F|pFARp-j9~Q^yrv7UaOFdV&^d7o1L?P4W8<} z?{r(riLsh|w6A&gGHSaYd$QV;AB;bxdNG#Ou>6CrX|IC-YMVzba9bVtH#}@9N5ipQ zX+3e5>!kml5!cn?XHYgIJz$`ZmW6O_6ACX&)?5QF-;Z6Tev_fIG_-ngVn zGE?#05-e!Kk?-)3RR9yeu(#t2+RZ`$rhPN{PdU#97pBwq%=d2f*4V~&s7)@;3Sh85 ziCa`YEXs~AAW0lA2Pb^6ofCuGd7Dm`%YJ;&SNdWfoPXPuI?uC%E}rhXV{i(rK%l^U z;JJVwo>g*@r0gweDpmD6&Vi=$k|&pH@VywTMH#=3ADyVTHw~NU&)5BPzU~(%M5Ze9 zk7?1>q66ulee9wYP+}CL>Ir+? z<~hDMDk1bFELR%pE&YdI#qWgu)>7!7?}Cn1^G8#|c*mo`kY}umcF#X@1!)qVUsaoT zLz9wAS*1k$y!xaj$KB)mQ)U79F7CIEcRU|!pU0bM{FTFL$$oa!Un{*ReF8}ELwy{V z19j4tRyTzkdc&f$H=o0o^I;#{`7^1VOTFS__9~oGtPnDt$*`1$iub30?1%cX@xv~z z3V*Ng!8P^YczT_6KAb5#rbR+k7-HR2ZqP_jx7OoN8$?ny@QrGi|nONX{s? z|Il*joQvmRFK`MQosyy5Oxf3I$iMO3XwjQBftD|-?IsbNq#K|Q?&lBoBxeuB9};~Y zkwSIF6i-164l%>4=#Sdu!PZB5PTNbhwYk39Y{(*`xp3$*?+|{k;Fc|zfHC~2_~f*s~oflho{-9Ak*cdP+|&>tcT>NK|pG3u(`EN&v_hsRWg zNkzAJe?TjiORbYN05*!mUUE~pDou!K_YJA}&x3yophidTJ-RZ%pv~kLf!==QlXD-7 zR%Yw;nD17_4jitW!)G>biAw3k;Tdv?b5g9Z& zY)-EN`dMZR2!c9?vU+mo;`Oxjs@v}XYbX6KSNxR#QapTW$-GjW-}pV=JN9@foA>nX z*3S1Y7PUb-i)h$PXFJIpP%~}SB2QOpHq0ymDQ@oV;5E56A=!v?dDL#&l`gNaKa*WI zPV=L3Z8%vhvC8W`W2UX&C}6bAZ)HGf{@kne*dXlWHjOYT{&b9?DDw*dVGLDVUyEhG zvuJegd3>6bTWWwmybpVMbpl%X{mPH5z_ptGseq=W^YL!;>HmBIH=1Xg?nY~X(B&cy zc8ATZ11jaGsl*?@^4R5%xhS{QKl}4yH#r2&#ge>G&YiNm{V&p9znAPDkb#fE;?f`< z*{nsDy1=v58}@AZ@#FcmbV_qd)h%vS4nDd5MRyiB^bI#YWU058wKBHHyn$R&r`Ts3 zuJ$|6CrY*}NidKYj~2$X!sh3mTDqY+J~G`uad64Qe;q8Yh388I(gpD>&9<%L7IED- zMBBA#|II%FLw#Fw&Aq(p#$Ph^lDC|a_4fR8&DpmyG?xknmffjwm2KeCbiZnPS_Cq4 z|2RFy;bBR=$SGWJn+E43{(RrBj`v3-@oK5VeJl8Q;pKm$doOp#bw7iO3fKJeYQn6b zo%6#Q;WyafI<8vGWXY1RaIuxCpoxC-jw(N#VQbsoQ@d;u`{!uWfP~mG z`aGlvIc>2l^nI$PTLH7CJ?@63w^DzRZ7DR~`rGMz+GsL<|9D0r1)ko)lJKe=`eL&( z>f3R;M$W@lcA+Bs$refvC8u&Lr>Dv~&F^Ph!kq7KIw(7mcqEcHnP~gZ>@&mhV9%;izefrY-zH-wX%GKqZ_-akz ziTspI8qY400}_djUHgJtB`rQ1zc7#dNi{l#nuWdhLvq4b)d`(l3#V}lXwU95PC?ZC z{U}2n(sk9F+1rLZotLTf_)R)Wx6!P0z}_H?uFSGp#0=Znjv@O|^LNesIgFn7QDb}i z-i%RRcsZrcK^vWPHK(1iZI;xlW0N;ixm6%~_MSC`a1_2lDyGr(?detMyqKPBwHrqk z8+4aQ=VC|>Xms0E>*q|T;6f|a#-9`F&}?tObKsn?Jchqj2b@E7*DW)f&tKGaxWr%d z1L*CwLNU)Bi+Di3gU(Y`fA_aG`6}4QmhJhaHBfp9awf#W&R4@Nasd=S$FE?cJja8* zZA_q08~Zr=*+Eb6ai0d<8Jo+8Z#Fv#J8RXWCe_mmq^*1GG%9>zLi~NfER-;ESbB4> z$Dm#+I`bN{Ih~niua6U#vkJ5<^3Z*^K)t;NkE}M}kZE+^_?zhO%N6Rq+zaf{VBq@F zy#v+QaK%aO2>H;TVmAAxWY*O%Y&P;CR$O;}2`cj3;;O6DYm->IYfdm`=IU%53|JU= zK^xl;k6eyBz$v*MxxdvdY^*opPoAA})_b-6sLyhJ(?EP^?{q)CwDeQohiXqA3x~5D zT;M=~Qb2;IpLe-??lg$msI(gb_|8-K;+Pu6w~2wfacoY}J^>S06$(ADYoCV!7U_|7 zeG8fdtpNE#4T$waQklLzjO2nNOrI(52ynl2w9V0h_0>1s4!#wa9$|jpim1``)E+Na z{$fH-7SVmi9aWKT53_fxotfLI(%yS*>IC1z(F-?bC`iTz@qT70EF!!k+nk4LJpUALy zG@&k++zm7{#-jun3K}~ zOeAeshwiFaudI>JT9kXiQurv{&N!4SNmW7@{Pr^>-@seo(&^IAY=hdcdP?)`l!X%n$@4?z^@9;amxuOjYBP4RUw}r zlf!XqKHy5^ki4;&)ty{6I8|dW!VY>ZcnY)vTf!)XUl}*Kf!CP_w4ZZ9u3w9z@_yIn ztQq#~(vVi$eLVE#-E%PClp7!3CA0$98NcgLY^s*mR{yt}ez~Pv!OZUOT=j(NO!@~O zyl~Y;np0t6q?bU-FuRu@#|e?Qlk!dT>QxLlh$rI{M*CZ(ka16PT=HwqzUA(x=4CJ9Nc)01E~i=g8sU8FG*~HRlxg+@m?UZIpTYu-F(0$QvF(sr98^v-T+W zd64J7`=#;Yc8l(^vHhOQu$@zKg_q&}Exc!{^>g6k4{8ElN3TIG3Eb|wmcZBDJHzoOSbBnu&%F;xIGpzufOpG+18P)Fd?dG zJ_e%(h@Rd}cYt4Ovl~582U~IdQ=jvNm|=N9bpB0l$Mrn7?^81pYffg|Jc#SxT4wAfv0rc(z$L$n3dMFhJFE~y))7~4M!4zh9|P4 zkFHI9`9aya2HewcYOCD7HhY)rlwwgeauBPD&6VOmzJ_SludB#yzgCHGsbT-s941SN zuBa_w47P2 zVRk?j#BNu-JDIGjq+IAWTSERYe{Q!BE4UNA_HT{#$)iB-cra5TxB69^mPi8<*Nf*Z z?X(=S&^W&5a{Hq#H`RUHybS&tV*Af|J*13^-+ixmQRg!%?bj#w$w+^^r|z>}v$ng{ z`Mtx$L=jHx36=&zp}t~1%vV9}Gxx6ZuVM9D4XzG%n1U_-ee~|iHG{hi2S>V;&X@Uk zu8!M)g`*>;P3iaBD^Q#*`*~dT*V0q2-Lm-j!+$DvLZNmFv|!;<81$ENu5t_z_W-Ku z_H>vt;`JBn$d7UNgI?eBL!wwE{CqKLhf-A&_x0%p(V<`O`pr_lAoF4jQi8?gF>M7S zZh5S*uGd`_@3OaEOC#a;*+D3*&6NFKXLg)m?>B_5QC+P_9cQZ*KulQjlEs2St4}@7 zjMd~im_3%e%~KYK$Hxi~boZY=?Uth+-RKWX1+%z_>BjuG&Gi(g31Tjn+-eiwpfVGw zFSqk2yZlZY@d{Bgs=7Xh5_n%_vC$vNi1{aoBd0#iF80;Zhr0p<;AX-MF_Ojd21)t+ z2*6N(k4GL>c%?Z)KMp;-W4+M5x0+qk<>OT03SO=MW$wKCco!evG|SBjC%O_V%Ns#X zkrlnVei@%I$6AC0DFrRZs-_Iu?^FGCgt8hxDqN*Up%FPe)irf&1+3mi4HH&KEB^xe zq=OsPEa=?KC)ccP0eMuc@&P*g+|!s0V+=f6(U zRd+8X1W9Ib4)MoJAHoI|IO9CMVZBSFel3|lN71s`U0=22a;Hx~y!na zN{ge1x;Q(JB7AdYa#1Uiwk0DlYdPvBTqXlvIBuB1X(9+*13|$XL++2nfaJiWe6N)n zEvFI-z+X#l18qR)NKz$a)F>q!h4nW8g)hGERrI1k4qF?F*7R!KWLEpr`%H8F`|C)h z49eKlpgvz<{Z?@#)N2{-|Nc3b&Kx)J=PdC@DvXT5Uvlz{XpkSk`)9|}dFOgu|Ew%N zEmx9!o@UAGzMs?wiOKkWAI2oQR}CVfeK23f{vNu?Sdx4^F5QTz_jjWv!Bp9B zs*}qywS#9nvMaf>Id~VM>NaUqP556@!OBw@;t4;abfUGENo@#?zkJD0cgK1``LlZc zCerSwi$9E6hs~3sy$SQ%{s3%UY6*1Isdw7|m&C_iLb;axe(trcMU0nRE9Cy)bQAK%@iGBD1q z>iE4tuxE18fvrBrW^=6> z@NF0O17|J#pnAI<*W#C+&B=bJB4S8|k z3a5rTC6K=A^ZC=?YqX!*{ksNa-@MS@4$pnR4dh;MdhL6=#$T^~1Bk$CEwWSWSWSb+ zo@JVi=&3aOB3;|G?ipZ6zL}C<{`{SMZFHER%P;-Sq1@y=xae++(>XX+W}CZqKGnKT zW%ugI7?93bqsf<|DRFPUz>+pOu-qD)q@7pR=E13Q<8dk*ByxJ7e{IVI*)D*Z9z``9lv%|XD7_I8?q3pNwD$ME0 zC$;e|CCpymwWl_Hfq$-Q>NWUFom~nujd*gMg(^0PY-&~2h3c=`mEzh>m@*A3q3Z1AF$`tNLD3@MQK3vEBSuwEd5|bFe_bqf`M#W)4uN3 zMy6S4s=|W-CEe|Q_!8&lqs$FkqtbHjeaexbX~MU2-;T?lV8a}W=&G$Qf;y} zz*F{D=n{>^I7zS7Nkct(?xgC}szG~3ES`^sN9%tXj~=k{2)!5cc?r@cDdabZtsqW| zJGZwk(pucqPZdFj$FZU^a<0$pMm44vdm7@3tJ!Bde7B}<7_rU6`S&~2kJ*!twdx;7 zb=c-T9ih^DZ%n%xSZ}6RPH#r@-SRdSimD;|PrBk-E`%-l)8{tdbvh6xGAcx8^!^rL zaB_|%^0bkq<9H*U>B~u3wJ#Ill?X&#WIU=T$c(I$2s{E5j7-D%gtsr3eSyp>GJt&+1?J_|OZp0qWzUg3Cj^t`FYNv# z=acWOR#x2+c0dkp^(~eMXjGdD8rjxI`c|^(>T`+FiKz~xm-Kj1glB@bAl%#feg_j3 z2g%*ZB0oEZ&)WL=y7|bD+D*Gf3!5R@A7+x06Hbdx(UQ-D`*9%UPR^`a2Sm0M z&<5Fi2yos=^xpLfSod{2*s0q6#Ek3f`wXAGOb_$>H0ZL53uEgNs@Rpuz8J<32AUkT ze0h~0-;{mKQE&{s9mk-zg@LAk@aD;3KDF1RRjA8w*d|XNw82cHrEs-6PcWMlSf(rG^59D<2Qm~0JhG(8L++B-3x!2O$x{w3NJ5p zxct43!LO2PaS8Z|ro1UskY1Oq_?4Hf1pvr|>x$eCbE82rwfL zO3Zfs%K~Iu(@I4fN%br~~-IFEL$b*$qHlDvu4mWKZG<+D4>d#hiu*PaA49-}} z<$|Kxfq(Sx{QzwXsr>FyBsZ{XyPxrW_tfHZGFezvrYTS3>{hA+c14s%FUcfXhF3r1!138-6=R zww;9O?#;<9sMa0!0X6ZQfL|ADeEjFV=jF)&m0X+Hk0O|d{XuQ;@|mo%b78&fiPh?Q zax%#sH@?ntr+dXLxP+o~TT(^t5@9(qOZxq93*2RQDPVAEFZMmvb61+C)LVJcbd29{ zdu}6M+o_dN_APY%P-K3$#c%?{KaAaynRSBWJ}Mx z`&YlLfjq%W@DrE<}faCDo0l?7vZ?ydJxoiK0jo;DVPXQl< zQ^Ga=I7Fj8+O?e$L%n=)uIvfIU*qR-cTXS<$WJvp@LbEyvcFcHyyW@|jM6kdijR-& zkDbamKS!>`)xzDl|6%eQx@yB;!Cas~x=iH*cnZ;LzkddoLJQ7GOE66|(RO}$yd)XA zJcW5=pO!!VPp07C)t!Frv5m!p1A4W`-;y^W4f3?IA*4k%^#HMaWF=RhPnHzf{P!w* z-h96Kq~)sZUi6d`brE?IemXb0_-4{Ta;*ZGTtmD4v8cc0^*8;n zyRAy=n<6RyNu1qm`thPcX@8|vAxtUq4Ic@=zJDdFv_#^gHV0VEjFh)Hd^f+ zbR^4D03`g|EEbz3T!#T(Obhp_()Ujrf^N;8MZLXBKJ^!t^e>CrD=2=8*EK`t`z0GK zU{_-{(sO@rLHQL>YgBpePbt`7U&y_z+fOorjGvD3d^IsM<-jwUi zwE>7c(SfN#^LvuB+uyhniqGYPIS8ZGORnc1R`{u8Ws)zvMIDCQTA}0);D~!Nrg0?}mR}1qONr0S(VG+h_aL+>b37`+8P9 zRl_9i%uZDN;hKHl)r+D4#msX3XqhE=t zy=^Mt@=qDZGdq~gf_H{pIed;+^Jj~ z728sP6nPv{UD%kM*cpgMCQrAi{01d+tFA8HNijxeacX04ppI<hqAc${f4fzklFL zyGy>ir)-Xw@oE(Ix>Bvfz@Vq6Ecj+4R~-L|&Qtt3s`;yU-NmL!Fj2Jz-o*LKgmi0<7^5~N(DbDXAs=&8runkjqg@d$(m{I zJRfwPX!%ZQNPT=x3z_B;qWd zWh9sAm_S_$<5g39yH1@Zt;+$XdQ(NO-r&yFA-oDEo3}_j)-#%J>3OG`-6qMpR@^tf z-lZVVS}zFxLdR6ZD7AuCG+x~U$c^&;JSM(P$mz=aMyq_a+iVR83}$l#m9J3LZVb(n z$}@Tfy#x*TZ$T1_rK?Lj&gK#t2{_f&{={Z-p!Zv9ACZf+rgP+`` z%^&MufO~*9x}I96<;A}A*u5)y(iH*>0%pU?5}w>%VH{)feFhbY#*^C(JNARB-%4)a zCo$`tmJV2#>cj3P#UP22NY7FU=I)(kGi6K?88Ce;PYx%)!kQU|2Zq-OML&?yS>242X|d+fn=XIp zH2*ZN2-x?dKH{dm-l-upUsL1RtfR*~F*+Ca%iZuvHW!{A_e^c^8V1e7%-Qti=dz>G zNp>8vK|8<`3J%}aKfCh=lU(V|OE1U*WayPR|2z)7$4GSQsMLyRNZlv>E zhl>XjUa1R7J#H)VBwO?5u;N(Ww09xbR*)W_lRf#|cPhj6BIt58Wyl2u(81P$Z(0vm zE(GGK1Dq>EpsMFOH#nR3VJ1`V`WB5tvkW~rm(h8)uyEB%o7ZFs8FZq6R(0p%mgtYS zaeshp5A`x=W)hEFLt3)hzW1WsmR0Yhy$&*Ulf&iRG$SRh=od%it5Tu0*}McdQ4Zuj zm+9o{`f`7FRHxM}m%48P+w||`-{EPtuP0bRZ{(C2{Zgxu0W$r1_>kMi=4Gd0XJD%Y zCskQaA+J9+tXs??*DJgqOkezL?Ix3bu=MX19NaI2@Hz+08+~8(%9?|u>s(V-a^I<> zM0J$T%1d*)4YNe!hJAA~YvzM8+Mo8AwNqzuRBebY9vQhYr;eSs4&6rI91^groKy6+ zF65!W-;xe!U#ZTHm-_8fhahbJJgwc@!;xI9+2=M`Fwu90v^y<~D6A?}i>-U*F(xv_ zZj=fu*hbN$EjK30>xdNkAVoaKhjEo}g+g+q@6)LycW;jl%7A5kTR4Q;t3F#!%oen= zwoEX1dWOE);aoCF_>WOuJQFA9`hn=kGAim@ov8u`&xY6iLi8e`(noF zN@-S!?@{Uer(7jAXFt}dL3QS?W!O`I<=%k$`D@flf@Qsz@R;h+)iE;goD!<(fPFx> zjeW9cq7M2z51ya)d+|2p|! z7s^rraUI)3SOFJy47lBcLIm!@trfW6t$QGU)%Ey>tm<$BDTH&Tf9Fq2m=o0sGt|fF zQFr;NRBmW?ylz!umO>H9V>i?FYW^s;2J7$ng=2QUkg?0}qsVx3Wc8Qt#kt!_qi!ww zT6GsUWa+sDS{Pe(5N1b#?ij35qKxaw;zk7y|9 z7awn;A=H_l&=4p4GmK^PL$eBSuhtI#&FHTi77C5!UmjAe-BIwm9oX=cTLS3!bEE%u zK=H5H z+JFXaH4|2Q?PYJ?CZM@wfcXm7vN@>lx$C}6Dq{ttMTIx0n!R~T1dYaDWNIBenH{+u zS)lp~0?y3a>QH{DrN$w9j&^x@Du(Cf3en2htK@0^nQC9wH`G|{pk_>+$y;taUxj9E zE+EzFEbC~48Dbta=d_^L7E?Vhqf;yWv(l~evDyd77Yw!Bdch1Zc(~7p)Qfyh1|dnG zhP^(2yUXTfx;p@|v{01qB?@j4d+%1;@yvr;)JRlEs`N)UL9_TR_6!xnD?`#dLgJfT zNOwiI9(Ila}1we%Z?K)%*rd%_23Q~^CR;PK)%2$@y5yV)rRX-M)Zlwt<|fqwbLwy$qYJGtvqk3WH~*9)6u>!x|Pel zTNJzX{&w>QPXZetsbDRgiQN6T%Qsp{4j-uH3oTwcCM5DR^m>mh6BfLYKt{A%MvVvgA zKF5? zs4eFOQ5+!ir96GQ>6fWYuJ+a$f?*SSRhk+CKx#S}H}BHu?Qd{li^iU8pOlH+PwNG$ zy_WrUpbZh0H=AC6U(!Znc!ryd)#S(3W&M|o%D9KkI_1WFi`ly>4x(fIT-~K$dtK6> zL`mH1FJsdEad#TADdz#Gkw6cHLdr}luk|_CWQ^>}XHHtgzt^XD`CZ-|uGNc{zV%x< zmeKAvu2K4KZa}iDC8rq%v&dRK#TpzIn+JoP+RJ@%qYuKq6szK7&^;GU)oTL);I$rfq5Wa7*xeJgyCZg`z0>bpm1`HQR! zZIJ`QiN;_zQ#|4OO$YJ_OJ!<(B5uxvA*>y9JSAI(bOkK;tB@7M!mPuwJm>A!{^!t6 zd#S$G{TEavTldvbWyZ;{6EUaL*cdjrg7ueQp?j^gzqTwB_0af;AJOon?4(^-RQ(uA zIFriNyVUaSseML2@vGdC)zv-6%0D;gw!JD#&ojL=1r+}C^2Q+y79SF|k%-$z>$0Mn z{p$=~(rb5oN!E68!Y%{VNwUbS5?t9aZ|Qh==gd+gyFW= zjtPMFt)%6(=>3ULuf!y?4!x@V!0O#sqrVMV{1|f+W)tgxLjaH^ZDi!qs$cAzv47<#8nCC>-R}O@qD3m$lDXC zHvJ{dtfmWt&Vxea=Q}1wKpWjozLDuKVzml8b)_cLd{jn2cl*|$afS-e%%ZQQ>x|yu zLF3ioRWv%-{5$m`!wV;1TRxQfxnB{#&(y^LOg|!SUhG5)@XMUs`4`pkAHFG)+(bOA zm0<5TUj_WWB;U;mqA$x*C}xT7Ra(-F-dyrk++sO-qi0? zOsg7CdDC}!;#SQWjs4|Ry$1$xa`eog;>}s%Wa!pD*Qt4=hUdAj!hEXjRw0xKNG1hB zG^iUdX!=PH^Uv`}YUt&X)c}agaPD1;`Khq2&7rv%tg}j2A$j=k3VhNkyw2>Osl}7= zbNhR4Y<$h(9<>o)igENf%b6f2>MriSjL8H0px-ro;6{de^CWjwQ`Y4A4QkLMdAG|c z{QEf0Uu(SvtW+i$OJz}9ys58oDZ#L!U|-4N>8K`%-4n>_pL=f2;>Y{%DDi|AtlZ`*>^n7%`8wpZ zeiF|2I=Kv6RsEnAEU_J@%4CSre;;j6omZg@{~wV=_>0mGU6<72Yxz`mwQPKP zn78lee$KzsMo%ql7nOUtP;%-&W;`TU)@J56zs5Ka>v?Q*K-8osE!`>f_H$~<4BLO+ zVqN@D%?tcm+s1Ku+IDd@H{N;d+U?XN;`sQ|qw(c}TS8Se|HFdv!rFYD!gs$amTvHr z1eZ!7>Iyx6Jzdo7E9g<#dAEwoIb%!W&Uq_b!tpNmy{lIR7vV~xfNK4+X$9+fRB7B_ z-0Toa=eE&xDtYI+FN~ujeYN`|#i$iD0y@vkhI?7*cS1qoOWI`9j6UY`IO`El7V_To2SSDzqe zfY-%TA79h8lnXlF$8p63pdOCy<_#Wx$@`Qa9i-|J_EK?n=X>4Vv-b@E=4Rgi?)rFJ zJC{gqw>C(%4jttqs$GwrLE;Vf>~u!d2WazGQ2l8UjPJ1S$081j?afIao)QTvQ^IZX zVN#bLIq#*k`r?1Dv<8w6Y0qmFrpB$nh}PKYL!#d1%}!zbqnk?q@(i5PqxpkH^uHrkZ#ITX^wXTs5NPm*NqsTj2aw8 z=UDGtaSGPsHz<1Y(E4=v1qjOeKovfi6Sh_V4bPRmpKdbio*a7M?I>I(DFPj9gcv;g zMDt1^CN#!KxCNH!4>*YisMsPauL~L@czmzgvB~CDio(k*DH`;iS=Z#gcCH^v$W+i9prX7=xL9p^ecT{#qRlKaoPF#$u2CdgSd7h^3LweC8{5 z^oOoZ4%J{L9*@Aab1!OR zZq@{U#2af&A9aWK9dXQgm7|Hsa@fI@QfxFWZtMkiiCVv2VrFt~g z87!~fI+{y09m*)JV{fuin$p-aH}CTY#v=__1|uupE8&snr{O%)#PN8?<$n(QWK%)Rt zhjM=55c@w+F041mP5W!&Mc77&~Mtydn{tdKwM|(Ym{A+rfO-e|y&pL08V)Kmd`qRo)({Ir& zSNe8W#O~^z(FU8Q)0jvK&6SV87y9dumWqqHu8>Y))F|HAHRT@Acr*33eXHgRL*9xV zeQm=w16@jz7ZUuQ7+o3dI2jxK?JOv!Q9-+h+1*=R>Ay*Fa+;;bd#~26MBdtMoErRB z+PZ&ZPm<|m)bf{@GLRmhr!#Gy$=cxSZ0S4jPtN7MvLhDxah`q^7y}Savd78s4cKZA zi0zyd&{Fw7>D;o3z^7l>PybneW7sHEOvQ$wW@_lR`$;&b_&Xs}H;Gu;FB?1|#_sY( zT^}N4RJ3DtX(-#V&sL6uPO-AuFD!IwtWOJ=AjP)rSXwThbMwb24DIMMP3Bp%dde^0 zb+}MB@XEyMp9}~$j?dbK31RbOwmJ?tXEDOjNg|p^O@N=(r2*YqUORRo@zp>snqqZuALo( z-#$9C7b@S5`ZJKzH;wQ!3diqny)1Rit1^Kq+Voqg@C$rBiRtucF>P_Ceb-_|KfXVc zv$U%>-m`QL6k#|{P(dxk*>wS;RDWwm&FzX<{=kRg^h>NXuW#Rz2@FprCTRWo?>>ph zCrp-kMN+S~XZf$V0sWQQeZQB58A-)yDMs5ESAW&2&uUm1l

5HL!7tTA9|SnFCc zZpAZaQiFvunO4%LmZ*Q{z;CFx=}m;C4A&PR?$CXR-2U@%w0??kQc%+@6aax0H-9f* z+#9+)Q13lc$*f&>%We->7yva%>1Zg__prd4VIOdX?RM7gelo(D;=tHEPZvYi=@{N? zts3X4bs>iG?b|<=rZcBlp^$}7k(n_ zLHqw*L!LpQ)RwGNVM>1pRDPxbne1Xj%BW*D?XB@SB4IptH;ATksY6fk;=VvvdmjaK zWC9kPou6O>2OdA{K|K6&;WhAMVO$+<3dBnOo;r-leY36=SKI;G>lmC{e0jq*+nkN- z%}~t{UCMoQzyVU@C-r)HDHm6(Wn({8SOumbn0{O(P42Hd+McGCoFnOXr8sOqN`Dya z&4IAL?e^O%Y+V5;2r=jrUWZYhjVKL}VZHhJly~U%OJ!9KUkRgGsY0erb+UFJ9H8sR zAgs{yXFlM@P;37?C2VyGN=9l5*wt0PGY8q1g{o4Gf5Vqr-^{!lP zmw)T-JZbU5r{~rhobtIYrc;hsV!fBM!Pou++1cjRANZ5i&(8O*p*$@DsPgkh8-wzS z5od>MdXJdn?RKL{>bDMFqINH>fwbjIhuwTEtdgq&i^%I$VN}Ff@y373_P&(eQNcBl-0`+a| zTxL65+D?I@^}9IUZtJf2c;V4xYjngy7F?mv3B zWb%$M+i(36s#q%ud`MbCp=x$~W+=TywApQ3NEc4D<65y|g;$&lyfYmENAD4o%_GVfOcw31Yw|ouOm3(<~KN3Cz5idy^G#86* zxofS_<;H?+f{tL1;G}@QPW244x|k#l=N=It&AwW;7lBZ! zax3@l+wWd<3biC|m($1m&q0ed^u7(K^6qf1{N?xY<;d!QE1EbFxq24u{XG!Cdt1*{ zfVH@y;TNza_RsfY;jH$P@%aNaQ`()cPF%I&RL2>{+cBVo0J>WuZmj5^u&ukn(-#un z+HbN*iB_p?Z~0ZVa8RHda2-5+eV z&;HAIMa4HL&YcTr&)16A@(2f~;c1796qif4%HGisP~w!Bp+GO>V&zcG^z9)3s^1#; z$^YNKU0QS(%r;ZelqCx$bPTl!Pq&bUQ!8UJOzwA3-6azTn zWyeVas`EnTElq@ru=a@>V}0NA?7X{OBXxQ%Q^(wAS+Y(LcyU$2U>K{|zOF*wd{wpR zx_U>G(OW;TtTSqNK5}6KE%UyzynBbvc`H7KkDgK<4ytY_;$wLW%UI_IeZ)#yd49&& z!!G1T6Dm1g?gvW+0q=TK$hK4&+-|(o*lDk8zL(V3UMe`{RieyVp9HJhL|@wp{lUix zGR)sMlBIB#)~Ko+!Sj>Cbg%ARX@OZ-hE(rW&i=cJ&bBA;*GM{y5RojZqi^anz81Ad`8{KX zJv-?FTpz+`((Zel?`KOnk&6(huaZ&4-)&*ia3QhQ)yuyswYye2hZk>LyS#fllH zur3Rl*m4v6FiDyg^>%4TIUHeKu&ZNRMuPh9O6mV~IIz&rd@CDIuj&k0vay=B;(KlJ z_1BntysiG4elMDkS4na<{-e5O#I8O&EdilST2XDFZ>C|?KjGgApP3$t+zS9043eC$1js~~b z=y{*Oc;O)>RB;|5hj@l$SuK(5;MZ83c2f4F8FT6Gi<+MzEx4FBz7{V?RN#ZD{gq;#=A>1kG4#x7s& zRj|W_*8q!|53a7|o0Sofo~-|t%POwt2qtOedH{`jwuj|{Oy{8vhw_%c04(Sx6EA|b zgJb#bZ{J*!`@1exxh{tRXQ6Ms*s1X6PV@K2y=ZV`7H+k{p;Zk_&snb%JW}6; z&+hmKM}TQD&uY)sd9TXxx!VB`$5Gkz&KqgDJz8rhq}(d|HdCxGjra&>ripP+vO(dU zw3d75zXQeV)>uZJR~rE?h0g+k@#z+o*-Y>5l#2PWVIS?lCnMR5_YSI~Pdyhd^NnU?AO*l5+AvU#~YzAX&fWu~Zl$J-kOUL&IlHSn%& z&XyO=QdOvg75#`IU+Y8nS!Ff~$lPvt1Z|Y!hKHmsrcbJ61XQuaNcCUVJjePwg6W{(w z<(+raUYYke_AW^+T{sz5TNppqB97YqJ&tbAg;}O&q4h>L%xsG z9cE>2_gd@xRvQ}I4I0Ygj%_FEY@$@e+In_rfkh7xhi`KS(vv)Yx}!?{!W<-Rgp0RI-n_c`4d}J z!1`Lh{N}N>wH(Hrim>i=s7LA05Zh|Ea_enh#c;iXPoz_w^)Av6M#V%LKiaP2%z}7> zJdw)2Oc#M*4c)anB0-|NjTuLsY`d+`X-?q9Sx1=P`noc3DYHi>97_`sCd?k!)t_C; zy}8eHm5s9Qwgs_y`&^o~A7zKE2e@jkxo3VMHqhq$+elz<2T-o`7STPmF+4`@CaEo{ zu$nHNa5zfBLho-`{Zt0dp`oit#Gl#WyIS?Tw`T!fEZnQN{N=`h+J!V`1-pab_I^xMYJcK&iMJ(}>; z8K?`cv+Q)=**w&j%XP8295+)_Zwu=F0^G8q;Bw{|v2$8|L@uk{1Z|%D%_SH78Cp@C zuH{#bW=i)F*RM-AvfjVqzLGrsAa1djORUM0y^xmQz;Z?o*HZi!&KtcvQ*0lx4Zo+2 z-@w_lTV0$pnhoEjUnQ(mJ@)%mRAc;4rtXuP-u(~J4!NOxTi9L_Up;AWiIEd*!FMPeadw|Qd>3VThD8de&gvyK z){7)=hU~q>+6RSN-()Q$?BItL9xRQzHk37a9!2dpkBb>)zeP+}TOBrdBT1gj*Vo_P z_|>yNom20VbMDXOP#uKUb<}#ggAGOvOJf=`yQoEV2L)tS%n+Q+Os5@$S~zZ23!RkEz%Ne5(Zl!W*^AYxsA! ztLV>NtZDMAq;_eAwXOU<1kI1w4L7F{%?X_eShB7?roPa(qYg2ChwW2PPTkrUMISjx zg1`4Q9S9y}Zn`<5rlUn2P8Ue_Sb)k%iQng%L#RLVWlL07&DCI`UBvSPxB(vu=+(`x zE77o*Xw~Py9D5GmfWsWs`oG~fcW}=OndB(rx(l+b8NFY#LVdPN_XN}f58QT^J3x9| zd7l5!cT0hYRB}H;unAwN$f>MUVHGRxX=b!OA4OqSTg|(j3bSf4z%6adrkS*qXRALi zcdE!k>NRw(*IU?~(X=#dV%i9w+AI7~2STwQuHF|OrN{Ug6o`3e;%l`_wNXZNJ}VFQ z-LZ25(t>U!)Ks~#Rh z%6CV#2anKF%>%jV2X+2CqP#fNG<#{?uncZOplclJ~?#kJw2!XyOhQ zwNujs_rm2Hwx%{#6f%@nU@YkZxu$o%1&9>1S9yzuf|Zv)eYddJ7Vo=Z&D-o6Q*KFe zzcMa9e7SLcn*053x~@>~_N94Bx0@OM$PhxAOPL+>&dE~aa2|yc%4h)V& zL~er+*?Uh%_XQJI$K4$})Muyq^1|m)9}Gu*^zTen{MvB4&;35km_=z>gwWE^imboY zx~XGRE=W-k7s#VqTC1Ziz~x~J87WJEi7k^qr9pdIJAZPCGz7C z%ACG9oKVYE->`+|2A7NBIY50<#|Z+smRoZ+7!PBshcdYoaZk6$Ysg$nk-A23pI&zh0 zFFUfINJ?^(2n8_?bM&6|{w5jCz0v*QU_Ksu*?B`Nc-NBJf2+dZVmBj0 z_$9G~CqCo^jJWtjRjYK)wI|wXkULvU%NLqgnhZvS%}IBn70S3mfuyp%xm0R5!c z$zvW*&Pit+>vF3oZ~4QkTDon%(Uo(AKjm3QD!E|^IVed^G#Wl%3Tt3W#gWggo|K1- zzvnjfEA7gT zHM(oRn)`T35Z%6;{nOL(I@y=TeEM;{^6XFAoHS^V)3g zfq_PdUhZ4=YWEN%Ev3gf2w*kb)CR_D-5q0v86PTtm%}wE-rAUM4~7l-d4W`v3$Wd` z&XzxyNS#V)PAaW9p1f(a8+{UU`}_>f*gnIleFJeuYDG2gvtrE0=hqa>E&0lPJDa0g z_aX^JIbWXF(;$pL_dLnx;czdl8iMx+jsvzaQn^|WZj{>_J6_d*E^5=bvHPq%xH?wY zL;?B41SxY-SGnli*n#B~`mv*oE_5 z;VK@-6H|4s;892F3r_u;!x-l5S4V;qBDIq70Qb%rylvH;;FIcuJC^KhZrwomlzI2-I9)Mp{Jpw>%Yx4_9{wsB)SAxu&&uRce`v`i+z9LR*&u5&d;NDE-tmR2k_3G#xgWV zn?hU75AwhKN`X_~ytuj??nSAm$<6C}3kUj}MS{g2R>BVfH7*XHMY>N4= zQRebEeaS=lOO=xVarlw;TvU^k{#x4=xQlqj9oEmHdRiPo%b3g7@G{Ep+p649pLmZW zYsE`trQ$WoUoQ-I2oJcX)SRf-I}4nnXERrBU87~P{43UnlOuVz@aIn-2FB(IdAhvt zkWV7dSAdawage@C^V8ono=8U+r{1v5dAcO?+_gCYWCV^amAYIIWoX_Q@jf~FO|A2H z<_1&*`O@}+t||?7u9@3cIf{s+X2$x^)f>WzozHVLHI)0hrZWm%?1&{&n}Zb#a7{@q zfoM8`!XH8Kw5!T7Zb-LWVF)cJ``hn)Ax{H?yu)gE^l!DX+#WEeg*u9I-FvZUoHixI zV534uojA9y@Sa4w6VZHlOtSd}8*M0sI5NF}n@HyyRlgJ!zZ7=fOLh*}-*3+5`p$WB zec2~|aB5cWwQ;;46L&Od`<2Uk-6GnRGO=nrU&iCPPxi18vWs`S&DF%?MTE^^gDU5V zB_9C*?J%v*9XlN_AbGX429x@2bs)0#r?F5-6Thi2621q;wPckrp~@r9*d(K{Xi zgkBrBnIyCR_SKlKBJ8s)_37RLlUvqQ{Io*vYyez3`__8Ke~L^v2&|vouYD%I@Ck722U&gp zwQ0RQZPk3`0b6_fyGQ<4zVE;#M{Y~#kvoi}c7^2c^W|StoiF0{Afi%xUG|BWH(y#c zdZs~*2+tRf)3qhW;)gK2gJkgj969CUuC1KL^_0J<$Ya2zzMbcqc)A@ z{&}yuZYehh2xoK|jb<%Ls}%8Ba@s2I7U4(ZUhdORP?|XC8)@F@E8PYfy2o-%<%UI)h@hJ+Pj(z*l1OVsrx;ek_-sI%uF4dv6pvy5oG7UZ23_G{d;AZCgQ9GCHn|38O4xeR#q%VV3{S5Hti+SIHWd3wM0GI+hsOQS8 zSYcdkO&z%^Z2#OSRN~KmDb2YOoYiLiO2sZM_Wvk46SY&>C=4G9B4tRT$k5j$LrI28 zl2Ql>;r#d7XYgP9|M0H0p69+x2d`Ps53Ar2&Gwd{FwD)Noprx$wCMwIDR!${oiH)a zdMuZpT>mEQYOp-q{UD{2wPqwYoBg;9;;urcJF6ot)EGThFOFYahKotgG{VYe29RBR z9%xuJ^`9u6Q!In5W{s85nJcrprPXT{7){Zf>{ zC4p#JTuuTl6HhckM@xuh(q1um?X;#cg8ELqv`nU#Qx@z@U;h zujHuQM^F3uk0s{HmDH-{4i+NW9`Up#Up(9zp8y(yi#H6pM2BVm2x4qB19bRjNl5>U z|4^(oy*o%mI!blVU*K0sNxStR-(NnL9eLL4|IENuNB1mwYEE_%p*^9Ve*It#+9m$X zUC$yjL*XJY<<=D;4y^ga{|L`wfft{UMf;S0t)Mm^p<^~H0&K<_7~esP&* zEBZ>5FV6U3jAtAsFCIwqr%eVSe;@4o5$9Q+rPb_sb4Eh&MC2YdT@laC3jH|FT~E}i+QXXVPHd?F#88qo@(Q`nN~;-S-&zuabKd{4&S9JK%V z=t$*Ll;ZnOehT7cmxL8~jH$~fSa0^#Ty2@9?*Pzcv**2DK=$(Le*$!5y*umsVbYzi zPH4w^BOnX-vyQRr$J4?S&Tr)rsC7IQ80gQ?O0Or;u6gHs0y$E-c30U7Mp(h>+|Q7O z%(d3+H~o}&92HrF4FEScIxvKt0#UL(gTH1;&55o*Eu<#jE-zbo1|42?rFcg z!pRm+$?hKh$bp@$@7>UGOMlQz?7gDjpwV7GI|!-5%Qytt$G+wtPTX4;=UQU5wI4@t z9TCFodvMYWy=4G*C63=nSjt&&5WeY7d^;Yt&@4~J09!K(1H23Y55_H{=Ykq;UHwlx z)yIrzuPl?8yh=>XNK0r?GMt(dcc^g8S<56Y)fe<5H;tw*>86tx61!j5(&>GvFo+FY+v#$K#`K! zjRws;!Ajpl48Ji^;m}i>Wk3+yO#4p{Z{bVoySnw7jMtB|L&PfQO_&GXB~NB-q{gZUEC=uqlm?vyY^ymDi?Q1cVPDYRbK=QQ$78{Om&w z<(Wvbv=`_jq?_v-nm=PYEefkjm|nn|?aD)Vio`zUlNV(|7hcj7^*$o@##gM6>vCJ@ z-iN~E+Ej!z>+v1{(mYoP=)=_>Hp%+2$6H;t>(n=A)Pl|@B=O~XCcP>w4JIvb4Mkh` zw8@2e%|bTZtb$`Kcq6KyC*=G2xp4d`Q<0coA%(P=4|HEn@oV8J7nRRY$c=J$uu}X- z6rE1n$rH@nR*VJU&ob6X-j?Gd(*Cus)7ILPZV#ajb{^iG{`U0K>Giurzo!&Jul4A7 z?L#gJyqMCOW%&{`+JZGbI~4|uw0`z-TCiX1<2P?R`4s!m{7dyer5)r)9Y!1aH_c{S z+lAU>VFN1kCcGSk^UbvEiokVz{TYNqG}M;Y~hw{rk|aX zShG8ZZhur~LC|aCdCTL|!WQ`&7?*oS@X{{Xkyc>`FvS_ZnJ)jjqOyHl_h9OY%yF6B z6NyS~+V5`-RuL7hT5SKV->qnUc+GXqtn@FR-|#(K3C4H)y(*p|HXE>ARf7T#b#HjN z4!ugRlIgBsFlru4v2BSUu>(djRn^bx`=bj46d%Ir<(oFnr=!!X_d10Jybund* zDvLVsf^p=Uo>#!TCIR1bezv19YkS+x@_)i7ga$ZUAcc|f?@Y?tTy3WKY>$kAC-K>UJ zjx^qOJL##7W7(t*3|HWbR-DE|n}@vY=Pj*WRQ2bm^>P%+x51;w7@ybt`}n0ePL zuO@eE$Ext1R6i55cI5@mJPfzIx#<+^LIT6=9_n`DI9`ZIa|(70b|-g|Ofsa6o7 zCu{BVWA^A5rs3r|++jIz@9mTwddkWBO9AAWO+wGn->0Y?bGdLyRk87HxMz?1;_%q< zxRz;s2)?nWcl`oB@%Ytc+{Bh)LOOx-?3C&kAhEwn>atkPRf{~6 zvh6gUz0;!LGKMs=zxwPMH(}~6BfZf(AB1P*;;ze896Jt^#!`Kc`}I!^d-44J(LhDv z)|-yTRuoi?ot{oiZ7UcO`%xBPIPxoQk97VDM*)%A2tpTed{R;w@VV4xfa%X0)y+B& z07-F`E3oj#nf7(vJWM7zSSjnCvmnWIbo*OAD)fafAFO`d!WhON+RampY~IYKd{Rm$ z;{DFA=)al&ArH{^RXTh1B2AH;6N(;(o z`_Zu_bii@tY)5~mU4BhN9t^)+`h4!~9jou0b#u+etj>t{?E`$SX$fDQ+O=_lBsz(< zJ^YtnGK+(jn~mbJt1Q+(di|CDw(h3c>#C^y2Sn2Bzu)d}NdWif4NTX|{JnM~;o46j zMqghyXQQzCI3lMIzq-Mr9cB-y%?7eBeoEvlCUVc`pE}M@h!E!WI2GXd>|p@r9{WCgGel{?RYr}J~H|o5rn=e~->uK^_ zQ76y3A~&G1%ItzUh(6;ezmCm7-02#%i!{R4a_eN@NnXmIm^D7+xcxI;j*I6FUw1W% zr3MzWa{(mJk< z-njG@FV92YQ2iM2bmEoBd2AoO@3tHKiL8WrZ+e}J(m6|#W^f|eox%=FJbQgMCrk|z zI!=w?qVj3qz~M0M(e&_ny>PBokU%?Gb==wC&oz+Si)O|_Uh6&N-;lC|HMLX0&R$n{ z6C^XqoC$IXg|CE6(vPa!SBA&UrT?js2u}olFvFe{H`v|@eSCoj6-qRkfBU|(Rc2n4 zbE}k{{G4%nyoNY2-pmVIl?dch&;6XY4D<UZKATui(kFbErVPnXLBIP^>Mq zl-pR@+OHcx_NLwq#~K|hX5+v7gUPz9(&V&Z)tsbCaR->Z?l?o=m>L9snmx)vTP;`p z=pmuQ=dlQ07qG*hJ5r;;VB}+0Xzu#VD2)!Q`s8(ZT{h`=R|Q!&q&hM6;0E3?CrA-s z-uEW|YiC+-TT8kDm9D+k$MDkgvd#$dv#VN3f28#z`UrK*>K+{@`N9Z(IET+X^ANW5 z&4lg=$!-1DPU`~>O`vg&Eyd;Boy1!CmAN06uD|{ER8*GZD%&XC>_wSTl()2N>W!wE z|Ne4lc{=_SJnXj)(COT{Py)cJEvQ|MNwzx3XC*^v#~(CjAHz>s7+kye5;+`n37tyq z2Sv-@IdGwq>r@z}h6B6wm#_pUK|=ZVbU4qfm|u_OW)Tg#cax{fMU4R?%6$#$3hncj zyOxb+p&^E!NhXYszsG%E(u(uj7{rDk&6vuo?b|ZO=q7i8G)ALKvl@2QNu^$LKgZ2> zreo}0xjri|MS4e0JgkdW-Mf^5NOmaJiU|g6x##Mc>Q`#h-OKWHbh)BJ)GwY} z#osL3l@IxIKO*i$@tHpd65`!zrW|zA`~C-u{PL=8Kwx4VLwv+>X8rQR+Pwg~X|Jt$ z{txdx+h^t(c8|&xIG427-Zr1LkmPUQSFk5)?nOSw{&`v{qWwsNrZ)cYYZbb+muZJy zz?o$4m4ws#IL%x}|EhiG*O%9CzvHF#|CdC_098 zv)iQ(g+reoRFCsUoD8xUk`u?~VT^R(Set=Gmf(SAQyQGJ`S0*M55G*-BT4U9=~gwh zrzqTQf5*vo8I4@62k%M{%k|1L5z zzSz%4ZRrKdKa?vG2p#{55#O^)vb4-4_PmMyHJy1Yq!xqaK3R3=jd6K(lN*ot@~0i< zX>U}kmrQwN|KV%$Ho0t{ef|Ne7%!+>Pqt8ua zi-(mJ$n&0OMqyhCB$N31dxs97vC;q+F*((`Uv-xD7b`6Z#*aR?F7ze%`ITaT3k8DPow_@A%Q>P{>K;?Sg$GT26lp*tw$k z6^^-2@xXV!t2BpP)yiTvd*{}Rl5>=6pBSf{HgtYn+6|6X_fN>(W2yRB8Cjk7AFQ;x zFU8Vl`6Cy(-jlBt@#@%^Pf!V>KG2zO_SAiEN>3GqzqF6nYnC_Sfi)iy_HKHqPyg`7 zX64WF^;+X3HRWS*j@G~5by@0{ZWg9CrzWh3yUzm??$3vwPgk@r1;X}PkL3$B3mC6R zuspAwp&7r&VBTGpQ?pz}gDR z)g5|vTRsUK?9aq|CW3hOV_lx}sBC<7LJAP*d@SKJK9 zdH8fg*V}GWK$hV8`X!_K;yKOfZ44unNM1^|&i<{ji3)q~F%6ytMKOAdK0OGRcRVj( z)l0i^S}A%6n&VR}PL6d?`8vbeqnIMadQz<2g5Te}wd~K;+19v!?uj?iCgMU;8*=!3KEsLc4KS~DKdf(?yoQQn4c;P$(o z+bE7^)yHtXYX{%^@YkJgNu{v0^_U)=s7Z5q@7)X9a;EuF-;_LQqP3bj3y8^{E8@&$ zqN%BMPP#u9=5yF66kdL`;{4o+zbTTeO{G6#1Kq{u7BI9gyLKS{%=_VV={QAHgHm$1 z+jfE8yfaPAr554ZDPzqLi}70dU4)Qu9HzBiGf2clp7QD0NGJEkMy#fPZnF(|a2?OB zXHGoWVP)#Nl9YM=op|d_-w+~+T2s14e_Ql2V%hGn zPQ~zjpt3ErfKh|y7fA(@Xi`CGpIb$*ZP$*Ee#8qX=LU74adSz{+b^@Kt-I~m`y zAm1peJy-$qJllHuhM}F7Hy9kqb!`fpx2~_) zM^3yX&|_DgQm4)&a-;8I3P4WtC!|FfvGefeN#93v6gvUsjWkxfPoz|?HcI{t#~P>1 zsf}9%_UN&TX=hbkxWJG;y|DXV%dI2Jn6-A5inDjvdqAxFup)UmytoQy%yf;;!7xg9 zOP?w{7*{Bh2TH;D-AAVNYJO>cSOtA-)7&Gq0Wqz#%;46#=|{sI2CY**A?x5eINeo= zHw-KVe>WQVU(Upz_y~lYz3-U%8{;Nlss070^i52|MyFe-5zNlW?uwRu>f1Ei=LpH@ zA6u;usJo>+u4>K7%dB3HdKq>a>z_)7z2rFLBlQFASvXHwc6l@Nw8P@!2;KT|M~q#) zQna?Whqzd#rIh_UC~McI{2J?2KqF74y__^@26-ummKCw?HL(zQGBv zRy7nsUh`MqJ{M%6EuZ!k#YnE>ms-l7Uxu!&rUw@=BHMykTgVxd5w}nst(UI*$AZ@u zi!-sX;T+zYb{56r9_o=W8f{mNo=|%Z0cT1^J_LkjD(q=A;MnAQmYc-ux z8$TCH@|o>0dwc4FsRC?rJAux6)(QNcOs!8{o=q^v4x*ji`x_bf#F>AuWYoM(!h@oN z0Nq1x$BuicJ*A@m`i!(Q4O(?nXuu`Dv={=BHQ%`%x2xwn&uk)kFFL>R2zCSuH`7Gl zz3mlaT{8E@rb7*(SH!hg%nhnXy_uKV&mH^W!^GcYI>iYm6OWj&t2>=!r*$ z*l&7{R9qkUBR3z^rxom{a_;e-k6&oJcq*eSw|?RCy8XU}=@zdc5NcVqXAl5rF9}&a zl|c|=6e_@Q>A%|eT)t%bUhn4$HOB3huOnx?3)a~2ei*@)rnNlVw2VD_Ugb~e&(`+y z9&S!Ks#PCw7XG;@!!^xbden_y1+{!9YQyL0vMNQlu!HKqf^}RC_c{hJt_5+$&or^* zB!tq?*{c6oUeWii>8MO$vqHv~@BKKO7lg-9{`GW4D=bKCV8DjT<@eaTT|ASEJ$41G zgzb7uT;;g=84MzYL&J~BWO_eN*%|AyEt(iDW}F6Uy}FA`KgY-8vz?ySY~MUROTusa zM0b-o`1{tnweA4Eb41{=^ijL#4b{oG)jCOj{3jBnm;|JEUv;po;66YA{j9bx=Qdx% zl+{OV`@838;6ma27k2clE+V_`VSNw)5}7|lSCl>-+-$Tt2*#G!6;>r~YZd59Zd&Ev zF?T7)dGc(2$-$|9)F^ZiAD0(wLJ?W;laW}o{uZawY)}^C=RK}&9>!YU#(?EKuq|i{ z+w)&^w|Ae*xB$7d$tk#w4fw{Iq{co-)2$XPO!BmEqD6&Nf5Z~^KerxaRJe$tw*Aki z*g8KCTZXoCy}|^}uzziB3+RmVeJEq8a^|6f5VWLYJI!*#W2;$0<3;_49*G4t6EVKi z-EZ$w5#aGXz0)ona;jv+v&%a{-iXCi%J+J$RUSNiyldsd(5$>V&WjzB7jw&5s0ba~ zMftccvrpzO6S*w5o9rq=f6u*w{B5nrCX=RMzuK=5_1b$E7L9EWaO-qD9F~tdcbRl*HJ3p2x~s-hN#7jzaed_{EirD-hjR77rm9RBxBEO4OP-Njsv}!Dq*bm`n*gu6Ql8wPG%8i{ zKKgfHDvRm3pDQWQA=X@w53G$MQPTxpg6J!r4N#9|STvcf0iB5$ZEN6|E zH{Oor#`HbUJ?1q*U<>^hS_nTix|A-mt{l*0OSXzW$82ctvc>z60W|z_zX)QBX%o~y z&TieBN@SGR^>6pvfgHw)&09HtGktcr^-4%qBnBstcf?Jhtj%aQjeNiR)Pdh4J&g@iJEZfH zv&ZpSyN5aGUr#%mgoyN9qI=k-GARwl(W3TPV_G)whr3lp$SDK1QC(>)*|m2)BWHd7 zh7_Svm)*4F?c@-Ku`u)2}cQB-xhG4ksH#g{I{J;p4+XYo8qV7Bb>5k?}r zYaD*X)%e!&i(GNGO7gADw|jS?i^^H`>AsKaf&MJT);)UMtRy;dO0$@b32NsP(te*a z!}j0VFZA_lR3>Nr$fX|>;Ezy4#c%Uw9C3fU+wv{vm@AU3)P$b$b%Z}MaRDvrc0ci~ z-%TU^bKYLkKB`RN{o4u?4qe>*ppLx4Xs%&jnAhwNRP1piRC4t5$%8t4@ z)+=G@hAts9;y6!1MaOhsO7GtPQ04tzTSV!Z*f4LP21Xz>gaw_Mmd_O~t zj^jX_uWioKO<5$vvwU};>o=*z`C2d2+O-B975((JO}@=J-Y6d%r0Gkr)Pr})-nTk< ztgL$5LW^t9T>93ZcREhFRxWX?W2@Tyy{62i0@KEzShV;ZAY_fkpvv?wfBqlbSk0j( zpoWROm>IQL7<%#XKA_=%G0P?Nb@0bK9=&dI!}gLqS;QLTZcs`H8os@`cx$EBm~zj* zx7IAcPi1d`83fX!TTAKDcL09Gfl47-fVC_)E`lfO3D1+`)AnBFCeDs&LY%jni}77l zxP%$(uh@vKXV$4z17=^MuI^a-?R%S3VOI5)4y0bU37if`10qy@voTkS&Gx+2C~4?f z()%P*&Q{zqUAyKE@TKixTAXEK}@bj>&3fx`5XbBF?zDi zZ=|GF?vPB?b#}$8%mG%{5L3L5P}yP#xm?~mwl$XhJ3$> z@vQ%>pLcvlALG@5FaFJSj~D^P%b_uHrwhre#>dlTeqT>OIy4`M$ahcDom!gT{%0DL z+U*z(5@i0Vi`ykMjQuRjzannj$(il3AAkd)xy;r?#$I1G^nhInwdVLO>7~_PZk8{~ z#mg{iZwKDsK1S=pkS!|meBLQFS&RCP-po}WX>ECa8HFdmQ`|!Eq_XTGR)Ec+NxVv* zL9~UC-Qy`}ThM^Ucox=kA>5Z9`UpE3%0%L_-6!;`YbC79@Y=~Sj|0`>kKq43jh*Rf z;m-B6kmI_ymRnls!INYv_uc1}j{|NHIuve#_uA(J;aO5_=DAOs{P6Ij`E`Chg(SJWVTzeLl+& zKHW^LBPK3G?1vzIzRYU{_{VPUrq@e*@yaSSUhhq2KP-x(+gOLrPA^gGl1GcLJJ3Fu za3Spl)%rMIYc84jNfQzsz8}dbyby(|;9+L?{6h7`{ zmcL5x+hg#VZLN{NJtE~01vVc#m-#5)c?1uE?o55%qXZhkXRiDhZW5s7w~Ala?hC~S zwnZD~xycMgv%IqSdU?1Dt2Da6x}9gJ2y5o2US??agy#McEzS?SZ4Q6_himIR#`^Cf zdD|=!ML9Sttl#*1fv&1?Faz~~^HnY;pLK?qr)7{6YuhvF^>c`=&3>0&jsBgLhTfXw z%EI%t-mbo_ZtlIv>7x=NuD8(x?5|(zZ8!MOxYinOIOZEHi*5RHdYLD8M{c}z;Fk1` zE|D!`9x*bepmfnFq#ltfkPOY1WcfK2wIFE!g>ySBk=kYcW^LLN$=TvCOzxe<& zY4cvH0ZuU~{yCU9^7aQ0ZxmbAjm3_=!E1P(RK62>q?VGc7$()DlX^nu-dBl!tFn~4 zf=55|t=7m>FG-iM9j?DZQn6b(c+BuoK{c22m#n$VxAl?myw<8W=Rk?&-syNU)qH|e zf1B|iv#O{NL9FCNJ8rMKppn!d+n{?0g)t3S?$XGnuDSLf^utO4*WKT^L#N(Qb;_OH zcY`B0!a!Cf*`2`)4L`9&FpClFL2p~QK0i@%0}{z$dXV#XaK}0=;Vn&UJ$+6L*_#H0 z)Z9*BHmX-D#*_al!BDAoc7Ub3I<-ZP!Ig{CZVcCE`PO~iJIOnoR;P*anV{80zBjqy zC^PcQe(+O;tGcl(IL&7Yi>buzWxV%)Qql6S=9L4_QiznzhD1&b|ZeW^vCxpwYx5b)A+cW ztSbQMy-b;&jY$0l^(lR){7QtKGt)bd;%g%^Gb89Xh3-fY6meU{sANS|i)@LUyAnB3 zyl2Zj0H5GJs)}M~_a{ULPrmH7d%f1&28(ui+%NRLR2Sgf{_(r)p79WZTgY5{0jVIj z2E-$lk8CGj)Zd>P=qH%|txZ*>1yD`)i|ml--=_<1bavU({E)OFxHN7fYXCQUGBx+! zg^*F|9Mz9jwzqs^wm~vJsxhJ|4ptPcvFDN8655yOCel9P9+%vFuQnSu z2rBIM^=w>3-eN4f;9N4s$3JV|SdNzO>S`@6`KojN1a9Jg4-xXMOZiG>ELP%aJlrid zrnoONQx?Jp237+xL{r~1u+!nS@?>W8DH_j?h{TJxsUnhN-3AF-vHe>CeHd@8_m}&d zY`TwMOV6j`c51%Hd1lIGW7^*~zr=ArDCOdS9yF`?a2eOD>s-46cQM1skr%PKeY!-Oh|kPKCzEVuqzb;J_mjNL_x(;2sRr7b&vXjkLZ;M?rTAcg~! zmOfeCY2bv;34ByOl>5s9KThj!>?++ZC3RSoy7xa^%DWAv^OoY?y;3hZG8}>Si>tq! zW@+E`8rV_Qf1G_szm!tjD;bR|Cuw^2PMZ~R$tnq6Z?yMz4k_LL2(K^w${5Xw;uk7+ zPEC!qU%5~ku$Q!ESL9f&;7zIw2MkxdJ_?L+oy;~jKG_=XLp-TH4&DON)^n$aNo z8yrj8cp)BC?P=uc+&tKtN>e`;#k&3T#A3l=NyOY-=VK=@|5_KU)M=JyH^igbuxW4`1e3N z{eZZ?zSdt^TA07H&qSB#tMja79I`2i9{wzMmxcB2lC4UQE; z?mhLT->?1cb_az$7pkk)O3E`9{?N^BZ@zr)5#&nvD%$#{=cgZU1{FcoeNmenSXWTO zy!90s!|m>nyoHg|uJ=QB4Bcgv5}s+zqi#(FBQmFiZ-A3m3% zI|9uw@mM$8g=*1yTwge%RE0ni?hVL|`J6_YfZk75TD2H^KFKumF`($X19?r?&RNco z%cD+zP1y17QfV?)at;}Jb`X1T?iOUE-yJs;^z0F6r3Rf8$L|NQO}{pbTeS!PN=f`l z!38!yApS&a3%V{7?PKwz4in--<{&Z*k=FB z4gMH=@RxzpRQLc^9${^wiz^eDEfc>v9ST2iEIDOdgJX!WC7X7`WeMHcE}uu7$Meju zwWH<}cj4bbh#0QV-B|~RVuoJna5hWTMo3dVOpEyfb!2)pJ}jGqJij`EE+|e{y}Mkl zPiyiDGmCfn2;aHG%jUN!nxvBEHgo@_(|#@ZJ2i)ccK53+O1mF0pWK>#UR1WuQQY}? zru)I3^>N2^+9z)jdWE~u$z4MLlmf@Wgwd*=Qu6inb8kogN#m#?{V6B>`ze@yX~m6K zqm4R$*W8ICVsxeD6!){kUOZrDYY}5!MQB-nE?T4%cG;+5x8U)Nms^`?kDUA$Yq;$N zb(!g~DAnr&TX?Rl!&QFNzVluw_Y0zHyQ-EUa-QXG9MfFdzBbPxLRL6sM+6P6sODD`BF#K z*T(%)8v#UOWllG;qQ{jl`M-@fTEXFFR`@Hswsi7A#{&3Y%w(!k@$o(BNw4 zn@4FmwezcJgGRrpjx9pogJ(9OY|CpheXh<+YKcGpeQkjt4wqKJgjv^4-#=TrxY8y` z-n;y31ZeW(c>Uk?VJ&0p)shRP>Q4^}S@>A0`9d$KweG7*WyT5LItnSM@{KCn@u=p% zhktFJ>dmm$o`)#u^>t*H?{-|HYi0u;PBRD0@%eetPUKp5c;pG2h3O$*O~c2}po)(4 zse*cCO<$`H%*pXf9q|CsZ6vzfI9KN-4u+7_dTu35^om%{g5sgQ>cgIKxE)oV-mFPWYTpAAyE!M#fB$Cu*CcCe?Ln5|?L7oO<$ z;m@07$_$t7%F;Cg5{Ed%fsepwRI7o_yOOq|xbVqhs#3-`eEoiKz`ye2NVs1X{4*-W z?aw2ky6C3-B#Ou9?ArTd%+p+tX4aX|h(Zc`PxDXR19$B4^}2YElp0*N=Q_C;jGqsz zzBh^j3<*%P>%YZYe_PV$2JTu=Lnp1KOouyK#EHL&c1_m8+Rr)9S6iWNm zrg|8*T(>@vJEyhU`)(@gFozz1b&c(Rhr3%k4S)?}H5)j<=O(D!C`BHJ5>9u!xfT!h zZSza0hYpF^t!=tgZ?%%FT{Q^LAXE z%E5a7a*0_62SpmN7_&as7Ao^D!*17FdCB0b@gQaIWu%xU8v3bhww-nYWa!3W-tgE) z@S}v%C~|TeQECq^gXe`JLF2PDDTjp6$f+}qq)}hv}=y*87TyX*U79Cxa41F#E6Zm zf^TZn=RO+SiwH}jibu66TO@j~JQdHFhyqHNIyhCoXdhIae$&G1@@?D>5AFQ6D=LbrO?i_>f| zGhJ;Iy(`*~M{q41T)#tCX3ljxJ;0cLh5DQqyu<9U#PSmtZ`^%NFYCwal zm&xw1Vt4i1(VU3oKcO&dyN%7wmrsFQF0N*c(?zs8_eFQHYoh|YqM$o&FB=Q6F_JLn zC`D(6;|(YTTj7f=98F6Q`0cng!B50_$K^uT?Yf$@!@BWz%MGBdrzXqllkIh zGG*!3{tVoiJAFp})z^0*?WxP<4k&t6p<$inKc7vm$Nmte!U=*?i5)K0{FSl^fGcc)XYT;L-d$BU)T znX{E-bdHVba7xlT`=YSUSk2ErMp0&}kBUj7&Qu9aDrP0zL7r#7Cb~|9}2&b?Ga`<}@zD)MvzSEMH zrxX&0I`y$8%VDi^hpg)ipiNkXtrK&&pScLb>_9DCk0O&TrffftJ<8CX*`{&v^fXmT8t%7emJMtL##{VP2gI4Gy%T0lp zux^mPZ^!y?yggRDY59Ek*vIS1OqzX3f>N zHmUxl7OQA*^r8!KU+Zb3dapCtE``EM=XM`NZ127wUWpfjOBwPei#d_+EJr(Sh*?v7w?eir=@(>Ke|C$Oz;i z`XD%ITh(SBR(o|=GF*7`g?_`2h1zYdE(utZK+?0L<^bhF`Pea;#Y3XeH_<4n=`(Tn zT`Dbm3!ke^!~Q%f&Il&BQm$8R#(CskjexL}${Kl6yUIk|Z1NWc*#sSY0M1zmshnS2 z<$VhxcGk@Hl7L2z^7rbME2Ei*^pRv6=i!d%r0v-zzY^<9^s_x!9NN;Nm?%Pu8+^#( z?2}8_e9na*!uclrjR^1T`SxJBrZ&^-;?ldwbnjq5*SrLgSVb=ty7r-=L12}3Zl+T~ z;q54X2DSFF5Q(=Y3L&9~bw65?4-lve&{H8)v^-zZ`R5*=%(!EZ>wdd;6#DR@C_L{^ zVtYIry@vGniuPgi(MxH{9D4Fogt(S=22s&nLh)}iaQP9i(Tm>dw8$N&!2mZP(lG1{gf1bRm9>6(x1MmVuS~XfMg@uKtbQ^VA z$qm8g)F0h`U>ti}*DgdA!u#sk`N9Kq8}*`J5qFOLH`DRE`lV|Rwj#ZGXY2Km4+4_j z2*4Kk<3@Neo!vLP_xis1|XAa(~+`K*O1+`iu_57Cx+wVkag{GA@u|oH}CVX^10t%Lp9B8-Al(*qbGbWv9V|9Pf23M+{ zJ6<7ofAng8*LfKOu(H}n(AmC(VUzpq1HR<-5*!{YqbkqNB;fJ#O74!AZoP>AUbjyi ziOISPRx^&8H%myb*fs0^4E?Ny;n`r9>@k1--7lP;uP+|h{#E?WRs3=dXBBJ&`6B$V zJ`pI1L7sTMFFg0jI{OINI9^&}`;UH2LCrc{jYscaK_ou>38qgI{!Fo1>F;|x(&?nw z)`_+}7&v{oMcj9KFD;tOdvlP#p1}3~XP}aCbT|V0>hJOQBl(@6s=^0peD*}v`^V9F zEh>ryQS@6>5KvTt0V7F*m<2_|j3OW?;`RThdfw(~y6+L`E1<4r`d8Mo` zUEXa0&!emyy4JBHiu~v3|NS}Y^~d~Koc2=K>aF-Db2-F)^Cj~mv#OFS)p7T3D~w=Y zswp~F$G@qS8g++S-3osDG%I$MZnv>-oLW~vq&jL0{8gj5XadyS|Ex9qT7%ho5TE|4 z2Q``RKJ5;W{*hxL|Je+xMMsWXJ!|J7*Gkwc-xb*U_l(Xfj%vjPqgh4OUY|n0_NR-NX5vY`DmW-t*(rzIUBUUb64ow$ zE>lAa6M8gQ(8AdAVev|wYmm-00DzwaMq^zl*9~e#x7AfAoD_|)-8#Q>7p(Pa)9v%w zEO*mWdDj<$O2VG9JNK82hiSSdoaq9xoV}m1*+g&woQ_arI9d!ZFU2pt!N^hx_~n6< zaAG)O+wG@=B3#p*iT>UbTl!$aJks#t+hM@1mJdN!CP8qNQe>d7WOcP6l9^}Lz~gJBFh9T5 zOE__-XhR{p$}WK>!7$zh<^BqWf5&S(h@L?#&7`=wubje`3REVo@o~|h&%5nfxLn$Q z`0h)b%d|`HKDZc&3~a;P(!E;ZJ7j_)E^9Qm(b^Hb$DX?o$6AI9~%`7Vx znn^ICfhtpv(9X!8}*5M9X;X8HORli*}pqqE-7-x*< z-mjQ$K+zm$_}Qw0-Kd#tWCO0Vzy5XPxO(be)7~VvhroHCoJ5G2szA0Jso9`Yejq(z zXkGczq%wDg9@YaQawM|#ISlBK(MF$PA+~SMd8*Z~Z*%S0$bnhE$E6ebJb*FP5XN5X zS9c!tq(TddR&2#z~e-+p0 zxegHf&9nbqA!?oe@p#QORN4J%n zpZ~@EIoDl6Mdy<)hs0A#0hvA4=yoEun96=IC|`I4OV*X@MA=j(JEkHQURS@AdFlo|0d_d|l-gY3;t&J!4KZ7syUEs8&wy zj*3qvt;6gZhW=YtXgTZ&Yj+#{+Q~oYA0;<{ADW86hCExI0 z`U6?%<=jret`HoIl>T=6B_9y#ABU-kJg$&{)o}pBH}9j#v2a8tPQHAtt_RymzMmy0 z>~kd%t5aS5o;~wH$CJM?=M4X1>eN_{T_8UYBeB62dN@7Gtd|0V zZv{AF+}71U)pfMP7j;z4yp* z{b)5WfW0QaGu(K&FCKe5fkOwEX9N7N~O=u)8aF0jEUlt zg=acTGkDN(9q!W;^I=g5a{3=2MBuR361JrWyT6qqr;BocfUXWSdfIoL+X8heQf8P6 znhg)IXCupBu)FSSmR@}EPiBrz%dU6k_a z)2mWEanHr(b{4C7hV>frc-sL)UxNYf^2%^Z zimTAhTS14h14LCmOt;#BC%6Uz~du%vNla8!ywH?4H`He)-PE z(y&=ImU~*=l!k+FJ>;mD`N4`$;BU^**@Vj3oy8&F@}|1N#N4m9SXp;J1~oxHnBD^zI_^h=)^H)%5YiC3qabEQGWMoab|&RNh# zCux1SDR2OI^^&&JXh6FvzV}B@tkdzfF`FarT(Dbx&COs~j&L?DR{z!sl%WTe*VPE} z+=8yUhfvwwq@|3cIq6tT;4*EBc(EhvsSn~EUjZSpFG1bcGTz&Zn^2wJ>T}4JOR0N) z=%ly@51H)ULs+fSeFV<)DE66j`>he1Fg0&6@{~fnx+3Wey|k)4KIG4P-4v1b z;<*4$b{lL??x@M`dFA!_j7LmFv4xh_YFy3{RbUX@A2Q4g8VaYwuh;=xP}`fIL&(#d z_R)AUhUvSsG+3(0wB}@r%go~ytzN{ZRTK6L&(&m=0I(a&=)nLLe{M-^To!qU6tKRJ(gPRU+g+R zY;D48jiR6JYEr$Ri{o^@DhaHbwQRj~>x);?OB4^Aw5DM$TYp|DRONr%1iCk*zqpOB z$0#WH>)20IR<8KSM!UfmwGBY40hMNCaq&p>^AO@9S8R8Bcf5k1r(eT-6!gNgd2~7@ zzGAUWjrq$K${W)vD_ND~&u6#He-N#XRWA1^yel#$!(J(F=N>&$IByWkRF5BXjgAa8 zdFOs}ptCGLx7MUB}SPZT9mfZ-3^^)kK0*|1C4wx6SNCFH-5MQ z(jIj5eP`(`+ne;x=~Wg(N*?k0JPEw~B%h-(F+85%>=GQu*iM8%@Br`}yObMz_Mdr} zACcWh=PYCb;%ofYx){R>x7~21_c}_!5#Fhc?7~Sw8dNPAW88V^dpm#aUWoA@B$B=? zD5vPou2F6}`EZG0f2w!M`qsOaR!XOd92I&%VEk1Fe(B5aC?=`pEeyTo8 zBUP&~`rKF+;(qRxU5euFk>FKbeTuz$)v}M2FGbTE1Nqx%w{@FEadW(64&A827^5AH zYVNIga3`(w-f3JkqB_ecw8sIMXZy~p7E95*t!i_3w%-q|QSmY#wX2610T6yKBKSHb zR#wGby{fDNkF@nhwcbZh%|Y1vH3@a#4&6gUDe#A=hUpiG9^&~)vA|8=0op;CK2s3>Hl6s0nP34>@1;E zE-yycq({`&5aw`Evx`b^pIOZJB~QSg!mZKn^r?9K*?4`*V8zjQLR6zANJpQarkHQ# z`WENmpHgIG=DY|=OQW!ubKsZQ)@t{E&fD?lKF)gu^~*W(V5J4Q+@bpCepeN9el50~ zSetgyAXY)aST)pjGF~1YfpZEEWGTmlW`YfGI+7I2XG_*iSAYTI?){j@chSq5nbiA^ zK`R$NI9HZVQkRN*$43?=Z;<@vUa?qupnKl=?Ex1`Z}F^ip3pUYL)~>U1U?8tB*YY2 z=KOQ}b^i>cY%XJ^Kqs_V3wc7o*JOBEbGtWav_A2=fPZ%um6NEfVH-50ZLgC@nqCab zFPzfEYn}Ec`Oea~6}&p%#-lf4xJ^aMHO)Uq9$prq8XI^7j!^49wHo{9ZWP3PGO|&D-EQau zJ=hDY8M`=pPO}ji_4{foO?nm>11DcX9}(Zn7gub5`JvolN3Ayd6<1ZRPm76qZvuPF z5X(?oQB0oSl%D$w-2I>)?DpH2>f4>B^o7()q-iPr+6_lX+w~`s%$RAnZcK*Oik#n} z%9k%zU*dHrENKugUwg$p_|N!!WRkP-_<+3+jSjUWrmych+&mqm?395a(0d#@`ogKy zo85CR-K>wr3w?`X6ZSi6klG) zLdWP4U>gNSR5#a{a~FCAdaQZ3Uv-N*viz2QEPML1l2$ak&1$3kpo!_j)jNXbKp{MN zi>&qX{HsV#WvO}jt{!{pHb$)Qg1i8dJAeA|@BoM)WrfrK*qH6Vo#UcJb~S0ZYi>u^P`@4R;;r<)%}PIVud7=< zyR7&X0Pgv5XDT+{I92_*XBuhSw%dl>;-%Z!=bO6}%?*B_BiRC5f<3Bhzq{>7;18Bc zPkWf}&&`**9nPDFTA_oqUBAWlvH2{f*Y%UNd>N3FR7cywk&%XgI%@zOdpeK zsvk$tEE+FdF=6G7-N|VBORy|H>&kY2@|cc+>sVG!Ig>ROgDdj6-B|r>CpJd`p){#n z`dwssUA9l3>=^wa-E|8NP|@-4?2kjHFg`b(GJb66hqct-#{kGswZ3fMrh}Y!H%Foy z+0Wke$iX^7Lhs$CgyTtAv?5(@p0&PB zSCx3?!?DtzD?vw|pPZER&9(AyW*4~CsfeU(C(Dmqu2r`8h|?8hkq3GQ&8+%6X)0ei zb{;7=1c)Bot>0R>0)AbKbfHPs7s}IISaNYhR<|mVj!$!utt}(k{NAcZ`q#gF8)R{? z&EmFpoKNG_#)U7CF(er5cc-=FZ91`N98~1ZAK{+TG$uz?feX#5dW3D$pjk@FwC@UM z@c$iA-=uOg!WYN`mygH#u~1bDqKUq8#x>p!wyiZP45?R$JRxv^A#m%(iI3lrlW#j} z)L+u-!WWy9+8!AP!vK6PuQ!YXjgKE81hx9!Ow^VUw2)<;v=#blpi4n2PC z!gYsaTIJuqxw>dv|Bf z8sJ5CiqhRci2Cy|vy}3@tT`;umVhhK?zpcTGko5o``_yK)(4OriUWE>=`2tze(-j9P26>q->cOwjen;oxPrmJn6XDidoc#j!r8qV^0EXUU+NA1u zI4VHXdmC|%1pgxDxrEzEUpeXC3ail}`piRoASZ6I@5ANpKw@3;_7()>{q9;MxWc`1 zV-jyv05W@Odd*2|3vZ9yi#eXv(k`Xo)mIt zcZ`*?#T*fqnGjcobEm!Q+rw}4r2r)de1KO%kWZIVxIBl#)nM))!9z3ow!&#HK^EJ# znoIM^IOdQ3y%tpa&+}RxS(64-bKVgw$r+*J@%$IJ2@-f`=?1vF>rX{%v=)1;%9}N2 zIMQCpMW@8`Y*x&SozFAT?otsmI$j>BB?AKI=IaPRCLK*BGXFK4cLxtVgtW)>tlx}x zDKuv7{;?ILo785vs_By1%)FQUYIFnqJ=$X( z^Zu>NVV0^*z4`dsgti9MdafZ8Ars-n*HD-p2)J5&@o#JPDOuCFFhdr=mDV8`aXl(8 zo@YZUK;_1TP|#Ijc8!$Br?E+gSxaU-mNBB&)Y}))OuQBd=Xt1Y+fKHJJL6ky-@1w? zYPePzlP5o0ocJSfrOE^M!jTar-&<%Ga3(qPSnIAo@~8ShOs{%7qdOQ>)5;%|N-r;= zr}=$2wfc|xYy8rNKZ&T&C&y(s%0qKjh#tLr6b=+bA2SxVfvn0zSBJwU1s7D~qVa*vzL=gL?AlzDIk2Pr)h^Vlo4P&Cqj0fML)r3kpTVJ^cL3wz`p6z1b;MFnH=@D}(j9S{ z=cOkmJ;v;n5yDT`1s3X{Bvg3h7itu&bI$!n{8Z37Wc2PBSZ#{0r96T(iflp5oM{5EJVzw(##+OAev*E$tJFTHM zCTRMcO7vf(2IqX`9(p?(*y`SWm%ZsG`>5a5MnO9dc=z<3-FO9i0xrrh-Yb`p!D&EW}@4X^uZ{V!zV*3;J3g0t!e7r(^OZ`X@Z!@PH zvC8^OrWAcj>j*G0&$Be;^>oT&9lXbE8HyHZQVf>u#Q35K^eG#<=w z9saqEQha`O)E%1W?le*fYHoDZ5njd2{7Cd7poNI8I@spnn#7m8)b>xm_vx;4=Zr`a=yf#jwrE0;4!we0bLs_`e_jf8OJ@UW7 zDMd)7hDgXZ&y_I`F!R7R*p=^8c}LQ5kc~=02scZ1N2vKH@u)tfKOU5ciz z_oMLFvHfOs^T1%>GqJICZ4vDjcO|DmJug)N_JdX`i&WQx8eMv6Lej_yeWM}g;{cky zb}gb(a@CehWPj|Ps>O9CzKhQ9xG9ciW4@uW&mUa3uX*?FY%`1^x*c*@Fbcc%Z&g1% zlKTDnV6xr(dXVZ&bryC9c%fY|`?)J)vo`0x8zMCIBUS>1dk^q7y6LNL?Nb?@+D#7) z)7rS+0A);7Z9^KzF643_tIX{ll>RF|Pu6-I!&#=#=jiyML3JIXX1H7hMcBq^wG%$; z5E{ey@UFhMzV7K}UXBNkwk{30*cl`7>b)9f?S{8c-J+{LIF5GL9o-u^Yl{N9G!(X?=9t!-Bd z9me%m3-32qcIIXF=~g9p-rU?*SKppDLr3{?C;u>VppCnrM)eUX4tcPq9Bw{<*lqLR z4O;3?{XXzahz=Ww-$6WK6rg`O>vtwODZfb6*%XL6bD9$S{j1&{?v>6!ZNM0@c`1&P zHavfiQM-hHVlzDSxN-lf&F!XKEmYpyTnDedpawm5H~#T0-VRpQT=Wk_AWe_A2Bl;# z4ho2rbAq0O*wO4~hetOaE7G;wDy=2DHG5R`jDsm8&33;=`CShAm%HJSiVa*<)#c$a?>;-X z>s{_nwLCp-n~MZgGOXGN6>ZPuoV`*P@-R0OK=D+3YG8PAM(LFv%%KxCKmB57M=tTO zKIJ4D7FeIo{qBRR`BBM8l2GaApZv^nDi^J1W{dp$8Wt&(%4jY)6e@Cx4g7JV4f7E1 zt-Izgc1e2D%bQt|c>AdN#P-3Rkd#sdJ03+`UG65{cG9)UQgut@Wg?1tX0hE`6A$9hR;s{Lj~XGnxzN!X8*Y`~?H|96p_cHn*!8U2ZGZVD+NvT~ zCf_prp-*-&Z!#78J*m&T{;$NnP0Y9m{9~w9N0L>9H5tIpR|h4AiT(LJe*#U2lq>u- zA-5P-deR*%RJKYXYG^wPB0h)x#Z4FOrK#}NWp>Mp>A9bZ_9Q>ttoEkU+lGtS*UOX* z;Er1tJiSBoutzCMU17oM%bLS3&r8~_-cc<)nooUMRf)f(iqYQfp@KK+K|q*ubbgI& zKOLgo>4_ds{qL%KJmWH2rp%$J-2!C)9Dmr4wZujvs6$m0UC!rKezWS0EQvDjoU&}6 zY2h>0geDx8-$WOF!p}ATTC5mZst9BeZs7X|4cy@Jb-&ebh_#F_`G6NTb+a;3+w$r* z37va!>KP4iX)E{wAgqqpx$LY%X-7~FJO;NWkfl2QB(N;xPzJ3)84;E1>-t{ho-ye( zCQI?Qd2)}6{c@MwRHzXLu?-|JOdUkX?usPoj>ld{)Dp(&?bSZiUWu2l*)42N=w43@ zEjS^1+n%2MeS}Z81a=2>5&6d_cQ=TB>ku7F02UXjdAj_%UY=|?t5}L~AjUf!&$lMe z?8Ht3O)N^|*C{5u7`+nn)bJ{NU|~J#_>F7u>=vc{xLqA68?Ce&bzgLL6ve)Lo%+*H z>D^>2`!Xh5Ko0T-qr$FK*0EyJwvShL$vUy|8McQ+^TYdb;W8@Dm3te3tdb;M!P9i6 zPtE4PqQxQF`A#+@?8V<#aeM;J*j5uX8D=1Mpe7{$Onfw*P|>PvlOtcmw^Z$u!)R@!`L^vBuc z5%K+004ycJz5M6w(5O}i08gLQfQB^clom%H<{dmdU9(su~`y^9!z1ZE_Z~kZJ?x@w3-2J8yPL_Y0s*90uE!}kXjfja?7)z8d zu(CM~kuh6$A5UXt%u@rEg1xZc5r?*Q1mpYNNa*5GkOsru#^Z_N+9m+TV!d2exXDeQ zxt0a?_gi}1Cs*%Dlg$w8{-jlq?>h5URa!y)YFUA%?vH7-{6n1f(VEG(cIC5v*@0?0 zuTsza@k2EDgZmC3BDZZ@un({5$N77a$eMY96EioM^Dpwf*e}7N+BJJ`z~xrP_pKY9 zZ#W-}?}@rJaiX$OO9i*F2v3jurFt09NWD2LKX8be-eYV^MucBoQiE;m&jJmqUS6_i zS|XIT49E>}VyV;9iBu5R1eWjaiT1i7{gK;(u#xF^%@+-<)rg`0ES-vYTD( z9&+4lpyiAA;0L(nH@m5RAr6>d`kTS}a$D+gm(`vFdu=OD>p}TXhHO^bjqXRo^Cu*^ zuZ8NBALL%;gA{+deOJqV2TM_LD5f=R`uiN-33s%w`&D;51jr1UXRdLhxV%JnLG61vPtP4ASLF zvxB#o+-V@B0~viMYV+@ESNN)bm+tTI1|mH^5&)he$WbtPV1ZCS-wcSUKY~O4+({R^ zM6NteHDJJoJGtg~GP&#(p=Cd|ni??fD-r*`<}EO^@ZC@P*VPOD$BU4vY%-61tNy^t zhDC5KSkaQRe3{9v)$rSzH)~s_azP;Rm4mdAGKsHIYnwD$vks{NSAk4N-FEDicCLqW(ns39R*%fER=eLvU|s^m43b*T ze}h@E>8?*decosy;OQF!!vUqVRIed=jsSdjfuVP57(*U-Wx9=|0*NP$9*8Z8v)sXO|h`}6i<_E z^}BF;QU3eL3)>}b<;Ml#m~#PJNCTxm<@b!WNPeZZ_h|8E?oBP-688O;Z-NM|yTCrb zW|cM6Xs_RX4+g53XAdUUZaZpE?P&VS!Ok&npWMn3fSf8C+(y|Sgm$*+H$7;-nBPXb zcf_yt$#%O5?aTe9pv^U_Q}n3gz_QHvDS-E=!Z&nWn3EWPd4)^(ej+s|h55Sa1_yE? z{8oCCNdB}v{{3D8o6eqPM$1)ry3jS23x_cyfxf+E_r&gFdPAx{zbuxK*R{FAadoxa z4AB5^3?Ag4LI6RGx5?*R|%& zm5!l>PW0iD{>18bxwfJ!oa3K=x5sgVe#%DVf1ea`B$0<=7%mj<;Xdg46or-D6* zz%dZyY^q{B$2WF1)(}*s%4qPo3xjelD@r5_o>vDecwl~+3Guy?GTNH2Rlsh~eytQ+wOU9qV{3B4sv$sP4&993x ziT0d1cqzs!i7s_HvRE#!=i-YipACxUpy5pmITw8-ZV`4n33h|58KJtDmnd2O34?(y zwrVFQbh@_t>*l6aRbB-H%kk6enoNW2Xx6q}IDN40XhS%CKy9Ab(6+h}Y2?(=Id z`d8TYlUM#MXKKah{oO8Zqc$sO#rb?(wPNFMXZHqmazyVQ-b|)z)!X}!o8gdUNd1*c zsY)rHR#)D}x_`AfUaikxCx$UFWsZ?|(t$wHX_U{&2cSz~v!;fhKeja+vF>3%9IgrK z3_GFh_&PMc^Nl&h+MMa``qM#Nui8`iM2A+hchazs$bQBauK#Fn0I$r^Vg=~ZUuWkM zg_^Ik`LaC%`o$$^M#pUjGwaXm2}}`nv=!?(V_i*p54Z6!XfFF()Lw6n$E=>M(%$kf z!M1z3*9M_@Kj*Uj)*C?ZMcSE#`@(L|0&wv2GA4)q+iEehwUwTXA{5~KLdU_JK?(Eg zaZ4`jRxRxgA?Po3MJ{&Q5Oy}-ToACN9c)tn(R$U7Z0*~~_8+&^_*fSho!{cz^RB^B z$yY0nx*#*-(q+5o7npKg>8GXbe0!Bamn#N*O>jiopFWa%`BR5oK9Gh%a(&*R)U2az zg~1g-uIQq>81P*hfB#jx*qdx$?-N#Tx>Eex$bZ|-V|T1E8JDOlgSBAK0)z%m2>sYU zP>-42@afrUc2cg?dLYzA!xCr5;~KQsGe&*6z2bU>OHC2J&pUJKwG$ZSiLXDy zPwYdJ?uDJ5^oOq)@e2T@@EsVtS`%v-o7>KMIe|+w<>b8{InVOs-5AQn>BI=v-fMz9 z*=-T1I9ylBR?uR4yzcd(`DVC9u~Er=IAKH3Oiko#UM0F^_L>WZ191gefa1NAuz`Ya zux5>Yc%Dgia+RL8%DL@H@@`}jbsOaGH;#A)GTpXM4Sezgl=%@a6@gPl;=lN2Tt;_K zn+NXc(R!asWause8?!2sy@s|Ay#553ikL z8_cs(e#y$EcrAU?m(H8t%1{`-*gEe9KyXFQD--;O&sGlYAI|-2Z-*k4Vg@{da;|-l z`|sUf5x2%Ys@A82?Vxa3==B{F8$lW za1>gI3*4rES}hk27`=@wIvT$mZ&@yXT(I++f!(8rwLOsjw1jNuHUDP^ap}xj6^bb` z%T_WcrS~+ z=QrF>8jbu1zk5z(Ixjb2i>16t8D4nOf*rM;f7}oPT%g7|u^pB`Xydn2M?l%{vT)2V+Xts{I zPU@`0FKzDDMa@55AS;~P6{Xa@u1`Q(;s3_c9yB1?|X!q3;P@%*|>e@@$@O4~k&rVtIPBY0c z)%v`6Y1aqg=DY$a!S=gp0vs@R9v3S0INhn|fx7;Qtq*mkD%ZWsbM2l+fP=|yPO3t) z()*mVwW~U_#c|)xi=Z>;Hcx%inat32ysZBe{|md0wfnAxeVDs^`z2?|Cy3nfnAUpV z6|?%Z@f+u1cWKXw(Xf9hA;(8^JXn=IMO9WrVZUEYGNl2oo8maeEgvM&JLl1huubW? z7QtJxjx0>xU(pN-;EBX-muJBu}@pr*c!)L$ZBpr~&u_v)6Ia^Z>Uwp+CEZj_GBGGOVg`oe=xFKmUdLpysBftGK({v*r|YEir8 z+guJpIA-V$IXs>bfbU!2xhqh_A*k*mFsQlOJ=lAAM zr9D9CP=nyy$+*Yop7AT@3X{eOG)VFm_z_U}gUHUb1ZDj8d@`+NZpRt19GgESYrA#o zh%DX@hNJSdn3;-Kf3lYwtXyl+Eyak42hsYXw+SI4D3%-SWHM|+y4mQxuF7o(B%!st zd0AMaQR$lUHHUR&^tUDS-8Opawg=7_Pyu`YRv-BVwa#^F`$csyUH^*M`Kvcha@VaT~2) zj?8fXc>NJaP+{C;GYLw{8^j7!m1(k|>~!tXXM^hYYVOY253NIs-MJq377HYRzr$$s zH@@fx>cFGDK&5#7f}7{e8xLpfAln*WsVi!6qdNeyJ+t8edWXoapDN`EUB5 z4zx)tae8DTLoEGR=4`N1!jn@I$m{aSyQQ#!hxTk{JC8XD?tY^G}45~ip^-$ zXljk-2S38YpcW8dV$%5wP~nPH0XlF;%dfv%kmG~`Yc5UpTC}GS5TPyrhW7eO zoTMR~DK}_Sr*LmOs<+Q6;+RT&g_5IT4L{nX)@K_@lY=_?`Vrj2)k|407+KX>+kAfw zRq5Y{Cq>d*(j}Qa9~PgAvLTH_kI><7>MSNxRzZif2m7>nkDOTuCA5LD_}ik`P| zZA*QyOAs;V<|_iY&WwrJ*Zya8({txU2vREg9RA4oeY<16Mt*H51mfbQmMiL+%{z`( zmH%YL^}rSl3CnHGJP)fIvk1FnvaoQ-hcULlc`q3aW?kckS9XL6b=C}7_U&_2+^tW6 z!pV+ZD%vc&DdMm8w5yGCr|z2w=4dA^^A}TF=Gvmi)SG^r-9}+)-K<^8^YwR&yAlNW zeh&|TU{KM&i{bp|5xIjZ<0P#;t$by0)MOZQwIdEMrD|IUtirbV>4q83?ACKq+eTRxW>6Ri^2&ga(?%~e5tF6u(b z?qzi2wgI))6?4SgK*#cXBQ+x5u2QF zJm~dGX;QFLJ$`9s`-t9?0l8s7cvz}$QHHsfpxhFA&{TpHGlduJmNV)?mrqhIHW3%! zdA?}^d_t9VYL@C<%pS(R(rFlid&C?;MX7|dc}bVwxpCpC1?UR z>vEr&k=xgY!o0z~r!tsxSLnt*?o?MO#u`y*Fk851Bs;dcGmm=B{L2S0%)0ij5BVAI zwcHhx)P^La_uOh9>j%%9iJgLeWB?syDnM1-l+1V*%B>UM-@mE0^lOD}+CAx0j6aWe z%A9jb=La&LY0jUNF4*keogFvP!I4{1^{c%F<*cNL9pwD@YR(|-I;E$?&rLx|z z=B`5g^ux9j1az)2A07!m7_SfP5lEr=FjMJI4LJ^!K@bS z_oiGpNM*-~I`9L_8-1|HlSF7b9!K5Y4ZHlph^)EkOG%8}QiW7zJ%8U=YA|?3Dv~i6vIaq}>n|o~r zvm+?DU(-QH+x(@h2AgpC5mAR82B5L(Xg`{H_@D5}Yq4HePAs>?S6@>6u_sIarPn5L zf<2bFZe6czRxwV4)~y}m136hcQ>d~)5wn^ex5T#M2-`+69w^Z-jEl%$qpnf7&x(g+ zH1?+J?qBCut7}8PQG)yG0)r1~owgdq%s&1Y<}G7-xxQkM#i*g&P`Orm=T61axvead z1Zu&|=6Ho{IwHE?h0ut=Q}G#~>s7bWTh+6i@Dw^3#auvK1zCem`JQC|f8wRo)C(XjsbS~nmgMDR&ptK^0-3M zfO6(5lDFHedu|PcA8qrEnrbp$9wE;jFcIrB8}@DISDeV_BR@|2HF1hhC!hAB=L5x( zg1=so0v^X|D4Vo(Is$|6ajRE6@@cE zG2a)1L{HjEmcRDT@`|`V-m#?)Fte6fd(^<@W_PSe{sMiays2&c_(It`i0*CXcpy7$Xh z3fEH<0vo6TypBZ%*XX~ez1SQQ`_Gwo$Te(J*FPHBQLg3gXhU-6yHJk%G5wbQqB2%J ztYjVigNA1Bec`X^BD}y*kh5`=DNV<3u(+qmpqFTb)4CVxR%6n+y@#T`FKy-`^M$0N zRsHC>@+eyI!i>hjzr8v_)u1rPwVu}#P=-1+U@*=C{(e6k@es`>0X;`+df zmLARHK49{MVlTBd-G`n_Cta7X#l;Nx%Tjy0DNQRJZ`|?)Du3MXa$&QNE|(RDyMk01 z6beAM9n2H>^`Jc^J-qbfLyM@;q>b)O$@qYKFYP8)$s02E=3q6=qL-zV``S^Vt} zcMgJ5lO3!w-}W!IPwCEHlUj6u4FnvN^CbJZ=9o|T`i!(cC>H@C%70ir|H1s3=iL)D zY;SO;RvL}r_W|g=;Pie}Zqv!6fP}*k;Q`?AXp2o)`0{OMHUR<7X)8VT)*lxIj@De2 z{PkaPMvy~ivoD)JWKd*}y4JZw;7qHmZ|TuUSRJB_i=fS6KI63U*;hUE1RQG&gSKxV{ z!7KTJp-pyPoZQGCw%B`d650~db4QtImB^3Iy4%82OH->foM|#WYH3XEG!EcR2Knp29VMDp zD!uCY{62eZ?8*tId8^9c2BH@Ji-30TS@>4;ThYYk9YlQmtW%=2#d>-!+)kr^t~`1M z9;VBxo*S3Cf5~*Sczp+!y#`XV)%;t&pL4j@lme_fcZ9-tgcS#$LcM!Mp0CA8Su?}k zwVV?dgV#}P-$gCF879LC*^u5KLRpeb8Uw8hMa{T9=gX1};G_*pFW!Crk0%c&8f*W( ziR2laZ^>}ip6?X2jd!TO{<@G?ZxFiZP4iC^`#ynHJ+ubL{rgf~w1M!fw!uh$Vf1<_ zHi|R9);gAaSU~N#^M%fbbYpefst@_?ee9MCkNf$euo4`J>}{TJAZGox=+$h-g|7HX zUo@A(d%n*-xcLpp%UgS#n+TV|l^>nWD#xVd&cWO7OyOqb+=<@2D?l+{_IHo8H1U_r zQuj1JEX#w2@P>>`tsQln`eH)fD$!C+n;=6ujdoM)&nq!OSgQ!u;2kE3hlj z;&(>s6B7)^mZxk>!h6IE?`7wKoccfS&>MS;8CigtMI@Oq2jG>C@cx{#)xcVC=Ocs+ zXz*wL?(DX7KvAkcIJ*z#)nRUG!Y`{L>n*m>dQIJG`_X2>^nEU$7n-+RZPA~4?%_&y z`;VgYT1*s*qUg8SE6sumc2EQX6;ztoL8M5D{{NhLoTo`*0{5P?_gXzuQR(ef`1>}> zTP15uyHZnGj*F$hB05u#A5NuIKab=i`8Y3Vp$a4ek>1Q28{oN5%T%Yovm;8-t`RaK zyO>d}Y`kpRb~UWRSWfAS5=KocMB$PC8#LYqR_XV!@U~0C?qB7|1sHD9ck?T!bIvWqHEhK5Yk3_qi`9LXQJd|P6>SQ_sSzX*n& zbmLuh7JpKo^j2k$fd;J^{@r`)m%!STc@xJVl*qzEALE0~(Ys_|MfpQ*cC9UJa&R7J z#S}a7!|O%*mgbtf zN}C8?VG!3u2O^=lw>wIf3^jlKuoiiN;(O|BBV!2JkunPkx57?9ZnJTDRv|W>W0k?U zpP5@F&BE>Ak8&ip>D*KPzWtCI? zKxQ!sQ4;ah)t;nLNHM1=%GXieri4Ve5KMbe#f7@jT+nYT2w zJGB#lmOeJZke%GG^|x|Ay%@0z^2C>7pJrDK0yH&vDdJXi_CS2u5W@3wr||Cx3Jkep zm@je&IqK^JI=?I=pW+GhX8pjsp~+ptwp&)j{Zd1N>$pKU&*avyZ>BmX zo4bE1-cs*RJ`6}VQ1qHABaKR}CI*vv`F(_w^7W9L{gC1F)4fyDt(MHJDNnqGXdBI) zx3xPuVep67!sU0wmiN!Q2d$u$j$*K*e7&8_@3_|$1gg)M?rQoIh~u`d`Gq#3>_BRf z@4vbY=XjUc@H9h_PbhlB(tdjy2j}s5vUx`}D{34K@>W5k_h>1v@vnNG;P@&kn77lO zE>G`4rH!Kuoj&d>%EpicSw#B=vST6a8K14rnSiLUOLsl82!m?o?|wMeEw?6+%6^rN z*-+j`yG8eD$&Tl`pt&&w~!igfoV(ZRQlOIEHH z)H|0ke2Asfv9bI#dxQe#Vdy^=`RzxI!87m(kNmCsx)8g?iSe%xG0lWt({pAtm@UUZaGTzMSHm> z8mH&<*j$0)v+swo4!lrTVzlbFqFySByC!JrN+P-YB4kU}YN3?}pWFRAdi^%*Dw#Oe z-!-?KHo&|qOwOspu6!{W~7+Z=3RNK3Bd^*#6h*V>!_qy`>OmdaeEg zzW$=T4G#vm*f0Q^3PXJVE3I&9{)lsBp9%iz_T!2*S=jiUf6ZN_k;z`?Mtsyf+q!&v z0Kbvrw#&cEiyfK0_OoL)FZqNto`+Iq<==b2O!%W>typiJ*unE7+=LCz&K5XQsDIpc zER?sC%k9J$x3}MBxj3&4HOIi+LVNUFN0T!iM`v3K(cpGW*)nP`it+34FuUHugNA)U>%6+1Ym24x zr6Yx@HKtudHmmiZtU%CJ9`*+i6!uzm(-P<~>L7Pe$zRHRxMi|SCr6N_zfLaS@h7-EIIb^&IeQz^8U#WHDrt+HJhmC_ zaCA}H;A!)%XmaT=kFhlXmmnc-DP5jHpG;VBs=eM=* zFSa<3>>TtW08z```k*$itcUHYTDwB>0sl}OnLC4vDPe4}8V2*U#&4^Pf)E5h$(aZL zRC}@sTD#0h#%Dg+1aymUEH9$ef}Ra%n6qJH?7Fm9(?4FbJJkua-0}MW7<|O;ERG9{ zdEqwvo-#O?oZVhU*{ZspDm7tH$?TBT3p9bmS;(TK7bXJ}P_v`I&-weyU*08NoDL`6 z>0DSuh2Y8?@nkQ5FJ2}g3gq(_?kVrtzgb=MECUv(rI!T+#I}ZK;92UK6&-)-D@1cW zuA33L5!=Q_s%cYQ!_l7GbX#>X2i96k$wAm?Hnee$}ED+7PA zSo@5x8mmtmrSiwWKIqp~5BrqNg-Aog53MITvdaB7_nC%%M#awagXKoFf716`WKKdVgs-Q)*8>@GSaWa@J}c z34iSVJ&T`%JSu3;E2|xzy#b^Twj`Afv{t^Og34{FfFheTk0Q5?ze}&#o9x4JNA@mM z^V=b{IT!ji-QN_>e-bNP06(u#eAgcv!%jTxjt(WhV97|h^m-v;p7jq~&oQ;EGz`*%(30mUo>N|$F3beip>|V_?6D~wPh%-Cq z$rYofP))$OLzWIC+pgP7wLVd=v_UY|a6I1m1-e1V#jBmt^`dw{7k?+dEZi!WSZ)K5 z48{abl>s9CaV8?ZT_4(?%P6%072Lc_+*N=aR|D+X=vv5mYasyD#St6*t^<&E1s={2 zOXb<(K9j|-RZNPb6N6le3!DNV{gXZFBP-Fla$ z-QN#2n45$2Y_hs(A!c(z-2a@M261LTd8RwAdhi@nG-~@MN1n49_8t4DjSlc$tG$w3 zk&L?aS`UHZ(?l#?+d)%(lrl4up<)I@hwX-FY_RPsJ@(#bs>aBOsWo@qfew7PpEU)} zOw8W%(g=G8e!F#5B4%bm#{c@%W|IXaikfJASy}k)=TYU=f)xMya$^m8v5+tA^3|$7 zR>*oRRJ}75ZF+C#_13$pG(Pb;c{qR9j5cSWUR>tO*ClWU%=~7d(&diKRL|Nc*LT~p zty*9!dk!5=O02hA$nArEx!k_`wXu%}WNT8$PAd?0@^iO}{tqBsq zX>4LWRo#FN4BlSEcTy9w*d6Q{J_ZWMpWNTwR4hRDVA|s$C_aU%60<4_ExhE{OQV;d z<0WaLP+aIb=q^1D3bR_`)OK2c5}V%o)Y`^O2M)5&hdVfOyDO1;OSSWi@oRrKe;VxO zDk7$Z!lbFa8yVT7a_r*NHdYc~)WUi9vne$m*w5JX6`#KEP{s~iE@}zy@ z8gT4iI{=ljgXT58bppuAyIbCq-1_J$Zi95V0eeaS%JN)^+L2k+6dn|Qm}?B%&q`e+ z{{-LzE{BORHp^ZwAFm~?tKr-?)ctSFJAxsdv&Hq1SGq(Y2sC#q<|{x`JX*nSdRwqC4800@C^E&abDECut~_mVDrp=)>;3~> zn=rW9oUMGgHRp->m~7^o3nDr50R#W;!w8&j5`*m{@<3NV)ec{;%}eiM*R20u`*_B9 zM)T)s?Nz}WF9~#P-t%2Pu#H*-iX{Cu#b`?yZEshKP0~K+_CBga&olG11lsidZp={t z@`88_^J;dh&VUk`!?^#wDaTo9I|Dt>_LC-U$D}rKSs36=R>@I-n&jH1BM)#ql46rx zbuauizDPc<=8)$*l)OwiX3q4{Lh_f|CYRZCax9=8cwDr|AluaV(IZt!H#>#pXN4@4 z`sX{n7AbiFcXC@@otx|lxKaD&{kTM1{WRKQQnL&6o6UtkIA=e%fs~*P%hLH(W7O*U z1)}nAw;~04&o8`QFA6jI#_fLiPB^OpdIfVOQN@5BCc z++=>MeYnbc=M<|luR%ik#pGC_Ml_F%<8s}TgC8f2^_NCFFaKxGpIX&iXPk3nJ!deN zcNgSu%e6)m$XnkU!-;szvw!96{g<13SU$=*MXVI4CiGVcN03-yX^BR$CfMjOu?oI4ArT8ld%T%()dPv zLVNi<$13^(zx?M0*4*xI8-K)miXmiKzp%>!h>2Hx=e*j%h*rZ*`^{FB&qm_`+cJj-(|p`m3C%}Ig76l1Ca-+GmlcS=My+1@ zzSiOxf9$4@5$4+^nOTDPU75>0zOY%hR+mk2XEFUuCO;naXo>CW3?Ye_md>h98tZc48r?oKb{G`Kz%@xqDgTKXa zFk(KFht%(mlPc85Me-PSx25>|*DRz=QiTj(3hCmByFz>mHX}T-}i3496 zy7*p&E2~bO8rm!>tP01kf9xRv{PIYh(-0`)}nuAB+j&RE`PwmeEh&ci!L$3>D88+ zx&8M4Q7yPFzaZkXzp3AnQ}No@J}^Lex)6=o=I>3=MBIMpJD!#KdJ!u}xrKFg`t?7x zU%z_zd#1PGP%WjSBf#(DS9k;Ii+~Djc0V6fWq!dD(A5;R(x-Tn_|8qZa<#a9i*MB{ z9AoEj&D(*ZF0VzkcT?T3gCxyl!r-mKpbH2;2J0xdo90}R>! zwSU{Y6hRP1JuZJU;7a9?RwMbPhq=gnS7!O+ z`%yp2o8Y)2&K*N;np=*1T_)WR$4%wJSCD(%#w^4#=`-97ryC?2C;jC1s!c~W^Q_7J zj`3Y@ChW*h0uwb>}2igz(3Fqq3 z_s;fyvcuJX-$6>{-*Rw%7K`F&L(@TBk__vvFjAGcJR&Xm6TGT2y*w1ESu;1H_={i> zxqG|E1K+!sUNyf7fa$i9%(X-U66Cyd9?i(VD(>6GwHTlK$>q`8%uIC&f4N5Tcy8_h zz}~t0bM5rEwCvfUC*|rywi{<*MxyRHG)8y+Blbg9tIkJwM2o6!ZGyLT(75q2s#zmj$i z5N2Lb6CbCL(+X~eGI^B)zEz)52g}PDO6_`#f%|@{RPN3+okvUO>G;1I*1+cN8~LpjO1j7S=yLrS)Bc>{9eXmzt@A0_*N4hdW?@c zHuwoG$eX0CMGnXa*+-Ozqt3H)15&frI)1|HFzG?gbl}`g6TdFH%VPIDH-KkwW|h@7 zd1%X>l-xHqDtd487P+Y`XSOk;?U9m6^qO92#!%QkW&J!hv3^Cz!*t&$dxi!f|<_XRXJ{)~+&y=ZvpcRAA*3IRu)8CY?q>yg)%zWml`@A8M^ z)$x|SKk^$$t=*vI4UC+gI}xq_l1c3yrUjR1h$nz=HStRuFU+%@aCv0I=@%EBrP@!o zkDj$sEG^M|R3kx5xnDgqtBXW%NVEdV2cq?G^*Mc(;Z8-qzo1A1Io7z$))t z`JDSb6l>5S+AAI0z1ktR>}})Eg}ZhMi|I1`%3e)!bU4)(*=87nnLuJ)y){0gJvWP9 zKy;Bex%3RhT&mtYho4=cF;1&Or8-@KOxz|XCTNkSQ-AY#0_iWxQ~9Vz1RL(z?eCA_ z2HRM{`dhG)jeSnsyxir|f<7IkhxA8-5UOdFJOlzRVd4E1vXR1>gUY_#4r^VjEe;3a zbJHvrit;bkV0=vsI)Gn&Q}f&REd8yLA)l=g=Q(=S8y$ReYnothgfcwa@q{LvUb81m zNWs_Eb6M@Ju(Hif8>^OCl1H1i_rCQrhAfckFf*x~_?+@;ZnlS+wRSkX{=Qbv9(Hd| zSU_E--g3Rh@(<^;$(E~n*UE4hV+D{0bs&uU+~ls+i+{%%7Hk(hyn46N<#+#^<(b)y z-8GsTn>||nl^AcBLVbO-`0IR!#$Dk+M5AZj;i(%Crhi~wdGpFwCrVvu?hXJUk-!co|lOg5D%7`qfN5Bs9 zx%XNJm!$aM^54JqZPhvfu#85V64$(i?J@?;W|fwIZ_Ohy- z876q|e-64r>P1Su9)lqmFVOxDIy<{X<4%sP=5+PTtDtb1zLvN3mqD{$n~y&g44z7$ z3cKdMXXmm1b9Gi*x za=;e6S9V-?7rAUXjW`Hs_E$r1vQDcg@X@*DV?~PR>40pRcT}a0aZw9nv`CLTafK1L z4Hv-utuB9tGexF79*q}*Gu0OqJv#S2ai~7u_J}DUPWye@MZGd$%vRa8%S7cKahK9x z(q(VxTSesKdy-QXXdb#hy%`bF%b0-ADTQ%G`Lfwxuqh_=G9bUkC(mg_+#ji>Z%xdTIpu zJ)(znoBS;{ODjkSz-Ag%n&-YGRIyn8PD+?Dj)rjGsNGfH(&L`HZ@*s~=T_);FqR}!R!=SDY5zR_Y zZETp)W06`d>_dpe<}FErPpO%oe2*2D=Es$G?>_oU?pTi5C$BD1?QN@lclx+m#oW%2 z_e8K-IA*oh*-kq8fLbhOq;&(VOLy&UHqX8EG2C-Ye9QOcw#%!h_g{HJHrgMgj846> zGY2@`G>6i2xH*k$_0L~N1ivS&`<2C1@c*>ud}FpK3mSgaY0}&Kv%UW5w16ajI;s0* z#jFT_rwa7pz|pu-njBK_++uhAcn2N84-|t=RAO7HZdE$jA=_Nae^^(!h+I5d51SIz z`*xi|VZ)iJb6cH%SP3s}zpu^j`7sH3YC;UQfBRMwvCcRN8?U;R!jFF4F_6^mlsi&R zj7m2CLL=vy<$;I*PSCQQ<|plXT73cPVe~fz7oat0V(Vg~SzWI;ha&$B@=rgq@Dhh@ z67XN`i8Ix)hl3!m2bHjVF5UDnY__1jt|#pDGp$Nj1|uMfw`GxS!Rv~@a)0xuA2$al z0!P8^yX8xxhA;@+ba{2yJ{pV+11dDMX-;_X0ulhUQ( zm@;Kh>AN`Mx`nrtj2nBNo;7TB80;2pUGW%QKu_h|Yn^``3@6mt<^>XpU3pG1C!41fecig+%E(O~+jGT;E zy;o)v`VXlu+}u(&IOfqHcSvtN75AlpulyATe=ayp^eus3=Iu-Hzz{c87C;GwkxcXP z$nj?z8Q#go^t{L_BhL7<#OqdEwZBZ-%~GaMOkpKJfSnjv)y_#2pm^b2`xobnbq|^< ztjg1iVOsJWg`{|~`L05D<Ryg8t9jktgRJx>kCb-(2hSB3@V8$cIpo=cZ=>7i>pfOSY&03S%PHuTH{K+ z>A6gls{Dk%%MK61+13mOC4=(REbcu>wTuScWv!HgBh>E^{xfKKHiT=YY1$ultH;>~ zEjCxw_MYjF_jJX#|I}p({mpx8F}bg22r`a&NO z=cF)GemtZSI=eZu`IN+27@j!=VsFjmx^b^Y8vgrTy8yJPp}|pdj^Sf{eq;Sh_m6qq zrafqBhGqFkX`6Aaq1`{Ypg$V3hUPW+{qzn)jUv?_OL5+QOji}8Vp*a0qD39RnH6P3 zx8;TTEg>@Enuk^RH*U61WuPnE^Bc!ll^a1Gw#9Vy{;T9pna#S?%i}v+>K)cYbBlwr&NKbKSAP#EvEUb8QE&Fs>V zzvTbe%QX)gu>%3M;?rw2`C%9PgtR+lk-TBjyBR-uwpXgIyU>Pb)LV6=Z=rAABWUg= zYCD0bvLd$QnRbuwl=u6g3e=Hd%1KHu$^tto-`{@?JW47^rso#@S}W>Fm^|3*rJMIL zzLU$j+F%4rbGEG~0!^yL(zGV>SdVua(wWXgDE`oon%P)rc(;sUgZHagF)rO(zUo)5 zhwAyzVNS>60uT$ONIGzfs&@4M?2C6TK1QanDvqwB8v5w!(2hF@(KGOxROjz~gH4pH zl-fvLfkVcOcr9q+)FGC!O0|+PuMEv|x|{={#RdxMX(Obm_VYhRvx=!z7|Vb4O6RFM z&3k_7{05K5Yg!E(61<{9Un{F2N&sw&PYcaVHcAD3D_V@~d0ukuo{O9h_s6JWh}vH% z^zzI4`50qu1+5WFj`;Pr8Y*JrL!l|mtoZbxp01Bbp!20Cr2^Eu8|T{MW7aKb*Okoo ztM4PfI`+HWJ3UABbm*A9 zvC#{TNLoGBxWQLRsux5LUC&IBmDM-tsBuz+!f$O zdM2ur3z>ZF37b0)A+-e^>A>jQl{;s6gmwdY9r%ap$6|ju22W{3VL$UmGho{tvmaMY z9cf2UMyN|^tgvr+Mf$|Gy|Xu!4ck8l6a64y?+%Zhdu$i)FWjN(V^?KC=e2W_IF$FG zvyg5{`EXBySFYT2l1~$QD8!|Bs6F?aYk#c@r9bjGIF+g6giUrAK=b0`YOCkI&QiH7 zzaMOSu#3!nZUB`5qo<%bWnW4tSzre?^7^pz-V&|f)#XK?GeXqJNyWI?1!&ZmA= zzG98){fX}yHnnfB7Q_yJ8D_8a-F~(uzRck;98v41iB%TcAE9t)$EVUXtK=4&j1%#X z-1=Tm7Je1bJkK_N)MRueX2K;DKh1fudMes0TlR|SV2uIP{MlRlZL4Y6; zXn7evUDvs`&LA=ZCP(_2^_1H{E-EMd?#_+<(%IjLE`#g4wth!t9oa*maC^-CX|3)o zJ$}pBu<}PW7xF$oYAw^o)uOTXcRdYS;YyUlPkub{;_ zRVG*M7gy?Z$YO0jtW|?itD5n>7uGf{ zt8|-EVFV+dOurUM+4=GSru{C+oNo>QXf3X2o3-lwARxR{DfP)tx*1QYkV>@4`zaMp zyAClsc0lUaD;Ic-n0(yXo0q;`%Odb2mo3gO|IteGA zyCb0{J{@Z--M)N zHzojI$9-JbnD-uX%b(R?{Cfi#>lE>`*C2P_c$-m) zQZlPpe#gnB^N?v9LO=S4qR-pmtn)qul$;cFYV}qZQYbt(Tl>URa5aT}alba@|K88O)(1X6As` zT5N69IKe_=G6^ptsX=gZN^g*5QM%uZt+?>)s9DVxjo1E!>v1gjb7A*SuaAXF!^f#0d!Cy;;1u=$9;?`$4Tw{5bkq&zf3Dof|U=_bWo2!lg#zt8j)YWAID&_h>S{v5gK|0a6OzYfEeWUhs*w8SqX$QlZPFj)X#8TcZ*`VUqFO(+4U?&;#xIIuXr|_;U+sA6?}K zwB|>MVH(7s@S8H#1HXJ{SyKd>iMreO%e%?wz2GM&yV_4^FIeabZd3xJvcwnZJE$GS4r1)!=}Kjn+y|!Tb@8df5kbo1H?D*ErTyGAJDgk!3Xke|O<8@ccTxVd zPFB8juh{2_bn@HHC6M}o+TYdrwJ{OaX)pY8?JK7g@wf1mJ_JnOAtF@NJv-RH}Af7=(kc3zwBUB6-#=pI=v zDRfzo!?0KdMGvMg!sT*RM1IwfY@F@EO)tW#mo{W<)7!P_@~BbUiJHD}4yNNb`>jpw zAr+3gxh;MB%9MeYT0VPhN;!oc1~UO*D=buWHi~)~@gwYGt{0Da!cVK;+bcYRV6?EP zfDtCRr1q+b8_mzFw!dls4&GuvWUq8(Kv6aH>a(?+EQJ?G5YiUCdOu&84w$DxYc@+ z2Xb30dP+3{a3Jj?XN7Q)qmlQb{tR}Bw)%eC@w9R#YK>5iU`Y5z>bSB$&G=Eb zppS@k2Y53M+m6O}ubv+EAW!f#Ex6^LPaNB8NHNh&)r0ztT1m^T7AkEtR zrpAUZKym`{Nh3xrTPJvLOfy%p3e7eBxtvMt>vK)|OCfKo!JJd_&o9Ewm3CfGV)=fD zfgtu;4ftEc(#x@$U#HzJPjEf;G`%$ayy|Lb_1s(Pm)o7{zBY{|{iJKpa{hhuZY1R<|%L;3x9zpf2o2sZ`$UVfE~ zrsX}J1r@O{_hvm}a88bsX+oY~wcKphY-n+%Jj#}=mctrLEmzU3GBZ4~O3@<&v(A0S zJilkzKQw&$WBq9&xm!h}a=+ZL`)sLeg)2n)<_^#$_v(t6Ma#Xi7D_^NJ&LIG^1Ut) zb?>CWh_G!SOh=@KqE&7V0UfRc^HS_E$IHSfx31szQyiwbxd;I4Em4vI83w-A-@rc^ zHLI-a%hv00hWo^>Raro4yWVT&d`0P=>3#Qnm9uVkv(>5A@a?>sxSIx#?uFT;$$aP^ zs`o3l-Qt0J^6(e7JiL|fmFs4Z_et<1EDzV`WDVAHW*AZ_Ot*Qu^(s}fPxo|+fB5#L z`)ChlW<+wYI(~k3+%zWzQ_IEEhgO}j?XiA(!BuwLMNg4kqNWS|V8SQ{=JmtP^2+M@gc)eron#d$ynZqYmZGuCnyp zf+*$>qn$8#1E}0YE)WYkSZ-Rr%8OaU(Ye!pjrbAeXtFdG>jK-<=O@bhnBM)&7Q`^Ws%jX#}pK zoy1=W{ufVmS$O~1!TeC+P+5-uR{UWu8{@PqA3xL1$;U~SZaa2depc-YO^`s>Om~&P zcWp?_UO8-}|Ee9|N`7OOE7zpoNEsAcha9i`4r33Be^py^CtD}FP?$mri=uYDnA5+{ z=`USb{6#M;_m{sZ;_fBFiZ!Fqv(w{=SzbEvSlVZgWG&L!^@(f>AlU1F(}FR43{xFA zOVex9+l1|245>NVOtVgTO~S3onKPB@<$hxJC;3av^xF8AYYcu4qUcm~7U}$3$YBO) zN{4BCf*re#BfsZubZBSV#}795wBk&h&fVC!#JQi}pUC6iyf7O(jp&x4ZtH5)L}d)< z@n%Y#Ki9=zJ~iLXXeyNY@A5QQ|&n6*;I8 z&7tRO+mRc~<7_gak$EW_v3_}+C_A;JZplGlzT~Ym%NNVFbx2%laP5}p3&ThccWjie zwC?=ne)F;3<>Jk+Rh}(QM|=}Xlu&34=H(jBdvur`-mhWO%I_8CG0S?iD9(k~^@VtP z2n9IhZR3>y4lX5qCfm>XUl$o1u;-pLPpnwDUk|l|9b%qUSJTmSBDZasol0@P)w*ld zp;@1TO_i;r+T8vtMiz(Tq&QaVk@x5djxpMwqBAy)7;&KJA$jm@Sl<0z@1NT-jCSO? zd60XobNmF)FW&{tyY45caS`%=lk_?|y4LtPzKxpS>ih|G+zr?yo{R|Sjb$eZqrr3e z`zecueBp|-Eh?oJx$u@ZErVa&)ss@0wY`dwhrldWC1TWMOtT<*qqd-yeUD7I(yVg#Dxr1& zXTzG-N^U0{U-aj|6TT~rMNpq^58IojbgRIJFj~*ITXoFU2iwX*@z^6yZ8i+AdiT{m zBTR5cvWVl2MxrgOd_F8_%CWQh3d7T-=X3rc+&^~`WTp1slfJfz?s;PWc3mAtqm>Q0 z?jp7vE8fxyP$u4NeP$R`h?+VwatmN}0ZFSv@==JxHAi$pKh-kI6Xl=FY(g@Bq>u(=D zF!5TMNU>_g;w(q;-Y04sc>Et!~)z6K|n z^SHB&x6Rg>A{tnqKb@$-JsqLT5&FOF???DHpMP+x_@WyTG@Ovs{=GCsTqhr@=9Pq_1CccO5Ve*SN{upsl ze(PqVwK)AVtU~7j*qW-nxHdLrhD_!Vlki^MPaN_fY2G3x>1zDTs@C9DIlJVqYe6MVSx7$=p5hi>CK#-gon71g6osW9PpSX6#$Cn%l^kEPtS4}6)&pK^IJ z7H9X-pSEq6GWITOPho%QTwlI6;P?x-2)390pH1}ZkDP-mx?6KQXF4$tu=3&B+G?S1 zWe`N)Z{Lvwr9aFynmfbVT=nb768HBYb}k*)Arfid+p?aSHj2#ZHJg!ka1?4ou)WR( z+jn<_U&z(>4vc|TE%%+5$nYB% zU{tx7E!IWaKs9#+MY>B^UyF=BzTpl!)ct0sM^&_=#*PX|txkjL#Jk4CZ#TgTC*o3R zTzJ0jeXNxFCC(Tx$*t=1*gTP8rgkg?%~m*+XK1pp8fi&=+i$d)_s=(1NMZm|;K>vB z?kAz|9~7q< zzn|Q**UX!>>Z?@;Mx9&SY)QZe3{UR@KB;wXOQiZBk!c>cZpT%rwMipCFhX`&s~qq~ zFaW$3IjP}m@g2S=WbS7|jR>k@(4yz)a42SaYT>_XNld%kf_%RZ?#|qe>z#HU z`;za#)ys=r)xHm_k{6fVHhOnGlt$I#>m#DZHQ7 zSYYnlUHDw*I!ce|aqXfQ0>iRLSw)I20=3Q_%}ME+e#O?*OdzcN1>&~bZl}d_XYWUH zd>Gf*CK_#;`Bc7DS$8wpgL)3kBX?}%44XC>Y5b3Kto8}PRwxO!mGfxWMbLXkQRes=gUlbBwH>O@`De?u@e4xN7snz z&uD*Q<9<%Y<{vLk+5>~jR;$7rgcQ1$&Jb$KRP)9;dF@`s>g;wD9GH?ULv#Nujh0oz zgZi}1Kf3v|np~@Zd#CTSs&5pyN>y(1EADJ8`&W}T2HPAnPu7iN1tbfM#U4P>>4gyn z(ifrxt72HX&CdrsgQHaezj00e@F$Ov1VVmFw^!s!~=Hb zZ&e##$K6S4{n)vuk-NOgtX`VVs{^6Wex^BpIeXUjds*u!L!F@-3+Sh9vV!EpAP6Ro zn+l~L&PA$ls>8^&0dOd+EInptoEqCm0qmtrf#Zz;wGO`#$|=@vp@?`{L!;nxKQ^@`VH< z%@`ufg>UoNr#>H0E!Jm(-HIBZUuor1kIU|DqJKb z=*_%G8UN=Zf4-(jofnbkNOA$+NIk=@F1Ys9%RZxur>_a#cw=APiRXWj-UX(~1U|*e z%&%D5#DUYpNiR6abEx5$zefpV<$;tg2Ip2~w-GDhT8*~P5?a38%EnQ;#xK%nMF`O? z$=NMKMX7YPZo@})Xm*~()~2v3In%Y3-_hrUtdv|~VaSa^eq~QsI+0At-Q z;Y#lB@V0QewO98Q63^B4ReOKOm1ugE3P>M4;Qp0#$>=?{+H@u$@8?qmON09vqSfX| z09}H9qgMF$;9So21z(=dR;?M_Q7`m^ydS?z8PkJ(hf+AMQ>y6eHV;nAy-;|i|uV`uUCxT4)%YkGA{N$WjxASZA?Rm8JTkd!>f)YRleeQ zP8c3nriysCb2LVGqrJGBcD*l;)#@Y4zYX#qBUcTqCUa4{y!j&D1eUweN;Ph`z!xxN zI3m{yG3{@D#eRRT6Bf#Vvt;4PduAkVc+?twzSXR7VJ|=l?04-F*Uy>y)wG|MzMF5S zgXR6{3xsN?6$f*bI8}tF$o>=pr@2Q7`WXW!_ncx&B8d903f~)6@+5op%UL&IhoiYx zJI#@HkH4hzYJw)!Bji_Q{?(8n&q2Zhk*?c5!^jLvM~?>3t@ra%wyVs5?8o8HVWrZ4 zzlWXyC6ROhW({3h8FBAEZrK1RcD9f3e+GkexLJw+T%^julrv!22ETQbYa{19EnS$R zpR=1kOkIkW7=s@nDsHDqV>X3d)5qHS(rHqxjZ!~eWC)AzJnMK`R#yN_Pd`kRVZ6)#i>2In-ctE8+#-AcUq(l!=2fh z^XH0IKEL`=oIk_9$<^D;TxO*__TuNX!g=+(64yg03^aA?<=N-Oyl(Ln+aN(|dg~uV z@@o9PK&yI{s%~P*GYs$N=25noeMEhBZhjf&@DZ=#HE&zl_aBb}6ot2$mY`K+Q8k%F+#`Tj=yfnQ*zMOuK!}q&hoQUhNPM1Vbx$^BP-Tz|dPdR_;;U z=FC*i;Q3XPEeD_`li*^KH`HnWy+tPb?s@@JK}lhnJ$V~6V0Stt6S^P_V@u#Yh|A`$d~#;!-6U+et)AZ$ z3_+??vy%Z3{j;i`%hg3GwQwUM*uaV*Q|t4K}z z#>49U$;~zu7;rhEDstU@lUGdt`%`76deNJohuzovTk6U^e%Xu4m($QIF6PX4X#$Q5 z2HsEf={EcPnSCzN_;=xJnoZqit8M-L2l{I4r8$xacb)w6v{3b9lFu7JZ+hm|&5mbS z>e3iYuP53;iq}Amm{}x2r?Pc5OP%$o5WY*}Jv>)8|ASVapMjTV=-DEd6QvCVq(68- z2JzjF4v1$14h+PRH~j#QrOpFX8Pip<)iExam33=>J(cd7aW0NfGbR-IjHWZ}cbm85#=Vwf? zXGEPd@$=x;PByDDubocS7cGJ*U|%~0PRpS*DjWy5SooR;O?uFl5YwO$>#2qLjPb!V zJ8-2>AD>H0rC(nSjsW1d)emCWkLK)8bllqA(YDA>=-IKnNDH$SQNV=uX2 ziaV^kX7TiyBLp17nv-TH=R%hF^i9@9Fd}!R`m1roPA}~KP3C<(+=sFH5*F2uo8y}P zrP%)|{gfKsm0&tXwd%L_5)zP4<62VeJ*|3v`WQ`P#@EHjU?mFz4=QrcPbP}>4u+~5Ut^CCA3~x;gO|^nl{s|xr`JbanayBA z&{=e@vUanEYO_Di{dK7mMt3T2MCjF%La$*;!p@()pIiP-UzfSvw*cc;JI;H}%PI0~ zRZ|AHO$_2|_Jb5S=ya6EA~(VRHhfr=^34oG7bzs80Hg+eb8bU1&C{!z--}Iv$&2WB z@;Y9m8T*#mZRsObH>uX3rj&g=Z2IrVrL=#}c=>KKfU!nUPEhE^sinNl^~|7VFs?~% zGQWA`(y_R()5^2&JH&0oKX->Q*P6JoS2>IK`>Jfr#GrK$43<|0yhoYDWMnR%X<2}i zb9h9?pRFKRmp(t2emcAdk~6XKb9=RPiZ~tY?5_d#23m2NQ4ti|}z^Y8#yvt=-ZrOS)g48T|)j7s%)C-KpJP5tsY#hP zRx{pH&Dkwmxp|1S1aFLMNYlo~{m3+n6w7~HrSVCY>qn~I`@h7>*YxF9ToKA>1J8=} zm?wbB*CY>KlbkpH-0dIuE}KTZQtM2HY%t*7f@X`+6QqLiA(@%OGQcu8yoUbCf7@dB zufZ(URi~Z~3~llh0rbcB>NVgzLl*R4?EdQUl!|JCKAC3keU>QhHDAAP75ytY%p!Zu zUd+0u%)i3u^eB#Ee7KT!yYbT|jQQWo%J~F1O3(D6pDMfkdyD~K%)u^0GFI!qW!@6I zhZ+YY?c5Ywox~UwJG)@!-v#Yr!zlR_-@Sh9 z{0Wr>I8qQBz4v=t|6LZ=Orf9&7b=eoQtLs8Gf5BrNTL2v53EI~Z?naEr^Z2(w(E8I`yGD*u|a zE)1b}p5*1Du7!(K(tPH^!_`6P)A!cKXdM3bNlx)gpX0zPS5J1a$Pi6|4oe0F0mn__ zGYLwnS7jgKTalRQul8Pl{AgVn3ypwQh-q?MoJ{v!nVyANfp1T8&tv1bwLlx(-gE%h zJib*j5+l8RhJ`*?$NBjd+ld_60lZp{9iM+{#*uiuto>m3f^(!Ik9EiVva7f zctCMz=DWp4Cw1nen|&K?yBDIN)vC|?z+Bs~kz>!_dQng@v&CLC=x~~gG$(NT?~ zxx3bGT=>WDajUL|@(wRz+x1%)S-vr0iu20NY}|gcSfoc0Jui#vpG0tvDdG~@xuYNJ zVs^d9m;pbCzrV9MEC$Y-cl(2Il;(|MmYEAVL)@}|+hX#rzI`PNO^sS~+x#-!u6DR1Bn!%`9Lz-Q?2BnR33j0+{+5sq}nSwDFbE7Lsb>BJc>|{DDhV zH4pMgFKSxZJQ}gGKwBHle0}A28O8|T{j&AtisQwx)n~iE9OKsDQ<$5k!z%mb2F$Eg zD^1!s8a8tz^eR^J?|7d(oj=c%;|h`g9+_y%!>>e23m>NBMwr`PB6PTo#PcY)Y4L6I ztP3dqyr+~tKee!}dMqv$joe~#%agyybPcX`1g1i}DtUAlO@rz6dM!6x+GBTtwJx6= zy9);U=yhMtyS7srD^$ZMEuTd3dKm2=i^1>VhWsDgdFhk`+|0+VMtwis$FHH@E)Wau zg>;(r^P#!TMR|TMFXyxGhd(RIs$kq_pRBWv+^2V$RpnLt_*n665Opcw^j<#hz!%6Q zyEfcYi+bNWtQL8dbGAtVm`s72zii0kyux36<+8k2p^$0T7e`C`Bi387JV%C|qX7&^~Bd!`1Nr#jYNzOL81z5&s`R*tmJQ^FmLj7#g} z^!EGf@6&lFHTDxLK0T?P&Kv92=yYgJ{u1gD{gFoDBy1uo4)-*crR`%f8>q> zt(ig#-)XMqyPEr@2Kgn#tlS+=4Bo~=qUiXv12HTCi7~w!P`aV*^~E`Tw5S5Tf%(lf zQFoup8l$>h-uDLu^ECrxFdPEV-2U>0?ZvBR+hNpY5o|in6ii)=uk{{-mtN4Od#_p8 z-3PRna!IXSB zPsYA?Mx^Tg!0&1d*zIb29uwQs3YvKybhohfFW#Qtsrxv+dIApa#hX*f+xyX+_L{ED z#kY7@7`vwwBA(j&jJRR>sDJmn`LI?UM7_R!CJXc(SsyWCRNR+pN5KzohpS*>7{wQ0 z-Gb!W?O0;B>$!~^165sX$&>B5EIFRzl(qKl&8Zv`n*$f&*>gJxf(j{}ZAL#T4CuhkQ8A;uLc!^c zY7>?0tkFUB@r|?G`zS0Dsd%#5hkk1QC`j{t#DTZmp+%b=+O($yLf{yDY5fNx)%`Qd2?6}iP)l3JhFhfU|x)htmQ z_d89|_S*fbHL0%O$~pIwb8$B^FU`g}FMb-n#tMsDa5faKiX=dPjwaQ7=;Gq>VD+}z zZh4=Gm0}AolWG4o$sS=}9ua>}mW~m5DK_tK{yH3J=MBITuFJ;Gc>b}u(1U7NmelwA zuiGH%{X*C!a*gb5DVtZhRe>w$tCa$tr_=Z4*;?Taa?Wlw{#IQs?xAypnRL?RC7J%5 zy(}Y?a)tu|==sU>}4=R;Y4B+j8y&4WnH5)yF1zu>Hw|3159klK3xZQ=Y0#HKS za5Z0yA0wQvp~r_hKBlkd-{&G;hqVp4scF~Z6)+K1w!5&Q=VWZ1$vpp@jxYK{c~0jy zJk;0lyw1`6gDVqyLQJZQ!I;h4_otOQ-@tRMbiVJv8VAg1wt&J{)=b?I3n`C(I@L$( zBy*&}t?+ZU=(ycXPJ-2~uT$;qIy^xTe?G|B7_ExJZk8xu6WI8A>j>1dPHEMy8>lwHtWf*V;c-_9jNx_yo>>of@#cym>Dy9YNOENUp1$Ajcfojhxd}2W#9|{L#+B)CbGx?B!FFTUIW~J?&3#@tz7OL^ol6IuK)Rj%=adg5Bg(Gxs*C2Y zc7x`Vw)WNU^MZafwA|6WwDTuKt<{O^Th-IHE)3v0)n%^Uha!*gm9-LAwQf8l5mGzf zf6QZh>@_iY0K-Qr{mtj|X(MaV9h=){=!OoUp4oqgbo6#IpJnz^t~6_aQ>u$^$L~`3 zwpLp8w*33(`ja_~@~h7u2&TvtwDd%eUCn~@lKrWF$kdO$-3!W;qla1^jfjI~tcLq9 z6RS4AeTvlhZ=fp0iFO|Hl`Gp`*Ru|%eRdLI9vMwf>KX)reh~&Zm|~yUXMHi(Oq#7H zTiN}&quHZ@71J{LO14+XzzCcCR`}vkWnXn-LSBzmd;rtw(wFz}sn5Ct=oRkhm$t7U z)!>)E)-Lm2V5em3sYSuwoz(9AaN`vMd~`jiW3Jq%j>Al-OfLz#-4E^dvcdADuSO5GuNN~M zWSmO)N@05eWK`x(J~j*oW_!6;jKzapjIq{8D?N?5;&lUZKr0VMTpf!EF$XB35PA8C zxB4~J^Y?5M5J+wQJ2-&Ux&9GKuLuEDru}sb_YmnxJi<=0npyfhGyi5K+$a11Y^t%w zw+r1V{BGa-Ax5kA;*PG>f!X*A@fGqD;rN-l+kPUjHh}BqOg>+j7vm{bwEjZfZ1A>( zsd9A;ga4Y=Z}cOy(uxJ)bgEA;MNFw*@NDAWE$4{#spk2Z@^xpxa#=Ppm!rq>dP{y* zDsC68^s=DErZ5*Gdt7*uZEs^cA_ab!=b=s=gD-dpAlB<$mXAtnk&_$#=}z-S=lvbY z^R1k|cV6~XY=s2WYbz#JBaNw-f=0cDt6VrbL0hK~zwyx%-qd+RI%z6R!G!+IHA5qp>i z^&fWx;W48edH39~JH*T`5x^OduRlnVYw`ejNF@XP?I&%$+LS)ebG3TOMQBVt2r6!g zM_(S8FH?5k-MKeiSq_3?;;40bKJxU_M~bgixx=ouJh$C991)anxo_cI?_gnjguaAb zHQk@sN_vuOtIw`sPpG)rF9EV?ROXro=-<4`+p=hPFL&{Wt+WxSOG^6e`wRWxGp$(? zv-*o0^+|=XNWI26BQ+cTWd~zA1z_jdVm#@PrxP>1W%(<&B*(wTFLsTi1umttp-PYQI_71oH_c)^(Y1!Y07Q_Ek#p_x^C z8*z(pm9qJ8^i{AqFuHxyl=^b;F5|)?SZIOM{K^T?QJ~DS!k>?k8P$KKQ^;M9^)ZuR zw~GKt$VwYBJnnOJWH!8ZP`iGIO!Y@3Z4p`6xwGGGjoQoTTS~rWAmyzc6j7?1`JfI= zdT7y8jSts-`e`DXf80pcA2!-f0FP>2^{)4e!_sk3 z@`XYi3DDU!-twzBn=FgG*!{GAwTuwFU{X3ZuOnENhtGal{H?COU~t5|x$ixUSY+VB zHp6qX%U9R~KmVt9e~59?MT>x(taa+!voX_#-3w&RS?7E_0$7BC=q|k3yx={o$ z4(vB`Ufcaipv8e+UKcLT#LN6w0bYK0&kVy?M$LFdTP-R{x44s*!n}!B!_lxI?L}e(b-jqw?t_;%@ek zBl1f;)`Obx>r7R~RA+eF9Nbdc@7^ML4l`l88uTd5en>tZDx+h6dma~;?PEc6hxzyv zUv~B96qg6=RBf1P-zeJh_;-uY?&mX1`1bJ}^+;ifMGe|W*M|A*o4j{7<6evTfM4au zJ)6PHPQ8)|WGT1XMJCU0GoKl{fAxQZ)`+r#?b&v;XX6I_d3yV;nU{CU`I3F>_mx&ZR+bBg&&}@r6*kV0#GamIYA`7+n=u|t zH+mLdF^Sp#z|`@mp(8oxF3B6XVfpj%qp&iYf0>WKetb5(xA$@-=zg=0!(l^k?ok1N zZrHUi-X?;)K-0dxvH4$nJ4sfX>PMO-TVuLN#h==`55-rh;6&*F1TkGi)cZLn6hT~?BJlwAG3B@A(@mRIV0SKGhCr%KWAK`e7 z&xIGXMXw+34lJE(5D_r^S+14puSQ;vHCk!jHyO+dfDcfyMoR3;&37bT&RWY4@tw1L zu&>DNbhIKD;_wyQLwxKll2cR{O6?05X z>%!}1$5Z$F zrVp~b^5o!a8I5hn?YWkczQd-pgQkP4ceM+(xQ5%J;eR?mth4@UxiIP-?=jm;h6~}n z2Z}yF1X6Tl#R-5~p zcYnh+YOc#&X*5Y+ON4RcEtS#7FGPp3Z)Nf9bS(+9bi6Fh#wFv{wQb7w z6_|XZ8(py4oDGNV&*v!3d5P95XXZ9|H^YPgT!pMX#o)e_2cil>*g7miuqj*gH1Ps?XLFjAQY9XA7XiNE3;o(TNLI_ zKmBEcfl)4~8A6=G8fC2B?t8Kmgh+^9)kfOKV_59$_M*T|=uWroOg1+Ds`w|g_+J$N zx|RmFQ4F`_c62L*#)l5j&(?TdME^4QNaf+ksl8Kb8Vx_MQ;ESbGVGj-bx7Rv;51SO z4IL}AdzG0*q9>)VsU+ZS3Gh^>?N52ND6!e$CSR;!8$!||MZ(9ruAgt(22p?wz3oun zlL4uY5~ngF;@nx0!*}-OkEtS;fqX+#kLf+Q&Bps$hE(3?hfJ^9ebzm+o|oZOQ2)y( z*0;V2YZkqW6rR4lhuN}HlqD4JB%UQpaVOo?oDvk1hm4UgFCj(Z9dPnX6Lm&~;nzNd zYTH-uHME@sLD(L|M`p{N{2V8W7U!XkFrKy*#_7+K&u|shu2&ZcA55V1wrJzcoi9f| z0O?T}&YMT4y|Tf@K)a?^8PK0-GapS3g*d&LAzjn97v>3CuD_|Z8L!?YS-JIL%lzuK zss3Ow`0kFA#?q6DP8;B7iEhv2Zds-@>;~F$BQL*7`S&J+yZQy3(VL7$`1MRHRW@&u z*fl-U=e-l2gyq`VSsL7Ps>KEATfR@PN|}3eJDcmvPin!I03dM>`e|*uYxR!fvHJ-? zH&tR9@1C7)`pw!h972(mzTJy{rvSx)v6XWx0TjwZe^M@vyQ8T+d#KIVjCnq%Nwe=` zB3F&8E#2VQx!u40*>IJOkUl+Gq3K`+856bFE@(B7+@&jm+ z`gdNe`@5CUz4nMA3VoB|3dG=-LCqQV&j7_%xj0;tFr_3)deJtC8Eu!?SuZE%lJ<}M z30H617H20jVXMM+AP)fnvjkgWHq{8}FfOVDGrQVEt)E_Nc!BtHVE`sQrqfhzXV{(* z+>d`0&prVZerm9LZ8O7dHxl_$6JCA1w24!<6NSp1R1iQXP^Z2pz%aPHk z!(%2DAh(ilAKC1^xt#{sT0-x4N@U6p-AbkU zVt|jxEs^a*hwHa9zt#%mH?2-O;g`%ep5wHQp2<<`COxb{!1wirC_HC=(Jefj7Kf

208;Qf_R|Y2V=X3!)KhWgj^NrPxQWSG2KZ zKX((`A0WO}1}nz*d$@JFc96@nAG5RkET+~; zD0p0tfYjtAy!F=dyW*!&Op`f%Tjkva-slhXEq8nh<5Q(XF2{h{8$z^`=Vl>wxalwV zgV!zPQ+s#VC=_yO9aO0GfnkYrK5XdMadjL0$dNspvxbx2!7!~sKA9*>H9+;WK-18v zXIEtPM)|l|qt2*rPyHc{kd=vEDW>Se6OYAfGCDS)GVS#3`P5S0VkIj#%0oEz zg2gaobG;F2k=(sl$WH;@=4>bP13A*rZp}a706#FA4%4d~M>&1CUS>48x^EuGsz~30 zAw{a_x<(`wm6og9C##cR)HEmAyM3>R75` zTypEBMqZ^mKgm|?_cIWjW!TUt8Tu0(v7ejOE)JlJ>6g)HqlSF;2eA_??N=cQ)=wB{ zLlBtH{jlw>)S)Oo%<4HmS2yk?whsn08i~vTD+}g%HKR|Tay(2Oa|rL~;=+%gx*=GM zcsTp+<3@jaa2eh0u7`6$TpNAUY)ZS|S^sMTz0j^NKqa_8^fc%_s{K{9aWr7vacmEL zE}lsOq%fywR|*dI&_m>~3m@yv_qzS9s>jN)x~30DlPPb6!v%}6KX6P6U)aL4U*Ore zx5Fo?Gn2(^Ee*uo7(&aB9f2J8YBMb3l}&P3OzTl?4T6I1stZFJ=9m|Jf8A;x9(b5c znA)!lF}vvt?gxCfUh+NDwX{6I&@NlR=hvp`J;$#m!*p=wjAoDL|*Bx%%<2v zUKlIAo#VAjoij&%hb%^|16%JOBM}b1v$eSKt`i+tRCcQlFkfhtP5!RS8+Jd%isJ(Di-*vP}t+k!cZyH zK7Xaopb9{i@xf>O4|+9UH!~;va6xdN-JwY}+%omt`r)Id|MGvcXS;K*%Se0=c%asu z(8Yiy221Ja85Cyl%01C*dp>8KR&#)eb$;|YXBZB7G zMx39f`HMD#HViVl1P-k)o?wSrE>DXYQe+C?{yMFijcr~8)!JdLb(7upmQ;UM5{U6^ zvFXR7_MsWJX2^iZa*c)iNU+)6op#q)bA_1L4ZDhwFYxF@^qi>H!b8we`++rfO0`Ng zHfRTCdt7zwnf$A|{}TGr&&hq%4vWIJdT`+<81~5|ekap+Mvsr3l{{>^_?m1>+)fPl z>3O-+DACL=&++?saLo@R(Me|Y$NNnVyORa>yA1VDJ*-Z-9>$>pOQMt0eO=X?_ISAF zn?!P}qSxBzMQ-{op*-V4E(f%Y#Zw&+I9B!dPP5cKL1e{D(^Cf&SX8txH($9M&UcRt z_eYF|hQq;kL9aR_ImjIfb&4u9J!y?#{M~P_H{a`YaA<2Juni&{nM=8Zq>4&`PnUnJ_oWtTe7Lv$E-Q z;sjgXpRwk%u#xO%`SP(RU$CP_`7%*GrFo_uib7OGTsMMJ2VNcAYo3(5o+eUzRoUEs z;(==Hq^_mpp$28~l_*&^UZ0x>_Q8AyQ#T{HMqEYo75P2C6#6XO;9ei9h26ogSRCWM z|JQXP`n)~g4RBCo)Awh2DZJY1o!wTROnFj+lPql!ub%9a#|=@kCXe^ZNo&!5z&&gu zSKK&b;PL@P*(UawhpcCVb+|^q`C|1_MEVGrhojG;EBCE^yffYEY1nPh>D%`1bi)mg zTM&LX(gZjK9;WfHU?iFY5iQ~$SS-X=4?c*AeMlD%rj>yiR1W&4&;?R*@TFR%R4 z?JVk7;P=w}cE1!5!?SYmqdMIZF9%?T%tu@4D$e?9&_{{iX38~~A>XeJbxg7j?_-^B zDkLqR58-W5=^n?q-9+h2VBcb>pPnNZzBg@f>*tDi@vEj@Od9gHgijkE_a@vAcGV{4 zyJFxGVUD(XWT~-S3WIj*$Q8G3i#?ls!L)r!Zg+?%`?el$`m-GIePm3YUx@vBa4o`T zDmTqy&Ok@LR;SNEY)kgb8U1~R&LqfRI{B|?%ky(tE4~vm3Rg{MZa~a~876HH@;$Y! zpXtHJ6Pf;voQ{RJJZNqYu~gpk^5>X)67oY}yQgP|7Ix$Hnysv>hW>=^`?WIcZo*N1 z=WlKrKTMas_QWhm?OIapl(kdN9u2U1=(*oARdwzrz9-}sQp3FVvJkGJT-}xzC;r@t z=J(H77-!~nBt%ephq!d4G^SNfsDqt|Xg25M3vI%Q;Hp-Oe(QVdK09{Sd#iMhitQ%s zUk`#yV#Vf)#9M_Xw2;>v%Q%ajz@KRKU|54TFxx5aocRDA9;W5_av0;CRGcrIbkRE zE+0$1(pQjoO<3@1xe(XC5jFcxuk(un=ii%tD`|&LD6k#8baH=|yJ7}<7&X7l{Kk$R z&&(&VYSt_)8A098H4Gp6)LUP8ZDq1H+NX+r?87GN<+aALFo9H#f#Ly_oF?XKmG>3s zonNHQZAXjM2SOgVyL0DVB4CC4Iq!4tO>L3+=&fzsXupHc{P+Hpr-wn*Arp{0&t^5h z*E^1VbZC5QRsIl<_S)o1dG{2|DTn!=dTuQsl3?}i$Q%lf;XSXF;vW@8)$}*tEzWYO z1`s~>wrib~5$;a8@~s`yw2jdU^9@l+-rt4eA_3GT=qX%LDqvY8c-s z2lA=iF#?QdHbGVSC1ni8NK5{N;iJ)S5~u_X0<`?!;cCJ2U3hN$wezNFMcq%Ywkhup zl?k7BCRb}($4^e6GKPxEo1|cTg&?=VamiYo9)nr`j+`0YxM=c17RR1PDU{2`KHkqyuP98%~QWx* zF5lUqOid)nRb`IGe40V(wz!wP7_CW6td6wW^n4r!4XknqtB>so{<83)H*COwuDXA{ zk#sgV_APLC?G7ddqo->J-hQ5a6tyOResj3orwE-%diC7pZA+!mw!@B;1>8;x`&V`D z$Ahg$wqGeq*F`2zw%o?qYt}D^}gd@sAH~anLNCjzPPiD5|Sak58A=ma$L(X3J@?oP(5KqRm4>jsVEs%b6 z0(G_`>P7=w(mazqg}*xl0Oj?fyPOu5`@;AaN^>jPPBIFSYM_e7#qW) zHOp(zI8yc*YLf=6B+RQ;_%OmQE!5CxOStZVh(Nvx@9ue;;qvk=4q~(g;Z1wt^5T0y z3g)vC^njgtbFkqd8r26AZ`RG?`>>T(=xMEa*>{uY?(upo>B0GM zZd^bu**gX>`JR0Xr6-^{fGQbg2K7pvqnTqNXRy_e!(#vo{ zRsPCEr(Z2@=7wJ1J6H0-_ovg(eWoY0@6{DGAD@1wzdtAMN%_EEloGVQM0>A?u*|dwE{1>$jugu&DLjTuX7z#)l%=36ZhBlN9(L!%5YJ+I_f^D z(ro?Roz|#Qyj|evo*67lJ*l&Gwa=#NHvQKzZC$jmhv`d(((~LTMIZX-DV%69e2(JF zfa}%-9X&;d_k4jtP~z0ma(;dC9>~?ddQBwBO-tdr+j)?l_BU3e;{vuHR%;XNuSOT& zU3GD2(9s7K%17ZJN9VPrs1`-hZ^4KWM9c_+5eyiRAi+dZf`Hcl-`)4UM~yD43eMSk ztvPRQjrOE3q~3rLDQ%MbzLUfD`s=pMd&%5658JBFg~+Uu)X3;&leorQO6FE1p8fpo z*e=W4Ia==Qd1eKavIF}#X?X4Lf~IyvHkbhD_wg!K#=px@P+z_59#43^oEYo6 zxGNlgWU$x_ciQwg_`2A*y!Eu^vAmF5&~;^Yh_%fFHS6su`6yKPjd?qqV`=HySi>I7 zwAm`jbhSf*JEb~)*|k*OsqVbwWiYc3&@hV4dz7Pdb`_8h#;Z}tn;S@T4^)77-82Ll8o6w_#C6`Ixj95`9~Q;jad(WHsA=X)IO)}6^L zIJGYgM7WZ6&iA*X7-dF<8ijjMlOT)HqGo4k^t zI4+b<5$u#w=!Y*JUmMunm%E4bcr+Qb$;I+B$Ex3ErKg3eYFWSCs5l@f|IM5B;HwD! zb{c&w{tyYTacO!tE)a$7nNUKw0<%@(!%Zat=fd z60Rs$2_Fy_4d4ErDw;e?v)v&(l^S9$%G@a7y;^r&#ye8zLS(E z>H%AVn_sk5ZaQ^{=Lc%5ozc(c!fLPOF#S$)Trl#VGHh(mU=P{Qu5q)qhMS)u-#++| zE=>s4&tyF(6)KxOG3qJA5DB>RNe^NghU!)5tDHseufd6*>Fgn6K&XOXU_({MN;Li) z>N!B^>9r>6UDKoB^mQxKz@=ACiR}_|^r{(G~yXu=mQd$Tc=P9|la9sOP7n z^A6f1uMj6m3xo6snvxi)C))i2XXSQBwaoc=VYw;$U}kt@QG?t zLzRR<#(8(PtlHk+?qr4;c3|jC(c0^n$O^tj2Y6HKVxt>3+b!qbrl(8&&Wxs)*p`MJ zYFnJoOMB_SsV4l+a$Dbh*+Yemq{=gGtcss1Uy;v`)x$6xzt-;D6Uh~7nLiB3M&M&q zZx9+n_8!>l8}DFLh4h{d|K|kdU2e4RF449`578#dBrR^lK&i@d;_1n}hW;Pkgfmwg zeb9RM{yI{?M(SJLC4+UO?;Pn!)6k`^N*|gS zT`*Yr?{-p&+9a=b=TT`_#^a0EW!{JI-s}|>P*lz25o`iZN0iV2yRMC*q$XzWnk`bd zlg6B{i%%-&S%pOee`bC@IaaFXYSDh9*!}a`N$xA+VNb?TiHyxi-~Ix1GZuf0$!<56 zN79N}@x_84L+FFs!yV*4&T+u{^P!GE=y;mcCgdR2Z&RXwC+$tHeKMG7bZKi%kqsTJ z0iglNvqSAo`c(JZttDTi{it=VrnQUoM^` z?yot!)%~krwXJ&}dCi&Gm3U`|dPYAxtpySrJw|AKWTK|20z#Z9Z$9Wbay6im!fK${JBErk9{=tn?U&mT%}x9 zFklBiUN!Sv+QR>H$?Ogy-uT=3XtVIVQ%~-|#xBYja`Hlob~7TIE8%y`uLQnSe!766 zVV^I34j1=OT-Q&p=}P{nQ=9OVZDJ47=@7-hoCrGIjAvi|I;-5e5B-oz0z(PZX9A+jUBJ zKaa;7_Y(fXUPJ0TPGdSa^kW_}mm`;vjK5so9!}|H7b?QirQRSq%!X#+g0g8GocYz6 zkChapXyD-V0eKFO2W?;fp2l%~-@eT7d`8WM*JKM_9_cSrl7%$v!=AJRiwC48$kNz% zLVN9~<2D_>j#By-otij4YpDJ<@HQ>4+Sr*~>@>kViQMjR__S_2%jH&cY%n-4rhGn( zi?doaD@4X)cx7j0l{l!qp6kE1_Od#bDdK})<=yMiJ{GD|Qu*pqdILXUrZXv6&^L?Y zVK<(C8WPEzrsFR^beEdEtR{u{VDT`;SQu6p?O_o_TMMQ#XTLoaZ=&^m?j6d~ucN48aWw`bOF9=V$Xe|!9| zx>?tzd3TBOHkTq5Fa=>dPqN|(F4Oj?0%U_3% zdSi-V$1Dq+~W(URgp|5!pE^HL$f)Sb}e6AyGN#ZIq#MkOawk7 zA0^O8jaiM`}iHQ%)Q*ga1kDU={f*P#GpF!%({!^ zJ^&NAO>n=-JilO^jxHdCiIm}7WcJs*ndOW}`|;ysC5%#k)!wYFXJA5Xg4^P$!o-gU zE+6KDtSU#wGZ0j_3t4#Mc$K3Hno_?iS!L3J~ z>Yin6F{D;xL>*{uWx|KHF$V*<8FrH;FII|&|#!_G!KLuv{ zUQ9kjaNz8$(ft*LJAYb&jwGH9>3bBJdrR-KvOdZ5_PY_`u*9nPGF_{Xf0`DM5As=bCoOW78nsPssfF^1uvgQr+w#cQQ)y-FjOCv9o>Oc3YsAWJMkMR7X ztlsu;;u=%U{sS7HOSpcS4*G$45^oP1flw}$innw`n)>kWk{8ZJKW#~^VY4spwVL}^ zJWL^;YDp@hU#F!V@UL@B}TQzn<(mhLg=q+c+qMyU?lh&-SWiE2d41(6jQOw8@2?T%z*X;4Y zod<8_8iaI+x@|Xl{Y&GwkXnDh(bAEy=awy{_jG1|xtzClhVh|Lp9zPB?BP^k)|MO} z*iDwcE|}%)wI;y903FNgoh8N}->c~1AUT|s>|}!mw{_}QvbSQQr2f{H!xF6bnQ9?E zYL`hV_BQtv>HMZydYvcYugUG+SOvG^ox(%^E$)gRX^7zX_d(6$wmyvNj_hJc4-?PM;emN(uS6z^r$Z1bFRy%>0*!mEq z+rF8R*L76ioUN5Ia3k)%7?|`>X8b&oq!pkf?^nmy;k>rjM0j^gv%UuG61_S;-1bGE zd{%q)SR?!0Gq`l5Svc1CPl&(aq|W3zC;8`w=sfSXGUUTsJfg}} z_Y58qa-M5aT18B-T>hujXI`$@oAw>QdlHH=E;sVqIaI{GL}k<|=|r```iUp`j#$qw zHEmZ-dTiw|c#y<%an`;?2Icz8?k&10+gD+^+o6*NHCs&R>m{8wN`FjpsBS~)#>NZ$ zZ*()C?ZH%%hhA;c{(DST@_Hh!PA8|Z+hyAIJBi{DQS0X7eFfV8MZXryrOM-56RMfW zgM9FX0Fz_^^JJK7b;EoE*anMwHb}Ml7%wSjGUJuis#Os7_c0F*is_Y4s3%cNV=Y#1E!x&=N#CezLk~s3p`5z8i&2`wim&h_mZB^+M8|L z@wZ#es{#tn$OnnTtj7VOMffUo;XM7==yh}mcvPfaeU$V zIg6FeVd)L)H@Ve)aa7gm=#S1I@4TkUUPb!V-~|pLf45jR8{3$BTynJc;^cqEH8S43(Y*d~W-AJBGROi;i$A->vlhf!%f4q7+ z`AE6OqJBar=lmHYHO#Db$|Vkp z1YYOBA^Q}4aaL(}*6>&p>;g@^mT z=I~*5hjZYsJse%qezVJnihv|F_IW%X$1izZr&i4pf3z&Rhxc=rtHdH}`%tNWmp9fWIeymm9+ij|YO;`UsC$zL*=?xk*v84n9FZ4982T8MF#KWupyo`|6 zxZS$Bjs{tqWM2Pl3mW@k%M0n@Umr3`rP86*ozW|P-*7_#7T35%5EcSa(@uT<0#&#+)ZU2Im)v??C_{4&yv`#gj$80V0xtR~&sZv@y2-Q)Yt&!5(d#}CgqRkCn zszbeAUe*>D>CMmI{qB6mU8$FT9s$`Y55j|1B7Z-CwGeAKMR)gtWo!m`PeTbjMaha0 zZYGf9ZFNC&Ti=V-EH6v#;bt{i=`&e4aN+VP6ww{d@TEd`A63rN;_YO-G#$X&v^ul+zaUKB; z3@ovHTEY}^i8R-Xe$Wg*Y+)*+-KeG-z*KA?`utJMwfl;ef}yb z2S;Dj`~whN&1R-oYWCF^^&p!4Vb?eHDth;0R!6h9`=FO}?sr?#@@EhAz1tKjv8Bzv zN#Q4WDGN_dD-LRv-MVa#-CpJ%RtyZx3J#3j=Vg7;yY3%TjUNmT;;!B+O*4D+-t7*Z zkLw(lfo`%l4sPqUsGM&h0>pjpeRY&V)fiv^-jVsYsnU_BzHiU=&d7>*Cl>hFG;>sJX&pa z`KxIrx8u zJG7hf&0DoAaDi+Gqw%|Zef)~o`uPnq%_(S_o<00L%?k^GAzkl+$*aL8Dc(k0Zai>C zetFh3!7kYtVIIC0{a|jk&w3$TU6;=TwE3b0HJ}&RzoPLQ>64#Dd+k2kdMMusaJ;o* z{CTi$uw`(W=5+I{Kty0y;{S$Y-p^%|;u`iIUt+%sC;Z}0M!kvKvGwJ2L{!AnpoLb{ z-mCI%6pSW1QUb|P0tARn9X`bF@66IGT@SofDqZ=6Y}ub!6M_9zIld!#`IV@W`!1)< zj*IYEq9&!FQ#>eqQx!p;xOvo?9j4cLDhjbIy3vo$TbZQ%JQaUJ&YNdbxB6X%=s_-rv_txLB9Yw#02Iw#yj=i3 zP6zS@YUtIL#By}qERpZ5R#xZR?X8}U=qT6NYKPudPb+)G%{63u{K%EyWPkabE}&mU zg@r?&GeZ{s8dm|BRkz3V@4+KDKa!c!)(fC`*u)`6y2x?6%U{rA$MOkZFN$3Dtc}E* zwx4(Pe7E+u&$g{KRpjjB_4Vu35;eD7V{vII57Do7CS@R0?KZPoI}Wz!Vs1ZA?N}Vu z@*lD4QjApkPKDy7w)o`Sfhd5tqMYWIVZVH9PCp;pZYza#XX5YHpLea(Ibxm&-*EnO zqWpU$NC`DE0?~R{$`=N@fN{A&bpN!`?;Et$<5QA*YD-$J&HwGXpbhC=7FLkcC9RsQ zYPY`f`BU>98A7Nd! z(kgbM6oo!{-#c!^zT z=p()D%Za3*?!X(+9Q#)Ecsr(o8Fr3#U`1T$Lg?mURVvxS!<8RCf*Eh zN;PQiJeHW7@QXSdTsAp&n=QJnotdXivGg^@phal^E_X{2;UtN8Iib~BQ@cSmG+HllPh z3#cn!n@UvnDLRWy6j8(R9&R;@p!~P)?kKtXM_132&e+;f>HFSrS84bBhwFUvSi+*H z-FIWYH)SMQ{uGz_ZTGBu^O zan8kA;a#o4>LY6koEt6wO0O@-i~jtYg3!!^LjYnF2l1oIPf6iU7!`boKcYSRO9|@y zE$miu4#Y_enflkZ3MRvFH0|G#@L+p>nDkc{G4QJz$oQnzI6!ys()!B~vo<0FPpqZC z!{E1>ebHIpY`2zG@HffTPW7_pQtDk}KgI5+)9AdViYxj>VLUB$>z2qYi<8NunRJi$ zrRs49>s7w?_)QlsAs3`YRDAr|n0G7$GHgS^ZVhE&7@E@gf;@&0X>_V9xnu^(MUwYO z2j<`BNo(*q0FOgc6>Yk_V+ZCj=d%ktV9du{9K_g z7k||U`I4I$RlVl#?ccPOZ{*AS1>89i_U^QX;vycD<2jL|`ahL(It^B{cxE?GWb!p` zZvOILkA2>p#S=l)_ju+l@DWci*I9XQR(+XoHYgw#BJi0VO;T+#S^A)~r94Ug&WjjS z;Jf;bfBO~*@ZnJJL!^j08C*I|Vz3Onp{A%nsY1Gyd(p11{RZtk?>%p0;}BK)^IWxS z=g9bmu+W>$pvu(WJmz8fkUdpU>wX99Q(`22p02ofYy`LGxv*aD7LT&Ewg2d}bzXQS zu496~6?0vuh^Ql5`j$niY{ zuHPWf*Qliq;#|a_d@tD?lfm7FGTj6u@^D4QCF?%=)=F zXA4w4H~YKgVyc!lmd<`+Aq@4IH9HG!?3~m+)s5Cb6R7I$kfK+$9`30`FPBJpiNT_f zvz~tVZGHOV_AASBZR)=MT68Ry0NEjO{)_(pvWOQas@EdpsN5!k5~Psc{`3}mtmQq2 z+A$;x&JW43{!Vj*a4Fxu2dsos`Y9VgTz~g{d&mpC=K~3yXoU^EOx>uqZwT+>8;W33 zJT?)YWZzDE^^nUCLe|kkan>#+kc2(+LFZzG2z8)^xl32R^~8vbZxyiTC;#=N*AzX-6Fx>*euFgjBQBKv`v}a#!;8RwFmNRrK;xeMz$7OBfeA-=OnZ7IW zaAdsU>%rn-e1Cl2?eebjEad*==km1B?9ofd9`&0b4J*Y0`&Xl?zIb@#^Vr?`Ez1S9 z+PjX64)@o2&hK%T(c@^s!m?*3PSATb0|$mvFmdJz zF^q>zbl>VSr^(m_X0*}JHY5OTOLuDhBENXTcK2sy*7I^SHxwGpDUENKl2f@C`C!bP z>rnrvr`cqW@{JPGm@WYiU1ym+>?3E?X&B4DH8p~)`n(Eb=CZP*^s*{kyI{D!OY<8K z3M{JzCogcb`ds;Mvu>d2?(O^M4@A19$_=|%jafg$S|UtQ9f3RUgufp0Q-#IeSs6#+ z=b3wOmS2VX`VfAm)e&G~V}@oy_WB;|*DQo&e#hY$dvl9UN#eFfr>Z~5u431tQ&@Li z@u#CV54ZL=o(}RW-31DjUBts{QCa?7U(LN+m#g6G^!?+CNNxHYxwwuSk8>?22;yBh zr3oo)hNJspGr7;0+}`NtXW#^cNA!)_K8FA?ZPv(|e_S?Omlcz{-lD=2-q5#NrXioz z_f)g^U56FuNAd)c#2*wO0?yVyV(XK)Yl{bEmKLwzVC^sL+xpZR8-UE*r_q8tWov^# zgV)GDl~(2b^DsLqQnAIw>188)R*(^_i2WOe@5!WU#Eb7{$*1G-+F(W;WgEoxfEr7V zPS(lLTP&Z5qyCmjZD0A`^8UF{FpftFy3khctuQix*wXQq?Nxwtb4E@|co;e#_)|%d zLNZ`DNSO}SJ2CEQ+V>cmVK7GPxyYH6zO*HGUdt;{R!{{H=#LEIK!19Bjo|+t@S;-N zZChD8$M<2yaj|ZYES+C(u)^O^%jIhHoz47^K_wVzhxciaQs~@jY-K2<|Vg zS2irghj{mJwo{Ln1|#}j`97@%bv?(p{8QlEq+hm5__LMy2b6bEyiL}5)g{WAXA*za9mSyF2ML8SQ5er?;qys zoANlgr5O8}L`g6l%Kb&GcF+yjQKTS|oR;jL z91S3TJ-<6}%>mPImR=P9SXl>49nI;N+?hPFh03sjZ3hppVyCAC6kzLzJql*k%WTf7 zo$sj(X7LeXSX<4Rv{cY5X`3C+OB6tee~Z#I7jAgLgR98E+D&K6&mr+Qi~>f-gLl{K zE!t4<<*rv6&*a0a=HUY0^0{HBTu}_K<;26uIiA4dGoo77qk0vtCe&{$e<_QGUh9}U zLpmdOyvD;%>%mRwotxDt7Z34%L;SY8T^_rbV4wO|U+?UpA!SMHt>zcLWiqSu>BiDk zv~(V|<=h)=tzW`!gTuM7c+RfSuwG2B`Kex>sXCtGpI5G_R|(M)$X{*To*C;={0k7TnGF7T3^qcL;;=qxv9%_51LhzX$kEMh71l zU)BHSX`?0|+;;NN5xw>rv_}1JxYBQlM?D!eaibt!4AOnE4XT}tkRF>>H!I{%(#0Eh z2aP;>`|9&HEwn}4Iu-AWD)+qXOYC$awpYVWk_F7Jg>{;9Dz8@_i~E-<%o@MP{Neo3 zAuWRZP8}h$7rmKP|9;nS&vn3rKMAiS!AUm*QbEyI-a{RK9btr*4^ zykD8lAoIBS+2|w6vE}6j%|q@p8M?%jdQ* z8J*#85Cm0->pEN%zXz0s*%+*<)7|b;RXZnm^8P&GFm6g^^NYy$o-u(T?)C2s1fI z;u3n^=kV2h<^t=1QH}o{CL4~d9Blg+fX|(e>ebPA8Mk^py~w^{X)$gw9Iygf;Ej6} z-R@S`%6KqP=_@;Sb;LxxMObmQ z&%7&|c8%)a&&UC{3f5V;nZ`tuNG@CF?@pRX1sbVP4=YJTZ_#zBk-+s@U6QLJ0Xn{u%TP&pFGKVduJAfGj=;_WJBg5FrRQ+&Pie!!r=+%?!8NL=qc_&!TH zvCGhZ6hY7=`{?z4_3Pq~opx*OpiYDoR)I$2uR9vN!Hie%o>-kt9`%5rn`yAMCM~ht z*PjP^R_ABpsTIDq* zhs91wr(_L>u4;MkbBA5D9}U*$dL(Mc#5Bt-HtliU^{Moy-wyK_6(3JAZ&0M69L$rdccu(^Ht^A*-&`z^W6$7@&?4k!9oyL?nA6qC0X zbW=Vn-udEgD}TjS;zBrO%ZTs9;vc*Zxj^m*d=l@p!)WM2w+f`fM}V!l@6S}+>RI3`@MI%i}|Ij?EXO2csp(Q z+_2Kp%Jb=GOLaSMa}T7XFwWSM0!7#%j$I)q;5giCs@3j|Iq@mf?;Us8bC#Eaf4mO< z3XOqLfjW?+&i+PF=3ktTz{&W_KW5Ie;&&+4H?Gll-5C)>U@Q!0ez57fnb)sp->x@~ zlno4XT7WXTuc;M*Vj%!i=<-^-%8SzhLw!h7;NSvjTD@7*!e|hu9bZZf?acu^D;x_m zcKNQI^xT|zy!-o=_`?_}8zX#kw;ks}`Bcn)vmcD?&A2l?ljTkwHw}5?b=X_e8t&L% zFf(}orNssHVkKO}O3I9W;wL-W#i@1>wrrcdnaA9zXkAV?HfNcSB(uDwhBq(id1(GY z*z#buw7&z)dq>&-5*8|-f0>{2SAai&yy?vA=pT4i_Os`s+9o_*LZ1A&nX7&ty|g<$ zvH)f^1_~2Ch5X-ev>Ax&-22ihl!G#my7s>ZO8VLHvzfiT2C69#&e8u zjk0Vee7+UIdC$=M@7TYYZJwBYPWM@<`qyTCNQz8{wXd8SKLFG)C&W%|N}M}t4Q|gM zVXZ8i&OcJG-!AV(viUQe*Qub#GjAY#UOQ(S=G|mkfHpp88@&Ab^E4(U)8^t%F_+*r z@GLC6$E}r1^ORrs)&zsK0MJw0cE=mWWpYbh^SebWqUq8P2w{^iKKMambG@M4TycEA z8ZBK`D=VylZq{>GL`TKZw=#^w;SKxvhh@@jpqpd!pw*G@mW^$bX6k{pYgucc zIwqUNqHWKjX&ikj^!4YfKo9YH-TNPyTtFhw90@jf4DzR9r+S_O_%L6g+8lR_EwQ=6 z3^BJWbhZZbqERcj33{wl&SS{VD3!DIgd9!BzuaSAEp5m*V-gF?4cF zs!~F`$(f{p<0Y_dY#+siOR`)-<-Y&$NhNn=*Jf=|ed&r@|GPKa^~%}D8zpxiaG}X7 zMDAPYragPx-<0~=1E3Yt$AH1>yYKPz*ZhR%{qfj{(A^tp%onS|<-jFPFto$QvCKAX zQ<8oO_P3)sFYh;t10)(wBE-C_*LQXgj|KAb zM0)dah12KQZ#n##QTPRm8gUraU#Vzb$I;_`Dtuu#t=e`0A2KL0$WUPii_V^l< z79@7;;3L=gt_i$AEcl?b5y|&I7&&la8iV6*90L{pvC2u67WVv3@k& zY9Xs~na-22R8iu3Va`@paeZ-6+!z0!q$&*97_1Lvz<{rE?K}tUI!}T&vwL~w#I24DFg6!l5QO}*hH*P2z$IN zC!zhpMWXwp`p~uej%6BVLV#~L?d}M;7|(o~cZ$W2(m3#KTo3YaCmtE%V|fSq2CG-i z+NCKoV6q%cPz8VPb^AR%K(7BVCc>ftnQZK=goVNNQOae%6pya0YM#&Fq~(8g=O*1e zNxqrV?ui})#2Dw>h2YTCSG@%4B>yDuhY*6}YFJr1v$?e9F8h53ed~h2KW)J>lz? zt!2*Y);Jj8lxu}?p##SxEKmb9#SVkQ%Z>W4zQJ-MVx6-sv8Md8)S(@4%U7d?Q;uy{ zT})U3RBII3(m!OH6Bplc3#o!2A)dBxAfWM6C6+F&+0hw^+kEG4nfP?<2|8qNb@a0Z zG~wqWexU-6uAJN7Dh3a5`Nn6e-+;fGYk>k9{%Zt-80J~(w|A{+Y;Au>1OeVYz231> zgL&sIWAhQN#^=tdZ>I@x?JjuwtTb>)af^T z9=aV$xT+(9b-wQDhAsQETTSgeitRfKNO>=Le{w@M-RlLEU26e(INY;Nf$q9o$X(aV zO=nHr$-=m_763cGtL8gR->q^ZbEZVov)?GbpjaRv%(!{HV&}0VFR!A{;Hkdb-~2oC zfad447>yumXFJxa%I*(`HSqhTeR1cM-7_fYS4!*Pl9Jc=x1G8~bh~>B1kZwFZqR1! zVrT3VRhl$O!orPnE0i5!lH?&_U)I|@RvaI~o|FjcX(l$07rSBY=D)_iyfFAFr!P(5 zH8z@6`Kg`DA1+3W>5mr5?qORlV*~8d*YDb|WjCIWE517eII}z|!NA163lhW);!W|j z*;3HNy1VMS6|&XS%>e4gnv!>QRy^{fS@%5N?-@>~;wk5jGNg8Td&N=493j;EBGX`o zk^BtqGg*w`J1BSl{k?3o`1i-6Og>uev*bO`T{cCxO!r88rOo5Bd-Caq)Fcp<8;;2{ zyRKIOaIQWy;9vqYy%P^bKvv5poBk2zD^mn+0l>8*aSLE^nY(qyBT@mM#>sg>ZMQVZ zLnVJ(PKrU3w#x#9m)=t!IpX0;U8AZ!$!G-edKw~X@G!J^s+BUw)r_laB zYT~`OWs1#+IX;@FZSGxY5%L* zm%xe&{!$)v8((6H$7=)%n~vr$pBQEauW3{F#sJ0CjY}*nc))sPT{!Hs<3Vdxxb8i} z?DwFor4=R|`BAGMXi$?>@)e%rXKi|+{w%Bz+AheFl45bU{yXhrpq%~nY?>RLNc3AC z9RSW73x7)43$j$Zp!eF`P%BX@E01SOQmixq{(Gy6Blj<{)zXwk9}at4beGV$qU-f( zuWx9N>x0mSds`%Pg*a!eA};S!wZR0d7i4k^YJeVFItPesDX0IUjSL<=4&RBR>+ z*Q240D!rdLJv$6mop?bn*P9yPfPysgTk%?=-M9UokH+?N2+vavI?L+%2thBjbiMsX zD#gF5yM_niQmcS=_3A2FSFWbaEtzINts?tVq<>re)R+x6kEytes6u)l+F21jVixk_ z?(Q^D##Q6K2`sv{nsEDU_3b`R**+f@uCeetL-)P=gqAFKQy@Qq zr&@G`oxXFoyT-O(hhtL}V^?S}jGx!%j6H$zosAY%=O@fxa^sFjl{kM;g>Ci=79+dp z`rUxX^%q6VG5ho8-=p}V5<8Bz)}(x{voIS=i1`xrL3HF`64dI;m!9Z6^KrY|^RgWq zUh`-;c-NKN4B{V{Xs(CjQufu>y5E5R7)vbZ{_}nwc=hAPEp;#7nX=h@l2EvkUfz;t z=ke^>WL^UW*`OYAgC>cfqZ1iQV5Z)Y){5br&aWceC&z1xEggYV(wXnfj+|rqwy9o+ zNiJGX50_YL^fa2Gg+}ctNUtLYAI1Vo3FWo}&ARBBAGb|3*uNX4z`%sZre7h}Q*Hps z9}Br3Ec7_);Ygp$C4-U5G(TwE($z;Jg`Drt97z)0%laHIr=w)0U>k$y7f$Z?5zb{W zr?(=Kef`bW4f)$1r(P3L+}~jSe77~~@<@<+|Ma$Gs`Fm9L$fJ7tF)XWKr~hQ`;gbx zHhLbh%>f0OxY0IQ>UZCJn>G1+n9JvX6rG8>sbCa_uSG=}BhrA9&}be?NoYVshJF8M zohvwxvy=Z{>-*j}f7Qd1BF0LiDmS2e^jllxq+vdqC6CJH$t89#t@o`+5jHvvqPnUa z0(6jevq`{!1!Z(sf7|=ToaFjVzP^0hrsEeg!CLA1KyQ15&Z~`C{`&ABSXQ*{OuI)x z%KWZ#jD2wk$TMWq+7LTTW-c}Q(|9q}N&Y!}oPK2axO-8`S$@{;)AZSxm6KXo-A&(y zx!+Xy6sYBLxT%HsN4e^3Ch|*IGHXnkqAF6Ow+mhM2XenC)N~S{E6O}(&lTfh4P|J6HrOmRj>C#Hm{1*J5^LGG zf}^wa9Zrc^Sbj%i{q*!MOau%=e!H6OCoVCn4+5Q#0A?*xc#*0TcC+fsH$Q?#<^umd zibc10n&tVyla<8v6}Ex9iK1UqXt!xAsjcN3dy)}{`-XX6mhX=k$dZBwTta_fte`Tc z0p9*Kb_wHQa_o{@_n`V(GpExI1%YH_G@!XQKrKfe_=+(&KNlhiqfKBZ{xQC~Yj(|U z6IHHT_|b@wKZof_b;7v!>g}^gUo%ZqXsF7hr}Ybnagc@WaqWRg8N0k{3wA6@Zqa|T z>)YQ+L(-8|eqI~(`V0(JWyIV6Z9k}oQGrjSd=*d^JO6$Dy~Ffb|uydy{W* z!|fW;$lhvi{Qbl}qqSGaJ!sO-HPTbGy}K5Kfcmq)4@rpqXGqrT{G|9;G~Ut+`xXfL zx>s*tNP!vPHcmugnakg1W~h^wOkqdc#^jxlLoz%R;qvrtVQL?7CQN6G5_p9h1xFks~}`&Y+fWUDSBrU<8w~Ni$JSmW@m=U!%}GfFGingzEQO2-n8x`Q1#8ryiZ8#aHw7GUvr6@*VK? z;ry2^q^{gqMzb9}*$`)MAu>Ii&9Yb{8{!ddlH9SgzFUdv?;=u|1a-H+hUmsI@glbQ zs#LmvR~SBnGlL(kb@gwZXZ!JT`d6;G8QxSSwbZ!`@j<8R5WTHNiaEXujPS!jJTs|T zMf|)Y&M2UEuOjfHWq-F`vd%{15UVVwHAVak@{8VeF{os9a##r!%^bx=a!t8Pp^i<% zw_5atP4{EB4kX%q+PMECUOVkF3WV|<9wip0mi2w5iRiCHGT%)@Z-ee-(Cze%bXhVg z0=-=>@BDPZM)peyMg1-03S^G;#rSKQLAHlw9@xtKU1N)sMT~ zClJ7=&Sh+ste&;x?E8cDlc+R-uAS3_&dFbV29rTK2;n`n@=NXC16E^g_uT*0#9lRc zo$_GUAzGo`7oZxbfC*Wcw)=9kZ+(!qsx1yqV|hOtp|^>$Xmvpr5mGJeq!i7gkfhT< zIkDfo=XhY?-Bb6LPV#m;U#uR_SM#mpnli$omOn)YMqk{vt7RKDV)7PiZZ4~=5< z>#`EeLq(&uKa`egb0!Yu1v3!(mKvt-n^s<}eW8J;vwDlPS{Jn@6{mi4_P5n&U9uYd z;WAtHwF4cL8&CBFh|NVm5WQjKwy7F<`3o1Kif|@2EN-+vh;a{vTx~!p?Bg)EfPwJf zDn2-Jx3Xcg>}5pT zKEdbMc5$2=`lD*O+K{{0hZ94}AU`%cwuaTXYP6>O3KET-N$*!3M1PZM5*Yh~!LGl~ zKH2^Sg7H2A?{HK~mSmd0jfv4fkI2wTPV0B+d2G_}NAFfGEdNydvl(IjFhXeR^&*;b zk}jvgJes(`Qa&9cu7~gjpmee1y~9Zvs>5={nL%dFS570T>2ao6xCz+MwIPKxT(l;1 ze1INIgjOfoiYC^D2zz=90sFyA@R$mKEO56^s#C7~U0Pee+Z z8|d0-O%~GlV^!vt#V{>whcQ0dVQw882I6Sg{_f?rbL1q2lePOL9iGJXPWip8X!Mhw zmrHe19&i)s>+$VeGz!?lT>^Ni`2Jvf=K(A_79smW&sM9YR4m8>9XY=@0(WMcBwPqse)g1O4dL4dg z?mKw*g;&l$@I2=W_v+}Y;{$*82wd_w%l`cG18Si&a3XOOmA=`z+xQR8={t|Eo zx>V)T;_D^ZRpx1V{RQI><~Fun>BugGqz2buW+g3i{zu(+Sa&ur+w$>_0*tb-S|Z*2 zX=hWbb?fE?qkMVHDK+)pe@*IS;SxsnP_HKuy4_8J2JFqogI{Um^3Bx0h&${`293tH zF&i>l_`q%L!@WXAnP&kM}d78lANA`6^t1dcM zkffZ9!|;UKeu;eS8yj5Wkaym`GW4hoEdw-TbQCRIxh2o-in6=&_hP#KUFbJF1@wTG{sG+jg6`FJo=?SwJ)MV_4Pr zb-BEI;Ty*Fxl)%ns&S9W`X!YbWuhZFCs-KqWI-I%J?Ax+QySs$96sq5j#aEW*6*3- zJ%6qEh~3ABnppV|#Ts~gx_?vo=Fr=j+Qo8YFb4q~Vfqs;08Q*+K~__l*>pF`^cK-d za31elOs8Wyai_ZjYVjq73o~^7^_o#ZrD{v$GW&_UgApEH{No&8FRjxQhDKDeY2OPu zJbT;O!-L{hA+b*FwnFdHL3L(Icz07gZgUNLI2hpB3YaaOOTX&%h)WCn;%D;SJ)g|k z;?uxSe6f0-;Y?+@;F{_&%t*)ww!0cv9-=&>@7f9fFuS;%$7Qlzew(@U4_l;fW$0b< zF_sS+Z2g*B>^QN{*N;nB95(B<(0kTr1NU;Lu3J!-q5P%FYTPtu9AIRuoAQ>`5mc%T&V24Jra~N)c^13xN&U+B8;qUHBQtnyO zA(V2YD-#Q;fB*`*qnR}hhZnbaN2^OWEXLK^p`11ww^JRM$A7MDvwGdW4e}js292+p@w6$_3o{6mV4O)VCshuApgrT7JgLd*33ebH z>Ez+~s9E%5$MBo(0I8R*U+P>OjdS_-fGtmZRZIygXhVOU5VUoum^74)0(4|I|?hHl{6OEetl&e5%y6SBPgc&q4H#n;Ff5=Fgp5%gel zn=QO2D+(Svl{M}t(b)j-(=*-Wrz{b>38F2mK>d`g#T;RNUOvc{yGyevfrppP4zmZp zKQzKt#0Z;QcST~V&<%LlaQPc8#}~!LU=82O z@WOTmgJ$CwZkFdv1XMk9e_fkjE|%PVYi0Ho>#dd2l2O|Am4@^o;Vo*3ZyURimHOSd zFVw7*ixWhfvQIYgJ6DRD%ZY(IG~2lmbbkj(`T=fy)Pd;0d;AfXkFkH1QN2 znTKVr2c+nR+ji@SBL1jZ$*|3>u*~Y_s79A5Rh5Yz&e{PHNVtA;JYi10#0~kvL z&(n4x9AKI;>j;M^9Q-wrzY6R@|N2q+3hC2$GhK8GwN)w|!I36L7cF$oOyuqkhoOYw zr&Er&L5XBVvtPZ)Zf5g|Gi|>0`Twv3RT;;2jijo&j!mBKS&H5rhO)so=NBQ5bGILj z@x}!}J~=OLykhL6Pg_@Ql9R}gDAB?Aw>*F?ChzwCHkDQ~;J)24`y?y$at$oCi99+# zt_qniRW1Ha-?B%=nhTkYwU?}VE43OspWYbQ6BOZ-k2BrV>2=8WP7yCmFS%xQdOaUW zzt1V)HS2s&u02SH$P0dNHqftPt=sp*T^Em5c|U9fzQ!+JvC;(DHjoIiJ-tFydtQoL zUv;R}=-Qxq_A8u;F4k3c<-b@D(dOzCzsC8IT}|0Ta|((E z>FU1VxMo66F$`DI-uUaN~4c9pNLaXNB8rLQOAGM>h+4uFtui1Bh zd@;4p&%G30a6A{qzgHkOR@$t@^!nbTImzQ~bX2J=q=S;10wQ51|1c=lP_upZ$VL4= z8v91M>?|(B5;;14Py5a$K7IHnW3Ac$idE3pSdGo8P5FI@5>hBIq|868i03qR3o<7rkKi4{ztL1xT{=Of^ueDu=F&d0);vud*DwxLg5!x zz-V^k{3YdIuW-xiSld#m(4+{A?8jXF>gp;NBaaUF1ubL@NbHexygtxf=dxP9z~>XZ z8hmTgpI@W)Pnd@|+zs6-*Sp4QbNr^=dey$xM_03u=a~j`xAL7!IwDc5g(7=mub-=( zZmwq)BsLekTCO|Zf0A#y{A|PGFD7{Ncs&1#r=s-%$?ZKfni_=N-2?UDo?)U?$3HHD8U1S+SQWgYXOG8i-Ai)Qu zO`GzDk=mOT^G$Vwf5f8k7dG@;Mb-+O{QmY;yVsL1`$JOBdBZmiA`{{HENip0aW8*N z!|nu?LqDESXUE@x@s2J72{6w0y>fIc8wm%PJoZ;4?q!aO#=Y2`W8M9}zb(xE>&6S~ zYIBIm(5tM!zDfvqCTj_|#K+6QhiM3s-!H@fXHsaq*SX642lN1+8K|&6SO#rC>sb(% zPutupRh!SJaes}=_1_~_t*dLOb+mOIHRWtQEgRrx^2WxFbIRnYPT~(;<~4z1GT&t& zpz&M`be)}2KJxaCw??)PZbMP%jGEE@0b!}eEGgV}h`qO9$J$}qo% z7qm{f6q#SU>-L>85$kP?ScZek)T2W1 za~SI=W6k|kd45;Z0IQB``>&7)?^~I)5A>)!`u-(khDq%7#&C!J6qN`|H9>4Aj%Xds z8$w5+Y@2~polN;pl*694fXP(6?_E1)jd%_I`juUgESv#r8jiCa^>V_X1V;>{rv@*=Y@s{b|!_LlYdU1yo@%xQOiq9{k?p(S3Fr^qOm@ z#QN~Qt~*}YS6VEys2P88VL!QL7TA3HVfCi}!TYApy|~vavNj)P_*c2<=)t8{acNO~ zb&lM?c;$(g4A5{$takw4)o6NeIA+Rs=2Z^)Ib$^VdoznHY5jstd&L@7MoC8qpUb1x zu?u*IowZC_B)TE-Bfg-FjXLz>*1~eX!>&hee9r>CEiPBJU_u}-cf+hxU>E^ z>HS>ohZloiUo;{*)MKuwu0hChSWeyRUxR7O{Wb#2d{1ftuc}WRll0b&MysdWcHs+~ zj^`47M}?_#alsSVzIXc_aGGvoqIA0|%C164f(1v&V)*Je$|H!@k;$e1UK?X{eN?aG z#$P)z{MBRn||3z@Hv(m!7Ni zN>@GJ;?hB`sDICcS$#N@sg}^zf~hq3+xmHXtuv$b>UsLnJDjV0CtvKO`p@XuD)Cined;L|9nak=yJ9EeSzC>8X_W>{GOWBQw zosibP>ZJht?b@5#qFYV2_wL&K*=o32mm6C@OXRa8WeI-G_c->sZ9&tnReZW|A1n7= zYq{c5@B{a_x0ajDOjB!NFK&GN*3#~pY@CTxn%BeXd~6bvtvO6qWK+~1T=@oENN%J2 z4Y@kUwk~U-2>-fvEoP999af=sURi>5V!m7iquOb2+6UvS_8v3x%wY(Ugv0#valUPA zpmqv>@+RB2NQp8{C2Olf+g_NUIVbIP#D$~ zTuDAFK!Z*uYIzXNd$m4H_tV6FHnhfcSuJr$tA!|H?)}}#&;|U49aNs5+N&Le;83Ym zsQk@yMN3@J@f2@ahj`RP<6e1n+QJy7+{tN>=i?90ychd#N?n%L}%P&$K+vdB@j$=hIj|R#Xg(%(p#X?VRp6FCz?x|keo8&tQ-W=JFf*uC+OC==;GN! zsfl$_$BFSF+xGW|ZTUPCY-;=Z4)1d|j6buY>~0eUh;`TMR_Kfm;Dmj@YPF>%y3U>V zZjwv!XGX51`RBS`Z#WdYjc>71MGJ5}gXHBZ(_?=F4Byv^>B1>Ksu)95qYg&}fT651d=+1ac)V|kWsb;S) zvjvnx6YO#s5U-Tog@0-CiHiP_%NbthdXRGcL4G#kInk;ru*O)``Cfja9>HEATPPb! zS{EfVL-wPSn1f0@(R9tv=-lm%9#*n+Tlle3X{6s?o67bR@_e@GGDEGXU=+?)+HIqC z^s|zh3v`u0-TJrW>>0`Tkb^Pbbw2C(rVjDZ1;4|0hx>h5zl_T9ctFgr*DqO`bgDT3 z>>3j#fl1EhhHdI4vQM0U_mO(prj6}cK)Y-kdQ;CuK;W0%?f&Y-%42yKVL|tvHA}(q zdCPN^?En@VUHJo~jjcc1J@T9O2uMLbR9Pa#;Ya;OzA`z!){_C?YkMZ{3XDYrF73v?pipk5U?F<2!NZcY>G9PdoI0kk1BV}_q$1WWVCKn*@0VrB!Lqhw7!7P*v4B2f>l(m(O)&eB$C4ICR!+vp_uOV2!Va&{dho2aQG| z?sMRuU#eHT{HXf2U#vN#2n*)6-Z59j=y>83lHYtLvzG?Ru6y!A7x%p+>PWXi=0?&Q zxCf=HnJ}>6^!Br0+1Dra+?bkj{nrqf)XViU@68S(gAK&C!*%M$mUyT7+-($B- zjYeePee2C7ZcuwgS>$>rfPM`ivy%3r?)@WrI`|-@Gx8S

Tq{|5}S--mVO!yNy!f z>p8RUGp4wKZ|&X=%BEK5-PgCTtWE*bzDknm>9^ev))>c3)Q^+qcBP$z)x3xbn`4RV zy-Fe6ld=K1cRQ+Gr;+ya+hp~*RO12JvWo`oSoux;JDTRZ$8LtQo2pM zv#H+ub)wsV=8N}(<9S>%#~HHuKLQ7|%ZayL%U72a{W>w4^W8lQ9xu3lA7x7*Xj8OD zfg_ZyxHyTJ^X=T|U)D;$q_@cZgY>S`qd*a(Z>GDc00l&nHt*c5Qe6W{1zN`oJTu*Pp(x)HqxzY?f)F3I6L&sabnG1cHEUaJCX~^$K z`EbcR+k}7Wp5}nHzHMh<{-rIT7y%%p`BQ7lwFucdR_My6jtW1wxy5CEUHtS=#(I?q^^c?cU)iln3dz(vormN6zr8tcQpbl zM-p|G{Hl5~E6>}hKT@*-T2vKA?%wt~lF8H4*#a!(FA4QwK8v295EL)C_7i6`eT(Xq zlo|&PzkSc5hrrWYuB*foOUT^L4KI4$;D$R|c^K9Hv_DQ5B!BbZPfXM{=N=9(a(AXC zc?fv`MV6%Av+3%d+FNzl?!lNR;v71wQG#V^^h!4HKT7Tm$>)RlfE#3=7X@DV+C8t4 zY;tNf9**V7Z(jLZ%%4mBEwJHh7;H0Rvi(Q|(JQXh5q;F~)kfa`VS1CGglNsC;qG&{ zCtbHg0-_{fqUEEl&tf!x*Z!pLv!(w|)ntIcDU_;&*@`02z0>v{xt_Md;TNCL# zj|wVa7-#O`j{PKP&92%cF5YbNo9m#jYNE?zegs(stKP*RS(HrZ;sg>N*K*`8x1h%C zHqJk0kFTTEC)nqBPZp~uch@N8ikpt_^)78cmDNw|=1%*BAn)_qqqEvO=8Aski{tuQ zMw_i!?W|xyJ;szsf7R|oKbPfh$-3(o{kXk_qf@w=UR5$-^6aV1cUwM|^2@MO`CVSC zKj$97p1eH<5S_Wzd)HFameuRYr=}yV*Gn~%?n!Ac7cRRsn32=PLM9^T(ImExL;)z~ z`I?Tr#+L&jmPkU%desiw3+CR{K^P+NSV?I@o#5cC$+40c3!yDPaKzP+7Z1c$C_d($n`PX(zJ1_TfsOPip zqr-q|_BzCAVlvUzt z`(SwnUwf*w^rj(o*E2dX>OZ8^bny43SZTB1(!EpPTb^1{*$6h{pW!7nPtE`trssw} z@13zXV*BH7VX@t;_3x2$oFxBjZ1gWgu$)}F9CexLRqRg`o4leZC2gGbX8T#@%cDmV zs*#)a2Uu{|9K;N^=fj?bIE6~>U7LYvp%J5pS0>T>7YX;&H7s@j`et7EL1lqDp|F|~ zTHrYfItHH--W{$=SEByTHCDUjTtVwS`qf-=VXL+LVmO&Q1#3w8l#j>^70&w$Pl%;N zX2!w5ftW|PX!Reh-xzzu_4ZyEs%tLj#b~@UlrrdZ%dKEiAj^Q%sMa=4n{HQ~3H zCw^~Hp)P?z(IiL|&Se{btFtRC#h5Ho+Tu>-0Z>H{nKnz)WwS z%C~SmYTSl=tf|4%!1Bc3t$H^Xbp#{t*Ts|_P9MiI)+XB3KgmCU#;RAemIFnV*rl>) z#&8Wwc2~c&F`C-*eQD^!W&fF>#VTct^zHqme{hCYnZXW@sxj@}sA%xe`)|uN!v&dH zn`BsUDRbD6#V2j-s50I^V-Gu?9EpmKpjSMnSJ}sQvS`*c^CZ&y39?^6=OprY-`;DF z$3?xns(4wmcB$}6-fm+B%c}ofkS~MwRtuP#k}a3X)jt!%LaOcJ>NzwX&{{~8^0NDp zVDqFgEX;a`cU-9-#*s1D7MGg>U)$~Pi&nqO9eAcRQM=H59B;`kq}pIBGhLsoI}Eog zR3r2Uf(-H6t(0ojnnwQ|#Y^DLxSPD&%5XP;zK3rV^JW=Q@q_We+~)pGvmXzc#~KyN zGT<>JU!ACj7DF$x^s$%AY02kh7Hho1A$sVp?0kcGRYDhN&`tQ?Oj~ISJADzZG(zhy zwj%KBA>ies-bjvV3M^XXEUsMsHv2(!{k+hvAp%*?f;KLQci_!mq^eyK72sy}sAk0( zK+&hd<@v~?dV}ewqXzV-wx22QnpOYoc0t;hRr!$_fQw>wuh1c%&D)YbuB@v}v+_KI z_XJxU9pW`!tn~y@HS_(!^H+Qt;5%FP)Fu0N3%}uCiXOmF;1_!xih^jH1AQx)NsNl1 zI~E_53_CHgW1cVbSb~=F&Z=*Q6|2175A6DbJn#B(pDM-m)e1k9qj}Z^lv%qRNOuJC z)N&TJXGajlWd}7GOcp!FHsoe=kzX#alWM;QaZmHTD{kdZuLU@AEdPE_oVAf7xdSqC zsw9)^&-XNpB!ld>b&tkju@*{JyS7iT^;aG&-|Jxa==RV5BPQeJZY$t^e5U?3-3#5&Y{ydbDg3~ppV$sri75)DI8JVnxU{2LPLX;s1U>V-fnYwfOt-9e={D| z+6!nZ*!}HICTFtFEGcIymA~J9KVOeT=`Uyt;sT%eq~QN0*Js04kI{R&L|zSmRU7)m zj|lOQcBio_VBPjDUI+?iug0(PGPtrkSd$;C?A&LdCxs6fQe6kH+B*Bj;EJ{Rohk?GEWOQQ*(~>Y946k9!leW#YU9-uo7M<0 zZ_NJh`MPAYeY85yzZo2`mfff06(-**RbhMFS}+@<>1Jd;p&vw@F${+E1vQAb4{Wfc z)?-isY%pii3Og_UOT4|?x5cXPQXlu)gZrclWe`7$WI(Yge>z&>lCh%;-P4lY)Q~CJfCwJEu<^VUd{s;dm zQ}ZA#WP7cZMk@d)H~iCexx&>_xz&OYQc3A1;=3}tRxW$^Vxo9^@6NSbz@W3~AH@7# zQ}DQse8fps;)G-71^$ppaxFT(^2g@;{a%4A{rk7C59&f+7gv?)YJ0ncIW4V|r`diq z_rg+6bsn4ZwSG&o9o6O}r1mjp^?>Crwht?l%kx*MeHwf=&E266@}fyN3l_zClvyTU zX%75`tlT%j?KLsLUhU@%7NcWQPRRVpjXgd0T8j@pXa=EuowW`Cn+7qZSJf{)Q%#Fu zGx&>_?Ma!kKd4|oqDDj?K!{t&P^~e-S3=F14ajq+aAVuL!&&p&!jwr)flJtQ=cw07 zU_3Tc@w9!{&YAT{U~O7BBiSzeFbMx>F0>e^NaOU8qqlI)2y7lx zF<4mBH-5F}PrmIlCVjaf>r1t_eQbH~szxY`hnwsuE6jf_Dcm$hx9^u}(|>(||P7qT(Ie)1c z9{Q{IGj~bL)8gYe&SqlgTb3qm`=-4HhuWoC?LCDWcCU#$jvhAc^`yu8{)BdtKfF80 ztp0hdQ2qStJHfViy`$SOs_r?5ZlzsgPj*rF(0b?i42SiB=%7UspiSao#t+|Yy%GzO zDKca0x%^J};L?znRO>n24Dl;2EKZjPMxD+qTU%OC>28`CzdSa6X$i^^)c(3|R@a4+ zI!mWf8wuZNWmsp^Bne7>b!Z@U5xd;DV@|k@*SNKIHlgXYleNbT3&hagPD7wX>E`HI zZ7vAoHU2h_BjhopKi#5U_RQ{3>%ys+!HMmeh}vXpr)Ft3TnoS1*C^aKA6R(5pJOOc zUG|Nj+iB&6qvg^w(C1QyJ+JL_T|s-Q7)tY zF?yXO+c%<6d3L?^{H7Pne;tU3D+4lBt&3`c-gm{$ifP;Uy5 zJm}8<#>-k``uPBu$Xpi>?7R+Y@vbwuIx~v3{&16#_M9Eb?-Rr>0S{1`RpPlH+3LsI zWNmV!gz%o=wi&RgO94zNCm(5?lnT;lI@8g5b!^?x^E3Ail2P|w=`-%Y>rYDkS!v?! zrQzcChrIbO`iy4!r}3d-8C!Vt`|LY^rdtQcXaRu$j9Hi^EmFnqd4qQ zJ;525J%roY*Txd^_UtL3c}S@w?|#*EP($Du4UA_I#tQzB<4SG#-a z`J*UlKZjiBi}!T=JJE*|@`4do@iHFW=EfCT{fMBp*y4SNJnMgjQAr-Q-7!BgM>g5G z@o!w80)H=gk4|uK_FcMZ8?y_8r8M&+xLU8+ul@*mj?sI+mm4(aqH60yj7?cHky&Et zKu+xJ6{a9reF*em;h>~kcWXC+rE6Zg2PaP0(V<=bn(!rm-8|`p=rvOQLXHkOu3O6m zEy`=89RP?6AbI?2fb>XH&_HC=d2K$68IMD=xa%(rXsTtz#n&)78(}!Vr zfZDKl(OC6Qa9|b3+`G}rENy!Q4|%z0-Jh-hHXSI!Sp!j4|Yi`BG%s+<>#R1hkZpQT1V+-Y~0e2sD)n*;BGkG1o4qkZG&Rboa)|ol7x*qsrYb#OL zaV#>!KDcbGv=B{{DnMCQDDC6GrC~1i7>T`XFYdPaTP3(}--Yy=&gXy1?X-yiKS>|> zawr!1^P4t5#*2#ZSKEi5@rn(}O74{(6tI_du5wHjXtoy?FM|3t$E;#Qe0qrd4;M}AZ ziq+>vGvweL7a9oSBE9%AG=T2a#qEP_FzcIq>Gl8-bPFLNhg?siY67GeGKc+L2D7+R z(uoXDC$r^dd)W3`k=fdfgvw`{22*=toZNLIE?2*GO}H<&r=eTVMX=7A z7IIOFM7!{WO>6f2&Ex04!4?x4-SOS1lLa^fbn3ivUYIjpL#&$+|e6$`-!2%*%x_>W+>JMrv6eyQ0e#~4PGb|)6M)LMHLy@f}= zgb>cKQv=S_9Gy{EB1+Fuy+Z|^<@+mr^No!u3}y7v^Lj_j{jJ9{egII*(n6xwmEuC% zriee>ZP6XRO=UeYF=c=2yl*Sw0ZPqR1OV2yy5V%iZ0IXt+f@oEB9xxLs@QuOURB=o zym&I6i=rq%9#Fh2Z0h_7hD`_gt5=olw~<(zKV^R`HJ0!3VLy({X|kE9w;}xIEPlo7 zG=>2+%h>rsgg1AVznv-Fo%k4Tf%fjr@O{H#Vg7Kd(3KWgvlTo1yy(!;&nS0zGUg-_ zkH?r8D)UldHQc-BWLCqxfmSn$SQOT?Y?z-2yQGKI3uj-t&T^FwFd_7Kg~0^RD$Q!% zgPUYZoi#?e=M2up;o)2l(_cLt^DEdE?_Jvcd)EVypQUzF=^!8b-g>BV=@$0K#^g=jJ^&$X zmhyCCmNmvRGt!vqwL7L-wf!Wvd&R>3Zw+f|-#_a7hi2p2?wNH+xB zwm5!w5{XN27#%%KV>q37Y80*ujlGigR;}978+iLlE9%Nvz5qs&*UoQ4BsWQ!^8Ois zKWXp!zXR2K=AQ{(JBH_QjcA)U3NoEleA)Ga=+`o9ZabfS6t1@{%6QtR|7>C`x{W1=3$`nXV<%Uwa)LOKYrZZ!g6LgZWLF$`=+xfSUL*NHc^WM*6^~=Be6+Ww%tMpLrUA%p;%VFQljbT&Q16Gagj3nnU{VcBfBfxsUeXICxxKwq4 z9Jbrketi$4{9`OY>oTTa5v4*n85EOraVEc`0p7pQ)FOl4w)v^5_hnJOOs<-h6x?x) ztv-*&Ttf(E(3b>4Usc+$y__+TBwyDp>*y~Ikj@+ov^4jz0X!MLJMY0t4WC(ik7sy7sZ>>rpjoVJ@ z2)DoY8^M0>m}9BNO;5DOvy>5qIzDp-kk`Rd^$*{ky6-2`-<|eDk36;t-4oY}R}xo~7=&C;nA z(Z@O4S0y7v+^G0hgjWze8>Ig576C}XYn}N&iq1vdR5c32*AhjNLx_?{rE-XrLlOxk zk-~KUYpe^{>)C6rX8r#d-}kM7FJ0&U$6F$qw2&u+Inrq*=NIF9zQ|MsZ8 zx@{l!Pu*zb>Kwu}-7nPbJHoYCn{H^ET+ipj^M>9I|B5dnfv1%G{o!?a67R00vdIxk zdntSafN0Z;w{QVfuuJ4_hC6P4o=fD4b#eQ)6zT1tx_l)AK6w!C<`GVN-n-v|T9%J> ziQnl-Q2n15xMTy80pjOk>AEoFnwjxjbR`=1t=b;xAFVVb(~BepG-HHX=Sh< zoAk&%+^FWH6Y5KCUcqm_>@V=^y+!dB2lP2%dADBjtJqw0dfIqv2(7ge^@Ma>fl`C? zQpZAH_T9N8bim7KELo$=@}S_ao= zpZ&U3YagIh_V-n&Ms9i|mCp81?OY9`_M?O;XwI;q*sAwDO(|KEhnKI4(Odm9spCr- z%Y0VB!_>PT@sH}9Q) zbOz(9&gLLi;nPb|A~lI`R)DtR(V2aYGs0Gm#;|-8+{=6FnfmC-D^cK=WL#$#8D^$^ z`ttzQJe+%P{*a!`yquHm(B$F|5Ir6CIp74uErm7s z~Cj$4cQlDHwYz__+qn4irqJb#42acCyyVs$tR$aW0`G$5!ZWx7pE8v#8w#mv-gJ`rvkG`NQ{t>aqG*{|V zheeL=$}M9lSDUH&EZ%#Z4*oGL_r5y!%C21Q&dh|WG%nf-!dug$#dh>s23Utm?+)~! zQ(0*{x5B0*$jG)3ez&QYcuS$w_Txbl1vWFxsOHn!g*&Jp`M5uGRAKe`F{fp*&!rXq zaV?r(;_DWjoJe8%sX__wX*z^Vkr%B8kX)3A0tmQ$2#$0m`Tkd#+QpN?`%@xc+HA&t zzussJP1b!34P%lnDu3z?&O1nS0-DU}`wZkjIx6OeuD2$w*0_|^Zo*!8?FOAxqv}kg_m?^3VqcP9Z`?KRkq+Exqc;Jw~~JiRjMb*mly zrCU+XE>>sNH>{-I=cw;>Dgo*<%I3pe>bmIefBq9|FAGohS}8QD?fbRqTYAm$3{hNsaUb-AcP1aT($WobMmu39n zh#j&W{p=HRhNAWYKq0f5;K`^J>CP`m7Mn#$UXH9%Z)PC!Gk+7CR&DI9m~vJd*!^PL zgrytOzH?c{uGrIloBG}^Vs5dy1p9A)h%T4S{r5~rC9s`Y#gje&1XS_uI>@rT*mgn6 ze9d2W$lsMnH5^r*x5k$TeOYXK!>?#(4J)2LtECc`qY@|#KXsx(^6H@iG0 zP1ZuZY8s7jRwx;j5BFLp{dvPT7K2*@-Ib|FcHBAE{elRgRYk{Z?bnhHd5Hyi$tgn@ zd%ha%{iaz?Zhvh(8KO?vU(DURS#6$5IxL^77-X>>z}*6Yn;cr}>EdjD@BHEmaFI=J z!BE-k+fP3H#RKqJ+E}lvM|>NT&+r?t*vsr1J4;dQWm?~9cgpIsq8vf^rF zw1ueV#}t>J{8dGx;BMKl z_&Eh_dxw~T3K3SSroZmHu|2p`9QIL<@wa);Pj;;}>DbRI{aTH${^@-RI5^BwdBZw_ zj%q?@opwi1^Q*@1lC1BSN)jCYa$TjdBMm|M>lrRy$-c;i`lRb)Wj`4!ouU7hrb{W_ z7#v`wTYh*x19SIG=$mHL%-dX|U?)JcEy|a%m^sR2U0e&w;kBJg9P9OHx{o~4KF{F+ zWaU3f&nyBkw9_AocjHYK$Is8qpT&1acy`R(|2<1sf^ApW-bB=8V4S$Z=N!S&NhybVeNy90LF6$jlQw)m2+~CvuWW^ zb^U>D(`c>@YJs%+DWbca%D}>NFRSk*n_OzzRNcnceQ=#=Gi&-s^)pN9Wv^Fd6P$H> zn6M*mRoKr#7QoNiSmatvqhF#PsciO|&a>(vOY44=8~4h3QDGjcHi6)(@N8(^b7R!o zy@?uQb_4bZ&tP}qwSYB>>LLX9zl0Y354o2H@JKnS#5m3t)vzP>-WZ|-u*Iz(`<%c=!4^K zg}Yd6m3Vi1%Yhph_DZ5)T#wttO!sK-c<7T%@~+GWg^~KoGi)m6KE!}~W%@`J$cWJ;x`Ok8o*+`(G`ZGQ@9of$~|=JLi4^O>}F_QluYMfsT6Z zPQ`8Oj%k|t$=gHdzqkXP>Meb`U&Qh^YCr1YNJ{LKKCBuXrmkauHy-DEW1znwv| z{buFOh7FI^PT<9xgFb>LJ@RH$RcZh5YiTkL-uAjt6h`)ZN6mZkV}XGysfd-CkLBm) z`BNB!S$uwi#n{tN)AqeSDo#nh5H_-nz4Isjb$UcBd8QwQ#2 zz_n{ha5m%uQa-dxv)e;Mc=@W=;*+}F59h+O;+%))k!#@(4xA5GIjI?0wfu9FI;yN@ z4Bifs;p2{SR&73Rm3G&6swbtDA!yQ7%dc*3YdTP^$x4#)+ zEHUezqQ+t*hd-H2PYbKf4<-v^zn|7`@$_303Q=-pl)20(Lr9lP(t9-yFCL*>aVTBm zQK!Lcw@YRW92Ieg>uGI!>*@2-@3y8D(_xYc4AGB9OI0+IIZaHE>%;%PFCQ6w(7PL{^%U6WKc4ZpwVT{mpvHB|5{& zv4u5S!(ck-kl^^H)43Y*Y3B^~r}ZK^m3Q9mdtrZIwdD4Wct7mLo0#}f6{P{gy7=Qq z%goE~t3Gpw(jg=_msY{9RQ8Rh`BjCrl>zu*c;M;Za;864tq3nt14M)~TYT?b8jsZ> z{h0Ws$}9_sslDJeI{yUatN%<_=m=G*n7G`~bC5LHl&-FKy%$N%a^7wczlNEmw6(9`wpXDGxQtCffM zy3S{$Xw>az{nuSy;0JP9%$Z+r9R!gs4Fr3;U0 zir2YT#<8#ST<)k|KV;6Jd%hwS!km5ergys`t%{j;Hl4Mft&uWDDc*5q#hL`eYH8dB zH;~XXaQ*HBz0fg{+$k2@%v;c})9X_YeBy6nB`o?bDHJoYm zs42|w>W+>TaAn!uf!ous52jy?FFDyIdd-!xqs)}2wb zwk8L2zZ)egUs~3N_2c9{p=Zuw;^%7w;7RT-95^k{&3zP9-JrK*Tk&Pk<-yp@cwVcx zEq6LIc6usli@Elj{J`XzZD4bm2nC~5JmpccJmTKLAn^378EtOdW>wN4__J7xOZDe>v8|Kz8~mX=^f`3p)Am_Dv|zL4hgXu)Z8zM3)w0~ z^`KZ`>7w zQ&Y^3?#v^?h*u`DZyR# zg!$S!`c8vMrS#rP=@KGg)ZXj$Y&i^ogS@!rUZVG`RH3S0DK3adGO5jg`il-zNnTK| z?XjP2BR`sA_T3!~w71avG5}2VlGqUN{qN(wFnXqQDy4C5E9R> zIs-JN+cWMD%gC+zgvR;d6yHhYkw3|6ZaQDqr;bKujdI2s%f_L(c@y8C??%?7$4Spc zNgH90d*xed_J*4P24eModa}~i6ai`4a5#zvZ7Z?PkM%rmuDssHCVJakS!3=4J z((qXyckIQ<@M@PmLT|s5ee3lsViWueOiPvha$|Ho0!#xEO{MZ6BlAd~dgs*vS(Xb% zoLlC^Xa-{-EO*hLOi5q8wm+AA(nTuV17q~C<7R`VKY&YdJhQCVC~(q2Lb(Gym~=v^kyJ;dyR;5s}hH^tj^R}HMzy6!92K7TT%P}+9d#S#3@ zr}A);1Pi9pX%v9{@XimHx%jZb7oYh5j01C1WcgQTG_~%|*zV~;ZBn1VbyU&`uvWrN zq3h^8o_QlcwN7z5p_KD2IE-Pv3dM*>%6k4xP8QY9skD7p@2`1)j*27$mc}iFnv?G1 zq1{KVgLkH$TnP?J)Ca$h*4#m~+!H2LgO-pBzxC!oEbM6ThiTDz@x6>mWZql{Zs&cN zjTC?_sL^BMm<#Vx6;|rWIARC2z(0d(@vGPG{OpJ@$F3m+)T844ITi$<^kih^Mnfvd z+0oS(KaetBCqHMK+t8J3b9}z$`MC)R@j50V-uN^tKG$%JB0R->$c1}YI68ck<(vMe z!k`1)52>)k(&$1ay{D8LwF=5k8U|^_%Uk5SS>o$5`j||KDilTQY+*hak-fDK=mi85 zI;{f?Vv6pt%$iNGfyIaB2ol#`H9q(fqfh2-(Q%#ke9M)vQGsBQqWW{5O&{tS?PBsA z0br#xY#c18uow&b!ewX$I{lvlO5D-?%7(qibXR+PM%%yYX9p0u>*`BtE@x6hqhRZra6B|m?q7O%r!Q(VV2)9&KJ=U(s+ z^I-a&2!FS2qojC$0Qr-Sf2}?7<@D%fc1M@Fk^7LFl3MJp$`DjFQJ@miQ0#~sfL{L! zdceHfk5cKm1FlSar^wbfxGmM%*pKXyT>I{bE62_~`0;ppIWel!jZfU)Mm55F&4n2jTmC^i|8S4)K~XP`E}Osmeb(7aNjd1xsj zLR^c`3ucj3d3D@3^^3c}UNIK2o4|!=O=368K z#2aLfxk&u_-LG~6vhy%qGTYq~9MpAq$P5nO_=8ukwC_?M zAUu8*oQU=fW45mF z?Yp-M`<%mr!>*v5?d5d0&|tF{RmPvaW)om6j*ji%UJLE61F+eJ73`vL$_`FTq%1TOP4H$US3*dK$OEStZ!SG>zF zD5X5M0+&^kW2MFb(CUYosRRb+);ZsvB%34VK5RazS<-Sq-=mq=&F7mmc1 zH%P1V(>af)d&H@?XL_yZUajm>4(*Z)%yN>-!o%GIosBM?!aLILn5SHxYr5(nv(

!=rY?ABa+R9Yjf9=m zbVTDOTtD1w99yMo>Dk!$do7M4)+AUlL+=F}< zmUWwKGMAL|U^PO0cFCQE+1P1S+-*xG?)NN$fS`~g@{j5}y)NopH|vXYIF@>z`q=@| zElM_Hhmq_vMAVjI4erOiDI}p=+%$7fyAO~kN#2NI55#Wx2QYc^p7C03yL6U&n>3d< z*wg2h*tjtvKfT-PN%Y9oaA8mbw@i0)aywhK*SHERvfVkG!DY2I;hHCouRGDYf7n)@ z#o`l!+725?h&8!=ONWz|_`9mzGaDrxCIp*C2rhRy`nQ$WgFft ztsm-`1K=KrR-R6MA2s;fwR{rc{qnN0zw)JXa$Hl=Wl)$5WitO=ohxT7^7(?WsgK1a zzk=msxT_!gWBV$==(3$B-eL5T;WE)of$mbiUm)O0v=>4a)q1BoDI2j28^Q;JZb(Z9`fjF9C9$hAmpFXyRm`lHR!MeLUr&d&0q;P1b)iddo>xUf4{Wk zb-F{LanKW{#rU)Em>;|E!F!7~h|zuhdi~JB?R`YcU;Rx_mil`H*(iDbhT6hd5*}Y} zd;4s>QvUxB|JfDp2*5_Voo%ZnnU6jkilO=m%upwri=Wx{;#-7|jy_o%UXRrY_3_ZG zoSG97JeB=kmYp(XHYh+hwl-pAS zSnR!UBmp&C%=je;UZL==PxOq-cN+>Z-v?3geCc$I{<QpEd z)80~PFpu(eb4P0UxKF*FtMzc(S`!p`p0d{BcZB5OL}8)DA*e#$4XZ5FXj{a+exAXf z*N{f=dcU9E?MntbwdDb-$&&IpI*(hqWm$?N+qWkS3Fb&KB^@uWFiJ!IQtk3m*tDbZ zZ<9ShlhWU0`eeKP@CW6o0RYFV^Wb9Hv~R84pC{|gj@>S2(^bis69b^9)cy!aEPOy- z)(wVlEdp2oNNv1!pU2xU??Jw`m_VjEi;nsf(h#xyVJ0j z?_50baz)Da?Xt(%lgW~(OmsLVD_-ERjcnN+pxoKInH1A5tC!m|UK^-#6xNlv$gy{- zQ^9hbZ*>%xEBaTLa7TD#yfwJG#_PmSVgP0&>9o~2uF!JwS-veY%Jm*~*Z=eV8XYW} zEyS#2y;VV%t9ZAx!EQSn6Y3|QHu*AG9KtVXhWyc$V`^J} zdk_&wmnWM!h)P!U(2$lQI)Wbavw+U6sxf3Yr^_=8yeCG2+&X^J_aUVds)r)$B@CV90CS=r->G z(H7eBAQfBP7tRROFkB!f<3Zb zxSevq0RCQyr%p(|!dLfGSjdErxnSnvYjJwLBAr%du1kS(9jA=(XEh^sa zKV=H0z1QP6tT$7BJ6HiTkv=Eogv&3k(12U%zjje`styM$& z5rh0V@6K~)u&b6rahDqGf`E6}r?C4+lWeJ)PzDAGfB7 zuOs&R)9S3Gl!e2e%}(d+Z369mX}NyLM<<~3;Hs(*E(B*)ik4RHkHWqJ34xa0B)}2V z?ir2fPeN3nNoeOu?F}ZZ-Tu`%GtL9T_D(|?n-EG~$N;sp-5=}>aYAr$s{-XCzS%{p&pCnV zlcy9(?|#Ry$-6NF6yI9Hq@4Sx{k#g?%|xwxE72-dTO%(P7-7_Nx;bjDhn9=z0WRA1 z14JU1lXR&Jy4f0{r#Eno@HT+4Tk`&?UFN(Sq@WkVkCLZO#u3xf0uJ+h>zKQo(E2*f z!xPgB?p9uR6>TqOOttK_PRaokMU#@U@E0{*=I>hZ<$bQ-UOn9QgKHy9ibq)!?6&%e zkJwLR*eb(pl585uTWv5ps=hX3XJIPHU(b0LQoPAPQVj5mE@_qO4uwD_D z>ojIsc%2ZG%W)yJ$$e!(00CrYXV^>9#iuH{^uV6Z!uv8!H?6U1LI?-AQgKtWzHzUy z{MitS#j02Hz5H;aJ*-4_-g^k?5Vl@`PtCr295^2DVt=HuhmR-Ta3}10u#{>>^VP`b zeq7>IT>A+r`n=h@v5Ip+0p@n=D6=ubJB@5bFqf4(%0u*jTc#Cj`+7bYDIK(S-SN*f z*&3U#?*cpXJ_Y*TYTD3zw3#?_^T^c?+Z%oAiH+Of&Lq53~IZ=>XXnw&~(at;yY{WNi%9FtHcoos3k zp_X5=(h6Ct6>}6#Z}@(@YP==gf^zUyDt0KL>aXs4tNso;;`uCoGck_+uCQFsmM>jN zayyhNmzv6caT8f+?T@{Dsp{GqTKf*ylJVDGabljw({lr6yT;BdMbByw%4NuFOo9_L zq%r9nW!0V8(=ILZy88KrnLG71A(yr@2H&GYq|1`~qAe`;wTBq@%xyqkZf-frqkX%a zchmj)PTcqB)@4?aoy88B@Z_yusjNqXS8Q%WrI2Vf!%FX>`7Oo&2MZ;Ri9huk-MCUp z&zIMgmS!uBp;{q2n`P~qB(3TG^BC+^lf<5$7L5gdYI_58sswQ;*t3mlon=%9Kn4+jaU=hTetbWO_CwUUQ!%)Hn!vQF)nL)OF+aax24-(h5}Yi zdu66s_X(+KiQ|4c#`{z;F0YTD;`&+nj)$A|YqI*?kArW>cFt2}OW7lP5Y}{4+(6){ zUrVjzo1Z>d2NPcUnRZ9S-vBPn<`Qc2m@ZahdlL`+-)Bu$i$dcVETA$z|LONJx}sb0 zUU=|PjU7CE=R(#n1%YnEU^jox-nZNG^_gR+TL^QU-{z&-)Sh&Y; zmV+D=-6cBC9+Y_YugB4f#^DZCRbb>HaaU&WE^ap}G1O`bGJV-8e8rbe5NMDC~Mg44M14 zKL{x5<7&sqw7ctXMHV$J!Mrl^0(&c+pop}C;oxy+7;HzCt|OXg_j9Ysy09C~CiLj5 zpYAZ3ZMbli3jGyM3nIiNlzE#P1`1}m$;n($`ATKGT=vu>F3bw*so%YHhr5~g$>Wlm ztBgC>TCS89Y72KF3})PVT&(Tq`7$_sf`M%Ak-X`v!;XFm#z-UOOZ#}|zS8&*=TGbW zcQz;J=FL~dPR;|gTj=83W7rw~qKh#JsjPRzNs z)lPV;2*eBL{%cm>(DGcK7#99foorNWUlyFy8E}fF;T(lWry@Ne2Jvb~Tbg{YgrTQX7_mF6Rc4q5-n~UJ1II@f5jpb~H zvArnZL-MhkQtrXJLexy~54uo5`bA4#>usfy>DTJ7Pz7*Ga{&vL*$&Uo%B+(tN*%He zUZeh>P4+SM^+>{V>@1Rt19q9^D{N+TGp1SUdu$!tTo@Ew0K8^L6pVZ&+IP-XG`dOz}yCXrZTNiw#({UJx zjAmo?*4}9}U_vNy4)JeQgtneiLjlvcT2Da$l;Y3H>ZmWEspP$T4F+7|hr#?g0N$OS5?2PqW$0)0%YdNjWqu>4^n3Ll$aB=wTiMh&qIVy;tHUsD$m`T)I zN*d?k-(?USM`NP(eR}g(L72k}ej0bToT~QoHLtlnZ4AGn=d)U^(y>o!4)_Z1)4g9V zRQl<%_uTzy`PVM*G2hlvyPCA20Tjt;XHLPeLPxSG-m7`(pz2JK>4VlD+<-9lcPxNrB(W({;?3>^Xrb>*m25?8Q4X+6OBWU@}!}Iz?$^c4ilt>O4<%P2xs)__RyXD7#rh7+IS2s^8-E1`b>q zcLoa57CpHSqEuXmAO!N2@k!lmvIhO<15IgWp2}32c&$id!Ew7Ys1sLP!QROX-EY|0 zk8tajXfI2$QgOOI6yt}dMsZ?xk3EDi=EdE_4eo&fg&k?aEH=VTKIWq3tH4sj#W3o5 zfzU?x2mSd{{W^cYbl(qk4cC_CPEQM35xb8Y!nOR0sr-CVsn4OXgM8r>wC-!;YWp^7 zCow3FM_KcCHZOLnHpsbb=^YHlR42_)Lbqm@&yZJoJ})^@?oOZeT$pF+3SkI9mF&Os zz(F93#$Xil>HNfK?emYCr}AxPy^j=}j@+x6HtI~yYHr-c;1BrfV6uo-^gj2xV)^k& zIKQRNaCjk&hAGbvF@j#8=)S?i=lX9Y`(p1_0s73hh`A;16E|lXa(nH)yLMWyjq7Qh z`+e-Sbk7aHeqoJ9*l{(xCtv1kyJRepQ>A#NMvI3w%{OAY>&`=0G~s;L7f*jEx&Dyb zdz21Pf~KqX1YR@Rt?zDLl)y@Tfs(dnU9<0>zszi`VZfj>Wn({G&T5Y1urq~;G#fRl zMAyplJT~j)GspVn<7J;H9v?%iyD!Z4KQqZy8 z{`qb=?ceO3E_nbBKD3o@x@YLp2T{^uCuh$1T5+7<9M>+DffEk$JNsE|O3~Jlqt%AF zucr7}?&{$U%}}-BZKt)Tv!`cC-Mk6383Et5zv}W;6MsKjt=+gQEbi$co5E?d(Zw-- zF{#9Qv0P1WrJ>x!U!~%A)Fh79%A#wNfc)>ii&I<+z}R}Lar;9|j%GczG#r#@LHeQE zbMpS-+Mq{oLk?KnYe4g)2KZ@D>GoF;qo?-a!g_K#{rN;$=`8Suz@Q=gzwq;&Jg2(= zrKug)H^SEFEWDiHiVg(l4wCzg*3i)$4B9p!^e=Mk&*9_#6pP+l_!zbf@X`CLUHdDg zOz;v5YDmioTWRtrtsTtb`5VoJH;w!4g5F;eaGYnp7xi!9F<0S`W%21cib_H0DQjO@ zv5*nDy&*_*?7}m_vy|kK$BWf_Cua>0|7Kca4N}{~WaV`p+G<9qqv@|0*Vg69E?3Md ze(MxzQP-*c!Ul`K%H`qTse1j~`|ZsVCye|cS%G_@dmz^Sngwh;`=IB&(7Q$ttkIm+ zk>+9kr(5uOXPF6#^>-3^m3I_M;>6~ zznbixfeneGlj~@1kDu0L_E)IoZL^mFE|fyD&L=8x0EM$kPBW@k9r-yQJx=xGmk>DZ zV;db)v*Q`%Y`zuiOmN>tyJCO+7XzF|0v0vBr!Kcfy_?|8Kd5 z#qmKUH%!x2%5?sGW+k>8t9f2SL4C{{KM!Mv$`#3vi7<4#( zi(>x;6r?XgNmTda!6Bc$tKI#wRifRF+pQ0Cc!*tcj`@r_l#bR`=bzmurr}%2uES=V z8RpSISOiEZRX)g2efib>C`O9YZ|RP*v}?=zl5&ud3f&Y-!m@@%Tldm0HUzi7S}!?| z6Q;;mYSw0i!mjd*qKs5K=S_)=`~0TliNeih)`7hI<|3#A^^|AjbK3aF^IV&IpXbY? zl<&>JW{4XXhu6P?^bWs0>|*?(H9IZfacdYgx2}#0(||dK_j}b>4{O2s8xqlA4Zmfr zIy4rno9oN?APf5W{RT&uks*=9$Xu2nFWO9=Ok)6-A})osrK^U;-s;>OL84zWMo#pZ z>>kbswgEgkp0(KKrYqEVKpP#+OakZ*HLKck6Wj9V4^*!HR(8xR?a-@8mktUMtY5kQ zSzJJzSt`8z15d8Pboq*s_}b{^U2k9G&H;D<_dcfKQMOvWIN zdDhFUTOc9FnjBK|I)9NllaTxRHdz01)N|V>ZlX^%&o*}Tp&cnVddCuLRQvwe%Z<^= zojCT9`-jkl#$sR2t8Kja3_dQ#RxeiWQ7;#i`_r~w1Ap2KxW>@Xf+%XB4QvgWu?ji? zP^~v=@E}})Gpo?@^viOCD>uqG&m0Fj;cfwZmr`pD?d;D~s=p@8M>)*gHF0c&q)_wL ztH=KRXyVOHv<_0mtD+xwLihCvh)wgA8s8gJIW|XW7{8{}n(uuE z8cby0ggo)K+#n&8>9|>2A@O#&yFUF@KY3Ks99o}WAr}-$ISV*n-3X##*IG~LYE!MC zL;NKZGpwj3HULwfDErvd+-3rQcOtm95{oWbJ>IAtzAS|>qGvelE!8$RIl2svGV+5Lj<7nJml*$R zz&yKRo|3LC)ppk0*!~rU=6eG(`QqR&+?bF0L`j1KR^HOqse@i}$9yVq<@>W#(wwtw zoK=_Xjqu>r`%Bd5zUT*5q}IJbH6)n1+?;V{@3D^Ys8nkJ_W!;3qqN_w;jDaVpFXW^ zcU}rHIcjLhzBTNq7%?<*hj5xdmbRyH^|u_<&%@mKvcx*!A$rWs7hGL@sDT2fbr%q& z$*wXBnj>op0x+^PvyRK3S~yx|Z>_V58%H3!G% z&agKK-fkdmg|Ve=T2HEv2m9W&pzqo%$L3X>Bg3OxMwCxeZO{=m$U4cxG^|ffBdz(t zI!&HuVnoWwGJ)7z!`I7Y{@w=-`}VNeRx06T-|7Sx(Dd{gduA|5-dQM(44)tLmUM#8 zAPYL?7tOz6m5<&qngc+=z72q;!VVp`*Y@tc#`1@t-ky-55=-iHFt>UNP|A8&pMF@; zL@JQ|8~zacym!46=bTvZf?9Fj>mPFRe*XKm9{wVlG%7aO>i|YWq4`{|{3vX%SD4BO zU#vlFhEV%Nzw6IA?tR1R{Ng#>;Xaj1bx4ptp4aQSU^*hv=R5Dk?mWBDrF^^CC!-7V z_ZwV>@t%^hGN9e6AJlYfRUY+Lt;f3ReFqRha(ei=W!_$O1}}aJJ4V0Be9NZ+GV9I* zWw;R~Q}j>4!Hv53IuJ<_K)CK8PQRj_F8a*-XcRBSR++ZpB|q;mWN5c*xlggoiz{eg z-5Jh`(o8FCO08W_%uCDX(FJ$stVZ^V$2=fnNN_jx!}LV)gTpqbIgP_Bxu4WdKA7X> zk|IU$$(uIS+tz;On<*rrAQ|i$MqK2kSu#3$6)``&3@b=$yZBr6A&OH!xMsD%&r$ai zIL<}hSAlP5(I5?vUu}@0pe6udG_o;K8ewzABFeII5a5hD8{Ml+d@+#L<_HHAc~VIR zn-cvaRxrsgzGu_j>TD;nhaK#4&?nyQEz?)}3^bEFS;)^5*sUDWO8#KK`)mL7_?7D6 zorEBs#-;U5nIJT~Xb5;`UkY&ix8#-d8h$>VUms59(LFgVqMTl?tnOO<@drMN)&f4d zGFHf&wDlXsAJP!lOVZz!s#hf?_iN<+cLlgJ;?_1SLmi!o?w&PE?ym@cwqZA9^HVE; zL8W52yYPxtyH@~u_s`~VVQ>WSQTpzmpDw;OCwY|tjU0N&eYb#7?!6`3+!-|IpU10hzY> z8ZE*oA3?Q0kb%>jV~z5hA*xQf<=x3`;km;77n;Iup`0%$$sg$(WAFW{+jRqg0LN&* zwd1NXVYO0nEWTmO3BkoPV$mR#ss)GLe{Z2yntitSO}fJS@A?tMPaR1)f{d@z|;De97u*D(HD808)^Yr0BOo)moL zD;9^##?BsZ5Dkq(SaHVBx63F4o~VA|if{u`_=hR?+Pai2y;)ur*NXdW+VA=RC{+bmoOb?OUJXOPU0Th7;KX`INh;^{wq%c8yfB}i`-6d z(0k|YPkm7@A71_#QWJp!>%pSJy6Z>y$AHIe zdZdZgpm}_cui_e-MIHsCr|Xt^?di+%Dl$>GVYIMXs;61kFI`5@*J-QO9uMO0O*R8n z`_B5GL0K3zo_Bb(C|sEQalNTuU*_sPv@Fg}xo>MLpLy^%QGik-1$wf-?u6arHt>rd z@~qy=)jhFL4r#U48>0D@TP-phzPFNk!p-|?vlGL;ovYldhzb`i-%o2p?z4p@Xl=J% zfs%cFGQYtu@;mDEm9-7zhL1byjT-fYD2SeHP>2afnVS}`>wn|oj*;8@@1VwOl`5iP zKW6ULHRp%8T_|vt;luI*j8x?3hVHD(Odx&wQmB|>&eS56UzJs>nCJDHI-z}0hfi`k z`;8940zk6#b6#ok52j69dZDtCok>Ow?SuCL2iH$vD!{kfRiX}41vPHh+H~WG`u$yD zHh3?l>0t!)@E3doOI z7t0eNvJhsK^`w&j-{N=;!`G@NLi5_DiW}CiPuU87UcB3Oul(pZ)9vnju47)Xsh^Qe z5>Qp=BSk`Kx2#XU`-L>swVUMLlGA!7Yr@%MwWEPA%=SlfOvar8_&Wc%+%L^ra zle;gC+~1-Nda}v5Na`>XWl(&qDbz?F>n$Ud=rO3KeASN^mz1ooO0x{4-CZ7^e&iQ~ zteaza$6L$@8P6NJ`;UshfiZtyX5DX))w_M?A~+T!mun@OMlP5s;KHUZAExt4;;aJcUqo9(-J zt0}S4n>>)Si{rQR%eq|Do>vW5`L9oPbA{oNY^ye%?oV8X1Jk=dMxG>3jGa55KUrh_ zGeow?Mb^QTV(Z5$cz%YOu=VY^n@*jxH5w@chcrfKeU1-R;xrgA8-eQ4SVunZ<>SrB z7006j^UDHlOl~%m#l+|PulfR<*K-Bv`l)XP;9*|h9|&8a)V3F3=jCZyahhYw`5Tym z)tfEWd5FHQxP5uwX~sDYP^%2~YhLAdBk%K1x`E663LATMM82-;JX|9#zrU+pK4sKz zsn3&@hFU$~Vx6d0=SJmnyHRymp>x)ne|=AbZKy6|;RKP1KP0Qo&=A|KoM=-!#v&lT z^Y3apV)lBU5D%-yR__-LakkX)5`3MW9fHEwW`4YZ1J3`7;dD^VpRYHl#r@p=6Xrtk z<2Jg*pNiw>O7hi*irLCjU-rEQy#B7>{+$XZ`)aH{r(cFIUG!9oa;3)&kC!$!h>3e6 zQST;f>>R0g-Jsw0iiNTh-#3kr?}Exat(zUbP}TJ9MlBSjPLE@3B>U_;WW+)EPQFQR zTr51zDQEgla^Q+3dtj%xTQUM6IN}w}+)MuDta$QTO|8n9-l9Q6pPrC%SWiiMZc zuQJ$Sv^69Lui9>gR#Uvp46n57f5!NueQPwZ%cLy~I2fg6n<7b;Y|+UG;NV4Uli#i6 z1?skBjAh;(}@) zsD%r4m_B+b2)l`yvq>!SXAIjyib*j3i7Nts=#$ zI6x>qX{mpHc#WA=fr5tb0w~v0u<@Um=L_6n=PWk6d)D86G<#Qg)RxcP6eW7S?>B}^ zr$|1d*Gd?-_J1P2dCsEz`l5;M_xjzOu3)I|I)FLvXBxA|IrpXo_@S0mypPzIhg@%@ zJxNdj){U{*SNGZ2O}IYy{_8&Dva}#}gYz=uAIn26 zEb6)1@7*cCMnf>3KV^H;g=cg1tYsK61ZQ%w`yIgtQP@7W;*_!Tjx{S^;e17mZXri_s z;pAu66fBU=y8_1NK&5Q`e9a?-t5M|C!a&wo=yrEHdnV6jzCT{1oy#@gEbH79 z?^_*dM3c*35Pnykkd(f#bV`mhnB7i?5cplLMzy{=(c=2&uGgN$8cmh=e>Uy#Zr7wL;rS*Y3>^OlQcnDzh8lUrv`17u9zg{N_|)E)kXt9>o^M&I~sYmbn zxr+!h{;1N^S)mCb980der!EjkJEx@nxz<;BA#I+z+hwTqs#d88 z*S=rnUBTsJxfnPVChhJ_6XMjf@@D!j@H?NEMoSb_0?*@mi>X@Tm%j6H@Sa>pxj|0$ z>9fHsmuF>oG=M16=H61dvWtsmVWBe@Z^uF_MRYbQerz2I7%w8@WGu|Wc9H(<@_DH% z7VC^LnPac?*81SZz2BA>ZO&|cyQS@HKV5B;N~8af z)*P))$7~fy2cifO%zL4P{Pvg5u0;9ML5-pLM)H(TTV~6bE6Qivp5&>ZRW;TC&Gc+z zlEP{2)D^Exw(iB-!SlE3X4-B-klv5f&XIxcVj-1BHRg3s7S}vioMh|PHjJ~k-Zvk8 z=o@#hN@2(Sp;ObQtJ$evxqCvvoL<5YqOOb0AaRCU!&s%%=CTcIc$~Hk?vf!y>8p? z4`DGm#g;OtD~oL$H>UgT%PekB3ZS95-1qSpK8jCs1E5?%z6XwCAnmSPZ;X{mJD4o8 z(8*0cW5HZ!hEKokn^X0DdP1NcKhZ8vg#DZKxGMYR)BOO?(o^D3T_wLUjlFfmpXEm* zU1evVss>jf6X+9j1cArq$RNA&9aL^(F^xZecY0l)&g)gbk~89U`Ssie-i;?Hr?{gY zpZ=$oi5D*Masd)27Ck6mhII>d*-yVM#~_j;wi6HNEvISoQQTje)5>!3eH?<6rZ$0( zWL(Z@*h41j+3WwH_`!_nD}Uq-fBi%Ajo zEYx39H0;)Hwyb30$ze+de)av#%2tzx*UI{>X!t?vCG!(~OL=o%t`qzAUtM~#!&CAp z?X}1*4hyrDU-C*KS><@T^H%~Ki**#pchHv>pZF(M>*}p(e_9X!iE7o+I96JXs=J38KB2u*GNz;#)1p@o z(LFM=@*aQ6C9OwweTY#aUqCt{d+mM-f6vu%4pAW6)AU1t>wf&mnI+= zo40ml?gJY)4d5rYdaGb}tzsSRZFqQIPGQvRX6}pIH1YKV^lVrxcJz%We0t5C%_=cV zb0>+}OE5_!LQ}5#sTJp%K9E=bI>ds!Uf1*C+DXI?uM4(IB%w5l; zL0voXsF+}1;A&>IIl#x~gmD$C-_NC4A}JZ^G{uGuW5#;-d#g1WiN(nLOYO{0g=n?9 z4}`XKJDQu->iQ}RH1o+ZUo@V}os}ZxC+czbVSwETN&4qxHwh=pa?b2uM@5INDN#p3 z29VzN(#r_$*-kk{C#ZJTcHA8vckX>|?(VYa&vj!kJqFP%S11B%Cko}OdHcx;JsnQ` znhW5VEtPE%!x0ygq;A;LC360p({n>jF@g{0yJkplofz8BsNdJ*{OVC6Cz-t51V|csQKbUGo8nDTo=-N5w8(sWMeotEA>kFFgqhPK{5jugbOlWcQ5>2EZbCAZp~ghs4unR4EVrztX8} zd_Ug>mmN)^z+byBQG1n?T{U+@KdsH#9*z}7%lKgSS1-lCW&~ggY{@saLT(Kyf3vcL?(8PMDl=b`!%S-sWEtLn{KOlH>JkDh-CA`? zUE<%(KTqF6NWlF}+NnbwvRHE-yZwYiJ4P3-#>cRJnv^P>9nFVICZqi zMA8R4MUuUtlZPlG5bSYEeiAmiH`b%r4hpf{xV;}0!;T};GW*y+)GRk2GWonZ1V)Jf(x8KAAPtm%@)gz^H444d8^eTj zjt1Ssw4CzO$xVELAx7$<2c~KyOw(6YM`pGstVTWOokACsm^*aVwSoQLF%x&HpZz4K zVAW--jP$-&0x4x!M_Wpzm$4}*R3gqbr^6M-g=-SN;hYDovHnJVI!W&$w32@JwH9*U z`h;faSA{D7eu48GIm7A`5>>FsIe2U_58}kl@Y@n)-yvCb$$_R2YLS=KtdlnBeN?u) z2*SUTPgF))O`!um+Fs(<3$2abb4KuM^2@8;`~0A9Q=|0Son$b?&&MZ+H(F@*{8=Gg#8&T!>yp(Bo4KkqT$!|L#zj70UdWvbiUe~#itJ3Yj2#? zL{H6>Cit(H9&Hfe; z`#d}7ih7o#LJ*8CR@hZpU!Uv(d3AE$b+ zSNDPONc|O#YiMWC(m0RTGUDYnmn%l239do z@Hsr$j$iF1fCD{ztTEP{D%ZvF*xr^Z@6xUq0OD?MU3phEy4<^z45~rrB`!Lny=Yzh zvQOtyrhHENhkL0fz+HZ5x9tb9?)HhG05jrO(tdIQScSw>AB zx<9HIJ?@G$#q3~_4Wabp*-2uTQpspV{L9uow-0709;Y&Xs7uK#NOp* zofLF+-8FQtZm{nNAI|{Nu}7P|6u}dX_wlWnpOrsBd;hFhCNZ|PXQ5sZsgSCAu8Nw< z%Ac)U@t=7F23N>IF<^doGs(xBo>ACe$Ora*iuWOMPeNk}lV*L9bNRavq?DTySGgKMaH(qw+b`^}c1aTYY)}sugh8ElxKd&f==# zVGOJJz3X&YTzyx0_(7(LfvqN6u}r z)UF}wFK$4qVn=tlol90T2M#=V>M*Xk)eicH2fc?$%nGma=CD4HD>+e~-#k}SS~ zJ@&&7l=bGpiy*gx?=9LUi!E?zy^g#&yV;McoXb|hz;!LYBFV9;D$cNGlx&7#gx zo%*v61e+Gl-yYo~>F46h_eagWZ&O{hO~kn6CVT3930)5HK`MY&?P&Wz#Cz~4S_`%d zWRVJkrt1hwIonfVUF7-Y^pD9+t<^j3HKW}jFPSgExS2-z+7+0B;roP6OROfM&ZYYV zZ+4;T2Kl>TLdCocuB7cAe6M!>+rD^>?)?IQCv{c16{F!XL{eutGX?`qY2=sQDv#m< zvzRWwS}pgW9lA0(-j>75UAFuyOMeUUsTCTr-D1j|`e4m_XLh;_({9H{8+-S+)*rG; z$VIZqtLk%ns!DUY_Y}UyEz(BzvMq1w(^H26M&z+?tul2O+?S!4@hSq$S(6@Z{q>H_ z@dsYHsk^g*jNA?&B+Ur@`Q)Xgo9LV^+5%+XY+AEF&i2?>wE{Q|Z_9+1+~4G*z0dvSbge%6 z?|s<5medn&zF}9)Qml7dKurY_tEIhEcwXto(ro-HXaQ`57_f{djZEmYqMq2e6X$^I zNJZzx{K{+jS{7yvDc^n6uhQK2!~Sxuq)xQ&nA~Wh7R#RbdrvcJxeBPkz#!d8-1##L zeR&5%$H6XY?g;j;Yu0D|`ocD@hlZXk=TW0!&hnN1G*7U(Lxx2AOgoy^|KN@+a(^0r z=p+*Sp(JJLMUOk1SWm+y-)Z_k!vJ&k-q$L0L7yp8X;F)Hy_d4+UXd(CJQp9Mti5ZD zYWp3M13(;oefpLC@?IeGFz;Dm)O3a}Ot_atzkZ8obihNh%BHUqw_3J_M-w091bTa0 z?xpGTq!o!;fs-q7AsClZmoI^hP%X8-?=`fP&?|z@t7wXF;{8#C)8=9x*a=N=OyUGy3J;#voQXo z3sI@|d(G-%y!L7#GDHVgxT_p2q-W;Ax#llMJB2^a{JDDK$|rDTe$pY>$I>zvY({0u zUGVn%`fBLajD4I7SWdp;2-cLF=(Yd%#mSpT&4Dsgjem{${-#9-=`|dQ+3~HIEKY>` z_t}!?&zz;#3Yk2-@9Uj9zd@h!;MjZ=4pY0lLH0F`gP+gR!r|d)VfW>pq-*axF;}gN zfJ;?y)z0ceb|i)V6vZ*tXc?DdkovN&W$Y;BQQ1qArO2c55?Z+u}g+{dBvMj*CO9 z+rwFXnA1D@+T^i&VHm|ODlW>KJJkyppSe>pM^_5gDEw!Kk8yCCH#RvkGz4dEf<98b zoWC}fwFPOefUq$~31)fSsl5hM)y3>qb5V1O9}pb+t?UA}eu25Y5tL+erbDr(e6J)zedjfES}DhKMmiv93|vV{4qgM`o2U>v`rABe`P3Jb)i3{&@%Xr?Y|p(M z*SBGTOKQljofgx>vo6@V>N_^T)L{R0x}9aPx}9MBY3KsgWbilz@Q>5))fb;p;jdUH-yHfYH4)7 zH_d-J(nX!H#EAJ^Ra$$ekP8+ro6i@h8c{Xxy-+OUo`BL$OlDrJZYSZjkp^hx#y>5m{kik^dW=|NV-CFC{hI9DB>^7a0widyba`)O`J z8VtMq5jXUh!IZ+IO}&1Q)p^B7-|oTD?UY|@7La!Dt*ijV^`hLk@9jRl^GW%tHObM$ z$}KiwJFg0KJJA{zLOjf21kn*|tSv9RV78Wjoj(5BHaKPFK#o(J&1wUh9X7pQ<8Qq3 z$dGp{Zw$$!Zf9k4e{cS^epN4<+fe7(3VF0v$>}dw%j>LAiFdtidMsoVU|!r?tY6eLYQU!y+FYInX~6z z-@F7CsUzj(9D6PwfG)QD!@^_8dI6)!1G0FJNVyOW3u&i5stpEPcWS_p(PlE-I8Pt@^ud~c=iVE&dHv62M zHDoYqyYFTj@SW*a2VMxBWmV=?!RBU@M2hoJ24zj%Zt@y$!V>KG$u-_4Wv;At3 z7N>UIgS^vcOfRfX;OYdY;CtDsg;X{#?R^WA@GYAq5 zk7ga^V#@V9CB3NA=wv*y-#T`&^T>AZW@X-If&)WZIciVfsQ=wQ3koR47*!a_fVhEH zh`0@r5x%~7YVRju&~3p=mxI%SEAL3AzSD4uiD1-Jh`ZY#SMEu5R|6{DTpWtIi^2RR;%~U$dN7G#>0brxIBRRvQmWTjo(7pT8Hi=DP)CoUOst6g;PM^fq5bXnm+Xik&h4h-8a#gGQf`HOH+j ziktakL|?!z@PoBpG3zDT<}lht`|7NG1VK)Nf6zl_FrCvV?%Zt9@YEFEMV7raN_9HJ zDrB`Q>-i6e3Q&R@a)mQc)(6qKG5V>aL0=6XzYkru&b<4^wWIX~ii5@xkN#r`?CBLP z7}&A`aUrx1G{~A9VIMZB=ZxlfXASRyZo$j zmOlH~KlyAuzTI#zyRgMpDdy|bW4TqH6jy8NJ}1wqPh_(YM!U$;YR(j z`q((kumkVaa@icXJb8f@Z#rxIEj0hH#@P7eyV(t{MK;;fZJGEr zH(!<~OL?Gl3LJT>#b`wX1_@zFjlND=+kYY*YH9G9T>jmAR9syG54%^$r<3B#!%zoWCt)(2WnU@~+-Y zt(Wyz*f9?o(J%YngIy-+_e?*TUd1~R!BhSUeNt#NB=_Jg_3Txt=XJe|{GhXLUL~sJ z2;offtr!+tJ7LKz=jTVWyV_frO3f#I%26c{?B$PjxxW7+Z{rtH-zK}=yCkog8cfUV zm&zW|LQw_alzu$IG5Q=sj%P3_26Vtsi#vIg*SXxD`X5r<({z-p54&t(JuoY~rt~ao zl}W1-ExLH4dyt{zs_&i^({4OV*5&!R{3s8#d!N>}Q19bXP$;(61z)Op$1^@Bhf-7G z5cJd7=3ALL>5(o%w}V0HZmY|Q_HngJ0f{^PurtP8r@`S@BmpQN=8Qc8$*(50L2J|- zURSPPA1ga@Ki;hm7|!&@ai>xCC^$;hLU#q1O~4SWhkiTCysR-`@w5UjJo z4-4bsZM=q7!q2soTU%M2r-r1wjdObOY7$xbphi;~*l5|9&~yfP7x{45% zq#_10^5L@%|1uMBHPF6nm4sI&>5ZnV07%$(K-OVpjhQd2Yv*A6u!EN}q%#RK6 z;b?HKQ`)EJ6S})y$OzZ%d7=v*QS-?{kjE{q9pF0`ohk| zB?k7(l?Ae>A>Zw68jgQF=u7+sy!PMjHo9zyeC@0i!&#=U#~zT=m#zF|u%~9~bABGQ za!+jz05yIwn?LnZndnus8>Cmr{j8lZ?OG+#ME=OZ=Q{13bh^ffVq5lBXRJKzgb?Ca z=YT(0meQ;9{i{>+?t(tZ)TTaw*h1%k=s8E;6xZpc#+B4pnZtgbGU%Nv-Sflp;^Y0L zly%X{=Fbla3-SYqFAK29sm7Fc`R=2wKTySQK6{;t{!S5N`$)WBraDaSZHH(Y2@G*7 zd)Yvmj$L_G&l6oQZPAq!A5k06Er`J=G_lq4*^ULMsUKm>eybbaC@E<`-1y!E3_+^r zd+m$1tKpz0m9^09I-cKhF#nKUvkMmXTW?|FM{LO|$*%HCc2Igd?gUv~Y};$0(z7gX z#)$J=8!+Q0`)YOwa>F+7u`rISSk-`)-bB>>w5{Qb4lgr6W$b_c(sw6J41oA<2H|ts zlo0&X+RROA)5hIH43Flzua-{Na_Omx*tvV2{2f2Dw~GwF&btJy($? zb1$J9v3gIyOg?oc^Di;kCG2A`uJ&Hd!^&u8`sRY=pUQo86Md>|#tAG{wsP}l)}31K z`^vL^OzFHkXd?ba#+=JsV`S?AhAN~-|3y0zZfu9?uPWwzzEWUdjdU#-J5(KB2j5oM zK-(%`8!z%BqDXzT8=t}#cGkI$M#}@?Ik#;`9`Px+Mu+crftvmEAydD|f?me${-jM4X%?8Rk8*pnI z6bLgU=y!p2d?8}jEJ}-Y(L3ZyDc1cB6j^-}oh#!N-Vh71lQURxu&V4sOz)3YfFwzd zBbuDu+4q5CW|rC{>z$Mx8jZNR6Chewx?iR+fE@^*n>Vc+d^gp(&Ek(5HB7EI+x!KD z($f3omTTOuCC{B&Rq6b$tvWiFwP!a=J9D8uXmri$k9$`ykIM!eQ4juB?pWi#rD9f% zyQmvBnu@epQ^oTfsdR5K>#?lFZj*6uyK^)hbj5S7FYvgN)HNG%U4X19^>B zFzoWMeqwOe%cjaq3VEb+Jn*O6>M+*Wa3>V7YiCBnm31gf<*W)0>0Gh89R)@F7wCm8 z-_>dJ_qskT5{7uxHy}3xH%w{I2f;N9mz2T9hf3XKhwNBDcnmH`*1ByFZ%_ys>FoX5 zcugLVVZFI53kPQ~o%tud7!Fmdr|*sP3wM9_&U!Zb;^zbkS3P(E`N(e9siB>gFy|%b z8}EhH2g2?mK6*vUPJbKtxz4x2T5~M{ZYUQOUnl0&nxg#RRS zlG{2$X6)%Vi;A;6fJxmm<#VjsJY?E(HZb7veD@OcSp{5fJM>^clXc5e9AGE8;CxKkP9e@0R?AV|1 zl|4eYy3E;Db_71WP9K{xiC};1_(~p!3%=$Yn^M`iAUlm1Bh_kM(%j2UFd1u7*Y{j} zVSWC>6Z7p!pT21~-W#`HgZ`SiT+_*Uy~-yqUe^j5c8=YN$phSDI&6VBV5zM8Kee_x zLSbvu$!_CnPP|M86N>%&irMTtY`x&};)yJ^uxZO)#5d83J@#ER_VWk3cE;tTp9T@y zk*70=rF%%xoBXcMTw>5uh3wLjKE$5`wiQ3R54%N&pYiUB#ns1*WRd*X$()-q6zAWh zjvXrZO}8U&QWG^fMPM?H+iFe z$zYFv0J~G2;RmYTLBfx`dOdnwIiDDi-rXyJy)UTr{@b_(+ksO)?e{yQ^1r#|@n3Xa zq1V-h#b+O?_D-rCD4#CDHASOX9{h?__UeR|UKvoE%LP6kE#`xmvIYvnXOZpvH8Ivj>7&n~w2HKf74dduGNP3?(` zkcPS-k#J7C-fnkG#PZhK-m&4gElv4`4Cq~(-k)pvyPD;57yZ6Im+&NdCdB-CS?OI^ z$v+I;J<8<0C>rDC(> z>l%n5?9zJM8$GS-P?h!)Bx&(MLt0NG5h%xh^N&aNtB>)CK}QsL#T$KZFl){*$A#Je zVC90RwAQ=qv0Rr6&5aX1-d`B&4%w|+a<#!;hAhagUGAPc!KG~zIQ#h1YFpjQ&4ID3 zy`?JT2|v%*?Xob!C9k&D_xUNxEsGr+_<>dK4un5zwULbxRWCT5ScDqts4TV~M8lWY z!7feR1GySSym8`n|q#uvL!lqsB}79*iJcz-8-h107%!KRP5mczf>0cvBL<~ONL zgy3^BzX$9x%I9jOi?m01GIC~@YzyfjoT1Whu)lQ&LH^M$2EBy3w4VC9N!12PsrpR( zdk&IN4LZ#1T<0{{n`y5J%<{g;{Jo{dX+SR|D(H>2_veEaZql@nOR>hVxBW-ad2J~Q z1yS@{FlVBo0tOT@iwVg=1yoRi?f*~BYTmj0i+%$?K%caJ>gnc`Du4Z zDJUc~!IT6qYwTqG=7pyV=i`C=T7F--y1pw32X0+h7RK(nK2`*2Z3a|O97kTaqCLuE zoH%g?g<`7dR(6fz^sT`}{yG(f)VTaz|H5|GTe!|mP%BK=2v|tSnO<>vbe;4FLG* zM`1e9Cf?{;__hzFfYCb`h&Es>htf9yr?Ioy;H)&j#dw`r-wf)DheyMGVhVQB&UTov zf-R8~x^y+;iBU)+0Z9sJk!JJU2cL--MyFe3bK2Tn8PaI%NRX5S=1iG`+{ zq$!B#QP=aVcJ#Sf)cXR7Cbs^5%{%@p*NmqNJ})|$rhh`>y&t;XodvN=Wu=&&)CPaH zf-E=Nt%oj9!fCZ`PzERo%lj35-PBI4#3FT;;p1Gz8hoHa9G(Z+SWxmwA{BtDho*NB zTOV)q-+a2=mRs8{-K+%Xg{`O4M$qYz)~Is7`eT0dB?BneE(GSpf1#^d45zgQ7lR9~ z5W!WIR{Rh`#{2J{;uWS6M_r8(ozypeKvn!UKR-Bmb|>3KgB7z{INLO3?@X@G4|>yg zmJ|azDQW4SuzXz(IIgM;pw3i#9;9`uwbeT0q>7t<8nJHU{I@B0PS;#g(CeVG3ON~Z z&$%}CPHVf(cKkTF^_hHM92zoA>Pn`6STFSm-o^T3t@PF5zy_)Htw#1`_0OL70%Y&Z zD)T*dy?r}VXLd?nH^0An=(4h{q5!6u0*$e$gJzdr2v~Lq%wSsx>XFqtKYI%zu}=BL za7XX2l<}apjd#7{MN~7F!yYg=SEV%w=l;qd8WWYOIkJrCV@NX1i=cG2z)0jmZKz z^AZn9{-Oe&pY@B;baL$}*4WJ*IDF}#h+lgM%_o~{%=XXegq+P*o6LFQ(z>m_nvWx^ z%Fg<-#g`-RI}1D7PI}|kLo2nz5Z+C(eZP-e;4<+LL?ywe-VyFt9g+at%lB|g5HqDh zZ_`Q9eJV(>SyoEv^kuJN;68j$RHHwf_x+aYGVAdzoRIzy)U&++u&Xi7?{jM!YC>Nz zwt}~svfgQ}&$bsDj|8kUs+LYX@O9iir6Sm|)AU>2L)$yDtx3!9m@W_|S@Z)JX;pkn zA8MkO+eq_OGY1qnutJ~-gI<#4JU^6jxdFHK5B=h8n6u0ao4!7FcaRQ_>-NlN4#^V) z-z$fWSoTyK*E6IoA4-0@dWQpGggrdpmGH@^(u(m&N8=F&@8My)c*Zrpek|3eNu^s> z{Ff%QlDmK@@AhB?jK*&+d(cC6Hlgo&10`e~*Ent5?q2b7;(`WPpa$6M{#zVbd*WDe zWpNnnuh}qR_S>>P84`-tUgle%u^_D1fberhn}4DBl~8INZA|cix<=tq+`8|1DvVkF$Y4u5E_IOu|jz;T=kj*w?wdsV} zO1wTI45x~$we%je6~)eRx%fxFBP7skNCu@won)k88(ugSyPo)rPqylQ-vT-F*i= zWYnc8!1Se8VU3!?v4?T-OgwG;iu2U=JZNqa+sGbhObl-$9os~u&Tj&UXsm+i$$Y)4E~=6J~FaA{Ta2=u~{f zdE4Pt-+QoQQMzDqYu2hju^*{<>GGLWe{&owe2ZU(FDSsLSHv)6k~r{iW;iST6^D0` zwBsb7ybi@xL{@R<+m(-oeC`T;FKnFpZ`7-=Xi9+Af>(&m04f;^jOh3@4eBwb?xXUID`WDd4)U)g>b>?{p&JoAZ1*3 z+uXU8q5P=GRQl}J%YGXr^*&4+QNOUyKX8}w7N2?0p*S?T^ncN4gWYyMISNZ@uiPtC ziP?p2;Tun|xw71PSo^G2Y072m!G_-m@P^YbIWGWS)!7G+X|*vV&X02GReV0okvB6h zvy1ho&Dm!ipa^Nd6z$#UoHXr;-)sWC=+qrglFnNzkLCMX1xoO<#o5-rcAA8;ZDaPy zhc6uSyK4G3zQ4tR{=Dm5`evz*@~FUBUIj!1{9;o6Ci; zu}7Ch8J}+U5V_gNL#NBm)=TE3L9X2|`~fwR9EjBBUW_oH(;;c2tr|rzKmcy{q1<8X zaX2r2FZBH?qL2T+ktb&8@OfU3=$oew+T^kEg>6~(++k4kG$->9FO7FKouan&-SYrT z-PU7|5{7DMy;^+6VJV$5zV~r%p}f7+KLNOE{n(pM3N+KQF9q+2Pag5*MWm{JJt<`{ za-mwiJ-RCyleK93`g4}=71VDF^vJ8EA2x+6p1I?;jR2@}bZG>kcjFW7A_SgPs4jyl z?AETZplyOQL*pgrPAl`9q~)mxM<~55E-~^Lj(Mo(N%l@-CQKdM&Tm5?XClV14K9eKn<465 z9T%-h_e37MQ8+ORPwy{yPwZ8F;nik;`KzHAqjbk{5wCQcwo`s;f2|JyS<4W*{}zTQ zQ8D+8-yL7rzB8>_5i5$<=70+KUy4p=tqA(|9Oi+Ty`8O zyrbm`+UCSrA%9!%z8_{jG8|9E(mKCwS&)VO=(~qeF87urO)oJQml|*F(*0cOrrxO7 z`k28KHWqgx-q^x7SnMl=vO9nU!-QsxOTr7X6^>!Aj-Q@4_6a+-<=R9R<-7!AX4tc) zle-3j(8fKQ6D z5Yk9}nqCYlU>?`Lo9*W`>R5+1zd)gb)@YGm`ux{ivs@2aL22)teLx9Eh8a@rSGWi8 zxJC|;b~;jz?fmTr0}$8s>PWJv2_NQrF%!r9ZJAT&3Y^U_w2;irc6;&9cS!`KJMZ-H z_RZUB3WIg%?-ZpX=)l~DJI*QRQhc9P%i?-Iz{z2*qu8CpW0#$_b-Lb7$7>7exA}au zF-NB~hv)9XFzH_VMZbM2wc^R)pvURRd}9Mh(9hcSO09z*zoa`43of6owDqjLLLnti z0Ka|N=%#YuP^}j2dfQj6FWmCJwzzk)RmPJ7Q|E@4mqs{aD$!~R^B$W z?4B#yeYlT5^wVM`xr=QN)Z9_7!012NHJ-p`sx?ix=Z?1{_qrTFjOs;mHFf^Ai z{)eedyhfVGSt|U#>;0t*Xgbe z2gcuot~`Gz1{?Lybw#Mj@W|y?e0R!X6gzg-shf(o54O1Y*A75k+PzwBF4q?w@8H;v zoKnnk#c%Kk+xyaVBQMqt3DgJt*(yd|!-FHsIFj>jej9F-@?_Ji1d4AGX00*#6~CKt z((d`CGNiK6{G~Y_3Yu?q&$ECU(yy7Wf1p+*^ftS8t{#|+G)FXgrP|WD_uCDuOC{K? z!Fj!TI-Kv~k+IVu<|z+4M-Z4Df3?{t^5%ae^*W7jmqgS2JM`ilckdC|UnPNn+V=?( z#eVgJOG=16t;^=uX;Af@y*r*-YpWzPOTJ})40on;^+H4#GfdcRdbReG4_xX(&~nTO zj-YoBeb^vCNjLPe4AZy|FN`i$Ff?x_Gr{nYT9@X$MyQlro!lsAUWYPSGngn(dm zbOX;F(J~(d(Kc3b!T%c{v;)eF{1|dp@{+aiW=B97Z3YfCG>vv+XZsFy)OC5OpzAvR@R`0P4E;vKfHu z`F*f|*X^jbZP7pbXgvSE(tEwht8B~eVmJM>>eVZi?~{<$aK@XcIpDmM^A_Yl$E|tH z6h@y%qkpGW4vQZe@A@xJ|4Y-lVth8G$sesuMu79rx|H12i1NJ~e~jLOqa&r2Ru@vY zGEuvC<2{nCqxbxZO{@H z_2t7>n8X!YMeRF%wb_~*1<6hzm9lf+ui9i!_F1cRcVW`pa-LfV-mt>eKd07DMMmi% z?=G3yecx1hO3cexl%CnrQSI}MZPQUduBvk& zv#y4DfBRPiB&JerE3TdU)`OBeX*!LxQa7!?cOk+JaIRhp`v{T4@;p91o zXpB+9{xrQVgmcdX%gnImfI60@W)Lz`gx7S+|26ia^3kKQ{sH-N`09+uv#lnaM7CIq zAAjuYHRUv$b(KEAi4MlT#I5y=UUMF{ZRbA1x;*c3)BDH6$TB=bmy1z!+^6(tx+Y`p z8~Za}HqA>N^-OU{hJ(@XjIGy*43;lVYH$+Vyi=&ZRp;yu;LVcN&G0y2@1RDXGh z_UtrRr9>sz&~O@RjNj$0b)Oo{zC+PR*uB7E^7_u-X7`4^(-z3>$N#>$?_)jD`nzWV zZ%qp}z1p+5aC$g#DUJ4(wjhDI>1iO!{(G4U)bt6rXYPb~{qa_nfetq#n&u-r;q|lm zQeD563+s>Qw{sTo3cOm)nFr^lRav?MZy^N7{Rb>4Qz=TPPHTPh2sbM^A&nXf*yPA3 zEp-hvH7An;%I%-YM$m%+O7D`ZdF((PzNtWUQ$>Ou&>gQ2G((Fg`*UAMgSfj%W?f%I zyD_>8_hmaArC8upS{PiOgDUO-5y35@Ag14#XyY;Zc!t9QI~|8k3iQQ7`+{;{x= zHi#gB&Df*CBuVRwV}rqIr=r9wX7f5^V&A9yed6zlzy z3$dQ*APLEoK-R-XFXH5KTq_3>fiB>Y+q@hxVKX}LgZ^>3gNZ?TJq6ERpX(MO?l~ zy?cgf5}2JTMcBN})*mF9&$H=Tk959b4~OuNSuKi-b+4gxI_af*b(XikLHMm#q90fG zz@0bC%=<;O{ptZw%@(dVdJJ6~*2nYuZgg{YmTPS{d)a~~ zcUoY)<&%ba&(D+13CNnF2G3nc&j1n6WOLnDBuP4BOh}b3N(2)(VUbbg--TGjm|*%h z5o~+T-^-uq)`O9XPXtB6rdN0qbkJye&)JkBL@TD)fCj>9!~ zQCVBeRk2uY2S^sin%wWbx-dMNVB>Uam}Lst_aM{UPRenbdy(nhR8#lVq0#Bo(TWxO zf>#@udZ_SFyWTTn5uuvitTZ>E5uB$Mz0qNEPFGOgRBD2!$&TSBz4znFO7|`o@}vHf z{nl66U{`@HF$^GGk;<`&O(5uxeL)@g{F>3}Bs+B0Y~iusyb;-XEaqkd1FZS8c-H0oShAvA@)`}5 zb$<+rpRDi~GEqbW^Pe&!Imkr zbjn@YFZu893ZIr)ST&!h%e&Qn*7!`C?X7q6ANoQ;(D?)-26_Ip^z|29jbqE#O5{>; zt5`y#-JEx+g$luGmF=2_M`*C9UhU8lAA3Qafl6c2{BfuwJhI~M`FBT}mi-EpYE*X? z`im7rb^yDJ4K`vY-NPnLJa+S!#GT;Ttf{$oXRoW0IXHLm*d(Y-hU+5+aN_*2 zz16{xv{Fi)C7A|?fGz)#d!53~vReTmFfN<@pJ^Z`{s{ZzyZ)9Sy2TYqWI&7BIQe@K z@4^Bw?`U2XsK)#$PB(@6t5snWW6C_dH&O`^QN4qEXxaFJKtvN710}^=66hEZ*vZ;z zB7{<&&PPaBxlKej`-ywT5T<9()v-nLS9>&{`QZIF@o%H`v7UPz>y3R>z~gP>@_jm+ z?{Ip&f7>@8w5tP{mK2yaIMPhQ>HO!e)0h6_Bvb3$;I!1b(fNo`JEC8`jM8)Mb{lLj zEp)N?o=4moM=pgImd880`epxP{-{C4Thf5qa%l3Gf@|W`ZWupaI;2|ompK$A)e{IHL{N9N3!tzg-@Li_7 z?Aa11S)$MY3XlP84wz zHl0qLC0DK1J6HZaD!B=HUCvB1r%e4g|2s@}*qw)>R&TTAV`co!64KmM${)2{Ce~)A z7|&piYkRd6oY+cg>A|Imn336HNEi zrNSug=rH=&^kAaf{a*$tB|A4@sIT|6*6rm|8bhwA#U%A9*iZ|3>}$qMrIKG<9|zyo8?j z<$htjf6MzhZ02(xTp#irtG`DNksk1`>pSBrUIJv2U(Y>mbzMZQJ0fV7hNUxk9%QffKv z!^3v>K0$`dY4$)w)@io7i^t^w8|ra;sum!gl8undX{)uzbwhcv&&IEi96KR>V%c=` zUY-ln&Klc5RkvVXn-Gk%yX^(AEbqTXoA6+Am@B-2CClUMb*HU?#y;Y6-Z_1~Tu z)znY@Rcb;d==VeDJWX%QEPFMsR(FW9yq!OkyQ8&g)W$%Nz9ieBeC^^G>>YBIeyX2d zd#P@Um1uug$-@R}^^GOCk=VI4Nm`943%Pu032Z3lIPvb)LOIRnky+0ee{LG@Pc>-+ z01m{^D~Z5#bLQ8jw%@haawfR?z4Q}lu%Jj`+$bFUb?JbPJJ8`DSBAl-I`EggZHolR zIWFZ^V%>-Kf$uKJnO45q~4k%m23!Tu;H21ZNA5e5;3At1I5F$L5$#Ow=x; zJ}SNIKs8eV@V=5(QmZ}XdO2vgT{HS4vS)%%_4&bR&8l@EHW_VDXKmElN;KMq#8ZSx z;BvJ-J(y*c5jGqf{*7D=w%}A#*W%(EV!hj}I_Z-FAjl@aUpp~9(}|53Hs!y zajy8;?Ldcj#sB)}_x-cRU=$I+|0Kkz2hz7lJ)wBSIBIek2}mKW>V<%q0Yh|Za!zLqh15i23U4QV?J{P7{j zU2@t3R$|vzYv=D?L+9HZzK`|q=KHTN~(?^Lt*NH+-FyYz1H8P5BXzype zmCMRE>lfl^Y5l1d-|-?u+`n~FizYzZ%0C9pT5l40)(LiAWb@R=!nIC5|A1x2@3S4- zjuBM<3%0}xqm;gRYb-w51IwMQ_9l964LBdqp6ni36c+E_$Q>27F-RMW{@6nUfNJ-Zv5%Bw*UI}Xy8B15AVuzS|8WObXJpOMY_)5=n1CcW=hE%~JxLC;fYjuzO?G>&486 z^&kMV3be^>8;RND_jj55`PY}%#M;LDMSQP z5pC@U#imX3lc#mXc!|N)#kN%K{!MXlaQ$%f6E?!1m-A7i=?^q0BlEk1q1L%BeO6TQ z+#S!)-eiTHjpM3}=*oQ30S48N|HB)<{&~~$*VcF?=pCoG3lXFEtryup<2D|<>_w|`IT4swkNg^w!aA{ zXzdP+!RIYXmc3(@sjn8Z>NZ>Tr`V!&-JW*FdGit55bww%ap4o>yO%e@*GV)d68+M) z^LWz2narE7{9ms>QkMHoPa7%K+<>Y(IjOC{`|7({UiRWa>741)5<@!)S2)-6;~tQ- ze%Fe-SkZfaPV>6!s22$6 zw2!kw|AeZ)pR%SEtY>XjRx+Fh1L=nM>YYK+@_Iq_<9>WyGnIES)v?fjDT#SrP+FEe^(8~eLvh;VDTS@Lv2q{FnzTTVpa#j3jK=vfnmH99L z5b?St&7y^b0sJoetT<0{O-K{XCw4qXo;yxNsmFMy;>Fx5%??`SMufG+M>m7sf zk$jB@p7jOS__thSOTOf|B?D~SN4B!71U<~boj=^v5c@qm=D%bXEw(gF+~NkZYnPtK zhjJ@re9=_u9_)3l3NwN3ra_lVA8@r<`$iG1_0eosUirae?4ONx$8D$dpPl?lQ~lIR z^IfG>T@5FdOxAmwh&+;W_p{gqUr-S0=)6pD`@3B0<;%CtGEEfR={`8z`=R&JmXoFJ zMnmfzhdukes0&v`9uL+?m#zutfbFUhTW>wDA86`lJ&hUa)i*Z1H6ow;x|J1rO$R9c zOe?RbJFXvw)&usMC!4+wyun~qF8GO1ccaI5Q3^1iKdlvPF=CJyj!#2C3$@-EtT_wG zs&(7;<=v%(zq?@F7@Iir6v>IuH5M}I%*0e|)}xD(o*tn3TA#no)`|E*fA43n2Pf-m z=@>Z0`)~LXZPv9-3B8i9d$sZmdwuG!Hsv~YZt^&G@=;Fy?4uC{6(5hFYgM*8aoe<0 zc<;XAvb%VX(R14JA3?4*cPT%?CfSDb3p0AtSx<(5`kaoo@4qz4oa=NS@WW&G_@%8` zck26#L*T7zqszBzbNp#>>lojDOZPFrfl1V1w0RMoVzPsPqrM{IPNa2{)-jxug8c0+ z`t-Z|oHH0+UGq3zJPez|=*Dv6Rr$So;1`4JJ=>Z%!m8G})?OdphChB5{8`z!+Szss zYm57W_}vG>nSrkSDW-)XbTQ8i@u$h<=$vM4h%^-FW43-n@*M#B7wovG&&PkoSMt1P z?h{v0G?*M#ta+_A7IAv14wvBzyrF-C_ar?k)lN75em0}6oIL9D;3>=jxRnF4L)sJP z$w^utY79tVg3l}I4aNy?E_JP_KArkX-QhmLMDSqpVcbKyzYWWuKTEbX>pNl*i+BNS zM$#v_ypGEPzmmgvHn~V6bK8+KIaD3pRzodFe$T$l>Y)z`sYq605f z@LWEuPFcGBS1kj_PuLw4`ZUt0YLSQDiO-~7c^a-B?PUyC;T0?b8^;Uqpa@kLN%dMh zQC2Xolk&!w_oR0l?5XM$Zoiw(Ag31q-mnq5jyj!`sbBcY=QXMCctAf@w^{ElVUzPN zenv|uuf3rt{0Du*?&thvJjAuC)tzPz50BY$cbfS7@l4tk8k@jpMxZQNdH_<0on*;{ z^w5OJhxLb)8Cm3?$4H>&B@pbJF7N6@SzPd!U}!8bB(im&fhgbMW| zNL!Wlf|L;(e2csClNc0x`W;K3)tFluqjGrNowqSLf7{(%^Y(39=_S#dl((r}IM?Dw zz0p`55zv|M<~lXIfQmcGW%oocI2Q6h{0Uvn!po@8-&UJLa(q%?DxY|K>>X1>UxQ7# z5ucHocep0$&8xGf$9M`CtaY;WevHj9y@TmH@m^LMJI)SGJwP?rycSRe@>1H$Nzn`{$qmL2$rCJ1u>7ylwXDjdBVny=iNS0Lyc6-7c=f3!a@aewD3-*0q z9^)@*z6$Cc_+7KA?H3Dt!ycm5T9=9rv!Q+4p9a7Kp{-I2uwjR*`C6g16$eSS!E2&e zK2odpPJ;b+fq8j(cK+Cs?6}O=3zu3OkCizmLZy1YM!p|oP(w<$Vx6Bh4b(z6;N9XxiZhs z**O>%2lKnq&Bdn${P`()m^wW|whQG}{}s=_ zIj$>=)!segzPa6Zk~(pab5GZ;d@ca2D(Kt^RO#=axUX)Vx7}n0r;TKA+OH%1uCJym zeq%E3o>x#>XLoD?+S76QaCuK{-C?S!U#gEn=Fm$1z;*oL8}FXE^fZKcZ<cYB6$i%*O2NV@wEJhx`qCXus`BQw6z-yhqXGjzslV~ z$TK-ofJUjuBu+-ZZS#3t4ce^$*dB6+ZN?TzDq;mDw(VPa_qom_Vd+$r*nSXp@QwKE zHQuXDq~}z@iqk5XR8gBj89i7b-C-jt$^JC!nea2M@V`DxP+bJc4`_;;>XXa2fWfaw zujvkPSbA(loC~e%=ZLdo?5)3}8?l&hYe?B1$CwgAFo?rgY<{b?KAEWG&YJ2tR{p~f)c7awj%5^?YaYWt(`2lWD54-(@9#~7r ze27XS+yyp;{Wx0}j{$&0>(1#@Ten;$%+xC^5f!9PG{_XY``u;whM=*PS=_FGOx~tG zh8G%0rXqRZo5d+jGsjlJGbc7#N|2&mEj!!!cl)dy@jJX!$wt1h;2%JE?*j|<)wG~( zS`3TkXfwL>%jJCsp>AC;A^?j8_1?#`@@Jt|ZCB8dnX;$6i!*i#uU$@<8D_iR9gU)j zrLF3WRR837?1qFx%e!Be^yfTMLj8{bMohi!VDO08>-RpWj^~3OH+UKay)YRsJ@tz+ zu~gW!XCTfrufMdo_^j2d=!tA3rubupbmVi!D<#UQR^Mp12f=~dA@2c+z;i|z6uw`I zWzmtA^z1g$zK#5kfHYQu`w-rg%-oz$CJwbW^JkOT}bfAaRgUPE(Z283{PM zRZr1+w7xa74LAc@Ew9(MrtQJUZbP&R9iKKAex}>QM`&dqm~t_LO9P4KbL=}L7RG8B zFzwpK#E#>ZQS*1zdz-oCNS*i|j!PNWnp6W}r_@qtkNW?CdYk^J4|Ng*h!E`z&tv@( z^Re04^E^9Pp&iMMV1VSSxH%X&>8PhO&*Z8UK~v@l)0fV)lkhR5dQq{n!D?FWZ{x=c z&%Ml7fQ#)NJ1t||<tR>G&v)Wo$SJu&}L6IM94kX3Oe{!yMf6&vM9}WSR>nT#6$?tPwdAh;g z*HdS_%n5i^0m}j)-S@NFSNaF>(-lS6KhuW17wUhqDviI%zEkbYvSk8p+YQ5 z47RBzto|)_-tojs8|IxvU8p)gSc3Ekq>k81^%ak>K_b|J^YzIuDihfVs2ZM&z zL89ZeqHV3P7I|mha-Xdm|BUfqmmQhj2AUq#ks5n9czis{@IG|)_LQ0zMlz=-s!!3K z7|^$B)GZI%mDZy*ZbWO8?Cjwq`~GJ8ph18QGVJFXggXoLZazOCsHr$=cFaL@dYmkc zeWK+s>{T8s798eN0EE6<4YF%JuA@>B<~N-;3dlh3;g zXO)ij$SUA5rWPExyUVVu60Y(1m5p>(s_oq$J&MPjW;D4BaF=N|DR4@;a6IpFdB9|c ze3d^^wf20yc`@t#=)fV1jhr&)*31^~=P=e$~BOS9)jlx3|4e%VRA{)R$V>H!shHKlXO(6lzFr@u}`8 z)wT4tx~wL}%W?7gA4@h&_~P{rf!~r2pjX)dnbqY*oTdY zbIV^PGPT=hj$l$?#KEkSyG~((_YeZ28|6{m$f%~dm<^-X{{4jH zE_ORMIZFQ`N3%))vWF@a1AJCCD2*h9f_3 z?VFYHVheBZf;t51mP737xh0e^+{%F^c1KZG)|_&BH|7bH-IQ1!+`-81gS6beKSOW5 zPnK=1^X+Amau0c@pk&AWKF;LhuO_ayp9Y8yV`3fU`PE-zB=kZ!+a&dU<;Tl%xCLLAW_J||20S294_2HLh ze5=m|$r{;ryT8?b^e&ec=UE||N87`I{2SDXN`BtDOGzwPSEksEh)7^=+A`J8-_gP1 zU_@HrN30g&tKVj*^t!t~;@aagHkfSW-qv|ONsQY&71c+K+O|hkLD6tq5Pi9QIlLQ1 zFE(9EF{ddFaPwszJEv-4a;kDmhWp-FrJz1v{Z{VYot1`1y_~19*ol0(A`V1~o zXbuY~_~f8m8G=%y)h~_z(4eaM69Tq4_Hx8WOj!TnSk{B#G4ZK6Me&dS@nScjx4Xii zPZu@=VmoV<{lnw_D7U4vTV)sbaIECqLgq=^@y|%kZ4;MZ;&y_lr418UnShI&@dx zMn7duReT|uIVZU_vRyZjlRp3*kZ-nYx3;Cj^8n9Y!9MuCSMD^Lh^iI}xe6zzu6t`u zW~~X%|GxLrb|n};yd0y|AcA?!{hfmTgJr9Y7xwA__*{XeU6&K z2GmzV&@4m1pTDF5njCSqsmYJa7IoGZ88wDnx3i~#1GyWOX_0?DuSg@xm%klXdw;vq z$}SC?gpytGur;pEJyl!7f@eM(Hrs!j3Uu}@;`xIe(}4e!%p?yj{lPH*P%fj>%CDhd zo~jhl?o8)BSwF^Z)2hLjJ3lm~)e+LW&d_XjBt!3aheLYworKu?=Pv;QtzhpFb1I z7(=|(rikYob;9xKm#AUAy&O~;+={q5onlRuQfHxWs`DiFB!SG0<6Dnt%havxrn$jz z_4TNFFt&wrKQ@Z&Y0_R;RVZCoZ2q zo>33KncB$h-}g#Ge-oB=>@8#KzD}kPE?gA2pwQNb^y6lJ&x?(KHU6yPS6ejOmrbow z<3nF43j+v#kt~=t>x9?rb)JsbFMT0S6}^T5pmg_*R9$6RRRwX{p*%DCoB)gdI6?+1 z5&a~8bxzw6{G&Li<#JuK44E|G=Z*%$)6X^tY;`1%94xoet5UZXX~ZOU{SCSmSN$}S z`mWoL8=MPJAj7_Il4#$@lpa|!`)8sS6xw=gq7nr7AIS?1Sd2u(%k)U%X@?~o|NgFK* zVOs>WdrPzLj%bKGV(O))C*yWq1*9#|wPPomwQxg%gUr zNYQ>&1SaYO)VKvustS6XAFJesP5**Rds6<~`HX(l3jFxkG>!Bdz8Aw^<-|qo_isn9 z-$a{=^V&8 z-XFR-m+o%u8j4kO5Gw^p{bTjAdIB?@)?SETsh&6x6S!h9oQ`5RrUKW+m4l%~_X?vW z&S2Aep}ww0h8(ja)TPYASn_LEd1_ah_@Vw2Q_xYXf+u$H0URpVlg44J4jRm6&X!GY zJY{ebFMoX)aHbC2L+hpab^6wik7lpOVU6-Qu<(z_4g1>q;{gb$3X}}jMW7W9kubL@v@|D(r&V*Dv z{|!2m?690MEfg*V8F*&1rTX(jDlUbKm-so=PB6LqCPs{x8?5vC)dqFc-*+&#Q+20#^v9FF);JLe%=@@p9)mtnOFBX^&jQe z@F>sP>w$;NQ#hO?1(lOu^CqRM)aVaT*QMU4V2$D(5YRb{1W3`jE-{79ZSMk70M-lq z3mSfq+EuS7{q=V)WCt|sBy2d^qQL7)+Z$liwez(P)1WgW09Co{@eI zRHti(iH*nMS`?Z`Inc5dHo@(WredGu^^-O&o?ifrOD@@W3YNvjRmi;-mGEL}%m%*+ z{>?{lA@^3Q?QL(~czxqv@9cL9;ihjqX>9Y2?=(_eF=*ZmoWH=~o51Y;fgOIkcswWLbgzyAHBrs|`MxJdryG=R!BWetbM! zH&umM&lU@`l_pw!P`8^ixb+s1`@u_3)@)sR%JQK>W@4IY^RB0%; zPY!jlfDJLcQPp#+40Qjwx+`lx+kW(Rh39ssF~i{Zjeb2~g^1VQ`>+q}Nsi(4**N=l z%$6CV#75cYHub(#hOVdvhrm8wQ;=e}>YasMt26at=F8OdCfte2zAUWVzqtF0Tp=OH z^kKA!D?eIvv>|BS>4l^0#jgJSOxxUN`xDPgyTzssbpGrqR)=#Bw=C^#vRFnqNF;Jw zmai&g5t+_EC1#T1e$P6!j*Fh6d=IS+(d!kGVMWO0N)6JTGQ2QEGcDh1!!7l8f5!Er z#iYf1p=c7;h5xiy2Py;Ai*$FUY&nlUkeDHcd$RwF*&3^^?33C8+g*ZjkJ;f}Q|eQTDO*)Mwx9tXwT6hrgj}nVD>^a+*#Ph@uxwhp$3fv();H^Tu9H{Y9n|Y^nwrHPb zHkLUTMO^+dD<{pUaQw%mXJQO}^-p#oAc4LA!&hyjrHd7#f-vplHtfm_b`+t~(j(QZ zzo^iSIYw@_Yxyy3*6YJnPNF4ZcdB>c54a{v(_vp>?X{SwsB)_fp1N!yi=`&_2P5#tnCfpApXpTRAnW0ie%NHgXt|K=d$<{VxHIw zx^|DOpqkNE*&Aj!{u~zXYcK5|s(6;AQ%9m;n?k+*o`v#hzKj&9Hhg7yEWbW?!h$*1 zBuFi?=4dy$cP4cySpg){rvUkxZ6D&U5l~E*^<33idA-in(Cy!Hm&~T7LL3WXb3Ih| zGCsIRL19yzJ?HqN2X%mqXA8@1PIJXMJ#_k)vksT8Vz-fu3kN2LRJ4IR3S&eOXTjn32d-@%!t|X@k$b+ikqp(MiQP zxLs!ILqBJqn&i9l{t(@2x#}nVN1d=LI<#WsgTD0twp$lI+TnHl&^L2SeEiviB6j2< zJVqbQ;x+lSzz;^H-TU5T{`kS9r_5%0&hl$E>O@z=HsCE)%feWB8mj#~BG=scHn{I| z__X=%RyN79!@;Xz*8*+2zO0{WaV0+qhzrq;H^1uh=qsoFJx6TSZ7Xw5x0x}czq6wr z)IHooFQrKvI`f0Sy4D&N=#9C?8=z1;W3H8aCj-gg2{Z zb)0QE=!ZK(O}r<5*)I{5g}ny1Nn<~iCanX?vWuY8er3=fJOJ&0?B&UiWiNsr#A5p4 z!vfI*)EC+t+$j}U5ZJ#Shs6l{#5pxQ1r5>p#*^LlO)I|W%`4vSZ@v&V%Ogq@-h3;} z3xb%-O?gh#J;}AUg~(zbR%k49lZy5;XmFtfBtH-9Po+&mIENp&Z6sH;Odgrz4c#V@ z)}V~n?7v%5--Fttj0WE`r09VQxz#+5N)T36WailRe`;B7rV#X~w=oQ=6(TZ+MG z6WX|d+Iyoulu|66?oMJ3Z4TBu6!GWWqo4qA;^W5ckJ0THt%I1Ip`6*%O@?mnx{K^K zkL)5up;gQ7SF#3r?!8*Laa(rh`ow+icF8X(Kok{rPVW^bokqP4;H4#D$1K9hd4A-P z!CXo_cGLuK<9Fl@R@eu5_3dnVnPWO5s(K{Srs1n*6P zTDDwoPS-}I+j!5U$8LEc`qC2ByBoQ}=FK0s8PghXNJa1rNS7A?zI<;x3qTC@9gKc` z1%POk*u%qXK3negc~v0pJ5XDV@TWQ;Amq3>bc+D2;>Z#Ih)Uh{?YUmWGjIfRqZ*-U z-N(Y$qZCu-WA)Ru;O*57fz0KTgalD|GnOldA z@U;{2MX=H74s7Ihc9?seeGK$oYv`$!2Ra;A4;PP02aT z+wyZ~@8H<4RM;CvTxx5Tz!0r6-cw{GrEill9`=k$UM+cceo~YDWF!>+&JMa7kCrms zcOQ*LY!gPiFMa|in z<#6{IO+o6#BiMjg=jSrs_&qt#v$g{_XoivO-8lJo-*PbjTr_UW!TDXRjl%c0AfWB( zyt*zBfBalqhW5~RnhzlG(WR<-Q}(2NI0Ulj>9umJ+FkI*1kYN><&9%h?IB`!(S4Mc zuiR+Q-Hi0ZVfAJEWC|0|!)(lcD`4x*${ z@!HGSUOH#WiDGLWb-~&V(mo<+A<4k^BvpI!mod2+Qd}G||Q31Ix?B*-1fwbUF zwE!IbD_OK)ggX>R{>U(I?}7w;zLl{%<7#WwRg@<+;1tj zUPkFlIk(9skL`=*bw!=~0ejTf>Quvn(rOphkRiPbq@(SX;f21kYNsezYCSl1fq^ub#7v3Sr zT6fHhLn4gmekx6(hvOVUp~pRhgO(5p9~GrDRFsx|O_Xj16vqy!KN^=F?H42(tG}yt zZw4EJc6H&;JaK%O?qvMH9l4tzp9?%BF#$C$jn_>CN>7crO1|~+ro34ksGJwD&1D1c zKBk{hzWFT5$!%~&&Lt!rHJ-ie(p+^syXXF@e5U@4!TzIv?iH%PU!Xmty&v){wKm6{ zIiO(<-98Wwo}*d%3l9`3R|@1d{;RxBbc;U#s4RRmJ`^-+N;!0MgvzcdY`^3LyUia_ zpIY}$4yPv}0BV+Pk3D@if0i+Yj(XNJ&wDz{q{_f2tA**zK*{r=>4LkFmtRvs+guRl zH3A$~RN4g9O1TKbSccB-?A=`>0}bhBQ`o+MgWBy|nYf0WUcI_Ep!3{0KI>ff3VD?l zGKAosG1$Vf9a?UO@GmaaYO_y=L|$wEb?2M{{c;Ygd=KUV-=sODG3D$$igKs#HN7=4 zwm@?JD7d9Fv6N8dM-H>&2po1-sRb3Zppx4{Y?m*sKVypA!Cn8}I6=~Ui60^-D}T9a z>!%>d7z_wIhI|T^_ILglINoJsceQ2X8HHc=<*9M>z zx=Y{a?0Ek4YV!RX%!xu*s4$wm4J#DJv8&elvAv8~E<@eY-C1FWxgN-GZoFuFJ+}`uB)V^#}d8o$vy1UFrJrp9eGt?OrC;i4QXjj9LQ{F#1 zN{4@bO8Q%ElLK{hR`B?9theLksryp4EU=j*nq}|)4fYAO;W@8$l*?uDMjzMH@m`ks zO)q!NM^=JD$B2YG0~3k_QVkw=nN&|VAadvbzDD{x*C^u7JfUWhn)0if7wI6r!nANw{n1p!b#Ybj=UNRr%j|Kg|K5dsN1ZpzlYR1cPfaiWYilE*SQHD~ z)16)%U*JOb{;RO_HT~z-8IvNWx&lkM*)DjuJ19~cAVxoPPsw)(I!OLls$bt7M3tMd z)GW0QKzo9<6)1M&WATuUeO?(HkN3`jm`n%M?0Nik+Mo9-f?gE+EP)e6(fSJjV=9wz zJTw2KcDs`7oD#XdgqP%1LV9JhhW`$^1S^lJ_sglb=I!Lo#6;`q#ByyL=X&LHbHDC1 zrs{x>qiT*Sgzn(@!*)>tqa}DOcDe5N-YnMc-r3z%+-Sy}Yp?6<^XVb!V(f3N(L~Vq zpgKQ}nW?tm|Iiq49ZA|VN8_;4f4QA6^^kQOYnH?jg6hfG)RW@3CF6g2YJ(a&L^{U` zTbd95uI17d;HB^-HD-6AKcNpTc$3F!VRAOi-=@Co^8;k(qon z_wVgOdFLpeH=XZ17j8fq=GnT~&=i9?b@>dT6H5}@G;CA(MgJolngP=0>IGE2=I39V zk5m5~hk(*bq>Wge+Ph_emWSmxAjgE2%w4xf;ihJ;cA3X@R2L{_88eA%;DH%TZ&4mz zqF8?1_QKAB*=P0}kOzjKVVm7tB^-r}-H$|Ndkp7G(Q}(!i}ra+O;i)&6vH$k%JH4$Gaczw>RrehCRmSI>OSp{6|~(yXA^6f zznFu`f?q;l?YzHS#w63oIBa(Uavf}SySLvF4q&D9L{)~*8h6`kjT!r-3aAG=+3KrQ z;J1P?K@w|yQkI1qaViRf2bC+!bwF!&&kEp5e>1G$jpqRGrmKl=yBk36cUVHA)MBW^ zE;8?x)C=S;u_=``ZH6w9!tl6xL1S~sK$zJ(!V3dcaE7p4K&8Idk^M##r zV(2ZqoJtmd=thlff9f~>#%7D9cc2tWmgg%A%|k_gm_Mt6uZ_`OIDI?ldFke+^Md2P z>B~u8IJqjL`R9sMdSdmLyqGG@7BPeo-1?F3tNo#6KcmX_md93=ef9j_r(|pSgN9Z8 znLfKknGuK#3+$N{^c7O;NzbT`I(# zQFY^xBkPx^AFoYB&}L)Tlv`tuo=Tv?(>8}*AAY?uS{gA8if7)x5f2RRZ_pR-CB58f zp}ya%yv$B_);Q+IX`z+3bER~5vDWA2t~rl(SXSkXPYyn{5r`5xea!IQ_1tHnqZLtW z%y(JExK`#lz2q>nuNuL%|#jtdP=(#Hm37D^v$*(!%j|K7&_+iQL(6P z&ERUslZSx*ZVhRNZsW8Y%eaf9#1BT~RBWqsb zjRh2B^n8Qry!r_y2Hh#A?KHSfA!>dv+@GvQ>NynoG8aO?wpVoXJ!_x~6nQ65N9*Mh z8HU4kXfmrUSvj&B>=xd<+pIEQO{rlo49uFf*bULgO1!o`zU+pht5HZl%Vi-NymtAM z^%(EUh&%TeYQM60oc4eWa<0S^Q3U?r+Rh`@~IH*$9HoKEk{?Tlca?B|t zJ$da~hkJeTnCrO|*_F9(-}iU7%aq)wyhJP^15WsiJ%*bf)~k%Pw+*2GOFyeI#+)uY zID!s1@WQ_OkE(`Uk&!4@>ppFswFJ$jNf9P@hsszVOaeh0CLdQ&>^1dD!w0l~k2lU$SgtG&9TzWmZd!EZI6^TFaVE$^3q$F^N8mnu4X=$qfc&h2DC)pj~fYbiHQ z!g^PqQ`3|1q_Y#=-`24tDt9MWx8Kh!gWXQr;3g%B6^x%vl+%=6y?go%P;Ykn=A|@% zK}e~G@;SVaEhYvG&)+q2IIrd`YCP?@9Ux1Y*V(mmr(ck1_3Gqhx7gZ#SB-qK~-G7!KuZQT93k*h3q z*XdL@V}8h<7z8tnZ;V6x{rQtO*Llu`g@foW#pO3&U3*n=w{`}@;_(x7(Iuny4!?OB z$GgUjL62YQ&UWf=th3l|vK9)OE0q2Ig@6ehg}V?uBM**a>-2G?CSx;LudW7kRCJzKR-D;V_fbLZ8(%=eB`aGl)g zxBQI~{Omb}!7voDTOzwfqTr;B8{KmH<)b3B{HPir+n_hmSLq`v`cDjsZ@p@_|D--d z|D0=VhX9nQdM)X>YF?J;6?MA7MtG&Q%g89v6(Vbvb_Gkwm2wyPo{#eV7_x_#!Yf>3 zgPNu>rxso)4l|+JylB9-!9SJ5B{(dS-=T1;8LqK=E{cgO*lKsZo0;#UG#H4<6O^h0 zt=Qy309KZ@d_L*p1LhQbUY#7&gK9}yqRJAzc~x4S3;F(ObuobR$0e*J!fl0I4&V(w zN$ujdH$k|_k&ihN2DPVKcb=zv_%CsN^LG%yo_?~koX4xwgQ&g!T)&AeplBXr(QC53 z?dyT`SAmFMd*i%^^GEq}YAUA0{Or>H8dRy|w^7`C`FQ;4Fj3knn{;`9Lw@M#&&R}I z*2bWZdgr1-##BV%T>hRgitnZY)qC>PGg}e6X=oiU6T1zZ*Fl$r-ZMn6zk&qj= zjSy^IYo6z)w-wvU=4XW%0SWRlKTI0Y{dcFL{HRWJ@GkRAVaW5+@G3qKX6+-dnHpE& zvkMW7_xDuFn}%+<68_t#H|4J~ zH$-eM|B+|;vN?CLH$G-SUi$tn;4(?h3FZ53E6wWP|GaXC*;S>A`t+9Ata4yO zj~ZCi>N+OWO7W~~{jO_k{EmJm-=KL39FRvHZ^QrsWkO_POtOvlDi!b+BT&&K&?AcFi@(A!W9_uY&ksz1L=~!^WU83WIhSKoU`&H11=cjK>y&^&JgU+yM9tCDFmB9++)MN#IB=S!vIBmz&k?Is>SD?z?VPo9KWmez6vx?g8W z20t!IXKB+n`Nrej)94n6>ip(tkl$2LvUkicgF#qKAYLO?uW*-ihAl5qPnGWKkqjAS zA#E`{Muuv-|F#8ThI!=Ub8EmeU+d+fp7UQ9v3V}57%#*l3+mp3!jC()N=x1x<;?Cl zCAxc9VDG8G+Z;y}-7TevDW^qE8c^qj(Q0e6ThqczfA{7{%sgUX>%@}iA1MgLPb3v- zXflSNlaJor$N70O6bGoRBiW zL&94p1^MkZ(a+EBq+Z0ou<@o8arxa>q?Z{twQq6Hyn4&+{+zS2EJkP0#6 z%`P2nbaFS!vpa8jOAx|~3YYvg3+fG}zmZ3InDq>m99+kSCQ4RV&RXLAc$CvfeN1!Q();67rDpV_fg?2yhBo>?u zno0+j@Q_27qT_keRC>p!NzKapcWctdEE>VjIlW3OuS03NOKzJ#pnz5k>xJP@ z&zLSm!!I~|>o$526%zpOOf6JCS+<4c>A06%zXu=c(h0DY+B330)`!4O+>Sr9eY96c z`P$@GK3w5uK^4#7#j91*SCuB%X7?)c8#^z4YDT>E)S%?t0xSa#!0>^40nAiSLL5wu|-$YJ$a8P*Ht{@YjlR!R_Q^wQbpbK74{fY@sC@fS`zrYr2XNYm0+?D>woKh@*S z(7Dz51pP=(8D3&{k=%lNKxAE!00#OscW2}KbMnW6Z2PpGq|LQ48$A8wYcHPDh>MnA zI8^P@-N+>P_R}TD+Yy{w*h%{qO|OV?%n;Rhl7t$XO;<3i^%PSDh z7WV*?T1{#f`;y(6Ht(}FiRP#@%Ge)=PKexpdGf;MV zp?Qn{Lf^rhJyqj!!?)6NvcaFcNP(0Dw(R!i^fuF4A(*=>6u-ao^&>f`i@oPjxQx$f zYqyO0-)EcDCRGbAm3iDeuMhf1M3 zIJAEE@Xrq}8;S4xgs>T&|H{yZ_4V8Sx-QYSb%zV;We#rGt9scq{-%sgwJCg;12}(` z7%VM+Sy$b@TeJO7$;VW(w#sIUwUxOnQ=Xfv(nF}*+o)_AeK2Ik{UwWQqr~cg_2mT) zvFpgo6VxK>(vo%=e=j`&7EZH;xd;#IHo#_PT7^_A&)?|LxZdk~&?`VKJSBkj1&Z#? zc2H`F;0(MMCg!mTJNfi+Vr=wY3MwWR9Z!a~AYO&mXNBWbPZe{sqtMunr~RNtt7G$c ztMt)dQ`*)xv~WlVgbF(N2fZ!kMmDiBD^gw?dC+}5@8&)Fu3c%ltj^Y7qIr58>m~`R zS|ARMMtir@#8LXu?PVmmElfdZKql@{)8hNjV)%X|(VQ)k%0YzH1K9r3$G$$9vav^u z0|ojoz2|fhX8oPVYnMLxqv{(&MZ&P|X^8O$AHy6_PY~oM2M%8?w72Wg*m&!@ey>j^ zaicAhu$`Fhey5-S^R8C!HAeod6wu`(!7hMRrjk(|c_l%pKh7SudBVo0Qv`A!bL(v2 z*umP?I_n;Oi{29V`hecmo>fO<^4ys&lq7nbuY8Q6HP~^TF4F9RKEz2;;N3SJ{O__c zHP$s3*8V`UE71v` zn%jH1c78%MuCwF@gLV5Z0FJVCA0C(61<;k36chfbf9Iy!T=B*ioQscZHz#(ujFes; zmye%UGp8uzQIM52ojYZ}S06BB%QF?+KIaq0*Gs3%wP4K?{UFeP*ht1E>G;!n{y&jl zo3F#RRws>WGATO8Nok1fRKlXHbb?*}W;293+`q7jFwO(nd!amgsxF`U9|G48{(bW) zVzAkiU4PTYA<_Fd9;*N(UbeB^rzH3UOan?IoNvDgjNY_QUU1E){qdE#o=TF6rS&Js z!iKZ&CPF6tjj%1h?-=A;kh!w7_ds?5BkA5y@9AtcE94+PW4#&>Mv)84s@ZQ@UFBgh z((4bnWjcXo%YN_vM1EdXlIu_lk%!T2T=QSwTd=%LN~<|UT`Ilt<*eW!SUU`IiDCDmQIi(Aax*HE11qkBT|M%+csFdd$@;F-;)E zxL#&jIY&NMf6BPD*$y92b^lX&q@9f9tDK_l5(QtMhxmxuzZCE4_nTej&3&)Ms0&@0 zMuifDre6?Px?I@`{h3w^?&s1{_GM)T6~3H6<&0#D)HdADHS7DhbJyNfGL_zsUWK5z z{yFH-Z3it$%sDLsT$@5Gt>tLakWR-Hy0}vx5_b(H`OaJ0YRel~AQ5hHYY$spkdh3~EFrQFx42Pljh$SuB(X ze5*1?zO9*grFXO7@T#`=;Yc@o{k9JEk;K(d?^n0|D%$iJ<6ZWZV_w0AVN0wz6y?E#^Pi;S&)b4IVa~Frc^t%c|0EEpM`;IdpCl9 z6GP2^**Aqu0rz7|v&J*(D((7s+qMb`OJ*>PNX)Ay&a=tyeC?rKWh^oHTet+$WPEQY zuROr8_E@6_Mvvnt^8y|dre9+`nQg*TDOiR{J1x8I7TvkeH#>a%o9tX*d9y=P1@Q#2 z14D~GItRBW|IUiH`sf}y@w3w{mJ0h-^fsFPTK9tBDG3m4eKVM_#3v{(4l7-cRr5u; zx3QNaUK2z93azJigL4fCB9vbo56(AT{(y~2er?^R3wTLym3^%8SCalF;3VWREgMg( zP>0$lmE-3F=EJR`QuosrHyGX_gWFCrR7xISeP-|rN71k9hB@LqyLLlMwy#)|i`(kK zIJLQxJE&~SF|f;X(n<_~mvCsy^<6sV9zAq5QpVLk+1U+%b)tOXiauyB1ho>?ZwGtj zx^}I8t%%#JO2)GtU3!77Y20=w@ydbZuY(L4pC-v}5B&>$OoN?A+&cC8R@<|w;FtQ2ek{T!en!g)31hj=uKl;5#(%jx?d=58WP#^v?MJj;#Ex@d;V@l)Vu2L&DeBb0aU@VnSSm&N0bob9?Uk8 zV2!vUH4})_NLYyCUkuaQl~*j`#PRtRDLd5j#qHYNq5J)-iQR~;b@$&g_GUb-CyeLA zaxg{GDC0yALgPC?jKsyBM=NWm#qp-H$b)6C!&TGgdLF*V_q)YMruL~#UsU?ny9J5m zB7-tPbvf5gk;|B{iTEyG^&uci#VS@o7d^glZGrs#wZdPw<*u^u>_@rCbN3#76VGh> zFk)p6ui+yQ_)hVWLrU~~zn`@9$^)t;tKa^3Xyd~M_$@j@qaqfL=oR0Rt8Z^bg4F5I zQKmmK`1?)rn*pBxbv=JJePXN5f}3uKr|Hvr`l}<34KsF<7RQtI-@}FWC>`JqjR#WJ zSa&=IrprjlzO}cZbj_Y`A^Inxk_YIZq zfR2r4bJMq$fYGcU7Yq%=@-Q0i!^uXtpK*rq=S>hpglaErHGB$OSvK3b(qw1pW%FOZ z+hM>3lj>WR>mFLg(G0X%)Ll9qW@bFw|8ntqF|pxDi+*-kTy_Lx^|%ys?S0h!Gq1zK(pHCKB?O0;pC0Bt<{@JmLD<;zSAB)|?h9u7^e4-Q*8{M~pa>uE>#$6G z>3yJT6X~y}!=-0rC}tvg=L^)Ga?*aqAo9Dl!xr?mF^2w#NI1KPR&$JY-86xQ7eIh# z$ce&00glYH-bc!@H8>S+-nd&^ewWYUt`afUvi|qFSLbI@n~@;nzF(i~oxhkSoF%06 zq{06erBiJozvKPfjbO~@M1Bh)dAjM;E9Um$oxOg&)T5?*qsQL*V}q~j&r{Pba4%}u z?i4$E46<9>W}da^HZV_>Hwl`lyC~OMN2KU=Q*tY#D1tj#xBFe)!T$@KjBTt|V4{)! z*7+e)XZDkww(X?MfRoGT4?uL!ae3WO_59n9y;Y7dk6aTrg(Bw4AO$4+Ls#!{XUb?) zUXS~y5B{sX|2L`ImlIG?#y2i|Yu>w9BH3tr%CBMXzhCgo6+29UOV$qcU-SWD1T5lq zo6X8EjUOnDz2 z4lj7jw>A?IO{xMWP%@X-&dtCB29gHNa_9h1z3ZQ==8B^_b2F?v5b1kxO_(2_MQxqt zvxh2LgBjR+4!|L%2r#`3?cC;cyG-VI9%5VBN(m0?WmVG17qj^t%1r$EP6tQa6sgEnnoSg zTy|-GI;OSiU9;)Va^}C3d{^bJ3T&!$)taSIktcP1%j_AobAWhy(HS$dAJw`*0(pJY zPyH&fmYdNdE}LQ3`jup!m~J2v{wXL4x<*)*9~30W$hDsg4HcIkL5{{(;8Ek5dg|6T z7-WN;*(^G&E#X~{%N_e{`Bv{;EN&T@W*Z8w-B!cl0r-@TXxA?RpFhd@+H6IJQCMU? zAm`qH)9&orIEjP7FD9}@ZF@XJpj@g}+&L+ESZW&WCk|vnodY}VqV|5YYAXLTnbKM6 zJo|K>@7K6>zKdv!xCdLMbI;&6MA-Czx&v!7`P@Jc7VoXm+61p{?mXH2#QNnVtx;|< z{@X1HdOH!0e;|r&wpa9qS`p^1M*f=NT4?093rk0T5%?)A{3*4r<;K>N+wh{k&yUv$ z^3J^}qei3sbWF6Ct0VWG6rd4{i+xI7tyE5^0V|KJj?_0JmwQ!i2W6EAOHKhVjO9pg zC_yd1&&Lzr?Oa;>cM&3r#n`-`tGmrmZX!(6;bY5kxR%~ltyYCy{bkzbYI%AEo~dYod$7gjh3P zp9^6sQ-U|!mQK#!Nc^~swmWl!V`LSE)AN(n>uho0jS&?5O_e@Ex?6oTn0MD@b&ohH zIp{5^!gRydo*~-^qud3(m762QpRw0X4OpJ9_i-}mnw!(kd}j9r`&$O>8pwvuffs$# zMe(r-2QoP9loie9Po2l#MOk*b)!MUC+d(xpnZ=U{)1U04$qVfmHAwZpwwuAR^oY8@ z&cjG(X0bRgW{!V`>=H_^zUo+2rQx2jHn4rr$k&090{>lK1iG?9PP@BNC$_?XzA08* z+jsxkDJCQmB-k`aQqhjm02SmSxI9APE<#C~PcDnXk7X!?lgcd8{s8CxU>>i#^O1sq zWcG~)>&Cb!uAqSNIhmJ`n^#HxzAm2`*=%R?*Dg({ztXr@W*zK+xKKc3N0&l-VhpIe zJL!}s0Dc-u>BVSA2mr|J`nHR@9?&5?sBVJZ>ZOK1`cW2&S&pkIvgwVYrU*L1v_rJ-rMhZ z%{F>p5@QYJlii{7dOqN4YqMqK*Oxw1KHk*K-gK>mc~CrF@7tm%FG<;ac;Luw?jS{Zyw-7cnqJ99xZ z-;wHwr1sEHEOs7(p-b(zyc-U9_a;a0`z692vQ_B>F!K161L;Y7I2Fbu+)snZaAT0hN0BAwRYvZyBHJ%3Wzz!rKC8?OZ_!dB-$Zd;}kc->FW=vXn zOxs9(?vRUs-#l*6S7YYdA+7;cdCYkR$ukY0(J!%1@4D}=XyWqhS4P-;Frqf+%>(u~ zBbg}R!KFG4lR2yYqv%}Q4rQY-{96bq5|N0q3q>}`rYPD-Nm23q|5@{8zPxkH@w_wC zeXn(0=gDy1a&;1+wKi@6S?98$8nZ|2dmuRevGsCoaOt;%5u1Cdmik&j=W{BYy1QC` z{Ps+1p8di{@A31O`TFdZd4IS4i$68T81ChJ5i+x+vlnZF(SfW{t?f{OsgYqQP#W=9a!PCgE$d2ZPW?-m?jN3z!M2q*|c{V973 z%Z(&M0BU?YfUAyax{mP$MbiDixoDr^+K0YXDUj2x+Jlf5Wg+p0HVkGhv1LAtj& zvKIcxodlc*bevR%d$Jd{50lC3Sv?TdTe91&7XmQ)C#w;CI;KRK>^^5EqObC!Q)Tyg z=b0BKu1?vi)4Wu(tiOpk4Z9|(-W^T0-5>Ka)z%eAn>^6cFE}CH4jF^D-!2mZ%%KTP3O=QvO%JSpel@% z@w0fQW0(H!v;xJX^sf{u<+50n8~#0WzR`NMXxna=Ojp@KkESPL!0|-t z%rqOPV2<^1+VUF9%Vz;Y^uL;r1HkTPR21vF6dY%jy!9Tu$Q+{$zjs-#ZUN}|AxHTd zAdwh;Ex;${o_VKmxSpwX_eYg%ZNTK`w>jxG%Y{Pe?*R8NGMc>p+yFGFwGFdi#-#>q zV8>sj1+xO-?NS7A>ALBIv|@Tan!St+eT^dY&$tTG!_rJZJ)c)sEX%eR98yp@(@NR5>}}#OBWk z^4Bn+DgB+zsWUqmbPi|FC5-%~bM zWLs^-`}^I9u3-@U9IU}bl$W`@!RzopL)=b@)H_wiKxKVpUI4KeqaGEHgw&R_dBIUD z$!hif&MK6=8K_`Rstnw*#+$|Ic82jCsNIzn~{)MXj5=6F>7!Q`16)5>{<*&{pm zct$@ND$Bi-R8h?RtD?Ac=coUkuj8tTUe@F}G28R|GLn`H^tYb94=tgwBBS_>E=JGg zirE;Ly%{FNRRq@qF8`iZeppHY6J!FxoXs5G1cSTq!h8Mau;aJ+#b{C(bi7{fQ3&Nt z9b45t@mLM(d%4)zzdeqsZ2Dgxa>>mn#wMf9yrz#D0ts{ar@s!2s#K1NeISM6Gu{+z zhXkIM#q0S_mFKVs6u;I@ly2gUN!@4{%X6Bm4UuZSbRTs-8`FF(QBX@8xlacx{D$EB z=~e7L7JkNA@Y@`RLZtHv)0g%-{a%#uT{+HiJ9m|0YfNx}rsW1r5As|46Cn(L#-mvN z>lFgg4<_`ubf~p14Ni;>mFr!UMZB$_{-jI&^$ly4ALQMj*}3X&$BpHnhRWOU$v!rl z!s_&=T3Fe?423(}Y)>|yV`F81LQ7n@Eh>mUl3{aqf9|v>ePE1ER4eQ?=KkOYLhT41 zu5MI4(kAT^nq;kMSMH(pj#y~j@~@>ae@NqKF_2bo(;w7#U%?wmD{r{=_ER68xatY-Iiu@M57er>g1vL2)f6S;QI0fjJ;Ua{v+>B6Q=Aw7PV~@LZ;|=)x$?j&*!v)*RxP_n*-eyP^)Vr4lCjp0V-wRv{gU$Z!bLe2TqDn*{BF@qWvgUrJQap z#Hct^P(dp}1n-KJi1+5oV6c^+ip6H7+kSv?hha2Sw)TvP!7u(It_S9~EZEWA%Jfzo?y@_C} zd}N*zHO)#=ZbNco#Y=r1P$aLHE@1Ps_Y?CZxfT8TpgSIJ(+OQK9X}C@4YreEeJb6% z#+i(nzt>}4-5;bUOs*!o7fiOcq>9JvYc6cc;CEi(UI%fy7$=SZeDcLo&10S#df%S` zzrN2nLK+&ivU@vXqV7P%2~vK``JuzDUY5Ii%xO7$#Y4I5Q+eiN z3E?m)^cpSk!5R#;$bKMT-z<|&n&JCf%o zNab7{k-3r3d$jvjnoE$}VfY)H#c-*&$X<&aa_#WmLqiC|3~HPtTp-_HQKu)LI@h|H zwyphY&f>S9pFpX>-%i2~?0tcn%RQ=t_vBMv#;@|Jm_YQkO)Jo6Re&NROake5uz_E( ze0q%zUXG&?J3F{Y%vK&;q?#8E{N5Ko#BI!86Hkajs`I^k3)-epRWx%=lzZd)CtkBR z;qiviD%&6Y&9sA-C(i$+^(azV_e#S@c^~JH?1a+@T1*u0Rz95?C87$EjjR(0cDBbf zqRP_DBc8ncd_zU60ol62Rq1({lq#cB;$$r_qTEAix%!E(bH})uy<^Z?7xR&dl2?QQ zgq?KRdYx-P4|F%OfIa%@hoJj8b%qQ<0 zKZfN|OYKACYdHAx>c)e)8$Q?Ga8;RWf>!bGnmg|3*{6>@@rtLZXSXB6n*0?CPi3|) zuJVINYv8V@1EkW;;`5W6pRc&@{h93}W>--ZWTUN2+VEK3)ybd>Y-Hx*_W=NII0$5|8PMCWRU=x?3i?9aO zUyAzy^vgFs?lb1{sq=R>I-g@fqT9}A-j#I(T$}>k@a=Fe%miYZ_y>7&9cTUgjGYvI zmF2Sg$BM>6{rUD`X4Rv=j8YdVyKUZAyHyw!7Tnutucf?Z{r%N}bN(Lm3wt&XtC)tL zuy&F*MZq-5XJ0&QB;K8V)Y@c%1^Jddj@)n0K}OOfXSRn)n2w6LtkmEw`>c8U z&Y{V1h|m-*P2i*THVIo{$Dh>BE98QG8{DRo*MCv!nZ?DG4RGzvx$xw@yh_(*tvc3l z52OeCBL05Y#F(+VAK+PNlbtC*T&A%ss&6CLsY}%_+U#Fp!h`LY5#@%93UtxT_E((z z0cB|)J4SpxR*LYjDyVPx>EzLwc}?x3zW$5+uWgh@_lq%h0F%zA!pyt86;HFjVGqjC zct(Hbm9ND-@(Qc54=awsp`Ww%pS91d#jzp$%H$mzxFem+FU)I~uaC!D+8G=h?j$rj z0PuK5ggK#`RN_KZ!-&LPzY%Z*uQ(5U#IV7vSwwZM=7|mG{0P2R)98gQ?iz=u)^9>5 z!SPxwHqiNI8IPC6@{)Q*Z=qttSLZft63?jwkpp{(6ajfFNo^BJgJK=Whh0+mR`qdS z?)|Z3-YPNmvCQn>r-K}$&uI9=?R|9Ts<}E<?Bm z`jr~zqV&i0KSeRaPc3)Opi=Hr`Ez6dZB0KF%s*GF!FIY{a$6ez?veJhy%5`hI-eTW zS8KgLt(MYnXRooObOPmajL!7LzP(o4fpWU&?>EyQnFdnR%wsf7e(zpBo8gjCbt*-OCr(tXGeH>p~Z!_@Y~VSgto++9|CJV~cij>sO^TFXyK9^(AO40K!t` z?{M55(0r=)mb~GK%uY*ZQ^Iu7X~&GuVQ`7RpHP_bd~frL>1ttfYnt9i;0kx$wa@EjJRk1Q&uebGFCU-ga559n_hpN1z@h%- zrg*8+-?E3D#&!N~898-F6a+V~`{Z&rnZkqoHAd~47P8@jzd`_MBqrJSeJ*WdyMV8+ zuFJMpe+hQ#nw`=nUws2ja+vLgs`;pV-Q33NPr#lI2vDfjG@a-%=Ple5e`1Z;Uk=(ECwPKHxWye#Oy#mrSm^|3bE{^DUi@bf`ut;x{6 zJag(;6Qtl{UZZXervao4Sk1Bbn1V!en^t?z@1+SyjMy9WM1Am4x6J7sZLY^7KRec= zRc%pBCY4bgQV?Q|y)w^J?ruNeKqPR)kv~R9uxJbj(0k6r)n`^$IpPU1AtV?9)$oQE zJ7+EUO%#BnPh}1>KbUwiugJ{gnn-y!E4NE|aJvdBv7V>Is=-zu6ZJQ1;wx z{J_RX1f}_#CQn_pknDzt!yIU%be`OEd}oy-3u?UZ>Iw-|7=A&Li)kJaX&F)CWjup( zU!hU2afQ+IjMNQ$G`{KB(4JB`&Sa#r% zQR8%*^oqSULruS9o~7*u0T)aE7}Y*df_$}?N^Uho(N@q{m)h+SS|}(na1yGTQNmbJ z{xPk@O{~4$63eBzu9s$w+FHBUAyRkj?cT}FKXgP*mbr55ws2B>!Z71cOkWp(@+yGl z{ftKSS|7yDZR$stk`{trCzArFfCB-BUV=QyRr%oJjp&Y7DD<7f@)-~FXkYhbEt_|!xyB^AGL;HHa3Gub>k%ZF|}jJKLU(~g%W zeyj7O#8TTHZ2Q2Cnk+fz=`OoA%IF&ph!d~J>1^dv;J+M#qh5Sk*~E0Ei4cHOBgdc5 z*Ft~?$|8VXxf~pkcsOYNosiSEi_J2?4dtTp@r*W5cDm#?*|QefuXnXk7&!aa*=x4q z`=Nf)tP5|dz`1G+R;_tQ7v!I$pJ^)+33)B6jT=-1E|q?HEl22g^8a6F2bpQbU0pQ02YBjZHhDg>Oe*K6{0goSPR06AegoOVGvgwz zA9q_)r!5GSWeI^M#a-M(C;J6r6!mWG65akTOiN$mOwb*x;rat_@<1&rhXwD=+2V#FpV0mj+;6D;)ibY@T1Q#dWjI3$|S!8T)gjSQom z79i>D(Yq~2_04i1<7}ZcsAlnD2C=5|Zs$Ud5N$Gd3IE`3$5y6ykNTy{0fP^XUSuFF zM-^|LBD7cgL8~w!h90PF1`PojKE4qo^&=m8re1y0r9oe=rgTwV<#gV-g>-(n!C|sT z4Ot#%IcwKI#=YETIiHu(d}yJH$4}p)7$VrQbvCRtL1im&)=o+ma(K@aqV$setPt4#=90=Ge_9Y{(?}+3JZ%X5-zA+DDP3-8Gnm!k|ScJ5M<*t zEonvyu2&|~&T|(tP%SRlwFu-Y*z7~AtA*4mSS#xj75VMw0VaBNIC$N0?@f>Y!~BNQ z{xjaobWS*Qo?1qjoKk{-@|+!xZ0zTLn%@#%W?omH!0GYLhFAoAlimeuaq#-5#K4U0 z2)_P5CddsRq%@gzOQE>UOFWl|eJI}5{Yrs)*6FFj-y&U$45Ii3l11Dc+^6eNYbr85 zl7aBgsYP8!^9p_NRzvo?v(u!sK-zC?B7Yl)P3~IQ`t(fWr#x)MI<=%m)@Mr=uBN3M6HGQ|n#(6#F!l?)30r3N;7`gQ^`pirbEQL_pg@V zK{wfVkZo5j%5%0$va_;MU@PwSbwxv~^lo+)3D`8v3cvik{YufBBee!bAKQc#z-~X<>@>I_vkl-#DDUQt`goHEW~XrSLe^%)gNuKRp7k!_)3d224$UYB4s> zm6gxJ^5Ln~8CT2Qlh8$bG^AF41ZwpD#KU$mZgEn3$FwViOU-ZWIlJw$(=K>E&qTtR zGTZ+ILkE}l5qHeoqz2Wbq}lNn-chp*DN_Ca#;pgehd>s$Qo<1KR4n1H3UjTazdLkL!B54hCr)qgw=3)P znZ%9xWBnwRrsIzM139A1`s9oipRmDhCQG@7M%;o4$oii2R;%$yqLQdHL00mr*ZrEhRVwDhAhgry z#bwZzTSco2lNlZ<^Y`Y7o^l|}-6SIsXM=UecM>Loc?nPUqDY#8er5Qn$%i4XbXbv4FDRap`?!>fiun!;e(ULQp*(?oVs=a#{w?gGnobv0*zCLH$doA(Jy958G zQqf)>>Z(>biM_{$Ji*KqZCj8xI-?NlpC4YU@2Iz)PI5z&Br|)ve3uYF16s%0-w87w z{Xu@Q{Sc-%AB@r;Y&ro8rw7HNI65_-K{Buoc>$gIf3G&ZChkWoT<<7PkjD=ziRS2r zrcs)6+`c?;B!8%?X6?PP`{eHAu)kRkU5ik5nm0@1Nr=uGq2x@%m;8X_h&PSW)3g}n z+CkdC6*{^~j~B;4lcS^g7;N#_(|1^d}K(6Jz$%w`+rxIH=?-x)`x z`$cfs;^O(Wx_I}7WANy59e(Uq% zi?lqxUTZzpVi&_g3tmQ}wPvXWEQ~`%SDE!riJYd~zuvo5^$U})J3PwPDnpLw4X?XP zd*fYOPA|PKa{1Crt@c2l!H)ZsfY0|`tzOa2Gd~}^tIzhg^)8g^ThNb64v$8;FRA*^ zu(?$H<|4lkLQGogYyB{~O)sp&jUz>-Z8~QLorblvt7pCb*ubzwuPlAPz1e!NN$YRk z?aJ@*2f@otjvgtyzd&Dgmrv-!cJ8(_Q!nQ^ECnE6avSv{XU`aeHTSAxtwm5HYE^Z7 zM^}ddSf{%D{$=s?bW>&jDrFphfL~$~u!B+^x-a~4yqs>3c?%4{Zu^Txt@QQPs53h$ zW;<*2$hW%)?6B*rJ;me4;Mc4brBdE#0>`^QALWea_R2|5Qs#4wMEYYtXg`Pt1@n8a z;NA6COKgRqr|?Mh?rJTp?CEM9hA7R{)x-BSzfeeby-ya+x(fmGPsv!75#P3U7JS;{ zx<0_}`PQ;~`11UFx88iNx$(0woA%ltgZOoLZ#(&{C*wc$(f%CX+GI2;*bT+Qb@K20 zg+#^pmYUhsUss!IqC3A%pX<7y?QH*|@-5nlJQv411;WVE3&zC>X}2x-^o^*>#YIbv z(VB+M_k~mY^ah1?-JlwppHfn)cTGQsoa=z_Y12t{V+}NFB~`PUZM`-_TcqC0)?YuI z;FTM}?CjU{oqfvJ!?@W4Y>Mu*rqRyZ6}vn>gOdRDcU_(L97O%E9j&A){{2cFU-?qw z%Gs+b_YC*%knJ8N+a`N~jssXrG^yP6eOgjENFDT}z3_t+gnbaIacUZVHmjwV_4G?M zwP_ypa{PGOqT zJRi@JCcK%>uU58O48RgQd@Y&X!o}y1UJb6$MQw`*S`{6F#SO{~ikvkHU)ndbEm%0(Z@Z&x zfE(h;D<7R3b?2HJBxK=Y(z`C%jfHi5($%W9D4rINJzhS){Q@Mi{hig`r|B)L+`}u!My!i#yu&nTd58w`8gfUJm0M%kXyaO5_mDx zK>oAfw=nZShot_TxszEch)yns%tn>dS~IM{^hRYZ?)J8S_(I9|m9qI8`7%4;gB1Us z;}^S;y-t2z-*bcOe9%A7(|WmBpla96R;y#qahW#U&6r(sf9vkl9u!8UT9G`VquiG6 zHi@=)-i^0G!;h^a5LB_zUK~<~P(Ivh>ADAX(bo4pLfhgWwV&)1JePR>J2!f^$Gg*= z0pC~FkVj0E>q3(L`S~f%TvSBlI{A*OIk0OB$)z<*X@7B95 zUnhtAMEo*FqOip@^>q_!iV~XZVx`k{og>)e=?yz{!8+6zD5P4+)t{y6g~0#K&!N4SsXK6fO#mx9WNRImsvxz?;IlY2=rHSyR`*Kly(YZp zw#I;zZ(Pip{O~!~ru(O5eM!U%=;Alt({FroKHqm<%Y)bHi=)4{djxt(V=8+{r! ze?2W?gpu?Fawt)j(O*0Uz4we+vGrC$Ap7UI4kDZ@cK(hR;bvHG#nJ{UZ54lhC{Crr zxeftS8Fuya9pv{`uZF=+kdb_P<;ZyfGIzw^d!f09+ZZR*+_XC1K;{Y%65JCKzyXsx zo_&c@4{86)cW%GhY9ZS;J+5!*zGn{zOqvXfsx4$J=jAXjODxCm?oV`O)>N-U32jDvP;+bE{dVpPz~`^s z2Ght|N>t?D#0?_sMq#a&WeqEu4a)gO?BOw;Q>bHb)OT7;=Iy2R96f1K zDARL~X>4>RO=}-DA6E+xY;*ei{*}s=nX7G2*oAcS>tXqUg}?4`*ZV7K6dWFm>das& zT-&|XdS)9~jX{K_uCAWM*VH(_-W%=2&u_gsL3hg6Ikr)f}j1-Qin zIC}BSj9vgndcU~~Hgl)(6Dg;?Y$x95k>3^Y9e8bQ<0iBbOzoPV4s)!aC+hj!T=2oC zXC7yNfwWpSKDkiV#g0&Ln7XyHFX4Vd>nrT>w_+f!%h6PH>_Z zmokQ`Cg$6hZl;eI#u#DlRREFaG@cmxw%xj9+CEso;XS{Jnf>osc;NFsdj2*}4@~!g z#smnQMXl>hIfJl(Q-tGFrq=I>DMaUmZErmIOZnC}w|2kg%k4Wie()xJW_~GThO0=> zq^E!@xybd37V=02#A*nVj6N~pb^@GcqvTv|#JjTuh#$MXC$c@r;IcRvk5-I69SiJf z_Li(m-k8*Sr>m6kGp5lLQ+HC#O;$VYel+_J?TV?e9KF6i%{1Y|B^8#)QQzDh*2!w! zTCFEu!ja|Z9Zf4sSD!r?w1!uTtNr1K&T@cZRd(5-gu;sA3CSO+&`-Q$lY;9O-R~Ps z+uWJ&xxa5nLfU1bIXKzpqx?JP6d!P(xD27y2ysumDZXLGx`>?+DK&>1T2`j(>cEBo zep){UMt&qMCd*df#7s-gzX-S5TJ+Du-tlmpv$b7kY?mBzaNxPg7W5I!JXbiMgDicP z*5#jblrj1`=DFe#YqXa4q~jOAy>iOra|I}q>AQ0eFRvT({EAxcLdh3z95Vcd<8-@O z&SLrdMJC5N9Mg#Gc&_cfkMB8oM>gxiTxR=hZ{)1WiYnb)Pg=rhxlv~;a-098%16aS z$S4!#kFb9S^ABb8*>_=9RY!k{+K>uhH<~V&f6Es85laOfh1F~rs@Slzv5nS#`drKo zS#{wl1ua=RK@Wkb#Cn~(x<0#r*KNBzyBqz~3L59Tc@2VjdN#jJYOb6TK0_V=Lq_Z6 zryuAkDJd3ou{!A$*GO!c-?r33Ng0I$QwG4-Quz!mIToC6Yg>8!u;#aMe&!l~q;)kG z)<-=kyAcOYrXLD=Jgp|jj0ZH+Emd9>e>CJtY2EZSy>PbobB0@;LoFzKs~dEi+y0)T z!?{}kum)K{#!U@km4(8kw1A7VW%%q+>ofcMPULaBUHThR@U}SY$X&U;0pYXLTBQSaKF zT(6sDkY)n#rA0`o^4CbyLX7fw+1%jG3-i{OWOBT0!SnV$&p=DgIQ8XtxZvk+CV~ZB zfOs7(HdaZq(hs4dQXq4spO3E9k|5ZgbN3YFGtaK#D(+Y>ces7##7dQwTP!i3_2y64 zaEwZqc-qI@tu5s7Xya>#H(&J_PzoaUA6HUa48uj9`lfE>cvEhTpBLkuH^;vHFg_YK z=keQ>ykAGnB$j3Y^^EabB1@Xlq*7<@mXue~dQ|6lLCF zXFFc*-TP(O3R}rJ-~SW_lIR@NDO+1^bL^k5Fly;?dfGtK>P?-v)|1$%-mPdaYQ1~c z^d>htm0W!CsEt0zHXTo5uV-sjrTUs(-(3|CqOP0W>0fhR-aqXTbf>Rl+57(BaaD(E zz&*_-0tc~7tE9rV!c&Gr|DwYnj+$oa)PWG@Pkh`Fo1V3t*q|>L|HyyX(`2D3^V$4M zQg3>P|FP-4RDEW`Y;<2$YLBS6Y)syTBzM20J?J3*%`Z`19hJ9l?#Jz_6-k7Sz?7)-v7w+&^X`EtDp4P|u9 z9Uk7Z-W1fqL%+x0_FpR`BN}$ZCjTImK8x2QLD)U|UALr}t@M{-$ze6zt;(%sbI}i6 zyn5^N+h}@OeVSotk}32fEplA6IFARQKPfpDATOF}yBD=Pqr`m&1w$ z0eZk=9t19P#w~o*t`-R4S=$+(UwscMM2vlj%K~*NcJlrry_MIl=+1m;nstd%p}{7F zcYq1~v&<^#ZT`^(SmaVC>o@qZoxz$eKX;37$t|}QwGr2$jRmCHRTaMp%Sneg>9BQ2 z^lzI5j1W*L6?$7hU)2DNDPY8Ifu12g0JN(+%nu7-(p?j?C3oJ2%k1)iZOdp~oZny7 z%cwY=#<}p&<=J5qnh)FOk2+|6W%qcU=d)F$t=PXrDKBrsPNUP!-ex}OFeR7>_E71b z@XL+ZZ2@5TP`KAhu(?gGtZKHa{P*6jAuVB&=gN=oi6pW3o|gLcG^c-NZRVB`?e=Ru zPV#~edsMpx-A_c5*6*@ocUztk_8D?dPIH0+AuU_f_& zixqrVls)#y$+v?3R~tZdx_w&ja&hRo80) z?4ez&MxwJbfFU29d$g$>;m$bdS;ZAt-g}VWBbZ=>fa2Gk{H-_F_SLCw*5mw?G(D-!`AG6 z=bJ1Em`r_L!`Y*SE_zT)A?OX(X>N7Z1QI;hGLD-Qg6W}@cHxL`mD0hpbD!UhckgEX zR)+x1$*L&nn4A9j~Mr_6W3kbZ)o4w1~q}Q zIR|+(Ew1I)!n86I9iq*g;9p9brd8bt|-Qqp>xwo*meG#1Qjw1Gz2Wggi zuznmRc~>bV#oqaDDR-$>)e#^0K4h<_J`T+1_8J^bsn-7F#%^%Lz!u-GlMP`;--iC= zJNdJ?*`T}9o-<2V(ZwupE*{Hcq)jHd6Ff+jiFBQ|9*H|h{65O+B)1d&3=t|@Q5y!8 zXE(88Yg~{_E_wM)_|Mfpd8n@)&L1CI`9Ei#P4;?r-8|D$K4cT>Jexih1pz1`HnZ7z zA6FjaqF(P%lk)F3q+SJFd%i*)+o-F`2`nxU?rLorn>W+JkI*PY$m)ZjyI0#ZnzM7t zY!tpG0~z@s1ErUfu42&yYveKud$-gbb~lX_yGmcY)I`Q>f?qjBAEcBS;2ZnwE=k1j z^jGNjNe}VwN`g2s{+D!SY7NTH3+&OnlB;Icn?$zbgLYvg8*=a0D;h~J>&5MoD z<@Lkh$V%xN4_*D7RwtrZ8?L7(t#Eb_uAO}2V_hwMFpqVf-tJ2*8{VOZ$DkrFTc6Li z@F|n}NGQUV*xNjdF}4}89oy{?1UX1;P~m_7Vro>`4y7&4ub$m?_Z+mc`w+7@cQ z@^SH~Q25|lv~sCU!9R{%qG@Bqiw{o{uSv)Gsdhw)&6}uIOYXdLqtU&&9IgpMh7!78 zS0{_@&R)qiDHK}6+~#Nso3nLZ4{B4AQQZ&BN2M+L{k4hI@aH{Z)g#-j6SVeM`(oTn zHO8o3bR6H#K+=L7GapTU*>rEd%61YCW#mdd{syDMoI1YCHdKX9t5b-b(B|+_dM>ua zZajm0=_m!+Z}=upr1JR<=jUyq%OLk_o!=w9j@Lloeo`yREAq|_JM`R5x=VA(xgzaX zPY;;-dK*5y+%EvcksmKK9X+VBn++%UdF^LsK8^>p=unzYf>Kv*ITzH^_#X4X{bH}e z6NOEQVqSSt*zJ2n^|@c`$4S;HRKnMHZ(?%j{IbX7x7D1(wiZ6Fh&>WlcAdjljxZ65 z%#m93p;4SD9jtiq5Flk0)(ys|uJgj-7lC2MneDsfyyg#TyFV7P2G?NHty0@1Q3qvY zwt+2nnHTq*7XW!jk3Bz-n{t|c^VAnC;8EerbsDc`2sVMu@Fbl;_pu%O4+|&P`(-}Z zB*(*zRzfiNO_C}Udbr%9H(A}3pEABb#OS8_fw)@-IW(enDJXl$4uSZ*v={?;nV{Oz z%d;nc`LMe02&I^Pti|>YT`INOsIJEIqYv_}+bzES^eA}_qF%`3&mzB!zv$XZUcwYc z@m;-w?a6wX+|kkpL|giX?cH+fYVztSW(nTfWnV3e?eyKZ1y@6Ss(BiByG!4EFY^?c z|3v!bCCLm-o4brcRen8tl-i(FD(!u0-}I^v76$DlqS;}hkGbN)Y9lcPdBY(UHvSAx zXdja3Wx!|y@6`FNGJ+7A8M`bmj1KzB58|k29bU*1#ovX^>?9_`%cD}&O;{+c+Ln<2 zJ6q)7qdj!`bz1Gh5@Gg#mH435m(#8r36c0k_tX4IozL^^xZ!{9>ur6VXp8P{to>yN z1j#-J=cFYQ{WcbmzqG#Dc|?;q)dOpxsKa5I(6fyvk~#3XFW>$e9b|-|48VZYDgU?|qofeQDxeoWWL` z_6VQdzb`ATx02fDat7yvb_ak03`P@^4fzxnN{#h=@P_^^7W!+|i!Q680!p8HfdQ)T zUpsobd^g@Lbdv0E8SHa*uEpr}*mUl*Mxi~@fKc~4pK_OM`S<(kopt}zaW50KLsI0+1C#Do#>4PR9ngdMAXN>{;PcXjB`&J_CF6|tT$lJY}>(K zjw)tmcmod$AIl7niP}4{gUzPFe-~ zYtQb9zx3g_g8LoA*+%5N-EOMtl-o|c=FXM@LzgVelX|sSA*zeRY)oXm7kTE|ZM87l zN+@JL7xlc+(Zw%2v%TDbl=qM8<2}te82`nRIxVA6cinA~;vFz*?P#Cpt}yn~6$>A% zx})7{8B& zPk^D6MENiqHX6sBHJpu-KIHkc!Gq>Q9I|r|T~}Md1TAFB`7bnmwgu-Qhhr4Tjw+Mj*XGSWEl{4c^k08U*~x9dKhDXH>rc#HX15 zJ0^K?RaNsJ)C?BT?kTI60tB1FbKZS_u$+hlS5aBsq0NJP%zR`Q=G%(Tl*zO6xLm1W z8{QrH%C*z~7^TT;RwFyA5sKz~$exA^xH2BFM+fQNvAteteYSwD6neR1tx>8S{D~~M z`!9Aym(>T;;sK55xX>QR1@B4T%bgncD`Y`?4!awjhl+u@jJrK}b=?EOA9$m$dm-s1 zV`3Sev*6=W=znJX6|XwluT;qu0l@@uVdodsbeMS_PRbjO{c7Ycu08zR#~quk6WRCm zw0*YHzW~lQo8V+6e4g{YO_tfo3Uz8qHEoqLNRfxlvBF!=Z>#XpFVO&4Rh`}$`MP_G za!K}-h`iMLE9}LbIM<&Ksy{JDv%+A^QxyxU#g~CV<1i<4`)mAlCXCt6aVsx!%C=Ay z&wp-alufu{8Px1W2Q4t^YgEq}4N$k&YM0{@O1_C7{a=FE%9Jxw$miKEdM@zrPiEdxD!zyiw-s@ODz0G z8#S@PQ>q&@hV-6szMlRS5j*MawbsYAH2IcXbAk(|ypW}NfYDxWABaMfw%1D3o*f(= zL8HM5Ll4e|JI;@k?as-QEln571uIkXcRG=Jl@gbR=ORMsU3kot8vrjFPZf6+!J<>) z8ZCR(0-nUy_ihC#n>~2`G)i03ani#Rd5W8t>Vvq_0!&>&bT_1*=;rqy`2Qs>2fvBB>E>s1%S?{kk{X6kRRVi%8 zlO>j2VZIuu#it1F(jR>E%aO0`WsT`;P?3~-NWrQaIIEue`I3GqJGrvCsHmY*f4F7V zYy#1C!%54WTh&}jYK8d7?)@#l9d6-)pOB)wm+Lgkt0w}KETf#i?f6xNE3`Y?_j5Gp z<%?3e2&1$&eQ{sk>#Z-9dCC|8McpURN(ySlmlgy{k1@g@-I(xVSNg(dcBFJMw(6h^ z)=Y|O?yn=Q0qtBKoqP<9J_oykuRltj{0K>L;uS#Nl17I4` zUB23}v&Ptl2A##DytzA4$5eMI3ivNw&b4>X`aI%5cvcTHtaomNf8R5{8GfNTypjsO z??S_;k3#VmSe}e4{#6A)g&_0sMcVELsfXV2hPA)e>YMsv?)RuA@?QPz7rnN6gD+`m znbRBgky@Dnf8|$?+vhsahqSYKDqaKh$-UrcUHW=9-vq##bmii{bgKZkEq_X9U231H zdG?w!>t1nHHntc(mC741&3M=A;$Cd1&(|w^3wFOJpHVo&6W>{qwf@lA^RusgbZu68 z*iU@DoD!3@U^dZN=?#g2U*;ZX#99k-SPTG^4@X5av1=stfjz&$A0H~5WVCZ`Q1$bP`_tI}EC@2a1pRa%dVXe~Gah%v$JrSVId^T`-fW*?RovZ%j%_3a)3iGXgeI|6$s zJ78|9;{}2E#U%UbjY=HSz`Fi@xxm+m4an#g-7O#YnqgUoaos)Th;8TY?}T>Gd!I0~ zvHQq~?WqrOFvT_LC!Tgu^BiZDZ7eFk*7HejA^FmsB@o>niE#BML;3Q(O{MO!c1Zeq zq12(id@{sZ75)}4WWtMoXCcN>IjTG3+u)*1hUK)HBT0sn;N~H1MvoDHic0>?WdBig zChDewQ5e3K3`sH%nJQ%{BuUYT3WZ8x-~Ui^gJzW41}sue|K(O5OB>qwwS z*c@oE5MMbGPRrOC-kZ7zms5sSnTHeP-vX?}G<|rDO3Gu{Wr_$dalgA={K(lpi%+S-%PQ7jZromf-0kR0g{moGt` zrXo?W8i;bLrn}~Gcz-CF0zNZKZtkt^EGh?6rxNALM^kI=AtAbuCM5-qCRJzAsv`^M zv0jR|_gNVEt4Us>TQ8=9D36OCnRQ)Gw6~0YpFu@f&YrxcT#fqOUj8;)wDa9^&xJV4 z0d{d+eV?SRZcirXWiL6MkDK*o)RXGD9;49Stw%`O?Y&z}sp_#?EWd}X0~7(6RQk$v7HJd*a$@Jp}m*)HJW(V@rCwT924cspwogYXi4sD>~T(1&;K`1x) z>}gY(&xVCp^CYOGaX?S7u+A&1x05vUt%X?~!KpCbbApcC%M0#zn6`@?HV0n8=zYDM zgnfb+Z;uSK_O@OkdN)Mc`j1v(^TXV+eZQrTU1y9^@_cKi_ZlXh44jH!qM6^l$5SMu zuI5w}n2efuBaOeQh0&)8Mua7z@TwY)6)fZNEY=BuU=PEofjHyhqpsV+uyGc@qyvutP^fuD<*qDY_hvuLj=DIuyqQ zrKLn05P~gb!hC&tMx(tagd5{egBitkkSmQgmGLXwc;~~m+H5j8375m*)KK?mwC=8N z$J&Nny@--=EwSrUk(hLSxOLAr`g8qk}Z#Tn7tkzB~^!Z8$aQse)!T%Hlvn{#^LVV!O)9>R7oyv$wtB8w4t@ zg;t4JRG}}_NPc7t5NABgq1rIn=L^EJwsvLZAU2`Yx=uUdwLp=y2wmq0cvt7a{n%`f zuqgPu(W@BNSN$$~*MjBm0G2{Rz1y`z>k1^-OQ)4ssdU`~MS%NDsDNQraRp|z+UW0b<%HT#|BMg&Dw^8`+r2L22TnGhpN`l%dk|o4 z28b$SKZe6vRg6YD@p$_)H&7dg^kq;8koXqxbg*iWuSeq60?8&C(V5b-9)br zGe;1ATGh0^he}+zYfCOPNB;))wAtG^me-}ocA(pIxd{L0xvy&_p14+ z9XgkJK!P)wsL0%E-!A2W+4^B?2`+?Hr}Ksrsi?pcY%3M_ubL}GE&E-%WRSmCBDzy3 zJ)?cD-yGMGn`snOlH-tr=>;Q68U_w2dHP1Cp;^3OZ^`{bBV>-Bn~gc>JXeT{5b zpoy}&9RxeCfDM#VOb2V!uM!(pmUAZscxa{R`f8c791*B(j&XCd>25skx5B4s>{>Hn zkpr>BF3%i5%>Y5>)>=hgC1moQ+631BFzbeLPd9yB*BSbzjB?Yo(DPpp#o(Pb7?-RT z-mNT?WWxWt`;J%L7P%H&!G zD8MB8N~b^g0amkFoLVx6qTyc-_vf(i2O|>A5a9N# z8fJNU*-R>-yybX&TfBZh2cwc;f=va^-VI{4&<^%;Rz0@rizFAjnIZX3!g|+O*Sv*jEk4DzOn5P7sE zye5|x`I!3ZV0v;+FYa(Hc+B}!dzsgo+F=UVu}R?iaYi(6`Dk1|AB$ow#%5o$7jfgh zY>tLfujsbCHpeyC<~3LNY7J=IXl7J}A9o?4sGO5*M38%|1^#uUtC8g{z8hbEGuZrY zNCjaO0H78spiu%>0x-zd3iZkc!iD=f`Rd@fy&oRp;?1tk)`G*;hV{J)@Zj`D_Q_?B zulUnw8cf@Yg!=g`tB7FjBiL={jQ;K*{o3u+Vs`kmY6)3|fl6#PL~0mJ>_azjti!L> z`F6?5Q9`!7Xh?u2z+lwbG{s{NbaPmHZB!A&x{35)suqyP=c{)kZ%BuAAUkf$rl#MY~ zG#k?f(qnWWp=A5Tn8X?#3Mqzjz;>J}v)#1@q%{^on)Z{&B{FeU?p<=#hW)0=H#8n^ zrMT+d{5&`9ZEG--$Si8n5_jHqt)AQsD z2@HsTgu&4}P%%I$AzsW*D6YA~_+>&@g3;!#nW0Ccr}}FEAjduPE^5uhQ#`*MJk~a|Q#iA8aCwLAK?jk97S{tb^ z{yxqAGqT#E;spza`8>>9rM&^8k7vx`^zvKM@26(}?Gd_ErCEmnP{j1Jdz429a$%tB zS|Vnf%`}qU>uCGB!6OtPGG_7Hw~*~|ROWs8w;i7GL9afg(1$X-(K)C;f5DahQJP7`MQWUHMyPTy26yF5OnK zwo>YUiDE1+YiH-4(8d4i2j)WL$06^$7llx?a_{vDa{Ml4eMd|PJ5P_yecOVp$+OB} z?8xa|2+C#jQDiCu=!^vuAy90#BX>{D=A>SRQ0jHEln;e^ER=J&w;P|f{7znV`919N z$SgO8Ch4=wp1KqHLoq`}@Q!%mZMqK*lGjD=cURxd+-7EXc7)sJUZ8Di)M5YE#I@WeVvQh;|o1^7zlh+lM07p=;hJ zO6o01{Vi$%vP^~_l$lggwG}?{Q{)LV1CCc8oh2s{@VexmFiGn}FIl>V(!AVgA$t8* zS;l$*)A|z%|89d|Rj=-qkQasAwpg#bW%xfIsyGdrI6jc05Rn%+R`yjxX&NwEw~aTaao_f|oUU%;Jz5^+`w)8f z-eQov4Y%8E7jgD`by3UOP5KPdbJ$7R+Lc%Nq44T9WDPx^sSxf#L**wUg>*&#l`qY% z_-DIlHlonc06VL+~_FnPDKnl4a{x)g0!#^#Pp_y4i=8ZOC!*Y(0#C{cU`}E&C-_&@zO6LJH3*l0w;pI}%=Vh3DXEzt`sQzR|^p9ot1)Dc7dNpp9bzJLbQ}0i>78MuhM4L{1 z4K25-W1eMioL;R*NsgJ<@@Iw!hI3FcctFhT}nL{6nKW%>>B+_kI!51sw5?; zmx1LwPK%R6p}}OOv}{}5cC{QvVaqCUTe-_MNAzMlK|CxiUk2Z~uGA5|lE19Bm)yy> z!D%0C%Dc`IEmsD7=|foA?Q5{Wpcg1-r{NH#SSE%m2I_s(16ngn{g*Q{6}QaX{wLkT-hol*s&P77MmdX{;^9pn$|M>Ix%9YGzRm}8ZvGRk&>Eq$NuBX6=CU1~E!oVAN6Ft13NZe`royl7^?gOk{ zFI*dSM>{;igZUwajx>&erhgpns~4I~NGu)mi=9s%j28u)!|%PHt`6|~9meR!Qh95( zB!=~KaT~EzdtG7x&IRYSm`#h@c5T!hf>3Aod+PjHTE1VVd0&;$cJk;)1@g@C=e&Vl zvR0V^q4$Fzq}I_Z=9Hgpxk0?t0@AJj^N8F_c=>Ex5h4Shu zbtU1VuKvb_bT*s_#`!4MN__sOnI-sB*v_Yw-=sJDf~UN2K~e*iKW-^1u;$GtxOdW= zhTmh$?g5>j7#sAlo@=)9bSXEv670MKR3DRGLGN9h6t@uRfMWAfvJ$-0EO1~sR^eQ^ z`PRI$Wrv_aSv`8!^X+N^*U1FAin^Ll4yVfVc3<2=bx>VtJ76&%W{0I#V!~Smh+}#y zC;ZG9aPW=md-qr6*IyAORKmNEk8zX@ywj3h&if7hwSG?mw_AbZ{%LWr2G*xiN%G)? zt1ORSMFKkavC;=R&aMdfZWc}4a}oZt4(#^cwcdE~_e_Ua@TmH)l}wd0_H+FeX>ZgVl?FI@43JzF^&9_XgRH__gY-c6~@c$EVjoWYpWW)*nov zznqY55EyH#xFBB~&OO{)|Kp$G=SB}f$#*_-)s|dd=J3ZJY$q+DI1|y_w)6+EjXWyCzgM|euAn^kaz%ES?WXYJ6+2>SR+j7O=}QdaP* zUo4*i^8=}PJxD&QLZ@+Op&Q-Yz(yJ)5Vl%Xw5Xra^C^WbT8X zw;JC7yabN9$1zH%^TQoxm#+&kuCMh&iT#tcX77BzL<6*h_^GD+oK{Mue|$^4Pw$s- zyyqIcFhAC*U1EylY2_8`_lB@(UB+>{ZPPX&*Y9pQtQKQ@Q~m}sq~NE^%N{+(g_YJC zx~Jm4%@xMhGIjj=b#JbsxxuD=EF2&Ba%s`77yiDzW+N!IuAQ1u#tFb)_~wf@#v`V& z+@$v_S%8(v*gybD+UeeR5;l7|<2J(IgLB#PmBAiR3^WEXnt@9h~1!ViA(41^zp9A z9reR9C-~Q|YW8XYpL%TWi>DEgaC^!ioQ$lmGvF#x}KV0V+_b`^2EmM0PFDRZAMd>sr2yXa>hIwFXA zk4iOnU^b#(iS2@@zWm{?*e<_Ghr2|DZp)tSG&EFf;8xj7J#E(55{+GQ-VF#8>&Ei- z`@PTYZF{3}pL937)7TOh@?MrJY<@jVrd<{{oI`+f{AQ?h)<%QgH@i$A zO|EVSk`*fmn-y+hvDPaX=zv^QKBMNs|2?=*aOqz!W{dok8#8(7ei2xX@DD56&9KuJ zABs)kHmKb9rAAwN=l1ws`pf58cXRC2#0(-vx$U0-dc90XXWbRn?Edz{-1lJ;pKG}? zgyjmYw;a0Bsc8QA#*XPS>pf<{b~#(`C1&xl$>whBYJ4dhtnx_rRf*fm?M_s{ckl?4 z?>OupguE2p&53)9UcYT6YTSwCuG~HrmdTg}Pe8bg!D8b7l=)#A8p+^WzEJJr@3A0k z@|VYu+c;P0z3A@xb$i3yu+}eIa)<|}Iq!+v-(UV)4!^7BIa{-CHIl(wn`F}p z-RdpKc?&6@y%|l5qX^IUPuTv0I>GgK5KS>rhV}K81qE>DG%Q_%$Hf=E=)BWIzxr;G zo1^o;6xwlx@6B`C)x7KE^#Qf1AeF34Es_^F0Uv2heAWP*d6j94*UQVtNRwFzg%-P) zR)cA@$nTZfLIt1-m#kOEcAF2%dY6a@@Su4}z4z6@y;$fL+C_`ioYpkWjbB6TZ z?8!w_98X~TjtElq{x`u&iE^tqW}Wr4YH)CJ!*;G5fSq9G67|c2R4B`sAo}^$w@g(+ zD~iNN%t$Z)sny}rrMSP&A!_$ajn$^7*C56a1Nt?WgO%0mcndy1guL#X5}Q79n)Xn} z(OF}=vEhZ#-G^Zm>37-(YEjs(c=l{0D=>V|V+TY()j=KeoUSS@JCWc(QR_f0mpcOM zuveMg9G#u|hnfkqse2ZadlksJu_$B;`!0 zys!ar&={9iE8*#!JP*c^gkC)=7RGH5CaHRS{8oY&0z)8_#^u{pG|b#BNP_Zd>nq>o;4^ z3LT{jA&MKf`!X>5L!Ls~25GSVouShM)@0Dzx%+|jT!*Xd^zP@FYTi%^?9cLZj%KY# z?FS{;QOhX#AFVOA>Il;46i$O-7M$cg90-l9Bdt|^UcW!qn7;nY1(DU2{cGWrZlW0^L+}OOd*CBXP3PHT^clFB(bQ%-#_Sj~ZagWEXOKy4wMiX6qd`_jJEA4EJ zF5xH5&XvMqyVU`F19p|GYOdHT7EyoQBh+f=)!vEnyhj75p;VfUR5Hl0>rYqzMEV+Yle@biJ%UY8bUdj)saU`|M z`MkN$AJ+mF5tE|d0$>38GBBfFa}oEz&oDE-8C2VeV2LS^axH0l>L4` zZcHT_Sx0ioO%xSwsri|U)|`|0E=@=ZVdUNIcSNtY6-zv7wEj|=Nf*7GFth&h#jWyg zy-s<3JW)5o1@y_Fd_tD98zxJeQZ4*0npBbcPDpq0sQXrKza_cPstN{Kd~!xt_exqu zJI9$Qth#=r$)HJC6#IK4cC6$1qSEhK*L?Px6?L|Z#xJ$2))gMMfWL3!&|R}4W3vlvk;t!; zf>-d3P3d`EMeMIR6N5)nYN1gB&w8N24K&v8rqH3`IeHo&Z?#&ldhqE{{WP_J*n&3CH6W=lliOd< z_7|5~aeJK;wdF_TCQk>C+u+O1L=Mw&aeXX$vi{PBXn&@TOL z8F!oW?!ml~2&uVdF+hz-y)pumx6-x3c2u5=3FFr0oAWw8qPlpIO%mi)@0jk5{0LNf zAg|H$qp2s%THx;=Y{Cfd`6}?-q(Z(&?I?Im-bd)_D$l0Tcr}#^YT6kDgXH9$hZaAk zwP`(dHYHmuxq7ZXNJz7*v3mrHG}Cxep4Xp>`fT7!#JZ=ep9yf>SuVP6>fcUVZv$%q zQp1M>8T^pkysK;);`c$Mj688TacC{-QM*#!sJLuv9g za)`rAWIUr9+DK%h=iI2FE6-)D5B!|%9GSg8!&%N-yyu$r3zRc?*eC7s?li2PrTUaG z=-WG7B_o)h3~b66wyK3+=P+LuCol*UA4O*s+E8SbkOFL%e&h3VEPbc#Ie1s!m3&ZC z%BRJJ!K;tv31Q(yu>I>cK@U?Lr<=oH7_Z_Y-o!=mg8bAwWGQpnTtT=R?7?Z!O0#_( zQ=ebLw}%_xG_2bHS=8}-5`D2DU%!v?`8}q8;gdPks8Jb)Zb|C`bB-7`)MM{4CtFw5 z&nx?D?uU-X$L@tb9`tisSmv@np+ts$ebSkoCDs&Y0E(-Bezst56XHUy#Zuf|O*<%G zd++W{=a+EH())e3`-ALTFU;dS=GoZ*f*jPL0_59K-zS?ZZ{)SJhW4r-GhZ4c&##Do zyK+(S4!5>?%!3M_q9eVJcsbA;z9W=eF z5osR6dgG@8+!wE=Zok)gYBaZnWiJ(hZi7nc@D0NsVM!a|X1Cd$0fk+-N%U~7eJXpA zp2q#Z#^_99JyTqdU+ifLWD~vA?|hhLTxZ7C-+9{`Q^la)ks3&xJf@(eS|Y)8@|X|_ zteH~h1x0>lR3>g&kLdq`X&yZ|TcS_DmIC;5ckhnB`Otf}$Q8t43F41+lcRj}B_HK_YXQ0c;J+E$!YqZ#%}gKNPfAQHo?s_;aGcO`1DWB4d(vBO zh?$2Gg-WXuEg3g57Ofrdp~d!w_zgSNAbM!+`yGFF1vhz&XWd9FeVW_LCb5dg2U2Ic zgC7xSiveYgh)TYU7W1#G-3_cIF&H60TMC@sT7MXjbv|^%pWtkkdkMEEsHH1>zfqVz zp}oAEE{g=PE1f+-8)${Tv-{$Sw!Tc(m`{Ea76wPiC%u%;#d*Oi33-pXhGPuAW5H+l z)Z6w50~CJ$m3@v^6YNSYT9vD(pcEP zX?;U9ZQ}U@kMc&Kgx($t?BmMRM>S@(uLTAZ{0!#2d#s>N)13CA-M+S$U}zjJ-*`k? zoVeb;Y2@NH;(p4Qjh}p6>rXN*^`G}EgZIo)E7}^}m|EOw;s@O>;1Y4Twutws-Q61F zS?m5ezES@hoHjvsH*OEDPK-&MP=Bzlsp3tCc?tA!(^lwc0*J+LB{zuVQ;mDU!e zk)M}wZXSI){oM0G!4(i4ZS)G2-kL5)=U*f9wAG)iG2@=)Gn4bvEA+R_&wVRMYTH53 zdn{J&v$%YqZ^O0pv_!v##U1uB2_nsxCrYB^Z%Pea6OtDCYT=DKAUxGc^Sy?WKiDGYVV z)xw+b1`!S+yp7BjSU$fV-P32Qm0QB9yq_;2-6JMfxInmcsLuIj!D2!~lHqbb+MEfO z`_1-Ai1?$=FHY2)4t3u`^KRDfh4O-zinI2RHwXB$!DvvZJkkl@v~quUkPi~X4JMf| zt}lI(GCl@n6uwq+he3m53jd#i#(HL^Q^W&6MK}@o!X@Wd)e8W&jhpF}(vDW|r@v}T z#J9c2-hF`FU2i4HZE&;d=0!WN7g=i>iY02$Fr;a`M~q$*BF)QNbTX{T7rXm2i-P(2 ziQ&MF`6T*o4`b(5ZS_8EzIQHn1Q*_Rm&OC?_s#E1#-%xEAB-(dExc<<2m}K-OyxQT zt-YP~Avct~k;-0 zIBJ9u@}1%m6PwM|_pmggvs-=mo5&rJ>80EqPc z_nZ8ByPfoL1;8GBj_X-)J$S_{8~RnAZ`{tgovI2uyFY3$-UXU)rNh&=%cyw1!wxBd zf#kM1-uGUSAeP2@e~W+Ug1~4Ny@b9DMYGd2cF)gufu;Yoh>z{~d~etAM!a0UIe2LV z`*b@v>q`J64|O$dXkW~^KYIPeIJeuZ&{zFUI#FVJt%-WOwj zlVdZv)Qj);saw>L%VCUvaw3v}u+85xuRsB3`>Z3S!6D0%)1Tfkv%i9#RVb{F$V
Ez8HsY!!)wS|1;};xlQ~?#$`YVQ5xqPg79>cxf9@ zrstY_$eQlYii|;i-K^w6EuL=?uW^otk{aoJ2RFVmoVc#hyBH1VHE&Ceo9fOdi*^cO z>^oZM%j~AK8j^Cu=7pv0sYK6j?aSdGXgR!zcWd=YZY_Z}wL2-R}%Ts;eW;SaC5ua%w8cMDKcXQh2(s;??|8_a6qb9-h}o@uv+wYlc3 zab#J?O8m`%#ELbz8o>H)7nzwH-twmWE4+`=Jm()GvULC3O>X7wXYTVq>fXL8r=9kh zO_*#1l_2t!of?DM)P%s;oJC;hjeB96L9DlC|GK%-Hg_pe2ACLnDX`UVy=8Py9!bydB{wOnJymiwY}Om8QQc|YIXUJY;?8B-&LA-JC4 zH=~nbZBMMy?k+4pC+}hI@3fr?unnyGf8vT8q)a^sM*e zPj%&yw=E@t29hpb^!;iGai92vR)$>)ic|UIWI0T=zBF0EQV-@DYogCSvnVl_$REhi zdxY({=?NplDbSUa(xr+0V)vt6Ucr*X7@qmJ+~5{+t1VtD%u4_nMh?40>tr!!s{NX> zpD23*6r`$Upq(V<_hSTo3fc!h8;Rk8?47<>qCLj^(U;|E*Kv^%no^Q!2rHp`h$!@DX`n3?r_{~ z#kfp-GAq$t&7u2j`??eS$?l4ad&+fK2DMm-MQN$T_8QbaI`k1EcYb= z=OZ0=QX70VCbDkFnLSvlXtjzF<5zhkcHSchndj<#GZXE54Idc&RlY=Dfu8Wdp+xs; zC>Go13JDAmxJ8`Z5&QX)c&}qJTsgMqtmA@)YLKX|Bm$#hRv&S;2T?R zdH^KqZ5=$q4f6NZI&wAhM3AmGY;`+*ZP#=rMgLKAEbW!5_OiZm!`lkfb_2gp+YyXt zf0ex{_JE`Qs%RtE=xlju|1c#TpWD}@XO_0x)ApFH*Q+Z@)eDvE-4>ZLRA{E_(d=6r z=VNOM>u0oIN}1?}KYhH2iSL8Pj)JfP(!a9grfh3daIt8UFhAKR6GZ0iPHpJgRg zYZt6wFCGHB2IU2N{YPd$^o21RS{K4(t)q);>?#cfJGV-EZE>P7Ep)DxP4g)$bh+&n zolRWm*jIhF@(%j#r`sbvFxUBG^0#F4yzP(5TE4Yay7%GY(KegZVSFe8Y+@ZzjX_<=g1$38%WN863U*$x}Yrwv5q&XeE}*9-u3jG ziJFg4>BZT70HuRdd#}?34^yy;+1BlnK89q&`^rkIFcZ+`gMkF?u-rO!cHy61;YI8z zH;-ft5w|n4c9Zk+&`Q zyapQ9k6Q;s>9u^T&XV;wneGn8vQ<1~%hpstcVl*6GmD!HgtdFhWH0j)3*Vgn`gGK% zlG~Qyhim3b+N&~^HXeQB233n}pP#!8`qK9&>F<6K_xVR6%!x&_*q!K^-KXF=2PxmoyM>(OlF~9SWtFTs`d{u($O3Hdw>jVWWRxN6{CE4p5izt>pephxoT=U|N< z_@kuYU0i;3kjBhsc|DK_bK4`zw9c~a<$R8RswBuaFt_GD&R+iQR#rnv!{`W;_QiaT znB?sIrq0*#k4PnIctwBEjkdOznfkjQgn|l?hv9296^jJRj{au3!#n8L-V140wC4`C zy)M}Nt#sV|K0jUQ$Zf&=n_OgjZZFlHARMx;-ZUNN{jxzFhJq@3RVlv2+-y$ukcM#C z3GO8>lcIKy5kAEMA;QA5e)Hley?)tp>f8WRDOG`Q>0h1?cNjTejb=`WM2j|5x|9WU z6H>FU(PsK)N5(VUYUXaqTu(%)m{z{rFEicA7~=>hYz63Z9lX}(y;6dvx!=ocIM;v z<1M=(&Ht?%8t+=EbR}?`wO|spa(q!v>b)4~w)4x_%U9+bY`S(ghjN%SKegf^2K?dT z^&_n5neW^tQgOVXO45nFlUv~vY7-4FjE7v_UbkW6A0O(n3*Ef=_GNp^XanKs0E?g0 znf$GLhusfJm$$jjT4_H2tPVQ+4{?M2|0n-ePY(F@?cSWPs?((+b~ktNSqmFEI)DljMKgG z(u8@*-S^+9d!rkMx0iU8;FNRF6FF zd1AM%U7l=gp)a@z@WiJ~DqCGL&2d8 zJ!YTt1|QHPxWyiJ%Xy}1JX19 z-m^3OVs6g`)ZWP{zb*gW8w<~ngX+0;0jSWAGkOLVSxjQsrTC2J?oU72VDm&i0}0>F zwX6EqllPCvs^zO+URp4~7-)6+htI)YW5TMHzD`>0ZDO>Km*q0$waI4YY+msf z?R#rTlPiz7>%fq3)zay-iyN=z2)M|NfX@%epQjC5JJ2Y&*0e&XNxzs|>?-jA%$qvy z*fD<&asJlntxU8V*W`Qc*%A3ewOl_tTesFH3=hk?uDf{ePGM^F<~^g*lgEXz&iehG zB*-v>f+JQM&Pw8WJaM$wt(OY#d*QZgK&p)240wIA$G7HgwI3g@QZUrn>~NXC`~bdI zJPvK0;25o$MQ9S*<^I|QrTgn1d*a`DFvpV}|A*v|lN^zF!ar7?*ghy;6RCpQv(KI{ z`|*4^UO(XHOZP8ceK;&67Al!989sev59T!G|Ji5_;2f5->Z9&%+33vRk5%U7!e@b= zA2?HgP9IQ1G(j1N38U|MMpt9H8OkGjR{D(XYPjfR!czHue?N6bjIc*zT_uxn0jJ-o ziT!E&8hbZP9xqGH*~sCw>Tl{)*cB-8E_FVcnYHEglr^s%PURvOa0Jk2iX~ zYNhevS%(IHYs0qxblND(1v6Sq$<+ocq!oT@WT4FcW%gR7FaRppELWl`f-5bCO|?a5ip zWop02HTJWMJB6`)O07@A>M{;ShfT{k9VKfs?4G9WtplR02UdN?$`|mDr>859e}BCv zy$U9GD3Vt!bIf*#cVU~8gReIo0wHifU9vI()|C$i*ETxQ_QtN7(4|e-aZotV)6%%? zD%A8@>?p6&JOAA}%%{CW@2Fo+X5-r^%6GrjOl=$+gStlX_M~O}?b|m&sFzRM{-N5* z$0fdZb@ihTfyl{bJk~bR$tg8nbj@MU%jV=E8sYoNafjlE7%lY5Qqmu&+qq2)up?N z6BN7KZ7&$xp!}ld zPkGoj@T0vubep{aJL@!P4w*gQ^DC_^AQbIWeZ#p&oA6>MS$%U(%uTL@r$9jiLi?QA zE3@^4x6CM%`xjdpbn_xxtQ;=^?Ks8sptup0aoZ!-oZ|gu7kIVE0$G3;Q@A~$o-8o& z9~Se45P z^JQ;9BFXU))hpI^u80rx7Nuptp;gaLCqHM%+*2KQNp$_Zk#cpwwPKW&qI&!XmB&3Q z4Uvs;wF;!C7cDU6*gvYWCtz$BrjsOh?l=zbS+ybe*M5@ClaWvhH!c3YUaB9Tn@#c0 zsg#~urEhSpflM{sG*=kWP-Goqm0a91ihDDnD=-4tJS4dTxnA&W4!#L?b6-aBaz5uT z?sn!oIn^08Ywh=H^ks|z|IR77-fCuD4wUlu+J+zN0Kv@N4k&7+UbS+ZtDHBy$iH<3 z-f^Ahs4mRF@U*d@1PtuKe#ie_yG^$W-~%Pgo-c-|cA#0s#-X-1z1K#S!-p)tO5&iS z&*I?+cmo=BD&asP4xWtC4t7~p$X&`X)}Gc{<9b;70xb>p9BNOGqysCD_j_bBEbow_Sv`X!ozBPbPkLoo?qlV)gyMAI?6AJshTgWurC}y zo;^R;_~|k0wckDbNGzPmrkA^Hee!Z=Hw5=noBq933N~w?X4o0?%KCTBI(!4x@go$Q z_Dsv3FJ_=MJzN3_5YP4#|13ysOLnY9t3SK-yh*GJD$RAC1_bVr-X6k+ze)(n&3fCt zEGF6%qI?5XY4dE)=ws~bwKH+T_nXB>l@NAwMrLA|WAc-ovDF*3{o%0_DWScKk+WRj zHA4x&6MLGLzM28jH8lVXwW!6_e$Tmr&?UW${J$kKScrkyfiQh*aqBA952EwuY82dt z@ce5!i<3^KOp_1qMvW=_8L>6oHV%6I3&!RdNX4Wao@`3$>F-h%!N*;Z4kHdrTf_i7 z4E#7*Lq54{tsyq+>_( zO=txO0uFmZ9dvcn9eX45H+w{};g=)-A4O-PZYmgs;cFpd3T28S zDjJYNNTNZc!4UiY&pJ1-pZ)Bu{Qp|t_r4uVV#1cO(#5jhynd9)cf;-1*|#*GaPoW$ z^vWDR5QbIaPBQY^;>X&t;kvIUj4W$NtFb`G>Ecr_gK|)*WH4)$isGeS?Ov|*-UohY zi)l4--tugagD>ykRu_#U()AAp8B=6#mXdk5Ww&` zdI|K;PD#$F6hJvM2n+c)yZgkLe$C07>z`SU!q$=*a)_cD{keCXhKHznT0CZtd`F+{ zJ6F&+B>B2@zYU6hr|mm848seqjS6|F%PoO>tfLcV!6S!Fn0TuG-QPQ%ZZK>d?EYOv z9h4834NEHz+gor7NB6Jvw%QZrZQW+~!l0=HMZ6Vusy94ewZ5)wsk3N0yyWO5a~&<* zqO|(kh11KJ3>&E*+M@7ea=Mm-jbbR^Aq^1lBmKPg{GY0k!kHWBB4OZ&s`))dafFTX1K^ zC6%`Db77Cl3#4Zy-&+?cNsk}Axq_TaUAsXuXtqy$Lan@@Fm|CEQn`T$-RP8Ff2^SF zyT1;v8?%dZ7+*fU5*57R=0CTc(74z3)()R8J~_<-`HSH}7pMVV*L4Jzd$MD$cwPqs zS~z_b3!|KQJA*jM8ESu<^D1cofFn6K19@}TaTOBhe(II8&#h~3sGXIzkF=$AP8VhuS2gVf zYt^2=gp=j5iQO2=L{l|BR1|CgXO%y#^@7#QbX_{I!DWq4m9ZXtojmbwc*KyDrPu#8 znd5JH{P+Rr@pO54$(5RJ=iSw9_n3TfSRq%+{%AX|l-Agv$c{-nv0$_MJz3ivnuBOi zwXjgHM&4y>#1$R?Rg-sEdXHYusa<|8JHpTp+1Ha1{{z6zF+G^>e51mznr387a7}{)B69P-cU$ zAH!V|aBiCv@Ir&V3E)}K((ag41KpX1W9x~L-R>z7&^biEU1ZDgX3 zTJ9gCfw*;hm>5YB-)>)QUEkWv+D*)(_xFbPir1^JPo$fRA;BDl?#q7 zIjE1&sn!JI9BQ63^p&hC+WveJ&H3LW56@vsqf+#+421uM-;Cu;Q(%2mxfgJ(wBg^r zZnnGTbEavg6Ky9grh;6Cm0^JowqL4vUtPorCA;zB)CKJ-tN?fx9$)(D|U;PtRfSsEe|3`XzYqG@4!8iEeZxF9Fip=-W5qS||oH>AUQoJLhw8Dpb#z zC8N;l9#Bp9G8W6q!1|U7qoqQ2dS+49xL9eIiSC<_EKVd}F6=Ii#;u%=bac<$&t%$8 zQ108S&t$t_Af(osa5sVHs+#uPk>W4ixE+$XtfJ$jHd|BEb+&u`HnlPgs>E)=i2lsp z@A2fbT}8jtU_!Q)ZX5p&3qmbZR(k-oUv_>&a$thizq~GusGO`;F_*g>^G}&*Emzm# zo~}k;7daTBS%l$w(%*Z;yS2OMx#u4w{Y(J_q|5EDoT(Zn?K?uP%%I;TR9||ny|iHM zBwVaVaD15=!WehzvCib%xi3ZLsA-084hMUQ0%XluSKVSY*n7tTbIn~!ap!rua^5W+ zb!I>uf37*_)@{xSCs6J2EIpj{y}3=kBX=|*V(!#iwMs=0XCf`pGYFI}7bkWDHcJFF zcgH+U&kN7gcPfYOxL1_D5)*xcEZLm0&pQaI#G5}C$5#2cZ;51=Pt3D7P26qjTF!9K ziy}LEFa;}bmqv5{zE9aydZ4ws2h%G0dubXnja?WafaK0n?+gxf>bLV7@8$b1qu0H7FJft_Z+4ig9gKjQhbIb)+ z0`2Hv%#Rji)tE=&r>qpZEGxcpP}%BfW&L*ED_-Z?e-Xow?2O)2sY;8Pyrd`Dw+fSi zrcQ>}QwAMY7xs(?h)It#s|f+=^2?V2F5Rw#vr0$pu3vZbdP)Ao=7wgQsL?@D{WA}dtyOU$w-f{Jl8 zh$`N-rP{ZU;lY2vo(*YSeD{h#8f)Gs_`Q4txyMWSBm62=GT;7isuwF5tsYXpd~1N9 z;P2zLEy+Wj4jx5E*v<>>hlCwaJvxP?N&gs1A z)F1|A?h3xB^538dIkNG5qTJK;IU)Xvt52_!t4#UIsudE58`n&b3p1DBaMt=qVb9ki>Y zIUZtx{-j6~i&2s*aJ0OY{vPNlH|>?4&GKcdkj@`qcV=~5AOEc|7UyhFeI=8k^1t+M z*HpvLS3XpaTrh-5=!ZfrQ#|c^qbCb+XSxHe-05cvXAnBe-rsZ4c_!g)+2I0YkV#;< z8uKd*1u*+t`26)W>b4l%dD3UKqjvqif^$=EVjWm6BwJgb+m9)uT1t-a(y;t19@~D_W9`i#SXY{k!lvHSRi(Apojnk_la43;K`eDsaDghVtvgL=Dvq(zw?}d z?yr9i4ee(Mr3S5f>9bsVaJev`G`;3Xsur-*0a{jNXu_n6cXu}=Z`Ua&wzT6d_UOgz zD+CTdc{XT7{}8?0k#|FkM)jpsVdheAxj||^ov3;z<0i|^fYBgwdkz~Ve54pV+) za!_d@v#CxPHK94NSa0rg2ou1MUSnJ->U{+ZMDA;^iT8s6`~;4U!oTU8M0vb%Ue))n zlZI8TjOZ8pDbzjY<-*7&@pHxPw63p4k!`eU_J(wL#k6R8^S2Z_f7oP9y!>g{7qB8| z%8#2E-oulQu|ugf8Bx|fUE9c4eK6nwmV?nT1;G*ZE!UmQF7OM2;}}`16>`Oib@`U6 znAgs~gM@zdV-C71J8-Dgmfpm_w39vD$F8m3zVi6~vM9;M=f)-&x4OdJ80%U|ah?aX zRP=k&1kTRYPv8_7zn#9v^=1EetwS2non&bKo0$AtFXD@O<;B3c@(<>wOh2NU)i}p} zqm??o~> zP+z_3{#QGWs9nd}2&-f;KP_8S4XzTm0@8x!nz@(rkr2M~Gws!wXuIpAlJ4P;Q+WTV z;zSIa?D$>X;)J?1>|S$90}-gc_uM@&1CCSbZ?6QMx!!$O^z$=%T&v~KpVmjg_{Oh4 zSNE;Cub$C7C_7>Y3n^J1MSjJe7yPwc5h}##{tZ{h)0(Qxx7BX*Au>N=tk+MwQ^Ii; z)q-k5w#eUpyvesZDGvBbQYyLgO6E&(`8`?j05B&vh1zAF!BTWy@TMJStpd2|RXNsY zH)V2Y(%A>K*Cd!h)l|+m=J1DQ>a-9nPtyVMT^?omK>fX^yZ36W9u6X25Lf6liSi&( z9#BLlrLEm!G&kSvlpH@8z-J94zE2D%$}&~lnHTWE`gnLi&?EOh07G|XFdxeM?D(|4 zx}$@cR9$b4-%nk4h89M}eSW9uFhEAKBCEc|d+zYo>gUw_-rc-jC7u^Sl{< zrOs%#2~jgCS)AZqdZxIaK`{nv1d4|SLAdO@?lTFsw`G9Pw+ z4D!bSTCD_86%5mcDffdleqWOvpuafF-itI&d zU2tm`^}AoDoq>kfy~)JnQ3JvjT;bNER%2WZ%7_-4ila!tU6RK~)@qrMq9ylYT37d# z<#>gj&Ej#|n6B?x_k>QKAfb{&?!mU|(tf+ViY-i9&h(4oo?dmVwX;Fu1XKV>g4grY zeiQo~xx?9v9}4f^ECtz;*oItx%jk{}duV>i{#fx%|1aW0mgNkIb>>_Q(a$d&hs8 zxzQ+aChle8=aL`89yhWLPp>$t+^OXgh00=>8I6s|T&k^`WuK6IkUz@HZv9$RSQFP$ z>}GI>4avEO`hMURmvtiSD)rJ2ytmiUfod@K&-vA>jgX3CyrVqP!t#Y{Np~9e{hNRb zEUrmoF0zfnVfcsqO*Z-5gfHcA;K0@tHwFq#Ya*S{b-ul6*^8x}$z@1(?XpY%H})36 zv@Tk~xM!wWyjCA>#qf6SUtsa8xzfKB-eGhe;-BLh@`uw0U#PB03qq_`Yi^eGG#?NH z?|1kMgFE$O_o9(oO?rzRl?2D*K)zsDBrU`#dgnP|XishS z(?(%m5$<+2&ZF9SijP{cA#rYgR|AOB=t(^WY_)!sez~<$<>*-iCBoo1{H^Nqb!Ys^ z9~?KF5v{tZod@&z_4$}u!Cw_%uS{P$78m)x#eH9QxP9XFss2^WH}bds6`Pf5(^j5O zxCgeU0iLe#-*xsVG%F>)IQ>lX^zaC0px)$Ve-(;qUq@_d+s<7oruk}rkpd)#jUT$W z-{kB|QPJ$07tSpduUGBiM-3D*P`$?`t)ZFTg@gkF>f3O zPizEJJ87~-u{rNG-trEBf%^5j+CNwc2Y~K)Vl~c>d{4GuO+g3RX?f0apFu1Z+5_QH z0~K!GIF95ASreD|b1!iC*(9$83i7dReqZhdA6L8%gPsZ8$Njq(mW5AP>n}E4AnLv* z#m@~iAjj~tM>e3KM+ytS0@O1-T%J*NN&&Ep6()6SG z>U=1ly|4qxU9EGU?!(Wwuta;lz;gIaIP!aQL#}_E7){ROAENO$oZJFpf$eg{j6bar za49yMT$#bJzVO!Z#(H!`W4^fU(ENCFc0B6cP@fb^x|t9~_v`KI>}t)((tF$WE%7`C zn??_I{-M))eGAym@22;u{w<$HljxPg%Q;zAm)K*KTPI$lga5Ft+1^T%jS;u9tY$L4 z8(MS`+>uFrdK7^!%EcTAL9SeHGRw1Tb>jJCZ-128zDd4nAi8?yM!$BiNW zH#@Ab!LHW|uD1UfKb$m*p|B9XuUfi-@n7_0>*(VVMsm%m{Ib%m1I}P*SAD0?V6^Ss zLayHnvMLK)r`mL?t*YNOxD5a3ttEkLsK;z-pqNfYrwSmxax{5#=x0f`2MSE{hGGY< zSk5fEsep-i5*AD-!&8qX?G2CP;nL{c%LhNy?@||gq;9$ob3qZ1g%FBs_p2l1PN$dY zG0R<_(cjEri~)A(QD!rH%+;4+4@VWwAX?jT(Yv65M2N$`-Y=9)&}?&w9iZj!b~ETJ z#E+_vn5(e)R#R&`M0{{IoH}`d8hU`c=c?oV#eTnJy9@B%w&V!*_7F|;%YEw=T;vTi zJP&TvfEuE@daWYE$9MG93l2uKRJmn--^vNP`!*2tg}}P`7cDc&8T zzfi{X%xA^dyan z4o1ZJvx7tdvqb*1``esZ1HO%WASP+)mceX^*|M9<$Eo;ZR>>;Iym}&2Y)Seh^A!j} z)T`n82PLgBRBy!5Y#Ii8G@O$f56?!S<>$SI-g1!jxJC*9+xuL*q;h3 z4l<|yr93pH_%&CT@f^IF2V$&xQ8WY#H3YUL{g_QBhVbs6_Un7})|H*TXm*-U^i2dW zyDRceH7+OUYd^iUH^Sp~%5q-=3}^ex0a3{|grs((6~v8nbuf83E&gl!%uU)a{ji~p zw8FMJT@1kIbsRUT+PB&P_MKVK&$Vk@-~ZMo5(^b$(K>fa&U41+Y<8CxOj2roTFjm} znGbnU0Onn!&iJI>Z+7TPJv<%9L;Ce*Jm3X*>dh(+oT?}a*1lC;v-kJ3I(L}{^<2`e zhafK-_F%fcaF9&zKi{-*4nJXfNr+ij$0rfZ>1+45K-&8?5SdGg~b+q6N&8a=HneVgGaV)-H zmtNpBUQRy5y-|N>jS~t{DrWZLcMmAA?_hkL6i$DAr)bT;OGId~KJ^n;zXmApYq>$l zKB~A?9KzJEKkwZ)>(J!G@?av+jT)Nl^-|!jhUcwR-JBo`ujMs_xxgqBkr|g-RMszx zH<`E1KEe4C`>?aK3U@aP(y?yIr$jk<)VFDtghn z#K|vsn;%x;+VM}Pz0m}12mT8)=;UUxaXB^ocDvTFYN4KXk>GDHoQ)(md{8SmJ8Em@ z_}#sQ6w3dLVe30%8_o5Kq3uao?^b`+Q@5A1a~!(){zMKPvo9k94mZZQ+@+vC@e}AZ zJBI7cQ#Rk`b7!%)JU4v>1%utpAnpVHK7%ax6~dS3x>En({=VGx+K*dq{#@1_qV8=j zcU29{Og@T_g6XFG^7KySXBIve14K&};^2quP7mFk7!QnF00Hp>MGY|!+L%1Vn+*UWM;%WAE3F<{3Hnh-uS5|(!3&2cVU9a1phM+D{j zh%FWo@cBVW+-$G0!Vmh55NfLVJT|}|Z=x4%K;tJo`;Do6DK63ufm@;JQss~Hy;Frh zTxqms28M4od(voPX*vOGtAZ%pJTaMmEB@W&LoJZa5(3|QF`1giCy`))FHP^_^ z-S>GWY2)5*VLG+QCmwdtH1a|Tz~i*!^=mDGfkw3SuF7IKFSmkyH2W>^LAAo_f2D?O zA3SV2cR=^Ia8^0?TKGUN!R>1Wf5P$WbT3iURbDABPRgmdjcbq6WcAsdyw5;scB_?^ zx1Tn1ehgSc@Vb@#RZut|7H~#)Vjq3+w3&+ez{?!qB-f{DiRcb$iwDvCan9b&{gr~M zpcH~4x%3MTUvvEh>>syk%^M4n4HJ@Tcd7cN@*3Ap!iGxtcvH#O3zRdT>`jI8m904c zRO$h5p4XmzSR6n^+?vp-VsutQu|f>qG^-i6novk^V|5?YpT{6tED@umUsi20gJDcb zuB4jKY0Mm`X6(P4*%~$l_Z=-wwS)TJ%G{s4v37+W6vJ-C%Tz2^R6PIXd%5OuL4?(c z%1e-SE=FsWm=`-WDdm{aj801EK0kmT0cnH_ze-L`T_C>oa4LU0w43ik%gUa;g4FuuLT;XPAS#6TGZX_dfnxZeV{vX(y-w5<|C3Hhd)M14%cy zBY$=k;|bNLXCrdE&h+ih6ZOT;u0f9czSSBk=$9&injgHU^Lz=y0DK zDiVF0I+zB`oj*{mDhuBd&(WMGp2DZlp1o3~on79mO7h#*``_A-;p0;F74oG06?;^n zQRVxSRc|?_Npb1+k@2b^M7`=!jO(qx5-^$$iiL|Q5^CJe!sILP6jI<8jQZ0kaXiqlSjLW3lojAV7g9=2NNdsvsybFKJj+r@K^zvbg2(xuqT zbx&1Kc{Lb4d&mGXv3tH2R+m|CD_fQ|NGkjz9U5_GJn2{S7m=NYbK(*=_@ju=9_O_( zKA&W+1nzd+PFC5v^&ocFT`gu>J11!OY0tU(!`(JzY8cz3ZdSyGpgk z#C=7`^BzwYW`zD2q1?cdhH7Z06Jht3+<3k1#Y37dtYtK2fK& z*p0h>H#@&N;BFA&ku?T?VMA1gxno_76erg>sTa~}?Ar~c0pxqq!*!9{%y-Wd|H9x( zI%l$A2?&x8%DMW5YkRvmF7BV#^>I1!pU1!9PVZr#M(g*!9e&1rS>-0Vnh?<~*=?7# z1#G2e%84BwJ2Sa1HOE^j?WmogHWoJ-x~&W4=zKe!g3In;Eq7MkWxB^^Ne-vzBW;SC zUg2443ZsRN3$PHV`Gp1S7@ZzT0z?oXmsET4t|V=u$ipSW800PK(yiQ?^TMny<}{>p zE5-WFkQYKH#K{edhPj^FG)wt+f37%<6ie;N`!& z;=J~9FVPXGvC3fad@Ip(yQOP6v;QakC53*XYs9M=%*M@{^dl89d!4T&eC-rVG>Q?O zPhq3HbLuf06v!HjuFT@;WhVg$F~2g$&-xy~f0fs%8yAAEjeqm_;Se7za+J#*-*GCV z+m|$BsKS|tipH2{Kce8OCiXq88@uWWHnp<^wY%kPf+Wp#`W;q<@^7bET+t49&ut4`;&OatE2=(u4V3hE-%P3Q4EtRyPgq6Q*@o1Q?Gg6-5ibWTo@6I| zWN~5pi0?4I##`q_t-&DL))w`o6UjQnkm}491{<5DHVBFs@Dp*A@<+EkwKyCuS^ri! zpw01S+DO~2qaVfCitsN};|}o8QKyZ-xU_$4iI2J2hrCiyz#z;i*&eK^#C zcJTRW%~oOv7%gqrsagDP*dOGZ^`L+44~cz%^ls&PKMI-FHSaD4B}ly@<-m_e{XLE^ z(1)`bj5_%++g#(`2JjJ5Yys`q?t!;d``gQa9Nnak%U4Dr4}AJGHco^dEA7n|^%^&n z&fD2@j+O`SL{rWEWI>C2^b8WqxY?h7%Ilk^-%GLNZ#$!Xl>2p1SZs{K8)U$@?E`-z zYIAu#P~&O)P?RtQ<889PO|Cj{-lgekr_T$hLNYeCZ0vUs07I&uc#T&bko)jK_||r# zFQsfQll98Zn1V@Uo8ez8?afPp{w!7>(68Rq!me3bn3dgv;`_~Nf1CP*Y^A{4x*aaE zf1+h(8B}Xr>%NWuZVQ)c@K+O$TZhh1|68oG6I|G%3_fk2_IC1+XzbX1uftMpHt-Zb zM-GZt1Bexq0=c^gGo~B4QZn17%57hrnE_Gv1s z@K`b2&XRBw#;ITDZveNoC;(3#ZZy$4kn@w#j}*FIv}V?fe%3TYUfJy(ln76AT62OReFs-LV#JTQ*J!pc8|AZh_tSsv&^+0 zCAWN;l@W~fnguDDOLJ+kk&Hb;gOzmEn9B^?)yB&4I{MZ0CL+zm`Mie$FQngZ<&HwJ zom7wdVj(Z`FKW^62#KK3&n&1s9E`r>?@jsl4yS5QJ9d6st&F{VzR&j^Qo)Wnk-#>P zXMW3N77DZZLx{7q_80t7FlZ5VeQ z)kU^$maFt=PHZ*vdOImo3af0M1h(q%)cVuxQ4xe^H|sa}1m>sf-Zni4_7+ar^ICtwl>_TbLAwO&qmc&+gxbbu-Ssddrlk6VSF{Pcxei8u4;L+Mxt zFmml4j9N>Uw*48>bqafM^6XX3+u!%=&Nd5z&%WI>a?>)v54P>$aETn{_gp|fCh(qadD{kH!M?vh(Z=Uu+k!S+MaR26fyZvDB$*hh0b?oRy^o=7}0BmTL*|c@Y zb;IL!8ZplDwg+&5dT7sj-AZw@k`&(=T8@fuY$#9+FY zt=DxnYFGHL-X)a?K5-zNJ&{s!-|=oMB0-5dKp#D8dFsM2vN4BbTyRdKXy>z7Lo5}+ z^(Mct#(3iF-(o?sME$vTpFuIGa_86dE1PNBp@`azt|x!#Vd$l(cXx+9%A0c0Jv@UY z^i89U_55+VNA0UwVFW@bX06;RUOZ%wyJgyE~z0SU^i|A_pZR2kYiZnM?8G zl8LSQW{T4D3Xr;UT=zmvz=`UHP-p$jWF^Lf%ONK2zN@fH4)d_m?`efinLEYKq;$ke zhAv@hRU{F!`>ziVX` z@P)zMJ}z%(blH-srFS8}szx)cu~}wXk~DYvC3p55KYD*d#5|e( z({cCiBkzrml5?-DU*UD*Tj#%w;M2neB-)$?NmP9H9RiX%5bH~Q+RK7f6(Z0i(m>yV z(7HEOVb>aTdm_2S_YT&`hIbR??9Jh6B!EE}I7+jN+6pkFkaVsbhI!xnfG0(^$T&DsMleB^e#HD8nIzu zI+0=8U`=J~5Scx9=zZ-Sf1z=k@5c)PR-AwuM<{6D4L88d5cE5o!qGng%996EvBnRG zv3QNL{|-B}X@2%EK6faP%Rx#!K`wUrG@Yq1sntL8ijhWS0(KaGLrqzT)2rRmwXCnZ zt?|WNR#fpB_w_8!G{hNv&&_4fJ4rUPk>^?us~K(gUaSf;VtfwAhml0NjR*E9vD_D2 z+jl?b2{Lwb;|()bRyE#uY-dVtk| zjLE~v`Amk!<<;Dwzg)Q2l&*&U*zWSuJ_jIUtWV6vyoSxxeZDN5uN#$j(_eh^phxD( zhrzoZIk`QXIo4ZuD?|N@Fn$Xmc9<`X6ekhM?;*tA} zj2uNu%FovtMyE1bfTM9&Ta$ifiy*mPbD9``H#NG*TP(UNA1omdddGffnbkf26$U zX7vJ|6Q0_F&&*mHL)S2mMOE|j7?yPED50yS@YGV?qw%;E|$*ynA5eM+4 z!N?r;V{>~mYpeX#F7aRuDlG81Y*KmG6AlYyrv zUYn!XWpfuGoL59>;&;1@CJZj!NBHT@K+b>4%)?wMk4jrqYigxI+=i0KTYX=EZ4)QF z(7(;H*G)($81LLfYkLe1K%PHztP_l3&A3*jBOBiyZY@Z{qc5Gj>kD&TODjLN9G=t9 zsJ(#2geOu*10vlMm=oo(S7p?VBZS8{Wt}^7m$YY9#Qbq74=_H^Nu)Rgw?K{(y=O}7 z>Dol{hmB@ghC4~{F7*%Afv+HvxAPXo%UAzvlN5I4a?{3TNkRjjesj}PSqmtp5gkXI zc=yYe&(*Alw5oDOp$eZ}jIO)SJt5w0D!HT0^kn`O-UA^O&(&E=KG8dX57xIy{;Ya- zE^uO`#8;2w+;~5ewpNFN?Dk29ARi6S4s&Wb-0Ow^1q}mUN8f;775eK#DVlO`YPQcA z-szx}Lp^@A=@)d_?a9Hf=QW>>pRnur0>5%DcoC8(B7qJ`MSo(LxT#is+~V%5!SE_bJ2yc)I}Sp^*nQ*J%6-% z3OuCbRz+@mJEg!Tq;K?C?WeKx9$ z_$wp(!T<&ry9A%MO6OwO(HA9iDcr8QpC^Y7_U#V5X~oXtOt>~z+V%FD9%0T`;C+mG zjglc77Vfj2Js?3p3W&DY>)7LZSX=0w?0Hbd0NPOwKuf60#@!wfR$LL+a;>g)R)ZN? ziJ8Z#t&NQBanPXoOW}Z>!7&FduMsx-;*g^AIp%E(3v0b2dtux#oN;aSfO4Sy>z-~V z8^c7DH|OMhW*2XYlNu33#e0f3`-_t|7(BWukTZx%UlkT47}@0KRi5y64%SG$cnIF= zQrir_1uDy(@0tK7-kHD*?g7n~e}a1}u~Kih0u(wxg@w;;6ZZD!7vvw#yE$0Zj9TAz z(cm)L2Q=+=afDadp@Q7S1*7#w4;2Bo#s2u_hNtuWu)76~?|41@^aRqmxu;*Lzk$ed zdL0+lvU6KZbt|t-UMQNxPuS7srg7p|1CAQ2twf}R=b(GjL*o@V}RTnlMmf3ETcq9-HXro-PxsiAH0MS zvf6JqSeWSLYYu7x>uxi<$n&7@^>#h7tv0OkMm*NXLE|#oc4jA$fI6?()E{{O)&Q>L zI`fccYlov2|K8wb3|)M*Jx#$@k4#z%gxUOM_f0-*I3?jbs2r?u+#gRrRd===RB}2r z#CM1^iP6Pu%H`Xd4x6n30Kn|D^7&gxjVLg=xlPb0CAfJE|hN{`YRqx}+_dChcp;xQkMn;n~y+<)N>_&m-Sh{<4Y>6y<*xekj+>gbp-ClfZ zPF^5?%Wt0t-a-%3t4Bxf8G^`kk&m$xI@bOcSLeg0vq2?eFm)YsIBm2mFB%6pXO*q> zWLo(l)q80c^lsm|sbS5Cj+YvRG@)~Y-fMc+`WsqT3ZvTqPcNufXIjPlKj&Q(7cZ{V z9Yr-9#9!2zvi6I=Xypl~twN*5bSw{(H8Crc)`dSbahrsPq~l^0LpgqCg`P3Wl#2?gb1Lm8RgIF2m#eZ4DHA73udONz)@q16%U2uNZ&tqreo- zG#f`BAb)f*IsfpGZo`i4!KGGVT96xBjoLrQOw6tL<)S4`A6lvT1V_{rv4a^(tZw8d z2gI{^=KwMgw1e+iG#7m~$I0+Vi~I#lL5X(hM6@`l;gxAa6sjQA*xM=bfhw|Cv) z2~6Nis&Gws<)v8I-!D?~+$@l>tV>3V=q-hIX2K;IY2%gG??{qj!WQT)G z$**rCoh(RuX-vKs)?!IWFWUDsKGs-OS`4%TZCm5& zJo%e8oY$%24@-ZIkMizS`ZND;^|Hy8JM}jq^LJ^^k6PHgV1K!tt1p$s(LqYn^Rxv) zJMlZ2arCRaTH}0Ac7Kgq=aDaU-9nu?#2hK|2VnM;PgHfkT2v2dQamAQRw%OY<+2zK zr=PXdxa;Gt)`o27cVD2u*#w!INigkgYAA=+=i7$w;%nxW>9g%lM8fj+!!G77Icm&>4FzOAcHIPzovHmLZPlY*<|^C^5j-mzBsqo?wW+P!td;j4XqAV$sA zwf!JU`(Cj-erK@VC^9~jPSKY%ny-7yo%0Zv>?=SINy_DgXLLy@Xqy`hcC@xBTk18O z`JcD^+?M_4ra##*kT{H|+bTq#EAo;qmZsaoEdN%h+qRbPWT!PA(GZguPJ+Ohrq{i^ zv;K~4TSAuop?E!s_O_lc-Cor;NIwNSx;FFwC_2-2W7RMW{}u|BDP;;JqQR7?WGE%c z5Dl#V|K9JHy}#{a?X{@qx$o;b&(<<{>VN2P7c;9a;8aW2RHRk?aPNY?c|WEbzPoKw z1K>wYIO1^reVpeCIw*hXu?XLvM>98m1N$8GnsuU5%HcULKA%q}h5@4k=_M9@PoN99kP z(U0SpA_z|d;|^*~bD$|riutVs`>nt24N=ss1GCuCb&D=`j9_Wa9dg#A&->N_gN#6` zuc$sKV>D^eGynew3^^IO=OBnLkfEP%CT6Zmnb)qqzf{k>JO4GWjZ%N~-sjWHd7fae z{6_q-l?k(*hso*N9&qe)*c-nd-yI&qk_gfv0c{troD$p-tpKQ*{sC<+-Qz$}K1u#w zYc&T@Px%A&JETBP_EhBVJ94dtU*#|`Z~o_=5Er^D2-dlM*lAkPEzh2{&s3e^mtvz^ zHkOB?2|7c+GgdclOE7gJ9+v=5}hseo3eNba*{8k6IQM$?w6|_i?^C zn6WZmrtNvCwadCcMBtL`AYsZ%q z1ILPRa$Th>J*E%z69^nD zJ)XVzqm-M=vV6FE#L};{hKF}yKPkqhzpHnEv?^}v&{9w?CA)~{a#!8@{%vGuL7dj7 zTW`F-5h2rq+(Ucu)^j9y9o%1j=VtX*s_N+;(%b@_(_D9c>VVu7I`pZwl~T@fWzxY^#m0Yx_Np|HIQv%l@=L0_c_pfT6&EP}71V`s?t6}VgmfP@ZS^F-IBTtJ z$T_7@di$rys)d2-?Q|zNDXkopy%m8(%T|Fm;rR`un>0mGxjpDL`rJa?-5>pL@oM;V zB8rQER@6VX(fgu*o^pFd?=8+F=cp&=GZAM4q;|T}t@cEV3uK1cimZ1lF{_?2<)q`n zjmR@^=G|4A)5o(Ffs7UmI3T4-4B*1SQ#UtR)NdOH!h*$OPV^zSB`>CbqutM9&ANv$ zfW(i1cD`N1y|aGb$}Ka@*K1e5I$Vblz7EQrD!H@Ib+hvzVCTEqn#gg0wtv{`d3i6@ z{>TNf9MYOHYHv}?m1ndoOoW%Ld+?u9T8u6duN_@#&VOjY+%&RD3V-*|;U&G>%f>Qy zjjm6Ahe@FEna9L}(#e`dVw_EUI`buXVLtEcC=;KGxn=&S%&Shp4^*VzS@AVeb|LaZ zJ&#??TGL_kPLguR)~Z?Koh!WuT;t69#B%_?d47dXWTF`Rfc<@W^`hBde&iE*Vyn5@ zDwv+ac~mb=*6dk8hPXN|?bp^wtEbZCt+mR3r)9O~<%A~pnWtL4LYej7CoFx0$KZV2 z&&c{ScglR~0U8iyY~wpQTQ)FjeL~2Fe4-}oukZ$mMQ((=7eC@xNd#Tnod2A1JYW~c zfn;phZ1gTbmWc#`Sgyhh%NHwhkn&{jO{dY(5_dHYjV?busn^^8XLFFXYrowqifhVl zv}~F?OX7?_bS;+0PXPMrQp6JUXFsxTj+)5uiSGj|) zq}n&cGm_u*wimL~FClOIvC>yewmo^@Yc^Pt>^_C0_-Kp#_U@L60N6esF5)F86fx!a z$92W!*!sZHI~3fKF<^j%bh&aQct}(FSj|oJY#b&@ALL2=;m*g6ZU-VZ&UNzE0{LmK zti$saG~uQe0ioh^P_u#u$1TKirp^@(ZhftG z$)7dIj#)L^EaZs7WxhWQ4TyuZhfMHur%q>Bde23-ceigdwr8fr%JzvEtS@Wt0C63&tIlC`yOM*wcSbXCVmx~YDp-Tsg)$b=9&I4 zr4rV5_X3_@1XC}%y_!_8^C6I~CSp%&;o^83HgYa1;Qe`Tz%9G7C^U)`C-C*`D7QRX zs^#Fft3O(cW%j7HC()|8aNU7tqhD&=4f5?u-_<&DUz)xLWdKC>v(ddC$;NZDg&TcT zxzE_~Xxq4QO|G7!$Et=NEsB+v$9y)q|HZ$iyk9MghxDMyZJ;L}$_T-LKi*T=H=Y}Z z)*qd+Mm6MksoWldIGg*cGlzIH`FvCC!e_P;XHDRUfORjG-PLR_$5a{nJEg zpQ-Z$$RZ8`u!;1XzVO!4L!|cACEo3~2*J0s&F42RJCItQuF5=^9r0nK5FFs)kb6Ge z^X;r0&Y)*M_Rp6T;A%2zMQT9aEy={tAtuwP=f>Nqh zSq%n5aKfNkmsj<$=7qQ`IKtIi!poJ8b4y*Q#U0Sze~_e~P0O94*tSRSsmV zrk8wggqBzO!~dq)>+ntqSR_p8q4R;csnLGSO>MW6eQNoJWiU~bPFz^3W+QVukRA}O zt4Dxosmtx#CH)fN#hhbGeY~p`3L8j^e2$gRXWJ===zOu+A=BkDbYFr`F{}PyEvS?G zbtb3K7uilHMS8ytzVAkz98TbBfbOa--A}Mp`(sDK;ko<$W+rX1+qW`F$tTxuc}OtF zuG_(DSZvJbKYm|7^uVeJe;!7m>X-l|6P$R!O6 zW|4xJ?gLNPuP@D3-E2Da#Yp9*O{8cslU+9*aS_C?d)7SVT3s49-GzSLy*>sEDev5a zoYZsqQAh9>vw5@1^tBv+Pv!(U!tDy9lL8kG7W;DTHeH`AZgjskHMy|=G3s#8%5i>N z`1?{*4r3oPpzD=>w4-yssyg=k(Hj>r!JGd$yKLs2Z5h3<-7kb|u~ty11skgK|L=T^ zXIA<9>RixL9g$igK3gVJJ7Omp26)o55p1pb{@D|1zx)KUiSPTSgp21^vw_!7b7-GD z1y2pP3FJIcqxtaE$`>j5KxZmVYQpJe4OHjG(Y`q|wyi9@?Z|#f?|$1m@W7hp@*!u9 zzMlg$RZ^HP!=8KWi~;jOMw9cg-tz%Wh~U&4Jr*jyiHvsaUaJ3<&#d}+4KE{JYabLA z_0Pr-N1BNr=kn{`R2)<~D|C3bNgSu-n3+f!7jN8c_#_#Z_z7LcSPw?G7uuTjLY=S| zkn7ejdRYXc5r5>ReDgVnlrPzl-jsN(HvaP73Tci@?ZpaHP#o%GV>QmFB+{A`#+SPp zI6~T7vWJCXAkV_#Hv44O=>x)X5kcjw*KJyM;oWEMLVP9N+w8bc#)WEa;adPnYv;{c zH~@lQjRJeu^f-oGfcN_q#wzfF?yXhfQ2DCkSWt0DcuwbT>4WQN0G4x%}uNQ z#L-%5uk?^EzRBjx=CB?Hj+FOSocB zO6tpV%CU6a){==JdRpj75-?oR|J+Sz09a_nT$jr{#$^q{`CGy`&YLZFQqZ zNV)uDCt=qO3YTXNXN#0M?gr3D@;BERYGD!dQ&a^w!p<3R8M^8 z^};-&vBjw~V=rWGK<={PD7A~?SWpBA$8Q60O_q!2{YR}`ge9M9dwnDfcTZZ#hQ5^s z+;}{Lw~W<%;$U==U0nhZ1y^-0)YZR4ZG>ZQ@gYZpupiyNSzc4OXX^$CBrV_r+5d;rLuy`x}>Fx?_v+V*0*mvE-rFI7kU zQY4dQ+k{s3Id@K4^YHpKe{!lBr+!a z%e-`|I*&s<+=)x4dv4zL(QvTp2)h0UDm49B|Dx^oE;PpH{TbrD-ahvncKGHJJD15KX2i@exJYQ*5h3`(!d-VeLtAy)?T)d*+63Z{j{Sa!TJq0GL$sw;^x?+wr&)Z|du{g1Rx% z)1@=|SdW+WkE-2ApvfD6sb|0RqG-~wH%{HVa?_=_m>8>|BV4vZuq$`U^A? z@s3wvF!ryIS1LK5m4or?CMX?Amu3OEQc9?kXNE$s%4riJ*P}MOmqHJV9`V(R+osq8 z2g7NV>qg#jGnNhQ`?mw;4OP2Pb_s==z70RUj1}6@;IG&VGe&t$n?}4R8`$8vu0_b! z`L-=py$F8?&hm_zj5qJn=$5T61@{=Wg6?C|Xc+hNc5_g?JXB8S=P+`teYvHUuDbq= z=Sbk)m9h?iy!ml8dWP$6ya=|kXSz$)^)Ou?l)b?@=9&-k@aR84NF3&lRHd4~^yvHo zKeui~v&+}_FYwS${R>yS!Ng~LE&;&~Zx#LA&s~=o>BE30K-lZa<`F(djc<3M6vrFj z;q=A7Xu_Lnr+)a^p%K!jpM7ut6+bb={_jFx>>fIQze`=9tF^55&5Y4$$`Hk^z&Bcl z8>U6`;%-E=C^e%%rn#seyFvFPI%~|nRz72z*)vq{P|Eyz($VJkkM9ZB0vu*X#%6rT zcYzsoYDdy^fUEAy+(dyrywf1&@>UlEZB&5a#IY&;x1jPG1;pE*FDS~{kQ%@W8qF9k$p0AzL zORDiNdyMMUU|TBX3Fv;MSPA%;PfnWq6voTyxOoCLz+HT=6?W2ffca-<^9X4)F5vah zt?J)gbQr3#33i_g=_P&_+*Ok)PK~+rY}9oDpN`DdZ>Voz458#)Iy zQa*u<$)VELy`Xi69&nBiNOV^Xg`)NQ7H zFzxcUaW8{Op}O??#T{`z_U1F0U-{gr^N!R)A7?6u4G6N8D;xbKi=B(lk8oykP)GbR zbLoVF4gkut9y-0{!wGx+N<|64W!=fLC9`ugsgxVfdD*4p3OV(eZ+pb?8|{^0UJh&C z*xs;Pr+W7)m^D@lip+JN!L@w8tg=g?7;p%4;eIpEQsy`)ZiV*Xb`!huRh&p0i@iPm zklc5&TMmz0TN7Xx7_u&~vmfPVF8TOH58kwKgWPHTOFKtBpd(C~lLT9KX6c$d1~M(x zDZSUtK;v2VVZ00W_>lwIs3cd4P_I-gOlyd^ZV6WThAp%0CVq*PW6yW3!r3_OA;Y=d ze!gx=Nb2U-0aE6jRCB;KKV>9-0^H1Qu_EJ}jflz3NoVG6y|49pQrR`+=nvx~ZIxQI zPtFEwq7;URzV@>E7#jOc=KbE%^ zVF(*s+8wITx%UOs%$^xmPKdi&DOWN}1!4fXHe=lntQyc`S>xUx-n72_9R3mGX51Se zT}~~&`5bv$9$hpIRc$+dW3ISF+e|`;{DNPFMFv}&%xl_y^;fNou~aWB?A)^)L=OYc zS#4_&9TaE@FEa58{jKdd?CES)pjX$i_2WhH%MpL1at)JTxplr8NU;F$+Cq){EMdPt zM9uT-h;K&qSckYFR{R69l3T;hmaakdu}Br(#mApEY&7IrVXp><^)&A)W@2T}VpWz?4@l*^J^qd3UfF<4H@Iv|Eu-&X-RWYq znfrwbnvPC`t(HXH#`u+te)jED2;=h_de8NTikI+__Pd-Yx=+uUnhZ6xu!AmokFh)& zmg?N(SMIsf27wP+ZZ&Zl-}8|7M%OQwpu{oDiXt{53l4;21b)I8plP@PlM^e&#z!%T zKL#*MESaADUv$8R)e4O%#6z9$^LnY++pcP(DWz@eW_Qv8tx=5_qMw&+Zx81xE%;k$ zPE4n@WclLS(y`&iz6}8w@Vz0|#yy2oVSV*{2rU1;7bYDoZeBaZQ9LY-<>EBd*qs(O zfs?dK^2hJ=H_;Zu?^j+9TTArB(`vXq3zneb-z2a?x81D zUp;5~MhBt%GB3#Di_LNuypeI)yuHZRm&e@a6vq`}qDi~r@%qr`$%@ToGkvnGC5my` zZ7jLR9y7HL)8b~0{kB)5ilGS1IuGB$&tgN1?0iU0@9hWGUmY~?(bj)W)tQVHdJ$>r zt5q%74@R5cTKHl(GN^Z38nDMBHz528l+ucxEa`ut)VmuL`HFtgB{*H{PO0GEbglfA z#Z42V2(!ze1I?MW!{6h%*+dIMGY;3UX1}*1!}}JW<)jf0k33|*Y@%{s=#|2uOtSh| zMiC!8Fy@-`6@@Mw8b|n$b<_5oWuUD_s>nOP$EzWL-t zzS#p`5ITZfq&lIBdaX~e_epr_j6+o}9rufL<`pJtkpDjUv@k-R-WRsETdLAV`CoG7 zZSV%3g9rV{Lbqjtth&vGMkL>>_)RFU0uk4JWZ+jAk@O(q}Z0pN%&LWKG3 z{*YeRVpI7Z28%S51^xD$t;bjBxifHiGRni60p_B3cPny%X8j*z^zFKK@Q-NTHaEWr zJKvD{cyc=2+$$HgX=il479v2X9{=kLdKKudKOCle9Y;eM;r^rjHRQtT{*#vhB99mp-$#GMWdnNB^t*;6psxcP@t^gwL>idX0oF(h#;)yD2%2ncr6|m|qM3xRM_kKnH2#{G`x^l~dTxZ(+nt+-dyj1Sm|woR zk|<>#_b{Jm%Vt=uXaMWe&}D1itH$3)n1_}}-F!FpTJb)2l2KE8Ejr8Ruq+)X^Xb)S z9SK-kG#YN{l&y=|Y`5m;%jLTWqWUwpTC3uh!ZCQ}REH(S-2{}soT|cPFu-Z|QqJmn z<@1vw37MdH{W68+I&7V$$>~z57@31dsEO#9bK~Qpc)Xzu$a9L{GcTJM0kin+8|_qp zk#WDcZM$IZpp@b^IeS<3s??Vmm#^jWYi`5|+=3W+PWL{;P1*FR+M&|59=q}9(sgJ?ZS#Cec~u@bw^zSA;RC|BcG= z9%mIZ=*f`zpyH4Zbeh}~b2QAn4nMuH>nE zwk3IzCr_95_JfYh&UI3%Q=LcuHfQi=d^l*s0C5ec{rU)q5Q#AK&!>SVP6U#B7K+Yd zs5SiMoa#S*?Naq@n831hT)h6QZb#)#Xi9q@PQUE#h?#$K@cs{%#$sI$b?4 zy-~M2Ksvbsi8gJ4I-G{s9m)vSYQoo9^*XO!W#Ko(>pOSg_Iqlf1oGyC3-eQ?DVZRK z@~A_lBsfc|xIf{G7LL?$+8ylb zi~sFcqq0ISRUgtG;>v3nUmOpa%|t!d<>wFmreXFb$YZ4arTY%MVpr7 z&DDjAjcT<}JA(1N;O@p?arK7pp4shq7%GLe>!XOxE5i?IIZj!z$1FE z5&nkq;H3;XzkRJ=d^!R1w(iAAdcAPNh|CXGjY6LDpS84q{M+J+DYt$0y&OmT&o$_S z96suOBG#!FN7}b60tf@Uz$Qr@9Q`aI+DURN1zjIJOY-(nuHB)Waw%L+i`=>S{Xkft)dhC+ z<1vu1SEUa31k8z2)_D6G=k#iM!94+)3ya)=)oNF;a@tI)l<-F3F zH7Ae1YGb)c>e#?n0_1W6c#*YP9~pGMGkPVp>!;CaHC}XBqJH$oC3HCryg_nz-TLbk z?`*VZ+S&32+3)Udp2PO9$fChK%9 zdqb!@K9F%jE3LS)`fHK^$xaS?-oB2f?91e^1~w6{2!A#Ab8;M zKe073$4S5KgD!^ID&ot&W(`UZ+t>Fox<2yNN4mPp&wTrJFINF0X1nA$4%bV#HT(UL5s|^OG z+;^u0AW6JW#q4zOE^ZLXUg{o%k?6nq|qx2;dX zVx`UL-iXLMQv{EwlSihD{_gPdc3a~KQy}5aJ@c10U?iufxT*|pu#txHlb*k}Pj7&i z1lQlJ$qkl@l7=gHR`m{Cf^X30r06GIbLX~leA4PMr-%Iji=tyorFe9x2t>}heSQvV z(w`>aXQB2J_0^Z0F5b`FN6tOe0`|9C9xL2sD6{0r!CvH=JHe_j*aAUoo!>oAZTeMx ztzWa8=>kdiI=ducE8qB3xk5#xO{ukkwkw1)tuAvBQ-(=`EiO>f&3-CICUH9_MI5@C z8^=j4mtQtnYkH3AL!KiN4nGCkW%;{>crV`I;+q<8%H=a7)$a=L?I6Q*UWHLryZ{3u zCtUs0jJS66xYQP~8tBr{{f&eZJlhNYjFi3u6dl5vo0mF|?dI70fscFtAhSO8gBc@Uq4>@8 zZO?jb8_ibs0_Wb*M}xyL&%5`{Y8ADH^tB2x^nQMv-aEOoo-W5D=ME#n!J=hm1=4=v z$XRg@rgCu==@PF;{$+ypJ9lH5HWV#@6N4KFu-M)WZeL^)7oWiXnRV?~fxw7?Hr5WC z-82KqLZ<=B&PIy204KHC-X*+NL8Us!E;-4FKUG7S7Xq@{ufjFCYW(HDrXIGzr^Qs7 zW$*%jUF_5Pipx7k_&`Q(IQh=_HZiQSOTgoNX{N~Us>zX~Z|rC17^Krd{<&?P>H?)M zy~L=No6iT>7bbzacF)sRxZSSEZYEAXo5VhrMa?`-+VD`AY2~QYp z7qQ3>F9*{^tZm(Sz*VOusSDC9G{-*y3({Z}X%SqJH3M{|q5feVs==_;&o?)|egA4r zqSj>m(X4Znp!%VVPMgCJa8ut?Z`7NB#_pO$0fv66tBKsQcJ;%hcbf>N9*bO}wT~a@ zf3%&|E~|Wn?=#{gJ&WGjOuz?p#5EJmqbgl<&YSDD8?5^sZ=WV@axXpH0uOprI=xY0 z*UmZOkQ58K?ELPw6ye?ZtonVJiS8S|vrJjpe0Bds%tE<5+{Mep;VkG30e72qGYez-Ak_jFuSq(Q0Cw7UwUQLlHQS)S{S!cp3cuudaaTe#o%8DW7i z;gU?&%IbhEh8;0IQWBGZ85cgxb%tYJDNy;x!{Rp!rP7o~aHpG@&88y{h+4#p)Xx9g zJBcRJ?GrcXwwj-?-gqw{tKR-gwzI!s@*c_W#tSXUes^0OygY9Ortd2{YYA%Y*7Vr& zUfcieb{yg6Gkwkm229w1z0$>!yv_e{=t2Q zBdB|8j-fH{+@pHUxS1-b`SEO>xUJMs_xtck7ZED!OrJ}LUJu$#X@ z!pV&3fo=$pIww(>wWRDPlC!hdE9pcjc~u&@G+VOL-nL8SFUqpZFYUJRKlY^Hpf2N*~|7MYE1Z(%d%Ns`S-x27ex=uO*Zi05`BDB7mDQwBRw;U*R{BcgS>eh` zi+$UUcIZr7O%+ZCH|+bdEcP0)yK1R_4SrXU>0Q{|burWDg5qOUX<(P;Xs%f0WB;_B z2K4+^bILQwBy5g}c0T#F^W;=~Y!Bq0cpKIG?*~x7^c7#3tzGu?`&Cb1Omy{Vjn?`V zQFPP(VwFuwG#w1e4JJtDGWQFY(1v;~4jy=Ij#_Da!wMIwVND-58F>x?LC|49S<~nj zqIKDajFb6Z*^R@Z`xGuddhzW48+UP~=b<&EM0ps}s+{R8q5q6~peBF#wdH9`tdGN9 zNSJHCy6E*o?^~-4$#;*O?q`Z4KC5rSH^Dvwto~EoHN=LkOoHLRy+dLUGMTXySP9dG|jRpgI2Q$rlT6$u@dGv(KPMRqYqKSP)OKG}wl0E?xJnxP5;i zc{k2iNkjSjoc9!+K?b$>f94LSrffAC4S~% zVeaXb2UJwivD(jT{Ko$a&~rs~Suv#Rm11y0ocycWn!jnfD{njIvZBd{8=%8FF@Y0B zelSh$Cntawhy&}Uw0(;&o6;~%hBpXw(4GAZdv+@L2fI4ctu*Sa>o+qJB*-Dg1w75S zY4i5&D$#kUzD^#ZPVH*)P80T_VYLs(6Y^SIB+)^y|6!G{vRmxXYo!jb;x4=L9uO#g zCL7z1H2*zV=k^x)k+wpoXDzTokqS3N;p<&~uEI~<;4KBrx+lT3s3J!IyAR&{5^Nn@ zd!z%!xUXbbc!bw{jp9<2tmidyxc5XOcw9a=KY;|KfREWxSSqb9)%0pNu*b^;w{xR5 z`iiX^C_JuspEp0nSQ7rSJFm#o()m2K0iek>ol~hu>>KxOpv;jP%J%M+(I76DcWOPy zE+L(CSQ5&t<=>pgczu5x{aXDJP>()ptoE(-;&&EKqAu~kcdu1_)()axd|WlN zUg+-M=8T;&{b34!C~`W%m}Z|xnzcj0<|`(fY2ML~ykX(al>c~tiM_X=NV-PiTdo1w zNiG?h39D^^LgH?q{>d6-J+k>~fkI<_bMR_xI2O*K%e_DO@v>D9F2icnsqX`GA5Xf? z>6)Fj2a)>4rcVBCZ+v~YLoz>^)Fr}SXJ%AKD7Ne(9iIXC+pg<&Ai5k<={a9KAKlLN zbvQE&`{uw7)jCYuO{f=swJwx?gHlU!;8Ar}sA&GQ+uaTCsmVOcKfT98q(A7T$K!0lbyie) z20z-0VNL$^f%#i&{!G47nons*`E%85;HjuO9A}qLt_uK^TA5GYcl|BRb&v-?g1_Ts zRdPm!&usDB0-b!+>BoFLoA#XXqMwuMb0>t|O-C+5@>AXRZWdblc z+hXTM`pe+_x)W>vxc{D@9f+>;9+ZHhTW-sz?%PxEHK}ymm0vt}_%YmBeC+_Xf4}zs ze86Lh+cDndu5No=P50#?g`5Xz=XPzagLnV{tr%`F|uA&-odL1ZlA4%(T1 zV7}v25vMBHjUjj{rx&ZET;xwH9PebsP${6-<7&+GUk7H!e_|KEgDe_70tLvOz!Io4 z``{e5e)lh@X`0s#?b>txyw_QqCMn|V0nwu#LqPL7tXecAiK%8zFVhtOCmtGnL1|MB*3sU5sxPY5mw0CyB|iM%`3OP_03_I+)f4+M>8?Vx795s`0K5Ql zB(ZmY!!DW>MrXw#2p*})A$CcVo@5m3^-{lcYD0nhP!gWEL-y>R)sUJ99Q!+A((zJ| zngz(MPcJj#zD^6-XL9PY!06|N-n0mCmDag4%IYm_P!}sJe{?8H*Hsfxrl)?ToNxCB z`|S~X9fe72f@rP&+A*-&HfKk^RX^m7>!*m`8Ueaj%T`W&f@%22JeHKa4tBFuKDV)2 zXNHU9)#(+q5vI^?jgB=}eLWWSzg})#G~3(@r5>F^jr>y@MFV%D9Wc&Mt(H4$o#MYI zc4y*T1!;OX3>zoZe(RiP7t7$|MB-C^m}8t|!Szn!tN22@eIXoKpM*OA_F(u_)XOKH zo*#GqiuUE(?WTGudl0r}+JU`D;{ZnZV8#bu?JdBv;A;Q=O0F>U~EV<$XT zYi%x-7twvWIg0d{YhcU2;=7%T3%$D3<_aa7`CPPdv9WBH;4LQ%kHA$5AZKyyJzqIy z-q^%y*y-@)>~_iaco~2ci}cts>ey^EGsz$5K;Cet8v;^!aVPKBqvwq}Q1<^IA5{z+ zU`3hIV|f}T)|BZH%f&vaRn=ejh1>v_w2h5&yS8t&7lFXHTiFAly<+o_cQ(&Y{@a{* zRhp?-DygSmvpdBwe%w?R-0F4GTpJKDphfYKq#cbY_gpS(20Q~A`|;y#@k=vj6l0++ zKJ2S`##oAuw+E^bC%F?0cC?zDchg7r0424BR)f*_aQXF|{YpjmJ44ONZ{bqReeqiv zL_r`bRK6lu5yfDKOI`JyEEdxt@bPnt`=BsFcj>A3=RE6wpI+|C3in1(Z!x&Fy)NwH zy?A~UY`fNlDs`b^KanGQQ4xqS7_pXCnL4evvT~*r00~Sbgoj5%tGrG&f6z%*aSg%` zc}^Rm%j=@m+VaiPUL2n`(C|-Eu@wzw4JJ)a;08-NLHYNZ!0gsZOGA;kk6pt|k4ZC- z0``sHQr$+{gNg?O;+?xlQG9B^hONgp%wxLVFPJ3_70dp+c} z;g2$+nLp}7%@6^0?am6=19P>wdP`q8v|x!Tejr_cO@TTUDT>(JlWP-mb7M+!WH-_qfk?5*_!C!q3JIe6u?|T~J?G z;f~sY_^wCsMS59T4yDhfV$Q#%vH%js4u1#uhrc`7*KTpt$D^vVf{nUW&)=rqGkTLD zoWD6O%4XvINb)fa;eX2)>jIE9%Nr!fmoQ4-13d5XxZ|&YI)w)){^NX>k2*xQC%iW!#zC>oM;5=CK=K2PFhK`5( z_?c_FuL9Z0v)sY@dsUw0Ww0%GIHs?^!3A?JG#h{9cmtAOre=jId08JVH|bH?Xs#Xm zUqWvMKoas3ys+peeZWKb&M>+k1)OWQ`Nrq?U>3Gh{F`!%itT-7`hH)aKg%1I4C19h zNc;pfZZVM+A;O{B@9fS*qlvZ8pXt}K{qiCp*1A3Px7jEY>SJ}-4|O8(<3&#*Ma@OA zi9E)0^VMNDGBNF7fzcH%?af5*wwTG0h1lmoU%x*gV0{aw`lc>3XSW95>1x}ztgkft z&gSl|+z96Q5ceAS=lg68j@lR0q{`&hgwgyC#J;Qja3L+|$^ERGW&CtY4vPYjH`3ly zeSoLsc^J=#lyBcp_iCFYte^AxwQ_^{Uuo2DZ&&}dd#TkYx9E&o{7Utf6!-L3u0~LC zZXJ>Bzd=E8=KIB`ex;!iw>{L8K@|`hTds?-*xa$YrNSQ~C`v@b&FGt6dB{$2Jr0~F zQveoh@`O?l>OguKD{Nq#cA|>bDn@wsG-`Vi3wD{rEp^f5zr)4Z!jm!za*ze3u%HRxQu z(YAaBVB!RFAU!blHNh3tT#w^hcIJLxawK_X@qOtP1vGa>!Z)?i>rtt6ok)|_FKKP; z>hwaPAKl)F0orRKkJUC^Zztnd)9gjwH@^!Wm0!gfy;G2o$Zfj1j$n^Uwu2y9Iq#6E zFkbD}o<4r}-ppAuiCcl_&HCxGYl$1v^u*}OPLqHHLeE!{V{$H=6#TnUjBuNr(}x&0 zbg;(qgJeE$&Ykj&5JWCMk5ywZ3nX@Rot07w$(gEo^!LNccznXVh-2Ni`N1J23LnHn z1setC4)ye;N3ukt^7o%&F)gS4+%I2(-1W29KP%TC*)GjKCaR<8jtBUIKG$FNDC*r= zZSi;lvmzA%Y&3m9ukmGMzVlSebGfccCPzHSzS)_>))tM zaXw;%g=;?}I56)umV$e_?1sUqFiYYwzNqeVCF$JFuy{*K&ZhO24*MT=hBTmiKOC5k zN(;uWij{BAPjr`@u{y_WYSIWo;`ITeWp^~2!D6k_u=)$%uuK&9VTrDATg={jzxSR7 ziuqzt_*nq{){pU--tMeU#Eh`JhP-z#87ICSw<OyQHZ!>G@blNyW}iU_5Im}K z>YPo8$by2y8ZUb?ty1Daf0#9CuwLg5y4Z~>oIQMtuR~v02Y0m3;oO~kt%Z%!ukEt8 z?SgrY{7MUOiV^eKKZ?#p!Bi*;!_U%1h^Q#H+#-}qNGen)sYt@S|5@h+X6DQpwf9>8 z|9!vmv^;I$5mHm)MQ?G_m(DkQEuRF8sN&*ZHufVtT5S!dup9UPPKwJFr{e)2u0h1} zptQ9-{8*j+a;uV!Cc`>kHBNt<{O+KRS6lw!mGS!=YrQ(-(XnZ^q-nWOx^ur)-mh4o z@ePXH=Qo(Gi-CXJ57g$+1nAo}m)|~4^U~u(_gk`Sf3`hPgJWJyvdP7wO|@MnqcR77 zqZHV#OI5YJKFmf&JwsP*O|SHFy^a|O$1r*g;>m@TJ|nsa74FN_GLD0D_qm_ide~6D zMuNLNz5Yo##4LW$*5A0Dsf$~X|8vYjP4?~H%&blwEsRk52sXIRdACIa0na@ETCb>J z@CPbPsoMOcdRrHJvn$hc2jg+8qbs4q)UntiSee#EjySfj&iVR!rcv_GPLy*i=oO(`H#cnt{(&BQYUx_N{(nf?9! zMdQYLd!8TnjP%4a_4qWzw)z1e{a*c`xuYa@g^hgj`P;o_Oy)VrUtWyOY}%XtUYIjs88U+jfdPWdsMD~eDY z?;j>hdvTLb9NDY-w-V`0v4rv-^VJxy5u;fn&+jZd!AKX8zVT>=%!OpAd+DY!iW~_1#VJNz#F(J?KyjDZ)ih5-2<=@V3%v-RA zaE<{L0mv)~gGF5Y=EduiuAhUe{S%*ZCFQNO>{L(vT~hJt7j#y3jnl2U|BIgQCl<|P zWwR`unosD@)H?TZ04TjoTDGKumxGcQKQrGjjkuRL!AWGBIydXjh1Gbv#Nqky$7Nt% z;*-&O^oH5+>uk|{2L}|lTc*xs_uSNL^)7MoIOfLvwwrxGrME9TD213hzDWk=Wl9;U z`uT0+#8A3dIDDGxgiSG+2-k1LB0Q;dwP}U)VHg|FFQ^RX-A#{A>Q&kZnJuoI`Naz~ z3Q*;(WXOk}v2&SORj>5p(3EoW2((RRrgsk}bVjx>w&jJZsGP=%yHTe*tF>qLC}F<>WdoT|e zf#a?H+d?&9gHikKqDQ)hJ^XfWxn_HS(S^zf%F?RZ>ooM$AEp%!>-jPNsX_{TSbtUB zM||^ifNR)Ok zT#wOT22)D+ecTS`HKK%VuWDTX6UKu$T#}Ob3+1>`I5?GEUCg<}$6C#gi=+Q5^*VCC zLS}H;&<{pIkC(+>Z{IBf-l$us!%D6@vi%B#r0+p`Cra%CyJKsyq2$xL`bP%k6ZM7a zX=iJdtix#aSi86JY?7s1>lx?|k2`ynap~UEzOWUCU`3VL1E?8qc29tI8hhLP*8E7b ztUyZVPb8e~de#*KZ`7!Kt1e*Aml9`BJ#DOz=d4^?*N-XCwi2GINWz=>f>?f^ zE*Depn_1!vqy+qB*L=r zSDWANd-VGK%UQ$ja^K-2j*jM+*xe}k0yIhVJi1IWpyZK?;jUe|`)eMlWIqGSD_kkXdg23v?|iS0KX@sbMiice z$$RPzuf-eDs#983vi|fwR!NGvb8VZEF~>qI?%vEey#Lb_*m{ZuqWf|O%y8@Hn%MKc zz()OF$-Bv`q$IznKY3j(-)zQvnULf{=YVl)vC5J?kYFmi-gR%2I(pBRS=6~EEc@)I zN*z*7Ni8I?VMRR%iFAQ;y4|hre4Yr9FLVt6IeoI<672k24dQNTc0YW%*Keh!8=aZ= zp6c@+`&ZFZ`K#A*44m2Ri{$i151q)GbTL6*o7IK7IGqZjJQfxa;ostYb|k({?493j zX0mJSzvEy(WQ|?rUK1xPcBG%59>P~I9vU}vfP33D1;*4O^2(LZ3vWEJDZ-KNowA5K z)U6`g+^Zv<%CZ?BE@9-nfZ?Pi;&bp_)ED>Pv67eiH3lg&AJ(Z*>*0c@o#pdv%lTi? zZa$RK!Wn6R1M82)!Et&SKPabJdp+!B<{7{5W*~KcpT(!lTL(-+nqLX&7iyuuTn**T zsmP!D&39LA_}=S2LQ2nKpS$0LEx-c|BCZu$yS?lg!6~+h%`+8cgy=R8bBdYaORs;w zM3MsFMd9gc%qoLXP3Ns$4`%QnWqQ-??njns_q&i}C?2O+xzf#^V(#)q0$5T=N@4t4 zj^~J_GN8CW8zpEE(^ho;yayKtF|VLi1%x7U7wqmmA4i>)?F4H^dM}pyiZQxw%8Th3 z)$Gasi+4YNJrr2th?t{SU@D^Mk5+VCOWkl!8h+dA_wDVjrAop>r<$Wbm#r%4s)utz z0`WLkJm++|LT>ZWuhsmr?cbD~T`;>I$PSL(VDYwu*B=^oil+`E?$;rIW9GW^)O%|g zN=3x8JbCC_`Z&0<9zmS}_&x}R1>|>E{?PLhvd}?Bq`9SjYgZ=DDW{hg!o~gb6rcpV-E@qAwC+Nq4Z3~>sn?1`L(+aE>xP) z?-U>0)c>VrXcTmR6zpbdO!BJXf29nZJU%pQsv044qk~wyVjhJc*FsbNOn$qnbBtE7 zAFvP4JJQ=!)r^=dgY-;1!mEP0Eigpoy4Bl7Ddi{HDqEHrgDdUBd#i<&wby7N9`#up z0)^h}bn{<~cgm;d`?VU+&+3h#N47fup1>*H;Z_pJ%v4mjT5qX*3<-Rr=l6e?1q>+K zVrf%d)RR2(AgD()S#{2-TUopBc8n-rOpD`T=Yc`MvjG0*bkSjLgPsE1dAfq=33!U! z8NTVPq}()05c_XsB1h`8*!-Cr6@Ux=39=&^GI|cx@?h(U!4n^ZoA6VM{1N`g|yUs-_v{D zrqROUy@hJ0KL5AT%%b39&v0=Tu)`4d1Zg<63Y87OeJ`aFb?A8(eYM|^R2n1*heXJv zBLr8Megyd6(OTs`bjDRHkEMdYxt>sp$Vm_};bQvz>$)B0P)?Sf{CqFYzl7-rt$en6 z^Jr?yPqmrgLAFDQ)W@HKv2b(k2ztXrB*IsYPmAYX*|1HT~=T-X254b z`Qo-~a&dRyxm9*o9hv~F zq5VgGL&x79!Nqs?6|kzV#-}W^I0!15355F_9e?SJ14~ z8v^E1KRnl&(yq`C5vNk3_DKm8lOZouXAByw^qSvn;s?2@_Y+B|M(o=0pJ474u0sn) zq)~QwuzOTsV>MGN``VBypW_j_zOZ_Fe0vn{NI1m#>JXe4mv(Ru)RLsaT^Si~jMv zSV9YEjD26$m)qgNx6oK~sH$$HHfE=`q51Y(A^Ouo0=u-+4IAZ$!&>{Y=lo_kTyp4m z^?WCt{LCr8lHR2bo2l#?hD3h7O_KNc*j|{EGl1^fONjE?vk@szbMz%agJ-BrmMs&6 z)#d4JbZCpe&+Iykyv?)$vzFiGuL>SVy|w=f_pd4cfvw*9!!TW&y)8|CVWg?R=iIBCbn;tTQ!2539c2e7y8fEm zyvxN-7?p=ReeVffx1F@H+oL;9it!?skLO*Qze+RQ%)QFp=~-*u66~q9R>r_>F2}Ca z`cOq%9t;!KSte3@4^Y zX{tsVS0}%iX~WTK(-=dNr9f{diUDZcuhmj#k76-xMEx$OynOFLMbD8wo}72e%+iZWr;= zdgC;Hc~}jSv%GR|t?X26=FAjsA?I5}ou0&%a{e@eLpoNWvvc*v4-f2$EX~TfZtFu^ z^`gg|)7ldeMswBX>8;Iz`DRqHL#SF#(_ zlXlQ_^oAx+Ga=u>3cGyMjnPpl+27#igPr+X+8&kyag+N(x^M7hv^Bx1LVjOI$rJbDwexDSq5$F0R&Q%;8Vgr zrNFyYi)d7PNMCN7@R`iWX!&4&>9P?9QUas;UT1|0Mm4y zr{?8lo`_N=%rWhh z!mw4P&W`a{)9p!HBy?x6EBN>M@|atpUb4dyeqT%{ml5wtBBJ2xG|OWReHWT0b&oz( zaBG73vGjNgBMFe<@`aKqX?I@+dB}1%KQP;-kNo^Eo87=eJ=~bxF@BwDoWhxSU+LOz zaB81lhxo)O`22;ZHzdxl8tEonS4d7;R~gQp`BMOfyw)RSpYo)V^Pv2Y6$jCvBGT-K|IXgLsi4<7?O-V^U z_kJirvb{j`Hci{uCg&5iW^+Mp^_)HJA}N zF(0_wHlnt8{RM60c9=D4VK$31Sm&BB5pG+;Kj=uo!%cQxAx-U<3vjo(;XgB zyq`N&$iYD$Jo9u6D@;n?Q1lOZ89P5tk9YI(ycgPgB~DXg8a&ID_3PDg*+E=Ek>9q& zE7&{3rxUHwFAFVV{djhllRFAJv{9Ij@_fB&k02ND;&^LJji7BR~J(SEhql*Q@#q7`qxc{tnLr#q~=XkF1?mwo=- zM%do|5Sc-;*v@AOOP-TyshS&#=O+fnIwsWdW^` zl+kOpWRl&T#0&e!8H45$X#8FQ2OnD2SuFs;V=Mh9!r|Dh;P=hBzJxw_S;`&v_bjG_ zZLM-7+o`PBm6`V0-I*cXY|5oE3Wxe3fKehmsM{PA+1g(n$ZgN2bbwy`U#EK@D@$^* zbtg?7ED_i3rC(g{l0RbMgL)UAO^zS00Os2m7QM|2SjoC7K84-MD%0MfTkH2??ax%3 zQe~~X#mbAnqi+1!4b0m0UKN2VG!}nEG>rZ_`0Rbm!`D9+hHrqky4A8qPq^t&+a)`{ zJ3{CmySbY;vLds`)6h4lT&M)`ncskeTof1m_TYLhQywQvWG-n^IsZ4%401ndSnm}i zkHt~lopiptAKRY{o^#10_f=1ZaqL4!Z@JCn4XKI4!W#39Mw4|uNx1=ttm&UTvCKdG z3s+Zecvog4r#$!OZDnn5r)u+e#9^Zid{gKIWX|rSG{^N20v7hHRnq?AH?4}jd+9P9 z@b0b(4R}Kvd~hsIy;fLe16zh_b#n(Qg{7chyhTkr^pEu+ks#>iM7`^3Aw^W)Ko!jQK0cbtJ)%uBVQ`iFIy0 z;zgNubWB)kHmR(D7FdNTpACIt(O8K{WT3L=1YIog|VK_-xA##J^Di?clemC!8`h-YJgT@ z<@_2eAY%9)2Fyhtw!pXfwRY|G@$XSy> zyNJkq4^jOWcBVYMdaAH&o<^oI0#pO8)k6GX)#~}AnyT@Y8AiU*kvFsN2nYiHbIkYh zFsRf?VGDGQDMpns>460o~4K-m;xg7*0not!J(vF z;m>yjG<;by9GJ6c{-c|o@W=HpagLHj3;e;!Ys!@t#TbYYT<46%U$L(tzvHbl_`s!$ zz8!%2d8w=iR(09?^x}N=&x@`doHa-7zr;JQO?%X>eL83Rpje02uDy9XeC3`#$V^t} zTk$j=jIotGw5#khj_A&ofXX>MqN=CtY<2~JoiICn8H}_$S&Av=jNPW$>W-~mhg$ob$>ZGhv0b`Tt^pj3%QQZ{ z)6(B^08SA4$#-JoEmVooI4%;+eDU}Xp&sr-~KA1MKCnKF1GFlkzUkwTuHj7qu731I^K- zNM78jXN#d=&9=Aq8M#k$vgq)T=V);5gW3QR=&$rAywSQOrBxfroX3WHwpC%MZx_F$0QyuA94 zughm*YXGEFTlk`;F;m>@`Lw1B)yV|pCyo;WtyYf_0BSY!o1ayBlLA{kkIOam52^3|5MQjC{pxhnyxa7zDBxMMV^h#{+k5(A z9d7F3rk&$~NnB65*m(fu60vw_E%5!u3LABg00Z|T&9){;TP}_866Wn%9pKXG-Rti= z?k39l@$mMrO7%Biv~@Puel>HSRyM+qyj8CdME@Mbtmip^dW?iS& ze*dV(YWQK**{RLsa(CelAaIlRg2o3f9iR324sM#-8F6pxuigHwX|d6zA&w`8*un*GkWm({+tS2(n6ES{%v^h8j+ zyt=WuPu4XHv9*&foyNwAYL%~Kh|#QX8L&p^5wkG?ZkZDMmwzxgU6cA94XC;lpQNe| zj1H{RaYrb=S>CFD)g@q~pT>Rq?6--Rtzwf@uQKMj8%Gzj-whcIsE11WDi7Imv&mxkSr}dJOjU6sKRUK_OJ>02l@*?(B6{_7s zvVFM^re>5s7PjoFU-)QPTil^1#_n!1EI*H?mMxc;(K(B^zaIQ>SnO6$1quDrG( z?oTE=22J|a!Q)FmOO;jD!JErPAu7OuDkIl$o@{1b&uv}*lw)vXxBa&xtMAH={k6P< zxa4JP61E#uJ*W+LL;T_GY@ZX1tc%WoEq2R-UCwVMb|Z18e}CTRf!`0ZY=bmT*k{-)HS7B4&lTiW?d7#W z*TBWz6tL*T`uCEgZADCKy`VEh8|Tw$vhR_vUNfe8L4Gi+xJkYFt_<0_<9)x|YX8~v zCuKsvrvq4y(Da@WV~;u+C(y_tfqLEv=wKCKf2$X|?k2$fzn7K10#Ws|7XNHGQYs(J znog&$S+2ZqoNqt0^q~JcucP0GL03&b1OM4)l3p{lO1s&Z8rz~W+|lBsUHQJx+VaXO zN9+q2E521R%wVk>v&qv$*!N=aHwU9+@zg5rvrAHSpeNR9dzD>dM+?!X)Pf_zAScnE z_|Z5rKIc?B4Zs0e=WWY;EYi|v(+P{uT4#trJiB?xGinzG+$li*=#fe_O4vhEkyWn%Z5J?C(ux0{@bYQJ&_S6$;gxi#DHSeASCWWt?>?__c3Z^P_%`HR;^dwZ0p_M#@U3;Nc6 zPkJ&5n1zT^E?;9^Y#8nNdX&~DFMY7%M+Fv`0q18V>IFln*x?gYfBTWDHKuU98KP4f zG5)L^H!N=_yT!hd_g}+a7rU4~!*z<)J}WM#{xD&X_Nb9q0FFFT$N3aoV9VDbQyb)N zUbC3^y1AI>6J0t-M$lDbFy7r+#t1(zd!Kk^wsN-g47jONd35~uypO-w9YbMZDiva=lNLI1 z19^CZ0n{6=cf=etXVhd@sZzwj+%kWK-uRKJ=&J~$k{LQoo@Z%bdZm!tJN97fyl=|# z+Yibg62<>8Rwy;Jq{fe{$As6Al6RN3Z}Z+N)L$X7+io?WjDV=qT}$@462sza0G(hT z-MmpDoRQl@=Y*Nv&9cW2{BW1iH*Q}$EV=a+K&keu3o=nA-EID!Ph(b&7S9>=sdXFf z^E|KimM$P$ajd&(`m=dtmODJBX&-?pNPep?OfV&QCH&^;jDy;m-F!}a$d(1Cg`H~* zxyHi#z1R26q%;F;snVK60eku@618X+Oq-?gB=5s(X}#U7E29@(cR38wHgEsN}P9!`L=`aHh zLNR_FZ1L+;dmYUHb2V6l+Bh$Z`zub>ZrZ%H-#2dGPJNYj1tV;M6+1%M z3jme;TzfV-$k||j+#|E)H%#>{avdrMyWH)q7%`s{C(Q42uZ$RerHkU~hJqgw6V=>leTDR8Qo? z*N)UZc3al@3l#oKzY?Pz5Nz@cM^OX)3uf|xE0n12!Nr~}2=}T|;_ZC2b+lin`SJme zip^X^t`V0Xf(yA9rc!&CEZthZWetq1qG4S{uYu)#q6P3Z`L`iexz}NY7X8e_<0hk@ zCq8!!fTZuq4KaMQ)eE2(VHvr^L7L~#hhjW9Jet}bnU^Y4ie6;bl}?5O&zrW8A2xtu zG!9P*s7fj}OHDk9Z?*kfzlA|3R0pJsbXqy=0{A?==BLb5lOM}psPR4OHToaUY!{?& zO)0}iP;CozP>}|kbV;vvzg(+gt!t!w16+0mpKK+T)aded)UjM4&!w;7cC0lI#|Nfp z>8Mp`LXhG8#btuqCBH}i_OzYZMY|su-k3-4*%?C}Vl}!f=5=A>^nkEj%3oW|jMDWA z{uvKLKnNCtOD8BKoMdb-hod`w5mF~=qx5F{bMf8r{-Im^}@GK zq&e9V2O;ZCguH2>JBK<}y8W`wT5YQdp0WMmIQ8R}syx-&uU4L@E;}#V_e1woN4$&K zgOtm7*5eQ`w5COK&gAV_&=&Xi(rr?su97ano z%8s7{use!j<50Uvw@p#x#Ez}PW7qz@L?=hh`cPA4`!;v^aU@{8TXky$9kN%_Jv{T1 zT+z8WH~*Utrq1$$9!-xD#QVUXe+iPXYYTcr+vi$BzIGaaX8X7w-i-Zwy`x?Um%mmj zor3nmfD}i)bmVwaZ11vZe4s=hA3EZpJmD*gptU;cB_SJoLl5G< zzU}ItxJj$M@Dp0~f-uM~k2vTta(KI z6FrB`{H_^*%5qZc**%YbHypH@BjDT8mOlma@e(18y=^=TKUXoPnl+nT=aKMg*F{pauYUXSqL}kxyeaCth ztaq(^=juh}^F7;J9cyjXqb6at<$kHl2`T|U*EA&SS+PC<==8jb{0V_%nTvO*9KOy4 zLS6RTs$cN;yA?NF;Ui67mF05S`R1-q?=#q+#I+&X%(?g%FQDb1#?>cFc z9<_@a8`a5a@6+1}ydGnG<4e#?6jwNVgLPK||Q9}R7>Fcov*(42M ze!h%F$@Wnp_HC8aPOilV+t+(qR`bV?xmad9Y5Cl`t?F*hXqgffEOjHw<%H_=nWhV1o|voE8wx2;K}fFG;O%GcOb(4-xqbs0 z=~u}8)s~SI5AyoUPFQVd*Q>)s>*j>qT*}8kW}>v0<%T)-wA*v^IBB~l`3uKQ^=G;B z<$En84OXZx!v5Q2TBj}Ue!jn)PWIMf)xH!8l6kw|%(u#wETW^#DhwU#)o3L8ma_Yh z+P;YM>Nr7#S=jSCZ|1T@Sx7k3?d(Z@2eNq~Ha|R}+P?_M{a@eX6RvP3(qZOg)?|3T z)~Kq(aKylf80d=pS;HiroQL+MoUK@QN*C9&d-pbS#mD%$PzOZyUsgfp*@h4fn3~;IP=71rs|xy#H9+ zuzRUocT|U*6vkB$!`<;}|qoB77(U6&eWsWqdK%vjX}s4>u6UX&SM=WRk!*xF`Z)lS0 z*Vby!@QGqDrb|WT;ysS`(cdZbNL2clw<^22@o;b(ToS9O&w3P?%drpl9Q2IgYgI3= zr$VW;BWT>t`OK|Wv<1xWgpZf2(&Z!QUDNL0E@#vW14FDWs%JhAgdmDW>Y@U867y@n z>-DVgS6E+AI-ITE+>nZOKQt%!G@Co{+49rH~CI4&8+3VUXJjGmsA`-9jL?O6y3iNJgNu% z(HgZ|H`J7P)ouRh5rNLTSD@zih-D@t(EnXew7eK8*UDjMvS$9>splsL?K$gxe^=iN zO3PsIReE|1s+zWUXSf8Xx{#%Ob>r@|)VLsq!$2j859MP9l%L6W*d>?C-u2Gi*>=5H zb}kl%OgB(y-fg+z3sqk6nsTcv0=NlEksN)dmB84CZe^N`A1PXjuIF33e_lh08;ad? z_qf_^AM9CN5bd3xZy6GbPO8u1`HRib=TMbsqy2-msL=kd=V5+S`|LD$9jd42YX^77 zZ3a)d-&?kXOIcz4KgJrDK*Rl$x&wlAm|PZ0$+y(Dw+Onc_oZ-uxb(|W$;eekP#-St z*?ghwQ(HI=o6+#G+IffjEmn8d)_{=+dc!x0ga0DqGVKMmg2dm7k?7&oRI`Q7Zr(nA zuU#g?A5u0{oyv@#U9s9HhYj@0Zr%_fRoU*h#5(C*yCHs?pAyUDCFN`8F8Y0^eGg_? zi?iFD-L1Cy7nF@tRrmraBvMaH(*2X2prE?3Lvz<^8Fu8|{QA@mc8zWsV3{t$jhj;P z96s#R4%ft|<9>y6!vjk6h)is>V731AKzp8!7Bw7~BDeWnr5h65AB#3>BW-up#n_Ao zx8E(9z#MbA4hyT-pd3zm+;6z8^^UK`UqJS4*{cTQM-H+mOSxbDRL0V$34 z4)JdJvsr3#gOd!k6gy4eWslTnQfGDrMxwt)>Iy@R&NY4P|Fnw4bkwUj#<<1tQnB_v|Gci6qTk$U~{C$KhJ2T5pbH!~& zsw6c_bv#?1!yFk^%;-?Vf%gBFJGsly3hWQs{;Y@Cm@L`yqMj?_wVhXBy=s}hJ6$(l zO|(jA&0_f zH$L&oal7hteX3YIH11euN?sgR``fF2?f7^F&t7@kY+T*Kn%S;Up159dQ6~w96;9H9 zhRe*k{GFZ=>Mxfa)q==M-{JBXvjgDn2!#yShtJEDg%YS%O^Lh!2l(o5)!)^A3zF*2 zIZ-IchL_7kYa4WB2>8FmO1%+}5G5H@ zQ%9xcM*?#M*yDUWXj|GF<4%MfZ;zza+>a}Ka)i0(GAlQR)2sAqje@7!T7A~L9Quy` zc<;;cGY}NA+cIEhcgul?hoAFm`6GO9j~=(}>8xT^t+G*U9Q6K%{%jg|AHrgb*QFHR zYu`hCV4Ywci)~hU=$d^Rdv{mrXSI}`kTTq?S|=f#-*x=4{Q9^vwl*u}7e!e6&CX7h zAy!B9h+-y<1u%HoSpTT2N;+x7xZN2Po;8a%{h!O%M{Mlp4GE*KRoNz`=Xk4HnLPO< zPkGSfbRi~fHo2aP+ea9+JZD4z*{LFGZGwR?Zq217`1@bWY^**m97YDiXd(r6I&A+Rc>YA^*9jfs0uYJ`}VDYw1 z)S2}r>;CstiSRsKtC<~kza=jBVcqZVAT~fY5|Z1K$QPbK=?N|k7i!`%;C3FjHZ2I5 z)()T&92aYS*Rsyt-0LFG{N)WEs z9q+z-=?dX57nL%7Zu8_^K*$?(8cio7I=|sxH3mL!IOOC|$=Y3_8tD`r4G{J#KWzSP z=GF%ceP$r4BwyTW)hi}|=g>671uoDc6KH?ZQBD zr#gFVu;CXDx1+TdzgQYx=(qS)HgkT_zwW>4F7cR@BY(AHgKb#$MUo}*>oH+2wD@4LR zxzW3c4rFm;srQln5c6%+nIG?qGx}#etmWMdYm~m)9jpuJo__MVH9N$Wk0*i173k!z zC+s@j^JKJVc(R;}1|vu~*Pf@XF@~3ijQMky9<9@hj8!_Wdmc|Az$2dpbUI5GH*aS( zVPJYTA+VKj5ViKxc*|Cz2@WC#6jga$y|$`~w#7(xNxa>kX-<^Wev9?-d)iB3G`AkH zM|orB2aQT$SmZUPQ^QvC*6|h%hxOE(#0+uz9L8C;7~I87dsLRQ6!2|DI?yBbxAYit zZ0rz!lb5h?gpFUu)ipP-D;Kp(X!VL5LgiU0wH})Xx5JmmM!jzMCihJUzmc5?5sw@Ebzj{f6D_;+ltjiJ8YNB(=rW*l?{dw>Cpbey9+@J#k_qHSx+KKHWx zH@9bCL4t?3oI@}1M$BEu^L2z=skmCtPlIzw=EomuS%F(NTg5;~UNHurG9jFVRwf3u zG@Z|Z$@=CNdaVLQ4!HWBRAyKb56dEa5Dh@MfuOBf+K;1eX;;>{;!ALgiG=17=_x!k zC9~plv#Bvg5!UH5BnvcUH`$E%{7f+Z{2@llKEQL_CzS?$V*bToctPBb6FvX?_F6?S z2faLMC5`jUVDPBWgF^MX91ntabCN&^gnfA^G&{I@t=n=JR=zOy9=|K{y%Zvr1$ypD zRz{aG`a3iI0jCuK8??5w9_&CKN37}#iMS|qxuxyBtBZp_Mh_fxmf8;u=cgDsTV9Z` z9tcX(JPoyLSPb5nWut_dbjP!Y;Dc6-90)g6JtnWyC!2P1rJs*6TOxS5Rff1e0P3E^ z*L?a70fJq`M%m!#ybFtC&fb>8@hFVCl}4{pL{CTRKopEfBI;YcTa&)rVRizQUQXNw zgMkQ(^+!#4v$ekby3_!H&jy>m{26&t8Sp=h(eHdR_oub`C#<3adbly|w)g!mlKXk( zqO0@RWLQas2F)9#+TlhsO)vnB;k3d#Tmx=ZqIvSYln}i3>N|?1c5k!6!_k({&izX( z6#S`Jtd6Wvyhotfo-L4d_c})k>9g(xu8Lm)+a6Q4Y}YJap5eSSVR?pJw;oX=V?#Uyxz1H`w8a$~u6Z9Nc?d0$jiqjIh%`BQXtkUh7j5u=uG&p_^#KY}UZ-?h8>-UVa z2t4U)0O!!f80-}3CU`wg69FjGXYO|^3|(Am@c=icwt4OSs12$@J(#KgL;pq-P~gXc zxfI?sGokLqgFU^MR4I?n*pJyKPaGazPY*n8di$yycu=o9RMUh!F5iGgy=^~065IU^ z-pt>0QetQ1@E-2%Q`(s58J7xSrSIXd!mDHUI+tYXjZJOX$*r=}ytXeCM*njdZ%Y~P zRq}CO?#=Q$*Y^tZ!R1AwlzZID`}*~%Zs`jfnb~Y7Wa_35!1&?rDOEc3J9=_*(kky~ zy&R&D)4~{I++ReO_VZsIc{&&WY5mNO^UWEtuu=NMm%3OP+$8q8-P(o5(|qj>lQB7 zkk3~OIzyK%^{83q1*_TU_fh>20Qn(m5j+4p!6{<_34}yIsClXZxo3(z?2F zzE|@yHnBWB3gix_WcA%>0%|O5KQD$K?Oe%e?Sqdl+2iKaSh+=hem}UAOp@8&U={Mq zeGU4gtsVfG(PU{lqcr!vyoJ-=O61E{U`|%R_RVE;^mm)JpT6I`pIhfB2tLtjbT?b* zmH3g@b)_MHBWBf$t2rzCZb0Ylf%xcN#nRpgYUGsy%>0niU{n zf9`z?yO+zd=S$ld8aP|*R+ah*;nbbryWQkCZho&^?g ziBzMWM&((N$1smB4HY7)qg{g8eCW4VkX${^AMJh-(#>JL{pc{$1Ang)FR=x!)YF0e zN70$6s|H44_*yhb8b~xrB_yRmlQfelBGkVBv(6p#?ArYQTHp7+$(UGVJG}kQTx05V z%5j$O>?Q{{EiCV?d*cO!Tr}msqIMWPLDhQhAS;?RnErQLF3`eDuwLE-C}t1R8g7Op z7k|&tQ^Hnkw&cpA+j8LA7Yg8hKIyd`Nr~Aad-Rjm1AFa**{|LS;#>L!aQ?0vV1tB% z8%$fxJhME#U7NX^nljB&1J~bi;i*@#;37Po4t}P%(bpRfjK4ksPu<$%VyH@rW3Ili zDimurOVe}1$^KS=zz4r)*vajp>H2pxCIdM9uLl|JbOL@2hpy?M@QqKRQghVFcJ+ce zdNt$n-}V=m7edhP(`{bTv{z8?B-P#2%t`F*&)Dn17^WT~4*lAmufHw__c$OHNKu|` z&uNb1S1iI4Lx%)Rqm2!H=&xUE(Q-hnFf(>=pf3B>T9#<-_V`zdB)=Kz`r+NDlpQYy zo2E2-7TNlX!58ebAJfv2mPf|^7Rjo(5SsUu))?H{e{y}iS~^p6vwuRmG7Nzu(CkKsa?zf3 zErOpCN4ZtU=pbm(QGZ|P+@Gj_EcRIL&RcL(g#=)mZ)P0U{xouv0-v$+htLUi}4 z()4SHm)QakQA@r_=9DnE+}a!K8?2?c?kYr4WA)udflN8F*re+1Br!y#DJZWS4kz8X z-A}A!Em`@q;y7goKaNhniQfimF_szytoJ#IC+e?RVZ%;s)K*uJRKs`SE>xJm?SL!% z<(8Gz&pP0>#GQEi|Iuw{EZtA)@SPYfuGJeH zkNmMi`{yFf^+*7r0Z4dTqrY3TI2pDVc2*68CqR@Jkx2lsZ`5l@w@#T3~3!{p(-8A%QEfM3~xjs87 zi_`LG!U&KXVB~VH*Q`;Udoe$@Ns)cQw!l~Rx{3#Fec3{dKx|9-DZc#u#xzrJ=&RY{ z&p^s#@ZLN?f0U<6kmgvGo8Lz;zZ_k$aO?NmdR@tSF19;Xwr_s&+&*txuMm>P^!`=e zA-7u&8d)9f3S-x&v!eLDw-8+O`WLbharcKFC*MQ%XwF_wFvGP=!mD%BC~Vf*s7kf9Kbldl%UmV* zZ01hw{m3v24UVe9Ag|gr9%~c*1STrZ^zx<(DtJJQ)i|P4TMxRuIB7UtJ)^%@!u@48 zcg9Q)(9T{SsPpQ^&3XB;St@cpe?=Td#= zjNh$e<_&nGaRyKsyOo&_daeo4*BHHKiDiR{2^*m`;vHCUk`zo~{Y(S0SYB}APrK_i z{nOD%m!66A)!F}zyHm$)a!iLHpS67bgV5jZTLrH0%Cnl*)Lu2>34;v%?I9j;_;vRM z?7rWq>f86NSQHHU)5ro@y$yHVE%cq>(`;Vki)vCq`C7NJR%V{erj2`)_Eop$I-6eE z{A&`>5XLjJQ+_6#_}dLO&r!T{h_vu3KP_VR(fjkuwr6v@$h?m?K`WVSZ|IN-?`rFE zm^l-+ly!5P%{pY2anGF-I9l7YWiqAb;5~;-Hzl!yMLSY&z@od&cF5H04*g<_Hfa7? zeFL88plC3lREu;MQfnNuxJZa4OFu{^waH!{oJ(`KXF<1RRtQ0)gr&O~nM z=#|IXl4la|%>f?1vt0VC_ozqxjadt50CbOn%8l)7I%Te(#SXo9xBL&SJo6)`=Fss5 z4YX-ZYgbXM*$e8k*5RX!U`U3HU`Q90YIVnPLr|Y@VBcEk7q`ZuopcL2!A@ht^@84{ z5~?IyxDmz<{PB;~z`0V|QnAiT%Nt{42$?GMl1$pvLaHEgwb7W#e=LkWE%W{4LzbMb zjQMl;a~6|9pE1EwDhFEYeX0Wx*7gq=)k~Hk0QH5I>qQZ@f+5{-kjom?=!SO9%lG%Y zNpHbiJFCM+x8iZ(i&Vtto)gb`;SW0gb*J2rE`jj+qYDhb332I^W!vv!#sED#-~9+Z zg@Nqzy0!*ucW?2!pRzrosW8E0=vw6QO(V5&bJ*|^`jzJ(ch?p( z2&s9`rU)RDCsNj!>*fbC@hrQe^}K)msZ|OANJF!TiGWZP`XOx~Z(ASQ7#L3z=PXi5CLoFBNSjB5wl9XGF&#Wn|junsrW;I=}Bh@UU)Z{GJ+YM@Ghbk)dT ziqA)wQnlVLhnR4tM#7w4EKa|ScEDP!x0pn2f^88^$|kDCh`k7N#Qi&U?H-s!y614% z>WYtIc!9nZ6}>K$mCya8m3DgEul=JD-rf}Q=#wkjJoWT$0;2Ac<8*6Izq0{Oa*?qKzP`YMHid@=>cdhTBG@=%76JIDvhwx z!Pxo25(*l1XhIa+&_2?w(PiN2RIq94ZaAD7b6sA3K;>+f*Ib7`f zsFu~qLL?7K2xCSwcej;o|37NjykWe}P;J^#XUZ>o?-nirlh5@UnwX8bF@o(t_Zjqv zAUN2oNj%{&%DU+`pcVa#OQo}=GR(?;sUR#}Xqx6tf@z*%@;hk{OD(YoRM{m)maivb(mQb=+ za&PTMMh&PaBS@}_*6X9q;=7t<@OdS8K*{23_bdF$Mvvcq=d=2?Iobj_iz{3aMi}<5 z?m0`v!})x67am?l_n+&23w_dW^E9y{eMX1J;_f{#h8C)8TyF!$>tG-25YPLoJqYQ- zvU!!OTn1)ck1b=l>^%%-(8qni+F7izeIVhtbZ2mLR8n3mRkX#izl&ei*Zp^CpRv9~Y z%Q{jjx5f=zt1-z!nQsJfETgz2=dXt(qt6Ft5dmC^>5J@9;g1} z@<>Ar3Ux@6E~5NR$eH*3H86{7oB*2kWB4kP?_7Y^9FU!O_N&MeuHnE*L~_8MeC(nKTe z1t-MwHP_L9Zgn}Aw2c^j4hJ@$MVnO)q!?}G9uK=}JnE+Fwoq9J%DJICfRzj%wT)`& zopQIbjLC~6C9S<_xqe7ckx~=PQ*6S+dk^1m8^DrQ~`$dAn9=i(*DyI3&-vf|8uNMZ+^Raf5mI) zt%9~fC;-d?p-M{t%$!=hD=G+d|H3W>4y!o$us!m2rF*NXxE#hA?1}2vXyM32Z#*eq zm)3MS{_z7MGq@JWJ&CI7WU=3T*L*S?45zd z-vF6I1pxnu!E#$6sFRI$&sx_Y&RD<2>;j7~qmN<~erW{?>r;l(FYirywr?bLee@16 zy)GOd)N+TIrJEZcKv|sWvmZ?>o@?Zm?LjlCzBZT3^DX7G(o*wGKkJ{al*&$jSXrwS zb@9m2uQl2RNUpb)lTcsQpGt*RUpBvb8(HF9S7fKu1J-i6bYb97LQtckj zpYq}OrTy9pe_Ye4eSs4gW{{D~JADE0 z%Ve@J6rm0a8|MO9s;-T9*hIjVHHt=^3@^z<^8U9yjf( z+Z9wHfUt;}bYED7s@`pGmmTalf9LQUpyjPfe*=+WH3{7!w>!mNU%pDh(k7B&`IC0W zd{j5A>ZDHnSJ~W-04Fj2l>KtMLB=H-~E zPt*9FJABaBcO)f5{n$=_E*SoZ`5vR+g$W zyjRG=R>jxmd){eQpe~7SYOQ@eY=2u_XMR_tx_VIj4p0LMY;;%GCtaa$B6XP+&vS8p zxH}2iV-iJh&uB5&ru+S!1aTMoc9N#nM`sf_j9penK}~0e?{k5y!a4W!&eNLtX;_bb zRq48|^=PYBdtc*4wO2vQuJZAed=R4Kxq+YU*D2T7k;?(J^8tQa|4zzwXYyD;IL*HE zKg!gjs9z1)tC^=gJwQS=eqlzvSgTec=!P^0-D^WJl2aX1xA#6Y^oo;?j9l)L%CKaF(daRrH!mxCB7B$}xl`T>2iIAm1xf=a`Tpf_yKKysHrR7L z8$;HZ@7Cx~?dMminwn7yyrB^?TU3T8%o>h9o~Tk-_5RG@@WVqNg$$lpbdwj33p%V01&|2<&NY0?eV`bT zgHYZ@LMi32DrMp#-=hX$yVuz76TR?(`EWJouC|Xz-`(F=@_JnzJI$$Kd6g$jhuFEj zxY3Q*)QAZ4C>YIgSY4IH4c_#w&P0F=kCLF3)i>KNE_9-vNBiWnv_HdVq*nQC0^|HJ&6rzC)X%pmq|)3Q>t01F)R%>+FBZSCfe_ODktg;$Z&eT(6Y4Mdedyj z6g*6YPDa;mJN^3tgLe3Qzi$Fa{5HxOtZjBMdTH5fOZ1;=x$^!imPZe^>coT9tk$iR zUau4?`Rcf93}-_)7ahj@j@#49?+)h0M&Omw_Tmc^2WY$WHLhtPn{BH=8h^gOkxDd@ zFRfnmc#93F4M^lx;S@fUz0T|GQDoGO{|)*R|ma zlr-EDpO{-jdk_c5nc$Q;#;WADi?Yd2i`DOv{irVXmmV-h5{r$Q8E9eV-8d*dsn0o~8@Yi;O z#`6oY;jvExZu2JI`0HS3mQ2>df!zyvn4jD4gs?H)giH1DDP2f*cDn(q`H#2_M(4q5 zSU#R>CYh^boA-(0Ny(#mx5#f@VL4#+;IBToCZvY({c-LuiNMlvxzqF01OFK-ht}-DV!^CD?MrdCQ-ah)6?67%VSfaZrPY>2urWwj7DU*4 zuZg_tS~=mm{GIKRB@ynhA6A?mOGd=;Rldl339qB$SL?e36WN|!3ytbUS&z|Z-{iM) zv3-Mhbf)sJZgsocM%ThN>;i(WuDr=I@RMKH_dvNQX=m7 zH8-9BfuV7J<=7SOdeUO#leVR<^2YhB+4U4o-x{~taB;4)BAV?P^(XqtU*NfyYY&IW zG3*YTo|kpNZz49RVK?&YEm+9meTSa(bEHvGc*7AVq-au6#B^ z@wk{)zW1jHz3`#j`byrTloN8NatA0Zv{A@0b&UZml;7K|?4TobD;(w^_=co z>WAO*^6q@Am0W+;dA{2PvZ%k^!oAdsn4Gsm+0G!G(O%9sJx}N!dW9Q4{ZM5qAjfwO zI;X`4PmTe+C;7fu4DT=M(wAMn)#`ZLz6bqysCx{8vR^*t$>3XB166d!^d2|I;*#fN zv@gXvvp&yfp9U}Z+0WR4VRwVfUmZa@!2!5H2eEiq=K(Q@z)eEwy^qf;JAdXraMnZY z!(Id{lO(RmR`58UOv6jXl->KfOq58Zg*xJ zIN0?mh{WD*RrZ61)XQ0QgVt7!*)US&wI*8YU3;Uc3v-n@ z*a@IBK9eWnu=Cnf5Kx0g;RK}6G18+T#ysluNGPra7AV#pol=mj%pfXzef+Iv?bw~a z<4{X;xJYjo%IO{$OS)ASomuZq6a=2UynpTA!Q0q=e?=>+9nG$*)$8M)ADCD2yb{|z z;>6ru@8xwqA-^5Ss*L4348cF?s^k{(Bd_WFKR;BsJ!6kHAIOVT%O=#M| zyY-jt<&@}K{U|CFtMR%^0t3AI^b4jKK$Sw3#afsjTLMLf{$jsFZ-74@1GaSF4%@n1 zF^`we~P+#OgS z_4=fhTVuOXrQPAmoh}~Mrgo?F=Ga8s9L{5Ie+5&@y4x16USerw>hdY#_B#!p<78^7 z4?vxVurP`8*c5_1Zaw!&+qeAN&Ur$QoKIO&t`>x_#52FgXRM1uqMvrTuzQm^y~~)^JGs9ZAU(mu8t4u^s70-k5njptBD%r93gto_;J`I^$NH(zSgQmz4f~ z2Ihb!nm5F>{FyDH*$aYptQbNA!#6R4?=7}0QJ(B@yJ9lS@nMr14TWE%HK3dnaMkqP z>PzPdFcxoh;GhQ060cZkJAa9qr9Zm=hLY~VN3A>uEk<^79KDWRAZ#4Gpu}Gumlc8` z^>C$QQ`S_;b1Nh8kRh|OV~a*xFn{~O#H*yZnBvz*TSe0X1o{)>>$ zM_WYCCL^%oYW-NVCA4)!aWQR{I1$)Id}hrto6*@U{6 z+Lm?z$mV_B+oSa|t0eBedQI63DNIib1KNwVtYfTwPkLx8811Goe(s(mO7SO+(9)Gm z^kFPDt6o$_e2B9OgZCUBoupf!fU;KUs!F9Nsor5Iy4r7HdFUlfc zfC1NGRGoH$>-Kse%bb78T4x0nN~whpA0)uJ~r#Q6~vSXBn~uQS)$_}}LXa$#M5 zZ09@JPhTTZ_jPVo%b_Qv>^CUvH=hFP4Hlj*jvbiR2F=PC&0=LcNG|Dr_r{4>y zUuoPV*#>k{n04tezU7L_)a?9T*+!+-=AMP6uW~q zH}{t3*(kZGlmu$)n0Y>Dax+XXM<7addoEG;FU?IuVqQ=Q1tB`d2OGeKrkB7MyH;bhBV>-pTqp_0xx91M9;PsYTgXkJC*LzWAMW5C z(AnE_#Oo^Kh-pA^v8kX=H2drt#?n@ROo~48d8O4fD57+pkx%ffybIT#jFjKBSIS2I z4$ujD6yK)y`#Sojr~)^b;dco8+)2}V?`{S7S5uqbVQJHGj8uC8(u?NOSj>~>1J+KCe&f$HNYt+4_xre;P*IMvR`95zgT^(Sohh! zp+{jRz&G607Y}TqeOjzvY3EE1sSU)AzYx9*>L8p@*t|G-B`4bK{gy|<^0`DST#&Te z`?0er9Pbs5K$Ov-vE@VKD&AXzB@^%8bDM2ZEA`hI%*bN}p_@s4`ujLrD3Vq3!lpZ_ zLF8tiuQP|bsC}rk5$Oy!h;O|>tPsK{mxXkn9Ab(WdS~C3GYA&8o^dF`Z0Fn1`Z7!u z`g^9L9E!8K@Zv9Hn&0HQB7$6)zW=R0i$}$n_MscsnZW$pl)910l~+wpX&)YoPp6EJ z_AbWUf#=a*pQB^@wR*1<{hn{2JdQ{8v30FFgC6&6DC};`n2t+tEuv&nO~P2@{KhqH zAVT%9J6G6y)4=m>TPv;+#LeRmHd!o7uXfO4-X6?xX0`D!eFP!YtnYUg!C=&5h0W#D zYVM`8z7b$I$O06V$SQx`@nBmx4I?teq|ZW3#CdZyiyLEgTLj4XA9a8XAg>-Re)>MY zjWM?YX567Tei)T`k0~P0jpTHuQ}k#S<^?Lwo>v^duKy0=@C%BOkb@63-4{Pv<<~58 z^Vd{df6GBBs?~t=xf18m@aHdlfVT$ImwFwEnl!f%>RFt1_C_DAA>X2jSFk&()MAej zcAh2NQz6*F;Jj;lc`_nP(^Khu8BP32TmOzbivhFRPTqq)LHBD=Ny+cip+Ap|8x$tK zk#`@Ql}D28`t&cVz7Ajmt&%&?SVVy{O7cyhnU=_FhRzzCaiU5)Aa2sznYyGh<0@6c z`4M1EBfoOF9Jn`r7B==Jp2*cssZ-|cB8N}PQ&_O!D0dOoR&!VrpTl0Ca(8kr{_78? zFqd!Z*m{~u2b{j2CT1ei_H}NL3WDxx`?Io$)s_{V7jFpLz3ZAYdj=m~=bfqcZIs6G zqJ+(3Nd@ty^5x6r4FYjP`;(xU^hfA7kVRHryPf>Fc$L5RCTKrrZlm8kTI#Y4%B_;< z`Bv>@-GQJMtl=Uup5X6r*zI)N+e0rffAop3U>g)^j|_+|*1Nac89K4HxU7|xSps~% z8oKH7qsgXz5QN=W*R;j*x^VeWJvYxcd7P(C5PPV+i?nU(DV)X%XM0M$ZBt%0Pl9%= z9jA!ZknSTLtNL@lJeN;3QYRWEs?|S0k@7-U#U(y`5WV{!K)ItqmB??+@>m(O{f|KG zT1?&k6JVKBN3o+=knH;Xc}}DOmmC^gcRcP!=UHxkhO4Rm+2B{^WjYfgD=i++cu;*{ z1jOGWWi`gUUnCJQVla$B|t4 zpK|6aL)rBEzcLDeoe#Ex{nX@Sps~AaAOM8`O|n%Rp*HCg`ST8QqtpiBTj4eb($KEI z1R5Mpb}{l?L|k_uong)x9Q-R~1uJwl^sF(x=S4 zIDg_tgI+`=)@hMVee^T8?KGicD_w0q)a}sL07vn3lonPsAcay&L ziEG7eVRB#Ld9xfTrOl=qhQk+A%VEC;L!P0?gq2=+uRhIf+4Cv)7a$#ptgy+k=LcTx zjK_!b_8~5tW=wppBaS>0G1TSgS~`)e??*l}e+l>A`K4r!D?Q&ZT8&iq9;@XZ8vS%q zXGQ4SE2RO`L8is#0Wl}R_&XWtetpc8m)x`I`Y;f%iN$31K!)? z4Oe7t^=MHy0cq*HvF@%e-!C%R9#ZlBeoPtkeD)O+tM?tB(Fxo+k@gOGJ&cOmz(}%RIbl@6=pqE-oZsv z>bGO1lxM3i`@ya^y;(?YLtru>)_@thSvddZjJp~p?dOWF1mR# zyUuC4`y1R=YTgmARQKv469u~%?+Ra4--om1nWyRWHcpRRo2j>5?P0XURkK7C)8c!- z73b!WruIqXj?Ib)w0a}f-dH$N`Q(bVVUZvRxq9lYFnF2A*uHn@^shIAk>jnyX35LN zF+SBB#}_d3oY&y6zP9A5IQy#v<&JxAG?&WKZlhhqY8?z-n}Es1ZmYRy;O4%&x~3YH zR~>&XE3>uwJDN^D6^FqeLG{&n4%jJPTwSvRn$d_eA`#f+ZNTMl7QQ>=8hXms>p5bO zfhxlhiMdAGI@~&!z?_y*B;Dk{bVEEc_a>lat~oh34>r3EKT6(QCNV}IZ)~yK`US<( z_8<`Ie`2{m^7pIsH3Apt3cpj+{Gz3oX_o(XV2Yc^23UT5sqoKWJ1lj$mLAgB5RC+# z*q1O09KPpe>+y$mdpW!lBF<>`@uk1GS$wbagK`IocVGpVuQK9 zKbd*n>ph?Kzg@6u)5u4oNnvTpNBgm9kSdwwF?F2oXWzjnw%*ifHyYISriORla_Rh$ zyUhkRth`&_y3_s=&m-oxcvi|502*1<_V$F+1IYqEoO-8=5Bph#A55dIiAZh+|6O+B z45=Wk_@di+FPK`}zuF0e4XlxFJNGMQ?Lc_cWG}tauI(hNxwGB!g|!%?gR$^(iqC30 z)8wvJt%9&7r@M+=y{WR0EceR{z2%qFta+b%Bl6oD7U%C0+DOB+Be&esL-{>qJiiF) zN;M%TLcVp|XT!xdvCGB3(ddcxc%BqQ`}tV@()Q^zk#8QO$S$>}tVVV^DaG}C+Z)Z* z_N_)B=zR!Mu^15G;bI+?!TMP!Gv-xBtHoa5t?%IpxmYFM~(!6j9TP3PmbWOY2@K3iR zJ6-M)?vymEUZVv?hgoUYX%*g`!Slj&!S+k=(h_DthZp2eMT&1}c4+U}Z>7+Lj>qqv z_aXM)!PoIH?ia4^g#O&kK6SLl=K3<_y42ay zCkn-oJur72)2d(j9dgs((~D>LFTlk?tGBPT!7M_Q=W}CR*}#e#`DG{A6%P3s$kjIG zi8CN&#)xWF{`8)4a@nT5EVY^X+UpK@rov!LY1p}UKfeKb*t|;RQBlVpA8S;-;!hsN zV57}GZU{OX=k#R9LZGAnQoKa~V;H5?XtwA)Xvg%&+Kyi)lrN0R?Fm(|;;e0mzkFx*Ocs~6xPBK$yW&FI;>z!mI!F*#P9&3i`f z0B?KP5x+WpWgpY#_kL^CahBlQP*`lm9Uy?b<|hMWvz|~QsjUe^z~Sxp3tnB2{j8H? zdFFQq*S|B=)#VZ0w1J836^&Ia9#9usqrlYcZF}K#s4H`9rP!RywxgNB0h0&0yE@LE#tqSIVGKO@^ES35d-Tas12MQlee|9Xta82cDy1%R?}69z&*HNR2-`DD z^w3eah@wvGuTfYgv9OjD;(NFpTF*AKkQAf?oYTjsNw-SJ2KM1@>aa5@457bt!;gd0 z1N^Vi>2CCH`<92h<~0HJC1R>*)TmZR)P#dt3r%L!A_UsdmOm8ut$X1AKhipTib zDc5%}CtLL8OFb!5qYhRNd_LZ6PE$j9AE(}8QHhU%`{OM0I3G5@W~;d6kNeI!H^B1> zh^wyAaJSsI7qvaL2Jn%em$Klro*mFV@o2QEcRXk)wBD}h-bEfAj~rPmL4mYqZX$;K zF3A@Z7fb3v)`SD-G1|LLT9{YewLlNa{PA|t3C_;k!0s-F7$efLOng><#KSv zvgX2=R;QVrOI z38MHoL2zuDZaJU&0B@?@RSpIR!Zg*Oor+ne^;eWd|aED6+Mgg@;21@PR2 zP)Ur@@dIMJ-EchxbbPl~n?L$t&TK?@yB!o;CKMI6Md8?jo<)z(UCrdUi*ELA&KR+)9vL@=#~9P?8XQ_3wp{63EV{s;F}%cTipRcqEU69#-D&|8X507FHw5JfFpt`zrp;PXl+R%9Fz4GOc~mpMq}@HtAI-%q=-9?{qTr zH;n^1zD)7&*yy&G%ric}YfH!<$Al1bP}t28ooa6XIx>v-yiPg3PSQ8sA0~&VSn^?OJUQ`-ew-iBfCJaxNxI(2wxjqdN1eOF!Zk< z)wQyuJIuqpeA0TYl&<34xcl9ho>h#5)&8{-i*-6&RH0O)_^(3ytmW)80^b1yjJNk= zfg;Y+s#)72f4KdJ>OllW?z4)xcUx;nLm7Dtmr57$&i7*8yxHGT*-G?H_J;S$J@UOn zf4|S=z#@9~c1%y!zs--xjiupF>Om7Rx$=iY(aWED51|-Ug-x|2QD^n=vO0PE6)krm zF%$`76UkY3)xAu2Hvh(@C(J9IE>gR5C2}w1+B*!0_A`2g{&vbP8@CW87!D`bPeakG z%Tjwa=bAYjCxOSlO{HFj8KuE}_P$FuBR{)UW&B%a&~rvvR|~3wh+p@p$wGg1M&T?N zWqbE?$anqSyrIl2G0akc9_a1s&ey%syIf&9-BIhjs?)D&cQ#22Wuvvvtw&gN zHRhk@;jjY}?a3*ntVyiKt-&s@HaPm>9}%cm3H{p~={vcq?UGGx`P13wYIQl87ofe~ z3p4PD_vW-c=FRb3N^%*puy@~7pwi;CbJ)WQun0!B3o+UAj8{6`W+W-RBmS&LC4Nhz znoN~NKm;sut5T6~7V^!y&%5d}$tMixkQ}`{il7-nesN=!8byh^FI(VOl~EJ#0g3*mTwn27ch<13C19nyr@l32 z=Y+XY&9}E)CvH>MiBQlg9;3^xNmCy6BxzNz%IB9HRF3?1LPnsD&ehIO zD$evcD2B(z@{ug9k8Tki`_Z_rrkXA z*F;z2oCvJ2o=AZu16euuy%5v1+qq7U?J;iYKx=!fGsg4M>&SAF@?CXYsOFfK9G ze5TFo<9J-1f5rqpdQH>TYW|_4;w%>A={*B-s+Dkf{WRSVN}cZA3y>jNnT~GbSB;Fl zDA60jWVe04Q2K6`EbdR}vRWTOimkHG5JBm{L+!Pq1huz(8J-*0VTG!92_(1z`?&LJ zH;JhkIF8?)vAGWXQ2OYi?0e3qKk!0%Ztp~C>S0a1xg`jQ#Dp*t1oT#>#nZ>~_*Gig zq`FB8pZD^ZKcAZGFIR${E!}z|S^Kx#KD$94D&f1+x%A#syMYmnz?SD?N-5L(Mc;mP z^So#nrK5P9;FYlJ5mKe5(@f`6RVGa>O+fk!^p=Bt z+t*%ElX0FPWYB7t{tth*h-ds&yXU{zsPwn17W%@#z~p0aP%86xw*lwi%)=!@ry?-(4N(@1U-)8G>l&<*Paal5N3m03qAYL>yJA(G2uJ2?; zbMkGR`*P6#&Z+YIHe5gt3r{=lUjZBRg?$~j-Bux|)eNAPUDDSk_g5<)&b@dePTV*z z5kB<1QPGTeRw*mpPee4*Aa>3O-swndOoJ>>Q87z>PO?6m;D{w)F8%YO6-Kb*#^}jf zU~QP)d$-xLbYn5Vl^KDPEd7f?C#Y$XnkR7L%w|WxkH;;>jT&-xn0^Uit(>!e`Fo}a7K*j zesGM1rnw%j9!d9j?kCQs+OL`Oxb67ASJe2GZ**=Qn5AzEl?)?O)pr_Gk>G?xWUV=PwkF6H6h`)TaRI(^RggP)jrn_pD~p{jsL<)FZQ}s1oYu5 zf2~4q#(|JbfOvVOY`t zdayg6j&%2L(V=|a= zg?}3Rlw~1H!*Ff3qiJQ=pOuWJ0#&8HznIt$>*U?5>1kaf?;ZPQR3@dG-2gM!YpHc1 zEH``{A_$eixU7q{xqGJlT{VY`>dHo2?xymeZ#hF@!(gwdl^wVp_*ETw*+v_f!ck54iddpE~Z)|ahGcA(ptKiYA@y2FLVn*Z= zJ6HU}T$sBqclmkIT#}UotORk^-CXA)nnzvUNuds~JN52U*&JSw_&T2u8J9H@b^i=e z8vr09sHWx3dO|}w+eBWN8c(P zwSYfnlK+c}LhD;-OZpUDC-L72mW58OTYb|tnAGGL8Rfri2X3*cZ%#+6b*@&pzI49U z2q$YZA{VQ_B#R(a=$f5z)-ds;b^_AM%u-}(7#%ulcCn70A$iTETO zCwsL)%@zaNzmF@e`T`lclE7zty;DVI8>8ve4M-z;MDZ1~@%}%8hgo^hLwG5zM*Mx6 z_0D4v9~N}!dHXyBv$=7SdtEM1ioOQ6=LNo#6slN>OEy`9`1J@<>jAyaaJ;rHFU`$T z<>;0>IEdXzhB}i@KLozgU3>y3>rJH)X24Nl!YW^)+9lhI{s8RFB887G*zg%m7hzdH z3$^1WiC^vC0!?cnAP_2#TyHthT-jSg8Ohm2;xbzlP5?KQyxp1*Jye1K!r3D)fx;BY zNa&oj-jRA0Bw_#3*DwP;LhGnLk-i z9r|=U9jmun|90uLUSPW%9;@4nvV2ZwWNrJezL z(eG3QP3~`@Pk*z|h;yB8?E@4ezVv;NJ3P-)WQvY4NS)tK%jV*5eJJs$S1T05$P_zM zKR3qvpk$*we1mE|{#ZNn3 z%x`#Y{^4)}h=}tsxB6jqt%JZbFQ~I>^?*RJWBy{1sV8um zp^Yauc!AzR8nk+t;JiHRibu2Uo{bdYlFRA=M0d7ku0I%Yb^K!G-k>pi%&t2it6KK^ z6a`^l*^X!bHqi!3~ULaw}*&&Tzd3+WVwT$;vDrJW#O9fqL0I_!Rj5qs4hO?G&l zQy_1YYWw%zI}i`QE#`AUE#P1drjg{` z;~39*@W->2e?u*7BbX(YdamduW~)rxS(RV~09T5UoajTQY~s)Mq{5uM*%XrpkCKyb z_3}bSR=>6u-e)hRSk!uQWd?ufn>RCn!UC}-MkKrQ6uhp-(ux6Ubgz}{4~#%Vr@nak z&Q?q{c_kM1iN5Vl!+iye(Am68hX+?SD!?JXD!J<-=kC6ZdNbCLYcG4-r=42JTzxg@ zQG=31qVZ@mdr>ju<2Q1Fb4w+3rp+qfj!DBHk0E_$=o@f@I;Gn9g?YxO$=B^iK5kBT zd!I*7RleRDM!}QnfF@a379j2r0d!U#wCee(*s@GNuqt)^@T~YkGRgP*VEg*+MY%0K z0dtb$oG*93#=kwXCRVNUb@N`!M0V}vB71h}qLD_zNbI@lQN_lpxN9`Xvjk$3dWuYL z%QL34;)(ET+eYuAlnp-5izXECL16B6j+y~Ef->gxu2v`Joa*904K@DygTl<2I|S$Z~J87S!y8j%wq+|K7*b(V;Mw z(Ox~plygTJdR=Ff@7mn^4ofQGp`5(A#HLt+K58E;`2H1%?x4E4hoo2=GR;r0p}E)+ zq(&GhSwq4ITasVHXICOGc%UToy@eYR_Mz^~Q1S zt76Q3@R#9wk;U`<(Hy@VpZ&Y0Z(Z3h{mSL)YDfFjEz|=h=!63!ehP=gO}Yi{9ZZ~B=gY3^=xw835u&sdOhx=806t%wMpilKPs#J~nWx9X zqWebCglk=tmDa;2~TydKzQxxYsntk zdNrM1C#eyp_x|JW8TaSYFrK{3+$X_L1eoW5k(F-&iJv2H)lSj4M+8jGG)BDNlGQV> z!XTd-2>&?>m_BU(ZJV=ILFaYEz6TkF`v$Jpp3neD|RixQ%ZCXZQ8kUnd zV<$OLnwI4E+1PobfO>jAWO0t5$@}xbn>@X*td`!FfxiXx(c$QXKA-OL^1|y6l-ew& zRP2m;SD_ZocF1WQ(wX((8nRS;9r7aD9|qbXoi?;(VV(@G;^b+bE7n{b-+_LOqKL7+kNEnQXL$aAz{T4ipAxBauZ zrbxO=pImkn&Vn@4H8RW2b+Q6Ow2h6(Ie|^<^vM=XA5UrIJ}cF}zvLq2Kou6YFWlqH z&m3#8OM%>+HmBdo!;YnAxl)?t?+t8JQp#l|2ldInYt;p=b|K|5ce3qr;tOWjb4w?{ zD)2X%Nj;@AGXUw?!Ipm*q+*dpN19t1tU-y_l_u?GEY>PWdF?UAW4U*C z&&s~y1k7C8_etqKqwU`EqCaVld@=9Y&HY4v2#i90H*JYC7Hcc*(#>E8UshEvm3$kY z-MY>5A7!B4h}FlIlkNwt2KW8HH^uIP@2K$Id8R)bskda# z(ggEl%b?milJDPwJI>p?=jkRT=e51;r)*OO4QTZPo%i7lweBsx5hZ2N9RXqs1$N4e z%DhFY35!9x2^W1((rca7PJ9zK^+D|q62uo4IEM?gu<`4S_24i;!C@X2(V$nZ)&Dvy zeFWK&Q2CIx7Id>je!BtP@HUukzBLy#8-nhQl6jV`%wgg6aP#8da$DS)JUucD@8)~< zu&)-Z&+$(XUk$D^nY{+C^qh|E-opbt!D+Vx{sZ55-pi$?`0$j}NC_ziJ_MGiwhGpPiWl`qtXuh(}Uk>QHoh)+Fjp z@_E+eA@h4rp*Zs=T-OXAW<*wbl<0LZD(rfOGSN!4z46`3pYF#1&E2V+D_)f;a>^6Y zQ56qbk2r2~mqTs>ExP)CfL^$FngSm5%+izB?6Umno$%2rPdoPO%#V3Nb`SHz@s5PY zKbOsy`azZeRprahu;5^S?zp@|7|P+WNp<-#TE87`{mnW5_r>Y@xPcDmh1F%KowVk= zk?fZ~vu$7(#om^xoo=U6LV+kfE9$0F5L!)JkJvYo$1vS^TTU6<5_GKcTfO;>o~OIp zrb%K=y8XwLckQ4dXP-Z~-)u3A^-q8L@zD^##vx3%Taj6H2mZ-un^Cm^pSoI^k0R&2 zF0noE&l#gsU)w+Z>5Z=qdyl=|QZ6^{X~lA1=rKZhbFRUAX0UED^WMBNan`TK^lD-h zX;#4E_K2G4CR2xTw`0JJU!9ZoZqOTJ{_jCG27mNZbG4)nbM0m;ePy?HRqq^^trKzX zBmNXh&cJTT9ih}D_%n?PHZMwj?Uj8ViQLEB0>U4(kx$=p^6*Z~I6cF}bNcpvjn0rj zM-2RH+Z|ag*i-FS&p+#1*1vU;fvY^;tOUW*9@>CxVz-U$1lKqMTDKtj{HDjHqsJ7? zzlAddF_$ciR20Ex%e~PHhrI}NV2gl6?Z49UIx9>2`|l9GsZVhW6V(EfX=joyp+CID z4$5~G5@LTL3~Q|1A!p0yrNvOAvO-%!3~#`??)7~rCHdK^?h}ws4WNGg^p-Pltl_riTurv=S&8aqTxyN3KmsSJq@j6tsK@s2;=aZ7Z**AO$a--UP^g;{Zl?eZ;B?1 zgUwX=pjM&F@)a^tn_X^uo@11||9qFn;;bxytm(5 z=33A82i%`)Q7`cE>QmZWScPoT#RN-=_p0PRZJ;0FW%p|DE?Z~ei{@_auE^_rG}|(N zW^SmP9Q-uswp{MR5U+nVrcI8*UgJg1&isq#EY{O%>au=%iHf80;`*kVEzX#9`BqiM zB|tx>MVhXk@3W|csut6JzUhGotDx%l)`pnFW}ImJi>+yWLdLFEHqXNXGSBa!dK!7J zBKjvnh!L)8T^U(UTgKWrEQIRl^uBg~wIvnJST4%?w{1)ySAw@sLI?>Uf(Sh%*CqQ6^Qj=Khu=!>$Ez6@1?`vbKQSsUS z;6_W!+;JaPU=~xUuHI{UYiwri)7#4OS}kkNw*333$TWxL8&9TI1Y0{uzH?C)QvEt0 zZh8Yzo!iqCz|+}7RM_9=lR-d?e-oX8edBUfw7RV`>2&qcTmHMGcvmtj~$k zxg}9byg{eiY5iSa$6QJ`wdQCpvjXHy9{pOMT|&3I69Pu8gWp5Ak^CJ`7pggh-~A$7 znA_ZXT9KE?WbwG3CmVC~Efq)JGSPp>SRar5=bmgjc(FS#^ooDlL@mZEX=@mgyY5mt z#}M_3Jr+f<0R+dIXwU{b-(KBtpkOd#%nyr;Q=eNQZINu^^$_6r8hj??Z8IKpM7a5Y zeM0{eQF1z6=iX+wm9D=uz>Zm#=OquEkkDXkL$UcQ=0=#&-*$xgmnL`+ts8 z-{*!7wVT!0&hdPuqq*Iu`I6a^_Sa!h?pCGFB@fqN*-^CE*cIW-Ep#RUujGD!aOSdE+{?4^ZW$Y6J15wGrP0^ekMXqb(ti&^@g85q^IY}ax% zuVEIxeHTOYHso>KpVF_4Hur&;AMi=B4qg0JcrePfY#X2eTWM53R>KnSdHf++HmxiM zkl|a%6}c~+%ZSc@3hkip*P7AaSF?SsrC~42ElFMdYJ0-$F)6(E3#$A%wri6}DyFkJ zh0h32w6a_!e_U3GN2Q)!{qi5TZsf70^AzjSdv^U>Ti=I_yZ8L8MXm_E#&9Ao^#1z0 z&8{h>k=Gw8nv_pp!+pUD=IP1F6piigy5?fAZS0r=A373-k6&NMT4A8JqFW@?`QBJK zAmk|v=d)u~_9+O_WzenqTMg?^_Gvp8U*GwjhI4-FPBi2G#~!u^3K)mLvv5nmK+JRA z_nNJb6(_Hcc2kejN-Z~9q_w-laAh$UsRdXU1-08K>5qABd}}E66O^gkB39MoqG}(+ zQ*#4S-N>FwmAtWBBl3X=k{`9n5md8)RZf#itJmLG@Z7BZ`irZ%&wzXxEHRV`NNb%t z3jub$mr}xXr=!zjxIciH)p(!b^wOeA7F!eln8U*{LpHaaS~V^IHWrh8{x1(;|KasF zeDIyl`kg$1!oPF2Rfv69V;o51hs~9FIldu;^D)PE!r8gbbK$%=D4k8Gy6cZ~dnybz)&0D-%Ykb;(P5XDJOBZ``9g&pX-q+b8oz%^WhA(>BM-0evy`RNIz~ z@_WRbD}HF`O+`Kw;seP`U@YxZCVXe7%p^uH?{>(x`<32gs*D+zD$v`){JpzhJhM8Y zK_83DGkBqxa&T6OtEk3)-oLa6smI*0@i)8ueVOeet&m*jyUGp-;>ruH_(0#|GGR*F z(q&@26!-5cH~P`$c=cks81~8=jOh1-Y;gG|o#d&`OR%_aDoraA$bdh$?V2_N^4}^k z`+?GXXf^XuIW=Mnzh=eo{W#Y~`reRvtUwp?=j3^1*e$KE%hyJipA$#%T^TkJ>)N(q zEw=x-xf#7HtdMUzb3)EI+@Fjx2zBY*Jl-KmzL~#PWYmde=kop|fNg(eJ38ZzW4fUq zlENf!=c@S9J&&zEvFfn-Z+mO3ok!kncj^z!9_7oG^;)@^6!wZBB$AG zSvw&=F)O{BxH^TnfeW{;k)lx_`&PIeH#vIXw!3*L)HbPp}mapJ}mbVxz25)&F2m zeM`p@ed|#_zE`3}dzmDJfHHEY9iR)XczNcAT2y&)Zb- zxWVvwV<(Cl=*(9|R9ZYMBY^=`791Kiofxw17@LevmmGlw)Jm#|(Q3owrq@-CDM5X& zh%|+9W1tiFzn*WsMjME*?L@3v9>4unp}yex)!i5^uTURoxRWN=(U%#pU5mQ`QF$Dt zA%9CveQ_S&Z5?@(PLrFYHVYNnS*OS%&H}CQ98D7+owNWZp_Yh_4+<*iYXoCp>e-v{f_=uZRP4xeOd@AYW|PU zBI|D&i)lk>Rm8SJ$7s=A=ZzK@VCR7Jx8X7WnwO>Z<@6Snl}b`CLDlY z6Qo`rP5N;G@Z)wBS_^fjH=HjWC}+=MKxdJ_yzd3gOA3Fr+uUt`JvjJqR7PfZvC4Vx zXIA2^AjndXqjS6I5z;p%<}~u*sZ~!(LG6N1lvHZzRqAhBF-WgF0(r|x)Mwn7Y%}9p zZQQ1-i5NgJbxmKJrFs0kKk}cNnUxyU=y=7?Hz8 zY{U)yT)r4QEoK$K?;?Zg@fkD29rzJ+iRu)+h4frTRzp=Dqi!=)*PU(J3DObP4L*D# zCB|^`_Tynq`eZce4j`c7(%rT`9B!5(l9L~kChDD%(Ra7{I3#F%yhG{wxIF#s^dj80 zG=-H``9}e%b-d!$Am393It}Ok66CL+=AkLc9EC1h?(8>PN*}7o1*0k(HPlh&hy6`l z201FMrqpBYzMo8^4l}zqQ)Cvss#{Pghc^)PpniF0vHD!NaA#%k&b?5nreUfx`_A_5 zPSfu4wbvUacC~z91Z*#L8|#os9)N%yRDE23wKTj)m`4RQa1WM-d ziYu!H3++}fv~RNKDw6vwR*z+wsO-ye#s5@7s5ADsK)rv6OY7daE`W|rJV>KQ><35v zM*Y@olxxq~@kFCL<9U77@Jay3K}`k`bfZ573ipLf#z|O1t%_ictkk;y#_zOyY9hzM zMShlVpAu%4XN|@j;OC(zvzIhqY_&h%SB=VCWeI|dudf8(`t}#Yk{h7s>egfbM)KSe?hX#7^JURs=%LVSsH zWd5NF=`_e+r`F-N&&DoyvHHn%9{J+rVZ`+xXy{7$%bIcgUTp1Aa#5(4{@&Ejv-Lqk=MN@zJecXze2vvX5Nh&3%YKa`7C(gh zcF4rs=`u# z%lX}3V|>fp>9cF2M=1Q+>OJ*ATFwrBjImu%#Ut-rgMidi$^FDowLfUtw3$cVZSvu5 z0|&?3H5g0Idu40m!%atXYYb zEo)Z0>rLQq$7n^5!piIL+Z^A=TR&VE#~5~u0{0CSvo?tZtIBrn!jddsE^qAesF5pA zqt=UR)ZJkAw45LQ+5^uLjX!_nvZ&_zvD5#ZZyK___6G|W%1LSG+a!tJVfegpet9Z3 zxA63p#j3DmD4RF~Wn$msSKYYabBp7V>@49_E{hO4d2VKj(O+$9Tde4L2`t5%kJXo2 zoeF5*m{{A*b5^Z81yMQ4a6D#bIRV0vF`gH$ab=M$8h9_9 zA5nPo;G=or1gnP-!|AiFp30NzK7|puw}G5Oe$YR}^W)K5iB1im_<{P%m$qjJkheP6 zV37Vi56}re#Folshr!i-hfX$No#sQh!!ysTrx)PfwY1e_U#V#&;v`CKBAT<}+NWqm z{YbUmKx?i$^kG7N$HpRKYRA_pAnn;(tyRmyM`wbUc`42IA58mVy{x>nc2$J?8<`h$ zSpahXe3Uy*v3LUA-2T@OH_yXG*kIIqg_A=x;vIycNk@~n0W6f=KLd_h!`qObc%@E! zY%ws3f9?|8ZDtB_STco4$OQd8=Oajka{_v7@QG_GHh}tGWz2#{$+= z(M7O-6GPo9s#E_-TyR*PI04B!n0?~I+h4C~5jX#KN3xDi3^r*w)lZvl(t0Rl*3DfT zKRD6M1GRaZXz)%7H&KrIv#gIWFF&XA;ka7qRYpoPY)iHNXx+SsTL240ah>~299OW7 z_J>>RQvpM#wF zm1gTzEGgBcyjHtdWfbL>GYG?WL}u1+{~EDBX2;+0j${`&zLLN~n3yB3%oIb^VcwDO z8D}lvZ=Wq&4nZWJ4*PF+kF{SN-y?8pHMXzU67)H`m#*M>(0&hf?0|f$w~>M0ISzJ{ zJ!J9-ly0@^_^3A|HBfe&;M9}gu6{A&pi-Jd@89jmRcdH{Eh#hLQyGw3pAoIX=f&p= zPJ3aZSoHlY3pgo-&INe~FjK}_$TsVKGv2lS@NmrRtt$;u_m>Fq@e9l)3hAd589u|( z#_&$?&JJ@egT-Q>sRl-M?_;lOo|gMN4Eou?MA3f%3^P<)Y;s#pp^Z2HBR#v_bz^J*H`1r zw|d$J%$j%XbeMHJzu&Mei(LQ)B;2&urSFDXnO0@(_`XZ4lgpXmeG4i(>fukPZ7P0N zoL0PU(R#Nf7nW4a3Hjb97w7AL#KDo9FgxQhw*qJ2x*+`>(}r}Z&#!HnsHu5IQLZqW zz$c4rMtwy^lavEy!FEw3Z%jI^GsG=qxwuVEmuL`MJ2or9vH?9O%~?b8&Kqh*^0W1TC z&x!TH>s3x`RT|ZqX?gj)fHD<^GiM{}7i`gJEgo6GW}9l}x!+M~@}Scj{*XstPdJgN zQ&jJ99X%%XC8{Mwu&l)w-Vyp|w>d4YSI71zDEm2S)|pX>*VRdWS;_+Qd930G#d6L4 z$c6UrUb?h}R391|29QpOV=u78(W@&xGOVYTtSrsf?EpAht9K!1ZmZKf|J`KOGkZES zmntG1$LDmkO!(>d1r@$M{%VB~_t~aI|4f^UiFU7a$A999Oo;F6#veKe_xzoPZ**0= zFR`8mgz_zo#=N#=+?b- zKmP&ZAG+4{x|_&mXO03lPOG3@Xtpwi+ki^}R6F&5r^BmxubI2pQs0pt69C2t=>Z&{ z)rWOZE3THZ_Zjt-f=l}qjen#Ao+OYN3>pQ5k!$!C9IuEMJCOmvAfB2whY~spi&_EvX zb;QrgAMi-1mZQVR5rQk>WApq~TfYN2q^!bn+O5o_n?GrqgASz*4j(iNo%Tl-Y<1oH zyY|Dpvqw3ifF!@&pv2h$dR9jQy)AcBBZ7VL?-kuIP&d*=V!R%|{0j3f$inpS`Kc#V6@Q9gc7D^0`N2Uv17dw&CVIIFfdbAr;8 zu|Lboy5j|!N9o}<0QI~@y4z820G7l?^mJ)NpWbdOql)xLpHbzPe<^_FDYQXinPs=k z$3p2|$a!-8;#KHPeu4&nZlx$h7qcErmDL&@#QRTqKWpRcZO%M~+ruj{((CHaMRj>u zCm!%L(W$Y0jl14ULX+UTV{d`S3ktvJTt{c4+&z zBkbdD{ar928O~tR9xEQPG;b*WVJy2DOq5HL&NqFf+hT{nDOxtl=;z4b+orthH<>>^ zW%vM$Vs0IlWzslcdcR@gmrVAb_C2!w*24b#q@M_>{j7e@c-Ln|)2ea!t#scq*Nyv& z(95!g9FheS?D{@`=~fSw#(F5$&bod^OhJYVjA%5-p z_dI8vUBgnr>Ot0+ull?o(kDUE$Hlnf*URn8sn9_J#aXcJ2<=6RxGQ}g1k>plgmyuS zRDOUMt}hDe=f|iMs8xQ$>Y0n2D%+@^+T-yt!ooAaE$>J=h16H@Ke z9`fgBv0UG&AgoW)r%D{eaJ!XC+ZC&LRC~juza+J{y6^7;=(EovsA2$lUY^__ zKrc1UsO?Nwl}9l7>D~kY7Bv^%30Z&q1C8y3ZyDl#d>`{aW7gi3H4{d%@DMUub=)YW zjzH$G;0w2x-s0d=;kNr%Iqzb}w~>T05w z9y75kFNV7Bd-}T9>}*PUDDAUacsri^=`bh?0Z+U)@6Upt-P)ad2?y+H|J`jyC=V*) zs7r;tAg6L_jx)YLnZ#0-e2puS4-l4Gp&A90;i|7r>$C?CcYl8NP6gm%aAk<~+QPE? zsooCgP0rv~Q7_i6;%2u*K0Tfz_M1K-E;UXVTli+`{6BVUMi8xQhN9EIauv4_(A(Awl+t|FRA$9_Ws z=JzlpW{(L7ccLe2e&$*`meZVm>6ScFNQuffMN`rl1mWSt& zHJe^07SywOu{j`DuUyZmrOfKf;)d*lZG+zD*8FR?)Ny2sAJtZ<-`0P~wqS|XRWcyQ z*_G;;sy<24VY_E`il%&K!%3IkJ!c-2l11izURPxWZ1#Vn$b$%)z#R%617W5S@$5UG zOa7gzu6hY)m3?zobmw-ct-ky%dk>Pxi5Fhp{O}O3U4G}Ovg@c=T$P7rl2iNw-j>hB zd4~|W%LgBnn_7Lc{FFXS;qO_Ql?Ib_^J>O+i$3-5%Q2*(+983dwae#i^!HamRQ+aBKU zh51g%har*r`+~0KWOtLXziM|lBZJ?&)kW5Jw0kgyFd(@Lh2Mxu{^8@tJrQY#AK1Y4dXC-$T9E;vxi({n^KSA|bbkdF7U*!wFs+RCVn zP^fVB-3P-Px%PoUXUFBNU*nqv{Uchcl-#PV6I9J8@^%Yjq=<-0i}#zgz@AQ-m=!XE zqWa%vm#miZlh#=(IcH`LOGhB!FY=KhRkHHz*VhtN1^L^wK7*-BS1b}|0}(z?U|zZ> zr5_ymrSZ75>_bI*EsR>a+M$Jx(pj~cIe(zs(V5ZT3$y3pzsfIGxXZI&+pa4>5OIKm zU{VjvD@~TLP~F&Va1-mqtxFZC?acG(n67K}>Kuj$ve!6W?cbnd=sVz@blu=L=?VGB zBy7;6x;#>AuZKD@9hTgA{-yfOmCDAzg7M97*^ZZ!`I}D%jjol9d#f(5mv_y$?L0BK1K!lY7>~mcOh3aC!&)N9MMgv_EF@MQV=$x2@BQ;!w68x7(_23fIgIZ3ruCF?$9R_hJEt}Ci*CEX@!2>) z*)~UNb!gds@C-`<#vGqU4uBGM7qP6n821SR(HtiW0h`j_wG6N5Z+0HSkg04fh2gM2 z9f)7_j{H^gSec7A-9ayQzy#MP+>1ZFlY&)$b>?%SPTi+|FxGW2Oa@Kf?aJdGUKhWo z$`1R+`b?@#;v5Eh)g9PsUQ|t7GrxE@8o>e;s5DM9-w?e_{K*+Bu%#t^Z4aOIsrbh~ z-nZ_1C$$nU@2=^DY$FHd**&zaRjG*=SQQtLzfYbEHvL*RCSMOYa{qjmkM85iebUbM z@AYo~^KZ+bRi)n6d2glPPDv$7;%v7W65wbKV6ynvE>r4u;hxc-23 zo@V;wa`GM?GUd1JHikd&jh34Iu5+#jFQ|w(co)iZw3s-H!5{qhUbDsem~{tT@=^xK z6*?!za-`k5Qe#W#&7@e^U9HEl&Z;JDN$gkK&gyt7Yam*v>LbWa1C$LC?@`B_M0@drbuuPyci%!ocx<-H7`mvH7h0$!EZ!)}FUQNKc=!55PRH9-h=tIbH3A6WaL9hrT-}uwaW8=H7MiTFfFoWG(!kO?dP{! zj_$0bw)@2d%#@(dTUB_t)qJb>OCdaaVSS+HutM(je$u$A`6Ex63Ey+DY``P{_NEWD zFQccq=0#G9t@Tak&3>7Q_Lc7|bmxW)bINkL2M|@ZRUI33=Uuq< zhoZwyAtyc+{B5U;*s2ZnKyd;yu@y$i8kjd8%iQ%j!_TO7)OBk5%(K$qLd{a>mI+R) zqy~37Z@0x0H{8lt(@hR!UU!ufcOyBDWJgBp4Bv|HfZJB*647WrznAygIzVd;&8LN% zJNzl)UfW&VEBelW#x~1!)fU<-w!@mL;TeEex-?`NRSnHe_h{0t6&A}orse4-EEy=F zk-weNK`0bB=2PIyj9Z@N_L_U$Pa80nxqLuPwnsO`5OKmH&J17ZR^kv40YqIGrQ_WD z0&=bmvIx=lt}3$SQ#|}EBi_#)N}t0@@iMAd3VWYtF@gRIBoy`)lgun$iOT5WD9!lh z>+IGxLb9q>?5|JWhZeO*l>Dv0W-yWoi#vso(e3%e#%6V1zS8>| zBpNU%x5ev*_*kRA&l>-OK=O4as(VDKLaw-VWzSsbqJKesRC;K)iAXEW=Wa9(zLvM6 zXm%2GfdWra(zPHZd3Jk1$J|YaIHSJ>1w*#lcuj58M;*tVppu7|`z^PkOS`IzFa74+ zyt4hx>6ivk^e_spGEgtD7w(nKVN)jrb$ur0gWS^^cJqrZPCm3 z`EzA$(XugZ|_!CKq){OTjn-xa`$|oW@U-M zV$dkx?i<6eY`a;BthXzA0U#nwQ66B*b|Q0$tko9zL&8Ry`g7X5cYpL;G$ZV1A6SgE;-^%bk-Fn|rq!_kIMNmWmZ7Tb}9`E(Y$GfY|Z4@S?)` zt~yux&n^%uy)S!|>T5F2qJ{qVtGw5|abGlGt51ASn0aqGf8Pq0^KWoxn$TsuQyN^I~(Mq-;nz-9-VZC_>43b;TY!NF5>@qRJo@~UMl{O|f1)&v6 z{_)k=F1Xf}@{iE#{;3aoiuJ8{jNlBE<(u$4yb9Isv6wDuGodLC$6eSGtiOynjGpbr zuP-sV%<7--2;Nzlt(xq(Phl(o_bnc+nJu2N=^Z7UE z7^%3<0mS_pL<@wkg51|N=z1l7)b1JFyyk5b60}_!ZGV2C0xkGO)yv-pRY^ar24`gp z+P0&1e!N>TcRFaLsaMY}1`|iMXU`+Ku_Ru6TsCnd(d^^|c4M01q1Rq75O3yUlbgL! z{B7)FR}4AWiZm*B0fhEGW)Gr?Tm2!M2($|QcID(AkwcN>fC3zMOJjQPUdGlS&kja+ zYr3HAgFxTTld=By284TDdcv%d zkUj^gYhl54jYdh4J13)h^yuw;J6#YqQ!ueIvR>ex?;ef}?<1alPjw9%A7r#26RVkp zSE5EtNM^av&^7~T0^&mF?>T44W_e+(`zJ#s%egwU&eHCDdCmMBiCP^zv{ep;dZ4+d z60$2KVZL<4KGQ|v_dBdBX>-5$ZjP1GMVQb*7ALWLJ|Xud;ab#en3w6CLs79*xWvRbXwyMY^(==5ENu)chrrC2D{=x`^? zqaPSl_VcngBNOQ#MQ5UDDi}u5XF)QAh-4@wMUj-Dl*$m543)$C-|xP`8ThAf@3oL^ zuS`cozu*mQ8{}|;Ngq6PPg-ilg&~+S}@BY*`u!Qd|@F}qn_DJ zCdV_L4WSp`Jc*P+2-JMJmOI~8+04DaOQc^A8??U~&!+dkhc}jKWQ~Z1uHR0%;;7>+ zal_n=8&El_%(<07l9jKLmmH7O|7ORrxxapUBGu!&sS-+iueXr$YZA(0_mw#Q=syS$wLh?mIh zv^PyabA}4~Y7G3cVZ4}-Epx_wZlqw22M{);aa{O>q(Agd0V}D~1<)zkaE*Ake*65t z2KZ7^4Y2aC^hxAb;FTD$CsHNPRFB22J{EqsV_wYQ4EBN#A9*gsoT)|_0OG&nu*2cb ze@#RvkIvNDa`wT#??ZWWF_6u<^8!m-K1~4<&#@Xz2__F8oYox~@#^ZNSc(T-<}a4; z!Syzv28P>OxAy(*c^dtpmskA4|E3JX^b7HKbpDHx_^bjYDzB+=@M{(~3BCu~NoK$aTVSCh4r#XFi^fFb_Fs|U`^xJqN*xBjShdbTzW~x3Fa3f4j?ZxVBX`2Z`D_Y zp4wFMv^5p+?f7s51swV0t1xUs3&SH9-V4G?$-T(&a?!qj+t+t#J03lLo1CD$^T0W+ zZyD1Dv32_sD6@4``XH9HT;WN3`PcqSuGf@uyTwLxlp~&7V0hN`3pyR#(%&c{)HSGV z)Mk73DF1}twZd0{sXP*Gb-8^*?q{H_TO9Z9Tvnh;yBNJle?uVA`Fk15jiw^6OBPV& z?;>cGSEF-jURqPttX?QIN5KyDe)-oC7C&JLJ+2N>-c;O5Jx(xrFE{N+oAMWvehL}( z=;8gIkRoo^7TpQ3>2s!Osm-{QE}ieiaG}JSZKKhwK72pWZHuyuarp-@_bepQqtPsX z$X0*WH)=;^J&pUU+{9KTL@G$v^T&i%ar@NlX1VnVwiRMlfCwsj(e`c8wxTL_yCu&~ zdpO+s+o>_#v@CY^EtEFlb+xz}Z`hX(gaBfT$+eJqpE>BXx>S*KDE}cJ@xy8mxRp6abkpVS$ndAFu(PvtVre+}!69k27`L zD4z8VIYbv(slv)YAy@SF(>2`jBiRoo`SAV{Yb;Xk$92F51t)h8YV_)`^&LG?%9P>m z1u%SwYkI3-cOh#RDi}x6tZC(}D%lev1Vp$Ggq|14=YDv87ow9PJcjFX$g^&Eu!+bW zCK+d$M~E>-*Ez0!!BKsQA|_fYdir6fyYpl$=6hS=?)#&d%v$H$doPU3*0;jXoyVy; zC|))P?D$8;Ys)Ku>RPHRxqd!G6wmK9%Mbg;?a@DXv-+uk3G3YMxAu^k0Yj|YD{bo2 zg%MHaWW5;;jFBywv{r8Zm0JgXVG6i|nL#$m*C#NNH%_zGZgVV#BKdZZsJYv3G_0nS zzztB4&Wax#D?fXB>ims*^YAwH%-8YYSd*2tN^5BM?+k<@%BGhF{EhQNYtGG1T2c5t zS4t4=&l-N>OEs~4_Kw$@(MwnB$A-hqEjbs7wtJw-wwjy4r$B$TC~05lqAFf#FH9Za z+Q_i+Zh&0_Y-~IGbZMj|`lOeQKD?4Y=%P3-f78YJxR5+o++P|6qj7Q=B7YL+rJk!+ z5XZQqf5Q`g`VKx|8rYuqv@HiHk%N5FagnK0soA=Hk`gcXis*=Ckq^qd1xI>Jspo8C zOddUT!q&FQHXkpe_vWw|Jqv&P&SDa_ujOFScvh`D@M9ckESG0@+oAa|4ZG56zoR^U zKbihqqo(N#^EuOY)#~`=D;=548=h?TW&KYY@6u+*;pz&U_7Q_VAV7C<2>?7*`<$(! z!mM2EZNhFe`V}r@uPLb<{=R;zhk1Fuvc}Ip^x8OJD{`4Ls`;SOVnt8-wT@wdtLT42 zjyFs;+W-hjv@XkAom=m3@alOHw92WlS-VFT6}znkZ8iT|!svEJPPo6x zTH7F7-zL*m8Y1Ii#SdxNfbNAnzg*n%-^zVH#%{S{Fv%LZN?XSE)c{<*U@_^j0q2h5 zl8D@jZY1rr4zll6fxq?B)M;2;H<wAC|yh=yR zvqQX=^1^rlBR$J|B!9ZLNE+YSI2QRnxYutGKH{_Djok`DPKi3ySgh6Z-&O6|BOxJX zOe`1z*KcPKm&oHVW#UP0RG}-wAHgLR{d$$!jUI=$cNd5X?8j!Ie$f}Y>`Y0#QIDwS z-dJ?chn%;js7H56UpvJyJSx%dY0cY)9$8uS-kEcIjIViV4&Hro5s2cC@2~ObeqP&D zSM&x}{N7qu{?zR60MUimw~sSDR7;mtGHLBd<%(UIBz^UkkAfIF3NYkXTH2`Prj(R( zAA~>fgeJm>qxYb3vEkNEEUwU2ntfKM`S0vrC#c}etH5@knTYK_Y+4t~qmewE6yLl58idr%(h_YA-O1 zja}BU?$IJ_Xe@#}DXZ#|ar+*6kHeHmeX~%ew-P?Qx(eNpU`@_cu{nStJxK0-obpBJb@NDa}RlJGs)CTw%J_#M4>+V!N{dr+o^*`V}{!wk&07(j6L(k>9i`x02@ zW8h-4O`HG8s^s4opDXHS7eJ`;89#-Op|HX#!R?7hll#Gt|5#n1nB$F*1Ysx;%mdCx z!};#@?zg~NyV{!H=`bRUeA3((v;iMA7qQMQ^uMoB>AWb|uiO_?ZmZzksIgTebNPkE z{3Ue+o&b9JQ`9R{PW3#5G^ev>k8f_43M2Q`{+W7&0kWkATG!8XHPR%gJ;z$4BY%^N zne7vrZA;*by;u*KN+;wKO{ustn&<8&;p9OC)X&iNtHNFFoq5#@)cUGyCu2BrNQF-Q z1?@$EA>itDzZs;Uzw&;XpV`fj_B-eNEzX^5+dBD7ApQOwjbAG~PY>zV@4V)wS$CTJ zwzm6`v2XVRk89Q7(R_V!mSsfM>7Uc7^lWm#)fdjoZGLzwKD@Pj&%7&xU^BBFBe$;w zi{IyaWM9LWEIsX|#8mOJ&TWX-dUt}sl7q~;ld}o{r3phS?S8*CJ2?Dzm3v<~ws{KX z0|_LTGsK)5NGh_K#p&Ig;Nnh$^5L$JyJ6FrKQc}WF*V}@wMR0dcAt*KeO43Dn5q5 z=v$?o2^$t@x^#ctCLAEN^iKm+q;$reLZe0b8w>{)XKL*B4uzW+&1d4Sn65*T$~IZV|TaK zML4pG58wL%c)jrEzZ@m5r?cGG%vN!aUk)~}^c2r^2ilOT2lMOn40w{z=Ytv;bs1|&S}l}F^m)D1i? z6Ya*Lzs!)nT#X|CSS;;(@wvf~0$tt!mY0|yPY{Y{SLO>ku;b}q(8|2~Sun>;9t=AJ zlYdZ~^Cf>}PVZNG_p4;~2)zvdut!<&4oACJ>K4-R_!Ecrm zf}d5B@-24SY}J>mtSGYj^AzBf+FUB_NufK#hhMIK0QeAoLvkni*(qikNxA?rw`S_8 zpKWrWvl&$gQZXj|_7X_Q?O&<7=7kN~iT%4keM&E)S`Hr!l`XdCiu&lSx2XK?<|fTQ zSF8Ku(`P{pR3KQNuWx}N4&O}qRlZ$d;HjT!_m(xzwzxZZRPRVtHZ^;oAgg=INWXhKIjnfh|YhS{of0PtIBm})cq(C1d|8YFMB-| z)x2m`$j{RN$Z1QO&H1a<5f}SE;`hhagzNLKT4+fY|Ek8c;}v`u#>-J>hHf4b``j!> zHN-xdt-R}P>wP53Roj$#Sj}cq>yhTNK_g!&+ZV|ms)Zb&e2}|t&x|KnHRng?D*%bH zcaC-$&VM|qy{@zKg@*Mhtmd{#DcY*L7i*k@DHLS(sz1#;m3|qOf(^PHpWdzhn5G?i zllvym{KKbrtKUhxscVrwUj9b+N^jAY*5``pAN0L#U@@P>7KVA~;`}mCqKZ5N9*E`7#-tS_8cswr)ul`J``e8xV+-)x$iXmz zEHp$g zNycyb0^Y=7xB7l~aczBFeWd$5fCs``%k7Sc&8GZI=J9x*L*hdwC23j2zQ`y<8Dg*!BMb5*|_yq*X^A6WpAaA3w zmm!=6sFS`8uKRa+zqu{L?%`(s)g>fJ-R>Q$FN$QT$PEsKX`W20IPpQ>ry8lX+3ynUeb>hUc_fb zaNVO-mml;#ryq9n)8X48yr<$L-F=)MhH#2 zIlMPmcJ#RPO^W4k>$~mqpfL$8C;tcC=5FC~$ny)Y>~~7F^Y(lC|8;H!b3QKky2h^{ z{-bbJ+St#nqkC$^o5uY<1nfut;IDQdo^#L;Hk%vAI=NLktbS6de zuRzT*6tB9CF>vOB&R)gE`E$`|zo3Wt=H(r_tfM|v!?JN@_46*PsN1WNrbS+t!vhZe zW~RNotH$7zWp>aJu#73!R#|J4zZRCJE@{|)?YA`|rOhXBJR1&%n&Mwn;=Z}I-M2

( z*vgHg)mr(j-8Wbr^?EiF*BEFsPFKwd`UT@uiS_;?AG7Fzq=pIiZDRf0{&W42$TGc$ zEfahgM$Ou|_lwoD<0Z1X{cZ%BixPdfuf#DDJRajK^v5TE!w`~P)^d4GgK?J=#g0fh zWfDr8XR$CXu|eVPb`YiZt*j0sQzIxnVc%hC&$QdUeq(l$gkpe zs{{Y*+L3iv%i1b$Tdlhg!s@%|-eIF~-tTr}SNd46WsyFB09!Z^16UU-#DgA0pVX+PMli{q2B0k6PAtnKkT&c7H6rSMh)_Rjd>=9!_Hf zxk+$7GZj6`AaXmJt?9|3RbQXPUM>A&8e@H*5B;|dt+6LV9W)8FT9wx9{5kEqY^XUW zhMiVe^jMj)DBbjC5vf3ywS6SY!0a9U*T;57-xhA2$%bkyFPqYZBffP?eF6s9Z={fH zJX=k#uo@2CC$``7wXa$QsNt+!K#0}xIgQ_kX!?U*SM`KW-SS=kJsYUjzq7&eJllwJ$X=>y z2LG`*0b6gcF_@0VfTVpkx9v9&n`!Yp%Ig3nynMFb=If5@bEEz z)D>UhI z2QUNpi;Br=xF1t3{ASTrf^65_go$g4s;#K(6H`M<&M(E1Uj4*}?6G+##fd4>(pNlttH-420} z2(5n0o_L|!nl1DC#rM}?)Wo;}WZ(w9dDKeZmDciC7`!ouXZTP!Hun`#AW=@yk%iEcADl>X(!u2+H<2X58t^OgfO!z`!G3tv&BCs1+$&edjfzB+yfKT6Otmc1%Q9>dx3IeN|?_UtNP+{t%~ zrYd1J;jMpz&8u5x_g?X|_wUe_9M)vq4{e2kwX{h5Mw71IOJ-^*{7io4G!|TbQ zCe^a=#LXFmpn7-&)$6Gx8sqqSf;+w&NOM z2K(*(c8&L4M3JPU?*8p1q^~Ew|LXCCQhS#tw`b0s3rGDri`|!vjo?OHov8P`vlcqm zk6b9-6Ebf4K%ZDhM-k*m*UICWO}f|f1?Hou_Wi$~-s^qnVkYc%qi2XB?s&hrZ^9b(M!}(Q`p>e_3rFVc;8eTuiUZ}jAr}wjpPuh+V_9P zChyWR|HcC0)#p`;KmUN}pQ9Im3CrZhKX6(zfQX$g$7Dl@NfTS`gJ zi)(5g?jb`qmHPC(VXywMGTTc>q(wHkbi3K(XLVjULLW6*h+7yck+l&%|5ds{oYT9H zN41%O{P5oO<-$%VPmUXSUJ1j`nixfo_cazPg{3=K+(s~?wfa%rH$LCex7r>GIlFRD zxAuGOWJ(0;U=RRxk%f&|fmy=W-M=jp!pY}-yN;u=@f@EI#=d-s^Bz@&f|XeWHBpB; zI8n~xsv1{k#(GEH!eYAZR>nq6zinQIcQBPhWXF@zazBd`p((sG-VPiKdMh)ChWEMR z?+^}0_E9-B_JUb5YvIl-{c0k7c>BAH2gs9WWztw>3JtUr7H{bH8&MU(^Ih2(xlT&0 zgxS*qz1IWOU+E+;Miai99GpJZsb^;D&9`9ag;ILlM;~PdiVBZ}Z%6I=?C`n0@g(RQ zmY%-qW{;Lc+k9XPeE_tCJnLZ{Wc8~3mGZ{8FowBP9E5tGn%($_9C#75OQ}i!K6^<6cY_aU84CZ~zti5jQgMQ=r85#BLQF2Po zX)`dj#@%6moso>nk>lW-;iKM;%iUENBK>a*B(2@z->kbC9(^=GSH#Ph&Qq6OAz_F& z*!|h7!<*&0{1@i2%hj?+cJ?_^+^(V&Gz_W~%hqX6;EPMCw0aI z%H*RTX0oM~?^JQ=uS;f#;fPzw11V2mQ{&X!^t4iY{AP(k>BP5}gm!(W()+3Z*nw7Y zw7#T9>1?Gs#1nZdfBOsi!5|Hv9_jH%Qw|yzLmMXN8UCMDUnD}p_Z9YRUEgpuo7|}# zv)}qlY&=i=@|mB@OzZHe49u6zhD<@uHLLaR<@ZXy+wWK!1FY}0ZN3`rci%Y|<89xC zLhWuq_Il9+H{KQbaF*}-tcq8yVJ+2P7}h?%GtJ-@y$@2;mGQ7XpQPnZ{ZErwYs#=q z)ES2P=M->R6@0uF#s{ocxUnHni~{4nPfyB)OYiBcW)5}xZy201>u2RQ&p+~cd55%R zbxfktO%M_iSLGUBSR3COO6cjn*zi3ja>7h|_`9qt;4CzTkY$9y8~-i5hGS|&@rB&u z){TYw>3boRGR0DFI znL5vE`6kZPyRoa&e-pDu~5xJEf;mh+R)zE_f=uZd{A^h%o_ zQJcadQ#8(0xB;QA{eROyL=k8#PO)^J-N&jEmkKX`f<%u6p+36ZfeJPSc#Uorg-D`I zcwT9Di2)8cFLB(+R+Y+ZX%ofoqi~t@>TPa(?9~?E6%5gE??JUE2nj1^JMdEDey?Ih zQE|nnT+>T682Hq-Hk}*#8PeG*HrOQ-f?vV+h8 z)0oqGu@SP(#S8Fs)4yueFP}e0TehV z6K4YVB(1{JrukqYl2jDc?1||Cs^xExsEMF$Z5$)3}T|x&5>%VO)eDplf2xj`Q;;Z zXczKQ-*gXGl$4U;`r}%|`jvY+3yGiXmOFH;^_h;AnZF$h1xa^sC>GY-E7q0KnqJ}j zq5$zvY+V2A5q$uJCxrwmN7b1QGUwl4F;OX=$nDOLb;nv%rhU}_ z0bFU9V@je<7v?QI#lHSdN@mP>__!bLKe5XHBy#aMdqAeXGTV{(Y5}ki*3naZ8|-pP zIlSi;4p2{z(b^ZWt2x*uhv5T1$jw-rl;>x;v!do!fdrod{hezBv5xr zqta>x3&A~&{t8 z-VD~WrGA}x=I&qiqn)Ecv{)(3H*VN)gfzBqW+{i9dz$< z_xoVGEsUqFeJN1x_KmLnt^a0y07rGFC?}MjqFv<6BlvFZ{(@>S1o=GrR~zJY-uppQ z;o;nT7;c_k&|ijbVr}gyw3O!JoU{C#K4-mAD)wsM-TV81{37g}95i8E-VF=iN9&Er zW5K^f$Mp$_qDfeuT`IVBkyoO1IvY~-nyn;Mwgg3ctY5)kYOzu4=Zq~I`PmWpW|~X~ zvq`;Fx~N|gTRT?iEB3VdFnqhVw;_n`KBt}SJ9m(G_d9&d3EFPePd$q{{odkp)CI|^ znF9s1)ZOPN>~ZQ^cg~vppiu_*AH_4zbG|UIBAdL_s?6b!IagOg4l|*S zUGgW+cb!>#;guF26Ku@n8q$&Zc=|*OBP9YVb0s7SlRcrw04w;zbT)aOc~60R&CLQc z&W2d#*rYbG?CClwd0eJ*e8aaCgRoQ$6~8_|~YFqEFWt9-f- zO1}m8fUYabD=n`sbwXdQJ{ep#fBC4sJ`B#iPh&)GS!6zP=L3QA05+R zxOz_Cv~7T@y757Z1_eL5i;Enm(7q+14{j9UQj@8eoVZ*uZ z#pkx}POP$ML}#VFJE4({d{GarQrSwj&mF*;RgxS<>z{tZ@Y!g9$rE7apK>3&FXi#) zC0(|s^%)XwY(39En7~eHPF@DXssECm+tviJ%5h(5FDVCoPK(p2M?a3`{a>zZjE&Z8 z!LMm2gx9QRr8v8uL5wAp=|}Ewc(Zy_H!jW^cgPQ#2j%j!sLlZ04Fmc;5neC;dmGYy zxQJrKPCP#-w>{SDwX+^Ro`NR3LXDT~Q=U|a0^aQHs78_Y3)j**t+g-QNooWy9=*n! z@yD6Z88Pc`j@`}5ysxeswB9Z}vPW+~HoAs-`$*;IXjh2N>;3CItkyRzOl&-r@Y1S> zjw6}Dpib}(I5Jw_JTd&}g4WIny77pG2DY7c3x8M25UT4~zwKnfZZ>RmNxRN8EKL>@ z`tO7|ogGYdAb{r@3$tSH+pU_hUwKPfn>v08vbn_!Jmuj0oVwSI9N#|oMpw@z4pE{$ z?fhu0?I6)>DQ$9zRUR#^r`j!s1Jiu>JUzYRvYT_tBkd$yKh4pma~^Xqc9E|{N<^XD==T@RN&g z%R1Jcc~%^ZLA^X}xhp+jKfeWD|2r!h@RbL&M<fWNC#0@<5js~NWcTA4^UN%OP& z!9W~qB$rzJ=9vO4a1qrGyLN89mtW|&=)t&|*W&0iZ!Z!PFi{idjD8>71!X&$TN zQq*#Pgz93v&|ZoMxAz=-@@x+oN#~A}L*oFucJE?p0mE_s@zC$!4Fk5LKo%Zdf#z&B9cip$#9q)bjzP9cRh3 zH5=}rWu9g4e(mwSET_)c|5!b@8rx$keY{K9dN&)MQ)@SG;LqFTS5L-BNY+4Q%S{%c zsVys-;;~HW`uU7=Woi+#-kaWU)X$zSa}}c#$B<$46VD}X5C<=JBu3Pm?~-XDw1TYB zzpj_$*7W;DZ(Uw9Zzf}7rA0yPC7=qcS%up-fG#%N+Cm zcEjHL!ORC#iLDaNHaZeJ&2cs3|2Q1`9jDt)-d%jU^r**8`Z;X3BgyBP&4>{IWOF-y zKcXQ$mL<8y1xJj2Pi%5`jav3@-gpBrCK|K0Tu<;%g<*i;hcsv&y7=zU9nNx>_&XWx zjnOsQz{B@9Tv2_$X?@jk+#8g2RYdaDDt2IAI`O+ly{kAR8jb4e%mK&y4I0EmYP7)> zpcG-ctqprFZXN%?^_06OrFyeY&x3yIHtb4z_Dcr2dbK9lNP=h|Au-m=PF@of6?{15 zEIBjkb)ztoa<{I^9ks_cpA;sLM)tdv2OeS-R~@$pmieIpmQZ0)MD9V(IUMO-8{b~Js+l@=^$W%c zBYL3WgoIUv|)UY_mC)!rE6o6od7mbSyMhuVprZ+!I=pdd@7__&7We9`~4jf9IP!s7Gd z8rr+@6^88rIwZZCEMX*6C90kxJg$6dZz31`t$sI_C)s@ZNZHB|nc^u~3JcJZI?Pcr zhpr*{)MG?Dh6aCIx1hmO9j7a%iZDIy((HEBqpMWmnfRB#$Nf%+J#NboS-~D*v)HOZ z1LR1eAGF74*=l-kf7;U`36Zw-mDh_#lWg8}eE4V(4s1aCb9KUPGS&MG@_)s!Hw}C+ z^P;C{K91y)5GXR+FBaWcZV03#a^Om?uw~(wd3Hs$#m`ZM>Azd`z71h z4Uc)-K0=QuXKmruNxM)iI2<=ve-t^yBe%L^%hMqR746OK5QnJ*S1+D1M#Jbx8?b7x z;JpfKW9H1Bbq5=@jUQZVL?B-6CHUf}hAatnC)XxFB)XlrQ++ftKxA|#Be3d4*L?6H zPU*KSw;FF_QFuh1>Ev^Y3^NRl@&y8Nv*+#`zJK~f23q7Zz3ABCmb5qWy&83DlM@Up z!=4;}?5o{^qT2VcQe8UXxpmp zX=Wd(+K^r2Lw%9;<|fXieV36oO~+kyO{5W`qkDNnyonT*Ul^axjS^J8pIN!@Fjt(y z)zP36!Z+>7e|hFt9e@PQ?^oc5&N+{Ikx!D&=g_~mT5NE)1)ye#8<5)nVm4VE^H-)& zTcFD-cCP?1xV@B2T-=d`T6oxv3n_I9YlYQR7LNRm+EtEfAw0I{t+i}tO5j;Q4nUDh z$AT-h_wJzjR?mhJl+#XC&ZXOZ6 z3gweiYMPE<+H)ECqTkYU{nvcw;n$5T+46zat|z2>#r|S=ua2-L?mx3(39Z1^(`j?K z^T}oJ39}dZ%`H&V<+(l~2K`xGydGLqw^I9Qi#ZFMG(_WuRed?;^pAu!gpdjjK|dk) z8>37sD(T|4ph;A_kO7((nSyiBgzXe2KvH)(egN?f#gv%qY-Qp(do$10Df~SP6uo$U zqW0+YAntDge?5PhbiU)tl=17uL@Mdcs)!A766Rgq_q{MinxQP#_sL(*tr#rg&wK9V zN~T)sPCP1_EO;ES;m z8BP?|{eDB}?7{4a5w~=W1PwOIY1v2fqkpyz!jKLvKz@%p%|_684@YW+}Iip>l?H|Ezk z_6PL@7AN)Vs3pS#FU>qzA02*& z9c)tUX0`3((W^X8^J+RQOCzkh+bV0eFQc2aqGjbZtW!$Wn*CK)Ri0X-PpP`~FWqkA z!>QxPqGvq@CrI3=v2ZTrW+d`y=ip&38jF?p;9aucUON%HcP^enCOkpbN?uFl&$OMQ z04`(}4s>6E4OPH(m?20svAG^^4RGY4f#S&hwzw zbIhl;_Y>Q-t(zS9hc@FM#TDJ(5$5m==nIKK2QR_QZTYi3Xw1dZ)oBBtwf{GlZrN_R z7rD85LM=o!V0pUu(@O#SmN(PdRU%i_=7PL(L)FndNtad&&|;dH@r{p;B-$f*#@y>b#Gsb zuyN!zWuxeA=kxP4ttD3RegQwmNA4Jh1m#-7!nuz?0OTQz1lpRDTJhUwbU9plo7H+U zZk=?CJB`%8GZc(Fp6o8(Z-W!*9B}sj_GaXFR*)H$AoS|Lz;iY(cDcZ6x}VeK$t7rK zI&d8ClftN*DTL!4`5~tUeJYlN{J66z2z`*XMmvna9+cmB?IaEIe)tkJYQi^o=%~)Z^F`O5A zP;JccHap}qWi@{6^j)#WCQ)D!yWVmdYxc`2Y`ba`sYu(oHT^}n%Uu_QVoOZbSlX2!bw$!+L zp~&zhK39)S!65{|vL2<~&$zSrWHtmRc7Zt2K5@u0rllXg2_ERJ_7sl;H9r{0SEed{ z7;KvkLuRrT)@se}S4kQ0VvsaTZj5Wm08Kf~Yf!f$F|!pBYvB-8d1tPanX>IZpJpY+ zg7IaMUl5gIX`wH)-HD0KDO2bJ#?_cyzQs~*qDCM?sd+wi;E?h0L#Ue>NM2@WR{p_; zJjyjz;4JKsPg^ioIR;)Ma^C3)AfSSBkU7a00c_Qp5lAU-Bk43@cB2iH4jLj?5Q}|} z&aX>`>io!_vJ|GDD`Zn9uyHRd&@q3X>27kB#;^H}q z{{D{`zd-!C2^^FADQ&-kerw67Q>MX-Y5BG~9AW)&Ws>kB_&en85aTaFN&T^jhQooY z*}>9oR{uk^GcqVWdd{VM0z_ZoP>yLd`279fCZgWW*d6X~3lhsM=^Smn3yk+GmlA&e z?yJZ;_of0^K{jne#^x^yOt7s@*$J2DHguYg8T+^TO^8<|v*)){rI5HcY_J6uNg>KF zCSSe2?ba@4_05gWz=4Q^n60>-O?7LQZ^6%7bihz(0Reh2B3cj}&VMtx+n+ZSsLY%5 zL0mT=Ma<_vvE6k0bzy{?@j|^4>JhZjupu^UzSJ1DvqbP3)kF7=o8xbIaqjCorT3`yQl59^n7B`_TG+UZ{IXD&&Aq+|Mf1hbGnZ zudt#XBd0q(m)d#ruQuk>zs-twUyJ5_rCd7iga4A<5UnDu*=Sg^%ANOGI9jQ`?d1hp-Q7vW^z*3(VQkZY?qIjX#TcF~^>-YcqkS9)*$9 zx6``yoIf}Yl6dJ{aIbIe!zGFT7eK%)xxKax5Fz$c!D$>}J?A$~x{RTKrm@}S;L&!+ z)k7W5=hw^gK1PP)NZE8`Y^hGgqCwcR2GaZ~Bo);zc%r>V*4|yY8UPt~n?Bs?G(kOR zO~L?i-wt1-ovc0F^F{GoDEDXr(m^h?)J%V+PI1*)r-fg+Io#%1*ac_n`LN-r^Ba=f zuIplaQF*Y=Gs{)s&^w(o0(PTc*Ahsm_2)YB(R}a#APavb8jrk z8wy2X__v_s5{hz7B}vJhLWM*ZsU*(-pEZAAo*8GHz4uz*_r48|vQ>n&RWBNidu?VO ztNS^WnF}K;e_EX^88Yo$e%~wk-0kNX?5un!a4%~-ow(PavlAo+UD-W6xZ9j(h#CWS zcxB&{*2~`}JauBEB%%%Qc@kT5zi=wzbg8D<{+;Sv6g@QhVRPn{NTIJ zwe2OZta#$H&S>8_`7OHTpZM3bb_NF-P@xbdzP_-0^0E2q&d?$6jiOR}F|BxSMrZu{ zq#K$K7jN44xz$+?uvIIr{+6gZC{-tbk;2i2!i^`hU3+U+X$mjQl-}>U`)0svr`fKg zl0w5@)v5Y)tcAZE&7<$qF_v+&Ewk~78=-#-vZ@tLYja)tpU!P};&cMAMtJvhJYru! zG97f8m<+ln;8|nn;cym9wPrehRK8W?x;3{WD|rlK5FT5DqLZstv86k5c9I6l2?+ek zjjb`*G9#~{gbfb4@YU;BUmp&ocI?D29*9O`9}=7es_@-N1%ZRXNF{x11z6}ls*tJs zQ$HpXFhtd-KD_+nY+KiN|4Pcg78f0p=g0HVjOt4r0#1S-ze!>GXDf*h+ym&&|2ERG#2 zMgFX@72dD+;B&`MNp}9_s=8Z^CM{#1UT~<(ycgp=2totzva{46V1(r?@^7;f!|ujX z;Tk{vbS8dI!Uq4i5WlI}xSZ6B7%e85R?Fv&wwaO7@XoPR_TrzLxsSA}n@3klqBoi> zeu29cRAk@&EC$d>8@%*B=JYGCQ$!t4=M%cG|Kw*Azphpa`;ts@E#4}_ij;Xo^}Zp` z(u2C|=$H4^*A!YH^A)(}ri0m_@&OcLV<-PfM^2cf9d5D-8_KNaB7F-S?0@a)l72Cc z*8B@D2jWl!AY|?iJ@`-S634lDJ-+C+(@<6G;poHY(6n#fWI9;o9=Cb#x3M~4Yz)V< zLXTZ?Us5?#>P0#rM$(w&DNxgD`=5;Bev1XJDIx`bZ~9YyAc-lUqp>dTvvruO-1_jI zi#oR!{5lp(r`O`ag+|Hjoj01k_!&32y#aD~LjsyA{>f5!r~B z>o(V}_zq~o6`}Pr;^-HEf~%%cmHoc-YdW9Cs>mwjEx)^-{@z8&VG=fa>~pk@)Q#FL zz2yHKYBP-IAdz%$$LCy0EBd_NE;$9Q6u*m4*-Y;;_uv3+$H$BC(>xCcW*ew7jLYTz zpeEJE_s>7%{>-zB`~W}^@5**Byw7;CQRdf$<)3?Roa#=Ql{%-H5p)qf|4fo&WAdTaEizl6Bqo+o~VJtkWqIH4lh77HkHZ394pWL%M>{T4(TH z*gazx&ixa>;dJr?;6R#9@Pu^ zKdCF%?YL$;)^L!<@V{)1=SFo#2ph$7d>+q*I{3dU-c6L{Zfh#(+f1tjM0Oc9ZMwT@ zwvr@=lb_CTzRM3vTTSmqC`e(@*Q;pFB5P8=``;eG&(_O!Q9YJw*Y)aKhE~Dpg!Trs zO{|75Y9NM=KF*b#z@(uPBSy#S`Y4>sR3BO4SX!s@&D6oqLvAr|@5#2X+1O{V5?~ar zQNJatUd|2Yx6PyEDP0uuD;)F{W}fJDC&0DnQup;VWL5`{00&;KIu{3M(zy_~>R$D-LlpPhl5@|s)!$QT4tFI6 z*!~(nRwlW4gfJG~Ay+iI31FSqQQlW)9le`znLG0f5K--aA^ zY`u^UHTElZ#$EYBld3(`+oNMs$f&qmlVX(MbcG9*cG|)X8l^9X?s{Ge@!Ag7YolII z_~fp^%@}qPbUC%plRgrbt%1X@{^mtN1lE3I@snE$0ms@Z6&<Vz9MHkuK z(h7>Feyvx+Z29f|-RI-aen~7Ga!?r8M*GR~R8Dgs3Oelnf>$-~&J3*dW@d#ESfH6w zr=2vyY~*{s626SyXaU}^u1jX0k(?}>0M`8f;;UgQN_2_Sc@=lR1|@Cauw{eZcU+hQ z7BcbKRS(Ty@Fr%CE;== zt7Gplf2yx`)i^?z-|ue5Eshh2ZaH4O7fR^_d&I_Sc{%wCcBY32UPH411gh`FCFji98S8)MyO|rG#6J$HUWWSQ{`zqfV`r^Kt-$Yvx4e;9 zhs_w2Bm0G+6RGtSF-Nb)=ujLf_xF~05x9o;9~ZNAe_dhL|B}a#W%-gXv{v?eyvs%2 zS~1aYplv_(jo9`9sZN3wW|i+ID!_r&&Ol|6Q)A+Mg#4hz7q+jnD2~=-B2|va3lV?J z(y5F|fT&GpMMWI1zMVE+SN_s{VKrXAyDWyCPM>x!I1voOSFSh>I>2tV-Z16+lm0SY z5gyl4WiThxNa7X#W7j9aXpbX&!GMNp(_nl&1J;|bT%`H&TX%t90?_cCcJ?ywP(HK^Tj@j8x0C&~ zqf3hWTIXQ=((Mgx=Sd4FMF-mPqtwEey??K(H^x@0rr0z9ekGA|hIyzbBX)j*Y1 zRLGU3#eKj9APjbdHF$=dOOg0-$M<}88y#@>pgBmwz|gUI1b|9$5azi}(HHX{%BLBx(%6po|Hq(KYaa5Rf+=AX+<`+*}+3{k(@n`d&?|O1f9R0L@98H`! zFpK51{27jyqoW3_M3s-1+^VTx3&9g{8Z&>JJ6OEm_VBR6WWVsGC|hYnV?~h67XNBD zwW)WNqg~Y+d%K9_J1%~|HqZUzWWM%Tph@8Qo}44mv?L{1y6eA6ooC+c+$J6|>!6g}bm)uYN`hdmUiu8QYVrpcFId7jK$aq|HccT>%D*a=ju z!?ge)!O~$*08XpNOunrtORPY3*vHOmqI;;j=xcnMGfhEI)M+8!jPa2*$v<+1fpy5H zcq0dey!xwsj=ol~ll5KG$q$^+Fl8q77xmCfdkek>9@3p@J#{kK{#iBJYaO#2fPC_Y z_g`9f>qM0V-CvBVzTR+Fqi_Km75)Zrl>Zg1GL69pc7(;jI1TMq+ACfZvuifQ>+wu5 zmm1anDb!cU3D8?&7vU@^uRNI3@8a(*=X1<~kLi z#)D^he4KIPGpikTPWe?KU? zGP-@_&VW_mALKMmm4`3Md!>)1f>zpVEWd^j<3l|%9fmaom=lY5PRD!W6q zX7C8%i^Y#?{XTDGVHq0KvQCJFe6d|(%w%GrNF^87xpu>UK_t*4?Oyhp2Zp(@LANO+ z$v8plV@v+rdP^!p!ylDRCc68?N-!Ajko|Av>`~2Z(CdaC(63G_h#RrtC#g|$%@mT^ zup$(ctVW!Rxl(Sh&R>|RacF3S%A{rBnijRGPnBXI z&=JTLonyAKe=eIpl%7?z7qQm@m<86C^I!K{F+n*1u!rioYo1!Ry}8HPd3K2Qw1p`x znBpzq?=}@en*pY8A3mjW5Fi1$uD?bhqUZmL_~=y-@S0z5GV@W(mXM!1QI!V*asPO6 zb6-L~in4-?IEz8a%9p33eAesP8Ddi>ZFneF(y}^2!`Y*1;cv54gg!%~&;TH!LU&)2 z!yvCEok~%fL6DdS7YYf6qRDZr8l(N?Tr){v#))$&(cN2@Y$N&}oSsRCe;yDMVXNtN zad*)nU0IhxKd#;F2L6PT$azj!y8o5(M@Sgei)WTV3y&zHf8FkkVq@H6BIbn6YT5L@ z&0gxO+_2tdqe9|n@wA++-rPOpfh@rlnpaNb^4WFKM8#S7Y}U=^)@^Sf*dA0@6w!j_ z@_Fb<->brbgd#0R^QwD3EPO8e~6G-KliB@ z#-00omnMrai6TPOChzxTk0m8YgQ~j!_(Jf1^ImU@tG;posP1Sqmkdl|J2?}2Snsw@ z=7A;*IPtvAzPpH)b_|hV{ShKoua!Xlm_OW-!@6}i=7bqBZJ%QQ!jf`C{@qD=5%L=p z2+;Sxh}iG=7t zg1026xbGehaV>E1XuWa|F`1p!ql5ln{|L|f-bk&Mo1f`CJR*0Rs&)C*Q{3b#gZ||f z7u(x1$4u<~tnPrMRzc?H(pDNDj8$~F&vb}ZuAU8-4qoD0UQ-i#XJ?BCvggojhd5c*pWt=&my2zg_O<#fyCIWy6)T}V%H5yIJzn%-yqdq<-`6;rBCa1U- z?=36dtOLSnu4(IB(Y0c$KA2Ve?Iw0MUtF8t?eex%>|doy&r~^B{2r&cp0EYlh^yZr zq&3~2;9%dWuA@SN;r&qPQ)25_B3fx6(?JfvAoQavZDts5B-noFj zqKjVtycP7KCWUdye~X;ZS2TCX9rrRoayni6gD@G+O<+?LKBu3a znf*J|Y6iJ=I^Ixcar^`G{dHWw_63xqsowWM)I z)aKf5&F)%$GEjf+WI5btjii{@Hk}sP+@E?Kzm<#C9nz92`W=f4>7QWr%T*EhQNQz( zZaEE4(#X789bwyDZ@b7UyBAcQ$v+v^7p>KxHS90Z`tLVP@&<*TcP3sR8T=)E^^VqS zG?`jAIUpAK3D+HhTw%ZI>E>j8>OHUCrYDzQ)oWxKL!`i%lJBi|8^tC1*VgNvj?CBNyF=a7 z^EsY9HQe52IY*V>QrA-6f79X-V9`5KPj~H{ZLN8vJs-G>8D989Vp=BN)j7U%mpvhW zgE67mX?HKTT%|fcI=zafeGdY6oR0XuyGeCc`&Br(4Iz_bRDhco#wKPfZ?y(V_8Q4l zFY5G(20X#hVXf#5&!tr|0T%X=o9K0vICmYru@AZZgxhlYd*aqaE>{3r!iuOR_=MUp z`r|SUOWq}>Yj7k5v6>fKwJHUD^fB@9>1FL$yS3n_cnzwp3|4Eed*`KLB`}l@vjNdp zVAwIRgZoVSj5Dz?^?^V;Oz~=vlKti~BMZo$0de)>0Csq@uYCwalUmS0q2^6KZM7kP zE(z1LS~Z`*nDgF+V{l8G5`}Sx+_HBh(@YmCMbvc;Pi~u|mJs{*u-nK9tnOqIU2ivr z`!5(h8~;!B!lzyi9Mhg|N z0xKCqEbo7huUF1}i_s>_$`3%Tso*N?j<_;8e}@i-L)*R1E&g2fDhYk6`!Nj6zBT(f zBsW00QD>~JKkBl5LuLL>ej09@ydl%l^$JSN&XJOrp7^=smB3(}d3nWQaLUg|$+{;# zp)#)BfxN;1xuvgfi_iAj^(c0btvI|On#`fc(a>8q!pAH&0?0dZkPl2RzwW45oV{nM z@m-iz@@_ibIpkMU4jPn1NI)sEvz%Q%(#gU%2L{Lqhk+oK>nBpWiOqSl^vQ!o4TQYq z8aRUA7ULJBR>rOHR1`>vbh59tbju5WkguII5!UZsyId7;^C%V2bl~4EJ4Wlg)qFdR zLB80ghYbO$9=)?74|7T|Kl4)m>t%@Q1V`u7(+59f(11dqpHKAK%}KCnv4Jj`w3Q9M z#g*~yE&SUqn-DUJ$~fwczCB}e0@>pGYj1-RTN4XNF97>;t<I9QDkaRk)2WUnmOZiG1lQTE8Xd-PJE7pYC)T zm;(d5qc1(7w}mpAy3xA7_)LcNVlyxcL!%7Sf1^^=Bwur_tN)GB=lZ>G4P}^?Xq3HWym<812LgGOe_5@( zhBx)3>HQRCJ<|6D{!}P@?rfq=^P1<-0JV~i9nf#Hs|Zjw{a}Ulc5`Pq?P5njAI%OI zg<5y=Cr}tE^G$ErVWB+3aL4bGhc|oCDNs3kd5j*P67#nPajp|fg&-kGNeDXUDcCUj z^t5%kBb=l3|F*S*e`|fIb2={<@x(0j>X)~+%_`U5yJhgDziOxJI}_XP8z8*@YYMwupuiBf~1~ zG-upmFDz@9Bp8;LhQl-seD79E$O|5Oo0&(}*rQonj(qBALU-MkAE?l(ar$uCUia_d zS0Ft}CPhq7z25tLTLfv&FD0g>{PZaqH%}w9r2Ro;1B(G?zGgrFgFyp2Jv>==1*Scq z1-xp^3003)7ZDi2lFoY7A{T%y!*|zBE2~CJd~nDfgW$F~{MsONtD=&zk;>V&%4Jan ztt^L5kTLc2)md#-w#C`cWKu3ZHj5S%@}EeU`W>SzMCExsyg^K~%uTiDr-7b7F0cOm zWTbR%q`$JUN~>kS^L-?F!F4M4nq|&j*?0hcqE&DB+jUoep11kuR#`QWS4EHuuN#U#YFw#q9)-DXdYP9H(1v z3}?%JwI8p_wM0oFYO?-r9s%!oC=8kk2RFn~dU6l#-zzf80C22b z-|(m_x2GloQM1?cjCmho-%urMU%OUXF~OAv;E_Vr1YUPel|00Cx;QP%WOZ+8I_496h^c_L>2SA3o)-=ze&yU);pKBs@ zvYqAT)o1R8WVgTdx#u0x&GB5khtlA4UG81$niq&Y4Va0)Fb6D2*P`MLbggE6I)!Ri z6FJ4sb_;Bp3`~5o>y?aP!6|$HJ568;194D*M-jpdKNT_9Km&*DlL=xwnOE-WrI4!c zyIAV@WYM~^Z*9z=pLfuTyD%awKZqZ~>_;})2SpwBhi=q;E)18%I1G!67l=1t)nMVR z5V~gN6?D_V*ik)1?|4S`#rqn@&{uKiv04@HY_A2SoF5#?%ih0!;tnK@Dw~4W_;d1} zw5_bK%NU((_mlCkJLr7K^Jvz0kT1We0|OJjn?$#MxuECmwpBk60M(YCEw(m3eCMh} z-nK&()E>RrWq0tuoAwEQ>x|D~tE|dPy}6Xd4Q2UDywN4^E3Qbi1~U}8%lF%J1$30~ zm*LxPO`$UOQu24oWkSErTooPOqf^^k<(B)x6hJS)=oA7kJ+1GL&uV-J)z0@;PXF#t zzlzPJHI-oX#HlucpHsfHSK^|!Xboll1O835? z4~OKT&oyp(!~TH(o=HT_|CL|Z&{qYJig(zI&tAr-(d&gKjr)b2dCMJ{ zi!q|8I5_M;V-L23Gz>;Ik;LR&pbOFVPP`mjCit5i0k(4o3*LY-D`zHH;7C8O2( z&RWE%|DJ5J<5{Vn|El`J#Gu>aQr1hZ@|W9J=$Cc{9#iiT3f{l{} zbN9-Np*2RZ9N02P_G23*4BvPq=}B^p!|%k@)k2XJFWdFfw~Au2KdZ1n9M=eR_4f-S zx-dRm)~Wxz532HQw293d0|ss9k6QC5w>!RF$kkP+C;7C}y}hQ==Xm5^6{{^65B6(& zL%ghU9T0-jlh#caToXC(FrKn`_+&zDD4@qh)J-LH zj4>u$!A`9UqwL#6NA<^{Ne z>l!CLmMD1hu1J1KP(rIi{f!fzVz8b#`P+>R0(z9katU(}`;`R+&_{pjD~tYIy&na>5d-iH9Hs>`Pw(T z3r)PY#{QcmfSAA-^a)a@Z0~U*3W zOW_5`+lxJaarrKcqdLu8{`H<0N_wl3W#X-k?G4^%|2R10U*~mL8uich+aRXy4WVxy zSdK(a%wmVHAQ649pTSgLr6hn~cWVO(szxPg(Y`gW`A(&)-lRoy{zWg{pEv2ppA$L1 z^rhCA+!d;izvZZ)g{|i@MLmFXg&n$yW}(^x)a@LiF17fJL{6|f8tBEGG+8+szPsre zJJ8tVLH-V?>_Vrl?Ue=EZ>iz@K{wC-m9~#vVWBID=`}zv3+nzo10bLhn3AH1#}|D_2=Zd=mvmc#SPD&(iT;_$XEiV`q`1KBwDR&&p9NWq0dX5ORmHiijq_ z*AKts`jQGEGZPPw$}S5&vs{^I4fT7^DwhRyF8j++kTZ8eGaeJY~E%sYui%I^_?}h-_L7>bjkin*jZ$%!ZN)c5cazy zc7fZ`s{@HD@i)A@N!rkM#~gopezNk}VWfd_iiQH-cUzVfv#hM{>7L&%lUkroyW4-k$C ztLYx=hwa*)VSz3iJjlYkzP0R)NW@FU?5WCId&AG?TD_>Kh(rTrZ{@FX^%$V96%mMi@M)zm z@PE_4r+@XfShu09v6%X}sn$yvj8PzrSt68PDnS z5P7e4@>*)}%S#*%(OGflNKBbMLd5%?ljH9xnFfC&5q3Ef10a9MlHMZUQVCyvN?mqk zZ;Z$tquv^AR7r)hsgly80hp;hum;c*@) zfbDeC#Y2C3_s;HbU+(uGMswPOf4cSz@zw@8PaEMb*-1K_2lu{`Qy{z;4X9f|_wq8Z ztij4~#@MFz=&76CvbzXIoz~;smazWvHDf#T1g7r6<6im8k;xD(j~G^zZvK^3s)>|7 zTAiQulq8w`j5aoSu)ben+KO7$*GZVh=I6W|ZA{yc8wPXdhMig^EdT{N+~u|`AuWtx za!@FBlUq*yQi41sr?=eX_;wt<$rsd$MO;3pj2E>2UZlZo7P*ee@}@MM~8Mhaoc*MD$N0 zoH^H9A_N?VP3x&w zSp4dh+coBFoPP^rwF@hiWgyXPENyDyXk`zkuWt7*;{zUZl)q8q#NVTc-do#q546tnMqtr!fq1cGilV zT@0f$<)GHr`O+hriwt1ef^ly#rDn=_urXZ`(ofT?xSn@Q_m}Ws+*5esDrGQ?qt_;n z*jc`{HzM3p7GrI1zH)#4SE!jgKlO4c4;+^>r9?B3f&|Aj*W~^NSvpnUyh`_r)MdU@ z7T0ZS{HU*5@YZp()v(Si&TFMKvS#m=Gu?J37W|AjXy=p)gG1}y`?czj^w^{*&j7|r z@w3fzZ<|2*>NNOQ9&Qyl*ln)T6>W2MD3u4tW8qzD#WQ)!-8Cr0 z+kZtb+Fm0VSXO;DH?E@m<)Rt#r1m$uufLaweZT98>>5R63;RG--bp?8UAx%F)vML- zDsdq}A8sy3Q1bM|YcJuqok{);`}D^S#?>1rTDvtMX}+#d=jS4+Z+L&2H+5v6E}N4n zR#FDlqUJrE=Z&2#F&|H%i}8SkEZ2dDr0YcLuGGx7{O+06S6j^;n{O*LNceM}t-k+9 zG`o0JMSq8Ctx{W`@aM#>-TsT_%UDShS^EKC4(!=*PT!)0*{6=Mc`=u1t}tzO^T#|n z6M!KW9h6pBZt^x(-ww>I5`!%(_tSpZa>4I=7k+Zsh1=^|-Zp4{Fm!aVTb}7V!>kqk z6mi`0TKI3Y`r7l1V=hi8tz+vte_r}^ZE;eA6n#Ld6SXuULR2E?O_;Lfc zQoGF|kg>@Txeb1YuEJVxw44sQeOa;HFN{3yGfh|CxG0nTh%TAIl-lU>TsQVaI4Mqz zKer$(^UGsk!H~5V?>l!8+QaVys>(CrHrFd}CrV;_Zfmvh4qA=d=e9V_XH~9-Z~FF4 z{2c4hpmwmo2i@)9_R(*KnU0H8JZPLMD{ZNbmfTi`m_bn;b7p`dPNG7g`&u+OU?5$ymIF&6&?_C+7X#N(`(b8wag^-iBrQ=(|}b*KYau zQ&uX26#Kb5>$L}6(i?hjQO^90cnd~YzO)>w_X6(-yYnjx&5=AfJ~t#!umMEh>p^{3 zc*ly5v4qbX2n+xpgO-OkHc=XCF4sfXVinD;r%(?hLB$&#;ma zSYbI=Cz1Juwq39&dfL1LHJ%rY;Cw)gme-JPzT zUi%u?GJJ048~K~Kc+>8;vmoL`s3If&ffAo-ZeMf8>iYh@{SGUG`wpp~u3SDyZFGib zqJ6UEMC}8%6a^n%TFHN6ZgRR^5~AAwZUYi~Y=SWKSYik5g_>`F8^!j4kuOhv9~27;uFLVDVI3`e zccBT$CE?ZF`!-4@P^b9A#=rplQ?6yUhj~GjDb^W&yVav82a`^L8Z*Dq{CQBmtb6Hz zAgCsNoc3+lk)B}SS%0ZzdK_jt=dXT$-CYCq$DoOff)w1zM*^2xcLGkY?WBX((l3fp z(HH53OW}r=adEhs7-Rnq2IlR3;kDxI#l*wHjP{avh+aRB6B_1rP!MSL+}*v4)CkF6 zff^Tg^(kC;2Mnlg-TFKQ91bpiHr2l@=QCY-qkQXsv&#g}52mAerL^B%Zg~yt)_~ic zSyr@WbCadO@tJr%V|;&5WAwov5Zclb0bs)G-lpOge6`}jyo*60@gZ2s(BR$&r9hv> z1s8r`UC_Y4-{Uxs^V>aXfN1v0kB5Hl#3=R{Fst;tohc>TL&T!_;+J6RoQ6H&mKw!x zS9!nJt=paCF$Lmg(V5_A>YICem^C<8YJA5So<-POcRae>G2>qy%OASdW~GWxx3|3w z5>$b2m)pQCjB|zYqq(mgBsip#F?X-jmGiV^{iSw*nfDv=0`b}Iz-O?XrOqMHq(HEomXPWfKGmv`?*K|JCm zd6L@Pjr1@r>7Z6c_38$Ioj0Glyb{#eE(OWdX9*=NF?dypib2ZxbK%)4;gD#0k07nl ztk#(1t3~lJ8-DvNk7E2oKn72B;)PL7THM;_V>PL)O+Pn3PVYfj*2v!{=a-vG ziy0ZGfeq zW%xPVx_1MWpKK|jH&f3VS71G%n=yNMm*&NKQ(N+7D5uhu!`}smQRMSdd8f95aoyY; z7j>>Q_Vw$mk(OTNyD5j#dP7?r!i*~o_EO>QS^F@d_taxm@BuU|Z@{je`;GXE5)}v5 zXqX30-v$7uohCS3X2|f{12wHZ?hCBb`*ml{{bvoZy;n(}vioByG51nwzS>l7WN{$* ziZJ7n>piOG>(ZlNW@W{Khh*~`8tBg!+|B9Tyw1gieB9M6aGA!Nn);mE>%V|bxe|L@ z^@Bl6y99I-Gflc~v5jz=9X+ii=gUXtcmTq0 zj?1PmJ6Bja>cGGJ5ph*M~nLm*cL|bdq)LZ}GP@bIKn%sGU!F ztQDz?4m$tqnBLhVqVW{#4(;{qHm?xIszv74`{Yu!r>Dj9zfs*Bl}PJY*Y{bOLP`jT zY4by3+4(k%!Khs%<~i~V$(Zn~6crQ=yn z6g@W<-LOTX^WDe%v|Ks$)6zJfTaJW?q-XR@%^oHG1Zvg$eQ02HI2OU7DK>deI^7;y zF94%A@=7Y@Rp(rTC1YlXYSC}nF9PfL9;MQ|FK5ZsTIJ4#JOfTLxl6%xYr;0Ta@4qi z&Ty{urh`B8w$Ub*J1eH#bXR%o%iB|Vr9{z%wU7GM!g~q&B4?q1x^k(wJxDBC(Do|Q zOqZM5W0d8nT&-_%+);i@hDIM2_-2gV{x-+*;xVN{cffmxS+{(@)^dv)9C7oLGao=B@xLp0N&bO$a-y5e>F(!jb3~B<)HAb zqYrn>KA*LofW;XO*)Yb|k{#1|JQ(g~`rW<{rZ=?Z`W{s+W|SCmy?so(mty7QR+fu& zY0d8r75$YcWsz5{i@5r{>8K8_vI2`ByLTX*or03qO(S2&Kn=?u`uB6KaZG~B8D=)cJaP8)dLOd9>F^h%D2qGom(;6euBVOa={I`B0J(Hz zDp5D@+NyEh%j4COo6jr7P9YP8V#YqWUE6=ZmTNlJ=JuO-k1krtX+HGtV$k;43-!6> zr^UkeA4TW6tR@tN(PyzMhzJ%yu>)cSR6wK%C>DweSKmK7KQqZpCO0DI?EQUfaU*N0 zga-{5@34gCR$8HRM@7SVKO0phuU(b94`eNVHZ2o}_o>|lfEEVF!R_cC=Kqc{T*3w+ zoS4siv&Fb>`M6ta5j;d2PP9j-zc>3#3X5s>?gz0t#q6Hm1#&Ug#B+(oze`7*(x_&C zTI6QSl)n?U=Z}HzL;w0{T<_G?JJ@#K+4t{m^c#i0Biq68Yk7PH9nrq+->nK%W`%3$ zE4jcJN#|a7xoK96<*u=3e+H!5L-Ag2NnUEW%r--NQ4-GAKC@lm+%egJ6=(}ihHb}*S`J5hq%+waHg*r_->XV$Yq0{~pisW{t!VQv5uGA=RV9Qq!> zSm>_Zk&_u=kask8roW1fq_|OAgQFLSN#1&)=S!~glS@p+&Yc?*e#R$~LVXU{^-! zK6|N?GBR7Ec2Q<>o?W#nvD`W*!Cz@UGVCWt>ejj>O!*R244Ti+T0&#$OWIC-Htnpe z<@Bjr_R#jSd)8C+3VIIef7+8Y_p9Hv z!)DmA*Q^jsJNY}*!rpuIC};PIC5$e1MN;b3;USiDPYQ0Dy-1Js{Fi&jh4Dncmg5m* zU>>)&y*Rv91*+4V6iM8>eu)j|sIffL_#ChMTut67%-Dzir6h{oNS*O!Rq{CY2$c=; zaQ#rPj(b_y?7JqF0OAbh1}o?$nyoRn+ zuUZh_(PWSo)T95GaKqNh4Xfs@*0tMeQsIu!Co<&Pb%RgGHI}`I(lY9jkEVkPSOUTy zb66%;qTQoU^_O6p{p#sVo9=5M4>{Xs$G2I%UqlKh!zHu7aNh=!??_~mVY~zDCj+Nv z{|06@?gBG?7|gA-WuBn8t%|*8X~c0^?(v%UCQ7sZ9OYlA;u9l?vUQeA*DZ9bL%&j& zK;60!G?dwjz5X<#F7sRuQyzZ9vgLp0{4Ltor%^RpO*7_%sA+V(Z>Eb$-A4w3 zR-DAakl6fL+US5BKYRrmrnQq>ZZ_hU!(H~3^)k)UaK`^$@j{fVr0?J5HuX8@Dlq|; zo}f3&-N#+f%nhqnaeWFq41i(Z9jdM=e_1p$n~&gB4X#6J{8DR!TCRC?TYr$7YEx3& zT&yfl)!XyejJ)oHM{vJTz8=yMBTG#T~(trNJ z;(M=wa63+p!}@S<+e8VA@j6ioFLP|R-+7?b?Z5ON(jLMGjGaQ9DCKTbV{N`C6|Vo; z;N7O;^`dH8Fto+@z&79OZuEKY`S=~Uf<^q1Xw4lF@mH`t7*d$$`k{sm|K!cLKz!|C z_o`Onijz#&sHbIV+-%2>ny0;c@gJbg_FA{Rn>zEJdE&?m@~8umR#*eoai|W@Q(d-B zv*BPi1Fg4HUWrAmGu^{U?yv81$`rg4X4@FOK>x$(3hX|DHm_brj8+d{4@4g~UrA@f zRd4n~F)gw)G+x3^%R!tE)BkqD`$DwFes&sHns>hM7FBki zyv>hieO(n!%E(;bn@X`K6)78E(sd7ND9f@z$9NR)JoWi5>+WdKPN*e|DneNkSGOY( zHD*5sbx2kNeufZU{*V$c$PdnV!wt00-LYBy@%Y^nCZFrX5_ZLUk7wjQ!h$EfnteXa z@0J{Vgh}lKy{tkk*YDwvn5Oou<^&whR7{9a$?Ug1Hb2M8#1%s%dJ#7m4p1qq*Zf5x z#t#%UMw$nn1IBn+`ZkK}w@VVFRFyuDt9?hpjS{*2W)c5Z9MF7{TR=X!S3vG5#EEuwi>6t!9B!(>`B5 zshs)$36uOh7?i)hjaVzZpK(?Rtvz>*^3#os$pO17@HxP8)K%x4Hz~J zC6#c|_{+P=U}lEvXN5RiV{X==g^P+A%zblg^RszL&(7KjesLT0z&<3mvPXGt{b`!z zjTejcpj6~AZAw9qjc&a2wD;FifE*|6vuLLkZ$=klJ4rcc+>%a96pZ}S4EBevsV-W?4nEw4u4zxRC z4&*T9Arogi%QsB!t%5?Ngr*A*hwgXa^FLJ$Y`eFLpvEM5w5GW$7(QM^bDifm15+*k zAj=Z&bWTn^;0<*im{9IMFkFxwO#F4cm+}Z? zP)K~mPB;y9%dAAKe1mNz%*@O7*@tI3IfrNV!{)YCkL^jd@maO1IqkBR(dE3DUcd{Q z4QrQh>F77En*VgqJ=M`Q?B46U--Z0U zVt%E&8IK-C3rUHVp~`pC`ui}!_ExKPK8*2z2-Tp1x44!=?-%lpjkmLt+^$0R!OuMg zL}nAoejI%e^e~;T1||D%Ms=r~ziu_1BZn}WZ2&%->)h1cbo{}&DmupBzum@@4_L0$ zS`74~r-$li@i%K2h4Z)~|E;H~)^>3~k8COykL4I3^H9wmao4A>vxE=}=5YY8sQ-Qy z!6zQV_P{g>NG+Pnjw7 zOE>YBAG|+tQeHpY_P56;ZVKST{nzlF1@anV$rSHM;(NrOqm+_XO?S1Z40a8h-{Oz@ zX+J0Ik9cbl`LVmH#uOs(RyCd12Nm|DzOWs>8cAwjfTRt&> z_8ztDzt*~h4`dJ$KqYycYbtO!tw5ay8&50035ce!iaoNuY=Oh7*ATi5G;U8-8k<4)OHRY+0$pVptr3=R#%6uH*Eje_T|&IP*Aj>ADWpL2UHeeY-^&ERkefuh-;3abJ$xToB1F1U zKW$a#`@9~et$nfgm%m3rLG{PV4JWENTECx6jX!tJvx|O*2vQ34K6~a1Iw7xHRDFZR z*f7@FR->hEEd|Ba{3J(Yz44a)Lo0ATU0qf!+PDkEL4N_Ks3~bXOfAx9#0~IO%b|*` zMzyB5rI_hzm4H^0P#;&p8RWB{QDO9@EfqT0iRc==Iyr@V{ z6lHKS$=;%3Nn4uO27SeA^nwR|&zwc;!q)|ionI8z({pJV)cge1z;%<@_hU7T+0J0!par2V%d_RdQS*fhr$A0=C z?tKt-aM`-zf8PlI_zhaO^tctvy@|T3)tsca7$=@OxDQP$Y||UhCPm`6;(hg@*A}kJ zHL8(OofOY{F!P6xWu0wKSM;BaHp`!ekl+ARnMe7f$d7`Jwok_@2rGwmyxs$BPTGBG zz0z+A{IC*J?4n-sD`)m78^Zul{5|LEKX~Yrw?Zmwf__M_SU=Ugw|UyvRwo_CH={TR z(EvCm<3PTOjFv*JXUFyTWC*Y+`|Dv^wLDa?;EP^{AM4dC0G`V4SFBBb4@;Dp0KB*T zVDKEg6!lm7EBW25Ps+hUr>Fjs;nkqlJO<{-*KcmPQ_(Y4?E?>|bEA));{IGrT^!0j z?1zV_+HVeYQYeHTvdPPp!(RS)*4s3V9t!XZlSSG~eJK-CIwKx-@$cSf|9%uUe!vQ@ zzyV+LkoZP&t!=}C`UTPS6G#$tXLLQ8hv@H)DO9nd7%?GiA7SR+oceSdT`N3cA6i1c zy82!xrOPVaAG2t=EPIPOA&Sagb1GSiWXCOD&J_l^s%y6zFCM5D*bg|;f^EA_LGWUq zoaH(dgB~2Y;|fvQk7_PTU|%u~=So=!K$ttOw4HQ=Y1hMW&fWUmrN&jbYk61oxxLX^ zOH5Xm?uGiIK6E~(8Silp_)PDMXVlMxCAk{;*ZwY;|1}OfAOprzfL4pgTfW~_dR`L0 z-iTda2RcbrfW$i?q~=~PUc~$fY0OR|ZCu&<&Tv_7STD;a1}J+`s7KjxW*iNAhyF17 zvQi-%0D4rIKYA)FyQf{f-wRImxkT-~UbD6R-LcaEf5YSDiPjZa`}}yZx8+sKG}PI6 ztr%QsFr=*xCvMiA^S(N!hF>(_y>@1wa-6p^VJFv3X%G5KbqkXWVQ()l8>LEGz4eXd ziseJvsz-i4UM?F>J-P=4_CDmAHR^*rCWWG&bckO&(eC?Ojw=jy8+Bv;Jh5^bRT`&= z5{3&sUX;6WRcGL0cFyMcPE|L_Wk2!^9Ms6k?Y^B;mV9;B8-LHsFRIWVZt8eC?ki2% zr7^tdKgEv*wu9W`ir%dg4$-gKqQyZ=fbp*8l|vw6#|a1b*LFLtXJKSzMAFIipI>zF z+~@i*P`|U+mY@gC%%&lwHDdrCwxlNyd&5*G{CGx`nUi=7UQrn>U3Q(n4Re^x+6Ou~ zrHjRI__%ALkojK!k7@*!H{d$vBwQ3rW!@nd6!L35m@tmt`Nd|GxbMIA^P+6*a-*g; z-zPYT7C$wD*atcUuOZR|oI7BD0pIMAEz@@qbIzIt2&saQ`z;J9>%A* zxSQjhX5Xvf5Bkd%ou1lXd}?*vTwSDapN~ikJkr?JSa&DEdPc=9j5QBn@Sy*ur`GG5 z*|0+kVi++gP?b>C)62v)LLPfDyN&zXsNtjxe-y>E-Kx?+ehV z$V1T?p|AqTZwTribh1G$d9Yr4d^WD9fb{6vVUnc8;5|hWzWcCyq|ZEOZ$Ucc3*ll=dv=Yx za%-$TLX>ipNU_rvf3kKt_V(UCtMSq~BE|>*TaSn=b%BTkG|mkltoG*%^alXK-b>l- zSkX>DugS0x`f?RK1l*_asRQhJw#s;_l_hfcJF+UOXHXkK^ygR=bf z;z0tW87+ItiwPd$G}b?W9NU`f!~(SB`}Pb|kKWwqta}z~-Oskp2seIlvaf{<^F#gb2byQOZ^1(LJkU6cW}eeAfB_zNP!$}Q z-ihRk2!cWKZ8Up!^Qhtk@wHWr61jI@!v|YxidBugvQE0;DmkWXc1F(?$zUwthVHKiIo1~zs;Mq^cno`oN!wN)#9fr))s*u38`}9}rW=rIyLz!pl%4dl zu^J`W1;;|JQ-yfC;duIxpkY#1@eMRPgcE9rW3a(Of?=is+xy`4?k#vHrwlfo+1P*7#XX$o? z>tJ$JKU%_G;flpxzV4l@D#B7a*x}bm@0n#BbH$x=wa)0{w1w*HT-~|zK%{O&S#8y< zNukBYT6tCIx1L?lF%5bSS-8(pv!8ULPJ8OiCij6jRt9flG5zeoBfh8M=tJX@c4%`) zadF$R`1Mj28ugJnI5NB~XR~{EaqlLwM4ZmYs&6N`Zpy`PV$wKy2druonLK=(;7P<+ zS#rU?)6?y-360`;Ym1Ne(BRA4s#0|+-X#cn#Q}U~kOvt`@;6$g;{kCd@Qs^y`a}xh z>i;Ymwg9T@d7J2z9Bl*i97+n-Z!nZs+pZRNJ^c>>pJl_ovUy{@7!r0{WoS$M+n|N_Qq2v1b}g3Q1^L=4AAQytQ_*LQ6CyK zw?{9dyuVQ(01~{;%PZow1_Ey4%)V}^b&anyjvA*=c+d&{0SW2vb4!2lou7d0R$J~6 z9Z!TC1UU|^>hRXYSD-C6iZidJeGh!Ql+_mGEUyQfKRK6W`3{>L&E_lBrtf&0ESr5~ zzHy$5>f29d$N7(*)>v7F#>#-)e6J1vLR5z*di?#C^k+2t`b4#H0ieL{yYnxKcDwSU zU;ZJnQDe?WC~RvVf2;OBNbAd>n~Me>M0j}+U#D-@lI5zWd>6@eztAqBp86&!>61*jD-6>?I(30<$2c;X!SD8H)8!H62oI03s%|@NJU?V&u(w@rRgNP) zNcw0ATS0d9fVTP>K{)iMbf{(nsa z3))7K;yk?sirw|TWgk?YOTy#;8-%seTU{I$)8P<9ff-wJ8xEz`eXnyBslqudVKrAF zO5H&YnQWx!t^r@LI9J+$iP+JN*<=f?i5vW;^YntfSH(@L@OheZ)j*?3y8bRFKjc3D zE8w(x_CRyBoXcPFF{Ywdb!$GwqkH5gA!^05k3Y$JwQ0%eZ2#mS`^0dcii|YOjh~<# zU$pm?#)pb#fIo)bzG3A%w?K8)nV&OYa~GQH6hn*qvHk1tEc<0H`H}|9&#y3ymRnQu z-dwGLKa?X9&A%PUGx{Zd5-53ca4$!v2KF)v9#`2(=Sn#twbxvNa3G-9+R@RDrE>$& z*|(xdYL44A6Ls4<>Bq`yrAFH)3~0V3oBa?(Eq%NURnWgWlvAh4z_NzTFb~Qm3|nlw ziD!Z^BIAo4mkaVF&)eC_d*`oPZ2P?0} zI}&FXTp+h@3KYaG2DcO*I4we+o#Yxyud=b~K7X^18&eMCkMF&4&}m4;yM3c|3o7I4 zK|4iwYoXT7rEjtZ?B$f{ti6CkfWDmz3sd#$U}ZCu{EZ^Q>JpDqH@l_QaD`60(?9g; zG-t~Q7}Dns3Rm2hGKFJ*sfTXwJGG8Zo%LaH-gmVVb~rnRFNzy-;(t}tQhdKzs6pF% zfk(+?4p8iGM%so@7dEBp-p{|dO{ozRXT-9Lkk)(tVYJgml;!E54Cgic#eKKj;pECj zABeQM98$5Sr-BfaM2*?vpTa7X#Sm8Kw z=d%No=R4<#b6EVK&WhsTrAeN?QILnPDRZ*tQ!JExbvS8kL02>Yx5gKVW_7S4_8a^c zm*4ZvPSKvoPW#;_=W}=f7y>^~=1(n(cKSt-uAF^Qu7_Rcafq%P%{pA#xl(xiy*i+^ z*|n=XB213O$+tBqYcHwK5DTS!qy4Sryf&(n8t*aS35E*vs@cwP;O5D7+<5%hh#O$S z@^_k6dnJ240W0RYcX&31?b*j};~?$`z1`u_teS@#&ZggfQG5(uosbR&E8{yclG3@; zGL`Rd?!M*OX&nf6JO)AAwp9C@h<_zXqKInOdJLbzuLCR4bMG}b;oo2W#@{mQ)pLMW z#mE~`HxA3)7l06laWTodL2ZvNbP>QobX_mxQjFTzXn*zOk-l(MY~hRnhUQ7Xb{6uU z{O#cTN|txs^O@HK91clG66fQ>PE)_352Tr7vL1mM?gkc*dSiXNK(lwZ!^eLUOYR2# zy=-12S#AY*Fa3724v;^z-{`e3mj}YcPsGtS&&{{5y}c!n61$tW8@Y!41!&#(((gPk z)2`h*-CN_3_&sEI3n-b)L2fAqh$lusLUJpYWMtQ z-nZCrb&xYVk=e>~zQ4ED#mDC6K3;5ad)zt$a`uR(3DHR#`HPiJe(aH`_jbne(7&<< zKw<`;dnIZs}&zxWS+ymuT9ml=wP7v)?A9mNBEvQ$tIGTT- zm8xzUyyBD}0e5d)kiSy1P)+&M`nk#K12#A9&RpZd9k>*|fbXX_Jkx2TF_yG#f_C$VG0OC3}WIEd#OG2I6y9E}pr>hQ0 ze9-E#^`OS+b1jG7Y!Ineq#>8di$v9oHF7U5&YiWkIKSZ;itPtcPgZ@Vlh6^iSB{lj zV3&b4_Hs|Pp~>a*pY?qudU*okB56FpxTK`k75O#zXti(PU!{6lcunz!&xqAar?9D# zW8U`9XQLJZZJKF~oZE@&W-JwqIvXHcLZ+U*-1$E_Jd(zvmjA<3d6eJ2+HJKY?~EJ1 zx{mB|9=jy$b4nP1f=@oWk71uf=cwO$JqTq&9|8AFO>-^Vl^a8(q!o1cgRzgZyqcK5 zvX#dTF0oSRrTV!;<0Gkg2p?pGv#QbMfvvPhv}_L-WT0JosKQg1+S8#b=N&$WuY)T5 zE%sInY|#akRqu0{hJ~te@jQ!?yw|13hp%}{>0Yl!oPSQ(=&75vy+e>d z?{G&CFb`mZ@Yre+>(FBlB~Cbk{HSB>h}I|fHok>-X?O$nPd!U|u91XirzN4^k!Bev z;+>}2JYG13drlGAB|yJ#Nw{s$jVRxVnL)wGj_2tqsPw-937$12Jgy9Me?HN-7~Bup z@G!hBp*A;LL(+Tw$v{czrPe3<`)*&DZh9NV_;ub(r(`@wqTiNp-^cftj=QTyGqp-* z^t;?afVMAHZcGP^99jjrnhc+ubgf!h#RV8Pd)6<1sZO5LLVX@MfxT&D#anAwe{IG` z4Kq<4_6I%tl&0U?SX{Kv{^8Pq5@~4GuTu_;<86f&TOa6<#M)+DsR|Ni`t^2Jz3s1` z%4-OY_nlciA4eZg)8QDZo{ra3iE!;bIAB`+x*I;(6}{|W$mp$k3#~%TK^~9c&pCih z=x1?kG}@`#Y2Z(^eyfjaZHN4JW*{7S;?!OHUGU|DdQ*L}u)8Ld65>j2u&$%MwHS$$>d>gnbh0UTOy8W`)Tf%i1JC4J* zF{pu-qvCZc=VPhVpU1bZh!p8hc_%xLnCo58tuJ`H7iLZce?1!nb$b*tc!yGy_Mk11 zxrNnyz`*NqKNQOyw_ZF?>Z{=v7NBtN9c(lz6D@wrx82;!GRx&^IenchWKFGT$9lgu zMmB#C#WR;TL3G=51AzVkKfL~T<2p4ZvZjf033ijo7!#+ze4Fm#g_?Bjbt>5GTw~7M z5c&%oI?9XJ4DJmLt@`>6N~U%}?Co(~*H&2>;$Xe4ho1a=DdIAs((7bz7*|9qggIF9 zeYlB!pCehQE~Vpeu<;_sNQDMpa_vFoY!^3N!+{*csR`6CwIZf_HBbC)J2e|`IheNS z(yBRuuy0s8!4g^e#=t$&bwV+rpAUb+)<}^CWAn@$}bHU0?$}@`V_#hY`Jy4YL30 zt7QLhFR&qs@P}Da{uA{V=x3??t=ev14Sdp@?MJmG+LYOT-ld6aAyDw-RcrcKHBQTP z*+tVNa60e<=H&2oQeV@;?ys}m2U@E!20QM&h>$_ZAofF!T>CsTt^)V*Hz;)_Hclh)Sp;evH?N;R07< zdFj(zW8G6P%Nlay`rBqP8v@IFZH&e--j0?*-<*6O=5!MhO`*4aaYrDrP4#Q7=nK5_ zDTmgW2$vf^4=(E2B}n4+2*s(o1WR;FSUe6v{%n_|KOr~nmlpoLQtP}yx?Z_#*Zm!r zZ)x#>V)u06i3)!8$b4Xea7>ix{e@NW(4%E_*^ReM9yDqhpL~BY)XT%@I_OL# z@4PO?pD$fK#8qyjicLqACXjZTz58Q%YnF2UjnH<@hd!ETP4%P|#_1KIq`e|d-fl3X z4v8H+1HSnn-deO39LLlb46)S2{us}_2OwzaKFe->hXM1mYDq-2Y!+ttz7_aEw{fUj zhdb7NvT^RabjxP(I?>eIeDI}8jHnx;YfBEUE#_aQrD$3+E~P^G5tLHEKqhslpaS*mvox9bx|%Rrbv195+TD$BGgh#tc?m?Uu`C;ykFQ69 zcVnv=r+89`(e2^9&@C^PNil(hH2adv3O=Vl-TBIxC_rRcV9`G`fP&MAodZL@DQJAgBDv^<_C@FTM9X1|Fc2o!F8av536a=g%Iqu&Sf#gC4ou9)ZITjICD3`C$i*t=tIz`r*`4 zjbdZJWbL%u-_~}^&Hf`Z`zEAs|L#umH=)bsgb(}f;df|bwmmcp-x6}rq;pH@In>ou zx6r>|xh_~pUksh=^bCvbYS-;&R;Yx>T7{g7|8-b;zVkc7q_y4Y*)kIUNMgcCBC+b; zwwz9aCP}!y-|961PX$mP&PC(;r+2T5I}S&XBn#bYp)ITZ8ZjP+a!PUo?s>|*a~I8T zyl2mua3kb_4*)m@(U@F&&={|Woo{&|D|chF)REq&Us#E%cnYxcUINC{GGU3+bv;h@ z-%@Q9LIe|zaP|Ek>f{zmI^IQ9#OZVkP~_1&9sLX#c$4kSt#K#U&4#_#_{y}dKo=$( zxi2%8Ash-45#z|Te&RHkm&ZZ$<5qv!Etcq7ugOdRRsDGApw8}=jhR?}Qe>^1yS;@8 z4BD>1^u{2qe8-PeJnZdrNPRDc5CHd2*NM%nc1Hg~&C*^|ER++FbyL$uw5qo6dW4SY zW@ybM^OHvh9fsA`It0yKq5iGo0N@5Q%&1V8AA=h)raK)p>b6SmcXPZxAS3R@3M!OZ z``^f&_^tn)$7bC+og{RdRW{RZg(gbJOS(WB=SKe|oo)~`te<@5^)B{9RAAPqq3g zH~UrAX-!s#skTR~PjUOMcUA&cNUxgY&37ksT-cYb+Q^9P?G~S}$v*L?rt$Lz?3enV z{H+NwT!b4}Z*;QFd2RK6y1D1)_wAks*VZLB{;ZhM^1E3b9h>%~&ODEu6XFui&@X&# z381VSM4wLY<}8hQ06_Cv&)mE%N3@2gF|*IL#|5~tqpw}K%AcQ9jrzH3e8|-=X4@;) z#<}?wXQO?WYiX0RIWyAp^~hV#Z?E6EpxVVaYs5@L4s)|Yb zKGZugn(j^^9|ny+lq(|M+1Lh}E}K8@qvWeg&0O?8Nxc(k$+8-LdpEjczisoWw(}@V z)7$62^htgxtL$dW*6sJ@N?`$+-)w^|4Cm!J`S#5g`EK9#?r2)XdBlfl2GImH?X6mW zk$=zhs?U@Qr`4#++DUGUrSq97N7Z65|BbvRyfmuYdE5?972 zNt@`I#{7-$<#-Br<4+$Jpp)QWEA(>2#+5?h@XS_(4tDF#V~loq+LtP$No6K7M(7aE z+$1Wk7HLm6BmFN%q5&m)uiC=C-h0#ZFlWYdb5obXT9-v?J46)`byAFFhc}nC%Xrp~)cefoe)D%ay-1m8CR1xl;1{&4*(hf-NB;nPNaJaH$wqX?jO>G?H1ZnYde!R942@bKL(ZBE2Z!JK#ew?qKPfVHo^ zGxPf`l9wHf2>vhoK_NYwzJH=LF4|Nbw4Qj=o#sAg_3+p~yNsuHs@Kji_i|Sw!8*I2 zcaoU7!akrpe%y%T9@|{+NMZ2R5l9qV0nwo+~ZJx|eftNL4@Sep8yS>PVwTx`baSqL6e9Py{PWYo=08(X#WIAA!Rgm_SYIrn;$BMXhl=&iuMdE#~`Re<~&Ke1u z+3oMQqbR`Vew#+WUTwipx1p{g`Ksog+3S@Dd_$>dwrnn|lEraXe63-P%?LGoSGe^y zpP_tx$t11}rdwOu$J_=yl1s*C+CMj%au+=sWV0w5ceK}etoggD+sCvv%>P<9f!W52 zs^qUGc^#Y!)z7+5fFo&r&PjZwyuFM$ft*uFp<(^R*7?sF@Ye<6p!o6Kr;vOe8>#N7 zUkFz9ixMIC0oCK7?J-2p5->H8-DIhdNarqenD+S#>g2z2-vd1M?mY(Ffz~B@?bsi7 zqCSzEMZE%hzSHI;I~TQme+zG+fH${|tWEXpE%nZNZ8$Y-W6i7F@vAi&m!{1`dshL| zDHkC5l5^W1H9rDL=nwEK4`OW5uFZ^to*>aa642;Rd3_@6IqeHW06DUYh(UwTN0Zu z*);;4(#fH+`?Qyxb$9=_G(U`j=!?^$yZi`VYg)oUo_wlztNXad_V3Z`m3^{D{T9!O zHeu%4+26v*m0h3>YVOCL643j1d}6k~J-v7GDhN+teyjXs&Arps%%$yc(Ts(s{TqHN zrwm$AWuahSP%37-2a|+54p(n7>EhHWL(k>jnqCO?kgCxNqXIKe!(6#D>?xee4tl9;=c$6YG@ET8UtI2+u`{HMEkgwHYZLbRZfIM@e5vl;L_h6kj5$jFK45C7VX zX^K<5`j_)|6tlK}^k{0u7yfGZDskj*FezNe z)MB;B7uUSf1Xssn;k^Kj@j9{Wx+yPmOi;Pcchi2_-OY3Fi3Vcw0N(j3d>=Fb6h&P| z*)b5xAOoIvgmaDEzd!n0{0@;C|5(`SVL4JD3{B0E$xz8;^eS9A2tehb9NaoNni2n=^edBSRz&3FgEwIZYv26{3aLX;IU!_pkb3kHwlEw$Yc z2r?EVMMQjyY(YsRZzTK8wAJi)-_eKLQAN$&29Vd`TXKaMe$16Of5slT?)HCa%om1 zs^sJ*`$E3ndSYb;mUp<$HII3On}6pHG|`1;;|NdL4#oU6Y_i9*$Y1UjK#z5o3(sTp^*w;zGTGE2zI1MArZ*%F^o~ z9v7o`RiC|cti{sShPQ9)mP8Qq4?D(47 zj{P?n?o);d8o7y{N6T70{nZDL@tUs*IRp=6&& zRH=g)<>v7~(6i*BL4;@Kx(EG3oB6UVn)86{>=yxsR!=m2a)`!jVy1ecRuGC}chrF(LQW8ovTwh?dzz6)<8SD!)wW6Z_NH<-V*MX$t8 zMY_JYaUmq_XE`6sJLaTC$8)v3$~W*cYWxj^HUg#fyuxJEtwhnaJPc%Z?sfE;80+Fi z_vcmkgRh~rIp6tZmzRE8LFnV=3lJu9r; zA7ajQ{IK}mQxx{3r_%#xc{u?adAy|Vry=qZ#yy~_n@yopb6Ro(NQs|c#e8j=qf>a^ z@7Fh^_go8jc?jTH_xS0#?aFrdJqC!npJYrA+p5LMY6Nfldau;%Ua4+6eb0IYCO^sl zC;s!71j1MsbG8R8PqC!Drx+7iyO-RbQv5t;AN%BT!H)*N?Hh>Sk~V5gfyzY+fHp)dMcrYhgM}qI?v{?^t?k)`HQgA4bN`=2rqo+R+o;t zJemimdl_zv{&h20U$n1K&lEMBkK(=HLA*8p0`@nEo}Y52jtLeL$O#4a`FmiIBiF3i zBZW*nS8tS-0JLMf!fwFy931xbNxW*2vz;?3sMXVme=S(C#?H0R57e3-X^P4mX{*@>ML;EuuP>CU)G zzsz516_Rhu04$hb7vL7M`=Q72!BOf~M}3zr(n+BVc13lt<4;_hcx1O}X|UY|Add7S zl0NRr`@(jx9G@ho1VrQ6r}$L1vqg1DE657goN zqbO^G2LyZ^J)q&$Z*^UMAbsZ67;T0jgi>+)N0@6jZ8wXC-G=s!)u7X+$UV zsmHS$1D~^kx>a8C(jL4I)4({W{H2p8zK&e{{nx5YCBL``RT--4~-e+Nz&)hmcPXc zeaxGq%d03<5bt}|uASg|tM`Pe&F@?Ew}|@>zY#PDK!K~o^Rdo`a(+K!2kD}m{Vly6 zsf^o`8l#IYs1p5c^%&I{ktXNQJtm#kw-Q&J9wU>fwD8jHcfGZQ(BpXh#R7%vwke>e zm&~mR_Wd3A-9Gt~ZuYb@0G;G29!fdo4S9qqg^TNvxlVB$kqA}k5Ke$I;`GSBtYx~lv)u^HMh@9+1tezMOs%9%7PYKfj>}gkuds1V)w>;oUC>wMpy|KjSiLE9{~Ai@VD1PU2NW=yUbIssQ;zyuKu~ zn6Ckqr*rME)l)71-jENYo31=`Yj-tbOGP+)1zb?qbr$%8@7N#6YCQ5Y-p!i_x49)EF_QpG?F`=sC7 z7*_r4p0H*4QZ|T|+-WzVZm8OKq`Lq*W#&^GuPQbt?x5Sv4{psJ2Wg(Q?h!RG)z^Lo zwy_eL`?%xh9q)z+G)@}1^-0XZ!h3Z6)TVMFjB6LD?-=*{S!5Rpe$dasY2WV6WNAW& zhef?@3pe)THxC|>%XxPrZnstXw)E~ALPjs|j88Zv^6gJGV2KeS1-spFkE`tq`@_yz`i#2!qS)foc_{;}m;>8t^=Xx%1T|*%11v#~E9Fg`HJiu58miJ?&o;L0yiA&39{#qQ_g4 z@3v-tg$Kkn3k0EH;^;j^x?z;85U$f47dpoB{`NixpmVJk=#&H_%!jhL0M@XtaJZil zxpdXVJ9cEAN~$I$?-o~T9)xlo7Sr`C9Dll%$#wzx>PkhYi5_fX^U1HinzS88J(YD4 zmcH*3wKFj-9P-yj_4@1xDW;hwGEGVO(4QU6DDTcn%T+`iwVEF5?}^|N*&sNNK8K4} zDs3j)ZLB`3pnUWYA}YSH{sLT_qD6GLflKZzno4`qJSbMrS$TdQ&@yBq?t;`gWFSwN zg%yGGQ8+qg&f`ac$hi5+`RZ@aJeZ@~UUa0tnGCT;WWW3#-tI^BM#-1x))%km-_1nE z4HU-6O-R_KNq-Q}x_Vyut7`}9J35v~p?g`^pF}#Q$M+hi<*#lKx=&c1Yu-S%gam0;T$NQs}Qch(8Zkg ze)U4$Ka#6gvf&>hk9V$=1hCu5o=Dl(>ocv&55v}@IVs89P91m4F!Q-Ta=&z&XY)q0 z+NdvrX1oSq@bc(Yck+=Q6`k4LoTQmLo?O{zt-W)(%2|4lp~?1vEvQV5Z>W3-Q10Mu z{+v^{Sm$k4ftt90TQyrkli*vjiHe(U z@v-0)c)?N4Vt&Cq@aA;M)+1&PEXfyI>#rWr^`+&Xl+#ZdyJvk8_Wx`B0#!j90*CoZ`+BNB-H~5-spRM_DHu^vh6L&iZH6z2D$xv*IRtvB}U#y z5&GHUlWQE`S5uMBC!AD$hIjdro%^<4y(S>qc)6}}-;^n3Xw28k&)~@HUX{5+bE(0* zhPNsm9|C(*8S{C_W)Ju8l|D1QUJeew^@*93cFHii?DGUOM)^l=4^=LhqU{}HWln(OXa4&ClNI|}9!jLsLl@|H^3vx0|>XrPm0qUKG zT@P2|W%J!QI(lx?t2VxiKePDFS<2H!UnJpMa7rQjsq$xCJhKY3`Y8E;wZu8NZHYJP z&FveA1AB*4Cinq=bgvWRN(oGS2}k&)@El3Z*=oOE5Rn1vb5@IgjGUU&(54M)$-W+| z>X|RK*IfIzO6q^&TD^+)Uwdr*srj9Eo{g6ozZ@`ww8MxE#U+u8aO%1BdA%oJ=RlZz z<>Ti2^GzCg-r4Gxo~w{&hP=zW&8-J8OsCZBRqKFN0uX9_nI~tLOiA>MJHmQ1Q8|!D zn`*CML(zPe;v}uc1-{_Bl}K&RODpxRH_o-UdE7RD!VNF^UTtxgMrX&oXP(9q5Vh_h zvqsr z<#6f@>`CEF6yp&6qm*y@yM8wEeJs??>L(YRE{k`*^_BgDFkLFe`~fZyrAA-gHhH0u zP&*^Qx|_+1E;2yDZr*UYvcTUcRk0RAr{_gj@qw|{sn7;MYOMruiT-DIStG{*-?Dok|bG3LO`*vg((ni@rH9)6BgmQN?bvLWsI{=7Khg5R z?|Z2j6mI}@=hy6GNLA>v&~2oX>{|QW{f=4Dp~zY-YcKWSl50}=WSdV*N(=h#uQBav zegp3#sLfWMi&PZi6%$L^GhH^ZVSRoj0>n=eCsvx^?s}}w_Nvjr*R&A`+!$dB@M#=M za4~(E$DUnKl%E6US0 zB;~cG5}t!G#1=|;@vzUhcG+#4?=nx*^*5-}k5127J#U=8*H;5RDs!#-G%T$m{&E`a zokU!njiSYv)HbS~g;$<0HZbZs88-_p5&>?nBPZwDaO6U@Z_@%mHNZ#HUw34__hDGR zd)CMPBDokLg}GN){a=#n9TD@n2#S2!tb7~6ix8hJlDd3LduUvDP4wn<^6NoYJZ<$_ zsr9IW>ufQWb0r#tli-&oVPt+8T;d)t++MtP;lAbS`2dz%@6c*Wo!qxQ>h6^?G{*4P z>4%N*I-PU2R)wy~2r3usxG-2y-8wGM1Z3_#4sD_K21~@UFOe2@I7rU@P`ZC-4gQ|X zEtEYsoiv`-YGiWH%cWI@@b+!) zrg96``u2;oxo#ffjOPnbUgJCumEA?aYvdocsEOYvzUeNz5{KMA)Q_undHXn{FEYOC z2Nrj~+Xa8tq5C+fzlSBKsJ+YgaX10Vmu&y=_4PbXe?y2oqD)PX%n^V;&b7Xt^q;}} z5Cg4KFgu%O<9z%3G_du-G(YR#n910P-A}hmD0KJdh373BqseYAFF0CWk%I+OLCyvX%GT~j;?bC%Y(L3FXx>(b|iqm?^eK^P(gPXgRxyL$m zuG;wdek&w-wwqPi74W2vg!5%Para2Mki5oh$Ad2hR_i@Zq{eN|wBV19)^-C>&@mC&>QoU^LEzXWXUaOYmM~fj>~OYkqmtUH zfl=_d4WUNm{X+iQe4nl%gKan7-ctAUR8PGV-I0VLGt!}3?{46tnb*V2U8awznYF7+ zd_NfO`P!dY)eF5aPjrv&#QL_Cl7K0Ui@al>T9qjAR?a`Rubt3rycxMf58yw|8hi>z z_^Z0@OC^-58x>!B(Kg<%s$(eA;X?}*v0cWxB^ zM5nPmQSPJ8(Ea(8V?dz=t#az+PYwmVjJ~N;zlE#J<8MGLdM=m6EFujT=0VIdB27>> zc)}JP)PN`Ef)`MF;P<8J1{jowiuk= zs`Xm-^;2uX-Dvlo^z!t>Io(Z!A$IH22w{uv3t#q=M>k)9=~9u)Z~yYN0(H~Dx=_8Q z=b_%-;U6fLY*(7tr?0{cI*ot;e5Cf7?*@LpQkO`kJ?H?929g8fNUZQbh+bP*+0*IU zSf|`;j-KW#r31_6E5tV6$}ec$34koR+RfC`@Hf{^lMUMXS}-aDX2+Gzg?wzHS9lEM zy<7kLh}3j{QI%cp&uA2-S%2H-Z_8MPef<1h6l$ION@igo7+Vc1o2Bs3p2ZcGJvTia z23+nEj;kkpx)elsTi+6Nb1c=I6+<*yUYT6JCi-xVI=3PX;DBc2MaqKYR1>JmKbLkS zbvSw*zRQ)-CW6!MOLC79$jhVoTOZk==6ojK7VaOoS5FA{*Zgyjo-oef8_{&<+M`)} z8J3xF2T<3ZI`~U}-`#HV_mkI4?-yZ0P};xm$9`3BUSYPtoj*sh=6H=iWD(6^QAPWP z^`l?a@0wj-28aESM)SqpyqS)wAN*hqCm!s2{%%M=xwKRber z*RFNscgZ*W$)Yp>miS55yW3Wi{fJA9-=Jx}+w4qDHH#G{Q@SL@{Oar9h#z=2r!o%g=V{#(jC3I znZDn_3!#@k00h0Zp_%&48k0Bqm~Jm0*g0SPE4yoC622&}BxdZ?6M8jx-LoVfG`o!X zIPn0rZ&6X!HIw<_Jh3Jr>*wpdolYAcW)Xsz{ysdBvoktJts*XhzKq@^-Buuem>@8^ z=4t|5O<=5ceyL1=`+`i=&JtLj>E>sP9kn8i@qEcilnG>1Rk}e z=aT_{bZ1-?llkhnIP~_%b{#;3?-Smmkixp7zq>c+fg7u>?Qy5jCqn!nL5 zU1wH&4U~MVBy{>tY5AVdHlPXLPKPOR=GJ7ZOtI$rnnSE0DQD-u+B+uzNSmfN^urQV z4i+yHZ1-INe7B*pyIFg_3yg-YR*8pK`5yVq(exC}8-e~}K2@<3O4?0RXqQ9~Pv;c`%B^_nR-i;`Qa=Oy^~$QtPuZrsidHah4#3I$6I?hFt&Q zfDdbZ+Dj!+FCS`@GltqPbYLk*@42_D=ASJ*1d*u7<)=KtZxQm)+jiN_^U_fnob6uP z@Z(y%oj1?7+-~^Qxf6oVsWKHs3F_A35)8W5-&~tHf1hA?=jB6s6oj|iplAn zUIm7o3!S({FMHe?%$~MTeZKmf1moz=X1ID;PSxSGzUQ<@yD?`qrdo6i4QJUTrzJ@L z?#yeP&b_0Vm;=O!KgaM7C?tG3gPmxCxTuNa*Fo=Z+i*oI<+t~Ja_Vn#_3)H~TAhF# zz~a#K78P^=s?{;WP~RXz>syUv+pEM=+E{wDKkHWj2j}U$-&wrA0iPsqWt5wpvYv50 zMFUjN*mBkS0~I@zfi$DXdl#^*DV$SSvM|LGvc zy-}o*Xm|*XBzGvk=lW31x@><98b8>t9VSeqi+_ZmJ#y7tzh0z^D9;G*+N$kygS<-M zRkM3Cq_1Jf+bz=3n%7xvZ0DTH_4GoJmtkMf<7?$c#p0&5k=|H$4M>+@cKSrE{1v+E zAj>mnVc8ynUEcaum3uVi_;ZQnXQWU_O0X7k2z)!4t^wb&7h~6Q8!x(?8i#mLMFwy8 zm)@er(l-d9gH~=Bc6PXVC8Iycx9OJe{oUc^>%&Sz+3p(pM;OH4;_Iz0Dmt*Z;wff& zlYD5lv$c&IRk<{OD%-m5-haY%TC9-ANvQw*>f!u#Ydv%Ludc6jf0x}=H+~3`Xwf?` z8#uDRyqT*}+jD1W>XzYbvfb@r#|)Ss79v@B>I@z`?7DKcJ4Y-x?@$cZu~|*3QNoIP z&zjpugnJlyMfA$9E~4eY4VJ}S@ab&snG(16L4^E-m5qb-DlOoDqMm)i)xRNWB|s)W z`**uIg96Q%18pR3&gBAv)vs27yX3bwp5J{BbI4YjPgz*s>LmJU+D7tKG*N z{@F8_G9A4@|BLDCaL5A-PCubWYYCX;f#I7+=y7@j70MMeza(PY`sym#PL>=2ZvfOW@|zTmn<9 zdEpB=bhOoIw#$c9NW0o5hQlj%GXTT70gbNnuGE_#uj}=qanq@D*yA!zuAM zvsMATp1^6EuqrsIYRHU&|Mp&&&4^%vL)^C4{7dRj&9J}r8{wA9JL_7qEEqe>?RI~s z-Za~o+qAuVPs*9Us_dq;983!p_t`2`_HmidF^NW8DOk6>=kJzu(kj8+m09gR#35KQ zXR-CVU9^enK*L;1@M^KFx&O#kgq*P@J2Dm>yCz`E3+Fx}zbHVeYyGOF$xn*Ll z(t6h?fTo9PkWc%(hi;y^Nqbgi(PDj%;%#dk8#Sc*8HdE(mX`Pdf>69GU;7XLV;}d& zOR-+nDhS)-^7k&%Dz(l83F$#g3M=hBQ~Tl8cg#Ibf3UtEtOOE^@aK4jQXQBZ_pjtD z>MCnuXe@iZ&F?ZlZP|)8CCOR={MP$c^L;Mu%75OfobLS$jwSfYC#UVrl+MFHJyRn0 zgX}Ke878!|`<>=2)levr6Rg%{NbgTn`Sm`%(I4UE%a=bwUT|c_Y`mM>-{FTp4z2At ztbO1o(FE1I`QpTW5Zr@RyB`m)6$9X%@6z6I_%9=Ou>0dbt!nIow(Oke@2s+XDOmlI znXmq`DbEW?3Gwqf2RC;NgF!|g9r=qV6EI7KjyNnrrNy8WVu$*b~qoApqkVn%~kss3kjFP5QC+;^~3L#^Ba zb@{f}ewkyKfkc&I-Zd$9CHIr*qiFY z+YJ~zV>0}hRcDrJ*O%-DVRhfWTC+kwy@T}PIPQ`4+Ad_k-1&}~Is^DII=5jOw#{Cn zYUS|M!d8^Zy0RDycs^kN@~{;9ClaB8rAKi_Pr<_h5P1Hzp&QT*+@yz zL8l%o+npS?E_T`I6c3&O(`PVg^#2jb?w}9RP`DUu0F%jO1ZS!4*%SJjmyL?b9BDu9 zYx*=W-J(=`;+WC~Qq!`!Y?a}_wI3s1dAe)G3^7wCCi)m<337G^oilQJX0xZN2@$nf;0m%DSd^YFm$3ZN@N5g9HDJ&1F^n*jr-$8q%t-P5G|QU34j=$V)36m%EPP zpV;y?rB{g?<_1`;134qSnGTB0fl8itcAC_1zZ;dCrKf<4z?8Lv5wxUFMb=0vU0Ei8 zLR2_*Z|f!@wIl2%<*ajM3%btK-lyGsXJ?9fZ|S3U^?n9>AbJL-W=35Xq2Z1qVCH=; z=y&`hqQBGma-j-;g>1<=k3~e+LTpI=E+b?We09|P?DoSNYCO?;$l?uoCE3&B*+wSStDi6D`emCA&Z?LZa^}v(ym4By>iCxOm$Gf$eHX{?`A3XKynDTXS zS^OaA4VInmF8vGqAYabNpvs;A8a`=EZeO%i8cv-$qL7tF8$Om~z9j%c8wU%S)$R+lFJ z#veO)tJyoaQmvehvV+$QfUDoT^w-TkFo~C|TBL)xw!{+V9PznqwS=YG8290I-|Faz zmFsUXac1)eFnqFC>&$3b;7Wt-Xb5hrbdTNlLHwK_+V=b7qkare854Kg;*(#nLm1;w zw6@GeK^FiJG3H#qggciDzhj%NOw?h%Rj>Y;b!`IS9dvLW?cE#Iod0^uD(O6)UNNCA zER8&@=dv{#keAoB?+)viXZF4wS6p7yOBoGUw^MVUUX(iQ<+_jCa$J|6)#o=#h-da; zYX|>Aslq(3WWo?uoy6QY4;^$YbrvmQW|`|%2^yjPxh=g9^R<}ntj(Vb+fJ#Lv<9#sz-m>+O{uwTlzFXatJ?jpRZeI5RIiV26+-&Ofc+%?G3+POCK&Kxx18P}^L%#7Xe2Jy(O}nDeilN0RfZ ztT~@+(r~}s5RoCcvbQxF4vN$sP3sQDisrSEC0nKb&TS7RM#Tzjr17`ChMYlCHCewG z_fhiXdAJ`!lNviYA6)p8=V^8;ek<0VoQn9l=x;S{=p0W^titpgNs%a$a7y44w?(fv zMslKqb*WkCcw?e;&EB<$M}$&mrqBQQN&B5tCnE+6kXD0y4bynut~v{FswPH3kIG;e ze_{7c8yZ=cc%L?v&9IZRo-9PD^B+Oy{2IlhkBkcOaAxfA|v`rhS8 zzAM>hd(JX{aAUObb_Zda_n$%!yUUJv{?<1GN9AaukNu5G%d4y`xn|*ByW6$T^vH2e zt04qAXcRBIO0BG^T;+A@51Mtx7v1L%mayUdkbM&CAVuhFc02|$=C_U|#NEVRkH8dp zmwU$RQIE_GbkQ+O;cd5rLHhV}`a>&NfFA@978Kb@Nqdlt+|M4iIhZ`l&*AW!RUE3S z(Vc7$#N%kn%v#0<+{@iN&ot?&dlCM|)Pz|?WMjS22Xc^u^Y|!W9pLghsWBfOj&7ueHAM~RRU2x z=i`N%NsX&F$L&~;j-5h#n|N99$?d~Mek(>Q5|7Fk^kbWlNT=PtEwAMQ*_UzDz!x+f(_61qzv3af6@ty>uK7Tv?ecWA;~hf38LyqVwq&*@C~ z0?`9vgEM9)TF{*I3w^QOybt?UrBvPb!+BD8Ahm3!^k_?hO2?>~PW(lVAi~YEh8%=y zE@EhgE;`S3NvECYR(UTkqmr{jMo((oX`|M?NTMb1D~{5VV_x-@-C9=TK`zu*cXojn zHyfuxR&M8a3}^KB`%{W;g-@*ofO1&cxSyv(hUc1_vjC1?;hS; zLwT|Jpwa2ozcvQ99e88#H1D|P`)9&{1qD|q=0PU75qod2asO_VPd~!;M`+lncNjAK z^!3u3$ZX6N&Y$bFR!B3n(ZF7R;R?QhF-O$>xoY!BRI84kCUBy!VSXTBE+DN&F$bYb zR0`>g+V+XXUj?~=IYV>An4B5pYQM2tOobFs{!^?~s&9$6g)c^KgUfH5mLwnp#6=4K zb@tyN?9}L1o)n;7RZzP-RMK60VRiXiH)vYx`z65k_2@`VLG-8>#r>8kQ^m)wHat2c znuJCa4u5*u<@R>bh4F3)1>D3t;_#HHUw+#4%(NTQDCtQzX< zkeSY-^ZrwHZCDN!&{`kb5I!DkU!Qdm_=YVZQJwEY|C(e$fG6^4{;AaAXr#x@Jv7?a z<3>AGA9{AwyYn?st*-CWF0mUdXHM|kNy70x{bF6Wrtkgz1IMSdFT(WZ+Z3y0y&CW47nQp!sJ)8eg7CaHzR5jiLB!As z+0^Qje3b8S4t^!N1CjDuyUn$G>fg#rHNO(_z=E_2Q)`gRFIPwbxjI|(JiPxw>_!nw zfBqFcyYsKl8;4f8XsyUy!^~jTd(%`~d+WPVVHO43RURh9xh5!pcZmAxY(DR4Q0vYe zxVDoB+1jRc5jWsJ>h5b+Q?x%_d0C$!Ap%5J>3$SG ziF<*qht-(ZtJ@LZvz4F+x3gxwM;FSkzS!#jhQwDs6d+dFDj{rtMn|+=+cehHIX+$e zT>@U1hPUNA8EoxZUFox(|JcRp+v9t#)m>%ib=YtRcIYo#B-RuL-s&KYsoX-1x`Ymw>mRE6O}(!0N|rL zyIBbmvXx%r{-BUj`u^n4C#X#|e%Zx2R=qePWK7ao7L-vMob8*>LTwmAr}~n$1BCCS z$TcmlX#ekVNiRNR_C7G$(CPUX{}_Xk)24yp;DG&3`3LDTyvbx7^qs&h6e3 zlv5t$X)?Pi#G51dqBN4w@vHx8XT!t(>M-?-3cyEzR&K@w`FKBHO0vzqjq+k!xE{n_ zU%4amdANUxGkLQv(!?-t-hnvUObjx_$dbUjj2U+g|ABiC7jiorK7Zi89&SRL78W zjn0s31(t_RR#eD=T%v5^7}tDxyLgzUCBW77!Fc#dv0_WZM-JfTr`_rRvzt4oQs?B6 z=7Y@+0Y4x#&m^XGpUnup{<4UP+0i)pFy8iGzjv-rT)9!XynW4-->|il?1{0gzcmU` za?^cWIJKDhXRsXuk$p)&STwX%MZ&;n7-jdgvAC@kI4%nfx3Q z4PLck3~MFxK8R{i7kVY7f$L$ZGn4yjyCd1X%yDB-r{)$*XB(ER3)?jntL{zsm zCu?mS4Km`bYBd6TDjstC#J&}!-LHY=q9KPIzfsd2HB8c+=E}&GL$>TPH)xMUle)JX ztpCRM2(6%c*-U!P>JeS-WIVp!cUfWNiNX@d{GaljS6G!>;YG4Q&L6J;l!0#v+SotuvnYU=%fk%0X+?k;|De7^FoTF7hCT?wvZV zdHOz|t}L^_b)fs(6?X~a(E|dY4*=%l&J=38lj>^AOyB0GvbW8Tml$~8TdB+U%{M#O zSIw^9L)0{h^&j7Rou4H)@pWmfx))l)Q${Vr@ZUfE~A(Mku$-n%udGRX>q+ejU= zwO&MzD$#s7wkf9}DZPC`Jo@!xJb&%kC!d);yjs@7w6jmC4KTI`=K6VB_cy2hHMbQB zIPe%I7c{-4NUxpK!066%$I$em4OGCOjE9*YcQ0d(E|b!$x-8`Rz_oGmS)wMo*9krvEsh5!9;lH4@pW_Jm5y5d(kedFx-3^r>&Hok z{;c2ZznWD+TbpxVlFv>4a7f^U(<3u&(rSe_c~>FHfI=^`564%8T>9aT!*DSq`t@p3 zUhXf~i~Ld5W`8jyYxG4?mnVj7Nn>^%JNs?FPQIVJ^+S3!qZDq+@~o^NE&uQio+loB zzk`E7FSn}$$#_l6=0EKZJ7e8r#n@Dr3-~HL;-JqA&r!jhLgd{Kndb0$WM5xV2E3Sl zOSCDsc`mAxs(*X`-VrQnCM*Kt-~RLRH~(84-3Y@|%fWV!F1Sdjl?8#`7(uh=(}dqQ zd3pFJZEa6h#b0Rcp99g10FCxi{Hc#vgb^A z*uKsx*7Ru90KKrwjhJg*cZUxcpiZ}JUX3Gq%zO%EY3MW(x@6trnmipq6Mn-!|FY|2 zY>%1#qz%~R6EC-*&Cd|}qEi$=%p9fUhzmD@mW?tIPSEl~3q%Gm+=Ck{`)Zibh z{k?PPN`FJ@bPtGxXZ0MMI3W?uKFhm4wcH>;5mxPDg zen*$2dl~@NRf~`XeY(xG`K+4#UX|R`<0$}l?q^+220=#WVY%XMGP$An^0{V{(NvyUQo-lkQ;N!I|n|IOG?PyqqA1F+VHT+ zD)V_XO%Kb*J8&TjRb8UgUK6@p&_3=*6JpzmTf!4ZJv68?GFA)5-HA0fxA*>wsW=aI zcuW}X(0j$>k@4X+Mm^-xCl_1Hw6m1rR-!_=zZhQm()W4tS|!Zr>zFOVrceO?(i-2k z4n%l&UY%s9tUCa@VJ{B@8CUE_viun~iM>Z_t(GsBo}5g+rr9}as0`O$Y^Yn;a-7HQ z5uvq3@p?Sdd`*ahV$*mnPnR{>tm435Y1={6J5bh#jrd%y%HEr8dyD4<-I6#v{C(Vf zmojGev6~lSp6Lw8Pjy#8sa^Hp-9nQ427t(CcDIR*kN7Jry&#&{PyX8OnP+)7XrRBb zBVDR1`eEW6UE4Ir#7**%WQwbU`<7`FqlV<8!!V`O&DpHQ7x)I6xU<#Gx1Uwr@er%J)L! zVHtz-tx+8UFeGbq#}{m^)Emm@v~w@w!4FaK3L=>mjqjzgv|ISgY+lEX?oWJ8h1|Tj zr_g>FL8P8VU#wMkhnvOG)B)QT{Jp%ncK^$Vl5#&~qr0F$Eh@Rbw^Wg@_h}__^G|bD z!smM}HyS~kqeS7D#{E$*rv#DlbxrP2_2Nq(J2P>kW!H9%f8_PHwOm&8b#u3G&pxAd zoRQJ#^Y;SS^51+hTkd@F`2EqNnmN7iixk1MXMV$Kv(LhA19+pLMX%iCdqUX2R>%(X zK3tAM{jj2*)xAzZJLWwb%2FCHCT;i|sfK%{3FdEuhQongp$@)qgXpq!v#EFoR9u%3@5qkZ8aAFKM>7DhH+c_O=t=AQ56 z%k+b%)1g=>bJ}Ky%sUT3k)efAez(tauw*Oq}Y2LL3l7M zu23%BK#NIJi5E|RW+QD}_QNnV7oDJbU$y*}wAp#na+_jUt~IvvqrP2g_cuP!zN*zz zXw-@aQ9i1UZdFk$sOGAqkh;GCeE|tlnp+{Y4Q=*HpKWL_<0tq>)m0JA8r$Vql2VuKgy1`em z$0M`TP#NBQ=)R#GcV1arkc$BumVq=_vnD?kvfYRcl<`#<@lN5C;a*T$6hIP>yx*N8 zv_e71H0VOa(*NvVn9sKU?%8Klm;xH0y(C79kR%kax0e61-dMr16>`>2MQ5~`BSh-J zc4;-*Xy5HY<4VtAsYHI3e==r;^+3G8R?%Ihrk-bvO(|N1gOBD4t6WocL#swcy=PTG5_$J4QUbW8%c(kFA&vm;Ui1W7G#n&_P z2A1{e+xE2#(&E~r=p`p~^pHnZJTw;toN;MYlB0`OBG3G7Yiv#%lyr3HzHF_LSDg{He=%~cB2in#LT)a5*=y*ToRpP&QWSf- zmu@3vTz%w&rD9Vm9O|WJI~kZIWw@{Zo_mN-o`?gnTk82B_M4niUCge{A-{A_>ZQvX zuV=6iG3s6MqbtDA789g{D*V^^;lt@vFcA<50VZ~65nMl#7i4h~DX8zWwRmGhjVD+x zt@-8#xbayH4&*tI*8C9eqDy#eK`f6F&&nWktGy*NFBnbht zmO8!*zlZfxZ@;E1dHeO^OzpWYZk6M+o19Z?VKe)3=X;#kk$qeNn{oK*1(nzD88XGc z^_m&~L52p?d&7jrgys)z)sxYcKdyfX>Nn$rci&m@*gjXdZeV?h)ko}hNvIEu8|_j@ zD(aqy*EIv=qxt?&&M^~s3P^frwWj%XXm|ELJ+IVX?3pnC^7?!_;Bt>`ls$9h`-t=l zmSmU1iF<=ybcyhz&EzyZB>F-!jOy$aW|TDl-RY$Oirar*@xiV_7! zC4jyhr2s9+vyW8tjP|Y!J#EOcDRMjUIsC0K30hqh_TLsnup8BQJ|0DT6-+AnQ>xsTI-5=ETRFq_>&J3p zfA7K8M~?%B_Z}Z~Y@wvOkb)7~I}AI~W5YeK(!O}$^S9{G_X1dRPaBDr{HC7z99%lc z+v_Imoc~)D3dL?iH%?;(2Zow+t8RMxFEmjW?1;HHyFGm`mx7KvUv`_cot5k+|ES2q zNe97`f5xr%TOl!SS1Ch-J1Uyuz9a+CP>h4HkUsO6|5d!y4;Q^bixi62Q_DgpwhxXo z5G(bDQBUnij2xYZr<3+QwzUcNHk9Q`)mFKJeTO3@-(-Q!^ZZO+lW(5=3x=IAYrOkSPqDF(8DUpMoG zZ1p>Bwf5)(>iU;G6sl~(+dz?@7@-eu-y@K*U)XDAj^{)we~p?koC)E!zHW(6ulLOl zYL#`D^FGaX$5|*ZEz(;wD{e9+G`bLeM7@@dhFX8zE~S|hP# z{M-i7OPe1iReBHZh2Lp#k&oeameyy)eu=-|78>j(m)XXLL;MO+KQ za1$wI+2;j0?bmjajV|zcgu7%^U$d=hC&dx`_@{KzH0{I!c^I>(DyE3ug%PhdUdsdW zxb4N6!9ck?W}aIvRHgci&BZx-BtFbiSut9GL$O(@qBNW zK9Mh%-s;N@lQjp?Z=SQm;$nUA&iev2-HjQ2<<^Jm2EER1-7tga@P^h>E&TnAt9vfp^^Uui9{Z>kv#4mGbgM%nt-%EgCSkao=EYg{v#f3c zQom0r)G*`P0xxSjvi=9aSkS+%zh~>YANxynOh0z{`4B?>q_nBmFAc>JNM+W2@cm_qpYb4QEOKCTYPNS*Xi}VG|g3hyj_ZMZS<|Q zoYTP@UvsL`u2$%EeDCRgi!ZM4Tp`{6d6SS?SSy(B|NJ&67bbZHywVKbFPrP!+2JgJqK0YwG&NC+T^k<2)n^9@ZH~5s;Pa4BNxvEipo@}Y}t}!VgvTv z^+UH;LHA_{O&r$8K~klfUyc7+gREE{F!ksTO22JNeSFCY!3&+0WRb51?w9VOi4%43FT?rH3^9Qy9Q8Ry09YRj2EEGD0S();k}v!b zvt@ZJ1=rJ-W&(#N`yYdS$-#2m8utcXcYwONUQn+75j$pIBfHDR@0CpOyM2{k1}AeH zO;s0Wi6~dMRYZ^;bSnosWqfEq!|mZQKG@zHYZ5KQ9ZdR@(U6O{!tk$&FfY?^zq>zJ zGrw*%r`Q81ZKsp=*T=nC;;_Gh3b68cd0V_2lno9iJ<#Cs0b9G((*7XuMYvqXEwwfw zMd>e#l*8To{APi_t~R!&xvQW;t{yKAAu`2$6s%Pd^u#+OrMf&($!gVOw!%-e`92(J*8QN{X=hF}*qobmGyi=~PW|5BZc=Ix zk65VQ?f;hd&NZPG9y1l&cG^SUJcMY5U`;_{V1} zEcd80nDb}wIBL_)8Sh@n@&d02)!TWDpeBZAG|iCUP<7+m~IOQ+4~njVis?>nKcw+x<-5uifQ` zRk!7N6V+v8-mw{@bUut>Yf>=`gm}-(uf0k{J1iYIVwbGSC$hVuiuQoMqnSH?N-ZaM zKUd=#GFkHt$j+;f5&{@B-~&&x*?_$5XVJB-TN%=`-}5-Jx`;-%q&shKP$bt~!VbUR zs}HTx^I37W*jFv~cgppLw#|V1cIu$~rhmnXkE(5&h?WIx0ZH?lJ(?1~_x(M)CtT(9 zmwS9`8^If{gt;Dj8UM+@Ry2tBmZW|C(WWV4su%3~6&r z2>Ewi=QFeD%oV;A+5D-|8V3!V-)eEn$#aX3*JFG@^`l4ekZMSo#M$0)80JI#c9Xi z?~4Oa#JR=so$SY>xk#1UD`j?L&uK+%#GS6cPlnM<+Syi?D3gfC(5+NzL7~ZO5aHfV zBzD*W>4zUAMsBBMvt>(VUwbryl3y(XEY@nxecPS#VL?X|2<)+FjKc@yy4sD1a%F;e z9Q(lV=E^+wI>Hog7fewbchaO<8>DL$4!Cv*PXonNDS5}F1i57FVd!hG8n+2WKDE9Na@>V@4H;?D;_g(UmZ?A+i)iQ<#~nC24ERJ&8iMilD^2B0CXD37nhS#yq3eEC9l+xyZP*o+xCW;y}WlXGWI@NnG9R= zYMyd0^^0Y)X7IPFbnPrR7(JhTVTacF6E^$8#_g~4fwAC;z4VOSQCYI*=Z4Od3;v8 zRG%_^&osc9uuJ(WqP<6HuGcPgX-Ek*J*PO-%vrK08HYy)Yn4U|Tj^uQZ+Lrl-q}iK zTAaNE2;d**Q0eEq>9=M8p!e-!j#P)T^c+T%+n564`?Wihl`%ce)Sobg!I84+^OMNK zizhOJxhoy>yfjSaX0P%}&evjkqKDGA-2LMlK{Ou>FL)$Mm_IKUu9ssW)qij?6f>|f z6&9!U6}?in{9r^`>E7pgvUbLSxjxRX81jUznOF7!S^%>H7xzICn-p`%*aVa(5_soRbQDETDyttNYj2 zV#BkGSzl?ris($BdxuBAi>5MKkcyjV;qe7pcm*Ly?5FHscin%YrH`B%eNEd;Nvh2% zH#gYT78)~0sJ1ykTv%zUgFMPYN4UPR6+|jk3Z9tutInuE;AF5=?bdl;%5qd*2g*`& zMN(fN#DuiBTJok45IoVpN5U{pZC9M0ruRqdP&yW}68l7} zpHGUvo<*g;h?zbP<~L-QqbcHAKa(XYOJTSFEpzjlS6YDJ4tt(cu{hm)>2OtbI@q%% zB_dUzzL;4+U3A`!JgwKH`6(|{VO!Z7duKU$ce}5sFxhudn}E6hX9QA@zD|Z*{*zlA z538ShcpawIN9+7-2Kg@zHt|an?APJg;O6-<&ulI8q&!K#aqXAgs#WOqlP9uh;$~zo zmF`AfYJIT~3jyKTL{K{kEx`mPbD>r)JCjIyci&S0YUf9}W6eHvmn%1TIDou?A9rP* z0BvdUGM``U7B`|=0??QfRHKdYvt8qp5_zf8Zu@Woi7{WB10Kw zI-ZxIu?6|VSHU{GxALd)It_Eo@32RI@npHLrTz*?HT@t*RNhObs?Qf|;O={rw6>&b zHfC1NP6Ez8Eq4XJ&2?d{f2Ugn$;%|rA3N=9`+3m-Tm0U`S~jQiIc|n_rF_M)KlP=b z2V%=2OJ3x?Z+NGhr)Em;-ED3tdfrIf>;3Th7Q(7Rfrw$RZ+cGS@mCqv4zq4_f8x)6 zP1RMrQQGi;T_w`Q(bjM}%|M`w;d_)fOj=Dd~8%>HStubo3PYtb8gSXjb5_w$+{;m$Yz zLKrRq#YFxU6D!GkvkQAOur9kG%>8kI)Gw)3(dOec8uQzS%TQ$e(?F=AIJ6EsjKwH1 z^2P%f+2ejw$ZdUw^M2a}KFj4dc^14rxHOF28beL$f7+=+5BmY^Sd{0&GY4h{3rhm> z$fsb`_|x~a+8k6LOPWL}ni%u%?E&pf=kBJ93x!$`lGV97w`vc5XkC>dU(ug zDhd(jZkv4~d4~0664gqdN6`i)4#AOsPFW1k?wKFw7lpQw9xL-DH3hol%I`n1+hVi+ z_8RMO2E^Wi+vceSj-4Mjj5PPT^?ofrsL@W@ZEmk-ruP;2&oy~CEEc5A@;x}$k_9XU zn$-iVYl3mALhF43@YL>kx(>=ezQ-k-fglXUX0*-m@GECz?Uz0@B$__V^U;o*M+Ppk zlcG`k^ZeEgHRc$SxcF_~HLMvRZ-OQ>tfMS!d~KhxEa1IWTTby0d_;oHwoSAf_%( zqUq&!j>^}Ub0`VdaP&O(s2xZRN^QN>le*o6y!^1CnXSCn>a+poLf*dJzxCGN^}f3T zRoXdjx8*MO`Kp&IJTGT(yeYfFwLI}WKxR}iV;PDf_GW_fybtkcUOito@CZJi9ni@4 zuaL#QxAs${B$WEFS^a{`6^m-7X-O zyq}fDJt@jqOShve4?L>4WnsUdsT-BUPu!PHgA6w49}JBPSp0mZ@UREE(QX_}dO*W= zYEC0xTgp|XRP0K7^$pk3L)B@x&3OJU!bOG@Yolew_(=QNx4zG3bv)dEa{(jgcqa-T zH@@Hg_EB^;jt@f`;DPO)-%>bg76PiEbCif}+M4q&e~N~Xf~I^F!)^V3?% zkDw{cEamRi*V|FasZu=0Q-gAGF?9ur*s((lh;^~Jl%U0r}x6Nzyd{T>$@9>>jTenjlj4dEWxB0ur z$C7eSAT2>&N5b@_=lY1GPBofdG&)NF$4;?MG@>JHzqv!-69{YpWJ%;@6#m&;96wa; z*BQ;muwO}UwYj{HMxWz`Kdf{9G-b3x{};bbTzM9%jUll_{M_Job6)x43QYlmKRL+5 zWf5?K=IgS4&~LldtoM3*-HOzON37j+ta$!LE|96h4}fMd+qSE}o|yE~uv(9&xRG!xGa^V{-n{d zgYwrJ*gq^CmD<8!2(^G+&!f5CjddLsHMRm6 zyl4Ukv9{w*XZMZu8;{d`)P>#~((n9zrtWbO-!iw}IDwG5@Hf<93WMXp6s5^9dqCl) zR8gF&7vz99H!t7Xe28LGDI%bd&MDPiG`8x6xqYU`8Zp&gxzFc* z`#ZZq3se)|#%x3cu$dc%FTx)0@n@XLOgGPv2};9#1zT>O{kWF~RA*5xHA@Y2vHHg8u<|DLGU^x3_9M6K zne?zwK#Dac`%Lc0o_y(K>6|CJXuL{yZaM3Y8xvEXs7CLxNd^zDWZ>gmp>a=0pmRxP zY8qH?TvdZV>ckv7$B-Khg8-F=JfM>aDZ}X4F z++7bh#M#G=n}IY5+MfsS^{WY?(!+sknJY8eq3ELH_e#UAHXYpml%ZGbupu^ili}%8MC@9##J5Mq z+O*T&J*e^gHVoU)rWz~g_kU^lw!CiS5K1Ka9*B#{e2Vq=^%b$$j*9s|eq?Qa;7JkR z;RBe=*pXiW5uSEGAEDZ*Q~l5P#kzwaV5sSUn$SD>53M=Q>sGKTMX_@vFPDWc&Ol7i z(#jf#a`9}!Do!3{%n>o@Z|sNEX%HXEbmn$LSA~b%OQz%NsKSqw$B7ytvopPGjgon> ziMPqoSQ*Y5OhUpM4hfYLY?ZaxITUS8u3iw^AR7)GnlUQ8-M9`hdDy z3WqiB&3;nhw#ErDk5QuF_!=*>qQl?OM?FB~qp~oAVLY5>DYH$GaP|#=BFadX7RO^I zAD?S{m2$wmN-xW0#;c#ZyJ!JtoY8kY8`cL56|He5e?C_Qp%8-aqcp82sfP}-`3?Hsj4uGTydhdX__aF05rTv@q0Su{ zq3zN2i@uT19jTog`FOUU)kR~wdln~?Y<;!svhRs{Fp4henKtSdh^HPaT3VgNkd__G zplvh&#zIuS&E{v=uI#wm2)g1D5DUJ8uOfF!r}gMs`IPK%Ts=;I-5aW%crSIY2)iw0 zlz1UJ8G@c3m)86)T&j53i3fP1xn7nv!Bx{&jO509@uu6pOh1Vmho!<*0xs}7rl#bhHqhSDWb4V3Efa-zb*T{)&#SRUC1E=YxSbc*d+N?G|2#0;dJz zyun3??ig`8&$4UW-UAIMK)i^YCWJFc3L zh*>SVh{7HeDM2XreD2X?kP(;R#V?pmEDZwswP0dtR*u~%{9K*l04=6#1ncE|@RF_D zI>e99r3%~Fm>_0e?463p>Oi}Zjo+(k_5gYo-~4Rb`O;nEykQ^1HyPQtwTcFqAx4KIeV2~fhu@65!+4-tK3ui0yDIfSy>5zks{DYT7yj9` z5!NWK$YNkHFKSw1q}>}NrFH4gT?Jrd95-8q7g4bPR(X5>L&{TQK8cNBFEm?R>;Bh> zD@3jYB@I`0o_~xR;ypW|gvP?yy2+e%5k=X7H59u^-8xtyPbXxiHJgq75sAl*M_E%+ z6nz#=W8M0iSMut<@3xT|5jQ{9D_Db_=&Rh+3Z@^WGyR>Qtsb7l#)Cc&7RTB54?F3m zAbjpx?{oV$4x-i5pVLu)r;-He)YSBa(+>+zK@&rkAmQNrZN!KN;&%jM7}9F10Uik z$k*$GVPpSV-si9v2Lt@$ER@}Q{U`~(uaSR>vc#GgehoIuqrf!G^WNAn#t)VOJoD1s z-vMn@hH7$6N3(c;lXmy=p>Z-_B@hq#hvul6U(u>_j1CHi@<{q-`FG&6%X`Xo4R2Uv zb2au|kp9?8dH-jv$Q#;i5BF!nj^g^?Y3MzFt&(vi(lLjh?|9-!+05?bYO4m*zrN6J zyqvB`%u}^F*gL10uiV$n_hFbra(rE4Dt*c{@y$#g2-`1swMCnE8_jBd=!VS4ZA&|E z{JUJos)Eu&t-eZVk7}x;;87Ex;n9tHb*Fq|bE=8z+G|e zkvn8S)iH`0akm{{72>X27!+Qo#`1ewpWA0U;GJbu4IhK2@mJFi7tR5wTxT`QIVyyb zD*gNjyPo@i22Rw{Tp`EHvWahZhtB4Hkgu&ifPe5}yI#{Y*uNi4L!KS*2AZ#v&;9nN z^-33Pk+6HshZfq&nuoK>F*`yiNp8V$+wZ9S7njf1!;r0q*J3>8TNLP-Ms@TFhtXXb z7$83sI(!Wrs09peH|SA1IRxVOiZHL={) zqQ5XfcTnS$*uTP+c_E+c^S-0D=c(Bw3n$bfvUn4}Rlt|rkB^3D&#eZ=UA1IRA=PBo z-kAL^U%nxyBPlM&x9CW){@Pu)mNN0^HR68fbJ$deaM9*#(bApW>Z?3{>Z&<)4ZmC= zmv4U6I36v&E|JJN>bE^EQ~EuI|9i6J-2mn{pO@AO3ON*WV=2p78xcFZ*+&+YY)w70 zR%e_ZZ_|=DdSPk^aVoje$i#HIsPtPaQA6@EmU{~V3@jE|y8^L8bln>)M$Jm*v{!X| zc1A3&xH5V}TFM4xd@%cqhRW6Ig zWcOR^a}FpHK2+1`TFo3Oe*u4JzBmD~g|J+R7?l3l!~nizw;%Z=KqepzW47l9-%2vQ zD_ct}`(C~mE?$SKoZ`!pGj2pE|xCnVUzJT zHn}A^?$_L&uj}=RhiKdj$)A4u!0+bH!~S2-|9X}4a~EpobE!<76ZMK7ghE26P5Zt= z{XyA*ptG~c?ZNC=gh|%u?``DSHCNX*+7@dj?4%odt%^}wlP}0KSKG>M1($DRw)OH7 z+p6pqu5`DalmX{T%X=f%dw*d0_VwP+^fr-}q_gnt{(7roYkouWqvCjr|2j-*U2DH{ zW+fSf459WeBD_$`=iWA~jYf=1jS(0k598xtOspG&O4qFZK6kSIxU~UxWe-cl_jdTn zviMZb0Qt+EH}CA!$oYtVc85|!KBsU@y3WO`^7l>&Hwal0Owq?aB=#yZM0+m~A1#pG8BJ;+c#+&vLK@ZzW$WDtZ_c}hPWiVLT zFf!6jI}j>$AGbmM_Nn1S$6c5M5UA{!NA^my`LgxiEQTdpEQ9($G?`!4Y;V$_oz&{x z|dZ?v`Hr zHqmbm4~IOxnpJ9aWB!LSU)5|u9yQItR?Fw)fcAR# z@zh21H9y?!=*hf0pWbS)kFCtdPPeHa%+cO}_h?D}!iS({oa8C=L!R@6v@Ya8Tr6$i z5yw<|D=?jnTM0jU;DVvZ+N|p=e`hvcJUaJt@+vIf?Y0s*ML*0P_$-EAfdNZw3WC;$@wcRNC=w*W#iwAHW`adtf(bsS$RiCa5=&fw3mh5yDH4 z@5sH(*MI*3Gw1yg4x!zFeqH9?Pu)j?RcBH~UPWgCSo1MID7&=R1ZyvIG&@baFii2r z9Y%X#OFfR7tF+irgD^iuhy-{9j_+jIy22HC!nH3Hb=5v|(fnJJ;$K)>1Mp0kdMSGnl;0&e=dzxw=(q)4N#-(qDO9bW~;c+ z1VFDfNsoq70)D#C*(39d6uhjKLd8zdsZ~s`$saamrTHy)%rk66;|yLp$_JsE8^Rdn z;zfAdoqxp#HSN2Z`N`P!--+zCacelc!dGHE)WY=B8N|+|Y*}vtD^CSaEJmNpLl-}% zt8H~Ajaq0fAursW4rXv}!*Sd`A3(SJj_z8Xy35M5OOisN3Vp&^z3eyb_3M7(tCRNq zghS=63<{9CR_ieBqr=vh*2mtQTlb7#Y$o#8BWlI9P|3%WLB{+1vQ!6EcL%R{Vqp|E z{D;W55f3}q(-%xNxQ@P*-|v{1KKI2OfWI8^vG(Q_WHu_~Cs1_(NfNp)jZ$o0dj;I2 zHF!3km>HN=Iz7$E!p{ICPAs0?I(8$XYHI7p!76=3pHJ$^&iHHM zvdMJVE{<-%FS2=Gn?g%|)h>$&1I>v_ImB4$w(BRr$;9ha{#i@+oLJ)A^6f#BxyK!E z!{uRjjrx8lmYUF-F@OcJs-@3KGnX&`3>}yFF5F4O4~mp7W{Ij$4sx%J*RJA@^QDkz z$H#bWM1u^-tlHa0)WRmlmp{ES zyM$9r)w%SJK&c|}!Dr7de&35^8E@Ytt(J!1pWb`khT#DtatBG0dy61qp2wTfmLJt? zSZPjc%O&d^a8AZgWk2a*;k?i@Ym=N}jsVpgDW46uU4VQURlyUss#*=ZG{`&-z5I`+IbP6$*ZS%7yI53%x<6v>#RH{<7>0hAVAhtVPN0 zuXNzwQB-d=YaEw_Q|}LXE!~{1@5xzf9YzUU2cFa z@V>S2fvM3F(K{ODYN0uyuEkrv-6|HhhfKf1<7dqbc6-hZp=#w%(oeMOhu8ec%3kAn z@wu{HrLi8t$CHfhJYLF6`mFbJ3Q`!X!VA61Jc1T zU2SXnNu~YHc=@2%>+$5A(wo3h)}=<;KQf!Zxw!e~#7AeNc7G?mVgnxJW~aLnBCy(H zB?1}my|7+qywM<{^D++k?|$m4aJozyIem7}QAk`a+$Cur41*_iuJb(jfL!aerG9!;HFZ}yl8iMIG80;wZi?TG`MW3rq%Rt7+G|V=L`vn?k=`D z?;lKZ8h08cMXO3w%?7$C>>`&|b2QFavTXg5&oW$0x)SMhyWARi7V7vjP2*FV>?F9g zizm43j#8+-<)dM7;r$9y4Oy^meaj zTV2~-v~g-6K;Z2k?G@d8EVo87DW1C4L_Ch1KCWZR9u9BKNqajg zKPub75OkRNF#u243UrmEwYobNkE&`giAAoDJ(oN7mrl`|v0aEO!k|@OGynV!y)DnsR(^(0zqggydPq@cd*wxBBI@b&ofiuHtXH_s%94c)CaV7hj`Q#$ zd@teWiEb$pvl1GZAnA0ok=SA$piZ+MSdhWNhj z`2{_H*WRIChSQQyFCZfWCTuFa-QHRyyiWz337z)N7_Wv6@S70xVpx1__kV6J-*tn& zxy5rur0d#KFD8X|LBr?uu|SbsnCCK|cK!-&ni?O!{(P5>L(4s-r)6#eeUI%S3CAOVz2{ z%$CvcP*lD(0b#Iy{Z9!?=d0U?WA=VnyNsoZuj%%~AGehnHT%y)8m*UOB{waG-(w`U z_TuG!I{oP?V8t-yk(*YAB`ClUridM@e3#?l7zLtgrFa}p|32lnoag#8=FfumRU=_k zY7SFA9-4R zpyfmeFOw1afUJN1pf~xO81^5xJUN3cPU9g3F$J|!E0H%x$$kQ_g}rhCodelMd0EDC z*_~LC@nydr0f`aIcQoM#hqrX!YdFty?a{O@>dH;f9k$(uv4d4iM zQ-9Wh#PK&srV}GFc!`@%NDk|<{6^Pj_ma6QyuszrI6abbHD@T;_0y&0snSq)8=A|l z(f*=X?|TKf_*;lISu-*9ONYIR&hi4fiRh)O+SWtL?9hh?CPX zS!8!`wZ&s?xLtNW^YNd0e~`IgUJMRcbkn{y`#+E8bQUcKTEpMj^^jS4hwQ(;;MmEX zS--wt*Xw3mF^lTg9=vb&9YbY&ezwZ(sln=5@DHn50xPA)oyJG%-&Y(r%XGRkRnNtm zC=X%mItLSj#qeI*3kv$nBYnRWv+E*rWay8V=IUoqj1@KI8OH!-S$SV|B~PR2ZiF+wYncadd$~GzMiyHtp_++OSj+KabN4VW)ekHX8}eNArqNzf7kb zc|Tgof7O-Xz{^u_DJH%&+E%x3JAG0p<<1Som=n@p3hmM6PCKO7r{*1Yl}-tWSiVqK zF0xx(Kqb9e%XxD3u`2JTuX6_PR-<-B+I@Ll$mhM>0IL>C8!ao1OC5c6QmfzXT(dtW zF3&Rvfx>!A#nyUMZ{NbzpniF=(*vTs(rb11C*Lj1(wu4am5bp@nfGlnA7-c0cG$R{ zc8_T;-k%;n9$GIop1{#RrOVN~)i0Z7eZQ3cKIx{Hp;%+{{-6`(y97JAZFcm$-SIXe zISYx53n|!-Xm!ZELPYscEotQwx~{G2-BIhR$0L4tHO_idnYRmyCuzHdBJ(dCUzF(SXld>~w5kJrp5fg= zjsHO*MeF_LDudDQ;rxZ4!Ogu+#sZt4Jx{fP2*JSqV)%ei?}Soa^^`nz(8zlvQ|rvf zfREmjsPdi_EOCuN13uPE4g z{bgDkIqfDp(`ke}l4@!dyl;`HVSn(sCi#cqavVhz0hf8yXzJM-A^+o5JaKMo+T3?u z6X__Fv3*>?vBE6#%X{gzP|&`sYF{*Z9TLvv^Y4|PRVM>hyGm;!?%35)C|qv=1P!om ze^qr8e#_W3fi_2YHVOXHVG8Z4?Y&csMX5gozr>A`dF_NQt^NwU?CcWRS}h>9P%yhW^>Xu;xGx0vy4AWE^|M=xzn_lvLkgql@8q3{ z%B*8Jhxxew94e#Te1)vaw-I-iygj0sl(QFc)wTAR=u0%VPF3G>zy_`=BZKp%lg}{ zQr@ppX|GhP+cxvt@=#fKxbJ-BmA2BOHyM6$A?#eb4`1pr%$Ed^=>j>7K9U$m*0p;E z2)1Tl745z6NXK*(*!=A6HtDmJ04t=E6B-x(B4!;}%VCUS44b?)`iPy$J-=(S*y0+M zi33Q;TY0j%IaN1cSlLlgXOCs;;I9f}f#A#b>cQ4no=^dudfD{YX+&pra(l%9Zu#Oj zq+Hx+X+P@kukji(a1sbgpUUDptoF7K^O_)J>YN|t9ko!uWZ?q%z;IF$b6#d$yb!|}^SIY-A^ z`Q9YE0<_errg4_;t={d*(n{gd({^7%S~Ah9J)@4vOOoHfpD&cJ#~js`-(X6g?N+dW zy$TujK=)aazyrI|$BVsDs?>LHsZEewQSL>HV}TO;-2s3>6g>BO)|KJ&@3op<-zxy? zSD43pUJz@X1Tu77YR37(bnfg1)|h+qc`e&*m|D@tdy7mI#B?vNirazw&>l-})&z1A z+WnZjZ(lYGY;Jl=)1TEWmHNTuS2oA?BAYsf=C5-Ti1wPUkxM(MR+?sgun)k-UFu;ELs=D1UInJ$E;OdDxCMk9c zhigd4g)M+sgy<Kiu_YFkWacj4efu7sRt(zw`b}=%moqhxe{~zqC%D7&4*p-|I_O zCo6DfZin-7ZC)8b4qXOwDQjW6Gp|C;D|GB@TG z2TnnaJ+EW8UIiZf;B&Q=RKYvD#nT4$a%G+xxpPh*0^lRCs;VS!OZvMvU2Xs}0lU`o z4Ac8`@z3`zZp{D{I=wf<;6AbxY{gfR24__6HkweTp$nH3asLhf5~)d6i@ zN08ppSKFMi)?v4}ScIkR@t|BAi_=v<qgE_OMqNH`yACb1*)I6{S5MFte^z%O{#7w zJIYm^6LU}A&v-px2FJG*v^nA%9dgjORFuJ_u@273@H7I5S*c^FhwDhcWSb>h>{uJ_ zYv;z>m6LQ|`d;3pNBD8w}dViJv8rRm{C>=aV z`PvzZ^BQTj4`!!@_o{@>0=p&m*O-=}!kEiO$LGNWY1|}_ZB=F z6ED=r#`eyj{w}AtbA-P=b}U)X%BKCXUkq2iQMMlCgtrg7M|#qo9V6?HUXF@d#lNw9 z7BC~VSJ@m+(m39K*UZ!*gw2#OdQrh%3Vfwh=x*2Hpw+!T>Heezumw-jSv_}F{x+WT zcA6jLed3FNy_~UhP=+Acy?Pc^N}t$s;|*VBy+=(s`J_#6>)ZEOX-zvd{*+Nf$9VUL zn=4+jxiK<9=H=KKpL&0nPQIw>c$9;Bf;e6}GiL49M2xCV_66G&*U6^68Cdzx7T)>t z_Sc;CQm=R4s?By-^>nFMYfrZps3Ll8y?83Xn79uuS18IQ#-DT6f8S!kcc>#{B_w~( z87+HW+ryFZ%`WC_j7!2-X7i0)iFrU(R7)*0$v!E9%&q((jmg;c*!w8Jq3Kn%o8)+y z27_g?q`+pgnE7(lvG5;0C&yJwH? zfn{8BcZbpMxMsM+<_r_kzcTu-*w0<2nR-7}>-Jhi+&mYHdd0H{;dysUVmS+h#;rR?w7Yg|KrH5`uz zTxlVd*_o=;F<71Z)%vORrex$ z?dliC$|IGSJG!JbN)7rALNfBy1aln$+>iXTDIHh0e;l1@yRm8*hJTA8G?2`RLZqak z$PgJygQB$f|NDOT_kA4OyVg?AbKlo>o@Az1!3n@tgY6YP?4%?~S1^65o%59>%>$C$ zzZ?g_l4y+mtW5ymveI0S?6u9`+U!-INZi2mu&$qzw^Y&8c4v#LGeLjc-iTKk)+W^s zMq1dhEf$J4J(@}Rs_;&ShS|gW@0?Ni+YKua!n?q5S$Qbruy)Tkas8(b zaP6Efy3N`hWts8VtG-{Sr2R^EgHAkh3!T}fnoEvTh^-67qV}^*x*vj8?SXICpkFMj z`gZ!NT8o}p`W*DOd|T4+3+jEwSEgSqBk@PKqS5(_$F=X>9CG_JJl{bLbvK?efHNl} z(;rS{DVxC_f|j{1z~a(108BuVWrQ8kM&os|7f`ADE1V<7*C}5tv=& z^c~gm-R(~Q(BwY5N#^0x!sXRM`VmNz-+r#Ymn?cmcLmPHZI0)g^ZNPyJC!CVFu@<$ zO)Y2j{NP99l>y;gRj{t#Bp$>#1X;gx@kfZ&j+2c<(;E&}7Ch(%E4tRd6gn{ks~pm@ zPjDM46&E85*;RU=!VK<8haD){enaE@CrKettTnAW!g=@PKKBpHSS)8E(M_L5270um z;BtY}3JxpxD(lZt#TrdftqNFw8~fw|aK)I)rB{juGxKsDu`6|A5mIvBEY{AA8fK?; zWF*}(=VL-uppN%xbpk@%-Y^;5hyW0>)ABH8X}DA{BUksv!l+pu(>2pFDX!~}V?pA6Q*p~%yx1DTEATq8&emy(Xl|x->5-TVFt7uGxPwNrXT2dA8n+8C|yt zwK-QwB0A@STC?d?Q1AQMR*sweo2Du9y|+Ab^86rVNtjdw62>)mbcZ;dVAHS2LdD~BbWPR>-BInE@tJs`>EM6CaYo?sg2 zt)dC}!LywkBEe@~7th_l23zFSM%E)wd7JDk-tX^75-X4X#>}_Y(W`tqP4Z5$g-6Vs zt@l4Oua$57acq;$^_{>htOlcE`M6Hq?DJGAlSA)MnNSfP82luOceHu=cF&_D2v8!X zHJDeMN!Q;a^}2F^vdD+&v$9nw7An&9GnlEwylO< zRge1t)4DmU)31jvlD|RGZ-LbSA$9_~NDJ@)+()Fh*aFZr|3cYeX5K0fy9<5%N|p-; z<&%sw|1lR{6VuOft2~q`St%GDZ`dA)P-mW!7XdQ*4r?dF-6vxT=OE*d9?!FNB{{KU zSuRwl#}ZmpT-uNgYI3Yolw)BPqf^HqBm6hqgvqiv3SajfJW8MFX?c_XmJchR&zQi> zmN#Q#r)X!~vQK|q;e40K>Xs<}$cqXKidVj$?V=#p9^^tSF3j(HMl5QX;E|omMs)AJ zN_XDQ1F5|zZ>`CvMthyS`MuWsnVWxaPF##_-u(GC9iq*aLg`LlS?g{)AkHfLtU^ZJ zep{J%o@@!HK)oHApZ3bbN7eHseRxAH1r~{bv(A&Q+0cUt{%k>Nt;F zzaHEBTE>R!{oz^b<{h#~E;~I(-bs6W85?I19{XhRjojbrvR5sSYf5V;qxKHY4Acsc zN2Jv64eGN-a!bAq`PPN~+}hq)=z8gW#uI;Z04!UnJ9kHf`=z|6WNd!NTMQZf`u!2Z z+p*6#^jw`}PPG!8POH?Tk)~)Ha5#b|cf}4Te^d+hwS&G(u&4ZNT*JGaN@LQv zm9+d3xb8P%TctxHMo*pXxgj3tcOwAaK!hONLAdbER5^2(`?q-4t5w5+AHeXHyriTc z)<-C6IZfPd9>aI(k}Q#IQ>!%!Y#UU_IT7f~f_K5Q`)E9@v7n!VJ5**2Q1h{1GHmSk zk_VD4U$o&Iv&YuyKgw9{pS^u3Ndt>)4AmjA;0v31p}$LS8tZFhH(y8Fwdt-dH^~Rm zT^+{t_;TMHmr;9`$dlfE1w(@8iY3}()FM>8Pd?dDi=L3aDrx)tZxUgeJeYee^l247 zL3{sBfaUrCXJkUZ=fGJg$R|+dYzOb4CvcC*jcTXd#>Tr#7xEinRNb5A~KPEwF0jIvrKlY zkGi}So3ov=10?zF9l!7pZv~`ogy;S8*w%VE1L+J8U1HsUcK|;Ig>&^?7C%kFFWBj^2|N@~8-a(2oe-m{`?B7{T0Z&z`^eaC`F{2l{k9>y25* z9oR>_a9Mn%&EzsDL91Y)^9As(K9n6-+N2*}SI@1UL%>kmE%11@Z45Bd(?5P~VCy0@xw2>f>80barP$)D`4z!m zzS#2Fc)xw$dnf~UIm&AY$7I@TpolCkK|2LFU8E9o#n6J{jS_F{nhVu zk?TMpyvW7&r8DGq`!&6aFJFP#Jq~T&d=!t`YQ<;fijoG6Bnkb8VRd)v85QFGcc7g9 zUIUalxp+-DKy<`Mj`+3x>NDelM-hxwU7DEc+y!tR+=g8?FSw6fBjE@;r1Cy7owdZb zQ#z3wAx!U|=I(lJzZq(8!0Q1cX4~HE$EK58(=a|+UVA~Dn4s|Hwec;!Al>NjbP|=> z%?t&Um^$DF*?5v2JI|s6n3_`gukEe9ilw+zc}Hv~>nxvkca`ACe^*v%wSFy=V&Sp_ zuwK(F9)kNrIaI!>W`-T|vTLpQiPrs08`QgrURFf#;;ZDb_Q|z;HL(ZLQh%YlZ$fG5wQ#31)zly zL8q=d)Jacejx4~*`F#{~dw!KcNS&-cHp0QM@pFB{{ZTAR<6dxWGPSrmy;lx>2czl4 zG6@J>RvVQ{Yo1boX5gqpH)=EUCToWVz&|I;vRbqDQ|FipU{Gp%ytVTk%D*-rEAKKX z5PT8cA(cpx(IWDyW!dcjHOsa(5(kNPbobpCRawqSqgk!DH;lDiFa)NQ1UDA}FQUgL zS5Cg=vbXrF!}T>$+vS0myO#`wu=fy@8+RKA`og@!s*}4q$2EwHHrsgE9c{yPFN%be zJNi^tiOZFAfY#oN8Y3;rVf{AB%5WuHqLu#rwT7}pGqSc23LM>%TnXYvX7$Gv{T5lk((C0VSnJ7OYY=(*Ukm%CiON%7?HYg zao>i$_Y49`ueTmjdfs6zqoL2*1DT$y(H=Y@@m$57$!7`OE{P5 zdN8X|*L}7N@1y$C_k#~V4KHwHx;~kV*Sx7NR_HzKZ z81w$Xl!H(MMUY!4~uT$PJv8R8Je1hL{cz7(#zl zw?^KVwdd!Nen$|_w>m?5r0x%mA)qV~i)=br@szJzf2$2BYR_st5p~Ys%CFsmu2S_S zZd;PrQ5uT**Z;#@s9dLw9DpBUa=%sQa&=fGd!>9S%Pk1wK`vL`$=PblMx1(65qU1O zvg-47-t5}1!(b*)lo|fIx{qt;6+NQY+rRXMlW04+oqYK@jgkD9-(DPbWxl&V4s6kY z!pnC+%lg+7uDijS7FI{C`Db6~PTW~!>)^Z=t{OT4Y4*KHvPE;@Ek!Y;kgRfeQrKv^ z_VvWL<~|>_mAh<6>+KYzJ-2}Ze!Ge0ousMrQ1S)WN3NEKkL>4P*G*K|1{;gS5fG>N zO5Hu)YuoMb*%2$@y!)DPjvC+BpLL;a_szPx^+sg@APBi2ip2QSDR>x&-+N;h9b02} zJ^Q1B)#$P!{@!~5v6vP(=d^aR=p)|n=Lwh59=K_ zR7we*s<_TR+uq-%&i<)(e^LL`xKt;`%Ng(HT0ZpZ2{{01f=;BRTW^OQTiA2Y9I6{8 z;KJHq(Z;EveJKin%)2k!LH@RVT}tS`LA`+g-i6MFv&FpW{m~t zS+zB(f5qboAoO1wKkU>yaqkKSdvhmwp;l{8tOnwwhRZ}bfxP!R)xQ(`oS|%`qZc32 z4i%F7?ivs+JYjkeq8*znvmu)Em zQ-D*R?=~9RKA(22J1{^W*hlQF+v53b`Xw&eTVYNYEf=9H~iraYxO z=9l}OH}Cu*_QFkTI1-COf3#If$lJGXf6HiRyuZ!3Gz+epn)}$7d-Mr3p>`apouJyO zG>_)^-s#NCWeP?LX^VRmHVKSr%#Rel4-I3vMPnb<(5JDhs1mJ55J#pl9oX|<8ac@xmHp) z;vAOei^IEo`D2iGhg$pd@a(xA)DxnH6z!0^%7V#;yKGgR+x}v`x~1ohx%_-UkBox) zudwOu6*tNF2jV4C#lE}6&9Aq$DtRJPHYWr-z^0Ve1Q$txl~QTU_oopzE^#a@zU`L) zaXSJ%l#_?FtoG)`!x@oI303D_lX$AQNJ|5Rn%xJ@_w>paW}pDTG-v8&mBegk^& zgk?2)EzLT-&t@aEoDRQ5p?dsOvr4WaXNt1CD4bXC=Vzb|fGg|v?OWg7DSs#Akwvfe zv>a%07pr~Bc>7s9EvlRE`E%r%PEDAGP1ch>kDS-nCZWkU+i;>V3jM9We{jws`+#Qs zbHnir*?b(2oLd!+pu8|`zk2KLW#>@hx)e>WgIiTSMTOix;n1c?0xjsG8SmLrT2-y8 z0u8Q{DyZ5{_`Fx{XFmA6_r=l+bR#JPbNMay*`h^(D1IfL zCE@+!G_!2k^rIO;qv8bk6rK8~;>3f25S$jKw)x zSI8>J2qI}pd?k&YZ!xlUT(4qgSfe`t$zglx>^I%vIYMofsvzNU_`@DDPG_+Wk+X@V z>gSeWChKP9OmEf*z{qu2{g>f>`K-e2VD~t#>o=I<%>QO|`vR|TmgAvv_w<(fu6vi7 zG((xsW)(L!{po;S$mL_RMHW!#AHH)+9VBA7F`KB%dkr7+F9s;2YC((;`Y9x;yZ!XbZ^%jeTQP=&7*mj87=mxAaN%Qqg$wsW z`!kNze&II$qT&7C@VDTu>$Fy!h|kOKa@~dnJE}ebA;`kX`o>n@YpagRss3_#F1IjK zzJv6QAKf)y+`Fy0M8!a^(qD<@k1x&4cNWzbb{;fv^HXNupKR>Bn^o=(ZgZpG5Gvhr zZqfg$XLq2!touY++YEv$dik$^^_VDL6=OHKj9SvNSu7v=Bevg?KQU)@ zf&{j(rcTz*v&q`F|B6CC(m&71UOTjZ;-x0Q#_rkw-9}vNw&~5Pp(^$X^-Wc(y*5*g zuRcuP@CXGr%j_XFxM?#e`oGz6@Z3@;6Fgxy-G&g3XyjysU`pRYHz6X!*y z6VYLilybd5t<FgkNWjnAXD2qr#rrNx@GlRB_bB)aMV_r+7G)iSKI03hSg(@W;Wa0{35kAS%na;(wx=#+-I+D z7x@SLziR7BVY4T>!vb_kvpYcBN$dGnGwtHI3{8uWv~G@up+-Ln(*AoOz1pKjs1-MV zfmoQ& zPa88ZvuBIBmfN&S=f`CkGNBIx$Bm@keg)TVJB4s@3i9vr1o$Fv24f^_U8LX2n*O<@v=5q9d3PLlj06K#bU@d%`G^djzU^tw{eP{k^L}&Px zVg5E)k=xSRnw#sb%od}I6?2r=8Bnw3gb9kP2P7?&TTgn0#!z-xhD$`Yijk& zUGcJ%N98e@D_vCpAbj5&1qQaCagg(h{1+J@u6tQ_smgirtU#G31vSiB$GGB;Vp{MY z?k-zD>+6bat(1aM-3rIS@U3?W{ZUk+-=D(q!Z$YBe#H)e8|0gZYx`%TI?>5d1h6qL z`}$Waj>KW!R~D}xdd%C^+_f{UP`Ya!1gA&b_^TMk$&VSD)ZE@b6%x&b$S^dywSNJG($}SekwZ1W%^~8F1D-B;qqgrRk>WQh{9n1JG7({Tgc(L z?U1@v4#mX#<*LZK(J?{bO6|rM)G9IC4mil}A2bt%V|RxjY2Y-lVtg67K>Rz@+Rh-l zymG6@%x&{RM@cpwNOhOjxOxq(oBm2p;t6@yx4J0I1F4_yI@~>dDgH(SUrz;R*GS>D zKLoPk+1Tu?7v8D?_hIhrTuBx%(cx~fP`0lx&^2iTLv$26@b!_gyus6hPN8+cfbmpd(q<+iQmL0$j3 zrm4#VqE}e-hEp&c6s6|=AM2R>eOt{T5cgnUIFToIfEJaVuwyK?6tZ)L7nQ#v^K2LC z=*LsTQYOH%atq*D??b#*M1#lLCt$AD*7@ke4R%m z^LZ-{{011J0&9C2&;HtdD8!4K3Irn7)DBnKF>!rdx^3p1eja=Dr#+_?6}|NpWe1n5^ zrJ$EtcP2cyv?uJI0L)WWcm{Gsl&MFp!|eOa8^5T$L28(3up%i7LGn*^sWI{Lwp2CuLrJ z3heFKR=L_!^7+HYkYXYvvf;{=In}k^`kDwj9n-7Lsa?n@4KvmTzepeSg&uD`McLXvel5R&WeXJ31A$Zz2rKL!sR2@?0*s1uY?Il zc6hFBWeDU!cD9g~nFFY}kDt%xK8qt;tVk(?P|OlJaC><{CBxNxY8nP3VNWt9ihQZm z;rr-gT7^OTWab|hB8b+$O*jcqL%+Cs4xLkKfWjFhh9HY8thLA-oSTb#u8$9lY4e3@ ztz++2%W0XElj6Dl(3N5gyo3iQg$t&(Y4)5_$pHx;cPYuHmqAU8gq&?K7#ti}L4Tns zm7AEevODuR%dWo9UO3_WbP1;8?IFiHjimoxVWgM?bsM*F_qP-CG+&-^8JxW6%*B;I zsPr#`(!;K=*)mc9iU+=~e_VBoUIN!>vIL7AYdUG-os`MrJ0K?6z#?PUJFHL7k6pHu zFof8eKX=A&7F`J2<=AR#yMO;C&$_OP58>-#tj*UMo4$$L{@6Fnc zW7AmL2|uOmB3e{yGt>M8`MGx=Qxd`&rSY|{7GeD2Pey|>J#pV~6uqMUcPenBv~MzU z1P`rT&8gZr!WA!hBliHc&*KDi}DzzaFt0`X8;wF6u~yHY@?lfL)`KCXfO-2Q=@38Fy>W}XeHE%%td9P)AH9- z11&m!UzC3OlrsCL+iwUBhFNoxvx^FA+G8xre3Z-38SvNUo6})u+tix zL$QE*$MQX7u>uCb^8%$TZQA}90prqMh8Vz%#_3>-|g4-OX&e_slizn zoj}d6F>gMGjkvrHPMyj$bxzX%wHg5H0FFeCP*M7upC0i8*(NXh#9QfrhI#n-Ghjjo zC?bvJL*Wn8r-(CnAUH-7a%;!Uv{H9!=V75Y7QRH29?pOA#9asbeNH&AUR3yft^zQ? zY#1v2^~hgABWuWKI=btNy@9-rNg|gE#_7&9-Yd5Iecxf@gqZT+UdrPjQLy;hZY#XI zR73PolKo2R@Dh!p;%Svbjrio`|4>%l%{IGvQmC#-3G$%wc+iX1Oubb(-_*@eSm(~s z1Re3k@Gf2>b@DeFo5Ub*I&*)mxjBZ9*l!>KDi-9d>u z00;71pS+@J`xDLkA&lp&%_^A`gIZ>QY(-$9OVrq;*sIaN*Dk);CpATkVvw_ z19VkA=@4emiOH6QU%OHIUfYKW`Zpc?^23`={;t(m?RJBX)VnQG)C;A0r>(C(W}bbN_2DOke*%hczf>*oRUXT3Z6^SRx@s&@gsW#&-eWy&_ z(#hBYz~Y41MF+8Z<0-=J55~Eya?dpmquSrTRh}|?BlXPR>I()I(QC1Mn=eu-a11YK zJo}9{eZMx(k4g+Y#Dr_xHhqLS`r45yjXikMW`ysY`uyCo@wrt8u#ehna-C+4XI}k~ z*wQ#ew3oZ{YbD3sR^##Kb;qO4p^y}^*zlryP@8tjc4gmbv}#nXvaVy0(06b44nxL= z<+PcyVWUB|+l|)IoZr6XLZKkinmYSf@JP4-(daMT5xI}UlLnus61%3#^dw&wH`MWf z#8p2$j%pHOgUWFWDdM-0W}O{#;yh?`kp~#9ekW{i%FxA0@j;+%j6PMK`4<$PrqAzz zuY}L5Ks#k;q%!qcfp6wtt9fMQFY`fUzWwEE?H<2ZwB}us!@{TQFVrnWoxkABQ4QyZ zbRddA67;sdZ#u(5bEPB@;tHMVw zZDn)bF_RCl=E?F*L1?BrnO^@OZKp8$CO-60^DGR`wG=&c=%{KCrg?&{^Q^4BmZf*j zkBQZA&R!G=dyu1QV&}T7gjAowRpFfh6u1WIusKrQ6IXtMJ}1WjABZK}iqi4?4=y5u;{*dKBzY z<^2Ze#JoN~Y+({W2Cg=K+XZe9piJyaW+AskzJ7ZqiYlHC_)9uqs49aF+!n>v+U zyYUsfd#|RYy)@u`exOefxK}$_)CMK9F9Qv$h;EaxoIR5+?Z%N4Vr}cZ*cwUS9|ffGRI;p-|`pPE-^?V!c@HDtG!3-R>UBE;fr2VIUFSt2Bjg zA95ipKAAh;Wj`D)nGd1rPhxkNA9MBQS(`oESi9t%d;RZe1D*>;wD?miI>s*HJ<+cI z`T}RsnM&Wm)cn%8-cfH|S@{UF%?oGzKEVBWDV<^6Ps+CcHcbt4?qd2|=fhDb_6Gp8 zo5kq5Iwj3r`4+3e-!!}e<)QF{L}@uD|M(x8grUYV(RCW`%wgqiLQ^(3vjEV2^~ny% zJFe0#jUGC&l^M>Q_ncJ8L_2lBNc|1w@dP6t7O$Z^`; z=O2H+vsElDX%TLzv&D2lkYXxKjPtpE6~jKJqUC*hm~@+XW%%)1)V75tBvWe%i>AZF z8G9rPsd;ELo=Wv~9T&$ld9R)Eo_EZO%WmApHv;+UI~VKMqa;4eEjr5Jw|;aZ4rAUG za4YBOR{&F|b@)(Vwl_z_c2drXu<~!3g#K>08%$8%Kp31|}A|vYr1)DBZ&C55eUu1B!h|VeJlrkK{qVxTCaL#Dp$$u0Ec0 z_s`s=hb3a#yS0(kFun&Cs9ZLa@$s-++%yMWA0QHM90P{U;7Sb^2CwRm$mrs_u6Qds z0Kc)WW%;ql@my>3j8`9_(BFISSEk}#(c;2WE#QdMVh>$%(f<-4{D<=Ah{LBaKvjzr!0Dsug8ZaZVXYczwGLl zCh%Om0ZK1gzSmsnlp=TGOA~}6p80|OtOVL^+`^;YOkQ!f> zuEpdJVC8bRISo-_w(A-?U~XoFW*ZB2QY6Z|MINTrG{9vpOl;1W!7O()^UmMnIWIN% z=>%CAaILCbzx(SY+}hv$_Q6GOPOgP`alW%HWRmS5i&7R^e(@xnJDzYnDQ`mAkGrT3 zV8CnOMQ<2{bowRwczA3zG<1x@pJpUGJ5|d%42!NW%EF76bc5spJ9})n-mG|H)XDFEWr>+L<_M*`e?SjI)Ra33MRV*XrT5QF2zNsrgQP`})bA(@nC zWRUD}x;178YjCvt&L!AlTxTAJ>8@KjcJ);}W#v|WKDW`=+wjA1vyLvumSkKW+s-j% zwJA!!H${Q`6|(>@bnb`VX?@>X=`}N)&%a6P z%@Of%@W!xQ>ukB7t&XmBRDqn8wS4dY$Ib8h=#Q3kvVDxqfzLFWF%}Bj@&Abk@)vPj>AXk^6f- z;pbzf+efg{g@pcUfbYS;)UQZiNiSNL@}uM|{AOo=&{+DEmutXf+Su1a+A%E9bg)I} z12%r%ClVta3dS9JV1L}wsh5k|EdS~d#^JV|wJM)AM;hJ;?GH_|bji|wKD_wF^L$of zOM2dSaw;fB!yaAKgXlf3-So*Fpy;pMje((wuH#FCe%ZhBUvs4r36QWSjghgv$0myPJKot@_?8j7cCUu^%Gf91ctIEkM(ZZ~$V*FQo9 z(_aCMwKTt`7qMNkt4A*W<*%<0)~)S3qmMPT^oyDH+a}EfwCmlgD^K=u>We+cf-Cp5 zT%>lbQ)LM9*9OdB_ZwId41O>cd9;(;HMP!>!)&z*Vn7jfm&Ft$ar87C+ny7~fVae? z;iv`NCT#H*Hnrw zFRV|1V%nn7u~5D*{4H8My4n+;{zcmnhOu&4m)-298}CW*s5Tb27gn{rLwm8Pc$La8 z@t@=o>5Pke{7x<-pBeS>g``)f9FHA(3r-oGQbqq#Ph$p}6?3dtCzJAMeU2Ip=0SiD zk2ir1IiOlI{kY9^YCL%!wpyMpv3b5R$TzyqLOW5IWW88<|5sB=zZ!#Sz2%cfhri6! z(xBh8&#iee-xj9WYcFA?+hi^IE(=)eDFF6iYr80}^zGQWy~(zbbel~2XB3N^i@vYfw1lJ2>-CzVhtQS{6%~-4;NY|^k z?R2Jool7(IZYx1HM__)QNmELwSdD#gDfJUtJJn zXT6P+?2b1ZWcur3%Dz>bAC0?v^!54jeP2{&?=j6*w$w0+r?+-8IiE1HZ0c_YQ# zd$DJm{sXdHxO^CRZp9bZeWdSd>(<#jnc+$Nqd@h7{xLjnFTQ&Gysu{RKbYRYpp49zX8PIJx+%MMb@qOj9sGYq;T z_lk|Bokv1*1{zLzck!X;k$&%*=b*kPW=1_MR+xFS}HnHqol_D|*D`j3eO; zPvq?Kqqg~j+Q13RPuN94CZ(2!YdHlXfbYI!67zRGn0psn*r}Lk|e7a8Qo}f8{Tpe@$|Y6R6|B z5M{mFEcWpkLu&1MWi}m{uxs4adJn(kXq~bjw#{;G);pT7QROlBggTk@6>L3>?Cc_u zsj;0v`LY*cDP7F@wmKS+76AftXW>o^EEh zM`xhR;W7Ne!|Mt(y1^>0t+<*^yOC_&iCRIipGuw#U}CYK;K%ASXJD^JxHd}H!5L^4 zhxcoEiYlV=#)G3xfx8OsGHO$&QE-_)--D(9-XFWpW(IAfCrELpR6F%E4zjsh*a{8^ z_vObS7QCM{1S_MiT>g~K5(OW_7uOhh zZWXAY)Hqg#>H2WLIuCiyoU)d&gei01&!^MX9<@I5rfg-Nzx5~p?X>A-W%GtbWc8dg z`T3zN&PoX+nOGS(^-#(>K5JrU7^x>*u2q%?WAw4$Z!j7L!?;ajRX8`}2>=-Hm_Kcx ze#PbfvQp4+-5Rec9Mkkir4rgjz+GmaN@kUJU#$Y4sx4H>ijdnH8eJq){a+Z<8;92V zY}Tr<>~Gg+Xr+yu8d#jPPSlAgp<*S|&+p=rNzVOiuiuv5A48{K zpZ7ocb?yXZ(&n!+pVw~Pe}(Alw7W@#dI%g^MOuFFCOH(8gK5&at9vf-a8Js|zNOZLZ@r)Pi34i34UcMJ!G zM|zPR@$ZJMkAic7UVD84e6bgQ-PAvzQC&=1AnI~u!rG1%-n~YZ(GBI*mfIseurgLg z?FTZ*FJo1m5oB%%z5Ht7ILaex#R?*i8hJ?ReUG1sKITqMv6VI|F#Jj4@xJae2pN2b zA^eF!kg7*f+B@bpf4NEhulgG-C(Fg8gDe5V1PkT(r_3@c!GDE;l>*Iij~w5omp}Pf zy6=Qf8gm*zD^F^{d1m|K9q`YaOp42cFlFZhZ8`}y)okTu6B0eHq?7w%Q}BUvj;JYH)8zGY_xUh<>1{A*HzD(pXw_XXq8%F+dBQ}J?dRM zcSTicEP#RPlx9x0^e%H{;v089V@<6;l84*}6Hp9TM6(YIXv$}GYy{zzn#L7jGxlbu z9tKH!aYo+PFTCU3VC$fB*DZlZX5UO({Py(a3YhQ-3O{x+qL=zIN^^yZ_Nfp3zonWf zbTKba&Y&;s*wAb27(b$MotvzfBjpSNThe z;vQ(to8}=OM}dAQX`s=#zws84D%vSf6a+ZETd!&72j`&c*e$=|6P?A$aP0oWzWS*@ z?Omu6yRenjYnSdvvkj=@PLsv4XTiF(by=j?@H6rVY0%>y_^^A*6dgJEcqjj~7WHy@ zuWdbuco30$_y90y#?$-y-=n<@%bW03Dc1&?`4Yz6!J^JV-s zj&ckrB)#8c^LQ_*n8kF@78>Zfr`zb@mt>U)g~3z-&Fgyo+BhdKa;P3qa8X7YT&M12 zou7xV!cEL);9cUU93otuU@&K)-mlT!@3(6)6c~Mj8!nH=sL>s+5HI*c{t2_sf9DEy zTH^-4c&PU|LEUhjACBpOXO*9igg`7=iftipUbuZh=#r~|B<^gs}qch}F^hPuV)_-o}B;Y2<(=K&4FL(RTJ)iiwled257 z59Qmv6#5q&H(IdUDj+*@;H67;)R=C+z+3}B7Os{x#l;87IW6m>GP)0gFp zETu?b^xP`8=wPwU*E*Cim0%(fZqr^3`ed`SGhK!;7Zk5h=@nmXb)gjzQnQ){wthg&y>xj0fVZ&!&DMUq zPZqEzwG2G1;2TXvzGwPw5gZB|2c6FI20|gw`)D1qpkbeTw|MHVSNETOZu-ZQP5}b~ zS5&EYocXi;=|76jv|%wY3d6r8lv0V(qCHU*MT;d;A}xrP_y5nCuk&f9DW2z?`@XJK zA395wa^Z#27Nbv`r}T~+b@aW3~N=Ndj! zO{8m5)Ro_HFUGCXcB(BsiG9^xo$uxa59!)|k^doYN?L+O4GXo^XA9SJrA)dZg=&Ri zFMRahXRaEM=~cuUTJ~3vFV8xk*TsW6ORo*4|2S-%`bb!nwy^V9@H6HWHS6ygGcOvo z1>cDsRX+WQd878*#a$K_oK7vu7mJ5m)Ja>%yp}TJe8`0RLx!8?W@_iMp@;%bVq=uv z58?|i>rkqcYG3(%9XHB;$2kb2cvoF8M?-tK%kr`{d!Wlp=>QMz)I{q+adz(o!@}3? zWjbrv0*{wbY~Xu z2XXxVs6I5#A&>m2ebL%N6=+A|YEU?;m-{9~7P}Uft&GcQ8pdbOUJZ!B`BM0~KdR!{ zkl7tE(hN@5J$X)9KYN@_VfNs%vknDgyLrP;DzmVi5FOH?0D+)zLw0>`cUwVRy&Rm* zB1}WdOm>$x;u7AnrUqBCfA*}_Z&0f*!bWe+4nytOIX#&M1|p)Dax(DpuI(bv01S^4 z7jeAY8Wgoaf;st2p^Ob%X={BQmY08OrFan*_LQj8tph?EAe}d@WO?#UuCl)r2S*qE z>(qV*B&NoSG2(77c@!_VZNZmYl@M5wPXGOC;cA{7 z9uL0w;zX|psi8b0e8*6vX3y)_?1ozJs>pbi+4trj?$m$ecPKniy^{hL5IwMftsrhY zyt$xz@A)9A%}2&_*(6^4#MNXksmBPRrw1H&eTb~1OI7e#_$y_{W^~TjYX2fWI901_ z$YlfU>A`S*U;m->37ze!q0s2cGcA8cxLH?`FGR0fH}#d%^!Af(+p)j#FdX8ES>K^H zk&ds%D`KX)9uKa!QZ{~hsP>2($?YdLN*BjUYvQ7wV1F&=u+H(w;VL8>*fK(goqpQQ za}Y;Be6L9kviq%lqf5^u=86_UkKNbvEYx~DIY|RSc|?8-V@1ImSDiJcRsV03Vz5;^ z9I?!%C!=)Pu53=u#w7^;o9+3Kt)YrDXyq{jdBUL5=poXf zuw+dij^v3RBEe&+Z4{BbA= zrlo%l`E@*s{i0r7GXHOph_6fQwG1Hec`KJDMkS7wdTn4LK~4Rx9tnMF^e!Fpu2%cv z*nm`DT+3oDJjz8pFDhnkJauu0k^wrUr(v!&QqIVArGZSiQa(jq9qMetV_WR-7vCKC4hA9sc|Hf+S)x2k@xX|=vc0u z%s>tx@F^$DxtR36+Et6{mr>&;?s23cQ#0TV0lM$SLX#sJgI_EdX)#{-nT!x! zf}EKfF7k(@Qe&>vPwG^(^)~~ks!Vy^+_myyK(X=61wqX!eZf<-*w0?nY@tB|WK8V*Y=M!@+Bez{Gi_E!7lr+10F>IS*Apgp2X z6B8D#tMzF29O%Za*IN|)JJl`1!U%k=@|GBTg6buImDbR$u|6%0dgJ3qEjNZ>T`V2y z3|-g-E$T!6_;8i`kJ`CA@Euf#Z_1xt{Kn|nrk3|^vHco!ryh{G(07}W2Jeio z!cDa}NC1s{ae5_rKKolsi>vEc1%3C~!YpE5F2W#RQ7fNQgu?V)oypM#@+Wula2-}$ zy7^~!mxXyrNTTMYX+uU~_e@tvUPObFYKF1OO7wUoPg zaJ$%-{nwn0-d!@m>oRE;^hv<0Z@=QH>9T7x5S}V?8-4;ubtxD&kKGN<-2+;{7p!re zQ&j8t0qAKYA_>r*c_#T#u;%E2mUUfz z-W)%oz`j9cCzi1~d9rb=C1X7UpQPfOr#gE_ZIA0)L?<_n!k_nL{{9}=i2Ewf;;z@l z`9tt~CScqWXKANzp<;FPMt@kTv2$C?m}%{!5td#bmy3@tSdV?w?zSiHh&+@Va^*hRe!RLR(_;!u5a-pB z{{>J-h=Z|twH5_J=(EyckkR5!D^&18^_)8yw)(o4?aAR&2DxqlQ37w_H13ZM=EW0i z(K`LDx|q;VP2zoBETVS2wV1G=xoUTd%MGhVP_=U>BN8{_yL()|dA4(y*(pbZ3Lj zFGtKO|E{eGVmjIG)E1A2--euBb_~U}7ck{Kzgm~(K7m<*FuzOCcaJrj8DGHvZQ#{cWw)AP2~{KKV_!- zm&o3J)-LWhCJ80x@@bYF-OY*!#@o;9F|xtJY`n)#{Dt6s;%4o86XX$dCfrp|1Ua&`vMcc#5;&=pDn)7nq;J zYF6m=XjeI=@noWj$uP;9D?Dd zdg-kYaj!34bcgn%!O$yVPv$J&mfM4pL$~lMf!h;D+D_|60b`1$U>UOBY>G+uyOa)O|5&8bjq{`>Z zWo&ppu*OLqRsI-hhnry!tGDhkrPY&fT7zq>M4k8Qvs88p&BE(N(w{~f#!W=-+rFvE zwS&@Jm0GmN&JhC9_%6OtQ+XOp{~GV5&)bFQ{@eZrSFmM5tfoK|cCEn}Xr!iae|TK6 zgLc!)otW?4%drz8Ju$1{7*M?iIRMB7e_f}JORwCl(kMSxC05*35=q~5<<>GZ`)iq- zO{!b_Shx+gP{g7DakAaqgZzD3s4jcRGq0z_hxqa@ap*K3ER(H*$?$_Vm!vubUj|7j zuIkFF3n}MP-UfjBXmQh^jLHNwiCUmzFQD z-&a)ToMX>darojp?CaaTf9T`ucLQy?tyOfbH~D5sd&!#{qD@qiy;9c;aAUL)RuXXI zn93z-Z8KUtjg(5Zr?ShHMxWfl;TqIbNYlyd+L@HZQMWWg;eBEPQ7Rl>d7~#&u2Dh! z?7H-eqpX0CrQ)usbVd zMYQ<6;)TJj^xXTiX)A3T)>5&>k$WBvLoP7SqaA+{#GGa^ig2#An!+-f;=3cgRAe?d z#REsA0ncRnW2=7EKJ!&}dk2$zFB<#>-zm6%=F{`}qt?bxbUF{KCh;m@J>`lvs>2N^ zsXsTAfH%tHLYVk<;}pL@@Sm^P>%A*qma+1_j8DfufRSv1+*n@zJzvKnglDB)qK#Xl zi0HnO9C$Ok%6DKCVa-y5b4h-fGVeCyZW5q$dn&O@X5iH4&1!$ z)uN8svzFO(kq=3n+wIfha}0n9X*;ERFvoRerX2^HT7PegtEv&r+b6WwF`k32JzO`} zzA)g19#&mn$A-3Oz1(=b?H!@AvTkQvz1PEfyUHnRZqDUokaS24fGPLSuXG#Lxus*= zx!k*yQ-3{)<)@|l8HfW~)~Z?o>pho?ca3gv-Vq58M}OOdf}CTgt=UcY6cC zN#gF`$@7nw>dgK%+0GiI)?dQ?)O4ovmf!(rmxOUw~P+P;}Nb1s8|{5Zx|n3m#>Nq3I9^NG${nd;gMNwzD?~G0;2Rh zFqp|+D=**bj$ht9=EioeP$IVp?9y2B*EYGxiwUHao7IQ*@Ya z{<>Z*0tRZZ#W&`avcCF6U-X=R9w8Up@0wXo|l<&625Q*s&vTtnZ-|!hB>4+)z z1V9x}Gz~KzZ?GeGCtdejM+c2#%*?}abYzn(_daFxUh0gb{g2m zra6mD@9<93sryat=5|7h4Ure|N%+~?=>(VYqcm1$^}a$la#dSq*eZq}i%>Rm&PKcXNPwD< zn=#Tt>3Uc<(9@Gh6I-YcQg1V!T$eR81k=^`C%sd6)$#Lp@ELERKQ&(6ZfpxO$`sw;HPAX)uR9ILtJ<@;}wsJV1vhzUt9Kd3N}bzO@N}pgcC=Dvd#B zb}B+^+QdodwE$;BFI5kyHF1LLduyAU9xQkT$>#sgJUCu*!*MNzgBRa zUnk)KfXkDhF+n?n>%9M0;?LrX?H}z`l#PgU>2rR*(D`BMZl8;3VLZH6cyx4Mj0Rb4 zJO4IEYCYC)A;cJbzE-Bq4U&7FFdFCZIlQ*7v!4Md(CICXr#}SZ_s$f)q=VmY)#6XK z_a`fdO{YueTAR|x6s6Z_Nbp<=CDP3?LdOV(Omh9-a*8ZIaXyw8L`8)M*T}TqCv&zB zXW3t{Uv{bIZF&W~nI3e~Q)iRgKQ54l9}2H|Z#xjlZqAy`DUyuyWwL${2f0))FI*z zk(*m^Ram!}jJ1;Atbbi%6z1XW!Xo&q^TaG&2uCv7SjYPIVUJ>PJ8k)Ggl`-6{6Q19 zQc^fW0YVH%NYl=L+#^;WMeoO7M^7E3FptyHaF)$(fE?pz3s5)3Tj5*7QRg~8kghu_ zkA#;KvimUClyX75U~c}UqvW~rs9=BO>Y>M|D;*P7?;U)BK^rsA=F<_j`Xyj*tfSAqw<%tAEAX%Pw7%yx}2Xt3~Fp(x`sE zv}u+)1}8``#IDZG3$@)nc_~o1Rpd45#e-?-{VS){k96w&6ut0qzJoE>suW=8g^7=G zDCoNew5gr&6bO4j!XJbk;Fc!@kpE?_W1(7qzJZkC&ijKL1f&M>L-4m|>9QQ2y?%8b z%Y;EShD4-QPDu5581hef789ZK!>T zIL7E;2A1;uW>-6MfVa=l+FD%&1dD{6@ zY5_Zbf4CL|2Dr1t5)i8hY9ToWkR%qqGKhFI%}2F?N`fp1bh^i1%Ug&30Tbs21Esmf z&w1#5GEx!DVM9NkkEVaO#W%RBTE9712#$Y!jg~Ftonz=W@RmTB@9(VeBL^xYrwt^K0DD&->q@wvz^c3&W2O1|Ju$ z)inXp-@o2nl?TFZw!oU!?)drc`z^mP-UIA^$sr7}=X;Qw(+1?UJnM2iQYe0#-&^C5 z5*5r^Cq>qQC9gg9mn9TR1dm+SZgCKcxOGwXck*mCSJ!l!aPN!4z0o|T5Jf1(y*cDN zd}5cYwGY(~|0IR8re0N*SmCwvG;CqCm_KQD^{9341>)UPqAHZI3*E)guh!M)t4R*!1y;AJ z`I*#il}=O$a;RJ#s}KF=t#6$gK6t~vJg8sk&%$8zged3b zho@$z^t#2)z3DOMjyokue5M6{5_CP7S}X*^eg|=%SN2Ugt+@sk@yuZrwriCyUwu=# zEB-Yxetv^SdquC#KE0KChtC*4lm^DJ>FHt34Of3x)oK_0#g>aH^H#c4!T=v-R|9qf6%(0 z`gLkAPG!$-cc2au&KOo@Lhk4%G zSP<%3uM(;`7!YN8Dr?Wepye*TQS*|840VTs1^G!(aeSlkMOv%xwOgsbL|0{j`t4rr z-Yq9S*)y}TX4?6G2v>Z~<}<}ezCZ=uoLZMFDr8sEi@wjKPlbU9JQrCt)XPrIceWih zPa5p_`qO(d-gS%RTiEaKPKQ{X&+j>XRo<+;o66W4x(1`+VUz{8VO@ezRYPCx*bRri+U^wng~9k1l0@ zk6)AP+-eQQX#N`*>ZDT@yyj8Gfvp&wzLq-1p68ocOLq~!_>g{xOYXc}%iRmJWiMJ( za7qBGyN~ZnC3Ya>>B=NOg|PgL9jX7(3oHH^>L;m4PZlJ@ik~ zf8Cboa2(7O^P#Vwcqf~lE019IOYLdFYJa$TkviD|xW^j$As##3?+M;v&DuJiE$^Ea zmdvfkIkAM%vcll;K4rBuuo$$xAcbd2;uK=@pTFclOK)%Q+4quj&$M@;GRl7{d?BrN ztJIKVOA>Vz<`;b=+l}e?_MarRjJ-w4W1}VMXy-gMm>I$r{p|q zTK(ok&&0zMG+;_nyfdyh8`ttK>?gwj+ni;-%?8fjV=Xb0RoL3#rp4^ItxEg5o;Dix z$nbM+hF<|vpk;qu)o$i7Sj3TiDZA&_$1A^Xv#KI(%t!n@_$s}|C)0VV4<_c>rdfjbfA8HxDF@0}2mY78_&KE3 zi)d6oT=xkaVIR;KYV>zhx8^-E0DQOD`Q{xJ?X~NJnqh-^rFvrse8}^MczDP$3$=rY zRJP*En6vf(Z<(J~wK&{LW!5JyD}_<8D#-5^UE+9?glS(p91g^%Im8y^i@hUkQ%2%K zh3ChWwy~0y1obDuy-N)(YPWuS9 zTF6#DmkA_J-yOAQ1D}~MKctg5vNRB_s5J9!u$Nbgkqj7D)d9R-$actA&4=v}^g0EJ zNk1B-)mRkhIdKGUca@=$JItd&K~J^o z1m(q^lf%6){zlT~G}>hljB%6wWV_rB^hPUyZqk}~rY1havTS#;*VrreXN^a%Uag(V z(a@XCi;#M;Z}T0A`}LiU`UTr+YKpP_mf9zuK0sQ>d^~>kE_PS(-(-r;rQ2aHHn)sb zpwFpLdfu4JUNEykja~J4tzGrb5jy)+ON>CZmpgqrD8EPVX?T-5?-xt(SpJ6M(s^a2fN(Y15Si=T1)`e-Y_~vu)XBdMt~4+ZR9}KyP|ll2bLm>BGLv-raOAGuG6~7ByaLbINgD4;6UN!j0p194ZmEvY z!C+e`VDCa>>s>xSdfMDR_fIVyOzY0OFs%EzLlawx_k*~Bez%^uhlBJkZAw-H5!J;7 z!An`EfsX7Czj>%NWe-+XqWQ41m?@(<=Sg2H;JEv6#ZR%-s3^1JrgUwubJ8PhhLBxN z#*k*XZ`<99T>D~d<2meqrj5^m{2peTkY9JY)7Cs(xtTNE*T^WQY7J%mK+ zPMTh$KUUGxWk19Y^|%Jzr>Y?_y-O)+7c6qW-Zjg1Xw0RpN$$?Y&r81TS~j?;XY{uI zcVVAZ8^XeCq8Hqud0gr}%&llM?l8A$SMcHAbu>x3IO(4O~Sb|};4PLVmk<&e|cF+VN`(|+{};j;Xn zM#={gEzg`kdPFy>3lP#m9-05#6y}Z2%~!GkJYPx-=-Spvx|n){8$DAUb^) zPJO{6(PfMyRrYdQR`ty>D_qCv^-$hr1#@?cd!JKD9l$TVIl-UzqaWpG{_$~nwoa-S z-*@nB%O%zOu`7}-xMdwHohS%Hsv>$#;ldw9KO9V--(Y-_y8`~)iqoA~E@e5&oG@xG z_FIQn^k#m5r}pnN=rm4-s#NagTkxrLFl_X^ZhYWb3j36+UiZwMbGm%tKplGKwO9rY z_<}ebEzAyxVH(e{6h>=#ChYS81G#Y)ti35D6;q_4{k312aj zjdP>J5y(CdkHUQVNn)p9X51T%;%Ej>3!)SNgWK;<+OeSw%#wt+qgq4#qluZdF4xj# z?+(P|li!{6g)LcrEi*fLeLKF{k)zn%~==H(v8j6ZgK zE@~yDgui#^-G)7rU9O|vy6j@zYf=lubCn&}yPn{s(LsgM()INfjEr2ik?Ta45!M-1 zyPu}{j8hgcO=+!Kkt+EeovoJxK-@1j*(&OEsRE8vuXbK0P8m!W4N6f$b?cpLFTlW- zWJp~17QuYjyBPL<+p3-S$?s#0a^C$haxPP)t@rn^bM9)`dDyJ#X4>1ncYWJGoj1jb zV>T)-q$4X0WW)Q}=w1DLU1Xwo;NF9cPBn`&k#A~EX??<{gS2{d;k~r#nay7pi`!j&762MRHkKj}pM}r+(+DiiB zeJlP|j;oEXm+uVCpb@kH+2_=s@98Y+Ud8hLuNd4}zBd>y0=c~dz|Qf7*MTZ{|LxEI zr-u%8_{$7~_j0}|s9Oq4|2Smdnf|qiZxi&VzS>YV$`~TYF9r#7kE+zSX!M5GOVxJ4o3w9uf-eahBh)0pc z|DgHDp8_YRBgwwJ=_;KvRO+?S1cog|u{UF^$*B7pk+XToUyIqQuXN4J8S*=AEl!x# zbz8-RH54HmrCJE~Ke{1}i`(X($HP;|@kw4){jfRfzw3);I+bMj60%376}++g0{`}@g-fhB zc=QC)Hdu7Pe<_7@qc5h9UA^>Zx%BovfFb+`M0DiiK%E%G+w_RWRsZe14i5T0(7yq- zR*(+*NB~3qR$dx!zeam-=o~Kdz+&w-$0MPF3EA6MY9K99?P`mLgJ8S(oWck;$Ma_Y z4U^b@UtJE2wQw6skI!xOZumiARH*;;(&u1$Z050I1&J@uKSnP=?wNO1^IIKG2NP== znHI>yYhWv6ixe_uS5h$~(&+^oEzUrR^+?7$c-PhJ?qG0oco? zBy^FQde9DalidM@q1{eeOdu`RU$wWKo#xN~k-fhSoMx(*Xrm1tw>%zIh&10{4i<1I z67OXDy?g(UuNo}iC=92y znOa?@oio0EoJZ;9RXl$#zYB$FrZA`KQW9|Az3_;Ct=bNW+V`yVBlGqyH1l;TCkda& z-K%Wiu_Lq#U&WO6^%Qu@^Ys4L944!Cl22)(+pXK{w_?FMFyn%0B<=c6?|TM_Di`mc zOi!7%uUTGD;oP<^Af zurhoXxmKgG+uh-bRrj>}q;&F(Lew%>JZc(lKSw`7K|QgyFqKHi&Y!U{QJ~*LH6W`s zZi`CWzfbdri($=Fz*89c)9FM_9(Uyn*rx_PD0au(eQpZ3cx0X4Os(&T*OnjvqW;IJ z$6I}@*NDH?W~3~0AnVlFQmK^zCfSce$}`q$;47q0U>>;~peR{i<~LJ?Jz0-qP{Lbc zr{%b-`P-!rM(#P>oYrP%I;Pg`S?bT9VzIiAM*8K7huu+e>RCR(|42Ld_FmWe==62+ zbj)s!c7~U%0bD$H0C{f1xS*q~ZUaw+kOe&~b4?cRGz-N4si$3O+e^3p-D(j2Z(L4~ z)eAV>PD++M=Jl>x#b7YKiNMmQ1U&Z~E6l)W0{%&3%+!;W^*s)ukbUnb1U?W}8J zuP4r#XTaa(18f8@Cvv%&U;E2pPt3nAfm;IHq*c>u!f%cLp69~WlfQ$Z0Bg@-&ldIYt%kt{-w8MtL#bA`-sOEhtu;>i#eZo# zJk_5BeZId{rrfGpH|Z3zA7C@)!M+Cll;Z3{&l`OWccBa$8fARBQD)uyvDE$L1xqcu zVxb7CK7``k_7yd>dkY=6Q~>sV$e*vkA-CEaS#r(WJ{sL{``oa1T%!Swm(CA6`|*8O@b<>OXswe|j5KDOD1x8%4vSZcr%nXeNh zB*Ffw7wBx7p43}U7SjDfS<%>Im-}}D@rnq3vN7@P|7M%ko@ne(nsJ&hC|NP}wFhpT>}UFQwE?2onkU%9 z%_Jux+Mc>uOmFwVm(^*pzzr_BW=zz^<65kt-mvF_HQ^j5nio&g>&6|?Z>kCc_d}zj zqK{JQChhpOyhLQDXMwMM{K9owG`|_&wN%|xnCHQpcWGd}6xa&=oQG$tD3!$vG-tIh z@l&W`gv12WD*wt>VAYDwU`jozr?xb5W_90AGphao2u9_vJeyUFaihRqyjpGNO@_`= zI2ODH%`b-?i~3J0&8`1-`Ih!MArNpoQ7t6dRV&w8q47!WY*zT>Ct`DXl(TGr%y_d5A3avhNzE8Mn|Gr;dJ7$%OEL#9KqH>LIEW7uKNdq{YGO(? zfcT!$lz_7V2La>&E^6M~ zDBkY+!>0Aie9d0+Y%9r5^p)2KZ4O|OW%pZaD!~@uY`1f|E}Hj<3ah81^Uwg=or{DH zDfi7-nf^HJ<4^8{LvoUyMrk&ShOW4gd-0xdHnEWq;NC2E51pyDg0aQJu4`;JuWtr6}pANXH5OXe3@WqviZZxd0;n%V8aeaNr3H<6>= zin~4X$=RzyQtAIqBk=D&-jl0Vw!A4WxEut}TV;23BlX5=MU0f3d;nAfJc3yGeXRND zHA}u_?d}$G9w8FZuwD(}XWo77!gK>Uz7N(Fd5g_8f04Wo;&!q*-;43+xyY~?9?q8` zartx_d~bvCH~z!~#ZtJf+kAarPGJ85-j~==kt`yDAF1}M{hYrkh-NHmYWMaDo3}#E z$b=jj`}u!?`%ERCt7(Ql-JE$e&Goc z0(gM>(pMf$Lvc>+O13~5y?f8)AlSoV?5Sa+Lm1@12WosnX^{uF;(iW{$P~NWY+LUC zD*esbfOFB|K0n{CjXgQXslpV87};Q`Uok~?nVqS zoxFh@hR0* zLX-zdsBe#oqfB3@=PjKd>##@_W=f79WlrvcWv3 zPsANLpWgI`ejo$#cps77$UbJzWu=|FCs!U99?ZwO?8{be)&%Rymm2Js0eY#>bmZ23 z$`g*=wY43GQ*W;Lf|?<>(V6W{`;EM4Ory{WoAzb@|2 z_#L&_1oU*{U3+K6u68%*aqWoa-^btZ+`Y=(kC8kHg8XZhCTB+;AM0%(_Qx?2TH|dcbh`IMB&KS_&b^mLQ?K>VHJpHEZ@ATzD&cHOe6Ahmw&~|jNG_a zF}t9xk9pMSWK zo|4YqVBRZVzlObxfLHHX#ss5cQ@`bN-eMZ*u(rILaahX5qY&O$kMs}JYU8hM;*R-f z1zC|j`zEcyMMZx~bHEx}=N0#z?r!qj{^*`eX)6Nft=xJ9)Svo6gu7a;%2#){T{`~| zG#PZvs+`*q(!RFFceyGlY~~h?BxbK$GEPI>H4kC)+IUI$GY}J^^vchE%VKw9U-fEP zgDRCGX6tos+nMm{{nmd%K9rxSQ9|Jr4F)qUe3d)tJZT78mvXg&R1M$K41Y`)_JFJP z@@H}Jxd4sh4$aXbW22{ZPkmuRUfaHAFMk?eVQ>!N%=im+_0BXjY8EwkzCNw-dxK4T zCAaz|*Wct0_V$8M4AGw%>x{Q%j0Wx#(CGQ#DW2u$#Ifx-Kp=7%X6kbFEvJ^16EYVw`Fx`q}#m*=digDoNbYV^`VWVCE&&9ArxLA_2B?v4wMIcXTCbf9|0T=f z5)-vTg&wY+ z4trFXsB!z0c&miS=SA=~>2MmRpzSQi5QV3pq28v06*tI0scaZ^e+FKPYpD7a@!K2! zjbUYOm3MkPzh&L`O6C!Lmf{1`plWBhTN~T`;!5_a4U7{mHpOiRd#-o=GC!NPnpOSk6K z7WS;B(EFrt7Yyf`uxq{A8{3v3fz>o~E@8`a76~*zYdyj!ynF3dwMQ#MRjI=@*U{*? z;&epFG_8H!XmHQmU8mX(2uuP}`AVa*Q5Mo_^}%@qJiiZ1W@l_|2FV0R_zgba4y)p$ zxzVfF&PuHANO7^=AGVQDQ2~kb_ken`CH^gU+TwRUk254KzfNXp^(XbdlV4dLyKp3a zGKO}bH;gSMJx~2d(Rr<{2?bH~S?s-mT|^KRP>O;GqM%{{>G13OXL6T|*;r;1k`KnDca$;T{yYXcC|2?KWP^1`M zxQ%u5a?4i^Ow2;ieJ@XcrOjVF zPwq;Y)u=!iO>>hbxrMIa0E<&ygTQwU6|UnltzE636UB{Jc-_E=*>9dI+fM8HOO4|B)GGgpDck;RecNZ=;QF}bhqQx@Rm&Ov=zPKdV3WHMQnS3O3BNjQg>vGv+`-ax zbFC586{eo3V`aK9Y~jkm{dU z)|+S4XOA>ldtQ@t36tH ztdtxl&Y<<`&e#1<d zpV?no$)q3Go>$_s5(X%ozmC2EE!3Kd3pC7K23yQ z6q&8u;NHLMD;P&lYw;X-yKQlt`#XI6e%`~&r>)cvPJsJ5Fu%fUfR2OxQ^os~gWW#u zkjpCB^tn{Hi*QtCXsIzdk9XAc$``B9E4L$+?lk1CnKREW(>18WyNQZLPLzt5da5R! z1dyCJxE-nMem|jTa`X6eof5F9GKD2yX$a0kx?hw3qTK?}aPKtwoBf@zwWwdOOZPL$ zumN;Xn$}VpRCW@~FFK=AdKv&}`*_aH8gH^NHAcDwF*g(OcE+fndGvOr=35{4YJ_UW zJpXh@gKkn-Hk)`$MVRr59^Y#qo9J)nH)Q~8yD`yN8NFK$BxjPT%PJ|7Z-MmztYjk^T>XEYA(@M{R&q@TX2Foj~Xt-WAVU*r?KI6@|eCC0_w5u0PG zy_r3GR<2x5j`DeQxT?4F&0Odf!@CuOs?cOP;W4?f$}F>8w$YI%(YMm)*V408BUc5K zuAq8>IoJH!qWa123;qL(OTlS@VGsu9#;*d=-Y|6{E~dBhyc!D108R~hcB2_VG~UXu z*Wgwzu3YEFuL~{B8@0@LY@7~X)4qR3@8p6mlxjgA?YhX57cP#q?Ki~~U->5_I5LgT zg#SCOmmP+?Ib>YHONx}M#dw%jr_(uGja4k-u-3#i>4XrL1lW#$-y2735XNmojYgcQ z0Qc+VH@`D?T5s!#@pB898x8iVzaQ`+JX(u_5f}@tboS+&W4wNEuq8a=AzRD`=fCZ* zvgrN|$ED&QBXF4K?=TuUnzZm+D@BHW!-P%7n;rkS)zR*_Sn!>oG)J`GGCM-fr4(Oy zgUbDs({di%l&pqugnwo)k?H?%cq(Z@0{FEFoP(a#TX)*kgRls`BmO$RT=D!+kS)8K z8hP)d7ZW8+87(pU5^h4tXkFmaxjbv; zrY0Yk*HZo6`bMZbV1LHis`tT4Qi<&CpM+ml{Srh=gU+ndIQDYz*ZzY)CR`xEwRd~8 zcEm>=>%t6OudJ0T#eH`$_((?iBe(74xNc73WoJJYOniO;wi%dLHL_78+UH3lcC_fX zFTzyfSk^cPuhPY#;B5m`tXTyge?d#FLN7m`S;HXx$sl%kRR1%U z1b#1@E9Pr9^Bg|dAo=apBUWv*n>@$eOTT1~reTGtKHg6uAZMvQ&GZVIAbkcdlJj8B z0VR;Uj>0QJ9|m~Kjc=2#)kLSL6mFk@r&c`i^0@&RNn<+8dONH|$KJ?jWMaF*s#YfA z+#KTl#n(uOFw%D7N#1SaxQJd4>j#>DEJN%HK?wuLHuax65AZ+*6*)?KJ7DHsS2;rhWI1aeKx9}rp#0A#wNUP zlG$fFe++~zI_%W`_=yylpaSxGcyYo!jefbPebLCpn6sQllI zAy0m?ZrwVqa{a@_xoLZldYQjLJS;Apb3fz-7@oVnMy;99+^q-ust?Q9gHpRTh1%c; zSSz~eFVD8SM>8Z0=3niJ$YK~i8r#b!Pe02bPXIUU#y61?2;PQ##ezhPXnza*wsu5< zXan4gT#|>d9=mx&%wcraal9GeFxd+%0LKLhWq89dWm4Fe)G_xFO%h z6%ig3xBZ9vv;lkYL%pnwer1uL6%8+paq-Lj%^y3z$yOB^5uN`lyZXK#{cX(sW1hK> zGV@1z;-`x4npbX_llweBH6VW`KY7hvoy=1g$azoOduyMKyb+Rh5EgcWMQX9!kp@i! zep@0p_VD>wmUx*X4?-{M=h~J|TaQu60lDR(y_);js(OmlQA9Ivn3JkZLFWs@@;a)z z;)q&$1>J5v6Ydf5XUizfhjJYJon))uT0;oyw;u!dr6)|MEp-H~j||0;3T6&Zm~j8J zkL@c85g--^tx<$9&A0=T)?W@~8-Mud_q*TB-h4vG1@uvSB&0>XJ00!7g~?edEXG|t z5IVEiLVC&ty;PgSraolVeH(U8m-oHYJdDxD34tl37x=p$bv#V{PU&4=0?WCRTV^*4 zmOcu0QIp%n7&@Dz)mL8QUV;#ON;Ws+;oYs~zl%@BG+g>m`6Kqf*31~hN_p75&nFCq zm#5yyD21J2OzoC`OQ~mS-TeI0WXo18%ggWzH>e=`A3j>*)VXtau0x0R!r^In)8C)! zrRQXa@Hp*9*KeE*=UaPu!N27v4ARd(l3U~};k>k%Dt*8KtY4wo&P7CFoNg^T93*sS zHK&Lf%LVn~k{GWtnqf-$%jalz#kR5gh+WTu;i2>X*6fie0rxqSvoZ16v!ng?bIlKP zx55h+c%Ux-?aqRSz2!*UR^^41t-(Um9uCb7eutfEZxalU<|u;#^p?TS@K+K#k0E3@ z40g6;CXbE4&`lC4$mwaH;MQ}In?S(kQqQjqpTn`f2l?pxEd*}eXh1qh~f0SOf)oJv<&OKGXufOJM1aX_al_Ew9 zaNot zV^B3kSMYT2yb@U&*4Me?K)^RgDxzQ~($;Wf)qbT1poY?Pu9%ZTki)uB2_K=}G=fRC zYg1_gV>qe9iH@?w4(0_+7f=XB52Bc%s~>&8l`7&yG7-x0--9 zyrT``Yt3dae-_cdN^N~Hrizdh2j`-z#ghTfPWe=qUaRe`{q&L5!+M)i#`h(QW#t`O znAqK=Hv-W!=rzgi^dR&`_!ZRFEv(i)-pWFI*_w2ovr>Ag3aYg%9%Z}IUa$R~u~{vPX>`jn!QI)X1d z!7X)~ip5NL$S+-wcwC+rP<=3}HIAv;vLR|8aTl4$!f`+ z4XgDE3dKNbrIwCvw7X(*{Y28_5m$IdP*ZUdde>PJhSLlcMR}W8xXMM7QD51TyO{9B83r!SE z@~i4ITZ#5vf-A}(SS(}@ggkC6y59ZRus&@WM65Nu(#)ugvVzRN#5HwQGA#1k0HUxUasLvwzP>E}_HsVzb|t?D4gqxVvLW<*Oev8%K7U*D zHXT%p+p03_#_5@CjLV&5JC@4T6F2k*HJKTvvw9Gy+jUD_P`hS{ihAdE@6t`)7+z9O zeF?J*r-M)hNUUkEkQs!)+Vwrteps6BIV%ulUfd2L5UZc64=Om|I-AIWyX0DQU)?@< zV_oYK>UeegLt~TP*Kg_q;Z(eBwRdB>y@ew!mmKS=wj2!0ukqkA<{zKSIk#`xeS=Uw z7k|CcBBU|j*t-`UDpW(&#y zIMV?oAEcysuM^v+WglI-!}@xM$KQN@dxx3T*Rd8x_O#Ju-}pVNQvVoNkm?m9HwZEx zK311jW#M&mX)xL1rWR*KS>~EBw=03p=v-T_D|Ak4VWp{X>bIXwt~+%Kttp%cvevRZ zhb)d2yXXH2%ps8{L@%5b=;CU#U1FYE>%P-60zKpT3Elskx-p5{ATS3^QoswVVQKKI zT;nE_s2900;ih-#$df&-{5ib4QkKsbDz}n_Cn<*)5v-b1ED+X@R7i94jy#7a>hL_e zE#j}})rg0?qSG+qUs!+CBrLizJNG^V{g1odZ#iSXFU)@kT-mFPu;1H{KY)IlkwNpR z)7~V^<)rPOV>18O`7N9&*3NyD3D?ld>-^B)u;%5bQr1CeF}0S+GCPpL&gOIKvhRPC z<*XT9{_;G*8V%46=jD(6dLC!&8!II`Qnbo#Gv^3yNnHCoD>!uAuaK2h z@rzF##G`A4Q(DaoO?I5kbRPUlu>1flOrNoxqd)#k5{rm!pP z7OPV0m+NoVjryf$6yoLEpMiklZ|Jpdf*q3OVT$E1!`X`>i+#j{aXO#*fU&;u5%j)5d6XM*?tT{8_ZYvKd?z{K%O*jJgH2hV`9v z*`1VLAzKg5Ds|@kF0aqHDI*xjh~TZ>S_t`CCz8e(?sLxqRQL-^XhWWMdbKuN2PKrv zaJJ`fsA_QjDk?4+DV^kdz1z6O=SgDm}qv1PD9h+|JG|m+Wzo#i=6};sP)x~5(d-bE#8Ky zRjXk82{-y48yj{94O#Z$RAx5u7H9y}qy!6~V zBSd{kb=ZqB=;(~OO4Qg!UlUNnEQn;aY{RB~-(B_6yB&E>IV6JI{M5d#n1Kc2i+dc@ z$H3{Pw2y_3eqDwG)08*r&yU~7A;fbrZ_C36rwPqC&i94=1YY**47Ax(MJ0>e7ip_V z4(kIcWzvIWP2V*2HZ=cjz?4?<@U50BX6Nyy#qIL`vGAtrt=!qVS=eH!@&~zQ%1pdM ztM{C*ho!$;@Y1hP$;^+(0kN3NCid3_+G}H3?KGiLR+>E7{rTKjZgY2Y(kaI#)RL)NG#5bFKbYm-W z-FPiby1S;lPcN&l)b{{92*Y`$(pd0s-`8q6w`6bQMUX2-<#m@lKaqo&Y&T=c+LmvH z`AGD)4ffG&Kz@bd3Tg|o=|c?-BBS%_Z=X`{c|Z0A2X4sX_F@@$`BQMpdU;8e0BeN5 z<1_slcaQJIRNtbF-Tej`naUUy<}!ZZ;n^n&$4{nU;5q7G_q&gco3&Q)g~7FTB;iwn z*=)AtHvh}6mxUg*>#r-X0-2jKrA3*_aofVGJ>U25e6P4Zy)3#Xxuq&OMw~-?s(#<) z<>5s)yN}g@X%>HL-038H?*picd7X6m1SM{1F&ElY^cmH)K9KBX`TA6 z0odA=dwcxlLy-fNRnk}umr$mW=0@~WQKKqNxiS7|RQ|+tlRkGV7Dpx&;82dQ`ThKY za(d}RAW_(w|H!e*R+oNj1PaM`Y#6=mDVPK=HuX0lu^u70eGs^Kr!*Sg(YX~|v}eEW zjB{7^&6nX+!#BP@MIR_DCm%fvC&TTM&7YV?vq-CQT@)^*dH!$meZn8LH6)`RH0A1L zD!-1%UI^yKa!u|m1$O-L^tXBDyD<(maXBuxp2S++R+b>m-RB+MXpX}5=*-GBJZky?R$L_SV0>^O#VjgtlDd5{0)$6m*FQeFxkoZq%w&C5aec<-*0YC zR?>4TlmhjTZZEOas#ISAn#88ge13NDxxr-KergR+d750xJU!Vd?0=Q-R-R7<4nRsq zf#6zgh1cT{~rBik|U<;`DuGg(obFjqg_j_ z4=6}=LI3oZ-}KSB_uXN+s0LA_!Fp4k>XYMMijO_ujBRheHL9FTe@xNy{D6RPfi=vQ zl-A1jL*vp3E~^ec=Rz2vK0mceMR0D>Mc;9+g6yeeb^+X=%lWHSd+F?jvjJXvx_xa> zAEWU&QFwEC9DMZfTz<~KxZ8q_p%fe%@9`93-?LdSVD1SncnUJ=mhSAFUNe;r8>6+a>v9~nWbL3^lQ6w$PcI&U z)Nd1I(dOrNVob6!_Rh2)$&r(zFWf$$}RA4eI9U|u}LB+nGY)YVx@Y_sM_|y zlx|)rAsg4fY$R@fN%chhq37EY+S(?%`8Fy_D_4xY#r`m{xP}hK6IeD@<@iV5vPSL52Aqx)oV6zTV^9a5%Dvp#7|Wv@C;^*y?cPu94Dv_xIGk zy&L#>KTo9%1cE9MLV`uPQ`%)yvABuet+p_3&)fI01ZVXt6?^WzY?|hW_pwPZEcF>%q=!Qkm0I~K}om}&DvsI_7yvAREwXZ zeGrMaYq964UBvRIE*ULWOj>}vM$wA;PAA%xi<6E@`ZDNO?bkVI_={%8x=+4f+-s;c z7jG3l93rO&N^adIqcuEb+l_a9SWaozx`@+klLuIS)tC~+C9un~%U~T7V`2;df}S0( z(R5Z;%=!0uPL!rVkEwbhnd+k$AQQW{d-I(qzkJWN+3lG(s))1kiM%x!KqQ45hf;tD zj6p1U>^?>>_0iEj7tKOBIi*n394+VG%?)=XIb@MV38PoN13$F2ZKFRH8sbhOXF)HD zrhv=hYJV-EcTtP*bj<~*-qQx8Y%y3mQXD*A&PFRVc#zs2!jrsl%GY3E zRYz(@^$}~Gz$u(M&PLjuto2Gu;#V3eO}L9TpJWHBvz%6Wf%|a!KF-h1dkh=&+ILuP zH+h|mmmi`~vj66tF)+WNSzI}HY2c|e+e2^q!0eDZkFGsFr|tLGOJfsUPUc@}7|;A$ zbJpKRP=L?TSEfeLqGsf3Z=Tv$Wh|*J(GX0 z*&kP%zH-U>@kliO=vJ$_v-;B=Nu2KJ1-3k6{Juio-Y~V_veK3!cH}y?+KCz=M7GRV*XV6KIY&JL z+N^3gg8fjZe$5FMPq(WyIo>8-utNLv;(#Vw`|r6GCcv{T5~brw+ak#Mq+TR;`Q1EQ z(tVnK?dK(|O1~{IgWUVQAWJ6~IbWpyc>NnYG{t7WoZq+?S!P=6H!1blp39t~DsD2Q3J`S9^!}_lO*o%2QohNq>hvi4>sG?gihhv9NqC(* zRvjD}!5g)wbY`O_V$BjRK~a)q6N| zPro^dF_UcdR9bDrM2A)#7gqJtn$EzFf1b4CYAeaI=g{r>W`nzI(+N;%z z{~xMm!Ee>{r&|GI^rFQrZidv4Ef~`9>gn|WPAP4%dPl=L$P(+#`ZYV^qu0%CPH*S! zT+c02AbE+9zarn4{OM3mC03qYd_~?K{iJBGx|;4Et}EItLNHRhzx&DQgv_-R^2}{* z{a7>xbd@mYkZCHu0C*Q$^u3^HaipU-75~&qxfxjF4{Uipx%PLY-y6HI-IO=0BQcfL z94~1NNCIg4v){y5L(m@S-2yRCxADhGXt}uueu*Jn_%CtLnA@w`y&Sg28ifsPEmN=e z!Di(eV)}Dj-FlJ_aSyy#(4joscdfC!^-E9sH4rtlbM2GVie<6mLQPI^0WQN_v<;}v zA{>&;{wnj^o7v(!L|o1L%uMuj&Qm#kA;zuV%v-ekueE~LimYniw671zEaEuylz;(V zzfTm8D%IQH zu8ZxA!QAqizs@rQ$f4_9>p>eM$7c2AGlF--P@AlL5~1m)rA=)YlE;e7$vTfAJ^oJ6h#$3Ip}q z2HF(-s zY#-cW{n-*P;>YYhPjU()9}Zr*9;*xM{l?i;XfBg8Lc zuHBX?;%O`Wno0B98owqJuy|-QW)1%WPzakd@HOCLy_~$ewL|}!UlVOhGg{A1v5=qv zfhx$FnBD!&y}XS+Jzn1Il=!LF_kmxp5@Ejn16)!0CQ(vgi!XwF>AO6p$B=f)6(3K~ zzPt;y=fUJ3Ss4@BmCYkjG7(GqxuRUOo=%VzUX#_TG4{8a%%h}e6-{&Xtc&IKtDc|5 z>)*&mAeZyblo5{pR#8>hw!v*~^g3KQ+8)_I0Fg-dvR8Iu4h}?ROgw2z?13()lOm;m z1b)=Vd$y^mWb1&f7yG5Wm@aH6I|&Z`E?q`MuRj=HWHs&@UAel8t(z7ZnI-lnNJafa zzMJie7&_Bp-<=D@YvlIqXtiRm)rjsD#+g_y1jnVreHuSucjFRvd zR^>fJ>C|l2pKKesdF!U;Odc+)C!uiLmYo#xl?kef%JkqSNFkg7hromfZrGg7vCHXB z_o2XNEYwJ74_k*pH_UqQIZWcDmDUT7Edt~F0#)VQVySv4wyJ3`JI_5{7)?mOaA$g* zZKBqLE%>?}jq%BWOyS~1@nMSmqUW7POBNTjqE^Hzz+|e$sc)IVYZl=EFHHxbykS9DYaOhTd}(-dS8>i|D&A zp;#y*ciQ-=m!AB-Y2%pnzMI}HYt&bF`ec6N-fz`qlG{^BEwlTV&Mc<-Nyhh<%t?RB z@B^xC#WzKi-izA?jOQY;8V!ZretW$xOxu zOMa1-$}U5n#C_s zXbpJBU+~A%vKHpH^Y<+dNAX6_^OMIx$u+AOQz$i?f~ieF(z_f8&Eob>uuF%59O>TF zn8Ww7@W!Gy^_Gi}8Vu{sr1@!t`NZkBh-g-PwHYEa8kOVoZ=mivz3~NmV$DlQ|BA>% zR!ihpsA)SQF(mtQMmlo!PJDs{yLIW#{Sc7HRj1Ud4>LeB?{n?sHHxd7lN+F~uA^)v!t{m@+P);m|d|wPt%s>B8aq_U?_pG531cn~uCY54;?@;}@qIXUmtB znKxXd&h7gX2k0Pm(fUX-3@H3=zujso`-dl=+2?6%%-rP3HJ;1MZ@c3xRxM?FuF*SA zpdTSy^H&&$)TCg=kDPSXzRs5Au#~B!3*D@dohftu(u>EyP@-D84^HbGNEVCW_wF_F zoz81)?uMkbuBD*ERYZOLk|#5%{r6b#TQ?s(sS5rAue@=E#zgT=({Mw+6e>(Q)zO># z}kT3XRJ#j8c^*@g32u;G9d98Ucz8$weD1#=^>u05ep?)Xi2ZUibw-5BHg-eBKt44g z?R3P}kF>f-!mQTlz@DZR%dnIkIf&&)G)hH%)7yQbVeMDg(@BTGkgP7fo?IoHee~hVvRs;vYAxaogyY4xrY{GcPfpkxm@3g=24o|80sRe4-mIrQI))S`pyuE+ppTlPS+2_cXd0cw#c)>iV4wJfXy>W4ye6~pK zjUzz>A%cud;b(TsPq3N~d$VLhobvt0?e-dHZF`dQO{r8ZuRCvlJqwkdbs+U%B9{6s ze>ATuh44fT?(SCWCugI}m=t$7Q75hqt9QV0jil%8J$jA2;KYueqP{#;gUYyadA-_y z%?+nscFS`reL?3|{!86{mGQu`Hngkak1>Bznzc&B!GX)1{{GUq7fgBIjvkvUl?E_v z%Ms7oi~<+$NvIYW_$n^s!o|02Dy4f~eF+vfAfmR_-ycc-E1QEym9XOW4Gy~-Q7VDJ zx^BXodEBbmdEdHJndm0X)umzm1pQDVt~X@~IjUdzUM4!ZDLG#!OWl1`%%UU46UX7N zOdl}K*V%_1cb>UYr;lH1D80Rc2uYwSZxwmxKczc7lY^FtNDjvdTw!y``;Y4Z$T{I= z+PST+t!o|>EBm--2XJmL`l!)A?ypn5Dl1tFkK0%greF1wJlG$2_b^g#gS7+>2{bY4 zBlVEd)4@zg_%AZ67qMbxUtp_1uWR+byG^4qI%*u^(g*FMzv#=OhodmAISBg(FpT`KD>{u&K_ zwK-r}_cJdtmlf8?4qdEH$hY5MV^7@Ev+Ay^*Uq6lH}v23ZQI1oOo0g~m#dW5d;_S~ zW}JFwQejE-OfZ4>O^B9DBsPB~-}`3FfpfA3esr#Wv!=bmU*8~+cUg;an^U0jzH)WS zz|9Ip0Lk5GjX|sn+bkyay;LSlaJ{80qpZbBwXBTsHKH3GZqNPpxx=1O=hESR-j0_*z6Sedz4|opOQHR-NG>t& z$zL{g?$f$ezcmAoT0_}uF3*%(q%KFt=Sy5DL!giICm03H%8LPMAYd0#+mlDI5Kq`; zPldZBw@C&ST{uoQs{>3h;hC-H-9IJe1Tjqyn-v4ZTG%fG1xoIKw6!hGr(sg4?{nAb zUVA!sH$+Vc9f8>wM+Sd$J`LWwsqALEr0A3I5m?^y(Inh8bFaefXX(0C-WTZCx&103 ze9^9kMfa+;@fOj1#sJh}yUpx`WSFv33XLtZ?2XLj@mm@>Z~e-`_TLt*b^a4D<%+Qh z*=#w_DUe+gqX~7l0;Q{c8U=m%g-k28B9!yEI=!N0tVs^+ixCfeGyI#JO!=*=1S{OG^^D39`J7rZwXq{vny`)T+pR3OS@1l=e zw_!ZD0e!L}k+^2P95^8g+g#(sXU}$riLd}bp!Wbe)3yG#zB^pgaoi35O8W?Zy;`+h z5$6V4EgKbUrN|IiQ^urt zmSA^$+AIs8g~?Ow$$o|VS5(Y!0o!^y%QUEu=JU8D76o1o$F0%=*Ig@zT1<`9YZWs79+-PY05SiWMT2J&9}2ja9eUWtNg{w$gKT6G+!ej7m*#BXV2}0o17nw2tm(Ev^okP zp(62OTb;z4o7tV#>?ICmU4}8y)T1vb5dN4``>G(~-LMx74q1V}HIpe=|#fd)_xX%v8wj zq!BqNDHK|jXT8bS39XVzY`}+Nw-JEQm?!#c^P9upuuVwYWXf@?6m+L^WByMH8Ih?uDr#$Vj7lL;8} zw$bWxk7`oxI$8d$`BY5w1y(HPDyy=h&K{>3u$7aoJ4*u?)W^w$f4~No*QE>c$^Hhj zd^63dYbN}lE`Xk@I5C0R0356N{~;n8?RF()c>AKA$MKOmvArGpoy%>Mn(5ehiML?Q0_<8M2_m&i*ZC;~{&FyzEz6i+|Ut zZ*o@YgHFD*UzlK7$BNa+Z{bM z_wnd9fT#D&>a_7_E^qgXe((&r-g`X^HezL%0%@vFtw3Wbzl!YihpcK)C7H(+ZSrfVuRN2hsoB#TRMAxwHx7T2~p-7Z~5hCx6lS^ z-pGDCkIki_&g58u~RF$*Ol;0JBMYdeK@_&Ur?lGicC^Z9HyB4eFL(|Y^6tw#HD?P|!M(?ze2&@wg zm~4_^gC8s=lkZ5`=>E4@Z++)zrc}JcJ6gui-?87nd^qX#=SAxV=&XceP@qv`9Vuv=F)oThq3)KldpW{ z6tR_OjAgSjf3AAC<5lN2Vz%L)TCE5};xJfO^RB%ZK|<&%Dh)OsFc7>Q^R;xoUNzIp zONDgdcANjc-oH*g)2AV_gS|%{UXuCN*~hwBc{GukpSb^v(W&TmzRB- z2}vuMx^7q^$x1zJo;+&9%#6Q1I+j;v0uoa_fLqcUi}Mvakmj&wdnrrcBi$dBeI5m&ZzAO0Tadj#p+ z{-eE`QBoOX1)%PHchsbnjK4%~7g1o>^t8L9?e-8}r7FaRnAjug*lpWX1}4VjB1}2I zXDO;+3~BoiD%!K`UZ>3o@`7;u>VW%=L*;lss3`93ju6H;rIeZ1=VIr_u!*^oknX|V z#s;X0U%zzReI~0)5gS3T5&3*K*8Y2g#Tui;r!giG(%4-WE347d8zHfC^45E5a79uo z`J0qC;IUlGn=dti#CTzMFN0(zJ5H_{(zR{m?yr^#bxn- zFF(ca?4iGk_TO5KXYDkv?-~+!x&7Ug%20~DToLar+ok$z3tyY9n*svw$0YesQi<-Z zOX|FvDdt-bNW=drP3(g<(UMx8ZinchKh8?hx1N?4t?O)y za1e%)P%-c9sF67QeKX^4A4r zSzQqBRze1*vD4vgb4Z27JGb~u6; zI)VI}zO3J5@X@0=E!};7n;yQ|@rwOAUe?q6IGjBi-lTlZtu9b9Oh+HTYCT1!_`t2l zgY}4aKSw<}UP)Hyc>9z4<=)ubvY@%{;%!$6!bWaKpLGHNoMe7do zn3aTu_ZTgBEdHHjb+lgAhG47a=D->}cLpOqy|yRb$iJL&4P8I)7I&Nz4{xyR`p79! z9HT;Cr>>IjZru2Nq{=+k-{HVCPz&}^I(|t{J?#&e{SoZvM=$5GLvVaMgR82P?Dj#t z9Ozj+ohLz|oF89=&l2dO*0j1lH?M}?X^TrwIfiK_f{$Le&(7+TizhF6nJlF^A9en>)#s$ ztbb%$XwvrOHthi#4F`S}^k%REIk;wA8XTI_`!<4bO2p1W@t!X%x?g%XIf*=VAfdxI zknC62Olu>r_T601jy~?4Ebp!VZG@Bfh1&I@y1!f8R&fy3&K)IbjulL7^m3oa-aOYb zfNm%Myhaff?qTnINm*Ne%rJFkWSNZ3$V9IkPEM_sv<7Pu81MA*-E9c(@11?Wxu)dS znvaG3z2b2HYClFhmHx-kxhR^dMPc|^kXs?8i%_8?cgiJ{B1u##*888a z&v}5e_gXuebBzE0KDO{9VJ&-&C1t;n8(yWxmb%jdW7!e*WgpYRdReOvVS zTY5BG0&ISI7r1MppIntdA0)6z*ZEw|Gm7I$ksM}N+3)Bx1F~If#hN%@U(M2A0ruBu z;sg$@Vt3lkHJpBz~O)HAJ;$M_cXU<_LwkWbNyC_>v`?!-1Kab zsB4`%@(N#EbFet-XT}g|L)A~#Wji@qiH{A}rSGXI4xhzraTy$c$M1Xs72^zifuV1BKuT{4iR!`V z@z{56tbj8u+mp`(GcEk#(!J6 zSVaemm~OvnX=HtgZ{Im4hrxZxT<$5^74G$Eu|!Q&{=C~4&iHV(TQGydhkP>gN1@(i zwVk-iu!8!EJ=6No?c065dR&7p`Q9mZIih z77?+IysL2ai+rG zbaT-r2T=ee;W8}@|_&JHJYs=m6hX~A)}asMT^2?ub%B-xT$|=T+2=KQS(+J>t65Y|Bf)z4`b~MbuxeT z?yLsw=9GoC(seBCJJ6F`9YAVxUSiD1glZ2@KnNtxUOFw4?fasmxkcZV&Wsg;}0DURedQ0-fLeu-I+4Iz08?SbM+@ z0pbgf-OsY8YGctvCHLr!SBF(;8MnUz0_&&0*N}n~bn-c}xOY z`=dn@cI#d+ZFJpomz*%$I>`py3yps6u*~2lz7rsBIB(pj-(1rPbKZg1#NJBFn{vO? zg{-z$`X((A1IX5PhT|6t!rQjggTc%`Wvjw!nWv)p^y6=FY`ULIF!c`>cU8Q zJ(xcDfFZyI@p!Y4{@pW=b&SAiJkAaJU2@;Qq88I=feuV2fH%IR0fV|spacP!U?DEh>a%%{N6+iD(zrVR-{A~c0^&F?o+Val@1})nu-LL|GB19o(|8|fESZB`X@1d=3 zpIt4MlYxKSiOa}twzRcY0k)4SLyW#jTr;os*>FPXfs&>Eqmr|7{bIiuf4q-;mGiBi zc&(VW5eCy6670C8gt;${DMqKO7T%=zK;-0%iNR2Ju~24Yw8EC7ABkf7G9wun?VjUJ z@P6O4KZt%y^EW>^Z~aH7_hi+z@M|^8D>Vv9%hxPN-sGAGy>9)DZIj`wd?JD`3RR}Rxf3AH9&V0Z@?2ftv`_~gbNKjb?g5_|U-GsbHIr4T18^S5?U5z1FIz)E?Um*3V*Nwh7 z+)_*ValNS}dlKKiCL?Xd81D_Y*=%Y<1ZVw_I}_h}dxXZVKT7wXC>^RPVIKjBh_i)> z_&03n!Y68d%J*{9sJ)odrB*X*a9k88{_+m~Z~g8HMVzh_f4o??;Mehf$-Nr`?a^jY zEltn&sSa`D;%-QTDG|Z!+|D}F!x3|sTk)RM6IjjPZUwp})h1t$01f5|5=}$lCoQt1 zYQF0bnM`g>LO07^rBILN_jFC;ht&~~oQim;Pln~$$_ky&^=tsAN8u;mUPN1|M+P@% zxD%2+L7dM-sUo)UW_r)CeX2m~30I&ucv0ved{!n)!3w5@L@vIt3$x2_|5}}nDT=uZfP}W{ zj}}>SS>)%xWjpL4a-wBFw1CMSVH?6uxL>AZ?0uA3`Imgu9@)@}SFW|yuH;;9PP;AX z-O{F}agiTBB)^BupKdNo%bu;ld|QD_0#1*5u57 z{mp!Udb(YTLinTFBgpOt5M0%CiQe5>*`WAYXKA5`K{}tU%BT)0P`X>X=5;&IwR$i3 z?IERK7KD*syPVODC(@~$aGWg3oD)TdA1pkx$` zu7&!Dl4^{T3ujedyXECgOU>0wKSnO{a#+tP)C-`YUvEk6yQ0tnpC~RZWD4_t7ge}O z)d{-YU6u9Bh9ptpDYu{2g6>Ms!ykL?ZQq{}Q8ZWMFEAVnXS)@+8Ck-%ZEr7%CV$`2 zcxO9VI{I$s{qou;Wj>c_zI*sP8kI}!>Vt|da zZ_;lyii8qgI>pJZpC67%Mc(imJ?Bda>(fSOu zYvKznw)`8R^}}V{CToGTo)?)uv3Ue46HQlRUU{A4HcjQNibV*ouO+?*zv*|Z$)+bA!i$Wg%6xe~@>w$&%y_n4bHte5QRciHW2ze?I^PPGq zSGz@McS9-h%=gunBo6_6w|_GGsoC!8NpD_fy6Nn1pGP+NxxBx9BkT1iZCcHVw8z(Z zC0*AW^YJ9@M+K|fwZr1yRaoSE-{Eo?JFH&*T!|p(9o_zrY~>2eEIAzTAwepaxOH(e z!ebxd`3WUP1`hKNm0tUcMsE$tF>_d5zpN~KBg_?|gaLrzj@=PxEZdsZ6tIi&Y$@tn za!W|3=H7n@R~ekFKlUENBt#p7-r-_V^jK)hW21-!`bzOz!d`6%m2^g;y~j`7t07EzDA zFRIWXs=36pZBAM^(aK;kl>)f2t2}BGUN0XT&1x-w`bOszy3`e*)EFRIGTU4X+mYrn z>z6}6N~^CXe)i`FtK$)Gu8UmIx!qSXruXa=+GyckD(0VR_JeeMsYbYuio15(G5WW4 zTif}kzbwa*xo47lp1?M-Z3Y?-XOR8o7Ae2#vb04d6{j`al6HFfTN7`i;;SL_5rque zZdes|IoI$2nz6G^^)A(p)de+~_taCjvG4 zw4(W@KCgU`Z|v`qK{CQ9OV{-WlB+t~dgD*F+t-ceDF+g!Dfu%l{Kc>H?5QW!ir@9M zXT~>QFL%AguJ)?_U}wPO#y%BtjPG5;_DKl)aQ2&Dz4CLg$+xbRJ2Rxr(g__i6$-vy z$^6USHrt8wq6jAaP5&-;z_@6-5an$*>}62Jqdj13aGf#p;CFF>eQ))`fn6xA z1!yni*ra?SNrL7xtbAGRnJT3stc6K(jrBjfC$T@p@j4vzzjq~g6#3TE207xptp2FJ zKd%YjXPB?^%|3W}VY0Cqn)GIRc7notG#q(V(*6LtWG<9TjB&Zhf&h?r|lfyvZu6%CZ!;@#< zp6p65KW@GrW8KLO3d6&S+c>Xg@z@2ez^S+K{DYdm`9-RfG(AAA-pk<&hVU&a;jsG{ z2x$9K3DEF|4*TY0L$;5*>i`XJjpd+QpDZ4o@$HZsxbkuVoszEb)da>kyvKd(Rp)9E zB*3d;*=IRW)0~>tCVojJ*$ijm?SOj{CPB(}fB6=}2VA++6?wLfgQ(msk=w`S@#OZG zAj*Gb>sdcFpWPc9?=^PLJGHU6I_F=J^E#9Do&E0rwI2+|pVz#30Cc17xf`{+!64CajF-k<#A-cF(Z zu%Stao!=1DYGUddIh$@LMfHf_{KBZG@>fR=jL+^ck;YHDlk498X6Ut9>w04fnM`8& z-M>#}i``A72Y0O81_kX;ejxcx-Eudt+#q}huZMO28<-6Wyfux(Zz16(QhE!$Xa7My zrg3b3a1bce%dtRwCz|xLVGZ(##`}Qa<9a(UxwBjaC?95(vAeQkM8i)lDq&!5-`8ua z>r*cT>qHHcYANF7^7xKEf(TQM#O$RrbTdh>qxLesHJ50s+}l>o{A|yTM{FJVdAa(* zZRKAG&dY&sXv6YLxffRQT^{qEd@q{T+n~U|1rv;0ag8a>pc9h1IM`#5*y)`I1KQ#{ z)x`_kJCn5qL%S&X7RKMy&1p4=TNNT3Lilo_Z{p{BLg^;ly^2LV9eQkH4oX$@tJeu7mWf0S%x%pjDV361CLtdOX37~Nz06aC#4y$ne+?J@cV z_`JYNx#en)qA51jr`hB-+~z8^d+&MuDLalf$}k zQaKe^U@jX$-6{N4ekDe=JvePZfAkWaU%c~@un`v0kGTb)h>tKV3R`kIY%afNK(`+S zzu>_>06|Wv^GW3kLk93thSH1LhxkgQ2Tg})QmfUy(KF4_n#=|*`kBn2ewJkwCDmNz zy5{17GAIv3tj$B4sUkv9|F*UGYD0UL9JR1Y@^XP?cR#6o?R1JglasmXwXkU`f?eO! zt*P&KN37K*v!}8dovyYXEwQ23D+tQ{5y3cUI&2)WR(dyE*`L6X=0q5|4 z(&ZC&J<4opkA7;Sm%hkiF%w?Ui+r%Qq18SGZpA!Q34EA~g~BfCMCW?5ll2sWv&vPw zKF_CR-+09hUbasxMCN&f07H+`g1pPjqIcm`hwnTpx*QJXFjVq$hYM2C z3cB~9JSuj|e}8Km=?}77`E+*AInT`|+Nrp$40d^@Wf_Epuf=);jk5x*5woAK;|DoL zg6(}}?+@@LQJ&Z|n-6JbONM2F^zaxYE2YxA^bxmWG^o)V2@K?lx*q>2S_>Jani*b+ zVRg*rnZmR|U8*{e0T+j9MF8++Ur^5uqE0T|&8+aa=^$1;O|atgOoI*^FOfQ%B;T8~ zqywxL@2`)q*I7AlxvxdP^&D)A68`wzx56U2@sH}g)p+5f3m1*^3SA>#f5P#4`sS*D zcU3;Uj?|tR4dd@r*!PvzY!Sa7`<$Mf%I`fttgL%;S`eMtp5&{4UqC`WwNG0q&Q5Xy zHed)m4|^1?JgKKPr~G__+~$umvxCE%-o=|*Z~g7+<`C|1y#k)A8zRRaf%Lx#*9Et- z{#(1R$x>~9*1M0l>C8@mq0moS=MQcuNCc`_9nd#PQU#eyieOGpaetY=y%4L*rUuop zlWCC~x4=1LHEO<>cy)%H_(kryD^rgWDOtOxZ`YPwp^!%(7me28 zgIXvbss4Q(j_x7QrdQAIjCvQbb>Y^#-AP}XC(EY6RS(5l=h-SB6r#od+8pL--o<{u zkfl$=pJu8J*+P%6XxqOJ0=#_ZG7}IHnd-}d=Ga$h`)Aa2eW`w@b-fWjd`6DPpYBL4 zif1CBxeC=-DiwIf=+e;W2Co{IRT#S2zn>q)>3ek?uou`6;7`3$r6hCqQD=l*WQUXT z>WCw-L$2n5?vDO#O7HWqadMthCA62pX!%yu-j?v5Knn<`BG$X`N00L6eQDRM&!pP# zGkVJ2mL}o>gJF-i;DUdQYELLkhFC?*3kDOxz1)%R1^OO}RvtCZwq(r6&sJL2zTSPy znbgvsZ5I+L`P6Yt{V?k(pn(b@Y4Kd>IoK84K#sDnKuLG$@D(okn86W}HK~i%eWl&~ zJ-y4Lx8gqQd8Y(EnSE>Hy@tEn^B`=xjJ}$h`f5pUEeFYuNdcI6%MAKt!&nu#AK>LX z$*(pFYXz#{()0f7bp{46t8jpSJ#x_mdW}J!<@w4Kh0yrjF`wj=Jl6Oj^W_%# zsT$LY^i^>+-*4^@G$?lqK|-~XDxDDkfO&|X=Ve_Otp z6fV}dZ*#Wbm%mje{{d6@r@wuP=h^7pK#2Qb^ckdQhnoQusEV*Zh%H=ZzXr00L*0rh z^bc|84}C1-1?Z~JCh|yvZ{qR5`~gkCwZ*{y9l9XK#)tWjV^9#!Pt_Y1m<;IlZdcoe&+ zjgI-ZN0lR^ET&4vw@_;O!|&w?3>}!5>-r7y5clt$^w`!;rTzGEf5=;;j8ep-s8Y^u zTw<S@CPHm&u4@5K<5(P_RhAs=C;3;{%jTzlz0|T z>}E>NS9Gch@c#a9LPKIHIf zX-3&W%6a16T`n8hHWiEITJ>i9fJ!_GK>bU)5ix>GNVjB#A5l~I;N-%FxdxQ+ySRG0u^<)*a$Tj!U({`o1QOr*mnC zqV+%yQhqW4)%Lu0>368MUr^xHGs>6*xz^{&=TQDs2lKUW`ukflX5|KaOj|CWZv zvq5DwSX9jhp1xXvd3rMpd$;DlITx8zcJ-L1@7+0T{DV;BlBTWhke;pjP4-9LP32>0 zGV)v&2Jl9Nr`a4Pd~tO_`j;tnk{g&zmX#wbiZ{PT{HmmYuXFpHY9e02NK@)5;WHUV ziWYwAZh#7n77xsgG^5X}j3m%Ek4%;5qtlR9a+TkW=?#@ObI1^A#%}VBzhyuLXD#nn z2Vtf5TG?CWK0Y+dT#f7W#XdF*_JMd?-#@o@Ls=bXuk*t$Mi-e&D*i|50czs$=ACI~ zsBM00pPtWK?*4d&aMOGbP0iR6)!K<2g)+x6?5|N+?eKFDsl|(U%LWDU)NHyaDm2rH zNMn}h&U>X)5E`CAuPcZTITJ&{PFz}+x9#`eZ-q_F%~`}eub`v3QxIB%-L7{sK*_39kH@fECELniJ8TzkJLdh>hUU7@7Ttx8gAg!}ER?Abs>yC&TeI;mfB zSbuLCO+>&k1qn0IBA+3|Y#FFjZw(ix_7MOV-$y(8EA)WSx?GnUd`!}IOu~8P?zrqgofz|Bo1UpN<$6ZX^~HK8_>7HZ7!1*_MOX5_1;x;Mk?`nhn3exI zJm+ci!(DaV;aol-59qTwc;cnc`Z}>Yo~jwM6>F-?ZGft)P9i0) zW9wFtIKh=Gcl;)&5XP4yR$7@tVpd{ry?e$-sIFXQcz$iRJts5YwVD?sneb6Bxl$Ro zsQGO#u0#ilC^_LJt4_Ulw7AGY5NF~hMntYObJEw*;MVOzm;!FuRSIh z*l3l6Grx0ViJP~IMN`<_F2M%T7BH*WeVD&(V0#uT;oINiV17qmEC)?mbvfYe(M;rS zJ~&vf(s=bNx5s9AKJ|MDE_%QH_g${EpWzwWmtM*AL6{K$4GbF&oP?wxnHBZD(OuT(+B-LkJ94d4zMHJTIMOHRXA(EFN> z1^CU~0t`;qv@^24Snv|}$v6(BBI^&LeQbxpZ-q0Q0 z@7l{rZUp5LmcV+4uq&DtT3SR=@)8-5{>xN9$J%DYO!pKvu8O;Iy#F-V0cyxsk@efn;L+#TQCnBO-Feb-2?<%-7ojm(7Nzy#?6QYn zs1J7T2^^)sUOQK+&W49H>3w>TpxYJ=`*?m+Nv78?)2%Ua!6UX0SURt&A9v0&-`)C} z8{+4*@%?_=#^n{s5lrA`?C^M{72knYxcso+RG}V+1}i^NH?nK=c{o_>ratVv-t=*l zHKo2D5=_6`)r6_TT6w8TPYzKyQWpc^S!`4ljuf=!@!ycHnjbH=Cj~&c{IZq(J!dZc zaX&YqVy!`9_B#p*$h38#@V6?9t%0V!Y&)ELUrm~*ty8|aw}-~4^<24xoQ`kG^F6hO zl=e7y3{sVirGCj~A6z@uf5~z-B!pZBE_y`X&U9J(GWvXfJIoa+{Qy~tANDU`?_v0E zeSy6xdp}k;U(8kfDSL^~7kPhfk64q~I&yzh{t~74ppP%zn^vOcqi?f7Qjg~vW4We~ zo6_k}CWoSVSC#t_<^LcQwZBzXtH)cf@v&6St?hx&yRcCHGO=5DnT=j)o{O*F+2u^# zc!9<_x>&GlN$%FCpE6}n%b#hIV*}AQDlN`RbVVM&=Ivwlh4iz;*NXuN!W_B1i=H3Y zbBiT_dlhHB;f$cm2dU0FUC*oJH>C}wG~ExGX_f8Z%AAD_+WV`fE=Rf0_l6J^XFg~e zbfd5K8DnZ{0$SzKvOkoWleWmB_)zYSU=4NwvokK;EkND6@f!|Jm6(K82vJ(qKF}5w z_}U84G34pU%bBZZ(O0c@AE>i{L1L~m%J;Kg?D_!DbmIN)Ahz9WFc2o}c02iYUU9gBAxRnpQ1=m|f9-1rPx?i?apy82U z6=}bp3096JXUd^ogs#zHR!`7@j1)TuV}KSH=w%es)G;qi>HK2YYq#H|ay~l;2axZ1 zv6#nW&Kk6bxnl`%L=~xYV!iQUt$ajow`IPzJxhOX_lfCjh?5FiNw%ha{vg&t(oUVv zq&_PIii|0ch=s}jWCDsJepXATO!pWxKRuY>EzeyXI%4;+a-O~jkFSkp`^`pcN5z0? zj5-};eK3+|l7TWF&o48dxQufl@KlHc-n*yl7=0!G=%s*+!-lP438*I}M>B(gsBbwh z2jh#L{9L~1W=WkHh3-Tp8hGu`>2}6B7&NjJNgYkB>iR49B~kaJ%Xf6>wk)y^L4Z4% zEAEvbXEV`xT~-wNw4g68o{ir%rW760=AReZiU4QnfdU22DH~*kS*PfhP(?Z1Y&&>F%J|?g0au(^+@``Q9eS2Hh7Se^ss9qu8(ksgiT+{uxFpB^H&_>0S!-^$Ob)ta&cGPg8;4JEGF zTL7!=LS}yuB33S+x)iSav|2F$!CSt{=>~uFo70;8usM45=8=W23;;&%>M^Ve{a#h` zYRswR*6Rukr7GcM`XkkpY>1E90z&TTnM>d2?)Dj4L9=AU>s76E*E^ZUt}bVm`e5~* z+6{Lb>YJd$X{h7D@Kny{7^<2!e&zg*FL*XmTSQ@u-HY|a^Zo7P zfkDgi2$IKdVX?ADCsC=R7qi2XW`EL5F!#Pl(t6#teK2~|7#s!l%DW@hk3H7v9HfQB z_J^L2d`LFf+r<*CrKx=qw>{IFUYZA4@$Jr`j|E@d7N(3URNwi9E@1nNn;gK#wOr2d zd*y-b=hQiI2+<@fovHpwX`ri73JM12$Hl6p@Xh>TdI~m<7YAEhj^IDpCMHzANbYF= z<>mP}-pr2A)uZ4pio36Q^lwYLB7}bM@+I7!)r+Gupj3X% zJ_=BfEq|HSj`W=OAM@^K+5g4a67Tf3)7Fd+qR~r~YQRh_7TId`3<<_Iw@>G%LsxQl z^7zu5{GAzZdp?Xb4_^1(7O7u4AQY0}#ke?Z7Qfc*Rk?pQe@{8NlZ9)&j9Id3?Kp6j z5)A9)1kLnJ`_4>9-^woY56qTvIh#(_@~#1=phld$GT^#CieHJ3(TpMBT>smT6n-kvTiQ#tJ&-*{E9RK#+2%CZE&1OD5 zRXGXtb#3(dr`fnz+fM+zx6}~}Z(X->sAI671oR>|IBIa6v)p3c`cu^nsyAMgpyhX* z39itC!~1E}DoVEnop84WwNU}QygzeVA)J|0ocD7z%u%RH9tjLb^7_QPqSV`$+GrAs z;$9JVpL6^5TmuVJmc|xA6SYZP+;*egTFm@nnJ#c1$jzLWbMq!}mfYXiI{HBwXPaE% z0~rOz%-KKpJ9$xhh_gnvHm=j-w<_Or`1EaC$3=p}_ktI+()w1Zuc7CHz@rA{g)Q)& zIi-2YKj-07?Z15Rto1tNXIco_Nyqu4@SvOnaXVFA#NEg4RHK?^H&>e^M+z{Cr57Pq z)U|d^=YZo-^%! jzumrn}~f-Y{j_TisNY+Fw6sfmyo?xNDG6o<5r2q~cC=4k#-Q z{Qcgsd|3LmYOb_GE%zJ1<@sC?IiZg)p4429@SCAzMZvA^#QkMd@Zon+&G^%#duH-+ z6)9o(K+O@CaD>+fTJZq*Gv_&o*E&CXwz<`mX?f#THad!`t zt+51W_G7R+dk#&`@0Cv!9+)a{Y>JwDqEjzoay% zJ-1e^cb?Z+4u^158EHq^@5TI%-C}1D$v^6?xYNyn^Dc%M7aOat6Jz)Db=&%S4}Ej2`?LqFS>O(` zzn-S?(=-i1YJJ&^UMc@M;~ywI(?*;5%ir4bjLywx@R7b`X3}o#KX?n-RS&D`?RG5e zd+S?e-`YvWTHbooj&<;h$tccA*If6s_pILE9`X@MF-9Ka`nl0A6~||pAQ8zver~7Q zu@~PPVtnOK4Kh9Cy!~Te;%9(a71DJ_Bo;xH?OVg`BVoCQ*;dyx?Z@6PdkXXl)Sn!! z@0S8(tY*ll5!!o9CoFR^+S$}|n&#L@DlT7pC8y_d&JNU2#5$OH5{@-@qKU81odjXM)nxj6O zY_Jl}r%}O`x))z9kd=4xS?>>9z@ycv9n!w-c1QE+_Rn&DVz7-9wF1xkgKrsvu~EMw z6eWmzAszoY%s@J|NU7cVtF`@9DaFs!BmTB<~Tg)dus!642A*iJuDdZmTjsvhA$ zbuNO>;NafhEa=@X^h;7$>Vs^Lw ztj_sE=VC8eb@!dMMt5Ab5TVaZ9+k`F@l=~X@yeG*udIBbm;Qbvt@R&ytgcT(>x@fn z;z3OBNBWK{4rW0gAJAgC5bgIQ>5t!RZy&7ixO+gqDNRP*DOv53Nzk|r@|6k^wLekb zKx=m!kV&}-pR|X?Cg62ZGB~))YPm2snM)JIa8GJmYLYYlB$~yASDRa2o+$AE^ul|u z{0V|}K`E-d(cASBOnEUThIp@QnM+=y^6$R~Mb+gowg1+J(U~>yrzRKL2ga$66{;9+ z4&GKtk1QS+vxR0^%U*-s`};ssH$OYnE+C;bhQ37aEa)TFS{)b@3P0i*3UJ% z81M6Y7C>eu9K|NV#!I;}a>81_*Jiz5A?#vkcVN|Z%SGJ5ubrwLwGkfC=JiWa!`*Js zb_}=I)|(S97mKddXrDLxSN(Vy8exy$j&t+KSXal_t5H2D*dLc8NSgNq2=$Z`qu^D} z;}R8Px&0SB?AMvt6d%tFd|ZQ7{?GF+#I2LN9gm3f(Y1=?yvDP+6ioqvouwh35%1#S z;pEE6Xe`c`*fH3kj-tI-6qk*a)!iFRL${@Z2T`$@)llQ#rpg@iBL*1r4LpUU|w`*?d4unY`OxZL#&1 zX)TVPHSWmG0KdGMbC1~?3~(iR`}#S+^Z7djYU$lE0M)Q?bVO?r7sDKT68FmOJ5{@I z+4IZaYX;!jd-b{;8r0u&GMJu}AKgxK#aOg@H@(s5KDotp-YMAgMLpxv;qleszH_;% zj!RkVjv~0Z1dUUq7L-~Lcc1;g-f2JRlm^FJe(s%bKmfnY7HsK^mZrtK-j%rN>5tq; zw*EPp;|`8+?U{XxGsXLTw2QgJgqnVwSTd=RSM`>TWtHJHXKsMIH7OzazGU|1#+XOhx=~ITQ#dbG6}12 z;87D#J!a&&-eWjI#$zJE#%xS#ERpf&}ficdpH)rnTdwKM(F~O<9l@m zZgTCEtZrL>1UmW)bWkBbfS!N9aHwVEcoQB7hWiYu&g`EVIqiZ(=+d%9Ou zzf2u{*7oaOvkQ9ShTJU)HKn=CF?pynJ z70lzU*^q+)rw}i=45{x{%4v7EJDhXaS10wBaabYJz|K{{ggYFy%KoZ|;BsddzNlKI zDH=dPg)Y*u{HN6QF)zApvWpy#YKf8O9r-$G+t&v+r*fOt3c`lKttJ#0qLl{~?^oO3 ze;CfnPTA5cFY+C2@CEOezMXoa#dh6?{KS!G3?@t07r*N z7H{+?#*o}(aBVFl@Z&@$pYzEMa$rlamWYl)a$EmZ0NH7GN10TYephz(9Vu^mv2@_^rY`*R2)1cBAxh`jY59Z zDAo14*@%yQYqWG2^oJ^ta90E3RT_CcQag;7vm%_iFH<+%$|&{RUPAXVV&rs-1-LYe z_NR#JD0P+m8@|T5y~I+hTDzhK?}fl@^Ud@b;c;`coRcnL1|NgN<=k%rJS^n6_uf1HbnUB_PD(=YW z$)``^)LSfY9axLU1V%kzx`F@yd-CAlvt8*3#QmuAtv)&6$kdx#`D#0-KH4);7S;B#!06?`D46 z+}Pq!UU=>bgU4PNl%9PC0H9&v)wgEvWa`z9=<5DuU*P@(qXQ8okOx?6OxN2gK!OeW78ay}dP;oPo# zD^q+}Kd9Ixo1XyAgEXbI_doLMyZFYP?H!RfSk(V*ese(w`p~*e6TJnJdo=xm#WYLL zYNCnwUza!^?EZ;E$1SZ@9BOnUxiGA!{^q3GsN0WWJ&lDjaAr4h{Th9;sWHpVA^w0~ zZF|}Tntb94j6&Md?9a^qeq>$OY5wdQe=pC>k^FjjnI^R)@>Yen-MK=vAS$Dlx$B0{ zfSX&LDHQYhCC`9U!rVX1-$irte+05Two7XvMO;(%BvBvsd`q3C-60EE{J7I55o-9I zTenZ%o_r3rFz!-hs~w+rjp4v=yZPd3oULmyNW*xDpg{p?;cN?VB>f|PAF17m1W5-W zb|8|{H#wY-%4GJP@jDfnjQrGqK%1GA428`FL>2B^!f_9>@ zJE|iOlDL=2EkDePmu4Nb-t~T?zr4on2ltX!E3`IF95I*Fi2963_V!XuR#k1@PYO1( zQM=y3HTX=pUzk>N}GlkRpRk4Mf5)dP< zsWm_0b$|P{(Hvl{UXCJdS933zR?P3<)}J=P9$B23&{KZukL9HjR6d^8#nxaNoRK{3 z@dJw^Q_-GleL!hWZKcv^jz3x9>b_^^AE`{FIN7+z&9aBInA|FEq57XOwu(_KzX$B8 zk@OaO-O&;^aVGwuEYG~P%uu!X?BqssgMp?(t5@lt!aw=E9-^k3XxCDOq9%Z>Ej+>n zq*buLFJlt2b9mhQ@02*_1~8@Avk>Ms2aOp3F!i?DxBm4`&z*_B&5T zOwCAZhyAKUPEKnV-HnEw_#SuaUBg5wjN69=b-tG471j7Sz-klfRK?tTK!ov z1XhRn;n+igciMP5^s9Grx+Ojybht(|fB%Thm#rql(rz94sQpCU`2wwS{jt$0v}=5N z#CPM{qYV+*m>g@l@DK3+k7fLt1dtop3^(>GvS# zv+Gs7e|~2>o>e`zJ?yr2dS@|nM#t#|2ZG7IIMY9}5;eD(*b+Ad@4F5+gUewOt*cVy zn4i-AFMr^2PxmSeF&z`aVsLQfT1qOdi#vZ;n)tD$&RgpQG129q4_xNi89G9v3ugrg z-br}(^_>-m4WjlyZv`E$5aRQD2JfcR`)(Kf^02QrOt?}ThvSEJT;`U^{Cd{zRjpoi zCS&IAaQ8AiC=5=YUT@HGkIqyPj|{Eycmgn#YKm zl`9aRBiz|)Cus{LO}Rlf`{R0_>ecP9?Vn0@r=n?(ZJuC#w;6xUGT`640H@%;uSX~A z+J8^IEg1Pu$u_LhPX8uCLsWCE>QxN!OB4O^KXF$)6_71Icac`zT(rnlqwX3#(02OQMq+9++d1D=&B8>Mkq) zNHOL&e+z)Pv#Mav5|EPddsi~nYvf|DTZJ7uPkd&${_F8Adk(|Ep!#bV)#fhQ{~dF$ z_uok6f%RRR6$((rHYc;W-&h=ev$@J?$+KG~@-yLhFi`mLfcGe*yc028?z{3YH3+=5 z9|yf+_YYaO#=m`~lNakuutdkt4Y$CSF2(WVW3IN$f7hiTz->8Hol)SukoqZ*sIO+= zGEC%5^#Ed(twqR85&R#8!*{P=_(BI8w#`Md;^F!1weTwaV5YxVn59uh`-iFWxK1u8 zj!t3Q7BSg&KAY?sbrvs*bK(0wn#&@bs(kgzmZtY<`oI9HrWL8;v_BPC-3Mn$-hdZ#q-(4DdIU1I_WkO%)hV|B^t z&1J3N;d&iAgL_VH2jO=-k2><6pf|lNtoX0hhn2$J9^6X0-g_a^ZP0JnMrN-WpnJ)UKkRKI&-!2gwivnCv7jVsd5j^OaMd08 zt?kn;9@a2k?1QLfZD{{tOa|sZRU#VV|GAVpl=1#Q@6N7 zQT(j#a^K+KnRaQB*Bh_so1FZ|yzk4x-KYi$-jA`)@Wbqk3&K~PcRR>`U^hgBf22j$ zxn(%T=2a073I02BqUAQHHDzaYCg3DO>ZJmujz4Lz3fsNq-zyf_-||SE(MC~$E-!y~ z)deVMH%|3$#x={fHZM5T@Vc0|k3BuPA`AR;&)1ger_8in*hOxRED$Gy?F1%RxDiY@ zF?w$^0;j&M(r1LVPKFeHx@0adt*X2Iy>KMyyUy>+K1UX=<$`SM8W7H`ib%l zYOPC$A9~!)a*rAX!O;sy6fGuU8VSDi`}aK$my?7AKoyiB66aqZ7(plv(FiA zS8BTgyZ0`&_%$m25%(^If5c7;&!tAMcnVr$W=A!R!Q{O+_QT!uOxU-ZH{Z!n8r-+&oOdAtG}&-s{VOl_ z)oDWBw)Nj7M3dOW#NAE}pPe-@sqj4Y|`2Yx)Emqu!GA4_dyi8}$W+UGc z;+*ES)O{&GWhW;cZJAG0I|0MV)Ka^siZhg|NT+&>MixF0t*EdQRz=mRo8SZLT^|tY zR_ZBP-4_$UR=q4Mk)hQIoCi)Ve%)c3UKfNMylPa8?T02GMwu~p9n2U5NboJTS4ms^06>lCLoDl}Qmmy}lDQbs#o9(J&f z8nfPfbG)f%rvf6%Um!@+t`fb?uq!YkF5hr*XAAF4hk0-?dJcEP$3fy6QYY#oTj>eqcjPb5zf)m@r{FAK`-4&S zSyrCe@zlCFl|6N{sU-jN#%Po%LJ;{MO@=E<=Hcr}^meI{85VoJ^L_Axq+2V3UbnB` zZCbtjMqB1AOjj*)0mt)ie?@sDG+d4pD0jvFwqIbLN4 zL<&2HblbWSgIay(!~Aa*zdk8@?iSY{h0-T8|D43? zY^D6DF&^FaBI$qc)A88w52haI)O_0R7e3Wyf>wvZw$w;Ty40T1PFDxo?9sNvO$*8K z{OFfI)mP=qXwhj7Qd>Goz*~;ipEG;Je~Xu89550qA!T5$=Skmk7ya(H#3 zz)ZuVI_VXi+2qM|zEyrd%XQ?V)1_gm{TY5JY}G?AA7k=aK`4oM{{H%tR^-}m9ortS zR`u@-Jm|jwVS&;P9gMDJq2l9kVy&PiKyW1G*B%r=?%0HP9~s)nkWl|FqS?uE-RaR% z*jR+@)s?G&cDOidR11cvoHqbH8|IsnA{tNG{FBP0&+OP#5Br9${oFVGd%cUTh!|L1 zr7&CLga{c?_@OOWoBL`vtiSyqnX3+3Gcccg`ZC5*&o7XadW;|yfCjfTe^6vah{BSe zTn-ES_{`g@#6Uu^z}Ih|ab;IJ);rAZErF=Yb)wM1+EwqJ17<^s1m67NIV&g2J{f$2 z{q%4LOyPFtEVAzu!aBb$M5#~rIiuO7TToCMr%^oZ?&mPLm1c!BcOMV$?Z%<;ynKt% z1=7vbyO~r}61g;I0{*i3^J+|#i+QnqsCh$sB$sQj z@K=rXl(V?fm}maee_(TGr-qbO%j4D4!%@*Dt}SV$+aa@ONruoXj$g|myBRi~`SwR> zerJEc4{Cha`*h&)Ub}KmN(J24MP*%G&Pqh~9@Nj*816Lt!gn>j(Z|#~W{twoazPVj z6PnO$o!h2sO`qoZR={mSe_yCYL`74wQ~NhpN&N)}_z#y?^+* zKliKk+nc}5@WCEiy<>zUys1?>VXd-7Bl)C6Ny)4L`hc$I?VTKXi{QYmRfsg-N;9=E zAm<~ryR@f=LVAXQ9ubGUdM)f;!|!JJzEPiBM?p(%_nKqg$zl;sQy*4?@$fM!7TWn! z!c2OJS;+^1;1-?vjx=mVQpIY(5JM| z+*+yr$!yBfFa; z0LpIf*T^k9-DW$z&&t&ot310*r~B`#hz!2@!elYuv>T3I$gJRR-M1Anr{x)9=DGu{0* zzs%Q%t~;sRrB{=q(VyGhH`f_A-OG_fBWs#_zsc2pw+>kKi>Jm##l8<%_< zbtjK-PqZAxZedGw`kXD4$KS^$hAvFzt<@&b6zOrPx#gNJE&d=LCr$p^ej0c2d(Nq? zf=#PBEtmFRA(H2qR}VKO7#63TMKAx%mG48PI4Ll7$9{J{d}rkb$>wzEdL(tZyl|V= zX{!&zJr3eubig2m>ksFZ%P7XHm%`9PGo{ihFes~y@+7C9GT?5%%?5j_!6FTpXP}&Y zKR3VW%cMq|YFn)G`J4WN?VW;l1JEU17E=;l-62tAV?6)`6C2LF;uM9-^=P`U1lCo} zpAZ;a{9WWF$PF%ic5YqW9E&XF(lKC16Ao6WJ@^ReKkcPcpfzYLF3mK5g^uX8{+M=u z=XbY~z2J@Y*dfWIZ|>7N&_41lGts1g8vb#99&P061f2H$j1-qRRRq06?TQ>6((k%Y zeCQ~5r~B#S(vt?OAnNUNlQOwPjVk#n)hZ1+FuG5D0b3MoCzXD50}OxUNiZQe$!b^6 zeKgoi@iA*K->iP?Yn2lh^f!+JPWh1$uN(a!nltAp&lJkocS#Cl9nD|;;>-bS+;pCx zrwg%d9&%TnG>*^9L<>Jnk1Q7)wdr%s9W!k!gS$r^%YJ^4ut;uhwvNEyf4Y^OY7}iY zO;#-UjfKVg(a&NzUut)ca3HF`wypZ2e|a4$hE)WPCZrmArw-qoMZ1CQl|$T1Mz5}| zb`Ol%TFPF8Qzl)NHQR`34<6iq{)oq2+V(G81`XGZ*D{q()WwwbtN-%gD|qL|<*4`B zmcJ_}Mt@>_Zrz9D{VCF*7PdU+;TG&1AP~Eq-hpIgmz9j%%ts;d+UQqAm}1*5`LwNe;WCuC=IwT0~$$C3=P}pwI(g3kuf3VMgCZ( z=Rx=2bOda@xYno3CHFi(l6XMMMtdI0kInqHKlz2}r#tJ_mxIAquMZzvBm@dh+UwVw zED@%kD>|M;Spy?#6V@TLY}ObHt;7W^-Nq-x=(L;joy^f1rja8 zXi@1#D_$Q)k$ML58@_B0{nqAv68)wM^n-6(I7xVIz8;MhzIt9Rmru$3c1IQMl1$nG zv+0d@%I7aI9$_x0<2!oN>QP*E+aFH@`Z%%PC3REKORsgk8(_;@E-aw+2BlAL`R0B! zFoZ=bJXX5fWmnXK+t$Y4KO0$+!bF&xig?BPMky6)%{|muS)Cb&Zyo5k-gPIV3Q541 z+#j6=!b+F|rsX%rZuwR3yjgd1QkkREM!fva-UFr8h%v2qyXV-MV({jZqua0wYRp`5 zQ>SWrog@R|!2&`As9jv{9N9QVLaaJt_JwIUyL~ins-(7IU%;lidu2AgPf{_1W+b-M z8nt@;5&4y^H|a81XF3-N=6nrjte&USD>&C7c%yU#q0OD%TW9ke!`^%wti)FgqNSyM z8dn!_@~MS4V)wUo)6H#fTt*pw6#f94yy`}r0-ncP*zK~7cxER`AinrWdVcr-vPZg1{Ee=zu&=)6Q}Q)s;U4%VAj+6RA6B2 zDo0`=G@fgh;f<5LwN>g>>?#MM!Av%g4LKWf5EBlS;Hb$3em4(^wkCb_V= z`j{n$xup3nQHvnHYlTs6`1b)c@%?um9mTapSLpLS3g4S;Umt7yZ2nW-zqD(u2UDjh zc8=B1fb8kBPB|4J+0O@hyCOf1lD*lEc_SsO1+Lggo)zaZd6cqZdQBR8he2C2W5W2bDaFj!hBZa3Evw{gIq99`Fqh$Zi7?m-dfb-EDZ38T>R8SM9@BGQkVy{GTXC!TZ@^e0P9eKWOmLJ) z2LMaN4bwXmRDHT%l@8%bjt>MJwxJk8fOX_^5?-s(PBuMorhpz?Sal}5w$D$G%ZpcK zny#{djf;NHTIgJR0QR;U?eK!mEsR0*@>TL0W68jOnnZ{YXCk!5*?d|1ZNR;kIk9&T zOsmgM@3-941XE5J0mMJ)QIjcb}ylm<{{#XP8SB`Zy-5q&S7{}Y&<6^?U50 z&AeIcHae%u!TKBh&2!z0u@?$G@tNM;>c0-6FDBp*~x-U$q8e){^*=7-{y6`TVFP{`3xUVg6jT?sO|Qg$M4T- z-2GLQ@H((1n~md3`_}E5&e;f|*uarAaGk+!jq`%m1Ly-#EUaD=-i*`C)rEMvpyM+>EzO4*Ag}=(sShYJQyb z;GX_%rD2P}*NXF_hAelNf5%T@lU;Y6m)3SGE#`2v-a`JgQFD*)`lyMLgEPpZ>hBZu zDldVZ`7k*EEAv?mNt%mH)>iBIn3d{(*reXCgZdj^7MkM-e!v3yw`a=ZK|9m-5%cGj zasy&S7|rYoXPo(5vu^S&nqp(@vD+Nqm#UlxAA2dGo(y7NeJ*0vo3|{ykaPEy&6^s{ zmpO&|9Ex95^Eb?HGoSTJV2;uXPhPV@aG1{(7LD8eD2wNsRxXx{XL+_AS-H^YXhhg< zW$(K;cjR2xskF8VLX)rGm&(-5YB6CQG2d+E|E5ET(I}W@$CKW8nsp;i> ze8-Dv9JSjeeqGKRMc{terrs8pZcL8beZHMJk^`njX|QQT>HC#+^VG4rmpLAk_@!qEKKq=6_yl}rs z`przGyHo|Y?8R#DoZC+3MfUqZj-M4$5%#`1w#O*;=(c4&be`2xBpfeY>~lf8{t7rG z#9TB|0CjnS9jFfBGcQe>zvq~E*Bj?+4R^VNzU~l z-0o%C5hwA!gQ>sV6D|4Y@U&_oomc>P_tmv9HV-(7Ajr({rpaQC7{xr z(D|R|cQd>A%&(?^K;IVW^!)riFSO{drW+iVQFwAb;*s#HkL**f_APRp(#z+Nl3Wcs z;E+xq_x@wAz93je#x&r%n})xu{VMc9PNdhPeH&EU@CEwY#n=yPuD-w4bwozfaPaLH zH(AmCleV_dfB;ptN0M>7leqJ$>OCgrmnP^U%>a%VyBY!7NI-%W}PFuOtam71yc0&jBw3YfgYg5<*dJ2+BwX9 z#I8wPsJb;}3zG?Z?Hr)F!}a~rX6$*N=FaMs3R%zU6uV=-f@EA&uXXu!e%Z?OcFdou z5jF3in?UW@m(@&YwL3e~?nm9bbXgyaS~L--Xtna0lh^ zp9HvOc50RD)5Y)++#MYD+5%>*aye>NpWGALs&DO}5mamEb)>y^V=h}51lEpW{^vo4^4Rk*#TjuMkGp%P!!l1EFQB&mNnFDseKQNog z(>?&Cr3koOXuSh^!MX^1U+wRn7P)BXMMBk-Ajjg zOWK>5p!T)dAlF^CHptaxoZ|+lZ;;wkkHKvgmbd5R!&M9dCUm`;7#w1ew5a~#*#8Pe zR37qt13caTz!t)_VEuVsL2FMR3EawZeYL8%>JpCzjsCp3xg@%M3UV6c(~FY@oL=(= zdb&7`?}|TV6LCnasHVl-5~GleQr%Y zwHKiK3Abx0w@T}cEdyERw>@y0A_2aX0n2VPKOC`;paz$cxi2+3jfGBXM!!=)*vfea zrKAoWDET3!5EgpUF6i~9__b~+-=h4Pa$mKz&V{Lf30SH8Aa_%eyy_ccD`n9OFR!Pn z)Jy$GrF<%;7b62Ph%yYx@>)yxM*@A_Dt$zp4SORWcJ=qsyp=!wW!+8zzpV;OBLLE6 z`?k_2$|4LG-^LNmn1+0CY>BK+Pr#$szPbd&u5NEURt++$JV1uL?xp7M{b{}1bRgWF zNl)~(tj^CMS<`P%>O+8zT39PZK~&8rbSNkPC0MJS&d)#q$=+)9ymp=fpD455hNE!~%7P2AFMZ$K<5_vJkgV-|`&8~#p6&|Gtx>5Zk9gj! zIgWMB%$lzP@h5Eq)B0wvnu}e&-8+vv2iNO#ip?k6#^-2HFN0TG8#ovLb4F21dgHs# z$V0%sUiPT9H1pGDXZrYQJKD%7J4 zw4KE}G%G{*GtONdjmsaxV+Wk=cAP$(n0|gP1x?NkmLQ(FIj?Wr!$0_{P^nGx@*?r< zd9G|uKIx@9Ue=l{CrJ?<{$|(R<}B5)64<*N*Lks+!9pDz78SjVhIh!_^?*gwWc&0R zn8M#u$A0`xx%|oyIkCgdpc03_SC2O#wx{Z3r!cv{KKf{j6jH}Z&mS=_+>eP{y>qP0 zq7IXILC>#f{1(CM3Yv@OQSfVr)i_=8jd09n<>b|T!#_^v6}{2<;pVc`ZC2(zBlkOP zBX76Mm)zh`x}BteW*P7-f%KSlJhRvz6YGc0Upj;fUB2SyHX@K~9Ld&8QyGY;{vxaP z0RqeUjrDT_xKrm-y1Qo9WIKF~$4VD2EE%&RJ1cQn6KVpj6+el(nJUw{zG%%yl8Ssl zQ3RL=Z;V}*eNOK_bFV7ZKECg-f$|yRqu22;^FI@`kwYL?uEnSzZ@E=uenNSt1k-n? z_iUtxD~Ef-k|>vW_IF>3{Ua=5SBJ|MF+CTM?ENv#v0h$IQE~Qbh_Ye1=B>~Y^OQ!GdXnuXg{$S2$ULbK*evPP7_W`6@b zNrWr?qq4bT_0Aqbv>=)r$*oOUv6F{M$BAJ*4zV0~pXD|2`qG(GyXq0m?S~ija2ymy zPPG)|r)CXAB*a9nDzVliiCXFYo)m#JeEP8U*>>2zv|br+^_Bk<9w1EZmKA=mBoBWx z?>^!JAiKQzT6tIBe5phoTVT3(fN4g=iF!!g=u&Orsez2o;{^p71lH^+aYJnji#-<9 z>;pN8e0Q=fH){o!^ppsz`1({2Z?Ef(dgy-f*ko6^374WjLEYo*O5}!<_qI}1_Xy~* zZUF2c9!Wl`rJ0&o=y@Wap+~t*>d86H{!TSxU*}bbE?$d2wEbp+^WaH8M~`j%I$iMF zsGH1ypOM{ovVDyBXj;u~NFyX{SPcSLsWhsTBp}8cgLxhw^**C;J6&vp;8Al*v}v~c z>%k^%_NZ__qN@-R|9yf_fss82qFOd}JmwG>p&=LKiLca7tJtBY zqjwEwR`L0Q5zTH*!(@q`2(ca|>6bqB)kiXj)cUvf$9z7RLJG5CL@xNBg4Pyd$)Nh~ zhWX(42asfwJc3~GJtRX|+h733qbJ63;fb61pV(V>W@T8bY>~=u@$HJI@64j}Sh$}d z-+Ve-^M|giIY)hPXmromL~~#Gq-UJ!e*|}@_eE!(LZpRTjm^f}w#y08`wXCuvwesO z^34g7JAVS=h1%`Cbu*Z7CjWyJ2~{&0tG4W|u#ct$4Zxdi@xzsn%9kf$3E`z#Xxx5l zffx?k+3RBsyrEm8H#&P&sB(M74khOvnmA-L!}YY%+KbZ=!5{Ne_(m}Auht#wzZc1t zI@fCceFj!BjafOLQX1Fs2?l!ha_Q)Da+qpZuQyi}t!)2oIN-EdS(?B_~6LIJ6p@ z3r(2wrt_%VHQwcy)yc5w3rD)P81m-e&blhh#a7RKU>n5&9c^EQ-C8u-ocNH6P3b=S zovwrJ#3CNAbz&WR>GfwPmn(HdpUyQRxa)zvC-Btz42^7&zBSDErE5;|ZG z2C(??b$Pg~Lzbt4l3ek-{*0z1s~n1$_W7uRq(P#mDFEzcYTRJFFCUs4&y@feLC;sf5v=MbB}c9SmV6-Rt5v z(&|*(foi%pwa(6PC4Xs2*1YgQjK3JMaT_AS)9p~hle|ViO^l5pm zDTEyH+P;Jz_xZ!&oi<3k^FHS0fcpLOKK96X{Ea)}mO*mqX|qqr5R?6PZib9u$ugX8x1E+_WBKi{4^4Ro^{!iE_1^ zE*W`Fcbe^h<%{{%V^`i#8Q)W0e9n5xBG($M z)kY&UPeiBnHL8?UVM1aXRDRdW2bR+hzj>AkP zNpSZ~4rqvuADkoeo(`*ZyZsGBBp`Qm8I97*2D|*0&*ngB7PH^o9!VYY6B@-0Sl5%+ zqosWeRXJk2DMJ>{*K6EC4Arerc{@q-dQxSn)m70}=eiG9|2WG#e;$ihmD^D0ZG!t1 zKJ>Y)|2<#XM1nUIKXc2+YP^Zw({20qiDbl0a5%+{qD}wQSd4v)A0SDQ^+tX?2sdy9 zz^JG`hC!_rJ8Ct5oimXJ#ZQiJp+TeH)(xKbZ$mW{U-&G5XK|4Uc$5y*hnBNj1bcWW( z*_HR>_X(hKS*1NptDC_u!Md$nMPjJA>emUtI3W#C9jo7|D6tO?mO0?c1k%q2Jc)-_GGJ z{qD6K($%#XoIA_dwEUOVA)gnPtvLPdpYE14be<){7<6k2vMnFyG&_hyZcLHR{aHYc z71#O-^mZm3^v(1U?lkzVkfe2Uyz=vueG!7g3DOyOw2n^L?fLHg;6p&8lVW5?HgS`; zb9lT(NgW=BS^0D{hdZIBfe%%;I`eL`CAxq{+ofCOIonatJ=V*3>3rL8@d$`*IrgTi z#ZV@go-3ZGvsQ&LM@G<)-C_TN9gjaNn5VQEM;%iTp>t@C+w>*fcKkTtY`>Jja9rm2cLlT`ti)sXva(DIZ5We=O%pXRYYG?s5UHx@zxz8<2nPzE63=_#k~Y zXy>(0l`Z1N(O&*54`Nb<;+`J6bue9dh9WB;qcD=sz7l}$- zbLN*`^7YQz6Bd}cQd($N$^7T6UOwKB+RLS3-`pmHX1U0`O=tX9=$Gk2z+GP) z8uwyH0kG}xybp(YZT`u07OEE+fMt4wd*Up*!JUN^0=HYW^K1~WNtI^7VF8bj59z8 zp5>I&AI!0qvm?-L$W!hHg`nyI{o77oz)0Zt+0}nj=xx?3Ta%2xEz=mQVGz?4Z)Ziw z4Qrpc`R97uQKuvwhEtRjAHcbSi!x9!yAmV=$o;h!wZ`z|FSuDd*TztZ8W({kNli5V z0j9=$dp9XHP8%g)%lE@ySGvnTxzV5EQMj#H7O^a%Mx|1^Rjbr>yq*0OfN^?KOg8_Q zPT6+#hFatCa34z~r6wu}u{fZlq!JkM?T$wV#OjnS5)kA9qE z>LK)FN~d-GQdbLSJT}5=AyAnfx_0+O9$<@OIx(vidFS1hU|{HQ(>+YiUtVe2Twt}< z@2&q%n?GKf{pOz@?Khjy0tkig>-&D4Oia9qyHS#oiJ-^#6|VGeiA0Rqnnj zxlcwax1wGJOL^=LOi)`ZZKlRIoz&N>1zl*J-zQ#tYM)DI{AJIF3`fI%JdrXoN9o?} zcTt^_vWzN{$7sIzEw1hfK@)%k2K2{wF_d2d3?)+DJoS8&{G3Zqd zNg4r-yONWt{S(KSXNH?hrTQ#?hC0`51jamtER@w@*&w?=WVd>DGB~B*?UkA>XJ$>w zS4@X#TzO&G=t7%>ZWOYp?vjQ%P6SDgHf$A2W*+SpUbKibH z>v-4o0_NW=$>q%5OW(ts3me}9q>mxNFd>(daJ(fSqu$hvxzg4@eR8!0U#v&5RlF{% z@hEEj1dpy=>%~&3X+h1zf7{P{7O;e$^s2%3j}j3513M>PbSG{;9}2e|JK^0V^E z{4I2$Evul6ai(*fV+4yef@~ zEFi^o?r=*LdWc#mTc!`*#a0AmMs-$?joT>5IpULj)dWk(=>;s$NP@ zjv0)u$9w<1#{Z+}ycX1iqA2<;iUmbbEPx=WSZInOB3Q8l3Q`>ZKPRurLuMup+s)K+*Baf{D9Map}CP|7wnhs2?U0}y;kpFVYD*bmxG2pk!=ty) z2s>bH^_z3vtSMcqq{C~2XsN^3=rIv}S-e z%#@QUVOU^4ko}w5Ve;kb;`e^zJe7w>Yxu4=={tg;k9^~IB}+M=s3Zn-+6({I8?3-Dy}GaJaLI@_O_eewj`{O1m81=;t*6 zG)TJSj6XZ}bxF`XusP8(PpLK z?&39B_^1z)9U3~@IG^{*6Z*6#d17zQ-Io@f){SEE##3nic4^jkBW~5qiab48K0}04 z`*nL#7y?b?b06EzZq-M3`4(^U z{dU1mJ_C)f%Gmbq=AvV`@uSZ;R}?kQM8=X!7gn8}>>fZWf8HPWm(~hx7XO}FK|ges zbGSwkIUi=-s~Ni7AMKRR2A>m=ud7}AvMG=l{4hJtOJZsK zkQAnP*%0bzk_=|pTS4bmjj6UaRWH2ukK113ovRkV>vDC*(|A4i;B)wDW)Rdx<(=5+ zZJahn8{bXE@u%-@bAyTG=g=%<(ZkxS(12dPq3e?yhfvM-(3*GW2!Rltm5JJ$@6ozL z6AizTNkvb*`)*A;lra0>>)V7&NJi`Kl9kdjuC~wJ!5_~r+MV@&{l7_+;?Ko;S7wR5!HI{9E?C=2jp$$_`_DGEg)g_@(iOR- z!7~uh*=wQMqha#L_VsqwDL46_oW;UYcvh>~W6Kn>MPCkTdO(yai@Ja7R)POCS}px# zzZ1HqdU?_F`U(YhI(aVnzmbFhMfzO|>F%(CA9BHR*VwC%-lLbapEcrf1M;KG5Qg>D zbDii~UR5SruN$ml5#c9IIG^B$Cgrd%qn&ib<76^_JaKr?uH4HuzbxDW>te^zpzFNS ziBOysW_`en{H{9j$Sv(1DaM;C?HTTW{IHWRjZR6+ zz0c?gYR5@Z&O3oCfQ9+nMX)nBZg$q-yZ&HnX@BoU%jK6RYrtzcJjV4sT#1DUC#n3m zb-rn1>$cUZeenF?IF}lq9fCFKioTSDloE9{?}nSKI(haF({_YztL=9zI;U^tW^8D< z-_<|s+RU9aXmi(DsO*gR!-jSaCkAK1nBM$$T^m_-(?0p{ z*?67Qr#XYfGFV8a9K4zP2mJ+fUk?*}e0e7-dpoEw?mF4!#T*nwYPAZB*Di}d4sqMq z?@&d_*FArmh-N?GP8@O6_et@j@bx87kR@E7KmJRd=s}0e|10KDL9WLH@)A=`q$FD=^rap z)3WYsW?E^@0r$7Ds zcMPT(*nkh>I_}jHcv$!&McNuap;r5G$I%!a?8)*Pkpbj7upm%A;G|BGT^=NSSdIyL zTv`S2J~LoAD^}c@RX*;r8XFJ5;N3X^b2*+T&9c?ePO}mgYqj?u=jSM}PD%FKEAT0M9|~uC!P7A4kIDhluHUH;9cOZ)XT#@=HCWz=&p@lKCsPv8dtn{W8@(t9Kh=iv5!&%TT# zshpa>433p{X3yq-U+E}y!^#4~Gzef6o8O+R|Au`p6(I``40s`?to@yRT)L>yL&02b z)6d)n4D%&ev(4Mlc@hAv7?%g#8B_x@Bs7?a_}q>!0Ln9Izq>%`;Rc=?i)p=e@6O8< z5|4w@Y(s5B@HV)3;0s4IcTA4jz zYO^q|%iZQ{w2oms+eFZM%^$Emwy-IU-rcPB+f5`Mgb=%Thv0g@Zf1Z5Qj82AVORoUUPI(yrh9#ou%1XNQY0SYjRH5fRJXxnx&MQ1a_T zzRKKDn`G44SIR%U))S?Rd)j@`!B#r_o%NczHvhzWn062G;(^EyLQM%qnTpYZV_rR+sP|AU}H=Zo@GfD zd6p}Qg+-$=>~~&vr5OJpLHa#D#{7zC11ES~On>8{1|+7VimZF%L%p{B8I4?5aU-M1 z*q?khX4~};APYcq*yd)yiFhV1J;AO5k-yb`iB=ugI* zU#MpmE+vE7w_*G^Lr)D_uNKqXW6~*a3ST@~=8%`WsXN;ij6Ab?>_tyLUsI^oZgBl_ z+0#0W($amx7`wmuaD1!SZ=pbTh!pQGdbe(uIjij$%4Ex9w!QVaS<6^Wrs`$}?^w}0 zjXu3*n=?0Jcr?jVVcc(4;trO-loxz6C*GdJ>dQ1f@B^EEb?DNrRb5pN#+=nx`)b6}B3q{A}_^F6t`+d@Dbq zbMd~*T)7T~k;mce*dQ^;hpk@^-%kqV8+AMgUUuHLWLLUxBHX(*`(TM(o!X9u0$cgj zDiCmeDy%9N1T8PZd{Jy&41Nfi)CR8u8L-T{a)XOrt9btf0{HOC<6UOrF{v$dMH$)U zpV2XY!v~uUSzami)hnkjGj~5o)ShxM!N$HEfASzwH^UIVAsdf0NRJU*rXb{O!Y>50 zdw=JywX5p52d#YKzlU-Cw?qJ}y14%hHr(uaK6B(fc{gAZ_+-ctkCx`BMJB zF7s)aFSmT4U|Oi0eD}x6>~cz>1BCv$P5e`&zDt|am&Al1iZER|Su*QHwcD356+zsQ z@d2h){G>RzK+FIc*?W zNQ{wPsDMA;ky`#N4&Q1*z~z%$r)>HA9#x%hv=Vx>HoJBZ?pt5(&>G&XJpRwA2#Wj>OhI=;M=Ot) z^=r%rN+bV%m@lcQuiyVX)*PK@YAQF`6X!&W${(_tKCFmK zM$tDz10#wa#k+c}I{9MQ>AyOLJWUz?97)ttW2#8YIf0L*zvUBaS_q#UEOaBSY!FP@ktFUcxTihWJK8N@hnI|eS zjZ`0WuLwT1q0}*-Io@JPC;|M3i~LO3yJ&F*yir@EI{|1V_@ z_uZiBA+JTXrlQ)R=MDSeYVECK3sV7#v6xyVN2eC-f6~vr< zh>%M0qQ(9cYEh)Q+t6mM=noQcSKyB=zmbgEd$+kPM_I3_nH6kZq~inv)BW3^ zE+?H0EiOsdeWdZJK9{buVGDJ5T(hi?*)A;bCJ4NL)7U$2kK9Io>#e}6vDLh2e39Ff zV>9bOZ=V%f#Z2?kVaIJ2h0Vp_`slrK((WbNKlyefzo$NLR&uH(#L;gJ=k+=EW4hePwLvu^UGnP#Qh9m)9bh4Qd|hPB-z%W@*xN5|Teqa* z)M18vO$+K|ENtE=<|?T!<|6nr#YNo%RmARtp09s4+PfKabIe<>vW>!E0;`0;RlnU} zOC3tK)u>IIy&O#y$)BcszB?&?HOcPZ-pXNY9+d5~Z;37zy$gJF@`~gp+D-Ggn(y8_ z=J{v8xgk>FHcNlpv4wK$wfbzo5HoaH*|Oe;+fmJbW^tr5RDaZ0lxWO^&Pc2n`a`es z#y96E&+JgXoya$6|U*9r|XC1qn>_WjCHI#MW=tO zi4Pkc4(H=hdFp zJ03>l8sSgd@ATZjygU-6)Y>K>KFG;0zzqE?g7`LO%&2uFr`ONvE5U9MsrVcAEm^CN zIG9;}u0~Cje*5jT}7{>7u7!&lQ3B=Uihbk zq~533DVLnO2eur7$?SFUUBAy?nA&D|nVU)Jd8{n7)t5w#=0s|->&|F)IMo`alvQeU zEj1P-s=G#QMEGa zk{Kj+bGsI~UKgLTr&naz&6U!f@`~Q+U(~fEM%f3CmCC{qLIDx`z;~K{v9=pAzc44A z;ym=2AKKvS);H#BO00|9&qBZ99mHz?RrKm$Ybzhg8lN9{h6|_Kk-+OCuS;!C?y^3q z`rej1{PH!te(f8O*X549=jvi|dTFb14;@ap>DYeN=__?)gD!ca`v>A^6VmllD=f`` ztB)4U$f_{oR8@?=jo^CylTt)coi-R zug4aH6-R|S=cH`%xcu>QAsqJyn;5>1dwUx68>## z4VUztW;jUQ-@?3}k4*$ zTV*h1Q*BlD)KC$@Wd9keB#O2mmxi4>qOm?F7(r^ly5~ds}l{vr0Bi?zA&3>A(UV>8`Of zif#IHuJyRK4_*E1D%U=w*-kVPbKdcR-&B9g`vToL{p#}ev&uy$L@dQ!A;d_(%j_E+ z(bD&0{CJqfnOrssFy#d>xYwS*MZBo@wCQbBmeBdORGM1Y-eP&)UW7Ls zfE;Lm8dsp z*#P4lWGC~p+%Ppw?A-2NDr{jJ+>-S4_-q2aEtfW~r&TnnY^mE~`5m!xr0_@l0te1R zfVG(ZI&$R6gi%M9x%M)_;EUEv7eY>bPhZ})*T#85_is+~uWWe@Rp~r`>+qIaeO6ZR zlw|1|Y^(m}ORq6&^^5vLk$lDr89Xqp7(E*1CC9AghZ^<4AM7r*eC|3d_HrtdKaoU5 zzKr};fdqRv^u#XoWlH8Ts2?`3bA#=4)+Gj;UGhR{Zc87tGyF~4OS-sJHeT-(Ga(3U zOBvs4+=ON&>YYN)65eEO__tj1S&RDnTUB3tuCTrwtFMaFP86bJanlk?K+-XMPuR^| z59+wW+1ohpTa;NkQIp$^_-nh%)nOnEGI0?Fz(SsK5pw?9h|S({7X6j=Jk^`L?cYS# zM#2v@yoRdf@6t;rr0jK@LB9LJy2+T{HsIcqz2>?#WV=1j_coA}9d({&QVyPWY^Lo$ zB1cuFsURvHiS-7z+U!#}vbegO=ChmiXNvpy0y?O90h=NcdH_=S(<81J+Wsjo5w`Fj zHcH;}lsJ9*+xfUnMFq!|sC|N*i~dVGhALKj>)K8quHU+-$FztKi#h8Hi@RfOs}3g` zi_MFVW@`f#Hk9hUJmM1GJ?rbc8^E9y0dBLmC|2DMcW#yW3ztgyLum`MIjwyvnYlV?V!{oxOOlOJU#4O~Ul?@jfis zU(FHQbMOJ|>XPNO*Y9rd&BNG&k;hw13hBsy&L{P6K1PD}0MRzR(U*t-TWYWAqs|2mm^*gq#lWmcRHv-Rm-d-g23)Vn|# zWVJt8HVlST<1-cR)$6A(FN6}f>quhZTZeVGlxxuANNeX#Qw)>`bzPpcRt}p@+S7su zWsO6gm1hhz&&K65EDo_h&c(GiH(RGa?QIx%wrMAi-gso-@e#RR3&GZde39pUi@|Jr zIbJaRVq`xI$M@3vP_Y}ww7mH*Ux%E}Uw6?s(IhOt=NDj4mnKOg*Vj*kGh}$r8;#y5 z?0q97>rWXcrfM65KQPd_e?4c4`ADYJ5;WGo;uECevsrI_csc`TVeo{YD39|V3u@zC zjqDF4o*S84?2dSoY1Ijk-()@F)fbY`i`8@T`COmGbMdyeh;tVEz&pW8m&oduz>ZRW zM6*}0L++*bwc@J_r)9_=%#t?^m*k^Xl(ILbKv-^dvG??03p@bKc7MUR^ zptfz}d`OqC+h;KCgp~un7jAyH*@%FK8xj3RbHByJ`AO_K14d(LBHw|e}lC~T}`t0no9$( zIE32`Mmj&z$u?4PxAGrOkV=cI{kgbKw{(xXrQ-2+4UH!gNw>?rx9wH`6x}G+h9$(> zK>VpR{p(@gWiSM<*rGbn!~*ZT$D(!(zXf?|nWz4+lNjUW`}9q>!^^AXO@0*JeJQBh zbWL1w-^;*Q(8JMQ$3e#XM_nqG%5?uae~9SN=Ln%zlk&EG$&(*%XWVi9IV6igi}lh! zM=4-u8#vK z!6tfc>?yduRq{~s{Y%4{_h8msj@;K>F@X1d+a!KE#B|pQ_~EE1 zs&)417i;XnlyIzkCwqSMsD|inI==7U&p(%vpK`0N8csIOtV(_lJl|wpnj#AJ_kld! zUOIN>vyW1(i@0TeW)c3wgPh>Vqzf>n_q@&=m^Iy!X

Cra| zTBp^&bf6uv!gJq#oQ5a<0A0ITdIg593ERYn9dRFpgu4VAuw*)>C-pm%7R&QC6@1Pv zw%oC#`>JHf2Ee;Mt`6G7vGEgz(7fRMO?eV+r$dlPWuyD+bcj7Doc7yVj_j`=#QFGp zR=Qu1pK)j$B~cw53WM48v)VzV!_k*ajS5jR+$lzip;$R ztT+1L*VSH7(*oOBj&yu?>wMS(Q&{#cld%AAjpiU>ki(y|0RGo@-W<+~uFX4^`Mo*o zS-Rc`2N3azls-}!tw^tgx+FfGEx;r4QO@BhYdZqL+g+1NpXp>ZfyzY>v$fUluJi)8 z|L5Ai%j>tpMQ$L6aNWFDj?(w*Wb*g^-zHALP4~{(<(kmG-&`(?quq*CdW?kqeReoeL z`D-h&1xYF|7G~RXqFw9#Q|FivEP%v)>5Co5Zd3bG?cZ>rnuS_kJH3SSD=m1mESKeb zCoo1J{ctwEo^^B{3)C}zI2|`kJ)b@&FY~PJij(LJd71ZVUrJ{xn3Ck%xoq)EE2fY6 z`*ustV{P(h^;N>;Z+feUlppP2d$X=A6c1kd0yxH3?6t>)|KUOE$Qi&h5ZQ;9mi0%I{>x{F=+g&M51eRfK3zp*HAeYNpd zB{t<-cY)cJ#xrvp@?kV6PwRUdW|z+2O7BwW-`kYe(0UwOLM9I?mqpFa+3Msb*Y5h@ znY2vZ?Fem_fRKNwMDnV-&~klZh{etBvwpF-{v-zgSb{GAf`*7&!JFCa>m0Q%u-G$(qt(3f!Y=_)^osUv$2N++HToDK z&Q&7(KW-P7@=?l3i8~{u$HaeF8(vJ3^Y&BV>L~T;hBGuxx(|I5+big&Rj+sZ3p3(! zM<<8>@!QL@`cqu3GqP^cL*bbBhH0-zSlF|`EYT0Hg=4FW@NXomVQ-$ zZk7Z>yTG5Xls&QC%mF&WbIXsdJN?+b-)j^%A8dynnqTA!)`d#R`?K9~uVom1SJ!(V z9FXmncq-(*%OmR zOKc^uUBInodD@2i#9UmYbHA35_6TChHC>*r_PPG6__rEv`?+!B3-6dtLkk`U7#+19dsVo0Nn(pkHR^!0_{ER- zqPy-)EDw7lc9dQYi~D2Hb!8#8@6Y5N!c&y|HI{`<<+m;UXeKK5LM3X3b~?((%7sJ& zss;V%kF+06b7h(l`n^KsQQXPxTxLuUM^rub3NuCBK3mt!xmKux`<7v{R_YHb0{B~U z_-s;G(EOJ^n$5*hmTo7J7EOpzHT!U4o*oSq_}MqJoxJ`~j~X7VIY599Y6u?m&K``< z$h-Fg^3-?xSP5CPQj&O&%9pU6%K+YrX_mrYsP-&55a5of1QRcVf8s)evbWV zzHr-Lg7384^LjT^b8C;`;uW6Dxu%rjn`+eie6_)G{`dcKa2hGv+OE1<_tSG~dT;J8 z;=dqh1U?Mxb<@g>Ok;E7N7;51mF~~9QmOMmz?NZO)Lj+Iq1#42BXq{zCYDVJZFN)xg9Z)v-dSN@896MN9x<- z-_WnzRZ(z)n>wCemFBQvwZN$8ckxkIhnp9MiDq+q*t;5k&Auj`QtS z3Ar7KvpYVK!wddrjf$N{9jPADQp3j1RvRj!n*;b3U(j0I-xf2OJ=={@>LLE4Q}XXe z_Iw^}BUta(rnPZIC1S-lH zt*KOg=mT)Ivboe-MQR!sD{#@9E1b!o-Oi@+`F59glJn~LYOow`&R0S|=5zYg+Uywi z!W6sp*#WDMyG>aNloKA!Mk?vCWQ%Wz9dWNuufu!&`QxP#=*QCbtR9xL#(UXSz@uu0 zSyByNCM_OVC)XtgZK2UEaRXSJQq-eTc+AIot^dipsg^LUY-1cN@{7|K>viqx9p}wf zv_SolGn*H`r&XK?`LHiWooGc)#`oFraDvdUW)AE94t5|}Vh2^)YrpdeF&{q0UC6V8 zKe=gl%rpDv>sizT3Ov%=K`k33#%?El&?O2yak&@5Po4%{Jx*rH*@?!}TQug4u77Y{ zZRh#}oBZUWlGGOvsoEP)6e#=p+jlhl-nc{cZxny5iaeOFKIh#1RZomn{_}p4D+j^& z&vQJ!$yhFWM_NvE6SY0n4f=F^BtCQJe}-A^-kNd*x8$TB){rrs1u84N3PD^DXQ6N@ zFHN)@JR~pcjTjc9Dh#7#>h+e(lns}8&$Jsn)ot#xz+(>Tr@5PF5?B9h^SRiPi?b@P z=%%Y}_eUk#Du>0Q#PdDI>0JlH`dmhKi-Xz86^k9>Aptv))%J&n+-F9*KA>p?HeOR~ zUT5xDF~Ket($A55`%QA)%Bh$ba!Nn(D z`{0K%Nb1>S5B%g^5?TsV2n6MX`WE+nw?03}^;M01L4j__Gvu0`s&W5xo4Na^@@-=J zV;3@wMS>7eF&CTp-d|GP6VvlOTq4umTANO9&#pe)GNdshN5#~^*;X!X?bqhamUWaB zXQk(Zo+-7Kwy)L>Y9(velH0E^+f3rYdbMuR=~|QO65=D4094odVu<$E`+a+B-CFFe z)D>}Uop;uwky%H+826O!3x>aN3+2^nbnk9-Ifug*1TD5C>Iz9|^uPZKNoj_2)jtUT zYfgCI1 zx1BT~c`V%b;RiIrBE7dTDT@!uy$JIe7U1FFo!2y3$6$^Sv{%4z?cKBaHDc2qN{==3H@SEz&?QF0V-f z*T6o^jDMV!aicY@G)m^)_ejFJD0V=6T^xl|Lr?<{w1bi}pNP79Pj-tE(Mv z*XGZ6&4W6P5Lxw-&u+(|6XhJJYT~s;eON+WH&fSqYaavY^#@oP7qOJ_A7fhf z4TcJ%eASDxS8n`=(Lp3Hez|}ded3&&q)!r6Z zhtc16Ec8eJ**Cw#cScyrw6>Z~2+FR9%#i2nM>3}`cpx&(s(3}UAEZ34|84&&jm4X8 z;iZc%Ej{&JF!)vXOQBgvP=YckJXUvUCm+}Z1^|ITferq*sFWYd-^;=MYOUVX;5uFV zJ-_lT$+(r+zAi9$(`<$1gJRp2{Y*-qlE&oG5l*zj7AZ{dHBVKUR)zbztItw=1%*d( z(dq+5WblNd;`xF*ntBw97v@Xq-k*xM(yQVaN%Z-c)U4YxN%*lV9k7P3dPfsbvww!xlG=N!+Z!$0M;1q*E40)A?o&GS+thO z^_VMl?Q^G*cMIbrkp6~*m|bci6(;bTp)(|*zfvx@e}+T5bui)^bxgsgvz>pU-Pk+- z=B9TG2QvdJ(ggG}vfZk)O!t4(G2cAdZ5F+ZHlJUHd>+M`{wpq3q2Es-S)&tBO;C1= z@WVoi2fnpt0~=w*&4L~_iRY0M?5&|FO`M6`_^Lq1@C`aUsZk3X`fPU+)~Zp{AKlxSB?h} zAHZ3@z@qlxrW!YFH+!`g*WpLlRmn{rU9I$QokDL5cb+qPwlyDCz*W{^Thr#}QF8b! z*FL_}r>z^C0<$k~SO+jD~L z9PcKdgBZE=ySK%U#1^m;J9I)Wh(xwv2rGUPQ0P~9dLOHKkpWJ(1kM3Z&#e5%LvZGKhVB} zOj9N{P`>Psq;XRz>m~pJmOoji0sN4?R>G_ z(635eH4a*{V=cyGyJqfMj=xrtXDec!>*uutG5Fe_0{wt2xojD#JS*mQWmd3%ckXoy z?n%RVzG|`w5+i}LT0N|a4R0(@*1VM@05#@*p$6U3X59Y*icY*;>Xf7UWq#p9IpRV3 z^Sp8nr^6iCJRkN6owDz0ojkOQ$dkM+ z?kCs0awmW#K*nDMD_N-Gd>=*Gwp6P1yH1hAb=pyFK2E9!I`yqbJw8-z1{Ce%37%_Z z#XI|)JoJeL`c5;=#azl%S*~fw@9UWz&@a6T!b@#>`-PwPr&9ZB+gR^ByNQg8rzorv zke!dOmD6LJo1de=Yw;smIPX+%2|TCsFDH|i(HjVGn`Df4JHiWECd-eFj;oI;@D1|hMjV1O{PhH%vkCh6wKIWg)Q!YJyiTdH8YZned z*(odQ{3%-V<3Dm*xxAE?r2pJWflZv+rS!S8vVQVelovxAGC7BsD@PS$+YlcE>NvJe zi@jR3mk;}X$?pzEi{YxISOdl617tAMt>Itwmn*=9o`39LSGxFjnhn;3JihagPV4c7 z5;I3J?$V{q+m#tEC!g{hvZ~XlFsl{D0~buERa`%bqC6jSROYFQG?45+!qA(~iCjLe zpt3HG?x!Z~6$s4*1<>;2Jb7Z7r^!ohv|@7BoUR=}ll8afkw2oquS7mXs`q$^Mj$j% zoPIGXv6As6R|2|s|8w&)L0*e&x-b@T`R6qY(ieH%@Z1fII z$n<7$+FexH?l@qyZY8$6{nbZAXJQF-OJyU8`^Oya|J5^=R@{L53t)12;!tzMyZ{&1p3{a-J4p*CbnAswVUh7o;ELi zEn_qY8L(q|U2Z2yM3_q(Dr&c*-Z77jynO8qi0$Rbg8F!g_Sa8jS?9OhGbV$*v8v3? zzQC*0seyc^WU;t>&TCD-2!V?D9c*u8+$%p8m}A^_Kle2(=`|2*m)mqDG_Rv%*N<~o z1ZVTyK#B?@`&(H>PJOjvWrBM5m9M+a8z48%J+mH@YT;|pJa^NBr|K?9g0RCBkT^JV z%$JV`yL|R8Vcb}tdy|L&(tC(_1~%u``F2L`XU+rs$_rR^1*<~@>I5Ow!LbU@;kUJJ zZq33NKKVRZyij4`ELxbon=i9rfsE#ae=%?%d-zYWbxM&U7E{b?o<_u}ctw$JrGUKR z_79!)=wSLPS(>z2(@?7Wb`EW+nsiPYFyWoy*n}-ydG)nK-L1WThu-h=9(L88v+hrZ z$TS-UH%P0Z=oI~&#_Vu*RLn~KI69Rd8)n4&>uR*rxP{oCjieMK^zf)M9uB2X_@6lS z_}nP@DRLvg@!fCLrb#`o@%ibqN&S@(h2^w*;Y5Cd&7uhJVlMlLK9@IV;sNez(QVzi z23HasYDk1?!U}|ZjSb(nqYU&-T`cc&NuiD%i#!qX)z8Uw@87PVw+>>lqM>WT`y1b7^q8OF@Rz0t-3*{YnNlE&QTt}TJKzLR11H1tu}51r*HK` zXQcmK_c*h$eXl>P{CTpSgnB;3uytblM5ZKzo6w{N_iD4)lv`;3-Nh1Y+OD-?>OK1u zimGZ%HGkG*P-M`IkGJ!R%~pd#XI+4At@l#tSjjo^qxx(1^B3+(+`^l1u1J@$R+<>o zzuv38xh|Oqdsc{YCC^A>G>dZe^G1-LvHm{zNS#1e0f(1#O44W4<26_u)pR2&n1NY-x&o0!=1C5Lr~U!*JW^@eeAZLk)vdMLZug&01p(@jfM`4 zGGKzl%bVo;UDN%tsXE2l^0;28NBvQ&8z{QgDR5}8u+F`h|As13NjB^8y{{1 zl5J_J4+9{-Z8MA*PF9(F!|+HMX!^qvKWCRXpWVl^>yZ^{^+iVO{RC~i^Ao5&oqmf= z>+8^{yw3?D=8=*eR-(qXQ97LRM4h~-47#;R6vA&HN77K(kW26n(lO`LjXLNv=e!$u zO{z%ftFVLK)>=4f8u;a`8*i-J&8Nl`UG$njzdf9nR~IO{!(W<*$7VW3Pz*0Ysbl3X z`T1m={}?bJWItK)yxR1ffPC)RHE@;Z-pKIlJYAG>L#?qt5=(cV0Os>ylwcQje+8j5 zD<^c_`(3v}?R0|lT(d0?#xK^LHfR9Z4paaJvYd)d-m>Go^PW$xd$-p`Io@*x$kjEA z$5tw76j14M7lp>o`C_v(?pft@4y|~#i;O+P@cb#%`NQ051ULd4GMpBFR1iEW(R%|X z(3kb*mqTlp+)O@I4>o$!H2hq{OI^d;L+Nr@c`jztmNptCr;3zc=>Q~rlz%Pid7xUq zI^SP7|6`{)5TPOhHpfO`oEKoOfX=PFQU~hm(L47)BR;+7D-UyllRJnw7taF#^Plcl zt9OQQ_|!kvM{(U~Omg&ZQh6t{ZKIXKkBkC!*nL0V5YyRinF~Gx`8?P=gD>B6a?4sv zn%9Pf#lTt|d(-aFyVp`SL-4;r3BZXg3*GQtNz8`(5)nn*$1Ewi38O!RdwDTcda2OQ zW$A#BPB`>sTi|N&s)w~~|RU+DAX*;Ft)&p)$ zz-Dzg>tvkk;=Vj+zK++@yH-e$&1i(*);`&Hno;9)*7C{h2NqcTHJQ2~s@8~sAg9f! z+83sC>(VA)48RMqrSwMwi85*QN4eIJwL#!Pf&5&STgai(s*8gu2TRcDVe8?dbFE*B zFLpJ1!tr|nsIfvWWG`;)Gc~AvSPApJz96HF#O>+zxp`hrj~wE-1D{5>^n_rdXp#f! z-ue$#!0Th?+$Z1mVayVpU2kp-YeV`IYwHHaKPjyk()H4BJ-MhgXsbqnoL}D?;;f5r z3bm;ELI2*pWNMqvH&&DU_zUwT{MEz2+RMe0rgt@ifQA^w+RY+}u69wfx_8?;k3rePtt|`%-en-F7>= z_TL?$dOQ!hwYWRk09fJPJZ*njJ1B$_kKd6YgN)c#vkPz27mv6N-c?Sn&++FmvPuk|xKcz3s}Q9DusaUUqk%x8zWo zJN`@VLc9rTjO)r^Fr9t3zO=kk{KFWTW_YW2!Xr^@-i0IHxI#vr@GS3Ls{Dd+wa`Fp z8WU_Njrnct9B3 zC>~$!?e{krVXOD(0W#bcYot!vJ=^jfGU;DYQ0*ltUfRv}t60a^)|k2EqP)Rd@*>~2 zD^8DWyn%@g+ILzq&&zcXQn!{C$K|Q=( zP3n_fuW$5kPY}X7W94!Nr3AiqXUXd?G9?N%l@i6{P{Yh4nDo31FK(!YB#`=dxdm1H z+@+7o)SI=wS?Dj4oYSc-Jv;I4?F6mHuA@w|)r5&QrCctBQ zsn=`(zOEbZR$tYDKpao&c1h_sl?evHQYJo@^w+3IJt$#Pdgt?B90EJRVtdu~dnIc2 zzgXh$W=;Em^i~(L)`&;hO{-j7@N(5UUz%(#7r+pV@^F}ue{*A3&7<64^39VgC|4q5x-K)rY3pWk#NZyTcr zSh9cqgELq2;LJP|*ga;!BiQ`4(VayeeY09K4uu1O zq>~C#V2g|G==^)H_Ia(|U8JnjW*#+*foj!!)MM{6V^iUHgKMsb1=sDgU;E*So=-3b z0v4^@%$Q$~orf5ArXx?$8}B4P>3tLNQJZ=V7e3G93#_iux{>47CmjcjVY#M2l$z4V zbh)dqM%^_fsyEf6Mroh;y9n_4-38O6NJ7l`3sUsVJ-0EF3o zYG-N>5BSZ85Pk19-0g3FZA>a_`&Iv@Y<@`UekrS; zvP5O8%^R0LHMd)|n`H#c==*tb%6;#EgF2JGmix|EqmNMrGGHGezi`gDbG4jsf1bY5 z^@eP4FDSgWWn7zWkLrI6jNGI|sXpe!NB`75P=Ml8SLZo4NjI4GdY6+bu`N)S;>Im2 zMTkEZ?uQON=UdX~R&?vcDnE%S&P{VltYM*;ge=mDY(UP%bw!A4xA)jXqVldymhqNnHOF>CNhmZcq zUuHr&EjP;-^YSTDv-hi#_ILp(30io9TK?Ze?MvcJ-D|nMQ6$}B^B7?qUZ^o_6JK5n zD>zV1Azwvxg%Nh?I3XB>f^HM4O9lAv(r-3YXLL8Z@~hGio?X+HUOOOZbUIr1P+1+r zpDa%QND3mfBfIm!qx8J$h?FF=O!s~gxnPMnWLfudU1%I-h_cZt;78&M>ARLHwX|`& zo$}K&GXm2IA3lZzzMYoC`vWq>Tcln~X9?9ZR)TTt?K*|lq;5rC-Z#x!2Xm^y)IJee zG#pr-Jg?=W>z@OHU^#2VVsTHlPTw321GO6&%&ak#!;S{3v!sBT{h+uRo`~hrz%9LSLpiuj5~bOM1`;$!D2DM{p<@ zF&F7p&+_ljve^VmC50-8v*5*6`87%6t32Fg(2GT4Hbg!2(jt$E^r(sPPI;}Hd)e^j zZMTR_+g6TEYvi*0iE~!^N=m2o`_x*82h?h3cl&t6ARCM;i}smsG9ri>NUcgoJG*!8 zh|*?$#@}9#JYipnod)~UVvRNKR#IPF)|hsM-BLfK4(wdNE*}rR+=46`c6*{%Yj^d? zA&)RJ`pQd1Yc`rxpyts25@+@7cuec6DAe(apgb@x5r*RK7fFlxgOtNw-%S2LT3+Y7uW;|O zM;WboMd&Uu6udS?J*g1HC7j9Jcd>#{98vsiaP@nB-0ncuq&gopyN(~`$@sM=RRiR4 z*f4?js8|iYt*}^zBq0M8UTqUnlYCCB=VljrkA@l3DKqEktMNClU#MK`kUTEZRqv0s z=x|SyqI>Jalh$^=%I;V7zAx7fujR}j5tUD{Nl-(Em*?DSUK_I)V?7$!EfbJ1ZZacV zAPYo$rakIYGj82^(Yzl@)xolHesJyP9zgnwN`rf@3pmT40`jDv)Nyk*I>c#{HT_jI ze&nHNRy~II_`Vus18jKzYS0S^NxhZ-pySvtK$LUKqj%C?FP@o!78`_#5g0Z5+Sf(gL6y zd|}}gfz!CHIbU?4bB@!$Z&#XOFn?XI`0?;4d?|F1BgT0-4j*T%@?M|oXz)#h2w42uWuh(9%4iCB)hC~ zY_rlaJ3Sk9NEnIR+tPF(w9{j|kzaS`i*RfX+;3ec*1U18&lVMGI?RL zuTML})l_}0ZiawDnfx!|J?{Ow1|{{17pv|dOds!x3PPKwPG?=U>t|!~^m1uv04RTC z_;6(kr_1#Ro!?JD;|89xGkwah;X;i%Vb63h31udl<^MqD8HbvnCCy+(rR88-j?l6=L7$~QE0QUO_xt$XJhAu2%=-MJ@0-5FjhCC_D(BQ*<4v}2mFv!_Q)&|R$GHm= z21wyV78Glp4+b>Hi}WK#irx7M$G$T{v6}@|P4}~~F}ipijutQOX%7ns((b+G-S-f+ zglx*x-uSRy*ru(=wzF*yrNX^YAmF^S@2A5LN3BtJ+7^R3trKC&&we|% zeSU@4e&RIX7N7rv9m){;kaR@&EuyQXx$E(>aZZ)jzU^1Pt!ZYOLm+6`3|$I8JMQut zfDBgbY6QQ!=DH7NH9ig*@&vRPJ=e}nV0@b-LA8&;^^@O@58+`Vi!}=$eBWL7uR5VS z&Tb=BoX+uY72nd|mw~A0l#;12szJ?G`7RF)rvAw{C1CMyoOZ42^~`O#uhXq;Im*eY z`~J;Fh2?-MRfw31@{Q>tnBDZK&-vqNToOK^V4qHTke~PC^$R>6({3_vo=vjr;D=L* zJm#^M$*)NP2IEhR3*q~hJozyif{)DCl)pkhES>mr+8XrpgGmrbw(RIEw*i;=t1L2Z zwpgnchf&W~Z);Nnxxkxh?e$rPf&=lQ=9Hc~QRA;c=K&@mOhb-36mGGKj-T`Awe=0> z>vE?KT7~*4CHt8uK|>TaTE8fSL6Ev-UaJ7?FzbnTXuz$t-pzKeZyhPNr z%owUju9|IQ7yc-63$;FojJMpOe?tGF>yZJ9Q1E4Mzr!6NH}}0ETKm5f-AjY#ac!=E z4Ax?%ozfnE92uXMGHtAn<~;|%hTpE@V93bm^Yw?%0Wt&YraI$>;mas0=v^NVn-|B)45Pj^mTfF2a0J za*G6v&#c>Fhe#JP!9GKL%a~ZEjy8SodPzR_w>F(L{lbdnZmr&Mx*fJ@{$_K*j+3Nu zm zzk#!Hp%%HyZ~W`8V&;Mlx&9i?>9dz0K16s=B7FNGx0X;8&B^t5s z!(QzEfm+_&=jzs(uNG#%zaqdTT@5*3FYbl0qJ{ff&K>bxks2Lw#w;CYG^Q2nwx{8e z5`31)Z|6eMAAiZ>$)7Z`EUyKD{v&`YviPW+Bmmo9;X!!ioP9=KWczX;#n&VUkN#!G zInPto)Sg?cdX248q_001wuM)o{oOsOX5;>3or=2b!v!Jo$|JnhU8}QG2*;Zy1bT1Q z4XXgg5<%G8b};-f+N2dpoE7~bCfqx**Gyys_m?-j2J#K!{a>84X`mHVpJ1OZkNLRh zeyC?w%HjL7akht>5RxHpHL%m)-}nd`0->?(XpTQLvgy?+h1~sCuv+cWRLPgbxXk)z zr5Uzn>k>S)i?agDe3CnPJKNLuN+QpN(1uIJtXc>!8(TKR-m~mHCf&7Tz`6ygoWY)c z{L8H`&x)y#l#S*$4P~bDaz( z{vW7Fybmx|E1jA%^fYytVB~x*6R-OqZT6gQT%dPj>h7g>S!LRtzrs4{&!^f69ZGq0 zZrqaI`Z1YI#PNjh`@)i_jAZT)tRk(4Ch(_0uG^yrvV?L=+r`F8d>OKvPAA0Am-k%D zoj#pW{xb`lCR*>lYKIu!mFlWAnAO%jIcq}O*4#IGlR*#kB25%k=7K z+vCN91y|H;T~~{b2{fW+R&jW4Cwyy%KWO}~djoVK#h&A+8qGq3m}Nh!W}MJP9|9<~ zpng~`L<%++h-9$0kv(2_@MF!;b3JoJ8jr@`NsrMRnM-$1Cf~`T;_MTkMP=W)-%XJV zEAHVlfPqn$3v-^aJ!L|GprhfoPOGK)gDPLs4PTkgz}HgrXDc4%YvrNjX6WEdG=AI$ z7ss{f2{2xHs)s_8#xL(OcQg}Wkm>A0U~06E{8MC3X@X$lyZkJVNCFY7vd$JViEk$q zTrY?B#nPR$8ZZIpXWKZ~n&nlwT#QkA(&*>c3P$1g^%{9qGBww-nZ@Kr>@Lj-_oJ@E z9Z#GRxt?>j!>tDTBYc>A@j9)I>&RY|%;fTYfcFLtP4%) zF|L6li5_ zsbAaE{z;kEpl~suHoej8+HwZ_#QKc79^BuV_+4x2n4mQh@r_kmbZfVg%5% zO?F=(wn2<-Ct;1A&~HDP<~M(^ykFErKR9$w`eDIbYG3sK0;C2L!mO7cKN>H=#Hiip z`fe@icI`g(SD%*mO@u3~VNx9J?*F0@Rg*d`9{>BhpT?h{C*s-P&V?l0>1bS|3XTom zi(b`yf`F;O41dg7)l=bov{-R6)skX)9^&eX`|841skpdT8eBoj{_CHws>)6v*9Hd* zHCVlnTxVNXUlFi~VDBD}g)TO~c_}M6h2^AMmn@-}6`hwyVT}t(?~mMU*$` z=j{d^@6>|{;hqX6{POZTSnOEh-|3=dz2#S(42sIT8qo7MbrX8!7G_N=jpRCl#u^k2 zaOokAArVkNU4vYrdUq+QkEa3PRT7y5lmmJC+s|2>v@m=Lwd?&$>Ho;DsC;he4v6ys z9MT3B_SQ0ib0&v4c(uc8ojzXC>*IU?D>p>^gL9c(Lfo}1dgmQ+%FW$EZCdqNHF=?j z^){_I%4IIpqiy{pYxiE`LK9QDumeR&&9mpTjvFlk)ekuEtqIk2b1^8F$&=eXw7MG~ z(plgslD7i>lef~iijX}l$p?34<2twJK96r(y;+zDaV6QkKbOgIh8(i;qOqN~GU15U zo)1ve9(#?CkTB)bUj|~8VDP6KEtmw}Z%asJA|O0)x2f32UZ3d*boDlI zD)+ZMe>M6~H*s0UYBeha!u87%in8mwWLU5Iltr-}un;D@AJ@8A6QZAEHpK6`Vca=9 zH~aESc=R5x8QQigsOd`)Yd5B^Mb`QLt% zF&jkP=;mvy?@us*=&rQ5sb=?%*SMJ%kaEBQ{)h_0DqmF}4LgS;7Tg$aFr-Ibfd30% zQdNniz;i4*EN^$88h@TG%a7Kn~YY(K>d973QlRpZ6vB-ctgAl)-$#uQxpNcvP&%fCkAA(1Vm6-x-5u zh3Zk8ya4;e;ksy``|i7AKh$yY095m6J)0CYHvjke6X5`w{arPZ5=!AUX{@E+u#S*g zE`v7X!ZeA}M4UJv4Y>Q8?u;#YqzeE%M4;pgdqn`?qVVZa{H_mn>-Te}y&oqjO(`jY6uZmTL_Y+-sL@;?$ z-4vy-#nu=FZs}-)pnA=|e=&Dk8hi}W_|ktnsnrk51i$?BCLSdb0%av~+(WHyi=PN!=e0gX10Grj`$5lC4wl02Q?d zklt@|Qirp}gVWYb53e@7oB)NLDpjL@qYtG7MBAN^L+e->U2C~qGB|B?2iOCDyQaTh zfnQ7b!bR@lRtx$-S|+}}?j2i;8yv|!=Gc8f`fOccHoFS^Vs(<^2z%IUd*|7hh4eP` z@+)pXLFwBiug}t_hQwK;FkPEHKBfA9CrR{cSJ;$&Z-DqtP=2R!I;78$@e^g)@p#Xl zTT?PY`&X|mJhqV;R~o`?yLsW0eM>s!oQ17@^(IL2JpOk-ZUgF!yzqKyc}ChFctZm# zsaZ$uFmWFs^=)RW8p%o$L_X8bv#h=;mws1aTZaG0%CFwt=~w5udg}^>Wfs#r-nriE_~Ig~cwe^wA>#-h>(74}XI8ttwbzN1I+Q2`Q=k z8+MfWW%*r_@}mE$ZQRTKMUeAIy?@*U5f+t9=vUtNbfUe}+-<4A`J&ueJqGBFAb+K! zQ8$=N2qD}p{FZt@&!kl`(AjX;P6OwtHEO{)_^E0f%s;6y`oOlGt0+&qrOLo}4y=cjpFhS_HBfb}rMZ)~k(%$!$9Lr42zo3h&-W zL}`G<7EfDYE^^j~n^*%im^R80#K8jq&Ro_l`}@R*uQ68>H}ZCLoo=w|CYsRx;MNl2 z+>oLjTle@#F%aJOLN#BZrNRqY?^RfS28+gPhFgef!V9T4|!KXa?!bDYkq#=wIw z7Q;fzd;s^A;C&xf#(q}fQ#}ZwViPU*>)wCEc-rP z(0|VwyD5}>ff+B$WhKa-)izTs!H(77M4TGkM)@sUbwE`1sr_X^WYw)v6Ni;H8AK8U z;SXkhbe`k5r>(BX{e9yLHSc!{YRhwcaPHBj{y9Y)j6zuUPR<4c>%gkj47L^kr(e8> zyK>B32=n5FA@&@ShmoN!wb?kGn&2esE~@cE>i%pke9pLg5g_SOZnCtO zgTpx#tcL1FD3BqU_p7RQ3uKHW?7+EdpSQQ=?rKxHs^plb3gn95(9t++7SU_MLXOfq z(xGmj))P?j5Hl{=77dr<1j(Rx*K5cb#2qV-1fpbq3$z-xof6NW^ZLA&dyAuYZMNN< zp{N1G`eGW^9{O{oRluaT*oA4`-7R}b{r9R&Eu=6cyavvE&D=0NP=(UAd)dJ7A}Hl6dKV5OzZm|=H{j2`8|C%elE-Xh}iSutfOU3%u{B_j96FXXE z5@@0FqjUcq{65{;X5)m(&f@vC{9f7xpASU*E^+;cLo#dZ{(PYLRU57Kp8N5t`kI5M zwHO@F9|05|&)c=VGh9fy2Npo-LKiR6yYj0r>3g zuKm9wivU2T8*X6SO&?rPG|r3*8YuIx3j0F~CMFKoYrMk}KsJ0V(5sE(M)X;7@t9rg z=j{!2*S9V5i6y7=`i^F90+%Nxr7`ldKpT2F+|SzFb#e7fi1UvNebl*g?UFUf`OH#%UHYqX}f_w${*c8zl3(~*fRT#bFvuEb-Z;&sQBZ#-~sjX!qw3*X9SMa?hVx8Nj*SPQtD9Hl=hw^Vaw z*Me}7S4Jv9_~d)1C75oydhoWDzxlGxerJDZn|#D+Ts61_6q0M*nkZ2&!P9F^%nMaU zCKJE@99R#m4;)Q4SPic)by5fA_VR(h_PfpFbSO5RSF|f#gqI6o=KZarchaF(+I3Uo z`{Zc3e@e^otvc?4?wYD+mgvS)@mHOpgg=b;k7eCNN7?)2rUmb|&JwB7+ zE~@20II@u+Ck=iUo+Y!gJl#PUq1Wsx)ih%ObL*7;+Qry$8V_Tu@8l5#-|g3G@hx0F zL}zyDZ)cu2t~IasxDEU2wsV_j&EKF)3&^VKyk!-yQQeSyT06gcpMOVq(HY-MuV!2w zuHOTa$e%k)x~xy6RWxNUkgn;qa*2KXD>k2z(i*0@&y#pss&N>TMQ_If&n8U2na?*Fn|b1M$DoA|JK}xd7J5;?$+jUr%kNY#GZDO|eugHwV}Hec2{HmwJUTxE2Z7Bp4x07P%{n&jwor z^r^+}dQOQIx^6aajg2HvR>8GYHR84W+@!(tdJFGn;ks(p6rMZV@H2ctlw<6OCMfLp zlWPIHgIRI+3hD2_D;8fEz+KB}y%UYr&Z}qfm#g8FzvKc$rplK5zz1ai;*Un&^E0%z zI2d`dL{8U8a-;;9=JU}S2Yb=W?#3jOf6ZS#hpEmPs5mpZV*Yu0__w@4$$v0BcTazT zPRtuuc)jA+_Z2Y@it({2r<)J+d9$>62fq>btO0~-f>)V_IxMk9XH8N{pYk@)mI$RKd!slAHIByh7||iT+yJ~Xl`4T+oa;_ zW8$_1evefsj0zi?q7eGL=+|fHG#FQ^1j6clz(R=7lEIf1UH)ll(BIV8S24Ajdh^1(bJ9te$?8~(BC*TDDkfp? z+&#sg|a^7???CvU$_V#yJikm%UD5|L*0Kh6IEj{aSd%xY(1AL-wP8MfOAi=vA zo;3HUjQ4B&);ynCW4(9P0$}b)(}NGF@p!=-V`8&UFNMQ;55h9d#!fjt`Q-UaD^>uj z&oT)m0T0axmR#3g0O_gPDi<2%o`a_BQ8|H{|V>ejo;tIPHe2V*MT^Qg1F`J2nN5*fqo z`PXXw>#VR`__ckh$^Z1P34^Bax}{d5<>21#QKY`Qg(I(Hj(ZXN2z3%(tPw}mc#*vjXH7gUS*eE8}-(vZ<* zZtXDq1ZSC-HqTEUXIotUM601tU$*c!fU8p5Zba85*n+H{U!;c$LC$~e7`Vt%1m7M+ zlaexktORm|TOFoJKL)(qQ7lp`Fsw|u$8cCH*+>4Of|kPF}PS@L)G zfp_SXMvqFA8C)zWZ5+Y58c42S-gckJ*P9{w6~d7H@M-n?PmxE0k7SzN(k7Q_Pi~!}4Kk(CU_}=JMlCg_;i2kF#6Nsd@K6 z|K%TBgzCVZNyRuesS$Gr^Hpk1=x;l1&>+yjQuNe>>)q{i#ok#m2Hb*n*QXFfP1jX6ofbD@tL{Ejn6VW^GeRWrZ z%E#~K@atdBM~fY!AKIlNuGf}-=-{&kT7?Ho#Vx2^@^CSy1WxI4c3GY&uCeE{E6E3IiUBkutiz9GJr^&pfIe1Mw z`PaujDWO6=l;wu<#Jllz@IkFPT-Vk`x?G|M2y#4~OUhBHXvkf|065<`+$YJTsL!J9 z9ZR;Ev1v#wt~mLAm+gd4Wd@+|FV@a4 z+xMCmbpF{_z~L^xd;KZZZbG>jeN48*mmVwNNyzNcpHMYO;7ttbDWrM($)8#Zr58kA zd#h=y=#OlR5a$bsrU_nc#=eWAQ_xc;f|tsixoTE_cRaVUV4Y@7-_oe96P|MZ2)Rg< zy?wJ?%_-B0Tvd_TO&pf&Y#u3_I{X=6g~G&y7Tk!lYNu0K5-|oM@MXKJa(P+H zr6ty32l`m`#RnIhkFMo9tGU4)0i#ju5)=Kyt9Q@eNJdxG-R{&MRD)~82}G3RjbckJ zRy%)u&J9+f!<&`P`@_hvn8OMn+z>gk!cIGx0*VHG zbTT>^@`_#~_fO|r!Q#B-Fj_@+^>)IKnI+w}-|dME@Q>SHq_E3gis66prtEi!x3$`76=1 zvNBaIZPU6m1H=Qmb_Us4Ge1nQ@BAt*ES0L){_xK&NNsET`a{Hw{UaY=+Au4#&al6` z=1Sl8bN3UL3ejJU*k(%|-P+QN!3r-Epp7{;o+DbO*`s$=`5QZ_6M!Qb^Yg!o z{cW#xB%al=T*rK`&3h1hsXf zS_t!})XS_0OUt7wiWtA&HQu$U_WA`h*Mhy>?1@Ch?LA6RFN%5D;TRsdBNICZ? zH76Zt-xA){Z8twCOKMNa@riwJ3c9v{()q&B5FM&@yiPxV<48pglVzB{AIN_HpiH!N zkgSXK#c~L@ziR!iEAl(z>4@u8ejWPp65E3Ty&`;ML2H}E1szRoK-Q~mDQKz4r#)aG z-Y5pZ^60QrB`W9VgZ*MLIniWEeJ2gJk_(2rniLV`zE^tF6Z6gNwmoB41ncG-)k02r zkkggq1tPBvq};oOTzs))+*j|)4lhrt4)ikDa7)o=OIx1$02y8bZ|&Ltna>{&wm%aXP08Yl!`E5>jT>~(hn)7}(lS&f zCO{QJ+f1QW`MmATgn)5AbL+_C^5^o+cbY{XCFTZw|C5WOs8Z*0IWgZ<%F~o_Ncm_{ zTz>{vhg0+>P*PyIjIsDW9Otbi~3qOqneSP~B z)mZ&nWB69*Ry`+MPTx*`|L8v>jtQ^n4_;P>_T#8{{Z^)dKa~%{8tP@>b(yr1ot|V!RvxCh}q(3_@Vwi z&b7&*ls6#Y(99MQvCgM;5Qk5;PVU$|4gl@MAxJ69AZ^Yz;sa1`@NhUfBqODnN7$@I zY^Ca(RV=KvlKY*FcMEXFs&J=kGt^{s~LEip0uM z-X-A-=D6I&ZCW)fZxu;yN_DMN^|p``@{LbcbGMs8LcRxLt(ING`(jy009y`%Y&Rgf z0%P^R!;g4oH{odRZ}D*j-|pf~KOPUKgy@10LXp#J3EQR)TB?5EqliM7+5fW&BQK>n4wk@!bl&lT`q#Ob>t~ z>0jt}5RX5csJ=JedpW%Nc5@go_f5S48^p1ExPfNMU&hzBTz^ZhJk6Vf{2S=6iri<% ztf(Iv5cA)RLh1>%%6u~Lf}9W#y<6hkUd?9wCmU2H@E<_o(%kXTwD#S}b}}a_kkI#(I5BZFXIlDA3T~WV+M?82;&Yb~Zzs168p0 z(2P&N&h8fP=2|O*KV~raqc04*Yt|dErT|Ga$Lzl0>s722(LX{sH?`qA4&fPwCBt3+ zHGFMalL$!EAyt`Ny-gNKwp(+G%i_FisvAj2`+rOljuuk|kb)n6*eK;dMHdtq*hvFV z`&FY4hkgX?-VtmejV0l0tv|r1a5rq7F2oC>+|!W)*`j@=la z4t?oFykNatLbv8&(2imO_&dwl*AP>`xr1W%+UswMspgo(;gsfA2MN+zlh<6+7K4V3 z;cTr_h6l?&D%Sz7yu>f}tKi@Ix6u=O?!rB;j;1B?;ypgxI88sX2nAu@!#Jzg-d@uC z>Gr$QfDx|Um+`NqT={`?s;t5jcKhP$(_B-V3tY~R@46B~mv`>u@h*9C)GE7l&I$kV zx{1H!al>9nP$6rd+gLLrF&pg!Y5-()0WU=oS3eQYM!i-|? z$M|ue0vwQISi7As-D$fny6Xqzr8JW3<@GDe`7h$lp*e;6~B<}>**}1L1oNbQy3tywwLJ`G9Fsf-Op!YH1*tO~X zQZFLKJ@z?_pNp}F9b4XNQDB?79Mko&dZp;^N%%V4I9G5Fx7t&$EL=#ppu9lQTQQ(U z)iD1%$(%SHw5jf~Tk!@`A6>dwyIQsbH@k=h4_>vuR*{C$#T>szdu7IMR}WH+3cn7s zQZfgWG55Cg7fx25%gXD`KKpRzIepR{A=C{Tl{D6pbfMj9fWF+Mexk2xM&TG){izM$4 z!4P9Fcn|H%)%xSV^zoIqSRN1Kp{>}5rwuc#Vhk{ccx3m1E(`GCzxbthkQ!vXmJ)Av zBjQ}d>(m?;Y>_J5p_uU4JgShmeoB@)80X(iXFcCvf2&`h=aHB+*c85 zOq`v!0~hPvw?>sBq;<^MeY;5Z;SqoaHxSnJL1~@DNoXSKXw!X$7y11DR!YYcv6g<} zhoU%S_`-ziu6abQ`gmG-4T2v%yw546<-NW)DDWnZ15Z|~+;-taw9RI%;j)gavu4s~ zdm)=E8q>l>8;(cgXiqj_7r)x=n#`vm{w-#+A+|gpQn+yHw6z zCn%g8SIv!L0UivnFUYOC0c5<@Q&UKA>ZbCG7Rd;KbEd5Epi|#O{fCBQbL?h4%8SCK zrN%od8HLjO2;IDtrRvY%ZltLsd9N{qH4c@4TMe;-R}_)Uy?gT4`!lrW zc0L>>Ilkx?J8rpwyq;3;`zMxjg|}*tz~U~vsn^bpKJ200zv2ASSp6ZOH26->?qa7+ z9KgEeRM(S^t={mB2B*ifmXHSo>UKAYj*Q?jgxGFpA>ORj=Dr^BBSxA{`x6Yp@IR8> zzI8R6Y3%Vv?Nl6)+g46Z{p?Yg?(jnOe5kO{3!%&Fei>|$H#g+F492rfPtd?;`^e~R zgZ`G6+Xho_?4#+K6a!p^wf96?X1H!M^} z@BO8nud%sW8-vIir@6aianVLNN}Wz!cGAQ`1&0{-?2@j7*53*nyy2DT-4C^#B<7es z4sZj@K=)q@1d7oxowpq!k#YL8v)OM@{aRh8_p*Ciei;?+Tjt-p}= z(swe4wJ%EgL?7^XNme~{QyOf|eEVbw#eI^otq)?JPzAmJb-BsX5Aoq8 zztB=`H;Bec@6t^ly}%b2%aX|}+g;ZH-m*|`*qhC@nM1>Qx)zWNymi>2Fp{RUgc0&|kkrd$5fG6C8<(bz}RQ9?xHV{V47RpT!L+tinQ*+ou~v(u4jKdRdGxTiE#d`e#P6rrL1lSza7+Km z*@M@Icn-YfYNI9la7(P}+n~0lJ51%2SzdP@g?hsT-#s;u@AY8sew*@h#4HAS6pudf z=Q_C*Ct#6(uD$8s0XfXwS1okmWb#ex!S|#0@@E$t z;Fw>X$ZT6&#QPakdH?3~)Aeud&o0)aX}5&syx+|8Z`vFVAKSRUV~X6lz?HR06)$7k zSBqGr0@)u{OQ8&yVKwS?sSMr1QLlFx*0`7Zy#AgKF1#PlPr%21ke{|b)cq6XV#V9; z!$;(AnKc8<-j3Iu_2uW<=^S8hQ&#JxK0FJ6~fC<3P;HVehdeQ}g(BzF7N1z=-VnMCdF@;>R8dVc`L zsDIRWh67s}tuwVJUi)*@`Qo%2Gg&;@XTcI(CR*-1-KMK+UAY+3AuK|cRYSMllN9@0 zX%}gxVZEH3293)(by4ZBI-Ar`AeacuZvUq^a6|%*bTy;SgVE=dU43Ds6E}Le7-O&~ z8EmAR%_5We>os-n#Asts)|Tcx$UZ)oU9NRC0eEID6ea1)On2A7xgKTAyzH7y6x`FR z-E%M)k15Sx{oO!4@a%W$I6n7mwGH*pRqgX*+|;Qz|+uzq$Z1}l@I zWDkyyBaNhmj$9KC#q~#eeJ;UNy2b-`18h2)+|k~5I+l$Ue=SqyJXL02w`7@rV`NAI z&$C{ynUEs9KH19Tbyu0cjWEz2G;!?|L$nGaQQ@A$B+_lqZy@~kK{As>f%Ir;#KQbWO)E}J2o}hpGJ$mRV z(XdU{GD>DN;7<2*6*(7h8WxjMCkR}REgG#q`lm`1&O)QN-2XKAS%z8TSZ3VH;+U$J z0@VJKNw?{@8#+9KJNsGH@C4?n9%Z8owXpT_($`83IX@j-k~ushyU_|a=RWrEoV@<* z2^uNkPZ@-FIr=t5o4Z5q*VUTwn{apBC5WuJuNy!;A5rxo7n}<2YcYmHAsDcB4YWBJ zI=qNF-)3DOZ$VIbL$6=kBg^$|gBWfu=<#c}wEcAm8CPo9w^DdXn%i`Q0-^;*9+z5! zo5+Cx@0`-Od+MX#E2F;d;wRaRoGrTh-1`kpNSNGT09`WPL<5aOJFh&@TF3Q=kkFGu znVS|m@C(1(_3e8X$XQ|{HPTB*>|8A4v~QIQ+v43n1G?HIx1og^cCZ~6jqVg_jN4MZ znXEDpWtxm^-A{+Cwdz}l9Y!mLw5-+sgJ-V{?NtTpguHdBd$;rm;N^+18m$P6kE_z< z@@dlZ%5KnIp?Dsv+;PxyKZjy}GXD*;dS@>ahI5k84}fKDhL_@EK%jD2YT zqEY3Dkf_Z=7lw>3huZiHhqQpLPAggaZzhs(Du^Jpo%|_!S;936Y}&-+F79UT(PeV1 znbcWElf|Z#zFBcffdj~bH(8Pkn9q}aQ|=(w2VzQ(qrVPr54$a%XaTdQYAgvI5C_CRLyg^})7 z9|-r(?fu(9sUkuF0ko>)-_cL24f{a5{@ZHm!Kc~g(bu0DSGG~ORELWYvUz`Y9aiG~X}D(0|}I88b^Z$L|F{v=;5yIjsmWMy{5V-xNoq!J90c zrc-zu$l4bAPkN;?F0(!QVGnm6(JiqP&TG<6I5xC&=Pb4zlBlLa3v_!jfzLNERXtTzhP(P>agP4hTnk(|4P`l_p>6EH*?t`oy{(vx+$f$~Ivxe1c1me7#+T zfbxBeurj}SL!QOToyc0D`>eeT=XrP`G^O0dr$a-v{xkLqV+*kM$fI-l!Y8&a2RfIt z_LWz^cfM7^3pTpsUico_mEw%-z%)Wod4*DXKu;-YL;;B){yF}>v3pWm2DB*@eI3aO+F2^`TY4=J6ujS*&ES0 z+YE@thxWEODj*&XAp%&5OrfmMQT~YX$ovvZuhS~*oCmr#voz?fFw*50mP==|}Zl`FaCm>2fn~y_~af z?i}jFMY+4o#Iidq3+wE9ZRalG^)%&I3RsQsy4nT&#e>;7=A{VJZ+l^~Qx4{gL3npA z_MoZE$AjL;iG~QMfUI7%#Iy8(`I6#ku#x+7=5RKq)k4pQj809<(}_Kxh~RzE7X2Z%X(e&FUx969vH?E&L@s(u z2Ym{WB@!j6RzLO52-Q5zeM=;zd8!vG9>irqJa?(|I>&m2HQm?g>Cf5IG<(@E(uNo= zthH}bAG|faKj%2ja^2d^52EFV+dvu|GasvK31*qGqx`M*59_&vmHndg$;l5*zx`FM z&ywS@#R8tkHLcd(uVcRVf##Q=TRv0_8%AJ!hbT`nAe*=)@M9Olx$UGBfsWhi_sGe@ z*f1+;qcOSebk%wV(YToW9QXuzDaJ& zS~)y5%EWK|XD1}IJBhV9*6Q{8d)8aMm6|bSmTFG3kPFGTJZAv3-W%W9o^mf#OQZPN z!-Ol@%!4#il;30); zSQeMW>w+E&H@8x|NLFbT^(R^5Uu&8O$~;?pjN)=tco})Bki%+OPv0p;8d|qpxKLj4 zi(TF4PLW8dh?De^>^;wrBK)(i$Y0+~M}6cLR$9|{>UT@WI!pfUBw-*otAN!J47N1+ zipcHBClBMWLPP3y&e$~h8RMCSK~Vx#mFYWXGdlM%5p65-%QY6>_D6wvt@7RZ!3;mF zG*Q=$vbWU>qQR>VebqB#{+_*r=Zd4hP<>!N-w^Z_ zvx$-J2;{BIM>niZ@t?7z6lzU*{H*xbCB#RJ)8D$i`->*EYaiz@O(=I7aadm;AFuOv zbtxdzFUEc|6=k27PQAEQc9A>jZOpzvym&p~?Zz$r@;e61Q`qoC2wHi@*UGQ?!k-jo zo5rL``lI`H2yH$oTp= z{q#~PzF(W(tA>h6QoOlGkF4Oj3B{?O@Ty5SkU*gJ5t6XI(x+UTO#U^iqszv;GtXGs{Vb3RkoJ$cTg^LcXLi}{}o{vSM}ts z>WsTSNey0{>FDJUtd-m+zbwR~QLf6TGVCoH`@E40o5RIlC?ZG?7jJGgm_9ytGsgnn zu9jc?o-`;^? zIoD9{s|@CBdAVw41HHG;xu0lV7(>DORhq$U|)gLA<#PUsqsb?YQxw z-iF4qp}bAFlLTN(OKbNOcR%?;-X{))`8smpVR?r`OFdve$lPn4akg`4&#*PA!zmx5~n%hybYze@;x&u$a8?7{gCHFSO28M&=X z9~v5Mw}Wo8;rj@MCad?*Zn_1jV33g>Prnx1n@#>rn9r#6-8`QHYzwXE=vdBlx9)Vm zy+hbvEi*$Uhzld>Mvo9!jy&-GH0Ge1JB}`D}#4>N3 z=FBivkXe5bk6~1~DRE0N=0Rh*kCrl!s?I_8|tJzu{`Txn{+(WaQ4(5hLX=CGltkMaZD%Oyo!&<>H6C+ z%72^#8_e<}%K8awM!igalB|CQQtzy8;ImqC!Fo%8Xi!zDGEKHF=yp`d-Z{d^PRjn8(=nuTcVLTb9!j$TxjQV} z{RFJ1%1r#~`Vg&#z^1mCwhvvfq{wp_DBX4!`nK*ft+gd<6Y_{QvgzNo)xUoDL3x}+ z5iCwhSc|QJ7td9Dg=O$gFN6J$Dp;IC_cxHa*8rP1DiQG}(Ie@%xnTYMp)q`~uw#4v z$V0GMyy3Ufx45?H_lVqROKJxBi(jxKL$5DF>~&y{e?(=IFZ3!Ub*o!Q6j0U9sL>2@ z=X^$c*FqbqDrdeoY&bfqRM9ghRCoEwMVg|&)A$FN2x+(8UEjUJb-%MB@! z;ql7+xCUe@rNNI#s%!`};0Bg|9=6+a0o$S>iA^*iSIwo#HpVumqCYf8?=$SD3!J#* zA~WCVU>FZRCP!WjYiprwy;s8-`M3m0J1Uv%cD(KBFTT(U1hXJ zDHb~2?fn7xk7R`PX1r(~65;b9&$tN8k;TzQ_8q3NObSbU3Gk+O z_3$tTw@zp1#rZW7xU^dCnmT{OW$a)Mvl3_mMt1{4m705Me@b)*&3UBwdu-VFB%I3H zAIxL<(XhE3dl5la=Hauf=gE<5{FL({{WO_wMT%fXQCl9uy0Z}TjU)5^)n4vkP*+`6 zd|Uaba>}h0D)i^xskwIUX?|FA)u%5fi`8sGHQRJS9Y_paEZ-jd9qNsa|3+|0`8L6;W)H}vL%4J0?o)ZeQv(}R zg)Eha*Y6g_z_Wqgt;f8&s7C7*d#QnhuT?hQRtxYB+`AG+dMLvsIAn0r8#YyD$-dW4 zJ`N?nLK(L{|C&$YTSF0NWERpg-da^){B~YXiBXZbZeojD4=iKa6sJcje{A=uWdipp zTEd#gNt;g3o$M8;9l|~L7o(Mj7V1`K(nvp$x^4#(YECP)X9-!i+Gq3wpg`SwxB@zA zYwE4J3aIW|n~pk-3eQ6C~e@(ZisCc*X96d7h4AeDtbRtJLCx%afh=rLOKhUVR%Q z^ZXvrfvJ1$WLa(vu;kd*PtHt{XJHP){AGH#W1v_RqRcxT-UHewOcO0R*#_RaWG9j< z=HLuvrg4c>y52T-s{^H5!1u-F`JFfN!U=rQjfq;G&pV<2g>8F?%%?{Eg^L8_61g~U z4+=M!<-xFSYhry~7u0)|Es^z!+3>lk`5q`Hb?{JWeJnEAqu5>KpBGQPyJX44rlepi z`CoAXs~f2hvVV9lDSAcUMnsAe!(F`1u)#^LERt>8pBAAwFssXF+J?t)>A7#Sa1Vt+ zE75=N#tK90y}!X=e#a^$r zE1l^l7_&%7;~&1ap*(sDTvhW`c?E*Hai) zn0QhD4Lbu5+WQ@U102L_g<9;%`BjmLRYfWR#EZ+`pLAE-PDsU)vl5rzmLJ%0cCNwv zngS}(uLLI%5K41YR`ZYSa^pxdC3<)7^Bu0=p=0X9=UNI6PyLw{e{}InrR9Naw~sNc zZmK~#ngOME>Eab1dj|W>gzMCMVvp@jdR{C{SpiIQSS8pFdl`F@ht>QD?jPX9dI;51 z*B{T1CN!}{l_TI22CfO*vq!)Ia|?%3#Bd7+h2bn5^B&UGbk!7_Ed$v67n!?be2 zgtNM=XJHd0C5smK0Pt_8ipGoW;SaeQRC|7w=F3?WEA;-sZoak0-|g>D?c=3Yt=`fq zNvV-XO4dQ`DFZ?roe$?t1*p^Cyj3~1jOmxmUqN!{tQ07NzTBzQ?|qIGn76IYJh-So zW{^LYe)m}hBEqkZKJtTeCAZ9ztkY;Ropd^67IC$|Eej3-G&$>h+MFiO>pj441#~bm zrxlX(tqEWu)TPsOiktR@prYToQ2(4oC~~!C$N6FNsP`QE5Nj39h_dz9nCGf$Y4k#rB)kDx1Jr47RGHF0P;YgS&|h;rIu}2FQE^ z$MU4SVOaEUj#)Rd7hCM&x#zd_T-UEzy?VMS>W})3uQAg0Utr#wCS$BPZE4qU^%qR_@7)+ z?R1kH`G#M}(e2eGXp}eRpTW0@Nxs>J744;Rbi~rnXqZVTFN{xpe!B4!LAowg1m@k^ z>R!st!f*$$I(+u2xT`qA<@VSVo?CxJyyo<~oHvib<10$X$)pEhu31V#_WErLqgIk^ zkGW-Y*u*F0?_6kL zMm0B8_>!N+2P5wMH2|6atW~j>?8}{0W9G6hZaa|66&oTSa`nH7KXX9FvAJYUx zzPw{sc7-Vz0=F!lrsbyAZPfP5y6wG*hW?l;ySi-Qxbpp*7*;cVV@7FTqK*#-!yeqM zolD1=*A&>#n*HU z1Xaj4SQlU|+@cLUf>5WrWLqz~ZP2ao5=AZ(Jx2=e`p=(-heoNsNygM)f|xqUi+1SWhSlwNkxGTAo-2n&^}L0aR;!{nRB~6g zsEui;gN4}T?%h5CSmr(PcAj4UP%dRZufx%~$8qM5OHxRqt^6~Ql{r|L?_v0e%+1)1lkO60y*e9iRxzB=Uv~AmFsZ;#eqx(^qU$bQv zZI^A+vTBd9P|rBf=Fy+dWJSyRq}|#+g5LC8hrD68a8IB_Og4r<$8GbKfjvr?d@<(p zyEmxYH5jXvs->p$LFwz^Ch3nOR_$b{uo;YkTs!xjjz-NV$-Ti%Pb-f@)LcJw-mQN$ zJ!F2zq?;i4`GXtZ>8+v*(;OvCOb(sot~H7$X8z{ABj$JIeG>!YjW91cmwa1q1~~um z{u3PUaU|uO+_O+$KsrP^-D?bl6K|E~<#$x(Uz|&BTV%kjD!FHX)aLz#(OFTw60TLo z-AB7y8w1knxT)#xRmf)59rQ7$=R-I~gH8AXaU(L23$);KxqSUe{;p8k<#L=^vKmQg zqyc@v&{Qd&E#IWf&a6+_5#^G6ZPr&0XsD86JZ?3X#l%eBra8LijK%^`^P|!G01*Zk zYmM1`w0pO)&svyK(YDVjxRvxzv)7_h+`oc`G)P}WK~elZh3Cod`LFdm?sbl;d>-KL z%2i^iR@|QzG!HnC4@G{|}oNXhNP{U&xj`MECGg7%J-f zF(Iq{30a!W5l7ADOQQ}wfz~Y9ciKYzX1sEbo4T#x$H9|%$sL(fDK3&JDecy`e_$qwY%52i2+EA2U zJCmnUEde@&tHBr$6+Z9y(GJo&19s2d-)faETwm-k>wK|&M+SX%RP3IUIkW?|g`hv0 zm&nbI>O~;h0UuU&0@%{_ZNVTbo0nH85YoBN(krxQfAeWl89GV(f1JtaFGvT2;cy|%q5aCz{n~Nh&wQrd zjdH`asXgCcwnjih>b=T8ZpOqdx6~j!2db2Gx~*L>$XRxbU%(ZD{ZJNGkL+M>EM9-l z&C0YurcDBa81>v}CLIln-^{Gdpw*%8>2CngglEVoKMuv9HSDI*>nw#4J>k__PIv*i`)ISn({-6-Jtwbb zK^=j@AeHdAUcD3A35u`Uee^saM042`3`J^tn^K=@zXKZZ2rpUBN-&;jGUW?VT~wy| z$Fp1Do8D(W*;i)|vs8)81Hl0185@{$zTm+$1p&+*Emmjk8X`oWgY`KkVuofw8u7Uz zZLXe1GuWN9Ulp16Hg71~PG&-dpLdIOtE%nXhrqO}-UrFnk7=GDp>LhWo*WjLg2*}F#WM)1A!-w9@0e6P{oXr(_@E!RqETnU%U7))rm16yi>5J@t( zhUZj)#5BH`M~p*?gdgi~K%+IdwD_=)zk6v0?=$P>tdhpy^j5NV-=#i&sixF6>@U}c zE!mhmZV&IOduH{0+*mxCn;N_r@VnXK#p3hQ$E@s9hFC;E4O#?vZLnmrIG7C#^Js{Q z>@SOW^tbS@(~}^msn7<1P4CRjr&QcLO5{S9)uy--qC2btq-uZMjFU&Tai{Z$_cc>) z4cx6}XJe49OEKSGRv@BT5Sr(=vH$%}O> zj)PGHDMkNLbe?N!LQxcb7JElg#Eu0Es34-END-y?qVxVa`JYVYn~8AmIeV{FU)$<5 z+1t8Bs;-ALJI;C9ST#Ex&)KI(UJ(^%QkeiNR^Q|5zra?8_4{Ud|S|tU`ttHJwJMPgKGzM+`>!LzsMT z^Uk1pG7I$+Ktt0bO_a6$egimYg@6Fe5aK)cU%tE!QHO;s=X-j5YS3$7s{y+PG_G>f?=xEs@XF`7!STN_T8c+J|+SRyN7QyA_6B>UD{~ZNT$Bb{71k zt3vD7r-?y7A}7t@WE19P$M7us=woRiDDcgCKH$1=F1WDAlW4c`);tecHf&v9w;}bp zu~KM-gD&oN)Wh(T2V}l$)-T52`(%OdN~XTT{_%IqAJyWmG~}Zn)Vf=et%8Wx?UyDe zbx%&YcI9-JX8R`xw7MRq?J3Z^?d1&yx4H!nYRCLNmi|_{>@VRa_g=;!sK<}r)!A4} z>S%QsPJ1Qkx9)4wj9KUAoziQB4HJ+E9sclQgejQo7xBqkQjd646~lYZ zH@;;H_C_@@le;bH|17FdovW*~4%9FGPo;95^DY#m-XL!7ku4XyYITX#f6%idfBj9i zwey=y0vi2HDR85WPSauMtfSrMNr0m5df)04K)&6XUk<t*|Z*%LaEjg_nIvM|rpBGYBvB z%zbFnZwnHG-4IOdy{oT`Hx=(tSjRgrXwt^JKnf|0v7buOKS|xjS8cY+{l+C)LVAVE z4XQt8aa~KjyDSC?Q3})Kb)x$T#)95)wyCsR z--3l@KQs}od3G)8>9puko$O(0M3wpaCZnF{>1B1hy~}-Sa&E}P?eH~&!QY9hJG0;J zUa*=H$iq|5A_n&vwh>h;`vedG=MDB z^vP2dOku5Vpgj*5Ummfqaak;Iv%tt}l{vdg6Olxea~pUG!nx_8ZyP^fh@QwE6S8gD ztI4yrif)fJQK_TbNAGUsj!Hc3-R+SyBGlLRzT$18f>&-tyHV)Yf8_~{`djpuD`BIi zO^}W6X35;M>-4Y#H3NsbA&`)J0_7L&gstvWQ3cLq8kunreL*U=0c|s_<<7NOMGG^M zEBbtfO>;7NEM2pHfA`3Q*JC}Yb4}=tZKX;*-(N0)+UtQx*)w}G>mtkfc3N}8KG{$v zmbH4LFagr06IS<@RZD-{W0$MXwcqBnl+DNOw4KuYxjOBA4z=6EJ+5F* zK3$lQ+7B;%OCB|yccD`mX@b^Geo(2T{W5lU)}0!?HP!c%HNfzDBF&17PD!-5`qJzWU%k z6VKRWjoc%<{zkTp=!Fk}z;o<<>tIBQiz=X82G;FkTRBaQ1A*j^P!j2X?^fGyv$wQc z%=Nz5duEQS#XzUbbsA!|>Mn_v zyTxKy$?ve-#{9H4>|;JGogs#LSTBK;C#bB}o;O63i*jt%@umKtGwc_l)u1N1|@G`S$t?sa~c1)(_9! zVREj^6{7T0%5v?L8!Xh?xfMUFHR$9N)#hl9FX-Jhc`*|(xJXwX(ob5R(6hqKqOL~4 z(=LnS1oBvZBfs75sb7A@BAQtd8sUm}qV9k?%JV{L%$9bq&12QNVm3FbjKN(qCzB>2 z6kPXP&96MaRuiguFL(Y9yXLk67fr->3mon43#>!Dd~K29uVrh~$@-Re`+V;2L;e+7&Cjhz2^Y)oyO*oKC~Z9pU>~Ttu;I&4Ho@bM@qlWu!e1@7e70# z;F7bvhES#NEzanO2Q9$rKG5Fz60#8q!+0gcT^cU5Vrb-7d1^#gOKTDuz9NY_Ic%wR z`a^#8Do+KSrB$I#3rqP}X%8z)y0I7}!^2nyl)T;4o>lN9u^Q2^&wJzgH#{q|bG4Lq zf2*TFg)%pYa!S~5ArPZGV@ZX1ju*)Jkqj%VqG*JZ=`N8EgW|70Ubxv2zGOJe7;hIX zqP@0kTlM4U&_3Z`Ki@A9u>U?Gp7&tv!)kS$O|G*bpJOifV|Q|BR?=2)uxd9Mvs^DP zNrC;Sj~x2sgCpSp$*s(ewUI(O4Q|8K%EMx-G9m1AiVj_BpsZc-3^(;4RybojDL6EY|YvI_`Vo#8`aGp(~S?` z#vgjwWweyY{kXAkXgn)?ZsOs3ZZCMC(K+;eS@7)1eUl*D@U*PHHlvda|6`-E%Pj&G z?K|VFc5SEz?^?8yAv3*FJEQ3{t!b35r2e^UJ7h=EBH=On+Ris&_(oQ{B1 z+NWT2roMy0gf4_Iqnnz5+xkQKtKH07!Wu+G7Uy{PGb?de`g-MN2RO39+sGDl7&?5N)ZE=w&eH3(#IQ`&@}UY5;tJ0eD~XOQ8y zyT1$yQT17OfP4AV3CCvF(@$lc&Q`)uSoSY4u)sTg)%>q;28v)J8(7-G0OgNa`dI@FnB5n>9^kG%4tp;^D%MezG(D4)^(sS2Hl}><{qGE4GTn z`U`r6)!P~e{ayxawKq%`!>Hk?+Ic$bw+jUzlfEvt2?S~#VmLm2m~FwWZQlUma39m_ zgTz9uQzq#6M7^CG6^}hy?Ya!X4?m3+pEabez@Y8j56kDcX92$*W1Hc$+hOo%IO3q} zdm`PI{iJtF&#Cbp7HGzQfAZ_66TromG#hpS|E-90z1C-wKveJ&$DU09c4&uf>d)cj+&j6IJ}GU%{Ey+iBu@8b#ktTAfav zJmOq1MeP$GZ_|I#XDuuF$Ne5lYrT%)JP3eR-^~U;e>ML~`sEUiKzw;v1iVDHwoc(T zsB}xV6;P+zpJ*=N9kfMNvfgRYSWwij{`tf9R3tF{bo)*hWu~`sOumdDJ%30DALI3> zD0)AeJ)I+qR}*fAx@#PbFKgC9C>ERxR?ckveZwu;Xs?J#DYM$vU{<`?ld}oXAeFG4 zWtkW6Vr>%F-=qGvk-qaRh5bIG&g&1$7j|0bXJ_`t+QywO;COtg<^J8<$NQd-jEzOm z`LB3){?Pp*A%zL#N^S+Q4waTTP`3}Fd*R(YZ{W|iSE=Rc^XjY}iQ)J;NWzI3JLTHZ z_5)>C7Kdo`C>N4O*Hl*4Vg+DPQs?~P@78jWa|S^3rYyonIbtG=U}_jbAU zHSK-z-V5AS7N&vN8~vWQ&8@$_^mipi7W`PXS>-2D72*^@ZMIaH>Ghjc(#%;p^$(z! z%r#KT_!~tjxeXs<@}efe z-i-X}yFwiu=JY#bTbq3z;{0Hph9~UlK84oj&6PN<$W1zY@ne|mbwe~vJwGM;MphqXA*xH?iJ(ZM~K3V$F#rmLXNVlcU0HHP)H zd@NPUgD(Gx+kNMDaok?3xz9C-Y7XDw$KJY;s)Mhv^u@7mB8cy-#|L(XWiZP2Hw;pV zswP!#61D5A0eP=Og9MJPkVD7?RD)9oc;@_Sel(eE#L8r}IH_lP){GPM&ff)9H7wt2~J^^;fk?H`mpzmu)^_^*I%*>3c6=U@VxR zyYH@tf{oyBeF8oU8rwp-yp2adWjW^o;$~2(+eGV=2~RLw9+BsZ zQ4-0NN%NrRiR(w?3$^}R448tSQ=^1SH2=sy;+VUmGy1T*jE7T>scBE+xZ{$%$luQ5 z?Rt^tC{tOsJ9)m274HuLg4`7Q+OMZr@!92$YdM7TQ0eA&BtE=X-gcBtYk@VU6?H3 z!UF&CwDChbLm1AJGNN2lKu!rS8vFVCQx~-aDm@n3T{q^PeG4rd^!C(W&;QO6n8Ea8 zp4+GWR`O9NG81Hkh4#te*7~bEg9-WQm73b)94&eM_&vsy=uc2dzjcNRM1H=}Ak|8} zOP&6TeS8OrbvbvFkjtRTE6eGj-O&@}1{Uh~0}F@qduOtSx2N4&M$5xZ2j0IBSfwCI zCB0uS@ohcG$6nkrtF7Vavj)t`)%b3mGXyO#`whdSQ&(7VPmimx2jjHjYo4VpFy7yd zyV1OP-1jb(494Z_#!Pb5%3BKTq2&d%rgSH4)t zjrMJfL5Y)AmgA1Uh!$Q$L*AeEt~cIbFP$XfF%yQD>TYqTb31!F%)Fj2RYX;*yW{m* z)~Ea2@VzCF9o3Z@XN@X1{y-dlxXUHNgv3b4T>4!jtd_9T07h%$SBgL06Rz30{@A@D zn1WHdRonFkrcWSmJei<=F|nNQvI=gnfuNWK4IX0cOjJTr_*+4!(R$?t1;>_TBcbkF zk@kqrji}a*GtEYuW$$1w_b{n{HHx9wZ52-{@c}Gl^^+!Utp~9f+@5pPv7bR1+Qemx-?(vR!CJ}fv@q{*NaVQG_74t z^pLx5=F7~9x7$G$z|RBW8Ai6*mk#1Z?=f^}~M>)v6~xu#fgWc2k> zrAvdCa)25Zdr8;hlE-KCWVPc2SK)r(OckyE-_tD@bVRVc@-+$m7JoN-N=Dvg$x&}~ zL40v|+*gk4R&h?=w#TMY%*4XY@*0`06Y100S!bgT3+>hTblkZ8qc!Jc%sTfL*EYBr z9OH+s?GtV;km#uNSP_W#?%{dlmW@{A&nwkP-jh{2gFsTQ^x>#|3FItT3;9G}Rdx4S z8}~|Kp_ed6`)K1v+S6XYuTowfmItN_ot=-{#E2K8rqAX4LSpHi0|3(cB8uep&7%x4 z;@9XF76c0S^gEj0lv~?k2e^BGYf^gTH|An;sW(_c*qS$Nc`5l|xB{su+L38{+-WwO zpAJS1PlOvuPb_4P<=dVB#)TT}KOW%JqW2y4Q_5d^F3i#)DZq0>R=Y27R{!=uMs=7z zO{65WSdHt7zjf5pmmF+mwlS{;^GqkE_F($S9B?T_h%NDmB+at?xq?>4=n%JBkx{s; zMF8w*sBWl+Q4Pk_`|Q$8#Qib5~-}WD7FY#s)=#U*N~^i!bt{+hF6EqD;!%+F?JrxvpHm^o4+-D zX9Mnt-D%)eK|GZhFF`mQxYv94CQgXI$HRA1dpCx=+-v#!*^hgcz00R;*z*d4+p&x8 z2K)@L_Ex6>NSU2q&aNR^x7w760!d`tI)A<4-5om`Pxi|}g`L>Jz6E(#KPEnbT-q<{ zOW5Q*=@W1#Tg@F3y#yAMv-O);UT2bdZBBpW1|O6(yl{1HD>K%2KOOO0={S5%s~Jlr z!jDD=(xg0mO{mT0sg09lprWp`DolDO|7P!TY>6fj}Q)>6)p8svkAtr@;n@?E?xas!>GsOH%zRQ^* zsQnvRC(;HL7+8g}^Z1DVync*O@NH`#->dH$yth{G20mnRTyIADfA(fOxMQ#R<1Shk zy4H&<>DeAmjuX8DL(8~oI|?&f!KD#BPIA*= zqWjJ;#pVXlGZIeYC%2+}+BKxLHLTk!)N+br;w%N}HFn`d-%1tAzr6ZT9Y;_c4;Ou0fPOkhTCG@ozO8{y)ieQ}v2(NzKd+SMgdbDmIjUD$A>t*GAIp%*ce>l-#A`AYvd_<SKjMAa{~M{Kj3KmY9G-<49_3k`43eL$5z_jVU*$+LQ+ueb4+ z<3!DeS1mUlL_&-*o_?Z4izpPUH{)ApywdklM+?b35QLnJ$Y>mhH-ohwsuWf*|bC{GxjRqjlJT}j@l{Z9L4ha{fY ze$~?l6zgzD*ACz5#vfm$+Dj5oGqCV%KX*)I8dSw=A0v_brp%$+ObA zKyT~l7#oVbleN=v1PrWuqLZ_`P!gIJws_TkwVqKpItw^rEX51`AQ&y85F#+3z~>IYC4f(6ih3Kl~;qA{m@N~R=@YKPX| z<{L_|PrLI@d^+J)i7hlF7=`8<1w^jquO+`*WuLLJCg6SCVZ2lu92|?>w@<^fFwuz_ z@r!hYJ(;-cAcu7DgnaF<3T@ai@^ZJ=Pj{3B3V&Yg^+#z^2&=uU63_czw9~*J8ZoXv zwSlXEJA33XhxP@k5L#L7`_KxSQS#sR6ZsIwI&K|>5AZxUJ5+Xtvpxq`nw`B{`oUP0 zb{!#i8x~5oG~JK@{>v@{XhB_7gEBAC=6p_bD^?0~dXKe^!;WkI#Iz{ZoaTz%L4SwO zeHM;aXK?zRlIqV1h_IE-ddEq!g-s(Z+V+1$)O*-y)Yb^6UEuuK6fFW4%-4;6!6*014vwpvEa zLi`#p$M&TvjOw5G2@jf|cU%p(f769_#>>7uP0Tt*&Rh&9on-5^m_q3)tXS_^*~;zi zspkgcCtpH`DiVf8u107}lpU0BiDnzMt92_w%+#G+9X`hgFrSWO0^)#z>ZH#Px3BW9n0lD{uu#B)Qd)2h|l_ zhN#FJf2DH)v=+dwd99YX(MNo;Fcp(SFno8{&=nddTO!EY(&CQR!X(YAK_^1W{N8e)4bo>{0jvM1V}l3wFC?BOL zV+uV&4sNg4Sa?HXa+hDgN%6YgjEIHPtIZyzzXLa=hy*$3*Ui0OAAYma^R8vd70xOw zKI24iwf7JGY5r+OJ8E*9)THLZT&|uMB-UE_Ua|0ruO*Mrqw8N2YsQ$t^pNLzW?k?c zzq(E=_jjbF#f14=Y{^n+tZuEIg4-pP4I>(zvLTY6srG+a&kM(ZXn<*+RoMBuCKptu}|*^CeC?J7K|zJS6JrW;cg_viNqI=qi#xe-6#QD;xvOY~A=ac%y_ffFcC26cHw<-9YBy_l!_O&> z(DHL{U9_!coRPy+x8J)itrCJ+2u|{7onTQgEzCBDOZ@97gGUPG*Ovp5G)No!-3nXx zsCkOej|~x>izw2(Y5KVb0mf}jrf=8WSH9o7i~IMvh5X!w`R~)%3!5nr(+8tq(*OXt z78Z(+J%X1Z!*;?uP>wtU*pn+)i@-$URC)(2Tt#yaf6u2^f&D?ezn8~lEyBx2m-=?W zH8yNMnz@3S*5#x%APWyMEh`7M%{5Bypl$Zwzu*i?#|zd9xMdUOXlmtdf1{LY<-Q$e zzP{UKd$@3|>f%s2K!r;SDy2s|(%CV(Doxn_m0B-dj+lr!6yYcN8~rvsBu$~KeCR0s z3Iu9_=!9jr*QMM3YxW!OV$H69ob9tx^or#n(vkfIPG1JLd)yT+vy6Wx7w+Ck@#X8W zT@%gn=w7%gL^QkW4Gycp4yAT16He`GJ-%MS?xNl927RwEk4VQm_Ai>|K709%RLJYj z#*|e_U@ztL3X-H+r6=*mDe{_nq0jBurAbJ=#gIP-c+f$p7hx#au_FRI3CpteFp9+l zt&;K)pnNf(J8{d+3*q~3=ELdxqp(DdJ74bjUtw2xxYq@y<<}+YkMvKub1?f&&oW}b zuH>OJDs(sM;i{Fhg6_g70Q40BpVRYL|NY8Mvx@+3uvft(`V($`oj&HQb`Bx&g1AFIXqmir*qD#MQ)COe(uBeH~duGeM+ z)a`7vR$uda>U-x4kII3e{_)Q&KInRb^3;_zV{-Sq zU(?@zXsL7<#*VR=+DN~k2Hg9Er70vwP}x`evQWKof7lX3-6sIjm-PHr#QXsAw}Z8W7hnSYkKu+g47?@~9LGo1E1%ki{CjAbk`^(rIHq@&yg|SCX!5`+v6b^?3aK!pB~TAwM}$uEi$ZSvyM(w64v0?>!Cc}zK}^$ z{@s|F(e`fu4estY8+}-+2J};br044zt2t0MJM0N5GgRQLEKl9@KQHJ!Uq*9gUJAZC z{6h@%k^8}$>*=Y=wV-h#AWOm#u%m?9>$ThG$C&s=YGAhD@?&bUtUGbJ+TQ-md~ES^ zLQRoeYweQgF_%9~0V6^lkJ9uV1ChF(jCz6!eUUjf<6AHL@cQ9?bz4@3a@z9E(+|*j zysM1NmOag^=+wf8c?T_z04Xqgbt&)rM{wNcb@^H6%TO4pZD#L6ZCxET2(BIM*>>EJ zPc&O>J4LcY{k}P>dG%j-37pDG>)~vJ=QGXk)xM;d`nPHez`o`?X2F0C!L|7C)@A?9 z<65!ReF5O~yqL`FMaqA+A?5mjehw~9jy*A(MfGu=)!TtTdv_}D z@jdLkxan{pf>eX4d2j8WK|K49DQ*r=_i&I_^?Fwjno5of2f3$44X0bCvl(nBdHR^; zhJ(+wRyerN(iF<%Mn|Mz%Cy$0_%2@%%{g8VPROJ8R%!m&yN{O(+PCowQEk7(7kbsB z6iYeg_AWVrcF*P1HvmkI)d5U1nXg5g4}%-uW*9gBgq4x&c1~L3&+QeZvPe!M7i%ax z#n9)M;e7ps05+y@=OK|iq=$X=Jx~00&c!x>tigXWCH4 z+#8->n_YUmDg3HsuaKBlzq_Z)8TpyWEsL>FbH#c>%T^el;+W&*DGEQiPe15u_ui9z zTE04ISjkX+9@h0d>JJ<4?qhi~m!k5Whq={RrzYT~1uP<7y|?{1EXRdMuQq~Llvz{} z_$oVLyWV!-h^+T+-9r?}pztOqY_VEoE_1OK>IF+%A}!)sTu|IqQVzfZc~dA9Sn|Eb zAK74mI3s~``RwjS&a1|FxnENl;zxff6ET3U6(N7# zB;lsWZS3`tcD-hOxxgFyyAjxW>3h6GfJ1N9rZbiXT(NpP6bz%wo53rjAgx{PmdpOH zdkb^@Fc&i}{%&P-^IQ?e?)+35S|wZ#XDV;pqNm6-UUywVio&%?wbVzy7r!wspmX!v zd35baUlw%hl1R7e>2+!h9JPIHI_r}UtNz*J8fJxvNu%%I=S?@Omx>z=fr+U?Dy;cu zmUo$kX{(3;Ud1t}BwJgcLAux5Jp?eZ#Y8fW)`RR~guLNw#{1`Ad-6BvtxBqX7uYsV zHKWI@XA>RLS`O}&KXhI$QR}jLRjsVzh%NKpY0uC}7>}OD#4=MnMqYV8>-FT*d8Z}s zJoCC8AAipvGX2q`{_?Kktv#^&e)qf=WBq486Vdrpg|S+5$i--*{;pH(0rI?u^76Ko zTz9vM=MYyv`fsZudF$6EXN%v82K-}ONr;qD6S${LR^jFah6duU)X1J(KC=7zn|DjQ zzcQePcIT%wpQXW|&DJi1ZgsoJ{axSNj(%iih8JmZhAxL54f1NNe@ty#+=eAtglt7Qkn zE*E4Mr1MWE?Uh+e!J&vT3fiaZr`#raq#-q~=TCe7BBWvn-pi=cEyF!3qcTNjofbG+A+%^j!Twftj=}C zXq2HxTHSb`he}8b{nzyZyib^$$riMx8@V7K>pL*!j=fH!JN%8JeLdc7dC1V|h(5|k z%|HG8Rl?9|qLpK7BA2hqf%^VM`4|Dy|d`MDK_!h+H>?rJ(AOr zcUs51P^dV7SF0SE6zwiNk$kUlbAZe~q-eC7Nv|!3=ev!t@^(ub8Ski@p5|*4^$Dw@ zoyt}1th;TJL2AFT8ndfV?Fy=!9G9D{7VLN^>)qciFbHP!T<;@VFAH@<9Rp_vOT0+F zo)1e_9JB0U(P-6pwndfx>aWANv#ifH>#Ned6ek;{931XV4Yq_swLopE@A9!>iIQ6U zW-VG5bXZOatF0vxzZw{&!Vic^zsoJ<;tbG@X=eVM}aJqf-OI>dKMH$_Smp= ztvtub>?V~m81LA>dPRmQTF**GZ~G;$cb`>OeK(ad??CQ%XgCydIEP=om#SYeAn3by zO!;qKZGRWuC)7V*Yjc5cLswxMd|W=s8GOF~@+<-=A;v2bA8J1)m$aZ+o$`E-x%kn1 zp>4?)v@Cbs^Oja^oJgFR*M#fAJ9L)J@q4IFO6H5eP}~ET89TwEdAEcly=xvywW_Oy zS~-r`{Z{&{KW9sBbo-UFG_tpkX|auC{@op4x2(iWYRLprf*$l{Ytb^(81Z)}yl)?O zn&uu!IYFOUFvc#L!sOJrr-P+ zO`!R-gw6l1HNY2hbnf~k?j62+az4p9P>hjSgfvlK)!LiSq@|*KM*jI$@pp(PMx|(e zeJ2jLGtkC;m6x6uK0=VYR%W!2EeMV&QQ9b+e480xHqLFQwKi1pW#Jf2{>jeTDVe)Y zq)FU*+LVZ8%>$J>|2`e-_SxCg-VjSB4>5Kes!XTnOvb=mfvnkhxoWdu8k!CH`b&V> zy5LIPox$Rb+0)j0nao6=VJUcwsFO&H6m>3Aj-FL3$!S9pGYOsR{UB4zINLv%$>z*8 zJj-`)ja-ggfW)}gDGoQ+`9QV*?x^vj7?I3*ji<->wsfrZvq?u5jLfR)1|2ef33@9(Q0&m_-CGkfbYxatJTo* z0N|NsQ>5w+gX^W6+C>mf^;QL;W8HUMe+!4ZYi)Es7fWNeKrMj(XGhglmU`%fyu!P) zJXsXVl|TN|E+`QAO6dFzYG!tj^mTfMDFY2HkPo2CFs3;j?JHxi4YK3u$<~~BMudlw z+{la3ceYR3!Nq0QKPT8B6e%N8({}$R<7L_Xs`I-1H)?UuiCTyDOcNf7H`V%~3IZti z`QJ>ft{?(Eb|0gDu3TN2#rQ_(^0vQV@k!C5`CixJNOt`&^W8{dB7&LrdGsT7|B{Z> zpSsloGiepk7Fw#tCTRe9eq z4U(;~@{6#JvP@f3wJV84Yfvma-?fB4x-~i9U&&!(vo8uQ%X3|?yBs6?8c0}g^vA}9jw|v+G|rO?hATYmg5aaLbnp8nbU^s6SPm@tnOovfnw;bS6!T55FKph6 z3&4T>586HLJe-madF=IPOg4|sw8c~L&W+Cj>^qg?z9P<*0F2X*mdR`UKn9-n={v)M z;CDyEDm&^VxvqY!pVb{ze_h`B*2Zlxok6Ad`yroVLzlxqiw?`EtW*W)s@$vZ6Q%B}TE!ggNvk2G?5boXIjkA& zs^)`VjHY5V9MWykPnF`=*?B&pTrI!-d>_E)+$j-wbT)?YW~NvCf|yb_6UVMFZGIM{ z#8lu~r|!$NF}YW(#p9^Z(dX^+eAr7zL$TBU;?m^~%wd~YN%d(Y4*G}56W-p3=k*)( z?#`?;zO!>>{v)2jT+x^n4z$yO-tQC^uWL0aujSrtpXuG#xpz`e1bhbv4dpNU2oC9+ zmTe}`v z94?Ld7+l8y9;FSNiTYI)OTetfUH|8pbYDc0Vv!}Xr>rby$L-+9|3TOBn@f68?l9Xk zCXeNM#|~E=2|Yl*uAVDSFE`tsU0u3;bjaxX7~e|BqnVkg*K)!UQ*)MiWD9V~YVllb z^aYgdLk@^nMP{;{6y_GZ3uXn1dK zL;R)0t(o>=I-wPA`r-FBMyQEug2~#Q6M1a<4e< z{vE6JGS`{w^YS2}=3l`If%AMtFOy-gn#i3R$@};T zli%%urG>*GEE=|T_j-x_%FqL7$EvZ<%NtV@7V;=+K+NOsdrT|G1#g&}TiHIhrw+8I0?@ZPF?OT1C#hzQ=} z4cqqgfv^}bsN!S`O|Y9GyDWsr1|#_tU+Q5zmDCc_7`yd1cYPnNVFx&*FGRmH zhf5Ji>C@scYb5V35dG%o>9X=%Ck#U4w|Bb<%Zk~pa_aec{emCM=d!D4lf(TK6%N}N z72~(kd66>=CXB5WpxX+_Yz4N|Q8At8R`uwXm7pbdg&3gL%U2$&W$x0sqd{ZjHjlxi zczE_;npXeJ)Jdw3p{jAh_#syaH**y_f5nJE;U~;Uovz0n;3sV;*Kjvy7AViey?((I z@y&FVM#}>7l()l1-W$%f3%8$vP~x>MEDK+ywK~slG4&R7q+A(&>TgW+*YDwz`bLZA zBtvJMO*Zb+EBP4d{<6NE9KOGLes^t@`h1Q01sN!SIvuzQjMv#taS4F;8(&h7f|%P${ui>!k8a4h&T+P+c*h zb94sHj8Ar00S_zx8SOMK^24nRjdG#4*bPdJ^MiPh)e$zY{e-s3-;ir{a`Q!+XHB97 z5+fZra@%54-c|3HGLSiY-P|xTKLgqF_Xq}69%U|KpB&g#Eb!wVGtPmF^uQnvh(2PK-K%#TYdBmWIlFrt_5_5x(UmdfTFsEy ztZsvD>m0X_*VRrs6}aX8_Tey>8ANkX%%I}qeOgT>AGTXkrXo5`@|EG(%q8))M*zMS zJ#qV$(CN>f$NTq4PTZ1C)Sr4!ErPI7kM>pO9M3nKeIM+=?LTvvU*gJ?s>bVI!NtZ9 z^nCZG5b#54c&COz`+6I`-Lsev4aD4uhgXpU_|g7tT_#O~)`;hn2&;pP>f}ALhga?A zhsmurC(fUI^jrQWWZST{4reQgo11KPD?SQO?=)_8w&!Ji&GP}jZ}O(%bH?BAx3z!F ztv;V(?*2aDid1Rk{PoBc1d5-Z%}fDlbdG89tTZ^|uW%4r!VgFk?z~v+w2(@MPXFY( zeHf?ZM3640yC9C+i;yU9eWXf}EUK)V2E^%``HHHKpT5cdb^dy%kI*kU*VRNj2!{?c zt48R^gcME41ip)_T?IK^&$Dxhyzt25Y@PDU;ibOrrWtiSUAD?|Ek5hrW&Z+_05d*)LzPv2SIyG1a<~lb% za8Tv6f8YB11;SpUfKuxQX*K!xxb(icUUro(+X&`wQLG;5F030fzS0oXR5)doN=BT* z08iDjsIIa8*i!e~$3KeBwd+tY3d6sJaw?}HIV7b6A*o0wBIHmZUjKjge4I6F&8(T1 zdY--S`?_x7NvyUwW8sZqQKa;YG{VOB;!=wDKA%ITc0zPsvoAtJN__1rv)iCi9Pp@{ z8y$0h$MNwGy;*X8zj&p;CssN=gP#zL@1Z}O2I{Z2Za$+=HEsNaZS9ZlJL2zSd=j}X zILO#fo`aZeo{6#e7_arX+MVmqct7!yE?bLvzg(SW7Z_4l4zV(YtGugpitO(zcSl~G zaO%upc4OPpv5ruwDi2i>%0qH`S=<+u{S&yT^cKU;_qTLDs2G{?qZ=sZt1w@&j#yDmx$VC8L{QJ~p*?F6sSv;)ye)TMtpqVJmCdBa5kWL3Ci}h<;?LP71BX51}5vQyd z0@*JTt4-8BugifrHga=#B6w@OTwMOO?i)So<5urheAO7Klm%GB&&3>G(aUU$?X^N` zH^!Gk@NAMgL~Y~QK!B#~pSldU#fCo4#ngzxD|p+q=rCG-z<4$ zS1(!gD-p_be|V3(h2=OpaA#{dSgfngH_J9v(wY_ze{*|kM5BRIj0+vdP7yD6>c+EK zyvHe(@CN__=rPUpu6vjmyvtM%+C|7q#_ki7m8YUS;@!ilX*2MqNNvYZ(L>j ztOu%Z>|FI$>Df>(h2;!E#Q1g7a4SmlaK`8{vBb0uugs%#Z z1!C^FGhC|7!G<7Cfc6qn4}7Zd%&E2q+;DR&4V(87;9a+H0XP3h5R9CPJqGE-lEXLD z0w@4?H5P0uyI|mPo#hnNDck83N^RZJRD%AV8qwnuWU=tyAV`<3;=S(=vSSfKT2pMo z3(+?JAU`%YE`Px+$)(EHsej;^*2>Z$3WhirU(z-R-W!_&`&yjV4c;{~>iG^ulrl zc<|PfY$F@#MZBkogKOu?cspOU!Hkx4rh~t5!Us{MoU--m&P{&PW4zw)G{=AKD(9&4 zTC@YT^0Pam?!h)-%k(yX1bwxJ0JNGS zFB`kWB;N5RQFadvCTvA|;fH4yUfDQAb2kFjgtIvJ3NqgP?8}2Q^Yz->tb{+k?d6?? zS@SDxi}?0$s{Ha=_b68L^$OJKH;cwu!Y?dJNuh)TR**k~$<#ahRMeBF$imX!k@5q- z096@PMqdHgPe{@2an0kH?&l|&+qRVD@x?=p zw#g_3%iHTaww9FUl^VUi}#puo7?l_H!XB^nBWMf=HhBz}Xu! zd7NF+x{DTSTmRe~EO2Wvx_x1^BSUWFwyNsOy>9P1Wvwgq+<`dVANRBC0(t=Lb`&*s zS3-5ql_y+Tl_zvBGV&!ia4PZT*ZVbW-%m8)9fmCvdT%d#lN(2Dq;Mennt;u6b_FJq zecFFLhHDvjcG3naez(!q*1PtSe!W^AZxad1!hK};^e)#}(dyUneDDp6pN;UIAV{gz z`Fnp}`Mig|^?I;a&HhHU;UuVBklY8}2n+WE)`Sl&hIrjz*dbZ&Zma>k0j7VQx2WMy z)C20`CLD|B*W(Vh&{Xc&^U-*8{+yJ*w>kb!g<)xb%ve)Jh=i@*1c<+V!wAzVAGpAY zYENMd@i;?WXb8ao!UExKX3@RBdkZE{&A}@0(2N;_E8G4x&C0^wL(Z7d;a*?Z)qvtj zEqQ}#%;e)$T`L{s!1+oA%Hqxo!WV zu#p($z29w?Q{VnOIrOPHXyvG1`?@A?fAOvWP1w~s-H)_Qk8N~%wmsfS;4V5!gUoBT z7E#cCExW*6>_YDIM1bjayzeXf&ge6i0{+v-(%HMu=liFz546DXoIRS+F^SR{X;iEn zNFj1lBTyj_Sq}d`*0J=hn~mSRd+d8wK*0|JJ{w@DPtyX|dO@;rtxB&P(o7~zC%5Oz z^&IAaFCgDd#*hLFQh0Xspvr&@?k|38(T5i_kKS^-3ORM%GsMo}z+9)z3qtHPk zit0CBo!q)DxcBiF9qm>gJ&+OgybYroz~XK5r#-&AZ`d37Wv6mI4v*hC2;$qUd%s7& z8t!I&rR01rjazs0;h6@18nrj6pmd>5EZyqZ_HY!D=TfD(_^CV& zU>P`rTk04+h*lhY7W4Y-gr#=FPDpHilNt1td@sb$1CAU!LMk<`(nuWe8}6rrnQw?2 zcGjyhA@WBb(goN1K$cvJu?0hMKyP@?@k04#t<(*@ukEK1A?@R?HafdTR*}lD``pT`O$%8zwuC|*ZtSdZ zXuqS&CP(wod(=ib$LrSl;8Wif-O~_v!CABHo2y}=@v0q$&TFd;ut)86n^lLm@R};p zsw!F-_kqi){1leRx5G{5g>xY*u#oT~jt?pf|9<6Me42;AJU4QcSLs(L8jWjx0Q$96 z5&ej7579vpjR`gOimwKFd=1)nduTFFEB99bwng0XWF0wIHmV;zlWbzGdb6ZHakFLs zp01<)tj{}VpoBJcBOAg=)tcb1f)eK_(spwd3HJ1Q!Fq4xS<-3za&h4*aOM7r`j}{D zC^2KS3pGMAodMUlWCiMv72dJ;E`<)iFsj3pbLjW^QLB8}+F_#7?R(V1F1zyccDe0m z>k8}pyPbxO2h;Yo0Q1rPq_lf|=vG}BZ@)?b_W!rba_m%m{J|0G=^8y!jJ@p43S6SA zi`{ZQV<5Gsy^4TOud!{QxIND4L(M~3>l`jeaufp^AhQGYpoQzkN>#J_L9YvGW`CRc z*DJ%ia$tzfF`}%L+nZA5UPEuZFC7?i?Z%T<`;lySzcV#_+x_8Io4;K{Xt442%$PN< zIT`?Mw%aaI7T$v_M%(@MG89TA4K(R~TJ2N4l7Gkx{8Cnk>h2vJ&C-+$k^aCQjfy|- znH6X}cq%9qx;ESfaf@usU{tA#1f zfN9*|_u8xJT94d)ll`r+&uvj!lF~0O*6~)lw3gJ$N@D`{bo#B(nac5kTE%?)fZ2&T z;;QFHkbp{^CdS&qfT&jMGJwEFnauO?Gg}=qALP2TE4i)JZW=w{ePm+*paR;n`C!Mk zN}#^ zlG#q4mF-g~4}}+2AGE{bEMhWB%NZ^dbbn%1Yz#pNxj{Jik;vF!)Jlgf=QSuFK{@p4 z?Cz>SyxnO|aWC4TS`&%f_0~q-b5_>I6Cht&?^pA~f*jaq|4;|0$;h|M{{%I9`A*pl za@K1C?KiTutxIQrUZ@%Ey=jzecJ&i{k~)w%KbLdG6lJzXS3&Odcgs)2e)9M@#vI4g}Y;a8;*j z{=S=+ehAv@qpvsUJhMLt(TvEigC3*n#@*4>N2tx{t7|gdoaXjLyxssP`8$8@lF{(g zv$P8Ru+a70kX8${$p8(F?nSkktOvqt-}@8kQq2zb@7wF{)ZThIo-W8%3#pp}zjx~_ zmrVFyY@W+|M_HR@0w5s`EwY7$+i&ETq`~@(cI^6fM`R=betrRDle6eVf|Ia=0 z5VDHWA266sa#k<6n@_T?6r?MRqp{fC-p$S2Y+Hy83=EZ>mD9<$FX{r+zh?AlPWt!h zcq*?;4F{&Rjuyz zT(fV#!azt4m*1um;jP+Io#|~P>TfSLUUurwXNo>~V`eHF6NdpcAves_OuUS{&#seOPv z0X&#snE#`jFgF+;3&?(TxS5h}M*X5mX;iuE!X@e{*x4VrN%EL5nd7Uc` zuChTW)vBbsi=h2I){!Dk9$VS|-tygI#ea{+jQDm2SZ=KdT4j!pmMI^C3c{6E>XRZlK;nQk3FJ@bvieAv#Nc4bj6?Bp zK9&xTQ#qnC=3p@RgK?3|U$OCr*~`O90+3%0O!dLIeV*?}mC}QiQcysZLOx&QABXcB zg>O;ygu3MSE{d2&UCi1G7Or?tKIHp$$h<{#BX}bixfHWQZ6Y+d{QTGwi`ACf{cev$ zfxG3Z=kUHdp$@Sq+~!Sz^2p_p{#5tNp+!R3YZx@BGsx8HpIg}&N~7(jH%(q{C=NIM zFmEtRv5C;&`I83P9Cx9xlCDvUd{yrlyx6ISz@7i=OiBsl5z*8Kf8@{N11MU-#pW2e245d zMoXLMc9#vM1~jf!*kaz}lsGc^A$IPcEl6N=?nV~Jg}>+DcwcJo>!yCM-mc}DKUP7g zS`qb1Ffac=@rymTwe2D5wsa@gnfHaxc6APg_#IUDJW;Ds!k0jdk!tqPoyk*Pz+97K{okj%#lyQ`Hne1G zzN*^o9zo#E2fX(Y($muxbD=&Jlf$k6EL9rkQ%jc*uiSKbR`RZnz4A{(>Bz;tHYq>W zw)I#vq~EPI)h9u1O0P8PO9uXtf~4LRD+2YKhIDqw>|WQ(1H*Uc8#Q>3F}1ehAn{lh zB6u@>qqRJZ8Px7gb~C@Rh6KI;x@sh=H&AZQ`5+T%N;0Ufix(BkON-ouA@a)`NRsiw z?r^<|3WhCq)2tv7o$gg}J!`(31Lv_uaf|&HC&C3=IJaJ40)hbJNPIaGUfRm|4m+0% zo+R)snP17vE6uSlF{aIOlsEkC`oXFB8Nv?x2y-kt_v&}J5dMC%?zwc!m`c67?Z&epA@LR`2nbg6dblL=Rh+IFI^qiDFznh|8VFhTDej&L?-nW7O?zcF)b* zEZ<6ZQ`ndPE~r64dwFF=6sLQQ0K)*N@?9kJ$ze-smT-_i^@nizGP}b2uX(R-R!i7r zB_#Q%Y}b&@;EK)DG2X~?%mg*^eS>QJqk^sGB@AW1r{=ZUV@@L_hY&9i$hU?)e(%0* zo+EqPyXNdG>=LeD{Y@A2`qhNl#|hmKX)s+6K(g+(ht{;)hfUMcZKs3W8X+U<7Y zcKfYgw=S_V`OExU>cU;Ar8QNuEo3A8An%RLH zoI?FE?!Jth;4NIA^E&|~NcHpSy=eDO?g*XyA~nI_MRQ@;(qFDd@4d%xpLp8I{G}h~ zfhSpc)~op@?oJPcmHmDX|H|7`ImMSmHC@#M*6_JWG5Csu8h|*KD@<>ki*+7;v2EvP zr(hy?%GUmj>U@4dX+6oie#GpM_=E=@p&`ptm-Qk;cHPHJNayu^!pY{w4isJ5!Ldzo69s%!_-D zde3E18}se0_+BsaUmjm)l@d};u)o&Rw&^Wnsq}bhSH7TIQLL&LwfaBxQ~i{24)|Qgj;Iu&duL=b4w2ddejKqV#oIGxRt6>3o&1hXaR1=&|hltu4|I zGoB-C8i3RX>r_1S+FYq!_O|bK9i3h;Nab;Jgw?{%g~tOUF`jDNs@p%-t3Z1QhxNb* zD7~$NdB+d)`5~F(@`+;~7Eel-#5DS77~bJCx|=1{Hdm|;1PIzrdmBKc8e zUEuz@kgc#?$Oc{L#%vOJvB$+*xP>p3 zL%o?sk;e>7`m2!jk7JXe)GC5&vgR$-_EavOEjJj}W*;)*B?J;;>^VR&GQJKfn1l@# zc-BnJ5*&YxjzG++A-R0#H`U+$^F7JAVc~qt;zPbhnUw->+0yM=E&26U+3QV*U3+<( zVedzysgwWMJznjm;#I9S*F%^+4en((sSOG`#6Ie9%G2eyns`{>1f~7(( z22Q0cFXzL(d?BZloMgRU?$Ay?>WLai>@B|wA?8*y77Yu&di!E|ozA<>JUQmeqH}n* zkOYddm~+A=W=#=&#r{U*v{jt#I?stoy`C-=#OlWkkiFZBIua~&c4+X)eyi7nmDmi1 zMN4IP&*(<}urIvod+(J@>jx=i`-{H&ac{gXu>K0{k6a}5nl1@$HI7=HXZCqcu)ztM%Vo-04FWR}=T5*%3u>4;cfKXz!U54s2Dg{FH{O1Y#)XK* zM=GeR#-`L-MTgy?S<{1l+O*;cf7=k*_xq@*X4_Op=7?XD!|j6B5PBS<02OEt9hi5t_D0+W!c~KZ129JKPv6q$$Kfhxol`6RB?-D(bmp2KnEFz$H17!HM z;z6(;G2UB-R~7w|8sH>%3KUBH1ng*!ZI$S0GW(#gnQPve%YDg_zy{6lPVETne{3h& zPn@=bJfzEd8As5h3*G(!r?=XhABs9#vCOuVa6 zfqu>01wWBEL2pRK`8hi59m?Kb2EW$#ztJ(j%XiaD4e&FmT^deGkpQgV>q(_bVMX1C z`_8>JivE%#SrLjs>(i;7Wpk=E8^)zS?N{jI^exPv18?L(gVZ~E%3P{q5P8J#Mtvor zO--)%KV$UqcWY&Rf-DEYg$gvUOU^(0L8RrTaPa=!8Us|V(sVfO**hUw535A5Oqb@~ zXq~8B_%}=X4Ye_EwU;~9ZJ4890x7H_-FsK>m%@WPcHBgLE2 zLp{jN=Y$2MaReDcXIK2J$S>eSr{Ex-7J&a%s@5*mME)yqV24=sP1MzV;qP>o*LCh% ztNqAUTJg`Ez0d}2w*rSB*A{g>C3e$C>H2L{qsZ^qx(as?$?oVXZEKQy3NL6Wm=}UQ za-n8ysd(DGExCdkSKo$|3*0dp+wWuab|)H&P+VHprQGgh z-qlMqSlFB4vZpBJ!KXR{OHL`d@3hk}e$kL8s_OZsK6j7LMcQD2La~!0(5s?W9~I-# z^8#$|;cd93;*Bi8rX;+YmYsqJI}I*Kw@292b)T?7wRJGu-?6^Jt>l8$84A~t)5#2b#m~w3oFEYQ zE1VOp*x~B(A%>1akv@%9^89*xr*p<B(c`1K z<=unv`lE`9`>yoEw9CJa40F2W%rUJxi4>R23zya}poUegoURCb@!5NoPTJ zog#O>DvN!D4)c@6`uFMp7=_js^Zg&?=Ea=R$&<$i*oMD{)0W~KPL$j{+rE_3lsJuT z!20@=ZKS|z4|&%mLmi^iUouV0etl8>Suk-iDmmuK!?FAM$U*d=emPa@MT^`ly@psD zREg=c(ZBb0SU@OB_0|UoN?@zN@R4>$H#^H zZS|Z&ZS(#sliNu+t((2^cCj@gWuj1jOvlYoRN#ND`&|oy*K>b}iM8LBu}_`daJ|kT z9*IknLB%5qU>w*EOybUlD)H0(3Myvb1!1}2(Q?99FA*uAr-u=hf;q-^*Pw2 z_S`S4JC4MCBONrwOrd3$e!;Gk3tL1pKyrajw;p2iLVB-;b;#aV6%<;cv#8zEd9Yy` z&|7QDp^5Z<9?}i-oavKm`D;FA1L?77HDCD=O3u3BAPG8b|JfijDdJyCVwZH(L>8lT8;SRv32Zp4j{!WOFJmihH0os?lE3z71%grK z+5{4y+xO2Slf{7rw^I%~zSmhY$+;g=-xT^)!ppc*ZKx8LN6l|D?BY-;^e)pO0ttj( z0bZr50eL;o=B6W;R(}J6spZYpoRj@ObQc5*Vmz@z;$}6r54`pn_j$~e{iehKJ`FQ$Rey{tX?jUK0>@hRmlf8CphoxngZPn$WTP1*xv@=w&B!(f;kXPc!w#-0ObHBBJSd-Lr0~?P)JL1Rr|+J!p~7gO(qaPt{59Y(>1T_3Gv0 zEdVejDnB!Qk4=8qJ(YN{4^6~s>ci=eJQa_c3XFP$m~itEft*v!UqY zZ`9@yDQ~Ifu{(mO!DA0C*Jh4E>^P@ndbcxWfxU}+DUF!{BzRU|AcYCjB0E%p8B%D< zJxyHR4*d=VgKsLH-b#G?Z?%RLHnJ&wP90=5MS6^cw%o$9aB8OPsH^)EpkOxlgRw9;@& zd=tu1s%{xB!*g0`NTaJx?ZVGx2c~%vy7jdOdS3q-T&{L${QcFQSZLDC-4?AhxWD;$ z#FLG6v6EjE4`fHH<+z` z#!LHmX?LM9RgKok%lK3m{h*J0R`c=K4Heie&IpERy)j`;nzcWb6pM#>gf=Q4r)LzJ z5l)K`j2zryb_*Jl7}o9JHR8*5LN&-5=6)AGyL|_1NeTwL88CudP27XQ2u6n6>kae5%g#I~cOD;`$R;#vq^wOWpgfHx2$RcN?vmZNE&B+HQl+<&$;(^>R1 zDkVMnJ9V}=BmLlYf4QN$zIG?&LW2k|AMQ}&JP|0P+xbN3!D&Ct*AZcw+aERtoOKsy zd5mpS$j8ZwG+Y;{6!NXWLP_8E$VW?W7|yJ8Ot!|WdW zbyd54H{tp?7p&rV&TI@0HSnDOhvin6K6vBWRW}|xmv9)0^W)%UnQITZw%e`3gd=a` zbrm>W&)8|h)Bxyi<+K(T;jTM86&j~f;qb)U0}wyC9ViqB?dPRm^Viekcv7p$h*g!P z-D}*K{?|v2#}`*V?PtvAqBk6+{@PDH8+yMu-twyen=U@2S3VZaML1Nnm7(qJ=P^kq z4Kz;mw9nhU@+A_L`em~uE_ags6LV2}_{p9goqZof>&_fWf}XIv1MZg{$cv1gKu-V$ z=zO${6$Jap9s$&^SI&S07gse_y-`4;2fWL6ekt|~+EsMT_T{%#i}rZF6_zbf!r}A! zJ(Wvsb+fHNd$6Fp<iGJ zI~IoyH**qhuPw8@?-SKlevamt`?{x`4NVo%31~A~jeh;vZp_R&B;JFjbs5;0VHC+% zpMOw!loU&fs0;;K8GVi(* zWtcqO)K?Au@?Ac8l}kLzKKk@l)JruPFPs2$=%A(9bipmMJA?1$0W4wIRta`_8E)fW8FrLmk@cm%l40f6?>=iZcjwDlbZLu{`wSwV@32=m6Bf^+}_+3 zi=X?uB|h#FHph;qYQD`PT79rH+VkoDZ#eER-BM#A)RQGw7T%2b8EqW8gX9kMZnyzg zIxfa}!1RirWXT7kIZ`lGXB^J=fXp*i{;2Td>~(#Y(*1X|Je13QuJCi}=a6)2ARAsw zY-uw@-o_dT)Aw$(QHPTk*TCKRJqQP5woQrt+0viqs?gJl7jblCA9Q~O3V;M0$o>%s z`O8*GF^-rsTa1fzDQWjTzF6Z6P9Ode%i|`O2EifKljgK{J~s1^>z%eIdMm%&IpJIK zpHC^a@5AEwhTx@o)w26j%=oQJQ^O<2$0nwdPdX{erPU~|nX9a{uU}snjUYqW30;G# zR@)nlDz^2+Hx0h`0q9%b5a7ekRR}Ctb+BN)%_`Lj`s(a-=sJ40B@k|N*w++&*!=? z?R&=2IZ8k8EHR;QPEdkUF<&F5$S*=5r_z zpI2FgSdo+4Ehpj%lSe?H@j>LJ!ye_lJ{i-U!zgOCb>zR_)V}@%E=^^xI_xsF-Grbx zfxEfoH#m@P*&vT~yw8P8s{KRbo*p0>M$7wo?#rCZpk&;r5qm1uNTS{*hEcvPgEV*p z7pn8Vwn!CmM%0fNwMd%nQsD48+J;bgT$OJ*ebVA`eFD_y1z3|+a?N}?7wo|bCx0dL z(XXs7U4#@lJ#j8+Y>rXkl)FAZ=icTWw8<0ZExk1u=5p|H*?%*{`jw)hWpkA8G`EeB z3zbL&bq)j1fAkE2K5`&(f?oEqhl#qE!=+WL9<>t*uM z=lDC-x~pQc#KS9VLwnNdW+yGlF@;3X_GlOCPxi1+WX+*sHupk-_VB4GJ>B6GVP~J~ z@3TyuP*S?`BV7Y_Wz=dXEvtjqWFT7#ET%)5-)j`df=$iGDIHjRuo?tx90rL~VR63H zpFV~|a+6L~*t*JGo!O?5ZmJEbeKt9az2**f$AQ(tt($C%x`sMXY)oXC2Q zs`rN9KR@LJL*4eC^W69+WS&GHtr`wo>%;26vCSjB4zB7=#BxyR8{Hz0X=)IA!OQ1m z-;cs%-vH<2EO(Mu%iFHH6_}E`gE+A5wMrdime#5zqH@)I^j%9U3keh|>us^1kh753 zb{AT?E<^1Bp?Pc6^+{9tD3jkyyIS{Pv!$uUpOaSZN^j5>ziTrz%M~C;MeAoGLV03t z@%(T~9Y0c$Fq3UwT0-LnKgq28ZIs@~dX4);67yEzovYb3byhjLQq;u9Tj+t_6tM&C zWvxFO_=Xh6nm%h&!&))XJ52RK57v`he*6TeRKGW(sG(6+kuk%JyBqFFa0>xq9;z^I z5AV+E)XRUkH^v{kZq^vRC38O3!+OTm0Qs->LD_`%&8} zKb|0DN*fK?Vm7x*&6+>#z(~h`?d{?ZWZ5(Ed7SiS6FVKh1@{Z@mw|H7)3d`oh94M@S2H9PqW`X{n}%s-sy%afF7c}xf1{}HOS&i{;1yMX{kO!X7HcU zR>&KN4cm<{s@h9eRLpJbiJjiJ+|hb}e(Tn=+QshY?sF`{{^s3lR1d4xl+2gm${2+` znmmf!RakrEMn`h<$+`W}E5nkM9jiGi%OiD&D{iq~2MPYX4pC5i*Pqs{xmj3y{@h+^x98S^?l|I@)gO?GDuTyR^m0&NZ3i?JFJwZwCpD>fT(%wR+xNDn$+1WA}E}m0Pw#J*AxC(O{&9uJ9+nq_9m0A zwDx;G1Ut#^<#>&%{y}XQUQ|PX7|{WQ;7~uW%0d1@URQ1D5COD5kD1lhP=}iSGH{#Y zX=tZ{JBdJFl>kLoNK z7bkwh_7k|bKQGg^Qbliv=wdy;1#bN$y+TpS3PkJN>!1eaa#YzHLwayNr>*jEAqCCj zm^#9$hIenNGtSw_U-r=2xn@D!j;vEeu9-TH)uX(!cRcE6aa+B#EcfgOBli2RJsf*& z1Pl1cxfn480oBSD*@gQl_Qwud5iNOtd6ozAN~0Wols3Jyu%KAE(ELyP<(ToBu}=XP zw6DXLhCUhuJv=-QEz>HD$|s1B(Opnv8Wf|A) zQFUyo(q;u9|AHdYd@@k^_uw}$z4_`*Rvk%%ifnr~nlQgk%h06q19-k^(DNbcTBusS z?pB7Ac=re%JeICu7Y8@L7L7N&Y&sbaTzB_9p5AzaB{pT@QL8t?;ZZx?io8bbkf4RC z8(~pdJl0F~w>3kQjd#Rf;pP^FcW#3X#OS*1Phw4!(S8sF^x)Du0jG`&KH;pp$(BpE zvdJaALADkcdQxs4q^~m0q^#0EAFt%B04j~oj?uJg+?wZVH~%Geug&u4wQ(O-*<7!b zMYtH(%&Jiw6s{~Gh8M~jVitdL8uaS8x(*_Je)|4Ci(Zc(d_i6eA;#GY_+-;XC6+?3 z#+8xyTbXD{sj1`dxYa2X`o{6cS3jzqn{w`>V~q6X?sQa^gBEmcgZBA4rQhI8rW)6A z5DbTH4 zqwlwY-8Ifh=^d2KF2j%uiV#U!eb5)!-Wwm5co37cdJi0yznT>`8)Ut&ouP$+v!1w* z#%HljxPAfMzFo4c92V&6dg0UGuWQmC@##PFd%L!*$N1(uy2*_oE1-k98!-q;Uzyp^ zC80N*G*WQs^72s(OS5Jt7xKnkT zoNY6R6tSflk=TJkfkBB*d9j!LIN2k^cc6PPq zSoX62XycTVZ~UNK?n#FYtP70qc;a&9_&%0V!t8=j3)rTm`=MH4_zDCK?~)B1;FwJJ zY9TO^L-^cjNX4Tzw|3#}67AilGyDtQ1$Dd_<%aj=)Zz!8w~{sD0KC9K2mdQqc-F|h z1@cK|vYp3EomXR3%J^tpy0iI#vZQ7bDeBnQT_VsFw$DXwqC3tJdlkwJVM2Cc5k#DS zKcKLL{oQ>LJZihq(-ezzDzV0@D8$9{)fS;9`M2HqfAXW7{yi>q;8UCVDS47Lmcn{) zC;v{*xD(C_b7~CCDH{6{dbPN%R`%!ScY|c}$3`i#abM~bk=n%Eo#`+q_BjoVk_Mn9 zC#@s0;8`{TA!34_f3w3YR*%^|6JF3vJV{ThXPE8gGQTNMv9{2J?QGGIuXnQlOXX2x z9s_N4Ga}j>?mehMQhqu5TM(s~{YTNcwj0WZVfeRX7s)=G5bYEeLWxR=XfF!?fA0A* zGw+x8m|1J7=eh6eI?wzLm$6mnSX8Q9Q(FxF^y8OQ>&kvJ&_m-8(!rQwN8@(UT{Gcx zN3G)VAbLS9xz(2!JG{O2dp>ij&BV4;O80$bPdrK^kp>&eZDoevcE?nSzxV7U#@~rfO}(s@xqHIrlk-P23LIEiv*py4}t0Wxs|rThMMDSyQj$ z+K3`(GmD@=yRnrvlpiP0*Sr6G4*`X?PVavZrf~iIET2uplT?2>TY(t1a(%A+OMBXK zyjM4;AU=#UCYZnQ8Cx1V@pb8U0hzbr3&#VknBC^GJOZ!nyLSAL?fxR4Yf`~Q1V;&8 zZ|Y`FPF{fSEt<{GGr(&h*d3m7+g_dNB@k^+vwoPeIj2kyko{pozjIv0L3@8f)-@Wv zet$cf`|8C7%E@RNPT|t~00&uPq@+j7+Q8cQovTEUrOf50>+*cJISdMB{xoKwTt_#2 z{#2!MLdNVuZm=z@e9{-QM*AcO)^uQou)-qU#qPqsD!sg}PBy3Z=zo4ovcNw%t3grK znG1%lgTr}!n9&>7$4@<_p?>hbO#qyUuZr0D_;G`lKqbUs*>Shv?`Q*a2AJSVlXSKL zxLD$?u)g1EZ?ulcz#q;=o}$%KvU#r3MIXJsk()U*}78 zYBnhZFZD{8=|p9jxut){uke%MT>cjb@8drGbVjCy`knD&k&H6dm+FzNP3`Hw>f0j!mY=Jn9?{`yr0yVhSF^$tG+^=B}eiOXa* z7!u_?r;dP))%ta5vQy(&BsYE?oSUnc+1qyWnxV(hu9JYYGH)ZR`@JAtBWXWh-p}pM zwcy?6o2XvDKSG`M=2-wZuYSht)i?J~Ewpj55CXE?JR3@7D-Jq?ju zczE^6wRk0(5G`c8?2^IW_?XQ-z(F6P!S6n+`JWm0_p6(A_>O+)f{spPP-lYtNOY5H zz2C;G4lsb<--zm+XtFDDMWSZ_2g75Mi_RNK1WlLprVvB_~ z1n=SNvCHLGlcu=P*4=A+WC+j}+>w>e%L$XW@6cEuqMN7ZV_OA!T2eKFjdeg_*KRzWeh04~iPHc`9d|tFY%k1w{q}ty zwL|aLY`@XYu(hg^7xjia)o}8a`An$9siyWw8_Jh2dH-{R`G%UVb+N%{L9?O`w#V7M*O64%m~#b(x)DT|?sYGZ z!}MmY?Hfv&hfBE>%s~tvTzbRjd3S63`=u&hf=w$v0uN%)=`~vx>GJ(oJ-a`fc<_`t zFdy*Iw{!iLj`ed#F2#qeHFWx+A+@ATnkA(Y)v(Cqf8!+u7;5V+y97MNpniN6QY-9bJlf2`#52>$g>Q}5UU9xV z4TO>nMqI5l&KEieDpx}B$SGbMQ_nigF1vyzJkGz-q*B@q`}6A1|ERLH2x6&XP_v}) z1}fyteQldt?6SJ33rt6OY(}9V_6CLQJAw>7Ob9D)&-HTDBI7sHRkw9u%c`Bvv0|V} z?^3@GdEsbzv?q(z(-ms@xMO#Bh*n(<4LkpCcPW0dh7fF8s%4*WeZ=(l1*yKhNi<(> z$9a9AQtBL@j>#^x|Qrq_fYV(+QBh`!TD$1CcSU|u_tw?Y35$JAK>I4 z13*<%xBln@ zkHPyeCbKR}jeEjCIAufE@P?nk?VkQ;ULAe?``Y~mGkeYK-$_xKpX`%9(l~F+9>rgsS=xT8_@w#p&_`P=q+(7DLlosVipSIw(nyYhYLCo+Z(X==2W2?%b z%c^GW^-QcX6?b=Gmqq&M+(mutu;zb1LC>fnmZ<4h|K;aDqIWuq4t2-l zhC}+l?iwqe=50<^bs&*A9hR?Xp^4|W`z zwerlmN+~pwjq!V39AA^0o1)EvyZMgiUQY}l*N1OiFd>=O#XLK-hIRS7eFw>CoQ=?| z=QSENVrn;Pnsy+|huY=4D$cdT6~_CgcJYsyzH25@c$}N3O9B?ZZ$9s<>+7=Pg6#geg_I0T7PvVxu}3&>I8GoON`6w!SQ0xKIW)mXro}iC0S!ZuzHX zw&J?!V)(s+U$|oM{wTxz#u<`(YO<=(n9911iSX#Zm-cUv8!zNs>AnBX9~|ENBCme5 z)d>GHKYzOQeQSXJ##OFDaZ}u&6XrHxu6J3r7wbp88h-gpllPJ? z+4?PpedO9;<6Y646R%%3N7(0ParihETlx!}GoPHY=JmG94@+ru@oTr_R*A8IwLN-P%=<_&n6RapvfSt)=LFhT^>*pXkvF|I>p+Q7k$d^GmMS;i7@qkY>|hhT z&%UTSMzjY_*H|E;>ltd*J!EG2@4hV*rTIQma0I=#pZmSv-U4M|@y)jEvwX9U^m~Wf zIoQA~g1Z;4SBMwiF&hqckj;`Sjialb_7(Y+$|;^JvJS?n3nXJ4i5|01hVLv^I&E z-g(BJ!GZX5^?tbq)_Nj`=exQ!sJdRJ{oQkL{L&Lf$8K5(hp#PFRrkBL4Q}mY>^oY0 z{|nG{3`6aLd%U-$hB`ZGQM;BuOFLAX_^s2b97x=_e(0^=zlIoMr)}icEqq!2L*1M5 z#iU-rHtK2f{j6QKc~cZWg9Y{}A*!{#eVrI6iD|IrML;*gj@fv~%8l>K9Fj4(*x2LkSxJ(g68sz;jap{TGR2O*UOZ~~%h7b~ z-Rb*eiw-!lXOwzr!Qtlm_eUAwwE!I6?%BK--4FX0Y0gF+@6*02Iw6~?t?a{Qz(!mOz;T6z&z!q>? zZx~?~70p!l3_E~NK38vc@!e&6N?lb7AH?JdUD?^)nXg_)*gLG&c;5OmK}6cPcHtH> zh4amHc7eD91U46Xb~IU~{rfv9#l;}eg6OmxOWE;g3caaSG0{7rDaB-MDhZ!MOVwgl zJx?6JVEl?gx&YxCP2Y_CGFwfj4X|jW0L-=v^^Si126x_Bjs0kgK`D{90K>e@)5+CY z7}PJ83zNmCCijDQ_t5Y6GqFrgW^g`~o}$_wT+05J_Sy3*ZK}=aB`j(zh4D9B?UBhq zyKy_^5Afr!nn)lj$DBg*`e#lc^;lVO%ebMCRdb3?HppvP9Bn^n^y7I1L$Cbec8s0# zSuFI2-HT!50T$6C+ zCTAu)lpAB}+vtJB^CYn|8K`plq(uF@an)ZctNme!}v-kP*d)BXNL2Rb~qF=Vt9Gq5mYt+TpcrZ6> z^5%IZ`!U!P&AoE#3tW)jzf-kB+U$EQP~>bh(5H*~7iS57l&=T5&$)J~luwJ|xXfh~ zf&>E&aiaay>xSco4#>6H*6Z6DS*}49x@A-W1UWQ!-n90-ZF0>%G&(MP0vcrn(>J?z zZHAZrcn{_;vyuv$&&p}hs1Fa%eXY-?`B*)Dv1VxkW!~#J0Cb=HtmmY!ZeA-8{V7^7 z@_O~^ceB%hbSVyr)Xzafn z@?=@knht#|<+S;u@e#Tghd(Q41^3c2^e&vs5^BE3-&P0WY?3-e0f0h1Vqr#DO$`%5Kc(TsF1Lo;KKP zuXX+b9t*YGa0b*``gu8;LSgWbGm%J4pPw?wJ#x9o{+C@}=IV5IxL5g$P z7q{B8%u>&hP0mZnclv@<654yN4I;({!{Y^EpWZ!pMp&d;nO!(9oHXwF-?Dm=-EcH|0+O;k^F-@C4q+rE{w<@Ut7c(s z`sVmnfu98aiy7q``u4Q(s5#y$G|a3D((3W7M&`?>zZ0UT)gFH}>+K&d(T8{Qcz8F& z%Y**ui;<}EeaCeT_S~!rrRHBn=je5Ny7xQn0c-HvSM*!gUfyLTL+XGYBCs_33}51U zbPOXDI6!UY+*-fp-Kbnj`Q5|V3yn6>-N z*NUz4c-JlMD#2~2mlrvg<}Py%w9clBo;Ol{kgvUGP(+$=y~bW^if_nto>y?fui~V$wu89F%ChWYWK8 zYh!+2n*-#VLO(dz@t{em33OJv&;{sU0rZ+~{8(wv+Yg#nXA;xYr9I4J5;W z!H4w#IxW6(uV+-iH*XTU7<=zC)5hy7LeDS1;^?3-mxH^>)6MdVJ|{OKid{sg5;V~7 zue*U}fBeE9a;+I3+e(MjatFHdW8qr2|M)^Xyhvag*f!j@KrmbukeKFH#o;i1STDrf z#*8o%Rb*{+_o3(~k5kuwcTick{$O)M^$PJldkiPJ_;==yp!9OHU+QjE_ByM(S*85I zcfKDdD-WV~k zeCm)|0`;}ri)s|Rc8il&hWg}z;|GUVq4QeO82McgM4lNzV&V8~pB<{shDah@wwe9R zAM@+B(x^|I*kk=i}^ z?JwOcD0!<#8fYzH>fK2f zUgN&W=O-q)yKB(_Z;UZjQJ)Yqf$Ocj!Uzg33N>l|(fk3IZK0;H3Oo`vy}d@X*}ahK zrgO4J7hM&>z}>BQT4WFn5A}QQ@2URqJ^|mBrrFE(I`zu)dL4G!3@BR^9>dRH3?S49J*E+hWp43qXRNr9z+t0h5;wFq|rN>LCQ^uJ% zs$fS<-wXaBii2WGtw+MkdbYz)9P{veX67GUKl10PR1)!pH1g>6;5fegsWl)Be&8nR zb{o%VWJB?8FdVaezFYg7#oq!ATixYKHa3yFyT;38tSUVNke@onXUA7$Qy_X|v^&|a1KxDQtS2=;N zuXKLCrQI5HJAuRTLssqTUru~=_D z-{+vcO2TA36>ij%t6&xV`4Wv(lLYvHXfJI3m(zM#=H4 z1A7~;_xOCw;*$!118^y-ot(G2eGUy?EBjPoPp9a^3}-~L-W2giR2c~U)2p+w*_Xu$ z5P~n4``6xUJuOAI2Q)?il_a)P43=!DEVcV-0peELG1KeCNR}5^Dcs*s}Sa?zNpK@dLxOOS)8gNVXv4^u5!vXE-RD( zbA0+aT^5U}KW2)yZ+_*EG$cyoy47l~tvSE|^(Ym+<>653i<^n|VqMp{STz>kH^1fm zk1SP?MU4E0`4_8omhtN5uijc&hF*3G383f99s?tacjao_Uq{F{+0*k!zMXi=>m(kr zBIq~D?@IB;%)6#&v>#n-q8LTvcm-iWIWyDq4i?e1C)R9D;-zzr`w9j#V7>S{7fpKU zX3Hd`o$HhUCwpF=k>vqp90D}kQpnujl+e;(Z~>=ppttZO9F~>Bp^6g=_Zfzbvy*`f z%iR9DCpdc1Lle&a@NVO$8JLs`_v4#$hwbio+EliN_B9|wQgfPPb6o9K&KsbcBxGrE z98R z&~4Zjdd41IbYD%@!?+YLv5_2gnl*?s^b3bwqFyJf>mXj;%aD&okIA7ix*tdkY@=?? zwI!i{H1IdRqyplcCB5KFU`NK?Rh}sKf}q?Tz0HK7b>_cTP} z1r~Z9Cy=f^P6cx4*aGxDLoMF9INeC>Ap37*0)!C-tU=g zHpibUDdcHn8@77A1zEfedPXVuGDGGvSWql|K0HIW`FDH2a`TI6G5c(pr+}ljl{m0u z1o4vaMjt>tXxyiP|U-@#inqCCOXo4*Ly6_rDaxl!c%Wn-8om?AEgTJ!CV#-qoo_2QO) z9f)6;#>gF&ns(#Udysbx#GWF|eGBEOhI9A!;B(9)qiwi7>w_oos z_lM65)qo#%6bJeJHP{TD_1AUypv{O)E+vc~+TOHb1apjTy;ZL;($jQaYA(~QkQZk1 ztnJRW=wD223I!ZWv+%J{4v!67f!Y9OepJuj-q&Iu`^KxEg!WLxcbI&9#KTT0hf|%! zdCllbeCK2`gXz}zJ>Nd9vYGkR{v|-p;WTX@u|3`~pHL)z1VsZG0acYo2Hmd9Gu<5K zpkJ+ydiP*65QkdpTqBq{1J=6oGP+rsOEzll>>fD)r|H4T*H-h*CjRFc`|gVBHu+4N z6i{Tm8_eF1hSJd(;0GtXOW$(7k>&uEqR*IiKYIxX<@Rdt` zKc2?x+nV(UWVM%A1psWr=_9$V)Ucmo4y48T8SnI5+gKa4Iwo6czWx!V>)SdOckTJY z{;O_31L`Rg-BNs37~yrW5JwiPhN@T_3Tn@#$o2FQZi27#%%zE{OoxStPpppHpcEZm92%I&JQ2>wQ_yi9rgI`*AuD zXG^Y)bDeO0G5}omkfIhGISa&OuZZC6I6@pUb$Yn2 z(Q^T7u7~$^D}sM+hmDN&?s$D+3lYdM<@ce-xNAaq%ezubB_PLP5>-)sY+h*nc>o$E9E zjf#Dh;&j{VGHITXw?sc`sXP=6OICt*y`}nhf$`EW_>ri%5<er1)|E4?wxX7x*xHiwQ4-){1$GiE30@dt{IlPZdUFwu$hu&Ln!pd8^ zSVGJflo!Tc8;$$})62jUPL~AdhT5@dO;Jh`O$9aQGy&{5`=!pv636( zquO}ELz1d#AoNwpXr}tvwL#WJVY3-~EeLHWB3z`RZclIB$X~6z(mZ#d1Duje!=KCZ z)_feCDWu+&=5-IRRDAsM>Wfjv5FUs)2F?K%{Y1TN!IK3WZGZyK9bbW`$>6!{qEWA&X-LhLpOa+sVAoF9wmjKvA!OCRQIE;v^A|Pv zYt9pEhj=h_@tmaL!g+zq#x}+$#!#ByB9KCGXs6rdv7+`76YTS}z{!A|%5eDe zgu(%PYRrxN{bjH|DzL9*zpFpHzcMX<3(=E6SPJ6#vFbf=ZqG_y%-t3< zY4@4uAM@MbYDZ_;FP)gE zbbH&JuC}G8C*_a*(KiQ>&@~|BWSJhIEW8Z}eYnHS&5bITR*~72b zfnXQ@^Fos#bmNb7v|ov?-0i-@-nEk)l+9;gcE(B8i%(f(DZR&Y@`;@})ezc+ZM#Wl zZL`1qauTA}3F5f0_3=@}y_kb>7dzcfAC#lH7LTr9OGax;;?>NBkJc~)bn;B{Y)&r?&O)7WRIO9)VlKE6 z>5Z$*;ND9((wd=(jya>|w-cT)$aKZ1Qz}5B?RPfol|d7ad(G#ykzwsT^PzP?p*ben zfBh5vXx8X?OzqK>zKN4@Y7l9s@H`#v?6A7p4z%B45t_T_2|L2_J9yiAzc9wqV)MGj z*GqJ($>8y*JH1A2Z^UJG>mW*63-yA0)&%=}oci$lctjWT9?cZ`$NeUEg<0Yu2WxqM za$Bwb_S?X9D=k#0P7gnUn&8LbJpW|GGFL+WZWf*RR;N>03hKS-GJC=Y38{(Wy}4hK z!(D?^svX``!iVO+@Y12VulT{|ta;ajR-rA_<9GAd?-aZ2z`3Uh?ltL|s+~B3G5vQBJ-!XvaDiX3yRCC7OU%ud7}0R&K-Uvc2wVCn9$T z{i(UBbf8|@RNJSyFU?|Thi>*|>Thl3t6Hu9EU(zDxk(D zT{)i7;p*PZeX@8_2av&}D~jiy-!xAr;2w->rlxF{@Zv#Z#Z9BUxj5Y#^0U)3-o;cd z>@Yy1O#Y~zWgMrudc4@1iwX+l?Z@_RG1aE9CyhG4X&w$$_lB3{770#Or%TZqaV(3! zF(UR(hfSjsfOnPMZRsv@DWloycWVd;-n+P~*=eWh-yyo+#b6S5`rC*GCc1{LD2=FV4Qr@pfLcfjUH z$v!;(Gzgpg$#L%3{jeneKW^RM+`BA0Z`nwBqb zF+SN0xVE7lhR@&0xfTsr?FbjH~0qslJZV{ic)NWX;NL1m*i+R?Bv= zj^rO6%S4AE)hUC<*so2pl8)prkJ%x$qTn!8oO1n5GfbZ7w}^htd)^r167t#Yx3lKG zY$)Hns2SOG%c6vb{i{rNd*f-hVj|eRDCm^u6`m;1j?V3i*Wahkg@`u~EnD_V?wtFR z>u1F&Gq9~p{~(y%4L#UpW`ebViQx4++-w@R*W|SfFTvFLklE-#?KXhLpg5hUC(FHu zai4idg1PmGvlef~7yn{onk6x}CM>1H*72f9j9>b7oRLt%f}y%A&tA&?_DDq3iUAQ%^pS{V3eK*;HIs8^?XBW2zQO-Q z0oU)z^ha0l9ev{P_BQ*g!EH}0{mP((hii;Z9O6r#LAeurk=Vs?@6ms1o12 z?LCD%ntRqk>ddZYGOecRBa253T++XEb=b^F3-k3rENDc*Q^UyL?SXfG!y^ysajfiT z1M1nT;I^?EP$GY}OgIrTov;HuZk{C-~Nzjt9BXw6g_FH-+4|<$AMcmZ= zs{QCSvX=*nXBOhx!MZcu0K!cykx&NakD&u6xj%Kr6vrZ&)gT9)it;jUo|$9kcnhh* zaQA~>>`-{1aAW&m*jzD7t=H3QzU5$oLP}|7QIMr>*8qLEf3A}WdLOM0IWGTgGrks; zsvLELTT&?3V6I;3Vtg1KTm@DH>gojz(9Kt^J1B!qv*7wD&Ci zxPCg{gE*%Q;-cPs+W4Xt3MjR`zmV#f4BXUEz)|GzZ0>!8vZCcmYlINAQ)hsEs=3P2f} z#||E7fEZ)d9OZ7sJt|@HU+%T)D~I_LL;$--IIXbv$><93zp#UHQ$9kXj=Wqhp$XD+ z+pkg4JpDPH7axp9hePpTIeGjS5^oGYnfqdh?Z7#p-L`UCXbioyQ!|nnbLrvYY`*#c zK%NlzfO5>tE@aI*-YA z(tRc`RzFRcQJ_x8lj*+3b7$g{YBINpxJ~kyEVy-joI6N2i`XjVR*bF`?S6^o;|bk2 zMB!Ul4j;k=eHt$s*=(IMJc!#JDjfV}Zoj8~B=Hql^L0HLSQHj-3QHXdvrY6|ZL%`9 zan47%uDtBP$_i;Mi2m#froiwwJ>BI4YFu~Z76p|0J21Tgc`(I8UMjA`!mZRfR+{hk zB&wd#I7yOgwX=d06?KRB&~trR0o@$1SalCGDI4B?!=}Q?<56ZDlr7~vOru_{$|`<< z)7*XHT$QN9m^CS9ghG9{8PDIO89{AeIq9(qw<-xI8i(FPIsZj>*dmPX>A`^o857{+ z&tUmCD^y>@Qs>WTji`+wXiaai?yzY}oN0m#WP0lG$T*HQ})45wx zIP-?r|H3tXy3ZvYw<-@3JKI)x2VuD8->E>=5FuRzxC^-LJ=+m)=jxY!_477`6Pb{zQoXy^(`2L;V_sDnr zG*Tx0vlhP=x%`QM0^|~!_((^$KgYe*2fqu+^`+t@%lyp5xE*l>-a*T3-( zL3XNIS2$yU51xTyV50)uq}`3$r?#QMw`f`GcIRxRecQ!y3>~>o%oSL+WQL=G-(Jh_ zdavV_tJd?{huo&VA5N>aLvx6+ALK`uK|q(Zu=)nN;O)}r<<>%HLv`Fww!K}6T&W!o zi*tCBTvnyd+^(N+s`h$t-_nVNBE-glIc&HR#M=A!Tqr};;H$-tm56$g>MP+#Q{3t4 zGMr0`oWeDVCz=-c{@eFsvvAPY5Xj!sQl})YBGLda-wZl9XAI3huFFPoI3Lu+5{I6q zOT2ht_0oDc8M!C0u%K0m$ZnTwQ_Wv-)>;pW#B|Pwhh!)dUg-%J-%06sJhnf-HTj#D zJ029jONBGpU6i9#A8*Z$@M)fDNv??W#wPURZeHmay$AJI-4vtso>%ASTR#Vtk@_K^ z7viBHhYp?OTdogUS&kjd1fg#&mgUk793T3*QYZ-dzqK^1P1>UpsK@cwTYDR3b-S&k zrWSNMM?WH`Bty1|XT<SpXsFk}b!T{( z*V`Of3e=>eeFzr$Rq_JO8Nwl&UYwA{6Kvw%|D1{Ti}s|8RDUtl6O_9x-t7$AKnrLd zc564IJQQ5;H7u&j^ZO?wUHTr((MB_W!&WmOOgojESwHUO9p?4yoRcr_dV0nchf7NC z9o~mjWEAjHzM*LP%WII|2b@CAv2aQ5v=0oqN_}z;>h4QfFE$NwQiq!9H4++y#}FCVz2r<^==SEzc6z^N z1LF_whsa*bMWEK^cJLciqT4{Q*X1qUKML65%-bM_>~(x^_4~WQjsC3J!A|`~nm?sR zF$*pskh&-5>91JAok)uMisaZHIU~=_M03t4kYJ&%bi><1tDY3~dhCa<@ip7?iQ9Kc zNhD9xZgm?vU_y_qZt8y8)>=_Lr?pW>JhnzQ@4!H)a`^VDz8#}> z2kwtZ32e^9)^)>2{`*x_u|?eRLG14gh@l+VesF?WMN`E{cJ^|;tVmq2xNwEo_FMk8 zH6BVhLjFrEZyj(rH4RW_(~Kdhhd?9z*W+*PV8I-Wl~puacD@75!~)AuzT`x+H| z^yubked?!ArbyLba0MW$N`9a;axdlAUms+W@g>; zre8~btFaAZC_F!Z=B#UHnkU7`IsN_?NPRe+O(ASB!`iAzwvHEz9fKPMb>b1AS-y zUwPOx_acl;$y|3+Y+ceGvT^^?KT0TBr~2ftjR23VRwS-idMQl)F2n$1r+?sB+0;Jg zAy0HCbt`9h$Abu=s_XpjQsJfi+|`;-n;Nh1$18^eS$g8}-9w$rj=E%D{XfNB$t1CV z)K{A8?wSL-h`@_3&kB1T6x8?UE_$4D4~$kPxjml6ub_ls=T_h2IhT@=<+U?tk_BB4 z4~V_#FJ8b`c`w71-j})?h1?o}3u9z#GCLsC4B^Rr_WTP1^7VamZd6GqHK<@~MpFj% zAM4+}kd?08L3sL(g;af16x4g}=U8XcPbRBx!i#Xro^9!hL%(mMMi(iqn@=fsBq1A& z5&LYcD&}!v52d1=;nM(XeQ^3}gqPOU+EfawZvonxl|VZmFBkac)*gQ6Bfv8!WA$8Q zc$C!^)*iQ8_(vAf9#TdcMN9LSxw+w`x&^K7MR(%dy`4bJZwO5RH&@7sZ3s=G%~UrJ zP7S%Q3Mmijy!LaLzG0;y-f9)4P)bGoSpN)cp_IGrZiVf3u5yjdbyeslQK-@g|Fkos zzMqwkU~!CEejr zoAvE}Iquicsd1{nZnRQNv(l!Mv%^2JuslL5^EpAM`R4K&2~&fAj^^7M66pyVNxIT~ zm!0N`vh>^OzW>LxZ0xQ$zSgbgdptNpR;vEY+n7NM^zwJJT(!JpYqD~Z^`$O zH{*6?1mB*H`QqG2nh>j*U!)u>gAaai1$dP-0IhQO*$m~X<^e%~<7P>7dxxMyeugfh z;IaC`CMWVwjYd3FjEhJj>SM!idePyrNO%VdSzh_#y<0Z<_J0i`DG=J)@E^rsG}xsiU|~V{TP_{KD1pLHb;G~E zjs9XiTP!#j)>;iK8L$K-ml4r8=by#UugyF*n{Tx(j29@`H(!K7^xy796-&(z$ zt`hOt%^j}Pp#tesA|3dXT85Di&BA-VWc-tx+DRqe!`iwg9h+?XxnNtl6y9%EeLVHe z(V~&D#m5ti@%0Ly-A07JQ-)+dF$TJ;KVIJVkn9;7_ z94LJU^0bs*>_%5|Cfv3_R)?xG$s6#n9OTusw69nYd_C5orP)Ca71J=d%^O+OhS94v zR&IH)?ZzR}v9BmSgLd$)Jh6WbgS?kITeH|jFG}%4pt%cct{Q7wBToUhiY{1wZEfHn z*HGrSkRiL%+FFS=OvZhVgZ_0n74P9}Kdv-oGDO~kUj4ktwg1O68zghCO2_iPT|&Cu zV^~Wxa?!cqQXt~~wQ$!b>(Qn#=2K^P7+aqwBc*ZW{gv73Y*x9~tufxWKAXQ&BmXQF zuJGhENX7Ut&Sz&!vsI@JNR95MzZ}l!_x%r@V_W|B$>UW&JfQrNI&|+a%h=xt_gUPql4(^Luv3hK` z);656(=wzT(Z$eIN1f)cX7|s24riE|$r4}dCFkE*F>ic&(5yy#)$VMyHe>D|Md#XX zsv3pi-{KH*>>z~-NlBz~>fo#tii-LF*I1wSzV@~EzN|UL`;PHE_pR6Gi>Q*mu6nX< z%*@ZbWm4l2)ovDh5#VF$`k99>80K8sjKwRYJ&f&Zv^k*R2zKUYXFoXV=9R+b-g88R z{=8+C|C)c&6dm8Nzd{4IjK`(re zJ7n`Iu-V03koF;*=G0?;b^P?y>O;z{u4?IBziyAYX}q;ecl++VzoimiX|4{hPR|W- z94@T%c?O+?KRpy}XcAAcKkCc#k-gl1xxuMByd)uBL90u1f1YOs_Uh}VSBxiC@v~zR zL@l3Jxy|k2pL(}(guG4fe-pe@QLRR8#`06nbrC!2YbljqI>cUaGA~&|wq|=#_cbR6rD_!39`OKx$jU@K3H?n^==ArJW zfxeNOLYE2759jr|dwY`=H^I8GTx`8`3QfwvF@_%^I?;*q5%d-Ao|@0}_xGY!Cq#4C zYQP)tY`)o59!L|L<-~b4MACs3LG90o>iQ25Y=z>G3GMyO&6Vk$yqJYM4?Ax1k7^FW zCjvgdu;a<7A>RI~nJcL@AkSeyif-er%#N7Bd-0o7OdfOC5M)yiBe-FHB#l;!uJLL|^1JvUA_E$fa~w}UOFk8QJ@t;lp% z2lUABiNSpG3m?*6>Q&l+tM5B=0>FuDgaM4?c|;W_AtzqxZq8}TuZpN`TW_uBUr_(d z(U&Xj6hw+(D{kykC8!kwxQw-#%l)9X#PZ;LAwLDm`Jtq(sz!|c z=zEXa0Xb$=n}C~ga}$-PMuMGImqX;b)Z|@4#sn}FTZRXsEZMyw{oeh+QH{PIrRk;H5xjNd4%1&iZcNL!xUi7`&sr}b zm%CX*OPyJgCxCr4L!;HZ1pmgWJa2e!U1A1gtya;)icx#wc>@2r8ue=0?5hBT)?xCO+ijCGW*OpfBe_oD1mvr(r zTQ>j$Aed9NDl%P|y{g0RakbgrJ{1Hoz1ulfX`%hXU4XM{bgzs;-k;K0{~i9s zAW~2Iy}aI$a2c}(9Ei+I={bIjt&(WjQ?;4~s9TytkX4 zSBAguoAKcTOQfMxeP>G4mo2n88gLgkn2#~JGpfC4Gh764Ryborh_c3$c#V-2NnYeq z1CbHC<*KhQF67j+y&lrzjW$u|wlapw*9VyJu;VeL;3sBx zsmuJ{{$<2p%dkc5>7BNAyK|FnWLH-IsFVX)raz(-55X39@B;%LS2z*Rd<>kz&NPFE zmMWg1HsOD;V%<=39sCq#*62daOUIYh(|8i8nNGbHA0dBmXC4rb&wYLRmU8RP%_g4r z5ee)aPu1R3VR71#nO?ny8|;)}#ZEigz|O6YoBiA}AqL>oE8<@Q;6MEiPyz4lEO0sd zY=9%C`~eO4BwhEj57nQcK%;qP->G{QR5@S4RB_4IjU z<1C}QcX8vQ?X}t>X*BnDcdq0jrAyyvXJEm}=`r5sw7jUNU5$moEtmYIG<$#-h*RCE zrwKXf?>U`Z=0s0hD;6S$CYgDfjT9Z+ z9sUAk_48t`g(t9&;L=RzyO(+1yuScbDmU*h77b-UnBE%a(ExY0r$2F1-9$$dG+j&T z*70*ucoh$i_1xuyRy?@)b>FRzQQCSH!=cOqH?3NVyOUhu2M<9%MnR$wkD6}?@Aw<& z1%~~3w?6+{N-v`FoWc@jM$wtKeXYyhpgO2qpx>r$slGnKED87qPtOgPMd!MH6j&H) zUYAp5``GK>*v>aw=KGR33%4iF0$(dX%kSO2Sp^Mv)oCXhdz-RT&C&iEMH$JFG?G53 zyZIiaC#Jc75eTIRF6k>L~Iun&l- z1W^6f!81#v9(=Lfhs_mtlTLpNaiZQ_=iUs7Hm?Ti>Xgi2S-$(r^3hs>=$P(t+#Vcd ztJ-de((N22N<4aU12 zeor^-rUWMlJ{>xGhY-?f>0 zu5p@pZ4*4g&c>^(7EdpeBd+-XPEXkre7LQRWT?!I_uQb3Tu?kromqF@$t%Tyo~Bl; z)9n(ueLEeeSm_gmJ1Da*1*1lnM)!+NF-eYbO@=2B3aq zuO^}R1lry0_HSl4+1~)6w;ZMV$J;hONh*}P4S@T&7Smzg=`KGWeII|288UaAH8=-L zn1J{4?U%u!)sIgUV?5bkf=9l&;i6m`=+8567q^#Mm6XrrL7Q3-%4HjzVB##V^;MOMR5iy-)CgRZsq(|O zpfDb1w^}@CM+3kXuN(Am`zKDar%+yv3qJx7%sFM7t7YpRW?}%Vgv)dG}_f~>jS8-`iD}8V*oI_L^IQsjq#V4cl z-wT4AurYFuD1X<|3zx7AVDkL)+qpi~VCL^oA>ABKR z+}*tV;jA?JD zC6w8QtIN*DrtrbL8y1MVd3z+qX0v@$VoJuwx80Pu-##t&eQsZJM9qDzADA>^LK&r~ zUti6XQn3o`n^}#xHdbLHWoaZa&4u|Ux%*6o7h_D%`gs4uTnbOS=>ww#c>l+yj0S^2 zzCdp7*z>b~*kJA4R;Y2glxKz#y2R!$@jdm(MQgXY-pUg;x4^=`@wzuO#i!owUTcFd zS>6v5_Z>e`jdI}jjk+?n+-L;FpRC{&gh;GDtkVchks-; z9Tm2Ue80B!!w-yZyAvR0_x0JC>9C?;5S#poGty*7sM=Jz=2cL)bc1y-*5OuXg_pl> z7wgo0RQ~WnstUIV^O9e+Fk3gapAED%pO4ill7mivS91t5y8*n5w7bt`14aJS^T7Hl zrkZynrr3zKRZE3{a9Th#b6Pp2)TOEkr!HIiV-u~S-ZpuNYFB_OOJI>v<KCRCEU`&k^7>bWiJ=$Nq>@!HK*NM0f)~DWKUW5b0G%Vt57DYu$ zCtkgZ7j3ZH8b1Xh`nSWz(xdV+C2zYd0CSpMl^WF}p0>^~3eo7o26JC3f?V14{sK8I z^rA%GAZuTytB2#%zv!!g9Walz4eELAkEMmlKtc#Tca1<{y0^8Mg9Xx9@%FP;Lz4j< zjf%TJ65OaNn^~a0CgTAkRK^9N-Ggd}1htZuE)0k-7uG8xp>9zs-DR`SA2K-XEDm0D z&l8`A{amfBkxAOkDVbb|dMnmewAtolB>c1!UGAqI7Q8zXKdY7>2-4plxVlB(YlmmIz=K_T;zf){hMF)=?TV{i*BVoDZrrBK;YLrJb&$H4TUjF4?UBQm0-iRaDOVNu?T0o>K=_J zeFMg()rPWZ<=SxttlvkzA1ij_Kz*d;F3xM_#NH758CP!>v=J))%-*AgzD!($GFJOqQMJk%;g5G1v(6LPq|P(&i?yv1@E!23^x?X&Qk>n?!Rt6|x9HM0 zk5t;Bj6F^euRleZNsPLI+9p*$3UThP2EBxYnaJ05*dcC3W-tP!|3<6msz4c0b}?#~wQPoBBq6 z9}Jd7S{>8BPaY)co9i~p_z+|kdJjKGNdt0h5c)&4^ONA}yLQ!IM950$^OxXQoJ;dn zwqkZG1`El}Dy$1dX@91GuSv9RjX!cpjyyc-FkmN@N|~(YFSEJQVe;c`%DqSI^4ax` zaWYS|hg803!4>WAPrie4IzN16oFC(Mv>f58LwmohA*|XVM{PXOW) z5mhEMJ>rg?4U%g#2vBEeLPAf1*ix=HfcxccTp+6>Is9zq0pI;XE<*gAWUf#$3(It7 zhza#0ipBq2}Wp-{$Gmm z>td(;({l8f!rw*VqoY2v7*NaNIhXyY5g=x5>oNxZSw9xYZfsc)flo?OrY zmQgjfH>XQL`0H4WvQv2cNm8Tk7mW|a8NJnj`xb|VwSL|Fl=~D(nh60Co#7gKQ}u#V z1y!zh?ceqT0^KF*c5|Hx`Qn&2b^uzxXk99Bt`~SKo@ZzJZ|pmN(ueIH4pX_iRzD+i z`LK((T)&z>a=t%LIZTo0QIRl=TSbo44b3zhhQg zm;STF1J$2a-lcE#n6=O|vJTS0F6-Tb$$-lH%UmY(>+)z`J6Mk{yYPc0Gb;A(UCoLY zpF!MZ{;1PYxny42dCKU4iwx~Bq}v@;bHXdtf}s$AE3HbP&3*YWOzG6^?0ADlf?NBW zwTk)nL;a0J=t8_= zb|a&&%8F*gQwKXz1lW^L&+fU-qnTTWVt*q|5Y$6Eo7viZHs;uVTa{5ijVfIZayzVJ z=b#!~82iIWbg0;`U6`>UnnE`IRdH$Ai?6A25O(>I<-%M85MAFs>CrTY*-s8$F>>!G z3l$1^_;s4n2j{pd4U?Y~`S#+_tiu-i*GjH*_<-U#0K|;hOdT9Y1;{2^LkWVpoh3YI zV~8j4uk{bCNvLn+{;1}tJ#?_rrgx-w3kRgzmyni$ocEmf8US>{b0@L^5YQJZhGe+3l0|$QA`2zaEU!OlfJeGX9Mrs*GHyeCHS%k5N+j zt4>`npHEWKfNjpoFZel46Mw%woR$v z8_AJ0|5oDroMW4yO_+*8FQhGqYm~oSlifImiI84+e{b_R@(ig$H{(dXQ~We}t+pJk z7fcM`wyY#SghKvccwsio9jl8+>op21PUc8mF<$K#h2z^AG}>?D6W9Cr3}R$;r|E7$ zj|H%%C4RZt^PR3#bCs3~K=#gtp5hB$;~#m`*`e>G4y#b+i|#gx#Xe>Me;9uJyhIay9%$@l^TzONq2!_|DFR(F!#?z~zL z9n9$4-Rkov24$w+U5EtJo#=@WAgInKSqKl}v8v|+g?ju5wz#Co!+ZXga+7_QU43SZ zJ$Ej5h2Gi+8#mVFrE7+};~;6~=I`sXu(6!*VS1;(?XrAy*O!o|m2dIKBlsmA%Ptif zIgTQjnl>|GMs0fqtS6IppvV0SLQcO$?`{o>hB>=~mc^&Nm_wNN0P-=iEPi`+FMDYhh7K1bH&h(5l>MM;nt@0g8d| zz7}NXj#A@V;$)a-^;u>oi{`VT3=MvXgPgc_R$EqKgRjO4kKbjiwL3#O>!H0TA&`c) zVEeELfnx5OcAuQgi`f<~R_D%@i^t&yx*X}_+E~2Wy8mnK-NvfYH!HbZt~gwDf`jk2 zg+JC=i!Gw%?o+JMS~ePs&@dmr3Dl#0+Xnt8--gPAvv>IUA%=t8rZkjZqrbszqDdR7 z9e=w@wZ~PLL4RM`FN*s^RI0I4@RB|n+*vMn1iaNL`?R)uSK>97xcoCT1E9wS0P#e< zOC8iO5s98rtRg<-%*~ih(dzYsQ}wbq66_{0-z|ni-XO1ara9;MYAFVH&t*|*bDm~4 z>BLRdaF$85Vn2(IFl-n+$Aqu@rexyyO(MsY)e-qgRri)z-!?McXkAr{r^w)peS~g& zV)qquH-6^kIxfaLfj?B~+RAnKv%L&g**NwT<0XLR(bDp+d~V2t9duf%MLIv&h-Hf# zt0po2zLG(ZF?6{G*NN!k)@y}H6ptWQs+%=%FH(!m4*^`S+*l*Kp(&*?k*6wt7Z2Y9 zsK1e^HNN8r^kUZ2*6Tr*Zl1=AmCpxr3)1tX*!TFWVYdojPg?3WddlD*E#jY6Ya0jc zuD0XCCSS)l)%z%zwBG$Ii~u$dYuE)M)nvy?)y=?T7Z+R=ic% zhWC%=;h`>l+TE23EpMnY_}W!*b2Y{}_9AlpUI- zkGuqufu5sZz79*d4Gc3?s9HX%K&ZP46O5+hWAA<(p9CM46T^Y}rd1iOmX3&tvIo+f zgV_`qVeP4-LkNDUOWs9xL)sy)5-4;iMJ#G|aZJ+6i2fpH_z=KLs2?w)`e; zRAvpnd=37D&+aBuPrEY(HUa)>uWAhXdsg;4`0Rli9I3a6=1cv&55Q4gd0pxHSAF5f z`)cE;$gtHnBJKiQ!} zkwK9GzZ;{PXH;v1o2iUFO4!R%PbX_k77$j?jjK;*H|D%> zeU*eg^|BA2F453~Wu66g{Hd~UuWt1W3?KFMbL>WN?~V>;utrz55+5qU_OCQ= zcU;(4UO#kPEJ3WpPPD~fIg{p3wnrazSXzsmSHpFH&DWM#RFsz=eG6}?1PZ@?g z*KBMv9{}&p^um8}<S_cM$njII-M{H#Wy&K?l8la0rGszEnp>e#JCuqP%(PNUwV~oNjNMisD zvlQPvBbTIS|CGC?a_L-1SyY+qUf;6T`U!AvSbe&+*^w8};vXQSa)W705Kp2D)S!VM z;l0hFF9_#N4h-4_j~IH%K!)9S+Zv5#a;c}B6gJ7g?K+`j|FfzVj@+3=j!00+_Xh3p z{h5$eZ&a%e>n+@|ySRe(tf>(8_?QYe`3wD}%waieqm|{cjV+N)Xdi7X4UT}|IInl0 zpLrvyzqUI9Q(pn19p!|^`P^xN?nXAA<%uvP!CJPs>|P2ZH0=-|MEk9_1uNX_ zqlcj+cN=o?ukOv+Zp)B5f$(6hU%f4-5pWie*2|hC8FB}vVWB54t9O8%Eh|oAup2-J zPF<%`HR`YU&KC2cXZ~qlEvg$jnq9J2nbyP?_Hojqqfz#EDLXjqxn?aaIiB|Js%MPz z@6CR^Za;r7KC71zMcPsR+#JD>?|q`@r}Xz`q`AR$XIJ4tZlhaL_ONEb+dgRXaVJt2 zpZ18Mzdt5=&}jcDW7_`+{A-|oK^Pm z#>NggUb!pRZ-~dEIqL*y`PaC$az%Zbbl$wEk;{^T4n103wWj(w2^Q~a?Y(i7QypSl z?#il-L@ZsUJAI}^X{#S%De^+x|!-Zma96d6vU zDS>d{!r^3+sMe;9?sQU;mJ7jsMnPxysSy-)y&m&9^;L#g;J7Dr4&RRCAF03i@18G4 z=5FE7mR9wk>}j&mcU}~V*3If51HimE4<=-6UEY*5rH}VcDh5@u5QGRvUD&;b>sm%S za}>%T;G?^B#q_GKybwdDF(PfYut=Qc+@(-S|ETb!PeeuX28LYV&(PWHWU}41xz9-1hbqz9t{l}Yzt=2$>KfRlyDATtlMZl?Qa2!4}#;+B7|U*MW5Q8aIY>qd981V+1L@zsF~k(nlfWq@-v6mZN+-Sk-?`@+1**8aDIQ9eyJB-^Dr3;6mP$=Pmdv zbZ)3`zlQ2Ld3NoOe(?TMf>DGyB3yU<__um)(C4Z+x_>0+lwqs;vYuIiz*L>xqS@32PR#xcu>kNrmT#>XoXjCb^xsH3tGQ2m9j0E}lku1vER^aTb(MLqr+= zd`rErnp6=ai{L#aww)vUo%xA1$o;I_le&770h>gG@cA$rqm9Ma>E6Ft#q3vD^9H6J z{HEAFGbjZjrroSeo*a5?K6b}Wr*%2y%G(xAaueh3%w_O#+fuRC_g%Z7+$%=Aj%*_X zed_J!$5`91!WXmtR+Z*!cwq1(hh4hENp*&Ttep7Ep|_Ms*QSaJ;-+voNk=kb-z4fF51uz8D(M0ROLb z^DFz_oaj3Ha*VG46Kd)EDAZw*;mFB{yrz~K1KqWK?0mL1j5DFxlARBgW!(f7cmG!h zmVDS~53j_~OkJ$f&hkM+nV!7}X|FUcIv34zbC*<d?u#7=R-BT6`s`u9<}w!S>_O1fX|L957)sGZoWZ z6;Al_xR0@YxeIl|pfIZDhvkkB@*fXwd=}hobJB$0MB~xgADS;lup#|)3CUr#-{s!i@O1U$H|}G>*PBD2y#qVBQ0iY zu~hFK{ztBj>(=6TJ%K}0WW*H;g*)qxXmr^nqdr9%Y(nO5CO`({7gSyvj<7k!{vuC) zkVbV11)bDjfy+DCEIK**laxMqIR=)_<-v)qAgV?AuwGDwH0zM#jQ$R*5YUKEU=e+l z+3OotR=fIqwg-924cTX<)^@)6U=L|)J+^Jp>QC!6%taYRBp*`yT(w_)KDRlw_t++T z9;NBIJ(NqiK~vl3W?4IJ9o>yYDCyk52A`lCXVt?5oJ;*tCAhd`I~mZrd~MRO*$MiM z-{&_t?Exb}i zt<{FOvH!JxowVg|>O`}A-%T5PdAvZ&a%EpChnJA@Ci`d|wr1#`QDXY-Rn~`q!5WF0 zr|tyUkhADrdprtJ4FPXp9kxN(@!LBF=)M(0PD&<6r;_qGkV#kAwS#D3(ZA(l3A>-h zvk#|v^8Knr*o~Y4x2U$_(F}1CP#Aonb>>T@!);O;?)p=%Ux@!c!IDmK&czicI0wXOzVtQ562 zkIjghcg9m&-O23(GnZycJqf7L4}aTgA+&mQ;rVw%Zq>Dg(}(Hu-gf$5@vQhoD?h!M zW<4KL5BxwcK|1y8hPg5tY{P(f}Vs!)>l1voEUFD}ZEPr(FgH`^<-s$nRO^&7@A8X~-bVB?pwFxkh zfq5-qNFRBR*}t`UC~y~tyg%_t+z$@{M~_yvB)Uyi1a@W$=kQT&?url$p9 z!yOTC_-c(8WfSL0Ul{rz;r6=aQfY&&Hs%j0H5yzWgO8qB3uV?!^gLG~yU~0&-mG4P zLL7MO+)u{T7mJM?eDmR|^WDwqzkKRn{e5BcJFNBWB;u8IfutWxof6QHCss5M0<|ls29>D?6Jb8MvBZ}3$w(nkl>sQY@mCVgR@z`_K zt)%Vxx^XNWFk{udwMT+ItrT$VS)cJit|+{b?|T%shslU>w2Jg4pUx~rg}xc|!t;H| zNA1!1nW*S(hNjL<)b;VW(xUn8dv)NlB_z2I`rt`&e^tiMWct}Gqj@U!lBfinYMj-%B6-|%fbyo-F&Edw#8XA)xteA1iZniPu z8EUQ5drf+6+P*ou=S&YeY8B?pZL)4UR@-WBG1#RSw{te0Vp`$*?-`pa8gfaIbOQhx zd-0NU;rgl3?v&UH6+k|on*5`YuXpR%$0Lo_1N%hzZaj|lqAhuqJ zJF8NKhM_bo)lX8u%8zjKT@!0A%Qx8>RY3PNfoAW8KYUff^egSNH9js}ub4qYPq)-- zfMaiM5B&D{{r-F_c{7+^h1eWacd^Fn&hv4Z*`=MjBQ)fuSI7+o6f%W6=#BoMbEF?Q z$9N4T8gG^1xAGmIaD=U4<4774($3CG?~gw7ky%nVY6V8S+T-rYDk#pd}Flf(bT_5vR|X|A>1GzJAB;E&eFn(2pCUC0OhNpGS7e_rg)J+4^&4JrND z^Y7^5;J4cs)wJ+N?}~>S{levQS25Vm zD`rmY=m^+{GH-9GzZ5F+v)!zI&=Y48wzTT6Dh@f~B9<;aHjy2nX1HCN&keEHkS#*N zFQ%3acRD6MCvJ}QmM4x}Y|5)QvOj6Hb@ou$orF{DX6`gn$Q|JoNo?a`kk4|Nj0JdI7TDqAlKG#Nj?*GA+)Jql(NtR|Y zUil@pp&9G1!nlEk!z)5Om#}V(O?r>>GXRLis-0$GEvx*!={s7FVs|A^MEPc$1HN>+ zpz1eslnT_v7UH)0KGxs)!mR3&hAsixR4V#cd~5%55(Hze;t=@2;su(yKsINGwzKug zn+H|Vgd!$){ZYBqa%p2VxXr|e7%)YDQS90@z$p1fS?j^!3abS{)J4|DI-TF3SfO(j z`E2_Gi>q49EZ%+Wavbkg;E1PdKc>@(FAE_*E?-Nf z7qx8;g3TGwqAOag;`s%$X+aoI>Qh3YQU`ChI%xiW!z}CH-{;%h;_b!=mM7i6eiql3 z1{{Cg@9IA2orPSv9=aFeo;0lWWyrRey;hEhZ!kY?8Y)y7pnM63JFV+h4vx8%&^tLX zQ2KiL37f1Hl`7CD`A~9t{RZMD~lK9X`U7z$ks_B+Wh-~1EAo~X_yg~+E!81 z$ltUEUxCJy+bZ94z`_=3UWakkuGdz{65Imj*jHjBz~9mKgzZ6d(LSnzdsxFws}+K{ zqBKbj?Wz8HQksU#S)QMGlgL~w+aTs$@cRAcBAelfVAVX;Xmawv;*=ns`a#sLes{lI zmE}!CIIP#y^R4*GM*~a{>>ReN!#j;yQ#dz>Iz6wL{;h;fw@K%b_UPB9LQV!+3YPg%bO&AD%ZMJWe0cm zrrdwXZvJzcS<4I>n_9F(^DTSy2uke8legX7T^~h|vZ!7*^vDQ<$^h82kjOOJZ1uHGW2)kyfCx=(hj&aBtZA)^e=E7<;iAp?dnpdozb zvbXoGlf!l0{t80hgmw9~lUsc}jun5`_nCOY*8#h2 z?zGjqNs)`u<7f{q8#=O#Zf||gx5Cuq?x}6}WfQ4sqmmA~yrM}P8 z1yk0K(rNWR24H4p;o%!l?v2NN&lF3Lo&y8w`Z`~{cvzWk)m7Mzxp)t*LT0v@m=f_l z9Of|P_#O}W3#sq5;t#KK=kBXL>$M%{rjKwqvd*U}tw)Kav+}x`YRnBXCN=N~ppDZL z9kayX4}Z^IT(77%RLjEK!DU{?%b&k1#vqT5Q!S~HeeACqhdTk|ovt8KyG=@v)fIqJ zcdtBxHosI_3Gh>X-z?fy;Je80x#ui@Az)HTXU~9H#VJ^i=V3u`LSR0h-$$^Z-IjAb zE7@}YGhMT@G8a`0w)xekHl5)gz@puF!W%PtrmlS7@W%d0NY#=)%MLRBRI^TDi4Ea` zcw6`HyL9y0s~(tqb-8vJ3d^jI&7bb>0Tc$V@Vphy>%ZZ|R(-cH)m3JsIG5`FglD0U zR^}DHyg2sS*1P!!;nH_IyYwE*71TJt&`3<4?1B|qO#Rq#qL+PUBzfMtH`Etf{_Mwij3luz~5bn5iWYR5>taSD;s3z!X2k3V*c)ckGL z(%|!Jbi_n^wl+HQvp2>C!2M#nuWl^{nY(QuOo1b;UQN=!h{!#Z50^$uB(^59A2lAx z4@^n-I`~t!aIO2nt@`kE!E#;;JwUm*URJ3+wrp_*GFIq^EcjFMA_2vf*)5`TSQ*)N z*<22-_eis+i-kh?$G=`=G$zfBl?Ld00{iztd;^`$4@>luBuck|L+}fA`{8d!g12dkftm2uX$@Dt!gcK zX5zUR(zC99d!26k#b2}e$`K={dB`Uk@4D^ez3Kr1P?q+{Go{S)i>SYym(cQ}$^aNg zkbbJ8yv0_d$3vJHcp5Y=gf4XFMfyRMTgb4}adSCSSmXjktIi z{{Py22ZC#?zWev{zcdmilz)f);;^B?8BytHSEE0B-QCaiZ%Oo@U{BhB_wx$-3PZ0E z%YiqRn(eA5LXIt(534L}sUl6@<1VX9?xGK(-(%2P1bM9-uolGX-#ujicyF5p^KbM3 zC|0XiZv&5evqgvN%4M`1Y;}T|P-C_RD-wB9X}+<}%9_~k?b7nT8^M(kpbdD3T#%G0 z_pR8gCP~&RNG2P;0C>yCB6>IbxexSGB;u$>)o~J$`9CXH8}*k12r5t9saX%VrLQ#r zEEUxb**8(q-mjepSF=`$TaWNn{=5aJ|Zl}2BeygqD{tHf-^Qf$1=iJ)s zT6ESM9^`>}J`s3b7y$^Osf@RM2I=_5mNAzN`)a!L^M#QkPl4^sc5c7X;sl^9kEn|_ zFRLIf&pZ7k^4h#hFwdXp{r!7g8E=@*44clIxr`04+v3AF>;+TA>}9uYapFX#6z)3G zpzoXCUo95OLK#-C=<{fV)WgR9xf8Bjzi#!%yv{wyPEfux*A4NyJT9Zlh|&R?21?5> z<;0u#GA@t0nYGAv%p9#EaLU5GDNY~=9y^!0QCjD~We(}a3ur{3S+&E}tZCNGr0$pQSC#?G^-NbbGAwVr{38KHhsf03~O`ykX z^cnJ*v>lCc7ghyd`%jvKRfbZ(CIh7(mAdxCSxLG0vFc2YJ$icqq6YHm6V~^!FHJua z@AX*zHS_bffVM>y+L~M;GFn(U<@Uf2ERKHchdG@xvGaFm8Qq}CnCDgdBn%dR=#ETO z@t7`W+RCquu~xA&ilX7$QJU)2?O*r^fX+db6!GxA+y?4XVKIs za|RKGUK-J3YJ#JKAa5q&MC4oEoic`MElrkOk+MN0ZTa1!Upy zxw+>yIfv!^62BNsKW8>3t==rHVA_%o77ie*riz-r?@eZcR|~KFwTxpjvfiJw$UZE0 zP4|v`q}(A<+~KeVa`Q(<-de;%?#yhVUf0XkP%Xe%j3%c*G)f}YaK|92ECh!n9mDT& z(H+<5(R~0}Jfyc4fi3W=gW~+i(WeGb_6)z~1~X>?^*mOifZ+FsBUm=gb(-g{=L@4v9f=icA!NljePpyDxF!48GTr zc&4k(+!LM_0eGtE_Sd#n*Y+>$-{7=Px!pnDwVoR{*^Nen>efE2Zo4~JLu6&()T+}@ zjTQ~*wI`0Jq9N*nC`{pScG6E5Mr@6Y^&v4^t;JgGzV&|; zoq6A(U=)Twi^vv2h!RrBlB7r_q23miWcmJc=HL0v%)83-oO9pTg^$S8n_VEWowHCA zX^PGw(4XclsR^ zb1yfMq(*(}*jLw#-aIMw_rfuVCw>bTGcgx=;cg5%H*$OT%)@ftN}h{8OSJF5#kKV| z{<>usUyJqa?$;jdW9*UD(r4vSS=vJwQe1cu9u{&s$dk#PB|!X5j>scelw~ z?D{ZvvFzRoTOSO7AnKwtrM>RHc{x27s~26ZX<;e})St2r7i63+wEg*np@pGlcE;AL zRW-rz^<4Hj`tz%|rl+;uqlbZ3p;yaRZQZy`7mk0XSEI^nxE&m@D*Pn**4J_>X*LXZ z7p|ML7)eCl>q~0-LiKU^mBhndXv-%Yn4y3AFQAx_6;dVTPSl3g`R3U*(*0gV(BCs% z9Kj4JBYJOnxI%%ox81V zYu>AjYS8c(dv~Z;m>UBxIH3Lwn5{vNTPg$NE&gP(z3ke!tl@nQ`@x*GJmuj(Mj@Fw zyCxa1j1XumL{CVBf4e)U?JX{9<-6!k>&Pm05W3fSou2R9v9lg=c9s?=HyG)3D_lie z+>vmc+wWim_y=6&%8Y3f-EmOub??**)NG$~xlN)J9BJDG5BuvS1mF?!c2jR$ zK8q>Se@^oI5!`KS$MLGa%xC6tw<&#dXTs563a7X-dX4Enw{$KyKj)Z#5;F}-wHg#L z5+nimd&;l!U1D+mt`rNNRobz>DJ`ZMW&d4YyjMWn$yPjlKI6f@lUzO;S^68mL!na` z%j&y)@79`prFw13%lEq6n|vRHj>2>+LL1obowGf8w61{H=T>yoSr2lsW^H_zfDV{E zHH}W?_Aq>%A4QCLBvpR_6H?Bs#9ognM(p4xQ--l^vb^7d2X?>~`A&|mIZIMr#sB@B z3>zz@NqbhkxsP3e^OH_~_29ds`Ebj0@#18X>mK{xPW?NoP86oo_R#0N%!`9j@KtQp zdvBkmYk4Kq0(Qw**sQnbm!;a@m1Ab&!vAfWMyZ#NKuvSc^Uak55vr_(rg4%GmVDUv z6)^8iI`1!2e&Tnty;zPGvnHf!A$qnQe>;&fS9Fe1@)jy-qsQ}g9xo=xVq5KCk)XA;hF29O@_rtLal4(&OvA+RU`px9;zH(jRYqY&T ze)qwp@5yzS3|)vGx|*GCFpx&&d(*^i-P(PPKrZy*rIO3(irtdFHbFH^z=s<&*)oiCW3LwKT9m! zz2rJxUi?Ml8DxTPq`zG)f6qY-iKcE}8_k~Xuelr-{)%@ZBK+r1h`1slLEwpemG;WI zoEm{Y_p;{w=uarOUv5_C;Q$0grCg^IcDdt%!fqr@SVt-8o7doF_BleVeQxrf^6H;9 zA)3$atU#jrT{rY_RZk=iVLUk-r-Ajb|;=KW(_ku_&K3TG+7i>sCbso2ch+?N(*2&l)!c zQx)n%x9>Ely~iSavE&eJ*<2={TF7^sdk}ZeK27GUzD~WJu<= z2b>x-=G(W{BbzWYb0>nJ*Cnf(tt+H~R|X&PJhpTQaqX^BOqBQmI0w_(F-+?U>DP_}3U6~6nI1!sT4_x=1kyx@H= z-+?t)`#q$5>LIqS@@{IPV4jCYNv+;S!4fzR{S#&uK$s2D&xQQkH_>lR{(DDMaeX*B zOP8W=r_bTmnU2aWpwefY$r)QFd;5zO@P7L2#ik}dgX+N6sF6#Q8M5F&oW>O%>*Olk z2?Tu6^AMVwkIc_OMU(kTuq9D6``orQ?T>U-X_5m;F`4dFnL3y<%MW3be zQ=>gv6oe+)=TOmUY0vxIzg9Y$fv4x93&zr9s*l@B;I@P?_x@b#5TDJp_d|zhDdwU> zHvvQ>mqZ2ql&=R&!RKo@WUX%%)Ebn|wc4uYP3|+c_4hTn{Pvkwqw0yGZYtE)vme8+ zLgkpU7&FbacVBV`;NCgJrq_0nMMiyxc|U~a^EG3(2RRS~RjGpY^H3^{t=)3Q-sI0H zFUX@UtxuWj17>lnl+u5X^BbC;)AdXPUU%#@gJClRmgBL11p3tF@;>&aaZvkHUth>B=Q3p2+ zHlFRfuM+^(_WGT_l0^)+Ou%>74$~%w!fmLq54h3n*1F+Qp#nkae!ha%!;x3QB3(1$ z{Z7c+^cceGzyo}=?@O?_hq;*)vVAlD-Xc^%OsehfomcI%fe;;Adt1++R!|+N0?s0A z0V$Vq_|uQGj&t!#0uJdcE4z<@U50Iytu(7~(C?nqE)X!^nXSCCnAnTHy|oKshJ5}G z+czLgx@R6G09@t7%ipZnLExYv)^DG1wqWhuSrO*=c31mpnDUX!^Ktc=Tf7~ZO#a;; zhXUqxM%5hp=s_nJWfFYs%8tbxF=&u~PdBJZ)hB5k)?57s&2VXf$z7EXnnMn@_!>=b zEa;w$)tu%2zCens(mi^%Y0r2N%BAnul|3gDahcrp#YPP<$PE3AK)dE{8)H|7m60*tCbCO53$`E?ZCfNa(hkm3 z=H^jJ5N$H6%g?(-`lst*H$fgDhPukvA5fDqFy0AjgQ_ooen$cP0Y&(5O*5uNGaE3IDNN={;xN*F_1Z+AA zu;+I_Y*qS2_dZ&@}3k`>`V zL%!?CTol)tq|B{=9dyErrTh|1Zi}i=SIDihOpR3+t^AhPDm7lLg0#%9*(Q4FSlL3D zKtj*DK!I%(`a36VU?BV(Z-e~EueZ%QBmY&od+;j>0y+1Jr;4IH zRz{3YZacS&&=1Cd?X*W3fX+NIrn>Hf4%cjxvNYHg>USCaj%xqdqHz!wP-0{c#uQ$*f1$_dikwQJ2k z{MN_^$oHnd$k6OuYo*_b7Z%}s(~AfQ=p=!$z;MlfT$K9~#y9-QU9S0juxzK3eWQcH zLWl)uU~cuA+%5;VeQ-oBeh$_secC+ObTy#e;Po5dzT+DUyZ+x9uw`$&EL7Vl@~IP% zJo!Klfapf-6fSDiVi3>fOVeXi4Nr!9(dS16otbi@s4-xz2kUNj7ZJvYbZ`$mUTV~{ zTQscd87xvO5WRa`V1G0^@kewTfwb-l96N5RF&CinK@|c_m-**aHV>mmZ8Sbjogb32 z`C6w}D);xT(Wfb&hqaaUC_EX_nKI|^YsBhP)5=Z&3l`ixt(sCcBR=p%hw611Q`1b`$<#t>OLv2 zw{e{WUtAM+=14|$qQ8RQIPnSm`(C*y0d>6c_OEa3$1K?WmtDMC=OB$wIik1})H{|x z%$7-2%|*}hMXw+jKl<2fJtx}FMDcI8KDI~xIkJj5_nR2qHc*nFUYH~0OV=zT6ODD)Lpj zW9_v307_W(_V?_!-G2MQX;IL$OjwDsI&J;1;;Pd+4W@hX(t5Lpd$|npl)uzfVC!m~ zMwQ<28i7{pb*78e4oeFXJ190A=l%K|p1jj=FqG?;j=pNaErVyMzTx zTWv#7Fu?bPRlkA58a< zuL0Klv9Q|b`6`A5=5bg08~vOyqU=NSZv#-vDY7X(z`B?3%vzInBz>JGCl9 zf&P+tXtKR|+t-ltZtgmtY09Aa`gIX6*RKfcPXe>2{CEF@p4>_-cS%?`Z|KJEd1zN{ z>a=d{{Cqy(r`ME|NonK%hL1sOj*m;D*dE>=%aHJ*TIp+5k?QbrujO`8VDR5TT(kPQ z@Kozs6gtwl-Ok-_^x<*7@PRZ2#XR$<8lM4^$z`q3-AY+Ha{|jbM{WK(>Hhtd_8Y7J zMvtwMKL)Bot2&2$_m`yL@kZTu`)E4GD$el8k}=bqdw!lJV zvIm=PGf2gUw#?PL(bc>?^TEWQ535w8;VZuJnR>NMRVPY1g#~qQluC5g+DX5a5gFH) z)iJ&bT9DkCb7{YGw=RAN?JeJ`?~NW|()r;ko<=*({I!(%WHrv?FzAV!QIEUjq4x9F zOd%ARknc@3BM@$u+ud>};JUrB!dbDusIsicZvc-8kK}EA8U(X`pxH~ z2{=%o;)W8>@g)!MoJi6(gtk2{d*@4N*ga~6mI|}QMFd1_YnfCUm;QO#O8j7^x`IN! z^j>?VfquR?d9Q>^e>mST?Mx4ky+&l__Bp_m-7cCEKpAB!P0Z%!?Ncik{NdRP zsH4sGUMH5H-(P=rel`zYIlQyhfSdLikkbDNhoEWq((u)2aL5>l-_j4zIkCrZ7I0uO zrhIv-sT0ivJb$CaWf=b5lS6gXat`nj-RkT*7_G|D-!B)nGGz04J1wF~ZO=nXmLq=n zSBii=-)?_6G=VI-ws;L6{hqbx48~kgb(&>#%dtY34i9?@&^b5}o4ofqElb8Q#HYW% zLQAY@^01WiHBg_DS;>PWzsx_!|6fp}Q>wPM?-SAajR2p;2K6n;i)M+Os~mJS%E75K zqDt5Mtv|ruwj1&o4Wz+VW8Z@;QnR3Mx=UjIc4qiQo8|yVyt5%~s8Z!dhdrm+2r{OO zJt+cxNCDZ@b@VZ~P3y7L3KC`Ffsnn$b-onV*Z1Z7q~d)#;jLp`7AL^#>UI?Y#ww-6 zD2_b?2)xr(Eko$!8K}o4WpDcFxDq8W~Yfb)a#e~NzRWAs6 z&bSl_V17E|!PKW(htZGNy4%Zk_4h38)scyR?%P=BHcg9F3sB#iAEy%L|LvrFpz_O4Y`zLDZc|8Tq?Z z?+{3~hiGmy6mB=6M2$=GiC1>!PtvDY{?nnvfo*s*?QV}PS?Od0@@>@lBXGk}B?jf; z$*4j-Ah$xx28>;M?}>h=-ji3Te82W9gpaN{WoIA2c6G{}gr>)Ba7?p=TitvEOtSIE zIEVZa6I?*{UnlCxr<$ zel@ZYiD^;G8>N5Lzi|*p~ zdDAauj6{_;d2(N{6kDaBnZj{xlUi?y#?QAobhr+U#OcNlw&nsvVp{vl#U6d!>{F^_E)o z&<@}qwlOg-N`l@H0a8u9I+eY4TIKKXQ+;pd{aoc-YxxNwnie) ztaQ4{?xb3%zwql!X0$1OmAnu}+#RRD)Y{Vno_QX^Ew4_k(3$b>{dR+UR^w}vAO&(> zhx?75VypV8LvW=@OkuyB8Y!yY=u>_mZ1lI7gP>Hc&z*}qF4_6l zGP@cT%X-I+VXOJR7Vh1{wjCp7H5!&Hr7H<^I?cKZ+VQ!xgO2e#)bxx(=-NSIY6B2g z2}1~Kyi>bZFdMtpFMS;G`FTfpTYM=V0%{J|QBY6T!z|RD$y-z5cUrKeZEmHu#8U@vJAztqm|tYscpT61GxQF~7rj8EWzwN*z#>TS5mnEvS&h zCo1Ceg$@o+}xB-tj zvcE9cGx50(dH1&JPy6?A{#m@$mK|}%tjhilq77V)l)v}uX7p-$FQM}N#@5O3r-t9! z)T@=Q@wR@abs2Pz>-Ek(ZmYGnrSEyNyzaTToj33@X6fFV@x#SuAHF_(ayxhuTFLkB z*ZkNv)}|>gviIy!`W**t-_kd_nfR;Dr%SbG3PWHfvfoyf(#4BUt?U2Sv|@u1Ggn0K zXoog~ zsaL+eGy{5dP=_f+tuZ%DTg9L?dw1^PlYF$}!Wfe-%cv-f`k&|O+bRvy8&@ZGFJZ#I zrG=TR*>81@*FHtHQ$B5+R{Id-XT3+e8A?XC z=T;x$dpiHL4SEktLQ2X?d2TZr?uG<=cOkX`(p~xk%ai>r-8|17d)FCqamSta&~|d` zO#v+uV6Bz^T@KQ2>)w0Jb6F?3gFA2zFNoHIzGQc~UMc(Bv#~F?*5#IPg52fgqprCE z%V~$SZClenrNJFGSXeiE)!x1=4=}d^AoHdWZ@2DD2EJ5m-N?`!udkHG0ojKcb3Pcaq;ZhvxMOWJ(M+sFH5exsPcXW>%;+AY_X(Al%hU+( zWq5u=>3_WqZ5C{&~IGf{k^Rqq!sEAZ7 zO$vR*d4`YCGvEG;3L$zznY8puPQY0xYXLgRZOYKO+=+jx97vYEf$w@JE;~(%qE6q2 zFFe})iYAQ~jmLUepNd3xyLMN_Ommmfl|^NL-EL`t3~FD$87QR{2IPiJ2#xEeSS?sV zX8}%#``5b~i&CzCOmcn!U{XhP_dwN?%k_Q~Jm9UUo1XLQq;_6jDuLk2`lya9fV?=+ zs1dm9q*Fa4hn;=pR*1~rYDcN~!uI|yyB%nBja=Pm-=$G|vF@C|(_yzaIMr4aDdg#v zk4Soad_FQHS6U%zWoc9*=XILh=Zy{CemCUBXmn-7AUlS4ORrMh+v2PCyE&b&jzzWb zc)*Jr!+MS5M8I8mtU}~tf%-nT31&@v<#~hsyh7zv%=zd|YgU^qIybNu!(wTt%T)1q zcrcAN+JBYmt6RJ4uFwC`l=wcZ5M!Du?ytvB{d_=vN4~-}F;5QL-^)B*jaobJ);wQG zPb4%mg7#bIseelRX0#a{=<@VeW#_vR{L&`K?av^-x3>J;pLQtx1AN-2$FtW`PL@rg zs1Me!H5Y9L1;o6e)4uGXYQ74u%28y`5dE(&Gs`b|lY?U-Wq4Y1cvz5=q8z6E$qBl{ zM!$a^Fgup0%62zBX{^^jc2wF2618|+)WE>W%(NNd?b!pv0LLl#fkL_g<;T`o3bYAlr+5L|Bh^F7CG z(#q}@IfGw%q%2U09SmMdPB95&vpVlt z1}&Z%jbF2gzIr#BOlM|J_rf#X7@x^E6Hke9+C#lsv8KO!!(G~#clhU49@Gb46XdVg z^I)#+I&bgu$_-*~Ej16i{lwIh-We`W4YM_?uZ%g**LO&wPDjOkqRvl=bRyCT5!S$e zT;;DX1<}8?Z=c^l+j1SzsWUL-I2yEB!8^lNo;Hu&ce+l%hEtF$d1Wv)8b7O5D*%sc z=Vz@&iTmxdS(h=NKRbaz^q4wT6U{LFS*8~NHtyRtL<{GT$yz* znL6eHiUc&&ule_5#IPds=rgk#0D`C(%BHmXN}cUQp+jN5{5Gb{=MAEmc?WfC!W(1% zK7(hFoyJ8SGpa648{&``bUr_DH%Ql=M-^<{QI6Bh`Q2C~R~U|JxuYw0PP?#jmThg8 zw26Fbq@Sbg=<=)NEh zqOqm$DrB`}16iS6B(ME&$wk`OZ235T;f3k3_d>}+P6-j#qeYq>Po#5bnBxAnt}E-7 z-GR_{%E!1(p@VS6OozJyxJ<9j7|n&RT4VL3C&Rjh5N+4CKd>sx!w3usr-uHR`hY{* zk`7-jjzP0~1>hE>*tOMRA%M!R+nk9cgtNL)McL>U;A#JMr)A^A$|tjrR#nNy-c!q& zY|d4=6>_^f8V?r6y$&8(^IR{kUJ(H&FjXKzpyBG;FEMRM*x&qI1uTS>J zpJnN1&QNmE{*{$fqWHnM4s4uzt@D%F%!;Q1Q1$$SUCv`dZ8H0{ea$YV0V9{r-3GbF z?VEsa%4cNmKUbcJ!;8%MX*^o|R+UJGCDK=*iH<)-TZejc{nC(b#jR$EaMo&fsI~{x zd?@{{9*4*b1=bd^eWB4x+C1IIgJ@i8ULmmdAa2-;Zq{qI6xnr0Yb#6asEy}~Xj|)w z+-5VU>Ms_`!{fgO};&`E?ohHyYD{iJh zDHvp#ry0KB-L?glIite50pN}bDp^kWxhw~%|5BRBM2uhW=2tGnVyE@4HFBKoZaofo zETm9lt?#-T}P4*tLAB!^$K@+m(~NY1;u0J{vPG-%5Eu;!K+S3YZ7Z(LTDz%=NAXR@Tlo5*MhjR z*Oldcd*-9RJ_XG8C427u%KS8p;f(X%41i`IS5qk9s38D#fBe`ij|YzlwK=fYj!l>5`!j z=Bf-!1^#~7mC1g-Rz|z?p_2734abt}^)nCEerlXMuFuq1O&X^#ael!T^QyzBb=vra zjgE)OU+o5ELZ)+>R@sVu$n^?!!}>ArH?~pSD+wma@45jxH`>DPB1NDtvt)65&(+B3 zC-S?*t_;Q#?9v{^X(=H0>4Q#kck>tu)>r)XsZug~77o&8WehO^L?)FXW_CQ)oBVCT z#(XG`;no&Jg7R1(S=?$rnw8>9ISUQKY+WydOB^uRaYRN(z&$40I}9MN*Bs8do$Z~N zW9O)J)#u#}Q=@r_I|?JZB(Y|GB+XuCuni6~-qNHTk8TUyB3-&R%K&QW+$|!Z6KExD z#rGyc!N2@>9MbG8=8R!HS5`h~qq+6>8Od<7Ey+U?=~;-lM)+-CXL1$x1D5!wIayuKP#Z;2M4f zDRz7@8@stdOA@qfFeN`9*IM@scK@F7n4z6f0WSz8+9wwL_5M)z2WG<>J~7qs&5=K# z{RPptAH-3qL_P53jlbldeL-TqW)a*DvA#4QX{N@!niFQ=*RK2MW*8LQ4qQAo*KL%L zgZ!26ZdBKYsQh=+n2g@+>(HuYxaI748b1H{SStbeu+L@KOZ=)%N|R~cYKs$?bKI*NBVM%6k3T;{)b?}y z`tzrYg^LU}B{*4=d3oA7wF|AmK>6$Q>SD6!s^im=OD0kae-#PY5*t;rkUYjOWVV4& zlNnvdV~zU!3EbyBX#GvD-Ft>o@su6?LAoG+$d`r}r9JWF42S{J+RoP$PP9BWJzaYn z;R%|wee_H4C~)@=S66F|ch-Wo)!E4|L9MsgSBS4pL^GbITA(U`=kBt#xUaj@@g$ov zzPM>~W(sPWI#_$G!Sx6a&Lx%m+YpazsE?oR+dcV|8Wr{GwT?<*%Hwt=^UCfu*eE}` z9Zbf0>UD0*Nukju3n0%nRdD>28VE7F^&pq`r`;@RHrz;hJ`!a-Hf_U@+9SzKX{Xm~ zNXuFzxeM<)xh!4Ph8mcmzOA!B*DJIh&xJguk}-c|C4am;6z;+G9xEgITwiarZBoAY z(_6w^`29>q--XI&s4txQeT`H(?Hc(7qR1!te$nI3yE%?*S|L4YxZ*uYu$ODMuc01G zfA`vIScC7F@wT_(oTU1}l=L>6Zjm}b)^Hds#v_Htx+lw7TuBMt4|iW|H{D4l1d-K> z4AV`{EsFK85*L|Ik=?bezp_5upb)odgU2FR+6~W0ha>G6y%tZ`s)w7*(gqnQP$p;; zzmNyI#*2m3PxeBCe!u2EYdS66r>xeg%_Z=$W6dUjwyrlGr?&%3(s7K*{ z5qp0YLJtV1H0-x=a5^yWGdc$9`?N*L11LrgYM_7N7Dzfm&;2~&AJ9qlMQG#=*s*e; z4uRetJLOn)yayZ&UyEk(YvI&fMR(muTXr6o={qbBtAEhQT)GF0!^=Pn7!(T|>iTBz zXNelgkb(^(yjE)Y+}gX;%!>Yp_%BYv@{G=*I{#kXbLgb9_HViJb`r8J42fpR{nIrw z0&6Tl)?Us{UU)RMjpVbt@W`tEQNF7a+>oKp4CL8-YoPk0`phjcTi$s4xV3LMd6j5R z?tCA=fId=;=F(g_;aO>A*~~fLc-K5gu#|?YsXYtZg_-RtUgD9<*Ah$yx7^)B+G}hr zC6@-SYnp^fuMh=L(=_La~ z|N8|Vp!lfujc^%9ch+dV4;D8r9u%fZOT`n|7jDx#1v}br+{2Nvm#Ibk*`7Zw))=%p z!z}kP^Mk>cApd(W{vh)>gqYWkXivpq^_6xD39;XsM6)BAMRfE?LU$eYs=itO0S~6p zJbbOR6sW}NS31IA7IZuPH+KYb9MFOj~AIO)(Y-t*->p8-(Vs%oyqq-eVn&YfndJ098k-Khs_(_!D=zk9e#g5xIH}sI9%8>)Nc09MJjOuks~?p zc3b@2pZgHH9TtxHZVC#{%AJyCySbNK;M0Ci>;51x0Zrf z*Ir+0{`(wp`R8H5E;zla5~`jCuQVQtxr6dS&hgfrLzyq5S4YIG+yztneHzPMe{pJ@^mN=xnKTe7Usa4WR5^ z-SIXy4&PtuZo5TdG#Tf{-g(;XhUF4VN}MxQckJ{x2&$v?b8Hs!R(jYqr|XxzU@wwf z-??cK3U+I7vJ|O)gP)&p9i5ThY0veX$pk+1+wlC)a8@+^V7!K$d_+GXj7}dSa#x^o zG@MB;18z{_WO#QtcYBo0R)M;VFZ+!xQjYNLM7^APO2_RFd!;4zY(Vwy-gkc>S)G&J zDPD_&&Svn(x25QdHtMhJ(pDOm`L_`>uw<`g;8_aG`=WUwAK+|x5*)QDhXm31<_mYS zIFAewTWmA>T+JQ1PGM47Rc{yC*e$Y-rr|Di$2e4)*IrLG&NsgLocHgU|5&i;d}OCN-S&qaevGcpXAhj>f5=tEk8s0w zh7TF|c6GO0hZA_gtV(&NU;C@)aO8R3(0%8cT~93ygjQdK&YxH$91_ENyIXp|NkF)2 zgT3D2g9`f5dy7yojYOpDxDz@>~34@&(|#GqcTb zvg+h+DTE(jE>EP=w;>FRUmZ}Z`Gy&ay`>BA)3;vduW+wAv@WAS$X7tzLJXB*zYq!y zh8Yzd8Y$gI@F+ew&xF<+2t+-n%Z<2B=1IPK5(W^lIpGHccn4GlHtgF@h119D+5@zxzMs#RkJCYM~d z(2AFL+sU2{7M9NBWp+7QQUn@SrEionL!X;+P?}FO;3dqTWSzY1e_!Wl z_qW8^D4Lh%V2!{KKus5Jbl6ca`5Y^2mOg60hWd4dh41xKKttbB?(uZ+1zst@&4_3= znZ7l5#DbL{b+68Knih(h)0{SDqsicuN7D1A@}$LK7W~W)aWZLt&Hbspcp((_zWG{p zRj?%ch%x)Ac9Uk@y>|Qt72?PgeK0eQ^|H-Gi*ZdM!#SY|oKs+J_qC}h6z?5=MDZ3k zXL_(cHHS*5-(NWvVq>N1U`XCxY&=gbyYj3OO}l-lpI@)bD_404WICz}XLQgt3Y5>6 zfFuBox399^1)k&78Dez5KJup+FZ}Xw5H`w_!DRu@!mr#nQgToL1>WtK%fFsSed}Fo z2?{(w?DR`7_gkATGR(Ng8XroyMJx)FnwJw_$A97; z=LxW6=tr`tx@;*vfieL?KjnS2rIn|=bWpi6P!M9dap8K)y<6Di?_E63^+eu^b$_() zEmwYp+RCT)78ZRq5;E|_XGPO{S{ql(9Y72foKRY|=(zQVEx%b-uCt?rZ||)$+$Pt} z$0qMzJLB%%?5nMPb|;N8#vxbn{*_*6v+$(ozY&dC)E8B6CxIKfkeeGpUHGO|WN$YF zbQu+NFC+2TkLUuNU0^Qf_i<6sS<^q~ZlN6{D+ewYlQVzagI0*$ldx?u*ED&b4fHJ8 z(r*<47$?-rjHg|bqZnUE+t&6mc+Q%H089JWr^xg7_*^OR6&ts)R_xY_hHQ>oE83%i>mPd3NKv+6($h^Vuv*5IauO9brcfj6fh$GCOBKL(Q@$BpMck7br?V&Kb|2-e~ME-e${)z!nc)v(^AO7T= zr@hu#as7Mw=3}G%;&rVuf1l%K&V7jzq4Nv@$&1hZ_Q8_d!`lLQ;kZ*-)RupHxGPs5$WmON+D&gzH*KgY{FU3sd>|`$ zI$)op<2Tusd*yC6wqM8@Q#SS=QfDi9WS52R%fQAPm}Tyq;frFIeL($N#;@fkdkXTctxpltp4ziWLCm2zrw}r#vgOfW5%vF2aV+edUr<$jB_>7oF>9A-?;&OmWqC(u7 zBl)nqm)uVeb#U6wH~fOV6gKsU;q*Xx#do%O8cGsf?sn!?shKLzl6Q+(9BU(yQ0`U;O&kv?_CU?Yr|S z(Qza9qQv3gJ)~_)O{T?G`gYu;kBTmqrZL6!ANcX!OtgWXvx%;BKe77R+nq32(gV|Q4zUOdY=G*&n<`_IQ z4<6^`v)x_fDr>1_+K`Saqxkmdj|<-ud`j|R;25vnn#W9j=YA@7UAvWu--f)6UZ*-U zzwP8Cm|XP3vJJ>@%Swsxf|2b42tblQKvzxZI}md^7e@HG3i7DZ1q1u@4Wv6xivy#{5lk>$cb@(zRf&M(=zen%hNh-fQawYf!m#_ZA9A_xQF% zX?fju#^3qz*|?;W(MMg`fNeHCNla6As7wx&g70Ik=yV(17~nyb=}#tZ`PmZ~&Fe%)OjkyG>R=votEEO5cq7wQJZeQ~fUfx-$W=f@> zOMCQ;*q`W-^9kAwL08l%H&)}aa_a5>AYb`iygTuO>H&Q=LgtUI@4$McW|eatApe`% z3xg_a>skPBhyDJ*JfDD;^i5a4sHK%eywvEe!7M(f}+Z@ zxXNW$3V7PR$Nts$;>~I>)$Px?*5XZaxepfh=XYw{Fs-~Un;n;}mS1a)HAZ@U^FiUo z{KNOF{>nUFc>b&}80b%Lnm6ib|5|z)68xyWN0LGLzUIO#HtKDE)w*^TmuGlQ{HO$` zc%=)*6TEy$-tpw=4Y3X!wb@sQaFws#ZtM^-x8E#rUrJ3Z`6+FIXSm&$n$MG?DI=3H^$8G5e{4_u)`BW}F6%Hn#2zy2L&31Y)N(1f zKtU$n-<-B+c&^iS_;z!Pd0k$wYmf}y7l*|U%hFV*J>ux{JP8{7gOS5LZIaH27sy}RvutLwp@cd$ZD zl3$ZIbpS+%_eAUJ*zLKM_wMuzRi$nm!{gHrm=WBX;m)q#(bcT1{RjMh+=07FucVvj z|LpN1A_MEQsuWi3f$LaL?E;!?k#1JceEiW?qr!!16z+ouhF(o z^v7Re|7RS+7bAqF;CQSY@0YALx4C}1#z_h z%Q&CS8Y(}Mo@X)_D1tdud+vHu-?^$GJ0(axHu}Fni`I zKWFi{;d?r*CAX22)1=O0?l{(HaQ@COruLini>9yad&`NN zC;T#-)p_J4;=%2HV?hSgw~e~`J+-fmTj5~aOZIU}3wtnsZQJ9|CFga$bm4V*DV4VV z0&m8xbU^PbwmiSl#s$5sgD!&fx?f9%;&PGVeO~BAj#Y$u&EHSf2f6WP+>VCsH zEQ7n&_yR&HP3LE0!IM;Y;Pkwv_8($B0#(pY%RQU){nA@Sk@iN7E&iwus9{5uWkMVm zM#DUlCb=V5(F3kl&2F9x|6wKFcw_ji3vlmJ;!?xm>Jj?u5m!1h->^l$0PkMj3Zof9 zH4Dw?c!=*XURFtI_&A@N+hfg*D%IxQHz&~thV=fbr>=4fL0xpB`5rQ9=jKw%xexLy zGx9I?el4ZILEm~h74Ri@TV1MOY}fGKwLeHFrf_5@DNNXteHC-(x^LqC@wzB%pfV@J zu(xQdlRJ7B7uEY;Vca_Q`=uo|Q&lzFL4Kh0^~clhet4W)1DsfXUuE{cRC+55>tF1T z56}9JtWmeex~#|h{OPY1TyMdOY=&w?FdL`fu7Kj1$1d}>_?N>spZt4e{9Q>hUH;;8s#eET;VXMQfGqJ9{dUzV}eB@xb0CDFyAeP*$mP+cyr~j6( z?`xAzry`!~5q%I7>v(lhYGz%Wn_Wx#u6zNHvSx`0EA49`2?r+mQK~l@EUNs9rS(>rYtrR(O7*8i>l1cG zYVy5;hU7Q>{BJ2>&8HV-m(zqkyHJz?LFK9UgXgZtc=7$TycE8d;@N8LN>k7^{ID8p z64%mv>)$2q?;|pQoKe1c?_R|hJ@Di0wC41}^tZJ5oenu2kOC4EI{LX8&ZK4fx?h!j zci#F;)#kdz59d4fCcTp5Zdx_hGDP(wTN@Y1PY3xzV?NSBXX*TEmmx%;bhC7@TJy@T zE!w*UA?|++_M9wpd1whnpaf?sY42I7jC^(DxC(q?L_-+b!a;*JH@|PMmWjQYZwo~Q zGY?9|?tAPMA8lw~E_{JUFLLwFdOmItq0(3K%iTQmE3@JQ-5rap>kn4NMQ)rMgM#VD zZkBj6>38XN)glMVSQiA~pQMY?{z+agB{@GhzO~_Q_l7%J>*+3b%&gY;;NUh{J;rT5 z)$ltJNyc}yhA=@vM`ros`(#)3KGE&f*%|rwip1E?sadTjD6j-b!aMpWD9kJOGJCPO{-Km!pG$6gj+Pqt zRknY(ikH)7_BTvF@51-*e@U5UHZib>ucY?5XRNrZkCXEuXoIcTR%yB~FrE71iCCCK zh275Rll#n*Nq3+lAfA@rN#}H844G8M*wLMtiV!@xP=_F##edD~TMk|)w{@y8!I-P( zKA0ME>OT1SUr#Rff9ntLP96w%pQCwl%uN1r_xEW@7La5D$;h(0IsAw!uAPvzicF7! zyVJr})rCUlxu-o0v*znDwC^@kt66Ih!K6Xg2AVPdd%XVqJY!{ubyzv-h`J*?r*XdR zKVFBkp80}PC1H1y_*hmHp& zk(zS#%1^7=_PcE7$nAB_4`6}_8<0geL?Co*8|2eC(=u~^|16g}<^Mb^=kAs6&rYsw z>CKG<;fJ0Yj}*0L%(Y-YmQ4EoLom4md6-{Sn7g^t#4fEsUl2?2w|?mJs<7b~gLFN> zm#B5hPmgzodmaGwC6=kM+yTfU(yB0D^*Ffy572&b? ztJ`{~O0Fugx`|+gc;X<%s5Zc7n=h=(c-yb#y&*V_C)AhA%K(e|9h-OlEstmKTGJX4 zJPH58jf2p8UAykE**xw<5xc?;sL*ZgtaW}VHLgDOoa=cUlo}T2-thjpEJ0p^D!%S`fYN`#*lYXYi(*t*p4E=Ie4i_*O%21lHK^bZ znJW_Ag-Cx+JqcUsH#=wceRaGC(yYRrrh}Y`{w#F7t+CBnvBct8THqc`tKX03RpHZ( z_6|Opek;jJxY zEXVMaSqGj%fn0pCx4l|z(g-z$9AoFfwtOFu@3&Hl>mMt1+b>VNp@`;`iVlm9OwOr| zrPbs-PV2^k8Lc@MnGC~YV?S3%WJUpP+V?KA&&Dt6WSz;N?b;W-!&ArerCn&|7aVt` zw|LZRlpQrLf@v%!L!Im++@>%ovAg#i3IN-aK5fJvyyqge7c}-QlebFq_}Lh&l5RJl z3S-o}SE0YP_T8#EAYY;=@C$(Ka7MORhmB+4a03UAoY{+*ym*Ub(y2TQKPypm;?{8=h!u8?rNUY#B9;7H9&P0+OHI7i}=->QExfnB#q zb+$~4C8Rvv?9>VH7db!Zt(4*si(r1U+b-y5yJAmYl5|DGcD^xqf5lUU*rFRTNy znNV~;+-<8HC}|DV-B7%)y^U{yz|>C?Q)?IC9HZH!k+U&#d(t~bmVP|IAT4iY>R~|B=XiL z_q8n5@O|7VzV*?&0s|q#UorMBo8|}WEl{coR!M6yr=&d2vHgkow)zKO_&d6TQeQu< zJ5#^}R^#t1seE^1w~sQ7_QXcf_JzuIK%ECWiQ4KrVqW>aHkt3cI9Rh6wUYh%!TqU< zXWiosp0*ofKoHULBQ)!86Yb6waqEp%@fwbE`9@eOvJP=6!dK8(YQ_XCjkHHWX88H8 zl+G7`BEJL0w_gPm{`^>%n3m@~xdKJm?km&%Me}L=WN}xkm#GNZM#?XKO;7ha0@{`3}RyF>06c$cT| z)GD{?aNxcd_c>CjEhjIt6?}kiJrrtbIlnI3I77U|02!HKLkQQ+2d}_>u2<3fN#eJy zcO#Oj>9)MXDi!5Yg~%HDo&Y(QowdSggCj-+{B6&h!+M!ETL!{~1^<^bWmVDZBgFJZs0O z?@{t^vid9Ke)SbR72Z7HXS?lDT%cFN+OPrSO*ck1UNM#9Ja<0eV|p!}gwKqT%U2J& zV1DA>{z9j4mfXWOd=4>I!_c);!;ALa#^QWUao;j0Y)irmUyj>7x>tCu*Uxrqde66; zSNtNb`^w^#i@l-?9Q)Somrh@EkG9w{SFF4bSN~KVtoZZ!D0eYLu#ooprDC=G1D(A4 zJrwRMf2|t7$*u0jP*2PCt$qFae7P3ATKi9*QyR9B@QwNx#2T-2v|W*<%5>`bI7xo|m%d3v>(433R^#`5{MrNCYL@GWs+~!pU9`5lDE|K8lh3oL1`&RpkgPe)&r#yOWCn3wq!&;gTopBj*em z+KtrWKCG@%Qu&r-g$D{Snfp_2?|k;4?>*(R+Ntl7q0QISs9dV4W5=iWkU13a2yQ{n zU#crnydbva-^qNd1?E(DzY&%;J{yv4sQJVMkjEHIxW~-`mCPymCm~XpSCex>Q^4 z$-x$P?F7jsGx3eP^L4*cZndfFOXqi1PqpXK?QJ7@9xM*K^~(+j9u+&Iajd95M` z!1W)>kIh;Bdn~_gGF&|Nr@OJdo`X~Ln0m((%$JJz!@^6}kG^x~(dm~B`ZHPnYO0t~gGf5my(?9bFl z&c=1~76|yL0K%e8q0`o~q&eE6XN}|0tXKck)jYW}Zu(uP`ak&Xoxd==;^++K5uLV^ zOva>^;FBG49r;f2ZUxfXvRl_|_DybmC__&z=3d+~qfPVh9{3ED%!x%CXJ!CSd3^)> z4?*;BvS;(ndAb>Zkg&G3-$7?b}Hg^aa)Bw_Jdcmzi~&hrl*sW zI(eR!xN4?8dto8IFyml^4YFDP*X5mrRLMdwbL^=y6a#y-f+ZRl;ejia4of}nUF6J< z`3_zhsi|7^yy^ei%xzNNTwcoGdwuKo?i-?hQ$+Z-_~V}{o5+-rqURWmy!9aO zW0l|RZ1o3YwF*yf#mAgokn~W29QgB_c0NR&g~EE~ZN<*dBk85G zdwE=E&hFr(fst9W1-qO0GJLSQn*uQn(4z0{qXGwiUQHmaUp|Uurt(5b?a9LtHZPu( zZ@p?g#ZosO@mRfglUH1CQut^kQD{BS>GorFx=iwf{YC4u$n!t*cDn7wRN~){U13)r z!K14#+31D$jIc@1irAYqutC-$*uc#OwyG$Pe@Nwnb?}R^Sf5?BeAGX?! zyg6Ib=JV}dpB`K8emKih*dYA0(n)-yuu=uYAj|Gz1V0_K`=~=(nm&RXiqs`>kNH@H>76$(D`1T!#GE?c&8k+^ab69 zfW>H48r{9Wd-cO?k3x_wYV}$>*$G|1x~mhk(=YDa=JUdXY)QVHmmJ+o1+c8V7_|q< z%S;%T5K)i2mFQqR5aP*>)*WOL5c|<$TfT1ZPM7X42?fwvlTH3uLIIb=Dzh=Q3r_n5 zAlrZPXjT9^b3V?u;E4vtk|9my&&&4^2W^4fc;Abk&h?UL&%LcaUY(k~Du~muVcv`T z=i1bqKikX^=4rH1SJK@NwC=l2Y}^KDQfi+w6^-vDE0*I38Rf`xJt%Fc&Fa<}4}QaH z@5((m7x==_QGmKse{G!V+fbBX+A)aRLv9{9@RW?yX}c_q1po;y7ukG7vX7on1}7<= ziFOyF+Ua)fA)<6U&8A9SdQGOoLxfJ{&`^o?N869-blMz1{J5RgxKSgm9RAoT2q)-Y zFl|;(lXmH}T~C(y{11_O`Q{vWzEkAAAvLV7Cn$lJy=9*w#X6|jj(+{}$(1^d zb8c3I=zs6Ym1%4tVrYt#1Wi9k^9OH6oeJ)e)iu;{@kf`^@dI6de} zZ25cF-nSo3jMChJwRx#42va~e?R9^=J+`=c&a9USGENl`gGjQP1 zZoz2-ly!nlD%Y1;bW98y?R0Cqx;3|e5@7QyMcBzjJz_CNiS`haI^(c+ob`gG z@EV#!tPx$SBxx_eS#sp<*59b0*8TJG)Ok?s>E+BmQs)A*>eg04rSMPBk|}EFYwkS- zAnYUGp8t_Kc}js-)4DF-a}Vo8B-O(zW-ixcSm&^f=QC^9TbO4;s6bE9zW!mAzfW;# zG@`R3^T_%SJ*pqQ6j_UOPy?_B^=S)DM|rFb-yUAXAe(=gdQn5hh}Y@8!c1x9rp|6} zH|Q~SIUgtGHdGA8{dVu@m5TbkHq9R4aVdkfad}|rXGYq1=kIw2_~xj)={VXrY~L%L zzLZxx?>)^`_yYZqCap2RjK5OO9xd}(FYY69JgiVGS9}dx7o(MB@6mBRfcw?$L?R2n zTVJ33wXi6W#ViN!%c9jMhMg@uw;Ioj(^_bS?W@;X_8_tSASOf#-@Qm2M7tp@9ny(y z?yEoo9COXB6T5_X{F;)poOH zsHrts0ywDMK&6Xh)H_C;JX{@xzv3j~&dy%!@jgKq>Yz2!BDv$>?eL^@_7 zuKpa4-yh|)rvDnaTLS0BiI?GRyFxiAG+xm$WYuP1F|6Rr?p0P1+k;n@DBWs8*(yac{x|>(jl#m`L;V> zsniONt6RPCRcg zeQcR^{89KYmMhNPm)X1Hw@PqK`lSuD*7E<$wC?^e+Rq=QL3oU_9NnYg4ZE-EC_!lhs6Eqq9uSY7rNC!j!Acjfx^uP;8~B0#IO0J_o(u3qJlQb zy(Ev$(HOI3)ENDCGHqY)lh$R@@c&CH^Zw-4p%&{e3r;>Jw8IJsSK!t?fstu1Tvg_c zj_A?{Argc_w~j)}iDS}s;}TXrz@jrDMpv56^7EA~%%5q>POr$AL9vg}I0@M8FRp@X znrMNZs1yvW@%qvP=Bm40AFvS>7ka@&+U`j!KXgllD?PcEY|1ij>R1PwLxIOv`vS;?jU|>GxzhH=7;CrE z=nl*|808;hESPK{7||}DnO%)P1c!BPpNosk&o1rNhy_|>U4+ha3Eru}a(;&HW4Ulx z);4O(Wubch>g+RR~>qf^^5@~ zaFj@7Q~b;UUb7bu%AjxJ&S`ciT1IILs1)VKQZU2u=0x9|!@Z>S*O+t~FCQ)-H<+b1 zoaxq>!Eq`Qf<}>4Ilft(pqQc1PgnOHrm`>}MNksla{WU!dQ3LQ?hE(XN?a*}L#GzV zO}$!~UK;F2le7lRmYYnGw^z-=SxATbc?sGHz1Eu+mhs=L(qR7q!!v5JW+) z4)g9G))3nh^G=h+>!EoaJT8xvh0+yy2-~H3V^GP^;dhO8+xom#gU-p~G+!*0QzQBG zB57gbXkiPEnOD8b==zp2i%mMHJ(3~s+`r8l>+Ng5!?ux7HWap5c3n7#IJdJyfG@0s zfDPDTMC^0u{N_7??9yRjCr?=UA{R7A#tvKIj zCEw1I;bTp%5Rhx3!!+!*a*|vEI-rj;v4X1B4lg(O&+WK1H?=3 z!RWt^=1#2cc6!`)x*-Tja!$3kYSn`>#-xYi>kwC-zq8rQJ%Nx(41cmaJSms`8uA8S zaE-DBigvAC*xz3}y(q6YBcS2jy+PH3D4I9|5%2~SCilIU=<6~&Zh+|TfY0P5j~;&>8P`6oT|T08SsvbGy7_VR^?ZpjOQ*DO4Hk8 zVwFFTxL1bEQl0zMP{U^B0YFp@W%gu7OZg!7t!Ony;Kv4BlIU8nG9}$Do2c{qJL3Gu z`kQ@;eG3z5>5A8`i#wC83sO(Wf&a3Q_r}8udam1}VAy0-`w1S{qq2RHyU<{eO4Xm8 z{NA(3YOeo+CU5`k6u6GjIVZjQ8&CW5)*@80)jkA8b9UUJ=R+OGDY97{FaN%SU_Bwm zHvTKrWMo+v<(rfnTDiX=5%RUW1wx!S6{pMO4?pDq59W1C8!X|eO`KKotF=-V+p!@gt|lZz4YOfuo?!jqp)iE#-?dY% zR|hCpIFdxPYNNm9WkQnq3!=uqQ?}A`2H@k*+OB2P3ixm@8xfjjsE5;G?|^<5y(%!O z1MWd`USp1x_t(MHR+s;;=pS(q_`N0t{NN`4aSpHDLf`zNg;L!a&!XA5M2EgUnV+o2 z!3hm{UscHrmS1omcMgsvC-3e&*m_8LS2`E*HN!k%Et4OOeO3WD;?tOcae9CFBS?@* zUE1|4e3=&B-{-LTY#$AAG>IrF8S73KIb`e{FCap{r>z~*GcWNX-!s49?dzRELX85Q z8=s~Z=@D}(bQbD+qi>t{-eDMQ2rRaW@>KG+HN%(r!d;bj&;gq)pw_y2IB>DR9(su_ zDd+QP9-_rex!dl=o!nc*9=n2meEPg{r{tQIq`W)*gq2Pq6Q<49pa9@$92}M{S2NLa zxH~}&lWVrRhhR;|XYiq{&kzEbczUsUubzVa2NJf$0DUeFe|fMGu;ayx0`A27KqW7u z&|tKm>?wd3xD zvGMY#)YLYK)FMP{C=nSiH}CI=PCxr+?zTApp<3LoXJw&A?&P`0axfM_Mg6$w-<8cB zc3;=U;_i=50Z*?5t-JHs;bcIv)q3H!{x3e*%Io z%2D8h=6f?j<}TeU>_QRahdf{RPI6^`cvYt5bir=ky=LB8Jy(-qPbfZ4wej-c01%%0 z5u1uhl$H{Ey_QuuQ%2eHwjCX_H$mR$#t#auJEeDFnir?|2s*X=@6R?Ml}}W}UW4oL zqgd8-upr|p);QgGoBH(hZ!fxb4$+j!_t92uOhm6N_cX5xxhfr>>t}8(anW^b!Kac!ia9vU-=@haMEqybUia-M)bYAO6+{@W9zZ@^3 z*(&P*KXdkMh-a*D94G0}=|g$RD7$bPAM^WTFLRfZK1d;GKX%j{T zc#U3D!%o)Q!M^l>e{R442~d;>(^@HOesZta%m?iR`;qwaptS}@`H@Q*7brEu;QZP0 zqpKcA=Sb2_$~-Yz|Lmyi27cFUXR&5>{R5D>$dLZT?QMUBs#tx)&+NFYw=U(kwXvnN zdwB`*EZ=cSRJ+VesWtWX~X`@niqhq+#o((-!v2M7oFRkv+9>p;#~6fKnFSauO|J)Sb2n^ zLF`|NgM04NuhF~~TR@oZL8x0J~J$#{dFR-1dDvoMxNkIzp{na>> zcEUKPR6pnq;gI8?F$}lDy3s`!#|hg32aVNcmj4$n$W7tlc%i@K*&A)(Y> zU_D5D_E|YvOmGMzc|kj>1OEV4fvedj9;|mEFtiO};1-y2(Um=CVew%7l zzGUUv`FQeu{Wl3)=P`J&i)Aav4=S?Tf#;UB2iBwpnQfO6Suw4S>3E-yZ-o7%UqIviMU^cj5-Hvj^QeR4|gO2(=K_1A%F)wOyJ zkWY5oke4tSz}w*AoAPvH)g2|6|mFi#lFd0sac1Uw&}2D`mB~?pk7clZ)5x%GENPJcp4Iw}4vt6|`%Bu0)3=6j-ajjJklG2$x<1$Ebllt%2xRuw{;s<{&qysGs zK|WX6PsQ6Ar2tSyX1ryF^yvs@XLF%go7N1H-sAD1U*em8a|MhIsS=)kM@suG*VE4M zKw;OURbCTi^KBfk{`ODi#dA4P&e^7vE;lvpcyrY2{Omulw(aeQ!bBIyBkYkS5$a&9-OW$YM~5$6eu1MZ;bTk9leERWmMmB2sewK2j`l=I&@cF&C9JZhff z&D>^+an|kdPAdMWUSIvJ@!^CluGNVlYyJ+iE9i-C%do9TR}{#;T#j(3Z8hr>?eXWpfU(C;xO;-{EnEvHwxYYRy<6dRr@ihE>|v#bcU_vj-HX@>8}5cdhq`gBWrZ@&)xkS2G48aY2ZB;&A+mB z@R2;W_=#@9Z?CW3%=QPwWb?zv?&_xI*7I%gr|@ER=|hA56G50JGT`}|FTy{eJx;5< ztJVixRV4%{fE6+8x*i_R`x2xI+K)-5A$rDCkSW=iwcUGN+HOAmSzC5mmuFIKk&ocP z-Zsm}Bl7p{o8Cn5pZL;-hgW$tjhqHl#qkb)#Pd@?+pj101O4`k$7JJnWrm(a+9`E~ zMi#|uugRPm07^WvoHa1t&ay&w+K*X%U>_QhNRby5Ze=>QXl>`q_wsy+^Sz6;oSrj( zfUY_o6NIx|S#NT~UaMXSk(Hyji*D7uXWzwcVnC-LEp4@1-q5YJD{evflYQNH6>r_B z5TE2B{wN;TYc#MtbVJFLDZ*~I!(Z7j#!@XYqGL1%G}8-Ojb2zP-@3J9cRAdsOShbx z-mC0)pNDEnEcqS6N~Bt4Rh>JmX-rM+DJG5gTcd%K%yY8MS^KIiMk7YKb^Z^SyjD4n z-P%{O78!(G|GM8CI&K%%c;bvel^XbTBiB2$cS#R9mU6erJCZ$9DHHyl}U+S?ca}fKr(=HHu76ikDm;C^ zm2EndOM4Rt^>#jgXBMqDSpbmw`>n^h8vJRwB|YuvRlNkGp1UZ3qJ1i|8+x!-E+~B- z1B(}vXFIs9{aJpla0kq3y)~%AVMmj~__d8wRC~qB{R&vbDQHBmQ6Ll7ByATd7pfLMNoz=9vA!kbo8XP+yN#*Ec9`9exXHIkDpusfmJ2 z4V)#2fTls+oXq`hFdy%(m&Z2fNKYB^*t1VRyxHK0^j>JH3f7B@kK00qJPQ%-s7!%C z_M=K4QI8d3=6~eIXu=;FEQE$4+^&AMg(+SDjN#VZrwmo$vBOng+ofdIap<|T`jqtV za77hQ$^*!w;QDxY%Awkf%ONa5Z$o4x4k!%R=!M2Kzub$6c3m5JqnYc${iN?06tX&% zrqGP4Pk-GE{C6M;L`#|6F1(tL%WMpDcmG}9wXcH?rzTX-jBk@!2s*1%W6^A^VZM>8 zTuSM7fAC3Rbv{OK^YI6${qyuvt2lqtb4*4sl;xV6utR0>zB7lh7337lIqO#PDmd|_ zI`Vr+?6O7GV&=YHIia7g{;5)LZt*P4^6H`YjyO{ro`Rvzz=L-qY)Aa5;7BrgzK*x^C&xsx0R%ejcWOiM6O?Wx}tr)=Zr3>m|`(bjsbl$fEuBE^sBM`N71>q8wy5Y__sKhV}(!=9Y_d8A%#kjqO$$}S#w?U zaX!r0cD?Uf&vV~8L2ThbR9&@at?1A2v*b+RWeWn*A)n12T}eMRksDvK>0TI_QqC9* zQ3mo`H@_e+og$hp8z$u;H8Iy@x&7E0|0y%KNDrciOaCzz*QlK8GBuiWr)AGQKq*y< ze!r90NQT=WF2&2>u&kcS;dwq;?_aqPRtG`+{j{sKik-Wjt(67nVX~|c112!; z-!HE>^g{eXr&=v8i@p49T^1L1v;J{uSVmgCxaLLI#^zh^`yqcUgfusQxbKtH-n);^ zBMK{0u*MCA+)ns5GPq9i#%;f(0F)R=(W;e7wZZqQRcmA+@^*)={raGq-EWQ69FXcm z@m2be5LiNG1tTH`jHqm1I1{5=p?DvgJ3tg)TkcB!I|(ovJR3}fJdTT34W&nBbF1de z=&+*Ro#Q57;Hzu_8}a+?R9&zUSqZCLa8KFgGvz+(6%ORnBiSHr!*azVmy>vw3jmro z>#lcAHONm86M`;(xen0r#~%8V=P*9cL408Co@$prdSOf)?WpD^;chw1eKf`1M4hRa z3~q;+B6iF7+UZ#U^wP3{Zoi|?nKZv*}3Th>iR+=WH_k_ z%#vu>`@fT_LdYvbFImI8t+CJMiu=#z*o$(ua1EJ!bm=wMr(u8dtNP~ba78&tJ8P}n z{d+YNQOv-kRA&#V^^>bfIlTrQ0jA`5fB*PM5p5;KN{6)RL+PMp)p+84w4v_RtMPMs z!nS&PwwUFMFqWP)BzK@$4?N?n#ZC2(>k7@gqc-8DRN)PwrZ@>Om7RXu+l-CE1@z~7 z6h04^Fhc2S9$MT7>0HB0N3O45+yd32cD@`rdfH>>5EB~^EM_()BpY>%(c*Qrb? z%B`|v;_v06#^=(FWJbjTly&kSzKc(DuqpdGPj!8N>+M;bv}h`h5QtXc{a{?ZvNygsDx2WOFSAX3m_`EUoOj((pf z7TfV6Xt%!J=Pk8bU-W#cDw|jT@Yt$90NS4KuN<*;nrLx3`RU(oQxjz`iI?T$!Q`VB zpxn@xskZK6#V%t-QUPlu&4fER_8*u?d>q!Xzbl;mDs_@vvQ-S(at*@q(^{o8glrJ$ zT}CI!h(gRvZ0UAU-4bqAxc^4{thFAesb6;krLw8~fW`3k)5(1`VIsH-n;rG9m00+m-ihBgi#A{7S=kd{Y%WD_{q9y81|0W;r3)|s@s<; zdl}pI1NhX9U_M5E>*8rwbR6_ze4q6yveTnRd-v{q@(F!w|Gh5}mVD>zXXfUGleHk?jvj-E&8||qNS_v z2!~whSiFD7tF9NI{ppAqF=HKW4l!?8XWoyAAlJ(N3f+1Iv_~S;V!Cy7WdU zS(z7UkV_Fr5Vr4$PA!jnZ-$-@N2hpCS3SM+ zvWm+$u*jnsS2}&cRW;jWC#R?EU&_r^k|S)n`hV?jF$X&+NP7i!Z!y5utNV5b3%K8V zb~^<{y5!!UdlGr|>XQ%mI?W%;YHKAdut?r4fZ^fqbCuCZ=$|{Yf&*Y&P)esEIoXI# zn`J_{SI;!FOG?*m*WF#?quH)akH!xu~a;Z96wn`)_G+>D(qyQyt&`{DKAT zxaX<%e09*1yVIx59g)Q6~j_?i*DeqNX3JZkh}4 z*82_aHZ-zw$S`59aG*;>FcIp4MSE z0N)IHgbsJl>p^H$x9dy93T zN%q+Z9{N|~jE4_yr~N}{Vr8tvBFiz!iTdd~4Mt;CrKayAR;D+vagmhw#Z}YE?J3R= zy!5sEtShI#Goi1hDZ2MAx5j9ZTSb z{coPb2HW>?YtTYw?e==`L(&Hb4Cfb`{N^^_C!W~j=9sxF&UJd`u9s%B$B*WhFdmM` z8Z&w9SN*fUWOB_t=j?ws3^vNWKApJS;Fj@>h|p~WWi5Y8+xJJSy{Z1<@Upz;gkH;j zq%Vrl(${kI!swY-toD08@m~ZV(aei_&YRY+I*aZrwf)}61&VJq!j9A39+;8ZIU4WE zJg0#pN@Rkd7+aCqZMUbd;d8#8oO0z5DMrP7UD$xrt&NEzbp#b;`d+xXy9E`9A_Y#% z<^IF4T4Bt$-9a8DijR_(f9V|-XbZ$E+v-(kvdgKD-vPeX!!Q|Mj=^<*lz}IAyI%TQ zJ^$m62YA;|RMP-$#F)J>)^m(=fvmxIk z&L>E*9o_W`I?hiQEJD->)0fCW^YEKqgs`yC>)D&|dQV0d`^0Wii*DbP+)(~KYge5m z2RR9!ZI7?9*gC0_lwnQ&IY=+q3#9=?i*840zkzu{R~8#2d0UUZ9BgzuoyF8TZk2MQ zAPPCRe1C~&wiKac@6eTrwh+o4av8<|a4K!xxydduS6TytL6-H`?NhVPEc$dcOK!VZ zei^fabzgXZNOpHMyv(@aWvV*1{Q5;w?`OmBRKF7v1=|v&0|$i%x&%BTyYa|<{oKh< z=?3oIhh0PF|N41l`}kGGv-3*%JhuDpCrL>&{o@ot5gNm2cjgwRz3(S_zJ~OV%IrNF zeeBUtb?3$M2RR{MqEUhIU@<%uapKZ=3~v!0QrCf5i^Ug(w?Lb*weX@xJ} zvendN))}JxyzaN#)HN0fE@8cPmS;!ykxj# zAe5}RHhdu&(q%c}B_Q32bs*I6S!3ekAGCH}E2;1NPjEk7S z=D8JLheo9+@7B(Wqh38fG5eFxnk(mwnK*?0*9~IW%EM;F3Qzxz5arV3vwFC!o*1Fu4Eb3=C0zjmdZ1c7re)&WsXL=v zn2ZK+I?nLb71n60A#;|A7t_F9grNgxhE;KZ@|W&?)Q7=4-&Y2SC+^{N&_jmXMmY0b zr`MbwbEKL*_EC*qjKfiXQrN$nz31)(x2WBiTn5vyu$oEvC>QO#Yg}c1Yhgd=H(o-m zY_5UEXCqy*xQ&2AHuaNcb18y-oz;$q`lEUNe)OT0;t(K~upxT=YxQ*0Dfg}Fmdg*U z^=)_COX*GH?`(x+D8_fV&a!z$dOGrP-AVZuP5%ydQ#y^qw4eCJzlIn${mfwm=f5MdsqFx^l9%mh@R zRlY1n{u_|~^YlzUf(ko1RtLH6emGx|vkPBOUayMvXw?A0=_`|AcUNyOe+Q7&ap(Xs znsmk3i1oc1pEOfuSL)jzwCEA?DctR0g+D!-Z#Q@wg*NEPqZ!+_d*-*H;Yv1GW?>4? zUGzOFcJS#Qy6OCxDcr!J<#Ffy-bkt)d@1e1?^Iqs_~UXVW>BZgXd2dSKc+P@Ohyl% z!cQ7rS;G0;2MVH2CrMHGD~<4>+*4WC`|A=k$pMd4Hs?m-0PymG@B4mc0rSQkL^%?- z&FKMr4FmAC5*vEsHVRkwRZ;BaIJbio=AEbdETJC`DW0+Y9Z|y1ka7V_p`gPr*HUgT ze4J}02^6PC-SVs30@cR60uCfESU`2RF#Ubi=W6iWqB9Q4VIru7LGfq>b8kvd;529U zXzY2xN~57w>>nX7r6<4Dlu#n$3NXT2S0AqroM|qGBX&T1L)YE@Rn4QYZGqY%9_Gcm zg(Jo>uJ`-Xjoj6H%WHC>>5IP2=O_14IkX^*vHtsi-M?jUHu!0IN@(n=Yo*8Ee*S$z zBe7Rlz4>R?f0o_3-Pk?k1g5QGVHO5d+DprT;~W)vovH;Z>QB%~T;DcFTsC35o1=%C z)7Q14%&$z|t8FJ2J%Ec?;jjsr&*LI>_TG7{??wej-19udq{ekdo>u&=G^kaSwqJ6{ zKJx7sHH>TFpE_2%#&D0tA(NCn$#$aEo^;>vWGVNd+6}QilJ>u(GA+jY*W)wVabTWw zc<1qf|M3VAfrk0jcmpO`qaH`j$QoQ9qD!%gtu{~SmzM%X1}U-}pG<2s%}+n{FO1tK z(=0v@FS&s8aBLZNPGjS=IfjHkT7wDhuB`!JU%i`s z?|SVpReU&RIz&U9U1$}Zith>5-*;jWBnH3Asms72=rvlN0r&ogEU}nz3;VS7m!BRX zVV0W{+=2IZ&**n}`px#d_@EE3+O8qJx_GYxM7jI^492t(pTPn7oyb{1*BaYZDKm?6 z<)+un2}6J(r;{yOGd)>P)_st;Nd*}X<t^eq*`=5u<&- zZkx6HcN=%v$V>33xi|;baxob>(n(BGfCrS}5q-_My{`85O$TUyxzb=XF6!+}QSMEF zzL3+!^!=Ika#eX1&*8Y&q(I)CC$H=5zz zs)ST%`~cma=wZnq+}x*Jf}K646qeECWYiLAvwKQ-6?Eq$*c8bW)-Ib4>@ zRsShgQ8j3AYL&`5VYahot6J%zpZhzv4{YB3W>K=>AvLdZvnKAnf@u|67hU-&S9jGh}#rO&0v+@o#7`K=hH^(~VY%cM!2e3C3ye_?r-d|6Tkm#afh*2h@) zj0D}=#IMdaR=RZduJrt_qNNgVRZ|3GDvkKg%;iD9>dziIx2xQ>7dv&cQRIZ zaX1pS#k(*W7xJa~d9^f12%SCko7lNBLu7E=sPiBT(fkD)d)ou!C~)3{0f}wgm;lXUn+lOF{p6rtu0Ry6FNULc8s1Iq56>A2Q$>jy zrmFK85{~OV)m?VZ4_etQGVv)nM76sGXxb``L$p7|9?vtcj92Ob;5h;Cm`mfwCvJ)0 zj+=bneMDQMJ%{~V3<){B3&0!96)@jfaMpPEH$*iZwgBH{=ktxGtXv|6k-&4P@o)o;9K5`t%#aYZ0IcrNLEuZi6ByqT&nwJAE zPglgsj1Sb{JsbNKo{YVY_JT@{yFyKpKw}XT2Nu^D1yahFj4! zH&E@rG&sMWt!@1=zguKj0`?w%d>nFH_uYb?_1F8WMu)KijF4NLl+n%k^Q?;}9hTpZ zLuXp`EN*jAk1gQ!7!Bz64C=TxnuP6>q0-T)DBfFMmjunFzA7AoFuEwu%AR`XEMwM=isvbt*x}{=Qw@Lk7D`SFX@*x_CDsQkTQNRhhwrJJ9 z-DGSa?p%54d*I)l@ge~2fi>e2xpY1AL8CqfsMc@3uEkP!)cBU$lWGmA-WtN1c*}dH zQyZ<0ChF-F6A5jvz9_>0<9E3xqcC`>= z*PA$qLB9HabZ>7#&NE|P#PN%-juBp<;a>y`?K~>hbK96V?ZpSs%zgfBLFIv&jG-|- zYc^4B)NpzqU;ozeT08Gg3RR*|f25zGk5jcW1^ym@`)Y%G_MRV-v8`}FmiUc@T3=Es zv6(hcG($jV&{cly?tN%SsS@yDj9&rfIRnP~s!$G&!t4)|tl6vSmi>B0QG1Zmq4Pv# z%bT^`X`Is8+zN9r^3P$D_KsNg9#KHt=AZF1Yc+aTp_C%^PfL0Zs?nS$ z<#M_B{hN1k4GdW%tCC@SBTKgFxMG!f4Lmc0EYMqyr1vHcHaZ>kd>-p+bLSQfD#~7H zc{*5p7G7cfidHGX%uw_pgr=}P(`htY!&~N*qNmYe)DVR31}m2$n3hT~Gm3_Bw%Je4 z?O~(#LJRR6Clo_4>{qh7Dj}`$bR7nM(qEQmYS=E>NG(iRuQ8c!Jm%(*YP!*Up^N!ILA)yqJe-KU)$+d8C!GCCx? zw{7#oY(J_|u#ZL>u)RO$`P4#0edpORy}4|T$UweW*Jl%%0%+YTH}a#tn2a3kxEjc0 zr_)xeO>@+fxRRHv74d~op zPj*VKRtwd6B8(93-5#L`QGVWJxqWPJ*p*)xBY9daz{vQN>Ah~Dl431H7><OXu@;eIi4{E}^NqnyKW~?1_R?EbU@{ua$O{zlJU9t*}&{ z*iY^#eukp;;rs0H(!_q&WbFK@t==ms$@qxG4DS%`;}*B6Dj-xV+Z;)9T4uW1ME8ZO+An$;8g5~?s8(2fBWP9 zBj@sBq<$hwH- zz4Jw|A>lKg6eiHWmmWd$t>)h%x~+ceskE0|Uy{yE<82fdf|5&-d`dsZxg@tkBaQgz zVr>4=vi99CH)vegz0w~47}Y9|;v8Bvj~Gg03AZGubL)3rbzALH=Q=V$Zh0Qhe?!jg z;qIWbvxa39&TAA4oMO0`P3KXONBgMP#L%EvD#<)rOT4q+bAsl5A&j5!Jb4cO@;{$z z09vxqZnuWR~3A|No@PPUzb4MIAD1O?fF4AGId z>g9B0^1K)8YSix7?CX~Y)Lc$xN#&nah z&2-&U4hvD9+8+Jgf{CVB4X75{HpzFZ2~wz(SBM5#L5rp#;mFo=TH(_9~6b+^{)-?tJk|l<5w4sTNK7aS<6332rB`SFhZE zr#EPke~&Xa{chIVtn?=QNFm1P6M%8zp(G=hM;Nxw=b1Lkp4I}APp#ala1aP(U&zNv ze9brFN*=mNTT=3~-Q`{?-UO}PffDE8@4j35jN-plFz=pM%}uo1ATKI5`2JCALNmLz zh+?;~_*B4RTubla?=N?541&1|vAdaqoUQh4r^B6s66$ijQ8rl>LGB0Z@0>*zt`tlu z)|Qh#q>tY7bil8bhhVt%)!}))y>DJkWaixB>kZClXISrP;=J^!uEZAkpOd6q(7Cl; zx6E(hM5~<{GK53rY~Y+br}A%a5Y^`Py05Hvfif?O^)MVZ(qVyl5Hxt#CYV#=gc#)? zuXk%OdGy-=b=g%;WT(jz!nJnuPs}K~tv=EB^2DBqPu&Jv`09}1Ghf)e$a#Ji;*b4? zTvCrpxj3FvU;s=w@>Q+z2LQXaXW6nRJ@RdMyK!RaaeXD^!ztTU;#V#2zGy+xD4;M7 zmiW03clzTmYoSlz8745?fZ1r{J&9_;}-!pxd z?J7XcJw5`%0MK@C=y5Ooo7=lXJ^?&y&ybh%B9Jke%d(VV?I$(x z@H6YEiGf~o*SS&|k#7hQ%z}pgAoD|XNSuQ^6Zf^p_0t+Rp9jgR_NUG~*)}gl@B6!b zZ;MTL;YkPd<(lPSbxaNrbXW}M6|4y}?=F~gt1zF8zR`8aWI8W&DC*EV5RKLo++5r6 zMvv=Ad1I>w*3%z99qqFS)#+^0ycC*W8-rk(ftu3ad0>wS3o^?Hg#d6gPDm%?l^ zf7B@qEb*N=1xj2xxIOpVcFCbn3UhU+hi{JUn*i}26;M9IdR54jI@Tw+FUaD4Yz{Q0 zY2Gd1U=fcN5izCdPPuCK)|g1H^12DJ6>%8C^7ZFWX-~(R#9E&3slD+~anw%gA&5W@ z62|pk7cN~e>gR%@yT8(MVm;r>M>$?>r?b+kW%6^FdKazvb!E4q#9zaUhWk8v3JYkv z7LvPk3nhSbpqnlHT+nv03^6GZ9j8XV{hDbfKjPbeyiCkn?}~H z5~jGKtdKr_PWL(dAMpip;F0Ta8&hhgWdsMi8I?qijLwn4TuA!3E zQG9dirFsjiMv6YVb%^HVw1f8S)oa69`jb^>LNmwTwDNsD&QVbRp=(T!PIG%D&hILI zXaiz;RCwmPlIUum-NEyRr+q>t^KDsMHqrpo!|=T8H5wHgJ_~PBTPZ(}9ZufMFJBzz zH}?maEXP=RNEY*dpUY9Mr~=bu=;`ryWZ{Ho?$Ppv7+L=%GDkG7JmOuf|Lujv_V$NE z@y0fNJQu`i_uRpgy4|_0=F_{&p1r~6SUm5*5iLBd(cgzX%`fxqQHinRj{Oz)xAt)I zF#r0Cyz*euciuac9KTvuSOlKV9P$xG{E#2*dh_?9R%con^`{9VwjXYlOehK>}LF`V{+v46%%5)(&?Fpe& zZ7v2ZL^1vrxjC(-tkMOuMz}F1Ev8*@6tsx82bD(2&s$<8t}cr5z0Cc$2iPx@ z@BBvZFr+-m;q%jgDE_2okl*6aryzvOU{_W9=5FMW=6A50oZLs;Fi&Z__IqYSX>jwX z*!|WD2=<$ud{TP*l=F%P+m`gVCK+2E)#>3MHpvGR^w^exlE?Blwbt4ZKFau5OPSQT zaof1;$7&O9HCVjPfh+sBo(j8+J@s=)uPcOui?PX9DpSzmt!RGIb)?w$&pLU94BOFgKl? zrurIn8l22-WmN$$ru;JY%OX6lc=u6k?EE-x{Z2IwmR(?9ycfi2FiuN6#1h)+$t&mV zS@4Rj?+Ft=mDe$NnL-#$zk>Ftp^W)%-!@Ct)3Ew9=fWN`?0)0==QwK)mw?9R3wEA3 zt3`0_xKn_`qW9EJ%uVjV1GS0@JN)i4rj1VnH*32~pC*~Iz)!*Csu>Bc6OW$~XNy`X zna&)*oaXQXnHYeIq&2|bUzAth=8(d3H1{k=s~S25N$ggK%-^9$8rN{83^I6Vu)eY( zo1SOKOJ5zi5|l?tYYp74c>s!DSColSfA?Om-xvY^8eXbiMk;+4yNJcQ^jrx9?MGy}Z>=f8u@i zYFu_jbPNO4`19`9v&nfckSYGauqJX+x!L9qy)GZ(Y%+7=jvU7^4c3I~@=lt7N$GL@ z6_vX-AlUXl%Bkaavb@)g&7SElG;0$9*pwx#?cy)4E-h9aZL_)qojIGq)a|%DeMEK< zSwSh1JNMwy-3_`6w0j1oL1}38afh43_bA@tx6I;OL^G{E4)4ichRW5z-FZN{-E!K6 z8fh^->mEkydE+=y-w!R!kmnK5t@af;<~d>A7)LhZwk1kDPWxxL1$8IU_{Z0h<};@E zr+n*oEl1z(LEv0@?X9Qeo1AqlWW6sn`}J!9N-E*8lE5fe2NTBcrUEo@bv)I*hw@}M z?_xtZo(5E<$wX@O)TQ2K9LY;meCD&uwVIK{Vsr6rcs`|PwtLRQ@2JE+%Zs(;Kj*Ep z`PoWJz{*8-ElmP1p^y}ghO=wAx@%qA#->z*0#0cnBZ|V_j5EtDhux|pUtHz!R@>42 z%6VR_H3Pv|;8m~4D2Ej}4BKkng_YcnsALdm?c-GG0+Sz5nvK@N>v+vs*7R$~&0`GB zBcTUecl?%=2AxMru79$597_G$Wimnc=Rt+BHMDM)BHw78OB>taa7OjdUlLZMJW{kdD<>qbd=AGbwd zl~Te1eFB1GNwZLDXN2pC<*xH)ZZg;2jeIGOe*5RQy6|!mDBXh2!Y|+E|D6}R&vD9* z@%L{%BaKde`05R7y+du(dNcTBGu`|yFId}7snX4|F3E&QgwpGAyVaO_VXZU20lgf? z;QXNLe_u#F{-j-}Ii zC$6g@K2U}B&iALCqIq*d#Ks>NxCT{c?KO64v~9CjgC}?6K({u2F9kzDU;eA8PZ-+0 z;L6;&+jixaO$sxkqMj7H*i7&XIP)^8D#{77j=jL{+gK5U_FG&Ecbk(N)aAWoIU1&1YsATnZdtU9> zT_gA6=TE?cNtx{qP}SVw#&@JWxt-_Co*73~zvue#qPsil@+}j!*>c$5DkXUe)DEE$ z9>*Iae|Pc+G1s^?pUbak`jy@!C>4^CES)9*+0M(&m-0y{Y5mGWPGMrm_k1|K+Q_8r z=QiPbzXtFwQ{b4iRqoAAn>xLpy;AKh=#Yxx4~1?G4lN1w_v#t3AKx}pX{xQiRJWQI z!_K!`Ezzohh&-`}Lj3i5X{4n@&8F6#%K&M~o;;T7{uO&gIZk>-z?Z=*tbZnf_-`IQ zv)oJyz#DqI;RJ`1DWlABZgDqY5zI~N>-PkZ5S78q`4fxDxYVByPThMg7mrsH7Z~4K zvGM&fG$lMv!mKgx^84JMF(_+mZOr8yZk4Ox=)@IH=Wb@U>8w$5l&$>7mr9*{vCknF z9$a^93NjkMu+6QC+$4I*Wd2)Am5GkFcI8W0sF(D5>pG(s)&VOXMT4F@xm%$r9$^_e zN$FJMzmpsI)I;_4S~O<^zSxOWhVj=b0_;2utDVN$`Ino=nfP(j$9L9be(`bvyuWh~ z**hb6xlN5c|0OhRUe0Gbvq&tQd;5_48Tlw-*kk&92SA`SbzzpjLO_jhbUYdsrEc40 zR2*!x7H!ecn}NXt-`)-G-O{sC?@zYOSO}?2#i7`W+ol05uV2#ZNps`Qq(9IX#o=Y? z-G*VGYuM`obHH^$rN&PUh|VSHyeOR^9tV~8?7|C|yHr{zQ7!zfwi!n_JhQ+!vWUK% z9b)e)o6ksOrms=;0OyTJ9|NOTJI(PUI|t|jLaiddsI%f2+q}HNvYm>did)RSK?Es`KPiP zRysZP&S%)UbOf`t4t~o`Xj}*V_q2TvhUawos}_LAdmQvy0(?6F6f>(VR~VxI7!Qz! zO@uAyk~uHh;q|mS%3?7XbXH=q8RZ!30X$xag6h;7GQSc!pf5R$wb!8MTS-B?yJ&jD znlQXUiMWy%XcAMNrP+82tFpZe6j|NDv6+2afMRu!=Bfqii%G*s%con*ZH+D?76CbF zlX|Lozpv*3vy$d;kLO<(0s}1Ulb~2^j*%(%hKqUL`JwH5L#rjpe5P#J1##%D4xP-H zAa$WlfG&w>Ww4$?XTbh&=<7>%-48znur67(u@jhvrZ7DwRViyzL$^e=g$uyB0ucj**D>dsM~y+bJVD83%n|rq*@TRgfv0l2Mw| zb1-4v@Qi?tb*Xb;V%8jNKIP_)#g25pN0m2{wQSoC-5wnByrx&?jg7w0E3Mg_K_1;C z-S{%-QHmg2^?1QgUX<46t zpYi*)X>(RYHL$Pb9qq*^4^h|VW(`vNMkEDXh+Pi(EHUECg!}vKB;l_C6uM$gZ<#gq zaQ))z^W(GWAKzFyx6Q$J^;Grha4_|)l_A>0Xe9I?i)1sh<1r=NJ7A?;0uG$ubw%#a zdD*)cA7$IP2l2j}s4`RY{N`0lORN$@Hj;^)EGhyd4Mk}ZUSUevVC zHV%Ne8N-{ws5P!cN~k|)z8U)pCVB18_*_D>k9&E^ENjaUNrvimt4qF)Gb@(T88R@w zy2+mOgMI0#y6wN4Ui!#?gQ8LbNW)rY_~}XRZ(IHPp#TgJ=#(%SOlWNLjLoX8$uOEw z(+jT3DS&J*zR>9%-uh^X{Kf4Ib=yb&W^`Zmn6$^tsx;bSh_=Pbd7{(*ZPHr~15V;( zRc#xo<03Xv!zM|qI+T1cs``!0JPpCLaML*yCL%I=|3+E0-sbKu^n#9@r=41+C$?P& zxxU9YT#@i2xsrB=&$4AduNLQ?ht3DVh!Wa-5mao#4;H(WgpwWw*=&7)BIEIXx<<9} z2Q|#viCTQa0W)nW^@!!>{1K95H2;?BC$NrouJ>O#gi8UvK2`Sar0F%6Mz{A;Gu8!) z?xuc*+08bp3FAL!_s#&Qs8pzZcP8)KzZ9Ta1j?r7sSGzOWmLB|sDu29Lu(EKDGY|@{TOiE?e5-}jyv0d2DuhK@BXUC9s|o&TFM+s zzv6n-Ge;AA-k($;kzmJQ0ZETa$6&7b)4!Kq1>~_9Lu#T$oEK92jHpF?WX?hc1>^2ZRQ@b)KnL*DbW;#zi=R zACKs}3h_)iIPJc3h_x=t8(Oe9!BXZnrTS|9c&}{KcQNmY$MK%KOW$TVp=$o^X_f6W zLk@@ZLSI){uewL95uFa2!!(xj=hyV0mn!D0vIT%owqp)(ahJyUwa(S$zgnQC&|2_G7vRxe}Y@0Yq zmg@+o)46kIAF_1^3rEsfy}S4C9{I+}>8}rBmmJ|cFH_L~Vfm~6QB|YYD18QdW>Ce2 z(({i?{MIB!VjxvrD&|{U5?y`8l;3U}0LlIOAMhaIXxdA%3$O!k!{6pt$2UxSXUlPi zO3vo1K*rojZV`icZ|a$kh6SO)HUVpr|7vFDA(H)BPZMagTLOKb3+8el@>?{?H@V)A z2MRyIVl60BtTw4o&Miu_-sWYHK6k2$I)5>u=IF=msd{nNJcd{9?{uh%yXwLB!lZbm z|G3}$p5Y&@(|ntc$Em9E)9dok%(tK24lfi3=_gd1V`&GAURLGi)$O4{1t?MjGsqw}trghKyTP}2G6N0>~_6^iN~J7I}Z+`nOj=%8^+g2i%n zj=Ik{1@u~o9;&sT^%&lDVK2?g274jr8RD3j|1wYD1~>*KlRkHxk#d$2b*hB**+#D} z>h2El!fs)Tm$sX$ydGDpiL!DIkZtnR#qyw6Hy<#Fhj};t5v%-~Mp4=vH_o5A<4}VC zyj83W?s_|G)Lyp!p679uwW)|97M-Q*x5U*qC`>r*^*!a%{qo@?Bf5jOZ(qX>#?=pZ zuOx}_IyMU#k;sc<`IOU;!|Kxp^Y#0_44KLwB<%;6v9UaS4D2ha?_AUqm{Z_1wOk+R z5Db9!D%a*=Z|%wW6?N95gB6SSG5XFJp3nChvTRIoUV`4L>@0541^lWTb=XA|t6yy- z8`Qyakvl&A=_XkSSOHj(m22BeIu&<&%_SUI!{*!gZZ8Pz>O!Q~ODltUW%#rTB|oz- zLk65$z9{Iu&*A}-#@JhYx~S8PT-f0e>R~5!9?$D^(ylvV8Ork33;O11=GlkeNn@Jy zSGQe#U(Uu6h2xUp#ii+l{tGP_slw*=v>^JE;vud*F4Hez-qX+;8ROr%c`zUFdKoPf z!0a=P)3kQmR)(PHbAk)jeLeR^`vGf5_0MS+FU&suo7Ye0{!>A=Z(1K;o2HW-rB&Sm zYQsjoR&z6pc6%3hhj;DW_aTk7Wibxh)L+;UFxWV>bG@dT>k(&L*n;Ep9Jbd*AQ?u( zp^*=^91QyNc&#rnG z0I+t~KCnKkhuEX+^AU`3wR@BtcUDJ~Z^lXFN&V)q7LC8;{9k|IeB>=V+emLHhEH=* z_P7toWrYT#l!XPc5}KQjW17q2gY?H?CX!mNxIspic_u<(p zVaTC2dwbn9i7!dkS{lQC`1tOi+Iu4n1;R#6dJM=HkrfL>-}kQ7E@K-;0XtUK9eQ?F z@ysJvvsnP~!#z@7zhs|^ZFzBSI?T@AbZ(};PODLDlh2}n=&-_0|86b-H;6k^maCss zU#JQgEC}?YWMWS@g1TG0&$0RE1NZLWHQ2xVoxr<(+LPtqPqSm>c>eXoZ>w|msAY-{ zrSR$TEE#NH$Se=r=JUM4u2XDxtIcF&QF^ppwUeKJmaACQgJ}AkRi@2V9%|Y6G28*3 zV0oFA_lwSj7gsLt&ZJVRmN$OE!1)l|28 zH=;AV*a(Ntmh71QlJ+)We#;TifuUsy*8SQ4r%go3Ro7YSj+`|6)LzLC%JoGgZBM_E zFzcnaW=`3%0S3UY17+K)fwdLl+g*ChVyBc?4Un%^(zIJ53x@AX?@?Wxt?m6fsJ(w& z(%%w_!*Raj#~tPNS(i5*)4JWR=y>y5`mL{d+$qXV?s=b4d=2M=Z4$2FHTCO*V{r+I ze>1^^>?(N9VVwOo>a=UsAqdr_9_NP^*;~D}*7MvqM2o|D zKDY2|^$3Y6?SrmTq^d|~lO_6vXCMQobv;>a?D{e3@rsf+bpk5J`!QH*Zi;lN{8mT2 z7w+WO6o@o;;&Z3>`lGR{$w5DF$>vP;C|0KD{a?(SCwBJZpT%ZF$D%r6^yz+ObXhAG zDk%~YEyiJa`D-^1F3wH3*NVNkjZxc-JX4#OxB>u$;!@iI*ifldiLfTnmY7+?K>|RV z==*7fSL#sa3}bBi+zQ>1)0~`Icr_dq+-K=`={kISXL@Ee>D(WUDrN(#?~|+aE9%!6 zU&>75%Y8)10$V%!GoLlG!p}v2dD@7szz;p{cExsnw zhC;zveN|zmcH7BlxvTKg!!nHa$?%CU(iK#@2;9fEFD7oF`|JD=`L0vru*s0;cKSSB zeAeIIEFNJSXu>bXId3esz(0f#r;@Kr>b8bX1UWj%^!c#ZUMBerVQ>6^{!Uix`%uiG zNar@e%)TAc+|zZGWZ4G3#-p{;$}6Gv9(x){Vy?mUWItf=6L!~uTQK)ZHMsqn#!3KWiv9cpYb+R@ zlh_U2eYrnyL2x|z5mdJ$_nI-hV_44jXWet4nd;#T@kSefZEl9>A3WU@vcKh95r`a_#r5dQ9pPLjjaj+Uz_L}p znjQ(eyOz!U_L$nHGa5-IjdkDq@VBhEwbzrQ@Z+cF&F9ThQSzhv@=8DBMVC=f5Zpw+YYayQt$ zse$rFdp|s+A^egaMnQ=nM&!hzaIVj3xH9@I(C0@Oo;Vnu9|fw4E(s%t5&Fag{_bM5k7uTcKa>8!uwVO4SYAqTlyn z!+s*!qWWkLPfowC4!ZSuU2BBhqewa(Zv{A3A3L5bTxD)Ps&m3`=a^j75a&UUihn!U z8>xRMlqzDy()@`WeouD)gaQH58J4&A7sV`+=h$6{r@cw;nC=~Tkz8D$F=3g5GSXHV ztth3r(pMW6$ZNhisGqJ`B=JqP-5=bB6(a>K=k+)L`zsiGzWJNT(7J8j%nxpq1>C%t?t8Z%9Z>p6nlK_h?hOdcTZu1FTi!- zIs9x=7?*}*=UQdBX76v&1f=X0CArTipOzXe^^nLW-g17B%RyV!e(4ihj_yjc?mW27 z=WN0vFF3|1iz2SDNSL^hxY`Wz%Cq47vFWq=kYcHRDu&|&NH)&y$w+%T0uLP%50b9q zzg1st4aXSZE?f>WJ%{R9e>Is3vM!9%mteOC*!LQrDyw^ys0$j?d`l-75zm8w?Ej_3 z!*N87;Rb&zR6e?~#u#mcCC10XGVQxuU8Z$LmqDMn(Uyl%dqaCT8P7`$EKSuF9Jn7DrQeZ@BXwl5nJ_YcfS$CAn{dnxw5me zvy=M^sYf?Q()Dd$iZ>dKUEH?ZG>TG9vzXAkNc*tp^^Pn28|D8V6!*jM+N=U=Q zw@mUb{Wk{o6xNAOhZ9*V1j<`b`p1iQFS3~tnlL*i4t#-Y1~(S=89$At#(E3QsSG!zV z>0CuW-1{tc)qNr}ywYf0v8Yv$91SYf#53o5ws3KdFFPf(*w{5#gw5Q9o`x_3{^DwP z;FdJ!crX7#>}H|ymi>H>Mlp;YB$X_Tsk);TaH~83^{vrl_G)Lr%y+gG*k@$Y5{Fo0 z63w($%nu=-d_$cFS;(B@YJFesM$?auR|gCi{let=@%U!uEo{}lwjfg1)6Qw*acZ0= zOeZ!-sDW%=@7dw6l|0`j6D?$Ic0Hhf}+;9f{xd^IjNsOzUcYA%kE(#JFDYOXR(@hDhCN&7r1`2 zcyaa(_MAWFc04V-MEKE6jN4D6Iw}{49IbWxM*lx@dziJcuGC!l%f}A zoIv&=*4~X+Gk3R}#~H11v4*Ij?;R*7V$Z=XO)jP-w|r{PPz0eJ{yP2 z#67QH^|tV}1}-!3uFzRGMWu4z=H6_&f-O&Pq@3p8USd2492#33InQ5@C%AOv~64(iA0U(Ki#My;r_pAbj+^u^jW8P&#+)ita9?b;eOsj-#D zSoO4_=7;)uZ%zD3q{=b(T?Fn?HDrlg6?U?6ZrSR0)%aY!YIu+1?ytFWXhLY-CLcO2 zMeVr5Per-eQBD1%`5j@wAm7a)*U7=j-fko=gH9VReW;+~I#1`TV?vKs+l?CJI8q(j zTaW;C$5F8bh2mG?SG^oMu7N&&gp#Wt7SwO8s$K5+$Q`Uvhxwy9szTz`N|j&Z`DKrI zNj)%I6v9y*CexGMr%D$3Jwsut^e1aMMnzlq*m6oVZ=AY?UOxOJtOn%jeIBfnU6B zPQTf*u2B2;o3@MVt-!NZ;Ge-APD8o|$D zGMY1mv$t-6PaK}MHoM*BRXj7=B`l9FAsMYVlg)L%V_+D%(A1*zdH_uA&}<7yTXGuj z!L#9?Z)IzOPk(>Bg8Zkl0U#9xk-!3vI#@RGkhnebm`iSo>%+TGM3KA%8All7;D@Q7 zKOJP*IvK0`Ab$cYL(mO`d(|1qhm-XD9Dde@yNlou|#^?~6h5g~MzWobTT3ELFIPacX*CS`2lR+{PkiLli z&A@Y6+r{5H3w`I8chYXsjC!S)U-L{-E3>Lwa5APZA8+{b@pI#Ow&r^5n2y$8GD-xq7-C z#zWH!r$6VFesHC#U4z14JL9`I5PYA-cowe}{Mh;i;9NTuykT>GyuJou1|lC#0w>A(Q@elGstbQKIpKL{UvcTba*tZ& z0&O4djxJv?KFD;VYXvqfL4?6)nBT~#@@SFnQw&DT*{hGRC2ZQc$n2u~IUDfix1~tmBIrUy0h%w`ZfFkqsa9cD88=b+6zI452oa z_yK$dXK<4tIxW)c4S}OD3-6c3MEZLV3g!LqMn%?C+0C1+cC@ll*lnXymFRNXRByN_ z^kTRGd+!z-v-fJLvv8Ml`D5(jmBJGn>*Acx6Cu7_ZukqCXj*%h9aoH3YkazQ|J%A+ zu|Fg>=eJju7jf~pczelueR;xUQ{?V&WI{?F7`x;eY(QVe2+#96?}~#FMi!L85xMqm zkOn!Fo2ZpY-B=H8<7NHx2zTiNWq9lL+TNr6J05-w|JcF-+^<%qS111aNGoDgdGcp@Dh!nqR+ zXVuLUcRvjE-9dA_)(V3)kM-?xwL)`C;Ca0#Q3&{y{gtzu1LXoZbnhs@Xn*t?m$SV2 z>8v`j)7<;jnN+E;+{Mug5-$JEMmHf_c+7m-lnX61rY`AWx;&sc=1gDQ!F1BK9LA^L zg+*H2u~y_yUge9;gDOnpH)PNpZ%cd zZy-f5x$QgAu=kauBgd7<0*Q#$W9bCPR~Z92@=+sDCh8r2cL;_3@!qSfg+VYWtpnaA zW zEFfby?HI-~Z$4Iov_s9UJQeC6dFs+g@6wK&mAg1n!kpPyY(ssp zy%Z0A45LUoC9nHQUHkft4@e=UgXrAyIhFb{4Wpfna<^i9QNE|z0QdLDW1T%~ujX!| z()CV=y2H-N*srEl1tJfzdoF^|dGSX*4sv@1U4Ih)#9lV%mrU;&!?i?}$jGM6-wPwR zi|F;Ndvvw1YLLsz(Ff5F6ddoNlz>-qGKMb^jH25{j>` z)}2yx-yAE$_5RNC4NWhg< zm~gp}64R&#ocXWR-4zg)DmC-t>)Eqbg1@}u`jZEjru;xOQhCvHNhG%}$)LZgr;Fh1^wSY!29$L8IQUTt%e0kRy3mo0I~=ErSTH_E!gV zaFbnPpWp}+h&Mk^iwIB7chDmCSI_GU5E|JkhjTJO3HFMf)qi<1y%tWBnT!>iwW7io zjsaCD&j*FIve7>?6VYXHg%^ihS!uEyk+`H$Y-jMURAQ+acAKdiUg1=#=|K#M

23^H;bCuY#Nhq<#@Q3 zN8Zq4K%D~pyJ~K1%*(CAD^UG>m@9z+%Oh}?fxGMCwR77ck2jJQ)|yVqhIu)|azrBU zzkA&sG)CP90cO-xWtG9AvnZtP?Q3}M{E=Tye2uSjv}?G+r^0{sr!(0ZIV5I05@suV zmIiVaN-n|{w~eup_+gv{V{@nSW^$E)ttq`&RL>~u59_>!29{%x}1(f%AD)h>5dDbm^0u6}Jfqg(*kiuuoPV0)7?az0j+>xM4HBJd#fVTfIsATDp$+O#pD$b|O|h*_wuH8^Tx>uQd}a!qEIkPm`=uOOsaX zzz@*j8lJs1%(bQtdpwmv=yn_PtJz*JG^Ii9PN>%>dKk7JTb5XNwHhcq3T&?|b5`X8 zFeh!+hLCsjRdQMd-?n<*?M@1~9~uJHG79btSDLr21=wGi=>E2YalNn+-`so)EumX+ zGS)iidGTggA2VL~Zr)IqOIZMCSkBn@l&|wa>^Hs}I~mORPmgZu=VRCGIIkWDnqP(% zQk?i7?XYh>?b$ZkkXe6yly43357aeG%6}nKt)R#&DC&>;sB;h~x1y+jI|RHJXqBZf zz20=@a11gHv9u0RvmYuP^D5cQ%1ItCeC&O{@VKceE+XYixYHoY!RG=kYo_ztDv>O# z(C&Ne4w|S-rpiKF&XxM#1GLs5JT5Iy>7h+Q7pu~4!uN|DLp5XT^=Bo9f~I*VEH&!Y zWFF5K;7PI#FDymVJ`Wac~*6Vk%0NZ!SJR4G20#TPS5s+{AB*ID87cxYNe!dsPs~?$w{AwAt#3uy0z=q&V01roG}nE zk`S@{ow|DC>s?yGqxUVYH;e9e+H(50U7Kuh(O_sJY^M=>6#rqb{b=0b@sH_I+dsc# ze8GS|s{$x>0MEL}_o@fw>AqH+jZ;!Mv*zD~LhCn*+&uSa&6~1oHr?gCTPyig+&c8` z;`85=0^HE7(jx-ZTY)OcZ{oMtcs0_s8eA$hG3$>l64+~_y!K9D649L#H%MExT4n{1 zRjz8PyC?PaDEX!8$0Pt;;4P~&z5A;&Pqc)JyRTNgS^X8}wQ(PtgY;+OtD8#ikxWz& zh|1BSFBG5@==+BPeNEI>9NB36QZk3;bjqI@p>}hHf;DhHKR|YyY6~v`#cG_<502lH{hyN~^ zp7^MRqwOkf}5T*;?BUPd7fkgFj& zwR^d0T>Fi|Rd6zHR6DwsRAYMG0TGYvorc%XF7#JcF88Vi!laRreQrd7zXluJ!V`Vx zJ-6c=Z>4H;vBE&ZyqnGGuli2=o<4H-)t7nuyA2WAij(E=wNJ$^%tPyYTS$-hQS>a&Y@c*>z-4Lq3O!-wD~R;aJkn4t9PoYTWyS1|w@9VktYVtmT`|LD((V z<^5h5C(IYwlN0m-@0rpxjpO_Ik%Hz~Td;b-*sz?a|H_-JQ7avxn}TRHRTNI>v1FIh z9^dF~#NM|##@zVT#~pJMW*uy4mfO6|!cKsHOamxLfM zSY#u?|KjVv3gYqm7I^O}O$D|y^;&|Wy7M^aa_Xe-zYa1!e3niAK3jprQDn@cJq2V+ zl^|30;Puo$3-f5zvuc-K{#=|iS>j$OeNHVggew6ytUhJc1pMzN@;=n zsQ`T37IkTMATj6S8E4VWRdU2L9-+}Rw$|tOU3)AJ58~&3-fA8`E{r;#fGZt@FT2LJ zLzn8)b2)_E$+5mX))%wXF00kv<(VIipNJ>d^np#)$(p_H8r+Mm&6Jn)bDKituc*3U z@`YWu<#h?Fk%34rL1pKJBX;GY#=RAuoZt^VX3Q3oIpw!fXyI6F8v z_xi;k3)V8!<2JoL`Bz4kkusRQJ0v|jX#Fc5DzD%409bq3)^ogeE$)-@?--@!p|(mW zt#NmqPna+XxS?O%;86*$+h8?Kh`t%B%srnIpyvm8quXrs>!kha`wo$=(frDMCxNM& zRt~3D0M8pS*(CbNYIXWt1orVU6_gnL+fO@ZmYMRS14kgs@N0Wsn38j}Tj?~=U zI^FOC64Kj-w&q&fw6KZoZkMjOe=w_lrQc=kcus^z&UteF-tFOBe&RYC8gjSS0(L&> zydammFXC^Z zprP7kR`3Dq&wyU|r9ioQiKLrh$-t<}#+dGb=(nN&rm&yU%6GZmoEJ@Ruwq_d+9}L1 zjbG(F=h4fV+freY)GuTDr0hcUSv^I~&pPsf8ZdyPf=j+JF^ocpZW6brfBn1+`)7fP zDBfF}&f}avE$z}k@MNl1_K=^x)_8pCAKF1*vp=4#=m-mrbsw{6+TJzB@mvmYc{s&Wr z#f#A{6a27$(1=HslchxNwWrE8?+{HA^3O&OXe&z-r0WH4!CwManlJOBMTO>gh}yOA zu+Wb0TUuux4 z%kAf?0ymENpi@N~@7dF|TeC;qf#PW`tT&oXNE$#?w?4pjBfE4B+{tiTWH@2f)5qd| z^%+Sdm?E3@bOU|N+7;AZLOg%(T6J&_+^6%>5~=zGOh!TLR=sH$#h0NSKnGdx{3NVf z*gCOSZ6(+Su#e4Re4FoqN_|m`tlEovouN8OZg#6vHHy_9$mCUVAD7=1D);*DiB#j8 zKOQE*q8Sy{OqD;vJ_4wJS%0M|fdYo@kg&l@>=P)wJ9*%?4{^6>UkTI_Zd>36;E4g+3s zi@*5x{i9$fSoRknsqHAkJ#sJ$)3Y(bwt8|;$M1O3V#@i#PoVu2Grw70gHh*lYr@&973u>5oVyA>%{gY(WFoZf}qO(Di0sTtHl38WKaJz>GgC`J4Tr)K;~4 z0ed5DELS|C>9qROF5RdrME$foQm;aRZY)|=g`=@B*tVPd8Hr*_dkhWbG5JQE<+HHm zSce~i3PGI;N(OxChd$ui$^u!f)GjDWu+CNx)!b*sE{+MGT(SH3?a<{G$wLTgS3>Rs zK;JbH@+S;nzzKfrZGOYG_%~(D{T}e~^cj98knR!Y&NM0ZTZQ#zPga`LEmLn>dgj-w zPq%iLt56R6Yo=D>dD+E{RM%Qn#Ww1Wt&pCfqi0EH?`=fi8vz<2E<~ zx~tqX&msGiv(EDZ0c@vDzq@YxfKAESDuZ9gl}YPPW)t+RoxEjF+Jklv2a)&_QNdBQ zZuFVwDz^tjoO~-_zW=~);&z5~(q6fJ*1FgGFx*S)S2~TSr|>;)?X>6e&2VNx>p^@t zUOn~j8ld?(gBa(Or_u+%kG7yXAJ5rVp;m_9O2~6j1BE9ry*jnS--4y@-eK#x9vrs2 zawcOxqFWh1rp4D6bYtI}zI0W4CX4)XF&V{pD9xJIu8}0``=EXw1AJc0s z4_!wEl9hBuyYRj7cf~^Qc5J$j)sxa>u`toZhRA zo(FkFYgWXMla-1gm$!!vc2_dwgbio}6MN2tonA(7#!A$HeO2^c&&H2+!_C}h8g`Wl z)B=9SlyrS-*atIbVf$07Ntocmlff~H2jCA=>sxH)Dud>%tO|1;bAxeRwV zbDtF775>%ppTBuMpZlnl!w3jo&8Xmb*7+@5Ee?XOZ1K4MSo`hm%O3NhmTV4PGz8oLVX`j}93{nC`kbVw7RIt2OU^6f;&Y3@| zOkXU^G&|QqlSKKK4lk=GkQf#v#C<$UpQLF1?Ag(ME;b;0TNcj;=T)fAs+l~+O2^L) zpI_|tb~X59v8&FDuEvZi=~G#K^mY>Q26bG-8*B5FZX>p5F1rZMO#zlA2g0BgwZ!{H zoz@?Vs192N-OBMdh-Yo}^gBTo?FTg~MLYc0s@0dRoV1=W2aw8}UGAJdy10^*7(zy| zE(0XFrMO>QSfPVn+}(XYw?zYV7DhdlS)z;pg zOb8m4N8bQsJ++(r-q(Q11`Pt3bF|B{WC|Cy=6MyGgrI3SKeobs;WhT;CgUE2ZLM@* zx|PG%6UQqGd40DjH6J7WU21m0?|2PP&>2Zg{&j#Wym5Vnh2yO{aejv0Ed=!?rYH|P z|M9;)c6UqJ?XXGQ``UOPC0hD7_x$pnJ8yy(-dwAw{QF)WOx(=+-6xDBgxax*wu@es z?)j8l&>6M9npA?I3gLzZp9?L%FC%A~Z;iAkqq51+`Q%-_;cU4=r94@$idCbe&332P zqaWa5wktGc0B^h|M_fWDu%d8d2y>8B3kH{~aIQ6Mt z0)WiUitF;BdU-AD-W3_@kT$?uU3=Iy6wvpXp4T^ih+G-_y(a(jAt|k-Q`^{V2aW8O zf0x=lMg{=-(idP|m|efTITgxl(b`@8P(iZEoytka-C_IwdycHz=N$A=Fqqaq`wCrp z8iu(0D?J41xU`dElQqp_`Rp!}FIyRerFwJ_JmlK6SB*3TED@Q2y|6iy`dcpDQ>&4j zPy7g>4U<)b&^?PvVJ3Sr|(LI`P zpFm+*Y#hC;oCXhT5pr_sTh|cE}ZnxnNf=XWe{K zzj6v<*H4?$G$&SWiqf~IFP`jgmrKx6xvRoo?n6~`UREUR@c`Ehv7LAFQ1|!M?shZ~ z=AH^!eWuzBqlUWbIj~>u7b=!>X|%74JLHZpuP~YINTs)zF{>@&X_xloLqj@s#y$61 z19?Wj4>Eyf$F!D=3SeTkqqv18A-Q;c8d{TAdukQzMnUr80&ecU&Sbk&DQsEe>iDf_J9}m4grVo#&FXX<%s&`MP zmEYw)P1Wb1i1e{#@IE`jR7BF8H743?CA&?^we9PWdX>Yu=3aR5mgIizr=x5be3>+3 z;2;d5TZ+jmR-ghts~uD{HDASRSNWbF%yK=vMmjexsN*_Snt8QX52)f;vEO=My?%Y> z`w+-wCyOW9P7QEOzAAA+8e_do2xN95?QFnLJceS$9B|C;u$zk7?FN}bzrL*rKb zLovT_O9;%~4pwZ+zoNtW;(P(%I9-B!-YLJnea?-RE$7`WY{tca^1_x_JaEWF;7 z;|{wizG>$Uj}hqm90OiDKRSt;TwdkMW6F`F{9>~?4@K2s9bNOvZ;e{^-hE;6lMba` zqZWAIT6B6`elpn>6y8*WP~S#)WPjq^a0ry4V3=ng=2K$|Wl4dfP;Nyx=aOzNlNU9j z_ff4bM8?m?+t7=4s;v;RvQf8G^n2~oyS(W-7ohlhi_u=mAGXYvp3uyod>ssD8o-+u zihlW$_UUHMyUQM}5oG04RFZo4Nat;_7QoV=rL@eEbeibv+sMprQ*@HUb~7O8z1)7? z{N@U?5KVIPv~`H^mwCU5KpEC+4Ykih z%Djvu+*bJ`tRER1h9k2Sbws-xDYKw%PAz+gg5loll>K9Pwa=e|zPOYzTqP&B8I#QChwSvy4Iy{+6E(M@?`u&iv_1gyB*&7a$&%>Jtx$S28c_FZ58|gVO zO?2kBc&qY#-~U9ro@ahoj9;7o6RFQ&cbuZvBGQSEP=fSw?_VK3H+5=C?bb zWXz?@J~ax%fsg+Ba`H=>bp5Ze{}%rKc=y&q;02Y^izMA}L7&tw_lN~!hQ)Kp)WEf& z?lYlyy4@dtg>Lb@+V2QE3Yv4y8ZSDp&Npqpv=fod_k=CI|29K(&y+v#lJeZ!HAO+& z$C}Sw=G(>Q8J6Ca@r39c^#0|0={u)*yeY5O>#Td6Q(0ScrT7tSlre1qfbBd>Rq%h+ zKA5Xl&=YJCyPWCaoKSB*bKW!C%VWPoQu$h)Bmhq5iQ3n81Ml+5gjgAHQ`0>t2AcO3 z&P)a!w{Eki+9GEh-M{^jv@dnUch2Y4^*Igkb$QjMRZzm}Bl=K^ClF-Vs(XJHge%vF zWcVq6Y&~xy^p@+mUI>(|d1dq#lZJT;rw6{>fdPIrfL>M?#g_em%n)MTL>migJo*L5 z^abr&ebUs8W;cABml%8{jIc6Y<9pYd?MgYj@q4rjA}qb|Zq?9TOXr}&FgASc$@A^8 zN#=s*a48l#VzR&o_3DvO5230?v`np?lSJ1qvEq{@k|Koiqj|86Ei{zt<57` zms;F<*yd(Yt1+u?A3^z;&yOH?Omsb5?_e^ICys+YTBY4Kfp`K?Y)ph@`(UWR<&i_d zc+8*4Mg(F(dEv8Fwf)?Qc=Or2RxI4MyyX)q{%yl7tbg~&=CAa}J@H26P-F<-zde5? zS!%F_L2cFl``Ap-mKoog~je#`Kij{eE;rb zt?^=8yyw_5ym7ua{;BqA0OE=5?R!>U%yZqydj>V9)R{526{4`9kloz}+w{c`-*_XQ ziZ!9@M%(Gna17rTmZ((e*nj7Iex5yhp8d9a_k@h#8$C2~CVBdvo8sAPX^m#_d93L59??vVTZ-c|D{U#3M5AAfs3y=&x#vR<3SZsCo5ktNw` zUp9*!lU9_Ya^7(n6VU^;cqw?GvraLPLP7DS|B$IuP#M@R$-Owtm9YKbr8+Ydr?d%M`3>NHA#N2mY&Cp98wz;qVANV`M;{>fUp5 z3GT=7+*&>|F9zqq2EF+T7JIkaoX;$BKFo*y^KdMGzfC2ZLpS$9wWo zc*~DVrC@5^ArjQQ2R2l}tnj#KMC#kSGRZ?NNjENDoqY(da{wVw2Y}cv^t_ z1OaVNtMi>SRov|Q7Pe`~=q7sZH85mK8okt~oU)!KhzTa9lD;1qWfk|S3`|n6E9||8 zu4>(=;ak^R6tS*t*U9mF%=hVW%UxRF$UJ`o=$+2u1%ejTYuWp;#3{OSBzucf>xIGU z`}a8&LbSJ9*fhn=AI19dSZy%nAKSR@q7^T~up%^1dF>!-rdQiMN;Bv+7?W>903yo_ zSUzR&h%d~rOkdIvaFE(gOj@${y;_r;B{!!Evg*Rwf+?#9} z?#o4F%^$*cr3SS_vV6?k(K1k=1c?~$!e7i-KSJP@CZZwq^8-XWtBT4@BHdt&<5LC2k zb*w3Zo8*ZWk9J5Ns`ulv(u^Yi*1u@Sc)1ZLlfuTA=Qp-?I*DuB-%T#*4_H9`tR%&K zo%D%s?s*>E$z7Y?c8=ZH_(ge^NcV2w&&?r=I!{MTUQ6xR%D?Yb?%chn7>nD{vz!)9 ziT!GzCzWD*J>-DAUSS~XraUL*c4P9sc$+tR-h|%C&cU)B?FZWEa)AYUbl?_w++Dr~ z6?=!+thb4Jj_?}gvR^OR79P@V75V(hmH2wEE#?H{GHft|d)H1kR{L2s4wZ6o2z)@M z@SQhVS%Rk>W@)Jl)0TilOz_Jf?VUze$graeVS&qmu+N#P4>DIf(A*jRay%pNuu$o^Q>+3+5_sk zn#`?w{i^YGt?PCjj3JoI(}9RZrogLF*^Qn z!WaWbmDjl2 zyU4;DmzNAs!Jf3oF}uQ>pVyXbYq3j&N9$9;p3NH*r1Oi_9TSF4#M{wROS_wjt&j5= zqZOD@!x<=>V&6gCk2f&lGzF-~t_gS4zY*e1x})&EMUS8?dn7tPFZt*{iq5p_STzj8 zzl9=mNn}W&P{t-gWonKnJpcc_-nI6}z4qG6L*4gvo#%0II6Rg&W=+s*heb5JwCYGJFgQ<=}_!^ciePjqM7WZ7H5bDpe>(h1*R zPswZjZ7eDsI?q+Txz}>t`lQ}CFPPf5wJ^dbsXM}u>Xv3Q@_@izjqo(pXgv3pykfb( z{vXJ4HM}6O#?HKGywy6Lb`wK#JNUEwxZeLPtD<EV8x-gdJS$-rsv6Z_pU&aeouAUiy9T2$ zhI9V({Um?NFN&0Yejm!41Ho6bHh;MbZmx&|9&661y+Qp}X*A4rv)*2DmO67ygQ`FT ziVqfAD6d0_W9ywbZ?EuxT~V`MfBlqn5v}T);U)^ z%=XW7C-=xGsRmA=O$;PvYt0A>;a}r%aZQ zzhKoW=`M-|;Mg+)dJ2$*R&Q&~hDwF7Ax4B-S{-k! zx9*WS1^xhtYvXWZwp7o=7(^w@7{L^tyU zvvQYr*1$e+3egUW7O^e*jWw9CzCY%4a^+fB%+@W4Hg?L><+Dgywf2C^fgB+@oSiMb z`a7(tbAQHfUVBTpOz|*>6gX$M!JO|J1IX%O{sCVI#g}tO->FXm-b}lZb)hcjL}Kvc zw(C@XFAQI&$(cAWax8M4wR;Ojc~wTl`E$RmKo=3?S(2%b^fpEA<fTLl|Mylr0S_(0nPvlKAWgtN+)?a#yB}=E(r)tWB7cAVX)qNLaa(Abk(V*LD z<$q$YQaRpQ%{Kf#>F+O=;TyMNjLisbgHM=0N8rm1F^I8m9p7%6?;Jwvrp6?g1f% zp^I()C!MauM7sN;4Va?jPrd;-bJV*#%h5_V!+Ne~o_|uGE)B>(!00t+_UYw5{vuRO}er!S^^Q}dVXrCf5 zNDJsm@%xYFU?<$TC`Ct`5J)tR&{j`{4;7c2x$-D^ zqn)LH!80hpe!Rfh3#gen(D|-3%9Hx+%FNOE_1<~5R_jetiIwFP;#K|bSezyS94CM zmDP`1B+O>B&ca9$C7%tPl{FYOjB1;jZwTAW3EX;O# z`R_1km0WyQtE}THS?}(}zxjZ(>Hb&K+hAn?*b9gr%{!cdH#u0rx)Q?Ov@Q!X9G}t#6sr3$;)A7zfZugmfpS{jZ zWm{k0t4>X`7>i7=WIgy&Z1*;?nnDHimY(n|s&!N&S*}@saBi#Bh#V3bzvv^Y%e`M8 z?^4q964w9t)kkX{HE@hVzg0TDIMC&C0ys!n0i$FHGYv0JbtnA zEdUq(s8l;GHM^ z-rEk(5Wl4s-J<)m>3O37LdRqBB5SgRHhXhr+(mo6pD0wV?;Hi)ykXeSu7?AuY>ro{R$ zC*#SxYm+Yq>CTGBmE-nJ=M|HN`E!<35Ll_T|Bjn5=B%8@(`FF1T|K`q%m)>O+ntfo zoHWF_WQ`nFWxRz?KfMB(EvVZsuNUI^N7xo%*}zzfo*Zi> z`denY!PbBH+Mnk?#wj*dZ8>M}p1C7BL3$%II}9jx$&aO0%dIl|^Qi|3iqAkequQ%~ z5Q7Y5eK7NhR|bPQ#Be#&8l`&g5X#^e=uK8yC1_vHi<0tr)}_zn(oXLbTwo0ExD{7a zh7DRx@A@_qNq?-E3(jSMO01zYGQnRJpkh}(Go`PbXS?z1N=4MzvItUSKj6 zVt-JnJ%6E8>y7z=ze6ENMl`Pdml0gREXz0jYVvePVXV$G3$V{WGF7j z>*s1U)%l0AjmJu>$Ff!`w|*<{Rtm{sgL~icS5Akvq@XE+s?6xe^T`I-_Zx#7W(b6Z zUtsBW1?C?Lb?m5c0lKwH&%f39T_YCDhu+)s$C!b?*PZ;d3SZ^4*OGl@94G{nu240f zm-e-H4k0g>b(D@a(42T2`NOl{-w--hJ?B=v-lb`P7!eShUyef`_M)(gG{Qati;-!= z-?)(9*8hBRTfCYU0-M_PNt!}zb&GfP`ulq-^u{1lqrA($XI`#Wf!?QAB2oyp&_uSLx6&7NcR19_~)Gtfkql z$gtq>z3=UMDc$|DQ`R^r8XHLLrXE%$Iwd)l&247$j##VY+G`i}|5zy1QVuc#Zb&>c zOX_$!LMuAj&tE^nlto;y5mMf_ua`<#X!P^~fLF(44~6vkU}A2vgKa?pj!#RcJ87i$ z-wlE1b?1JGwMTetu2xr>!VXPzFB2CQp0;v7Esd+wwp(!XcmJi_tzwhqxbXu5^Y^-a zQ`(n$ZS|JGS!%|l^1#c{z3OEj5yqNKAbeorPJWKNo-sV*!rkiBUTdIfgQvO94<67k zIjRznT;Kag_{o>&Cc6y}#9Wb!e)$I*Ktb*vHZSi&4q;2CyuKeL9@Be{vUH+j$7;_v zeVtd91?Up3h8}ykb!U~y6Ba?Wq7szRuhv^Je|9q85~U1=!MRCXJZ$>M$BbFmVU&?s zCuTAI{9Qc*!5XD)e}`_i7f~B`iau1LRk>a2xJ|Tw&(GBqine`-p;ue5lr_f3>{cE` z5l8;HYQVJ*e@XFs`WfD*Fyh~sFzUCkkDM#qVW=8xT=eiO)dn#88-0~ROYRwHw>Nxu zC{pkS+hcGl;(6yeNw=T#p$NQSZ2j#D&g&%2Bpc2Uo$bticis|zP)cur4q4U0r6M-< zYe#g1>FN9)@LXfHC|HO7pBvwiMU?|C@sR2FcRlRMJkTQG6|2wV`K7$@IrUMF4X%(I z(AP;vFP6$Xz%6jgGkd=jI>)iG+o7m8;k&*mY>ZWFG`eN%eiqQ5$w3}pPG7IIkbz>q z_~TP!)C`Ql^U>{py!F+?1G;<8UcD4N?Bz#G^@3aLe(%C2Q_U8L>RQD`9+0S4?vnov z7ci(S^x6L3=dEsN%}daDLI>t0t2Lv_jvqka?6b~Gdnm|-C%_B9%1fA@A}Ha7V-s5Z-olce)czglkUUKO}oJqphh z^q3is@g_)dt4W`A&In3B4-$^@>-T+Y7%dj9>O&1hHrTov_FCWFsD9<%rD<<+=iG$!VhrhqkDecTM!M0J|{Ajq9G=8V5Ci_Ieb&`T7{$5NuPH z4zd{)W|!S~FoeUCBO`bOU1O%X%5@Fa(ZMMeF%Sk)_1aznwtM?mE1ARo7o4=l;B|&5 z=|s3i$>vz=*Qc9VK9qJY%oH>BlCE)?x!gcY>Q}L0C&Cx(4U`--!~NEd;&{zyb#0gV zzOL&Pdj|p{sre{PmQXy~-thvgjLzY%7qx<7+8_0v6IL}5s&x??7^xz5y?w*!VbD&z zHq!KhiniJH{d7;r@j?7z*C(ot*R$X4=20tXIP-sIc$?3#(}!H^Y&8c)j|bPyZeTU; zOxITc%{Ld$VapNS>8mDhc&NU%bILua=3zDN2{Z*fqk6tuhU(X7hk`k&R}5@)Ienzh zj2gjdZ$b>l1v(gS->4t8hEFj?Sbp-E@$;~9>D|!9q`%pVvwd#QUgBa)*huXP2g%8gt$B4fAEWS(}PukNzS z#!?2k;ae6{2{lr;+Fy{PN_B0&_ITV$S~Rst5u1LdZAGBRgS-OnSG}0&Ms_4_a-(rC zBp&;jdB7>EJX_%PjT#X95Qjr)t0TNa5T%o69o_x6_y)OVb}BK*!<(si_AG?8rl2{f zTdBccV7^&N#+4n7A5cs`6KCP2$0boaBRJG;idI5mG{a&d!*+m3D3B zeGP1ci2&6HpUjFFkxOcpFg(c#!UZ)v6Qf_?Trg(lg{MMiS z?ht!HxEjFVx>9pCXS&(0F1_KnnTOWJA=($83|O;3|5kn5gH#*Nr*9ImUoC6k zP~Pj7C^o>D|1V@d4k zGCLm%w+79;EbiUdEV0kfYxx`A`!*aRC%4;8atUzA2!nZ+eJH!5ELGDs-!i20dmfFF zCV;#AV1QHG!g+-Er$YxM-9*w($!W|A2X)!12U|WHKJ#*>2-nvzc8ngAHe;#&{^Qhl z|9KExZ*ukj2Hn#oFZQ-qvq}Y*u0FLITRT{sgBdJxO~PU&U%F`Z``lg3O)&BDfERL= zNy?Y``HD&9?WcEAOGMeI*1Bm>s6zGSHr!v6?)vz=|GX=UA)$(q*N;*>cJ5t^S9S^m zVe%Ie^|4{TJhHa*dp3#1)^qz7OGjLO{{~v+)|>p5EXM7Y-Ed6aF}M4i2n<*eOCC4p zFuf*4K?O*xNu|;m?D3;nah;WgLmt$`PHJH8^6G7KI&oOLe~i9D4_RFIc{F(o3VE!Y zAjvX$4uxsC2JMUf9X;#^d1EbJ-mCD#yxcAs|LBAo2(`&LS1I0vbbZ>cRI@WHk>lmC z(W*9X<>66`>ButAt5I%%l}O&~w`N?azf8vG`AmYE5J5l9!3`}nH)j`SFk>r?RQ!gW z5A(+|;4<$|z1ceH-8vTdL6=1)8549l!J}oR-?^uYxH6hP8@ilSwZG|PE593^E=yKi z0Va^HxPUN0eN#@Vf8%M5>%+V;o7!TdKN}+NivDiB{L4df;wh&sx|etN8*dBspkH5g zvBGnPuieLWg5P%vppV&6;HL)_1VLtg3Q0A$w&bgI3mr~1Q|y2RcI~|Kjnjf!#$~uo z&gbE8%;oiEf=rb+-upbfTi7#gn_6IRa@?vePh}^tLV(9`=;nbEtGBh)*Ef5;2%HcGCa-IuS%uSj{HA***cbyMYAM5i_~G*nymWn@)8KmdH}=v1X%Dnv8{gV$7S2V zW>e2f9|-`A@su91+S3g0MlskQ_bYZ)SM!D9 z56X70<)_kSRrJGCggj}PPH{Xm!8arhI-g#!Z1wqXck%3eOM1S$iK8yw_2FMe^?CoJ z$Me|%0H+snZXZ4q8!J`M|HniJW_!I%`(9Y&kW!J;P?vFFh70_Ue8UNyjO9Bc=r3QBs zMGPu(=%IDALk++%e&*)a8;lJ4)M8@Z1nv?i-*r@9m7=iJnW>)MBNwgmW2zLqo=6H0 zh2^Kgao8Ov=NtV9#LFes%92n!cTvSUJV9%^s6ICha=7^(w#A`^wM70@C@6D=%&eVu zmrZ7N9u3hAy*}I6a)A!+6RHbb|NURHaz3~MD-gE*9FXLIZ^9^~1bH#1EZxuesv!>B zImXjit+?-uF70JK>Jb`9jl^S?LQh?wCZ6iVGoeW*)d%g6Q3`jI$+Zh0n;=uaat?mmHKhYj~MOiOp0X>HVde}YhOxr+KZY_otVi(;v#=A|;eu35Yd zBePh400BmIb)z(|z2z4IPr&I5Mv-sHtoD2Kq=3fwV6ToYUAc9izINSR0zQl{bzWp= z>+g{AZjbn|d1l4M&mWpBx4m!7E{e(1%tHn3>Ta(u;HfEp+>GA;aTXXlMVy_jcA!|k z%o=69-DhJ(uo^q9jhve4AYYGITs!aFiAyY@f*Tc;_n51RB zufOh!L6dLMp^rOcPw?{&cJX)9I}OjNU%pVcMW0 zt(gf=`qMu0Jk!dKkJ9c9kj=l6g(K+SV=>Mj>ewtkAhbujK)@uV{9HJR0{@LFUabaoZoc z6d!%>+dGF3*%6x^!aLc0pxzcy&BP4;U~eFxO=(D035$ItehJgi*K z6a*lgaq04hI8+&(^$!g#@)RN+@%b@{QOd4K=%qP0p<2U@* z={Ynsb5X|}voHYlVB8^0=7TOoT?*zanjG4^5BAx2aKDR1S`H_^?^7@=wJ*bo)0{hV zhZ(3EU|;xkgJS!UbW4G>z)64nJ)ynim7DK^DmnX_s>Jzs?Y=GDA)b&lx8~S^iam2w z>VEN-Ia9`QAu<&oG)Pf>v`-*5ufxl3^fp8TD^%iH?<~s;led>n@)3&LB}d-h+)iHS z8{E^&O@}7W$e(YQ=lacQV-cV8kBd<8g=dSM zX$^VziVDx$??O`f2V*DWyxMv1zDDy`72nb9W#yKmOn$EaZffTo7{cpwYP#y2%zjm_ z7)WSQ5Zm5sKhD$pbDwsPZ}t1#wyEy$w+ouH^m!P8b{I(C^Hl~8dytvBU zyDTVzzxdIPHnS^WL)1kWPo$+hKds$Dy#Dr$4i0hU(L!g)N=+`mv6sySvqD)6?W3QE z{e$p;CRLbkbyh+TkZ7rct!u~Q&GqZAd@CX1TnYvUVRwEE!f*AOhdXF;6vi_=_T+^R zw5Q|i$8=(9eDSU93UwV(-X*gYs zl=bp`ZW^b*@v_DV_Cu^;c1knsJCoJJk{dl<_gD11Z(s6JYdkELm+?xt`$<=v9<0;r zCb#aYtLZIdMdF-Xh@0PoPo67B-r8D~w8DM+dG|NdRa-Lqz?Kr;{V-dRv2X!q^SL7iZO-3rK^)T(K7LqTCyDdx)wtw1i5@BX_)ETti&k|bJuzlC5 zWc*;dlO9KcFPNIJnBV@m_l;y&z=Gr_$R3bv(-wvfgMCTJjce}<{!HIs9R*_TT@S~r zlXbpRo7IE*-iLbog3KiRq}4h%slp;s{t78|{CYL2K%Kj6C6Ch1jpVn0ra{0~r0&oJ z?wuzVt}j8~AenSkBKw}^5z9ZA&E@VoAKanyu%I63x&*p5r;7XmpP`>OPd4KVsp3?N z-s$-I`21s2y^mU0aUjp6AQe-MvCEmH#@jn-6YbgoW~>j_#*}Y@eIhU8yt{DgVZ{<%mWIda2&Ki{qSdcxb~F``S<_X=wRHpe|S z_DrGY_$G|ebhB$8u;*>iWghg|_Gzn?n`@BZ$hw_fa#8n5pB0rw+?9O>7!9e@;O>4iizk>}BQEEoE+j zWsMApGqYKmbG66Z-kH&s|57|LgzNFqdI)8F7&rrMqts`M@3pcGj@tAu+TK)b1Ob&w zFc_MgHPt@N)pl@Z-lIS1Fndonmi?9A{4iTYc(cq+n(S==6UMXFcktBInjl0+ALGt70Q&^{+okAH9 z3N|fcX|Ua0J2fE7EdC0$a)J6B6!HgWw$F4<$#0jUj~^)R>)WVms&X06wywG}U#(|2 zYgJY8=oR6C&!D5STX@eriA&oJf-^O6-ZC=iiS6!k^9Q>!;SR_5c~YlDpPrk7KTiiO zrz!T3A&yb_YXC}f6)@IT+lmDg2lIT?sVMznla%Y=;jvMYNv+PK0)HxGGM-9Og6`W$ z3RB_HOg!k8Gt0NkG59;jvNjY9toLO8BGgiXSPq3_6w$mYe-RfnU`u@W~6 zq%u5S{yGB+NDu2Q55=^UWy9SlzJP?{;;woLt51Q(u<0!)cB{RH>qwgW{r0WJs+^wR zAgy`k6&m&qy|#|=pQ35(_kVE}An|ih-A4lhC;>k$x;V9J=`dPc=Ak^QZ4dh!#227+ z?@8+rZDUi#OBR3I=MaML=rh``L-+^r(ea2ib=Kq;iO3Xv|Kk+lJ?A}#YJqu|VFO6!S!Y)x?PBhLx)Vebzv+|^ z7DcINkLr`1^E=M`^~#!>lW*1UE;K?q)>jUdvsjR3u=Z)*U6JcZ!+tOSarURtyk0eW zeSFuQ8CoyupuXOEQnzINd6wEDRWEE|pvmOm>+p)_a(RQIr9}td}Q`&ufPKGfxoXe(M`8G>;yP}RqsdVsej=% zn%lfv#RvltGAEP+@fW^FOYys!%9naCM$Og5y{_vj4xgwY=c=rdFBt35Qf?S~h0mwj z*skg)DqJD~>mTC;xm5pFRRte|&y4{Q@+y%m~8%qx*SX z>7Rdu_&{O^rOpbmarRk&ysX>x&8Rt+(AmR(Od&tgI-*`?V0jYYmGmCM!h2J_f++X= zLuA=V2bDAicw4iq6SGT0)rDGv@DIsMe6g#1joh8MBWZ@qbLn8UwbH3pR9WGHIQ`-# zmpbBS)wmIJJZRT)h4wHP`l|u)82{dpY9OZj7t`@JznI@=wo)~wZ(Qx`r}PxIF`;?S zihA>iBFK~{Cxfa1NVLm%V-e*J+jjGXj}AzeJ67$ISAuqDt6VAla}{xZdR+44>GPpJ zLl=IqTXNH$ZjKXnh`2k$IyWdqH=MMSYst4wCVlb$lsbLWYWkhU?2u$bv$F%R7hgz( zLiKG*zn{ZJ2o%V>K@G%;Y58*L)oPS5H%RMZZe{Wt5YLeNdHLOBy@1X^A*jQP-fdrg zX>PGW0q;2@pbuuQl5?$7;#jQ!`JK5{PAvKmU8p5n8D>v8wW_0C;Wer-I$z7?`e$D3ut>-sqZ6y|Pd8q&{0obmC0(og-SIDFAOjy<)_0}~E zeps#8nIv~ZAEowXd@PJ_8(zK{jeSlrg_liJ*X03{-1%hXvYhNr*QRZyT=oVyoMz@O z&WCLrB6t(DatpKOrpIEj6Pb-4<=5KiUa;%jyX1(t zBEvSVKfP+}LwO0s{N`{!8Aq>oM?Rf^a-=Ttg=2No1-c~i(9NrfgX2kMSfg_8@A9kW za@sL>KDByBG8jshd}X&@)v+$%ysF;y`vDqXPT7N|?WZi%N5<^ttMkv0?5}wzo*r#h zA@2WI4IQZ5TR=GI2??O*j&K&>##}GEr8wgfbFZ=zk^_}X;?-hRS_}xEb!>FMQ`$z& zAL&y^mxa-=_np-&mw4&JPEI$KV?Czrlk}~M9~g@Di+V6S2Ok3y#qr}(eGLxiq);c% zT%;9j#6Bsb!w_`3H3GNx^|(mxZmxNc3)w)ZKXZQ-EweipcNV%so9=F#b!U$m`C2og z>~8v*Fz?O01-g*%9d@i?j)sU^$e}Z)K06vii8;!><$M=|XguAE{wKG^Cfjpz!XHzU z$^F9Q95G+`BpZ-5?$X@HYwkU>-K`3?ezF#8x>Fr^wmX4g+)3s0)n>#HNVGS@AImS= zR*w#!>E>*bXhfp)l?|( ztui<~wP`zMCYx<0=m>^8RhtHA?U1k)^J*$i_`USy?;1-Rn9yw>WRA*XO!^I zb319!@w~b{cm4Wx1FYyKRuYPhnv(S3`(DDJ$TG5KJy+{5hBK*lz4IOu zYk7p*+ST0+`#YRQ1*V@QZz@=KZK?5ky%Q4amY*o;un-a;_EB zVyeuew{cvflLfZu{}O&GsM1JYs?NSdLg|{I{hD}eDGJ+c9;M>@i&&tlF^wfx7w07q zv+O`jvWPV0wkwv3y1c!>sL6gl7SQXlItaW;a*t;b8`M^XNoi2s1jD?OmMQ)43m1EB zGeLszQ01B1L{z*=B#daO)hObp6&;d-0SB|-ddeB1!|vAm6Wod5t}_$i!n<+f_Q*Wzq_2uHbsRSK#_QI&tkRYAW6aR+V7R=9`^rfGEP()B$4 zqu0?4g2~*V0Uaecw&?R%caH3j2OP*d2vc2f^9u`d^)(IfCv?85UD&4b$EXBRey5vr zYYUXEKcQH#rqkPU;76s2(s%WOTOLFEl)Yq|IYGhs@iuA|AJfYpQl77*lpD5gKdACR zXe!9OpSW&6@5HsUO6i?0%)dJ_rupt;EVXo5wIE4=n8so^V@z#cx z?r|9wk3-|AtT)OK|HI+b&Sp_|&S~q&q_m+~OUKtM@0AnOMuFuc`jdS0F3$vAdFQjW zR9u#dc%AO(vo8}2JFVH&+&!Hv!P=gxyym%T+?Yojd&;i%ygqZkVE3ki4l?y+{AS5L z)rNx%Ia*(n9^P0yNSfRAu}@q{-^F0Dctq3jca~coXs718zU;ngxj(ytJl3`Eb)q{R>P(bV9+0@9czBy(sgJXJ$;7rI>h59=l4CQNEa4Jn9bd$BiEkzXrA%$ zMa=g-Jj6mvZ7K~#PcNLEMdt5>O)o}WLf{gy|jqEy&@_*R1fdDiJ5JI48o)Wv3^$L4!k>;K5 zD3qFY@Ae;VGwFU*hD69kL3_SHbLULA<3Y|%u-s`BhB9tU%P-o9p2j>xmccSFCy(={ zb@$sPY@WNTDl)uKI!9RU{0ygLCb#5A8Qf1F``M^@er7`+LTjHdcZ*7%<{>$`=h56X zg*;(tHm39rYrX%b+xqxc^2G&=IR>Pd697pBi`8>yW^$rifb;aCP^@OouJHr5fE*h6 z>L)Nh1^o%Ah5M_`-P&WKHy!TGiF8l{tNLnO{)m-&iJ$6vX*-3cp1+HfNv?Ybv3JNV z{NoHS+6{20CMam1I$V)JsjpEgpzp%w2iTP^Y+F8VOYP2L9DQr?nVB@GS^#W|7HVyC z{E{=1{aacVA3S(C>ie@i_SUPG(;Bh2<&M2G>r%<|Kf8u#pXv6x_Ms2$8qqO4yP;e1 z<5!{l#`n}!~<5#1E+bsP5by^k!UY)MZWc0Jl`(W%qoAj1-tg<)bsBXogpmsGCF%W zs;X*vvT5d-zAmJElPYI{_(FsoIo{=)GqYwZ=OEuob+ePFnOWW$=0?r#%Xa}s`Ip=4 zN>{4?7TtuVT6p#~vQ=($gEhK9l*B^UP$V_tbHecQxcn}~ddrtyKkObZh84TMnl!tg zMH_Km=H7LbX7P|8qlz&rxPLewm{=dM28~{B+<>tu^TT5dKkY9#GrPJivv7lxt(BAH z4zyew(Ykk(pU2C%b*P&>_ zK^5rz_@tl9zAfq(!tY^U537^c`K0;Ejgvf64&2sb1FFbghsBX|u_rmf7;~aE^km!) z31env0(P^du99H^(9p#SJdUM}CW4Fd`KknejDKfu>oOdd|1hbN>Ax%gL+BoHQdxCZ1PjU3r&8pW9Cn7&veypEs4L;XR0;v)>ry zS@b(74n|W#k!BZY1s~M!h_uT2_G=2^V8PJ3Rw)%&GKU$~ZU&tf6k%**8R28ac) zBcwsC6&7P;-@nDyZ+7&$o8m~$NG*3REswKF_ovsEZ;O{Vui{_-@mfiCEzg!x_mvTL z)#P%uSxp{*yRNW*S<4z*2EC;-6FwOFU@EHnh8-J>m)8DGm;<59-_mGQc+##QdKuyV~*8zA`&Mf_$ zsGu|DSZi#wTn0+gQoQ0eJ5ZP<--x=({q5_!%Vba#{7tbUOB}t?G}}LI?PCnr3Ezy_ z^BZE6>2yef`JH{qdasg&4gmJ!Px)`-#Fgy|n$*(iAjET>f-s4`dAI#^=u1Vacjb_i z@UE?wjGkbn(f{SLNlEC>~tE>LjK6jwssdfz1g?BavIsrcJt93NO^02I-j)nrgpZ+ zD<<4k%m*dlGHeWfO1x>H->0lo3)4vNc8q~SYFau1-gn{nnYqO~!mm7M6 zxP|&oK|I0$Gx~eFm~>Iou9qE_&6^2X)z{NHV+=A6vkLND+Y@ne3Ql&Ts_?+`y76r# zVY|Nw&3I;&YcySyw+s9T^kzl`bWxoa)q^D(-HRbNz2RWUWVibLbX@t+(Ju#t1M0we zns&iU>q08WP>8M^t&;l`-M+EE^X#b&ms?B!9cgl`k3i+-e0I*3YEKe+I1;#PpThc&p}QmD|l~{CqfKN?NR@+?M4;p1W^fj0e8^Z1l^Eyp6@OZ8Vo9tzQVHyN|NvqOBn?v5A$2WJo5 zD2{+99JQI5#$&we$__&BQ6#-21)n?D=sjp#<*jCNdayKrynqIk{F zqFxc9$(z-VrR6HYW`TcRFvm8jQTbx0Z0Ji~|L^O@2zIF#05j<_^#TA@R zDR|-_IlZgz$VQYI&N!rc%l3$BV}MWI-Watp>-Zi zNX}ge2U;$Il|Yr|@NLUydA#pHuO#mjXvgnrGjY%yZB}qJS-kG*Ouu&zXt&`V5htuQ zR)$>|pw_X9%OHS2u+Mvbu;~2@I`@F*T%&ArydHyT%Jo_S6=tSKQTz z6>4j3iYw3c)lsTj3>)jr?#)s=2Y}S{cQ+~B$Sxp;gl1cN2lYO#^!vtVpbO@oUO3bm zpEf5E1+nyxqBBu66^g>}vluc*WQYc2NJ5e{DNz(n;Jzmgl-8i zbrXmod&lqTo(gtqH5VLbBa{on0#g!i=e6Olfcx5Q@H^4Z@g&OCYg~xFJS{0*8L3gt zKQ7E8ZcHVP z8@WNjiax_&RcZRCdOG%txPJf|A_V=V(PbX9nbT;HFVXsi$S%WL_xez6d4I|IA?Ls4 ztfQ9C1cJJdd0N~Hv^yG8ng`U}Q7lN<1r!vhTTMF8Pz3$x*R$6_*+R>eh6jO8lTW#6 zGu$jp3^4mhx}MOO*n;8zWKdm-+;W0Y+w-wcwz3cD|>AcNz@1~US%dyj*{24~>{*ao`1ACa+(!Z7CMr~AV zW8izQ`wkG7d{Aq-Bz_=&=zmeTbS`Hn)x~FgE{)rsWiRUBU}Ft z%I{cP@A5DaRJHD)6luyA&-ML#VQDY)L;F1ArXbMcwe09gMCY| zN=K^xr%uM8tXbCD;m_KE`{nhSKMvl^0)uHKDCY97YG9butJ@9ic43>AW^WNwm&@b% z&#`iPV_g+dvcq4}JejXhb>eipj`-hg{znM5DfY^sZ69^sWwPrxL}D7f=>6E?akuI0 zgU51{uh$2Ed?UEa$5Dl;z0m4N!Sr-MXyza#)ZI!NV=L`nooRz$Ipc^AKxe>4X2Nf34czqo%cfuvjz_asRN`GG5;s!4PW@ zh+-oXDNmKEtEq8{{RIq825;;jS5;$i148#68zf^zzSR0^gTl7Mg8s3ndtbQc&5g>s zvmGYAOL8B&gn#!;vG)yZmAB7DN@+fI_`iZu`fuPzPQAWdo#?K39;J4~^+72ptO(N| zgMMKxi5>QS6F=`ROtoL6xArRt$Oi9+fMUCt68$gcXRoIY@quz~01u@>WH%M!m6R%* zxoX^eZ}a#iTaT!<=K5yRS0*!0*p27XbLz7DWV$Mau*;^n;XD7=PrGgY2j0=s#jh&I zLr-osA0gR`BO4Sae}&sck03}4xy_XCxciNKx22rW?px0-yZNENyYNVklicXg$Tpew zDcw~jH^Jb@Yt0Z9Kde_0qfaAI%0nDs)5XjA? zhDKvhKM9VWpry;-ruT`1K~IH4Q%h8!3H{e@IGG|^Or}GoIOI2?$k*f|Q)F=O+5cHn zfxK56XttSNo$umFUFoB_=JRkOY!LZ+PamEi`g6L#N{iN|msYF5Gsg`UvPJyWkIo~d zPu3TCwr>Ic;Jh8L98n$yr0HQGeN&&M(V42v5@_D{EPt}M;f_Zp5W=5VP60Fy2MWp4!eYtNu*|Lg1#^t)7}1#08-BRnm$a)}++ zy%pECBK|`3(*~4(6Z%oxsb3fqIT^$V7uqChdC9RJoPXy2*2Di6B-1|3F`aaN668nf z$n?H)WSi+7&6U$5*oD0}k^Xdo?ay#oUEdM5bL7TTsOb*-uoO#2y&JPVwOpXV6p8Dc zo(2Ge0`WN8$f)D|Gc%Rtwm5vO8)i89jGmkRHw!PvT9t&a>5`h|1?gS_ol-}+*wU${ zMP{xuklS*}E^n0aKHGoF=HXcH5}oS>wY$SDiN#s2WK)}oF>=vOKw-W}zAOY;(-6{o zG37t>*?u&h`ZdW$Qk2fBAq*rWro<=8b{vQ+NK1p;g@s&YhFIbA2{I}=%Q*}fv3J! z&37-JP9ap`7x!!Ik_?EIC9j(HooHj-A^pX>O;jf;UQYg@n%pgMn-f`L0nac>=@TX1 z$HMr$squbZIK5y}b9XCIJG~FqEH`}(>5aUomX{ZY47Wo!Dc%gf$BoyT^s+W1q+@SB z?pf(Wdf6zNsFx`y9@dUG-O_A#Bv$$iL>v`jh$r)U(LNeBUK|9(>Jf z$Pa5gH2N8K+~bR2uBE-WIezf4a^J#=GRw*|5pQR;6B!6u8MeNaCSxHGUYMiTj>&Ea z3~W8}(HrFZL2&m^Kmu6XK-rj6^?*czDDX{k-h0`H8)E+v332!}JCKKolueEOOU6vo ztWp%WSWRbda&n3JLJfhmdg8mi11%lSpB3Et%yQNUl@r}`;(lp1acgvjDCw}5;izRy z^0=aR&}7;r>Bn-Y(3|oajp+ zVifkZj<(-T|A3DNq}i>7NTB4jioigg^()(j7X!~xo#f^fT{X?eRM85f9ao+kkGbT$ADz-2ThNz){SC`1xv#Av zx2c$ma-m*7W=F5CdmH6%c><1a!duDJYF~JOC`zsst_#U`de0k2^XApDx&XJ#`u2fp z?L`nJ$rlubb2nhvPjs4p)IWL!z|A@&pg-WCn-rEiwT8PnX$jCF4*Tn$`NNX+0^V+P zyUzRD#?PqXjCX}4>eo*|wZ3nmSyoCv%Jx{1QsX)B_X7bm(Tzy%yPNS!$olz^L$7rTq605|{HA2eCFarUyc&m8{x~R(R{}LFU{s zB@2SeZuHp=`tQj;x^ez~c^s`3?<}%xW$DcO@adlRXJ{2Cl=k!^*w#NLgVAjHz_dO% zkYUBqqS+sDfO5zDW`>{?JtTSa{mZ%OOzKpDusC%3*mfGN5qglWUQMd{@K4|3bD#72 zW$r^6m$Z1iU8)AehL8CCv946h?i`s@(-UrY#^X^Ak5;|Edj}Xx+R#2M^Ka^wr{aD0 zVO7iL&8=u1fD+w>zeWM_OQ;t5gUKr3{*Hzdt6y)emJa=M#8~%k`66#2@#b;+!?DU6 zx$N^ODT_+?h|x#Nw2Jy9#n4%8yxd1hQ&Rgv$f7i=eQU%PE5yOZ&9Bi##jtA3s`nF* zlP_GR`rF6A=_LIp4_gcT+x!C14v9`4W9OnLbJ};StNK~u`8}&0*1W2aEZn3F1H6bp zFw9l*znAsbr_Y$z9KL_=A({yx_Kw6qvxYm_Y`1!nvRZ=$W}}$8lSK0W))GQgSJ(6n zuj6L(Yrd&!9hc@_ft*fDLa<!_MfJ(9YoO=yF6&9!ss9P1?V zc3ROLWP@u8fkA>+XY5t1(Am`L5w5YxagQlH}vEYlY z?#qSOupl3Rfpq>3<9S}zdbyp~EcTD1nMQX}n;i1au_u(WlS0{0S=Fryd5Y){wF0bk z69(bI4YfrU3$r-dw_1eocy4BfO>FNTY}TjaIbK>lYu@7S?FuM_H9zy)U)4S8g>1Z; z5B8IZdpWK^z>_6K5~v)+s_P1;bh?N){EcoW;OEegCB11C40Ahj!3sX*KD4Do8OepfLgt%cvu+9PVWr(*)V(8^}N zSV;x>^z(1eA>};oUt&sLBsM^BmD`hCGy|6_wtMkew!(P&({J3jHSgL2K8duu%_^Nw zR}_ugwFisYo;yZq*A>`XC@b8gO}j+!QttKcsa~E7_bYcBnxcE+a-f5=AQILweoX+G ztThO^M*C67($opRHpQb#qO%K9o;%D0m?PJ6vU@`Z(I_Y`UVF4+=d?WVZU_7_J?q1t zOVsHYVN(CSb{f&y{vl8&S-qvvK|Aeu@>z(NkimSf77c|dmEY?6$if)t8`NjkG#gke zOqyo5TRMF>`Y_&`+k3kwdZv60TY~hco;FSy_g8g&{@F`xS(wc$5me zqQ?wM9{L=8woR?TES!`3`xPNf9($z}GiE1@34es#T`;lWUz&s#l?o&$xZg}klXo*| zRpWUePwkR<9T9gwWT|f7i1Wg=165*WF4j&E^p4w|ZFrjQ+OweBw`H_=tq<%)LRt#xu! z5+e)TE}mMLKWq7TOjSwgVA&_PNb7Zau2-#HSdC7(uBfXfK>o> z)(x-Qd=}&G;W!25lTO;_Gay`H+Pir0Fk-o{AmsrD_4rqvuKCOO)YudqYO}a3`GOG+ zbHL3I$aFEU$zu69&wHl)#d)p0ajH~l%3a2_it-$^`($U72of!q6kurYGU5C%R$`m$ z1^nPsA_gl$jugB*Z^_I4LibD<7Ei@{DOGnN`!h@T!LZWS?P_kqOW*uAO0|7eZ>En% z%q`|@@IL2dIQ6)z{Q}OBmM|Oj<3rqie5+GNU5w`MBA?FjTk|i5m=l)IzTJHDMg}## z@_28;%DWBR4xZ5@CT~_~|a~-&DuuGe(t(;J(8ac79?5Naiw0#z$`v<#zXYbOq5nhJ_ zh}KtH*W6bPRvFZLgB7wGOh9YEthGrnD$Qh6FHR(b(Nw1U+WX823W4_BvHk&)o5dP0m|P?WnLiLyJcy3K@y*E^*}vbcpMqZoL}c);frI7Zanw;*(_+o?tG4 z>VWZ-p$2qrHV8jtd(*A^K3)>$i@p^DA&uaCeI*kE3PRLcWkipSxULH}lBAKVI;@0&SIsb@#P1n1R-+3KT(^A8^>$UUtV16Nem zHZw@H@<_I6o5Oamyr+oSU(%qsIGqW>4x)v3cVFsN+)=(5*2V8q!tUZUw;2-!{CyaUdG=I4{SAY)^D1-i^v_4nl- zNOSZM|ycUR9v+_08&_SO_=MV%F|Vy*&u@f^q}0mk_3uL=NWEM-e15}R zyTJVJ7nb@p{nB{`jSszU)G(Q8FX6>ux^+c*B^5~v4=8rA*@Z*x~ZzA$aVCKed-p3;yj5Dw%+*>^L0Px+w@EB zj{1{d$gF&^rYKJGE#*F+UC~_fn`z!XvL1=6=rlk(JxH)&Wx?=4rq?Be+M->N$Q(U2c)XF96q<8%5J?Nh!|R+Q|Kb|_EfX16s90+as0TmeSn z6?8$MPEA0+SnR&UaFfwH`Dqv{P=x|!glLe$TJ0OJ{Ki?67LF2SCdL)gT7vmCWjhSp zM!ykzs0@qZt#rR6=fj`ucOKlNS18jt#7Jc^m+cx?1fpGo) zcm1RxHhc-%tXM;>%Vjx4YNz>hr^ijxELPMOZcdWPRpXPvbx81spCV^km5;{-ex_Ci zh`Jl*QVl`aj7OE?GDS{a>6v!aOL^W~wDyZp>2ba`rn%W>!}Lm8sEOV3p@%oBE&}pr z;clTP>|VxT_iz^1@{%SuOBAn-^c4r(T@E^O@wbxeZhFkyzNRv{-Bqz2hVqSaW$etV zX5{^#)@ePj>v4Mg&I_g44mZY|%5oq*uqItT`f)kFaD}3o5M;J{^NZc-=CCb(>t&Eso*r#6cVJtZQGZskpan)|W0uVx&~bhVk9J8f;wS&97nS<*4d(J?MmrTX zp+B`ceMny`X1qX3?F{}4)oj1HJPlIb$^ewU8;4JCY~SX&PwB?ZeoWjrtnZIr|CZU1 zysAKM-J@8dG@<9>@Zh$+%MMr1=?oWKC^#M^QO+FZ(#RczEx!Cj*I6YF8~%A^G|%FN z7KT9B>p)H=T=A3Va3Ge}Ly31PqH1ktC`4+i-dNkPe~4X;kiC90f;R`|)#C4{ORkU9 ztl=Txn&?a9^6I&VCH-VL9w%-VbO-zVB11di3A;@)BPe#2c)fV-h0@G#k1mbKJGbF zj)r6*%rBJaDtCjmw(lc=!tR0MvDe1_w|vdn7ItKq%4pFk`@Wd}0Ju}M>_NKk7i?ke88^p}mx)b$UsF<=t z(KEa0HmS(I(8X;J@6#zeyYXA#(Y7`ygS2*V$&2qCR)yUatiYSxe-wvO{rE5Jk zUNUvqPRM93z&7BKj#F!U@yiFWECD%_sIiXYBuF;K8@(&dWlv)-@Y2 zYvqr~s=nG#$Pel(`9ixL5X%-+20>AL019hr4Hc-xY>H zn;ihM`RajWW-$kzX+2ye)Zx$PF^g>fk$U0M%bvCKn zILQ!Sox%S8*_6n~CS9gSy;S(T#3n>Q#ag4TYrt8gCc@)mw5Sgu<`&6Qbi8&$*1c#r zY^Y%(w+U05dP6hyON=%dH=alHGV0n3df7+V+qxZ`;>37)wHIF1PEnGB!5HLM>Qye( zi<0}|PwizfY0tA#`KAWwkh_%mvhQ@&Gsn<}XZ*zO)&6)x%gk|Ap-Ru=ggw8&HeIsl z|1?zSj!8eUYjqm&_!hSG@u<@)?{3Uza_CPYLaVG8SsIrcZ?Rtnj`53hn^963)89hn zr9rQ%t^-V&xR#}It@Ab(RulH_?DWVejX$f}B~?@ZHt!I1^q0at#7#fA)*FzkfA`M$ zApE=YCsnDZjgvk>;6rK4S=c+(Uqk%8)u5orCSdX-37d`q{T$~=WY&^!VpJ;Jn+~24 zzI#nJ`F>k4Dw7qv8|dG(1_X(8%%hWwf*!QCNB?MI$zYhdaS4SHbIqfAxo#D|h_Jg%!JEwg8%&kdIs8ou2EA zI6yK_d(CIkd>>4`tyvj0TmEc2&4?m7sZQzfOFGi)yRtlA)xTt=`{@19YB%m6Um|Qy zr%rFRfJwxU)Qbs1uYvd-%sE@7PCp&D$l8jTu+S1Igq~NmOSSv2Lme-6Z$7c;@jhRC zKJV8WBwfgWc!7tg#P*7}eN0QpYz_Xtyax|DYN<065d9Pr$qOOw5BPXlzD zU+UmaxLae+TJv8#Ov!|Xr=_+U7uSdDwBF;-mHx-36=a~yohWyky~h1n?K)`a{Y;E{ z%@+NbJIii7Vg30z!@4lX?F$voUyBpdV~+I9v9M)6(ZKU#Pu# zNHk7xITWMQ6x-bg)sf!WFjR-nF_ZQ7`tmWtu`gR>1&CFc+~yY&)_EVA zsUst=Z~i@2>Z61lO2bnMGO8;C-2%Px2?rNO9C|#N?CSd|g0s1fylloZECtXHMYSwl z_hM^4tEC=y`{>kMB+2GzJ>BId_3-dZTkf>RVm+Ck@}^nOGgb%vtM`ut9TX{ZBv-6u zOh9qjM8ku3=Z|%QGl4Gdf?P8q4jt~;SrG5K(JgG5`|L0|3~QItLC#`^AAQBhycb-p z*vQw!k$9T-RpYtlKNZed6JUI_YtPwsB!=6L;Mfo<*nD4Ga#!`wUp^G{Z1#$5tGS-w z%B-NEMGjsQ8?W-7CN-sD;rn@ltR~}IY5P9z>d>QIXxAB2!+>5Sghh}f5<~vhQ>s*d zy?qgCbNT$Bjj;JWmnN$j+h0ANls7byP}!_q2if zxxZHVRx`Rk1F`;=t3LZxOeAv!Wh(r4rBFtzVK%(%-m@j{*~+oED?MwyUq(# zyI!jzX1W@0-`L04X@}d`i3Jdi6>jnT{}uDS665zXqVm_i-HETg6aR-yTf-{o+G~gP zV#(RHF-xhlJO8)u9+@J*{ZDbhFy^JvNH`Y?&LBIcrR(naV=IMjmv6yq6;$9F)JpwN zf(uPl&T@rZPgl#0e#|Tv`IiOg=~|o9q!oO^aE58UYi4@{AsP{q8JF)KcfI04jsm1# z@@sTz?Jra}4Wi3HJ>lY25JxGwK3~wU&So2QT#%;B!P^u3!nK+e5xp^jZl7qGA z^#WX)banpo^W#nveoT#=*KEz)=CGFblsO%BZa<{5{aXXc?QXeeG&-o){j=K@4x@lqk7UCUit)0y%A5XWVQSS=L z3wm+kDqMg0yb`+0ji*coo~G3IR-x5kU- zdxJQIynheu@*J7Y$s4o^zeDhJ!T4@sZY*|I!Eeic8<0RA@!ah&z!Eh&aJ6^lv-f+( zk#k0>?01)$SUikgARxV``vpILbYAG+{ukttv(anD?D8@@ zJ%scTv~@vpNf55~*3ESckGiVsrgZSp6e2z$hRsq9kXqA^ zCMx0L{i=o0tsCLnQKJnHBsf^`DI_4cvU_4U&BaDY&0~abz~tQZ;nJS;4j?6~X~P0L z`CH@`3%%-7la*F@LL_AL;fv4fi;ra_{v?5Jc133ZLBXa2SpVg5m6IpVz%wO_%fCKy z`}MdS&+{~m3>etl!;yT^HMu4NGE3OaW20L4)#sU9OQk(Fs=Wu?XO(svW#fKFsmFS+ zwkc9x9_aYLp=X`LuZXLw%}_aWdXj6Wr}aj3#-7=oFu`oPDbg^@y4xF1UEmkXAa|^sSBa}q=O8?QQHPHF>&GY`w!OKJ8G(Wxr zs}Eb?=5@E(_SIt)LjPEZ*1xh%GPJwwKO13P&cP7DeCBYYq1Ud*7(h;T@W)j#`Z5rg z`9-s_I97Wt^@5Xp&~lf;Xz*%|$9|ftA8vA!l@9kt90oSxK3bJ7U+o|N6lt?bYs#(E z@Y~FUSa|b+0I1^eF#pSJXh+{HgR+1c1O>*`n$X_=&urQS?G4+ zh_%k}OnA&b>}$J4pUN}Y{@TIB-nP`{8%YYgc>pA4Fl7_|d!ih4Q(7(;5E8C#ItLC5 zx;1^~mN)a;*1O!K-_;ePi}e2Ur<=P@e>=rbP^oqhq>P-Q%LTumvwDhaZHOMfUY>Y! z3b}zZ+L5o>0mD07rDLC{#-9+x9Y!*c2bP z_~}-=K3U7n!MFjTRz}Rn6?!K`uP=Fx08R9)7rO|0JN9|%gBFY5axVZm+Wu4AEm}@O z)oxX`l-zaCTNJ7q0%W)GSzl4zAAF-O!?P*ork{!av-Sk?OCf{pHST+`>kL=a{X$Fr=`B@vd7=G2Lt#QrYt0+fo}Wni z#*xB@_WVPsq)o@?yfdD`(1^n@aRdB~+p}kDkNgtyfuH5s-xdd1@D)-T=-g9$5I2^- z;a$` z=8$S1IVqR^bn!BGP9BI$iMF0pitA$gu~2_6ec>Ag%%t@z+1WND4CS~@7g9pkZ%f2^65a6PF@fF?6js~Bvc_&K zRIR+e?_C#g%v{x$fbg@q=oHP^g%a3N@8CQ*$u#|Nf9ZZ(s>O@zkM?-xTu#c288PUyAw*MqB%bj zW&`3w@;Almquw!>Rgc5S}B_?7Fe9s63oTik2YnAI4?Cf|j_ zN$J(LcHm$1dbrte)~4Zx0Uf)*F;5zp*4*hR-Go?ZV>;Yv>GZyi^5Th=Ynw4M^L8}{ zf{`hGxRSqC>3n*lFJ0?$$4c!1=ip$~Ze-7C$toBN7AfbC%FfK*mhl*T9~WR3kYnZRms@6V1?`62n2Jc;SBl;6|=6q!CU0itHtjB~d z(0sOV-p8}L&KJ-p_Ia8N;U5%=>usjrt@rmXwh<}8t6A06x3#%(E*i+%?XPaX&tv{a zmz?Y8FQ0nKB;mQ-z`uR`p5nb(SMy{?|E4So^y? z=2TKS%&$(HGAG4B!oE8B_3jr8#--&fUo9n70e=UuWd-S`n(p0nZszT9yO|1V0uA3@ zdq&iL9N*JBfXC|V`_Jmsv=jJFL4u{hRA$>ko&w5>xO?Hy@HZDf^s^DWqjode`0M9m z*8oO1>SV@hIcad2cmw2hT}ubAa(=c7w+JJ4vsY#edS4Ho<|crApV$S0(c@(e!g)S` z-_+b!>DQ{lm0f&}D{LWSjoop=pjwX+vBsN)&Ba^bp70v(rsDa)uO1cg9&R~pwP|&F zQueO4XN)q8+ymJg$!34tFz2%PxsPB7uTJF7`A@(0M=^btIN_4})X8(|oUZ_@`0tU$ zPz&}b1CESVd^C~D7ZReVH832b)ehZ|o*O)N9=v166#+ha-`Mk~9NONV+6dSbu-moU z3f3SBz~xi7rEHYJPhdk;6xN7xD0VWyPtyI`%531V`Qk@=?Jl1OYhvZrk3(ZZ@54spw^4I%0BfI$SiC!K>XVxzc0!6-jOX1qj+d>yCKmjH^1L$>W%IU4S5pGJ z2|&t19Loh}dXkIVlN`gps(v8?v;LjV=LZ{kZ)bQeUr-}(>W28|3R1bjQd7I9 zmh&1CBJ3Wa)}4QBJN}}a*FRuqUK{`$G(Z2f0AP(BX-xo& zsuknCX1^APWtS8Rv>{hh%^GW3_rq`WW+cxtotS_d8Q>6!WZk zYW6p!gtH7 zmp9vEyOrq<$WdIQ%?qBt9xwfq=+(W>gYnE=GAh08n52C4U6{Vr(bTT0)xSl0nKzc~ z3fghh$)9u$W#F~pu$sNvn8=wNyT2&CajkaPjiLkOP_BOa2@GI|&dCnDWd`ujgqa8olHKAFZ2* zTzUQ-buOQ*zV7eCjSjURV|xa-_?SLCfGM{pFO^F82HI$`d{s>UogBUkxi)SLzWVan zM!ULs)4N{TTT}PltSd;Iy4_@Zti)bUba6PXYawBL(k{w+4jz@RJtF@7HRYqWohDq# zd(hQ>Fj|Msue9_-MoC+ichKgitU_d?8|qM0d_}Wq;WCUbO-e8V8oUfNvc(p})?{@E z1AK~?%Gx6fkA4Fc$ph<#W9(B_I56KtHnzk!mCoa(RwH0rK+k9q2fX|2oYv= zXyeXYo3pF33qWqnBVOD94|IpDb%?`OsJsmFl+BPPrZpna4RjvI|80I6q_2X{1 zIaeprpSye&wwuD-%9K~MJEgg3+$3PYmKWV#W%`!Mu!{yW^k@1U)g5iSPP6q|PNZTH zxc~g?*86zpx>_q)Ai*6J5GC=BzhL_@^<2O6JC50O39eL}f~IIrb?iP(#bOxL>V@6_ zys+B4XjIveT$qi|_uL!y0*zu2B>R#!I~VGAcNuTq@4SXnNp$ujUMp&PXEMQJkV16j z)lT}oq`}S}6R%P4HF7>RsR+)<9doqu&Slc&0lKrTXVf{9p3mhw9p_w`Di;Z{@?0%v zIUEW%GYw>|cJrLaD$PWQAzgBL=DQVy-UnNO- zQ*Kq$?N$^3u#s{@5f)9G0^CzLZWdj?^-wjH;S%Q0mRQ=|pZ%OPgpFgTkqb<@1ANRq zvpaqLWsAGzy7Ik)PLIL+RQAds#9qsVWy0o19J(+16TJQi8VFN;@)f*?#LJ_C{U(8Y zWADdOTez^^mzg}2&iAv!$39BZP_pSX_sD*<{8$5+2aGP)g818&iU~e7Tepv`BAfG} zU3R5`vFO<#m&lJ#+qu4-Q7#MN$Yp*2eV#9%GUpNC-MXE3p_qLmcundH+L)he9V;H7 zQjyH|jE!8Kd_uPm-~FvJyAJjb4LP^m0ko#cjFTx`(3qI~XgijAG7mYJ|4tmZSpN9p z@Dmt|U1M(xDzEUk#U3XtJK(yP@gZL+vTBsZw- z*3DOLP0pK7RLzptY%_PlaqX<%Lt`-R#259)^6Kn(=D#)D&z*a%^52%5EbW21IHA{J zaT%-&Riq3X3_fQD0~ji?h`YJJDrnlw2s`fOTg{C|T7rF7V&#?7A6myQ^dSg&{Bj?T zzAjSLZaqrR&{j9#Fbz1Y&-|EcJuA$a-J)z)wfZW8(MD?V`d(Cprks=H@3Y6TqovF> zb<JNzuE28T{5HQkzJ)&Z_+ob!ug%t zhxs;d1;e>;jexa1OHOKI_r9m|_sV=*do*^0 zjVDjV%??Lu@1oE^6hq>A>Mv)1Ydf})VpOd5LMSD%n)cnKDc-Dkxy2g7x%v8dMc!JZ zcW>r~(zSa!4l4G&%5S79^-Qp51E-75{ISEW!5!~}bkht8Ah4d_raz(o&O)}k#T8he zbW6dqPWM)&N`FyWFTUNW(4DYt)@1*lcM*o#m91J*gsFh~{mJ;XR*?f-qNG((Tdb&- zyGr`nJ5IX5&?-R)&3vKb+m`5}Ew1q6KV7rFCa%3KK|cmO*scr|z@Npt7>FX*s8?Jl_IuxnE*EY+X+5!?m`?hCWwu^i<=Oll2?(WB zGv=f7;mnB@8tZ^;$-Ap3tWzF_8*KI~_J7a6t^m@pi21uQMpC}%O>Z zCw~oldM_`!<=t-(E9mck_>3AXTZ1XRWGZGq*^;&X;IE*~XYOzWT7;(_2$P@V08K5@ zeT6X}Qt7$o$b(}{{NWT#$09m!6`cop>eX^_DP968lbw&U*7Oiul&X`Dch)}gGq+M| zuJR1|JKKmtP-eUUxb9Zw_BU<$Fc-6dQzkNJPIii1Ri4eP(G>drNpi1;WHd%66VjS7 zi)BP?s^f28&gqPmXM^Rn#D;XzN>`|G>cayW+}3uv`!{N%%j(ifWYwyVX;-zM?-6Kc ziDR$=vz#_9caqiJD8M8+-eMO+U+F(7ku5ngm+~4wLD#(gCq7T}3Yu-1-(Ow3Ln)~s z%-cK`u7E>Q+6{)o@yv0es@7#}Oj@t+eoVs?e(Xm1$a+&xyEj%ZqrQkt;rBUv7PldH~&#|E{cXiQ5b#}xkZRVNy;S&DME={x=4ytj`yE6FEBG_ z4z>4M|Nnipo3+-5lU@<4P>fM`*Q z0SewGtf;r0zs-hqAa=dk^a{XvW7jT^kv(Mm{yuiIJvR<`ec7-Ale9`B<;k;}jhl=9 z?pe84dp?>P*x+vV&j1rOA7(z<*}2c|mDt!E^b|v(w1Nfvou4%G*HwZ`B4d4!mo;n= zQrIsih0D7A21QxE-%A|^&X6SNRPd&i47z!J^Db7Q!p%z1&aUV+?f|& z{OdYG^JDWJHn?wdSAYU0B^M5@{&sPQnCpDu_99ke+pQzCm5SRHa`#%f?}MuY`V)hD zZ9TbWMg89N#~Z5LIAMHaaj84)KQnztI_ll4Qvc#Yvz^zZ(~ygB+n900F>js*FfkQ= z?Jr-&R|A-{G-49~E+|+w)6-J@0Y288jeac>43UJjV6%IY)l3hDIo39Sw zUY&cEfY1cJy}Pg!?PI7NYA9b>)gGk4u`*Vz%U-LLt!QfH^}_i9cTlcN%*HIi^wn9;{z$fcc<-r; zZe)gV4ok0Is$O|vpmU;8zG3W2O3@FOLe1XtzT&W*C(iiiZ;RY&AHBTp``2ZR^qkc1 zNoH8)!!vPU-?)2izU`!!UcTiGUb^(k#RApDwq8!IP;2yx_+3a3ARlVqkF^a#1e@({ zjOMb}Y_Wr;MZ9)wHMSp+Ox{fG6}Jv{No{;+907$r4n0Q#hSO!N8av}F%F_9cGh9Ck zf*}U^-idv0m517^mhA8S`f_d*hI!bco53bw09^QIN_{xaNO+%o&dwYCGtIQ6%g@Gm zb)XE(hN&%@+U#t(-|i`&o`KdrloPyZo;&QO9<=F0@#%D=-nI_?c@QYc7t)!L-wnDN zlTp&zZO*|U6L$~YdfzK`%q$5q6aHaM0Ixn7cr)uKb?!$H~=x({&3u*O6K?7aTr!yvfDhadJlYhV(#=GI$?_?F)a!!RZJ*4#;h&i=LSiw z2ptPZ{SI>|ZM6`9gk7-d1%br6yp#(H4>UWvv(xzF^m2=9jlaU=6OqLu%9T3YE{*5x zHFP1~q&yyb>u+?AK{gmlok&p@-L%_!xBu9~uQUbti})n+AAi_=R_5!RhS} z!p1LXgOKYZRBm6TypNj9`pD z7R^xyi>3E7Z=_Ef`e0-3gg(pW@njh%xJl!^C@MR%4JW9vSa(ZI<3b*i&2~MyQ2k4; zDucc9*zT0`<%B|%1Pg}v)V}KeOk1LGD<`)ddV9AldTl#{-puZSN%2~!`~iMGeIN6@ z-tO376D8)K)0CRX{-d&zG%30@vPF%tJ81li6;azk3|bs!jFdOV_h)rVq6-;&pF?I& zE!uP%4DRoztJYqg9R0r?MF+?2w{{*04-xouopMai{|>f36TWxcd|2I)&+|t8bytID zZKB!5|?$V3L2X;ZV} zuG}hU(_Dob@APl?@Y&anfB=Zo2e#hS8=YeKy1O@pHtc>Z)&?glaGpbX8FhfyP|~W< zPB*A$=J%M4`%ZzQztlMk4|kZrNwWg*s8AKF|k z)O0<_*5vWDmh)Nz>Z>=r3xTogCa)uJ)*7&^D}thYz|uYxDVkNSi3Uj5DRYDJeECjJ^b z&tE5JHL1a}hGReD_H4N6sinzbzuGEo{P5AtXcG$qYpM?~I3^Y(NPb`TB_Qz#?x{VU zv>qp}rT{mj!ad)oS^BfRW-V-vM+KG0+#w0+f+KP_XUdMYh|ud zn8Dj4j0NY;S(231-6zhe{9kKC#ZS8Gnhkv0y)nJ)4O?cTS5B32_YqRbdZ(_9zg+Xp zzQDyJR!`aS=khlF*mxeJftAji{dmW zoN}IMPpi*kgN&Ke>`a~`X0iY(m*2yZh^Q{9$k;CNa5?G~pY30*E6zVwZ&>Vl(>6RU zkzS{f^zxC~xnrg8Nz$oC?pgt4*OU^>$>?y#^=iJmd^P8dYxD2$tyo2Rw*$Hffuod7 zzQ-3!OboOjpPJ0T5f2}9){*k2qe6h@BWKtJ3!|}xM*WSqoE-G`$85EvncXVSPG&Zr zW?LlN-(=d&Svc5wX8|0mpA}bg1qHF|)abVgMjs?;+1|2J2YMh(q9!kfBCMM*Pm^+b zxrqMnEdr^eDG9Ik>*-RNOTja+KMT+wEHCSmjd2sjH2Xf~T^v=!QuOF5=6ba+^3<%t z&xp>RVGj#tq9EW`T^ghi0^+aZdcw4CTvFt!2Lw|fj;qrC=OA$v)pFgp#H=@9x$XIn zRnF;GtM%>2*dt2!bP-3j!s+BFqdco&5AKqokF`3UH@CwLR%A@(z)lX&FJGn$M$K#v z?L}jT#O>j_d|I-1fEIxiNXRf5(n%0!IcqUEp>g5weA?f(>ksRN9R9kQ?ic9^^e4W2 zHq)Y`HJ~gj#r5kSch%t%%srmvE4ja(zuW7rS5|2JeHtzXM>&2oTLD2ra*=QMPN4tU z#f!iv_C@~=;aM$&NfEPa4_xl-xX?hMVh6c#)gB!rRl#Qo!E#*YU+##HX!@Un4#VZ z=DrKeFYd0Y#SH%05w`}G^Sa!x6BYgTd&rg`7BHlmn#IC6ZO-K#6tOpAON-#mb{!OO zJIpbI&JIO3d9oSSIV$}=H;p#KtlRu6Y*t3`?#o&#WYD|lmTvE7z$z*U@2*~QIXU&A zdli#!#;8*3>gg%92MifWdvM7N^)GUa+LnBTJ4tR+y!H!wHp7}Qx0|Z-y#=#3eDKs; ztrA3$zc}*=cdOaTMe^QZ*P1j7tGVkPNhxa*IqxHg8t@1*AbZHm>6n$@%aPAtP*Adu zcJtL_^I5c!9TNSqi;mC-OW*?eG1UQfIHPkJ`B{Kw1L-|id)#C9K(DUK(ASScmM32v zI;ud;w&UjQ_Od{Z|ELl&eX54)-QXwF$FRhzRp`f1DEfGBe-VSj|pVu-uz3o=pq=`wc`y|198vZtA zrIF8~*0V92+Z%h{P09ronC_(FT&Rw@SuQn=apk=RqM`&=gSciC?lb3BA+UuR>F-Y?#h z6d@le$D#Ii`QLd4SVZRNUWvzB-5f;3zauia=vKEFC|F|!tRIzpwnMvFi=d( zuJ?`&Yy3h-Cu1MCGaTRN8{25Kh*!(Mvb3u3uROM`*hg2*6)ZgM+dnHL`BYbkKg6mH z9O47yz$f+;!(?4MQE{(w;LEcsw{FYbBVMt%v(W^>;9$ybH|KuWK4Jok|M4V@#H{!x zE4jj@K56}x8KV7{Uo{3vh5E3a%E+$mAE&I|SOCp+=^w>guvCE?E6Kh(0#bhec5fgKf0FwtxUD9w94OJ*3)XK3#;qa%y_O(WaNl%3hhKezc*Dc zD$Gb=Y4OPJaWAJ0V_dB;2!^y5Jb${H1ugUz!(VKT{pfbLB7*#@@n(f>#+EL_A5|*M zJ$7X~e~0&YGk!b<^TIS;Kkwhaa1b}k;Hqe@mMdbn8CPrHaui<8$&<2O-&F_pC!1#u z&h*E*d6Twy*)%yT$l04Zez35^WwJb1y89sL)J$b&*)qbsOp=()-8W(j-YTmeP3tosw6xj`TiGc@j$JTZ)FjX98W(mxTejH_c^?HKGcg+&&b6AE=z@v41zM*v zW;c&R7-=Uw7vWt%*IcUYA%m73XdtZ=tyDkCFZ#3Ek8>5F=k*;)z5ZS zFW);TdGQPA^A7a1@QO~KnlsKL-+I;SKeeqmFCL{P&DF(zSdyl4D>(WM-7+Jua^7uL zl!3Jcjw3}rVmJL)W7PE{=gK2-yt6u!cAclu^(*oReS}@DxzmHliB)?4`n&4i{kyMz zaC-1+bXw;${;M1KV|9~{C9!kszvO82n#bg?^nocGb+AUgrL{09b0qM299p%-)28Hq z+qtJ&HqV?%A7>)WhycW6UU#S0)jp>5xlC0ORaAwYEWCbi3F`Y$A(Wn8S2M1_8h&$w zXQRDUe*5Xi#>;}Y+dp5xJ-T6P%BN_2o1~fqw|4w6Q z0>3U=zHss7y^~8p?cm>yC0;fMI#6vKUExXMp(w%%gWdk`)@a@L=g}R4I})6yo6FS5 z;R-zuM&Sw0+G5Mc&Lpw@$?xhEIl3jG=+3cOgB)g45-bugxkhQnivW6U_x0Gz-5@1+ zyYg{7i*~7;k*GO6)%VO`KmAtCdgF=iYQ1CL`YaYx_E#7Viw;CUuZf5nbr_pdlS{WE zRF-BwFL)0*v#sp(m7+vHZw+YPJm-z?v@?Uxsy5x%TV(w=iAT=v#wm{oWQazF-;EQ0 z-;tDBgpOdr0{Y9dg9{(B@N2BctNOz{?6@~O#K=ztl)KwP6LqWC0!lBNgV8zH1u0=S zFqq>$4^``(LbPnUnyyBpL2;a{$?;|A%(Th!QU0xZ@Ak8T;-%56wnZxP+M8Dr-Y-G6 zaomLzBS14LW_#l^oBP-W*dt3fI66K0sF)N0P|W{k=;0myaeb6IuDDCEBafD~EYXP4 z%2UMF@+(bGI(Z=r!}`Hb%vYv*QiMea$aZBD+jQt|>)7OaqhU6?0}SQju(gTtD=dpw z;M^)PXsIWTIV^+g;4{?2J^F4gIwU8ZWMJoSWKY4_g>eH4SCKc$r(L{u=U|H&px+^q z&$sH^U2zGGiS}FdB{JHT&x;D477SX%VKhaMh zJb1`0AJmv<(uVRscjxLa;tutSg z6DqwnmW@~xSR49$GaZ>qC(Ki-M2JN~r0a6`vdH5%rSt)oTWG>#ndEkgA5UM5ssiQ} zt7-XZ^YcC6SecAPzcqYc8Eg&#k4$_Gq*D4I&8dn=rFIFDlbhRBzJ{=emTVoKx&hwt z8Q60uLr;^h%f)RgXw)$T)t2q)hRot~12me}`hB?Y_J-6xzAYP3;cmVy*~ zm%E*ilV5Fisa@F#blbI&>kanLDgP6cYwY&ObgLmkwo_Z!qo6)Ss71DMN=?pO3yM?misL4+K= zg7tGdiBDQl>Q*>yT?$DrfUtB%H_&H%@WHO8dyzAOeCNjLl^->Hp;Gy7=f&OcGdUnAX0t~voISDNsUNf9WZD1~Pxt%jQ+G_?+uz%AvW1w+ zYSe?XcaWCEaR^_7@1JO$@j-#R|30WPar;;y>yGo`)X`u1T`&=H%)PZ*cEUiWJ=3>oCH^R!q+JUdPv*cW~QW)rN0mz1Sa1 zIbLbW{r%ftL7?;7(SMeEIWX)*v zvKBzE|9*w4^V=!N><_y@s=WTWZgBf$&U*Jp)^FzO@L(zDg>J7>THfD#ch&Rj7ExcR z*oRye-?k6xl4}s`uR^CJy*)F~^Y(jvQAL(73c|EAx&iO!0z>@263?nW$kVkn1be*l z6q)F??kMAa_m3Du?T#yik^k5#gB6uG+IF!gpXQH!qRc7l_MytPsaxZX^{1M2_%?j6 z>dSo=UUIU3`VnLeB(_#d>J}$z-W7(7q%ffsHB{_+s?Yjf4qv^?s8xS99{%5c*D?q|dx1HmIAJ=MEKuqbX;KMVplZtjp1-+yEr-HpHc!>z3ieA~ zVX;Z727Flrdgq0MVbMIlOS$XE(yqV@sUIr#eGLCg;g4I4ak}24T{rV5ArXi(`fIe+ zIBaxg3GyI2)Q9XUmzkiNsy22osHj)rsN(J`=e+gUn{C79@mLQXz*(+}k)5Yz!@MQm zj6#CmxRi4tO+rmvY$Va+I;56hxXN; z>pvs5_v?8*@5QHPCtEOWYyB*6UBJF}`|?OqN3UG^jW6h@<{v9Fi&U*1Ja@g}a`!c% zA99&2=&73d-DNj(EUZ$?td~#om6{Z)08n4+H;(XLJEkJnyW}uVUb=PE^0&qD z^%@}k4F6_d@;9GeO@5~he=U~`P<`lQ1R^J4NEQ`9x1}eEz{Ccw23oxZlrLdZWbY(;vK46{%^`ZJMd8v}1Gx z-s9=8azhnujoG(_u$0QX$US7ftSXbGn{Q6P)@1-Puj>A={nBh~weo{nXO!Q4AN$P@ z4YzQUU!94V9gX?tcpMl9_sRS1&i?gEZAj5@?q>*Eui}}4S(>faOa9?Hgi(SQ*mnLpFcXpus5ci2Y`W{jQDADprv^&UcZ9IU|_`t?mwQ*rh_<_|B$ideFSEs4Jqf@j30F?fjlScIP^Osu~$zhH3Ap$+8 zKF3$5j{cSwa07TeYS_K}r-J~h76e42xG(5L3&Qn#Rk&4gJUGtz$}Rb&*NMpvyMRe3 zEu-#cfB2kbvQkPiRqZSTr*^w;T3rx75trPQBz^eRB5rs32k5ugcx!7hF-jZViQl+( zzu#k^8r(`IQ1?P4wd*s=uIEKGBZ17%bhh5D>c+cYdS+k0C|nGGUfn5>k2PNP>AprsdpF%oS}3~+26<8F z(W5b>4YhQkX3)Oe^;V^EO4*ZVe)&<0S{)Wh`}q$B8PTZ26**YzfDi||sMn)fle<47cLx=6 zR_cMTDCb?5mabS<)qRolYXKF4!zh2MN}TmROcBE-_Q6r+4Vdd`7LVt;9ATa_-6!HX1WjdKtfTu}J)Fx}%^lL(`<|HPyTv5CNWPGL-iCW9T2T04%Zv#i+uyH*Mp|= zC$wfG>p8Y3Hne{$#Z*5X`foIOF22>WHe9_(*dlWW(n6l*(clcHp#kj-LK`21X^TsN zRSM%i{!^0jcpX)v?6w{O%W}PpUVmsAa*heFNFeX(-!OnxE{eYW0<*k-LE75wS9vbH z@Y_DGYvZnSP&BQ(81%Iv_O09v&{S2H2KGDd`VTxi^!r=ZY?ambVYhfz#6Q4$bvjAE z8d&?<8GlZ1|Fkg)VgQ@*xP>f9}IOUsl=3xuKVl zWGAYuhPn8|d31Tjg_c>bRjdzCIP?nN%!YNR;FINX)$-hUi|K3OI<(Tq^>6fCB8Qn} zI5+0`*hU>u-JfwB$k4NxTcS}z51UYmB-)ZIsFPP~GeMk6H7*&YB^57j#A{P|+chj(<(=ElLIqT7>0!XTQ2vyS36IYjS12HiUTi!72_mPQN`N znrhHhj{W-}w;P{cbgtO1(Y5A4Jl5`X*f*qn2gYNbJnu}bPB|1ge+Q?gbfZqQ+jrxR zhgP#(0P@e8&g}~MQjx|p)Oj|jFMRM+`g*4J+kLmxtH^;NJaUIImmj+p!ayAMR2r%P zPmHG(HBx4$DeQ9OMrV65ZtHBXn}Ye*DBdmyBjNuJ()L$-=>ZGoQ+4dD2og;g85=zP zCVR-iBs!O=X)%b-6wI#o8#ViZ{-k^vuYr}@-@m@79<6u`*P|KtxkZFl^3M=&_~Cyn zd=?<<`#Fylm@)UO^;6}GN`J(g9!;Jtg2%eb?+W1Izp4!h(r@w++N!6WbBvR6b{UEv zF41bVh+5AK-9PPZ@!9CjKQV&NX6ucdv7XnckSQ`q$v1#v^Bkd%&JD`sn zp9w-ysU^+kJNK|iZGRb7+vpIf%@#h>aj*T3FC_xlIMk3DVFB+Y2>3=}#1@Qejmzo$ z%A1$E-HPEPxZ9!$7^VonoIyJ6>Qjc8&_cP8oUYZsq=Zah(60;3>cUS-=HdE%;s;J8 zr}lGdB_IM(Mnj@AT$+7<0^zl}VD0H%460#z)_7wE*_peD@lE!0+baXSBlh3=$=KvwT#1 zq3korrSTcRCiCly?tt9@XR1@Thf9abfWU4*6Q?7xv(9SkPkM&Py0%sCmfB8oJh6k| zF1c|>%gcbTwTiE(dJr|>`_*=x(#che?PhDCJBJIMtI6qaQk$_k=5M$g0Bhg}NyTEP zz-BEJdl$N=y8O5N>>p!qjzD8S_OSE(JUnuFW6j9KW3oLD72tc7h(|LAE^{6uMDw%W zDXneqaW>MlbE6tB2!r6w)^wi0#zs*#O0X{>gxB3{cdemsYtg-0E}E`QzzmJj#HZi&-=d%2V~e^p;t({uhAr^WegP~Kpbli5u1 zZE>@V=k9cxkZ#=MJz^V=l7^4oxN)@PkGtLO9{pC#ffydIn^z8PzTU$S0ztU__my^! zrkG`=$M_=lC+oZFYy39u_3M)0sY%c~%*D9BJ%3ths*mRvxuVV#fprM| zETI$S)d(T+a%b#Ww1ueP>@eL5U-@qiZ^(04@J@)|nQk5C;9)MZyLlea1_i&Ri8nx@ z-3R#!hwY(h;3Id-XrPLz+`F%*p%=HYZA~|_uN5&?6>{rBfBf^wB!d?uS6v+C4`2VrRS`mkS<`XMc0Ea48>$ z)lH8f$n5gIn7&NLfokM=Ru zEf9_kXsi~NDi~Hf&8j1WYCCde2)LVUwOqTE%j)#K;ra)+YX@ChY@qu;!KAR@Y}&6~ zuxuTRL|bJQ>ry{mclql5Lz%8fLvLetNgp8Qs$?bMvazqnx$=1v`Mdq0-Fx@04J0!o z`xm`{-Z1I9<0hBp-%8n(_%z&oy_*Q!&EWyzKp@|l!zxr7d=3GFH+qj^%+fFm+*YGN zgV0WgbS}%kZQ3Iw&Jz0#Y_~N23iR`$u5)i^tI-j@UP863(uPyw!JWwc^gP`@d3-E3 zGUa=*jtJ2@?!8t1+x&J%qXz#x#h=n&O)nS88tsTRK(ve+X@S-0dIU>Z~`gzRi61rhGZE+l$9e`HJ#9cQ=C?ypQWx`?>UTDKsJm@5$)~ z`uRd%L2J!-vlTU(r%nmg`PVVdFD9qjlxm@HgW?f63MY+u<#e|T-Axo;UQOiZ)BvtE zu%YN^RO`t>t%0@y?!wmBm=s4L(#12?* zxrO9%62I?xIqEk#J{HYKZ`>BO>Z{QdIuBExao7I)aAMtA^t~@7g9V04YeN&vqpwV? zR8!v-=GF{f`9>k0PrI8=D($7#@=@QlN5cc0dGFHDWrikqJGOqUbw9pOevj=uy&OgQ z0()DK#T~kzdl|S~zIA{!Qlq)x)}QCIRDelE|4(&O6?-i3hQ5Ezf;rsN4dgL>V)Zp$)5ftL3*VrAnqR$RF2BoxK!y zQL;=I>3y}U;^R*{gXHr%H`)2`%idd1+9ms(Jr5pNw^>D!F1fl9md8|EdtDc^w62u& zQ@}2{M^Yb6$f27Dmr~?Ds8`I%oxm&x!Yv5K5AqU7U%_Q_tq21bSO$C3)mnuH)-1)T zUQ23X1n}c?bP@jIWr9@x>iLIX6L%eo9h(E5XfJ`01Gwru0HiMUTYeJQIe2ZppF5F# zKkzSGFWir_VPi0yNq-Rz$ARi)Km7~Ix2_R(IlFJ%YV&7g)tL;P56dty_a@n@>-* z2lU#uCUiNms3;HfW5SYjzni1pqWbqRiTiaPOiLFpY3rHI(E<`cd6Q>l z+F`39v0PzDXTK+2T_Sm0s(PRlsOxc^+KuwIf04jZ4(#vbzC?xWS{z;%1RUpH-sJjA zl__In=XzMqaabCFfa!I&of?isPFVoKg0OdB-VBf{=P%RFcpcYoouyN$BcpDAxi5=q zt2#_XQGYfi!26>)D{lq&8;(|Wv@DBG#&(P76EFAPPK)YPR;NrWg!y~#qngR<2uztF zy{^Wf8_SuE&Ho7I@lplaXL~=m>^ZAFCFhMEmn@q?<$CY6(A+z1rl4U!u$@pF=TUX% z^Qb5cciMV51MKn=9V#p4q$hCl5pP|-c~2(m5UC*Rn&EA7@eERCwYUVWwf^(IP69s| zK9u~-^=3L}67%T}-098MGZ?{0)sL>f>Pjsgni{cNaElPOJWVSMq{24oBCXVuB!m0>NadcQaBPTC%+jR_Vj%xMOY1~>r?k6;Yeu7g1LgMY_ z^|Sos#(&GaZL{7Id zOn7J0Gq)?R_zA>F4n@%NJ@n6etY6+6p}Bo^i2PfxU~N>Z4dc5Lk8`ifw1Ra2?j<%( zui(_#HP}PA`jLH~y1sLTBgJe$k_BJ7tNT|jQo*e}DJD{RT-Y~v`{Yio#m{F;(&Hzi zHku5jGjZ@2KOgk#M>HpY)@l6`zut(y*LAApHL3;RnXGTyC+gK20)qAIh7S3m<(&f| zT#dUZ@R1sj3SI#!|EAH{)wZzonlTUrhaG?G_jhVk$CV@puxE`(_p=z6wqOu6??K}R zc+gIsC;B$G%(k7yd&er8kSu>?zrb_!?!vL#$CH0=?}6(5UcqiRi|)F3E2*(+J!>pF z(Lf&!Zh>xNFbmPj#hyQ%T+DZ;h|n zomCDNffj<3f8M4-H+NXq4|k8bz4iTJGaZCcul2l>LuIxe@s-ebs`###DzYQVXxq_~ z-b@`m1>pR>m}j@g<(Flw#Fi=Rd;0^29r^ldTYYVsYqWbxL$a#t$bdM*UAI%PjFqH| zQgaPb?;o8jEtD^MGU0MErpjPMEhza;RQOf3`O{mj)6tmDljHup$(F{&P9*i{p^+zR zr(k$5a-UdylriMt?KatZ`xgU>E*XW>qd9+!PR^Z34&E-C^_PU+E=`~z=T&cO>b75- za=G3)tv@R^+qjK;7h4P)MY3v@f2nY6MKksN;KlA&>FaCVYyQp8NDrxy)xF=XXmj{- z2;6Ycb725PR}ZC>Gizvj%|a81ojW?5+BD{J7BfM90=f>9YZioKibwpSsmRoG+s)=; z-XGt(`&4Vcs}2sbfDB>2ZnvXXG7pzoxX91i6U+HEf5Gwdcj3h2vh*D1JTEj3!#%p9 zg4El(9peF2@NxN7U1JE=Z8hkkcc5o?O%{^pEPt1Zca5|urrId@kIpZZo`fY{ z>JWLSI-(X&tGn@KfE5~pobOjKoSIqy0TUX>rOr6xkDtQPt8ly&H%ETAxiVH;k(V>z z6n($?d&cxDGY9hq49pX1`MIze=lJg9@RI+Kt&-%~*T$fYziVW~?YLS60-mZ$8MZdp zrDH$&t7`rqUZf81lF$gb=|_&}Q}t$d&;F`k7*vlZ44vNqy-PT{S?v-Vq}})=3OBH9k#C6i7UMun|8l&Ub~wS>*}?f&E|&8XmA#VX!0m!%CF2Yo?Bn$2aEZ@3R}^2 z3B=BVmQm2!)EHYzyb$g;{m0X;HvtQBD@?1Med}c0u5)!&&6l?k(vnr{WGc_?p%C)( z->!EkCfG&eIwz<34Mao2l4Y4$2@9>zKP%$u`6*cSk0VOj!P!4L`+oF)k`z8}+nZHJ zsGsjmbAn=&b!jA6Rru8`q&csvzWZoRB80atPGE;$EY zEd%|sElswkc~5@9enRb2sLM90~7+@r&Cf zH-j3OXYa$?s2py!SHB`EIv5c3W!GV*g)>!)F z1Kz#9cgQYqNMJP_Yk28^Wz2|_CqC=fuKu--!8cFe$BPcS|4r}B$D9vDZV#}E<~N2! zXuAQxh#~S}xQtOH>d%8Ab1T9R4d=3n!vQ8z3w`>K->kT~XJmO*3uJZOV@?L8JDX3n z??_A?nGdnrR zG8r?|zZ}{9Y{k?sI8k<6-1@g*cPn~!%lG^hpeu7QcfO)8`%@?&*cZROO@fds>p&&Q zwOKRnbhnP@W~NR!tJU{|TDfNcy?xlgwvx?}B%jqyo(GT7luL|^N|RrH1he&byxxqq z?_vO2n&QZN-g7Gx+AH*P7;SFr1SZ=+P5^#*w4n#&NFUbgFPEa>+Bq%v!TYs3xmK$X zJAs9ICrjD5~hIC$by*{S^WS;xDKpPsBBQs-vCsr36-nuK9FFR0iiB zW`tGZr3v-s4gNczZjWz@qw51dg5RP4>Xn{a*Sp#J#)GQvx7szT`^94uIa8Kp6$m1x zR7qRxUyPjf;gNzW)kgj_ZwF`*=(|E&W3Ll>=OmYXT|87T^BOz3O zyVV0PV!K>C3yO9qv^{XFyeVmyyD+`Ns&{U8}W`pxy_y0Ct)-JLp2kdVC(wn$%e#wK%Fp_~$;?cw%Sl>r%It~@+L z-YUz-`kO>)!wWf#BO=xFABv1=hH;ey&Z=gsMJhiUX~|0|Uj#Sa}7%>)dl54*42 zd=N?SQCl7}!D=nxtZ8bUm35snxQg35@YpGnc#oETaYMckFXlqY!)f-nxvr0^*I>Y@ zX#Rb0Nq_^Ev+Yig8a;lViM$s)agb+cjS8tueNx%O6fbA}mM6Oco}tbXGZ{X!KuP%4()wg|It>g}w0DjHW+ zNG`2H`Av3uOE0+Z%4HEB)U;WtT9s)iqwaq5)yVmpE_iUjz zn@+7>Z+fk^11b^rQQgbXc^nwHPuYyX@Zp01D8@bSuC)ZGDIQWnl0Kdbt|>ZFUs zGKyP@JyI=9O67xe%+oF_R40BfsXvyHTNcB+Gd}Ooqj%P9mzE~>sz_|VX~v$DgJf^? z2;eb-`uid2`kvzo5OyD5mge zG9pE0|BIH#XQ|+lAmIxyNE5^(+BTr-WqfO1#6K9ma2&h|=G5UpOu^$cC8UfjP2v5V zOZc-r)JVBUN6TB;A><~=gL^@z-m=GS`PZj=p69jd+AO#)YMrkrZ!hgRar7^T9F3;6 zE4f*wg}FN@*WR;dUgt0VWvv^^5{6rvJKEyHzErnjs9jMBPvXa+R% z+>)fUu;y=VYQEMh)r2PeBfC&oo~Jjnqt+Kr+%;(u@2$+BiXD;bl9LHub*TVw@;q1D z-%W!}Kg7YS)>ND=<{$!?XEVbN(gEEx>pB~6O(V72dl)2Uq?Zf!N&$6ut`PwV~O3h9}9bY#gI>b>2X;oI) zN}bJj{V_)nE&Cmrl6_U5-MmrLwaCh~mO|7$hh@Omy@oxvoA}b3<~@#w4&w^j-`JH9{BmBqzeW02 zW`1eslE1^FDl7zNMi|f!Z?AUr9qn}v*VS(;q=WlDaxfF3`qwFLyuKkudiD4RyVZ|5 zAzM{i=HK4z$y%qa*%iC)F}IuAaGFQ@jX836IFl(_RdSKPlGO9M`j}_c%CEzzON6}%VUsyyO7UbkX3E5x9;yrr&~KJQ1mVG-vf8dv%`C}$KJ@wf^!+I zal7;1+WJB}<7V}FqPM1__a#8USi*#L)f6PuQZ$0x@+COmh>B{A6gXFjA+}xS3aXu z2eByG^4%zGVdKy`Nfyk-?0`4zUcLjH7N z8xAt9gbvShEb%9}4fGP~>sD`_2Tpb2wWe#G`VBcQI}mD>q|srwXX)%md(gz&9dwNA z%&*%AhqM6VQGLBOXwDsECC${4!m)ZjBx*x}-sv}vmG7Z>h%tl)ev-EW^$wJbGQqiXEMiAV6|8%VIo58uj#!r;k?k{GPCFc(F8Y3zV zRvup8lMi0u&-*O%j@GQv9Jv&#mnn!P)r-iTXiW^)QX<&f;nBG;sMs@gwrYzgX`H!L z|3nOr>Z-?&8Ze5@fbsRd{#bdx$u;?Lw>BQyzZmHNm(EBZACY^vx-FCO)A>{a);7*? zy;f^|Ir(GO#3!vvoZr;x$%AP$E&q7xzVF24j>o(N!1gKPN44z=0hE$ddHnzmK}4q_ zz$O;N*IUeYu-bX$7u`7*RlVr%{fmK9V=X*#k$Wo19BM>$6wd+FSP!2{5E{FOFmAs} zY;&rqQEA{}I>%W0@z2Z2yu=dLdI*oI$He*`_LA1ASTA7&v8$SO;ar`LTimvv@A&6Z zqg(gxMR=AGc3Qv-hTIy@)iS%CjfRWiGdMowLAqNzX{-1L#}z4iO4&W{QMkGlfYJ_Y z0rx!1`q#bOTfXGK6%sDUbFKYjYPSrz&auTv35xIn7lIr_!{Zd`?uvjL-gxL9PY39b zMjRV2$5bz`=HI>Q^w6&mo1<3+xC?eUpwFAke8DJ3HS5L21Upkt7hRQS)1vsLh#SY^ zyIM)>LU*)r4Eq>KztR3$RCP~B*qT#qR`>YqgsLTq`+$)V6yks zK5KsedLDfY)ZXxk@bj@$m{g~J)2-0%Y?DK3k8zzrI-Aqlne|@TL#h`>6GAN`5p|F` zF;fm1_wC%JvNxa%ymL}GAPG-*>y5{-0D3cR)IP^LyZRN2jZq4Q{q~Dqprh zoX@{f_q`MhsxjY7;sZJ_gW{l8qT8Rowt~0Rv-<2!JZm2BlLVB}q5SA0Bg_6OZOXs9 z*M7dloRzvpTv_w;RN>wluAtZ?0JEIiOK%^7bBF7$!{g8e`BwQq6laM0uGv%G6S1ar zX4+}@L1u%ENz)ai`mq|xwU`cu<-_9qz!duqqSI%$ocwL4(_JcUx#4_1YNw-K4xhY= zoqRDCL&7QH%!7pnR!w2WJ}B*=as_HRF%b~B+I+?x{Ly>U)GI%# z{dqH-D6}QmY>7(qiHwivO&}g^FXc69?>2{`(y#Kb{j#wHiw@1i7h+DxrN$Pl(||EK z<*bJBd&?Le#4K~=))aOd%HI6J@TSJ~)2UhF-(t95KLL(TIdk(_F5BTSXkTf)#UaNBt{<8K#czNPC7W<0gw-95qPYPb61_Gf#0eyy+uBgtt-J)!M6 zZ6~vGQ(f3`{%xwqCt0N*b@dn5I3+pue}{MFL3Ahe5$SX<^w2<4$2rT90F-yV=c&0lJ(#`BMP zJ-M;@rpBZPz>L;$Q^V5vfr6Po`5^RViGG-BdbBRhtY!bO6I=7m!h5`)Ge-=zyp4qj zq*wn4#mJ<%dSP$u&nQK34-vZup7~xNZgI9A`MP_CLFXUU!a}XoOP`hk6)H?T zo@RsTrnko~4;5mK=f#dMMn$5D?0z;j(~2L@AI=lu?2XXFC)MMvP&{?Zos&MG=l zI_S;$Z<{Tf1Nx(O)A$A{I5L@05R`&d&8GaApR!q<_lGJ2bR2#fO<4^W=Z0T#R2$+qE@0V<0zhCN#Zyx&|Zt0r)JbogaqVJGT|z2NYO-xe3fP3}4g`%g-8CUV0a&BwLr?xxOIwocjr_GW=-x zB${fW6WkBUsp?d^b>XXC*l9IH;lk+W6^b%#M zUrDt`z5DTX$4*<-)&>61-d0CFUkXgCQCnGs#yke-*2`(%>PGGDq?Kk^!ACVV?M{2U z9h1)=&daMaC*Phy2hO-(-7PjXO1pby1LAc#OOvJ5SELmIR`$$oL_1lfq}nb#W8B0s zldj)HadS2NE4M%U&A=bf-92fAKD2euL3O&M!ti+>hH~E?n0i=}~kP*6EhdQN!^Df%Kn`6WzD5mXT^Pn|D7_ zt}*J1{CMES=o$R%b%7@Z3{}z(u7wlgU6WjM z&=^8)lO}<&!CwH&JyopaNfqdLqs_Ob`Rf9EE?2+YA~WizVCf&tNtHa!%;D<- z-FrEgr^>yVC-;oMTxG^=PS9r(bMa+!)lQJ6R>&sQNoK?CMkd@$t27qt`bx*l-+1q1 zWsg^81#J&vXA+Pgb?&2Ah2i#pDs9Pla_&dBn0>_4t?Naf_FT_pSaVu_0#9zcu5)Oo zq1)0fSZt7G+7#OR%Q;rn$=6%SrKX3xTT!?cE9G-((VA9kX;B5cCly3fJoFms9lsjm z;G-@7l$+0Uo_8<7u~)(?HOWt!^NQ7LUeMXO z*u(6D6u6_+V3-WI&=$j@?b9#pa!;dia(mrbXv8)0G#TOT!_sl~wE||mUUB)4vfqB8 zJz4gr$ZYYBah|{Hw(|s7&TaatJO=9gTSJMqY67uBuX1+EBoO_2W1E26;R7(*U03Mk z1kuh?@Yrm`clQFf`eB_H^Pmu>x=NwZ8yy1$L@U-hC4%=-2N9PsXA z{@6~`jXSGF`AJ0M>Uy6$NAvkx%7xAGiM3Wg?nw;z9O6Tdso5a;T(9zkM@S0 zADNa2$eY6y05TUVI9H!eVBC@Cw18^1SqTO2q4TZur0lG4MNBr%c{*`|jllYszAQ|B zM{{by4tr7{b4~VyCiJGjo1q0>eMu-e;BVC4eovifuZ%oeL! zrKi2WM_^cwQm%6@c}i(MhOFf)*w9`MI8#z}R=AmTpGIzaH;-0a1ldlI-=yL<+qK6s zDfC}^96F*k=a4w%8F7nS_PtY5^glxj-!S&x4nHxGMx7gbzm^n)>n@q@-tXa!qO&f> zo0e-KK3Sv3o!oCdP8wJ4gHJVIHsAR{cjj`IFI(zW0Ox6ML2s~*x&euKMA!UA1WH0;#jlrCE6hi%RTY~V~R zPp12mU45MLKY=bdr{6M0m|SeF#!>w{@qP-!Jr})d_kz4rR}bc13%ZW(3W}hO z?R^b*77KMDBmmKZwZ5T3=k2?C$3o<#-TRPX))7vCr8W~G(0m`m`iLpH#&Dbe60@+yxubzFh|=6a-QPFJ@qK`njoEy z>M!+gQW)ju{cR6yAM`$ztNt}ZejV16XZh@>g z-go$)@Dtae?lzcLzHc0`BG&Hp;tjYSimC#0haA9(-4ZLIK7euc)AcLe`6m3*SNN31 zfwO5PbxOF_zFD3;e~wG42h0?yF}Qhob|?Q@^VWFp7HW_C zYISJ5sPL{qNTa~tTG`v27N*u@QM=y(X%?s>LTe6t*kznvgWCw~45e%CQ!E zDu9v*2DD(~3ip8p$VH&+Qx^$Af>LdPs6DP!I8Vvn$&1m2`TmBok6YE_@4oUekd2rq zWphi8F81wc0o)1yNT*9|57yRbiu*)NmdST6qX;*)7mx8V?~gK zKE$EA<$Sa~v};+HAdCmqW%V)x{G)#7ZSKLp^9C2pWV<~4T({8}s(&v#dwiFEWBBYx z1&Af3w;W5lOU4Nit;%6tVWVna{Xfe$>F=3iQ~o;n-J3r<#M(WdD0xHLYZ4)O@n;plNj!lE*DmwbO==Fy+y^7N69| zF8vu#>1%bgrkm>zcUnmIpi`Dux6iy?jcP3!UI1>>Sx_KuJxgg%j}6m*?aAuyw|#B? zeytXf+kNB$HaD`CfD+PXqzI(}ESz?VQeGH4OCFHj!R7Wu-@$pmKDF%`-H1w#tz0ja{O)r-ZimUS$xs|;x&A0B?lEokqKgd$XdB)+ z_Q)H!Lo-wRD5Xj@oVjD`&}9yJS2#gEGFenhRr2pv>>rbF#}b^>t&78X@G4vP!@H)2 z?`3D@eP_{82&unmaV-0PSKxE!`$yRL(M4eI`c+9?bD!didJ!l#E1l!^gl|W+UJ(-s z;dkrjIj|r~=q)x~dZQ28)AkE0Jb`=|(X<$};D|cwKY+uraw;AOUKKI>&7jk`;o(Wn zPguY){n7SfSO#|wyw^AHWBjhy=B!I>i064HG-mzn+Qa@Pff&5hx>>DBmAzLn>QLyd z#TN=61@ZD1AJO|Em!Um!5)IufoL@^Q7=A4C1wnvP+xt9Ev%Vc}-i=^*m$a;rIS0s~ zm5X+_+@g=DOn+VkbI{#R5lEv44oQZke8S`fvx}Uj>JHONWUH6xmMK7~RjyH8~~^19DlIC?3{(?KSH@ z+jsBC-|vDV?{9f^(}pTqLcJ`6pHVum3ERCl;zIj74Q7pfa{xDhRsAiGrkVvJ@B!|* zx$Ak^d-Skx9y%m9&Ui~3JoEgrf2*<^H$Pubo@O0fo#oO{&*E=zow~@*R|gm%<|`Y> z?j1I0JpR&yk1vnuSQ9FG-RWG8~?jyB&QjaxpymtaB`=Zyjv8m+I$Rn>^A9{`}^vg@)uZ>(syuBGRjcp489qS+4Ve z!1xMSUgc3Gv}3=?q?_@WkLh-E0COIW{)_MlcbPhn^dP~wphn^u@$Y{V>JHL$QCmv>a?4a7 zk)Po?DbO|aiy!L!MupN|lb}F~pOMa3cSpR_fDpyQG~0g_tug zV3wvp|2Fa`RD%sGO)}V*k=iO!#^JKtC>b;FC>pmp)PIu&6k+s6kmKEBso^(*zs7Hj zY@7G?U<#b-x_B=h-?w;Sb2XiR`P5+eDU~71G(w~tx_Lca-P-4Ul>-q1cKi8Z?hEFE zaVH2SBnzRO&*wHYQ=fT!>^0t|zH*oy{NsMw8HmO1(;XAces@8N-6Wsf*3&78!h46h4t@tv!ZHHCpUr zt1>xhp9Mi?tE|Ns-0R9ph*Tr7q^=0f4l0`{{+tYRucD>5mpvV#ki^>_j@+rTJiiWi zRo~v);^}n1*_Gj+<2}ozPv`DT=SJ<)8dp(ct&~cShep?6ps*|VxI}g6#o7e{Yw0~Z z?zJKiRAX#-^ZP|}mUQ@*D-WoVxUi>@B-cM6o66s|-tqOThabkgxI%rgkQ?k$DA`7o zcqNvEeU~($n8J(GI^M7G=&tW`KlBy(u#>v8J-$+$ipm;9e_FGH9Gku;CQcPsMdbCP z!Z$RR;|lg9A7bm_PKqoMXl*ry9;|h5@#AN|alRZD**+4O&DyAX#ir%i(L*?*TBvR* zvkSYt#${vL>#}X?xIOuPl=|a76HkTRlB~l2SJQcz5zl=$Nmvf@N22lzA{e6$Ic4N7 z8?06f9ttP#`#1gj=(@GVi<&o$Y<{ly#FV*JLZ#g;rtH}iQ5dvfW{B;@^ybvASwJkX zKUv2*L~k7!?@6v5!@>H=TWl;ej{VE^gHMVJuq*87aD1&#&>zo&ItU!e1?48Ym*L?@ zb+63oR<%;%@Z98qY6+o{fK$_aE9MAo*pz0e8BVi4%-e-|?@8&CI1{Jn>|1Ng%6tm8 z=lr;|pTfUpVd4UNtmIn(h9a%H%hXCp&dINhZ(4`fsXyvn!9AC5gHUQ+Y-yLnut~csV!KU`joK0@o2vWCP(&s8d?(K@s(YpXVrM^m21nLr zWv_Lk%P8LRZfS~ z?ijeKoLaMM6pjx14gz^6?Xxb@q`pyGF@LS^&zBZiS*2$#89X|(?F#gS-Rl5;{C;8F zI&;&_dR~64dg{|7UFedac0K>NKDgHc7%wA=XLBOT?mEZn2EWU@5MTyXR2Lm^GF)YZ zR7c=LMGXJ1S}BR33R!Fn9F>%*{X7T+L6DI9P4u5_j9{AKm% z_+99jj}o07Z3w5)nhI&@`FPg1S)2eG3>F%hLvqca&}B7=(jcvCw_C+)vUn0a>BL+b z!8Cnesa>IOTc&MgExvvq<HaTDAl`s+NcW9wbHG6m=a5MAjz5J7rHDey#UEmNR`xmxIU?T0lxJrm%>iRdZl*S z*)~yqy8U>{eupHhrM}H}*SoR@hu@aaOP)I2l9VbtQwg7(y~Hw_D13;^NA)@w&dQgh zkt}!f_JO94P_?ULrZ-I;NQQi8F=*R1<6nQ%CL8CcovNxyCgNc<%k?$kMu!6(y^Sk) z+Gi4PgqtnAd-d}^^iIbySlNnL3tuJWC-Ru`D0>`T`tu`9-$9kw>|R}Q=z09x3*^^?l^j?%lX%(jw=eyi z_|Yux^n8tIod?5OQOR|Zp1XL5!Tm#9U1AE@r|#W2^vg|nlOsKM^+k%OGrun!7Ox!A z6{vKvs|-hQ-y4)O%x*kDDSW+_M>xnWzZ=BA+J|aq)E_S6(rF9xVt46xu>}Pyg?fAZ z%;R2`Hg^Z#|3uC4Q-AtyCoEa=GB;!RYWCK?Wn$&qSmk|7i#+u@XkeO{>7(MCYwXw5 z$8Pk8fQii&z^uj5D?VP4yJXhw{2(IyLlQ&Z#>q-lqxUMzD)Hf5KH$#~?hjx+sm)M$x^9HF zILrwhoIm+1q)j>oqLz!rC=Cvg4!y&F0K5rX^b zin6CY2N*1UUp+CEeZF)$G-l4bHlo->o(Q`WdUW~E-1;M5{mKMp$ZmGYcdo@_2Vs`A z-(16de}>AI6>f@v0RlOZGyLS|JgxpR2CrPSN*kn_qzLuR?yaK-Mjp+(^=SnNg98*i zFtY)9_nwTy!dB>3Pd`0$G^so68_F!sbh*q{X3Oj8i&q?iC7$c3g9q8~wxlN(A69Ta z5xP=Xwq9W!C*;*2XztltzLNQBtHE!w4&8;6GIE2{hh#U*-l#L&?n_s7xt$KSN6$J` z4ofIj^HuNLEaSB?yKb=r`HMe0*IQ3c*jzPQrEu3BOo3sGZ!Ve`g#atR_K&-!^G8pC zVl~Juym^110Sg#%N`|nK#O^ASSbaUOVomWV!q2sE_8X!S6AcfxTBaQiYQxe)9k&5h zb-&eqZR~b@w0^7wi3klzmMsH_gze-U%ckBzvtKjH3dPuxeSHf3-s@3GeIVDBDe4OY zggeK(S1^f#&F5ehL3=*<7;EwwJ0&hyYF>SoF()VSubcX|4~*uvG3T$tlEAkpUao{| zF65El5ZCgg} zuffMg?gNaVRSrx_L3%RZ%lL_tKTEsh+GhFb$9Yn01g=Om~YCGq%p=mX`}S zGn>21X{UX(BzzUh_eaU$ckZr$fcir07r!v`jRSY^V4|j%?j-685UI(cnD09req0gq z7$Sr(03UT{*xL2C=WAmIlb`e3*AQ!URSL)Bxc4hz2aTwH%8z&hj7#lCd4DNH89`xG zC&6IEw=R_n>p=EkwgQ0v;@Az>Ih(q;jccoSJx-(4D2@#fsgqZ)HuU|U^2ao!%WhV@8m~n(qT_5uPnW=NUhS`w z&v`LIu+=x{9})%k;+fO@tglyQNw)(*K*eFHxkNs>VXM<^jTE&kG-sVSvR-6CnO=QB zYJFR<1cy0>H@xLs2-}|XNHa_6S-Ps1U}Y^fp3mX20w@!?7{$(fLN7L*>r$*1ZxoLZ zjc*rf>T=cTcX4Tc*k#FWnl6mxD0)SWfUOLg^7=x$a6|>YMdtPZ+p}o^q#MsXZ5ZRboj&_u#PeFqWqlRhc$}8v0Gyl3hf;e zI>!vuHH9v6g_!Fp9NTMbyLH!2IphPOGDE;!FL4jBZ{=UsWXl;0NA9S<=yh*Txyo5tozg?Qd#b%!tI_uVs;xT>N{6{BjFQp4A(lrLTB5|&73hGB zNj%v+3ycl^;9dcCF$=`nk}_Z$UuWn3{mU40L&Vet75 zFsE4z+jU4TjGYZi4Pc93*@8%tnB9PoQ-`nmd+lRB&l^E`D}&3+%t4kt88$hR>h!ct%D41SGe4BaTAe(t|B}0qH_w>s;Syb+XEnMSeb3zC!X{|l z)vg~qnDv#CFmIswWU>r}YdLsezlTWaFas{2$jSNx5qwmAQ}|->;ku>O)VMpq2S%{t z_o7E)+jx|nFE^@BoEP%})Nt1&72*%meg!9B>c4z+#V_C{y5?rb1wyZo-W-*o5_0D2`-0bgo zrTVlQMNp;4IVdD0J9dBl^g{pCe>7mch1`MGcf9(GO;j08a(@zuh0t%={W|C^yvh*n z(7;l<)BBO@EpCfKb%bKcF|mWu)n0F@pF3DIduGKCI2`Iq%eBpP3>8UES6YxBz7JuVRi%%Kg*+L``Fjmp8H z|3~KcL^_J|#4LGzc>e{;C!@J5ik(1;TWsM}A5RK)k2F&uQXT`GwTgvM&~K+}W&31% z^&A_l6_>G5u|KZ3j=%yw%v{swN4{d-{N`?Q7E>csA1mu~RoqLorHe&uV_(?`$(Pgz z5Wm`fd>Vrryz9HZ@T}{I!NkqlCWjBsJp=0P(2b2foq;p>iq@>ac(TLIBjbO6-08&) zQ!CCJ$4sv_mDjenEb@QmnOBxagYR|8WGb?8Zl52SHk}LBQTx7gM#s+D?W)u6#c;06 z)BAaK_P?azw7c>&cYXh{RT94WL;71E4V3an8D%76a(}hF!N`OBuIz1d#7X6~AsdL_ z@nwlm+HNnmt|u@!po11fr~;6(B`;wa2PciQtCrCqie!0+Ds>aPiIhQ2v|DhB;p2T> z3J+2uCtH^N`VHB7)13Vx3_{_;qj1g z%Fu@!kidjw1q2zq)v~fcY7I~_wwA0}>){~{+R@h2T~IqIZ_Flxn?_G-tMLTmn}+Q= z-0@y){`Acyw*ckAA;RG0#)%^f-%540xa^8gdRHbl)~I<}6OzyTPJ#nDr-UShzW+$I zKwHV3UR9ef?7?fvzmJZJ4NKZ4DYYPJKB6nq%4%_aw6L9C9Te5kumidZENBAvN z^4Yg?&t#XPn~j`}cm4{l&F3Vw4{bi@5|lRZ#cS?wszu9PC1({z0(zWGHnkqF%AYhx zS9?FTJVMcai52;ro)b{v=%e{U#$2b*&CLgc0EB_EIBl(0dnLmNdIo`q?q3Myr+Cjc zzKm90V_7lZ?tG(paZ?N18-!%~Kd9x85efW7?Sm1m<;thuKJH-Hb>iq{Z{gz$CfE9m zS)59??czJ*g;Cd(%aBtwUs^}waU$Xe8S{LH=H=P8$v$Y{QPBoPDCsOTDag9pJCd2;a z(&owxry8Nv<+0o{+O6Qm81)+nha=0UG4OMRaNo$yhOiQ(F$GQ1Bg%^~pU zvIXD3qf%8^(kEk)2^Uqk)yzns&W)O9S|4C9s1CRKAbC+fx3^EXKG{x+4tl^2y|ZM* z=ir@R3bV(+$T6NaxHp9ghRY|qeuoGC7{80lVod`K8Mcyw3j-N4u+iPfqv# znar@@^s5uI+T_^wpzFXh#?>;)a>`V9(&XnQzxgbcsjy$Q`lw<0lM!6Ec;&f!)(jSc z(}UZfT%7f1!2X2ubjRrY5loS#Zuq*;wl6o4_tx)K@#fLWpVnRq(5Y@t8Fpn~3;#A5x98hc0fRaI+1A_ANZQ8m#(KXdC3tSv`g$^d|2Rk? z26YPbjzp4c<>wZSP|2J(>!+0@mw%uv%y}Bf1-nIApD!H(_eF!MMOy!`i#DR~ZJEn7 zu>Q77bk8uKac%C)Q|HAkpV#>+&SM|}1+-^K#=Hf+Np?29HSr~@|Om=S*a;v~EuUxdOz@FP^ z!(K2&k`r@(t&)~TwhCbj`@J8W+15!IV)M`o_S5R=OyrKk(Z-;E`D=x(F8@C2c>c+H z6K(0g=?fwaE>7$A{Dm?Lw?8bet|rWkymMWxJ_p*}4E+v9U5dRf{ZNAF0rR_KVYp`~ zgQpj#)nW)0;5xzkR3#alfXy;f7QB96&+F~SE(rqBMBZV!^8gxG8#CzqDQ#N6<`5JV zD3SaP`l9-&m2$5|g}q7Cc6R7$`6!Pl8 zcG!BSU%!OS1tQIfYp9U}wea;n-WDs{i*nSjNDpj(M!Uo46$8!Bjr4VC@`*+}#ChmM zMWXh4U;jiCaZI)w=hxr)IQ+i*NUx@=59|37#qZTC{tiFO-rU1j;Dzf3y2 zv#YPwqyH^sJie}u+}Y!?(auqjyR?DC$4&CVylJgTg+9d1-bzQ2aC3OvO4S{*`grwk zo$2IH(4T_2mz~%}_c#>dz}~8R;cq!c#77=4rpb=p#GgrI#O3bb`AViBeP%W}(^ejq z7u$uN?hp0grp`BW)b!S$j|JB1hhOUjBg{=7O91z;x#5<>AQsc^}Hy}gDTf&iUyLb%7qxi-J{+T&!bv-*~3omnAgfd&?+qqsOi;B{B$@Cq1^wu zjEO&)pHAl0zSc|v;W=RH#VKAW+sBH>x@S)>Ew?{UhramxO@1H8c+Z@tDPMA@tu^}i zdMERqq1)0RIxXEv3ATD8fzM~iGr4Im`-!x(4QtTb)5bhZl0bH2+dLFM6)>$%LBwsVX>bhwIUu)kKg>$1@SlQoQ zNgNQIO4^85DaWT5x(zwf8C)Kis#Bk_em8`J(e9+_WLG9~FeX;h=(T>W{MujIjGJO0 z;R%5TU87*3Rd2yxTf^Q7XsfHeja1Clwy=MnBqy0SPw8zN+$BU05`blQhc-WY?S$hH z+)KE+D7%Xy(J_!azDY{svN|pNaWG`teQ4Pwi?TQM?(+-G5gZ;3y5lIV`AZljb2Tl?JKRl2;{6sP~2^Vr$RRx4@=mFJ{A6?G7`+)`ByK znfg~-4r;4|(F>YYnc3@PcTSGm<`49|abfdWFPT3N6NW$SW@1jud%c2t z+RWTZ*}}qLR#}gUB-Z>www9zc^?GPk&bf6U+LW~-+qOsb@?uejB|SB zZF<}tefA;;D9TD;-00PcVVNE!L~v8~eBsoFa_)V{n}UF6*Y3RLRv`~bELpyDG@1v- zE!}Ugi#t4BruVpHDYMA0ap_(I{ERb^^>m(pc?Igl78jc`XGc#z3ZAE2USOTN+&(ME z$7wmF^>aRPEIiYi8nb_+l^dIpO9iPm$avpWUxa>9xyG+Wd1a2k zu#I?ULg{|Z(;eOk#}lNj?^y3QOxaC-PBi+5qTZW?oZqJ*0^eafX<7c^NCEH`AaSM7 zlQn?X2WmDIb7i`Y-+$Z~nH|Rn9JT@J3Wo#Qed(|ip4}F+XPa2SBWdJ0{afF)bB)uc zTLv=VnHFwXYE{>9YHPdRAEQt$Sx%}c*)U50h{T$`mD5n$^NraLTIYc^0DD3|~?_Ae>o70{>TCKI- z=echh6xPh<;*Fsd>&K052F1@~R-uu#=X4PtYBU+Bs`o{rfNepb*(z4+#MYi|g|w7Q z(z`O*KB2YrV5+U;1&mC+=ueD0c~x>P`C%TB&8Yb1N!dEjX6gIy*d>``w|U$PrNW{z zR9?Cv#DF!<=Vu>k>ms2c7w<29Di*N)x>(opkv~2+ij*r1Urb9e@~AS;>dg*zBe^v9 z@!bh!;{cx{X89#0|6YSuGx>A=?l$vkek|je#BL-G^+k(*EpqYg{$^0~Z|I%o#o3`H zE|uM~dF&B+eQ_HZ6s?uZ?X{kgX((J$2${i?s~@s+eMwTW4i4`hp-)D%7H66;=qdGX z^>Z@s7YpXTs^PTj+ZF||X+whRu^^e3Hg>~^WtDT6Yn5ga|P0?$L%zTfDL z2}n?KqUg;)fu71@stDf1?bK%Zl?vXJ*4dpmXEs~-;Xw#2GZSnogckNF%xBGd`C5Ba$CK%t%w72 z^*FL8e?D7i>Tn9a`{tsOH&T@w?y;PIVe*~%^Lm9U z*Y9I0Tdai4*#tr=^&mdn_1&MJyn9~bR^N4x-ie&2X=^T(N1v8`#p8WZIoP>EnR@Cy zeWCjGEmy)9x!&6193S47)7Gww|LP5~s+z!49?|{aD4tzk%^AD=Nh<({=7YC1vPg!* zL7=&Beu$pO7GNR2cJCdWtxV8rzsqV{z*jtok;jltId8>=bW14ZN@FSu{{0Q zq^|OY%}%m&Z33<6UOL9+4mzgV_F2l+>PJN062N^hcWi%}o1s|N6bfN7S_e>@7MKIKMdoUCcds7R)@zsLcU*~%-SWjLcDoXO)y^QW`h=ey{%&XxB;UVl z2<>F{ufJSx57GW}nMtFaVc>V3^D!X3E(5Z+N$Hjk#hN6 z!GVkE$)igfvBuv#ozRNd<&ly{l6Q?d2e68-L&5^gCu%C2BVy)=dTZHJ6oBM5b z5UO5zC&=|=1xW34cd;JMzKfJj(JFKgUyC`zV?4q)YVDObzV|L_gM6i6HLtmn*jZk? zccWQOt-q_^I;!QCpu%(~Z?3iwyQCAKh4xxK1HNNsa59z?4RP-erYU#lF?;XpC>RgNBPMrTM;lCS(;!@t0=|cYJTgU_iOj`s=#KkHB7RndUreev(Mg7 z0;8V@TQr^{|9ffIx%VCaRqnu;mJ7YYoP@#K>=aNedtb=6?aJ7A$ZhR1(Q@`#>eyGc zrN*P=S2}rPKAK_-sE0}^B-GdCdzmWpO0RKqoA`v!HRgj7ajN{NjW%Zci?m3h?$PMQ z=T?6QnhG^ATFXFIMCThQ&^ULO5N}Q!wCLwk3-04?zPeW}T=P0b(knOjb?Nj{m|@hc zyv;(ThoD`gMDy2fok%gU+FG68Pdi*1<>aj4_X#=9_F3NVcC?Hb35h&Esu>^%kK+by za1@ZWeyjW0Bk7m2SzUvgc z;p9loJo*pD`P*T+c5QHm6pTmhzJS_HN$sv!^fI$szo}eg7wutwe)@e@UctCFwowlC z@8-vT<5OqBEmogiktbJPs0m-t+uPEBtIpS9X>DzsHCx<-zj#0?l5r80*L+Z?4L#Ef zexQU}HWnW=Hs0ZW$5hitO%p$N?!FUpWB%N}*mGlq)A#APt187mc$*re# z`54!ywM*6_49_c1ysOhLTDu-x)ikIGUE^1bDRrAC!_S*a;5!XIE7C%G-qRxk5$xwJd<_Ynf$;#=pg+4>)x8u=H zIzt(XO7Ige<|w!`SFhyH)+2Ayh~^ zkdzw#os~1Ia~^H38$PRU^OK7@Hco})c{_h{xffF3wsjrnrY|EmyE`-a!&dEYf0y98 zaSGEd@%gAZ595f7U~qmG^5$QIL(xU{x8B@0@aZvXk~Mh7B$u7K4O2E|X))3c?)AJ< zrdqgJzSGLUiw(Fv5Wm7v{jHv>?{(G9oGbs3`hUa#>EY<~v>O-nrP`9h@C}H z=cGyJv8*tkf4i@Jxm}?a^_@R-XBaznvk2rCx3LMbX1x$UcJ!dEiAB369{y@4{*ddF z!8Yu*uhrV*dwCvth5Hsdt)S@CYG8Eh40(1CknKxpI2^C4-P7LOW&3OG0pu(@Rbn+lx#wOwEE+@x~Edvoc@bVW(7Q`Q{^s403!~(Z(>z9zbpEAzB z&07u}F&M14t0K z?syX!cnv`tM2vk9U@y2B^1}qL3Ku0wmvcXl?^OyN^WND}Rylm!$)Cz0vQn>eZo9`l z%86XuFVV0?AAYXF;3|i+ZV3j<1!)J*#&K0M!|ol$pt)%bqA5w_k<;J7^f<`}fbTvC z0WOY?gWl=WI;;ln+Qh!?W-^f<+fnCYc&{-C0a}Oo4VXE}V^w@UNW7d`)+hYD~wDR^$dWIC) zU-TENvo}af=Y=yX9R{yc{jPP@5YmK~WDAXF@oSX+cZYIU2)YWTX?mH6WvJ~e#K*B% z0e`bT>;U7o3+1mK2p^6UdNd@y7~LTy2v;PNH^`{?{#nNhR$5L*dlQ&D_CcIM;=EKUtf^feb#W2_87XJe-|hPYWib4%-PE7y2I9t`h~)b8ezo$6z$Fk4?cp>sfe%T-f)IT;bF? zX(g95Xm&sCM{&g5(NLd6+ncgk=K9TQWm^vmkRV8pfDwv)?g~}3!sn~thsaDvXn6Kf zarK4hojrK?P`KEDcigOC({(fVk_>lo!nIYKZGQ3RXU!urc*xoocWTLGa>}o+OE2h^|wc~pt_th`IoS7qe zBq~j0jS-V@5%slvxdqXt!I-9M_U|>uT+mG(7z>43ZoMBYw;1w!Roo#`1iGjtYt|A2(R=}@3oZz7GPF-j z^38lfNG>U__fKh@7q><(=Xc=H_iX`Y0$0!IH&=ODY$THU1ifH=MT z`|o5;_g4l#1y2!vJ2ZsH5;PQ$G+l7PZ)fjo^}oO6dUx7it(mJ$yaIE3_|s+kKf$&z zm70V2gzY3VgUgE4qrweeEmRM)dxD83)!^ynxkC5y{Oj>Y z@e$6M$`~}x#U>1Fpc zdeP@X#(t0c!A*^;Tfs^?KWRAU*P=Z zUwc|Fj2h|-n5bysb98EmJFO?@bFlCPmU&^aLF#nnZZd3ug6O&W8E^FeaKZgvD=h2H@Sun*rmTa%#hPhlZ?qq?s|{S{VY?~{OMYj zTpyn4RU_+E+LiZ?-t^FDOoAvyb#smlI_3WDvQ)^m)p~)leZ2W?8lUd|?Q*y0g8EY2d+E*) zp(t^!8FKvOT>CK%q8a=5(t3mQ0-y<}9kFO^WVV=ZF-`pP(Uxd4e2)H}Ty`t`z#b^LHXHQ)K@+#F!f0Zz9@dlD@*>vo+D8sS$k!mvIq(#&Jn#~*hKJkH;1 zv2*QlyQ+5#s?T)O+>Ki8J0^IXd_b*U{&fD{dbcxsB}Tu%C7(;Y)$8C9+qWL>@UyeM z#}Ks5dXfP4@)=5%#pbFhRCP4|SbKi<_gKq0_;%e8;e1E_N*912f>BW@*43y~I9D8W zI)|-y-^FJfsIegHA`2z)2k8$*yvWr}YhJ+*D|YmoHs8$&|DEI?uxE|Sss~o9-q*d; zVVblBbMKU{#dEOw1%=oYj~-o&+Ir-lcdmQvAe{3I9qIq#N z$HqNpAa-8EzbNiu!WYOvMFZ)KDWkt9uLJ+`ti8@-bLO@5;chfJ*hhrxn4=s3e8$Cu zdoe@?J|*Yupg0Y)L~TDfjpo&i!}R^Gd26{xKw9cBZOq0MAuHHg8|%%=vQt#w!HF4v0 zR4PF+|8~gZjtg&COf@APgbRt*We?U-w3~aqleOC2Dt@E~vR233%=6O0-Byo9taL12 zgu4ttCDz?&=n?okv8aP(k=y(E?`mSYVcD1Bg}j)Qkz*p-AUnCW>%BwG?7ZBlU0bx@ z)#WbURqGkQJUvp-=#j3}xOVDCP-WQ8`xkw3{cy(51-Yvb3{!61R@_U4sCjxj_U{+6 zB9?fQ09bZ|kESuZYz807*Q(jf@6sUYfgJk0{_RSST-M)bv1!R&kx!<*GUIXz++X=BLQ?I>@TRbVRIN(;wEV775% zc2IEZEzL;n4c3tRW#M64c-jW`)YUyb?#gsE6lZVZwry>S$m^R|JwE96nJoMwMSj^kZP42$@70tYX{G~h-ByRoLQtwfBky3R zwfX5;ogZN#Jhj|CA0(C2r-q5zUA8w`n{kf(tlSICT4mE+)n`^I1CI4~(9CbD6vV7* zX`3(VcVi`#H;4WfJ4HP8oC+EDigBAQ+EY46^u9XHzRcC!7ETdp37VJG8DBQlC>q%x zx@kbx+qmUyJl|ehD>O&7N;0ssa;IaFmON)pmJ27jkqMi;TKE34<__W`$CdMXnZfRg zQ?FRMtV{>)bkMj4Q9BOIneks=tk<)3_pN}f1!!*s$Y?^P`Ba=>Rr^Dx=`24!#aMYs zP_9{_Ju7$fhaYDHVbqGaadv@Tohxnj+a>ut$ zl&v)4Z*I05Z+bKFPOIAt251Fii-9ja?jqV0x}6mNQ&kABni8~p%&*$%sJ&q`;;U;6 z2iqRf&4A|1&o0Ry!Dg-ZP&s5^yRnWx$U#K%XR(@&E8pE42IIR?Z&noYf1B!qx3=ma zTa5wybT zRyVnGIdS6%6o=$GL7Sze;$->Y1qIorO?P@@lLh7j2JzPh+>)VRm(BAvc zP=4Vsvcju7swPnTIe*RAN(!w9- z1z3W*_hWD*gC3r!rj-liZG&@ezoRz^y`xko!fSVX*gOF806`1vwc;kH`via)(r=NQ zC8J@3;i>kt@qI|y(=m(%w64BQx1hnNEKCZdl=J*?()r67GGi>ETJwA+oYF2=xWc#h zD0(J(P<}OFc$1mXSM%7NlWN%Yy%fGOdAq~U!$l964!CAHd7j&M+A~_~4$aR*nGl~kI1hoC1J#c|T!ebdhLm30 zn@X?pNa4|M?k>`nW#U_?*bT6$Y|N+&)`Q`U8B!1S#TUbBYbV!lzs`lL;Z$!s9o6W^ zJ)&lDm?9^jiB>co1Wsd&xlgQ-864Bict1eO+2?boHRjT4eZGbRAYDPLqN?Ne!!P8Q z`lG{Uw;rO0#%ug6P^Im6d(DRVboQ+Dx;Nt>DOu}q@XO(bwz>y}g%87Nh*_n3r+z4| zzwwh=L?Z;r+5C`?=PK?J=iiL|@r&`N#wTP$Lnwj__T6;rzwi6#CoKkJK3sId&!?fI z+t`F73K-5$uyERCATQR9#`u07tYIivIy9z=GaSad<4J**-fa_>$hm!PlRStNKcXx45xYtT)5V9AiuaT>ASNk zGTpWq`ERkdId=W9q0b5Vd@@PzF|9?QEpF7qJ1=#<_fT(i_@Gd;QJq-g4Yt7a-x@ak zs+w>lcklMcQWoC$Sm{-X5otg5Qx|VZmpn@#APE7r?`a=Q;FhS?Q2MK?J9Y4qJ#InC z8V#z=mXgle6!hQ=hgzO(gu4s1`ZTL;Q`Cp?@vz#VLiaFV)|7KOGde3MOth&urBB4R zAoTomF}e0W9+hLmUGY7=N%;EKJAcC;B9jyHx>{9We=Q6P1_z69^~F~RyOLmi|H1tE z0L;YP)NMNLjo(_JZxDgl0)J`$`d~=kChHfID^Cd*QY%Ae;nu>6k2^ zs(qNO*}{qPRd11k&3m$BM6#FHN2PGvJ#a@D(@YNO3um>;u`%8xZ>)-b8`CDFHpIlR z7mc}=juz$pdxcGhhJGiN(Y2E{mS>_?(X^#lvPL_Qf8QRrEmsDL6aFaQOMipYHSF}} z98`Ty%dD3w%oFgsA}d#-2eSF~ba(sMVX#N;OWm+bT2=CGArmCHk}eff>ENo&%{zrghbGO9Dt zR_yAAMH_Qi>gmP|kJl;v6j_(pZM=X|yC7O>qh#)~S>?m|Y#($?)FeS~ztBiqfgPc-isIvs zUchP8bB_VNt?8v_jk1Z>Z8%&qHspBYJzlH6rChx2G-#^LoQ*?u@IE2Wnb!UDYagdV z$I;_4M)H^Uv7Gk_Hm+4#G2);=qHDfVt~FfL0*49m6m32&UQO&8NXwO%8rJk&tjYDcpH-I(n=%NXi=zcQK1bVm zt-Vy9@3;gruJLPe>CFC~!=pCoQgNo}%kJi#xRL3gM4M#yW$)Yr$?|C&>4Fph1{0k2|DUMKo+rQnL>{>G|@C4gM<_ag9gKGkM(S4uz{vl-l;7FT_xs&pz> zM)_JHeB^NLJghuEIrVxzFj^!|cWwmDsjHI|2f0p#`|VEc-i=#?@G`%X%fD)J$!A>HDx&JW z@+4}Lt;k}T@oaf%GaCA3K%`sm!=`LA;a0!F2-E#*kGJPb zUu_F-tC1@GrdbC=>{n}24p*OyZ3y~o+B?Al6kr3G44hoWlSOb}{P=-z;$YLb_3(T= z!V(JWDI5Dz3>O)wbTOccWDBH&$-}TZ{tk3&Xsm(z0p2#MvZ$F-FNVv8)3(6`8S*>z z8drMAZr{X1OU=QXzqK2Swr8uLLHHUo&p1y^$Y)>8_UpPX*N0CP>KCu_6F-}i(R(r7 zQrbE%BB|prO1G0&Or!QVXk@jEei}_{_vw?}RQtQT?!;Uc7sL_hlY`ooRwx&}xYfLe zYAn6Sh@!tjn7-CWqO~W4MPjG=oK~?mMie?`Ed+=MS{-D5-&X5X*z6jH5CUSWSa=8Z zQnbcP&K_<;zh=|BwLc7V>JMc3peDlgE5X&2a=DBv)8M*;ef<)QN!=|s=i47u{Z8r= zdIGRQda`_=!6!XFw%zFl)`9CPLjM-jZ_r4RvYqE9)_B+e$jIys<7nU8nh=nQU)33n z-=LpA}pq*YJf}(9MfjzWo1b@XiX zIQ6%mU`WvFZS(U0=8rRilf4+v0*(d6>h9G!t%pUmPqyYHkcw|DLrJU{*X zeU{rU%!V7Zo3pF?Weact%x-UqO}~EX-#^XYt6fR>;x3sv9ocA^vUxKu)oOnZ8eiM2 zO-f2>6!Y>x+>q*%Zdwl+Ek1^LJCSeYQY7Jh<;m`+^^MXpTlT)+UxmM4Uy;7! zJzU!NGBb&ceEl*zF%Ku2q-ikvDWn!v_uI{StJ|YeKD3U#R*4^@Ei|BmS6o+`MW;Z8 zy2v+_M|rz?{0fjdZ?~RnhuRGmHP&+}{N}c+<3H@Q#zi<^9uXsVv)(sZ#jt3x1j-)c zYlT>&CkK}}_8wM;!{?oL-l~qc{`uNOyD>UgZ&j(}xG*w$gYD}5d_idIy%1jv6+yYW zo>%W(hpS#mY4($mzkDf^*|f@r0rV+&5MxSI>5NmNbaVA2B%!>eM@ISAC{SDkFyC#m zcu2$gd%J`+T?F@(6@o5LT}1lbO8TATif$|ANlz2LRl*!9-jAen&wHMX#tXroYt@QG4?VHJ93} zPvvy5AWr8m!R7_DDd0ntYxZ;!ji_L+CY5xyl#LCpQMqYvETU1U+-Pm|Zm%|rL@O?d zo=To%3Va&k3b|R)rtXX-vOP{~wb$If%h89VF>-?HRF7-ig1Ec=o41DW{z#3rGD22o zn0NjXEQx%Bq5LVmwmV<%PZG>q$J<5JoU@u#4ayt?!1 z5>8J!0TgYh%;<}ivP*nYGDGNe{U%%kdthn;-J4w`VH1)Vb~}Y zZ5Krbjpk*{mFvgbt@gD$nBj(R>RA|+pXFe=F*OaOv3i|$9KK(V5`rMjcOYylYjjI} zU@g0Uiu{aw#@INwsdSf#5HiiFddlq>A$>yz$v=Q#z%1tDn>No1&S-I`$J@0#NVu8P zRpWh&8_f~##^Rl=rH9GlP;FN(oA#C&46S(v%0{vOU4Kxus9e_h!TPBE)!9W=j_cpQ z1_sr%XRWf2`ixP&-=NAD{uRRD!%Uu|Bf!FaXNg_`OPuMO1@Y{Bz#zG*;}AXd$HX#) zazHP6jSr3LJHjRj-^o2@!FB%E?;A5Xn7^=ZZK^LF?Ghyd7H{GC8MdxVga%33vOOK< z=+d%gDf7}-d{uCs_E&vAqb|_ko_@Lylf(?vhYP41VvuKcGVCc!0>1n*Qhsdlau(h3 zKgMgg$x`J31scL#xwaW@=XeJhX&b_c76qQ4YYqPk=UWJ>o(j#~b7&DNS6J+^n>nw} z_Ic=oKtQMk`=fm~zBFcQJ%4wGAzLIL-%F|a!0ObIPcE_xFrHBRLRU<2hU($B>s54Qa(R+|>uP+~w=E zTEz+Mb>cQSC>5t|XLw|vYneZHv`2qa=^T+i7T}a-tgl?x;wr-GLer-lU0_~opiatE z{hXq7(|@v8?_(iq#l|<-9XG;8`dT?m><>}o{+Zid>=mB9jr`@~ZW{U<46IK#+yq@x z{dU$?G~}*f=3UtJac`V)#(H*Yzox$vhD#LlfS~cX@^)DwS>s8y#h9f$jUrNczBRkI zU%Va2XG$VF+P5wXH|T3zIZU)b!8>=g&Uh;`XS_e>s6mTvDGl*wZdtQBZK&1f#W>pb zZi=g?)9&R<=AsEX3~@dtTI`cO>4SaBi1T0hVvWuZ_}tF88Rv$ZvtIW7R@9>ef|@ z!HH=yM&FlPR*`!+^?I2&M-RMPOtP}|;y9p}G^09&Y<}!2nC1?#T-JA>rdbfcBWRfu zd3dd!eh;lj3_9{)BJAJH8FFMj;uI*TMtfiGFaL&a!yBp+PKg*d0^O7%fLG6H-38`469V(4zGj)ehlh=%sN-{{loKHJNC@J2Um$}7$CK5 zQW+QW0q2_Q3;PNV>#Q^3QKZoCoqhAN{|V~zzV4sXP2U=RK1{HJonyC3>mK`D0 zq{wlRi_p`Z5ks~cIq%NlG!UlyGxLmv>XlmG45SI6kod5+se&PFMNou-n)r!R$JXSn;ZyMTU zG-zL=PyS)$bh!K*cgTonA;SO$xb6pk7C&LW#NYKM3b=+j?WCnjYx_JL|DGkM=t@hq z8)qCar{cXb|DEaM94^Xc#;@4J2K2r+nY83HOPzji&L7)@(tGn5_VR4gY)t%^Z4$e} zu7q;ELtSl8$0QD{^2H+AQ9a#Q>L^I)CKEsw)))JxIqFZ7ggap4V${zV^|Rl^$;X}J zZT&B+)`hK2uDVyydK`e_{iu|0x8-zDSC<}?%-PP~|AIp8XV+911@h{UbX=>&mbqcS zqzLkc{0&Z@95kTJrHF1~Nl#vXjTUvRc!mD7rSIm^d^}&)YsK8P;cf4bNfV%Qda{4A z38V!cI|Wlzrf$Pub!Se!n@4u2s>Xcw`b%vZ!PWu@MIUNnizD~QnoW*fI-gigPYb=PMM>6AY! zL1pTcs{eI67yEeza+mlEOd+7rRH=0PSL3Ks_%h2ywNI<+-Xpd>UxrSPC{qY3cv3xpKZs+A}tjMVsC{;|9Ux{tRlXkI@ z>VmM4dp|ieRTxUc<~RF`Nn4i=i4yAEA7UU2YdOA+zQQY_FLVt19C`P^H$-_R(@nXt zk#cjKFI7JMR{v0h5W}k4pt=ap`qKEBm3#jE%5Jaf zuJUPII)hZwk;lH3k{|cbHCeQ`70)8>^2*YFRF={VlsAjw8V-Q-R?ckR>pP_6p1ibH zI_!Es|I?=q?+jirT9JL@+qzfL^Cf^?E+@dU2p{if@j*oX14Y;#L=Me&COq_-8Clll z{LP-hr@l|jiiD7xc;{y(W5-=aPQ1l?uzQjMR+>GnXb|bSzRpC|V-n`kSMJ;MAmQKa z9WP&MWE5IcyS^=^-Q4G$2j@Y>^6^f9?BC$S8EdVlw`ecKHdOU$%w#egws663s@L`Y zup1Vl$wX;&+lh3@CXH-DFjhG`A75x%*T#n!gW$*ZL9bA9@nTlT1AN^5>IQOl3(o$v za{Gv;iks);bZtU<h3BS3MXm?hgB$gI`cEd^W5( zk?WCtsm4C^>+^7>^~wZh_B$2Rn40&8YGH8~M5Cx0_r` zTbaU*mH|hIKVo?V{}c6eA4JmiWFuNgy>Lktl@bfdl`lKrKMti`ZTDC{<^p%4mz4KH z$*@?fRCaU!Tp82yZSr-A3fG;Z30Eh}mek*mddA{-I9eI&zS}->wVJE?FPc0ScMHi7Z{=UU z12FQ}pr=+wUq$Wo7cvFsjTLU4x&2FwnVY^IKlACP+B`N|uV%YTUmd{1SBZ<%Ri;Q; zNF#O6w;ls#`nrmdX}@2BnwO6y{cj7}1$;HylxGDfYHGteKVJ(s0Dx%c$PQGogx;N? zU^0j5vaU>DRi_YoO)wBm{y;Jtf$^8D|9?prR~@>2I#gS+QdP-8P2ScD4Z&=+=#H{b zH1$iVTa6gRLy-K=fL{<;AVg-nC4-e_oY89Rqy=gEz2d#?ubs}jFKk<*8(^7rw)_Dr z_0Z|>eit9I+fD?F6?c}w!-GI~VV$prm?t5V%JiMof(VF4YwO1gQMI}Y>$Zy4fFy#~ z$G6EcH*AE>iE4v0d-^JW`M3AC=`OoV3liUx+Sti%k0p#bR(H#B?&4(5R{OJjt5Bl) zAf-MQA)=5(RKLoVO-s>-%g4zWBaVIoPNm!5O^$~**$VD(O3|F<()K6T*_be~1YzPu z=LPpY5`5In*6|TNlBtz0@o!P?PYTY<7VP=Fw92aSpO$_xDRJdx7Pw;WbLW-xe0X%u z6stc+X9mh#Tkr&R1&WXR9qel`r}HRT^|Hs=)%&EnT7E`fLZpAz95OSSk~R|Z)!;CTzGv{jNR0_pB1h#rx9RQqJQ^EAIbO=Pn=fE%_rd_9E!rIfezU-O96+a9 zxw?lw4pL8GVCw=%qzg1z8}r%sVSQjP)c;1;8qD@f$F@~ycGjG7W39Sa5+-@P%U+gk z1M|%X{G;E)_UVXQy?6g(H>Xhd|C#?6U^=1a-rN>9HBbxouCcSQE?c=vBagz9VHPiB zAYUt^MTrG~(35>j>9Uz)mWId=V-@iI4aml@=i?_0>``IA`$n@}!s3_Am)5(Xy{p*`kLW{f?i8z@?eOqLoZb9i1h4ia zchh&!6Tlen?|@B}jkLF?5H7YcfZ3br`u+q4G5<(r7j_t)ey zfQ#Dskq(%^Dy=;V&z6#FEx8A|pC9#?2=ZHMh3@xwu_Y zlMlY*147dK&Y_>O^lZ8+dOxB2B7>%6rE4nxtvh~idZvgy-JZh!voaVo94qerxra`} zj;!IBU{+U+eO?}pps|999#^ zgpg7kM9dlCJE&h3{(w9-?xg*KuiWQBP8jR)7+HnOz9~MGJBi&ZvxVu{1g`M(5 z$=2WDVZ+B6vv@m^c0}5*MpZX0Q@ZD|^#*B`2xa}9%-h%2c^ys6ZBoCehf(9A2+>PX z>Qnsprk}EHG4c8#1znTBiko$%yusN+3wQeT!_YTS8`Po@NxJzVXCNVBzJ|z1Sp2+wgAHvoA!<$A1gF%oJ8VOaIINH5Z3r$w>23 z@qD!aFX~oH6?B15f8}%RAMbB5)ZEkfntuoWj>2=V{xnTt(io)u>R^a&-<@&ySrvyi zA&9$0^;-Qt&QK>cCxr$jYvsGcZacp4oDWvT_2&?u(x+cqL1=kfc>s*vo$e34ldzwc z!BAaXiyuluVjBTcWHZylZ@Gec>#5X>0)4s5?;N2Ry=ebdZ=RlY)gHX)Uyy8IXYpd+ zk12>RACn%mXwiVVy1I(9QHGKuqNl>=eH04HZtvl5PiMn3tNMAmdF^l%rc1;#m9Slb09Sp zw#Q@i_@NBp@*Dj5c}FaA=HF|6mAOu>DP$pbBeX6OzUsS*PS%Z26!z|q+4;I!AH%%n zhb?Mba<655bWEoHbW^Uv%XaLUqgI3PtA{Fto?{41<}0|n9_$Y21s2-gHE?v z?1gJD@A1Cl4DG@1RA?OKHqyvvo9b7scUA-TI^a_dd|Gncg}=fA!R|SXD+M$7ke#9T zh`-tCr%g4G8fI@yEN}fw`zi~pw;pEFypjOgdYY8#+F~`5A2X@cja0yT<%s#^^Sq2a z?tB}epV8w5jn19Dj zFF7g1p(Z-iSN8LW*())9tL6#%ES{SuIdbQPno2g9OBG28|>~V^vW&OCPuDfv;RwBv~@3g(YiXHRqOG&zp&aqs=7*3JGCpG%)H!`cTm{`v#XV z=mwcS9Y8*mCipUOEaRK{0p0pQ-GRwYR)sL_x1~Fc!Uh`(mG8nS!F8las_O{dUD@Vw zy!e*J@6ISPA&}WAmf)9nwq^L(t5>Q}!|Gcy3{z(m?Fd6H{_V9ky4h@+G#EwpMf`as zleL@Gsjr6hwt)sIyC*CzkJZC+T+UidY1T=tv28EL?c`6p!aj6sN3dMkx5|$yoLpaL zWVwm7r=CohO*H_L#V5Lg+PKgO%$mO$7G31{3TKti10JCWv%%gOv{r>Fzc>v;~cZ+bP{DtVPd6J_i&2mhx#XnHMDt|-7P!S&(vHt zXu&FO`|HaKl}@O!C~wpvD{OzVu2=57yNJS5`lsHIaKkPc;y zK~9@ndJ}R3%I6fCKl+s%?uT<<`e;PC>%m)2;!ai&HutEXv&g}%;lztmWYur>zLd?z zg7|2;`O@SA@6%k|8~T%1qh@x=r+6()E+;ioaT_9@O)#Ypl^gFJ)n<9LXQge=Qnqd| zW#TAt%pt-=T;fFcyF`&x@Ukaju8-!sDi0Q~+A8?7D+l^|7)f!n-UN?#G5<(6w{U$a z_gmO?1~c|TBS}v7kFO`I+-35uJ>!lQQ#H*2DefVAtbbTksmxJ0oq>FoZ#lybt@XCj zqGS?(sk99yDOcHaKo#W$7bO3hJiN&g6`&aDwHV`S_U=`C9d_nuG13mrR^fVQ+tbPa z%KohxbGewb4^zQp9hv11bnkM7(Z{fMYaz+zd|rqrY#?@~f!lI8ur2j5PRF*3XzQhU zGF%8A-)@DgDkaKTUG;x6O)^GU?vZE5lld^`T~c-+X=&|gsg1M);?0(mwCCDxAYM$y z+7w?WC=tP$f=)hC8%Tb9`g~lEKQ0M|gJv;$_jWC0aoMT^0ehYUC>NdnqN@pm>)S@D z_ili!qb04BF97E)?432~B-%S$>WQ5m0%ZoW^)HJwrR@+&**FEeKCP}4VpsguFZ*~B<$h}7nm9Zv~>J?w}} z*^TPU(%%Ex_I}(ZZ@1Qy@iAChHwVGvYB+~;JgrR5j8-Mx{x13T_s|p7OS^3InyQ^J zi5=Ey=C5C4`GnacpuG;(+v$0iW}EEl2m=bXa@W484(JT#onNE!V|(Uxu6Z1|dF0W1 zr{?(bVznC4rC{>Z%fH&GV^!76_>A*gy)`*rH;b1(2NWpLLvPsx&l<8X8oOQt;nxk+ zcpm0x&DBrOY>Uok`&Ilj#6mqwj;ip3pREXoM&78Y<2OQernkZ8M-aG82=|kf&f@f` z4}li89_9A>6qkgzIH+9rvvnJ@!W)91kxRf&X((>Nk#^eFr@6Z19_MkvMD9KI^w7se zFudHaqa1qr)t5}`xvoK8Gq=vRlYQa(NOJvC&~4l2*Ns)SYu|57(s#8C&DQ!Izi#*C zWmtWL%`pTI&g-l64LS?;`E405ui$s*@>@zmy40I~g>`$x^a^C9*tR1SY9Uap! z-JSd`w;!W20rsui&<%4#e~P=m$Etdc_0vghK!L&$X`wCuN`t?uah{JWx`-VH=&t6d zJf*pfZbhTHM$z13yRs}5oi`tn=(vTiBO?%nb%v4)GaS{Zd@0@AI3kKJBCZChM$+^I2c( zjk`6oSyDu?nAOQ~hv=e0E#01T4?oI>oOVMu3!hY;Lv4JnO9oG9Il`VFhOe{Q7)I^k zE)lDXiD=aJvNAx=cXIWCcT}5iI9G}dbakJ7 zH-6>ntAB2*Dy+g1UL@1S?voLZNSrde!9`fce0G$c7pbLmPqlMcZ=yyzKfU2riaXPf zHx2!8f9dbn!oKq=)Erufi_184jy>KmW=jqm$J>T*GtWyscxF3zw{)R9$f-{$T4gg& zEhYSRFb0Q4I^dsI7~*%??L%Gs$j#$^YghM;_IgyyVRh=s_I78Iw~Zopg)kmDIugwq zUib?yNq}@VEqGkZTYFqxa$gqiz?VJikXK^PA#+^L4&UE-R(twCr&1v;Q1TK0M(!Lf z{Mkyyrpcn+)!q1%9^llfcAkq_$zJK3?;pR!*0kOEh?De~&ySvvTN$^8(`gO#S=auQ zr-kRC2|Roz9_0=r)RKJ68}DliWA$1z>B;dfpzX^|pkZMpmAl7)MfL6;^3B~vV>NcG zb8d$vqd+N!oofyB~)%OgHxDX^JxgTSS|B%;g8ts z+>C>2#-VZY2U_mV$lrBd@x{(ei^F2`x4@UFp)IJC-_Og~6?)HeO3xJv)xy}6pp0o7 ztBrX2`R&22|pcn?Q)|t zPLB$gpK^Wimu zD;7^?zx#tagN>n|rjvb5Dv{xMJMJ!e=fm&fC<^+=QyceX>J|(nZ^fbO81E8m5 z4H*|FN7aCh_!N2BKjN)5hhkE!UDdHRYFTv{9kyr30R$_5UrxLC@sHm`MhIHGPW~3& zUwNK$w5ZO`@d#kW@egwci_xBsTlQDptST%0C9l?qPv*-Ii`=Xiv+|fLcm)L1IxFzl z)*zt;Z(IGMM(HA>rC)P-?Oow}!Nc9gX1&}41NGgMn648y{4x4u)S5>p>UZ|~2QV{% zlURyj%}xm`{g_+7VY>jiUU)`|vY1O+Ggd|6ByzK{-lU0HpZ>aB3og}U00C&W++Or} zzcmiPzt1kSoEKoWQqI}Mr(5gP+ku#4@a9H= zT81_L%S60j#E{t?a!FfZa<|TD>X)%yV6_+dL7b9*qo?8tloo@}v^zR;!@>w;^Hp9e zvLB=e(Vp|I>f%Em$fb_MerNjpbuKR zTu3TfT5Z>=1kEWBM~7fX*BHSiL|N-cp>=zl)z9zS*|?@TPC5Q{dzDe*t-wgfZ70MM zvh-$aqMMT2IjHK@(`oqG@&~slzUhOoS;}4|{H^hmhTH)5G`emR1n|#cDll3h{r$PO zZ2#-Y?fH=4PnNkvpXPQP-n7s{wU6EJiz=_7D;Z@P-vj^e0#*hW_s5A-QoUGb9 zWw*U%6YT2wcWWUQL;|ff$BSY2%9$6s@(6D3iMe5|kI94S)~q26kBL^gs`M z^80h)(39_Th1M(8m=>%4SwNmsMiyGkxk3H;(3ngn*r9ZhRObk?_Sez=n?-N#!Bl<1>i2-EHF^#j)El}TVREdE?@P< z32Q;5So=@ru)p%E*^&HBk$!EXIqr{Iuk<&%ZC`~-W@d#ON*o;h9lzE0VpFbikFYOq z{?yBovJ%*22)QOP+gJR;dR5^?CK#bOLw%Sd6!8N7I3OyQkV#m$hQ?go&o$95gA8Q!g>txh%aj+$TkuDsgG zD%k)RZ^Z>Kia!zJL?R=TuY3gKzW!8OjZ&khygKEoR(aGM>40y%KhgVRJ5Q;8QqkS4 z@XHBPmT z?*)MCMMwn#3&&3b@wUz%-&cRL*}8PT#!0gai#gu;8xG}k*?18HG(vn%e;&%&%3FJVHEE|6{k>1%KU2t#J&G>0E#tG> z`Ppu_8FO#Epu?H=sOb40o#!JoP?5vB;5gNBwtD=C$KjxZ2|F_@M|8%n_n3O}lJPrc ztb@fb%mCN8$0JYJD{pd;r}zu)OfTzkP8tm#PE;x#e?A2`UsMDR zlsr)Pt@F%o5I`2)qwjil?))7m{%CWm{go$Z9_G`7CpaU@LwAMv@}aZh%T7A-6g%Uw zXeOEkVVD#MeZCMhqjW*9mm)Yn^{FXfL3&zI;_VJZ_UD)M=icnf3yaTqJL;D7BeT>d zVz4HhpHO)p@KmL5%5PaOn7Y9Q-*WeX<{AL%D=tRR9?VE}_S)XFv%imG=jtzuG+#I# ze4q|{@E!seiH24gd5h5arpPQ`Kk`$JRz0}o+)HP_`2DRKBBDWKbf{i9VMFz**>wy} z2(bf1eZPlmbqnFS8(B-@d^%JfVpy~O!|R$K)&9~O9XLV$d)2-S8##=-&R%#N?r&Mo zf8}L}A{P$#ihU}#%;mSsq6Wdxx!h|^H=7_u_$^%?ir#eF8Zmd?vH+db9y z-&H%$s3smY*&;S=!wn~A3M!5WmovQ?p?}&8n@WR152G4+ovWT3@|*tby2Mtj1+Qp% zuB^k+W_P>|$g;a>rFtDyXVL>^p5yhNybST9F8EPzB0oVgT1@?Yo3-}$J9FdX=yjCh zU-alIe9v3tN}cuf;5jncsdoM@=(<-$rpgCJ4`rN8o$la|6&ZD~5lFj9t+tNnB||<) z^%0&o|8BRc@a?=_@B2K0#nVF@XuFMKkmSr&tlvJa56tyPIS3JS#R!DyygJ6Tu!w3z zlj*&!#jaf>7MOPx4R!L#k3I;mj*6r0x=E(BFUF*@S(I)1xwKmlTwfHI#bLCB?MV5F z-Y>J;?bvUG#Vw$aEVU zWG{Cc8O(*at+vIO3Tw%$RdoYrL{`QizEDa*+tqf9Wmabj(NMa=X@~Hu#irQx2x`yM z)Br+fJ$6Sp%LgJJ-I8-&arn+=Ki+4w?Sf!A_)X&DPTvc;`JX|NU;Xm_12uUiopPmq zsXhzVYlJGeNKr(pGqbaX*}_R*M~98?oc{!uCW?+)$0_^}^V9P#=Tyv-Sg1?!ETivkbR~+y=x2t8&VJD&EQlAkg1x3mwBQer{}BN?z6LDl%>(x?*psv3poLXzO`X$Te<;)fopQ z--fdksPb#Pezdgv)t3$78y;-l_*QRaeha8YgWc4D#mZJn!%Bi$(PQ6p2n4mfAf6a1 zz48zUqj8uy8_0XU)6G_jxgY@{8~@J=f(4|AjQ9cwr7fzkm^E)5(C2t&G9JD+=&(C(8=3jh*qCGw=3M97&ev+5?)zK4{?vC_pe+WME%~Q6CUtHhfb|u zrCkW__90XNO7L_8DQ{x@sXdKGt4xhLVAO6WwL@v@>-L*bsM)(#Fvsk~yNtvUcJ~WU z|N16R;Y4KbAX_Z0Z_paF5SH8|O}CUTH?cb5yN62842?`G=azZ}-Ar1|FNlsi48ux` z!(k1yuVsifkMZcL~oYuDg5hiiB7thlfWi=o3R(>opg{oh#|A zN|f9}fXPrpn}fx)YVwh0Q=(Ivfzk zIJ6AaHVDtuY`eaR5A>yBfpw_Ny?H9$IUjJje&ORT<=9gQJnLP{Yv?sZGiF-vaedXl zY1VyN*sggN@<+1)Gc6~OD~~3+u1c5OW7=Zv-)oCB{1m^UdT9gYz}>V{!+;=PS)d(t zNpz1h?YRXRTzC=($CVqs>Hf<<4(!F^ZRb`MvbsO_hIcbxF2BAHxYym0KeF8AmHWh9@1e}BpmU$q)l%V103nA@?N``vx#*Smf0egOu= zyPM!#@o!S{gKqQo+h5($2}VxoSAb|CF?A}JS+8D?qY%pKKE7h?#f+mqf6v`A!d3C~RJRzE1V~V4*qb&-L7+ z%-qP2`YzUmbFpw9c}2Q9AC{z1*lP(0liU9!zIJdos=K7S)BU$KeM0P=aCi+0@C1gj z`^=~|W<)KFFz5$ae?l7$6*J*>ShyWnnl$#!(r-DWg7#?d)+ggK7Lu407DV+jOFxy} z`-$zFv-;FpZLQ4(Xy=#B$G>?IT86pK2?B;wahvlq@1CA^N;=4q@NbV2gjdjiPl_NI8!t9{t3>Q1iCJ{j{EpKrT>DrbKir?RA;C@Ptid`|dkUZ2 zKBu+lI?MANWy|RCZnUiJrr+fc=586}<4^0qSr*U?NS&?;ZFf^-S`ME3?@l|8GPz`$ z?datehUaL46d~XJ|0+mMjk7<0y~EcNX@A81Q+lF-GM^X4e&>TSm-~CxewmE&SmuWi zZsu+7mZso&uIyzk%Rv`?t%UC&f)_JX-Cq4o+Pm5xxmS5Er0cGXDI(GG z2yjuVJx$oR(~attlWN^_8@FBS(m8DZ!uXr()bdOBimooJ!F7aKcWAw#f9Hn4HY#~7 zEG*!OQNewBJRc5GkX&o2A`a_j<92iK%g|;c`qgWA`K*6j-AmAVIq(I<*qpm&555ST zTdnVs^%HH*N?+rJ#%TW+uZhuL<8iL>5LvGErn z?pJ(Ps4@EOGL##4Wv>rge@Sm4;u+<$)$3#VIFXH(@YvEMddw}1DEfP@tulKkC1Q^{ zDVp8hgO4R?P{7^|w)@<26PyRgFg-=p_oM_N;vjXN`f{|6mxtgUTo>56N#L-9S!G+s z6)#fHZE5mI9}almcW_(q_3f{Aj@ZSZN5f`TA}hn_fsu=A-a0vF1`Jm&(fQNgsCIik zFXw#pI}6`hv5-cTi2DE%%Y;#B^FQMkR4&MFE8MZ%WtC&j5JsNPPSD`LR5v&L?P|5n zm6C+-uhD(pd(`=rp4VBu6hX86z*(JK;TGD3a~>XOmq;#D$F0zn8q?wWqO z^A=$V{(9LK4)s%iTgd9da>CP_i8BPfEtTtr})88CMQlBjs(Mka|SxI|j=EUV(&zfc zDPfMyU*8T}DwlSz{Cc}m$pFY>4)3}CYDH^1wcNsOO8{?nu=?Smj2Sb-JOWXd8xCv@7W;EYIS(q zf2RB#Vt=eZIj!6}nvleUzYRR4usGN^aG+E5>+m>2mW5-#rM2yaV1<~Lkb}osEfc6( zm3H;>9hf3(`O(R?=hrUom7%zsA1Z%}qiumFE6D&7K|kC1OT=Dw{KR@nZeb7N_i8yZ zX*(^wqocjqXStR1yY)EeFm>x6>@-lvOUP#*YAk=@l}UF8A|*3jzPuXsGgt(?s> z=58p}Rr1oNQpzbden#3`-t_x)HZ`Y*<##$^v{Gr?r=i!gtsdJ?N zTqK`U$5xer5Yc>xu!t#IUH!`C@ogzw6rRSy$Ia=4z5WS#ZmTheyN{wjz0sBSxm4pb zx_EN-aPN@H2IjHvlX-;)Sy~gmqka1<(!~!Om4tkWd=BN)?IF3PSnhZi5oW$7x0=0R zFaZpVHWH@!0kx}z2K7cZ8^3nrTAGnCnw2vT*Wxwyz#3X_-*OT)GMBd{vvtl<#YKef zAZry;021vfvVgvejcuBmU$qbvFbWtRNwC9(;28~!<9UiMLFsyU2t4s^Bv^7^YIgejPag?EU z2TG(AC|*@Q4cS*LT=Y< zx2@su{F3iO*PjMeQ_=$ie?y_{d+OW$nJgqt6(yYvPD~44&QDgLn`wY{!(0E7+e1!d zo@^GOcA!N#boXlqwC`?4EwPS9~1Yv_bBttm-O~1WDtQ)#pqLyqR?^>D&{pK;`z`?C!Lp^i3Ny z_g6*XjI4acymLBr-eRQU5E1g=$Y$dm?!YC$n=$I5sStrSl~z1K@%1b zogz#9HYI;utdRrL1d*TTEkzf)1`mP%|(I}z7_{0v*uQi?tqa|==XyBId6r@MX>mWwXl(P( z;3pIqTi!6N*ZF*E&nDUdZl)6Vue?* zclB!(O6TG^+J4f%LAV}k*4XI^uNL61pMo|D%GTBy}P~1-`?^&6Sr9-r`7mx{UB5yajAPjy6OJ;VxQo*$y2-jbyYQ) zfK|9ofp@a5^(_j8HIx*My*MmhwZDn}d0&|8xIX!uHuSUG#_n2m6L)#Wc!`;IdlhC4 zm%Gi%StG6bSbWJFv`eOQ=K4iJ%cqn}6LnjaGwS#)n+WW0eY&za^%W3Fvrln<+IbTP zn3IwHv_656X%Bb${34I74mb@0UF3COKhJ;iU(+u5PVKqh_{__}1HFa5km7K2=amD# zokMIk&27+PCC;}_{qm@Y-uh$&q2i;cKtm6xAMK4)W?J&oyMK#ItgOYGg{3q;bSql- z2!=DoX$7@T?(;Tkw2tc?Q>>$mH{rTum--FJVOq-%(jHs9nMS+zTq8?J1MwNQdYqPZ z<}z%5d;N8Oz#I!`7%*w;0d`s-`0$jvI~lSz8SEJo?=-UKcu+d7e~lwW>gPu__eTU| z86l4ON$;ZL{bK|xisFuv`6E2jyW4jRlE_{#BKooVMf<>Wxs)p_#1wkr(2uJwl)K;D zSDud~vkDykC?@fwzIGrJ-Jh38VeRGm^K;BPY2gK5RX9C*{z%_G9hMLB)S23Yr~7Y- zEv!00@#B^@;zY6Yn06*5+`eX0tSN`;+H=IBu0^W?^CZNe{3VAEu>YZGm*CR_fW5_s zwJU2c(U(zZ67@<0YRI^|Mq?;X;%a4ECu8yr6ATtp$0y(+VH^L3a4J&1P4d?zIUU^! z`$O~chZ9Yc%Tj{6#lM-tDQB16{Gg<2=_T4qXH>Q-tn)}gu7Lkwdkw3rs z-Td@H9^l>K0I~L}^y;_H3qRq~QiSPZz0fHtWkbqKvmKBytKY|d-_CA1(S*nzTzhx& zeRf#=?}baJMuLO6N3v|~4+A;}_u#x|vdnZgBj*%6r+Fx5z-1Ix)XL(c6+!_4(d_ZSjRio9Zw!#G_~mF81mU-uO@r9 zUS(R1@NhPmZph99agkq1Q{fs5xqMY^gUZv|4a$@{4^q-4b zg^|_HskHG4%|2Deq%=cURj*L(T z@PT}jEo!l$Tm5~48#q2V9d~~!Hj~j6_d9j3!J?9V{GFu*TK!LGI7e^*+N*Z+{FMHR zbc~Jb7OGY2av+My9>m@2--&*qc2`Mf;R*K#1vF zVpvO%JV*2AyCTEJ2dk6_k`a>OZve*{Yps1T`&*Sd2x_|f&AMKo^&^5UqWdewgkQdo zemqTPnCl>)n@!;-l{}gaIKXU%o#t*n5|<^ixd?uJsn{$f`4{VStCl02U04vVWyCj7 zo1ttB%`qQ%==T|n=8Y8-=K9vhJg;`07<3Aaz1>RfCsKJKZ~gvN4-d2E-4TQ@&R!Du z$eX3YyC(`*voN|$As(nf7@jMv+qq;k4XgQQhl)W2lkDM-Fg&s7t(U5)pbaiCyDN@jz9;O5>S)pjOY{d$_vv zYb9WaBs(R9f|LTk$l$dXPAetvCADBdN_oZS(gqH^oM?-n10#Lwi{Z{w>C38<| zEuq#WJaIztvVK2$i8f!{y+28%FsDDpST%peI-UGCPS?-P(e3!v19kq5tv5GNzJuUX znD%FtdS@oKK7#Tf2{Bg<(+14V@m8YVW?b?uU*Wy8c>fKEi{Q=Jh7j2`^RJ>4PaACj zMNrGodp7~HWP4nzINMohfeHIr)4Hc?FDF)NSz`kiR(4RNb7k7V0W7-Lrt!R$i>8G@ z-x||mna)e}V_ZY(r#)+)cX?4E5bvxY$=ZpL;^W@q_R@aFn^##8gXpEn&LBAGVW-rL zys-0s1r*=!N#ui`;!t{DJ30mhnmGY%L+)m-z;k9#Y0Ufp{;GIPINX--h&FV;tg&M;fOGL=W`<> zwUeJZnyb+U(C2?dfhR9m#8t9v`64?TzA&DALcUZ1T{o%NGi;$YxsU#sI%wrx0DqFp zEH2G8f63o;{++d3_4}o}k(71#@bL84!lKP*S6@t( z#U;KlwcJE4*s#DHZ9a|5XPvb|ko>`OF`a{*vngjGNA=uD>Ej4Vvg7 zC^1oqyHE7t?b#0?S9L+W{=EGw_OaFB7acyJN8$L{d{EI2eYv4o zP>G9yO@bJZyQiV(Q}TP6zQ_7uENbg|_s82HzuXvk%<1uP(zRf2!N#$DV9I`O9_EPO zr}WnD>b%izd3;#^qMP1KoPARp`>s*Y>ym5X{8q|N+jk2M6QafUe2APtKHE)&GAf%J zp;q-4@9p~%L)q?2o|Yc>tplHh^^D)+&?K6Op*8B27Y=_ggCQaDqJ;9V|BL3+8#8!E zu6NsvUs`US2}S-Q6d%BKvC;F|*a?Nd`KVr=wrDxNcRN+Kz04NxsJxRj#jh%}6#U=f zDwkvo{7Y;8+cB+RQNz6|^cI`p{>S^sn~3C1-+*^SR&kvidTp9THd5B3$^PzUon}NX z6ziD8uS2$n@$CXS?b+gW*rtrO+Jau*w+6?;c*is+)caN3`H=9qS8$e{tWyi|CiTg;svLPk zbM*UFDj97Bgpjn8n>6+MxlI9C(3)p!AUxN8*l6(#aRKo0tJgHZSb(A*`Jq)jX}uH% zHkeju{QMzxk_YV!>T2GcA-bQkexAOM2Uq&C-fi*u6g*&p0uX!L{)386CtelpbD`8v zscp9sbi4HPMGlYYZZn)Fvx(KUqj~nsH6X+tj*mfqQhwq8{f5FOoGe3abde{LGg!Uc zc{Hr|S?0ozi2>oZE0sL5$t%P9rn602bU6n%OH5ksgw{u9`Y^7`W!>C~K`Vn~?&P_C zAwTRmr(G--n{0l;j<*&pwY&Lp)q8ttXs#wBy`FU|`I*Wt==Glg6WK;?KE@3%cN%7` z9%6XXo&ysRvX`lMU4-uqD9--FI>*eQP=O9snSx%lWkx?UPA)6;sk&LMk9 zA3D$1y_(gk%c_;-&vnhFiW7xVv1b*M)|*u^fm~0ee3Gu7Y3$H(vT+BFzTYOYzNk&N zLhDcY)w{`SP@oFqbwHj0bu89Jbz+o`nI;w0+qK^7b^TiRAXUbn1NFS@Zzc%H`;O_7 z(8o=Gjq8jCVw~6G#_x&8083E?MeO80{NAsn;bHLZC1IPqccDYQxlv~xF^x=F-kgw{ ztoEr|cxm2pz98d!Ii^yOolXuOHN%4d7lBq5p~${-u(zP8L#=?k3i6!_3IkzcSM93s zsY9p%!^6Mh=Yfx}k27eszDCfWImW9hp={^g-LKB0O`nL2eCh7E5DL2YVPszDUgdFT zKFrIXGEsREV1GR?@!2o_sB5k%l~qCSrjN0OqfzTT%Jp_dwk26gQ!}yA+|HjHY4QD< z(HiVly|%mJn$^Scu1NmPuM{tN^3>h#k4;mqaEUy|kdHd_oY!jbswZ5oa*ThYD93M_ z#xogL!n(Ruxk_ay=7a|hL~N9w6g{?LoaI{IC^Vb8tez02=Fa-FP5G*P_6F_V)y zYX7DCJX0P#21Th4YehpE_Nuo_Xm5)gDSx?Zk;Jb3q{hzgX7@saCTX=m0x*=#S@i_d z)Fu1k!6w31m-yt|89v36LVizji={NMV#!va9a7c+WCs| zOoU=VaJ!Q+j9*dMYAKV2(U(SP7u#)!+>X6!;qPf)Mzzta6?j~!;|V=V#_rRI3*79g zu7DbsvL)tJypaxGlcSeu-of;EuaowiU7Qr%U-iw029nje!2(63EHCMc|7jG4FudOI zdVOPS;N^WCXOa~Tn^-VB4#Uc^c#0<+Nu0-v^~jwK+R)){9M92ffdAE5?$W|He;%K! zAXGrWN*twUTWLEqm-<-CoqPM$q+oog!JWE*tM36S zwFmtH02i`+z?$t!bYD$i3n21#$+LHUNXYBn5qR3q%(__~4sOFT?jh^}121G1)$)_{ zxwU@X13bYEV)RauhpQr!a`82oKdZg@h?4NmU+~v@VkHxh%8#d6FWc?{nbg-EWZTuQ zC*2UE4Mzesop;F4Q5tRNFLm>-K8+`gJ3V#NzvsI_me`5Yiw&0)=ZCcIFe3MNIz$q!@*m5FWjZd5s3v+|=5G zKkNK_Ai(PCwYBKZz34Qp61o%G7ww2O{d`RMQoL85rPPzz}NUKKySvr1;cyO zkkYO=!&Z~I_Nq4+qJA6ykjmP7-yXuiE6gnY0J+}Ejq?}i{Dz^z3aX^;I4g1Iy12BP zIYhbKTiCgp)6WglvEY@>y_tnwxxpIy*W*Ug>^-nQ?#n3i#&&&b8A6IY;51X!w_>*j zqz5eYlM3h>|4M(#xvH%WON(NHNiYc5C~=Q#1`S&|de}A7j+OHqQ*_rZq!cPC3o&TI zty=DoMmVZ&6@Kh%4(CJc&FA~eJUpP&tzHEB(Cj`xz%}kQ_5Ej}H^?y`KIh1f>D-2m zdZ*E+D89EpBlW>^$>ZQYr)E-ym%K%}VtkYBU7(6y-Hv(kdks*@?G5WrY1<_i=DE`J zCWH7~T&JW~OYR|*xIW5})z=m9JSld7%I%{6C0~u^Y9WiwoO-kiGfA2gRlXUn>uMeS zXrB*Y!TN(;GVPSk0AL?hmy3a#EUOID-K{2*((okGKemvvT1*wKTlG9`w5LNC2Kt4v zUXBi(=1GUcfzWu<)&6m>%2&}kM#Y2N8T8;kb{m`uH+xjAJ$mGD{0Kgqy^}V6gLM3( zVru!lpD|A6#^K1_7dPd%)ECACno|7SE_&7Rwa@16ZEQUJQ%rD_PZ|-2)17>*EzUcq z6}b48GRu4L+?IubJsZk(`Jzjekx~ew9)T}r@i#7B9mocm zkQr0m;Pc)dCjk5*V)Me{H`$pc@4p_XWyCIe$knsheczO#wI6m>11>*{;rdG)`*KQx z-y1ZMB?bAi<62v0K;=9E9QIa{Xtl3d1sNw(22OH>pCGx1VprF77$!<~U@sW!vRe`u8K4^5ni> zhx=S7w?cgfWb@B{CCQR|Hhl=s(|z09Vy8WI`~(HB`H!OWTv}8MqUf`j10sq6Odud4 z7zhSbM8N<^MnB(wdVWsbnyRU*!a3c0ueCF**?7@awp|W7PHG?)8p2@o2RVj2S5S%J zWHWSyFrc>Q<^%ZfL}}UBB&}P%vsKWS->0~{F4;;deeZzWIPPCoQ|q)^wQOgD;kp__ z4_+Ckjn8)!=SA$%#)M;s_teN>iGU ztzgwpwbS(0+x4^$F2aUp|JkRDb$Hw4CJ;MPVBv3RQxU)QE#|I<`oN^3uTn+1+G~il zFQ4-M^Y-?xr}IZFXIpQqZK@&_ zQM*uEKFZl?H{f2zt~$RPuT|Qf-4_d+x8(i%R4M`e+AZbDs%OkcO_EYhwWywJ&8p4L z@^R1MD%A_zft>$dr)YgOUZ1&76|VVhVWl=tx%K{r{#u>KE6NMj`_x{n`M)ljP@Qnm z+#W$cX*n~*$NFu&6M=He+><+WjXcGiMCfp7hPt$!D90#Xm*97s7ssYAB%~qk(8{J2 zOy^YJscj)7I5pIPO)6b=+{~lXR=(N>55S+FjRz1^L0FXBcS*OWxjsx5B$BkP7esZF89Eb zcnb@f+4%lp3xcLWf{U2Pm5{%P*xJ8LX|#J-E9(Qu14{bMA~klhct|#o6mSTI+(a1H z`~=3FnH_38Re|1d79m%#)vU2etHf^K1@I0PtYC!&h*@3(=DLPl6i2ttwW)mJp3UmQ zyoC@Cs+MDVbw)wSMjSjwi4AVsY$%yG;dXP{4-61NY*EBhc=d2HD2Jn|gN`=Y7p3 zJ|X;+EcYRN^sB@arbrXzJ)4xKbiE2p-FmLQeDZ2O%HC6m?VP4_a%*l&#oSdq_2a+f z)N`WNp!ba3O%#u^kSUf*N8Niu3x0Grb}bKT+xp|831@OseZ2=y+N|EvPh_UXIWufXSn@%ihvRu%eNm7R3V z*{6y~j^``ooD|RGi(Iy{bFGy?q2t2M-^Q$47o2Q1v^V^Fg#|zqV>7|Q{7o8vz!FG5 z|M&%f2+Sw*MY_HBab6x&MmB@*gU;*0ebUmPEDPL>H4#)}H{2`=VZGLyl0rewelL}| z=&l!#fKD&g3@fSjm)FPa@5aWb_xE&@gjLFK!rf;C@CBC#DoW9n+gnbY1hxrT2zegfxFvxlk znz8!pZWeliN@;VwYs_?(4O~3myY!RscS%$VhuMtTwIz^YzK2qE{x@Mh&Fc(OYq#lA z!XIM1vtRS9l{Dw=#NQaZNxsz!>+)^XK=QB_l|fRs>v!SH1iraYtPb#X#|(mXXTOwr z-f7RdwT5&RRS|#l>5lpomdXnC(*@m|j~cB_IiTqwzs~CU$|qwVdIwBWcYW9rsmy&t zd8mfpE~F80%F#2>y*KTC*zJq$%iW6mY|hl}bz2xS*{1!*j)#vMbrUb)meadi>h^-H z6}@e%TY-+qSUegF2uRGEi-6V#Hi+I9&Kb;H8+Z0%njQSGWfxv|JNvyJm3cm+3&r#L zcq_&XZthQx4(9LjE}w7mw-ZLL50kdJTnC@8?>dJYuw+KJ0-or9V{QJ(wGt|K7myvZ zy|pXUS6ti$xa)KoWL7lLwOeTGma)F|@v6c$>+7gh{7iQw zbjn$w*DZXGWt4ueheKhvo-yyWTcyak-fE4h_6tcdwan+$CnrgQ-91*nyGR+VU&x!L zrufGQwZ(Kx9|qOxJ=cUOHum>=SMvEI{D;!8(LFNp67G9DW)2PQ)3He)g<|(IRWT? z&8OmSGa&4zLyM_sJFM47#QH5fJT~RLc2Zm?g|5tQ+AfR?cR#7Lvlr58Al0Jeu~EL> zZIlTnl-JmKM{2{P0P-uQIBH>d_gJCh67*LN>$XHojRUew$@klO&8~ue)rTW{xn7dj zNoV!_3_T>*cYv36o_y+m7n_z$izKb2sO&6BS)51M62!>dY2-$W$bh*RNuXUS#9@v2MhyzN#VRs<4U+7pUuQ^;*Cp- z$P-)UgXlyxE7eo}Gl9C#XN8Gur}#!c$f@5WiiU8EmSLJ%jj7vj>RdBbpH4i95%38- zD_Y4)e7>zqQiCeZC+yX$I?+-(ghY0FG?^U$Mx$s9uzg^j@zi{i-yi0>ry@jgP#o-X z^S*O!cTs%UELNHJB96J<=~6vzw6@o?(s3m$ykjW#hXBeymYGvgcPDw|Bk78T}#s0Sn2RUJA^6yTkz=1dr)r@h#(x>sDX2Rkt{S zofdW`#2L#&oG^zv4ZPJ|+av3>;Lg*}XPbQ|nZuRf!%{KpY|Y6hr4_f!Wm|XUCakoG zh5BM=`OC|4jc{=sACN|HKo~KcNtGj)3gYg&a(iG(ct=PdP&Xy5@B-W1v~N6ymq>eV zE4pI^l{40gZS}i?VAU@6n}%qYn6*>DUdEm6ESn!;5ToamIYy2AGpS4gU;8LJ^L(uZ z5yKl%Z}IpfKX92683)J)Do9GYz8hYv1vIMXbWD@288t5$HNj;JweeQUUztu%hr41#U9E z_Frxhh@cMLU%_*wRy&VDdGk3bc81K^?QOt})C!b@YL5ZPErINxGoK>ngqI*dzso_i z8xQc~->W<0nNQpGV1Vt!gLD17dtrYtl*_u{I?qN^Fz`h8+LkYE+6tY&w7LD!W!N@8 z+|&Vd#5By?>@`ShM^IRoiJ|^0EvonHvsS|$@3L)I=XwrV9sH{xF5j}FSoM|gl2tSZ+0{T(zC4bA zwM(einxE9N?^edYqL?$h`0lmNvg>35e=Ue===wx&>#kQTNAxJdh z90Ks5k8PYoQvsM@hiW;v8fh4jIwIxIPngnlL=1v%&+ftBgk7S#EaNXYhkg_}Z4~YF zO7g!IJu&^n|5T`GSo&y64LEppR7vL6EBcM$h44B5-t`@ye_K^_wxEXQx85;b)2n^f zs!gstjZH*ZHaTq0$Wh2wj#u`qFcYhH;Wt&F?KS;FTfCQ4`Bkj6xlw+dFB0xR0%%|^ zcLhCWJ_Q62mwZ`ZGcPg^w+2TXo$i=2P-bk?RXB%>$X0?oJS+$v6CT+WSvKSi;gsFE zr}E$zgX*rRW8ZJVcX-M7!}-0a zKX26RxXw0S4tTBPbs5PK>E|}_Xx^|U<%6CpYNE#UXCqOSuXyFL8wYf&DD=%jbaOQXPjX~&BO_~)5rQGoX<5fO*U}JMstro<9H(~V?>&!PJt`It_v7KBr=plvr;Qod zCBp4C%$F)9zdF7%`QB<)-|Dy7d{X#~^;+u;$7!m&e>|RPy7$vo_RPpwM$%w#d#6jL zKpfvE%+NV9?U?jsQUJ1&l=<~NR-F^ZGRAwC>aTxq4qy`c5uw;FB^r>I8u2|lH9f_x zo&S#0efIjGWx6dq*)n$s)Y!0|Yj4T>kJqH--v>cJcyl@E8V=iXA24iHaw74~|F-$w zblvr?;gcd8#!U!+-&5Ns_d9`-22HydjK2_|t7yaCJ1A4_&8l8VN;sElt8-04X@9T9kV0)v=ZS=$U zydBpWc3OPURsCldwxABda}&P#W8H7vS|;MFSR^6c-kTOB6lUxXo895THas{#khy)zzDNO(tMu zGt85LXZx*5ZG_&g#RIC|KXwN*^5D&vw#c~?2@HTm8g5?j}B_It6^wF|8 z2Z1J=Q{`?|AU6H>H)8B%!+dgQuXPZp7>n(nF)eKeRbgBz%l(AERv{Vu%plM8`4~#aZ?Q{$ zC)0;97?m&dmcJeOLN1Nl#Z7w^y}=oxHb52$!^Z;2Ro+k z@Ay?nw2{*K3-SmkPTfxUEpEpl9dNF6zXRgOd)n^R?-YK6LbJN*&YZeh_A7NQ&V*>8 z(Pcq49@Onuqp;U)^!1P1;W0Od3agT-&f)No-c6&!!>4n8(v;~ABGd{Vk9<4T1&E|*0)lrfA9!K(A(kg1*f31M-&(Ab$96JsWnd(2Ld!shkr9G zTz1ysWu+4gQdDzYV>Z2SYaIyEi`_*tTRu~pp~k1&1PU`s{oH9>y7;w3-g#uQT6ic@ zbIJJD(GDxCF2E^2)e78qN;xq0(rX<|NneMaQ z+eUoxGC%l*(5!#z8=R_Js>1#4*}et=W`6y*EP(P4+Zmnr1UQ2kju~*pyd~9EYF^~h zW%suo)3zuUdbegV`?_l0yO|0C zy!ikn8uiU2v|C+{VC9(|xFnFoXtOsgHkP7(C)?%saNLbT_CX_sIiodR<#}Cat}GLY zKi8xPT2^2FxBhu1y>)L${=TTDBVc+u9?0)%a+`v!?RDv>Bzrr)8ss^cz9P9N`Y+`< zwC0ShY4cy?ShF*I^hUjRn$OuC{janq=f&z=eHBO3MzVO~#Sfg}v8s4KOvRg0*r015 z*oWoApnJ-V@^pbcBC&+nmuz=9`mfQ~$(Z+D9jVSRr|d$ncOhubCRg|epe_l4b z`VxCrupp_{%E@{zNwVH!AmL$j!t~7&%+EdVoa7zE5fSKex$N~<(- z9$MpUERKtF?dJ%;f7XR&hh@ah!FQw&hgeht)Qh- zv$M6xg;MBmI@V_qiv4*j0A9nQdJNonKWnTF@S2`nYHk*#b(v@Yipd5LJts|+%@v`0-xnlCK97w+c`DJpDK8HmW2Ek2w+ zS4xtn&|F$pFT_k*-~TYPB`?#;(qU*xp8w8KpsFic`qj%d{$nN-3O!y1pKVIJ*K-+O ziiHMN%7yQRC{x47UJ&x%+ICW4T^?@n6-Eb{Hg)fh9eA(s!m9z_?%{KL2ukg%m+#eQ zrK)!M4OVW_B@YKW$-krMYjUtvbQ|MR}hZAXBejw8r*({#tfG{f*TPGv+I~n|6M%kIwX( z9o~4MR4cu|jy8qdJ>h@UGGMaxlrB_<+4!|8!|cTSeh%np8%&txE_C`GlCn&yHY+z4 z_qCMC<&L>%1YM*zgVaFlxIEI5q*B~8gT=k)4qELOM33)c79@4?X^klYv)v@ zi}!Nj*c|xkmI4!>W-uCw(?8{V3N|#kKgId)-|nKwg)G;r zuZdrcVZY1Wl*$?MS-=oA*(mEAUfUVTd=CCTXy%-1)@gWXm+RdE+qe(IEmV8oN8NPw zd{_sxCl_8%w|iwzA-fWpE|!`CdC`YmoGt6W>h}IYiSN4OSpX+&klYhgkJ*bDHR_6S z_gZr0(=6Be?D?#*S7sKz?@HyBJJ=PqxHV34V-5WG223jF%fPKCFR%dTvqH1c>Muh# z0Xf$f{3Al&AF$`QZf8c%ZB~|#59=T-{_3y9YuP>zShL7#_zTSje6bE#6Ij|&r+WeW zc9!C%l|8C|BW!KFH!M<0x|x8|1>qF2yRaHF zQF*&aOzi^U$y7bdV}ZmKW0t+oR7l2dywB%()_&YFxq{QDrV*9V?CG^vEnBReplk@} zL!+6|)aw{V;9;H1%`dwtmjvz+?FnQaVP4%hZk|6mr~n%_%e7$RQ|c}++uXUBjC#iE zT0Z!nTj`D+e`(&*d8uJfcRmLgPSF<9_#!rn+effg3qeQzSd-i7CGNWWV)OC371oO> zcUa5b`OA9S6Yj@zcl&{X*YyTEZ_B2WL2fNK=)Z|Qs*rE*hm?w5+j_TX>43F{wOLo) ztu&>StE)fZ6b9GV@zP5%TXWWsf%M9U!}2lA*7SBCJ!tkPUCs@uzr25xpHr`bVCdc9 zDua>v0}^3R$-36^5{?=Ito|TKb4aPEjvim&6gC^1hgjR~x^D4!#kU=pnr~*m#E<+< zd}z~)V5dP${89nq`b;P#*;20t<;d?BdauoE{N;Nu=y)r3eU?6sK5B!Ez4BY_`4@7A zIH@{3@{@5g0UM2?@8rHwi#BkkVq)bv$)&wqxz?Ehp!2cJu!gqwbH}RPYL^>p-hApq z%q=XDz~NwD(v6-o3IAPMX{6_8pYcNLg1(XLu&GKf>gK97>YYdR_UUt`7}Q{db#)#s z^PX8Qm*WD-s!1VgT=o25w?uks)(gncC!MFTzHW?L^#LD}w4c|)cS(ZM=qZ9a24uaF zkx*3@TeLW2p$+2bbTig3mvd>=H$a)}Og(iS2lL^!dj)CJqGSVMz@9)1uz(lxzhoy4 z*Q-B0=dYAoxSM@e@SEKM$0GOH&ga7_izr&s8^+FWhV{7JFb{=BZ~QgSU>RvMP2iRNXgo8A%I2yei!pYVkLOOV zmy(47AQhJVF4oSZ3Zme2T}5DYkrc50mMwRLBr}if6t@eF(IIKF4}dU8wa|G{;g(2J z5}$D}REpygwfJn=hq5&`^>s?n%;!2=G8LkrMVVsVDfY@u;dH#r{+zfPDq|NjOD4EA z7t7hjULGrPrN#H%RsSK+K#a1ss1Ii2RgYT2M4rAVH`u}qJa@=`5uTk97SK74|*D9Nbx7#Qj@0Fzd z*nX#LwsRnse`)q0NVd^s21$E>s11gum*i!CI4Oniv4&e{W?2REa`J;gdTJ5JJ5|cv zk5Y4vW#nNNKJkgj4lB2I+QY!$hI-nASso9KU&uEWRDAEw1n+zyxp8+~Z_|V+?IE?Y z0mB$|)UFBf9+Z~~nHt2eKC?EOnqx+Z1jKUNPBX0t*ImAX0n#|l=d1DX^lmeqcLjme zAk8bBDlODN*)Nb*5i3C(WMK?ieA|-AvRYYjk46@;OK1A`Rq?}U=pSnuKc$NsK4{Ix zlg1M-4ZydvgnV<>e0)@`$w|znH<%3<;pgto?gd2ZA1~$YP_rw&F};3Et9O{ot&Z+_ z@BkysJh%77nIV4d;&sCyQ7)UGVfu3NOnFsu%)I)=5JvBGv_k%xAIy4V69-p7pSh2F z(80~$;7zID>@ohMi9TwfTDe{ZF6W3IFA zL{Bd|s5YeMx9qx}1U^@p&E*p0wy0kQ#G_#+84AVK-?cy8TzIHYSTYwFAKAp@h1R`rgglq$8O6sov+)tqzvq4emdyv$iMQV{$C7L*xQ5^tLL$ z%?tF$4GyTB6EmI^K@M1??-UFUP5zBcFupOmto*YIp61&rk*T)_ae!ei$kX+G z|8$^=YgDhDs^zQwH~QrvwY{mVCf-NI2K)SC-XWW=ym=-WP|PU&v+YyRXDfXNOcD29 zzdtAQLYDnFlNtN)w)P^dkHBhP%=vMZ3vS&vwhuM8Wv|edJ4s>^h=zZ3`08cRa^{_{ zo0WYk``R|U<@x|TxHkI2WYo@4wp8}9oqgDnCE#rx2OYtV-fY#s*8*}`As7uHz8(romJ?d#25$yo_iofIBi^X&DcEuj_Jju z{ssgaw4d5OB$3gY>Kd5y-ShM5{%>-YT06}cwtsVFxpqXx3snPYP0#^n)3jwLo{n)CJd2BuOcKv3l!Pik}@`H#k?Db_4__>g6bLVR*aAM9PB^`{zT*MZ)gM1;mJKMf&ZI1 z+NPf#!on7X3H!EwTwzc?<~In=&mlW8_)CQ{_V&YREW8Ed2Hzu~uc~5d9Ue_WkaD{z z#9nf(^JO|~vM%u|5km2Hqw6_=szQWCaL2`F-KDmILhNU&1;D<=FBC{F?;~Zver&Ph z)426WUZ2%^x)>(|TJ(ePR}p$xdQls$c3RZz)|`QF$FM6%-o16UX1p$sn_}2Tsq1iP zA7-7X)Xd*7MnATSO!Q2tPP>^AR3REa71 zP|D5YCIx=SP)bSwvzkBsf{W*%Lx?fV13#rJI%k|Zeb{IzBPtI!Fzj5^CziY?*~s_|jl4yx`LMBjMP zgRoBaZTMA}kZ+4Rn=0Rod=7e2eW-OdpLVNM_iajC;J54LZ`HIP5m3c$Lwm?~==30b zn~n1#LHi#_*K{oT^FU;JanW%%lBOe-pg2l~nZptNJ63`&)!bfO(Pc>cEew+WIGX(} zVW7CW?1o%NG8<9{iikbNJ``dJzjk6HI}N7cbzN$|j%Z#FU(bt1mgW)+AiM&I9HE2t zB>JZhm>Z^g<=yX&;<2*c#Z#kJsox4kB$Er!5ZKcl->PP_aY?PYL!&&RQkNbmh>sE+v{eoF~MvJ3m)i)pIKL*A<@u$t5^S3{cMNe)u#II=I>iU3} zbrqe&lXw2qZp^$wOW2wuU961=KY0ncxos{4Za6R2O9A`l+Ur}*kGaKK@3Mm?qZa>y zYyNM$&~>fZT0sN_HT*vk!{ZOf5y!sUZ=K&WkOu58=^SjU0bEm<%^Z&_+C1#MOKB(f zssrwVT;vPHHe*9rY`OZeo*OIPSTZNX#rO#et6ve8j#=+gXbjoCT{65bum42^Nazvqo-)~@P>OYi$fG^JL0{+Nan ziQjtNHtn1vPft-fRe26-#!C6ntnt#93PGdx$%haAE~%|7xL;+M58~yLc@}0${{l|= z-!RzVk5Y@O8&FsvmO=!Iw&mYcQw2WrudmBXs&OMzONRO4>93fVf98maSHrFct&-DI zhQtZ4INK{J_a=qg;mIWe+ippv8JM7%FF452n%ANrR!~`56}7+ZCGR0&y1lk3J<82U zHV{7iMJRMUG4*0ZU>J`KbkYwhyLYpdKjo9vY*0~7eD3)k%`U}#RRl&qIaGscC!>cu zioj}%t|vF=iriI#-n2rPZ+?Ztft*#{4A1_i#gVQm$JVbgP!V}kX}(IaLMd*$+y-uB zO-r05rw{UzT%)$J>n?cG3X5r*ZnLg}w@SXf=rS(MjRv!Jt%|aRfbu_lePH7+;vU{q zukQWw$QsjVINLB<-vXm3L}cI8;Ixpk1v>FRL1dj`eCYxNcfA;#$KAAvrUuWU2HNP$ zv?$G5wtCvM!b__j#?_)_flUFdCq3}%px?E9!J5Z=n3W%m$*&n_HdsGCj6#RuC;*CG zPv~T6GQF3jDrJ28p>_zDrzR22PjAi~qCkL=zx_p+|J!f37jQnumXpb?m5h)wuI&d*gaE^%?hespQ8x0P{(8!{di9r2t z_ZV?H-xx<|Oy_%|u06J=pBt_#$8nof%gb@hcY(cg-wo$hr7w3HB}iE^Rsp)+#OVHX z#c49B^~$d*4A018ZI-l&@&tZVT$pz_+!`*Vbl)nE%5H3b%2#q;a{y?^ysM16VBhBU ziPX(r^TC#%)AFNw%hKlqbkUdzO+dBOQBuH!(bpR` zrI7z!$ zMUn*8>9DQQG{IZ#3_~Z)x5J``KLpuMYNH`J!-}xTbTEz00#){(3ZP$Ix+o=f}V5 zjkLC_jtvZ#k$nEbs8B4wZx~$^(=M5-8+@7%TXJ*nWc-}48KWCN#@AV$Xmx8q1N}s( zqr!8RLOn@Lup(x#Wl69Xt6YCmLsSJ-o?U}@j>w<JusY@4@()#uk^f@Tt z16OvOTZN)EYN@2;Ji18!@$TRMm~SB1z+XMMvm%@YCPe*S?iBQf;^eP-Wk}HGVkf+0 z?L@p6E%FkVa!l~V@B~%PY0GhTQP{PDs$N`jNl^O{J-FN%6p{a-b=Zzpq(7^ARU1o3 z_;c}cd05>+C{)%6{`s`(a}g;A!>J0Azh4BLQmNW%ZJf;btE46KKnN)TTy|rXo-(Ms z6Vu{CXaCH;K61tZ7X*C@RVJIjgPLm$x3(gbG0G=RYEE{4pUTu=K8z5c;AES^b0un@j)R!_cPj$yLi5$oI z*KtxuLb6qr`kwMA9iU?Qqr~Snd4{V@o*EVd9XI~Eo|IfkErE?^4562RT7B?3 zKoI-U)yJ(p9EM0|prt#iX5;EoVGHIY4@icPPz6^Us&!~I;^dBcM-%gN}q5o_{xCbVSXp7)d^)RlwQ6c&e44A;&&zv>7jkn#% zU9UJ5Kph?8HUj(_Qiry6eW+;g_iK*b&O9@E>e+}7*M04N=FQ6t!501F#E8qVSxjdI zC)}9yblk_qk?CFXZz)~4ja-wP4VMK-G7z`s)mlj zWWda^`GUEQC@M&20#|KlIiLe$TBoB&+)PDgUJWLqUSy`t7f0=eE@v3?BW9s5Z;- zLrOz1cKq&L`zM;lDr?fYt!X^?alw(O_a;5F7EXB=um&7UXRHD-a`MmBnty-4VC!T~ zR5mVzs5&|J^8O0`Aal0vwwIYtuDjfJIv?K6x%+2cu1mWR2h9-@{qY8hw!HE$9No)kj-P!>HGMbXn%IOJZkgYC$b`?W=#B+=20E9smG-Ev+?L@gDjMnL{zfHlb227edm~m`wcG9WxDUt5RM;;gdG}J}&B=>^KP;4*X!%Z^f!7XLS9c)<w_7k^zd(duC!5Cf zVfNdysWtp}A5s-Z*Z|Wz3rOPsKP1co_D&5!!tZ5WgHHJ0BHwu6wOmsl&)Ds!WvJ68 zkCBH)JMGXP)D^8N-`o$zC(Y~HrtxQAzWNX8mGTanI1OZ}YSyU=MfcHqmvU+gtB9rS z5>u@(S9#qyF87q9?2pInG{38H!_OWzMygZfu^~RXQR~wqI_0*F$^dA%T9&j)o~*y< zXD4hg0(3U{LrT?7ax$GK5&utFxGDH?Z3o|#EoWyo*_|1Xy?b(QW1FLJ_`X)$y!b@{ z!kT3kV~wO<2#J&gqnG_pAkG|XSw8&no_F~j#9#?oKIb&(tG{CNuiR@k8kK}Qh`CwU zYTY^0BYW#XFI2B_t@L^}NNvl!RTn#*U-#Q9iiFyG0x(=YH*uoZWVt_&fQ()qb`c~% zwN|`hs<+{*EcC9R#G0xe9`wrbrZmb|XVcs1I~ptFAb!(6<;u^YYzLz2eCMeJF!TT3 zV~yK15_RCAG{5zJXZpJE*2&*YztySu{O#4P>hZD|sEKR;P4MxJGZ3=fuPR~wmcyd& zK)f;q=>doCk+&cy6s=trf6_Y@*>XL4^u~Ej+19ojEvV6z9*{q0qv0J}+)FY=-tM(H zBaX}IHJ_ogm3dNTm%;*e&-~!98H|9r>prr06W?R(7OTO|$X+76c_adi1Xhv#LkgF< z7rfDZlX6kgxv+&MRj{2}Ir=-iOdQmbcKsd3pXI3ZkTIGvvLlKWs8&@c{`-|B(I_nqe_6a9ae(KC#d|wO6q;Wu~8$BW{^Y zot;xnbZoTSmgnt1rmUdEttY+|ky|(N?DwS33U2%@!a81EtFNV`jry0)I5x-PBsbSg z&&a3CT63Bye}l^SktGoJPFdo!9o5-GP0atS)t^`lUsEU>bZ57P@sX6SX^wy@;3F5k zahiyy|G~yKbpNAkI7|;I&>T-Sp-~?j#p5vA)3Q5!tM_P))V3%e$DUB2m$aw@_fY7# zcyetl(n-_%vQj4NEIej)!>kXucO9z~hsP%I8Eu{Va;t+P=NBISKyC#l z5Wb`{a*>o2MBjSv0m5v)z%S5f~J&53@_2%o*#|e!gM2jhrM@|#|{mp-oqDl z<&RSf+2Lu4fqf4It=_n$fcL+c1;@B5|TfS-e5 z@rkRm{n?+a2IB*430|Mve)^o4{Ew;em;Se=}z+O)=`FyZf2YrFX-c{=Jci$Soq`;Mm)y1D{yRL6^}`dC2chR+Dw+Ig zy+ozhK*gi8!U<{J1=QwPV|SHtCCzD>IywytnE96Xf3xKk1(eqCHF6;*`cMlMq&83$Q*5yS(Kzi3K=3L%^FDf|7V@A=fl3vwKw&?Ydz0>x6F2Xpn38Q+)vV9 zeWsycd7oO*-SN&ao>|Dp0KPo!B7V!o1=Ej$TNY@gc=LX!h2i3njpBmZcBjxmP9Ck) z6d|BjHeY-Hjna$mHQoeDu6<&o#pgSp`IBC-y$xZE7wXRKqr+M?fk^+>HdYFl+ph60Q(N8dfL0~+gLO(YieU@385wb+Z3JPR~F>d#mGyT7Zw zqkIQ33jVEDKeP?t07lqrj~;8bcbw9fmoQD(2`Ct)rpn*W>}LAaj_jzIZzekKZI6#s zJXfapAEj`c>j8GB>g`!x;$zK=l~SId#)J4W*kb_xpx1egLG_wQKymU>q_pe%&BG-& zdyvVjmbdhCbUnQ8-9c2TeEyiJflH@3F>I5w?$qqi`Dn^xDu3eS4uQ^gc$X{-%R{|- zs=;vt2*-mBPd1Zj`DF5y!3@~-hj<|8dR2HQ+_LqzWiy58*F71vug94-FnXZv($@pG z*Eq@&*a5_Q-Q1KA31^I(J9mzKy4enA^XO2lAFyQ&vszl8uJ7C}@pu9Qq4Qo0KeClI zA;|?CF2h!KrCr&Aw{}P1)*tp(*EsJ9PR!=uz1_hE(8@i;yztkMu4Hl;tVgWs!3Ufe z4{`6ROwDA%@tu6?1S1J@lNwA z^o_x$k}TIRb}8z?eNAuHv7WmvPk1V0uyW_{ILJco8FXvb=V^!YO*;N;NA^^L%g@=Y zK&N*~|JL80vhQC2gquB+dU`q#HoyF_u7o#;b?3jiYRDy>C3r%QWAu41jYj9`|JHzg zX*d7IE!lXB{bg;~Y~hXWt!!S^!sYfB^;|EZf(#%_)n~k}f>S5oK0R(O{a)ZQg_*LJ zRrlmj(VDOFyw4cQ952+a>?Ex+>rc)vGPikok$%XLN1rFxXK&jCeafzX>Jq=NNc-pf zjiNt|cJ(!?z)^GUck1KLXg-9nUFq6xFChtUM3BXrz8v(GF{H6^md(f#2CL~=pWSJo z7B24ucW%6y{i=v>n5J9&BliLi{DFbdxZCr2rcns!VZVP{eFVIbT4kZF-0Y1v$na^7XQPAN9ZA+i9kpv|kMQMo+y>7Y&AgTEZ{1g6G@?{iPFS z`K>t%H5|vt<@=b8^K5}3ougFqis8JUGf=EjoD(&>*N`l_A{BpWD_h(Sqn=5BdV2E@ zUuT=nO7e@NAr%pB)HwzH{(Bp>JXF$n0 zpdNej4AEk@Jk9_WPGjv^^qv(vv*q>p`nc`+2qh-DTkNRvd7U5rSs#xr5{$UFj?O5` zoQRK)YJVXLxr-h9$5UCBt0e~7Eox^oZ@&R+6fNr7d5|gRlll-A@Mfu+?=K=-ZGB=+ zYKpHWr6KU*Yq#5Dp_xhyiW&G$64BtGj05Nkw)2Xm>rf@B<8*y6Uba`Mg>Yvb54ctM zX0%=kT?mVPR0C@}77b<=(zIbN$@s3tY@x^pz_1pFk5U{H+ zJ8fB$(P?=AfRvTJo5Pn4vUsIXj*v+&eOLjK2}`1I5r#u~gexLfXz-`qD>pqQ!`WTm z6uZijL);~Tq$b#h_6XTx;daD)2*5(x=-4hT!^ZNjXKo7Lwy;Ol*A;Vb#KM8=K#@Mq z(XP>fMz6F*p@I(cn*zRCa4Ma5bNKQmJx~}gHaG2`nM^b4M)z;MU8h$aP3F}}+=yrR zW9K{(?ul!MLr`X7I26H22% z(Qq+)HBiiEI6VzK-h~FiD7oe)XoKF(RZn#{a^bJIeWcWL!n8q}w`>OUALK)wP0dw) zTBn=j%AMH12FH7IF6mc3rip4e3G+#NPj9cVe^U4id(ati;@uRvzi={HwYHRu6$GwF znznSO;1|Z%5@Jlw&v{f|bfw1Rw!NP_pYYl}9F)k!{^B{CPj-uF{0U#;8Q(=sr?gDx zSPr?O5Q8RW)fpQy6PT`YwO=!c@aEgAqc3*dsQ;;X%nSVepD;BRYpY{Gq< zMrXVs)%UMgc{QV2tpDuwQnp$(!ZEbIFo=vAGWuAgSZ-Y}`#Lja$+AS2z6gOfek2*v#walO_P-42V!wSZ@|27yZ+-ncBJ37iLOLh64o*-hpUf;Z;B^ZW-v zrw~o^Y;;UXsM95UWWeJOhJFE2EwyewU{^vE_q^Pn3`SS)UXyoNRh-}m#6*J4nD5Ue zS*fMxN%eZ7N*r7`SEa>JcH4ZhQ2l#E+)sYsi)%&f%7 zC&grCFQpy$ZiywgvD(2SZSe+?KOj8S**;~aKcnwWo!Qtm8wc(UlS3BGzs@nMzn4qS zKii`r2wp^ED;~Rb<2@+}{JVW@WvARzyE~<$$DI7vuDLwt&8)r=K|9=LV7Oka~K|-$N zYGq#V{fAZw*7+~aI3Jk!-hb=G#FWcuuC4bco#!kzNoTcQoBB3N;^$7^am0Inl#&9n%>B5ALD--jK1}n&o6;p7$HL}%5 zk}h4{*Ut02xXtzYa{mK<^9}ZVtKzY^7n=aVI1}{5B1FP$Sa>SXp^pzgPB0Lx`pMcQPmgRs}nCVNf02oQIFz-i-PpS3b-IUYI4niCvkE zyLFpo26yp~toP0kPp5RezBX^@yW6@LG6GY`*_Vu$HK)Y#tmX9O=^z{ttx*_?zn(g& zAb(YsXy=o{mSe-ukycbil4gB);~WM|_0mQub~8GEBjLJ-hD@DWNX+7JuS`#mYc;zr zmixn&25_w3rQi;er$EZ7+dw9SmVnEY8_4+k41GE-Go!< z3f-uOeZrpO;M$9>=)=Cgphx-nYkvr!vD=QUt%g6mHIZ7fFR zW|eT-(Ksk~q4}Gd6NW94t7dmxAZysNLtKh>(pWD#T(0Nd_m9jy_95Nc$z|m-bW({m zNsXruueS1=llHxlqaNo!5#5e*hjL#p$F1VWi-ph0>Xsav-6gTTD#j;f8Y%f_+fNZ~ z2vn$I`2*a@bY&>vqhvwd)>e7yRoL;Cfhxxi@iJO+jn zYlo`=SyL*$p7+9D?czaw-44ghX@@N*9s&-Y{Hb{XB*xln-kT5qXGeGULXUWUG~J%= zS)H6XKmna@8{Vu+aD%a~js9Bws7BiM+K6@cd94@4o^+}y6Q-!jUQ&~DP?y*qE^fGz zp4slexu?wt!t(u6;(qPqOV`3_5K~M0fY=Cs>SZF!37bRz?O2p6zH;j|$F!qGP03u< zxmM**MTP*ud;_3lyVLLZ*|p%$3k|7t5&y4fCW6%%R6H4O@)_v&rsGeOC+7S0_)q?y zfLFNUhXwL;-Omqe{W{@b)y`mcSQs$b1TCrVx=*gv=)vY%+ZcZj8?A4l6FE~(o%*WP zMOFgK`7393&DHu@p+qyVQZ04nW4m33#8zV|Y`V%BjgE7`?+p6{%X0ae@rM~#|Mi-f z_2G7DQs7()OV;juxvg691s~`XmM`FG?us?D3tNS@^irM90!OO9GA zl&u8*-{Qh7d5g=1HU@IFpVfALzkRzDVUb#1s))Ew9x5o$?I%=vRGolcc8~XearlA; zc^!gd728|2K*8}Y+TX%M97t2ZW>9%FC3W=uU9AqBc#73daT(dUiwCX;2MbiJNUQyOBZZdzIs zCIznDJ{mbNVLzTFF;@KRXpGC3)Q-I{uB>Iw%UunMqLN_;?^f}dPZZ8dd)yfeKZ_C9 zog63~A)at%k#aA&)Tiu#<%w+6?2Ua%GC;{w{=JX*fOqDvzoUPp#VH&aYc+DV+#mHj z)!zU9+@+kBZDoJI6R?R_@8dna8_dTmdHmThG#@6!#`z2_L7hJ8<;D`2QDwh#L-~oA zT#QA!={G9N9kIx%f2Mry4vbT700ONN%&z=HpZT4lqe3HHbOmk3tORYYtQ!`}vu-HBq0`IngYELQZ~L()Bn}U2Fwv(dmvj z&}xO`ljBA2B0A7xc`>Z~d6WApL&qf**l`cw=0}b3vwKLaziKmm!ooMknfD1W_4~Jq z&d5opzNsu$H)N%Mj~RpLak>YrP@2nv0#G*^=yU&ukI4Rrpk=3z=F(4*4K_tJIXvQJ zWxW2HN|I98C%T>k?j6p=k{&e*pbPUmqCY@_{uqmj!UVIXy!@Vi4t?j2?f>L9Y!Nmf zTk<-&`u_ZGF41Ch|CZaJX`2hn^wOuZ%5c=0qMKI|mx-T>x?*_m%zvc-r<+k{O zDH9Cy&+FkDF4^)Zmk&1h8zpxM0q_BZ3zeDwA z-KbfzIRmxtI2-2ZYh_S6no((!UsxU(cYliVE?9mm^XIQwHmjP$E4IF9Ko3DKferp; z3sYv_({6RaPXp2JpL;!x>A?@&a^;0re0qU}O6yWH3<lubT^>Qx zLbU3fpmfx*-FrBMS50-?>2DU#Px4}msYBiTQz1NV8f$i_1`MTF5@wEhJF<0whlgtP zY6aehaF$0+45@M{iLaZFD@ytK*z==gc6?kk1tbMau^<9Nnd+IJ#cgq3J(dYkoNfBi zVRA6f(Yg~^ekY!xe<@kr94t+nk@>$%1Nuwr=Z_{R>iK1)IFDGJfTr_pao6*y5PF!Q=f~Lv?!hTj=Ls zZKZLQECzTCQI-~%=uw`3kUR9^UWIdnPs5?wzAXVIukPy=D%cLNS}Jj>etPPATvIR2>Hund-t(DXpq?>@Myy0JucHi+~A=u?7Tk}=gsw%VAmO-m_W?i;Zlxwqbr+kNB z@#neQ7q51q{}eaKf|%GC){zI{jt&Tz&4R>sMRQ&NaR+P<{p*l-Pd5d#DlDdP#@s5K zqgHPlqO<~Sk8)lGq#s9-P&qr@Zo)wr&nJ;JqDPhOMv zbHU^)lX9N}yD5-{fexjTKAi_j?r(fo(l<}Be-$8yOZRr|Dv3{nANGNETK;kHe(Bfj zc&Uq+xVj10B-gvRbfWmWlMRMOJi zSsNm!y5#eK1i3-j$>re*4==s>cVBw1ZnS-y>p|BbgG;_&^&Mx|x_7pX;Xr9?GLoO@k}=%h+f?OQry%*> z!(Et?GY-$d@nH7m7Zs4+j7)GDzh{f;uXO)n%h%@1fC9N*?rRYkJjQ0y~IO*5c!(H$L(fTbnx7TLm?YC!= zh!5iiYbAdU=h~(2ytPwwF?Vo4h#L&)!fWA%(#W(v&SL|d zTDv}V-yjHqg8YgZjnK5d8dlA3S6JdezU|cgcl-AE%!$0PMn>!SZC`7Nb=VC~Fq_+{ zzr$9o&TdmjxZ4$aI?1M?f=NiQI3A0MWjW*PGHm}EmG#Yl1!ny=W*(R8W;*1yIT;W`=?O$}GY4+-0bKXjgQ-z{;v-;}S zt>%@ImgwHy>J^7&4GXef>v}vZyGcCxe)!*cPYAuzz4tes$>wF`f!6eVshq13eYrit z>2A202a(pC@3(`EXkmNEsXExWv1n6!q?RKglcEXWZkns*Vfj~Ey1qfdpn5evec8;q z)gCY!DO8^T<9L&)@9FY-ayFkuo!7=U?Bi$yqVt}GvGd)no=x*v`;8?! zZ^7Y0?$tXk@l2H>^hR>~i8mje2OUJb^enK$>N3!A+;*@2sIzN1vI_mcG2T&M3b^=V51RoZ!8J(jIlwy`oH)Fm4Y{i4z2MwiM^{k? zz?r#$8H@_hB~A$GXlmx3(?o-a6o)5WTI;4D)qA~pP{22bP91xlj$7=`Z?GgIB2ih zQyg!%crEh-5iD|N+}>QqR}@sAS8=R>{H#86_>(@78_{_Au)G>ToVeVHil@aw+1hcFiSR`}YpNh zGFYeCepttLz16mbX`cLzizz5?07P*sx6}3RGUfsfU(20SLv+FB>+*M>5cXe0TaI2y zc^yrP)bG$)?#Vray)z0@?y%a2+o;xoZ)Xb3U~La}<=`QF+}vScR=xU?L$Rr`-8kk5 z?ku2LI2?Azp}cA`&9gK@uho0iYtW-yRUJM{%S(>moHy@AqAqJ)>B7EhE{O8z7SY*g zyMnvwjr{5WBd3iX@s|Tk{-y3`dFfRL?ci_yiVg%@*w2g3(TOf>4r5@lbu1hc;n_?Y zF1vfaVnp1pj>fKQ6$Let4y{*dAoYqZKEjLgiTEfc^#5ADerivY$Uot&8B|8kPPb)r01(BGco8~4Yw!bhV71dh96@8Itf_}LZ1dUaCC(Qg@5)|EZtoLVCEzmb3I3jT$l0+y{T(gcMI)Oa zT8dIB`iDIvi5Ddl4pGjmtn8Wdw^#OzPQ7q_M!FjAzq33Xv6iT zsq;xtDky4=p)s~tmTq5ZRV!aXnk&?)a@bR~k&>wk>u=S9CuiyVSE5EYl%nQAX`x7B zAz7HWXRTg9bBCAycga5|oejdZnUSdz)p{*h)QvQ1cV7Cmg8Zq5hbmh4Bjt6^HbtudrfLa8F;bVAS)q7opzq3i@kfms*cXvq0H`m5k zN)Jz$z5^j(*?6TLZX7t*`BjfY=URUD=ltyb-DiHm9H9$Lg`I}I!~@yV{2>W7x@mVz_A7>^jokf~zbUWMiz>Nd$iYJ{gXZ017-tKxz5;=kJ zStqjg%&-CX#pX`Cmyx?w848EqXzGBBBmQ7dW_IwLb17+`(Aq9hd~ZmN8ZmL;iVLKs zY-jRZ6K3Y{W4DC*-Z@VO_V80ayFav1FBykgUV2~o_Wl05^N- tGZO^h}K&eL>dm z{;Rj;|4KZsR9Z1MGQo4LUG37@u3+i_$12V-9-K^23l^X4E65`A&5TehO0zUS4$MDi zkMNx5upaE!#bi@!&-nHC5(Am-SeKRO@I}Vui(46I$N*Rf%>}BRv?u+5DU7v~-k(hU zq8$J%KOUnIqpg!oIE6b$njK{{qh3})&_MP6S$0wn$6pCm>Z~=)4)#394}@owtu~ty zq|_Imd1IiWhjf0g;otRnDG=PG-Nk~G3G{jVhV|*Pa>(!J-QL$c?hQp6;RQj;69~86 z+^N&|@HbZ2k?AaN&vEwzJAdyI8TRU+*yDBxQU2&YEcQPpv?L>bYE-1$-&gY2a!#_;!*RCKz@n_stFMzrBY%Fa5`cOGV>d3rquj zUT((v6L`vzj0xl93hnkP|B+r-rqI5v>A5LRs;7@3o@$H!LAsj_+SirQ1+UKYlR`Ln zV8My;;b_=G`uXrkOxmZbxfu7=GQ;iVB6A<}Yri3}Ct*kzk(P@yjicwYON*^$+bLFV zt^;q~ZmlP81|S&)R%mQ<=JSG-H&y#(rMu)}aI8nlVdtr!b zaSOMndi*!C%$jFK`(=lYAJ7{^sxxQaF`&&_h*A=k`HF|MMvO7yntm*9U)dBoDw^7W zs>CL?(88D{i3Y5Fk*-=Swez zuau9SdiOkguVWZE_6vsJ-W%cw|AVQ9MI4a^2{&!`nO<+<`&P9_*7vES2a!gPn@P0~ zxK$h!Akwc6d0nGBBn?eoNKXP=Hj{nB%)8WiFg!u+!2Q+<=$*W|J}OO!;m7LsuC$-s z!qVDZsP`Ug3@+X4?uFaKAFC~!+twb|BsnI>2;R3g(pNrPf*1J?u^T}E63nyCL~m-& zK3@m2uC?;BQxDyVao!h=POBBQHob=g6M_u-`VU6~w+_;IWe>MsKiPxwarWmSw=OqG z+@-Zc;=;HJy^>15ine9>_6#sh-Icb&3%OL*{_VTF@BYr}EI$yWsZ`b;F*4LwpUN=# z&93urKKj3a%AUB?#hx{)l8qr79Imb*@RhHebGLS5(6{xS3hsqU zuCfrnIpY3QLSPC>4Y-cbumZ)dNqM}y@hk02Y;ye<$hCmaxI*`(XI!7NFkK!0?#Ipt zkVxY3OVV|wl_9eejuhLscK)`R!ip$(wNzjYZxGPBF@$%S-s0Sy+U)ngJ6k-NLAGHx zj~0?AO7H_n;*h74XOf@pEW78{Cs_TDS@#`%O`QWfY%L%)eouCf6PWudDJti6WBjwefN{v;*h)ChLr*fM(Ai^;=nsm^wCkR z>bdGXMDzDCnea=i*g~~**m+*_dhd+iv{|3rp7z{2ahNYE)~-z-F7{)Hw+;IqbrsdA zS6MrkYjiC=n3^Y@_J4~7S(_q{yQd#h zD=Nu***wb8GVBS)4)%zbBcRlGi>mqQ&5Y6g3FNkgH>;GZN(n3pi|tWd$IDibA|cyp zzrhXMzI3xW#cV`%p>H&*i|k_c3U0&#lg}EwJ`b-uk*n+Wo9CGwUy|Xanzq|xU|_f6v38)C3hQs-TB%qL+wc0qBG$go3HOX9ZR!G zIcctpf<$g12Q_FFian$pMThk@Z}z6s z_4NWYvg&Nof0kAg8~>AV*?;~~pS-M5`S5+FI{J8iU*;q^)2tyN5y(QwZz>=Zv=q7a z4DLh{f0f$2q#GXK#uv6sKFyS zTOE@-h!fzS0?WCIzs|}(V~^&s~&X#?pPRH**@t#o^@Xa>RP>=-&9T`xbA3X zgtcZnx4+N#n}t=n8@?fxlK{O|4WNlF&qRE+3vSk#6+kb)7o;e~cd&%|vzn#!mtLld zx=5_puGjI3TFD|{aUIb~<<-)=wbf>TKe1oucb`nFQ1ac6U%_EH63joW=HId0PkB#f z?~*z#{h3CC9uRRMZt<7$>IAg8vKol+T>O?oZh;xJKuRt1@GFF11RQsXztW#r$-WJb z`UE99ySDC`p@CQ-*!N4rIb&_^ew@vbtDbw^kJ~2qWb)}4mP}5&rv8Y_e%ML>n(tIm(5ZH3-e0cZ zezBno(cI6Jx|D))YfEC$6KEy{W3%|juPVd4Eu0shRKWD1 zLe?-=?NXkb71p2iP70rk+84~@k2Sn#;Y`4^$AK>T^~y$QcaSu_mWs#KJmx0)`#Mpt z;9l^X@0VhhYZXDM4YtY_3`LbSUA3r1tGGK;-HLifIEaV*p6qz+B84Wm={vOd5a6xO z{Rwbz(yvIfwvHRqs3aB!Avd$wa#p(An0O}bnwicUo5Sje;Q2K$y5Ob4l?$&V38^>eT6Rg#YTO+VDf z-2)8j`(rSIs)LuRE}zrRtMXj2LYUpB$?hR9H36bMg_fQ#9=ZORAk-j-cOp4%#u!+@ z_`d=6?SCS6SxZf$ve;gWHP=%5kObwZ;kZhvP7=PWWU7RhO$4o&bhXm|hIe+dQJ#n0 zz9h#*22g;9)vflUWZ|uy7uIvvAlE{dz5yX8{AFkN70T`>@yY zH)>`7eC?34sdgQNq~*c!cY5^{b9gR^7aG(G!)I!XpFvviua$uG9q{rXcek2y)%O&= z3{!yd9B@y%q-AXonwP=imvzDZ=^y?8r$$Uh{CR}eyXf|{U5fa5tF)Gpyxq3%z4f;e zRhL9nJh1#AZC?o({-%qZzr!Si=z8*}K#rrYKJA0Rdj z>$=_dk!%9P0PecGBW<)uF0~!3f{CW5`3{FkR<_B2+ce?2^UZCyl`4z50Bsr}lG4k8w3edrr(Og@c)xhl zHS0MO3p(?AS=L(|uD>3H&}w(UFbGjur=d|#)jicr*X~MOHV&KN^4@Aht=uh}3?6*5iq_aKpd7*yl$(Y};1`EEfB9*1>LP zKFrl_BgCq#R50C}@Qv?$j*VCWs>(W_L~sb9m)5HXXRog6p|LY?$Dfb9hSqa=91QwW zWA;co)b-x4T_Z9|UYl*^R0d_@>EAa60_e-4^u(SA9_Vykean652Z47mav!7DF+e=# z=ollYSHXV#m6f3?H2gm}&0J2;kW`7;+9HvkQ^aiQ~3dEx|FBV@_?e}~rh@p8@z!$%+BG(U`QR0h}{~%y~j}OC`*z4!q8EJE{t$Y2O&; zD%rwmS2a7JjOP!c>bgwtd&BJd*A>=(2%yLO?>4`&%9p%~q_v)mE%Fl-|K6g@i4>W& z#Ee)XSRnE`GvU}Vl5+D`y&34U`jO~-d%sD&q&5aWZ5;e<#3r8;@0RZ0qFzSkpy)4l zzvuOIH^o3f6)#s1!^o{R?*CI%Pc>N2%m?*eTn+v5U=_;udR-ZOpGrw#tq z?IeJ8D++OWs$aMLUO}m;08QNjNt;zXZm!pR+xQ0V(09=ML*F|`t8vX`uGOS;~z^ee9&=UtutpAOTsH*LKk>cB138rS5~# zS(*`p)x@16o8j#Doh(>|+!dg!+|!51x_)ZENVD7FqGGS~fgZtNtX^5ZE$4Bui2V)U z$y=q^Z(dGMDAc?)eR@qN!mV9`ENZUs${FwLC7X?Ex8R*64e9aWCN}5xPA4`EW;P&rb1u4dvNh&tqt4b$#q>;4IhbH-0 zT`{i<63vkHc5(9?oyQx??!eAz>NsrRsvu?g_5uUoEA83(PS%6huPp`T-sTS_@0%Z9 z*LxdJ-=0S~fD{_QKYwJ#r_Fe;Mc2Q}H<~L9oAz0^^}9cV72|8i(XaQY*yQfhdDAPO zIduN}%O~9)DmO>T3J#|0MjuL|ZW17?Y`=HcGPo3Wt5;`Pt`dg4EJcFu3yRrNdG;9c zqBt}mq}VRVtRT2lURpxc87V>k93KTL4FduJqMrQ-SHg!;B-%-3rO@J=g9<0Rk>3V4 ziwka06DwFh?Ot0;;bdM}2>CJb^Y^;;jOD;XVNlTRO!52ii%3}UjsV^wd??iNa0=W< z%}0W$QrqaP-!{%d%Te0k5F#yZ_9nEcZl5@FQY>yhd>q4ML?jcjs2@7afs>&W>XkBE z%WB=;+#1%AUOQt`Ccmd7Ej_0#i4(fK``hfHK^NTL%a+crs8c>kS0KqL3Of^ellh|B z{mZnneLjDPVT}Chf!-b5qx)H=%Q;4^?gcDSDnHfrSW2@t>iaCO=REyu#7Xv9K!|GiAw^rahtNh5ihNIdmXxqTQn0mV63I!AO_ z|MiRTVnygM}?lCB6 zSK3snu-US`=A@oD+pkoAf+1AJ5%&c2>jN}K0KmN${?0}88U8-^qy*}EeLHDqC+h+o z2PsC*ZbH=`v(tii)GVm26`FhufI(`{_`Y9zyxOyjSpbo_W=5?7dZ@pVxYa66#y11h z*;xu*=&sYp`GeRp3tI6oXX~@q_L#Su#Qchy-B&|r=6CL_+DE_CsO6Wp()XMLo>ET4 zZdLx)*?pzvrXoTiY-Wxe=`9o6TZc5UyrUbV&?SF(zDjT3jMaUb$i=VI@Nt; zt*(!5^{{MQ&`f4|HT|&d`Sjesr&9B0@MNtzxXdd;9cUM=KfI>qts*b(-`^Ed)qy;H zrr9EZ(rLa^%TA zkdwiU7{w4QY(10DO{|`Oc^hZerlkidnMaGxHy3>qmfY3k)$}WUrpJad#NP?f$Gd+! zi??^m;e^u#NYRN8^>P}SeKk*9CI_jACWEREJo|2X_J5m}lr`|AfXv&@9NV#XRtz=l z@tTkzt$4Ld-4A>Sjb+9aI&Q}Qi2#>#W>~Kz1EWrqrgm;ku$8too6ZHlsh{(nk5m|# z9>j$L_m)K;IY-I@Fvrc+>Hw7VB@PgDi5DnU!EFyoJ`KYQ{gNS zP<5}+nB$qSU~haHErD@j#$3G0dw4sVGl=tkM|#q#PwCY};(TD4Hb)<+r>ASn8AxUO zc|3bLA?GjB-XZjTi(P#NyWQT+MR~IQll5ifNXPHG_ZJ%gghEZZvpH&M6WZ68c0Zcy z28B7ZNd~!UY}8Ct6-$KrK&+yl)_l#c_VweC;~xbbr+tH?e=(di)jo_F?Y5w~e3h^*N<8v2@52{at2?Q%P1He*2^) zeSIMcR1;C1g`{UtzGqZAd?@zGy`P~ zd3{8H#T1V_Qol70(<{g>R_<8uEWYsWCeB5;j$$$4M<_9+{ul*8jbcT9*DzF#d_|5B~X4o4JK!;URwBF%3#7 zJeauqMNI#dq4AYFxZPT|A(qLJZ~D7|zoe}U)=Ua?{*?ZTERAUIgw`)4QEhk|7$7dr zmltmIo=|CEZ?gj5>dD=~@C$iuANuZ(!8eNr?@j5ic$|aN*X2gN8nil3#&YkW57FaPY+PmG~8$l-wq;?Hf6&13*{t8S@$ zQF8mA>m;bAjpsNvA`9O!A)I?o7dqO|f7IGWMYC7B(w$F?_Bh08$Fat_zrX&^fQ>5; zgDN36T&8DwZaE|3m>wG!yerd56%l{|mmP4oSZZ8Bi)qG7xEgD_)D zDeIHgOxl%Vt3Jqm?SqO+^m-D5SbQ83VSXF%@;6t`P1QG~p+0|yzu)ax1JB~%+Q~d> zyL!ge8k+A^Mr=D9<~b{WI)U6PM_oxz=;-J1YjdnCOTz*&lP$GL-26@V)EsMWY;%1` zFM73&qeuIk_SpI8Cc=rSP@xfQc8AE}pWBJX_MR?<%#kmhzi-jLp~pQ@{{s=!E3$e7mLfqV{f6@b(sfUVa(Wkj8@kNYS&!_vFc3 zzqo?tPOWJd>g+beoOXs@Z@sA85wVkajMOur zrYjodQXT?a!ZA(oti_$n$1FGbN71<`8VW^W_*qaQAr*z>QYeyJB&mc@lE_4} z{N2hcO#KyuTaC-E$=ErM*?jlE`;}Z=Z|{1?{T*+ej%jvUXyvkmo>5orXuPs{3! zqkH4El<}rQSZ!;5?4_yx1t%QC0-%x<~5)TwdP z{EWWCvPm%c66gMbG=$iBO@|}_MEwk7vR@Gp??A{#S5jUM( z2tYQde{Dda6vIVe3||nf07f9o9VnA)hs9%%b!H`{`n4e(12QY~RM;j?3Nx5&m2j=p z{nPWcpD^3_g4*q<>fex0LQ$_Jn9<48&~cF#>#Y-Ua-XYD|NbLBcb)ML8Jb`it%VQ0 zbYzU4vD_7xjA0B?lHB|@x2+)+!)NhTtZ-sizS8YFFjI;px1R2i13~^3h`26(r=#-k zOn|Jov%OVI0ljSl95GL{?(Mq2vxty*E-&rI>eIM8pC{XOd$|r1gt8`rRrcwX?=1(TC-z^U9MK&?Lz4vv^^Pk?daKu5>! z{wzuKqzsMDk9G&vjK^UmXXXShhfj2_J?4g7DAesK7mg-yu^foKl1 z>0S!yF1CBz_|+I+^=1bQ-RF&8r4BC-1j!M@y-A?&>JWva#%6_`jYhL7D9F{w9J+++2F-g2j#$K+Jm6Yne? zT!S4X%p0Vr&gb3d8tMc~qV@!H!ONel!Pi?mI)CqM=OuwmPx&dac$K76q*|SVdfDr3 z4OjZ>$$3iHq4R`x@VDEcFGoxLGqD;NHrr@-eJUN+zftw;zgB;v+2MNnl;q>Gztft3 z|Dh;y%|q7ZHsJAYld7UJ90%qU+J7U7z5rl!O_kFt8st3KcD z4;S`zyAo?;u_R4>O!sj7Jwhc(LGoJ_9^t~{=5Eqtyy}g&f0s!=&(wxiHvi3wt0-yh zp)WI!LztuF8RqBnV7H`<>JPTe!DU#<$Id=CHSqq?TEr+#1Z|wE1mxt6xx@MR**)=q z#;Ob}B7lYl{@ohDQ+o8Q9H&(oI!4v*M3ctTFEczE*!2M!uX+15w!%k!9PK;{v3IJZ zrp5gyC2>Z%LUHo_(AJRk>@(>51No~lSf2`&VjadCVce|up2y$x!Id88(}tGf-QQ|r z`uwJ^e2KK^%H`5$Ixch@pFR>H$CeA{q^=X&$SS~4{@l7trPJT)y6Rv2I$#)H^&yg* zNbkKM_erhgiVmb(v{+e2)5*CnqWPaGv>f4GwiXG5TqYJr9CS1Shqfx*!_HPEW!&i@R=Qprh$v8m(i z3pD>eT?hvhRo~8&Mys8Ji+tyNZ)d@+aS4gz>)eztN;V+ZYz&fyo7}X0vhtJoGG1eah;-X{q z-%3sG#byN7_XVb}Jw(8oF+hnGWXkR@Nf~1eAzMiD-kP2I$cg;~?T~~o#F_qJK3ZdT zn-E;W<)OjWaEl-@b(w(|%AYkUhX!qpN+l8t^v%V0l0Qc%0}BkSZMrdO=y0Uue<)hn2myQg)GS0u9z z(ipop>6iTjY>=@^e_BL8jnD0}rK=Yt>|slg4He6BB4W{fKHCjeaR7{73S1o4yw&_r zM%X#lwV?o4i2RaAI=l=K!H4=hyXtdG|FwJDlFOVZu*l2H-ZGN{1Y4(rWAi;wdUvH! zWQdc5Y#%}*y%hb@Pqw4`v>uwnTt|{mAYU3Jt>vq-Bp%P0Khb%po8yAz@7MgMP!xO4 zbm{#KUN?DsSyavUL(Ip;$9Th6vO$mt+Rct=jhaxaKI#zpVUxj|xY zX|l{(LAa5Bg?TD|aNXavwza{0n5oq1*XRtW{Z^wUqn??ELR0~rD!pH1Kim3N6fXoe z_)K>z5i4xt*eF9e_(>aZ;uTBGM5kEvT6^Tzk*-eJLo?S2_Pt{x>3?q;C6`xw8I@na z(F6MO&qN6QTzxO0xWv(CP3HB=WJcJlDl{~nz{G}kU{dC_aosNpB^UiRNB65#JoUKc zy5rTxgXtdZF9fX1ia}ZE`dw&JlS3|O)gB=gXjUA1^mB8U9|LQ}1$7+$z30b5^#uT$ z^Ygvd$94#_Idf?qpQ=6m<|v4f&=n;6#>PoSehYWeM6A$%QgQdqIe($m!Qn&|Hq>N?Ar*`@)$}o&>;ege(T@4h${PR3_kTvimKD-`u&ZAq$-7wgw@B}^3 zAZg0Dw+fWqlNqc%*oc<0bVAR%O%iH8<=6R^CO{Ye+ z(+st(&PM6pw_(5bYhvAbO(~FTwm+~yjI7+H+Ge2aZu=^(omMPT7`lH^+KTYB560=+FPPJw=`AK{i6D_)^)Cf_L?&*|^| z+J|TT)+;P$LashQvl($or!z|UEE}t-W<%;+{wW9jv!bBJmIWw5(qZF_y08Z|z zvYTe661i3FV?Uxu8~)WO$831|%OsGIb#4gFr8#E6)NUg30qzJA`K^rZ?B99z{+gk4 z*TZ=bVzeSQJ(T|d;!XxMebMsH<-l(;kKefT443&MG-D;9+^k^(hBMOzp){NP!4$og zlB)!>Eji($m$&8W#YV1@^BZX{9ZWqwC4T7;q?fV(aoUuDd_BwtIVPRVj*!f&6&Xy| z2W6ERi3m4_1wb(Clid&O=eCwb(bT3}nj*rgzZ?qACY#jo!EP=I?>zRrZ0EkYNtD_-@@^-w&E@OJ+CPI~-m%Q^E>!Khj#v2I9tN_tseax0V(LU zHTthJ*>Fg4*{HmWQYZS*cv~x+{9>06E|qFSJvBDD1=RVb&Cd23V9MrIV!?kYx2Aoa zOs8bGeB#ewOTHYevrzRmXV(1P0QxtE9rt^?FL+TCn%HvwSw-&n6th~zANGVdeC={y z0l0B-E(V)M#_zQO_^P8DP+;Bs;xBcs{+3pci^Kzz4pwALh*X(<2&}BH#6~%+9^30> z-g`T(GCBP&CbPz{y(0Ya>89bL(>egInI&pFsOlp#KQzOfwWzV)Uq0?odE+5Aa@jjo zZ^pXQOcm{0{q&IEo;vlKHEm>nr7}LnlPaOI5oB?J#&Mzccl zv;z!j47<(-|MKe1!LW>N$qyj9%T)SrIXjN7|( zPb8FZD8V*KqEx)t`|>m?c}3C(_0N#w|FY3e(#(bh7}f5%QbjiZ*P2U4o)0RwU@{

0dGmN&WlR{{c|6Pdg-s^(MbnxMI^Qt@lO-|e0JW@%2%q{qxXiDs#iiq? zgKsdrfYq#iK5+R%MyvbU;nncqc}k$%lx8sj1yV%fNnW#G=r8uaGFauFW#0o)FVfxJ zT_%q^+JmN%4n5}t(7s#kU9RvxuPFIXA>#Kj2kSqe{WO7JvO|%49{`9mqF*NQMRi2c zsXNuAqq&?yKIo{A3xsYhXPVr1r{zYgQxvl_)T)+Sl;US9T^a_5Q@sVsWL2Wd?s8kE54&nYjwXYfb#iL#r~ zulwva^5?@D^7MR=pP@BKFU(fz=Ui124(yD-6IPdl*CZe_SO>!1xC>4=EQhiXWeV$S(p|^j3Y} z@>Cx8nZ~pnN7W_s$gRY-J|v?uZ5jDxuj3W`0GDyM??)|`U=mC zmzz@adld#_t7KPWHq4<)^dgv|IdP8=q596$*pnml@SRjOya?((+i3nd*ltH|Dqe;2 zeuHO{o@vUB6eUrSi`vDh4xt zlHeH4{&+7J)vMHJYBtd8fD&r;?I@ySPD3us&5BeK3yyN+^(SzxrjyR{(-?|xeg<`pBC#So?MYM@xoq}HU7$J- zMt|kqw*2ceJF!xh-o0cTZwKf1!WvX0bo{vI#brKIdxqF~xSdh3KXa|>zOb{QXUV6d ze8%ag6V2uLMK$X^#gD$k=hM`?XE!Zlwc=n>FjtjHGCKC+@I2prE9eSO{YX%q5B;)F+TN<1GH&*LWo+`=RXP#cdn-VvgEtX2G<>~*CB+w* zu*xLV;iy5IFhpQYnfz^s_`P2n9fKke5d@-o+LVZ`X1+GTzM%5gUpJ3Bf7S!3_WeA4 zK*0sre#A?Pa%-MK($DGYpq&f^5})giZ*mpm{wx__In9##;71l}Q$)%((f#!(U33t* z^F~PqRytH}&D&|TRI01)fnuU#`MThPZ8zY~UFNi`cRH2L5d1!yA7maw2q4S?pV&Mn ztsStM4lF29RcX~8tqP+V$)3dYLSHwU(SMBi^wAiCd-a@aI{l0H;$hn?RsQ_EYnNOb zy(q}wBCLgSaZab2De?K``sow{m7l8Q<*h>1c$x1;B&O6&(dkF^*Qi<-8`#* zn3Ky=Frca+LzYhwjwrxY?u@Jp@WS^LTIBy4&69Eo^<>PQl%aDCre@hu!tVZJpwD-{ zwwQeetx*N)@0IYdHTGoC5QkZ5QA}t4#8~t?A25JI%Uv7h-A(ISh)${2C->Lh`K^A( z`{|TO2XInoyJUM+&Q@lBnYg(jYcI@SRL)>mJA~4s5ZeGquAbLBFkz)jrIM&N|7hCz zM4#ZDPHFpUeFExYTw99>+jnY0D$63) ze~n)U2jSYK`A9hRYM1A0^QcvJ-mre}iM{=~5Vq;_c7&%hC1)#sKAk^!`YZEZhTfZ= zzigwLzUsB7WogqAmp7E|sxi};4{x;?w46p+L0geAW>2gA@~<)hv^Q(prOKEd7!0D{ zvMW)q0;zkq?<}(9ELOoKsdBA(yL-_;C4TuLq;<1v7q6Sz^RIvq_^tD+RiYnVZLFV{ zc5LJf*40*J?tO55`vU+nI`yml<5IYu8L%adYN83SiN-+=ytL(C7mE0L#+0d;5EV!Y zbEeES6|FX9nkN(dey^l854SHxTxw0OMddb8q3$LzeZ1dmFWX$sA2Vi^s~n%S<yvl6 zi3_$`A9JR`&Y2t!W9D^#)w7|qZ5oaiG>Rq8X+oqPN>=rIdpEB&xsvc>#N8pc7z5Y4 zwf>8gV>zn5_Bnffdyzi11nXCS+~}=Wd}$V<@Rw`$8gtHe)@e2^=cm;>7M~aS3%ee! zE1kL6^~Svy2`WWQf0zz+?-TWUiFiQonnlUreNV}cudCn@+y%c19bw@I+gwJNe7qGd z*$`oXPj~tjArI=!&Hi>H78gjzrdMj?B7b6tN{-a(^GbGd{l120%#*)8SH^H)bP<^m ziv=&#M|a9t$j`a4cM7lNgcL?feK>4Y4L|bhn|!h{AGE^R*F#UM$Q>0h^2<+e|*8&L>%_u1mjWff+TK6K=n$#7lQ^E>kJffi!9zB_;pO8NM_H+Gh$-(+juEfA!E=@~n^b6}F2K@w z*9&!_nC{K$?WQ~wE^Xw~NR}?tBKPSSDRO5XHKbIn-E#q?NBxHXxg&IOm$Poqa8A{^ zxF%nF6Px?i*=sOpO$(hZI?`sC;PVF;*ae4RI&!b$VE}Jfx0x#fH&7pFy zp9|Nq_*Z>@g*HPZCmu|i)zN|NFtgvidH*a%OLPYLK-qi7K*Xv!`?f1IqT&p!>X!W* zv>@DA5H>oY?_D?ta!>N0>vE~q8oy>1wN~aXwW6iNIF2qir)^#^z*ZWsO;1=N=l;56 zDSZ{KoF<**4ZQ2?EggH@0CApbvkk{XF>n7B;?af36+7q3C3}~MzkrEbap{!NA2m-Z zc~U;gwzk>P+Ny%QZ}rC>4u^d4g?7L5J8?WBIWPxm!R>*z3h(wIX^0a=J%^R{k$PzR zGJl^6*gT7fl|G!fcjJ4T{@Bj>ailhlBM4UL=d!qP=C+@P+&1=0uQn#h>5As39A!*5 z4szb`+tGl`qR*+##xD>zGkES94`E(tp2BLF?-`&XpV!nY_J!0(@v9%p$5&x15uE~C zKl2&tFU4O8vMV3?1%2uO@q#J|f=w6#Ky4$e*R0$HfwF(C!pI?IL@)nP>(q6IsG+J>Ihv%rgfAbx2lfEpDvHutf!*RZy_~b zw)Svj=LWCwdKVGCscj6htjUP1I5Cqzs!ft^2Z|%@-dBx?9r1uPXFRoU;ki0nE9{EN zwfBkG9nQT$kp&`TZVLwU()1xz9|KUz)@OH_xpe*Z3R{jli&J+{s%>QGt|i`u9wO$W zPKkeQ3LTmG9{ee6(sV7XVS7yb6^JR*1ME;oN&C$zYA$P}Sb^c61^b*Stx%T{3bX&u zmQj;{ZlR{EYTx5p*-S_NUa!gdIQ*)cCZS%~_AR#)c(3_U@iTa+4b7fNZa3_$%sX4> zu9x(?Da`48+2(^x+dn2XPh7m@O$siDQzi~m&76Iq4WM7c=dRKDVv)X3c)Gp$ z9){^JoAis@PwC1ge!#FzULk~D01vC(JZY!IddPs+To9_jedAK{o(Cjph)>47++HiU z-H^rcjy9w5U-i_E*j)vO0YUm`Z}p@8&UAPJK(~mOw%XPcO~#t}3a?f+!X%uurg7GS zchVEQ!?F;ZJ@Tcg(C?p3$SsE@*kVbymse+oZ&78i-3j64fg0$r-lSG;#Viy7N1sg# zVT-*xv|d*D|MGwH2-0)V|a55Qu(H-|@v^xR6W1tGLcS=RgSNr#4-HKtTE!@5{5+xw0rUXGTy=2WyshFQ*Ss z>w933OU>G9She3c^8l6#5JNh71s4k=k{!JR( z;XsCtQ|*Huc`oGZRPJdEu(5qN9d&u?80*utw=OWx>6|7HVS(9|w=?ZGV6(yeqC8UI z-0r&%k2*Js1*C^LY510l=flAMJswMAv9OLra(hc^glDI}%J=dZFk@kRYIOTYyu^i< z=0&@2@(Gnxg0lM15Ns$j-Q6qLkFl^rDcZFreX5h}Q5Tbq0Q|lBEqk47+t%#bU)yaN zn@fu%4A8>#b?tAmf|+eT*V4Dtn_}S!;)tKmWuYEEwePa@yL=uT1l+|HP0O!lm)f8r zb7*!H>D6g`w^y{vPO=WGjbE$$FQD-ez+e(!h&s{MT5or4NaXyy<*y?<%zizWJKO3? z{7b-Uq<(mA+B3=opLK3^^}Vry;=K4gZ%V107sgRD>lr2WF?^_l=0awWLvAo=bffYQ zG#k6l)t+_7wWZxX*H3gwVQ(Aj8AUp8f2}`mY$)2C{51baLj9JCwhYk*vm>v2(Q#jV z{CPz`{j`~Djy9|oboUOM1#$XWrGt9xo;@@?6?!fqbk2)+bA8yhQ{JmoV|;KJlQ!FY zP1SCrWe2~P)m#=@H-XK4VLp5L>%twjRs1WjX!8pYt)Clx~0LW}P*HX@x1UrD;kc)XcH?0(D6PoH5?$U;5m z-df2JJf>)9zkY}gy1-Remz!LmYc!w}7K*iNyV<+0CbBzE`_XtR(68{~i12IN-M7{qrW^R?cYki64dJ~w#_BBD{B=ku z74Spx(XC4`*x;~ygJcHJ!c4sl9YJWa>2x_FD%HxL(2l(+pCa>P2|L`Tf>|POySURB zLfmY${o8K#a0=$hx(Hj8@<>nLoxgHz+yvp}xci-6&b?i(@>zB6n*RMel%XoSnUA&J zmL|WJvY(2NUG4K7N#`0HS>N^7ud?Q@@h}t=zIi()v8j15#2jnr-|W?hF|1h^j=WI; zZBtM3ynr%GfYe(V*{reZsK?OJXy>K}SvcaF)n z*)API&~`%e(TDWTv39!RyX&~NYO7lmz6`N2I|+jEN#CRW)@?RIPI%$>$fd_JO3}oe zImoa6d}$oOcT=_dnqR=#2azM^dw8CUowB!^SB15RjAgi&c!zxBeV+^;$fF7=iTkJ) z81^)xTK}hh4tw+`&zv)Em9IttidI+juX`(U$DTVpKCb*m2*yme8aLwdY8ieA?1nJW zA`J6N`1d50?qAhCPJbivRJ1?a4{?C`*MWwTvOZ6M&GK2lKI@xAR!OOLk^lHOgvQXW zy+ymLzl2#v^%(-Q+A>$5KCVOT`zHU@)FPI=lXgW#tlOikbWb~DRKDs+J2Ac*9 zpm#kwS)EEdfqkDWjA|3FGyu{1VYS~Xk~6!URzG38Zlmq#DEnQmgTK=@8z<4AWE7Q% zYv`++JALGe*`5s}5RLo@w9S1RG?`ZP}aXFt6A$tpdAF_x|q8qT0eg=ngZxlO;mWmD(&<=&h*m zm$&keBR+wqV!`-`nZ)}$A1jlc-y95A#gW34V_Qr|uyCJ?-10cX4Vn`s;9m@!Vp0^a zTbRk_njhS+!sc6^0HZcjS7js+Z|h{-6!Zgq$_u%;5-hm)glDLH%(m9(AHoh*$jD8* zHqc8|=*QD1^BABL`H2V^esa= z=T~h0p4Xm@rsHRiOt|k}9`%3pZ{jclQrnzbaJL#|4#M|9Y0{nKlAp=;e_-0!B;fz}@nk9}lzv^duY2U9E4kK&t z%&p186XXt)3B5!?9#XIB8DvUYdU+fjV~p+{rIO3ZYd?8f$V(B9jzBb@&LRRz9$Y;3 zw4ZOamF<^;$4|SXhLDI#HfJ)P-#LzNAiuIP*FfchOu}F2)9EgHzmLcPU2Voaz`35~ zzDYP{3p}tGYxTQ77u)WnF3-0@WLc37HJYhRldOzJK!+mm<#wu}TG!CA+Nsk$FNZO4 zC|j^8JbsXVf(XZ{GacQx)e##kZF}B}#T^8#5f&flO_{F_94y)G@(p)2xm(TYVCsjb zaoZ|U^g7|-$EqhDNDsW$r$w#C>}6R0?M9bIKFggu{$@jRdE)L(K%?dfsm6mZ=b<*f#tTULvaKIfeLWm2j7 zXCI`;8M(r~K-YaPI(m;L^Y33d*Xzn&5fo@csxjQ1007VI_p)|xf1j-8%k7D}Df;yf zD~J7V)M{CEGn4wWIVyBbD5>S^1hL4I#x}ga^H2B$0CQiXllEnPu*{xR-68FsJ2-@; z+}h*%v)p#FRneAWir4CUMDB~DC~6p2Vw^J9!GYg3H67rUgYshfPLpemW?Qx+`yym= zQ4r-?gI?2Ie$jiRtp{4Cc4{!)=WP60BM^UsXWyvpTfGY4FQYrYxOaQsN|N6_ zI{PLdr&n=O0?V!&sLrcge~r(Fz8wL>F8n*acQe$k%ePu6J!!raQZE4g>)Y${{vtMT zW1R$sQerxPG-HV6wT+>nNXOJ6Mhli+gK951e*XH|8+mYOET3fMVm6$vB#P*cd7+4( z&ezZL+1&9rX`5&(Jaw%PK$PVe@Mj}_2JU6$rC>U=FlR8$t%Lbl^YDjX`o8tc71Q9Q zvMTULutv<*YWY~PeTt9C-q`=n#eDZNe?$XK_fqf7Y^VBW`0ALwtG!8_H9K?U&Sq7y zoN9TjGfR{>y=SY|YH!?MQ@`d~e$6uB9kF6-`-w3=zou(If&|R5@yc{k%-vs1fO1B# z62&{9szN+|e)wbmLc^z5|K1MFx}YwN@6s=a@~)78v3oS;_q*?yZN^+2ze{&tsvcTL zTa@HJaFmW8h;bip6bq44OuM!P>m$)wRz5yo-{8SuL)xv5UQJ$K06pG0f+8Yo;q@NlWKP_KQq55Hv3>hWXuTV9XfOY5w8L>`FF0!faJ7+c?&YA}$3v zd(xxq^4D@#Kc#-5X%=8fr+ZLr)c0Q^WOw+vSe~7T^ZC~%BGA-up9<8c+{LE+!oFIw zv5)ThSkap5_`r0fpGf+pc_)26(R1mGY(8{ml7+RT8@1nk($|nWAhEq|EMxw=d!KE! zRx=GT9vxK?5P^c@WW$yeME3k2>}U+(`M_6`?bw;q6fuSONRRfYT(Ot~W+XtK3I-fl z4!gxOAtlGf_gJ*%(-teSLF_;A(Khc)*7CGvR62nz;w%hy;T^p4yDuCnq~!YEAIbqmq9-liQ|? z+<5;fzzAzP$Ri*KjnmO|pBy^wsu3+F2AlgMs@d-ZblnPVbIR z+F?!bvTMcn`_@~nFA2!QnVz^hjPsSUZTZHpE`{6cs}1%tb=g*Crvgwvzb-y0k?Atv z9Cpck>8`=DKdkkhq)=LY1kc%gQLS1|6t-I7@a#Ma`M5pLl6m))U!Yqz+FX9LG<)SI zN0rlu!ELEVrhc}_a?Z_b5?aa?+`EvYCRza*kHNY&{DsQ~Ovk!>HBFRXhil_j_o?__YYcFa z3$%|W$}FAmwtc6hTkYCvmfyHuEgQ|L#K+54XT$i+dq@eK!yHqoj)K@S&W2e11k6`L z?~EDZPiW<5(8(?|EP0lHYL#m%#q3~QV9J%rVwYpf^OQTNG{~CbW=U;$tnLK*P+sTJ^QNT^%mIwmwEu|% zhcbH*`gVu*?^`ix6R|JT#va2az7vtXC|!h>qNJ4`g9$oC(t5tp~? zMaH_5XbYK?buynFobo*X=Dy+{uh<`;5i-Ph1(ySDjPhS$wQ}P+DY!#Uz$)a>1d_T3 z{z$~ifH?EZxfKxKIyLj89|!wjRUZOi``O$xAXLofnY_$zK8Ahn7Yh`9q@q9L$%V1? zO3-VO)BBX$^U$8y-yU8=+s^->ItJJqcRIqBZrW$gA=*10F>kSEuYa{ue`)s^YLZzb+Jsb9wZbhkH`EM8R1 z`m_i%ie`RAd_+caO=_M4tM2I0)Sl^W-5|N*hXI z9vYhlS=l~qiyioDMTnoaPOMM0W<`cmAvi6;eE9%%iMm-kK3xTsmNaKjXq5D(_*4DJp#G;ZX z<~rs)TSKPShkQ@l2jZ_$UupMWJ7)~(&1$^(D}GKnv&eRw==M!)jZZ*13i7$t+%_wN z5G7ZW{yFu@dJDfySf5ei-k(hM=kwFRyLu>l(%0`}Fv}fUN{Ot^PF2L{IL1Wfy%&91 ztU`OhBr|*tE(|ZYp+nuBYd?*#c#Qm%pDSjP9lJy&591_hK_$QE@L_#X>sBhLAi7AP zh0z#iZLrizMnyH!8#1oI7B~(oy;7;4tDJQTM)%ANq9x|{2b)#Cin0`0GN$-Soq%z+ zDl+9)^?|(#UDkNO_lo=JUH5+{0W{ME2)-{`N2jj37dv>PjR!2;s<}G~48+o>2{WZ( zy+Gt-NBX_VLkGN5`@fQ$p_&Mv(DRKu!jpEz*Q@?FzgJFaZm4?#syOeQn)SYYMW5)o z`$=ja6?(u>Hzl|k`B0oSt@khK9dR(Q2^XXG%9l#bcv#wm!RkJ!MU;e}WptauYFv?q zkMz_pR%QX6*z3KYeG+Flu4gv^5!)}W^4}|+<)eBYo9ONuuGjv3F#e=lg557(VSuSu z0*_D6*(h#l8C(c&E}lJnbQs9G%x~R&jq}dCl`7j)`)}9sgXU^oAGPI#OaGp0kfOv8 zyujz4s4roXp?B5`@SGF=f9y=xc)rH>w~Kb+V{s)qo{W-@4w4gG|P3IZpB7k4t9yp)StU} zwl{E?XI@cxv?osY{4ENsvPQ@g{}n6rgxF2MmSa7cM>DSzFK$xJ9>xXe8s*(p?lIP# zeWK7wIzA7bBfGqvlUGAUKG`YTL29X36;gCp7~c7Mwoajvy!YNC$>%=D?Pe}hGTHki z2Q%H0=4M1K1|z-A5A+>YSvbS1JX=4r;cl%bSXFAb+SFS*G#{xyE}!|q`TNa1W?1>` zWA3kMS6*MdC$sqMtVZ+gTH18eKWtd2nZRYsV|y%nvJ3k~j7iaiQGdxe96tSxHayzR zk-e1*ufYmz{#qH13JPki2@=7v8BM z;FazO43@&r#h18?m-ws1m0-fa{CTRkIt0@it3_l<96RObG5f&EU+=BW=khTAzBWS| zl?-PTD(kXZ8ISI}Ch$XdNa1S_$K4c_ zHm8naSlj1xmL9m8-zY`fh3X-DK7Vt(-RseFq3k?*s(S%UPQAt4UOKN`o7ek?*LpHc zl^zd<9z++b?pRR9l|Rz&aBsCaDt|e==PwWY)$eM3CtrvpPw{N~=A$cUcF=pw7hmo-Wcyt;|JP z3m=RTP#gdA7=@wzJ+%gY5xTQR&_lFmva_oJ+DhI2s2B z`}S#6DjJ_ZbIF)_tCS5*xK`M*%dPhT8DKjkRtf}BE+5-| zrTIQuX48V#(-5AV=IoqQY>>;pnKDR^DG8~PWkH_>y^DN%EbgUXyGpLdlJJU(pbhlK zg8=}si9>z6{bPYVxE$je+384;!pt(ao+|*^GP%}g+VheOrYFr^kl{~NK99rs(e}4B zF%c!Ry~!0%wRM*J!9LtuUy+dAnRv!UI0$T4Ou+=X7dk!|$I#_r#vGSO%Bs|8xRju$;%6?y2 z^NN3LC8^*RM#rQT@AI3RG4W3a$I*7H2|9jqi+CzCM`cGRhpBo!vTx;DTv3ndmL%<= z+1Ci`eVb^HcNB6pJnq&o_t@BO-s_=LbV2Z0nx6JR4E$a$*QhhSs2In*!9$(=Edmi<1 z0&S1kzVW`P!)Uj#$|qzpnw<~Yb}(YQbLhaL>-ci{EU0f+6^XxnwftM4t+z8O9y|6G zKVgjvIK7mDJCS~uz1nH2XZ^FONAE(L?Skj?&H;M)Zxff&ZCJ{IO9YiiwMkIpM zX+Nk$lj#U)Zcm3<)>?%ygXmFn!|8rVQ(36()}?6`@@o3{`md;*KeI1*KQ`~;guO24 zK|X&i^p5Wm(p&uQ1PscECvSO-+2_2hPhXD~OZF(AAj7V~f|V<|#B@=xN&Qjn+{n*n zeBs&;Rd}b$w>33E|1X=T8y563i2> zcB|clEj7ZH3nco9L0>jCQtwnAWq&7d)K(^PL|Da|R1g_gc?Km|mYTRfXZcsn%U2`a zX~kOq!L4OIEc*G$Rh~B>i&vx&xs+QRqA#irN(r>$S8K+Qsk7PK8u!pPs{qq+Z|&}p z{EDUdI9o+R)81|h+lp0hPzPt%JF{3=)HrrKV;b$@nW#7|a6QuN{a7{1KOeu}8^Ha4 zn*RBfKVpk6JV%Lc$7$%9k7Q38-n3rD_;Fraj{OI#=9F1$nucQPJFs~f5^jm&c8O27 z0c?IyyA65%tH^)9$|9^^e>3El4cZLwRg&Rg&+<+IEf#j`5_$`}?aHq?8P`|OzgW4d zUdC=M{lE}2zuLUzo=Y%cL#(M(e4H1J13-Q63eYo8$4zouddBQ*U5C4}9bCE+rn#$; z7;K=a{eftzlB04^H9d393wf=yD7G61XIP%zjT`tfr{%U?!QYP&l~GKX>&~tqq8>dU zW&Lb^S1nIa5D7c;-RG>7KUF@9$=%>K#7wWx&NL8tr5z}GZrzV|)3bW*Rf!Z>VR)(8 zY~0ZHsNd=jcJn-Rqxq>`q-YR1t-@4uy2En86l-bnuQLk$7s{~neju&tRRh|@X>_1=OBTYta zoNpC^zm~FC7nVnVdzSl?eKV}NwPIxv?Cbhg*rY6Z6=wM(qMlg9>1s@O<#5u~TH=g& zLS6Qb|F!PijJXeE=CqlM%Y`&3!B{EZ(IZA?x;1HaJD`u(=Oxi@fG?^gx0}!7pBT2Q z!`gJ|4~z1v`g(jT(9LNvy$-8AO3uPVR)*GCeVemoyJ*I-Ubg>n2;+0v&OI%#en~{#~ zhORJHzm&J@+ssZL^`PUVhi!SmlK#Po#;l%3ei`$ zy!LqSnDy_Yt=`r4VYaP&X7539jcH5A+0t?N-ZvJ4<~Oc6o36!G?`@>k$DcMU*Q(Z3 z)tgzf)DiZ2OP4?5@b^)N$E9o6$S0GY%jL9==}R{&JnE!i4<$E?vPi1eVQ=%~#|rjX zFKa@zvdnSAaaI&dlhc=w`R8!)rqccye(8JZRP2dH+L$)1=i3*?5AU>-58=FS!o55! zio!uA8l(IH`4tz1LLMp@rgOQq!c4voO9||OF!fPcNF%=I^sTPGDzSW#E2lFY=leiE zO6H3{MXkdtX`swE%5`Nt{Rz5R6#)rN(LbdlDTnW2w7L~eQsUHP$;DyKfN#^sKs-FX z=_JYYYJR^HTjWlk%c#_uVoW!>l`9h`O^Un0W@7G#>*8h%%2Kfghnh-Zlue=*G@%Oj z-8lzE^xF(TRB6xrk#L3Keg=FDHtl`4s-M;>XW-9ZG{KxKt+IfAi;&gxcK$QGokm1{ zb~+ZpX40+uP(z@D_)W5pSD#udlXC6JT!v*oTSD<&dpva7E5>yAhx`?rkmFu(eZYVs ztLh|dDAEsk(noT&^nEdg1no=t`zZB+jf@rpAd4KsP0_2GM`$<%O@6~cV(_s4fSWgB zAtqzH$8U7oPhlf(8H-&ylAhw-@Q(Xh&^=RaTV@?BT_Wwqx7>_KLNh{V_h+_ev7VE7 zHGk^nEg_;|!!YJ9)0)0!@lhjhndJCtO`L8AiqP2ZF~t6;cdle?${KC=+Z2++nhswc zWA^YGa-5>rr(hA?@zM@?Epw%B>#!8d&%a~4EHJH#z7RIfZ(a&DA_ur&W#Z#ZzjSS- z6934w_> z=kCjBC%Hj(6QL1~A1*7;-PMJKup8*fChT$F%KSn4>NgX=T$g3WLVKvza`6E?%lRmy zl&cKo!(!7q)i!ny9&17Sx(51Zxb_9pcnC|f1ebXAuj=i`o71js3ljU1Lp;-lWps)T zl~03imy#8E1q{;2>N<0&?BWeSO2#+ZL9Vk8(fiusetI^5siVYlyHIJ)q3iMGvZXwW zZtd%4HubCVgt}BNGFRPh=|T1yM$Ub`&h@5~ao8`s77c6YG`-?`{=3OIj~ZsCSjqmt)@XqtsUQHhpw-Yr!xI>=m`yzV7IK0ZLE)1Q-?6I~PyV5eZ zy&_u|rR}co%__4x`C9z#Fr5+0AD3TRy+u=^Cent^p7C0Im5f96iX{Zd&H~rv4#lQD zoL{>_FD9A?0K0#xkP-NU`(QA$XPmj=VawgG#lH=m-(MbQJ6&qsr4S{^t8QNY@Fnd0 z;Zm4q(6=tBv+?1J{C1!+P*2r{P?^tvTF*QflU6vkb}*G1_U3&2{O#IJwZEUC#doKF z^us&Qu%FnAtlDS)L;m&~shni}!%`s5R`oY-RnC(xFi>iHe1GSXQSPiP2cNH_)>xan z@3))73@4>`j~MmtS~fAh?cFiA@Ac(;?#k|&%>q#74WZ#91yfXZ>*J_5lFb6oJ;dmW zjrY-X!^((eQcrvJeq3|)!Co?ur$Wl_l#FNVqq2v)k2>zlFOnT*S>3P~Z+%1h%V>yX z_@l*(4p^$%{T#DDMv^wVx#=+&S361sVEv|{5 zwy?_Yh^+7d2Hkm7K@hS7u6Jc<)BEww`zla$MbFq|%(cXM;P zeV~4QW66`nTCwx_If%`_*}+=_9Fmx#vzzw;sj*g9==*{erF^40lDQG5=o~{;G4)Bw zC8zlJ3AY!9thzsR=8pv_YF*9WHUE)2a#gC*YXZg*JTqCbmmm@Aau+4_1ueIVTmc{N z=hR(dr}t|Yiih`h9uSmx^j&XT?x)gvbHP*|z?>3F)gy1v%JuAmyrB)p7jKc=)giu93wz=IVqwf|ODYc(3_Yp2I5!=^AA%Bh9h8V0?;13S3*4P}P(3iFkYU zh^(k?x|0fz4L-d;=lXoeY#1qi(_a_4&F6f}mtj-i(8keoWt(cA*Sef$W=_%0*=7Y*?A(8i^IoN+9r^jTVBH3ZJcF#CryYpQKP9v2bfz{=>h!Uph@>J zN^YU@I!_Xp`}o8LGT&$H*)2brUvwK?Q=@Kv%gY3|dN=!Vt}*>F<2f@M`_+I* zLF~a(s}Fe#vQ^VvQN92u{Lb%4zO7=$a0nE@<{YagIS^PUbhBYsL@DmiM=96p$iXNl z9`3(gF^T4<{qaN1g0VqD_i(o5U~zoDF2wj|6z0_~+Jg=`-}_NvLnZ1}pRNN6b|1%X zbJlE&RBnU6!yeB_j`ks}K7Kz5=9D^2B>$XSa)%mrQ_Y-t?(ta8meDP>5@QX354Ez! z_r^B+XWjIC( zL3NL)&N=0|ynJXE?`8PsvdulNEkmr07vcKNd5|5~ioek(*Ij2vDA;T?$+2ni5Yeak z5MTF@(||+m@#Rn787EegmmOmK>JK$EOm{`B^mtx>+~qk>Tk3K*FM!6 zmOqo-B)p8`!L>sqYU{Y@vFD<5%oO8yA57Kr*Q}h!tN4Zwr|rXNQ_pi58lSK=xoeCT zxj*jR&{AWbbq?(hJFcVM`o8;V4lFZx?ckO)nX`R)qwZ89Xms;(!w<@It~yd@;cIvw z5atVOmbbZ+?7eF8s8q^sa?P?&MJJ)}TdTLv^n4RUzx67@7r6P~tTl){B+VA-OMV@d zxcR;Pb@1B;Gw9LmSP>|lsz%>IrMfQP#rSlbAAdY+?ciyi49yX$E{qJU^ys89C{ex=66hDj z3U2`GEr>5MaP}KeJC_cGLI76gP_Oh${|=CeAc$&ufCcwWZOg5f9GS9E_)+ zHS*o|aR2EPdhfUJ46@TIX%^Gpxg|4^%}2+GrwZX9Jd;?Q#EZJu%eO!gHh30LCzTex7iey#hxWrC)5fnr>|uAs=SYt+pNMETeIlaJ00SDH8+xF zZ&!ng35W{;FOlZ8w@0D<1>j@$@7uKYAC7;VM%-A=D%Pz!9=nHm%^=Ck5+g>%1+jSE zF4&B;E0{&r(Zcml77-uTlwJa@lCa z<4%9<@BR)@%EI{9H(ueLaei=BXYa2DMt5pS2b<6!aG>36Hxkq8 z6(Q4m2W3ID)M0CWng*aJV7Y8OK&vflRn&+=_QxV9oPp2r^q}aQ>Fb2Irp2g--ZMQ- zKwF?RnEYr`lhgGeR~wS@XH!y!En}kr-8r#PSQpVF) zVT7cKgpl9yFdyB+od-R_?F#d5o8P>nRUCPWa=O)lpZrwuRTSy^Jam+c5911<1Pkxm zvTpr4op?$bzb^gf%_6A#30DuIDbBS^zzMBaDfBd$ST%>fd)vFC*ZqgOB1^tc1*Q5l zi2*Wh8Zc_x_j5NwOmIl(ZjPPdphe=(T!t?2$+kHR(4&;iBBAH?X0U-B+_aHRr-qsD z<+k(09`aGLSTjR2esg)8Qb=Pby*pKsX;_tKc>rh95@WinvA*Cb0c(}XATHjTJv&a} zO-lB9+8Bjlb?UW^zlfFCcT8?Rc2q7(OXLZ>(ES8)1s2le~8<2~I+{fVT1MYtP$=ren|sz1B=6Uz%x z_^DobnqM&7b+q2M8hG)}0`AdGk;?u!>cktaw!-E`#w%UsL`>+1V*WTOA|c7u#`V_h zokwxX5LOX$cx^hB-k{X;<)DrAw`kZ{zj~NhtiHZre7$+zT#c`=5Y0|lfC#5pGfXIbV+@bKT<{Rw(*#BJ|2Buz@J;K!Y?Sb@U-3WXT%6* z$&kMFMX%RFCJngC!PbixcgtjaP08ScpGwc({IFf49LK46vmotL=hOPjPx_B81Tzoo z@zXd$qS};~2=KOZ)5f2g44(H@`vmvRK6N>(wU`_6{R`H56n*1+1!HV!D*qi~G=>-X;Fz_hoMg3gBs%&{G8_%_UJbhO2UVc6yguIQ{>P9<1Pnsf- z4=4jpw+@IXevMCgXSmVqH6jE6OQd8W)7%R{59R{jlr?!#Z%+B`dl%0xAuc<=_@O=@ zliTJcEVq(%>IXI*VejKD58-vbs6n&TZbL47)pel_`D`^d>wSdvtw^Ygj<12*F1oG8 zNYXYt_Hne4E)gE{#S$bC^E!2%!gR1=+C7Dn!d4ytq#Ra6piYhOza|_42CIh#dQ}r5 zM6>kn#LB?Qr@%`GUN~S!e>Dka4PFt;#rB9j#o%xmPqfttI)V0|+Red=+r_@M1Nx=M z$drPMWWJhH(hj@hufn@xA7StIC?%Jrp^z5^)n=1NL5(B6v;MnjU&qR<2SqE5*YMFn zhPhU5*^6&xy*RTPMD%7FV9qWrb^NU}IMwYbSbKgi3T)ps&B}Z^Zz~UFnlMyJ()-G( z0lK>(ADB&e(0Hi#d2UUERPA1|t=y-BF0B)*I5@0|e0ARTyIscHHIEzR_IM!|s3kg0 z*P9~3dVZ#1_F@A_^nWAMc^KuwNEzf#sxnG#A+i~|m1Dla7kD>lJa1-*) zUUYT;$N_qvt`#sZ#Qbe`EFZYi>rAQj{krK8l?9j89fV8e$}FBYG2p%q_T<^B_-i!^ zv_HXRmtv_8+`koZx>j2{4M~a_S=_I8tFRgOk>-8fT%*5xZp^fAvj~WBHjWm$fs>nexHJdc!(`6bFbE@bH#SJAc$+L1M;WYfYZ;Eo0DqxrQigkI zZ~ZqRd+O+Zr+WH9b`Biqo`Di#?P7feMELTX7|gdFFy*aXF(!BAbuM_=r^xt;_t4mR4%6<72d;*Q7=N2OwtS zMiS=&PB&|P;666uUm(oDB_z3vWBKKe*pg<8T8F-G#I-Nr%H%~D+Ke}8w`PWpUH+y@QI zB)svXFrR>!^Zf}M4YecfR42qlzVM5C%U~a4cS^j)-0HO6=I4uY?tc8+{WPIkKe-uq zcZY}`1bKznrtL0+nh;bks0W*I!}6d>fVllJ&<&>L;$Ua|WyeUo)jU`XEzy3Vdgz|! zk9AO~c6Tj-7K#K4m^4tQD~2=}8q~dpp}o?DoV5BG@X-sihqLS>snn*)GB) z8#lo9ddaUIqPP}!)!xOLU;dsXD$=p0dCq3Jyhr6mmq zdPbs4|0e^u4@h7AtWSy0NeNU0HL$V;510-Oyw{0r&qmVYvO8F_3$#T|*Ie5@smuBI zDc$T0?IRRo+lgk}<2$ehtW*=wZMaXE5}#)R8~m-@PMRdu-J#Q_TGus#W4Tg8$At~Z z(5La@H68jf3yQP-{!cEEpT%I)SGUdA0l45WrAnH0zo43}(7D%;C7|kV%^7z4+OxOxmi}vF;puCxJcxGXh7GrK1!H&VG4IkpBDYb? zJSIzzmk&mC$-(ZKRVJrLE^K%D}+U8o@cgp#capUG_>#@adYsw9~ z1IuMbfd)r(Iec#UW79Wpg_?e61>zA%gO(~#_!gxp7D;!HZSy14n9p7qq*{vId$}su zX9D^vqg_iXw2eo#DgEl|BkG;(Qw6y5U973Xd~bHEtvfgz6Qqe)Za|E`@W~y>LJ*%z zhCEn>uU&4;>mXBNLv9zG8@4#T9zz^H*kx5D@C#eFWi$HQfVz2l>zw&j&r45DwV19F zQofSV4>Xss>e?=3uY6+uM(0d$B~2Mek}&Li*tC)1u+-lNoTvVQD9+zy>%&N&E73Yp079}K$vWtE>NY1%y&Bvu%%$-|PG zCv|D zheqwr?5eCXh-X{XWztp1J*0COV1z?IjCQk@poL^v2Mb0qEeRXd8{xxUkOeyDeOh3e z-6A0<2wTFabBb11YS2OGw&stf_1eaV^oQ{d^UQ5x)`cI=Rdy62wTRrOG*j!Hv_qfW zJu|<0Q<$y!aK1of&4c3ETsZ*Bpt zQ34OWVEMImJK%cR9gQ3rJVZPcx+L@39H@k5AGL>5xB%j6B&NI zH`eI!qbIss-MwWapUjnMpr3f1(l4VGWxu6sR6Mo81w4M-_f&Njs#UcMZk_RzqACR( zCSC{CXk!Do=HAfZ$ILZ-S#Yj%K=e`esIwXR<&j}TB=79O|G3Z{Y(*6V<}WJe;Ml<3 zDm`jylFaO*{9%=&CSv!p4?0|%oVazh>0fV&SF)Jh?HKGWwzb&q?l{>hwaKMBw09Hg z&A5H{6~2-w`aiOHw#L?7LE2%`LJ=_f(y?#E)365sRVDy;8-w-g(CLuzrD~Jcx zFYV98D!eADW%Cy#;K7m__v)*g58C&hC(X?Q_d+9Net&%76_V#BA1_a>?!&?MKEq0d zS9R3;n$_L1kni}{U)_B_8m&DYgufZBUOR{}xgky_sL^wu|GQ`I`K<4V&f!rxl+QWMSc6zS85-UcG)i zQ`+~o<^0ACTSVixfNfX~a5)f>`2drwP26Yi+ldL@^7rd44`&#^;#(e-ZVThj60C#} z%jwaRyh{&Ge$$4u-ycicP9<8Lik%6DJcy02S^_vKoVoqg5FnM8MT*FC%6gw|(ngD` zL^AT7aYO4zLH6QN8dQtcmHK}}Iy6TmS+$~<>!N_=Y-txqJ06BF?ZFC9{Z8^e908&D^`=7sXX2Pf_zZA<6+j8CbJZ8zKlK!C>s z4I?Vk4%Umou~bod^UbMf9YZx#8UO?#UY}y9=z~e;z*nf{w_V+3wp{aV_SU_@*-gE| zz?R!p{lZ4xVM*&oUO;#u<|6x?E+(_Z^yime(L5_2w^IrI9u_z4^3oYuZ&zSPAtbN7 z)N*bw?fW#~3U*fIhee<3xhFka%xia~aiRL**ViiVWMMx&i5`DLtZUth0tqu4PxkZdj3oV8ft*exTrurPN<%DU@W+O6E9%j`8Ot& z+fX_bt{rZbv^JS`?oTm_*w0JP*R^Vw6-PQWnd7XwbZ=d{EU=)1*}~J{nEOjnif+%s zweZs-d*8{uJ4WtYNuhnZWx&{e0jwA$-Ezpj+&u0@rI`W!97LSanat4(>I7RAeX%e3 zOaBszU{&kK+%o(m4M0(pjX?Bc*b7@g<0ftiRoyi=Q)`&)8uwBA&_1#390(0atxM5W zCzfs#LR=UZ77vXdxrm11hdNK#OZ~m;YjR=ND#V`Fn9ZW6_Lhr12-Jo%J2ZW z*K&z^`NTPLaUy!z{t7XScY5Bpayo|;M4Jz(!H%9+9Ilm3yIUJ5*rVmsQr`jJHo&UTaub9}u1ZZp)^4y(=4Z(nLI22U|podF@u8;vKt zQX1YmU3?aRy{CH34Y@XYnH-I76D^LUun8@0EPQjFHCpTSVW(E35oztNOUm@RH#XKi zGyrm67KWn3{ioEsu4jTX@;T_Iwvr zoU%!jr^6=mX%SST+-{bcW_7_Nl-fW zQ^shF_)Bw{d&tk?ox0oa0!Rs$d6_SSQOS$uug$%%(eBl{jKW?~f0Db>v@!fUZUPTw zF=#t60jYbifmOQ@$vU4~&zR2-T0o+x9xDw~-7ot^0Z$evSb~VxF#kv(JNv~p#Bew@ zL4&@rdTZkiya=NKLeIzKig(si`K9B>X@gT0l&qX*xzV`L_|qSOm{Yv+puan&uFqeM zps3c!py>B+2z{L9K3Hx(9YCKZXciW~+4#~nna$_`uX0W2om;lcU46tKngeXmRvzz1a@oT?gW zLR|cz&OOh+c75snB5K_kc);5*=Q}uSl^Xr*)2%n_i*(~5Q(C_>+2onV-OTDBx0=vj z44Qau989b4QL*seJ)nQimR7A@q*%L-%RDKv^KHla0=}|Cl`JWr~%RN zw6))nRI&Xv$WdQhT);e+>}*bGNrE-d$8W!@G+(b#Et)@hiJf=5PPYqFK6iR`YLoTp zQ4ghkv)TAj==g$V>jHR0($-ISb(KnSTg&r%Et6PU z&Bb`}*Xf^oI}Eh(e<^27#PqL^f>ix)9mg3eR${-Yw--SHmiXVlEwH}2-{}nAAU*ji zI8PxQgUtHO@!hw^$bTxY8=kyJu#V2A`QSodgzh7st45AFu6;jqXFH{Dsf@31SXMh|v>7p__#Ehp~-hu5O_p$Z!-JnAe(lcEm6yExId z`n&Wy&KYDjX(WY7md!`lE#E~ZcczrKM$e80nNmGRKKmbRx}MMn9|Q%G!X&R;6c@=* z=?W4FTrqJxKf`)+wNRB6b<1uz+B&WdFwNgRdfdFjTdg*-Wap>RC@8IZuv`tL7p4~) zHg$T>v+R8(rj60pFvDr<6&A8RD)!MYxDwlcRa{S0>6p7~`iHFN{w~Ma@Ndf$pk$JQ zAne9~K;*d{ySmT2ynM{W$i38g>n;*ZtgYGUK=(~P!~1aa8W zSNK`(#IHy1GD|eLfjiMU<<(p#l^!)hlG_J+p3jT#>$Jk9T z%6wkf;;#uaAD%-vy$;c$FVBh$S$pmm*9-AyPeY_@U&!0?U3#oj>u7(h6*0>(mvA31 zn~B2SzK)A7R%4>Cy1fqB2)->z>32M?aLElGwdX)T;(RF$>5?O*#nv4AwUSz~~@+3ZXM2#%fd zGJihwtF1iHgumB(-gwCj_Kf|ZqiiEjofe7aU9$E^ArGgBQMgpr(hFZW<3>9DCUzYg)&Ne#J-o?eYJ8NI(GbgZH<&LD3W&e-tjaCz)`eN5$v!cza!Z zv%%zE9cJGmRCI6{)Z06~1X;Ax`}TX3_p!kprJq^JC?I7@tLZa9bEWW|>;NjNhO7f* zgpD}{OPRXIvWNZX9oK{ne_twxSFfP6q!En>Jn%R}s;ktB8EXXBl@ zx^4#}^fDuO+@$jHi>rF`Wb-~Z&A+2wzMt8Upx`l6*jsOg5Gc8Puj$NJgJj)wFuN-s znz=8L%?Z1z{1Od%h6n+YP2oE4{BrDBJP@LzWjcm_tCkJA?~R zVa@|Mhz1G7erul_{HWsw9GHxt0MKfh=F@A{m$kCBE{N`=LL5Ubl4;Ipz9@?Wpb-2;sJ3f>xeL~8)W3(hYUGXnEX~TYGdLdgLz&L4a zoUZ0fJhpj~x?~_~Hu3{wY9AykV>RnE7P?v$_ku^!JQ~~ar32Enrg*957A39RFR5_s zpu_r`4_B5m_?#OL2Ky*{*yxOV2d8u<+tkP0q-xQrN!m(>#Cu_qC>@P{cbN@FPEZL__ljLD>IhJ-#fC&rk*^Fot~<7>wCH`oWgnY((PB- zo`~VIV!pz$UV;T<4rlu|3N?}N4*+P3hQJzQGp*LBy){X{IypGCsOC7IcKmKForK@C z<^;e>0+*Hn^-!3heoosiaVWs#d?;)2Q zNnxS39u>pMUkk7|g@-wqOc!t<*JsDk$*ojUR|w4~d1Bft^$B4=_mfrK$$2;GX-`9i zNGJH6Ikw}D_lQ5cvBg;d*$2U)Z{=#)BLI-`4px)x$@cQ9H;(A_hPfUxEVkB{2Y8jb z-_^i|(R0u2-OjCD#fi>#ZVj0G^V0kbOZ53f8|&h?%iUSEz5gB^rWgFwK43jtbAC8c z^65@^8*zaf=F61^UD?-$FQ|q=*4!H~@G5uG`PDU^P^9yx)LUkIh56&FhE}M$(e@ss zR2t@St$mqxh;BVOSJ$BY%GX<+t=`(A)j_oZ!DJktuU(JkYx1%4nuAD|YEqo|yo=}K z^tFD4qttH+JSfXnja6hXfY^7k8^KQ3@5BF`lXBR(v<#t>oB)v(pMt<1u4BG(=~g4Z z5gA0~#^i{#1v})RCtjeMeNuM$4q z)w=zOu?|_UP}*Z3ee8F?o~yk(t?MV}aPNAqXkZ(w?f!c8@}zv7bwIcKl>h6p$Nkm| z`cSQ!P!y+qtK6zpqBn&2%3i+ns~?R^XPJ6EmDBMNv}BfBqk(^u`Z{I{FU3Fq?XFiP z(ogiebQyS(^M|jL{#-b6BO*Fe_MFToVIij^&u*<#BloXq3mF@WSz-D4lV6w3U$}DX z;PH~?w|i-ne5Ffn|5uK-t+@YW<47JYDCHeh)-TAL3)N5gH?CBe^bn@(d_qk3*{6+Q zm%A9+FfEV%P_#2Monfb28=^k8p_)GKz6#UwkQHX7;4*tdOJM}8fa3DeaoDsQ_4sOy z=Kzzm;0jc|@Modt3Og^B!6~ZTMlT)Nf18Ij>^+XgOW^-BIw7NLRS<3_z?tsvq_1kp zd6)W36=mUkpualVRN7OIJHJz}pb`KG%Z`A~S5i2f@0VCEcqO#{7%Z2CI=UgWCnS5u zveLnq&FY(qk3peOqG)zJ=ibrcCPl~7U*}hQ{Sxo=x)C__8SclG?m}xA)iW_}4YkgLmIovb&0Y zyL9Za_HkZ!2!UfOcKaUpYrR8$T`8b&x-K=b$iroe#MBOj-0yAox! zhb#x*`YJlOz@GO<`@KJFB0leMl>!5c4sa7~M-WIfvW4=uWT8AJNNDGsw_DV>cP>z; z&ygKc?GZ{d>j7}v1g`p=p26+#_tAyg$I;)O`GVXPfiax1nsl4_m4!DB%IC5ONX-)l zNytB!pIU={auCXwXRkJ3@V~Dh`bf_l!td?|JK`$E+DK%k^2+Gz()J!kivlX}CBE69 zo53*qRmZI|-X4m@UFtS0?UWH@T22Ye=2D0Uw}E()fT{oP_Z@ zzFM!~y^&;`nh1L|SBW<^5I(P_M=Zh)qoL{?mbZnTy#(0lSQy2k_IGGqU$it%1*W#q z0sw!%Am~iu`wgfyB^A){x|=^!%?YFsnMBvSTP8ctr(XGT|0JbOna|B%kS~Hh!025- zUgsS{*VI?Xu)0Suv#lGo-bun{>Nt2x7)=GoKO)?xB!2zCa{Bqw#0q;X9RFtmt43{y zHV||!A}`pNU+wxLJHfiLlL1|r4!QO8b1MBt@w=s!SOy~5db86#91g(1JUYf?L~~0B z%bflwseG&CXaSIi+EQH(RnMA9`sRM<yUjH2X4p& zW^V5vMd#XWtQv*k--3uz4xthip&Sx&2$e%RQ7Nqd|IYX89%GNa*Rs;{%z59}1)#>Q zJn-KOGZALcB|H>cO|H}x5AtqK>%zp*j@sv(#SqUPxe! zO+@|9@nR!U(p8J>*mMpTGM_68^<1&3EtdLO*+y5f1_GS4o> zp}+KrS924DyQLR2uWh8RTX`;u^j+IJ7qCoEtnXkVJB@&7Ji6wLyIe|Csr@XKhg7t2 zCd_A*Z#^qlT7wDk?Gc0=0dAcJs4g@qn10)QaGg0iC~5aoJ%7Ep{AP7PE#C~TgON(^ z7nKc^NPlHzmH>^U+WK@)jWKc2jp_F@YNj^yFpDBIxeDZUk^?CQ5*5eu1z=q{RG20o z=e@SCH5biu1)A%RgX=EZ3>C2Ud8A{3*Sh&21#eVVR^*jn4u^@@`jERZ>=H}sQsy}_yF*9X;F_jUyX-0$=nF8`}r>W>^5K)`7{mFS8* zhVsu5!9&VR_wqKrNqzSBGE0MAFTF=_1sEuJ?ae&DS+g}+Ug|S%yR2eCH1WGreh%xX z>#?HNQZVWXFF7>G=JSsDlJHIH9JrBtIh=CRb_JNNMZH9IPq)IupGC7pWi1)IVdN%j z{8YR>kIsxD{-#;~s_S#y8_?Xg{2Da(9FO_AY5DC@_^pAMYeYnh^UtmYE$~=&0Qn4r zzUiRFM=SN9$l=fJv+NG*zZv85vmT6(pMBR#*LIu3#OfP5?kC>6gj?&NEbAx*9*TNt z5#4Wv{%mrjk9H)L_b0v?WAoW0OAT&hmMx^08QpuUHD6utH_scLCv$rZERYx~6m@!D z2j>fVD4%q*!vDn-M-@wB6F3*a4^dgvPWfIK0>(W#~~& zDMNn>UDE1nny23Wp?w-2G)(?O~1>%*X(Z0omMDq&c&I} z?0&l@+wu5Gr_h~4lygc>mb>SpSbcZE|2mHurMbz^>H6&&RZ(sA%kOG1W~C0*uWH0I zW>>>*gKBD9hY|G7jLZ;b_g||iiulS@575=|(F2GYr0=+C4LIQz^&g|4A1&aIfE9(E z6~0>}TgAsKQlo<_XzG~+x@0itT!Xl0>^2B?ugJOOVc)<$gGG#e73!gpICods&7n?K`;DEabffh>G-*e=;7i~tCYP8+fnyB4Vd&g ze-auDhxMyw{V%&pyZOnf01teJIT%{Wj|x^N4xIo4md`o6q4pij4f{Gt*WAg(>ul`0 zJNt`~;d#*L1oku0Q?$NI7eYVGI{SNT5O0YhRcQK(QM^Ne?A1esr+LKm>!f+R*u9fq zFIGwttmIZ7rA&WQ`R^hU`I=3Xgv+pwG6p2^FIlbX_pYP<`gQ93m9h`C1%_m?Q-QVy zQX6v=(hs{m?$4xGQ7HZ4%R|)<{~%?n`D-X@RJI0MWQs^AMCU>!yFX_*!rfjsc58+e zezeW7!gV`79dV~1K`$L>lGAJQ+t|g)jdV5#$vTZY^N!luiNCruWh)BTul=s_;v&%v zFP2DRbZgQ3y4>b2k_$YD>$v#0aC=&D>YdJ@(X(z>N#)>nu~aQWyIGaSv2lZ zl)qg*<&pQAneDx-Rr2Ta9}E7NYc1_B;5p3^qiQT>uy|=}{C7%A&)5u{Vr@?MHEW z|2XTTdW!(6`T2b_dvs&o5GLyASTQ%Rd0}7Key7Fv5~ZP0@!JmD!WmGID&2q1Z2!-c zuifxCmB{US4N`}Sf!2@8!%&4rvhycJK(%%vNT7NoJg zsGs$7m$QM6@-^h_jJfVX*@H{GR-jiVJF9ia^Wy#~{W`bD3_`b)U#IMN^6s(c>7^>< zadVk1jZUk(`TD|lrIg$6^mKt&EUXw0`+X@r>O&I`i5I#01cTag;uRstjJ8056U_eL zbb&p6);M&&$rA}u5$YrFn)uZ_EUHbRjqj$8zT9(@3z~F0x6L#1KlEvkZuCpKg(tl9 zDLLf6Se{Zu)sy_DQ4R8#2b)&vQB9v89}s9p51gZq>cb!&6U6$htAnoFyTJGSk_M;* zGTG0PJ$5?*$R`dp!1xRy7!1r#(uv4f|J*iabhUUt7uIqOpqG^u2U-Y|^QZ>Pl5T5T ztpW9E-ZZH-9A%OxDjnA~so5)U@?(ohmAP~bW?tOOIeloi$em%k8TU=`c)Q&WD{o@T z%mryxPeJ6jk`MG`acZ6$w@UPou~U+oR#&n9gBqT+X3xs9N%yG?;mo$&Hf5_G&S$y_7Up&u`Y#V_=C7H2ozg`&tv)( zD}w!@Hb*{P%=3ADRwOl~CZ!#K_vrf#m?-|LD=Dilrs~)B^6To48TRvN=PUM(*sCjy1?-LFKAK6ah2@`Z z0*6p6vM{Cm!_FX=TCW?m{IFbZ4o8E|Ut?EX`HEluyA1~PlGqE)1rC&`Kz`ggafIDi z_47p^rV`dwJN78hTTk{oGpa3?75G?uB06Av>-6S=r~bEfMak&B4;mYK9QeyFaiItw zPR-5*4ZF;mILP#FfbHM&t;HA)me(VK;X6Sm+604r|I<`;yZlq z*Nb5;kf+-bD^(oe%-Ci8TK>BL9;dZ33!ieW^LOO=eo#Tm7m??*&9DD+vx*%B$FqG) zo0puMe}2lG9w|oFOvwEYPx3cUx`KB4%-ahq zm_z0GfF9bH7A_C=*l+-ty4yr-baJcCjjI_Y9{GtM#r`u?HpZHf#Da*9|GJS0gaF~! zyR~BSF#{;fiLA!8rYnl{v-@sTn(IniqDyag9huKtU%m|mrn;y#xZ~+{DR`d;s7hjI z_%<({m-NPN5B_*6HOSy@q4!s=yd%RG-STB|rCdPVr_-U6k0t7c{$;JX1!Y3+jE<@GcmU(KgSomoJZ;a$~X#MTk*64rrWm$lp)m%$4mgtca9gMJQ43ft<>R6Ho2;jJ988@D+`~OZxSWPQ6bRfr9u~Rc z0Bad3qsz~l);x3)B0aHWjn&&JX%Hs12QlPH4-zUw=mMnWF}jiv-jYZi-G+fi%P zNBg%Hiu2*1q#Dw=h2ve}xDQ+3w*0eg_KI!P=pTrOCn{L*dt{Q*~ESQ zJcn#3s@R=p-IOs|c2~nNL1xMMQk^AT`o(th$81)LQJtQV>e%l^p}m?~)AlP!SL>d3 zDYJ_&tdf*CLiI7HEc|TEsC#ZktwF_bD%bvRa&Gr#w{y-ht$dx_h>rcxJIKB6EuO9B ztSPnQ)ml4gD}V9n?WgN)It6`hhnyX<8Mxa%j>WB`E0d0gQFA3*2%2F)5t) z5b5o8OgckJ($*&oS!}$z3!yMi8mFYZY`*_|&<-{--M{Apwk`%TF=FyP?eI(`_ZV|6 zZ#K*5t-%0s111X3r76kFuh^cCx84%Kz;AKIJmTuF+iN2%TsX4o<)>$6L+b|~6QQ#Q z=$8s5xa$)%C8I^xZxDXxc@-c71#k598E;-B&NO6B!HxDg@x#w+Kb%1FdJfgxF0D+$ zcEOOt$?cL=>vN$UPk8u&=~r`Rmr#E>RLYZtSLY@(zkF=@R#mn=_uCfoH0}4B4<$XS z%T-6(!SN97PXKJDJ}5uUcgo*`!5oq7JZsF3W3b~QVh@=uUX*d~H57qc+nesnzTL%c zb#eZyyAXdabZ_^97^<#1zih~1FurX%9f|zrCL3aeDCj+hz%0HJ0EzOsIGtS-Nw{SvUWJ~E4lMN^n54=kWf!=71v(~rj*;hm-m!LaEHH* zS^2bxwn3qD9?P%XfEnhrVV0=n{dCF&%3(F=r;Xd13%K02$R@11@;*6&Saxud3LsH(7rC2Mp$|%;7p4BI__=S8~%Qn?tAG4^zr;M5K z_I&&rop-@_&u8McRzJS*Eul|}`R8M$HI`0q*So;xAawDw%P|0A6p|1(MHZFjpK2d@H}r6X#49ju{gV~)_9prLxV zMXY!y&HU(nH}mDW)j{*IgN|Nz6VH&SI!TZB>vJj7J_d#E~-<*6-~gcWiAduS{`Xzrty(ckr;3FISZ} zw9CJ@-tlG?=PxkCS)+z!v+OTt10l<50$#u89^GlV=C`E*(nh-FG)bIEyM*;hq@8y< z$6RyMaYWB%0WmpUOF-G(yVKj^?7sUG_|>;(&Y$!uQ$n*_x+TgYXyW{=!xl84Xj^mT z`6lf?0AiIsSe&+kSo}U4)%~>k@Egi{G17pt+f_#xJH1Lt0#Z8@zVW*`sJ?(*_AzQS z=T7ZX+SSADt$Lf(`S~8B>}(a3JKlrBHkvaeZUkNP_Ob6fwPH!)gLU5jtgm1JB1&{g zQ?c3iKUU=m6rk-Nm0YeJ&*@Kyt@q&yw=7)VN1@MM<88NlzI!X{T;zj-va^3VGI4b| z%ui37^)Qmts1V*0zUg`C;aW4|O-C>Nb&)cN7iQz#Hi7>}?sv&KLoQe!%JGx{24lqx z`O~*N3VT~ltj{y^0C<+q@k+N!n|dS4Z^A8JYVL@zZ_iU`+2-}a$?K!b;;)GgoUMMj zKuPUfIAFoL7`Cb!^ZAs9U??Hi%`>>MVaj{Xm97~q5hkPj`^>M5{-Qk^=cH-V}T zR*s*A(wv%V5iATB7STES{kZHaw;%Je?+yPxU!vzJ+QFMSj|jtg_b+SS7hvlBj=Yqj z-1iPC_c}A?t`(Q;A^Jn0(RCxU(QgLn`#W2Yw!2$r$1eKO9Nm=$#kTe;s*j-YsSU+S zc~Bf|Xf2vK-v)^OHd)`pezVeduj1iu(AsZIv|dJjRMG!C$K!MKQ%!lJ10_dnOt$_l zV%FW1MOW$rZcy20yQ-XXpuVCiFLTYi-CEOHfjzTdtu1qU=Lj_rtP;UucG%nBG5x!n z2@7wWIU<&7~IGSbf_~DJ|@3@9k281CQ9n8@X3~ zAC_=tv3yS1?csh|{;w^cN`ZXc{9Yt1JWDh77~37au#cnpDq51dd;k{4(UNMY+LEC) z@yVcQ4G3!ykv^;Cn~(bQa`|km8lb%?*n9jLUC&ZD&flk}Nzz-@!$&SKlD6$1^q=M{ zKiI~g#zx5ppL{JU`wWF{titcOxLaS~*kM&^45qAz!)J>2PCa=Q7S zcxz@h>XS3|oo!16rQt4EO%{K7ua)H_2oNWVDCLkxGZu{F?Z_C!@O7AX{@!o8|7*pa z=&x6X2RSwM(e~E*mEg0p@tRLa!D0%VmfJ&XXeba$U*1AyR$q7fWoOjfV8(47WbBoE z1?zI#bjZfJqA4#LRs7Ov(MXDu)9!Q9EANPRzIWyq$8^3rS4WLRcoExLsPBhN^;~jy zJ*SX0rbLmUonA7y7wdeZnQ!pJ23>YF5pCIo9$&hTr>j9c;I7FSf2LOEfm4rH((f z3Sj0c7jo!MKBkl<+Iej5r9RnE?ZWNT>pvd-^qRIGRLxCTm9%;zX}=s zQ|YBK4?J@)l8ZC&9hU2@NmSPvmstqmxBX$V;jaU}x^c!8m%iTtssURVTUvOT(l=W8 z!oTQ{$LfO5pU2-ybjpw3!x4x70o$3?4?Z$l1Ml-~zoTJtMWC(PsH3-#%F z#bIX*-(mZV|D86Sh)IAGv|fK-J-Mx^NkOS+`R^SQad+2Vw3Ane=lzS#cCF^of8UgHx-MVv=Wwr5M`QUiE^HL{ z3hU>6SP498ShTK*A~%C+viTENn<|)wM(^8r*`(cV*QQ40V^s+Vr>E?NwL}#~X}WjC z$*52~MMJF4p;O{psSe1p)f;W9y;87l!?t3n-0NZG#=TaLXno3rZpZv!g{S9>Tn+#& zmZwpJ&5O-XL37+qRxim)c4PLzPr0Ew+enuWvCxAmJv%(93J?Vcm)&H2Mt?uMHCxT0 z-d69J$&Ep*Q8jFbd;=YSwjx=y1Zz)rc&V5_z!iT`7!3IcinBXxx9%jdbfBCf8I!GU zKh<+En9zD@-!TqwRvt|vb&1~Kp%~pNk)QV}QPnhq?^NDzN;Zp0pzBWD92~rcY@u2g zF8n|!Lw%~`D5to0s&&91TD9>AXo2pMXO+PpUD$ZqJ)=)dtoqyi;_nE(|1AZ*sr|_rRkFWIM(@|VygEGGKN~MUnT>5) z);NQwVEuG{MEt8Vxe{O|CQ|Kw&$rEj)GrU(e(#+(^VeD9shmc)zwKe(T=mp-{AvM3 z9pZ}gr(3BOq~_y}1*39Tabd2^UfHD0mhIvfDn7s)eCE2{8q%Yl*Iub!>|^HP%XM8_ zo6~<~Vw^c+_0I*%2?PV;lJe|cKo`^B0~rnEx4ZM|1IONUvt%!+xB$|rIVcbdW)3ys z`?gVB0Lt!8SoP-QC*(`VT%Mi{uTkeDcMvpMk;@0)8cg1OP#q7nDPnYH(T-{n?CMCr zHoI_~ew5*UGSfa8To#l=pUw;a#z{XSsCh@cuFwtt<+(eaV?d-n0)S8_VR}}qF3GA zb_bB}r*2%gV$jd(%)2X8W7z5b5w0}-W+TW5HD`x&ES{i=2s*C=G@*U_tgsu)0adIYVe1Eiz zPO=>I{vRca8;L@POa9(&HH4i?XZ!pY*&Q!5+laqEGuXniyHLJ`${>Kl9H>gAWWS8V z2d$7NBTh$EzdJe#mq&usm$OQFr2PgPz|S|}j|ypjhur=n-0zrF!H3pC^6=fPyiruH zRuhQvFVA}mGCh~3v=1e=NeA#uMjk1ZP+a4f|l&jG$caXS3EZXeDGY3YN1uOft5ak7 zyI!iN?a=*cYjW$wnbV<}ae4f$+>xrh`n_$r(Fm^~`=DUO1B^=k)1H1;e<;mdm=v7z z>Yz3lrg^JAN%FqN!cl2GY{XdQrn)sT>(l(FkjuTT%gl!@z|c$7d!@1wmU1z<-jnC|n0D znrR#J)MEJgYy0P1d_ckcrNVxf#rLDbBz;2AwD}8fk6Y=Te^uj&Df)ky4S0-6v8`T2 zvus+!M*#1K{JM99Vj2UAnCsHJsuPKno0VT-tF z#_b%btsaf;tpb7P8p;swPiiydbJs|i4y9k zl)TW^P`l!9*JpVCIQI^|ZD;Hpf~?|WAq3|0=9@kg+r8K7gP@(o9=tk_XG7(S)uwCy zKC??#aL_{^tjmLLxXC_(NwApJpEmUOtdt}TlPfRNxt`8~@{`z>vBHv=it`iK7u4g} zJxp>Zc7c^%&E}&o61zwp46XesY0Rb9uY@a~wlIkg)Un^ci$R*eriG;Yy^JGA z10apP-)D%mbT#s@kC>c1Jv7$8vbwF}kLmcA&Reb9ueWSr%jh;KzBpwZG{J5Vi`2fo zBj12`$)>@i^D9dfJKo4lcy+w!GN;;sTyE6=Y~er6N#5Ab@U-A8${M!RS{o*YMc5={ zi_4}V*7pUnK7-XY)15C04Dl(R*N3Ngo0qoR`L$mTjoB)_Hv3h7yf~iQR_QNQ~!yv@js=&e?H_Z}<`TBwc5v5srmg5f^3)fT;9%Rvawm z^`Euzh2cWG1ckRfQSmE(uLh$8vC(L#O`8APgH^ow8e$`~`DLP0zWm1%QtzSSHVAnt zzJ1$<5#{f}9MN*$v;Fj0^cxGQj&a%P7u5o@%oi)E_pMmGHjlG>WwY3glvg^Ts5z(t zW3uRJtCJ4L+3C*LS_|@SZEbCwbkwd6oDvJM`37w9A#Ji_Ag)Lp;!sgJ+dfh9}_EfIjR?ji!__a;9 zp#&QAy~f5Lww%98pV6n=pRKIjLA|c;wPk02Y|c`vM1~^wj2ut4RB>$E_(7Xxbtr|&$9e;CvbYf-VnXDP2Q#Cq z)w5T)ppVZ@|L}}eO1>3g=7-qy=WK&yF4zj(@H(wttyOV|8soiIl>TdLFiWoOo&eU+ z|GrF0xk9cNg5HO|i~PF&(SPA^Q|RLX9Gb*ElC&3>&+g`LZp!ho4j}5iu&Pg;xx_h? zRqP6J^b|s8aZ~A-^T`>Eg|Mnzu7BGOepx9V`^*Z97o(EY;Qm+c3#`0?b;i1!WazaG z#2y|-e8QkQh?GrU3v$hFQQaBWhOX>uP1B36WaYe^9iK%50csKvt^(Ah;9!Kit&V@U zCfr|N1f}`lZ;+%)mkJ>8K4F0>G1ixUu||hSGhXbA>^)MzUSBD6E9Ik(t#KWlFWFPM zF`P#+uKcvcC9U-5`X`Lj``H9<=;~{SR`u4gxweGV>ZIitK&gh_7E|oGq=C}mUN&MA z{eAl~JHB0+@x8A%)ZK~2E=#!h@7F|nJ6ejVOnwFNQ4n)ruxuNqN} z(FyF5x7bu5hog)s>1j0kZ58LhW&FL0> zC(;9*_j&-oZ=%Lk0DL{UJ`1@)oBf5NaD%VHLmk`_>R5Q z2wZxQ;pM7L7@~FT5U>jAY<$lX*kZ?!`+a|JKZfBme+|6fX=M>&h8OO^}zp< zbsM+xU()9>Z4ak%wli6q=`p+gS(8N9o<*`gh{xH;m+sx$Ly*I??m{RotBybP4@`qo zrxvI@d+5P(AgN^b%*u7!44|KkSZ(wSD&$I>4Vz+d>MSG~_v6 zDi^In=XyHAZa_d$@95n1)#Jb$(s|Xf@GKo`^K;KCvEpUOV24I`d-Z*Kk0sZ?-XP9u zU*gzn*z0#Mwu1!lnG3PId!L>lI1_?vejpY1Ozf>u{nSiEMX15sTX)!UTod|}xQiig zWmmnLS?7qn9oAlN-Qgji+9YuIx3~nZp#&1)rCCM6>znZ|n{SV$-0QorG2_S?=oa|t z{2Ey~Dv0rv&K&m_J*;k;^qaA6hv8iE<6BhNP@}clES`=uRJT8O)JDkL>~nVI%Iw@yDgY`TnUQq<8G^Fx|#B@2G*4 za#ipBOgu0D&Z(A1RpK4B89~~d?DmDdrAAw#1*X`Y9CcddLfz)mFINzL?7ZA1&mHMR z4xe=0C-6_^q}Z&!eOa3hQ%e$7rCN?%VOZ>xjHZR4_RWrjS3)WcA`8XAcD(!uMio$M zDn!*E2fCB0XY+xkZGZpqa+^v(YrpjjlJk&E$6Y}(L-OQwDZZ!iaW9u|-}MkKp(FVNXw2x|&Msgfb+Bsfc0yl(hHP#M zky7B#rafwwonZW<3BugJsr+iQm4je-HsE)bHf4M&KS%Dix1UM9wHzDfe79X1VFSB& zEx${cS}&Ng%n6@m`NLkWwW#!^z^z}TdJp~u)R4bX=}$Rd?BROwI+!(KdL0hRi?RUn zkzCT2O3rJFpPHTAY4aY$2C?LbQbOkISgtj&UV$DT@^8?O-YL~sQawoQK5XFEuOQr_ zyt;a&bib0pG5-qo;#hiXF?&VMeyhy`ayxQi5mcn=< zy+GBmJ`P0y1-_wkUpXI!y?nbdsk4eiFS|}@f-(aM-w&m#!#-#C6**e^##7NXy)Z3G<+Q0Fx%uRhN= z5Adl`=X8h$;)#2EDtQ*g$=hk$yN4#P9OZAkrPl)Gqr3cgtFA{lqo)_TB)7f8-b;#} zK(xn?5;Pb7qjib+BGiKFfCF!=VOTjJ(^A)UZg9W%F0T8oR%2x`*YJfIl;t&udN%R( z!TYXAlT;h0OHb0%_4|)oH+tpt%sW`lA}xN}v1B(rg^%&$ zjtsu-xV}AYew}L5$bN1)dfp8!m?c`eSN;w`eH2{wf@DYL3mp;nJCHA_Mb6x<#*o4L zQoCC);n9%#!h^ZL_^@{))|`Ox_53ENW$LeBFQw0NyPjN*9Btiiwy6UH6c594zdz+N z;ge`&&!E^A_1vP_l6*<>s|m&YWWIFYTpq7C9Q<>rinE% zr7J5PE^>`UuFz1(#~+Zn%HP_WCbMvHa@V-#nC2YvYrQ=iHlRzTVjl zC3XIiZ{$L@j!fSkLMV3h#aHbp`;=a&`-IPH6$eu+n~ zQ+I;Ws>2XoaTQhU%KGFp<;$?Dey>~H-S(vgzAcBPj8tn*ouuN1T^Ted-}Y?u8(c?h zAup|^v)rjJ%3i|q-UlWO?!J6tfY$osCg>k8bQIS}7z-%AGt>E3^f7a08Q$5G8q z>iFv?jsy-Pve*YY1iW(05=n>Z_AgQWzJ0%enLM2x3rLgeM|FDNXjlMIpDkU5#40brdOH%%N_G zPMCAEcYtxQF@C{9lpYgp>H(Itxx~z#8>OxJy7bW(X6Vss{%`8gf0}KW%&!jFYbXa; zgO~b;V0>Q4Hb>I^yjm0&fjgqL3;o#?j@bHQ2=XotA@=ZKd~!T5a6j@O{FSNtd0lG~ z0Xc=~!X~8A{VuW06Z)V+y3p{`N^mbo7T-Icv}H}dc8qX(f({7 z?;M;}*K7-B7?ZZL%9@|MeU)IsX*pY5dF;6 zbF;ZeKWuY^DV(UTDwV-8)YiMvs6U9og|+TeNTV}};~g_PM72&{Z-u?n4aJG5^1%6S zxy83zR*%BY zM1|nI&YpD+Wtl`dUC>|kHKcVdG6Ecr6*%+p!GCv#N8@se z50!S*)Gl~(x;?Yk#H+s_1N2-$_74oyz-%eFzC5J9wb$v0CpEt(Ea|-Qm&@(<-NV)r z*GZwezEqIJ{2STcgmwQYKAB?$BrMQndz_$JE3YZRkueeI8^EUNR1F+NJf z``A@}*b`7=8oh1+doW0bKV^{Rl4QClby`H&}5lK&M2lDy1$HN%xRL3f{58!mX|Wyf$w%9@W==dY%3ukjqi}zpq6U`!^IBI4_b3i}V@2b0mn9wQuc> zwj=;rbo44w`9m*Zx$CouTF-|30Zkg?t`>BCO= z^igTeA|DWL!rS`m*FnMjy|Ou8ZUi-HUz!>C4wMi;vxEQJiR(i(S{Ze~r$VRs^(Oke zNt3J{m>jV$n{{V!0?%&zJ$KaGqZ`>V^% zHFJv!{AFPwglPNHc0pd^+Wy7d8^_Zd$~Awm(#TZf5xd{ri=Tvldw#4_R%iOax1QOe zN&9P-qPq`Ae>?t)Q>?y|XUp}r-5`kPtyONW>?a-1^E*e!AR1+q{87Ds8mNR5c23OU zsT!xFjM9` zymP1uc+tLtBb0)9BU%_|v@~ON$S=H!PpWX;CJfKH^@dc{| z8B(kU6YyE@j?hGGeCGXAbWx5w{Fl>n2RFLrp6~1o)9?p`tw2)TTKB{0Q`rJVx)hN? z*T^oOM?PPJ9JY7i3;)u`ztrZcza%lA@A>l`SL$Ek!>u7Lbuh9wr-QV3&QxX00`108 zzO9Q?zaSApVq2EmAP}F=0hvaTQ1b})G=F^a{zm4hw7d?-rA`ln%gvsgknC8}mdn49 zcMS33i)YuWUpxfSCmU>;bp_WS43jia9pb)YpmLU7w0360zZd(>Px9hWH=1Q81;xL$bweRo#Ttt}^I&f`flM;<(Bz0Zd zUY&>OZujXL27qLErZCbefQZYjU~{n@u#8s*f5~a@{q>2a$beAN2*?Bxj)yHcE54^E zz|eMsw-2s`weg*wi{%%s=nOgEcVIVUgENAndU3TA(d)X9%beBU*^n>o!h_R4@8Q$@ z4J`4n03$=$H3jC3Rgn-%;d6o1!nc)lr<#2B|9K z>fn~}Oi%*u{lbME+YLOW5rgEL+T`zLo_hAZ@oYnnAO?taUrH7B5jew0O$>$xf^B0qe-qy`MA>V$J5YjVJ zR2M0cRLTuY&ta`@{>1Ii0n~4kKJZBZyt$e8xxu&hY~F;S&h?=ni>k#LT@RRw*U)E` z(fPsbVt4|FJH00suCnvPd0%VVf!TRHA1y8AF5zmn6Fft|{_5F~5#Gdvqi&=@{Z{1| zs0@p%v$c+TkVZ4tI`5YyYK6aA!RukvmQSU6AeKfxyZMriE`moxl&%2(&@`K5z5{<` zcC%#m9cZk(AWLR3ar=6~e-KSTG0DS6Ontui-=b>lPwy!WlUzM2(sk^9X-py$yNuNSVugvkAe&j;Bv#%yTf%|||r4z=)_OnLcf zmbX2JkiQoAbp}lirP%A?0eZL652q`Ga&z-^b+>0UbM8tDde10z=ntPW_M?Syi2vlv zxcuZ9gRA?0izC$wZTb%1k^F!#E!4SV3XvZ9Nx;`m$Z>CKUBUp@Rik1N$YbB?2G#@7 z4346Tx$ayV=jk|%_raiYKDog6E4G~Xu?Zt4ZDG#T z?$dnoz0d0YgJopd*apX8B?Tczt#=&4bQ0+%j~S`9Sr zXlq?G6ds{*8m5-NTkF24)z((<)u9K1c=brjgFbO!CwBY&zr zZXDh_zX3XPJY>_s>Ul#<8S>KkJ)Fk-#ZUP<+*+r8_Ssvjru)}r9&^bSmUqEf zP2OI$m+t_w8*=SL#V}F(y_2)>6kdeggAhwHeC!gs$1^565+8_I1$jZ#|^Ho^8$zJ98XIn3;I|7v`f z%&`0RM2o%QsaADrus_qw#H3nVJKRx*hEX&{P`+{;%BqXbu$*0-w+=j7PX>N{vLUfT zl&niq&<+QByA9Q$r%}_SZO+w zY4_TV7dB5a_29k~UL=&z`}?m1R=ypwQh<;KNrGugNeR74&Pz&q+MW4C$C zhc=^p#p`>B^SQ@B>g+z7)P#uzCPF|WfKSnVF`q8Gr@N2$!OT&cRGUXr8ELNBZTD~5 zt6wkjb1-7-3@?*`>aXxEd5vx{ggXWMtrx3i@&#qVOX=0&5zY2jZfRnD)T6}1v?L|> zYD&OYWBx+-U` zH0GLf=FdxjADe|Mr+`$EY*-dfYog3xmA#}gzb*EdydXrvbQ#PLKA*Vo}lFBs`xZ5H z(s+4}K7;viwq%FdWVat)_wrAfg7=OYR9Ln) z92nnED;#pE$>$bYEx1`1@5<362KWEIkDZ;%j&68vMm`^Z^7%otsA}sr7AsTb^cK`O z=B<_|wnkn|BvAH1cMYzV1Gtu80`m_2+fH8%W{upT%kd~r){C=QeV4_9@@@=t;%^&w z{D{s^BWhrWLcmX7{XVAZ$7J^tLE#N=l#hRv#(Lk6*3@9Vj;mO@tkj*1{Sywa>tY@+ zDFM_R-u8?7*=SYm0wgYTRFHj{#%(+^>iH>i&@SSq+>QT4y8I&g2`CVa58vuMSK8RM z%3}ZW{IQ1--8;4PCql!y&p+&4BH){ml54JB!|C}#u-Xllv^0>7lIL!GXxv%7Za0?b zVJy8|kh;*9$^JfO!)^?FcN^9kBjsGkcVCg}CBtViW$l@Ac4xW%G_K~$FNcFK-c5dS zaHZB|=yrQqN+AW~l#Sr;2)_HC$^4K##1%?9I=t5QnLq4PONNKaay8xU4xnNz-6r?j zGxxyi3%?c~3;XKd-l+53(Z-x;ORjvq>3Z3b)duhJ4`~=|+8b|CSsj^A#C%@9en=3p z`KkOIT^+(G<<=Yha0ti{jpuo~omaJ%szX(BFBvzYW<{r)A~nM&KF8oF+?<5v;V^eU z?p1t0k1EmoGVivW$vpDC+VNDVA4db|_Wjh}g}&JLK#4)p3PlJ`rLP&hJTUDv9rq<9 z8%>`-^Fs&eQCPLp=(&N*PL8&F!dja@M=$T`AM6n*g*6;Um5Vr9-OvvZ2B(Cq#QQKS zzrSqP2*1Y;VDk!&7@7byS?|w{`?m5i9QN%_Qimwtg#J-vi^2@!2eh8PF}+gf>|5K~ z|1CiM$5z@*QP-=vn%BRzPkZljix6^LgF~(CwhzT9lnN26#rI@Ac6Im$qKTT(>y|l% z<;ZH~Rvy#-!NbanR`+~!sxvQ}pw{rUDifU}+r+1EN`hbIK)5k*q_f`i%Lb^{m71f* zT-^PVg0TiWeJ55JZ}+pNUU9b|*U=ebcphyc{QC4)CUV$F`J9w$wcV$oTpjajpPxkX zZTxz8x544Po(~DC(tc}qAG;0Ea%pz9G?UsV0IJAM?!(%XDJypG7r!dPr}6X!gwc9Y z0c5T4oCz~%>w*NMe{4{lJg?&yxRsm1NMzp&_7T%(=I?MQ>~@m98rQnbJnyGR{|rS( zVDIMJn^OPJyjJgS& z4X-)R(B5wqH!2^HzLgg*Gm(Fnc!2K(|7e?k1`gh;xxOpocfFfR&|{ZmL1z7CF02(g4jHmD_$!_CwMitI@6hoPU_Iz@ zam-?Q)9fea$m6{(3beNqCw#Y^Oe%Q2HcZLgZRdGxj4rcD;Uk3(aKpRL-Nz3X;aYcP z%!sSAT2!>k!M(pPNGrYfkOy!3^gd4ULGcPR9au)RAoE}6rxwqypSF_5A`RN~TQ0X#WF(ZDXb7}g-OW3}iBok*>d1xPO^;Z+)Iu72fVyecdaYXjbi88&c z`DmW7(rhCT?;BZfJs(q~Gv+rpBodWJ)7?#Aoy>EWmp&64@MRY=+a+e~5(giEZ-SE! zXDL^mzM-L{l)Blon}C6k2-s_g$Gh)L`FXuseO+&~&S$P)rS!`p=ImpEa{o{@MlP-v zQ6J5(*@RKbfEe^+{8AAxMn!*sXw5=9bVq%?PWTqJKt8CDs1Lo>dAQv9(6mn6BQTqQ z;i5intq6zA^9=a@Baq_S(WleYu$HRn$`yslKS#|5xov(rL*oqz{EE8TEy6nh9aa^& z4g$xa{O*hU^@bfQ$8s0uR-FfFc2En3sPujHy>E&&59E2<%X^|4x5U~FDX)BxpKIf& z6WlnwRM1x8E82H}XnWA+%Kcx0gA=VrV#%%=3`eLkif-L2X2{n}=0gLc7sroext z%JQ&i{5OkR1d#6vcV`hnwU*UN@hN1MPVias`*4fWeRx9bLc`4YM{zvjmv-kbCYxGt zf~xnvW(eh;102M56upOjc7<>Mhh4wT?b?o;x9YUsnpIBM3_s}k3O+m4k1mzJ^g9;- zPSk3!Ww8BPf4^}Arm}dXjRmIl2R%6Nzy5@F z{pRv}6aZWF$J@NpIqkHozeIdQGrYuXDBx2(%gmFR!k0~}d2$B@%@TAp4=DQalZGP4 z@r8AvMfW6l5Lv(kmIswmOE{&hhfCO{OiXQbeoa>a^pDWBHyp-yfm0Bu}{ZE!O4PI%AUt zd@F7jt)9w%OGnB6?5@iPH?s@~WzP4iaHVrIc_gVy&= z@p!_Y@om3dSt3%LIp&=7h57Q*2T7;vH2C+slXu1|kZ#KIc9$!G+=bKXYguc1lGpB; zBy-4Tx)^e$jSaW5#=iLIL1W{ueI9hOEpE369IH1lwujPAT-J->@4=?$egSyxhwUY8 zXUwEI@4jn<^|*HHcXyz;Ou5=q+wUJe#V3XA68ffWFttXD@7&H>W!=Pxbqi+9+ingG zVCB5bziU&#AfdOJ|0yfHx^-V|th-(2ZZ`zl!eHx8+$tghPD6UW(XCtrE%JT*?3-$( zMAxnOpm665aj;5Niogsw0C>Q!Lr9(FE^zZ$tE=Y^o}JPOmPM!dh5uhPAU{*Wm` z^HW|{m(r_NJ8Za;RBMf{^F0`HALE@i#7{ z(2gGQh0!a&K*}{?z#`4z65r1VY=4JKn#6fkCOzy4OdGc^#zr}o#O{;sgeiK^`g+-g zvgAdGh@J>_2e7;Eg;Ae^0OB-`2ME#v^GE_zC64O=9DDV5S?HW77tO&J?bPJ8hY*Ta zoTWF1J*ypaY;K3;kRPlk?G)CIEc>bdD7IM|cZPuP`3CpNj~{K&Wj&Q=15h4{f6H=T zp@h0>wV6usD7NlG742c^@jD>Wr^g@ve#EPg@)jN*2V}IJXCrjSA38p9{1Y2tIi(ap zw1J!opUZG{ZPBaaSG(6&ZmVmO!#BOj^6BXM+z+1By%7$|qB!Xe!e^JBIlWiChu6Nj zpLlm_>r`Io^@T_}c9S=rZTu~El=hcA3ScF31-DXuA9j0wiP$?M;{mBoE0g!e;sbKt0 zSt6DGC!T9CMH}QoJQ~%OcMF3bw7X`0tBt!z?gv`m_!1p7h+iqs*0B5p%2;4wXu}>- z;3u*v0O9w(Fp}=Yo#qZ@QX3*XSZ4D|)uW!1j=d@!R&!%?dR^gMb8%K0Hxh2m`Z$v0 zX1OHq?#=K=`1@;)W0T0>@-kd&leGmVBC5YEw=dVHK>xME3!qf?;_3BeF0W(RFSvA^ z8*~QtDT-L*iiC{LO~OY@{$q|akhBZ5Fz{L%x7_B7deSBnnQmgL`CI@FCfjv#GMF2F zG7oS0-^)LGvs~$Rp>ny{;#b2_Rl1pv#)XWuI#WGA5B~fG3auO{M90phz;40D{U;|f z`uIW|m!*T_eO2(K!}D?P-g<4?HL>b~h3I=ytrxj>Zh&emqkZ%ITy3V;x7+AXLZ%X}YBLHbmUCH7CMk=1E=*Z8^99E)bVm?4>2G&B4l|L>{_g5IR?HCZ> z|6N6{6uy;}6$v=faDL69zeI{h9+wNhj%gP5g}1oOU`RJvH)hgh?M;pjPO7v?MR>dW=dUQ#TxdB6fI1g6!<;}JP!?$d2s18bB*l6VY69>X7nlh>$KNT94 zKr}~`9y$;jNB0z|FAn(RNA*6iW8II>vlZ>EmZj2Q*2x_gFQb3>?8oC|GHfm{S@%+B zPq~qF`pq8?tC1Hhd-iER1As7-6ulU>a1_$1T7rTM{&B#8rx>iyDYCfw%uf^`47 zrsF^W8!#kS1$K^uz;`NYsj@yI;p6mX`kO}bZo1^?SV3|!p604|ys)6R>MVRyb@5p= z#f~;zO@R?T}c{^>x_RdV<3h&2sMR7KFZ{6 z^zbF~t4Fb@3B!BRO{CR{mT^=fQTWIC;ENwu__k*))xY)fF~^#Ob?;6SrJGm!YqYS# zBXtP9cCQ)1l|8$Ild5w~ie>DG{0-TGI2nt7(Wycsb{zjzmZYT!4`#e&FXlTqQ&>%4 zt2Ae`A8LROocXicuQte*wC{)kUXT~+8`fFxQ8sCT#rp8rn%ze8A@2#al#b8jWQm`~ z^;hlF9Ufaz~nY&mKT z7&fWIRd8{Kq)x*;Kf+jPj{g4~q={;zCKbul} zahd+nhmx9GHo%>VMtps>8wzdESj*Sm((Xm&Ryyo-TC4f7M@{={$x1T4C@X{7q15Mk zubuVNA6W0)?JL5qQaQk=J&A@dUzpuLo0~DNJH0+97WYtajJ-wr{^^5iIbIvr2CQBK zGfQJ{>o37EGv5Oz5B{wQPw0%ww16Txwr#hRWYr#+$Bva}6Ye)rhC(AeMwk6~-i6Ws z+MO25ZFbYds9wisu;)AfX2pyq4wzz>yLK>Zr}p5dt&LhCo|5FD-jVqbq|I*@mllvcJx&Fhq(@DXy?V_l(YYs%&jgdcgx7Q4SnWzubEe%hwKGRX zCu6;W+?Q#c25-JlrAoP+Cq?(=JwAk+*JB|}#EDv|%U}H?Et*39Q-V)C>QOdcU{-~0 z8DhcK+b(+ji#uuU1|uZ!E$OGaLAy)-FS-!RiUonhsXZq0fEpVqb;zshEmnYzHtElq z9eJt(ya?ypS<%yxw4_BH6xeF{b2e$J#_TbzxZzrZ743dD?UeS!!^R+Xra>GE9{l%6Rs3QGEUxAJdc2} zek$Gy9604&X$dpS&8z6{^%L9rkZrm+l`^D%!%|;fi1i6~>5kX|IuDb>bn>ir9Esir z?Su11JP2r)XJom)tE;2&8PFIQ|9n>K<*oWgdy5^n-A!xTlg^zxtM6w&>J{fBvlWz! zWCG(fL-Ty$FrC;MJ#NhCXgrPanGARy|5*2cdwxmaBE&Hi)h>AkfMF zVmT~omx6U=zM1z<8vMCxmiDB#g$|}Di&xw~{p{ic1t~pHqBh6)kAD2U&IDAZHomOq zs@=n40qUF1b(@=Piofy&QzG3JUbElC>lN@F>ztn0&fRjm-yBs|z76k^py&8oZ4ZN!6_eKQJ9)L* zeo7|-Xd{4RXQ&S2PNwm=yjr+S2@{3#+JB$OcB0S(n!{%=`Zg*Xi26qtw}nx&){)wl zud>T4*2cpfICV>v+v}3EE9^SHcBKn(grfFkRr!FosqmW-3B2&MQx=^;soUgh1DATo z%x4QlZjmn3fSWS)N0};7+@<9X&GSCFKWE!SY&y+W3Bkhtkw4ET{sd>2YQVpkSbisX3pZ$L#_>mCZcnC#U{i;#w$W>w5}?{za| z+A0hx%0W_8>TZh+x2?TKi#DZT!%sU?)W1Gg>zwD&!M)i;d5&qj7p|>L<1~HL9_SQ0 zzK!9mXk?aGsNhLtCC^J$)^bWzylRvBtkYtf>5Bh7jxzEp6i-8-0!;Sa;x$9^LdgG( zqZ0es(plJda`T)C`V8d(7@KiUJ_N@>-4Kqq_#XP5342tj-0<~2&fiWY6n=00z1%VV z>%OMTlbo<=H!vY5e{QqNYrikeMhh3&Tkj^7*2%w*u{QG%7+C511QLcL)EwvIE?az` zOh&6*&V9CB#3#{ryeI-#LfDu+iAQaR&6EgL3DMKyA!)RXa zJE@(@VJ6+7%o9$~f z`8%EmYFy4v!`p!SX5ID8Y>flWSq?emD87nX{W&a`^9$8bjU0(MQ+rq=3mrsVKe>7e zJxb^gYWERN@&`beg13y8riJQi{R^^qdr}9$!FnrjVi=BbP;-P3+?YSoAqM7nL}ahO zi>a2+zA#afHtsAN5orhK{D6A5cYNtUf6Gcw=%4X#bO^p^*O`H!CyYp|8%5 z;sqIHsS;L47rED9iebP?{&$W7XDs2pdd@7?f3&tmK7BKqlD+n9pDsqTmphc?+N_5hiQZ$k(9`x) z^IuI{O(mX$7ia`YhKL03&{K|WPgx)Ua#h>8MpVbv&wN2c`sW>= z-eax-iRpEO9$8aq(`7nBZ@ftP)s074$`mxbLx22YuH$Ylcj?sDcI*7jBDfG7KJF|k z9?L@Rd;Uv-3!WR^r{Eb_Bk&no9OOR};M8Si+eevT8kL9#D0_dc&kZ>I%WADbU?uLO zz0u)xXrv_vM|Pt#H#PB8e<(zG=vN13?Ko)k*PkgG-FXi($^Mg`Ejc^xCesjYDzxKY zb>8n8-im2Oz$W@geps0h@u z%;#a{)|hPCEp+qX*|2E&fWK_aMf~aDL8+~thNc$L%&n)eZp;AUdl(dqr!a?gYKP`7 zGqiU|pgBhFCeIcnHF*A&i!5aLPzoE`oBRIe*mnWi{SGSk!5Hz2O5rBsOGp(b^))Wn zZtdXGXjG3{nzqVBgfYlpHq>V<;J2UM43r2~*_rw#L zMtj<{AYMxezS$$W!M?h;Ie z!*h&BR9s7^R~@Y4xoDs5+RGwBUR4xq$RFx@-g#E2LmRiG3HUI2{AkK~iqwM0?TRy< z9U6RRa9parzCWb9j+?P@o55$)IF1#aZKACYr(^E4XRHRvdju@dN?{OL;zK_4uh&@o za{PKZ^#Fs~tM8Amg3p7H882SAvhcC)34NxEU7DZjPR!Zt1ZF(R6QHIZU3} zLPqt?hKR4J+A`cI+d7b!W#*;!lwRS@ee-WM>L<;x=X^2xdj10o_~rcj8}a+*<9t88 zy~bIX^!J`rFRrSq=KC#hc)zc5VO0f8z=)crMz2d5km%gdG{_NP9 z;j+YGL$NU*Hlzfu-?mxqZgQQ*TXN(%*zRd&B5Ju7B|nGryE4qG|DThF z8hrSq*l2Bys1Ih)fpBVUtse?JTkwy~}Z^y77YWRc+ z4=0q!OXL1+q$MlM^Q@|hor#3+$JHKnyno7sa!iYMzk9eX>$Q&VyA1T1)5i!xxi{LJ zcD7Pq%SG)05tCP6l&sGpne;0h_dGIUuY47Z{hy8sTwlEc7Ca|yu3Y0hxjfjhpk2-L zq1p@4CFzX-{f;xB(^`3_ol^v6y^ED*rEL+C2p>~q3QYNM+tXt2a9qYY11N(#1y#qU zd^VX5EM4KH(Jpq*h>1i|*YA$;;G7GPi3g#xE<-BwN}n1EcWl(%5Me+NVW~RQ4pd0X zi^jGvH=J=j=r5S%jL~}_9oGlxU+Kw~c9~x-{Y^(*35I;s>2+MJ$%_{8e{1i$00IX7 z6`j}rarZAWR$4v#`(>&u?BA%_HqO9A$BCo^OvC2TZjKoR##v*rPpKyy*pw8sWkC0Ji%b=;^=inrJ|EG^f&91DxT z=IME^_lbtTPP|ca>&za7EVsjMMemZLdmlWI6(TQ!L}ZYy4{q-4VeNdsv-o4`Y#Y1y zHL7{i(@jrj^*<1yB9NEsj?mcZ%Qq1?b#pt{YTj+)R0w~7%if9iLqmXCG6xTPV&Mp> zn&G%aBow5Iu`fF!nxWHMZ}<4Y4*#}$hDSp;xwN+GESZ^6O9b#_rj0a z<=RGLmjYJ-X$q(M7h$t6Hfcn!{^PMEyVtSW8whx#sDheu&#!wDbJt+WttZD@UU;`? zWWE;B+;e#7UikOD>F*Ei7{AI;AzP~z>hx!O+SGhREay}A?&#EoXY^X`ra=@vv}9}K zCY=MY=8*x%q`#TF{8X03-*a3&IK8^r)O!rf3rQc`o2Z}INlwZwvzxEDyjxQc_XK*`Q9UI&F zI={0LV!d~IFpE!;)Xi0v(AwFWiFE@yQ;EAy28{y$8P4$@=@)XUL+yn^dCx2mN}DD{ z#+pJ@-c7+ZeJfJeL`lDkMrGd|P`sZgDqh)$8my(Qb$XPDc1@qn!<^(D=&xQOii4FZ zan$_e=29pphqJ_f*Ds&0!HRhyvXOAMicyt6QH0b)) zz0fSn(iv-aRabfm4;TvI>z2XD)z$+z)3;qvxm^P8TyH$r5GkFXcd(-gUC*g9Tvxqb zme%m`OVTbiPcLH5y|J&g;3bQ)W?Y6!Vdy{Q`&?8yhEh1?>;Nb?L^$QUx3{&s=BKT; zINMLV&GBFJha&wdJTkciVn`uG=Og%_ZRg@^YH2mQ``g$9OfK!w!5i|+AAH!7;&!lN z|3Fhsuk51H;x^|O`gd1wdVIlLGa40M^Q`nCb^JW0h%toRdA00ofD0iv%B8D38`!~_ zL|~udEvzAmebmmkTqm~iJOHwTe1*;H1ko}Xi&O7J1^X;o*Sqm%7`2v8sVrTMVWp-H zR(_gemILV#E$0=IPAZSqlX6<8<65VRHJaEoMF_qVcX}=wt19;<-;dQ`GEAM5g(ba* zJv|DNjj;7?m>VizWoP=G~`kIabwSr!0nhD=Erp_>KW$cl9qyT zP(Jm0!erMtK;*3I3ItH9du?DymUXArom6c{5PAbk2lOBLVDSM<*gh$R?s`NZY^#m@7pHaThm zZlS$N7->4Q0d{otRn#Bjp#>GqI{-UERM4>hLBU&GO&Q6ro>F;;9^fYz6#qVPbZmGP zA#be8?I&|3CL36Z6x?F5pb}$dsGF$kG+npmy8s$oZnFs90L_u!D?O2z09!_=3Q=r`Ku>#4D0Z%oX^SA z?<`bbvzCB*x_mBt`T}zJe&%L(5t-wAup6~!kQ26582R)nQKdaArq@-4WF{894wUr* zMF+QK1*S+Z?Sgd=z-WpDD4yTqF*2Ee^cVrjWv};fTm>OBwbOinEhyT<2=VZxid7`g zO#NwKFI43hgTVO?~ zQG%j2V@pmRGHG&0F*JM92%ep-KZp0m2o<^sUbrE<3$M*u+`0Je>jfxGcTWr#e1dho z{Rz5Fe!SI2Tt3c+;f~PErBO|?`Q$u5xL!>jlj#^v0Y;tfRa7{OexA$RxWh16c^kY9 zOh6hYoVNYp)u?^D_2N5^UNK>0HttWgND_dXDSgJ<=RJcKdq6BDydrStQt?WBWk&Yyu^ zfkxBkVLLpnr}nm)Q8VzPE$;8g!A5lFJ~4e;F;@-8C^Y362tnh;b7f5ms-x6xbPdYf z4&PiWuhwC?t)GVOZuw3XLUC(3p<#tur2Qowe0<09T~E?^HAi*!g}^vQ^~Q_37KfW- zS&DJX`Nng-cXvaU?x(#eOEi!3JAR!P^5_EEEQvDafLk#q#=@oqO`EeSVnx}uFEjHc z$`rtRuY=*1z_!OY!bx@7{pZEuHh@Bj~{aR^T$e!!Z&I*Af7M}V4v-i?BGcdtW2eKCBn(pDSE}idPy}`adY&d5w(@ZA)cjc z%z>E>=QQp2l7u+ms5Op6=5J!b%I5+#?H>5B;V>9OM*HRKy7#$u;A?D^ZsW$OlG7_eIC#iStG`9YTd)Musif3@2@|2CLo>oRjAxciHFA`T%zWZ9Nf55<*GZk3E_6k z_XPGa1#**lcu2&4MNw`MY;23&o-{i8a*xbm`93iN0h}S2zwcD$nrfjmD<0v&50>3V z5#ZD3MVZlIRkB{AkceTm#6tq`Gx~1Y zWxB61RP|7!7t+pU+w-WEivXiv8*R2_R^VbY_<$~fwSfh88HbfEOSUedJsU2K@=qhI zyl{P2UgmSF7#l+vZf-2@B&2+57B}b*v5(g33U@L?5MDT41o=?-%NYn2SMYP5$*%wmO+i)(5c2_8jrI>C5cc{S}P2;E`oTm@4VxuZ^F+ZwJ9`gitHp$XoWO>u~G( zEyoUNVKkPXuKUbhAS5N4@91rRy<+21>^el%fjkJKS8t^H#ZJ`NR zA($p!uHVD-P3N_33GenhpX#o>%zMntJm+{s?7!tTy2ykD(0hUdeaJAI)q`w%OHP{! zKI$EE$Pg&-U6r@>!@K^dnnpHH{NpqnRnFA`RCN<@&Mw~>Ljr*I(C?qnDmDI(=UjDn zWvctbskaZK2m72D;ZbV>9DoFofGT#wj=M5W{oI}`FCaPpIaF@<)$fp_=r>SR4yVac zLDpO`;-YT2Cq`$b6cE;GVT+`;zqfP9rqbFkKCKA?zw|l06124Wo-oqo-g!WY zY*;S2gY}JXmoOmjBeadZ)02y-Uq5Dpi(>5_XwK))^qIVSfG?O(*I%J$eowK}xZzg@v-B%~-Dfm*ilX9V1NzJad7d&weCn!*u9e?c+$@%d!+;a9aUN=#s(?4$U1cm5s+v=z$in*Fq8!xV{i~PdfeQx~2!6qaKjmil(*!^yYLSs4W!d=Cn z$FC1!oVmDun2Dj_}aqPN=PFUE-`ZtGY^%fM2n`#V4(1b^!dn$n#!?JaIR zzft-k#XK~0#+H9%$6wE0SRi^c+dY?aUuIao7klqKa?9E!#J>cX*gX1TZ&&HCM8|FR z?5Pb?IcilIe@}I_+2c~q#?|Vp{HuidJze!?T4lAlygP%t=6(8W`uN~<9WxkOki00n zQDX>&=cnUoeJB16IgA|kXpycC!rtGrlY%MKs9E~tie$tXoip=keRwRH=PEJ`FuV14 z0VCEnIGt)IIAY_bzfTQ@JZ*oqvJjAeosGPoee=Tcu}wzJk~MXYT$T=M$x?sE?qk61 z(CzGzsrH;!w~_F+$Sg1CEBzn+I05H*P^ZJifBI^la=)(2Ua4H*{~8@*)&X-8K@M(U z5c}D6KbnI!`hri2cwz7GPrrs}f1{N-3kO_fKjNhOZ3ty-IKQNS!zS1NbspUwI|JD4 zF2AZ)0g#u2$?PP_DVm_0=h(b1yHVwzd|xDa;wLV(~of8w(DtH9@LsWM+v)syamt6)oc;>4H^Dje{FFMmd>7@- z*M`Q=Pv{c%t3ERypsUWd!PLlcWUv)b$b>;p?yjfn*VRm4Nt?Obulc6=2&KCk;SeVmXR}Q}^7IIdw4jcv6}QzzN2zmG z{%M}t$E0w%_kyHr;OgyT{a5B(DqLH`F0ti=opW+EmY=5XA1APYS(nW+lo{)GRsS1w z;t2<7gY_~U5Ib+(Ev+mP8~ts!&kphz>WmmYhr#)`EW&b9PQ&dno_A&^RoIHy-{4e5 z2G&fQZhxKGat2uNZG&4BX3eRXhu*x`klO|Ls(v$DNGXFllK8?{g9b0jcJw}%ZXJcS zZj14H(QNhkgEmRn==**8#ECWT*Ir})t=0Du_`453A$d&S0$*Ggja)vORQLJcn;yw<_7IOW@=?$jD3*uGhiKDR-fZ}T~417{=39F68M z?!Z_{Ye~aN0Gw`nwy~|I$47%Yb4>qHbZ!l&YEc;eElMGWB8MnNg%C<15<&^3gU|n8 zW8LqIwSCl_W4!P4usL-$gg?rcJeJ3JZJ8ETmSz=ES_$o(qMy@r2pRWW$Q&209Fv8S zc^tkUdp@ea$|>WVwgkq;=ilV_BsyVf8J0Wub8|cMpz+M-Pd%?o@~!t(g=q#mg%2Q@ zH4*~W+4S%jU8myZ09nzan2?)1sSQAXvk^9UuB*jD?dY8nZ3!_d%VmT)guy^0Tio`Z z#%~}ILHGG^Pu_Fao~YcSjO@9rLiT?SuV+40I`@o6omQY}@>sL@ld|n3&ZV!0kT?A) z=&SYb;(YhJ^f6%u1F6#Sj-4kZK6bkn&Xap=C}X)aXWpT!FN-5x0)P;nB*8BCC#x({ zn-!{AOjL-V#<5fxH@#}@ddc%tcMmyWG5E@<_*f|I#p`^G4iIfb>vS!zce-<9(3dMa zg$KdM zD$$mo-~Mwu1Q_MVxf9?zNd%Ldf${UiC*v3>QtFKmzKFZeIwBH5-i3( zu!TIz-9(AefEOI69x_&;&2^VFYD@u3OQB64e0$=x?d@RgQM&zE)6dl$V-oVKPB+D&iNO;RpmVr|>6WC{DM)v@#RNYeET$Rd7Tz6YSXkWJ{o9f9(+&M}9o7PY7v z7Z}w6?K<~Pu8xhEL)MKCcMd#PmVQ~GB;7dEQz-J{>*f717!umCFoPL!lJQM0BGdbE zSwbhZq|9#2$D&cw?iYE>D;4Vt*Ujw9x>dCH+|R)(u^6vUIDly@4Sbg_`(ZT>iey(B z&aB!vyBslDR=MZsat_H6()hTI`UDOTb?u3JZUc$RyZVV1_8sp@RM}rwA6}wuxO`oR zB`h(zBOP+C0wb(V8ieQ@1HHYth0GQ+lb%>UFW2Z{oKE+7XG7m zR=AtCwApMmx(sS-1Ue`f3mXTbe**P(y-F#_8#-0C7jOQ_@Tb8n%7`I<8Q`0atQ8p_*uU+tQnux%Zrzf zm1E(&zwUJi$x@J-AGC+mapZgUaKZb1l6|I2pRxPToc>tDw(nNlX@`zwaPli@p>}V- z;l;%L^a!a^c%hd~SF@&_+w|CY7`pH`f7NsSxE}zRe8VMs@$>My;2p%o*13)JZ{l<< z%=Qx^UPsN!6Ngma!32|zYho9gFQO1Ye>TgX-d~}h-RjC{P|wvHO{&Xna$CIq=)GPg z-;bLaI}#H==$2%TM7}8@_0Sxv+}cw_$Q_q+EH3q_yfewSb2t~4ju^SPf|}fG9Og}= zzzD3}uPu!IoUswPL+eX`opsdi4IEn8arts9JXVyxdAs^uZC3d~!)`hVEYZGV(MUP+L~wiR`Iok^Lx6djy;5>ta?L?9X?ek&YmG(V*ITce zLV560_Q2ecJ5uvs-bU0Z&@Z_oVLOHyHQ}JP7Sx zt~pj-akjz17_icAYmgp0)syk>NQlChWA?Uhq z<{@sJ(|;ljYf&5qC@5JUF7Xq5ln0QR1*rQQ!v^+L1$9yXK_U)m&`}jOdiZWJUXH}e zxpOnjak-&bJvq8oRgs%_BU>>o`ZK5-CtpBw>so!-SxeaFR+7b{L288q&`bAP_fJBn z_i?a#o%LCuV8aY+7ti@)+n~2J^EYZVtJlhIt4EJ-QLsUO-g3EXdoK<+w&Hae6S>i! z(x4njBkdeU6)FW2{UpFPGiVZ7(enE|I(`;ROw)FyjI0CDTC7FAbE(7MwV+&V)KTJo z8I8?@dCS;r<-6Gq;r~W^^}obp+Z&1B^Sm&e#tE`JKjzJ&xsL2ht!i1LuF=M;*IGM+ zB!lnU+tOx2{YKYKjr6ld(USh?UA^743wg|vcJ-j}H+IzeNLnvA6GPs%GB>(A0vFjC zlxte(XuJuh_q|eOe*H2{Ftb0oN;-hhjk+l#9(# zy|F%23hcD0IDK%(N&7@7+0m6TrF*8&i!}Pa0mPXjjXSU9$Xmp1p)YK@$c3%_cR`ynwlzuDu;!Zs> zHKTy-F(454!<)&me(=m74J?~dc&bVzdK0d*UzdqgC*hIHY`8u zSm*nlIt^rQF$IJZ&Hg&aavG}7_){ycUhS<8=Te@;pKy{|i|DSw-i@-|=o&WDy9zqB zJR(ab4@<@x{D*-inBxxh7oqRCIkEk>5R1G8>}<{XE{Ny!otwflJok)T4Jn~0k1~JP=f6c=-8RZpzbm~ow*L&vH*Kw2U6mSYuh?I5fgWsbDUaLG( zRA0+katrFjnbpTj2<2W0NKXz{C#I1;;W4eTLN$*JcbuVkll}gp&{_%|M@OHmDka@p37lkNc6wZI#+zCF z=btPyna!O!UWYE#W}`cV%csTH>%2LgJ{sj-^L@P{>;Q&m1BQ{J&tX8>k=25-|D$`_ zAn>LxV#=|9+QjGke2OS5f1-)CI`jHNvr4_KXP@`%(yGt<>v28+8DU~~PRI9THpw0# z`7^HhMzPkd8v}DUoOg${9uCI9tu%&};oyspCaxRpUtestSy4|R+Lr&4c4ShySY{x- z+ntt12cN~Jhlskcw0W=xz%}2VcM|?y-ELz>PVzF!r|I##fr3d*DjnK>{%>-qtZ%n> zdssYQ`2MV~Eg0ym5X@t?9BGwYsVF6a%2t3qYDn>f7sqJps>1aM1mW%Tskc~jGJbIK zPAeW(*p?eq+3H(>Wq<^X0+((Nv9A!^bv6APeO5{co#vB#%CJ;JW~P*XjzXyzFG3bi zZ`?`W#o}1I?K%FU-H6_uAPT~o;-XPSUcL8NRe$^Rr?6%L1*@(OvuAz7F6eQ}m~VB; z8wUYbwm+RinDvT%!xE_MBY zwr2ZpP6oFO56Uhv%8_#Ee)q){~c(&tUs${Ifz_Qv@oL{{?8uKBooy;?0h z)~&`y!$vV#!r{bvDw2M*E3)m|d9#0y@ANa0g#P=m3Bp8F2Hq)zbzps=zs62*ZvYvu zcsy1&Qos4PKTzkJd_7u2LoE*xGWY$DYA%j~dF_Ay56w>o#dl*eeca)&Q+B8J_(ouQ z5uFo3e^5B@dJPN-ik-q}dM=ASCGYvIlZBljsl9y?2ks+BvC|xa8kpJn)=SiRiwXDe z4aI0pvJH%1j8*Y&otnZa8`M(o!tlTY#18&-T%wL*ID5v<-~jm5eMK#-s@ZdC$<&0I zZ(zSQmHU9>6}9~D6iSfAlPZ_|Z4FajsZ~f4k{@ctD_RqpXf>CFx+vff?(8jG0J|ZM zhU6L)XsGMIza}y9{~G%RW42GDHq6(HLv)ST{`fv)YE+}SY|~vs1-5J%@m|OGBh+6x zqVTS#YY4<%(#Bkkf#2)g3ypMmX}Z?arN(+Bq*fc3A}OlVa-LyW!t0myD%xvhnShEpuIx(5bLd* zKPcqCE9N|HsIgvfGPe&2!0?*b(Sj#WM*nH=8%Fa06F7gg;8U$CBP2R{xuk@efSfF- zUa2}5&__J5rVxFmfj^ao%4rslc<|*SYNPXBE0WR4 z_psb^xLy)@M&Vh;eTXfcsy(lLXfw^3sSVzKXMoggI%}ZCwi$Ho}e&b36@t-q^-7k zY@X+G+qnsz@qxsN^S7AOHo2Y6o~dSS+@iPekkWMUUSi?_ghAa#`vHUmW`-zKt=3}( z6{^`b_-_087q705*I#iBr}=7iS|;}W9o1+rhGk{gXDVV3NZ38>uOr3lA^FnBXnooyVXP=ViBgB0aK+2%mO8@7{{IHQW6ZAK0j7+RlI9C`H~#^2ONK zA!L4L{_VJ<1T^DE=8N{~b74LKxOXWG3u72-j_Sp733N()ap(ae9=4Zqc{JYXU_*q^ zp1G)ZiY9uai0$!KSeezV^EHWLtCyQ*W715V3{aE`hpaHTnhmO_=D;REy$#}6 zcr%rf0=z#9i|NK@x__V1Ag=T6_)uJDz3MwTOBV%mnhaoJ31n%^>awX z*N#e;Z&r@sxGi+ek3@I(bf-MpE?@hOyjwu0ZZ&EVi%X|Bav}Dzp9;eDc(2Z#U)9rw zSIsP`K(_4;J}l2pIeWmLqojHrxy^<({QUOS%=)lIGEI+#MYpn`u(y1yWi+kS28Mt0 zziP;cS>LNqvQ?8ix|2a zr7F2RtoNmI*0=NgnGkw>uQIT|n?8!l4a_@`eHzFnuwU8NY$_6>&G)h_YVT(=Xu3LX zPA~RkmgJoHbD)((|%<=dUn>KQ85P-_|b5 z6dk%v!hIIJy~;z(2Hn1Bb@u{2WY8tnAG=We0X#IP4Q$bSby7bA1Cw&SSGTo2l(tXd zwO@`+;)&;WNmJrFAiSaouPZG?q+Wb^6uT^2pZPaAf798U7sgt9;D|YGszelSzx$w+g_1C-WX?cUrrhBKHz@NPc=fywSk$&8Wf|iI6^|j8|H@CzZ|L@YOrW zX3*~(;Y1-BO9jf0(5aZu8-q{Rj!wHiVuy=6q{KI(1$kM($NZtr^bJt*P*QvIoppb1 zIem3wN!8Y+bW#v=sXSg>TgC2hcL;Zi$i>26zgjLqjdFKCzdo1d$sIS9R%<|d<0wm! z*^%kI+6A*0OMoV^#OdK;AriN?xsQh7c`P{$vt>80F5Kthy{N@Tvin=MH(yr1O*cGi z2sdgp0l4#l)&6FyPY(`?a%e@<8J_;8zA_GAEEqO6shX@m_&W5m+uSw9+=Z_5Nz~;PWUBV`?ksY zmj-ePvd09P(0wBdxp|#DM5GozQa0hEYMx}VuQ_Jc7qW>@ubT;yo^w6`?hE&G$B(wg zXg@c+LI}{G0s;&t1~&VT@|L_?05soyFrox8(;T`l!Cml%Tm0^{>2b>rDnN}@EyFJu zl&JHM#ygF5zcVV`Qt%!??C89gi^(js>nopb==;CMAgsMN3rRkYy~X~!wcxl!pG;XQ z_8y0t zhh{#Zf9Y2Mf**t-{ck@(@}_f8U7;ZiK;b{x4;&6=IfpGiYLUa(HIG{vSH zNRE<&jpYd2OCEat)$ML@i_xNF{&|KmQpdfnWMcp@Xl}~LJ-Ye``^kalQTiL$g$)*# zCAK;fCXV>%R)#eI&mxQRQ(aUauRV2mYtD=7wAGxRru>_1aUyy`b{8OAV@a=Yn=4EU zgo+R2nftY8B(e%FZe!bLt0bnaYMEQ;W0CwMz{{r!t_LTg=5So|W(P8QKJwTctNl7t zq=}I|naodtc+}akY8f4|=%ER5hPXx7=2|^{X|#XB@sE7ou2LNurR&u}Xnj5cEezLn zoM^d_5Jc*E332qtB6UlDGp&bz?}Z`<4j$H8G2-nE5C4+mi_nx-vR`6C>w2qK6 zZ#s}TccevGEgG6GdXVBQJ!z`4%yMGu(7A1+S1Y^hl&h46`Z~7SQTMn7K%ROzwet+wXY3)!fY+a314!}e^8>Vm zO&5v$0OHAL;T+}`1H5;*)@y~t2Oz_@rO@ymWZp)Z`DJ~ck%kXxI#sMjV{AF|>i}NC zhB-~SXsc|uE4o3hR`Ijc+g8Rw_fqqsI9H(65URc=5V(Hg55*b^@D#n zRw}ZM+Vgf!sP`J}Jq0zM`7Lw)S{)(6CqPBXfqBt7v$y@-91_<>qYJDB1l%~xfojl~ zWzLz5Z)dK*GmKAZa%^%n0LW!#DbL&BUKPSm*4^HvGHuWVpWb!LWYY zZ{kruXszaGA;O>@*SpB}=l!WjNHD(O@1j+_Cdgl>aNYhktz60rmD_$mEl|sp3K~;o zW$L-H3=(|z*8);==u^d2)&sQB9-`w0mpTbV`1i2U1PFVie2NL=ZV%ZUf8d>2=aLp@ zhO17;g>|{0kQHdNfr_Su7jD#^=+yUYsz|lJ{+hmz@}@DBcC+~n-P^)v>CGQc@mpEd zF8aQQ><9t!^J0JLt!%q-M32zLW^$|X0)%v=pj6Fo;D-12xhoMIN35sux*+{O3x6{0D zy?V`hGlioJCg<(t+vocq6QNGP%LOpUUBuW0d*<4eH3W?|{du1K9Ess{P*e-?z92wN z=gPCa@+#699kfm8&qa!o*4V~GVI6L$`bqz|`AThkTe9zV?W>Q?Z!X-tm)aydVGcyu z8RFL7f>u$~>gpSV-9h^!kDlFs@284>f8^{o znt@lBg%x*gmf%SKZ}p&&l%!_pqIP=gr>FIN$|p@?lAb)`D4J$4zv33R3p^-nh+%e-CuzV?32B(a^b3Ugz`0`??oYo|OZf z45|irvP=nim5^w(ox^$c_xs`L`fx7FK0kcTW3(YLpB4gu3#u|_XHga z(MFii^uwiam-+Wio_$MylcHCC+SK7Hb=f#yBIx@X%2j*?s|B{=*2;pj+dlk1Td7$& zZU~F4Iiu`r^P29~dKwa_9SH3UHsVw7c0HLUgt!-KFV;~yalZwQJ$t>dKDGRWqpXkm zv(vVc%^JiJw1}7Bbn1AmCD2HeYxQ-E)+1^2ey-v3<9wlJuzodroz5#;*+1mnzTeB# zu1Nm6b(IdR9`<9a^N<7isDLEIwLGS?qpXtjVembSmTeQKRc)C!?rQF@8#_2Z&4Ws+^l^5YjHIgddy({fb;fnC&k83yDVcxs1^U#!p(+2$!z#n z@XFPL8dq$rIYH=M`B4lS!^Yx+g-xtgmr$EoJ!ayPoouY}FsEM3O*UA%k<#?s=`X`r za#h0})-F)T{3usiwJU;Ex$IcBrxVYMwPdn^bm*{9Ega_UtLoO!)A+n_x~YL$lR@XD z!b~I-;mbFvX=A2SL&NvUsMzL^27<%{Xv&20RO44@vHNII zWtB(i`4xW112ej;6*t+NTY4sjqupmP9c+_@zKW#Vo+WESf@YBDEK~t)9}-R6B96Uf zLss;__)*Rgz+1|7FYtrs9w~{j7qz;+O^wW2kmTA zG3tqA*nF<_-(hOs#}8vgE&YvuQ!e#+WR(=+`dlpR(yPhf1I?~o6u3cpTb(v(&(*y5 zb^oJvZ@-BB_C20q#m-i#=XXc%%;#3i!{62le@&q3>6j}DD9$Zy`;kI#h%HSy;1fUd;3rE@-iXk_%QS>oyJ z-zCH7O)Pk64CYt4by(Rq9~Z3NCppUWUAb~eg<%{BradFiG@5B)<(8iWFw<|H(*i|p zxq>YUc_b$g^9ri4!pMDm!ppjg&sWtD(Za*&R(RFP!M5!0a}{7$G8+U z4|AWbmv+{9;dJwz&vWvTHmaTkN2;7?6LjswKtEpT$9wmFNtgRO!B5)Ecttkk%}%<( z8zC!ZAch|v+Hkm>zE=0TQ=E>I+LS|XGFE>#`F>1-ayuHW`t{qxBhcIBD10mE#?4p7 z|NeAIiz|XCKI`57Z1s!TAvbL$y19g~cc53x!Cz^URb*H(v)LS56nMe`mZpn-deIwJ!<&S&c*X%J(E|XZ-FDdN?;Ry9kC$Z-X|)s9l?wXu@;Fq} z>mu1j#){zR1z8>*>pcs4HTzZTvo1Y@vPu#2_!B6c+lU0bz2(l8X0$K2xkZjTi5Fq@ zg3Gh3(w7nT+duim^Jow1qa(Opgm|l)aXO8IX+5`$?&n8tnG^ViqwH$8{`XLQ{FP^w z)A#qbIg77MI`3P5558XkTb6`KUs(+l`hGw=#^O98?$b#a)B0{_x-lhJxZwPl3&Xu#sPFQtRS0xBFznCKSq_Q@$?>yK()nseu{H74i1DBv&tyYUU6 zmWkX6eAVXrCR=S)@|6`f`s*ny{>^qoGx;?uaryV2!}w5aEdbcBW=HE?JfqTc=FHqF z5DZJqBo@FBwR%~MUc~dp{*>orfu-*x%v@!$UL`0S+Wdc9Tp(}t^{WPfzf!q5$ca~X zW#GQn<8a3l3x4n1r1Sa7PaPh*!9hv0-^_u>Gx{CgF^F8vkCURqZkK{2o_lvRvuJyJ zdrbPw{ETtIWVt}hR%-+GuqAeBj`mq8W~xbb(#Vd|N>X=^supIaE%j*q;-jpLmXRB! z|CKE}2f#Ro&ciWJQE z>+)y(*{;WdJa@h2GeBuYzltKiC7{=FuT`+UGisNd+1AWMIIOS}Dx@e+q1 zd&?LZO|1A@HasQ?7ZPntApalQ87 zF4gk+h+GoJh8@AS5PJ{LThg4LHZ3^r5J8kKgLh^t*3s&Ud{p<;usG& z#Gm{Anc0AjnHUa(oqmKozT?cGLl@Gi_Bhp__0hDXmr=?Bw8ykk>^A?#*Vx_4 z!_FwD^m~Ewg)LD50DV$#WLE4;&h7Hl`p~|rVOewD5rW|3u;4c@lL5J=Nzf3y{042j zWZ8bhJS3<5;i?N@yy91qI zP227Uu1m3f0!(lvIrrL9{U3aPHQk!;3~3AeymEt(#x1*&lpal@#Xe^j@|8z-m%rm` z$myl(BtKtvwM2s#0`mJcor^U4YilQa(VqCnwDCH&km-A}u*-K=tM*6@{s{`KCHVCL zfx6=DtUv6+7OF<8eR%}1z$YIXog6qUu4Y=IxQoiHko6HesmG;cT(ZNXF-VBzbV3T} zGCozrY>Kv;M)0@z;B`N}476i3R>($cqE`lkEkA~vm|u>kw-;LdQmSKSU$wlj>wI}H zI(O_Z-kwA~h7(||d^hjMUTu3vc!9VvONFvXrer7Uw_B(xCavn%6Uae2@kp&!D%}MB z&vDkgU2p0p+xr!wKS$wEifm@;S2(xe?`3?*F*&%ff2800oex%_?L^{w*^2q>EBWwFA9t3?Y|>w3&4&WV!qocrqoad#wf!x0^JQhjbekpIGZwCa)_ulnTpU58ax= z@m!g6#qo7vb#ZAKzWgyl-Rh9`PD{rgphjO02XKcFb9fD$tusC^o7WFVMn9o~k4?|5 zcV_U1H_uT`y{tdcjVYeT>QHp*oR-6Pm%!s@P1*h{Rb(nxoP6dIRDNIok3x}cWSkr# z|SE5E@YIHU%$L*`-O{da!0&#Rg;+I6-U*@V|6dVUXy`gNMlrq?n}PdmN5 zF)!ALA~7~7|A%b0cW_^wb%J3XW*v!ND7LKynNmoad@EOZwM;ezZ2ch@)6@O6 zvN`@ZPA~9UTR6L$JWaca6-7&A7?*1lls9{Np8Ak5GAxxN_2{(BTsvd5>|ByhKNrfP z$*|ip!jCzgQ}Z~s`t0=4IaXw!EtKL`nG^&ncnqbpe)$`gfz~MDXu;fpV=Do$iboAG z(9O_|cKG%k;YWkcnw=sec~^S7(Wcyk5=MWYA19++a8$GI=2{Avx^9vKd;n7U=gXQM z+TN|ue)({MYG1vyIF^(h=?*jQM7gl9Ls{@B>shZILHl7T4%@;*K>93_(LL>tHQSIfn-K3FOu|~*&XJv(L<;pQ^c8W?1;%Y$dgbx? zEDsW+k&eFW=QRbJP6Tg4ny@B)W2~9et)A^;kRVQh< zD1q>7a-aU^<+ykBWUh(ge7Cw>kM{E^hL;+5T9uT)6e*=^WVT7Cv`=oaDm6hirOIqr zj`Ky{TIHs0Z|9xe0uXthM^5DewUzrwx4>Pm`j_UCy9_Ms@Nhl)cZrGsUYV_fS4svk z`EmGaN1tD=#CJErTZQ&Cg;>`K`$L<{NNr=Rb06o0EF-|{&i1&dIDe&h!TS`RqX!~i z|CSp$T_Jt{usHL`Vc)o2+YA3BfKaX&R537auY+y*&xk60IXY__TTE?Z@E8~ zdU~c$5B{>*S;3%@t5OJ16uP+8vp(E)=9BXK;=j5FExYVuuq5lAJs7U&%mBGgKcYfMD@BdZ9GMmyPP^;u22ZbqEDPho_#nbc zgzDSL4DG+WNV4XR!&&!j4;vk|mA}&4oKPBVPvN&Jtzl30NGD>jJ>(nv#_;=06h}-< zW6y41O{SDY-f2|b&5Vuu86=r})skPZD2=W~?D%ufL0SNuLe*=%7o1}Jt;4XL>xuTz zmrB=sL5Liq^QUZQs_dExag!PoIa@@1d1$hugH+~XYPURJmVz<%h7h)f=lSHcH6EJl z0*#={H06m*FJ0D5W9ao2+P}AW*#9nrM&Y#`8|-5vf59Kh$U>n4A)U65U|RY0+MF1R z**~q4@7=}8EttAykBPG`e}EBAR!OkAc#AoB^BiYah_L3c#;nRfZLog z>B~G+r1|b$>_gyc(kv7LTT4&Hi_*iJ(j+YCqsOWhK9*>c5{k#)uC?2&y~aJAJ>))4 z_%iY+Di^ZgH;Sbk-HI;9c1iE&`{#ATrTTIi;9s%^%|6&7vyrEL%;OOxNaUd&T^rS1wv*fInkE#Y@&``Sc|72hCIIu#y=uoo zJpLq{tNYKVqywdF!FiQH1 zrD>xxqff@GNlVCbz~yuI#k+LE$lI~xxT1v%j;I;>=%#(CP2tUx8w4&(`6Xfdc_4_C zu1np=NXIB6{m%V0gf8@GTgTqhwR$1E9iTu8yp!NlYcjKpCmMOdGIhDWu z*B2(ORzmhV0X~|3rJ%cl(1g<}E466AUr;SdiQ5+UE8cy!=eb(E7*Fa4a*kFgFms?~ zUZII4l7kamM1E&sCtrX8AY0OFSzfZ+ph7$hZK(d`1*x)vL+t$m4~6|^wmFHj;z)h1 zjOBGaizJmT!`Ej-ZSCPt3I_%{D`bkM-!OTNsc7?8dck=Sy5l3pfRw)*obHXY_n!?_ zYzxS?w49@Ae&sj;Kq#Ez+jjN&t5?cjC)}j&X1R>-y#$Pqg;OZjnxtV|;9)$4ko;vR zL7XUSmsY_s=4c8SIz^k9cH5J~@%|d1b=53Gl>@yyl^7$I?OW9+?7#&^XK5R^XlJo z>w&y`I$f!aDus9TaF6k5KiQKJ)uHo=!~}Cmn~iQw0vh<%h2NA84_-Un6?yluANH9DUn~p6`JwO1AWVrQ0V@^d>f+tm$M)Cp)}2* zK|iMGM|k|Z#;}aP1NwHM)~#c|l&!j9v7UDj-avlqsF7c|=Npc9uv~)`E^NS7v&9WU z3QJn2Bg>>~XF^Ai$UNB)OwY`OMGn4-wL?nNuzquG)Y3SF5fSD`y)IbIYOvE0RO; zy#xMM(JpHUzh;|%L*T?PaGz4uS@F34{=d#&1~7W?$kaGD)u8*k8q3-KpmfW_+%N@L zhbA;m_?pW>Q|!&Go_RL=%Syp<_gh&+GGo!Qc} z)_bh^HT~hvpRqjljJC;Y6>cpiQK4Rzj(_eez5P{&jnYMhqfkYDSN4%`P{Q5fGXEWq zwp=z_gZ$d~3f+B#65~4cdxHm;v&+)mwB`9`y|k3s8v~RNc<@XUY1XEHErb>Fvys#k zzuUqxgo@!gpNze(pR1?Bqf0I?-gf+qX48-Myy#VAsJc?U>7sha?yY zSWPl5H9@6z_Vw8b`04I*{*CJ>CFO=eT+0u*ZTL||1Ly7|vfa)$r-QXNa~tu}U*`+o zvH_~T-6w_1`OP%RPi<5`&a~#FH|V9{NNv~%o6I0Ng^IFf`~x(BfN28Cbsh%>%E zQ6B{BmlF^EP+nmJaTL}L()hjh)G5D*JW}UX zEi!gFh`6fNi#Oi7AFGNXeD6?sv2Xd#R z=$!mq#>{eF3?sE#(uDi`HG>{>TF+cG7bf$}Woj@`q{fJNY+`r+ZdO_xysniF7aKW7 zw2orDZ0gDl+ygimzK(Ru__RnlKL8cO9IVX1p3>gLGE)G9oe|%B=h0iwwikZd<|XX? zmMwX^SRnsZ0INyYqwrAlU2_xgx(h^ z^EtN48M#g(>q&DtUxjZ}(Wh#eDYwwJt$l0GTForG17V@Yj1$$hpvoZFRQ> zse>gy<$k@F6qfDvaspWS6Y~69M=zob;?4TF7{Y4pw>q>L(oi2aww2fecBb~8>6Fc8 z<93(q4N0>zzrI$>n%+#k(dJ%>JCW}lTaEE|lLc=o-!4}Ka(CH*D^xeP88b06;fc}v z{=~DCJ^Y+csr*LORWj>g>-XILwG{NyRRTH@mw$41C_&^&`JHn^wP7}uq*@&9(?fl+ z#$W@LB8%SaZ7EwOnr~Sj`JS4DSNql}cdKvU(cRqaL3ze4+x`RZdc>uhK>${w)#i+- zHWs^DHhG@Vf!#{xM}r`PEB!0?Bce9cU_fjFx&QxNC3Xbw_jb%Hux2ucfLyF zC!W*hFHL9(cJhEUB`&jjY&5W|kTLb7Z#h-_(W}XIdx7fuiKD?aUexXC0sDqLOrcJH z$w7ws=_gAt9w!ERb>+Ub8RK6`T)5r39BH(OoSlA>vUr3D^sy2ywN_^?7IU^NPlf`t zTM{O&(sHmk_6M6B*BGzXB*kj$Ul)oi13rHvuKSjhlVjn6xzO`cXDU{icc0JReoBS% zd{9*?hrPEuXXh>#1fgzqdq|NBaMPFn1Q97~YjqcL_3M2$+}#8##jtX{oR1fa z0n)0LiT-W-CR1hSEhg1|VZVFn^iUl4r`41CVBWrb5t1aAqi4s1^R!O-y81d>yk{!x zNO#JLO@a#UTMNx-a{kNXldT(4qHP@auF=G|$5DNiugQ8hOOE6vT%lOCu(*vEFK>3D8L(ud;FOf^ z*AhBxwFabG+wCo@sG$DY zbKBPBuD;Z~|9-A?a$ecd-lgra-^kk%9eV$vU!9(Ls+mBe`Dd-HD4fwB7_0VVKbpLk~Ds5Q0u zV*y;t_F~|PYq1f4tL*-)azA(wC3|ZfzGlsAQ5U!MVV^Bw-u&gypT7p zPE3`_Xe>Emei!ut>Vmiz~(+XHmm*V+v^PW&bhi1 z((_)lcA>tU>?lDSQLD|M(#VfjwKi%sT6zNqa{aKU5(hR?ILPlA-`jj|iXc!p-0>Hn z;I{8I^wSDovv=_^lIdgE5k3jUEq_i z<2_oF==C>!*>}GFvX+=%8V>VCa4-%n<~4wN9J*jVd~@x-p~8H#in}RjKC240e#65p zs3^_9JBcI1a{lj_zVuZPUVY6tz25K2DgWq;TJ!)!05oqYta9Schs#qIYLb~>4O_1m z9stVX)j-Rm)j%`q2j&!C&fohPPLG@A*u6E2({~;B8e1UM%#Jz10ZUJoPPp0lIlfLF z^l&gbPs~$wC^Owjqf@Jie-6X_y${xP)447mgBtfECC3s=_4?$;Ppck+g<4X$(QP^} zG%d&zagQ^kO&=h$*{`MJ#b-+Z#v0x(Mq~>3k=dW&Q z{q#^&4c(5?q*(NDcrb2vAR!H zwph$5bK9IopQUaw4ezT=Hdkbpeh<02B*w?udph_a!N+HE{XIi)CZ$`mHj}QTvYsLD zR?H0MCN!c=oW!chU&yyO7Z+WiV^6*|fc?jom5A9Lg53bCEgXN_x*{iSAL3v8)pb8sBXYkNyxpAqu5B#?4p5{^ELBo(1rWL2?)3_iq}1Qp`YM4L_cFtqL!m*|hW_oXyB*(Z@j{vs*RJ=Tg69}R1YOneh3|Pa$YWTS?zFL#0 z;FQ6cGOluMjhN4_MxiyhJwOW627w(0H-+Aq(--<(9~Q^xt4OS#e}&qx^)5=~*_cwE z8g#rih2=9wr0*Iyusxv+r=m%(eoVXZrZnqYKNH^w?d}dJfA(WjB9_?0)rj+Jv2zvM zv$M0;yNzRgmY|Vz?T+qtndO(q%@G;4%@zBVUGoA8?di1-D%ih0E&P}T%Msfs0`$sD zZG0~=Ac9-T2NlQP_1jn7(mB}Gv69=V9R{A7JT9K={hIweB@8Hl2k2M?Ao0I;zh+n9 zboGOffk+k#J;(xPo)$(U;gbQ34qxUg`#b+RyHm;GQEh*38<$Sd@6Ffe{kr=MM0+&(VLYvbITG>KUmM5m6ob|SLEg-v7|g%TdE2L2woMi<7Y=l>je zjjGbAQP;H^K^nm(r;G>PqXCKeW$Cy)1nr|gk%pk&telJBTznSrR$*aI@;tS1%RyP0 zyL*5KH%<+z8TyGbSl;5+jC}hjbgQPT<*}zn+Dzkj`j-JsdCZ1mN}pS(?5-MP{B}y> zd@OpIc)yyo?XG%0O|vStNd7vHf=aCMNB#aG zFiOH3NxT9x*szLB%JNsh?lQ(tc8#dF*#yOLyaD{dG4}^~<>i2FO{C&Q zzZy;*pWM#-DOzqM6aUXX?y^$o){JSrimkOCBvb&QS#`^h;oZ!yYY{%;_Mv?#wBvRs zaP#os@8yxT{A?w(!xW7UiEO2o_%EMHazVSz4Ss;`y8A6hy@2P3Hv;x3 z6pEiYK3uQ9F0T~Fj#ZV57`LQ@jHXRKjL7gjnc}`9QPpG*c40LtJ0zyclSBgtNGFJ&{7wskvfL5 z&>G86?KpCy9h>%^QrONr39(=0KluZ`eD?SS<{v7pKY(Sy|36d|1-^2@q}}Q z+BMh|@AxcvoqoA`5w8NIcBTe!U_}#9ALVL!5NNi~nprj;5`C$;or$_Rh?+ZI?6qL#kBsGqbYzzPc3@r>{s=@n}ux67p++ zv^27pQjg)`T?~8bNgKrAffbRJ#JNJ@%YW$-^k?h>eB4MTyNOO(1NWf*eVNPZn1CO-B>TVvM z#)%(wTW{>KtG4V$z@IX-3~&2K+k1&>Ib33HvzKn^BAmm@X8zFPnr$Q(JjU>o+ijrh z3%yD#yiiE-`zCneNnD7p&7|l(mAE7K+T}7#lc3IM$TT_Kc0YO!fAvbwWHQIPZZOl@ z(4bt(C#~i5O1XS>@H_#iKvCiSAR-FCSMYCrTPGB4RrR|hJHCD>__z-@%M7NFQI4XD*Dz9?{G)&+7h7&qHZgMk5 z?04Ejg3@)(;B#uVS<+u>^v2=MQ5j)ZXg{CTDkO%+F>7X3*9%nn0GFZyc_uMgP_ve?l9{XyM0(g z11+rj+}CNbiXlJX%rN77<#4;}FPq&+*1Yk`YmWl79<@s6Q}1q_pB3JQX}QezZu*Ff zd5$Vy8xuXaG@{eY$|W9MT~v(R@lu@g?7odS!CpNU-XQ#FRJRb#QuhMVKg~za)lm-y z^W$|h9LAa(E8RkGAqUU`fa)isEN1qN&W_9ea<~`mOlvc#o+@r>kyW?Oslp8>raZ;M0Bl#BXL;)-nJzRyI}|ykc-gjl@1?HefM%=pRS-5lHS-#RvbUB z%2AS@zfl1v+u5(%V%>3t`eR<7ru-^bgh6oob@8FK2u6M&+MVV%4PQg8s$Uu!vY7K8 z*I71gpAlM@Qyn+BwQu5;rHBiU}#FnOIYWz^b1yOhU@hAbC_j#2h-vf1+2+h;2FK)fw zskqmjfZISZuJ)J#r1xlPrTxB8^Nvj_olmEt9gJZ=l#h{vy=6vQ_r?6(4@IlKiAI|| zP8zKN&JzwhT|k7ym_6KwxcqL~peSC(d`AM$85l<1>&fRx+6q&a7k& z=T6v&yNuF(-Lrj7nsQ3HV8F*(D92qdcR@ZVT32tFq>{~UCXe9Axm_5)rd*I`N=sS} zX5+Ufnd)i@X|T?{RXN(HTD$it|L*pr=ndy#W0^Rboep*~d9#}Ml15jnhX9*e&F9vo zZRTCCV3!z9tzCO?3G=dCA-t?}1^gF50Vgl6&CIw+$NR}xd+oBdR+@UqhoD&d02WKW z-^aV7Fs3ga=|Ld0w^7CKCU=S1G6O6)y^UeW2(VD){H8j-ZTr}-s#qq!Dpy*Sajp4V z8uM!3UvGO7-%(3&Yk#E#;TH$2oIFZopyd1i@U2V|t`{t?ih3uH7<8iq_ywGFu*_crvidu)%!~7@+ zi#ufT zLa`(Fd<`X2Vs7g!EAC4Bm1~UNa1l%;=BFtuP{OLdaAUV~aC)(iT1R?xPzAe0*H*M= zk*J{po@#YM7To%lCJnTdt%W*H!?@F7m-9yZ`8OvZ)F~*wJBIK7^EKc7m42n~e3Ac& z`&Izo!4mP6mI zJP_`Nb|x>M@;tj4#M76&+y_^qO-2ljrV9_AN~1d9%IhvV87SR>O2dXnzQq2tvtN{& zz3xw}K~P+IdGm#$)eqYva3RI`d@4Es^UUMy{x$orJ!Nh#Qn(6ea-{*TykuVZ?0ryAb51q#;pGk#9@YUkL}JN9^UIdn?iua316 z%L_OtRhROwPN!fX-N?JOCU?p2KDt7&$ZXY1yKl^v>ble3`WFM!>B^)sy7#(qqlh}% zlP%ad=Pe^_2(^)L-k2Srcq^A`xfAQI3vwsf5MObv1nX75@Ezo8-cUtUXPWcp;^OMg z)+3l}E3K7)_V>3xs=sKaucx;8zzPWShF__2tmRhA%oebX2@wo?cY^+wA-UrEs0@G< zz7eJRi0RW((^@aDEdjl=)%pA{b1OzQndqcnXK< zgTFVxL<-j@24I-_`h12f={@-d7^#e|bsP{r@`vkJLGWR28&bVcJT`6>4=baUX!Q!= zGJW%Nl(5Qmm$ttN-WP)Md0fNQd$iW`W_{=-A@Z24w&-jSK}`tLk!~tW{SaFqd#6L1 zIU30q$;;!fu9N#7GDj76ES2l&B&q_9<~;wqtps7v9zAG;1E%) z!)o=r)EfruZ35ez8%>;+A%lc4P&}?T1^#W>&Bz$CR#2-`P)u{! zKN3cTBA>5|ZE=3Be7^HMKCUC$s9#=FD7k8wwcUxm=i2-g=*OIRIoDsocrbXhw4*wO zUf+YMr$YJA$Q&)-RNP}beqFDt+UC*yd`#ZoG?eQMeGK!Poh?FaXCn7?aF0Y@@gh>) zfx;9$?OjmT=E63|Xq7$koIJiNJb0$`ZC?GX8cws^sCNz8{7CZp3M&?22d1B1@eTUHDq1Y z&)mSzK%@cuh(8W|xXUqmR`XzH0JxD7kK*BES|q$q{p{1}rTat<(xHgy6S|ODPQJD; zNlCj)uGio$KGD@&@A)@eT{2(JcS{Xs`O?kDoMf{i+3kjG-JGAz0v%!_L-dVLqqMUx3 zv*tU}FVVVX#J?~oj<`$ zCj#xD?-uMF9p-L4a6WI?W^#gYuo;0QF3(Z>R>_kgVaCe@I0eTw&pv zvTI#$9_ybbLDgnCK*f7blc>4Wso7V%O^nMIFQdO9H4F-`L%hqDFg<425Q=DPrzY(V z?|9Op;{e3*r`md+TerIV zPL7-orjXCHH{H%QpP=*Kh#W+zy)e^Asq=>)Fc98Yir;ER-W~s*%3}nnq_IQuX)!s& z<7NLWAw$mS;OSTV@QAzDsa-qd+W6taoEp+;O^yza*8FHUl;oXH2TobC7;71v)gvK} z__*oOjd3(Qov(;}WL}UnMuVIGC7QR_^svtc#xGt}9@a<*;U6#Vyl$Gy4=Vg z_$C$?oQVS#x3-tlO|xX?FN#;rDo}AeE+(jK-RtM?eyox?L+(maqfjTKn`$h_npV9G zxIA6;hVnp$P{=HubuL0Uu0a>Z0`26HGP2VC&K0Lrum2`V*LnB0{I6=KmsP(`2}xWu z7TLY9Vv-j*C^Rm1z7xpXemd{z<+*2XXY!+TyW_<+qyRD7_|`kt#ua^8md@=Yr><7a zMSVRv1whZR*=7!{ncPHJp4a;yW&+FpjF50Ub1rQP#6Yd^4Q=%{9uOqpV%Jk!YDAIPJ`MKtVb z*EFU3?QI4H&+YJaKB}TcbT`s|fjoDA_yK$pr7T}|u2Z*r1*8FkZ{L&8AXQjbH)08ebxyXV>Oi|OSF}=Tu9-Op zm<}y$&pQQS2rjho)I4WRJvUcY(yI~XN}D@jxY7M2qWfQcc0T`v&Z1IMW)-UzQ*25cw9fIMPsx_$i%le*ZCx%>ZrMjj+~cG;xk}sO#QyECk61EfYEn5_yg*;!DL(&9B3&8=azarm46NGRfX2dY`$$Y)V7KK1!i zZUMY*gw>C?^CrxgV8vK~zT%$y#qkk-W|MG=gw!#0y}a$+>M3%Wd;TN z_=1z8Kh6G>sm?ULG%HWj%jap@pFAq(jIET4za~VzSr$J(yq!0*xH9_eQ$`UX!VjQG zvBsbCwio&R`0Nd%+Jzf#yXdK}ys{k$PN_@Wbkl-8m}z8t^Fh$;`Z$fZ1EYPO2Co}i zt$%)Gpt&GlPYBZ+9kS*83DD+(OW+F;oK{}0R|pV~)g2QxcDgft|&x(h4+Y zRd+r8b%}7*3UFw_6b^-oQ+w5b6mTs6g%h0r-4``u@C;b~yx*)ymt4E!2KMofb@0Rm z5{pd5`Hz#Q(NZk_fVtGpmnUvruXp2XS*eu^i~TMiV4rTtkHcw4zuUpm93sPENB-UP z83}jBEFDi;CslkGkKgxryr~au`%}*e+k|>VyQ!$PnV$3*f4O18)(4ODUdse9jurQj zQV}*!HOf6KSW)Nh)VUmU*0$Yn9!<-pCXWsaj}vbjmDn&gs%Lw-Q!%YN+aq#^iZsbQ zYMbYHjia}0BqboA_Z;`=O2`VE*`4ukoz3(Y&U?!nqZ0G1UAPFH#$s^Wo(_nLVdlg) zCWzUp)n`VLI9!u{cYsD;UiGTtR;CTv>6iWR;;nxPTB$G#Lp^Q56r6XO7-o^6Ebk^6GDqqe?+@qQk&~@6=ydP2pXTW!Ul`8|ayK2Y2 zDqm8Hz|V(Qbk9B+WMTtuQOc-u5y2${_IkaR&AAE&7*7?89NtzTBEL z=Y9oftB?-D?HDS&B=}$@XhbSzshXD zZa-hLXY{#0q%=U9ExKRWX(woZT+SVDUf#T=- z+&fn8JOX3x02AJ&wBt8c+ckkMkuuR+zEYPMd++&s;9FOhN)NSWw9PO2uPzA0hRSF^ z7$;4qEV}0fcCB?OG-#EiODExMb?oO*@3Su-2aSg=?t*fIEgsH;yVOVwrcD@$sMxh< z;e*@9i*2?;&-@Ffr+o=ps_yW&c;->P%%(?9DB^m{zvI!j!#9L(#mtDs3cpEYtgEKOp|Q zVz%|;t~ylT$?@51S?{N;X^Echq9G9eYMPmcEYxG+8_4}Ld!fUnXsY3wRIkf=T3y?v zadTIW7JK5@1JfAL z;`H!zaT>L-u2s0J((7Rz+%&(4g#xyN^~QI7O&j5_SgX~cGc#z1+Ft%0$;Kc)Y`V$b zJlwd3qJdW+O;3^1lv@KvJ!)zHhjF$);&$1j)R!}6P|W8@Z?^cW=e0_YF6Y-iP)(MN zBk<`emsRb+)yXl}{`H2>D?fhyS-(<2yLzX7=55Gv>lucnm|BR^Mp>csdQjSZ_}vas z>-`4z_ZcM1POEh>qxd0D-S0FKUfuhXznMl1HIjUxyX;u;>2z@`)-^rt#{EGV2sA|+ z1Y;+9%5>yTH3I+Si;8#-`gCvU zNON<6*X`A}OzG+Bt&A8@h!?&K@X6-n_DjawhCpk}=qMC&zDCzw&mwB zXk1aPHxm}$TDHnRhvmDu9n^YbzzTcT3an}z**)td!JMjtl#438V{a=_f4(C=%_4d* z$|F)+dG0wElBzS4uT^?WKbXwCIqCDFZWSLY(Usmf`s}~aZ1>BjmuH=olKXZo9Y!Kw z6qNDK-5`3t?Qu6#z3db?xqT*o&m-1F^Y`K6FWN!}xSNPzERXHw!KdAIS3^oPp^X2l zjIHNMr)IhK#vXt2lMDK`mi1GLyzZuSNq~IH)zspwOYhsm@5f=D?`6%p~g?>Y_1%CfQ7l%_X0{pl_;80tnB${RqA7~I@b zxu5HxLZ!-vt8mqTT^r2^)%BxY>_T&rOTyEUcMQt^T8~7U8(l3*nWqQ=#pN?I*K^A-B+sDk*C~#5VL~xu6DWOeMMY7 zjy66WUZymRstC;_+kS7A7`%Z=4`oJKukaVnlD&cSHsmPCW}SmM>PY=}sI5A;E6Z=K z+!O*#Xh%tI7R>vMs)zrev)jouV*JET#oBaOqu5xQ^czTuz4|JQg*5K-Je-N|Biwt~ z+b0W{3wm;xNp7b!WKsig79XA>l;{$Zc#zSY>N zef!h~-~)4CUyJv`4_`F8o36qb0#q=3&RqFb|2hyZ--U8#zlG-vS$yyObTKim_TxWm zzu0LLf5jlL$93N5oLe2IUt~V*-lTfG4bVS~Nc&a=Ej%=AQ-%4Go9me7s)DwTORrIy zlynA}sO4<~+`MZ*9UfFXlIkWDLcU*rYfj-saGrMZoMTtv#r15F-?{7g4eFMIZCLBh zp8!_W@n{@_wc3239rav_3Y1=AnHV-q6%EP*<)MS{#JZv7@pY$u^ zdhg)S({c;mO^3#0Gp&z6Pk^+6-x<0L9^?jo>(>81kNoStnx#uyI{X?$p??$I*$Rrb zo{Kj&$9mD6b!?SB;gjpg7ayQ4o>VI*DLpM=OJoZ78cmI6@xU2f2QNxl9w$C#o9OE7qokpF8Vox$K8$n7kGVVx;mI)XzJ-KPo|_m_ zb4!)n({GPyTWEs_ZYr}JK>9w{-pAYX-s!0wg6s$oH~0F5GWkvsolV}#f5nu1L3M40 z$CcvvW)WY6P~QY-@!rj`{Ls@z?-Dcayx-P^sJ?9fs$ zyf;$Zao3j8_@=GPRvh0Eug`WG^9&Y$Iouq^96rFDz-L=5Fp`+vYO?*i^sy3Q>#a+1 z3BJr)8sCM(Vg;M{=YkBy=}1TE7ba7N|8W=19Wx^p%*ndiX+jD+$s+ zpfwJAzcjt_>vLHFZNPoZuI3_}Oj@m!eOA@yUpjv{*_ElDm=XW)deWE!8X z=44?uFC$9R!ir>LJ>2o@UU8G_%iQ<))9jbq=N1zmeT)vBLa`fs<~gQt|9rW39Z(EW zHu&mm;%*~w!~<$0WGRW1~^ADV5%_FKd1;efr)e>6Z7?^RwS@UnUXyW=XDk zCEw9*)j}O5J+%KXOhEa z_J-8o*K*WqcD!B311a|!*DzqW{Q2Q?f)2&4u&I=P2gcYGQg&Xb7Z>57bkKGU$Utjv zBglrj*1h(JZMfzOtJd>3@t2QH*zYisfNq|>ZLPdX_M}XP%8ox4I`l2LC;94MjlZoL zKkT@JS1U6XL885pS2%QmcMmGe%-5aZ3;ZL=jGfupCJx`e8pYEj{Gic$w6&zBA1xDp zmCbx1Y5VNz%$APZ=7Tfh+DSW;PDffSzF6PM`-AymD=kiuu5o3p|yMk zi0EHmT5Duwwa;vW1RSMJ>^T)lUQ|8!EYjlkTA|&JKK`K_8ZP z^-zi~U3%NXwGy(o;qLlV!R392DgPb<(b5 zc`l}ZzlE=@hZDik<@)rwsM3cCfBS?mH|ETcov(#XTqB_SIMXTikNXeZP(V*J?xaZg&-XiB=6Q4t*emglm*&Ys*bgs}- zvurtQt+|ZN{0%XR#bXih@rSI?ZfcaifB0M{%f02g8;Nh^Aq#vPYW>?l#*JlrJBa94 zR~*g#JrA`@k-X;Ms7IR626i47-i8YnJ={Wvu$P~-#{+E$=aW}S&F-(?c&5y&y@73U zkM$bzT=%GZDNsq+j#5rHxNRmHI=`wc5}ClXy@>Fe3sX!?oXFQyt{G+%Jp&Zw~V{v zBVU@a57@IS(jzEShoRityG1MC?J)lQyY3E8-O5^XZ7{rYJvhr*gor4K@Gyd#73WE~sa7w{yxWVtNhFTz&-_%&88*Q za*N%r%-%aM>c7P9w@JBj><-nic4u>h^qGHNiJ|$MqEHZx@U#}P_L}eG?9<(Lzn8%e zFPjL|kBiOZ#b<2x9MlTW3qPAY+oxLEY~N#9C@;Fh_QKqbwYoFD6beTkX%?5GY6p^? z#eL8CzSa5&rYU0uZ`H+BNpJ0Aa|U$r_jRd%0DLX?1^8VQT>j*G_C6jFrYJ_`TojNozQq6H-gJ=UoNPsaURb ztBo$t!MNl8e&_RigFXY-DRnQ4_;oT|_`zsZPKSM=&!d8Geh<<7j|HbmI8SztgY3@4 zWi|3Xi1Di1k?#uUb8TVthN<_v4Vn;heBF#wZ#O8()~&l=sl^bLln|274}4NU@qYBO z7yfz0O)>83dy;6fUJc((FNwy7RfL3$_i9>pXEU{wJK*CTBuIOddO88X_HU!ZGY9|v zShHS$xQt5zyZokV_Q6Q>;dL;rlA1r#v{UllQ*&Vsa&f=0#BmaGUe(|t0G3@=MXstK z>r)Ja?()4Jk{i`yi{&l6b`O=1A-e7&533@G$_=Gj(>>jW%QBV@CqsO}R2TcLrQ+-H z^RI)o4MPF?z=}PkK{_v07b*?Px4*&fuI+l`)eieYY#h%~%7$-?nl6(qh`_b=PE99Q zHCk!Lw>a^s(Y<_lWfyl{o%|&qST1G1p8`zvvr-zphhjzeGa%`M^9eb6d?(LRySdVy zLaw|x&puo0^QM=kRhxsBwRAebpX#eUC=8s|dQ*>%M|}-11la&X{pd*ClIIR$)fb1{ z-bwZLd2vRa?8T7Bm0Lbfw@sa6YuXUphDF}s_)_*_9pWm&{GSokEE#kUI=A91%_9W4Z z!rF50^ML28ZORXc7Ke|SbM|igg2Y2;#2pU4?h}y%lC;KY^DI1#m zrSsniDUlf>Q7Cn7R39h%ckTItgVK-SnC#TUQtl%`q8?N0+t| zRycYGh^FlxfmY6$&uy^()!{eMSD$0MzP|E0TD4l7U#W~#^`k<2XkxcHz#=~D*}5ZFBYY|hO0hKw zk@!7$nZY%SB{+3Fa)14z*tU3bQ5b;IePfc8cU+f}^l>lTD$PQfEcHoo05H)1%m`Th zDy1r9r}e>?fpBl`Sr)~3D)P!LvMF@Sk^D00jQj;T*88~MVo{?$mkyKuEr0*!! z-Xr{_Osb%LYEz`$qNqthmh1T!1FRrtm);t7dUh5~5sL|X5^=*#XuLpww^BQ);(-1b z(O!6rVk>!pP1NLKZf5%Oo*D&vrWbb5cmQLq@p^Yg%jd$rpt+)7>=Sj};WzrE_$}v` zM57Y)QR{_C&DzsG0uO&>Enz}AleVoN>2L%@N<OU_*!`QEaQEz&dAxWVC(ek zT(CC>@7iC>-bZitP3-cnz=0;nA2w_QmEK%-4p3BW{N)7jcGj0{>%R4Y{u0NP0()JN z`+Z|slE0FAxE?#Nb`}?Xs(QWBu%n2FU(SEO=kv-R?c2w~G^ikxCDZbUTF@Qa@i3Nz z@j2q$c}Q#sROPx17oen;S7>Qsn&fyk+Uu?rp#LM1HHeM_SDzGyA=hOY}xpPS0;*$aY4%lST9{%&?nIdDH!+|3;QGaimt! zHSDH=4^z6!$DUQfpJ$Q21dw?NExp-1mt=m+p6T2TtDjZo^baQzwpizLB4^7 zQ~g5xY8!T)O`Mo-HP+nNPQ5DfXoh>NK5nBtNC;;yRr%)UeB@Fkbo&1EA5qmVC|C|X z=6~0Z{B&HdS`MjvD;9LM5gG4paLOO()p6Nn3cuvGFHhz5p)J(LgZW=)_S1q+*y-UX!zWl~sbruIMxw~b`pWyNvRjRFM@IA222>-Om>K`{QY^3iP)U`_aXfnpRE~C2Qm_hrrLys5IxMcA@$@ zRWk0yGYFwMpI=FOQ}tS2a6MT=yY>7P2fx~37B>fe6^?$uXCw&|(5`~$M46x;E52$?;3YLv)X}|N_VHUQ>WpGm^*;g>>@Liux(`wEqkF#2C z&9e#kDGSe%IA+P=VV7I*i~Ff96}D3iG#x$I1W152#4hdI1H8w!_h5Ok^CeGiu@)A% z$aR9{8gS_*FXjUAPR)Svlg>NyNvW1#t+?_UzM_#bpl(oQjJxG|V^`?$WpNr}#c=i_ zYvjV@h&_T_{yHnf99X?Pyz1DrYW@wHj2~2!cUK+(`MWM_Ws)poG-#jMu(K!}I$saqQuS@MBml8Y?qcV+vaaRY%MrM#w*`%;_VWz@K?wkxS>-w=+zoX zaW%hiYb}@{to+P=4#S$l7eVlFb=S(_ZEf0r8T8}kKeP62z51|+QU5Eu5Q-FmDx|T6 zxe&es+HfED&WFDE)*6V&GWWE}GZ2fZmW7VXc#q$nq6qa*4iyjSh;*_sf*i

j4p9V9+b;7ggvp4HqvBvPTp`RtbI*m8$J+AUrM3TkxgKC^oo*#y%Of?NfK2z1FoG zf17-oZxemalVo0C?b*3@S?dFzutuV~lAnw{H~-p|ep@{1T6%b3@wF#C|1hY;@tZND zDpWQWYIQiMET7+vFinIAQmy!PD33>aafxN2+b4x(5gj`+X&OX;M9aMB8T6%b7X>`fNyFja`2@HogFaY`#7pGwE`B)VpC+ z%jc^DyZ{%&W4JvAgSa2E1l}`>;-HuV;vaS<3;?D+>;q!-BbOQXiwg{~o_heP7k4a; z?<*))>&fwN?JEpX>ZT3qx=YXJQcdx7A6IWuFtt;td+!qvBGzC^{2fMbkv34e95F?v%3$;C&0>*b3U0NGvvK}X9ifxL zagUTLaWK4({P&VUt3?C#f7MuCifqT9d^-sGn;E&9brsmVfX{zey;&V-2h+K?qMYDec+UfYvm_mlff8+C{qi8&db z`Ho7ElO9!<7lUEp*B9yVc#BQ1mOkjeN4Ms}X^mu|(9045Ihd{(ecF;^c=7-!1RE-& zeNh}w*O%8w^71A_Uh0kdNm%CY2w0!f!C^rY^YxzjG%xV|#H0LOel4sSxSJq0+54dA;34dZv?u6wzQ#+$D5kU!KE#+3FcDP&|Q3q|p@%D4HaH z+$?ydg@uq70cr{gPU}3Vzw4TJT+5^TUoCdvT{5inhBQxIX9*X;4=PJ1wzuroQ5qx1 zbvLpb7fQNyP6N}GewXm+znhzr?y-7@zUZ$`C7Qoy4~PQbO{UPe`(`}#uO^~%$Qx>v1-jOFULmn*LH#u z<>73shD5qXpBB?suI;#czb)R#X5($O689KiY-|d2-rjnLri^3eL91Lwj=xJbQ^^4^ zqE%j*osbM{teT}B5UvYV$^CMSht&#P5e!mUdatU&ba&Dpl$^|DZ6$KO>Rm&rk=gq` zPX2U%2nPEivd6rOUz;9&wSUb4Qu%$n=GONiR((EH*9Gi;5iWvv94-|lLQL4-%{sjF zXkq#7msyir=`zKl@8F0rXdf=bCpI@Q>UHe&qR)FX85`zhr5 zljoy*XlJ!US$Zafy* z7WJOoq+FK11$(u6POsf&Cg6t@Bl4l$+yi^M&n;zu^oH#|Bvn})3EQX6F@4D+ByKrR zsrgrB4+lx$#s^fdsCdNM^>z;8pyIG4hj1R2R+?aJtF>P@lC{K2A%i&~ujRq;73Yq} zf*js%o27tVfB6KnUsf~s_|eg&a9JI-Sv>M!JviPi-h&^TeB_@)pFKdLkAd$*30SBY zBVQ(kenGO}4zry~nEO$!OACVRx#N2Sqg|+ldQU9KzO?$<=c(K%Hg@x&IejtfPxiiy zkPs$G*7mC^`l~F7{mMOexj%~J2UHXj-I_{2`VU~9^>o$}YO_bp*&d$aV~Fn7s$~<;L%49Q%hwB$PyVo29sXd{c?u?$p zYmI8Z3~-Mi*IibTOoMD)|89P;o&z-NhTQSuy+-61Lj4wfH$SKFiJL*Dhu@2=qm(IT zgXJ+mpHmPF`4nevflt5WR%AY3WqTKhI-D~0ohIKBzGW*Y>s7vt)V-&(Q$ksxzVRQ3tF0Bv?o35*IrH zH{o*DJ1pf3zf$2q3suNNO`;n=;!54mXa0lz?X`}|^7n}>q}~G=J4ok*eO}jFZ+9;{ zualTSC87)iNX(Zi#8?mAU-Qyj7kd)=E$;q`tCLFT#HY*FH*wqlqNjP3oT#(+Xm_(p zm!zX_qq%te)HvP2BJiGtg8aY7eR7-ve0w?{%MF7zR_{}mH?ofW{M83)kZAdj$)@z0gxKJ5D1Y+Yms?lQ6ZZ)0#MbpG9&|nT z)omay-$T8KbhEO0?)E#kW^(Z^mxg?eTbeNa6PIblHXW~{n8)#Z2j#|@A`s^Gupg9C zy4t%RnaxVrtmtoKbITd?%XR7W5!GvRx0bNc@)1q@_V;a!#=UAmR&7IvlD;p_Rw<@1 zNV}57q2U*1r)<%2|6<|?3mki*+}X#h4QT%xUe_SZIhHGI^YrLt5<}_t%V0PDGmPV* zmnkyiZ=CjZx>_=Zm@m8ETQ&c;ANZ0~()0UPmy-}(C+|yWU^%5?;bOo>HdXFH(ympg z-&0SP8>zVwDdM_K;Q|PtEoE8tr|e_8CAOCZE@yNZD3zQ!>Z`lQ9KtZtr1ULl{JvE6 zxq6p={>@Yzu)?4|G>vcQH=8F4>S7>ZqF#bOs`XmM+fGt%?apeVv!xd2oGWlJU^r+* z#BRK7jx)5F5vA7pQu*s3ey;b*l^i-{U-ufR9H@7DFbzJNBlTJLvz@Dp->6&tO`6Zr zOCZ{KW7y%D1xR@?=RVDEro6t8v<3QLYUgp|d&&dvy{)$tdLy3SM2t@ssK@3sA-`rP7p;+GPzG!B{5r`hjt(hJz(PcO<;nOeDJo`S|9yDN zVg4X?@@-?|>3vQWiswb+DROG>TTm~jt^JN$Va4?xTXj7&c1`hc8(R-P_YodVawZl^ zA^hq(*sEx?_GJCNT-5%cY|m=#>xu2zr7AIdj4tWCt89-?bE3D0@u%!0wLuS(Xrai! z61aV!3A2D){QGdhrDeu4!~%9%!mnW8dP=|W=qK-`!Hrj={ybDj+KK~j@@SkO0rhu=ufFD3H>2=;yJ43dK#+Wy$zc~%RFvR}P+I{R~PcFA7(!Kv}0;H39{OiQb>O}+=$!+gLRyYd<*#gExyin~?x zAafGzKOj2v9?<84`WH>FZW?V#^wKhJ!;^*glzOr~!O8rhh}%2t%WJ+Q>iQML?5G!C z$qR<{;C?{N%90l|+K`=8(CqF8D%WMChXFj^ol{-t{n@WN|C=@aX{&Z6|CYl1{OMxp zeRZvvY4rv(r@d%eeG0n4*0ALbhEeCX-XMduf@}Bo>ojVpSv_4GYOAWba)exX#O-bO zTO}C^CB5#lz0Ycz+KiHxR!Y67mND7<)qw*jaym-2D$oaD^tSJz)M8kU_Rzk>rOlHP z_zPn*tFrQLtO0nFZ4JkEL5VmnO@h-N*7MI|O~MjPc~%Po%-o08cYF)C>2c)5O{r3D z+%~7(N~nx!_K8pY9NSNNMdoAT!uxKo?d84!BC~Ru>|V)3yr3Yegb1S>-qRV$ z_R(n$6Tw|BQ`2NuGy(24)qd3+i!Q|qu!-*jYq>A_&!}0x6_1l`9eo|)Kf}tehOGsz z2buy1?pfDZHF!)nSpJW3^cCCZfyI1 z-Od$oSx@zHxn05U;S6*2difdhX>`^B8t~vdZe51In{2AO&^&Za|FtXuvR@rPE&xld z<4PO4@EkycCsDpJU0ftnt`tBu>zl0ub_2xCnuI^UaRnoB433=d|e!G>7 zmo?nlX500HOL*!)H=ez>kn7CqJ#T!iSj`NEvmOpMaKv$#z--5AX&$i(l2(P`ldAn~ z;#2f2VZkDjcQ4Q?l+EeRoh{HOq$=#xe^?NX0&^!q*9=KsC%t*7hnU2x!o=@ zr1A^l$#w99GmF4OkVk4Rkm2;C?JXIw_RtGZnNCOVKX>!?uKW7*U&&R`x{!QWhwQDF z`_y4ds?I(g;Kk8f;G6d4Kc*-iLwCMa_Q;~!8(nUn-0hR@xm}(^WP?idYpLoYDw%Z z0j~Ide)bSSVfK+A93_mbMx90ve*)VDs(J?UJ`LMNH!T7sbOwz1A1BTfdA9aIU#pEw zd#^t{W+KsnU+rHD_FJvV4@$`Lz_$Y#i8fnwn#ZN2*aRDkrRFQ_yG={Qj$Gp=sxxa} zoj{N$F4WD=$L%plw}>ILMnLqUZhL!>|L+N_lQMKNUQuh%WDTp|qDW5}kZ|%(ehbgD;l1J_SuFCCo+Wru&#k}peh!19usT#d zmsomRivVcsV>P$~B;hx>CSCHK^>o*h>mLZn_%$_6q`a4i+f^^=T$pD z>-C)Zysex%JAJ&SCD}*Yx!J1Jyb-rk2tB{^{j&maRQX={aUJ{EZPdH3bL83L%~N`} zRpq>60N+dXCfFt(3~GMI-9Wd|602TO#o=KqxDc26!>2E{R1~N?e$Z*+btTE}oDDh?*)0j5Ni&c2~e#K19!PSDs-`Y``Cj=ktw8KOP7?I(WP z8^ljqwxh|Rj&S68nd6+l8Pz(>5s_Ybkg4MxKM;WUubW6u<2prhTZ=!vJMAxm)_zhx z)Aqqz6!U*n%o0m@;I)s#%K|sGvmY4a{ZkV@kBlsPQtnJl*wF&j*#de{* z@ND;Yqc=@!*sX$|rfY7(guSOA2e(fK`9t>pr=bL6v9NYwoqsSWj1i$ZUua~%-9T5_ zPDb7ir!DRfq91_wmQDfNcqp?+x{;wPx!swVVt5x-khz?jm@c={vDzBjI`?dv{t3!- z+RUvS`RVBJ^#S2=XhqOZ#0HKIv;LO41wQ)Ou|cnjfVitZuGH`K@o2w#lQYyDwp*3} z*x%{9?)Ll=%8gd1#TMZX6uA)in)<0w6>eM4w)bmLx>j@j6kp{u;*q}Kcuy(a>*^++ zk1c=f+@Q1ixvtc1GO-+Yvc>ty4k1NRkXiUhNBgqUE=p!S=O9;nnH&zq`Y}kYBd8JO zc>zy}6J*i<^c(SZzta3I&bGN+{ork`3OL(Nts9b@TCG|EV(!~Nu5gt%)5>`}|2E56 zQrtO2bpMQFztu`bUhDZGT=y=(#!{Ic{W^)0rz(+1PT%Kevhs*nAD}}sw|1On# zR@^%KXJwx`pGPAYpxsYp-vBfLF&|B|Q%KcbonpM!$w$_x9Ad?vU?fez%F~6xw+XG3 z*@gQ4UYq*VJXAo!LihC3Jior0TjK_I@)~nA zW-%{RtD2Gf-YZMy?=PRfJia%%0WAH$WipK@@DCYo+ts{RnL0e@S)CJui&P5kE>_#X zp9x#PQAMU3FJ82SF7+_vkUZO)uoCr}@1gr9?%bz^3LnWOg(Hga&m2ZyHQZV#JIk>H1myVd%$ zUdNYYW-_~^N}g1Z^OH``s%*I5^l5F;X>mzhaRCMM$fn--R+f+R5ll%;I{pE;@HA;zc29lwD_h`VtA-aFb!wuYJTVR115-%Hi8exs&RXr!E?S8Btcfx zde)llr`!*U+%L@ARML%#^>cV?Vw*9C_q^(p(tDi}0$< znyt+MW99=#m=w>W2=lg&mDTDg{%;sNY=MO ztQa^qZ8i&FNxJ9f3#aw{D_jBt&o)c%w4`1mr)j*Y``K?V;2HN0SpPlU97pGciY?0c z%--5h_SoQMxzIU$H{5Uo+sLDy8+DTTXH%<+{U_GzS(K+F^BQ+Si8k5>l~nerv-_v@ z_s&1AF++>n)9>5plQZp)8_x?m_ZF=3bacBX`t&IW1Vy9XQM|Cf_q74tqp#d4a4Hli zHsr4nU$v<)-S(3oH7R`Ri;2B6w&CvM-&rhrz!H%*#4i6T{GF$t50CGExz1BB>u*ln_ z^Y3a;knPJF3>BU**(mm3I0mL7Gr>P-Rs}(;74pj zaN8hG5Bq(fp80rQ=<1H*94@Ey`^gj2+!=G=k*Zl@ZYMh#b04o@2tR$ur{=MvvEN#z z4hGC$czEJH;&z|KYZj53mp@L7Q#h)mw<^)ro%{9GxuyLz{Io{sQm_rDm3RceFw^Ix z7+cqF;VSk^?E}gFf%ugiY+L*otImFP{?_|gmL;t2!|Va=UU`w@fu%dL83Us$m7AUE zAZ6mPqQjR)i}&1cE9(*Iaov8hv+5W4Ty^tZ4R$Lus~EQK8=G)~9Fp zrCyFX%i46p?j?b$3`+K=e>!VR0-WBhk$GHIojeKnf=`gm35 zkHz8n-M`Vd(UBF)U-hWA+gEG_l*w}t`E91eB;$RN8Jo@LoC7xBzJZz@WX`>``?TeY zyXPpG52{mq{>3Z%=fT@Iiggg5m)I6d)ueIzEgV|*b7B&gaXuyqP6}UASo?4UZ7Tg; zxq2RAt`|Ll-`|YRH`-d{J)E$HPENXBwot7bi;^s_?DultL4?t@9j&Csy`NRBdo+vD zU2O`;v3)cjQn+5$rc!^JKfelJany(r^g7s{DFKA` zOn33l!9BX;9awgm4fLfqsIu&x-#kgTJlQ%lc)i6#x%3>}H}t6F8}>aKSE~nNX0(X} zDtx?#7b<748Z#bTQu0Z zW@Up5-e~iCIk%)n;O-3&;OUIBgZymLo>t@wI;o<0qpk4V!t(O>pLodevvv zfbCyfEN1vXS_aL)dU!=zV5<4mcKMeVjRr_D{|-*`Wh9dk zz|F^v+3%;l0h6J8V(_ zuFGmTy|#fC-p_xtaJx3-S6q1a$B=m&C^2|Nu1oo)2M@jaey2l(Ui>~=URS!mcb4GK8&`d$5+V zoB6tP{NRtxxQ2dv*X~n~JL@I1xX#3(wOpx5?UGj4NtvJUXaSA?CgtwvJGCb*HXN;^ zE*ScX%d0>>{7c81BnP*c;#)dL3-V-pAQ#o@x6?jy|KJ2off`qiXFCG6S*l3-4iTJ* zL7?MuD+nWWJHAaJgmi1Jaafgk;1f7k-B0H|Uf6=vb?T*De~6c7h*sdcpbJKiXt_Z@ z4jUDeC7)9^z|>thhvfNRyG6^b?>#XO{)(U)tQaPV{46-1s}@`#ZDZo^XaCQbw{ueN zuSENw=Gksc54-~MnUbIDQm;a5VM#)72*?yJ!k$=CI`zhjbabJ4D2{3CXt*J#knpnP z0tt2A)?zv#%kJ9aX5r&F0WGNeN9k2RVrJ zhgA+$DfvxIIHs&3W*?m?0v2~%Jf2-@RT66AX99r>J0PcW zA4l5sFOD?8Y}Zr8^kEg&+>$!Tw} zDX)z1?Y2z!-tk&#lqvJ!IXk=|->Q0*g4Y_jx-j3vt27~2k$xIWX#g@P&H42^&X8FH zz&wAxrIYIZkAhYiqa>AWs2{~yVO1?GZpy58o4t?lF-bX68?_W49@vG+v2HdsNN)G8 zi5noja^un@zPRxEE)TW4?YcO7((u19rH(QQ#Iz3qL7vEHsP4yM)C-Owf9GZ}DN z?E=TgCsyygU~-GGvIyGc-lD}3vo6~VuAZP>|A=+(atJGEjYE=~u?;k5|lPHf{E zvTIiw2X^omR^LxaVkTy4*N3DJUdla0ly5Oc<_-LKRxA1+ifb-9T%(V9#SFgm@cz2% zF~8ox>i_WQYiiNheLBXsUUL3M!RZX$1nEyOM#Dzy!6Mi{hS#dT`4+^!#SOREHgzrq zRwJ<~SOZ#TGf7}VH1G3Lkw)tLl5X(DSsv9mGyE+^%UWGs0~8pH*~iyn>jAN~U;(fc zsE4Oo!}c+1U2bbcnle>T&Tdxh;L=((n~h?Ni)QdcN}iL`f_?Fq-V|DRuVGu~;o(VB z`TeBQ7ZSI?`I(h6s)kL>x`)V1ph5u4NO>_Nxt%l*i&KO0QV$9K#()Rt6-lbF_z-kK z=@}YHTi)RQ%%l6N`h8QiQEztt+HYkIP7r?7jC&mxW-7y$tH~05t*;J5VN(s%?8_lf z4LuDSyIyb8Dqz&i{A5}(YDvwaSP0m3BvjrqrH8F*2`d7P`&ah8)$aPI(!hw9JKW~@ z3oi5iA=yoH9Sdo^dbxK&ZBl%Tm+!y6J3hwWO9@2b#lIS{ieI6;J>}QzHR|%^S-D;w zu?I-m6$$X6Jcax*{S)SsyRyX=^mJ7+DZKU7zVC$aaKT=QET3o%BIXxrQ_pl3sLvpN6CL4o=p5A>hR@-F1m#?-z z^J}H!6W7C}$iT>S)zk6>Zn($^Je^pVSD&<#KlTzGo$qr`dHH*OT4{+^fH&|Rr+4q2 z4aQ@kWy#Y8JLu>7etKVsAq!%?rst}WDKX>Kg#2VJ{>N-_5RB;Vg>?=L0;`6~SkCv8x;W{Xm>)VakP4YQkG?U%n zs5Qx5Tw!7L*Q=>B=6svICSP@EG%#&StL?btV${?<{j#K4^#`#n8<0j`v>DV)W4DSuQWb(ZGCz@IB=Iby`%2tl!$x>Y= za7pm@dLWk1;%@PJ3rT34D~ASvEc2NH?VLsrr1J? z$ChvBl3O(SYrshI>8h)4N&Cx#Xsh6EGqrUx{$gWMzrkIj&7~(I28naZv)FpS7qM?YWUJH^YN}uc5{; z4+1o&g{b)URfyUxO(51sEu3nd}$rc!=ypu0AtBsyzo5qWCr321TU%i}U`JuB1updq4vIC@|GR@eUS%sYvhx31c7h$4qKAE|`H9T)Vb z@>=5-+EsRSar2(@`4lJ& z%D*`#o?q>I){#GW14N{=>Z<`(f>N+=Lg>}{l7sNx=h`1O$fdCz)Yti`Kgrx7_ju5HAbeBq1c1rL3iA2$<>%{mR32pH>Rf-mXTllk z)5mBv>#I$Xs4^53CF~3oEDJrUH)|kG=B&S(Ujgmqvw48I7;<-4ydPnbbFkTcNM}v? zJ2}D>4qYctIVIbiv3j*Dx1(d5dKrNr804(R`%4xv+Ed%(Yho-H?s3-f(y1%L>aj3$ zfx^)(&HutiX2{gJd%6L;$elCCuOXPy?aFB9)(Gj2ZDAFs~FIRY5Pbt~M; zb2HxJjb=uput?7sKAv3VPm43MX~3$>nX&WV?Mt^T&9{W;w>du?rcn$?Ta z1MD$C-h14x$dPDVpc3B9g)g*7JXHB$r(3C>yawm;deY7<rS?>B;@k)|t*UQ;zs*>8;xI^IC~N4U&j+0GsbgN1!5fXVzV zvLARvZ3njVC!N$vyabFh22?O3rd)nd;;3Eop?TP?A~jAsdmx`GP7C9Ta2%DyiB4AY z_4n5_1gB(msXcyf^!fw!H!RiQqlFnjP8riXE>xqa_JC1w1PG(zcD`%oWcBfJKxN1CPu02NAPH}!Jd(O~Y{pA>XtmnI(jrK;kR?=~o4?zqXWLO}w zb9hAfQ-zQoldHb(9dMpg^8=2lKG|@fC1Gw}`M{@e8_Z`c6HY#0a}jI(-D^<5CX2>R z8_Vy)zE0>u=b8(Y?}-pr`o@}0*VBlnJH%}QtR`anf+FNL8j;$Z3JW!~inXi%;O|o~ zvc_u;7O(7UdN9THw5yjrV;U~w5wR_3qDPmT7lWOZ-8w?xS#nyKtC`EYj{sRMdna#4b(mH^qi3;k)Gg>kz*w!be?PWz z;s-G!I)ECsUtDh)O!QGatIXs6Tu;F|eHy)c-RbXkAbkKhsu-9iEVNtrT^+mdTrH5J zu^}$^r&+QeFAhN1?!I4Q8_^gC^+xwscU?)!j(I4_Xak~|=M8ONp+5KZ9N;TM@pT)4 zSmHC9Jui>b_*y-W?$ha!XijLmr>Du98YJ~7UuL@HZBH46>M7cdV)wPU8_$>3FTcLC z^5>Ns@Q~$!s6fG`?LTJHv>y9{Z{jnU7dHtRp;!@lEMi9eT-T$YvilyXoGje;n8v`KIKMYFcp41L!0O9yUZbVD>=@^%G;lwKxxwv z3Iev-Z|j3{>f3*@5GCrnpjVm^GX0;$I z*JdmG8NBN!h1|!(BXes(N_szCg;m#IvwNhB&~v3b&Ef8~R;n5OC2<^XQ#m*8b=!cT zYExNl{Du%w4sr{aRvIXu@mMXQ$UVx$oCh7tXm#lPT2qg0U|b-ow>m zyVOSnVob{{lN)s*i7g66ER@XIwvKlvl`gasPTpBEyyTJL~+ge&mmQNc7Sr1yrTx zC_(FOxm#AF<)wG5?j!(+!gLn?sb_N(IJI~iDPJ_{I`?q1j#~L!vaBBefGQ&@gKZ})wGPlr24F%A2Y@^v4uka|fN61$lGjIxIDyM1r&7V-1mRFaN zyERIi*56~_1%JakxHU=u7ag(8D$G@*M|agF?H{Nw)_MTjeJ>b}lg6%FPG|r?njMwI za{XC}@?7^$)C+r1a17}QwJk{Yal+yH`9O@g>wT0nf=$XbH1lIl56>!(oJ)f*qwI7$+)@Urnqw#_;I@81{ z11~G`K3(~RD^cqGI^_fM&FV*Vd)2n$-u)BEDM;3-*nhjdz+ZJ=PGu0hfq_7a3-QL@!|y!%r)P2EfsCN1rxlZQ7q>%#Y< z($ZwDwu=Ufd)WDjCtIL>3FS(|IHy~-;rB=5xM_>Lyk4=sl&fU5dK-@8Y_#!Zf!QUX zKI>n#6K!8GWFNtKtHhh-BChF|WW}#~ztdteDfhO-YUa)PUp~GknVhn3!IkJcRGaq+Glf@LD(0d{wVb zQ@zF1mSmB@m+P+H$n*#%xPd(zDf(X#4l!+KvzuJ#MPmnKjjh`Wk7NbCRURq3e>@mEJWtXfhm5kDi&&jGZA){oR|G)ie^7x=x)Zg{XdipznF1lp); zrVWcNB*?i-1JT~ZV#hIq!Q3oLUgdcA&yD3K$MB+puF-CBc@~p&P$f95a2nh5k&QLu z`jXsJe-Xgsl3<___D?jadKUDYa#L~vYohe#5GzIC!c4kCc-;O_Yp z%fHB!kn~ksN~MF=1))X!X^E>bbw_@XhU~R7mkjh|r!CbIpY;9(A6<56^Bh~7$3m+hUv1=gP3WU2{h>pm*y``t0jdX|}DEtEVl>UMiuofhNVs<5ro=z6m2-K&K*Xr$vW zZN6G8-YD)`q1^^A4gMKIl(jx|{uhd|3_|%WI$wD%b})#k(SOq~e|~?QnneU$lS%k~;ez-}aZL|PD$>Mz`r##k;%N)7 z_xo#y<==I9_04^}z`R1MYkG3!_huaysPFlDP}yF{ zxNa)$cyvz97?0ZnpT_C&bg7c}raON;73w6kCnURoZAd>Pv$<$({d$E+_5Q z?RZ7J8}(Ff(S220RG6d)Ns=>t>o=T_w$N+fpm?Q`#N@5oGTa5tuFs8Ivy=CD(@UON zwmMc;Ce+~sr(PF2E(Jvb&apOn@{C#SaAr#g=`PwKJf_Kt7X{wccAa4(8*bV46>xHM zJE*voxo}-p3k~Vwxs4uiO!~d$CTWRJZa;oR^!)M)l?ze-=;cY!(w{JI7G&odJv4OM zR{-iU#rm4*4)9gOLMK0?;n-JPrZM?B;O26w-hwh}UxOdh-(;T)6mv#5d|?VZC?*dc z^ZxCHhd-1bK*<__{k*_W;kmOINsi&xxY^%fK08c_o=gRoo8<6+TQQbClh3>TO3oDgq~{vr=7xB7hKq~d(}40n6x+e87W>4(A5I2w z)bLKSr!pmOQhIXJ`DC+ZFy?P?Gp!bDL>0K!H;v!sVeG9}8ENcFWX9<+V;~?gV)yPa zPx#pt;k*LT^V7buv{Cepbhom-pq+7BspdIxssN$^ih0$p)SsWTn_ZSckX>qb7sU|< z+60>!t($^XMHhIDJ1sVwa}8%Jr3xIf;Cr+x4^Fkax)>Zj`(t7Jce-WwL$$;ocdx~Y z1ys&Y$Qcu|^y_(_;StyhtMRaFtJ?H!F75Jal-P$Y!9LfUZ)4V6vD$8ZtPio=?R7yW zjnPf{TXAc`3L5i15OOU2LoY*EX|Y-th;gHHB;P-O{Tp~B8+Vs{qvhJ9RYYTbl^oql zj1FdFdp2+QyFgtCKIPl>(U17!-u=h$e$#gzfl0{{H&#WLZSpvn9?1Q#bjHCvHBCl8 zCQmLbmpxwB$BXamL3JL8rS?l4Z1?+TAxc=k(VP73=VBG}Gc!_3$LvnxEAIeolLrPs z-=-1-vQ@@w)2g=uM42mjSOrBS(Vw(OSPlyCmJHXFU6DSIv)EXTX8k2s-Zo|;Vb#8b zBw78>vR-EPzy$i!7mM9dDZ*)|ZDnM}eLxV{7 zcsihpb&KS-JfxG3bo2bk*~$uz2*qLFNUxx~gKPGi=*l`>{!5@~u|6%F%Hy-UKx=tX z%>}{(8web8{~e5ZzA*1Mx!0Uq2^|x>C*(tl6MKku^mgey0+-)V=Mnu5V#Ci= zCz-`D_ai>{UoG!MnN@nU{@O#m{-H5@%~wud(UfoLvCAL3#{FiY2Y)sLzs66-9%N!> zn~J0MC6~Mr{F!YRyN16R=vdkYL};PAL}Ns1W-Hi&Y9r{0GM69 z=gZ)S{YTN6wwnq@VfeRXDiUQVnW9n%p(rF%r8&d)|Ia#K&$-TU?Y-0cuJt_kU2aC| zbh>2HD{WQ}J2o7|8|WT-@7xF!*V#1hT~@ChzzO17&&H9KNaGD)0Jdgq ze)9-#-k#OE<(>tfQsd`swJFX{HT;|o+d$uPgUJo}fH9hiy~`$;;tfi9&b|xx{2PH= zON!o^zSPXI+LZ8B?LF}xOmQ*pGKJf z+UG->)Lx>Pp);_W+)`q|Pe7q#aJ3X6IO*zwA?eNH+j?=nKCUf_88gnhI)Sy#YJXoa z?}t&|ZFZZ+y1u3shV&c^)PrxMN9)KpVVn8zOPTC;IP?SDnTK)z`wQ^5T)61kToG8l z+XEOO;A1}i5t%0-P&@Bx-+a+5><{-G4{^}rq3Sb_zIphHrOyl_H;ehn7}c(pYqY;cQ%!=IoD{yfGkMkj@_QtP%8>z<1 z#{kJX5#Sa51BKnUuJTBy`>CB~2(drbR5zLSdX;tab27U?2#`1Fc&Q@e3FV&vtR)mt z;!(CvO!qwdtA@@XI!hDRU>ZR5ZVa(vHwGC}A%-G743WM>ZcXFk`;~n z7k)SFhN94m#YhiI>8X2~X*K`1$ z%(@_Hfo)XT%TjqxiS3&#${<`aS|qnJ&R~Io6UjVxuji`7$tiy-?>&R&IrJ~8e>R?Q z0B1K~VsU(-H)a)~J<-5c^%0%x+H#dDB(suZ`S#s+v*wQ~cCXY#$yW(H{yVW4bxSWa z5Ym6FT>`ZOGPTGTwGr#D5s>jC*CR&N-0^v&8UCc14fvCpsKt9CkfhtN9zlCWId4*= zx}Kh$z!k2X@w~owi_L)z+VCso*WspnN>lMT2xi?U@v``7Sz_OI=~V-cHn zZ^`=F*c?i3&@xvisqwulJy=qk;qoqBc9q05ZNC_UwVxeyNqV&gJKr-!wrd64{JkPG0`?SI!x=-GJ;r2L#Cb`$T7Yz7F}M3{|Ibg%xLznd456}`EAYD?%-xlV)7lI5409uMM7Z*%1kV(@Z@xRrZ+ z6;YI8yx@x90Cj5I_LxK)A8q~RKe3A@fTN?UPQd5i>(Z`^xYSvx{Gr&Oa2;>pVGhDx zovnLt+eA(thvbTMo<>Zhe9vu%@-r}Sr&oR{v-r7Up;LdTWDMtQR@XL;4WntPaQ((LaT`Y$Ikh96tQhe1+trSWK;27(WALnx z>FL6PPl?X(<9&0_K3SfwfLd)r7Co-iPoMcWqCRTNOskWIy)b#?5+a}0pZ4|;V!KMf zU_TJyliD4KepJ+{wAaYGldO(3Hz%z)!Mx%a&E{a&LcCzBc>7c1BqgJF`+mZx;mHsFHl<3f z>eQ(4So^D=m#cCi{!PqV8-!*b#gSg(C^zsPB-${k;+WgPShYd&;&HiqZu?c6tMGY__;=M5*F8ipmdGF={ zaQ`0DzbhJ{UtQY9iL_E#9B77}GB#1r!*q%A7Pi?Hwf!0u?##OP1&+t0+}UPV!6TFD zo9V%SMQo9wcb+}2orTF&{Ka33`L?V%K)WycmLDhpoNhp+e8ZBL z&%~&jqmQ1>)T_ErMvX@|9!3DL`H2nC#aCRdk{p05l`C^4W(mW;p+|Pe7?FI2s9wEX z9e#V2+fSgy^RZ++_nj5SGk^b_wOk9*o@UEkZtX+2)^+&yhhty4RZT%x#w~+RQqmpT zkZ&ov>sRPRisCL;7F_MKKB%h*{V+pU>aiB#cg?(&b(mTaM><7E3zwo!)%9IOEmY?sb3|?_D&Qtp6 zi&wX)!xFh{uy>sGj>pzqzSxMB4jkW#+>xy>{*2o+r^mu$=;Zl>6E?2Top9{S{mE-L zOndpQ2AV!sb3Wh(?NG)Skh)1H{$xzt`kqHUX>zQ1#ke-(7xIe3>7WMq6JY@mB=OLl zG&v|#hxj-_j3eYt?(F<@oc;uEnhLASGF~APPj>3d#%LLy#z{_Dnb*&MtJB96h6Uxo zhOciwlJ%hApdASj4IzsxhBcybmL5>{*<{3aZ&BHa1^=A3yMs)Ij0`G3@@n&|c zx~d!j+4oy&S}bW=ffZDN0`MwWH=Q;!a-J)en7$b6K+$X#JZxsS*pzB!O+y8@+M=e- zrc>nILS0mEZN#Bsb~?R<*isfzxq9oY?*NWz*Tk*V=HwAGqh@*Q?_8TcyJHMF8^V+q zZX~wF+sSCi#>}=eMdeA9Cw%lNzNg2ePrU3UA`dO=s6b}ChH}w2_XkK_2t`#)aXyW7 z*wC%jDBpNBaxYHC_O-?qhQ@znQ@Iv4Pq*4W1z&hMw%F`B#oc{)rw&)L-(r?sgr8Pt zP6&O+HneNd}f0PCNS#;i3d)%OctpWM>M$yhYwlDJ@>aU&`w--r+@yxt;LTRab9#Hg`f)GCcp$RG0j>e8+kk zf2|h3kcQLnH=*l9`_gJ=9r|-UK0XPRq&D?F&G6a-d>*BjX-;;I#8g!i92!=e83dJz z!$Quz@Gebjfd%78$p@oLHXr(Xb$>RQ-+^)aTbYh`f<5>D%Iy+76m+>mb=e&8`o01% z3VYH^6|X<+glf$M1OEgNZ=WQfn~p2U`lMp}tn<>~7eTuk?B9U6%l)29kYkP1C?qC) zuT7NZrz_I%%hhUF`CX8WrF?#WTvU?UU9AgSg;m(4`Zwq?(fAjVN`?_yI={{jUJrAJ z<|;yhlxe0l17+bOZ5J|^6SG4;Pc}5=&#lf5tXCZuvJ!mLzl47JQJ>ZU7XjTo@@u3^ z%rEx_ImHG_qn#vcm^8N7&a;!YtI|xZxQ%E;t=H{!{*{+Ims=rjUZ1t|;}>856SE5Y z`hbr(wxXA-WvHl2O`ERM!eTrU%<>aZ-A_2P?RD=iy)KdFOkt8@*nGt6JOsa9b-($$d}zTQASyGcUrJ z-8UB95hOnTMg!#f$+*&F;XKmX#0Zvea@Uv60~tb|S-ATyypalvwp4{-%3+RoymKZb zqrz!toW$VX3|<-L-7BilIOfz80;{->3M1Ep(IURg6S?*NMl1G2 zo%z~_N*dpEM;%YhSQrymCa90GhQ(DWX8qq_y8-*@1Rb* z*U2(nt)25>Q2FNTajS4^C9K+Nmu~F2DD)iT+i6Y}*DTG1VH0I0Dv;KXd7(PEf5iYU z4xJ4v?#|L;{;EDmYm-No)bQwUUtrO^2}QY{K2*}>^@!iu8}vEEB+CN-TVZs>%WJkd zu>h5w(#QK6mPFT^jq%gv>R#M;fSD2qNWb~+7U$zA$nuN22s(U`VDkP9HG1h$EsQC2o0GQqAXs<`aLLDB;?O|)0?^ooA{JOEmVIMssJS6%L1W`{ws#UNnbvVwYIk@QKk4nyn_C@B;Ov3 z^AnV0>7gcb^^sJ%#_oQXWI8md?nBE6!gk@;^};i(^WHO(BfePX@aSS$EY+_LcaL4I z4CW3s1agcwnHqnS@B+#QbN_y|0SuBWWBh6mOi=1A`9Z$10e#uaRv2(sPs65xm>n*A zb3{+hUoYaLe-2{cay_o^R3~=3mv}3z*RItTmvx@c z**#*Z#^j!^9M%40p&{3RXP)Qo^GmH-U9$$PREaj?bNvs8l4thgf;@!*PdjM2ZkR0n;rF!^c9sT8I|%%ln@4 zH`+IVvFzcTmzlyt!|vfX$2zwVd*tuiqJ@(`^UaY)KVv3sL%F-UrKm_5UUBsE zG>Lsv&~}MBN-rgS&&vcU$AqL{`MtqxKfDT<-R89Pr-3K_!1CY~|GoH1|H~E@pC(qUlooXr>E)faSZy8Z(}OW= zZV{hsbrNA;e&m)5mO??5NEUq9cYh$gnqQfy+xZfL(YiL7F5EiF#+JnWUE41{&y#sa zZNI)sV-ek!gWpp%vUQuOv(kzK~Qqr z!@|Em0)o^d7AbR%csk80_OiQ9N6e;DejV%ehGTkXQvK4$8YivK<)S@5$BaM%!FWSA z=5IUdzWLFibL#gdzfrKn4@@Z&&zQsZ{UgxZY&2{Y}92$t(IW)sf!?xH$(NGq6+DHr>nc8I}?lt#|d|$YA zw9{a+5Z;}3^ETK}6-bI*s*(6Xc4#FOnVvORJTPo?#KVrYxr_L1Lrz+yyYkv*X3fJz za6p$UgmB(PHGa$*slNaHP)r@HGFv2X^sd6heQI7@S*u}*{ z-M{gXLiCa|8%2Nb@ttWqzZHaexcnAVJ>rT-`F*nEt>kNAsse9haN}5)%OiK7o>|d8 z4u*8cIGp{`jDZ?wLJWST!FaT8o{bKbFOz+=yZgG!fd?JzfcW02tdn6jc)L1+Z`MW1 zj~{_Na#;_p6)<6Te7bb=NItr}pFvJM5_f5{qy*JJe+R{AZNdL8H}-}t-o4=-%521P z<+|u;(BgOGR=&2B2M9`0)^BTz!EV>x4a8m@7;D`2*|%*fD;9gi?+8GyW$FmOUu_TY zuV2GI9=&huay4~79%JpnNEiJrS_Rxg;;H&;sen&9TJ6DWoXZpU$ap_Du*jeFzBd7= zuH4^mOsR~>RfOQ0vCMo>O%p0|N6}#{w>M|xGg;prv!ys5cMp{EqHQR$3(ee|SI01M zUQ662|M=MKNNPZS1?ZC5FD30V7s}BImQOdNYBKpp_3UiLau=9& zlkF7OuU;xbdt!Hi)z%7Ol(V||gwuwG@&AEl^BRije6FeuP z;IfTjx1Ag5%iT}~6uSUR0Zq<(H7jbml0QlwosGJEKPjR3-vkKcXxb~Pg3Z3hO{6rXK}vrgSg;Aj zlcf(gz@Y3j^9OrNTP`RR8n(^j!-D81wD9 zoRB9A9M(TypJ#79gH4SBB>(H@7PvtoGTY&?%TS8zzfXK?j>x8uk8y34;o0U=t*h7f zMBKg!x>wl0y}@tQLDskVdv9*YV?C@TQE}Po+dEkF;7ZoYCxb>jShC1`ELW=HubkWJ zgVVZFP_u6+t=nmKDC-Jcp?t-_iQ!zX+5Qq753-+TAjX!$4oONsSF+PdbR$WoMS+-T6X19 znl8N!V5}l`cu|T03Sw0Z$F|WUNhyl>*$A>nC&tNfVd8db)f>gC^y#_pxqQv6LV=bl z!j-n&veK;WMi?^1xm)A?6*T?*n6Kn~xDW<2cJ>x7V(=p(XPKwwFD;SM5gxaQp>m=5 zfjoYBJ6m7l*6Ie=_SFiM$t!y2aZE032yd57%l%unsdaCgJkcaLxTj0$i*A(Lt_jzI zYz9jvZs}AQnfM~%FnA0BACEDCjiHXLc@_N(lWqZ#% zT;r1fSFGeyT3xTJOq`ZWJq$U08PqjSUE?9A%cm&$Vjm6B=|U%i4lgiSuv z^a%|dAgp&B2V9no&C0tnSi5!IUG6;stPcEUO9z|W$uZS6&(}(;+rDxZGLkM{>4N1Q zgTca;=pxsgX_t?}(Qxl4!vk-?zlTOGMrvs)q_kHp!n zAD)YOKwl6I@V~;b_C$>`aBd6CXLMQz%up2bmx{5lq~+~;>Trs7uUJ<3HC)~IrG}x1 zHP94_le|@5E#H^QcofY#oHU-DuIbpziQ@9tE|1T~J9)lpQJW!Rd^V~`y;`fQDxlX? z1duXz$~b}kVN*(etz;~;n{~Job_=U*r$bjjf4<;MT-zOO`Fw-dgRRr$LAZ(aR%l3) zL#3NdUlf)2S7os0-#9lo1)uBetq^Kn9V<+IG&Huao}bX&dPc0ms%l$Tw^|i0Ah%nK zj&NTcZt2uw=s!;69k-X7A0|%j?>A6#XOz34kFAv)_ri19+bJ6h+jnp!+TexWYF+R1 zw|;w*A0GeCk4l>8f872XObs%cOuf@S=%tA^z0VuL%|+;aa^!dBpInE|Bvhr`0E+vlaxz=kiAf2s8F8!hGO zbEMw!;`Y%f)Sg9jZQke6RcLjIIt7OKYb1DuA<`i@ZnOuB&h>VU_OBNTupCSoh(DjX z-B;J17qkX^?KkUBtA0u79`lw7MzudDF!#49=_hhkiTd{{vt|94WtxM=*nPai{=8n3 zR!b7I)PS{!+j#aJAmXRV*&ZIwVsxjy>s^D8KL@7FJ z!)FUl#>Cz23$Q0}at9M#U$e<9J!~TtS?Ia*OB5zlKQ~U50a7UXXi)qFwc-e}OWPj0 zONUbM=zEK2=L#zY4r5G%Z?h}G*ZGOuumO8JIfCg{&+MgdG#3l6Z4-W(!ye-$NmKIB zzrA&B`$Tt6bN+-*nX%TjrGyA;DR<1Sw>;i_l}D+U{KgJjdiQd=xty|%23h_UD>wH$ zW%|ZnF@*uCC_kn*l}Z`az`kjCJwx22QI*&$DNuN!^#RAl$Ty1TZJ4&yz1*eR0obwm zys#Tv;QeLF5FfsB0=ODZL?JIURwSHDjv?DXW6xF<8@U9>xz(8w1* zB(;J(+Bc%+=;D4D(9aF_|8iB8mm!^{QN+lVyG>mWZO|KMTdI5P-`RTrPh3^O(_% zP3fBRF0TitbbiHgb4m_*8}4)A5NVuNlJx0Fc7H7yvXXP_*WtnWWOvKo%%^C6WXp>- zojhJq>&oZ%yE{0rd+`^70e|n~v>Pn(`DEWVfD#qY}2 z&-$z$(hlClfMk!Mz0BLrAo=E8075n}64$4Nv~@PQ)tz zEx3P0(m(gE$fMg@?nMQMU+?FZ+`E^9% z*?@x5lza49OJxV$RcM{Ha*AB!Lt(LJ4}*TOc44uWdsyZu|I@n@H;sc(<$91F>dOK@ zCYE!L{;NT5r~4UAhAh8)$IzMk>2Us9n8PCL(908-=FH&BT?HHr}dh}Mhg(1EvuKcBSMrS=Y8DrZML+Q zR_L1nKB@cb@%;;!@Y(j)p&C*)&ht4y43jO&#e!oQq0Fr;4$t(22Xnz{(oFUv(C-Aa zR-Bf;i_plWBo^?4k1?EMox$|rSB4J<_nJG!uD5tL|Bi^s{uo!uj`TYzTyfA>$Ft?m zXm)-StZg08$u&QIY&3Qu!(o5)GdbO~{=K+9lTKO5^Tk0*MrJC2pXlT@Ac3FOnT33) zNW;cE1m~^N-j6$=C@0^kfBrl6x1cA_(tLAESGRn zO&<68t+HN7VvlN=>yYhnF$|@ak1!CV!sqP4K4RvG>tA`0ajV{;LvzY|eUjJRG5Xv3 zv|xEfLl;~25%DHI3uaY_%dqbpcKr>1g+7dXRTE{L%dUK{0$aJ(PpRpm@*9NipZ(;* z2RfMaboo!NBM>x1o*wFr&8Z-wVL6hOPQK@CRGV&D}rmK!*UNx-xAu%Gxii{|IX6(=T}V;EBCf z`Dbv@pnqQ7?5xGXnv~%P9y?I%^HaBl@;%`}JYR4ixkB-Lb}k=re&Dap$*oI|?(H!< zW9z%ce%z}~?`4AX1#M@3yN}cld5>2Zg>v#@p*@{KgR$)ShB5u-yOFV+-+wP?x0Uas{Y@lP0#r`AVvR7GVSUI1`+IzC?(|O=tqu28 z1;Iel9%#15zx+sw4u@;0v^@U?h3-w!GG)Cz{^gBk;0(vMGw)ZGPT@}t zl!j8uRz(oGVYD)$!mswrSi-b zmR4`Ov-;h9{-U=-)v3@Y@p5>@J;USe*;1;M`C7-F5z9)Am=g!xIwt3!SJjuV=jtip z%7!;ps#xFG+S0wFGr*?&bX%J@({h|!yFUri-KiJR6+Ina7pEBis)Yr-8JD zaiW$0xHc#2pZVym=`mh9SqQ$)9m;R$wQUE4QAc7<@hLk~OlZ(M4hz_n?^ZJV^&>+3S97JtEc zVJ*hbZ>u>~Vg5el$M~(mEB%@eO9=?RdsMp$cZ_@?q;5ax7o6+oQ51GHh051}lGZaa z(!8?@1XVuy`;rD0MwwqdYlrH7UcLI9hqf*tQ`p}3p)K{W$3BU~&+3VnCO>kuI{axGH+dP z<{eqT^u`jJ#HZK?vdkcS+r|;iF$}w_95@Rmm!= zE_%mneVng*kHc)>|8*e3+zfgHNF z*I*@ro7|jzkL&d0-7=a)(k|7gv__E~!`Xb~CH*R%4;T-p=1O(LzfEthS0>_4HDnC$ zSr*Cd0|?N1K=v#Hb!&U(vrR~TFeA7R&WrEY%$(wOlb6}=ZY$>)LaatYTA5<|de1nH zhkg4p;jP~lQl-dBj1t@UX(n(8=w{L+!^FfYTZlyC#U4fpXBpRSIa_d zJt_`s(4V25;aSd*RC&4idY`PVH3{{ye&t0&mDQgHUMX4zT~64P@w>a=$!>z)p6LSb z@*|aGuc>Cto2!Slpni}!H`->^Efz|ODz(7pYX##2PvMo8BH^ zFbfd|IF`#rZBgfrqyBIM7kB3290i^Dw2SAB_IM;K=6S6Tg5PcOSy9u&?C;zx>_4NW zcz^}&(MtFVY#D!uQ2k>86LBC)DnT;w?#VBl1YxFM@o;*sdo85OQ6RkAmCIPZ$rz6n zH10J?bQONwm)JZ>c`ld{t`cDNR>lTrJD~v>wgn2}KJKKRXW4=bjME9%-6dw74{eP-H8bk{eDrp#qKk?nCBb*O_6@N7d0yj+Cwoq ze%_S%tmBBq7KyCW^BSm4l|tdor8b+3w><%?v9U*~E*N+7DI`oXq)iY=;deb+I!0Y_~!2f2F_K%y}6E z^k%xVN&a>fw`Z~5c>e~p>?(LxXG~+xl3;fDG_QYlKQi&oG^Xt7gqS&YGk?o3I%y@mDg@p(Fe_y-)Ol0O#p3ih%lYzZ^g88I#bK(8e!T&)YApe=T|3{pJl00&-+?}x_B&#y zLo<*MeUz0HNu^s1_JGsSvwLx8v#I$adacgoZk#%cTxc~_i0EMHtHA9A9u7KP89Y#i zGVp=dE+)fP+c?aFDtH@KtB*tMUZ=~dazAjN*A=3oS3beSK-`>R6kaXv8;`&Ij>vfs zOz1oUBHhBM{X53_;zkIAT|K^ApGkXOrBBgF7Pg~e=C{M$$W|@DNRgf0s2r~6Hbl1w znk>$|(yUf8U_Nt)?*qyT+nZWk!b8+NH(&m35f0u>`u%bqGy8Ee6m|>Ryc%}hl-Myc z=D|x4w8~92Z4~0OG&iz2!nQAH1Rg;JxJc%BtFhZNUnK7 zMtGQ;R;5Hs3X1MptNGYVfMySfOLKeV6ot|jlaVM?!8@}2>G+nbV#q1T-M5Y6sg=H5 zusWJ^q4T|Sts-c^!`5sZ%`oqBxW*jw5JAbZ;qKHebT?3hDYgC%The^Rwc44YP1>vc z_$%iUSgr8v30A{76w_V(u-0-$));N-x6{3Ly;ZsLo=)Jv{P^_YJ;Y4C*@H1UYe`KP z<+7kP7zlRPzJp@^-pD&;7cK*<*%vw7le%{bI*%Ip^vZ3duq+LCCf5~9zh!UcD^_?I zGc_NHG51>mkj6_&UOl4Td|-AR!dfGY`U0<3)4T4Zou8peMji%P&4HQlbz4`6x6`|H z9$Q^S?NPngeeQd8bI|q=%yl<BFF644P-&$&);bo_n-#(0| z3ewtss!r56Ik11${}$HM?MSs+tL4(6Y&)bx3%5P<8l9q#JD+YVEd@li_s_DP1bP8g zeCNpRJ{gr?0J53J$QU32@A6;1f>~!vXh(nRzveyd(BDqoMyOY}v`Bu`p`JZ>;Y3$9 z<2a03?w7*+{bgYp&k9HX;xic%s(UD2-218(_%V? z<&G2_O@HKG^4%}+TRsdRNR-B`!zMXy_*yLF87Iaba@>(D;rl&5DTt$pnts$ps+ru*k*be-rA?r;5@Z^u3ajhYNSu@p}n;P z*#&wtn{akDA0>*MN#9j>gmVd?@>{1(zN_2?1cZH3Q|q;l2b-vzTjPR$@9jVNYn|Fp zu6M&(CgH3)Ic`r*Xmq+~3DSydyni+lp;zn6BIIzQ(eRol(J zRc)uH2YF7k9lHOfDg$n-JW{3xhI{XGQwZhc=@eSqA<`J7>D(k1)soRo#6@NkFDZpS~W*BDFU1p>WW~(Y+CJ&9@5I0taP%>T%(+GdB;BE>c_E+Q=8Mc@hg<8n+|Oi z_$^PE9=cb)qJ3z;>D`!WLell1_cDfo2W{?R6nQOA#k9thyi0+NpstFTvX>5t1<{Z& zW&XSg=cjoNuk)J!o)v9zm&kUs$bUiU0+`2FkxOCx7~fJ_T@!yo?j~_3^$1ewB}6GX zyLfw&^~j*U6AoXJU;(GW0l#w(hubja7N$=9Aj3ny_O>(`oBif;o0I$Z{Tc~#yX#C~ z0J{@6x|FsqhLhwMIGB#&%BZ=v7ZY%nryXIjj<4>l&}L;fn5xsk7(@@*5uLDMr}BP@ zw(T4UW4UxiHv`8kvj6}G)$+`F?y|0w$#=94PF?*;&G`FM%jnzVY-()6G(l)xs~>z< z!(kKX(*AsNwM{|9jgaTaCfiV8##X9-e68G<_Z?Fu*qf9 zzpcLsb9`CFMSGaTE=%WR{0*dhzV92;=XP)?jH27BRe>;TbukL_U!`4KW_$`U$OLV_ z*Li;2K5l!bbwck(?aTJlIqmlhEjEhRk>O1Mgo3;-=K?Yv?bpkT8$2ZYmQw*8{q7&n zU0><4PjgYsaYFiL3}>HGP;8dBs(3=%)DiBNlp^-o*63UQcKymK_-li{w%$;h`KDh$ zQZ>N;gY2i{yjO!0u@jGwmEv?x#=da>lCyH9+BBU`*$i zFtzSTHxHXCi}SG1fgo;BQpU<}ujM^bWn9?Lgm||p;qm)GB#jSLt=a(R9z(?B+g_nf$qf-N2psjbF_YfdMaWnJqkD@d0K9!Ba@Mkes zBuNrcX&^Ec$y7)g8~uF$v(MjWy=$GCB9p?QFp7utXS39Y$oql;~efb_l{>i zHf*V=#N+1=y}HJ&`AW|~?K=NSzx?yboF-qeX|@sHaT3=V0a~4**<_B2zn;4wZ+_vY z6at0puFy*foEqIL&hX(I?o7|zPgYuke7tkodUJ5wG}iOAwJ@f8_uTBCRzB{`98s5h zn{2u`3Sw`1vr6OJwpXtYi2XzORC3!%q3dsIrF{)UaKn};g1uaR)|3Zm)#>lGZxjc> z_Q*@8)!=Qwz*FiKrty06>588ZR@92W)n7FEO!hpsX|#u>i!-gkxSHDQg0#I>9)|Y;ge>?Cozj)$v57<}p+c6_a?ym5+TadxVJG7mtgP+#pWHHwAu3C2WhNCZk zQGjmdo0>)o@p6sO&u#XllC8p_n%xSsX%C;~n_-Hn(CFRo3H@!6V)g90i+f~l?mdyo zXX9YYEGv)BZ&)8>?;JJ#ON)bEtHo+e9dT%KVESa*@!m*h);4?OgS*a`h( zDvR{-@3PpCRoSyw1L3;h2IpLQ+A?dp z7x!$XfTJSp9oYK44cLjrL)4lzwl#)1iFX#u=?H|30k&&FDJuH_W>|Q>UgClmba1C~K<~(HVPoaXYdYyNN z1KRj61}OQeHj62Wz`w(43dGI$b1#rj6E_|^;}ZmlvMdEci|N>G*Y9TP6|-w`4Gwtl z9dRhW%C_(a+lMen6M$`>T8i#3(&xs;v6J8BbH)&z^$x?gKkyiJK4^tdn2(~Xk(BNg z-!^;2=h%zh0p&N#^i;nop7)$dDl z^CJ2x&g>)g-5IutnYUFRcd;;8diG)cZaQ1?Je#Kp|^5$AsSZPDnLe`{!}6i$7`g&~JnB(Qb2gAew#Dj=i&O#HDl0ud&XQ{xnrp#VdK zLeit#RR{x}3BJLSih7tzu~d-CNhPiJ#M3a%U| zeu!bM+G=H+Mt?!sR;@2Jnqgi0J0x=JlB^|(u~v)lR$-EH4?EoVLTm*FJ}v`%%HCtA zsMe^gPee@6?&POAz)93baidS2pZbh>J)6ezU0li5Hp>O-Xo8OVSvM!WX%fDT6ICxC zUu$S+69vst&Hzb2vErEIs|x5&-{d0Cw&hfbW&d_3Bl}(()V_JICSLQk^m{sd9d6Oj ztcJQqW>}bCl?%nSotl@v_Yro&3o^-)8k!xuyN!g@?! zj-Nkt)a6!(d_oq|@)03M6K}JEgFGy#X9;~gEi|>(h0T3zz8Y;7*6WwQPx)GiUss>+ zGR{jnSjGP(kXxV*yRc10xo5kYpu71~Y696wOHBVSw|fpBi|wVk;K9LqZ~*Ok*t_=h z5e~?WuN>Umkj?+48h`fICRm!;l@Ff+%4Kv8JqI^BJ3=#!IMavz9e9?6(a^NthXJhX zt5bgGkTwMU2(*>E4ayYo@~=((!rdm(?5?T=wI5jNqHN@Ah78-dQmua5p5J;` zLx(&c`9auYO6qj0=C`vPtRXAtS=>u54>HU8ors-SyRbJya5mvQ^<_DHe*lLjj9bBvr+ulKbBTu30Oty8SHIfv!ua!>fp?>w8rHd zmS;_Ev8K;h&z@2ypa$^gq9EYn+H;DbtUx$ePd4tHQF7!CU`b z;|055eMvu8-j#(DKa&3(!QVu4KY!kmOt-fLHe3}W>p%{szX_xpF3@T_tRMi$%r^Jm z)LZ?5qW+Q_U8t#oW@#nb1y88|D~$1&)sy)XwpMfnd_mjAAU#JNXEX0k-$?C6v^%f* z0N&~`zfYas8XH*lGpO7NGZR06Er*z#iFdcH$tQya*wl3AR5Y%xe5mxV+Sj`()T`-i zfCUE&1xL1sma*{qeQWvH#2R&*DAy%wb=Q06od8$iAn@-WLzyQYTRdRySsB{npwKJ* zox_sDYkvX1d5;F@U-J5bt!5sMo~wCNP#Ut=|CK7Az2-OQ$)Y`|?WdFI2vx0dd7ICY z$;cTaP_vX*hJ^pRuQHcBn#b?Ht)a;UR@Q%S3_5#_@utmfc3{9-FEnJbR6n>8@IxGf8Z zRu+ZlbRePyQtQg8Z4{hf=PpILsee|jkn8k?TCdmf5+xaIvibevc-aQ~GNmJ_sj1Og zz`|>p`}UPn8R|LnQvcz7V<|X5Z`(e7lkWogX3ibhFx;Be!*M7KIr+SbYdF4$5`90a z=VfQ{_pM~r!IMBw_oL_s7N$&yr+QQxgp$WN;K?8bF#$B|F`38wmKSS7*Vf zOw)upCyl5^)%ksR@9p>dVN`nWv$brpf0MSm{$e5?hX8K@D{J96f&|=nfw$K8AotB6 zi*P@cs~YTRa{6@Zf#@EcttFIszshu+-1aFwgp5tUkcQuB0{`dGEKfSxc)@vGqxkM5 z5L(S=oAm6TgBf$!MyDV}oPZ)H1Cs94UY(bnY>XbP@Ai`davU^UCJ)xg%AYswPm`++ z?vV!p2lg&0p5_PfySncRAVRBOdbMb8)|+h`+9$R$s0e>_8`0rxgHiN&SuY5;&7AvC7=a7zSj4ZIN#^Tv2FWFtY zxAG?_KS$MFZnA3FrQGf~IHT2~hIi3+F1S1ZkboTE{4&TGQhX+nv#AyGkyC3Gq&y<; zF5}~kA&|c!z~07bu>1cxJ3tE>_DhY{r7AyeXRdJ=mo1rN%rNII%2H=KPlWwgdy#Mj zUjGDidi!4ySn5JCEL4RGcEcOz`KeKsPlDJ0j)V=NB1gm#YB)xEeUc@Sa~-OMUU@pP z$gRv}rNY}2ctu(*02(X`iR&V$#Q7DSE{sEu9*P23#Z<3OT5y;o%y???aL*mbYTuQ0UL7h*5BkCR+->)W|tut3AToUGX10VFVR^8_kT)^a=Lf>Qjb@a-g(|Bp$epxAx)Vt;K@Af@R*5CXax+DZq zeM!qtl}Eq|bV0tx)mt8}wfsqU(E9MVDU6f+F|fSpw38h2!0A1p^KL^i5rK-m=gVj- zj`i4s7@&ELnAFu8Y4>oCLQ;3qBiG8l_Fjead|GKFzmPvSdas zI*uBi2-wR+*uh2p%+<}TBZW;mk5{W%29~+e02a^opYj`4Jo4DMRZXR0S^n#gEmy}y zXi0ULNPQMcG7c2SsT-}w*1ArA1+{^G!`MvvaL->ld`$M#%#avBZ%J6{j5zHpL_ ztFWU!XMttRmRYL3pdA;UOryJul~K%aO=}qo3JKG{&O6Azv5NdTb_|j zE_rhQTct?#Sm~^>7idPAFQ~6ulg0f07J8RjMv|RHhN|!@KM;v$0%!k4FfKLWSzE?Q z_t76N?qJ1P&Rg@dVHD?HoE$U6cuYHJ3+;EoC3DF>zs)Jt6-S$ceG^_5h);EBN<<_xq<5scpry*9p z9(sbyWKo99mhDX{s=1T zJcHF3nKH?{yPx0D zCj~sCNl0tDdicIqm+*CM!$NwpG8Q}Z4OA_3*^vO%-WMS1`j4 zymur^-_zb5=W8!T&Y8X8OV?k``fs7II@p6(*`eq|pCi`y0BOdjO*Ybx(p1EMhp#=Z zo9)fr>!OQ{7Ci4Od}4^DWH&ccs#MQ+?j--BN(x)}JuHducYP?my@B zol!p(8=}MUDyL;rFp~osL|)ufv0t$lbpVprufuPtwlNB`QCA*1KkTb(-8X!4hhVzN zS=)X|g=KRosBLqKSX#mp6+^U4u3e9jnL(KRmeyDIQ>;Cj zhxlzA%}!I)I|Z+Df^6quhg`pp-^ps!8DB1H(Mv0Oqi!}o$#B9P6i$EV1<#^CFr>Eq zKOkYe2774^Jb`I&8`;sliVmU_CXOXG{v+y*K|RqR;t~?go-BK#wW%4HeiDC|+63Ll zKJ$G!61zO8^Kr3spdm;f^yk1^e8qpuv6(9w%Pd*WY%(K1z?9J4kA^ z7gC$&RwV7ww}Jeag1A8HwOM;Pq|lypONTxnH@XOrQm2*o=R*RFi;>0?I61WeReM97 z9Gh#IhK>Wz==s|b#Dl7a#!K^>d*IDFKZQNcnr!yBU=HBHOMNBf>yv&0Rzc_u7F7^4n+GR5w`xM@pQ%=R;RC|$E~2$K@UF# ziyVJHeJEp!PFwn|;3`kwLDu8F$=x<>SbGbTHuqgO(fhDB8Ki=Unj{0Ll*aod+Po-iJ$d2!l)Ch zfm&mN-IWKuZFO~t>&>LMl%yflx=XW0X`3-D+1kGZi|1->pYGkIzr*|Q{b!7+aPTJ0 zZwF=)$JY2ZB{V0}`1iWK z2(q053I876!)bL^JuN;>A)3xNqkIe!$2&TQu(l)q@Nzf}L*`91Bwf^UeS1Z(%?N8S z7WtO( zKQ!p1912!M-AgX5o=*F%CPi++e1l6HWE$3SG;N`)b3(mO{U)~?cux(iS&$tZ^p@=N zW`NIp`x=d)o!{+R*t-DXR9pt{b;RX@>hp@_Obyzhtu1I?&*${oZ1!v+8U3ZBXO5dI z%E7Gg-njD_lK}fqlj0xY&X5NcSsl7H$~_&~B;%r?*R+Fz&$AA+%w4lHE;&~(HAIs& z!Ik?!lg?`h!Cj?>*9k9Ydp#GJ?dWRWAnq087Uz4(O0|Vou+1Mkoz`8?hwVkdo_ESW zJpB|`A_ZhiZc($;XB}YL3xHpe_KmillcXPi@LKtS6cIKH(|+#lmv&St>|kbv-zorB z>AN3k`L~^qoW=eDMxM`xY008s886{0*Ysf(#$V+2fr*Vi)RW6IB|wgstu(rAAIZA8 z`Z{s*TCY^pEu5Kn%t9UL~z7Pc(Z>X^PhYV$zDQ~cBDOrO8Pf?W}WJW*A^H&jfN7-;-dJ5I4= z^$NYs?M53Il-BE&^^#1xz^pcf5>Z!oK}m(_v1Av+zIbb#h+dpGuV8+^DOP8e{???N5ra1xkw^t{eSDmq_P0A>%>}TZeDL!LO1Q<%@wrv@ zxq69UCm~Y>9V%-fFr=Pci;J9tXNmC|QxvnsqQjjXwb6E;Y^{tIKR zt=inh^258_u$1b&R}dBbJPP^?i4h|8G8;}`HraYZQ1p<%ZKH#i`Fp(np-HHlC6 z{7Aq|!Pp>M6ap6y{Z_OACBU)~zGm)Bb%@|!0eR)d6hKn>77rpgmRJtyqkz#JK>Mc?U0P)zMwH3PEZKI! zjEB&IvzdnV0@?bISM8k?-^5^>luM5hGb&5E9H4#uyy)Ev@!^_dSbY1!tdm@=tn9a? z9s7+wPmr;qEOWGRo25(rtM3L0AdZ`t!em}GvFxZFW|NHb#54KZXL%u0dY|J(m0ivV z=W=t`wdQPrFb3IkLps|rNS~Lpc(c-*mYuF9*#{vp_l zX=8X8d*5f8USmSgmzVy|t&Un>?_5Ns4IDe$(z3$pVbo2nNHP9 zxV!S(*F9Eq!#QBsU&lSzDxKncIAS+jsXcF^BKQJ>ca1IZZ9W_2>vTCQMNUq6#@;=c zdkq{giBY8G-cCx@_Y0%?9H)di94S)UVp2A#+16}4iaKN|53QeI3q!aS@tJWBom@}c zK*eDWRkga%J~bx8q*^IfV2l8e=b8y;bHSW4-NzO}{>GUYjk4M6+p2nGYrU0o+u!W4 zo92Er;Qk!ggRyB@com^fqBkKCzRu;c9`!KG0Ho`E&Ip=Y8Qv$?IKaa)f5AuFcf(R| zqDcXyIc(fsddX_IQJGv5wL4com?sxU<5n|Lt~}grea@BD2Y_>n!z01D=Bn_h-NP4a z@2@@2KfJ5scz4Rpqz%LZO8tX=Xjs`*39GYR0nT{!rC%1)V<5WqL2~Uauc^|>2TYx7 z4I*)6A2lh^q1h3%?Mw#Lm)kKz>?O$1(s;6F|Q<)i;AvR1V<*9HzRW7B~_yR5) zCPQH97mA`&5d7M`p*~&qlhe7yqJ&Mh$PQR;Ri?2A&EEvtV`t_|tnpLCjedtp2R-M? zDDL%fAQ_fmJlii68x3FV-ia}Su^&-heMSoK5CBf!GrgH9kDbeBi#_h8|xmn1xFq)hON`1_TN2f%Wnp z5m6iDw-eE?{A%jG-37qsUm+exK?dR&H}!f@ddp!pZlT&v!%icN`WJt_Rmdw4UI&6L5Vnb3^Ws^% z+%cL%$|q!6-!O$8`Oyo}^gSM4s|4g%Dzmq^j(pl^&Q`ZdmAKq~)K?uZ1NZ1-iv5xQ zUh~%F65(Ph6&LhS|%%Y+5u9^;SGQ8n8C+^prK0f2db06oD|b>D9oqF|MDM zXA8d7o#w5&G`ltJnEWzR?d6-bim^p=&@|{rE2o2>cg~3K69zN|d~LP-Eoz0*(031u z3grnSp&mEU(Hjs{U2Rx%pF?T4{7=;E_QHeU!hN7zNx)leLul1=u0zhAnAY{Nc%)*v z0@-BBaJoEI!M65mmmK&5yuU1>-kEL+ z1s_t0Mq^-^#TlbLO7Yx%lFck~ZuRVit!-fj_VjD5|2p*%jb^Bh(B`~J#unzofG#$} z>5vt2i`V-PxQZUNIlL@={r=S5;oq##W){!73+Kf{_hdHm)M_g8K@8wcJKaV};=w?NI5q3e#HJI^tlhEUiS4`~dMgK9%r1d7_P2&EH5 zn|%DB>>lq5s#vtw9N49R&bdd{p)avZGv%5Z{Er2Vb75f_4iY;j>~z{O*m9 z5XJVQqwSA!^WRqn7(seZZp5`rbfUi+{Hk5nZ=xbS8by3{>T;lJC1h}Rwml~w16*fcB?$X_t~1?o^Bpu% zp%B32x5y;b53d5U8&696bpc1>ap=b7$GAhKD>5S63PqNCuWaAW3P_if5XqQvhOI#RhnM-&+*Ui zVANh2W%PYc;n507tQnZ$Qm|$>EJaW;69OxU^9Tvu3B9)_H zwt%B0e*T(xy{VnyV<69M-GKw~`9imA+#FIi2i*{S)1GvH%Wr;S3eDZMGu&MCK{&J) zT|9Imz7I8qTaQ6f)+^oc!l3sUs~MPq3kJ6ateioOUSHoQ^M0i{X4dmLvsE$Y+UxD& zi^~QN?Mn-4ZFC)cvEJ7k%!i4Xo75)t^5pYUzb{?=4i3i)(Z2qsf;YQ$Nm3x!I-Rt_ z7xiioDPQZ|n1$RzFOy~mn{FPhMhPf7raam*_c{DErW=~r?DnCB)DUlU`w7~qH{--J zixbgVYSubC|HvR5@(XTRi|l$@?K`<%Ywqf5$&};aRc@0c)1Dw>xeN8|0lVeGF9=ut z01>OVlaKcmPP5z7lhiv9c7A*>*JJ{|S&1w;SW;g+mN|8XH-3A5c7VwdSWZq?QMgxN zvAsHnw>Yv+?NE@FW z?Ob0a;n$Cl$}KgMN4}og<;j=BPT4k8ziG8Nksm;_`*SM|D8xmD@c?5QG(eTsB8E)# zc4=1Qt8#P;MxCA9%N7?B4#)8(L&DY-3R>39wzR=Mz=pq|vM!EaO`=T|Wic?QDm}s< z`DTUTny+IegQ4fdpuo{PcW>25S{(3i+CGnExb640kg+d~<&C#16`VqT_v(`e$Vc~o ze`DBXHx8#tQ(W&yrH0h^%wgqWIYWgR2raQ9EkKzbH7=j<9PIt{mcI=@IUPQu{jGbV|E`UpZ4i~8&!cS)D?rDO+;%U2e%DDsrE>6fT$ix2-A`3ss|29s@x zeV>Y(nmE{qkJBI8ou$*+-NrOwz5!LB;7_Q}QTZH=P$`+8QP$e@k2zP8_~;VaU?=UV zs{?EHj`#lmjmq6xHR%JAv5NB68 zSK9xANA}P@vrQ}Nt2zz&uzO;BoKzfK|0YBH+^>ks-J>6gHR@+C4_1AZ2jIKnHMsI= z%6(@rcv>CYCOg_~qQ+zdbD+&wZZzyt8I%HaK5<7De_EFAf%B0S<9k73 zwz&5*N?HE(W=wZ+_hOT)^w3Sa3Er}qcBNLm*hrW{-+x08Ek3PqPFm&K5HlDRsbicU zGRNeRB^cVQ%sz2LWrAl$LqchSP!Q2AP(a39Z??|y4!gRc?(ns)Ux~zyRLbXzlo9w> zaNF`9Un#vhqvin3#=z4OaN$*prD>gY+PhPyM2mo1I)PE0sJZpqnl4p%Yan+gEC5Sa z`__5UJdVX!xsh*3a(FJidDa0Ua=c%wT+5#uEU2Jiv-$TNaE0&QpTZL)5W-!0E{b#} zI=>7Zd`s)@es%3V^5p}*Py|n2y?1{%vgnsKmYOR!t!g$s_hc)-te?KmY&3sMZQ#r@ z18;J|-@G3bo@GecWWYz6_b~q6nCH#g^UIwwX%-7vWl10{?0XrcPw0eOHMk}}qQ>Ca z;YO6{T3#Gp52Jxspx37Wu|Vz9=+y4JUrG1pGIZRs=t--W* z!7q+G_2a)o%gtPa_vtJNPnuP+rFZL;P6!fn`F-FGcjHIXxt}MpwQ9`C^IPb!ab+hB z)6e&7j7Vv7BiiDUG{qF8qs8+Qv#UM1o#=+W6x%F~;DFd!*jUV~h9`wngKD3;mpAfx z6}wbpsTTy2dmM`8+pE+2bC8@d!PRp2DV(kQ^{X<3OS5_Zs@y6VD6!qstD6iIrx4w$ zVRE9%1{KrdbXIDDQKNY+i&nKe6Q$j|{w}RRYAqK_&4-PiACJml>oniZ#T4qFhm--s z-LxW1Am=IeRDd@>M~tkVRSN1m7WvqX%7>R5>}tLzmHvPRZXabpTx{7B?L2%G@28ce zNGtUpWN88t${qTO4UX+eyiDWrvMj5=_pJ;2wS>x>x$6`|;-K%0jQaF6m4E9d`+m)G zt>}`UL(NCbl|`{(G!A5;Hi0Odj2d99i188!u3<1|onP{}z(hZpi{M=8cBskL&T+|l zIV|`5d?5!dw)c~uyF&tDJI8*;d5v7E3t-v!D}0iu zJHMWT3s}PfsFqa*kX)}-UCb*2>+)drW4yXC zEQx>J`U)r(Hwcg(ANd-rI?|g><_hI|_fI}k;mdEDeATvRC??2OiQ7n$edht(r@AzmwUg-7w)0gtM9(pKN+y=;5AF48&pM!SIF z*FqZ)D5MXS@xkrA!S+efIpxPumLN}Qm2x|NFdxlFuXAH|Nkp;pIX$0#N34cwO%14X-*G zUyt8@JKwQgvIg<`U-Gl1jojWemgjJl%}COk523l%gDE&?LckiARvjxc%>^_!N?n9> zcdz_R_&-vvlbh|jTW?j1i`Hxj=#Qg-BgbcVJEMN3I`^kIbQA+oF%3S0oY{9-=&v0f9?GcrmiLhxKq4NDW}}yNa2q)#J__XY&$kMAP{oEC*j3Ay`A3$vj(>S zO}K78O}qZce!cu$cEos{Yj+BZw`UQjk;=0{%p%7)&_jJd-gNPOxr097%dv!`@E9wJ<0PBxj(V$%|Fi5$mn z^}Jc2oBCpqm+1PpDnuPSJREE;DPkxnO6L?~+24T?GI`&*l*HAhjhCmIk^r@Sj>zR% zCmL__MI!0m^Sj~4XpcIILefwZ?g> z-UpQ`&dTSmp^o%dYuCAde#7B={iufvUp|lY?@pBX01RnNeoejm1pQU_Rw4joQGgI2 z`F(u*`<4owlS$E#qT%~-`qAAaNb_ajkl^kamJb(!oqV*hMZ3qONVhw{=co(U^L)rr z-4#=75qqMe$W?doJrj;fDc37(SDL;d7k&w3oesNlo_=Z#=Ka&gGeqr5(k@(-#LG>b z8HbG}4=&~efkw+9RfcLl`VNHcm7bRW=X;gqcXC0NZ^9sItK|{Z4hKv8Q+C;|qCQ^L z*7Uf)UO%f-oIQHTjlG%DiKx4q#sq;=UUjv;i_PF$lC}V%dyW;XfF#~oe}>{fqd2v^ ze@nBLWI@PhSI?btCtfasdMt-|1Uz9A(lFqzGA$qRmXkBZw-&R5D>Qx())uD~9 zW|y*ZBqz)F@2|KeHgtYMKj5AAGdj+)O^LcJvtFQcjg z1H5Z9e8!a^DlVggHlyird{#dnyZ5#Ng&B*~UB~$0saL)sV2IyR_idZ1+j#jo(Sf0N zDEuzzKwq~0YO9?H{G^g%0VAyJeUS_mMh#a#>wMX<8(En;JqDW}mptXZ$ef2d$Sj(J zBX%p2+G#Fy&i1>o7|5{QEDHW{-(MB3q%Cm~wm=txnpx*V(laM5yy9N=?N-id5)OA` zFZz9PMzo%pwz-h4j`*h;{RoevtEE?Ui={1oaw_8puc)opW;1U^vRhuIQ9W<@Jp(+j zyQz^5t_bf^cNzdZ{V-2F-U^8ks={Ph>VGO9=eYW$W_PJO5Nc}dn;*kn;pv(hB7J4J zsFVSjHExWQ14&)FhElhzXhx!tN; z885Bc`RePs=V`n7a{BDBb1*N96DPu4zQT))x!dhOv)&%Y3-*C(-5bNo=u-c4vBDy$ zR;5i;FMU*gz46f5R-KaH)$Zw5x>auZPPzOkr1O%qo0ol_$S$Ubb)h2S;e|-pgER=) zgWfUxu;&x)QKnA2pZ}NV`4uaS+jr;iI+P!=9DH6?trQhFHFq$Czq%%wU3Hj-s&PqE zWQ?J)GRG=~R{!t#hwR1#5<2sMkJ}V`^j=J3I#)-DNnD}g?>u3;ImDX>tQ;k>YqqPo z$#Q$J$q%tK(6mt-#n_=w7Cd$8{%QHs9*wzT?X-Izfsb_mJB`%calu19^i$BukFCA@ zZvoZyZwnp!4Bi07cG8f=_MO@3T^qnnOc&n@Td#$MkzEBQ-1-nAnk-sS6JpegbnsMfzKer+5sR^in%((~8J`O`+k zZySHNN-GYPV{`0W4<&Y7I<=*%1BVH=x~Jd3E3t1CyM$@+bQD;`ff4X`g(eg*QaW=Of)GgdvPJ9c!+ z7sKnbKDvGLL2oxi8}+!@xJJucb@T-W@D^WhcJ1#VTXQ>rLsVD2Wg#W5;b&HQX~pHF zzLgt_7kc{aFDgkaK`2L0SR(f$L;!7@?Qsc{+3l>shX~in^IbqvoxUHT&34<9e-xdG zqN!jMMxVtjLxxI3MTMe>B2keBiBO#Pzx%$y8R+ld`}@}Vv;M65;K5CQuXk+%>Asb6 zT2Rgg30GqVp9|z(B6M`ue`+CKO1s??od;XI60o5|{+*329$>Cj8hLZP*IZxs2X2mL zosZK)Ti3SSJAJd09e|A3Kxq9rKNWob^*J}hjL(l`f$vd0Z-9xP?&#L2YDpNDk{-8v zf42IzUQZN%XHK8?$^G+hZgby6464e3bPQ!z9KjHFHW)uo@Zd;@7Wx{MPiv3LmqzQN z@YQl>dpxR^HnYfJp0s|i-@ckTo^MV7RMWq??{0Kk=!g0vNncrZ!t4CpwiadQg**L1 zdxG~e!Hi~s71XVg(`)r`#^p@%^_tHL{lyDbK&*uctn%(zB4s)AJYm$CW;dHZp+pYD zwDI6M6y3?(%gwWUntxXM(9i9)S|$@TCA6rYpJFznxKQlJ94+>gQ)M?6{n3}r?XH#i0?_IVR3=+NK0_ya5u^Z(s^4~l{r(%N$=u3` z2!!F~<7q%gnb{&bo%%$Va62g#FFeSa_}@3Lh^t^6HiT*XT9w(rFdK^ScGcElwhrSB z!xT24AB(fFbjkpYe))sw(HvBEhyLRiaBkk4f6Dp_2eScfSUgO_a9U~i+5KT(eEl>Q z`P>t^luA6@L{@6~EWAeI1714|Q!N@WZvF+y-VY4h-xoc-%;Dz;1K{9GpxbUv#Y+;r zD+VD=5O?n!l81}^ULcmdwO0Fk6_QN7govcSuFmCQV5_qB3PGzm+Hu>>eGf-Sp`%c< z(E%-sj9U3*?uf!BB5tGGy4A^I@woh}gd&Po>GtMg`c)tXPG(Picp7cB?!7uk89ON7 zO9`c~pt_IbCRmhoJ@&Hst)OdTjajU-qSZkVp(iTi|C-Nl*SAG+{~M}}E%%%Z4~yYp zH*C$N-XU&YvC+kwFy%ZyN4FA{I=KnmZK=7cc-x&SOa#@rEvu{EU{mPzxO#jm@83i- z9dbL(ld(qxjPBZdu=++hw{_eQ%Wz z(|;#u=k*7(qV3Tj6}hgrSHn8~o&!kT0axYNUHv}6>c072^D|icKCpG}>Y3@F?}GoS zanBV;#`)c8l{V28tr0rdFu*dfdNjjvY68;ROD~c4n28}QGE=azl+@A*o*vKO?^arK zWj+O|$DN%2Hln}&{UM;53o1rinI76r%$;^1#Tq}{WnT8i(Eq&vohz`9*TK zYKj^;^b=X~!PJrJ#;_KM*nVWysQh8thG?cML~awKJf5)QO2@+jq|2}^)#VYOfu zo8?n=^VPS`B-(b~`B<#*aoP=auAhQ`4{RUvmS}aj?gOOWKAFIMIIl1f+2d zd%pw85ywyMSxxcSd(s{^BZ-B0yi_kiE9|euorQ(cIojR)w#pw1*IXhCcMzQknkE2G z=Y33~VB%xl^ZE34;)l9;82tx{T%MpUKJ_x6G4H+vHg6aK7P=Hkjf!|@bupp`Rhb{3 zn`AG4m~y6U)y_Cnd5U4Dx!ipn49m4O5i*TYG`SqRCSui!^UmrwG*@YB9qY?%PK7O> zDBL^qiM?52!`FMNUdm0a!;djzFP`ofhOVz}b&Spdh^oFHxg6cl{PMXtx_z|xcCH~e z*e2Q2%eI|=?(@O|cognMhuM5mc#uV7+^^q$`)UxpN@n-og|=Sl+G75^5ll-t%VnFp z-j$@zZU?C6Md$@a8&s8_WaGiYi44%ZIfzTB7kh=uYuYBH9dxA(MSb$PXy z+i8gN2ru(?QP#5Te&6*QhrZ4}=QWa9?kt2`oTyKJU916O+xlY5N6R@J& zfeJpEww4=oD&8O^Y>YnC)Ifs8qBTW9VIZAz9!kH|W`5pbZ=X`!emZglF$#L+7A@vp^JMM_`)Vb)lt0+0d#qpNTA8i_R<=<}8{HK?&s)2oa;J-( z<1@N8So#mdmQAJ&?-7-&CQaKExdb|kl;35vd9YP9Y5>9dG#f0sgN72dPhq_Vb?q6~ zx^RsN%k3%pRfN^#o&I|}w5S2Q-5JiA)rCl})J)wR?F)Bu`$2>_5+b(%3$`xLf&f7xwR5>*GQFM!c8|Ct%z ztQV%rt$w{2-&yS=B7amvOY4yYf#B+7II%i^-FFYJ#U}TaOqrfkKj+m}qGe@x>xR#B zAF9HR{P!QN}FUTThS*?o#>zZlV*j*AdrMQTAD0vH!c z;c<^&Pa#LyM0CpF`_)?Y@+lom_`hRSsppNF{!Q|wqjE_X?cZ2ulR-_6-xTPghFWf3 zDfbJ}QyLv^>ZhJWZUl5$6>+qS-O6{(PX3MYc<V<(dh=sc`_?W3DJ$Kc1s5CGgM>PQ&)jsOm!t^4I^pOO{~ z%zw>A0`^dPc8KEN_@YQgb@_9&v~U;ncrsN?##}!T^1$7EY4YWU#b&8-Kj8G6iTdmo zVYi(K(z!G{;@XAD!fX%f{#{Plt77P4of?AxpyhVfG(X5jN4t)Y(h>Eq!( zWjLI>RLURlWXyBX>wz~imMspt^SZFC`U{~p&J+d8y4=zhxA)3RkAY;-+R9Ax?P+z~ zKC>497XRKpl5}o^yNI(zNdHCzU3HAt{HHk#uEU|!$gntT$zO#kGoLyiX}>}+i=uIy zQVHHDWx7y{B~T z^0N9n%sGwzrEX*LFPyjCfkl>4#N%#?CW%h*t*aD*_83!hIteNRJ- zg4JGLIq%Vx!tGW#iVPh;PeNfK-A)Shhi4H%o=7A`sp=B0w(V>I+luu|jA#qB3S=P$ zJ$T(~I)$#HgiOT#R;1j5z|$zqK84ZBf>*pYjG%zXolcjR?+25`xwCbCq!!kD^#dNX#PJp|Nu@+7l)OWrDgnrPzjl#WT!}pH|E3TP=VjDma%7f7`ybLh493f7SFXf~NHycd}L3 ziw^ZgvSFr;-~MWF^G$m17Y;k`GY`bp&X66%h{+v~b6rn4eaUF;DT<|71bNvm&; z2UPPrpUr0q|0$B|OX)1WRVYoM%B!(~Vw?Df28S4*)hbkB8667CA3!CVgoz_&BcaQd z`|b7U({JJTM^-?9Oo2WSAfp5@Yr@BK-8&8MrpQWABoqTkkQH*yFMz1SjCqju=fv)z z@7FBT?BB=)b{}v4@#9Z`2@%9iTEg?-ke12M8j(sxSLC_qf?Napj^Q!`a?q_6Ge6&2 zzPj>i8_r97bG)iOpH=uIU+Q_}Y1a~RF$8_%OmmDd2)c0p{{r4?a%Y#P2YS%8kDRxj z!ARb4h@NArl@Y&4N&^tekhUdXko=@_Z?9J<{dlq6ia5$<*lb;}vNnj3yXd^IhdcgM zsfp;ReC|UJrz7Xmbi}p_7Odr3UD>J^cAI7aU$EUNvn+@fHxRg+b#g;a>wQT~Mjy)M zFwrT6RA&8^fpr@Tr}usZt@(i(t4`HAvAfGdciZIm@3VTLutHq*mbcS$4fNN~;+NSr zx=ifx7ShAOY$|DCQM(+MR+17y-$`=9peQhk8FZ&aWSHG-+esAM^e=#@bLd}@m5#SG~)~wwS zMXu&huqp1^n73X`4_t@47GbS(i+A;kJaO@hP!qf({svWRs}aJ6E4(jW+-!LpUG}{~ z2(M1#T7mPzMCyzk4S3e_(!wr(=h35B8jT@u_$J2nSLq`kdU$b~!!*imO@lce4my+1 z7hy}Op_PzmR;kWfYk=JMY~ICNUc3;VDI!*{OF2J|+w^)+Z2bBB!RWEa>fn@+L$$mI zn59|4AG6_CS8Y=E9`d43<)_|fV#l|>#pkTwpfo7j)W9dNZ~$44oXb|$b{}SE_dMmvHxk;x?H?M@-?-26uNsu!cXnYg- zFwO59pQGQj*J8JP*zkre01*k1qaNSy|&b;2$nB( zMZ}P)Hm+RbB2V^SO89L+_Sg1u6ln^b6bN##!ui~>5Nr?eN$i@>kbD$;d$=J)Cj94w>91Pnvl zToa}ZYHm!07NxZM;CqQj53)=0GPWa%I@9QbN(Af@96dRXAB76Ux2|07kX0Lkw$fXn z_D6un>IOCgX)P25Uu38HEPMaGKNF(+*`Jd}$mU+>iKCb68+HrZz;G0Xd@YZx&tX7D zwd%5PyLN+gcfarZ;gyO(UwC&IT>3hT%1~n8Q@-KU7W`ZxF*HJXMnI)?b_kc$`e2UrRC;w zr*;>mTh_??>$#(r%`rDuF=`}NtOP&Is3oEfTH8kSrlI@p_oi#@wYn>n^KhLcxAbrX?Hu7Pis|G^#-|Ij7Cu zv7@y- zY?U?9MDiN>Cw&H&kSu~!T#0SKN(hu-ldm$FUSqqle(u+#FFcZ#HkJy{-N%A37x0*R zy$&#;^HgaouL8i-mYg|_=l@pmXSA;fi1h>q5@nxjo)zH(qwSebs)RI#4^KSRiGI?W zvh?L?7aA~9o1HIxJ=yS`U7^vNGeQ9pRy&YYtSy`Da~F(Yf|PqOw_{8I|*5h^CbTA!YN z`pxBVzIyA%zUNPyf>%QOU1gYWfjhJ;u8+TKhi_-xmqjj$0NZly!^im$i0NtM_B92F zWzF+?EVna-V2|37Q&Xl~-NK8&7t$Z10XO#G58c^^rDtvf*ExjIN|kOiH2bSV=yYz( zN@Gz=foV-~4~Tj`-_$4|;zeD^qC?AHo>islFt^;XS@~=}3C#V5fYH4?dy-^Gw9Y=P zaozcqw%OuY9&LrvYyW-B!T4=;7t7hTO}%$*jvppNF28U%u2MH{y&9isHk5Gi4j}0v zBITzmYhuuzerJ| znJz4!b0{4$zc&Edp3UjjUN~*9@EN}Q?Ze-tac=XdALqAfjju=10y_Pz1@j)3CsCu?=w7)s+`8Ubu~fH?90&%V<}xoO&2yEt zii6S*TZ#*OQAszs*L~DvmM({O?#;eYDvhejBe%y}m9_hAc#C*SeXNyR_3uhKH~oaS zsJ-5Vg$vpsqz~xAVjY%w%HS%gv%P-uk;NtleW}iP?#EEb5bM$3DE(%^XMZt@5C7DW z>+f1Ie@F6c{4Jh1Eg!7NdN;lnh37lBG!M#K4bfup+ms$5?Q^fbqO z=>Wqq+{~WED#|%TsGcNKEQD_$+G8zW%-6exc0!$bQ{mVeu-F-YY(yf4O~szBL&ft$ zk!xo}%Xaiynw6a7(F+jG>qf~rHhs18*xHEL4)I<-gN%yzG)b*z-b%u@GtENd{kwoL za*apvwB8MS(zvGYU_B`z+6#V zedwefy;f2u`7HPs(S`ffWOL~*{k#9o?7`>Pzrl&T%YV{T>O#%_V4pU%!`K8&B)Gg>^>qf$CA&xcfJky3h^E{>qYCP=si)%d8_qNF=BFX}FAnjPV` zFph(MHJ3l!&a3Q|*TP()Wxt40O2$MpLAU4X^Tq0OZGSR=MNzY&vCKwS5I$EyDlm3t z{1M@~D6aX(BHc--YRuP+X`bvpXsr6~40-5?{h@&T#@=eH7k^G@U{tygDgu6dxbU0CQ} zcJ^Ok3Ag)#oSmbA`%q$SwVtoJLtPlgHd!4Wx((*#HUrCA|9$yJ|IrG|?zrA1(>9SE zn`=MmKkmcl@j4;9wqK*6FYJ~bZJmni+@|VV=^%1cIU+0J77!2#kgg1JnK^$HuB2l? z2OY=OOsxQhh|=%JKnE;Pl6B^}nmck2#b)Q7-%09% zp6ycW{G8m*#_S^rMgE&+Si%JN#M(~stUfyC)MG)HFtZO+I=yb*Gc$tujP zy_(#6Xl_+>DxJ#k^M@nd{Pdb=FmXIU_eai_EZP}j^Wz7_R-za?gam4t!*F)_LUAe& zz+7evHuY}%a4!;1kv2x9!*VeQv`R@2x5OJ+xU;7tux<%0lnH_fP@4dC6 zx08!TA?tRZK}vqBGBt^wPS=q0DX4Jyu?% z;Oe&<3J`jZ)n?NaU775LZ?P%$NPLy+I#2GJ8=B+urIM^8$Ryos>gb3qsDTtQS`kFb zx8$iRliK;O5K2UGH=()>dehh*jU5H?k4_H+ISnmiuaC4Xp{j~Xac?0l zs@ki6txYj$m7h(WO)!RzWYy7ji_7=DOKTsbUYU=kO6WJTbZPg-i<#>7X7X}qk-5hm zALkZ(P6ObA({;sXI6TwWVy=AsY|Fo4Zho$_%wzd$qcjv551svWbgpl!RJliCO?p6d z18um9AI*d7udi!=yYcbIukLP;DG;cNjmg@>S{;VKvyn`6=jZerzA}NvoQ3egu~ppe z!%gY~k}t)qx>LZTydG`ulrUeh^?N4gTsm=9xkXtj0?@2k02JuA=u{2c+uMis=h)^Y z@s{%-#5vR*zO@Cg_P2iCm2=A)ZEZBi6i44pj)CWnQ`)1&uQo z7f>G2`ipF#j2DX6y)=bO-29tP?5B~8v-ZPgm@tcumCj6%Z`bQ|uZHvG8d)vHj@EID zgUz;ydD56zoi6p)%35I6aeIxxs$|EWlGvL0m6AJwNJbY~rk~UH^IE^ZGAA%6-s;3?s08cFDbY_b9;dQ-6fY!Z33$!U``uPrKzviKqGKGe+Uu2(q z`M_&?9!a+c`yr0d(fKFt-kV%i$(Z}>$!{ShQ4bm>ErTvOe>_XtU(OV%!{huonBPbJ z6rM-Cahy6JROytc$}8O#u9pHx>*M)@T=YS3*{YAvK?5)*-WbeYIes<`<*>ruiS4F> z`>)$vuh{)Ml+zd0@87&qOv!y}zTv;&z{=fwZN8Ge1N8gUb_*dL&2vwGvCB8_72del zEb;@ToO&|W1!c@d47S@oBz<%u*1vh${Py6_r~dI3j+<+P!>v_@;y*qCbkTaHxNGWm z*US@))o;){ucYdQyr*8sZhiAvn> zxBLF|vMD|ro&iOMJKovdPE2i`U#HY(5u{XEa9B~=^xRt=0t@($1Bg#=T3+P?!V<%s z$~EXyxAmGldKrh^)54R2o$y=kO2e;N9p7d9+2|7U!ml}61NAGNcMH?%^Oy0^*TBpT z?Aw2^=2sSD^Pn$v`tQ-8@!bB}Xwzdlp1R02eATy*kgsN!d3suWX?*+ZBFV0qd zr>hSOW_4}%%7$lF>b$M7AMP6iI539gR`46R%iyndthx-0;&&-}SYU_b*o1<9S5PCZ zw?bC^Ga9D^|M!~u#|O%DAx~l0woab-i#{g&7Y73bE?iM5QfRM1T6_={7Hhyhx&0=O z0L5u|jpJ8L<~sH{)&`eJQ)s`dc(<@Wae2ClP{(|byik`M3!{14x`fI8j4b}%lk?sM zMOGaNa`^7DZ=K6`rMX+q;V-(7|FrAm{Od)VXYrNn>9U-E0fJDkw0g{At;a?&@Be1N z9L$Vj2ka;5X;U)?xgc}T{Z4+tHl5<_$OwbRI?WaX?#pY1(qA*C59^>bSms{t`OGz% zxt9;qjw&*)<-^P@2c`_FPE7O&Ik%!b|J7nau~ZnQKt{ z_Mx00J})G6zuY|Aq3!Kt(x^jU?o~OC`4atI;+=MTxVha|6F%ZKF{BJAluenn$2gcS zWWQuCz4s~zl%{@je85&KQ{6@u(BAi_8$TUhW~Fi|Kfl+w6Bw+sX1x9e11q9ns?<|~ z@Z}DY_GYdAH0|`lmlwtRtL{clL>Xm}5yi01OXfqj0Muu4J}N%x60kh`XI0n)IvyP3 z$35{Gta$YmedjM8Z-4CRSZx>VF;t%cEt?zRfbgQ;@W>_W0gWFhW+0b45X=%CIe*(d zPE+2Z@7dIU+ow;@q=)v|9YK35eEZ(ngz%~#$@Ds{EiisuTY1rX$@Jypv<6(!vKln4 zkBL)k?*X?Rs@-yE|ZI zLi-crk<Wu+)4t>gU(sdxTtOZJ(9#we#y949saSJOlV=XT0o&un}BB!Q#(n5g=s&k!`jp zBraF@&ORy_PKt174fNss1xe4goPb| z>`ch^Y9wz{m_k=QuzEipcx>hnaE|4-Gs|Fy_z7Q2I!XXk{ROyuyTfO@0K*E3V1?6q z{>PSXrhneIX{RmavQasy=KiXS>fw(jl(Z(HFY8z6Tw9Mhi`^0^Iu5Ow@WzZy?i^48 z8A7K@)4w08zA`Z_+Z;+j>+`Tr`S)93*v)aBR5ITO6+=bpZ^A{ZPJ*zvwE!au(D*9+^&_QZf)mE0EW68jiq z4Tk+-M{>x$D+$!qjmz(HA$x(C>vWk8)c+oWAhEFIQ?|}@(V@4fI&|(8rvmW~e=vQ+ z&iYmT+m)RDbHblieRX(gn%W@0(@4!z2maBhIra@&4nZpZZikMB__e#b7+2>)_E`bI z(;mLq7<)a)7yEcC%G+34kHYHOF(zFn`E1<*aGDo4>_s}P{<^QQ?u91mnMrxq=gE|{ z0!_QB(iWS{x^&x64-uno(QJ~74C6hX4;6%ygw=ZEy8BaoxVg;9Dl2X6CiZ+au61%! zJfddrkI931+vwweL=JDB#%<7u|8o3((0--|WX)_Pg1`H`u||uNMfY@S;1FBhX(4PE%qvKH!;QA+FLY1TWPEQ^DwKjYPUVWw7o4XeA6j(!59^ zbbI@iMNd!&h(JmzrO%-Y_I?acW1;!IH|fK!?Ko*;+KLIUPwrZAj6180&0oB1x-#no z$L~|4JOkzLaympq9;&MOdm7F?O!$yB0FRxsPXLX}9NPNUtztbH$%8=^eK&3NSM9Wn z#qc@cU(r<^j)>h`XokOwxpZBcE2?~9K)a4|l5>x5a$%$KA~nOai~=lX{{4x=6NYBYL`IHlH|8-|j`z8o!x;$QJ~ z`PEFyw@zcV`yMxI71z)^ZG6N(zhSe}n;yE#en20!4cwxhG#X?6 zxnF>p?RQWU?fGk)BlwjOnK(CVS8{PH_!`CPWVvJqjiYzyd?EY}Mn=tRc)}0J&8#7t z&)h9`&O*J7xmWD!)tTGE2A`zhw-DJHEJ=S8+*W&mH4^-Yl&(El{~82kz;}Q_TF2Y_ z0ZmD|dgvJD%$1@8I(@;y^|hJ<&i!v?WV?{LUjOLw4$o8XW-WYrJa zdz3{q=xZfdl^Q8dv=hHxUyr4|=3tYfknUk2ov@(ThNBaT* z&vp@;zy22D2Nb+j{?=7F&)iV;TVR5TCi`3Ogbj3lR@GEpH5D9?akJWsFn-;;+TV!J z)i@YZATt{yZ~XesUl~*r#Z7C+j5+;tKw)|mJh(=g7u6&#t#gBKzU2AC&T4yJ&5b|f z0b<;%nmaAZQ7)w?%_4kRU>J-PKi2lI!2dnR#vO6Ezg3$2Ifq&sh!m&GWYEne-p%O= z`uub|)p|(m?Tcj2sz%+cQ}XAObX1UdD%N0XPA$@}ycw~C{aYygv$hIWvq~Kbkm>Q4 zTu#jEsuTN_J3^F87w^~-!%CR;^tZQUV|<^0L7k@6S#C*BD3xzC1w>nWud}Wf0qUv` zNC#Yquj=9tLf@8wqq)cU-BxJ4iEn!hNCVx&My3XT(K*4(*0Fdw(@vpX&kJTFhAYa5 zPAUEn8Jk*lf^W{ei1yF9Q@x6lpWUNBc`D%RZM(Jet@JQO^#p7hh%mN#>#j~G0Fi%5 z9boZh@IXM>cbn%*(4qOeRMBPQrKs&Zk<%=GlopPC)`hEGt{LiByj^3J!}!{PBLDMY z#ii=b;Wc%?bHa#A^wT@O95$Qg1y*42FFE-7c$_!ME44xY@ z^*teE+gq%C?<4${r{{V?DNHaK8a<~ZN_LMLE_B+PjhOge(a(pfbAPt}TJ0+o=Sk%S z5rC*8KEzs+g`f^^-o0J#6OT+^iyZfj)Fc8gH0RTpzOwW-qLAz{YT<=cSIPW!*W^c- z^u;H60Hgs2<1Jjw-O?>!{-pQVBH5!+^udu`A#P)z1ui;qJHA}Ut~JeEqB&wD z?KW&tt##vrc-Y20ZQQMv+f9_c`m6SZMwOdt&HJxc@lX5QD|m^n`FrzwI}s zQ2_4lTyDP5cY>5s>ZxDyFzHYpAH!|yWK|A5?yHD1IajkVhJq>{@fFo~xz3N2_V81B zlm3ZUyA|!?OG@y)0y3->+;ZVP|H}opM-?4h&=1&^_SEfmDNh7p%(rWY@=rh4SRnOG zW`I@S)n7rgwKrCbFrL{Zt(TRl=(VoRkw#G`lJL{`o~6IUt>?%jpgl#^gZ`xYD9+X~1V_eX`s7D(YYz3C78)F0+S z4+>i?>J*3lXZjbrw~NZaE&lqMT$|x&XN)qnyn3}pucf{n_-;ZBA6ZaB*0mAe@J7ve zVWl0-Id(U#@$>zxA5a-NW$|=g{z%_(Y!hQR`l!9AL%*uLphE6~x)DJNqS<$HAI*FOwM zpu20azAtd!$Av4jNWphyh%OznJiG)yH<&*f7Ndt8@PoLJrAM5dPitB_CS3hG;R5S>dR?Ed(?NWUl6xG1su zSMT*Kg4b6YWpv4KNQh9i?y=3;*SY+0^PhrdK?1j+&&GtrTMJd(pwvFwqW#voMc=fI zls~AxuKv%S){P}V5udID)K(f% zn=LqW1ZpCU0)-#`yvl@_5$0k~Hkc|i{fqN~_iePeIniCDyZW&;`CD!7g^6Z#N3V=4 z!)^Da9J6vSeb$|ub>74ves9)to7(59F@hrn0wPDU^(_lXjX5y#0Gb?DOJ zaaZR1-(UO0V&D6on!Lb=q23>(Zb&hLsSc>7DvVCsVXg@1!29jYRsY)FaOw8a&r!bM z$fO-V0|S1i4GNp*T;+4B6qru)r4^_qByn0}J=iCwTj&zTpe_381>qGf^UeE!#at2cel^vqQLoT&uZvf_?6#+eNPVrkpIAd~ z`(J7v3oTbNhTR_^Narg!@bK9 z-Z~HDa>{IuqTgAj8v;sL5oy`^+|iizRo!AHub%wu&0ib)zJfS19cR!Davo;s+&@D) z7FGxi=v7dDuGrI?j|+y6HuHy}uD6f%dmh$447idWzFIjM)24Gg^xCA6+6~59|F{?J z>q!%_R!}r9RMjmy>klq^O+;FXbT@JjZyqDB$M^u^+&M%H2=3JnOFO0XpugMOrK8;K z_j^~&zXN&nEOyR)d}c(nK|~ad6W!i;RR6K0So4Z#FU7lpUZRihLHbs8^2=et$WMFZ zkaYgIL%H}D@g~vA`PkrE*L=8WqMK&*k(jO@i_bv4y+6)!Hx9kVl)GNrmAHGUkSk8^ zOyV_NsC2E3sLh4k`qoj3j9E=?t#kLkQ%+@Hr`I_HYwnE3D?(dd1moig9R|Q0pVp%m zii92@xT!IealkW%8AjTa-pAnY74L_#0@Hs}dsnWHWw965NQvRv7B`H%t521F)YsTb zm1~iMZ6#IM957g3D2Qw~EBJjXjXt|8J1BkpdtDpVwN3oqt0#gC2SE0UrwssG1 zWy^lAo4=WQyu27OH~b7A2h0Utl+dJ?ZAyAydbo95<%g|oPXlryURjk`CWA}PbAT5D zVo0_#wumlnt9N@kz_|SCP`)>h-CJ=MMtWZL2zgsIn}17n2rZBMbu*Gq#TPgO&R6&N zNlTQ+p)tME>f_q$HWK+6;+4jh+)RONY;C^L51#bQFHP;u5VEh&=4;eQ%{9AqFWo_% zGM(zz9(DM);P2zu93Cb}{?c_(6#ep>2IKdOm#Dj}R?%ngW-s?g%~0y!$XTx{_za_% z=000fL}DX-FOA;j0B$m_A57s-Nb;LQ)g=UPAJ3K+z4`bfYKx_}?w$?_dNunYr}l}* zv)$4-M%(oJhZpx4eypd=&I`cOy#gEUK6u0(s9;$})2fH#^5-*Tn=7x+SrSg zchJMus!&gyHU~=U4c^Ehcj8%3@+I`!>f&d6_E;OR7#4s$#20a4I4r?kCL^69o06;c zC?_0y1bh~ecHmWD2^}pf_lrS51d25P*%lPyy_$QhH%<{YYIb<~t8HqtxlsadmE6X5 zbgxT7S%(?zTreBkiJ87Bj9ymn)4Z&>(-R0f9n!Po+IY=4ur2`;o>_&`a2NQa%ZbNy zF1wA6E-}VViLB4CL*V<;pmlHSH)pWuq90bI&X}*b#WCe z)6SiDx(D&k_Sv_+YE&-^@;Ih&&&BUQ_X1%p(4%*MU#Y!$p0;T{t5kTQk$#?QL12{a zA{nif?i6{ZT{oCGY7_#Tm>P!FqWa*RjV@$WlpV5nXMEHZ@{gl(77y!+@^d~Pmh0uqy_!;C z`hxZbfDnIZicdHC-ft@qeU*fogF$vv>2<2z@nCI3$2~ z2Rc1I-n&06|DmtHqkBIEdI!aG^JfzwKhBmZuBI4bbqf}h5WJ0m8zB&b>@f#Q#H@o%tjYCxa4h%BV*IVoXHTlhA zx?k!G`5#4RqHZb}h2d*4gtQHXP?07fQ>K!l6eSvj`#{t+K5aH>`pYx*8u2>r7n>(=Zl0~}?n#b7G) z`Pu}+#`%)QFET9Q>r)n%0dq4xLHn;!7}?*8{xaLarT36lL^O$AIAbTz=nS0Vz4a|1 zUEsEbyUO#e67=onaOD>4<`+Hpn9}d*@_eG8RsWu=R{Yj}8(x@ocXB3l2gsvKiEGkml40+9>gVGG`ebi zl*63Jqa?n}X5gvz;a)T}v-x`Oew(G_t%!^WMXv`RV}_QWN$Qk3rM+#X+n5}-!l}^p zP@NeHMhH>YNmtkwHKHjm4$p>~oNvi3b`+eGxPBoFt*a#Zn@!~}3JRm+R@ob+BL_$Q zsup;(ejh!{Uir2pIc=uQ`;K!w=9yi2EWb_BjEN0W7%#I48a1g6H+il3_Uj&h!0y|+ zB*oDKRZUQj8p0*IjdwFeiz7+M%C8n}^hRMXFs$b;H`+L2HtV1c&F$ZmqH~R1tP$}Q zn%9d{Qs|=3S2)6s^jMp-Zz5q8C5Q?zG;@{X>hBKpqdCA$Kro(x8MdNE z>(vuKPhUyP$7XSNF^w~c6szsMTp#S$W5&RVv6W+s85771@i5-6-uA8lPmkU&uOr~( zRes#**@j`P4trwhEXp9^sw>KYxO~L=ugv~oOI$0qcjz>?@EC4?5%$J1=p*1^+@V`+ zZywomw^jww#McxcEwY^F_wRBslo>|d{I<{PZ{8>|hdIjF?cwuDVwGZ$KHj5;5JHR_ zQpB%`vp!Pjx(mLYn|!ZJkJDoUd5T;6TDaVQZ1bJb%NaVHFLt3GLK4C46;pk9yo()1 zJ$c}7J-hYy(aS2k=3;W%w<^z04eZzBGA|?DU>mfy?pW~ntX&4FUr4p<$}d?Ds$3Df zmI71Si^6})z)0uJt_WhGFytz>Pywi6KzS&x({M-X$5(&-ESQ%wt8kCHks3m zItgcbh$&CV3qlNc+GCFO5M@2;NAZWE^Yz=q_0q*E&n&hTh8$|Il--wty1HwQ*#2QB zT&ak{Z)0#7ZEE)o6n~VWm*Yjh-R`aLm38o zJUdr%g=G@3ML2e2TQ~U@1-=X+)t$#Ox0Pn&1OYE{^THeGAl^F1K^y(6Lp%*1gf~ zl9rO4M+-0lSvvIxtIIDpy$u*8_Imq`VwDcr`ezxdFE==Y>0B4zsy)=Nbr_(u^8gex zPSvAP94{o_lJkeW5@6@ttQX7txzeG+%j9ppd%8u4I83;ai4(7hmljncm2-a=lOl$|&ts~xor7L!f)st3tyZf~TL_OGTw3pMxT$#bW z(SorTHoB=TxqSi|hGn!jgkEhWMn3^r2wn8#PuHrMR`8w_Gpgy`XSK!=3{lJx&aSXx zHDAB92()o9>UsVY7UGSx4U9l`BM&Gs+TsPP8755Fx7Ydm^jyX7Fhtxg)@dWAjo~Nu z7ws=lI>Q{OZdGq{Ydt$Zzw?PkAjS>mFnO%dz^i1CW zmuPj=M@;i2m-H3i+s!5unR_ccASM7FgNmzY`&Wz4+lY|9lc<+uJ9bxAmM47{{JoRl z?t|0#e*@$6OzZK7XF7T5d$eVcf1thITff9MG|u6+-=N33R@CDJLN-<R-IOtrs}cKfRSEemMI0&`NUlJ=2A%2k&!zpFkZL50EKg(BK*mj891rQP2H`~Zy+a#?U4 z8maz;8zB{;CoCS?E7AHe&r0jm`m~PkXV9z+w@DtarbJi zy@(NxoS*wXI-0&2>DPXKJY$h`oByNU$ZXles@`+dxF?kZng@h{WO4WX#|phNL?qjN zeen5BfWCcbmR(s0cG)Di%_BcsB^cwK00wq$-M z(qRY;Nw)bR>@q5(bk}&aoH6dRRIW@58aDN$uxtnZdpNY##1njMlWOzFu=%7A2E?j# zKHJ~zi%|Q9s^M~s;PgG__BG1@6YPl`%yBkE5_IdbQ{cYxYO8pV+oM4eRc00 zmrt&DVErE`h}(XPdMc>e%Aq`qF!)-J@O!g(ZyqY`glrBH%r~RS@VgfCK)Yyv8{%Pb zjbG>S&5Ev_n;A)N`3U?}G24^YAfy!2?A}{t&USwf_g$Wz=HLZ7pBgsztp}I(me3}> ziGdPW2sMGSX-;5(-&QBnl718O&Dz-CMrdFsL-jQ&N{_gD(tlxlj?Apg86~0LZ0-!a z*yX)TeOK^DJGEWE=>EeOQ~5I9UyMDq6$>RJj{Nswv&@J_%en)b7z2VBj#V!m9Tu6y zT53@@pKhTALw&99NO%6N0JQBsekixqu_81J&%y0ZDDx&&0+hLZKH+RkT&@iQ^cp4O zorl|co&%iuvC_WkQ5O+2I3&-R-=_1)rpHc`m{*$XgBbDl*=XX9u%?fFh320gv!aJ7 zaZTWaf{gim_0n@3xyN4nd-0L@s4d81=b1O>DO6RrG1MqpRS+91yuq)z3kpcm<TZx{v4g!sA@!UP5=hwW6EU#la!z@e;r z>vo^t%P!h&{0*{9tL3>g?b3(pgg}fX%n(66-E!dku)VItZm?_**u87iW`O~*H2MgST-%|P#87A8wDk;Wk(!bPv+fi9($3hY;+l!e-)y0 z*Vl@5_VVdbGb@|2xG3a1ZyN~8N7~Oi%f)s2$9qm2;uSG4CpuDku0!)Ze4o3_fu@FY zy4xbYhps~&s!uU|?Zt0Gz6BoQRspb-zf|D?z$ixW$I&|4Wuw;ubM*YiK!k-$|ITyp z4jo1J5j%wfA9&Lyql( z4T}%|-pP~QQqdi*Pn}zJ)ii`&u3hIDuxvZ&Z_}r1Wty)nn8bFx9Q1&!_2K}P8@Aeb zwm^dQ6iTbZ@D1dK6@Q(~83b_rrJ2PVUZ$$W(FxxK#U=yeg5glA>5T!LsyjOdWEkU8 z2^)?KN@}Gzm`m%&z(VOeg$Uy6hQV2n1JWaU*p1p~@YYi^u#)3ne|h&s zL#F5{(bRz?j<@}OUzesob#^&BDRetKMYcj@s zf;3oVLdb63%A|MYcgGma2WP&Oe%2e+;`$%+x;RiUY5web+Gnk z)jZCfrXmggWfwwFx8oSj%YSjW;&a{0e^3{LaG96_G#TlXq6P+I+l?>?%4H1$|GbA+XXauPWIt zZ)c06TbLwN5Bb&)#Ys*;_psLsPx=UjZLa1`;DN}RJf+q2kulW@1j zITpGvE22W)J#^%dyNG)kbMSJkyH$SL+@Lpml;TtDJblzk$b4jNm7jRN(+e@{TVF}x zz?gyvs0bLhfd`HmwF!BFn?uc2Q!QA@%EgI!-^*rl% zrP&wzI!?#0KDam6VxCD^UeD$NwkjOz7+v@i=vRZnL%{97ns?EjBNXz>qBec4y{@P4 zVgIX@f7Pw*iYO2)keqdZUFHgPmKb?#pA*B{XpP@wD-}f7hdf44zpcix{22`8dK&gU z$nGBV&)oXa=H@?QKxKO4*?g>Piz&Xa@d3lNtV>gC3E_`$H|MwseT&?u;NC{5oqYSl z{`9;kf($05-IjL>%8ylNy;wI$0fK0cdwaRxU)K0|bE(ds?%?-;W{7_~eKcCqK91a} ztm)t2V+`Q4NWK>=`{S`oX_r$|g9?7V&papVQ<`;-ip z!HHmh#cY%s>E!%d7m&~9=Yeso)cH(j?0zp!D)}A1fPpZv1_nTv^G+QNe&+Vx(x#@q zcmr3Hcn4Lee)FT62-ai-K(5(`ej2jCjr6_Yx#9mR7oKlu4wCwcS5 z@^?KkfS54#`QP4?i{UUH#vk(a2W<_IVfh&OF0Dt;>$?y*TF~w9 z?4I<7`wv39`rO*mvt=bU#?6!@l`d|KSE*aKIKtZ>rs0XL)H7Gi&0O?BQujg2yd9mnOk- zQ64?U@_so(c4Xmjxt|`zG$dO1g#lHOGiyQ@BVPjfWK3kI-mWzo)g zfGg%7(`C}{c+AwV3E#wzVb~A;U@|mRBbaADq3|Kq*x`f*qSOdZ=C%^=EjoL;3nv&p|eX=3WjaPXpRnG*JJRlR|cakAEy z(Igp4+pF&%o?sc7ZX5IcBOTmomy=GFM)Pg1R ztK2BQCW~4N`0zxv+QW_AK9$89$2}Z41aH`|JQf=^ATXbmHUo~toh+)Rr<6CZJmMt= zQyv~f{q;^}`Ou;901y~1d3`{oq2bRXO$!L`y>=OYiuCrZJp7y<)Ht`G_-rMZUgfWt z+wi$C-6D5==d21fPHCsDPWiCf{N~}gE;QG8+TfIHr~JAU8sn9=+-d-zjyP z7HzrFXNFCA-;(7+HQ`%Z_A~@8==@G@nh1O)a_-GoDH=dv?dErIBa8!p{~CK&KAaYv z5vWIJ`P4L1#AHuMlKMq*@i-0y3b$kwwQf z|8g^sxuVJ$q^O5)>wPfGvp=~B?C;ZI6nVKvf0$HxM=iC%)QNl=tayI%2J**0ool`m zAyqN|+f0v5xz{=sRd$lP7p$=Lz+(*b2AZAiW?yo(o_Fr;#QLCx#l6yb&EI+Kyz2fe zHI5jZxYx&U&zc;}aSgH*(yXhQlO^!oTj%_%P+KT5t>?y{0#huV&Sp*D_s0jRGaFui z!;vz3OKqbXZ4rm zAiJG}qdt#JJV>CRp=iTl-z;U`Rkd$)vxIR52QC!Cm7 z{9YFtMdRogO(tNc{&XFSG~S83=mP-K6?^ZR(%m^T%~Fu&UFQY=PR{^pYt< zYima-JHN(|tdQ&$g+9WY>gqzx8)Uz6KV<%x(ZszDZ%>0(CCde`%=r=;Unp^eQQ-%5aG3IQ`cXc(^G5%a^co>nUPprRk__b7P#UjiuQm;o|F9B${XIez7LXfd=(YMB)~@N_gKsEct8ppmgn75JD#P-S+7|8rLd|b@jDicnLq$ld zSgu#k$dilnr$O5MHq$zkR@Tqw`6V&N=QQHD>|{t#qqchQ)4I{sr2ev*9PVx9ylX`z z8J`zRddY+=lC(pAcL;wThx}2a{Jp)EVI)21tpCcvHyX9?^LJ$3c^O3tPMd5p^&oE& zv1_>KwNCZ7qfNw)@bf+^d`>^s4?Fz4ct03ZVyx=JKY`z^j;+aOn?46jm`Gk*Z8@4>Q0}_lPdL}Kzu0Fr@b)?yMm?E{I*a(X!(4 zJ6LTi$Na*olDl=}9R|zZC>sqP?xWQ29hKF5!+b>N^=g$#V=7|ZXE_-%?4o(TzR96z zHfJCw_|8g2ZV3m8`Z=06fj0AP?D{>uWvACpe-;fIx9d$f0bsM(F6gK2ky$pM1+*Xx z*S&j_y>#xslJ_imxwIcQ%2nv%L|#tMOm+6|7XYyMV`PDW2wS z64b>QNU__?Tc^GY`%SP@uidF$c$K=uAro+a2+Pt~#4tYFZlO58U&y^vy+gUdkh|{7 z0Q+8p2D{o9SHHd=MwV;#KfnE?e&vdj!RuXN)S!%P9JMQ$cnKP_C#OG0LEG4*c{5i< zR#1{dE=SnR+@bvz%aFAi^dWTKewzo_wANSv?{@2>lAbELXmF`_*D8N_j^~?uTtvCQ z?5_@`oZy9!d&YIFnh1b&2Suw_mgpAJ8!IFZ21tfe9{SyxHO?PrJ*RrK0it6a$t{US zwOdG^s~3w=9AN=KFrpD;%DdNwC860wI?E_R^yPq3+xK001Wq?Mue_Go<~bnG&C_$# z_p7O4z-giQ5Ls3|I@FQ4nI8#ItbTI={VbX4Tv%_`E3+W`-6s1EfuE0$Q3AQXVm#b% z^?R@8Q1!aCnMg#b9GHcW@8idqgDiKxd>zo-Jqfg3`E->%Z~rT=t^8ccizks!ldd>O zAQ@3zOGttJR1){u{1%3#-JsGc`(qB|w{|0GG@;^VMB!y-P()swr#9@T0V*`_ltta>eTH#51Ub8F^HF zHaCoz3A~G-Uh5Z{ICI0fVtlHtw$-ow4Ox8ZAX z;B@}^cN>l)vtP%t7j2hcG3ZhZhZ)1$s1$Ne_gk2iFfshYxvvQ=%;&U0+=GGC-5F}5 z%g85cl}#nkV7JUFcUtH2_2S%Q7rDn;E^1E=8>KMFpNxmJU{Toc@myA}oc%b3g=}7% zfWS_FEayPe_^i}2J-fD*->lV-0GrdabKOOo?B z-YY^_P;Hf-@nq5t7-VnI4HY6YXXBw9#z}p2-*VLm)O@^Y_1(eZQ)jkwjo6XLITk!? z+jcwk_V#pr*5Cow_s<*Z(ZRMT-8o8oa}+Ca(kz&dS3u+aU@Maft6VWY+a75zPB*UPnQ+l*g#oOn@8-(S3+rnp^&Ts=8` z$wGA}^HN(#!!}G$X1#Tg*LQ3CQhCA<4q1{Yf6Drw12?biSLTy;9)`(@dTTFOzP4aa zwL|N@IvMcn=goNnLcGc1TZS4&(k5Pij$0Z&$QrxaT8_=IORR+MhQMO}{Dt9!255kV zhv?ho3So_1XV_WjJWu`5{kWq6hG^~cPPsqJJx{qUW?iRP9oVu@20~-Iy^xq~&>b3o z9)8b$bakx1o$!7(=pG=1hs9bqLif2!p1e%?YjBVnuB_+db#%Ty2gz|!b>-r)p=J|m zdaw?1sXJlw$So~ScZO7;B0N)|682V;k%RFui@M8CDR1#l0cpY<-tCdqT@Fv-+F9+a)J&)p{7QbKD!!FO2|hJ zspNb4&76HryxVyapO}NGjm7-s+Wq`p74+h_lIZa{U`58Y?5TRSI`^*(Nxk;Ha3d-r zwk^9uxHRbla;}io<&|0^#-XJP@w2rYzO_imbG+CUp1!)j)Sa+^QYK%UGB9kOt{2oVU5QR!5D zMR)j94L0Kg-kgppY8p-`u9H0)PXt=j=&p?8&hPtbpL_(|g{rNL0_2SCK_|)51#0fg za;<6xWR*MC7n4B!)u1F-o$J{v+)I4xJhm(M1R_q?JwhZL*y-3_EZbIIW58`x zptI6wt@-1@dFcYY7&euS7a4h29o(M!6+0_`g4bpXQ*3Zu^t!JOTocx~6vJ`=B3-;Z zEKcoa@z$CM3bH7@ET}90Mk7Vrv|KD@16hXo8{1!Os_kdT9RQli-spd$+3ngF9%p4b z!1T2^iS1M{IynNMTN*RPG3#-ijW!Sef!B)@%64%~UzYE4<5@jwY^|854chGk&d)Xn zOi}VrSO2j2J;)z#_rGJP@3~g>vb>kDro2X?ZUf$Ck~~h*jxX>4ZEbPWp+Cv4hjK|1 z^yNppeUC5wCD!!gJU9)0x9-4f*lB$t_&5C3x}UZN!waR@O)8IfcA?DQz1H;rk6`Rq zq}um8yQl>wo@wrOWyO!a%%SBq%oNJ>ssvw`s-8c{@+13u{o=p8eC@goY1@2+^9Bzv zav7A}f3@1kOq^wp7K-uwC`=2%kKK{ALs+Bld?S{|1~sl?9pQuyUkgoZ$iJ3#fH&LhYSZQrqk3&cG zK>l(1doM`@*U9G*SegyGlpuRa8zyOMoO4CrHBt}))ZsP(l7P=zDV<9j(kb;{y~eYk zs8%V@eowy{{jq52{1`jCKv-U2+o-0;RnaI(H2Ch)Y+v(kAQdji7FKz?gLGnup!Pg& z`f2VwL-&8DF!j^phrfK#?{fsOt?OzoK@0t5&-=4Vg;u-Itum2EpNzUj?kUicT2sor zY+V5iyZtSBdY?FV+oR}L$NxA!d4oM2`{S5WMSae%T8kFGNUtVSHM)c)oBTuz&!THR zvKkci#J8J(sLcy5md^L*`z0kBtApu{cHtBu7T*i^t+)bZFl6I=CWyX`@I&QUn(bir z=ZqP=H6si0qEn%85m}-}Gi-L(wN7mmWBWg*zrNJ0&z=R4&|O7su{8`P*ITEzvIT}5 zr&YP?etOUJn;oNy|E`|eIS9N^PLvTaTR#Xrw`|g*iGwiKYe`P~*|A`Mus1)6sdn3V zf@pG5Rmds?$cq&uKgR4WChch{t1g!Egn1j+;+dgL1 z{Y!SUjx)(+Z=h}q$}_dMCaXe1;u>s&>kVWs?uLzyiZDZKw88&=%Gw!XN8RT2ESFUJFp9p2*W>v)!8C8>?Z-SavvaNV!bW zzaUfpak7Vh8z)4gv+!WoIw;QV{2)4E8yiR|5270+#Nrl~d%K-5Z@6OZLR}x!DgjbrUz1Ab+5f2(#-TI?*)Hxj9qpjQ&+Vgz}w_8el_yct&KesN2 zt~4wNiy(hvvo~IbLNasCU58m|OKBLXDP!&Ne8QFK!%H@(=G(%;&j3JHyVR~DMHhz_ z3F*Gh0q{w2dkBx&fm!46T>}}Na(%nAaIN+2l_fJ?VGb`vH#oaVC)7VoyL=@H7;O0d{BX0wPMmw5S<-^$l@ zT6(^}0Ib6uW`1q|HtA*d6ywv0!+K_NEz)=H{JBv^HHF(-X;A@}aJqK8_>!1%VzLZXH_PFtzyBVWNN3-yfo}#zQd4p${ zo>kLhM}n;t{4J5b8jWKSXBYMu9dsqCYgY7s>ntr+Vz)~*c7XJglUrif|s|?;Rngg;cJyCa6g#ODmPwsUP`9}f165bA!f*|^{N&+FP77n1<+Y#R^@4WQ>SnOXL0 z)>q?t(To+)VW?Y{3Djw=V4k%;ka1ea?Mt|{YQ)lOu|>o86|(G4f=;hiR>2Jq>EH)v z_ZG@Z2;ae}{kLJ>U>S(6c&KYB<@>OwJqwE^+i;MNl8ACH+o~^ie#@#dJH$AS zo$g21$M)jmYPWjqy0?_@+s0iYa~7EuK(;`CUSpn32x)V+VzGL$)4ZftSwvvZp;ZE7 zbWq{YBru=wLpD2UpFSXu-(jjvF@ICMt=Y|g#)s2vylu9==Y81Doykyh!2bO%;~jo` zp=l`X36toHLVmWKN)EDjN>-ojthC*xSlu>i1lorbxG*V?PC^{I9eVfLEyD|-x76%) zOj>r29nc?_Jsg{H;bW-r_u1-&DA#EiS?_deR{*h+BQ0gKq0QTH7;EEMgWvpp^;M?* z{J#!D5T#p|>|U^J&o&>yGRTB@xHm)_`(2ay!1q+0PZ~g)s@w|KI5-!J#ue@mja6nD z-m}%pY=8EfUZnG{(B>OkUmJSd?>YntfiSKml|>n($X6Owo?mnrtZ6@2tM{Lca;4KM zAC(IJI#&pbh!^86jA2Ul3K;{Rw~Zym&;m_qf6@aWZF?T^$Y+%tFBe?sUDcT`cJ9R} zOg?^1O(#6`Y^m9_^9iH#77OS6@ga9!olP;dmyHdLrO5=6br^SS5}{rW)}6Q;Z5XoF zVOG|J!LGFnak@G5trnJJ55h)&9KAZu5w;@xF_$GD?5E36aH7+wacCD#o9)>6 zt6i6s_w(!n%y%C`EdhYXrq0%U7G3#$Z2L zQ%WoU5sjNFe;ZtW&TP(ru?2SCvZ(uqWPLnzR&{#U5N*fjSgCVNCw9YRg zuR}lSc3lMeoc_(hp&w#J+{ToqIEc7%$Iy1zw9Zc}!)v1OmCta9yv4XtoT|cHsMSc= zMyu>`FQ$FtlHa#IUuw1<`?c2Tbk_Cj^YjBp3zXE5pU+m+y}iOpRo#y3KLenJ@|4hl zDoGJ!ds7=W_#@B=nE-kynvqcXFn)>=XI=GgKkQYfoA0~&0T+}acnS9hLh}wb4ud_I zgJr2Zhc|fb#pB6Up{`S| zDvncgSh%B=622ITQ?ziZ&7f0cj&z3_wVgsRCivVosF@JqI|rl%kA3x;KhKqt?ZyiH zl!lXkHjZm^*Z-gp&TBtMGH~j`1fy5z9Lay`JD%V}?x(AgJnzY>u2>NjqD|29t?2za z%KF7z4y%oK`}nXg<2n~qCiOR1#cx03UH3|-55ImsMh6wy2U(qxqGL>*7K~uDx((Qt zi^eiSjgsAV7MsSLv6g=Enn?FRL#eSEB{t$M31 z54w)?X|9{CMOUHY*z(0GnWsyKYdzUIw@vFbY&t+CPpx}0kf?(gU-OrJCHoz6R6i*) zE4!fdliT6lDd;F^6NlP(KIpxzeq^d<{nNaqg~5eecWU_#P;V-j(nqZF_bLlrip#w> zm-eU8OTxIAj9v3pBt<6seABfMTmWPT}C#c*+Wjc(o`gx+jlK> zv3~rK!xW$3vO2NvGZBWC!r!E%;^tah|Dtp2anuLWcMg&OQUBe}R4+hEi~Maa_rT_2 z)xOUA=5Z^)FmR%gr~Kc3YRLUU>=*lkGGjs~x3ToJFqeY>*lMxw)z}%6R+{wR`BaW` zr(TA!T|9R=RIkMnEtfmo$z9C_A#R$hN3$*cxf5x+<0HCY*EZ0=!{@(Kg8m^a<^`|) z`g0(s^G5Ztq%XyZnUdFz$<=aI4QN@r;ex3y*hWez-OcL=LN)qk>y1Yk2O$p%gxew zcr&Q_Y-Lu1GY@Rd=5F60EY~@P)pw~poZ-dtAaO#+p~jnDi~hDv-eS=cS7 zZ(8W>+BaJh8qfJDwl6O{Z^Y-xj!o8olvN-S18r-8AUKP!Eukc?ZkUY9g+ z?eI8{zPKp8|6W<99_N+VaSE=n-dv)EY8JzTo_CI@r~s+++txuitJrz0uuwtLC`(lA zShBzVdnu>upb~*CV!xUntQ6MmIFEeyl6%AZ7rH{-)p2?43MndDOz&{#EB9=doANpfVN-hBJqg`Yw; z$k&KvRNcQM*D^Q*6HI}ueb)Ww}#$NPIWt9Woom#v^&pU8L=&&55+&`I)%$H z&1{bS?2H|iV+r}<*<^q2)&E4YlaYw!xt66_fB1FKgPvoj;g42W=6u&XMN@>%fYw&q z5br`?U+o+=6Q;5^wsgFtJ2|}6Z>^HQg?OG``(JM|RPZi_x3)ZRLr3?GRsE#b(7R_z?=kbMKYaRw(4Suh&J&Fs~3X1u=VtCw`knY2e_#R;`$+JRMSc$P+ z2oARb$Fc`nvTx6(Z{5r!{TPcoGPKUG(kjV~kHy?k#w)%y{S1>q`!cGo4!>RQkgiTF z-Y%&~z1-J5J*{=ws(j-zo2_nq!t*zm3yG?gt~<$q=-H6vDTD|&L(Z~MXMWq>-3nCB z&QR!Uu-@oV5%Aidw7ME#T2!)0$^CLzttgiBO{jd0K4`rxuZpkkp}h5Ta0{Q;_qi2e zX~jpf=tyPgblwXpJb^a9oz;C7>W6&MITGFuC$heMJ*2xv<3rlbkdD({&yj(uXgq?! zG9xSagt;INIWs%?wlz68`j_0E#X-5>v~qgO?+?okUKOdzwS@o(;3ibgT^hJL$sGdP z-Q4-X^s3p+jrph6&YMsnRPVcCrB&LEVbIIn0R}yHj}K`BJmX3K4}ivt zg&vN>@-1>lREn+<{4R6|*k?II>FxK^yW*ycE+aWPo~!;{Mp30cX1~mIPt2zm_L+I{ z_O+cr$e_GZE3FsE#0j&-R=m#pabAZzUM_3^#k4CBq*vRz7iDzOERt|V4=c~&EIpRT zMlq|_GNhT${%*N|te*+XM?Y(7xju#_eXL(L%Z*-R#o{hl!S->b9c-Jd_~DC`+EiK#CNYF*oY|2#vSFJ7;BiQoRZ+#$9u?(?+6D(o{< zwpkUT==WYnRhZK?-4iDD&20V-QN?L*Y8{{vCVAjuzL#ZaG0(JiJ-i*VAopgm&G5@pn%@Se&4Z)O-`)n)l&uP{Jx9eA#3)@CVz% z`FT5pMe(Kx1uxDm^bhV8BBR$SK-;p z_Lp&$XfLiPS0C?y5RdL?Y%SD8tO`-=-Mn|)t(wpL$i;Y|EABziU3~GjrATSlV&!?c z2HRkoY$Qc!JTxb*-B{l-_+JP>h@=j70b*ERd3=owDPQ#CSXy`H4Kv>z&HlU(^z*H+-p1zZV{}g z0^ylYF4T-3_WIR@=k`v*j2a&O`ldX;nXo?l50mLNi?})xH8+i>&R-gywXej7y`;az zdaM2;5QyDk4QZ?F<|#`Q_HCbs{AThMyI(@6+M`OZ@4Vi~DyK7JJ%8KRU!&gTr(Q1z zBSL@vO?o#%Y%l*7El4WZzCT_UgRl&WHeqN6mE5eBz3HJ#ntswN6g~DxyWQ!w7+)04 z>CUsGdC3L($0`dwb&3eRJbte>FV0^S&J~|3GHJ6_Zoc}tak~c3XH179(CR#MT4C2K zCb(9EqUbrF76aR9W=*2GZ2zsbU=d1xvdWk^hEj`9A3*c7@>z%pE8uo45GJk-I+N~I z_iaF#H*{;e@r~S+sTQoS>MiJr1yfO(Q~totUs~>qQJK>~e@Y6$-CnzCkY7pW$VV%9 z`OF>4yLi^szmRV`+KApB7ccf3#g1eDwd{Wa4?haQ_nQurSviY}1=7%wODo?K5yG_P zVRBiFv_tD3MQ7Ts8W@G)-_l${1I^N;LWNL5(qu?v*!BOMD@G6MeHyzL+Cc%16OoT#ZIEqi@8#*`(;CJ0IIfzZ1_d{h_(o2 zcgHrj`nv~Lx0`zwRHbr@HkH|MtSpv3aat+SS?t0IN1KkN&FNw<-?=;fBHFV6(Bi$F z+U`8h!vJ7=cR`s|vHSTle0~9Wh&dO3@aS4c18w3gpY9#dv^GxZT;p5A$Akxz)T|W{ z0p#7&+o7}OqZ)v{_GzPmq0)AAEU>UlTbQgLtx!VdNu{5nULM;6QO_y{yIEAe_k$Ke zcNX{DFkP-h+g}jm@{?b0m%Rb}+^zQUQ0m?D^69T@b(VDZL+?oG{|#V!Bq7}JQV^Mc zKdw5dZZ=aK(n0q+BQFtm?#$wj!5o}xeaLsS3`usY+HJS%m+m0F7jo?P(Y!5dw>7W} z3AgjEAV}rhhVi-gV-IQ86O^>24v3D4_Zr0k&`7R%9>#7T-ndO?!n~FLQHNuY`EIMJ znj&s9NfbzN?POTji2{Ge%{ZZ+6Am;w5B2ZzZPW=D-=09FR)>ZzpTq;s9MQ*$zpjU4 zM>4}(7E@q;=Wnar?ZBwd%JglowV;zHTF1zq724AC)c~jI1!6(7OE+5#wRc5YG3Zsb zu*eAU9$-(hGt3{7Ti`72G&2uqUYXQCkJj*C+e=%WS*-eD=D68LzzfZpU`arIG zrDitvsk%|P8P9Qlm0jk&cDv!Y(8^uX<12U4GwFd?A_1*T)ZTu(alP|x4wiN3y)gFR zjyH_{=(KxL6BuW;oPIlZ!nFWK8~&3b8(MjMIL0$3-H1SInJy8DMsh82B^4;`Z|IGp zuwoldc46C?(J5u={3YFy9~7&e@Ys!`&{(%a7Kr@nX9VB5ePn3@jmJ)BOT!za9l|iD zQ4n-@xqiVe^%l!;IGNtx^s+ExygTMZHL4RKBoG%p;Rj{Itt4R%;h2Y)R}ZN0tIHroBl zdQsLWZ=HWg%v>Bxp1>BlXt z!Ygv`JJf1!15AqFEQ?*Ti`Kky)o@(>2aDG2F8?i`HzH=;L*xCFDFm3s&tUes^^P5v zB63q@L6(IPxU&{rr@^l0D$>$u=YArR(r?tBn2nd^Jy!KD(OT7u$h~JW=WlLQSWQ}y z9z*>F-R9L}E{aij;QLsua_Ph8u`o)_c7K+yK#t}mn;kN=GPicAG*mU&vb7ABDaChE z&#{bVHM)qg?1$dJXqijpIeI)A6m z{Z>7_o!j9evejFSYi`L|)@b{|u>ZhMjcFI1?H#9gw{TXsiuLEY(SNSqBk?b~ z*ym#tnfGHY=IW#2eO0f9uvu1eY}%QHsHU+o6bAknyZ_P7AC|;4OWDgN~OU25U0 z&+Sh>y53*0GBft$Li(PR^c%|n=cW!T)#EiR-!tZG6-ja398Zegc|$EdV8@NEEO;_Lvkr@xUh@tnZK$1R@^?kar=HP5Mw-KdLOeF=U^v>8j^2BV z=C-(|VU;61MN%3K1l(%amBnSmcSq;9pDj-1_xIcZhF#~*eAl5l<>Y*tpIIY*_>=7n zb?YZFG51W+$y(=&^f+vnu|rP8qCrQ6hiDjeLq6)6jMW}HUTlIn#gtE0TxxOOi&=2Zyh-P#*h-O z!$$=yk+83X({Zi|YrKRT$uJ+yCj3cK<2$x7G2`Au^M@bR8*$&Z@x!p$P?}?+8 z!l*Qtw5w@`bGHvyQndg4)-HO-RPIaG3vVV6eM0?^?FRh(tL#UQ7{E6b?V8+Fx##SfRym0{hB} z$8F$8=;TL<`=6bto*e#L0xGZ=Qthr0i0TGl{#vixI?rFN3!~JqHOZ;Gk(t~L=V>DN;whE?;fb*JP z!g;GU`hcd)6-^#Yr_@v0l{%l32C zxM*Bhj`t4@-*lqCMg9?Ba(cMPo!aEJ-I2~HHka=Q9H#&s1Y+CWt8K%H!0+U*B0Z)XWZ zb%OulH%3Y@LKkJLVv9QrhcYVU3?H3ZWwLKrH9ce&{G%yd(8EBhoZt;nUH#0hYB+=E z#r}ivYSM?O;oRx~NlVqJI^~VU7s-#(dX}Wnydk3K#sY>?`;jW%LS~4lR zqrQ|iY+I-GWB1`J%os4!qvCbbnR6!eN*K@58{kyT%4oM=KxPAup*Fx|sWa?!F)Ev! ze|xfN!j8^~>>B#J@48Ih!q)f8E)QmFeYZ)Vz;swQE#;7?48M-bn^pZ4!P79Ncy6_L zLt@FKzH}kJNO@}(Ju{=}f&BRSDb{Pd&1m{Jg%1NYApioV0b%X6^M%@QqJoxb64j}l z+AlVfxcHJ?zfXaW=6-%xDa+}p(4teE!^)`zZOK#ur#}M}pT2y32L=p>g`|w{Z~F6{ zEb3(VU3y=4wcpp8&dzg@|B1vjqe)-CrO3@YvW<1sFCdP${j3>k?%Rahqd zr-2y$@?9Pq+=yF(wu=XTmGR7Xbv;<)!z|cM%e`+GTdti+b(lTcy;wO33OyHMVA%19%GpxcP&71UjDexX;dy zXX#FCX202B+Bpr`!e}E*4#xdc>wqJCdhwnUvv|R7R9tU(@>KDv-d9uhJ$@e4MH6pX znru_LEnV!MlpW88fmF2J4uUc5tt5&l-h#e!qePD*K3l@Uf7u<3Yn5kXC0Kh!u9D-) z`cmS$=UHvDD9OS&H(+3`NnS_65S#GVq2b1g4cz4_ejg2z{|CBN9J)D);U!Pp%pjHie&KB!Tzz%W6g&jb_776DRg| z-m-3uT6IyOnuR=WH&Bg(S&nU0psRQMAw=mMDBNq;sx>ydF1$0mcBczX+3G6l8BCQd zyb;7{0%NK&0AO-_?mFZ@4 zt^k0TVapEtrkg8_HHBQ3cP;hZuTTEW!R~K5Aiq$?Xti_W)MxgTFlI)YGg0otXQM7R zNjRGas~0dBcMU{kwDk_K#k#tnR&u4X9F_d!yh64NX;+7=*4O;SN^QuNlK~@{c-%J| z0i3NRguNZcRk2kUYNA{|Ok`}FkNfk6C9*asE0vj4?l&|S#7l{8&d&U<*SjeU zklx#udoa5fmaT@_WDJ5c`~7fGZ(SgvmWEh+*9tR3B=<{|&Tq)JRIAm%Pr{o80ycv; z*l02~*cJK{?)E0r@ePAgw7(uuv@j>_98CD zig}BddogTHxmhZ;7*I}fIe{9^EE@rE$!%XSUWwq{$EWQHItCasW0%XM zIF8lCy3f8d6?#}xAm;JmSWuhw);+wM=X9nb&&AHLYp1Ky-*X}(w2!4ur&anL>~gyCx7q{8C=YqNOI<9e}wn3YON)G`nZ*U#rbJ-St-bN(QF(lg?bynwf7(OTCq95JP`^|x-D#^ zv@jO;3;FyBn>T0R23AF#bZ<1W=7;A$+MI(%+F8{x0oD39>1RGy9Tv8h6xPYV<(-|l zB@x6~5j&Ocqrhjj*rKgRcxb&p zXEH$#7m4b`W&P)$P2o^#ULH}Sw12IZA1vgDl-OL9S7+}~V1@@sOzr4%bZceV4F($` z9j;nlb{)k1^w1V}uyJzw2Kt04wD82f6wP;6BVfsm#TtFPd_RU_xi7k8UY^?~2Ftx% zH}+q=^}H?al~FvCI5aE_h+iD_62u9(en1ay$t(f$HAJG2wKYLs(m#$N&%qiy6(Z;6<&gq!* zh6Lm~K|k(jjpOg?&@2B@fcR~FtmHBUgn|%`?6BUT-hJT971qrsEdH{^4%$A!Vo;9H zD>dFV6yioKPuV$bF}_`$=rJhWz2MXHd}_# zp8L49-a-_#y?bn1n+0;)f{9K1((B_Z@u!=10o6v6Ir6%ovbfsQBmBxK_8;Ba7bT97 z^T+vL85_V5PewM^t^Yfz`tR*)Qat#~z{{xo8l`%C!YZ;V0t1A?yhP!uFA?fCbz^tl zqHpsrWEw|3X`C)=fzDNCT^GNs#V5L_<>sT$cNzRs^P0?Fo>n%$x?_y5Vzu6?RKID_ z*mTpLT-(oUeX2Q8GRU!-_41(OBx28sGl}@$^3}g$mkNb3~IlE>P6(E@=b=ifT z7gU)OwCTIQ_RY(ZGA}}$EL!Y~kY9YX8}+<*c&WrXy^g2CBg;yqm8I^_M(ZNRx&9;flTH;kiAbWTk)601r$jCGV)XRDQkA9V#?@&pVHs+&skt+&??#5^0;+ zf^T!9&$6~Z{sO&7f2^OLYnCfggH<+@D!xTG?)v+AzMg;R5-H_&=D3Ayv0z?n`$%Qe zCRfUL7GX`83QpYs_|Tbx zWW8mviepCEZ&>hmwHub%nY_s7dH+r?8lRk88qTYv3w}?a>rBBxHo4dSCeVnAOjts= z!3;U~ehU&_EcyyuS#f89Ss1F)w;G3^{!{5J zvwL}FGR8KU{>%GP`no!Wv)8_;DF8{5=9M+#kJhjd0HA2c$HrzRl?k#Njm(w$+5;Tz2TW=mO(jIgYq}Kgm*}IQ; zePa;R|ERBb($;ztFuE%PEEp=*K9&i4IVd&bSC$SsQ z-^y3{DJ?B?-ZI$O2D0GMu_`eR*V!}EA) zeZ=TU##m@VV^ZyqvLF?UM@nEJ8#|K7?Q6} z$voEZr``P_tjE-3P;b}`MvSx{zg{ZToD~oEd1~%^ z6pPkQLB8LL@t$8J-tXr0bJ%vfEHKsTw8XhInQ6)Nye812b%lL|*97E06a-#z`6A@>tN`l4WM5zkW1f}5j^5M>dm_ewY z<>HgS=uieec)!{-?@?{uck_ce5p%8kgbI2LX5jZ%OD_un+&wq&8(6Y5y~G zrQpJ9$6;$;ona+?3m$Lb)C(rqEw2`c>(0qVFRD8o>qs2kdh7nL`9Xj;>i$7KoZZi> zyzx0wT$dc=OdXud>anU0G9pInN8`|<*_T*(rK`%xFZEo9Ss1VRYCcvN-bCELvHw4{ z@ml4s__%^FM7y5u)J4S_he%WAa0yy!k2Z1}#UdgC)llhL2Ctxk3E^J?xcW<7!?j~EycTy3XH zu0{W}NoT?R!F^R6C7u3xd5lxHWr#)1Gz+!=oIG$JwUN|2HkLuyw&ea>so|a#er*8#Lr6ec z!GRSoMs*K^Iq+O0Hb{)`gP2Ec(Y$g-A1{A$+#cmT0^VDOu%g_pwT^Ekr>V#>C8SbOz0 znFPG|9lhLK%Zu7fnzW?}l1N$nD1nP@WJ*>*u}->I=yGRU7iOaaq4C$Z)~_Oy^Zwaa zm0};B7@5hXkts{4jLm*{VSJRD&iS*i0J3Ist%7MO=;b4tbvM}AUba92ds9l>d{`XI zD>bj5QjOsYtIa7vJS}dAO>f&ET9;lhy)N`2*z7B5h!lYAq36AgS_Z&S8HwmY!>lC1 zPVe|#k}3i<;(TM?h4tkmXJ%Cb`;$@~n}Z8Qe9zKa0US-9yL!sO7*Xm+K`3?@lniP5l794itfr z2esd?xH3f4Xwl=Pn|&U?+dhY~ohvJ>_?&50dD2S~Ai;b_Fi{mDE-DNM;qhK^(J^nr z4Gvq}Y>QNk?rVJSy3=MwOyYJ~FRX{tO+R?J_}+WUJBK-Kq>}C~^vb5H%Zzu}_xI#% zh^P{4dU9y5l2SQ81g7K8qf74++npR4-+LP=F@K9g0&n-TQK=tnnqA5&E*o>Z?^ljHth-uaxdS6aCpLIdD=QUU*k z97+{%dG3n&%NZsz@c(HL?7nUA8q;!LGf`{q=B4*{G2a!stKOPZr*L1 ztZr@K|DPf6(jbfS>An%Vg8DFn_`&xDw>M9zPwif7FPoL9_S=mu%8pR*WJ%*yy z6IOLnAVHAZG2cH*RHUT(9^^4Iwc%08Ec=?{N67z%ioq??nZNeA?+U<#NT+suFTcOJ z_YL(QyolWQxFO7c>N~iVsujvy-;Ba>kZ&(atBdx`zE*Qm5`m>P+C@ff*vbMnYcw8X z`g(tgjY0KL!TS&xh8FkM=bi_^YQYmdDE$q^k*TfO7rLB%3GXzYeN+B4X#}k-_wdlv ziEelkCi1U6jK#jM1TvWRZC0{|=ttv;03_UH!Vwx|7v@=HG!u#HihG|0FYFu_k(VpJ z9j(Qkx6lizS%LKd+FP!{Vwv!!AF{wdoLMRB-?hCG?}RGSfCYXKGh#41Y+HaD&i47a zzbHInWF3?M2<7In!fj21H@P@O?}cd?)UwWH5Y{C-p>LFxBF<+@WAgY%`y2XT4~&v` z8f*qtTprTLGnHEiw;F(A?T zd2ft27Q@WVxkhL88jcTqTGs~+bt=#LH#*d1f2#k< z^x@Ztf&pfh?`t51whD=yU#$$X(?btugiQqIwQZIB3INK_H(SU$rM2|J%Wn{N?hRvg zz@sdzm&7O_@G?mp0asN)>kKA&4*piw0wCr#_m=#7JZ-r6YmlbHYSU-?hPGSZbUtry zyAuTLLbIH{s^M~;xdiW!?&VI_DcY%s(Fs}%+NAB$l(SANuw+Dw@9PA-=}Q4ln#E6Y zlI-Fhas=M4`l7V6lb5MY8I*qUV<+^k$?eBN2=Sv9!%%QC?1*@AC0Mlj?o?WihTGg` zT<4Znm3WBzyXw5M0X<_!`ZU@6rK<7UjB1BB>@Ev^;kAxUa+6NKC*#ZwYOor*KhE*= zA)!@awK>L*xzU~kEXgOr@$`$wW$Y2d)b+b;Og7sW^|O!R14#|+hx*jG)61Ghvw1o8 zZ!`8tpI@l*z6^f90Bfy__POi4$gZMT@}}oP z2nwEA9a-;-I$JNLCe2{at9g%F;o^RRDO2a=md}fw<()efIypFg^FmC7u!75(c%S0* zaGOYk+J62`wmEk{?0Of}dUTyS8>f$Qm^3`TVDDQk7`dk|v_37&YJ)UYE10`sUjoT8 z0)gos2%s8&g?plD9szF(s7v!3j_>~tsN+xBMgHUIXj_<{rl`lat~?Eu=jI*`2&ga0p& z)@(cBKX1FVXbIfB>wdPc#Rr~kUD zKl(E-4Pq>f%+t@? zpMp;(qvaPMBK1M@5-WoKVk#Fe&E-K!A0~|a0XnX!Se7DfcX0dsm-$AgdK*y_?(Ou_FOiz#6orYXIjoIiWXz2_gvC(yPG$$55%zF{i7MPuUq*+4AmQU z92k#vCznqjXAKG7zhqZ~BT}qfsTQ=Ih23sX8|OTFY-qm%csnmu(E35mov+O=rSqs! zG%2G9ZXJ@Hh!^JSeQ<7C@f$4*uz?k3iqWM9@QII~<7YI27Mf5e($3=DsJ2VoW<}s) zt2YI|eBsJub%1YehF@Kr5AY+1OkDv-#nDlHNbV8KI@TC9wf#o}xJ@`Tg3@RSohjBrGn&At8~^OExKTL>tX7Orrk@I5-hqeh&5 z-j_Pfec4t1bm#5M`_#v~a355MkLgB=>%04>*gQTzNJ~6@Zh5)k(7P9UEd)1rC|_wt z?Gbc;RT;cyQe}cas@cOq=`la-_@^mkI6Kpm=oF^%!$Am+5!?N;jIdL!8$>oL>pu?V~H}w{apV`WI7IOe` zI2T?TtQ44W-iMu%?>BDuTfdhkKJS?rdnjhjKfOv7G~nCFU*@l9p`Yju;G~>AKpcOt zvvTa95bF!W`-hG<4y^YPjfY0sl;(|6#_#9U zDSq8Y>>8*1U81KcKHLv7^z6!F639chYiGbU49p82mAWwbT)ED+3Xc`I)F1><8$n_~ly zpqQ}q&_8>l=_d_Q&-V0s*~*(q@w}_{mS=m_G_pQX7XwD>sA9t6JeNB7r)9% zYA$-O{`Dx`rMAoGTA{|5Ak$%OIxel9XGQ-6}mj#XGNYGf4%2547{HL`@=fY zp3mIqcu-l$t^J`q?V01y-5kAS%n^ToZJ}qz^D+2o{JDY7>S*Wi#E?CEX34fz!oe{KCzU9zWy$=k#U+k_uuJ9%NKEV(6qgl0LlR!j+*cqzn^L&eE!^c zt0kT^`paHn3i{RCm9MSH+NMkX@a>7 zUy$1)f0xd9m-*`IVsV?FMh975`+wh2jxXjnFU`d2sGuZ|LT)Ld5Pj@AeGf4Lm)I{sXc7nvDw7J1uBR4Ra zeXc_%d2*eNb{qVliw_6!+EwbO+=!jjTk9)jQuBV#bH{k@Idl`P!mW332E3qna7M0~ zadhh81^Mv|+?~Rk4-ky;8AL?@TO%F6Fs~PE?zWp0b&s3<`BS0LwdjYF_VHN;Laki( z9B=mnvd^|<0@`8r-L0;AJNg~E_ioXgT85IOAN?gzc|3jB3z-Uiq-_KSE?4-50%Ugs z9Rt8&OPyn7RQVNPsIb2~B=BaA*Wu{cyTqMuIKFr+Ug)-vLWvuy0^b`k+-ej=*&{ni zhuOYXv#w$ty4ABh0@r-DsHl2X6tP9x2HeK|bmDH2@o>|&`ZtmtK6d<5Z;>rt2z1Z| z((SqOYh<5=8kIVC-q4rnPka@3-a5^7rjdI{c4yx{&GPQTzqKk-;nAO*7F`*+~Y0mM|zCzoR;tn|3+}>BELH{pl z_qIsYs_woJ;I2c=55q@v@!}v%o8(5dD~P2QdBEh28V-8ga#f71U*sfu)G4mM99qx%0Cc0RmV{ns&6~+CVJ^-0 zkXlz$rL;d*%vVntjR(~+b)3J3{djrV5w9kf6=7!2j9lNppwb}PaHoyG&bIG!CSAWR zQeFaUmAxtALymXJ^|pjXWbsj+!3uJ`KNp5$Xq0t}zHd%ThC76|c=+wO0JN@t)Kg{E zIX2eOU+qAg2Z=eFMVG(?5qZsNcC<#XyNY76ds-xakVc4w)d*Suy>GQpt=rNqn^KX44yD-M9L!b?Lh0iiu%KfHfTeQpyY@*1dux%vs^o#})lU(e* zS3QMpy{Ri^1)D!}lkWFN)}%irY+m%t6sYuuhz&SJ#XKw)BqXuM;eXi1A)qR z&m9`7e|;-zmq~$$;)3v7Y&s*)Og6}koDg1tlg7g5HrW_vSvarPjay%vK4uXB+`bup zAXOoG?vS1dp_UtspMV#*XkWQ;;USpEQ8I*$kAH#ZUN$=t#VrNQ6Iahbxpje48XjMZ zrjM7P`W4Hh`?kLKM$`Ndc9kkKLb)RmlvTeY_Sa%f%B=lO8{W>^FFt4Fq<{LQMCd;Q z*xDPC*xpo`rrS$vVk-uJ>qjh1%lx$19NDLgXwUDt<7r3k=~DgVtJ95Q6%u{^0+8)4d_t4JYaEY~HLZBd#RYWVBtoRaM)Fm=FOuBnWfI$VKH@4nv> zX6fK}Rc9Q&$G4N+g1Tp%dfnCSHwEeeu?(DjOVo5UYg8eWyIAjT9P!%#Jao?C{DyTNou`w7-)3iG<+*nRJ~pb* z8m)fa&HW|@PJ>%qX5&q5lsmNN&_E2@LHnKe0uv zpv8RKtaR_|^%?nIw|ib(f?HW$DlY2SpL1V2HZfu`PZ2~86E|C`{zuF5FaL-|byr7m zz!gVO-|KH1%|fZa>`S-Ts(Si0r`xzn4gFbh`YlG+t)%Q^+0yOPa)jY#0L1cW2fNPRrt}4c69D$Rhv(wTo`8{2?GIr{DqWAQg{7B9 z>$3|yy!`p|oH9D&3HSV}E4U>Jah1}&x7yUD@cD7jOaE{o>4nAS*c>q+Z)P{K_{ql3 zO72?EApv2WBOm9tM=)xZgmL1lG!~x5+`rPkLbE?eDOy`U@N{NK`mU z8!vI8bAOJ_@6AVc54Xv(JR&L;YK3wP9V=S$tuxV`Ubix#g0$9H!*gPLH80LYPkE$x zmCcEEw>9zhm?ADOcSJyF_inF#J2K5Kxp`v>ae-7{i!Px!3hon-g=?xfV4V z^SRTg=&<*>XqRJc$S3V*?=*z9o}7B~p1AyWrzk!P?1qNT7prFXo-|YZ2VnqXwYa`i zucAYw==)Lb)1NtgnWU7eiZ0wc8JM#BeTwjAvv)FFOiyX8m*ms{#_}b75_cc8(p&Bq z{^_=?Z)xRHdfwf}WN%*eUdj~G z-}(OSrPDVX)jIW^dn#=&1aYFS@SH*rwb~T|{-}OGxi<-dv@{atRCbGd(riCgUn5Dc z!zL9AjR?B7FVND70yWNKXtcQiY^CZXX4Bf0@!!R2HL_@;rQU0NfIV~bE7;3&AQZu6 z;&nD;%flB&Jd=Q{Xc1OY=hvfX1MEqTy01qcyME`- zl0~kD+T8A&7L>qV=ogf`6*uUVVDjJ|E5(>^e|$Ul+R~q$A z)F%7UEx~)Onta3rv3K{ckyEMuFd^e%HJ0oP!&#nwem}S%?IS7q7EAl{V?Lk}gx-23 zt#3Z9N)gH3=U5&x2$Mn-=H8NGEHzO>Y7jr$5_3clPbmRJ@7Z8-x2jQ|!-MMk(1I^( z&I(+d)ZjvPy1lQDl5AG>mZx1FGQAY(I-@l&?8?}z(&e<~bVMTL{7il9PZgN|=SFMC zC5*{m-)P(8Ro)NGu*H`T+}l`fLd+g#GBu*Q zBlq6z;SNV#H-~CIRVKHQsv#8%4aPb%lk)M}sl+os4F?YI2n6Mxb@;;geVSzkG?bCQ z+&YU@A$%5!v!R|m12W?B!txlPFE~+_N@%f$XpjPfEO9ir^GiKp7VyP`F!s^%>QP_?_JnBL+F3z zkQj>o4#5c>uegh@^F4X270WN6M1*P^-|LQAYQPUe{NHyR>h&?mWvN{X$I0;e)idqjsw_@TSgbbR_*a zbJcZiIZ9g&V7G>|x7R3+{)V+PO7^k@e{>Hb-Mv1%AAH;w$41x-qF!G|>%j2ZGmrN6 zYZzhtMWa0^c02s@H`lO4G3s9Kbm=#d*GrEkcrGmdm3zwr(?ia=Y=GGJI%GM|Z;`TE z_QuoX&wVj4EBo<$^}(*zjr$?{2)5wNt~oqFL@@0bo8H^bMcU`-Pv?41Hi)GS{_#l; zI)>ezZpB2taO)HpWQuG_L|v>q1v!I)NmFk?dsA2nl^ScU;w9sd)vbndG;F~Y`#|FD z1)>#Vth#2P5Hmb+qt3gZU$3aw(hp&Ir2p*-jqaP<ec)isz~m_`2z!nc z-gm1@V?eUz-gvTMYnJ|E;y4w`rfYHGxYA4>0KB+sYyY^v(#dCe+CMimJ-18uH(I## z#EE)1ZF5OWFli4Uq{mOW)SLcwhl{g`4~yAW^I4=)v!NAtz)lH)FK7(PP2l+O;Sc6v zQMZZzS}R`6mOQg{GR9^2iH4Of^eFIK!;`TLnk*rNi z!5$*==}ph~I$xaq^{mK&w&lZ~qUC2wO!x^aWvgixzkn1bzajr|ywF0g_nqT+f!J(g zMR+ZoE~cMnrQI+O5F=3m!(?zDVzUKv09@6bEd0DpT(FVTaG^WXo_#FB zM5scL0(QYZLRu33>TR+HR@zhsbSWw>-hONM_COiAQ(o{sTf`AGL`Zvoj2ZI>PU zs|@n53Q1mJyuVt1o1}Sxj20Q#1hc72|w6tXHn@?J0emtk@sa(RrDT zVuIGf5S?|F%8@YjjO%$xuJE8uwgkzK6N`{1AaTU?S}`815n%rn0`=(3qwqg3_?z#{ zhe%SD^8I5v>wF)hifZTL?o_se9G!6U6209(8s#jhfx$lK|0p`oB}KI;j6RE5QNaL$2qutVKoLv? z6_KQ(o`1LMPIb++-Ehv{-?vt;hK!VsR6>Ol$AIC=I?bNWkbYkk7d8l;67QBv zMGo{L0RPF>V{x+HeU41`+$t0c&f#MiTRt9xrv4K?XUgcN*6*&$VcW(V&cuLFnq6~1 z-*>M?>AO;!`C{kuV}+)AicLIS79R~5+BPa@?6E@Dx1coa-~M~|6d2rh+m`n&IzLmF zrTX|>>RJ8r{`3VRi|A!?_Zcl?>@^1i`^0X$zU+GJ6Ef+qtU@WpK6>s>>H2oiy|(!D zO@7U;wl#Vpb7(3Hf?3T2y}C);3o59VM_jOS;6YP5Hud0L9L*PbF*DblY`tzJW4bZC ze4zeopl&;gz&sOCoJj|{^@^$*Q!(ZCqLbSPhmCSW-_J%dKlMQ7WAi1)q~ct^z4X@w z3VF3h5VTS2!uOCI%fm5vd4|Y%GC&sj$FBx*%9hS=&q&`K1jP&w(Dn+*M6Zk81ig9G zy%DOTdf)l&KtP8}{V4KzmZigH9%roci`=vCTQfLyYcTm&@0YUG87XVKRC@?hBt3tQ z5;y8Dgmb=W%l~C_`&%I7b zBJER8TEgFAJF7LDDYT}hoz<$Hcf=g>TTZnjYrj%pL;?YXx@P_sr942&O2<7n(U+&-Z`%4$Q2zA3kO%qg zp;IT?*HcVC$E8{%F2i>0oQPuON%ol4<}&B@QuuuB4l(I|n~(PUZ`@yWYzC(r zJcV!F+9+8h;^DJibEht8%k@@|vyJhE2hyVw z`-tU18IA!o+OExUWAR;@%nF}QLc1|vj5TDHU*uXwS|hZ*ZWeP3scT z(`&X>E>hJYq2R>YFvNB3X4j~Mb}$Hd9ve>Fnq)+MQa4IAXxZBFO!oh}@Rr`JA9Sa5 zy_%`fdoZ2lj*dk$wGg z)dyRdNGh0{Kf5^j6(*WM*O9nX{k4qZbGbRUkK;qH3))p~QU@Gt>eTESwsp$m(60qW zU^vmajhx82`5(g%chv4ZklXtZpZ)QOpoWQgBKl2__b{!gLb>- zw)*AE#TD{xU=Xp-EgN{%gVXp^ha+T^$_jq0Bd2!hS^|}gGs~W2(m*tp8*zGG)s1$p z51e|jry}3O7LF~42f3R3hL!xD9rWw-_WiBuG-nOw%5K(i2)<5nb$FIz91iv5Tb5hV2~(N z`(4Tvu74xV9G;XGR=I&loo+APTwU#L>>RaE2v?xf&i)_=Gh=nw>a2t0*E+*hh7s9| z9-m=dhkZpgN15$L@jk5u94Mee}(2D zE>W~^!5_uLx+Qe&<2Nw=Ubk6LWR~LfZ+7kX7g>E{h>$On-Xm`LKWdd$A*?Z zQjKTfgCUhKza=2tP!-pQ#9w9BV1L~2-`xnB=}E<>Uta>FfS4D-aMiy6B4pNbQL?Ax zmBOHdeW3XGvD|PIn4wWzX^JeV1IvVeHAY?_kLPW7`LL~*Hs22PjwvBIfuXkDEZVIB z7mMw;)TnHJZ?GIXZ3UclTBZ2>4IeHzy}BD3uD;iyU2(V7uB7P|q*;1X-M9V`4)6n0 zx60b?__R3f(RUr9@u>y_Gn~ZN_2X79l;93!CRo3Cn{5!Sv^Z4?3wQ}~qyVQT`&|ym zS#vuYO}_$GnEMEn;0$B=@(->0xGtsg>`d$c4mO`~06qo%Tn?4hXHQ>(kH%P|^Za0P zi7ULf7fa`*3|)gc-iOcg=z^L~EMx8;zCCZFh3*kr$bkLWqPL-=gv$;6=>DyU(YvbA zcdDNJO-5uU0&WfRCTE5%O&&cU#;|6kH+6tOIubgq8!4v>u`|X4v^PQAfh60t((Jx| z6tGo;V*Tk=-{RNtZ+15=;q6jB#G^avUDS{Qvfh;;sV?|t`MDrl4pc;tBdWcmk`Emf zvJ}0(M&ARnTA0KjZn; zS(|+TlFqKM7aq**sp)&(T`W2~dfQ&I?ZY|J=Hj^ADu6G9 z!ZBwtVwhpyKPp#0?vfAjxWLNKeuKC?zxiLMYM|ES_{=}qu?w)$^hcd?<{t6_g9b<( z$vqbg&er%OeuCU8oAskPeqttncR(8IYde2dH~t0W*udP$un+v4(gtom1A2 z3-|B28P3{aX9uF03cS>p;cc=M7SgGq{#K90zPGE_j6okC5%w=3Caz*}l%qYVT3;8` zx-;GWsfAklJL%lm?e135YgYYlBkys*Mq*?-pZ>MbLH!jbf#kb|1DOU3&8E> zj(5x~w<<^K**KOYSuAH&hn+?a{#jdM49&?TucStUCNr?eWu0ed!!LIIinNBKE)n;I zH<0hE=wOy3Q)V1>bEC~pC_&roeuL!Url2GXI_+YK2jDlQFVuZ4jZIutwzF&Zy;k(nw^2)gpwZj)Js#b4y| zR^1C{wvw__xz6JFW<>HmILYmHi=U0QM+#fQqTPOU`b5|)IOf&$ChlVKCJ$aWg|CRt z%K{*}SMPlCw_sLN1QGbvo0=`0>t?3#x0#3=2L^p|#~rx?1ZQpV#-q!8Qz81=C?OyQ zT7WTlL2%^``rG2}y40AP5Ox67sk% zyVt2-)0*E4&E(7~(CIb2FL&-b$z}nD&UNYf5sRS@j*)d~ z%5{#9v2=rA^u3EPuRzi_I%q^$z=Nj{=gng4n@2ZT9^N6B^C9 z*6vHowYQ7x7L62y>>0E68bDNJzn(KtKy*wDUvFRW4btI20OpR8bA*DGOTz~*08Ccw zVmCJ0(2`hBB>11)sl476wU1Bqj@#UFFu?mPw7#&jW(lH2aF^Wz?Ox_FNAe_~6&Ide?RT;F zNPj6#rZcHo-P+8TnlG1N#^5__a6js1=v4BpBJ}w_%Y2xK*@EU*zjve z)JZ?#!#sZb-SN%V>wmLVxSnpT4#$^U$77{)cHrmtb;MU9kegC*BJ0R{F&UNH^l3fJ zE63TYc%{%(IaOI*OFr}||A%=j=!~bEbt_Bxs}%M6W1$#A(DgFf>n;DL4VH^m3HeGh zArJ)BcX3c!tHo=|{MGb39UZ|XSuHdk7q9**cz^3Eeu0VAaSkE;+q<=CbO3oX7&O$T zT6;!y>Ao|k7{M}~8lY7mF_7uwle(1(9{+q(fH$ip#xrdf-!!{j4BB(GBA4tLa%g|y zYFub{cd|Y96|;rX*9t1tZJ6OQscUq z)rMxEX@@jQ-h+q7^jk$Pxk=s2C$03|bq3nTnnb)`QbwRZz{#XhDWs{8F4H3inzMYXR3AYkhu&gs04p?EC&I zEtTtmQs~u~g?f!4zS8$rxE&6-h|p$ps;Kn@a5;)TJb_=$2#?gJ@H-2PuL8R)mg+Un z)lI*XZn^~P4w-zbl+(&R18wb$eThC?g*#!8Y4s{kGl=Lr8)v7#W_mZ7mUSq}fH7tM zE;PrRBfSJmC8o0XWR*sp>byG-5=fOsFtD`)oK1aerRa`6lT>eGa9FX!oN&&hv( zrNo(GtZCUqlZ8tFv+Z_{^|oHz7q<9eJKK4q#w7HAr@lXPulVbaqs$h1Wef2kX&>-% zZpFFRCi2}ZPlsAe*Yv+O{{d9>ge&OerIq+`JSQU z%k@sfj%trvHcuQoq>OGgl<3VD4Qub)(7-!DW|1+~0so!s4SozRGVF} zm5mg7R|hoaZL+P|w?g(YC*dhB#^GMJe67*x$!;N-tVrcIVxti~0dKfN&0Gn;j1Hcd z-uo9gJbv(78F3;LNDH;HEZDhefep6ZTw$=9*GulIvY(}j_pCrbZqux63hyk|{?vHq zwU;5^TT&KtZ!Q#UXlke0pk5zrrqlXsvphIkS#6fsO}Dz4FI%>_Q-92DG;fU6FY<@Q zXQ#qe0f8w7DtRpot5W|h-L+}Il{CoqJf2&Cq%DYf|5bEw@%+2c4|dV4-e4HmjL*o9Rr;lfN_v7XlJ0m! zd}EXOpakLy;^zQgdp#WwpR&iEw=DlTwO8^t%W8$y zvpHSCX7@bMM4^uqs;86IqQ>5v=kn^eKmU1=Qgsm6=+t3thhMBW(KYvL_!^HeEu_M! z&}QVjB>Z;r7uKDJSF5WOs*{s4PxJEf6Irz{e!bv5^FUX|?C-?}%g**4K@M%)j4%1N z0Ok>KYsMxq6f2kZCC`_dNhNtcCv%8CPz8bM6XU&~Mg0~clo_c7Lb99Pbs2b_h<+(h zFNH_>xR~7U%?u(w+jhfi-o!_vzzwd&?vlhOHAL22?ApSCv73|zoB=ZGW*j`v`ve)z zr?rNDM>xf@1dXr4R~OMw7!SINlTD?(7yPO(q%g$xZ6?sj+T8x0iVlYiN6a*k^sMIv zb6}}`2yxmKi2gJmHfrDkd0(2)lt!tfvJZdubvs46{$W`k;97TTwjiQ!8R*k*q1MRX zZ_?|Y(KvvvV*IPm_FF>Py8C#5kM?TUK=1sn_}-g2?X&yv)quAtWN;KH z@m8I4)CCjf+Ci$i;f1I~J4C2q^IdrA4%${!D>9G#CK}8RwLidUcHMk?x)KI^qaS%` z!7YyB7h7H3G_e`umwWe5RMOA)#dW!*>j%spcJR~R8Cgqn^)(dsU!tV)gBSFp_N{L< zb}N7CZPZ$b?{`vB;P-CAZ&#%Hf;t1=Do19IJZe46kjMK;GWM?(S4)(nbetG8(0$_C zigw82?(#Wxo92l5*)D59WDB{$n54TnF1mgf&Ycj5!RLn)NKDVW6*UEMk?LGXqGL4Zpg#8F}1;D+NfC5y12Sh?=W zjoO6Tc2K?dSHatKuJQY7P?1HE_bQ+7s1g%moDo((69kjW%|hQ446_=~%~xe{Y&nVU zPJ=E4rPaS3khnT@XD)GT_I(_yi0xD-$OF%_k$u6FdJ|Ekmy7{|0o7w{XC_+&>SC?! zZgE=Vi&<#pMCs4mgWKsZ@)IxY(5Q(2qLe}`;YHL=a$+nn?7%w@Hgl0b=kd-F z!GRbxFDfxMvYG}S5bErgkQc$4o%1t3d?p@Ru-2>RD6?uL^t`PhdYI=%YcLY85Qo~< zmV=<|p4M#h2&pR{zm6&YnzmjY*^uh&I6wm2=Ku&l|O3#txp7 zJJ#8>iN7B=>yw3r2)iq4)&W35cFM{Y!v)tWw}JoY)&cIlBaWbN*0^AXb|-g~960Mc zSYO80a(gd69pl_P$qJ}>0TZ{W4WmQSGS&9$UPKScM>}U_8$`wyzuoK|eMVrru(p=U zkgD;ZfTOdA3xC2cvUKYDtG+J}&;1(ak@a)1>krwj@~JFW8OQ@nJK~>Bc+Uvb?}gGE zWJZR1Z=AIn^lbdT#+9cjTwj&U_#n+oOCCLp;f>M4$+~h<{e^%sRXEYY!>|6=t$OXL z@}i4rHY>1=3ths~q3Av3i>bUO?x9jU#)MTWLq=&sQ^)7M18H6h%Ja=X3Kmgr-mn($ zSjD=h@e*Op;XtkY)r+Uj2zijGd-fA;di)G~pFG%Uj zVM!sl!Mn-xP+WJR8m;$4YtSMY`N%ZUuD)CYNI-bGon`!@VDVJ?&QFyNsyoB}xw?%f z#>8*pmk0INYw=f>C)o=)%6{pPYky2HJXq-=8#d&>vA3ZH#j-h#i#RUTywa>?9xIFI z*tTAQTqVWQf;4ujwYxKOnmTojTRCJ8w@(I0_F-uN!zbO*bTc2+ymv@~9kkY4&mb*w zB@CeR5693Yh~Ulk2yDkt-QH@k1?V^NE@$s^O)Bv6rgFV?wj8T6>*>(ROz1x3y%h2; z(}b$Q46*a7V!c}#oJW(&iNtw?#|UDPjMWgX4VP0r@E_J~Iz=Ar)_LuTh5m-3NOkVs zij43&Rtu;IM44Y1lPB$4J;qPMhDW4f_w0RTk)eM%dBqffal!5fM@H>*kcpKIl+Jny ziOq>O?*%j!OVp#fr?Jag`u4}_6u^DuJIXl5u3$@z)p?^QRF+E%hi=l#jC#C0KF51x z(9Z`~$}jYuy^c{r7#j?J1EhjXeGQPKS=+27gi;WquD-uagH^Mzgo-vCz#D$;J4JC5 zq`A^5x9o%3q$cf_!(c}4`G7p!0*d5{#od8?e>`3_#ckzJP=LL|;Pzlm9x{6e79jIb zm!h*|PMha>`utwcNlYf|`{!LbEd}QF$}NMuqXUTNRg`}>3CrC=JA4=r@_eZ_6eOO8 z=H5QC+muqHu&tj#Lah)sU;LYLS^%}((f)c0;jem!%PkqVhVmR3%GdffcLT}BE$Lv3 zZ|6FBwa%T~A4L5U@j12M2{a;xL@J;w>E)vKsXb_lf|=C@Qf=I3-XYF(B2_E~N`+fi zrg`=0`U$-`Ay=47pT#CyIv7pzl+m$wv~x_!?0v>u?t%WMB;UYUe>gu~2?oIP2C78! zYh~Q6xx-@7TYv9Zso}Br%6`AgWyED(u<7W*Zv}n#9+qqw* zTx+IV2Zy7Xw%|`A@_o^t=MH^j0%<)zwWsQ-Ftm|e9&je3QS1$0TcZfbn|q1eK1g|^ zoY-c1(p$%foxrX4M*>*%+#`{BwH5+|`GU(I!D~{n|2RMBMb-?^VDXm~4}p@+8ug9l zRa+z_kkTV;V)Ew=dAz?YtTe3eJt1dN)+VT~FX3z%1Vb)GSj^$VfGA^{1saR@ep(vQ zZ&;{_IPP7C3#6UQcc~X`F21ESQ~>hNGAtyP3qf+r(^dzsgEZ#BKQ*-`#H**06T^U{|4aNh_;Mpx6bxN*Qr zY+ojS$*wu*3ipf>UJl6O(wTRI`E)`F`RTJbFN+B( zL(B0gq>o3bw%>bs5EIJXdp~p=ce3uzI;+8#3`eVZ{DEg#Twh~V#(^05pim*F_$DlE ztT$b- zC6Jrt#)sn!y}NsIFL>b)vByUErLMmD7)1JbW(OX4Z~M zV**Tr~5xiLVN$1JrKp%clZ`GosdCFiAFoP>F&y01~rQhI968+3pem zm~UVfo6ja&J(+#$1KS7Re<(d*;oId)TW<2T{c75L9`j706Wnp$B@}3$Wsu1E0+m4- zwVzu((-j6@Ev@yZUvBTp%&iy%;ZjRri-4RtJ)0PNBCv7E16v zKV{?jbTEcj5UWzhQ zN&TuDR1G~nKGN73_UgoLQ|lO4@Z_<%aqYcCjsxWhZODw8ghMWA>?`>Xv0qwP{@4zh zz=dg1%}J);?x)(CELO)YWgm6pBkFI8UuOzW$>P%j-5>sWtM;Jw>gOftGjyTVJtcu? zSurE&mJPmQRW9YEMLj>NzuZxy^D^bnD);4~-y$^DZ}>D~-0ISob$H!VXP)zoehKEi z$4a+1@cZQMPcJ#se9Lra{H5gQq=$W!#+`U7RnJ;Uab|>1Tn>?c92yB%{0?$$caxhX z>6y$&+n}HuNO64s4KKw^d%wq@->o9Czgw^eZ5t!tGV7^#^wv$!g=jF@EMs~j0aif4 zYi{FDI~FP)u|xn|44sN0;(Npeq!WV@Dnm}e_kjT)J6>36X1!B9nby^Qkmjmz9D3}R zy)22ZM)k&jJEO9Tw@tKSFq=-dAI}-Z=r})kSP<7gv%{CO5`M1X$2e>BIp@UKg9w6s zAs_ncE8EXO(q$VP%?7#IpIo-~J9%ZPL~T2UZRDTbB_moxTG_m~!IFi-V@ug)CYRU4 zDDJGXqgW3A-ZA-&+>)&QbN_Ir=I$t=qbJh4RN}D+6vH``D0R?{)YgY3F7f%*dh$4K z#f$BJs(LgQ?e4s`T|oP6YJQf()@Huhz5Y7oK1m;Z45|r}fC*GdQ ze21m|OR7NHim3fWEt-E45Y6>Vde4Et>!?}G^FfhpY?Oq0iG=Y7c=k%;L#C$#Uij4F z+xR-QRy4pJ%!<# z+@VA;zjUyTS2=YMv`@=HtQ*T?S0-H)*;<+B`}$ehoAH^9-SwIaV94W zeKZY-Q|_#rrv1&y_*+EKf&SHXz0r9Zw|y zuwCh-gf-s6#mT`X?p-7|sW_6tHvf{c0(wUBAUVQSXf&QJAd(G!A6SB_7meBdegE|JH|vbl3c$cCWPGm%7j|qL>P$Neykd5%X<#g*8by zrG>$1#8LG}l={M#*HYxS_>vn;&`QI66>93Tb5FJ{F1vu`*kT;ovwFj`==x%NhXU8> zy&L=U@HihikER*-JP?vhk$Mj{axLn52s>K1+bnioZD^>$OeCJAwRxzNzK_{v#$3>t zqdpJ6n=SX~$KW8r1ZN^W&H)uw7uH>wxhmp4=>dV^JUHv!_14nuqh5dY0U+<4|Jt%= z6~2Lz2ZBf2T<)9%q<+}&wYCS+;{8kC!L79v`~5&yQuv3kvcwrcFoLJF)^nPz=oa@Q z(qE+SE+F}ZX;rhQrFLK}b0BcnkkI}7M=A}GEBaZG$E>ZDs;?es=;v_7YQFVMweWa- z?}}jy;}@nfAB+5XHZW?B0{{AIQ2qy?@VaxaZCA^<-U$XH=??0TCU?$tELUr*B#+dC zXz{h^5NQ4T{qQb&oy7&wH(NY?`~ z%z%B&hsm*l6|F~cr#$M`6j!c{{aXziqSU?RDUq!_nP70aw}odiv7&v`0MajqPt6-8 z+@|@7PHitV41!i;@Gx}7wtfnB+&6)5YC%i)-dh37#9@&vvd$eK&kgbTYyK%v|!NuZ()3e$2sXQ@D(yulB zCX#CoZ($98=pDw>4#ZIBufM3?C-Az_2zx2Nnk5Lpj;di}>sOKUo_(SU{{-wf#~ryk ztSQIuzJ(E;!CsTanBE2Zv(3S&nE%D+#+ZZi3Xl$0hErMQ%2g9S9-Cwv#cGcCk*6t=ekXFxUyDMgRaU!;g-_We_XlV&Ri`r}P zf(i)mbxI4!cNK}wy-6M4DZqVJWsnv?EU6B^b>l&`n^f`JU6GVLj{~uq)mg{{_4CEm zUEV+S<7BU*m%|9tCd*pN+w@_*zS}VjieJy>Cc?#dLzW6nQ6F{1Cbx$S$iAEdHp2xe zmdjoH!+zeR`Dly)BrFjQ`YO^VELsK+HQZsZ=B)S47eL9>FF*M_>2`MqWc9g%jSK;X zTy~o4x#j*E^bdd8sdVMcD$-$==*(&Mbyz)7{_S+Bmz7mqRYC9No}71%3+BpgNk@og^Y8_8J^D0YvXCcc%D){gvOB!ff~Oz`0D{f)@QY zM`L{g|H>Gg5G^7O@{zxJPQf3|LZ|;7!=El!wFO?$*wwA^*LtoF zpQ4ZkCzRUIi_5Xr$xISyRx1rjTJ_8K3)+3zsfPYRI~T2tktpAH=fyg{?Gx$ua%)GQ zAwE3b^Pw_P`b|b$=ksgO-^4;~lKK!N-8XUXo?nImM73KFj_Fe~?0YAkDxGNVD!jeq zX){a`VMx}pT6oB!%d}kGxyGC9-?9C=M-0o&aY2w+1&<%(ZJgmvx_h+pBLAM=k#>nHTAeZBq!CVf9d=5 zZzgzVt#k2!!ZBZ+fc4kdm5mS%O6O{^f>eHEeu8rM{-)&h~7=wJpYx2XaTie zS2Q)M9L%`vLD@U8Tpgi@T@fq_#wsqS@YKi7Ix19|HXw8ElF?Ej`BX>`zFi?JxAnJe zjn=9YhC*b|W$FEos) zecOlX;@ORyhd7;xuwQ@dbHTIzBi966Kg^aU-wV-I+sYX5c~+D6raS3w#tm%H&^`}~ zsqYt`hf4MSw4Z_#Ru*4O3=EiJUs{>S1iY^R;8+);zpwU&B`Th z-rWvg7RA;#L+?~qCmlvxbzWL6`r<_%YQOcWWBF@9d-QJ?d1kSJbRP)UGu*qI{$$V4 z3*V95Vtinzf&AB-sY)}gJm~wYFngvv(HyH)ZcIOmSg0IaN#Zb*U+AFB6)N zbFJNU2vd}B71RgDn1APy$%;FN-{4nVmS!_w=kJGrOXJ44c>|XUqZWthFkJ|vJ$&om zkLlDXHJMm|#Vi%)Rr;^} z%KHt&``lUtYTZZ2FAAgZ1%UG-tADr;$^z*g==I!LwuQ$b5>*YQP6uOhptjpG-^`b} zCKaKz-oz1Honr0CB|mzA{lS{2aeqrEP7f#5Cv7R36o-Rgh6KLM%|?yb=pquB081{CJy zPzWJ&XuR(-wD-o#$Ug0r`0au!l|IMHD`#Y&1S0xHVsnlK&yvT&4{XP z;V!q-Yj&a$MfLuA1bd%YXz+t3uX9qG2-9-?Uyk>M+oxLWSFQX&=ooTdaR2$oatV&z_I{oE^X>oO_Z3ZcF z5S58OS6Z`2Zd(E33G#j)Y@#*V8$zNPg#Oi0{=@u-V&|27InCh`-PbAXZO??KzxE!bf~m&wQGgc(L5fTPln*y9cQ z=G5{#)V7zb3T%YOI(uPf;eJ{+#{1X!UAV?;^fa%m)AD%#W%%Rl41AG*19tJ2lQC&P zK0e$DB&Q*?wuDdcx?NkNyq+OcBR`Kf%UOFGRu$;u4&3vv_kaSRwuP0RHswIcg$#R& zQU+weF>qXKabelt)Y#R=kL}`2#7?dT_Rj$Z-YM>EoJh7k$hM=$&}v~5J1Z>M$FsGu z>+wtCw{gqxKi%j@-pYmm3#>2d9GK<3ZH<1=<_%6`AFoYGQ9=8~Coit@r` z!l%zvLvlJU8yLE;8+5Qum_xc{0cCGGSqJEC<3V1n6`*OivlLR`#`9TtLDCpeytRMXb1t*3 z{OMhBt7A`uz{N`)RtB5H{@JuBL+{jwWK-Zf+gR2W`dxvcE6wKa1Fz^$%^EuS+f(yj zP?qOAL{y77`S#g86veIhYu~_61o#J^ZHvX zIOWCZ=Xw}SU%7T~3S>Pai#tQ)aG4o(c90#>N!+YQety1cwrXyWnj_tRm%|O3rYGiF zZphnU(MbM7YgqWTC~l+zyraAvI0d3x$70d%yf;2IBt8SWmTC}2qYCEcbRRd}?)!Ul z<5r;_VM=(JMuR1vKKq+S9R6W{ZvQLbqhsfU6p{xt zLbMQ9dFPxPV9vwOgJe&}CdQhWUx%XRoFiSj72VIJTa+lS<=q^ZMNE$TbA4Jw>qS)7|#$= zZoBR|ExS}<^R3cjWB5sKIdTSbHM9r3E3%%M^S>55eomGevR7+EHA7EjX&YeO0ldwV_n5_%QLP>kR($W3ujR>OYQRRC&#z5+*L*>xn3CKM$6)(|J;PrJ`>JVuHdl&l zXt_Z(Z{ClRT%i7iz3tPvrCy~^=sWGg&t3k*I2TYs9P60={#(|!^UZqA2@m4^uy0>XRyq*|ygE!lQ zWV}wNht4E&A5m_~j=PM(0h*Csn)5d)k?JH1Nr0{0<}kHV2dn&UqZjgYycmyG4~$M7 zsaLM`_ci5^Id(UfHgCC}9}HKhbohq13YCCYDFtQ1A6BPWq7JCy%4vAC`r7S|zJSME z8lz<)1(VIIJix18f7MYzTNn1++iznYWH@9KU62jh-S@S4sw>jzH_yDPO)uu#v@uuZ z7&?PotJ;p=J-`($2!B_*v*vS+j_kuZl9Uz@$;qEIt95g#M_&i?)Y zTI$m&c9UWWEoc*ZLRQB+cKO`JGB&6m!8qLpT}rR%A_Mz!$0rlI&Zdbd5Kd2R6Tf_GQ8*(^!6eCr0j`D7h@mC}?q z*4Qx{^uqEKxP>RP)1n zUI;E%>yCata%abVe)?@uI82}K{ozS2^hS$MW)V#K9$vMgokR06&*hBHLsy2Iw;#8- z3qWsxW;o%I?`|Bfoco{wcYyUGy*)PS&CBw7tkXQk!YWF} zPsDS!x8h=25)nGpK!;yYR`R4C}zG?3xv1IB~7m>Qp`&K(G@pB{9!gXBa z#$SBs_q=z?bycKre-Br{4(jO(O~a0d>)d>=?z*NI=)a(MFe*D-?tY}xU3;%4%PlsF zPumC{JmqSt{RO}bd|bP7!-Q{yuA)mI*K5`qvvADy@`qDVo9gSsetbCqBR;Y$ zKBo?2D3iUVKGbVXQv}#w1Oh+vWo?tv@I!G_1#9}8XkGfXp(4I52JN;CzWCf!>I}QvlQ<|sf@^0%999r7w3wGr9sGvUp|t3UE9o|7 z`;NnxRly1Pi{ye{wb6d~uQZ)SiWhGK^J{$;F;rg_`U@A?{qH{16un|Yc#?_Ru>7>k z!PB{<$3r2gv=?dOMawUtzKRKi#f6vH8~1*+Z5vgj_^MA9oqU^n1QTM>qtRW1)}oaD2=vRuJ({T(3MW-)xFrC&y-*CO@7$K zFQuB4zVy+`wzu1Ze*D!WNuijP+*~OV^0!kT&-M_JpTAo3RoOwc>Fbe2vy^3bLD05vsrPQ29i>b9sqn>&0Hp9MwRUe2}k ze08_A4Z9lw(ip&{Ojd%ivqD$jqQ0_qv`#`V+w4`eSsql4hbGutpy*O9_sHNZzwd?vvW8%Ru<#X`###}DoIoRa3d1ridv*Z>*i)?DOlgBr&`!Xry7 zaF|)JZY9>dk$eCj9BjVF*)_%d_`F!XtCiwvbF4o(9O&Ylv1v9N6}Nam=0RP~LRoxq zo7cHUg}=cv_Zn~9*VVbbv(d4SduVMvM&^BEkb&52@J`shT*1uPxVXMf{hV>?V~yfT zJs;2Pn^(4PKv_+ z-*b<#zq}vz*yCL*dY(D&`?^>^qvQfud4leQw2#C1f}TJ%d#?<~>g{`K*~WT(2e12^ zuk6NkG0mR~8~_@~PE>`4T)Ssm`Ij=JQU*VtYd_<0jGRJ~dJiOBA2Pp-2M509GrPRE za@sf~X?s|D--1rN{}=3`(L)jFa}xOdmNt2$$}>-UQd_v{;310x><7k8U1KiDAG9RBmge^xk9#t2??T(LY_tB5oq${kTV!LF z&Fi0h?Xc@SAWIAH#;>9}ke%&enMT3DA3b2&8EAlm?{=|hT=IX~Dfx5_NWKbmmgQYo z?Y|<9>7hOxKf7Qq&>H0cb%dFp{e50M!8-EMR;3xHkWC_p4B?&@uy_$Tw!=L;q)N||8@h02-abZhpv)-8X z*>8CTXo0^<`)}NJ?u^?>%fhh_KmW;P{20BR;^Qvo$x+etZxm$v+5PELp88idfI56p z`N5#E4{C;wd`SD|#Eu~^^T!TbWMi}@s)=NtpZR7j{1p-EN=(g15{hqIasA;Io)(RlMFJ(i6e8a1LRAHm8znJpUHjn2fn!Ue zUs`o|7Nh#i2Pxa;%Tg~5B3xF0A9^KzmX=khAIEHW2)%3g`P zc+dAv@%AiPRPddF_4*cZLo5_~8M26JX=Kouz9m@HGg=NT_~0D*70=lzX62%H9O_-Q zDEBaqrN36E`V+TtR3oKy9h!xZe>SFrUuP=%``Nr*c^~A!j@mB$JahrhW=PTDx%ic* ztEsqAN|(wOO@8@~h)x;6_Jz}OdA`06$pih>ULZgHE(=#Uu$pzW88^CHjy=GIlM|e8 zONEvCZbDhqrP-{Ff5*HPqqTy^?5S^Q81 zWRu@Ik>9tR;{JBLG)N@~HBemnI~n~d z0jRXf@1cQkzlpP)-q-Pb2AXI?tjTBRcc82mUl$!=PwZB4-;CNyGx#2&WZ4z5Z9Hos zBc;@lsqTGJzvLQ_yE6zQTt3d;KwO^@tUW2}TZm4)f=2?pcI=Qt+?>P8*S&*#&jJ)E zW=?<91Zsqi72&gaG8XgOd=JF3G<|2i_l4t&^wZtu^J}yDZcpXm<4~1iuV#QZQ~tWI z-{`4TZ*n#~&D?t3tX!=JvOKW*c0U#XM{~~;8oDLzx%U*XhcA}7i?Q?%;G-<==Q{~o zvFLk(63S~IfU zKHQRCWh4^*qW(vZ0@DN`pLTF~+G=*pEA@B0)8?e$e%*l}AMKoV+Sz}vTt%&vU^xLB zVwp^rMj_kI)9mr=7uiurxy#4%DSUkcu-coYxCyoVyLU5*WJ7>srZ#>vTe#;AIW;_} zmw{Ut_Rv=-F#U#635mt2Ce7kpk)b|mHhCJCQydo?k8$ilW&rHKajtS>cmgoqS>>Fb z>La`5S7%EVeo@=@>?(Jc9MZlcmHckrO}ti+EgI0XUihgV1-~^TMeErtE1;CT3V!>t zRB3hJ2SGG#!@)T5%Vc_1?I&F2f{p%;wH7vH=%I55m(9nzdGG2?F}^MWq^RD+>iGkz zEMwBVFhXtZ^6cDCwR&|?ZMJjCWRUjRY3vfi!KK$c?DSw0v96KHTN=pP)m=BI^Ya-M z07>(DE{%2Y@SP`vWeZ z6D934&nZrXxBoL5+~ENZ23aMYzR9=7N-POt(Am0VTW0UY9=>ZeQ2X4e;;_Rq(a=P;}R080ZMjwLQDjaGzE~|J&F9%JrJGoXMCm z9~kyuWiy+J7;0a1resBx>EC1 zh}<~2g-qzya(|HOD4eHsMr<}W)@J%!-%$8Hk=_wI>ih8l*rZ|uNUciv8dr**)*RTE z?Y!TEfoZwF$lsGHGu(!bB)*+v;}E60u@&z203~0ci$?hgfD-HRDpq|zj304WuAk`x z6{%+4nGT1{A&!PQZocn~i_6RVk2!7B0j`hA&@ZDIw2l_@@2`7qo+sD-ekxk0qSe>Y z^7NN{;n4q{uWDTTBt3TZ#9v9BnsR{1)^d0xANzO3AEvd+g>lpy?-hTqPPB;>v742! zKI`co6SDAJ?3UW8-wspQVU>=ZaMx~+RBJeFblYySTU$u3#W32N2wN&Kcdt!{9j4 zyZh?HsFs*HcabzKmzsZzpaQ%Q^3@*I3OK)OuZWJ(%W}Fk^9#3Pijt>>r&S!kKUc`@p z63hlGw_KnMnVYh9+E6KR{LY0tIl%WZ0nFKQ=IalvFJnNxPM z+*;9>d$6Rb=oU&$jImrC_!_dB5VmHySSjB;lp9&On%|jPZUuqYsf$>X!t;?*N z(a(WomoEk1fA{cS^>qFl`}RN-Tj6MFXY~VMEJl=3pV`Z2^EY}on<@eyj8D2kvqh&q z>JF>+L|Ce|2)?9S`>^l>LfIc+P0!Qs^CPsU82pT@8NiQH$#wdvmLLUf!c5ftunuGP zziM&v+(CxBY5KKKJVIUyRWfGw2pvL;qH`H_|K=4lBwFRi&S;Ac_y&9L@Y3GwmcNEI z9u?M5__L!LwH(3HW&)GV;d1h>h>H=Z^p>6L#Lm}I*xt7>XC{PuzB-N4&@9we{`~AT-eY#H*^NDkV&JbA{II(-{=6g_gc< zh^Y>M;u{3k8>bJ^Z_mmug}m-TTxm-FcMq%9?s~b}@^oLN7oesVoN$7l?AKF8W>*Ld z^6=W9A#b{{=>xE(zqF)FeN-g0{y6C}kIphw>fe@}NA9W4yc7S?`%xMG9Z*&2eAy5+ zFKjHwnz{ABFhs=_=5sKl|Gm49bK=B zW-s108rT*VgyZcCJmzyFU!KuCO zm4VrFL2KJ%I?s1xv&Wn&_lJ!;+^x$M=7nK@P#Oy{urnrrS0nfZY<>q&O&B@e0TSK6 z9HwbOH?+C)7RX1_Z5&Y}A{|B9Qxt=GRiBF9^8TNfc+DmU%< zihK3~yIWt>WxXsO$k+xvvH7l>t=gMe5O1(t2c?pofjkc5+EGk-`Yd@=3jzz#TpS70Y2OOnKaFay=Ix@$foGFSL}x$)d7#aRZDua~-87ny-{S976o zSFyLu;MWcYONe|ww?&rqLKQQf-2-6z`!YHf?MXXqjl4AiDb`MV z3ov&eBU~X6tLk@-yU+5IM980!CDZ=f`qj_0w*#V7y}&|z6IzAlZkekyuv5A>&;79m z&qaaq<2(1&YC|1&hJht?Re5F)cM>F zp3tz+iBCKfS85fYdX8VKKVuE32J*3N+Etj@t3N|)RRwpA4A&PGqo`V~zcZcVBiAos zUawfdSJTB>WB0FHED{`TSk38>hq&q8Z&%EqHn+}=!)g4ZWOlK~b(6$uVi#P*h3^x6 zKau9X*WJ{OjYcs%25PWl&{u_68Oe`7ygWty$DJx$rV^YNCJ`l4d}L@&JW;Ve?*U9% zGP^!^2FfejDh~ELxfXecYkGfeMz(8RI<+7MAYnS2Pw#cJ(dpcPQL3w3vRWMX`pqKc zS|xln6x#~bo)WeY_u(GZ?^z*H)yCBg2Qi0k`e&_jv-oDvzc)FS(f91^UcG_#o&rI#LaDPysRDe<)DqVj0)enq6K@f zY%iHcRs@-jTPtBO*+;NpPO>W z&936^+lQbQM$g}wC7m{xHTY?_Q+lpFvO?u#C8y;!uG(NvK>6I^P&t*;t;{1+yRNlB z@q_2rl|pR@BcvhNU-5jj$FJFXIZ?ICXc@uMZuO*gP`h09?EqA~{nl$Y+8DW#aGVX1 zbFakXKfPkxo$Bc2F>}@}3T8(rW(2-rGOoNUg0+c3Qeh{dT z>mC?woIk%GrzhR^e>=n22S^+k*=rSvfOr-zfa^zimKJ%O4*u>K2DV$ zg3`6Y+Z#4_0xgXt`rdnYYkcQr2+2LYZ@Pag*#)|)Apri7zujrRPWm?{oGma~F#O@@ z_(7NDCPj{OgZ^+_8^yET1@v?>3kmB13}xOjmYZ0bGKK{Xw%e8 zW6>^qoTY=sfv|`{3=e zz3UOhlJ)A0eg*aR8AmSSmu0p00*&sa^oX~!>?2(7=xw}GPrxxrt~+k<3qWVe;i2~* zzh`ER$+&E+_u}#y`$MnWXqJlEOQMf#G^%=-7H|u1M!MWolQ-yQIL`h2`FCyslNI)A zqYWsmdU5~V7ZPJntdE5T-}lZjs94c?{C^@SOzhgZTUp6sT6OnMhp1hxK`g;GexUtIoictAaX*XJhwj0m#ZADvW@s_k^Tm(OSPlCCfzqyI8GdQ0Q}ka?1StL>yU zC`MM8D94@EkBV+5kL{YX!y}$89Gc3;4m}EhLa*dECn(h z&y=$T>FZLfKSx}mmnZ<<{aaKt$doObdrDbyvk6jO^=^-}|D?^YAn{sf(cBzxnM$kt zChk38s(;uWCsa;!K9Sk^b?CH=*+^w|Q`tkS`?wdj8%8kzV1XCoL1%v85Inc41y3#}erzUCVkqWcHKvC*b-XrwwRm}jj7qcD_EhP*2P-|K zX;OTZ|3+E)XvxRt{qQSu8%%4L7txDN+sk1d@6@27bR^do$_DRZUAM+1j`r`WZ}!J+ zIJ0&91(dnzIj_wB`U|i#gHR5 z0iI0|%0mTbFpXywFKh;f!DRO3+SB`xFjg+BRH@cnqcfAH?c4Wrtf(~uoK5Fzgkc2C z@eTB|NvyM;sD~<$86vxa=mR)5bZ+^Not0sf1=8X`2J+n>0k&%kb-7QO4IP5fyhfz@ z$*j$=6E`_mX8CI6I_E``-n$a`@FFSqWY~TUe>h_Kam##t-YVv5`)02B$ktqPIWDw9 zG2h(ol5eL)7iIwqY!cHFG5Wpwl{-%9MfEl(rb}PBOc0W|v~4Sm%VpWUAD;EYCUM$UWMw|jiV7S!`KABE+7H1ZX8QadlElPUdu z(yzsX9o&qN*#FIZb3%+9dCh<}Za;?AfN*CBKF*=WxAU>M*kfTb*7*t74B0e;qhmR#&z=cMa;2t60MxRtN7Da-g=-f>Anq zE7`SA^wC&|$+lNfrT}_ME6?lF9}9b`|CTLpaa~KsfoeynsfgnrL^XD0;LnH!wY9t1 z8!~WyU+I`}XSXaR=xt?|SvCMv;PCRADi^DIer;xw$g^g4I@DkMt_MHzAwM=pzwu%= zhIka|sF|ILs_|*mvT6va{N<)M-1l=1fCHl2XaNd}#gW$8N^c{P9_HT`icv3Z;&om< zKl!#ZA{J2yG{m|ZJvVy*iq~0wUJZaE#iFM^3S)A6t)E`E-cSuS*!wIcbKO5Su*L4M zFy4tP?#uE6fXJJ{Uhh!H_63SdNauP}XMf896>dGtN4?B%l31HB(`uhBUNrW*25U(U zW%=P4j4y7XcCF*_+o8^kx!#+t+|$wzH=|Miowd{7Pg~l_>f)%6e%<$%35y>monb@H zcltR=MCz#VzB}!HNbKm#Z1-w?wEdoMtdHJCeHn-2x6ane7&;j}Uv2ByMwjwk^b zhtHM4=EhhDt7DP+_BV7}_;sb^;T!NYX`|0MzdlrN{SMG@DkFzAYnwd0s^ZeR3AT&$ zK&kKQ--fccS^rPGhPO`T0nXI7GD2&-6kPF6wP%m6iNsG$P5x!*X@&#^)RyOut?u^R z)@{d-l5p2rVISZd=p!`e zA8>v3rd?=|)dBF%3P|1%VDdbf7ffHcZsSsJ&A}^=m^J(Y32CJ(!Ji>s_IwNX^jm~~ zV!Z7YSnt?c@xRC8kCxm#80fK0#hqQd!n521P4YEX(yQv{ChUmU-%IzpD7~7`<#?x& z)77mz2lvv6?M#!>ocO+8J3@VIp4D@+C_V1a`?yNHhiBlC`t9-&{CbNqR>Rxh(-vHUT*p1{`+I#k z6!_cQO1($$M8iPNjJ&nB;-NPN68}r#xprrdPQiS5lX0Tj?O_tqB66-Qf56Q~RY|>g zZ;d9_Ru*QyHn{$t&V6`nb2l>m?9iRFY#-uxNiY3+<~EOZU+-;UFY#aw*s|E$apB<0 z!ThtnKMFa>1g^qRpPsCJK1hPycXxHi`x|r+S`DjN#Q!c8+dE&m;amjr!)=2!FW>ku z=dKH%_JiNZATND3iAR|z4&W0vBmLFvFooyDs$Q%vm zmgE%n+gJ1M3Wdi!_!|Vv!K&p@Z%YD-j>RM4Z{G&q=;m?9YQJ%B{T2l4F3plspLni6;nd5gbH4wN3J>Sre*f!hWn-y>uB--xO8oYM#o$c)1jY_i~7pu+Y}q zWKF2~`ete--2HlyZKWICKnmtnU6EeB*U;!!6j;}MUbjo5AC1Pa=f$+7(unFPy-+qm z&hmc8x%^m}4or7;+x6-7S3jiCi^Ie2NK6XsYBO8G8hf!_V)t+OR@#r!6CB*i`U<{u zf6JhUhx9>gr?+`cpk!h(;#t^wSHx`JY9(rSS6Anc$;OJ~x4)_0e!3k{?;2dXP?*KI z(%>rk2DowOOY4M|PM_VrJ#0&b_;nORxfJ`YnFZ~vTm0D!z#=7YhC?4YAmt-e*2dS) zxw}Tp7TU`b`oT_|xUyAJZ{ zzm8jYE5m!OG}JAw`J&i9l3KuoHdo{4hzIww>xJq(&l)pZS$Y5(p*eBHEmP_V?|Yqk|0rl_hv?kJXOb5!hT05M}Q9PXl`0T zftJgEyZo)~lK4HQ#u4w$t-u>m^>Usol;?_GU%=_f?ypnt$@144TYi)B3z| zbxHki{ZV2=tq=9x0-?IOVAU*FzPSR{v9AP$zYE|j4{Ok^x>zJ)&J{vmQB_YIdycXt z-0Z+>m*E!fMDikCuf5Ofr{2p$PM&oyH25x5TeMoQcvUN-J*C@bI67%xjV?UI+Q75@ z^}1NR_TpkaTJ@r`*{rugzitsd!@#H7=3UC_PL3Q-hpXMt!dxy&0KC*&w+P;x-3x22 z_AK5@o$yrKpLJ3wTf*L2?(T4xppOT8FJ#ounj9hQ?Wf^*M*;8K)knR{345xq4$u8O zjju5HuK#YO`=|70R2fd+x_|p@fcfEmB$V#TwKl2hV&FC>>o@~_6mxZwO6g{y7na`kPI&g{;7Q(R-q_yUHr>`luJ(Q)JCqs~V)YjX z;A113fBm;`tqJp5dQJZNi}9hxJlwJS#+_o!e&QlSC#-Jlmc7dHvn!k>of;G8`Ep?N`kYy|VrG{#QH1SDmIMJDt`0q-iTAPjxiP0b8 z!CMrUoAUfy--E!9TDrWNNp4k?UJD%aZeTWNIshMlG}x>)8FrqArbO3w{4)|^~)G3mZFxiZWTUWC%@+}t)|31XJv?!>t6HpPLQc@ z5UfF%`sw;u?@T`I!K#@pNYCY;<5|hOS~91xE$H=WzA@nm&WGB*lSTx?v;%%kg77iO+7c>7q4w=V>8khkLvGJv0hHj??2C& zgvU}`w$SnAZjWbYI1M6Qz%4IER(-E(zZvs+YaUo2aU*Ebb7>;HD8Ss)mzNViVW*bT zYq2yiKAQ{&7wmW(%ioZAOp8me678-V=a5S0179yA5ZSK-OX#mkF|Vr#a+ZxX9RETm zNYLJJS#M+CAOmwx&|3fC_0kr~-^sN!C9K`E*i^@Rv@|tKrS7`aymtGQB**j$$8y`A zu4mI7P@zf$fv?5(V*YgD65(J(tooS+oZiAV1=$)|S=~m3Z24iNC0DK# zkj*X+3(CumO{04`f{y3xXae6_+*Famm{CT-4PnR@U+x|w^LZ=Um9KqSD&NC+vR%FQ z`Xs(JtBr(Q?I#2XKR&2VPc6wat|V*u$$q$RzGnOZUb2{8x2M+GD>T5Um0gi@Do(iV zy_Bf)!^*0R8}p5JGnSA&+4yqzBxVoX!mM`&Drl3u;H>q}`w;Q<+yaDEH#sO*Q!x++xBoOX<;?41-4N_IS^`je8Rs z5@xHBApO~J^n7~^q*ByztlTH7(J5-zO6G74-;19o-Mbyj>2kQyJh^>8lper;w6*K! z+ig}zp7@1A)jnKK&tYvD`7W;o9=wv7Lip`EaH)>sctVODut9Q>VBH(*L?CRO+22#s~1eHRix6wAeH~$+26}jGgivuN2 zX)O78qfznYN#^6PTkf-Sc7DiQzg?;--l995oNn)vS5C3{5ntf=sh9${YFJ^+Uj?g{ zHhl^(%`h^wZ*yWvIQ@r^Zf_7x!GVfL2@f=zl=OV-aXB2QJlFZLOg<<(<-}$lC5V>? zhmXLQqJ!DhUNfJ!1ro>dQ9ZF6*|htpv&0JQ9<{%p`UdTey#=4>-wVGZe~)@Q z76x(&Cis0spXW!dHDFIj`%K9AAeakeOU%LVe%5-Q)M06Y8Z-XSY?KFWj--jL$v)k3jfWG!n$-HJ z{5VcdSX{bs`A8W)_eKE(d|d~Y1T{Q8pFNE8`}F0Ve%k=S`p(LurJtrYMZF6-2^Rad z^x;n|RD7Sp{dWE>iU~=JgXLGfVPN?a*nvJUp!DCtffu)A`<3hJ@zsEv1ksqH2G=_E zZ;%!e0JA$kR#aZUxZ7{!j=3IET2|+u?&2`aSh2Z0`xLehk5{qEsu}Nfa_1Gnxeh`n zc$|x}VL7&P4s?B1gtm{WZH>f6>DaII()cdCs{DIM+86cL?>}FS$4RTh!p7W`-qayb z(N9oq;`}`C^Sm9nPb4?MK|n`pHXes1MOzIK`FC-5o|X`!9OWj}$E88->xbS$FZKWK z#29^?9HI!R2%7~1qz3*qFkO~hJ+O9^}08g7Zq}OwLz0)n!Tp9y307%xn5d% zESx;2UTs+$q5YNuLx~d$uBYgtf|m8QooMd*4!yp+)PJYy-BjyL5R9eq=7L)hq}W1g za2uSs?fVFj?ssYY&1Q=QG}kW_p0P&%WwmlW9JgiR3jGl^`4{$&Q_e5ZA$^)sVRV^iwY~Q_FfG)}LIP zIJZ&o>4X4M4offRBvJC_ujeUroa3Lf#uMiHo!-=Q?`3;9_@1_Te#*&jG2uHs$;+ zV|vdi(HlEGqvi64#+ojjpUxo^-AX9zZT1>;W*2tQ9E2x` z`Mr`(%HpSHQ-t?6CvRPTIxq6a^&wC~7t~?^x;gtS@)Ifs2p%Si`$>+qpSG|){ZVY7Po3F_JDQO+=#=pVfI=hU~cDgn+i#| zKnnCNbW~cZ`$OsH?vLlu4(&GwwIi19eQktNQ4Zec7bt;nk&}L3TS(RBu_*5kA7sz@ zsru6To^Z&ABkim79C9M4Q_s}tINc^&HXo0d2%O^sSv_Xf@U)&W>T*taLMie5TtCY> z_^{06y9EmuTqi@A+nc#1_@l&)Qnjd|SoLeh2eUEvZrDd5zV-kj}x${USrl zU+q%~mR7YRFImg1d^|jJ0mMRZnwkV(3Rh6?C1N>EK4-V7`c0~d@ zN_rxwasneRI%=Y}_T62bdgpMg&J?J>!=ynVqqWhmhve#UN&x&=(!^;y&DSjD@@}>3o zQ;8;z{h=m~=ZN`WLySx(^}W}wbp+P?GxRwPjP4tUY=Dh(Qn7iVtB&G#5rb;9RzP+e zZ&9nRrTK_Lo^c)!8KnYDZ5;UZb!HSl+9$`&0h%CBkC0DiMikGrHc$v6(YcxXQ+<;B z5xe{pV#pt2sM`!WlFm#@pH(9|4Q8J*zCkK!i0{yYa|0F@gjuTgU@_0Ja{WpCUFPEe zfx>{|RC*XprN4Rfic0yx_{yHb@(tBt4o`mWjr}ju)MlpFkNmKrVoF%0(Kojdt$qAJ zwI`X+eFjB^v3QbW8)CJZL9$L4%N8}ARjoTHpyHDaqJwu)`sN?htz!!f?hCD;R+j%G zbBb@6+Rpo}-Zm%I`W66ug8Gtrzr52BiOcQdUg;cBDe1{MqfQFBZ#B@C>-D52<>`Wo zR|IkUg*2&5j@h{Aq z%+wX8NW;?2(ok7lw~gdWZN|f5?P)f+6@6d1bs_%yHPM^1+Lo^QGC(=i_kON2?{_YI-UIS7_@FC) zJYho)2%x>I)ZiYsdIhh5C!k|%an^dZz|_RwpgI7i&K2MopdC@DHKyo>J`aKVu&cDv zHdWt7W*_=r)tVAUkIHp@oEh?Qu-YqVm`962eckfHV6=Swu9x>`+inW(Mu8|#(2unZ z#6io4-a@>j8IVEau02P`*m5yw;@8otTg{|3kHCu=v zHt=_V;zB1fYO6Mnordd57V^natG!+A>hr-gJ$Tw%rzB0sC)pT{-D#NJ?=_# zAlp<20}5M~D_dzDr(+w5UJf%sl#q4N#bf&mxLg2b?%kSQ?~}nFm(!82$pMR^z=*Y= z3BlmLR!o(|YSh!B_D-j#f-i_S7`BsOC*4&Gdw+b^4WTn3r0zsP+nZ<3p}R`bHRA(~ z!FOabcvra@u;0P8$trQXBkzCg*QY0cSmw7L@g@PjaQQvZ(mz=NH+sb0q?T45RQ5Be zVr*QNqOe`K$C=sSm7W97%dja~s3yAYuABaZ7p+gN&aWW0j&AVn=NtmVmyJ-YG0sY0 zRxGM{@A4#9U|8TD3{eB}A2=C)#uUmxjd|HI9LZ*hB>#!+lbId5f`dKC7PSCSLLbfq3dnXRNjQAnaI~B z?FMn}ZGPXMOm_+8z>+O0{*O!p5e0Qf8-Gzt-<|q6x;Btqu_yvmZDdHm5MB{1N&qafr$&NIM0idX%+RTJno67k``O zc(}09=CRQ(KUk`G8MP<+74_mZ%e6oIcMU_vf`GBdmcu=vu;lvpv}G>2Lk)FTLmxCl zseJFx2aCjW{7OV!S_2`3&K1+U%zALsI&TM~MPpPY2?Q7$o?jc~l=Fk@n8r@TiiY2& zG3+dlp)V@VRp^>~_1ElC9SaP$PiKiaP9U~|=h)#guLPeHn5S6(jw7&xE|2cw;5sYP zc)UHBz`A~&`v=25rv7Ml+Z_BmQ|sOb1g#W5hC5gY3>unb_mF!^Afy$SK{l!a<&iu zT*e`!{C#{bCWbtpH9*82OrUI+hU-R- zT)XCus8g6YQfPgS1$9_H%G|eH=Z>>ivgpg#XD(oR^!!gB{TcP1BM^}y%biw|%}chI znU)?6jUKcuyxXdK|r?{b`PIpYB+W!@tV=+@r^DY)LR?g+6J4NTlT}<^z&)LH@>cP(MYH_=dVW?NW2GnzH@_y z$m-d9Z|Uh>+!i}w9>P)9Egc3pFkz_fus8Tn*Nr)X^#4VatjT%DNMQ`pPmwX-odHx% zy(b{$O%}9rmsP7ZJvEADR?y20>~Evzm`1S;Piq5XRUB&IdcMAH?&eXlp?l&Ed$hIu z^fvY{!XMOSI&@n&4}x|_^j1X<_~+a>dhTvcenDI>QFbro8mk zD3AcQ#Pbg{KKA#orYN}3tYA&xyohkdfNXd}6@Pch0L9g<>`S9O?iUK9DA<^^t@n}l zRaQ>d=SbgQHTA{Igz#=^#-uQ&&mui|BOV%WedU+9AfyU0Kj8^|S=Q;6jzMR%3ccg= z>Cc;Ox%fQnxI(vdII9efrOXMe3f}!(+?RjvQtgbj)suQGu}@9N_1QiDxn;WwHn~B; zKi817Coo?ZzxIr4JNm88Oq8As1HY!!)uKMySbWdv?=M2TyDq!5#!Rob>dZLPX*r#- z;dswIw=eCU+TWeQ3o9^WURpJ*Y0|1CY|p^dw|APEKSm!Myyuk+U#mtZ0#CkOt4FrWG!h=KQ@Io216}ZQByY4VKZg+ido(aXI=`Ay|c-)1)_=U4G1lmOEuntW_=B-U=!u!i7qo50RI!e{4l9sXKn^XeKKwF`5BDwk zRAN}OgYP`~o-Ld&I=Fkz4L2w1B;#hk;x|ThD`<5#qk>8|w+VH~+HY>z0Ln90$O{)q zm`;lovCZdTg*t$-s-+tIe~n3XJ%k8#GMnU$_MCdpXVm64QB?PsdUHJ0)6zU zKcN|n-@^)&*qss*2!4>j+alQ$HdgvHg*&{&BP3Ns@lb58Sh_>;P^ zxWjK!1*0u984?>lb?%F(d+%U=yIA@-ac$xBnl3tMiU}ahV6QFDMDx1K#cZi7O5^s( z%t~;DeEQZ_;!u{HkKbm)+mkLn8TYbRp$(7~QKlt(aU7K^sZ4m)4LS+)w{Bqa z=jxwo;`xy=VK4fv6bYN8&(JwydacFi@AW>)P?#)yl98#U1x!trO;nD={ly%0ULWKU z?!@wdy54#Ct6n7PzrG3V#Mv;KeE(5&E^3E@Q5d}zXBA1PbVNzXF{hN0P@!`A-T&;l zfSKo+!PnQ`@4J?zwEZ}Ivwkb}NBAXz{A#Wvt;-k;mnhw1^Tg&j@UZURn>|5)^fbIZ_Pu+YSb8JjOT~sh>r@FL#Y#sWN#nF)x52@ z)4^6NZ}$4y5C|kcFj(Asj}oN;w2A?<)>QVMTD6S~{${OP+xo?Bg5CW-wsi#o6;N0^ zE^7(70m&aV^;+??TS0GD>`pXDrxptw3$ZG1dE;2`<0vH;qPNLH+%6`5=FJzGqz|@( zVv^ml&C>P@yG>IW7s&{6g70T>`#Us17!af)8x}=MD2}vNWEZ><8f>bD&y_+GAL5&ILg#k314bVJ43Or6~7h8s5?`Z@clt zZfLKT{}_9L*-XEBGxrdey>(%Ti)`3XSfvvXEuCs$p=h#@QO1vw^g6V$3 zTKgS0iwa$!DDs>E6E7E+PYw3VG#`J`1j^Z!R&?QSssiE%p|YrSENrc0t8o1n4MA!- z+Kv?)XKf@egcCuWOIIx8g-qQ+p=@kayLrjj6^40!qJ8eu=26*HH#AMsPu=R_U*WSZ zd;npHJ>nNK`}3NVjkHQYtJ?0da07{kO0B}YCyDwljvhT*DDV3=)>}6I>|^$g<8Lw= zlUkCRt{FFL3%}6j>U4C*MK9|Fdw5V^tCfIWA`b_1* z4DI}|-6S0=t>ExASA|2ZdT!LP&g))dZ`E9vQeK$O`L`?Rqsdmy7GDxcCc8{)R|zoGfMwxBhM38r_;wSUqb|)cjpC zKpYJRVy?Vm?1$m9)Q4+mqor0B3Q-+Lue)3Ai<`rUoy{`nrt~Nc;Wrtzcyzs}WMIjM zB3too{seOUP21h2=cW&_OEk@qN!Vx1md?_8xI&;XvUl(y&KFCgezUgYo0qeijj818 zUUYUPq=$x!ck~j}7>1AU#CnnA1Kov1pP513>gQEXH$=;c%XxpP+CHOf>`SaYS4`3D zG3#6Rc~}_*ul^uQ!+PWTTKXp^cn?n7b5pK#J>l$b;>fwIEA5|lohq7>U;0|FuC_s0 zlZxHhOm0mfQkq0z{p57)HTYKnEZ%Tb{qXfyX6jCA?Y6_|RxCj|RMvBW*Nh06}l^zISSh_e!? z*674vpjC0R+%6rh^yy`xk_{-E>OYXztu274Is=54>+2hgHH9v4sH#1d|uf! zxAxR6C?Vliw?s$#+gp%8hB}rvLt=bbDZ}cpCx^p+@fnXR1R!OX+_2qP@?!pSuBv|* zxp9`WW1#k&%C)MiF>OIen~PC=2C{jJW_BbSr=@&%x2TAtIRF7h(@(fI-tsgGT4>bR z5C~tnA_;G^gWToSUiF##-WK9bWp(#wgp6F5^MgNoyKzw7tkHfa%j4$;red{nZd#JY z4gwOg^w~PIF3!5&xJ>i4!K96R0$%+f$m1b9jQkrX+kG;4m+^O2kn@Ah!*s4lJtS%` z+{ar_bNXAG-}+W2Xe?h5x>&?Kw*`4Kt^U1k5@hWQ2Q`;FS?v&3NWO8GIs0(>CYxru zzcsx)?FR2h;e3No>8S^f?Npj@n_Vr3?t=8XBx4#R=}SI&*GtYhXI#@oHWEK z9%1WT=J(-5b8^iP0G}j*l-}SH2&$j(cT3%c{Yb{Wu`7~BY@a^+b#8-4lncB!|8 zc9Og7x1K&RZK<2tGgN@yVO}t9jw?Jj*@x?f?oquQ_Zox+c2+t)mb7FmAQ~?888&z7 zqg!O4)^`FlJWCwjopLa)t0Mkg=XSEm$gPKc*nAYiXe# zo7MgQEYzq;JmkMzEjMO4b>}bn0oRnNwoqNkY~x(|GDqxvg#3@+n#za4CiLCLNM0TG zyM87u2eTG&$+}ITj-6iYtNLz~FNbc0K)B-Io_}lPU;EYwW+0@S=o?_kP|%+RVz1KQ z6y>91t*F`Eyc~pbOVnXH_Ee9za{ZB9G-8cgo_?NN>%b7K=WR#Ng~nY{R~nng7Z3c)4O;5zWKr<{ zx-IQ5kyO+fUk;CC(ahpjE~)El>CstWZ|bP<=UMj}%*6)btPBF>0f5AR=Zm94rX( z_!+7C_i!jk(_pB;ebFGu@IpM;UD~*@zuntMn7*WPMCRaC`l_#fCrDL7No(Oq1li^H z=9w$~6=TuHsTj8yVUYbHP}-j?mO}~DxD#FB7U-{evP5g&5qHwXYGAi9fgi88N;$A6 z02sJ*c%!;gm=>`ZK>@49NOz{Qd>VB^mvzVAqreo`J{^{;G23q;zmdeSurr=3Y#nJG9IC2S-PZC& zCl0-xV0`Se_}5_G{mRfHzO-!jlfv)l4YL_RA4aQV{cQiBczBr*V?&>P4sn0S26zrz@I3^+x; zGzb0w?Wl6R${-Yf3skl=f$3knxjxb+))QcUd9s1^M2VW$Z@B0Gr=5h`{bL${(YZS#HFp+X3T)Bx&_$UX_Nf^vda1wUyekOt~ z&Rbv(KXwtOpp@-rH)Xps5gK7S=^R(~&UsX%MsG_8W8LQsk$>!4Hyy1F&9ix-;A1V{ z?pv=bNn#G8>tHT?*$?eHd6-eXXmsM+Hh%1`cSWz=&yCUTv=5i>d-GAq z^``031pBouSz0i&Vs3Isj<-B3^rzUZc0hg`Y_I=8t9`J2sBvf4_w^ z1aX8RHH_|euTBS}NZP7}s^reb+niJ|{Z>FIUlCs^TAizb5d00AzUEPCug#A|k&R1k zBj|-9eI30zg%bYcCgIvM?61Vl_Z}FnA`F6Z5IVsy2 z4|};y8&EXy9U0U%IP(3tq&1k@{`{~l`iFS^?9ZV+S6z%-hIX=~?NA8J)OqUn<-H4s z?O6uURw*{S$*_{O%&H4;*1+NWBGmF4vuBPAmXSH7(WnPn)F-v@RKl#L~`!~PUz%a9Urmf}niH8o_43S0% zZSL$TvuvmPn+Iq4?8hq@cFU_+5VXrI729iQ|Ao7wZKiQ_D(?KIzun5RUupvip^m2S zhdy?vl##oW0Geu}`0;zN#d0f=VBIp8a}$meld+xrYR$dT>o+&N*MhXhMSqPb^!|Z` z$5m+O2ZG{ntY6%Z%g8u)D6xM_+73FcBH6dH#*tiVk6vTPH}qQthAlg}X21<)ke>g} z#SQj=ul%wjMHf3?&0kk?FFt3J_ORak<62=74&O^?dPUxPce;WbiS2zJ1j8SO&1Cec zRDKcz^!K7D(iK{~TnGB`)q1ca7r4CEu`*9b?qJRB?(ga0_yjrwE&mlJ9(v%33y3Z5 zIkeh3rMbZ5=~k`yp`NoK zoDa|UBI`7v)1GYUhx{3ZfK^W`1+-56o;5gPi!Jc)e##YAH-Ifa?D$4+Eh&H>ynLnH z7GL*X%k$@Mv#0cAe@R0@AM~M$*806z5xewqNC$sRtZb_btMq8(;$n}{dJA_|ruCLr z?xK~T2F1KNTj;Q8+?gV`2uyDNv3mygb!7yvB2QXgK%#u8X0*TTKJ z8bT5`^=NrXB$PQ|<=jsM$!)AwA>niB$-~;;XOu*ft_Dk7w5R=?{Kx76EU44ot`-HP zSb|1jXV^!f-Wv|VHP#;0nmaZrg_FTxUaZ#ggrRw6!wYjltJa5^91UH<%cb>6^MXWg z^HZiuJ1ew>(Pv3+Y*2MDdS{x8@PG2mC`nbZmwzQ4j*YgEiQU52e5$px%51oFNfZy6 zZI_Kt?b26xLjdu5z4sV!v>$4KUcbFnD3s#HZ2AyZ>@8Xe_DAW%V2G+f_N~|7hn9Gi zxY{-BioNI(NX->H`IbC`ooVwwxMOST{dk^^RyM5gnc1RnPKM!~P0rNPK^niwauv32d;!E5C=*)EXO?|VWo5Iq*T#4=RD;XnmM`S$$rI2hyK~4kK-ePPpr;VU-}x(OlG} z?ku?avix}wWIWfe3&Mo;xc|7yq3Hvi2#KVn7_;Zi$ z(tAeagDqP<_kd*wS+CQGsnWR61;|vmQ6$?+ZVXJ--#LDH}G4bvqQJrtC+u2Lg0k)U9e44x>mUPQ)9-618)5eU#b^$OxGRqw+0NSs>>wZw& zvV%43>-(iCW=~rsWq1vnK{3D!9osxvi=$nX+C#SqznR{7{Hp~(jx;W>^{{?GkXJ%G z!TL95K3s;JC3bH`=P6eccl1Wu?O}?Z8~0|fiU5Ax5?}&F>{&T>;?)CGx8-jCI{gYt zpy8zhWEgJ8X8z(k6mX1I znVCFbEjwCVNpCj!8-a<7d1R%1$6lj+Or>K`-ggr5XF6i*uQPD>>YS`rZ$81Ci}p+E z#sS;gc=Rwl4k#(7-19@Ew;vxDwwrmora$3~w}&h#H(v^}5!4Ndv?ulX&^<%HmK(3E zcy^}ABak|RQD*H7ws z`X_cUC=UxCtsc!a?bN6;qw@B{w*3wf8^;;9T@F^6)dFX+){~zudAEyqzr&IuB-f;N ztq+o4&1d(!`o*=&t$K3*1<9MB**^C~PWgme9ZD}aeRB2RJK5Z5mO-s#MA6FFhQwsX z6$|PDjQ2|h98e9Y{D;UC_{l*vi%lj;yRE`A&vE^l;ry_=i4F}ZCM&Ar&)b{XyIFNoWF z#asrBU3uEe{k0#D{MT&M<68~9VwhnL57PPPSrEM|`T4P??DCz0`UUGD)Gyqz`)MLu zQ02sPw>a)!z{+FLzPvyMeVhDoq1CjB+v9^mHTJ^}B!W8BO2-WZ9DB29$z^T*c~?xN zwmIeZkE%TIc6+89`oGP{lrP43WcV{sX@nmMTE727I29!K`$PMyB!Np{MT zXcdxW*g0N4?_2gYT6N5=)e+LLb2+`QzWJi@0?Hjdnxie|B)mV-o$lsmUq-ql=EYG2 zbwu08`|VJ#_r`deUSu&#I;ZWrOVt}5J@wJs* z6~sLr7moSTetlfM7WY7n%4Kq~biK9n2;TgZJZ0DCrt-eUGxNvh1Oyf0RzI5AV4Z$C zF+VP~HgpNJkoP0HED=B7#(gdUdLnZGExkIL^y?41*bS6p&W z+>x}WkG|Cocq4o8pZK-}V)7vR14l7zl;BS%uW(pKo&XIGVRF?(>U$31T173|Z}-_} zYgWMYANNHbXoES}`gM+CK=un0_3Y$vJp6&NFW;ExFHv zRX!WA82FNMzroy_|N1uWTt?V56h`TFaP-7E)X)FO?~n<%&X*ioq7&~|Q<#4Z@7SX` z#_-yP01gAkxACfaaaz9>{dBN(0UP?DxLaOv%3df}9oux7cFHQZDA!1nNJGRmZGy_l z;a?AZ2YQpPGa6SJKG62eEUIGKs(SrtWOK&Za_3{Tn~Oz*F{5s+;7#sgOb0fvJhFSMaDku5uq=Fz)kf&5qTc z|04XRUd1p@AV-5P-X>EsL&Qe`B9H{2j0sct_De#<@gqUNVroBi%-NvU@py$eY;lBQ7i47_w@YmGU{ zLZ4%L>7t?OIjz#whj(V^^)J1?mYO|`Z?qq$&&;iECxBAx15sw&t*Rv{iZ`Hb(u*Cn zceWR~{aio}(pAkgdGe(f50{v(iIS^4cXI#wS5NBW_Rxvh0mv>>9e(Gvoz-%)Ta{Xr zq{i#yT}~xED8qUM)F$k*P#m;8)s<6;iCGZdZD})_u+}q_}SH@tFSn;zy-ioV8CMB6a8H zZV961e6P}nuNlsXPT^p<`x!i|>TBZX zMWOs$cIMp|^g`O|IxjcWM}{hpXR%+S}>3ckMps#m|#s< zP;P$4%l%vDh?H!xuXLLca=@Rr#k-=eM&z@7VQO`;FzAt|fU_lFz6BVS#PGrEO?cuTqr(DUT^2UDDU8O=#3KW;9+ z?O5Fz=1e?@$4cWyq7@qkBXO8$Ga3i z9|c@$H-4vF-?_812_$bP%gTH@#MOc|8?S_CR3D6}Lo)f^D(2Xp9kpzln~`nVM+aPD zT{N0fcG0A@*=oDZC1UyNW7WEa_;H#QENk9wT6X_jJ9S&-o%-?Ls2XJ}R}=-JI27;)VHocp`gx9)FK~Q01;`-KO}Wz-hgN+mykz zqduRwk0l%E?skKJ(aB#-uPqeAFSgjS8r9=hDqde&dVtQUD_G9=+CN=^A2YaFQ0R1^ zqjC7_XPKwo?5^_k&; zwQ9I8$64~P?xhHD0eeMCzp+gnUaL%2hv)9b+8U!-dOY?A(cUAjAnL|SD1o2I-Jylg zZ-3o!eBxc9siU0NMJCse2t;bwmFx`s3ho;%nKZFUS{%;4A+yf&EX zL!Y5A^jWm-{xkhHj7)x}YOEHf$3OTz<@J7VI=y~NOG-uAx?Y;gHym*Ypv7?fnwTm{ z>E-adCLSajLptDlsRmxb9L<%S@x#4O_4Jn7Ri4e?P5OkaM@8X~}`Hm%FSwkOl;Qy_gR;46FQU8sef2E6|Pq}?W z(Tyr-;5Y2p*Qg11%o^D4kY@KbUeHJW%NCx^u8MAIv!-p7gyJ8YOW9)hBL}a>>^U~< zW?{*JilZ_HRuOSHjRP2CmG|jc!>Hr1g0Uq@BOTAE_PSV)pCNycl|FmV*)mF=59RW= zoxG$|8BjWf-fO>FlD^n`UvNqsO!m$a&6vZIf$p4pnTR8Pd|l)}2 z8{%dwAFq5Euw>Gaug-S88q4d?v2J;_hQ6H{mEboaZux7IiyTtbm1C(12T-j)2(uDh z>JXX=I%24knjihLhV<<57lwn~_%(<-Y5uxM@wY#Y1aHC#S45CS=5WcD@HrKJ)9@8_ z_0prTKR5UHDzk0(%Lk19hA0c-=`l_Ag%A=r$$SVl%iL%re1`BlQA6%|TVqt~G4X8f*_Hrm}wD;04!O5q|s5;U>* z=N+F>kW+rTRj6}sL2JwwN{3%%qOd9&S(+Xnx2e>;`T?0fOPzPa(_^nYy{^%65piEl zM$o{yw<}t;B86o3&}s&FIfRV29NJTJ(m|O^0iA!ZMxkULW5*uX)1bk-8=%`L$Lb zk=R+rUw-=_fKGl%jJzuX|n^ANpz@Z&ce7ppUv2iwQv8Obkh zY{fiq0HL^-vYWH7KTS3;##y)|!&3l7tAQElVfe+Bat7xQJ`i^FlD%%jY{ zC3hZ?rM{+@yEiKY)pB|2{o)raZKSa=)Qwq}q5oiL`1GP?caxz|swn5%jYrjDK!7KT zrZfA@*!h^73!7YSJVAC@t4-v+0+(90qefhIr>-2Jpk%(F$!h#fksd; zBeu6e2rZqE>b$2)e{k_+i@u^)Z`m1GM5C}a>Cqk5bk$`YfZWpZh-LZBo~ZVUX@90b z$M6MXkDuMAA&T~F5xmqlc2(&90F!msKJU=|_FOD>FFT#oAMdBV`(BTOb`;>>CVZJs zkGcnt_&~DTeZ3XD)DibMggYqeM^gfL!}Aa&DY{Ip%wU)}Aa8aS7kHBL=GXTwbN(MDCP_5|+J=oqUr*j)36+BjCijb^6Y1b?5dhd-KHEAyNA+O%Fz zZwvF9StkHW9XL~&FVm|Z+iT<`-MXt&;N^xGa~LdtV6w32RXkHEerrnH{E9L2FH8;G z?A2n4`7q@QDVkh2^HSVzs>4hBOKr9)#chaIr~7Kx&5n5NZ!_;_6PrbXgp@@GJmT@w zp7dJl+sO=Dt|<0{+gmb7)(B;^s=zYXY&&9eq3!d@YF@8jV%xgS>B;;oZ@wjwSduzq z4YHG}kz0+e;?+F#qDjqvluEdKUr4)^ z#F);$Wo)Ov0fm(A2hriMIn<^wH!YpL)-J(c^+02{nt$?3yJ?$<8JK+cXKfQLjUe(*wvq)m=T}Q1-1|u6J*f4MBcNbp6fL&3jc`WchdFoztf! zDEP8|bT1ME#I^^7bWM0}Rd&6p)yt!0B19W?)BhU{g3EW<3t^RVDOu_XR}E zSAE1O$H zVy2K{E;2Z=d|z+VFjbO6>aG9E%X{tYbgN|JsQ53|TM=7z2s}`%vImN06M!qzDA)Xa zSg6s}kqx)vOM!Sm`K!)T?uM*)Tdk=;%~s=t)MLQPR`w6QCM|~74{p-ADBmJ>Q<*jkk zL+&$PB+A6T*1q%m*Bp-|w5Jw}u3Ymq(&O@prn%ToKmfNihvoT<%3L5Gkddm`r)rm3 zs7UYULYZBSN4xYR``oI(LoOSfTw2eFu?H_!N%Y^xZcJ^`0Jh{+oHhYn*Ia>oa#?qt zNxYqRdBs){`@J&u$aVdDL_Io)b26x|1oaK>*$kN8PpJx}=Jsm#%%NkIpd*!@CBD@% zJuEn@>2mht0@%7xv*Nw#E|ov<5=#o*+JSuK9Q0$hfZ#8LjN8(cjqB!cb%AGNp?w|? z?fG!)?cm|$4Fv*-=Pvk;QLj?(;mh`VS!+U@42XS)TkbF?3QkEG!0|MFzPszu_sHwx z3oK&f!E%?bjA7oUMhY*}xsAU%U~7L@IpWO|@NYqnL7rCUB-df>lHX@tw zHeI?Imha~~ia0#OjW>Ss?d!!YwA5C=^JbCmQtRfgwT)5LLw0||zS2s#g9UBTDr#2k z55qf0tY45v)pF@}67?{KG^Z3bDWsw(O{ezPLreV=L<}=XZlZgIX>hNCKo5hduqSTP92Q z>WTSu`NB)DipBOyTGBgoH=Hz@(?eRzhw*%QyCq>}Ae3{r9M)5E{@w zn^F*%B1(S7+htyD?k-AKsoadSmiD#xlY%iXieGBujQEqv*9-CjSm0kSz?b@O-lBhdQ(LoD}>g;3^==j3(hEndzOu8if?)A^_g_!i| zz9bR3SMCjVV{~pTJf&)W1`!?-waPX9Row}n1*M&{*-aB8GZOR>d zd8+=!z?AYHg{9KD*ys+E`hIg2B1T4c(hF-v$1wA!|;OnZ;Gxta+>m0~1<2i?7-_Gd~^ffH%5D z&v?bcI*bu)sqJ!GgO%RZs(+JG=Zh|yh%PO5`<~_Yg-8)};d-dQPi;*25JPZ$H^IUV z3zJF=6%??Ej~#I6@WK1(uhYX@y^r$XdxS0D`vpmEJg-rdqf^_b4MTIl(7iFhp_c?U zAz2`$m^!@Y74=tvm2c+`%U8tUa+^DTuZevMAljm!2r9J@N#Swl+X8FGW7wZ^d2?bb z>#3BRZE}4P+AT@$);w3-7|cq2v<4j zEw3o1^p-VA5A(;~x>vk#PB6l*9VWF;SS zH471{madRVSBbvWcK)vuHr7NzH&Rd{?>=7ks6sfn-WooNkXYqMr4es;m;zpHnt&_D z`j?u?5|El3z`>u|9Mj4N(|36$l%G%I)hoQ@JXscI!`2d(=$p-FfA1YmI{#xq>B(j1 zP_f7dRncxCAGI=Z^ZbU{R?Ap@s`dE>a?SK8Kd~BVFm+Qjz?&l_V`z`~?UZsCUW=I!@Qv7sPsxz#;grg_=$*3U+Kn@!G1<$4ClDOl!y zbg|y|cE&Xi1;Z}CvAdi+)syQ1mMDm`R{iVx%)=Zt2S3=fH5%mQ{%6Tt;DyQIOQk2N zZSFl%lMz%B>UL*3UFUPW%hVd}ff3vfm(yzOR(XLz8IKE z?^KnA_e=aQo>vDOQ#=Ltd7l>$MJSler&D})NmZJ9a%Ke1PoPE_x`nIVTt*I?@x7t* zD;s(k3gNVJ%3LUXM7*{;%>m}gA-U+L;+;nv3oB<$`qLmdH_pB1t5YlUfR06=U$|1| z^nku2h1I9Eizn1^?i726W5GFCpQ?z9-!^PluSvLXEzTee%10QVOQhz zhc~t3acgHxU~KEn1>7ss1=VSnp%a{%@;tbIsffvS@8b%3-!@>G;+f&Vanrv?>Eza& zPZ3E#4O_{&e8U4f){{bK`e5gC2Y;BXddID}%djI-xgu(b--OuW7ru|6V@J=!62(VXlYLug9f_N666zaaSV3-#P_zH+(rbovx`x z9vHL4=rc65P5Lg#jnR>6<>hLW;&KTn zwEdVEc~L7>3XgoVbq*TO+vF=mk2$p$ODk608X*=^=yrq~hmd>Cns0yG=n(=FX-In&Fd2j)Wm- z;h=SsXGrs=pPwS6L-S%?M z?>gg8K>_X8u)F&x;}Voe5{a_y!YrJ^wf<}s4#~~5Kl{nw;fsi^3KlhX(0@EqWc4Og zMjz|7>iv}G*CH@TgLWFwk%OlN+8$KS?9xg4`Qubq=awMPf9jz*Z=*RUJ6wLCa_5cq z;!9G0%DYGch<8>x4}Zna6kE=d@Zqe54SSSX_gS0qa=ow$S^yw^@+kjzE3KO}XrW7M zlfTUgS7@d0Odk#*WnCD~Ur^eVx6e#idF?|5N?SO_(@s?;OL<<;%VqJCj4KyyRoFBy zO#?N5MZm1UZDGKSnx)pWN?wAFHYL~Q`(E(MEa|Zv4j`4T(4CxGfJEk+f;AZH9r^Ns zh!`ZS2s*3Mw1(v5U;HW?QWP8juJu&ojK3}@* zD<`*GZ|+AEgRDmHW2HW)2r{Bd=gFka+_^}4IX1UrgR;ywPm7Zc9_{?2@H`LmX&awE zh4|zZA@JumsY0Rr82RhdMU72Vwh_PFn)I?MOVw1jyF0EK%M{hIqAAYtx|&p+8bWvZ zc1I<8ss64VX!mDl&i2rFjP}Q6g1mZXc&IUp zMVpUBoRh+P{0gG)S5vP6@L@lz>gQR$3Me<-nfrP!Q+`S=N>5GP`HjrvH(6D4 zPP4>U51Vf$&(sPG*~eDkP*^`k>}r2N!N@=NCswh&7Pxt3d4Op52(J9;a?PfhX?U}% zu`8=w8Vsz_wcGB2Ut?w6^UCa({m;EN3+*5Ml&tF>1aqE007x|#@h5W184l36jPJA`!0{2UV zEWZ~WLnYG}vY_Sy1pR2_lHZT z5ezHLzWiLg)WgBkfC;8|60B5)juZ8mIgfW=-)ryr>-M)>v*YK{40)BUN3#&ElBdnB zD~LiZA9Y3rfS$F|_=^>5S8vQ8+=mVeJZ)4^N?h*AX`%&kU!SM3BhMD+iUzo|u`vn% zQFNy5s)11${w>*Q)Sy8lNm7(d4G0lZq%{5iv(DG^VP9wO#A~hRx$l0xfjIIs#V>L8 zw7&;Y9IDP7oWf3|x1ohcZ(e8{qyW}0Dnbq8xR;(ozd0N#`}~C zW_8CMNlVE?;z1-xuZtD`0Oj8ZEn&qj^Gk zDfb_gKAa=XHtPy_W_7LWRQL>()~cc`8`^fIg!$vS`_Puv$u?KeuaGS1vo<~{Y=Cyb zKg?=w3UY6XNOo)kPQ$GbOm4%P*#@bsIPQYdGn<@A1J-H7%+WsWIT~c4fnFc;YxLOd zHiSU)m920@>mltfay@o$o^pJ+=^~WTslqrMpZE_{?@ip{;0v)$kkIzzoQBoz$oVLK zC2Z7LF0N=CpdY#2UT);}Z2-eeM4)_bBIWF5u+|O#@IvcIo7&_b_hoO^YEq5LB-WmQ zORa8+J+yoIJ5?i9&fv*JY*`taZFcK#8%#gWqI_7!dJ*g=|)BRQBkKhbsbSKxt zj&Ui8F3y;unYJqJ^FdF5=h>bexH<0KK6nlvM7OSf0h~VS*9zxhVhjhl{GJUv)|W)H zSANWuyHxpaZ*{$V1a;8H?q_3pF6bGjR@#NlS0V1cyke5i!pkRj35|v!ZQO(3xFjb9 z!AS8ub;q{|bw4vGIuw-pERSH}?Asn~>Vj8;bSwO7q!x+$BxaIiGtU<`1Ek?1lX9+i z7?*^v;~{ywLJ{1mN{xF?ARkwmT0<3gvZoUVlw4Ijet0VE>8g)_9s zYl^Tbt~|aMySYoZG^A?GHq7IzY0tjqaNJ=#(~I9w)}_OCegjC{Y-xXuEZ&aXKZ{>5 zB%l_y(rhG5N85(ZHDHA{0F>y{shOo=lqv`HwftKc?lPx$ZwJ6uq4Ib;Jk<*8Jw7PC z?CF|DbKAl#xw(oE?v{QGkhXSmgzGXCupL>AD}k}CbX8}A|^Z7u7^4vpf#&KHKrwU)|9 zKKC#Oy1mm|m+8%}%EW2tQNd$@*WP|2K0?A-9^2#Je%Sdu&+~o_AKcw*A*Rs3Pw7FXSmm2*iL3K<+2oBa z-j<*lKl@@r$J?>2r*^Ngvz2Pk2LKDSIse>$SiZzww9Ba|MjTTcM-iu0jv-wIAj@K% z*n{o(C)&9Jk_q(9_1|@+@_LU4rd0xY4fs>&i~K2x*rsEg-#g1GvCRDVI4u_LyARBO z(p{Olg*))CC*X|i(=ewPH2Xsrrf{$9viRYL*_Vg1;;&XW{^W9}Taqba0#dcL*6-UK zAK_oQ%Yr?GY))QYt9>_Fk{!3Nky+i2m0UyN=Sv7L_=OoL*>^iRh!2(3R9+eQdidMM z`s|qRrX!>9Ism+B0VxLi0&4Jw6tnz?XIZmSxJ`pi<(IKm`8r^oCUG{RKgN|6nZCYL$h4xweq|ZFkBIc60(zqD}ZHU(d7e zbae#{9lDt%<-=O=%hl55zT=gkxf@Xl5mcScZq@0K*38Kf#@iVdKfxIdYHJyIC5X~G z&HW5-yT4{$?p6vKJALB!EeqT;eBX(TzqssrUL@QBSe7DP*L=Ny30Iu3)lQ*Cv|6Xq zbWTsZ*~N(W>e_b>`G)}usQvF-d%>6j6((4YuTaMu7+8CF=5U32)wbJg-kRoS{yWTD z!gEl3=-r7x$hN;U{`MbW zxGD{S2lMXnuikBllhq(gXZd;P93G22euM*Ob*5hmhCh8=OS7ry#zfr=C7;G14H?GO zKdm)u$!6aJ#v6rGWX?P{JoQ~X3z>TuF~L)TV1 z)(**XH3Gu<*Xy(m#_M|5n+uExdpT`n^^3{9tjj{y<5J2i4GvFn!0p7dJUYlTdr&;D? zEO6a@CN$(I3fTpksWc7YXrBDLu-&I%-97BjN8)m6+F4yUJ*x@+!0~PQgIMAEbg2Hw zqc9Op@B794>ep>=`O(r`6Uq|NOC-1C*z|gPZQQuKLe4wp?8o#L^>($;^ytaG{r6cP z)`fndxq|ka-Sjh)tw&%#^lkX=XECvkj&O*ovhnv9Z=ZycrdxJEmGMUG(6)1Kf(kpi zme*hKA%Y_!zuzZfsLG7{fbTVNOQ)Q3<_5BMvi}xy)M(P*-eJw8wcq(-f4T#Dc<8m> z%I>|`tmQv)V2_rs`X#Az_t_Tx^*8=s6E>kB&;6*}<&RfY7CA(17l7KIoh}r;Kv_$> z&dIV3d5GkbzrV$8=<=rxbQ;FpUcDUTpGLHux4qFc5Wde_C}wTq{ISQn>bu0E4$<~a`!#*e#wweGWzBjI z{AB=WOvDu3clz33v7Icdc0k9qLrCx>Q)I}T|1=9!<=N$jsdL2YTy-HH54Ak;s~5QC zq#JCw?5Zx=7c8!?*lZiejm1EFx7y|NdXKCJXONxQFKI8vq!GWjO>kzg@y9GR-Z zAUjwDbp=eGohAniuKE3RiwO#vzi^hM9ipIf{l0fANt#Ud=PQM+2BRx>gm(k+beTLb z{|}k$^1W#htSs&&XWTpY1q=Mg?frtCz`uSDe|1;bW7>l@+NPb&gySz*G4}ILgzFQa z&>-f_xzdmh))KPuq}m+YXCJt&hFZOLAu2G+lDRS3d(42PH$_>8F&?1fWgz0U{P^** z+R_OKpIzhU5CSdvV7aQ1?zuvL*8y&y>c{QR?bCBtN&3?GEkz4VA0+LSuksTrG{p}P zZIt4o7Cq`Wc~8`5)wW&gWBtH9+;-LeAZZbP>1ZKB18OGGF8)PqbM z^_o1n*?V$DLhiQ>XTIzucAn3G+=$bd^rwt}Ax=7v(`Ftv;VZP}{Z@J0w3H{U-}%mM z-&n#?^tek1beFSsjbP(>q23*p#%e+A+vy$vWS#HvSqd?LGOsbyT9B2R*`I zH9lGupvoFZV;;{xAF(?sZ{zu&I*8WGFS?Dv)*jBTeVB}95Fr0n7I*%t;bVeEKKuDX zU$>0$o-)VW^0sU6-UBc@`asFXe3)rXe^H2d&{jek;Z+?%8u-IBHY_ak;B$N5hK>la z%|te)@X-sL)dzyl3Vm}usfYXXV(8pSP}5Z6PvLDz?fBzHB6@MKu=*P$`ERa{oT`17 z$uHJpT{AFe#rmrm_dKvqy703o)cku=WY|sVjwQCA@2+tfptsT4sX8zgI653YJ5o3Q zBshiz60c@wz;$(#YA09!Kx(vA=+R;E#Bq=vp<_v$R9r>=8dK>01(3Pfg|`R;vOve|;9W z10eLjhC!3$ZawZ+$rF1XqUpNz+h7w6Oi9V3h~S?B%fE;F7N}d2!eihnt?zsY`?kSt zcTd`*LH!5bg2xavjI}G{XO?-G=I-~Qm-kQ8*L(Er06tdQ8O3!>H=bD@`MaRXHD?L_ zT^{p_Eui^sAqx)Ts45Zu(V?;;I_xD|=u!=4#zL`xJm-_g>tF5w`<30}>4yVs5NU>9 zw-zDY2&GjkdDC^vBE-MF)2NQ1mS8{8$mox1;7Q#S@2$S+cKAfVqg%G7`AN-N%!`{* zS~W?fCW)C_s!r*3vsDVYTtQVkwXo7cj)&q1`1E60`=h(X*0ltV26&kq&0(Oywhx7I z*KpTbfS+wcJesk^thzkOZV|t(re5pbm_()hrf07C zXl>o5f*0@N{U+~GH}8-L4Npas}O&vXW!N9w4gQ#^iVph z0W%s`j;BAd<#!P+NgnCT!)u+6S-VbjYWCQ#YEsjwO_gR9KS#oCSKDmj`zHUl-BWDk zRse%(Ny3FlR$tX-6Eh01Uih1SA$^~qd{%5q1%_<%!ldQtYI!UX3tOkWl?G!xKAB-{+*Tu~4^#4@m_OpUo zqGFIrFTNu)=>6F4ni6mNp~V$UP4D@)HT9)=*+(9lo2P}R@l)rMzgioDT=lm74S(uP zt#rzVbo;C778E7~DComkZ-URhxZ#MPpFi#hn=4t?{vChc)2#WcB`iXdv&MuOOqZwj zqET6&rhlbTE4$ta#i+z^)m6#}Tfee{(ZudN19^^~n*ED>nn04~xRW z>;CtxcHG;n9hP2nBX?r#*CHwB)BM8K{l796P)v@#)#Y#M9SgwXtvAcoiL!2{Fnq%Z zp%+fDiE~;>&3in|Q4lL2J};+v#b2vhrrNOXcnl1)w0^hcsvi9k9?|3Vq6*DL_Cnvh z`D?eOa!1g72GN?XMoR z3y`>6EZU#SBG#@RdW6CqsHyozff_PB_3)Nii)2X(LFOZ(bM1yAOv1FVl<;mI5 z;JHpZsSaYqxa)bKaJ6Y2j^4T9A7He7S34B26X!ev1}RN<*%O)m-nxW#VeZSKn>ItN zEpybv!rlK6>o%awkYO4T#+i0>KZW4KVnyPq%{G=sqYOk2?9N zoK6agkC`$^1lTMLVW>Ushz$9c`QyU-2{X*W2Fv~aR-9blVJu6=n9_4nVx-+LZgtA} z19i2s_Z8B()bi4pzK{bzlL(V%Tr6D?>Ck$=k${(zQf~Fv`)-J2{QUqtxLBOr_QBu# z8m%`AQ+MwzC6bI+WxVNr+e}_$HaIU_Y>NX(=UFmeWSQ7h=j2*3IJxk~-+?L9p1 z0o!{>-KFb#S9_Y~FV`W9eC7zg>X(K-^{m90g>uv4u~5n{?QRlJ1yg+gam?IlG{9z- z%S`DYT_p9R7F*`^^LM14*(oqgbhjRCcJ1x{BVMoTT5V~urB3XRxoiCOvS8jLI^8B- ztDl*8=v&SqyuZnEXX%6JiPNBiCCu!tHFSmc+yFr*zIHK2lUL zM>aw1cn*(L6$kh8Li5eG)qFi6Vl{5e57B{eq-=736yGiXlo9;!x2W`gY_NiRE$bW$ zn!IGC-$CT=-=6G0&OkRVKD+beoSo4StFV@Zs$ZO| zlHF){fYH}c8urz2UXy`|IUe$+01V^e*eYRXVUYV{wmwg4uMYbqp1Bj=mjC{rL0b}WVtg& zRdu3|(Zrqinw!4RpRV|ZomV+uDwWJl#nFX!;J9r(ef8GbEiPHLRk#H{40(?F%_6fJ z*`=a(0iJmI6>Ie$RfzUy`%oor?xyc;#-KO|RtId<>plc|zmG(uN(kfAA91fXS}m^e z9tHY6DE@%AT_9|K^lb)NW&3qwA^#-zC9RAdo0dhmBKFb=+CZP532w|C+pW2MMM-++GAM)R_n?nr_&o#EW zpL-u4)Og*RRG=9tVPq@$2noA{a~E zS(3o?TNPmB*;4DjL=USHJU@p)Zx z8gWB!2u(nGJa0zLl;e-*pzz^xdTq+-MO30on*uC;C$RCK+?&_2O4!`E^`>NZNALrBlmZ;|(XNylq*9p?j}}y`dK8+vv>!Jt)6_)AzmncN=#2U6yNL$plbT;)OM(KVgGZ$W2$t zSAYOf+{7)TfuH@_MY!4B;r8M+3$__SDeBU^vWw{Wx03UnaQ?XG>xF*S5xCLu2ek~@ z{G&L)F}0eQme04d)&;`;fvL5(O>*10`k_@HjL+x4bd=Q0a?e$fR;_tR#xMtUYhIsh>UG{D?!EloJdC`g4IY=~s`d=K zz2Sxy>1OrkxLJPj zf%ZMS@$N<=IVQ)B)Zc{KxwGrk$|oX?FNK=x&7sRdF3Ddo>S9aIUlBY3O%ZE)wzygG zGd`9SwNLe&!zAA##sh81UIy*V@2T|^8_m%gHu{O;PERKW9(zXBjeun|o zIyW7is$5T#4BufD>t`PrbfaXB7tFj2uO3f(+MzMrM^pI6z)|1HUN*zyYLa_An``BL zPat9%LpVre%>7)wr%CgQJx;)TdGs%7e|F!6;@6BHoOb!vG{UO!qTcD`PZ4B z$tM5`yFXQFdU%T`*bmdThDfD^RlQPMt`91uQFl!TwoqKc~}2>86n;dBTdggq{ptr7N>9;x(dc2K5|W2J#A_cVz;F0RH<1^pj0}< z97eU35Ts00S~&V@#GjYCWcGsr%6wvo1C=N3ZRa;~RDDR1;`BJotKrxzOdYDTsl-!V zE67WFQ^`I53J*S<gdbV}#oN)Miyy9`wF(%YGMqRZkjq z5QLau+3tuL@$EY|&0UlGjysN8{i0teH9w7W{H!nS_$SVD@6!I*OOGRANVo4=2XZ|9 z&R|{Zqx(}bShrH!uaA?so1e5hD5ByI^DY)A;l{s$T3Z`{`T3#t%+X2e&Ji|;_aI}r z+V{;2^Y;sBlzwL&?C;mcA8R_=ytbuVxq5-_)8)3#6%VUN*1(0^IScc_{0si%dH<|@ zV5ph^@|!gnCi~x1Knuxn5E=SxQ2wd|KRJ^{SY4WiNqel*J7uOQGdZ`!;dpMa)sSN zrt+G-SF7%N+Gs3iBdEzjWvcj0PYrbtf;eJ&J+wz@V>HUEu>q>w1HNW}oR!@^y)##x zzVH2+I?`(c4-7epzH`OZR;g@FcVN@97X4gDK7s`z(1j16SQ)tC?O;paYm}QI@vdO& zdL0UCjmdE_IxaUtL%Uj~XEndz%ggI({Wo36<4%OsC{ouqQ!G8+$lxz2p`$dICAr)o zbI|;vG@%rf$vz0ly(cv7rN?qOM?maoz72+{T?0bvc~{Wi}vnMG4FiN z$HBN~5|rki6)|wpw(9__Ds+t#o?(d9%ynb1+tB4({qUACzwXOL6))m zGs|G0Sj8|Ol*d=}Q`PmlY7PdnfE262k_zOnFZZLrWBd-GC)Dw*k@zu`s!~9jreEpc zXN9_EfA4A;Yb!^VTTRbB9d793Xj*Icc-twrj1`K4hmjLE^XdESApE*hpUyabQq`X- z@?1t&%^r3qrW}+{KA!DLon9s~K;14!YS=5*x>N7@-r}KL8Tm=eY@}b&J(YpRD2uue z(#`I>w|GvkSF2LE7Y1`&@8iADZguR=Y4^I=N*)f^O)>6gYCG9~_dQMxyCra7&A=Jk zKM!7h{gH zyy8fk!TIJioga%4!q>r;r^9|tnpVM|@kxFsNo~1I9wq#^!uxK#NP!Oc=0JLN6s=|7XQy*oWh;n8R~y}X zuMVUDuSs+JujgyLCe&==+nyzlDn(8UMOC-3`Fmh)2`&%OwH&Af%G&|3REPm-Ry0>&d2q$=Cg<9&1vDjrytKgO*_QvkRIf*6H)hRk1<2RPGUY z;JMLi)K`)Poki8sYWi*cD!CQ=s!w1MO3Poi$(zb$*8mxPX^_J^%Y9y~7mHXUH9wN% zwWsKmOOG{#_X-9UlIqTo4iB}8`_bHC)7zw277Gu@db?sveXeHPNT(%Gp9&;oZ)TPG z>kqQMPj}-2*RGMTx#@Xdm%*s>X;xX7@Ug*hNjOnZcC6;0@4h(6A6OnKuV_M_(tG+Fz@ z7XTlByEnSqIg9%ymxAAADepUWetGHV_GfkRm~3D-hyC*CYEpraGj;F1ik-zd$eZG- zmjA(sW*D3Lf?f1i0WR6d5HD7s2M%Q8ckXIkSE8xa*smj-_3h#sKD&1>a3)_$4$xA$ky>?-m6|O7Z;0opXs^ywfyF|0hMP)S23Fs-=I?e)D`avfn=L0 z&LGORihjr70%88bI%0F~RaO`sYuy(9cEeb+-Mv#EH>SW`7=xwCSQj**d_by` z9ZGs7Z^FglM-JrML|bjCmGFuyb$E=NJY^ZR%D8*f8u6=-_~ofF2HDI(kF0#tyv}TE zH7j6~wpm;(ZNZuW$)+=*eNpj;1&%v&MNq%Ewsg1$y|-F=y}w6HzT&G@)X;L57QRT9 zn0Kz?xAZJye{kQOAy&6uC&%ZkqsJebG_TnjZ(h4Jp|d_+)<8EmyI|p?1SI*YA81tq zp&=!Z+uB+B%q>OnyH1Hi+E*6}(gt%_|C7B2`*F#1#6!ydVc+@#O0O5-R{wdc&Ji+| z$N4$)P8W2a&GU_HZIi`^Rp16QbyFF@@FrJUAla=z6IhCP-qdETN>q)-{Ou$rQ|Eg? zUrxz@?EawfD8VLi_nNk}2fpZ`VIaNPzyzw?r+U>!$Az9!ug239y-t1@{eTQ#o1$X`AJ}5qfR0RqGn{K&SCs2-22rD zk08b6c9Z&7^Xz%m&PvPeop^eFF3bs=<)*QfI76w+UY6O&pZ)^RX(X zQZH^^4237F$v{`#$8C72bmJ@WhN?=#m5K5K8NI{%pw(?V_!rKuTRCUh`C6Ag&*NM^ zunad(#l!l=_A@mCNI|#5ZkPMuhRmbZS06b5&3cwOv++NcC6kG-awyiy(+up~o`C(6R-<4%w)xbbHZ*Hd> zP}n&O*rPUN9(y;lJ04WBOt`Pfk`p{@6|RQmKDq4-e+^7 zTI2xTKl=UT-qo4>C5S_fcMqN2M}%6Fu4r5h4V0dHbWdiC1@($Y1}!=S;nq4_G*^%X za?LKzEsXLIWN3%MsQSq#EijHlTmkn%tG+Dre0}nqzO{SJJ$IGV`jacmJyKSONR^K! z-9(D!SJXn*8^PUp%#v1kWj}cf{ZYIBDRb4$!Uwy1g?2?)WJPR!qQrh4-T$4iYF(_a zS-xMu=ciHi@=D13M&f+N9M_`TXyr$frA-j+cKsumZsL?XjTp%8#3EpPuf{iM9wAnH zN4dma&h2>PI%IdZF+9PFc4WoxtBD{3^|*3daLaVZ^to@tY-m9|^ADnnzt(xF3EH~v z`^!ugqmO3bQSg5BKA>FjNa}WCcxkc9Bn1Ku6Kan)c6%*cMFYBn>K=^6$ zZv5Nybsbht_1We)Xq>jgMvJW;n)U4xz6bR*)rs?hSigqfnYc}B8^cOkS8v24xF`wF z%97-hPvdX8?Xzx)MaK;WsLMHO+Cd&Q%8m+`sMv|6!nJ)k|~P{w!(D;aI?Yu^amIk|m@*$=0y?xmBqZeCQO%a^(eU^wqJ z|Ag0Ve^@4&g4fwRXO(B+Q@JY^`nuiDUi=g%#_R*Zz&H^-9Vd}{e>ZRMCE%0On*MRlbpN`U0<10`Zyr&>{Odj4d8F@yA-vS1 z(>6Gvj+rL^2IfB39JS63!@zexYa)A~PwSXv$G8+`{HoyS%T`XTS=Nm57MZbpB6nc{{hM}1>oyq#MZ7kqTu`2^VM|gXqviJbL#siKh2-d}9?VZn7MGbe0fOA~-9Zs4o znxASZNXGNv?3OPT&>7EGI&tZ%(y@5OqUDBQ;_0R$cI$WT@~NB`6{*^}((R(M7)%!L zyxk!jX8ch6^MdNMHFYjyBjjJ*+e>*U3fV*GGfN*=bH9;4jV?*% zzeYts9;6dTO;)YKVai~S1SLRIy?=G<(_jBp5LNHxjR*8a$^9Uz#qLkJvRBQ?e#0Ge z$hnq*<43#bF}Db3M^BM)kPKGga9BNjJS8b0l2dw7o*|GGD%g3L1Z|@6ud)qJ{I06d zh$Jn?rHTGpsB{^CO+kLtk3o^M%DS@pdXS^=(RGS^uo16pB7B6`Z+UwIRFo zM3(h|U1Po8`Qi$UQha#n?WAM_n5oB-)@MS)2Oi`@0dSKoqG~N@!XYBh=U`(8nl&&< zOY5`Hn0?i^8{JuKJ}fZl+pQ@y{z)N%w8zVv6T5jGKabP6RiUGc`n3e*lxuU3A343v zMwR>SL=?zFtw#`3mu3LZ_WT4e=gXz;+%5{A8Tpo|qzW(6f^2HrG1iXnmObg$U3l}{ zQl%e(4lqf-H#=;->^je&Iksi>k9iusH~9?}&#k6ehEv0+;PhtqrJ)R!U$+ zUBJRUII!fm+8PapTyoIHvlms|II<|!kf%^+Ph055Z~K19yLG!c{|`@pU_tN>`kCwD<0~`I1k2*8Uv-!dG;F z{5qz6;`#8f%P95Ak8Y3U zmYQm~?AY0dRM}=berItKVng({o$Y_^t4XvLt8?T#rPX16*mM`xW4x~%D%RUy*P5e| zSS~y5&pc^v>K`mX$$%W~an(A<*Cl#NiMx%`OO~<)rw@MEai1+%D}Wk5%0#zB&MMCT z?94-Atdcjtlt#sV729NUJ5jb#(`t`PcM9!eAZ6L25ACexV1FAKTka zFIym?ZZqSt0w3r)iG7Il)wXK`E&wbPq+>7Nl-eIusL15ruE~9S%`U6^HA*%v+_|2A zO-M|bD+bt|&pW(-AbmX>y+Qz;C1lj)vEl{}24NAspK_oB5RU0h-GE)U>^${deXy-A zTBqt}Nx!SJ#+rRe^Lz+-wnozVv${cb0IKxTL1oz|-(vGx*3)y#vJpONZGRxi5X(PI z+mRFjo9Sx!kZ9N1gCceC2xC0nm(01{klfkaMv;QK+D(=V2x~oCKN%b~xb73&cXHWR z5$^MC z3<>Yfp(d6T;GShx^RmJQ6>3<2IsNr(R6|GNPC;AA%y}8*!+^ggyTz04oK?FEhxn@4 z8EjH1U87KYZ;>+k3icI_Rss%s1miYYhCAs@)EBG*&xknUOqvxv(FO1o`dCr*jn z$yXS z&Pf9T`!C0H)bgNndXd_9s{Sm+uM@-9U$Tz=?0H-sT?_PZn0K1Fc4%I%`#<6L4&~L! zot~I7YDjbDJI?Qs@7pP%y*X1k;t|X}dzaC0E>u*(Dle7*xt6Q5$`6~W3zO9Iqg$%{3Jd#u;IlO*z{+w%A{F}PuK^}vsL7P zCV55Dj~RrU20sgLFJ@zI;oaZrxvM`rLiz3G@6LEFZk=LmtxJz55N-2xPC7N~daV7{ zhrf_j&U3qjb-U(E{57vvw=0#6MSZZe0W&oM8{r*xvG@%T?w^q5Aly-n7M(2pZpMSS zDK#fDcO8kZJEInyTJuZW@n7(#Bt53wMiyPvFZTi0q{8@gYaDv1b2zymgjIq@5FW#7 zP`#Gg!&OOd)Hxi*_qya7D+K)rlr#H6t5Cx$LXW|qTe)GG$A8Ae9vLx{@ol=^X^wUI zF4rBfZ`}*xB@TxT!4Jxl-R=lJl1fqf~!nLz-fR>h$+P_n=(d{#aGw z@Xq;m9RqxDob|gsw&eds>}}Rcp7#(X(>qkg+~ynVq(H(WSgAtPbs%Gx=7VZ4AnwhD znN`@nc)L@l{Vy$E)7Ru4a!y*5E_8HP1+C%Dw;;3c7qh?e<7WA{sP)%TQ=`v2ab-6J5K{9Tts3JETc-PX zyF;>qA7Wiex=Wj+(eW-zjEkRy1lE+(7_BW^dS~PK6?Luc`cHoXc?70W#yk1!yX+2T z1sO75y~QZIpWkuM_o;3p5+we?EBFH9E4!`X*v(nZGKqc*SbK0Dh(5a9t%Hb;$mTJE*cFSfCgVyO$DaQLriTi*HnZ{s|pRS9=WW5u|$>H~;!d@Onnpw2_ zLJ@N*RyMl&rM|ndRo6ZO=o2ja!LZWYZOty{D^jkIeU7O+q1$bhrNOHD$LXLP^)cP{ zbC;Ala7$cU!G(9Z$%#}Mzqq-0Dn9-S`f1*rj*UXMxRa-sg_^$=AK;gua)r~4tAc-X zWTARp7_S>QZ`c&L_PG$iSaaI5fNSvpp^QG)!s5bwra9}Fo-;qoQ3bkpJ?`VZje`2K zhIe;@4KSC3oXoYKYFBHI=erPHfnAduuEqIjrDNtc;QZVmoH)z4HweY-4<7@CiM*m1I>2Ad{4*BY!aB4v<5&lyBrRJ-KVf9*P<7- z9_hF9c1}E9znwI{uAec6bh~`zIV&!s-FcgvUvfF6n}FVM&Q32Rb#@@Urs0ah`-l>S z-8WZk)qAVQ7w3ul$+@`G_Z;hf9AFh4e4O|3Zw)38Ko$J;(@|0>BAEIF5MDK|=D|15 zxur^buTOe~crus&m?BMY@boQa7DL@Z>3*<9qgLv}1W&eS^>=|;w9($$Ay?f)F61}Q zkv`Jr?bf2dIKs=bMNT*w_N7lBLs{|pY0hmGG({Vscl=VV{j512TT_6ye$SmVLbw;6 z3Tf(NuIhWl@3-?D43$7}$Y0!xdmY69-J5QEy{%UIChuLbcN%N~vbah%_y$yD+C)@6d?y$XncYbLY%!3UsZ`pb*Co+KOKGqCy7LnO_ z7eoTmQe&aD6Om46w4a&VB$u~lE4KsOdG4Z!^%}$7r?qW{EU)wJR(o%6agI!$wd4>l ze`~a0mmWs88^qm9yuB^*!38+4=U(9pqYU^_<~t{vAR$_k1K!y(6C$*&W=iZ`CD0Eg$Yf@_&N>y5}G2wUwJ+#W0b!JBkfOHIXSMNXMaa+H~i*G z_(Q|@>gLpcvdz0y-<*@=Oiabh$zN+*f3yn$nVff>S@>8>U~!R6L9E?Mf1Azd*z1}n zdOm=&Rq->ezsLr^%`;mXInY&ui|Rf9_8B#I!%OFy=+>*$d^s{b&S+}1s1hHu3e%dG zKC(`w(@yR+Qs+gFz1dfwy1iHLZeEG*1@!II0H1?>dif43#p$rwE)y*RuJrx9NItH< z2oGg-+<*6L=x^5GSMZ&Fl)kNqv!x1KD}ketuP|yniQ$d@tv!UItF$`tKb`OVkZoRR z9Bx{7w~yu@T8GE0lrweZXT_Z#bINmk`zo$tlAZ1tv2x7DjHoM{JT60MCsEJS!drS~ zW%r&{9(qz7h1s`eapm?52fXHp%0g=RRL?LW=u% z6SKSGdp+_5jF}CGj{uhclaYHcN=f*+#koZ4)Minr-c$G084rZwgvg8?(=ZA^BQ2W8 zXjb{r+5Cxo9%pVLHK}&TI^)mRJNVOzKW92RC2Xfy8XHqtN9@b8QTYtTS7lTVWkJ}M z=2k|bpzHn|xMsCze>uFg#KC9P4p3GAqYX(&t{8}S^jl|ryLa!wE#@+9M5 z`!bI#=uf-W>KgwjIYd`Iv7qti^o*!sxdZy5=rCv- z+NEio;~ETdT~z-Sh7DMLCIqeyr+6u1JnmL{9&RP6C4l+)Nmg{OkZ_WBRo;ZW!nq9&qDoNGb&Cung=BT5) z{>aOlN;Pgg9>4^Xu9t%N0@%Xo{2v#RN%>GC;&;5ywU{>aam3bpa{hy(xZrVT zUMH$JSK+B)CgHjwp%-m~4|k}LC}SrHK!Xa!w`3lT+3VI*wzwSI!_*m6+YDeV7DReU zIRd>=+;`LwyvHY{S~*(Aqa9q@8mpYrN~=FH8Tj3^4Q%Os_lV9eTEi>;EsDz{w+n^E zwYF+o{%0mDS$Si&w-#uEbLv1qYYeT-%Bp_+d(;B^n$^rrH`ovVF!K~@TMja>C-s<3 z{OuQ1soJ{`(Nr)rcZErP)4RPR!I73TEq|p0N-JLI$*h}vo`gWv-@I8k4=x?AbptiX zxZEzi>JZ{=UEn{*U)dY>N~H{Ds*CWFKmRt}brW-i(@RSSPh-f>iv-FZ@0k9Ls)MrE zZ~+K7kZ*J_l^U05XTvv!U)Mw4IO3NAJIW7%rP8W-#h`ZPTHB$gCPUu{%mLFIiMf;| zS*Jc)<-0w|@r#qqoRbgdPa6y+<6om2=MSgCsY+UYN&0%k!SQn62J@(Si^f{red+*1 z?u93}j?0ZsRC2L`cxwM=K#rgde5lu}ABS-V`9+!6I?LOpJuCf%%=NfE@W-(4lF5Vs zH^SqdV0C?5u0%!ufKCA5GbxFIG&uj3xDxNd>@RcC{ zBKUh|`02U;33+zmjh+1bqe~7}xT)czH0XIeP(0GrMxB?|@_Gr>P(qe>C4|Z(0@7A& z_a+|(nNksw+=T%3^QC&*?W?_mezyHreA!*1<~1UZcXPj4p~$NK?a1TlRLb2adh1aw zf^NJ5E8(WJ_(Y^s3XMvzCUB3t4(-ik+NwVaId7&@-$L(thhEVYsX|>tBetXJL|)FI zJ)vp=+DMCC;gwfg{_a*PLo1y#XdVw*i?h`^Nlkwq{S+q6&e1<__;9gfrVHC$LQl{Xi(If1`R15*9&tJzJay%IHwt z5Ik2Q*3^j;-1JHAH^U0nTe5$#VRi?6?(Cz#TIwl+laAz#FMoJ<1bxwAzep!R`_DK_ zvi*4JT@+z)H#*m<{a=~xT_M`{M<=x%yF)rnjbr)*V=iAgO8?as&WN#zH6%_8n%!Dd z7BO>&XU|XUr5Qa$yC5@T0cO5vjYT*!bd1V%lfNNQ!N1{NG7y*A3<6I_I)Q?>B7V?k~?q4@tMr*LPHYljdBrdQGx-u!iHO(k@!< z!RbKj65m=G$7ywx|Fes716+Zy@`|lX_t9LK6wGCAYp_)~p9#n-qA^#LA+7w2ub1Am z6A2g0qPml8mgmpCQnb6du9UO8J5c)7Yu~5;=6@>jSDXu^KU$x1k{~K|>u0Z@!E2vt zbu3rV-ruZARf>OWM(V$YNypmN(wWYzLf0q2Q&IoJ6BA}e$Mtkw7R!065v^vg4L)u{ z$6mfq*7~i-=klThkjCZo{4d;^cnh(#6xZ0ze<8Rf6 z+JjZpl|wx7<63W`Od%NBeYyAu+Vx?9&^!AwT97Ue$zNoo z_x_?4#GRh}-GN^0j};Cx-^i&%8e8w6#C^VB2i0fZ{&K6R-1rV z*27P2F26dzdulk|)LSF73fi9Sm&l&dgEeIf#;0^a?%4F-QloL7Ekha(?U%)tsT>6#_9G}hMQ2A@MrO_I@>MuQcl1g;IXV%Ny*P6o?h2GZ53isJ!6aZf?O5=&1F3~aGCieZi zAs%I1L(v9975=hyzv9c@-VlqsHOIpVDBBwOKj=P|!)}S z6j$<&WzKUd5E#~5F4QYFa%*+W-t`OxgV=hUlp3il4qfIy6jDAP>bHB9V)_rb$oJ!W zyz}fx%TD3hiNiat zy--l8O)S~Ek6a(h_))|`GGZp}N3Pvq9!!Dd7e6; ztM{k#(bq6>rL5YqUpvCdZA^z#@=us05aL>WTUX%?K*GKI4rUIpLS#FU5&-y2un;w% zI-x(^c?&-b)f^$H-KGA5QTD_|T>?fQxxTAC8*V(u!c(6ZXiNkqRX2)Se=y(a_J?RL zMTIHUpWfeM3%bj`Rri zCp(6tdDB;m7?g@H|IJN0eA+b>s&C@`A9_E42zdf3Jv#)F12L=)#rUo7cKYmiZGP># z-FB4vq}EzJ9;Xx$?(WJlR{VH@cEmfaQxIDs&FHI@(YyITm;K9d)V675D9&~#^#l=s zdi=WOcW^$I+jCERlgI`wl@4;DMEANaxTU|w6)r8fLK9e3`FyA6rebKFPM7+^J$L9Lt&7_|Yup$}~gvKR@`jdu~Z zKvvR^%{}#PCG)x}8V#wq4%&BN*U~jBJEB1yrq0J{fcXH-vIkE@jn^{o)V}HfxI2Hb z+xS$ZMnS=}2f$#Pxwr(FXmV(*=iTGlV2h>n`>dD5!m9MhEO!4w^Q|E?CV@n~Y5t;a z;*IaaX6`{eR4#dyxLIy5Jkpk}goah$x7AE#qwMN@g-;mO^#w-5(u>5X@#RkJX29gH z)7}U;^9Dxx`cb~}&3&e#^}n2-=IvVXjuD_EjD8d5t;1%GEE@^ z;5CxF)&_dFS*vJLE*x3Joj=6a(>vtGfP8%w6S2G)RX^uRpnvcEUXc4fUPpnP-L}y! zu^#TZc${EkG4C{@9SaWo@~(%mY82JZWVlKHv`e6?r!M7Jn#VPGO>A-o^&&EwLScRi z4Uhlu_{6^;!grhH!ByIC>^^`C#HZ6SH287*8 zO@`01JjugO>n_0LXA_GZ>sT@7?edH480a*i;(*rcT@Iw*r&V6YkN4d+8+Lj~t@c`# z;Fo%E?An5WMe#$KZ=wM3cv<_=YY+Q#c3uuU!^6j26E)!L94ZR3m#c26Rm=ZfYqtfx zolIKRV*B_rpRN89;(~asb3pLn@R=?cR=MkBksx9+pERc}#>_^?XxMMa{5x8H_)$WB zjXCEQ8!@)YyU^Ba)c5oGUV%Bxkv444HSbM>&OyDZU?2iBZUY5J5!hhG!nLCF3y_W9 zCg!u#=PQYpgjV}?bzsyir#d;t>ot`+h`68MZK05~@N(^ZH_L;SPuims^~2CUcWok< zGTW7M^}pC_eQs-%(aTFd=c<|&NLy;Nhj^RGr-#PyCd-WdeelyMg}#Gsv>I=pw4 zl4XUL5v=~apLF2I>g4@>oiKEL%|HCF#H303X6vIAOPU9yCEe`?#@s6O4>IPU={~gX>=QdaPsO+6gr&lkd@SenU|t3;&b|_Pl-}Yq?08(2 zRO;$KOT1ZXap37meu_HdJ|m7~`qvx&ovPh1?GG*IGTYkPxKWYgNiuCK*0Y@T8a25x zcUrsArB$SYu*qz#WM?OOePs#1TTYp-&S?{y?;$ZJa;rQ4$D4FS%D26J;^eb+2XjIU zJ|DCcWEYNwa)CyUqXi849v&MUj;6HzyHDB163mZHJDugK!F@GleJIeQpS1ZhZXzTC zIyv$*hY1=MR_bFU--`I-saaS1)sxslfTg*Ne3Av&B-ieokmb}1Yxsp6rq%q)yXXdB zE2vfH8hM@3RWK%>TG0sdikoET)8U~tKd`8sPTvRAxoODo^uCIgA&RRD;7pkA&zq&^ z&YmN%ta2etcK7+rru5cbNM$+dF~>!q_5_Fq&VCI}x9d$TDZU8}@!!HF=-Ak%mS(&L zZ6UeW5pkz|c^r-W+T;&<1c70P5ODyd>Rq)-=98@o8}wshGVnx+Cdw``_q1|)LY%o z4YfO_^iT^9VF@{(7sa(qC9U*%suZrH4Qp(3<$8{G)a)8Rrz1;h-s5Hp&xrUBqVW>Y z_lY+Q=C-Y|A#u~grOMH-N^TeL=k$15g9`uUmF>+TsXbN-?cQ|p#Pq3i^GMOXbzT6w z@#sSxT^IKz2tJ=RvKvdCmgm>o2TndqJ!*&=LyU}R7&gU1sKdOJf_(wsrJ09J(_egDdN`$G5e78m3|BZ~M5JOn# zc6DDkNCiK5iC>L+Qem}gjq`}c328Z<9lq-R)wjlfLYYZ_YW5Ck6u!u5qdY=`@>>bu zlY{izTXcFh?Aaxq7VP)KQWf@Gq3=WB@SngCO)j;bWTv1VQ(w$VNT0o~$L`x@wU-#J z@{F4DDJVP-bInt^C$I^ye8|`z(e5t8l#G*bJ1vMp_jr8xFZ^-5*}17Sl-sv&u}~d@ z7_4;;9zaSW#HweGqVM#Y%G38sWj9uV9KMR(Yr&I7v*%g2*6U!KuTyJ(cPYw8Lk%x> zyZk5XXc;QY$9|ZTHdfAS&nx_3c|I`xMRx8j8{ukmEI|z^4;2*&tLno5f~u3&{_i0p zW?@`>wQ31{Quga7UK^NwYQxwa`g(ZWZQGwC@Zg~=McYK1$x64lSNWWd#T{nV6a(My zN}T1$I`lM2?8G#ZI(pv5?z-91>dSj$^@DrpqNP4`o?Caj$5csg@=FrR5~_B*lXq5m z=Ok)ZA`diDHAJ!#_N=bX&mB={TZ;b^m(8VPJ*Q3b6q(RV{#D8j69v1NLu`n5NZ^IE z{muDak-Jhyga(shhVw8@lZ_fzaq=SFmY~{-Ef~&COD$tM>GcAm^u@*-7g3n)B@W?~ z%CATOnAA2Hmo`@WW_6Z1)xik->x+qt^Ley}$78Sqk&z&vFQh|H#U*wX5*PFtj;^x+>M~Hb0-$nba0p^Rq9T_4}zbsK5uVSC=O6R_+NJ1eBmP90GyGQ=7?u(Bon|w-?U~&0SleF%-IqUIPVp#u25( zaip<>&0)RzkzsG{>rhfr#VS$dQlNgdtbY!nsqn+i#n@Vu{#z4ocDG9>BeMH(PApcqe3% z9|Dj-mtq|WG;<%UeFdzQYJ(ihB5Ud0A;o-5G$A68RNfVOeD7Rt_WE8?cgt~ryWhl; zqT;C#G_gl~0siD=R@T7$$XX8mH15C@DhdsAx?4>!7_PiV?x8Z{3zO2^x5Hc_l`q6w zmCU^nnXRl7wI#R7TfnS@_g8aJ9QKxl@4abrxogtBo9o{s_>Xfo`=)fREhmR2sAsf( zymys}%F~b8u75$nfCyi(|v6JcAMN>>`>s~{q?`Y;E#Nn zqAN7lH$V3Zz+fXzsPBBAM5J^0K9A<${)OlbY0Y~TAPh*G_bTX)iR~#`!sYqnLsDqf zU=s43$+stxGa`(Y-bkzCayJG(aPuzib{4zUR{dn~GxoeeEI?0t1e~5=r*fLj+xuJ1 zJ>d=8D!Z=5a(|nGn$JD8anEXW9+XleaaC&~w?|wO_7ybM1Hk2jt7^iz+!2mZ}U~&0Fr3$`~B)MQMcIfYq%&NZZ7|o4LHuX2($IF9L&?EWB zB;on#feq8WK6a++dx|F;z|v;vebIPl^G_A%IDF%#U!CW$@N;i2>ex7#Zmwe}f%GTwf#*;8?QGL&O4U=M1dQsc z4(Uc(dB66Ll^dS(G4OiY6-pb_Td#KGeVTm9VS}P!m2w`B0j0eXm&L+g&b}QDMhL~H z{AI{uPU;gJS#{ES|Cysy=v16*J7iHKW?@ymINxI;4{*?^ABpkSx^It$Y^`AZ={>tw)x z$_d%y=gWo3>YD@D=(aXBHAGkMzP)YJymyAb{8hV~&}cGh;ipz3{;`$7>zMxN(e_V_ z>fwZhj^Jqg!AZsoy4P1>1b26;qgk(UzdM-{fhXKL>|cQnV#wc=5_HULCiiZk9Zjxt zUuzfpwQ1qt;ppf|@sIj6N5C8@K{koBn)o-=ZC>z?{!Ga@cCq z0jM}I^!T)w>Q(|FWkai7Wt;sZ&AE)K&o$fn7Amz=;rmyQk>NGHUy=b%v+w zbbZ(jYo>#v<(&~u^9e)t#8Ehp0l7)FB8v74+X@=mXRkq?R!7-TD>V^=D$ED?b3}yX zYtLU^8o#-+^tSGQ*RT&Kx2yf`jqMeJh~;RfYd}l=t-%M+`fLZ;7o*$Q+?3d^D}i2e zs@`M3f^{#D4_Po*UIhvH%ZpaSZPT>(-Pzh}_Pf8J7G}nr;%MdOh@8}{*?U0T1#c4UojT8Fbx^oxVp;w`i~A*%AUPWaro)GwNWP zA24EsGSz_IAKi|m4D5BZ+3DVhYc@K{s!v|_=*}&M{4~eS zef8Eo$RVP+>3Vl1WQBdC?QAJn9Pw8vL*?VOjkoqSl$&kc5YDsQvfFu^>${WfJF8{E zQML0Y5Hbc9X@6zda&-$hTzj_sBf)P}Q*zomv<-u$9qwlD(tO#(XW}$^UGzmKrwZ^Z ze{)({x17m(v(2nyc7Pf?h10nMV>PA6$#FFZb?4tBxC^(x-No-#e4uXr8RN74+xs%K{c114+m{O6u9gwz@gHw(1G$A+GT8s2hVHRKF zG`X#l?Qf<+mu^xdCb5S^3y#bL@PkBq2*GXZg=*-b|*!kFaG(rr)!&laSoUB{=#On+@+y(B(k zFI#EdHor#fR`wCo)l|B1)AppCo|fkHsoo$tFmvu!=#GpAabyZ$^j<~9=MqF6a zoSkyiDD^RM3=71UtSq*zlQXUhQf6b|YWAf!mM-KJC573n-jC9&GmjVQkmD#sPREU) zLAUSqN_IOwL7~)7x&TDI=I<3`84c5UPHvq0we$HmnX&yn)lIe}PL;BnvOMQ3Hdi95 z8EnwLEJXw)AX_flZje8u#Sf`H;Rv>!0yvGUVmR2X(Ry{yjiz=MZN7%|!uhIhF-tD!b@)`8 zujBoennR-P+(OpOpQgUJhS@hypq5MD$n?1PseXkIYaco}^8;#YuOy2v(?_3GS6Q*7$9*2dO2jh$LCEwqA z-QQo+&LFOktvklsU4G-LRo?EvSS_AIg|DaVTM|xqeRrH(UyDl923mTqGH?52?_O06 zUEOH_N1GFwqWJv>UK) z{H4|XJD%2<#;avpk=RmOZ?H*D8-OR}Tzgu7EyYY)IE}_eK1~rCMOP>&%zFfoK)ZRf zP9Hx(mff%LD*c`L!*|`U0e24|(B8YZ1ts65RICd0^B5vEYYz;h*1Tk<&--)1iGZJd zf(@tEXTC<`)T#7Wn{S6O#uIuiTYTa4lrbLJJMp&?-*!Fab6$03EBbjah(8$qzuI=lzdI}X^o5kW1{0_SL@=ZS73TOxOzbhibTmrJ=; z+t)7KOI%bjfWi+-rlSaf-4RQZU)I`hb777dN|lbUZ!Fyyji9ez0Rtp|Zg8h=COXXV zwQJMlD!W4|1Fk`!0-S06ZHW$J#2>(D)RWY4O=(<1mac)*ay>!Rx%66}z!tQVmt%bP zC@g2!`?eE^qu~d3QX7}bHD47Li}}YwChD2jU6EAK?lX&*|M?r7Ziyj!lVDaK)en|c zc_&OdYnAhV@3yXrd13hAC)h^V93+#fA!GmsZ*Whr_U_y1-iartE8=e1$usT0cko{L z?r)?4r^dgCd-7dkLS)#ue5G=4;EzZGaLkT>?k-#C_R_xhF&@gX5ahi!pQ$gZ^ZbT| zcZAKhR>d>KLqAsXN&Zf?+YvP@^(kM8iD{>`O)>Y?PTBQm@!1(H&GblHmWCiS<$7Uq zF}k}1IlzmMjN`O-Cg=$L#Abh|Q!DTqMpSEU6V$cQkj%JB?W25tCsirx-B?1%d2sWO zuQRZ{i%4c1YBG1twX*VsVpjrLU58EcX=cqHExTle|2ALy4;7)6!IE>$<{`_Msxw>NfNz=o%fV$CWtm&u9sKwRkVF=fiJto1B;FCo? zpkPw+W3RQ5U*%~kaW~Q`XuauOov!z7OrLqW5^-Fi1GnRvZO&kVPzS&I)Fo7QCn$jp z?)dF_AU)>$H67r^QE_zWqLK7Xb?KYM)O>!?tX7XrTVErcYixSK%T&>0+H-BX3e&CW$)+OXOQp2 z@AqY(u7SCMB7fOESIsu@u?l?x7fI*&*JBXX><#oRt|VPo@If_%Dz>;!<-otx?t||N zOqzcR8Ur$oh~5oMAzoub)|a=L+#_W6eYsXnHFR7$Y93;Jx{KE|38Z;k08uzHe{oVWP zDe9F!(neldI}9?^e~x&|nD_ohZpS;oU}~FZ`#37wquQS+pAN(if(IEy=?p2F@S8sl|q~kz`ES5dF zv$b-X=(c_9Inz~7HrCIctd$#)6bCU_xsE&vCi4!!x;I-*mYA-+TEWgraGn(s&IDt9H{*645PFB)C<6F{ToFdx;43sFWH24Kh0WaaRDzOPvW(C+RaGh#%lj)_6CK*Ba%k`l zGGen)CTq4pnr1JW=;{SnKos4eUZ~dNzV!hsKg~MH7O4YHx^d8Yp)5N)f;}$erYmDY zGJ4KTfA1MzUbc3vcke75^9?LFxL@A7z*qJI7&srb&DnXbI~x)3!->tVSs19GC18 zD|tL|HqHouA*?gid__DGy$Sa4tnpjh4M(rS#H9j~=H|D3p~7A!9ITPYr-ppb-N@sr zL2)5-2_TIWzj8#D@dMP}yz2AQQ*ekNO6Sof$C?}_$g6AdSk3NB4?@4}y`SP_tvd|N zcuiEc+MVZi0m-0oEjKRAMtz$r6KH9IQIpZ+iFiB0qw~#Ax~^)v@RITuR~zxgIicOu z_?lDlI zQcop2d2V**$?cw*`DPW7C7gO^&0)d(wB437hy4|~HFqef z^uOJ6YuVo}_P4kWmQ=$Mx8e8;M5*KAa+)fC3uErr+GA|xG{_vXeRdtLJ@(7;<+Aa6 zGwGSO{$~&nNgkNOU&iSAD`P@-Fp4Jzh*my-w{{Zck5^$<-vbPZ-OiO>Ogl zK;wk#^~R$5`7vU(^Vyd{G;-RA*y#tWZ%rP;2FpBGs5S)EHK?MF9?z|nN}II;?P^1Y z?uhnuvgKx7lSYJ>Gg-OnRYc=HPs{~kK|jCxmvv{_HTr(OI{0em)UxCwJGVU~2tcVJ z7eh;fWpQ-t+A9~skJE#Z{u~UuG@YyZlFmOzT-RIG5@gwbBGKLdjwtgj)EY<3NF#d~ zl&Hf#G96M_IW(w|zlu@6JYL-l*%deZeW+2#!3G9QyWhlyB=F&sgF~4xPe=u?EoZ;n z@^k3OkMo|6zSoM?o6FUwb3f~gZt-51bLY|CNG|yF95gpx);tNcCU<}4HMk$D#5lvt zmB*|`BTHd_AGa~9fRy>Ep!kR7^cBqd-&w8qayxO|;r=i=o80^Y-~5@8-)#0;V1r^S zXBG;p_DMOlQoqBGot`Kk_I70{DF8fLm%U9^>*YTXXaKu1*Q|p^uAdsU%i@J*gGfpT z{l180!nyXygP@k3rqQ+WDvqvK4>57Qo}cwo9&J?vQq15*G4;+Lin#YdHj^eh8ElpVfx{8ZSVCc6vjK=V7W5X0i@ zvPf@MY-kiO&8f%piK>VX()wwo!>{wes^Bm-tV8*ITBD&fxLfT{VR_uTcX!jP z4htVn0kRWNt;W?qY{;I!M{wRLhxc%`(l3?D?`s8B#wg-qs?*%(g!b#4OS zS|L3>b(d%*Psa*S6^DQ6NV_Y#TOV9EtCw!9j=L;CJs`LpO@t%f)>MP?Y1ENf)BEj~ zk58cm^QU=`h}NUUH>n~R5t!y~J=+#aC!=`~yX(<*$4i-qiA1f`5F^z(1LeUKR{fhJ zeC4nA5M2L7PLA{Ii3;0Gm?z{wVTS#6*mlfW&4}osP9rnv~w(@U@5wlxGrGJpQ##=SJ0>CLI3PXu+YYkIPrm(VZ^4 zv5U-SyE!|&`7vFT^F+1U`XybP8T_m1h)7k&X|${uv_z`%USKd2YtU#JDNysKzb zM8T$4r!4Q+8#?Db65oD42XPhqQQ6x@pQ?BECv;sB^H&{`psaVkCg1lCDPPs|xY4?{ z=mHw_pEcoR5_);{OAIu~UiGfNuH+#5+MyR{&&}!AORYOLVC8wBq1SeUMnPJ_H&_r6 zPA9g^(L?GOi%*Y(LyT>+=<|ixoG=2@8qB&*73Q{rV{rs7w_+7j7jzIBxRvw^V46=D zX&&uf3{uyVZ+}rNzx*bhRaazbqohR3ytn%}J3QdP->TCD8+{nMH2yFeST94By!TT7 zJmhW1VFXyS4BFnITbuOl>zMeFKyU<4K_zFDi_ceDk8;y>oJMDBypLAD*N3`K%lKK& zn|5mwlq$uGkqQO98HgBaurK9PAPTYb2WB79|74Ir&gAd%^`uIq9%XaaBbMrSfMi8I ze;C|rXxp^@j{Ai*Y94l%j^ELxTmJN6g;>5ow|4|0L z{P!i-N8Cod!*JrBHqvbtM$DdhH?tNHV2+HxaX#l(Wzv>H!<{iON!Yh%mHT(kvzx%K zH3t7H!ud|Oz3R)aZL5DTt~dSK_dDC|L*cmidlr@>tZ=A<{m=h7z7NxPx`QH@&~+wm zcB9tkPN!uzlX(Vs-gL}zQdY7lT>fpUN8%<;%QNpdsosfI+`H-IYBxF#5kZmv-sRJ4 zF|yhW)A=+Sc6C>GFw#AY+UI0(#oO+yKpTtLzMr3ed2xgQ(Utn+mH*te1pHg*ZXleF zn8cu+>+9MJN#U;Ze_Q-g`zsk~hK7lvoPDcw?vZ3t*~8teljRpcn{q2t}Rdwz& zw7)6PC6sF?d+!e1bw#PLH8P=>lw0Nf55-@vFF%>b!}&xhu+7Pf8Lc|ozH0p)h^_`%Z@esAhkd~OaIQ7s9@U@8LXdyC1fHPh-9w&h*J6|mEv+&g_2>*$CW z#%cC+zR*o$d!wa+%-{GOW99O`-WYv=Ks>-Kk|3Y11=nwS*eo6|*7EN|iL17ejppj0 zAg`avoFN4QsU1*>z^heeP&i(zlW8}y z)Gdh1%;T`AWHqEq{kXpBjK^SoHTt-trXM*~-hg8&D-b#-Cw zW#H{-Ygv2e!$PV_v{ZF=Sc?ZqQP+p=ZLPA^zBvC~H%Eep2Y zYnECx1FTcuHdTMsz08dR0-1BNol(V#{u-ikstJoKD*D)^Jq9)u0NqD~`c)6)eSsv* ze*-WGL+LMBOsYnuxg0(2*JD53ROMBKe6O9;g)=_obtP>24V#}Y#U)SQtfZ3TbE-7X z1nx(juMPAC+<;d`6FCPM$`h(rzWj(DKs~CzDXzTH-LcXAvD-iPV&3i4vWDrT@3(H+ z-!UlF>ic^U6Ov~eR=deA)o1R@R9D(`^xP)-!8JsR2kPi#{l@GdudlwG+|9o@v1Y?z zGX9&8iwj)EK8Llc=dekMZX7gvX4Sn#tW>%Zw&+!;?au{yNR`~#``x5-Gp1EVufOkY z_zWob@hR+@OYkBa$elOrgKTFYmYrt>?J(5a>D=R3u9IfW{%jt%?@Ya}pCA++-Kgu- zJ}$b$ZqoK2?SfBKruWiCvztijv(k?_*PWLJO1T=Lb2EBc$ z`iM^G)Vn?#-R|Fmfv(M%LD8AJ8PT9xczQ4w5n*M3LKM`ux|vHZ-czH02qvtmtWWe# zPbM9mog(GD-#sb`__@0DHVE+fdzB$M;XTa%nm_-UnHIa+={SyUZqBLT5huSr7nd-P z_|m2JYBrkpvK+l@ajruHUC~I3xkgL4zE>wwgEx=T`F=Eh(;hn=^t)NCL$^^$8y9lt z9F0MXQOd3OSCCb8u@N3N^;e|cnp^F46|H)_zD1kZ`NQwd;@w#(?JuC!UJuB}U){r) z<90G%Kidi0D%}5wZu`K9(hdaj_O0ruC{FAGb^ zK_jkrjiJUC7bihuz~MY-9eYt2RvJOSAl=XCdS-A3q#!uJPxpGgdV}5BknQugxftjv zlVn)fHXXP6vI`SJeS)z}2)-@%QGX>;i;k!52T`b>rlUh9NFQ!g=4!LE^QZ=(dT_T= zt3gtQv=61H{j$Qo>%-lU!Ku5VU@Bj`OgWj>RhEt`=U-(grRTb8NjG|UTFk$VIh>4Y z<TT&#UL)bE9DuAnuP{RX z>V+}$jtA8@q!w1hq&j~F2Qj}>%YW&TZ*-Y(pRJ`GH69M2^H2rKBiK^MKb zkK=E8x=hB4J#l9;^T=|ilNkOEvVitaFR50E_Wi&0Y2b}h(|Ff2OCcVMY`U0CuzY5f zZo@!v8Bh?!WqjRQC$x>%iaX!WjmwY1c(Rk|R?86F$(V|JOKU&9^s)mtw89bJk`@pA z8V?8g$pt2oQN26$pX6LdE629s{C}<(%x29@P{E$_V8r`>I0fAX6)Yv!( zgYQSxuIBe@T~kTwJDl(9yUoW!R{6%g)o6srLBs7K>+ozB_SB>`$sg`(eq!AV>`Djd z2ftp~5EZ0x?s~N$DR<=3`GASqhsEOiunJFQ6yVE$6rF3kp+RS=d$fK?mfQJ3E(Vz=@G2#`}gmAF&mh>C6H1a z^vsg2Nz!^je64ss9$r-Tt!)aMzNV<&i{LgV^^HFk7M@Ng>+6{x-To4^jr_(wZrBtT;LZm`nU3Vn_U#r}G^yS?1fg1A?|iaVbXr%=a94b8 zPIilL{q+w%<$|!1na&33a+x_ax^J6KVGkk^G$4~-^DdY>W!_G_1q#qr=Q}pS=^(N_ri~N;6lQ=Z{V=My*oiG!zRR zW82wzx?I5^U|?@P?Ua|c&A;6q%)W4s0_%EhL*7B!f>cB=ZcbQWX&kt~KqINNYGL2y zSy*Uf#U0Ed1^t-*6Z>ktx9Jt@)c}4V zHqQ>|ReHxB-M#Rd^(yhqkaG&QS-4|K=KoAm8q_J;VPRHR+k3?8*gCw+pLkauZvQJ< zh1#i{BfUMt!BotHLdq+^v+Ccz`|hhfr?kf#D;xKMP$&t%8{=(3h8veIQ$M}js!%7s zk4y3>GPQ-jX7WqiHo`L}V(XC;!<5(S#D@c<7Uu8VoV@t@mx%g3;nj}T8X8~XU*o;! zDuvU!jAygH?*c9OQaCk1^S*DPulu0ht#X=AqXvafGk#5q4d+s8p&(k&sBbB@JAXhW zsutNGXH6HIKk8nbqAY_)*>Wbph5V|i-EoEuK1pM8De>Lxy{X)bTsqod@c76SI#etHa)ULwchOA8Z@vZ)P{C#G5siXy`yjy?$zMz!aQ>)V!c6MWY zn@@;mO?(^AJG&Q99*YL1h2`0ySm$)&RQLYsG=`BwWKh4d$WBz=lJL%TX)ln|s zw@3SYKjO+(9|t)X>#p5*?*;^c+xAg;sB5kCzC+CP0MeZ)5(PBXj@(7Ov;_3pYz z^RXr-U>|gt`1uP6EDpTJb_pZ@M)iOKfz}WU4|_jU=;krG-1l|5VK+o|eD5WVtF6bI zMophGr>z<_m6??)XhBfl<|V+3Lt+24XZdc?ou-@7Uog9;-3MQCz{p2YSs*{)M!UoP zx9;zI7MdiE%W&tN(s#}qvH#RU^eG~WhXHztZxiM7^T95zdjDpVak zP9X&V1m#peW}&;MfYf51Ka4CK&*{e7dcwI-e7sIXH*3(Rxij&(WeGC=0X+(6DbZRj%zoVbK*dh1ONwm8`= z7Ph%K{&%*m6jGk+R?{usEcnIyBn!L!Lp}#Giz-F}p%G{rVV17-nrS*+qkE( z$sf$H3dBm__np(WeA|E&yS?J}27htMbd&T|7c1W1Nws+VJW~4Zu|p$EbX@KayU=X| z4P4K;)LG&4MBUp;uPcs}oh|24_?tE;Y1bOQv&|S#Lm62&QK+3v@m=89-*WDzk&Sb^ z^%Iio`{*z24g_D=X5F~n)=_=>r(^1;@V6A@X@{HFks58A`+l+gHgBRQICbZjh4Oc^J6!C7EwZ+j_OBK#GxlXfP?51WB_@PySyZhM?d@BDF)Tm+Dg)d>O2 zvjuBPW!*^g>X$SsF%N<41&kw%`9V0&Rf)(mvqlo` zs#c_0i@J{DotMT16A%rpO0vbCn}M-P^f5R~`W8{pl?PpEX>X<9UmbKau|Ks`C31Jj zfBzh8Jtg~^{AwuTGDvg%K)(KtNmmdK2*6$anOFJNSbTl$$^wyxKYh&C-i?zLU8L?7 z+l-_+wROXWY^;}cs3CTeC4dg7+XEdl4`6@>Ll8R{Pk5 zZv1F|@#gY~x-?e1ePw8V9}Z+V^k7LJJBEA}o()aM275>PROc%?d4U^&Syax+66-wZ zEip+kqr7Q!)oe2ZwglWxk&BD8yh-#|y8dp}pfXKeUjOTtkFQ9IVx>oD${CU8$l#PO zox|f<>^x>p>zbym?tWDsnczKh#1e8A@(49JbHiFEH)^gs#LR>}7ibWF+h4tau}G^r zEm@o1w>BXmx2w;wTi+Nw@33~LK|LL+xT{U=3#*chKNb~tlTgJ=9}gyFW;Hz7eXtEM z{xw{KBoD*x!VewSrVF7mtT>IsZM-AI(V|NX?R-o9RGXlhitWYbPG@ zK;+6VYr0Is?_E0O+U{Q`L9iV;8t+VD${=EfKT~hZ&)M~ma?b#-N0~y=X}fWCR4Xj& z#q;1K^Hk^Z2}n4eT8$5Qd>ZogaG;~`VqQOm`JhkrpYM)KNXxQO{Z`cG)>-T;l#g93 zd@N8MZx-Hjllw)sd)nok@2%4wl%j0i)-TJ$j69h}ICxJZz;3nuw9z!7->rQF@9p;~ zY83a~DRnWPi0-RJBOE@8=fp$(_GWUbKI6}X|HDGxe8^(;sG&0QHiQx5o{jzE+LXgQ zU4_vt9#0NfV~u?smC0LKyZE?IKYWiEM|4_f@uR=aWV;F&W%qdwnDz0@Rop^6MSBDF zgc+YD-YjHSl79U)@_n>BbjeunE4x3t#Cct{7QY7CbvLv<{>CmqhujM@n1nBDF*)vN z8#Uj%o<`qDxG&$J7T*l+aE>pG7av0UoTR-r%ss}x)kYxev&DK(5QI!kcP!WVLjuj< ztxn9<7RRx+wRaewkW`7Rk5~7=kF1i{<`HlPd;;bq8a!G#l;Y!|rcIy5K|kD^&t1`M ze7l=@vGG^KpJge}b)-@M(hwWn^mS=86uTvDK8^m!j_~mLG4poC>8(#Q-l?jQyP=|u zxmG|ApW$lj|77j|qo{UVEgJL%N<8l9FJAx?MLjFmmn$hRR16}Tj_=Fv+{(UEBPxGF zMhk&CEIowIacUpOvpo~aUwFzi29i9OJ>II&3>W!Q<%dh_J#A;Ad9024LJ=|7h#t>A z)*?&!dSLCXoPC5XP+|ERV_hK~BCp0Y{<+x*ngY|H{09)8!(R~lH&9cgRDo9$r6vb# z^-+4}5q=FK1{pT~k%VUN_~2{?X2SNXx|{;-5Dmi>a6RWkN*er-^IRSB-}tsrzDG0{ zv|?VG8-mOGoo%%B23eIlHgBH(tj*R#4cdiaDPj}dYyG{3Kob}#b|>?&>Q!F$>=&F; zWI#!wu&JB;{8`vrTs|ic;1*-;R*a;}MH@YYT&vmH7z5!^Qc3#J^wvNSimj3J#FIns zLw3ri`NFJqKz0A)Abd(k(ATM5Ung`EN03$`g4Ziubw2Y7bON@k&B;agCmMXl_OO|f zqEZy^4RHWomWN}|Q(1uR#ZePje@L4B2k7zOn#7gvBMthlkbpP(O(nyAoj z;+e}lj4Xy;CVsSNvokNf3Y)1{Z+2*C=nXOvJozWJ@5==&vz!-&C&kvV^lH?H{M*~9 zO_>P}-Bs&UDj0Wrv14mat!x4@UcVowrHQ`&`0aXZ7K-%PNi|=!lwN80s&3sB8tBJe zHl!Kh`IJlWz+G7RI%BkhX-k17cqI|0rC?pT(N*+AI$kNCUwPH}j9g!C&EW;TlFr=k zJ=hjT299<9_12pdd?#gNhqqNUKY)R4yg+_xb6xVy;-Z=f4S2e3J8A){oaDPj6Lj-AOHFy$HM6QLQP-@!lZMh#Mjc?ZGPt@ zjY`@%pKSs>BIYl+0w|Ql;u0*uk+?mQ&N*QuT9x5W07hP}fYpjy`>Ads-jyQ2)MsE{ zd5Frl$1kYh=%eHIZBHHVLE4&IM5CWueNeud!`49lVl`w}?cKjAGVhgw`Lnl979w7M z*IlD_<78%mKdk+&)cl6Q3|lq4N7@at4b<%<9&?|afMZ<^1q?=a4n$~)Jv@&(_pnPB zo&|XU_MV(B5`a;w*Q1td!gqc@2W&r?QqSHbpt(!;#?|Z+`D&M>BJmc|;C&g7prN8N za#vlNb>m#>JlFbqAG~V)cCbNcefnq20(vA34WsvM(rkf_%1sWpFM)u;}Jx=$JRpSlU#%XjsN9;}Tnq8d|U-JZ|ThIMxx%1830-ll2Qyo67 z_d2Z?cJ=)0RIISO^{(-nI}j%j_lE@e?vZSqIrkwH{_cO3=vIyu$icptDE*-e{;nLKyMuiwpY( zzOl^VZlR;6pCUP{_yZQ`^SL<{%XE0GfK^zjZRPD?jhQFwVBM?lxGK7S+*P}4_05Th zX9`P6pF!GDCp}{#&!#|przG}un$1jTB?UANMT)}vbOuC7%kW??ktH)^*!~R1w{dqj zjI5u3Z=9sR=+%0e&U0%xMnK@o>=duAeK^ULZD@6$M-IWvI>&x_!gjFbsUOnfSEABF z_qfzR1Jes!&+gfc<&>;#stV50^7^*BKMU()fm-GvHD8=8Ytvux_7KL|Y|7x5`k!^P zXePrTF)U!cIpbFawCJ9M)-xGGFW|Vk&Eo5!up0G#&e&vKRdI5y?waPI=e+zdex?58 zo2B089n(I(ZE=Ra)wk*8uknP7(QsCr{;nI{_MNp6>9-v)P#)72*h0QZyhz{0?U0^4 z;E=M~gMD#y=6V*8FJLPWk*&_-@&s`--i~jk?63SoOI1l;a{v&hiYYPn|c+pNb&y7aQhx({cnvIyw zD1d4bF%_ASHaQSeLxJs{pZahhZ~+|vrp@|(6u$fR9HKBeCU+@wtx?#YH<0kM-!FID z%WprDLrHxRhlQ1%o~PB+604$lI~%iIJW&od3eehtjNkR<<-AKZD_1hWyR+zm_9O4i zOdUTeBbgftXZ?^Ba9?~2?RsHASulsT{Bd&t5kh({t$tvso=OtkOCo@`y#5Day!@ty zBWIr1j#dx$@`6R%P(4M1_ge1kS(Q9iFinlMQ)`M6Q<<|m+iktPv>Eys{$QMNu1E=M zDA>3)ZlBkyX8zYsU2ZCIqB)bW%AtaVC&KwH;qwQYG%U>;9Lkrsm97M=!*;cmSN2j{ zj}7_{v1_LRs^`K-9VmcdHP{>ihN~n-kJxlb!JVus5nqltBF z{-8^4p4wLp@}~}njv{4IslLU#%^TBbHJZ{-K2};}ah|1Bo4b`YA6=eGaPZxZbojOk zgspSm>9dhE&3#U}6_u1&ik#ATM&I&6-!#s>(9_q8j$AcvheC33-qS^4W0XN>H3nS| znLlbDONY$r&SHMm(gzf)zAxkTOEL*=MIf$~>8|}l8mjb03e^Pa>z7RVa%-k>SR7u+ zcJ$nztGRg}2kuhmkqpW4>5gqA?0vg!%DHX(`LRon<{HLH?PP!a8kn(VPAs@Z1GiHp z%9X;w%1EZ%xI8_Qolr!*7>c;@Qg40I>|GObl};D)hum$g4JEdKwp?}jYPqoLfsXVD z4FYsmLfQ6cx@ayok<%M3H>*zE?J^I`bcnxtk3T{#1(`g6N>astz)iYEdga;ygES+S zKsYgICm)G*WMpz>a(=cm+}bd*4c?w2a`Ue|@V*W)+{2;LE!eKpB%4h&esZ~$cG%eT z(lOf8%WwBb6|KMFyvPbh>IQXjOeH2zvQ#6N^egR?(8NdBbCUPkqZ^Y_h(c9nJi7TF za)sY#dfs%78+ZON)ye1Wt+I}PTHV!6tvEb54MRlA*mD;Snl7i6%~(BW>;C0Y6OUY{ zMvo_xBLrP6zalkNk1Fj3+gOmc#9H9W!=963L9&rbYC3-Y#X)m7n$`BRX``R@%)4iF z&7`{&a5#I{uF7?}fKl7Ne!EHNfOOi8k>@UceEU<6j0d8ByYjFOmf?Qmsp5=`e9_XUh!us&%;JDg|4x?+WpOQ+HEJ{rhD?`r zNx>*U?E`JQL_4#LCqb3M{>atu(}%dO1c=3ZWj6)M_^02p>zBeLlk525uyXc`r?1an zuQ~e6;lE`w-fbIP4Ur}zyi2q1^Vfl$<>uxE#`Wjy9Qo_l3*u56Ws`vl(!(0tu7$XxtXWz348P zBxWFo_7}tp}LE7x&v(K8=w>YPMG7OnuMmZ=A>}T?yZoCgo>HU^B}0dmmVX zT&Xg*I(^^T__dqoFnsmtPx@U|%r=$xirs_ld)4JFX?p%k+JqiaYcLbO|6PakE zZI`VIcH)rq+}}x4fx6eZOlr~dzuluohSgeQcM!Gd4&ZO=+yseaO$e=oZW6 z8d+O7RI=X1%$>RiUJ*2pQT~v>TD>~Jwl3BF8{z*-*h>!5L~X<95b9k->lHIm^-WEo z(nMzQ+3g9ke%5n%QNkrx(XRHy<$M_tW>;G$ymQX zyfrj+lxO#8gQtz?u6`@HWm_jHeiugyskkLCF(&8n??4TxdXnQ;uUdIclwCqC{9bEC zQ5abRW`E7vwwo()(z@Yees(ANW>FWO&HW1IzbuQtD|dAK5Y~6QUi5AG-CXe-JsCg8 z_w3pm<$po-r-4v!ja#7#1(abwJzAeTQ;R4jn%0+H9A};^`4JW$2Ma$@Dw< zpVfW=?ebxb&6HArBEQGtyx(^GGP7*&koBvb-nkS2tjB|pcnOROBeKNq=lJIn8qh%= zWcOq~ARmD~)HWsIcu&gfu-y4I5e@rXYD}%Fe-U(hDVC39x$55G4iKi74Is5NFSiJn zU4R;4(Hfk2c0B}s)Kf3hpJ~SYer)a}GZ%KS!<*XZzOdACdl$Yu6K$T|RVm)TKDZc$ zuHC}n8*09gJ+_}Vb^wq(b=4hP-nizRqvzg;ym8JKJjd&kFF6JIJx#I6fa#{|kO7%# zEq`LSk{>lHZx`Z6i>7jJs4 z`betfWL0}HmRn1^`y^fYTOgQX<2Y-Jia#MZr?3VG;Ufo2wNA$N_M58tx6BoDz4lWQ zr`Vvr=yS#2j@udK&V*FoiV zBP$Hu0vSkYID2<3wO55|AlcplZ@P9%zdeINiNO7}#RQ$Ei!1xv6?e5}bDT^a@PASK zwt1=ainSG6AKV@esBQayCpqoPmyU>B>%dx?Y&F5{xn6P6ue(GYJm0J7Gtd{wovsYL z_CUXZ=VBGJV{qVkJ*mblT1j{oe^;zS3B>PbiI$cf)%t#Wc<2A7%dc5DS9{;`%hrKh zG*j0jo>f@6ILRv0GY~ zZtc1|&~s-fPvCArP2`dMeZuPJ1EV^gnd$Iv*^Owy?c6E2)|4>#x^UXDL441r)XsGP z56RjPVqH5BFkik13>jL32V^G{A99p`vRw><`C`3l>`)ARJX?GID&dwa5B6Jeg&nlU z3qOgu*;-yl?N6uw?2yyG{9J1t#RF#+w`wgr>EgC|Y1PyV#)L-kmgRyPURe)(1eJzOjP zVH^s)){^&eheG|r@ofg@^TN#S^4JgSl7-fxavR-6Y`Ncd#g?f8Tm3tpB58pQ zSKW5kAE~vWX?u`tp^uLRfI~73lZXdn=8D`hPspK~9~yA6f#9_clGOHRy#k*9`nss+7H`Bl z$@<@Q6WO<$`U9$cv;WsmS2we=4~8weIBZah-@90^6ZO1*B$NSeqt50&zPhD+`Y_n# zdD;H(=U`IlOCicCD+t^-CRuz48t>P#I$Atm{U(ug`u&Q#KNsykw2Jd}Ku?E=vu6CP zZC<>!Ckj)4w;IqH4eUUQZn;}qkb68L{>*-2rH2aH2Gs7+)L}~-^E`Q)f%@SXsB8`Bk!TYCZpl`CWT$9TYC9u;d`;UIhI@YCcdpW zJlPvv^OKE&Y`N-X`kLM2K3t+zM)Z=for@orU5%qx6;PKxwZk{*biHgsaRNhbdj5DE zZmFwKDQ&f0R%RyW?PHS5pjc&&&7Qy>i}AM1l|PO+S~(2G7Kf=H)Q{Cx+?T#vuuvK# zv~)de(gYFLT@$F+sCOPnmu%eU`^dfQ(Bxd$)r5AD-+KGmBB~ejnWX_{BtK8Vm)y_D zww;c1D3^EJ?b+&}F4wyYwd?r%0}W69;b_p@6pQ^0Z8T%%N^o`PX3o_wR;uGW@bPW- zbTsJa*=MbDV4Kl})H6lQbxD{F`&JTGo@{S94J2hqe6T^K*~^W*K)J7g)&AzvS6VuN zQ)tsatS{zRD%KCPre1t6<}iB|hCNmsRbCBWiC1N_niZ^Oj$XDBgYVR{N*Gq&BuO04 z_TLVj1$EDm$8U^#uH4P_EPpOac`qm{GfiYB06h1V6bGDpPMV8pz3Y`?n&!Q%9_ z(8rPwFPrVd{FTp*H;B9Cbq~gmiEBwm#f)VZ$RgX2qRwkhlaUF!Kyq)0h zxGf$2kL^V<_Yei36&n`m6gI~)pw90>`w^d%i!>L%+!0?y!%NwgiL=lq`+M{1CzJZV zF}`mm^q|w9Tg&-uc#(FPJX*MI1RZYI)3TQA0o&?HPY_ulWug(-I}|BzeU-9$5TQW1 zVZpVoQlW&&Y~ipiH|pI zGKH;PUqlsxWTid3itfj1xm#-v8kLv%E3Eg)2DhFt@V@;Kcrv{A*-fxQQwomagM*w5 zbC=6q4d{#WN7McEq7U1nfU*i5NS-f298Zd%wu6xt4C<`Bei>X|$N2FPhGv6lCZLWc|!w14a|*Ncl|qSXPw5WlnY_t*Kiu2gXT`G*p38d% zvy-Ihol3i&)OXX2tY$mjp^eLZM2}c@;e`d|4V|6$Rm$?eRv4R0ZiMKzr zcIp)9G9P|g(WIm2n8sv^yx~h(yG-j2OtIMmya0Mb&qaLiEE!)&CcGSoi6cj1zb#3A zmcJRJM-CQ!Nu#zFxm@yx4aDN~@Ekqs; z*-VP{%di8WEUs>lG_ZujoD{Cv90B-Xd_nyr|t_=;vda9gr&spP0K2AwNc9w&l|MEePJ?DD2F08SntFf>@}qA{;wI_=KYst?uRI8HM&k= zg06YE{e;q53H@pRu-XYYfcEmtgpIM+x+eR^ZAo5V+YCeQ zqaYl2;UH>`$KRM6*qUIk9y=Smh}JKrF-A-@S5@u8(BhX)9_@?dmfVh#&?~bBwnQ}J zw9(?f_N94SbQg4KWk>|%0zgdLW1@mNeml~#FKc8wj$wK-Dweul@I{ z0m3cHl@G*9Io78^-wMZ?Jt1NJDl;$ArrbmIjQtk|jq)qmm)CabMFDH0JP}F8ZIsTY zsr0bd^f59wiCL1HeuoS&?E4oFfJnDt$m=k3!+}3Vp}?<{CQ9Mt(cWIeJ*x# zhVqtm7EYadZhCwnv;GGsSlHGL&;F_HAHBSMo`LJ)sm+efCHGhPdsNuA*W6?~bXu;> zK1XHje4#HoztHc3vRQElC;8m3Vi~pi_x3p7n?js;ad{3JwedAk9$nV&)a*|QuOcE1 zD@c7K$(9nAAHb%5THSm_Im=~)n1wH?D>A>MYa!M4%LeYFfgi>juEB+E#A*JurC+Yg zGu=~$Et&prZ0Shl(oyZG_}2llu{;|Ws}D%1Ocv3!^1JMy*cg*aBX?yRO&JGE!m@r2 zMc_wLFmJyL!vdB0`F)NojZ6tU;9hQbS7{mvD?A;;vtvLIcjcSqkK|LO+hepl-==3S z+$PWtWSM7GuaxS~{6|bx%{+bt1$V%Syr0c>A2suT7h{U_sv(Co3qJ_A_VO8^yiHle zx~rjDn$OK51M!3JPh@5s`71XHW|`SdVCN|dY6Jp)7+)te$-IG+DjAz>lx7L+<^>UQ1C$oRp zhGDL@l*2mTIltByJv2HRR^+;4j4U3^%eyMh*V9|d7!`A|0uA$GZj~SlJ}B1g@e&3` z-5V3G?@euJ*S2#TRwvxB>O zZ(is>rFPj4Culf1<;F&TvsmX}2xCl3S9EohwbqY-+xL4V6dS1yHH~tC=wM!>y%LcQ zB3*Y|{w`*%TLp?O8qsM?X;k+MBpnP7dKJGw zDV*PhZ+}#H)zQ!cUS=8^YnQ$^0RvLQboznj2#TFQCj9L5rKDus^%V-q9o6ou&b#Yl zxl5?!BdnM2ldx53^t@A3Do@sS;`a`JdY$vW)JeQ8quFKn?JEONbOMK*^K#5#ReD3X z3DLW^d9z5*^lGyMhT~OnRBxM|-d`We;F5;wQY2~}QCPB%F@7{PqW@`B8L`vIQA;vu z$;)x_cN`SU9=`6}AfH;PHWz&e8}YqoCASns2fgg+H=}Vq_phBH%Xg(__?&4}56f@@ zdV;O*#;aWmM^;Z4XZrQ-$rFy{9_P0v^a3kp#lfLzbPIx%ORTo-SkvaNU%(Gdv$i{& zqYP5NvL$A|8T!MazIZrVJGufJR8b$Y6b|JFPJMU9uF_V-36~_V4SsDr>btDCmtM)b z@meA!?-?0c36rD{Ihh3qeB0jz!S%X4-?>$EhB#b54dk~~i*8JS2{PB6AI>78&&}m#Ml>J zB8CR%POm$hy(aU@z&Xd0HvQsXmn6?m67SEO`qklIy9fOQGWpWW+YgRclx?YrGxa@vq-k zr0X+%g08Wko)_O=GbOIRw%9Vl7XRM64-p^g`?up!K^_%I0CvWmG~~f%yWxNMeR6e$adl_Y9RWQa@3FR#eWSztdUls){NTHlXpj_M<&nij)7JN? zp@9)>MI^4T2gR{7*2x()lpgf}ZT**@VBe{DpfIJb(ZtwVm5k3vQ=`Usg@!UJ@2{U| zQ^$*5cX;ui{aaIE8Eb6J`kUbiLt$h<=2y4Hs#&SFSM#@sBRg_JwVr~-tl9#_0oo}o zM8%zciLVyYJ7+e9ln(au-LDxP_^H@^hPF7*2vJJNP4c}XQXPZftoezkw%^WF18+{w zQ)zoYXVQF9`AAoVYchQQh>Qm$A)z;_g&(ijW;4CMuGk86zSOC3W9%cjQlcEC+T}hu z{NAJoTfP6~N*p)<)s)2wPNUtH|4OH|aD{I{W3b*P$kn(x`8)L_TeIGDznQ@0fm+9Z z6m@UKGeO{>W9ipauAt znvL%c&$F|4RvI`vwo00UKYZ(ui(@}c@%>pN!R4{cFrtWFuRW6w+Ua2gzlh_Wkbjr} zLzLgVVbPr!|D(qKRnIGre&ZV*V*88xN>3v8 zKo5$SQg1dHfX{^>mIau9ysFjZ;dSXP<2dPp`F3bh*KE(9t9(`8!;+Es;>dUO*@<`) zI+f*1f24iHl3ee>-TQgT#f5&0dT|>CICeVua_OC{IaKO;2+j$ z(dzh->s8#!;yW62Zpdb}_(XsnJEuCe@vfW0aD_`y7OCnwRf1N800q;J82XgVB6=kT zaB=)%;PBk+xD{faQkP^A0w2wIHg{yt75Q&IqX4S<@->KGnp;1-%qUVp@6ZaH3N1k$ z^UtJD5jET#vBIc8;qK_BZ%5MLFKEAewXts6bQ(4!v)KOrEWbIY3_4hH`pPc(Qw$}T z3SzfThffdP=GohC)#OUUTW>X-i*grc4{N{K&8gt79{bbYLOEvC-08%>y*+w7&*%2M zxLi7GWCT;=d}Cl9uw+))o%er2&T}7o8p1uRg_?)tn}U7MiY^6r(ke}LTLe`5?f`q_ z#RyJKHaJeHX^XV;n*gn)t&fb{&)@gbj=jz+10^Xp-`0z}^kwm${o9{>A9H>Z>8QLwU>sK7LgX2Xx7rte~F>j{qGHr z9dt&st7?Z%!M2y7cLk9Te|OBdaB~DHw`SeDW4}#2pr~Yj(p_z`OuP~Wj)H4pR;@;> zOX)OloHD@ci`0=V3$$8Ds-;HCjF|51<@MB3m`~yDI$~~z9)Ozd>;R$Rud$JpNEs{SMdZX>3k{%0_rNa{vi>#~p_nRL}+n88Zv|)u5 zVedDq0JwS+)&{#>kh_-P>Na$J+uH_z!OR^aTSG|mSrhhybJ$RS=UOk)c`uS}6~Kbs z*;8rAffIMkfeVf?0NYT)PMK}iv?b-()Lls2c0K+aZQ<4xhu7DTY?0;TB62&QwrVdu z;5v?1tI82eo08HBAX_Szc8fIZBXt)Nf8SBafz;{Fd5=mIA?=K1*WwuTC@ z%}Ktu9h$@K6#@jT+LY${ZBb4qt=-BJR>xKiK2}hX&`-7Dr}n{5yyit76;5_7?swjR z;HYYP1Iy8nw z{m?IB8j5X>9pcS=3wW=a<150kNpRQaV0H_l*R)yGBgu1Iefw;6nwQONnAX;V*%=+2 z`R%W<-B9%hujCMd;~7Wf!Ut|z0-)v@w1k>}RMKJ0`4l>ikA0=r+gbg=_?X3&@I8D} z09$x_lWPx0x?k_?Iwtup!%^ zaKE?2?fdDX<9lHztM=fJJ-_T*3t|yuvHQ1mzrtbLTmgo%`(Buget{coCEHM!Pi-jN zyMuV!gkR6&wsk${%f769IOWf{Bb^hd+M>e*55?~4VlDHU3Z;!kfb8Kves(X*)EDe9 z(`VlT({cU4-ngQ=YR}B$C5rBs5+jv2-K|z=P5VW4=*$Mw)8bB!xbl5&P5zkEu>ktq z4?P%W6y5}iPxU;XrE@4N@hb^#kV<;EKv=wF)XKqBlace{+R2rd zg^)9fWwyAzbS`cvX7L3_@+dnd_2%Z7pY%Qmc({rJUABtrUae#iB|jexcGmLm5<)^H z603b$?`KE*Fqqc{okVd!OS*iHu^U8W*7N~A*+)e85nxz7(eP>xkE zv)9WGHWbP$ayr+}YiF<#N9S9_J||LyqEuVoA0rReh1~?|Hh;sy!^fVsN5cQwSSb7V z$8{#wYblWQa=qK?IU~|}E@+%L!Kp>uXuDR;(B{&Kjs*g)2)j4fOPama->|+r9r;Nx z8^1DED4@@onxn4a*L+JeUga-pwnmn|TmN3<<@b4(jl}^D0JdQ40hQM}ja0IFJa(2b zg0g3ddH-_ulGj2a$yJ^Q`h_lfcx~~QmYJ>77PcG&&d!nEz72k8XEyRSzmsK8_Hb^W z*s+>FtI9#XR{C39Ik44}l5ZxDuoH2``k0w^v8#7z{0?M4RVSt=;8Gu=D$)RyEtF9@ zjcxY3l*K0@tsh3_4_f|!rSb)-KrWewv;dae?r&9`1UB6UGN{~&ZtUjei8sSUzg*;B@30Hr z2oaA|<1}u2F-%l|(5w&xh}Qm9H0%XovG!KaeLH)tE&(Z^eFGb=UHnJUnRcBDMq&83 zkSS$KW=a$dh7hTgNQ0D=*Z)8Jd_8Bav);j}=h^$dughrZexo^#&ByU6d??Jk?rCnJ zk-FHUX*Mr{iVoo`wva}xYyDaw)^mS$d06YuJyyIlUcdjGA?N}J0}DC84exUlo4@Q8 zRNBWDk%ChNds-!uOpZ%a2If&i^%`3Lfw+EIOaUeeRn;r7VQ zs;6e}$gh7y?r^wHy3XV(xA%n}qCp^`V2Gg)Q z?tIX?G5i~~3fXw7-{yszd?7-feW(qOIZ*2PzId2{?T-qU&TyygDOz>bHrdX&(EDpw zGMmtmWNm9JZHr63QfSW3H2FNs;SV5UM~UK>Gn(2SH|)7ov{v~GY$GzpT~z7YbL6o! zYeXoqpTN2BVGoASI{zHyfPCKCJ;lM^F2k(@B9^`K@;nhrn=Y>w*9L}L)0@UD9V$CS z)@_H7j$K`TYg|$k^_tZJ7v;U#yhaK)0jjn#`AOZ~ewfXU@6qPmVn#Mli_eSEW9$s_ zx5KGDe`an4?kxxoT$V?OJ+$Y;x3jsCtuj!Ew`jL1Cl> zA{XPR4P-ZX!;45=pWEzn3L0DRsVo&a)D1w9nuAe}m^4v(R!k2lt;O2!I_#l;<7}Qb zwog2tg2jiHj7Ybpqo8Aj;rR~ziW|tH0lq)f(L`SNqF5f?pB{4ZQ%BsBKH)Q#p2UmBxT^`M>A2|2*mhO%?=`2+`DY~kEE*g-aEnl*pj42DE z?UTmz8P*mTUSXRN#Hs}BGQ09g5prbVbnb5^JCCPlb&Ra!{ScN0aHX8L>vcx5U%69&^ml*TFY~RuCm#6zQlUKMZp__{=LG$RX(Sb1PfTv0kzNSKSeX z87&N(e_2aucIJ~KNsDB|1Ah|{Z>HjH+tN1k?++h{Xdwpf$dx2Xd|vT-WM`1qx&C~+ z`HCL}vGIw@AsxlLFZ|8nRjOR!KO=4Jr?j>hWB=E}&Ca$iL1fED`xIKp)V|45uv|&k zv*0!Z_|>QTY{hxSWrqd*2$2OO=?{ zN9VLzehPa~)=g{$BKv)!O`1jcoHXtW+F#A9%X>bb_e!YL5*9Wo*Yf}O8ID!v3BP$h zXL7#fct6Wq?-1~EH41v-rC3dxTn*gduQ&EbToXcj-ExAdM>O@M^w8pOToEo!RAKf6n|`wSDsDdf9$g0wqa zCxVI4bzTXLQFN;CukN(lCs}#&=)wBd@M-dzbAD4E0h8eFFf|nH_`A<M+#xL z9r~Kyk=h@BeT!N)j(@Tja;to6t$)k%4@*sP~0z4o{w1*97W?%15CV;OTDKucuwM zW}mRgu-7k0;0+3FMO`HAc!3X2pXupRzFj+`(u+}&+UG1#-HNpoUAx`xI?-cM?;ZD2 z_cg85lQcN&PQiq;jCIP-sP663x&zu;Vk0Z~W_9xvYAvm(C>cFF`AacDN`i_ze7 zVYWlOvO9uK;3~T*5m<&8oT48JX?I z@1wbX25a(mrPdF9d7Zw$i|PY3&7Ysr@@uHPSEuXRdw>PR^1D%{X^OIi?{2t%?j{r0A|Qp@P!A5hQV?vUpdld^fx{ReP5YUIfT@HjR>j&ii6l#ryppT|8=*T!P(Ua^-&I)(of z)QvR0ESyiFX9Y)w*1-D(`hcQ(>GuJPHjC%2pgSyu_ZLJ}dux(^XFyUAuGsz$K7fYo z)>z8=+29ksw+;BBtj4~Td>!#dOv$h!k?Lx>;veQ_-(y_BA1=Fg zZB}LKrCSk&nBL#HT%Xo@72;~cW&hH5t~W{=zE?8dIt{#fp_kP31J`|w7w7W)Jy!lo zYyK>Cd%Rj79CImjY)h2d44HfjZED=>fCl)cp@QW0Hr9LT%W6#6-Pbg}<6Msx(%=-z z1mth_Pas~;d2g_Y&h zuUk;(iL}GSuV|HTYyaBuGxo=wlu`Y3)^H%U)t=m*={Wb-vT4pw$Kq6#I&}X^n;kk{ zJIw`*|7W*KY&;1D+}6%C#hMz0FS$J`o&MJCTva2qgU0>k73-$d;RSaDQrY@-E9|VY zKrA>%zzUtH=ia>BB&4<*(v^>@W4J&Ke~wD;!-4zFpcS#mPG%$5)q8W=?e0fGxa=k5 zr$C6KKchl^|4I{ZV~W%ry-}UQ2!7R_esaBVD{pUqG%alqDpPD(!52wQd59sf!sFnTeU6D3BL>1m#KzJbE zu59nF9?%8F-Z!U0#>fHlH8UE;nMa>gMLIM49X4+t=H$ zu$xsX_h#qxY-h0erS63@_mmA0=o}^+mF|7!8~bh|vKMtt<=)lg4z?iPI(3Vu!Ugs> zhKan0>Rip*f@{@tow=#BI+<=f>Of`>ts!f+;7Z!#U)po^>`u+D&%M2mL2gIiMkwW$ zd9B~-R-4_w&(v4cdbi&~zU8?->)>TMC9_h0GXGsZ-m^VRYbX4)YP)b8wDy0-2TNf* zkvj&XPU+EQ_}6op(%+2A3cC@%`Vw1p1eV?*L6nkB6Cta(;0_!4!@+Eo#-Cb*UarBT z(cirgR@`z8A1B3r8r-sC3$TCDdmf3V@$18fh{+KbM4@Ul)~K{eD9JoE&C_>u0a~>OKkbXx933)hWxBtP<02*CL{eCs!99WkY84?6)eXi-FTMT@8|1LCy3vE zwDpns@4U}8=`m;lXI)8LYJ|gV7fZO^3=ZS@%^IHapq&{%sx%W?sVJ}FvPFpy-l_IW zpCkXw1`yFSch}vK$XO;lu}e7sY*@i1LG%xIOA%JawG(22VO#1qiBbkl0NQ8dWLFv~ zCw2C|rN!B??n}iFJPQtUBEJLa?pWH>(Qvb`ZteFs3DDYbwItSd%{g6KQFpq{D<1Xt z;l9oEa({*%kV5yi0eR-)U660r!d|zb0nXTrI1V}7;hpaKVhqq&Snej_Y@NK!(`0uw zB5T=iZr5XM0wvJTF1rkhof#K3;+~0&T2Nr1`a9S>s??G>=j1*zfTCG!YIB>s1VXoL z*LQ?jPkeeMCZG9390PmlwUa{imY-Se8B`{GIwTmvp>HLz6O2dZwWx#Iv(|aqcW(jD zZnydUk`WCaGe-1Bx;E3y8^@I89`IdAzVLX&J}4V=c+Ni1zGUDw;f zcy25LT6?bwkF0KP{+`R=dAP1yM&^S~scXzk6J5zq{he zJ;VdF+6gPk!d{kEpDn(x;rLhpK+~{qJDq`sb;sw|dMB?)IQ*6sG+D5}&IQ>c^|e|B z-!ZIaYVdsqdPO5SR24VMWjHFh(16!4lY%jYg+Ete*nFOoGz80E?jkM49Gu5*K!+U8 z6YWE8#c^ZMj{)H9AKGiCAm9LN?ZJvbIS21M>Agp653!QtuHQbfT2DIVLb=$N38B-T zv?o~fJr1B}j4hYd%eo|V7_PJaUd#6P)qnx4N(;&ib_n)HB&E-(#O3^7)j{zqH9kG7asXf$W0C>vvO`XgJ0#CLp$izxESn| zqybvCRcCLtsC$@A4X=6QGV-nrrP(+swD@~m7Q>$(9HPT`G#`@U*B=Q(;?9!U6=)x6 z)|+lVEwxd^dTQb4`SE6yx8>2}`7_9)|2y68H!w}zd7b>~r2>#u zS~aZUuI*JKsYAl`FVhMM+HsW zssX3*YS2k56z(lG-O-EqwHEus9)tb=s!?N8{kb#Ap$y_E+~x_YhJc>|+4v2bj4 zObpAdcLwvoa@JEl4&O#=l1sYQcdC+Cr(c805bX?|`*{SaB@?@`Pm~1F(?G$3yanKc z5-MyC(Xt7z?o0RrJrO{EKeKuJaMSvKW3P^%a45gq$KTeUFR>c;`84^vIck~7+@3c^ zh1wZC=eY5s)u1F*o_DYg7BTnXW#Ack5c<3ii+(fE&vpwDWb|VFT3Fm3%rK6~v|`eJ z`O}lyq@V9ea^^;4XpORS8XP~x%}^MgcK#BW*XvrpZIR~icE$$)?pvFahf#-(3u#m* zlQ4SlzrWWWbYK-88^Xk>HXxiaf|AENdn3^4K|=%3lb&Sxlilf7Z)fB({;|aUsjf>K zKQoUjNAH{jCh*5dr?dN1Upo!^8jf~~8r&q;`gT0_`j)GE3l(9Ku#+BGMox1aOX5n#n+)eIIs!9?3OD0y-s7+m z?GLs2y7gQkE6{_UPUwj&k^HBTFLUcl8OF*wOtYnNkLuacAHwh!_I=hb??lFsy2BmCm_G>lwP80LvTPlnW6Sl8$ zppj*TfDR}0^2Y5(O3EIC=kRNdn#5l#qJUIWm<#YHME}Q2up(Ixd1n0t*l{;)nsIY8 zURi&iyz_aSastfg-yjgIJ6IO@{I{7e(>X4Kg#=62Hk;GjadPHiJ=#+4 z;bDAYKzu%*t8*aP2>4=lAsw_|c0B2R#qgb=Qh|9 z4S(};_3cEZqHT5?&E`ZbNGGsg_uFnI0TL`b=k#hzSh7>^SfRb56U^BW@v-LfTlqaM zLwsVmyiVpTEN#;OM_Sddx%7wZ0r>aL(Zb*9@whZQ==m%z12rCOJF@7MhV8w#?E_Y1 zsx;ccRocBOwl({km@_l}(YLc(ay!vULf`DPR&fU7d?mR_a6!|{J?3xR9nE3)np(rW zW#C@3fA_(>SU;8GP4(RLAaQy4w11&23rCKuXz^SjXG;snJkpDqALDtb6y#XJ4{uBt z7UGO;6_fHIyRyi~Ih8W(uYH8{S`Ngj-Kpm(VdJJczkTV9v1Ac81yXrfC_EPCC{X3J zrSH+}3N$XBMfT^uQvP1qT0#8jy-PQn*E6h@n$P=fdFVlMm6=y}tHKkh=r^0E)>^Dy z-_7ym=oO2|R&Up?hko4LYQ}AA?Z<5Y&R<|Sr>MOKa~?Y%BD2r@$7bhu-9Vn%c6Yy? zJ1-IfDBp3sp;zHvZ`Irf|GYK_I@3K}3RekVT(zi1&oTJXWAn+7aF9F+XXS43SEd^H zioK%Ed{CnTEJi7P{5#2ui@mU*WB?_HU#*lY|2-PzvFVM+BL%Ik=;|nAQ)?+j%_8wP z@1Qq4J=pe?%%!`x(mjl6={j!pj+Wp;5E#g&592x$3*8n{X$k$l)P$|E$pyxBoVnd! zseNL==ktJTur5&S;)d+bl(hqpRc?r1HX9n5i4Aovzoac~zD*8Wb)-cmVk1iF3w$=`#> zPS$%sb5agHPla~_?PXP%PKy&gDpAPP;;uNh+LpsP5W}6JY8TRuv{3YPm^&R`F)CQ@8sFln_nUlC{}!1s0FUg3LP7Fqmp8F1Tf( z<;elxojCn{<5X@G=C76E*^Vg(S~H!VqCW8Ht@-DY_Ek7^JwOVd(BsZR^K-UOR176- zYmHl#)00B?u%GGpQRxor>58UfN&xa=r%+1P{_uX>m@9KX6D|-TG3u6ZI2JJWBR@8R zKVCNG!_GkwF8R{NZ**ZA0ceJX{aFk4pmtTZ^YE>w#H?olTG65JyRzpy+a zKps^Fy#J=;FAZqaC1CVM~MDehTsJ@hIISu>ZxH}qyG-e z>TtKDf^QkUq1C^RIE3cL3C|(ICUFTn$Q8g(y6jf2`MTL0tk<65?E1dnBf#-U`JIP# z-RDM^-TQJ&Wnd%Sqzfn^Z{D(;!5+HpJUd|dp7iZ~yZ99mPc2xaG`()9TnR>EAthwXs;xtquu1+Pk*_jNUh1WuMZ|>nSTT^?L`L8)Ukx(I>o*-{!X>RYLdzqgWN0(129Z5&?U7p`vQ{PKe%^y!nQIbMD6n;p=E z?l!qNV+fOfMsf5wd22&8@nR@clxAGHeY4s1{mo-qgE>`SC?C0i$~X%m2$J}iCf z4dJ5@<{Jriep@+gM;db|-052LkwbuQ$@haSlQj(eBarU`NKW>+!ZLk+QZkB{=ghk0 z{+v@YbycrpqFa0ECd?y^h4J4o-8ehOQgaB5yY~v-XF?$}`o5hqTJEGQ90LS>5tT{^+jw=kFq0V#%$2@ z6(W_Jqfc=<*Q(hl$sdGDOKJRF9%FOdFn1i=G^+s5DDD-qY>$7E5nzjlI`qm}WW2k7 zj2AoADa-)-)JNvXce?xKukTx{^@`uwqX3lUzgK6l!GSadupT=KgR}(7-Qv7T(GR|G z-sOm#&{n4~AwN@8`G_wG;#%O>LEb2M>t{JU7`?OqeqGJ`=-9}P!hP6z%B$t5yBkQs zxxvg{nv9H0aH!`1LfY2$v*Whkhu6CyWw6QfRJ@4M=^0r984DTe`95oJvR*DuNvrld zHof5~ynsC}-5j_2-*WZQ=}temJbJ&~O@K&JIEmL$6~MIW@_ZqIrQ=sKly{&x#yc zF8lB~{(O|iOIvr_bHQqNhF|7^=JgYlIH`9t?GS7|4pQybf6qIJ!MCI$9h>*}<&Pp^ z0a`OI=Zcjg&rS3CV7@ymEgreK&Ckn|p>cy!wt4R8tKG8lw_3N~7_%-s|L)Ic8%cuF z(%tParUcmIY9IkSzE-7!uUA&ZAF~C`>kkOXn4Vps_qit}kKr|CD)w z-NW5Ov({62H-!EvT72nE(ztVzN`WRp-&^r~^>D5tKc}Q>4UW6=&uItd-L|Se-NrY%QAmHLIa!;9>RfEfg6nw z=bT1^gcd~oEwAri=VR?1I-xUUQuW7TD@YY^vpF2tT%hvH1-hXmS{-ML>-FXK|(jOmtNoK13AEto(J ze=T3$coZ<7mP^pLBa!CseON5ow0c$Qwu+T4brqTp3YlA?K0ko`={3#&F%j3Kxi!(fqiMJnXNGe<^;@Hrb_vt^ zP2S1DvWh=Xt5%XjMPn$lQ|$BSy)5@-5l;q(Rw;z)oor9-59_|SI~BI|35gXFo_@6^ z;6;|zw!$qd0Sx(z(6d>En_|DD;Kd#5ehxw~owt{Dtb4BHJ!@489_4qxLsP}Nybe~S zaBJahL%JR?+TDrgs(fet?i2(}@T%Ik8W)O0h@9IdHuBcAl+EIv8_wQ;cqf!DeA!OV zGfDL&dU2iY%VHC`N8&q44~V(@%4_MdlGWY~!DrZ^hvWQBbr+L#^kUTPb@Go%JV{-s z99k8vxe~2s=rryZJ2AssU9kEEkRRMQvn+|1=TGbmuF0~w2jL2$mJIE5xtmtZnx5s zS#{<(Ue@KEH)#@`BS1@?W>%pWgWgF|qv(Pu?>C}Y5vX$?k~W1WkiNE$BUC@kdQd?1 z<#oUMS8q3FozEw#eMWfc6-m-S*@rh-O9idUSiwV#g`;fQZNgwzFO4d!gY|q&%Ma$+ zVSkeoR9)8#yIFgGxnE_1e;@@%d|v~pH20}6P2^=wV*`ra`RjbMGB|I8t0C&dYsPL{ zuMNRfHXWuL3+2bAIc{_ut|Q#P*E}nn_u}1qqN`+9UJ*`9=B2wXpFVbNyWGXA7uNmt zddXn4eDY&yqU6TM1=CJ8Ifd_duR1mRL%}Y%Q^eIWDkaSh1khMYiIIk9DwW8tc}a}w zr|BU01NNBiA0GXcGdSbNLsZlL!p3;Ly-peuS1NO$0lP}e3t`b@NS&yA+flB8lgH)5 zvyJoM8)l=yUdfP6_7OM=SF}SLxAEP)bs`zdenu^1sn@_)V70+=_WE=i#nCpD`Qf{x zFUvf4>lNvG1)Y^EN%hV5ux1>MiBsT0o{Py!q|x%LgXiASwIBJcs^?O(RDWlUZl9?- ztd{hEW-e){=lo91GgmLks?HZdW`C4_lSDMhhW(JEHnJibM~L;+o$%Kk|IB{x5Y>`t4DHmMILCkqp= z_*w0MswXcpx!d7B5@uPwkA>@3jT#5(^k>FNv3@h~9-fDu-Fo1(ojUd%RdU^?0e)c> z+RMXY_)Kin`yj0g5W?rx&FJ+XvN+o$dKT{fGadR+|CHEv)#Re29*; zf8>{N?Ya(5>94!pE`QsDYH7-&R(HV@cpn}V{QGL|`s1Yit!4UoFQ$4two;MgHYV^Ufn?#pXf=9n~%E;PC723e9z0 z9bQV1^;hl6}=6cR9v#ZL=4(XQJ`;Z!-F`Cqz&N)&32 z!8{hg22q)e;n|}9i6VnpF*lRj%gRT2_duZ@5-l0MOGCW z&P(BqGNCw{JRlqug7j8NPOH1A=Qlkq-FH{KUDag~nLv|J>_1P`eDNN#m;N?0mib|@ z#MI>45^Xen)!d<0zn1(<=gb{m$GP?13XL124-i5dN8#t+RXOH{#{46X~gES83qG5ykaKNb;~OSV}}~?PcJ67SeYR?*4aPX;h~+yD|Q& zWG(mo6k7Q^Fqct5R1PxpoNu%c$xK2u->1#1W)+10n#N%)O(&u&hvebUp(Qo=C-q54?;&k#CnTD7@mKs7jDSB7U0h?&2-KiTT+vdyIL$98GHI;Zm*n{CF@3zuiKb7{v$E`IBFC6*ejHw4Zx*!HP_J!b1+% zqmP~9Sw>%kCa~`2)?x$qB{gmu`X4~lTKMvv4*wS7FpCL84(j-@nHREy#7ygzYYnq@ z^=~KPLXFyfw&={UWc4&a8HlI@R+u8cs#&pCNZqP?5<$)Df9aHzfs5GtC?i9{) zf7G+{nhk4CB959@gAtJ6{Sg=KJ!ryM^~xp3(hjAk1G4i<;J5lb#*CTSe}@MI<8KVq z2*V%O9yjlw{o3^WH%w`Pm-wYyFv#T5_c7-9mowb59nqbJwb5?gFOq`}$A*QXG2rqS zaDmiOU!4+92UKie+Pe)TDDyxDw!1q)JleyqG|`?(Q zP}n!)1SjUHB*e4$_yH2t1v!njSIg`O7i9>e?P62>&LXL6xOJZ;?rjyM*=|+}l6Yo` zuL$`P7W=pPUdelN(fcB=Tk0W2w%NXbgZd0A&M{%hYoM~wko?28l!_(d)xKjq&%og% zymLzO_ad=TttCI6oY+;LVu0<$jwRf?qO~)fYoXN2n$GFoKkNwWQQ3F~f6k>)wXB!?+VIpU0O2Jix*v$JF18GLTNn zNF+GKeekwwJ-bCGFfz0n1w1z(0LC0u@CcQ^o6nT-9BZ*~i+amYDs+81nB58hJCXR6 zu@!b_mv|HkDG>~3yL40Obyl;hr_&L7pnk{r-23?at#TjLKr*bi7PNV*T;CslGY?Zb z7vryWItXNZWGQ-DzEukwuDr> z)lZybM+bfZWz-yvuFg#C6HnPsu{OJ^d}#3jgY$XXd^nDvF6oIuDEZs;l3cH0rA)Qh zMk!sjfEm54$%(KUzdlq9i_V;6UhDZ_mY=u^qdkQJ+GNX55Y4vVo9TwrRhF=Tke`4m zz0r2TAxU?BxmhynHQVZ^sVd6HJGqtV0&3}t((-)BN2N}5rR{5PUjA)N%BXMl`2-xp zKwnrz{K9I#FC~s}>g%7aFs!DrPFeToXR3qOcayZeT*Op9>2(V)K+^vDJ>l0cxrNfD zM(@F+VhBf3pBg!EiUZ-Up1^BzJ6Vv`FnWb?F&@@=CjnnQfZ%C^$*E*P7VW zSfKAFZBbh`qcyP0DM`9aH>wleKO20^EU%&m>Q^R;#1_u`Y0X*6+u&aI?jIDc|~?2sNeF;m`zP+u2y~OQZk3$@KBr z^YLTJ%JRb=GyQJ!W%7aV>z|pU*vkg{*PfrHR4gaau(j~7eU`Q#!`!p}@9pW76xaFHiyj~DJu{k~0~s*^U(LQIbR>T!?N+J{~cGOnA&wOw>g^>!p(I11b}UOgOfVodrf7362b#D2_g}5rqO_NIO{`bE0<>+=x)~mrFSKD2~ z*OF#_(qLUZ1*7a)>dw~rV!J#_z)-k-FPfm$ZdbZtlc%}*?L#a!*IZSH@ws1-`&qD6 z0Bm?#y~M%Kp^7!Zy39uB2I}>VT(8p@HF^uEy+7uy6xXxUX65TBS?}AWqcE8ow=smn zJ_bDg?p}T~y|zDmT57x*uvDN0;Bi=SQn=gn8ehHE814Md9%Zu8myjuqMomG{+b?@;o4_|Qk`OG^T z{oLTeiT&nW0@l(Ns7bq9T$c_1l>gHK=pZV`Q71a!m^51uOI_R{%O5j*R8FPx=Qebw z-Dm+;g4{~FGz5sMuJ~)F8fz5S0LMLi>#I?FHWtxVYkwDKIILd{Tq@jZeXjXD7QdG= zGCCKzz~SKHl(r6)g5FGv-hBGJJY6ALyFqn;SiauOr=U-1v2%hH+Q=Go0jmKqUEjX- zBmGe6*`5gJz}y%t>m5%w)lDQy12_Bi-wH*2dwcw}w5n@6H)_p<+z-(F)dt+&VG-Yw z-xXV`xNV^>bWn~mefT6S&r(%yY-idC8>W@#lNb2s z`H!l+_nqtp4Rz8BCW>2Vn@gv-ZA19?* z*?2QQ#JVT#ijJJN`B&{S-e2PU^_?Lby63MvGrEd6`vCmJMp48#9=&|A4zI-JVC--Z zu+JLEciCj~To1gHyPjittp+z^241i$9{MQh52K#cy{caX$k;Y5RbKTuba6@L(9dHK)nOg(1|L5+O+AA{RNT9}%B|7=M zRQK}Q>99~Yt2*`B=`-kzsVh^+mXGM3t;K2Pxpf-Rj{AF z*c-y1N!_(it$)662I1%4jwm^I;$He4{2&(u_$@Mer~tDbzbv6E@i;;unStc)T8IHV zYr@450J-4Nw5ES^^!S**Ba14XbZs^*z9uCMaCC@NY8BQBbg;ioLX8T}Zpscj${kv0 zW720&kNOL<-{knOD((vR@dZHEO8U*?07mlXiaK)b{0nya$^Ev_nx;FLi4|e5cd}zX zTQK0(*y3BOp1tZygG<*RHF?Ob3Djg7mqKCr=p7ENX+PkQ!CG?yQn4 zv#*__Mge5dnvd?Z(%RL};*XszN1Nb!iEg^=Dx{IU0caH=~m#pfUKpEEC#)cghI2Ta_6$~i`1A{m^?LGjSrSMtBVxk-%a`0dT=wP<$GVb@RwLXtP& z79sw(eco!LWBGKxJeSo8U}LPhKiNL4;RY>TyXJG<_|%pgp}6cRrgT`C>n2jPg^Bns zSZDKGIPf*lMudn4IdT`WpkrJu!s&8x258NqaN1aiT*G(?ir4WPP<`BO1QcU%4n=#5 zC8J+^AzeeLY+_q~{N%qEmv7i?4;Sv*mS4U9`W$on;x~;Vbn@?1@B8QRVp_>2fz7@b zpLV0^Tl+(C(YOw;%YF4#%kxl-Yy#ARs1xpVcsSLGOd3}}D_DQaQ!w6{Vo)g_Oo%8L z3yQ-5T3)>mdXre3o%cM(Q=d~*I&U$#=J4y5T@)eBwYVOjP(@y*tFwPows7(8(YShh zp7o%3H7&gG>$VG;s!gWRuY949wvPUF!L$(omNSUQo!inN)dtj1z_B{8(cNq5H_AbB z(Hm3`#Ixa}&~T4jE^V^Ambzoo(x5Y*%~H1@7_r-RV0-1Ch_Dy+t|tVar?SZ`-O*>; zoTEm&)L&SIO>ZtEszezK)=)dOTxTaxVp2hJBE7%$YBX~^dkRAh+YA^BPvF(aea0{( zJ<5aB3mQkKVN6yW%H0S1IfDExZ&hlR#plX-sGi=!ySw2*M0n_Ptmilj8+(3$U&vx- zJb%IKn}wvA8-=Q5kbBxY8>TR12G~YxR1dR*J~UzEu} zL86G*J+<6f*R>onFDHM@HfMK?_LpSi(a)?Esl;}=gTCI zGn~EhDhp%kv09tIn%6NBkE*pq7#vHbeGhJIqvmt*86S6eX)6JY93iqtt0}Eq>*6VY*8Ctn6A-|P zs&@<;t-|fulWGR$HGpXC-ZMaFU<2t@>{yE?TipKQ+^W%f^{P)mQrY+Ul~;KO^U*_8!GsnDBJ5yEn-FzYWW0HVtd6-s++;-!)0C4i<3yBbn zqMp;m9=VCq&r0l%vM4!R7XlRD!JqP&<~Fy}z15@Eq)?hK>b1#b1btq9#g{*p@KE871Hp1V(IF1d!AP!c4;`qjKE8SQqN9%JM=*d zjtp1QQv@mKbC}&mPQ!1nkc(dslu7{xabo2GrV09I*ZIL*M7m>$2WJGK6*^59BGG%r zEM9_d?JJnuN9w7^-cGceX$)Ot|FIq2zJF-@vAQ-DleO-XX*ExCc9o%?UmshK@)}^NtjfIX(wEtjJBR3JNy~zmxe|m zHBTM$?uzg}CiMoR3`c3rjA-|-P$J~-W@I{~0+p53K7RApn{#}T@8`t1k(Gt~re{9F zYjJ3%S5)IX1qUuYvg+X$wX;6K!ebj++$$;QNz#o9(<@Yv%~!LbD4%og2`A9O@%3ol{Z&v6JhT%0`VQNv zbY_3Ba}3AJ-99PCf82aT+eZ^Nwi7o8$rzbCpHeS7CxuJ_5E@M1Em<^9+u zA;wO_GL`4HBTvbT?sE_gi&JQlmMIxff9En_#L_*l5ism9{J)+*nAkp7LnmcZZ>h;X zlz_m|4*B_WEvUT#UAQHGV-0KLlTV$hz7g@uz*}%}ui0{W2#JdmZY?D=$i0`w9{)Su z0d4=oCe)@`+WLI7C5BY_-8fXc7aMGgZJBJ8_Z?UN@_|3@bY2f{7BrVKs)f#6SqzU* z#I93s6%~ne3C&CG)~%3EsVL+%cV8`Xh7tEHG&0F@#)B3%MEromJxY{PS3jx=% zum;NFvefmeBnQFrG6O5|LSJ@bQQhY`9xfHbfvKcN-qj#QyX^d0imyzkS4>8nAF5SB zbgnr@ESd;B#nZH3`q0OYO@MS+Y~O8PpQwxHoFnar^Y*OTD~<3QlFcE%V#QQ@-vp z?Jlf)AoeR{#d8j*Ck3ojZ|R7$OZ@>Z~V2jQI?y5sBs~jm>KM8w{wHC4$->tTTZc{|5JYv z@umvT8Ol}1{g_WWKelL;)HL%O}Di|uKF;(r_E_Z~u5=|^_@*QuI(PVW!HtUi_BA7Xcj z%kWf!gRR+NHy%sMVkCc@9tK^^7Hq{jr!K$KA|`~#xzmGfUSG{X zz_I7nNU!H@+Mwv1$sjt-Cj^kE9-wNNdvvW$9CHgLIF9d_RiO~EcbE^SzIWVENLmEY z=wBl+N5bZq_GS$jrFE+_x^2Iib?S)zf z>oA~nab!?XoQ|``Mx}NGW>p^mbcVZw;@k!vuRJ_1hm2EL6cBhUJ+2IR>8LXc=mYHk zZ;d}Viep|CeF&9o`bB*`nm!85u{VI1c!vA*;VyI^--|&vAyD<$jeAXE{d^QFFn^m# zY^~}=>)hd&*ZZ^MVsHlze0=EV6L;&P*x#dnAJ^-z1uz=R_l5qDSLmcA*?d)~KbhYg zjBJgIybX^GeQB##;uCh=-PAUI9&kGTya2o0?*!j-;!)d6TEl(ySMXY;Q-Z=CEK$+( z3kWBY81n9M@7opBKQI3OS}5i4`!RDHHYC;%8MJF zr0j!!N<9We*J92&Um^j{CEL_Z(@Y|M@Uw;Tu3NeihqdaSS^yc_u+7=0(F{sE7b^Fx!GZK;s%{3#B4)ycTLZnL(L z4S~_}yQfxbZGs|rc1yzXalDPn&AR}On<)cXWV4^IvuRWjo>_w)AJnQ7kMWw*`xd(g z{mHaZLf?tg@N8^DlB^c5)_W!H6p5bizfWVtm&4uIIZtZWgFJ_b2L}O9&7MeDLli-Z!h=2(LjYP3)gkHx?6RO0D84 z_uOJX{jw^IjN`(Mxm$gF#^@;|I{Cg7B<<@5d@~Bj=@sk0_HSK%^23&2NA15MHOcQ+ zLvwQEKDzEbV3p<$3}X^93P!<-wh(rTO@-de4`@efgRO*5fOgnUOIsAOC98!x>Bwzz z@%?xY`idNv%ch2$p2Oy@3gL&zz3o4@1bJ-{4mLxc?+9zNpzX|a5mdT% z!+Qq8w%%Hyhw<)c9%DH-3^nOvU{Yb!3MKM69^TG0`@&^(ZL0=*gW51J3CY={^P!!3 z=SiV_o!W_VESvzlUd+#%^ug>)M(fXuhn4X&-|He`?K#YysY96hhMJ7pedW0Qc*B^U zdPRI1*U2oqoMg{HEAuk5925+vJ+u5GoUmQX+YgfF!T;uyFy`_5qCUxxt*Wi4X-1am zBD6PB;;nA2x^7>PDzZMMr6MTDkA69&#_6rpMK1I!uf!emR?vWeMw}n-ahnkD!eXVH zufF(c)bY4sOv5c{qvm_J?VPXkwUx8Ytg>*F*mrDaSv5!g3yDj6@K%7s#6m`$y+=2?$ zzJG}-lU1C-x?3Wd*y*hJI&VKze{pJ(b&cea z^51^nimI2lmwx@&n^%^V`sbjo2fwA7c_5pTx?`E|g!R0*Kzr^&78@hYjY4Gl3rTUT zKV~KNRUDgt=eql-gU)Vps!Gwx>1(4;JI{;;%d7ROR;wKasqm%86uw${z0&GA?_zUU zUUtAXU<|V|Es0j*JD|)%D)-G0)I0rBO#!xwU=HPBj?rI}Tc^(3%w)jr7o1lpwpP8r z5e-f~f6>LiN%y+%-_1qvnf?aEHJIjW2WHdx(*-{*dBoT41UC$fy$!1>_A|M>*y(K_ zmL_knaax_RJ(?T+y&v9TE_aik=D<8pOUhWgzG2b;o_lv!Xf5#}Fz_$z$-Ig9b0!&1 zX1|UX_Ivg>eEwX*?;=FYFPN~2z8bwp#lFGyv356mVV19yHN$ZSzE?`+LTL^`FgbDvN!KH$KiSV`K3m{WseO!MRd*OrnQIj?NtDLFI|bJ zN9<+2fBPVA(@YmfYV%x|F?m{i#*n(rYCi_hmUI5r`D1Edve8s(qK8c}VssfTrAd$bN)I;UN5%wWi>{DDI#%iR*sj4dT6qXlxDgWcKg7&mVl{1Q7a3 z&)IbtB3kJ@8`xqNmu;hBK$0c{3)9~MQ*-6HXkquVcA{0;jhapWyr|@)r98oUA`Kl8>NocH=e_DR4$n z&rS6fh0?D2w?IRR(igB%$f!*$Jj;#s+6O)zk^#R{0>Uh5q2!uZk?v0{_v)of8JlRtL^&KiuBStKLdzqwtQbK zXpn4LT`+)^@XI%n#P+gto1}}b*Q?E@mQ7yfJCA#Z$wa=N@Q|6QqbvQoZPLpdJ&#R) z)G4V%(k6#h>1B*Or2IaM;b+zrmjm@Tt)-224>?|{lreh_#D?U|wPz9DO7ZQ}?vj4| zi>;)wT(rga%*z$F_og5RXVto{jbN^3fm+^-Um$FB4&TnV%00lrqCe`3@22X3${W9I zj-w;nELHQfH%m2{_OwPG%S&)F!8zE`0X{ss>a9}We$W5%MQ3_i8}jUFaMn}+r^X+W z#6ARC0Mp4EHHeTN$y0}6S2;X4KLx`xL%xFbMqa5;>F;7aY~5DGT(|k_mh@-s@szYf zNfiQEHP}xKfRnezE1n0P)+cp6{@yE==gKpI?BZolr~3`bvvA?8wci6JPr1eD@K}yu z%-FfPag?$9QxQp5-D=a2*5QG_tUqmWQLQz43E3C$87%Uyi93-ly<3%MTMZ%y&DNF6 zRO7}eB^(pVxcS$rfqI?qACyjxTjHsW{R=97-K9LKbfTlK`!L3QsMTY3@E_yrMD=y- z8y`Q9rfD4EQ}U@SK~}P;lBaIXo8>nu9sgy`Ii<`6??+rnhFafVdQjlq7x&%VqLQ8M zhMjn^JQyI+w++Jdcg<<5DZTe2DBh!DMInxCzaAXY%3NuC?6MSdfr_|2-{~bf}<- z-lB+2%jst{p4qLlj8}rA^mDp~VYiE@uNbH^cj%9|N5H1hucbrKw{BM0XOqmrGGupQ zkN7IJ+Y!3(dzy=Z$(~MgsJL|nEx)X`g(EkDj3&%4`5~c-6J+lEs&O$72)BJuT1^Gt z);Lr94UM9=1Y=sqWbvzz6Dat)S28;qAAx*qBZ`iw)DC z+_43%k01TV9Wjwbf0cSV=DcNZ)i1Z)P2MEQvr~}%q~fi z#T_MGNsy?OlUXsi z6=GlG0E|^^php{VgiMqT+&S!ky{8Tg_g5N=@z!eL%F9yC{wm|$Z#y@5M>3}UxNcpZ zG}JlcHV2pZR;;Tbxp#ViS+RRrws^qJF^cX_61<=e6g_J03z_G02Hjz|buu;!1Gm@h z{jEP+N+kpj9&7Bikp|P4%IYrpIopp1T34Ot>xQSr<0bDW+De`^8`nG3U(y@8qC3W6 zz2FLBqh*|rPjb=3x`pRt;{?40ik!}|kVlvrrVVaax^=U9l6}4bm%h?4Tt8MXYA)D> zehc4$?~P8CV{pgY7=j*ury}+< zVYjgBbn|AD84+k2TqfY%!>P^ecTTY)eOfCg0QxDm=e+*I43Dg>+BSf!d57_CSZaH%%9wcX%ri{OuqUd<)_+La#43VbyUfd^Abs?gmvCg(<-s1`#*J(> z641Z{ulsm#-rM*f)7w#J%I#t8l*cf{;*Y)d)KZ#IedI-kH0{CZ6`~KoI}(&e9rXVS3xc^J-=tJ zvL?%x++4z(e`C!jv+ieEgfa_d?$1eXzwTGc8%!~!y;k`Z*^S+=Iq73cQH^dgN;1@++^fZ>nzPm<>~8M8GW4l z_^e0*_bn=?Uc~jh_`dIgttQi;t#W)oy+Cb+RxYS3fu7ZnfPM`!j2G`@XU^ zX!FP+O`d4oq^k5FW{?+|zNB(L+GgX7?@%D@Ji*s7D$V;n;qQZh4zh$+J0D5z)^6XH zyNBcpNh{%f5)c%4ipMK9_nPCJe|nZ-zKn?)Jt;VTU%1Sw7ecX#Xtp#L%dp()h}IWx zsf9nwDcIWIrm&+>>2s`9k-7i35o8#=l`pST8lG6$hXTr+;72M-bX&_f&!2AL5O7r$ z#hH-BqOG}Lc;_@7eP@H?>FftJetta?&%+*Ll8Pc^1FZvX;6Zo8kty~$zStv29Lx3n zw~Ad+u}eqlv9`K>#^ZD2aPr#`QaKsGGm-|9)*tL9>fkOvj%{y4=i}owgaIJT4-XAo zKm3|jx_+4Eb>KmssKdrD)i{;vn|Et9C{FOJntE0^chCYF3OM>LHQ%c;vSjq{@P7Li zibCmn{1ynndRWrrWgowT?g%&kAkJ%?4gOXqI0b0 zco;lD^?17H?~DD68*N_rocz99bbG(KHur;Wvu{9N|92l5*Y<_JjqGje6E0Y-rW=)P zz+m(Rrz5D(Lqp;STDk8fzsjnQm;IM>i=(A+C{2UblS@VEJx>58`1lG;SaPS>%XSW{ zUgQ@fL?7kQOG$bJ+uQr>&hVu>>15V|GrP*YoG&Jw@I0+XYe;{}^7Up;CNV{H``-Fa zkcUy24q58vIyHA0u(Xh@HAoAxH%9geE)g@z>JcbYT{^+doVLO5Tx9vzX1t~>6=5S< zi70oQEyF?MhaUtW0^1L6^r~eZ*jXdzk)z`VKWW9S08fKk{qvN|ppsJ^Rd?ZCn zt~Oxd+fjM~62X*uS_t>2lQ|ft%;Bn+yHDAO{0(wVVR%r#cSlgwnKsq1W)vrd{rRgv zYD;*=`>ZmL2H{!?N)7!&fQwU~KLgOKdeJb-m|TAqqm7LS(%`ZcEa|aOQ=EN}Zw##P z#NCLrguIbu=}whC{13*gC!jz+;F^5a z7H#*B{}hn@L2g^`p-wYIZhmlmxC&MGFze+%s`+L@IvyH$!>6KK5uvsO#YgatZIPsK3-~XD*jZv5H1R9#}Zfn~?hFaZTJg z9juLwH|Q&=kqVrli&HYTfA|*)+84= z*vfU0)kJS4JMRR@cEG`N?y9pCu9EX9+P)0Jp_o0??=i`aWTfaK8Jc}6(;<&K;Hl#^ zE01RUYm|1-615F>c^u*L)504+lb6{WTY|#_LMs80w=_$#Rr`DlNZ{Mw9R{7c4p*JE z(9s$ICf` zxIg-Ld|lkm@Mx8-i<{nkjx5Z_C0gK^)h0g=YxY!^c2Rz}*8PBvzRqjdpMLZ0{2E!0 zYD%#=`Lg6Yn-%m1_kAqqC15f^rFgwy`@4O)nI@liy}O?lh-Z0l&xr9CxW_%oQ`k_n ziYPznWneda9(r%h9-$y~D~63Kjg?+U(@=G4_dqaT3>ykMT2Q3hS~sA+*izVzSbVUR zD)DK(AV`_xKCQZan$Q}IaNh?>qV1reHBy8o4W?*l*x z75{YH>|Ui$^k-Gvy|dzANV?tz?+fXcOzqoiH3T-zJejSO=fh_fE?)1a(uVNDeWg>b zk$`>TC5}et!n#$#?nn9y<>ifi2(3lwGrf{|{IPbM&OXGqosg=dpZCM@M1YAGoGO{G zQ{HDba0-4DZTv9V`FvN3LJ20RpC-v{b<9q!cII zch5myVY^~q;=`hoi}7WB(C@ROnR;<@lm7L&gfwugK>lt^0%G>v^+Fz9>Uuq={4z8d z(DTcyk6;6OLW@d}R_}bZcV-m!-qb1JqfdrqI(&zgU);19;~S-tO_^FP&2Qez_`2=Mg&%@gs|PbygPmb;0NuLZ zwcG^U)tq6**#hs3nhgNrl?Myye!aIjjA(_E<;&6 zCZC1!TGG&bRcEp^odF&U*yWJooCF-r9Ut1^L@!@4)B+ev8eJ;l7Dl1#Rbvy-rR=%5 zDc9_e8a66It+mn)4|--)Bx6YSgqsp4;5QjF3vV`bCInYAtJ+RHQj6q#899}@Nu=$Z z3elV>BX{Z2d}6OX45kxvLd#Zm-?7I)jA+?;MC*2JbKNp^L(wt_2cIaVrYldYo*rks?Co}fBxsn ziB#tX_^^#DgJ2%&J1(`qRu<2G9s(T8Z3K?{O1%oJ8*_N8 zC{!Vt-C9W}_x8=|XzGN8?i}cTFj}8g7BewdS+!wQxb4lhfDqWs*Hkm#e&F>iMavHpK;Rtb%?jdW ztACWuZ-5E%KzAz-)-tFnJEaS=xuSlCwI;FC@-ikJl>Y9?%9r#~_p~4Z-uQG{DGgJT zmy`T!unOkY2@nnEZCPOphpI63{kjtz_ouPq&nv7NTi zZT;_eJ2ofg^0l>Y27*$IVJvg(eFWRk3S$ml(?d(pe*4X_eAy&uaozoz0Soc;PjhmC zPj!O*3Og0;3FyIIXW#u0V}nKxXI9*MrnmI`NglK+*<*2)Bq~^gvTHzhXq1}%mE-P$ zEv$qsAI%M(LX5ux%xBw3x5uc(tv@%S^Y?wIDd$yD>wStpSzBJNDRLd~2Swd5R97$A z{f|6`-#ywW;qb3(GFL2e2gq$s`i-m)G6CGOpf#tj-LSvR0~#WGS?`wTU-Le|1Fwv} zURP#q{7aMA2GUd=u`olfmO^=TwYY3P>b5H0t(f)84TxAh2Wo$by{tZRmtCoLMW!{p zsFP_~KepQKVl)uZE?1>Y=ShqqHKt85%st^eNk3)}A$as9aMJ15CY)mzbiE?>#QYq& zgNYA4jI#`fqlC(iD-Q(+p|8MKp+cs_CSt>}?GiL(yNF?K(A1xrS4w*ddJ zrtJHt4@!X$|ae}w>LL@nN zR5gCM?QK{Zu#t2#1|82jK(eV9zj@IVutPSb> zFmmoIO4C^338<0UQ0@dQ|JMij>~X)d8@Z3qs$gm6w(+Zrerxf*O?{hWep!gJ_xh;3 zCgqonO0~Lid7stz>R3uK`znFj7ietrTCgr3mTLJn`6umSzISe;jNX};{r9ga?vH5oCmNoUj7duR6F1y%#_PJO*Q_QuNZCPr7zD|hkr$DtX^X?=rd!FpI&g=N< z9rh~oD4+Zw;5B}S%Bu+v>7~xn95K~H#CE+$6WJ9P@OerPseGD}gR>h8qb;4ipdp=_(#k56;#ZpuadlsQ%WwH?84qcH@RdcA|$KIf5D?UbYN2C}-8+l>ja zn$$}1_9hinbeDey#ott)S)+O-_ZVd`zi4&RQLVQ*Ca-dxo3<3v3dH*8E_cUg$bCL7 z^SHU;9b~Gc3u&KQPPP!kzDe1kJ$u0x&_b&%AV~KPuV!xl)QP&ddGI%7w}*q`tce+s z1`EO@wh8iKb*FQAcduB0tAYxqkqxs!xoLfk#w*T=5&9u*# zC!X^B_%Ko4Oee2Dbv5KC5U9p15*>yo3xw1o%AoXRvFTBb>jy7_FIh!C71%Pi?(QE% zl@3|Bx$uv}fvp~J`a(#n8c}>GTw`}(k*W8_{L0-%2&K&ZrbJmJ+i)T^R;%{ZAVXcc z{mtVluh*JjS8e3)6?wKBm)~AkbvIt}(_6xNd||fC_eVQkB<6F~#TDG=v!E*Hi*;n;ozNt)5#YVDh>uq78tIus?)d`XT zr0ura^j3HHPsv%tk{)ca;Qflw^)W@om6}b>K0^HJ?M_Jc!$6c*C6>dtQP#R{V>^ZB z(o6l#-}kOfn(LOg-mtCky%G`-=iJ(Z3s3X- z^A7AKg0EX?;kU}4AKCd4%*Xxi3{W5h{d%r)OG<9(ym@*M%J{{pYm4T7GrpX4VE-qWe+nR~Sk! zw-Q9RLtL@YdaBG|E7ChQ40zTTV_g!uBeLFEm!Ad#r=qS2DZ121xY)$=j?yUS)+}vO zz4`1VURycgw4ab8`>x2Zv4*o``%)Qzl3Dxc0u05dGJ9P1KKs2CL|5tR!5%m`cKaA# z_w{`5OdLBhJ5l{zikxA`f<-&@?h3EKGBMu{bLbDb=yd(5oA>Bg|Tzzx{XUMYC-mk&mUnCU6Q7ugNYQ z74`e`91;DkFR8NnEicXr)Gt$E5>@>TWaN*4EIkeqIPfEbbN7uNFFl65vZ+YJG+f^u z7X6157hl(KPL3z}no?<=lHT`Tae?`E-Ku|s+^~DmTDtQn9SU)P>Gjhtt=x8}?J|E( zrm)T{dTg~k8#4Jy{3+{M6&5YWHUm$D`v>Si<g&(q4y1ZR$x5{#DtUGvRK!)|J+iL`5mlhF4IA&OJTFR@dfohKlfpf! zTz0o1J7h5W^qd2b^8WYCq$Q*wcSzJDZDSkcJN@z*VAl1z%`R|`lAa%tW8Qx=q8#1s z@pfAvmj#;Z#Pt*u&&}D7o4z@;Yn?eh-sxHUIqc%EZg607Fd23?M>-=Lm9MW; z0=-^{xYu^G5HqXq{BCzSRO=t3{N7l@sARa(+0A*xVs`yGNpn^2SmxcN`*mv8Izt%h zIxundQrx4E0dN36cxz8DGy8fjLgHA|^UB6gaM$xcFkD>~W`&BImfg)`ZjZTDJzYUr zb-b2(uoRgnaz~|mT(NM=!D~`;1M4_#{RDkx%(k%QZw!*<`1Ivx<*n2=mCXJA;>k~B z+aCUKdK0!+%6j+iIGaQ6^a;D%gsGOj_*9tCg!ikB+~MyPw&+HCJkF~G4gn=W{p(~K z2rIhEoH_M!Kbhf(r#nP@%5XO9*RT*D)$^@#RiS!!n$q-C9N#_Ak#qwkWSh<9Lw#ST z!aT;Jjn#da=Rr2vI%FjqjQf}|sFWYxevFR{h-}JLg01ImfDHCs2D*R;=z>mtB~*E-or$_a8*6XP5WMAs__^PS41wTE4LAl$LOMNe`u4jaUp`M}7b3X#;(LNiT%5GJ=l= zh3%8x&l|TFoT^>eA>LXYaFALnY23Q@@>_E*4a(2XuGUhP0#Ogx5_|Ixe1G7w69)x% zfO~n?dZT{dT3L^7UC56Q3X0X1Z1`4N)xvil6bJ?v}Cw4pIeGQY392)tP9^&UnL&lXyS zO9PtSv)mYh&~g2T#J2@Mf)Zev@%y*k>e1gX>&?OB4UOw=uUIVJzUg?Wyl6S(L+>>1 z{NdMrwU?d2Q(`FK0u{r~_^%QZM?P8Lp(GVc<-gucWaIWeFSx=hzhOcez<0eCSe&54 z@@k#EUvz!%XZoB83vRG-=qdcDek)^`v);VoyvW>K=EGi?FVxUD&DKEyVjk5wVyQ{7 zxA6Q9Hx-@TnFtnj=DWNipJ2rI;sTXqAF!rlc3c{t&)aRgOVA`z@^zHG}A4>J8g0J zCGHo2s14p^J?Ku(^isP%M%Ckhe?e`iCU@B@){P!y6WyHl*w>Yh;uLPP>sB78_({YCZJU>L?%r5@)#m5 zolUN5fYCH$b$``tcVtxDEFR3)GVV?cuXAcV>+Waf=00k}+jFse5ZkDt)~5?7 z0#0A%S`T`iiuTM4LHXL+hMTy}w@nW~hNUxIOK4N%sayUD(6|BhT_kh|ofpUB-`dVM zWi69;*D>Wx@eqqF$QnmS3QNYT2Kb<{*|x$>i9u#)lQntZ)$8@Ri|TPH3LLjI3XT=mm>6ZQ z(iCwnel-30Mmr9^Vqa^!fbf~FYsIdV2Xf{6YX0i1`n${GYH)l%+o+SduYLu}X9Wl% z1To+wo6zxx(Bx#J&J#~wMs+zbJ(lE&0}qRt0M!k=L+3;-%EuE%45~Bq|ZvgkbC8_;tt(~U07>R6KA#}i9ZuN z>sK==1*84GA+*bP%>wuyIm>)@tUNUHW*P9v9=77<8JAOiZI&yNg%2X9`EkXn)8Y#aG9JCm1FL6 z(OkXtsZDFMyw@#Q#I>y7KAG~$Gq<3qlz-<|Pc7yXdGVGi`nCnKH}xLoAV%0y&x}6E zxFosETybzv-X)ZCKjkr8|m~m07+ROrP{bknL}`crTrn+o5 z9rAjW%e%SImAYUAcJ0~YR=>}Op8Gh{)7p_KjA#*R!{aNJ9&+hL&iOQVeh^nuAD3>A z=RE!rTA%ESz*!8aQUWRy@jR=?C;xgZaMS=E=zR`G`Kk_9uQ`^cNO0NTE>Rv5JRBq~CU({P%OG+ELJAApTLy^y?;qa?` z=e(VdcH8mpR>eW4{Y8>pUgzpY^DH`y%J~r1z#MDtm3H4T+E~Ea&1hNHp`>S9^GTK6 z+Z4%WO#e^(mKWbve}4GmoY&X@q{1v?wp6)3K}&vfum99zQJklPT($2jZOd; zPl;)m49Aw~T7RrOXgcy-(Dzud-1#eCyp)T1K-XF+X_gG=+?Qf*`y#AEb!a;Ki@i_` z>-V>`P3>yNLSr3`O)JPl93bflqY$$!TN7?O`t_mM-=wWRDr%C)sKpmKysala zY)#=QHfXSzZ^q^vG<>J;E}k@=M6UfNVit2q_THbo$X5ZYdvO|;V1=IOv+8GRldvYp zwyFi_;j9R*m$fU&6gYy^0BVd8{-V)=hpZlpZhR8n))8x9GM)5=Lz=JQXT7vPd9&4e z9~_<0^Y5emk>wfnA;jv+92@tzac1lpIjW0R9rr#_t1e(NJ|=^+bJB8fyWTE(eHeKl z-i}=`Y_V1emwE97!^ICC5v#3U%oAgQ@gVsJ9~S4daOYn!ai~(s9DFNWx$G}_t=Vc! z9*MdcCvcuWfIle9dAUblJ*S0-F3*tqBH+JNk3%~EZvC@2iyQaqH_%Em$lW2jx!Xp& zf?d$(N;7>j@mud@ojBK|I@xle%)}~`6LKHvFkA4Y%BKQ|nu19T#{2H#;r4OxD%9jg ze(1OBj8}iBtDDcm+BI-4$+xXk>3uoB@d4lc?R(f8UpfR;!rHs^-mPHqZm1OXd2$Wb zkqwK7?Wj4al`}G$qQFt_%PfBhYvARxhR=i{zf9*P^Rr9Y{96w#WwpJhn_=kqU2>}4 z$ilU!a+MlPd~&|Y9p`qnWBf|`SpQavc;iLIUZgx9{je|Awe_*Vmw`z4`dQg^g2r`X zyBNbX$dG0goIQuuj5t5N!jfIX*Z9ESoPB$68jYC&Sx(tCqy%9AQTUSRpuqU~0m+5y zTxP^R{@PH`>!h399?Scag~jd{Ic{KOPhf-A?BRItLB=V_TUBIlFH`h8A2&(+ zKy-5HJ4GA)*|W?Z9;@4H#~-uKvVtTPV|gp%Dl!W=9ywogClv=gvUVMF`w#_7)ats^ zlL|tWhVh!nE#SbB0=EiixJwa^Ezp)Tc=%Cy?P52a?uJ9zm$xG1f$N&R_X|DPn{0?1 zlXKfLu^c?%<3f)o@}_@+X&JL}Zl&?o{GPjL@?p>W4}wgotY|_JH<5w?D)w(WjON zx9SD=md?k>X#VG{ECB=h=D}34+2}ewFLwB3U+mM1x?|>g zJND4>iQltz`dWHLQNK4+{m$zMSZtXa!|k-CBS7Y;uoUeVmLn5bm>HNp{83GfX;`Vm zi%zkEk?Y276S9<+_}FgT5ecdn6>@hLskDl}c46=$_6@vkrZbfr+aKcLKZD1#Bu3Hg z!<;3|XYbzw_c5SXz;QT`XM0hpkF8ii6%KUC8dLLBbhcr2Kb|c%*Os3oTS@4HPhxhz z9=Dlr>Hbd-l<6=(Kio$5t3|8GWB~j6oXAG;a0^F({>s=0=V__cZ=|hR&vN%P@i3`{ zt#hIm8JBSf-cB!Ut%sWZp#1g#JuE)|C_1k#MWG;yev4TIMFk@Q29O{K29lzf5J3^a z_W!5md1lS(cDlKjs&n?v-#V8d!e+hx0TE`8zq!rNQuvoBRT`W+*b;P2r;@PUej9~u zwD19jYsk~#HgLEB9S1jvwEKzs_~G`G6AlOQtW8gwH!#bDaiKeEtKxv&>6X3f?|wiz zWWFsxCpGPQ_5Aaq zHZ1ec!d2l()z~CJ>sIflVkFJ5N_mxR69YE6_l`UN`^cU3mX<%ge7yq+{g^$XXv8%s zzIkpebMPFh3iVJptZrT(YBt^9ttb_zmsa)fpsxF+i24j>dq^Oimj`?fYsBnP8@;x4 z<7;_#5)LP1t<$eBa*N(Q#^f~^6O6t897T_xW$SMBqw!?YzTd4O0QP!~XNSZP{DRn* zqYk_3wIz60cGu|Q^U%`i6)c4@unP%NHUHR@5xv$&kNN*P54x_u9(ys&2gY@XA@lq@ zK0%^#kw8>|1{m~cJb(*;uNwnW{w*lRV07X@qA;z#fXC-7?V_kK_OPdz)8(FXhHGP&z=MlG4`KCB4h`mKE5 zC#hzGgksQKm76-Cfcg>BN#Thri5+=tbDQ`B#Vl@QO zxt-L9MfC4gd-Dr#|JI*PD%b~yya<9nK&qGdWJ7xS<0x-hTW~!$Y zl+B9O|KCBMb>4-0l5EAz{mh?lGoX^dvY&Pzd)*=*HRDcI7gtQ?H&wV9r?U@n{4noN z?sF}A<5o%%JXWcb%DRX;j{ z0nGaO4qcJ8W14KoTXF{_ z|IaO4PCNNGV*M#x^>07P7mif8u(9{#Ppr&BCtqvzi9;tMzPjovAkyRkniVV*yn2`w(SHox`NY>~8l!Ebj)*M2Tc1;Z#9-sm~4nsxOAcS!!z zI;;_HPf9ArKGXVY#oV(_wUQolMzXS<+H?Y)l{=lucY)d`GvwA*^iFdLzo^}0HN<)g zEjwMe)pn&7WHkZKAv~CN@ro!g_lUe42gPGPe{PrETt;2fewCv86f(uZj%)eixg?@Z5A++vNK(&|Q@F z6zpwDGle)%tnWMS?P}3iqwEk{(LPhtCg@_1u2YQ=}K`{t(YS_xB-B2L2B^k?fp2>-u9AOIFt2J z$4to}pRUp(^>=VzgVV%%7Lm*#T(FEUh6q>=8L}_hr=HyW4nL<&<>y~t*)|8@ZMpJ@ z3;VouEXCuSGi{GfiyySSb`$cbL6WXClF=9Z=k}f#Uu@Sq8>O-{^Sg3;QVmC&peEK^ zYdJ%LR~bRNB^4$dviilHP`RLkxCa#jn}N{h-&|zUW&#oJ!w*W}+jnG+AfhK{g#of( zu*}-zDK;KsvKFTx;FR6_ zq=zU6K<0#}tka&(Abp1wt6;E@L*OpltIbX28xK}~YFD}1d=I0UiW}pmSPW7=n zcvhEVmdA3BYxU;4DaGagqIbKMVD%GG;VVmQg_np-xIqD_vDi0#bYB#(pXDg1KysYg zWAkZ>UibkR7qZqdiLXe=0k3U@4YJ(#tKPi>7RK9JYx>u520^{{{d`=s*S?4+&7%OH zE7a$U`ojJko3{wGcgl3N^v}nxtej(}9`4~J@0ka4`9p7_)1FkwEY5vWs+=!i58iXi zhUGy!`P3RcvnF2vNQK#Lv&gUKt^CncnFB3lL(lUQepFm9wsTPiDZ1#jwme>r{z!Z) zf9=1DN|yCzaPQkgsXiT8kGA8gVJ!9T#idi5efn}RE{NRw&K|#W<8gggYGrfZY30Tc zNZ+;}^O^o@5av_V)lE~iAvjn%@$-SnzIK{O7iboEjQ-A z_WOV=pJzVGK`?r4>cOztldn8{V(sXK}|F zQC6@mh_XkoJ}y0rGkg6?%@0w`=l*JGam7!6!gO?gc`IRf+yQo!8g~i)mK@ndg2Wet zmIgfR;b30Y`1trLw~lpRU2{c`n58&-t9QeDsb=1f#6D?n@Y8h&7~cCm-zY2xVe|V` zyPAp2$VzXkG)#saUB#jIkVTT|53hy=?dc$T=C?a@C7_*;6=x8Dm`}T0y(HUA;0Kb| z?aqW{HCVr)`fTiTwSDE4us=Y}^A=v48wbLZJ}b2sqn&a!=q?`9!UI5O&@HfD-hSAF z!P%i7U6y=*FIJ&HS$~9TPHddZN)@0liVnw3N8HNYk0Y&~F7s+HG$~a30J;=6>ai?@ zX?|5NDUVNC1nJ47cyWI)nlM}7J(6j?R@WC#V}AG(ST7T!v3`?wT%%okb>zMPZu1;D z6L&SIOzNtiuzGij! z!(&JpCu44{qX9w{fT~Y#JM8j-LT}>^Z{Cfm2AG`V^b#kzVa@;Ku8%tqj6cS6aK&e4 z=DykFyT26=I9hrr*R@-1g4brI;&TD-s3t4^8f((0KkXUYKQyS)Xf{?h2X$e4Uv z;8w77M+WuUMsdvFR}iRxxq(NyC#S0}41}%4@b#!CYrZiePsG}M=!u2luq>UfRWsG6 zXi!uq-%Ia|xn1BfnLi2`BFWHRKQ|^dG^Peric>B1z*}Db!B_Sd+4|P(uyDbz%?hJP z6xEsOKZ&?@c)ypI-1g;^gym4EIQD>X>R~Uu{uN_(nMq+s(kH@ZimdXIXU{e>^=lQ2)RaT=BK%b#g8$MQJ@#g6kYaoCi zcrIw+HjrzTVYJ5m9?g-Rb3Q_Kt>!+GL_Z_#a#fD|F2f0U-;p3noJHzT|IEP2WEp@>4Q7goxXZ za*sV`b0|@%B6%zy(V6ody)t!joP$UH;^{>M`_5TpQ)o}>tJLrD(4s)1mOzUE=u}*{ z7!7{LOq|B-A}&eO%e?ryh9Uh&gh&<1_C{aSyvk-JI) zR&CC`;JJL56L%IMh6byQU$={!n0XyI@o*H$@$tg?N z?3@>L-h!X!+n4Wr(Fs@IoQfQBe7lqHYPM&A-+THU$mRQ>#_en{Zi1W0#=wrVt0*OQ zdg@`Ne!+Kc@29jioe{$NlfxKIE;zs z2u7J&ZdG-5XmrLWo!_a-f&+U(Zv7Z75+VaP@oR1ZyW@dR?ZoM<3e3>q@pFSWnr^+o zp=NNLuw#&mi|he|@@1}iv*WibBfEw7hgGpwA0G@W(^Bq`%2x6885h=IIPw5@6*bqvnL)k4hd=FTWTR<}P9T?3XMTxhK2`R)E*j%PYeX}A3RSjUQ!!iYTXJ`!4q>SzuG zm7SN_p#65;Z{WOz?hoxX6)a5&_#9{Y_((KkT9xusvBlksWS}(bDtSLANc*ADl_C8y zq(dhdp1SUcp_$W5D14o#5V+}pW$L4o@JyZ5VhwBA^0O$Df5=#8jRE0;OKTaPPtu_$rv z$$fcwQ>VZ1lN}3E`1tjmzrp?c;Rr2% z)EDGVr`Y7i3uim`Y5y#1SV^c&ic=cE&Y{p=teV>rkVTO;rjBg+xK;?6q{1C1VGK%`` z{xQo?`>fW4$~V$j;WFIo#@%SsBXotr=RyxrtiCI+nlu39?@>o9jaypJ(m&IBe_FT% zyip}64952PWJ1IBr&h0FM{aD){@w=n;DxEFuFr259Kb)Px-LXmt`XHP=bxQbG5<%O ziTxGb=U@7d!tFaw1fO*oW`LnDZVH$!#f!WYy-ua>(YMxa`_d}h_ar{FcQ?OQuB9(q z?P5Hz55itGoc~pO@d2Yxj`wo2Q>5c?8lK;a~l`KFP1KZi&SP z-lqO%m@FG4C{Uvy+Z2o!G z@;t>Atp>B+F`pBiBlBxKo>x1E+84RJEAQ2N(5&x9p-GIy?eU$JjE$a;1;nYf@F&qj zZxdjXjdOJ})!FXkuP{uKA@eQApY@}6sg$d)&IL!~U7`XR5SwaUuSXo}-O8)>JO9z z=<47oL?f&Vu)Rkf zTReTOP}%xRD^oro;jL-lFsqVUmOF2s1r2(s^pWuZG%?PG^RYh4-Hy~VJ+$+?uSWME z{N>8h;6p$pY@F**v+8wY25Y6R_2^+!SYW?n-G0r!pf|1qlzn(fwVEo=VNpn#ddpYTjW-BIepYmSb6Q6Ps&INBkvt-Yvs?gtsRT^ao?)sLO?;Z z8-&HspGiFYYJS`3oRcvfEiixB>Ppvoj>`u#MV&yVxGyGAJ9tsM*8m*X#LpbEHw;#^ z%_qGhntim`>ha43{l#6kThqIeRn*bhWn;uNkACv~LcW@(^$Yab2tsQ=jjlLY=gPYD65tre4Dk5$~@LzF9_)wSqhP8w_ zgHll$))uYJcv!f2$18muo}tK8udWXDem_k*#$>Hu&INh#J9|W%x?o1TFa$ri&>8Y- z|Mj|&<|LyEu9&K_)g>2hd(oY6CRUm(ht~D%N8*Rp*(kRn3gUH@vVz-NRAdT2s5`1& zYV=psWGb_wN^9op)~K&4k2OTD7k_gABNQEKJNmkHps0-Z;nMZH^-ZhsX_RJVlLN++ z`hfny60HI6ep>sv)tPc18%tWgGhozkij!$CFH zQ`#?9bKvDXM~bwe>(6ooww2Q*Ih?Iq?-lT2vwXMzPNPZxxamkzr(aEkXbHcg9Rj#i zwU6<)w>}#_o)8P<0%D>isrQ(u)4Aq#+(=IZ>mwiO@gZ^3dWje$_qenG>} z<-#gT&1ctzw?-MI0n9&FW2(iO<$h(zHwVop1!Cong(;3(%{NwCtwoa2wKU_l@H+t(e4Gn zv0#VvfhrD9EuHOflY;xJYKYvKnTum*c?I9;)O=~ISq*=s@7DXJLV4OEs!3;w-H!Ub zWezKPe_oj$CvuuTsu)!}FOTLh1|lPCp2#p22i0;XACMUfkmQQodt%~l_-s8Iz~A49 zJ|0+pxmyd=zddXX{VEPjYW} z^Vv_vyHRUgGj(quB(cP945jeSH@|da(0$o|zxp3+BAszaj}U-noae1xT`ciA4hfd+ z&MA481*2d7TN8LxEulNH5v!bIEdvVqN?aH%1d~3anAGU6PX#|2B!FUo*yh7IGs%kB zOb5l>&3tg(@#(9ejMVj3=9J4!d0FmP4_KkB^kJSjnu)6?(jAJ4%x%HeWKK+Ga!_m) zTIQ_^KP!h4qBh#E=f`edShRl|Ok3FYKC#x8&SLJjQ2|d_89Hl*+4*^%Djf}YxnG#Q zDt(-I3NeP&UGq_gaR@~6U(I+aKAzYPJcFD@t*{NDf*N>x8tU?3ZSMCd+(g>>L8>LF zFdQ^`n)7!rFoV$zZtRPd@Fc(tHqO=VE(19If&z4@0k&Uf-1>Bi#ge@4c2laRj~3yj zS^Zm%zrZty3J9m=oS=GMAE~Gi&bLn9_t-q|W9ez!3Y8{w|D4YA?waxe z#^$3bJ72U{$dHXPu@b~H31qHKwQ4qJ+FOYI{>&TZqvu_(4_8|BJLmgVi34{)w9DyRKqQM2$Nn0)|I zDsMxyad_7nU3T-zoeIOHr=Zp9En;U(uMSmdchN7-l@6G$HDO`w>%?EJ+%qmd#IR8J zm2WNpp8cC%?oWY?z0SLI1J}>w0t3{zKWA%qdzwUi&1qJ|zWjT@2P?&0Lcq%<7;Z?^ zR`|MaW!ODao%Fh=HhomQpGuWzWl6X+ympduesY+UXM+|1>@E|kcr%4Ry_Y1~U-n*a z*KaQWn}06cLkyP>5O4YYZ&TqFTTcw2j^WE6vY(FD+DRoY5VZHOe97kIi-m?zYgnM# zSUVWPpcoD|8GXeTP|Gh3ca9gY2CMI}60{Bl>%TX{Kplmh<;j+ zM~&uimhCJpnH5W$y_o~3!Pix~?oT_JZ8{*EhEPq;pIiZyo5E;5LZGWHIkNK$=l-+W z-pTcT-o5Bw4nIgAa2TPzJwt5!n6X%0i;o56!6zRp#!Q#W#EI7cfxe|r0? zvXh>Q#hK%Bx2hW*$laNuD5nsXF6-$>VBc4wJ34HO(}IwzPd9@z%;Klx`7pTL^rPR~ z`C!|o+YVgzDv^pg{x)S zhWbqk;2qA-7lv|zo!MpsFA#<{+E>cWO~3=ala8#sI~G7D@*y|9?tXJ@ke|ONQ%$DV zaC?T5wRipd8Ta_wTKr}0`KBygL}#FwO({H2(gGf*gV46_G()OLUW7Sj*cujZ*58)t zd3X7^IBx4Og=puq_m^%n#l~AiSVYe4y^H@FMH(pMogMU<_qio7WhJaycZ`*rJ>;*H zgZ4IGuKorM9;c%l?bo_U4iV|~4H z=qRpK>@1*~SD{@4_TU-yHOFBq&*cGpqW*FWR5a% zby*4{%@APsI>UZb(FS`=>>!#Ka@c$|`-~Qr9Qr(USjh5#c%BWl{rr^l~tQa>sLI^Cac8VZ%da=mVCnQ{VHcz5BPAv zY?^Y%eeZ4>PRj{uJRZI2FFHZcKRe^j=Lp@weI)~5&LCg> zeCK9de)qz}P!4jxB|e7OF+b|p=t`2vA0Ax-h3M`JjssWh!n6=l0Q-DNPNsy?C%@fK z?agT7o{M};mxcDFRtj!0<>y2i+an*7y6tKC_8P;*ay_^~R0q-el&=%Qz;6B8uemvw(Pas! zY3*6%h8(9QjrQ%h#>{Ghk8LvKB&+$T%m5}Raj!)v}U?90A zzhjN|*W>ggQR?oum{q!STU}bk;oiaIxsIyD_EV7)J0A=yQ}j^fkmf6cr?sFP6I^uN z%H@4{G0NBK7;bd)wV2o7Qhps@^<`LjRgKebfQ~3{!_~y<{%rpc8xe;NKlj(*L2eHF z5DQ1^pnWbhg5@JAZXEG00VlGph97(bmtx)*t$}gNNX@PUOgA`2pB0JZqvlIJT+i6` zmNc`@Pb|MT#qPPHd|_hRBY&T%Y%nLEy)+DanYUWZK^{fYkf1hZUqla6A-99KyGKbr z0=PBBEU7xq0Lg?`UKc>Up0<}V%zxIU6<1DYUTI&MJcr0*OCA=j_SlP{i04I!7VOsh zS5W*+TW#%cvfuC%w2*(|Rp#9|;l9i%<3?ko{mt@3K7Z34m#CHn^`gQg0JYQrAiMiO ze0{{f73q7wKE)=bl-z36dgN#iVGt_Q5d=hE$UzI)>wEJW8p`cLLTP^sZA4@L>jAp7 zRgI6OGCpt}YELB3dK5j;=xIQs z80U7HnOEiV_S3MCk zKmUG!$tg+C2E%YMd`}DRW8<~4_L#SUPQ8^qd~6Tuy~@x}_QP$9fW&hzd-j8}&(Pg+ z`S~eVn$7db&Bxd01uLs!_rdHdpQ8(*w{PS6=09<8oDaiZGTONzpn8?>i#3F)Vu0EP z>L(ejK)$Xy{^dK}LUkE*PtcEGu`vLaI>;y+oFM{o8~o|I;7xnGo4T-*{or`4E^`45 zd+sSov#K00Vr(>Dg$dl2+*@;Xn{3C$W#x2nvdIi|;#DZ*7tW)*U1l$j?a?i_FT9MD z^7Gti2BSCZy0?wddtjJQqYLY&k*;g&TR*^c;@o+JfAjIT*5C>yqpFU)eyqLRsQx=` zU+)Wxa~|-iO}Cn!`rPWBYiF-Zv+`Z(tx~RVsk4T8H052XQDUgP3$YTu_?aFjD3X!vx9qq}^`i~&ACv(sb* zX{VMm<%!~99-at{11rpPCY@eVo(QSOe9X2qA&kA3FMN@0%M?aX&#T=R>`Xj2PZQW4 zOUu{xlGC0y2Dxqa?z}}&?NsUT%??_smoYLT;Os}M_oihsJ8xm*$Ls>{mSQu%qnjWp zJ?t9Cv_P?sDLdXvM|+ZMo?f7Dfn(@e7s!L5-2WtxC5!80QXCdaODA1ST9YN<=gJML z^(+0JJ7$`jsRkfW1_+0Ivg+tE#%*k&@d?(=ZQ-_8ZX-D=2T-^c$E2dSB5rXoJ6-*I zR2Ejh(vDOcay_v6BDc}JpX)ByVbMB;J4B6+r&SFNt6`71@6(_!WZzm+uj<_&LkrjY zBFyph{k-`7gzE0Kz_Nax)Z%+#@4#%je5bE|K_lHq3!= zlsL%s2*)0iMk7B#mbtn!fCdTw{UdGGugb%;=bdwI^O-+=dMw*{J81Rzu>f*KU=hc* za!pM5V3juJF*{*c@-42Bte;2YBcE&SE5xH3fP}^*u%-;k2do(FZ!_eW4?ERfTDd&! zMW?N@&;Zd(#_Q~J-EQ#_Q`f~{gLJ=zV>YI#<_J{1zq%J3l6Rged~Zs1LlDcsrXZqh7W zXm|7~AEJS;<0er&bBT6;*&Qp)y|xdpRcK64&a$?TEA18Y)MnmeC+Wi4PG@DZJ4FoA zj%H?_cQ=P$i>cv0bEAnr$Y+>!Y6dcQD&soHVJKBs#tvH}bAPUn^tb*CIN0hZr;~Uy zfb#ye@f~%p^&u$d)}%hX?Sw9wUTW1f0f`6r5oEmOJe(}Tzy;2Xmto#%OOUK4zxWA z%Aah>bNNm*6v-R=h~qdlO0mV$}j z>qS;5R>Y7amR`3Uqs9&C)XP8Wy-whu^W6pnSCb%a+na-u zyjlHQt1SQ;yp+0Z+SuA}8N+)W8bUoP+fv z*JpdVGu!dG-*qCMn>@?K>#p2ddvJL8>mTEbiW05ImEWR z@iRscu5pRG&23XNcYrLREQsDr>0i8Dx0TU8?@=D+l&eMj1rzbsl>Sl+yV@&B#iOP) zZ&Pnp97I%Q&u4X{H#LYp)s1x6^b3meI9z+Z{5XRYU+q&m(Q;Vp?zXqug0VAsHXSS@ zvtH``0f(1Nr()4~498#nY1H#yFh;t2@vr5+?sw*!46x#%_1HXKBN(kf@&;wX?y9ES z&1$FWr>JB9VAdeH`tWw8$iu6YV>p6GyY>7NQ$P;48gwNbN?4OOJE{wdzXmD~XH~d! zP#28#^wd3x8ugVIM;JoNW0R|S_7=HQB`i!Zlmd( zdf(ddZ~Ql_h59zRt~OgY&Cwdfmh9P=e80rYjnCbJpZ8Jd6vuY*FpSqo&)cTPYd{tA zn?cC6#$5Hv44U4(I*+VpX^bsb+Re1OqFpC{0N*e8)ZklNK0tH>RL z%o^i9-shoYy_P*?Ki?gVRJl=PY4MjIb~nTl5;(;l*Ejvw;qrkR5Ln^?ECIjjbFCb# z8~d8+wqpyzkm<73}l$$Yk2a< zk^O40r7n>DP>58b>9XO&vQ^-A+|FH~aawP;OrovOJFQ;kPUk=yeJg{ZG5h)D%~(5=4Qjf9E;2i9RnXnE|XpE;i`pC~Do&K@wQoS(@{C01z^L z4I%g=;0!XgC>YLkCt769=+*JpwN%fB0JDCYboH74Ydlx=;#GS2K=h0sLMp+U-JO|z z<y8eeVL-w-WMWe`T=#*G5^To27PwzDXoWjEEMcppr=#uYZ^toS*YG;U&i8=dl z4Jxi$`LO8BrlwQk$YJVUHA=@S->U?{O)X&*BS7>q*(02;pEkiU==_e5KgE|sOw|j4 zv5b#Lg=_5o3V-GLFYD7@w}f7H>w5*99&@C-bz4jS#K4!|(KlbTYeeOr{1<)8=9Wmv zL2GA>R0+pnFmAqaWbHQE9Xl>Yr>k;}UK7dQN=}zh>_IPKN8^(c9!l>d-)Y=lrAq%# zE0+GU*t5`9n})SIPXM%@h!7m!<+;I4iWzVz7D}DUhgjuz8Tb0T84aQ0&Z!3meRR7K ze@YoY%9pmQ><;UrB3z%S9Pez9Rk*tiUK@4OT?@KE^4uFoJ)fTQZ?NcbJrP%5ckW(a zRlBpQdTQ^&3sziSk?+ZiA=}~UX)_CoM+4|97%Y;N<#%_ZBShe@-*cLdyvpM*+}wBd z5_w?e%HMar3FUOtxVMdd9gDAueFcQH@#&1Eu%6|1%QyBTMup^6u#qyqy~z2OvtlNO z)!ckZLpqM#Tv@pttwo*0&!bE^I>W5jNS0czE`C-g_JF>+%j3$yp6|c=yQ8(y;JGiG z-%?d9H#)zp_C2-%N%*eQZ{)owu(N$(X_xad%L@JioesrLe;gM(+5|lnZ{%EQ5dCRr zG<+kc+R%+a!9;y9|JyYd(E2dZO{=_XsP#UHeL)Uzqil0AWqPegcne+doH*n2%-2Dk zTYQSgxaY&_WLO!Gi`T-bzpq=x1h=}`t{fP>Z|P5%8A0!)*n& z67;tM@`sjHrt7toXFM--hQHv?XD9cC8rG?*1w^y)#hX1NqbpVJoeQz)?oW|lDr1{o zu>?Mox`(Lz<4O9m$q+W${H&4PgRy({A1e7eM}kBM@Fo z<2!l#>wW|r z{9!p(8n5TmjV}W_Csy*QbG^)-t{jzu9fSvSqYHiRe2m*JylP!@#cr`dE`KgtyVJO= zJgUvB^*I3M7?yw~;W`1nnXAh%Nqb$+jS~uEou1JoM5u84^LcN)zgN~TzMOj^@R;5J z+LCoUKRI2{fBipt4Y*ftj3JrGBp;9Ue9*LW;cVP7tIiQTL&G&w&z|VV*7=Gw-YB)A z(nD7(%ufA?>i#Y7$c&}PZ^il9B~+A%l_G_r^kDlhH%J-+zzox2w5euNR}pHL`gAdQ zyf@Vffl8+|T7LX2W}aeS^2>p0uW&dD&my?FW!bToyiMY5b*Gj($+bBCl0099qDzMJ#P zmpJb$SWW_KDD*jjV#KX@nJ{1Vu!q?^mnws49j0P68ek7job{Petn)Gr)lwN&!s08I%u9<(R>pRM(28IJ3!~Tat*iUoY36r z{${q%rq-$!)5%s1>LRnIAVPLt)tLFL+;8}-8{^4I%E}B33%mZU3PZNek8ZUN{3M%$ zv&5>e^kV1!JxV=AfHm8;@np|NP#rFmMG$G03~{aIMIBg5l2ZmJ(A-oiA9-`}3IHe) z$xVC?L7$gAirs-&L3Z=j`80_4^_@N4zqu>yACvw$z`>8x+&o2}JKlXI>br)mv2vH4 zKB%IM?82qE+;>Jkgwv(sz6*s)CU3SM_Vr6$CT5>broAR7w+@%_?RJI~$k{4SwQ#2J zNo9K4KkGTKSMXA_v8D)!hAQK_FrG_p|MqTf?Bg#wUeO!~=&#B2g`>al2DQrm^mR%^ zT?5A9=(VD>-s?OAVtJ)0pYogMI|>!$7A?&Fn?+rV*$b-+-pjcr-am~yl`4xb(LQFTeY)TxtG-c*}P zP+wQ83=<)Qt$a<*#Fit1PYwfE@-2{FUBD?l?K9ur*zau@RxKg6?{}Iho#w?Fbfkg@ zIQm9|9NDS&V-BTwzK5ZDb$YMf+Vmswj}W$(5OKT9-QIHf*~g({-Yt+Y086*5S&66Y zfa2@lVPHN+Yh|;KlEHfK=H^gGSpCI*2?dif)p$m-IQT>R^5^>4>8Ku<)xjQo?0C*8 zgHk=asGT!}fnpe*| zzU8<*`Z8ev$oShyF%1-Mk|Ia#dXK7T7_YYQ_w5G?;jZ|pAv{>Q2x!~9!HZCE?Qv;z zk;9I50~b6xJVjpx53#UN-or2LWx9zrsBWZ1kbT^oRCp@vaEdEOk7FJcRBe$jniYGs zUWvRZ=k8c@F6%YGC%Q*|I3>H2T`Ip=0oWH<;neG)3zssJdH5#U%}vgy&fgeLkoW5E z_1X!CxLu*Ch@1)YmnM4UW&u%~*~x{YTu z{qKQ74gB&nTF3M|xBi5S_nh9=Vnxa$=Sg-YS5Ia5$_SzTnf0j|WK?u)u-ZT{cx;bX z=l;b0vr_0u z(|(*hhJW|Us@VwHxcm3s(oeM#^=xG}c_{Y@R`E<~4xK%FU(-XIZ7uc!Fo}Gy+9B_k~C&chruNOYzt#`GbUT= zLGRD%8dT4rHLSNj17bc#_SJm0JSV?h*AvsISjWml$E`AxpR+H9&*1Nmor>>gYrvZ` z=@*w;igAmg$!3yg07Ca@06htDAomooU;tY8ZxpODc2H zfRIF!p(sLBh9XIZ@c#dGujAOC_NTSiPCd_kU)Oo=f!%YWX6;t5=xvbkkl*Hnq|?5x zk?am>V>ga9;ALx$qPwwM$ipoIZJ82mS{3PFxmrs`$D% z>w>PB-dCc@POk=^KkCu$xb*t~t*I_t(HqIlfLerd&fDWT^v+k4HfPo5hgVjy8x`Si z6K=E1a9C3cyz^yVbP#sd6CRf7R}5k=ZR>S|h>i2A#Ol0&wh|oAcCeD z{FZxbV_t)zRN-sjT-{}sAHgB&v<*j#^30cug=AO;cQ%0Gw!v zU5vENx+?B(loi)2{ho!Lxf%z!95qPZgkR#FzvS72`4cCRFPp3)) zcOH-Fwd~C=h>oO{W2AI(*QzlUN?1o7a2m>Q7E2UzE}N4pdTXn_C*WLsAA_G11%$$1yeNDyUwy|ELO zY646ArsgaEseQV=JCU236D{tOBarL1D8VabMS>Z9U($w(?W(@M=(ra&+QmTujIPbg zI*`?ZweAmH%7N>H>F)|%o(Uhu(vB)$c8~dfb16%!i+Rhx`)XwEED)RxP9aDVZ%W-3 zKhcDGP8Os6A}nS~F4x|1m*7)=aO)lbrkYH-$|4K0O?{7xN&vNS;rc7=mOBZGWU^jv zQ?*G#&?HkhUEeX^5lR1*=mlpnX>0Gf=D_YyLqZXDd#;9_SEwHu^=-b6NSO-F{!b;G-P#bWqz@mlR7nIprg>et%o zyhdM*1KRH*uJGOs-hdH>yV(%#B=Uv#7ih3s(c^JuO6^~~4N9s2I8c2_Pd1yO-f)ri z>iaNkhEGId+WX6U`guH<4Sp%bI(iA4*R~@PGaHFZZ0(9!-LBG;P8}}P z!jt~FVEAHoZkfHlw&}hDGmT*FOb65aZBx}+I-Iy7NW0|8Fy6e@N!Byt-L)U~WxT(D zY1RI9e_1enJE<2NjfYnGl@DqbNy8M4+1SZn49D;7@L41qQlqNoPFlSe9ood(UK&}? z`>x<74XOSACN}vcXda5ZqnGOrwx9T-)XTd@t-oW@F{gLv(cCo~L1+V&_RBzt-f`-O ztXwYM%rzS!;i^8?su%YSK;yjDFUt+h0y`bUEP?Fz99)@s}Q^ z>K1!19Q)SH?%(pEmiX^6yzRI9QBvt^bsRq$WlL%vF8K+9m6HBg`ZlknVCO9nZ_AJ) za647(aT_w9zt!PR<17GM2--RqRP|E9Ix{EG-N(b=z9p2~`B8`aD6JKg%&}v$^weEb5>ZG{y4wrNxfSS|)3`doE zXKXhu)0w=RN!e(eh_Q@PPmcOREDD@UCu`p?@&YBgUu9^Mgr7GJ`ztp zc^}ymeILbpjgmv0YwH$EZOw*vITl!^xc0fi@b2+y=$W8Ld*}1yG+ds2yERIF|NQ2iTr>r_vA*2@r$>2sR* z?yQ$J#`&9czzC1Bd#+3TA4^nf<;(L3G~~a5vKy4f**DkB`g>)S4GQy#u?_Ogc-%T( zLO6sC5A9NE?^bqmU;N1V`qcf5o_zt*MNZwnqs{{PHe)qFW0GIgI?nWNthSXYTgTss zzT^(`54PU@eaSM28W`^O*WjV$O&Mb|wP3!Tz&MJ!CG`2VmYgt|V!?T(-v5*Y1(4Z}KR=4s8}T=2Q9=yKULZe<_>->b%u->u%t_tRD9zf%ASBIP`d*;A&F zw+(Mfc^Gn8<|$^j^pg@gfD2}l;pA5>kB@+H*sSd#RK+^znaHBEKqtGL{b_sc*@gH$ zOWV(Fl)H1ryHlsIl}_Z^r%xD2~+Dm-Ecj!eB}^W5h0C)F_IK~-V9R0sSY=LjoV zPaWvez*AY5Vy8;V&SG~>DeUQK&r^T)$D@Gu^FZU+$Pl+OG@lt`H(QRw%sa|hQy;S~ zcnX<&8=V)htj=0)Fv| zJLgqcS&We7K5E~)Iki>tmxWFVslJ%3SJ;hReOcMOJI}&ss%mYmxrC%BhqkMY1a^ne zK5De$IJ7)V19A%2kY8shO0aza+EIX$yOpkWXT;|#Mw@F4=5!6*VxJtn#hhgcF<{4N zj=JYU(g`E$v3cy1y&cRREmXcA zM^GsA7Smil!@nabw>x$vz7Ad6#x*;Oj8-&WiuXpX{ zVP$&fgH~tC>ixSB^Q+!8+irH-F#MaWae{907{#8|A#x~_&aknMe<zdX#| z?Y~E`Jh$tQt`oOO6Ue^2AH8~b@lMB|bv49_9Ur8uP}Dt+e??*UY*p>t|Lgm9Fq?gx zY)|H>(Fzs=^KiBp3*p`Yhh10M!U#hBhztwC@=>wh!+LlGqXRpAbQV&0$UJ>$JKXG+<{t+O25dTKM%9mAnYUki6=Z^! z62&q`pZz?Ii43RhUuUc~gA2@bK77=l;DeM1m#kz2rm5Bo?r60lH#X_16H4C8!5omk zZ76GaZzVrETBR65hOa0bUP?hHBDb4`?y?Ygdi76s zw_Lg?m7R+Z%P(o9MRK8HHSfDa`VwJ&1R@oyrGNb4N-w0p@2q(6uISj^-RDO;dKL{d zZ=CQ!nX}Vzu`sU8e*V4gSM%onMwE}AoZVC%wNR*Ne~3d z8l;=K7yP!*m*rYo8Rw3LKudD_30%+)jcs9uyZ5mkbN5=_;okxbhK{oR82GrfZPhWG zug9oWFjlrZxm<)tR7se;ju%>cya}zcO`95h<;M(M)CYc9xl+iC5K)vbFz95SB_Jan z2|MLas--TBF75gKT7+HL?_E48+K)MmejG|H1l4=OH9j!15nWu|uh;-OY*Ml5-+%8u z=0cu!5VX64?`Eb?%CE!n%c)rN!(8{48DEMmD-ziGx~?o}*8c>U!lndz&;1$Lz=y~A z%(^+4>>C;Ydy#R)ducz;n!$Eg-PG!ea6`ZY(OH?f!|)v%swrp-X^KSeX-Rh4+p*IO z@5ra)l@`R*8y_k}4nXi~|M_t5vn0K+@S)o0*}BsP_vcEy(H-}1o?V?T$Bf305^iG) zs=b~u(QJe$x#D|l^fafD9kYI}$@C6!jUMD8Zc_uG`$)9kd0p5|;4xa3T~qKLaBsOJ z6M)laaxe8Z(fF1%yhHd@+jd|(os7K;e}4fmzDvCVlrm zYV?^#gZie?J$u!0{bQ(E^Ka39%9htK-2t`cihp;f=3kI>Yx4B(+U+UM{wTBDw}WHB zY6A53Mqg^RiONf^d5!LKKd~!^y-Qzj%`2q#ojAPn=LF5|y&!!5s?MO8Ktn2-ZNd83 zo@8^sQxrGyahG<=>vjH8S6ur*TJTdrp40gW!rjA<3pfguIp2~9&|T#ZOd#Wj(HDY* zsZvN;GI|n+-2li=jEdCaoM>mIU6=8eA6cDAi|}&CpKN4ldk*!urR>b!{U`*%O@{CN z{24p0$S#w8riz`*do`-H+tus7RV*P>jnj{1_o|4$_TgHq23G@Jcne)dVO%gvS4{+KKK` zzb&)BLe=0?3{FdGf^dI$JJt=|Wy%KHt~p8O^^5jtL%(;hfY{=xodF?oTVDcOfll+! zVUhF<>yYvL8Jvn{=owHc08$35CHbfi7<^shZpV1CEF{c2>rG0WKfAL_;wV;1(_^E1 z>rQhh>Pq5;xrLnq0|VysAQ1$|#9v?wU2gJ+dgYqy9qqEO%U@+X9^sxbovjv2sKta* z>)TjOOBOO1`qc`bSTD#_+*?sZQnmToe8jqVlQu@@xlUM^h}EV~Z~9pGI>z9=HoQf5 z(_7?h2Hq6_tn@H_HtTrF>h>CqCiO+-7u9dm5OiJfxV$g=#UZS%B5_}9Gw(cn=j4Ug zWS6f~PmtvYC*cG2a-h~hN{~kvPzoZ?qRT78?|rRt#xZ1V zyN?QpXRcii{(G8b6dBH?3$@Uc>bPHJk3K%ihrr_>QrW#;As+q1vkGR5@M5KlB8P3> zx4Mua=XzP&^sKp`x9{eshfy$e1V6F+XE86ZI69WHE1aMC_XLMIy=S$f>Z>(LiSCoS zJccmNs`>pFdV*7!%l$;=QZUZqoKdQ1?pL|Ey7kAvfs*$|DT!4#ObeTW6^oB5^m?6+ z<4?J_{Cui!OZ59EX?Jj-xf22Z2R8KOzTq923#W?B`LVvxj#2yk+h{+@ulwNpXdWx* zF4QpymB(&(4GljzWVg*_TJ!nV{$tN#jDEhxJyRYSMX*(RU9(-KtkUZno}Ui1D89lr zvy%9_)mUi%|6tNZGKgD7G;(XqvD#W0H4ENzH?Vn5=a(Y}@JP{3d3WR2-;cM-dTrl5 z#D9Zo*gK9MsoQ&^1W}o~ZKIpTkiUyOyRbqQwXmmIJ8WWh>Sy1+>)@EB?=||~zkuH| z*<34D)+bjaqU zfEo=(CYo>01oZw_S+lIAzo8bXj^YHkZC9~yLNVpwY;sRw{7K;GJ8;i~yH74)-M0P{ zOybI6=R8!2btj(+;bVt9O7)^XmZQar{ks#hPUnBqbi$znmD`orqgLXZUwDrkm)+;d zQgQ|wq{;mF_pQDg&r=4J8h@L>NV6wUAp`8Yc6@nFsrdpCCR36wSJP9oz8XDF{aQDm zR+THl(zndMj7D53Cw3H9nvmOzHiU`nwLR;lhFAvGr+@G_6bkwJl9wX2Y5i|DoJI3u zM=!%}`;@AK;p{Q@sAcyWUPmkR(;)IC7`%qdKJtvtjpkrp-tISjrSq+@#E@AeH+7x; z6*E(oBK7x=JA{Am#{&>3i)A!nk zS5x-oWRCgkQuI>VQ`$yG(62E}S95Vtn}vCOZK{*>x-ffMtUn~VB#-UGX;Phdi-qjq z#13~?LpEHHg$v^LPMv;PFVYDFMu)VWYS2{*+7{0C+QXQ5FYknr@9S!HURmNAVEQW< zhp#OtxjBu-MSSdegV6`C!?(pd+CxF(S;wbJWv= z+lhy6a*XoO=Mwujte4D5m`rv7C!aMS53iJ)ussj1L%k`!Sq>+hov3)uja18v-)aA8 zfHnevEkbUo?9Q{x^f|k8=*(X3`iPjj?Mo|lCLl6Dn7Bv@+l>ABAlEFgS@fGbi+Vn{ z6B}X41xsq#y#djrb{M10b#Q*G>CHh^i4d4X=Q)I9^$`i9^;^2O4UG`QRNbXp-GY@2%e#>RUPL zFiLW$*00)lHgERjR{}t9Fe;aJb#+{BA~Cy8dJCWlL%Q--IVbv}*}-N*ek6Z9qlcHH zN7u^k5yC9%e=wcoqvD3y*=v<-_txE(R9xcgR5Hn_ktf>CH^hD7?X`Nsg?bkOL*wD4 z7ACh|;deW@>+fllHtWD%I%ieVtBCc|ax8xUShI$TkJv60AQCxrA)M73xV&Bs*XvJz z96qINl#Ru3Y2f-`V;=G?m(>BAMy^OlM|;Kg!{@_wyr}(hb`Pp_H)l+I+Z&=k)XJ~Y zUYi#W(SGz8b8x$>#l<<<-OK&*rgL;{vfh4}O^QdIwW$ROY+72sut7bo!JX?}+rPgx zaDiwj?x|IwcT%o87ee0eq736h+lS`sb~rua#OnNG{c~8)l5+2XFVSLqROvjR7xLR` z_?xXlGS;4#eA*oR6n6J4UI>12M#|;Z#rVO%$Tx`vUQ(mRS~hX<^_)CyhgT-lR=}bV z_-#^4Zr=vu-vys{Trg1@#f4_$ozZn%+xG5T>~sEH{3Ae+oqR#=xZcQ`Lr-dBqjK^# z_j;?Rlc3Xfsv8h36)VwrkTbkS1spa^qoXbM;A!bNfS~_;(6j#bu+J!eMlZ6n3T2Qh zEVKcAjJxj-O^~ZCo2Y4a2G6J`s*O0srgKRx=5MzFI1!N%lz#-s73FE?r(7htdU`BL zp?6{M%VSi5Dc!xdJQR}rbrD)5IP zzR^qH`cM<8mQ{iMc#p12Yw3@qhm9nav%}YEDz{}N_o_6wTW1H4==fmR`%6^(%)gKF zU+Ipvmrv*JzgNm=RBfAj;d3aX0`t3$8s=29-B-iL;spEHKkYx%(I1T|CLey|UhSA+ z7q5KY!Gw*2t;km}KP?D7{_rLpa$7`hDH z4Bnf{T@y>z;9;-cYXb^{XFT#p$UUwTF|n`&Em+@ME26y;uy+{XD<^vOcQ*o%Scy>De%?>=R*wynILr@W^id zL=x7uk)M}s2##R+KQEfMnDf}3fBlV)Z{%L%ga_7!>#8boZ#NDHiru&Gl~Ip*ZThi} zZuTlcZ1-7dQdNczU?TJRO>Sg~1L|88J&e_!e_|3xtrv5;r`xMX6?$}}OKdl5C=0UR zb=~|EH4A-WDLM5iU5#F~s%3EnaqLuzvjWVT_p%%?#NPo7w~#BLg+>66nz7*X3M;3p z;71~rN$-Iz^C^+ca``0v(2K@$QXf_(o$X;`FB$MTg2qNQ&L^ zv`=@yHXNRF4+6Sqb>`D;>>cm)$%**Zz4EJeo{|hR8@yKXLbwj?=e{_f?dTjD7_3)( zHMcV^Z@k~1%13>vWlp6RGflN{VD7Qe0Pjv5LTBv(buPCCjaH;p4a$*>=4a)u#Mf+A zcYn8v{}G)odA)B3*et!_hwW#irjvoIdbU^|)UJ9O2KnvUC<5{`1M4+-YF&MxA^b3T z6!zB^GQk01<3C0ZU?yKN9Tm$oewa?nc60Oxq5cIZlIlx%tOO*c`)4HU)qtv0Dt=L^ zvEP-tl~rEvl|q=lFJo8>m^LP!$hT>3V8A}<#Li*{C{T?-v~k|;ezw|Yo#Zg7Ea`pW z*sAUE)5w~tPV=`aJBv{ful*+zcn?`Yc!+RfOIzN)283|F4rk3NXPm2*4LgQy z*O?f5zjjhf&`G`4ZK^M?oVyNNWk@l>bpqM%W!exfF9t`W_ug(DC+*VdicKvHFzg{? z6wx}#Y0CV1*rVUaY2Ya^^*8J|mR{8I)aR;Rga2Y~``sn0evJ=b`%ep%($){M7^CK% z{F^_MJ2(DSV9_s=RCpHqyGuuW7IyWXw*7TE^5;#X<>8k7z-&DN=0?y+Dd_6oeV zqgm$#(i9aaC+oy~ByBUgV>%O3U|j83bsBjL-d$gZR*QE2+xu0SiIm>L;q)M@PTPa* zhaXD*D&7BKi;V5XP*?K6f832l2!ZyJ+M`3wC>k}ct!*Rfxr)9jRu@(?1IzJSts2j` zKHw)ul3w={PiuL#S>#lXrSH{X-rVvpmH+S(AF0rE4%oPE++C}brXFyJ5t*wYmx}nS z&la!uY5jN|3TF~LNBUapwX(m;2D4T-Lb#t)L z!hIfl36s{P%mf`9YaMM!&sh{wY6W}CMIWPtBjGn%$&ZKY@xukQHfqrAFBpG5zj@P4 zE@{TTOz3z&svAWaSeN;8{##RLvPkmJ>UE7Z*5#7<;{r0;5~aP9Mk=fg&wd$jvX zP*`2NX$n1!9Bpb$Q~b2yJQ(f3po9q>6fD;IxZWsl+lxhXX5L+9V!Hj;DFowglNt5% z)qI+@FVnZJehR$-pDb?L4*l{*e``8rslFmEg;L2smG%SqDV)|%-yLA_uf$W6RS!P9 za_iU!qu#B~zb|o#?j_fjdMOR_lhbC>r{_9O3-fEYGL#hMQ4*Bnx!Z6ltkh-t3qM@} z3y&aw+gxR)51W-f@9gKsvOn(Lb)#FP&2Mgqb$0r4_v$ppm(J@vH2+Foo?-3Y$a;@7 zKR;P`BS1&e$M?Y&8_nYNwM*t}Jtws2Go7^sA$`HMWGBfy`iRk6upQfxFO;V^^F3x@X&Ne3lDX^jy0~ z)}QMF;r7deVcZ}p@ZoD6&3m}MwhUj&IZ3-MegGtL!w{dZ#M8}z>dc$m>2WPC{>zDn+n9EFzS^2lyI)Nj z>?`=(+FY_}DK`U5^6iFdvz1ao_RSfD7M_!(wG6FLtT)KexB+NMHY<((y{c&>l&WWv zct2{8OFC!T9_CHu3%1&A*mf2Ihrd4`6wS-H~w?Rc7L7SxA9ySrscT${%uH4Hr%iaWKFX_tz?B}o1VHqb9;KzS_1^m z?6y5OwvA^`+s`N7^qU{VzoQhh-P#G_m)BcEU2j&)PHWAKwz!Ul+%@(I}aeikjU3`l#@zf zfc5iNs<_ACvy0gc@zbR~N;C;dxgSp~I#NdDXTy~ssS#Vr1-Io9E-3?m$@?cK&O1MB zc9*E5p_PV7SDRvaczNe4hjct|vBQTg)m!6Ua|bB2G!ybJTPGBXl-@_Ncas$DtxdlB zmWOT;z`4LE`?a3jl~T9lFgf7mzduX~gU%c*P{3Nu1=UJpTR#0Ax?-r3l=!zM7x3z{ zK5ge{gtwKjwEzgXfH2oFdatZv<*L^JvS9MnW zC}cR*Mo~un)jCnBOw4m~P=uq$dC+-{K6o!D*;~6Zh(gk@gFh6Cq z%D34+FLZI29L^{@h0C5s{fdIb&X?p7q~-S-Ylp&KwZIy1Tt1uUVN5DjpMh+>$2WwchPf9dxL0xdl1g z>aNg-p-LR$O7AU}Y})c`>;3Fc6V9g*0C0NeC0(&Sh?sBqhH=rAM>d_| z8dbjSHTKY^&}_Iqj|_wX#716n&X-$`yEGAICL*=l;d#M(;eFYAzsDOpy0~8noY*(* zBilP6c~O6l?VfrT4;^(xA9mvKuHP6t36&Mn3|DEA=K#Aht3^8SA}YjIY-=mzgDuPv zc-n6sBzA7+=hZ^i*5&n!4&|Nn0}vKNE?T$yc6gLu9RzJ>pNY?Wn_8rZbYr{ zT7l7xH(a&$8BJ|*6oVh(3@*o2zOzbK8#o{^SeEa^QE2wWk@>6^@Dn4{<7rg@OU`BydV?1+ zR6r+37klSo`%Sl-QBKgCmKK~>hChyFs~?IpHF3>X#4N)o$2cO+|`9N-b;Dq z0u1GE*i39C>XVAl^_aTlt9KOA3HRgYBHa!VIft~k1+{K`gykDE2NmTp`=XEPvz?F4qDnGw!i1d7oIdD;&3Vs>J#Si zxRdcxx{Vs-8|k7~4`<7P$)1yt>$t}?NwsrDK$8HehWSXVH#UDD#>{@T>)TVPqksv; zhH zt6j};!L94=Y=(7Dvu>U4{0SEi?v~H~GvCMrGrXGhcG}pwvs~x(K@ob{{tAjjMTFDK zv+E_Qn&ta#Hir}Hdwr$mgcHo-{H&&$Mg{k4jGz@)d@-+lR{Yyb$GaH4GvcINo%PY@ zqKHAgn(L%~e&gSKe%>j3iz5i6?_QW$9@gGD)$(WRsmFv|Qq32;U~KZLJXwY==a%zO ziUUd5?4%xjAY?!7L3^JCwH6M#iovEiC}>5(Xm=zdoAkhew{9|dc5l{_1|&=2l=HC>{OV@l5(zJd9BwTzadDbS_y70a_W}) zN;Y73u4*ywb2{3rcAyQHtqa(}se7f_-K3BCEFEe*C<;XzW@44mVAr1ZlGUq$9=OI% zd}gw2UH?Ab;!-At#WD-#zfD(5xf<}W5RYaB!furHoIM7QCYLl%>&^=-XQSQyLk+pI z*o(VbER-gLkZs%LB}D>`KDPcc$tD=3PY3dPsjJ@-dVb~W)X zfr4~ve{YxN@lPG6K$~zmT3CIV&5hYtU6hp~R?nWA!OqKpqJO%(Wa&15l=;GH&GK;! z1=00w`1*_5H10ni-MmwHklW7( z-v*5{{8+Q~ihO6K+3uY{%@jY8G>CRa?u)IKaY_tD(Gz_BCJ3*0Mg!lQ9j=7;S z`_;nO;Huq;F+3R$D&+5~G=eGD2J|OS46~3XuNQCESZ;K(VshYAlV>DeDx?1zCqa~~72x=(};#)-iFbBPzPW)43fmk!7wS_+! zf|CY@dHqVI=|BEf<@scY@xme|cAr-bdA4h}hVa{%$AZ%xJ!F?^VfRJJpY6m`ci7rw z`$PH4kzDaW@bZH)otjyDC|Oi(NVS=wZ+1xeSwJ}SF~c?}R=IZsaJo`67|0g5YbC*L zZe!+uX+|VFb=jZylEDivh=uv*ue~7G+?{^ky!y`Pv-QLr<;ASA*fd!8s!GQ>z33wgL?5VT0*6OqAoIp5KBC823FHb4~dg$Ib_?dKb@O{?A zbsq$#hXPSD{PFUSy6%qQ&i8TVp}l9fh5bdpwx!fukK_#?RN_<=XT0VYm|t zP=zL97&g^uu2eD3+O>YSQ_GIJlQ@M0yAPhs^J~1fj@3w61-lD|2ql4d?1RnIIdUa; zeF_GhE5N`H-R9lEKZ~P}6{?pm1Jt*TQu!}lTHTv@tD*F;atp+X!C}jpA>am=RHuFV zL$>LH$n&`medi%)k9NBU$+(MD-&~sBYzHoEd_W$A3Ufc63i9!Mye$hOU@fY<;CuV* z`|E{ZYvHhv{B^-KXQtyjd!kTS;nV>v_1qj~Gs9Pa;(%Y`r|5@rN0^dgc}`ApNC=#R3S`^^mu z4&?pdZ11_8$v#k)w$MU_ulB1M&QUd?I6AyGpVDB;m?02h02H5mhyK(*?^xImxV7j0 zuRVw-GJ%MrX7yMG^v&w+@EOJ;N7#lw8;7|U1^aP5l{@D>ywWgD5*L?QRv(-H>&vHL zHq9ycQPjardE`&Q#hLhW58Ir3NC8@UjVPNA9a}#VeLVld2lo7C{2gb2c0CNHybR{O z^O1xZG8N-fqQ^C>mpgeX=0<0}B_XDMJve$e(bz53SBIs&m~FPrT~NK<@?&v2MkdU8 z$6$Ehsl4*;r7b;Yz&Kvs9RDl+PzwaFA|ri}38HQ5-Eh$fvHC}?4riu7Az(yw++xR) zTR6AtG++Ba=Fnv-Q4&bQd7X$iZC9y$yz%~6J-%~`wUDrC&Zbeh?Qn}*(v+h@YpIFj z`Dl<|Z5>+ZEL%Um%UUo$mKI#CFl1B)4 z4vQ6*@?kDfvOa4_-kgPz+&6?-_?3#~{!_SW=cYb#d#%q%Y^EqzaN=lh;iU;v{+k{U z78$QbGH4ZV<+=03ch*uKx!c0WeGWp2?$ifrfAAc1YvmwE^~1YeCNGlB|CQ>L>urrLQz{5G^@pdqCS7lQNHE>z z^0jv?+@Z3(aY?I#6OUwH?bv-SOP*pqjtVAu#)a0M{(JBC`OE5gCx#O~A4Jp3hNVIS z?UMQ=ZOsz8m7>sq(D(HGaaL{|(59l(0<{{Y$K_$dx8Sn$<1O0KbS~5IySMkI zIH^Xx!)M+re_OLl6;dHG>Qv4B0^h(p@(hoAf6+Gj!&x``u82t<_IM}!HW47cqi7Dk zdGcp&wa`zEsifr=4GXH;X287r59h?}JJRSAjW1V)+SPRv-E+r}xtu6-x>!<#WtHGp zoFkFoq#eF~Rx7FWt4%)pISd9fPy_c)jc-jA!aX?Y!YDtH&FCU1gig1ga4IXE& zke(NE5yU+;qR)Sifk{`{DjIVY@$0F^xSydE{1Jse9AnG2MiPL0s*vjx|7)x}*|au; zpuaDHw9BQQH#-xEi>c6SQ*2Yu6|uzu2TR1OJl%goJLvj&7V85V37^jRAVuvI+9QZK zZmbaD1n0Zb9TE=pD`$b-xZAH7Fac9Ldx&DW2G}B5t6P1ytx~QVvgBBbE*KBq;hT9m z=}?TYpQe7c*lcI`uTJUlTsIH8O}z0u==Rzg56egCmsn3h7(fyfHlBbl;P?G+tp&S? zBbZiRe6IBh)k%wQO@GOQ5&N6FWi-!ss3|sct=4a?VbU1cUWz~`V=D2&TaU~2=w**s z1XW^CpH*_iZ&*Gux_Am&mGViGV~mPgaZ1(5yVuEr-cY$tdH^t_fcW~etLF;ZiRwM6 zTsvw|hJ`QU^BCgSCUsfe^nip16M!?e=3Ad_x_`cVZ0d6rgc@u!>HM6|f@Z&C)@!2? zyQ1W3W~o@-@*s5QRo~^Kq<7R{T|Sbld+Qk723PV1Pd9WQ+jp}VxxwI2@ki*k@63-0 zU~IXyIBxgINplZ@x1oTs`mtXns6xFVNAD-?S3I~=El;_2k1x=vchBPY=aB0W%_RXV zW%Qbw7W)291G}>=y&oXqb@|#DOja?v=)umFxg4VI-Cg6gPkAz-;a^LDfvbLF_uD)# zPv^}cFQ4oOQjywe)LCUEyIO`StP$0txxW8Y36%P+ed#!8iW9uwAI?<~Qi1)kvN!Kg zG(Ae8XnC_|F3_RTxFD~dV7c$mOAcJp;MS+t<1ft1lDwaiNsWcZxnHY8R5Ex|`ZU~6 zq4s{l$LA6a@Z~u!QH4*T!{UoMUC>q;a|gNPHc^4-Hd~!FSQakD6Wy9)t~o32H6VG) zi`C^YztP^Gf7tIJ5_l|nVKUseYxmVMdyev}ey^7OJ=9&S=1V98xJsPv%e9vMZh3w( ze6{xoT0iuj2~{l^Ao)_O=fHE9rOW3!eO2Y{DM=2uSF@N+MeYxCsUr$6u_J~{{Pnn) ze7m*0-m2-3e3_X~=PfWQPAaV>QV2@z=V|u65Z=qZ#V!2-Z&4E{;3{CQcMl%%b79V# zOM0@gW?YZQ*xmlN{a^NX{b&cZui4+PM(6(I{zI+SQkyyCHw3|F_@xbJq%9pDhN9BA zj4mKY5Zi;OgW>J%vm0Z}nbE1qFM}E}X;Z-HbKNVv40330ETNAU!7PZ!@@Wx z^0(^XmaL`NP;}z*Sc?a1BT(JhVyj(VS-jyG>gfZn^81K+n>r+)Zd}La+ro6L8u&AP z!0*sJ4bUtImhJ!ohNRMY7$|zi7y&Yc-oq=y4Zmo0*}p$A{p8TpINWmftM-yR9bQ_ttKx0j_)6eJ zvDQR&@&{wG^+&A15T&}Y&YO_?jRc%I$j$w)dQ*|nDM#>x{jrd5j2{PV&q*vUo#7)O zo2%HYDxq<^nX4zC_V_Zg*8eCv6GdaeD2hIdIg$oLrcx;~Whf*iDx?|L`~T;E1NS1| zch25x?VVJ(5MyLnloblRa`WCAsU7%dxBB_y*-w2$To;e(Az8?cCVhM*RWzqMG0+wo zn@tgj?Cxcdn-rHzj;po?`Cq(G7gkot?8wwxWXiG*)f)t0idJ6QU<7EYZxiTorCyQ0 zx-EB!ot?(CNXHwzFmXzbkr%O=_8GMXk%ED?U<~Qao1E1t9`v#glTZqJVI|rOes~t@ z%2?9er8y64rOVi=24DMrzAD!F6MfGQ%8eF4%11}-iZ}cluiX3mQ7_aqVbNB=y1F3keXcH^{5}&d%s2x zh0JYMuTA+ZM-|kVx#DoTws+f-e!9cy-F_`r@_YWdIknk2BQAFe=s831Y`9dG?@Q9Q zjggo8&Jcm4uM+}Y90}-xSo0XR}xdPO3v?g&jo)nZyRXNl#vAmx4 zGV?BLU^Bk-=>1&k*Wkt{X8g4we1qww>k?RVX;eX|(d@DKvY$BOD=O}&>HUT(cGtYQZ0l!Qu#iF6A-jY{An7M#UF2YVLyp&=tiA@>=C5`hIY>y56z& zcW-ztrkKz~N`d&RAJFyhk&~#>V!%p=jB!G`iq3dYTk{+9n_Hn>wp^Xg_$GBb(|RD? z5eo~)7s?uqc62)~15^euRQ_YOosZ5^=Ou!iD<*VSKm<0&RYJR4)6lg0)q2i5*wW!; zP}!cjL1Vls>;}92ZtlgIR3C@O-+89S{1XZhr#U4-V08c2Sq)y-)~Le#s^#!!1u9dX zDt|_wwbtDt-rG6$PWk|UpTJ+uTIsKL3MYZBlD1?WdRGv|BH?^0cLJc%3g41Cs}E`Q z(b&Cn7L_Bp$@Zurl7}gi;uDmvn^^r_5#TzTgX3r~qOawvkYO!SH3ei^(mUFNXwBABw%iF1a1*eDdb%b#o8vl^Odx z2vK1EP1{3#1;xY~&jY9De*vb_6w0|Kq_Qe_Vp_A;yu97g`{iW#eUoSDm3m?5>w}K^ zYChD?7oSYG8AEi3yKwFYBLH@?n2W#cZx6!xh?taH% zqU5XxQL3c#;|Fgc2)`5%u%mXS>Z99UwL0z+mOqHRyZ0FHhFYs*pe)8q^m7>8p&=3(WoY>a>H@U(L}2x+|o`lXlMv5nbwyKLvjo%*)dL%HiC; zRQksH;~?(`HA*l|Pe3!kwQuhW(|x1g7d0IUZ@rjQ5-XA@B* zK#Xt3M<=Sbq^y*yG&%QggbGR~M_3{Kg55MAD_C}tZ zb}iS02+R65BddeYE!{e%$l8b4mOSH^}F2yXSk=Y;KgU;@6c9 z?1e6ukf&CEA!5M$`V`@sB$~4Bn3Z0b2FyKTcKYk|duuZXHS^6IB~vJ_U3TZmp*g8u z`^GUh;IZx4xC*Yu(`=_YC=AI@{V6W-i&w!ynSY$oFS#5Vi{4^Au=82M*4E+6I~I^r zy}O#yWR+^NMj))$_kfby_GQN^uT7LSYmUv%k@3%6ep1#!qk3a8~ys=&X z+;OV54*r_{DZN5Gg2>pT5R}w(uqtJR%G-p~q}1AvU4!e}#`V(Kuk(jtW#ILwb<1wU z5_EO7yVTS;?JmS{v+a8t8L(?DY|RGTU7d&7HEk*ZaTF z38FXu>Ga;*CA5~{Y|>J{W3BgzLTM12&=Gflt$; zzQ=byTBe_~)hahF;$Js%wuj<|eF54|#2-S;g@0h#BY$sfNms}H0H|1L4dfNrRy0dH zfF&dLkrRK*5jVQebav3L3dOU%2jQcz9aJQxgt_#=L zK)a_&r_ZWeE$vs-OQ7xxh~b^XBm$Z!w?-G(b2j5mqH3w zQ@CeAyPD$HPP)I=+RovH!gA4o$qfTgy6^L`eAhEf*YMXVnQPrz+FL$F;lRD#r6cWK zRK@WjQeUKR;Yk_dcpK)9EZED?@_rr_?LXZLZ`V_QGS7p)MOK$F&asw~{sM6!*1MXx>HNWHNf8Y=ayt%B+cNdE+Vr@yVw>6^t#4nsLMk%c z?AGRPzWu8*-i%Tv)~>i(Bf%DOD3>jFTSv*zwcx0A@UCq0Gx0VVJP|Nr6>LX zoMpG)P)v4hr(mvsG#Ww9zWK z9Jq<$am&=sm5$Y!jKGk!R91@w^Vx^Lx&_#4GDTN$YxLo5mD!AwhgO3}KT2KaoBigU zb&2N*`|Fgr6_#pjgA^B+NEc5#JP&an2SO=%inzC=6Qon`0Jk&dB=X)CPe{`cRMvI#H{s~v@9~6&+Wf3D4aWevBF*24nbeyiwPEo>+?Md zw%q1CoY=At+4A47;`NZRjb?;p%}-nYFH&FR+jFjndUx;npRO=F6*Ru-d=AG{KL9<}>^ zw&m*G!BDTWhTcBhzhN;m)qdi!)9U_NwA*D)CPve=_^rd2@}_`;Trc}VA(5OsuN>IU z4N@E0Q~-zZ`$t>fqvN#zWt9(mqh7z@cHB4a_7@y;uAUqAM6mQogTA4LjOsf6%H68I zLg#H6+lVt8cZ+VF*uE-xw~r(R;+cr$7FFsQ`+FJuCnw#le!TXw24-PeZ5bJIH;tYw zT4$hm^fB6}8vu$QA^Qz$0EKn5fXC0dbD}8i6ZzXiIEjS64m>@!hgP+DDa>=7aML$u z!g|zzlbd|!9{0ixUj|Dw-|lg@vNS#n!cBZ~0P{3FLHjF*hf=nG`(flK*ru|0k!JU9 ze%iq>CJP+dt(Ll1etYpEaCg}tFj*kgTB-yxKd*PnudKthS6Z%-*H*$hgvLhs+*WWBdyI`0v$U)a6Y$8K`L7 zZh|~@!$d)piT<&4Z#JJLv-9av$g|Fy$46GP(eC_dqISWkodN#8{Hof|7L}6^?LtrW za~y%Ox7SJ)i=A>!ICUWoJM)(LlRqEKw4X!IYC4L?TJ7FK@uEO2p0N%NlLhXayo5RU z-t4UeQbRu+2+dlJhdr`X&mKm{BIUybHs;S=a_mideHl^E=3;w2(F?&5uflI|Dyn%% zySs0#n!leaA{1PI${HuSJr%53=Mrnqq8Cnh-XgrEUn44fwwHlruQD91y1Ul7?hao( zWfJ>YSZ1bX70ktsoK~Wxx&b&{Xrr$Uy?zUS(s4v=_xe7?@5Q^E*yJBgTa!2&DDvqn z^|3l%b+q9_qUvk2Mq1!ZU*x|f5^Pg+TC2R6<_w(VOIb|{tCIZ zGTQ}{@f6)(^VQ8zNaE$d2AkL|zv4XAQK5Uh_(|Nu{G-DC zACu4IpE@87mR=3|>ox~TyXv7|^@LpWe8B4sz!RnQk~c3Fa@ccpXs$mC)6Vrz&3XC- z!TBBQkdK2$O( z9-h}kgPg`bSM=FIQ$KkPsvgm6;;{j`qK^p8Stu`dv%-$QYgJXMnR(6|?u1&sOhozO zS?r#hlY>~ty|Wp2bK1V_*--?R*fCqwu@?%h|b}*d-=$G%vLUtZs*?XtkB&M zqF-CKoo@??Q+_{3mP&1-40PUtv)KdKwWGy!-#wqztNy(7I=ARW? zAT$Ph+t|ubxX(&nLe<9|>T0Fd*CP}!L_kSL&&+^Cm<|zs|4dc^;Z~nWk}ZN4J5uN8 zqWqLc&&~PIt&8@9tPbMoyO4BNhiiuJ&*7l>tQa>R^V{Dj_=D{vO=T5u!j8K7r=C9@>__+1 z)oeB)a>RsSkL-)#Zn=F&H2>OF>J&DRwo>YJt!o7%lBy1uke4+O2=VtKL7Nkw^h%$ANK3`ebDS&vZe`-eHFot? zC$d9%lX0CJT4cIuzSX|ZBq=gU=M4$G%VHE&*0$y-AO-R_#;nbI zgL!pf%zpzf4)xLQE%uTj90(~8`(C`y<0$;`X&@=f9t@a@<;tA@9)y_f2_2(;i-L4H z74&nPI=-62C3=_nS`9vekfH<*>5Y0afgYUJ@Jzl=XH%qU=y=YUtz8a7ysPz{to#0( ziKZ>IFbZknuPoejVMSqo#h;3Fg!N6$Xnb^<%}T=ZM}*K?t)VlA+?J1{#^k*0I%1#Q zz){uj?N0FypNCDe*|RY7MsyzWg$achm=UAuX^a}yZ-orYR%h9IH%EWv*I!tymy4In z$#j#`YIWIF&HA#v7%Z82`2aK5LmL@eMII(Wf1Tma9Ks;v*-O!T(B1Ckb!iAN>hWr} zK0>g-%5T$hQHqe~x`j0ZXIp_M@~jyjm)AzHNZfTP9pC-yq#gAZOZ8hGkglPA-}b|b z60rGMt3O*WoE9)@L)V`k?5xEhkvJ|ygv+aue{L*oiple%4FXn;q5Z2{N0nV}T14o5 z@0MH7yI#faUhCj+Y#)_Pqz<+_;iitp#G-Hs-t3Ma#^a2zoA+2_<>{9i{`QsAi9i_Q zyb|L%)_}M;(46e{wnAvmuw4Z|mpt}~>US5Hw3pMzS2Y&9zPb~W?0oyCbH4q#>P+I! zAOS2l#%_DHC^3uUkuF$OFc9BPjfoRA#ygGoTg;6W`QD^yy;=t-psjknyn=P5lSk;T zbf?>_Go4T)_jLL)9E&B5JY}@tI6R8kxP0Poa~DW~Un`Q=`mujZ3#N$=oZ6r(Oxvs? zzHj46o1LSkv@EaJXSP(4Oa%V&+_Q%NA{c^Jeve$GhK`LjlV8&FB=;D1E0cBgW*!@z z!-i)4CA^=Be#?4y;{`OrR_4akqZ&ge>A0Ci%rTi2+3TNhtj2J$`e+h2)`G^X@Y&(~ z#bfYR>c6_ntJL<|bf-X{z#?_sRfg4lfwKS7KVy1906hDA#{+Pjx&!?k6Qhf!)`U`Z zL<*1Kb1aV(EnN4>ufEwo*7woj0ejsnv4eQ{o4)Wg{5e@1UvoS^#1?m)2;V2`>s0sN zuPb2s6*%^7tI@d>43hXrO#0`Sp2-irJZ9=OkbC>CRTfI8usGoQNIZIeq-y((Ra>v@ zMcuf22v(0$slkHxU=x1^Y3^@OZRAIuKis;KoIT$;{WJ4XWw^q8P5D)x?~Oz)1sqD_ zFU;?nw}b^4{_pRu^2f$$m~wf;!#71-FOMzjkV~9(ju3w+?hMD zX>WX0;PANJKB>#Z);#l)04bJ-5a;~AgB-rb=Eg}S1OS$KEWlqjt?!~Qf?9~A@t!U-NjPN)>8%;`Eb&OosKj?FT%XLg)UlI$%p|dkEXp9UTdYn_N%3)CNt|@_*FR89xqN`6laTdYAgi>Af@xZRr@nQ`nZ|=m)b$_Wh;>wx z8{-mQsHNcLjhVvfx_vk7pl+F4Z$SB!HACC^VzZrTzk`Aq>9dl6#9(O6m||q>`9W4O zhdmyK4WhTq)ott7gfi@<`RHzp)bp%*u4~WOneSF&l)_tyi=9&SsCF;==Bj%uN`TPR zy2jts&yB=Mdwo@!&9$^F&HUad9DA|?5wY)lm$DDV+}nb6quCqwS*~7d*4qM<@sB?h z<18{w=2>P6@uvF(lKV~xSAC?ziP;&!R|?(M(_MeEIQ*r%9npoc$)Np&R}#z6C*|H{ zV8?fQvtu6&?xrfd#x>@fQpiUKQ~PzTLD>-%d9^F>t#PZlQ56k-E5^q>G#V6RPrDI& zJ5Nov)P55St2xDs#g%n#8l;UY;x>m6CO)rXM}(VeYL zr=TfMTlDvInG`4G?k$oE5bdZd6?#zZt)M&?w-qN_h=-Nkm_ptM3-Sxg&D-D{em`vH zQA>!Se*>V=S2^_?V+Pd2XFH6yPo-qtp5z}%nNo~^iuUzvqzw-q^w^Iq1rVFxOrpQm zbtY@5Mhlrmpgqw9|LXHeA;uwFjTAL$V_G2BpdOH>eBt(aZ?z~+C{vx&X#Wt z>2-#)RbJb+Jn6KM28*S=vGiZ+RsC_!wbbJNP}KDS`dP)Z`0$8`-TFEF_6;(ONxOpo z0jKJLsk3AAag5K4O7F}P9~ywJZ#Wn^AXDW3-WONPAD)|Of;;qXII?Fyc>fWyxW+!& zfT6y`cHV`Aym|0xn*-@xWcCi_+5no&7~|bLp}tmS5(kWf8knc@W$bJXdlP)9Oe$?# z;0YrG^D7aRUwvN^((#r6njr6eoX3UkADBmRQ>@D0#S(6O{FNm2<>-=An?yJ`*6wFF zw>###yMRm27<3(jX3^0QLTDAiD?Hfie8 zF)Cg6a2n;b!6O#9_Q2VuLweUa93dzF=h%6-J*d@Tf0 z4Ao){i>33a;L+Q(+K$+cyu$kdaCQQ9>(}1#IbO|&&68W6zKVRRQ?D)9v={Hs`D^u# z395jV>U)@|O)5vt;Y~&H7OGT{dQNOebVlIS=GsvE1yY!?MqcTR+tMLuj_tvq6A3$$ zyWT_dxog4I=Fn6synnjX(nfA*T!@_{U?#CzSlm!j$O5N@TkTR+ABCDX#6VYa>dx@ zuoZ)D0AT)sv^2sFVd_LFajUa%2K52Q9j+1ljzk6mizRPqXXdHlox_4u@cUWrh<3Jm zex6IwK^vLjn_cV6b*4rU5>?)ahc$xJZ(Z-q5d=dc@^Y;m8kOD`e&gNm7W_ha0Btz+ z4F<&dhF~P^y}9@GXTaVuQT-^Zkk=Y8R;w73%a*mnZ>%B9y^uKYzJvHCc;kJJ0HZH_sOTo}vE z3ais>td}1_Z9A9w3TpkW*~)i;y{nTom0KCeo!aw4CY_zoi`1RdqyZXr202*cheZ+N z43ka+O-@JG?-c35nfma*#OU0*-CndnZ@16wix+o#G+);FoW4X~xznK4Ig5I+3(bG4 z0GFlL>`)r(ol<<9UKOu$dh4xhI9o&d2T@!5(zcphu+`($pWAhW0RwZrtzRM0yhY=N z=YGuJM)A|D0E%#l%g!%pPoIYa>D}S6UXMDQGm9Xl_G??#_+~4wdE~||>i%`{QgnD@ zSp6@(eL{Om?Fy@9H5O5HmccsBM@d<-&(l(!S**e3QwySlSpnQkdh#k&eGZOIJ>yO4 z)Ar{bjwzVgdU63PDbI6Lp)~DU52WUBVYo8x2+5F*D5PAlz_ZGpnLkc?umB#IR$Bl|&$;>2x8ClR zZJmbu0}vLDQ>H1rG<};hL5MiLtc;a>o!=Y&@bxEi>YsA|0O>NOa*qL37_|;AlNiIe zD$p6zsEov1^WJpLoQ z;-;PzuaZk!eBMfiOqmwfr*Q()?Dn+0i1yh)^Y>JH0*dfb6+am?if`}s z6U@W-Q+ZYNZ+0f`p~4|X?Tj>~22iLTe_`6AKYO6jkKNnnQe<2)AzN(D{T8jTQh@{H z84Ix)fur|zy(H{}7fq_YfjX?7A7dw1(Yha#-myw1PERK$KTG|Ss7txq4i|~3MNDxf ztK?O3ZE4@2xWL;FFJUJvGyUZ!WVP;{Hly*YSx(}|y#mD1)jhipyDX)I`5Mdr?c9Z1 zxfsy!&tRfk;mSg8)n4Ai^7QU>dlxNRJw}BZ7Tt3(`R*n@_85lEc9Qiud4Hqp*Y+(B zU*gNhCI0-?W_$Wfkhz~*r{3h$0jl(a5pXKG41DH#9sDs&#Zq!-BH2HyEcqPHCKz{n zLLCTcDKHcUpi5O7uROjfV6^^9Exd8q6JxPkzgCXJU{E)o4{{%kBn$IeXB~sEZSn%9{%RGXYKNiIRVL$|0cev0N-z_rYaw9((5cA?7Bmyu;U z2C5nDvKNCg3G5zBfrJQY_UEK9|2pcq3=R}k9c6s9`h7im-z+1U`3v7}-QqF0VMgvi zGdW8hHs0gni`@CwaZ9O2ex20(MF8Y^eqe-A`e0e`wg9ZZRxQh~ip=X`z%fL;9luY0 zo`O+*21hO45x>MR#?^romkhpj6=%$o;^YK7p96Vet&dQ+|00J{75|0W=xAu^=p=L7 z24oR7gAQ2D*fLce-Cj-d$@fD4Mk!GjtbBnf9T}Xgi+iCS}F_7=odw6DA z{W6zirDd&;%=j-*%jr$45i&|g>uarO`6Rm${69JzpWHeJbMv{iXPf>Fy?i&V&AIL$ zDWaa-pWbg@=-SS&FHIg_XG0LehCbZwxZ-*3L2nO8$zzu6hkj3D`Yb%$6P2pvqiuj% ztzA^PHznZWGGKDOzkzFu50@>kSZRp&7LROme;%qf-okCSqLzhn;luou!fTKG@qemV@W?mItY1AF3Q?KZTfWL6 zwm#^&b-CNDTOU%?3iyp>{8r{eir9-Gt95WP2~S!J2(X zPWE6Xe=1VL5N@?Mg(>+-ogsD1)T*~(=2B>tI7o!9;TQ%&yqEhysr^)3N%Xpvd-6iV zdyMN|VRpiY6bi8ntJh&UGNLQvWlokQmpc5ZlMv~jp5MZ{;}%1>+!X(&C+x=#?{_%6h~<<5%&Xa!gC&OW2|d!|f23wELd{nwh-_h&yF4#=7-(VF~Tt_|ZWiNLcD0 zaOM7s3XRt-&!bhpNePazI8ET2AbuNdSh~#d$Xx?bqS34SG>Yg?<31*q3Yd$LI=;yR zQU{ZDd?tuIeH6IIyX|hQz|D?Fl)n5a`8(hz3ko{-g!5p6eV%P^Gozzn1-tW|#l!_H z&PuYH*ZyhN4|kVu<()5otH|ZV#y<22NE34U zk(Ggb*#DE|-UHT&eY5F3*5;vJ6bZ3VUdYC4kHMOd**%-^*5VpJ@_HiGMl^(Nfo&S#8@%%JRM6;tWm_sR`|4x&Pm6oql zdL#w0#qC75kqpyt*mg(>D+$jT^VO8$4M&O$O*ng=B(7CZGK zT7UIn{!w&DA#3f|6PqZj?fYQbSY0PACwS(cyUSwPt|xF(Ip%%p=s3PEe|l0*jA~W% zY>9Lsfa3uV^I~$ZTFIt|*~9RzET7sp(Nlb~Qw)9<*QSP6K5^=HGX_kT$zGoyZ-mco) zZR6TAtv3{{he-q3&gRPWS6GE)sao5O{X2DS`#WHDfzRNeD0xXMM$hy*EM!#r>5Ly6ud;G z^ZjnUO9Sp`PN#*jvyQcL{?DR!PBmoTcJ@oi~2pdCh>MXY=BCJv;+ovr!Ps)Dn5S6QoP~^-`gZocFKphHJFP=~d(pxZ6t@ z>B1Oazy8c%FBzK@m#z_ge&Hyzcprb|&hw;_$`p+39x&(9q)jZ=hbRlxXj(o@6ilv- z)~Cr<$>-L^*Gsh~Z5%Z@g z|2|V)w#iuv={G)jbgkPc^|hYj6e*4Pb436Yt13EKU3{OPwbom$WccIeJX$d!KKt1x z=XL~Rm){(wcbo=ciJOSi=J79p@Ay)otSDkrnaGGsSaSjna)MlR!c(2tcOVtpkbBFcv*nR-N z^8|C?a zyH<_o5(}1L$nR9{bv)u~Be=3rX0&p~9u2#cQo9K{$ko(v#KyU%v4L^ZuWmO^&gLqg z>z)FADj=U}Z12hEM+7ZbIq#uyOLWKuZ#S{s;94oY3L|uOr|L#-C0BbM2z2vPo=$n* zaFwmAK~K6p5T8rKzU*_cS%#8hrEx3oZ|#wpwEB8Sg!l2U*1nC}qsd@gd*!j`>Nr2% zbIs#&G`2BAez$rd^=KZ_ODARS1b=53FtGJMT(PuWeK7#ja@XQuy4C(ZlSrWy;yaay zb@4bA=GE)+q@Y84@%dD0P1>3@<_ufnc?)0e##?imC!dSU;S5#_HRAW*_X+|8w;mN& zjcFPlbIfC5DASdB%00+kHCICgDi)48>)MQp@?{?V)>PJ>ZwCaL4<}in)Ley+twN;I zZfVem)&~m0z7DRk=rwQU)wQ)h>e8=LWKaDQKY~gZCl}Zy;!MWCb;nR|>&}YgrLY^} zN?#DW^*Y<`Vk@XEd<&urJDe+Z|?s{GKex`|44S11xWiS+`X-YR~XXJQTQJ zh$$4N)=+Y`3(w)v$$&{YGS-fW`8_^f7Pm^!yB@w#Z}~9v0_M8w*a>ZdYC^zl?$mZ# z4KN+eVNZI7^0D?Zk%q;;euvsF;fwu}{g=%~-Hwe0-FNvFbMIJbiL}zgp;Xi=DF3Dvu7N%Oo(D zzh_)pZAy0KcXyPz=Q*YOYV3@gqp0|zP6Te__y?P;(8>vACr0%cq;++7D+fB!a}xRT zvtP#meZ4*HvJOr`miSj2K0K+04V@*H3G-lU z?7Hou(#htv{B14vE$g!wgu%^|4|8n3>&({6*X;q`dMFS@p35qoS^u3WWN zC&2$e%GF|W%^pnwOx5}Mnu~!Z54s;OHwmUSr~Gqo;7_Qx!hU{MXw3*lRp?fYVHpKy z){q^(j)mwA^mVtAznurld|33Foz6)X=Z3$K`g!M)RzowLt<;$QL*YKQGDzwoV0(cOFm zcBGjMMvZm<)F&!8lWp~Ay2YSREVX|O`nv^8v z^xgQ(P8cz-Zc61>hz8qBR@m~x97{t0IA6!>D+~?P%bq?B^T?Jv^6X9GuztRNN$|Wj zihqW$UfGk;t+1EI#3PG^swG{2h3)j}6hirpdcEWN(Y)noj7gRKO?aHTz4dG<`TH1% zGFg3e#C}_SGYbHF$(_Af`1_meHcb-Ai(RfLjnQl>mBpbsX7GIx`~kIg18<*`E+9TX z!$SKD0Xx759wFUP!_&+3`q{pHwQ4mKarMoW2DJ%@0V?|=od?@hba~CLjgxfMj)U^U zU6bx$>oBrD16(aJ`3-X=JWz(9e;)?S-t64gn8|D|YH(aNgOW0-0=oSQ9*P|12Hi(g9{W>F+wc7~ zjNk<1ij^PbEjz$>>U6f~a7AU<4Nj_Qa^qbRX`~(%0#eNu@SA5aqDYzyy%sD6MPkaU z4`Emn>qU@z>Fex|)FQn;*^O6V+W>&<&7a!G!tb&sbC*Q{vB^iJ4G$2DM89BM%zoRm zc!Wy~l5%~WH~VVsgD$t@gF2ehZO<)jey;1We?sr7%e>7W=12n!j=K^qH}};e^`tQ* z{?eO96lksLXbAi)imP~LteDf7PxD>gT`eJu;=^QsPK@W@#|eG_++fTl0mNJ6w=A~x9K(C zUkwkh$YI&m?DGvE%`{(ypLM~=7xt}JwKd;Jc{&^N=h2^Mx?Ld12njcT>_?Tuw|0f{ zz_Gge&9s5ESZ$-bF_iNUb^wq;iFy;5h|WD#C! zMr?x)(@TXh&eufybdVYwRxmlLTYC_SpfW1Y^R9h&E6KIn0}~E_FSen#L4@=)IZSX|$8a zsksLgLOUG%dD%+oeh0wY;BV>Qv1evvB|Esn=&~5goxQYHt!&j2nQrYwGPAyX|7mmt z3rdCyn|yHMhH9gCSYAPMT1Yo;P^br9MaZef4fQYiQhq&dY#qo7OS8>Q*O<%xHnPsA zV>F%Y^MB==bGfqFXB`%9z(76!oj|qqw^twoj@#{Z2ABUvtXT1K{8_($(7$|`lW^wd zd2&)V$e19sh}sQhh5V|!ZFf1xHz20Jlm3_q*QQt9v!m4I1=vVwyxH0Nq4jzr#QwN8 z6t|$0P+@8`kF5svRFB_tOMCf~L$7a#xpVUwJZFmYw+~_;VY+Kr%-0zo0?)Gw1G-k8ZGCIY ze*N|JF)y)%SswP^0aj`HIWqYQ@h~=ra?9&J|b^(Mwf9DsuGLT44WtG=!f3s$dwvQ%;Ps1*&mDpt>?2K>CcEM=VrOe0b67(`l*KJ z!fJZCt2^ob%wOKi=UHmB<@xuzakwo>70qpNWmdRdt+a?*7mAGu!7I=x%`epcIu2`% z*|<1vsnNbuo8=$nLB$+F_5>EWTYh@oTKijvp=Kl^+=YrSiowNTHq z_kCYiwkr2pSetDVe>oitW%kdw$r~f_hY1&ydUpU5a*by zpD}Kny?&*>pKnY?X)mb-WN?n#>&kEIpM6LR>qj)Rna}o|(i`{D?gEB)clZStkNVr| za;tNnXv6o;ofz%6aFffBGMprQh>yL zAkohIGlV&CFU~qKPrh-MrlM_a$?p-EK)tjJCyr*1vinm(I1dLd01ZZDoWZiQGKZ)o z%_}M#f<5rKAkKBiee|!2S330-oS0dElM0ZhL#0-zMz@0{o3ni%_PT`hO%ekF9R zxEp?yePwC>r~SBJ)Na$?ZAK>J;Mk<4hE4Vq;~G4c5uE^f`#ag>-@fC>jb;03b@~$H zD*JW5<@NamiV?)etkqi@?cZza0%<$bKS+DPypK#u;}7+GrM?&5zs&5-y)OqWoNn1D z6ty=UYFuBk7Z7ait(M` zShgY-{i@IdXQ1&S7nQ&J@G$j8<7?3^fd#zu1t|82f0P_Ap~_uyTT1f}PkK5nq*?8t zz>Od8dJ6YCujo|@_^rU0Zo>R=$q*6_Btfe?p7-y=u(+lw$|ryA1vwwN8Y8IL9^PUw zxs?U)aL}t;>!M6hqe4hq&O<)qX-@K*?ccR;cw4k_d>wju=6IvLu6QeEpO_t<>Ywme zSow(32!tuYU2-}BTobN#QkACJBRJCf`gG!zeeU{zG;(R&dJa9OhE|MoCvko`m}aSN z?FNjX5tMX+1(iy|)~(QV=lY$o+fhE1N2^Y>IMAf<@Ns>@6`q1(ARJMaM|yw=e&mE^$Nn%y;iycR*}Wi zyuAmU|I8n<-wIT1)>jwR0006g;I% zykag}c~o}kCh}x(8($@uN7$A@aoFov(dw1cnm}p}xJt;Z+1SrE%XfY*Hp?UKxN>;B zEDN`BNDm&=b!`lQ!-pNoPl^8YN>XpWH1o#-%&4t#qjNE98gnu! zj;uyUHjh&J8TduBu)6OLAv?Q1?EZRBue<*{r(^IJ$zhIycVKIw^{W+)qZxEz$~&_(O3A0TL8%Of=;e%aO#WIM&*-uX-U9MVX&Q_ zCjPIu!C5}|!0Ym7*J5un{cD?_iV^(X2REK?VgWMN)GD^f)ecRj@x7V963lx&Lad#Q z+t?{4FYcKIQ<#8%g^4eb`!)!kX#hTm3!xHe-0@b9R?`K^v+IxB{!2P9#?0F1&Y9iM zuSI+Yh<6xqpGVdrSU1qo`hp7IX1tg>7XwXuI`=oIS@R&5ZputTY?r^z!VXS%yi*RF zU&O4eagB11><0#S7-bwvY->#=;bqu=2z=IwFG0WFGDdF;e%N3|hy;~VXMx;Fxh@lX zvs>%SiT?Db;d%1_Y=b8mPBxGIGExxGnt*95LDl`oc7^?%|=t_?U#%3$}+R+ zncrMi+N-21UVif|i3Y!13;n+d!i=8THu&C!nun|!_G~~a-Qd)$npL5clScb1R3r~h z0*DV=l4dk?ZU2^kYtU+c^5aLBoy@L7MMlt%EX}JMi0%Cqw0y`aLoF-GA3slU{Fnyu6Ym+qU}qbgovnt>Aobu4yV`T>0?Vp*oYwsh3T=8oGi>62#g+`y4#d zwMW42+N3fhTgX|=H{e!-{pnSp-Z6Gqjm~^-phU$hFo+~Sm}n27KS&05-zYKEZaTRA zl-_xY)=A#a)y24YFH_y?^w08J8qnaP-BYe*isf(DyQXv|j>pxR{&O#h@04x(6SQqz zn-8V2qyEZjsY(Bql2Z`VwtjGG6uHRljM{6&qrXGtRfXY=d(@@VUsTI4tE-MJ3BkJy zdE8!9xiHz58LDS`ZMpsqCQAWO7WY@>IYY(cUWA8bHB1Mc2?Tt`Y`z**ej2b|H?e>b zzxDc>uk!ao6bv00xUqejOl3yhQXGo)?)Bb;9;S=_IC~6&VbFOYVGKy(y6}D}TXMGi za|F_DTPZf}fr(g_VfHF&5&}+TZJUh0l@X_l&#uWvWFcPy+0h@qe)59>d96JKOq5^p zZzoUh8Ft*Y$`AM1`M|pb$|%;iH9qJ|lK@^w40p^6I#cO0HFK;XFPbf{@!c<(Y`y~r zAdHreYgK&4jRU|SNBolv9=MUb>=$5V2VYJo4OTB2e-d?RUiyOH+u_z?tE82Je5E|y z1AZ*gJ|zEVBMPEzU~&O7L7Z*PUo)q!)00WwHQsu3LX_OP7PNrml<(KZrW9yueOr9D z4&}*^y7s9)wn6F1BgPL_UM(Y>Md)YZPo55Na-LVy{k+Lke%%`DTw|D#9ee8M^~-84 z>Y0Z#arVO(EypAQ8N>9!dO_c>pW-G|>a4FC(1SsrhscFkv97C{PI*Dx8V$F8^HC-m zQ=QsWg1Tr9AHUC~Z(XMNgPapXusFdvMgKkKvg(=jI>}zkP++H)6%=vbY#_8ZMfpGP=cj#{W!_btqQqEoA;{$$& z{+lom#9Z7AN|UJix#EI|_8ES^1-~@eftkT$iUJ|M8SgiAZbf)(cQb%V2bytN7c{2y zXg{0szU}(U&O&}Lpn&r}>QqJ1W^R0N42?;8g09EPQw^W^gIChgJ1p+4e-{KT!S}71oV;SuYkl`-c!hta$cgsf^I@RxpzoXp`i$-f|mBNcI^Iq;7?vl_j!D$M8} z>mM(Dp8NN#(U1Lkm4V(Df2~@=6}ySg);i^$gy|3J_t#|8UJ!q$N^R}MGBq0zQ(~Jf z%=!>mVq56#YWdb?-YR#_;Z(e!XNeLZyszc@DOun_qg|9bGyeMF1~b*%jl_XCrNm#3 zZ&D71h9$By^xX^gzC&bLj5fD%uFi{{szlT4u)ZH&&`hDYAIo0)!&>7Y(q-$FJAc3- zGA)04$oV9PP!J>>U)fM9)c_%fa8ODdT@5uP8NHJ#byny!wy-N&#F2WW z9Pqi12Xj|-w_;UM8f~VH-O98QmUgMnw7g_76m24%YLBAa|mb_Hzm9CUUS zb329gj`_|YFxbXWQfp$-JJGN9^t1v<{lGwPNL_MDc`}yaF=GiN8@b~=Ol%DL0dMS^ z-oY#?BM!1i*FviLXx8f2x6ph?!e)D&HT#ZO7qMfQl%6fD^s&D_A6!pTN9!ua$1P&s z89nt;YaFKg#7HB#qn^cb`S;q!V&j~&!d{=J@xNtTG^*LRtkJWRM=b_<+uZH&XS;BF zYfD}SiSJfHkv4z6j317)F*SeMY+DHJSdze3sz|shj(r(lHZ6G~btBafyV?Z$?+bFQ zK+>+G(~1dB&92=%pPLK!Txru!1f8AMh~QQQ1*ERs2+Z1jWZDpd#caIIB_%MW#&F5s z|3#~!4|v8?l1lOHn05OPAdzF+^enqd1)7vAbg=#)HeHg`IuX-qQ)KQ)g10b>wRb3bTG9% z0VDMVHNj+YTA$s|t$|EBC3m^4pDrPG0D|A|W<9?3MdgvU)yqd}SUD2^7B-?AsXKz4 z`yugxwTxA>e`cI#uG}pC|24|uu3uude}kRu*;ML7A!#d2@8}HuN<7rKqaS4agJF4W+-H0D{zlWQE zmYQ18S9-;W`xY0cS5oWdOY=+E-~H_0Ym+`a$ip6Mw*PG{axENR)A!1-lBfs2@ZBg@ zcQ}=$_x4@eVzMy)O~(q9_zojuJrBj;A-%bEeVOF3q~9Ju4=`Zi*roAIH~uZlrQ`PD zy`$-p>8Ov&X8>x7p}MUdiZgu?+$Uho3Ts1gwS8>X+No8_c`Hr2B)PH$W~5M+F?~iZg4K z?)%uJh*3^z7<{G|mUyv${Z!&J9^0T&B^G>QXtgd4=caBRM!4Q3DlsqR7oRsLybFiK z`C@Fme50Oo#pjQ$B6BxvKdDB#9EX<`^!rwYk`EleU+0VEZd%S$d$T%Wlgx8|U+vBA zqp_`KaZ~zT#%-iyfNn|PyBrt1Z@Wx)S%Y^QlgI9l>v_y4jw}D0A|tX=+WEq5+JQ{i zYeZg@R6K6NR0SHjng0o8_@CHG+&>IaAFU_tM#-*Q{>`qgpB zEEnJmhag4Rp!J_2}=3?$MfIYYh+t_zHi}>d&1r>eTm}LE+o2BUDk` zr-`<;AL%4nR!YEd{KZ;t*T4SVE#+7^9N8)j&lqC+C`-km z7F3^&%WFQp`h!cO&Pv~uxQ+))x4dFc)ejuqYs5r|CZ4cM2v4uDT(aECCNqwz5U*nH?ZbL1MCd;h0V0QK5So(P0zYF zq}3dwj}zHp75=YsK>O~(I6QRcFMhi4SR52uWYI**o522zG{;u0Y^K8aM)Z+ly`~P} z<$pV2G#oG6Rk&{wD7Vaa5{dw1T*afKs3Etao;JB(zU^zQcalo_<=Wz;SkrZJlr`qN z@pKI@wevB4#Ob_>g=>HueRnf(R^RpzrUE>}*Dd`Y!eC*-1KIr z58r%{$y6UNW<~l4g!K=nx0jpRSg1@KZpPQMvZ^j;Ypn5HW*}9rCw9DhZ>ub1>RV%+ zS6!cTl>E4I5K9BC*h~5PBEPtkvNS}Hg#6ALwLT(^kV7s^{^u`Ui7a& zinp7qvHG&(=+LbafNhlYQZ<1FUVYbG2AuS*k@?1H3xnu0= z%~dUFT?iTw-R(h6Eyu`w=(RrnqH?%q{TAb{f`}H56!EgpclR}Z=KRJo?Rw67X{EEr zsP134zfR2E}WQ0*e6RIFESPK7!P!=S;PCf0Xg zT7_9Ep7P~Tmtd=ERe7Ned}KR!yoYzce1RQ0isFo3$$9otnvzhW7?iK)iTT8HF*j91 zwN-yjcG$df$*Fd-*^a)KQSNmlw&L>D=ntm$O72`Ynmc4B?i|d)Ms~GLa0`Q>?47*I zhr+NA4T8<6+QDYM3rq3kV>z}hOS{XJl~Cq9se!hcH2Gs! z=`DJ_^W<+2BDGB*b{rz5@Eu~t9qLwjTlV17zXV2CWqLX@N=*)`obLRwt@>nE;;B{l z3^_8gyj}>XzH5~d_u71|Y>rEP8@wO0(q|gw%|~VNpv8M9>bFKy5tr^=;a0jd;LLZy zwiD*P+m0i-Y$p$h6%E9m8vP%rvw{0F`r9((Z>oy@yj1#Chx|s1oY9j@P|7b(ugZte zyW+O6sjOhm=2ypQ1&IoIu*6?z_GpEdPmWTio^Za^Uh8#Eup&f5bWVPof4J1Tk8NuT zS}X9aT_F&0x>emV>WHt&%D9h?i~A!R0htmA`^qv5PGS8aGx|E&<%{@xPZO=ee)!j| zbxB$5a=&#sG8Mew*USl3s?0I2Oo3#Mn9wY@I5^k+$1pltezTM(%A=2DKB`>ZJ<0A) zX|p7CnkFtS;3IQOMrv%oZIJmuAe}o$#QHM&6H!=tW)qN2NVk`EHwz(gtzP+lFdY91 zPM(UvXWg_$?7fKZ*plDk%H!6tcbVR|;h+wfxP$$^x_J4#kSPFgoF`4Kzc;2Cxfk3q z?;NB>ulASbYSYCly?N5or}x3-WNh9P+OclEmc%;R-!o#>o4+{W82iB|L9>8VLAqJ5 zAJ=6Ca|fmQbbaUyG*vNnL8%|3m(#3Mi6mb*JWkW_uW_wL;ay}Oa;iD{bSu6fYLE%D z!YqR9Q%$J7!k6`5o8m!_qyFI*IRE?Nqmwgsk9i)$>TGwbJ_csRR0MmNmMXRmbpv@0 zQ3t98EyU|b!=j+41i^p}kB{s0wwV4odm>O8TcO#GX1z8l40}W$Yns$WVsn+9bjnrJ zx4i9jHm#&K;IN>0N>)O|Q62jwLr{-Xl6S+&wXH&w{ax?1%22px$t(nzch7CM4AcLf zcK1u`TzSi?hKJuNiG8m<6TK`)CA%=A1$+=dW!%ert!*y`jg#%!nPkRdi{Pr*K3s0h zk^l$3pZ{;CGd z6WoZ#qD5RQHAY(PFQO;rB+Dw(X8(gd26EvH8iOH`i`;=go;pmFn{GGt1Ri|*)mEkq zk~Lts-=o}`R=KqvtuE;swD$B6j0pj`>0$MLJYMFWr=F~QJTGbI4?-@ovhtt{Wss_v zWB7UZ0}<{fGP_iJX!|c)e}HqZOlswIw&tmjAAgU%1wcgt$0Hsv!su-V4{}*#wzX$yZwF%lQLcWs5Wv+bZJ0a)wa#%EW z+OyW7=&HpdQ>bmg#`!E(p>jpwxxggueT zmXmfHTjcu5L)tKhV8cKC)$`mvyVmCJz|3rm4m(Lq9*&mto>_-;z0~ot?JG*?7BX(} zL(E(#A~eA&X|LxdD^fj7?L3`TYUbI}$hfT(NyINKuCSPKKgIGnG|blgG| zMH2UFm)qR`Y+kQ>RwwBoudWZy4**PC{~AC+`&&Jse|o@I8j8EjY5gyCPd8V9&`EhY zJLa=xZ=<~q!(-4N-kRQIz!CGtQJk3J8|hE+UE<36_Sa};+-Uw-j$3fv4QZwNKrT$&!FXyf`gDf$j6s?O`T zZZ-;knhBWU7IEIxn`?eP@*nq4`l&zeT64A7#`gs?01W}--EZv)8V}p zA;|Oc5T&Au3n-5Kxrdz8rWcD9W0qTW&n#r4{n@*>ssi4o)K_s z7l%W+d7_VH?h{SQJJL;JH&vf+1imW%l4(>%&WZrMAHbu>u#_VD zo3~7K|8lq5e9@y*ioFpGGI9wJ)vv{1~M=#HjK+I}9x8;_(s$SeKYb0z7tnm0Rd>^@Tr&xqoh5sVJ+wX<&nvVT?H2vaM+7Am_E z7_vb{WGA^tF8<6~bPjEPdllk&OyX^$pZn64r!)B`!;*aQ7EQdhyRD9Sa`n@Sz-Y&2 zm%6@FS7BrQRNj;RZqx#?h)Qmb+F_NCH~kL2ZlNWo8{7-sE_ET=r~IXvXO$8(B9`4g zAWHdnlZ2!!mNnmn2lmkLXlg+l{T6QfhbbmBkQUD^{lPB(MdsVmIswO@s?JsmY2U3` zdArdI+TN&|VC_~jV<*9P9P{1v>o}ZER{=SCKW?2J3(;xWebL@X2FvXh3~y$&h3$%4 z+Z0ZVcKe0zlEN8p?Y<0AN@W7luSBC#$x1vW-;~PA5lUZHU_gbdkLHcx<9`Iuqz+rbLW%KI^%kpq;qJ8k}NJq{YVF`(MWJ4lkoDtvZg z;Zn%xLVrgR^V4lyFQEDXdZ)y)$fF3v=a%)ye)H6>S4!CaVbWs+ljp(mrBa;{lyyq% zr75H3@$hA0y9PT8H+cdIU6v&QOM18OFG_#fPMg5-skYS%zhkg^{<8P+K3C~|^Xj&S zCNFI(9z>vuX5m|It<-0Vsn-=eB~EmiGKS!dU~8*(%C~E7(Rk&c?>Q{Hkh#0hh{=t* zKAL&)(%k53fOT*8aXDyU#bWJm@$NU-_xwjR%C0Vg+Guo?5x?iVz*E8K`*1-rt~MXF^jB)X>}Q^# ztFvg3-K?NEK5ci5zi%2A@~LMFxUf~xTkG^}%|Svly3$DTv&OcW!mYXjj-vqFb54JM zn9|NeGm*B2aYcsn&IF-+vgY&pLH>4}e*S1SkFao^Yja#Jf#e~m=W|LZ!LK_nYd)7_ zji6K&F5mSA5i5I1DkHTQ$USm^lpi7Z1vjL>gEO5 z;uyE~CFc#M-rm~~ykj)D2p#;LB(}(a1pe^1NZu>s%-T!jeOP&f0Dp5F6<-7`-b+)-ZqF0YH>^_9a2 z{hNrNLK6aRh@I`EIX-YATu9+gPQ2bi?=nIV0g0~ZsPj3jSLb$N9j0l~dNe*Qw+76` zLHW6ll3WRsYO)@zOH3yIAxL>*dyQ>daKziD*gpRB?m+u1%&SFqlNa#q$@B@B$>u_l zngS3`)njMl0^1Yu;l|A++b5wuPG(hd+}HlJspDN0b-?6)Tkr_{_DG4eX4Znv+hB=9 ztFmHU3hP_6q1($jJ8$XQEy@Eq= z0fWY6YjqL5Z*D{eu;H+<`^6fuDP@aDAo_MQ*7M{kgwIb+Pm_Z zoYrMuDC5s#=Fh3ZUc5ISk@V_xs#vfP4=cUUorgRWc5B#CTdWW3<2=ik&h_nhfAm}R zZxCEm8pfe;$|3Kw>xciOu+|&RVBo_yj4*~77(zAj<7rCum(?Tl3yBp7Yv)}#|DM>x ztmudkhQ`?BJ9xAgb1?<^)}-Gi0#G4Ud&D!R)Q>-9w*rUs$^UAtlG^=@#eNcf!r5P8 zj2L8blIaKtU}ta^*O}R1{kMEQ847;e1KK*WrmECG?8d0=n+wdH&h=S^GKVJ2N?UC; z(i)vnQ5x)Dg~LS>a`GJ!zK!wd`8FYWf1(D#@p>`txnA6&FA|`1Ccl$>(h9ctD?&N-w>UFlI5?A&W|#RHLz zBy2W2DkQ?GqnY7T)glB_?B`+y*Ug7in(g*?X{)#xnx34Ey>w17lFZTp?c5LV2WA6vJ&)icHkJnYdBs?WI!rB!cf1?K z4i$FW*b4WN893Ca=WYVkq*Y@Tu^f`J(kI`{NM|C$BajYm5aCEy5=M{Tt@zYH5eT6V z#o6W9$#vNmpjUIvK{E4)o4tFs>I~Y1l(p66ql=qY#xHcNzQ#x2&0=81QyRs9|5aK7 z-CwyqJ7h#G#MK0~BdR*0Ju`M6>o*HM2?_u$MZTMM8}7R_N+tqNM=Wg+Q2JIgZn_c| zQnROl#o^%4m!XS2ZHrXLqP9}Yqw0<8FFrj?os-RM;-9Kkle*zExDOz2{wk6+>b9S8 z77eAYm))pPU}L3!0EYdGUIz}Y?#r(GXx?B@m+MGN>Npskr0dJ&=3*l|@=8dxPoKK7 zVw)FRJ!eGFLJu<-%y$wJtsH7g;Xo`nzH#6%EKWD(ynaSZ=7`W z3TAn_DgppR@-6S|8^yr53)jZ%TmNh&NQH!}`s9*7_C%BXxSdtwgUvu=SV3y};KtY5 z^y}R$&cbv~>AfP9I2c|EF?>@pK`{k#(A~cH0xfaz^w}#sB%e#~#orXd5-M6zI&Tto zxfBre$)F4=4c}jG3Hut{0r^cKWoI-lviM6gXSKVQOu5ag`dS^Yw?yLbE89l>PU?}+ zB&=@MbTr2Ex!W*5ZN)i%_K6>Gk5?v!=Q4oWF4tqu$OM3$bcVuuuOp{NQ%S<7s+Vh^ zyxY6Ia=X-7Vdj+aqK@wSTk}_(35GLRY|tmDKCxZx$t+thjHdO0T5lDbf_Xg%TAP5{ zly+~wJnPOgtPvIP@vGIz&YrZk5B-OQ+194}X9ui!d< z0RrhMxycZG18vu~ol^?@`@sK>C;9kMZt=TZSJZ~0O2mXss3yBpyCpN6>77@ZwwI9B zDdqPI@zg>W-<=OV>g7CJX@)OyNz+BKStiVG$GSE`oAI~=7v(QT}t>`awA432}bn|%`zStL;$hcLSs zaogmSse0|XYCZe4(Qo%*`i!&*&_IDNS}^=!2XX<|>%4i~Yw}KQi1^i(DYejJiPQ9^ zNl$C6wn(fudKc!pLhcsl9kV)+70tiE1mn=T_YP#cHYeL~lRujqR%d@K6;3Yk4c8=k zOnG)Ja_4nBMXu_we@+i~vK#eEqv8m)YH2EFE(_ZA{2V#z$R&kbXuZt1%~-GSfi@~mD#X%84`(FY5;eSIiRZ$^7_hko`Mv=h{M$UI zNe8mDYGb|jn83Y_!Pt0zWk1SX8c^;ZESs&5h5{>~*(*1WUVF;W5I#I)q9;FyA96n_ zB;bqr*!1H8K@P^7O6qs!2<@MetYBJM~*qQ<-=yzUs2Yl-&`)CGbyf-p zqvYX!JKijw@!ogagDQ$o+VYbbyUsbOyU#$l91Bdsuzc%0kLV^I0p{UeJ*Jnd#_wr= zM9lm7bgI8$b?-4!7r!OVw=#k?s@=)S4w3K*G(FEh&@6J3Tg*P|!=o~{Xu8|peESmT z{z*lG*6JK?VQqOjaW6Qxx0<_p<7U-aM_F5JPVj{!yPyvz57|=4@;W>{eOwhZ&c&A$0jk7;uNtKgs zt+h#R87b3a(mL#|6 z@2|V5{L&~grS@m=R~-sl)0`_pe%F7NdSA_`)s*vK3?q+SZTJKtbwKK61u?JJXtMI< zf-;g$XFpx7R)xE{1YS3jfiRK`J4@~|2bo8fz6LgeaDrvz%D3Upy!~kyW5wPpv(Ka9 z7!{Q<1YkLJ)Z4U5&yDxy>lac8)l6Bh2Sv*&&Fhcu4*<3;YLnJD7=C!Al!{&&}?I-)*u?^v+Wz zZ&RcPAyBcgw{~DQO2$*+=qRChHb>%<-&0UH7M-ZpqQm;o#h=`(K0~ zE;~D_-j@GbZngIARi@~uLTT}9^@&1k{7BAzZ8sgie#S#vC83#S_LU1qCClf=f24HR zTi*T+WskY%NK5At%bjq zU$V_>=siw7Hg1)GaWR)lu2HHQozx_<|B{^u`V9z6GoDtc7mT z0bGZp+pC;^*>!A|^e{P^7*jSJ?Quly@gt-Gy?f_$*f{kEpi;beY}C(byE}Wy6MB|{ zYC%f6%AWd-a`LM&svFCEK3ra4fM{A`gWNf-eLI5UmWOT-Pm(cQ?i-uKAZ3olU%D+; zM$a>l`3_5FiKVWse3J)SvwPgjT=dm-`Z?zsGdPISm0lIQz8y%JSw_ddR4&O&)O!t}l(zC{Md zd9nDsfzkCDi3?0v$71{TbgyWyy&30-7Ra4ig$Mk66dD?9#vgv(`LZv2AHBB`CSl=* z!=5Zm$@=2`YR+$B_Q;%M+HY*${jig^`lAEnh{n+py}0f`g_>?d7&cXA5xGU8lxwx* zEHwsU*3cJw8SKHge9Z!DQ3eLL@(MJ}}UA_$*>g zx42Q;ym%VK1cA)`RUc^Nw@W*&3m`_$@5Vg(?cR;?EHdvf4!(W&c&JW*`W*{5g<=D7 zbX6&T@P@A3*ZiaF-et)1W1ftT#U-&#=)M0bJ?Pul`9Q2U*9XmBlI<@GKrr3Ia;qgi`x90D_w?{nUEVS^FJK_+E6kC+viNN` zr$U`V@$qx3%WA1sz?mXS_J9 zxrfl-CQTi*T^eU3GKaYSCg2zqiqy3Mx@7#5F#=L6X_c<9M5>8xBC-dY;uyZwx9hNV zkBLDgcQaYnoCJq;nGDb5N;`q81#YO1-8^ubUsVCAe49%f?q35$WJcu)D(ntec|MoD z54~(9o8)Rx?t71#4fR)l!8~>zWZ}|=0`IW0l}xf?j3l9TjjF>rpWOFw^1#W`3VDHR z!kKYn%4pL7U{6;mRI-c1hq<^StvQGKZMLwMPfq|^tj6(&wIYY)Y!6}QVx4a{ zA$a?JTC2w4+$VmU7JHc^(#a(8L$&Z%2-0`fZs`h`8@44#WA*JNF+lIBv)sMkL_z6- zJzdq>!{8@uF8Wl<^AQ`>hw^3s>ID$k~;GL7S_zVc`phTWMpT@m6bk(zA}cE-W|{O~cXfo34e)VTfAi zVev@R+RULNSN>-BxVveLArA`|{8Hniz4?fr-=$U+ryf2S2^6xQ)w08O zz2c157_;)Mn!4s>9qKC48(dZ0Id7g$r3wS2j{!`oJcyMLj_t~$Q zZ1YtcDW<2I$09XMSc0!s`TfFdfDB_FvOC;)Qno=gw&MI>?ExqL$#e8N&4*-BZK2oM zVEHF^-`Ke|tIm2k;m9S(s?uU+BU(`CX4-dB@+sW42nZfld8A%N-7WTyJ3Fer19F*O z5zbDovqJe)&XR}kXalc!pGN{WYrm>N?QQ7qNuc=Qp;e#8w|qi=R_eYB5U0y%3^^XN z`OI9u(yeYv#WS(y%&X0;g%=9y8hjD*Zyf3%+eU1$ z_qPf^=UUOlrZ!|g+gGoxefqx6KC1-G)BDWtdmTNVxW4)8u260Q%> z5hzx+7_xM%CdVvm-tVVhGI70rQOc6>1-ezg_xK(ierz->zndjz{jI=zbWP7qqHJ%) z8rIW>w_se5oz2FS@LZ)%18fb;dB-u|e1|WQ$>-k{=z@s+GQEGV><_r2pZ)axw70Xe zrEmZA%L%5-tBADJ-m9^x?XoUTQL`smud`xVh4b{;n`U-kR2{zo9fvf3J)H6jEt%J< zXUtjr=IzcF*~{ue`wI?eJ+E3y{+XP=%?C?965$O6+SRViwS|w0f{Vd=v|OjL|CX)t zcQW}hE%Y_4BTg9sPOX(Z75I-%OFip18gNc8USVKZ3t_8?ZO*RQyw<0w&)n*7THinG zs-VUw1&DaXZC=^MV%D+PR;P049nwb6!L~D_dwCu2WM@7iAvQj;WB$6IQeiyfkDh&4 zmhTk6!uCjx3xce$`4~eJZa#p`8k=wj*(TLzvCs}abytI)PPX__J9L+;Hda`tS=+_6 zYPHAeb0bF#l4TTflY?j&Uia=aKsMLcIUOYi!NEIBb%Ch^mLSh!@_NPzwjn`T`YE5?a z!4Lvsq!NB!w_i=e60cc)jBB=8U_sKHy~W?dsxh@DdN)~~Oo2aI(>hjS{7Q9TSizpW z-|M`MT#6Vr0)98i{|&XifZYz+LNm=h`S=DB#YC8n!!IDfZCg^Hc$1}$TfuGU;ZAOhB|+z`vC zsAOxOi)%k>*hH04HxT?o&SYV8MUB6`ODTTZuqlU52uSOb-{)1DK0&fE#Q>M}S>oGu zuuZQ^*$hPI)Dg)lf9AEKmBd`fzuQI?7bVn0=i5cs*h>D zOee%KOuRXWjiMf*;>1gz?ymB?M?-uc^}l!wR#}tX^FWVC(&`-8=?c2 z`t>q4U!bcsn;IYYC8^8m5!41cKIF8=pt*ckCnoj zvW7>qO?j1RF)pp{?dGJqDz%J;gY5dd4i2ps{VK-2>f?1EIij#<~bkrbE&-R ztj&Ne1!e6*&DeS$pluoRc=u29>uOPf^mdF+A!68Je*2Dl>A1o83Rfy1wC=)Pa_hTn z=Kq!jSZ3{w)nle_;!c%@wocSQdA&b-0M$ui%dAzY{_?nfeT(Y<`YP4Qp(-FAZzOk&X z(UZW#hj1nzuZ&bL=WGJ}!KT#K?tl|sX4<T?_ zLo^^#h6Xe!X`sUY-)nz8pZ0lC&$HHjUzd)Vv$$I~Zv#whu8!>v0%by>)rs~%)+z;1QUS!U*-NglKk0=o zw{qUAt*8zc--&@|C&X(Yg%e5Sf517fx^anccg@0rFSNumSH4PGGRm99zH8d{C9E&m zXx<~fXyD9e7Y9m?aWR=ZK?LiF4?}vw! z-?WdfK2JsCm)I6HSlQE5^$EX%nmVb?FT=G^qGb}aRK2rLoj0)XA=m3?Ec>Zq%mmQ+o#EH%x2MzIJ zx`m45F%Fzx z#1|&*R=B!rEZzhL*N)QG@_l0k0KRTdtE_|@|ES)3dmFy@OOj-q@Ip+NqOna1gyu4kT%SV2?I~Vg&lCeRUTLb7W&hTkz^V5gy2CO+w8pDT zl{G3Y2cnYYMBkAZi)-WnRxYCS7k7*Ed<7BMTmu?ba((&R*LNG>>RtH7(b=hHQzgdZ z=rHq4j)CXNq&kY-sByY}Uq<HUfBIibv<{|2h*LtxOU&lxKRq6lhS$S&@mpFlp68 z6OFI!7qc*7a>VSsEdbJsFyE~IX*K#6m%9F0`&LsQ5_$KbT+8=GzhEq}Vo!o&!g0Jo zlbx5kdt&zYU_fupx83MkVxnqq-4)@?W9-LV>3GfM{85F!_P<(S6$Z!GdO*EBue4|$ zobwPPe0?$z4&mt0nVx2TUBJcJmH*w!x}GbxCzE6AV+~?{Ug3!t=l|xpAHf-G+b#!$g7&Sd~3g1 z-%++;wEx4>1o6?82Sp_ywGZjXbp=VXj$8 zS$jCBg5)CS4yYMjJr(inJ$=6p<3;7($)Q}Hkt@t(n!ewg#*eBQ_x%Rtv7w8HB7U>PywH-^xmyq#qG+fFanal-B%3qB1k_0gzk+VwWPt%tjLm*x0i z`<@kiS{|@#?i<>#?YsW@%N>&9j1e1)Tu~{y^KwFT@;Qp$tM%9M(>7d zpgPXJT_@w&=Txspzo(@-w^sPOc}CD(z?dD`02gKe$>7LSmV&MG3xN8GOK9RYjdwIm zUuWnoVA1v4Adsv$b*soXJ2cwR#mwf7Rr@(Kl~vXmktgfh2lBFHsI_`~Qq;%>-|WqK zZm(f{4*iA`Y&iRypImgeLc^uL%?AC>;Q>yNx_~P%;kAip#?iX=CiZh{XUU$@yM;#k}#`IB}@`#WbCkMgEiR z_M{{pMe_W)NSE>!m!N-Is<%cCUuhEJaFfMhXO>E1^k{GJWHWkqKMBsl?f05|tzK1E z!@rb&Y<;-yl?%@y@t1tt_F}m$1ER!GANl^MIR0qaVe$!1W!`PX-NO9)Ftk#b%>OFuLd|W4e0THi8oxeP=h%u+ zO|Qw~Iqd)SyLlTZJKNs1;|`A1Q3HiG&S1PnE@gOyAuG<8``;3KKmn_V9q7;O|rnysFU`xI&w&r+>jKGKU}tyewtk(&Bmx@2odl$(Y(zkZPC(l2g;!Ys%& z$L-t7XD?b&j9G{(X^hbLG`QzsOvjQ-zVh zW?AI!o|~z8bGY0Jm%_fi9KPNMw7*Q>zo{_H-5~(6*Pm{zp6i|DOKdr#gQ zbY-lLz|%!qA;sT1oqZ||hnrUC#0|{(p+2cLo6Dlx_khvoUMLX|`MzF!|5ZATCiMp{ z#?J3V&)*}vx_H~zheO}P+|mRoj&J0``%h3zC>0!t(;3Vm^cqwV!((e$C;!f;)&^F@ zd4$F_qdvA~0+@X^Vi{ZZKtKB2lx5?xDr`N4+~jTmm8qH+CudB&v5caA{!$;#N=9+5 zHLLS?-WFxK)UeR*N$qM> zJ7V^V-aN`>^;NlRZ8>!&`>4AdjCfz?p?X@_6#>S)`(4ZD`%1??!EFSXvzz%ohvx@P z$b`D{{5uMGWAphO%#Zez&xtOrE~#{sTOL(=3fFmkow?#(5j~K zcY`83ST2b#hYh*VxX~~`5(2~E#ucD+|18RR*)6xe0Y2=#zPy5=PWg11dhXQSwdLWb zmlr{X5`VLTq~~(!Cu0s?2rzj2Lt6ChyVU^N)aG9Ee(>7z=loxod=sxmwON1LU7~I8 zJsh_Id*A!5qJ3pn+&9mppMQGgXmtjH2w;k@8sBoyre9-Nu{+y(ay2>s;?C)k&0NGR zAj+99HG{8FLCGTpQISm$QR`Ua_1vT0@6tv0CynisP?eQqIdzlAjO0ow`Vwl8o~j}2 zQXj%W+os}!ha)eZyVAYWbtyk=Z_eY!o`$7E)0)bDjkld+)fGWiri4sV z#A)>YAo=;kaoYtU)L&QW^g#4l60%Kd7qrgbh8-E?ob zbgI%h#^4t|o2VK0NsIdoJ&nk88Yew!+%Dg@7Hc2T)@zBc!$Umsp@p{&>yOjcZAh}c zYF!d3AOD)-#gr$)A7Exl^F-RnPY@$Vwo-Z?!}kMeN;)JS^ZWIH!x3r?0VfT)v3<%_<}_g#|2EX z%EzDfM7~Wyq?+ANMYqKd2JR@T?b$az_tG=Lw2D3PWe%zbyz~BxjR)`nwfM11%taBO ztu!bgl@W^;i^_D~eOZ5eh;*t;u=Ak2Ur7!uz{BER6fHWSF@fzT2Pl|TZyEfN?gks-lJ}-z%6gC5|3?>%Je?WqEfzxylU&g zGC&ZBO8lDnGn2HRsg$SF3Sy_OAyU=dby{b=&|BLroBHc^ghycpJRLrs6_ZvD{!D6S z0;&w^(RJ{sMt@dftVL>ln@|AWJT2O!&4|WYdAT`opal1{xEmIQkae4SJheJtuF>u``e7dWmbe|5q5G{Omhnfd`wPwusbStvyKk;EOLu9fbIbj34d*ZNrS=@^Q`2aYw><8Afn8$V% zE&6LB__{cxdfF`jRq(jdt8>IJJ*zQ?-OcbLOxyb1eyH!+6V=yuNspAiEKS|fdrOkM z)S9zOU7P)AaqZl}EP2S7#b`14+M>1$@>X{!4zr38QvH%RW@)Mt8>izg+j-i zYBfYc>CbP^XPuB%$b}pc`1ddnp(^r}NQOoS>RXG_@jR4O*82nC&sGOo^TSKQ0(72SAVE(PFxyz~8*s`6V$pcJUm090XyZ(ul zuOhK{{bieVYl9@;wGK@T@-gB%mB*TDK#qA4^i^npQsfsdiOJush`ls>ih;yB% ztIT6{Oug){e9E(Yql4A8N>s3`ZC*>4%|3~K3(f#t=#LKos%z5FCh9ZidikKU>U^R; z)*(GP)B*SkAq=Ja8Ob~#^cBIY^LgrMCv^F)=))dvlvV%>e&JjGaH@?!3jfY>5CNZi zwbwk@X|fFRk?sKnEovqGOE|7@hV-R&OdpUezRA}vu`gY13M#1AA2au^!QY()Fw0MQ z&5pe;u*CX(8mXXacP>;;(`AQkOybF3*&5gXR#v_+1mAg{drT-Z=K78eF3t-z#Bp^KzS>O+tz^qM9)a{sPRZSRf7 zc;`hN;SDf=*fcz9F4SGnhdkVLHsZqbef9T!Aw|oQzK@3&c^)Q{T>#K0F zB&CPigfkZ1sdS+_YbXlkl+glje^xu~SSfIJ+n2zS^g0Et^QiVczl%S;Vzt-ibJm;u zf3nu}@R@+6vwhzHH%H#z#}^_mJ!v(|^=^k@0iI&`%evjl{zhh6fC-)~G7li6r*+QQ zEtTtB(`J9Cb-S?8Kn#uUv$4Qm?^?a@@vN9AxniN%M%S~wRFBw)oA#cyG+P{vk`k=*XFue{Y?aB zeLfY&I2{zab!#;4VtI$#V#1-Q7-|o9w-4gc2W?ha#g=T9KWt_F^kitv+FT0#i;#&i z_29qbf5RjkNp_{T{>E>kz+pLj9Ku0x7!8+z3?4St^R!O z(ZoR9n~=8!yZf<EB!dn;V#f8Bsp`11L=IAHA zkxNhSgu!rfECu8U>CtOAtiT?`dUS{}Yb`f4H8BjQ+>V~p?c>QdNSi0(`>%l->%-%^ zuF#$8v^d@t*d;c)H%lY3Iwi^)5O^ViFuMGTorJ5>QVTMcDa9>H*W4=7#pgt%>0hwn zwOVg{T0QU=Q?y~;u9Nq$!W66JKGDBS>^pXKmw9ivK6XF3>n%CuPQzXaV-JiAg^cltQ&#Kcx6zc$#dngSPVP ze`f<-$A5nAtZZ7v4+a+9l#*g@Q2(G4L6@zpGS80M+mq8v4^K*BcOz2)tJ6(4y%Y1_8lD#))j zO#J7SMIZW6zwv^*9`ds_AIuQr5y#2YTvoa|x5SdB^8c4#XXp7xKd7Ep7- z%n={&>Vq<3*aQ7D7-^plxQ;k0p-@S6%!Zwme z!ON~wWUt4vKO)!{?>ZK-YkyK|nEqp3Y#6b|2xS;fXX@$w*KcmSrQ;^|BAt-gTO zqwyjBe~0?f^WdG^p3?J()7HOC-Za+4uFbel=rL!Uh-u(IKg|!;VB>Yoaemuu!0YP` z13XTo;2NZ2uh$C!2vY zsh>{$N@cx8>Ffw@#pF)!JMW5GRmsYo+S5r7E1^Sibe{fEjZ=E4DCBb<_aL?ZEfO=~ zdqFq5Ykxqqr*$l?ZbJMwYHrkFw{H#Ijoh&3P}qk^XZg4CtK)r3c?#8E zzH&R31RnC|7w@;6UZWFR~Y}ya(Bm3Jco0~Xe6QnU1e0tCnC^_$=P;DY- zD_G-1v372tjCln_`yMhf$HQu>w&vV{(TOxj_2uqdr%3XzpJ-8IR{jl03G_K z>&C9Gv#rhH!<|9!VipF?!U(O`t-ry!JaSE`2hMOH%-PQ4g?%9vO`bVb&m%ox1=tgC^g9wu4vBZBKm80o|RMX*_&`?HU|b~u?4*yzcrtmq9s}1 z9V`AtrFy$5uDVaVP%h*RH0VdB9E}(Yxyu*xP4Q>rs9m}cPa;cH&N-TRmEh|QDQQkF zsN1i`g-&l^R<764p*@|jl}FA9wU`{Zi|H8oh(L1iLfp8(>-jXH%l~fHh0l;G~na$yp?f>SUW{29}YeiNM)N) zH;uC|$~PYndkZ0$+!#J1Z_wQS;o|zT%vy&-9VCPN@-`5KgE?LoE~7|kUwn1W$^QjK zeSh|qkbN}k&h%B-RruJ>m&v_STJ1)^#)X+Tx3t+o3c_zf8rkM?L!Nqh&-lp)eeA(p zHRm?+G^gUT#2z%7YTZ)DZy2gXRvoWZ&z}GyTH~wwSBg;M9nK%Oz=}YhT-+l4E4FZn zhvu$V4<`miRBSM3UBQdt?+%gp|e@ArxDtHAVh%r`V3N#%t(>gv+(BJMSw&)M?0 zG+1ZtwBBtZ01nz#v!MR%9D7ERWtAY8r^Y&VGd9C|RRAIfvIj!VwcrJxt&Oaj^}2ri zEFR}pet7oBbU5a^Z;eS<54=N8l0Jjdwt6o=-%A9=Z{zdp4s#wxYfEZ#N>u^_1%30& zbI(u$wtCS~DT;$eIjGG^!8QkCDCi{t`CQ#*7cPo&;Q{uZQP3z}uTWYYGrxluSDSA%D-i=>6lZk}s? zR-V<#Nxf?o##N0~zU&ZxUFPkF-S#rA_plq#cM7}g`-isYbNh(+YyOpffYN3(uk~I9 zH%)+@{ly=DG~Ctn!AGO-v#D4;EliVtcD2LeqSx_A?EYb+bot!FWchMMMhpJLeQL9M zVf*Jb_I{W0#v7;b#a#Z-PL^3oi>KtMQrf);QhN@rHRiTY@27Qv-|5fhRr+s!AWc1t z9@EyR*UB3E(vbu5{tA$H87Kh8#Kvh|8gnVHEE3q0JZFLt^Uq?8kBwr>IB0>M{p#%f zbFNQlP~H>%!-rRBaklIjSb6+;e|r(r{uT}|U~H$-^D>3JLIsJ(zCEa7OcNE2$&%FL zqy((PR&Kh3c3clYkgG5wJG!$*V(Ym5h`Ya*ay2LG?i1GU#j$mvHH`a~>Yegu-v~?t zmQpz@P_U2I{SK)pB3$D)AqJE9m%77B+jX16pLgu6zOt@%-J=5=_tdkNbB1XRpjR); zWwa55qeV};UIfdId_~G(9Z8pRY%tE6W&=P5lW}+WuhBZHkef@Nv z>7uJF>FIb>ujd=B_e6YS+_b~53e9Od359Ffitqc$KB=OGB!>B6j8U}ZluNrwG;@qQ zgj+9O5qJYow*UOeqUs|VREXN5s|{kDeaEz%%u7qd>|w4KNf@Z04!dQ6+71K;fZ@A# zL+$ttFG|(o;2z9Htq`hTmfp#u#&w<7lFJ*k$oAhtH|CAsXM_uN^YCgr z&v8O7t*;QM7k&hLu|fpq_{#~#z0HfNkb`B&YRQ2R<@rLmGy09k!e*jX(guB;dAX-# z%z2ptIf3w;Q~_YKofnpXRBsy_qz?shsvqQa{uVp}XZoAkBc6HYRB;iD+ za+FP58Q~sI*k?6(P}0hGqs?8)&#Oqi)wa>Bc3-R|?4m{74G|QDWiLX^wvUf(H*qTH zXNWO%KHMWpb~*&e)I5FO(DpW24u6P1e?uT8d!n|^tKls#kaDy2e)l|?2O2khOoE+} zo%fe<`bArOYm}^vt-+;kV+tRvQ)o{q++br!+pMHPmZB8gw`V}kOJDiuP3O}5KwMNy zwB4Dl}C`n$+kT8llvABxLcusNLTua4_g zYS0*+R@V(0hmy?7pu5rf9y!*29Y~HhS)?4_f)6ByZpwaO)9B=>bgJ`Jdelz(F6{x< z=Jn;ljC0GIOs5+GC3Yf7r388 z&$kW(sM8E7WH%z@%5{|RAW=A8y`RTjWsVp+&g5}7>U+r{d~rFk5Bp4P z438XOq@DXc(7rTowf)`}3Sr&fZA(&eo235MF6wOL+3dC@=V+xBQp-57$ZQG&lyCzA zAX1lUd-$Z6+djRGDp90 zsTfNSeGj&oKHxo}2bNOTHHOUgWHURKkKkZZ`iF8@A8nsAsE|_qZVqX9j@o*TmT7zC zzW`8$7o4P@ESd1Z%!{GIgj|!DQY)h7V08vZ8LIoHx<>|zv$>!XPNHXHbwBvRrf|s( zYf3%Vju(^ZdgJdlPmBv#>k(XAYJYa;fTbvJ>}@ja&6cY#+{cYd%BfI^(55#gKU!vP z_>?-RI0h(B7i;e>ub`n+PR`3$U$<4ue~w77#ylnihoaaKcRy1zd@s$#-E}v2ey2Z+ zt*QeAIv)nN^11#WD@EPgG{u9}V3&A!w*3r1pjaCY$Q!V|#yxb~LZnvWflc9=Xl3{C zE}jQ?qf8+?MgLu2kJXt3cc@sc>C!@KPcPyjPqv6VSWQOTel0q6{)eiMFKU~%HpM0_ zPZ{sQxx*O1ic+;H9B145rzzLJcPMuQW=PNxt@e`gkA`8PlT4ZIbjs*V0X24pSN8!w zlEoI64;mRPZVqK?+F(zyiZ7Adt~vg-TXuyX#^-(iwkP0A|D0iq{2w+Myx*TD9!-~{ z!u6bGi;z>=UH4Klxv&lfSVqqEA_-6H)12vah`u^#ESMPP!}EK! z()OC(_gKn?jTs1{Z2D(eNYq6Vqs32 zksu>&3Lj^gZrQ8`)@u>XbaP)Sk$y7#Jc#M!8P ziQTI-JP#M=tydzd`I_I&f6s%t+!Oiy^YJ*#LbOgZ_9nCkPXQf# zFKx;+@XgolbLkK6oT6F!T^#)t;NRB!Gi+^lh-kfZc0LU@X)Rsadz33)vjIj&@PD@_ zdN1=-9@Jt-i3_Jf{$kmUnTo~&o0~4&+|KzLv!qByG71r#FaY zTJQ&7?Wn!l^WWTMZ?$w}KzgTkE^Z0-niEFl^VXQ$FW%Ig-*02`H7&x)X?~Tb8p^-l zwn;Yp!qE}1!9|`PI8NE^V`1m2t)c(C&DCBB&Sx&hHM@UQ0yCN=pfhu2xItc;H#n;V z$$Fg*-8*IMrw=gGaOk%h!C5|D4X>4Mr1_N(dsOAu^0_FCN37jw6`et&GH3qE9LpqC z>LoQ+r%&b1L-v_#+}|L~=%;1Dd|awYwvzIvPipxTGKAk?E zYi_vpj35KhOm_i4cDZ?K9Ms)A9F(M9JwwJwWB$y5PR zwYM%M9GOGjbom|nhR*c`=|~%1(zgqI)JlV?^X>I+T)BPXk!?Af_NsEBe9QCu=}XbR z+g1NtaNkb#hBzf~ENZ{P;lV1yE7tSu@Zdg~QQONr_$-lW{24vbahYC`(>w(d7%RzL zxUjcMO4jzfvLEhhojGf5e|_Y&lVEkRpew4>iJ5NhD!4wV;P=b-pSRaUT-)2Oeon3^ zgufLUZ*D$ZBtz9hpS`M(|G9<1@e6)=Qg--}OKk!SCts3IvMX0V)a z#9r-oDYu*MI^CuHfJ%O--0WjPZ1x#fwVp*3f`bu zeNXUpqr0okkX-u*3c!&lf>!D#WbZAyDz$d8H2j7@aQ}lzb{CLBAR;a91|Yj?vOg^_ z;J98Km4VeTLDh*s>M2z=`_0axJRRfwAP|&<%Mp*#C+@74?|F3XEeAPq?&L-x3}{q%IOI*J61o|8}OjQyQo*C%p)^&>>O08#zeNAi!3+8rp;%Q=VU7x5@;LRFga zjw(BKawHS4%BZ5!mBp(G-Hd$&ulkiGcONm$&jwjUx#}yVEf5LANPiTa(&N`u+9g_j zbW3KeZ>{XIj*R5QofAABsGt0@B3N!wZX=aZE;1Lcdj0_{QRr(_R0-3ztk?sIVRdct zxix-tk;sqrKJyJTAG@lGL=7HJna89J`V+Nk+xe)sPg84;vd;q{vDfY56AS*;Uqnhv zfiIK-L)sTCTz)kfXv#tW1YoU#@OL5%I?L5oiLW?{%GqDOg`09OGy;IEb1KTBV z=MAn0{`%(#75p_gPh?%UHKVNJPoQYr?M2BV?fYZN633wr_4blE%yeL)Po_t6%$fMM zG%xcu1Vkt6id=vHp*iI-UYtKYMXes*jR249L#01VP47slU<3Gq2lg`cia68J)fP{G z2>$j);_E7^|A^U)g3LeJNFnVYX7?S=yOX-hFO0!_BoCg&0Z0pzdRSQld8{Cx04!2t zh=65Ed`^x(d6t#eqed&H^MmOGjtHA=@a0v)9}3b zMD4a;_S$R+c}UoPeQuRAlki>}G#%;wZS;@K3$JjsQWu-u%<3lCXz4o5Z^-lL7<%W( zN_D{&SL$SXUy6m~)tEL}$+Q{^fN{>cJ%pkcd0kj*Hfj#%f;Ic9&^eg~3G4~%CNEm3 zbc%ZMn^ddK;97k>vC16;PVurDmwHF~|3;`L6}nWeUMgBMKuQE5Xxzf(40V~+P z9;xU8haWF^b09t@wVF{oYQEbIjozWW@x&&N$CaKr5mtWW+&Tdi`{HX$vW(^22zTes zJ>LN-&?jdL{v=;~UrIhbyJWv$#a6rP`%Nq7*aOk8ti~Wpz|(6WzCpA+7NdDr;@;dL z@PuhFiV~Ue{>aPr8tOOaczG8OvOl7MoSYqPXL*NzEw?`6`E~RyX#F(0yg`?TwW?H| zz8rH}uT(R+e4F2oKbzGb(fk1vaV-~!X>PNK9>R5r4yTyO>MigZ*}gxwHl%aNyvV#f zn51r1{dMkA^p3ajwKPGy!-VTyPF-!qWG7z899M14k`%$pn7` z@_CdSCVe_y(uCI(OfgsU(6a<{zsqu=c}J za=NnitukwFmrx{mNa%L>;(YA51uAdr2ff*}Lp!I_RD2`o&*(0_{-w>tW3x)+8^Ds_ zt1~aUTjTP1T0_&F3iQFP2 zD)(A$-m5!oFZ_~Prk+D?SMAfE#T8wT@N#u~CosDPMx?!6Ms1CKFDxD7d&dJCsU2maGlKJz=|p@~ z6e85+Ph9rYX;B|`&gl2z0bi{!eK0U@{6dbAx$wgE4A|n~UVG^S7^C03-eOq+vGEm8 z%j3sAS+FX;8iAa$ zvd@Yk-Mm5aA;c*Te4=zWI`>}2v*5FSVRVO>;INu9gZ7`S+$~>URR~kWKSBq=cgL6= zeha!WObR2vEppps?F5C#mhdT^#;9I@77>#xxHM7icv36gF|~Tyan~fxm77;DK5KwO z8`j&cWk9g_Ut-6kBAcro7bl~gQtB4W#pbXzY5hLAyZca0+TAyY9!k^h>A|R#3j|l* zVR2;Y6FFH9z4zd`qN5Mlz>*1M9=J}geb?LT#z)`_M4G>_!Qlzk*53Uu8OTYx`#gqj zbtYg-3Zj{wj`haN%>DjuN7`fy3_t6TIg6?53_c*4H*8IKeF}SE^37wl6&8UXq=;~)#(AD zXQ(W(?*vC%SWnosr81*B7E)L)T79v!IqYC!#jBHw_yOdEP*xHDkQLWAbExl&qs@l= z)QZc-X0#lLC9=EhpN8&4%q{l%NSjXjz2kVTWqycKftWrvyOM%1d7J=53JUBmh~hYSq<4^CYA3AA{G7s+_?cs-g_ltA`QHw8XL++T6dbq*pQV1kN!Dy13ocqd%eSaw&~DbT zTKl^!26rsZU7pXyVEC0mgDu_{OYq%24=a+W*%1%<`cGa!&jVvg4yn_3Nxxp`E^3>L zsJ@)3_yaxV-rWp`(fL^}jhBPIC;4F`kKyjMQnk;18TnP4*=I*xT><5$J%Q{q*5kJ@ z%(@Zj!CxP#nAaz@{Jo`R3)V07j2QA}a_tRHG+oDL>bBA`?f$8~NK-?qC;IJHYrMA! zMacV@c4{EjdniuoFX~UCK~`1aG|UJ5+h#rWoTg&Cv#jpXvpE@Jy_VA8np=5vf0FQN-15zS zWu5FQ{I&tZfA;m{saW0c8~j=7#Jj_G4M1?~idzG!TId6PN?Vtow3cq9Yjm#bWJQ@) zxCWgJ#xxr&?k|Gzg&KcJw1Mt78B?N8lrf3g-0XK<4?tnv0@aH%`fIK`ut?$_VX`?k zqi+KeVChoz&9}*Si5mQpseJRYS1?Bsa%~^2*DgWUE?D3_WrHL&-xZF$gpCf));4$} zc!<4WxuSEw8UBTG%p)yzT_(M)ANZeAHF@zZAp|8(Zv+0GH9QWJh~ZsVLT zleXGs@X%Pg38eUHfb>nP!I&>0|B{ z37L6pNnj7X2{s`AlwnV;NYfBGJ-H{EjH&$qfzZaOT$Mlu_}h)k7i#|il9gou(I&-H z@$f5vIru6Bv|WoN(UUL@4teSU8imWOr``6>n-zpTY4 zyC*umQ}1THkD1Z*xk-#FU^Dsd&o|LOzW&GDtE0vF8E#4&L_?@aZc}9dxSJ_tKrV7w zfBe3F7Nxj3nHAqdglmsn3!JWF%Mz>gtutS773YaiSYf;r}OQ1LDE6CAex%exF>1=haJh{D<7W-Jn7-TH>;28 zt52ab&xV!Xy?H|3Qqx+Z$T6HG{hRtlMI4%P=l6MT3S`W0Gjn%V=6vtt zoX=u$`Z&B#zwaun4yAkUuPJ?}MNx!5t|!B9`Hz1Sw`^fxUA$(7*0#MlB-m`{?FYrl zyMHIAqvsna*g)Dg)jUy?Et^Wz_Gvf3GUau+UFq%olq^CXqyM5>X8-*9x4oP&;eKAb z2>n~9GJq60(+aemua}><&-o7(i}b0jW+dQ8E(|B5Y87oBh3DKY&CXhW=k`{E8I(;v zi}&navvU1fumVMd7@3>@`1y5ODY-WujxnFMSo=b0{WHSQ@3@MsXt{aqAVSJKB5k#= z9d{}w2xWhn*i%PM{Br8d_kqGWX1CNmzgzB#Im3*bW61rm1wYb~L)JgPDRpX(5x8qu z{+MiH)=(=KY;!18H!E?pfA^xsbeS{F?d3+0(tSgNcPiJYH@aNtKErV#MbR0hozKU)4-zxfvAW*=@&S<}Y5CkM*@Q3+$ zeQOxh*aXbElgx~*J_YvhEQgJ1&7lAX@*o#gfo(s`z$+B2@k*6G@JqCd z7QK(g*#s=0w;<@p`x6{_u54?2ew3+o`t*`p=l7=3rrtLX`m3(^w?ZBU>^b&Y9%cK2 z2W{jn=!vi#Sf_8^-|w`)_S>TZ372`Uv29;l=J*Az4*0+ceEOf5c1~9Tci9$>F#{KT z?*8Owk$QU}lUKnLYsb;`Roj;$oQj_?m3RH>qph9{HeQ#z-sNf0tuUIWx02^?hr-@AHHjxehAF{NS`xeuc5{GsAQB`QdBxF$+&UYCU0r6Lo07 zB3Hi|XWeh`%UeUMfQ#6qy0$$n6i&PHyr<25<0kbwGVvWw`cVEUI2{-Le#XBED289a zkyBS=;eh3z0H8)EBW^u-^4ry6j2^{9+QFS&bWV2pvUU8^6Y=kQ&LdGge$NlvTyFe^ z8E;v??(DA9*h8Cwx0p!!%+FKl-aU24x0SRlh^KY)PW@3XAEms#6y7}hT!c-b?0*`u zUsv?u;10dvh0;Hp?@@0zo{*GOlLT=);iRR{M9n_DiVFc1WLIo9AVq#ZyBhH`K}ma3 zE@GdB&Olq1`=#?eF6@OaQ;#e7dXSK-!-^L+DHM`RQaf~(4{v=}WU)6TPE|g^^Gi++ z8g)27B2(v>tEJP*a(UIKSd;_r}@mGAsW42D#jYmV3NLfi6=sGk4UCVTO|Spb+v6_1&-e}GY!25x!D zh=>PR!SO0O$&=!&Q#gGin;mhRoMij;!9AMCVr!lo9G?3P0Tre^{QxH%o3A%KNNe83 z!l{a9&_X&h?fwF?W8>S19c@1VmJ6ip-Th22^~-c0OIO^CzEFF7)LXqaIGfj2N*|_` z=Xi8;xzdw56IbrMMta*?1#B%f7eES1PEyPoz~!Wl+{MN<6|1d8PM6oPWNj}(H+e)uhj*-Olf-8c$blr2esf zQmeIdm*9tE`}F>coG;C?F81}GHQmfz^WsmcUVeIC>cxi)>90|zFk1~W+#o>9QP_&q zJGp}R_gE|)PBo}Nj28$8m!)%BQtt8#8eAv{BQ5v* zdLa?^W(vXNV-2$3>96~$KBfzhiHIa!ybni3GgZj%Yfber99hfyiGYqF`pGW*=_DA= zVzte6pFs;RVDagljVS2P(bF5fKySvPkVpw=D}^>En?7S9Fa{vkIrII zbL_z*yPs!fJOhd5Fjf1=j@g6!e)SALC_s6V!=|B*6lDc?8Ysfls! zYuZ1A!V)3s2iao{b?EIbCYAf|@70ONSFdw9WS)6?{IeYw=q#@+0x+5`GuXRueoah4-I*FOUy1GIl!s- z_-~?uu&1zgrZQ|d$ou!~IfA`cgz4|f`?vfaYFC}?d&@y>?`}g)UagO}>2PS5$z$4< zF0b}^T|)+v1AJca6}H{^7>u?y=YLG6(l;je7j%hK!W`cq!r7U06+F}dR^!A${j+|q) z2^NQ(JZZ%{z2oaQ>8Q--MG!~7B6a4b_Z{uQd#-)y(JH5)LjC58PzI}3}b$vo<%y+Bz zB#M0po!@TLZ_RwUdx~AEg5m7$WA%Qq<58T>*J0vqcm5dDISx;iI(y=R=05M1_j{s~ zh0}O8KP=YDsHHu>Uii2V+r`6U#jcBqMM-No?6VYk+1@($&HG)0@B_4uD%oAZ4GzF? zZd2IZ^9vJ!hg&*7ygayZ7Pt21+nrvBlx5p6uEPM`E6cbi(!tsYe12lPexlomF}g1|Oa+2*da%Xwq|{^(fFj;u#QJ;4(^^NJKT2)1 znilvf?JcqX|3y{KMYk#+A!xBXgV>sCAxVI}pcaGBblUsa6!tn*L%pzLF;U(t&L zQ&+wp_fynPeDOP;^wu>z*V~M{SXam9fFnN9hYHo$jg+S-_C+M;g9@JBgxlL~erbJn zzoCC4&d8Uv!IIruYwlGn_f_3VwbFOe{r-Ne>)&tYEr%3~)mQ$n@oOIJ4?pzG%~WD| z@sIf&*wO|vf6_V1_h6Y2TdIsW!|f$0tuR#V?7GuCalD_6@FA2 zfW2w)dj!{D!8XJ5A;suM<2UDF!|;FWywU0s-N*&7x48K_{YG88#u^7A0Ex7dzH4zdol0 zx^vP1HJ;{a<<8b^*vTJd`HI<8zZG7TT>H%q9`8pXvqIsAB|kV1jEjM}nuagxt*;g| zk!ySHDb=QJy5DXO>TKe!yxMQ4u$3HJqCmL@cb!@;ALaNFrA6^&kP(7Q{JqJ#uc6yQ z^T8$_STvF>G#2CSpVpk~NX2gZ=c=vLkK|ytlo#@v`@H-8>{v2U?E-t9-D!g5hM6)t zu9|s%R9_p|yB>jEM7=9q#=Vs7CN#?c6*C(^+%9wwhiu-c$xyXm}on2sVdu zkLo1f#R`I|55tL?E2aZV@LPWHr=Rg+tMV)M_Rav;$@zfhf5NRh+azw)ffhdoXS%!f zw^6#dL?0t$Fv#wWZl|V^$H^KS7yiiOyh8A=&v?*5qR#j#qm@PThy5D+U*yoz=9qQG z{>VB~bKq(h7u>GTy<2E?aa1pp>kz$sLd`iZr*W@&*@&+S*gohNS?qKtd}=TS@!hW& z`>h*py1^d)!1rqt@yD=aq+7?Uxo+FRdz%V`RQJ_6<@8j$t42p0M+>tQ$zf?jSmCZo_uT zb=Ageg15u+^LYViE9g^ROKal|5lM2s7qn8|?O|eB``au(F1|ipX974K8lCZcJB1bh zzVh{r&!#+DU8!O7UM1_LZRM{zC#FR=MFGq(5OnAjIo3!mOtC8B+hXPb9h_73u^=il z{4iSk5%H8Mu zo8!i_GSqTyxiI+U`6I`R37&NDJT+`JMx7aGZPL-I^gYj_<+Jwj9n%nk(+2eP&*sLu z+f{b7LaeY|?f7X^LMp&HxX~LE#8Zz6y+V=QR^l5WqZLLX-u+tR{LP`Gsx@*#`vNf` z7?FGO;t8rd#E2v>>08ZYt4o7eB*BE2TrHg0}~12{65j=N*K75Fltm)h-5*m5QPP{-4LDsut^z%{ z4vOu2b1grdIV@ej%Oceq=~!j;a)VD1p|mn;(tWxh*DyH%`k{I~AXmhqL91qzg0;w{ zE&VV9b^M=bBArxTOaL>FYTX-)J;2;jIf3Rz#yqY}bHeGKZI{zFJt+vJr@{#90{QK; zD70s%2;zx+kstDB{sR!19=R}H;=I4U#w996cI9Tq#5Y*yFAfq7yMx4BhHU2WGp! ziw572fK4v94(3VmgqiVc%{s#&{dCQ^u~}=oXEG9B*T?4=LeqP|f_r0m9Eknb6J<9Q zk1KR1i-GhRUEOEE7NY00cUFLok(uAVvo2nLjb^LitQ{LO1Dq@LegtyLLuuycc1Uvc z-26sw_UkQ=lOlb|t**V!ZWHX_65Y6K(ue0mIqolmxz5dL3FSFhWATC=$eA!+v^ zwYualr_XIcG)hyf)-Z{t&L18wW#$BRE7p=;iyErK^o=g59V#}S;if{BpCn)Jrgu}h zn)6Gp)asOhmi7|teyeWr`-}cG+qTQUiv7oFqn731zKxE}Vxzn}!94XLN7{NzbgxA5 z_fz-p1{_%7g!888)mb-M8<6TnMK`~Tl-mJDKH+DcKQ5`t3msbIeY#%^MDY^Yg^=XV zb+u;%jXv!Bb7wJ0n#(wMJsV_Lr5dDUW4k2OBOZzTlp{>ie_VIs2WE-{sz| z#PG){QTC;>HYx*7uu&jh7`7^~r~BN@8@MXq46GmRMnBwAJ-c*LERaZbr1@7fyH{>K z{{vS9Y*n*G{%EiJ%G-H^fWGC_#xg`ux93K=Y5vuoM1DW9k5_=*hs9a2obriQ)>`7l zO_qIrZ?*E{*ZA*m)2C2zdyRSU{n%CX*AS1hCfs?mXRB*_*uJ{*~fwK3^#1 zxZisZeh&$x5Ou@vb`wjz(bbxR#Jk}rKtyF5WGDUp^0%)lmJbHJpe2HApH1ip3bhJL z7Ov(UQ`$q&-tBcTp3>+gH>u}aqfR6om5%JgiSNh~L_gn8dlz*@+G}*H)C=_W$+wy` zoul>HI;kC9l|ZUud#o66fYyyu(vv>hIN1_|zl07hRBp?>#W&}3$qx>QvC2vQ@=+l> z&&q(4okfx9HtWK7_r<20)gQ@}#P05(y}}iZg~Tr**9s0bp5h^*8t0W!QJvDQ0Y*X; zT3t61!tT0_DaxOMgSM+vy^p4_mKCgu+TKj2#rw2SQXWiyG>m2^ZQHlk+)_!kNPx<* zxNVG{a>w7ao6!1-_dhg^qDNH%ZRW}v4920uj=r64b4piEq2)oLV%vaIXMR4|9_7Xp zKCjCaxZgeUBZwV(T3YHpK7dai&#y@iwaLO-Ncuns&kl`?Q^v@2{$Ps!9kE-&3b!|_ z^#c{~{pwZyu=V)TuM0ko`{C>R0VI@ltMK44m7Ie!hfa*t9<>M8eX7#&kEdK+du9$y^yp z+g7?UI!hYguqcfHpj=e43Cqr`_M=j7^%So5oP-lhAb@*ZU2r-~1MR_PPrX zP^l4ePx$Do7*H4TkXPPeoL78hRm`4UUR`<ye7~?XWLx*``>_n&RCQ#T zPeTZI_f@sl!o$(m0NU^ae(ly>fW6zkJ17O`(}w~J!=P{qk~65{jK}y3UZIhtzH3gc zU!oHCXexW9Ip%Wt2@5l#H?4ThZH)gS9M@aSw(%4_NRbR#{%Z-!ow?1bolUL1lBu>? znm4)qG#oGE@4QFveM_ut4njTZ&s+G|58Z8@yYDaMc^bI+XM{v8n4{ggrz)CNR%OiqPLih((0;-1-?dfxitYE7q{7o6xAfxi!e-vk; zxM(Thzv8>n2h2QP{wXnav ztxn_XZ*{kDdUnen@XwtqR}|ONPC>uhxRac(^;Vu3(4=HC#(lFiZY87quuSHTum$hy zgDkw3l#^51aq~LR7P=Z+Q}08qv^DWBU3_0KZiGFw9yhJ?sZSV9Wc+-#ZF}FZfG4{s zOsrpBT5#WM$1R3lh`gvy%#11yiJnhwg#Kfx*D_|?5w{g@j}G#Q4TCT$>GYV zDl?V!c;kJb{iby41&MByX3pV2Tb$pywljTpl^~c&EHUWsDtUQwdDR!gKc_vLMvC6A zE|>H9Tl+2(VL*E3^>;a}N2I5`(oQz4EK=@RV;ChYo%4f4*yrG#Mi2o!uj^OmSHA6~ zr7beU=J0rJ5~prog_2r-f3kOt^?Gy@TSvIHYx51gdApr(Zk-qHUHQBZn^B{77ue-e zDtW#Y3zXs3q$p)e(?kktjq>Cg<>%cg@h)JxBWBKs_h~h?^ zqcfx}>lJ7ttn=D(DYuKWak+TFHw}v~m!HdU4>#Dw5^Vt~xb_I!Mf(>uaP#AcgXGb> zx6WE|@h%RYH*_kLPlmNsDTL=a2LYn)7cA@h!#G#cw4lTc=Ijj z)gQ5nLB|Bx*{q}%y;X4L$4QzV+CruNH*Dr`pYT0mKop@wQ!|d3U7mB)y~!OEMIBxl z4?k1YU-bYLYd}x*vUh~#kxhmVOB;kVMsvfcNTpX9KklbxHeb;AY@V5EZ-2L)kXv6d zP-U{D5LL0?W}%_zd@ODI>P?)BY-=kc>gZu{iUI7X*uyUNUww=z{ctHfNmLwk`imN8 z8ii|`jSJaimu%6BTCVul_HI!P(9!h{jl1tC#a6IA#-IQPJ8TlYWi;%>Vv4L|uDhd)Ta z^{aPk&tQG4Sk}mQ3dx>ZS2IOj`*k38zsl9PQl51-VlxjHoKJo^#+#C=L}7Orip_DI zDJ?us#Gm(?E1^-nYIi4<>*`z-f3NrXmd-Ah7_T)N8r3#`OKeL#J1+@P^g0Yix%`?+x(gA=NACAXz$6CCc5Ul(AWpo z>R??kjg`dh&fTMV?Rfe7fv8(MTlsdAIZ6Gh1#v=-fu=)4Q@ZOM;HAa80G+)13Zq4@ zQbx?iZ^kU`Jhx51{(yPEeQ0n=qp}V4KJNCMLi^)+5)?}jBftga294@f+kaLIKp4lT z#eVjvQTiFC1%9x(Y*lLWsJm5-2F>c9`;76!-g;o``FrQnS<@w};3VI@&I>6=wBpJi zyzd$fZ0*D4yQ!wl{vZw*NqV$~??vUOUi>Bb8z^O>HL_xb%O_0f&^@1QY*7Q44s>C4 zuD@a5(fSt~7Yhcdpxz(P;$YKrr#4j5Mu=|n{SLjYxINZytB%&!em0a=c zkC}cf{3^7h9B!|v&4!;@V!b8Keuu-?nsi<(h1x!j{T?a)Eee2`%H9xR3P;{5P0P|$ zBO?ocfRTclHE{+;kX`z{iM_I`-I;f?n6$ot^efS$vPxN^|2`X<$cz2#RjovV6SX(f z8T%vxLbwRaPj<@xvco$I@@*V>%jjvMH{ZelX#6GP0yhlR8eL(9^4XF5eyxx-=L~8N zm4GyJ6=pi0{k5u<9)*BnbPR!HR9-mJD^-JXV_T3wCt7)*%Euqp10a?yjk|y5p|>V& z{^E< zb9*=~zuBJ!siwM8kTc|c|2~Sl!-NaHJ_6W!uAi-h=St|+;n}nZfKxg=KFh^Ij>+{7 zbgxs@kfsS(FiQuOVy7N{i$%%*pEY|fC-+qA=U9v>)35!Y-0DAd55M4x%D~5^g9X#< zKX)}R`gozxOwB)079U|J7y}Bo|7{Z z8_2!1TM2d`p8CPK2)bj=+1{4{R~RqfZzeB4G}4An5N5pQh_++po{iwPkU{dM6 z?c3L#(1&fgeAo>k;e@7(#~fqzJS)HZV&@%uUb|K_|;Y=g(e{h+UI2i8ZqS78Xwfs}RA{SDCXY-gL- zy_70``%kIhTH$3`@Xl=Cj>i$dc_&KkO{TGcT9Ucb_qQ2Jax?qDGi&F@zI z!Ck^-**1IK?PDqRx>dD0kD&?sCztYrHU&V>Wp`!3RIo9HfI*jB@Fdp^r-|@gZvr@8 ztQ)!Qz7XSISvZP{PjDHt!dv>gsQJoq!X^k0l}gjT%-&g@l&j3!Z0_MH$jyURrqOC| zg3SQ(26yw$0CERj?v3nV*k{go{CzphkJnyAfl)MS`_gSd!w~+G@cbASN|tYwy*iU1X7RW7w8`{-(q2k-DS8Il zBTQVJz5|7=D~sy_k2JhJ)ScnU&bO#rI9XiAar|kA=44GX{Z@4Y9<;%8{MzjpJl(|g z>P0wTd3yGl2sg27bcCw-tx0OT&lec8N9Y-$R%`rtXD0cg145d~Vq&mP6Za#Udd(V0 zduQ*20i%i-J(9kgu^Y4rSPMl*fKl_0m~Km{re9@JD(3M%6FqAHQks1(ITNeJZF0yx zgBS6|#y32*vEN56hz+Xjtb0b%|I>Pf1w~l^Tk*mOg-w`u{4`Ld4-m9g;X@p(eCsor zec`v#O{5V$pD#)kipf4V;n~02gTJAd$=_Oe{S9FCYHs}lJdVHn7E4M!0`3I;`INJB zT&_LDR=aBF){1UAZtf;}H~aA81I^0R3rs}HQQqNsTt86qA)giM^?I4377{+MGLE~8 zhX_&ilRz}z{d-S1oTU-l|8d+z9*e1RYIm;FLV38l5u%(fcn>>PqS9b1)Dl;mFyMA- zU%HqFCg9r-Q0PPaT+HxvGLMpW^?l2Vlh5!yT;bdJRUhL94H?Mg_%slt09)KntPWjIC)-@tVCD~u7h=>W z^2b%$jbWm}pCpTrV$#i|SM3ZEUrH&dakpQ0pbYld?1tBiKRgJEQ1xo(W-Sio4rYcm z#<3r5dZadMx$P)WYsTk8@477gd~x@a2s&BNvN+#Gfik8S8!wG7(_ zD(adZ;g3@P($wnXX~_y^NbSA^9>M8(_$?B8W8<9>l{;!tDc4z4-+Q^1w~ARiFHPgH z{j5Ua$ddqqte>hZnX>T`tO#=ng7QlkNsRrI}#gsqJ zIlDr0Is2^JlUL|nlqTEz+2izC`M%CHZL#i zQhVGW25NmU=!rj;>mn>CZ|=Zt>Ehy1D=yr`mnxnek_o~dv>ol0WS)k}kh>N{ak zpM}r>;q2(L)zjQ6^6$x>*8mAN9xu1ue9J`Em*Qd%VK1ptljXOZFZXsK$ntIgxQnj( z&a>ZQ2R|J4uiwI*E}osEJo%c@zG=OTohsfN-fu*N+G}ceo~rkKIvxU551iOW>uC{(hxpJu9;Qs6CR`u7VwiKH%@MdI`a($zk6Hjp zDsU@888k1`{iCz-M%!1?D^JlLME@R;d$Gm@x%IMk>19kPwWh5hLUt@rrzR7i8Fe|* z8c{pUi*Rf%mA2KWvTf;=Y8Pmnw+^fQ)&MiXb7|r5qc(rtrofz6U$(ouAts!bef11F z%NAr*7;_>eXHCZ}hMIY-O`KG-`kkHZKl^F! zuk$CqoR%}5c^inWEnou%BjIIIy))&LM=Z!IV^wj_ooq%xB9LmDI~d|m4U^jSQGGi( zR4=zdYDvszHvmDvI6$RiIpqt$Cg>M)g?DXGi}CH7`8+pu*XvAlV3l!m+5$2`wSQS` zcH!q|btQ`(y_JGgzP#c_X$#-ju)L@^zp>{3P1I-gT)%qY{k-g7CE?G!cna6QF-p83 zzoMXPBe75q%^D_!%=QeF&fO)yT$upUx~;QQ@E%=E%ZJyQT9{+hHI9z&$;?}p>9xwP zr4ee+c0bS3j}0^&c#{E~#pd^Ex22@jeEVB>Wmdi&TW7tMk)L#O{}#(eavC&+#yH`A z-g+$z{&J11a~bXE@%>EErvN5kc5I`!I(GEZ=58pyXlJ^(ucK!3VvNpXDfa;KFi&pzs`pqx+TW%mO0;#E9=o|is_a9RKpZcp^4i~ z8VDi~uLJY1H1B<8*K~Jb)v$eBkhecZsCS15%y(dYkFNKlT8v^O{eVOmGp<8GwR07U zYd~oBth>I|aQ54IH`Nbei7(e|x;gX8ZljH*HFKZ0ks6Ad-=@96=a?8j%G1Tcf`!w*AWE}?Y)!{@3u?%q?E z%yrkExeuZyPgit%qFsOEC7CegXSCb4b$=|DTcyhjn=eixw;cm0LO_PK?P1SzlfBs{ zH|Yu6L38x}x}@VZs3A>e-*5I$ZGvg6e6b$|K-5V z==g^H8b1}+U_5Gny}`=q-D?#i-0}2MKfgXzp&5Hclg2?}yTXW%^FUv$`v*_?aq7re z)+%SBk~Txy=Avod|E)H_|KH4|tnr_;BkURRN(WJKdd=|A0KCEKPqJOGbjnSZ8Wq&T0VMk^!Zddv2J7$lSC2Hwo zk(%NMu?c~u1A_(R%-tXPMEqoD1kd?AI$4x*qkT>gx}Idn{YAa^N)N2mevfGsL%Do@ zQfRRLCsYBqN9o7Ug$zUog;D!r%87=fqMdCIV=&Qq-qv9fD2(fqMnhR_5o!y|Kav5Q z-_7HTzj7*Xuh#Fx9dgCL4m7};Yui+T%e`1G_vZ-$${D|(v< zdXCf>nlomd`T-r-qEzmk+2Ia|HgYbilF_a|WUUT)8$_?)dEX18rNMjk$((b3N}-ch zbA3#)MX0dMIHNV0uerG9ry!71_3HL}(esmZEuFPmq()@KE%yBs-_$TYRR+md$vqoS z$v7~z9zpp2> z)!DFGt;5uhlqH-N`EmvqK1p!|WhPhZo9}4m8SuaJ75jKRBWA7dlGhShQR|Ju9!02_P)GI?5Ks41@lI^3ba=TJLYM>cz?iQa<3mti zmB-@;bjHMB45jtwg$;cBl)v=FX_D>tuGjyl9bnEEsz78YRphXHd0U-MKyHXet5Yd- z(|}(s6#1Mu`}6G}$NBcH-Yk)H#?#HS2;R$!mV3_MH~V1bN;lmZ$jcq(ePp=SjJgLj zhNqrp*3P#PGwufF5!+3U0bcmv?wcClYl5g2p+ho0-GIHH_tEsH4e&5o=PL&pKkT92dFJHMXStpyRLQj)q8R(0=17c4&i*>(cuZ`iL;zfZx_^T}>l<;u1M9;oTye=ZEpbOxb^aU#zjnKUXCc(Ja%*%3P&kYKY+=(FqR$@Q;NFtX{o)X7bSIDY z`HIQg6P9&c&kmNay`Z?eB!}G>=UcNh2-!H!^Ik&TA-~NpQ3SD}Y7%%I%eXt+!TfZ! zfD}VxWV31d06)^dIZz7HwHrCA+#`${jsDa{lV6*|kunIVh*l4mC=4G>YW zSUxjl=SD4wgOXrfZD{@#-aHiTQM54?b%$OVC?UihUGjnTz7+2< zb4r9a66m06%~`l6{AQbK=unmSL@rpx*xp$76O(k^R zZ^(mI8`AOPX?7uL^CRafnd};kL2*7xPw*h3S!f6=!q}PgO^eHJ6Nxu-)QB( z^V@oBzd@OP_pn5zd*` zHyVLLr=CpmDFTcAPAlAy?YFk7wbDMi`c*vFnbE1ZN(OTq`A|DwdUP{yXX|!(gvE5K zaGQs+v2uCaNcQ`mPW)X&PKb)#^$1)$jyg7sbMW(_gXW1xv)O4wrMq~l_sZXg5e}Y6 zVZTr|^Tn54j37RhRT{Ta-YbvVr>{P-#Gy3$wxZsm1?NFW{6NXjI5fiiVlZRu_)SSf z$xZ;-7Kz68FXto5VMPbqCn%RXL1zmr1Y0QW-__^c88}KCXWt+q=!z9&W|XfT^jIL* z0D(J7D;Q5f*kcjtc74r12iPe0kSpX6o)(;WU`|3iY1HkbGZ)4#a>ECND2YQNi|*+w zXOB6#TQJ4WLR@uft5oXcZPX&}{d}~%`oVI?g$Py(dSf~?U*?M{&k{jc49^E;KC4((+9QTc$u;liZTdzuFH)~boO&@V8QSK#$z+6G&HP#y0rf5h@=ZT7WShl=5>9lrQ`-eMbP$%!wGG$inR(vnhZ5`twg(ld<;2mulf#FGJ<5tsi=7Xp`=>}I z6##*qauGbhPPi&XhlBYJ#Th-GmTy$PXa~h)&?9@=X9H=WVhg6O?+ce38r85*qvdpa%hJu3go0|6?#I!_X$7FRk ze4!F8F{&PXM$buld$p)Su|qm8QrXdp$gPqA6dDL3=fxHqFk;Op@LVD46|eFV zBdWAPY_~kRx)=WDFxq;SEoBWp(Y{NXC429Ug7u2^7c)-VaqeYPpvB&Thk7DWuXJm- z<#N_a-&MlEd6)?aKCh#u{St7LA1JHamM|r)-h;`zP+T;dR5;i{*Ke=TWh8;rt=PwI zre<*7BRbXbV~@|5k9n2I#`hVSxf?yrqve<`yR8~mn22g8pD5H2Ce2BuP`WR0f zj(EaHtYa_JSYo4xet}s~SCY1eDykk^n^j@yzvDp^7`Kk3{zB;U-KHyz?&tiQ&FvM#693r(%!a)tJudF)$aS-tVXB=_au5C&rF0f znh2~odkft^wjem_JQwxq%!v1Uy$?F)8-t^sGfem%=M269h|=4H%_GIfa(jj}HH3(z z-lQm3H;m7r#f*M?pY^uDq?F`h>iJQB1Euq7m+iU-J^yw*xjoNmJ(n5d)#zkiOE%f> zd=OO_Y~bnjXzj)j6r!&}Z*nM&9#V4aNB#D`5$|`c4g9)nKJ;Ha0?Cl#cY0O9WKJPs zgWop)zL=c9+@?pwTuRj!3kPzoy2Z;4Wd6DBulqK3EoeoaQT7n;fDF0ug^GdWw_7jD zzkc)wQt?`-FJ^dMJz)68B4 z6%YFFQSv>CANZ0d`RcP#8@OJxtMWbgQhf@{wmvavcNTXiLibuugirBkhOgoXhBK4p z#R*Ay{OmwaVkcoWU3!+2wj2RZ_i8U67wkY?5xoIX(w@b-6QC^}ENR_% zTFP}m6K&RJ()BkFWN7 zgMd!&exBr34*{9q4XwJ!=26by(})4si^rPTtxHWnB5>*eDQmAZY_!dqus%D}5AcI7 z1Ff~53_N--VIW~AX{vlF7{Y?4XAkx-*N!{I^{J3Cp+Tw6X1e)|t!A4n@*CA|-z!d) zE=M|mN=utON&(}o#g7|;lO4Q0TXRp#`JPDZi8!upr`GjcfbCv>;^ug{YC58OxX8S}l#g-T%NB^sA4Vlfg5;bjvrM@(*I z)7zxq@#UHp8F)!MVoi zyf`e3>*R0r%r^_Fq0_0XS#{G*V!mTnmt_=G-zP%e?O$f_M^y6^vI9Bpri(6Sd8G3DmPvwB=g;Za@|y1#<=);dF26+B z3*;hay2opbbikgYaxZ0g7^beLd}=$orhcllunb1iVi?r~5I=3$tTSp{y|~+yx`AFg zM&b-MubnMb;|xxbY=~wLQxq0Ev7FaX)t9x_gyrEEyk#@0yi29 z#iY2aoY%_c;C{^OYx)&ZtMRuQXR&Gpui-63tJGx*1>ghH+P8l{@rWY(@2zriTdfX= z;9;0m-hS2g^KbN?cVBI{ZV*+MXkZZU8J|nngn(}LjbFwCVj@8pf3%nT^IHcOYdb64 zZfD_N?Qh%sh3dMdIuP$gsf_(qYl$|(%(@y92V-A(FyB+-P(R?KUEcIhGrBJGVGGJv zQS$e*cUu7PoODRKIY{GM8YC}qI~4n))pIka1Ti07@mnYk)#Ww^jUo7ub=IrBWUcvVP>>{J-SJ44S6Y0hP~h4-}$ckRsTsYS6EIe`q{~In6y)CyYft(K4hd= ziOOR^8!z%m%)Ny(L4sKu1wOuME&)ys$T3Ab6e*Ku{KEJL>zi))RIeL5qJWA471Bn( zT3zQGOscxwn*Eg#=YKfSC2*y`Ge{pc%j#IyyPuM zgF?AFJ(s2MoNUnU5=ryn<#(zTs-@#ct$yi2LDwfqWyPOjL0>HvU!V@x2UG8}L|gNG zl!0@%1Yg~0zsX<#_#1gSwq`d7K{zWXdd2C0t!cci?)#IkwkmuMDRU~yemg>8^;`q9 zD{A(G#%PHJKq-SLJY58FFVWZI_}H1VNkyUtQ~?~3)7*9Wa{TS0^w>|XjUUr2Z@3lW zpC^lwh&U~59RpR3M*;Zsx^f!dn|H(8PD^kWL83tP&}7?Y?P)QHXLF|cY6nvKJ)R)!Zy>W;W5F$e0yL3^ zyYG<7hn>_DF5`#`L4>4Sd~um>Hd~ZmL2)(!xYJGVEdG=kQ8uM0fHPNT@SDS8PIOM_ zop?nhAMQX&?RDMPMf+6|La;X&OV$h1c}>DusT9ANt@P|F#z5rsU$<(Gr^7V;C{b>7 zyWD`dIE^SNhczulSeUN1Yl%4+5?J%+ex}{3&0+!e2q8-r3Ww6`B{QqR-3LB?5rdtI zr7Ul@WZuKA8BVkx-E``t7-8r@V+GQ!t)BFx`!EWl8IQ63giT|E zTg(eW-N(ac9E6KO%Wj~V1jL{^rjMI0Y+(miV6#t8B9q5woC-O&_9=@kl^j&F$=1{6 zenHw(_$msla4zU_Zrz$Lu5yuA5FqFlIS&Uu{E<#8#X;AuZl`O)zR%G0w@fYyK;`+g zn_Hu@xwMRl^79)_ifY9_q~s>I`Jx|oPP4z25OyxM3Aw6qj#6RWyvu*lga6jFW{|`EkH1wRL7%rBl>^J+2_#qnRXYj2Dz}jp^a{{cuva;?`u;Cv|cq0iy# zEqdqvPV@LdKc8x?%dYp`?d0rio11#}nio6vBlmoMj>Lj7li6Fsd)GX<`4E-WxH7A` zY%U8=F*fAVp&iZW#S$d=YhctTSaZQ^$8;?9LTS052(9W`Y8$wDj z&E=C)8^{MMbG)it#C+7L_^rm(>Rjis9ztzve7gP}AZWbW;_th2Z99edUBf2rl2=?* znbwOt?!cV26_SQ%?`HPdie(pQDQIlq+j!bkr->#kf|#+kW3eKh&eu5qc)$;CDUA7Y z_w%`sW9B_S^U9$%ANUgAs*fwjv3Y@u`*oo^)5fy{#pB{mLEjFkEJn^UQU=o6YhUrx z>sz+SM0|Jljee>)P&j!=)?u+Lbi_YKzYf{pthBst@zj{KR)P>@i~gWAStZ#*vtB6e z{0Zv3mdgzhSnPtF;ihSTeMA^Stj|Z(<~kg&$Av$T5B3cl+KCd5pwKp^TV^^mw^&x6 zk+P!kn^t^>WbTDOFz>Xw|2g6L@jVUKfK(uRAkwN8ZhSVsBPV?tt3?6YIL@5)JiD&% zs%ge7=k|6s%@2D--52;d!RYUJ44{d|#+lt(r%EN)R50##y+yhQ*66{&xAdEm0VyF&!rRpy;=483E{q0x_iGh7nquQ!Q2=6i%*^%cId$kp_g83f0JZ+k2b&U z2RS^vqgtNdUQ_bk^d}Xr+21+^Zkca@TeQbtpF`}uX&ZX5?0Rb>ntrxz(%Py;!kvkW zDqytq!D3=tjf_GRj9q;S#T!(PxaLM_ZPVXPJw*)F^Knnd){qmv?l@Zz;p^5s4rW#a6Yat*O`p%1OS%d zkoxG+t35gSj27-UhM>=a9%O$KY~Ht6MD{tmiVfH7v9DP9&+PxJBMR{a5O5}-?%q!d z;6eGLc%m605uIFS`=SzdI7}SYHVt+(U}nWe{l_2c3n}h|g_j0ip*)To8iq|?E^xx_ z&TtQEv3>GL-+Lg6Vtu)`kZ-%@XEeP(e+*=mkLTIG&-YPeFuM((_-MtE8Suzr!?hPu z`JvB=!)o5W#`ZGmX-&J5UoV5P2AJg4yVY{FSzOWYlhW~U1q64i8|1Q9!%!!7bF%vs zmu+IPx7O(>ou+B?;hxvWMQpbBAi?++xng)8nD^Gnzhj$ZmbqSj*`40ciL=r8TL(b; zu=e)8V!tmWZ`c^+mL5)o!F?wfD{=*_Fbzhta#5r`Dy%JjoASNlo<}BhJh?1>*Hv8&=g+ zM#qv+;u3Cs!7i84u50WHGe><8&0jlM`CiAn-MHo77bvUe z%K1gIL!nNC#aBI?0Kr@B360%wIy_<5Z2v-HWtrGxw6>}>pOuvDjLoemT;CcjvbVo+ z(V^C_Q(;ipCU|;1S3l@;M43O@Z}0H_tL}BSHvOee8{n7yfaH4^@U?oJIu+{%^vyCN zfRPKft!9liu3x$L-Ns6GO7xIvck7^uSI0~4dl3KTI$4#qUmSwWKC^O&feU<#4 zcRKXH4We&1a~-dB=MNNZb(7)O1iddLz0&o1oFc89aOJ2gw#bu0Q!%VmKE4PK;-$q& zH%!;Lp2ppZrr&?;r`4}H`2aOt{bM%hDBs^L#&hSSr(%=Own?r+=91>&8Y>MsJN&hF zXMGP~p`Pukvoa__)v+IPI;deU^PPg=jYYq~vfg=5{$ZEug&R)24L4dFgibNSUCNpCXS0klAbbaKuQM}CR9$Z^WK-{wUW zw<Il2=)e}QGZc)^pSKg&W;KuRxpL}^Qli27!?d%I)=n_5p%RU)=%&j? zZ_uw7zA@m6;?K9IZa-tMlMd_9%Z3{L>90t=@0C4}Uptt0-mat1%HQSA$4{luV{kIc z{h`pDgBPEchk(W8_WVk}zSW0M4C#plqg+y~YoPAO`5hRnpOf<_xE;_QoTfCr(+Qs# z95+{5c}?}@1&H5z?mFrZ^j;e#Rd2y>FK8nZ7@4!xUUX&aDo`|>rilYo$uUNnG?gBbv0|@sexPY?<1ew_o&?PU4My7(E*iuah&Wx#=?6pY$nZ z@vqF@>F+_TT&35n&cni9a}!~s1_Sg-N(`WvcT?fMTnhsLS+fH}7D{aDE+aLm?ONAf zj?5VI8GocRIlNJahT*bdYhTcdC35gvb1i;y&E9jws(j z)c$;Zr!Q{J<)bD~fiA-uVsEb|e^X;r-{kYV;;}wo5qhaNnM;K1cct|N6P?YVsCFnS z_Fwb!uiLt>py)qaNS5^4U%nTrm*x>4yZO0OY2v?q&>Mb?)0DwV?|4Q& z^Zus%FuO38Krh5#FqO9(IN@Ce*GcU|zv^mbJT`e)P$_*1v_Z97^OaQ^?bzk^lSTyg zqpkm=yr6&KibZ5xETgbi)ZK$F(iI-V$*NRC4|7wOcsO$?_1+;+Q+I_lvJ{+Pm&#)YYR-3&!iI(!?>6e|{oL|y)oG~DC-gj8SY#xJwU04KNkE0Du zGxva*8oQg9{_7~q_4+kh4WL%P=RihJWUce!ZhP-eYcd z6tJ$Gp`-Pw8?1x+hb|HRjUkBAstqWF9RRF3H#BxL<*(wLPT zsmxk=%<&hJ)OK`rT&nojezP^2a;bDnPuj)vEq-QO^B zj+Tv@GSjL_Sa*P07)U4K+5Kp6BWZbj6%HRKS1s3NLb?(op(`HM zCyQt|D7iw>dSeEwAsmYU34!;IyS3JCV5?kn^+ZYzdI`p#lp3_PC14kOhv6(W3dyfD z=>c_omr07por1PK%C*Hpya8Xp6I<_BSARzhpOJj+nx`}xL#?}Z%@y13MN#y&!@orvKh8YpvT|Q}K@gp_S(eKwx&MWo) zQa_5;+{Hj5LXuq?Eqbd8yuqL0c)$bEF&#(UigcWK6cN0rbU@0{2CABF%5}n5G71X2 zwn?3j3A{Lkk=iU8U;#*9n_9Bqt*p4)t{E8GBldn^pX#`BUlqgyhwxd3-(y*gZW9w+CBV zZr*MOjFo~WeAv1`Hp<9rlyZ{~fCo$DTy*lz3;0%JxV_=;!rzRGhk&$PIrgUdYyCx$ zw5Z0-YUf8Eih07yE<5D)gtI|2 zuGcpjK$U$lYcPUhU(@){=G=fm0j;3x zjhs*&H)^xZ^aZNc?EbCpZxRSp32PSKjBy(MCeLPfT(#4h zl+eF$ok)p%<-s!`0IyG$t1U%nL(=%G2f-q_1wn29*RV)rwBD4=r17|I(YEVFm4xZp zmk!WG;GLVTNBuWBE0~E<_nz54?H;~Ya>gHs4rDfEro(gs^m8#3%1N zxpbc!^ZB%aS+mFE<6kkkFH5{Njg9by7>%W{ed(to?pPONnjqPN`t*Bbi+)e*e#qN1>j#N*5XB3aNz{Oc1rII;jM_Z5T z&JvYdl{bB(41)ojYZfcPrM#LDw`&JDU!=0~%Zu*c^V1rsZ?luT;LPb(SuWe{yYgwD z7GL4`D8DAL{n+v28eTqQougL`L1b~rys`!nGU0-w+QxcORj)GPQtJ_&kMbzjN1<^e zw~Pu>-gOGpL%tm3{9NUn#C1KiZow zi&wubxAxrZM;Hh^%gxf+ban?!2jv5I`#jKkGh(CXx#3FO z>AL27&a3`7h|G{=e%IP$8}at>Sr*oEPKJ2x=ZxA%+vZb+?w4kfvRd1j?{xN9McKg}o2V+_Wu)t$&2$|dytyUPt8<$Klb@{ z`R`a;ef#?n*gN_;`Z*dMQQD%5pNzt{dSP^Xp0u9OF3dz5RX&H3Q2Sd!itD{2&rAa9 zW)h$SgZqgoZe-JifyI57c|#qTN&O~?F}LZ8fC;77v&!fnhfIsBd1Fm&a?w3(9k(vl zZOl9E!4IYyVnV=8$dl{q!ze$4zRt@yg&`I+;;VV_aE)MR-u&{=vbFj zVTIj};gf}v)pCz_R-gTIeFlQ>pRW{+V+U?@BeivgcL(`7PKuAbfKGS(e(r`JMvjjk z;dvIv?yirG+$~)h?OfV+%t78TDjmvcE1M~XENhn^q2|T$AnYaTQ9xy_>{|A4YPQ_5 zf16ciDv`#;74+1p;XFY8G%zc??Ql}-2)#uS%1w8H_-y;)>HDZwM>2XWGlk`0ke?N+ z>*il@Nezyp=91=IP!Pvutb4ZCg<1DHJMQ!Qs!|Vw^GN%oW86`|S|2}qMM&)qNn+#y zU-e#QW^s%hr{zKnN)>Whj+4Jhf3ChkdYaZ&c4?v25B3BN6bozhq3t72lrp_G4pDR$ zqHsjr=yuhJGF_l|m-DXIS=>0sK#zcNJmjKG%?zpMUp3;0SMHr|m)to;@3L~hziXfP zejdm`!5p&+Bd1Xb_NZ1`uK?tNHuG0QpO-Ym6sJSlOAK!Q2rIK>&A2Q72vx85TbB3qKbO!M46X4V4wt#%qe=yR`}XAPTYEOy?vjN1qzVZF zHPc$Xyw2^iJU&P5TtFizrCFx(p{Fx4CpJGcUwkH3Ss1q$hEg#PHNN5AHDt?7xK)K9 zpU8SHRQ7LXBQ9ErltEtO@6lPX#8^iKSe0Rf zv9$5>#X24Kj>rkW3Lg^p*i{;9WwdAJ zRkek-bsXsv@YV8l>Q}+i^ge*PvCM7rm(o187FYPBt&bpPAVL5EtX@pk4tJTo+LciI zo8yd+#V>bFQ-!&z7lz|c=TO<|aZ=xtbUXm)W?|?=qbRtT63)Gc<`PqHAXKJ@3$zgfszq>s6!x&U;C%^|Y&^sPCC{4^(>d&mV4?b&yV(52UHpZ=DZ1f3lD9+?K zEAjN2nW&9XXCvLEQva~1o{BPeCHjX0b(rdH#3_t4q0w58V6fPqZh#SG_uf~r>K1JY zoo)VZb!(OH+gT>m*^0Zta$4h5QFE}u(ztc*Jo~%9=i-t?2wtcvdIffjDe-xHsQI)Y z68Tt-Tz_&AS5s&HH%*c8t$jY~Xj4KTUby_mPM|*pU|${UxpOJ?Ry;Qt7dBbXV=H*vd zBvR8NRceZhv$!ZU4j`2tY21D+)=ER&4qL?ArS^hQvI=aV<*U?_!2EoUR{6iiRhWvR zD=q@?NiEj_UA{Mqd!qXIT~o%Kr`8i1I<-$cJ_EF%xfZ`;)w{e+SRaW^|a>_0H+E zzz@Hv+n+Vzr#^O`pVKe_qP4(G9^#;3FRXDyUthmo{gPtrk#EV$n|-&pPwDV9&c`pn zfOVMhCG%0PlC1`kf-9BZx<;E70b)Ugq7{yjtuFn#$a*~97Y(a=S{Q%VYN>wM z%y{v6c+}?raUTDjlXjNPo(-nPfl4B?B{no@cm=-N>X{CW(C?jqJ;Hj6-@87zu@!V{ zz!(u9`{n&vzO1*c1Q~2N{8oL0eh+zH-}G}zj(4P4Fj)Upo_{nz4zs|sk!MT0i%&% zd0TYQn?t}*ov2j^JFG$aWyM-sHz!MpY((xJcN1wC5p@9D0!?sCT`jq@%IH!z87KP$ z+fn{SfG5d)A-%%a=C|7P=gmAtx3t%&{BGvi!tp1P+Ozwr^{P=Y+uSaL-mbSEeGa*D z4R1;g*Wg~e8!WlABAH~hnk3odQ}~5b;yzTD_UA=+4U2^m`odbwYcL$qUR&ty_nyt+ z8sBl)+X+T?C~#E{uT9)3z3ljbr@dwqS80Q1Cv%cjJVeh-ZtBr&T4!(G%xzzZy6VXJ zz;5xxHd{CiX^+tP-DH}XEXT{g|aZ*$^cbt$Q;bgG#da)DR&>c5kY zLSWuwngi|#-gL2ROi1IG72Y$IEnee-SCe^}@rONSui@)UvPT+^QUE;{V>2FTHQb;F zlS|TlF#X3@CLA3|n{w1QFJ-*qe0hZZqs>|jyVXnHZBJp6pox4}G$!nZNxB*SfP2N4 z4tni#L@-)Q?AP%>e|3)-Pt;D;@B=62^7xsQ1)wZk$eMnt?Pm`FRXpZM&w7BXwh0>| z?GlGUDx~vuQ&a3tvGZM)vfDb#F54Fqu0GV{ahl|qwYdXE-E4AynCOcr>7Z=!=m$7q z!&N^v9v37yUn`obfJ@U;NI@MI?;<&@iC-D7ONBdZPQ}vw_sR{Je3OVY%=g(S1UhYs9qS2 z{B5La7iL-5)Xl-0VCU{hqzZC!@o%MOxm?}43l|6hK(W`DO|FkWHfiJVISaM;l!i*l zhP%b$InCv|d*ToW}@i zTD1Ddec_;XTI5F?!wj`-M=0ovu1n}?i_&mA+#aEDtFD#toREJXy>*WE_(%CVf8(cl z2S-+)^XmLVn7^Kbo^V4uVtAXsuG)-QL`!^Io7k<|IoBuG^G?~sWquzny=mIZ$LEG@TEYWsJT?>c zH6LoT>tl@#W&Y8?t~<8(KZ9KPHA6jDoqWJzMC9ClsrjN_+%51X@`tMg71S_u1u;iR z*_l5cbIwV$b<0|ex!IiJmIxbE1@Ic<)$UR<=IOcMRz%^snUK_W9mEO_w=V~ z)~A{@l8E;DEj{B!^6Z-NxTx{Q1=i22bz5aSVg8`{EB@~=HBg?lt-?_+#t5`5oy`Zi zIBjBP#izdg+rFV2@%o11^FlWE$esU;1`D`fg41`pTN3=r^hA63*OB|Z#XbzAIe(}w z7gV=4s`fG)9|)OqcB|0d4ladSe!sD6U0&1a+AW-OXX$p8r_9JM&K((@{f2$W)t@F} z87rL1Lh>b|l(eS1g7@j|$S+-e9bs>=Lua^#w zA*T>bLG_j-WGXf_rUwVWz8C>)&1HCtjnG! zt!HjhW(*l=#Y1Aan0ll8j}6N85R$G8#JH)(SFIYA@#`W7ykg|-HgS7Fls75vvEN3V z9{|;J+AG+AUEW)%-ECq$enw+GHi7`Xr+urR+Vy;d$SbI*8yN(WRM?!}pPEoqzLxfg zj2+z35=T`A(J^=t5;4INq|rE6g#01W0J0CpF(2w)-JCenGZ%&h%ceX#D3?Q>!);%E z6dG*E_oA2gq71KdzEGTOw*QLG?AiJ&4;gRkCDX;k3JLfIy-FNlzfOixeG+zoUah-F z_cTG6!u;z9#6{2TW|rRrboOUS)}g|L{rWfLZuZ0S(G8XD@dl76-kBSt(d{hm8kf0# zLxJnDl*jW=yGU_^;<-oL${@Lhj_51>?+wzU)Yzz%*+Web$tVq)z2Y>%Pm*3BQKaKh&dQo8)~@;f^TIb>-EB6% zsobrY+23EF7M@nz%}D3N$v>@7X;JM^u$}2@P15!9HI+)CFD`dqCX-)@#n(!(G&^n=JB#_f-y4VJsPj9;18c(;US*MQ`cG_SG^P+RTvQ91aS~h0wn{BG-Z#KKfR+2M+Mcp%De&G zI_fv8j?q1H+tTUz&Byt26rKg))mVmqw`;|0fn<@xt2)fCPmtSw>~9Y*I2F#=)ugoO&EjhPy;M#c3wm|zJp#Xt|9%<=sZow8z|6m@DWA=vaOTuH(I=-72X;dZ ziu7!OHuq-kQ@9SXym%z9N`te?cXn=ZpB8W(;GuA(U6m<+^GF7M!bVzo1Z#kQw6Q5(Gm)p}Sp_2YU5D(eb9 zIc4hRJo9CuFWo=FU)b$nnVNp;)6d3xq_biBlV`Pk z`?dnCJj~iC{xUBYt8ZD()OzFGqs@f7`bM=+X_-W%{EwLe}?SJpskgWOqcA7wM5ny@%*`u_G{ z-pT1J9k<@~v|G7U`<-TiH*;*o?)_Q!ai~~$ZpY7pox!co&+RBhu}S&Hc@om!1Cd&s z`Q>+vt$>ebb}!r>Yh+ilG~(sJC>&~lEKo<+d+*qbZr#>IM3xK;l45XyI{X|zjPrqp`?V*@qv<7e~hVmN8j9VCv{o;zCc710wPSGQFmZS zLcoP-$&2#!Gxc-Si(yu$clZD*0J^Qw!^3ZF^fR@^ZlnlQ;m^+bL~&U0*qKSeD8xrt z@qR0Frg0zv9AvF!Y`@H2rgQMNr-Av{`QJe)9t!W$JE}B3g2fO;LAZga@QNJVC1ZhV zIIsO3zVAbYKHay|zU$7SI#&QOT|xO=+EqqmX%&;Ix2xYv-g&e^58wkLDlvzNUo9gIWFBI-f6x7oQ&`k^epvQk!d4{ZZJ@Gsmi|UQZ!LQsWP- z=f3I2yYB`R1$ER)a4$`)Zp47ve`2+^d31i&6|2%n z>pb0x;`X=}$9u=1vvr%-YpuO~{J!cN4}3M@_c#5Hh7YR-feRhG+y05&s*y*I&|k6C z0y?O9i$trVsy&gc9TdHIYdl*VTlp(go0Y<+Gyf7h>eif)AmsQxr-jyHCpW=R?!fP5 z2zT%xkFCc5t%4O%dEwiqR&E*3h|`;iw8J#Guupd%%Bt7USl zbuR&3`ApPXW~*;nligBdiAR(s;+xo;i%d8mp32Z#t|udkUPiTgubA zw#Y(vzx^w3hl1awelT_VjO0GSUz1b4Jhl5e*B0}KbpRrF1JFQ4%OXU}6@iHi%I06> z2I-x_`o1W)UqUlH-~lS-!%(8nt?Ak`BfU|u8k6QFw@AxPu4NqytM13Oz~94{Ue{#} z0LSS*_`rsdj`z{R>lOC_de;t%OWd>i^m^3%-UKv<_PN2639ii+iQdoM-*$CdsaJdk zd)hI;&8q1x8Vao3o$0tFZo>vZt86;oXvH={FH#HM$qt|qxkDfg-K7dW{FEahd zU-6HZ)S7X^ztrF4vid`sUkZa#?Wa3yJf?qdRa{YxdX1ycjwg`X=U3c!E3KQ~tC`(O zIMwcl!gwlw7o-qYD77g!obk~oNB*r95&P1{?imR?4{q*ZeEO8D3$DvT|IYNK!r7Wv zOOdP*t$p%b@^8ZE#hZ!P@7$Be<;=^y%o1q-a2W51zypnUmCeAPCk)a88%y|v zGq7U9Z%aRmM~^C|K?42sMXz41GQ&e$N1G6?mS@}Y(4@r&GapnP#UA`x+phbxpY&qXDzI!}Zn_+~{CEOm38bmz3{f=8&eC4o-_cMq(APWgMRE=s26 zRWJ1;N?ykn;Fvb&R&{*3DI4TqNnG|{=CN;1XU-&bI-})cx=lsy%*RD1iF1?Ehnrw6 zuuk@CL@uN%bS6@mR7}p{ z9*Nxr?H*UV-+Jb(a9IB?9v?l=9@zD$BG=S>bGpo6fO%)+08ym%ZH1Spp}y+f%l+H9 z>9ChK)oqWT8@oPCA$rBb@w|V3veVaA55v>RojvY@W@}tm!E~jG6{3H9zuh)6IFF*) zgg&amBqcp6r_SCbPbtQ2wE#QCkvr@^v(?t0_a@N8D=X;rq1+xWi_Fcr4y??(rauwy z+d>~TC1KD6<0>ytA9x0Z9pBOcK%w<=T)2A-v+WAg#aZ}N(bo13?w;p-*Ff*9@JBw7 z+j^XMiu-jM)M_Tb9kc;$EV(sTf}Ckn_Zq+5MP)4@ZWte28d9cF{&7+BiT9Cj?|rhe zdEiYyuF8_V1)>Sb%Oz^D9*?^Fk#_3LzKLwSuUL;eZ%1xOfnj(q){yI%r}^LSJSuwee$&W3qFWJU18SSWFT5=bV&v(}Ten>a zQgL)EN@Yqi=+35V49a;P_wTRacV|a-62^z*?o&Ubo}a!w>im?C+`cHcj$hL#*hO(3 zme7}7pN$P+Np!P``TQE`ELgW@#Vi;#W;B2<#qF8S1L!L7F0PBrc_DSzA4OpR^ILc z2+s@R|0wX_yejP|w6eY`;$>KZztUMhDR+uA0~nEX|jC>e+x4^yi%Z>mQElv zWoag%zL3aXMf1_r17GoT`yT9XDc=g!{zQL1pDu=xquN^taoVT zGsMH|%AD$)(88=c;61WOlPYRVrBK{i4|V^(!CR~=M_)t^9Aq0MAzZRf1TFh*=d@W{_31JcH5)3Y&CEVs(tq1~g2v!}v-*Mu;~h)!wIrcWcu$&g0T4f&Xmtf~B&{r>G7i z9gRIK#qF?nv_P)x%Ts3osqH$_>a2Wanf)!P&u7B|#U$X>=d)dyUpT~KTSa97CY$L2 zIjSv;6E9(4P4TZ70Aii#E#{RsTBz62QuTw_BeO-*S%Z*Ixtr0WwGS(JvHt) ztBuN;Zg0s(D@%Et!dIj7cet1BKYMtAj>f0BC{_Nj`|RuXqAo6$iPE_sM+%B!O_o0FQoj^eBR;)!4x2KvZ6@Lq z8>taY=yybSf3EoGG}#b=Rx0-r_I|rWQh(Ko1dF>-t6TkAlIuBiIJ>c2JH-mx?vHD6 zyPQ9oHyV?&!E;!laEY$dR3!ecq=r`q+BFVDc`OCrsSO)1LN>i2c%_mbQJFI!fP-r% zW{x#ESVmz`UB&uWDaof?@M&8;fRoRTSAT@lUdPy z5$RfZr5)8PppSDD*m;~;2FrBM&xe3f|eU8R`(*FR;RZmx<-9+joB~QLU3kHke}=P z0Se~xHR*GuVTOfR@gTRU>5l!&Ro%m~!4DR5!;+2X(MJR+|DU_-oyyhM6&4UXU9L7v z>;VmmqBAAR>DoU$p?Y{Jj9ol`8FhNhxjmd!TC1gwtX7ZwAkL#};ZPXzKMsJ({nULd z{p1l^%HjfvurDN?a*Us%ofQ&1iwK!tKVA1W4bk&)okrUl;X=8rcQ=_`^gYhrS(w{X z3no-Z8+7vWxN7avjLx#XT6YEs8NZZW_tSYRb9fb?ul{hlO-jXd=*kb?{mUnJ=aH{s z?hDAZylXwZ08|}py1XA9OOIYwVeUf+qq4g_SN3*=(z{z&s0!7yW51^SO|xHyT~pU? zu`E@a=i#93PxoWG)nkWti5H<@NUF&Cy_8>)(;yNiOpZTHHKV`a-DU@t%!FsS`LoI!ULae$>(Lg zR}pfKA4VO_ZWPJr$5%~=N%=zQdH38IE$j|m^+8>kV*74$ta;EI%j~;ptF4!sfk&e` ztZQ27?-G=%2n$|mu_@RS@4fwv=yX9fW-!dqjU!l|_l3rv?xR(IYTPvGo3IT#lS3YX zX=`@roGgm#2)Ar8pHNUW&8#1QqL$dDG1#pt%S?efQs3tgsEJ1|bMNIO`ssHhd^0{V z5_W2jM`il_`4ZQqhp|ss*$ni7ShBO8)Z>#9{WD(qP3v)Zl)v476rG8>sbCa_uLV&` zGDIbWs1O>2C>cr_8`$@M)_KkioV_>o|7(5U`|9x-9@*GLu8T8nT!p&e^z*6g24k?D zkchJ}H@fI-@yP&o621xd7^dwVPf?lEnXEDY`lt5NNgkZ97;C)vYAFZ=z0|%EuF1#l zSe~4~W;pjZ%&LW`{|z%*+BGkfY8Pm-(H`eGwmdft{Yv0-Up`#?Y!Z#7?YF|bwqB3> zE567>Q2!HKEjsK9uN7ul0|0q**LnMWYWgkhspyM=eyox0YHj?+B|6aF$OF1H;rW+e zHP0tYkL9D_q=(`L=K*2BU$`UdHpz^|ua+I0Rs({}+5i4rjU--Ko>zC%ST#EMYV1@nfJtShdc`i2t zXTC2g#W~VBH!Ez2mx|*rvpY1*=`uH?-7yfbPNm70dUQCuRQ-a%YECp~@7LWO*ZP~h z4cK1}`z=O~4bWWpT#BhBQgATvQ;qAEir3W2=pwjDAkCi|+i19hp29-pOzpzfJz*zv*1YvLezl%FWHZGM73^>(GmZ^!<(QtYbnFgLgv+|cUuG=bEHO{^OeIkec}H2T`Z ziNmV6YvlGbeqnb?7qsBe<}}KUjCVK}*Ymk!Uay3%mvRSoIb@=zGrSa&&s5f$+|CGA z$R3NQ*B6pWOZ$Z7Z%Xv6`Lzy)=)jz)(+k zoEn60cVpJb`M7BqhpsHzSz%QdMt#Qu*oZsnqYFi$|3c~_J)k5qZg3!sM;iIsOgNXK z<)(e#8@pl5791%%Re-M%U`_TyhihBeWMMb+O&y03VYh(Vg~hhYi(p z!!+;B>^!(kwvFNZ_32hY;IzD4d#(7^RRItXOEz6uEeA=yI#`<5!*o=ZF85~Dd`e@M zJeq4KcGAwZyxSkwfC8MfeDz4J1n+NeLW?+#L`5 zN!P{4^w;kX(^EJ_RrUnDY4)OR5I{Ux_5nBGij#VCi9kjL`W&Tqxhgb)B-$%EK2E$^ zzu%#BWP|2F6onwinW%fd+xs;!-0s@uyc(Qq?lsqTN^xjlN>O_@^ahNx|DJUAg>uHF z+Q0|WBF3ukza5q50|6 zPI!WCI{E9War3`S;cs_)3VGBKJO0ICKyd&O^PH!d_0ei8&D@Rk`g^9o;r@HA*xGz{ zZZL=2#va1(>$0%%a9n`q<;*9-rO@X}D5lO9Uk~c+ictD({_f1+FItMMQ`bKgG1d<$ zsfZK&Lf4+S5*jUftVMK1U5V4@V>z9gSJ&Uw6{;zD7PJWE2WYD&__+Ly#@P^Rqn_fO z)ctPQt`+5Nekw=hota-9&^oojDf0%D$$qoMe{MT4BN@a>9wC%oeyN8m2mje&^U+s# zWvW|MDWoCq_mxo$P1xNCaLmyk4`Y=U?zWoy28c9%fHBxo_o@k*xf(1NuFWWrS=d_r1*S|AL?y(c^8EFE)-vR$LOc zii`rdK|Hk8TSc34rr-K?0~lPUl|+CzhgchS{tlS1Iu7W=>p|1nkqpj7Wc5-03PsRl zQgc^a@XmS7ZhC0`O-@A9b2RX_R!6zyZ6(Rh?&c$q8wlpXwebEx{WT&8U}_(AaW62p z-r=hag&-p{t4lm`+XN0(G3Mwp$~>Tnlzj5Q|m9-*_&3mI82u^ zgrKU;Uwtpc)g@DVLcb#}SMFNncr6S4tA{RHukv6S_~yBKmLKcW{zvKEIwR2s{OJQ5 ztqs?Yeg$Ck-G)Cu+fZiFhgz2dS>;1bd{F3h^Ni9X2aR7?w9IK8!^CR><&d11w9)ZN`4><{V(5lS|O!--eGwYWZe z)k0PLDChJkmQs4=80n#>cjkjhLty7O{EM-6yHg;X9;5tzD|J+l&Iq4wGwkNeEnN2B z-GdIgW)vTmn5&+P``B5h3Z?ylZigTTbM_*lH_x}@fY^iT8IJx;v}KDuH-hcj1MBY? zwdR>FC~J*kXT9J2PCui}o7^=i4zWSyBfU2^CO**qbbJve&ZL0Xx^#}$K(9rfpFMTi z#EivDoK2=JOJptl#y59Kk<5>KPBKjwYo)Uu-pyiKZ-4MUPjZEzd72ph8GSf^w6MF? zf=b+Z#}2ix?AFWqss@7A6!`C#;;4LX3AK9hM#C_sc{NQ*G^oqsZ{O!1THzc66Pgcn z15=~HSlq&3zc*`c^IT%g!P1E@8q#UfSAqGH?pqMxMcx8&cp_0B`D+bI#cSPM{KWd< zDxY!DS+C{4>1hh>E&M@Y?PFMUcss?~HA6p7UpoHp2TWFAg$*&B|T+Zc5P zvt+7nOABV<>92Cr`@LQ1-q9vkR)5ih8>rDhjkV<6_^BlMV^7Zz0R;CDg@HZG^35#P z)$J>UxXFxrpjYQ4E5iE77=_DG%pn@^091|JrqSg21afI6Kc*i|pTZ+=IT+=itY??hgnFBK?}dIAeNsjAGLcI2W!1nhhbi zOIE?_(dlj_ZC+cmUwB#E??U}pt6ML$zg(Yy5kC-% zv)7fnV2i~#)wbhVUrlg@IYxM`OFrUdIqY+>dc)EU@H=iOu zX~|Bcs>20v$>&xYvFwTsDXaV&D(Tgrw7+HQuagbxwK*ia50>3tc(-196{zjzAFW#{8_$Hz?Mzz29NO2eftW93%08K3iY@}KfzdxqU z(%h9?8DvRaZk5i%|BGc2r$_bO`qYC$)7TNHrKash90nr47zK zqfr?sW>mXs{VG^+(%;qA zb?M+?@KYrvRxh*~rVhMOAfu>JlWeCODXd-QTm84OX$8kOjgX92I;@RF7*;ozIt_AB zdsI69Cg+ZxgA#KU{rusQg2To2c7FFJ_101N0dKKC3tz*#=&LrAj%JSeVhXo-P@-6s>`&dW$9jU{(P{0qgoAI<)3+{`Hsr? z)NHlx%C|h66nyUot7Z3F>}A01CO0bl(7hvsPZyQck!F{(d`P6Ltd7tjzN%j>@px*S zerFv5_sB`>zqaT0K4|g6)M+10|WPt|%9c(I4%^+Otk7-Er zTO(4g{rh_L!X`vo$c^6?UT&i^q*B-(qn~oY%=*5ksvSGf`fym;JPKVNAfty*Stjlk z7eDPj0#seR_I3Fje7hOd>VWsb=#-cDK{_$+Q-MSIPXn>{D6)Zl?mj&?gSi0{7Y>`O7A8& zy^iinZ_LNES!@(xQLJlOuGgxDHZx^mZDb8HxA)Be(8E2^>~m+6ZSN}7OuCaBQj2EetcMiU z1+LG)044BVGY~D@3!CTRDU{Vtb6OW02i=DB{F6Mi-bS;*S4a|^%sHyuUc9X+SqH5q zJx84in%1mWpeA|DeKgwk+1!tezmkPa4&i0k*p74G`|zN0bmCT{%dH$k!m$^v$s|sH zu3NF@MQXr@vvj5;av{;qYm&JBjSkW_!fSi~@80lx-TQmWnKv2g!+esF?4x20k;WS7 zbj<6z&bV7dow>g*M~?DzykZz}Hm+1AjEvtb9+4MuofJhMecm?4A{%a^bl9&{kW{P__9a8y#0%Ii!~KR*IF;_Py8FwI?y4F zq@NB^N|TaE?FU=2dwe3x$%nf_RexofQKQxk+N)M=kyj`=J1wbRj^olsTCY%}_ZMC2 z{OzhdAldaMcC+N#&?oZhcUDF`J6u?AEP!7?K|f8myxrmoi6z|fs01IfU2vSXt}P>| z2z}Zargfq}$Bpq=FZPIRgSUhozofp-FKbhUW%z+|!Fr~?#=urDUS9nzF&wnJ#mjs4 z9tHDnq4do=wBZXOHd!+Qmehh?e>a+fc5+iEC`BHGeBqZyvrl}WyNhYzrG~2(yzeOU z6*b~6DN^!sFiVdQ*w^t%eoWIt4aMz312*5C@ZH?>_Ew-fNb%vM@k0baevEC(4@Ov6 zAIu#gWw#}g%rCret4nA#HElt9HNEamsvOOBsl#ryRn$CqIifQ}Syk)_*GVTVrtGxi3Ir*5sAJx@`F#ej@avZiZUhM#18or zq1e0EZc2j}=%Y-Z7(X|$jg_~9y8T03Q?=RvFWMzR)a`oSv2^WAjz2Avee1K<> zW|8D|GZ`tea@hlWTlw5^qf(;Re%xCi-3NFy+3QcO<=clck{z=~Q4j0a{4;8r^#S0P z*6TOur-NrbUThoKA^1xp`8kivk6v4sn<4G!Yjv)V2}EYO>SI*-eQ(VJrsU@Db#Ju^ zvTjYIyfb*bhEja4z5As@chxg)>W?qaX1rz4`%|AkZob=J@YxX?qIex$dqT_0hEbg| z*YDT0cj<@Z1A;$)+0Jf}htUHus&4&ef5r6u33@5N>DoXSvxg;5J4=INS`H`FyE*O$ z75xRM^(%L`sqWSBq`Q&jp}ade0B9VrkEIQs@dF@BDUWLr=I=z`WpDSl^7^UD?X+g9 zw}7d|dvi%EWBky?M;NyLiNdYc#?HhB{swrV`m(d?TAEBT z&MF(ra-XL#Zrw_%B#BM zA1PyR59f)g!YfU3KqN2VB@k||fDi@P%F6&KCQB`0tzsS?QS)T7`N>8)OWpky6=tPx zl}!QxuK$Ec9z8-v0_L9u!m+)IaBM7qa3 zErgrjgca4qvJS!$qIAKTVhC|1)IYdyZ@a_Xc1&Cz&&u5%Eyiq^n$K>Y+@5Ikz0a@s z3$0x2zsb9Q_LJ3I530aiSscgT)_XC{zoUm-6EIMuu3FDGPuSDznW8IsQ^WvlWaTn) zD1w5gznKH=EBH@KE@hU-bouEEXX1|YwmE(^qa_;; zn4n#>_PR1**Q=BIo{mfEa)|)D|3>+DxieO}%J(|t;5`4gt#T zc?#Y0hl-H-+yzndNN}q!#P+|(6tI3P12&3=Fx;(ou}#)Bv9~{I?Z3xgEz)ER@2)m> zYjHnd;9y?A&vs&i$D?6rxH4rv{i})XT^5_4vrVnnzvLcaMeaaDTHT!=`@s%+XkJfA zsoaLux7lWOzI$EiB4nS>T>Cqftj>NyY|%WcAA4Zw7!vQkKhX$b>7%XW6HM6N8RI$! z5N0cUst>!tnh+61uynVO-+RsF;sD0P#dFo)wLZAMR6Bp`*Ut*JAz~JvWMxoJUk!Qn zq={`vudA!$6?jwd7SPs(KQ{FISFk>6m;}_sG(DU`x5F<2vj8QS(N=nIZ$(+|lHtis zzGFR_PhK0n=$$&wXL@sljL(V_8Q<5&hCqrQB|1g+mAR<1@V?$#&cn4HRgKaj;h7E2 z>hS(K&F@Q^+nz>AgW3^uR?Pvg?Wl5%33vOxr*G$jTjgMF@!HqhHIFB}vOaa&>Eb5g z2iMO=uU%zPd3HCuh%eTOh~5VkwhCBQq~xHSF-8sO<0^~HYG z9LZk+8j#1{iWv5e&&6jj;h)PV+mL-xdS(;mlN@8AUDo#7MgBVR#kqI*3uyTOKd6LU54G}jZaJmuS}3%$OY7!O&F8VS+bEQe zXz7rftW|S8X`1<%Kq5%Hsg+k=5Q27wo8MQgseHg7x1e9lSJdS~yl?*2>n>K!eUSdC zzw`T1x`8J!gll;@-d#5>#m>7mOoE59fB)NZ;UKAFQ0s@y_ zUHMd@3T_s5pEMi}%~g}42L9o}bc(6#cDhaj`$%oj;5ZXg( zf7?4DF+DohD9KU&Tf^nvXR?EJuXuNR<;64IT~(sW!@hPRJpIG?=j=_zGHXW@W(io3 zJ-uh4RrqW^Ju>)MEq1;E76)5&o9c4-g3s~}UIJ!++jw4@UjoTuu_I0qYUby>#h-@C z`>ah4s5k$8eNL(4@e9kIj?jIMp5#w|^zP^U^=IY!>(u2Nd!FU_y9?Xo@AP|O)1BWd zucKyDuMMkow}zbDGp~Pl$IEi6hGFr5dYYg_hE;smPu;>rm8dC&OM^zcpY6DM>&9p5 z#uyfuHP3$J4UumuwQnn^kH$i_>8|+OU?JtBv5Q`2=P@G<_`hc5(rtX_#r@|2);QwJ z7S0TcLuI|STy0r6sg)Z2in;sF`B5gmW?lAM{?2$!k50a^2X38zJpo9uXH zl-zD{bVJzvi;afos2nf!6YQo2Veb3fwYD>;h~^(1FDWB6^l>~hgJ1y{KN6((Jv@{x>L_FY$J4e+O}gvB-g+;X zs-ec=$l#)fsFYvy7-M{r=Xuk0_L{0y~rEa&x=K~Gmp4G-G**nXKq`qMo)?GHoL zs4#ERkTqI8H7^SemO)}_F+*+bzCNa2_XR4DOgSC~$8pD*MY=>7=@HW@Z_h1=+1`Gu z(-IDJlesbV=F1{}kY5VtnZ^EWBEOOsNxm9Pj~Xe(y}b1L4KrT6-w zm*32cBttfKE6w%I@Rz<SqXr~U?Yd|z*DoB+{*L=vx~X0{9b~V{Y|j`V=79AX zQ}93OmM}(2lb<*|Y|sSnS-N%C^W2NsrM>RjHMGuW=&-C3-|K~HNs5RjIBVZq$kC|v zGdE#>?eI^Ma>M&OkXQS;asm8D<{9x0riWz7OK}&PHuPon90_$o6U)x1yK0Ks%L9FV zbbZXHJH2a;4i7I5KK=amJv8RCc=G5Y!(jJKE}IqS&?vogCURNXoc_4Qb~ddMkHpD`|3uiG6B6RCab$hY)RIeF9DHoKRg4|QFxjMlnR*6SEg z-cx^XeLncN^Xs(2=dpD>M(?619kvOZR3l%r`KH>=VtS(oSC4>9=)up+Z#&AR=8OfS9jXR)C?T%>pB zN{C`ZU^0RP)ai{BC)g{Tjt9@J53BRB(s&E@odH&&;I-$IbS0hn)HSfLXiu%mL4P34ff3eG{%SGb+ zGT5(`XWkxS&%fSpi5~aZBH$oM^GE5c!?=eR6&r5N=DX`Khx(wH9~C&!Guy)H$-9~vidW**y5hW~x2HW<}lL*qA1 zm^{Z&i=AU3cvI^{nq-x3VW6&vWXyJdyxuOKM;|&Uq`THP_?(u1EozAulkNznoez3A zXC`|23gvb?qD5B>xv_qgE7ykb&<@2$`;6UlD?w`%4-b2gf3{2GUFw~Wd;U^_;gXrD z!XOo@_&#alGvy|&b1D%IPT_hI=$t(+nOtz9?RK07lOscNGnU$FGb zbX9C)FX4lJ?VNN~YO}$Dzws{H(6#N$id!qTuz}7=hawAH^yd`bw;ozIsuN_r@7IE( zKYrmrh)I3R8eMuv`BF(q+Uy@DFgM=?Br9Qno@m|foPECew+pQ|+F!1kzq+?vVT;1m zt*fh!c-%@z`YNpRF4MuC+PD_7i%6Y-dSRFsv-@elhUQN7V&qqWbP zfn5`PeR6~A`%$|jojWk5RVuHUIj8V>0=@Xyh|XTU`2*ZkRMj@dL_L}8a$}CPEy#jS z<7oQH_0aWT;WbLdM|GsM3fvPwnRbW!Sd~LdGX%Nv7@Et(=DhaUQv09#ro7TfIkvykodt3f?3!htw9>>t^MO&|}_vT<>`}9x7xQFcs8Vw3lqU%pM&i@c;=mR$N4W(qdKX z9V!hHT#jS5{KqhlAri8FH-5A!s@%=;iQ%;Gn`)~hbn6$8vX9pNqk2!<(e7n_Omi!G zoFi|8b>&Xq%x2j>oa&E5?amN`ig)xKX(iv#$w6R(bCS?k%jMm{NC@Fz&4K(T8(iFs z7Qbn6T7ZxOxY@Vf7)CDjLVkNGzShzym(o&UmXbsp)T#z<$R}pDn}_RW{-@*aaA%`6 z8z3-)7PGb1L!LSM>9(W8?rkba#3+aSjc0GMS-E4RP4;?Rf1zZphbfeeLcLm$?yhO7 z*p1kl6%BHXMjk^WAbl>lQ>llSJNT+4H`~l^IU;%%{JTAwH|0-Q`0*^az+YMo3w+1r z@sVflcQh5#O55>z-F9oW=-c0GU|n)t9{JA4Nl+*^5`W!4AJ=jxmvRL{I-Eb&Cir%j zMHJT51G|@#_VTn>=%0!8oRWvLA{78wLhP^Kn_!j`MXRnd_24Io%;m4EP=ju z7a3=Ecv-Udf_(xsPMgVD#gg@7Lp>-@H5|P(T@v3{14Mv&@oiO1&im#>o7tU_ow9^&wB;%e~-||PY z_({s|;(4ma4`XP?x0@!fDk*S(#O3+CQo75q5lfHlzzB=b9o1KU{%$0)Qom4gGd-K< z_wV{PA~q|ysOkK|=VP4P;KPreJijw2^Q~uOeX_UAZ&a%^0AIFP=xe($+jMdRBL>EO zrB@$G2w0TrEIClR;kNV!XeqlYX+T#aQoRr{u5lsG~5olH3QJAXsZ|IrU%nQr^@591b@z)kDZ$)YIstvHsLa0~mCCVmhlXXS&y~NMMu7s(zYwCf=_R=*k(bt7 zoS2FPHeKfQWdkE>q_$vhkAAM<;Do${L8h)tD0nU-2iw4BwXpX7&^QgBqi_Qu;xLmYPp?^r8El$1Uv z%NHnhn{-E$;KWnLVxnIDx-&_+&`o26EMexu*J-R*E=(I_;KZ+m{%X8$23={tDz5_j zE2-9DQk_e2!5XA3NfG(5epv73v*f(%3pb9Erfh+4LnvVV{;YTW!+5CS4j@O=9oR0v zPnr(bR5^~HDzaSipI-TD+c3C`Ug)VKGG1LA#>-$1E_tck>%bWC`=VVY-grF^xFA6M zWSw!Y@n|g;&W5P9#FDzR-b-oS5h-0Y%ah?~-#XL39!dPcso)b1*WDViOa3>f!C}ca zHo_4gG80E(A&F2xi@jT|a@%m|+i9I}FxZL9NGa10F7em_)I_o#ISh{0dSc)tb9~sr zc0DDjdkbGyyVuO&s*PZ**S#(3EtsW>~$+YaN4fVH{3ZoGfp5tyy2L`~k7QS!*Hr7bBjjBKln2zAWd%9QXTiYJ-(^ z=8sZkT?aGp?4Y>8!@A7IC^5b|6+H0(NDYRfYp0r)LK5|Y0Y4PoA#=VK!J6b&^ zTt&$ew3f>cf>TS*M5Lef^<`A+)nxqa+Ky6KIhH)YX4`e|Vu;SCYy&c?H?xW97(-4H zw3aP|nG(d{iZG`i^vl=1z900e9Vk**W|w^B^=!V4tkuA!vV*k37zWJ^glQl`rE2~B zPA=TIx1F_}p`1RyaoN>BNNGAd^6N%SHygVnW85T04hELp?)zKc< z%^vS7ll-b4ny>ZM+YH*?%W+yo>$dIx=o+?3eJ?j{zh%IB?#7^NA?sd$+2aKPjs%gMPj;@PAiOTI!W% zmR^kDDOFy~(f7bPLVoq+ztZXVSV0f>Zs8d--if1-atzg`{p4NQ-M;Q97pJ2X%NvjK zNQo=!sk+xKd0x60<>sHk)VLb+aY2Du*3SAk`qK8-Tbu^8HKG2r`2XZqrMJ^NjdJ_r zL#>p&Q6BFw+E>HcozL<620qd+*51?E7%*)#+w0tI<(PFFtkL1AgIY)y-dbFWR9sts zta@pJn@x7qgpBtvgc1b{<&(eng+`&U|86cZ>q`%$BRM07)_s^=7WH^F9jf(Xhv;-$ zjD6|`j$D_Y7lh@HEk@q8B?kmcP|4P>KbtW(p>XaOhjV&kBR+Z`b{Ho&4JLwPuok48Womnk zs`kjfvO7ZUEMxAQy`}90n0h_uF%|N4w^zw(H>ObUM(yDo(yeE(w+voGebR5;&Qeo? zSKQM$EQYQ6haIepd%l{0u_^R|cD_FjgL(HIbV5f5-_9Tm95bFJ*?Wa<73#5xuqodq zI7Pg_9STmutnG2r9$op#v z%&CI!SMg`Fz3f^wX*CUGCy4s>}fdQcA2OyTYj7f&l8o{xv+#5;Q^yrbi%wA^ue2!q?J z*cW$hM|wW$_x-w()bhJU0MKX{9*G<2P1XDqd5_-AmDyet zfxw=`XXh}wj&>dGKCIpL-+QsX?rqF{SJt+oP<`Gf55ObMVQwF;MAF~QE5LHZ+1kq+ z``ve=BOOdj9&f+%Qu0^Dxgn}rJ8LT$3#@P~R?U*y2ME(uEc2}?k*ifM%K?FsGC;Y{ z4V0|ZZ5xf-i7OYnKBA#GpZOb|q1%)jF|1)XJ@ zmHj5M^{X}Mr2T+#&Q0j-bIOlL4P|_5(dn$`!(6?(v4omMsA*6zt6e52_?@}9d{#0& z*B=*y`a?0)SJ~Q`7oO|t&_@SGYMvN>vySsl;($=Di?WeSAu=8eBQlg@cqkVT}l^?+Y~~>zok_pM>m?6o}qSG&L6AFTQ~D{NBD}f=tI>&eaxcH=!G2wZDZr(#ZCoXsUy$P&c6e>mi2|ncz7na!m|c)EVwOL9HFdEEwS6T?^-Bn#)Z?P0A^wQ&pr5f&S(_EU z3pFn3oh-UayD*2ah0*A9ttKhel$G8Lt%v;7t7>W|Tz(GxgIb|qt@Tl0?zDuJn-GOj z!AUvXhO2gU4G5SRNWO^X zKS*lxE!_5#+)B0{{5h;)?Z+58U3!7(-D_a-MzeM#Q21XFV9tr^=kx&;gZtJO^LqTD zJAGUH;-i;(E$->!FJL^`&F=K{Uc^A1D~u9;fxOpi?B0fCI@fUyT#Ya0=eUr}X9G#O z*0K3O%FU}!{purA9^4VbR-^9O?9gs{!tanwoD-iW@48m>W`5Gz<@T1P3p1q{j$&?# z?|~WdZ6`KEHa|#F+n1AG;bV^P50o#tH3rT>94UxK)|}=EH-~Pq!s+j^Z-mHrR~ocO zEdtyT++ThsGWC(R8LREoi;3skh1t!eb$-@ zXgkEqU%Pf5B6d<X zN=UVEyz(rSZybyQ#&bDl$atU2Yn@*zKXyuPw_Jq7@!&yeOt0+&Z#J&0mu;H4C+J`? zX=%dfphLqnM%i`2pg0IGfv>P-fw7d*39uBCJxeXcWHgM=q1|UbjUc}J-j&`dgR2O5fZ}W@1wudZB7p1 zZlTPH(%iZ@e>hq;L@DAmbAJ?i`mX%pJwfB#NTC--{flFU*fbJSvSarrDF% z`D-2AL+5MvTg_pElbby?t}T#ALf4h|mr}2ld%fUUv+kGjaF+e@wqN_ zVvRBDPq6&SdG<98w}s8{(x^h$f^{p`Pn2C=UL%O>=dA=AnxMLT6$^9}M(QmHcA?=91%t)IfrvDmx2q2{S23sMYP|Fcso)m6~2 zx9`THh!Eqqz2Q{==KuqIPvzSB-x5K0Lrmiag~eq!5=&ielP&xU$5Hkd87DrBpbMj1 ztH3VXXmc&G)ys`sPNt$&T}dwT1J9rP9WEz1v0NB=hgxy)cuX$R;MqZHZ{f3?pUAz(@Tr0zzd=)6{cm#&KPu^KV#VnTI`vuyea(7YE6d&a>X<#jz8 z{rJ@h$@2jWRG(6!t@nbImd|3FAPVoQ?F=B|-6Uuu$rTKupFga z_$Ml$Rgg`CXm3EiBQD4j;s&41Q%{z^>O=4dU4xsapF0K)COQi@U;P~T-Qj#c9pP5i z9v#(BqjIuG)KTfa;hy7h&~li04RzKoUH#h207dfdyLuqDg@nx|dFaX8_U|2^7S^Kh z+;b>-Hx}XhytvTITNnv6NLgn7!Q&?-RL5Z{4A&7f4PUfZuuYrk(J zYhpm%`FCi8d3hZX#<|_`SNY)_=7#79M2LgbLL-POf<_!0&12RcR9AO*zUcr;@jjn# z_kAp{AEjmbXianTi?R6bvg$UToRJZ`-^F)D9n7#B18=E88RVQ*>+fK$&sqMZVzt|8 z@HECmWg$Cm#W><DP%3{h-;zTmkmvMt zo4+1m8*yxQFPqmdUvID};~G(Cw(-i}m9PDJD(nO9{q-Z>?=SAbh>rgJo6HCLpWdr- z=h>4xpP%`jtemUIJaKpx*B9zr%X4E_I*6EyKQE_Bt^tOf+Az5aT}>kU)6~(Y9u!`e zoBO=>Xq+VSFe!T#cq^^BkHJkIalSp8&o=FOD-?fvw5j$$FXW~UK&lqEI}XuC*yl#^ ziJ`Gnz>4qDJpmw&N^-02B8vwEbGhi^jE zfcQJB1|7C^h7IQUCOb1g??W$d#A2}JYv-lJh1M$Vj@TbuE-V73#8E)e{=kk?S^GeT;i28?6OqF0AuL)@%^5OK+M|X zB4Auw0FL~l?_Kk+@TBfth%~W{=h^K#(?`_j_HOaI4*dbeSLwR%FPgW$Fdw|i-y2BC z7??+&bA@Z8w7IwP7ozhn%2MOi<&go{c)>0YAu*y>ozRCcsjX{gV)1I{w(HaEA4O;0 zZz>yw;m=}7#)L9NNre(gD$;}uQAupy|E%-(JN(YswtAkm?)$o^)nQU}k_L(hg)fte zYqo`B!^`-Q!4u8RGCwq5NxR_-VoO%Zsz1*8ZUZizlFnxK>D6c7KVjL!qMcRjL(L=SH}@mGiK91SU_R8# z@UyBgbOJ1Vra2^)M=>hB-Y39ZYFGm9*~%C*0F5_D%P$^3Ea#P(ZUAc^A2qL7gRny> zK3afoE3yOVMJx@giM&!28~;g@x4mZSOrf|RtaZemYYVhtU_v=In^_l}RF@6D`4Hgkg$l$UE?a@?mFzaN z(XWK78|!a?($p8nTq=YVD@VOYUb7 z5sA~G5Fcr-y@Vi&Ez0)=jK^k&ZZ5YiT4Sc=!jkp4D?mrM9B)|uITFB~I&HTJq=LOH(>WC4tREr1&=Vu%&{|?M~(MWkXPI$ zFk`4LEGnA1-BQ(Z?Np92cbzoeap`^mb9H(KH)s6UNxyhw{FpUrn`GYGK7`tFwGQ9J z$#uVw$lZ*PPRAse60lv=yZ3I{e>KZ_k!=lFM%W0fQVJ-JSgfmkJNThkVq0noUc+rv z$~77}Xgr>6_R_!M(A>G99m{4I(ALg}2RSK$*&Pg0O^+L8{yEPQsDN&D zVe03Pv69Q83AeMK>+jOKR}P|WJN8^BMLRdu9dWgV^dV44;PHm+96Jpkb?30w?O#@C z$Hdbn#5<*ad%uR7W<4KaW)p@aznrw*kGDLpl-{)TUSF81MRgkbFjk}EYjhcs!(JhO z6+gv<4e0yIof(=P?l{2k+;F5Fypz(_HK#(*PC>>8R_4z&X}tjeyq|9E51>m}j{BQE z8t214_#4*(hlgiFPfZJ7i|8(T7>7?fqy8}R{w`ua|07duJI95|?|UPydorJwa`-z+ zu5gXWzjFQk8~35@)Bz917%n%f*`_>sEho;{@skvu&2DRjuG|jW8TmtnT;5@Ervjos)kL-HK_wwMUX31GDmcoKS6{ae`fzae z?zKI3<1aP`%rmPH`)Rkc^?fdkkKfUS*EhvzgiJ=_Cv53%<9U1kJ>dhXHeY4p@??7@ zf=9}Y=ed?>9`&Jr(QDruOeY1t*`S*BW?`07%f4Q&2ER6^*};P)-2>uMi?JAk*7h=M z7Lx#m+JF{gK4diRpEmX=cTlk+jk?C1Th!Y;a>di%o+^Co@=2p0Xh&h<*;K|P>ZLDXq% zeP4d}|KlqA{Sf%k!^n(4-q2_d%%_#Sve#?#tJNwk5iBKMgC3*iJxWWh;*=Sn)@MF{ zd)s7n2A=>q$gotp@k;UXX$tw?xE7+6P_}5#_L^!Wcfc-*vk{zgpC?VYn`+6K2l;jOCKp9!RtC@Hr* zP_;ICp5D^Jlx!#>Bar7@kPg2x*X)L9fl~9>UuDeI_4@BT*a%I2vF;f6Dtf9E8}a~} zl&e#zYhHqE-~Ea+tGE}f>R?+gVNd^Y2&FMf=o7nml}jWt8vj?TtV&@oI$i5c-Hr;M z>+za&>=7+bTHV}nh>ZPHC9d=3>$)bIe|*d*$>)R&TIcf$`o}M($CAmnW2}>2ltD#F zD!pJ{9tY58u3i_ynD{-0?-Tl>19h87B%MQ8pDH=_Og{Se5+CbHf3?F7_BNsc7>uDh z>NQWE(Ht*Vmr&8<2ppbXiQ?yv#cw*PGc{%U)mu;UNC-WP4IY!7@gk$@!BSeBc}K_k|f~d$a0^QnvhsE4PiFgS%HLUy!?*^_oK%=WBgodAGptPBM#EH2)~0T;l)_bpw-*65y?QDX+-+!MMir$H~!c zF=ze_CMfMwuK;P7;rq&?8EMg&GK^+=1)&7*OAdfgY{$8J|?TrqMPk9Y0*G94EkMLNv}-XwWiE3W^Fz)cpxL3W``@ZYcoZg(Xn zfAdxgUfJ5kyV%9a>%>wZO})_L@mBm9kC@#y=N4!7pcJa<0HwqmOtxk z@a>B=|^zArMH?=)fVILoQJwYZtjMN&l!8BGuYx#Cxm1BRc_UykdS&7U|lV|&dP34@7 zodq>dhfvIZJC)8X`*tTC`%_Lo-m=)`n#WB`iVS126~RVNNGD;@6#IY9`05^*P1gTI zQ$-hF74NU`NlIO0^36Hb;9j_FPVshoIW#u%tb~Bs&k0(7JDGb_zYl}7uyGAq#(gK% z$_u5%aSvl44#5F5dX)w{Ak@|L(E^)xPuLw`v@NN(yzH*YtM{q9_UIxMx%`jc{Rzm1 zs6_4-sr2A@Ulopr6^<0aUqU9-L?4h$DL%I9^Q(IrFUivV>H0#+WSZaA!4HJPupwHN zs4%5UAI%gBb#+oA-rA^?d`y1mjmBN=2y8Q>j|fCZ9!zr$j$X2b<1|-ijy($9|1IQ4 ztGPi7HglreqYZtoV*xaJ)+;UTQpti_2l>XNzjF?)vt%XLb9QuNsG7v&34DLn!tax1 zv~*ZHGOVQTNAcxnDKO`k#|u<+Yq0dajOxw$fb9+w zII8e~DZ}Kzwf|=4tv{?3#7j>ReJ&9O7blJNODdmj3g*?Wc=RZI$bdAj` z7U4b90Yy(>i0OJjgxgiT%_$|ar)k7wY;%7cz0teO&pg0i;E84DFFv+#p2u- z%j9Y8$MwZ|a&hTA*8Jv*^j~}aVPdzm!Yy@A-k2UXgEV#oIW>Tu>_Ywp9KY14VCDn> zp@sdZwg1cpFaqbKYya|{jtO=BnPo@rH?MP@-{_jMeOP@fIC!VtLyEW*JsXU+e<2eZ zL`s(q+Hi=I68dpSpslXXoQ9Nw&%D-C#kOYtsdzQ&7lEHMT#i%ZWA>0)o)}(Mxpr+* z8_JhHR^S^QW5!{(?-AJ7#SV6S+z}s)K5#IAqN%z#UOj5H-;eLl ziPLe)z^AL;>hS!VUg;Tiy$nIIHfAc_dHpqFxA-nT$d0rmI$%iqt2<}Sl@PKPjK6u9 z1GCQj_|!bDkxl8IrA-Zbnz3Y;PnIX&v^2JFbWY~;VIKW4tYAkn6z5LTowbv$xZ={4 zE>&00(Q{8}wq3l>4}bj$7+9x!K*aj2iboavRVMAec-(e2ejcIcxa)tXJ=%3IR8)&Zx3PpZENg7DXi6 zDYw5^Iv&(CrS_lYxxm3dXLRj(Up;&3?z#9q9`rPl>{~f^C_cS)zH)*Fq>r=t<26OV zfwCCRU^N|X&*6x;`^I8_NUw8q5RtuGr8&sIzaLbVi_HAO!nEm%^o=dyi9qKFU5SNA zAvP>`S;4-PLvHpv9N#Y?fXOQ2ZN14#Qd}Or zA_BAvm4n1x?aAbmtMEEM85Jg6X++h3px}9u_0br=o#f<=4r+*3CIJjw|E_|&Hf>_# zX~`p->d5;^Q;f!K*ne=nBmW!sZH{`P*LW1}K{!%t6@{~nd|tC9U18t|T^pZ*kY0hp zTMXOvRIBvYiwR)RPCn00hM5})Ywk-FtP48=@tZj*x_qz9f2nH86r!8-%@@ zT4ij*&r|zbz0%Qq3t*UEKP;l$B+Gl^t-kp=pBmXDkEwgxjH}01xKR;W7bgEUb@|v3aA4m!URTNF^`(PQ)vJp%#S`j3fX5M`5 z^;gF-C!x{OSM%1iom1MuvKs&J#=?x1zmBIZIK5?Sll$#?CbGLT-3YiB zEKs3UD4yXBPrZSEbL!T<>mg203L$-S2$WDNUuqjjr;HqkdR& z%9;6|Jz>WbeuC8;4~^AJPO3J0B70t6e*1k`?0R|ikis6ZYXRS*p*{D*3(MzMFlV!0 zJwo6sK^+R=$D}YtDaPI1@75hD4XS*=g;?voD%RG@A*6fJ3S&gN*ab-eR?u<;4GjKk z@uQHn0nD()T5Jhb_>0`I?WMnIIF4ooZjQAW8*Kp8RoK ztZfcI>DqN#$i$(rV26JG6W{-tXKVGM-#>4e!0i1(&=bfWN=W39P2Byad5Zf@`GOJU1n}*Bf0fEg=6sTusJwV z{qO%JrwoP7!YERg7AW!f{>@iT<<3dDt^qRHGzuqBe^3=RxA}Ris=5-cs?%EaV+K=;;fr(q($1>UAah__)??n4NC>Y6*bx91hfZXL4cRZ4Z`9Ux@E( zwe0V&Je&)By>KWHqFEzuq7y1&@&te!7dFHL#+^v_@_?ju_UaD8!7ov;=3I(Rr}YN^ zv$ZK;0~GgXVT()q$YWVgjy=$CQP$p4BpXCcAFhGmfOWu2l^A$DPwbI85R_I`|Y4*1@-%_V-$hL(qYmIzl`*nMvdi8uP zh-ABH6`SCmo7_7sq5-fE2KpcWi6P}rb9LS8Pi3f~=!zMp-L^VL3Pj`=W%wZ<3H3GZ zXf`lHE?>7&t2t|Ao!Y&6kFe;;>Bl|q!&@O3o9k!Ruk2wu*{}X?rTOEK3|?TcnE@rD zRM6_5Z5Yq-+?}5tk1)-Pkl_&ckF}ECEe0609%soib|-B^C}&`jqQ<|XeiM`LmBQP_ zD?{RKXPa*ar2Q+zxQ|xacpH1ma#kc7e0SELPKe{!0`*<&4I@`}Z{^U{?wKaC8 z>ACkB}ySzRp7e;SO=zn!rDfKI>;gIgd zjp-7E=B0rt_&@==f?fpgH5TdXlV8lU>{ZBGQO9Tj4TU_2?`8~j`nuwI>EFFtUJr+4 z|1@4Sr*^mS+MIBr{ZpD#}GDJ=%$_EtbcN^_b)8n7SbzSMBeb)lTOZ&9{4k{eIy}af%I)Tub7& zkuojy>m6Azz>I2DA02VgyG@A$@}PFe+Fs+SNp9F7wV!k1IizylvGFYn^3&koun4%Z zr*{tMYLN69&sy^_dY?x1anP`r_FTC#gqKu#$PC?VUX6Uh&tcP3GadJ8ziC^UmvU7^09Y5Vq=NyOIWWY0qU6)`KZ1AGfVC=?Vgf7%oa%- zduQycK6b9?NtRgs@#Iv@o_tKYHaDw?e%ZnnEoZL!lhI2WN)PKZm6`H0;y)h^qZ)I@ zo5m9pB&?@sbj?-B zKm>31fLoM$+Wk`!D~WhstqFr*?#F)XgPMd@-K#lvy6dcAb@nMW+A*FggL^*62BaQ6 zMUq&EZQi>Kn56ReH2v$`DTHAn?}=~lG`?&;IA9B9)8Pwmjh#{#`q}!_rEF2U4b+HQ zM=hn_d3Sti?un#hVC9`Tl`gUmijm^kOW--Pcw{%8Y0Fp2T)=d2h21Xw!t1p@mCqIq zrJdh7zr*;vQII~@yMEY3%p-l~9kGl{NU<^eyeO0@j z=IVN3n49tiXAvCpLqLnRrsyC)II_KO9bL>Ne-J+$hhhsT$RJ@4c!O{1Hu9POF)*gHO8ZFQkw0iU&b~jfEzy2xX8ffPSO}7LVb_QD) z;_sjpwX2EU`Mq|{^Y?OtY}xc@_bpXJOU~hD`GUG;J9O~3o;P2&3qwr!#wzQD`Z-_x zyv(IYs)`9u=_O#K#w)V9@To9_;COx!emC>Am}QYYyKpKcP)TLtKdScw@1F<3wK@o< zX?|q>*7@>pxhPlPop0kVeyV#Kfc`(A6XPQnljNu%R1j zaM{UVf@lLBFf$)m($C4_Cerzji$tB84AVdD6W6nAxA*Lsqn|kHv^!-n?`avi;9**z zeNaQ)UV7?f9JG;Uq;&fA1%3h6gAx#T=Le^{-~d0c@#3Z%#9yDi-*>Wm9yP`pVuznU z*)e`Z@*uw7iPLy}cb-uRjhKZUG_6qEzx}e9BEtkdeVAyHUzI+Yd|5@ev@~+}$NaoK zTJ##$^$z8map4l}>{>0j7X6&1@Hw?LJ|BmTDU)nF^W_}ksUvL*z^OtHP%iyHablbR zuwhP4x>{FY5tc8mA z_yk0+U^f@_*=&HfwZFG8rkS1m1lcFwQfc_!Qx9Ttc+_ahJ1OwJ-)w4``{JVh?a-(g z?M>J+@`xfn+|A!nEaRGz@|>>4$Tfzt2du@I9%5DswaX5@`p@a9l$xW(^$t6tZ59wq zt9j^ZLpGceJ6hVPpMuMe)-Q ztL^1{zb2F=GXHCLipNj>rm98is^edJChl5y$zagrp$U;Ajt5F9(zG{{ zs_q4)b*ni)CiRV?Mim?3tX%Q*cyCZ9jGilFXTkKu8|+*95`OE3!Q>1D=PkZMdoL>^ ztJD69KJb5KGvjdN#g)3!87mEYwR;SE9A-QR+$bCa&N)(PW)f5+46$CRs^q= z|Lo@2Oy7l(O(d=Rb;7k zfNw@kF8A_;BCxEnn_hgi?cc2mVCfs!c{U>#=JMNfmQ#i834W_D5oDk7&=>W}A$)+J z)$b?52Tdi0`9b>>t0?y*QnAMD;Z&d|ua>_FuJMob%SRxKhmYMX*1RNP2frK7K(E<>FNR z_RG!dEA)~ge>_)hq2{Oq)F^WPU3PGOLUE3hodR{~U-A9r+YvzmLfo6T>5jvf(aVEr zKqY@$Uo?>4l@~gF`Wg8cDt-A!!>NmX^A`)S1~jUYF70ohGJ{Q)tDAA?_xFi!%+~F^ zfYb-2MzyPA1*u|>sNx~bU#e?$2l@cP&yV_eh0q zMkS)AYYz5z#BYT2N|2(Qh4D%Q*QMsl>dBuT3T#aET34qqKFLq+=U5p)&yXRX8U$u~ z&ohn>tIp5NMkBj1;I# zrn7thN_kR$Uy*GDDb@dnvbn#bkQ@1F|IZ!#sdk?%HlhFjsfTlD4)wRw^0i`ZRxVA2eoSlS#cbOtoWM#F4WRb8>lh0B*cSKYuM5p})m~A? zM@RS54_lMv$FBzynELcTTZP2F@d-qfQJ^rdT`)Y7eHVhLe=po7I8wix zzhcKoVmi$pZ91Osr|1KYCJU}2w@dZ%?o`Ph9nG-rA|#hIY}Id9uD!ux5e~)N{R&N~ zh9#dDKrC%es$SBuI_}^Uy$z*6ktmFkO5Nh@(|%IQhd2E<==R9OYY3<_8zJ}Nst=q- zMhQPHBu@f0TdDb5qH`L-le%3u*&~VWRQo{^rR%5 zr`qfX<+FOTR292l&2rNAE;i#UMCOOGVSzGZ(N4w*}&8ePs zIlR@JWBh#=dOm+VjencfEBV#3WU~*K?4=a=g@}Z92;}yPkCEQ(gnkUKJf)lcpkD|C zW15AMt_l!Mf8+(9x?sUS-6>ZSZTHwce%!m0J^LJOhRFHK48rBFn<0@1mx8y#z z#gU#77Jrz960xt1gsz#F+vVw?xKo@`x6k&xIu!Cf)PC!KJ9TJ0zNm@IvNm)1EJWID z^W7sa5QvIgW@=ENMWA<(IB4!wXS@X|+oIIu0l60#gr+Guxt7~OVeFYj&(pGUaqT~d z2NpMTO+T94=6->g(B&H_D>+zCw(~zR*&Sb%n^|4WABZCxx*I-6mHzmGC1q$rFc&iS zg`eC_@pg88JdeZNtQQwn)t8qzT{?V+_oQDUX*<0g5jP)j_#V(6qsz6}()LmM-0ar# zxBvWsVqV%nuELc*L=%byalItg>BHu{k0$zO8ta=j8;kHC93PEAsc;%kW`~wFWJUo!}Lg)9p;=f9Ks^3|@ zLqGa+x};`UuElN(<2k-kju1CACqknQ7IIY;4=CR2-_AK^s50vda;jk?(TWu7SMP~w zW!|xB>t*l?O64eE=GE@~4)v_U;ptA1*kNYw>Dr#b-SO&FYuKMsFl#x;f5V^ltAK7O zHX%?6<#hBGw{wfe&FIpH9|ioi4mx)^gZ;7Kvi#)BRi_>BDpCu~+I;Tq+4eZ!7)SV> z*!i8p^;={v{53{um|={YQ9b%i!_w?|CO74tzp8nQFOPRe0()l%gXJ6>aszYNwEDUB zO0KWRf*`vNwy* zUkQPmx7H4TZ%@%lB^ZqDpkol{g0t=i)mcKl&#FWFaXzEPDUatT4XGjKXsSEDH~;#W zyvyLTe>C8+RQkJpOkX%hUgMphY(tXA$1+kqsH<^L9P&7iLV3;hda5rNds7+gGXj9{%w8hX+~ly1YPrdRtmdf03({z7Hz*nTJA;?p|*-0FKdS9LD0cV5iS zBVpkHI#n$Fh23gQ2fLNGoaqqE$=Ol6&^fJs!0Zen8gTLhm(uubG>Z;GW%P(;!w6PV zoYPB}KI8tyyADlD;Gt>$6_faz$As|SM#%X=H;xa-A5i&U`+FTf={ zcPj!T537aC#onR+Bml{*yY(K@L(%h0IPLId$>I(X_Bw#SiQG%OogKo>#cmC?Eqxvq z56=l}rhb%svf`HwqE>lsHM*y4FB^+9QC1dq`t-^Ec(A=PpLhQ_wBS`%51DMDZMxp3 zE>ct0+Z@kV3i-?51`tQ-6fK_V(0@yyUAHxBdBYBHY!uz2pKd^wYbN1vCx4T<(?pHs}5c3;N@H0kMo&7l{ zyCz#*o=&19XdU;C>`gu8C+@Cu&xRCg#XN5#ta^S(9-kUFnj`<(uA zZuN?6HpqIvbrg0#?L40wM4W{^KN0K6-^{Inmjy(K%cZKz9QJo%?~ijAoEp?^6+ZV=2W0L<13Rb7dP{MN+2uL9zZRzPGr9 zQ&TvNf7O0z{AxsBS(4XztRnZ;k5bQJc8$fu_UlBhESKH9y$Q}HL?bSX9X76M-3mR~ z^t{Qcb~L`1i4Dnw)~S^p$2YlErpHw|ZdD%FtbPJ2CtKdFK7_hLwnoLamLQ;5lrBe7 z{+6O{MQ^O4mmiKh8wju_P%~z`1s@84P}gc7Wt>8{{N4H-zF*3DTIL8%vgO`7`>mmp zD{}QiGK$~3M}L59#5Ku0wtlj0^){_~^~MOT`)0YIl0=&Rq9xs~;<)!-!ka}nzwE0T zRuebTejF@$o8SI8zgf1Bx*69L$H`r$7lAS-t6P#@C6BxJ*OS}#gv(FziQm@a!%!=@ zqEiz87XKw>?fTUdD*)Ypr(-yg0s{i8HDD{T%r5Tni{Z!oLT*OhOBdbTW03Qs@l0x|k6D+glTdGEg`6~6 zfgBaL-JZ(w&GQY9K1Tr=b)Pl8;K-dVv5R_ty|m1ke~NG3>Z#{EpLSZH>>u!|a=7x&gm&0_ zge-d8=15aUpVh{|QOGrZr-IS7Tscv#Pb$v60DGh3p8WOH@qXE!efvAH!*=$EYklN!+$CHLdSd#0UCqaky8~o6`VD_U*)w zKkaQ#ZmyDzPsKTAYdwf==$3w6FlZ;Xh*Yb@VAxW;_-Dq2^%6N~#R&k*!2grVi(Jo| zz>_bW5N?96Z`INE9>7ER@01LO9jBV>t_A{cJXkI8|&wAt3+sq)WKb1T0MS_@FoI&|u*g1|H9ZxRu=Ax~nGwG}@2mNXzsYu)3 zGrEKjCh2G86J`QygN@d1@QaDhz6z)=2!KHvm2F&=Vn^0A^@{{B^(xZKMeThr=MDIx z@7$*gAomg|Li~}$_mi@<8@zzoU-)je&vkv+I=-*{qnnRr)l>Uk!*^yITpDTei2J8R z*?SN1h=s^ zG17J;<2y;`X9FS>E~sU4{fiuza=Z6|~P}9T&l{AU$3?VR<-v<=qXf3iX#IP?D2W_>&N}ZA6`nnVhCMzqVG4`PyK}y zsOFD`5Vtbllz;pPsM7}bbSAXxF%i%qoL%_H^iAud7C{6C=40<$RWJBCWP8ZPd(Tew zTjREPHiVd%Y!_9+@LXe2HR~L?r4Fy$qX}HVop_gbrA+dlpgS$7<)VJo*o>{%Joy42 z>1eyztdA?x(|KX-cgD*+&F8>j$^t6rT0X?gg~eyc$awIBNk1g6SPQ4}_aV(3^Ju!l z)jaM(?|1N7-Ti?yrxt544>Jz@>Q=7XvQcMlj`?SmPd*j~?-5Rm?e%|?@hb~_J&&|e zb~jPpM&ZZGMAIoSzB`;2E2f|8uHfxU0}%@MY44`pf50?VMYR5~t&Z^n{@Ic~ z?z0q`zZ(5x5-^-^R;LiBX*`70r)>B98KmQkP&k#^ha86l^t$_VqPHuQ=f7*X*sS;D zNjy_tf7dI%tNVJdIben;3oybJ@lHfD|M+(4zgaxAF)bh0Y2}GE>XTZ^Y+pvdWy5K{ zpmk8x{h^IX4QbObc9qB;gS(`uQ53GWY9>G-1g zw{Xw*%tl|*!8ui(_-}mHG@nl4)R(r`89^UJanKh`%V z-fC-;&OSf$K99RNZ$3+8)rRn2cXS-i?xVadx{LI8NWPw+j|Ygs1gpo;oKl2={%q@0 z0Vyw=qRnakla>47@>+T-K3^))a_f66x&Cg=z#9beB3%h?zJvIP16=X*-sh{eC2WKJ zMGkS9l|AX*@lU^~AJLc5j0RmTgoIIjct6(;WEVNGMVchf*&kLSlXiaj_T(g(E^;b1 zg8b*CPta{IAd2!!}h14os~f$*7^Olv)5v>i~CQ^?QPpBHy)rLHQbxFbM;G= z@U+W(htyDFI`x=lsmt6H{@Y1nXVx$%-sf&pXE{`PFkX*O_@HKT-*oS!LvD6f$OCLx zr-a@Ka>=I64~kB$^Eg5)L3|er$Zkw*wW=x->rcVy_4)4pnRSkn5toPZiGI7wIT(tM z@7`kOiqnU2q-qVfS$A4!X{#TRiaHYbAYRAlP0+K@eKbC<_KKu)(W0TxA zMzs@d-y&}`*p+VV0F*twTCdWM^4puS7L37~l8V0rN~AENJ+JueFEG2FzL^fR*?H&R zoTLa;*0;_-N$Du(i?n`^rtem4GB({hZM`_~NAPJt?tdaHAb^>+h}fJ5XNl ztz~en?^3peK{7(g&LHk;xX;dR$@pSTPP4x?vjd~vB}ef~>5~~4gv9=`3IV1UV5R3D zaWIxn>c9}PS9RDys^KDzu;-%nit*#-F?SbkE(t2p&=PK=uq~~mG26GoP&ih1p-6FE z<0{}Mby9yrQD%7uRnVg@xB(OzF#4N4TPwjewtH3N#q8aq(o>5l@=md|#kXFTVw+oK zPu$-dWnH~E-=$D9IFo45l~+=WVkG`l(&%}Vvi-dX`a01kbCu%xg>gKi?t|W{LRWlJ zyZu-l>8VnG@h!i^ZJR1!#MpakOqfL1-kNYH8i3ZT5T>;7sq$v)wfN>X$s0R9&J&(e zn?u9Ggl=^=FSiTAc>B8$=V0_Svj!XLs#3ZN)zIH)<W5Jbc!X?94%+H_$+yYXg#p}j9sl*>)LUbOzQOT0( z%Y=tJfDazcdO8Mu37h=oZM+)4%;pbJ{S1k!-HJ==UAQ|X==nc2C_`>T26aHTD^=I4(pJ7I+4{)gY7g&WA?LQ#Q&{U`)M}FhBztNbPub{&GDA~$yB>Avyh49+pLT+{<;}F>uB)dL z{jTef0d6S^7OvROK2J=^(hym>l`~lBIUqKmQo#-vA#gh2t>! z{$Z!9p=7SsZR#ma20J*v6*W9z3jtt;j4$ytl;^|tLF2|DV(KxjL~vU zg{Bh*D@C~F>Ae857~n};3j4ZQ%-uIkayQA-0h07ER#leWaT>9n3G}Fq@j=3N(w{#v}){FZ23hbk7x1U=mSsC`cVNnLzA7A%~ zsBBB~$$v-pb}%e=sk0Qc7U$aG8GrUt{I~3M56vsKr%(Z(&*R1)C^MPn?GGO%f3IHU zrrqIEZC~qNVsLh zKwD!0V{5O>gHFL_H081M+-qw$oI?!So@<@9H<3ol-{6stEVdUa)J1nv)*vrX&G<|X zND`9P`u%IbWoICGhRR!6zR}uuAE8e_Nq@?&8zI0gP-iYR+FXh`l8-$9zO1=RFv)6uP56)I~E( ztu)`~Cxi)44eP>C6F46`N`*akKv;*(_gH)29i<-f*maIaD9Zm9w+_M)OdIc2g(9(F zd?Q!i7nWRrTFr&lY0Z-7q^(}*I6Rr4D#!cfn8gjHJU=YW)O4xM zHksU<(+aKfNk_J7f4>CD_gBZ|mB@jV2RasJAw+g*@zFNu8V2uNx)jdWIp=ip_^5Ka z$;#coUb~*_b9Xbvf0ExGk8dlVHuyO=d^DN!#`QGyXrH!^FK{kNcwaLJe*2^_Tb@QM zrVPvU}Wvnwl&>agms?Qdru6y&E_Fx9&xRYxfd9i`avFvyK+{F|+Kg97lpSE)9 z5^nds!B6!D(v(1+4uS=IQhS%K!l#o~71!)`yDoyJd3}e+E)2e<@0f-Zp*}U+NUbKD z+=s5(WxkDmbh+K0@>6)FeISu3(UVfk9+#d*L=z4JdI@4$eD4yQjL*`sIKK5+%Q?16 z!@y=?e3(rA-Z^BOGir8@JUG@ZTSG{onKJ{Vf&ex;g|8jhjQ+Gie|F6#P3v26z4XpR zDsfZ)mi6r3eHRI7`vq&L7(5TqpG~DOEa=0+%Ofu}h{|(Hhl9`a`M7$7;QJQygb4Cs z!kFY`^zYW`yEElk9w7_#be><9!cft4HY4+CzOIaY8ikonYIGTOn8P~R#dIV|-7nfC z_t^ugHLA`xQ`zPKHS(25Q{UQ4*MhMeH1(B2G-NO zmjC-R$&^ij>v;^k&UX2E*FMYSiL7)KGl+P;9q}6v9_XM+0WF zb(p#Mxw(`H9PKZcgy5e)?_}{x(Cp2@!0N#-_yt_S_LOi|gzL1JtP`Q|BCi+{B4%}dZJJPiP`>ZIz0 zRKEY$*KK?B*PkEtLejk%;k3hM9x+VLQ6I$ib2r|TXuU%5=Xm|PHSG^fNf)-i3SF(Lj1(3k$U@apxr{ih^KxxjcnL=Ks$=;Ny z^k`UzfjYq0{%bzilrOmgri;B7BwUQmkkl`)v$LnMTE}jx>)MrFjnY44F-DL&w`0s_ zZsuMd@ss;5vzgVt{w7A8?-%$9QUiMfBp=Dcxxko!Vz^GfsQ8?o4#N#&hu9{nU$ z82>;xQ@TN{X(F66ezKg?!R{Dy!sK4wgve#tmA35ZFWErU8;5I;koqX4LE$U8r zZ6T*0prE@J&CNwee$>8ML5ZZ0wZ&Xxq3Eo=ZVfg;_2j-)depeI7q^CNKX2gKT;{y)&N$xbO5f%N zS8MBjmujJ~V=|HuYQbvZ%s*1S+5ccNQJKh{)yduLTKz?*R+<*dfV|(~=wx~W2~4Vv zhWVs3yLFpoM;G$t-n5#*)bT)m{+w5#y0>NqYxz~|`l`=3%+gG!~ z`Q|N$y#lrF7iwnh?{yflWLnP`&f2i%-rjL#yL)@&?9%sIUKoXRlmU zm3O9eT~JH4&JfZ&+&}|ea4W{UbFQ6 z-U(vaf5|rnxe#95qOHmfKUuWV`4!aP3!k{Vvm6{BfBXfoF&$lK8o!NR$`vmS1COa3 zb3CAOtEb$6XBQTC)7d_XEH3`c`LYO#cAyoI&J!~02U2_x-{MX;v=YT_MmK_^M6?vc z-a_zawIYx@e7TL0AX6o~ru66=dvym2yV|m>L&@ApmfmT8!#{Ct;gqKE`5x3-Ygagl zVbq_9_PNQ5Eh?>);ISN6RrA@}`ri|SwCw)y_^jv3Vp9_~`$6i-qdY*))b^U6CLi@E z6mus;#9jfJ8|hk)vc?#9KR5-bZH3QWw4QwdGyEraNon{Q#!V>xV?(sKkCThC8cgXt zw5?WkIJ~S9`kvOP>AI*kld(>5HI{7U&;O5fe3_pFY(b#2X~F8|ikRBZGOO7QCosYP z>EV-_FW%lWpFdAd3cB8qF22k+fgcH_za74B!xK+hg$_5V!AA}x$?7sXrSO|o6tY!$ z8ZmlJ9~0$V)ym!F?Ntfnsy8&_btS1Ck3$!`aT_c`+sW;@YfO87eF5P>@vcp)n_E{r z%dmhmm(!2y0YfCu(h?bZ^gJoal6le{hIH z{>6Uj`0g!4$h?aa>7sVan?l!&q}jG-e_OM)+CA9AfMqw*dfUX7cCAKH+p2VO-snvc z9`77{-6P9Z+R*G~+OarS*(Bh`Da1c%^3{6;J%8oiS>B4w?(AAV-k`KQ;R)`$!PAk7 zG~RJtn&Yc`-tNP^Xt}n=6A*Jp%Q-mB3aWZbMrSPzmc>5YWH)JpE(q&)ZsYdyom!vT zgB!Q8=RRo%`5CKqXQAmmzVdqfov#($E?o~eegXQ;HBb@yM*2YSeUMEq z_X%j+i5(9{p9l%m)39;qB2Y2gw7r6Ks*i!$?LN?4@8;hlZGYQ%kIi~`an7dzS0$rj z?l;$-zB%R(>p}WPI}~yX2ic|wL!QtDXv*o=l0bQ1^4_P%cy*O8ah8xD0*?RPWQzAy z4A3*lWKWi8sQy()BReny2gid9lzm}7F2*lwofoLxRw-@|4X8r=j!7g|%12?T&foB@ zhQBFX|Lefr@vla(n>5K?b{n&$#_q2Iw!Sdq{RrZl>B=Iovx0UF2Pn&&`=SO&h-if>dHjdoo zNEPwuC73XqGs;^;>7ZS_JU3r*@r^Vwe7JQ+B(?AHx$4H=s9Q#U@IZWnFKqmLDYo+} zIg}Bbsa0~n%Z>jtcFfWb4HEj*b(eqfJ1&L;tMb^X@~PXG^S|k0`_^Mg1c0yi-i$@C z%Jufi#Wlhz!~0+Z32yHndXk2yCAp*bV_s(s^>l48cCLPV957`vz2MRmMuuxdQR98+ z)DPaYqRu??El%Im2rbKUjo^`8zI77PLd9&F&l5W9DB~SnlGNhbMwYkj6@n(C;ZOrD z9?nK0pw`*j{e#EJAFmK}3YmM>X!tY6U_4kfm3a`{-($6VTbw;BhkT~O^*xYhNZi}e99`88ynRraKT1K? zg7Eujr(AO!)Gi2d>{{xtfz{hZPyJ08uQxoE&rZl*<)dqrnAf8v3ldw84HEk-kEh8#P{yN_SC|*e(P^M zu58^ciPP^_7odNhgv-shJN1ny?C$K<@AGq}+m1lrCg9*KlqQO!(V9{|+G2C5t=fmJ|7a%8wv?|n{@+OVl>*t4`#0UjNvwkw4qe%>dutS50VOr$)<5&il91%jp0s z4Ey8PadR)|pO~zAdNgcDmn6?|QCn}ZGJ1mAe)Bb5)(d^<3@fD9BIy_88vYIA+c)y_ zQCrOwTjYNJKQ4NUDw_ibJgW2$bqeiIqE?@AluL@|$&D%FAZ$^tjO6X@R@j<7dQq30 zv$)t;9ALP|V6X4+=%WX#GX1@Hqa!SfbH7gGaTln=r-H@<7c>t7s-kpATYVZ@r^&R{ zU!E0`wh6=vubuoed=|otzKFNe-kvY6%}>%E_00b$f*=z9o`X>ggS-?DyzTx1V`8TJ z`Wd_0@hJpjM5rYjZL`{pPWw=&N9uIoKDS3Rd0H*cD6VGieYdEJ-%+x+3%z~#nQSWE zqpnUT#CI13n5rzWxj9%PO}+d$j$r6grYu!DQ?K0a2|aA-K)vW{>?-i7FRUItrE)u_ z?5(_ePuTMLXK&pVbfk8F6{JKP`ROzBkX}$eTz1GPJB>%{3X54yRV0`Kz3J$gx-mg@bF> zE+R2|mH3xh5^SU`azTJYA%3yau9M#+E>u4Z_E=2IJ2#(cYW7zpIQM<2-^ZhS^)yEE*Xg)xMzu29iUuOI_EKc@8{g1h)cBZdmFDk_`mBQvO7w_bQJ2U1L#$$_F9h$> zepVb;Ycq<-2ZbFZAt%wYTGDf^x^U{wJCrkVf_`*&pDH-c7U24%j(lrrV>_-wNC=>@0vuk{ip0Qt5<{s=@ z7@0BZoqoUm46IwHyg|27u(m;Bk8q>}k<#t9Qca#?LYN%dgjA>@wTE`U|77fVgZ|yA zGzxy_3CyhzC~x)zWe(2=)}Y6);ffFnp1DI-ubFvci6?+T0h1tZWNtZ?@sC%_sB9T% zcNgcWN!Zw6^^8MAa#rP-8K;!lnLTU&|8m|bcg~ETi3neP*`1@c$ zXlHN=>7ug8w=Psg-Z7Kf+oNHpb%?9y#@AnpyEipz&z^1272@4+K?JhaaFKPseT zlm263(EsSAqXc8+`mu4qVG?d=Gx=A#-m1~k+&p#+q&TE~R{9(ED$FW!?%O*23isC> zLy%pp^HCey&L)gQJYwrUZ|&`+)Z_Z3s;7qqsH3O(6(3B_%q;ubL+knXa_H0ez(~dbK&(CmuAO5dS4hR$Zkzy&0$&Jf_*9YlfTVs zMXICd;Jt0~2rBLvhDuWo0c*R&|J4t{~cVK*IRPB_ZD1R_Qtgm z?Y>9-X+Iv(#dWc0OvMOZv+@LDZ=NQ2O&J|I-L-<4OFD`{&CA(h*gGj5B_<_k!L#yYKS0@thC`(0IDSnorqrTp~zs#J%|$PuQE7eWpXX52#=RJd~sj+9hLSE;)2kf<%J{2Wj}blur%nU>w=>Ne?UHk=~w;XuKef+3oKjoYzUO^N31UU*vPF(6G=xcj$$i zS1aRlTEL#u{Blt72L8ytW73oOuFJcTC8c$%RNx2Rv_Ll@#PL3y?MyQKYT{(al_7H8 zF?`H(112bJCOP+NjdiE8ax`j7+bKo?O#H8RBs-Y-ZFiTYS}{i*&bx7Q)_z^V`?mON zU#(q%%Mn`G!>izG7UK+&5~Bg}t}$HNWn!!2x3B{GM<-ku~CD*b5Er3i5Dz zSE{ghwSn#><20%ZgH%lF-?qfnTPUNoo)8{bmJXjakI~<9u7-4TA`HA=`9OeRuaH{{ zne_OBKDd^7+UtZ>i#0u`542Nrw;fuO&OB4VkXzXdl@TbR9uLb6mu{C1dcpI=u@(nHy{KVk8UXGN)3VrwcKYN5&+wHM zr|jwg8DGlYJCM)fn`2_Zli|DxC4V)z({oxJ&K!rTm?av!o{r=CuaFI3KhjcL)x&N8LlL1{9KVx4 z4i4Fm5+Ed)*0MTm?nF{C(@Gb{jl(PD?-#8B9JDkdF2^lzaNs2tWh!$SW#EC96e!E@*n{X2_>@)q6;!}kyg)glyi|ZsC zp5bnxsSC|K@)6lf)TYtZcQUE}(Dki5Q*om&jV z$6x{-Afv0=_x+_}$I7|48-jP^nC}-fYt$>Z!)}GEC(3Nq0MIAiLq+NfWuEdXF8#eO zRVtmm(0jR)%z4txTGF`RT{k}X^Z7*0>X2~V`_HIp?q`5LN*VwJ`r5U2X9p)V@;$FU z`kSf1K6YS3n3bbY5vEr1Ar zL0UUd47NtqQ-`X*t2T5x=9J+|)z= z=BQ9XD^!!0@1vgFEWqe<7LY4oc-Jp>wOtPV^KR&>j(gk8e|fzm>&(1lz1BgD)H}iF zQ_Bx&|4@t?qe`w2fC#s=FqYTFDT0yCc--dqf}{cN6zBxG=eRf<2qIEqKh&!I3V;Cr zxL&&KrO*+BAps=D^leUx z(W}N6ADi=``o6K%_Xf+fb%6~p90GYnk-iGe8yvtdAEV%`^Ype)241({aGt%|7ymv{ z7;JZ%=|VUxtIEhRYTR?Zr~c+q@sJ}^^lm7#97p`2uVWxWPOw|I&V*YFChK1|pjd;T zdWh6okVi#hgKA0Mo#AFZCqCn6J5T+|pL^p`{G;2u!OpPkSi2qs{65cennu-cxBZ9vf!tJEuUP^e>y|0czhIgI85X=| zx}IK*ZbwAeu}k!|;r#A3J!ivW9=;@7kA5Yj*16m){AT2&m*YUVSo0qBPux)Vher2u z)OXD9CC#X1v8@11qJ0D2s25L;Q+y$xt}GvvXZ>1HQJ25LcKGP3gK_;-YTH(O_T(F* z>UE{@lUJ49`fT#rpC8-rGH$kDQSjGOP-Ezr?Q33~)z{iWW%^@R{`<~Q2}VnHZ;pPR z{uSO_W4$MCku!V5z*ukIX3s*+)-4L{{6-T0Knv!F-<{f84+2Ny?63EAElo-O@rDDJ1sGvOE;y$5;Y?LR^ZwGdAlp8EMi9AeAjuF^Ys~1j#~B6 zyBThONT+uoo*R?YbJeH(%+c2M@K=~kx5wXcJq;-B_PgULHSZp<>zk+pVW8jZHGZ$h zGK*n4ebLLMA-*3xeO4dQ%kJX%2jJ|)bcqH;3Kk6b#v${U<<+w`Vh z)%o0a_9o$Pd1_^qy^zM=x>dg*(9+$vu6I-wTIWl8ne1O{I1`_S(g`*!6~ zbzmDic3-2FksI%?WBr+RAX#2q^#^&Ml=4lXG^DMxwrvLWMoD!Jl9@_>Fr)PrPgn`$ z*J}D-ID|n7R`&O6ZU#v&?bXb<^ZsZ-@U`iXGf=Chh|o#VvWY@4^=Flnw#9F{H7VD( zY)Y;6Su$AMPw(r&UrHjB7Zw|&I#3rg*B%`EQQs@(E8{<$VNa)K!jY+7)h_SvYc#r! zUxV_5Fvr{8Esr`sX=HbR!F{`2RAg1^MvU_j)Rr)rQPkklRE(QojAFhn7Fz}Agc3It zW#ZSy3EDw-eSfW{e*UTDhuN$smYc0RC5H7rnvLuziJo-X$yPO`Gu}V6dI4FUEwiNG zoZ%12Ek?MTZ+UtaDB`LDim>U&38HWH>dzy2zs#A<6 zi&G9~UTc;UH``Tzt#Nt>33H9k6*DSE|4xtjcR3yc5kbE|(`3RyvgnGg&d4BtTauTP z%(jK3EbEbcSo|UKp<>Oe5VPmGn{m-E0n=7cE2LQ(j;F!nK+r;}{K3KICB}G}C0+#@ z5Ei4fPFmA%6DtR(Dfb!A_pSV3yZZU>Df=QHb`g7Dr(w&H(IY9ZA*I{7 zZ^iFs!FQ|X^D>>8iSk!#(sO>?OGQ5NSfSlkSEuNxPoPqK2;>0&s|z0(k?N@!$nFWk zv;(#WOZj;j;Hw+_^tWlF1^%~cE*C#__w*RH%KUW>>({%eFl(P8J$XHsYf(q}%6AP* z1ykNF{ptx+Pb*l8OdroG@wy+EzKIa0!jax5qxBT6Bk7>TDEqm0<(Tj3+Z{50lUn)G5gpGSe%Cqu6lqk-V$6`^cGD(ixeK$@Z+=Ic zLe>C!^rHT)i^jr>0HD|Wv}CrcN#a_dET$xk0B_9w{Y4QG1#{{RUaG8b;df9=aNYJ43m-X4-H!d=bONY&L1kR)YBq2nh)SNjr|&Qw`MDzlplNIx6fC z>(OGw)`xNb8C4p5O^5D3uZ8SWp8noW9TyqxW%RhiVm0Ogfmh zw=!D+f-S5$gYkaGzU4!!(dQ_kv9fQM6HDb6kRYsQ(cGwi>pLoE_Thlx0Sz^2uAe@t zNn3zys4PM@iBHg!H@PF<7IE_$P3b{;eKAP4q#ApIil=xs1)keTd;^vo1h|) zgYWwS`e>@?wk5Ave+9K5vxH(DlM)&*3T^C`zm+b=uq36fM@TQun<YC zlPqj^^t>XpOWzIl#><~iE-Z}G8gAm2JZT{l@bD4!>3f(KlEMKPlk>R}BrC#<8s}u4 zGOfkL`E9G7sGore2>F2Y(B^(M;f{+o?;n-}?>(Gx9{NzaccwW$mi)GTF;H8YE;WSe zMn+`|w5>uTa%1$o+x_|SW*M#|&qs2H0H0l;L`KxRDuSWp&YmAD*W0m_>SBKm4T2Oj< zmmfDDC-TB2=radL)Z8>Dq-^PBz|N_!k>rD?o!b8=U` z`>)g39(cxjo*I|-=x0m!GO!N*_yBIy>9_>CMBE7iY4zzJ_W5yYkXyS33#hr|=@3+~ zHi1z*{|al2eI~?1w7E90Bnq=-;SR_m#%W$SW-_J%EO_gegzNw6$nsHncNd$hzGs7# zY12AVkW(QAO%|DYcQuZe{Jp~ z3xE-dpgBjk{~#C64&&Ru#&?q;%3m6U(Wh34DWSVu z*4N+Po@Wd86$_8`hKYbK8LKsygV6_0!LM z_P0=u)R9(-g^iVqRd(=8PFyWl!g{@||11m+5cL_>woZSAJ^8Z6PjYlM zh;$>aHKH_{rtS5R+oAVO_+*UL68KhU0+w|3I^AkbvTA$T>!LQWw!L!@B1fpz!6@8? zU(6^!CREVa$O7R{Kk+x^o)vM^7G`evf8ix!FsVP~OPNp=y64OB=S^YyLmnk(2l%s)QtU9Te@5p6d^`hit+kwug9I@NAk zfCOwfS>?N**%Y$gUwQb)`t^u8HimZ+9UO}phzy_`_iE9FbF|=U5D{VMrrgf`hNB}u zD~jz_JS>$GYNHQ#gnNk=$MOLAbj5aaxs5t#96uKM;tns_+p$%*%%;;u(bs}4t1!hW zC)Ac-uB!Cknp{@h-6@;?4Z8d632?Pn2Ab-=&If11vypC)OX88yDXWc2R9Yi+n!}Wg zF7PeCqHzsP*T$W)yMzn&o;*Qt4iHr1TA{hM>BryQAr|x7O3J&r-F|FrEZs(b_wC82)x(1u)LxT2dwNM1%t=bi^G(Z@av_-A^+m#`l-%O$YhmEiLl< zR~Rpsnr!r&<$wG1c>XC#}m&;UF!VbrkY&H`BU|)jH3U5s26J`W`%kL;J5cEBPr7 z0)c8e`JN>iG!=K@1+iT=JTuo2DoVEFD6Lu5sssak{cHrFOg)_s#c@_iEZ!z zBFl2&_Tv`#Uk&7?px|iEtJcYH6^H&OTY^UJTGow4;_6j1I>QvK%hKHBZyV1k7oBC# z=8+>S)$O&&Xifq<{jRW0=cH`k+EeW4Dk(h$Ga6b8YZFQsoT#U@btLnNi?ea3;Xc%n z{bWBEzq{QOpLQ88pcf%dKG1l2IGBl}^*HkI*o8DcJ|DD1IBEPB7HNMqFXiMAir+ycn~a6pzirrEpt* zMgNH3RI7^a-&man*lwO^1C%A}j;<^?n|oDXYI-jKI`=5?H64%7r@ksVbvPi?tyTAw zJ*onvo2_&Iog%GMzBT!dkL~@13+eM~!gBD0Km5GYNjAnfij-lPCGmuoUXr&ko`X#M zIbVU^9|}ct(lnmI=KWq{W1o2(&4==+j+8tTe%FEE4h}W;b-UFg`3n0^)a(DM;<~+i z1H-|Ozv3yZYaAw?4RklZH8vhG(@SvMKs+3+k=1Edoa(?UO6L&$J3E&J<#wVaGh{0w(8XRw%GrcCkQh zC%gCJsr184A;M`h`8MuW?toZ+?;$M9VhvjJUF>&>$PXY0%xYxV@-th;`(q;|cp~ND z3Handj^QZ%Tzidt?u9QiVb=p{>88L$yY@SVho71#?MxecqyC{Lgq9=2!xmxH*Qi+d z_3jqB1GXCe${W|HP|C3-pT2^m2!N+!x$t~C^XLyzb$r@c8lc0OY0JI4>)tjeNgUyq z^)7fU&Vp&+&Dxa|HIr}L9XMIkCeTA~*X(wwGr6I*iigwc{24KJFf;4de!*CwZWg2_ zjE<<1Rnz~7rMWKS4%2M@L2z)tXs`m<#|1m``R&xy)LZkCAKU{&TEZ1xCFil2r?!IK zDQe!AEf!ACb2pEoq5<)%^ZIZSq zSa9lYR|nc@F@FeJQAU0Tux78ETVW-6)vvdPBWIh(j(7wlVHpmvvO4IU%-tBWa%NVx!Qs{QaP9*q(PO=XW+JFcV_%d^CV7 z^jQgMaeSQ4suQ&;kA1+;yg;~~58ul&=;9*wP~oLzK{;ZBnq-n@V9JC)tL7GghH25t zG$6UxD7sKT3jjYBVOOKBZ);~0FNdH^+9`?5 zqS9)yOCQQe&A~yL^Uu>(XZTz)GeDFqDCE|MQA=%6zAE`TUgL6z+V`C2<n{P^Q#Sg`8P*a-FW== ztk+-Z;V*4=wZ%oahi==D=Z5LdO&rSUTtM8*druf_AxD%?DC)!QyM(#RV^2lln@Hjtd^vOQb$2f1nq z=uT zYb$95@L%pu)6Ys?NxZyg_s!5riHNLaqpltvqujo*>J|Ob@!S+hn%z1}i0*Ww zT)Shhf2_!(HhBYNVenGBu4-nlA8Vwx8&N;+LX^FtZ#X) z3eHKUC3Bbf$&N}>>icwZrue;JPOm?`$gPqxP*%_(2VcO5 zeGPWq4#4q6dRzR1cw_hU=`zke+=?OxbBs3+%CwwQ+n#1SBSOFYqe5ef0lXCZyqV5< zj1!tUh{{YuX1B8uA?Q4guP2PpcE4J04}M1M z?w=};cCD8obr0Q|XyHn=v*Jy45eeE`<_7a1=<#Wkum0E)LAz#_Zlw;uo8kcLM8C=L zbYG(rq{z4X7IjsNG2Y(Q?>h@3AZ2v!@x?j%xUZI)#~YV9&Z81*>XsG`TZeB4pk+imt;N~rlw9jJQIANuHx#|t7;^WrX6;qwdcv_HaiKHxUGX=HH zS5!E^YU33*lB!KYxg+JcdcwJLh46$_u<>jXsUJ(`Z_Zn(nobT0(u(yXZs> zjT=&Xxn1)WtEW0ak>CwG$cT}`G}s7^@XLz#Yo?F5+^PZ^CVk2CRe#kR4Bo_}B3W7~ zETUgj={GP)!$QG5!E#pQ=g{G%mzNze-X1_wS8B_THUSy)PpCMQpHl`iN$paT^~Y;H zMk8^-q4Sw*T*PuI>}FzlxNAF`Lvto3asM@53*u~0t&VYF!$QH=!58CW$Jarr)qZXu zp;&&y31RywF^6rXnBP9#t7^S3u;wDh%O&e3TBSUj9h|MZNK8L2Uhfy=gI;zGj~?F3 zSDCKE+p^HstmS)kab+_)n!fa?92e~S*axE#{v_Kl-%Yt!82VxWDXn?R`QY^Jo1!xAZcp-@vxWo9RIKmY5TWX39Dde?Z&wYo5{%Y5zrWnsVUU&~Tb2n+?Qd<% zJGF6dF#B0F9}*4v`uQ}={qc-h$k_Pxr=9Iac(YNpH>rSBokXc`X4eISPIvyh>jWzOoUwL9!uqh|E-fvr}td#ws(-JMyQaxH?R03txz%^9gAbhvB*T7Y6kBf}dJLaz=UKt6-NG3OB^l-2MU0rK_I* zD<9DJ3qn8nCiQrUuYVk!iK3}&6o#(_p&~?PnHp4vkd!1tnkWsn`~TPZZ{Q4jN8h*B z`#uj)o<@fd8RFIBq0eseKz5AdC_Q*(DsRw?I;q|XWpF_bT~eG}D!6x1PT`FidP{tp zhd0KusloK&(s2%RwdiXNA<0=9ht0p^(HV#t7=j*j;mUoF%HAm6hDND7^a*Tc6NBOjn+-h(hfFLE2>2|9(KEOwF6> z7}y_NQWdV>CFKt-*eYl>Us{Z&B7R!e_7NZUyxf5h8t#-wE4{FA+z-2UB+V|{;icZ# zj1W#Nc6f7N89=!Z@EsukgxV@i^4sD?r3)n|eJ-M=(O{)JR=9LAFS|)j&RJ6^`xst*9&2hUs z-(Xe>_H&P`Rp#DRg`800Zq-U#E&mJU^CJVZv9oAg{>14ocoUD)th%l|bbRd`CJYTIFx*wC%cYahaxc(H6TxB9M^ZhBrc?w9BGXMURp!Khz0 zMdM4i)2%#uBz^qXn1$OS%RWRb|8wD2$9`~wsW-ak?zp@;owRBNpuvB5Wovy4dGfn_ z`qK_4<@Hs&OmFg!&c zS1DILW#^_l7lq4{7q$N1nD}#wZgo3->+b2Lr_baz?5`X4MufwNkKX|neYC|J`08#B z)oerRSf-fC)k)aOkFItow{Ws~GcvGk0=&)lU`4r;uD<13cAh{wIiCp-vsMI=`jlPM zC^U|lk}9uHyM`3~#+$cCeauDMWaiBJuTEUK`1rgMmB~oo^i~WAS+=h_76Qa?9$AhE z(vCut&WCDMuU_6vna9h@=fjor%PeH)%kh1)tR8}0j>8fw7uZ<$JUH7LTznOr{h95q z{SfpoX=Ag=@dpic|EpVo&V3vdeB!n|)kn9>&%rkrr6i_jvF zb@UP98P%a)drb*5+mdqqe)q2=mv`zWQN#^PG5c9q3)_=Fw~8XimY?GmD;c5pBe;T z2u(dt#y!zRva!8Y_Rek~xt0v5aiQtx8}Eonj?i19`~XxYOUE8bXo3w-tL04krYzrv zFBtMQehwBMU$UtdmyU8jd#5CS^G`j)OFI&Z3QaNz8@lj)9+x+*e<%TkjH;ejXz*f4B&qMZGPVs3sWQZs)J!tj(gU47SnjvFGp_4yxY9lDMFO9r0QP*vm~uVAWXWmk=kdWhZ{B4lg4M#7$#~+M$#At?nSCYw8!dp z5ark1UKjK^bP4awbeBttLQ#s9*AT>ePPa9yjxN7!%y|RVftJoi-k;A}I-3!ZU8%G9 z^D30W&b`>R14R6G)@{R|^n>7a%$feVVp^8PLY0Smc#rA8KV3Rn9iJ!o{vRuHc9NG! zZgkG&h{}dsWlM;rO2Xy7svUxA*>CnC*q0xME;cq7738OARhAJ?&4u_Lmza77@AYZ# zu~If=&@wSYY9}u=2^VMrLXWfbTW)>G`F5nk{0mn1Fva?t1-`jbx7R{0NnR*7mFY@6 zTzyBgcWrSF9@a8{*}2zT>$b0 z{We=K)T|xdtI}_w5_3(5b`}gT9^DSt>nDdEVR2~93nm4nxf4FAsr1GD$}O;(bSB$C z`du$uewDWYF_Uq7HoTV>s>NcrLnOo=8ak?N!3>;WM# zMCs*zlWt%3DtB}kLl5C}qa^0lK2F`dBsqp-wB<;#_UzmLbSr%9t#+UEXn-~0zQ)e= z`I-9|A8+t9cRea6nXi4&tIv5U38HC$JZ>iIEW(BMk^X&?8wYggxVNkY?ehCr{^haz z>Q_BdVv|<0Y2coccIzWGTK72#9v<26A?05FfPzx<>h;=f9gINhMDr3SoKCI`t#yQv zP(M^Y=bYGTMnv;mK4(w^4r8o(y@FE}IagzS4_mSI(m70xcx7z_CB-p2YPao)9FTQx z?UJebi_h7`+{^mr{w`%FFzAxkCBeNa>&ryM5N;+qLvA=cMY|rZ`mIZ1l5dE${Q*`v zo!lTdDm%WeSg%aBU+0B_Aokqe-rNN2I*SL}KFHrCtr-)31w~JHCX`^z)D9c@fuP>P z#pNEKvLSW!Sj?zd`Dc!OcC^}}_*vsSI~o@f^8@hj^SGWXIWiy%w~kj~E9jqnpH3(Q z-bvK7c(M#h11Cze5oU8hBdo&IC+WjNgvokrO z<03o^Ug=|u{_s;+TbMx4Z4k5xZ3hj;l(*#ad1Y<&%~*p0wEyl^IIhf5X`^ntx^&=K z=d>))pz18Y9hlZ65wN_L%$x0&Vo({Xvf@AiQ%#xSBR^j`#zm=72+i9sV zX!3?fK0%7p%C$eqU1UCh_uIXZ4oa+mBC`|0YiYV-FdO}h?dz@5o+vK6D|UB$UH3<3 zXVGAOX(}@rA2rHWqvSsG@op8$d3bdmi|B*1Vk?t-WFWcA0mGiR&tv;6Qu2t?7UjYI zlRmo_ak0NN#WcHi8(?b0yNduCN{>b<&8G0>c#B8FBaFIVHX(n`EnizC-e$59zmHG* zGvJotAcoFD9$XQ#Y!uTUHI$U)&yMQZ@1|Eb#lyY$LGZ$3QmBWm<3ul1k3!q0+%|Vj zvbtHGDeXzMbg#dDxgxqCV2@XRM#;AEIc<#hJZ)Ku7ymxaxmcgKXTx)KHiL>cS=ezx zEzIuEKx5aEaEsLR#D{w6n7p62v9ky+7yHZ}T7cq(iMHEVFCV=2_u5d; z)IXrYKf9$hI)J)z*aBbpTK0cK<`V3(@YVJKQM-39`-L~_aGIHjo*8Dh3wXi^NQ&trdU^^UtWLLerY^TF;6lr!r{AfS@jtlBGQk1cqU1i`q$ ze#+W`AoU{flCV{PMgWvm^Y5zmatrmG?w)PFw+MxDkvJ7BesKC0UO)hNR+^2smjDRB!qpY^KLyioB= z9!$NT^IRLdid@)={ZXOQrAxbll$Fgs3nmx#rI<@245e&>vU!4dc5j!qHEcX~@9ndA zV;V2f!lz`ZwdJp%)T=K zRp=?9-WIV4bBQK6a&F(84rI(@1x;xfKR!tk_3!uP*Vr|=~a>g-H_NTvnJAD+|+$7&4#s>)Xjq~qGvAJDjj5~*g z`FO)quvWTw<*j~}F~n3EDWJ-GIQWou_u+<{i!_k{5Nw!}(ngJ{|L%4pAfCv7z>l@z z<186oU9q0+YyNM2iR3_EU?Ax8QFlGsHn_6wjUT9`#73~o@8F+5QYVl)1`vt!7?W$S zB290JkzMw~T(+K;>%Q6pDE}Cvs}+;;+uwFRuaMGp3=oS;u~^Kdo?t zj(EBtw%1*u+9k+v^;olDqD8^uYJAXi8nF&|6wvdDIN(RMJABW(ct#P}p>bS1$b9$l zl|C_rS%8rhPU(PWSEp~Ae?DLLJAO_Cl9{BZI2}9^4Awd<7vFFz{CTV~7=gYUJ+cDfd<_lvbozw^G=efS|(8n5$ zBa}FAwxCCrgfj#IDq}$aMyA>q7RkB$DtWX1Q5D^^9yaqOuOEholhWWE$DXt=%6nSW z(4BE1&zL3|pf3s0zHl2*K||hx$Z#ze`o>KW=XdM(Y0O<9$XxMoGGa^H$!H+lvA;6k z99IRaAP#;$U3|ohu%2ry^lD!5P-^;+yR%x8&IZeXAiyfrgY^XRHqq}m)qZ(PYOL+# z$(OqB8~puU9>*K91cSqlD;);S`cH_Os5!jfDu;SQN~PUXWB5V+{8%gZ-MODOkbtBMqddG>g!mEODn&ElV9%UuXB%J>Fi<%p&&h%oXB}bvQZ2-> zr;z)m2jwHzr5kpRvE%TpWZuKJgwX{~)byLE=p*J?=o8v^XI?l4kYGAl2BIrell8%V z?w|ajU0M2|G#OoAwcyWt{SaB`)TYn=h+iV`y*_E0~0%ZHy~!fWKyKEa>^Hs4y6x)?V&XYLds%G+1@(V()a@ z*3v~8-YNXxZ&mg+?3f+xqZy~3XemLySS3wA+Z=OxX%(Ssr5H4mQf+phZPTMaTwgz^ zI`{#6rS?}j587&|uhV?!NXx3|3j*Jtk{sKDBHAzLY##04QdteDmD8%@MWcgyz5e!P z_sHV}rO@w!#Q0pK4OcMOfJ_Hb0#CY!K1<=Y1Vk%dQ0DBS$v>QINO!qPwv!|*E-|> zpkkBPSRRu$7*+Go%eSSxzb(R=-R(+c#=RL^t*mM-a^{bTPwC8C6>dJES07&M>?M;{ zw`H++aEfuOWzNSD2&kksCz1QB&>7sX7z8m7{s}&Szdh)ijlp0T!;!`SW8+hs_m>H_ z!0)XU|CXuUJZgLdeuTM$@%?+;OMnOhFzaH`F&wT_=cd3%n_z_5UQ^SS*nh3b>2T8Q zC4KIGj!|#pRPP*UvfsKR7474vH<^XnI!_S?-sAu3xs$BlNUm4zvv|jfFvC-u{^c&J z*Nu3gnKeS$#g*e<<7YE2^eXCR=tmv>^MQ-n&f9>Mnacw;liPn&V!&E;3`YUVR_}eKtvq9%_35Y^o8F*P4J+JcKSzcIu~?ZYFxxE} z!DO(Bbn32{@e{!Dzc@WBoBFl7_gCWj3U_TH<)Em>?=NXRE2C&usA})+d38tW!SnpZ zmb(nux~mZI(!b;|pVZt2r60d5j>#d3XoS7}W8sE7`wtv&g zpDD8tV4fSu56sCQB0F0xU*?_ehu)#<{QJBgT?5^^t+-PCF29Q?920qno!)Z1mksCJ zLC|{NcfE{0{tlu3&sg9U)Uc8t-{_+=end=K6e78>Ki0nOdVrL)B>c>Nqd&4XX1`xJ z=T;9$+dD48CEbt$a~Ce&92B#RtbVsY4~NP<>Qv{&gJpVgnIw_!zrd4Z{cVL&h7OkP z1+gLcn-1p6gXA=ZXl*f5%eSZP*fY2AIsa`4H@A+9-?&7**^=ozbK}Sz2Lcy z{%owSxoJ(=O3nJzA9z5IoIAY<3Nb*jdhTr&>%UL#`W-o!cRi@6&v#=wmyhLVF3r7` z-+o`kds%I^_?z%@Ds0mbsSh`uy4ue2!B8#ZoD-Npy{i}{!|#speSNNsiHQG=A0rB4 zV5{4FLj{jF2|RrG$|63&bd+xWlIE(((?B}z-%!7l`0aAKY!zTGFt@$-qgZ=3>!yA~ zatmrqG43=kU#obT9z0^YSrP^s^J)z^%buky7$azJ7WPt54b6C42>x&8> zfAN{aKvdGW5S`d9HyiE|{oaQz+nhLSe(DAgR2q`mr!@XOVsw99mNa_P`4)7-biYHE z#NFNP6g%acaG&3bGqrmDWJV^B>=6rgkGo$JvNnZ;*HJOw(r*U#`cu|#%Slhl`(7Wq zmA`%0I?*@p{M<_1b&$^IGrMhIMt|Q%rhlq7h)xUZ#)|`FNd*bl@tsgy9+*; zkD-rh1HC`E^_r7lv`(P5LA!FEj7W z{&)4Rj+2>V8&ky`ZQ2#_FUoJ2L)=0YN$|JgSrmg4SRyGI8*${jAylPw_q9jD*kfQVAQxo^)Vu%mMahj5(pR@_u?b^4Zi zgdZZqdA<&OI0)Ugvs^?l;b?n3rx^eE)^9A?Npw|!g~7PhTIlQz4rGrDwLx|XKLje< zSzB-K_eu-VnGkX+_eY}q9S(p`*_T(%#;&-WFTZ1!UC#ToU)j<+Dsg`YPtL*2qN(1y zMPlO3xxwuRLX1+5rj>jLSH<#qwuU2mFKv?gxiTcL$??bnlxlo|s`k^j2<~3KR~y)r zFFo?sEoY7Ux%)Pim3a4aNqeNzWi7u}JZ@C7F1y_DO$=v|=8=&-n6xKin(m>}ymo`1 zZet8hOXE)Hst$O*(e^_GWM6-7Lg(sB&PCLd*tQq z9Ky{Fqp${A5b@5iei1vq#V_y!3%lN=n9nJ$Etb(2zr)tpa5U3&?~=>=<*C0V$(=6L ziRrtGzg7DSOU;eY{m$lRH;iXb!LQUZcCm}^nSjcb(r%D%3$@lG*YDLzlgTYmKTf;A ze#ArJT7P{a{|6!oNI+}TL7g36zmH?Rw(XRV8+*G}U)(#ma#RrY*U21T^Bj1CI|gt4 zeSk@ETZLXa!tv4A8s(Fa$d1oroS!|xD}(rQKG+D*Lj$DG;bcH8lnCU%h`TfPXcB@ zwU}BBdBPktQxUwryHRe1t?xW_oHj4TPItd=bpx`e7vqDnK#}pXI`7}CdI&}h+yO@w zWcC&mk-(kh$mqdtQ-o#~^FlKNu45%cdyDre{R2v!8{3r*A(G9`yYQ@oY-3TW+c4ay z;s=v_u2UrUzM9&#-@{JDOt-pI$W=Dh?DpEiW>S{~RXbiXr}%L9*QTav4aDP*!1>8l z%W5lcFk%%C*IQnnV~7uXC5JVJ*~FNFhyYr3jcAd{{AJVXBa8!23dY!y>6^0#%HHauUWvOjJ0 z6t^fwt=7YpgJQV0ls66+>zCX*-k;CPqSBS$l*Gzbt71+1Lo|J?AdxWFAp>AUV=A}`tEn$=nGB*}Fa7AP=&??{_& zUqd#}KLDyna7(&2Rc^)Q^9@c+niXxtzG@@eJejQIt3r8f`Rk%jJk?qO@ps><3y;!X z8ib8CqvhJ}=&$}p^H`NH8O!hs$I;J7iQo-^V5cG4K(9&1&^Kc3ko4q-TZYo^=FHO0 z7bm}@v3kq%kW6czvdtvieLZtpEmY)zJa-t`i{NlC_tqBbWw%yW%{xhDgX()En6cil z_@_v)bh#mDb^mHeG^M{(M@TR}3!ORQ1W&n7f0GNpnWIYKwmUzJ@5@nD_$lRD*lNkQ zH%xigGp9mOU=C>K^VhStsd@4%rF`%FDgvWFqc))VFiu(aV~Mmk!AHv#wDd#Uu8{)IYYb1=V>GLgJTKa2zhBae^@S!aIU` z!(?MGxL=oNN}U*p6;gb87eT4vxU(jYinEG!h8eXkOpgt_mym3(2g+d)V~vfI@3w2+^>3=o zNoBJ&VDeou?il!Eg~OsyB_2%A13jOcn?Z$pud#N$?tG5KN`vagN8>I}yW%L1ba5wG zUONiIWO_eilV=r$!@1&S?>Teji0VQZbXFmPWzz06WM|mTJ3b{#!nc-12t+5Vb#!fXF8*5G zRlxQ-JfIV5(FLsy#8d8biXm_M>G?*W?9j9iTx~riwMr(gkF$pD7_OeD%8&M@+QgJ> zh9ja};-TqCM!zaTYQH8i&h;xW=m(0(9h3Xj-&DHDpME1YwiVSVvi$3`?(QzGJ}erS zP(G>zIK9KQQo8f*v~~W|l_CYWaMS62ut5$R4`9AmZFaT@xk0RcwDSTQYry}BU@-=0 zneJjvDZL|L30MH(GoL*RP3FOK(8xZn7w`WXd^PgPHD{t{JLsXF=> zrR=Fiy)b4jNKNwBEid|FtDIZ*B%SOVRl7+PVe=j;=MDHC#e-QBv%LX+hZ$l`o5 zJ*em-yA0MRns=yTS z!2qy$jdNP6tKY5kbd05QNtf7wHAww}eZBxc!aXx%K7#@Y~lkNYFD!mh04-ZV+dujh3TRbSo> zi_B7DCiZ6ijxD}>IYX15)Nc^Z{vruiSCvLBK!|ZP;ILMsaq9JNlDBHp_6G2ZYZ=6u z{&Cvr*B?jIjR~4wS7Fw?$9i39Xmr+Vph;CLKxOElby<%#^~RuD)4y%x z>6tzC`PT+7>*t)$)eC8-RDz0TC~EE2(XSQ`CRokF#kR7%r`IiUst9jVoaJZxT(va& z1dzd~5Gv$flZGnWCYWQ+m4#4?5v}PukH&&}z<_prxm*g!i7^(%m96meZH_RqNPprL zDyr-iEucxYb7F>pce{0OgoOX* z8zQK^%z7%1d0v|oYRh6TKGpEmEiL1v)^+uVYF{4uK_(rU6=C@+884kXk*spvDFdB) zGT$VC1ze**GH?CMwb324K1CUgFQd_BlBt4Bs_4_1jX8f->3Lh7yH~D*-e|V780N5h zRbS`{nY%-L69lLcpFUUe(-1H(?Ht#i6ioAYdL*3lsClo@IooT<>ZH`X??)58m z`ojv9i#9A~u^zbY;RRY=p}g_jVIyN+ao(y(dpM(fCD(V-9~R%f_Hk z?pK+2_UYb8%I>2fnMWbVid^QUuHW3&dRUo)!L@DkQi#mIynU%}SqX~}tC(X~>AIme z#3)!s&fSs^jUu1ka@T!pqc;Eg#Cli@jz02HnY*`|y`tl)-qq znb4;-ey8ArhExyk*D?NHxw(mw3%72@W!Wq}iyadz;X}*5fdsAXRWcwj(T`H!d>9q@ z4mTmo-`Fh8XoBc^c$hOKNcj;{=APYZSnVt7W`@lm%h8r4;y8Skm3hexW(O@T>$TE; zUmyIw>!*pqY<#_%9@``Cx2_ywnXl4?p2L_-f9DU;@oLri-7CJdBEHa#UK;}AVxDml z)OoaJ&8|e_u z|NSL@^yobk-8VP7o7#?GI#;d_#Z$X+Ne}XfX87t8R0P$;KdHCIt2d#!KhoF=BFdhq z!lW@9^U8LKL6h)JhlfCFC?97=Hp7)GRc+_J;fmfL?^F5jL%b_)p^;kzr>tMDhkx7T zcth#oSlnZ9*sH^a553Vp^mU_aL}B^azuU0I|7&kxTUh=->~HPaKjFKZ^m?e>IjpaatB~GxJuY3m^J# zRunF??R(ztmjtFg+;exUsMC{;a%KnxfJ#+vm6^0|O*(TA*&6xWWVFrSz1cCvX7s@CjZ{2x{b-ENeyhrypADOxYl;u^p4 z??tH(+i*8UW2@9)eMJgEqx6B_u%Y24V2>Eb{t?e1Dcd00gU4vypFW>@msoUqvxK5s zG?G@}Ri6~Uql&5~Sz5|9fOYnT=rNA3gDF_}WT|>NOhfVkb|3ApD;wddtL^hwuF4Oc zD)-)kbM#T({O~KECn^H7)KLy?%d2Q8_VHEluM16hG)MmE%QM&e72wT>dHyI8n85gaku)rdg%6) zUp4jZ7CjraPSjmZN?L4+aEd{`34cCOrE)M1efPCL+|GaC)I*uG0=5=|>*Y&qvoRmH zo4F-~==9vS1eFczzU)7UUvf;i@KXq#I zQ6}J*y?2O~2R+x`{24mj;ckj<46F=WM~G;bwB`iQXs|xVm-@m7oUKe`Lu~u0dm<3c zA~!$n&aO{ac5*VkC$eOE#9Is8Neioj8cd==5Ougp97RPmN=oK>G5}Y^-R)8Fb5LX3 zGWV^O8@tbyn%B}qS+JAlw^0Yq-=SV`FN>)Iys!1k=?bv^`>PAL?8Z|-e1pEKKiS6M zUS!_49$(3F%H$1@ zg&F1*^=svg9p3frNcqt(C=^83wAWC={!;a~-lhH}8@r&=zu0S+IzZ@iSLnnvQhg*B z(cE8@>6rsE=W=o)ocqq0_MF6?Z5|!|BxnMlL$8G<_DFxfU0<#bO~!4fcV}CHT%L`V8pyF-aI7s}$Q$p@8C>~NZI!i#X1hr* z5O%zLr^ouEKPEuhy~X?=_dOG{$zKKS<~Te_93H}oNSU4ayDUFfDsXivxPW8@ zsq7d}aR?mNj5hv=!osVhuLiFLKf_AG{X5&-b4t2=l@IMLZ~crMl|N-M2S(L|niB_+ z?dj)L^21%fc&|0`?Xs)%zm^$iW2ILHsY9F6Bt2_dW}Y>u-+ej3xVoY_-5Jl z`BHLgovJ=;7**J)Q&v7F`e?$R`f~+&lYIy;bQ}9Q^-+&izw;Izm2%NTis+Jm7LnUu zylZ@$alPzts5iZTicTKvsQBXoMy8k7 zt7vj0i#$cuHf-;H>6FI#P-?j?_7y=i5#R08y_7I&*KgAkm-)W3emVtlyOETY@?K9) zEI)Tey*XK|l60Qqi{tVapLd*IA&+gPhCn>bK6tKk#|qs^D-255qJHMsT1VGt#9!AH zwcaN1{LlQqmN#@Zxhb-9Q%F{~5$s-|0fL8@vPMNn&eHpl)3N!-+^!5KG!uHW4=aln zIlQebfV_%g7hO{33WQzfzS`23oow*Ma?)|6jH9uStMA3RSr;pxCqU`q`$XAg7lJ8) z#hq%M4aA8-w#WImLE-r@HlNls5S#+vom@&gHWzmq5J`tFD`&=5*AfcD(d|5jJB+ej z4BP=p#pG@?V&~Kv@r3ePjhb@g#gBepyBuDNee58%wf3@RU{?#1&VJr(;r00t8*S#T zQHzSx=Ah~hq(wdb)+<8aKP&N7>;r_4P4j-o>Wm{Ais^&)>ANmZP^IeWD&8JwZIP2+ z;HzI&rhT0m2N9O-@dq}{*)u-p?4Lj0$gwz9+BC@tK5vZ`{@DeF56#ppHLDeBTZcG3 z2li%I@DSwQGj;f)^C}z3dOp=bkaTAK+IH@xGc0Qz8yCH^yRFf$cMT^qt*gDmAkpOd z+sMy8%JPiF$|LSOs>~0MD0vUNg1oDrdf0q=dW&97g%3;xPmC7vhiv70&HgErO$hO=z{XD6Ga^(aKSke!079YWE*ZR@lYz5Z&m;Bp z)&2%{ef^iquD@Pf1~z~;5HwdK$A`c9iXJnHxwA*xb^JLmpNhub`iADvO6r6sqm-h} zv&W}xZzo3khuGS}oYIhqpj|2soAj&TUQfO02r93y+!6GP(m_6PT)+0zDr$`r5ub)b z)hz5P#!t#?GLRbS<@`8ZtW$^itzKYicbHXXlf}{_Aby>$yp0+@fe5zJ=lleqmeAC$2Hw( zAGQr?1!D`VMje1`Q)Xt>L%B#AT3zJ8;Lr(Al!*~d2u^&Gatl_3`@M-hYkyc5g4V|g zv@z?w1#;5m1M$oiTb~>t+b*!|6qmSpWg1z&f+=H>nb@T{rmQ34#{qwuZ9xUIKHF42 zzvV4(@!F~H$i+0fA4LnIcfsm|@APw!l!BVYQ7MT=BpQn&pRsqv0e|tb?dq%K^+7H7jHV?}KBgScsFZ0Uo z`;drhq#%$$^Y`+tnOerJKstWH@25|j+rJ&$P8K7BV7g4hVVsgl%V+HKCGGz{9>YgEBn`BSJ3MqrE6$+KM%`Tcs5HZHH# zKH9y=yjAev=5yMpS7~@|S&g=l&Q2g6-wgV-I*6D7QYnu7*~#};9Fl4~v#>Y@{Od|L zQaArt8C_49M!WhfDYM8y$RXvB4%y}}*tyD~yN8gl#tlz1=~G0K`PT%^Hrg6=a~H&a zFy^wK)bF)(eLB~m;xOtNMEt3q57=h$v~SvMidNIw&!bnYGAR7zN5$CrRJ%v79R55V z_aQmwph4ObyhrYP|6u6=A_~_FKl$FH!G8GRo4r(+b7=~ zrI!BPkz>0s+GE)jR?nmR>O2RCuXqpN)>od^kazVJa=-krGUodbh0I&~(tZ_MXToTo z_zkzNqE+qA#8V@zY|LxzwEm24EKGAg6c!Lu@!rXeaV!4u@PE55cXsdaZiV0joj(Hms5>g^mu6%9 z4S+Oy0MVDXdJ~xLM81~mn?gQU1eu3%?KN|{pYy}j;ce_zY*Q;s*>%7P&6bOnqZ=;;9emAhwD<|x%oxA;rAOh&T@3b{V)J%%6FO0DP-FEwUg&+ z`YL?qw~4r&VaxMnIIcw9)7oAJ*_$V-?7RqiHfPck!cVQ7$Luu>u-0+=U(#RRZjJI;J~yyeZ+j;< zt?*v{D?-I^XDxerNqdx};&MZ&>4W2o{ridbw(~u=0us;hUl;Qa<}QA5my3Ehtk^wn zRsom1*ubByZFlpxg+&@~4J5k+1I;Pw)sg0GNd!z*SX91z^p4!5|E#Q$75{h6W98y$ z5Ouukqf29F-wIvYrDsKyrqT{yD)>L8+OysGu6&M{An+UDnK@N=7zk@mE9JJ+!13@f zjG@rzmOBljkCsn;({S^ziSNwf5|uQE9n%k%%^rSf4gTsh@BnDzR~@a*+}c)_fo3f# zn`c<=FCN|8aWXBgnFCSn9uQAkBf^~g>W}TMb6ht0k=87je~~I&@dQ8QnNp;9 zrwQNMTP#Y@*MCI*S=cb&4t}kHXR>!`#4qDY~{n%%c;=Y!A?~GHs=xOGf6SeMg$V+l? z;iJB;#`SC=0~ZoC{EJ|Qmqn+^u3K}Sspp2L3A)XwLTP%25M$7}kx7&BnP&Z5DP0pK zv(>+AD-!h^yZVo!Gi^VV55w?h(IP@fg$ivXge=)gB1u__zwbZyyr1KFW=Ox~zOM7^ zKB))OYkCDRxR=5+ca6HSzP${?mS9ou(B&SN%w95d!-))N+aLFZX*zlWrg^4G12chB zXMpXb_2XABS9T8C+SC~gm6EB~ zJ6*Vl?l4~eL1F$UszP@>rf-KP?D`d$nci8xl@i%|yt={@>3QXDiOg17~YM#uL$cv&YAc;DXaqp9Q2BXD`J`C-ctiZ8-^_n4mE z-5Ij}<9<%9G%FRZCw47`|f?ED$eXZ6Yj)2n3;7oWLh*m-KkKuB>R z72D+b(eJ957?t0>l3Fa1pT=Jf(&4+NyV|p-*`h`5Q&KS}%Brrvyj!$ksp&+PMWeG& zl-P$p3DFNuYwh;k5iHs;p&dD01pSYuZfp$9(MJ^u$+Hg^A84alqs_y z$_ZQBi%J_UVM#=h+5K~&&$@Ge_3h$PsGs{c1{Sg6Cv8s_kFqFZY^X2S^+zf~*zcVzz8EoN;LwVBxK@MlcKN2Oasf>oV8Mao%Klaj^j;A?qGPsVINwb`J z+}~ZhSp54_JA6VgVFNGj1Evpw>Xbj(!tbo8ih^^yAEV$mB)N*E>%u#RaM6hF4UCaJ z{fHu0t2@0YZ*O;KTChT}&olilLMiu$s#8Y~x-$(izaO_>8VP#sM0%sxUJdJHRogBP ztwGHuW!-?Fagy4<^H~dbjxcCosLFmulve#KRP`Ifz_?Ie$?fP{+G>n8{pMbSs6wWg z(c9t{5>vv?Dc%9_$UWvQrQ)ky0o6YZ@#;0s&53T*70Oka1SVMWGCAvsa?>d5eHsCz zws~B2{#Jjlm0cEFVP1nznZ_9(Z1l~$sw;Pb|9S7ORxZGC8uJ0hCjl%`EniVVKh%OD z5Z|ZW&*m(3E1fto2XOY=Hg=x1xEu5HXaAaqX*~-vZ?N6vl6Ich>-nU+4Nc-ej|=dw zFy=`WCfx6S`mpDJZ#w4hMI2_plHce~wUGzrA;G9EUb_|B_9CrA0eco*&C*im?eha% zaq~rWL7eS{n`o`k<)?>9hk5UA?cm6!Z-2`(t4$Cu4r%3@+Zva0ygUj1TzJPUnC2b6 zxF9X0!S0>xd2?^3KW;j?bnz_>mW5E4n*CPtd^dyLd(?S8UTg$$u#g<7^Zqe1jE#QE zUM-7@9?)6VWw(uLxH^RC=KOqod^+zDN6wUi3%t*T!K zm%;-K7{J-?42JuUonNA8^X8B~AhbLvL>>#m6n&LIyQqZ|BJSLcQz*@UFgLOba-)vH z-Lvy~+y?G_@L(2CWi6OFtaG?hL$)kE-2t6LT*e`qQ!%RC78c;EhgqA9(PabnQk5wP z5n2(9Fu^+miMQ6QR_}nmjw9;p)~1)nYJ1fZ!B}|>AD4svxW(g32#w@l{xLrI3$yQZ z^{jUF`Q1=0YdO9)dCR! zm$rh>dj8M@!z(U_r;_IL+u!WqZS7~_Y2cTvtA`y@)YV*&O*t8U0{zx+zv#niZ4Pzy zuQUchMvhoI?mz}!2ZHn2vSvUXVKf(oW9gAO^;Li4I3MtEhM#+zy3uO+xgKB6D!49T z(tgQsW;!!FeK=Gp1u|m~<>KEMBY)oc9yhj^u*F(!YGeSd0pxVG>M5xli`ei%0jbPE z@{DBl2#2fDnhTetS^-$Ry&Z~BK`K-`9%c!736PC4BpU2+p_8lrXqeW zV}w!z<*%DYZ5^HB2sw2U7pm`-_61L7H}$fyavB_;g?;d2%tvHVACM}R7n>)stkwy6 zvUxMns4pfjwKb5Wy-&50%A!=?PCa|HE-nBRLZG1SML@*#z&_kdH6i@>dyM*?7_7)AqCr9kz_B1&F2(k+}SErcldF3O41Wq zo;JP~+$f7TtO>Z^2^gy%dUp__ZH8u$o;mtdnsQYdL1=f1ypU#;l*#!rKjIG1WgNu! z#pEIYw8Iy6YIB6V>L)aP@c_bdbmRsDV;#%#?oIx@>Qt5x#{>VrZ|24p7YK5#rYTSZ}ayD zj17lf(8OwzW0S6+u5F*L->)bTruU&4t;8wkj7D_q)m&l?%a#aCAVoAjPgff*p|aU* zFl&8L8imQ2-4yB&Gs5(ddiTS+!; zyWMPkQL%<0(iXC@tJtnxOwL{hsd^s`_mAhUq;Yh!4-M*@q@IG09_2MH8**<@7F~)` zUe8h6-M94WMWGlRy5IhGyiob4mll#{QoiTzK!~mNhya9B_nCQGOPV_B+pYQzSDS`% zuRfJ3DbK0Zq*fM|r6w{j(&Cyea-&zh^C3U_gVn|~`0V|{HO0rmnm`=Xo{;EaIAmo!1t65Sv_i&}BFI7d|8Wr;k|^ zW@+7JR{pt%WVTyqie03jgyysHsH%HWeNYq{_grt6_xI$a%3p7@`Cfz}5ni7b*U)$U zT(0*fOCDKAoU_)tF?r8?G`m0@!XOvFEC9J3Fo^5MTsuyL;^(J~KUO8IgZd^~HqH=T ztm7o6HCwMuw$=}5qkml#y1ey&=@#oDjn9zPc-ttwVM{yGb{}~d-Cs;ED3EjExOkjE zu#C)J&&gzFc6qyxJ|*eH@jHuqy&`4+Xp`%gg9xg0j0Bh7p*pc@_b-&;zi(LMG+oE} zzg^5`C5?K|7}_2#%*`%+G@tr~&mB&RflrxbBrzbxo%YnpMitH8>9MbQl>}loPL_}h zNG79B0h5Qk*?)Q}T4&g+~O~QnWs<$h4QU>z%K`oMd4$jtg`Xpa42MhJaRWw>fpPR*NV4yijNw79rL6z>zoQbE? zJYKXu{Z3XZ+#qMSYmE0%sw$xq;j346{%G1DewSP&@XijW*dnsHgaLLmm3Mx6xm$i%{yDR(zY5C>>DnfIgLp!x zp1MNP@CerkmouruIhm|gXOsq0u##kD(cUYV(5OE>(9&Od!opj(;Wz4dT|*!(6S2th zox?jrNS!6^s9IVf9fHR;_5Jx}l`4>H(QeC51;hf`J$ShdOhu>pW4F0_y=07lQDF;d zgFi{_oCPCTAA?-`J6zt79))VG#kZ2V_$YCtQ(jB7IxG`MVcBWV{5?_oY|KS0WMiC| zj({ikrwL&(Ew_scZ@)P1z2vZao|3_%_R3Q_>rJ{xi4|4{YSwq_`C}oXS>Z2_@4n-9J3ME z`mHj?5nVvc69Ah-scK4KM7+lb!Pnx6q(`HAo0tv{G(YOFoiY>2yi^g0fPAIUw=LfV`k(U3Uwql1?{ zr@ol1nfzxdyPV1%wXhLtg7Bg?EBuro2M%M}zrI0FoaYY=^muJ)=9{&fu6KUGXE~VI z;1}J3gZeRFg)!S)jRVjV>gD4ku+E1m=jY5`%x}1PeJg(rG1tcvr8P|yU?RP_N>pL4 zZEDqBEN)^loOOGT`<%RXrR*UO${vv!Qf*btI^<1_{9l8SC#z9GpXlxZc@w*=c}&3) zN64MJm2)Q$bGxo}g+BAGQp=S^w2^zWJMdZV7oGa(H9kPX;d?;Vi>1g50y>PxV`-nh zX07L&WO1Tj_&Yw@+k^UCz49Sda8_AG*WXg@(236C`bD}%P+sJNYm7#ByV+N$ZNy9E)rIR>B! zb}kx3AIiEpz*FU#1@sQCSfX**UW~A1IhB{wsU9G<^PO^mUn}?Mj$!{sQQGa+|Nh#4 zfW9{mr~Fkt%{$zjv}1ZJ_4m2UV#g?@LeMM}ivh9!3jE*B*f@Jz8U&kQidE89bii&M z#a7qz_9G~_n8K5Y^7-UF8s2cU$EHrRlJlPmywrL{(!)} z`%Ukf{a|bS!f;^IxLsmD-FdBLONRW!aD1L_`+t#)Jbuc`-5uZoeE*njWl|k#Y<;OK zVPv;r!aEN1_HC=p&>H@=kBuX?lT&Gt9>T5N92sR39faG1hYqY zx$IW0eQuqStnn&7dMbF?tJIss^y7Pxp329DbEe%+hx$0@xNmTjF&qnb<+(B|)ES#5 z({gSCJt(+jsEzt0WKMF-U1=3I{9m~;H&a#G3lMT^TdLfL2;8J?^sdj(W}H(e@25>I zqr5k}EL#yaPc>uiEUmGz`%uMSAWt_x<9)0(B>p@-q-&u_gWG##z`k^zcHK54VvBCs zXZykX;XQ{fWvrG*R3Y-w!Z1Q$6keB0-{J^b2({j|F$ZH~T`d(av52_c_ef48p~&u_ z?lHGhVh@Y`)mDTJQK(U%vHC%Dk#rT0KTU*&OI{CVZvLy+$z-zOQzjyMCNQ% zleu>{G>U2igjC8!yq&AiGuW!7-uRubww&7{?knZUT7Ukg|-_sP&Fb1qC{MbbYJ`Lrl2KBc42%=4| z2fm+4tM;7C-~GQ`eh8C~@#`qTj-<7(mCKFws@)imPQi@sq$3QZFAdNwG#1$MEFuAy zB(<_qR^<~Uz?bhG{P>_PYU$=ic6;5GMNz|Fbef~P--S|^a5B+7u zCOg(@8BJniT__Y2JI@u6d!x?%;3}gH*Y@JR^?Zt;mWo@RMjU^hSU%}VjNs%Ce{1=Q zSZ!Sg?)JeVjt5wdE!um$2v@INP^^oa^Dz2Dc|z;lHeF!0PNUxU+W2+YU4xvu)mX8f z{hwzR*xhdw(&!W%@r`q%QUuHmLRWhSTMsY%q?7*TO&$hyKhURM|CHo#ECQpPurK4* zps#>)cM;~<<D}(-d=^xa`_1)V)Mst>h7`amfVisNYfEPk zvadb&YDJ3vzF@Oc@6wHbS)p9`9@l+)de1vE>6I@mFL)~&4*K8=9{`z-ngc6oT=?Um zZbL~L%r#zGxo8h+3RfS`L4MJCPMPxo4xN5WO_~qm;ho^dYs=ny%if1R^{UQlpp3L+ zLHwvmE5I@zvX$KK71x&mz$cBC<2u0eJ~y4m!X|gh@gNX$cLsIhzh~<;8DAoKl&;sl z{e3!G1AW!Zl#lQMmb`j-Xp5TAXN4By@kJjobCH8! zm-{3p7nE)*UHm=8UyzL?oZ+^3z8m7EpO?;koRFLT-@Lh_3tnr-ukdJ4+B>GUT^$LQ z4^NF}Tv+v^T8aF1F|G)%v%(7PRd7S>6oz$y$Gf|WivI3whHVx4qu>wcRS-`ekZ%$xe;a zZC(I&^1VAYVl3dmwf2~Zt>c<_7Iv9;%V1-)s_k3osNc&wlt4B@^!RbD@jyP`Cck#k zv-ZmIJ8wm;oiI^Jwb zZg$Ru^_INTm&PtR7K7f8ORuNOQ&oUBouxCGFMY312PdS28?oEBz zMw;ceu0{?H{o%W7@1IuCQ-R)1&_tdCFQUN0Q?kR~vYukTsEUJTMX%_Cv3c~#m4 z6&XI?YuT*@JwZB0#E>!h3q9jl!4t zsj~)17cWnA%xzw~`4uz=Z`|4MHVBoT|1`fHH3kI)SH){~Z%MsYvGZ#9W$1}k=%8t; zdxA5Hq1AXDoCi9MZ_%WCK1wH{>RZ_AtH7U*QI+F+U}s{NWaJzvrSCR2XdmDJ8k5HH zHN8FO_}}Ecm|bRV)oze0%u1+Dzm$&5$&dsFv)P^QcOqp!2IXhGdVz~fTBV@1Sj$fL z^-a7u2W;SzNY8SkxOlGhxGGk63;k~YQLFFYhNDhCFw&posAET7whjlJ{B*$_{8N9( zX}q{4{7aQ;T-4>6+?c6IxxVm?;$=h}f_mLJ#lp?6{8i0PY(JuVAQbEDg7}KCFm|TX zO=p=~V+apH#MHrF(Q z&7^8~`g~H0ZzZyl_5cAR$i9g)mvOZ%Z0@bZm;n<;EYo9{nyr+lB8Pyx9BpJGMDVw# zblw@~{OWWx9QQt>q=o!CW~J`;pFZ3$J1F~_T;izOI4C0=9q?2GhLzhly&?M!427Nb z=X}09VYJ9$uK20Sw=0AH5d5?J=zw%=5_oYwovKN@z;0dsZuS16$tLs9@u0>Y;5c!I zTjf_hnvPXNiqqvVK3=PI~FyY!7go#^LeDl=<9X6cczsb5?fyhBN}<`Bq5iVLxa%#}eDw znF_mq8oIK@=YfjRw|G~$6M=Hmv4bAKH=X0qPACSjv;k={BkNvtvbdApEe#X z3Pks?-@lXASgLs=Fj>JA3Y+G*7OVi&q+l3fe2v82OCd2O+P6h%yzY6U`o{u^;`VXt zJ+3bZ8VWC9LQmfyu62%W(Z~sy&{4ld`c%_;>jguP0)?}I`^?ON%xh`pkg2(!lBc*u zH*3H%7jiqEw)O7r$SKF!dqvIP@UJajKo;J--mjL?NQ%mRbA3ULfO?4c!f7c@avcz2 zjH+`0*N@(k``c*yZGDqZ(*bCyA@Y4{???7 zh@m@RUs?-$BOI6|gg+^Gb+Uauly`96U^xAAYlSy3ZRFoI&YU$1R z>b&~9g}g~FA+oPuONR{JEy9w6I-1k1^Apd_PuOB5TO9cM)80ItzrmFSL{D_c!6eo% zXye9hrE>IQkHTD_2S^O7pMB@M{#z z#4pr5p?M3}#OD#|v^>Z=6Gcd;(+%IDzzKK>O)vfnlG@?l>ks~ygLtPgF{2Y$?A&rLc5 z2{P!luK=H2cl%RZmN0sNDurk1>hsBY^=Fa4{&%8k{t`zAC?2BfWT0Z2@>zu|F7Jw)_&kE;rXGasPr49jZn+ zlaE;$6KrP9X{}^i?GkE%Xb`t$>+4h^rHKs~7&5v7tx5%OZ4HLy0s-06>9Mwb07L6o zC`^SD#i#8OksS8P`*`g;SF88!^)XQTB(<%@@8tD_68}2PeLHGeswx<+bRUdCl>VE2 ztZ3HEHPWl6)M~bN4W7ZJ&0M8KZ%Y=y2pYcyeV@I^DZqao&aD!>6-L>0%uJxZTxEqRYoS$}x@zgR;z}BY@aKZP&C*+PE z%{r}HxLVu??ny5i?mHV?U24Cb5n>6*13C2p#*lg|x_N>d*`30HY2GS&rkUks2Q7`% zY<+s(`}~VoJob+mSog8Z6~_718XR=L2Gy_^8AUUfjcK7;BP7oE?+Mb^m1ceC^jU3s zOB*r`rcWt!Wr?XCx+}+*uiG`UJkoRz4JjNzCnLoq=xzBr$MN+Do%5^&0xFI57nv~{Czgv9~>nzhQZI;_VSJK z$(nSjVvAz+Yxh&K!ztDQWG)b-(ZZ7sE#Zf>Yr$d$l@PuMA)Z7YRicZH1(#twvEtWG zEU$Vq97A%OhkSud2cWp1(hb{_l9qX_jeohzPUU|<&=iXsP^tSVL5MJg>3#-R}&?&&dt){m2ETT>bLTIE!ERhoG_B z(xf-7gOLdvS@llT_fWL`%;_sb{?k4r^zglHhToF>=s=7We{sww6oejlC2cy0zCO(F z!MMXUN8N`iou5e-6q=bwme=LVt6)$Le~$OR!ydVoWoln&&KtzpSGuMBAJ4V2El+Ew zw7KbY_T{5O-Y3>0=Q-Ckzji9C3tYxe7K+0-?nSFP=U_Wvj2l+7?!LFLs#O_ujyf5#i)sf+hVJXzueP<5JltW|MF|Q&$T@Js1UBI7`WF(| zW}pNip8xg6vGQKw`@_ozH6qL;$`-a*`OADvI%(u$JTf3?D< zez{kat>ZaS1jVXJ?d66=;k==fWJXL{&yM`RoT>ZQ&kRe~1px0|90grU*GIeqYTC-Q zy6xFIg@WvLQ3;fDXuT)WUxkOBqFF7^D7VBu;o`8?(SotJEy&c}nnBC|COl$v6{~F5%)YT2C7^ztf1bD`^2Nq&il~}e6#ks?Dqp5>S4aK7bs`=l@mLi&5rEI zE`E~_rp7p^>06u5_{Nz^<);2_!Md9(y`Yd)pbBK3b9%<~C^ZVTE?<^&HC?mI+GQJddeYoc?N0Wv~moKfnmeI=)`UO=4-51 zL_Uq8>z3O0(|+yV&|kU>;4&1b0{}i$_H<=PtaIO{jN+r$)}MxZDuvWFu^<^o+YE*k zBDc8b;{;E{*(rTFsh+QDERWY7XkpYX-%yKP35%xK!LQOmVJpn^=?YdH%%0u+f!|0g z?gEjz?seJpDyJTV_A1e}zm41H^9!dfL8p|KZY~&pxRZ}pep|Tt>l*Gs75EQ*k!f|E z{x)vq53o(AIb)W8T`qOzg@(!Y&JNG}^RPWQ5Lq3=@%nWF^VrcGdOO@v2ToINX6a5f zY+#Q@Sw6_l2MQWMQNGk+y@;Hw4SBoqu1r;J%y#4(I!;B%jA;zZ-us31VNogWKRfDU z z?hCI=2JPWUYy1MO(mm|l_K``~_k?N*r!NHtKK`^7R;SLj+CuB*Vd-F{&hg&e6WjG> z0SSp(*eqDB-aK%FPTfr*Q3trekf8H!3M8G325FGp}e__y$dNE zZa?;#oWNyw_5e+LV(-V-D$jpT#aoz3C0*Xs={JA=rJp|S00#YVto=CHf7UIHcs7QD zd>SP?Nm_QS-GqOo$-t^lCo8nuEnx8+6RUgP2d&6+;MMYry!d#9V{f_WJ@=1WzH)}} z-9e=4z1=wYSvpjnNxZQ?^>5&OXwmIzAe2VyL8mx3S?E5ge}77PD>Vl*&4M%g^4tau z>!MMepN#T-cWqYYe^4#%uvadZ%4gEwjUWqHYjC}K<#B5c_(RbCUYuEn?&oUq%|3I5Us3HBxMH??l!E)9 zd4kFWO?Fda=tlH+egIYgSuQ7(`vh&OnC#x@-yarLnMCXkYR<rAq!>bc&bULpIh*V+dK=sItU@oCF4|-ZsNVSkW1ls>+#D(_uu`jkbQV3X%n#y* zN^$bHIzQ|8Gu*}~6>9WWL&txV7rY!3eUY{xKU|#kf!IM;FudC>Wrg3vUi5<0evXCm zK)gjAbXd){thA%5Fu!Opezr#veJP4idL4txlAC2K$<{slCT0*{W`lB1j zI_L`LH^-&buF(8^+PXM6N=~!R`A*~=f6F6{qYbv<^vB$8{NsDSZMH=2-cE;{eekA= zG{4+$qJ}M7(OjLsR_sIQl4n~gxtz&R;9L;g?c2=_MK zrNvFXG`_9L8mc#I)1+5K+y1^V;R1ua#!V8)cJg|qAUPr03`Dh`bm9q1z~xx7>Y+=Zym&Sx_qv$s6v`m z&%Z!?c*C;)xa|A#?}!#_xAUT2KYnX>!qy3CAFll9-{?_04J2ht)zWK-QaySo&}aZwDiv8XBH+mTWnPF zKUkIhH)iP5x2QDxs}sJGOLSco2tsnh)`e|_iXT6Vv92uEvHSVJC@0~SB?nFao$s_1k&CU8YZjq3mDoJu?RLOflQL#mslUr zEN(38C!8Pg69;ZXk$@1EX+fsX_<~?Qf^`h9zq7X2f-JDzRXg56H3sOFYR{^#tA4V? z?Y&YBo)uPL-#w)@tcgDp!$(y80h*Wo*be;a%9*3dxq6sjeo>Rx4Br`<5)DnBeyg|h=2$BBmTs+&w`bTYnPBI| zH&zZC@7Pz|782^uxwJqhqt4f4U>~2Q(iQgZ zhzPRdz~#S}_kC+!TYsOERx6e#rzN0K#%2v;3;232gGMOCL}*^YIf@oc@YK6_nCr5X!#z4Gu+d9U6y<7_fmjSc&Rv#?k{z?IhXIXIC?yFd;AB%gYJXQ*fOI6-Ip!EQ1 zs+yzWm))3eX*3j;+n9Vo3VhYZ3Kwz&@K8#A!Iky>chCS(q@3jvwahCZKsrt3&%=WW z8@<<>dv=QQKFk~(nQ=D5mXQ3gELM%y=vkX0cmW5EOd#HJjJ79}bh$gOkyY%f=b~;F zO31qS2hsH9MfNv(_-CxPTh2VSIHTEkpDOupb(eoJAq>WlZ+n-M;IxcyNP=Yzy}qQy5me(sIB4GQ{3>n^N@244KzwZwV( z^e)o={zX zwd%efSGQ`D2-Z7K8B}+SQF5H`auXK_dRKG*18-b+c(FXK)%mu(<|KXFZ?6v(2yNfn zd_P80CG6rlI&a>BkM7-HZT5XBZQ;#aX%AFwuR^*`jCwQt+i&8_bfs;gPB&04JGAK%J)&UTxcCK(RdI-#@HEfl3+i;G!Kpcvdhai$Il*3(x-5CB z?S8Y4b}KhK;Htl$066wa#kX5fhP!UtK+gqKyNpzRs=}P5yCCy6-OT2 zVB}?aNmgO64@Gh1*GIg+0bay!*>?IkD)=J0^AH#wkcT#&Ti*2yV5Rzqew3pJJ?e#u z_=;`q0q2~?ZNX{QXc(rG(=6FT#%U-l-O3e6(=*I}2VKONMA~=-quAPWFfE{mT+=-) zbErLUZ*s3-R{tv%RSrU`u+!1veTLlY9iWlYgB_&IcN4IO6c!VHS+CV9Y6?=b?IE7$ z;WwyJ>qdScypi4}g9j<<43J5GGDi02aaumz0SDRtEAlY<%AfqIVrlb!px4qz9aAb7 z$R~{Od;>p3+Qp>FbLYcgqZZ072N!y9<9!#WVQ=q#1jI1`<97`3-L3nQvi8Qh@ZUDv z7?qEPHmObLf>&$q&Pqpi*V%+WjmQj}^acy&lTrEWzJucs07LM4z5lZKYoCvJn`7+R z?}olk9`d;?^A%kn3+J7=hNNN2T(&YiNU!$am0wQzAEZHh%yyBj zw)JHr8bcb5ejdh;>$SUMuhJWYp2%OnRH$k6^3%Rd^`{6X^7^g##y?px7yZq^51CK% z%Qe8p2S%oz3o zwA}Z{Nh6sR8D%*(W59XsbEosJ>3uK7Rt`x-X}9grlOuJeSYwx*QnuYLsSo)+t^13T z)4a)iF!`1^bC1uJ+5TCgebO7gw%z-+ZjYqevXVkOd(Z61I();!=0|R@J+n8ybv-F; z*n%u?GcyL6xxlhb81DY}(Pc9+K)C?qo6EkJ%lu)j_e(c(LM8frhPDB{1LuTDW`xXXResM2q^x6dny1#ES7` zD}>YEO`1M-DJ~B)Ja3+WM0lf5%$ncxrKn$QGtX3LuhIwgThb$9k!cVja6&o+2}-+E znT^u1ho6fi<#R^`kp~UM$%&!Q_i6VmH#V#W`cE=1beV?47Tv?JT=O zv6oY^@9j4Q|KzO8wY{y&)owux3uaq?vAZRb0<_|f*>O-_n?|)D2_1qu^@`sE_ABiG zt{>@i`ojOzsny|1yKk?m*Zy{V?%`X7=BF_2xXUsv753!2;P&Nby>4>MMaTa>XAN$V z^H2ROl86U-*zwId*rMWN{0sYxVm!M|RgpQ=TAN)r*JRaWn3r)^WHYty4ZFb*`{s+< zBVQJ#Mos({=h`lBsFW9%?m2){UW)0y`2tq)u6SNGzL-9ld^~e2P&QPytw;YfJHR42 z0SAf>2X}qLZJSjYkw#Cl`7N(3Fsv`LGqw?6LyF|a-#>Hc+@f{e`XO2YxA>~LW?Hc1?=_ShvsyfHaks3(1`02+=$&Illm#&u}iQA>*0<`16D*N zZSIXO4Xyt0Ub-lOO~qn5ORUqltl!VCHHo-2d1b@oc{_hVE`tg*YOT!+7|ZO1I?A;N zJyB`|vFogzdcIi8eV(1)a&A`=|Goo&%sCw*&1Df#-sAwVg;MF}(LkMOJ#`i4!+tsDg)f1X1jcREuQOUA+Tr8U;isY`?Kv_j#vkJr0sdd?ApfVH!=IU$HmET z)D`3Be&?xvzB|m@<=h(xL5-ZSxtu8kVWAcjAM5rmsh^&oroQPa?VQv*NZ)tO+|ly%f&7L`19WFX@;#g_P?EmgpNRL$o79WVsh z%I2OwJ~gsl8=uzB6FO%QYn+nEB&W|vZ_^|YkR(gYU>k+LcS^LQG>&+@NHL{5W)$w5 zSzoXJRk_h#O#SX$zw}8!LgbLERu%bIkp@iU6bc)7MwD_B!2%R*b01K&#b^P$T!OgZ z_a;dF+2DC|St68T*gVe9>imO-h4>;SNvra{wh*kbJ*17gxZK23gnVyXOuOysY+JvV4-(DO^#+je=b}SAD~Cd*oY;_eA9XMA+%|`g&vym0waHo$2e}&+hJ|e~ z4tMXnlKt4?V~h>+Xnve!_-;P=iqNTbEBc#%nXfexbvAI7pdS!{CFfx?`wmtgxlh>7 zm0%X#767u$%;~xPA@<;6_O`9-674TFo8o6v`d+sC)^Gm_9&z4ExzudSOxc$O;uKLc@ z-CLI&-D7j9I6WtS9rR-^YO`Dnc`xjCiB;;udfRmHs(R)jPsNwbyU6VZ?>CbiYf*3i z5f6-+PMq1ctZ%e%xM~6XlR0cVwZXTUqr<%faFM6}$G$Rz{xZ#9HnzB!7Oc+i03|6a zdmh?QzPY@Po64z;p|I{vD*nk^J)tUct9J>?^pPL<**oXK@Rr@`lv^ey$6gRZD6M4i zx@WClDz|uuMxLoQ-8rLha0mRT>@KxfjR|GzStGRXdjLV)7GaKa3@`&2rHmVpD}6uj zh8z#Et=VyLD)UOaej}$udJb)KEPsbmvnNGB5h*>*j2>ZABv$}x$M?LO{O2C_&@NmW zyd00)-6j|DuKd}Fhs|4lL7vFa0 zCc5pxc1QsW=NTYTyRE{=L4V0BeRTK2uOW@zSn#xs$U<+3Hs@X_R@DJQl-8i$%78P(@O7We=k5hDh9xObSW+`#Vt5T zg;yhZZ1cjPUsCerjaJ%^0a#>|Wn;Cv*%1G)Lw)P$O=?yGx8P^AbwkukSYENCKX?Mh z|0p^WMN^?D3_pt@a}<>!V>1#-NfRo{ki_x+cik7b!#UL6YyJQCnP;t|dwPM4o{6?w z+ZAJ7q1&$$i+188nMKYH>okR+OSGCiw&^tTxJA=UJ+f>w96*j+URB#eEL& zB5M7YVW*@vRQ1ff&ZnQPXf%^{VeLpoDT4pSxA+%Smx~W#MEK<7P~*NN)YQ4m7ak=% zfN08~9c7$b3>VN6TCTp0O+>udcdwf-t1apbt$}b-e=cJHPpt>G7WJ)BoOqW?2I8UB zaC^)}-nniP<~o1KS4LKJ+%5>WUh!H(*Xn|a@Q_96x_7$;pTV(DZP8W3_ z?p=nQ|8}e#yw0NX{pItWisy`^0=8M{4)T*n9`EPe8g|Y#kx5eSZPqR{kgreUyXkMi zK*PTCozwg20l`u?B%dShO4K= z93)(4#`E{WWimsi=}*Op@uE8lu3x)@BvWQUP*4~GZSdP#po)>#mzxobr{wSLVf*7_ zd76&3bo3$@F=+Yx!@GfX;{+N`;Nknibv&-x*L)OmSG3h@obhu$z9d8mFz2mRz6^irqS9>Vy~W{_E`?k6_Q=AC15Dr25z1P9|*6%2~y^G!`m& zR6gsc?mb?p=(*r;N1y4P$SM-3`u0U1-O&^2zHaTR%k+9c&2KPKi$EDo(p_%-hz8}q z>!4i*b6g1PHR`L=sPzN!r97&}zz-p@(>?IRL3Wz2$3<+~xjchNdFjI@?5$o#>rIr8wIOi@vBGGpZ+3V0RgFIYeXRnF^lz zC+&BE-CZ5bjCHqSLdNOU-IKX5BqXjM^4s_cYVFuStF~-ya$9i(9xaAVpU-b=qwUd9 z!=)J2(-VVu?H_Xp&v7P<$xM{{U9Rhj)t8a z_MEcIR=u#!L#Ls#E=h;d!0ir}JP0Ia?zZqOPv0M|o?RKS@q4?2<$FEcE!z;a*gyEf z&Aa8dNbz|;>1wV%oh~(MU2X3|!^CT3Nnba9BfxVTYICL;r6l2Nvc>8^I>jy8K5>h~&@S>AiwI^&0k1XJH}CM+3LBqH;*yt}5vH3yZ9tyR(Oo4O64 zLhn}28Lap!0Iz)($u)VWnQteYOsKrqfB&`(bY<3NZX?$({2gCI43-won=ZNa?0#;h zO#AsZT?yY#*k|O-OI8sIjX4Bf-+SL1j#WnDo<@mx7`Q1I9@i{BQNjBH`%}jy6lmD*m<<()S>X3*B>Zw9as0kW(D@O_6iOvMSGNA)L+yp z7m$y59P_;V^#Ijmz*!v5Qpdc$>%=rDI#YkrIZK;hzcjb&wc4&1-${VIO9b{4KtOcd z?`=)xmfF07AG+agMD?J_-fp<=tO_-8k+gJk}!MD>&p9? z@jnVqBlNI%J}hH`gUWW-ZMW0edrw_;w${PglRI!(qq4sG*qt{5IsCupdMoDl-ur$- zvIKao?V4CZDvFd3OIfm*w+@?OG=QYV$=tmZU^V$a?OdDXy6f!+6xX8?=bA@r{#9M2 zJn|ox+3EBLkzZAh-A2{kQeJd9lhm&xw1|4SZuWNV+M-QV#oQUYIvy7q-- zszY3&Bag_Oute7H_OON06vQ*-6o_W=B}C2bls!n3Vs~bOhztCzioJmUU%xxG@Wn4jG6}@7Ko_f)w>Pp`gS}>_9T$J zZtvQMN7(sFLttqCJnHg>I8r}q>$9y#PvpBw)>ti`+s(9mnPE+*I$NvVKYFEWi{mht zWoFU$`)f??KlYtoZ$sUq(w@cE=_v!ND|KT1m17cRD|&v=%MgrvpPE+CM!9a)jKbws zc*JS+GY7g}FR`x+lL>f6xDFrCop6U`U3k z4(babZO@-#JF6ci=T|8-mv-|}8CCrwRrk+z6wu0_Ls$q-9*rd(RHjF5iX5vtR7~_Fb9??aMlR<05Qgi{qW?NfSPV6$T(( zpW+VtTQ~NvaE#E9*IC87ZFKr|WuyI}ul{vVm6ZD_;zs=Qlvg{|$JBitx~z*fpn#!t z{gQXDo^A4;;9XU`al7`pAl?hP7dnUq&36vrWDt<(WP;uP=9wR-OQ_tB&hY? zj!OM)f88A5e@BS1KKa|HRIew$lR9QfwFG;ZJC*iD+?(s+r=`_>;dgr3+w3o%lKkZI zk|wKCWl=v^ze=kw`N z3JZY=2Cq4jzM##?jla%=9$3Sd8Jn3stqe!yJLa`ib2{B6h3uq9fgVB6c~`D^YK8ou zP4e+X-z8gKZMOiOjZJ5C)AmzI{{*l(ghsBlPy5+1?Evh)8uVtZ@2OKj;POh5kTMNR zNo!I}ICgTq-G%)^4z?d)U3ZLwGHCQ)1G@UY>Qnw4Za#y$JW88m{YcI7(x)=1$pY~@ zP0C$uIeJ=zZ9EpHgMA!iybq~EQx=_opS3}Sarnd`R$j*Nv^|Y!4;=I$=^4^9V|gvP z$}XBlJME3dOaX0f^w~$l`P`k0`OZh*wk9Pb|2;Fg@C0w@Ts{7a6DtK6LQJHMeb2A2&K+6QYW^mifCr_$@7&H=omccrWz)O7 zc6sZ4u8gq9v^329J!bV?(VW;i6Q!FsLEe=Co>|Qi5c@xAH7GD6xN@%b9NHXt*1W!S zt!?}7>s0!B_w>hN?UMq$L6E5X9fR2v=hdXZjo}7&Gk%Y5f3S;*Rd352?45&-;3NhU zof+nIz=OM43%_rk-f@*=#*^&y|=Q!~lTq}q17z0_ryvOa8+mcW; zE~}m(kHdYJikR%%cCV?8G0YZ14c&09xmG=~?=zObd9Kc2XNo(cNl?>C!c z9}WkNVW$6IY6PZN@;hHW$Hn_tO?sU~d90Mu#F;DQ%8%VLzY}3c)6iJT^_|lHJlQiK zF3{mq{;RKGQ+O^85xKIg%s2VjfnQ_bck*ONQjII0oca02Yw&U9;^tur&FlGJ6cyVm zP935OJd=Nl@q*d;84Ih66eLjKql+rXz2^?QqTX)Fp`-8RPZzZIpg)UN6BgpbQqryM z{eVAobG;!ljd(8~_Uf|<`nNeF-;&}%)7&{-_TGH6e8@wP!cXlS=Am&XI3Ob;%=ff2 z10nDdd|Q?Uqre_-PVr@q_Zx zLvBLJ=hvp;fTW&C^dU8Wczd8K(D8L!efL){V${6MY}5?7GC)X##^1PJF3GDS(NQ`L z{aWr0jO<%Ep1Soy`c7N$yPN4wnz%;&RMgun#QJ|tC_{hfht%qEuZY4_kGvYY;_@Sm zd{0c~K*$9Q_+G>%$&7--{uO_MvliAgXgpB2VNQ%MjVB?=zh&fFE4OXOJ87dW^ABg^ z6bg;t#~0cJ!~{QLr_fjh2(tF4TH)vi=j!lS7vn zw+0TXfzoED+Ns7pXY{MbcxdigFRg#S956g`cy%80(_Q)U@$R7I2p{hQZI*f!G~XP5 zTW#u`uN3!X+{1G^npv!kdCQav$+XgWEeJZPFpc7KFIqM5m z*u5=7eti9~P)U$Qd)i(jQ;bN&csD-7(c!01E zY1lu`r={0Pgatw5XlDLVhL4x)I`0!)Kc(4Q8012blz%~NgOIK2k>~bJmMiXC^u6lz zTFK$r@?f9k&hx-UT(+(ZJ28L^=%ck8r%efR3a7+qu5&vro#E~!eyjGS=~X=q?LbkGt9>vfkpV zNBY((^neJBE6fP+bC}iz8h17TlgMC&w}||1ki5dM`?y?RtF*^7@=16r^?<6_%yqi~|3YhmLaQM$vq<$~pBKW2 zRjUQ$fP!@Vdtm(gmv8ewF;UVH_w}o`6&{Bv2VvMP(3$F z5nvA{TUfzf{#OY_v7hg=}MB`aH)mlk^hW+k5$IP#;sF z7>9lVv~#-N-Cz_E+&cF>KmZyA>`1?n!P#M%Zo~W&`*qO}stuC>JCsA_& zSXLDx8DvMwy%y;g3x+|xJ2z@dT{J_Q)ha{M6s5&euCCU*U;!Ilp~CqrCV+o|i3gS~gT<3%;@n?;hF#y9AwURm97q;$9^2 zrHifk^0S_HsTRdq8s+&PVgTd*B^(LR&Z~XNkA~x^*N{=SA+-*Fp7eT)xBBQEv|AJ^ zv(s4&YoJ{4SOe6ECvstwL_E1%K151H8F70Fuv-=C$CF=ab<1|})yh4<#kciyzlo|o z{ulilR%aD7xcvsSxrCl7g|9*rIp1gSm z7s2%1yFl(#4Yt9B22`(8D7(!8;A6*qJ-@ONlBungACWuU{OeVHNR&D~=Gw!LJ)_H* zPD0|B3;Z*DTyKs(g;3HGtNc7FL@PwK`rc1g=_Eu4LNT6o7Kl|oN{^A4v-Qt29I?pLnWl>V1r~x(6Cf^&0WEp>Zt0LC857XW|9!{|It=3RG zdCA!ai&Ep8uMAMEu92Jqyz z_>2n8ee>D5O+q?T>hStfkuNGP4$ey~7r;|*U|^G;&58>Mhh%+bOP`h#o=4htNxIv~ zr7`I9^oL0rRcK4dmHzvhWlX*WXq|LYiapfmG9i7Tys?T!WDU2o_?wLbL%kK^+H|T>R(BE#jj>% zr!+73`RD9JN}QGTAdgY2ofq-dbte0H?P-xNl3!S^vfSmXVPz^ZQukJiHB_^=%e(&R ze5v$@jq05l>4ZsoW&g@+_uPA=`m&zF-r|d0Oun&rr`IYk^ZCn*-k<97G$uPhQDy(g z2SL*Q=>s*bJ~S7;wthQTOWk^d-bL~qLtDvwwOaZ+9&eQ+)LQNj3IL<&bZ%bz)7eh> z>l^CY8djY#z!WdjzC)#rsZ-y6TjseI5;%&(@-Axb_CVZG%69qkCGx>@b9r8kNxC|2 zLjLxH#J-nqTG)Z_67mA461iF%US= zkYNACK|LFABXzPmqE;AJfNGNr;0pblEUv^Az|gN~zW^`o_F9xt=$!LY_Mw2s5P!7G zlj-?<$qh|qUa04E4tY2IO#Ik?BlwXGl@I%FyeGBe@eqIbRt?w8{px7kQ@7tmS;zv* z##wl7RXmzi&XSOV=CK=ksPKI6yzV#N7*!zeyn~#H|B@V0hQI?IKf4$vMis`Mh7zNHkXpdy) zeaYViF$*C-b7q}~P;trf<=L!>x79r*uEA-HZEBNoA&&cyI}=K)p!HzQOaAFhQ~fRj zmg#*NE1PKcsBsE5zrBwm+D0o6xBJ`lK2WV493NW{<8cS}R1RiL`M_)*)||_W>*1@& z7jn(TJ!+DI^8?O;`dOX#GjL}jm1=*Yc{OvDs3CCVTY{bNO99tD%SMs6dI!b zw0GqKo*}sAyvcgp!8eb^Uot^W0*E_<H zNTn6C4MpAX-#kc1Cdq9HWC3&R5YPb=2fDCVYiXaF zdI@k}zL+r^!jKOzyA}4`%Q1D|F;@KTuDYjwt|;oaOY8)U4#3QB-N|EI z=;7~;f0Ej1&}ijX>*}Xm-4VxWVJEMn`~05TBj9ZEayM7Mfccm_-M7~Z{Gr*+W;<5( zwP;Rzhi>L0Df$J(@C5V^-`Z#^^9@X_DX=D0qO;^`{2w_6L zVwt!kske9MQUJop)pUk+xp9ATBXyKZq$k`E5D%DaGOfVHPMpph0_#RhxvL7jqr1N zsk&8_CNE~U>%T+_%T->tc++|ek%t@n0l;vs)$)1IA~LK^CYM8;Rwm~Xm_o1ad*3O& zc~<&d7ddy-g`G-_0Av?s4AfR*C+vw5e zT`f8)hE+D2u{aH)PV-xRPkV?eJ(4q?jyk`qyD=)Fan<$S0xxI5?CT8x9adQ(M8Okj z7C5mp4X;CW)~)x9Z+bURVyox((4rp9={{<_h+yP z#+f4BEDBP8-`D<5DEnFj!F_*L|LbPj&EZ$vjG#NRAh%IxfP*HtyI6z&6ASpLyf`eR`? z!fc}u5%i1SWoOddaS!et(`Mqusz{F*ZCcvm;x2ci;{O&F;&t8>knpkpN%ks+e?5X; z+WL5R?yzjv>Sc63fAbiq2Q9u>d~A;#?6v*;-Ppk__6n@ND*TNll8KRP5H4!Z)qQEKSb4MUSYAN(8jh!-3WBq3Gm!HE~~>GV1qi<4`ku~ch=t^M~rAn1GVaoNRwT?AvGIy7fm|DcD(;zXZzujQIrF=ycW2`cJ(sK&LH2M??{gbyo+Yup#UB zW=|?bm#8C4lX+CkuFdvFTqqmn5g+f^9KTLe(^hSFXZ;g4o*p;cwl)^yY`&GC{A0&(`Uk^G5nx zkX;ACva;44>5x2Ml}n9M?ynKlayacR@9!5^GO2Oxc3N4d_oeWSzGI`d6?j^>H6-R5 ziUtz0Eh07I7DV=@_4NODo-=>uwQX-e~F`%<8CDr#XT;$<>on; z;U7v=US6}8uX3+}aRC0_$HVc@eWT-TH-+rwd;IrS>;bwkzq7*pn??h6kLT7!rC4-w zL^#~%KWYe9kS%@B)rt^Ciq#tbWi<{E>Q!?yJ9bWpFPB@(iBcK`)&Wz$%IE`llr%3l zwi~$JXyW(^B2h-_6$AAi5skD19)f`XTXNb1tDcuc&Mw0tC!Pw4e2(6`Dp-=O0CQT8 zFZTA^83cd+D1X1~qNRwC&vvYA(xrn~KL(>mRjKmju4&Cuw4vVDH7i2o4opI}tjzXTklL;ai4u=nzokEoRLxR#&El;&BM zw!@H0c8wnp6ZV1zED4->GG8K7=(-=j*KWQ$v!uua51DTveoU86?fK~?rcCRHEG>t~ z!s4YoED>HE86Nbcb9xV~S*efc4$PUWjgF6gdfW82W5QWkpaGhhW8(I>spdXgmrng_ zf4`m~TH&h1?R2-8p8XmtaE6I$3*ISQF_^P^Bp$cyM}vo4*#2C`Qly(W4G$1+LDDUJ#f#G2IUkkez#bHCF6->#m0gu?b9|fWz<+?SYHOeuxS`yS2@4-2{~Vtd)#*HLov4opOS@z-0xFl1#88gbFWbKB2GWe)sp`%zkEZ$rtjks zxA@_;?*H6@Wb=|HgYn96yR0$94#B&Tu7-LWdNi;d)OXcrZT}K;mEMzvnR~Cf+vqIU z7vnK&%_dy!eiE~%P`+Qft8<86ei;{Pm41z2AGVE#MXi8Eh`2rQ$JK&kp+CpuguY_l zSMKwD%kdu8mZybU4Y{k!UTs@jB;ME&@|SWv8~)1nR$E}GvzmOIlBHc55ChStQm@&- zi`~O)7k%_(A6gKUyPou3J~+>)j(!4BR=uJh8zDSO`j5^_9W~rHVS0LQQp1)nS4fYh z2Kds#5EAAqD5G#fRN+rwCzTFRRsUMtHE;0FDCltH^iDRc?dg6@_vCx_exUQ(14qt!pDI+3O`Qi1~VS6WJ!4&5oPvIR9%TmP>C(NTy_nSEFf zzl#NwxB=N%qnzWuhmPcYcpFe(e|NGLn~~d@Or;WFnA`S@(@t; zpx|+$a-{b!H;pa=q((I>1*-TiW&I0W_r*!?4uJ*X3YD5;b+p5OmUAF~A=Xl$$^D*F zl>Mg8e=j>tCgt11U$zVn8U)=pagcXL6A4M;UaRZiPAJB0T4d|lY({$RdOmMVpwBPI z!;<3zJ&^Fv(Fh+ZjbT=9&z^C?8l^eeNR-VQ_F;lQEotMX$udSIb3w(k--W!4cIhsLq4pu$P(gRT2XO=kz;`TihJqvmqK zX?3INQla0`s`Ji*(=nuv(ieDndqkkYa%I#IHG3RIqPstc!|E{}PTy2uyGG+8d zMi1%|xz+bj)WM*->?|j5vo0w2-12uc!Nc$#veO)a|4m2s{?Q@4o2YfeTI3)VJqF&+ z>v;Bb#;Wzx{=B_@a1Ix%H^dV1#o-xKe?aG`bsr1@gMsmO*hWghVd~}EumziN9Nrvu z1KiW0dqQ2akVM+MP9sYW(MTH$+LmdZ2AjCuK(x{7LY9pdSD?d50l@u>+9)m*h5E}R ziGy%^xh?$qy0fcCD4^)oTO5>sNR8arcz_0Ad9lHz9Pz>JAgNDIj|m{q(Nk!*8go)v<5D&~SS{ReUz#UyDit&vaM z2aH1BFwSjO+LO>9q2cUY(6V~cvc3s0R@c#>Z=R+@WY;#Sc(7{uSbI0@Y-adxUAfOx zfakUkz3!A=j@5IG8L4|{714*`c8MnVa|CtT>O8zgzHIOnZE0pv`Ptu#r7HhcD?!@J z`|Sj~E21+bqV9e%cN@>}E)AL$%{PqpB6n3ar;*ayb{JIM-ym8guXk5j<$h?9ple9s zH6Ix+SuCDAba-TH7~Psov!ByI)1=5o020a*$hB+PZrI zgt4O*N~!%Cirp8i`;yw>vzpUIpIRaz)o>sv(*1gZRT&=DlCywjUM=?tFt(gg%vA~J zE&^Eb1w$X=%M}yfyV@TC@Y&NTyUb?ys;2GIr#0-i3GrtY;~LhO&yM$18$dPW-=cVf zF4e<@^y0x-fgT+DG7{Npg_`S_qtH;dqM|cr8sC3QP$btoO{H&_A%A7@q56Zk?4Waq z010}{rCIe^Kg4!Vdc)3Ry6;;PqCdjeWJZ%h{>mCRwaB>9V7R#h8*;GjAIW{SS7&Vu zz%mne^@kjqtLEyz4ySY->K5Gw*cb-Is0z5v8)4b|_ zJCC>5_%wD1CQ~M8xNxS2D3FRwZ`)r!68YSv;C>f6EiVjg! zh=z2T4PgDsc``pI1`l^A+pkSVmcX!9AbOAnzU9He?4@D0`;}S?V#FPMIT+rXQ>_xGYTkb27FT`g`C@6-~Obb z6TW%pGr|#L1!i^C_9DSW{|# zyI$cA^UNmSx0=A4eyZFEy5F^P(h&2~`3?bpC}sQ^vL>~h*>k@*)>&oHN7Dwr`1Off zO?T|EQgJD`D#KmBQJHf_N6pOY2q=yh2dSN^Gz23~{-?bu?{tx;7uSjXpMyRJV~p_a zAJ03wtg$Ixu0T;Y2l?$wu>$J#3cCG>GEfy*Ay)SLPK;lZ{JQz5qfno>YU)qDJZb~G zO6AFC@TJ}-d>4&*Ki_c9)fcp}R)tPWJ08qG&-DEqWkoGkU#D$6-!`_F zLF_aShZE;lOckj-`N;`7_;7fKX&U>Q;l4M+K9#y1anCfm;Gd9V$mW4V&q^2T-8ag( z9ESd}xW1I(3Clrm_$uCOSNVH^vpu*A)D%#6HG@G=5ZYo}n};70fcswS zue|zmQ$*+!_xz(;dOuWJ+P=UxRo|AYw8L{FdZ%5=tvuKzmptg;lEa2qoY(#8dCv0h zFL}kkroYfe#ivnxd2kYAaJgD9b&AJbbMAMPg+67Y<=U@m|E!fcQpchdc&<<+EG7%IC=81PGOW8UVeq0ohSmk>r}0NM^$ z;r%9Lkio1!=C)2`&#zL-Zw>$=m-(L6-B&0*-*^@9x3-7*ve3z015O+C+AnVjVb&XI zYvPEqhto^Mc*DVd1?QB3JJ_|AS$Fwd)c3pv%nodaxBA-Pyr{p4mOhELXX6EL1@74{ zEdl4XeMwIv;q$gK2yOy!%#F#qRN^{Gpp(prc;WFH>tAm+u*$jZQ+ml_opq zZazTBChtZaB=CI^5jnPfC2Y%N6k@iXUdkGs=kK<{iQhwEif(Sp-mO2kjCmhhk}Gvd zUHeR~A?}Fit|ZdF+)A3_O_D4#5X&>aQhm3?Ho~?+h3veHH+d27gE%kjvU~?52j1R4 z0(|5y^Grg^)xhuRPA5dc=DZrK^S=*G^qvG=^2&Hev2NmG3QZ@&wWvY$A-B`U zH6|-^9$f3&aaMipSGe?W?`Q7!c?we-z>~G>=Y(Xw^T1#7)&&A31K!~^KH%q&#`IV1 z%R1t5=TWriI^Lsb;~CW^^kxT$q7+&w{dW-5)16W zRfh#BksYPDwNmkqIW26KpW~rk>X}CVy-57TtbHY9I$V?M%>{m_z+Nb;MYb&3K6_$K zdf>d$qdb?w?gW{i)`wK40j47%7~wV|rfm_uS}QmRx?@cn+yEkd*6obIHUG3Fk{1Y> zUr;aPc0>F3;i}!X+-mtd4PdLEs~9TwvObj<W0nC= z9M4|jxpVx3je@iV;Ejedr&w0i5d35Njz2BmivU!uAlvTW2L+K%$rP+=dqNb&M=nh( z?*m%Ared{KC)xYfzE)rc&Dq5et-vS#OK?2;c zG(ZPT7x2@ezeIXv@wTu#5U+zk_>=tJlnI*82|H zf1l)C-IKSK&nQ!Z8>ZjMd!lQlsxH>eMnzvd0c$$>rBJqpynJqXzs#;lS;%?~a8J}4 zhb>vjm6?j#j_%{jd3Zx356%mdb$k-Rx8@=a>2)Zx9d>FH_LXV(+ksLG59v$wwv3uO4*cP+qaj z4f#9M(ePJrt$VnCZiatSR6wl#j5>AkA=GN-r{%d2rK{q8`Vj|(;3!sgPMOt&%c8U* zq9N4)?yg!JewuZ^nOc)s=rEVb;66JqKUc0^V&q#|Jxt$t4Ijco``4E^|Ia^P@tej0 zJAMQM^PXCleU=wbeCOY`ho_|X0|O6e+Sc%f?L=^#6`NLnm{+Oj+@*=>Ho5ILyqXq=eoVH zLoe@=*rUrP#qdG^Y3dsdd?H-vnER%AN`xh{Z%Tsvn4GVZz=^K=7R5ugsPP`d&%)1! zl$h5=k-j>Y`-3}`tfTcwrrdTP%XY!;WO^nP^UjbHi2hl*07WZQZPH9Qh>&dFqco+HFd+E;0Dz44+2@WbOY$tf z;`iBSS5b~~lLGdH+Fg9CQu#C_fr6hr0Yr0&ezl)u&LB3FKnh!^R-&!!VS;@ zjJ#QCl@!jE1EjO5!B7@s-`V`CEN;=bLD>)F+UibQoo^*hxg|MH%KOostk=Ha)KnMI zF@*M4bI%sJH_HFidr3Y#&KZgfOAq?T>DzbZjn5JFLk0}vOWQzPBXW7yJVpL75V7u^ zQC7ry0dJ{A3g)qJXcW~!fyD-Br%Jm#gaD^K<<5zIpIj?rwXlftl1N<{HI@!E%9Z$v;brP0v!c_)O zBz%tST^FxkY%7FPc(;miC3{&iWT%_f$=VLt2Goa)kDv)z-WvivBJa6+F`6uo6@y#D zZi(8HYs@fCFxCY(iP=h{menh+i>kmYuKV(bs%k z$@)4a>BgJ*1x=s??@0b99=yuAk*ay&F5o{0udVi9u5>1sB;7GcRw{7ErM2h)W&$T* zhI-#D29KK-<gxTHfnmI-ke&US;_x)vKqfRsZ1Q zzyi4OWKe9PyXv?l+~s$#gVeU&nbYxaF_x4Swq#7so8k#|kGJtR-&wio*%4-)&>(&@ zut6;5LlqM5hKA*WDPcE!#@|4mw8{ocoW{sc0*Mb3&7x9iMqm|O%@*Y%AEIO6iw@er za!9l%>h?KnMog5=L_Cmu8Dtvxp$M;J>s>u`I!o^SNA6H~Xjilu*P1a1e>PAJi2KxX zOmw=l;#Mdx5WH2)s@Ay^n6gR|Qr>%CbGPbV49>6HAC@F1$6u9og3p=ak_)7P5LvLp zG^WA%*}mnl&LF*cAg@F2-F0rb@wsiYHyop{65p(4iv#vP-yl4-+RAb_NR3m zdmXFN^W67!o#%V(*uThoO@mDAZNtHZoW+N?m^b6_5yXM?kc>|QZpYM_dyf0$Wtk1( zTL}N#_Kv0X?k#YY$f-v8*E?O2h@m4H{6rO=u}p#9txe-|wZgS5RE-;V+^)l>#jT+g zQn>snA!s8s3%!;>l0@~`W$hA9+AiQjtoj;{tMi(%aPPx?X*0fGV_+oxjr>(Y{Q=tg z^dObW>+EqI{xH}Z1;H1+e5S0w!IhXSwbFT3xBA)lP^)fen&FoNquy&*@8&kBSC7Rt z%FR~D^+(s#<8;`&AOE&DJFpVaYOIqpN^vZ?{0X3ub8mHWxN4+sUwu4(rDYgPiI6JHBY4N5rW?b zNS&+?KnT%_H?W)#;L5|>NBs)hm2JEEnv2CNp=?mM1j*|8D%`A9G1s41^aZo8(=WJ7 z(??fg293bmyu~J0SiwTADJ%`WP5{MW^2=T3$Lc*yUspw_@$9Z5dONi0j1Gq<>lgNU zTcxSy?zNc-wzg-&gYfs6ClXy8A^*Zl+Q!Gf=_;mi^*f$=he8Hxi1P_nPc*UvdL|#O zg?)!s>!)Atuh&g<~6j{raBn8yGb=TmkXd?H{2(4|W!qmkU3e~#;pCoP7ZbUEXy z)0jR#H(|dz!;Gf(h|@XDWe?f*#u00=-`g0^=GA#{@Bu2Q6SKkhdxSvVPpkKIJN3@` zdfOA!6W;Bc5z`)>Q$+c6k0NgQ7Wsb5^V*YGqNVn`R(|tj26hAvf=t8dd&DQ_V#1Tf z-X~gp@{PkE`+oXI{SaR(9!K@7-Jp)Q1^mDyQK0Xni+0z2gjVxc zDkZt|AHcqB1%*(CKPV%aO-}YwZTRZWDVQHU>$?UlRjc1t{Kp^#cpnXga&Qq3Nh*m* zPwdw)`oaCAa5d7`->hDTVtiq{pPig40^;TBWT-+&v#EQRdhfwr=pIqw`-J(F<3*EN zrQ&mNZ~yh}Bm=VY72tYjtDyB=rw`~~s?@@i@sk-yQm4=C4k3Ll9xVHB4D9ZLA?>O_ z#Pltv*OK`K;Lh~;u7l@xPD$ll^>HyPF^mr$I~TxhIC|q`|6=jrNFlyY`8)@a97xUUf`?q#cuqU7uFm6wJ9vW zntZ8#*4VZ;&7n&so#O||$GcOAZM`0>u!!%aU8_`#7S$XS&qQuqJ-j!H-5k!Q&rp47 zdDsy)=s}y@9k;|d|A*`^iBmbWmfEF@IpbHp)+$!6B_gE2WCIFX>o?o;C9mQ@=#-1u z&Z+H`rA?|@pZAXGd4AF?R(g{yS<`vMK6m@g*L6j`s)$`X5?GFbCx5$SF6FGny*~H& zsDc>q48Y7DVeiY8cvCqq|A@h{(uMNwgtwDjVbtw*f%~8QICTQ|VtVmhK|S?=v!YY% zP1P`34T_JMejRUey^jo4vi-Z>iGtd74mORA+?BKF#L2v-ahtnth=ziSI=Q;nztnT&kvH$9Px{dX$ zK`@VP>3n^_D_$PhLFtw!myV=NfeE)s*m@)S#G`LN<*4>DZbev2+*P&k8Kh&}I(KA= zRYi46Y&ylvcX6B63-7@%dAlIX8mSaecwF)Rx5&0*Q znBD8VVY%}aw?q0y^MJjm*$9K%g`%}cR@@%ybLGo)S5?7xa!|F}yuZ^Qy{z5;Ty|DV z&3!{owfp+%d`-Y2Gn?1rBs7?H(ZrL`VdH~i4s z6XSZV!)}#Tl>CCL22|OUX4!trhgsX=@v(^f^aU44C8`WpYd(4Z8S{I~alKw6m21cD zW+F67(^mjZo@IGGxqpXaTc0UrOs(E7O_2Xw616hcc8FR>LmAs4H>f;arT`md$wocAwA`?kc?EbnWR_S}^ z9Pv(~uE!5pVOiO82;&&Q_Bjb@`0F%p)aHdvVQ9~&m8h@5W4N^RS@z2s>RPHDmw112 zxv0`$x!Vqt4*W0HhpQwk5F5-CMh5Qj1>gNW(m#F{0ri(_TE+AJHXG$HNOSuB*5(66 zkETacC}bW;pU=!u5S(0F8@-Riu&y(KoV^&+YliTW9mi6BTl;pAZT*@(tv|ciy`V`k zj&jTXWuLr|Z>gbdlvT6%X95%uFVDC9jA;CZYymBct>`dlkz0Qg1PyH#uX9W~!Yy@P-Jl0WpXp{_G%gVou?EqEY;5KEBoCZ1+(1cyvvEUxJci_)soy~DEZ+as<*)jV+EfdaN^4{VDnkVt2;4JD#G0ACY zLKj(;-aW>({!!d^Cf!3SU!%dk`>c4n*qj`E0>o@sJ?hnWD;R-2G556xi*T;9>eqTJ zx@mQJ^*4Gnp2FEA4-h=a*ox)+d)S}{@Jhf=S?uplGn~05Q@Gw97+iX)sNfUOwc&As zjH@g!8)xl;ZlCp5rF7;i0OWJ%<~lj`f_B_C z+>QM%Kk1TEy0GSLCdkG}!Ddey=_T!gQ*V+5cWFj&MnO(CLQ3Hyvyh3od%1W-JfFi+ zWW@IcD&a;ao*vWU+Q749i_CvLz|XDs`T!s-f1Zfgo!=lYv9hxmN0YgqA0+!@uq@-! zqz#Fp^TbWygqt&n*4_n4>7}uTq%KNw*HW-2;=$+MEgAXjNUq3Fz3lshmGYm_a+@r> zXWytv#`oswK&{<7g^+D&{<0nMk+d$`{FXY2 z^l^<>Fs*x z%M;IIi`_ANPJheyT)Tt?P;fGvT!-|^9t#BFKtXJ48n{1}Kv z%mJvb(|%Hwf9E~r4aJ}5QL*Fx>ES|-vE=Kw?!)A<8(Q`>?N#3gz2ugcW?9AjPL;8z z>$a^Eph*u4^WT198s1+6iSwhGy?%52$B1FX6RQhqAc>3!Ud!<;t-Kl^5qztRDyE|+ zK-OOr*dj@TH?%fhXe;Bn7jb{q2W`!q!vX!Ze{Pd5iiO>;T3&Jg3Nqqs=v$?-dfEzA zx6sD!Q_dRS5t`r%L$NWc!tKPO&ijKNj@M%dQnuz*7a{iLa8#zw!w9xsR_n7f`x??e zCB3Hl$aU-M3ETp&8`r8{TIspchIv!6?!mi&L-Bg=eDUH^{iAH^xqVf=X+~;6ZULI+T~}N zBn`J;#w#^sIqp1%&$DJFl6uQdv{vca>uRHeFk1f=%$_!N+9v(J@r+a&lUoOsoHe@I zt<)T>Zc(GuyliW@Clv0$xP_2V7XVEU{@kkPPXcnDYfse~ulO3t^!*1VBNvK_TP9es zkLGI`^ts_956reTxh!T6qu9=v{Ie)d)~kWgI$FRHUSwr!LMsERAvc%tku$mxm$+LTRv_!96&$cmc#9u60G9%N`<94oKb>e z^Cr*a>S%G=;^E-$`s>dMhx?9ITCX@Y!!)z)w&Z)cC0mLZ-|coyE!_FTgK*KyNirIr za*(PSC!f%Qj!m2Seo>j=XI)N znfn&Q2_T(QB^f6~w(L04t!b7l`gA%FxBAfpC%$noK5?7&doY3D`+3@J3Sxl$ z>-Ri+3Tja~IqqsRxv_x55-f$%XC%boH;JJ?=MMLE{$0W0pqm0QBkw;ZcC>3kG(}bP zKam}7W?OS}^rpIUUHk3gwNYQ>=5g5BY}acDYXQO)*w-rZWBV6l2KG(p0&+9UWQ&6a zMBSh6M=gK2D+){S&E+`!zVFE51)975>AK5}dQ`m%XY_UtaSfuIs!{XRq`9~^JY^N+ z_9vl-j964%`qOXUl4)Ohjje9dDRNV9Uov+-romG`>Q!d9+Rce0budQH1{1YfP6kGWH)U0*Jm zYkhf|lcWB))1!awbM#!8Ve%Iao=T8!xV~pFU24`nSGi59?PpUk7C77xxPx8d7U{%+w~O$4R{Nox&Elbu*Hb4(qAo z)cw|Aa!D6L&BL^Y%M#0oU44_rt!_iSycji%$?B<8q!Ihcrh~YuvFL4O&12-D@B5}b zXgYt(AYv{Y7+%-yBRTO}AL&-6W@SeC#ttYuV$Ane>+3aJhbml^ENxORxf3RRS@Jf= zp9B~$`P9(*Ds((PJ+32v+%_v}+NJs42NvY3$cYwz+gI!EoNC1l<({K$Eud`Ryql8o zTh9|}`Aqd1%F~^i+;jC|VQ3F#SnaUv>Cmj9=2;PLaJ6NA5bZo*Gc*hL>aeZMy7N!j z*?jlKzxi{sO}lZiyaghCp;L%KL$qyFK0Z``fl)&ZZkr)*i}APn%#e=!)87gI^uN7x zX|QfB<pEr|^I}yCr!&|eL9-aV#3|DAGI^3#%&JL=MBoF855czR&{1A=frU)A$}{ z@)8G{Zt3#5P0;TmtP|}x3jT6{Ao2p}yC=o$J{TU?+#g>ScYaY^6Iac2?B z$xn5Lg3gqO{#tu<><`zm_G6}y2*2xziNA21kNKrHB(OrdS=_!?c*MeeDC2>(*{;;$ zQ_yTn2uOTW`@q(&Io6W@lC^i;vL`Tt!x-w|2Ht0&7AAw&;t!DAz*^nrJNO#Fd3hW3 zT!YGJD&k(@01dfS`;0&#q$GFP#e`<}IAOkf(`%nh^qm#6?RazuQ{#N-Ung(pc>FVS z(^;c%Rz}svOdhHIR`!G0Oaj2=ivxY{lY)yEbMcv?0CeLV3R(4Dr?UpAPl?>Jx@Cmm+Ui`W6|yxZbyO?6WgR zA+ABf2v{rh$$tQ%T+f?i=d}@cL*!+GMm5s4@S zY?!f1P#Q5j?v3wr#wr_le(&6A_vJG+^Di_J9muykWWcl>kjO+^_FsjpEp zd9f??w?T;T6e4X~``BJT>y-{Ew58s^G5z=9!(fz+S6Ay}?wd2AIF(BG-^3V;>$J3( z1*dy%Fro`lEFAa5XHOFa{j?J;Pxo(vt27-6=#4Yt}camF81VC_}3n{Zd&w~ zXnWi017Hk;jp{M#G_6O4rAsau?%(SD&UYJ^*Zy!ivnv?ln#fTIy!nn^#YSs>J)P5{UOahM6q6%^|Oj!SIiKxG!n-ReJe`h@y$vU8_ z{YCcfReGV*+?3MiMtH7^y#Dth`k(hny!id1Fov`sAv+*7j;>E;9<&+rQ)N9ePz3 z3`tf1efWr5AtDRv&^U?lZ|gS;x9=Z!5B~l>kfd}mI5rF0N)Ig`4Q}0Oi~Gt72ZzH` zT6bXZe;$9kU-$ul1Tjc1cW$G#eDB4P`m-af@v=qcE7X|FyLMw;Rcq%koQ@X->(j@v za!&JnCJ9S^`;c`!VdZD#Ti9$D2uM=#W zejA}#0*hVk6iIC={GD2#YIiPZyWBlU$5-}d17L}7KK6s@@p$oX`DIOM$5|Hsyzl99CJWMIWeh$b zG--3o0_PRH`e*g6ZvR?96_+qfw+g=$A=i!zj8pAtv~7aZ}8o&&&6$} zGm-4Yj)LtWq#<)4AMQDBJb3cYEq|?w3zU8ZmlY430|Mghl(k1cyk7ehMn(NLEU!vC zDx1~p)4(_}xIt`k=4nvWOBwV#>p5c=8tmI*7W4e=FAKO&`m91}65PhsDF%gI90-WI zylOUNHXYuV2VxMcRr-1{)d4|{r6Ffh@AK=g&K#>{rlxNzNgt{)$KGQiI!eQQBISHN z{3tR%jrKha9C3uE+vw|yD)V`qIoOgH_+tkkpDXQZG)pyzI6}P~=il5R=>D{<-okYF zV%$4s$6xm9pgEmRk~#fgl6QJFcE8+C_k(oNnO`F-5p`(&l~+>V5h#Zwrceyjj6)ZQ zEt}1IIVlrw8UmgGkAO|m_QRI?d~l-w6nxq`wd*@H>=%#KbF}NW&ei$xGTtVwM7*!| z=$Yv^+BIDsbCERW%{#08K{X8AZVjJ$PZ|GQb)6cC>1R;A)M-h*Ru{6mf=DOfkVUS! zKig1O9oHh}hndc#w&Bmph3;Pk#3+!FdS^~bc{y~VXWkm1M8!IEd20i?J9E%dAeJD6 z-M5yjV^GuO>%+dDCQu6TLt29=aPPPOts27lR~H)jq?f*PkMWSTEAPlN=G7(&8U`_n z;PiHPy}As6S-iOw_ODWNiTZzLv3I|IpNplqs5MI$e3r+5gHtffS0bu)o7!5A{Ohe7 za8-yWzvtvl-<@;vr}ii5{FCh~C)F=Zwg{6RTIqc-EB#?_%wy5Y$9$1gejSDSuiQth zIa-1f7E<#pHrV9fFLjr98K=KJENU0@XeHPD;J{Sh@0YyEJ~RJ_NzttwdM`oGyw-Z9 zW{>4`yut^E9G_<1>$<_w{gACP$V?;0v(fsI+wCb#g8qIFpPRSnZ#bi$kUf~oiHsE0 zFKBklVMDQV7gD-K9I}Vq)?ID=0qG$_T7QZ5cOYKUw$!?>)5YISNTgRAmu2)5BDG<^ z(z-5v%9YSMH7u?gU-Ne_W(5z%RQ8~_4F&X*v8iK2h;2qGeC3@hs^@eWWZml5eZFct zy>$V1Xflm|)a3d5%fCxcuyupsNtA|C($SY?jxx8(;ShdghzwM?t-kO&s=3TxmUO{<;1V~DCK_- zs7QRaItsZdB<#{h?7JzAf#5ykTh+!Hp7IJSdRp#-mqRgknLeaYxsx+&WDv$>xDy`X zMlept!zOg4R^*ydcb7FL4)M(gj=y;yF=aF|&mX2a0&XgQ(Fo%_{S&*bKARVFwVV}7 zOng0n(vrEiwbr6I$=~EHW~}7NxatL-E$o1iX$sRQm_ZF_;m75`1^$$g8&v`yK$t8!J;VotqjpQJE>b$!}0lW*}^FzP42QBnOwZG0_he@wa{&tp^T z&)+#V_UFfJ()!C0h1c)8&zCxUSZRz76>^6u2;$P$^D{7Kv#;Hi&_5HsSMu9-4n-9F zg~_V5Ll7=T&+n_lB|}SS+%tQHlclfM9-Rb1Ky;y-}r6? z_$A!?Y^5RrjKv?_%;0v~)w1fhhPM>IS{^{b_+v+~w3$TXM`O9;?r;e&=Z(&)##I~C z^DXDoTJKr8)~(L-%=W>{SZU3cC-+r|jsBvwr4W~*3P(A4q}Moq|JPIiWNIun8Yi5} z)sCLj-N{B`KiQqI=eEyyMn+bN!f;IMM8EF%lik;)G^A^qek*=HDP4^>`_rqP^U^wH z^zj;wSj1+1VLhkTu;2YpQ$QfU8J3pzq@tt+deLv8UMm3 z#xEVxAzmEuzaht=>W)~Ase!`$9i-B5DtrnMsB-vBJsV}*O=gAl0(Bd!!wbSS~^I=OXa09>1Lr&sB=w*$-r zU8x(tqtSX)?Hz#pwk?b(aN4ecmK`kM3jH2<94}4!k2u>7&$1zs*)eLJ(G5GW*gcaI z&qN+`x3x~4ilGwO5E`E;d54v0aaTgl#b=tW#g;3y@~c(-;VmjNOl$ zS+MlvfrVpBMAr{Uj`nTyj;wMd@hC>XXxNj^$KRbRuhomafYH^KVGp$~=<#PTEw+EM zWJ;(z*@n)dR^~MUUE?_ zoTcEq-w|x$|;dVo9UjtUJkDTJNH@;p=_x@|Sp&HS2Z{kL|1WK1-G}NbWWB<1p zURk1eA5N6_6WyG^1t>~Tr6g2_AC4>PqOmcY^Xy7^ssr(z&yg$#!#bY@j~(gfZpU2n z^^HHcFge`vmKf-a(~4i#jtmNLlnU@%eVP@-GP)UCUkepF+>mW`Rtvqx-SIo%_A@c z6}WghuV=oxN6+0J0iAaB zR~XIv;+lV$Qb)y+Q(7oB9GvT6dm@;eYxfhB1eX0RQS9A<)zsR;HuKQraBJLu=evCb@1X#(Wf$<>8#c8ZDo19i0V zHF(pp@GQM5D_=Oi5iL*1_0*_-&WcmH$`DWZobhRY#FH1jzwXrj?8hi(!MDm!XlQ8q z?WDBdTIntM^%a>@3I<@ukmpf*PHWBIb&~&Z^Pa4{X8BT54$82$*%aSvd@3g>zM-}Mi>k`)4a_w(c%?Rb1P0<*j!kCDMwx}}Cqb&p&){`zNLY5t|VdF2lpi@&JWE7TrM$D5VU>N~gu zCUopkS`KI&qnZ@Ld$36@0`m4WF08$FBU|!|`c%9?$Z;G0+()oGZ3?7Quc`duUk=APdFG|TRS~#JweycBUMrWUQ%zl>XozHeVrZ`}jP90P?5D;c&HRP3x>GnGEYJ4iE11f~|5h zKwWx2NetuihP>{!1ckaY-Ihpz5H@fB|mbN zcRk~arImjUVaYoC6wfA5y*f9O0J2b}m-ee>t9_WC&{CMUr>k;@jd9eR!G2S2wvNq$ zQ-Lq$-k=zmli-5A!Ajm)M)>b0VvEV!+ct5W1<9;im<0auKzI(|asK=udQUC%L@85? z(y}H=f3u20d@P;{E2%(`yb7C z>(tmD4M2J%oUVPZ$BqljX@8()6x!Xjw@jdImLT|=wXPKyYDIdVwDj}g)FYR-gHfic z?*fD-y)Q_HRIR?5K>9%gdeiRJRPcC8V#EvNN%RiA%lqC6STq#xjimzV!-krk5_$B4>{}@E+YGItV3#%_Q1*B-a23fM_nr&QQTHgNie#D!r#0xgksBT zF%+G6AO6X0vQbds!_hrqw~cU^9TT%8)?a=w?GV|-4r-M-^UZaCB9k8}n2&-G;WLa8d-#}%cJEhAY!uYTYGD!A!lQ~qq~Msd`A>t@bVi`_t{p;#i{9}@!Z z&3Yh5t=nT}|DCoE^zRZg*sE9r>7$J_=Z?C$c)rJEcB}ca)kkX8z(kNNab}T^;lD6Rr;S6WtC;#Wg{CBfym)>V<%1;fvGFhU+@CykRUzA^P&)wg&qC0}dnA0r#5W(Tyy7iAjafu9D zET#=P{ZZ}E!_oe!5}?mMkBWE|XN;>jIqO^lWH>rsJd)roQ83s_E)Q83yUePclX_8* z_@PO4)mOR-jd0I8YX+NNUdK0uA?4Ef!pjXY&5N`fIrh4kb*nL605v{Z8Uh0^;4~D z8GpT2=k!th^5gJL5pJhI{bRl88Z5U+@>hhOFhRNN$z$@bbu12{)Y%SDfekM!n>v?9 z=lml4!+}(@h1`2FrT_Zx4ZUd*sm;ZI%1wl<^SPkN6H%)!hU^n;q=okgF8T`mkMv>9 zbGvK(o?&)T1lO}$tw0p|D{cHbwwmV~r!8k5$_4>0fI0e95UJsX+s;uM-e&vSa-C?3 zJCZbHFa2TtveP`^@O&@JDsf%}( zoA8Sk?Oazirf6Ba>WWjutE@&_p0Y0>)_trS=m)f`TH$~P923$ z^cpqGF*v{e>UJ7V0iZV7qeZ-n^{VUL<(u2w=uKMOymx$2i&~XenVCt#li$BuzslJ~ zz2alxwb{JX91_=VyX4L^Y8jWyZ@8{xb2-RqB_`Ij`R7pCS31@$m|eJHL|^5e^g|uc zad3;Bw9FkK{tfejH!gOT&unVH=Z!+(_MIn0V@}#jnI)LnkOonpi|zx zI`{nb_E@7lz{?j32j2{fw_7u-2af~Tb$hR6IoHKW?|S8$^fKxVE}tUaQ~EGI-F0tO zPI^uJb&-s9xHXdrBl5+UIaP_K3hExCgRDQTUf<0KN^8m`nSoAU>f;_>qGxm2(SYj{rIJd&=;dY|w# zL{+;~FFf+~Z?ON%+hFCBC@6&0>(eilm*b0uMM_*#bh3dryur7c_=iaxSjQhg zHIdj8RU_fd*?74PU|wwFCsHYw+2v%Ouc50;i6mX5aQ`ec4L*br9$${OA3OLX-$iD& zUmt~hbrf8!mE0DNz`X6)o^c-ST)IPMxlISHCnxrXmMf1lZ{aW?v+4c@$E zFC*K|C-HtN!jKuP#>?_P3_#(czuS$sZXd>)p>o@w4Kox>Kzsead`HuZ_)}FY4s>h= zy)iHwPqaY(u8_t7aNF<3G%gN#%029QwX7gObs~gHqrIhfsJZsbJNNYOE@5_90gzLV<_3G+ zNgUsWMMG;STAGUgGLR~*s7z?!k z31pEJqp(_f&23Hq;LeqcL3RDgyYq116NPlKT@kBzraW~3IU%zW5isk%)a$4m)W&QY zc*RR$q6~z~2S0xX$)`yLj}VQrB^-F}aW20?JaD;7Iw31Qme`!L1uQ7@kjBDem#Qd z8`gf7JHl?*Z7bIqSe&5e%7P!VEW$TcgI;XME^(?9*>OJ!vgCG0>kV8WF@5`rvIHrCM=8V)A-Z&LWX|`w z5N?PC=V`kztBkYuezF2FC32hA4oLo(>oBMO(CO#BoClR4$M@{XMNpJ>H9>R%&C$-* ze^1Aq>RS91{J(|yGP7RWy8}f=F#TQz4~n2U`yAZ%VGRTH5IoKqAj6ac-f5mrI~<4- z+fvTJO7+b(>kXpSP3Y8I;!m3M19_Pp0d#Y7&2G=^>@e~6`#7&%=)T;k zrk3|;?X6x4W*dplxnc=ajTpBU=kq&OyEb#x*Y|Ia-!ApXpf)(Sf;^Su%lRZe@zW-B zM=!5?H(U7E`{eN?vOLVC>iuL^yU*Bj;lMs#zrQu!!;S{4TyW4cLL3p_Fuzr;JP1gK zz6GslRZ$5E*^jzew=NE%js8oW!R6}XCI)3(Xy|+!?8L#Gb6Kq}ezVT5mWRAxexX&f zH{Nc$Y*EY;BD)>J&^_I}O5=gUE$cG!lGr>*_P8-HdqSbzSTGl{wvRApvfIt>*UqLF z`CV<4`zRXWSKCi+*C5t*g1L01-S~yS@^q_~TZrS^uVe_>9Y9z54C^lt83E`>@A=@X zP5u1U9n{xWg&3P+da3r?82XHd4Nq}-cL0X`_Rb1ee6iv1&vsw-dN8b=r85_>Ss-g1 zll0on`(}>wziUFsi5;2kULKH;l8}YVeSu4z^9Y>^#al3jk5Xt}i2_vZ0E?I4jq{-K zGd9;wbOk8+y99s8_>v%0B#dat$TB*m9ESV+E2~lcqJ3XJTp`X)yYM!+mypf##H7)1 zJVKLnwzE$9oMkR&xf=V?9RkkopKu|v6UJ=kbgA&U7jIY6s!G;OKm9<$`uUD-83X6+ z`EE$~f>rw((%9UgQ?%D8Gyh@+PZE{(mFuxLT9e4CUm@J!o(v#*_MQ?a{@HF9!f9u( zc&sb+Kl>Q{BS{vsNRb$sb{g^X3RsiuT$sFfZEFJGBd| zM(atZU(|xmTVG^oE~(npJO}kbYPh|6;l1b{dL9AkddVN_djoE4NpC&ws=cjTC_Jgj zduYM}Sv4y7ws{uw%~89V;@3@&_9%&eKf0FCYrGByGvMNm$5w(~L)q2^e!48^U8R8G zHfzlwvS<3&e6D`@i(djFERf7k3d@H6$S(a4_ul5|#l3zt)oFWLJ(~5Uo5^Sbpu|G8 z^POC?{pyI?Voq~&`tdS|+Gv_W61+`Z{9r}c!N5v{?p4zJZ489j=7MCeqomPhCBdk46A{9vp*OtmDC z6^!mKA8!eo26X5}FK3a*6qZ&6gFK;w!vi#PokLmz;`i-wY%Qevd`IC*vC9i3{xxmrP0x1(f3 zuw^$+oAuHcrAIRc99aXfD9%ccmVC@jKxEeXoD4SVbXK43k@&k`^ssBQeO|$V(v}!>+e^(fnnGBc30~o z`^>rH?)G{}_ZK-Gub4ANC93wPiuW^fP)-N4Nm%pcu34Hr$m?tOH`3q0M+c-`)-#4r zXj}ZD)8yQObxbbpjg;v;`&@$3NsjfiQ_2m>)VCoZYS-$2-9o>LX5!I4R;vL0B#%3% z)%e=j1E{W;eCknmZnvyroWsH@eN8`2?-6z?s%o6J#bNFP-Rq_|_w-v(K9MnY=4Kwz zXrHkP6p^GEl*$3f9-d}`fy`!Q-w>MT-Su%1VfnqwUzcF?yK(P{-g4odG6<#ct5>f# z!!ZczZ?sy%UUj|hFRy)tLs@wBPlh1%{!wq5QXe?hfJr z64KU?Hnk&Vt^cFw+!|F=qcHqiW)$f}=c1$&5*>(2Boc*+>i@5?_Qk&07kjPdjPD!c zeV?b+r-q&OfpI+SSh>j7?$-#`X^NiQLX7+k8ueLmUL)Q$<7GS2U%lOLQ}Jxq$WB)v z{(TnhoqcoBM(xt<06?F|e0go{{(zBF_rp4}| z(O(3e+q!B@5rldj(t>6>7mrh;72t7#axvEy#1CH`&Lef-O4(~?eg@j%5_l7`6LpD~ z#VN1OU{*;W5(IjsW?r!hBtTF>XTnl#NI`mG>o)KZmI60Q0Se9{15`!hWOwTPiL3i% z#(j)wa0}h0z?qy!c_VsBJUL7a`BZPd29TdK zD`QujQ*anu#z^W|e`$O0S?0mLacsA3?s4AD|GFU6CDQYY=xdXaRJbeanH6SNuQV{P z+nn0@JkkTS;zRAx*yP_h1ugwWLpw%X*eUX@4iG~DT+nVdKAS&ov+EhB#sIY7nAK*~ zl5tzUK>%^5|6sJeUf;;U^Rp7_?fSCBhud*y2{M)1O1#RUVmFS)7eCnfZOB3*wJ5Y< zC3QIUR$WcuVyS@Bk&ySx#MtJJb9yr>lvh(y{&i|$Ydq>FTZ>_u2u64C80=0Dc)IN0 zUnvh^U{JxOGvQp$-rY6vt|a1~?$k{4mwPN1?9h6w;8k)}oX>pQQy1>WEtiR?N_RiO zC2gSkE9x=WPD@(RnEHs57j_>IT4VPUADjU)g{!iC8!6v5g<6_}JuF?hrOH&gv4UEV ze>NL2y*XMm%@;gJZRvC8_T_P3|005_wOu499<2%hL+U$f1D3FC9R1!SrkU0`Rp`+- zZe|V1bLs@d^LQ7BZtn;Gq49vPB6)a?-t@Zn4Ggu3jk?$zS*Yt5v&y4d|3SJ@a%(Dv z^-3KBndoPJHf?*=Is|LU&^L)M#o~qfeUMzOdn5r1u+!RsD5$!AX%T|Zv(4)@qVDq7 z8RnTrM$(n;^g6$itg1XhU!fSRGNXuPtGV(TLtCU;Dq`c`}6H(FMDZJx9G)2xeTZz*2AFwgc=z_G>+h zgHM)OE)rN*IU8sNj6^avP2yR$l3FMKScBxZw4Y=9N+~d-4lW+A zWion~l*Uok#`9Q|0la$n^Ywo1i3GJ$DJAvsT0jrns{O^Q!%DQwPWxYSD z8={x?T3jyS7i+p{kf-c==c3WDH6!WSqZnL1RO1|4zqHXN%Wd29Z*JSr& zUTH25#VdZ;EJ4)On!W8eMwq zaT*lv@v!77_j}db8?!f^U+qI*0GjOMtzlN~mS>2=pF&CB#=%LiqUSZxovz74t1%b}lV#-04%9X-im&_u!~ZA=KUw28 zy)W;}8SV9Y<^HZDeU-}ZI7Q-dqSKl^fE`G$aZJN%N7|Qs3+}-s+wC{DC1ayE08D%I z#tXS{IloVv@A{cN-s6r`oGmur?wHdEdtto<7A-pgV3>QeMS0_Wz+JOu54~!)b(7Rh zorE1ixF2E26XEOW@9|qG`XmFNW-d5ZA&9F^G68Tv=pq&G&*=rfs!efPK^Ny!=ffbB z-4+*Bt;B<~9$9jVS!C$f^o?IWB|VxoP*$D9V+oRG2OpqE+e<~7tbEa{*Li@jVSDBa z0bmuIiTLWYngVwU%w+k8ocpEeIfGSJDuh+$vi@PM zJJnyj;t(!6AX>Ww<8d|_yx!V_y@oP2Vq*E^Ja=Of>|Vp|RJH28-1es=%T;;$+PPN8 zctDq-7~g^shvyH!(PW7AG5uuvBzhJ zs+Y#irwpd;kb}IZtj;Q0?_x^3hJ%4TA|KpF!OEyjoaalt&#gT*_m)TJay$S0Zb`}Y zHkZ$)`V|bVkXCX?rDxBudi8OX(66?c`?Vh6P6jqdHREvkl5s~6xap+J9_(cgd7JNh zN+_5Od0c$Zf3QLVq4M?e${lal=9P~|svrr?Ulk?4t%m-3<=x=btd!>SVRhaSKN>6Z z)N_PD*-!|DmPMdUhb_-Xo0R)#arRN(E7vuv(%a& zBiBX(=(fH+>QD_)i#(h?`q3C}+HEeqkbn>Rl;ulJ00!qdvi^2-m$7-2hAB4P!ogc? zeTAVYU>8VNlpqyyTG{(c*p3?eUe{Rcci9>%w4Ph%ieu%&0}#qV7pAC6m%G+oZaZ%LM-` zb$5xXdkn6M?E19`pKGIx(*5Gi_Kl#H{Q7j9^QC+o{K>eaEc-v~kMP-`)XW`^K*?J$ zE9XKQcGr5XiFQjnI_8xN77{BqKAn6tOuLnKnz{C2TO~YG+QSEe*qzka?JN8=oqx-X zXQ4zt%QKr3cRKotcQAL*3y@W$w~I{=tKBZabMZ7q_5l70S)fYswQ)ll5Gd_lbJfL2 zD{skL!cJ6pbd0O}2xepy$lD5#87&__IZzK(m(4;Q3RMSBEMAre6FLGzj`!R*n=V%X zO^2utQ3QDpm?y{R@vzVobhAZhEv<|ssK8wQkJ9#ZmvfuA^PHEpH(?qTONAB?e*Lhh}78tE^v5@Yf7?`_rgyq^28|&@3cS5Uqn&#oE1bdzimHo zW>Da#n@JQ5!{zuZ5tYq*JM4ApH#yEui6Cr%1-o0ls~hDf{U{`M_j>r6hlj7Uo0V_vHW+*_%_HH^)+AW) z_3_RPZ3Y{8!}8@+)`$K^$~TU=#;D@$Z=Ppo0-eil9b(<|fFao1IfL~>44(boR~;9| z&u{`?J-DBZj>EwV~J(*Uni7bZHQZ@@qQ<~ z;5_*T=;S z@WB1ET(d)`o8xAik%SR9ONZl4do`KL@5T2z$PxB&Sj*PMymlAzbdK)bd&BQHH`feWtaAjo4QoRo{Lo=ncGcX>2@Y zzc#Pg+u}+bdI^=w3;XS_b+}Jp)zZjPR1BEV1bZn^P;!nnci9evluaGkcb}P_2%_G9 zy0->@;2eYjO$>2z=|j5zShXRe$8BKm&jnOjw>j>An4rTPs*Qu(DZG^P>A>_-}sNk zhtVE$Wb<=2yHch- z`wE>VVYUuThi5is<@?1X;{8_Xe&;omu>6ASekaYR2`IJwZ5Ugn7~-_NfTOL~Ln&je z(Mi@b`x@OevfYB+MRD~AZo-W5jPggm-$r1aLMd!`z}i*U(tD$jhnk6%)|0+{n#6@i z;hfdI9tKOFz1{u$2CM4V>FaL^v&%)z5{GAY;Mf_Ad-d+&?Ivxw$t*%*tFh`IG*lS#o`t4lWJwNtNRb@cDP);`e5+RGuxP%n3baz zQw*gI+GA^d9qcH@+RsYO@w_pzekeC!Yr?X)gZ zodL+FcjP1Sy9A}j0^tEPFge{xhoVA@?hSSoU+#YX&Q;`9__579j zc!)%+%4*jpnu=>*ZNnQh=T>`bZ48RcPx|BGTeYIzW zx(8!6ZH^b0!v1K=(_sI7fb@lbB$qDL7WBN{ z|B-(qoiA>vdav6M1h$oYB(gk3%ah4O8vi=FB37MeyEV+8%5>0&>De*Kj_U99=9pS} zxklE1h%zM6$!~Rqpk#F!bUWy+4yTw|5iJ!;Sl?jJ*k_6Sfg$_V-`n%tD*xf`Iid6#8QDk1dE+tnm8{kEzx{;`@#(o}NV9%EB>#VZFg}>vsnRv^d_aPH}XEEAt*BEDTG=6x3+>nMcC|pTLyU^oFfZ2cQxF z@Lz8wK|Avg5;U=9Dp~%%OY*8{{>g_g0ESn+(c;_gs^VDx<@iH1y{6NVdHJF zvjxu1p?CuWvQg~pP^4$r?auJHo+L4=BSYV1(GyW}Y?r?^zA;VQmy=ugvjP&LJ$Rbr zZ%+m;;x+B>3iZOI&3e-h|7*qqM@sQ8LLaO1L-=^J<{=wIqsokdvR||-qYa?z6o!AN zAH-J$#{KPAd^L8Yp(L2q+7l{XbMx34JU}*jue_{xuP<%fv|80p*$doF=mTFL!OXFI zq3N4ifjRMSjvD4R9LNgZkqb>%;ixwVdJI+ekZQX7DT?kofJP#LqxR}7N&7*i39#$icH=_Gp zf4(iFN++k~iQ$Q^+}}Om`uRIW+#6>6a7HmB7Ru*UZ@f1eI=dG4XE$`%#zk%@)%z&l*j@2YB}TFb$E3g2njnblZCaC~1SnMf^deO*rbtpL5c~@$cZB@8b?L(f2meITqx3uq?c#-O!xCPGz#^ z`Svs3{|=L?$@CA)3lo)b4j&zk65nQ)l-_F1){8Sb?Zvl!Uo*%n3R$B*X_Pb*FU~B2!v<4Nmo&=OLqrb zqSW5#)1A0~l-4&*m*2x;FAoTa3{S89>vnfKm7tE@d0e?CN$MrK|F=6YOP7ju|OD z<e=m+N7chUFeCEYinKD4(>}Bg4U~lhf923O;DwPN*0V&7kB5x2JzpPg87VxWC0z2 zx6QG0L^<<5x@*f-_ivHNaG`jmud-PJDL19e!(+G~IBb+ft<^CBe_8yRy&Et$9M&UH z2}?=&96k)}rsCeW!0PALcLV&K5xISA-)H|&VJf+ptB3M^kLIfzv!1#0;lrC0M%&5H zghW<YDG3Tqwx)f!Ch z>ccA!o4ucj#Z8{gZnZFqk%0Zk2BUd!0yvLAbc zY{oY!6kQe!&m8Qkf~@uR3X(TrsHqKSa{7G;HQPS`$`4I{EdvD|H0B5xik%C>4_&3_}`;6aT_8(MuAb!EgaD9b{-B>Bqyi6J<{ zs3**9OsaRl%N-NSQP~*eB@4ForS!$yU8jDbXy`x?b&PxIy6#@kWPJ5V>GrW#cCHhh zh(d7;k{2Uf=RhUmCd=avt5SA9FSw7!Z`7`j#^>5@L?(V0a zVdo}i`(^~%+wz;4QTF;iwZ{Q}`E)G$xcowt>ct*l$`)tMdc%xdCUS^J4aIM_`mSAE z&fsT_nhvXNaJ=?d^5L?VFIKj~XW^8jK{^q4pI(nNZ@-ZDp+!4X#5Ih$o794WRY)l= zFY`^dH^S?{pZCQb<1gQ{>2z#c_0f`8j8LPy69$NO zAMAnplGWjcqS>AJ_(1ffSK`XBVVe`j(>qhU7oHUYjJiUFrT?m=nHTr=$7p9X?2fGw zyxQQVrWO~QK!%wZjtAf3E`_K|`y4V+gNN9ip3ilzfJ`q#eB5CRW&pN}Zk+*! zN)%2;Lnr8FNo&9jPD^-_$mx3Npm0M!-Z#734H-LgeJ*?Gp`6_OgBGvRx|sQZK_+&H zcTG0#=+`&wCwGB=25y5LC6|?5#bD7E?7+7*?Xy++Eu_sABR(0>)!>`biz+%KU;S#qvPaFo zUE>y#k5~Qveiaw?vipj2LTlO{%_`_0-i$MluDYqP%Iv@Bn_di^_NBD{ty=T7!Uy8L zA$FYhjss51c7tdV7MiS1j?w~kRA^RCEAE9!mLSX|^5m@9%k2ugzEcJz7NRBH@yIYLH}y8>P3K83 za&O*WS2*^st*!P9+~u017!-1k?0#WJ*9p$i+d=WPMp$8B2G+LM`#anhMmRuSUMBu~ z`@RS8cl8E?oX{)bt#|$pL%q(Pjm*Pvt(*a?oFrM-mwoE6{#?_88=7+t^uRDOQOvD+ zZFNs8a|?MwVY^@#`BWB2^+hw;`F6}Ym2T%-NW$ZKHmDeVsa8Ea3;Pr_E=i!Cv8H4q zlR{2ESS}1*A*-k`7nz+D%RE>5OE=3^XVvF7rNeh}WMK=wP2;m>@F zc=YG2jMX;xj*oWECl)F5;)Ks*ENniTaP)R89ybBea@nr$)LleAaWP$uu7jd)j>G+U z#S9yo{ko{!y*MiZ+FQC5^+{t9xH>mBko)Z0{7x6ExANt?qWCN?1arT;(Z^&rE0+=B z+-%NX1(MuiU+?cJp2^0#t;3*Af>*;G&_Q^& z&6%l#*5Sj+dgFZ_^Buz!dt;KB=>m8^PC{iaUuNjF1`1T@v8P|^kH4Q9XKqM-uTu*h z#m;i}`p#Ef$7Pb=Z}Il~Ptg)P%oZsy*e# z9qv9=FIQn4w7A{W$-YE9&r$~dTt6=4F?fGiqjScE1zDp8BSTsCn&o`_BwaZ+D4<+yK~_j`G+@x5kPZW zf818zL)@i?zgJDtngfoH^9`9DcCf2LFnZ})tAc+0*e|;se~6;xel~I11MOE-l{MW! z`i-FV3vE@aFb2E(MPaZ6@Sfye!}oQ_zsgIiIsy`N;MvyuN~T}VCf~yu<5UNeA-7pl zLpKX@Qd;V8$e>=X%+j~{;%gUqaQV|*sJ;1rdDIZ?3>JOa+k6g(G%k-^;LA@#7%r2WQU&g@UEy}gO4|!x zjNd*+kp7|XmK%Qc>irf?{rKt5$!2b&&s0a4JjX!NNK81@K#r+o^W6Ad&j43Ccck;I z;)GW_U0hFDqrCdHs>^(<+6zQW*=CCee#hEj&`DcbE7kMWDW#mQt79MogO)2P)f^`l zb2B7Cgj1!|W2)6`MAdfUx3?vkL3uPQ#FZ|>VqLiA(7<@8DRC6+A7XaeJdGut<2Q@J zXF@I?6{1&c58{PV;pO{DhQ`X#4PT{BX5nk`?+z_iWE^h&+36F#rjxZcmOb%P*evnC zCzh+qw_Q(k#WcL*+s7W^>0G-~K+jWh)lDsZ-YgyK%zd@gpVh&_jW*lorhG8j>F)0} z^65`wJ)=$b<00i;P;EBhc*4fX&jSS`s9(Bfj>10R@zj~WmDTCD4@Bov#pBi{LF&`v ztOx`_I?f{}a~ECxGT@9Pvm|{O<%azZ45_;4;I}$K{sFrZT1ZP5 zLAe^w0^w%EwZ6g~1(LI#WRK_SzTAuONp=cRMJwE3RZ{EvX?c9ec|uKPFR#%#zznfi z>WpKH>F@U!rUX2mk(|GC94FznM{bX za_W|zO9Db>qaFR6Y3vXJ`ToqW@|QEB*NCJd+#>^;xnkW2Hh&Lk+Kf%{Hg0CuV3vaq zGL6g1;&Om*64Ctq+S>J-k@KW|41?La@i^!36===faSuS7u;21Q9`@EYcKHjiVpI@Q zW&fU|P{BN~uWg*m-mepHAE!5p`dzHbIwt!?*}ZqG>uH6=paf~f?Ab;}3xj;dw+}8q z&p9qT&aBC>r$ALlvKQ0YU!1R51E5%xD}L{=mpUQTl)}#7bGRheLFewHZE2$JiuCB- z9nL^RpG)CYc+`5w4@e4+Vh8O7lPxv+Jik>Z$L?gZbaDHNj>Sc^*_|!z7=`kt#p>c? zMvhw>Tee7gvml=~1ZTO^MfiIxoxjxsEHBKw0aObNZpM|Zl|4gb6CK^aT`CN`2 zQCc03@}|@_#;a11L(2QES-&)!3eA(*@v%eYjl0gb3g)!88syvYr7f@5U<_C7lnFko zMh&pgR!tThXZ%HJBIe94GoNjd^NCyTg?o47j!(qALH9oMq+fV!`p?dwQuY9z{=$?6Q%EC0PqW1b!#CJtcTqOV&9@EC3y74+FL5>P5LYcHqHcgCXeo%Dq-ovm8*D>()JfmOe+Tc4=VAMmO}D();2 zT2^WQ;174*{c5|sv8um(Hu0R>wCs1(9ObQozir-_*;yg#|C|ZPSOdi z5&r9{SO0#0X*zv9yDq`MsLImNE>r7vA_N#XmrfQpNV)eyCscML*kGc=27nz+g#MdX zlgNOKd><>l>{)Fnm7IvL3&~jxQo3R;x{&+0F3Ss^Wlyw0(C2P zbVQc#-8+e$_+qE_`c(CBz5}T6zJPaB^K)2Gq;OJ`V6bPioVq(w?kV^Rd6)V7)@O&2 z@w|}Wq@J4v)1M!N9W&fRFmYEH$V0E1X`Bd>L(Q!u72sH ztB#y%VpiJ{AwH%xCS+IT(YI7B-@PtQ9fG8QGuH6(R-|Lp#0;q~umrwg9znY$c5Aic z!oDHXyMOpOB(||bAD)6(f2$n<{#c|TJ=~5*4lGE!D$W(B=Hv|s+4qs}Qs$>(W;fzs z_dVNRj1kSNHq07(r)H;>d#`_ooVBXzAH5o8jYz3YQRXN!c`pPJx+&d}Ur!@j_z1}S zpJz68|BUy7K8XHQZEQ{KS}P1OVdd`tYzI*gvcW!*&EaakI=H?mOiz|~Z5zki7gBCH z&OUUHx7fyEd-M#Q{O6m@_TCRI=c~_pd0@RSYi}WDZn^L%Th#f!Z_+_Mae-i%A7tiu zEDl*Xs+js=*7HimyGlYBOT`ssesqs@eCP)+8quYqG4@)s4Eo zH1|#IlJjM0r%t*#ND**<&^nSOn?g*YsKJj91l+xxAe3b6TI2pELGexfG(` zc+bR_3rm@m9s-4BxW^;aS2b%MXbcl(vuJ)521YD>ailbz<#5N`M!(G)o#!LZ$I8%g z77D*6h-@nKcO+Z+y&|mX7MDt(%xZ-eR$IU^{0$(9B0@@dYq-QGre45s1GwgmVf*Ip@%rs73Fxn-fk*$%+2iNzydd-55-T*ed z`WQySAHiG?tNB_0oWg{x#?3BpS=Pt-D?@X7)lq6&Xx4?tPNtRr>OQ^!bO;Pbr~F{P zZ0`$_=aeV;tG2?z)sj$WSHfSQD4kp|JJd4Bamu+)j1pZ5aqGMBTIG>jb#AZM%iYbG zU-*|rV3vo~DGSA!&Xbyw5!Mq&*Yc`{(c7!L<9Fx6raEl zxCrww$oyaFy)cWL@pUK>OSEDByr6{Q=cyM8a>2Cv-(;EewDmYh@1Mz&0M%?X+T6uL zei{RfM39K$dzUT&+%uQgH=MAfbh;v%O{jShcoj=0mjW6!qQ`4q1iNB)JFj&Ke$Nj! zwlOVV)lhh#apVrl<=OptQu_-7SEFDpwdP;*(%46Hl^Ncfoxb0E4NH{qrPdG!&+NwG z1=p$VtvJrjKq}C*sgl5dtjVe}VAd0Txj;Y%xvE90zfn1akO)>6Cw7*x`qW127IEJ2 z8+K!4x%D?)ciL`xzuu>%PHnHmg~KJEM|NL!wT-0deR4k6UY#{tD489QeFmts2<1T_ z^&(U0Lm2oZ;HJ`hNaGRaw7Q?1h*tWg#r{_xCdyduuX83r0Dd>Kh`!spnhD zS3G@1U7q>q8ifAQm&?XE@cveCnBxO{*a%KIg^i1e0q@}oT`M)h3~RhUaN9(^!u>r6 zo=7`a8C-6kPsT3X*{maVN(pu4bJI>D-NW|%Yt68d)UI{H)ij)lmCdAs^wtWNUaQ&A zq#LMaY-V(S`&5SI%4>cr<|J|x_D0?7d`f%IF>cXOZctm@+uI6P+^m`1uzP&A?qIDc zR)V8v?g>VF|Dd_{{~EBGr2a7v#8Ij+o~9zM8(UD?f%Uq2aJtdFf)0JzPCtWV1?tvY zAP;#ams_j&QNDHNa3;B^O+OunDcY!BX28f>6frrsci|o2V&LLdxa}bcDn-A2nmjAv)_6b z4=Q4RLq6&s0iEQgFW~Trt_AHu0WaS0Me#=JLHv-*VnBl-OFz8kzsI;~SWdc+GZB>c z>?v-csXS28na83JXWlxyUNlhY{I_1(i;F>faR4<%`BoIK?{|4f1=~)(Wp4iNgI9}{ zFDr6!%B9$0+v1l!bat87F!uU(f!!X{~$Wkf9{@B zP}{-=U^NW-SAIRlc9?gK76>8r-eIfhGLw60IcR39a_`f2VN}%%=n_bUgv+FloU|?! zZEP8*TgPgjlLyw_y5>hsgKgISvPG`x_e(qWt!3%SDS^VI4}FN->j6M12&ydN{09pk zlQs8RO$~#_ng!w6wF^_-hkwUga+Wum6ePU{PsYLO@O z-a(n2A0v~!0C4c-LH8nn1R{CL?Zt`&*x+N!+kyh0*bh`!hZqjnZ=*2FT=TMrkn7KZ{9toTHG zFn+UoF1Oo|+}~r@FV>S037G(l2FEQ*YMlJz357+-8jWD{KVk00v#*ktR9${Lk4&kY$lB89 zM)*oND;EuhbY*jkjr|U}4&UDRH|x9KtCTsZ?e|upt-I%k*7%*{6?V>&$qCYJ=DFxj zeNAr{8fKxVFU!;Ox$@RNEvAI5&WbwYzQp8c11Ju`+9&#S8#O6*R<-@S^1FSqtbfCm zDQw4bY&%*n^c?r&!Y3}v#r5}#qJ!~YABl3xH`uY?qMC5s!YB|LJg_#4yTxt3+X23l zI96^4Eo$ndIXssXbly$1fgdVfNS2M2LWj~|=tu!1;7Mp_c zgkUPA(R;YiV-!1wCxZ1xNt2&1(MDj#?@g_eJ34qg|9O=(j`VgWz6+fzBr}KAyWbe! zWZW#;^Zc?r%%*L(n~M+eaGjJ6Ebkw6anF}naRy^Q6dE-1{@&@--xg|K z<1DST`70kbs%Y?=qPeVh7Y;anuC^&@Yv&s1z+G1IhSeb#jsEM-C`g?ag#pdlRXD-K z%iHNP8?~PDuHYs9DzUwI$ORLKx6Pa!;hNG=xr;ZgrNi#PUMTqPwcozcV*k#nv4^YU zF_$njsU%$QFDLn*zd^luXtd$slLse>u#Oi)V0Y;*o>?it znJQY8KED#7%B&fU_Uldi-a3^>PE=Y7-D!L%r$Vk&_nEcebdR~#M6HZv=9%~GqsS7^ z?OFMI)kl`U(MsqRFZ>m@I&_(cT2HT6p#dA`Qts^R3&1wy>D|N{W2WSJ^)tw7=4;Ps zP*Cq-rwyCwqe`R6RtW5a%)$=0U2O|_`ZpAtP1XaJdPvAL4Ga^w)Bq89cw=3hT)Nh~ zO#$va*`RpK%pvuMSc_yJR$}O`eZAAynm8Z>mxosI;EQ`rD09jl{xYxm3R`T0L$o@5 zM%>7Tq-jH`2DkV0{Y(Cw7Y=*4&A4a0!O<4{oP!@|x3SV`)XoBlLbG!(>+rd8EmYFS)2LD|oTBFKRng z8&;5WGC2wgN?);lt%4|*1{?buc4r_rcEtSX4ZNky?XIVSnN8lMtd;y`Eatu*{N~kp z+e|kO%VOcs3_72S+Lf>O)?p7BvwCW9L8)U&k1x&2P*A4indhs)%4FOv8yd4d@f z!07U*qp=CV_?6)j5t)Hz&tU+0_l(=CMJcpwzAo;2S#sK=i5@3HUWBmUW_4aFf#Sa* zcYcX$ul4ypeOcpQI+$&KQG3aM_4_Qn;T#461qC^#T2ib%XO)iIMB>-<{6y%@F?=oQ zde8p3%3UlB&VQ$Q)m?^*t+t+xlTy$p5_j1iH>elz zjoSNj(70B`Cr~BbnISgM$EAYC^nY-?{OrOoQhEu{ZWuVYdq5OR)E8vRo3}acwC8yu z+^b&fSRQ8}W$6#4N@F;gz99%G_Gzq4M?`Sx%R`|mC=xlD9t5FLX2`9tYENn#QvB## zg}GkUA}5t+uItYhud@AG-7XWhMR+T2$H9rGpt_Azf6Ge#uXY2K@qD!sy^PYIQ1Q85 zI{S75*unkdaro|Ir^mG~wPsCU*h}fFwN0~iZM^hPVJ_dTq+Q}|maFvr@QP~o+y}KB z4rG~e=i9>F@hl8(Ar*cBpiy(#4E@WCr@D^X(`^O54OU6w8FEv4I96>nSBtq}r(hZf zi`SwDzM~H%jlP?l`<{U~FulgadlWW~R>^(r;qTIBT9jRUTQ}}w2tM9a2i*56JS+5J ze?D2kn{^Ih`B?S)U{f7lnqd!Q4jfK(RNg`#%jX_ARexuDb1qK7A~qdGB=WL&2IqY7ll? z;@$Rb{)3^R8wTCMyvU1yiJL>2+CkY(HZCOJ^#`9RSNh2XX1QYz`&3#!ulArBW9N@b z=dK(c&zV_un}YzJurmZQz}1uZ_o%+YBUFt8>qV;yt;nC5NVvVtN)0?>4#aF2aBylo z^7uMLXmU-nnD|hbA6Cl}r{BINktVOd5ss95%A%|V1*B`M$m*}FW=FT)ZVe*4xRAh3=pCDb`Z3lfPNzul z{mZ4_UCqWfvH=jY(L4Knsvs;7;zlEAoUYZ&yUstK83GU$#x`I!+i}kecfgO@i@!f_ z)#`I;Uo!HzyY>6+W_^IJp$k3f)%vBMj_;L1(6Jz!)(`h_4tFKv*!rAo5-! z%GB6%khVOXXIc5?m2`7iHv)_;jIyI@^!yPp4vw$;deSn0U%ab$M^m|P*Z<-R6K9(!MEGF#7rRX7PR zZ$hJY-!S*A?V!Rh;`2`PtiLmPQ2t=Eu`umVJm`DH`(pIWgUW$_ULjBP#@xKWg#gBp zyVr`3p0GkkD$lvEbk^>q@LVIqf;)aePnnx;UF@~|o=fZL81&fP9c5sB?Dp`tOTdN7!YgHeirg(X}1{&-BBIf=! zpY=KkiL{-cBjj>|wN@49Qh5QGaKc9brJq$^jUVVBd!eWhRUYXuVA{eaGh%6i?Bzop zjC+p!7V}}?{7UuC*ZK1YKR#bYw|%O=H(NoaTCa+wRzEQ8n z`L=^=!C!K6iYjtmmKJ|MEf+A?)wN=}i$?PaCJpD+c=M#|;43d{YGb~+=WpNH?|#Zv zWWx!~{9HXxa2PvjqZ`z&i@}Ga7VA5$w~T%ll?x|%hK5^^X^}Vl^Y)-A0>fVCHv2na zbG+nBf5-7nRR?}sxaAv^=Pv8seoGFnN65Wl4|{8dhY?XOG0rx8o~tWt-YIT^2s~6& zCQlvybdALQR^C?Xk@9|=kerUX5{um3dwg%gHp<7HeVjHAeo3$0p2jYLAuRmwy!9el zCUpJ-WVfNV=#Izp$^8j2*xT_OdObV$(HM;xl1EaOeDk7i?h_b z&)a8kIGw`cWL?Gx^ub`4YtuuYe`ajfaH~lH*J9*anR`HSyHkTwp;!ELr<8Gx^aaV9a3igOFT<^`5j{rFOS_ut;iM$ znyzH1Re1TA+>5mMQv=iL8;P%+-(PlFr|XEjAN2hpKtMVJEkqq?9w^r46T&tx?V+nj8<@%4tuK+yj zC$771vW;jUGm$i>h$xZ< zq6`hs|KID~U-q|s?0xhU_r2D2ohQCUe<;_N>!H_#JJ>tvtS^lNz7!3rXy%IfO;7h5 z>qdlW=|Dt2Q@Py%gsm+zNjpJqvx{0B$CvV`4RqhBX>_qu^~NFvcY4Z`iFRARj$>UL z75b0?;`sOkN;-3{#P=ofm>s9GRLWVJcEj_UoGmBk9+P z#fJr$WMRemsrev}{d`rmmdth+=4aQ$SPo9>`w+hzWO*`-mh$^uU8Me^)qa}5)ry{S zE{1lbB%c=f`|~&6Vqz8VnH39*wLzxuaQpe**3Q%;)9ICCQ>pLWYZ zF!j7n{ij=d=C@0{$qBJ8;vxZt%^s^*4LsYB=<@{4(rLP`k#4>zwTPqul#S564G)4~ zaVCfxBFl6hG`)%jhr*`OS3e4=0_&rUsJY>G}KqYPmET&yK>b zQSrboyx9J#Kdrs^>_Aea%S5@pu`G4g<#+DKTI%uBK(R`AvA|uPP>0Jb>)7Ic`MvT~ zARbOOwTbM3w%bD;w#P!24;!J6=}?glc8|HI(J&hySMdsoe))3RD-^ny*+oh*^V5R4 zJ*kbKK)41laop4vop+<^SRXF{gOns#QuVXFX-B1VXl^&mj-r?@w(T#FyQ@&^Q^{bh z+2d9Hbg0E4iHbY=?o7Fsq?J9NK2Ijcy-Zd1OezC*blozOaCTxYKu9X3*y+i9IWB^D z@|2)@!OA)d3mUbhm$PU~Kvu2-(pUTg)fRxriJ;ZxqUogeWaeu7Tz_cT7H&lBVdho@ zf4XZoEv|A`qtW{TeqK&U6*Mt%zK*CuNogo@e*~`YR&&v*EwT9 zo%zy#HhnU=4h!eupn7_U)_E6}if+3VOpk{=+VNYRYMtR(pN*k5)JD^0-8nPHQ{JjkwV+$&Q!D`df@4W3*W$A^xcT-hs#Mzil2&?wtuc zLim;vY-jQ`zpP^&!^us&18Y+edmObvCR|F;f?m|`AL;C-?XIVxW4pL`jGiNh&O^b2=Phx%wi zp9dko7K%eh+XNxz@Xee|-z}~;Z*Lp|6GzXVSe7gxrJwiBQN8}G_j3em&+!5C{C7A1P4+WWcA*VhBE4nkL= z*1|+uVC=< zgOcFB9NalV#)VmPCtcKst>|#NU4bG)UdL^8k8Fu{kpe99C5M06!l0O`u<5^FaS|*b z1}bIykCiXoAOxEGe8yGcgZ$o$ikJf#V{vqaTz~CVVU4!@PVj6>_B;BZK*;DlXSM!z z<$Sq+*j0Xd{V5*DySTbuDUy0<#(PcL5v`->M^s)VqKOyVB zvS%r+J0*dIy*j^!aXP+|Ld&#eX%(=xy6eqfmrP#Sixi{*Gr|D2JO*j8h~BW@Z>>T+-?;NhZAKRz`E+AZ8D3{4eg5kI-oHX&S6-{jpjCqG z0{@=n1~IpRz)_FT1TlHF49vT4NspiR0CYNxOTaf^d(>cczBj~A;kZfZyYiugkA=(bTN!iM)6zrDyJy-~Q0QjmPr*GY_I~ph=oz-v--?NkMrXJ?ETUSWv5ra*%Cjk5eNpd-yIIwH?QZu8t#T( zO0_qlyexSdzcc@yfIaVa#(y@EBe^;>nFWv2*7aAK8zp*6s#12dq5YNV8jT>JE!DPk z7d8VXuw$|h{hY^SPAvNo=t@R4cOd*>VBk_Ncmdl9=P#{|*;=7% zGgLdRK3BCT%3mM{ip%p}7QfZ!CZJkEsW}~>!grWY0lqv7X2#!P({SJdjOJajQJ}w= z^iY_WHZtlTA-VOyjP{`60vZ;g&-PfkOP4U*b(kUo=Mu+Xvp!Z>Tj8pIP_K_o=Mkon ze8?5E6D77dk?rS>N+GUkmld~uqM9-OBcKT;B6YWPpQc%D3v4HE$KQMG&M! z-jnSuT@K@u{QQfo_hRPF(ouRCj5jVW$QyA-epi0#4l(SfkCM>1jg(2;vGe3l0G@4c zG?^W*Hd4h;etlv0hEnfq#3xZ(ZjVe(l!u40-SMtbXSN1drC0k4oKi;>&&OYVjUmNi zcXxJ2Xytg`vB!k~3{AcB*J)KCFBuPe)z8|M-Kmz86lb6NuBU%;O`c9QQ%_?0q=b z^4IJytyCVytHyjCY|d2+tCKQtDK}ej&pI>Zf@GAMRrH6>0WnyP~oNrc0u$gXZoQ!TVNZ8 zImTsgyeYNsG?GOm$2}cOH?Wj7Jl1`y)8)$jozufFzt^>jnlDd;!KHZj`Y>;?IFcU{ zCc1C?sPW>PoiWkoKtVk}(RqDn+`xv1pOG5L1FiUQflJ`J5|pK5ivDpIDv)bp^Oo;O z0ks!c33lL1DAH`e(MT*|PzJZC1&yz*4%wDhhXU9Ld<{cBb<>LA}7QV?~@J1^q>zFJ2x!v}d z!qek&#-C^U-EEHFt8cunY$wE<*t^9Jav90{JR}d=7GMpxh4{UH3NVU0{Bh{fI^fT% zbiCy+{@1kCPbh;k<~sgdmX}}6+3wt7C+NPt6uGG9#g3+N2RlGUrAv>7yH)6Uu_q%l zvytUDRm_aS(9JbA0bmxT1DRT#1A&4mCyz8iX*`}M(-?duMHhh1uVW@^cw z$9M&eF18RK^W6tq8La(rhnbW2Cx0ixTsCe7lO(yH00l&$8| zg}&LDLnj(v(urO6i40)&``7l|QZRn}H<^RWcv5X7Ot%FAuaCg}KE~xcqHXAkZ!lg4 z^VyU-UIb@t>mmGKR{GVs#advRP)~ZNsmu;DsTc*hgLCz5#nS-JkJ%zae9sq>(HIMgKaM@ zsmOZ@Qpaebc{t9szATIeFgv)_7}~Dsk7#i^j*x&pm-$2a4M#iAx*5|s78)XPfdL8q zylsBaARboCpW1n-{@djYHGj@?O|tF8 z{`G2)qWiX!-JwFj%zN21ZuIXJV%$ZJ&;1?g3a-U&^}JdTzHX5zkvXzB@#t=Wc6$$u zsC-CH>G0lD)o8lUvQz%+K-^;#?Q+qC zy#VuD=mYLAa9v-m5O?N@W3T&wsQ3Ib!(3zp$SeMjuWX@(*`M8lDluDUO2Id*W0zCW z)ghb1<2D!-I6a=>Q_UHzmAqXp)P@SWmcnG#jc3N|dZQ0TS2w!U4>Y1Huqc+!P|WNq z1G3PWTKHcu{&|DPWTOI41_;3@y0|&d-YwEZ)k8?#s0go zO+1+%nwKwo>Y;7vJfA)2?fJ9=^E~z#RmD|t(6$RX$=^O^4u?1*oPV3o^TUq5u{MX3 zQu>_ik7AA*ToTUTrHza(>|Ty&mfZU}NbaHtegE_M`Bk28bb~DV@wgzOSM^a?@pFa< zDP;h>kvuXbkyvOINZq~x%?p367M2~qjW-)h_mg<&?sr0FK*h|92mr4fbBo@D!o|^D zKugDLi#n|yAa2bDY9|xr6tZjX(z-yw`4l#E+=}QpJ z>k&Rx+j!)6?MHOoYmmSL5O7Rhr!EcksvWwfhPTdUyrAc+IA?$YQo32bo4ye<^(H z3ZLd~K<@|G11sETv-#~oY`VD2HPz-OKDR@b2&FB(tM`_`>N#Wh^pBm-HA!n!2>c3r zRCkqT@0Z|ji$ZVf-?!ZgMl^5L;w_=%xpN&o`db~Q#iQ?Hz1HHA(|TmR!j%c`QxM+z z&7~}En`{iF#2QmLQF5bU{o$v*P?kX&K5>tg#b+F?v-lkqhU_IftnZUn<Ndg*CVQ9Gp}a zG<(n&@uXg^hO}k<6cE(j@l#&(BZZ+V3rffp)M+5baDSBXQtm8FE7gHSrOz`?roR)NrqHv`bcA zT(a2>i?V=;)#O-=FSvSnnx7)OqN%sr-m|MlIsB%nPT%4TecV|=0xHm3ptknT9Q)7l zcc8^?J=8_`c0+NlI;5NVy^z|Md?F3!2#nEU2y+w6Q7@+`Djvi zUzmhbt9Ap)#KUrDN=bzCq~X3r?bKTrlHy32J)(X=%#t#C;gh7+EEhXxJAz#KqcUTw zz2dEUk<`$le}R$+c|De= zFfus2j`(AJoTA;v-c|}Lw%CaNsz2rWET2eI$uyu*t&KI)iuq@Czdnb5^CmLs=CSZe zj4-8KXf`YM2CJD(2Ck=(I(=VXH)QqJKcML@8m&rPtmeVJ{Y&JB;(td)vWo`}Uzv5R zY3T`cT$u2#4|44MhB>*D}x;T$q(gH z0G&K?wcrl%eyUyodHmjs%k(ty^C6sIw~_}Ul-UXz{-@zb)Rm>ZYpmfQH!%k`*%P?M zwMca=*}ska0B)^cOb%vUDmdwDNrrPQFd|;qX<`1B%gya0GE<3i@9Y4TlPfHwrHQ50!(FdFrWKV6^6Z2sqP&s=OxquBM8Hm*VcUh?+m!iRtLpI z@Fq)4-o<^t(mt7|>$_FLbbo!fdXFTR)oXp>IvXBVhchFWC2Txt5`WpuEW<_zWuT)@ zl&DQ1Mu`V-Xdpg#-;{Qup+AmrGyszleYka<&W`N-EFt$6s`!ZPUpliWij^L>Z`1ix zF-PZG{nDa9oK5F%-T5oM?*O^hPT{z9*RO~1L(L!d3U>JH&_y95ZyC-!iK8*QK!6J+ zpd!vcD%$?#nZ5Fm+2Ca^cfn($iGuTTcTAAuw3fzG`gQ+aso##~a;+;ut)1G`yB{x* z1R|6U`XPW-Qu!^0oK0^}z8R&>r}?MW%IS{_SWrmBIe{h-#+TA+-18w21jeJrCWBza>Ks)1yb3f)H)W! zSzr@$6<|>Ha}#K90bljmBzR}us;q=NbBlCv!teif$}s^GBX)Vtp_o-mYLML!x6=!B z#Mv?1KQB!)I3NC|Wor!@XCuhK4eq?X!kLQf7%bs+5g|=-RcEBzXILOaRy{y(97-%> z@`iR={i{0|oZ64evvE%EgH|g)Up>))%qFH;C02t+{!DCUc*w@`;(Mu-3Y7behz|>^ zk)<0PwQYoIw@K8{;1vMArC#maadfpZ-$W-uBB@O^>b~fA54bd~zAp^Ww?zv@t5cYB z3&;u+#ZJ79NTPziN z$H@m(OPD<=kA|ybDVvvP_3Lc04f@{qWUn9MQj%NhW6QlT?6EQr?6k)+y~gmZ)<(C$ zZiRRubn5jkBtyN!;$Ot;wq0(YV>_Jd@Xfy}e}2EOf2Xx-fq5#MT{F0Uvf=Yu@!(w7 zScjzwMcj|>XYUmME+WP8kI}(U4)V#B`QeYV4aG6a?aBtfESov1MR(=-lTR97)_2&m zhe-!x^w{T5=hpjgQdF{SS9EgDM@oE)9)jrWIW3l?9mJ%ruvY%+wKX+7rbBIbe!x?H z-R;)8u&e2p(^+(El`7);?K_uZ9ldg7I@@pW%i|XrKK@3bj}C1lUvjd6d9*5;J@a8N znKXK)uVD8v*n#JzT;^ z-WCh1U$UTvLYMsVdsd$GnPS*$kjFiQABp=y8qKb2eDNB-nzMAEcPH=7gXF8-k*LX7 zbr>?pZaysQm|c6cm$^h=NdPn%9orQQy-p1cD`W%N7pp(SvLGf&>X*unyMzXWP`9v> zD|2sWh?GkAU*1l&VF_}%pK~Xd?RtZ6{gb}-G?TyO3#C@GK;<5f0Up2GXr39A5FlNK zzEHe2$amJ}dwsdTa?WxhH>ZTLcbQtRrg*okN~jIz6w0ORME$5&Q61E){TYu2K8>Tl z*Vg~T`9+g5k|=>2_Qx8Bz2YL@MyjOy*+ArZEQ_PM=97FIV!*O?uOnxQ1@ICQ`gce; zC8w|iqvu*|u~}F4TpcU-`Q80;_=FWB8iTN56#t4}rJpC*>u(=o_2GP+VUuazD8UNZ z6o!lbwH{LT22hKGTHynakzG5GXeXCMS+n=%Ob*RFw<}Y=n?3;Y2S2^@4O+Mcqexft zyuPwJS5vP{OJ&vd?VZcwc?13sGINaZIaURv=}JY7d)Z1f3IF=1Lc2Q}cyvX4cbA`D zpgjVjZ^dF51f8#o{%M;XwjI*s5H*`CUizyRk#6%4RKO=X-Bt7rkzesiojXW(+uEv- zP)%>YjGb@35C<@p(C4TFmprNpuZnEFV3X{AheT#*SIJnpvT^>{bO`4m5j-No`U%Fn zWg*r3??hH|mzUPR6LTty#uEI3c z!@P?ht7FP)D(PW_oQXs3Cu^fMGBL?g`yr%HRt66Ia%)ZV-Z7_L)|cTY&GObNm@aGY zV>kmdr%iKzpEs0j;S78XwN4Hn;_BZrnBc9051gFVYbQ_c9IX0J2SKX7TH1p|m&Nh2 zwmgq7t#!}ET=ZjsnPo|I(*t{;JBvWkxeKQj>H;OUDamB$V zohoPERCOm-rN|vsd*jouRlm&Z-l;vX9J(|O*6;h)zmi6sy*FVN0i=CemTzIhZf=;) z#y)>5Bt2-Ae z{%MEfZ%DS0C1ld>a|Wam5DS{s?#W}G{Iv?iwcM}98mDc$)!u|}@L_M-_=70S@UIY_ zbG@4&tFmQ1579S(BVbgYuTJJ)c6l3>Ja6ve#pTZ_1H8XVJXl2hU3RNs>Omw@rKtL) zq0#dap?%KwZ3#|BfU{Ifk9IhL4q9!T$tI5Q$l+m83g4b4IZb&t%fuzV7YFbfmN%86 zH!3XMGxE3{PFJjCZ{%g`rabg1r4Dy3%kJI3Hwo{nbXY zsoSr*@46T^EVrU?KO520#&))0NJ%)5tnR=Da=WH)HvN0M$T4=>l7W>wT2*&?Ix48B z%T>CYsRio*2XBq=A)Mm!;e3{HF{gnHY7$(c_NOo+nw_9=e6**{+2fCe<=7ef7mpg# z=m3aUyydkXQvyJWP&-7*5%~p()tnshu9|(6 zPFQTAqM`li)k@bDSL=-X<`r2k%d5b@a`jp7hc*38qyXloYmoVb_pEKHMJ<*PtWI6> ziFsjn6nB=@^|{7g1Y}oj9h`eI2rIa!Npq^$NeG#X86FxfNbzof)82x|rH9Z!*d z>vk9`^N6zL;2@>7{zu~TNY={7aA)j&OETnjqUO7PgdP39z2jE&9ocW9T@f98(cr-@ zH~+$6RPP)xxCsZ0^N-lDle+fIJUzd>e@w>Z*B@;>(TmqtY2P6x(fw$GtZw_w+xrcNtVnHT!G*e=#K$wP@cFyvR!&~bI|uMyq{aII;WS+{5gu|?&(@k)q3ja890**jWtB*cYcL*)am8g$dAR( zG0LquBFg?|Hq`f=TRGE=ACR5lLjR$;``Pv!1qve( zMBM+PJGMTS&h1sPlZsL8g80Q(bzJi7ca?;Hbh};+wp{lv%4n!qm8sgF$BXqzP!Q{b z_M-dij|2YMnD@Nfl`pilfTGi6hEWEL9a znAlamZxSfTv$wI9x4$7*L@>~a!F5wq!TUXr2-LqN6BbCpxWlAGG#fvg+b!Ty8)~ihR$;%f;_SCoBVn7 z4o4eucMjBS3CC;Q%$FBt(Klwnihw^xW~sM_+PN13ZUwmH%yixvE7jGxK8VP$AbBL(%H#3X9ewGuJHycUsNd(o zvG}O$cEG6qyx?;`)j)M}ymRj7P$IfU`iG_#rt@x_Y-wj-%DZuoq8Ac@6$`}jvx6r- zl(!!}=4p|QRAMyZ9bzwYor^0sE_vP`;a_pBnG;7%g){7yNav5id8;p5wOrMRY_mfy z#dE=GyiM_lye(U}K|%k_Xff;~@7S-eFCgCXG9g<#s}x0$9`ACm+$f$j_3l)frTn%V zzM<)&qjOpV+R-{4)sRM>QiurdM&SnaC1f;n`)QQC+&6z|j{U>kjHaChr1fj-4&-^; zPRsck?q{;LvmFz?`gTw~bpw*DJC4Ke>kF9M&1=re?p@WU$C=hX$8Q0C7&R|jZn26A zJTM#&l&-UtKBuJt|BE;>UlzCXi#P zgW3eeE^7~zTK%ywTaD?~SbVc_N&F7|>~Hj3TqtgsyIAKTbk_5zz&eln8_K(9eLh?7 z7KEVs>l}}wwqm{?Q}s3jG3w+=J|@Ort*v)Ws)#P{kA9x%)s|(sRDZ#P3-0<(b0aes zVC=r^QS&n>HjzucRE=1LzBO8M{~dRk?)5mf95xk#;ir8=*2_Y~_b_?=!A7E9dX;NC zPgs;&y<*RKMT?Rt+~)Oq*`@drE#H{cV+?~gW&II@sXpcHVVOKc|8R8Z=SVbGwcnr1 z(=%Y5kNdgC``>12GXmu_qJHfnID@)*xs}Mo-f;pcjS&j1=Mgxlgb~*U7;y##c~@5X zZE>Uz!6ruqLsFiqPhTF$Ob@?)%Z0;SJ5Rc|99Vzq#=9GvK{LB-9i)-lK$LKxjKhvp z)^E8z)sFH+d=8LYedAa*V~n~*b6x}3A@cYBS>vnBUL|-Faq^kCJlIKDrT7CyAB(+Z z(=-seGk4+D^1G-A8J~8w>1>DQR&F9_X@nrN(^m|7lX8WaVVLt0R$BcPKZn3~+`~x+ z9>CBp`^3{S`ggmF`r@Y#PaolUcY-rWi4Mg3%0fx*Rxfsk?K+WME7`1-&AfedMC`B8 zDmdn@CgDtzej#A9A;Wgd-7)4OpP8ceWUbQ+^ePH{0}{sCO=tK z8#Oz}B)po-zYEH$2NWoDYIKakJJu1{W=&QT)7TWnP<`fz%IHE}AIErA7(|WL;&3Gw ztz>yC@R>zT0H<)zU32u?1)&}1NLCYCyHl@5(!6r+rTF4baD#e+%n0$89tw(rl<)m3|@W`{j%D7Mdc< z4!Yy!&J;@h6?43MEuJaFzwH(!t_YiAX?f6+Ta|O?TG^`;>fGulAG*Q_@IE{;@5j(C8>Z6yLMGv`8fmtLCbGSK_ckY+wccZX{#~l47ykR=?d>lyR`c=OXFwfRbsj; z)OpyQ5PLtd6>+RC-b)~i@}&Dbo{GjqzifX=)gyr#kp^FEJ6V71BrD9s(eI`({Wt*E zi^T8KNnA)A;{Lw2+TG%H7tXJ4E$GU*z1odVoxa9AHgu0^jx6SHs+PO9-3H&7b5h16 z)L}LWBhmX(ANhX2wGR+{-66o>F3W@WvUk5Uvk0mKEDfhM=O+`Drp88_8TQ)nj@XNB zbt9g(eruLvDPAv7*JN9UcjrtT>H)daneAEG3AwDzn zv^@rkQ@z*CMvP(IuQsPiYhgT`(eqo*B0oLbd%QaUiyq6edlBCEiPn;lKAtVRoo`cH z_39FmkIC`eE=JuY{?1=&5!LP2*DwREnSUMe?sUY;eC#HDlfcWfavg$bdTTTkp29~o zud@EP0<-g6(!13lBkXe6&c@K)9iZ6dG+2m;ngc>@6g~FrvyCKRtUIY}o)5so z_FC}61f3+*pY(%pWqpm48}_ymN+HO^rcD75W7Lf@UZ(x(({A0CNE`-FX8WANb__H( zUUB5TR%gntr@EV#IwO3u{d+YVe*^tgU&T&FuAYbCl-=O1zPq&t_H3t3VV|8l(R?50 zAGMx}#P7e)0i`975Vt--32Rn**1$v>Z*8V= zJ-#yObhKeBJL>y4m`w2}qI$HuT<$XVJ*b z+xf4+j<#iFH9x%6uCSao0qtkFJ35oE z@A?CH_>cbNug@jCdG;9WUYqCM)u&hcDAN7X5(R_>oaHB@3OlGdlWV|w3Ps)mq?Z|8 zLS67`Aj4TD^=^G!TeU{($X~_we0&V$UHuVuv~9(kwT8ByWoG5Rmx_x^?k_2A9vvfu zQ_5@ULW0418!~x?P)z4C_gpn@-QZ?)X}UXMIi}1>gwf&fGCzEr>$olzPCKafKcz=8 z&yhZgG#)p38s5@hG%9n!rW((8^+JAn*9d1dJZ50ZZIm6a2WNbupR1IDE0a*5KXSf?}58q?|$q@KGW@=xU_LN_Yv?e!&vb{M;c6>BB|6`b~ zVfYtx>2l?Z|2@bNKvGZNjH3*et$@^HoFu>Ei?L6KR`#n;gL9#@EKPLKogOV4j&%xP zB$u<_YUtV74D6>y)cmeL9hnm2?z!gc$$cngs6t@id`nl#h#xtl`Y_*a*1Lly(SJPz ztsIOg=6RfRg5}%;0c&i|2a+Tqsy#_6${Ti=y~}cp8RQxNwS8}_A2sT|`Yw4xCbJ;-j%s;aHsKM65K4}c zpZo548S=e*7dXn5q5Ye;pO?v`)B)l}&^=4rXV+%a%PD8nJpY5WMeJHW#;#nZtau~V zCd2nyG}rgiz1c_m%U+I_LFF7BP z$7airubb_3oD3S70|F>woMSc>K zep~qWs6N{BmFe5pE_JK>InDY7YO$q}`M`nGFWIdP_dV3V!!eitK~2S^%i$3J zRptedyPRubtDrD|3;qG7pzVOIWvm9vDP0(pN6nBTUO}&!%v=3Qs!`4t>2y}{twB+< z=POIMidlHs8+UIFRCA%P0c%Q18>eem*9e9`o?O0PFHX!e0v3@W*bpAYocn$@M`|Bp zKg?|vJeET!oq4e;sn8+D!@aO=HSFb}nIz@xmUc#OlwXx&_L!AaC=5Z`MvPeNbiLB2 zeyf*`N8Df=+qWul2Khoe+#dP-Dlby!#c|wek)S1C%*s{Qj|8TEu0!aJ6a@oqw4)^5 z8jQgf0B)u|0OmYB! zYk>`Kv-^Sk^M5K&-9BbKT~FEP@J+v)B!!1Fds4rJ563_8)zP3ZOU#ovHKgMM2jXcl!N}s~D6Yoo`BA)7+{=w@b%anF z94q1+|7-Vyzk0IlAhnga){6F1|MMCBj?10auTIlHwYQBG^wEZW;#JqppS5nfS!VzkqI6jh z_4j1nIW!KwiCwx>N2=gd&0%Z59I|W(h*LkdhJz{47OFg2_8}gn3WI%o%awEnf3Zeu z<{hy*G1*jFBWKe;oJcQyFPo4f0oHL+Mw)X6wtbf;&9@*TQnH`r2AV$)yD#x3p>U;e z^)^23GH2~j(z0T0qPM~5^ZP?fSJK|D9Tw}7TMGXs;Lh9EVIwqj$P#Se`u6t}X@BT< zSFTMMtJ1ifpYmmNYXp_g7aqWuHBnZzkNs?dLM15%daFWWpWJ!u$*B1h-?>F?WHsAD z_kf?~!&lHe%Uw!!Z8YzEA86{t=yuf|EGs8`>K?$>a)J^Ic3L}4RBoCT($b?6B<8hG zWq~kyHvcR`Zy-PUEm6nfF2yZwOEkmlV(qD)pC}Hv#}o&gk4w%2vKrfFx>9oX0RJl! zsT%zepyCQE!M6bXllYd+5XdN9>x_E>70rA5dVGaAtJVsBN=oI*Vmp}D!`eaXwl<>J ztOZW%d_Tis%bkCWuUf(R>wCmDs~Tah{%`~V0MQs|n7C?c)_ISl6N>$6hvi|lqOHEw`vstHDIJJ{)K?zm zrqTsvq>@XgnsAHwdun*r;jcT~xLIkM<45*XXm`4s;`Wz`ol3-LW-{OorO&&W4!HaW zdXVZjW6)qfQfC!ED#e}NH@H4T+IouB8C!eib}lqH6u32dc^s{y-Rewy{fMJo5t&z! z_K9bYs{0vV+Pd2@=r>|V{?Ok#~rJ@IwQT|_ju@6EPD*9ZvfFsea2tv zhg}3S%RMf4P<=eBchUlJJ9k_G{3vtfX|?^E+Xe(i6@TRrQY3yu#T?uIH6(!z_uc%e z@D;<*;!+%ep6|gPHn~e_Ju1DUW3{?M_D;e4;yw^sU9Z^b|1*}D*PQ-btIZg@KRlP6{Ag_K5_r*6GW zYcl2jm{L?Gj zKwv&qUq0=PwIb#i>6J>ph3XK_UJv%s3DfBoEfi#JcoJ$iV$Bs0t}dGM0ZP0o!sbC- zsSt@-0VWx3;uI|&ycabj=?;+lr(;&cC*E+xE-YBrx7hSd{k9~z^K1mfTfW-YNVb(@ zdu+Y1e>dY+q4c&^Of2_wD=Gk}ax|z%J{aJ1^L{!q%JD9!m>_jS+CU?qRE$~jUb*o# z^Hr_cTW!|51EeROL!6^;9bXN3keTt1`tBQhBA-7l3@tL;H1d1v58ZJSw^QT?uWtA6 z3K`X%aI_Y`uqvY3)WkBKH@Xak)E}sw8c(w`{GeJWhnFU1HGn&sW9Zx|+orj8bH>5C z8bO%j*+X-^^lkyMU#XHZ{x@)w;>B9mUF8aKVXMBQJMTQf!^*4bY*JrZj8$&%Ym}>zj%b57Ae9Ib)sQ3K z(?PF%KuJBng1t{YA%-o-r{4TeYpJ`cHhv@bt+Pqmnd03kr{hB%_Xm>1UL`u`4&UFq z{buQxgGvKjI{otEbXr(=i@d5IJ>YoJyUF^2@wwG~PZlA3p62TL^^N4T@@3g#NZ@m6d)H#B@Y&eY~|3NZoWU66aS(-St2 zwP4h>yDpaSN0N5kuGY)F$%Oo#ui?Rpb#e}E*yFVlkJtANdv{i|DmSQd$dO-`u=Oju zb_V3~hMDVT3Fw=(LJl7c6^$Q_|H|e5d$_FBkvcVXS4HLg9_W{6F)gbW29l`xL6}xU zBRmiD>ndq7?Dnyo)uU7DYyI`@03@5yUjD0L=t3Xc$DO*UxX)%k?3B9A4}`?7XZ3V> zfOCQ8_arUZhHys{+CIM=?kl)koPU`3)$1bE_1u%)XBqmcU}4YD$OVv z--c}o+Wk92o@_aKO{SphT;$TDqZsD%N4SiaF+2!v2))-l>01lXm{l?=RqvpA<_)wt zt46I|tqk+%)0$^YwM0?~KkZaZrLw9nbW0geY)Z?muxGHHBv9h-X3!ulcQ}Yce_fL*<(Z;8mT!% zxR=}pdGT_AAb=0tNGH9HgIyv5X7QMT&E@UwOy@c9(p3kD!nmVUxADqkg^(4e@5)Mqz z3A$N5Z~C!yG8Zzq&Ve#cNLwmcHE{hS7rXgs;5{`nM@wVP0;=RWHShBBP)Q$2ciYst zydpAdt)k}4A<^tlTr@Y_-N?^yK=Na23_0Cp#WdxO)F^uwe}^E<_WdH(GSq#(zB#Pt zI}fqmM8oLBHEO@rzRs29)Cv!PMi9y#7H^wH{dE1Syt3e} zhd8lRpOyY!{flcm?FPh08;;0NHPaEwxDfuTGw(7mIk+bqgXU#Ro4F^_2S9=-k9s?E zZ~7HNz?ifhGBs#dChvI8Ftpdj63{mJU;co1jv~4qN6>8zuPWy(ysrorn3zl?BmgL z7VA+uS*7#ln4pJKOZNLRag3BJP3HytRAHD?_~~iuH6D%n_}LQrjU#EBxk2i*CevSU z{Q!MVJnmmI91qg5FCCwn2d9U9KHLNG6$PO0dHf(4yz8n zK$02V!QI>RDwP5>r^Zoh6Lz8lmwh6C?u`F9>ChR@8XAyw$!@r&w=PYWX1lTeSEM** z$a;W={4M6qn~7uIPYuQ>s|*%;sPmW3O}rExZ1l>{(iFe`4a2#L>A(6k1P=|w-X~XA zIz(@&Eb=c_{$Hm4Q+nt7n>w<2G5{-ZOPt(A#*$%Auir<5cD z?R+d}h~mCD(LT8Fvyc9&jvI9e@0$#dASU z{pnC63c&#rvo063Yn()**v(x8Gm6mSDZXCY%nb5=W@TP`pw&B@ zpxHEcI2Olq!(B@Ec{xNox6>J>pR><#A$NB7zOe8YGF4i&katqeJ8w83<{XUP>hq6@ z9X3yToA4@uwFk*CtC-XffuP|dw|u`AHe8P@Yp^K{-eyle5A(<8_&$E`e7~iNeK;xf zw8FkgETBZ*zre$_&4m7X_S^KH0y~Jz-E-x>k6aOh4tQn%<$L>039L7ROZj@9J#O6J zZ;ouC9c^bflY#l|C-=U-FlvC;+cFo9accn$%A3Dy!cLSyxp?iq%jH?J zqLU7PlDoscUCvA*)s>UXF#kJ;jl9ENM1w3x7cv(R>Ri6(iFdF@roTlvU2chmI|e*F zI;?D%`@tPw#kD*ow#SwONB!H8IJTM!{Bn-fE(}fn^w(kaAo5REwAol7)2f*!N4@OW z(yx}p(!<7oZv)ZC(%n?Jowe^zs!ipaz8B@z)1XF=WO@ zojF^!up%o>w6fO8Wo1UGwaEsK@lUhQ&llUEDiny;dGp@hZ-5E|dI}fL7%n(~mP5RY^XF>j&Q} zt&9_K>>|_M1FT{B`(n(riSmW55}&I*7JG9ZWwQjV?&ScFFurn0pmJDj#4?wShFMZs z?oP{>)&aMr%SR#_)1$c+kiylMOR*C#Yz@LUS?mHT-s|o^{X@m)m>1f_& zcvqU;{2Q8YeI~2+k-Kz4VQnG~Y#tkvBtVmq9pqnL<-Mu5_;#oAh5;s>i4n@Cw`V{f zm}{4~U=!hQDf$(80^$AAr)N^q^l{!{z=9IvSUI4eDo8HPJPvk|PQM-t%}FomKbanGh@Q$T(jY7>9L&N>(4*4gVU9X z$Tl`O&*Qyqo|MkcW?^} z+L9^_Y!%i;p8lP@48$JzRL`My!W5!->L;$t5ywM7xSn_s@(g&Q|{HXmn!Lj zkQS>ku|cn$J>N?kMo-qbFU$@@jL33#A%SPbxn~=TzxQdjUiZtm-BsJUM!kldY!{pD zvul2uD`^NGwrE3|DPTg`jLJmvt~K8CQY?fJAj{Lz=d*k+SHsn3D%>_(t(I^GfN2WO zrr93kE{$8|S#qc)4#3#rKu@aiv z!&;bc0y0mGWqw#ghFL?w6BMN3^ze(X4TkC%eALl zVN^ZEw43INi$+Y?+Nt8Mx>Fray`AlXdAD9w;cXW5kHEvtco|xCkWRaUJ#tVx==Nyk zBu^C{SYtXeGoZ2M3sxUR?Zd7P?~R4GSMF0Mtpg*=fN@64bp}@ZEx%^mIV<*?^Y37NK{^T)$0G2R2H!M5204?^#(Q)ieQy;LJaHuZ~ z)jhh{TAm570sa7lDBlz36`s_~)sP6Ev+5S=kRKDwhOf!It1{ZUzoj;WQ{~28mXI%N zWxQU!xdVb)Oi?~P0#?kafO)83i1BE=D1bV_RE>P ztRuPKK}vq0RWRAnGV6RX_3-#WNO|$4J*&Pw@h+2V@97I7Op%xlm~E-fbgtjQ%HbFbh4uSTi@B7tZ8Ww+75f&m=-e12*h_g_eRh*%^ zcf^I##5&o4^>zC4cMCt-7TyTgtqpEJK-bgxJQRGeqWCvb$vR&ioxCZm?O$xjA56T< zf!}8j`pQZ5uZc>p0M$x&{P4?t>oSyY+aoV$I+?iji=w%|U%EB>@F#7nTM}7Nw0i<@ zPSuEqLW&GudF+~>sZ;+#MP=FFqLYxvJJlzsy}eUY1vl%}{=+ucRzn!&M2r6$MBOJ* z*j&08cNr7(gTiaiXhdSY#19Sd8?Exh-eScsDPpwCoxxibi(}5t?C!Bs=f#qS| zm0WY@#bsbr)Q8rCHzl-$vn;5|+J!DyIo;!L+`YpYN3ZXL4cMHy^zXnAMxEI;f5P60 z;#m%9xBDHM4kv!~+(x$6r97ez9Eb|!#eR|>_8&6qDABY#Er;WCVU{!66LGtBC-bSH zM}5*kfL4?okXF4>F!TYOq)ci1zK*A`W4Lgk?AyO}2}rwZ!O=LAxaCXi?kZI!of{Wx z^>%i?9xpL#vh`Ij{2HP5K`jd;Mdm}Nn|7V{nLCxQ%$BnwMzji_k#m)x<3p#H zT3Z{&4K&{9lJcvG*Bt)HogOIf?KDQ3{AsnElU_8LuT2Z-q$Zv>D>V1=`H&iqK4Juf zT7|UsJK3p{a#J*ouCJ6oS6-Y9Ctx|av*~=G)R|In9NY(0+zM4^DH)vqdUIoFYY*Ec zrGZxJ?q#qkaV-dvzPZoy>MwGY%Av5o*RM`BZ(Gk4BbgC*Fm4P0fYH3D7D#G%=k^#n z2&cWFqMQN0T6o`o9QL3?f#deb3!t6$yGR{ZGgUkU>)TN)_C~Clamv13%3_YZFy%Lr z8k3@+nFzSe(2Wpgn1HBOYYEqwxE@9?_1NgM$P42yR)iX&ignVI~f%7R7zD zjx2Al_YBv}8t-{?HDsUPGWJ^zUM3(U|vEDXpn!NWB?wx>3CR?qKriq2A%Acz8q_OG9S~7^Ny$R60 zUt}@*!op7AgYPf@)Z^SR>1ayWTkXBquRJssTX1==X3eEr8{WQgE_kDafQH?|v4S39 zZ~_pbE9vdjro_C57CYRB_r>P4xj3<-jkBuR=ogaGz19Z1dakMr2=yxEgmBZ!3Ya9M zFQwJFuj!9h&Vn#ePv7$X)Ir1)^tBG*)oOW;>FJT%c+l_HoIU=TW`Qtt?acW39;UR?Yi)W&b%nGw+-rCIR4!?0V?dh^Fva?8_G# zJAtfbB#S4ZElV+0DehJjV?MX)Nx$FC?rkn5*OLua9&2};nL)NJl=#C~uy&N5Pv_uN z0K%4hs1%A2vPPP1hCo`opL^Ub>-OvrQY0}J8hsX8m@iu8+o-;(=2A`Bk~rz=Y(GC* z7y6xF;Zu!|kM>L26;APcU_O_R+vRud$(`yaOR09;sf~G<YxUBPyG8o5h%&174DbDf%Z;(IJ&)!Sa(a~3TCQ<5DWxtm20=7iV*GGUpA=wjyS zwXzi2?|y&zg2Y>uR9=GqIQ~i2r;lX;Ub&C7Mt2;VOE{I2K7SWpPY-z{j_>^CD`)o4 z&cCesv0zzthu)8$t}o2RM!g#j3KOd(?|<I4wK5^(IpF$)mZgh>UOAvr}avm68$g zF6G-Z-(bhD?ew$D5(%69nh)cgeClko-X~dO$}zAJV~0s5>r}Z}d2aB_I?mz-F?cjT zKekPNi0 zk=+d-&w~~`WZ1T+vvhN|?0$8^%>>g)3C+85JGHa^s14#LF-`}jL*BE{ra#Ve$hJWW zvfmKf*Q}B<1nk%GQCJ`0Nv#PsZ*BQeoJ($vi_Z-?+(;S;5i@l3T#CYm^y~PWqzEIiCz1$Yk(i`)7&J=6xo?2ZFt4Slo9?Wv) z($=cbHt)x845`#WIb>RQI_mF(AwF3*?Y~VS;H%SHQ*aZwh;SN-_y54O;Us?>iF<i_fIEA|Ty>}qy(04Z z*e!i}Y{g=uoV3bst8*-vth<_BXP;q&5Zons3N^Y_s27r1uLpDfc4d22E+m*B+r?$0 z?#=oS|NJs_K3S>-aZU7eJKB_u#`~kADD7YGJ(|&O!gTR`2)|}?6^8*$9g6m}ygltx zCiqc^GV}c9efN%9W-XvFzmT>$!6$wN6bT=41wWa_^igi#C2& z+dN;(@a1lq*Rb9yNPmL57=A|g)g^2>U2k8R)TRglp-uc&Mf~*|tN;C(;59n~3w6Yg zfGM8o530}`v>qdDXF=$?Hph-xr#*Gb%~Lg-<@47;u9i@i`Qj17_ zr6R@zk(%99S2*FFk&XlzKES1&0tt9v(Azueue$41FECM1bDmBB0O7!g1TpT6b2ts70RZm%v2y zRbEcdvAFya*sXoK)Qd?nIRi2}Bw(ayCpmPKA={A!EB=~)s<$aPmKQ8@!s!>iJbO9& zCf`6`F9;=fE}zJCVXKjMJ_A38QOP;s>z7X#f89IT_WYE5e4BeXZJWB>>O`z|N+){O z+82}#LjrKHHx|!nvp(5F%fre}+wDl4V(ne4e#k6`|2$gqEYx(gOn@UbuH%!!LdaYW=E8cixo+v`vZGa;1Z3IhlaEb@bjWwnG3fL6{pjn&X53 zd0KT|n3besCz)nUb6|PH%fNm7AtCj;cZ*tL5NmrlpB_E4T`}yhK31jdj+}iNT3zwC zalNXjxYBE%ljV{sG#w!I?zd_!{nzlbF%V0~BtxBp6aKz80%Gav{q;*aUDr184&!sU zYxA$qr>gR*TexERR50m5hzQ+**qKttd`)!e(5{&9?h||HAblR~&f)?6_I>|1Dn91k z&3d+GbTk|Ng6fX`i*9Y5sTqTrgl%QXh%2L-PP`Ig-hAIBgOXOUA-s}-drJ@d0bxYh7iyZ_5gp>dV* zd}&=RN`uj*#|-ZDb5Tq>Di~?1>{&fl+=H^&xpGT^V*|ZV8tXq27A*PB*55PD!XL49 zQ;n;Di))2*ca{TwJKApS*WISFc|6~m`d#0YM-}bm*XL+aJrQRX{mZQ;h@U-|Xjr}X z&{~215pUW*TrNg=+{cihvi;tX)hdYV$|kATSTyOYx8tMSVPEFVmZ|Dlq*x1u+&GK} zekJ8^*k7&Wr4#!jNhBBRhBHp1ZOS}nFPkAR$NFJ#*n>*b9WVbf3YD4;T;wP z>vZZMNL~QF)44Xyuek2ywI#-g!y;3VS$F0z*2au#*jg|8xc1!wbnwR<%tD!_=|2Pc z>pPsgY3Iz{$Cb%)B9pP;J<+#T34oP$Sza?Hmy^QsO=+FKZhj@Dixt6Ezl+6uF#S^u zCD(;NyAP41<&?MN_&o4d@zomE@jn1Pb?BKDOw zxbIM%e)`D!r^Y%=r=#2|Mt6s3y&2r^l}%PyD~sag#yDW4rUC6BL5rmt<4kM46S)T` zPnqK8FSlF|n^vipyEmg$yROc5XJljFC>$x#8Qi3p7JFbKik)D9a<9*en+n?MG3ZSS zwj$2kg2Cuk;=Au>4qFSqcIh_&BE=q>&1HXF+uK!hN}Y`E3ev0T_yOWjpxSoo z_MlNh@|8w845rA1ng{Rx4dwdossWEy7E&JlS>B_ymYEknoGg8)3x8U23N=rhcey0W ze}CF8GYc>fxgOeXsRNbjRVgd>>6w#-!PbzX#j)H`6%3&c$8-MD?cDkcv!|0F zPn!^plt_^lKk>$9vHHmU>T6Uu4ky5fUW7+z{x9d7XA3$gY;Z~Yi~qAep8Ykp?Z%aD zgx_5Lb~N7s$~wyDU}JAeTEtjUIK>T*Ib#r(Vf9iy1q$25$MYMMAv( zl>SaLh4`CRbpUTtrYn!miXhXay)Ut)+5NYPxhzLUnH-Y_?|be+QPW{*wlS-cxlp=T*rP?^?egNwpt8e!E~e-Ur**Ste1M3 zYHo(B>~6qTxC<5Ca~(R`Tz8(E^-o3FgO;8m8`@ijW4+=0tq(&QovY(kMQTZk&|Vp{ z)>g|g_1~}Wm}bzv0~S%cc6PIkM$BIKQS&Tx?uqo=YVENZ3sSGWZME{hqw6)ocW!R~ zKwl>$d%2`3xW;FuMY$~8lV6#%99OO@zSXR|+L&AA7Nyqq4Y*2{i1Wp?2zINSQsg~u zHlh{?5>K^qVZ{<%4b%IDLC7wfb@NtdTWBw=Vz@}P0~R>>VSPn@sy87Cx=@F6b@~j( zX|1%k6PG;+*}YdF68iO=ibrGIu{e>5pU>(yx-iw1J2msz`8sFH8)MAbrs@2R8b^He zPDsc1(gC`QEY?{vK6;>6-z%71j=k{_RuO((z0v5~_=Xia*xAUu2Y$`slPm>&v#L$s z)${rchd=LqSxq#N+>?-Vf;GpaVMnXt8Y4J`9s$Bwq zk|EaIPagU_!G7L+AhT9&37ypQan2p%Ztdwd8&Wwg+=$ZllznGyn>BYkR*=2kNCoi7W8~avvEATH<$Ow?^9K z7DqP^aREz-DF@II&SfgLJ1yTH;ybjb;&do3)2I?iJ!G9J{epuUYTap*P03z<=MnxA zia@pdW9vs9P=B9im~)(zeNK>9e0rSYcyaoi)9pfIssJ6mO`h;-(y2d>YQT>?2n-rq zT6lC9GsHR0c7nfK&*&*y1XXyir5zpwd^vqmD99PbLhjKCY4f$}!<6K9eDjvouaPhS zmM)75(FqUV1NP@cud6OrVdpQ4$C^z^ffwORZ4y1C{su2}LT`2j%aF?qtp&wZze$3| zTAw{_BEQyx$;$UME`CJlFtq>Pnq-2fzE>8Px6_v#POkMk_HC>O?v$k;!^wEv43aFR zTV@aN0F}{*KEAo8JgdsP2rlGmbLIB=zj^ksWa8D5C+$;G*ne!^Xgy<=k^x;oz;3*w2%=f)!WGg0|Q-|}=@E#ez*0iyHVj%EsIcAd1?3+8oOYiVTP z2U^}#j+%d8c(>UzY-H`(>zFXRzJcGEtnkT6ygVy=yTj@`@YME$N+yPwx`IkxLHXI@ zpTB^O8;Vu307Kp{Y z+2kqrFuD?GX$!mgU|FAV)WVCVYd>E~JBjt^xutTgQ5lgP0+SF~hl!U&^jxpi#o*Yf zUMNY9Ooo#UNA0-YvMMfW6C;CVhL}`|^3vuUxK7FaaNdtU5bE4}I9@0hs=#|G<_zK*3|vZm)geb^B~{qO0}wU9NX9m|F-d zgW>lw{<-S)`B%$eSU#&Cl+ktnSkc)W5)fjMeXiH0xLthWo}V4_$BBrY8;`oJF1zD# zhsanzZT?NNDWX`D^RxCQdJ4)s6>P@Po+* zxMww+D2xlqCV#H|mFxE+FLqw<0Zq)xBPaXiS>}v7IWJhJx_WApfhFX| zQQ@z;T#XBl>7Q9)E3QVKgVo{iH?J|QlWWmC{S+nJ0nFXK(NV9C*IcI%!_%DhTWsoW zgbzM$yld{c_|Uk(Qk+$x?1s5oTo6S4?)NU-*_rpB>$*G)c5mqQF$-mS?XZ)vGDvG1 z;#_Hg_0gSc5hyxD5x$$xT ze6JMh;c92m&-^a-W(zvMH2Rx^(A`~vJXO7v{p2Bn-gMXmCX-&Q*Km#OTKnfiQx&)q zuEQ^h$LEH)@Y=_+wpGUNZVhed0Dz-is(XehpnW~j;MLI;rDLo72r07)g?zBH3i%A> zQo&XfiXjEVOiArBpi<1*Uxcbar2DQ!7cGtJ+W3K7RQC0%dD%oj;4Ad3_YdWSn0|W2 z+eLF+?ncDKbi_!V!xDUIK#|95)6{^&5miT;$PdiXpnBDn=5yv3n|qu|IZ z0fMmDqZ=O)JEg-b16%pddial>z60O}{2*cq!RFDoEnJoOS&8N3wDuQis-jxI*c`8az(HL&)owQ@ z<=c6P7wSr5i9W~b$~HTIOFk0M@^9=&y~Dk_vBR=_ZdgRK8RjUk`V}ka_?W9AZJqMD z0fbVv01wn&UG@E4>77(%+Lg|0m|qAlqZNhChJKv>+SQ0mfk?o`(-nSQQ;U@NmKAxP z#gku{I}!a|BXXI`xB;Z?{opOT&)(1EoOsd8%uAsuRK!#6Te#wA_DbZ1pit8CLY{W@ zJ8?lWoa=wGS4Z1i8;el>4gQKW()?KF{E9qKyiJPG*j4%IYaX4M4rP!ba$|4YdUT5% z<9#(hGr6=tP;@c|MCN_!mstIf)3Zg1%&S=?a&vtvH6OBiiYw>0zU9JLQ?H|kA5(`- zT&v;R?lClD^3R%{W|zBXmU$O8Jf&)KF%$@IQvxhhx7GQY=WDm_u@RD=;MLE^cB|}! z`xr-Zq`A~9FT<(T)C08kyL`VHSKHZ9$*&aS9M@rs@#hw$$d5KzI&7I1p6mi_a<2vk zs*Kao9iF7C+xjt^H+J^?2uzXQ6d~s@b~`Jp#%HJ3sEUlFzm?5_fv9dAlAawtWl(EO zpH1LzDd!??S;he~Zslf?tH#rOPxT|B=Xf9R+|jU-9X-#izrH&}q@uMq1;g&%=x__z z%bJwUZh!oUZ$@cfPn&8>K&lLg5f{IvH(IEl(&(OT{O@?CYRnBbCiMW$$&DkT zizVz;9HCEjeOlqB$kCcYx3t}UslD@(fjYfkrz|z0H_+B^vwZ!qDy?`*xJb4VmDa5g z=K@UaZ7yR$1*Z20LI&z8nzUy%$b2}PPZ84dhr>qeesv|+E1|-DKGqbGv`^|HIkaI?g1p?ufN``-L{A33SO9f$XtB)HB>kAXO_EF%B&}E z%D?@K`F>k#6(n*d*ISw0-t>i7qkGD_%-Kpih|Zmx>q-!>aqhLVbngYn&e4d=9V9*4 z+FZyuHZ}T_?Ul!Of7g(o*43EUwS7?<|$ z+ggz`^NnYBWIF1jb*@3}s2?tF+AOYIE=|5!H$=#r&aZ=H(nCOOMc*PV2qCa@2!=Cd zZGNr_7)W6z6fTojoI{de`l!_sr>gYs%o*fCYbXn2p9R^GH}FLR|5Z-bYWGJ=h+Za& zcaCj&1j}sTT}=KmKR_YbbArH+R?Jfmvfx9a?Bl!D32`L!_Q%VpX8&5fY9$iKi3*b6 zOdB6y^>5yv0wC50SZ!#UiK|=GESLECmVjjYZD6*W2fnIebQAKb${J#5*7OT^_AKc7w>(z1zJS?~Hgr z>^taw%S_C(xqB$TRv{_>odo>(U4nP8Rg82n{hdr_Z(f66FdHUlMOm~a?kiRny2Xtr zOU_ooI1b>2_avPNhjPl)Gt28Ko#~(BO}$?4NPk^JS)^1fgEZR3&gEwC2b>4^?}kzc z;SA$ayDsbb%+>ScLgALr@>%Q`eWw?Z7S}E19u1;6JkY=q46QH=F7k2hRLBFV>loPH z$J-+5S5(N4ola78pL8zmavyk8?7VTy@B?w~+?YjJc+T@Bd|YGj&1crzNXNip#I1&} zWYP{!?ZlN{apRD656?eftG9RQZgC%Hzl&m&>kIAEN3$NFBy!*o>rM(1(R$fprKfeN z+WGlW`#4Y7LSbUeLpOdW>#ce1mwT1|a2@>G2P9s1-wP>Ll@3s26g_VYzkA&nIz3I@ zSY)N??x7kt_SVty>{5vN4%AP$4Ii}mmkR8b-rM72VGNW-Gm28uK@Q8jj)<$luUkv8$3 zdb}h45IzmspAcV~uh(jBA_^QyO?@?bhrGGP5z<5Cu>VpPfQrv=e|wCe`C;(1Z`iV1 z^!jW)zjuPCIG`W5;_CC3*%xA7;JBCjOM;x4U?=}8n!2f+glbY8DuN+PICe*+q<}# zc$=*|?&bD3Xa)bY)pl6flhFA;c0yae|Q|L**HUzY@9w>WLP@LGKBlOo;L@+%E7x5r+Ea}SGv zR_}g&lJ`1UM^%s9Q?7J?yz8ZrzN;i z|DK&mVIR!tL&q84e%mEb(3cqvHqN7y=3c1F(CfuE{59P>e9|xObxQ=enLU{qRV2VH z{E0i{LNMG)Nu3UML9B~glaxkm_SUwj7kc$wr~9MM?=?}?GsnT}v_Cu7Pg4hiV<=Wh z@{Chy%)9yawOX2mbDRXuFNnMpb_WdCz5U7f&!{wkzV~NcuD9o|k-qjs`KALpRJa#S zi@P4*wvT(&JLdo3rxEAhPnVUGe%Zc#3rpYZnUQ7WAA~bE6|6zo&9oo;n9~* z?b_g;Ghd2v>Ln+5E;FakfS2o*+7oG|kJZ^h*$Pg)c^dfCgh-<}D~Cm@StvenOD?3h z7$Q`TI48m+xSW(q?OtvR1=K6#4u-Do5If0yBOSgN{V`(3tr^&8sRvm7#5W&Yx5@9G z7+tOEjt=;4JEHo0NMyBs;mGb|mLC+P;55xv!)jDn91vK|M{Tu`T%$=7!QOT44)UR2 z)Z3h1>et)I*D6MdRUw zN4sU^$_1yc0CQIN_Xuh_7MR^{`M^q}43uH*DN`@uJoQ;kk54W!%;-5#E8SIXne)kM z{#?>`3@tg*H>9ugi3#+=-tOd_Hmz;2WRbu4ve`^K`)ygbIy*zeIF>3#wL3w8ZKR#| z_dz&cCtI)fcJ1wMSpJpSTCI>V8Q;mSEUh7|_UN6j`VyNa)IiuRvQg%gk}`0= zu4a|29NUnXZ%=sEXT9V`cY6g6 z%DgIZ%r9Dins<}#?{GEdh0mruz-jgBTre@~+H>XMAWSPejUg%V@OJZQ2gO&+t|5*> zBaEjn05EN~*sug4wD{|uex6@A;*=Tj+Oxdc!g&Tx9| zzQ{eMmLKm1ctEpr{LGA*w2;OOFjIqd(343x4g3oENzM1wYZ4>9^1gB|Uc>XByK*}V z+x2E8!9esLYTE+3oWd<*@^0i0Eszn`TUrzF^Yp&vs_Yi>D{BHYO4&Lx;G?3V&jqa#%=j2R}&N%W0>muXbCived zl%mU*puY{sTmaB=a%?{keGW3K3`w@}us&NlOAreA(u7BbdegY9jEZ#KI{0yc&JSa0 z-!I;E6u2`zd7M^;+dC8z_2sAhI&CyW75K*JUhO2Nb}lLVpB^Q2(zG`MhhO`{9I_}R z3p~Hcm;c&AHmQ@V+w4z{(f4m}*hLYzrMdNMmJU;DN21o&>QN)HfVDq)crpgwXvc$N zDThUDu<+a04Rq@3+GE-Ki{4#fZ~2M(!TPA_K3m_v<*P~G_EUW<=Wm@(wbb0QckmgM z!3X3V_bX1o)dX4qwSd=@e6mH49nILu$9*#V?vz1%N=E&1gYAsn^;DGW6+^e?!b3x0 zV849~OKrmT?s<6*pYiV9Ev$2^%c-L8pDpgMdX^PoVs7uLO_vtNyG(ZBCB_kj++sDg zFsvuAV-&noikzTCwe4NjjhUr^?)ocE(%nEeVXAq3H+Ic<*`CyR7rP6LR}Ff>^?f(K zwUexGR_{hf%uNdzB6hBh zsLPu7=Uu=|D(Y)Tgnfz>%zFSkA2pvsU49H7V~r00#?h-_C$HIgI^9 z=~C!%$X`Y5xlIWij^*SF3G05Hfe+x(#G3^`-g?ziqdCa0=7*&ACo-+H!WD-y+wfk` zZ9_p8VB0|UeCr33nLRv~hI+z0hskrlynfL4#(501q|n+tM@``tUEqe*X1J)=tiRp{ z*}(p=C$+rKt{5|ie7*)^aqP~2gMK<&^B?)@&{d(;ewju3IuRYMc3^vX(b`0d06ee^ zRJGsO^FV@zwy{W7!#$1F=KijZF{x- zb0hF&uUavc{$DS7q$v!zTF2geuo!Xmzd_}p?y%c74wuM9tM%q)a^~f z1(uGn9}VnM%buURu86gr?EHrifB(Nt7)>0Azlw^XvcXH2LnolZeeGEV97XFdH`}s+ zmVy8ngJIjxHlAEDSA6f`>Dsz<*%2f74iskQL61&h<{qx51mTrU08xVTrXfRgl738t z=gNCO?)~|R#MRFK}2=&1B)OHHXKQ+YOO@$LY(r%NlSH_PUE z1m5B`p)QA?`ZzvcdeAYeTsOgLE-Yq5{Vf3gby^(nxo!UpNXzbVPP@i^4ye1KaR(~y(ANS4b37;L}O3SSD5PR2ZHs9fUQ;sqD+Wek__uV{ zIh}Q)2!&Ln2+>XmIaL3D)_j~Vb6qpr=6%kY*$s=8q>|)gVj5#j1 ze2jNTzaEcU+w&-+`{&1c`o69{)FluL2yJ&Xp!cUZ`0Tz(RpLd;a9)6V_QW80lCPp8qM zCTnjE88DSccst$-uK}anLTM#7f%#@J0y44|U<;pv zM+K-#P9ta_G=tOO+pW4fW#GY|}F@x;kx_btNmJ#e>TsIP*B!NoiJCpQKInAjN zI#dUjMO5hWHU7-yMEX^YCZOc2@MdW4P8&0>uVWo%8$oSi#O}S#t-9b}lY|@uPyQ~2 z=L}RD<%Vama@p|F`52k>sYwq@)SGU^!ekW zTZfc}Zv(x?J5S|5sV*W1bP^TSboOay?uWtNk>+PaTm{1^X!x!2^ z$@*l{s5+&G#oP-D2U~=gH+Li9V07T>IUm3qH#ZO3;Q2#pBUl?gJO6K}Q83;tVseT> z7~&#zZu`I0BkRxW&1AG0E9G?0)h9@<|0$58SEC>mv(7;cvhl%6KThRwE!M8oi7wZo zh6V{4HwOY|EXu@F{>qUx%F*JhV-@vnL^;C6kmPNs&d z-F&rJAsW}HXAa_iC5A!%ptP{`Oob z8W}9sZSDv3UoF3GjnY%k8XOJm#$=pFLhRVwHfFY)0XyBO=o=Jz9%~zdG-Zc%4X=RiS|%yFCig1t@_p zn*(ei&X{9|*AeWJv6xhQHG8#Qv%ZNTz)W@MHtz6(E0IXEb??u{=!$){YjkJzFsSJV zsfoo37(;_E@czQ=*?|f?s+zZ-a7T8Ynf?#jR_^7Pnzav2X2M-6Qf;;DU53T?8dpZE z#lkrY)AjePHxT5~%W94BqPafaQ!bn;QvX%i7gN?*CmNq}ujlK@D!o%Vlkeh^Lz@Lhy(Znd@usi!9*=v?^Xag!fF+A#QB6I!{J1Nw%AnKH~eJIjQdOmADUqK1zOF4Oa-mw zK`L)w70BIb=t$)o6SuREu zF8p&%aFR58E8u`6qLLazw9%s$6URUSRQ3hi0c)crLqTSzdu%?HH4z%|e@k zAo^4STCtp!{NJrUg4^NJ)+5uZ8r)zO_5fHnIgmdqa$t79*Nnf%l^C+SGWW^_sY^=i zx%BZ%!ZA$L+iIPO9W?ybd zX?{;cfq&^|irVGRp;3tfLFVPzuv1mr_OP-l6g!W8xREFQ!`Tj6X04-F`LMig>iJF5 zYz=0s9i*ymaHp#7338dAmfK=DL+4%U@&mJi)E$d&oUsZz3qY20(vz1YmV3pRodes? z)UHpuuRrFwT7%DN6jERP^$Zs%#(L;dIhDCiJ-K4-x3~?GOPa5_5VoDgTJyUtH#c$` zz#}Y09YA#uvh%;-dLg1xes9NwB|Lxtx1@TlkZrK zo$XBFu5LnmUA0!qo_2W( z=MaZDJ>=B_mtOCbV-pHEazK~yiSGc0OSUB>+!Bm31@XH6%)qYvt9BaN&4)8Y-DbC0 zyIAclB}^`#U#%rO3m@?P{9cW~Q5IH($q0N@=*<~a|DDH7dP^W(Ij}Z$op?ASc=MIp zA$SQ24aia7FXg|r248@vS{Pd#WSyi2or%|0{L&q*^~9ABjBH!2Qy&_g#(kpht4B&= zhHq7)bn|UBJYi;bahXIRkL5& z)N^Pwi<4PiYY}Co%3XKvVrR+IYCf7IBZ+14nLDWVSf@Kru<`b?JK)<}ojgwaT4&X- zNYywNl>IX%iC(K7ReZQem+my(YE4uZ&Y*SiuX}yGdy0|!BW`gr4hT0l!g&8aBt=r* z!`Ql#I2k;xtJa+(%i*SI7b@Pj(J|CV%c8MuU!I@Or^0+cZ9qQA-}1-CX3LYw>G@e} z9mT)PIpn8S*emQ_Z0Z|=8Bxkb-G*{j3Mz1t>~)!e99$OdU4PR#9+mq;g+<^YpfZhT zB4hanV9@@;H5RW2cutd}UhHi1_`GA@-ixR2tBXT%ZUsmuH_l(2fEqwtVRkw%bAIPp zR3V4v(cmoGj&KJ@a)>yJExfC)I-|z^y!NB{7CZMHrDXT@)~xbNNcU0i?d1k22Bx@J zET7Kdc=s+7=a17PlFOB+;`g24kOm@lTcZ`$MVZvx?T64i3J8>*-mbAb9$v*Efh0w_ z`4aTMXLNIBho8uoKpGL1r5AHt_l@$==+{PqwB;VK9Nd*@eXxRH4G3$wxwO1m>>FHL zj0)kgXjGjdxBjGJ%~Fc3bh3_;9VPGc*O=dPKnh)Vi2D)+bxrb|T(~Zdo=Tq{`MdYZ zm&0G9a(O@htm?Crp`$_fvL7q~pXgupU{v3?CuU=8mpGs%N07JBBc*T{{+yRyM$I-~ zorwtZJjT;%c`j}L8xr3b61_2k7`Z z`hIqYz!G4@Zr%L&w8t+^7r4`{ZjR|z9qseC*RERdrxT|AhrXab)*~$~H!437jIZFg zHq6!5{r$&hEnw{jr9e(%v0GK~yLk>4GUUe9-udxbUj6ULlfUHZxWdVgKD=B%Y-z6I zT2wq00GxNW5y(CB_wCGqh`3OGS$2~m>PKd6r?sic#CA#g>l6mNOYt`OUg4J7gH2yj zgi7V_Iqwnrr1p6HRMaT_b|){KT*8GJ%$%30<@y|m<>v6p<=@o9G1~Lr<#K|UIGh!4 zXrb__9y8TTUD;b*e&vDa9RMhUPlZyjHI7J4py*+8@rz#XseVdHqq)@2QoSGn+%ovu z5b?8mX`kR;Hgc$SF=IAc8eXc?9Q;&+2m`Jv0U3%0<@0}$~L{9(S? znwd}5mjTf+b6{{e1Y;;Ij?q#Q{jloXq4#z?te4NK&_b3Sts0I|;B&TNfOald>}BLR z8fxzfYw*Lh!4Dd<-arsiM*1w=>r26I>xv|wI5uJyQEE0pD11mp^6PRrJ|8e#X# zulF9(_}(w*C$I6P%bs%=Vq}2MD(RRNJq(tjofuD%24a`9xo+2KJr@q2lDah@-ytz*TKr4+B8ujD=7)OZUaDRNc$od1_Z_Fm+5y zW2KIB#nLnFtmS}>k6Il48=6Zp4?2V%O{S$=+4h4W^se4Ntj z^J3P5R8+sBmm+NwHNEz%R^3`XkvP)#`wwm6i$Q5(bywuH$R9G=pDtq7gbc*}Zw1?M zc|cjI+#~htU|ld*P`E%(PO)=u_PZMB&41rP_?>@=Q#;!_H`@)!o9JNM|DB z@Fui8sWwxq0Dl= zK&dx-KlraJyTyg@I?%IEk3CrpRwO}j0}Z>qTNIIPXUyNz3~L@Zc9Enxj8M;ae zPV3W-o9yXnv{yF48ENTl@ zXRtvI-S{TeFB$v^kAGk&XL#L$;!Hdjzx=TH*C;*I^`iwA)i$d#T^6U0#pB1MgV{8c zCXGfwl%DOMZF_AofsxGY@?M6=XtCM0w()s5%{An=QSxioPp2PCnnUWXRmlN^>U+Gy z8uN;pM~&&(e)g&&pfSfw`Ey$;-2wU-t`zUvzEz?}TNsvG-Pk~X!I2Fe)&eA0MiidhwVAXH0;;<0 zQtc)nJOyjf@FW+iMnOM>!LQdUn6vOE5qovfKeUz`0!TpnQ!mofQ(r_4u`s%zumLir z1+rHLok>@JP%}`s@!gGG_tFP9__d)Fu}pF^ig?2b)KsVCCnj#}DQj|vAE$e*kfFOt ztu32SO28YYCD!nJ!Tgg?Li1f8{B|6xcbm?d-|mu@O+$GlPotkk82J>*6NSGfbF5ic z0}`C|Jus{|9^w?@-`^MD#RsfbgcrbgUzU?z0LabJbFE$*N!vO}qY-&)Fh%?6ql57u z;kdI*8;2(oKq=gG+L+SQT7$%kP`2YDU;+Nrb-IfVh1qMyuWpNL7vYSr#a!}ssJWFPlnv)P25<^xBv2H_^kaFcoDrf$dV z$l1k^!X|vc@&X%kUAicWoZTl2lf)Lq{ZW`c$_nsISLr<{pYGc1W#ro_sAAJct#dwA zKEuh0>YV3o?*L#p;UIVTYCn8`o9cxax=-|Y7c7PyJ}8|c1Bs~wd(yd7Y8UW^bVuUw zxVlUOAP=gp+8+_KFSE=)cgN&6hF$*8^5SS5AEvny0w%vK;ZxKs_;{ zy{U*hUqB_#vdxL<83Q2)C;d;^6 z4|CKUozCm!)VUwqCR!X-RX^T`hwJezV*6q7=cMi6UCFKqM=TQVyXY8~U%r;?!u>dY zt#u-P#KMwx?%*Lc>TUM^+Z-mzhk1p!LMtfM<{JmjG{t!yWWMj6dfe59KE56HC;Bcb z9lTAA)9ld^c@-z!W!LQSld1jAgI7;^9l`_plsm{Gs$3rP{64nw?!MDgTjf<$-Tr*= zLEKJ@Ub{$ZYo{`K)}Rb+u7-WMX?@A<*9{m_7d$7 zr@7KlQ_lPVmm>Ma%7Rqv#Ve8C_0dG!5>3Mey3zZ1Za=ThTFEa%V4+CI^{RM1Be~w= zu^ztagCnZ6bTs$IB-<%9YYQTE3o(jyhr-fp>&^4u=`d`VUWYyv=`kj)q&9utIoPG` z7~Mgud_F@+T^}kFi`MJWL*%0v59v5|30FX@7|?_r``&&Rrmbbr#Mgtd7!Jb;Lx3($ zl&1A|y}QbP5sca;>Z*GBG^;c0zCXIRb;~*Ay3D8&bAGY@DgJGgF}0pdaV-zTg7#h< zVoV>_X``)wR98}Ds4Se=>`wisXsgO3sW#p8i9)_#)$+#!Z4i%$?zwGC= zQFzs4vhuew*A7e$dr#>4PIeaaA>v8HGr#rZ*_hj(R=remM^(6D0tD}ecT%Y_F~}>^ ze;x}NyzOp9Dw}o+t1lw8<4?lnqlj=zXR)PJFw3Ei&HEgAqT;A zCoSu0qkE7>j!cmZ@G*OsV*W$$`}%y^k{*!OHm)FbrUac7OD#>COuN);Sb7$(`G_rN z7ZTuSj<8rp)8F6umV>19cH)uIWIvjifrsP1e7ilv9W;vf=$fZy>1wZ^NdhcHlajD+ z4;HGV#Iw$j-MCC-72DA;-Ev3Ssxr#aXl_I{PZ#H4#V}-oI$%dUceh)5z9U|fZ(}J? zI49niK(jv1$2J#Nn{2{CM1rCXw6m)_uQxeum+nDKzdza-_rynlxm{?p zMt~V3bJB!Ogi~6Lk%t$Y1XQ2mP%9bTuJu-}mh=~gO4h?Xl`8uQaV^QYyma%!+}fxdD!JkzZDP;3VB9Ki!GCQVY&c76 zfZ>_Mi~ZBu9k7kbZXFx>f+TDzY@E=xQD|Jsh};Zb<0cRcJVud zF9r>mjY3UposNrptz_)|`e1PhL;QM(9=Fx|d3UzsE)WQf&!9mC+C9J7$5Bl##!f9K z*JW46R21(e*?Ri}R?_#$qkkpUtza^CTceeNx!-7&GX5Rh+}yw%zbTL~=CmCE8|d{E zoxD!Rq3B-EWwoCSceSfX!@0?~$r1+xIx)9sS?|fzJZzJ(K0PLl5E46_Bssb?iImnK z!y@MD2E&pmO1IeScXTc%&0yO1(3!se71yRDWR>H_f6^)&^2_AhD&8%F_}jpt?3^2V zG*ax)qVBXk_qG*gb|B@KbB}+oUfZ5KZyu@mcDLf-@9~Cko+YtOy}lVy3~V05v|v3{ zN-GW)^Eu^Ri>vJh{(Hu{4+v)acpCA&mpNK-EP)n?94Zau4R*P({_*h2FHByiJ6w0X z{jSx6vXT1yz#M&#SMQWVz9$kHMYH3#O}{*K+lkrgw|t%%eBoL2bk|~cRKAtpaaCIT z(U)t}%IQ;KjQ@54z&qArOI=8%J5p|-^u|2$Gl~f>?SXw%=hS!GPRLJ6f+GaJ7qvsP zpnqD_wqa{K_=229RR`!9gmAw#;Df(^0M>RupkIegaqTnLs%?3Vz1oY-DxnP`cwIKQ zhlsb}nEH$6a_Yq|xOWxZawm1i_v#(VRaxs<(a||k*yN?*5W;LAzD7ric=foV*m54F z<%s6pHxm}y?8m{MO!P*Q-0s<)ui|21<<@yP6EEtX_t~b>^{aGO^4*?x?Tmh++d!@D z9>NHuyW0~oZr*qk@^JBU{)C$8=f$sW?K7E8HSp*|+bbbNv7l z*XsY~f^p~Yv3f2}BiKV7dsoSuf702ln`LE><#(^$C~ub9kSX^1y*2&a2^eXG0VtOR zCIeZqomW~n1b<-Q0J%D(~8CNMTX7y!@ z%Bt+44<tv1Cq`F5(yWlb=LTfHoAO+$<8InjAN}mDyo2OCGSrbbg+KNYmajsg{X___MS&f5=jL`dvA+jJ{XoCQ}Gd};56WPfujLHUmBRHu%fZQYw=t?`+((3AAR%$elk34#~XVFKyU?AF}Fjs9dN*dc~xjvLm9d+XA%^)n-I5@)Wp{F zE8?45toNNu-C5PAU=nSA|7`yz@$@k3Epi?h*Zi`MAe2?P0-BcDT__66Zj}^G=G!}4 zA4O-WG?SP4n}(BreJ@4d8;j2&%Fmpj9Ml^7DrfDq4;8&8i4CywQ8RD;U1r{Xwnph+ z6EhE3+h7bxO&>7YN__VzHR6L^ne4n)W3mVy*T^rdE~7s^pQ{W2ch(86Kp#!mHPzTg z39FU8)nnT#T2r02QAVBM=w|lUcleytdAE|9cC^+zZ}$bI)NT2sZ@K*KRA~14u&dml z;jGnCj7t;z$?hRuZY-0sk33FI+O*U#NRRW~_-`2%w&&)je`9ILGHmB+#ksXT)@MrKZBI($vUv6I7$#pM)m6aR_FDuf?=bj0<>)cknc zZx9rc5X|i8Vb!Gz+ZhR2lURM|tgKXcs8 z6glTE3$;33Z&rUM^-g5gZjC)bWk_!t1hdQWbar-+0kZ8O@vev6c;v-g~KF}U8(VpDd1f$9sI;{!JhtJuz@X~@xAh*$KV zwK`w4ZrfcCTV&ndj$BFSyNWuy?zF@BxSqO8c4~e@+addyJ+Mc z_I9NnC-2Vr|dBR zNw}8WW*L1ThhkFf7{gcg##@aN*Q*SVg~6Es894JpC{<15!}Ei$m&`tYKb~$6Bcwb0 zoAyS|;>NEbOz(9a$vnqZI@-k6bDIC#_Fh-H|D2KKHWbr-8}59t7vt@+3WHtM8A?_w zhi*z7rVXctUm^wgp4Y`!VVj+dNgSn*!PjmRW2L3Z*Gd@A3FgD9KVM z!m1Aa-ipo)2kGPMFID#vjm>x1-~hohG0c-}@?N>~v3)PT&uz%ExpQad7T7J%E6+I@ zo#}~lSk`;5h`N8LZf(uZhprJT-A=|go=Cr(0As5TN+|?w3LG-`mZaF)E-zI^e1cl& zGP4GBVB~(nv5Ie9v{-ecIqdVE9r_Gd=_JsVGQ;4Pc-OA!{W`+d$dd>Y*`{FVd;rYK zgHi=3&8Q)6aHT`$cZ2PDP1c3QGai0bV!PEPy>=Beu?mUi*9ADf$~Q&o%<&2!ibf8-dWq{Z6^xQ9`c- zx81*k*w|LgLNQg4>%?a`Y!Q5%U#jr8@4U0eoXdIWb^}wSZsDy@2SHuF<b|+KM>>b5kBB+ zvU``hWxMRG{swce^d)*A79z+tx`Hn~DPEKl;hy363LxuMq z2r!wGSWictb`3?_pq8r~Q!PCC%kiRc?GL}OrC;yM1++s4C8P2OApQe~-<2$)-UZW_ zDxZetK7HU_2|>hq(o)Lo1?TT&FAxb8$4CKu$YDTqcFMFYR%q2C@vnyK}Id3 zveW+*d8xM@7H248&REJjC4s`jn&ax1b_W*#ipsenzN)V*A1HH)E#`8+=*9JlAyuE% z>;7N0!Z>~Sd1%YmympF&uzRaE@80syE@o$#HyFG$|qirL2mf|_Ed3prS)I!Do-(jKt8wTE! zvf9X<1%cy!iNCRvI;kL%L_39m~` z^+%=9+VMKuJ&#)pL)|;>7G8t_)~ zI@{0C??4b}k(xH7Wz^h2=n*QG)MnQW%mZEMl-!;{7Caq;wh!yt(#h?QpFzfszO5H9 z&%c6}`udaKe3#zgvPOa~Y24dJC!pH5@ezOn-Sr@h_+Tz&&m?*Smm zCo7wX7Uk8t8zGAs%}-&PqN0Mi=?ZHDEMu|L9<58s0mI78M6TC&=0iy1lP-aJ=CW-c z6ZNbU@V#l~)`cZ+LjW5&hQ zm|oPcI1Y(L#-Mlq5&afIT)KgjxuR0VAAei}$P24}`Is(t@xXmuu2f7S`^@7E#QGHIV+8u^V-aI_@6C*s$``g2`avBBnZcx|enT?gP~n|7 zKGTwRpz|cqzI!Eh|Lw%e{e)JBtNn01s}9VX_tVbsjOPP(J__EwoAmwkgTX~B%0yl` zY2PgW7=&j9WK|Hm9UXVyPL8iN2|-y^+Xe2>|Ert%qEPGeLe(KE>RTI`oi7>=537@c znHLDHfy=nrEI>sNAf;o81?Mxa|8nK)*0Pi@RXU*q%l|e8%uq4rOQ~6eVaAk;qWE^r zi3!0pZ;__8%5gph>Vz9o6Me4jVM?{puEQgen?LT8&0KRX?R9GvNaNfBR|cpRGHxl( z#y=rNhf*D^B1<)@o!VTx*qLrNdOpJ?^D|SFuK(#Njv+ea7(SKqVhm8G`7kjxDZ zW$q|k)b4`*)VTSKzwp-%I-tR$ERBcGOtFSdl&abFGNZqpafBHY`6_yeE_I59H@q1q z$oOhAq3qU&=ik!5d97SfWNHCaU|IzjS0|X>jIwln*Q(ER8NCed^211(H3S>$P}IIH zK!Nyoc(lw4$Qdr)NZ<4>wu~ibMh|)|$T1#sGj^V3VI|$UV2imk3PgF&L!!H?Bw=$5 z1i{hOk!1uE-&4>sJSG=q)U+optzo9N*MQl>7}9qNV^loj(m_^pEOmMipDQjePhr?P z2Z$ip$ChscSwSq?fTqiqePS;mz5oKvzjCuVGBTv3&GO^EF-`s4xnHl&-UeKXkB>kn zqfR*h`ZvcWX^=#6VVXFP?W`w5TMI1qcv%;OVt(1^<&T>H>nr9Du~v$> zI}q}ocq9e$2=Csqz_=zlStqMg6RAP$*G^jC{5}*9Gto1{?3d4dPA|H$IOq1yhTJPL zK196*5-;zyp+^<{S;e%{`q2e$Z?&<_5#!FH{oLo-9P$~v!ek7l_|9-prHOg=uJ0W# zFYFfTzPscLqI+*y_jSJ8iwD!e0L1nvRGz@^M1A`0aqS_8?(6_nm(1_Y4_cD%e7SPn z;eZ@Z#%LCD08oma=re%{c04KED=;#+Z;8L zon8(+M9qi6P3=ZX^4eX{7jb2EvWvp3`{*(SICVsoQxEP;tL2U@NzZR>R?gN-_La=# zulToJIADg>yf9zhJ6$eJV&GSCQQbr|e^iTisKs6IF<~4ZA93d@?V`o?A8NB&-7bLE z`saXAKHGUI_en;BRskwg#3bWTm(aZGp<8)%gcfP8$PXe9G-sj!!c1>#-M^Ta6#pb^ zisa{YqxBHRg=Js!t_AJ#+GB_A$w!ZU>_xVD9X%gRP1QdK<{OxkKYI1a6@Y9uYO%?9 zy&+*h8yv?>)ryT`{HG)RtrlB$sLY~=`~j0fM;*m4?X%}#D>iv8@eGdY)t0`G`#PblASc|9lY!34Po8{?vR7^bUgK_1z&#(4!W-Z1){ z(6%+yu)(GZk_1Qu_)YVEm+9osyz)+oEB8QY3g>uI!4(&%Cyk|23vw38O1m*+U66hw zIQHdo&X6QJZTyOOb4|by{@%>}NJyRoy}+Qo&c;;`FKq<1UD=DJIz zQYzehmi)CSLL45ZXdB^*KaS7U-QIZ_J;HH;Yu+x8<9*#EY#D8S&RLl~$S`}xFc-wj z`C_`STy=a}kvH5=rShg(xc~Oi5Mm@D5&tF`a42Z_tdGTCv+bjBmXw^#^weDm$=jW5lm@@54by2S}@p1b3V(Hiyg zYwz#RG%`~7XoyS()xYO+cpDKvH>WJRKOvGv&VT60c|Jz#ABE@{S2nLcgmK^f1>{&*_iHXusbm+4cM4QT0ySQ21Gl6 zmwD-SpoxUJqi-NcX;C{l29y>uwGjLk)hvu^9p*_84h z8O%@TS!X%OPH6^v(5cq_!rAK~j$6NuJKzxn>LNR~UVo9}G@l>Jr72$*Z4WE>g&I`$ z<?3FbCmbb+qh?;-mAsLGk z9LmSzPnxe-VLB`|SV@#WHDJU4kjdOO$)U;AEy1+=Zr;h!r3`WeFfoh8vx;>V>I+1v z(e&Lpj$8Nq3SkRVc?tH_t2doqY~3M09Kadf&_*k1Q1<#T;Q7x;1ZTeqc8N#vV)L6u6oLH~Q73$F`SYWEC_L>!xO z>EdR~k2qGC5`_vpVm{;D?0-8mfh=T;j4pul68 zvma2{zSa@J4H}&ps@$I9*xTk*@eIfGd`Dz4%RBvQLoJe3--PpUeLsscp%{d^z5IBWG4>VI zKFI)+y$>ml?cb-po$FQe4};K}k1iRysW<91#LkoV zJHnp1)A!7MYp^D)03;Lm6yaa_Gn?{rfB&M3K)=tDWN;XZG^2SaD2mM;(1!pI{6s$L zMLy)^q;|P~6r)|TPGd(ee6h3Dl$<;#jQdI9k?o=0vm=M28@e&BTPd>}C2-r-WH$`D z!sPXwpVH5GlM%*QyH7z1RIaP*%6XogiYOBeosUt)kr>tqEVFsm8!p2B4biX$AC15( zd-77dt(RR1hy^A6ZQA5|dC1+PNUXt&e!CLu?u@wF~I+#c;pWpGtrwl4s z=r(RU!}9A+E~7u^IQnh!$xtk%)~rp*WR3Y_5bW=#pU81BQt5YuNaW&kYYi>?llxM3 zoZI3F)SIq(JX1uI{EL=RW}nl8##PC?m&4HjwRwF?Qk9S0-w^sN4n10sNSa^G|58vK ztva3&ll^$I^sr~xBnLRZakhmyHqFQ7jO<0+Pzg2WZ>hJ5wu1jncyvTGrVhU+erI}Q zkSBB83WitO->q{3V6YUDt`Jx^=LDN@q-;+#!-bQ z$y(`w4t`y{TrD_?p-Vj=ClPeLdRpMFA0>YWRjjjozu~BY1JKzVX34%$d%In@xJqkgk~gmH^AxnN z=htpn?RSKZb_l&sm>&@nX_a5Y6n0pg4!ny5oB>PNlx98{fG0Kna5sjh$M0aR{rvje ze?7tr&4pR(EkNyL)!VCvId}LuHUU5HsC`ibW_@cIccjg<>~5kt%bQ_!1BbixC-n(rs;F* z{q&bG%7BBNt2B)eR3TtxxICKOh@4%rA+}u-!^9c&)q6MFMiofiqbGxjwZc9*`Vh}~ zYb*1_FWgrV5l-D_E#D}rbgQ9xPG}~)+vwDh{q8xaCB5(wHZdU6a6HD`EVg(nhrV`G z=D?2l>+BFTs&R;G%zQ9kr?6d7x`$2O)5;TVKUN(4u%q)u2BLvadAs=dy&svEpj=&F zy8Gnvch4J>zPCg%PPI zkN}wdoXx^cCcORbS5D4r3q{N`cAITkTLm=r8`5P-_Z?s zPSeq4tzW>b3T|$ojW~SFW3!O|?&Ris(r#k8{Govo+u5d#yr8C8=v>EnHnUcP%lwbz z=GAo)6WvcMuK3+Kw)qSt;;(Lql^Pl}7HfrGeb;{vn-~~$bxBV{eCe0Y-u4e7*##PO zk%}5mJPX9&By7succuM4Jlqhb37>gYS=&>9Gy8uH7~L4(*`6u>{dLE?>GE}TF8j%D zxqT76Wc4zx<@D^^qI9dQ2iCHyw^AXeUUM1TL;QdhW}U94Sf!zs* zB3Pnz8DB zKyvDnnyr!g_-AglGx7Ni52dy{Jg-t|sVoYM=3=Ky4uFr(c-Z>YHtevs-}PZz6c#WUIlKp`wPcm6=|gawoo2%R)T^4r+}4pkojDO6SKXT zZu6Abm?-mdvRkUFd9rEWMvPA#7^(#9Pre7^u{Az&^5fy{1@7c25l-=KPvf_M z78z^@S{qbV!t+IQcy-e?S}!lD^`?XV_!MXvQ=;C3z_{`t^4q`WfT03R3I1s8glKz6 zr*&6g-y1$Rep{bbb8Bo5be;HPA2~)82*a5C1pxV!Be{Jk=W`du>CkI$Xs-$E{g?;U zKc5<&6x*2Z+ND3!Rd%CiuFm*>Q?7o=g~_3zjJg2l$^vSh~r@J>KrR*}ez$ zyw+x`#~Unl?@=H*q~w}$USwQq09 z=+v_x6@2D7h0U#c?;Y*e!TAxwv47?3FR?0phBf6=d-_l}7Rl>S)@d5z&c^`zc2?}0 zT|0C-n2j3SoB1~^%Ks=j6LrvMcvO;ag#>rWAof8OajSRw*eSnISY~R`Qr=20ozQ+W)~S$> zZ#DP0z?ABJj1Rl_;*T3Ny9mD;{7F1L0Rv8{&a{KPp!RI~pjpewH%E6sxP55+J>u*l zdd}vBmRykhJ;FNb6WdPm+mD{wLF29A@yl>D>(!_s+Wfq$@W)wbK6*~m!}WS_Od2kZJzsqx3zPv=1_&CG2{NZ_ls4`Y;~RUW`Ts`-61c16l|Hh*=86t|mQu2{{s zg?c~KVHY{bE%`qll+XQTrtY}u#X?=d{S17Z4MxeQL*`ecC_wpxr$3~(Q=rCQ%w+2g z+w8vuG!%*wIr8iysI7DU)#S7s;+Re`G&*QykU5N69w0_<~=SHz@AEP2-h;or^fyYSpg> zA{;h{<^0M1II>2G*$3Af+4}^$%=M&kcCG4;35B9lnD$GozWOWlK`W!dY5zSQjz+OFw$5qwHt45Uh1LmnIJaKzuh#z9ou=z{o}2CCaST`gXE2iAJl~_raQi}( znECt5QNuB1cJSU`GKKKI{H<)t-~5K@JkATGv~9j82kK?C+;?XZ(H|z9i8($dKH4Ns zR9u{j(@B4NXm$%X!4EoLULK^m5MQcgM42z$_EORD>ExL^kCr3_PEeJh)-AXONA zX9ZSQvNnBOmf(HCFo|l_K@~Z^+`orac$-j7*uM`}4U~MI#&;74u^hA8Ak5eUe0ATx z#F^QIl*ZM)=GI%ZHT6coF(OzRh53k+?{9T7n=ITMFIBSc)7V&G4~tKeqvV4@6}nuT#JGT*5R5c&5@M$MwJ>TTBT zo<8-s>31@1@OOXqcO;7;(!nB#A+boMDTU6kTWGtZ4_KFzJQs4q^@M2Z-g1RT#f=X; znwm0t{o?4DPq@_lQlHCFoe{0^OF2?~9N-P^oV$$iNxh`du~OX^As3Nj02?`*vvHo* zKicg!rc$cusv?<&tb)IyS;g9nuj)>ENSk~0&rtU;Ch=`#oC?>%UFT0Gy*MQ&(i}XO zt3f%6JwJ>u1{QRp)t4TiwQZu)r=-I9#I0KU+-_Dm){=hHyO~q#$5b)D+@)^kf_g^U z*Rfe_wny>%a0QEajmFjl@Bbp1dVDu;Jc2Ae4E$Dre5Re23Q+p9j$KZM@0Jx;5j)H!j z)fk}~oo|=kV2DbZO8o#lzjUmDi*;s83az~cpAmkZZFlSf+?0@r%J&M(<~Axhxyg!H zT;QME!1JuOj~2&!FL$~W#(1Irmt}`npNGHs3(W>kc&E1+rXBW7?IuC3XUzYt_r(xz zPOosm`}53D`vOXZ%EbL{DSMOkT;zYN z9>wlQh}G4I4YCl6NNu*I0i{ILpTVRJE)*Iz;X>A<+E z%9A2x|twL~q!vrA6TgxYA(R@o2LRp8s)Ak43okwZ#+7+golT*&A^3TwYpnfjh zSA7?h35MpCxT>C63>eyypF+2wdw3Wx>Yr%_)r61*CHlvbyk^=h_2Og)zmexnF25&6 zWCVKs`PGG?wbsgNf3t@G7V=&cscTn`Iq(ixE#iq^7iF->eE~jZjTYVq8!`@xj<{1A zy@Q>H%}JzsJeDst7s?0^I4K>|#x-3t`J*OZ{tLi~ZhIxJ8J#p&?e)=o2@#xsYxPX1 zCzrRb|8$ss-=}G3wssiM#6GrCq2FUq*m}|$fRHZgHLV^lUq5eiGwOorcMt3{0>auo zYBN}Kjd4S*d1rD2@0fF6&mUa-A`~WB0qleKCY^QkdCtaovxfQBG2QO_k9m^{>Z^AT zyceK-NpX=$^eu>UZ{y33<=;;t5dLU=fD*>zwr#rUw9$iH$@y3i=ET_A^G2A>?$fm! zsCU9?v8{tN>K2j8VA%wc{CrZ{c0~&m7k}U@apCAbU;QS{>8`w~m0*-DGss_So43s; z1k>+Mqfm;#oos@e)LpT&t)&RTy~H|Du$^l3#N-8i|I9DusNj(I!}1i*{9{Je_CjIa zT-se#4Gd~E>jW1Szz@x@p1OnRx5id4W6cBYDVwfD2N!&AoRh@;@N@(_&U)G$*o;r~ z;1G~!ZM5k+kH%rpyWEnq|1uM3JiOUv5i&q+KA~UywHkx5L$ytFX|+Wl<;i+Tbg6 zegCimbd%UKbQSq-77rRQ=bD=PKzi<_{>sZnVka=3%9we{+e)vqEo=)X3gw= zuSNOlTzL;VkbNVerZ;)o-&AM$f)G4)$ncfx5ozbOTH0L2sa>US_n+J3*WKwSym{7b z_kr`mm*#G%@cD*m+uu91=p_K}IJbts!)l(dWsm1z8qn)H63X@ukG9+1;Ml6>H_`of z0+{J)Gr;s)(8OAQZ0`kS04};4AZYPZt*oX zgK@#kJ^zZm50L!eO}>HBLmtBE<{ly@!S|KU=q>g}T_bY5H4dxX&s92FiTl&rO>7W8 zm&a0nr}N5JMF2&71o2Pr`9?Km)&(KTQ(zZzD1GXy#+~M=Ep#2Y`j1-4`psRBhEf}nAHR8HklWaU*nQsfG9{G{IXBOu#RQCisj=&ti_AR4I=ouenj$uJ?kb-Wia{P*TwfzU&YUOl6`IdjKJbaD=AO# z9$HL;v#PCM_V+qY2M0Yk;rR4-FngVQTf4p0_68egk#s!H>vNmyx_K^U1A10 z?LBJXT?g`Dp+8T%P9KNoXF6+8KL{Fq=|Wu;0kQXe?yPzI>ucR#kL7`>QTjNCRa)p5 z0ERuI0pQJ$!Qp&coKV#fo=}NOyLM)qlR;I&KdRhO?U*&??X+DH+Um8^w zhs!GA_6r{I&#BUBuR{#VH%oz*n&sVMdo5TGAd*of^0OOF3U$2j6+73a{@a|r+Nr1U z?Y-e_o~s+?4%7nu@>#Kq?)ehA-7@dWE&E&u2_6_tULFbhe9Rt?)w(*E#?CPrN$JQu zO5ZSK#jlH94NF=&<%pIVCi%{)aIL@PNktqiawWKy{q}t*s8kQm3i>RaHcV?drFt*` zc0=Zo-U_Ae+q}NiTI=DtqaQi7QGHgVryS3;v0(#mqw*M&TG_75s>__ zyN`dtzTA*EQBj)cfXHzV!B}rX9cFIlMtiricQ|6M#@Xx=98cQuMum{F z#uclAB+oTDh30uDzC2$a#kWv?QwCDfx``FcN^x-SAg5(f{f?tzf_gzPDLGGefpVWAJ)Io8XvV z0{d$IQYgj{$6sJ)@776Uyf(Vkhs}8$UE9=yi$#>Z3ulO&5MYif%iT**k|D&%KW)@o9tx}y)~46^{?ro z){fs!mJMw(Ovl&`88M$I>((2QbMH?}lk#d1=JA~VgMHeljQ+9aRT^SPweZ5NdZ+Wf zPRQo;LO!vxQkyljBT%CegngwW3UBd?&K`tv_n?7jwTMrCa{HqnbF<;fT{njs)|~s| z9-mb*wiFF!#R8KF%L|fTAG+Q{h1zQ61>LE6^gc@(0%ms$^;-wv5v`O9B+Mf(XS$eA z-i5MRkP0YhI4fa3NzakImv~i`VHkq?5a-&A%IGn z(4&ty-ZHkM`DzzCRc**gRL4~I;(QmDKbs#3v8%E%LfXb{+N<~TgP`)d3i%po*LTrS zTP}YoAKK%Z9QmyWU0X)Jm2@=y@RSdxUFy`>+P(;gOrQyO()}2Em%grZm5r(+ag`vC z*rI;|(%gc5e2{Q6bEE)@}UgLqE9@>#LIw)`InI?P2d-E)_;KUeX-D$$Ar-u%n2WmS! zw~+dgF6-;=`Nme=Du8&81D39~2i9m}m7y2QCctO8vNuxN-HYt8W?SZcUaK;g98JR2 z;w~7qx&OEW_dC3fNDl-DX!xa-LSa8wp|PmBn2uq@Q-z9kOf$s16R*tP z$a`gI_Ku`Byg$`58X9kWEcEC zJFcO6#4HE7Hmac?*iTN{F(Kj8Rj=mlMcr8&ianfwqq~=M7gxOCVI>ECe!awjdu%Art8)wTu0~o35(7(g$hDO zlbU~IGF+}2L7zct=S&cumZ9e8)hAJvkdJFkDUH9>^TZ%9&|1Dsg z*B>^P%US%@gyj+2i}vdQqehkyA8)a4wrASIu427)Z8EPlC@kYUEo*+1*PpL{mMYHQ zkhT|dRr&19OraL$qBf7OGQn){<_Ff#NFvf>r`uoQa^C4*X!2U9cU>?4x2hSx(A6{KxF3rlxoIiz1~7cD%;`9pqKn)N#BtJ<}&(VDR12`J(6 z{*;;(zMlYUM}J|E-4&wPlRTKH_UbUKeY+KT>5Ba=){Kci&L>ylV7QrZW908ZYzjn; zu>wijHBZpNOg8?X__4xTb=>gHOCu5W3qI;A3qziJt=pYyoenVF#g7AkReuWUqqxzU zKtPqe-zAsb`!)q|YRtyBk5SQs1$|o$t`mv3rGytcLJTa({zG`14bM64#r+l# zlc^cU`yqTqaxU@tlD`*_nx^|IvD^3de5VZ&v+^{YK=K@s{WK3#*1x1=Tu#&vd;AidHyrqc zfEa1xI`fm=&JDyPeDS(3g+7ngjWHM`%IG~KgF-{%W~(|1!44K?V6)S@1+Bw z?m#@((Ds0!{rNhb1B}c8uE6?ve%op@9qAP$(;8T?shI88rO{6VYgBtyN;SAzPLx%< zdwx(lXk@Tmbb+EaGamQe1HruLE;%TIp?wqD_}=wu?Q4U7H*}62dPm`St{*zaHc{I{ za`RmdXF}J9r2k$7KKtH+6f-}f=jRDQyfJisgNR_u?R%>&-SvmOym-8sUE#7uT{EWp&Is#hkvIm+o^U?-p`1|n%8Y($)C1Wg*tx{a~+b4mRXF( zeT4WBlg1R-twj3?64iHQ5uTVbwFPO`V!Y*_%BJ9ZBHJ*e)t-BBn!sYnb0=&1;9%`X;oqO`f+kyDdT|u z95xho1s)S;H5>b^w6^~6zsG8rOgM4f`;7#%`vqgqX+5s5sqSj1H|P6%#2lxGxsnHu zMQ8a{Uw_bp`LWmI*|qEE2a@V;w5qtywGOCXY#40f&q)4L@TWOYV#L~#!DYI-3Y{c( zKf|*o`?H;S1~c3t7hj6?cTuWNN*`zkP@WC(Fr`R`H7?0g z54<`j(E@rWj}=>$&$3dX`ZC$gGw*);0N&(S+C9~LwCBUcQgOBI4G1DBUMwWRd)d5s zWUuKNLyGPj0n80^%hO(hURiB$Dob@Bm$fazyD#p?H>ybLa@{LV9>o2PtTxeKQ+&4` z*n9wavt4B^cc3KK(gPyj8Wp#(v6~x(Y_;|)KG+Swxh&;^;ZuZT7FCV%v*s5Zxv$CC z`+j(~U+JK0v3A*+lUX~3qSQUCXiE5#C{kp}efQip3~h(+8WHR_W(3 zb$8KPa{Z);JA8rfI51!`-cSI`y3ii=ZL8rX??=Vn)z4-QR|6 zT3%Q7!;mFMbOkaGDFgtayV(p}pfbD5;QWd@&z8}Ac9SKO`QUk(h`UPvDh%M(5W@DQ z^_|XKnWCHXp4Z0;`*9D(i4{8nw)J5*?jrQ;!*Aq`pBR#WjL_U~C?Hq(_8zO_i@STF z<=|b*Lg$ee8rJR9G3u*k_g)?zhg+v_yrfOwzNPD8sYbs=94z>q(L>E7##gC2*yy5i zZlBSE)-3#Wow7qw=HN zN1JeCk>}mKN7?AxKV9ORIIrb0Pi|@IAk)^zXAMwG>Yw6RgsRJ<^dclQb z_(ESgwX1BqS~%8TV@dGdT39^*iIG$i2{HC!%btwZQWxHH?YpRax*W8JPyH%aEGkRm zyB5J@1uE@jm6gEG zYz~P3!H7P_?y+&x@h;y?8BMPjhU2$TeQ>8O^y8O10i9nVaXC-&8;H&UhDca!mdY$@R+CU1v*RNl?Oh^`FWr2wl-fx z3-`c%%2R2D!90vYk;cAiEp2C6G3Sy4%&o_{0N&oe%?qzm>0cw5^H^-MLO7f8XzOa} z-tBma#wJUBwMbro(-go{Na94x5>(n6jY<(XIpyUDbUOx2yni+uzt>_5zg=Iu07bsH zV?+6E=c3Q}V2n7??{dIj{-%@iUYY^8b7J7p!*`%n2#L3{{RKkgzV&pB*P*W2yV+xO z=5mnUnn8%S(ZQ!aTXM(X6n{T(je-w|5)6m#T+B)K>Lmbd@S!rI#Bhez< z`+B!8{N^7=Fl+3(`mNcsR$RM}D~(q7nR6RHqP~<>)uZiCuYeN6Vt4X_gzlvrc|A5+ zB7es{ZqR!4>9@=5ac00`p$8S}2irn-D3?X&mv?H_9R`D2nO9j>;8l^&e8vDU6ky6> z-xhSeev5p=ODmUEDUB}-SIGUjeefQLcCx59*kmx#MXY)2#7~NTO(WM1f6e7%9Q&@$ z2u&pfNO57g(B`TGa35XcT#|3lQmF|}NiWrZ7X{cwez){}FWmS?ijO$&#=yQ7fqd8E zBf)@(uAO)lC@`D%_v%=c0nZxf?_t+)1jL7Pw0hf|IVYhC8XJG^ zr4}6M{#a}!o;r>B7r}uc>!HwdEY^f!VLKFX>{JTW$72ZL2erD!2sl*pCT@(YJli(^ zTEu!x(@T4Ds}3rTav!v^asQrh=I_g2I_e0BMB~vAT0Wz~Mw%BAHfI~l9w zS0qFL|)nuc=pe;=*^&R?dz8k+Kx>dhu5A<{Go>Hn|vl~*~q3MoVJRwOi zdx=%zl-t)>eBO9^R}t1I1<9RM2T5ys+uFrIF_oq>24;4`NuzKL`rPEwW_xE=fB8{l2!ir+{X|hTud6X z9a`)bN5h!>zHTaGpLh5J7+l-{U#!Z7obwJ|2E*h#y^oxB?v?6v-ihXPiQ1?j={~Qp z6N$fw-9)jxxvgv#rnEKxI?K z-Il)Gi293}bmtv2-5OFd801!%irhwn*2Gt0h>h07sr~NT6!*J?09k+=_MH-<7Ae0U z?CLk%)WmqRZ$R2@b}zJZ6SPqCDA+dQwafK+oMJ2Lez}b{;tRR~er5T%pX~!D!>e@p zN_rJ=AQy$EtiQqlag#%S$|J8oR12G$d%W!NYp9n{Lt|3&ZJwIjj&asHt^5@VPFp)W zbrCX6{>6x4p9b)Bq5Zc&t}xobE7*P5RbzeT401KQI?tu6DY1!U zqvRW%YGF!;&YxidrE>3UwCM!O_E6NukJrZ)_8`>(PhP1lE#{TmEWODbl-;ayi)B}y z{La#n<-OuV-x@cjJEbEY>YvvwksEn#m(XQq?nAr}P7MP`^QLhT$J-HZ8iRgcE^=le z5`kjvP0)+J$Sf9p2lcsZ_Q^|5-k0L)m`AC@k80DCNkF?Xw*Z&LP{ouy-Ui87@xpT> zS#}?4uC6}GqlW)oLvAGeZj+H)G#TgGISz-OnazrZAeb83_zx?7@>HS>TNV#LI z*z3bVC*ULvJauGycKwLeR79wbT(H_^B49O78T^K4+DtHaRcnf@ODwnTb#=UCM8t1Q zR}R|adDI3`usAPCYld~nQJ^~?xZpvS^TGJ3u?{-3TF6W*=4V)Y@O)id-1vAC&PS#G z>-wIq)|W&WRtiPhSrupjw48s#d8jG3TzNE`0BB8|GPCPxdd}g)bzA40?`ic`PLXcp z&&&xe?ALv2vZUu680f}2@HGdW_9|h#YvEZldl``rfmPUD{vOxuq*o@aQ~S>x*1h+x zdAH(2J0T+N4BA`&A+Y7%d1>$P=P3scUVxJbmrM84>k*$HMp4(t5HIduhs|u}Ps#=2 zw;PX3k3}220aU?lV9zh0Lwn33_$g6>9p8rwa1Keo+)&UOHn?@y2U$Lh23>1OrI&e1 zch8LoEmRApyJ+mZt=ZyXogg66v)00YM@=%EXP#=+Dx!J;Gf!@@dgdx>?@*mcwH4ik zhWaFlsmuQQrNGg$Jjea=W#l4M>hGsX)}FM3jyG&pf0vY@zx$`8Tv05+&OH=M*ZcSL z)+KY;E!?OryS|5J2Rj*%XMH_lgU%S!9vDuDAb?>Ym=JA&OG|m>nMGsh18ZY2Z&W5Z z$jMRg+s5&bLHv@iEw|&<`}F5Lp-{YISiluFV`~}OLs+(yha0j0b7%Jg9^)&1?kU`{ zvb3vA4J3fM5QEaVAC79JYMDbGu9!`Qd-ID#4%XmuaH6{BzE5um!=s+A8z)su0@mL* zP3{-iIk&Jkw>?KIThe6SzqF4agnvTc@0P-ipfftF;|9jTgS~jeub|929&uWgNIYc^ zHPhJ%#eCfshNgk(HmxT@{vuBv2d|-%^@}FW%LjY&3e(btGYx0$O_cuo-9<=6zN=(S zFWdez8Hm)T&K2o^-Iay9V6Qrha zy0Idh!zsx^@@gp!hqIrK|o#-<{t|^YE6%92UeN z=_kx$vYS(5wvwT}j^En|$HM4wpfCxN%*itkZlmJMuL`13`>l|Wu71`x&@MV(!oOYp zH8!auhi!luE3*Se3WnRih`b+V&!klVa)|GAhr(DKO2E-)M#01_ovK-~#mO6gPUt^) zUmszB0(h5Zk@sWv+EUj^srdv$di{?pwb)^*cyn*D*$ ze_T*q+2^#?HZO|8i43HI+=vH3=~z(Sqr#fRd+X%l6_8&?#{SgAFNVqnNCBBdgZC1( zb5QQRCxv)XKgP z%rvt+n69a#mN8L#@%IiyK|V&vSp1axwQ8fWb;!q3IwL-l^JYp_@T)86E- z$BMB<+)}BI%=v{kWqaK3aXek`yf@4J)?-b2GF<49BxQ?&k}XY5IR*3Nf#s<5 z$4v%=0~Y3*(3uYFcLA1B+KFdo+T(d1TC^{svnNCxdP&s<=W8Ed4zttFrLt58sfJmPO2q0euVycd zc|<_*Xq?-J^aJJ#!VTq9uR{H`JRJ2O_DBXs?CZ3Z2s8rB<7F^r>Nl@Bh9>w%rUL`J zBgJ1AbE<8=-z^vc`fH(s5|f7Uo$GDSov$#PHUIF{qbm-J%|+34AFgIQBift{XMFy0 zv`s^O=eLy|=yG=@dcZB5&iHczTS1(WMWV#-sP{u^OzJfIabCAYqA0%*FYM&$zSA0> zK61XHw@8$^-0};g`8c{ovginMf9lUXcUY|x@&WRteDo~VxEZp)jT%AWMg^Sk+I-S4 z(rEWM?F{X+L5l_wsa`~jN9Vfwb@L@QRSK;lvCI;7kF4r?N5op6=kdIM12qHWB9{>O zoZpGvyZCj^x#hss^tl%{ty#YlW!uIxUUxD2dVA}`d5K-}Onn;dO5UrV{)YTf1I z%1LTap_e!47WcR(m`g6bbWM9%*mSXnAMG%qKqaFw@26*2S0~KT;Go6T=n7O7z9(y!HZh$aVY zu?BF;oxkqtz8=O--TFXZ+nxol+JLO z1FRb?B8CGrm*BWliE~#xce6kC$7?U6*?lPk0&3QSP46rgn7^|_4t-BAe`fR39jM~s z?kX2VLW+sA`c7&k1KqO~NQZ7_)zS2Ty@{oAV)yLJ1{!{(@C{a9)z3Z;v`WX`vYVOGpZJq zT&FX;^H0TDoMa_T3g_#-jkjl~8{OJ09cBJUHxrR4JaY2AHnI4#xsmDzc0al5s!{Ij zD0ImTByLjmh`wGN-mo}m|MyRA-<&jHBJsU_$GAv}{Q|L{%Ya`U@?`LG)g9?e1Ba2u zv0qWNZWnpc+On2wR@Z3M%TZM!t6*}*(=}fa4=`f&dH}|748OhIE?gJQ$UAf!;HN{y;8^(mH z_V<&VSj`|!4>hh*v9TyLJ3g{Q%+lelAFGiC?DEx#cULm*v36OQvYn5x4OuG5s2-cY zyR)<~{viEguU*K?^8=V#BI8-x&&8iqPyFi*TAWu{=Q4xf@tWz$-6uxRvAPKRmB(V4 z+ZBBu=4;nIy5!4N1b;{X@14(uDYxIJ?4pVIxht0L%ICSpek+F;VS_7+YE|T&g&91y zpSJIlu_4a0EW(uOImplXVX%($#^-vvqIqqR*SafaPrj~7XJ?OUZm)S$4eud+$OCV` zrtQ5+KEgJoC#Un+B<5iOZ#`PiFI72d;-{1|rqRA`Xo%2*PdZn1qVwjhkj|K{^Wu;D z%SR6bHad&O`>y!$a4wEa*}Z;esaEUirP~N;O1;j(DF)4?;xgsE^-{jHHZHaK=Z@Z| zT>rKGCa~-(X zUNUF;A8?ji57@wKnesbt6Y*=i2Q_tz6Q1JXpAL&rfL#IMLoo;+l zO#{?vX77N`lo@@^FZ6Fq83FlHi53@RqA-bPrP#t`E*VT2P^gw0&mgqNgaw;V+hdA`V_8r z6K1s~hv`{1&X=eUde~$S>gfV*u#0QB{Jyk~IPy)fQP3Q;RMWpaD>Q4Bva_Vh?Q06h zqEc*aB5l32kjkG?t@8mtX-!(W*y z!Z+ZshqH5#X^w7IZ9|=FPj0w9gq8|HX<+fzUuKn9fS=)f*+1}(R@=wPWoS%EVc|SV zkLVS8HKTLN`=|x<7@O2zz0+dL&6iTw)Jv{E+s2{eyp{9Z-g_!7tfOC{U0Z3!5b~#S zv^*H+(}(^R^vqpTMXmHcl-n2jBmcJNXqo|Zzy*I2*qfPmXdTN?wzTJ`X*TQAxUfw(JJh~1;AzS z$P@=`pn8our%h^%(xJ*#uT=FpVrPcen&i+D7?A1Z)er*l|0+bqxhrmSC+{X^+DM1-As^zvyIqNYr45$M z`PcrGsD-E5I;2nyYESYC`AqYV7rnb3{Eq;K&Yh$Fjp@catIzlkAqbQuF}T_kgjRpo z(j^j2A~e^2q^Qhav%hbO@}sbv{oN*q7ni3-^+&}58A?wInOY@G)%R||;_dLYg@xcV{a8N>-DhSg58_w)#{AsMs_)uXP4=p=-ZkkU64u z%o~6U^^+fLoqag(ND!E1K3P3WM|jW3>LuiH>LF6ONKZ!3rO(Y?3|dSetj#932(9n5 z4FW_SOnU50=jpC=UD|ts z4Y%=!9{irMJ7BIdGA%!wmWlrzQH!@nL)$1LUf`7`C|^{&Kq~ zdU0>KXK7^g8`n+S6Gma&QTN_xG*zQlupM4SGhVa4Q(tT?zOP(-kzb{yk)jM{Av{_d z04W-~D}Zg=i%u!AgWAcu2zbN&-DyiKwwWUzn>-<*FU0qNFDYir6;kkPQ%JMPy_;=| z)6GZfj`mQ@u6F1uEbkmBRzZ-Q?x*cKxC9xnU6J0j}bakH&qCX4DuhpRUV%0~Eu$Lu!WC zed?;ntJA}oY!w%`cxeCxWYOiKK1@o$Jz78i*q6brk#iBD?`YHZl-X#a<@}SL{C5}c zMh_0oJoJjvX0Oi<;Jm$IeT$!`Bip)7Tb;O7TrUW0SfkI`w$*LfN9SjX1Om2j`eJvO z-2td@*fGoD(ow>u)p?!owcBbT1{@)%Ky7x z3>Ts#e3W(tVzKMjy7SkW+nC*%(~JFc#&d^RDBLDba9br$#&QrZD7r%UEmZ!vgxrlf zO(mkXr@q@+`o`P|YF}7~hvJh+cG4|r%znVZd_JjGrz2Q7@0fQgwXrvkd!^5I5kK;; z`6go?Y}T$H80EK@7K0T|^v87J_Aa;Qq+#HV*Y5bTHdU7Pmv&sG>}hLM0kHPk|6Fpj zh?vU(`CeR#z(QBRN&fCi?_#f){%Oh&s~7Xyi)}Y_43FXldE$vy(gV1DJ+*mEiW4Wp z@A2OrtF;y7Ml+{pld7bPs~=lUBLhopi@k1U)OC}Ru5cdY>x}jL5bu&?uC`H{IhvDN z59SCRnAUXg6#R`|;WkQ;VpaN3Z$*fxTN9`xkcMu@>7cN-Mt?>LAI12#+d5F2lHa+S z>}lCs9#vGH^I-oT9tU?K^E;0z7(Wbpva;3+aQ#Z-U`!t`L_l(HnrcIJv;dq41)kLm ztU3}xE>@t%Yo~wF=~*1unS9C!^lWMzqc^+IAS$zAy@$8k?0U#OM#O$RzP8V{dN0dy zWjAo=v5&RwZ2N8Pknp>LRoY@Z3CM{hCF zN1%#(y*cs4l3szGT>EPA;7>Qp{WIJ3wHFeKf0If5+cx&S(F`I?crjfOC4gEfCr(QW zSm*EFG(C;FZR*X%>74&Ds;=_3-IKB5I?1wfO=^_;0M^Ogj&kGCzxD~2`d(9NS1%i5 z`)z)UI*HHs9W@S;aRPurX4yNYi+lDfA{yVMwojxE<-q0st@1)|n~}%1|H(=tGuLR!@}x%a;{x54Ay!ha#-ezg3^KU5!*k&RU#*s3bCj9MQ6cKZGmfF3K+UnMz z@v-~DvGe?ws$uvXRXLQmsY<2N;5;v7RdO^9BAHseqtCf9BmCZXukM`k(bz@#`A*+p zAe%WZDy#D8uQ<(PGi-P46iM`~G*!o0R7rT(R}FyC0D;pViEP>#*Ycys@7qqKzeNM= z6t-{U^+v1+1r^D)|866H{gd2=m*co|dXhZxol3=35V7!(h-BRM`_-~mY7X&h>-+iQ zy~x;t5%V^g8%=!Nt9&<$+cBpF`(fNZ3k--A=vm*DqxpOtY;PO0R_B}j;M%B=ELjyQ z#Zsv>)Pmxexe`b&?gcqa&?x)yhGKp0TH}dNjfA-U9=?klMDFQ?Y~_m|mD(LOO+b+o z0&l5b>H5Ah-k?VmV5QW(ziJ8td7~#Xy|}UK$1C z>4$c}0qI^a^Yrum42E&%`}g!Ab3BnOUJ=FcZ6`S#or)fv%D_HSZog4w?I_Q4e$1>! z+4*a)6O{Dl{usMX%f&(<`48G%vft0_)w1!;Bb!e16yEitQ)#_8`k%v^%?V+_83Zr; z`a$d#JN^Ag&qH1-RNJLL`cMGKV}`DK#+C2?HHV8^b$#OtY{fpa;w>6m%Cl=|Wi&Cz z+OXX_cNO9ZEt&#oAn(O*SqSD{6x7i}$sAR`rf*Ox+(uy^ixK%{BlCMX&rT$36t?4F z*Nc_cwsWnQr8gxFqxTU3Z=zO&mD-@!uit0r$a!W{gHeQ}ur`jfu7{wno=nQc&E!(t zpx@1_OA_iq{YTN6Hms&bVfeQsnkA$ejfT)9q#}|g8LGGczt{eDKJ8Pzg=ek%zOKVG zebB~oVYM227;-4P-Qu|F_0`^b23CUfd7Hceh&D`{TZ#kjk-~{u_)4nkjap3(d*jYm zYpn*7b=JfBFwwA=j2^S~xVTw{`~Cjyi5s+DtFi>&9TDGCFSBvla&wSX+RhXq$+rD z$*g~8z`02Mcx;8isZ|50-eg}od^YRy*kh%0GS#xff->Ci4sqd)2A9s>SYELcQR>>g zfqda0{Y6s^yo=Uee~r$!nqWJY^-)@}%X%3`X#6!kzWV8H^yY~P($Frw;ZQCPhVVG( zCuxkKUvc*4wZfFf#>bIDvi(tbl&6*R-?2G=H_Z508{D?FW3|u+@8VTBD@MhNlvkLO zx7RA#?%IR>2=vg33{u{eD_5HuNr$|CXqOB%arccva_bLd{BJ6qmwzqWI;#iZ zTs`DoqOA&tg&mOr0NyibHqcxc@F@Vb9@!5TMp~wQB*GQREck z2LY{}iiZs_14Yo4oKDYfVR;DVVm%g+5+i6{)=g zK~XR*rJVFGc}J5Qx`dD`bk44OyTP6Aat3@s?iV?N{8vBkczf=Ut2H{ml4569Ldhc( z$_mMloV-*(%b`=<4Kq3(=J@=dGVq=~YdnvUVyO({Zmk_Xj37G}^XD4D9+_oLLn$A? zV~Zj1{Lr_1)Q9nP{aaPvqDK>_A&s=dXM5;8^F@!R-oO15#>X^>g|5xjQz7VLfF3fc zPS4k~ei7f7>!CDV4{!iJ;u>?vR96G;SEt#smM$zA<&)ZV_(#iV3JBMo)1$_tZcjGZ zaD0*WMNtniDI`}1@!h5H{Z?7`;4efjd-0Xtjp0xyjpPES3_8lf8r9>yUR%(E^V|7Y zZ}?&!tyRd;-@?K2VU_LYwplJ6^}(Y01ZF^-jFvk<)oq1`{6+AA_%`r!ezRH>(*|Ab ztRta?)t|4)-
K1^>oEb!;8uLzQeEr9BJcDeLQAkq6;!ZcDbuzl~m?o6wVd&hvx z%3|To6Db|L>+*VlK4z_bn1gR7iQ)MLU1;p2D`C{@@XRi}rcZ&d z**$`F%I%~s?nJtnRwOy4_Ji}OSA_Ax;5ps63CHU^aW41A@4=OvZk6sM6HjpL%MNd2 zq)uwjq|X}Q!|S@LdQa!+q-1&4nXg{^A?Kv({A94lz$-v8J?(YJ;UG~@-|xB@F>hz& zpSkbu&_B=K4SG+2m1V?!CUUIbP7~{L>>WIPM4gReccgs~ zPP$Ro^g4_3!!Mb~3ZoC9gHe9}NnptZ@Skh+GX{lz^Uu>;R)O{%$N zg+BscL6Y!8dbXbrx3AZP;NAz6t>sg$`or#rbf00yA)B zUgE@NVI}(I+mh1`aM;kQb#oMGtrIU)^2*;$?G%zj#xz^>zIObnsmB9fHf_9Ztwy~v z47j53*tZ!ZgA&{V5M6JN`FWqseLnd7;!k(%Y7w&TrWyv!aHMDF$~>qBU8eGt3-86Z zAPqa0;SB(@^D(vPANJ$*&p=wt@th&cKzx?TYUSQt`Udx5o`ln~gumM)OWkWH;b3qa*-@ZTvz&cEb+ zG7-_peEv$&9jA-CS=RO~N-PkA<2FarN2%h+4FjaYB7PQeZG&divOF}Z&2x`@7iXEh z_gnZ4y9Ji>12p}DewT4-0yaW16;>a@>tm^MZGSBLHK?sQy4;>0f$QHlt+OV5X7ZT| z(Ft0-tmR{kIR8gQe40~y!bvBmT{7J6z=1UEw5qv4f7v z<3iMcOq3pT`|XJ<&I3NIU~jx%y6Dt$qW7$D5)3hpt=xvi&H+B>$1<;#qS$=?b+gH0 zq;I!|xaD>p1mGW|7x=IX&xb1NM=%`RNMQP`+CXKg9@I(}e-W9JWJ|ekb8HLquNX#E z2AiCLUb-fj9Y}Y4?Di=T377ks(0acRh3yTZ%{a_U(L%u4qq@((t11zCrw~dz_mU^=rnW&e>6H2|_LMxf*vkGvTZZFv#y^n*u zHeVuWqA7H@HUzm}Yqzv-MBbiO%#i>vJ+6 z0YtRF{V+MQF!{ByRdda?InnxAU#}2l`R{d@vq}ye?UGYRdMr(GCh@&fS1IX@bRF>T z8hIs$lV%COy-jHuVR}Sg^W*^KKi%s>r$)JzBXo6a6XED|J(O}FA?Zl+{-=9aH@MZOwO$Lt02bWbfhanzO@W+Gu(`B`K`}-ET!YFvT z8>`+BzUZ%VGaKVBRKM>HA->CWD>qP-QEpo~m`(*q|J7S$>|W12)KRXWR#;bSw)I|M zCvD8Yq_0*?)W+xNj_uFRk~P_VTdg?^}0dS$RLv^r0{BfXC(a1;Kog;|3gF-T1M4bg0H|k_^7f#xOr9 zm-4^WU+usTst$7Q@!Hzntj%fNm7*;kYUX$HJuhG!`yJjv9K4qPo@jfBNUo>z&il6N zgK1)F)mCMNAcWc2s`tq5mbfiglN1Y7!?F`O_^GeHpWAdm5&dC<8^Blb9`ygu-&#|( zV57G`{mS@rQ+~W0t+ja)u`w9t3xC00WsHtc+Yxfr*zK0^1ZZ>5{xcX>n*Lt_t^jXk zwnaf}+313gadszfFW4SbTYX|6?YbX65&C{9YUYhtRipUOoVg~uu2r@r`r33tr*q)$ z>uQgr=L}V_9?A%Dxu8i+#i6}@w*ZzO7j4Io?%jC{uI(kaeJJh=%EXN^q$EJ^E2z8Y z6}p;|#D}yS)UsxjuY6E+Q2Unc^xXxtCdr;22tfAPm@Xl>;m&wMh(AjkAAZ?3~#)ei>N z_+I`}*lKMzwnwKFICUc{Rf_KIAuV3BJW_3T^l54cqaHN-?u=30Tk2mBeh{9VsHe&J zy{Qa2(%Y++n>#7VL;H{w`}wnu%XpU;sknH1_h_O`MvF>*1Xl8|J=r!cuk-1Xqx=b# zJF4Op+&|V;GuplL+*b6#*TvL2 z{3fnaJ^yOSaRr9$NUe$S&VnK$R6@1nQVQEpZ@0Xm$DpNK^FW8*WXc?1+AkzfCEGsE zt={=1t|Ukbz1CVNMd_@$D-VY)W6$3zVY$HFt6(u~ExB&mY01Y$c>=o3$+hsf3?{;2 z$QWXN1N&0v-t*yejPcDOkScnu>KPp7YE$RNlLvRu^BrgZS_?^19aVL| z($@0ds!=+xp08wM;>}HE;cpr(zH8p!+gYd3{ZP-p-R%`#9>uT1?XdlAwInX^CxRx} zF~<$i_QkJW>OgS`LvdQ9|D^4#nM@`-O^azU7m8=js1fqx1@N!xOlmO1?uSe71CiqZ z^H6qSq6?h2w^9FW8^5)>2NLgs7RRj*!9{7#ZSt{XQF2%UiX*-awFQ~u^>uxvUJj#R zwJG%_QTF!g3=60-OvfCkU7P0!nmQ@GKra zY2O-@xRnpj>I{(p`g85MJGF!bzfwFfQHH<#|VGV0W4fcSq>(UN@Z`VV{CHk6$^UwlsfnB6?f4o}kO9G%ZB_cE}{_gz5Q zWNeP*4|mg00d4fdN1)8o@a|LM&3TrSMgOk5h2sj0!jo{bJh$9LL5Z zAhJv8qV>kvv-EJTe4Y4qG^R~wtJ1`2%f0P%{ATNtS*<`T@bhYH4I?_u7YZ@gk=*Am zc8iVjC-hHN(y#wv02K`C{Vfx9oYZyH+n?y|!*BN?-S(97BYb(QXJ9!wS+TxFR}ADY zDr3!hh)+LSz5#7JKAwbACzMgFj(tvPnocXw8yOJ?5G9j`ssHuBYhMu+zFE|N{k5tZ zGo3&8Bw75$y7{VbMZfv2V#7XB9n6j!%FK871?S%X z=2q?CRC~dPB6-C5J7Sh={&-8ReXD4K?`EpbMC4=KxX;Sy=VxfD`KDLxXvAlf9Ik2# z&g{~{&N{WLK3U#T_;k#eXKFpbFQ%1jq;}+bJn6lMTcEtWlaW3dHQZYOVDqp>e}%~! zUzLkM>v&dFXC;u$`vhShcO(#c;x zX_3ry6P!O*?%m(+0w&m1!7fpHK8wZqi2$RV+p8rXxnx;#gvXLZyP@*QpYfc_Kb9=+zGBl?nEg1vuma1*F4 z(I_%h^4QjaY&=2Ao4U(eh7Afuc)I^t#zkvX=-2iMz=_KeDXte>>HFz|e(Ef-4`PfL z+5`_Ihhgu&D&NMf^{>*R)X9FLMOjl$1r=EQ=(iYMKk5CQe`2b41h&BuoKa0>4l^{R zQ!nnD+E^Vc!a`nHD!~7`rJ#Rmyze`Im^>eMbxQFZgfN%S`l)*^?49~?xC~&&T+6KQ zU10#xdISkD{6Dxcfs~4`)YX4pd>vm$=cEX<(DPNLXU_WPA8ev(Z5sC7xt+oFQul+( zWhOR{yGik?l}pF%;xXF)2l}!P1H>nTKE@fQ_fuSgyiF&MDCf)+hvz=)QjoEmrOyXT z%H_RVT|kR=i;o}2kuEn#bhwiG4A42tw^4lfltWNkG(S3I?)h`$a{yh;pU7& zW}igJabWq|X@}4Eos0J^*l8dSV}kGLntxbnX`b3IPX6t$nI~GrhKPV8zlyEhac$T@ zB(KuCHTLgkd_@i}%Xp;~yW1Q^ItQb_sjw0E1#KR8@A=knlR)-l5~Ky>G(yF-7KK3o zRguN1QJWs-H30GJ07=f;M#0E4P!a5Tg^M0w^|62v@UNi#Q*$@hL~*@q@hE<$SEtOz zr;pp=o;4|0mR$K#AucDA*Js>!Ha-P+!8iuFnK)otCbQWh_H~Trc8eY1JiF&D9H9o! zc0v-BT_^ujnk`=+#r-e+<-05AzMWmdv&Da{eSkf#=lTQ^1jEY8tX0pwpiU;u3M^EJ$<5B z`(kuk;X=#FMC9~We<2*ahW2>XDZOvuU>8;Xb1O)YSS0V8%oG^+v>k}#X>vR_>!)i| z!nQ{yG3!ytl#=JiemBTTW;D33Yw``rB75L{LH0^Ley#kYCoT_GDR+1wtG{ujwVZ$Q zfQ*-O6*ZZxo3vpS&QxLoFHx+#TSt1}$kS#P$GhdevQEC8f$?f`n%rxQZSU`T0}d~6 zb9~?tQw{%638bsCbGCW^mKNH=9rG64;cPr=4kV2~Hfp3@^0biUnn};gz#RH@U->|1 zCI2h3Sw1}hz?j`+E`5bn$UdyeE-w$^h2Tw6qdrEEpV9k30o1#T7cOll%H z{9COYqVM*0v>{-Y-8wY>2o<$$+$z$vFf8{5tkU+~P^n!%CnY5dQ|XkJg-f}xV$U`2 z?Y_cksYD^jFkTF>B}#aOczkqNP_`b3p8x1KTF#wdqW+qQ!9=h68gWgGwEhRL(e&tr^Rw@buGXlp+6w*oaxFqM@g!IHgw`~k^7>~{_=4|h92J!1l`iR` zxi}P(4T+}_5WtTPJ$x=Imqo4f0ws2yoc!fM+V%H5E=wb$j@x(kneyFJ*8)pnOX{mR?$d{J($utOKn zTa^JI3ggFp4BY^;iC<&yF9Au7ZV{E~vPEisLwG$a;r7Q;Y4tCkjhpzKyh=b_FT2&_ zqV(5FDk}4Y9g5z5>%;;rgHb6vJk`*dx-0E9=2ZOOf zOw|#K?3ha>mua1eWebj|qh1JYt?e~wU>$q)aK=WbDb=49q-2eluzhmev3d;U;`CQU z%bbIo#gQ0Mu{&qSL3sua)g=2X_uJQO3N?qo)z%eFE3025Kb)sD`f7Jac6#a_xhc}A zUx(`wqL(I`7FzZ~lbea~&2OF*UKur4+N`Y^A7*On5nNj!G+&(Y-zQa&ht0+|I{w}+ zRBgs(euNf#y$Ox^t4HaxD6giQ?S_YuNba;ef<@?ZabC?te9^P8?^hQ?Vuf`e4#dA| zs<~Lar#zxx=U2j;p8MlX3rjjV@39cN4Z8TvZ|e@ zrt~ldF}#>va-YSQzC4vV(l;?rZi5;VkoJRqXDU>C)hH*4uz#-Jo)Q$e(n4OZyhi75 zE`BJF_ZLR~a`mW|52IY9k2VxOtz74uZQ705g4xR~yML})IdFifwi{TPd#WXxpLdP8WZwXFSg5j;3pk_txBlu_8o&n<6>@dgyB80NawkVvxaVvAZw*M z6S3X6?(C5*wJ)N(tXto)4L%;d)=c1R%A~7od2?2KskS5@pcdDI$_A=4F}i;^K!SeF znmM641~OD74hFd`4?+hvc9&IN86V2kjo-u4ZGow5_0HeIag~r_uxHe0m}Qv;;oQ|w$qDlFt%l>=Aq?QykQmg5)q9KUgd3Vo4W0ux<0KF0#{6O}!_EIyZZb4z-KX(3}h=nY%^=6^LlR!$faouRQ?-E0wRY4oYEUzkEUpOA zVbR`C7pdx&*4H7&I^oH#?hd1R)RRU!8m$DLf4X^DHCBhdI4e1Yo37jCN1C`RK8-^r z_;7UuS?#9#%ndHt;&L7i<{5G4iuE&1puMG zhJgA<%ZaoJrDG(Jp-$h#tVzRKa=udDwxvCeq zK{Z%zZhde2F^Q!jH@HDMg}HjS1LvzL=uFUaSt%yR4gE{zAF}@Un$yXhy{yq5{ZWPR z1FNBRO7(x<{GB$#&fM;H!s#rWPm5UEK;FmRA2Hi7M?$%k@og!Zd7;$qLD|5rw2Ki* zH|8IjwkleETE162^HOaVsX3)V(8@jB)~9Tbf-`~!>_m89L#=p$WDGIglXel@PR6#i zKbL1SK55FVU<4D@y|n5p*=ZaazfPvT-(l1v;U_*X+|0t&<|r1p@~ceRUJZpO0NW2Y z*M&U0n5(^11yXZl4r=LV>*$W=&Oh)6 z&8RTxJ-)agoyN{g1?~2vDJ90ug&AmFeQY1RMGMuHuQzt3=5y2?MXd1+8i8=xT!BG{ z-RWKV47G_pb~e)M?~xnqepS$L!kKO`{fQTmBFDmG+4A&izE(Uu|0oZYZRRHxdXwEz zdR!PJhmGudx$OS+8IbX%+GJFX#u)u+p$H9vRi<2v+6U-5f3OEnh-l%tpG^15Wwf$H zd_TpifoG=kH8RS4*o*6@5`62RT>q%qWU#wOCJO>2a2#tt0&V9Gtd1{X;qQ)A!KhZ$ z;kl7eqibo90GO%0JQ`=7d7PtR!F9{+Y&>fMieu`18};HO(FQ8zLj`*?e1;Zf47zcX zhV?diUrC1(wU9pS(`_2d5qFW=ZAc$xqulP8*>8QZ2I>$4+>hpRZZaU&?aAd27O@$L z{kaSE`piqTeEhi*iywC%Jx6_dzqG#-x$WMV*{bHN*iNb|lu1FVEGc41B8WrD}Y3GN@{(Am1ta?}1#=iaEVUToA&krOv7T<+B6#)!ZI>qQFNA1}0 zWVNi+upWP!DZcYbJx9uIr1mRpoX+n%)E@>wDk}9uMmbJJrar?${c>C0iYbt2>yXFv z)n#SiQhV{}mlc1MQmbqCY^L@W`jl75M?LlJ&tS`yq+ud7p5vuim0^!pMhD9-x}CV% z>?&FBDJHGT#ORAAkTojR8hSx1eS1VO=T8dE6+v6>ZHce89`eO2AG&@^@4UZUb&q`6 z64z;sb9y}3tMcV^EF61f`Y*@Mm+E&=BPzABtJbvHf)ay`v_S7v=#IDvQCTb&HPX@qQV1?+HW%I>S^Qgk9&u-h=7=#a@5 zeBCPZOKba!E7E#4**;rKdJOcj;c;2byT&tZrImgs?^o$}!zi^c{4>nM1yL9_VLlCa zo>gRCqdx&AKFv=Po%aNf2M22>_J@syG}(_zT|I~MG_G#Tqpq1>)o=-hY&ofk-5wB! z9Mwlr&u0oZsO&@D3h|e#ckSED_G#`OX)l7p@6F&Z2TwLgc3oOqcSJHYu9iC9{I54{pcJ%}tB%!gOg*$KLF( zrgt$D=Um%IDf+c1p!NU=rYw9 zZ1V3t@hpQ1A)3yyYPw#b=Y>9s#O7Z_D|_&v>)f^5S*OLqr27CrT?xe0_hO71WN%8Z zwOmkn$)6Z48%@)j94b0;c>lGN)^QTT%#(HFatFl=6JQ$`{8@4vt`efYi20A8J5lBQ z{4-%JG+p@(cQY%7#w8>wYI%#8mKozMKjtC180nu*qm7;IhyEUcy@UgO0~z!<`K^=I zDJo^9<*WSK#rO#!8#i*`hZsRzL?;=OeS1CC-{T$16xduPcXq(dqTP{EZ`jVmlwvwR zgoHrgR+dWFOCUf&)yZ?wlXl1g$%yrM*G;qDrW_~`Tceoj?2=+E{f3KcXnUQ`#(4CSz0o5mMy@p}ztF{|~9*yQn9 z>$@{^yolAI8UL2#IbU&_%3FcGhiNy$)y+bim*tb+$N{s1<#=aE-_BM6d0vS&az24l zqcp~M?=Sl9cf!BLR=)gs@!|+K<;18jQ`otO%`QTHEp^(`8g?HPE%;{1u>o z%pyES*7{|gWL+apn2;Cm+1gk437pm%!*DvjK9T#F#N7lLQ;}L~T=UwW_vp??)bp@p z=-m0#+8hDvxwgC`0X9BP(7ec#k6>2#tA3s5|1OzATi2Lb=k!x^+aBvETZePdz#^uw#dy*0mm(BNFuQoj_D7skjR7 zcNI`rDNtaNUo*!bY-gg5OXMm&CKr7ez5DV(ow@U6wcUH3UdV7VT%A?^E+o`@_|{mJ zZlbFfGjmqsd@*o-(DE!9YyK|(cDwd7xci*+SpX0(a+wK`)gHz|zqFIZR=Fy6F08>p zX@vgz=HPum&6>!>*&o#O%KmnP)VyQ*vx;jiXu!Vr`kbzc)xTZ+4n~+j8`W(y(CEPR65wjRPlcM{U$P@3;^RR(inwMDGz_Ld@-ha3g^H0 zGXA!@CMK$&QtPg*2(9`eav*_FplFS1bb}@yz3TF^I16D&bB2N$$4|!fE_-NBf~mJm zvUj{r?FK1*>c3}iomN#=GZpzmz{HK0*CzV0`lpTI7pMa z9Sj2HVgJk!!$Z7AvO5UrHaC4)tquEhf@4_22?&#v7MDgz-74HcBXWaFL-VvpLKyyUU$@4c)ud$jt0aAQlmVzb`#@0WXn6$8LcI*?*o<1#89 zohf?i`Q7dNQ}KMbcK`SFmIi6{w@t%AL&biuL+A5&bjl&IFPWQUtZokv{)5u>v zu*!=o=X5+9F99tqpTR(m3$KD~*xJRxkGJrH?*U!i>8?)c=k`>ZK9bY+qwZ~Rdt?x2 zyLrc)`Fy~bJbHEQuhDOeroCYa&JeQWET3ebi2qm(9hIBF!2c|j1~S5)fum=QgVCaP zK6=x|`72q$lIjX*CFj(&ETL^}4)+UrDXkw#g;)D{zj9>utSWaK#cKtXYY(UCBDwam zy`7{Ck92BxK>@n+Y5CYXnCIF5*V@(PKBIT8!#HugL3V@oXvLnqBIUu_tx`V{g~NHq zi(p|R>nt=*r-NoARaZm2i~V8{-E#X2Dbl!k!I>xh1>EcL*CSeu85kwu(x$8p5;<~b zDbo0y3u&9bUto#FVGq=Q@RR;Ly8K9}@80F2V>E8+GA|&lah%|XhnX2?ecZg!vlg}j zc3uxnX5%h?svcVO^V4rs)? zV(UCM-gM@z!PKC`G6~mU98KsfebV!pNFW<%K+Vg4B6?A}*>M#3v-N%b?Q6@kJlU4! zgN+7xR?0${BDai>OL_N7Cu{pE`o`pU_h85|oauQy3Z59ltV>BRe;fAxZg&-}^w-NV zREW~{+17S=?JD=z5>>$RHClUo>AZ{OI8*%)ez~=8rs$NU zoCX%r1jJqql=f;M&>I zUNhdHW>9t1qKyVOu^&V)E#Lr&-v(vj9YdF29TRR6QEls9j#!C||EP_Rx0W->IYZ}f zsP%7wQxbRcPNk3SsoM@pursTf+}O`$iDC(aDClvUTBUi&#K%KFG~c^C>8|Q5v3=xR z_9r~oE|!?owRV7-`utk%egNu+Soyr-O78D>XNHG)`(^;&?8Gh8wbF`bRYHrqHza(# z&Pc2;-tQtaYv}g8v9uQ>iCw%BFK;So@wO8ne=rlkVQ=hDSz0SBXs?ZAzs2eBZA!*G z7Is+5aG7j22UDopI3{tb+EhT!fiODxY2r%BUF>(ePF3q~&dQ6(+!btLv3ZN726_D} zqGv0%XZY5szy2sD#P8&r*4M|=Y?*JA`?v4(VU2^Wd1Px3hBKpI^c0#1^){zZmO>>g;AfZWv=$F)su;e+WnrazE^BYa6Ld<)KIH{8fcy zRN5T!J^QKVmJ0*R!^lXvBcK($MCRl~)sE5Mcwq&IKg4>E%*?vYdS7;o`t{ma)c2E` z>`Wh3ew^;6J4k)bb!QzF)?eiovvii|qjdLZmJU@DmPPlJ{N@U|&bTgE_ci-2E{}kM zd?ZICgZ=|-@36mukq}h;dWI^Vlh=5wIW$W~=VmtwE$lE^94mkXXhAoOu8P!HWqG0R zbV}QNaX(*rdp#WiWl8!rnkrzaO~}3W9+TB?L9W^BnStae+q;vyhq|6yC;ZNB&$aSM zy6u+FlRG|)KL#$Fli)oa+ten|^H@jTq@ajxtwzsNQTKl4w8ngl2iA3KS7^yQ0I$02 zgzNb9n0^owiJH*}CYcB5QrKGnXZ70V_)ruZ)S&|;p1~hG^FbfsyUE~nR*O3gTe#I) zD3yehx;JRefb8gyVI~g{sqpOP2VT-z1xi>_|J{UFaRP^6ToN4$`6>9k-r8w9ySZ$M z#CupQsfF3d>A?lI{?yW|j5yD@e44X=>vITP&*G*1JY2-(r8DlV3qr2U(4F;q9ZXx; zbp!Okc4~az$cfwV#bQwTEB!ft!D6yJSzvX!22eS9P|RH>7d@Wp*KzQkRmJTQzvaWt znvvQlp!UVr-=~56otydq(VOuTO55+<=yWQO+4CZq(6e$s3$Ss2#e>*M?qzM5Guhdo zls&)fc^vlqD|iINAVS3t3z4B{)$2wesQma><)i5d$O6l3uDT{GzP8F=$??;vUcNPR5?L5OYtYthTOh8%$W@4=(v zc>o#O7BjkKqqlL!mY224H!o((0c2pOAjrXngaxg@u7}kvB=%Q`lTFgqN*P{e?~O@7 z4DIk|FbQ(CJMy>F{}oCipkyy`TG^G#FBz8JiR7dJ4i2P0^mQp`AA9B|*VAG}ysnTI z&pBfbyKD1jA3Feo$0ZIUyI-!!xUm|Xx(Sbqw;*5j8&CGgb}#H=GaVYnaY2^7p_|*6 zic(?pR$OaR^|@YggU%A>6?WG%=I|RH68W0%0$Q&*o0)0vic0PBbb6_+v9|kNLZ{{` zzOVC6Qs7dp_hV+TAU)8c%Zp=dS&M++7*d;b zk{Nvx8XFGN>*g2Zr5}n;FmBEtsF!YpbNf6sLjFh@=4yQ#k7Ye}-mL}A;#yZ=@dT+@ zfFcIi+2f97i}{BgZNI+1t$|Nrx9zktLsNI}0?#b{}pMe?( zO6A_tV-|;2?6_)m6nBmv^_(VGU;#z_H~rU~|CqdO<6vaSH$%IS#Kc2)S&#trx}+1| z0d3A(*+*Y%;x(_EZ=pBccF6KiTqa^p+3S^I3UqGysJ80a0j*qkD%JvK;S=Xl?}W{p zs|x@w+gOu68#S^;v_`cuRdNQHca$ku6AxO;OKlFMRrL1!) z$&uiW;x{q<;&t552BBJwMrKghnzIwsl7&tAx!E77YgLO*(NB5G_;Wz*W`}Qo2@yeq z9}IXAf^vVM!!);aANOi1aj&PlS7os928HFN|2RzO3+0&O7b|oC|CX=W!$tGg35@~) zNrA)Uq2T3Xh{O7G$B4%nQ6Bc%H_8TJW4W)amAvp-J>6n!e-Ueby0k{o8!kynJCU`#AgKe&We;zb4i$9fX@dy{pV7+w50xN=xt7 zfRH;g9?Y2liXq4EXA0&dWvW4{UEhpOW$OZhi7a(H!N zR7mGX0?7END?&aMTV1+wr!vx=$IRLdOIEveo&0TbH4$1IvrM))K<5^4?_zeWr(&%& z2oJ8AfxE{Uc3i3oD_Lv|Kz^&_sN@v&5ot}HHj~D~tg2EY8FW4ENC5WYbq(K_!Bq+$ zb*Zw(o<^rPd=ZVUxkTQnoQkbpas(phVmyiiTKqa)v3r#r1sA5Rj*NMH)ENj6XK34l zn#r}VmQ)rMtc3tk%HE9z+|k|Xc){-$&Y5u+ZU&r-j*sPbrkgxbZZ&XCmH)<)SmBRF zpL%|f9E)SK(PaN?|8Bc#csll4pD`X0x2HBbjp*q&%a0BdwA`#L#`DwKsykL;zC)Y3 zP2ad`e8cT(eP&D-z|Y>-+FPoWcXnk{I~V1?4RS>F-f^toV#EY{E)O$L6*|02&-*ZT z-a-FSbgtd1u~8WQEye1fgQTM(ibSP@5YdT9QKpS+^dlku1iInb7%7a4NG9rLv(r*ZSgnk8p! zV;5l%jq4ouP*9F&b(x;j*tnbBU$JM@s?2GfF99tl6-ELucWwp6utt67SEzKK0ZZOq zZY0{dZ+SF#M}bl&$|ar)3oX@MY-VZkm*4#@dOki9=sj%VT0YsK7^Waq+OJ|S!PaIE zZQ{PJuR@Y)@gOc|_)TX_r{cGOoLXnKN3=F|Sl@ydb70@!qlT0;)prif!7u^h=nKBE z!M|!Q0cCVIILqu>8m754h+fAri%e^~MI&M_iZjmq4YzfA!6H&+XS*S;F-n6o$c;+} z!E@ec{4*)_Z}MdVXQghF8Mig`e|cM(JTo@ z%&v8Df^rYu991tA{FMyHAJ+JawybUDUdq?)7123{%jn_rTBVW3v{*Xzz}MJeyR=rF`$tHdqG*xWgAv-AiMxw=n;^~n5PMGkDx329*98s0?N-&# zW4#S+?2|{=%lxo!P(MZ(VC;3$3x(m?AS30`J00hB^ZRJfZmx!VWs3>;y2cvMt{tAU z>UXy+U45r0tc_upZCyvjG6c_uU0r4v_|*U=Tlo=(%M-EotsV5Y!?q|uBM!v2^7{z3 zJ@8X@{}#h{nAZ-oGFdS84?3=D$E`)dri&h3IVLtptdf z&lv_Bwc^Bnyxu|;GZ^M^TFfJb!`6*2-4$&xRK~BlG@X+50(xC-+nsSTvz=DhKBP}_ z%emp%(Hq8()7HoG?sJDbRzi2+1CUyi&ZBbrYYJOHGa1_aFRIkr;+JkLM*2%y*Xx*b zhiXg|zHkoT4`OiFz(jz2K%W1y7^Js(lysgF(|qXPR^#`(@mgadJZZ~f+Vl*yp4H>I zth(hji^;>=)z;6JA(+`a0((hhqHl;5Taz1rzCABXqu$$jFq_g6*k|n^^@6oxcb@fg!{ydM?G8#bdU;zsj<+SDe40Od-h3ZU zhVC%r5_>ae=?BMyvSEl&K&9qgET!z(`J+-~V`I$ovN_+_>}j+{sT9>4vj8qmf4wHA;ga@Nl4Kfnx4U>Coq_TCI%pN>76KLBC}G_i2R-L$$N*isdY z-MAX<2ht)m`vayVs6C@hH&(S%5XPoq+Unn4&DZwQ>NJ8|?yZ%S$okNmRUu*Wt93@i zb3WR3<9`3U_Q)gs{v3>gUa#)KcdeME=619&{>J6FV9e4#V#L5;XD}Vn4aMcm2Q^9u!lJP%yDycJYoOYjHM^COcK_bu{(MMr2g$6%wCc=7pC%1C)(~u79F7>GI$) zEff~ZC(7?20u8V1qZ56kmrtapLIkX&6*hyFB%L4hNiaWa-I_3qwih=jI2%KmoB{d> z6wE*RR(EM_7`+~KVbzhR_#TZfv+PvPbEV`p&Vho*>i6aMGugviX88#o)k)jT?wumC zdXLueYr`4b^fcS_pv*YJFK@t zE4t7L`mLKZYz4i}1~Hf8@~w>-GrGwQQ8L~+fRkNXPBu_hoJ*)%Et#?lTD6g;TxzsS zD-#EOTp@7v1zc$ifFhHnQWzL$@qG*R#YFkS=V-m|PX9PdH6h)u5O>T-e8 zFSUCQ|JtYhqKb|u12^xX<_{71{uA@-zLqQL>AEQCq6aX5gD$9FD1_hqr| z?%w>E25jj}55!k;eLKGf&g1enTu+(@$xiD-EMOk%!_vs}1HSMse)b%Ocq<&PSF7T3 zTp@jVc%6`gmD=9eB`_$R>_qR_?`ZmMpWE}cJKi%c2iu@}g)Hp0#R(%{+s8i;82?p^ z4=08MAu*|$Y^D%?#~z-?e6xFCBtN|A!Y(2phC~~=4^hrQg3Nvs^TQeA!YU?Ly)Ph7 z-q>PM!5Umc`P^MK+KNSkr`glxZxKQ!=S%>gJKo&za<8J?y1}7#EN-qfxiJ zJhHo-(@IBSUE=9SNu%BsoZ4K1*W@Cp;Wa=0ozIi{&HcbFG6AnnO}^q-cp!q+ji$D8 z=H~O*K1NN|Z7Qdf?=&q0!p<-0g66LEL(+Y=YPa&Ao5zu$kZ{1nII0-K-H*}vjx=aQ z{sL^@c~bSKna}T~FPwAe)V?6ieG2dx~z2p}fw@!vog%<|@N(EVJ>v~nL_>ee;rKzOJ!wuY^AP1UCEii z-lvu3G>rV+m#m<(k6v8<_1VsE>JAoPt_L#5+vlyrboDwflv#l3>PVS*d?ZV6C(p%5 zoW5c(!yz{-)^f=l=-}y|tsvWhyH!mhsFY@CEj-_JtAiNGcNB`hY4hASkyI;=jYe@1 zN^cB$Y_M4@#dy>FtG4Ol^Y4VOPOgZAsPX>Zrv8oOHv5_PjHxm%&ysK`R#fBtgM2P0_0{AcHYhJDR?;%ENa z4l$X#U%MX`mH%Ys&m4MO88mNdyEUJ;u)vhR#e>vqpodPKQ3j5`k)rE!Ak>g@chtF) zd5fmodw9hN+l@a_J7*>g!t>%bcF`-Vdlt0KDvf0;E*pm|Aqtfxck7tdUNgkJW$Z}srzCVN= zOC|qHaGetqC#?^9@*ZX2!la+IT%-)g^?U=u?ezdsic`+ z6{#os{9oxjlfRo!ebp4@4s!o|I~%cFd`~9hDL+i4*<;~GPy)Alm4{hC4`L<%Rk$Jh zXywKCoxYz1c34=K1g3$B#u(wpkjoX1?`8!lq4|-c(evj@QX4Gv$A&ZVr_e|0i#ga4 ze41gOj0ywhamm#-uj-=Gy#6$mleM3GOaHoRYdp1>X_{@Cv(_EWwo4ER44HM|c6{)I zLeo31$aJr($IbnE=}!2h{9X^I*+aV?s+qND2Fuj09nA5tze-fM$nyC7be-KlkTiS{ z*lCn4p-M@fW>QgVp}p8zl^fQkaBPF8DSnaVTq}DPlnD#dYQ8R%UTuhBn2Qe4(bFU5 zhDGYM>QURrU!jT47sWO2PSPUtfE?GPzjZOE@xUvG@^Nq->MQmIbJ5qa#C8kmp-?J( z3fF0S{@2J>`mJ<7O^!Q6+l1H>6wmkNUpR4xkV2V#I!=&7*wqN2L>a_7HtX3aSv5Po zlb;XqC>mHZP>uwxdAUJTnQL!>?|PWxB)bEpseO=D|BfLSsJ zm34I!Jvu%JGxb5Q61euc)+~n2S0K;{wquj|d3+&>Wbve{@5^<*4oN>-x89%P>e=T{ z!P&UPI9%-p>z=X5&2W~%Z@*L9^he_bd?H#7w8_~gRi>SwCvRRssxjiHS2>mc8n8l( z-~A7q>*4CZxky&&l(UHH6rLDIZstp$Y1Wu6m2c}2o(!c|nseg!ZtW{0L!YXJAPa8R zYasg-I)gngeHYe>>eiPII;{ZfznL!AXE^pM^Lal$dEQ$Z@z*P}VZyaLC?cKcZ_W3_ z9yN!~C6p=QfxOa>neoRI7Q_`uU(Nr$acEM0X59in^>YBkR@VE!Pj%%ene2dNw(|2a zlW7I?v3&Ze!VAxFOwJU-)@df2 zfsl(28_2<_JCCtoV@gRw+}2K|I}zB3@ReGpnk9{>(Pb~5r&vHD~ zwgZ%9a}C@wn}aQN41gHZu1jz9Qok0y8)y&GV53FaBiK{QZE`5;D%xZT<?@kC#)exTkG< z$iAXq?i8QYd#91wt%AE@oS)R6t(uwHSJ69P_;7b!F6kNNS2{tw;|{f}x80@1xLM|N zm<$FJquL6aTDJ{zI>eqI8M;LMo}*P+cA$!3oHv(RFjhL;#8du&D;4T zA51xI?VR)Q^z!t}ddmkufhD=SsBW?+0N9EMkTvj$AlN2d-m@JkLsANdHT6TLM!Dco~J ze+sW<m^VFYH}DI88-<51DCakEz18?@noKrxdw&4M z$EG6+LL2d=$6}{LQv*{y)@BxO)B1jpxI(Qr$1&6&O^D+^e6@NjUSU3Ny`d|e+yDBv z@3#F0UT{>)VZEXt2=^9Iso#$1;j>)VV6rObo}J`5l)l3$dKKpxNQsY~%!k)rygvoR z!Yk-QT@9Q&=qs)Vm02CD)E$IQl{9PQ{S+-HyHZH{3$gheO-_8=I{}(QO$U6(r})D z@B!>sN9)IZ=zfj&4T!qGU}4!TQn9AKns-i3CHA~p`E)os$XojOyVduvy`M;xTHB}p z=zdY6oC868hu1Qd3d@gH=otyqjbp{J>wt5|trRO8t-aE!DMuzV{eY3=& z?kX-pV%mfjZK<@*l?S`maN%NzLoJ_Jxn5&p#Q@}a{^{llU4tnpH)39MH^mVk6X4-G z0hdMYHusFC^J>>$-Kmy4O!94O41~PP9>04cW_xSegK>9QEAv~ty&A|0_+(-q<>e&GQ^^a>;&P8-w6GoUgO2JVI+t16nT8{fawrEwQMPv^L3v9B` z5Qu{>Y}jmnr6R*iE1U#_6)>H*?q*EN(-K?0Z)Po%dq%;yTMJHoe7~qg-mbs7O?c3hmY?pg`DAmm{ir>yw#XdI}He z<*ruHd%%HvhI`%4dva2$!*w%{h=2T=X-WqV$b>~1&;M;}MT?x)NJ-z%+;mnUG0@Xf zU1L_OS$65WrVh<={pt3MupX$#lTs!7u;Fo!YqW67zt^Jf8YLQ+u;t$ahgGet4M!F70$ucCaljsvi#+) zc<4L&s6APu37&pIL$2W+&0Wvtr|1xU_9!rokH>f$kLTm~kfKu1%9Y9R>`rRHp~|*n zW%H98!~So<{&J&%*%IaA))-J(OYGKqNx3wVU5{3vRlL6Z7nx0H;quQZIg8hoD}T`}0DM|NYs^s_gy> z-NU6D@8(fNAlKN($`q3!C1eK+;pX%xkESZfaIoKsiRcVN9UEYUmMSH{VJtVojpOWqy%_Tb2l2AGcdc5pV-0vk0AGz);5+M_6OCS0?r3yDGX3Z>paUu3BbjFN+N~r-wWf6&EhmS} z|0;~&K8PMmylO7Z&) zwi91Am&1z5^#3*hXNVi!^y;jge&suxvD;ii7VL4p-w>@AE-XVzPm@) z1(Z>18$3wOg zwH^XT5KK z+>s*OFC5hG{2~})FcEQB>Ww(-3xWGABBz~P9en^47&(%|qe6Uv(>hN>e9|azwg!)x zBG7n0-={Tv;-K`y=Se*6NP9B;ApG2e(lXG`SDHAehQK%cXzf|pxIY7Rp>(C@{(ukG z*UsPZsn>L|T6TXA&4B&q#_DJS0AIYbn?rhIr025L7l$22?kBi`^N-wCMgt=({O_W=S}6`#H^tmo|gCFxlgoJ!ATGVbNrqoyUI!UP8C9UGZB^4@VGdf_;5zuz4^yX{o;GWCf(G*8u+ybbFPJqU02)r^yTogM6xSh# zeLQL;`oeN>=x@o-_`N)~&6@u9XVP_lRf$in@#_{ly6WsQdSI_}$ALSoLzLfcCzoT% z@v1>Y)n{!`)R9fUkF)LMFI;rrz>&$9)V!zIoiUq)7C`&Jhh1BCrF=(S>q`LGsqIV8 zq(6CA*v?-5GeUkaBNJO?@J;-{QeTDgnp~L4mpXp;TN_co({6S5_}wC%Hz}`ev~n)8 z9L(N$VLRb@eG;N7xbFCg_$8^`SPVz;-eQaW`RfD6W^`z&RagcB(50n+M|H`aenhjXgx>gB z=bXNA%&3~7ph1Df;Yw0CPax9wyrcOdFuclFFh4di8YWqQ44t=N806EqhOADoSIg%* zlUri+dX0%eMU#mFL<4u_r0Jxv%5U1*27Oq#*Jb&jjvny86%J|WYG-UbVit{tMy}HR zEzkA!oR}v^ttartwo5*Ih|Wd6{4&n-AK!EUP5$`utM@9mB)^POzAp=~k)g{`U7kiX zw2IB&ke{t*(cRCT?*#?agZy$!dVlo#{U=sB zt69Iiq>Sa_HoST%eO;vkpKtbxcCa-4sDJ>-8{HX5IEg#!w0B*x(kJ|$<99$R$J$R;nzOntlntPtkUsWm#)m?$Bya=Nb&_~=$jN_ax86306FUSU0@UiyyzN8shhV#a3_N*>T`TC%(Mujbow)A>> zBF%i|^jzS@hqu4ItTVqWYy$KOuy7LNvg0}Fa7iuSm!3HFxAcg`$ia!FIZ)G^cwYrz z)V}Q6!K{oTO<+NUtK1@Izq=Kn^Vg)(v@^69TrAN!q@DUVv#a0N`JH05Em#@vXXw!! z`pW?UfXpX?gAeoFJ z2A|45KmwH8L*z$%zCdv1%OH+fV+@ei@7H#3fc`}bIB+2p$bV*Om6z;ft}F#BV&22+ zD^)!d`>Wc+ufLwR)+@``&-Gekv6$Ly&4X7f?^|_OIzJnvH(}^F%X;6m(atM1zMgu!T8D%mW5`c<&wCq+)qnF)5q+J zOvbg}$KKRX$BF6(S$v74^lM6rFqIsTAkc{rp0#W%dgRJ#S9{yIzC=Ui*^8UTvA(jn zoNZCXl0tCQKv`GX`4w8)mf_-D9SUYszwbU`d2W*UbU1@Icq7;p_x9L7tg(-39i=#n zndev;9k;{z`)9?pQp>-K;qUa~uZ||rP72hJ{nnKc+Z!U2<8&0h)JjawBG3^I!rR?5GjsCz%{a<5G6eJMC4-q}nj z>zB?fi`DJ!_?kxzZd-Uv@3-P-d^Ds9lMUJ#Omlaa$!_aa;FAAh$Pwc}82Kx$MEcN& zML~<(1*Od>E`}rZrts&)&z~qQzs~6#rq#}r6m#z0rS_8zOxJVEZJ0b||DWbNU*7 zOMd>`fRu|RCi))%``k~>vKlNzIp>_`tAvZG&BgOi3|YDhBlci8rW4=||Fs1Q!mF8n zjOmH<`Awt9nwXS;En%Z%pNJc=8)~)B=5ACO{j-~r_R|ac742YNnKpL*NqM#~^ULJ> zS$PeNI5~v`Q-a?LT#yxPiVd&H=-Yb3!z-WD;fY=vmp+gznT?F>+#ZpS7y2VMWc24x zk=B-7bAMO8RU&&{wd)WoY_TyR1MhTx4Q&_Oz}0>1qssiIk;OA-Ki*2z*T?7`AoZC zbFUwI2dN7Q<>DJ0a6rToN2fxLzW$y@x$)T1jidcuxN60lHYXA}yKK_c5lB*{ym#8@ z?XYi{7qaCF-(zszj%RUqXYbTf8t;Zb+rZk`Nu=S#Use*#R4XP0b_TxP@qQ{_A)2#m z>mJPimW)9TM$m(Y<>YE=yxNb-tA8ja*VLD9F9Iyd74S7` zxO*shAH>bHv`jna{PlV=${BOx$eXFZH!4&m%(6{BcJ2P9`$6;feF9zZyfkGmSdLb7 zG+DQM+2q|yn)W5?mlV%vJi>=7&3p7VmCVbc-C4*pfKBzZEX8Z>rpS1bEL3KKFEhha zXRRKQMm*^7^nNg5FQ0hL@wbURQ{!pvJ!7A>1UUNUqJl@rvbVJV_F-=I_FN1$08yqx zk_Ilnw8yPC*H7v30d$c5&4#Q2PlZmMdnujW->vAI+o&~Jto+7%_SC+e+8(>%hjeS6 z3kmQITa?!t)gR#DWk`cCiERrwZM$Kq*mjF~teAf^n)cZ>xavTGfh;{zg=iIh@0z+b zy{xee(B~gI9j(HK(fUl4={vFrN~i7C=`{i$&bC}!Z{y<1-^ff(Od`1mps8K|;z$KS zyLGzvP|QnD63z_X>gcZ8#Y-QgWScM}E43pBFheFR`|;O5m3by4hq91k3zZbGRENl< z_XJuxISMl9ygths>d&Jw7i#nA>iB#9>1Qf!yj6s&!C>fjEtC<8E6?96rR>l|*I>HQN(l{uyq z!gn}A&|Lx^L*r9Vcn=iWZ1vHwH-JQ33L0G~R_p29yC{JlnQV@5iRSu%HhzP{xDI}- z6)f|qGT1)kktbH^{dSuu_|t#Y8qSF-nDGT2+pj=@=I-VLm0Ks7v7QI{yg6{uup%xl zgz@A^A>(UmRbcE--y4nU^V9C`F-h*r(rOSDxBPq@#?Qb#=>|kMYrEp}C!Ab*i-w1j zs5<_qGYreZvbs$3wD)lMC$%Yb;2xrVhmYW;dxx+kG@MDepDZ7c+J|;rxv3_X%$?Up zwzD+&D_iI_zQY^awZccfI!Icb zp{cpHhrW4nUn{+VT#A*A*3l%VP5`Z?U5}mE>dDbSsRG4|KRg@yllg7+rru zyI;%h!3loEAkF@3J*n^8H??ZKm`IMlAfDVhXQj@pa3Mj^ZMUpCbG`iT)NV#F zkY*{yau2Ti!uurG+)2H#!Ur$W8(wN?`OsE!3+C)>Md3X62fx{F%ti_yCr74^F|R`5 zlu!u_2-NH9j*mw_2(QsnG~)Y{DytM);Lf-9K-zG5lX?50h1AE6}w>rjFpyV~{m!7zs5dCyp zFGfeKy+kz&-i+GVIV)QYq|?KdgHP-Mu{ebxu~x zJL{+roULzaXfQHT0`%L^6?)W>;FAIl26=udHm@lVp+mCD-14{6r}@TVTe!Y8Uj16L zIX_q|IFZ-8gMxOV`Es~pWQ=R_-Y;I~>8=5@l>za4NbJb_5p*U_^A;F4#NkyS{-&T< zbldqIMJR?|mv{pvno(T>&!g2R7JSD~&&)52=?M`asLq=w~kqZNm@p9T0@!#uM7?h31^Ou}D z9U|X)5vkCFRt5d$h{~*S9 zl1f|_-FNML1&UG=wn;Af6*n(i&U7@8OR^6$#1ppZ>&ByK=GLdO)Sk~G>!4jGcqwtq&aH%GaHcUpId#ldR&bORN>jS(RSMH2ZLDS!*Jf1c$I40kkVmGxmWz| z&-xHS|6GT297O93%l%g(}AxLpS2=gk$ns(%4DLQl`@-toT$@co*AIfzq z$93K9$gi*9l*;zRZ_UcJ9)r4gimpw}lqCbSL!w75{3*{AE{QSTb*g?fKz}8MIC|#% z+dB_~pw$2S-FK~Xv;aR&mthyJcQcny!HXN;?%No2eCy^1piph#Zs}9{CO^4_*fKuR zmh6Gz=Q=yV)wo$G<)^_`;vbj}Kg)zm#))XR&b>qPG)}>XQlq99?DeNfU!aepKun>? zV|qt!Owy5w zpLqtw?L2yRrQ$gV-!(^phh)XFUZ3t%_gjtIUVHs`s=&fh_l}4KeOGAFG`y-F3t}-tkh-0&j{>Iz+uJNY>aA@zD`Pw+zpFcWI&9lHF3f(zUrnb+yxn|&K-e!>M zAza4hs{mgarjD+x*7=!$CUI|E|L))Mynlzu*ipLFdw~oJGl9nZ>yRA`s&_5}JCmctPacfQAZ|HZNv+n|7Prb^1c!(udLFc%eC&n2N07t8p zU<7v@=x=G+tG6q>i75oAoaS*<%aJ@nD#!wMzOm$EX*TGmX zSG*O3YoIYV2~x=Qu_`!JxevQYJ=n0mxf^JYEVnbl?b7|SM!xG{-4k0!!p2Y-GZcfP zx$3x;mk`(gyG$leYJ_#Zz#Ogf?nnBpSd!;@ZnL&u6IWW)_?C=6^;_lLz0_eXjxyaR z+fS*(QjKaJ4p7y8cS=27xZqdm*=YVjDp+}jWz4D*77(;iy7%~ygc1L$OujDEfo(Rs z5h}IC!B1J`Zp9_3Mw{F4kiFnq|Jn!Krkd9Jqg?yI3#?0%E2o`D4kl79&9{e3RQ%3{ zRj0I&K7AguZeZV5NDuv!(C+6cr;v{k zlbv;i7MWViduKsjS?AD}%OJE}>V4RS=6-)K$Wn)~56@N)W43KNk+^$*4D?N&qp@#B ze^LYb6NipfF1I>LGT4apT>*B~y1Ow42T-r?l*RZuN&zunMcz5jEzZ&po9V)Ns2Vvf z{h4yVqj^|SyVph3w>cD#jO}*0#>`Daz-ida76+!bv`X+tyYm6l7Hd(_*B9ZWiw*Sd zUCRvRw47P4daq*edMMyl{@L@vKfWKc+Mdjn9WlSW#EVgPGr;>0F}k+U&?-M&0SCIQHIA4ormprw#vhQ&+!{Tkw9h*4w{z z`KgYI%2U3>A1!K|HWlper5vzKqW-;hr^VCy%MJ)V6j`|kdZL1_v|B|1`tS!z2hSv| zxg~pOtO^OX^*$|T2ii2FG87{w@Cedfe&o)e{yu=_f{?2N-n##Jz2~ZXJI*cPloZ5l zdb4`|wKez2dH@9tm92aG`)9qopijq<1POw$o9S*|GPiRWy)DU!>NEQ#lLdZ9J2Z%$ zTomdF!Gq%R(p|B+vYI&8*5XGGe^c5Y<(ZgOpLY%Diiia^^m4sWHJc@7*nt#B>nkA} zzAY*T2goXm1!4h|V{d8Ozee3Uu{?qyZ*O8_2ypJ5Uk6`f`v@%AGzjaraE! zY_wOkL>yq(PpkSWnwN83!hUGK56?26^-E*;uy9vN!5=_}Uwv&q|8c{w!uClj6kSjnd-{-jnU|G+n4jll%n9Bm-CuF%;xy}M)XUW|F8^3K z5&SPE>;u@jBl>O!;5*P=<@oJp-z=Nb z-F5#^R;Yb1&n;duoWTM&`)}*~H>2<>+&r%SxcnbXh(df30SGIxY>PN2af3 z=fWn3Rr$}>7X$$2)plnuFUV}3@}6s?=CKN_tmv;hbyeJ>Ap2_z?(R_%mR7>K;v387 zOPN%`){Z%?Bb`q3ah@X6PCipd;qiGs%+%UC>o;=>bmsciyjdDluNR1X^=DgheS5af z)#n?^C=1c6{axS?Rb+!k1NIWM1kC>&MQySdN(d404zf~G_e%COn{TT(_pe*6n%ma> zpvrbo-j;Ds8i&_n7$HXpFQ`}6S;U~ksdE^x+@YU7X-nVIzE^Y_^qMqg)?n@U1+_WX zdQHfg)}rUu%1(rR_Uiceyq`at0UGTg8H8x#gj&erv0cbb0yU2}Z86un+N z2Xb##`DDW7r$J9@)`|_AJEamfHR)^kce{TYrSs`(%`S;QR4Xx;FTEerVi(G)#*yFJ zTu;aQr(&#Pu%`8#tjxGyJ1gq`9{uO4j#KU@)n&;g4K+Kgxb9YX~N=uq8$x%{17hV({+kuf9@MkZ?zA#u!)Y z3C@|R7VIJnbnY@Th#>GcE>~T71~p*nU8+fwrnaEY{<02IqACE2XXOuh(Cwe+>s@wL zdjVx^wFf}MxA=Df$!{vFCQNhJowKleD;IOYvpnE~+zbSB8oL6UrE<)Dd*Dca+1Mt@ zk9OLpI+xg8a^7|3LJQ-tK0{Ygf(@5%zJv6+^YmeOyZ->BxOJO^Ay8fHrH37BxbAH5 z^K{y7Nl2c5%@H+aEP#F|O`!5hnS| zgPR*1zp8h-_3xDO9icgZqnjuc57v@7onDY%?&wR~=wTJ*jkU-fhR^=D61?ZM0;5(K zycFHcpRXe&Ka0-&#mlG8qglIE8WKs~yXLygoY>{FnXXMrHO)VXUVf@QN=UA(Tz{2Z zmm1kJv3#;lVnl|wDV_FAT)iSC?h2cJ|6U^V2->i1sgsK&n1;mwH zMqW+xWd2Ip*lZ${&7%~!>v2B2OsHe`^h^%EC8EIUdU|G~Qqm$wvMvPB^WLtvD3(rA zW4~NqNywCx@j=NfUxwyGBX@iC{^;aJDa{y!u-UY3)z4T6js%Q z-$#50Z$2A1g{udk`yQ-vUj=k7#`Bv(fBdLWt?f*IeJSb*VoqTwSN9|7QI7-;50^J7 zz$(CWgghA;UsXCHgc+|Fb$XZ|&&BSQlXkf~RaQ5jCE7a4H)8B2vmlnW@vvAJ(zT;r z2;I;;PtW@|0T`)X*bpeCO835x*Vy>%XBqqCenE*U z*M`3z(K{sIHxtfrhOf=N88=`e|J^SNjl%Ga5C0ApF$i!&U(yxXiw8=+fPm}^*rjM! zYmV*5bmDN*44W=e^GcK8V${}8-{k12#^rI>o$x-ft)y zh2hUqA@Bj1LGkdmO&$HHjU)Sn4*qVmz1>|0vN+SN* z&PKfjTt$z#5ya(y+U6iGGmy3nOM?bC>DO`^ohw}h1)oiKcqU2x`f8*v@q4@V191~> zyuK%JSmyQxaWA0LZ6R1!E2vVD{=I*#uca^AD+P|@7n1OE7*dFs276~qUip~4RC#^q ze6OOoKPJi--^|MiQJFjnr*7%dtIP)HrCL^r!fws%$x3M~2K0HQ;&I2W%6F|p>_XP; zz>nAi`Nu4x`T6)*r)7VK!~YTa z4ePJ#uKkBr30)nKhc3dci1{K32ZTiD@yWPM{L8Du!bSK8*xWQbiv=Eswq?_-O8ax= zcV8cVr-#&r;fSW#e;@Lap3~7O#>(jaQ9IS?wYnL-pPi@(@sZ+m57eOYc0+sg{8r2$`nDyvaso z9R%yrakng}1vM2ns<{+yTd6(F<++EV*Q?bly8azVX1j6E*i(_Gl}R#hHuaW(j+{np zOG@tfZ_jRv_$-SQh?ej;);=EkxnG+_T}pYW$_FHWSuNEz*~VOe0w$SRni6`oL38q0 zbR`{3V$5Q?hmKQ)G5!2nq8R;zXRH2EW<59? zm-h`~1h?a8rkw5E3()Xkb-&ni)yVz!H;tF_gJQW49bQb>rx*Z*$9nTl^yf3TG>mc| zA7YPN`h%vMumA*$Sy^STP|RLpUag5ixwv|he_+fTek zAFtWzw)(43;MpjOfD`RPcdzxZN~PTGTiX<7GOycZTqo{ed-}~zeP6qf{CjKeIOdk= zH$tt|hxNIlfg=Iq18?#a-f7KdOQQ;fP{z#{>d05v-b%vxEfWa4KPepsFOT%8yKOGS z1wi{h-)C~{HOxCbFs91u`?#J(>tbT%$Gv{~OnU>7h#jXi_xNeL80=$gQ*tjIW_Sg* z`mNc2wp-1)AN6bHeUTxUqR>K5huZH1`>-ig2>v?myAH$m`iaWl_YhEjPOHM1oQ#=5 z=P7hFi~l=|)&9NIyB|S)fWf!i5swmJQy_EJ-IHp0=v&|`c=nh6D<%A&45r04xB-Pp zfqfVyz6N3IWnJpxzO}&zWiXZi%zdgqVhQXT<&tZ}EFakDfjMoDkCD{AU^MV}x;?m8 z=VD4fblPsM!5s2X-s}?i_KH*E*`wO;-wgkg^)`9@GRQSpkiGOjP|H{x1yX0M5mG5n zXPHUoyF;~VRrl|H3-2>w{M{b*L06$Yu6EHER(@&>?j{$UalSBa()KxMjtdnQ3F61E zu(w{pUmU#GrB1@;?_*lLo2^4-^U1;|luf=h?0v&KJK=1LAYuyoC|E`5@Y1V|h%Z4+~M1Ig|yp33#yqYVe@0eca zGZ?cPz#hvnx+$Li3Vy$~#CU5*DCvE!*~h}VU0ext(rj*i|6V%a2jr*MPcv9?Uc3BA z*N#o=RUrz>g*)~-VAhU|{mQxF$HyC4!#(S%yDqJ3f?x7~clfhTYkWdthBb>XY7Z^c zwhmhtHNCXg)zM`wvSwHRd|?YavhJdR?&bOqA9m7z4>-~JGp|K?KHKAE4T^Psxw{~K z&U}OSgkp2H4esTA{MohR%V!2$E*~vT>8qKo&Uu23dIB7i zg2g;!xBXnpwG4X&7m8$vd+Oh%{6I|6O)u%q98g84W!4Xoc`HDR78-HzTMa4rYJCu% zQ`fl8v8B!JOHa@3*n_J~&f`HXbk5o#g0@MZ-Y#RR^{ID@yV21_vaye_6%L59#(YEe z$!8<{?X2FDTP$M|l6SmH4#Sx+5tv+~f1@7&TUSr7S#?a10NS0#-#q`Si5m@{goRny z$|286T`!&Q?PYO*^E0v;11_fETFNC^wvFk5=}cO(!+)X1>}7dXJeIO*$U)uK9ixr) z@lt&9<+Zi<&O?s{0L{vQE!0t}n{)YgOjh z8#7XEy1TCy*tM;FTAeEnM%$l2W&tODqqg>Vw_Y3lG92FFqkIng{g2Q$Zqpf}bck^8 zjinwy!H9HH#v|;z}cwK>a0@2#|++mx!&cA zz0bb5UHcx`auN+v=R;(*ZWh$7vA+X|U1zzqDA$#N&U#n$UWTqxj_R6a6qm2SWQQxr zeOMHDg&1Gi^7~#ScT9okklgi@XLhyuujH=W&m5dEbLrAZ@qFiI_M!(s)YbCpE6lmL zaoI$@_z}K$a&^6cF4OtsEs^b|1+nU+Na&27e{ANj@T$1h-@RtNjYh2$vF~!Cy5-(i z-*9qYNtdT_^w}&0X>Ldnm0>NX5v7gT{Skd z&yEB)R{J}5=KfHMi^>cnw}0HiuKk7^n2*D;g7-hjy8WhUEbeDxU9G56yB5+>CbaNt3F=qxdf~UcE(;?` z`XjCJvAO!-^2uSdzbnP(fM7~r_Ia_bDZ4)eAeC$zzH*Siw9jDIVY1}h$R%OkOGWn&R5oi6iY<{|Qp2JF#X zWBsJ^TW1F`3CKkbQYNjd_stD<@RDvHJ{iCL!9YdId0q5x+$Ga`T12g!Rmuq~G5mP+ zW0v0y^3Cbrx?A2}{`R%-!Z$OqSsoIpk$kzNHg3VK(LcguD_$9sO09QxmA{T~08L@& z4@=#9nqOQ>0I9(u>o1Q?2Mt(^=(^#Q#XhFCT5fCPer(faN`1-l=1n)scbmSoE%mk3r zJCP4rOTTB3=b!u9(mKuy6qrYc{}ycdgvUW)yRp8eA~yE4c!?{RQG{TolJ?H{M?bU{ zKMxouC*Cz{H1i02)a38%MTK`9rlRJ2sbI(bY&-@5O&1Bw?)@cy%a^Fv&2_8uaeMtT zg{Rs0wqKY^5v$Kg9s#vkQ-lOa&-668ST-NvqT~N63*WtB;(57nP1$ymsElnS|OO%B`_=E6 zkGEX$U?+Gzg+^PkZ??XtM|rV4#)J8wT3BkwSc1~8R{+3V(N;cQ;nvCP$rp#2@6~RI?qjnXG{6Cz z8>dTY*d2mq(thQ7R&#)TZTU&TT)SWzY#exK;k{Z|`(T_25o4mS5s z^`wWQ;|Yk*Xo3}u<4bxRwnRRdt=xRFV15}33f)-I_OrWJ+6?fE++%9l4RdZ>Bgl(6 z%0^4n2l{8d6-7=~fY@o`&4LHh`10a9zAg3>rdkrz6bh|V`5JE0&Nb_MDg`Fu<75Mo zTH^V~J-3YyXr*pwx}OQ;k>7lz6v|Yqhi!PA>DwJ;XB6HOYfD-XL=$6VF>ueVjW9L= zt6gr=f9&>F-*O{9eh}yH9D1JYJ3rz6jQdCh@ZTQmy$WZ=c_=yjvGu6|CGkBoF9KDT6#z;F~jizWj03 z&T6BvTtgFgn#kp@=w?~(s50zr`mgeM`5ZHO)u_3^)M7@Bw}KUI#3}z4-TIBdesJ6Z z=xpV@$ea7b-^D`jJ@je^(v245uKSM5*TDLSf4NzHpI;)1@miLjy7|Tn=4>(kM$QoY zP`4WG>%+wG0O8#my{d)6ec!8!v+AxZX@qj@X6dPXhVcREb(HbqgLC=$rP8pbmfAbh zcJ>sVi>m&ylLwq@M_IDuW1F|00+{ak>0^HKuF*(oXH=;N20haL3C(yDoVEp#v>scl zkWc^c)4~pb&f1cg0*HVw{egKjTL@f}zcDdD;cG4m;c+fJ#HdlGe-x|El>3+}01PA6 zn+jU%-ljr|V!7e#uZk(#A9ILc274NAK)o{}*wgy(Mc&d2>#6cJ&7suKc;r?`{PZ{3 zE$;PkI2yrS=_b$S8pRi->5$oE@Np~Te`mf~>h8Ig7*NIYjpeqmvjl!5D<#x3_wx8c z^gEMrwjUHx4gIzn_03`f9R`fgz3Jws)swVpmK^ts$^d3DW}M8}>uR4BbKLQcPOG)= z&mMW5!A+iqA|Pr{T$vi+CN;uaGnN&ac87%`+6y&C?7$Rzh@v?4O1`#c<}Uy(&^^1p z-=V>5lBj(kx`dg0Bl};L>?o54+C3b(sE5vv;JQlh{$c62-t4PoW<<67&VNqd~R6A`R5@jEF{V&}PIbX)G-`pD!fH0;7)h<241Yl{6_!Cp|15Pj0IvxT&+9f!-b-7&Wz#*DT+qTP11D zVekpe_IS9h0l&y;I=_C!nPA=mFdq9y@!eh({HvYm#Il_q-jvpQl+%D25%1<__HoJv zJSIQ%+6x-<`fPn=?vR+dQ|V)Pc<7emZpN_`UhA0Ds<-lEPLKE1H=N3jh3~j?cnz%w zgx{lkPaH3(XZV5ya|6n7If1?mG|D{Am|@*U>1I1I`v8PqlB-fW%_&gX!KF8W*IOG<2`=A+bl5NZKpg%BIUUWx^0I@|$iG#c}<)?YiuUP$}3k4Um*n6dugnb8|6U_ipv?x-f-K)82nN@&#iiI^rbaV=I8n2_g1LFi-qYAArb&w?rI=N&t80Y^@Tr~-l$I6 zkC*T8b8Fwadf|Gm0Ald(N70?(o-u@+(rgreb7?b&a^q(i9HrNpaMzg~*Xfat*n=I7eSI$dUnS{v&r8d1;!rQLT2DK2``w z+ntugm0D$eC)VVbtz6yBtC?t=qZkwvtH;j~t2|3g1-C8sko(3BMdjb1FPip-oAB}l z;?K)sZxIu87FFU4>(#6b3JK(SMcpqbeF4s~^kWw&Sr3bCTxxpzBom{CG0BA00_d2* zmf-P?)O`KDE@16m6~c|h`_m}AI#RD?2{%D4hRAGl4yQ_SttTiN=H?Ya0KN3(xM}A? z?X>6&KYySY*v={9o6mvnq1nqjJb6DpCnVs3R~sb}K=${cZ{(obr62Xi)w06kP0Niz zE)$>ph_USiO3AWOb}qd(yKeRR3(^t}bt2c2YIzDUHXuE=TgJ0Y1lt^+#d^Xs0rtV7oZ=zyjv>(OXG~4 zHt|lp1@XsY?v8Fe`h5SH4e0JBFTSRyD6U3|wpAPOH00>QEI-7f;CRr?xzyQNt4{AC zDltiP&V!XPuT71f`71`^q~7}EZ=OF--Eh&&V?XNWc*W90)5Y)>z-lD78W;|s?)+X! z0{CbAtHjU_NaQhdI*7$#P)9r?mmbVH5CEl563JNFz4DKNcernO>&XKdI4J zvCr43S}t(?xq$?2SQnZ-V|jmmE+RXs@S}mT<5hab(VKd`Aw$)!J-nA4I24i#_;4S> z40Sf|D)}om)PId;|2=ZGb4u>?=fUvqCW^YE(Mt!9T@Gdufm?#Dis%@VdZ91l9W*@kLKP1r5w zZ-@S;V_F=|p^}7Fhs^Uq?`^^wt)OkZ0sB93yw@i<<;=-co`ZH z7X?Z4{Nu`vPyKppRI3NoKD8kN=eJ#8t2BUWR%Xid1|4A`%qLpU2SXk>aXbEUYTwy- zFZ?P1li$njZZQpyYVE{LD$#p#fCaVp{GFFZzPiQtYRkc}F;ch&2-TW8F*;4NWsAgy z&&xflG?KrohaG)hAdcMTNv*7aVmSCTUP{AOaQU$F>-Vy@KF6=0)D;Tl0KF|Y))OmZ zc|&h8RO1Nvf}@zR%qqW|-G0@)GMu?q6H=%(CdQNuGD6O&Bzf8J)F@ZnWdh0~sK-58 zr_^L3O`INU6uMLn)Bv8+#<91-zns-U-scy*7p4eCW&f&!0M8NHaNl~BC!_78dcF~d(5sY~jD^f5A7A86|)9?Jvy$r{Y z>hau*eR?zsMhP!_R`06SAL?v4ZRPbHf~;BiL2{+NuuW!MJ*B7{Bqll??7dZ1m#7d} z_1kZ+<@n;ey6x*HzOt(#X}4gPx~Ze|u7?`(tWU2>w#;63--^h`^6;okklFq3h3YS* zxLluGDr|=+0miR%TFdEwoz$GmFVdr)k%H5Lw*3wnUzbc?IH_)x)#f zG0jOI-@matH9G%2wJCUXyyl}`eD-r&$r+X^2N)4@uM6tt!}$`*oBB}a#m#yCfB{JC z6`xB@8x%2Q(W(qvNK?ys`2=FoMaS^|?z1XDL*`oo?{&UHaN@m7{VN{3?79aBu4zrb zLx}nUFD*8KPE2r_N3|MB0kIhLb{LWWu8vQJZcUMRzE9(Wwhyx9B%?%*78U09w@V66QKT*J@DanK*t09mz^f02C04`a3Fr7(I*Y z6Jz(O;rCOOUN9jX&-y~@T5a}x76=6b;3awVF(eWWxkNO^w?nH10zSalz@Z{oI}whz z=i}QY_q7@ivdca4o%!WaptDB}M#0&)VU-q8xY6_a@A}yeV1eB-jA%Y6MrGAv$GZz8 zv7EEDNk-syUI4`o@IO#G=p9!zQr{rL8%>6Q4lh40*u8n)e&Bn0c)rqP>w67TRr{)* zuLp6}zC(?ERp&zoMNTTNT+Y^e`NIQiK~^g_tEtq*Ld%IZ`6kuw zeQUXTnURrhockVj_?cd??{y`9qZ{9DyvGct&v*f=q|Y=;|iQ(rj^Oc5WZM zirc}&3({Nm4(^5UJDbx5ePml#<#D&ZE#9yAZAesZS`x%c7p?qxxV+v705{ha8Xl0F zf%+L%Pb!(b2HtxmgDH63#Y1DD6ZVP zGMLLuk6wcM%?~R@iwXOB3q#qWr>v)x9 z#nOO_mD5+N!I-l)IwPz{h~(3**K(74emH1E^;pe@Z`;BIw${!~suyE=Iac{<_cwSq z{W2J&HbgO_l8(S(NwTbxLKW%mS4KF!0Pp0Oewwx8a&gS+$jaqqaH(wXCVi{1!nJvI zsi*xo_mw;MQHzPUZ{vMl7L8kfJaH=SZiQeVicN*i+iLievjYdb`{lKgkwxwbGEYJGhoZh=FOK!+85N%V%rM#-DmhF zzCP5GQ)p|KS-eWgYjf{;P22fc^MwSN5upmM@d8Q^El^(%uOyruYst%Mxb{{FS7mEo zF5(O6aXKUFU;Nodt>*3z+C!FJiQ%lFe?BrPjs_zPFcpCXj>_n*v-Mv^>1-A?d)etm z6LqIov*kJ*?LTv`#sQ7tpO3b+&yI=Om3#-e1mDZ>MxLcN=PFv_&ok!R8)W`f)qog%N6J&MO{##15sJbD8P(IF4)j@;4`P?KAHf&e2W?465 zve6sTy?%{4jTKBz$LaKj6&l4FLhEb=gryyt!IqE(%_+CRYptf{PZ6a)k{?tK*B)}1 zJF5?BDvYol{V*OzG_CB+6_B_D33zr{LQALf#1&?{t_Ah)uX}8R$@DLGFT2hqe?Usk zdcpr*>ho`QzdA@wY3{Ex&$>KVPQ$gIRj564_@Ci-vc)_&Jo-Qz;UNRySNE4K7%v}i z%N&o;;M&3d+ByDyyiTv{>TX}EUejZ7jm$MG#g_YLa|1t07WZ0C2nbTOpVlmtLlx&J zl>Zi*RVj5DkeKAU^+^G|dhscAF56M^O+v_yt~!m>X)Wg}(Rt4|KYp1W)cSO~X2bMTmj-j7QQZpokj1ypgM3J# zJp0}$aYG32V~6qzkG4(D5YofjFmX8-*`Cg?9@6clUto*J@oL`xw8w)}FOMLcF;*vh z(uIm`ChU*G1VAQwZp#4r`5ATu{MhVW!vk?`xUfwrQGY@kszVh^WBY!vG$-@$= zkGo?ts>^SOZviU--F`DMJFM}1nxWqac)GV(Ts4%{v+NzPaH{=joV_L2>3WmV^3^O2 z?7#lt8iTUDU*#8Pn(wg3^<>QT?sz@mM%HN(UTz#u4;uLW++xd=Pc1zGPMGFApgEHLEpii%Odprqhm?AB!*)h1&!?Dt1!{Zb(di`En)p zL>()&!;7D9W;!!HxMRD=vCZS3oVBQC@}|18#2FE}q1ybVWaWF> zDZJ;z;1JAEu6^7EJ|5kv-m$!q-*|%M{dG-U=3BGeEWA*D4M=8gk0(b zM4P?);_d@ZTKx&t3f={0Tdt~i5x`S2Y}bN2zC z94Y4P+F!?PEF5x>QiF19-ZF=un1y7;>PHTZGa_CFvn27+C1>#T>b$=;yio`4A02Kb zJ_T6Hg!p9o6Gf#<-EK9vIKDK@Y)OR%yh_4bI`JrSASLSw^Qtuq@QXJIgXZx*VaQx* zubis2rT)5C4@{MQ;=OHTYW1Nvm)p<;&*#^WBP2wu&r_G$`V<^I$6D7*m-c>K-zP>F z=j7cEJ3VL&B5MBhF;tN1hWbs|HWqKkhS;w4oAd3T%$U8!eBtL-X*7N_Nfj_r`C4Cy zTACg^%J)+Hjw|eAtYOl@#A;U@aM8!g>i$hvwR3edKa&1_7&*!ES*Q2|rFre#Ym?@r zuPi3}S8R5ZZ90q-QV1>+>=}`nIV^0CCz!v>E1Xh{+H5JW^)OoR9`oiJuL2Yfq?FJc z4%I_hEM0CMbrJ%z|L@Y5rUN@DpqKYi{vh~UfX;JYhG(V-B4zjZ^d-F)?n#D!2h zO4h4a^~4j+ql2BVoo8vT$8XLclMl`$_FQtgW1o-d0U$|8?Cdqx?Z%lcOcHxEE42~* z28mXpHmdeGWG}JdVZt=miew%~2}I!#)xM45`{8#-otkZsg1xel@LP;*(? zxxsiGm736e99+G#Pv6GE3Kh$-!qoc{=TKdd!1Ip-Rw=(9y(@Ax9OvJxs@*4$LT^F z`}N>BzRy$hzKXxKZJSmrU2(yO+HWg^^>Op-k6IqfmLHEor&%C_)RqD4qBLR5$g4+86u@74X0$vw?z{9RFeWUSL zIjPM5cz z^m}El0#IX=p2g8?T?b?s;xuH$*&WZ2fA_pYX`numd7upr+&~6UiFJ>lxIo?f#x;mE zuUira+h&Vhd=x_pyWjUsxqwnC?IGu(_D6xzUKLW>^RX6R&BDK^#awfC0h!E2hwQ|~QJ!V0qkMWC~ zh1G++c!IxnGD^E{?vPKrZzTs?;7xmSf`qK~t_DB^mCXCH$v=Pu{A8=)hc7r08(SxP zJHJ;?&+XAMxW&-;>ml~K*q*QhrA(62`yI>*M~*sF6c#DYpG}nR$8iGitjcqnX}FNI zxY7C&ay!+fvT?PP%O`&Z_0fEo_IR>qb~pNSy$J@p2JP%<$eQl5pz%g_HyjLQBfs)B z*DqpRtXbR1gL#+BMMcixP#iv$57Wq+ymJ&La+Tlikhk9_Why;Kb`OpY@lOAAwqf^t zF)byeMo7*l5&`xTeH}x@enfZBBL@ltiaH|KYj60COYhO`dwEn#*8F&TnviZj^*eZV z+%5FX!R2^c1ZbNXO3$WWEsZ*WS}u$(rvh12H_yoz=D)KqhDuI;Qd$bT>TRDZA=2L< z*bV{U3E=)MKh39)+c+$3nVK!JAo(`en<=zc-D_l-``Tbzk;M$1cN| zmv#N~hE4X!GiLj7ng_|x_BZWc$X}VXEt;4DSTcU+iRkrKubugo1n&`r`;QWKb=al^ zWA%x^Db=VmsqnRbwRM3mR>75$5*uau>TFjGCgw`D&$E4y?~}scd2)keS+nwZ#>s~(@%)u_jsw! zE`3HB9kxwi1ml$VGD#v>&UR*TSe;}$b2wa?jWf zOSg__vFnI>_QZsTCBMj)mCY*7i4y!yL?};BTcJjpppYPJC{Q3~Qgb>biBMQJGPPYx z{W`v}N?!LIT+SmnbM{mdA2`ycjo!D;Z5e)*^7V3M5#Jzgv#v47?-s^zU+BPYG>V@~ z*L^_zL+adrUu1lI>hCFbH)4KlQYES{(^M z3y=$@Udq&6=Nw7KuclSLk1Ak$Qf9JCt+nP%@zE*HSGS;IDt61w%Xi>n>p!LP`6a9I z->py!r?qiqn%|gi`Zrq&<=UO+ zlk3pItIO7!G735r7v7_li*MRps!?^uEd+;O-?Gi{O3*K#=_}tjeP&~;HEUfb!>w`2 zMu&d7yUCq~*o(_d_<`DIb2(mA>Z=O?6yNBQZx`3zh*bXgH2T(s0O03p{CC>7Scm!1 zcGy?)-LHL)V)AdUjL?-Kyx4*yPo@5D)lL5bETTSkcj(0Z#V*(Gmirh*cPp>MwON3y z_^RalPvibt{6%Xch=k>oSpW{>iMfC}E)BY#b>%NbvK?>r=KyA_%C z)Eg}B^JZWldXwf?6`~py+cFSJ(^swit zVR!5jhg`P$hRR90%>w!9(olr)`kXdClhc!k`f|Wow2!E(!yR8&(O|s=G>Pe~j$+Wo zNnJ{h5m>}FVD7<_wmP&5C5&DZKZ#4V5FL+=eocJMC1(QXIG=5Typ>3 zpyAmS&_U9lTFDPWqD-ebE>V_i`i5j#8J1Ba{+zul34aj3F0y*B0!hJ2 z6QTHFD-HTs(L=MPX}#8>aLw2AX!?%U6W7=-*j<tKg2txx1NjE!Bk8JX~kR{z0iZcQJ!&ybFW3P zFSF-UZw+9P6}gN03ccf-!#XogrsuGp9r~TF6P$K~hfOorHEHRB5axum>($iG^)bs~ z^Cn-@{>()k3`mN@_hd24PzG>R2-?y}xeHdvQs?gXx_@D{ZqCu?!I;hk33o4ZV+2%5 zHUdPz(|TMGw)iRBso>i<2F0S^s5XB{m(_}c0kt!Z6MNgeB0(`tXQN@fYtGyaBk+EIsHRc7a_w}t^r5APv>v49FEY?0Up*KzxhAf7|NwpC5h3l~0 zrm=6WU|wrGD(piWd(ZWjW8_hxzw^*-p;Y0<4V9@-Zw}jlNcUJC3gBv(iskG3dy6m4 z=^mK12nv5`b&&BPo(--lUCQ3ME7AJ>2A6jp#1RYhW#;Hc4rv69RTo`!G_rxuZHc`I zrnYvsb>ZL+qib`)p68vUkn@hc-1L;qZdvCN(cQcku6DN~Yn+QbUG7yKgM7yuDzU-g z)lFE0k{{Jp{Z<}L)5FtDmBUA)({tm`d2DP54*y+Sgy~4f`#I-tx04!(xDviXh=uOo zZ8eL#%i7TVcT8Hx2|oy(qNFSs|MQ{B4ZHUY*DwJK9!R9melt1 zGQV2Wk-5A`(Jf-5_hODfBm2)o>-uN*4;)w<-KSXrm2UYiViA$R7mty+W*O z8HsxfV|K>?3NDSKuCf85tg#&cBgXcLHAN4GpEh1Uy2NTMQ0Fn08)Tnvk9JhW z#70}u4Y)&|8<*0PTo}Xroq;RKJf#~i^k}|r%bmMhFQo1u+c7Uf`zg;6J+@%XC|g6L zWfqRD(+&d>4IZy20w5;z8-)ZY#iL>9NmVdfKHz~4TRE10rR(@}6Gr!TIXy9h5p#szoDh`7S$XUXLTgv5J&@=2 ziumaw=z8DhrFWkK1gqNDASm0FtRSZ_Evv7VoN_XYexP=I0rGgx8paVlQ^n$|! zH}Q<#t8`_=PCT1>_QU+0BuD*6nd0lxcawX2jB{dx8z-M1`z?cIS!MlJKvnLj4+NNB zlaRi>&%bFK3PZ1UHru%QGi}^|iSW7gi3zgmPk-+2)A`glW7T(0yU%!mV{+HL&y-5K zorbPL4V3W`?Q8Ad=i}mMUFfjTjf>Ni+^$%B(Ri%hX<_)4u%0rtR_4y?E+F_d%^Ari zkcWpH{VR#?^S%1AyQ?C4DeX@BNbk;7!^e!T!RAsL9XKR$#CzeP-z$*4OjyO64vW@m z!zn|qeC(-`L!Ga{?*t0d6W`VSfEm_$$3pL2Sv^uts)>-MM{}s8&Fs1T`Q!VYg;6SO zvZNF@THdd#)rP`EsTwP0%5Cx66L4NGbMDrL6d30IR_=r=!Y!v)ehwzNwOth3VGn6k zWk)IH+gRtOjaSuNw@0g_@nx!u;!?jJ8~cU{ATvDIXfLI%xi8$F4X4-Ah8*NEFueB3 zvI4lZ@ImjF4X8~7B1(XJF6|q#Je*F@%A1s=LsT@ol`^j{Kf&K8vPeFn2o!=53qic& zK$`a$pu${oq{}g%SJVkNIVseJQsKAVrF&wz&3bQJ{TyI`FaMrO2kU&Q_uaDe_O+aj zTzaKGDUF6L$OSYiYNv~$w+}aPV(mdn5&&zO_F?XmVeLQ!L3S$@$smrXIxm#j!Y_T_ z*U!PL{qO-&UPVedFQ$CK85JAKcgAm ze`GLe;+C(Ie*M+6_ANr6&PhUcK-+Soipa()HG{C&5A<4)b2Jab3cl zwR0E$qBpP^lY7TL+SzowohlLcO3I3Mur36SqIAX8Inv|nF+URVymQb?B6CwoHxS&Iv_<9|j^o%JQxSG3}xadf(@m=MrnD}QS6O|p2v!KVCTCf_E zpFrKBsw$1$tgpa;D$@7I+iQ+LV+uhvm z5`fg$%_emor^LC+=WwV}gRNB<&$Q5;_|9tUk1j_PEy1bLy_tNvErpqoa>h5C&D3d5D&J(vc9$0@Z zS-j%$tB}>}nSlr6a8r1ziBVzylD2ounbBX$af!=1X>0J6o|`E%*uJ;6l{%%n({a9i z%K}~N&-?Z~e6+owx!j8+UT%}C9&W2e+HUHVO8MH=7u9S#aA~=L!4blwexrbFSANf_ zaJ}QR?a3N_m}z0{yE%TgJWL=0BlT-M?Bch(K_Dcz`o7osR}WUtq+ZD&hD%M{At3#j zll#gp{U`oNu-Zf&SxzZV5X0#GW0>yVkvofDz?U>Bf}c=F@js5vyiYwo3d64@?S!PX zNtC2Ti%KL!n=GN4_y3&V^Z$HinrY(eocq2m6(|vq78>@$Ulz4@^;YXG$RoDa<1X}0t4rTS#c~kgp zdtWPDX+O{ca=X<=92QkRF+^c82p-4~Ti zJe@c5LHW|ai>9=R*(<6~ug_V^=e@E8huaZV_%``Y9vE9%Y;2Rws4xdv^S&xpN$T@z zw4!zH`uGrnYD92LJ6Xks?AC`BdZ?bkbA)7dpasvG)Xm`94dvv{0LX1_B3y4pO#NM0QFL_3k-!inlGl@7>*;BM#P`C=#Z&aSm?Iql0hmu2#*=f!#JSvXBEk@Yi{ zmwVdX$$!mUt=`o4+DloVkA0FG&e*HKmwoTvvb6{@AkVM0cxG{{Ps|_Vc1@h_au6-K zO$dsIjtF&Qwp)Ij?UC7GNcyS1WazY404w4w4(jVC;o!AT60;7qe|7EO=r_JxYU@vv zpfZdoyi%@74F}`I2a-lJAH0mt!s9vv0l_=p9V+*8 zDBiy1=fVhqzm-slO@7j4g(Wf6K9k(;q7_@lcQj5{!>53Kb~DpoN`bpMWzW$OX;krU z?|SCf&Fc<%0o36yN}-E0=B6_gaP_uTbe8SKMP7=l$KliKz0_K9*rDF9>^{0)sU1SbA>}Siqa|O->H@* z*WRs7{dUThZRXgkYZ)AJYulbRtSiiSb0^9}SH0OtU5eTZ{|Xvcq+(sM4Qun+t}#1S zOktAkC>K(8CBE~hoNmSwhsKyZgp|VMT7r?Q$Oel}^>DRf->FB0$GtwP8^}LwX}*K0 zZ9SD)2nY9X*Fp}%c6Y$#|G4*&cV@x}Jmz7mn{)9G>z{LFIDi)J*%|Y(vAVie;y?QQ z7;F8+O)vfkaX+wLXpY?SdS0NMWCp!Ih!fE3GsE$LM zUy!rwn3=(xZ;q}ZVL0wNR$CmDRl?Jy7c=ffGO}q3(JwmTLE+4>LbP2^3c;wE!4ahQ z3!MVkInP(6dM!B{U`U~gTkrk)cV&G4(fVJHa6H>CK_Qf#JqLeBr*SH;pLdkzcE~g* zfmO!DR?G3#-?sy0xJV7*^{c)gm=pVr6~}RIF!y)!+WryNY%`rH?Fz%LnizNSigP)+AR!S<=zvUNzpemc8d3plT>OR(rw*!%SqBa4{(c@PKVp=`I*gQ99aW;&a$GSbim;cQCzN_!b|wtYeULTtXP}s+ zh&Of{`CY9!ATPJr8Q--L!k}bp3G0_~YO02qY({wNc&9A%%}lo=d`Lv~vdEB|KYYF3R%} zdfXx_40-v3)**lVQKyy6@RKL}j0-U?pE5O}uvDvxpkbYfZoF=NA5U7f;F_JRh5?Wk z-PJ=n^}g?&@wlbABpn?MAuCYbmh_tCPzpKr4bJPTCGof!3my6qg6U<1Z24>2E(}LV zQaFXWHJ`MeT58(HE4eqmXk}4J0RFs$*~o4A(7fMMPnjQnj0vLIG)jbAHkhtvRjawf zBR$VLY?H(wC0cXF^zr^3J+jJi+&oOG`ee?_SjXjR%j|FLe)2+|yR$pE6DxlD+unK$ zeelB9KUkPg3=*X^BH!A=9iYGPDF6a9nZ9aaP8sclwW(gaJeqeY{9R~!rnlk&Gy%HI z_Xt~K^Yv^HYTo{sOWE~nLL0euI)UlJ5QB|YRbd`|@ZoTff2z*>-KGj+xu)^r+*1(i1E}0-FyYEipw52dUwv0?AXeP8Y096%+FXLN444XvL=f=zf&Bpi1+R` zxa^k8-5uO4?1IT_!*jYtwx%`VIw_YIMgbx668izY%Jo$I*gJ?~jzID-+3UYj_wU{z zj7Y^U?%43ys@2ov`n{CWUYA)-dvNBZl6MK*GxHl2QnT-y-11Y+t>UFYaRT7cWpA@YL&z57sAlQBfnX*3 zcvscMv2f&$kA3?k8MWmD#fa$2a(TIOnQgC;l|*9caM*kXw`nI75Ar>&JWn~cXc;Y} zMqjk=?7k3PHWz#M{k=zMuCU&Ia(p=L>6-|L5hxP0&xm3c5?N|BxW=u^dDmmqM5jn+ z*tw>8h0BQ6AD;+^YOrMxgCFPR&-6wz*j=?o^IB~#$N)Jwq=W7u4|(V+>h+)#lsziS z!rC=!X{7%&W}{Gqm=QB9P$k$vww17z!*5NIdi*J!i`+TAUnDa0edoBIK24-j#l>0( z(Q!hRt9<#wV_k22>`(NPc}Gh&uO2y3xLp^lijrwjO8EC*NLRLLSzPvWZ2%I9P^_-< zQGM!_4$~Z3dx*K@k)=hUVln$)e}cBF^>=lA3eb6#T885mIEe9Qh4P2{5%A={YQA zyMg8ZT6X*P9FaDg%Okeq)u>B+88zdvUug6G_Bj5_dFQe|Sv8EO|F@H+$$6Y_y8!3z zn`&PkP}HjK&01zpAKaqpqV*MldDr7+PMwR{8!g*Uf?+L7>caTL?_lR&+9)}O!{6BP z^jo9AMF`T@eUW=El@gsVapd!)$i_$mI%7}-H&4SBzurgsb7pqdCc}^GuYVa&nDWwl zvjnX%GvL1tU}Fz|ocXP}`xO_)JZP@6Gx7zUqF-k!DHd0#xBv3m-z4YN+hCet`|F^7 z$G$+08E?S4vJNT*yH7>3B`I3PZ!%`vpe31hBlnLb!)21q`1^DM7j%SaJwzDh0ijF{ z_r~Y7{0YdE{vE4>=dGya@_lxrn3gwyUHzw>M(obHX&b*%>OKIezOxE_$h!RdCoy*96{cFAoN6?}=*!&#cw6artmjCc5!^}UL_ z;c-*C3&1vM77uoDlx~clZ9ts6>cAsYRN}Pd5`@GDX7{&vhxT4ymPZ|SXV3n8iZBoJ z?zvsu3IS&?>Wq>UM>)N~Y(&%A+MEn-Ea@&zC(Vgg{SaeGQ@_Hp)>`DsH6dHb3uf`# zTn-q)?ekPO!Gqs8ugcivGO5?B(rq{bi0$HeeMrCyZKrL-3u$pUpPtD6I*IAKUiGd; zQdUd$I%~Dm+wl$A=gVx=Bt}Gz7AnbQ4g&5v_VevppNY=Yvw;1Y(wV!M}|C7M4ZNDPBtvv3th7>twkvgn_pLu*4{s}k#We1orDi}{2 zHFQN+;2i&t9DveT6cB+PVLwIfmi0o z`bN_GhK#xQ&5z1T@6DkQ&hJ1(xTVAth5)*g5_$h%v(uFge^jaah10~h9M0N?p{%3@a9MdHDR{pjVloFznrP2UXjk=R_} z1RV|ErGlbknBH2JEr$oc+Wb|&7=CX=#poZo6=Q^@4)f-Pu2AG_V~>ite%7qzetK(! z*tD0vwqAUxKwdXc-_jdpXE~VMY&dZ?nve8}Z=iQ-1&mhk@=Bvby1a<(1j(gVeYH<% z6^qy3+5j&m%XQODjEv87yW8khU3b~?<2$T0j!Fq&p+M3N5m)%G2e*uUN6*>)kw?Pf zhnp+gH0peerfSxYjynQ-ofK9+*GF~T85@~u@-R>uSmDxIyenHMPF-sKQ*$`YV@*SU zm+QM98bCbOpur!|4VuLCa=ffRE3V?b-{b6FkmsEawHr{`fRApQ(695A4O1R=agWCd z*os6{aC~6xCccIKATmCbLanpC&vUJ{-fWe`?T*~Mnmj(h&Tx#I{!kq$OZE{uZq=CK>pG+9B`#3w4K!|y-fGhTw%36z#8&0tWJ#(ZIZ1!_9~skcq?+J zD!b>Wmcb5+ol32}C@6zudc{II`#JJE$=cdk@4+kRkRLh)xOlMB&OKObysEp!RYb^J zHE3<0!(Zo-U9&S0_;PXIqUN%_tv=QuY2tv~lh&yzw?{Z#oP$brXH3Fx@xH;m>iRD_ zR)Wq*Oy~LEWlR>5;LYmWvA7%D$2rX(eoljPC8@f%uyfseYB;N^pAUq2P+}MLYPQo} z67^x~8|@nE*SN++FvPxQs9Aq^)wMd)ei z+c@uI*DKqbA}(;CCwu)hB&ggvoK$luJ)$xEUbSE%hUw+JH5r6$!M?VA0FN)R$FP~_|6x|Zan6RmiVOHTXC%O4o*U)rqA<=rch#|?Rb!zosy&ake$u+roH&jl zqdhJhjGx52zFK^wZRUUu<$9a-Tygilu7LRUUISv*;Da1=zX!9CXQ>^SNcXdo1o`Ee z5xl=L%+i+?v2_}5bnRSO_yMny%HygrkRXYw`a{(vo2bOwh+SFZ5sVOiG*5=uZoCWT zJi8}!BGfh;;a>ywN<{YzLx??*6+d+BZu<3>g5oW8QT+}o>_hk*;ToMFMP+@049L{Ic7{Tpt0}kEv(C>g<0=TvZZ@ONW@{?)$ zqv+YK^k5&`eDAY1iC)2*t4#=m@+sG37NN>KgVMSetPL|9Ov zpP4h)Qjb9XjGNOP+!q0xmGQPYpZ;~z_B&af`jj9p(T&G{^SKwou5iFxSSg2u`wPh{c`TUwY3<{%Sm!!V&p6=xU-e4Y2~+uYBgdmx6X;9W;gres`%!vZUzI#jh8O3O^69*SLdL#SSyh4RimV2wqZ zX@PxykN)1aTHmVsHBGrWkIUa;-F<4H64vbQFlLGTBAVR%q@n^iQSxP))Fr<4H*41wRcrWrNann|xUjxyR zy|vg2`_L>f#<64#TSC{VKET^6B4~BStOQPDJHnD#@PEff&!1VRN#R~FSEpC~q=sWC z8I!N7G6eI$JQ}d&XC|ykjtYrocQ(%{{q>oXRZKf=lV_@K?7u{x*Q=zL3qBp)DYTP2 zQS1qFWA@aKgXoC$o7-6zrNX}{R#YZa!@9Qk{8Yrq?Xv%B-)od5Wr^FMIG~DTZzs7P zl^e4<*ZNd@;IP4DQ?RNFcP;W}8yXRNw;R1);hk?%6iYYbE{jK(nHGQ4vSRthQF+!u zDB(U7HR<22Z{=FI2-%%Xgneh)657B>^8L+9HMhZ;33}`Y0^;10--4j1)5@rKek}fu zFDDo7;=<{+>M#E2i|qiGK|;5iW+h&GtgGMF^u=qZJQUU_=?K%(yT~II#U0(-%KW>& zDeDK|mT%u%`-65dXzj;(o{uVNraqupf3z*n5_ZSp)9=mZA-EU|t+TT#*;1jH$IUU! zvGU*7?{@m~jatz!q-N=hd~l@hmRdpdN3Qh0sJ+g~iB0cdRn_Y}hBd+bu(gG+7Ihn` zKDYH)J^?+ z@s2)*v}zjfxBtM%YRDuj74t51U9MhP4O?#Or)k*xYF{YH^081H5i7m9wom&rYTD;v z^YO9TIqfOPQuVa~3L|XvKg|jbHOtXuyb3}q+3Epo;8OJq1+cG;{w-HHkcif$>@w)& zh2xt2>FRq#GDSCf$W?nLo#AN_XQo!GaWF>tco>(O!_@$5$KzWo*yF;yW|!M7I9f}S z*Nph|OWo=-oR-@g22>V(aa1qqT5~YzU`}GW%j*7->lK7M)4103X?YFa&B?5^CwH?O zQ}c^KkFQgwze<-upq1q1c~Sg~j66D?mk+Jsekk7(Ye>e|pb%}K56u!5=xw|0Q_c*E zr9SEZYvo_C8PrwDzk2=MnHO4MJ}+58^U*VV2kP%+rzUf)u-sn1e};(Hp5Qepm<@Tg z$(4CpdicksUlBlCHph?Au&<|GQ{?k?Z8+E6j?Jx0!5RwUW0F*4>kGqO^sm)2c)IjG zAE5^4-k#uE-y^%Yb?LWZ2iz}84e;fTL{_Qz>hbrf9y)gtmCDT-1yu0 z?3iVb{=}!z;MBwcRo~!g<;5z|J5lDj>!#K_;g{A-nh1Dxi$4Yr*aiM-k8@*H`_cok z&;l-V=^$>D15-?lqL*;T3wpcebN;- zjQO1LKq!?+bJy&@9ld6@R@i{6otRgAP^kFa#;OHte=0Oa+BIOCkP05N&IHrR(eK_X zmf{#QJ`e>kCU@n}2R?0aSlMm!UMC7Aa`yPXdhG<+^x=M3SHwSYSi?=GHvH6*Io_+8 z%P4Nn5-+I9e`K`nXz6;#XLM5O;(XY1bqC+qhI3+AxD2iz*BMW7qR8VL=%dpd@qk@= zQ)}v{v9`YD_ZY>{j~*&m#a}Ac(So!$hT7 z27lx#c1HR=;v(_h)OL7RWa z`Q-6#($>77z8=G9^FjIYpx|POzIfb3z1c}~a=K3F2y-qI@MukxDiNubJ`v-fH|4;wG%=cA{W# z>!eMP2IG!{FL_dPr^r-^qS2c*qX19dY> z?Qgv~`TJWA>?i%3_2O?F^)8-E$yw=H6W&GpYD`~zPl`c3aIn_5@SHVSzSnQhaeqNp zUo}}|E9i{BwALIXDOKs*iaQhJll!bIeh34aKVdXktXC&yT-F_bPsOJ)dT!R&8g3z> zmt{RTx)b{7Ier$nM$&Xwzw^B$-X=reMVnI>RF7H*F4X6#4eWrwox;6ypWzwqQ+jqc zyuN>NwZGq1F)GgU3}|HkId&RZ38%Spu?&5B7a*v?trCpjMNjBwm&?B}33j1($Nh5r zlf6IuN&h%U{yv3^ndW%|L5ZCGl$a5x^wj)!g*QyL)=Gofgr>TDz^+SS;Xw5wl9Vl@a`$yBr z1Nl+w>RP9Pz(}fHp0Qu0hjl=*h65~S?1$jY%c`=+rl(|IE#5DupWn6bojs2JJ<;46 zZPuOVpt@@CHEK9(QRiAUVTNpzT@K~EbH>|fBD6PZl=0C7dOstk>^FnskErL?W9X6P zFWx&Vm3t9{q;EYgcNlrt1Ns5@q!Mr`;-e<3;)e;&+VUCPI>NK?L4JTmUfq=>h^1NIEcA! z51PUsY9jiJ<_mR*U;mhCx9{cIKf1pvbiVce`*@v9iz7>1nL;v*Wa`t7i^EbkG^&s7pk)`0IVSMT%eN$Op6D zwReQgYkNytDmmUr)nfAbxMUw>r)y0DjT&r`F`~EX0=ng%X;B@S?nsfcNJzg zR2DRJG~0DZ^UCf^`Pp>rK|k~V_^E%zS{b|PeBtqTitwB_b7MVP!vMZmxP=4GxISt* z$z{gp#h=>#fQ*>QSxxC4hFt$U3=ZcNzoL;pjXRwHw?eq#Ra^>cJ<%N~jKMHqd&nBnTM}>EG^q*JnFo;!lM^)$@dNC^=%OMF?#v`!Dm87=%)=lHoira

j*>nJk8*eZjI-DM zTcNNj?Wg*vp-boC>u_SR;y_2LBl9|Y zkE$!M0XEH1zWQms-*VT7M$`i+N%qx%9hQ~CI9=zhe{kz z^3c?MYGQ9FVqSD1j10EKq~LjXZo>+`oZ!Q;`MpbO59Wvnk9KHOA%oG7eWF4`u&o~e zXq~S6NygpIeBGHB|6pUh85)l^EIT(x?#q{*k5rAAVZPY1^5Ji7h3;&TA8;LZz`8X= znpoQ|aDcqFG_S4LiX)X55YV-`r}%oloG8CU7nw28lM-D}7;8~_^)4grK=>!GJMjL1 zQS3Lb&05i&od4#v%j>?0iO4#-=lX0|9~vDRsZ=!iNIC(|P($ACA5Cp_;!4@lz@^V8 zPG*NBG9EQ#8KRXe-Wlb8<=|QOr%WumcSGt%P)>=Z1&ZH0q_u%Z^fMZ6YWC-6F7C|6 z690Ke`U+t1%S&Gpb6lmaFNR4q%j#TtxqNaH?U>mbX14um<8_myV?Y-0)Ifl4e z9-Se2_=(33{Jxu)lP@9U*X#;L51)s7Fyz(_1&{}XG#qdTb80jlaMsV+pl9)6c=G&Y(N&)t-IMgg$j&Q_T2py zcqf;swJ`C0SpCf^M;~GvC0{@{W{Elz65uqCe5u;ZJF`DxGc6vMyGGW|a2V?v^XiiB zG}_?ie81^wWCz_j z^)@`L+j`6@*EflHR<)&`+16ZjkZVv9f)dm+(u!@RPy~(pROO@Y+}yu7`rt7N^p!np z++JUHs;;}zVN@(gNt?)x&s{uAe1^S}g|{%Fwf?!U@V!ny&(D!28LvXR4`vC`-NtWN zBhP1*tlab#arOFXfGZ_@$R2rbuK@HeR9dY@L7}DT=3IXjTwFYKm)8bGQ_=E^(v#0o zCd`HUW(GfytQXpGr4icKzr55vp2cyicdneD#^<5$-Y|b_1v&Cnr(d2r94==RI5fP4 zSGio;1pawcPkxdz=T*|H+|W}2=}-QQYx`D&0Jy<9ug3tX-zS6Kba0#Nf4di^s+;~@ zXhQEiCug704y2Fq;xI18>ODY4IWU$!LJxY;!(LyaAM7O;uN%4Kd&iCwt&VKU1v!(4 zJ+01-H=(#`cJf8htq0XDZM%?TxH2d5wI90lx9zl874R?}iK}NvuYe)mPPvU8hnBu6 z$7)WUaDZaD+`>>NDLxh;Lh2`Duu2M{*m-slrgJ#uiq+z}M~F_KFIhL=A7Uj`>%J$# zCg=dLd1pOGyX`4{%?{N{736zx)~mMgY)?7Cpm_iu8D2ZAX7*L91Zb=F7>(zD9jvj! z_77#TTI5l9Z;0&PIzJ(>!rz74rhf0LW76A-&u*$$Du;`*Sv1@6x<((v3&A?`KkG<} zo%bLro?yPM++kWC|J^93Po=%IGZ$Kg)5_Z??VanC?RL9gJg!dPoxz*@?p6A`Hb6|1 zcEsy;Ga2u(zIdp%zaWCS8FoY+_N$8VNP#}L|7%~rO6}O_uRDjT*y3h2qc?r99W%7}csN zD@)^}4&5L)wmEBHWK}`Y>0?gQ=t1stj$m1MYk4^NjWuo4h<>v^BJPzx$>9N2_^x6# zDhPzm_x(wvuDo7ciUimf7+`1LNwIR9UgG>H+2Dw>e)CrB{eVDt{e7r<{YG?$a&PEJ zkTI_%y90WhEFWb!di&I$Je*{|QcqUnH^0Zt`3;?Jp51yBzcMr*VhYpS6)UINqV#vS zBx##BdBra7oaM=@y+?$Tt5-c%oTF4P zYn>_iQ5~-lD%f)RV3;TE+3#YHtMY94u`fW%pS3*K>uo`4fUbq=v)@g+TQC-}Fyy&) zW`p8|&R~bK6FB6F<7h|}$}ckiEkBC6>Napm=D_BhenjoUNOhaF)`IE-w_Eq<^u%{{EPq+*kiVW3+9>U#bmvZ!;Nn zUa;61(64LDKlnL&(qy(bY^ZmLmFNg^^7y<_qpb)u^t zh*`KL$-;TyS4{hoH5|j@F1}lDCLQyCz5MNOG%{wd<2A}(8EH)_mnS%In(tbt_*Xtg zmtSeD_Nj$gbOz7Qwm=R@NDDWgQZx{m>=94PxqR0KkxuU+ljT#>%^PMPrp~W?Qf+)o z#o)41Q+l_H8w*Mb*D^SEZywiuiGYILj)|N1`*p5`D%YNDdIbl8SLD5Gm+^YC1Gd7}luf_4 z#f!MwkUQeMs}G6cMbG^imCY32r%Tl)hqcs+pVQg6T1;R~#5WbS`2@{(wJymx$YRq| zZ+j8mpy5pEg|v27Iqpc{cCFDEiTtfM@v+6XY+aW8=)P_Az9u_?=u{q$@F4?^6G(VV z!7}pQ+UZY0Rk>SY597<|aHch^Z<*P1yd&^ngCz);TC#m=3&uRUV{%8j)Ibhim-sF7 z0Uk$BoGfMOk5oyD-A`dyV0j1XU=IFnV>GI=NMoN$d0BYQn$LXXs=em8a_(Pb2RvX- z75_T5E6t-q4jE>Q`$?e+>(;FwufI+ z_s}tWm~#lLpCbfUyK0&P%+BluWcW=JuHk!Ww&_fI&uE`mSL+@6OZw! zh$c9)`($2g_^@+oy$=+F0~#9s6!G(B?Qtr|U-p|tWNu?ZXRC3^o=gH#p6%D z$mZ@P1_w7-swssuN}E503m@Zo&e+t<8~*pC*Vx^BIj7+1mgyqUvRs9O(Ys+Ri;Da= zuXxj=ds9(pCkrEEd&J4pv%kz*c_=~DliCZ2X6L~8NOfq=YtSN(@GD3tM_&``3_gSI zxS5cAaaMLlPsRn!xX=xyOP+S2i-(Q-AM?5`;GNU6T3T1_)fbFh@mto9y#YO$q@5L} zSmJZ>H}@wxaZmqgJH0<@}>XS)|}kzPjLB>skF&CE3Y@5=iLttZe>56 zWu~c6A|S*78qkhy(5K?1R|w9V>3iPlaoR4IkAeUPFm`{d_3|eK4C%)Qoe&L`y`h;`<8CQN^K|Ju^<$SARvx;)Twb&M&*kCJF}W|%Sya5| z2GX>GBVq(@%ER3?F`ZEkozkafgWobg0!}%sv#!Udacg)lPcO-{NB4_%=je#BE!RE`nm_!#{t^+yH4OMS{s1oo!O6ivAFXg>7tV$BJt5-NaB(~vGfr%ys%ZsW zWX1-%5RMwEY{c*BT703qW$D@O(Ybl47!T-J$*IGMjTZ zOFu6xQVu_OVo)C zd+KOt)4`{SzN$hm9N84!*mYDbbIvW#zOuoY>%TM{yRMZ_pP^6kq-g;RM!VJZutHs3eIQ3ihM|ha@$6v;ae{$1g(i{1vUnfHwcX{{wg*1A#pJIH4{Ega_f~EUcdWWiGes`L;e&q5pP$a@Dbt5 z8rE-3+fQb58d4+u@14N-qHK{$Nb-McM&9r<(!Yqvu-Dq&mZviFDjSADc@^nIR+}ly?e;bjZzbG1P(PmzvZ#Qz9HqeoC9u5^@`W1x8mWc)&uq0_RjBG z%S+()IX$YL?V#}b<-=2;QuUs|mA%zI?;Zs4a8eG_zxKP9$655CRmb<{X{`h73BZ4$ z$7uAHfa^}te@$LcU1*!JOy5H{JRQit+HCvWvH~Wb_K(>KwR=}}SZ`3binZrIOU;?p z+QW&__R>zPy^f9^3FdP#60P=gF>92%y09|vzTwRq+lq5=J_=NEHh5_d$Nqfjx~q%@ zWxSYi-|1>FS4P!p$&5*p@@ivLu*t7qD2Lx;VXfpk)(hRHSThDWz4h!sRM}TPqaT&G z@ojI9NPdCnYo&Qq9={T&`8CI=H>gfAykeVo`KBnF)MYiK(eu;}S-^>!EW8M{eE1ID z2nLr+!VgrGfP@d!Oj$ZmycRuB6Sv!*ox~xEqGS=uu5|ZrMz4Wh(IrQ(BB*ec`f&f= zyelpw-tmXS1c#f>yhU5TM%UN-x=b^phbvo6BKzvPIhqtvi6LIu-e+^u73$QxS#`;W z9zvs6RbzzhQJy2_UM7a4^iUZ3D~&9w_2{xmk0UkglgX#k9YAXOy54TE3Dhd;CtI~O zc0Yoxn-iby8rWmcWAoNVxu+NT4+@d<%9Eh&=~|e<^J@*dX{*U#s!9fgsJ@bYIrc%9 zF->JLe!_8B`BE*AW6yZ}NSTn`wa*`k7<+&5^;>vfe|FwAD%KB;ebgH|+&tIrkj=nx zQ5Lq#URO3}=<;b5*vS@7TFv%5e}!D@Z9f6z0Q{e1O5?ukthiI6gr26|a-H2v7T0UC z0bSU9Yg}3ZtS)T1&AEHLuZ+WHk};v)(6%CIm%mb>uU`cum0|;b^$_&aQ^V~56;TK-l%B6!2D!D-x6-<-VESBG z?H(I@mvv#HnBaTNOk7%j4KjO`RbZ~3a>6xj!fX<4jX$P&-iP+C(F8VJZE-qG4-=+A z+*fAl?-*cMcT}q4Q(iVo(eRTF%b_7X7o3~Utr$f*R(U3*m5dcoOCt;U-I=?r!{RZV z^nYTH++6wc$J`LsDJ}GTJBvS7GrxEp4EVAY`MS(!Thp9IjZ3^h(BQ(A{h1WTXNEc5 z&@O3lsBH1C_O;9=0hFqx{kx@|O4KCn=fgt1rl{qbkt?}-0X74JcS^RK1t!R$qZ)(2 zB)m2`Okj^CiJ~lD_w0rLOU+_KzBsTs-$0Sa)5~WJM zmdaDTGlAxS4iZ&iN{$Vf+LX2F%beO&nSl5FCO>HE8*g4L_K$%LXY~Z8tFnJ|E4^$@ zSMY-~DfH25;49B*OfpZ#`gEZco;yzEW5vDsj$LkDaP*_n%c_{4dp7bJKLIH%7b{E+ zi+}ara(20aI0+H5HJ62h$5g_oF9EzYsy?0Xs@k?%?0;GxOTFf}RJWEBK1U!FzVqr( zp`Tx;WxD~#Y`O~mf$7Zz_%(FX+scxZ-;tJcCMKvbTe(n|+|I$-b(`re_@3&oUE!~a z7C*_i*h8v5{REBk{#l?NP)U;T%97=(xypi+7K?m!qfm^?lMK5hKn z+Nl{F!G`d6Wmp%MT9lo$`)qxEb`)A0YsaU2?lp2{5P>3*J-vaEaTupc52b3GrxR&9 zrZ?t%t8`EER!B^-`(?O$;8CFjUSLbh@?H#e)m1M4dy4TlnC4s!l{ffi({TiFQSAuqMh+=G(-(u^=E}WlsRI2-$jf(Xp@+E*$ji1{O2}gaB1(3^`{qf zr^P9N^b-{--Vp3&TLY9@^2L1>hN=(or3s`rOQ{hY^~L=&A6ck-x1#y0r+`wD~o7hne*4wIe|Oa?F(_ecn8sru{NXG z(bLZdm`%9*W?>+Gk@bAG0_Cbj(@$*l6$zM_E;C9Ls2q0OR?y{?BgPlN4+B{=7;Jz* zQED47H?k=jioL+YR%f+9W4}ReSK1F&R7rHiO6&McI)CNAazjea&;7K$zDx&&ys{cj zkHD5)SW+!o!8*Wg1owmay|})15Z*PEaD$u1Odi*5X>uQ}+MU@gY`z}*$6qZzWq4qk zlRbQyzoTGHYTDPrye2e7rE-I0ED`*cQiECAV&S`S-p+!%nGr zR!75^4lnPzWqb(kJ;ya>UDn}RW6&`Byu;|}747#s5?i?$Dr82f{+Dx^g0M566Lo!^fF zNGcEy|50=% z>ZXEG7`_&iA)*0kCL&}k6%~>pQknMspLK3vKhNIm`v0}Q?|l`Ks>=6Bn&&3oz^QJY z`BE=?hPxZ}T2vS3O#ItC;Q|th#w6;Idytja$c0tRb!zf^y~wX?0hpHtpGh=)+8DeS zJFP0@BDG`nOLzHm|15N^;M5v^@Ab1ELr49mohu6Cjj}j#H$bn#D}zDVUcTbvvABm= zuX;_?b;aZx1# z!preH&w`+^Y;Nb)wR22tkWk))7CcXLNx4BYqH1AmnQX(On*puK)-o4gpz*^XPjD(u zG~S#|wvxuEqer*4^O=r6t*G45-GlT-j`?6<|ew0V6Ni*iNvDJ3OR(B{l`WP-Re8YvE+}u^|f@JtBa+*U^Y9cGd9d< zf4_a&45a-d(=Kvr{!7;y{BB-K5|(D}16qqWz(PH}n}4+mN2b$FQMqpYd%Wuf&-!A* z$=AXA_FGiyt+I8WFZ`r@qF>YmnXt`pvRGY9yFq@*NXrTgBtCASDXpKA-Qm@}KvI%o z>|i)-pJU2g6bW#~G1c-&Rgftp7Iq?wxTnFHW@OVKtJTNfn zvO)STjMN_OTkXVkvhVHmz7f^>X%h*<3#^0|R_`V{vrW{ITNe+@JT= z+=eGn+g!pM628ifg1-(Bz1(?#=U;B%$xSYPg>yry4}0nUoDH`*jf!k+ zTJ?B$-!;(Jf)o(|%S!Ik+U%>V?q41=gK@S3oBuxM~+$cmO%a zmdNSw18jrJeL$Fd6hKJmZJ&k~Oe2ht2ya{`iM*cF-2K_VkhR-U7;lK6(Ol);x&Ik1 z<#6hU$AdAuu3v-7s8#z$!SaWl*oC$Wn;d`R*B?Oy1=s^Ajtai?ZMCzz!o!5`0A8&%Im>Aq^PeR zOLMr9e&Mq=S0yM6Ls45bH<@B&rP7Q}SL7plb#iUe+CM+b~we~gNLsXP0BLS!h@uxJe62pPP9-f<#*0^s-K7B#g@!&mH zweoc!C*qSlYanematz;xp3kW8MFY4ZmyBpjuYgu+yJ=eCo^QslwB* z5X|-Y(LuKR10zAGR&)CdhUnxE^}&&aW3M>L?UaY z>6nJwZ0G)HT<0!gk(&#)|0BXaZ2J2*wDu&vkoOiEeH%uY^X3`4u+8t#IP8e2UUax1 zdZ&Wmn}I3+%ngxStuGmraIDkfl>Dm2t#A3S#9id{9=af>?zHO|)*ilRXqJ1;pD|J)3p+Ua`{7y{><{FfvGLF>t9A6xZE0b*WmhEs{rVh z*MhlFUEK!rD%)tez$JXH@{je0$SY|8O(=f`=5qj!dGq^UIw*=8Y$xa~-}h#5*=}w# zXO{DTA}9b<|}?S}6pm_EO@p8GHtTWOdtA3m2ceviiQePj3Y=>e#+i1RF4&Y$P+ z2zPicgr~8NU(bt5Dh!dX;v8`~M+;HbB2K5%W`HrJD*1fK_DZY&ErwveygsvlMBMz^DnEU)?`4Fw2S*8+g{Ki2CI6`^e1ARA#N0 zOH$SH;G?xa142G%f2}hi$KUpfozxnG*P~#MmH4Ttq_-#Q{`Nq@&OOx;cg#cw1X#dH zkZ`3)1w&5E ziu@L|fiX;^u;H*lFWsq~Had4&wc4|`zND)5WVD}D%I)Rx;(pQZByik4$ojEq}tnY|2;f1i$_Ben)vYHr&SE z-``%@hP}c3Mzsm~raH-fQF24~<_K@$&|l6Qd0?^34<6Ua?T{c@VX^m-rK`Rv{k1#4 ztU*~59_F(k^;N&TQ{%jCKA(DIMAWsv#~}S4Juz<;ySGbA)873BoyZ_;e^bp&R1c8N zG#d&ZA1#1**FWzW<#;jKE?3(ZVkd{<$KRl@A{@s=T9!hh%D=wPqt@FDTnEH*+O^H^p zxDQ^V(PdZ_a`WENh8fcR+L^R=-&Sp%D=+Iet%RFy*ye{VUckvOIqgp%;HorgwsX()}KYxcYu?tA~?yU5$At_YO0<=+}mb2>R_>j%an%558`%f?MY) z7MsB=X>||l@1WBJ@b7YOWyOrn&*m>aUGlq;-zU4nrd0lJ{BC|4h*-mZHgY?D(s5x5 zJx5Mrol#d78g3ZcEXKQYSaHs}yb~-}g}2qa<}1qq_E;1e;{#lNbvosq^>91uLQJsk zTe!2?(sndDa3_Tj2kT@Y7>pd?gd*%~fBn)DjzBnZy}aKDUnXX z@*Sw!{-Jb+L175+znKR^922IJ+!1X$(@Eo%YucqRP{d4gc63^eM<5`%$M!zjW;EY5 zEtUssEnFcz|4L_%EkG>oHr6gg-y8298cMZ$ov?T%D{LkM8*MLbWe?z-t=i{CwTdIn z>IJb1ZE)q!dzWVQsPL4R8?;d_RPf*1sV>P_PLHLXSOXze)uMlqj`4Y#zhF%;odT~PjJv!)NvyAX_ zh>vEa0e4PuRKNapD9MD5M5D3JALHXvvA^oycPj7mQBj)7VM$Ss9{`({lydF1-Y&b0 zry!jMjMSFP;iMmMM?rzV)%I0OiXYbQ{c7v#owpAiT`AEyL1o#zq{dy*Esq@eBykTj z|F>=zmw+}b&I(Miajy6I3v>eZgF0u#&E+8|6XSWm%sr*B;KQt!L6fi^*lF$?rOxg0 zDTSa1gM+<_0S4&M0itc?L_1+}TIjX9>|f2ls;2&OL4Hxg!se%d*W0Id<*XEM%9^*& z4>sVM*asjcjFIQ<(*MMkp$%gT(wa12nbHO7|g^hrnj#RNcuZ@G>tot|~$CFl+!W|4p55guI_tHV>;AjO21wGx> zwgY96dvMG3exTovZiF)6o#~O^BoV@X{rHoffqb^Wcd9B6 zKxHkdWe})lI*f7>^yRw`AQV0iuyQCAe^Z%w3`DAz=7W*dz!&rJ=~R&aaF8JgVwPT$ zg*t#J-!&VW*-%a6(c((Cw)9#@#uegiBGz;46z0#rS(yxWE+PQj$Ui0H>hoCbo3t%Q zs!hrUaH3zz-j<}xi)^Ab-u|+9J$~{4jX$jC@Igv!POFj?+aW$iUZ@N%hi#&?o_);O zF1(vRqN$!*pJ%1@H4Hw><)uU@Qs%GJi-G4$`x^vqs&)s`2}%MchzqN(=<9j@6yDjb zxcPQo?cl$zv*SDA&i1}*H5fGq`v;!y9r64-Tsgz>*cyhvSM4 z5@$}x)*X$UwtT+PMyyg%vX zlc^mKpGEsUt%bzZ5`r|2#qQ4ct;=RfUJmG0>tmMjBIyiE%BCXH6?~E9(b#}UUK{GX!#kRM`2^K zdSXbue-(Opze+8@D$ZYGMUt<4RJ0BU*u>4Nhm|P&Rshw~wY0KA;h;!Yh*$rlhl`44 zxVaaK`LBJe;DMQCYO`6^P7M=6G38=?b~L5BB+NQ|{R`t^ijX^sufOFvU)WVtj&^r~ ziD}BpjyI{$em8(j{~P)XmsQm>FZMxqFw4C>WPJtGqw{dl{~nAM@<2 ztnIbQ$XX0~gc|b?0fDm}nQv{B@VYqGZm*+odX$Qvqc9gydXlw1v}l)cp5-<|cU7y0 z+^RpSZxgL?%?+Xx;mq=*#4wlBje43d#AWgdNuZ(OgzmDBf_tvK{wC{J5^S2UT8MR% z_21il%f0U~nE@AdkT#O()XAS8*KhcqH$~_?PVZ-6Zizf5H^%FZxhBX|FaG#qqQL$; zOQXenis(xdd@nU8o0MmcabFI2wgC@cqEUv+e(wt_gb#ac-O7Zz9IqBeN?7NlZ(bkA zJPabXNiSFXW(xxjj2k)uaoujSmF#Ivh#v80pi(vCp;4FB_>^z1+W4@{EeFZtJHw4= zeMN6u`}T6v^YJ&B-@CVLi9{{^G4Gvn;g<=$O{M+m@^JPFS6*R0`F29}_`^yaCAh-M z7$G?t^F)a#hRdvmw@CO;7oHSZols}HG@I2noN(9{qP1ji-gr!g2?zfy_G>eG!Fk|-RBjH;c+Kd|S{R$JXiwNs;cxv-8?+pXrr)oU@a^?W-RkZ6K*07&JHv6$>wKq`zE7 zeXO-pIs`iIJxHV;=qXxCx`<`kFX!(ll#WX6vMg=2P4pC3%Kcr!u)1>0y^Q7A0y|8# za|uWh2r)pqUtKGI<7Q*nx=75jNiJjKldqCLEp-dpb3nJc7ci&|^%H&D?`^R<8BHu> z_8p-OZ;FT5MAB5lBFfLoULAeX!n%H*Pj*9q85cIw@A!opDU_jLn)jfr+TgiErnoU0 zsr(8Caj~j}##?>t+;>JS+5Bn;_2F)rB{5>uKd2{gn)T6RQDoE$GMdPJWDvJzPo>g5 zh|c(mY(_0W7{<86gqs^tnEVAZtEo(8s9NZ<=UlJhkG>$6C1GC+7fM-OOTPq1Rox$29L)X;ou|3^#^Ny*PBe3p)6O z_1SXm!qt>4v9Dr@|7FXkiP$wLT-Zb2zO}8~XWF9J4P=z(C8Df;_qZI#HB8!dSkO!6 zYdv5Z)Hk>1`hkbLvSziDmC5YQSFZ1-PXOtlI&Fi7_jz@#~A;`0NYD93a=}pQl@P6`pDZ_J?ga&>7%(QdT6E-bB*80zOEoD z`6(vf=XXrzwv{5x)(TZ5v8N4X+G#fwBV}E|mvyLJoN64l4)Z&a_ZIWP;6~c#pX-is ziFeJye*VPwN8{J|yOX<0`_J20{34*1?_~6Q<&hR55w!Wfx$4W9^w&KSs8Ep-%c6X2 zs^|ngeCHzbq2|3`YgJHd#RBw*@4IPs6#8g7;vQDZ58IRd`q-E8jVURU2jDVZq*cbA4?l_vYp)e<(Wrv<(uRvr&nT$ zZiB_;*(p!J^a60zt_}kS2>(uSMH*qdF|}OBNq<);Ln~z=-LV@;i>I3m%pR5MOIOyX z_Va``ClaPBs;sA-4}E#M&po`;mGW+(?&nshN5ZyU(9k{L4KY0k)vT+YGjxo1YMXsk z&9#`dllFQ$Z{EM0h{WrV^A4fK)$3?v#SoJoqH+%^U)?=A;1Z^!Ij3rMwrCtK2)%DB z#gG0N9!&c*n6V4UV>S$v9gEw^I&bJ-VY-`dAE;RD#yYqEDy0?X3jsvS-wRy(Pz*5@ z#>!tKJxz<>$Ft@}3H+62PUW&Y!9s@8&kHEVQ(89#HDGY&W|ZE#y!x6WJxNaA7f(v7 zNT|0T3#k4a)0_ShS%|_G z5;oKG${%u)Qs91Ba_QPP!s40@XYygz>=WtL?7(x7m5?khwq@kE{O8&Q+I} zqwZiPf%)|seJN7x^quGv{9KJe?ILj|emtFr%xU%aJ56-in09;pDfqvgU)#D3 zf!21I6wHi!a8Drg);pzP%xCBh=o~oI?^c&_D2waYSwQ~8NI1x*c!dX2VY-|4+?+Gf zM_36Y;MQ+cSDjDEy}|}6?A4<27&Euviz@1+S&dwWO$2-`d)Uxar!321pw*1@exs+Z zCL$HGZVee$>&0Xci&>q96pe5`$nab}pYG2hq z;S-6S?Pb62%b-`yt@2}PC|+AYF7>UZ+TP~hK+ZMO>!|$nbg#E12yiE;hr^ai5ymeE8^aEd-y-=f6l0|h@yOjzX7%06&2DdU9zO0xKaWU( zRO#QG??>8yz|7`rT~9r>-JEyb%>-;^{ff7IWqo+$qPAT{3ZGJw`W(B%w_UEAtIaM6 zLA_86=)x9A>o97T(^_v)q9YbNHx4)R&;Hr<0cqxnbFa>o)Xrv7aj6@=L3O^dy&t@T zS%JH>S04Ua;=T@v7}`n53A)Si7uG*&>pOkv!rQx%pylIy=o%SHgO-5l=i0?$k1h;O zr%|IC<}ULdkcnQI+4ZZ)WVl!g2*`%2F!CVdx5XEcp+s_sXw z^TVIYSYGu+_$9%?Nr>t8_T85cG|-SImysV#`{ms>x~?;nxem6(EuYb-q{`vt?=ksl zN;Hd-UyE!~;*s4xd#@0SdcL%Ne^j9Ot%({IW?XD@k1n*Pd(_6uUWw`*O}>u$U6Uh`vT zq4wauW#m{T?ZTjeHm=*-%(`7}sV_OceC)HX+4`l~Px$M;Yo6)N%-36Q;84#4-hMrJ zbDH8w7~*vef#-f{mvq)9{Khje_1uOGE0EoN{>H^w{Y~JWc&*ya@fMmJ&+B zcR5%2gN4B-f3M+$aIgQN-O{&!>20A{k(S@RM^#X7XpHra=;pZ{$4-Aki9M8oxy@XrNh3e9!j`}4PNR;upNni6}@JJ@nA*<^hD z`*phO-=w#%9pRAjK9PHZt4jlK*YH|Vax2w8u6)*u@+d4yEN8t|@6$CnpC^NCdpUH& zJHO0{xU}sJs1+W;DgE><@4#L-EeaIXNk^q~Hfm?E6MaAkF+-lxc)1%~q_G{clVkny zr(KF!CFiZ+>_485E%=B#$M9nnTjm8X!A!aO3kgE#h6{1k8y$oNM>_sWv<|kUukfUg!~K+K*sh{_2>K zF%5->x0?7_bb`Y-;FsrBR8wf~h>sr%KkwvLmElq?E@ebdZ=3wvKODT{(6|<6P|;C8 zU=~{5^qRhH)U#b(Yc78}zbY1Pm^W&% zv}{yLermzG>mYIcX)~&o`W8f;Ypk-J`tk7{_u! zDg93NQr0?NwPR+F!%ryv;RqGu4OD2?25nsAu86R97`34un``F=QKmmD zm`>%>ln7!}e)*$3mYy=1Rv(NfkcTm@RqvrFKcbERu zR&K&1R@lw(PxOwuemD~o_s*@f$)i)dc^>sTD7dki)&HVRWegSnugJXTvrpO70(l)B zv}VS(+YcY(}k^<mrJEk7`AKXF~j|tL*wFuxlTu;!_M1{@qv|%heDs?{@c_*;=0nw;Tm%&`;p; z2X#_%&;kt}Kf9qYaJE}p?Aw{1gh%}jz-xo|?2s9^LYO8bZZCbJdtO;WQ@Qb9r> z>NJNKfAi;9g;Kyiw-i^LP`lS&$`rVm-051~3^Z?H*)s_BHR&9vutw#$;wx0fbgzn`$S?>lN=pG(rQ4zl|1aFf~WJ5hW zqi-9iSxi5vYH|W@o*Yyjv8xp!P?k~yr2f(ZGf(+#^7|z=z;JQdSqZC$Yi+>px5+22 zob}njd$!MNb#i=?-$nDWJKAr9o)Q?m2-5WKq%MVl&Xrcc} z=Xh8V=AQP>EtYIf9>Vjy&PL$s){IZ32c(?8wgUC2sdLqb- z0E*jYDdl(V&gqbh>Z1n&0!wGY31qB@)mmKA@%ph+u5_FRQh9bYF~$X@q{28dK)S-MyMxEwcMZpYn>c?e1$c$K(&Skt-ZM+1SBB<`2|({tNSaGLDWb}ejeova ze)XWPRh=WC%-u{~pPPnm$+YTcDC6kEuMbEl5~rRYE3+S0)0X#fv)iBH{AaSE8eZW@ zjW%PPt*@ugLhsQyNt@L$D?iUOg=YP$Yz9;#*BD=KaoYo-vzol%%cl=xBc9@5MHtkr7#2LG%rv8}T&0aI5(vQ=)?(`GBp z*>Z|9=!=gp{##yQm}*kcl7^(ojVJq{s7ZWUBQehf1MiX*3GDn^Ey$`EMct1cp^o3Lg{ph*ft(*OveCbePebsCc zT>k5mxE)f1Um|lGIr!41eO9rzU zRKE&(`Xi)Z$076sD%GuBH$HqA4avB48rVBy+?Y)yra0=C7r^KP3N*}0bhXW2?uc~= z2Xmjw18=ck`6B>&kyg8Aot}zMbA)|fdTIJ|=|NuUdu^wf`m#&gT&@MkO|LeyGf#X) z_Q$Cs3#24QujhM}qGI3iXxh0v_nLNVD(r5){{isk9cNphja4S+N2huHl|J{lRPNio zWox+vFu|g1ye*2TzNY|XFRy<1nLYmKho4@~hh>Tp{NJh?b#S{Yrr&LEl&d$ds2c@; zPNR4D+(=PgSWBSoqu0)?E)L4*L+=CLcg&*WdN}y|oZ#0iz6@LG4OLh>65~8odu9}^ zIC@s!itA8qeCyZ0!E_+}5P_?bpu^OQ!G7G)9QD23agE+hieA(bm5-X!dnvCIC0Vu< zVW{l{4^TpM`D=@IiD;gT=l-Jl2ebvv*2dB9@;S~n$^|4VD+0jYon{$cJ4WX0stFOP z2Rw+iPy}j`VF=4g$etDgkV@t(ga_04yfvEg`^^U!I-_Pr6uF;O-M!pdjAH1;B(4b8 z8dX-GOMbKCe|X?ehB|4kJ-d<09;P{;?J8f&KSGr1*Nyh4R0AfvA&{MdgY>rTk02sv<_9Fu^_@D@Pcl|^m5?Sj#=Lv{q&GdJ>l{*(whEviLfAQdN5pnrmE)*E7 z)AQTiqQdOf7@g>HLMpd{K4q^TLM_a}P292B8HWnqvwLqXG^;1|%^0hFOWQ)IfQN4V zjiMJQTiMjZvK{e2zrG%ARtLj#nBnMrNS^KH$w9Z*1v@=-kTRDUg_^`V4URRzw;g}$(EeG3I|H97PVPYsJU-3QzCpt9Wr zXzoLb4hq4}E1sO5Br?kd<9;tn3tO4Ac(pVQ4@nhjo#wYg;tR~=vHQa1DB-re?~xPN zy6DnWyDK^E4nP!vnl$gPufCY->)N^vY1OvhNr7BvO&fBvzR5QpY+!_Q$br`WQFET_I#(%vVz*>8mK9gKOt+PQ zg3gS-tL*bSPBqa5)_JAN?Se9}+S)UAo?9Q|F!dREE{v1p56c=i;kLiE$H{!b*Zm4q zWjjfAgvYYFX$(#HuemyMV^>*6!uaa;E>>NM>KimKcH30py8JQWwppAg=#=C^W4fh7 z-P4^KkIKL`dvn7-Q_e*9R9NAG?!UT!Ft(aC>*nrMPvYvCs?4Ew%I865LKTCjXyo(F z`WJMKKICZIp#qn($+@pVym?Dei^67LRiEYRri8cDtc7ljdGrA(70B(i+-9(az_HgF zU_DSqlveVtCS6xM8){N%d6b9jPH_hpF{$kc1$>c84NP0z*1>}M(DbL4Vxljt4z6eY z4fx7-nn5nNpTDh4HC$<<9O|#&i<`#1DHwW2<`p$(m&}T}X=^np1hT^SYsyw{q{X8o zw9rMEz2@G*h=ACl9K&n?&Zfrz)J*WIoef{??d|_v!$I@1T<7zJN{Sbj7nquRwQsZV z9YWjU(kv^T+m!CH8xO%GVGJDz)M=^I0{6SG&B6$hKK4RMG*?fD7q6#DUeNA_T7%3u6$o` ztErTBp9s{6N38msMcF4E%tujlCLkr1KB zA@5jshPxJYNf@MDM}$4WBtBX_M>{dEb^3$L>^ut_GMF8m=1Ak;@-Qj|^O!Verb@&I z&GR>DWBnP2jbpiT40`v*^ImR>+x?+DEFX5M@qJ|aq!pi=3JifBb^%jTq}pY<6Zm~j z`BcX==qO&hxt2on)moP{`L=~J8r}c`8F0~sY||}uO$@uXUFO#yz&BO zJ}~coZolB=)GYoCrg85S#_#og3QewsRTI4zgJSq;o31~9B;Ya{0~x7<8u9XeAxDYk zQ|7X+?!=|psuj=04r`y9N*U5ys^_nmv=OOc~G+tF0n^b?997rQ2p*&bHmAQ?H+em$7eAnN@!uA zK@K$2F^~n1sqZy+)O-C=^YW6Y6dJsKXO!hw-S#_feZBNPS1zlgO$i6e#P3O+ch{EP zFcJ&tT6tsrRc1__n=Gw#2WX4RoXMhUm$K1)`S#m=-uJ_m!Jov38uupc_I%uSy`NuY z6xValL<8DKd9a2~9Akt_6CmVmiqkz54ueni{kJc9ym`iM7rw~F1pvawEHh7DgS3#0 zjN7&DI#-_mKplNJcBdevT*PXZ*TA=d=;&KtvfI}rKkol8{_ynT#k}R9Lp4S1JU_v& zBCfZF{~2`;C)sQB-*$YHn#G%-7gX&N`7t?7k1$pP{qOFwG0Zq?3NJxy0{-RZU&FmV zI3iT8fi=Z$e_ic7l4Ckz!vdH>tMB=VZ_%f_*IS|wg*tyO;iqxh&OE$>*mm3q58>9% zq2NrPWe(APZBI+$iR!^%!j-PGUc38nI%&mTY6xGMa);HSE{n|!N8({+v;3+#rj06y zVbXruYIGLwPqm?qE8uuD_h;FOnNS^W#EZA=nJ+AdHOe495~&Foly=o-?Qw46J9DK^ z2Osa~kEKfUw%u=m+SR<7C*mHwrVA9qgi1BY_~-F6n$_+@A_56hGeDtwbRRp*p!IiA zyB8W*##Q=zUOg-A+UkM&cq%sU>2PEGJ?fQS2hd`xzy40&m`aQHdz#VriNF1Y&h_(; zGLTsZh05^y^kVwE{+ql(7=oPg+0EE40)XgF#D#r-@Ahm>3zuH7NsoW|E>=PdXH*X?y{w)|2mtfk0_*h1s-0r-LT_l<_7yurKSn##9hQupY5p`puu z(_i{8I~=W=iIpf<6flj?9A?jqpuyY>$KqTtv9^%O@;2=cX)pH5TPBQhoo)e;QZP$f z7Ndt)u616wH>{el^WVJ+QKV^f52@wdMWKus(giWKr+bSDEXx*`^YqQfCq#*0X*ce-% z3UY}*hTnVORwG#sUMu}QO@B0nMceJA1?uYwx#uG@2Q1q>{Tf_~bnQn^*S5=gS^dt= zd#%S!(FPfU-saEAZrZH8?i4yqiV?35o6M9E#F@#-R4!1TbO8FpQ}9B3S?Lp4&Gmcr zoxLAmXNooY?rV{@cjo?NxR@9x`Rk8XT^H=-<5GC(-C@&tUE5}aM-x)P?jJZ|5s+>r zj+MBxcDG}9>7`>{iwv-v<@=zEH0<$KiEh&}1V9F0;aw)uGdfOM5;ns1=7O?&Ce!jJ z-O+D0?g?*LNSbo1ueqE0rb=}7%5{G*re5KfXWV3g1>rUxS{%&B{XF~(>B9aVtFw=RBjFa$#n=J zCy;+dZ+tmnFJ}%PV}Ib=kG}C$tv|Z8V=ralTe*g{!rJ5u+=8oo=xBLjN__eV!szEn z?|H?Nj?I1izSuZJ6e6|Vy^1SznC8O22?0wc$JeZ(d`Y)-uh16H15G>48O<(^e8EKe z##)&UsGi$Invb^Cd943>=vUNFQGfWPdJ|7O+KeWCRloXbE(fu~Wux;>ZQ_^5lg6$; z^DyYyu(W!X@~pHDNNH@jryZ$i1urXxn~et0Hh0r$-TQNutLz4)tU9{S{hP_t5{ZY? ze!pAcHr3f^RH~*e7r`?yRu1~tCtePyFxMTBFshlZpA(^fgYD7!SGjFzCnI`?vKGyM zgS=#R`U`gqf0)nDS$lq+G!q+}72#suNXg}VxEfqX*V`K~ z-KQ0N^<`~YS7b7{JWbwp9%%zuWSHP@9uh$L!v3aPq957dH3#D953X?!vtRO;0D)*^ zdUUnhPrtu^5=Qa6RoV=4xiN?I{+bnd(XGsCtMRw7-9_fxw!|DT*I%P)wkytMi7`ry za~t+PzaX3OucLd&j?ZG}S2K1_Txbt+z?V%P3RCvolCa;j=tv4M8EUzOiB;yf^(TF# zTLro1NHE?MD@0CrKcCY2S?d8@9z1T{rzSdwHJ5$O{rR8+tB!C zuaH@5s*BON%~^v7J2o2g*`GMd)_KO7Y4!Y0dY{^5=eiVJP`E6Ndip#rfKAcEpF+Ed zx%t6-y#{)Y+{^V0A`QbNWtE%LdX5vfbw`!aqm@g-^;S8*OYL)8`W&66hg+YlQ!iKg z`pp6}5i)fJYq-^{eOYSX?C|! zo?gAzttv8%nlzIa8auxW^s`&GpwKBKi=3lXnG+YQhe-2hGd`>u*1hvbmF&}sK2x>0 zyS&@v^XvZx=9w}&*G#>ar(!Cjju;M3jOpEHJsdP7i;p9@XUu+aVm>)@Ra!SstpWCjh2V`~VEf$1^3g0f(y3!^>@h#M z%^x4;4MUBCezIbyy}%**ZL(?-W;LCFTHPBuk}%wbquyU|+!Iv&ds`p#uW`dJVY5v) z^%98vfY{f36&ZU&l-W${mR|Xl*oXSttu;36QJ(tjlFKo*FH4I8Q_XJKT`~Jr#;lhw z$2eEZGtL>&+wM7sKD%uNIN3|;T#GO>$a((JoSi*?SLh?BAZ%3tD$SxjD_#2|^sauc z>u2zxzuM3qk~jUZK-m`l3D3=GrhdQh8tv8c5WtYySyB$Zi)(yI;yfm#&TdG4s`*y= z+5K*TrkLhhOVlh+{lXGdOz)&HksGXPc20CkR0dBcyc@HZzOXAHee#xt5h=Y;r@1ag zjHAqi=lx0%b#GohF8yp!^$t1p))g-+I^TD%Urf8nE9ti{y42m9ygqV>vG5}u=aKCw zwf4fd{2yh!OVN5UZJ{|Al&ThWpS|b9@GUz{N17CC#MhSiSfyJ;!P?nCs(jK`=76J> zgQ$?TNeW}FbCV}`?M?m^WK{V*x;-NgW{36pDKI-FCKkC0uPW!jZ|~h|L!6gCaWyQg z8yET%uP)-I8*#tK^)oj{w-!#XmwgsNbO@i^dzQZAF8dV_mM-9=onBM5orHl!^@S2_ zMHu(5y@zb#fAgaX^yosJ{Zs!aOOp?qE6jg^mexff4XLzWn+z%)SM|lpk z+0X^{KlFaCki>^V;&Z~857a7Z^YAL(A(y_1%x$bQ+0QBFvG@Do6Z{q<9F(8*B>lb? zno!{vd&??z$15&3-OucL@u10irx82vXZOI|)6xK4+>}Z9S69H(s`EApTn9tTe;WRC zf6`D67HZ|=l8cN{q`ewXgg%e0FKoc?irmtw_+q-6RE=#Fq{!6t_`aCpRB+m>v}7!Q z>$@TGa;uFw#gSR2^(c?nm%o~DgcUnX*)DP}*W}!YfVf_~TRsi66aRU?{$SfJ>=P3G zmgL#j`zyJWHjv;Vn*1k3hRRTZeroO=q4Y7h)N)Rps+F>-0h*0mt!UI%@92Oj%du2{ zs+-qr^PSE3-g*4~!M9LKKq6ForM&sXU9~;G9l#4bqT3F6dM(9~^1CIo{X(DF^p!N? zuCUVPqrOt-Ec0n~3+2^rr5v#K2Jo<~YGZ~K{YX>k%x&e>oIRHC>d^OYW9DENS~ef6 z`x{xb8{@AxW$ylP`d)u7AUrNnxV<=6(&Y+`#%J%uY@J=HTR*g6X_QE1M9ZuaFTI&x zNLhcytMftY_|V7i^rz8pjvv~f9rP0aeEGA^;v=V`;}Z&BsN?HVM(#%jw5L;nD4aDM z|3iPt{KTMz-gzLtCKq}G{`5okw5Zk7Ry|1oit=ROx4vW9x-1gJz30dI*Os~Q`?fyr zeHrqGzN%Ucv1V7XNv9t$Bpawu7SI~IAI{v*qUh2HBUM>Lmnbr4)7VxzeMuxjk`L-c zTfu4xQVS?l$KPMM=zr%6yEEoH<%$wWR@N5o&&CY=fWUAev+d^@J|VQxj_PyV?ewbo zSFKEz!f)DE7!u4Kg!9yOy3{=gvl3SYkQ8KslGv~G=An{@_|hm^ReRc|H11HqL(N66 zeJQvv#EERRHlcz2<%HGMYX52UGzjmoZ>3{-+uEih?4FdzH)({{FcB{E;T>P6CBeIu z1U@c^+ktHBcIht{t6Sp-M%$l!YkMLMdaMW;NNw7c=d|&(+68W9HOGY> z8Pso7K}MTUNn8$@t@qN*Pj!1N>{L6W4e%AhfOhJO`&Vv}%lZp&sW-COCH^w|Q3E~| zbh$#fsop9!=V*S}9 zdn=((25f-2SW%I*_0vJJx=>JMJghu-P&v`^tVM zF2LKF#>JKQQMdQcLQtN<>p!*)?&uUM^pfw~I8gwacieT(DW7RNQsdln;1N`!6mAut zCG)KF#g&cpnv$bII@}|J7j^iQIP(oE5M~%Rhj4ap4FHNH3?zh{W_dO`a*k^Mgsbp* z&e^u|t&sM3xB95%-|0m1qrs@i8RPUmog<8%-IzDk?n)xgr(ry;*YoZ4ey?tFEBA0@ zx+Y3EOS{L-?PtJQmS`$>q@JA>f4R{w$)rGo`<(;Q7y*hqWXFQ$g=oZ znvhAFmgZ#8QgyUPE-F)iSK8Q1>Bj!wmz%YCo@)+P*yy15N3ECXn{Nee{{DIs0xD6k zY=Ux)=rzJoXTRgoM`hWFu=_E;ZlVv|YjKEjDoII+93ly+=!7CFr^t5yv*rTk88dsU|6l9--uHa>lqeYv`C{uc zJLgMS)LXd0!bQ%~%KK=R+;$*tKel$U<-fCq@R{?!_gj3n*#L3;+oK`uiu6zpGeHe7 ztWmE*FFCJ*Q2~*wSCY}UzVDJ)z1E-`2f>z-eCG*GW3$sKOy%;Wa8qcoPj!!0UXguf z(h9c#Pm-m5T&>BY_HJ;`Z{xdhXTjdi5ADXlymIO3@`r%Us~`o^hOHBY?C3v)QSpGx zO8e8TfV`c2Uk=epFUMiJUS;`GEnr(OtZdDa$pAdmId9?|<#)5Zxr?wtCW+e;&x(YQ zHlDx3p=J@S?v`D}grt?T+h|d227VD$_nQUk60ZHU0cQ*rhl4ZM$Gw}%p2*Udxwxeq zi=LIg5r@~3fZM8iunQGx^DYDVwXl%ss21X za;m3We($bhRy|vDSbe_HIuW4w-IjQm@~h@RYoNeC9zsUxo5GUTx$*J1V+E zhovt^{k|bU5fT)95cUXV4_hH@)5B54%7fla918#3vYln7mh~tzT^WUGspzDDyHa?BS69 zIqvc~`uCf?=UI@rFbms-=T&?i>=(Da`ViLb8>)rocGSXv-0>}a0L=qXxOGo#&YH`^ z(8X6EgtHH|YTQW8`?XUZKE;#xsP-2JYn5xJ0Kc?^>KO)^-tV=Et90tfY44k zQisF3zX@FChD}Kp2q(o2CwLR>(QQW)GDdJppC>S_-AdIHC0!h~xz zCY_0uzfDQJ5QO3quubS`tX&bHM4i8CLBmbtSXmp_TY{{*B=2AFSFRO zyvy|oR%g=WA@z*dDXEoY$})@hi0B4Axt$d@S_b9W%+o$Q7;LMv@$O4x@O8~jNH}{Lr#jy}Xx1Dp`E6AO2>lwo>$ol#)UF=rl zXZ0{wE|(cC7{+0Ot4f;V_3w1!ER-Wsf3eF|pKW$L>xN=K;bnX5rN?!eUk@yrsNS&NO{Rc!Sg(6fV_WjLEVmNTNCy!V|$ z`%YIK^s&>((V_h1)+lq`$IAy{dI#R@)H@XxqClO;c+l&ht6}SPs`$B~jE)z^WOh^5 zmmW1Giu|~W(n*5e7~mHjuh*@nB$Gy=C@<0n+T7d(eviD=xq4Zt$Q@YE)Z?6=#-7P? zm)M@>sje!0uvq-td?AI$F3&ZEjBbN_`8h6+9@lZZHD1eDaT3!3E12J4;(J~d;;FE! zK2X&cUcl@OA`Qy#HD8=Dy)X2xA8hn1+z&s>`>l=9If71QQ&RV(PZ#G)x7WLJ0takr z=b#;CH`U?FZBD1HUKRXCyBxngi2KXJ!r%MyexCWcbZ{%YMG8a?urZM;WTO^F-uqP4 z+$ywsmOU82cDZnZ;37UO?>bj!T>u9v+1nPJEqz{Y%Wa37^^6`m4wN_5FUUJuJ;ldT z>mIV(?hye$Z9`k*d$gUuJ-axpK&Lw=+LHC(q&m~*n20=@ER}+SHY#tF&ip=}Zs7#> zscy~A%30{Zw$1Fy;CnkVP6dbsxbR5luZCx@AeV6{l1W3*E2sLmCjRv5nFkIlE`~J) z$GK5{+R|TeooBdAgfLr0kNtKzxn;FUV|=}ysNL%8EZM8{$X6Z`*V`_2XzVv&9UY45 zLyZ)8;9R!}U*NS{n=DN0ABU^B=1$|p;(8lmRUy|#tqP#$j@BK6+{?mtd;O>In(TI- z+w8)$c~;>2dJ-Uz(#lTA)Ph`dchBQ?3Q5kdv>zPTr}0g%(4SWLV@43xeV)NKgcqkE zaX7+6fVg(UWry2d?BTkGYTc9M3HF_YdCQPmm;`~a{Y9&V_3!Mrw+eTI#~U0D)%LNA zF}arRmGUL(=(q9{P-j;hI*DWhm90$>CQ$iy-dxzBA{2d#?#ox!#ZodyS$@ z{Pmzs17g9bD?d!!U$+YFBI*~)E&GWb)`i0LzN(;vVz8;zOpV?+rdHpQ_{V8g-$mvO z?gNmx6_MwLRHypEHJF(=(C+lkVmM`(pc)j>u z$8cWrnMLjmwfRk!JkW;MKZujgH;QN{q1t%$hwHy|aG<|9_=f>jW%i*1ey_tLfpiBB znM!xsdmgp1@z@w_v@(U$VL58gR740bw^oPfYfB&Iwq@i`QDX4zXL4Rx!)T0iI{Zhya8=e>uO*{q8_%si>$dH`9SJchf&$EQab& zxwI*1>>xE;LVkBurPlD>g%j8B;;0BA7Yiu&{HdK@Wjm)J1ltsRzCNDk-jW6MNA5N0 zPwF$ng+)a>?AVst1BHv*q@nHPRXDy^!9*@3rgw9H|aLnJm-L+lr zU9B^2)A0__pXyB0t+i2NaWS@92&gg?2LWu>V%;fR!b>|3O+VqX2pg;4t@+n|=rDJfFq^V>l~5c1n?v9NEq%*2g_WZS0{NksNljzCcMIR)ZA2LAP5o0v6$n;;gv5P zt$NIlT&6{Tv5w%b29)>dPSL=w-vz<^1G9(l!%cK&GG4r+5?Rx>u9z*%0^)JvNA;nm?Q(f0sf8H*jq+ zY{_yB>_3M=9}%ATv`Q4T5TpOncG#|OG`FmjeX@)H?!xbXGEYY-`^gx1Q+3OaK9=L$NoheU#TH`7`9!U8``8jX2 zw%bNaSU?u}SP8+SW2ct^Ie#UK$D2la^9~txem=MxPKG?K#GCe3e zL*B@;!oqh8q6c^^0jYMgODaFZfrGGxP#;`oE?bF?6+25%H@9nuSx8Z=| zVLGKN{!i(({QCpi!07v7E$Ykz5O2})=%~{HMpafAq6vFt^1ifM?it+!)}$jF!2^#o zfFkWimGwm~7?&r6Yko(YY~6~LK<=S%XkTOS!b~?QHDbquvbR31a{lg8o$}?}XqzAV z_6#z|;byjRZr#@%yh-*6+`LsQtsW-lUMV}3dlJmb|8o5i$UI=-u`Ys%dcl#@VBI1b z_zrdmXVLd(8Z)#U?pxnu_m>AHhhO?uuAPFPZ^iLfng8ndA{hhv$N&HFG+EycPr^2P7 zsgn+8N@Z=jbXDa{y})G66K|Eie%r4G*nCDMlj^&j!%}E1#agur>LwB>rTCbHDW21a zhkE{f=J?GI$}Bpx*QD5%z7Z(_Cx3dOgs{`P{8?{YK&??;Ji5sEmLZ)2#fvlGAkcw1bm>i zbDd~WsXTVc^%LsGgGo-xzuXJkoijT`H1B!ZYu@|?tD_Ha`L!<61ySgwPqeX(=@yU0 zOeP+p9@!8$?SNwUVrR`QM6GAYjDBK|G$^`o+b?XVlRA6LKc)w1+Su9?)s%9}qg&vb zuh}0#x{^7WZGb_CNYIQ+$i*Ydb~l6fSGyb4qrC?6H9v#W-+XcoGv>&|8kU1l7B2su z?Tq`)hY2)y&_%2JG1j57)SDguuqo}Q!_uoWL2Rl=JgdK`ru((g^xZSU;ThMlzXhIa zVCgJZ)=QmFk)6j)tg0hg?nRG`X!5Gv$RYLMsi;{@60zUCc~EdjTXA_4S&vvlKWKF* zeA9}2${ER4sjiVt6*sTW@S(<-wVJ>Jj-KxQAXAd6TsaS4uo|O&D>EF(;>7~s*gj!YoY$jv`{Bq`_g&iug6C#fDo&~6*N z8OV++;Z&{@+sB4^+J8#`FUhB3eehQuS8HGx%!1rV`a?>XTTgzt>g(6O-@YsAxvWNkmZSmMLK=a>Ea za%}hZvsV{LnEqfDtL>tcFK(iGA36v)Gq~<$I56!`IqMa*+GDtpV#qz-+l}3Dw!b!n zSEGF;v*7(IvZh-q0d?MC9*RnUPwAhm$0Q~MvNaW|*HWt7C z7EpzH{oVyw(#|7olC20r#2P`9%Z}4l>!BEt&sq0Xe(90T_O-7{wMJB>^ZgmW7766c zV2-_CS{6CmBU7?-nWV&07wF3Pw?8vE>#fd+iZr{kTY)t9MB&z|e~kkk$oFnpJB||D zIah1HdGyzPniVn=SHDknIx`H>eaah?E>^D^9a1JnjYcRO^WvJ#P4xCA!729d#3!R> zS7|019ure%a5aU)bMy=iOZ!{z-pc5W>@Xh-f-Qlq_OIN0act>97la$cXtj~FKI_X^ z_gt!1udgkApW^8VU2kIKeq_I$bUVRgIju7nr`3C?=hbs5Z7$96s7&{-!$$CM zcW(EfFNigSP~a)@!m@E`&y{m$c?x&TaV#uuBt2Ihut74z+ar4ubEG*Z zEUTidB4Z`KG&CvUv}_D?i1^^2)pLC(^Stm)+S>$4y5f9UKUA)24u2*0T_uqK3T*gj zdob-EI&s|RX7cm938`u;?wHX#&66hj4?{p8Ib=C*5?=t(CahJEr>9xOv z1mL+Mu$avyYvKv;QEM@cI+8iHWm7A`$ZHX{q4q%Q_-ZhZFU?<9C|9^|)L58pc%bvv zbXNM~^Zk-PFm5a8QY1+Vw$!dPD^HV8_fpFsM|3ZrNAlaVL+Sbb8^xomv`D6*)K`Y5 z_pMw+F0)7w>cQ#bb9z+Ax4Y%_HCM@oZhVpoJ<#>o90u{}T-uL0k9h+}3n2{?eZ4<- ztqc*FB_P+bg3@<>dVlhSd^I)xl(r)J{Vuln$e!TwBnG&NaU4FHNH43(@eU1D@0n<= z<18{;EZ-?x&8MXX`BB=OzVV77QRbuN^4Xi}fA?Be52oW0HKP$tOvMq=qXV$>@asor zLygtsPki+UO7;1cdhZ|AtUX-}mihr02^otlm1}y04u^3%^rGjz)v53%Y^vR6@6EI| z@1{s$336Ep_S&-RV;!!E>)AQ3gEp(BPW2U2C_RwqT;kqv%$(2I^UjciXe@48w*!$w zSKx(}XOBvwG+#_!m1=6}-rv!u1~L|+#tE|5CZv+<3ZSAp3gu_5`CRMe=(Gz-pxv^4 zdCqfZ4>5jTzr86FhfZ*d{rxHdMr!feZR~&TL*h0Ml?k@5EraJ?)Be;(4&7*5Evp^d z)GG^^TW-rwhGQ4^UR$pGuGPq5ZIm{wA~L&7(Dwnp6=KkVfcva^(@R=QTj&;tNzHw~ zRC|aTSRc-)({8@~B2S;UcC%gDH%)U9PEAB~-@mroIL6JteS6ln{=)e)|I=O!K@ded z9{0Ad-0HqxBWm^MEITP0G5a1qL?G=zuq=0p ziYBCu%g|aqWVh)6d86vC$C-6<+gp3ZdwI0KkA*qK{LD@om$6(Ptrv$<;d0R$hD_qn zgs#lz)!=l^!`!TL30{BsFR+wWXL{dTZ-k|g-=1&mppp;UDokTW?It#Ay2JA$u6lLb zD=DZ^M--5G{LON$QHPq{8-FA{3GK=)IrM>e`nNlTZ0YBxf9t+L=dFz|K%2S8mJOoknqRh10S0 zf5N=?@Cy00Xsw(1j3sT{dmK`9zb~z)keX`=xiDu!eL{!Kq;piL(Zhg-Tzfv21biwB zgmPjQ?&0GVNRJbgHL|A?=3QP~$mpTdlPxw=M|OvJX54g0Y`auLozLg>%6LYK+n&w3 zM8!CkwuV(meuuH8?}Q|~5Zo}{$+MGGK}u3b-4S~%tTk?(<#t>;)smI-Oh4L&MDpAaU6gxa zA=(W`{7iH=i{Z(4_|xZ}ec|6X=`mR8%3}?Vx_ZrJYL!+c?(ElQA-QtzUwH0t{o3sT zhe1Y{2U?LZ+IzunHBI5k&x*|=oa-9JBIDQa5#6mriKrZ&f8j!`=bQ#Q3r<#(QH$O8 zv&lR~LhToz06Sc7$eM~uPm0-eTyF8*S|kjix}QS9DR!60v)gtq^>=F`Tp%5ZC7%wVxurC@MF;!{AcK5%ANl{V9Lr>*9$ zS4V2%p{docqu1**Uh0=o`Qyt$()nxmwc&bq6D+TTKD(MYxFLgeUh)3=5@N^mAywY) zVBb>1$-fOy@&@ic?2*Kmt}Wu%Qq$fdn?~kK;0l*RR6$OwY^35+;fmVBAH|)T44sE{ zIUrvHylNj9eT|L26Y4o3R@CBK-JeOt+ECS-(Y`*Z_O!OHnnIyK);rP$zYqs-c zI%PT)@}jit_Bt@IF7~~$3s!0~$5w+NqMn;J*01=E6!jA}xs)7Ur@>gWtvJ`Oj)X=H zeBYp#?^(|atTMa~WdJvs7L6PGUoYWsde;IgG`*~%vu7xRlF%QNyiO0d&-u;~6pkq7b)l!h-} zZ~Gn}w%6XJ(fd=YE?J@(_ncDqKEAfULT312+8qdqH=frn0^%Fz9gC7%d3n5I;^w;T zeCZPgW=iECbzhSeTK^4%C0yQpC<|64xQ3N8WLeW{4}szaJVzW&F;Bi_oV_%tP7A1 z=0`yEIszMO1c{i!Ye0hk5&u;tGP6-$C4er8{T~)Mo8o)KbIFSkb`Dt!E;L<@pNi3X zmX~Y4mMc9V@Td5&-l2ANwBgcsbf)2Q_g>YopcRF;bT?E*Mr$n(m5*GUH-m5nbXDc0 zv{pNlTnUrnVa2`53P3ABN%7(F0~T%P08c7NJFKEuqzIQ9UF#08F5#W37WJwe9--X^e{a>-t^;KD^RNVXx-5R;0<=mw{`|bvl7n;j% zc|FM4(F*12gVG|4&Ev=7WJhVh$K>_$#G-b$ir|HbRw$1am+w!(BYGtocwPMcATZN8 zE>>$SSH%*vlsY}~+Em%gg35~EtZXXsPlIM)bw-^sLAh7Okcz(FQ9&Pc{OpnOUuIb` zn|mvU*RRQt-t!l#K@q%^^%?SNMB8lk)HRK6UM7%!-($Nzn;5&zt~(GWHh1NWXRy!5 zgQl~QPSfz0pSsF)eIy^Pi=B()5^}F+qs4-`pYt@~)`I)=%Uurd_N}*1-j8038|Z_^y&VX_j^2t_x53YW6BzgN*ZbhQkhF>? zcKadVF&9L{NiKJ~`_*{>mvj(!RPX$DzVFQjGZx=A{C53Qyy6HVlA|SGyLKcNs)Tzv z>pc|e{zu;G-LCNqxym?ROoB-Ywct#~_Ex8;f%a<6tC-SJW@n;E9_ne4`_w}7Z07b` zxVWw_n&4V&s4MJnTshRQ_|P{y=N#MnxnxuJDL1@YSZ%U>z3!S29IN|2(!SyOLrzjx zv|J6x+i~Iiso5#I@;?WzSe*29FTEIgrI%Y`9zBqz2o#@*lU&PDP!}LnccIn-u<*bz5CPgfQrV#+3dVmkx>V;FQx{(gA{I`SVO)!$+HiYr_T6@wi zQio?5 z%q3!D-nlB?R?QbOedZ8X=qr=vS|yz}){e^Z%-e~Z+PNWjHjn1+#>aYpM|F}N3^{I( z`BXdOWCCaQAbH;><#En9Y;ptM47%%R+Q+i_pP$?OT!yUQEVdlfzu>+Tw=?LJ0gekM z8|zz%>2&TlpJ-lwM7hsaWpojJTS%c$EH~GKQu`Sk=99xNeo=%be3|-Wd%D?$k0dsa z2Y$jk&9n9av>ayNs)fO5{>Fkgp_oqy-CdyhIoiNSyPXGPu^urLrx7miZRjz;Zzh-3 z${BMTJVn5TLoA8N@1q(OlN*l(`iLMC&}`_ zFZNP4nEnTmPd)T8nMzlw_WVNCeXj#b_N9@VYXl|r&!V z*SNhs9Xo>m4wj@;5eivHba@>EW9sj7+xGkc{gmDTX8GBI5<}nzfxq*-27&qoxQzsm zEWmN4pyM4G`7Y$$W&3lIOhkSjuHEVIxJG zqxiJ;C29lb`Ce^A?S?}+E!=bF+Zle5qo5TWRzu$yAb;tDf4=uDy z^J~BS2fRV%x{jA?qL#p5a#((uG9>UnCw@hq;I;Rob$Q;`YS$m79zcRvAGRCrM&yI% z!z$f(&+Xi05}anX6_X$Tflx3%KYSW`QGUaBy+Cf*7QPDWh)i#Kb}_IDJFgM;*wMCh zth9^?b_)OAH%7}pILA>)AR#QegVFOSWPMZm%bgb6PgfpOV6MdN{K+ePzq?tp^Kx&K z{cDol7xyI9${ICjd_%)Wp6ziqlBek6>{<1z+F&onR%ZM`FKul`r}I#^PxXh=@2%tV zAZFJ!4Y)6UuCn~!o7)dAlsoT9Ka0Ik2ZJHQ@`dNwC)fl3zHcZGvvO?*^y7KyRdG(< z0$=`hkodm-cs;5(ytYVlK!1kn`|>QC8|jC((PwNxjXcGXxGr+J&4AQwh zbj5vLMw*zIV}rrEKbEQ6 zDQk7V&=5kaeAe~0>XB3y4+kLEj?iErG(00=axPivPb>CTN-seJ0=r_f4M%V^(Ulyx zv`ER~;R`W`FIRa6tDovk*;a*O#ymQ|@j`(dy?=^WFhG}1CtDz_rg7iYKJWUyS~6av zVt!t>Y)WZgLhN4TY<~I`<`74&{|UR*-bq4*?IV}Vb>i>zleT=oyuMgCPnps3$W_8% zES@Ubs#Qx*`OMEQpP!bajY`hR7Y=mE4wd!hY+#DM3eOG{cr!wqT=#!h)3Z&{wJ({g zqw22%A&f>ls8p8f7lCV1H(oWbm0AG&F@M`oJzhSEFy{>UT;0neWgkE_|FJq0tiPWT z4Odn$xs&wn0qdG@BFoTqaVrAZrHZwrx#;8NlC$;!b{y#mvmo0wNH;NN@7Dz8>4wj5 z>VE{iruo07nE5U-d@kWzgl^jMO^y51B#r#1UTReVt}I#7T7TsTTZq$AWk}6GnEh!V zm>G&gw&h|ddVbv24GuXRs2yhrE=C|XT2lfj%p4UhAS&~ zC=JmG-i24hV(Ux$SMjl4gP~9W=*;YN)Ca{KZr!~C0X54hyjACdwDsH4iwp2woo)?u z`>x-_USuqd(cu8k<>ZfR*N;Ev;caCP_1jCMP+8f@qt}@UBYR$WMT6~kfkh>P88K1} z>8G+^X8b~>+&ffXpZg%*Al}Gpdd9NHI`4bCwQ-bRvGJ+B^V7}BQhuXc{#5LX&8zRo zjnd%M^y}34d>-rbS%i+HUF%a!iaLpPqKN;t<<}WZ(X~o(%vBj@nr`t0UeW3(PCTKoAYZPt zjoJv%iHr3iJtZl_6l?E?5?_N7qI^@}e6_7ef>D0P!r%<9vX+`I^M_uc%Z@(iXo-u~ z=?;NUyAN@fmA0XP@T{lf z1I=Mv2)rD#*04tdOCT-`kHT}$FBV+1kWZ`5E2CcEca-jIyiZ2TU%gbi7OKyO1PJ`-Peo{r(ACP~GA3ltxGnkjF`erZA?)wt z8N?WB_+2Q} z7H|wRY%yQ%p)FO9$AFKuGo9sYc&a?s5G?AhZYa6y@vG1WRNiTsCt4{nYy4NF8;iJD z^}L)FSX{!6KiQi{Yo=UlpDPcf!4J><+>j;ESge+zAGa$#56ZpioUhg%>Wk|i#;?$* zx1ZOp;ssakGm?ZZ$F&CSc6?NT;9Pll1SaOV)#yv}+&F5@CtujqK0Cgdv@CquPm@N! z-$F&({^$>?&vdBqykPcvn>{$``qXS?6wK0Y+jL?q+vX|b1sQdJdt$FWBXIHDrOE!xevddjX;A3x9L7?;igI58_k- zRi5=}2P5JyEjl;u(aIgWhG=)@I&h1(k<=9?o40f;7&)PUpVasIlQo$!#j;IeIG^|R zrD`t=-zl}sjtMEaLPfG`Nf8``P)LOnVXm|no2OP7>0hdUo~ApyN~&kBe;ixp+iTwc zq}iF##}g&$4~XP=Jkqual7epaQO#?MB9oo^Tko{0#ap$%%GkE5-fO${`9RsIf1!@8 z1EU7Zrn%h}Q*q(jT)dm{E|^#&eq|Vgg*r7x?i4$k6N0Xk?N;>M-HXPvQJB)_%=@@j z_*`w-n0#MB0e@Y*i}B2De0&7dzl+wci38GRSc1qwt6;T#WM1S$ZoE%#a!D}fx5{iO z%Q1HlKdZ^?V%AO&v*}%6Q0hc`{VDAVc&U1BKeRve6Mdl&o?FKF7Z?x}m>h1s05z#n z(|km=XKbAFZ&RY7A;TR@kI8Y`A$2dF@p?A1QEOJbE;K;FxbbKuoKYfcomNY7R~4aV z#MQpbXDmaST7l_EuQR&pF)@3My$$Dbm2TSMD*2Nh(|nXZ+!n))!Q9dGuKi#q{@B%8 zKmQ>c)G17h1-sJT*{uE;>euIop114Ilr1moC;T&sXR-8)cL*#s0@?m^RC%qGMt_;hzYZ5kM#O!o z)euJM(BC$bNhhuMNi}?ntwa8CFj}wYZnF=`{O|HKF7x`vi);QL^?M!YvwV3kUUVK` z`!QYVx3#1AG2W|BpRR3}#s2VoKKUsY;0wbi_4lwHjNgz|N~(j+p-W8J!=%}*UhGSi z?b9iY&*hBTjjg}DIvPY}Ykj;ds*UwAUbT+v(O*xas@hT_%_Y{E=C>v^8V8>T*IH2A zpP8*;5kNm>lBB;sFa!fJv?)9`@rlq7XuHiG{)V80^Qg=Te(YhV% z$?izE0U7Sgx$bZFWL{5w5FYh1*Y9r@JK5Dcl=n44#HzJmNdZPl`?4NuK*hT?))sM= zRq;YM0;JS*ykl{_npMlax^qq{g;mf!y7dQn*-N`nJ~`hhV2UcolGs!B{>015_qp)O zZyzrHFzB>JbO0WHm^h2)75dzw-sOkf4rLbK`32$J67x6>D>L@iDBK^*oLGHYuTvM$ z?x5hUg?zz%A4dEi3~m0v1Tb(aoC{U$6JY%e`uw0K_jAW(dieM^oj`Tw`gkk#hYc0| zcvUD&mQ=rks#pwT7w7jGHKZn3Oty_r<$_Dj^rpRBO&S5%K%b%YNIy1lZ_mh1FA*{U-6Xoy`-XR3B>M-W{Z}?V! zrDp$Kh6UsFJO&xX55hIi5Ma5Z9xVbSXn}B`-v zBj4O^zl-rZAk{S|gIs>whO>xgfiPJ0M-f$#j;Tj?-QHk>Bg=h?GZ$65Ef%4;>hP^Ve_4S^=kGD4uoevddB}4w}S`J#d zmCUXt8;G35D`5stBzi;V*);e3gIh|{Y~zzvp&qaokjMZ;#W>xxx--AghZIyX!%9gB zDu#oSce~H<>6r;fOn-c$6LrpH(eHblX-vC3bC}Ec`u;JSYsp4IDQi9rq4nu_-qcoX z!P~^w*6V98ic#+k*V}^G{wvyd45b!r zL0FDNXn3@cM@c$InAmC;W@u z_jt#a5uGQ}enX_y*@!JKG=%Nl?(VlD7ufY~+QKd=2s*rX>k)DBYhdTD3c;%dMY_+g ze84q+bFqRfQtM^)*8Z1-UrnLv=PmTf4ZP^yxQF22BFe&7E!3jI4@D~j!>^~ofPiZJc7F1FPscFCQhPsJlDbeeW+_aZt)fW? z>K(Cq^rS2QJ%CJEo-M!K#7F`_F8r0rOkX&GLklrnX!v%W}k|z zY?}N3hfO^68(FD6#;tg_iaPbpyIAANK7-WdwMULiDY+`1I`7Q;@vWz?PSlD-&9b)c zfy0B^0qeE15gC*iYPp{(FpU^;=laD`LNE{Tkpme@)_~HS~%hZ(5S-p z7)vVW&&3`GuiY-Jm>=Ty)g2yxT}LgDowS7Z&)q?{3%(x4Pvxm}oA*)#J-$wHRXT`m ziA<#*`S9L*qlJ8O?ZG3B=U#?eWo@03w?e&TuEkx8rZI}N5iMnquB{c<<(lbuvK zg|2L95$`MY^>C!EcC`-<69z_VoB_fk_V#*D!t!4tPe*w`px0=tY6dX;``hM6wNmF; zk_!jn;8r}38Wh|_J_R5V=UDFk&A%Vsdx~zl%7=Z=yneO-eRI-nc zYq5XW4u~7MHrURnZq}~+u00)%Ou{&~Ppbx7r=<&kLbd(XpTo1p@~B9|mfsN;4~sxSHP~e$EdOey(>@z)z&g16?UP~GX$e;1rXpuHfE$T8>uYqi4Y7JS4kO0dHiX7_(MH_;gAm()C(^ySN$g$*@*-om zT*A@wYM9r z^m14)ho8k{DhJodIkq#bdn$Fn76=yr4MM+%hxZDdN?iDSxP!B4^);056ENA1@({J! zyt6bu1wh2~dXm?s3+_F~CShhS;-xZSH#d2AE5e|9gZ95}u*{%bJ%Ae_h;wV8>SXx$+xYA);5nI`> zN&mRrDp3!BLSAlZErM2`xKCAjL#;hC=dE_6;M?zX=Wh#xVlbIa2(GW66Of8@Sf|mL zvHfZJtP~)JI6Z2w4KsOrAVP_^Yr-gMon8kcjC`}A2Dp>c0rJqTkM zcQ+^8rtUP}mZ=^F{$xGP@8H&~U$*dYA=){!ovX>pSRt~*PX3A9$VcCVdUg0Os&VU2 z>3hv`=f!B)>XmmZs)>hT|GusS{c}7Tj2a=oS3K;*bJTJ+n%9+J0uq(ffi!6_8NFdV znhn(T>Z_FX&zco`xk2=)Ri4(VSc-Ei9@v$2zR~LLg7F`meY}Mpgy(K3$cc=7j@83V z_&eu2`3_=uEU+Kv52I7oL0%y(G5IM#(HXPg!M+JF-@9#NE)BJ4Lz3`a z0cjfUsoNdyA;a2hEG%8XAgkvZ@U-A@i)DLt-%3tgpV?vk>6o|Q25Y8aE4(YKHl8{8 z;Zy}k&U*tSo5m(7DXTGMTf^075Lna3^(>3Dvh3j1Xw&nttLuQ7qrYL<<$~CJ$Kl^> zJt*Fb&;ZnHL((MXb_3mrdL{Vg7d=4a=awT&JV5!NTKJtICY!`Yc{1qE^xNdx{#Gi} zp7eJ<2RPg~^8KAIDRR9KL>KXLXsq@|KC}U+)23U+b#-t6b6Bo|(ZVj-ciS0K8Q;(= zJ;tg-etl2O(j%wsjY^4|&S81eBOrQ*08jA5x^J6%u18IOU+TQ8M>qa605p`n+bd@s zAn5&nECdci&#w94pWR~NPdb1w9o(E8jlR8BNv7aQpgL1NR~vMdho0I&y9BoYpDu#^ zc-pC_&BM5}QH|boH{LAx@g9)t@7k=ros1Trc8)_Y(*zb(u!ZrN#u@6FKuHU5iZnU! z&$eLt*=mcXkguvt{4$X4%aC+%SM72B{P$p!rSu8Lg6_Eiy>HIJUpGyhN zPv7rqtI2I1l)2=SuQ2Yy|6)?L+ZUW&>>nGuI`FAAbBBGps+y0-eXc`Zx6>PsfEzG@ z*~96bqi&vcx<#EY$eK5IZ#DT^PJi6B*0sX>3#i?#e9*?7u@Zr+D5L;mRt<%QS(;Kx z(HUAGf|63&tX`bOO>bC{D=atTCtKT5#J7(?TPk$P)$q}%)=%emCcc#r= z|CF2L)2w^%T@tTU-aVYRy$SIzQ+~L|>&|St&yt)eewrfXhn?>}k;ap`nz83#UA2-@ zzz1dfId4H26QUFw#L$#`dU?Vp2bdenm z@Oj&|9!#7cVi~)%>gQ1pXjU2pT0$YMMrNFNSS~=yw0w7FWx$Wrszkfqd48Ewvdks9 zS9h_PEyKdX*_*vavE$^HlePGC8k7BXP9B$8sC81HExO0vdmC5BNOL7VgntyBX`iuh z6ox-b)@&tvq^PtJC3{5(X_xW+pYyz%cjGsc>VM9CUstxh@M;V=j*gIpR<>O={QU2C zW&pj@wYsM2h;RKW-C}Y4mL?C*b0Y`^{0&cbBkk zposR#&2>67y4V)`BXnSYcGtu8c&J%no%#89vR>}U;x_I*7NN&J5ewOu=M6|?7uLVY zJIzyl-5TSxr~P4+SBmTfcmJOOX!rMeGv((49bOxrlQ1~3K;mzSf8!K5!5uw^q(e@; z5on9L^JtW^ET)F3oLw2lJ^!NNdaxSXb^riQXYK{-L22=w4r$qHviM2hdbDQ{xkay7 zK5{$#?F)3;8kzg;*+BbKZ(VnCZLf3AL2k2NYrNj`@BW*W%UK;baq9SR{OGH@X)FTc z8`*g!YBkh3anfwaqG}VnA?QtL6XK!s``HLetEcs%TzHoW_xuv$H%FdCdQzLvZu5N5 zTx!=`YrufIaX-G!kFv1_iJ_afBp~B9efMNo;+tW#eM~~UZb%(w*PdgY%r5O{=H5Rp zJhIUmsmOq7U7b=JamzVM%EOxHFA6+X*)^{BQx9L-uyH}Uq{|zzw;zxy8B+{^J4?Na z$?=NGm3G~1$#|x(f~dyt_q)~DE5(7PFA-!V&^NkP`^|8?ZiAwFw5!)~tQw zbDZV8akE`2p4W@EFKm(0&uvAe?(#RGiJeU2e9Zmj-GS$RMoafeMCD4@VBzKU4e|Hf z+q<0IB(0tfN}u4SrKR?MVqbP`oPQ`?#7$5oRa{}fZyQrj%L&(hXV4lof3r2#b$Xfj z;W4kbY%w+Qe0lGA=-Dmj%Y53fC?T_D5|eRP-UuRl1XgC$}f&U4?2+ zKk8ZDZuWs&c=-VS`*UTeN74nU#&cEiG{xIg+~ zm%8q=sF6ke*-k4J_&^Z6TzG12bMebq81yjWqy9%Z=i5tqAcJq%Z9Hp_$}Cq*p>;;( zwbrRaD!p2Ar$4zO#5E$Z_Yz+VGyn#1_1f$JpDfNK5z2& zrZa8MC%(;3&faB^>qrYx=KbKEb3se@JX%s78Y!O@d6AYi@68B zOV~aO`%mSxCvC9xnC|Qi=cL;G{kr=0`IC3T6M)6S;aKe>|Y^OyWy5Nh^ z-0l94b-y-sewZMk{#x2T03c82@yz|1yG36ptv5iA-iI~z^v98FDyqG#5)cKYITAr> zy@Gblv6x4qsz}B^KlCcUK)x480Y5re;W7FRhQE9{+Uy^(1qwqTM;r97zUT#9H8>!O zJ(?GPn!P>&vgKRLS7!xIQ~m0=r+}**x1xR~`3oSuY@8HZbteaPIo&XYy_!|9TZiNl z>yY$5j`R(mMP$piH%XEh>=na!C;&0yGCr#hH)j}#RruNM(ucB<>#T~KPG-(Mu^e4IwRZ6jzCj807F31vXgtO@~)t~~xVxGxn?e>ZV2%;JOwJMvVzmTyG&ixuhD(^gB} z)1R}Q0XOo`g@#I@q|I(18(IP!wzbU=by7m76}tCqoiPtZQg`Q9k5coh4Uz11w@iH+ zJ%ZJ;sy9F(KQG~vR1u;^nQdnNvPb1U1vmRJICafR4`8A~ zvgs0zO{4$t;E;Q{kTY-IV#_1rzFq}x2<_-<@5Qe?rZy~K9pi9Z!<0Da@(S~mJSnk0 zb2@8ji;&M!=K&2iyW_MQx0#>W>?-)YIi!G{uGTSrcKQV{XZ^C#+U*i-w-A`qxk%F0 z^twiNECA@TCUMd3DX!6pc)I^UgSKV(M{^D1ZbeAfGrNrC=IGE&U%`r>9~*T1o7`Kc z4ZzNdox-TN_f~&pzISQt2+TQ})l!<9Q-gTM^+)IQQ*ds_6LUYQP7~nIY~{pwwv}4~ zS+tcXwcg4$-d-bsDXqdzXRu21akYCA^ZiXn%9rz%1>dL7(sSjq`NymVj~1sWJ1kUj za9`)%o@dSv@8f~5b*b~L?xYp(h~D!mOIp1?WIr_Noi9+Zc-x%O8b5nKdHs8c4cezV zYfV{+_6mD+#%YCwW@k0h50~IV2Dy6W5)EAOtfb2GSNJCP6K}0Z+D4R*sfot`=^Ssz zDT>&ik#kOfG~U;~y1+}Jl7LQ-00ZjJgvlM!U3?fFd;Rj~Q&y`|&i}a(v|39yO@xxd z-He%fFKqq&zdy5Qw$nSEDx$#Z)INW8-tpRP3`^s3^E9%9-(~E^L z_J@>t%!x_u(Wqj+VkPe9hVSXQC!%|gtDkaZd*>kk#GAmBQ>VN*~eRye) z`F(t$aPz~flUd8J)|O>ydY)Ik^pX1!KZa-$wUgOm#+B}tkn2->3vhFLw`Hs;T4<3M zdl%C^`~LH9CYBurLgP2jN^O_8&m`Go6y@X-HLQ0SXZ!|meuB0xRww2-r5=@v2CXre z`#!n5_YkzCs z!qtU=&`}&>wHp%Q@6EASK~ZlxIzdP}`nxOj`i;Lq)jQ_$Ph2~hpx)MUb@IsDbU$IO zuSw8!W?74>kvYpK7SsK3hO?P^dv=TTXz0G0zdS7|y5>{cyFFNtKVy+r;Gu5(|hpKad$rM-lyNT zGbut|t~)6ZMS7FU}{2Y{|z^N$^bKMbNkpx9H6m36yw_o!x4wG zeEqcc(QVu6Sw*uqJ0Hv-L~QlHO54b82m_iLeH-V5XW{=|&f0KiT9l{yxp zQFy8!h6zKcNDFBg`Ld3-0MI71aqaIc|V_zZCGRK#dTd( z*;ys7<+KF;f8!2Xtjf7Id*4@jS~7Vslr@VdC0a3Fo1%#jmog**g|jy@oMPpdRuZ5q*0M7vQ{&4|L_cL?+2X_drlx$iIv znA|*mCXM!ZOcbWpp@O!XeKeC-+fteFFQ8D=@KPvX#oK^fwoWL7j`584`jxsq4~~90 zDZeQEYMa0tBpw;E+7_Vs@TQT(amda7eHJniMA}Rv|Dbco=Z{qUd5u@%bIv|ph6&+O z*4H+^-frBwoZg*Bq~E-0=geu&%;ReuWDnB@dPE#$8`UeoCLgnDd$Jy%@y}b$D8G|_ zWPebq4jxnBqJu_R+}Q7Rd&VL`u`^by(>0~OQI-K3KH-<@ovc%w3_E_G-n0wvSwF(l zTDii--1Lg1R{#7yJdILE)t4n1KHhJ~JndgW>F{e%Y4*Pud&xH!!QZ7BKTl`8NIZ6f z-PVJM&#w%P2YfL8J5L}-+!?)^+jD6ex52Z1t?0_5vTN@f4`|{a+v$P~2diBFA_Qae zpo~})R%{jjS)V*zL@8YR*ugcM`g}CcM*LOQ0rb0h=k5PYQi2=QC<;A#Vw6>l_*s2v z3v@p1%BS{&oFL(OS?i1*pe%-JXovbdw%-o-@`CKtAh&$ZbRnslHzz0pfo`?fbwI^e z*^vw`I;wdd;|t_VeQ9&Fx)$#ZTrpHtza|*adR3XlcKus%yRpjcXUgTOQ&*UKuTFh8 z_G0P=1dh^_GQ`sIU~=1fSXWw}T`6Sc9`Ux{-#bv0?$&!d?dFz?_PA*Ma@2VHxX%dr zpqEPIdkm3rXNjU1FoBG+I?N7PYvP)B-Ijw~EUxe=cm0h{L#@Cig9R%HPrg1QkEG(3 zPYt7msr8lb&&o}D0bAV1fT#ESU28xI)A^@u?^HWKDM!9gtNvWDUW*iWNF{RySdAo= z=Gkvmka6NG{jMA~HM_5G+4|mY1q0p+@%+Z^vZ`91nu!v+^L6=Rmr%#086-j)Elt_% zFX*32>Ak02UbHs|bCCCSGc=H&N}g-BR>IZ*F^+N+CahOvJMV06J@!>;K`!weUL=J5 zgVE0~f|1aTwdCm#^@nCPhw3_}Z|YqE_*r({E$Y=X9Hov`%O|7ujhHE4q&%wS>X*vg zIjh@!v-)i`-#b(~8#3J(2R6R84@ow;SxjUfOmZ&5Dt_s=Lh|Y#E)dLVwfFNU?ipw> zV$B*S@D;D9uu+QholRy`_T2DXH{9qxav6hA6n0I_}OR@-6gxQUm53n zRZxq`9t*f&I9MM>tN{OaqD%Pnax|Yo5I*_q=f1UeUuv(ums;z2b&*^;B%ef~TB4q_5bw0x#HUhk=`(wR4TK%g-1b|@rVJE;P1akAIu@`y^D ziJs@gesbp9D)CFM+e+I~4j*iMxu~NJ$Kb9@SkFCoE zu%tL@Ev`bFI`wGH%XOpeaf~B>+^c-D+K`8ZC&BHVK54rCT7oF>*aGG=k`Ec0&`jt@;$Jy#62ZH9H7VEkC==wK8h(-rllAlK}|E`be zJt%9z*QfrJLkyAT_oFhd9&TIP6U5_jpw5JA8SKQ6&l!yE-mGYwS$kuW*P!I$Z)~$% zGQ!_d56jO$A<-i?o8?v6udjL&OysqhbaEk!$xikDX^vK_pPi{%Fxc**Hp#+p`1^iP zN2-583yYaw_siEVg}Ta<9sbDw#AVvO*LQMSSjtsLl`3%srs3OVlAk|5OC`UHZh&|N z^-^|sW(VV%46{~nmzlz3>_qViZ|-h4nOHXt$FZ^7!Aq}+&XwuNNGWA5s*7wzXkqOj zA|!KgG;LGFj-JHzil_J^*MBWLOy;zzb+)Q)cG}uGuls5OrP#O7C;o6#q(Tk^vOmc3wscw$@)@*Cus&_IE%JczarRcpi1RwAFcfYrlP~k5e#Omqi z-7Rz)3VsRuS3FS7Qbk$bHC_P)2mmOyGP3YrTAv+Xu-6)*DaM3*4Wz-U4Oh?0*mb^5 zr?IXmnGdh_af&gXBm=0Y8Iaxz~zp_$!tY;1lw{UGNsIWZ;Y}hYowLhQ1j-z`xg-0yerZXT{ zP7kkSyNr9cq1IJu>!-JQBUln?-~#+UhNDR?@yl9%YI46#|63{lHZ4TDCR(pJ5Wk;Z zeH8a=iUu!1go`CwtU3HvY{9LHz=0S`q z(YwhLM0}6DICAZ7Gil2Gw_MKdjMtXt-rt% z{(Rp)y76PXpfK%xoQEy6pdZns-ILxs=C6jf+U*gU(6#hK8B2rR{c%ff(^~nh`g*fn z__u6e&NU!VA-`77Z1PLte){6N=*aSrA6w%k5_hXL2e@F7z`EBS^e>=JZLnuBD+%uD|Z1by0VJeR~g*+Vj)9 z-@zsCaP@1ieBMW6x4j`+C8zoD`x|Y$E-jAbM+kAM;{LvdYDTSGJjvpIe_N?OH#`ywXruOB!G>DbO0OsGHjiO<9Ua7~HtsvjptQjj3;(Q` z-cnCqkvxIXD;+G|AZh3QlqtR!Dm=HLE_<9G&d(d<04eJab)PRhL}Xz;AO8IMmP5q6 zliJhk9BVqMxlDx?;3WHh@!znLCn&OQ{?!Mqv0J;%+JoYL7vIC5tk)fcuSna~XL)9f zCf=sk1>pG1(av=+Uz=!tI$)VA$$5(GNLVWe?dd_8BN%n*9&5?p6;djEcYpHL*J6@T zj`nsg32ABcM$ZOH3Q{<*8AVK#)#@%S;X z{0J4ha6|M-M(Y#Di+s9r)`#00Skx$XZ;Kuxm>bW5@sg-w9Jy;UeUJ5;`B_m~$T?as z@0_S()PK!Ny#PJ2&IEnklxtGz9VbsbJWAI?LdX64dt;A8TI0?r zOw1M5*PAw!&{X!j`Z};D-*v}Y z@(MaFi;EE5)%)aQu=m;1W@l>q{Tsb{&kA+1Mu*j~_1W{U)$(Lyo`cHgCRGISrp*@h z9Y%0N03}zB%za7ZUOqNso9hfmxWeb)c*evru1wlbgTKe(wmrWNO}$jTuZg^Ks@-{N zx9oSAK-x)F@jKjFpD6aS)@?Q}cZxgY!di&^L&I!J;-6u6*bL?n(l*L+;@12m{0=`1 zH$ll7uw!Nd^VK+lNr2gGhp6Ypw=*~vM#-hNExwJnsiw~SlA2N6KyoU4AJ)x6 zcVXfQYmSN+@|OTNFHa}K&z^mul7bhJx2(j!!AQw*D0rFF1^-lG-o`1)YJYgvw+Ry4 zdb6-fN-J0LsNIYtgL<_b_loPo(l4R6p>kMe!e1H9``j)5)*pY3*yxR-^(Hae*JyHC zeTbp@gRj2U)Yxyme`>ootNh33xDlAQ#!W%UH}ow&`kNN`zy8_s=CAy&`TmQ{>wY!E zegH<8$j^qfJP*MQ^mR&agq_sxH}i>IuiX43UJt+C&MoBkoATko8q#db)OTzHg7mHT z@ZOe)f?5cZDq9|GcSFwI8|*^`eNNi9TSSYCC>UAI{&=!rL@qiWeQw3@0n#1JxX-6( z38L|wG@?Z37PPFMA)v3+<(^=HxsBmSB zsRCkW)9$oimw0z#!Z-eM7ze0b9hXM{S+A~Y<7kzGmI9{KjptVdg6#zJ79q_^nHaF&;bb^UrR)zaVSRaZ_G}*n@(#1+UfZ$f2Z7w5Z#R8aSeunzc8A*t%g(&?gc&X1Xf4G;}+rEM4H=urg6_uo+Y{>1D0vK}o4*q3qEmSvIj-;5ALzg$U5 zLl6khAH$GE+1<+w=z9vsB^=g|6GhrPh2PLY?CLEF)vccBHH3bla6Er9h3asT&CU?m z9{@Y%d3p%_+0YV;V`8^zMkHF)0L?u#&rN!17nqZ?OeIK47XLCV9zaP`5kJdiGePo8 zTU$gt3hJ!J3&ggg9^=i<<4Uejyg?#Uw5!$M>zY@KbMJA_HC`I4R@#?1-24UuYmh7_ z{sXdOQs=d|`>-jF^7wDHr^iDa-akL5@w4?ED814msGQLEwz)dlq1ZoZpF*j?2-ptf zO~qhF6PsG{>uko#ZtC9I*|O0&#GT10y`3+D1V57s_h!lSD@^Ii@LW=f`}WZ>0Q2N_ zHYKoXNzhw364yd~)7=7H1O^G@_dIHp;q(-In@P=^Q@(D5*@w5W-hkrSDswoC5Zcs8 zXoHN~5*Nt+{=MMAcqG*T;bTMDd()*fsUW+vG8QM z^X>Wbc3!oXXxS5Hd{mgfHMUO^2Ob2<^>6vy!d*t#c$~lI4EjHUxV}$GE58NT^z{v| z^QZeKat}TUyOrsni54Xz)MJP)yz06Vj|91K>ir$3#o*7{Q)X1djxGWAKx2Xzhqmc;Q)0 zCkW7DJ&oml zSJ=gs&TZ6a?lrtV9s%0539y&*FU8>O67-n9cyCsa_v?pR`lPdLAN~lqCobPd>p%?f zQn#fd)qCzb+&HJg9s{xTs9*6PH9+vSeLRvcI~~P|S9M9|vSrLqv`It;`qjo;wM@=t zal~*yH1>>WBR``v(;?{hW0VMj<#3nULh^7wGyyXf7w$*F)knx`x>O|o{Pi{-vL9o?s z%D*PYz`)Mlt2ml3_$g6d&Z~Fnxuz@V9{;&qwrWk9myc3(A97)2^=zRO=PsDqAHs3v zLNR)@Ea$a%xo`Ei(A9NYli7nk#*J&WcuqPxnJgtzlF&3s5q`X+H1&XL;Jo*snh4~iJ!*&E167}-Rlv) zmy3%b6Qf^#C3&649Mi>jJwJW>HJkJ#J^M*I9}M7`lqQFqAr5Qqn43j_Vx^pg6E^6>oaQId>NTWxmE5g%QR z7viDTVdU@p0vfPzwutdgZ+JAz$1hyYkMQg~X#F>FC>6_pb>gp)dkrpD5&d;v7Z2e- z(%#L6*UNpX+e4)CI5Q*cF)5_a@$J}wN|g;Xt<}Uo$k&_XR0fq&v1IaJMB}P&DI1de zm(zWnG*KnuUeppVzCJ!ZG&=+6G3 zmUUa{ZdbYM#A^GP33y2=6Z}5D z%%zI?7XEc7)#FxJ-jD>Y!R>pt#&01w*^ke3M zytf_a7tXMg;_VVZnv3zEx1NhveYD+tmfAE6r_IYBGx8AD=}eXM*54�UorcX8G8~ z>AjUy-@qv~XFKw>sJ&YL`F#prackJS{;-wx4TRnUmbIbDrRS47Tb2(^_L@J=fTQ}Z zo8>qZy3qg_Q}K`bOG#nu|4$D_#e)#);kxwEjH|9$WCtf;;e5}{es^+RsCtI#j8@s8 zoh3d9aHKp(M~}|3@!FJ*pU)#{1Io5{KRoH_Q274{*BdzTG_TbLeBE|O1JV~GX)m3i z{6H+{Bjvi^z}eEd60o+>gaHBah+}kalKJ@>dzPOYh=$XL1quf}*uyBdpI~+L%}n#j zxQ@x(AF`U&kMhL5zx938)hyVV5D9fQM5NU?@DL_0L;Q4l6J-AbP(WdK*Cd;xZuMOs zlu8z{yJeCgR-+5fhex8ayE9V4)}seZ51u#;%DYt_oj$wx|HjLl(cEj-n!E=59mOxz zbm?0Usst3n?HphZW z_e80D;rMO#y{y=n7Ficxl^C05HjfVsUC*hGAr}j;Wp7sMgBG;(#0C@h3ul81m>mH8 zY|O?J7}V?A5RgKR17(vh1P~6!pTAF(`jxxZp!YejcjOz>GB#k0ZFN-SL*tQlXZrPW zbE;ErG(Qaw)MPm+uMn!9j}P;69fHToyw5*dbgt~4tJndTpY7@&@lvbg=_K-WleHi% z5t!6v!;LkBJV;ag@Fa)4@%K>g7hcQH&xOvLfm=aMIZWz2S6i2Fs*`WsA+I9ccFQJz zl-4Pf|4Zw#tD zcGB>-6OmK%d)%PU@M)}HpXQ$f-Jp^A=@I(9O0B=zy;Iwqkk2bidJ~Y>aYD7UE66wK zOjX;`MsSKk>xw|6c0S_J+^&B6Zzth?EetTQug1`3HR)-S2fw-hQo-^kxV(53?Q8B; zR?|t3WnOzJ{H@twLOkr`DC78SM?abMCts{xPuH6v-tFajym?$$18zOTsQa69-(R_n zl_Z-A7lTWq4T=@Re{uWPu6?X#^A+Q>g9a=rnL>E1Wi5+3*wY1T{e^{5dNy})7g70^ zId}eueRbJabQ4iD^M;-l~|f3ji-D2&__Z6ZUy^{SOe5QgyoTu+{L z`P9X5S>FYA>LmUj5I?B8EAzr(bz4mCkuG)=I=`9jr_s`0(GiIs*7ohGb$bf(9zgA+ zYql$C{G!nJ8FlKX+q+mi==hyAx7C@yFeM(*5^6d(dP!49I$|YXYIkQWLj^hC$qH|2 zcfaXha{?@~>b>9h4fa_^arT`}|61H|SRU@!?dxc?eFQ(cd<9Od zDrP<4x>N_r5r*L(+A7A*+j2Zl9uIPuC3VEJS-%8q{PgG7P93&=FKdbK>m!iPvPpko zNF*p5F4MxM#TcXSd8O99Qn_h8tah5&Q%i7xya#KLTs&c_+@I8{7QET&6~RB`rvoPw zcuO$WO~Lzolt-KV#jb5SwR@+lcXRiObF37%WfoK;0JEiYRN@YAU+uko{;}L&F4tmo zo`-3QJ$XC9s6*^)T@8WXDyI*<#?Z z>Ay;%3egDTJX#Y1I=;spAslb@>I=2fxo-c(G%46cVcWD?kU)FZ`ls{(RO)6B6vxVnE z{`}8tI2bjr-FrO||I($|5VM0urx(}h&T#Q|{!q=n@C(leaB`3ItkUt81G5`$Q*vR7 zkJER24!wyt7meBT>Iu_(BA+e=VZhaoN;ccig;UQxeI}C6XN!&EHl=%TzkLwqTvL*S zgRnm}m4}&9Z`__jM_Ktr0EpE{qMrdTe6>&WP%kK+XIHDdJ4ljM!E01~_uEvPHe=zB zNiMg&Uy*uZZ9p5lVSih9U*KTSE76hiTux3Q%g*o){hE;VWqWOkaURUvL9TWx(AMK{ zZ08Y0%x>?2d>Xy8Y+bFD7p-qy7Bva+%agw~`GCbwLe^P~X-uf)GuJan;2!p+>h<7Wq_V{7k z^ZOfcu~ZO!ep~qZcd5N7^8w^kQXWiMnN>NlFnSgqV)3x>!);sG7PBF+CW7hsaTBgd zs+!9YUOR1Rstkaav;cnLa`I6=#lH=4I%YEiIw+*S&)VB@XLpLJ`|H@4v+L?#da4(y zl<fk%bq>*btXO@|OGg4xCU z|KY5A>0!~Eyoh7Ney$ntbRVVJ8-E`WCLnJD+OJA+*ta_qJ@Iw;&zb&2$iAJjoq`&Ee5<(B-1=niSon z#&MsUGoNLm4i1q5cY+OkO%2Y%55$o7;yUdoM`6viZ3$GqjM>~)VpU<1AYZ#Ty;*uo5Ewt-|@Dk)94CW&r9U{cG#_&BP`jrr3HuSNT^fH#I!7yn2qt!mv`xu}`ss0Ua}aZI4GyUyKo%x*a|0 z^qxxHWSoq$IUqkU%Ap@xL&i6d`6R+pFYjPseiewLZ{R%J5iAp6{sQWD_jeEW#NYK> zYP9SKwi~BS(OJZ!>HXkWRMI&(0HAT@d45+x9->VQ!Oidq9&Ynh>^KJ&twRf05shwf zGm55YhcQhff5qzdZXAgVey&6g9jOd^gJ)1%bs&7B!mR)Rc^Z{>%MQwepN zwgNK*77_6Gmj~-ABGG#lh0A>#zur4&P3ZjTtN;6p4TwmQQvQ9_roe44XQH zu5Ehw{Q85_bQ^=H2Ya<`514SM2!h7te0-A455`)@kvnbm`Sv<5|J}^ls%Z!N;AX~K z9CeVhs^14F|K z5z|q5H|v1KB|c_uC!5>T!@(F9mKW%f&Akzi8ED-pTz4>&=l)v`6w9DGjUU+Ns@v7@ zx|Q3v%$hmBRjnvl+Cvzr+!oHT+iP`8HlHGVgm!T!y!&#T_`4WJ;v8#x^hLd0OM%)M z=bO>GMXo%;&JD;sZMHrgV7vSwS5p|C5+9e2aE68|Uo#b;v?)(~WK)uld~Ku^cTDDA zri(S%J7)K+&|HhkwViBA|F721xew>6H{W(;YSjq#91 z%VBG9i{mJn-bx7KSPDb}`QE=yu#_+T(dWWhK#rZwim@K!lpc~e;;W|yvaE~LwI zFboDxf8h7p!70{PygA%S%KY=$+($ymUK(TlDe9qOQvK=_+{^XTlc~3M$);&dFnPrG z`)Y|lePP~jr4wR9)Jpp|+1)06bH3-rRe!#@da?gj&R0T%y8Y5-&VQ||-Y|uSX%rvH zHF`92LnRt*Jn>rEutspLLw3x0d=Rdt8yD}Eb_`hKG4L&y`2D`zulU-FI zan0OlwejtWT4i#R;yu(Sxh8g)6pht)k7@bAG+#pq17OPWyWOBguCx{aE~N3h2a?wY z+imVe@_OM+aay%nV0RTujaQV(E*VnZ)t))HjpQI`O_s}LwtL3&epOpKjV2fz`S7f5g)RdED?=pYvt}hT$ zbxYN*+GaX)4!=%r!nzz#z1|dE(PkD9_yL)zT$KfRvM)*<#lS* z=T9uP)6ZtBJ!^=IO|jRFX+i2e>steVs|}dJ-b^1`6>Im*!7Y6L?KJQEoc25bVw32$ zIhShF3tgO^C%@UZ#*xf&nA3whB8+lP-eB}Lbf4tiI05yDFxbQ=uY!vGEyda^-a60K?m*@AG8&|zj?!753 zK@v{%2bIdSRNKe5ci;@GW77JiFGo;{>AU5E(WcA6=kUI0Qm8BCrey99o$Y4y>!Hh) zZm^@|zOBgbH=3V}*56)by;|J8!RBpMI`p@NeH#snF6a#&C5Nx_EtZuX zysv;0M0PpuSlu~ya}2w%y7_E?UwL*|;AQ_%f`e_X4!ajfCYT#xMye?|iq0iDU6l7i z0*w!GlJ=ar>|D({lBc51ix)q+{vdBnJjipJD_AA2{-k@kLk~~ExE?PXsu?#+U}MTR z(m`ni>;nWH(T$GKX2b6Z=Ir0HHlDp>Q4n?O2b>#lIO%h;;asXk(Sn%XVx;#Gk1ZhO zL#>8`;}=dC_hxxVt-5;8fFDHjC{&_D_Q49u!RkUhy1}gsvHfOM1O2qYGrv(S5$KaV z0kL*Ys=2Z`+vk>Whd4j^FUFPL7@A?A-l@7om!WHvD7 z(W%y*X~{km((w^5z|x6$9dd3!ga@&Kk8b@v=r${1KN>VxX%A@i>e$T6h~1p|c5A-8 zkI~P0yFZl%vmEp27Y88Ksw8shO`s_hT)L#W*sp1^D8S6j^0-n>-mIc>Bb-A1dufLb zIvy+9<2t(v=zTG6YMf-5+Ts0VlrT5C`9)9JZ@3TL*VjA|M(gy=yJzd{al>1iY;KX> zV#80L$K}xmuGkkZlwk;rQk}ziA85G;Nr=;g%|KH$tlCF z;ap*FzN-BjSvamzb?)heVeyt$V4A6&!JE3|nIiihgIFkp0iw52W*~2DfGwa1Pv`Pf zYV%2ak-%{r!>l?f!Z09%*55AY`v3_kghw zb|%X1gx4qfr@)r*2XgE8&-*6Ztc;q+XMKlcPA#;}e0Hsz*@OuFLUjMK&mqJVcRIZc z^EZ}z%%tRRv}p7OOnd*2(W{ZfKH_3TW<-Z;3_c|f9fsq8^3;)RFjCY0t-C=bxv4g`lg<1)eG~xpw!E!IGMqQ5 zWF6H@h0CeQHVcwjNr71vJ{=qz>WSjrKs+2v(X zc9rVK!bhdjMavzHJKLK)d_lSYX3w0v5-{n@sKvqsNhE0&~iNM0AzQr$^{tsSt zAKs8&pTy%G-OxIi1%j+rkars@^*(9xv;q$(d@3@t}gm}8>!w}VOoNZ;8$WkgHPChJml3R9w z2S_uSN`w1V`r*#)aocMvOU0L?XQJAjTSeAq?P{YWe2!xoX3?vY^}D#;=I*oDf5yA8 z-awv5lW8xi(6rS=H@pQ8gufA0>vZJg#{T}-wFG{`S4~We&)b&OV)A z_`LV__@^_P;(y9=N^EhVb9ww~M?;}-_`rha5Iuz~NqQjOY{cKAfS^1SLoxS>AG_YC zw-Ak!K}Njyx2>0JY^l~ud?`gAKLNeAx(&7#o|qh&H(S@`UdI+tls$l>@eG&9x>K!w zMF_fP$Hyn}j=Y&n^WVZbLk?aXnb*U#FYmSICjv;dfI)nk89-_ww=`c7d7YTn zH|nA~iXKp8tz?_v%HFimQ2(MYtm1IPup{1Hpy0lCeWV(0|2{i~Gs`!*0D+)f4{Da4 zZ%OA!$e*$LyzG|Y8MAnoz$}sd&9I6-CtlpPH9>oHf&}aBtN)d*_sAbiooIn1J7Vr*SN^tZgVe zY)Nd+JDYEXMopTJIye6e!pY9-Q2sb^z1MXXRlQPsp_GHwtQWpnZ(wNB_2`{OpvZ3| z>bG+#4@@<=gYH!3{uq@mq`6<#Fe|T|oTz^Yn{#YZI+S1E6A9YI0;20C4beJMm4)(a zY_GV%ZFFfDp37UiG8$j9F!JvBNnEe``#N;N4Uj_)l@DH{bA~(yHUqG&JA0ypzI60u zj*d-udv`?rOcZGl2QB0K{ zX(P<9w44+ckCQV*axKL%{U+cAR>kv8fB;GpT@t%9007x9=oa|VvijXI!|>hbr+Ga> zeOkSJz+TE4zNe;E$>EOSp^`i+J5!c{F}w9! zkLAO33a&UI)roPm|Hi{RoDM6Od-5b7p1IBMibUWacjtvN2$?}6f|CImZQFtProGnr zGHZe{vheNvMX52pmXto<0`$E%*&cuZqaLa22$6Q9*6b{AnQ~d|4WK?6mU|Pf)+EIq z+-z?b+``Jw?%FcRE)9J?9<#|#``Yc7&M!NtY485)u!L~c>9(e81Fd(TceABTFZUa- zZdUoL{G$z6Bp5fV0rk%Pd29aWwZ8#e1XmioRJ8HyU0S~;JDod#ef_Y^C1bCTElxE% z+CPA3A3bZ}Gt>D_enys}F7$yt4-4Yk9@D0+=iECFM;!(IN{fMTTA=y7AR@Y0Bh(x1 zPV9WjnxR2quWTvBSWgoK^KTdVMXVDms~5hTG@5vHmVmJzy}$J<@}fKX(K~QR+stII zydxp~DhD&})yBG-Ef(fjXFGM@f>_S#c3s0Z>kqixI{xUbpor*V^TT9!K5pifWt=xA-6VnOK{3*wD_w92yqaA_m`@Rr=7u``dlC>X!a${S4_;J9C+| zTX%H!w5H?UX$5_FgJmZ7*X}6=1>_WA6S18QZeWwI%5`P&EF9ZSo5-34hUCT#XXNCK zO7D@2?RY{O?)V^IFL^)^AL>^*Pq0-FB+>j8n-iUFJGw*mk=dvPII>*C+o&RR)|ZyQ z7v7WKC)d$XKtgZ$PyiZ%^hEl5gJ_-^#KQZF9G&Js3UW(mYFhaAeo=O8pA)*Ww5Lo9 zy10vPxt_bb)QwJhp1LD|J#$#pv#d7t1XB0 z;I$C4!$q;O&m0)<^gPYu3>F>&qE}?&oZ%I79eL=VFTgip4+9M?p2)7BAk+aPQ(S6m z-6Btu$*tjs7~fhBaALFjl$Z6Jr_amnYzui{2{BbyLt12=9tF{gG@tQLMi~fgj)ko) z+LP~s8ttBRXSW$#?b(k5D*r?1T(D?%2EN#){S=kcd9~dnMC||ZR(h^`yYiYXCgTR% z?OU&@2tI8mFJ=QIR2%DAx0p~okiPhufK;8yH`3`aSrrGZqD-K-jgUfow<#fhEl%uK z>h96}+^C#{uv+Vt`Cl@Zy!Ng@xen}t43NJM8+c#r9OhnJ!0zf+m+G|3Cl9dFKa!mY znE*L`8^%Ei53Y)0Exs=qt zH1(`|q#^EznXX{ADw|RW5}*u7^Tvy;F8~5RyLdva-Gi%H;Ynil=Qq5))`P{@-42TR z95JyYM0Uq*Ts?ghY7+0acll9C)UKM%`z`!u_I{66rx=tTVl;3sZ=R@c0VM~-w5AH4 zSn==d*T#(BkiFINFLK=8EO^r>HgU#h*S^xd&KYyU_P|4w+IZ(_U-%%o+40r=?V+W` zC$30YKBzSZH?2MIu0C&1#g0tn=98P(pkOdE|FwK|8L)Y3^N6g| zGDgREq3t(ykcFYEQ@y}j%?tm;N-_KJg^@TppMQ_Pm%5&K%lEw>Y}9^f`jhmWrPQCB zbB@SpF27#M>zv`Z^|M?_dx&HY75bqg-uYTyX(do0~y54d?fw2X7w`n(Vc+GVE-Mj zX{TIAE8SjO8>$JQfqGuN*Zai14F}%FCsSIVhQ;bbtvRt_Z*q9L1w|tsMR-iv;Em&< zcKd#1IdkUyauuV@PnF~k8}>zqYgtCgDMxKPX=e7~v!Z_lj%@vG%FK}Mu7b^Nv#>1( z!+e^jDj(s;%%tJpbzpRZpNGef*&;Qmiiu}~|9R+idA!JK@4Gc#KQNW$>jnj_pirhp z@S7H?E3`bf$ZcGO0FUc|-)2y5yVM?p@q_cL6YTlZ`l2aAmL7@S#u|eaC3NB%OA!K& zY;{?W{i;!p?uGZ<7~kh(dA3fYyAK+|-Bsf_fu|>A8-uQJ$XU*ZfxnHFyJhgJT zznf@Bv#V$xj`S}Xcwj*O8sRJDL}M>S0pz(%%~$u?D=WTB@2?5C{zaF-KJR5tU{p`HQkBm=CIxOmu6wZCwQ zl!FhxS9FWz0kH0JRW`cvs8|zG+?bEjG$}OP3Wd!DzysecAMX9M+y{H`sPuyLMm^t$ z5eTs-eNG-ue5^HEoh`{;WO^o+q(UQnY##;s>h|j6oq~$~PYrX|!qfsC0eTK@=td~df%RPDqu`}PK_2-Ui6dpbUWt$fCdpyi}S89V(qmM zs8#j~3Z2*e*`4ZlDLjp@Jq6TgTen)o4#i731e#4eR!2Ldy1R6Y*6qDgxC454a6g4<0D+6v>$Uhg_2|zo}E;6KgYl9D7n^(e_Zu8oL z0*3*Lb=yR%4&l7kuSJp#?jDB3Hf^#8dGXvv)b9&lvA^&>!|_(<sz?jrrx zk)q!DZN1OArX8FsO=Tt&=D(><8)-B$DLB$ogTeB%L>q9lM#;50tr#l!oUh0m_nxPPwKqHsQ^Y}Ho~e&S>h6coe?KvLkMb%Xd)Pm~8DY_4@3)`}|$R_ptN)-ho5eMK#6T z`kc>nMXJ`hq0*#u@69$f#i8u;DXW+EYpPHe;?cm77e(US=+@e6QH7UE_3u5t4jr89 z`P+*it=k_9`32R_fSH9}((_x|JXig3)#_TED1-T&$Z7DR$A3fc*LHb!&#mj%$9AI# z)bwF$aXpahs=2-Cfd~I7hAl2yYx6i_Te(?7EYpn(;_lK!=+7A-i+ZpM*tP8NG(V08 z+jJeCaq6jW_m^vhhvwnz{dA4!=9|<)`$Nr-6S($05?lWC|6Us)RVfyKQ!KDO;YoGh zocHbPCS+A`GE3LYv!?%DsS305x1EQd=he?t1~3m^%OCU;l30p<&&?`Ot$j5CAryc0Mw8nF!U6`9lxkf#UeHgY+N;aTJip}k7J(5-iHF^(ktKZ?gJ5ISpQEM+R z$py`o_Irg~b6;eY`UNB}(ulR$rwwjcUR^GP05IuG0s`kr`4U$G(sPks^>l!2Qrqz| z42%B8b9Q14a%?;%54Y*|w6WITeq4kOT|;7sT5g{G_*Nn9v`bN`dY^4k^(0ke?ys<8 z3J|yhKVs{?spl#0LqWw_I3AHZJEPK|u_09xe*^YA%4@r^|AGr&t~CEW^T$m(^jm<> zEc`X5FLUK(lgseW{bLbtE#Rgospsbz+zR8k2vzH^TYz0Qz~iz_bCPXabCPX$sR>+C z^w1I)40dPrGdXNvZv}z%FtG(|J$`?C7=GF>wy7$MuB~~w# zh{5WXn~#!Zcv0&IV}R7+>6n}nKBt%NjbW(IZLW*t^UL@K}upcv~o!Y5pfo0)!o)BWWlg%Td_7HRP|NlJC8}iZ%i1 z)aVJZ7h+b%(`4JohEs9Q@oy2`4#@9C@I5LB1}fP z`JOKW)M^75)a6EC#>2U7#gzPAt;+Z8IRXT*sVCgYSPsGQd<}`8fQdtyaz?QDYrC(Z6b zda-2=Dx;N_Q@hZxZS9PEzF}SXFU)##&BIz8-Ke!QQwHPJdC+0}_rtqWh-0;R_!?k5Y-a*p$>_qEz;u z!^ppz$zPMuD~ZlS%}{%0JT8LjT6yg-a1lhVxbC>Z-XgnTC*1?g_3yM_v7f`4HK*Nt zb@p7UQ8Q8h`cG}eS=u25PUXpDwpIyyKKdr`ip+i`7WyZ6eDv?pXTXOxcgfL19Kj_R zkDW>u^(Qb96D$YbQMSVtjHKGb#xe1mog|MGbU1rU;c6w@5WI2=%?83Yp2D%Vyd1fk zOaT7rbk;ih&{tknj_0Jx{PGa*5vOd+RDRolrP;REp&M6|+`sB!zKVZ+)n|u=;TK+2 zXH>>{Q&|~HeoJ?il0xaNd*#_VENPyhfiKu#S0wl}hkqRitxPuE=w5EThf6d+m?g&D zCxy7xlMxiIl;=%DdPQF|S1tuPhj7FDZ(W~Cj?8=pt#|zAHetV0yVZh)C$g}TOFHHI zCdCThMdy#M?Ozwqn~~h;cd##boa~M@)XWf{y$}dO#0uC52W5m+v6< z_HXnyn)~6SvJ^X=k#jn{!p3h3n<2KkJH?|$qxgDlu%29rVAUgt`B5Q&0wj4JqF-OC z(pk7OC&p~NtBhJSTADI`_PL2yZa%BaRVd)B-b!q2I0rDQ0qYHoobMDn`O{_-N6(Xumusa&eGj|Qc7|6iz$URk@0GnraZZu7Yf$?|s(S*xz3tvL1=x8B$%gV2Uyg>p%Yu4F8$Zt>{SGGYZQ6@Wjl1~6SxM4|R zn<|c~*^}Xqf!;>oH6@Vd< zwdb$%hjqUvzKd|o-#}k*Z)4V&hUbFcy;pXdDgOto$(xibR`so2?=;h6GyQ&nq4`v^ z-siIdHDSCROorN<5qYz8XIsO{))W4Ylfz@yb(EP)tjzvAot7V7c)QsCI@*M|8*H}E z1s&$Xk6bIBNz+F2KaFfU^D9sYd$0GUYi-E!U>A!0e7ggxn)c?QR^H?&3=xS z_$EEE;DqmzP4ACwkZz;-v=++|>FM886L&xDe(JK5QZ}Jr0rlD3n(psvHrt!?208zY zhVxU0yxvz1wAgR-UCvc0Z&%;>FZ#XRRw>~exjU00C(Ghf=Znwq?>+-gIZe>D-H^V0 zjQ!js7fNqh{|PMyMQU#U#WEREUfb*8DKMsml>9RF4;2DQ9$}cq%nXXu&}cA6*Kx;^ zxM;yZMyLZfF9(Kz-YT2XafMquvf6*h=HZg?;+t70*Vn03)8ex)ZfmBfYLjB8a!!Y;zMnmz6Sg-Tl=4oW`ba7cy3L+nWqaUI?A^uQ9a~pV5bM% zM~C`?Y7>-YY^V8>lf z|JSHp6|;6^|s1L|?3 z(j*G|+6q*zi&Y)3b}Pa1I&p-8);g?@zk)993tfoRmrrslXyk};f80QdS}YZw#paYi z&3$XG#9>V%q{qY~zj?B90x!n`(VsRJW#@dR4p*xqkh;hd0pf zy88=z`SDlH7nLE{r#|@anM+r3C{sjt*Z5`11yvfD$=>)DE_8 zOx3P=+ipqwy#BmSPVvL|k>sNxlX50h5T!NWHH=bKS6 z%#kP;Rj=DxTqH|%*)ArfJ+k6U`@GBQ4~MyzMZ9}mYkcmi6x#KDFZ7)UZ{}#MA5Wql zrweX7TE-4_h=0MHyY9t8wKrV9m$kAAxSt=AzKPthzOTn^BwM)#*o|*|`$Ap!N&miH zPy5S42#7~$17?$-*G)G#F)3XYsRU8y*AaJaw~9rQuUB=CLW2tO3xDfyKRw8!`8S1* zG5a_K_O~<76)`^mMFp|gU+)ltCqgX$QqqkP4+eK~fgg?oZ%9ec)9P+DScEmd0zah- z)@S-W1?y#Zx15xZap5Nqq67JKstPB6<_XeT9Xb<&O3Yxm%bx%O>nx7PA96kW*b#$t zBGs&wHZ%Wd<;7YxH=cE0$Z%L;0XeFR=y6{w-Feum?S4Gi7b`mj%pa%ysSJt1y(f2*2|Fk#qEQZ(fsxl?S+Axdb5x5KD_mn7~%a;`p ziyzfr;yx&8@eKeV5)c1ypNCjYYhAn?8fw%kiM@AY2cE*|r}{HD7c+8Jtgt&`)lFJ@ ziYxsU?GNj0-&%xN$-60IRPL{$@%~=yFr$i7`OBB1kl(ld*eENsgHQ==q+r_`Fy=Iqla$A$0qh}kt^U((8 zaJxSqgqZsuT&euDd~L=I^?eo(9WYmRj>_?1k%+r#>DZxpR5WFfmKXI;j*#Q}@~`s< z@vnje%v2PMi^}fgjcdfQiU0WGtWJIa`v2Bz&zwwg2GZYoUybb7g{*@=Shm%7TPlV( z^I5X?X1zZ%Ev&ZGEy?F04ujn;uWvLfA8*0@-g{L~`O!w3AVKkMU6DgUIc4SuapKUO zt{!cuJ8nZby*|Hde-EbQM|o01%puCx@}j3vpJGSyPy7O#;6iT^A zd#iC|PPhHYaMrIqRqfPD7+N*@)rMLls=DTP&Y<#mg^~}T21afqvr^#p=puL`t@(5D zLLFm!{~R9M>xx4T%Bc;&*Fg1v% zH~G_^5+1RW4GM#Tj88T{L8$e2n%@A)S8sIG@IT|GN?*DgDW%2ckrsNcBAf+ls-q(X zubJqvH1>-f!M-bBnRwoCHNUF7FRl6SoZ~9S@l;vIhx_`-CXKrj&3ez;%;2scN@)5` z%$P|);Z=Hzboh8(7ZKNps|`8HZHVjpeSfzOaajDDCe;u+{m?+R2Av->Tzs#J+^yWv zn{t%I6@t<2>;BJvhcII$BXw--M{Bf?d4pw z35HlMF`nljMX3)s)KGQ?2|=hU`NGhr9`FoS=6d|BG-1Ym`2j>m>hwMf^|IoPyv2^3`{4PK=z``6@kgDKuJ8WJ zppm((HiVc4!Io(Pr2h>|BSA#rUPaa{77mjvNl1yaz#Zk?YWk zcByv3-$tgn3EyrZcmRF*^Zcqod=SAii1AK`&Bj(Z-!H{*qFV3QySn^t(w)#{ulK)N z;WZ1Y*rL*R8};&}EP>I2A}LIv(tg=$XL(51f`oSm8BXe0$nWIk=Ol$jWeQNuCvlOt zZUa;~HD9;*gcM+|d+QOevt8k~xgDMZjt-lZdplEf%$Fgr;KGm&dvdN{{B;2V&boZJ zTtY~fDb6+SN+3O0Kd1iZ()g;GQE4?>aczP8%`?7;9QNz-OhQT1L>@z2L!O-8-^x4%q|YZ$|0yE1#tEd*7$0E|F={^D`B2hkH^5w&*3K^+?P;$f zuuzRyLAT+JqP*}%xqu%g<7V%SB~=PmrRRKevV?6Ky7gLmZWdjIfVX)tzO{^sdw4C= zg2g4D9b2lay!Wdtys~~OV+aakS8T6hc>t7=^>;stn=>QS#zTV<+UM?6>hKh*Y0~v( zaq_icQ)2=L3?gtU1HCD(Z&>?269nO@=Z-#Ti-xvwsf|2sAtygK zhS}ok0qTS1W2x zxUKr+q_&Cu67}q5%*U}Pf@38jn_^POh6?keym{_3)C(E>8q)T4?<_W7P|*c{qVJR0 zt{`I7@~6dBs1HUBWnzGh>Wi7GK>uBUCH)vZ%HK6P6(O8R&f-XN=k2JaZ)2rWG? zU9)`@#q9I_=#p+_$reA0<^cQzxL84P<Uv%(@e5)^Y2lpfFtPjri8KD zPoM}^Es~GFdS-~!(8bz}s)M_kJZ+X7jyG0gqUrC#R(datzMJA6xQnE-nnNb>tiEmq zlV2qxyqdixu#=rNawA=bKNW~+MjZ_(({M(<%n&$M^mY^&a2|etBrd^F1#CI$-4w~$#5aqI1wx*likMfHm&L1-G^olenqEi zW&n+j?KxrPw$mu4K7U0Yg&{#d&9sz8!pH&J!3wQge^GlKhO3EN&SxJY&z2S|a0T_D zh#OJhRv&zZ1+h}K4&5&NTlwmDcC4&{MM{Bu)`+3v%L(feY21)g_xGS9ZV(v-0x&O) zPNBMA4tu?7nJwl3`@2)tXLwuZT8}8t?Zgj7?ik|zoVxAfAO==Ljlc4>$-pn3gkrWz zOJXfY(<_OG_!kuEI?hf_r3+)jW|gJ_B|r4E)w>u?^iNko7E%6n#MEsLmc!IsTfK}t z3dO8onKRC%zp;u1n9w*r^7pkvQN;6k1_47*#GneCyFO3$cQ;Bh_N`hHu)bINq~4^f z4}Z?9a75nke#>y*1vuF05anzo6;|nFKYttDxmWFVqk33v1*_2kn3(vy^GJ$;b*qg> zbE7&2#QWzwq_&4_5nTMfaXy=p6poYO25C~N&(vOxzxbT$@p!&|9Y6i^k7-mftXhE? zYJZB(LS_4W)$03p*q?IPwq~d7B~G~Jca_?*efNL+^dqwgBz*tQ*^0wDx&HggOvqd7 z`a#Ds2Git1=k>+<+}|gl`v;nMd0$zt4IjDH*{mMjdzC`-+0e@SjWC4M%2plzl?sKY zz;&o?uCt<_?tsb1&eyRIL^i|6@5SxZKq)x9nA&GRyzk5pP}1f3w1pAxazp8ukZV2n zLx_r>_BvCm++a}CsVK|T8HMS?tV-`d624ncZROC~E%r8B@mS{*c6~2k)UDd%qR#9( zeLm4qR@ajtH#lmd9^$VJ&Ck6DzvqVSEsDyk)AX|k%vIl6Pe!@0-vJm1v$~PHs@D2~ zv}I|oA^Vv8766cs=+K4=R3twat@r3%YYTi{+5%3Zw`g~1|NDN>Ytq%g^f^W_G#D&; zjluS(D4%lj#GePzJoQtVE0!*Q1KA9;_m2fwjo)AkyQDNc+^4_lHwEB)jjnzmt^?wM z*LK$C3g7Gbu;B6UvWY`lwB{UcD%bKY_O;)1n5?E`Ge_QfM7^~go^uWa`qFHL^ntZB z^>az?*MYtkv7V6N8K7FSs=d{ZXcwfgz(VcsGSF{H>A9J|y{*S|>#PSXos+Z+$~nvc z7I(+i-`!$iUpy@PRcU>vv-Dgdkz{;1kqApR+T8q8WC_{-g}ibnY&zb-)F%So6(tZI zd3ze)3WOj@H}zSAS~%&V0PQ(4=svo$8Yi#&b2t&R`ez5}{jgW(`)jOIY9!L6IvQYK z8NR)R^9RT|V)EzCe=vyJtm?XYu@D)(kBu&GQb5dV4>B57Nc4P_TR`ijc=qRL`JJ8a zlJ_Saa{M+1^Rb66L$X(?e(5`MseBxx*ZT@*=%NfSkN)O8DW&hgU{xai>m&zy zV{Lr6?#7H?#~d)Gj&WsG?nm|JWi6T0GPt9mpOu|@kLv#9eh)S34?q)9OCi;B>y2(` zx#U;uKdi#&{S${jA<0=gR9rxHld{vW94)xD|Ikspx;vDyB{G^5wtTDeqm2S$D+|Kw z&R!qL$7P}Ka4vnUcXyTjXtkj z=e}=l!J%?`b5L-cTy{MeoWWtafl24)TxzVIjMpvaR~PkGeTtEFtnvF5{V1`*K;MU$}bUi zX|D2U2K|B(k8QA4vY$y0IX5HVW1cG0kZ596k*h_Rd#EEbamJ0vof#2$WYa^MyH1;G zsS$7ci}*20i}ETR-}NNUugyAs0Pyd zT8Y-O(^M;K@7(z(BJlQU`iY|v(nbw)nq~Y- zA`SIAEM6$=`ICtsyCrab!ELJ3QFFX*OiHsm; zGJfp3tb69g4wlL+=pb-wc=3!Yel?c3z?NfmBGz%2mb>UW3uJ5L33GShS0% za_v^QHwP$D7IGTgRJ7Z~7<9{(}u^<*U|TcZFYb8jZAOl?z!Z-k-O9Fs6X%ijV|UhOp=(GmT~hhoafxGaNQ2~ zkJLFYsn4yWXjXHW?^9!IN*Y(KS?Lx|<)iWV=12GTEZzvfVX@ZA9Vr&SChJchpKGqa z*gQv9A$k(aK$)$oD1X=uLUMHstJQcm`o0(Qq$LY`Y+5Wnl}Q<;E(aSzvO`EQB8{=~ zR;XffyznjQy>8){=`?PNgC3X6-vPbtDutmy){S!9SXOQekY&TW4eMhDtl)pqR=oV+ zN4D;CZlahW&_FRmAvSck>y-46w&+ewnnrO(fV+ zfr1EAu7RFZaG>L(0(l;}-#-6Xop@W_VmGFEi|lpto-xV*)H?UvMEiSO#*R)l5W2oQ zp5WtjqLg%R>mUj+AS4y)JUBxZbngFth6(3tS)P;3|93qmAW za0{NVeHci0ocz?0Pbw5bu|{Y4x>pA2Zh5_a9>phzK0on&&Yk}{7v;|u0&=hzd`IYc zKu;R1`ODAp)v`Z1UD+6a z!pAgni^G>WUYjMzvG|WWp65vII69fPYGtK{L2mMFn*~#q$ug=6!rwNYL3|4*#@XAF z+2PB{vpvBrfb^pn9i?7H!mS%VWT9HLdzqk@^BfHn3W!yb!0iZX7>^IKH^}}a^4l-iTLj8Ue~Ypaj}>@8Y%Yz9f5? z)Rub@%Z3Y$*mKxAYky=&q*73xiVXSxJ`?k z@k7Vjy-M=;o(mD z-THgX%kJ=R7*gcE&kVQqWaRg(I|8MtTDP(%$YpgEe+EeF=+txdf)1K3QdybWxG}wo zbqYJimM9LY&LAt7%&omwhgvrUcUNTsxb?qtarpTh&-||CN!4Ic1Gm_Q?sl4X!cxpD zc-()tuIr8Oi+L#D2JiOL)Y{NAjUR%ABamQyy>2n}6xE2S^MfkJl@}ENipt9+)4Up# zJ!;-wjs0NTixuNz5ZAbQem?lI+o@FsCN;k1&4k8Ah?Z0@b!LBJ4@O5%YVE!E!8bdj z&%DUPWQGL=OEqh`W~YwS6T2vR?@M`-fV6Dp!s0*Pmg!-JPLX8+)>aAYBg>LnFQRkE zCHvpMjzISu)JmXZteyC?QtIR^-fF?CuF-5i@wd9)@J`u?tG0XU(Wh93y z+w-@OHnx?N<0F}zJi2WMX*d-$5qm*&L2Z0yt(}FgbXyO$)k>jg*~_1DEV+nPsoS#ATL7| z(`&OHgZ(wvx>Y}oUup2fuIh3v0)0yT>Re*BtJBYP=~(OuR@N8TQLf1Dh!xV;t{fy& za^V7Jr9jkz5VfgN0|8oAa3z!xSbCi8si3)za0XYZcBZj&)^@r?zgZUT;gl!eIqeQ4 z_R{@vJFlVW`64CZx~sBZTa^}e#j zH7v1Ir+Ya?ZO@ogzYk#dYid;V~ z{Tk2h;`(LNqv;*^(964rH=EYdwr_}Eyw7Q<@89EOLS>U$E$I-B1LU5mVNIKdYI9U+ zmB>__)GHWIal%qsGvT9sMl-$nIAma)6-Lm-lD3xpNj3Ps`nUdkag<;4VbHzZ`sm|o zZnJfFVbsjd5kL;e{`Xwd`*0@pG}_;T=jC=fnvRw2pzVzoo5RUyy%~s=`!Tr;ylE3Z zUhm64Z7}xoepNg2eSqw8M56{W1MxD1hXk*!Kr{GmJHIQ_E8MQPgBDrst>-)6)8j_m z?ESlQc}Y+f2gki5wYks76FX;PWCavcG24BcFTcP1u$xtiAXM=mr=IerL0YS6Dz_37 zTj;s`wB(bA<6i{3)JD*2i!O(@ReV<{NG~OKG9t$^iR)-_KTC24;7il4KHz7oS^o{d zmC{tZOgGryTe*S!q=oL^#~0SNkM?j`KGv#p@8nUiTN}GE)!XD9@As^AhQ)sG5h(AN zbymUt*`9Gi(Oj&)JV2fCX;jTI&?0`x+ICdkeJl6-S0KcHPMZ0!q@A!G2|Xe2}_8frT;%gjV#+R2iPdeY8pEWGC5y z4)pN0KCe&!b<~nh58w9V(YX4Z=FnHqR)gT%68_gU{lA$G3thEVs^)H+xiT##w^FmW znp?IJ7e_hRAENbsmx`!LYQ5j<8IZrUJ9^D5P@#K>%MLZ*k`vsobb9u&OJu3Y@+6{% z^SM;7t}C2+=+~f57~)l!I;hA+vM+S8e^1H%+3QpGcU%^KlgZ&;go@Tmi3jv_KQ`7K z-r-J^3`q)*E|B;HZ(RCw>|2e2f0q$p!L8qoKY}vPw|VJZ1RN5(odaT|PgH z_5MCL^=fsL2AwNB2hGbSd~Zs>w0X!JpV+}8&y{ee)eY1MNQb>sbwLurU%(F7@Hv3# zD{DZyq?7-cZzfnkLa$sMMoLZhorFg3U6z5XHpH?C=Sx~v@_Ef05caIOH=?I^bB8^N zZm)*Al)~X8qF?I{awVBDOu!q>TRsSfC1Tck1>GpY2JwOa({2hu%$3uA_?$GE+VK3Y z7IHK2Y#nhdnZ_6A3=BuE|Lh{eS0`)lG3ncYpCs9>tHjfqU0UM}yYD80-~IimZRndC z4UC~zp8^UBL+r`5KCTuY=cNWer$9zZ*$5f$c5&H;59wk~l@1zIPGJ}E2C`5DC4TRo zg!W5{k&QAIIk8SQwwwFL#-;VUG@zcFh7b=x9iy4=>-m#InmAks`oVT#79&f5`|Yng z0u}Mp`I`B~!Ziil-yX~7`%>lVpNdyDRMjSj7)*4!A4YLX8JL6Q$9I!lhmab-!9*|? zKP^TGJ$L+l81q9hJ-fHtCbIKOKvk;Jvw=?zTb92ChcZ>4>-GCy2hEXE;pN)nRe)zq zs~H$Xl}*S0C_2}6Q`IO8{}z$66gnW05Tz)kA}Pm2D$M`C#`?7Pm%W#{uBqO4jOV%U zT<5&aX>bm~;|-aneQmr2n3NtuZmBFOvapH*R2Vl$E!msPX$NuC?&JUDny&42?ND@$ zJyYMFFlOPS<}>9Wfx_3uvr-*e?|G#o$H=2H=s9K{vJ<-rbL}tZS4}@Q_d>gvTa1W) zqnZxNzmKK+?SoLGDW7NxMC(qsOKAN$Q`z6Ks+Ob5{O$6@`T6yFPLahDv79ED2YWa; z7JZ=ZCGJ4}cJXjQG3tm5|__OoVyP%(`bTc z<^fm`_o*+?JCM7xuRA97?+$4oKc!BW}mdZ!s6s@g%?}8InvU=fkk!KsY(* z7oSZPt}`O&h-`r(7q8b^HXVZ*!!Tgw;=)3LCh|?7#%MM2!hCtTCJZL;$4-4Uc&=y@ zGN6vJIM$XlV5~lh_gIp{?n$nO{uNA#V5@&rlU%in`iIi~b=F!Coo{I4ul8+4!%oHS z?t7yEO#0G?OM-rW|rHV16UD*l`Qu~ffCl#fB$G$oY&<96T`!CPnq11C2O@p zBlYj${6Ea#qR;dNFl2Zz(tfm0{c|20`^4gTNrR`DTbCyl5b{t)L{r05M zSV{m|QYIN*08!dUb<#*|f=1gOhDWGxxo! zKgW476^G=Hk}+MafFI=BX+4?QIX`hH+Dx_nGG;Rv4<+1? zFe(@4Bdhwx)y4Xi9AiiLPKK-DA(-_{Jbzpi{wi7f$_0Z);+*~-vTSCq_oOY(s7X`!!kD)u~H=f&} z(50VL@BQJpvXdQx!lJrE1;GP|N!<2dI=(tIx+SE?8E57BYxiVz?w2~9$D-?Y7b9I? zj<&?_wL@+dGaA-^q~Cuxs$!Epg?Q(ei8$7F(t59fUze;pvtAk1sOIZ$f7aR&Ovn1< zKnEn(x}{jNmixc?xbZnnaBAU@SBbmj6J@R}<0@$2WX%02$9mG5mm@e!m|D_OKZujdqh*cr~A>wxebzvHv1H+cj?6pK$Enq(@rIQ{Sk(#hsEuO-!qzDO0b+pV+BMf;`RW5^8z#3^Uw?yrNd}u6R~a6ug`QayM29ZSZe`jz z+_fv>C~uc5lKLMK*(ivKN9JWZCRra}7;WhaeA(NpE&EvS+*)tp zh*#pijEIoa+#V->2$=BG>u}6?3=Y~9)S5a)0AtOH_KhJ+HBX#+XiWXGBdKJgN)B@C zkg=aNvsU5v(0Ro(TIz8B*i*Ob1r~$3K^twq(s>?IDqeCLgKcyW%rRC(UK4ouUwCaW zB7i`vBkH#G>@vr1JZ+4xAk2M`kJhpf3~ys9`o*7?a~a)8fdb#-Pr}Q)4QO;K?Gi$^ zJN2Pp+0vD09m=+R+k z4TCs-(qmsjj~|Kx@5NYFDc+$7)GJ7ndzo;n^0NBaC7trn>;PwV@>e!4w-T7U#$RmDZvQg&;?%F5_xh|0ct#!m=4G`R zbtiUK@wW zf;PUU4le!aP->fZ*wr__?*vEkizrO)_-a&0Ih#7xW>J-{kO6BA%1MbXtaGj~MzY)r z-51pDKAoGllY?s6PQ9I?{OFN)C@yPrh&uaw5_oH;isr}nYrtAgOVO4^BNXGS;X|qu|_Qam`TNQid^}L=3{&m-d8PuruL^!K7 z=frj@f1fe<%9^v?S-MWxUQdi9YWrN$>UeegU8?6|Wk0=iYJ(z%K*wn>F*$>rYIvN-M)I0^%q8Q)x1K#b9>y=M;<0UW}({qAnI?dtaQB>7K}<+~C^k z3t6s}?Z3(fG(iQg%N`4MVBQxAQdVlApq9(WlpwB3){<4-wP zeZ3`O9|ng*w<1@xyNTBXa_zP5=?3C4p9`yziZp6mN>~96M%TXKko&8Ed}?xckO;Ae zotQ(eJfEjsv9^*rJBWui%jT%n|K0?5Oi09CI^vr2>16|Wv3u>M$-K9&I2=(`ATSL1 znjcaIRum$AX>5bv9QMHrNVFQ2la621ruUFWzZJyw+FIpZN{eePQmq8s5X9hL*< zKfd`)+3W4aYp`xW?R?Tyn&3ntm#D?Tv3g2WlJd4?7S`F*->K%>^Chf!oAruYBF8j^ z&wMr~vdZPW8#Df|s?L^+3DPTh0QK$OrRuzWWnMV`oAeLm4XE$zZ{?NmuO^*E1TD8V z(uxIoFG#{%D`tj>-Mnu_M55sXWzt$}GiBH7!<()H$(7|5=9O@x1_EE~E*f%VdM+Wz zqyOl?`>p<*gX;}Ne8f)-ioIgBH%P!OG<}yh_p*=(Wj3wkCB@7RKO2KV7{8?KcLOGb zIkcRye81htP&F)GPRr%dAzQtzCp_lg{JQS#+PmB`m2b*h2#vpO;904Bve$HP-{|ij z)wcfl`!=WoQjtf;JmNONRkf>73odx>!Z%tRwulZCKkpf)e&_DT8!wbkT{39>-Qz$a zqHiT9SUHHo3#-TT+w<#5`=Qq!9kZY=Yx&blX#dR@U*?*7mP$2Bcw&f6V%J%NraPxQ zFqFyG4k}#_CfZb|K$EgYQGPMRC*$$iDq-Bi<84Q9ZeMMDqWvla-?$W*xRg6Dk zl|Ppzzz(CAyqEjtgq=ei9Rq*ry|Qk@+GQO4m6F|8`hGqZFZKJ+CCoJx)NF#HvT@o7<~_Z#^nGnCzoqJP+3#1^ z#Oz!w9>w{y0^flzSV026A`xgYp9o(3Ev&)sP9LN+D)jkNHB2 zk7n`Jt;gp|6opBeRY-MsK9&?cyELj$Vr^E4&Fi;#n8*Rue(x%mfEM&qfaB9Z+#CKW zO+oY+IJ5C+_IG&?oYC!Fa+1WH6FSS@2kn#9T4ITgno96rB0fZkP}l zS!w^tNq;#O2}+CO&)Zpo3?udA_ktkN9k=9eb|x-iZ3KUK_tpQ1in`8y9b#3JjBQ+! z^*aPdVHh^lgPA`(-`tnrvGehC{l&Rm(>mI`l?fUx^wsT0eva$5G|~;rEMLX6X-Z}L zq$Q5`29I_NX9mB^Vpu>P5A;!|jQBCFG#F;&S5D1Vl(gsW`N1_s7u#NaHrMYo`^z+v ze{y^|Rxehk3NpVhv-oImg{Vx2uW<3KmdlUMaj70556|VnT;N-CYy1fyIf2lf$!bSz zCZt`KAB}9&t^5!kZqbY)Cy_xgUAJDvDizcBj}M&cZhhv-N8f{SzWw+T`^bKGeRm_8 ze{*uCJ?2e#8*&S;5kBE=Ur9dva-V$PLra?l-nn-$y3D=*y8mVtW-|)}OUF58ujdps z(^V@718MwbTNi|Km)}Qy?Gfl??+$hA!aomabGf;w=}s6tSq6yljs;&VoTzH;Bft7= z_!AU}9gn(1`&^;DE~t;Wsw1red^t7i#IcS)KkA`-=)|z$-7l~SjErlQO=p6fMmKjB zDpYNWCkZc5UB09>to7chpO_ildO^dK%|^a>pvz~|_dU5C6SiDMNe#IPs<}}4WJtWdK7J++6cMt^j5gv8e?90C>1>8wqBzb2VM zt4&kr{#i<#3g0QvjAIFNzyJ{!u>StR`QiNqu;pp1DEAdyVbD7;{tLlp;4~=|+bpGBA zoW5@*Bm4l1kv-2D)lRGixt1EQv1uQpUT3%}&pHouV_wL3_xhoF(P^T$zMY;dwZ>dPSwt;p{^I^ zXQ8P4K1xuQ!{+NJIYUTw9S643qn7zx<=sd5Y1Zd`t!(Slh=e=f5v zJBLw_WJkBE3eX=fUDHobp3-r`V)u1nYqZk2Wt3_-2T<-F0s+;#l+UNMP`m#}QW2j& zWrUAFueQ5)4%-3^KykxuT#Uj@4z#k7Bg5`Mxg6#VfckdTdcIvJQy+azPQX;%Hl6q1 z8~S{EKs7|qGmei<>rg?7ZF9Z$pc6JN9QWWqVkCLdDb&299tmAtOS`)C_`%Q|ip7#Y`ICpdJ{yZ_2VF1XL7o@D-JO3g`!|@VF<-9`bHT%|ctzU! zT|Q6dHj*tWixU)T&&n7>mb}6R$vPTz|11NRIr)S60klA&hdU|ftIptqNvsIQy*3wCe_4NM7 zDd+op8$toe1$;Kw-voH0w}_4_eC4mZkX+-KYR^=1>h@d_8xi&ZMxiZjd3PuWV%4Qr zDsvz!`^QH<3Y1-p$LjX)w<}-Df*hZ^arnxxsQB2So>^O=qaF5sW={a2d2Zg%HqciJ zoi@P!%vE*ZN(#*cHxDlPj8*SdYlY2=uXOJnjkon(P0RU<)UF0TMi%A# z19~^p3pHMRF7x3}n!R7@b5y!fYP963E?MX2YrWDDP%v3^&;Iz8r$!y_6N{1D)ql^d zTR*7nV{I?MzC%nZK$(Srng7gTTk2Fg>suRdrK4Pdo8qX3d@uQUj4p1g&oE$ecz1;6 z#Es?x%YmOmE8*4tjQ^*{(6F_w)Pty1*vAqPxXjr8l^YAsgDcjiSic?i-PMKEm|oC_ zBAl^loUP!%{w})G-dJ0rl_fs?< zfR%BhMDIU%8tU6ms7E!`HFlR=jRC3dzE-?hs0=>UzPE%3$1xaO_VLmft-D%Zvc3G@gI(}|1VD=&IZ=X!;gGj=&G~{dk$fFiu~-S+V@e7#D)G7$4{LiZWgaazHJHclKNY2 z1com_Cpu5vV<(AP=}8^VoX#tgqHN7oeu0#hAj$oipM!TbJEiZOC^uEFZ5=hRT#s8l z3?c!^;XJpvMG=auo!jyX<^Jc>a8)1PL*>$6fy4QDvK0V}*Y2?DDnU)JpL?5skcc_t zFVD<<;-n~_)$Y*E+~af-Rx|oNJB%NV-?$ma?73>A-mo$_dp4xtPuu;~L7sW$&F5WD zuX%*&qe)n4zuG@y)4iQ9{B)IbE2nqSgd$;ZU)9pq5q}*pC0R6us9XP%ADHA4E4WUK zdxP#RZpCO)O^NHYr}DjInEB3n?YDf>Iu_8vk+#b1b+NOk@fsO`sp8DY#^`h7bI723 zn%J!d8Mo0|fwK+^eLkp{ZSvSsilt8ZEpI8})a(K_Z9?42b-~*d-vARojGDvjsBDLh z5q1CC*?qs;eV=gI7R6EFq}cc0mQ4Yk-ME6CArc2OORo|j7}+i*DFl<;9=&=mjV(X5 z(~?@+xcH=(qq;_wuxK`{|7luX5_(-arU2X)6m-RxTXN{xZf|-97x-gF%Qv-q-v7$G zo_lFHq1$t++BWvsZf=v~`)1NibYNI8v&``e^+9%>T}I(;)Aq!vF>`*wIBt zxD&m!KS`MCxEoH`Dz!VT8Y3AcgA)m!*_ zkFZ$%Cs0=3E5hn+!XKWWw?}<`^v&g&NAXdr*OtoyhJDNL$+d7YH{=54we96qP5a10 z8@|6Tm`?XG-BvYMm9^(WeZY?^lP617LCvk3J4h4mQ@5EMwg@$thlhUtw9D&n>Ai~1 zuKPo#r{ZUURESOv+bpYe-)g*PK@n482d~k>tu2ivSdz_g1*fBtMu)wyT4v2LSwlOoLT+akr!dex{t&s3mQKBh z50B7DoIjkfVHvVssZ>M=6T#*e!io#HJulaN^X8rQz+yQJ?s0jKq`5PhB-T7~{!7_L zhjz7gEXePjU)8A73rtdF=p}5z@KtHLs|&Md*7eN%tfPBzbu|~Aj$f+}0q+ul7)c%N z>%8*5{6#Z6mUO4!A061ZEN`{|8v7l2y;&>E0BU z@Xy@q%AG-PoW-;0&9AG6CIF$@gMnR`h|>oVyX$=7NBnifD%f#m=joFp|EfZ@ zWQnuG^?Iq?@bLWp-1VG0|10Cy{&h7cptI3~xfrQN*{$L7mqjz~=t1fXfkbtkz#)zP zO%RX@T#Py0GZULqzsyYio}0xse(iv@X?|KwJ&kXVl_VGaJ@eyVT~TZ~f1aGi`736Z zzP-8qE^Y6U+;=PoM7Kv`&XRbGs^&h@43=6h+j z-r8NK&2hgARfXW+#A5`nv^?2%g!wOaed>;vwKCd-W{W(UwGj5X`GeGTq~q-=9D^^u zIE;e8pv~Am2NDb%CcJl?&HC0uttxB4#UtAE)|5|Wikl1|OFdyG%^z^30cLrD8{fpt z^M3(5(2mP6ZU^oLnbrHyjxJ8?=jyH!n&l5@c{09z?GK+hy;lu;3q2ODMXi&KR=agk z;bUSlzRqfGSX4fLci<{+)lW_Xa0_)^5Jm1a&}JF823O|{DlV{N9@MG?0X@&Qg^1(6 z(JK`f$-93b&$YBFZ&aRtrCt@#(#t6&bZ_AO0;pVIm-DCZA|h&q@9{~r@2KXSn9p;# zvp|yz_%Xt34=Pe__~;$!+r~Qd?TLqMw4flgJ*hLB!+Nl)l;;!Gh_E;~Qsfr<3zicX zyg4p-n%9r!<(6MARzm6Xs{C^I?yzOA>|jKlXw>-S4R9iF&R!raTpY=#No}t1$L5@N zy0h~x{=geuu?H*H?do>l!Qeq;u)X(g&Eu0WWvq*eyf%L}WO`K_ z?N-)&=o-@hJ$rAt-XTwBCHGR5_4AvlF)~jiMu`Bh8ZOw)7JfGX%hq@k@t>7`=;JD` z%~WbG;K`wslKK6m4D8@PULJNeQ%JB`UEfw)bF+I?TBe(sLkIQL)Pv4Dn=(L*iA+WSQ3xOkNk$3!lze!wxZIu zV?FY$wyRPNXA;o&&R#+${pBa3;wVgSfTmu=_xc%cc2;-sxv8|EqGrkX4Y|Q0;=4Gw ze#u-EWXTXPGy~>XFOmQ^TUfmM6d3k&u_YIvVh^6S%zKv@&LmHJb^_uVZ&}K{%2H=P zu{wG??PP}Kf~8CU6tdZ(%V5PqATE+RoM!md00GNXfFaLp5@%BNwoCPbfHhEDX zSP7Lxk&T`%a{=AFU;TCf9klB{hxu)5k{g{nyF< zFwUi6-QTjJbM!{Loysq1;j77?fB5o-&|&EEy#VXS%FiCkQPZI>@-c}vE#s#%!ZN2K z+jhXc0P8)eQQSEyXsrX}nFdw5+4O>R6H}jXdG$4`oZ#Y|a&_q)f{X18=(vHEB_cAO2jpU%;2b*DM zL&euXY34<+NbEspZH9NxqbH(bK99}q=l54`b8eCO4d8qJs%)Yx!)GIMw)nG#SWTIO zPF$*Pmc*SOK0F`BoUN1jV4u~iFTl+-SeMvr{J@6Qw*;old{c_94lLy;Q_X?2FaRt> zjsfKS%**9^*W)7ghkmu*znWxgM4qXS!)`R6HG0u*Y3432LO9CZZz}+0guHptd_$Gu zEsph|ELPB`j~dOS2QiuLIoyXgSYH$T3< zS3Dc5c*)SaBFU$~k$$+{E$l29b-V-M6uJlcZ>%|Fy+iYt{uJR(R$(`p3+P$9EN5sf zIo=Oxv?btmRPe6O6JGGe=AhFUhXWGcGj^0ObvND-#6=MuI+>f>gR(13xK{nUd!pVn zYY5_U=r=y|In{`%=&t{?wAF*Ng_+!JQ@Ku1H4PMgCol!i_ z*oAux))!a`yvSy!re42YcgJ`7wrf*a&4vZKBsRj<$p`Ppj112CU;aZc?%D*Oc6Yv; zNJe~oJ#Q48kzUq1^_nS$dd%_9tBchIY!Q`3>%x)0+l>_qr0e&w<_o}2a+9=bz> zM9(eQtBW-ObESQIIIN2cnDp(JuHn)YCUD~}T`RTMmw1|1YqXINN{z3ZM{+^4h1cLp zo!8}_$LBG3x=}$2_FgEiv)}XKcQgIQAx^vr+j=>Bjg;zIQD8FWs!sLNlwirmupnwz zc{~hq;kK@w>=sNTWwh5B;H}s2wU`AUuiHa*d)GLFjh8Jh#L6DIq`Pb^^!9B(=JF?2 z8Gg>dZgT+^Wd2&WJM2Z5mqd;iU>j@wZt+v3kzDP*h>F9m-?n+r^wf zq2zHOUl^!Hk25m6daK)WAWti+6%5+_A&7yulNJwo%gcg5P}6j6oUO)&KlrO0xY5K= z0|?naOxsmNVC%JioA?n|m*PO027{*xSpd?if{6A=-o@W~aM@sUrEe%8W(FB50g(}1 z#6Q+2WDl#}anmeTfXAS=HqCzXg*B?&aoq4|`ExwE6kj{c><0QQT(1R?1)ky9Uxh}C zRNNbydHrihe~Z=N6&Nz~{TwVef6RjWY!p(NQcCqpX@Q+ajiYMf^-erLOWr7V>+`l> zN4)I`rJbr(%|;(9T4#K{Y9L+k)R+l7r;7}o+>Pq91+xL>v1{J@56jnpDDug=CRzH_ zAD@;t_}y%#(0-a_V%pN-=G%z7Z5h8j|4vo(d8OL2VzL+1SRngAwDHsP!k|cJ+R@}Y z>-=)A*B>#hnKUC;-TZGPMkA5aq3c1?qyn#i&!@aVA1mlv46ekObr@o@16je($L^i@ zn!Z`U{od!2;Y^^!^+H1cc=eKg&AHyN~Wr138EVt2ZEy@HL_B)t0VvqiJ!p$+iJi(vHl)aUm{bS`(&^mVlx z5eOR^QW@e_E5cshA0K67ocLlOtnDjZczmUP08OvPV7?6(CDVA*1Eb?wY(t@nhfRZ} zc)R+bzF_MkbWi<`funxajY~N@4v(>c-GmV~vgvaPWJ`g0Y^y192n+kgeZNVehKb%` z5Z$Rv@9S#_tN4i`jnxOhesGR&g4-b9ALJ5tH+;0+Mz@u=zjcSYWBj!;d)m{siRObHHAt`FF7> zNge!kK9$7EJU9O#G+YUqeskM;1@J{z?CiS<8OH$FOWFIMl? zbbJU5)ootvMQn>fxJ^<8PjV?avE1-`7a3sqNEL9g8Zw#?rt z=KUAVg8;Zd5!45{DQbdq?{ngx>JXV_bpGNO@X;0}o&%6>c+ z)989pLHE73ZEDo^=xIZlrg0jVHFfsv`fmA2y&x0t{)UA610ZgnJ9WZ0~N-*11a zY|1%z3(_noXkXSiw!1Wq+nL7!*>!%$-Eoww{~&bS>nWO<27ajvFNg!Sl-AR4{*R(- zT64fp{vc9B0C@16|&A`u;+!^^ztF0KTSmYE!CAI zXX~MUjLJ3>T7%pbd-WOrwC0@g`s&EYYnj4@m-$L~J?yoX&voABH-BXLm`Uj2j?e_xUlY3CuGN@>;fiB(8M;*G=VLA1W9$H({8_m__q$IBV z!b1Y&T3L)TsePz$qnIo-6eB&iX#pvVd~dBf3J#?Xl?AhE% zKj$BvoAfb1MD?ZG+w`a}A)E^^Vcd~+nD8t~rTQS)Db2Lh+;3aQsx@}u+r$O z@W^T|yms(Nm|cwU*L^VECK(t@Qe_UuVCs;u6M#Uf?&ZRdi?H7Y2+w(QEc9*JY~DKB(xKhg)lC?^n9@*dyo8%jTd}7Qgt{ zxo(H_sdNwWH}}mKElr;HhQQ!!vdf>tSKbe=WmG!#WnAm75fADAh;ywtdg$L!{tDnN zk>Q5l%6t>EPlxrLKs%v+EzEFsHBY1;b~{aIzyT|1KF+z131^>%ll~CN{LU$NJXNOM z%Uh?11Ei+hdh!UJ6pYpGqDLo0BVLo#%#Hht$$c1Xs2=zoat_e9=@cIG)5)4HRnCV& zxoBoY_TAO7$tzKCt-00la;=$Dchj7})%Wi5Hze{;HW-wFUE{+=Xh~v?gI35M$4Tee zD`|H_FJgh$FcAJSjP5ksWrXM#W*$88n!=n*o7PR3_p(n!7Q?|Dgx<008N$dleyEAG zgHgkIX;2Y>XUa^!p5qcdGoFezea)AEtd5JV1Zm=FtN(s)FO$~9;%Uny=lN^cRlWf6 zFc)CaUaad8Wj7C*wc6+x0McJ|c$YqRiwj7-2W*w=gKJ_G3=6K%cwOT06P+gc_0own zwekKmSsS-vBvv-dLWUO^!E}5X=JdfX8{%xggLzTn`tBD-k8;9W=kmATStA}oC3aX zJN6Lcs2=zHMMG`uwkq^HoFhN3V3C)9P7$4K+qJtt7z#aGV7BW69J)>)cXXQ12Ar$3RlaRQfb*$fA#CAV=R33fjBDMeB`n>9pWLb`leZnAH{}&d_VoG_UW+K)Ow5f6 z=J0`-Imei?C%XfM*39#Io;%uj5PtOY;n{Q}R{VU2$KC^leq#l<%1ZGH1nQp=)S6Ox z)vR4@!7kO+QT|@aSwdEz=K&}&;Mw{k*Jx{l589y=GwS}pjqTA(^8{F}(O!EoshgE;{kfdpA?`K7Ih$Z+{n6<; zn>sc9?YvIUa$##{Z?pQC z2F2P*WtE&}39F6FE%NmsJ}9HluJ_c$D{&`NU3&(l>Y%QeEl6y4EGXvbHc5HDs0Qi^JrB0uJLeMgTgf9&tY zXM!Dya1w*H7j(riOE(>b!PNSIeTzh+R}+Ku7sa(os&;oY z-Ss`Q?G>H*K1>kb=F{8US^#2`VN`v)~TA4I6- z%-9z8E+W6vQT@!v`e2G5zh;n@L2e7XTO1Ir=O*^b*ay>wjzmRu%azS2z24;>o55zv z@NRvlaDP{mmM~oGJ(Vt|>;-Y^b)-~g<&5A}fIoAit^MrxbJC{Do)Wy0^tS-fSsN{a zQ}E#KpS)S1Y57T3H|fful{{zb^*cH!jarcj{g9ylbx2d&RpBgK;Nd zd%dPD_4ffEiF^Xi7PeYV` zk5x?oEqG7wuFG?BKTFLfs!Nga_oHWfrJ*YQ~ETDB#T{esk|*q1Zy>!tx@zGifrrn45xFs35a}Xy(qpG>jU> za}ApUUul3+_&q|1_trUTk6df?rAf4kFEaXk4}G@*oM?ZiZE6s?)6QA{kQ~kChMBJn z3Gzo@7<7NOeFawW1ASq>tD`S;+w8(pM7->3OkE@LAJdj7d_sJBztOP2x*g+J>Ly=hi6CpY)MB~o?5 zsiAMsIfXORl$cOmZxe(7W<$w*X_Y2csQv)JPi?s9tmJ)KLZTFCEE*I?2fdeSt(i0UA$FQym0T} z0;ZmJz45ITF80%nm>WOFxvTU(ubE0-_nB9(g%p2v0wkL^aO=o_joVHsLs-y0UObBv z76-cYlHX^l-(`jkKj3hHu#@e-M|ehiYGS`T*sZ$WPjj@_@G8Z;${qTd-h(Wb>4?vZ^TS9fVfst2UA)%PtY7m>mwtVDe_4$H{l++5OF|){8EUdrPR-3@MmTPsdlQ+B--pypU<~#~2g^pP2Ek9?mcB9Q7 z{j7<@XT|#i8N=n2lEY~{L9A&t#PL7a-|V|cCcQymwNOJi@&6W`=52<<`}I*0bR9m_ zy47C@zrL;!U!QZlzLMu|Y5GOGB6HhyYvqGCho z;M%y`S9vJRx4~#0kfo8RpCIV|`3X)#}?=kBU@@A^;sF8l9&rRN3BBPRYJ_S zNv*mW(t~f5JD$^J34!N2XXF%i@}l`d`9r<19)j9HlWoi7J)S2MhdR@sfY%@IVrSYI zowuN}25Ok)%?+yADRo4qxPj$tzp_+zz(MXv{%U*KZnlj8?of?uXkW9v+~|`=`0Lf& zzvBMpKe_5|Pu>q*a9dWbRKGz(z&f5S(pw3;=Q>duCxd{AmJL5K05`TDI9Q06e)SVF zjF=Sc&96WqUxBmFX3@|7hCA}U@HDO*{e_E@uC~xqeubPGBIX&`n#!ky(^I+9ok)-m6!#gA?F_F1O+$*PMJR9KfJAutx01GON1ID zQ~(?QDTVmF2B#_?@<_RArX;1q`>Pj{PwxAqtoljVFBZ$?3@iRYySnn1EA+dyA1sL? zW?SuSiKM4Yxp7MxgFVEuw8Us$h6GcSBNZ4iP=;+7-)O$)h&KCp)uebl%5Sk||Ezjz za^vnd$mW(@#r1^BzmQSOxe<--mT`n#wGZ{Z!DP{QjB0b#J=2HXvw48UT?Og+Uu))rdcerV>BNBTPgG4@)OGTu84d+&Fx<=Gm~IHInp#$=n2>1@7fy@!~cFXF|* z>UO-asSFaFX=ttaSwnKiMrdF=xmRwYPQNvweMX}?;DSP^ls_gHn#f;IuU1VVuE3YP z|E16@A^B=r5NuEQw#v3q2?6F?8eNjcI@&cZt-(*W91j}GNnd$A{0STOi&2%&?2S+7mog|!265k(3%TDrbDA8tj z@t#W%YqOt!6rJaqqFN9|pT&q70TU)r1jGOm6eX!7u|WmH`%lgPx%1t2S~#a_@3m~H z>>jG@0ii)fTo#$nCLY{(53t1&k#29+xvlj&lTWlLv)*ZbdXH}F%Av=PHXR6_5<^J* zBlk4ka95<`Ez6LT{`>4x2v48j4sY@J*IN~hb|<#hQc1j+TJ&cwOHhLCw4h3X7zf0 z8&B_tYnDMF^EGOZ|GY`hiRMRgBml3eO4T zvT(#}(+R(^J!?vJDkBJv+fnrIRBVBr@E3mye#iZm>Hx@z<0il( zcXch?Kg{0Tuqj%2&2y8{;EbRktdfBTZC@Kv?z9xge<2FarYGL|E;9?%sdk@9+lQ7+ zq^0e5b}5$q-^dLW?@v~u^{c4RN70v{>K1*Qv+bK`&5yygzE}Tzz_V|jY^$6!)lq96 zG#~ZrfV{8tzg+VSB3bh0(Bvb}FK)wr4_I8=^Fk>X2d6jS6)6P^z)YLmD)Z3^KFJW? z@8e0%w#CcomJWK>)8QXeH9a+L?S|Iu!P~2-!wdd778D^Z0I;l{pJ5~D*yP7t@inTK z*5qt$k9(V3mb}O8NuIe>K-8y~B6Wq5aQ2D?7uK?M=t6de$_@?_!T;)aO+Og8-ORW$0j9Z!*_qYsZHwM`sK#niydTJ>u z^V#(FXy%p$?RXdZ!kmVvgYsnmDAFOeU^fhy9?&4T`=5mU+zcHKd`18F;_Q{k6WKQ?suPS$R_k_j!3Z)Ng42uF{L{fcslC zi)T3r{YQMfthW=t^#H5G7V05Ys&haN0pUB);`&zZzfj`2-Wq!LizDI?MaAV_8=UwUHP4>f<8fO2>*(psI*h)JnhB zU#)st7Wc#ceVTisgMxV*ToX3lf`Ojz;5{^dq>FL>Jh(H{$)i3GJ8 ziN{_1rKFj=EDK8X4d8%c`S*by)?1iki?!T10ao!2>lmDKWCy$29*=)L$!S!!mv0li z)}Qe$NP!j$*U@ z2=wo;1R3?V5sZZLY~6}3Lp#5Na@1#{u3_a+_Ld#Fv)H?X^1)8y?-XJ%wwP)yIQC#6 z0y4zyqaA^}>rh*xC$~>mXXozbIA&(wnAxpc)qOl?T#)iU8ugcOdCvc`WK5i;X}KoYlBaX+X{i!|r(m=e@|3xk zo#_JRT94~2f5Yt>xGF?)UYl_>V`7i*&aVw8crp^d4e^ezgfb+M#&gJn|G= zJGbbU>`z#zA=c(O>lqBrisg#p?0m9xU@MIff9VYM=VR4QN&s=iv!E|MAZ`}>M9@H| zOojEDL`~(nooRCm2^4s11BP1q>rKh`^JOqPCd{z5m`{V;oV%6tz3yY$^{Wfz*uO(F zd;>dple|xALtwtvdNYG34%z|?r#vQ>mtgeF@s4NX_;l6Y&AXE!RxUzkdV{qIXQm*? zkDb(S#CL@1>L$_r@7Iuv^Y^AP-duCp@E48#>Jo}br9$WU3Eb;xLH1OD8O=5?RY&J^nvdb?^i z%3(_Wu8iBCQhZPr3tt`%yd0p;@mdQFAHUtNP=QRu?7m(N_~V$blqz)w0Ha&ixU|B7 zuiKfpX0q+}=Tw(K?Fp%Oep}oJec6`HiH*7!xZA!f2u3OD??UG$M=A!M?DkrSC(YH; z;#H!oA$_k=W*UbB<{<@qiinj{tz|cT3deH~B|L2H2D+_cdknkk-LrOEMpuP^@4?^A z|Jj>!cK{HWd|4g8*OkwBIF--gdw8k$Yqh`H51KVB2=tf|6Xd&{7JJD_ShZBbb`Z1^ zn=SHHCYrr%-~X}4%7DVMfW)wMu{zmXqQepQV_z{m*vSe0BC!%_qeKkrDxgO&XE8C>n5 z?9K1%J~HzAInb4ZHN5?mSI^od*BMduv3b=-i?N0fm)Y+4Zgu^Mo%2j#==9p|^pAD%K@E!hdjTAxrrw>G zFAOh$ho#%wmkQ)M-Kn{99S-agXvU>#NMhUauqYdOC6p)6Hiz5!YxjL;lKWcVe~Oa! zKdkA~U!Ve)Kc!x@QN2k8&iE_rQOgd`ks`|%tNNLV-sukDRD%ywbKYpDFA0 za&D3&lc(nk5xnGs^Xp)loPHSzsCjO3Z;qOI0A=6a1a+x^>mXl)L?z>T?nUzpcmXL;rBE{Q;~vX35$GS(wenW0gB zNpcy{*v!h6n}M#mOL&*NU6*k>qJiulh2>%_A)U$O4Ff~9P+uuKGp8>mhn#fy?k;FZ z444KL@mGkblAAwobVS6gq#d7=_v3x=tYRv!`v)BvbOG_tG#|n6xaz7>9mCtMGfDbf zuNK5z11i=;EnH((syX8qekXVeO$i+yBAv^RTcE%hp| z$xrheHXWT0TCKi6ikO2L$63>=a+14YU$Y7X`h1z`s z3V?a{Q@4xt`jqHzuibmdtB%O%araogV}I948_j8w-F{}H^6`y)*MrNS4U^QrRH^IS z{1)U^YhpTw+GeAdY`a>4Z-VmSx|=peWEZ<=GhE8#a72Dszui*9*nvoCvh@pNaWn>A z0oJ=}6s-jIdMs%&ln%sgxzAs2=0`a+S}(uax>Zh_(8$9|_t_g{KJmhQN`jK4W^ISzh&Qn><-QtYaEhN`ns$4s!Y$T zdhvKdM4?ff&THrPCHJ>LPu=`cSxuF;Vjqh=`nByf?mX@k$oTahFwz>G2@H4iWEr%9 zX41D1Oap=>&zJ%es>8wf42D4drnz#eNndIAE z0ew%I<`|++pI}gOS~rdi$MN%I&mC7!adb6e zU*e5;2Z(yjKH}pdw|7oq3pj{nC>N6nGm{-x&i_hJQ7-1R>V_Vf6m z&zLXd?$<$_u3sDg4=SS~)oY*|xiNZD;Q_xIVHf(Nqbu_cQ(r1y3l^;5`f5L2&w9Lr72e_NFB}$c+q!h^9WJZs@4BL>SLSwi zNWaT3;kSQt$UA^y zB_jeC{GW2`MC0EJVscm3&1MVU1!9hca`j#B$n`SL`7Bo^?1;4c@$!uCaLhlQVh*c6 z7nt|gI=$1+Z*I6{qpb}4W5SRnu~?V#CK@*?^t5XV;7U)D?rWQeHT>A-&)vh#JgMEu zC>GjX2Jeqk?njSa>{GaWr!Kv1v*=%6`W9zbLrO+F2pdjI-Sj4MV}fOO1++J3E5+Px zJ}cz`G>@Em`eM~y1glq~`rnG3m3AWyBtjn5c&`&w&38S9h*YUw zVMfgvTm1=OyCZ@k<7EfH?Iv12z`nnVZW{7KSh~(RPI9qsZP`vZI)?+>d)2Sdp>0?- znTacng`LCPRbHF@HAS(qJphDs%#!MT@WolXaNOuu*EyPIvzCPTw>QcYbe8krvEI~! zq~Dn$M?t9OX7Y?*H|iJQr&B4~A1#+7B+XqBG=H3n5`g;t;&J@C*QTmhsjnThMw+s7 z&(XtzD`B}w>5r!>CkBJqS?eim*fZ25Y7PaNZCp$ez4|w3 z=O%17aPFt#`O#i9A21x)h|aKH{Qv4G{2&*@=Fjz5OLvO4o?P$BMW*o~)7e;o8IJT9 z78ulTUCZYgP%&2YCuu$O;jJJQCYfWufw;Enc`!FW-P2zbG>F)yNDUc1z0UJ7xg{R8 zO?-vIot_EW0+&PsNq-;srvyN5= zHNOox1zd)WgE1DNIs5X1bFqkFoWb-*ZDfAr|MtqB!`G9g4dmTYM-colRcZ&Kb0yzC z)r&saHZ@RSC@DigV>t8j0#C0ch@|xI$0!`?5ldg`@h_gnwlNT4EZ15}*l!QiU-s|u z?d9j4?=ciRx1zcNOy29ze6;$z52R@?wC=@!rS)*iK2I{jUM4Ql6INyHFkO3KiRqSJ zkB2Fgnd-CIISkL?;nFUan4Z$Eg+V$o7b`!rbAK>T5 zzh8e8cFZBW6%wW6eHkIZ^~}#bt}<}mYD;7jYCI0Iyz_J27G%Z-fkbJ9;Ro=xRqVK_ z!pb98j)~8NIES;j_T2%+s8pDAv<7RBiqNO$o`q`eCVH{9$ka!BZPw0MOD^SPnw!`}Z29tJ_2%^&dvR6CgwkvB4%ULWe!W0<(ddg8bc=&tVciQ=eogkgKVxZ3 z`SThY6E9}(!Ky!ksHWuWB=UCXuT>FtJ$2pOANzj3@+Yq6&TpP5*eWYH^R>Kwn@hW! z6%%4k!Lf51FU}M;TskaggcaRD4oeo&GSBbC2r*?>+e&*Z-)Em}-WN0S=Hg3N z@$+?St@23mID6==yn3Ot(B|^f8Ie&c47EE2ci2RIL8(^E$FOtPPyz!1r!I^d``Q5M z+rAIH=08R1A%TQEXV`Wf%l_jPElP)QK%J7cFo&!3CU|#B;%W92jpP9lu$_YZfE#3 zf0EhzTUbmcI}Y^}QL68De;x5rwk{p6Xe(wloYPQz67q)pb92}Ev`4MP_DjdQyFD>_ ziK5RyDM&bq-`v@ap^aT+SC;(*eKcW zQB@Z|Z^`(cAMTH@Y+^(sa;&YewKQYgjeW0Eh5Mwr)N+A!%lBJsFiQ$rPAHp3C_F=~ z`f|lYvl37Q=x=*HZ}Se{{+5aS zZf_-TLfgE%b4xYv_~P!ij+NoD!vnkoE2LibDgWStb(#%^Fbghb!!!It5XrEzjYxcr&v{)@JxrI@n3Oo-wt!k zV4vp*UW(#Drot3p%q!%A<|X`oo?y*SNuKSsWOlnZ%NTsnGvB6KO4?4V`n`NLmh%1Y z2%dV742+KLBo$nuHgNsc?Adt-pYIxbU%04Wr_=%L(PeOT`O|0i8;u_Q%+jB`YhBj8 z#lvdmE=hIOn78Ll?pe}vtZ*DGNZ1C_P+Qc}r4k+VZ*lK$h@rJwvSc)pDu2aJC+23w zfmkNUSV90lIM3DTQ>qPM2va}m<{(60ILb-)^^46Fxa=@R&t(4eT^{+{6X_pUwfT3M zhKFA12tM9{jAW_a{=TI5K`KUr(L#Zx@(NF$&#o6+DT5@RI*uuEb*q~7$@0SJ2>-Oc zOC?Qqyl)(V>fE{`E85+)qSRc#t>S9WiwmQ1zR4v;sRDkg(B8^A2iM~1{yg<)c+oh@HMk}^vU2yz2^dmCH_>{A=BX4cR=x_P|H55oA3(wK2s zR+sdO!wLFYCmX9y)4OA8Cko!+4E_6?rG?H~V;SQky7v>*mB+BVzOD5J9bQlAocYEr ze+=WTk?@|0zjO0X!=)Y@!dNvuIH8;aPo=&73cKu$u3$%xAAF-`dA{ z{f2MG@uKoX#zbqIeP{I^htc*SNAM#wf5xm{fU>EsG?e5GpQs9prc=oEo9S*iD!;0c zciYK@iSkclL_pXJ99udR8dUwo14N@#@d(^m@1<)SOHOEUEm!5a1 zNZPO6TdJe)Rd@1gbxf!Ok2sz+MNZsApQK5GV68Ibs6Fbzn79t|xV==iR&kSOi`A>mV?`t(jwxm|AM`ouN##-JFgx(haTDi_%cXhR{C1^IFt$g% z{bRm!md*h0y{vPyRS)x;{yc!Qx)A8wtlZmI0fUB1ej1yAb5L4sIk!&WF0EnbLAfpM z!3A)c^qen;YUXcv@K!S)gMk^`qz4l~9yZ=xCG~dT&D!y|qPyF?KbKM+yKek8BV8VQ zBqiuH&N3B)>?b1|= z+XDJ^sx@Jv+horyPHG1Z++DX`m%7KoHaTAMiQkk8@SH?8*aD|Zj4>?)6CH1`Ev4Lz zugd5-ACxTTp*3@jY|(M=#bx@NUz^Z^8Q#Pec{TGt$pV&n{@ZB$l|&`Tr3cEeDD?=@ z-0eH<)Y!y)S1pcStu`*?Ui!{o{P&4Fad%)+lcyLvYwvd?Tk8eEaQ;_kTH9v^Bl0&G z?1Tpg;zNt8IDpj{F>lWbg=KYpq}`}XBCJ{VMZx+tXFEPR21yZl~`=;d9(7wEU=IsD3hDWy=@uY{X=*-ti5x~xm((v5fQA8 zCmr`5mj+Zpu`-Pe;KAREqA4|XTk0A=;K;4CUeyk-!tAJaAU#bV1km3|N%Ql!iby{X zN0*eWvw7ahyVKzLX)UC^N*Jko4&L2~vG&aHGdN0*1AQ}cT~%4MbE8^OAoz0iKptOD zeLMPU^yWIcS#9%1GAyj~Ptgj3L9iKa()nDP30q#3R_Bl~JBz;x1*$+_eKy1ypmdGF z5Qv$|J0;wBwSyB%hvUhTH~iIFTeX)jH<}d2XRcqW-el%}OAfM6JC-rTkyT^XcV|pj zQuXKuy}Z;cRgZZHc^>Bvuclnh>V$Myv{7#4Ya=gH?xX=RLI`19D={b7a4bm-=?9bh zlfb{=R6Xf#FNQylp1KlzwoSstMZf#gJ<651 z+B9#ho4{7<{yA_#$BZl68XDj5Qg6rQzZ}s`AE99m#jZ5o1>A0V=B9TFc8?RVd!wGF zy2eay4{y%K{YcYSty8^rPZzc@D{^tk_K{@Nda;4s&TTfE;rO~%&U3WWd6kW0_2ZKn zSsKKheF@n@xMWTpjjiL#?7*#bxZA$*;(kVMW*Xb3|4~{YY_7%vgKY~PB9kRBbJT*; znTe}w1wUmhqymUw?f2Gg^Y8OFw{l){J}=q>`;5&NY;-y|cf~7+E7|KI{M$P?ee)V| zRL`l?n$w6Y><0Yk!%xfu2W(^1?ytXIBRmA;DpXU^M*)Fi= z@v|emHuA^`kNIl4w=i+6_G3Thdu8EaGOk$}1fYf3Z;m{=N|MPouj2N2c96BudFL2w zQPPyyIng(%c{5*9|GI!Bl>b-&b+ucH+WxHSp9Venq=z};dX-ANe z6Lqns^oquAQrb~1Qs(=W)#w|QTaU+*z4JZXV9A+5b5vj^hYpLl+O)T*&9>j?+%H`U zbwx<*em8z>reH%st+=ua!McZUn&%z=T_(wSeQezb$z*3-o}$8rll#Qh4;?szWJ`$R~rnp+$3nb=_H1^5n;^Oo$nTmG1w_@ zR@Lypse_I5${v2QWjkv3Sm`{86On`fH{q(s_suLcV%WY=*0ALWBp^yZ zHWw56fcn0S7H*?PRe{)nPC3|5T+vLYe(1yhB3yu=&nplK8(qJR9SpBu^AeGGJx8*d|TuEA}=uG_I1|~BTw&tXYzdA)#H6>+AbD`$Z?x%dTQr8@>1as z|F!mPV_A5hk4Xl`^kj5-(;`3zy_F47LYQ*aJPkU@y&Aee7bP2FkGX~!NSh^^@}VES z+^fnk%0m!bjoOqj3QROTskPmzrxB_(w90!nj9KK?p|G`T2;4$sIfYi>4-fT_2 zg@tkH$~<>eC$VYJK39|dzNNBnvYp?edsdp&`E%t)r_T1*21ek$el{Rs-PnQ5jZ@&O zO>~m^q3>haKs(dK;cykU_c3lYPq4w4%Z2#~DJd5!cLM#By%&B5p1bQWwjAi_U1E80 zvA)Js2}qGWNbtbU(jEnq^LW!ClT9fqSo<7Uz+jEw&VGbb1B+s=JMV?Skyr-w*h}4b zpLKSTVIJS@S+0LS+%LLvlZ<(1w{C#^Q*T-K5#cafM?B7sY?FIO#q#Gn?|e4i4H@r` z9;j0@LplBc;8E{fi`sMiZ7WY@8`hSbcQFg8LkW5!-aEQCx@q_nXEJGay100ue)_)t+bbeUFED2U4&WnQLqolc8^AW$*65Fg<@ApC`-|u8>{l zPWbm9vCfEEQ|L6JQ#aA@(tW&Vx?Qsr?cm#YpL7B>51G?h@7~Cd=DEveQxUkW4!)_`?mnL&Q|(rE!81MOI5Y!e;um`XzOxo2I`j4WB!ePIF9H` zeox4Cr}b$j=S}(D!0b<{+c$Jt&YHR6SCHN(;j*3B`^E*YoruP~-c~_Vs;n1h){hWP zX-?1`ZXL=16ubZG6-z*qqB`x^0^lUV@X!Cmuk_lTUfY^j?oLtRRQ3IfRt%N4gSixC zqL(t&_TuvFtpCm`JG9nL=QRTgu{JnPz8hTN+vRnTJ32R0bdC>lQ22n~W_{P7DwvJ9 zmkt6%GaV=zFLzVD0bJzWIdnsL4*#Me=&6YIxy=oLa=JlSViypYb#1H*weo2w&4TA) zNISF4ZKx2cVGXM{7E!9bTt<&^=U7e8_W3(035%42tVdz3orhnx-#by`-@ETD`$ZzE z-Y6h}dK8!_?UTJdhad1XSShaax#D0rRwv`|>360ux12nxE$Ps^w*hLGjZ|FzJjH4} zZh_iL9Jw-`zV^76x{vN-#dH|Dlx*Ef^AQLis_iyAv!I-0!c=U>{MV)z^k^o10H z&WrkEXmn!#b;2X+k*~zMQ>*X)=yy<@SNk_iwKkVsxCB))7cGfw{=Ee)yM%XdB){K- zO`AO1_Zrnc`m;lRhh6;GUSMgp>QP0QsNDP9#Ugpg6Rdr-Q~^xH5c%ZK>p-%!`TbRz z`9pW$9E-!^mHl_xY8>B^BiG*bTGOV_ z<4X@R2b<*;pE9p}y?C}#BVjCI&JjL{d6Hst#C_1J;I=s4Zu4BN_tH*52}BEpu!JYJ zAsE}gOZC)sX__&@{&!qH-xlGq{MXjdjtC~$csaby&-Q3Nj*a)5{Oh_|_yY5mVeO68 znL9eyA58MKW<{_o&(JAPr~KCh z^RfANo_EOIrFu00bk?|W(U`rr2gTFf3edu9C4({IfENljkjvA0DH;4gHp2(oTlFf% z^L0n-c8~kTXY?fr^tPPT@%iHHkBF$nu_YxnX3E>`NBYO*B@08Crgk6Mjai%M4^N}# z(q~Hn{ac>_oKeuT;ke!*g3x2g{rnHJ_QURILSWlL6WMI&Q*=|d!`+G(sZTCnx6@#8 zkg&@}eO6+KBQLE8e8$_J@#^Kz-pj-ks*`;$e|U>=Yw7ncI^OQssm-2%N=d#ya5hWb z-!S^+8-;Pd53|qd8@L6pd4njm^wn9!%wB{Bo!qB2ehj7!TRT0DiiYxSd`QgsL)-e^ z)lZfmqR+5(=%1@2D8;smD{rLUlDhbn4v+VXD|1exTP%}ggz|Ni5dQiE_aM7(zgy(l z%R~6Ui>k>`#r=M)EVrM*^D{w^nvT6CfZnRDRrdF;S9|kCg{Zni%CUx0>J4Z(V=d49>TB7{O39stqas+h(W6i(FS)%EWHZ_oClssTWw+(o4_F77$vr;B z^^RHf+Y94$uv?F8`ncfmtr;p#IaqizHlu#jwDCyTRfe>z)}z>j-QcoJv7^-=^-{l3 zr#QD%6k8#=wz=tIyRw#Xjo;FXI_2`MvOF(}(-pSmmp~QV0?&DltP8usa028|8%(!& zD-?U`^&9u(;%q_oWv7+H4yYSQ=s}J|4 ze&|WGl1r1NL77>Y#DTVZJgT_|PAB)-Qd>;VekZRlkZ;zq zM~V)C{6gP6-5Uw>0dCzQrivkOOomS|FpeA0dqf{&W%gU4=f5`Q7Hf~6RsckK%-@l` z`7TN8vR*_)FsiOhuwzKBTZUaed$$H z_xb0a$PRVp)fZaFJ9GY9Ur)g{xgjjm$WIS|zrPk3O6nW?UDed)6Cb^<%CKm2A(5cr zb9wr;5uQ5;sa2RXPwudvshh)*UDD4u2fZ0`FaB;HGz> zZ=LTW3o9xpQ*&hiflJ5zox6{{Kwa9+)VxlYe41?)k=QOK6w_^=YwSx6Xt~` zAc`)RyH)7&2@LBM8t$V4bs2PvFh)JiYsRr+nUXbrMl_JPc;mM4pr5zH5c^S#cm zYSVGtX_WeoUAttjCOf+v7Z^;}o%0Ok==MYESCEN1k8^}YxX0TgISgK1$IQF>xbrC` z+0#q9pWZ7<@zAsOv-9lauEQPm#KeYB4FGXqETknjMb>gUs^z@5iryP&T!1Gps5NXeL19J#c5#L!rZX&&Q!xFf#kR0 zlFYxw3bt$`yK5`ut7xM%%X{9(pK+5N6tvE(@9~sfzO#6TT<-h~rphJJM~0^%2+t?k zy`n=E%M|`cIVvD4ejqJTajaIca)B>UYoBg_sm){3%Z*O+c}8$y<=Lo@KI$Bb9} zd2PDno-l6L4EOyQHjvHGzTXFX;acfMW07~$CJ!s}_b})g<46A2V`}Ij7`CrjmszNX z)zk03`z5QO9pTy9k{qs3vf;1+VNGg{Vyvu;~Pb6N#p{&%AEyKMK> zJ_6Jzq}H$dFm5?%n=TL5NtZ!g5uKAe(^)e2W{d-9nq9!C~; z)AN4bS_~a=i=V~PbID?@O`)Y1DgaYa3e%k881toT)i*mR{)UdQAulgVh>%-%igh;8 z2GVKB2cGCH6M1||8!GjW8PP6paOTZuK>4STACTtfeFaxeb;wkEKu!r(9S!a zh>>;wyMCTRv<^M)Z;);13RA@igxi&c<9Sfq-ImDqI7#%}by(-6p2F1dX6H9-@`zc! zDz){4_+8r10c;%~#dx>UJ$_y{1CHL(`$MrY#zAl}Lz%YLJkqNj0Zb^8J2cTKf{D>~ zTF14XoNf;Gq6quE{M^Xh$+deaTgAc=pPleh(0=sh>urqweZQ+!ONiP0L|@EuCiYkH ztMAoXYR>p1oln;X+(B3tuSwweM5ZN`ojj)=E=WJEws?+w^6dV}*sa-m?dq7zJPj|$ z|4#2ZzjIR9X};Jo1=6#I{wuN@L*S;+gZ1)bcg=t zc!BhNvvSBiY&$6FpL%@b#=8j2^099X>(wH}87^QO4lz$j=GWaV=-eUTnhwySQ!<~0 zL)Iu)a}uD+rZIBa(m0A&E|KgX8~H2BdSVx=%p2eGQ+@IBtWqRDg|eZ>jY%`&)w3X3 zjUsKgKiO%dQkBM$w8%e&;}n+q_MlUM5rfh_^ew6|6ac}$#p4F}9GS&DvT*Wmr z%uVOv<^i&YVqE&$IyJGn+dcN&g)E^Y@VbBI-}HbXRKHo04!>X*+Pex(eS*pd�Q~ zRc!j6t#h?*(ftDiE&T3OqYe}LaP2E7gD=YudEs`yBinoT{`?x)1ZAno$^4dr;)@RL zQ||Oc#as?-W%)DXffBQ637c=B`tEG2`VggGS>rxh+^*HJC@*TZ)M=6yK0clX6M6yt zlLmPyPPu0;b=@Lc)#?Nx;PpDF-P85_y>8|qi7P)DHigSg^d2r&xcv)&eVVj`g5F=~68|xv@omPyOvG)YrGUO~%vyyTDtS@hjh7W9(Nb zuQr3$I^W9gAm;xUypi7Kk#S%T-z#o?K+180{rX)%XMMoDTHB4&wsklHR1#mlNZ<4z zr4Y5V+BpFg2drH80DHZXv!?wZdX;jl-S_+9&Fpg5zivwB?|J4g07NCbIM{V;Qsk^Y z27PyEF3yc!GGOdZUU}~HH@sQLX>9F+YTm1skUtp+I+}LG>bluMtEE-l;5V&Z^}rl+ zy?0x`v;K62@paXFeQNnzrIENn#8kGkB2BSH(pG^;wJv3Na3w>vPd98a&?O#=a zGE%ts(NaC%{zuWdwwtO(VfeQ=M&yu+5TyeNNz950r6i&p{{I^5)Bduqz4w}vx3@8# z=f1I=)_tm_d%Ii*u+HBe_9A&;-QT`#I@#_G;F-wF?=CeUAa9A6WSAF#|hZly|>gMS6AIoML79W$-2o*os#GF;VDa1r3 zarg?InCWyL+I7~F#r3zfJHWvgKFnF-B-{TkKoA@um-~lv?|z4CsBfm*_ZQbeLUa_V z)IDk)pgKRcC2HFMOh)Z_7sXl75jb_Kmpn6QW~uUb`x8P9^;GM=?#GXd8^dm94%k3* zI+96xB;%tjgCZEyLh<|pA@jKgx;TDw{oLHPY+#MEr>P4=izDqN<<^l{B4t+;ta@~O zwZABXS6jv0mRt`){27ON(ATp43euUl)SrnE$n|xp^if(vmqYrsO@C_Ez`m|jM7vnN z>rRkk0HF!RuZ7gG8}$74eOYC!)(pHeLroh_fmLNB&8dhY(oCsm-eQsLH+XFzeDBkH zd9fV%hYpXXn9wess-0%-+d5Pi9p#W)#`U!2Rwm9#ZWSiJpO*(%e|+Clb>{G1Q5BBl zU_&|EdaWGMIPwl8#7J0VBFwEMXuJSQffg=|+sG>FA)Z_3zu`P;j0Usz?sk%pr?L*X zt{({OXf`}lpQiXoE^(8FjYBFWVQF2jSGTkNVe5{cMO&z%-CXHK)|T{oZNIj~_epMuJTVo|)v(Hxg-4YMErx* za6!5$G?xi@P&C!Z7+kj z!EOszAuyJ~V`z<^g94Gk2llp+!Osp^kQgT_c}Vb;Hz4ckF4=PDXsN{KUgkJ;o+qKNK_i22i&hsOH+=pwfV=r#)H=&9CRFvm2!?AE<; z4B_Yf!+mF*3puxYqdryv;d@=oF^4An)I=k9YLD)-L1|Z+QTJYDt~SI?<_kLsdM!P}%!3~U zu;#(%STZ3MLt0*f1#Om$H*61~6*0Xq|& znDW~7EScz~f*!6~q}4 z9-bnRT>l=I{Lwtxi^a|l_po}NS2+B{KPO);gu#K_G=U~esk6kxF2Nik;>I_F4%!9q z8yWl(|DZ2Ih(XTS0_~gY_gZVRJbNpxL0Vpx>AQ(jV`>YRg%#BIe$)JD_PU}yJR6;l zYnKjToOf$G{OUBPEWp#{C~N!bJX%H2RKHUrFHJQTc?$eb!Md&|B*$xMM*gh|bB3GQ zWx(`p_A!4O_u!m31y0&w46L@Psldk?slVGQJ!H!t4!nmi=h zymiOI3e6!typ9`aS?YW~+AA2A`-k1|J{#hPfoyJGCpP!*twP zOxLqs`<{m{WGu3^;^bWXQSASCIo>p)8`687 z`RWNW_R)8EKe1webXbI=mIn43_TU-lVjT~GfL@}NOU^uY z0m)pf`SZ%#A8g{)Ca>E%6@OM}wY(e=$Ddf-OmEV!^*8+Wt;%JW68(B~??~fJlE|sB zvNnb3n}23|@P8#jXZHhF-is6dsBU@-cfS@wU)n$KmB7#a z=^QKm#(tw4qavoKfA~=UKU-miY$~l4(aXK-i{DtYN6`%g%CB z%4b@o0SyEhW69@%wk|leWg;!#d&S>&e%2VSchPB1I4>hybPA$>LQ9ILjDrQF19ZNl zuNerm%sY!5d!|Jn_piyHzNDsqS|>whE@_LQPNbs?|32P>+9Efpj_2&78$F?XDZt9S z<;RltYn~`D<$wgRN*eugT77!n^6z3#e0j@--OZ3=FOcH^b&9uK%AG6RTA<1lD|Mn5 zaIsT#8{b9;=J61qIhS7#_0%g#*OBx+1lclKMPpznx5>M_N36kof;1imwV4pg!@a&(*;_ER zgzB`ccYy`f*@C}R47|;qCSmpc$J%I3UFhn}$yL^XpSwY;tQ>p{Rf3@Y61{lU{0*)) z-1STx9!*<6uT*YcEs^$HEj{H;8L9ZS9vGiMiNWcSUIRBx;mYp;;^las$b`&#&qo`_ z!>3h--gAHaj=pz$Oq8p$g#L?HeH&pu`Gwt)VF4O^sH08G9)2IqiOT&eQ)g`mIE=aq5oWJ&1)ASvpW43KM*15W`=C;J=scXKA`cN}_TAuHMQ(0Rj#mnw+9&g*T8gqf55WQ3= z7>MQGVY%0LlfjKHF%AqG*Mo7X_efQebPcohvFUn)&QS|cLPacIM`}wDNyx#oX0e$i zrZ;Jb?OSwq2x#$EnMI{Kn^n=fwu<+kjfs2Dzx5s7=2Ix}7MM5{3xCEj_si`L`x2I` zcwf&ZPq};4J~T<|rp+3Gc0C`Ue`fyyF>)}D|GtOPfIWSvl9x!{VM#7M>Z%@(>z8f; zAYx||JSeG4)A#5xF|+&>q`QL(T^odH9Lxxu(9g%Bnx-3KtT4c>U$Lh47sOC0{YY@X<6Dm5N!K*zbnpl9J=XOqJP1#EiTSy3p z!3~7vgWL;+o6~dqQH%UB93<#%j9AY^YhD)}2;^B&{Zrk4@nVleFlCD>D4C;x;RjcECNCd%##`NXw_SR-j^9SQoXi==|GLXhJH3axH?s$v zK^d{x`%JrZ5r(HwHJ~sfS!|xC%cid45;K^8`^RgmW}4>)0V2}Pkj%aMvKo#c@*r`)798-cH-uuKy}2@{j}|>Xk^5FYUGqT>iUdw*fi?r`nCC@feJK(ohSO89viJz zt70uTjVf=S*f%v`ff%jQ1Xij%1RKq!JGq{FLeet-F_4x}wGOTI4n_$OX!$edfI2O$ zbEjurYoZEr%86^zUGUr>OPhbwC+QTb=#woD0y11E9FLUtPSbvgld$^@%G zjPLguKTKnUHA^-jpiTTvrta9J9Qs%oZ1(f@d>2u5vxp>h_rWcKxJ3!7-+8J0VExA! zkI%7PWDW~+)M?bZHAX?r_bsuo9{Pa1!o5M()otnUraCK>k_};!GHUbF6zBFi>&H=W z8_yc9%y)+0;QoBxuH_-jE}{SRwc@95Rhc?LL&gdX~J4`;B1lvv9;2OQ7lwY4$QN2z}i^1-b0Ml=^ zgWTQ1S`@_}C}O~MG9Qde9S?iWG+b93MfTUQhnM|uzy%Je6N3>dtS%L8lxg`_>w?uX zxyNEpdgy%faA$gYSQ;mz+n2MF*DGRIFIZ{2W7_T`+uLCF=AicL{!)GNq=e~#Mp+%kVTu;m+$Xqx+ zaJf@IR!E@F)_h{PRj{C-+xD#6f;}#y+$@0Mp{Ps--fu_f^6q==DW{ll2UroG{F%1b z{5t^}J1W$sV}eY&-{eO-c;{9J5_CN=b|!;G~RLaddypBe(Be5?Pt9TkeWgr zCUQk%AU!u^a97)n@?0z}R<(KAUcyk~_!36~)Ify8gIQ=ftpVSnyFc;uZfhlFIEYg$ z)N8wOP5c4%3hw?>5zA$*aZ=Qa2J$B<&tHw4YT(g`<_SKv#~o)6R-NA?&uiP{&{%*F z;x(Q<+_vALAtR*P-qTj)Ue!~Yyh-?1@&y3wBty1M7a%{Qog z*Il&J!PAPyx5flXS6wyt-SQXk#uvdAnyl9MN7uV@d#ND<2)6k=E{HeG?qM;lYFP26 zQe*g#&GM(m%^*OP>53lEtt!o`Q+wc$RUj1{PQ!U+01f?pV|kK`=`2R(dPS#z?SKip*{ND|42!IL8#$bRHrWgN2(J`4m(1&LBz36@Ni`|1Pe|W*MU!VFym}NGxCG1x9b%$Rf=NSZlfIDU0G-KZ1j+4G;=$uKpIqm#W zFNTdbeLn!5X#X9D6L$@Mj{GcHC`&1uuiiaW2J-?jW77M(emZ`d;c0b1?}!q4`(TlO zZ5!>p|G;jDa*}T)9om57-NI^ckMz6wdyMuudRc9@i1(ix4D*eG(1FWCRmyL7Na?Kh zpi0BeKRP^iUANjmj7C)KzPqcfTOYa{M57+_XKk!mYlxbu`y^f)IznCRzs0pT!nYk) zDBS)yJ=nCPIRXb|abo6rRX9n-VCI*C{io>;UOszyT+eP9=~QR>Eq2QNiyZ5`vEM^?+sp9sdA;qZgy$^J` z8TtJh45PPy0-y8&U^yDKr}2wf$erC>WV#kdu>imQ@l3khNz#&*^qfGh<7E+yUmX*h zGljZ!Y`oc6yc0|6n>-d7{w`E2bE&oLC1E1O}``VN@XA=+ALhk zo74Ed`mNyMH>!Grf(1;V!_6998|x74b2coxy3PXFc7?y;?BTzHi6l(ftr3qvRI0q) ze7f&_^mE*iJtVR&aXpLJTH^BHCExX5$k_+iD(bQ+gq*t@WcnJjZ~x@T_~y4RUXQ3A zlwP3LdZH6;>uLuizc12ocHctUTQp{}5YS_`+AF)@83bygfE3i*{N$ppHtTmrwiJWI zB5*`0%ldl#J@i|XmY5jVPv-!2DToci5XsU@xuv||){x&QOj{aP61VxKoWzgK!kdgX z=76E1BOvqeQXfD=<>?aVy6j(KrdNnOZf9!GDQTTvvR9J*>+mP8`TBPccbMbM%D=wP zQ*s6=pOx%yQOW69+5Ed=h|{twJ{YML-O5hWP89J*=+_q>Dveuf5*Rgmz^;misU~iq zlejd4ixju;PAhEX3uC4@;sUOx2vWXy8C#%hW1{KD$o(``yGg6Ciw#ca*G7yt?UQ)y z_%m;oE<(>-^*3g?*{Oqo#;s4{08e*7Vn>gxc(~^81MyTNyR+DQOY?Ga zk6HWAYR5whxx-u5-hkfBUpIH<>Z|v)Kd5S;Kzy8Z{!ib8h`W;Q0%UL4mt#xMFw+~$ zJ=}0(9xM+{bFUI^aBPB`Bufw8ENmH2OF?veJP(V}pWXBDCIps24PQXS6X@W7_m@#l8I@b9vdd#*psk*d6z5URQ!JxC{AdruO*_zX{cV-)DN zv_Gz&Jyk0y4R4drdfD?Ttscsz!!|Uc4qfHP{@ctQ%!601GtATel;WfB*<)N7)KI%U zI0tcUq05I);nc7fugeOhcg^>Zb;~8NnSz8%JnW$=wC;~ayB+u}vx3snzlZEy&Nbd%&f^slXaRs0S=@^+*<^hkh)`vHa0FR zSy9aA&iBf+`gn^Yc8_8HYg-}iA{+1ge51N8oz(9|j-!5;?Z49cPALI0-+zSV1e9}6NJ|bc?NXE1 za^oRObqDWKP9#OKbn4s=$|1@@y|TL9wx#6#{FD(DNlBtTXKZhI-aU9YFg`Qn1x^^i z8ZRSGB)=6H#LObr7Cetub#~LWE@@LHRZ<7eg9lS^aq_< z%5%0dnSnPMR=<#Cs(3M^Wl?*BeZ0}^ZPm)-&noXTPJc{yI*yOp>YrrZz$2E21>Z(V z7Py#OwyU*wd|g$H)Fn+f*Pz1)#R`oE&2$RX(d?sQ`K={LTUamyCo;3F{``X|t`?ys z|6FWQ(XYBrCR4?NpP;|DlldS@_+Qb5{uzF{+h@Md*?zvqi$VTwhqF*ft=1*xn-_F@ zoi|E<$+T9=&htmTHT&jFAet0&<7F%M1uFU$ezn{?zJoQ`T`b_ZUQ2hfTMFtSD2TRo zYQa?uOU)By!qjpek7SX1?hcowSW%eDcm-0O`sqBEvMs^p|Ek0_j~y4iZTZN|kMVr? zWHh&S)c;P-4>A>dVPEO5F3iAvw+DsR^w8eLu>AZk_`2C4Uof7(rizf<(034kP zFF#iv+BU&6ku^6UFZ$|#D{z9yp1W^!K2@S+uxsqoJug3aTF^h3Rb#p7yhQyl5_nhP z<^=$YDCy5?r5X*8z7_U2tIo&Zi0>fZWmj&-P>)NV2OPZAQiD9I#axeR%l99lz2Crt zazOC|Mg_421v7kb-x5m+`wYsZAX&S^d;qGzXx&?Mp*wyZ`#tETtm}lGK@9XR4QLtBC?hop%!*ib#&o|zC z@9a<)GO0fqO~w$~FoWU3mB)t?nJb#D3^E;Wdo-2#M%sR@_IzymwZYKgGKY-oxb2D7 z(WsZxn`P8Tw;r7azNwop9Gee}%f69=+u`ok|GkjMOk@$*b8c|_$9@rkLC6ZivuBN1 zKZeRXn;sT6+=9*_hF$XgdUm{d53QpV@Zesoy)Q%go;^BC< zO>s0D6eZW{v!PzVHHckXKgMnZYXLm;+e>l1@;eWUTQ4S6{arqE4{>GRjic4F^JR0* zbPg86ap118Rc^PE0A<$=$%fqa4~fm~z3uuWyc3N7+jk-BfM1aQ-^X)N2=UI2$;i&sp zh5He$^OQ;b?gN{#>rbwjaM2(Ll|G}jyZCD+TU&Gdl03`bIJ=UodfidEHNe=)@FB`m zQDxIPdA*m|6aB=kI_n_?onhCzg_j+u5h0us%u|pAxXLjchv;2p&~-dv=(E0zF}*@o z^`MnH<{Zj1Bl-AH=@omLuahVMVb<-jH80bf%jH%iHm`snieh*@K0*Z} z+H}(`cQl0{WMO> z*!te4f}dWs@LYC`yirQ?EhYbLUSQtbuiwfcFdnwEMPau8_2rLCFZK~KT#X0mFvl4+ z%P=krkWr%%RPdF>`?+t#&$PDXsbYi3uL`>POSH`yxs2TI9$%fEJ-`7EK^q%|eb<$( zalx~7Bx$bRr~2s;LB#N~;`biT3?Fx{-bYq7cv5eOO(#fevtz?nPrnVq5uR#U_#8H$fMngD)OU%cp3%JF6E!1Uibt27=s)w+9^8yHqk*fZ#! zId>wInB$ncx0tBJws0b_PE`NhT=&^qg-yuCVDJ?O*MLG*0-oRcClD#%o6DPIYF|K! z8;aX7Y~{Aj7`<#B;c=ig)W;$zYdmo+RT}m{c#>kG<*6{ZV5QgdJZtqAm?5^fzt;G2 zG~nX}HTl!QD^`kge!n_*ostD)V~HU=@OEMs=I+6ZC$8uC|r_xhOh zZ-ahX#=*2Yqj<+rNndvJ@x0eog^S(0hK=kRgp`yBuD?x$S+5{qwLx)C_SQ@86(-jK z-t89qgApxblVRuQ4R5WaIv_0d#}u6IDPyetIwOKXH zH~bh3ki~pu`0bi&1E*LN(Dgk~S3b(=(zp)`D+Pia^R$XcXpqC)iS+RCyHy6)3>Hd$ zIjS&XCo8^ixjbRl*;vV@L0{1Upw=Iyo0XPLPa-s+uT9y}MxR-KnGTPG1Q98b@=UY) zs&>p?EkR4#Vl<6dXYx0xI>W^f+;CH-Upd7PZ|9&I9PsmX)xPc^P7Frc%f#sX^sK+K zPxov+E1dV=QkJW7lwvnMX7eJ?ldRRtBR2t(-v=T>+h0XB0#ZJ?q8NGVv#R5j)A?|jJxd!rRCCudrl8KdP)ei$>OYK2s@e#DN!Z z^dk8?6tQg2@Fl%Bs_g>QI+ySH%d=UZ3O{_l-8vznsh3ufxO&d_G=WEhGpY2B|1DO# z`J&{!Zkbw|bFt{h%U&a%Y#ZY-yPr#ipcu*#FvlN4r_iRsV0>ZxsoX3d^dmu@r^@cP z9}MY&v8StPSX24Djq}ph?s{Vr5%NKwr4+w1F4@fP`|cJ8^6oYDVILYSf0wr);L=RK zV5^CC%46fn7uA}2fX&Yjyx-p=QxB%`4$?O^$GKXHwkxU8)`KH=snZQ?Q@=ziOsF1q zB{>f5X4K$FSuWe_u+V4EwlcV|C$oSrh-&+L@z*0E8PW+lH4iyYfS`IiRl;ER7RO`% zqI@rIz1lcQ=sMqtOWah%BcwL0xc^JdH1?X33;k1GaCXI$)nxmTrgpD1QARnsux6^` z>+C%!0|2$Ft`>tXki?BT2`bg^#h{sYj4E zUNOx1>sMK>ce(Q6B_8LaspGg=%**7`k^jznRNST#dOyF~5pz8)#+G+Du4>H>yz6ZA z^Wy2f_FXpFoigu17oK8kwlLpJvJTVoaP^&N&I8BoN$0OM5OTCL*A)L zRtzdDFs_#D(dt6xr=8RBF4OBnwIotA#UHI!hdvWBCe-b)4_5qpF)zAw3fIH<3QC|H zN^r`}|IOfwV*1F<7ciduZuH)|0l%n%`4$vu$Kz^)>V(LC{PxGs^WeQH@B4h!{W~TD zqAO!V=)XU7Yt$76E^dM=@~Ftdhys!CQDzg zK3Pv}9jJ5XRtn%~6j)vS3GH9J(0)lix5xXpqvTgm7QAQ?3d8Bx+_qte)XmkI`l*G4g1zo&=QVuw@?Ul!mRTEV%F1wparrQ3!Wv~)`(7+M>nxUp(u zpfTb#DH@lT`HfrDo@?z%KaU6S`+!`cJ*Z)<*Hj#eACH{l{WYVf#U2EciS0A5Ro6Y? zo((q(Hh$eOD#K1nIia_|TC4x-NI@A>NTEdKYg&#|X07E~x^#BJoRC4-4M(}o2yRj? zT66&^UP2all>BVCc$Vt)GBe8*_4aq-{<(k7Z1*{|YTcrU$BmRBxYT)90JfUjW0o?n zW%J_aTw=frcUJBAst41~FgNF_N4m3L4P0P)Yela5{ngS>rPNMVlaC!re}_HEOoiR< zHW8s=yH}#NR0?Q{ok|LwhZn1ScsFHs(9@ed+-|y`*6Q!FO_$s~^27e#g%)=mDkx@Zk;N_$+>KeAUb{hEIvtXhgs8kQyho?$(5x z@*MoQ*Yen_p_yA8m-?Dxl*ZoQ-)}nbK$MQG^v@Y;(`m3dj60E&9$j~sy(y|P9TsEb zp^^jO8w;3}KhlP&M)O?J=y@*E45Q)D`AQUOR%-#VSMKd^W4RJe3Sg_3+Kt`t5rreS&9{Zk zVh+nl>2zowuY__QNi)3vi7W9wnLc`5Qz<3ikpUA_fddXmR(|9T+~6%r#pMK>(c3GI zz5FYfF(`r)B$=5L=-9) zvYPOkjjwH8$MZC}_nG5|XA`iUs(dG_l5+UNZCyyiygCNPL=PB!iehJrV$EL%Zo6<_O?=47Y3bk!1s+;OTiIa@$%JLJ7LDa4SrI_pVi4$ zmo3%nzU-I(o11od2zhUQd|dlF+B3C!zd3!)#Q8qM_`0U2?FF9iz7aYWkpQH}p+@ z{-|~Y>%LQDY}&>^jJHv?PQH`A$$ec^y#_1ZgPL+^iMF`VS#mC(vh!U@b#V71{0b9 z4QO&gb`GxvfA?ALuh)Xloc`v$ZOqmN-lhRQ7-VTYTKN-kD4$p-G(jmnxaHfASu(Sn z7g0H*P?;M?r{GXY{^paSJ}DPQa_!~UQxbCj|SSxf}e;&FQ;T! zK0^JI-RI$~cv4Hkuv_0cb(hMkCwsb8!OK1M=NGeFwvE|J^^--he-8@lYMXbU)990+ zv!f3g1xcI6VR38b)`x-?@O8mmb;Ns`E8^#xUTyJ(VBGZeMx_U^_x|$f)Pax004|M~ zHqRf%ZOLc(MJHdVdv{)6ey6kJzF9%YZdv2HtC$St)+%czCr^Y5Hl5^yeW37){oG9$ zSfwv!gm8d6TD!6|Fz$wgXFQ%QknetnVGZ>;Y=q@!G*yl(;4O|C>;;``h3eO`))(B7 zqtc=v818H93ahlj&o#4rL13HQysYBqfK1+Q6nPK%k8LW|`QOzpo>-kb;4LJlp=~53 zzSC(t%kGi!-m(T14ojmDb-H!b?mwFUBmCBCWvxjF^k_3j<36PZLyl&TQyO%OyVI<7 zvs0JJgicMwIrO zri1cf&Iy@uN{qZ|C|XbsM&k!Ry1w25GLWiZ((|TQvg}J7%9fEKGkR5rnJfgq7!|kXB5=0>BntR!`Slewr<9@@=(7*0|+Ge`de^C`C6J7b@s>RW|qj z*d~E{-Dj@$SEC!pU*i*?b1`hD7Jnd6kYyj_g*RQjlfbMnASN>D(|q$sDRLUd@^Br> zbF|xrD%DTY{<7EhHNP4k`(BtbdilJQNmjH7fz`?w%*Cg>EGEattiDse`SVyuo@3#W)>3w5n1^1QTXf)jiy zS_P=cee6T0G#}R<9W}Q&X757o#I|u$xy$~rgq*sE&4M%RR|Id}?v_>~ zFSv%^uhT2mqrqbinvsst!SgfJh?#9sTveBYE&!UDZ`Y@ubuXYg_XALW4g7btn((WC z8~leoZys9qOMB^lLzM7I;&m1{P}P+FxXI_a(tsWui7>N$tK&xZ;(NMu+HALw=&Tdf z@!o*!0U!Bu|1Q@XSE0W2T7epgeNOk~Ke^NH&4CbdGQN}Gw41%*^oIcJZr@V=dZoDT z(e@usFK^R+F+a(xIhsOx(Ij*);X6QQ=nry}T6=ijCbd<&k-p7+OdV!c6^vPZEZ9GO znsm#8`{Fdf^U~yHsO`M%0QF!q9QdP5B5E_RP#tpkjr!&a+@VVib(m)c`J1yuYOM{G zV;S!&lM{7U>~t)KUVKf^Pq~n|^N^+GAE(V2J-S<^aDJBpeOJk#&s^klHlFq=?srqP zW)aa{ZO4>P%3@AUC+4>W7sYt*i-{pk=(6%-;f@Q_Y&O=> zt}s)j=mF|O=xztdr9J02iCgQG3~4&8 zPugwfm@5{t%?@)T{nzMUi0V;%&V1zLRLlU`e!iNzcEN$RBlD_kW7P{aLgX_p^)|a_ zO*&57xt_m#gp)sf20D|Cy82lBHVNP590iZLDV-9tx^Z~ckM-nfXrF@g>}{L$YvI(G z0~)=zK@r%NcMqoOCd9f<^_ScFc-8esVe9mJsuDbqCRlWEn|P1__^Io9?tKV42Z=^$0&WzLdO^~;qI%xha{79!`i{q~GpAD+6)AAXJVQ_7~>-gJ`Q zmHf1jB9VCiqTD+;sGD<7y0m-zI+1;VXkGz7-l)Ow2-g3~_=UxedK?zJPPi{R*|hOk z`M@=QOW0okYcN{u57qu^F#W)kvp_7?iQX$KC@9uFjJ2)QvaX%muW=^jV{XG!oRj#fFYjMT&%WW%WU{7>uV#9ZtZ}-=QhQ(a<+kUh&HUQEp^v?9e z?2RG&_T<*|MEP~AP3ih)E`gV2vos?VvlJ3l0NBC6T`WXi6*A!jXZ}M3!k(G1bC|C@eihnhdX;uk)S9c(s2c73MFAE(`}(l2f_xSOm-rIr z10wFuoBCM#7{q)Xs>%221a5BQj6OvEdbnS-OMZhrNhII}lz%t37~OHJ7_X@(Y>(|giTf(@^AswroEugO?x>!sb(O{ab7iRd*`n0S$>QX<6 zC269L&&vn6I1!&pn^|pgTohmF08`9meK+qJcAL_Cz%CRA*Qo+ueB%VO(EjF+h~>sU z-)vNCZjKrfNN30u+(%HjO#2baP;0B^@AI=^7UL77{DJjZG{R1u@I_{=K)G?B@vz2r zA<~MvY2V*hXNS?-@`GPv3uILScD_;dTxyI&uT_H#;C2#0mRTK}zZ)A*)MM8>aD;W4 zA821{od~V?Q_SyaQFuaW_)wNBpFA+B)8SN`n`zSgUOE0xsTKpgg?sNU6!vpHVzK&1 z(U~Y33Wj0$TCB;IrD#JEN|qv|MMMh~<#7M=%@xedIaB@r_r34)Tr0J{7hrp*>xx67 zwb3f`hmL~UiXAX8xI4pP{;6#B=*|hD#-sk_n~@+;2|vh%Ny0&=l4lkRguzGAJIe3N zrS&(dH77wTeQs}Vvpxp%&tgkmu|U7Dp2>ELwX;q>n%R!y!viB_F5cS{@R}Qm!qn5RIoHQ1$xsJ=X4<6xqiKV<tS<%9-UbAw&byG;$knjFZi*`Pb`ACK-lJ6i&mgNz(vV zb$rSusMk|dai-mD!d|FP&Spn5v|j5h+;!Am2S|zD zj#g`r9P7OF+H4u0^oRy`OK8Tv&q)8I^7q47ts}J2+`{UdT`k?ST$aYS`EP^+g>N(& z7D^I2@yqpZP9RC-yqM1QVYQz9UXQpz7~KIoI*Nq?oe%iB0_0;0koylwl z#B#$Vx^jaWjXgIcY$eik!PW`1vEsSIMkLs7oIUYlyXA-tSdH1>+wD*7ITMC$q>@|5 z<@*xQC0+RoHK=%*%6}Mux!6_K+o^;lfbZqAXjitYm+VKcNmwm_fTk}5(f+r)mTEh8 z%6wYVoUjKq#~bbvTPd+p+c?p#CgtkDka@nS&w1azY=Me%e6vb_-Q(FdKk&KX;Lr+z zRl6$Y$>ZW$Ru5zD6)>LeIck)*ufOqlOhL@+Ct*UDKKaxboMzQq{<0V9_4;d) zlP51T?UZuluRwq|TCqzpBP<4@G$3p8le<;RZ^)9)24GF1xZSqS@VB$M)d$+NF@9UU zV?;{pxAk=!a}jBs)Wh?+4c%2CZ=x;uDmx@u^BA>yA2xrvO|lP-<2hN1MH4i#gP?W4 z_2VO0YMrBtVyM2qvw@~&8G)=uF#j@7$d+11WVZ_u`jI#*`={Fb8Rj5hvb9TDB^!fj z1h^FP-qlSpvKDoj?3=?beduIU=7poLyD_QlAjYFRrj*M?*<$zllrE1K*GY<1`)>!v z>eW7{RPBPuj~mDoO)6&yAu{6_l2j-*2R^ULOu3!pkk9XFHG5}tZMTIjjEuVIQu(d& z#Tg75A!gs&Rwo+W=DuHh12eh5OAIRRK4QH|hswGsUYb~OH8-YS13qr0@Y3p>hUz2t zNf2HQknuOS`gG3NUmwZym>n=g_L^14y1u<`aIT_EwC?pYT^DVtqS52h#Q#1tp4%x| zYdF}tS+*UWzCp=Hs3K^#L}gw6Tc8hK{s4{?ue>Xd^O;-wz)qU(qy7YyPJg|NKKat< z{43jc%X}1ZU~Le{IHh*y)1oPBC_mbaUqT{<@bM748afUeQhQh&G`vMzd&Apb@4V2_ zlv9~{)L-a9c7gFpq)yYOM{dQE{yquxUtBrogWY@4AE@7mZfI^T>aNacH`mPRCA&!F z=lK`N!k@r-&$saUgl7ZW_XY_Wf(+E`0pVd(Y%43M!FB7^_GmdhR^#Ca1J7ithxJra z>5OHB{8Ijm25&v@Nqq!wGUeasTsn?!J6U$3hb`CpGribp%*m2HG12NeJ*Vx)>yLWW zD=m20JA)2pbU!<$N_>j(i2xYi8wp2f%SAsJu;d55+;%dy-c{oWLwwI6tT7jdccchqTQ=+D_|>NLgi858hv z@~zO!cY7`rlhn(4H6I_=w|w7EA+GYQ_kvS~H;}FV@}*539-^O>Zjj?bSMtaNAI$OF z#Vcm)*T*7zmLXfyR$4f^Ufg<#oy$G+dnc6DFjd==NWI|KMd|Nvd#8(Ozq>M|Ed@Yt@@!6@ z*#1+$QrkCG$QiLRyYb@v?QQxk;m}-&JT8rf`P8|U5^V}PwB?A)&yJI4>8iMs(ze4J zW4y0Va!Yv#_%~S(CTn%EDi`u_jJYwg?Jf_>nk&Cv-Qu^yZYItugOw6uwP)ZX`-^z7 z*b_X7H;rBMIX>qZdhC=`=C6GlMDO>dUs?-@QG-g)$PWfuZcL0 zwsawg7LCoBkJJKHTmC0WqShCycd#>bM=U9LCBUe6`8!)GwqSc-3vUZ`^0#02`+cV8 zp7nry!H5q~^wq36+0ijF9vld_K>dW{^)f4*$@_j?Rf=2;wTRQvIZ!8>eaQ3qZ+O5O zg$@#1?%tw0-j}gJ zY_^Zj*dkhRKvr<}Bl7uEZ(aGjM~zy=>n=;Pq6`Gc=wz;-ls_Dxe@eT2{=Mv1g@^m% z`=|BMyrz7DmvS5ST=kA!#6@Gic1!?h6NDmOI*jb+Sd%&orOm5+-dqRQ7l<)^1i$Cm z+@lapN2-=r!`5}9t@7jjt08u%{;rvx6gZUVA-nr)*5AbDRb|(2hq*IwM{`%Ld}DE+ z>7O6hyo($j-rjKx@ir4#Rz|kwoCVcwT0`hTBI5FR+gpTErt4MaQWnuxgumgr_VxUF z?Y`74o2+8F^{L#cVy@cqD|%foC7hXgCqru-Dp|3NKZXzLSKs-YUrdgzDQm)fgMhi&INEza*Tbq?sCS9Z0Uzhb z_>Ss1;Nn#-1*@->S49Eso%7W7S zX}6QrUsQk!wTT1NW7gbP^^(&-QU=AnsfB%fip2pWGm^<;g8 z4YEh%FO@uy?~+Lvzxr^mBP@p=+8^^bD`e{$RqkyzZ+EzK{0ThD%k~B!G_$Su23+Z> zUVe<=T;MHSx3T9c4FVj?e*AKMWBvFe1U+dIxI?ZC=J>~#?(foID@`vH8fuxFuSKis^!TiXV;VZv+@8_g2P(ZMVJci0cF<>ri!--l!*Ug@E8 z;b-lGoD-s_VCP^HBI3u_{x-EmAdFdEjAZwfPWpT5zi%`ZV2nR)+zT}n7TPD^Omoq^ zkKXuT*qvo( z?=mqi`gt7<**YbTbiRb-AEou*R{JzILQ9Rhk~F zmLdP zvm9vAlSY`0P)QxF2-dqRa?n0A4sk=ab5#1v^j6M>!BCuqQ7g$Ond7M%MBX?r9M{2l zoaD(94JRL>47dqSNR`=!#YfxEK0L|ui>IFo)mI3WZ+P=1=WimKMa6f$=574cU(`JkG6Q{#et5GxP;jwbBaf2|7W#30F>)8j7g?xgX5g zColG&-2N6`$iA?z)JRpXAb`=Xk zaeVP1JfG!rC(zH4Jrj$6Tk9mI8tygA9b`QVfD8|LCvUia^& zu+qQ6?sIzoC6HM6ZgP^tAnLe()FmCDkwKZ8@3u47;059p1*kH3->qAPkAzYD+Ja@Y z+sVD9E=19l4n`l{U$TOE?MG_1`FnYMq?=uHmx_k>QkT{&?>_x|JN3XT{li)WVdR@MRx<<@Sw3Zx2r)d`R57((TmV|FQqT z-Lmp?89#pDGTb{37jNZZu1xFthHxEd0#u@SN`{z07S2{`A}`S7ZS~W9sCo^RW)NX< zrE`r=pCwz%lB&Hv>|p?qO!9Z*KlxWXcOlv}21*Ud#lL?rsZ|0)?YkxAIPCEn0)b^{oB-TwQ*r8*z2dh8Lf{tX7^T)=*b-a&jWYI*|c(SO44A>IHk6T)Hi5+ zZWf*S;^p6eB4qS_<6*Go79crCnJ_lk&U(HAXi zcY)kD58)PU0Q-|y!Hnj7)uY4-aM4O1f6bJDUMi79uUSg2yfnU;m9qF{7mw2;nN1E^ z)-PWAiuo76Z|rLAkVjemK?4b^-8WLRZ)L=zm@}wu;buUD>WVJ%S}71bfRq-`mM`AM-3z%5>jE&~b8tnu@tO z@(sC`OE&D6^gtc-4aqCWlqz{+d2;gHH@NM4u&CV0E%86yvQ2M_g#uW;#`?4KJ&(2M zC(qDgHGqa92k$3)7tDpj&@#fm!H8H~k7h4v{z;h4dY*$1%CeN%rmVF8^ue&*Sdlt~ z$r?Cdknj`Ht#`*LbcA%c`qL!yx;hK{a&jE}<}|kN)f`0`<7)=RvsLW`Bsx#jZg(Ze zJ%7h!@M~}BT?|*j!U}qBcR!Sw+8c8QL8W0_z{}yjtTW+);OCE6)w+8kLYtMtVZw|; zl9<_5epFW1bP<3ro#Xdh3)ZV~aBC4evhyrkS*SM|ukq^Wta>-|bodtZa9$JUi9B2K zG>8puMkR8nXKOz6>jF%5bXTgbbh+Z{Gc7+|AZg-^W+c=jX2bL0{3q087~D8~B)-yK z`+QM)Z=3A6M8rMIgZDhQMP$RmTa~MKl@(^k)s;JAt+tgaSr+!ntWX(kt@YSE&X?Uz zgYrO2FZJ3<&VoRKkoykkBUjF~2c#Ppa*(JTY^IQ=nOM8YVhYS-a5JL!rNR;2kHca zw^!@SCkPV#{jto*ewamozYlM>{bxxBz25rTz(9Z+ZQ%IeFqkez z+zTzR^-?1dG5F-Eu-w6;U}5;1(G8XQovPKjSdOvjdQi-%Z|1;)6+EtZuXIhtbJbvwI%>P_)|+@e2N!V?<shJ~##%U(~N$l?ZoGlCE z#{?}haGfYWsvh#`{F*DJZpz3h{o#jWi~6^qsx~VpI5Rm{!T20d>{1H_hyOuprVO5;8z&` zWY7HdZ)O}Om+$2<>mT~0A!aGeOZ*+klP z3VkM*B@eH#7;}}qQu>kh2fE1I?=3b2q5}gRqgbi3eE*f_U%q*zvqkeqxY*%uh|$US zm39T~;IQ~@i*0(nu8P+QTw4_J^Q0&3>dzP0PHlWpX7v%^gBHH&jd$^H>5UTFVW+&K z$krKcAp&G8BBlpVGt=e7zBYel=iIW;SPSSD>!$IZ_`nYTC)5XtcVcaBR8Rb1{pVc( za#0+7P_(okub`RU(L7E+AZB02cf^GaEo8iR)-*}e@|_#<+iPP{sx~9@jPIN^lK-gU z-vekMe|~2eSg@hL?;v(3VL;d?c7OdFRWwU%?K!9RC?XJ(D>Zr=6P4u*-8F|}dEj+A z#2x)*2tT`igudBl9)1yM3+xL070I^J(_0nA84rjYyzU33^)x*``7QUCM^!=vLGFrz zCP~j)SErWzJc%3T5CSp)^GIxZY~@>au@}Udf*s^mY`|N5LZ!)7sf5 zOPjqtFPwjU-8>xg`>NA+I5GvIPqlly4@S+fnpD=t1CM(IGl5_`G;%)QB@0SP-}wC< ziRUdmbb>syajTa9?L&leQjDnHgN?%4A2uvKyxioNwiPA&)*TxdP91E025Zsy-O_IA zsNLfqW8&A)YOfqL@J(Z!V01n`*I3~otK*3=o(F@Obi(?N2~hwe$8kCLFv?_lUejb{ zsk3-b$!-6j-aqA#h4JfOIo=9FX4Q-in|y2T*68-+-WrI$D6p8j47;e08f;GQgz?Uo zt!WQgF)Wm!S8ta`C7$sZmjO;p0;?ir477 zPwSy(ZW*BtEekLoOw+T!#bM82!<5P3$(;>^xy7WUv`*CU(QWXa036Q@Qu@VTKB`6x!*&T6=R4q#|=PRz=oH?yktZgX+2_1!9!p}Sr;t7>z$+Rkgn*6NtY+zi`w zg=L2kR~z~hE#iWktt_?{-`8N+m7J!M`j zqrWCMszvGzM}F)HhfNtq({metN>m{JBSg5+Jpa;mEi-py- ze(cTs7d-LJNmZMOh0*iToziO&o|!z227}B9T0|nzm0TxxYnAfonz-J`Z@GK#U9hk9 z-aOEKQ=AsH#~4@-;t8j>lKzFc=8qB%m5KVQejh8ub4gysPi>l-R2N2fTrMU}eGK?; z$d;A2&6bz+KkZk)qe0mDQ@~=kGd1D;px-__#Sa~yx7_YM ztPwMbTK}qEIf&98U=>gLw6T6KlTsd%8IN?0yKZV@zCA2a&H205Yz>>Sp44+- zN8Dt1yE2}S-pF8x$2c5U`;y27FS$3&RuMw9fwa$pJM*#|QOhkziI(`;VSu2J?aOVb zymZ_4zEan6ufOGbR4g?YcND@hsYRcsoz*FgUg3T)uDR#;*etMv%O5fyOaL#{-kl?% zsn22grQ8iGZSr;@kJmN77NH|Q95!=h;yaq7QTOm?k?X>VUX;aTuwFa;(!L811Wuyw zTy-Vf?oLD;>W;)h!`ABc@c!lt(uA9P1Z{ak!VBCUX7w)e?#N1#_!FJZ%yD*BZ|bEI zb+i{v6Le=TKroT--Bdv#%U6ERMYZD4NM;FCHS`^=cdb9|53388h{LW~v0s`$Jk&XJ za_fjjE!jPzniRlFMJBhaEXIFS%>%a0ao9V~oIc3D>W{1>!`C6*q^O7$M{7uuUfW1> zwVPk7$hwnkDUxk^ow1PW#bJ;7jpxNb65L4m+p7owQ#pWDMTAZFAzTNgs&Qxu@{cy? z88W}4OJO>-^A`=e$c-A=?o!>u9A?DYRr|^i*Kmu=EgNk{6f^X;)y|K?vBlH;2$`MV zu=xdrCC(zehbsSFNT=vKtXD78{e0@ajn6(E9aQPhiYvn4%beR=zc;##KF1DB=I=YP z;7%_cBqG{W!Gn0!ez>m|pJ6F&>r!Qhc3OusHt*?CExGJySQjw(wLgG7Z{##*C%-l3 z^}}DP2VFI^EFHQvtEN~yp#hM&YxXs9PmeSInF-nN!1l5)yxsmL<2{tJ*1s}@ir7-D z_ivkgam`2H8Wo<4!Apb1+gv&Ob$qxG^I!e`rfukq9Gknz z_xHIe&PJ{EKf<=DWKaRUo%`zvY?8(1sbXj)>?wH)l0(Kdy}vwczgHjDV%zuK1`X*j ziGRUi88mN{-=@Q{Q`nBb`g=?vO!x8kw~72iy_$fuyWXjB{;82szL8js4?X-l5C?o9 zURnQABA|X^T=&aG3k$^|_9Gl5CZ0y+7atfnR1zn`Q- zV;a5m%Lkb{O}A>^U!%uj-fdc8O7qv_#)7las$z-UYRS!dcmo`YQwdRLtD9;I36XRj zDtg|xM(nqmTWr=^O(FPJG6C^w1^WWKks@BTFZrJROs%e;?xlHl6uBw?-5+vr%?^r! z`?H8xm~R^-x&?U*bMNb(mAr;Syv}e{DMs_`lV@zSm+p z4h7hRZ;fng_CC0Hl}QQ4b$E9eEvmdPha+bBo3j^nZCPGNrO4cB5&5md$i=~vp8Tg| zqBa{fRvf_s%=fEkUr#Z_>KE^l2x(gRWbuJYz{Zg55Ys7 zj%3<}feCm0>@5DKc9;7N$W+uA@~=uW2X&j4kTH0TcISD3orF~-SnAX_E=t`zdI%aW z;{lX$Yfb^KVkPTr^0d%U3|Jnq&VH|`MRWagfa0zAQ(YS~3YD)RoA-7tZPj3uUrc|+ ztGI%ZaJIFgrPb%SgJbJ9o4cHo49uTN?=-4zqe0Z|vb>qU)kJie-<)P)+6uGeXOMb) zpI(V!?LYu<@22MVve_+Mx?>eU3rx+MF@a{(M~A7p96!>^%CX0#E1YW#jb~neceT5R z^l#{}$35!c&`EPspmZ;Go1x$wrw&7G`lMBJQlvjm@!`&43hM@mDUAz|jgjp&@9!5M zBINt`PQ6Dw63cbyeYwJyhLz&1J$S5o{qV6O3+2K?2UaEjp>H$bztr@R$6G`b!*{#T zYpvUWCWR4mr(JP=a{eA4W(X8|Ca$8Wo%5?gR#(+#O<*6#i7pXFLu`VEk~yzm@A~?? zX~6`0NJV58_dZLwyy`93y;~*&F{ZFF+oHiQ*Z}aC+4>gU$iEjfJ|;kVbBc?dP0>v` z5ii!z^WCkc{zbxhNHat$f2rr=#E3-}9+AsU`Wp(9_Q!I-pDYcb=Xf#8$Ex zzpBQlU4~&5x}}PxP4Pr`bI-p|tsCUnUsBj+mdI8ytJq407xM-+6()?$?y>$v&v9>G zyr(^{;IyCA6={aUtp+^O@9{^kxT6JDT{RnA4wd30{w$)mau3+1JJhO8E*RMPhfIz! zY5wDSy;+@`T#dq44*lwM0k~P8!KU)i`U}2yZwtMh3fwZav9L-3th3NkAOu1)tXUhi zGu#`sFRf?QFCFmOsVl^jRoO=mkdYhBn$Kr`KMIPwo@1o!5%74W%1G`gpa&e9DXat8TM_4`R(sXj-VBz?1znx~B)`#m&X^XD5j08n9 zpaH=Z_=C9D;ewIc72hfJ3J!B!7#A)l{w`-W7Y7rjAcSC&1}GVXmaz;}VX#9^#y@3{ zd+bWOUcjCe$Td{2=haA?Y0GLWe6wCa(YL4m^yd*>0}OotwN-W0(N9%x$~EQV&-gPP zIq0*sQdPRh_i3>f>wm*)vs`NzbV`#kn`Ej<5Zs9EgJ#Bz5xBi9dtzbd4gJ}%f+hgZW!I$USZ%%>I7-F+0d71{^5B8VH^hg++ircLgi>S{=9B_2|cAp#F{3a`lbC zsT)76m$lgGqi+pXydR`qmET|AF(%m8LyNm#qrC@j!$#;Gh8@H;0T47eI(;*1DrFbU7c zuUmOATcP+8#drPhgx%X6vDj&%{>C&v!B?X;JaC$#E}JSh`(!t@U|=K zJYNg-Ls+_qanbB3AP?MD=EjE)vR4H!b;Gt^Nn;}Y%0j*=doKwB@weQtVJLcKq}v zWFew2TEFF$(!%EWtiE_w)E0H=a4@%%yUWB5ba;2~Al!_OYE^{^UK$a32k<^I4)E ziv2sR+AGJ=v!P75lU3MLr};^POGlNj-~T_}$HHPaiTrcPH-q*C6P}2OIe2*!@W0l| zmptf{O$nL)G_NkL!0mLL8SPiDGhA|)3sYL(w}X*)3-ht58^guI7moI~{^)b%f>Rnl zB8d7$qAa;5P=@dYJPbIcD9)OzQr8xc3!2vY1r1olT^S5b;_`kIp7*+N>T8=r{F3R( zq^DZU=peq+^lc@0@6oW>>}d3_uwgzy?2_Pq6RyQ&&5u>c5x$jXy%b$`+6;`c3N3=G z4DWX1eOb;SPtBC(qwDnxp}zvRnpX68Krc|?I|BaloQzu4UHwXTnD?j4% zb6(?j!J{~QU%u0h%t=eWvJbDF%0zK=_-D>Hz)?hEWUBG<{Ivr9i0xCQmqH|Y9sqe} zb6A3LoMAxF<6SkbMwbn9dvu(R+V#b(dtYvasCwO-uXSu`>)p%8$qM>t5@z5YOxj4N|$N?604c~V8iX+#e3h-CLoPhw5R!kW>n7RFIDQW zab0xSTm4Da&8<#9f5bx>`TY}h(@w#ACRb;fNUrAh;~5l#Bj!;FrenJ_-5*h-%b zjpyCCo{^TAzv?Z=ZatXxugJZyFLhU2@f*CVxyuR2_%Cjuv3z%}u*T)Ng5T4q48VH? z{=${*#pfHR`K6_0bjUryscM_M`{{d`Y|XtX_@=#X-0RDSIewH==r9%L!#plyARZ;M zw@%+&AHF(&6qm0EcJ0wCNSq?b3!g1AWuSmrnzIiBfu2DFJ6^Ma9FoKeEL^nKWFqp z?}jeb&4+1HUsC^eKk%Qi&|SG3qD1##(#&~F`};(+CwS1XH&6yr3>oFo%vBj_OP3Q#*U_`Vlqa8|_# zS}qlCor_Cv2*1%R8e^gVF_XS$6tcLvVg`q1>!fd&+QGSC|Eb!z#fcUh*WHiE z@m3UdqQm!%s?LY^u08yov8R=>Iu7XXl(+Tod58+&4vS?}@&VvoPpsI+NVTY^0`ppkgL9EPtl z9@xXjP0kHN{PdR#I`(*LrdY3YaM!~M!-MioL`z(=Z2d>+Y~HPYt4Z#UO2wKmn=Z2! z*>1j$YqPrD^JpDcMN&eCPgCq;2Kz$AxietJUN+cT+mea|#jURS92BG`Ee+xoBhh^x z$L!ywLC=zMZTM^pqz>X!!;hNZFMs;Jm#jVl5@}>E9OhL!0HlVMQDrG0zc%(P2D#+A zDm7jG$Lm;E=}n*GZ;@2{~JnBYlnkU!Fowd+w1-djNHZqmYUI4 zclMuFaZxLE>S2F1#{ppU-E@ASCPhAiE1Xt0)a%}I%Y|nz-BZ$+5*r&fj~zq)D-8w^ zyK8zqX?q%{+TOPrYeJj~{kaNl#%qGlJX>(*dyK&6o4;v$Mp{H}d46=H`O%{pXwwy) zLRJ=#Mz_#SzW7n@ZWOK&fg9V|^|w!ZwqnE&-}1e~PE<}(!nR6|P`~;g{C@F>r~L}J zQeAPT>*$K3-QahrMg`xHAo;#WzfGP_)jvGQqGL1;YrlGKvRI~@%4<dOo~PnJH2_EJIxy+ciVCppp=G^Cdk1>td^qkXNtptQa0$^ce!TV@WCI02EBqd z-Q7QTQ@m!7)pzwh8NHS#{R>M}k!f3KWkZfzjr-z8?Z2qjoX;jZuzD0*pV-PSu0%${ z`|>7{(sMET3GYRvY*UC)cB|M^1qX+@c&b48*Z>~(^ejVF4nOwK--qOu_@3v3Pz~uy z@4vPd2C1SgUwYh4S6vS~oTHu8Y^F==3}!m2p87}RQlp13^$Zi^4lL>saz1=3*SV?X zE=bTgE7E~o8kTN|rBVB~G&-A}+UbxP-kVt7n%^UIT~Db-v9zA`=a;&Idti&AI-O~d z8~^RlNU5biTsMXDTt!%-NMH`qd4ep}L<`NNqZ8^MNx1FDqE?!ZJ*}tf=Uy{x0 z=jSA+fIbtbHyHf|m(4F{xc5WURl?GjBU?RwGq|hg?yzr9tIIjgFTGW*@;! zDUMDbVfcOTS(^&1sj+-gHvl-VYB-(DUe11iPqgnnDWi+=A{ZH8cRd$q#*Ezt^w2KX zmJ;8Fza!%r|A~?l~!e!~nFB=VT=4<-KK1Ub_**f^9gK%kTC>*)Zk8 zMl1!8{;Ld9SAABrT+$8?$`<9%e(@-I*t7`CwsT4y`^#1AiM#8Gw)7duR~%=k&fblA zGg?m9*X^|I|HL4-FUiZl?#YgFV9R(9dMy@tuc-!agm^A#CSYg<(}asn1{alK|iMVnmb`EqTa zS~*Sr@vFfe+;Fu?WDRSh3cPf-U1_qg4)morDR{-yQT*+8Iy16}xRirpT2 zzbrz%I(}4V>wHuE(5^9S4L2*WUDZeOgrb&UhiHn)xL@dDwfwv@g}24^P?=Kp+7_T+ zzc=?rC9QFBfc%Z_!K_zrX9DR29jjPoptv?`OSXn6`wx}&qeD_|McYM7*e3N0oJ)(> zxO^kg>XhBU%tj?`#g#|vaLi7`8kOSvx&?F@_iX? zX4l%>D~Lb+6##Ct6&E?q6XzcDnUKZV=53C(BIp?N8&2Z12!6 zIWaA?jupzM zrG;(tYFi7oX_91;pQDTKmX87iQ}UaueeNATU@fS=Yy&KU+xf_WflupvEk$y7j9s;b zao`mMx$1f2uko&RUe&nnm6XH1M;vBwv24S>(jN$afO$Oe9ViNXYn9RsWDLmWmoF~o z8@R^!&mGxN*XTD!|Hy%okNY2V)6Cf0WsMN~&Ev06YTtJ!%kj&#{p_qFmXgpjOjh^; zhZ^(qz$v%B(-FIK&d;xryLPEiY?WduSQ6_4+aC}eD&D5 z&_{v)6xwYVrMfX5EDqE7sPamM!X{{zUP9?YW#9OMcmC9?`6{pK@?b9)cz-reA5#!0 z=GNk6e_nYFB`h!Z_c?_t^`)s@sIEzjxzDGM6dKXJ>hN|A=)b+cwRu!-(qMTGMBlo| z&@w&yBJ-@Y%R+hX9%rOv?GotOz3WnAwk%@94VN(?Nvl`m3@n@CcI|#@WJzNp(;@%uwY6Rw8XB|jgsX!I^)1Jvpz_ezjk%cI zHU`)jU`~J7bw0udz|)50C>7Xn_O#-F3-k{90sXnMZ!wcWu|wWo*G1l|E~QCF=xbi# z@bre+lAVkv=+zlg-Qa4l%K8;8k`u9YM*anR8_KvvJ@jJxqCL7|Am;E3Pca z*WH(&b?G%+X)-!Jf(|=o z=Lo(zEY13xgR$0WC#3U^HotFp?>?S)_y{*%rXbTrG2FcnBAaSTSJtP>=JN9=ShK#{ zoEZ1|Jb$FsG4UaUaz~G@mDpk1rqiN6hl9o<`13N6EOS?V7n9= zoVr=O!)3O2{J{f6@PD7x%weXv&r8p!iF~@|FE{vF;=*M9;e@>F`lNP>e7~suWdpps zZk~Q!Fu;HW51%H*Hgl;5F^}B!y(3-peqkf@sli*BCF#bsN`QlhNeVN*>*MEl_Lb08 zyRh=+BcLL0s0W!rN5f35ZvH8E*WK%=?jlVsIM3ze1?69keXsU3m`eCmXX!4^cc#0B ze0Oder6T}xorI|R>6$V4ecFQy=5dFiaxmL>|5mf>KZ?$^-BdLS!@tELgs8|l(NPYC zs8BgpqEeau{~GJty7rf~wmH@Nj`2MAy;hj_t;fSr3(=xYR?W4ZN)d7-_-He^lsr2q zlMg)t0YW9H{n@u9G`FS0FLOB9{B5rtjc|V6?NHuuY>~cHcCY4*7h43b9H9XauT-y4 zN3|niJXh&EDeoUtYa2Y9XM@;fGXK)@#0J8=+vc|WbjtU8znyKBEqg}5I^V(Wn6gUo ziD-Zlu)F!oVy5qhV6Qr@&_l~SeuYvldbq|~^_x!XT31&s|1W?CxsJW~5=naT4V2)9axe})qns1pg z9+utFR~Oa;%X2wbsXS*l^fVn8u>pqc&a}0g5;-U`BAmW*Hv+>S|T0dW5mjI8vE|Bd&9#GxO3kaTjoO_H*s+WqM*IXsb0hy;3 z{V#5A^AyA^31KW9k|1MeZ74sM8v0<7P?a{iZkZcAH_l&>{kAD=^iJc?yvt0@Vt|u0$&A4s0oVOTHtn^a9isngT=6f$QrT}u&ann2EaGo!@xSSz zpjeEzyHpdUyZl1E?K6xpXZon9&F(eNlr&gov*?tUsujVUiFrU1@hFUUN#X`# z7B%+$zNwZyEhFWiT+W19TpXx>y|>c*f53(3*g8q{sdd|hOLi%EXfMa$e}hLdfb05L zsa|%ucTV*f4F!+=_2Rrf1(gB3(iZnkYFh29kGl_ztlg!)Trk`M$=%M+PhJWU*UnB; z3ySXngD8K!_|fso_A2ydbS=yF zBU8(Y(g+8&jgc$Aa>IIjs%2P(zM zg~>h1U&ge_U!4GmZqP9sblfbS(tR^cKqe}W*gP(7x_wB;V3pVByUXK3BdlMM9Q#Kg z7rML7wO86m6#yAtY%uTgoqSQ%W!!oj)N)xds)#d~d@a_OTJ0HI7{=hr1iD;(SK}rG zx;%c4q9cyl(Z=2C+g{1*4VK@LusonBV1yvcAC`+r9dhwJ{(R2K>a5K`;b059@YiXoK7d!RHWTSIZVadf<=e-!Ngy0Z(N;PopynE^XA{O za?mCgYaR!BVv%{}IaJz|-mhL>aGPzdS<4tjdhgKAuuW^oeq337j^PFOm0!o)qN7WP zoO{KrD76WRX^w`%-?6{k?O$*EBFi!4r9D=;CmFM#@{n85)_;aUTE{z%kGoG0oK`mR zEsdFY*jmp&(hoa^1@>7CuCpN-Op?U`*8NV~)2{1AwSVoWqwC>IlFJ-)?Z8riU7Ot* z&sGzTyiY@6)Y$}&BafaM!d^>~+~9O`ZM|`Rgs0P|+eGQv@Lb+HIq(T5Uh_s8qIqfW zo;)rRCt5mJmh|PAP)u00vDF%OXnw$#=0YWYsdE4g+#N_^*XYCe z9j%eiYb_G&6*O7KarhB#e|Pcvc7Ahbp=Ev0O+UsgVu=++wad%(=qeZjiaxLxeVyAQ&+WDPJ(Chyi`e*``i6;8YAysnyHKwU`wZ0 zo^}43Am3)Mon`UnpVK0f!iA2dn&RQv`Wd_7>~cEWLpAR@550SJEY-Add{i53$8b?Q zn~EipTg%K%{UH|*y6d`F+8Sk|bC*jPE`ROr9d3Df;|Z9uQTKWM zL@jXagiqRhhC`Kd^gRes&SvVvK&@k!T3rM`aNW}{*KJE>gTcp>wcZC}d`u7A>xn;_ z@rG-RF=UWtty%_|n{*}*XZ^~+#svdG!|$^N?pXBDaXMYJyH^MdtA9=mS&!Zl^j2M5IlS z&;5B45`W`TrjH3~5!!^(_ng80((BO=Nd^Q2yEEO|ANE-Ex$)9><)j@c@(HKg0cH?F z4S~@TUa+IKP-6$sb^;0N1q5E>63%DF3T&$&U1*Egl^W!#rcUW!Ld z-t;t$4&ppBAM$T*JG*~V{jDYBlG`i~wF;C^Joc2F*K}Shw{>ZP{JL~r>S;2FreW7J zaC>r+;ip-0X`}TaG60J7d+)T;MEo0}*VRgnpTBz>X|#L5lYW)oG*6B18zNOD`c3!j zeKGK14x=51adU#f{}w$=`#S8w(6iPax@xByhIo68H;aqhu`97*FkSYVjRjxLftKxM zOtMwv6{a}>5?xPDQz&?LZN~IziLS{u1~&q^+){5-&O*+3T~BT*7{>As9IpsF7pqN^ zfbH~P5&YFgv&-_6R8pgaJm+<9MpDVcj(2vrOo>*jTwojJ!KLw``fJdt2c_p%(#DK$ zn``w@A;us#k)zyK1)Dta=@dKq9DSTbe(V&)NhArOpSJuY zH=bd6L^2V&ajtVpv;!&#jq~UEk=~dWm&xbO3u!#9OgEzn3(-hs7G$l7jBZ}gNZ20A zV~PHtp}HjB{k&sJSO_pWf3eqgX8m3rZl^b7g&v{xK?g{6>-o)A*EX_+3Lq%yR2nRI z^X8|t*G?`#8HY1eSE}l7F<}lRsVnzqdE{JvUKY4sBc)npP%PPGzJ$mF;WfZ#u4Ba4 z!lGufXTG4*KXV3t_~(RzqIY!cp5A`f!LFT9X=QFb*j|)L1QXqzxR=}K(_`2wfX?RS zINP%E1DkRUi>Ifomu%kv5ls&kaovIz=+Pl5orH3Fd z=$!hf+;^l|M0v|>)0MaKeayi z#JctR=H1PaEy0(qiTe5JUxhB5fbCrF{N~r25v`1)mZJ)3&`7|b$Of0yL+-%<|M^bH z?v>OM^jtTj&4PRjj>;^3a4+K4YSyHPq36JCG|MsFouhbZ!yI2~M+w@p8fyrT`i`Yj zjIJBSQZpaa=Le@zpGA`@@%3M;jp@ye*ZGn5V#HoFnfI%j>%OABcgUlq12NeYVt;wa z+Mlz3uB`d7da82u#AqIV;bGGU9MX)B07i8r@TAA_cX3|5uvFIGEM_OYs^a6IjCzen z<30RcYn8vcd^>a82G-_p!|UWa zI<=ukvN=N|Zwzx2|0z~}b%a2vP2y*LjNC4J?;C;!`vX>;ZA4}jeyLtKaLPwo#F0$adY)I5!vO12a` zE#y{$`n>%IxGR`f#~K0N>mz`JDg!h5{mqqJ#yrMA4)`mG0YtV?KAv!+*!@P5P6GJ^ zuQ32&L`U$c&mTL6HYR>Gmd+^VwC#^^7etj)YY_t6J^B%0+RK&D%W}~6^N`F_&Qlw0Jwm_>$ zcx+!&x=;vy+qK zPGgQw;F?d;LBW_DOq7FULh@ei1-Srnqx_-w`otfPvYgu2r7g)$$557-&^sE|(Vehy zV5Uc(-X-Xm5chRua`Ifhn|u?oVdBOsmYihvnq5uic&uzEA|#mUskKP=zp0UxzoD_b z#wn;M6h4X44R0Wgt_G@>xBg55`wLsVQ-zcEyZ5YM1VL+hikIqqSxDr|Lspn-pAV16 zde&yPGESxQy(9)O0Xrbyefg__jXg#CA7Er z)kB(l18F33Af)vR9Zdn^K+MjbVqIY`_F>7A98tt`P2}T$$xQmoy7cJ;LFSgafv8A9Pv}T?Nec(@}P}c@rqg)+&-B zGZeVN*M=t zi0xIg3+aurn&+?DdtYnp4hmxgezDRZh|VCN1KF`P0EM>Mx0Wd4?>8|n5ts7~>cQ^x zHy>W>cz!6uPu-ip)px&_mNyZtlYbfd{_Et*-QvgDZxDP$cBm;~EeeHAf_DaMZT#nG zh2KHWEtdVL$Sbo4;Cae{#h-rNJZFZh@K#%gN0 zl5d|s7n&G6aN4Ww>=~3wF(I?sCMel{!E_qkb-o8RODeFGZ)e=>yL4G;5I-fVryf;A zFN7qroYQ!;mrT;#Hmx@yaw!N&7u6^kUkM6C9(wc(^lY&j8R%8AXun+5D(Q{92tLew zKZ5);_L1@28pYbDw9z;v*X%0`8<-IOaLMnJ8n)muX@2An1lc`7?ZOX)rhgx53YaG=f`8+alokh6 zP~X6+RL z3KoyGVDtiheqmhdmBx}Y?ITTj)oC2=k8$3X@;_M1UyM?xnbhk8)yrlhGQ-${mW7{^ zKt5oONPN>7{YPUfEBPb4=hr?%=)VeF;J2T}ap4PRap2F!YrkOUsJPcuNe5U8VMb9-C zHe|(p-SE>%VXe-aHKYz4VgHJn{g*=6$xx=+WC7QHt~YXp!gEt^*KVF-^>bi-OI`|h zZ^pUGBj1&l)}nQL{538B=fsDDrC!wB9RD5Va3#N}__)P2@wEsRSOIS0r)nPtd(3O| zC=VPvMhYuWy|1luWA9X(*t#-Vb-8u>-o>awkN=yob2u;VkQE^on#?2@&Jx{i@cCob zc@^_tp=gkU`byK%bFFrhR&c*0^|Gl%omCC%TYPTurVCnt! zytnSZZdQoB;O73G*oyAYK*GX^pTpuWsFi7FXD#xd#XEm{J!*1Ji%Q`5Jq<3Jc%RKv zRR6BAi8K@85wLQ$S6P0}r;^M%t?I7$jLz&M8j_{L24Lc!bE$&T&V7}gOKIG{cK1kO zZQo2pw7q$n#k`kdgXUv39k*EF6DL#0Qdk9tHeEB>lHOz#d$$q$2>kD}e|s8=RoX5x zNmyNryYoR;2=>%VQw&{H-|cF)zQ&_ZxcKbaE^p#AKx7+&DW=+Ul`h z{X3Tozq{89aeV_9UyRnyDxG^k7NFsb!E}*lVi|@OZSZ#@gLtox=vw@0+~F1u9I`Kt zhR4~l`p(R&T%%f6A^M8K{v4#`rwt6L_2sO$m2h+&ydsRe=zp8tWmA8ws~Amfa}+}& z_u@itE<^BM$ia-TD=Aw@t+`y?L+0rgI*v^I>ZZ-Az~O1+rU4U|lRV5mN*#o$7ky0sqiV_eYXVU#^Ioz92JUv(t|ns!*m+kd59L|z5Debpe*L0{}y^9lxre7D=+ zgV-wvBp5Z^#h~%_lJRZ7NRu8ATZ-hc5X!H~Zq@q!^|kYe+XzOzp>-O6$m%&9CVc}!NYZg5>_g{nWn z%QJ=3``P51k@}gBz@_CBkXP^O%=ki5%X!@8d+T1PR-;ZdQeJMh=?VXdw(5QZ8c+40 zTF=u32%;`QSnK#~UZdV2ye~_71wz2zf}+jC>tod6R!wR*$W*xEVLZC(Go`l_pSSR-*dn4C%NltrdRBRyJU}`gU?{(kJrrbbFK=~H%9KaKBGL}@)StQJ->3S zEHjF>QHh^yZ|`3WRgxoe8f_wSlS_7YE=MV#34IO6Wb33$5h;ogk~pr7=EljZ(&wyz z^;Px;_eWb^%!P3)ozOq!-fI3G7P%8!)hs3!_KoGWG@FhN`@#t;k(9JDJ2DqVvwMBH z4eu@Qd5=C#DjAkPs-R-+wb_(6%Pw1e149j)meomt;->L);DH<}U_;(nfHSDQIqFuv zo?M>?30Cg5k#EH&20DZAuk>m+D`fBDw3|6@x4tZW5eDh3w|UH&cBAt_>A~P4L(w{X zO&S%i-T{R83u8NfjPv_Zu$7rp>*H)vxesRfU~Ley>l{9Bsj(Fw1)+pjJ$r8yU*u?1 z_l0Nrth{5!`xHM4PNlL-(w#}*67+aqxdX4ku2>fNX?KO@CheHYIQi>>IH64SkYndL zzE$8`8=kK4$ZN#;=v!0*q+FHx6jAZ~n!MJs)zlKpz zGdI~0Qc5A7Vy1cN-Y)8gHxOFv z7=H6Ls?69oc04_k9X6@KapcwSaiiSGc3`z;aRH^;K6?@=Fs~X-L6(MDF!=lzc2~Ac zp}w1OkGEbZ-mC3GhiX8SG<)9a5bbb9-(Q7#m(HLQ`?-m|adHQdTNomXM~syYqib6% z8qc55?V&X&!^3<>BG=B(DiTTLMgY&D^S3@t1$&Z??bie#76+ztlJnpPHLKJqQ8^k9fYhOS5GlCxhFI9gY!tmIA@r#b##UILT^0vYJVn~U&AUv*v8CHCHIS98-rkBDXM@)MV zeXn(K1;3M>%Yo`B&TpVy-c68U4DCc&#EaY;*jXK2K3W0Iovo#;UT3-JNc~+e7sj=L zi)4=<`E37qmBrb?U)Kd9oaBOWx0F^!;60sSC4@=HovhcWqs8Gcb%@E@hU>`n98=ojh_IL6+9<(@Asp4-`*KW*Fg)U94_SR95JVmvquYD$;;g6stn zrpHcM1l`LN?V+tImzO+~+6r&9ePBUTbR7Dfx>D(c<2mZY_4l{}S97h0@XlYg7F^d0 zt|e2w`~|AysUt5Q79dG;>Z(*+@-K51pGWO#iN@&Y6nF1Ij%ei{h%;gaHZ4}|zd>?b zX|G2$zw7ru6``V5n{~ascJ~Ec+accZ|8VDX2)PRHd6`vgWp5d6-QW0T*E`g{)1;wj zZB)ay-FXYipeymJHY?Ll4PLRvPpW*!@#fbs<_HW`z8^5ax048dH7&eZX-(KeiGc5s zGGiLwMJC;og&~%K**|JD6m>N2AFry=xk$u#LmprZwqv2~owq%u>WkefOse$a_lApG zRa^~5$0k~?%+ZwuUcT$ykl~|AQn80ovbD=6O8R$=2Z-8UbUDc^mYF|}e~yNDul}4c z^K0Engw}&;6g>7XXTZSuala z<@SEhb{il~Cf^`@oVrAn7z>RDFTSGbCp!TFrVg(&P%{X<#-@}-G~f7|tT}RFG}Hw) zE8vtheR{8TwNTD0@hF`K%|;yRTfy5ctvIf}4g=JijvE3+VKEjyMx3AIWLi;_h zr7w0R*+;VCDbzN}8eC{^uig3j@agDiUL3t+Dr6~{l-6g*F-x*gDum%39#yh^iv)wvz{1q#HX=FKmb$n)~3GJRgm51~>o z({kMZpmFRTK_a`obTaco-CNsNe0c*2tC26wTj&CyVXZO`XUV&7ua1>L>xr`LY`d&n z`K-H5arXXKql%M{5p83TdDYaMVQ<&o&MIgh1|uw?o74EuroKMCBE*VhdWUvs~ zV(}vy2;Q39OsdZf^kGM+otr-LHSrcK5+r>Z9Y0%>g%y6Z{@8%st6cit*ClsvC0~_C zzXJ$_?)QhfPFBIsJiLTPgXK@r4HcuMFyW=Yy$b}TRTR@HP>Hy?JvWy4g80G zVfZwiYnKF?i!%@MLhE}Ktq;y0bm!PYxpU6<*(8qd!@{#Hs8=vSt`%M@rP0QW${mbtoZS(TA%OZxtW$PXGD^6ta+(e zFV_Dw<_w%j?Z`45q-f+LC%l3S1DW&}C32gV`tw{*L)Oz{^Hs|$eXe%CcHB)LJ9O>w ziI`5KzVy)ZG0^xwOfStkME@DdHI58#DEp*l9){GwrD)!BlU6uiQHADg`taHl-!+a) z+Nm1gK0S`3_7o3yz&*)1*l7qX!ZToH7|)CC?~b{S=!IW)dyC0j^!Cd#x1u+n^S)x* zeyQ8=r=9Qx6l*&n4CO1-G2UD@9>e$$r9i8&Izx^{si zk(amMSvBrFKYcgHOVH5TCKxh{?CY1kI-+tYmCHY)aJPbdeUDbmGFB@7j-B*Am$_cO zJo_@1}Dj(0=M((pZ?5eN1I7C+s?7P$$LZzMT<*S!^l#TZ0@~^Es*Z0B9)V+7YqSd!)?dBeoU$dgI6_D>$F96c zqIvXPwuyPK#`nwN7;x3Ns^QBazV81CN2Pp?#bs^hSJoG$H5A?OXd&P8=XZR^N$LZ1 zGjYoA@uMrO41P!5`_I}EAKrsZf7Qw==kDp^c=$Uh`(w^UmaD;c*11lJ^~!Sx?yeZp*h#(;DS+MdUO6oTVYWLNly&dPmS87L)g?ELFv>-=UksZk4@y}jWK3CG;L}=Lj-VL$&D5sV_j7I0# zyZR#TPwp}iopnc+_uoQL3~n#wT=!OI8kjo6Pc*Kv3bFF1Qj(;D5plTRRC=ZWBLVX=~ zQPvE&0dqipl~Rl1?Q+kvOpL>NE|!yz;^2*>^+UT+c}~l}#h$wOR#)fs*H~??Zfrv; zwMM6{P}Z>K)P&mfF0RhZEYeqG8=wl|J`bD*yjzTK$JH6m-mFf{yN-^v2aq|m@er>d zGv73>`1wkgse^8;?lbLBFXL;$=6>tAt6$%b+m9QE?dzj;96{W8&P~KSUEb6-l|z&5 z-m*>~NepuHNa?cN;Obig-nYfZ%d7~_6YIjTjH*a*Derx57epLy&3s`2i(Sov`DrG$ zuPt{;J+%ons4SLb;qSITa&mR>flZpyEC3q*E-t`)wXMC$QLvtHLolg*tV#X$d2j^# z`Hue{%AOXwOnuRZiK&BYZKePX8<)}Ca|2vn@@d_opm{rxm}+OAfQY9qkFa?mVP(?G z1852t;@@_%+4nIZrw2pl(Y*C(l#A+o7-%aK~!bn*+KAZJ09Dsd~pzxZf{Y>)T;f5>KxtULqF1zbFT%NiD#H<-{QZiOX|I zpDQ#feqcs$Wt;MY!x}TxfpBQi6ZQH&otLu-IVw7xQ86P0u$-M2HRbyT{qcJ<`F-l_LVT&z+TYc2x~1kr?Dh57U7<79;3zV+2%L7-r=u!=_=Ya9r6Sn%1%aB%f2LK}3eq9OApGDX*P1=soZ>G;UVN8&OfvHvx z_AP7Cz`igOO!QiQi|8wSHe1|IFK6}6VCOUqHhHMf>&v2WNiJ2UF*L+=2QI^ak1VXx z$Lxv@E&HhbrZ)a;K**Ra>JTSiw)o><9^Cag+xK_7$yf!i3SKMZqf(LNkV5WGK<8jc zfu6Kl&E7})J){RjWxsyR%)g+&=uAn4twLc%B5KHrinLhcdfdmDaQ#F*fY)Hxu@aPW#xCd~6c ziOl>^7=6frZ-W|8dMjiGaDYjJ3B32)M*u?)9+Swf2k+7yNXN~73oE7Ed9WRL`O)Su z+iuzAd3Z!VyXm-c)MKKOB8MwnTw>{Q2UX&#>|E}`Jn1oPG_Pcbcy&zAy?S^0M)pN& zH@v+7i1J(XmW+FY>CB_qXgXo9p-vrGH(Q054F=8e+ANp4Ytz4N$iT&)uEAWM#_aHm z60QOeB6=qIy;)s={5vlErGMmj?BwgIv7{w1$d;z05Zv!udPurM9+wJp2P%o0=LD%&}U+hs*S>~h^&dz z_$SA6{UJWxJn7mGGR;y$~6V;xNRj?9fjLKL#`8(=gvn#vu2E^ z;$l1+jApXA17Ni)jatijXFRMd@-KbpU0XF@_0SC|yrYnZOWGiZz!g*-zWOmX0uQC@ zEqVTaFU7Y4c#qdSIkBs)&3ImFwY$v;kGJCt1Q{MDPNlE)Y^K?$T1)z#o&7np9jF1Z zv)9>27UlIieJYug^$(iQ8`dmgj$!s7J$q1ZFs18<7w<&e4Y!i*b+=N9ICrvEUnXlQ z<@Q&N^?*!Hu(D;7qCbl@mT~^5$(77G{^&Ucp}9>htMre^L<_9?xbtvug<9Px>? z`a#xgBDNnLq0A(u@K5*r0<@6cOD+`_Rh;4d9!@r{!o~d2E^&;wXL>%bbKw^ zvV*hxQ_xzW=O5T7c9ylm%~Adirp}l9D7+7E`zj_PbJE9Nj%ll77Q8Q*{lpInvc4)Pe-;|~Fk|2D3!(C7 zPd;BUb)N(E90dyC?YX4k-!pDCS8+UVZjF!RS2z0gac(fx&HW{OP8TdjvAC9NV)W#_ znfnIz2D&=TBUkov&1~FLvYoy>O4<-%Tqt3)XC{qi=e#mTUK7TRF1@fN9Y6T_{im$g zYOOtx`mcMC%Fc+UEm>bzels0TL?U;uX!R-Y9nu$c2db*OGwp6EYj*xtZXbt; zXH*`})BE}G{N`I5kM-ACysKE&6l=vD{U>F!tWk0y_t zjV-_1f%L62dq%t4e^Z)R=eCPnBk`SnnCm5Vqe)W}t=pO<){+ROnw%V^2|PFZ{NS1N zi7B3+pUnQf)vKr7pYePfxo96K5>mVU5Hvq;B-sLl65W+WoykJ`Z|ycugW$_>Djg~> zKx&xzm+#xpGof*N^EDQ&zu~+Px`0NOu(9hoQO2hJjK2L7;`!vnP1r(nQTH9xw@`k#l;$0n3yrLB(y{*>9VY+CwQM;Q>KEofiI3ypqla8^C`O7SQtAGq< z#BbjEV$SNu_IZS?P{C2>x`eP(8jUVpBHW!`?%#gs_Cx#zDVzoY&49Xey(Dt~H|zLh z{f{0pNNTtn>MTpqbtch-^4x_rRZ(^AH&>Qp*m|p1qCfg@Z0TI9AM)GAk6cr!2g~u~ zw^1Jg!siDMp2E5ee{Wr@Ts=Erh`7YgQT(Rg_a)_PD8oWk8k-ztOVs;3}4q( zGf>bcb|BL`MPCyire*$Od!EHFWYK?qfPhlEjqAAZ?X{S?HU5(R=zH8h9E!QE+TZtZ z!v7pv-_@MCKRow-a;KlwR*8V~D3NPb<@GJM&^fMMf%TecUV(3(?>$0K5Wa(DYa|&Z zfM-JgHHzzp4M0V7@$e(Yi*E~zk|{GDe=qkkRx8&h^Rqb}jJ@YyjlRr5S~sS|gYnKS z3ZH=?-P5!zm0bG6ux;8xFO=`T3j4+_`#h3N_$Uk@!u@=iv;)zclkim!tAEow=4P9xNd`k|J1-1=XyLeB9!nhf@=i7x|sbTMY~;akVw>e2X@`_3}*?9|I|EHZ{~^ zHk>xmQpVOgQY#saPz&lZ#ZL*Tt^zJ<;vaRrYpI*>pV}QPL%=Opf_j}0_)}i^UC63F7g*!ciE-Xc%5=hpABnUIv7+e`|LG`*`>^a zFye|=8QPQQ)9XoEHP??A*4)}D;B(or)Kr9*Q|@K_2bjrso$z#EC8|7Cs`jVSTU%`P z9PG!!VK!T>+%0ODi;}=S>oqAHV8eM4|BRW2#bnc_smj+TFF&|HzNi>h<85`->X&le6rz^5idACUM@PCj=_>+-XyIh{mNdLd?8~jDHm(sFzvabg zt}pn)>&Q=z!`Zr6y6o(2?-rHQX8G*xCha7be=j@YPwBU6!ynZ6n76ep53K5a(PKlC z$JBPiWsrB;-Qt~Mgf#g(7fr?w3!=(uke7xMw{X;Of%L0$^ZQg#mC0YnQUHIKKV7lf z=y`a?)T_ads=L4T^_et+Y!ymxC)&8c*MFafK$T! zIb49gVF9|dnzt0)+F?xG>TickLMWcei+a)2O5^9ZG<-M9S@QPUZ`|JczhhJHG}%e; zOP5BlX+0Z!sw~;tbbwbZtvkoVIpwk>axySredn?YMbMaJc?C`_gV^TwKVQPH4n1HB zvh7Q8U+Z*=4Z93=uNxZOIMaMw#eLRZ?k>G?+TZw9hO&s$Eq}t{PJ&ifv^meMp84)Y zlZINgOr+O>fk%_dq^InU%SY%coPyJiA%I9h%wNR`F{_mBryF`0IURfTqI|zO zhk)75zy~NOCj|GYZG1nUzr3t-F1IgUE$OG|TXbfY`@z234N8N~&<{>zuYNX{X_!i#?;9PSl>C-F+1SPC z%yH|4Kws)hbQ#ej6&Op@PbK(WY$iYAsCwfo4q{I`yoc`J4|;Yk^!7hFtua2hOO+o!a~8GT{GQr+;vQLdiRr&j z*Epf{S{{;-zAqZHdks3}@&Owzi>Y7T-u7^R)QXoW!^PF+rosWYG70zs7~Q$8UOcH3{E81fYbxIF+HIp+i1x4R+g%DP-946RaHMYi+d&(&+r%IVMmJ5~xO%JdBsdqgIe@+D+nk^icWbyqjB( zlZ$-8;wvyb>gZptEf9&=EhY=r={-KG}pq{GAzp3$rzMZhMm-)qAbQ>Tz15wGr*q zQba+?Aur+O+GnAb{1!$5@niA$<0T+W9m++!a%w)yNn2LR?ytav^U{8u2?2%An|gew zt%PYje!qA=%bUu%UuU-E3r$wBOQQ^ePZd)^blbUyX4^iimwq{t4$H^5T8_dI z5#sI^`G`_^Y<`%W#6ohNT`r<+5i8n^Zksmw`0ruuJt@~uJI!)H=cg0 zo-L(sxpwbI@(MJ7<5Ky{y*#Gqu16v;y3;upfNBTqa zwNG>@!Sg9TI0f+#U7VEfq(5o%YwTw#^LMuMG@nYFPwc79EF(J`i~UG?2$&zGAT5+} zZtV=SYERdQh^w0Kpvr>KUOTCe$xN?m<2J?ly9cc=1@OtX)ZVKIk@3o*$yUz#i{o;Ik$cSJ&QE0q>dY!s;2Pt}lb}x)Zt0VVvuRXEx61A<5p&2|%(!fN zsh-=%-}ty$(CA{r{bmcNeq14M$b84*_AI3O7@OHqHVoG1$!zg@l`i|&MVnS_e-#a5 zZW-LyhvXZf%}dAb)L1r1U&7EBgy^(EQ=r%?yx<}{_0dgawW{zeWQE&3@HQ5Dej}OdGlgyGb)QPJVTbsPt5g#E(BEgQCBQqF z`}wV`^Y7YfwB4OzQGqr63BYrudLA$h?l`^ajo$URHbCUM?fxB6^f+IHe{C;I(v7#M z-6MXn+OXe(SFpWWYP zdiYC<&R0#aN*}*;H}&#p&NS=%;7IJnbKH|h)C~FM$CJ@!^vQdnKU5I1o{b=6rv{Ne zZ9Z3kihQBlU!TN(yDNhB^3NHgzCkNuyr4kedH;bBKpz1KcD3Bkf+45^Pbcz0w%%p7UTN|=Tdk>qN|<0ZA@j0!#YVKoLWsj0XsH6g(qKXG}BqV>Ih`f z+**d-Um@-1e1=r};``X@OY*twVQ$M^H8?Gqt_LMIXpWk4i+kj19fRcQ+9GR~TrpdX z%dW{RGrE_j?#;SazWPQxnp32`c@YuL6*z6aLq|fc_J`tY75j)Tm1|3XX37J;C37dO z!HJu|Ip{eTiUTvdKOGcfEAPi~^v>6BYHl!T=Fb%ezOb6l&N8z0aM1gX&I_2os%Y1$ zu*nMP7Wq3|MOyliDOWm`zbC=h%z2NP^fK$rd<8e(aj}f+aQfB!^=?s2Upl$D}eaJj! zxmi{6*EW^)GJNWM(ptN8)aNvZmItds&}E}FTf|nKf;}x@Z|T%Q?d9pTNU62#`5wFe&u_U1yqOf>4HBP(y9xF&2fM9wp z0=rZm(KG!Dg=j!;h+AFk;brR5%r;a23f?EVUKQ4BAH2n7SM+wM_)4!B@~0pm_0G5c zCVPT8ylbdezD>|UvAB|Md`!3`zJ&`5u(+?mp#KA503@Sj6*Vd4JLBri-69V@c6#$N zU;|d8c*fdBu3;ye1)CEz`#Cg^?(;BX-_N9-9XVHYJ13`+C_x zTSL;hO%E5T(qJgRDrbjq?fK)GulmX3<9Awc`+0%-SYxX7-nD(f)=Z;K%{oUA;tq>v z>9o>_^W`txcKc$i7>X>yK<*obVq}lUf{n<}vbCB}) zTvm9IfarCk%OOZ`cW?&pG{#oX=4MYEADk}D-E65eM*OmQ`<(Sjv906dLP6`TxXBt6 zaPss)YA+MCn37$X-LQeO`Mx^-Rib|ttGGi5B?8<7FESs-aZwP5bP=E7FZE8fdj{5N?d+E3q)-lPHN7iIJzgcyI zkV|J`yW~O{M2b`kbuN*k&_Y$fqR1yc#+M&%+$QL)X4uki{m@Qleaeq{O z_{VA}r)}Q2vNX=d4{ZY;&jxKpCrhDaFJ)h9&t}bSlTWD*AIHSwO9_#wKR0&eSwB2_ z-yi;5*?m+?mMEb#!as%5{`!D?$ZiRaab>0k5nU><4}0uZnH4`)XEI|UMeow%N{@TvB$hrR_LR~#z+gY-J|Od%`6%txFz(9^a;@9CQJ~^q>u;yJzQHj2 zRgixeiKPus)@1ItUd7VhJDwvrLLJ4m62hdNcxaKbrL@cULNOM9)Jv|o!>fyg0 z0eq&fBW55!uQV^K)nZ%L?iUxt7b@(xP6nNmg9dwxKHix7qUYH~yswn~h3!o%W_;ky z-08b!Qxj>Xy+l7CN8ZTKj<3afJoLxmJ~MGQ+Af?6`fQn+P}?LMw@H5mDe;-g{SPJ- z=Dcw(Zrz=6Mb7>V?pJ09Inc$iJTXrIG-ak!l zu%ZXuF{e55R(?Aw|3k~m%DgA`furW+l=kpqGr6%xv8N$J-1;cQ&vxwFjaT`~Lm;oi zdu9G$kUPJZ8qYd3zv+$F{zcRdsytWWy{=aC%`*D^+8F5PpAhD6+^kQ(Z!WI!f>G0T zIk@DpsRr-0+!$PXeu*US%lDT;d>|0KiQ@Syc20ksKefy#J9>rMRg2<=#flH*Q;wem z_+q2!ieQJW)o0s4u2pApfo9lR)BXfl$e(-H+uZy#q_D)@zQXdBuhkCWN&Ubv;{5H# z2yEzXfqSlW&wENDx{qcRn_(uaR%8MqkJ`ZwE1R~zua1>G4l3=2b!sG`hE?NNXcXok zoX~%|eD?uV_31JVpq@@$NU9AtgF^LMYsbPfu0JB`Qt8e9mf)}vdTw*83Vu&+pOfC= zxxIUp(h#&kxokmM*oqxd&A;3OU+{K$u)II7$)^MK%Hh4s+6P1K4Ti($;=j=G3uh0t ziqyHkt!{T$%|)N~wOj@u`4uqP`IfmU9xiehCQ~LgB>V^DKMfG!)Mh1aXgBFJqjSV? zJ8J!nyVB)TV!eUao~sQy?s!ANo-L<^DCt+T6&2QR!^J3=T3o^GxR9jzaMT4WPVaD% zZBIjxX>|m)#mH&l+smOpkVN;P?R&KW1p}GjF?v?Y5Yw)KOCcLwG4v5oC&zq38 zPt!xBSV!}dD2Y0NB>bjc{;+| z03fvs6)UdK(E6ZkDM*XqeuYJ*ACol*4$$IhdC7?ber3TC@ww;5QrU)*O2gyw@!phk zcorZ|vsKN)RcojN)1_DAu8)4SLT0U50>J$X;@y>Td2<8T=BS^)aI@%M=GK_S*w5~H z3L|IdL_eHO*;)TuToco}mHiQJNS$qritFiSKtK=|Z8m`Pf*!*(A4vu;l15(k8sTcKJYs^aZjx)Pp;t0eSHlNG0dyUz+(imm9Y0o4DQP8uAlec=ce1- zP_4tDk{XrHgEg=lWE6sJGFD_Fipd75G0GNY7elnzf1GNyPX3|51@V1_iS}qW7=Sf( zQQ?}0QGi-If)U-tIOQQ=QpBr&4e3=FQ}m@*B>Y=$^8(WI+HH)Zzhi-aAwB|zocvg9 z08q?|X0Wz^R_xb3O%^lRoLV@~yR+GDT+MXQ$Tb}x;5`esYJ)i1b8(>e#hK@cbI|cA z&`Wvjfb?v3HscMB?;A^@N&lGqNNydU{SRDk7jx9v+Y@Ev8i1@K7epaHI4)vs+z0a` zlpn)}S2zEpQ+YW#O+G47|K2JKw_Nk5x4+!-xL%<{-N;>~)CQVzVY)ZmBAV_eVc4|m zgi8o#zk9kfg@+h!{1M&vGOCh=yM0P@o`0}RXHF&H**vt)Sd4yW0W8;iOIFbBj;P0r zI6QkX_si&NR8rpxvZYQ}v9z6j7(mzTg<37B-s8c%c(7> z^==`g!j67fSC^sFJQON!=M0x9q&0k-3GOJ~V0+uQu5JX0im3)&re!#KWx0KHVwNAF z_0?Xp%DPwRsr}ehX_s$Tb3h;%6{^zd9fUn>fYOVi+t^&O^;>-fBAARlhEoevt80lYy*?5|&;#rLb5tI}&tQQpkxk*h5C-6ysCRfVBESY)YabMkyD z_5N6EpxB2xHZ!ln>yb};D*D#HSkgZ2?oV`b?mzX>3@0HDeYC@eHu_vwPXF7k7lzN% z@zd$&o%N$*+$~sye}-)3JKwH_DL@p5xpg;s1(MVaU*Yh<)`$B$%(e~e_nRK6+4qlT z*yo7aUCzJ5Q2FfP3)oX#{3|K@hG8cae1^FlQ5t^V^Z%vS(txQ>4uzzgiicBaSPF16 zoxSl7u`}D(;~>cP{8N(#L7fIG64Z}N@_j**6iO}WlD5z>!$-Y!G|9AkU1yQ*p*?G? zxAkt-gT!`+54ec`cD9!5+PY77My8x;(RxLb=P#L+8KSrn@qlMX$MfWmC zchU@?NE*!fblW^9n71>L_Fio=VrScF1;uXBsyosGEw2ara&@z4%wA~j;qA#rttRDG z4HTAm%gJ8ohP^Ss<-tgzg6L_6nzTgpB=WHw-t&n@3#=T>^MOzd#9Wt^=@@b!X0U3! z^YAFCl-*(Ti!4gcA!J)|?^lW10M6`JJ9bT}Cq26C#<$7h_Gj=l;Wa zhw!E!caU2@lX!Yd+c489g~D?xoK9-$0XiR zMuX}MIn>F{VbOh74?k8dWV^H^4#w6jkd(v2Y#iSD(fM*!xS3LyL(_@Um&s?4ex<^|nzU|kmB@PeN-eI2cf5o<7_>c*+;=9?0|BAK zCIlnt11OrOoY7ycLYm?VWOd$^rWFnxvi&wD5tTK zFBRw;wYc211Nr_T8Z7(gYQAzCS-XzY+j^>WJi0{!YhdTYYgsGR<{&$uI;9~Lf5bn# zny)nJ!s?KFbjYAvE^Th^;WmBW&VaH22=92jzgU9%(wB$`zIOTL+z&f^+ng8!qLG8t z(hvfU3VN>(k5Ay=&HJA+^9XZfzI|U0%+vUNF|Hd*o{%j?fz>1LguFdV2V^ zVf*3_@oJts7O}`GTB%vbdVzUpKDR#@xYPo;Gw%9fwpvgPvzNibFh;Q8{?yAiQCthD z%3u7lPC0*5g?UxM$g%p%NlFcs@Xwilf3tviZ=M}f`JlI;F@|K{HCDFtg8eKO@?fHV z_olJ=FDW57xafGb9fcn4;XX}Ix%Fc!YbfWi-1`31O3X*3=IM7ioJ7@K-+%2U)@mp4 z0lSGl(2s3Ce)i%J`y(AU7UbV}4wbt9#_Px$m+0f<}2pGUpL+gg`Tz$lFFRwkMAD)oq zZSS`zR+v>w@AIQJZaEy<2zx8Ed9R82(D+M*HzqvbJ9#$geAW)w#SiD*&KbYX^U~Jd zsIqW`U_8(s(J(J|nfW-P`{&(uhFm&0PH}z6>vl&KGQ3998lW?Xk2KeQLJ73pC(8_i zk@gaB+q~wC`vX^x^lE(OeuVZu?9ejr7uni`sn!$_m8~lAYCi)kZS&_hW77Srl(bXb z8xxx?OO$r<@LpQ-FTLCUiBkEf;cqt~l(Lk&we{>5e;V*Ptm()UmTWm7FiJHz$qs4f z+3Hpz`@=`raM!;b3ni*fz~8r4SOHAv2i3Ovvm5W`c~Dy4&Bhw?m|uOeskP-wuQhj! za!GC%Lj-;QCS^AKsrfo=ZYQ5weSpMVy--zOdS(unSIR0Y>YRC$oKG}bdP1rGA#0)) z-_|1(hPJNwTb&aK zfWl&NTu~MVi?d*%V zH)6+of@((Pck@x|)sJv88YN0?VD1*3JHbCZa~H(G`61j&chnzQaqzvxA_O-c&7B%+ zf1$GNZjtIGda_<^=E3L^y_Xla-?@$!@M?an;@a37P4~5P(#pR(tD#VTx%BQjgn9Po zCN%%X!Nl?}@O5dmW_t@XsP^I09$M6~nDgEMJgY2dmDoA#SnN_&XgfqIke}(|DN2;+ zQ0yMLaWKVZhqen5iuT~Stv$MG$r-qH&zt6{jXrO#wkJn5=4x~)9XvTT#(-Os?**Gn zyR+FNAPjQc*MK-dxuq7dP+I&jNX0%JB=60F-6Z`hi<(z=zm(_c{%5?On zH)HW{5j*OKyis6(dw!MzMAV+Kf}xK$evv~?=%7mbO)b|@?Rh^XpR&O@#lN7~+eY!H z&ZGU&92(wIql+C8LaEHjA1-QrFRkoy5IfrSHo#-RXtuPgP~w-Xv3z;luJ3BevRJAx zKfroZr?p27+6(~2URF(pr>W!hs9B0z&Xk&O%3|qyalccb)k43sJnI3fv?wk|f1mzP zD)+gZe*SgO{BeS3T}>>%wPH?yU-KIr{sxut?UqUTQkOc+@hUAMw+6Tz6YO{{5aE1y z;->a~5FCu-MnLrwpMPbi0)9%^pc|ww2Svd54VzD>cztL?=o5n9@~kpDNF2EqXMA z99Olx(>o7l^yP?}#_mEE%M2@I4F$@HQE$Kr#p1f43-YRJ32A-Zr++ zzdqSPr-m{OKomFMtmX~6YoGy`7n#RYwc=uo7Te}_{De0DPH_pH!c%@#90a$)7ty;% z{|e+QywQOt#~-Qfo11r^T+A&TR;tgeP-<^VjJ>GtO&($~$<>SSxsQ*6y$C?M=T~%^ zH{M>Kmw(6k_)~qkas`U}$H(Dyqw*N~Cd&ET6~bA*@~xo|tOtUa=sJMPi%#1g(<+Cx ziRPO{bEsX5IArcrwKHzdQ7jH;RK=1KXz7h9@sFQ+yCLb#B%P!^+a z803l?>T$lp^slW?c}h(Ds5P#;kp)R#?S(`iVLm1TOz+Bt3UdtE5D?W}o?1BMvT_&~ z&P-6;T$Hu6vcPP7&{FJbb?NMtYupa6)KMd{0qpv|?yPk8B+neKl}TIhG)ZT4vq#oZ zcU+{0RQcFrZfaZRJ2RhZjEb;9u<@)xwl64hL~h%p>x|yN^zJ7)V%-}AUztdp%GGZy zVt0vm16`OID%J9iO_s+E{vC%ore}BfB(LXrYup$(6bFg?Bwd}h@x539i=zr4>s(a0 zY@)uR>e&_&j~58*a&7&z-4Y@eXWw&>pVWww$R?B0qSM(m3!t|Uk1l&7@(423Mhf=2 zltveWe^D?cGC=VvY*s%1CjXKR@qM)~tG@*--_as%M{86JdL|}N7NimL@4<&S-Q*?A zPYQI}wIeB~Sn1p{;}V%WKAO%AICw=47R>}Miu9I0cD+jDCdFNvs3#_&PkK7f?W@*Z zC$xO61xiK42nWNOsLBmZij$Tv72)UICu^1{44N7LS(x`Vau{9q1G{nz4Vo^>HZa<< znc7zx`I?Fz>1h5NMf*z&=mfPd^|^#O55afKoO9YLey3kJWf+QqYGXCJzn4Ncx8ZBM zaUFj2Sy%$j@VA9UDYp*yh0{Zn{X(KFMXF$nmt|Xps!P#mU-$iQqxJaQ`XaF!lZ)fz zi~rmK!H!BD|B|0>lPx74gm$NNt7<>W-h+wBSU&|Z&a_@k;!U4bNBWDjc^F&=vTCLr0!FQNq7|*DA0`V&U%RV}6MD@*Dh@TmS0U!IOGb z_SF;d;Dh@7`F002Uz?frVpjhX0m~cpsBwU%gpJu%)Mc*3yGJ~;7X>wE>b5s?~InA8$ZUgu| zL_5%nsd38X8+7B8n2sNHjQhT=cm8FxE{PegEpCr$3k??1t`@e_>!exBdlS6r!#H_4 z!_I#L_R1CSgCq4;JLFAW!pzxOlFzrad?f#Qxz5+f$0R5FHk*x@A^+`icKvpI7mZyzn^4~r@)3;YMb-|CetT*u|?ywBAR818^z=> zRJ-T*F!j7#alIlzFoxGHRMyU^klft2#Aijq;0u*TN<5&5&_N-1MD)lQCi)#OTp#B~ zW;Q~!y?>o|o+*wR5}zcS9ks-FrN7mtXsCi9%?=|Da32Q?1pXjz@XyNLE^ZKo*)FNs-}u6HL7as0`1wGuHbIx(0q={F`~=){o=n zH8j}l=ser`BMz5 z3y8UUx+M?lyK^gxS0cFkIZ3VTslt-JB;F=dWGZ&*WJ zy!tYt*gdtt7*C@z*{q!a z4SVa>u9J3YdO`TZcZ@u%c*33=ssEZF!Fy+k1e?@C)4#uM;^iMUS|UDg3)_89fXmIS zNwyPzgTeNb4WOp0@&~!Oa_|Q7+d7%?X+cK}YaHtH@8CW3@zvxD83SZ}o|e=nq?5!! za^Bw8$!@;#a7DRNMKb5j>)>%X|;=(HRgAgIY5flh*z~ic7mum6z~TBq(RGpWH`7;dwdU zrIIEHtmkk0bT`x<^0Y)QR_PpUkXusZM#~CYpBgdVSW#bKbG84Pg=!ovG$(}5yJ${s zud}nVw4jAM_O`t=SAQOJSl(7i>-5S>p72N2gd^28e&5-#-zo)Hg#)Z`XJ6?xqJG%u zu4|=v_nZ!{4`MGI>Q+}gYLUvsVR~&329;}f7vF^%5Ih(f#NxxMJ|l(!jbfWIBpQbZ zIR!6Mg4#)U9^S2{eR1yld4f-`_e>Cq(@*lOANPPH`ujLjX(o(M3^u#X|0W5Tv_)21 zL`$WdD8`)(_s2WsmzvUYSZL2Lhf2Qt0`;zRt2h7ubuf#5;b-JOX6NLrCu*-xIA~gp zzb0{#n8lS88=nkl^LWslzx(3;HgBavW!*^UbnyX6H*`bCcJbb`6>$GC<+mydODa(mfEF!{k>#8(=@|rF@S6Lo} zbJPBq+k?pg$_(vcCUBHvTg}nQNVYRimaDfqcXYkwu*_uT{J(sI1* zM<==#rLPO$MxNH;q+dOrq1Qdf>(?3W9)yg_!r)`R#RoM`tgu$DEJ4>7aTVwlIrEI= z0oW|>i=!Uj`h#r$nP49is>T-UNx%7ZyKE_!BRT5F(Spn6(xmMX+G_vlX_J=@_fR+X zVnF$w?}4&zdP|+SOa^w!M8#Y4z3D*WOWokWZM(qwIzOu*etUF{jq;5AzSK%yi$~#6 zei>=FqyB=AMLZs}zcu&-uo4^aF_&MSIXyZIpB7}Nw%=<34+Z|G2!0$4&kbu?b^XpF zZjnb&%;&cGp{L&Vq7CXTd*#guJ$PYM5xYN%tvQFd>%dJEhi+xo7x-hV9|3mD}9WwpnF%6pZO|RXsvjicV%;jUUX-;nxN*kRbrTqqy0lgbgP_37S4orV==I!QE~C$nAc*}AuW9H1V!`CRVtN5a*}YUr%t)- zFH26>Nh_%7=Na~w8%hGFqS5{}seLG;KYVGhSEIxmh1sp&?CsS2(IgiQ%+L0Eir^e; zSzNU&RE)uOVT*+#i2CT&9dXEu2W>Kg~_+th!+xo$Su7n>Czx*x^L{!tQRO4k5#gtP8^XM;TP~8VF#q z0dsJa`!dfaFQ>N^aQS@aCI}2Z**}PtRfS62=?zPV&i5C?e-K3%kI!|xH1Txt+8ob= zv;C{_4FP}C*kRgwv=;)sYfyiHV|;925Sci5-<8JRsXeI{g62xf`P)73jB3&>X%~No zyB)-RRb1B&-ONUURi*B){|;=I|0{;)!*!OMRPOw&10bVkytPW=^RJfR?Pnts-Rc%J&x_g$5<>DPprN)M;wU&3Lahn_#1}jJ}!_J|9_5 zfVE?rNw#?HpigU9W%c^rZ>2YFCrdI))58p;LwDtCYFRnYBJ)ZcxAh$|)b7T0``$p` zqPS^5!@A;TsCBgVzrYMMPi2jCAAS!UWSB2C5PhwVN0H9rryDqB-EKLwgYvHstT zSNqk&;&HHR(PbzIzXseShv=lC`Kz)}Z(p3WUGKX!YB=kqGjNACDk;3Z!p1*I{W?|N z%r7N&tJMVG{DY3eCbzpyVKBB!b9HopzSUVcKeWA1>#bjqsXcl_%7r>iozXP~#8Pc2 z#cF29SaVw^Zm&}D>qt2mzgCtWVYKhJsePH^?hkOYR!8TpCj!io^6L<@e5FiXm2D$W z^md~)u!DvKzy4zw_PiWdns+M zQPOK-5~O}V8h2oem41($zAn!w+Ke31;?Cs0atRk@jZO+k{V`N2XBEw3Zcs?@+O+~z zEwBD#vSB~R0}ZBkf;Cb2S6w#L+GzMrMmM(dLPjMg%i)s`3bn}tlket6+~HDc+Ao5U zKb5I&3|q7AYPl&<7n6U)Y_7dNO|puec6yUM@mL`=XWtA+M_hfEH!r!6*@u(Sy|`7q zaXr`o@gcblnBaBj7Y_S{{%HMpz1X8xRIa?UJ71!88)c*~E(uU}Fhl#Rq~n=&YxR#| zsdCV}rFV7@cKWy952Tv9o?_nnJE5M>=BR4Aqf+j)_{;aR0-?49SoPi{$|OF48T{d^ zGb9;&0IIHP9B~FCTu~Wjol5+N;UbXq(^1x@Im06@M(wPOx3Phik(Q z8b)JFoTeYVY7vsgkI6LQr!c35((2|HUd(>t1kcUl;uZ@Zi7nGZySEe0aoW51!|kvE z9C3vHn@yosBWd<-b3+4TZaGIJx(|}#Gy*QikA4adSrK;jx9S|ajPseC`l#1kuJnu7 z4d{}$tdC^2*5E3F0$VsmOhy<&RnQ%~y0v3d!IqEA9&wqDMas{-+7v4gz4Y#4z49D# zk6d|Czm1|xdhFb+xZmArhb!9++g{XhuYGUPYt;qa_`5$G$${4swdac-pQ|A|yHP4M z6*4)anhY@OS$h(G#pH^QKI6_T0x5gJV9Q6lULPs~$oD8BkZhxn8XQkQ(YJ=I3v3!ZhL9{b}`2 za|vr|${oY9u6srdFf+&GV40td^fW8v1$MHFo31==qwNgo3fUBp#`Ji^AZM&gf7;MS zNI(a$Qg!pP%F**o`&$q3&dAc=mCig2$7`J=sCR!1A?#rt6=q+%r42AgR6bEUVWqq^ zfTcN=+T%D|DG-5^8sk$pch$&U{|H!j@DkcH z7o-TxQURQ$th81Q>#tL)V!_$nG>nbZ}XP$;pUrX{+^zHZ6lkz zCv|B`x6VK!?rN<IQR+m^4#xv$jp65jgyU8uj;FO-JFLxNop*_Df0=z z82?-wm+Qmcqc`B$aFfstoOD?-l)ptC*_m*j!Hf5t)^f9b+?M3pKyFeLY=Pz}ow9cUeJFZ@O1{MXI%c5X}OiiR~#d zYhHuw4*tYka@RC+qB9cIq94;mUuqgAP*QEXh9kM{`6_Lc(2qo8hP*GAuwO{0=k1s1 zeX=Ae72L6~4=&6Do?E9+?ISz8mQPca#M8jL1aP)nyOxlP=WETJ0HH76%Aol=9vFL4 z_uX~M?f<@QcXt!GCNX|w5RBlHlDufIZ_6LPZx#}Zr*>neHPC|wmx9uCx;qxgEh{v> z22)}t1FDO)I^84e^YGQlFR{j7EO)W`h+sM{)X2@yZkzbFb%QjIcLKHcwuNU;Z8|7X z-6`NNtXW&HV4V$qy|>Z$OiQEt={<9LMA(Be&gsv=5T*8%1fLl%M?auF4*KMCOw{hG z<+dubgMNiu;BY2Hn$F}bVz%TG^X_l0f)MOV;+-#R%j^}wrb{1%pZ5Bl1N0R}kF475 z6fQ0qrACVd&r-F{g82Daasy2EFc|cmc!sWDVG~+j& zQ1zr@IgUG9h%5cQ*J(DcQNCPJDpszsxD%6>xYFZ05k97J0C2{2P(6-n)-5-1N*t*? zk1YTfm4+=KTr8gRUb%ramZkkh_xi{28^%UqpdTE{1!a+V#R9M!kNSTHrNfG0@7|a+ z2=!4KL7?7M8g!-iGttwvpf;f78s43gDev>B`uv_dz1^+rJ=1w}mIlq=4ycrHWQ}S^ zHUeaA|1zqew3da736np4H`RHHP{b%cWu9;h$e`wZ$?j4{)AEgZZG%XyUWy9wvf4_U z_fAo93OFv~cXuF!pGMfWO;lx=2()=ToU;1YU!OUmSuU}=xlnO(?-pO06{I{QMFB;V zJ3Wl1q&9!uaoG~;W|k@80~|~FaiL4=l00KZ!)hfx|_ivOz?*k z-l_3ZJ6#?n3qX9las8}&KuS@-lx#6oaUbu6M`ZRVZ7=8N#D5bThG^1SZ%&$gJ)-{X7S?9!-TDh-$!j(xau>dllL|B?5xU(bsL z!y9k@rj`D-6y#eyqg6g^3;3|Rx7dN~a9*G9D&g_U8V3!@l_npX3f}3RZ)8h%GUzNy zp1%7=liTL{+r&pe;#gkO)T+}z;kSEjMaZk)YW1+so7|irbFiOcjK<{D%dj-_2D@ji z4e=yg65iw!pqHcK=={jNwJo26!JE$p(6ju8{|#6f-krR(g-dKB^Z4!GLvwcG4I z>UD2>GOgfnfB)JRU#I2}eU|pnfHJt=L-87g?eyGl6phq94{v&Yg}dKEH)!TTj&$Yz z#!`Ou_^m|kr9b(r=~>cGK;H+k_beBokm2r|MEofKg=}Px#%sIRNTYJ%VFt_g-`yiFR^wuXd2aoguDE<89?nHK|qk7!|np z%PM$r;Ptdu&fquxaIMqz6?S?;k@1iTuecr=29#cjRf}}NkC~=BT*j{sgKkxL`g{=v zz!u-(jP#g75a~KoRT7k2f2bTu$k+o{7Jg zwhfEgX|a>Pe^BcTb6NR1S|6`)Kk;>;QoCgIOZdE>P;B-u1%_E2q!wsHKo?BQMjlf9a26d~S&$N&ZDTO6L}5-yt#PCM1@J&XYs6+z2}c%-<^g z`gl{TM4N1rpZM4sYXe}<*`^36ro-GHdMj&#RU?;@#!e}0n!}=(r~6X5PV>tgZF)LA zLuSNO(Oz4uqP6(9q?X%EFqxEZ@ebw9Zci>cRJW5(1YUw406c_RLmb|VXO~Pc{c7X^ zGIDP>jm|7V`n!|j+e4y3wHv2jvj6p@n1)%gZ^eVKLN%xPyIIn^%Q_IJ!Sb6#-(T6h zcxV(&MbebNQ$4pQ{Q9LcwWCk?2IABKDSFdK)ete}TCd@xsbBy2qf}xc-BX$~b$RRd z`>eAX5Bev)tgfBj_2qI*m)A1sw%K`siY%Vuz=$i+O$tq64z z469vr_UBiYm>Lpy9xC+ zIcZoN1GrM319RFkHOlQ-)7mtxqxLxWMXO!`aA7 z=S9~BUMwZ+e(Vm?(F{(p+54T}6?ZG5Rt~49R~hC^C%8gd+56K3*J{VzPwVx&O|O)U z?abFtgvw1TgiLxRpTR1P#Y{uhjTrlW>9`XYZ`LwylPX)b)zdd^!{(tlV29jLp;i3Y z0g!TF)II9j^;_GS3k*+Z|2c5;Mrlz$M*~p7l7kH%9+9r}CM7?JNXvKz-PP*vjw~we zR)1_mJc*f&d_ny^I@CNWihYwlm9G71QiXU|xivQR85@r0YxwJ>tm>Y!3gEFz-Ocw% zf2JORgim5(yp9+^UtQn1e%zT%rE>eJB1r&1nbB{c@pL8S!K4#Zm#4#+b?fIV@X6fJL4J>{ls_HWC znm=xZ*b0FT`F>Ny#+Sk~Uv1OZ_xL?1hnjF}W&%OmwVMJDV0fq$25OprMiO{Jkqv$V^YAy`^{*jjykv;|NFijc5azEDElZpF^l)u0uWzF=?#t|c*|>7BvkTtM=k{Z&_|E^0r>u!Y>AY}-ENu6ywklW~TTx3L_wJLUZ`8K% zu37aCuy5f+|ALix z8;u6|?+L}Bf%w;|rU&|9@ycF)hqK5GA?`&Rz0={SYR5J5?LRzWp|i`}d-1{OeaXOJ za+G7y{ig;q_wfm0u&+brz|GF?K~(6^1@c4__ubTdfOB? zOLeJ=(*ehaFybKEy~k!1V6brrt|+-&_j+y3Fl+Vgt|ZJFI~)k9_IxtBZk*L5KUza8 zV_JTX376xjvZLviVOKZ=L|HQjYe8 zEBFb67Oi2O3{o)05%jIrp|#SHi{1S;ub)P#L14o+6~^W8la&r^e$I@J`_OF+TJY}f zrM7WTq2gVlr*Xegelj{y?o$Jc9R^67@4HB{MuP*-3zSG}9X*yS{ ziTe%uvwZ=+;5ilS)2BOP@jCe%GgZcoyR&BQSLS82DsFh{Z`uX(8-}WkQ1@H;sR|3m zAM*5y=CV$L<@Wx!49?_%&vP5qNYtSJ*O-hu6AQKI`6T>GgteNrEwA!yNYyP;F@|Si z8Q!Zps7t6RlhWlry#R4c=fA!D52Z>~vKt($%bC_(&i?9mB&#K9{#FE^m44|zWxuaq z#QbM}xB!RjO@ruu@T*EXNq;5gE*S0Qm1Nh8xKX>f;1M`w`N}=QU|`%k-2_I~!Xa{K1TY`omk7E8JSo ztj0#QO(C^^wz_O=*ecHBFa!jU#!K-RgTJERx)zko`51 zNxMARovpgt%W#g!Y&H_-woLPAntamc!6?*K3Hmn%L}G*&)GABT z0>oz&QC9P1s;v$??^-bsj`}KG73Fw36w1Z*PucQmHi9o#;c^j{j8shBQxh)TzMq12 zM4V-(n=;3Zo4+fL`rP`g5?w1genqMG?yshefmihDHM$bo)r)#5bKDHSnYCp5E-SMe zza2&Ahz8$~;aVQqr%>2=+TVWvm2DvUrx95x%1ty?l?KxS@))|d)}$Z@2m z9#ZF!`ThgA&ob0cs(-!ymgxHo-}N$=z=VQp5QP)j+Al6v?R9+ySyi(zz>vO(4=&{`MuXfzrE!nI%!zNF2;ZH^S zgx%|#hwf>LXUZJCXS;K-ECbC);|;M^p!&7G`+b)8pD968=yFZB1Uh|NBETqv@#%)I z%~K2(VR|F)Fa24zaUiJ}DHxI4nldoq!**Dy5rh0l+0>R$s>vzce2cdVjxq^OUhDk( zdG#l@2eTMm=FrDx_5ubT+(7pq;T?R>w6bhyBiy4eFGFiq7elep@d5znb+`v}%%33+ zb!@KI^EB7~?3`J+OUXTdmvV<=Qb%FO`&jl@Kk6GC%0mF0f{sLnOI>XYlB8w3U1@pa z;L9)rzE?EsyT+oil`iL6TzYLrH|PF@CyYzRe78|IbINmk7)@#JUH^99OTXm=#pzbu zU{wNsWaSV)lXu`ndYkTf@by&}?9jW;Kb1C3Pe)htKXD(hJCT_ti$RgYc9Ww zJ=2EkcGg8}h;yz9`^i0v?q={i@IW}fd?)NHR zvp*h(q2eNiXUS`w>8c~>epG&#g1hSH`y^^SPVPlirvf%K%XcCiP=m_m@^rUBaW(gW zNWoa2@!#ba6TaO;WdH%aG5&pEvz66qt`D;eP+I_8$zt^z~lGfs-$D zt#@#Dw4tc`g*`u4r!zG-mSu&`|?QRD7?o8R_xxX+R$_%F6PFXr=^D0)sCB5bUE9n+mSlz7Qqv` zuD)5BtOnJ|$t0=ab+}RlHI{~9`8{Z@-C%v* zn7~eAQa?nnuXS4MC_Msq@I334(?A&&)WfSc%byd%Q5c^55!FcGMT_1_*KH?~)K=&b z_;+CQ!>`JHti=!~zqtfd<_t5bmQTTJJ!)1%6Kt7kVOH=7$zHMVcd^XB2o-+hJ-iy; z0WQ}_sn8{Wc(29z^33B_O4mRLdP%FlY=IZ|U^>AZoDQ9xrUPYiJ{aa3>$g~cO z#JTU&-x2t^uJf4$TZC?@t9=qhagI#Yevro$u1#Cz!D18ifBtS-&+qC9b!QFJ;y@+6+XzMO?wJmtE0jPV|-jZ?Q3d3m!C-Uvhpl_6Nk=Yz5IbxS~Q$jG!_p|PH}}u zzFGCJT)oov0&1_{XMcROafrcV+muvFi2QN#8^=RO)*2tP;V!ecn)FdD-`zgD3`JA} zfgKskyquPhM)6m^?U^H2xroz+tW?IUPu(xtCl|0+BWm(h)1X}#yRhM>#?xCIj{60bMWshzh9!` zDdj`GXA8yQx$bg@mgX)_%5a$XUy|-FcSfF)x!l`b0&Hg}4Y`1Ocltj!FOSHbTW?zz z@RY5J^Q+zl7^Uk}Jrrv+N`$U*@cB`2?ngkcRkk)(5-yTu`Fo?R?O$w_@bZS}9EHw}~l=dU}n_i#rLw&oJ^#!S&^D6Ge(sSycEVu~3F%Y)z5BUd-k>Wx6NH(grR<17n)BBoqi${iKQAAq z`FQi89+hynI3%XCmyaq#6P@t}g)9SGFRfv%wQfJ(qm!GZ5v0GKvn}krk%XVnqM?VT zQOF>UqoTs7wqM`mJ@u-sA@e?{$X{wK2(sjI;$y*BPvz>dGKPolIDiT9pv_jeqy=09 z+P5`7RcrU>*UMA*MXI+n;INq3tcVrGsAtwrGdO*cV?NSOxO4d(pG&OHaL_ehy_mw! zg}y}pPLlf2+;M9!sl~955~UAx&G(xm=BCB&$pp5oO$fPK5oFaD{M-YFNk zZ{vJD4VbXM3JqVtb1Cx1csWk4BfoCWcqc^Xq^jO+2tIT!zSKF~Wy4i^H!}u>=|G9HpL%L#b zo|D@L#%C*JMWEQ9tS zIYS1Fg??kNlWjk{27nQowZWOKZe%*Afz=-4?&TcmD7`~#p*+upf^ff$r^9j2{A*$Q zM4$)6hFaMnmzl+_Df*|y&%ZKFfrC!FPL|d%3g3C9Z&_=s7Sr9E8*a-zh+dvA{mU1( z;f33okLHFr81DP|+)Fw9x{NZ5M~rjbyO7!zj=z)li&w`JYczAJnVU>N)dG1^Xmo$rh>& zs#FNHu)A&TLy=cr?CLh+#@-b8@zOQvgHUnAELJCr7%8v=sZY_%XlPFUps}z}Ew#Um zVbqOkMRk8dsnrGWDo-;#gP8syi<5>28?)ahzg(r)&Jvo|Y5cmC$w7XH7M}8GJ37Sf zG_E9tN81{DSs%^F+n<)+lh4fgs~c_FXPDY^@L(Y;HVnJJRjljGVHsDmVmUpwfAi0c zu#WlBs<5NyFPMoyH0=1dW|Y?o61nyDf%0823YX)8l7tYuVrJE|8c#9=zPT!Qdsxy& zZ8{yvh!vii-a9Rd4n4d63r@6KQuXj{ z1|;KIIT;<}4K@tt`N4Z;Cez{h%0B*tGrM{ih?4K6>dXzXy7$3uH2%>ST%Ex>h0yNy zznOAb^v46nomp*u-?`rCO_oj@TST#Qo!yGeum6}eTKN>bCSt_?NRF%g1jbTUulakQ zic=_V&nnK8&)cD?^U;chJ6$#FuaRT#kaK1dM4YZsr?w3m$ZTP(X2|vafH}~6np039 zM7JaEdgza;^ef_Too_Us%!t!UZsgA1vvNM9o%?B%Czi!z5a{EaP#G9C0R8k&-nZnR z?gKPz;$yu1C%n8QmZPyXqWO4n8AR3YBh%|yGJP}-x1d0skZ5whlqQD+67UC#NG=zB zC4Ag=s~*s80^LPq9dfPIYiu{o%(}W#0slMq_TGFvFa__jTNP z(xqfDzm=qZ)ejp3xnU3g`fjrlzbxgZord|vx_C5(hk5T$T@Z}H4pGELCzP@J5T-r$ zcYo9KY-DB5GHM)%Gw)KD=DhYfE4`hnEvPk0r4Sb@GJ|zk_Nv&O)yq%$^FB1II)jy; z;x!PPQGT|>Pv?m+tM1|mpIxjt4+{$D_z*-FRN1610Inp>gRZ(LGwa`|@ZsrV|BG)w zEnsp3K#sq0k5_)duX)qY$klRn&&hwcyM^C3^?|#@kDtb0|Mphc+srB}wU!fGxa?JM zSg6Hgz6}tw#DIXaCK{K>^G-Zab+`Iz`J+DUcP_Snt||t$CA7Yq_2*G&a%$XkhW*3l zbg(uHmG?@2gUd3{q#q652JtFge5P|VdN=M{ye~OdufTPlGdhtq{`9*SMUj8){Sy4l zg%!)Cg_fW0WDCy?xzj#eSP6L(+XMRwrP$GVImy=;WA%ec7Lo0zSM>)d&NeYZvPzC< zf-AtW%4W4#*&N0Y?|!faDq!Yb?%6*4SrBz| zw;)Ma)`zQJK&hQ!_c@^Mtwnrpv|=O2kHm_hU8(&l|vB1h7Dc((JK_uq~1 zudOkdnWAda&eqIQ|x%60I2neqOwTMELHS#g3qdTz+V5 ze(q^=SgFHh%)aDKyqMb1D8OhUK!>vsq!m)wk}V=gZ=*AG92&@5W?mFw=A*r(2UR-|XU z;r(9MEHIaSdd61j+g0dV$Tz!i!Em)8+hBm1Zx_z!K*{;SyIb+7Kgj8{I4FK%%l4+4 zuunW9Cw)0P~Mst-n0B+igQV}*NH;+r{-(h0K#fb%&S6 z3eNugz88dhf^mA9UMB`@P=;S^X7{yyq&!Pv1)3B$O0`xKT9u0Fh90*IE3;RIG?A5KYEi8aan zj#m_sh&U%UwBqm3pqPynHkSBg?0OE_MDxEb9@PBeI;Vsh6fv;FiWTnS{jq=}jWksI zuTj4Kiq3fd=C*75nKYf-tHXyZ1%VV;^)nGpwXk?ZD6|BnA&sN|UV*{7wSG=n?~3LB z2)Y>GDV<}XS*IGY@?k?_e(Ek;h4Q7ftD~rJ=?1go?zZvjtyA6rGSA_huhXwqhs}$J z1$SYoO{37%_S?`VSiFzU%71{)cQLy|cnB=ya0_3dzg^cQzsq47_8Ic&If!kSwsQcY zIMI3s(~wrPzdl^-9dmJL<@WVhocyZ|sYVlk*!9tJLwt@}Ynp3!?P@WvJ0|jo-+;%R zh`--yY)${(x2^kZ6(?h-K~lKiyTc+g*z#t3qOH^2v^P>$KnQ=WhcLsO@L>p8hTdiTWNEYr#6WR74+>68F_Loq^u-0Ue_%gS8rzUO?Q+REQ?>C7p zjrfalp&ny6T)`Gp*|U+iiuG!@H&&Uzi~uihOdDO;!?#~n$9fO8sa;mh-Go%x4@72H zt+D;?u)$5`fh;4FxDFG zn=ci9ABdCR9T$ch@kpcwlBh zy;KMEuEr}ik({2t;XF5;SC{xlX1*PLA?zY%)@eUZThO`Ua4ds_wf_L9`E{pkV1j4P zte#lhT|!c99$fE(ZiH4o^w09G}5xO?@O;}#z%o3ms9`^=$Bmqlrjz31bh@TI_H zlIe0^x7BmyfeP)h2~Wd(m;-;sYPp5-zJIGYe&mJ@VG;jB0uQEAQ79D}s?ST;0@3`d z-L`e}v*qV8by;W8_Nq!zaASIfh$K2S7V%np&zo-XM-ik5!Jq>#2hy6jf176WQ;}3r z_evvGb*FVH7%U%VTy$eA7|@d;*X=$AeR%Rf6YeS(T8qWIv%Fcou7kFK`qdkD?+yR6 z@ml@P#dF1y8P}OF7vG*!egZn_y~5EX6!CJqU-@*t*vFOzS8uV+dQTieMQK-B#zXje zJYhUE);i~hiN4CM~-V7bo9rPXezmR0H$luzoWFh-v2k+_ygwu_-`+{?LkKRr~64Gq4}k-dTE zVTUJ#!ONdK9lgZ#bf$AWK8ya!WLa-<>`rrtIlOt#)ks0fVM(wN#ajKQ;^1|1rzNyp zAps#CRQzG?uwIEf8eJYUe0;!f+hPIgGo5RsHuJl`95cP-h;YT(RVizg24=jwV6)4s zs&~#>EJ+-F_*1tdS1VT>uwU9hd`Q7!+k+WtoNQ$(16x!b?50wH<{r);HSRFW@9%Q@ zlx$@h`R&C+j*;lI{9B*5#;V;vGkCd<;LPtb%lrp9(vZ#R<7lct6~nJ331EQ~JF7+K z250~0XqstO3{K4T<#K0KZjz`FcSrj7u?sw}H~dYsc}`0AS&dau^XM^zZ23z_FTmTKC{uR!S#HE{D$M?tntO%N z$6YV28qjVGyy0$*H_OM?th2<~%IYHaeEyVai6r~Lhw6$j(&c-m#fK&v5EY0A;?|3S zw+36FJNttOCft&2;BM#9yny`eIlHez_PS!f?MmWOj9|U9araGh6e*DG_LpnwpEN|X zuejlEidxd+pHlxo9YU+)yFQcd&c^S&#}+<0&re?wxZJQ`=#-pS{s2%1Vq!mf%UmF! z@oem$)qMggRZ=X%u;G_uHX9lNVF+_5``F!VbS@xiqAI1dV4r1T!#z7!Z%R|mW53eZ zHhwD(P54ku%JOg{a_Hh*na9^OW6z;K+Uz3}Uw?6u$xGpUkKWf?msZd(zc+IFc zjOSN;!oq{?(KzPn$$p>={%Y!E&SyO0u&bt;mbNn#f!73Cb;J1cw!UJ~I$(YwpqLRjS|47CGB?Kd$6<@5_B{ zF?b`rlqrA?X?4)r-rqQpme!mqUa-~m1df1Taq!ouSf5*~hGTa|dV>;^>x$RGSq!j8 z`@vsvZ+AI)skmMgQSdTG6iiY1xEfu$IN6D(v#4Dm-sm!yCN5LWp~Y><-`9)lnY200 zp~u@8%=XtxOMO!SGI@V~n@#b#SKvdT4FeOJ}TG--ANrFVHI- zz|Gb`?)yRGwi1P9Vz9C}bMM&SXItuu>2@Ksr?$jEA)Px!*ZzE96JkgEy8|73`k-hM zPj>_pd3M&B?6XeE%dqX3xoU?;0ql@hn7-Us*EC@Pv^yA7GN0y~DO&hl0j7tZm)eR? z5#&3J+S;yRsV(xzhefPJt-oDu@jT^-_E(xu$z!-xT-h3NC_D(dqf|5}KV`31(BZZ) z%bAjSMwTuCS^ww;dk)-0KLsv*j_0p7h;6To@Z^rkWRDD=_x?|sbahUA{diQ)KGj2; z?yJ_CEbMbVcJP}_4}oT(3KYw?F>f4>eYH^;s%C-orh}iC60e)q%fkABW zeLL|R0UV9Q-E=_{bNg&8GdeDCA|sU@gcB`478mEZAb-B}1%bOyUh;m9{yrYf^ZUK_+hhUpeN4>+s<~i-`Evt#g+z(nip=L zXv#Rb2HjwgOSNblpVpt-iv2$R4*)cG zPGGYfPM-PKQ4ltZ-2xrwKHb6L{i)9youcWdYat-yKV-lFGnQWDZiFKB$cUsXv!wnZ zlyRXj`@=WI$2a&?G>G8@i1`-6*D%WR?(CZ@M1hmGH%^|MuHia3~J#Jr89`6s6{Pf!q zdIQg^&`&Oh4P+39ncWq`ehTx(rDX2=clKD1ij!3jQ6YC7xKl7WXHPQ!YvsnxUQWCn zMtOhqG{6Q3tL)c(^D4d{bBqOI$^e^ZS^Zv{DQjSU7_HB$U4el*Kc`t9+Ojh$f!~i5 zY_&**C8*eMJgD;{9&%z2uhrWLMuLE#fNlN^j+=6wX}#PPbnwoVyAvuW4De_yX$Mc? z*2!LcvhOu3WwQ>Mi}#N(ybgwdJbmNI!p3F=-4Oqfk~qco<9WL;TwOt`KfL;(Wu263 z?KL$J0ac6^0zjAzF;Q2O`{-1@u`BVI`-7CAcU>^c`(SnRkY>iQe|&F447O5xwW&)c zL+*ALq`5MRD+P8X8pRQ>z*^8lYB~+% zCZ;~A^_H7;NwMKwXO48BVc%0V2CK2G7=2Bm9i-B84C#%|TIOk6yF|SbA-zl;7=$jYD7w_B``a4L z7JQA~-k#?D?d@bQq36NQS%a|-bnT_tSM$3#Q7zqN?%U@CebY}C#lNwr!jg9ooEjr5 zp58yos2wHu?gY6u2Q)WFXZTqvpG)hqz+8us^j9vO^@q0)0i~K^%^X)+O}@-|*LV(_ z^55>6Qa9$KBaoT-@cVFV*1jvq!Fm#HL5>QLZGcndT{#9Vi!7itf97#jeFy zyk_9h^v7|xn(&{#wlSu-1~U3}QrcDftwr_aJB2@H2Vx99nnwLI`?pEaj2J>YNyQi9@bh{pC@$;QhxI+-13cbmt!M=l9bz+_SuU62cHUwsxn3Ooq##UYr|5%V+~7e8d~m z`R$@n_va)GvrimL{ZlG#Nfj#+e~)Mcj6G8F)4q}pdT*!t7RTR2Uaq$`tyS}oTlkb$q$h~deW4fi$z-#7^YszK98*JM zwA~(kySWxk*2#&JUAA+q?r+FQKNg*kHMAQhk7)<=R+PHOPPCaG1@#zc84t{UY``xi`AV^!w39pS#xC1g>P!rNpe|cU5+S@cEU}v>Z8ke={7` z-U#@|Ls9Ws7s-`fOYe@T_cuM_t&qj9deOa+OhX};`6XcEu8>V zj?L3&^Br`NhiOzE%kc{xzP$Oc0Qsrfj;!f|V^(L4Q4RUtclB(jdq`oGZNS9TX;oG) z!0)Vp$0&Ae&e$rQ^PD{y2~4kbR&6wYbKdIywGv1`vyVf6f@sq3FsmOc)-JfVxhMWA zWrI#-ibU~oHZ3Ruuc6|B5F_vHf|6!8cq96`URYDs`n0 zmBsO~4tGU%duiIs)khaH>@2Pcpsy@uv&Y_SW6jJXm4`UJe92Rej(SVdi)bk+;r0NE zFtS$e?Y0(k3aPe!6MBD5$(WS^aoKK?hu3bs79{kJyK+3~pO2->cnFop`8}nqGPs#$ zo9hbZU}97vuod>`2yPFat|rE&2MzoT&7=?%DS;VYwrqTW??buJ;^1t5zw?egHSVp( zFR=WCzW7<$X*O6aYEi5>IsZZ!QKMm@yvEzZ9YG-9M7!C4G{5E~emJOL>xRj*BLHpGsM7|~$w)X58+rG;y46CiyjlYaP^i`Q?FiGJ8TPdDztAraCqA_= zuZEvia(YHvC60q)$v%Pn{6?*}~i{_?g~F4flR;v~vV^gq?GEWF4YSr=R1>(x9L zE3lZJY@`C+4nZ^osPk@P3GG!;uP5{OSiYEYzIfO#T)ui6UeF3L-V8i02Om~A5SgW& z!&XT1hb``?O;%;?cIsH|>^d5{6n=S_2-)f!joO%HC!gAKl4O?kh z%n_?D6sDSWgIVge%XaxUY3Yk47kY<%TD#9bmlZy59<@H-&W4@!0 z{C0M1bqRmmEH{z;Ni(k}+{ZJr+79LKDlwq`4>=}AHkjtSr7M1=sJ1u| zE|Ff@zZmamq!Y z%dqJQ4X^gE_;Ll3de7CIcAas?Y25tvI|Iknr~cSd7H?tU^bV(##o@3hr6P5)D#)cG+!fraXmk z#QiY^NKT*E+5@#v0Hj`*I+AX^-s|F}){<}~exb;-9%KbyeaOFltiGJkuhp~6Da9T1 z4PSj|L~1hygoMgzadHt5s?znr3I|ZY=M;+LZ-bA8?lQG~8eLT%RhUy=&Y!}KBx?*C z-;&LwjH6L*1jlRgISP6O|3_8ohxoeydLqcGrYh}y1I_F1`0ga1t3IR4Z_j7u*_AhE ztQplryDNOgs4xaR7F#`yW=Ui8MwYMXuvh+2P-3c7T1{NKwH7aPxt?3~=QrlM@m1@V zDvw<*^V+R8T4;9GTC`=<+jjRnc70aUOWEHoWL;e?JzgbTpQ#O-F1*)cOKHnlp}ue? zr;YV|5A{;6*pF-`&R>6v(Y`D_^He*OV+b?Vz}9rSij#PH_HWWb7_{nqJTn)?GQg{w z>ZJx0H}CQsb1_}%-Z{9sLGk3ui}Yzz1Lagq2=0;Gf7kcP8oB3<_2l*`w+y-WA&JqW z=G7)vIqb{g(>O;hB3lo}WB=&vF965kM`R~w8u2Jze=EC1`|>zG>24-gKPRiEq40ie zz6?qSk&#+Ca_7gFnS>U5KK1JvwD3p3@^0@P~dViUIH)d+wnA4KoakC7>MkW=}ZmmZ`$f_=&P5>?`2 zZ&gLMd#mtlb9YaFwr_p@EI-}(C?T)N)wDta3g z>frN`k28hm_ow3Zl3R~kwFYsMd;hsFQ-Pg4I@WkqL;P2=a-@ZZPC~r#Xzfid%5$)U z*cXFJ?*`3<=8;H*-- zIS8g$D*}~%LhZlTxx1m)jm@JU6M1oAZ=IP1Wl7aL-TVyni)NTN2MtcIo=OKRI6j)k zMwXvj%%}|(qh+-qfR3@FfE;ysq%`H=7_Uh!`x^CP&CMS#LHYBQ?pz$=(X`O%Yg?rU z2*d_RP?CgK{w6b@yM2QlB9+rO>$P5bxOKMJVHne~8ubd|f-!e~)6G{fh@?#*^VHmu zHER1FzudYwX2slU@{S~^G?gy*iejeo!JE0{CLxbP(yrf&;yKP}dFDd0`#*X!afIFE zY~Pv&(m8JAv-cxAoTx^EaRYmsMnGwM2ZnJveCcD1D)Y*aJt zns<2%f5l@7KPv_4S?JSB9oWdk*CFK1tB|DIrY_vVd=J^?%IoqWFpoPRq}qU}76nDEF$j@U6{q+jwh9U z4ThyH-ZWoWE5LT2fa0G&*=5j(`{rg+Xn#LDV}7ynjV+}HS}ihN#u;clwmaSe$8RA0KRKh{<=1yQgfQYe==)eUAlBe+f|y;!R1LhBWwV*?*J2 zy$wsa_hr46KDIQ9mRg2s{UK~mJ`7a$HrkEb`^jUg@V@* z3=#?dR73!`13Pmw4Y9r3~TC z^J;C?cmv3!S{g>|roL#+EWqZ1pp2*UP<3i%wuiH2h5cdsdW)47C=0F9K$)<-*Y|UPWp> zk3RG+;-A+AzNK{8Kcf5wx9WGGB^9s=WD9?WrHgldtuf|Sv}Tr7o%^d zhd4k0)1G1Ot@i~XqxmSQjU#Z}aytf@){HM|2-^bF=(0dKHD>&Fe^s)(@!EY;&z%UR zF$m2xuQ4sC&8<9%G2ofxUi$MJO@36+{VuyhUH`%JKzV=M;1-Zam>p$)y#2b|-a6HX zap77t`t0E|4d7LAKUY?G{zO<)+lSQfI8&O&YO?5XbrT@2OcCAAZEv06TKh2yYW0eW z_sb7z5InR{(d3r{)W-iefFt~WI@{$n1t&+_XHUPTLZK2Hw{y`dc%kLtlOVCT>}T^~ z@uELgYW77cXHzdOEBP(ni>=3t;nX#m_?QU!)AbZT7EvU*bWHJ%TbuFzw`#giXOG_( zc(C}<|0p`IMK!f3ihhe7QEY&Sil7v+i=Y${M4Ad%kN=;QxBHTt9-<1cXjCEx*Jq;Yh4@uu~~H+nQTfe zj()h)vsv+ZT!WE?x%u1}Sqr=N`BmvZ-TA3e7l(dt6qoCQI-Y#Us8h*H`(ik){N+}x z`{=Uc!qBF%8nQ1#c16wgcRxK0sok!kN@8K(8oTlNv8I=!P5iN)%Z~jFUdyKQWl!Jw z?RxLG_yB2~*?~#`eWIu%vB;1|b3lCaAu+kcT7hRpD1R&_uMzB@k%eHzn|EPA)|}_? zQM_lH{x0QsvaZ*VS_gi}x0l?6er9?-YjqRbtnM|sj9A6LV-eTx6Bu8fhtOvDeBU`U z%ALCgS?HeqhCpCXZuK7V+Tu_uC)5&QH06QIjjIY(gnDsKw^i@LKgus0w!J>EF4 zxmU-;iptVL+~0OWm70e76ld7<9eIl`)rX2FoJ_plWKeEpi8T-hu&CwBr~PHVTKCq3 zb+_;B^`q6EqU+!2ExVVu37vsd>WpU`%*GEcvl^SF>7p@B|M<^so0LvWNNvmUbtIS! zJIiC8)uMpTffOFzt)k6nH)==k%*jn_zrM+eZ8Yv~I}}Q1rMM^UvkB`gryhTd-!^#C)4+Y3xE1c3^TwC^S#~QpXcvIZ)mBlvUer?B7$Bv2XYWv1Wpy>!V$e2C$wgaI zukgBW1Hb(#o(!{Rig;0be9LpIxVZ`h2w^ZUGQ0&ZCbjJXPF=Z2tH2{wZT5H6bDj)` z+IG(0Mf!{6uthq>?NY2ZyXCdoBJ=cfX03As3m6kFJGeYg1;IJ$Iwe| z7(~9Mi0NA;Z?~b)LdNxOtdWl|aj#?c9VdEUOuoXDD+k6D0|vReJKA4pcjA>-xf#EA z^4eCLGRxI(wgv-M#fs6|z-=_$jJ@}!{l;kxzkk_oP^kmv6_^Vs*RSkSVEg5A^IO@S z`M7}l75{hgT_pd$DQ{QS=3c<_QnDnsEDwk z;jq4O;s7Sb-r{B4qiKZwq2q*{4}(=rHKx6@SZX}?wLR0wB}JI+(_ib`o8-Ys#f=jX zhGRW2Fx3OZV%k@$npP&`ZBsM}N@FzP)8C$}u>CtfMrVuHieEz}6?ExKV44&@<3$J8 zRR$2lv*Iqy$(4_Bue`4z^L^b$5o>D#v{aP$6bOAAZ)Ti1xwAf^4R3zQ(d_2+G71DR zUC{RiUv#V^Soe;nF%9Mvz2%;7Uw4E!{bIep(XOs?Iulklzf4v;>~S6Aw$)$M!Ny!~ zT}IE~cnvRRPw#Aq`Syvwc0>13k_6>`tB!V4kI|SmAgWa?)YH!VedCE7WPYW#Y*_N8 zN8vM}cTOQhus)-mR8AEzR@KmXtD3DQ2cz~F7q?0akS6+motIjs8c(uPvG&Hp_*72T z)6U@3Lks<3omkiD)LcJ1-FAt~2(i+fF~^T8jN%)N$jHYhA-&2meY4?}BinKLqVWsr zm}ET%@FUA{YpWh`syzaL@N_Y#s$h%F;DaI4_lSX)%}lrw7xa}_xC{5@$UJ1T`xmn;%>9g zjvHiaS11`RhCW^qlmGLnMh6Qpn05V?7yD(cflwa@BT&o%=Ip z!*UF8$S!70w0#}Jnc7bt>~mVqEbBe|WiywdmMZs2XJ{0;cl8^7)bxn|4QnkIhWO33 z7fs*H+qpTCSOc4$p_=8bX{Yj|EVTt{{&^`27x7~4RlDShCH1(lQdv zu}(2BIKMA%RYQCD>$i(g48)>>H`Q&_ER|M_bLH&ZtC)G&{ynivf0nTKWCP^ikvJ7y_vPKy4b&EI-{oJ%P#CM#;Z*;abH;BL2V=f2VRnca#&)na#Fm@vxlB(&HZD} z2YLQ^>T<$To2)mdZ&&#gpF}(UGyZ-D{W*vpE2c5sG(2XxuDz?l6oWP{{f^w3Gz+y> zNtYhZIXmOM#z8t(o5}?WF*N&|P^ zWJU~sW2$)u4X!=JLH(5c2DgLh&E@CkWFz~cIY%xK{$J1D)!HRO`#-^Hl1gV(zsW7y zL^7|{PKSJl!*%X4dS>Pr9QQEr<2zSSidPR=S1dE;fH7X>LznkxLH;U_p1SnV3!jTJ zcDHTcwvbc4U5)2+b>Uc--&M|qjdstF-f{m>K7&tiIi(BJsH}TQx>)5~!N3Z+V2O1q z4OonO-pcHE|6=RPc27>%00tqt$$pcggU|1~U$g=4#&D+<*TOolA=&z^YNFLG(YhqT z&iFB=W|#FVYol`26z%S&4vB&rdN_2b_a|=CSr?9<^ESW5+Oz45OvQ=Pk%w;V)B(TM z@9uP;K^npFNR#82*a-+;Nm~o7zHhi@JMOj0^=HM-E4yy?MPcS!ZM22h$K6X4@?j1^ zYLOP{>8QV_9oaT8qkNJpMm>$Vbc&RF_vPecp6*ZJ_>HcQ$+mn<@HI}x7VMnU#jD#T$PMxw9i-8qgzuX6{%Ml?griFF%XDt>DFo#PD~k$Sd990 zSn^sIUq`#Ff1DHEpUwiKnGkxfNZ$^#lpISev2M>{ZTy(OQF}i?k8a_0fww9Yz$V7# zI(bVm%oZ!B!QZPTdNuWdDry?mR)DJ1vq6DvARO#+E_IKrG>aowKRm3*Z8F(fI^Vy= zyV+X?7&9w3OSWmCPkB9`R}QT^Cv?9iXUfqpg9T7cT7$}X}I95+cnKCw~Kt2Zf4R7WBZ-Q7wk%pPCb|c`qd>;vL_sGS)U=Dik3!hWv}(3 zuGJXgDb{pOV?o%!d9td`};%MA%Mwi7lPFDLa!fkaBe zwA^wRhE9x~O)ob!UKA>{OlWqAUBXr}@0lD(X z>|Jh`kLlb`CEhgwu%2<@Xk9Koro;O)?x+)+n31*G6CX0M?L!IGkXWqTi0 z++!L02v)}NlKw@NXy5P}$4u!Qz_$wt*KnmD2Sph`QDHNC*q6FhIsARe3t>MDxy`?o zzNF3*DQ*fgxUIwpzFBGKjmy6N90~WmG8QS#{G$P&>MbEQZXf@k{f0x}3r1?&Ej(eE z#rrVR2kHH#H&_&$b+NOUCD|m)F(u zX1kF!Gz09Zva&9|i&hWfa`~ygwPj6yWQ}n(^#H3Z6|0N&9vWtGc`x<4dm$93Sq?u) zdt%tBKmH2hDK$MMDZ%X<@P5%B0l*IUe3gIugne%toWI(f3fg*3Z~8y)DZtNs;udG( zNkH=0-FxX~hABV47HP=Ni}gNIstUP?xNbfh|15pWhztKh2kOzxNW~RH2+cVq^?AW+ z3E4=Kv26dkC1siO?eTc)j*OI{D?{JK=H(r+6kw53b;?+)DnVo8Rp~-ac>D+VUhu}g zg!{QHG{<8|SN|^jUS=Tm3=0{Qez?!Ble~RC2ZE#}TX_6oFlvN->u+dJdeU!=cI}3f z??N97{cwNMEa?Rwm~}oChKFtFOh4xqy=u4qN72a0`_R3=aL$|G_31NhLUVYUYia^& zTmF{9xb4~v?yQSyhjB}-%vKLhbUPr|_GaV1|2>kLQ%FWRJ$~t5rE1>ny(ifY+WL&h zW8+k=H~YI4*KAztf6GOm7pz8Z$ZQdPR4-@}z}GxxwE~X?%lKvXOAX{+p}OD=vbw9x zT>#W1)uRgW+Br!X7AK9gjccx}dJ@D!A&95>>%|x@nNs~$$-cVKM;rU4j%t7f7Y@PV z?0uD^9)lJOXBL>VybM%voof`m$qz2I4M+>z>8h|i?siz&gGpWamz!j(s%M?l!gf(O zK7t=Ix?O);A5UJxy{rbsH3o+5hBxt=e+UyhR-Wx}eXa7*uV2?Lb>GDgDY>3_cAI{o z+87uZSb)#7ZetMT``4~islmIl@@jwYq%=o&t;TP#gAhRj`R?EA8zc&+1*X*R?=IQ% zzREB68x_8^>bH8Fi{GzStLxscTWj{W(7j7(3#ke6kv^}LDM~dfT$k=}-gv$*mYAHk z!3hNeL5g+jD3$q&v`aa#Gu{2txgVa2)yPf9wT*chauvI>#d5{nC~E(;j@HZb-~M>} z9bcBUZZ_lXwOB)dD3gyJIc(y`-WlTl9v?hdYcs)=_1GgYTZNxP*bBUxUc5zI1%gfI zw3O4xW&&l4WjE8hr#HIJ2~y!B!bRh25|*=v?qslMI}4dl zHx-ly9}5QQmYI+zEq`OR%KUXAM)_!=1heujxsGPiL>=cmq33W9@bVJw?9EJ*SgKu!MD`x zkh4NH{KN-P8(nVo#ZP;qual9|dgID{55f*2@MOl8>ErR1$SZE}?JSg?TU~cDJ*w@N z&1_nC`bdPYo8wQbXPnVT!N&Soqm9)kcYCpMF{RvI3NN=!SNwvMAtjlK^rEIFN@ zb&aop^*7g^AeC$bmF`vnmqK=-@6UiNe?a0^-d-;VZ7+#LQun?wSz5#e9q*V3qPa)* zldZejk#yf9oIjFK0C`Eq&%_1;PdoTxWNq-XwrW%Bbr*G!B8Ot^E2r%IS*H_oBbGP> z%(3yO`{41Tn+^iaI#<*~P+nuF)(kG5w;0HDHz@b_;7wJW$R!jRu^g$KcnDpQE&C67 zX?4({?mDe%PQE17VwKoWX|#|}pzZ}&Bg2?u!$Goytkh*nH*;Xr85UXm1`uFdS=C#z zTi7k21eAtFUaqNhLBo9FImf|oiTc+3$r9#Wc|$2{kmcpKrmyryG_2g?lGBXj+15V_ zXL5!TML^*0xY9QiDsy~RaR#~EMADH@6|kzpG?HzCghfNkGwc5k^Wd zsgi@TxceKxBzbk&yr2rk=GSxCeH}@oyNPS*t$nLMg74-1xitcI{&l~jRFk7+f>wBv}_xCWnR}^x78z1=c znO#<`$T}F~W_Qh5=_pRN!9ur{DQzh-jASdH81%8g##k!hG_{-yS~R zGQvIm%%lhi3~J-8ZR`oo?WVoEdIy+9|HDQ(4ct8?>Sak87s;<=T72bLKo?!qlJz`} zoO@7g0l?LMvWJ_kE; zc$llo_^R}yDO+!?R@+?;mtT+PPiom}cK-zFXrn{!ahq>&sUl3q*^qTe{@t_oo>$f*W`FU3qc0 zV$N2|_iRzFqisXH;}Y3oD`6kDVQLEY0p=rs-u)RBS|GYLB0!rM4Qg`b9R@ULV*@Ky zxZu>Q-77I5;`W?4U#U#&8J_V#&um2h67tLf5z5Ug@Tn2#)4ctkrn_3}hSrb;G65mZ$I${G4~&?VwnY z@TLOQ2DL<=o=fU`W6QjxzNF1AaFPp5dK z(CnFk6U@)kO}&^a;>UT_U8MABsVn`KmA#2ql0n-1+}G1+{tE5pYZp~sykF&4bhfJ{ zei)1)qf*AP8Z2Y;={`dJR_FYK>W)FAkxe?tsmYdlwWH+JO1-Y%1KAIC-H-MQ`8F)P zOLZB@_$PAap{MI;C|)SPa?lqeS6u?1WHJG4PDg5#YG*stE75T;^+6P+|A<`vkd0D% zSg9-|*Oo(x*DkF)`ez5LvkVdozRw|GEET(HyIsCrtA86|WDcKf`x;JSZ=L~C`r+2| zI9lD0m!1+9Cj2BjeFQF|Lw-=~|2WYb)^t%ThxsLQ*Iaa0&fPj~gR2Uk>k93SKjSGl zy!glbRk-=8)(46>dVOSY?<;SWa&y1-4U$LKdj4~S*(#sx%vE-!pmMoZPr~6brO9m) z*DMsP6js7VjFEmAjldc+fwvU@-C=IU&^S9Oyt*q(1I!7DJuY(~MZ!zwT zRVK5y`@(*wH!;!W-ptA#%Sq|p`BKsqu-=7Oe*8>yw==AtZ2R)|ns5vU5H}#n?*M zBARcu+BLK3K92n4Q|#3NSIWQj5SG0F(bpxw)4sRf)4g7Q2XESZg8TPNHa+H3O4RO_ z*pDpmcm3q%=x`fNUA{gZao0lWHR;-q&N<3lZS5A!uDD>9A^n*b*O%~Hd;mAn>9@s$ zdQBKF_@=?@JvsNfV5i#}QfvIG%-kHsIvUV|uH)uyDe~=2wso)fOBJj3z>RCB2zw)f z!bTaOQ=|(B;VSxGwomXro`goyKW&?*X|XrAei**R;;JhaR@Yjzf+}YrpfUejl(CAs z`dgmn<)2XkuP>kKMW_+5*RU$S5p`#_H-}$Kbv)gYrlZnx(vE_yLtIE$bQOJ`Wym>F zU=R}S>7v*ayz!D4bL^;+hW<9GGk1u0{tb(TuJ!IF?)xj2-c8myJUy#D z2F*ue3RgNI=*#bqH-+H2K6HD-Lp9i6%0kr#3-dg&m%z~cBBKa-+=VkZZCxFfNY`o< zT1}Vw)S53J4GUty0iN8N*K;}E;J@aK=- zB+^12li=EoreWKHnp~a$ITHw@+3lFVM+2nG%HN>|X{bkVnX33>$(Y*EEs%xw>E}pu zT?Lpxlk-4R#@{SITBcdIO$@`A(t)``4eycnknO$?hgExDqJx2b1dXo#)HleUxu(a* zwD;b;`?*O@J}4DXr&zfP22vBp`y=0HDu&v;+zgj{x>TH)R#*o__;$L|XUi+!mA2$Y z6SMIAYz%(`-xtGpQ#dkgtqf%mYnRl1`XgaG=LPWQ3Rim*3=V5;TOY4WPRlOgIc^PG z<$Yn(F1AxK>4+C!MbIl#HD;!_eYhGlM%+@pLJss#@dLpy6sZm@!_PaLnU3eC{nxZO z!|R7je|iKM*5lzuQLE{h&+m7%QV;w`P#(?3MT2$2&JyVUKm|^~>^ZJ1)Z(`VgLtJf zBs-WPZz{@6GREH?xV@ z_&POvVoUiKF@Czm=*aj(kL>pVPuTSy%-|lM&wN@->S0v zfxd=F@9Q^>d-Hi@-i`X}lkfAB3tc-oZgJfd(woFVA&-c0WBVaDRyf_YG(df%@(ejI z8<5$;2G#BWYwbJZ)2e*3yQ-JdaNgJfUhQL?M*6mgUIyKX;Zn0BTADWUbIVwe{2|?< zUJk2VH>E&E+D9#a`HV)}>C{OsFizq_2V72x-D+>kKi-afCf@hX#g zcP759*RAz@%_BwVG)`;B6a$^c@2Py5dRt8W6d)U3y8vXCZGL+*W$|ed-245fc&M+T z+dSOcZJ-%3y8~&``ktNnb&`MCFMxD|N+92ng1 z*zO#Qu6&tf?dkq8UcDRU&aSZ^9;-dRFP)<(9%H$o z%ij*2kNrYFEmq}~mo*}01)A(Q;bVBURCR71>iJmBPd8K<|I@{wd|L*m0jVYOUnN&= zEO+untDT^mq7B~&xADud#1snsecetT~m|g@oXh1$aI7QcbiRXb4Y;w*7(k(f9=aEm+a{f zz{5C=O?WF5_aKBz(~IfQLuosH-|cO4+}x<{eRS)itIzRI5yz&-MC(VrS-;IQuKul7 zp7+K11}bT|pXHv#9tlA1!!z1?l>VNEiZiC0)5++O=jJcnNWFN^E0kcXkuH! zDCouTB?9lSBvx9sAfolqM;oi8ru((mTCKI#q^MQyqbesnAW%G~+U&gFyO92@AeWA! z`CMF*h~fJEYOaQ9jj5}3SGnNZw;Di=N#}KEpt6sbQLD4rf%5c?tn^xLlrNsEKl@Z| z27mGCjfo4{qBN=}OG=NNOVtr{4D{KA%q11<7G#Ac*g5e~Lvw~AoaRQAOSWbV>04(` zXZ>uhJ4NR)ugRGz{Gyua6y8%(MIDTQptwQ+zmsd9yMjYRt|HCqhiq z*{I;IyIvYs8xDP+_Uj)^pmJB~{s!(VnjC~ptz9sek2vcX+i(qc3mEfn`_!|boY+#G zn|7EAJ_-00))wlEmZwlGA<<73SJ6qWZm#y15R>`imbU&aib@6^iK z_j{J`ziEdm<|RiIl+Dz%+Y^RDpj;p_O^}1ZTWe$)45WFycDyd-){CZA*Q!aBR-f~W z@@Id@eBN()NaXO$uERVg>z@1`PwG3SdWwU+CV8uY7esIaOx6*t45ZCxQz6 z-HtO8GQ|0cdr~xYkuMq`+kzA5XG`X)<*ma`@Pk-e1qRX&SJgZnI!qa7n$vc%dWEB9(v+N3|{*`C5M0Oe!swVOnz%r$(_~^ zl><0Z|K?F&!%KVld@)OD17es&HAh$BIgm(ATY}xLg4iX$P(~;G4t)-+R#ktmw9aB( z8B?5^+f`st3GOIw$*P+de+Vu$HMwG|;s;o^VA6rZYh9fA_ns2JC$4RanJ*Ocw>p>g zO475@-)@S->AK{zPMv6sw7y1FUXAgk;Knv1SnWR?$$ zwmq@T-TU2zJFFnU`k1Jlr+%zTeemB{6i&(Xuy$Wq8VrR8Ir1-4Oa0g9s_p&) zJ3knCC#P!pI;5BH%EIoHTLes%Mnjy#DL(0o--$C}-Des42MtpDJ-QH5bw6Ca3Lc8X zv|ii{PJlnITkBKj^b&g4`i*PWn}-A}4<8{_OW!JpKDc52@5i6YEF|5@8qqr(JAs!d zUz}?^IOQ^WfA`HCrRpSJty)UhWL;eB(95?Q@K>x8^v?I+^JPZ2O|>MkU8?O4V7faG zcC!mc4LQFXeV&uRZPYE&nlQ5-GhQqnuCQszp2d!H2$NL{yLN_mh<1HYBY`Q1?qgH<+F_$sws@7dP)Mlz1HYPHBB6$_vp8*Ik$Qayp3d7WQ0WGlaVQTY{G zt1s+9)NVRZoLueXdm&Hh!=VJKA#HRxgq87^Ezgkb+?>PTR=k|{i&gE@tsgrfKg;E_ z)!ioZ_vfu#lmI1iJj`m{%H{Q``t|=^Sg9k~6do=bX%8y~4YXXAAWIdCg>juAa5frg zO#P-vZaI11%7I4uhe0Vym0aWlix$2kvA(}41>t0%-OIyl+3uD-i@ zpN+*hDSc;?oVDQ<564imcj7W+h(LVt5U#7|9fJ2w*%*-wOXDLtHycscN0D+ zlfybwJ9yr)8xUpBAFZ&pTmZ@P3ATvABMqCDvCh#{yO{yn+Ia1aQYkvz_Rbl~bB{jR zv<+r-SUczU>bV@jApBfdz2}>L;NVr+-KTb~+PM7c7W?Knj;aZ#l%3%(XP8jyl42+?;UY&;b9SUeqjcpxt55$K6p` zj%eJ7X32~^o+2oB=4ONvZGZ=-oJ$VM!oc>lzBxVR_jEy9#>08^uNjR^dvM+T0fH+? zejc3V2ffNZo?6kajh1AuEHyuJHYrqQS_8s5eRn7hXOCYnbhB7lpZ73IM4bAXwuj+$ z_zH<=U0T9*iJfQEsW-Keou=y6jM}$=HiQ*V=X zsv~X4LE7@K)Y8G(TX?oBRkr-P)O4itfmlrw6gUk$KkCm{^8q=U-QKhWqV*42*^g>d zYjBSZs`L{x<@HZ|6BR1rn^ zcDa1Rpi5BI6iy`OL)St6xuL%`4HwcN$QJhOI_#ZZf3p~;<(oaztk z&x8v?6f>;=%E|J%bv~pcIWiE#yW1DyeELu*;=cS%9NcsD#FS3+#y4zrAbrERexXol zd?gfQn0Z*lSv29*rMA-FON$fOD<+!mrr~Y;sr9bo_Xz}rO~dNGJCjGt6|e2~MlTI; zHho?AWh5j~_^kD_Q|Mi~qxFRvB~D9wTw9j|D~FyVH-4Mgd_-g+4?bEOU zj&B{H1hH2y%=RJw>l1V>>>(F={|4dUZ$>t>0W7we3Kau?P0oq$RpWwhrla?Zc02q2 zer_ItPLDsm}%T>5SYeX6@M zV6NEevoO70wyVu#k_nCCxIzhGGmm!xc@3&yG6}YUqMoik_V;N|tesa?Montrytn~# zF#uK;8jZ_-(x}W}de+CQM)B~+N;bN>Xx+(M3GMMeMj!&L9+=1(w??p{c(9@&!c#kTMGESffFM( z3YX;;VAzfXg83ox>oiaDbXFR#z~da*nkC#LSFi; z-*1jv0LN{n=Hid4O%t1cg3KLB`Ns7?*JsfsXaMI)-Tgeai^HlAzXbR<%ykdPj}$-W zw;XBbE&*MtRiJVw_8^J@$NYJN4dHgszRR1x+rTtTV)|N9f+N{>etkW^THo7X2LqLn z!l|>ey&TlpPik|eLN%|>e{kI82A^kg>?bD%F+b*06K_Z~z%~>4?S9Ty&WfLJsdTD1 z5FSFG`=5|CigMh4Ki3EK+&ui{>Abqp9);XaY69v}j^p1CYphPTkTzRXF8OPaLx%iO z4;{TA@)$sDW8dQ@vl$z-X?pi0j0ZJUb-SXOIHh&Ng$YxH0vP2M>%j<;`U^KgkHW%9Pix z^99fpXmUXRov-r?@;2A1m41EAcMtA?Z|1>lG_a%$*zOoT`fKor<|jzi<4ZCN44#4U&EV+tkChAvp^Z$;0(Y0 zYxf~XXRV%%d^>MI4*0SCsCA<>%8vcd4O3^epc-Uh`vH>bOPZ|Vv>!a(v?$N+8n_XR zNYF>@k$6VGa$E~2bc-=F8{tCi>|GqEJDB#Dxs{~1it}#YC+V|gG?M0{a1w>%oU!um z>O{;7R{%Th0h&VgtMoT)3c+@;9NKj@CMTT+809#7n9Ytq=Q@ndmI4pXIhheXKVGKA z+GVp&(?Vf%sEa#kQx))v@j72HS(dd-eCDWCseSr948Nb;Zu#)#^oK5r{fyOhQ0^&VP}`w_aS?1V^S=MY``v!QkU)7htl zRULMaBBfS#7I#0^JQnvDd%5{Kjnp(%Cq94Nl)4r#tkkxXVOO{QmYugZs;`>_wzc1% z{$CC6tLN>hrezna3$RVA*A?66VPUQPewC7Iyo2|7KhS@GiACJ|@N+R#zAFq+j2Hjb zIZifw>dFi8$@0=sSGarT`uiF%kcEC6avAy!C(T{zhuNns96q}cA@*s>gO5TuXfH;jN_om|{~r>zw__`L zWC-<~4K|utV*U)#W+1DHauq<)Pgm8;sQq>CANPzEE;c14F0ruN_~h4Yj$eq%=KA%* ze}s8sExPE|7y1C&&W)WMSyoCK)GMkpesgM!s+C=>^w;_87nb=6@+=qD2fsk4xt4o$ z{yb`WX11rP{YstMyVz+jf7p`5y*3Ttp4;C~Yt3@o*+jWtU1Aq9&tjGvmA9+;xv|%H zwJBJ`os+M6Zq7UXL2|x)$-gl1)5#H=(q23baR^@B)!MyfS(0pEtzAJlqKS(LP`aNh zzj2?RO0{jo0DgXF<4KQZ z$YHO%O}D5lpCheP8lufq@}_y~9mz|MYYHp4z7?t7&Q+E9+_?qSG1E#GHqsH4-l&P@ z+F$^N*ExD@2Xt&628-Z(_~mZ#Q`KswUkl*`<5cSDO`G?oK&`Be`(Hi<3VZYod z|2Bt%`MDZS8grIq;zqdy>?vV({4Q)T)au- zm)a16{2&k?x>mslg9*E48oj>xJuS-SgEE@hy>mEHr8@CGtLMcL$vKAwk(cVTw;mkl z8%;j1u;fG9c}w(eLEI%LTW~Qaqy6)AS|S8S6-heA=Eaxq0N?njV?JlM@9_BU&2kC> zw%{`_^o2@Ot$E<2-q;`v@08~{EYAManzg%+_F@SPfZwX1Duv6l3K+58;#zy{#Avm% z7xK*Swruri4}E|baN%V*U!S{{Tz|n4>AuW=7WSAh?q0Aug=18jp2+Ew1d$Y^Xa{X& zt%WoCS!={pu3ZvKpKSs3PDXB@CYqonmr^P{`3dHPHaJVP>H#xNMA+S~b5eGP>GlX< z#)f#gELqUx9&+8&{``B*M%UbSEBAi5;C{=JFh!$Rym5f{BZYc>JE)zwCVo4ZG;`WJb6)7@hZFOM;+uvlZUX zmUrD3&=P?p->aZ|u`e6wNdWj6C-sSGV?5g3UbU`1yj9NqX6Z(4R%1-Ri}Xn`^!rY1 z^^uEzn{KNj3zt!oi3Od`LkjJPN4_%EHpNcq-l7piS5OT5t}6kXA*x#9Ahn3y6`hBgJH4;>rjTa~^PpgXN{6==!Sb-ak zfDK8-Gdib3gpM^1MdlefDXyhWDI@Bq+HKe0-#ZD!j+1sKlj)u$u?HUdV6cFgR=3(+ zAHz`pHc!amia>O@Feqd+r;F;%eT$Fzv9`mK-j8GYmyh}uC`)~AGBP+cPWHG12ez!cWlb zy585*(LajLbm3Gmio(}YAt8mx^cfn>g(MnChN4p9{?9)D&!6*2-gob{o`)3Be6E0> z()0ZHSn_fW4KX0FHGPCd`TdvuAaaF8K*ZI8YGmyZwX!FH`~AtGQ>2sq&@_B1 z<5Im-x50W@zP2Fxa2Uua8_WKraXZStnjfizC-A`ezH?~PGhfzU|BvHS;Dqoj_Rcx2 zKv$*WEQ~8fyj6xmHWT7DEU$L#$Ejviv2lv*SveGkb24|7YtUgo{nd6u?<4FiuH3A! zVs8}Qpbw`Zqw90fnL}2D=Iml17}&^}HuZI1m>+}gC;1%0`K8ng!f?BpwPtMqgCa|B zg=r39tn1!cEsgSSZ&p39TcMAkSl_^&uN82S|639-;v^DPmri<_)T$JciNvOLC>)Px z`?0)2ScfRg>MOl@Uv1!=G%WHr(A=aG@`~3Wu}$)6zU_yv2@50$=^WQ!IuBRrj@cHg z>XC1li{&Ji)p8pDRsT}RNJ7Z3~7&x+GMqHrlHva zoI3Kxp%{UbXr+&nwo2k@pn^)CUh z`_0}(2Hq5f}rNR$%5QgrmYbFQdJ zfx630U&TKCIN=?%cvvA#dw+Koe6cX+!yO4<9&sP~a=WtkX($ZzJaaIn*dYMi&($H1 z{~hK!n+G5>#4rzy+f=!Mm%h)Qq2Ju`)xOy1%wI9ynpom*a6jM6L!s|EXOqat_lqJg zM(rJUoLRKrtlPedar1+giZy5g=J0JPziEEB!8j-cpWkJDJ$YWC<%`kLh?4A!37hWn zwCutOxVNFNhy5+MZZ9-UHItY6*fch++Uzh~@9D8ecQ5%vG`}#!0*OAeFy!B6n=5wP z?;QXgTNt;R-L}Ot{3P=2<#NkA_m;3l&uq0dJnNn6Wzv!_&}CXrrgi%@63;S427S0m zG${O3RDzJIR+Zf#dW*8RS&jGC&iQQ!g%0_+jrThSp6`oGRnO_w`eW^SU{1u99!?uq zwQ3P}<=oks^rBF=?py{BZT@w8S^HmGa|YFXKR;bZH?PU!`i?5WC!gfko@EBP9IdDy zPw3^ESIG4wM&mqEu~aBjc4v;HAbXYV=B`;%%B^?vd&bhNC)uevw7g=dG*rkY>GymI8dYPQ*9Ymj;6F0S<&F{`E zhUNaWDJd;?qWGPDr+WwdasRgr+V4wxD=<@ZuAN{?#D07cYWLs2syHm!r87LR1ACGl zkK5`1$aQB6u%}?bnYH28q|_&yJlfw1)Vu=Uzwpi_{yy_ivfxeIVHs2DA$<7*y-}Bn zk2Bw$Mw5NalC|K}_K$)j`_rrp`|jPhdwT)r_Le~I;vI|-u{Y4pkN-eMrTVZ8XX@7X zX00+orB3qWp1uxCjGcc)By!Jk-7$x&qvgWYyz60cJ)p$nQ%0Xo;sx)^@oVZLg0$U@ zcv!4<#Qv{a`jJ#?Xs6Q$s$D<0^=ShyN0&PCN%g@=cty7I@+rp=L_43jG^pb1F*SG` zET{2EYPT1&?T_mEL$hMDydIAfRVTt-I+GstNu`+^Zu4i#{S}Zsm3!Vn1P)k~z?<=McI?4RKbbY zL8lZ^Yju8dU1yWNpS0t+peM?4a5|O5XEAFGLP7?E1Lm*!hqFN{du+P8t3_shbe6gL zO#WmrZV+cZ1p&I;`$e<6vw8cVb_Zjq4v{vl>)W2HTp3~djY7!vytBb?E;#1dO^ZAz z+$u{0d6eV1u%GC5rPA0xLQg;R+Iuocl^4=J9^=ct)xdMpt{m@e7B5bGu7gu z97K`&87Z@VQ+orTFH|p34(>oW_68>#Mc*4+zo?FkRh@n^*&=L8kVn}Yy9W`)$IPQUE+pw>ukK6>;BpzM>n+1+@=-ub_h33U^<&aY2oHM z%=%zCRt?HEPV$nk?sovO?JP;)H%fjJ(pg&6(UM&)ACbdORLVD{Kf5LoqCvS-TqZuZ zTb_{JMancw3=MtdjzDIp%`2XmDicI2P4OwoLO;GTuMR(Kb@}UlC}YrFQeO>7Hzr%a z$VjDJsWeZK)30**Go0g(-|eeCM0(f&1zdoB(^|Ex^|<*@6>L6`&F2OTC?nxc4brZnuFs~ z3%r|tP*=>M(DVN0`VqVA^^_<@^%wn+poasHmtbi~1rS$_O&F3G^?Qd%+;<@=fXlgX-}~Vjm?p#T7iqD z-bfF52Ef7RLm@3UVy81qf&$-8%KUwQvdCT|h3{yP-s{Hio!_o5{L)@EU$B3A7p{iQ zLLNhStCG0;8zw6Q0-(9~-#l3XguYH4U||aLt9~N>1u*~0pml2qAO1oFrK9N|Pvc8> z!;eNW2>kBmDlpf|X|{NKWBpWD>b%`;lEH|)gO=aVT)a=n+-fg`t4!XlF#XaND&%PBVUWQu!6^ zD8JQU#%TcFhMxZ3zXSxEIFt*|JAkrG3!A%y1bF?5E=;mkMi5ne8TRtH54?hq7 za}lP3|F;zVi#?E^O>-KG`)w~z%R8K#heB;V{vVTsA8Wc1+>KKHvTBdy!+gOj#3W7% zVz{BeJe-c!=evNe{yO%D&M7xH#c=FW-xI0GZyv3S{<$65yP!1?e`_sX1*QAVNI)|k zUmi${x;N&D*A~}%e)1_C|FQ~AT{ZatPEWW_6bA+rCGP$-7jOS?GukY6;d0XGtgj^y ztf}Lm`p4$G=lNsPr^$Yj2A#)vJuE-_-RIL`74uNlzTK8a?5{`(F4gC45?r6tddGFK z+Au7xzy&5|wB<-`bZJV14A2MIhgA^oF0;#*?6q0;maPEiX4@*yQmVA`$tEFX;#Rfz zl`yX}I6IqwC8R6l-xDM_XT7H>GB}Awr^kF5UyAm+N9p>>tK|A>_MT+3Wnz~~?EJj` z{sA5LxB6Ac)kzhEF{SlTeQN7NUB{a?{r+R1vN?zLA$Je})p-@VDqK1)5q5!nWUY6~ zOyTsp)4T5xTj7=*&c7qt9{j$;@ieeUqtAEtra-$53E#67w{{>SH2?wus)U^11mYH# za^GwJ?;41u0h_r{rvWJYF^3JW$uC{i+Xd%ac8W&L9Apz^yR}!X-f!+u><8T+i;3eg3=| z@UIVX-BJgqd(cT(WfBG7GHSwwR=M{n8ClP{!xe1WA8Vt6@Pl6;sXUFzUj^=CtK-OaiusfL|Z<3%cPHr=B!(VPRK>}9126x|64WowS=UgG2 za+32;VjnL*j`TMNmztfmxFz+5g>+IYzaN>|F~0$lA?-$|39NVyQ(``rj>drQ4@%w!6`p)++s~dT^OVz?50#U5lu&3)c>H>TqacD_mT1bzp{wLnjpCOF*)~;0O+|`Q*+uQ!MH81w$j0xO9Uq>f+19}jX z^+gh6efY)nHyYO32HQUbYV+03y&jOY)V<1gl-JztsxV1Q3-(N0vie`K-W?0oSqZr; z|2DJ5;W`fcj0Z!^$G)}Q8LaF6Ut|9*m3Awbn`;f>o>HW|k7GdrWHDLgR{a72RhA=% zZ~_!crVxyxNF`Uc{u~e4>*q#mkq*)utzYr;_BB7kNxe@p)91>gTQM<35BupXS#K7_ zeAt~-6<^~QjUL`#2JAl1S-7^jtxBUO+<~D~vBp3LXYkNB|X(W8do zxmIUAd%bncryA%(ETB$FqM_v(uJ-$!E;GF-k|`sKe&*YP1gJ`i>LfQWi-9o2wQB^a zd%lELCo`r??Zrtm?pcTT?Dw?uE)!$2Ry&mUo7PU2tM<=8e|@);ldV~Gj~WOxS|v(IRbG_|shHSGH z$3ITGQmhIeExvD5qZ;TXShUpO}|ZR8#y}u!4&r9qyB;V+%@@yOYca&4Z`PDUv!wo?%Lt9vNVSGRUh@Q zXW>p@&ynY=3mBc!jVUld^~Rn&6O}gU)7iSM-1h};V8I0+|K?$d7>uIQOM>6kI?qf` zE_sY8{BFU?jd-+)jUYd#oPjgFDu`CobHOw!?Y}mmf;w$e8m&2KjP+JhU)e>+LgPWb z26^}U-hG8?#w5ePdT~Gq-KoJy%Bwwf+H>ma5zd2}3A`f3+5sQ8n(^)T+$c>g+q>Ga z14a?w@w*!ci;A~4wXuKv+C3cd5x#118PWux327V*iO8Yo&v+GSq2ieJV7|Ofjf&yK24D zU!|v4hLASW%x(D>oH30qYaIfmQCG_i)Q%UqSFW`xeWwK$>TP-Pn&Y2bLH?oZIk77| zwqWQkE|KaTnZnGhAdE%5-iym`Y5ktw58((u7INvP?WaxTc4ww+p36%G^Xw}}|80aa zFEqBfi*5C27CWfJPo8r&mH+^tzgscKIc)7sfJ3>M{m$e3_<}%rLK{eMhRXj%(QI=V zpWwl7!Z_LelEn5<`DHjqAz_h?o6T=eRz-^@;1d@0ocfzpE|yvU=DGvDTtWmd&y^n4 zeX}bH~ z@80VhdJg-e>aZ=Z{P0Q@@<+znz3gW3cS%XafxcMKr+=zN7VlZ)H14-<`d<82U*6AQ$FpH+ zU)T^JMIZ$Xb;erW=>G!Din$Dq3X^Lh6!k#vV@_zNyA^M+vwuqe!7`n4}jCy4tZ5;&S-F})Cw1S>hF<7IyKet z@{{Xes#-V@e?9xVm^3)Vz+dR&BYn~dGU&*wtvLDgC<*lmfj_Si%xw9Q|tgEXe5>_7qP@(@5qwJ`s7@I5gurP|dA5=QgIZqLzDFO8Lgz4w92ACFGLOWOv zu;&#}{_E|ps&-aV@zovHSC`ExS92!8+vKa4ZuP*;ug0(rPI$0XA49`RqZZ^T-FKMS z0uWy&APMEo%OC3<7H&K44O;rgpmso@Uc$4=_dqW|BmM^6)Cs0>m(KPN-*KhZ`>Iby zpwgq@2u&9+nxs^TOX}Tbf7xkUs7&z;2#2V-8g`ln7h{G*NsS0Cd->(^mz(a!b!U87 z5A?LUw)hTK%ZkJxz9)|P5%k-+^0}v3w>YcZ?qFfNu>SS(rsC>TF<$nUSdT{aJaeF_ zu!6W2>GY>0zUl$zv0kO;c10P|g>TWmJem`~upfS);<4XyRQmy0IXvl3JQ}tz!G(Mm zC1c+3jSEkfG!{39Zs4E7c0@!Pkx-POx!(7^(x0Bmg?veK$c1^zz)4%DLLQwK(R@ zW)ME=_{%BIm8au0ACKpDxd;@K5RO@~;nyk&Q#8oGT!dnmr|RGsowLV*-({LWAC%uW z_Ifr=5JXQ5*;^czFLgT~i1hRH#Jc#s^=g)aa-q_A|Apo=UwqizM^ziuiTbHKb!HEU zWDI=H9=>Vpx-U_#%J&B%-)F-v0NZtL^@cS+?h|fzv<& zgC9ZWe(`ulL9AmHf7l~Bo4TdvNp3}00Kk*wg8f;3(vtr(U zW+8*ci2=UX-c6{DjA^bsOxE5!ZZ7H$;s(q#WQ=e9cv9B9CfttWhW^(*oen;0p0ax3 za~9U@Y1xiH_0RT5U?-4b+kW{P@}e)5R^oE^n~YE<{nj5hj_!3Nxuvmx<9H&!&Z>^B zqPVuKvg7bv``Uf>h-(#moF>Puk)vPAd4+U^QH}1MgtZR9VWHNT&WD}nrx-NXGv|2R zFVLTTi`Ck&^_y*b4nHg^!WZbM5wICEm?*(uZKxoAJ=Sw}HJ(4|+00CChoG2yj!s8t ze}4_lKm}7Pz!r@lW{(KW4{?LG1gnBr-d2*D!%uKJAw`yqPSI@b`lPg|*3oda@gY zrQvn9adNUNpCV5im=)x{nk32E0GnK>Oo%@WC$yB=68zwJSii6{U)dzFYRbHS!(xkQdT~08Tc}@aJ zKAt&(&qsIAPQHu1;jcccq??X$ZjixtGw!4HeF)Bqg0s76mu>B3u4Vu!-cz7b`W#69 zkhrDB+%8>QT4t65$diV-g4~`vUS`a~;)$~J+v7gRDBtH<=}P3!)ho+@_P_6!oX$PNR5z?URhEIWS!f!e_ff)nI9PT7&C*Dzblb|HXo* zEr?^d2dEe&%e|g?dtXY>7m^w-x5zDPIjkR_K)6>jjx%zX9H9EXhlDZK%#HT}Qt(UY z^v`OJgw+=Y{?_0-2mw1XprrZkuOSTFBV7J-)n{!WlF0PWFvj^FoZyv9)}DC%p(u66 zY%W)r{-{auxC&~{;R^?_DQQ?By0KlDz( z;LN$N`r~_NyZk^IUS}Nf`>YE+$kQ-G+)Cxft63h@ae|Z|Yk-*wEAl>LUnF;nhw3bW z|KYqdJ+RH;mb<;1ehp$+K&aDazSepQ<;$P|&Dw4|y(TS-zZbuZjJVP7P>yl>AYv7)%RwKU{0gWvA^Adi3ud4T2Xr665Zq zv|v~EVtC4;-JpPTs2Btz#H|pN2{H+ zpf0j3S0H$*9t_It#*}n(zj=P<4iUVKWs7-9xDVIXh}}r%=H4hO;Ut|zBWwd>QtqDn z&|x^aVycnQoo!(RFWolxPU0oQ(G#2%HML(GRQfYr2h_90(8WGMXT0d$_5iNBM8E#u8HxKhIGEM_ z(=X(fpJf4>tEk4s>$iUqK}_+=cY(2gevw=9$iqV<+)UuP6^*^xZ>90?DG=YAv(J#c zH=v_yPw7Ig-QCc|%?G_u@4R3)4X}UPhowZ;DfLry^c&MbmtPN?6|C^0AZ@Gry==D< zob9WZ+i8IwVGYuK;1-ajF&@ovnA)pXqI%n%k7~ai%xmteoXgxN*G_Y>$REun0u)ih z({5f?`?fqrZkIZADPgvll1sLo=LR{nr7U`#nSIHh?4xdKjQ31MdYOB(f7J7*8};`{ zL;e0ZF^dW4v=&osvhJSj%B}a!FK2~tx_VUX+H~~YG^Pqatcc}`dMsSVHFWa$en#O1 z&)Uh)U=wCCrKmTcX4%={Z*W+27ng}YGhn!o2LyG4c_!uPIr@8TeCu)^%)oyOsmOK< zrI2d?)XM7Kho(e5_uO_jk3l!Zr{jE%vGzeBxlwMqdT~FZw62Vo2g#>F_!4xb>c$qS zfjOPFEf(PX&HVU1Jfizk?%2zOREg(%x>Y#Cl1U`WKY-&He0}%JAD#gCVpE*;jb#5# z6Z?X7pq7!=t7=iIvzGvd_Lb-ByEc-|phDq+@gI&)(Q87ta?fl~X$Xe9GVb z#w%V~XEutX@!{L8t6o$g8vV~WQA*8MD1L$cqa7PE{&Cd5?s7~!bXY4y%RKz5rk@X4 z!~e!h`nd1?9kpX|(m-b?`Hsrv=U)fNWaL%yUu_%Fs>f5{E%0fY zb4zse!3(whDz2Ve(*)L%apydVwbC7V&VQ@QSX{!<@T!x}j^Bip<(1wdgLdXtTvQwl zY3Rx-CBVGPa<@fzgTZ#wwvJc6v1ndO{{7uaOAwJRFJg^2QGeBBi@*Qk&Zvo>C2V;) zSb$@MohzWB3Pm(WEsyr+`HrSIg508>>hOc(bh*gOcCzd`_zCYEVz zByMM&?S45DYF3Hd;t8}_?k%9;_f>%|KtH-Y&#L$OQL$N;~o?4Z&{l8$I?1z z&VIF(^iyBftq6O@qXWIzVP!PiQiZg*#3p6z3(6mPTwhy*_t9>E3iQ~_bzYb--Y4=V zH=ln%9ByshPJkCDQK^h<-*Pu)@X8)$=H^fi*Nz~>Su8}3P+b&T2W>RCN!3OsOV9*wz8pxkjnFwg?NC{FS(HGVup&ygdRk zl!+#n=xX)BBa3L+@P|ZqzvIQzdZaS_t&D(*@;pC~0~yFQk9qy|+w8Kmk}Go?^U0U5vxSekNyb6Fd$Du(A5hkl04n!+Ye@b3fB2CC!o2Fc5mkTBQ}v=bjuKlCOMYQ_)-e@#`i70v3Ft`OJ1y|nqWbH`yfv6uQ*tgM+!8$+!r zS<#E>&0lg!Y4$mDooQb(z2E3^>6fnL;!=%_BYVCZJbb`Up1y8?ieKD(l?m5$5My-M z-y6b_Imr>)CO$)-LJ#OEUi0Ei&e}2(@r7V@t*F*zJlz7RB$0-<>ZhXHz#3zd#RnQ$ zt@~VhoJ(ahaatIqZ=D=~y~uL40ZZ+MGPQ@Qt=$`+(C$A{t${A{bXhHy$xb8DULRr} z6esZdsE$$pU5p+|+uaAwc2t$8hEzXf;!YYPqw3+Y%qF0`*PkMqrW9pMUI zQ!5TGLP(R2vFdPL&l+7u0<@23qiZ+aPb#3HLKAL{@t0xjp^eMFygvbR!> zM*}ZZ{uY}PZ5I|$2)Y@p>I^RwaSnNib6)6N=zPSnr>ZK3jG^i{_n`I!lkg3LKhI;X zyi7$fc;5<{|3qt_L@q#G5K{!W_TQQS4JWweu)X8-_L}ium9CBQmq&twhXP{7@4nEh zj@{mvS_GaJP@4-PpLxZ(!5R|`u7(E1`6vnxS7YX)45qKh3$M>IdVw`QurX75Ic)|6 zq)~fK&xsrB!?awvP!V}rRk@ZQm^jGgbt{heyrVbqUHHsgDJV0We>LpsW#xv_><=~t+@k;{&~S_ zxgQedOk+H^cHiP_L9A$XIcS{Q3p4Xd?bZIXv48^GEq3(Ml7r9?-*{o2IE4<%9$Kko zXQ}q_T1WHyhrV@mzw;JY#3oxD;;Db-5ukr`i1SY$YbYNLsY6x(e1!Kr>bHKf`oYjI z@t}G-MvXd1vvDp8*L~n>H`O4JpwTs_2)L7qtx!pRKP(V4WzZ=os3_%(1 zv^ah5P7WVzc4S_|nLO*Um21%Ea#a^99RhD{=B9HCr{TC3)#|A#Wi>=N+{*W`f$^zb*zuG9sGB04`f}vLTMa) z0-f>mUa?T-&sg+Ea&%+s*BIOL>7#?s13=AKF_j&gm>+m~$0lOG@F0jvZ?~{|(Lzr9 z(z;vzMN-D@7gguC%iSxZ$ygqe4tb#AB4OU#L9zLes6DEKEEB?0oN_;>soyW@SiJ@1 zm7Bf-7@8**>Z{{lREA*L8#z^Rd>=!YfOIz> zn&WH!cpMDirr-M1+U4)j2F2SQ!yt)Mx z^D}=J7u43yT;bh39m1x*FHwGfIzJXQ9wXr<=EuNct$y9*>d<^HdnPqsRY&VLF)W@x zwbJ%2u5hsy2(S`WOUu@?g0K1)U>!S^=jWKoVz^NWCvaufp}ukLJDTCG>~D zfmLdtY(&9y`A3=Kiu5RvSL-uUzZ$k@e+NG_^VDYZvR$%v5pCzY zOQFl9_t7OwiH%)FvaMQ)!Oh%XL$9UO*iCAq)^f5=pXn`BRquW6Y&8-vqg7r#n99&J z_Ki_|_VV?8(f^(EqvQH5he&Td#~_&Wc?2odxZLp^AOU*6x7iv!M$(EY&jzUPybU;z zT`J*-menS&S@0G(gzBvLSJK2&!Mq+(2)DSVby#X-nJ67UE?6<2(#S4en`<)!uS+cT zi<_4SP@x*_7qnCTZ`3G9;fVt~p7aHc-`ojYhQK`AE7hpK&waUl8Uy9l z>S^M0{X4tt?}8tqq-NW=SoAYgP=>3|jXSva?k6sE^7gnSx)i(TrrNBc*Y|_RsagLk zV=YxCnMe7oj_lXx&{%Z>yVG6Q%G=T8Q(iu1i@!m})2Ph(?hO1Ia9A)t`kB1&Q8ax)S;Tz@KlU3=aOrT^<1VW z*00{9yzo*W?$qB&Z>@Saw&tMY9!U4Dian=OSUJ^?Te%&8q^waA8`(#R~kqt#QzQdBsh4kzD9)GzXPW49nl9l&78bv}HFBNDA2Q z+)X;-C9a3vG9dwW)2*>rjqaXX^b@33EH^(4zmVOXd@1y_JDF zO5SEQHH&I!11y}Kr(ZICgUSdPm)=h2k)J9e1!= zOK1+v>H$PpcRJB53!V879Sl0(f{pEKxeqLfOgTn2?OP2A3#|u(fKjhUHql81WY>M; zeCMRG!=shv50UW4Z&~ea_2#gXF~dun7Kab}TuI+Ud)rk8Svu}1?rdLu2f2gTwrf@N z5B%h0wT0r2N#t!0qg%W52P(|%YD6BJJkBlU=P1C`-8p{(q(hKYZL^zbq}Wln*z8By zC;@t3>F{O8g{c3P8+2puYFXht& z-Z7c89@7mw=lXz7Ug;CookUoP8^8I8UUh!xc=_DLVM|iPI1~Vw1a4D`xx8Z}laRv% ziDmrZX>iDARhefUsXAZ3Zmud!aWp{7rRU=FhYbGwU)_QxYt=aElNS=NPSj@ez^5@t z7sMmK|E+?_z~iTVupTb?{9{j22O}(kv zqs2d=IOu=g&F*z`$f+NI(X>U3j?702R62)=J=$i9sNUW(aaGmZNt+$w^swH#eKV=?yauPRUZSlajI{U#`^j4_ybnlxFlJh#S*GFzvYRq6=izXA zdwP{$=ZNc6xUb$^sM2P-`FCda8%`))RK}(Zm(8CXSiCvajySo_U6;}F}t^wIJlHGy2{sU%ZIxe zQ9U=i--dXzb+vamRltiwS-iD0P>15sk?Q%s)@+>i9eE0EG?$^izuMEqu5aTO&x+MO zw)Eyj)rsxjNN14ucm2fCU9or1$L*{V*`37(?O`_inT@$R|86LZHta7>pwui#{kW$z zS0AuKeVo9!R1OWG7tDFdILuucR?66k>h}-LGl&<7N6G{}TbyS%eO)<1=0#-3-`O|p zLCV_t57ywpV&xQ$pUY`CYUegFK54>4`JmSC!D6~fh?r4Ehk}u`H;u271|=6L)z8XW zzgE_6T=pZAf!WOe7_-O8DNRqxpY86RYp%WNu#vvbGzGN79v@GBE^W-IxV+=-&eLy&V)*!0Hogm)4;!9DX*sYm0HOQh?5Z zT{TD2rJoJ9wR>dVFiCsJn^A83YQO57cZKp5Re0ZUY%w*&MCwESV=4r1zeWK}RS}Q3 zC~Jwr@uxl4v-u~+wpVi5WlS{gRkwNj^>sG#-@rxI5$`m1T;^VY;qd$0{{epCb3?i= zST9~=lcP0_z@kR}%1+;3<(;6Kt~DIDyH2d)vU<(8cGnXJvDtcIy-${A(Hjj*^>*cUHVx~yuhm#& zPXcT4F8#W?hEuGGUQZW7A{1z-HF&rCH~KQ^tJ49LrhKBBXsy{>_b}ZZjk+?w$-OLR zP}-@&yxp&icS5d2uoQ{Lk*UZ#)h+MP@r)AnWJwKK8YfNCPx zR6j62f7Vte_fhbZv3y)lzz8wCJ(9m)R&%*9{JW-s9&fHKP?Viday_>Yp7r+wMiZgI zy~f9Q>XT*|j1D_)*8GtJ$vG^(WbUtkTUktff!IB6E&95eF0AE4;&%T z-O5?jNw;@>G1W(JIiX6J=SLs4H%h=Pu?admbiJMx`!S+l`D3!$VeCur*>PI~oM~lM zKjud}O3b39RBPkH6}uBlxCFLQb|{<^m>Hx?X7$x``Y4KGBfuKX88~;84iU{)Pnc#{ zpq(tg^R=uw9lt_}BA;Y)e5q_D;+8}gK3_HN;2hp|D+ckXvn}VkSl{iQAqd=^mdEd9 zRsGROpcXlZ?@yI*J8ppr;D^mbp&C6I!8{uNW3JkTN3Q4jUT(rzV}5k)^H?3NqF&jo zxbfww&*xJ<@bFw>*j?W_P1@_%cGd(7K~4YkFQ*){vl-#Wz{K%h&OcVZ+%Qj9o893J z0M}v6(WlkQ?W0`S@y)N%P@|4Ld!OTZ@Nr8j6sVAd>j(s}-xbc-n*P5;eZ{_z8#)VZJC0<2S zLMd~eKRZM5YR@uOD!ILbqEQm_P-=KO`Nxi|x%4=NggFhM1~-eKnQAb29V zjrO|deoZ4=<8-^x9eU?h8`w43rIS@Eh0*FaZne9~q-ci2!ab;;mwBaAww?oFHM*Z; zB5y(JIZ+_wo2H9KrM9L{wav4KbHm|x{C<5bx7+t$vOl^7f2m9xY0uv5H$K*5X+{E;h8~3-{@06~t^UQXIX7?3fvi};> z%8Ktk&*4ex?Z^)~llCrgp(@Cv8+Nu5W;=2Y7ldxIF0JuYp0}4%wmDXGSPhouP$x$z}bgILVs@d2AW0>Ekb1s^CY%R5#UO@8-wdMS&AF ziJ3e8qOxhbMzN^v`l@j0-Fv;pSwD0e2Kik#&W4g__C0RCx5(G+`D_<{WpPDRsqIjU z=7iB%v2Cuz^{*Ty04M7`M4|y~@GDdg+PlP}@W}Vl^=b*0LD}nUXN9~l+h#MeysK}; zu{N%9(sY3J8Vj7Ru^P>;iCL8X4}Ai-SF)dU;a=|u;$Wu14)OUZ$0wNoaF31OMoN#L zozE7wwvYlqgrxCkdoT%CX4c#mv%QUuNsF8?mpP9OJb(cA70o+7(P~KFi3o2 zaOVsGjUlfK{Cym+@6D1$aQ$p_$;F2^F6;{?p7L56RWU-ISIyGLtJcJyMQ$lSi`H2k z``KoywiZmjyz_)impfV)@ZKC8kJbzBT-;z&e=UI^x4imOm!;=~`H0?T>n^zXlxwn! zWSx=yW#zdF@ImdIuZ{MGI$^7uM(E~N&kHXiW|RFL9tucft4aZlSf;DJ=Jivmj25nQ z`E-Y7|0j;S#R4(C=eD;C$eU`f>0*$~&x(YXn1Xa7hwS$?cP9pD6l*iA;Z6*T>Xd`rKn{~^08m@#Tb|ZC6Pe6Z zM6C3eQ>BrpFK3D`p>mN-wc>ByR|#>^Uz~U;W2uPVoah!t0vQ%yIlR zQh7f=+$8?4*$cTe>J%{%Ql7^P{pr`k_}=RubXfs&n?f3AgCFSQU>)h})MR>vqF{Gs_}u zef>u9DBa89etVln%QvD?OZ9UO0-OPT(7d3b$>X96)6@jLeeuf-OyY1nEv_8b;CXD9 z^fCASZmzw*uJZ&J-z(?GHy8+gP_b6KnHSVAlyIpbk(#i+Mcw?IXrz6{r|eI#0pjGX zrJ^R!?0xvls+9U<60F76g4}0uWG|x#e9?sP|#(&W~;H*0k{eN_m zkq7bkreB{j+k~?jMLSqq!LnqPB<9yqa zv-Zs5?a`d>bi8{(ALy@FyP~^Cmww&ygN5F|4BaXzDtqiHJcr92QN&hi9!T&No4CVg z6C*G>Ia6$FULlX^;%ZX|X$1p}2$QIJFsBCMZ%hvBS;5%dRzsJ>7ChO^fu?mGxx;2c z_$@nDIIfkYoeTSkZL%b^8sSisjrrKY7s0LSPXx%YNUhM*+rV(I{0hl+kUS&Ey;jTG zg?jeN?^a`W7!d;YW{^t#1S0l(x|_^Jh|)a!N=wdmi+J`<34BUCcr!D8{Yak*k0Ca@ z>xqw*+76WHD>o|FKb+s5uDF5wgL#{fX%Uvtpbtlp#o7 z1!LW%*;>!h`9c;w=0#~iKlUi-6Z)(cPH?Rn;8GwN{Y zp>VmqmlY|o*M|?vopVnf&zRG5`DSh=FvFe4ABDFn&MoIzruXRlb!LKIt?moQ7GUIy zyPP5Xwroh(AFM*Gcy$4N!V*I;5TKlC+=wz*p;_1FLLmS33ndU*%&rmz{+FpG?bX(t zPlPG#8BO{xx1EmhIrb@|eXChoP`!q6^is^c2qOS(5GWX_n}v}xo@*nRzfM*>CSF2I z^}8Fw8TS;g%b%smeGEcdJdlI8US+TSoaKRdvUgFppLuUR4LEG|Mx>%mW6-y88sCnY zoh~}RpQb&|30dm{o4IvafA>F78#ORG-%WFyM_eENR&J9l9kWLf;~U)%eS=DxyF2Pq z5Bque=X5+E$S4dN*Xi5cw%{xukEHh#`wPG=5*l|kTQ!ql8-P%*TC;Fim2FqGv8H!c z!$mXaID__#ULQmL6YD?{kTI)oEu|;;;zD+3txyB7J`mB;NP9$wMyV z@|#w)^Q1o7eC6sUSXkd#O_-D>bH1wl8O2KSYmNQl-TYoVcI+-%zCHsPBG!G0WnO;f z_g&`Z*7DW4_yt}-?;K7Pt#p(VUcHA#Nld5a!u3vr7FsM~p-$~qLxv0Gpdfd{&ggnK zWkWG+K?x^evTVsUZC0!Zlb`d#JbAPms;JZ>MX8*ichs$1?DDhw^;Zsk`YvUCsNF0# zTNiy_hGOE#SWg@G`s@@2BT3jaX8gUWH{O^=jQV3b&h)_OHVD1 z_>CEHJi6hl#i^yXrbDH$Aex=>YPIYVmcw$+3D&T`y0sI-Lg||UXG!ixH5!IYOe5HL zgZ7~B>=;^zL1U!63b zXp;uyVu|iazrJVZsv2Hf{U~avj`xfw9Y)T)cWzYlpSxC@IuBd)=Q*2CuA6q{BL0ov z-UFI)rrYPxt)K~2Vd=C%2^B%8XU9+eu;-8$a(KBHGPPa00q!t6hW=YsbPcJA?QOyGN=Yk;fvX=ouZ1E4^R17H0)2(ZTky^_|xVRpYe^$TaQihTSWoRcFLt6 zSRt26FsVB&tXf7YWVgM)Tpr5zSWpGnnu~ygJeX>}WKJ94Dh9qI3ybJUSl0ZU;$^36 z`3hhksk#%bN2lcqll@A&VN$LxIHLcc$=|l!JkpiI_G@3GYGrgmEfojj{IJsFvOg(W zW{>WKTMa|@x!gV1;ALHRdzpnlnZm>D*Vp{7St|8?twbYt%kJ=%Z=lYrYC%^}* zVv+aNCXh;hpVBZ2CMtC4fdGm2l!7C+=Wm}ujk(Z`z+__dhoy0R7h(nhjf!@-B7q$O zH~X`%ALK!vp6`2_+nQ^&w|8d`b@wC83JqG%zWubW$;PnL;dc+L>0! zTK7n9+RY4liEJFjmq|MqaqFsy%I!zmH(xO5+E~~bx??Rq;2!H{rwe25kv(8jG!I56?|UqkE&`Smhc0Ryh=SWCOHT5NYGoOxxLjm*jI#l0`zVMZ37 zqqiRJCm$hjIrh46D#z@cEZ)^^@1Qz9Tn2+>NY5zoFy9uQ)k5qCXD!^92Q~f~6`-JW zJTxCA!Kcxa#Xawjz)Q4p?LDpgqmQk4GzXbrYt`&$@F~iCrT?nQl@s*cI%c_-foumtgzd{_qV{et zBKw_GuINr==J!*-xdv@i)-S{)=mW0L-(*B>@E%pKEn)1%Q}zD76fN@yyPYXnmV3N2 zl+|}dRUkL0t1K1l)8Q{tuu$d0`@OXZ$S7BveeLezVmj7&7&^R%`c66&7KYhkJE)Z&+BK-J##R9*bcd&-f;0663T;Yvf-|W z`Hkwq9t6SpzF^mbiCsF}x=zzM&dO>|Y`ml5zU3g}$?uE5rtZ9Ne;=jUv3RPf*h+&f zfId$?kY`-0yx0YCLAhcT(|vP*+w=1%o7t=Vfs&IGb9Y)Nsq(c#(!07*rsS>4?%2Phf%o&n9226b)bnfI9Ule)TgxwZrn%H zeh5CWl;(HVKCVB#gbwCwXH-24UG(*Ng3P->72cJO`S}4$;9#v{=lxr0gmR|f7%z*@ z(`@m#%-_LL#!c}mn?o-MB+g@B9 z(ynLa>F4%no0F~^a93i)|BVXjv$vmjekq#kTB`#JSym6&PLtJMeq!4T5x&o(-2OD? zS#@oZiJvVm`it~?r(d|w>=GBwR|# z$jcSvVwoV4dTq29*}wL#vo6IG;y^?qHQY!>@+8H5BsV3T*+z?6krEIob50V2LZy3u z86^EwaBu`~%4FKgm(9F(GsH0k_|Y1DDgVObQ8xw4xxBZ^ z_-{n3{Ify6Yu7!9xZe{NzU4Jy*P2D1m#!@|gl6)KXX|5LZmMMEGUE3CML5Tr$wYxN zlp9q%s9&>bmVi>axn3L%`;as32vSJ{9`>3v}TYA6|^&&z(#VB~v z)BWt?%9TkrY4@-t|Ew1dJB>`jPgL%-{&F86n9LewX&@gMpQPh*}K6fJ)EEC@4m*1H)x>h%rA9f>^=xae! zQeYj!^0(1)|9GZ0J`g*=kVMtTKH$E!u|O}N@kQubtt~DHFmq2{5QAS###SF!Qy0DF zJF^CM)i3>%-`OFT{+7P@L7(CnK<|X3?rVLexCFvV@z{*FdBmj*zLg5)1HB}u*MndN zS?9Rn-mG1Lxmw2*&n)idBFIV33VGFM>qwW>)Vv+6v;qEi07qnVYXFOm6pc=+YPQjW zSDN&nGOYZlube*0^;0Ajo{M8`2&LPNcQx$hZHl<>iZ_Q3Pe$iG{4aKvyzMn1kC-g; z$s}2dH5`ijUxhC<>%;AgaCGn1FYRL<+(iRT+7)dzZv2i=Z>3S~7>!!d`0=hc zCIU0e8LzW2nn6@|aj9sghnZ@Bxa!>YlQL3zYhVwZ_kPOI7*6Oqi&ANbP150Ku2Xw+ zq}6W_;sHqMa+9Yox){0bEg0#4LNt*54WGC$#%V@s@uruVu*@khGIiGa8|%s|Mg2m1 zw#Ls7)sYc(nMcRaJ`n#Uls27TSI^Y1LAYoBwgKM+uRo*%-abZX;X!Y5)Aam1So>`B zL=Htfph%^(+$=iPDd#st$|Pb3}?8(?Zw~fTUV-YrhQOFwYxv^fsgn8O%B)v$=Av|$+U8v}zVcKQaN#t@Gh}+)@CA_^a77`&oZYC#JzLZt zBA!>z^ljOoI&znlbFjDq%LOUv44+MpD>je6()s7I5KoKyfSc!Po3AJir?ykS=`Pg~ zTw)UCI9SP-Dk3y*rdX4?WM@0eM0K=nS3w8=SZ?K{yN;)n1@_p0YFDI@_U&es&B#H6 z2#1c24#M3bhEx>$^uFmzun@hP{w_u>3%M=6&*~HFj-cn*os|9QdEH=pyFEiZ*K3wP zCR3X%a>U;i#-h9gA%QQ^>8TfLGds=cN7Ew#Nf?@FtXlJSdt4uuEoNdjN4K_Jc5Y=t z-Yz_)AJ-(jg-?>#b@EK171G*#m7^wBsPpW)m*bWC@_xCbnhyb=cb@d;{hK#Q&hE8+ zsUPvfOuZ$$BbTE{H2zE`kyA?;1Q=G(25lR6rEYu|*6`)^E863t?gZROw|Nq}UWXjM zSP1Ll0~^%Etxvvc0@32HTFQ9#gas(85QQV26~+|hl;{+7+RSBlQlX_A;B5M$>O>R0!V zTWGD`I$r2CdyBXYzExVd)#gvSRcfZW1?0{A)PiBvBC(c}#m=-Q-*x?E@thBbg#FEz z!am4Vmz+P|b$b={);gIXRt@{HMat@d)mXKJ+pp7)M0e*;wb{Q79&WM(iO5S^BC-F6j%2)Q&>7RKg@w^ROXS^QO zJ%zpN10XMY`o0&N!-rTf5mKAQLA9uFro)?3BlndYu_gx(Vu&`mqkQa=8y#WhwcmvJ zMPaJ%zz^{37k!-NUw>D6o|2{c%_&Yl=Wwc6{@QYPnJBf|tzQ2l#MgM%pIz!Ac9O#N z0C_5Mn5}<*PjY3yr1O$}sJ1{Fv$i{EoI0P;oo;YyZ-X4I`uUdm3^`LhIKX&zvrliI z#grdT!%Bo(du=tkan5?E=-pu%d5*S)Rq1u;Z)kK8{$YAV-KYJ_b#D~V>{Zp}>eLf@ zrO{HyOqg@p*U~3Jqq%ZWH1C`8F-HzB$$BE=Es24CzymTU#Z~6Kk3J9f8&J4OfI0QY z)e&_^I@%MRK3}e1| z@a_TbgEpXx_Rqh@uzvjuv}0Qf$ z@9fyehe@CE^;tCzx%A5^ez7O0R^DkhWJDlddQS8OF>)U~ zaS~2?eCsle!uhM*tfRAQZd90_<3iM-hMu`@K32;1>KW{XSTWpJ!>5LNm;(0I8}grb zdV&Z%hCpf#f8Fs5(6hD`ZID&?n~wD)?n20YHK{nt9M?8 za0IjZY`N{TpPw+~ZTVuaxCQM3ykhA{)i>=B(&bwG?JtC!^ryx3Jv{}FIl7Z8wCl6M zPtoS*)$E~+HE@D73}V`W@Z^o^Q0E;t*V4~}+a0ST1Obk62^6HLdba3SgY3?wGECDS z=#L-Ol=MYu-L2UK6-Y3<%B(4lkK}T-FBFn+DmCIQ8p4f|7lmqlzqCBYx%K`^sBf#P zj|p=iDJp%gRepoCOPC+NpLBOfg5W&o2D|3Fj}rznGGF4rSzzlhCv`QVupnEm{xQ}; zr`OrNviiIoqO{lHLn`z);vsR1zlN=7hl1V!<;GO1Di@D+CkpoP+!5qGYu&$oLz1@L zs*9e8k`e3=cf+{Hz=o#og8CL0plh|(UF{{>6U!$W&<#RiA3{ct^RrdR7>(z-by;JG zIE<^(b*>=59z5K)?Ge$vje`lTjI2%rTW^bAVw}IO;<#RgKp=Wj>-@lRO!Ap+iiJ>YO}w z04=PC@{|_}XJ&`(CCt#1slG@X8Rl*G3Q?^A!sG+Z5cbkk%=phr5@B5d@6ngVj#S*5 z^zLbgD#m=hzM${Ux(Yzd(S$WskJzKHk{Y4O`Iy2l3tks_OAN5 ziW&1Kzdeb0<#FO~aU#rTAE;GfS}XSpb4|LTirq>|XXmwbdo^q~1pZ&-RB-(7ccH6# zz1AJ_fx6toO9Nsf62M!7`=^VfJ{YC~Gq&cSpY(pG?jb{9=stZt*Vmkt`H3^hkn_Qw zU=gQJ_c0|K6D_W4rsGN+98qLz54ro_UeJtQ%W%zlHp1I?+>1TmrXI=%=LP}y>7s?v z^=4g~gCR#tz8ilQ+wOA)orTV2`(8}=j@}Xea6be>KU;)Aa9rxmM&DW{71z0?tQ^tb ze45&=bDlT{$JMqo>F1CRWrETos7r&uQC)JtHe}`-RocFkDG5N=k^$QiKdqq`8!cu zt;ywnKo8XOAM7kI>7Z{DlMgyp^4;#}Z=0lW_??vw;0|an#HC&mq+4+A{jLt3+oJ;d zu*xIF=dJnu{nY)&EBbG9424{O@AP~(EtMxX3_{jAy zojYX$xyk4sWr;S&pD8gbXO)lH;yQ~@<{pV_QM=Mh-5Rn)yVq5h_Evbe_-FofIq22l zkQ#s@y1V!=2f;8V%{48i=aye*%{$xg*M$dLh8kDDIsCW~yBNe5x~5Q&0>`=$T7G5c z$+?w|xj>fRQ)dEVsbnxQ>T2bG%7 zI+_cswc388j=a?fCmA6-xr?)a@%Wi%&5e{6?8z=agP-_?y|e9Nub^%oqu!?Wi0pd< zOuzvOUXxB;gG>jthRe!iOtrL$guRdP;o7jX5?fd~pFL+3{wk=N21%AnvoWs4_(dfD z2Jc2~llR-OzUF7^&H?!*xBl=m+6ZIdA*i!mD?U-lO^j{xCexJ$kw4s-u(Mgp%gq;R zMI&!8nvz}>InDaN*?Cihdp{58>|>Q?7J0rrwkPi}Uz)lUJua1yL{b?x*>JPp?<9hq zr|)%ot>X2*TsnZ>CW>qS_Dw3?%a<$S15e?5=6G}KG<%oGj0*M7Mhu~Wf9QN7;T0$L z-ygakTFr`I23MSZ!P12SfrLVHK{Yip=gG4ek@;_bIlTql9NRn`R~M>`2z&QFk{*s) z8LpQWb)0QY{we-?Gig0#|F#@^^p^+}>G!4VQkM?DFb7?}x9|}Euo~nWZ{qYuT_G(J zsRw!{iIeKzvq=C|;hq=H>)U%%y63pc?_KR0HI-IMy>WSRIX9~5>%*JK>SwRSNAeA2 z=F?be&ip*DXY^VjY7IA@HLBa2;ZH~S2KlS$w{>|V=CCQ$i27R~raV(IaK_WPG2Pdb z9GT{;-;?!TbBP{6z%n|m@x1v}aKb!yh<)=0{Fct@xKiO@QL+%JmZqa^%CGSCDg3mz zp0l~&v{c&CCiHI^hO{R6*|<{CtSd5xiGYw5!=&`Qd&h~TPJ4#ex!h0tXST2EP;aWT zrSf*a&F-}j+(^qLW>4a`&Q_YXrN%bOu+y$Eh z$^HPH)p~iey)dw@?v3g!o%V6K8qX|1obIlz&}?|zQq-QW__J|d)A@C3cK0U!0D$>8 zTIAnx$2#3kHdq9arC?XRkm|*q-h28$f{ZUavnx7q{n!TP;n0~>ly1Awdgaxpk!nAb zSH#AFJPfU)`hc0=%d+38zRy~JuwbdJ9fUyLz^W0U+8#LmGb4DaU08eY6F7DmI>D~&?%QKW7d!Koy$9FYTFLzig_nTMf z#D6TB?a}F`Z|>Yf)KPB)8*5Wcn|b_JZ!9YEhXUh^^5m~mrg*p z)MtK#(3D+X2iNvi5n!9VT~^V*@6N=IV_5*222sO=6td5y-uvCv$i?wq95uKb`uEnx zsy?ws$xo?68sOQ0`(NNL={0^HL;HML)x|DKmBh`VG|S8>+hPi;McGwY!ibe8`{`cg zc6;zxh>iYN7=cGQzBRdGrE;mq@Wwq8StQCm`-)sl^!(L0taZoB{p{*uXlRQZ*subD zY*DXt2ojp5S%r^p`?8CW^TX?w?$%BswiYIUh69c+?dSWZ|lhkpoIO_8B z)LK)S)cOvxm_HhTQog(Z1U;P=dU&-zFK(d`D=)_}eAF(8KHYs!m(B*ICk@~2UM8FD zLg2wrvcz};>5GQUax=njauf?_T|;87jKKgBAjM&52S>%+)??6gtJiUXtln` zujk|4Qh$M;(z^0j;e5&iFj<@1dZn(B|8Tpx5CzAK&aLz4zoGLV8I`3<$jzIh%rTgQA} z{&UW|J3W{gDG=Ar%i*vTJv%L9JTh_)=+06wN7AMGVq1`CD6GBVQB|3vBm-$JT%q`m zyhoq}P!u|~ZSL<<0)V3Ni41Fki57}#w*qDh>tJYJGm`sFYe|JRU+m>)?~i{g5h+pP zDivXYiSM-ICrm0oXbZQ`$FH{6NAGu|U$@usit*PRp52xz;%xh++r0Z*XYyrNooF`WGAKxfff4IdbUTs zDNtXOBY9M!t6xz7{LMe5Epr;*%lc$A;Y%T?ZKK0-0h^;fTX=u}^i6;-&zPS@o?jF( zyub9l_q1Ff+H6$o>(o;0Z8p+UBz( z-JVVZR;yNy-__0!CP&+@7_BMywiWdVDYxn-F$@AwAM-g3@3>pocIb#1_0+*ZutA-U za@~_>}MczRx6QGsEBe^3-MKor>HgP1d8%Q^Y>p zAH%>;$NS3Ez2S!{xnh-~WtA={{_auzs^s81;{AW@B5icqrzmt=)#= zVe6oFN4rZ2n^V_6Vpydx5{$D0(jlW?^U#^YDXNHrO3FWZzg=N}i$3JRDU;G+rJ(#?wcL^nd!ZCetbFiOPNgZsAzNp zig(U@#7!#en-!`A|tySM2FVg(bd%J9T3(D%BSS`1yxv#=~0<-hKSHN}TTC-AmIpk?l zM&thMln&p(Q(INNYi=HtU3=pWz|hiy`Hs>zZfW~385_heS3O?mJx(jOYS$Y^9{JU< z?wGCG>PIqYG`SdGHIL@9TTx4nYrbL9beWj`@xwu$*N)i^>Y902a!Lc%=r;{~QH{k{ z#~l@TbJL$?hx0Y#O{0HCvog{KfD^a(X3!LCFR61X6N3FcPC;PL;|g&MO@B|DO9*~0 zHsJD^HkkJb%z2G{8@gDO`V;9bIj;-C-97tW0Lb@I)NPg9Xw3GTt15+D*y7N^TFyR4 z($!O^9!!nJvwx7VLPN4UzX+=)R6gYaP+S^ux{_>GhdYV>q-YmovWu` z`qhdnq06gkxo;H~zYt1qjX(U`>F?<6{jWIaR+a-4YeyY(|1PTmyNQ33a+g*?SH^aN>oq zcIT3HZw1-io0`i%{RMhG&%)j7(I@*Bxq<~&^a`1-!z$vy_|vQJnX~(A`GJB}a=d5+ zDRSQ}+s@^OU3u^dPs6(0tE^d7 z))zsgao@5!RoE`?_g7SS&grm#7B>g_JL=$XD?>v-pPFn&nl#b9O^!w`^jR~sZr;G40#T@Qbt8}O3LxXJdJYI(T% z4fxZ2p2!zaxBnhg$$<^Ngw5(*qFUMQ^UmKwfD^I%CWLVB+r8JbnziRtI}E<_9kCbU z6zB9{&tD_@gFxRkpT1pGYC_?|jD#jI6EgTL9qme)ReP&mAvwI{2vBp&=8F%>JYTs! zC-^Pi*g~d`&_Fr6>&dMa?Olg`g%@x?qMeK)dAT^4^T-GIdv6lpb@qRa@s+oDZnwy6L z=i$zsVCUbde)pOA<`zhS!jL%fOZ8{jGozHoXloarptKDx{yvYhOe)^8qnG# zrQFtx1f#*g<}PYJoq&P&l!+ggOpE#J9GtDYAD)}@TdtQN7_n_V^e&-#kK>@_RHF-wBrcb`6nBEcw=$2SKH3xA&R^G@ zi|+5aIdR|IVqf`c+f`{#0RE@5Yv@g7r^z*?etG}lY4H7MLF?t6zuaYMPg@x*9OOB+ z{Hp`KMj5~p0~zZa$wSe)5j!=l=Pd1`Qyw615n)k7`K>R0ZR`K;wNg9YvSpaXk#x=A?Zj11hbizr>f2?QD@3UMC$&=A@3BYFODFz`cb|f6DuF?q9NDA*wVz?NuLyv)jDac=a`9IlaUJ)tdmB z^;n4CxnDC>L-}4;gKg?(Vz^v`F$C%{7-@$A3mG8~aE*zTB34{8A$bUm_4WG-sM_8Y zWw&tF_Idvt>auzp2{qsY`xJemE{0ceykrv1tBkb`Uj=ZPY|%ia@JAsEJQ>X}3W-lB z={74kw7zzCtp9TKc67hw`Dy1qugy$*Q1fBJD;#y{Mn?2^o08XCr~fNVjGo1RYA zi_TxIlm+#5@2!waAXM_9(grkb<-RY64PveCOK19ETf-%Xx%7gy=h`{P)sUmjaK?A! zdr0{lbtaRQATF$&c(W(k6>mV0^eq<`TTEW2)xUl1!~UIC8oKIliW=E$fAFFG4Nt{w zq8=A7?+Ceq%8JtU;jqgDn$X8u zzuPP@;62mg@DSD_XEUZZ8twAw52+88o_>FU;lx{m=}~p)uMCdbuJ-9!>w3Y9N58W+ zEOYBWe;BJdvo$ckwH`q6y5m#zxh?aTW8yQ=+hJcoaP64{Sq==hXnfk;bk*S+T`^UX z^^?qT2qr2;Qaf-(plCS-%=_M^`A?e?_tQd?zRk+7`QQB7jlYQ8ul1)Kki3elaYvnc z`bKuwQKeG*k-gllGxkbki{X$;f8TKG!@^ZA9I0iSJ;;(UV8VX$QlN}2+Q!+2hF@5D zCP>3EmQ#kk;|C8?e}avgLDZ%elsqg9$AdmrbRPJAXXoNzbk63jdh+?9}UyZ|q4E}8s|4SCq(J~fFc0F9I^|6t7II3F@h*X)P;v*#LLt!Qr6$8yyU(A=&@VD`C0bUHCw7K*LH z$8#Qjj2n%7gyMbQ3i7sK4SCMcx|_Shjx-d4xHc&@Y3E8^cTMKE*ahY zvtdB}QEO(etV!O>+fTs1q&ydhI%e%N>)-?*;!d)VWTBewhp4_M!j zQe<_K4i)3E=LlZR(%Wn)<=jHF-#58tJ7@%*`WrlyVd2+K-pXHUR%npoRPW`6-G2{2 zVT!bC^lGVvgSTr<%v3Yz2FBVinHOI*dmVA zQ=YW-nRZZfwIXU+^K*0UULIlk$JXc$LnECRvd`X!ZR?B(SK(mOJFgjgBSdRwloZtRjSJ(Q10I;T=4|KIfp zSb(Uctihn{P*%OR*)9RDn@j;@@6A@LRut(zCQj{+jqAU~sHVsg=c!>@EpVNwzZ<&lRC`D;#etAlXxRWMMK>r+)m>~?i? zCkL&HnqSidg`K`XkDo}Vu4&-!OJlfUx%TVsT$4`mW0_Wq1>)rBO;)T5gRUnaR{?ct zu{Yfj)0UlQOg7Wlc|Bz}A(roZ+6YMrv}@HcLFzdn}JcbrReOoOqa?R-j% z^vr<*OZiy_7-$!4k!ICx)3pq;EX=7moIRY{d{_OhO41j2y+fpaG7wgM8oY!EE0^pqC!9$sEYI35KjTlyN;_ z$S(gEuVQea{!Iv4SNeh#9E?}gJ_Vr6T^hbnj(c)DKa+Ox{@eazM7nw%(w6_%>&e>Y z?|46}&JBc3zvK9n1&y+=!E&gxneKK^^~If6fS|d1O0))t`Mt3w?vQ%~@#{WZKr#2B zJANR;6j@1L>Y}kma-OnDFf_)Dp@N^xdn-43$4Y}L#}J^T79+V$5rbbj1!l3fsn(t$my z1P~^P71Ec}MosVTBc?V@j7o1^r$NoUe9JF}ywFqnNV-hOF%>N+USAdLy$-uQunaQz zI4QWVRNBH&qLhKbl|wb(2yQ{X9xO@ZzI?cbIsw=teI6k&^fn_nVhUaM(uVRd;FogdG}V01i> z9Z)9^CD1RLAYY+cbTp6&)B(rm#1P$ zodB4puDfsaW;l`XZR6`}Z2^x1{M+yI8)nyjTneShg9;y<6SW$w*QNIYAuAg>;iRfY zpHEBcnQKpkUN@xGU~j3jHae|x`=wASw=FX`Wyj8`cA5k;CZpj-gB4LUZ#wl}&?|`9 zjMhtUxnEy}`@*x|2-W;cB0_7C6hi{kq3=1oVmi&wwIn&S=SMacjlt(#MYNdT%FSbf ziTPEny6UtQW?I?)2FyNi6tC>IuKO%?SP3)?db2?H+l$@X!iQVv+_GZjT5E0!a$46` z+8L`xM6EQ7YPUzPT~jZ|uVtRz4E~*s%a*(Y%T9DK2+=ksM6@~oQ4B|aACKtl7j00^ zYjUVrwb8aXg|(HUjp%oLnkUTLz_wu&HnVi5ycP++{FAFN%s+4t(i|Fo+~m-?!5L#b zd4|i@8^jQ7~74ZgeOm+4VzD;l{x5Q-<@Valvb9NbA~ovC@G>x&;^j?Ei~oicodo&xy-g)YPqLT@&uECXTZ>k??|0@ ziFxq)`K_YPtgD(A5qlC(vvPUtWA84GZ?GDN!UWf0hD;%2qfxi3|J{P|JdUekGm}&LLb*5>b710mz!AS_1e{s)xw>lf{{ z;dNVQn^)~M=w}YLfTgB1EDuRSF{+zs4%W-`_-a{jM@w5jrU$KaH>_qfpl6a1iMtQ} zT$$3vdYOLt?;JM=@?FRm^(pn~*`Ged7u8OT{Y~=&nF&*--I;vKsV2JhBK_3qhFSs2 z-i-U6&kGTPRK@XOu;_dyJk|#M1o9gG1t&BhuHx^vSn_qGhUU&D-aRGXwK{F$f#fCI zfSuVsSjvIR_&mYq@3{QTI>VgLCc?Mj5V1^ja_r|aUKyRWx32#HhF<*>UeUEnx`f`p zFJWs~pkYvFwC8hasO9AHp|8_(Hpdtw(*9$$!CWA|!0%F8wdJT*iwpgnVi*qcX{=u^m~*m?;pZu*xTq&*?9nI z8*W__JFA{F^c@$zVr$nhPB*3PJU$9r#yjBK>AbB^WA~Z`-e^Yl{^kH*&-IMVPW5=7sli-FHw!Y?5sYh-L5zZ58{zZ2L8y<~ zIv!rf_QrrEOIFaqn2YSZ=i%<2|Lji)cO_?qW;)QV--5cR%31;{lsm*F&INn?uGXx& zf7m0p!+x?Zd!s3A!WKs9k1qBQ!kFPKyAmtmHTw1G;JxI8WB2e4d#%C;J1qnO7xX#X zwDiBqJ)gTjhO0oLz9y{H-^*y$3Pd!PAIE`uKFQ&@{Wc|ayU@n;030$$D9qI1c2P+f zpqL2XGu^N{wd^;s%2$72Y0H#`qcqGX((X>*)fCe&?uYrdVzJ-ts!|?iXsi8^7mVU; zkC~HgbipXtL&JT4ZeL(y+qp%fN+c))t}Iy_w$2yhMKYtN@>j0PQu&?u*Un{$omPB2 zrYjmZcKHtX%rJ@1k5d1E&xL&jb6oa7?=#1Ji6ve#9lGro5UXQ=&;gK8E|hk=pJ^?$`uUzvo_{Z5#UW0WqMV-RJf6Us}s%igkIDvjFdidN`PB1&J~MZnrJy~ zwNhBC*`uo;ps~HDqp$EabD0io>&+oplluHfU(;)Wk>-5K0lCP?hFK}VeuC1Pp83J5 zyy6_-et5Bs3Lx@1TQ7Bl+J15o`$KaM zPH`PQSIbpcYF3TxHGj=J`gp-`oxf`MJoD)J*~t3dt9pt+Go{RZWwJcjvV9o?vVm-- zai3jCZs(qB?*jFBbl>p9+6HzEMbaaD!5=I_{7}$WqE!;xr-D{#^XQ}OM?KM$k&qIlN=<-a@TmzYp{zgaJ z2PxlcckEpMxE_8ft*^}Zrg!4UnV-DAmFtazA^LICr^L&txm2k3wupUqVbyKbm$yb$ zgSpKr*4sNMk>;54;N5L*iS|Xgf6aYAD<1~Zq18G*@*T8m9u`ZX#KRsXuSa9mY@Z9< zJJ&^Xtv}l>#smrF4^A<6mp?LxPdRzY_76?vm^um)$KuW;U1fML(*nqi4i#_&waJRp z$@|6CHqd)t2m3_ATIiRmm6b$`mvI0%45kdr?vKw{d6wp>?o^TMSx^Mu`v6V)5PQFb0FU3C0mDcrGn#abAnijjc=oN_C=R}LQZn{0_ z8Mn7*@h#83Dwnc=Ge^P;oa-0*$Yn zrY`^I3R|o4oY;QOob{K@rCVAgXnhiomRpfrmY3+A;|>ri;*0o)UI`z`dJQgX2EVRa zkvCh@OYx9x+4|#`-6?YkJ*=BNKbD+X@6}&a>0y{qUrWjZ%A%!aU>_Nwi#iJ|?6AAq zHL>Ain}xr2RB0TaGYngs3SC&8hkx`LVxX%}cVY~&pk&sZ%`h1k^MBbTpbOLV6gNr3 zK^<Om;0mF&03 zrnIvEt+}Zd5kBguo0n16FRh=#XF#puItw~`t{5ro@zsd)T zO)SVRWcoi*vAQ`#s$D^y`Ip;@rxMJepG@J=Zx0){h8rxaNpig*wby;p{aXYYAonY&qy^S=M#zwgpUZ z2#v1WR|qu*14gp@r-Y_;kA-jM>EJdWfiALdTt+9mZoOQK-9C?8^M(%5PA4dIzMW^U zy~L*d;I*0nm^9*==`(v3d@pSGBpqXkMp%nlf9z^EX*<8#>}jl!y7^df=^i#2&;;fQ ziB_{G-Yv#L9^iGU{|oZk6*_1`x8ptX2SGfx9#Wp4#kSSgE zS1m<*Kj!r}nFiSo-7d}>?NY-VU?mbEqJK`SlIh!nk!esURlmY$;OIPl=GcygS8sAS z4;0y=!sE13q)4L}0O0A?Aj~(6T*+k}wj1h;Zhh;S)-06gCx$&vzLn{+*wuLdsmbs1 z@xTkM&r<5|B*+nPI}d%h?0NgFh~dh~4{_CDd#?r8-c66yLdLdl_Py;UwL8_^%;;Cu ztjCL)QyM98Jrv7N|t?fe{}*};d;`Sf(aSj}HdXFe6C+?Bgsf?aR*;<+ni zj{)fKOwH|X`!li=T83s{1 zC2}+iA9LALmr2!HhKs;bgU5Y!+ zX!BEswZ2d|Z-1pdFIx}}y!x(PRCn`=st>(VSYMN+m(&~c(|o6@+{bGFGnV>2z!A@? z(|O+H&%>mIM1N9wo)~vxEXC?_FzY-F*RIsN1cGRfJ`B%4=1JeT_BJrKCmPdTPse=f z$f-7ezc(1fd(1>(^h1^Akj0wtt4tY(2kvn(#=Gwh|8vDv6}Y+W3QjC(Uh(F$vPnM2 zjTdO8=-d$ilFahTDY2IJqGj~6_cgf>uvhWfX{)1aC!TFdP8v1KsNtkJ>`Zy@p4|-9Y?e407N-jBjd75UdEtz4xGmjjPP}_^ws#@uL%HC;cAAi_8`sICi2PWz< zEAs1S4l^WFpC`ku>Vk4(zhSmF{+W&7BdQwTtb?&+uUZT)>hWB?;xR~G0@p`O+ zjdii)!1+3RmH66w@jU2>4$xhJ*?eEzY&~Z${ehOC2f@E11&-a^RBHaGRy=Ye+osj& zS=AuXi(;8}bIrzsS7wE9e>c^>x1Mr5-+O0Fd(WT~kk}8sOW_zPtJkAe63llaxl{;Q z@i{b9=N|c~gbU>)8yEbu1eXJ2vNg|#-tZlly7g*S3!Cfnq2$olsNByi+EkLzK)PD} zSNtEgLPAylfN4nE#Ax|U|iUjkk zWwcyj_)s2_oQ>RLcQ8}KL#q-Eb~Gpwm)UFyg6GRe>mRf;YN>5z72|v#R6Vf-H}fCqBl!M z-25#f_KU2v(YSw+^1agYO1p?TJnZZ(y+w{zN`vjTN~-%69C^3PJ7>dsBDqCiObw!=G;Nm0A-NPB&C<^*xJ7DLeu*`ZnS)#<*USUb+$&IY7Q#E zZ6O)n_!JO`s{a9T9DP2$fjwDR!pfjM-7v+|5CBBQo^|hLYgGyZ?1xd#Nj-yF5RGno z@;keJ1N&8bwU6MG(jV>0cLD>tz5L|f5R_zz0z^FCRl=!!~OjIoZV@JxB78%vHiA#z zQLomWliGWLMW*WU#YOsTaZZ<`H(OawkP9+>{`npQgQpKIxsE zGAdKLcOErcIjuhEOgc}uB?K;Kky7`*V+KKbu3oRW*|Lbop03hGdT>viwMq2fJGpr2 z#UdYJ@>xXp>J?9&^Xw9|i7iacPKxFBg*Tnal!qs*4v08uF&W-uvJ(dH8pJ&>mG~t0 z3)yGKe7jp?22P=RrH`aHYCn~wtr;ui_OU2PT0#7|e3`SX{`cwS@r+Z_1ABIxNA>Kf zZ9xBtJOkJHoBvh~&F<2jUU6|l!be1-v#+z|11+Ze&7f>M7xYrN=O;572z#pAZ)Vc9 zJj&FPV2$z>v(x7&NKS1xK()t{J)|-ib+}&g=~~~6%q1vX-1FcdGwyn)q(A(JT^jPo z`wX@OUz5~pexbjAK2ko@eK4xy&!^n)cpa}_psyulydr*2tjlE!=x|SO&&CD{ zwjNABitqJ=nw@ALtlqEuRi8~5q)gZsJv})MST5&(%MayFZIW!i&CP9t2*RjbyVvhjA4^+xG`=q*vJuX#k+C65>MzR*8lS{} z>r%AGyC*JkEkjiY36E~F!z$)zUgGOjrV-& zirObjRJ+!%LoD90Ne_88@mvfC;&5D@-@5(8D5%>%$d*=;(EBxqvkRp)bs7(^Ek0YQ zocxwcpZ@ywq_~<6=abZ%m z`HuD-K)Ws<&u4Y{jW#!@&wj0y`t3!B_|8=)9~KE=?l)D&e^rC4@ju~`&iPdnYhFhZ z-AzBm0Xk~fz$UADWJtF2OCmArui6mA+__;J7{3m8kzx`)@$AVXY=Gl>l@XLqZj`Xe zn0alR;?-rf8eF5ybB5>ZbNTzrnrAz%Ca_~&S3A62D7WXUHz1?-y~4it$1XlFsfKjX zb$AtP&R`s#o~@>q)*A!$SbN9Aq8FU7Po4PlrhBX3pueBt8aFK~VaeiT&PQ#b*eS5Z zmoc5%U2~%y*5;e{%`NTXr{iv}--%aiOJ;e!ySGtZ#0PG$K-X=+CeOQ zN@jWw+_6QkeEK*~BiL!5jEki!_!>d14QKqR=;l$3ZsVw-aT{foAS9&FPs{i7zKx#u z#n+LquwZ!(xJp*Psz8}1$VDJbUZec;U~#^pf{tOgJ>?VO5ANAB_0q&)*dZ|i$7Su| z<#vwa%C?q!@4g1~9I^h3M;{|wwoqt0S%@Kn z>zxrui?nNpV^D6vuYfTOc*(vT{Ynz-Gl~8paXyhKjZX7 zvmk%PdU0@@%kz5ag7~;ZS^F{QjRrv1c#nb{nAR^o^bK#(nKH)B`2u{VuPxaBDMzyH4PS~-Y-|g zyjiJ%FsQ3@P?qYJN|hX0)QL{%uoypji;%ECot|BnhqslEuj|VOzfgLB_&VM+Im4|| z4&AXlNAGiNv0SpSgd=}I$*{I9q<_YPdCddPm%^^6=cufaKc=WDfABbU*zW84HEzrP z<6hiM7wmZA&SowQl2mH?JzJD20jAZ2J~{r>Flz})kj`AM?b+R7v+t+55W8b*zdoM{ z)ngD!BB-QQ2`I@cB0MP(r`g5|VA>?zEIH#AMsW6@DC?7mayuP>RJz zgjx}e`LG&R*sV5rp{lUMR(CN)b zfim9Zjr8N~9M<1;*Of~r8{K7X>DJDz=y9n425&s}aPnH5ZfQT)*l*UkPT{o(@^n6a zlJ}0`*IJNQ{nkc<-l5-|->6JZTE)V2eI)WKuiK~BD674erpEb(EB0*o_1 zxM)zfdQTCr-M*iJt@Y}{Lw7mw>v_2(;n^g@XP=DnBkog~+=Dg}Y~vu*R`oPHY!SycB-XVwx+q3JCex9M5g`@~OIV+*<&`#w#u`m_(m z7Lx~hRqhWjglj=jY7TB*`!#tMJ?5`en=QTdu!=e=K&axD)l&{fPX1kOWhE4;7Vu(3 zbFn-<;Ifv5LU0_aMpZ5pms`xM9n-(oI9EQ<*LdKKog)^Et2N2-ucg}|{!O}pn>BZ4 z&L~AHtK{Tt-IasaY28k{9ZT6s^}oNz7_X7bBI^)*0ZGzpQgD*2lJg-B^bKi=~Fzp*w-|4Ea~D*Fa^fEWgy<%bj&> zEE|Ugu>#mx#BG4d6FMdUdic__Wu%>DbG(2WrgQ)F&aK}*5BR`ljhddM_E$}sT27UM zX6Lw<&R2O*2#zWdZ;16IAp-wNo0E1M+GD@viRh4pHUU^XlfV6I&f zHLN(*sGi46f|Kdxy=}1#Tac9R9DaCx|Hs<3_WlDbdX_rq1G^s#zfdq4?mlw;^UDII z%3>|^H9O4IM@0omQei&5K$qC%^aZhaklK<)nvCWtGd3`+UswHcP04zOuc~WP{Z5lx z7eDS`QJvR5mF)KLo!Wagq1F$<2mla_P{R1Y>L6 znR!a?@HD~?{Tyx6l2PNnCT6qpMio#)b;^Tr_HAtuo{+TD;e1@yHVR;dxg{<%#uIJ7yg z*-mCG-&vr~j*Wui0f?q=<*vo|-s1e*Uy3}2pS5D^Y3>M^gL;|K$e$3GTs|vEE(Eb) z8yimkDoVJ)8+(5<&iMdn1jzmk8uzbe$TCaMDT5>#al$$-dy9Jhu)DxizSx*NSEWu) zS9<;v=AURKXqQZ$nkP0g159>A>iwO3x3LA?0L{d(l2~l%#f`Uu-uWB~H?P0DKeOVU zn$L$2G+)O`+$lZRw_yOAR!eK2`V(yQyd13EtAK!2fvMTNf8bQ%3F|Gb$WYfMI+A-z ze>@qshOb)7UF_GBbsjTQ1-!&nYr;&f)3SBc|E=bxe2{# z#V&MSlcnRThu7=@-#%+P_26lX%r zUnDt%G+?n)HSh;1a#Et$#D0NP7RHMmtkIrwgl0!yz0?aru6ju1o$Eug3Fn1N-}^o}^CV zBpgI8SV)R+fc0F@w8?+f-%Cpyz-1T!&DsLu` zg)LQO@l(AS{Y@jbfqi_MiU8R!wSpc|#y_tE$v_EyA3?LB7)4*n6e&T?PURbC{y}9X zSJd3kZt}gvmfCd+tuftwQLXJTzfso18C820>CGX_SC^~jb9Kg(XV~YGsvE-^a}(UK zMw%Vb$FchCG^)<9M$TS+ToTeNyTDMG92cf&{03fWoqs6H-<6asuT|<^-YClXsPPIdFn@UO-NDgMzfJi7tvo6FCcKPhb-nJ1YVJ2L3oDt_A(hCxW7pg-n) zuoZ)9ag=r-dueUa-1EIV1kWAWo_3oT!|+=Ac2P_6G7yS#)Y?l(<@m+>`yCm#7Fc=S zT*wdH*wXj&NJm@NfLOzcX}qa?*^~bolhhKrz565`EY=l2_jxwjQpKuFPLuo(=d}ez zgdq$4!R`I-NftgWqTz z`>Udb=Zz_>Pma7kM^NMFpXY}{6I?j3=FK?mCw0;RTJUU45rc1CYm7MS0DZ$IY1bM)pJOJMf(^GYXMMB+e-JXX+LsVPpT z_^rCA?pEyJ)`s{f4c$MHsr%m%PJ23lOt#kREwAo44c8_YfftpfP>p_3g z>6o;&O$x|V+8zf>Hx&eWv$^g*TzjM6*-E}Hh7cwfQcKE^!>-WTR@v+|k(#$<A#wbBUd|tDz6`qJ z8dxHk(P|Wb(jjdCjdX>I7HS6Deq}mZ-m#UG`NER$Ef_9%r>gp{w9onNtiuS}pzmyv zS^>TvT;}RMX{P+_oPUMzk)fJ)0rsBam~^e>NZ*0D>Gh@Jg}fN;ZjV{x!L4_XX#xyw zxi8rgcB4fY&+GGLN?lo)Ou;Nsc1||ayM$n?&-`U*rkK3ytb3`0E;#cGG{DLdyju^yDy{JFU)(wa%DGBM-(Q4 zh%aNCYh>?iR?3m{0_*@gr(G(p>_%Uh^-V5*J(ko5eRmn3)Y@b0L9UheihF)ar_b;1 zJ+$)GF1o*F6R(WL{$Dox%rr1#RH8QWlpj$^8L}fV%6BCk8E9Os2%0Hs@>S zg_bYQN2~C0;xg=2_~?cH;fKi0J+#cRb#1&G^p|G<_0%f3$6oIG{geA_pQZYtf#t

uNeMeWxslL(*fQ)UZ;MmdC)76_Q2erN@Y z!xl4tS*>{1d%9FsPp`#=nocoLTTpCaNgtfU0{zo9nyxODF^r-{GHktCE9f*1zQ>w= z>&uhdYFDRZt66_1fDTc2_jN&?KBu*%5NMES%IyJHuGnfX>lD5Fz!&1M54IexT~FQ? zG%z-mvwCu;Rrsyj^~$aFj4Qo^=_@XL9WU>`aO$7RGycIsDLoyDvM_R5GSzC>ZmKW$ z>F2GBf&N}nUm z9qQNIXI)J%xQPmv+>x~T9%o;_{n8`M%I!jhwbDZFbZF%7!B8)smL1+omaA>KF8>Nf zNpAUL4_kVpbNjxzwMKwKamZo_@}SG9A&rMa8cG3*q+qshX{AC~RdkHjU}%@RgM2Q1 z0!ApoWKs)8=X`NYu@qpp^??rB1@Wsb5ctkKCAcdNUWys>#iPAOWLJveUd)W-vgvF( zhhK4B+7fL-(h%{f+(aEx?yJ{vI+@~1I(^^gAF`0m8<>0YR~67IZ+6&?ufZGPm_pc! z!e8uVn(0CjIm)Gyyt1}kqdGbY`5^ySd(E=CxFmF+^IK#&fs8m(yuyUaDeNt@=3@o)%ZPwdhmPn^Xu#WpTualm4Hcyg$F2 zerF$n4V2ER;g4|!Tq9h6%WOXL-v}!NlYUe9vaBb|(c7%B?yHXRaXit=zI?QOc~6D; z)}l;`EZ-P1Rj)!&!?vhBI#e7f_htF88aB%I^HsF^6}A2u^6TRGOw3x`3;PE@N*iP+R{CowcS|DO)N zG+HRcW@Mq{KHkMg5-glzFx{3~`9_uuk?G1sFS6O%rU~riYJ&@P01Wx_TyKfV5-;s~ z;~X+Ad7P5NbaH&}zO#I_)@$3C$g!fC69)9#smt@`Q7i&}(8Ce6C`;}-p zZjCNGHQUu}z+=SNa2_#7HT~ZDO8(94WIJ3ex7tA?->OTDQ#h1pj-$rVz&@BooO-0a zdr~o-eFYK35jLDQkMOA4Om?C+8C2`1sV=|JUR8l`Y1}}~re!3%xz|iN;xC$dyl!5K zrFLG<*`udcE-Y&7de@!H;59h*KGioFGIE^}dgITWzQ}EHva0t0cJdyt=NNClBL{*B zmGEV)0;@befx)zP*sq8IDz)7BL#$DSefISBjIKY=55=zJ2CA^JY=*uer#0uL-586M~_}^?dRRUUeZKLCXFQaJl7x7 zA7KQ(iORIaY|IZ-ctC>HQL&lmc*T|YdYspCqwB5rJo5?5#lQpTccbaJT)(Xx%S0&t zWsZhN#I;WyP2x0FvC{WGH?vinzE?@D4^UA~05rj>^-FdiOqt8E+7x8o&BT$w#BO%_k9 z@9i+L4Q>SN|HV}R0ZVBE2L{1sOV?@cI^A8rkFtiXK7Wsvfxu=me%AAQ=`;lZKhWsv zH@pm^?Qun^VffW-{x)fCaZd+vD%MjxwS>O>Xul~W69Jdjff9SUrI!bb>uDiW1JH6z z$veg4wNuE^yNXync0&tZd~M?o2C4&XpHyE%-uYVolI*vx7>+V~e)%Zv>&}wFD90%eW;jvCXg`!ztM2&wH}J)1T?ub zLX`SqhSC1u)#rns%Hi(O;}DT@Yh+SoOeWWrQa{!ys%ucKs%tq{LA zvno(-ImxZx&H3c@Ue;DG=1W(p%bF>4lV^#4dyvnL+rK`Dd}^mAnsbLQLOj^sc%|7h zr_L`if{~R!{Hn*>R6<@Y_cMI7@3%j&&It-Y??sSvp`(on?9@yjW9LMxqe>v^$Cq#o4o+f0S5lzPaxuz2Y+^f4u# z21NDeZ+bPWwH=_8w+@S5xzB|--h51r;J!;Bk^Ooc$NA+gm#wKFcc%tCt4T&w?*!S$ zjal${Y<musUccubcC+Mly4NQnV-j> zy8$vQ{kjN&{g#9nHS?&=EUq6d*xmvJ#XzIY!x)fV?>FdAnFQm-$$~Mn1$8hAoo`z} zXG(T;xb_-d{jc{oYzVrlyj^13EWhQY?e@U^nj@C?uD8YI!(_pmKj9lJ$@4?Xp6hbP zexLze;M`x*^9P5E*w-OT)ZQ{}A74~2+4RV^diWNG(+~eIS%46IL&xF>XKS4M;GOIhtL|-v*kn2eEbdKmojWI{EiK5eKgfZo%x@W+N&dCaAbd1 z#aoKkDfJscR`x*6wkWiq`&~ox!S3PgnalOG^WJI~iC2~Cd4o=9M`J&RDp+yc*X2_I zAbho|oErNn&98b~JYb*ebF%CD3#xo?{^yPNpPnE;8{;(~RCpZG0O~^7uggj;ZrBsL zE`;g6TIpXOF3TO5RfmwD_q(57X_05A=;6i%lrUC+rIv3F~MR%yYG3Cs;DK z_cSP5+;;kWSz0g|)?j?^pw4Ay?)2t-iZ*98Il!{UK-zLa?8|wzYvirD7IvTQviJQ? z2;zH4rb?EjV>N4x8jZ@5ZKEUQ^Ltq95_c~bWr&58x;r(10EB-N9jum~) zw#setm+vk#lcI+kxDF3Yd6KlG&E-qX`Xf=Q!niehu1@=BNiD{C!zjn(c)J~EL`D$^ z&%VcI?)^sm0o)xueLni@;FBBuY7H1$V(}YfjD{v$h`mk?`>cUKW0hqJ%JHpQjlNax2 zYTAv{wdWMKO0_DAMJ!dO%^jese!+a687SW@UJ8tI>IMyUhIbXe`z z!^tX-RZerf?Zu?bOw3BYO+vh~r1uzC%&j-JyAmHKK~SZFn1Hr+c0E!zeQ|++*-qd(GCTYenU^#(Q7oJnx5J|I zmwR`t_zuF~%5qoxhNhBSyCn`Dh>qB);#8i4Y{}LiK&kW2jL6p0Vl@74EN#7cJ6sFv z9-RC^5{`5lN7sD;b$C|&R9W)Z=bI(`VeWc-&l-qVB}kvwadYC`ki&E>Mfu3j*uPnA zdo8`PLu&?S`p<8Lpv^W^W>RZzV8oY*s=IW8l%J*h#(Wn%+m}ES1vZwdU$;B?d@CK# zb}I~^cwq_jfBx~UMXi!v(Fa1l8(6rvp&qDI5uGq7ep495cX4$WpmuTBPhRaI_$wE@`zu($n=dvF;BE{%?W18CT4h$y0b z4fCDLH&RQh@cb@XgI3A;?n0c=@^DqA$iL3c_v=))|MSnUwXXkRM?`)lLXz-NjW8L#;_F8-IbK9qLZ=9v$bG+ZLmrMU+C$?tc*OhKg^25^p zlNy#nKq~h}7(RbauQcOl+{P`Qq&Geo%s7;BTYg>0!bVU?3e*Bspw}d4h62QflOdja z)==;pEpK^pJScc_aYOd0+MwOdtuE2(?RZ2Rd3KCx-#%E-1LbxFn<2OznINr}pSfVw zrkOV4bkEF8AXV$SHrk8U-9d7hs|7BTRY~8KvCar&qK_&G%g|Jd8^l*B8Tq|hEjF_Y zkrVe1KGmZ2>>-HdW-F*7r6xA@SC`cS;z`{E@MOXFxxFp`558^*QV~vP_vH|QQy(5` zpo|{Rr+u~WLAC2R@VdjIQMk-{R)1bR%$nK`2@g4G{-d*y{Gxla6y#Ffq;dcg6K>l5 zd$0|%nK`(4E{EIYd{psXlkU7w3s-8kkge4#ODu!FfZsiDj#qn1datw@^4qfaVczR* zF4LP=eqbQcS}_%S`K+K-<{?iLaa46Oqt~`u?(L4`1~l&|4uk-6zodGT=QF}a18evW z4p!nj6jm^O>+;U-lF#LAiJx)p_AbPq0nV++&il9IQ{WkdOJ*=#-m&D`{BfPVVAynPS-yZdz@r=v6Rc6%LUc$Y- z(z!Zdc5hpqH@|TotUAc42owmVQ|bnbeXF!9Ux4H+pO?NiKlWN@)Uq?wtT6|@o2F^~ zRVi32v$jPy`onh(-Z%P2rAMIq4Z%Sj6;a5A4-t+Qhn~I@Us`HwU4lWI zNUc|^N3T0U@|fS27J1@#McYYnd$Ha>S)8qYa%@iG0{RH!yZwG_nPje=YU7RdyzxLN z7^1b(6}+ym?;pG*3nUk+KiM-v`&Yr zUl8-auk*)8=FuG^wLJyny|vq;M-#uoZnKWCFLBG-xU*i(q_tlx6NlY~ot_l4Z5b&d zYEp2%@sI45$0?eED!)9QvVW7FfaFK03-Vzt^WLrYT) zRVMn@#}mCo?*vaP`7+QwDH(oeXTRBb}!gqp4VRI9! zyZAkRLttu4RdUHuZn32=6xsW;LRaI;-9?o_(xD;D)^|a;U#_#6H0%2}bTxuSDl^n= zD!;fp>@vO-AW%0d6KZ)Qk^i*o7u2BD&Axuaw_Menp;0~NH`gOIS`I#*wHhFRmwivw zdHr?{GyBgR@50v>Q|E}>a`*KiQ!)Bwef`0?^T|~^7iQgg?we_CIg6i$lsUAVLKgA6 zPGQ;ZTuT{{lZZ9y#2=?YmyB&d9UYNW$QuAG{M9n!kp0a@{oI4h;-9h1&1Zo>w|(cd z$U}JT_()&3Cy`EY;UeAnK-p2_G>DNxww37y4pn7l)&mkc!@Odpr{(Lrt?%zt=`r~Z z?i{*yR!_kaC(pY<(}yh|dy_=nk1nM{D9h*Y622J_MbvL=)hC6a%Iw;qimHtd=GB-pb&IQ%Lu1~3Z5O{scbF$iJ#y2I z-;AWkxVsE9+n0mQa`!;>x}p*=Et+2$x6RYvja;Rj){QL`I72M&t?|*~iRkllyoQom zGiatUo?eDFmHr0V>4k-aeQoy~!9EJ6j3wy;A@s}d1(+u9>Q0BpS!Kff#`?8AkWYQ? zNxz4;oX)-5`Zs9%R_nPA%C;=$u<4ubwCRNUuEu=lG~7vjA)fRa30J_2?63vapyyI7 zuNJ%4aqPFn`20^vqhVgVM*>D2nGFmA_HPvhqjRPll{u`P0tG5IA5@7U_^MoAxZeg? zZ`D`>pJHLT=ft-3a<0?)w_q>wnPLfTfJn1-EY^WhmL3B1;G++ql)PKIpd{Jspfcvhs*o9wz9-Pk+PEUlt%9#O>M-T(DPhv zaJ0AxxxISnXY~#yG&vDyR*)tu+m2k;lC5-@KAb!P}IL|!|-~DGZCXG36AWl zk4|M~@G{WavI=(fA8SeM3YL7)ZR?BCDb4p(PSFHReI{iI~3t<#_%=MI4DdroIGXnq!#wcpq;6CJsY z*Q~fujr^w~m_P(SQAf!e-PYLc!ISIZh~J6kqfn(NJ~sxyu7Oop|0Y=x41T4@$@5`M z4sOKG*M>GoyX35}DOZ4eE^dhKYNqaTj^&c*;uUY(;L6d+Oh!%R;3uQOGc0<0AzP_a z8FK%b&Esczkg2>g%FdZYi{kf92%9KbeQG=3-V~=#>`tRP*v7Bj)zx7&`WW3C2a}mj z(MErL8ndYcXuNY%kmJXs8QK2jATyK95z@cN6a>FG)9kMO!%X_hmrFr>fsTxA4MzCl zWG>#L&KuhHX#TjFZyt+g{8~E9#eFo-ncs{>yN~L-I;KJNh$?0VO1+JcjN-`GU{wH%~RLeZfUrFCTO)R>VCrfWLwDkGElQm z+7^(zrb~q^^zq8+R78yiw_1UjZF;Zw%M3DbQyD)NuNOP>B(bx$rys=~efLlE$4b|r z9a51h!{P%aJBNx~uxlTFr-*oSfd8KC^B=Wo{a7mAg&x!lbQ$&lpTvh}b4~4D>hO>N zUoBtx1@bc1Re?_ASH*f<(x_thfcB3ynFK;5sa(r)lU@ta#%W$yJ)*Sf!Nw*-w&* zRZ=?fYNUG!VsoO*gZV!D=#u(YVa`ShQHF*zxQjP+kfvwRf*>-oq%7<(I-WN}W!0(K zqy6#2%5(S2w!JeMBLQE%H%;gEInYM=6&=mha9|E|+k}{}mH}h&>WEZo_u=}SI~;6b zXy(R9eEL+Y66%8>T`5#tbO7KO#JOLDyvEmPSiv=30-T69$oHB<#9AmF(jsB^+_=v$GP2S&nWgQE^>o`tG0#WR6x}; zL|)5D{8~&t1L^W`4s81byFiuP#G^@Did!wON(I9bnlDcaBBL7blTfkSD|5oNAB=Ni z$BHc3VCggiNS<<=>{*!+XKXzDq@`o>oLwhQeHT(2(66SR%JjE@|zP3;c1gL}a z^#O?a>mT0Eag&j#DDpOdd+NGHZXPJ9*N(fW;_9ZipV*uI<+>KZH>wUvl?pn8P5JXP5nPG2g&fXAq#AzwxyROj#%> ztz_j6SMdYlOUyWp^oYW(Z$^_#CWv`$Lq0gC=w@{&5y-41&Z7qw&dA)&GW1+7LulOa zI-4lDlJ%NyHJ96_4~w~n&5LZWR#6zDxF#P1wBaO+R_~pyDHS@;a5=mHoK2s|f5jg> z?h^P1chCEzM`Osg1I6lJPBoj#&DembL(Ko0lb(?NzzaG((iZ3rC$ZTJSXr!0Z;UaM z(}f~$E9>G1zY+)GNfPf_EAH*V^`16B8?+FE-t{xLL{k6_9s7Cu(PMO#2Sca35%{So zyB@NOLeP6z0{3vjyqWK}#Cm__)XeMMI4nw|25M9`!tIuS?YnPqkk?eSu?RDHV+%(a z1cTRpc12w_!KjG>0>%fk&M?E0%()y|$}Tf+Ns^XR#*D&KH*Zf2IT`Zr>C|?cNQr8z zr+8UKuSsqIE^oIpyFRYY(?=eQXQ>mE5AMTxCjk%iykg)C-!RJ^_zYiz3eoy*<;MAA zTFaDxAZ4S)+3WheozQRaI?%KCn$ZkNhB}#1+-?GHN&hx!>~1)`n7v+{#-?G{E`Rs;Kt-yk0M)ci(A`pY7I`D z>@)jf=}}#T&nqwnXSvBt+D$&idwvuZ_s;{fe^q#^cO;4plQ;EKHSXm$D?GJ|Gr&Ish$>#@At~+qq>J+Ic z*E|_CHuXBjbFcCkier1|RE5iVlO%Sc@_p&%MiH4aPd(QiKW zJi!*LHM?&vBj@S`SIvK)&-FuWKnk@{9{BirczG=m$^`?8eLj}G>x4Ng3ra5IK$2VK zYW@k&aB2mnM%=9X`4(g=5B~X%PEY`m7zy^I7R|!iUIV>LkN-Sg^E_LaH%eOJ8xA<& z-lU_IvFmP#tem;1&*rLCtHF2+*?RUAUnATGKe_E}`dhZrbvR_R7pN8P0G>~lc3`+! zH@HrsU6+tBiXH${XZk_EQ`w@O+qgD_Zbr+Q@#6pZu4r6||xumZsC@%u3mf+Bq*Y=GrD7#+L}% z98nkgbGLCOSjjG6G1kR(tIq&F^8Ow?*8?$g1*_C(Hus+s0D9$N$Nf048Xb4? z!Tenv&c37CI=>v_$KUogX>ct)-Ke8vnqr5ic+eG`a>E6~T{_#zl495PX?>H(!%ZWk zm86+qfVgKzx8e0_ZTq7` z?*Th;{Sm9>%;`^X`ore1IkU+}i3ve-u~(w$k%3T=(~Pr2bR)zcCbxZ=l?i@sJDK^p z-I;hl&wDG+J0%M&T>@*zqHfw{)4mO28DDw7vn-y zC>(^oTKQ?mDM#0tM(l$sPe8idV84QPWc$=O9>gz`Mth^zqR-Db3_wdN2ExX&6>w9zwm)F!(lnCR<6dcb5BP4vmSFx*yW_%nEam6p+6 zw4&DOXW03WP@SMMqc5*jn=rh>rthU~Wni-NC-7!k8ug>-Hd6OV4`0?yMr}X&E8nC2 z(6f6Ba`(6zRbWKq#5`O-3icwxZt+h7&6-DFJ4{BKL(3%-wI!CwR?o6XyBThfcgFQE6R~Yy@+GN9R zxA7s$>DH-n)YWpR-X$sb^Xlhk*;2H^8H#NJo|R14p)pspoMv{%jjJ4YES2mMhhw|# zLtW|;j;y&?xYMS}Oa>BU1r zP`70T6cX|aXxfq`_VImY_FF`3!z_*t(8FqoCzA_pbm!E+09ah|>rX~gf+}_3!tlL% z7zL(KDGcjfT8sm>V^*W*UgsM2nGI)|R!>bwStzd|BP=r+Z1&5kp*zGH_Et|^t^l43 z^HEMm)T#!e!*9+5A!h+L-EN)Mu>uC3%m}`n1VB{3Z^we9aEJFi4?Su3yLkd`V_eiI z{$?PDd9NxLM*0K*SvPQw_>*mlW?*HtkWjG_A}6%LoIu@e%S)1g`tNJEj!8e#d#(YOFmE^Wbf?~U zpuy>t5MK@Lwj3puu(Ta&sP(pHEAFi{I#5*_DC5I!*?69}4-;c@!_T;mV1sTLOK2L;z5Utx^0^nu z^qH?}sq^E<6K?Wtd;Ou9!a z#A3uxuSxA*7PCNkcjWwbW7qQic{Hme7v>c=1dcCM`j^?X3J|5W!0)ihyVH2`UX|Qp3)oPsaNs;Gxx=^S5*q zGcCDwYn2BZlh?9(o*muTMKsBxsgeJpv(5KwR0m))EVMcD=!8{cLNYQIE++vmY+M6k zq~BjKLUX?~I6Yi1= zs&Wu8$W zf%-E$=r}3?eoV?NapyJ;4@$oWaG9y#agVMrdtuNMI9pqsD z!-mwjdjP_&Ym!AA!Jpej|1s;!%Q0l>VEqxWSD7x_k=oz?+RUIn2>t8)pJu>-KMf|E z*)CKzZ-ObiNMlg-8Gmu<=DZoSL1Z$!%4weuhV*Niu&OHPOR|#Qe%dW`0526b1}uKq zwZXFl=HIxpWIcVZz4v=;L(Y;otyw4bF4Q{9FAh0FgonoBw|69(9`Fi4-Ah-UBIBBf zND^E7CH`)9XI%zfi(x3~UcrA{b{qY=Qa<^0$5E_|3ldyT14rYO^K~by_{5QpGyPxD zV2WyIl2ekhmJm^)nfEYs_X&GCGd}M|_f`AKVVVWv+tYPtc18mbn3_w!`67S#7hgV-y)1qStrEpPkI>F$)8E%2K`A&UQsM`Y_&ZLfJFD-nGpu9oiITS!-gQ z^&GhuBx@CeN|F9xG79<%d6h-hzfjMIe8tlT`()%_?q}T0Wj^gJj7EfFmh0`lF260x z@~*|oGH(s;mQb|(M=aUFX$lkQYlS-z^$Hc@3p`(0cOl7zbvknRI_$5BI2rIsBR4yJ z8&S%%v2jxgl%_JdXlKRZQsLm9#hmD(=`~pzk4m%u`~jD1a?Sqkzo!(p57qiSsaGF4ye9g>J^ykno$MWP)81>94qoJ^AFO7sEd@@S)U+zY z{6BN;3Wr18%;zx$aC=CvnUtjROXvN|`qGv(mnc5^qv^ucbPam!7bp2!2>$SGo$Tx1r z93cN^#*Ex2R^%M2Kviv?g}v@yBe>GHF43KXB;n)dsS#~2+TE8ABa+Q=FR80u{Jl?x z`(U%vGIJo1DR^U511RblvK9xkdcBIM*x7*4o_O5n=q?Xq+d>9B^V{;LZ9hWT_I?%H z_sw3-8Irt*d>)m(05CNlAC32F-TG`THU!dEIUcpzc0GX0oQww;U*J zM^SonnPt({=5EzFN<1gbOU5@l$ByyCdG?Dd;tShdm7ZK0K=^3Subr?PJ|4^Cxl!%S z`+RZdQss}D$yRJV+UkY4Eu+m5AZP_z+7-Rpt0yID9&3zVa0zfd1p<QZ9X zKg#G+0h3`1$g8eRVa;IUDckO**6xHsGru!Ssj~>4$IrdeIb(k6cQ1p{Ct@mOCu-X> zrhe0fqvJ%K<41FQLQj=&F~y5y(opqvT3zl(Uc+TSOEHA1Hg6Zdds3b*vhEPZ4}{$) zi7m>n>#-e-pO(s}d72adNPiQl4}C zcTmva<=BkV)eqZ`8W_IKZ{-ULGna~{quD^48=`(nw*XsJOr4?b~`<*U|)GQx*oU>^4UT=zU(B@9(5dR7!QDO@Fe}_>`uzVzG`Q_-b+P z{EQ!9e~m0f&g#`|r`f^Tug1kv^HuwdjR1Ihjnk-Y7tUY_>Fj{M1jPPbueYlX=X?Y_ ztGC%{hgaUwXT{4ndP?hqeArWE^-PAnFhA>RPeyUuG*3QEy*Ju_noW;6opKei!;Z+h z3U9V`=Ue*qPa9dy9uG$n6pP%toA$?qG#qhWcT$>iQ@(>mi{P-K2=0}tuV=#%on~;V zcuuJ}XgNny7N%1WqLhz$kE>r25ILOZU#6>QMn3IC!3C~y{8DNx>N>g0-;1{__Bz19 ztop5;p{=tDbsfI?%hPI?8BdS(E_>XW;2Ubdw`8D~o6aU`50<4nZo?7tE+1BoTb(d; zua~y(?%uH%k2e$sD^N258FBTzjX&^)QH}Hu7%Jl!!JF3SoYbLEg8`nm-ZD?q&{{w> zyzv;m_arqxt-{hb$@lZYq3m2wi;r*Nd}w$g_9zp08e#oUzSl?j(&EgEotJa>Ki#3Z z-?MzCUP@D#rt{?*#^}Dlv#s}dEq_!M*tpwjs8~!X)-Fr5g(S+m)N!Ltl39(WW4+i4 z>XW5)t87wRiL$ygGA_aL1bNbFvr&!?N+qso<*1?5*bi28ZI^Jei{_7x3YTzJTkQhQHju1%f`xHFPXHM(GOLKAXhqE@6uyQX-nm@IMAhx)38#I{6QY>RVf~Z z?`;9_AD;t(9Yn0xxU^zrmoI>AqKFxC%7(xYv1Ye(rYrN^xg+yCffR4GS34!l+Lt?37<>-W5qYm!AJlaT7~++D}mOPr^WHO=r6 zwjz>keYG8z^Zobd*)A$r!vZ2p>V+-6() zu81c9!j5ysgq~jC(#!ozBo6^V1Gbo;x~(g@YTpG2@ryByVp1L{!>S)rts%9PfA#Ja z_s!u$K-bSb*-*bXI2hlXWudW+`At24c;Y?RtV!>!C062BK7F=o$b$hsm!$eYMIV(n z{8n-H4e(1FpKrPj{8P&&>Y z%a#+~Ed$%Q6Q6Eh(^v0hB|JMH76Hd`Yh7jU@wz0#V*1e&{6HMnqhDSx=0S9IA;+zH zb}W6b-=Un;-?s)83(SFIVVQc(B23bk^Dk~PkY0_?gT6r-4{{O59h&<598SVmgyrOF z2${5FX=)3k zI?j!^8JQnFdX})>%6Qs0X6SUXxjP+@-Pt>C9pAR&#(-OPmbF%c6<~+4TcSFjIeAWB z{rDs5sJ*>AN^4$aHk`~W3&jw?Qmk?XLq!k74Yo_2(#-9pgF(m2 zs+AYl{B7SA2IVF-NT3d=UDG>2NvL|?BNJm|xsi%Y_|MG2wBK>@+T4$Jw&9g3Vyl-y-_aTr^!|CYoQD-_e=5#N z{orf|@iojE)ZHrq+o$7HY(p|0a;bbp$yVz-K}YHE zgvHNI&si(;RIOf#)vz%u!g$`a)iIOM%8wkd5e_gpY%|0SXY&}+CGzCxKg_ZE5XDP- z{g-_%ua!~*OL!{VY9wijQSe^h)U52IyqP9oedOW?vGU&U#8eT+%&*5;LW!JX24X?) zF^g92PQ9~4=6&fFNiBLCPIy~u z2{o$yr!zQ>T%b$!XC`+OdS$m{Z5#M(RQ+`_orml%%1z#=Z4Q{fo;Ua-K@C|j2dKR_ zUk*L0Car@00SFs&JXAN08t^iT29o)1u%p`Ow4(J71Pk^2<9*PJY}gs>%Eji{Li61? zqryVKqdw~lhSU94C{{rh`x9&@7vUlH)24ZK_o=^6mCeD{py?|bezs?dYAsHJbg^jEDS&w zm0NIF@ayb!QH3FY3v(oJH=F17NozWDh*M|IAX?2bhw&$iuZ^b2>$zY?tlr2q=mheu zyFSmC*p?UR(ek}!A9Hk}D5#--K|H@YPw!mTZ+RcnsPhX5kez&*0u*m2k&-ws3qX6$ z({FNix|VKl;xfS><_y^StwCQA;;7iZ8U)1+93-3RPlam^CKpoK`>dE*XE9_~6DV{A zC!J`m=yrr0>?blu$hWxw0b>uj^IVLThKu#d*?)?J+8fpO+k5_w)Xt*N3JRehAx)Rn zA*Nm{)?WCnFJ;9QqbJmx*^%0iluDW0>C$Z#dy5luJ3*!*3|DhcU90x;K|01QtXxnR zKYp7+AZbrvARs{dxWT>G%Kl9sWyt_5c2h_(Q`l|Lez}7DY9v zKmYv2|NPOW{`~8sKhOVlTb-c)?KZH8{o8F#^55@E)yaSRyw3mYws!OX`aH5tw}}7q zwr}d(qig#2U;jK_N%-^kUw?9cwCgJYeT(D%39ip;>U^)>pQSMV<0Y40e1)f^Qu*WE z0}vnmDcru_SGQLCkN^0OYWlCcMR3u4N#Y`WrG4Q*)~N$Y)DL6>eutmH%Ynf!aUh$G z<)J~g4vhx&pIi82vw3Jx%|Y?c|Hpl7__t~j^pgL;GxbONQ`3^<`v)HRKOgJ&|91UD f|LZmTKzsfBKVGnZo`^cx`1`M1PE^N#|MlMi3ae(# literal 0 HcmV?d00001 diff --git a/lecture_17/lecture_17.ipynb b/lecture_17/lecture_17.ipynb index 3159c42..35e61da 100644 --- a/lecture_17/lecture_17.ipynb +++ b/lecture_17/lecture_17.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 65, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 5, "metadata": { "collapsed": true }, @@ -2218,7 +2218,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -2385,7 +2385,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -2409,7 +2409,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 8, "metadata": { "collapsed": false }, diff --git a/lecture_18/.Newtint.m.swp b/lecture_18/.Newtint.m.swp new file mode 100644 index 0000000000000000000000000000000000000000..769fe2bbba029fa7db9ea0d02c35e1f0f2bec202 GIT binary patch literal 12288 zcmeI2KW`K{7{(nC6@LyL(p3~Mpokf=o5>^~U?W5UNKkM>Lb;^?pGZe;g)EuG_pRm2q{lcFh`-+`h50 zeBnY;s?e<8U0zBrCb?~@TCESXOGYYpO{Lb;OUcjbq0`1Kmj7Ta4q*aJV1_{B`rS*% z#L9BI6nf8`K1C;fT$>5tS0=y&m;e)C0!)AjFaajO1pe;?+~%Bkf+7#Jg`R5Lxo_I` zD>qDl2`~XBzyz286JP>NfC(@GCcp%kz<-c{EQI*=un>Ph;s5{JfB%2{L5SDTBj_r0 z2zq}^h*q7tPr(;IOn?b60Vco%m;e)C0!)Aj{Cfh*C{qZcF>ce+l}WRZMQLYaA&t*@ zw~8Sj2E02LdEfQXMjWq-zO85jy=l*MQ_<#zv=oDr_;gjwQ&TH)Lq&aUv{O{*EnTPr zZ6Ei9mC032&JtEu)utUur^M9E^phxybY~;RIuYI$V5*zO-AN~2;w19uo%G=)*dhwX zbZZPH>=<3{8IeUj_`~2h>cy)xKe2{aQl`eWVt5%!M`O}8Ny_c0DGhDm%CW5$QH!i= zJupE1B1FxBV`6|7>(n{S4@Xg zRoN;!>q(jdOP391$Q0GGRBhy0SPeW3rfPFNW}2U&NG|w5S8mJA2B7z0uFW*URwcow z6iD4U0W-T%pvF<7Ld@Q>kz*T&<$9BBOh7X`sjUedb2-YJu(8D?$a@sAGp7c}Z($O4 z;Nei`!>J{N?~R#Gg`w|FfI)3`Twyjz1HGlNliQ^PIN!_ckoRGuDV)hd;Y^m=DCF-=HKwN84%9&*w|9b5oNN*!3PwaAn7EA5L#2@J2Vcd?N6w^){gFR$NRWP wYcHq)$ literal 0 HcmV?d00001 diff --git a/lecture_18/.ipynb_checkpoints/lecture_18-checkpoint.ipynb b/lecture_18/.ipynb_checkpoints/lecture_18-checkpoint.ipynb new file mode 100644 index 0000000..2fd6442 --- /dev/null +++ b/lecture_18/.ipynb_checkpoints/lecture_18-checkpoint.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lecture_18/Newtint.m b/lecture_18/Newtint.m new file mode 100644 index 0000000..93e77f6 --- /dev/null +++ b/lecture_18/Newtint.m @@ -0,0 +1,33 @@ +function yint = Newtint_bak(x,y,xx) +% Newtint: Newton interpolating polynomial +% yint = Newtint(x,y,xx): Uses an (n - 1)-order Newton +% interpolating polynomial based on n data points (x, y) +% to determine a value of the dependent variable (yint) +% at a given value of the independent variable, xx. +% input: +% x = independent variable +% y = dependent variable +% xx = value of independent variable at which +% interpolation is calculated +% output: +% yint = interpolated value of dependent variable + +% compute the finite divided differences in the form of a +% difference table +n = length(x); +if length(y)~=n, error('x and y must be same length'); end +b = zeros(n,n); +% assign dependent variables to the first column of b. +b(:,1) = y(:); % the (:) ensures that y is a column vector. +for j = 2:n + for i = 1:n-j+1 + b(i,j) = (b(i+1,j-1)-b(i,j-1))/(x(i+j-1)-x(i)); + end +end +% use the finite divided differences to interpolate +xt = 1; +yint = b(1,1); +for j = 1:n-1 + xt = xt*(xx-x(j)); + yint = yint+b(1,j+1)*xt; +end diff --git a/lecture_18/challenger_oring.csv b/lecture_18/challenger_oring.csv new file mode 100644 index 0000000..11d647e --- /dev/null +++ b/lecture_18/challenger_oring.csv @@ -0,0 +1,24 @@ +Flight#,Temp,O-Ring Problem +1,53,1 +2,57,1 +3,58,1 +4,63,1 +5,66,0 +6,66.8,0 +7,67,0 +8,67.2,0 +9,68,0 +10,69,0 +11,69.8,1 +12,69.8,0 +13,70.2,1 +14,70.2,0 +15,72,0 +16,73,0 +17,75,0 +18,75,1 +19,75.8,0 +20,76.2,0 +21,78,0 +22,79,0 +23,81,0 diff --git a/lecture_18/lecture_18.ipynb b/lecture_18/lecture_18.ipynb new file mode 100644 index 0000000..10a9d0a --- /dev/null +++ b/lecture_18/lecture_18.ipynb @@ -0,0 +1,1882 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "setdefaults" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%plot --format svg" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Nonlinear Regression\n", + "\n", + "We can define any function and minimize the sum of squares error even if the constants cannot be separated.\n", + "\n", + "$S_{r}=\\left[y-f(z_{1},z_{2},...)\\right]^{2}$\n", + "\n", + "Consider the function, \n", + "\n", + "$f(x) = a_{0}(1-e^{a_{1}x})$\n", + "\n", + "We can define the sum of squares error as a function of $a_{0}$ and $a_{1}$:\n", + "\n", + "$f_{SSE}(a_{0},a_{1})=\\sum_{i=1}^{n}\\left[y- a_{0}(1-e^{a_{1}x})\\right]^{2}$" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "function [SSE,yhat] = sse_nonlin_exp(a,x,y)\n", + " % This is a sum of squares error function based on \n", + " % the two input constants a0 and a1 where a=[a0,a1]\n", + " % and the data is x (independent), y (dependent)\n", + " % and yhat is the model with the given a0 and a1 values\n", + " a0=a(1);\n", + " a1=a(2);\n", + " yhat=a0*(1-exp(a1*x));\n", + " SSE=sum((y-a0*(1-exp(a1*x))).^2);\n", + "end" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Where the data we are fitting is:\n", + "\n", + "| x | y |\n", + "|---|---|\n", + " | 0.0 | 0.41213|\n", + " | 1.0 | -2.65190|\n", + " | 2.0 | 15.04049|\n", + " | 3.0 | 5.19368|\n", + " | 4.0 | -0.71086|\n", + " | 5.0 | 12.69008|\n", + " | 6.0 | 29.20309|\n", + " | 7.0 | 58.68879|\n", + " | 8.0 | 91.61117|\n", + " | 9.0 | 173.75492|\n", + " | 10.0 | 259.04083|" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "data=[\n", + " 0.00000 0.41213\n", + " 1.00000 -2.65190\n", + " 2.00000 15.04049\n", + " 3.00000 5.19368\n", + " 4.00000 -0.71086\n", + " 5.00000 12.69008\n", + " 6.00000 29.20309\n", + " 7.00000 58.68879\n", + " 8.00000 91.61117\n", + " 9.00000 173.75492\n", + " 10.00000 259.04083\n", + "\n", + "];\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "the sum of squares for a0=-2.00 and a1=0.20 is 98118.4\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-50\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t50\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t100\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t150\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t200\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t250\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t300\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "[SSE,yhat]=sse_nonlin_exp([-2,0.2],data(:,1),data(:,2));\n", + "fprintf('the sum of squares for a0=%1.2f and a1=%1.2f is %1.1f',...\n", + "-2,0.2,SSE)\n", + "plot(data(:,1),data(:,2),'o',data(:,1),yhat)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "a =\n", + "\n", + " -1.71891 0.50449\n", + "\n", + "fsse = 633.70\n" + ] + } + ], + "source": [ + "[a,fsse]=fminsearch(@(a) sse_nonlin_exp(a,data(:,1),data(:,2)),[-2,0.2])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-50\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t50\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t100\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t150\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t200\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t250\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t300\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "[sse,yhat]=sse_nonlin_exp(a,data(:,1),data(:,2));\n", + "plot(data(:,1),data(:,2),'o',data(:,1),yhat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Case Study: Logistic Regression\n", + "\n", + "Many times the variable you predict is a binary (or discrete) value, such as pass/fail, broken/not-broken, etc. \n", + "\n", + "One method to fit this type of data is called [**logistic regression**](https://en.wikipedia.org/wiki/Logistic_regression).\n", + "\n", + "[Logistic Regression link 2](http://www.holehouse.org/mlclass/06_Logistic_Regression.html)\n", + "\n", + "We use a function that varies from 0 to 1 called a logistic function:\n", + "\n", + "$\\sigma(t)=\\frac{1}{1+e^{-t}}$\n", + "\n", + "We can use this function to describe the likelihood of failure (1) or success (0). When z=0, the probability of failure is 50%. " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t=linspace(-10,10);\n", + "sigma=@(t) 1./(1+exp(-t));\n", + "plot(t,sigma(t))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we make the assumption that we can predict the boundary between the pass-fail criteria with a function of our independent variable e.g.\n", + "\n", + "$y=\\left\\{\\begin{array}{cc} \n", + "1 & a_{0}+a_{1}x +\\epsilon >0 \\\\\n", + "0 & else \\end{array} \\right\\}$\n", + "\n", + "so the logistic function is now:\n", + "\n", + "$\\sigma(x)=\\frac{1}{1+e^{-(a_{0}+a_{1}x)}}$\n", + "\n", + "Here, there is not a direct sum of squares error, so we minimize a cost function: \n", + "\n", + "$J(a_{0},a_{1})=\\sum_{i=1}^{n}\\left[-y_{i}\\log(\\sigma(x_{i}))-(1-y_{i})\\log((1-\\sigma(x_{i})))\\right]$\n", + "\n", + "y=0,1 \n", + "\n", + "So the cost function either sums the " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example: Challenger O-ring failures\n", + "\n", + "The O-rings on the Challenger shuttles had problems when temperatures became low. We can look at the conditions when damage was observed to determine the likelihood of failure. \n", + "\n", + "[Challenger O-ring data powerpoint](https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=1&cad=rja&uact=8&ved=0ahUKEwjZvL7jkP3SAhUp04MKHXkXDkMQFggcMAA&url=http%3A%2F%2Fwww.stat.ufl.edu%2F~winner%2Fcases%2Fchallenger.ppt&usg=AFQjCNFyjwT7NmRthDkDEgch75Fc5dc66w&sig2=_qeteX6-ZEBwPW8SZN1mIA)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "oring =\n", + "\n", + " 1.00000 53.00000 1.00000\n", + " 2.00000 57.00000 1.00000\n", + " 3.00000 58.00000 1.00000\n", + " 4.00000 63.00000 1.00000\n", + " 5.00000 66.00000 0.00000\n", + " 6.00000 66.80000 0.00000\n", + " 7.00000 67.00000 0.00000\n", + " 8.00000 67.20000 0.00000\n", + " 9.00000 68.00000 0.00000\n", + " 10.00000 69.00000 0.00000\n", + " 11.00000 69.80000 1.00000\n", + " 12.00000 69.80000 0.00000\n", + " 13.00000 70.20000 1.00000\n", + " 14.00000 70.20000 0.00000\n", + " 15.00000 72.00000 0.00000\n", + " 16.00000 73.00000 0.00000\n", + " 17.00000 75.00000 0.00000\n", + " 18.00000 75.00000 1.00000\n", + " 19.00000 75.80000 0.00000\n", + " 20.00000 76.20000 0.00000\n", + " 21.00000 78.00000 0.00000\n", + " 22.00000 79.00000 0.00000\n", + " 23.00000 81.00000 0.00000\n", + "\n" + ] + } + ], + "source": [ + "% read data from csv file \n", + "% col 1 = index\n", + "% col 2 = temperature\n", + "% col 3 = 1 if damaged, 0 if undamaged\n", + "oring=dlmread('challenger_oring.csv',',',1,0)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t50\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t55\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t65\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t70\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t75\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t85\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(oring(:,2),oring(:,3),'o')" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "function J=sse_logistic(a,x,y)\n", + " % Create function to calculate SSE of logistic function\n", + " % t = a0+a1*x\n", + " % sigma(t) = 1./(1+e^(-t))\n", + " sigma=@(t) 1./(1+exp(-t));\n", + " a0=a(1);\n", + " a1=a(2);\n", + " t=a0+a1*x;\n", + " J = 1/length(x)*sum(-y.*log(sigma(t))-(1-y).*log(1-sigma(t)));\n", + "end" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "J = 0.88822\n", + "a =\n", + "\n", + " 15.03501 -0.23205\n", + "\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t50\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t55\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t65\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t70\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t75\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t85\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "J=sse_logistic([10,-0.2],oring(:,2),oring(:,3))\n", + "a=fminsearch(@(a) sse_logistic(a,oring(:,2),oring(:,3)),[0,-3])\n", + "\n", + "T=linspace(50,85);\n", + "plot(oring(:,2),oring(:,3),'o',T,sigma(a(1)+a(2)*T))" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "probability of failure when 70 degrees is 23.00% \n", + "probability of failure when 60 degrees is 75.25%\n" + ] + } + ], + "source": [ + "fprintf('probability of failure when 70 degrees is %1.2f%% ',100*sigma(a(1)+a(2)*70))\n", + "fprintf('probability of failure when 60 degrees is %1.2f%%',100*sigma(a(1)+a(2)*60))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Interpolation\n", + "\n", + "Using regression (linear and nonlinear) you are faced with the problem, that you have lots of noisy data and you want to fit a physical model to it. \n", + "\n", + "You can use interpolation to solve the opposite problem, you have a little data with very little noise.\n", + "\n", + "## Linear interpolation\n", + "\n", + "If you are trying to find the value of f(x) for x between $x_{1}$ and $x_{2}$, then you can match the slopes\n", + "\n", + "$\\frac{f(x)-f(x_{1})}{x-x_{1}}=\\frac{f(x_{2})-f(x_{1})}{x_{2}-x_{1}}$\n", + "\n", + "or\n", + "\n", + "$f(x)=f(x_{1})+(x-x_{1})\\frac{f(x_{2})-f(x_{1})}{x_{2}-x_{1}}$\n", + "\n", + "### Example: Logarithms\n", + "\n", + "Engineers used to have to use interpolation in logarithm tables for calculations. Find ln(2) from \n", + "\n", + "a. ln(1) and ln(6)\n", + "\n", + "b. ln(1) and ln(4)\n", + "\n", + "c. just calculate it as ln(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ln(2)~0.358352\n", + "ln(2)~0.462098\n", + "ln(2)=0.693147\n" + ] + } + ], + "source": [ + "ln2_16=log(1)+(log(6)-log(1))/(6-1)*(2-1);\n", + "fprintf('ln(2)~%f\\n',ln2_16)\n", + "ln2_14=log(1)+(log(4)-log(1))/(4-1)*(2-1);\n", + "fprintf('ln(2)~%f\\n',ln2_14)\n", + "ln2=log(2);\n", + "fprintf('ln(2)=%f\\n',ln2)" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t3\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t \n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_3a\n", + "\n", + "\t\t \n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_4a\n", + "\n", + "\t\t \n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x=linspace(1,6);\n", + "plot(x,log(x),2,log(2),'*',...\n", + "[1,2,6],[log(1),ln2_16,log(6)],'o-',...\n", + "[1,2,4],[log(1),ln2_14,log(4)],'s-')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Quadratic interpolation (intro curvature)\n", + "\n", + "Assume function is parabola between 3 points. The function is can be written as:\n", + "\n", + "$f_{2}(x)=b_{1}+b_{2}(x-x_{1})+b_{3}(x-x_{1})(x-x_{2})$\n", + "\n", + "When $x=x_{1}$\n", + "\n", + "$f(x_{1})=b_{1}$\n", + "\n", + "when $x=x_{2}$\n", + "\n", + "$b_{2}=\\frac{f(x_{2})-f(x_{1})}{x_{2}-x_{1}}$\n", + "\n", + "when $x=x_{3}$\n", + "\n", + "$b_{3}=\\frac{\\frac{f(x_{3})-f(x_{2})}{x_{3}-x_{2}}\n", + "-\\frac{f(x_{2})-f(x_{1})}{x_{2}-x_{1}}}{x_{3}-x_{1}}$\n", + "\n", + "#### Reexamining the ln(2) with ln(1), ln(4), and ln(6):" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "b1 = 0\n", + "b2 = 0.46210\n", + "b3 = -0.051873\n" + ] + } + ], + "source": [ + "x1=1;\n", + "x2=4;\n", + "x3=6;\n", + "f1=log(x1);\n", + "f2=log(x2);\n", + "f3=log(x3);\n", + "\n", + "b1=f1\n", + "b2=(f2-f1)/(x2-x1)\n", + "b3=(f3-f2)/(x3-x2)-b2;\n", + "b3=b3/(x3-x1)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t3\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t \n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_3a\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_4a\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_5a\n", + "\n", + "\t \n", + "\t\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x=linspace(1,6);\n", + "f=@(x) b1+b2*(x-x1)+b3*(x-x1).*(x-x2);\n", + "plot(x,log(x),2,log(2),'*',...\n", + "[1,4,6],[log(1),log(4),log(6)],'ro',...\n", + "x,f(x),'r-',2,f(2),'s')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Newton's Interpolating Polynomials\n", + "\n", + "For n-data points, we can fit an (n-1)th-polynomial\n", + "\n", + "$f_{n-1}(x)=b_{1}+b_{2}(x-x_{1})+\\cdots+b_{n}(x-x_{1})(x-x_{2})\\cdots(x-x_{n})$\n", + "\n", + "where \n", + "\n", + "$b_{1}=f(x_{1})$\n", + "\n", + "$b_{2}=\\frac{f(x_{2})-f(x_{1})}{x_{2}-x_{1}}$\n", + "\n", + "$b_{3}=\\frac{\\frac{f(x_{3})-f(x_{2})}{x_{3}-x_{2}}\n", + "-b_{2}}{x_{3}-x_{1}}$\n", + "\n", + "$\\vdots$\n", + "\n", + "$b_{n}=f(x_{n},x_{n-1},...,x_{2},x_{1})\n", + "=\\frac{f(x_{n},x_{n-1},...x_{2})-f(x_{n-1},x_{n-2},...,x_{1})}{x_{n}-x_{1}}$\n", + "\n", + "**e.g. for 4 data points:**\n", + "\n", + "![Newton Interpolation Iterations](newton_interpolation.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ln(2)=0.693147\n", + "ln(2)~0.722462\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t3\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t \n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_3a\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tgnuplot_plot_4a\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "yy=zeros(size(xx));\n", + "x=[0.5,1,3,4,5,6]; % define independent var's\n", + "y=log(x); % define dependent var's\n", + "xx=linspace(min(x),max(x));\n", + "for i=1:length(xx)\n", + " yy(i)=Newtint(x,y,xx(i));\n", + "end\n", + "plot(xx,log(xx),2,log(2),'*',...\n", + "x,y,'ro',...\n", + "xx,yy,'r-')\n", + "\n", + "fprintf('ln(2)=%f',log(2))\n", + "fprintf('ln(2)~%f',Newtint(x,y,2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Octave", + "language": "octave", + "name": "octave" + }, + "language_info": { + "file_extension": ".m", + "help_links": [ + { + "text": "MetaKernel Magics", + "url": "https://github.com/calysto/metakernel/blob/master/metakernel/magics/README.md" + } + ], + "mimetype": "text/x-octave", + "name": "octave", + "version": "0.19.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lecture_18/newton_interpolation.png b/lecture_18/newton_interpolation.png new file mode 100644 index 0000000000000000000000000000000000000000..5990cb5fcb1a38d385462ce02d50e804d9f0b2fe GIT binary patch literal 16742 zcmcJ%1yq#nyElq~sFc!;DAL`H(%m5)Lw6&Mf^;cTQqs~O9RngTbjQ%$Dc$hh<9q%) z&i?jUXMgJ)*AfAlXP&t3>;Bb6sFH#t`ctB(NJvQN(o$k7NJ#hHz~>c@AAye#_mts? zf1E|6)gFUC-j7W}z}JK>;_qBk?af@=jhsx8%#nPQa`)>14#lrcpcQpofVC@CFU;|euyIbe2F3gMX_#5Y_t~4qqtom7 zRv2l-o0%qYp`+*oh3Tj%J&*DE&~tP1Vdf!|Lrb_W)BgJMqG;Xv%)rfz^W53tDLbww zR6qKe$YY8?i-WIydiN*-!52nkUnZU)K702>dI#|hilRVDH^dJ;(-6Vp|NAraMv!i4 z^D0j#S<}NJ#E*zMJ5{LZrwy6*F88>IVLV)wcS`=nsiX=_w%;1~G70s1`!jX(3Quao z3yGiN==OHq|8$=_x|*|}mY&ge)IGDRBZJZnZ{s)=l1;VO+ONfMD{edm|B-;bP{mil=6x1{@wr0OaLq=A=6i4Z-mx!N`&N87Gw@BzSf={9ax&JZ zM>-Ti*0lL(ctl~;^Llo_+PF}I-TlyF^c2GzKknUfN{+Wrai=h~Hl+@AjCXfgjy>u(Ro#Rmd4YktE{@cTDsSpyD^ zg_ou|^z_S6d7ZZzZ!EJi#R_v?Fyr$_K9Zz1XEHNacQK&BN#XVQ=xnYqlCR?~!0#qf z3XgTBh)tcY`I6@L@%Kl8pX>w60Y1tVd&K0 z`Bg$BH^7ZUdacbUiJ3bH>r2H*Z5TgS=p5)-ooKnKJlpzc-l3o#6_>Cn#qS&Vu~FCa z_@rg7W$4d)Q*JF{Zuj9RG8k+euhdSkK%iNyaJBP;37^Z}lv;vFGlcH_tK%r-CBuCUx6m4`ySeG>uP!SEP0U6@rlvVTe)i`J zq%b)shCR7((`2mDYGa^a!~28J$SbQR4+iVJ6w^Gt&{G@E9vV*P+P~l4e7(UG>Hdx5 zNP^6J%LC^ra&RoRhvkqTTC?HqsMVU#iyXksO$A&{+BJGQIZ0#7ZgP9bJ>i0}81Z2R#ENmsig9$F#Fv=UFw?cP5F89QdF9gbVv`U&G zOnFh{t0&atC<{ADs*QEtPu#4~&lvTCB(E@RZZ2hSCvQ>P#l;1h|J>_O5okG{-dp;R zmnK?VzMhI7AB$4~SBf6~f|W8=x%k0!AhW#2d?3BK;;LpBQIqqMWZ5r-qqUsZ9nXHZ zlT6^dpD=&5IFON*ad2_We-0TVyi#E39I$nDv`}Vr+uIeWb6$kl%wID$+f7M1IzG4e zt3U=@TI!RVUB)<(48s-9k&v14Nb9wk?g;+%`wlNCFrfO1#N3$Q7vUXavjL!SZFF}l zO}-l~#yi;<$|Eo6sh^8<&C`sM9ojx=Jla)s*`5vVOZU0|D=D^v*Uds$vGJ0s=`Aj{ zrJdJ?5x72usiD?D3{uMw_8~UfIGK3pEt9g}T}!lqkAm)sLVub9 z)ZuRqSKzx}&u1Z#C`d1zkvH3?p;BoVO&J$CN2jUxv!AA(UtuQe=#gm8*n8>l^FN9r zX}6!ZH(oqqUf$X>;?dC8kJ2xd%(0rWc_XVa8TtI#t-ZU}>M%Z$SL9-OkS=)@G}oB# z{a!oW`jZ}Wn+QGh1Si4hQ&KcYKGhscG6Y5C{AitgqV`mjtK{Zcy1yY}5!%koB-f5F zS@D%IN4-Kh9m!BNPxCp0REmERyF21$7X0atYR*1U1tHGK!JVz*)xtl&PUS8X5MCFd z(pvAozp$apD(ZROMvIotgX~{y;P=GeJlL;erpngfVE<^-94&fsVv5LktS*usY4y^n zKV820m_)I)F0~-C8T&U*Rr@=1i6(3v2#L0?G0NbHiu=&*IgjVXB{A8Z_X%CtQ`9>5 zgV;XxDyjY>ht{P|!y*NiCK7!&Q8hsMl<3 zz7#PT^mc92l6r9aga+p+n?mZt?^#bC3{F?=KYjzt9|`JEAmOt}<7O5kWx7+aiFCAJ z4V?wW1$KlCF&&YHDE*22vFpQKO}RAA;N@V9rQPL@6Zbh$kED|uk?wv0MNrCUq})S; zU(p7$6x%22KQ=Z>=%s_LYs$;@?ec=d*nF&oC#>Gw{jNH-s_>O=G?5a_21$Q%c{j*$Tmy zfFP9;W=V+sKv!1q#cFbCr$BQ5Y2Q4Xq2WVSv)Q&kp{nQe1-O(uv#s^q2FnSN#GOqs zU42L7zqx4wnFJf9`P~9F$*zR?Tz6qn`_1ARN-RdOBF}AnAuF^fh5qck)P<^?a0fTn zS56&V-!t9cK6VCmKS8uSXiTN(eRM#CH_sZ39gM+Z)m^2_zOE5PCbjtK6DHU)FcnA? zR&y60&@wPs>=k^QZTcaI6c|aOx9SM?7(Vy?u6&3jk+%=nGo^(+M9kW>tG*c+tJ>E` z{!xbTq@;A-=^MONR;H-ATYvsiA`;nfbaWHkdax3WcMEVe8-D+es6XCmhm;m&>IFyb zL`NH4t=aR&d-@L=y*l3y-gaxXbHd^&BL-9oqa z_4U;+u6qo-d~R$-(p1_^sS1*(7e`=c7%qY25zSM?t)~e3JdKmFJnyg7^+<{uvFteb zV`G1OfnQNU)7g_Hy3WLzrjvfiMoO4Bvav9RZ2HPw_W6>GmN5wzhho8sRpBpHy{pSg zyb)Y$Yjblc?eCe=RZva*)&Z~EiMJDfK7UQvWLV494FyMNxSM&~8MD|Xv1iina}?>D z5fn|-I?7vfupGo(&}&?@eTigqJs-^Ab)+Y~rA@2p9<5E?%fs71P;VmMlc$nzF`e5_;yHq>sEvDc2;#lQmX6c?N^9zfvcxSa4L!|s{aAq z3Z>H9Gx_PaOP_@LmjfPI4Y&2DAeaz1*1PartLrZ%@BaP|{r?$@`!75TahQ`@2d=ET z!WY_!nZNHpJv{o>K$IER&F6=assNuEd)AjNU4w&-?hc?*gWq(&f0;x5*(U0*P3(?A zi=6|D`Ic-ptgN#Ie1foHiLtNhww!6c3uL22UR3=leS?nJfX)0fGj;?itpmTXPK|CHms?*lFvc67z2$n6Y zy#Vx~|3>rON^Q!Tt02ge_l0*8-SoF`EFRpKn6j#<) zx#|TVXP51tjxHeEXE?YxN^@v;(@eBOU%Xg@aTNu6`)!+bPvA9NQ<);wwwFPY_NjfT z%fUxO-FHqbthZs>Dh#Z4y>E>NuKRP+7mwWM7D}GH@;J{Wo;cpr2HS~^i^n*T*P5|3 zD+8k&p2@6EDeK~;Rz#veTqt+%T3d#ike4|wz3>fDT;yg=x3I~J^^uVa!*aY#75Puc-C&-& zN(!(+e0UzPxlI11X3nQfwNRc8j%T?I?4OT=o`3>SaxW}1_eP0BBFHs_;^ z;B<~DQF;wY#i*?+xOgkhr^mEzw)3zE{xua9-H2FO;xs)6a#j1rVi^_lElwh#O`@jv zXN+LS%>@{nQ~zkA1!w7{JJ*F*#iP~LRS9zVrb{-}>+kf;SwG5Rih7S8Vv>b<@egSC z6zuB5VI=9HLGjAd%ck{gp@gcNCskzK15l}%5$fUfB~ktSn+1_15w zo%(}p;CD>MTzr!P_KD6k;pz&j8+X^+%*sdnem6;s>7}BO{a@py+=zX#*7JP~4t6_) zxs)vh9%G%YlK$HWM`W zUp-pf*)ns|g6+A!Ie(G0{%x7vsDB_XwgOdnhkx|@dZh+}dRd$v(?z>(j|I0tIGHu?_d&@==JHzG^E#a(YQ?BTq3f3o+Tk75idpbes>U6mG76U>EIOD&!hytk8 zy7E)od8cZ$Q7ogBzN(or>z$&V7Bo+tb#gvA{Yw-_tq5k{H;M5JX9oT9u-lA9bYEZD zs-=Tq+A%AwLr?MFCs*-(jrA+ft0}X`EvUFph>8s=zD@Yu8n@S@%WJz^pDm!P^1ALk z4(Nz5Z_Cbqh)Eb!oT``AQ|Mbt-xu-NMG`7_^h0jv`lBcz@2YlCRJvI5qll4`63(`? zx^4?8G;S_Mpr|e6mq1Mim#7ragE88&e6Hy5nXg2s$eT}{*vAVtN#*3e8@!2GT%Sp? zv9Ym@jPhYQA)1_?c3x7l8d0y0OB8e`+pfNA1wiAa_h=%$%+~icXo=#rN6q>ss2pT>0y$YLbDva7bA3K6+?8WmOKyO%E!H#9g=SWFVyoV!ZS7Gnp!O3Yz! zZX;9c#WHXkASDq@ROzU&X3oku(9z*tJHLI{6J-=Gwd2A^`U&}>$l!>JyHCfzx;Ak% z`=Re_}o10#zWq2AZ%(H>Xl8A>#0BO}Dlk!&L)2d4*6tNm6Y zQaPE0&pKuYrxiWtfXM&lY*D1FoA}>YVS81quCx0Xdi5;pwcwRi=g#$sdDM=g-SMH^T8N-Ore>4e zukS5EN5q$@>Vm%3^jS?#y$3f>-npRZh#8+vVGq2IlO(+wi{~F9a*CvcV<{zfBa`{p^3-$atl>M z_>M!duOa*@H_BYQ3={t8(y`~q+Zk?G0mS*$++D>KIh$`Y3`{_|a!alR9nNWxRF)v2 z1e|y%lGJSM!xyKq(dX}1d#K_lzQud#D4t$l@DmHY57tZ&_?I!-tRgMkeuJ) zsN{w%z1B&bG$GdauUNb+XxtTv`uyxt`cdfhSCmwYQ&*E-ot|DF5CeMq2lXju%KYGd z(H1Bk!jrfWq9$QRV~w2&>r!g(a|=;-_~96NCVX4jnxjv*qHy_*H%Y8nfBwPwjJV>T z-@j1^xqT!8N{7gWeH9Jv?md(sNQY9&IkRrxFCnw-;`1wkvD!MaR#&?L=pJlYGo!zb zg%oGi0FR^7aoK8^_u!qpF1uBYFDgpB7zZlk+^revbkh|~NdqFRS;e^jQchJvJFHl5 z*P!^qqt0bxDl&QB;LSvcGF35!SxIe@^IbqhqBr_o5@+gF`rv2?p=vkF>r*+}4uVi9 zeS$kHilq56{~G|2X*!`&8!<+`P3}T^P%pU7TpTP7s4XW)Jp^1vPrJ&8Ow7%&>LA3R z5bXcBkFOqhE!s$AK?bIpg&AL#tJ2`8!&s8)-L_Td)V6x z8*Q#N^L;>WDsm?#Ro!#VA=Tmf;=zs*?$}e{g9GX-QMM%fwdu~A=34@aYU;XbVphiYLx;SiBIbHpd=4za!z0tC zE7F;3glc0xypkBZn&fbw0XIZx>c_@t6+e^R-UL6-Vc(t54=i>i_nE)zPBpbnf7#Ta zlaiM&EPDdF6F$}2)fyZ@h5z)^$3^Tshml5P2{;!tg%?sVHv}QSWB{VLsqb4QeEkNt2 zoZTiKOF}Ffs)6bcDA7Pu(>XG7g>^@15VHqpr86#f_e<(FHDamN68Y`M8?Q-d9a&wD z_WBmevB8F4onb%AP>#a6Y(L}54InoSkX2QTAyQG{FL{~bU(rejX|Q{tNM0g8T-aS6 z;0ChSdj)0#zdbK+Lf@8*DqNjUb&%5GTt&DO4ew`hW~iBpAd`92IdV_fVy^aH+Y&ZE zMXz|?h~v&1P{pj29g?wSUicpP&S)L{E_-424lKTJjllMAHNnHr%k@pXrY{%R2xQ)u zyqD-KK2yyW7eGbgiHUi0y_ZVa0gL(e)o>zM3u3Q0;Ol#i9Q=%c6=(jtp{Qmb0@`1l z&9ixo%g@}VOUi8(*voiA(;8DqfG+y^?zrj&Xy{+C@MULm&iOr7=EZ;O%?fTz`yn;8 z7(En6%gu`>m&w5bR6J5t6o^L7@K@2G=O;1Vrs+Vgxzvr#pX-&2aC|!a$reR6qd2oC zrDB{V6&168!=d!ohH+X=3fR6V1h4(XCeis&P1!i&syR^G!+;dlN0#0{u8C6d| z$*EwUea6C<2d|FWQ{-~7&EF;6ASVj4SE6ZpYjhqQI6fuwT*#9Fl4qcJR~AyJb)&7m zuZXoohgEf9{QoZV*4n5;bjZ*E1BG6vJI@@FIJrDE?4tS_%g}yi5BVax9q~`^r zn~0jK?z_(0K)(*Y*X?4&;|YZ%+c-F^1oPjOu0>l-W}=V^szcQFr<{%~dVVdwvUah3 zVuX>4hC(RdCeZXD;~0}T#GJa+tf<%`AJ~zM5q?9p%o1vD@O8Sh$@Y4uX(Ev#yohL{FVt*(S3p)58R5Wo*$ke#_nvzeEs`rX;P`iJ| z%g@AoCB{V~{(m0F)-3-t`AQ0@nda-s{;v98Ej~|% ztHzMx@wnFpNy<^ifYVk^uQ2&3w%Y^m9E#ltB>fz#-EO=BizQO>&7PE zS3`bxUBc6TW`HfoF-c}9l{sx@F?ip`QEe0buxB+a-4i6_a%6k^T=dD~=wFjnrcth{ zvLgon$^y^k4 zvL)m-MlHMedQKBo!{!*JloY+*!}>n?<%Kr@mmV~{^4M=47|gfkzW*C#k(@}uUf2%^ zwsSxB61UFkRUFz_Kw~iJuQ6l;CV}_;kCT6H`OWAns@!aWn}QHAY?GT>037puaR13; z@<4kfg1H-SBEkGt1mXYo^3;mqkuKaJrsp&WFEgj&M_WlzE`f#xq1?ImI&sXtUz`C;UM4iQiymEQ^>A$!zqoOpsRKNJ_QqLL}Dqx%uo(h}2_2E1Q(YQ?gX zZRQVQd%ww`S4(4A{Bt+g1gsu(c4W5JKG3N>SKD4d5G@Eb4?PMCt$V)VJz!#@%Pgu4 z93EByCdk)>ZQ4eT2i;UizJIRWJ9Y1v25ERQ?l!7X{bt>jJaZk zoY%$BWA{zdb&GJ>Tc0`8bv%4rqDO1o@r4a2Zv!5&TlBv7JUuF|Y44hVVmu}{Io5Ud zruug1tgf$*aMVEi*FPyKo?6OfGxOJ8&h_j?;#>kB)#3r}QBjMD-g{av0Av6?uTzta zz^*`a(hoY*ZYM%{IWT!uSo#h+W1!~(b6YlNM>v`1S z-=m?U`K}9m@Ae<`j5$Bbo&oUMl5;0$u*oa|knmFyW>*w`9^MSK0;Or|vMN=GH6$GN zHb5k!t)&;v253ICyGB;tA;q z!TOl($O*=~Do!960o1JT%KK0Xo828H>mB8MwF!Q{dkdqvnWnvSE%%6tae+l#z17X* z^yb5T$%KM(4Hezq_5CKToSi7WdREg@`G^z&T=#)f^pfP9j!53_e8$u7Cm1Nt#|z6n zz7!VUS9INNc4x?KFZtrP@#YI8OIuw9#es$OLl^rxfp33b7f3veTcF0|!#n5Z(y)V7 zBFP&3F2$^RHf1ZtN#@djgMAVGJ&L+Il|-B$J+_0E2QjwWaW@eR?~G7R|k4Q^>ciTA7`lj#mrWoOi) zlX?bR9UR0gb7$p1FF^~{8~om)>vfbGh)(Vy4tcC&HIrDFVlR9VGN7S(Z1`@(;Tc75 zUnW)qXbKo@9gc^8C|pcUf7sa2&@--1yOKLDIncppJ@KL5H^~j(%o0GH1a!V-Y#f{S zy(2y0z;1Wp(~B$TMz535wk^*XE8v^|{tQWAs-^>4Obs#)6BARJDAS`BcCo+5)%|9M%L_kJ~&nRdwP0$A1|1cG?!{tKQx7QO4;!jutb zTz59r)<(PW(2KOmZZ^r8h-9t@AQsiLR~JzBJnP@ZhmpkdZQv1uUf=K&l~#=2@VPbW z^=T`W8RnA=)r7r34C1$jZH5|5T4Eb9i!K|(pLoxNJM~cURb!H6EiI*;HQ_rdu}e?L zS?jy;lR-=fjf_35wlnojYw2hGQffOzN>#hYs=B#&bso#QkeHSd`@2K z9g2{jtd@kFDk`@9R7iWDb0d+LcqjS44Y;?=s%k)(3)A;mmAZa1z+AEGS#pP#0lbF}l!$j|BWa5~&sY zf0dCA!Ex8-dk9s&>D>`tfJ7AXch#D`#+yF8YM-;nj3StC37xrUIE)^|yOOKO)jUAQ zdX718%EQ;Nu(1;uP{B?VDcDM_FZw6O$Tg~&U2OJ$K=T-XTos#>M#?r}*0RtO+Sl;Zp1#X}CuP)vu}U3X&n zEx9^)oSV&LrzUxmtlQcJ-~L(36}d^@nnB3)2_}BO+4qsnbC2amcHe4#IVgw%gbKJV#%c>qvOcXA?M--Jjy9nmP9K z^1>7c7Z1P*Qj*E^-~9%DCC}NF{ALodymG%fdt6KJJTVf&8#2~R0Ct^*z`cSt}XGRkh}*^{hm+t%~zFZY$EqJLFhF!Fkl};-9MeFM&pZu@}BRl%QYn zP5rtw7aZoaqx}mBvAD4dPQLV$AlF`|JT*F?r9XAv^DCP}{w@!N7dBr#fi`8fXO?I* zgEfipR_on>twt(ojt_tg2q%qyKhwH#9`iHgnG{*9#W0fMn59HhdwUwzg+*vdP21Vi+BKQ;mi56}sNfGm zKaWXXa5Pb4#mDSrwXQn_I&OEVZ9CUJe~#$Wy@3Zaftz40ze2=02XYt~lx?wqPdnM5 zA+AF_oE{GQ>0U<7YE`<(3%$8=zQa~jC#3P^EcUqIRar9LSes35flxnVwXzB5iAk(u zbG0MeABq>cy_rmZrnr~GSoD>P4xm@m8iCrfN%MR5moAK;9<`2#t%f zR#sQQ_8nQ-t&co*MlxID?jG0m41mW2bPU#=vLVpX0lH4WzX=8w(i`CJtTB3gE182P zALu0pgEg==VueS8_dA8jUMqAOR~nGuAV`9}$UZTSNb|i95)BQWR~M|_OE_zcdJ4qc zXN6imSq0I0SZl5q8tSy=%Ky+~bDp^jXU(99;tA(Uzlk>j{2qji=D&WuJtik;$tJd| z{8nCqiKInnq|1-keVJu@@) z?uJq8!=&sVQ1x*MXZ!Uo5EMqAJrMM{Ho@|L_PYS&s2L=Dz}x?RL}XTU85}6n6ZXBa zC?X5xjM%J*YG+Oy1ejY7z}2!{PHmnee_ABQu^G-i5qUiH1qcb>-hCtxJVQvNF8zxrk5) zaM|bj!5>tNI*v(-+Hu=ckO{B)($@bQ(LDF&tJz;Lr0n@z-gmfcW91<75}0yl$&YB; z5Ijc?%B)o8G*vIO7}Pd=9cBc|ymjl059B^q>%+PzZte$^T$;rE=Y)W4 zZ1dVGsuXnx%;B(;qLmed{C)>TvM{`ut?@(Rs;-vTrv@?mE(EVeOD9`V|E z^xdOKqHuc$8X~VNdM5Y;)Yoy*`z0*mwf8wew<{m}Xp@nQOy!DxuTh`u0NYW?Rg&Yn zZbiJ`#r@$fM`g;r*;Zf&w;sTlUN8neTQUF&N{p*L6c)H`&T4$9hKTV2Bz>`ys$O(` zY@MZ}HwOF9mOq1QVWDYz%TRu|w&D2bPY~tIdvW$s*!O}E@fTe3G4ZoD{|}4DhbMWG z^S+VV=e3v65*!lN2=Kg=7p2u*NTO-^?hPMPJTL--mJt{PIP19Y>R-P@txa1tg}9-0bOW)quEc zG`eCL7)=HlPUL}{@xAbl8FEJW+TDLOeT+R>mU{onZdeeRkI&;Uf(W1n`%+|p*pu$i zHW>N%kuGAu%h!lO*zW1nvn5y@)^$4v(%RWAxSkf{96$ThAqQdV$C&8$e~xqtaHECg z@-=$Cz%?KI`HvPnI{SaJ;5nmiDi={tsoNY){GNifbK(Bv$)_*Xq$#Kg!NpeY*Ix(d`;!BBQAxqijU6aiV@|XG=#%OuR!%0&*QZ`Z8oB zDJeW0TNo1%2N(78RJbr#oV5j`0D!5kxeD#$^ zyW7mpJg>X{cFboJn5)NuKYbWD^547$VGcEN$RQhmBl<}|AqM8=Cl{2+g>X`lfYJrnhYVf} zp2%ZVh;pc&mL)9^8F)O-pVj|lQ{&>=aNz@HeCOhd7{cW#oWY_IK6`1dK+-`?Gw~-e zF99Ez_!}_G07CXSBJZ8IzYA%+YO#%(O@M2KXFEq`wrhvDh) zb6RSxjrJ}p-nj4_h?#@WGeHwh@sw(*XyCST&$H!5ms&kkXkXwELfU-ZBHxai2v|oWFuTd`eUkL(Q z{fm{JwUUy_9IDqw5Nlaxa=%u{f5#fvM0*Sx>Gu1G0OxD9F(qt(!$w`3JLHo;fIZXn zZ00SnUy;6ARC(X_6N^QVg)6>sfSPigI&*?eSkvtuh}Ln?hHvm+>;}vCl3|JDG0i?9 z<@)$5q@_srXUHH$DX9()9X#)m-fEhT0N%CwK;SG?25Y#QHt%U%~VS zREC3wtrtmzn;=sq>D_o}8ryAwo=y)ovdI5P=q>{OA#}ueRX0nsHRr~CI%q_^)x3q1 zCP1!W?dnV{tP4+D0O49TyUU1223f+s*J(|+4<1Lb2ra85=E`E)1JDog^OlQ*Sb>=u zb9|E26hy2Y(OdsfhN|KAkCUR5*dYuboJ8n|Iz7=LzM@Q z)4~Isp+bg|n$}47-Z0XI44?}!oXLI^c5q=`p5!4Cb&dugh9S~*;LEpe8dMpr5~DnM zKxEz1yQT#2Jp!wEe8u`0K29ETx$Ta};8#8t5nxS+U%|BCY57vh7143S!U;jn9tZqH`fN^K3{=7`MSBB$5o0k5u9!9W6fszS#AF*m~c z4O-_ocE$x>d3y7aL>wpTr)MIS41WpKe? zA|N10%S2b?s#CHB?*s}9na?I?QqII1;3igP1xrVSzI;s;<}>7FeG?rRkcADO_2nM1 zZ>X3%*#=hb|HYfCimIV5xKEMc^ZKk>FJJ9aB71o7@bG1*i)76qMPi*<2;FIpF5zs}VNTu?fgVE;~7Q&#i!DyU2_mWA7`#|(# zq@olPQ|N}|=Fvk=xDE?(C?Ti?{bI8ZOIroe*jSuhoNOg9s^fCjpj4KBVaaQ;k1vCU z0XYN_j>!0to{og%b>X(iGoitia0&xPEOsyznOd}5^YxjUoC?oR;iRv%1WWGwMdeR? zz`8p}RNY2?G3 z6B(A~wcV|T6w zD!;6ZE`wtNtRn|JB&ihy>vcGn`gd=z5SW9Y_aug2o8k0P{kx;fbx01xB6bpI>**+p zW$GmmtOcht*L3?cJO~_L8B=-r8IEm0Tb&t&nAun4<88i(g0q7^GURW zUUER>K^29>O9PTb39?l{T4i-9rb0M=3e}76gZuReeRhwD!tWvC#hC{HHnV`>K^d46 zLVJvw=at@slp^Ga76~H*Lnm@{uUI`XeLrN-*s95EjnM(qhJX&M4va4@5CdEFPl(xk zlq|TzWfBOCtJ)EL2;x_dN%=lT1*js@9I?Q+UIXyk&>)nax^=EtG zA{h(4q025iQ+-?JqImz)z-eT`NQ=)EnvU~W6+xN35{p&jS~t^2#B(o6Y^QWv2e~QB zR($W9A+N^DQ|H^6%U2-w-d}Jszc|-l0fx}B-EJ@0b%YFpVRIjf4eSkpJ@0t(=LIcQ zScks8DGwMzlgd$9#3pEqKS^ix+dTB#j`@e1g4)Ke;s26#6-&#^i~@{6#6!zb+Mw6; zFBX+3Pn-GasaR1TsF!r-|#PTmR-6IbNzIza#8dZaf=A)BzsvM9WZU(}PF4R*|vo{-BN?J6qeN z{gdwZQp|0?sXoOdm2$FCiws-^vc0sjG9rx0K2~H2B9n%Py}Uu`&dxsp<}3a@`eF0m zOoOI5cFft1jBGKa8G$JxH&=jf;v7AouRTRQ)M{R{1?U3_ zM7@AebY1W9>R+O2a$USUP#vBS>*#o1oD-8BogRp0D8+!~Hdt%@H7PBsCc1P8P6D*C z<N-f^dc z`LWLaZc3Ml5TbQ3D*GE6o^G-l8?Br<_RTwTSTXIzR_VM}*|oUz7GeQwv}IB$s+n7x zcO2{Nb6k6aOwg~#+XU8m;}#Al7CklFLS_f__M`PFA%0Q>WNB$Qz{AvgI5EL_h>5;j zKfNEHR19v07(E1$wn03^;!t(>c0gFcvFWM*2cs4L4} Date: Tue, 4 Apr 2017 09:17:26 -0400 Subject: [PATCH 5/5] added lecture 19 --- lecture_17/octave-workspace | Bin 23760 -> 5146 bytes lecture_18/Newtint.m | 67 +- lecture_18/lecture_18.ipynb | 631 +++++-- lecture_18/octave-workspace | Bin 0 -> 7470 bytes .../lecture 19-checkpoint.ipynb | 497 ++++++ lecture_19/Newtint.m | 34 + lecture_19/lecture 19.ipynb | 1488 +++++++++++++++++ lecture_19/newton_cotes.png | Bin 0 -> 78112 bytes lecture_19/q1.png | Bin 0 -> 30855 bytes lecture_19/q2.png | Bin 0 -> 22150 bytes lecture_19/q3.png | Bin 0 -> 30938 bytes lecture_19/q4.png | Bin 0 -> 34995 bytes lecture_19/simpson3.m | 23 + lecture_19/trap.m | 22 + 14 files changed, 2569 insertions(+), 193 deletions(-) create mode 100644 lecture_18/octave-workspace create mode 100644 lecture_19/.ipynb_checkpoints/lecture 19-checkpoint.ipynb create mode 100644 lecture_19/Newtint.m create mode 100644 lecture_19/lecture 19.ipynb create mode 100644 lecture_19/newton_cotes.png create mode 100644 lecture_19/q1.png create mode 100644 lecture_19/q2.png create mode 100644 lecture_19/q3.png create mode 100644 lecture_19/q4.png create mode 100644 lecture_19/simpson3.m create mode 100644 lecture_19/trap.m diff --git a/lecture_17/octave-workspace b/lecture_17/octave-workspace index 52eed6b91409ebc41b42f7289e345054fd896bd1..c9ec2aa3f1753ebfc595762a3c1c99b8573c1bf4 100644 GIT binary patch delta 41 xcmcbxlW~>?w|{a;Vp*!Lp{@_Z=823`*e08B_HCZey`Gb?a-x99=8Kk^%m6Vs4f_B9 literal 23760 zcmchxb7>xlQxrusX`bhK zl$7zi_G#_+=ks}<=llGAzkhzc)P9|__t|@`d)@bSU)R0vV~3XhF#~NyCB>}*0|W#F zR*_!;fxkn^pR>pG^>mE>{QdiPAbG|94kN$hN1EXuZW#RMu_cFLFIuIz&t(mJYD1p#HDB|7#VFlQ;iu6$Au+>j@dpQAxzX zrY{3BL^Cnl(n57tT0V?>7Bm%1D#tdVPopIJsvy*~#9msg4mP_sNGattK%=PR*w=Z@ z@KVR4sEMtR@g6Mq=wTZ+2_Ce%Z`O{Bq9?uLdfM^CyXM!jx^}FYIpNlU-R*Em|E{jL zq7D8Y39>(fTHxrZepko43A-08eIYTo0Y{okyJqjJ#kQ9HFVv@3Vf>hJyB$BhUVraQ&5-X5MCvk8-VMt-K2p z2bg`#Z{yu)tRCbV+|IK;|7mFNpLX7Naj)GLpW1oDcm{UkB-(iiy}Z%)YFc@*7P~`A zRa$r_ukLz0K%|LRvd+@z-OYO5Z#mx1SeqJNnbq(gty?R3FJ;%6zqwh=v(x`3b+9*w zw`E@ZZOtXAym9j-Q>~VV@dV2@RFEUS4!UDP-bbcgj10LB=NFBLQ?6@J&na9op0~D7G zCi6m&x$-SCPt@i`%pmi|_l~6v#11&7o@Pnxf?U^E1Bsm=Gij$fu^X011wJBnM7Or# zLt-~wuFLObOYx4*IeB61?*3F{wUs6ROK9DcFu-}SP>)CO*yGvcIXhT8R2zL}&tskCNGmq(9jrI=?U1656{!Ci1jC4*Mil}Y}^g-eaMfq`Mo^WUwKIn_1O9G zzC9Yi&X*@SFj<9wZpt#hAwS$r69X|fuEDYn@!6C|&y&oEj-o>+a z=!w~}fwhBjs9F(ght=+igIIhTz2)N`)(&C%C;9l}XP3zLhbiKHR;(Qk`#uR^?J(K% z^=sA+UiAh0SvzF?x|DQ`*kN`~#`HE~hl!0V?N~dEds$`1+F?!myFbr}KkW5!>*D)E zx~Ma22X#sFEY=_9y*}#aNbIn=dBI244mFz;6InY*esJ5&+QD>rt2^rt$^&NEvUd2G zaXy)~gJFE;7}gHnF3Y!BN}qhqW|(9AAo(AXG<$N`v(4U0&l}sJbm8d&i*XfT)6TJf zOKJZ~O6(c_M`n6PznmTAk9?)vfy&(n`#YUT&zxjU~ zoL^nH*s|GD%-QHZ;{or4nc@78oj1_dJE8M$Y589dWG~>4@k0BVV>TuWn8~U?AY-YJ z*vj-(rCyoC1V$}>pr<6B$n2Qvn?Lv~V(nUY?o~?UZFJwAxXkc61a`Xrbx2a=5lHdX zx%Yl0o8ph1yVO6*!Q`N&t*grt8ulryMTE%ja`sI{ZC&lN+UN9Fk~avgVn=f6qQ)gc ztj?X}KEU4Kgs%RX|4$!cso2SLmoMm^*JmH9Nq+xF+Qy$Z|DbYEoBhWzX7p&+f9$y1fAn``SRiyhSY`v0wJcKC2w4eMe~9K*VK>*$6}20h|7iI-t{JG z$b{HXk%_!1HIV7(S~^Ih04l!)geKZF(DM}-{rrPNaApVmJY5bd?x?}vUrCE@iL~Rb zsSdfm0d}2NOC?R)vGNm7qVQY`=I&bZd*ta3e5y&fs)i0s9BUwIy{#FNDhqX2Z|K61 zGi5pw19_X}NxAF3r)D=|Abba=ACAAHG@Zj1O>N1rdi2&D=K%o^K- zOICefx2_q$*j+rc&-ZXU9nV1K%zNR)cZ=JQy?SExqAi1%gLNh!?8kP(s7Z~?cQB)D z>Z-HwY!@cm+ULlq4q-IbRhOJfZK2~G$_$*6+BmGd0VW$`-i$stjB${N-1wrWijH59 zNoX1~`Ssfz6#dB$@6{a61R5k54tlE` zzaq?-Hh=N`+0@Bf8-9wc?-)kGEp6JWvn@RL#l?$uCyimQjU2y0{7xIM-yR}Nc1?zV z(WhG8`ico*8&X6V#l0%dPuExTJWt*`vwDLlpi=1`*8lLgsT zyiLOIiM_@$?hn#(avaNfK8{P=ls}DS1U_rpE6%Ut_1kY8v)$u~=B3dMye%sYCdg-v zW6Jv$mZg(q=$F!vEu$*N2uL;9-oMetyCN~{(WG24X2s=)zoyu>@wT0vzC~PZJo6#s z=!5kS+Ia!pkB5#e9M4=^?poTN)5hz!_XOtIArrTn6&<`CE?=$-mQG*_M{eLZt3dzyNHUk&7ua4bZ9s{lWo<))Bolng+vdGw2SRW9cvPRB$YlM<6h7J6 zid(sF50|w}WWJ5k&Kf?kgZifwqg&O|o{`px@UT6(IUQ0=^19#S#P7DFe?2EL-(}q= zecacKiu<)&)4C@y^_YJ2%g7o;l@B8RJekpmHGT3}q6U`pWl~=EPG&a!+_U@I(PH$k z_Y|h^!nof*22>+PC~|q!uPKaK-JgoTL1pM)e`)5YM8J#AZ*}PEo?5i$hBR|xNXx@G zt9q17R$9C}Nt&tJtWe%Kt`#X88OI$1r!qAILS||YZ=>-tmH6{?S5Jv99F7s(z1e&! zvwzl+i52pl==YbYjLXQ`b2`6tpj$R;^tz!kO!NCjhrX$8DBD&+{6~ff*{pEZ{!krK z4cpUjM~3ND*tEIjQz82ONrq9qCt&l}$8nHPzF$ugPy zt6Z1HmGZvtzOib7l`Jzlq<7ew6?MD{lSjngWEubJG2en7cJPKg=>9!dXd1J(Z`sLh z-krPwlY`Y2cT8jaPMD1tKc|>l%*j#3+Cd|#dHr}M#|)jPU2$W4H7`p^$xqBlj?wrb^Z2D~ z6;C>8&9JeBa?Gk6)Aw0F>v$7)|I`{IIfHrT{OoD_wKm@A%F)TA56)ngE}zpWDbU8# z)=QBd=`w>^w>#;vkwq8p*r03I1WRWy*-mAP1zkIMVYZJ-hfJ1dx^;|Z9KO{-{a>DG z)zUk-d}K4vH|me0fV(`iH#v2@-j7P&w>2W)e^mr+*DWn zs-zIjV{_R5$e!5j!k+vm!*H2}%P3qX>3?1EPv+n<2A3(g48dgvE+cT6p#MI-{~$ky z_#D#re_nv$kiGvt0~rp&Oa9*1-s!g0vPAsUBd9D;Gk#UU1lRQ>al zVmM^t5Q#$~4uLr2;Sh&I8V+GNWZ@8nLy~@bOl3Ia;1GjD3JxJSWZ)2iLjn!~xX9-s zo{MxY!nw%qx8pR1i)1c>xya=rmWxy_Lb=G~B9esuah#>w&|L|On-*UY6zw%jmrvG{cdYng(%JithC+9~0BcE>|{Q5s0 zeQM|c?;9s}qW^dlE_Vm?Bs!m>uPSTN&e+|En4 z=ym4EICZnK!^(nQe+N2&H%Hj`-lLzh!l0I$^OX`G($8Dt^Y~RE4Z1e;KDKaKl=LRf z*pA-M9;f!N%D-dbK=12_g~mzE`|Tdn`#WLalT`vU-JR)ko*?r@(zw3hr}TL)a4B9j zGcEoZeXc7`|4Lfn{LYO&-yKhdrUpbcy3=uZU?7>DREGy0k0(ye^&o{FFARjtTAGjPnR+2E>myXvL121~iO&jA!$L$9l);#0=>G=JTVKen- zw^RU~M*tRj9vgC4HjvII5H1lO!YMO@=)8h3=xwEh;=EuwzhLO(Or7Si@Hw65b7WQ@ zoAY~l2%T>T7Iu3q)?O1z=N*de`~ij0`G?^aSsh9LFlvV|M2m(8ZJ!-Z?GcU!$*izj zA>q_6;g~4f86Be(LG2TP9kWGVHbq5HJ4N6YS>4HtBdNV25xs0z%I=qu)NYYzSab1% z#mXpZzbHs;waIvq6h-YAjU9W!zqGB5ruK}+twULbGO5wjt}%!{-dVP9OANJd3>tMs zYVLiGp>~di)Mcf{*Slh=y<@TC+OD>)FR|3_akzE+;#ax-an$~Ch+}*aF-oEuXI|3v zdI>U^33hES>AEFA>itFXFM+OK0(SBpAc3yqE12bn%gr@2-YyEsh*Y!0T z>pSN?zW$o7?`urz5FsJSqwCDW&R(Tuf6aMxy?IzoqC;YEB3*Z~H!wKfGjd%bUH?Q} z7Tn~s%`%btK_VWGD)g&QO{D&i2>&r`1Se6yNWvQuT@$w^QU6FnvH0E4=m$yEPm=IW zN+M!MMiTXxBnY$NHRcWVn>Uc3z9iOc_Z#XzZ?Kv~=Op_#)Q{fapyGjq*xWbNpWcAK zoD<$szj}*D3s?YnOa1FD{Fe+*zWwAa^|QBlL!x_1$y@4gZ&AXA|D`fe@wyZ-E4%VP`^yUp?!V1FSS#sf2QEF`rU%P zeks&XQ}F1BL~(mV3ia1_2+#~Dy*uk2_1kxNb7Dz_tnNGNzwc0TI<4x}^LNyb-{IT2 z1GQ@H@2Ee&hwvqK#otrEevg@k#!dJ2-c$d65B?Tc)O+gZ?{Ub~xt;gzJ@xlg7?{oM zIlCD_RaW}O5-67C3ZRlG1F*Vq@m|= z-=Bk~X*534Ak0q~X*5pKzA5cjjxX&U_1WZr;jwwK7u4K@uR}& zG~UuNCS~TtA3M`&+@*u>Zno(({?f7L(uXr=P%wXQ|ILUO%I>Hel|D!=Gu~enwB@66ND=pK1Jl#+bG= zl|L1qX&h&OT`eb>3>wcFSi}E7294_s9R6XvJl!XQ#&-q`{tU;7`V1Q9nPd-#r0a2+ zG~P3@caWIOwgs6q?lYlDvWw)tOd9{0I5*5^TD?Ig#eqz)JEl>OGbtWq;?77m!)H=l z$b`e_Yix*6e8_|+$xai0WKx{S0v`?~vnXC<;pN!93en55C~jmSRqUA}!E}lrS;(DG zJ7>qWEQ%vps3O^oU@pazEVNH#5g?1=N)~=jdZkP-k>X1h1f_?lmTb1AOo!a?KJK?1=PU-Q7HOOkmMXY&xMwe3j9(maZ{c}UP^KaodqHxFqi zOOM_&$)ot22Yz@z%cD4)hpIDYwWht!qj;Q$_OmSG$fLNNhhOJ^Yrp=RNAWoy!}Zpk zyf01m6!|!v4>A1*EM=v5oewfs0wDPmxAQUAXwsRkTlo~f^RfJjwl2>rpW=8vHkmv> zYn7Z&@jM^#rXo5n19ks+)zOAz5sVE*bx;_ z+%JIR9lk*+{ujXWo{zzdzyg{F3J_}5YS{gufaZe&Bs^pjZUM~;1xT~Lc7<>RnjZ?0 zXPa{Mpkg7-6NRX<=K}=I7lmkd+)HLqNb^P^emOleB{_!Xk3tN8T6^PBSRu_Lg&5C= zheDc93L)!unPjj+npcXzr{khUG`|#Kxz`YjxATi=o+$#$W~}!V(R@>ceSQvP#zi#m z6hW&Wuxb7&!ug=-_rJ#!(L7Xye)AX6d{hLM-PrUN(Y#a)N0uH+6w~}v46n#_*0Yxu z(>zrS{^jb$G+z~ikQrj3Vw$&#!Ll7&mtvZ~ijnt{b&I(OKAQp z0ZArq@86ctJXivj4cXU}(0o{eeVGeLh?Ua3SPHG|YhH8YN@;#9#f2{^-apru(mYuT zlf2QssV7TmzAOdHjvVfk(!5y;$D(Kcgc8yGSqiTbHbIusJX(sdGR2@@O{FxSmf}^# zWx^23XkIM?%a(|NXnrk2Ud<2^@?|v7mZ7?CTiCpFWi;QGp`(E%^kp>fmf?3(X~c)n zGMazO(4X$gXdW)Z`2K*W`M4Z>xg%Om^Kv=nef=H#N4cEl=W?vz6UuU$r^~^zDJT7M zny<^jr;85dG;fzft3QF!{9TRpn0fjP2{-> z$^$CUMbwR?X$9p273dXY1GIwjf(r2IhFb;Y2Nf8?-af2?@`MVE9A$YjDzSp{g$jrg zbtIWpL3u+3#D&-jK?UUx6`0Hi&I-ySDlmP_gwxvxR#HAewslx}DOyQ+MJ1Gpx|%3k zN%=)37LR2s3YC;+RAS{gKi!5km6UH(VjVxBRZ`wji7osEuB7~<61#~yn|QgB@{mgG z7hgmmwUY9YN@%cj-l3B6l1gYxnqJu9TS@szCCFfiAg-i5r4o94fmccSN+tT?zLN5m zN|^E|TuJ#$C2miN{JNvJlJb};+?Q6{3N}Q58PU;$4XiuA=;?3fV-RPI^^Ec~TV$6o!!$R7Lqx70UVHTt#_P6}S zChB@hWHsey)mY3=K-H9|RRer_R!#X@HCT42T2oDVTQ#=wGjTQLZ`Ih%%qJAKhVr-? z@XK9dHI&cQK!Y#vYACO(0m~Lu7uHaIR|DO(Z%4dXUqg9b4fu3Kt%mZw8W^o-BeI6_ zz8aWrU^9FT<$pC`+2fu&HIxU|z={uGHIxt5z;-iRA*-Rhum(tfhRi z7A(8mt58dMWi8TGHSAw5uciF57Nqz_D1R;GnYG}jo5Qt~Z`PuG9~<$tly}yGWt)4i z*HZpji7VD3yGtwVy>h7wGRApqeva)v2`F~lMv)O%4h4Kz)u);l-JgQ zh(}l1HFcEV)?o?XA?hg4tpgE*ZXH^6l<$(>F2YXL^y?_^t;1G+L9>qX-#YNi8xD1p z2iM`iX+uH@>nIM0+u z$2-Dq4HV_`JRWEc$%i(Lniq1BMdztA4bB^85zy z)9-}_%J&;Uf{O_F2Fm*zAi*cJ4V3>kfJKvTj|Qp(8X!m5uzExT)dLM6#vv8?2C54h z&@XQrs6J@Gl84ocA67R|ozQ^(2RBf?(17)X9UmOrNOeOa_~qVljZ{B0VmE(*8>xWfC`Iu2U-=0qda8I9n(k6|O#8;vmL16Cu| z9gX0Z#~wFQ{m}>u!k!QLH&Pwa2>x{A8mS&>gdKkap^@s6MmY23OC!}MjbNj(r?HXh zlt%axHht(vBh@QS2zEb15W0!#mL^29<@||FRKGNVt;SlcG<^;a`g`30(G zs>7PWR-bKCnyDUZ#!-H`p_%HkW}G16U!$&>>a%9>;jpKf>a=EDBH~+NSPRu_E#Plg zO=zLItpzvu1=bd--&(*A-^DFd$F+cH|DtyrTd1CEfgLNa542ES*8;Y>ZKu;h^<4|x zS$8vTp*pVxtoS;5uZ8Np7VyifPgMRzkeUE1$^_oY@s@^1&Ks_{P@^H z^ay7n zv{L=pik6&9$5U6fQXScfuV2`LU@O&=tzfI|4jQdgSGGbRU!(5l`BthgTQQU`cv`8> zYz2S&!kYBV^Xs&&7+bW3WV}|YJ6pl0^Wm*jf3`xJU*K+~IfJW5 zy9JN^+Nkbr!wo*+Zln6Q4WyPx7NCvl;5Izqmw(!*9&Q7xj+7ePs4i{;ySwnXuZ`;C zcDQ$FkrH$})yeJPZ;wf~Q@z}d=UptIv{T*O4p!|bEo-OxxgG3ogwvLGs-xSH$d)?} zlHO;2-MbwG3`vEoo$Bg#d}7_xq@C*PcChM2nY2yz>+E*$m;G5g)!Xf;AXoo=-cEIQ zJNV{&-A?s)J6eB@y`KKLo$By*^vnBps>j>$gY0%Vx3^PWPQH7=|LNejX&U`oo94f| zi${ym#YV}Gf%79^kYQ)>VDmVX{OgxuIj1kA={-+qSUqcr|@Z5}^8mmdxThcNx08_KNgtuPZ_DaiCcZ#Xlpu65L1^~sG=bUc$78*=w)b(840CNt*3>EAMR{IZM;-w?8N z9@Chox)Et|Pp8rOOlQRSADB+(HJ#xv`eHdcKRHHlib+S(uo-loGe}<+S)RNZbiVS; zPlthINb+>vGZ}WZ4(rdP^PkDI5$i8oGmF|`7Q=djgy?K)kJ(HmS*_lR+0-ry4FC3_ z3e-M|47<9~*A=Oq6dBfg?6%FJ_L{@+_pznsQoGG%SZ~_dJeS&U9>aH^!}F*e=P{C^ zUkxmh=TUpkWAa1C5eq0$yDBk!_q0=@_Elnb@(rs*?X1jjP4iLRs|uh2c2{e zwSAZ)?zfI!ufTK<+;I5a@h$ZAJm!d?naPtlt~Xto$!v)9?>@4Ro>yT$Sgs2nuzNql z0)R33{cqhy|Mcr|o#0#tIM?~jb$oN3-du+_*V)Z=baS2DTn9JTxy^NKbDi2;hc?%l z&2?mRo!DFlHrIL0bzF0u)?9}**ICVVRCArwTn9DRIn8xUbDh#$hcwq2&2>a`ozPqd zG}rmebv$#O&RmBx*V)W(ow!^FF4uX>b=-2Dwp@oT*ICPT)N-A)Tn8=J zIm>m-a-FhVhb-3_%XP$Zov>U7EZ6zUb-c1)oiP62yXG_;MB~(5^swcSQ)Ah=0J!_u zT^cbf3dwrc?XR`Q;`6cOyJx<+^UA%N}wM$FGdil#>s~tW__J&E2i= zcvJGVAMtmwKup$n`*2qrJy|aMXi5a!wA)^+nRpS`QUkqI2gXA7T=wccI$rQNJYM!_ zWfXjG5BhXQ%oi0p0kb=g`9a7@>gV50UXT)RP|?`#Ow@d7c5AyGL`x^lZmtN0(V&v# ztkhu4dD(MwOk6aa<{2A?5Aa6HhoS1lfluI5thY(oAQsZYMJjJN#bE7*TWv?(Lm_)c zSM@-76kZopEb>!}MO@Cp2|eCqKBW&w^%@1E>R0o~)sasiy=p>(^p7yuJ{9iPdFc#q z3r(}puO7nW>NvSYDIsV-am~B;!7~*6t-H~@)Eo6n`zF*~55ZXVqGoXuFN{&nzjw0j z0habw-nwcQiv<#YzFc2vjrPcT(R{>1cdU?D_`66nYG;?JH^-pBA?B&vDH|-YA8}w* zg+KD5HeL$~zlq%3#VX_U?BU%pDDxv-U5#gk>N@efVREQ1uF@tF+FQeS zJ@~?YIR4~T*84NDC>TFbcdTj<)Eb*Q4#b`#)wA(`tfj+Iuzk+R z&HGNl>ge3Ji_UvM#mg$^$MIO)RmiOf{}cmjk6(6jhXc^@PVM&J`yrSqdGjvs`3%uVqA3Sj;2xINnC=C*d#2Aep(Vy>p@H!`6zo6I` zW!r$zcTsJ680P@KNG6M#3AcQOY7(K zFdV<0F<#0z9MadHDkx~i;iapL>Do>1IJM2;!l-7_HMr=vuxn2^j^@l)k$w?}A$GeT zr@t}8pVz`dmPWp~<953%QXmxPUS}-X>J$y>)NM7_JA$#PY1o!OHqo%@IN?5_%N^$X zrqyq7ibHU@(s&D{CwMSVY26yLaGZ>LBd9nd7UdruC%S8dLtf~D$g&29~Z_4SyM@jJtCc&nPs)+HgxIBdOg@OW2f*&7~hvyR33E~{B1C;DTi$)X)q z1BQ|6yOzPIpSBn<_*9I}K~FRnS;fgO^2H+^iwM1Gw$O~o|7_^zhVB`w?~A?j$8uYR zm)*y`;pRKrx;@4TE_zNDSFhZ_-gA2zEN9tZgwMIB2QEio!_U)SL-zz>PvPjvtE;?l z=yr^|{WAwBoN8_o5xkB`(?9K7R2PDQug>Mgs0U--m&c!Sf_!o1uzabycqq1R>bS9c zu`}d;OtTZ=`NE*DH~*=nC6a?PDw>^r5bvHSJTyEKy^GvBS|-M0qgG^s&6Q4``L6bn==obA~i0@Lt@zmJA_K&Ih+kP(M_ zouZ26o6q6St;FApVQb!Bam zQg8%z?~KtZw2#2q%+zF2nMnO@3Qx=9U7!$m&<7eLMloZAzLAsH^Y-qFU`uBbZW+3W}$4ojYXe_celm_ zooh0Q7LNe8p9fdZkHe&f5J}@BLC{jyvumFl1DX3Z+t>9*qf$H0NnmXpbS=+%I)?k< zlv$=m(L@J$t++PM#xD$rHVrpl^aPeA%T>H@1tY&jW~M{b87TiQ5gRom7=lTTey5vb zapR}jrUxAXNYO3Jo04gd!f3r0FU%s)XP=fZq1^-KvvV{@UH8UCVg2>XK13tJ(PW$J z&tUke-Kf|%E)3-(64M_D=p(K?t5ss-1&D07iyBxR3+0wH9Z~N{w2W0|R=S(wqL1D6 zpP8~q&^R%^d_g>f=eW$TB;B}yf2HpZm=l4dWfrFl+^&OQCz~!u*YsT(4-l4fL*(wSO z<`>q*CD`F$iE!BPN2ELW>yLI_UuVc)-?j0%>oZt426tw?j>4?8ABJ&C_mRGFpMvZ7 zDBPG_bw#Wz0{T(nQ$5$jV9N2Xg?Gq!(i7)ZwR=Qihty2*3r}vsvS^G#q_{h}+y*?5 znDqqH6n}pg7=0hV0}~xJ3hqO!WOmCr*FZGy*<98ouZJ^lhRbd~8-;GMsqd@Wg5bGa zWNLSbGp6aU{C>jz3~b{CwPZhEV0Vc$CNy5bEI$h|o?;Blg0+;A;e(5pbw1SkYa{H` z#bxqZK}cRuy|T)38`d^-tvnj|2m+I{a@DW+z+9(x;nYc1=n?($`LJvl_MCX!6EYwe zN!~4aS<8G-`S4J)NmUFMIkpOCzX^txu;!Z$qrxy#BK*Q)bqm-G41ewy8V2Eol6e6> zb`W+r@?e#vE#`TQKXHT?1eMX5cNRNGLiGF6p2b72z$2|&d{>k&HtjtjwJj? z_YaH4`<{B!Sq%}W`8G00ukbE{SL}{kvNjeapY5ZDT)K;EJD%;IpJfH{Kd+eZUEX*k z8CeqW@dlC+sX6waw0dF@(6wh3Ul<)k*jMkn%fw zx-Ic#h0F;7f`c7qeJS=OR=Dl*aoR}*BREgkAGLqCC*)e&%=gH7pd;gc=BVW{*m|z; z=MG_Kth3dL*xL9MLTf83%|5wfuXaoKIs3;5opaA?>gYIFU#XaX<#Zf2dbBlOH{CkUZTIlCNw(+7vtNv%%LrHX7xvzW640@Q=!)Xt-;n-CL6q4U^OFG<&`L z5hd~YH?~FL`t-k72IY7`?8CSe)5`r=`C-%wtp*vK3e~x8u^|rKdFlt>UkHV~q~ay3 z^InMdZ?+4yi^C2%C7HU60QBrnHBl-FgXrE={FrwE7cHG6tSmiIuH16o+Ry;q+ZszI z+>1uQuyZO8vb<64;ZU(%*c+$ZJu0OiIl}7Xp7pz@hN5tY^NnF5K45Z|x94s5!J^mA z+sx+&qP-w+?dHZ1)cEi3c^wyk-A9q8i9t9NCgm^_vLcav`MFR;QW$j3 z@6m9WXo0(75A#zN#Uiomh}(DK&&Ma+ty#Ii1HH}R#sfz2Zu1Y?Z3ZGQ7|4VlZQ6w68}GVGyjN2Q#5AxcD%Xi z9gAFJ(H|;ePZ3icUurqS61xZcN`6vvz|oy4k#1RpkM1iS@>!Mep<~11m%D4Bb7#=4 zV;aX$kgzu)vpWWiNYKyyWxhyEEj%wB8HTeCQPOebTLNE010H&x3q!N^mdP70#p1`% z(*+}Dg&?_Xh;n4*L%19l(Q65@hmTCX&pTCT15k`>!OhvH1?`c{ykhZX_xW( z?T6xr8LKvo2*A%B8@`?YXaj4Juq%0sqVTZzlh@e{@@mC7X?1&%8?9^~Oea8-?`>xik9T|`P(H|#m-$e3JYv z6T|R!#<{`wW!GYi*)8SSgzwoaXb&|W6ohiW3&(Hob%gKBX9m8@ykPQl(c00EEKnG@ zrq?LY8!n^NW``tsq9t4M+0>6D&$JFN-`Pmw_>;>Q(~Z&iwpvhgsahERPN|oUt8>C# zL>`BC!eiZ6bFA-n^Q)IpFrzD)AW>co^YG1HCca@DYOOejZZ$} zfH4Ob%&pZ4hnrDchLNiW4i8w8b@~qB+oRL=hQD#Z289{=7q-Tu_wB%;I*T3gF?XAz z#SlNtsh#%Ta&!P>uWjwp8W9HRjQ7{#dY+@#(L&+Ap+4F_N+|B{aD|)UDfQ^fHc*S4 ztJ%3J3?tvqi7VaZi`Dl(ulPp%Dz5Q(!LY03$a7peOZp<&wF@)%TNsL8#eYs5(2B&~ zf&0erwBn#PXhgWilt|3kHe(NrqKLog2hLShMx24{i z#~h(2iTmTB5asmbalRYE7A#)3FgOt1uZ|D(n-fKLg)f?ayy1?D`Jc@{ImM&6J49YY zGz#mpHaJyWBX&;zsDEOuCv?}(`(-&)A2u(9bu2e{V{^m%_E@2NFx@5`>6sjk^g3{N?hu?=B6-Q`Od{eFwdfe(I1@0lxrPI|6hKJ>vB$b}S@Q9&d_U7j}dvoHhn?ZrdX6{I8kGce-s}){u zCoiF@>-@CTnM5D$>#bR`#T>E4n-)#z4Z{cTzmZEPhhcZzMdi?v-j&lD{OdbMd*QcM z^}dHD_u(Gi=eqNZKmNAb&Dgaj40%d#H3qG+MCgSDSMQE;L4vsb(c?<4*zfjEHtM_< z9G%y?_f~qLICIkFYwB?*NwJ>~F?NB%Iceo-fKD*~@_Bo_Oq+{2-t>PLlr z+#z-K%ht}zp$I#p>X7oy3lEl;C~bNWhP6XF3j=ON;_O|^Vl}x)*f-7h@wAD7eC_s$ zvt!&ab$Xh#ig`Sqc9^fuZFfhx+S?T+b$U?#G-c)pl}P-RR~jur_)oNo%vje7C$cLd zshFm74^^RQTeqhjM9DfH^R(?Yo;vM(5ZV<3yRanFD+gon_1cUc+jDWaU)>sLdRz<7 zpLawn3J~4bQdMVcVhx3~Hx)-Wc)@<#P$cF=!#ezP*+Dl0GU*zQYgsFPEAhcX$q~6}j6-4UEF23)&ggWL-=oPPx8b{|vvB%JZa? z?XmWr$qDrlJ}_c#cMB%lLNFoJb%S>x4m4}ORQVQ-<8>4Kjf!Hi;cv}=&3)m>Ke)hA zZJZ|(udOi(Xp2Pi@3GZ`CwSuQ*wbM~gP+6COzqh3m>A>_o4vbWY#=&$hxguQ{E+Fr z|GX;seD3(SYZ?Z*;!TNI`Kllr*lx3Yr6q2I<*#=dcBchG#BXW*3{u}%VSV%aZRtSd zR=#$-sT+xBQUVV~{kVsgtW)kYQw&kF`L?tZt2h+m3LFD}!BN7+Nq=QauWOD=#g3VG@dhnKOA9|3EB^U;HG2 z_)T@t+LwQ;ZsH^_-|nnzB!;i@J$h`EAL_?V&zWcziIF!ZWk#&>!H{{ypBxGAlndXr zO=?vbUbQKC`MiA&xlOe)-y*$W`YbKyRhT>G1gftU2q543ThelQ*FG=Y+Ha#%eaa5M z?rS+VpT7;u8E5@xC`6L@PhT1IBpMq8ADJf+oGcieUw%;383m0wh0{Euv3)_M-h-{~ zC^9kr8u~p1QWKqj$Q6fT?&VwU9=9IDCiHZXYGDlW=9i27l_fefV{rFNRa@+r`}8Vj zehfb5mn8pqWsTqdov90cTH*PYXq#Oo zO&)P15QBegJ}kFC6c65iKRWDZ5XQfEv7D(C4nOJ9?YFxLPt^7-Hnns>&m>RR-l;^N zt$8A86muURhxcmcy|#t-0R=1V_h&KU)x^mAJ!jyGvKQukQTYA&VzSztAf#?@UGQCr z_`{%Q;{L++SiN0m-g{wEx13Nr_x&tyWJ(&n8=ZF_O=@C$M;HX7>`#j1xNC9nh<>}_ zP>T;5J0=EJ4hch$MI;Y z$;krU3-c_XQ0T04yWt5!`zi(>Cj8B0MULR@drvW%RN^*$48#39o83=8(n9;qp45Ve zH_>|{%lr<4!27m4#PX3dq|AqGY_NQS$di%_BSwTnW$O#WxAO@9wqPt11Z=T4@x_mC zdNxQ|*OxOqG7w8MY=aV5vyqK*Zn38VPDQ$3_NCq!QXCqb*o0g#=+*E5~(X* z7dtib4~hTtuY!i%ICBFr!COi{Uk^u%TDw4xqZ_{bs(GDf7mpUXX=^SkIz#jAhrbO4 z(b(Ok!X*3%!PBM3l!l3rx~=yB<#s7+q+UL=X>i#S3_j{UL$#Ff&BccYj_{2{y|wLQ zkyT_oolm~(6pw&*)~}P_?d`Dl!JFq@6>-=pVWle576R*B*=O&r-o?&c1yi#}Ti{7t zma>yjG>l?b*PQ$AjFJ$`H+>i4U@-4VjOL(Q2&+%l%PNh-z#jnxYvrO)uN!?UNIw+a z<=dQg5nc5tZETPHxm%=*`{NUr`HxX*cWRue!y_n7*gE93kUvH?Z%x_lrHP5VI$ajJ z$01~UK!jM92kh+D8NS#`^u;@I+4=HzkgANg+anW-s=GPU{ZyY|tc``n%ElNp&3Sxb z@W4pyS=_ZO-<$Y#x#@^T>xbY4XWE->b%5@;{Mi!=3}N>zchAHVo>+PB)|ifI9ylMb zvi0~8JLF|_B?u86V?|t8$|nZLT}zx3Lhd4LvTsE5OLKHT+g`OeFao=bwiLg3<&KhN z4^lSB#lw0N67FS_Z?o%sJ^iu67jqtXoDLzpbcpk%zHLEnIH40%*V*X~LyHrZVPnEz zzVPj3-K6Kpj@(u4=d2ImX&O75!kr+}wKgx>is`y%>RTR;$McI5`c{TR-)is(l?#!GIZ!a^^@a%8cnp7_Q5%k5HzYgH4URR=(fui0{#WSQHGECoGWQ0Q?gb!U13w{`ZxSx0Po@SFe%kCcG z<1()B>U{r3TJ|>dUY5*Mx@wDLmo&!oX(WD*jGeqL&l??8C(>VzI){n&gKIvzOrLBgd2zvk1RvN;<{ z9f?78AMWn3HHV{}d|yzOC+eK<_)NR$gZ$F+Ap?8^@iXs~qw>Zm$hXNZnRGQ60nvIJ zvsT|gLPb)iq-{J-_If6*JsXQrj|X}fwfG|}LMT&?)IokP3qDek8H8!to73%Fw9u&V zV&~z{w^3WMcc|>gAjnuu+0$tnhvx0BU&oMr2VK*Utu{_iaQ@fD7TvEm(6Ddpx#|c% zoYxI96&5ptN#mB=#&d#6x7n{J!@|9ZJ}JI1%Qza!ybGavF=05=CtJ5a-50WB3|3|Q zj)7ufedo7VahQ9`+}G$qB;Kak9MBjT0sDkRowvIq@V#ny&V=l(5F0Z|c-=!aY}}za zD?Ka(pHCK6>A(-cOH!qrQ%!(l(o^1)EbQlyRgQBkBlari-;eEnfdE*!z>|g%t!k^A? zoT`!$fnrQV+w&9?Jy$XD+hVz!jT@0c#nx$%D3b9vy$ zpf6!WH+wg(xaxxfr`h=`Z~dS&T>PBwN+0kJ9lbSmsx!XzN>g#T! z16-R_32&dT`r0y?*g1Wc&hkr<*j%xp{_Ed|DC|kUw~*AKhm;J<8kXP!d++5oM>IW< zB4cn}VZc>9D%n4ZxBMCIjWKAr{5Jy1G8?=$r^mtglT}imUpV%*TiWuDL}2|hn{e$HI`)-I90jAbz`6ndUq@uQW9kdr+Y(( zO68LLCwuzous!5|-%#Ec6-s!y?Kg|bzq0f((!kFk?{oled3?S#t0Wk?SZOmQ#PDlWs4T^#bO6#TuA(l60E2T#uAU)udVI76NpR2*?NoI zqEYoz?3YrRBgSoaU13b}S{e2g}th0;lrAQNAZ^etxAs7AsE\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t15\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t10\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tresiduals of function\n", + "\t\n", + "\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "[sse,yhat]=sse_nonlin_exp(a,data(:,1),data(:,2));\n", + "plot(data(:,1),data(:,2)-yhat)\n", + "title('residuals of function')" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -506,12 +701,12 @@ "\n", "$\\sigma(t)=\\frac{1}{1+e^{-t}}$\n", "\n", - "We can use this function to describe the likelihood of failure (1) or success (0). When z=0, the probability of failure is 50%. " + "We can use this function to describe the likelihood of failure (1) or success (0). When t=0, the probability of failure is 50%. " ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 131, "metadata": { "collapsed": false }, @@ -691,7 +886,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 132, "metadata": { "collapsed": false }, @@ -739,7 +934,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 134, "metadata": { "collapsed": false }, @@ -786,115 +981,125 @@ "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0.2\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0.4\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0.6\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0.8\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t1\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t50\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t55\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t60\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t65\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t70\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t75\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t80\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t85\n", "\t\n", "\n", "\n", "\n", "\n", - "\t\n", + "\t\n", + "\n", + "\t\n", + "\t\tfailure (1)/ pass (0)\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\tTemp (F)\n", + "\t\n", + "\n", "\n", "\n", "\tgnuplot_plot_1a\n", - "\n", + "\n", "\n", "\n", "\t \n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", "\n", "\t\n", "\n", @@ -917,19 +1122,21 @@ } ], "source": [ - "plot(oring(:,2),oring(:,3),'o')" + "plot(oring(:,2),oring(:,3),'o')\n", + "xlabel('Temp (F)')\n", + "ylabel('failure (1)/ pass (0)')" ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 135, "metadata": { "collapsed": true }, "outputs": [], "source": [ "function J=sse_logistic(a,x,y)\n", - " % Create function to calculate SSE of logistic function\n", + " % Create function to calculate cost of logistic function\n", " % t = a0+a1*x\n", " % sigma(t) = 1./(1+e^(-t))\n", " sigma=@(t) 1./(1+exp(-t));\n", @@ -942,7 +1149,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 142, "metadata": { "collapsed": false }, @@ -1006,36 +1213,41 @@ "\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0.2\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0.4\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0.6\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0.8\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t1\n", "\t\n", "\n", "\n", + "\t\t\n", + "\t\t1.2\n", + "\t\n", + "\n", + "\n", "\t\t\n", "\t\t50\n", "\t\n", @@ -1086,36 +1298,40 @@ "\n", "\n", "\t \n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", "\n", "\t\n", "\tgnuplot_plot_2a\n", "\n", - "\t\n", + "\t\n", "\t\n", - "\n", + "\tgnuplot_plot_3a\n", + "\n", + "\t\n", + "\t\n", + "\n", "\n", "\n", "\n", @@ -1139,12 +1355,13 @@ "a=fminsearch(@(a) sse_logistic(a,oring(:,2),oring(:,3)),[0,-3])\n", "\n", "T=linspace(50,85);\n", - "plot(oring(:,2),oring(:,3),'o',T,sigma(a(1)+a(2)*T))" + "plot(oring(:,2),oring(:,3),'o',T,sigma(a(1)+a(2)*T),T,a(1)+a(2)*T)\n", + "axis([50,85,-0.1,1.2])" ] }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 139, "metadata": { "collapsed": false }, @@ -1154,13 +1371,15 @@ "output_type": "stream", "text": [ "probability of failure when 70 degrees is 23.00% \n", - "probability of failure when 60 degrees is 75.25%\n" + "probability of failure when 60 degrees is 75.25%\n", + "probability of failure when 36 degrees is 99.87%\n" ] } ], "source": [ "fprintf('probability of failure when 70 degrees is %1.2f%% ',100*sigma(a(1)+a(2)*70))\n", - "fprintf('probability of failure when 60 degrees is %1.2f%%',100*sigma(a(1)+a(2)*60))\n" + "fprintf('probability of failure when 60 degrees is %1.2f%%',100*sigma(a(1)+a(2)*60))\n", + "fprintf('probability of failure when 36 degrees is %1.2f%%',100*sigma(a(1)+a(2)*36))\n" ] }, { @@ -1196,7 +1415,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 149, "metadata": { "collapsed": false }, @@ -1207,6 +1426,7 @@ "text": [ "ln(2)~0.358352\n", "ln(2)~0.462098\n", + "ln(2)~0.549306\n", "ln(2)=0.693147\n" ] } @@ -1215,14 +1435,16 @@ "ln2_16=log(1)+(log(6)-log(1))/(6-1)*(2-1);\n", "fprintf('ln(2)~%f\\n',ln2_16)\n", "ln2_14=log(1)+(log(4)-log(1))/(4-1)*(2-1);\n", + "ln2_13=log(1)+(log(3)-log(1))/(3-1)*(2-1);\n", "fprintf('ln(2)~%f\\n',ln2_14)\n", + "fprintf('ln(2)~%f\\n',ln2_13)\n", "ln2=log(2);\n", "fprintf('ln(2)=%f\\n',ln2)" ] }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 147, "metadata": { "collapsed": false }, @@ -1269,98 +1491,108 @@ "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0.5\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t1\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t1.5\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t2\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t1\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t2\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t3\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t4\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t5\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t6\n", "\t\n", "\n", "\n", "\n", "\n", - "\t\n", + "\t\n", + "\n", + "\t\n", + "\t\tln(x)\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\tx\n", + "\t\n", + "\n", "\n", "\n", "\tgnuplot_plot_1a\n", - "\n", + "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_2a\n", "\n", "\t \n", - "\t\n", + "\t\n", "\n", "\t\n", "\tgnuplot_plot_3a\n", "\n", - "\t\t \n", - "\t\n", - "\t\n", - "\t\n", + "\t\t \n", + "\t\n", + "\t\n", + "\t\n", "\n", "\t\n", "\tgnuplot_plot_4a\n", "\n", - "\t\t \n", - "\t\n", - "\t\n", - "\t\n", + "\t\t \n", + "\t\n", + "\t\n", + "\t\n", "\n", "\t\n", "\n", @@ -1386,7 +1618,9 @@ "x=linspace(1,6);\n", "plot(x,log(x),2,log(2),'*',...\n", "[1,2,6],[log(1),ln2_16,log(6)],'o-',...\n", - "[1,2,4],[log(1),ln2_14,log(4)],'s-')" + "[1,2,4],[log(1),ln2_14,log(4)],'s-')\n", + "ylabel('ln(x)')\n", + "xlabel('x')" ] }, { @@ -1417,7 +1651,41 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 154, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Z =\n", + "\n", + " 1 1 1\n", + " 1 4 16\n", + " 1 600 360000\n", + "\n", + "ans = 5.1766e+05\n", + "ans =\n", + "\n", + " -4.6513e-01\n", + " 4.6589e-01\n", + " -7.5741e-04\n", + "\n" + ] + } + ], + "source": [ + "x=[1,4,600]';\n", + "Z=[x.^0,x.^1,x.^2]\n", + "cond(Z)\n", + "Z\\log(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 155, "metadata": { "collapsed": false }, @@ -1441,18 +1709,25 @@ "f3=log(x3);\n", "\n", "b1=f1\n", - "b2=(f2-f1)/(x2-x1)\n", + "b2=(f2-b1)/(x2-x1)\n", "b3=(f3-f2)/(x3-x2)-b2;\n", "b3=b3/(x3-x1)" ] }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 157, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ans = 0.56584\r\n" + ] + }, { "data": { "image/svg+xml": [ @@ -1615,7 +1890,8 @@ "f=@(x) b1+b2*(x-x1)+b3*(x-x1).*(x-x2);\n", "plot(x,log(x),2,log(2),'*',...\n", "[1,4,6],[log(1),log(4),log(6)],'ro',...\n", - "x,f(x),'r-',2,f(2),'s')" + "x,f(x),'r-',2,f(2),'s')\n", + "f(2)" ] }, { @@ -1649,7 +1925,41 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 160, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "b =\n", + "\n", + " 0.00000 0.54931 -0.08721 0.01178\n", + " 1.09861 0.28768 -0.02832 0.00000\n", + " 1.38629 0.20273 0.00000 0.00000\n", + " 1.79176 0.00000 0.00000 0.00000\n", + "\n", + "ans = 0.66007\n", + "ans =\n", + "\n", + " 0.00000\n", + " 1.09861\n", + " 1.38629\n", + " 1.79176\n", + "\n" + ] + } + ], + "source": [ + "Newtint([1,3,4,6],log([1,3,4,6]),2)\n", + "log([1,3,4,6]')" + ] + }, + { + "cell_type": "code", + "execution_count": 162, "metadata": { "collapsed": false }, @@ -1659,7 +1969,7 @@ "output_type": "stream", "text": [ "ln(2)=0.693147\n", - "ln(2)~0.722462\n" + "ln(2)~0.366349\n" ] }, { @@ -1704,113 +2014,113 @@ "\n", "\n", "\t\n", - "\t\t\n", + "\t\t\n", "\t\n", "\n", "\n", "\n", "\n", - "\t\t\n", - "\t\t-1\n", + "\t\t\n", + "\t\t-2\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t-0.5\n", + "\t\t\n", + "\t\t0\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t0\n", + "\t\t\n", + "\t\t2\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t0.5\n", + "\t\t\n", + "\t\t4\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t1\n", + "\t\t\n", + "\t\t6\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t1.5\n", + "\t\t\n", + "\t\t8\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t2\n", + "\t\t\n", + "\t\t10\n", "\t\n", "\n", "\n", - "\t\t\n", + "\t\t\n", "\t\t0\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t1\n", + "\t\t\n", + "\t\t10\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t2\n", + "\t\t\n", + "\t\t20\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t3\n", + "\t\t\n", + "\t\t30\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t4\n", + "\t\t\n", + "\t\t40\n", "\t\n", "\n", "\n", - "\t\t\n", - "\t\t5\n", + "\t\t\n", + "\t\t50\n", "\t\n", "\n", "\n", "\t\t\n", - "\t\t6\n", + "\t\t60\n", "\t\n", "\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\n", "\n", "\tgnuplot_plot_1a\n", "\n", "\n", "\n", - "\t\n", + "\t\n", "\t\n", "\tgnuplot_plot_2a\n", "\n", "\t \n", - "\t\n", + "\t\n", "\n", "\t\n", "\tgnuplot_plot_3a\n", "\n", "\t \n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", - "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", "\n", "\t\n", "\tgnuplot_plot_4a\n", "\n", - "\t\n", + "\t\n", "\t\n", "\n", "\n", @@ -1833,10 +2143,11 @@ ], "source": [ "\n", - "yy=zeros(size(xx));\n", - "x=[0.5,1,3,4,5,6]; % define independent var's\n", + "\n", + "x=[0.2,3,10,20,50,60]; % define independent var's\n", "y=log(x); % define dependent var's\n", "xx=linspace(min(x),max(x));\n", + "yy=zeros(size(xx));\n", "for i=1:length(xx)\n", " yy(i)=Newtint(x,y,xx(i));\n", "end\n", diff --git a/lecture_18/octave-workspace b/lecture_18/octave-workspace new file mode 100644 index 0000000000000000000000000000000000000000..c65169697346d5d351f3f9767bf0ba8da01d8669 GIT binary patch literal 7470 zcmeHLdst0b|3Bv>={72*QaC4-3Q@TYu|LVJ`?(Z`&|Q&|l8U!U?q-nUCz^RD#x<7^ zxpy`%5;ZffgJH%sxBLc;OS!#!t-Vg>70>T7&+m`l^St|c_W7Q**7v@?Ypu^-A<=1( z>9O5Bx&=yFN+c4W@lmmnlZ8JL$ve`X9GNyXA>-}4ckhgZ7I_VXmpq`qlE+$+{?*?m zJ^$7#rt;r;_$f*YF2SnEdCf0FeG`QI)?T|P^PxzzJ3~4rg z^!m8Naeur3kq&)7`hIniff(UstJ4p9d$QM~n;-NizVV+m+7GQd&U}1iz8{RvH?ENF z@q_8Y%>KSN{a`lm<@MRE{b5m`KJS>fKdd%A>!Lr=AJ${j&J0=Uk9KsxANG|g_LWck zLDU#@41j}2@`T}m0dTB+WU??b0G*2xcU5f&fUEN1NTc%s=t>Mr1L1z)-rBF+13}oU z#{{A$6$nJ{%P|E(<$?Ho$*sOiZUw^IH|p0P%z{AO85jhgZR1^)lY&6H^9qA7lsI%e z2*ay?v9+iVLcpxiTD3eF!BkN&sM)MwXo@eET5bwP7>VOft2 zK?HGhQ3$B|y&;G#2en9>wz!j8ZlpeG`KCyTHj!e zn70@WXc^4VAf8N6z6SS&SwFBz16qDs4M%B)*=jK8ppeafi4<^(G@hBHazb4A+3*F$VK zSox4887aKYPEs-;6J7&z>|9@G?vB6N#8+39)o6+N$fQ)^x0y@}p^M1rPG5@xNG1K1UA=T297ad+`1+kyyPh!d1HjLUcDreMzQAd=VubVX@ z;tCgQdvla^AALS(O?|tAmhSj&Nu^2X2}^Xao0TzETdUP@$!_XMR~R@|?|$Po01xg4 z4RIS4gctcI;@jUH0jpcDgIxB-!ePsp0ULWvp%oD;Ap;$V9ogxi-O` z#f@&hBM$H8tOq3CtWllk>VwUt|7cswZA`Z>c)0s1chdc}v&+<1T+zK*bq|Niu;o}v z??vldV(`|3Tu7D?!ZUXHo|tBeuA6FutVXw{X5-$QjhmJfotBWCB#)0wib;(9Oc;T8 zWKwcc=H%pQsRQM`$gIF6!&M&TA@3rO@|3&DT{7g|{${}X3774t%>r^OpgnrZj5$i)Sb~DjCwHY$*32jJsIuA zXm3XQh&0Ea(LmN8#M&W@D&a+*GNst&m8hvE4{J+QVn0+OpKy9oet}ZHuisM%ebkJf zQT{!pa>A)c~{qORLM@T9ar+eK8 zn~sSv^5;#*hO}MMT;(2e_wI5RvhT!ZOp&{EOLKK4b(xwlVKO@l$jnIuNG^X zz|-tpBxhob@Um0Kkr(k|C!W9rg-0iz;;1SIp5omo2cF`@Mg>pcUQB_4r?{w#f){bF zoEPz-oF}M3`LH8TahZKbUc{Llc#5mC+w&ApmfG_a7hSjGDekeb<0-E3ZO4na#g?bI zWW5bf;A-(jYo6k818bhb-o9;l5pP@Z1U@?#S@INDSGVCQ41Z(6cc(zpf~R*tIeVK>bf?9CiI+E zLIK@=9pzX*$M`rV$C-(GIHs3lb~t92lZ$?E%rB1l3FbGh5`5~_0zVPldq!Wx)5!)R zPB$^cRxuCwM$8Kcw~!~WyfNHvhTRk(nzQc|3$VP4-#685uv(lK2CVo#D zSR+TASG*?pbG;42tG1{k_|~_bh=(ogK;Y`j>vjmI9|ra!KF@BCK>GdC0VfImx9{R&VsQ4ZqwLX`tp-D5EQu;~P0Z3vGeJ?_%!{||6) z6Tm5|+BW9_U%{2u%zQ4*t>Gqb^*LSj-FdEHyQ=QO*-PB);&m!hy#4=8twMlbg=^ z%Nbt=lZ#{a7c;(iW_K0yC!6uDXL5&`{V$nc*-URL)3fYfc^k>%n8ft273H+^m|e!lvG}x=OwR_Ue+ILw%j165U(EF9F}*p=&Uq&9 z&8V97k7s<@Ol~F96T|#i!rD52(^(!TGW*OAZY`5vz~X!;%4vUP_Q+9_@v#*|1_+Wf zSiOooRqV@AhrS#^g(Nx@>309FU^HB@fa#w~n95qDYiJSzJ!p~r`vCWC4<>sh<5I53RVTrHl zB~M!fPBqQy`rHO48nU2o;>c5=|8LaD&qnB8BW4mjjoHc|9MfgzRin`k;y=;#(hf z=j4O^R*S~0={pD>*}E4%ojVAdYk$@Ho*M*(5Y=+IuQDdAmN@06zkb02*m8z*dQ!ed7)RQU0fjp zUt;mw@vAa)x##uj@p&2gl@~?U?~q|-z<}B_nKG<1RctubM+OtQq4SuhQY`qxDrM*n zDJEQ**r#Z^6sjd>>-Gmpaic2w?&v;J3_s_Ty}Yj!dZv3i-w2f=WA5ETr=?O9%}cpe zeqV|`PK%aD#K~~#?9y`+Tk2uiy{$RLr}S{X|4dC-Sqo^kY-^ar>%*tCq*wTpmUwor z-VGQG9#vOYOueCL52vn@39XeKaJ9w!gjlX4R*r9f z>|JX)>_-G$)XR|L!S>X!s~6?yH~qk-9Rf<+yzcG6vS|uz?VCB@X}1C`V&hka)+*pv zy073nV+WX6ZLdu4loS92`~W;(!&WEW^%NIpEIe{u|HME1)`ERQcmk z1!N0ipC8Rt;I7w^>Z4u?950-HOi!@)vR{$*a)KN~Uq{JPf9r^W%l5uY`>6veLZqeL zH?>FI-TO5$@%9M3>u2lO#tzw%8CgG+*uqg$($?0~21m-=#+hwxi!1df?Ck8V5bk0* z=gr(UF#qEpgRed^M^g3k0&bKUS}w5vvg>kF3@Cn^k+RGP!A^dOm&y!q4~qV$4fJs@ zpHEq}T86}8n9&8EAIM|Y@?BqcU+I!sJrty8Hyi{GoIF' to search the manual index.\n", + "\n", + "Help and information about Octave is also available on the WWW\n", + "at http://www.octave.org and via the help@octave.org\n", + "mailing list.\n" + ] + } + ], + "source": [ + "help interp1" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'interp2' is a function from the file /usr/share/octave/4.0.0/m/general/interp2.m\n", + "\n", + " -- Function File: ZI = interp2 (X, Y, Z, XI, YI)\n", + " -- Function File: ZI = interp2 (Z, XI, YI)\n", + " -- Function File: ZI = interp2 (Z, N)\n", + " -- Function File: ZI = interp2 (Z)\n", + " -- Function File: ZI = interp2 (..., METHOD)\n", + " -- Function File: ZI = interp2 (..., METHOD, EXTRAP)\n", + "\n", + " Two-dimensional interpolation.\n", + "\n", + " Interpolate reference data X, Y, Z to determine ZI at the\n", + " coordinates XI, YI. The reference data X, Y can be matrices, as\n", + " returned by 'meshgrid', in which case the sizes of X, Y, and Z must\n", + " be equal. If X, Y are vectors describing a grid then 'length (X)\n", + " == columns (Z)' and 'length (Y) == rows (Z)'. In either case the\n", + " input data must be strictly monotonic.\n", + "\n", + " If called without X, Y, and just a single reference data matrix Z,\n", + " the 2-D region 'X = 1:columns (Z), Y = 1:rows (Z)' is assumed.\n", + " This saves memory if the grid is regular and the distance between\n", + " points is not important.\n", + "\n", + " If called with a single reference data matrix Z and a refinement\n", + " value N, then perform interpolation over a grid where each original\n", + " interval has been recursively subdivided N times. This results in\n", + " '2^N-1' additional points for every interval in the original grid.\n", + " If N is omitted a value of 1 is used. As an example, the interval\n", + " [0,1] with 'N==2' results in a refined interval with points at [0,\n", + " 1/4, 1/2, 3/4, 1].\n", + "\n", + " The interpolation METHOD is one of:\n", + "\n", + " \"nearest\"\n", + " Return the nearest neighbor.\n", + "\n", + " \"linear\" (default)\n", + " Linear interpolation from nearest neighbors.\n", + "\n", + " \"pchip\"\n", + " Piecewise cubic Hermite interpolating\n", + " polynomial--shape-preserving interpolation with smooth first\n", + " derivative.\n", + "\n", + " \"cubic\"\n", + " Cubic interpolation (same as \"pchip\").\n", + "\n", + " \"spline\"\n", + " Cubic spline interpolation--smooth first and second\n", + " derivatives throughout the curve.\n", + "\n", + " EXTRAP is a scalar number. It replaces values beyond the endpoints\n", + " with EXTRAP. Note that if EXTRAPVAL is used, METHOD must be\n", + " specified as well. If EXTRAP is omitted and the METHOD is\n", + " \"spline\", then the extrapolated values of the \"spline\" are used.\n", + " Otherwise the default EXTRAP value for any other METHOD is \"NA\".\n", + "\n", + " See also: interp1, interp3, interpn, meshgrid.\n", + "\n", + "Additional help for built-in functions and operators is\n", + "available in the online version of the manual. Use the command\n", + "'doc ' to search the manual index.\n", + "\n", + "Help and information about Octave is also available on the WWW\n", + "at http://www.octave.org and via the help@octave.org\n", + "mailing list.\n" + ] + } + ], + "source": [ + "help interp2" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-3\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t3\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tdata\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tdata\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tlinear\n", + "\n", + "\t\n", + "\t\tlinear\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tcubic spline\n", + "\n", + "\t\n", + "\t\tcubic spline\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tpiecewise cubic\n", + "\n", + "\t\n", + "\t\tpiecewise cubic\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x=linspace(-pi,pi,9);\n", + "xi=linspace(-pi,pi,100);\n", + "y=sin(x);\n", + "yi_lin=interp1(x,y,xi,'linear');\n", + "yi_spline=interp1(x,y,xi,'spline'); \n", + "yi_cubic=interp1(x,y,xi,'cubic');\n", + "plot(x,y,'o',xi,yi_lin,xi,yi_spline,xi,yi_cubic)\n", + "axis([-pi,pi,-1.5,1.5])\n", + "legend('data','linear','cubic spline','piecewise cubic','Location','NorthWest')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example: Accelerate then hold velocity\n", + "\n", + "Here the time is given as vector t in seconds and the " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "t=[0 2 40 56 68 80 84 96 104 110]';\n", + "v=[0 20 20 38 80 80 100 100 125 125]';\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Octave", + "language": "octave", + "name": "octave" + }, + "language_info": { + "file_extension": ".m", + "help_links": [ + { + "text": "MetaKernel Magics", + "url": "https://github.com/calysto/metakernel/blob/master/metakernel/magics/README.md" + } + ], + "mimetype": "text/x-octave", + "name": "octave", + "version": "0.19.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lecture_19/Newtint.m b/lecture_19/Newtint.m new file mode 100644 index 0000000..e4c6c83 --- /dev/null +++ b/lecture_19/Newtint.m @@ -0,0 +1,34 @@ +function yint = Newtint(x,y,xx) +% Newtint: Newton interpolating polynomial +% yint = Newtint(x,y,xx): Uses an (n - 1)-order Newton +% interpolating polynomial based on n data points (x, y) +% to determine a value of the dependent variable (yint) +% at a given value of the independent variable, xx. +% input: +% x = independent variable +% y = dependent variable +% xx = value of independent variable at which +% interpolation is calculated +% output: +% yint = interpolated value of dependent variable + +% compute the finite divided differences in the form of a +% difference table +n = length(x); +if length(y)~=n, error('x and y must be same length'); end +b = zeros(n,n); +% assign dependent variables to the first column of b. +b(:,1) = y(:); % the (:) ensures that y is a column vector. +for j = 2:n + for i = 1:n-j+1 + b(i,j) = (b(i+1,j-1)-b(i,j-1))/(x(i+j-1)-x(i)); + end +end +%b +% use the finite divided differences to interpolate +xt = 1; +yint = b(1,1); +for j = 1:n-1 + xt = xt*(xx-x(j)); + yint = yint+b(1,j+1)*xt; +end diff --git a/lecture_19/lecture 19.ipynb b/lecture_19/lecture 19.ipynb new file mode 100644 index 0000000..e6f9f76 --- /dev/null +++ b/lecture_19/lecture 19.ipynb @@ -0,0 +1,1488 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "setdefaults" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%plot --format svg" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questions from last class\n", + "\n", + "![q1](q1.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![q2](q2.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![q3](q3.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![q4](q4.png)\n", + "\n", + "#### Other:\n", + "\n", + "Twice the amount of points needed\n", + "\n", + "depends on what order polynomial it is and how far the data needs to be extrapolated \n", + "\n", + "As man you as possible \n", + "\n", + "Never extrapolate unless linear interpolation.\n", + "\n", + "You shouldn't. 2 if the linear is a good fit for the region, and you absolutely have to.\n", + "\n", + "Wait can you do that?\n", + "\n", + "Don't use extrapolation\n", + "\n", + "do not extrapolate\n", + "\n", + "As many data points as you have\n", + "\n", + "the more the better so that the best polynomial can be made through the data points\n", + "\n", + "Twice the amount of points needed" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Questions from you\n", + "\n", + "- when will the project assignment be finalized? Also do you pronounce it \"jiff\" or \"gif\"?\n", + "\n", + "- If blue is red and red is blue, then what is purple? \n", + "\n", + "- How do we open the .ipynb lecture files? Or will the lectures continue to be also saved in pdf (last few have not).\n", + "\n", + "- When will we be put on teams for the final project?\n", + "\n", + "- What is the grading rubric for the project?\n", + "\n", + "- How to sync repository with files from laptop like hw without using Github desktop \n", + "\n", + "- Are there any upcoming deadlines for the project?\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Splines (Brief introduction before next section)\n", + "\n", + "Following interpolation discussion, instead of estimating 9 data points with an eighth-order polynomial, it makes more sense to fit sections of the curve to lower-order polynomials:\n", + "\n", + "0. zeroth-order (nearest neighbor)\n", + "\n", + "1. first-order (linear interpolation)\n", + "\n", + "2. third-order (cubic interpolation)\n", + "\n", + "Matlab and Octave have built-in functions for 1D and 2D interpolation:\n", + "\n", + "`interp1`\n", + "\n", + "`interp2`" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'interp1' is a function from the file /usr/share/octave/4.0.0/m/general/interp1.m\n", + "\n", + " -- Function File: YI = interp1 (X, Y, XI)\n", + " -- Function File: YI = interp1 (Y, XI)\n", + " -- Function File: YI = interp1 (..., METHOD)\n", + " -- Function File: YI = interp1 (..., EXTRAP)\n", + " -- Function File: YI = interp1 (..., \"left\")\n", + " -- Function File: YI = interp1 (..., \"right\")\n", + " -- Function File: PP = interp1 (..., \"pp\")\n", + "\n", + " One-dimensional interpolation.\n", + "\n", + " Interpolate input data to determine the value of YI at the points\n", + " XI. If not specified, X is taken to be the indices of Y ('1:length\n", + " (Y)'). If Y is a matrix or an N-dimensional array, the\n", + " interpolation is performed on each column of Y.\n", + "\n", + " The interpolation METHOD is one of:\n", + "\n", + " \"nearest\"\n", + " Return the nearest neighbor.\n", + "\n", + " \"previous\"\n", + " Return the previous neighbor.\n", + "\n", + " \"next\"\n", + " Return the next neighbor.\n", + "\n", + " \"linear\" (default)\n", + " Linear interpolation from nearest neighbors.\n", + "\n", + " \"pchip\"\n", + " Piecewise cubic Hermite interpolating\n", + " polynomial--shape-preserving interpolation with smooth first\n", + " derivative.\n", + "\n", + " \"cubic\"\n", + " Cubic interpolation (same as \"pchip\").\n", + "\n", + " \"spline\"\n", + " Cubic spline interpolation--smooth first and second\n", + " derivatives throughout the curve.\n", + "\n", + " Adding '*' to the start of any method above forces 'interp1' to\n", + " assume that X is uniformly spaced, and only 'X(1)' and 'X(2)' are\n", + " referenced. This is usually faster, and is never slower. The\n", + " default method is \"linear\".\n", + "\n", + " If EXTRAP is the string \"extrap\", then extrapolate values beyond\n", + " the endpoints using the current METHOD. If EXTRAP is a number,\n", + " then replace values beyond the endpoints with that number. When\n", + " unspecified, EXTRAP defaults to 'NA'.\n", + "\n", + " If the string argument \"pp\" is specified, then XI should not be\n", + " supplied and 'interp1' returns a piecewise polynomial object. This\n", + " object can later be used with 'ppval' to evaluate the\n", + " interpolation. There is an equivalence, such that 'ppval (interp1\n", + " (X, Y, METHOD, \"pp\"), XI) == interp1 (X, Y, XI, METHOD, \"extrap\")'.\n", + "\n", + " Duplicate points in X specify a discontinuous interpolant. There\n", + " may be at most 2 consecutive points with the same value. If X is\n", + " increasing, the default discontinuous interpolant is\n", + " right-continuous. If X is decreasing, the default discontinuous\n", + " interpolant is left-continuous. The continuity condition of the\n", + " interpolant may be specified by using the options \"left\" or \"right\"\n", + " to select a left-continuous or right-continuous interpolant,\n", + " respectively. Discontinuous interpolation is only allowed for\n", + " \"nearest\" and \"linear\" methods; in all other cases, the X-values\n", + " must be unique.\n", + "\n", + " An example of the use of 'interp1' is\n", + "\n", + " xf = [0:0.05:10];\n", + " yf = sin (2*pi*xf/5);\n", + " xp = [0:10];\n", + " yp = sin (2*pi*xp/5);\n", + " lin = interp1 (xp, yp, xf);\n", + " near = interp1 (xp, yp, xf, \"nearest\");\n", + " pch = interp1 (xp, yp, xf, \"pchip\");\n", + " spl = interp1 (xp, yp, xf, \"spline\");\n", + " plot (xf,yf,\"r\", xf,near,\"g\", xf,lin,\"b\", xf,pch,\"c\", xf,spl,\"m\",\n", + " xp,yp,\"r*\");\n", + " legend (\"original\", \"nearest\", \"linear\", \"pchip\", \"spline\");\n", + "\n", + " See also: pchip, spline, interpft, interp2, interp3, interpn.\n", + "\n", + "Additional help for built-in functions and operators is\n", + "available in the online version of the manual. Use the command\n", + "'doc ' to search the manual index.\n", + "\n", + "Help and information about Octave is also available on the WWW\n", + "at http://www.octave.org and via the help@octave.org\n", + "mailing list.\n" + ] + } + ], + "source": [ + "help interp1" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'interp2' is a function from the file /usr/share/octave/4.0.0/m/general/interp2.m\n", + "\n", + " -- Function File: ZI = interp2 (X, Y, Z, XI, YI)\n", + " -- Function File: ZI = interp2 (Z, XI, YI)\n", + " -- Function File: ZI = interp2 (Z, N)\n", + " -- Function File: ZI = interp2 (Z)\n", + " -- Function File: ZI = interp2 (..., METHOD)\n", + " -- Function File: ZI = interp2 (..., METHOD, EXTRAP)\n", + "\n", + " Two-dimensional interpolation.\n", + "\n", + " Interpolate reference data X, Y, Z to determine ZI at the\n", + " coordinates XI, YI. The reference data X, Y can be matrices, as\n", + " returned by 'meshgrid', in which case the sizes of X, Y, and Z must\n", + " be equal. If X, Y are vectors describing a grid then 'length (X)\n", + " == columns (Z)' and 'length (Y) == rows (Z)'. In either case the\n", + " input data must be strictly monotonic.\n", + "\n", + " If called without X, Y, and just a single reference data matrix Z,\n", + " the 2-D region 'X = 1:columns (Z), Y = 1:rows (Z)' is assumed.\n", + " This saves memory if the grid is regular and the distance between\n", + " points is not important.\n", + "\n", + " If called with a single reference data matrix Z and a refinement\n", + " value N, then perform interpolation over a grid where each original\n", + " interval has been recursively subdivided N times. This results in\n", + " '2^N-1' additional points for every interval in the original grid.\n", + " If N is omitted a value of 1 is used. As an example, the interval\n", + " [0,1] with 'N==2' results in a refined interval with points at [0,\n", + " 1/4, 1/2, 3/4, 1].\n", + "\n", + " The interpolation METHOD is one of:\n", + "\n", + " \"nearest\"\n", + " Return the nearest neighbor.\n", + "\n", + " \"linear\" (default)\n", + " Linear interpolation from nearest neighbors.\n", + "\n", + " \"pchip\"\n", + " Piecewise cubic Hermite interpolating\n", + " polynomial--shape-preserving interpolation with smooth first\n", + " derivative.\n", + "\n", + " \"cubic\"\n", + " Cubic interpolation (same as \"pchip\").\n", + "\n", + " \"spline\"\n", + " Cubic spline interpolation--smooth first and second\n", + " derivatives throughout the curve.\n", + "\n", + " EXTRAP is a scalar number. It replaces values beyond the endpoints\n", + " with EXTRAP. Note that if EXTRAPVAL is used, METHOD must be\n", + " specified as well. If EXTRAP is omitted and the METHOD is\n", + " \"spline\", then the extrapolated values of the \"spline\" are used.\n", + " Otherwise the default EXTRAP value for any other METHOD is \"NA\".\n", + "\n", + " See also: interp1, interp3, interpn, meshgrid.\n", + "\n", + "Additional help for built-in functions and operators is\n", + "available in the online version of the manual. Use the command\n", + "'doc ' to search the manual index.\n", + "\n", + "Help and information about Octave is also available on the WWW\n", + "at http://www.octave.org and via the help@octave.org\n", + "mailing list.\n" + ] + } + ], + "source": [ + "help interp2" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-3\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t3\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tdata\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tdata\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tlinear\n", + "\n", + "\t\n", + "\t\tlinear\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tcubic spline\n", + "\n", + "\t\n", + "\t\tcubic spline\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tpiecewise cubic\n", + "\n", + "\t\n", + "\t\tpiecewise cubic\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x=linspace(-pi,pi,9);\n", + "xi=linspace(-pi,pi,100);\n", + "y=sin(x);\n", + "yi_lin=interp1(x,y,xi,'linear');\n", + "yi_spline=interp1(x,y,xi,'spline'); \n", + "yi_cubic=interp1(x,y,xi,'cubic');\n", + "plot(x,y,'o',xi,yi_lin,xi,yi_spline,xi,yi_cubic)\n", + "axis([-pi,pi,-1.5,1.5])\n", + "legend('data','linear','cubic spline','piecewise cubic','Location','NorthWest')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example: Accelerate then hold velocity\n", + "\n", + "Here the time is given as vector t in seconds and the velocity is in mph. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t100\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t120\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t140\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t100\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t120\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tv (mph)\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\tt (s)\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tdata\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tdata\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\tlinear\n", + "\n", + "\t\n", + "\t\tlinear\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tcubic spline\n", + "\n", + "\t\n", + "\t\tcubic spline\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tpiecewise cubic\n", + "\n", + "\t\n", + "\t\tpiecewise cubic\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t=[0 20 40 56 68 80 84 96 104 110]';\n", + "v=[0 20 20 38 80 80 100 100 125 125]';\n", + "tt=linspace(0,110)';\n", + "v_lin=interp1(t,v,tt);\n", + "v_spl=interp1(t,v,tt,'spline');\n", + "v_cub=interp1(t,v,tt,'cubic');\n", + "\n", + "plot(t,v,'o',tt,v_lin,tt,v_spl,tt,v_cub)\n", + "xlabel('t (s)')\n", + "ylabel('v (mph)')\n", + "legend('data','linear','cubic spline','piecewise cubic','Location','NorthWest')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t-4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t-2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t20\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t40\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t60\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t80\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t100\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t120\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\t\n", + "\t\tdv/dt (mph/s)\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\tt (s)\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\tlinear\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\tlinear\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tcubic spline\n", + "\n", + "\t\n", + "\t\tcubic spline\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tpiecewise cubic\n", + "\n", + "\t\n", + "\t\tpiecewise cubic\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t=[0 20 40 56 68 80 84 96 104 110]';\n", + "v=[0 20 20 38 80 80 100 100 125 125]';\n", + "tt=linspace(0,110)';\n", + "v_lin=interp1(t,v,tt);\n", + "v_spl=interp1(t,v,tt,'spline');\n", + "v_cub=interp1(t,v,tt,'cubic');\n", + "\n", + "\n", + "plot(tt(2:end),diff(v_lin)./diff(tt),tt(2:end),diff(v_spl)./diff(tt),tt(2:end),diff(v_cub)./diff(tt))\n", + "xlabel('t (s)')\n", + "ylabel('dv/dt (mph/s)')\n", + "legend('linear','cubic spline','piecewise cubic','Location','NorthWest')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Choose spline wisely\n", + "\n", + "For example of sin(x), not very important\n", + "\n", + "For stop-and-hold examples, the $C^{2}$-continuity should not be preserved. You don't need smooth curves.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Numerical Integration\n", + "\n", + "A definite integral is defined by \n", + "\n", + "$I=\\int_{a}^{b}f(x)dx$\n", + "\n", + "To determine the mass of an object with varying density, you can perform a summation\n", + "\n", + "mass=$\\sum_{i=1}^{n}\\rho_{i}\\Delta V_{i}$\n", + "\n", + "or taking the limit as $\\Delta V \\rightarrow dV=dxdydz$\n", + "\n", + "mass=$\\int_{0}^{h}\\int_{0}^{w}\\int_{0}^{l}\\rho(x,y,z)dxdydz$\n", + "\n", + "## Newton-Cotes Formulas\n", + "\n", + "$I=\\int_{a}^{b}f(x)dx=\\int_{a}^{b}f_{n}(x)dx$\n", + "\n", + "where $f_{n}$ is an n$^{th}$-order polynomial approximation of f(x)\n", + "\n", + "## First-Order: Trapezoidal Rule\n", + "\n", + "$I=\\int_{a}^{b}f(x)dx\\approx \\int_{a}^{b}\\left(f(a)+\\frac{f(b)-f(a)}{b-a}(x-a)\\right)dx$\n", + "\n", + "$I\\approx(b-a)\\frac{f(a)+f(b)}{2}$" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "I_trap = 0.78540\n", + "I_act = 1.00000\n" + ] + }, + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t3\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t3.5\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x=linspace(0,pi)';\n", + "plot(x,sin(x),[0,pi/2],sin([0,pi/2]))\n", + "I_trap=mean(sin(([0,pi/2]))*(diff([0,pi/2])))\n", + "I_act = -(cos(pi/2)-cos(0))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Improve estimate with more points\n", + "\n", + "$I=\\int_{a}^{b}f(x)dx=\\int_{a}^{a+\\Delta x}f(x)dx+\\int_{a+\\Delta x}^{a+2\\Delta x}f(x)dx+ \\cdots \\int_{b-\\Delta x}^{b}f(x)dx$\n", + "\n", + "$I\\approx\\Delta x\\frac{f(a)+f(a+\\Delta x)}{2}+\\Delta x\\frac{f(a+\\Delta x)+f(a+2\\Delta x)}{2}\n", + "+\\cdots \\Delta x\\frac{f(b-\\Delta x)+f(b)}{2}$\n", + "\n", + "$I\\approx \\frac{\\Delta x}{2}\\left(f(a)+2\\sum_{i=1}^{n-1}f(a+i\\Delta x) +f(b)\\right)$" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "For 5 steps\n", + "trapezoid approximation of integral is 0.79 \n", + " actual integral is 1.00\n" + ] + } + ], + "source": [ + "N=5;\n", + "I_trap=trap(@(x) sin(x),0,pi/2,N);\n", + "fprintf('For %i steps\\ntrapezoid approximation of integral is %1.2f \\n actual integral is %1.2f',N,I_trap,I_act)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "\n", + "\n", + "Gnuplot\n", + "Produced by GNUPLOT 5.0 patchlevel 3 \n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\t\n", + "\t \n", + "\t \n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\t\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.4\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.6\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.8\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t0.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t1.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t2.5\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t3\n", + "\t\n", + "\n", + "\n", + "\t\t\n", + "\t\t3.5\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\t\n", + "\n", + "\n", + "\tgnuplot_plot_1a\n", + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\tgnuplot_plot_2a\n", + "\n", + "\t \n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "\t\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "plot(x,sin(x),linspace(0,pi/2,N),sin(linspace(0,pi/2,N)),'o')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Increase accuracy = Increase polynomial order\n", + "\n", + "### Simpson's Rules\n", + "\n", + "When integrating f(x) and using a second order polynomial, this is known as **Simpson's 1/3 Rule**\n", + "\n", + "$I=\\frac{h}{3}(f(x_{0})+4f(x_{1})+f(x_{2}))$\n", + "\n", + "where a=$x_{0}$, b=$x_{2}$, and $x_{1}=\\frac{a+b}{2}$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This can be used with n=3 or multiples of 2 intervals\n", + "\n", + "$I=\\int_{x_{0}}^{x_{2}}f(x)dx+\\int_{x_{2}}^{x_{4}}f(x)dx+\\cdots +\\int_{x_{n-2}}^{x_{n}}f(x)dx$\n", + "\n", + "$I=(b-a)\\frac{f(x_{0})+4\\sum_{i=1,3,5}^{n-1}f(x_{i})+2\\sum_{i=2,4,6}^{n-2}f(x_{i})+f(x_{n})}{3n}$" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ans = 1.6235\n", + "Is_1_3 = 1.0023\n" + ] + } + ], + "source": [ + "f=@(x) 0.2+25*x-200*x.^2+675*x.^3-900*x.^4+400*x.^5;\n", + "simpson3(f,0,0.8,4)\n", + "Is_1_3=simpson3(@(x) sin(x),0,pi/2,2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## General Newton-Cotes formulae\n", + "\n", + "![Newton-Cotes Table](newton_cotes.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Octave", + "language": "octave", + "name": "octave" + }, + "language_info": { + "file_extension": ".m", + "help_links": [ + { + "text": "MetaKernel Magics", + "url": "https://github.com/calysto/metakernel/blob/master/metakernel/magics/README.md" + } + ], + "mimetype": "text/x-octave", + "name": "octave", + "version": "0.19.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lecture_19/newton_cotes.png b/lecture_19/newton_cotes.png new file mode 100644 index 0000000000000000000000000000000000000000..b734d114512b221d5e1cc484da08e59afce27fb1 GIT binary patch literal 78112 zcma&Oby!tjyEVK~q)Q~EC6w-NC8a@9Is~Lcx*KU}De3O+E&=Hd>F(}$=l(tCJm;ME zeBX7w{^PY_GuK>m&3WJB9%I}qNM2SP6$u{+0)e1Pd=&Wvfxv1*ATT2caNs9DdrFSM zf3V+#B$N=qKR1Lg-@#`*J5e<|MJppaM?G6Zh_R)Wg(3Yn16xBw%Wq$;?2ewd3P2!l zAQB=Ul$?_HQyi5PB?x*_{lbxO$_%`y()2YNXIzgOXfCT8_jU^!9Ryvw=^dtPE*WsJ zT!qUs5PaBZk@66z_$kgFUcN%izuL@6JL9F?YHR*x{42qEDJo`zP=wnUi07;(ObH4K7ZVeMTksd+;^O+Lj@JENL`>uj1qCdQ z8*-K9JY2R^JV!M}GgZ++@tYvTppVkhUeVF7Xd3EX^ShhkVj(&HboG>ckXZ?cBk@PH z>yaXT69KWo!%UXz?|i^w7TCnZKwFJ<3%crPMbUdh$6PLy5 zU)_woz8y)vJzvOK^Vm4KZKBwiCSTXRaHqIyg~Yh@=_WfThium*Cg1RN*u;dAh`1;L zzgCKI(|1IseUF@>m#XwVz2=M>*<3vWe?)53nD^Px2__t>yRo-QJIv(Lq-=)BNN z?fQ8~L0}vuf`R>GQ^hZ$+>+y`<}4fsO5pI~7KSwHK*uO2*_TZMi}ID{EwM%Ab&2%- zv-rl+hbNix*TtIttD|nSF zo80AdbH;3PTKbdCxk7^Nb%?9u(Q58Xa`{|YqWfCo2!-(}=VgD$%pH&F)^`oA&-yj- ztJP;mA~Tml+-R=Ix&!E!G;8(e0_gFJ`NVZUnCU|U2krNnes`;{RX%fVne)cg8iVml zxlr0u>irwTSG_Sc(f7rgvRFdj@m!h|G zfqdsJDc%wF{mfe*v!08>uZhlRED`hff8N2$ZGrv8A0p_H8XjAy>N`9wuza?=L7RMh zCGH!5y3-~lfIvFaYDF?tbSZ2qiR8pbOrw6rFha_ey7;LM0pyoqA|u zwP~U{i~n;GvX|i`{BT=iLtiHws`EE~5^bsptmv&^Yz3|CYy^>Z1|+HvIkqQ^!(89r zR8CogMP&2ApOgn%Q#yqE5;wr-mf%5G-D6Z?lxyXvlsVLK5dR&4(}|!13Pe6f`t#6g zO!3#U3YMX(zWXmmUpl6SR5q^qC1YtwS;=43S}qEG(kJVW*D!3Klpi-MB^klqs;wOoK@?5T$Xx>0WEMhItajpe z-QUg9vAzs9eZR@CPh{bUYwf+n71sW^fte6qI$WxiIVq$kghj?C1XWeZl~q@NIKg}? zT_8$_V=zU+YJL9uso;CT)p@kR6s+E5TZ*=hj|bxw^`$>0IV?j# z)J#%GQen{X&J+(%6Y@to7PLoNqm+$7Z-77|dOOkW_w)y*iq&>%@#Et5do>5Cm$1?- zn;VYLPesO!2IX6xHHOi){^z6l)>6l1W@a|HLY1u0B!U=2b#u{qcS`%y*VnhhUh$rV zGH~w225;xWEwS(wu2Jlg)xy&2rlQYrsnykCLaEVD24-f3{Lh{rZ%5iak)z9@b8&N1 zFOd5!&rKFmX_OGMu&|!&&$50oGRg}T2Yaex#^%~!&Mqq_C;cfxFhg#s<>TXz(7smb z4y#sKqjRDNi8%<9&}Y3$PhQX180qfCdFokNJq?yJu1EcVM=v{A@@!u_IUc^Xw{~=#e%<1j zD)4)V<1h`s+gb?|0R!XpS5rKr5bk(6y@bEw%nTC@R9NG>Ll6GxX^&!pE&ivjga9fb zRSFs&JMqzJwGcv%Tb<9!ji(u^PwpEHkr|Q&Bfvh_@7`5D_0B5#BYn?ff+?HA7eul< zHR)_Z5M7n(7q|uue9Da+Xhhs(OPuFUg$6$b>}lc{wSvPmI0ibWuUYm4&sWG(s;vEo zShbxXbj~`01#oXB{!;!pB+3YqIyyb3QM}u%VKKjcuM97G^UU?|-7(gm(*4dV=g;e| zD!BS%u>)ylpSyLI7lMx!3fqjjZ157{Q&_r1Omqt}h;&+lENy6sO>tF2Sw%&D7-nUL z_p9c470=gp_VmC#-CuClSl&!i?G&tz=gPg4N<#I#Erx-h;BjD8n@&&d;31P@zRp!q_s7r|a*#YzRgK*s7gpsR$xYd$BqfDu*O@c_^a(SZnEM$d zPp7qoPezN~gtqlQ(V35UD3uqUI3glvFfl_fQ|$M^Kxg+EE(Rv%Gg?|HHj60~88@tH zS;0C_5=QN&_r>bf^7WF~Hy6XHf@}Bn-^wbhg||wy?D}gNE~tccp4zZWb(*85?9J&4 zl=3smOA>0H?&TYq!nK$rBoMOcx9k?Zg%xc%*8^<>FMYY{!oc6&+`*Enp&oPlQYxvx%VvU=udx}NWjYvdXul5*8OL2&5RypoekIcgoREcf$k3CuW) z#COKBUpigVfs_Ng)b3lZdqU>Vg+{{n9SVdcoa%gh<33XS+U^mB%9^k+fpDkMK={?`?uHT;T z=a+4swmm*@+1|gFjHAm}J__5LW(Mi9tGAa{Q>R}4MI3`pxPbeeZIq5yHA`P(=&Q%a zpS-RdEUYZpC3kEWAH*6i4TD&s1S!@cOvYE%*Rzf@@(Q(Vlym(sp!Emx=CCRPGK7fN zQRw#rywlYo(NHokC5aQa{VJ@3SomLnJsuAZAZg`3KDO0vm`Wb`q&zk z3jAuV7T?pwUDhUXn756rbYk2dzZ7bfW`^^kPvS7RY^s0FY@2mI7uhLpeZBnQ&o55Z z739lC$D`xksvRoDnxZMj8R^}ZBTItT-JL%$?2c?TSJ)_&?FVxnaQ)`GRZ$FarN_sW z!ZjzHAK7>ucKv?*z-W?^{8V?evg2J%!1106i-te5#H0Q&B%!OfORnH-cCtW~vFaiJ z-NeQ;NJNkeP8Ovb0#r@b_Im=pN{`PH>1dY5>6`B7s;YJVOqY@~FrbBp zhhLxc!fY>Q!i$CBp+fSO(qJx$XCfX2FU6(p*x=9!{o+ft^>0Z$mv4)cobJ~V9S#@6 zK)UX*nl!zyHwu${SkcqlUaX`nS!xJ!B_%y3Vu7V5Q9Qm%^~@hUyK_8(K!|_+DwgpM#P&ToiO(C=31d}5qfrWSICbaA6);W2$Iwu zF7!m_++|KXZ}5n3rf}3e7b34xQzAyVQ8?tvj|ctiVRehBC|v#@kiLCQQdu%YuObdN5) z{MeGnwvFu+>_nd8}SM|KJ$+Fjt~bqUM7%MN#Za7FJE}=9b#= zi(p07`v@XRA#d89znQsX&AxZ&80l@XP6+<%r`b}H)9{y13LY{Pn2|UFGC}gol0KHO z)LrB_A$?vR58uIO+3UMkK_WsRM2q@8Q>`%R6mzZ%*QRTD^IzTkg5mEQ16zhh%O3sVN|NN02%hDqU6N&<7 zpVnld(kz}&PC+hneHxcu?L8QfWnx;D+JnO|i-x42KQN4Fdt4UTmSY(Ox(+`+=$s9T zMK_#Ala4Q>TkyWH5Qe+K1dE13z$ZfLR(kk1w%@Mj$P>Db=1Vm)q~_-4bl?vqq65O# zr;%znYc76I2{NTy9`Hctg)S@nTv0V#bE=*W)vC0Bf|^=l z=MfZ|(7XTKVwbO?WnN|Tx0U%K`i1*t?MSMrkTQwrLzt0g=f<5E%}h&UA&sES@BR-- z#0fb=L_F3;(}@@%-C4m&ywEvx%)^H1Z4IZ0gPXK{T;Ptqs1C5&t zRYsjC%algw^!I0*lVW8pOmMTzdSy>p)T`ZIybS4<)N63u>8FxqV7d;)RZiMP+P?wS zgqREQvVJbrihL6S9?d0Nq(Xam#0(l*-E_fghpB3DiM`U+(-1@^dOBoGv`b%l%kIvK z-5R7+X3HLKTMJWc4e8>HdGlAu#AWF(|6=|&17Vy`S=7Q zs1N8uz-KYrEI7d~HDq&`Ynl_TuC1+XZ+{OBwbSJC)PAhDJ0bIn%^tsn!Xe^_!1A^1 zN^OUuTe+6}v0seiaI_6|Z+LkLdRwFwLjkuu682_hW=41Wc*T^xtJNdy_jiOCdQ}|v z+Y7}8ohBz66k;A&kU?-6HRT(03S}+)-+t_tit$QGAp(3G*r6w<-BSL;jad{*1r*m& zPiom4L=9=BMtIWwBoOs#OH|0QMl;e=5+}(~RFqv}`KwDV6huTsD6?^gMig_Xiit2% z?CL0cRwzR|-qact(OYReybNw<(LE+!q#6+18~w54>NpJN+`&7H4DL+a| zi(sRp1CTCFUGn%G?yIJw_Gq{0il=aVq=3V44IgTLzU~cnS7Sh}&tM!it(L}tva*dQ z%ogMLcr+57qb~Bi%a=WpIwl)JAbxYfG~N=j3G9aU}VV*jU6?g~U_2Xk>Oe+JQ$drHQv{swU<5*f+I)UUc1W3I3MmS5&*6?5khM5X`S{}!3FaAbH zgPHFyXUg4qA!$~v9{9Pv{`_dqAx=(CKEtXOp4!TV&#qnUG&~522xCh=t9{(#0A=C% zL3Z7=OyN{WS8+N=e2{?57GDK%8&2Z87 z=K~co#SK;&1v`fpwS5=m>)&zcbj_@*CaL5&M+C(MINE5CmFe<$!WfoQH&jjLn(gWlK_*6tmmm?HF8{4~+jvM2ge-5Ilpc zaII5gW7ICg8-f#gsP_(&`jXXLPb0$o;raCTr)lYVLB%{RH~(U-?L9f9xJ=UBrV9L} zoy|iuh|}Xfp6$19dKM2Cf7O&9Z2#g`4i+-s5~UrV=W2F8@ZS=A^B`fu8dVr`q%oMW ze{?hvI!~%^+d3;BvtsA5+yBlA0|Sn?7ndALc+025W zsCzw6;gmnt%k74J6`dE3$Z7WE)7i_h-I*H})q^&v4`U+zVy6s&X;CMOgD7H2V{u;< z)zw8m>-)q_V^3cua&*eHtqpe?zsTgx zUh}A1dNw-UqkrEO^!v}Bj-HFXlkwx105=AHdi`0rK&6>SrAR%WgJF+x<=RaEU`gLu zR%89UDT_Q+pzZ1YC}rg1;~yzgAYZ6=C&-ok<@Z#+wtRMTZE{W(#zWL%{<^?~sL4E~ z#{Appecqh8pKxzayU(X1InF2Pd`)hi zkD;n+)L8m=!lUbTHrUTp*^q;hugqq^sMrPBvLuJr{H#y{gc;m#KT1|)o{E|z>OzN8 z>v_jCqqR(YBw9LJo9f)Atg-HlQEvv9UOo$8BzNEcW#NqfNwNKu7NN9lAWOQGq2Wfy z!JhKPCCZP7;c1LOfs5Zgg4SUS_JciF%-(bUWaj(-4kW1)*Rr$r1R5G@IA!9>7X$V> ze>h72cNoEikzKY+2lnv>32+< za(7XzG;@2p)62z;kH=IpMQnAQzIN2nG>aP;=gpZ5Wsil0e3F?A`|WU|y8C@^FrT4# z{s?Nk39qf$d>%-E<1OrMkoBN%%f!FGCsu!_y|rqSq@VZ0N@Dsi7PHIZkQdd`T@*XX zH3ivgYgOjqkb>Eag1A@Fq3u@VIb^J?&z}xvf|^|~ss6@?iGesDnAF(VadYBzKC^LL z##CiKDd|yce58FnK8&6oK}>o+N)BLpx{l}0riO1IN_)zDEi+)#A@2d@Qgx`LooR#$ zc`qUY`$-@tj}U^`LaoK1T&W_XRfz_nQm^{yMqcU@dTl~+A3*}GUN-+E0_Cn)+2zB4 zoW2klF~7@qP`ugXB*@&n64Es@3jyL#hQgZI_C(8b2JJep&`=aC>Wu4w@1gkYS@=T4 zeD76M;`-5q*3RhuwS!!pT%P?PZjS%)BaKaq4LqzzxG0(lNJ<#J~lRXJe|mnG```J zgmeF&UVzinQznyDkx=5BR}P0Wq^*{K6<#41|NV3{R$RESQnNRry%Kr__!`s6?d@#@ zzyd+#u@`4sv@!!NE*nSy?03%2e%?rwsZrC=SX(-nmv4~9OGZZNIwloXX4rY-w>;4o zy**n@kdc|eHTfs&UeN8@YbjS&cuBi?qZg@Po4BZ`i0$yjDj*2x7%|>&l~Ch>>v?nB+INq)e_4wE%cXp1yRZ;d$8YL{L71Ufp7cNa^4ac*uMpF zxX3H?eB;N2|A!UJ{FeBgeB+M{xz_e-L1vMZrB+80m|QtpO(|K~p4)0O7>I8G%BE%# z=`E-Gjmn*3$u;rA;MKK&e8v||PH(UJFEyH7+S28c)Rrnef z?9gw(FIcZ`AS=RA(XB)D+q2Y`c{*g4m{t(0wk?jN#hYF1X6B3rHzbvYqvQj_)a$(* z7fBr(+KmsCv(>5zm{sWgOiArnImb6{blMHDv!6c$`7Eo0A3)e{srWSG+QXTK4IMyD zr5Wx`EuUR;t#}ef2$OV<54?InMp-~Pzv#ZT--AB(cHw~Er5d2{ZcFo4ySozny1MrK z2%p_PFEKHFq8}-BEiA&6&F){*!;kp`T4VJZ(es|= z#CQP>O{}-(07^DblqkZBhG2_=Dnhf-_5~p3LEfU$Nq?4`m=Mz%8;gDTw=rawduZf9Bh}rnfFf&Mq)qMNC9UXlMHERZn=Q|JfGv!PU-dPCcI$r1!|? zchC(t@|U4bQtnki-Zzkjp%P#NydGAea8of^(hg9oiaSZzh`T^a2R%u~pGr=O8o{;d~HO-)^QHh2SR zrLwXzGWKmsdHyi-oHX_RH=$0`URnIs7V+VoWDXimi`&VV;-k{dEb&%XO~_LE+`)CFJ%%A($%e z47ZqvvP6&_Ddo(buyX4@ecxgmI>j0~G(rKtHdfIc9lCd49%Czi5=8&J$nI#so zn@{WqL|^D;&iSR&9MT)LtYd$1)Rmkuul1}bs^f=~@CF!&M?Cv6bvJXe#$>pwloE$m zK5F#+QAVd_@-c?CMcng@z8Rf@l5!0^5Sk-)t68B($5~rL8=hl2qX*{a)1_L`TlHW~ z)SB$5!EiY&!{)bQv&57~Ts-v*0E$q&qgajj%v$|uJ*cds4OF0gUTX+o-g}1*bd24U zuP%FhM3EI5Wr_TckCvLBAKT~0mM_0_uVu>lNn}+)QFqLMKE%OiM`vJo&TkU>!P1hU z#_Df@gB=?!>njBXg|ezDKLCe%WVa9IYZ2V95mFlLR2pgx<~dMExT7XFO+X4M)ou|o zHAMo+Bg_RK{*Ap6P@9CnL4kb+1C*Rhb`njKscb+YK^e@bsHpYZpJYR?)^5&>ug`a0 zEi5eHJ>jRDc_e%_)OYo=o8aHwQH-&*1y%%XXf6o8$0dD$HB$Y>}$(j^E6mM$9Tzycj2`5vE*-5j}UE^S= z;PlH?GiPxK|6efY4J|FQf?R4x-|T10X~D~bK=`X8gF8>&(WdTc7y=IWwZut}nKDZv zm&-%{NwX>Ij2p0iRH`M(DyRY51BwDU%NKjo);2Z@cg@S@ZFu)AHe@ua`95vPTig<= zxWKBHJtBl~v&pNBl+6SU%D?_L2*1HtzTc3NysBhjRj6#>L?A^730?j&?FQU})caV3 zPEhBdmOSTiM*x6$dVlg1Fp&JY9CygXkp`2n2jW(i1~o=XJw53(>N~#f;G2KbLh2qF z`GAYm&3Al!><5y>FG0@|TZ65Ect&3gpMuGPQSi%uSq53tRfu*}kZo*i0KLIhj=zTC zCe?r~-2V1sK)}DehoX$2JYcfyfW;6xKD#~vMIkKYd$;~Vqbu&&*3ff^^iQtQ7#8aP zFfQIuDHmYjbC|+H>Z})?1}vpTg@m4Ubav?KnRq)8%@MF$_@nzZ27t!U)whywfYuDu-{ljhpZD`t+cWji`G%kVL%Kg5EtIobX!QgUZ)xacZ`Ub4 z#t)dY(p3)BCB>x)@c+XX*<4=sgLs-#cNqekjP_pBoDOh-%UYcT#q%}(@$vEbZ^3xM zpI6rRLurVKsXq7DF+O1-Wm_wbW|IlH-@>}OT5>2IF4QAK6->9A)8sDWp@{-5f@w>* zmCm~>F}Wnm5-I5O__vc2_%Dh7mu-`QJwqM>PB0lWGmNaPY~J>&z9}~iH46S9s=86| z|8i3roi}mE8H1vMg@t9A0js0Ey?w%#D#i-`+c^xD16Du-9ST16657NfRY1TH*bWdv zep^^~*NdJh&)P)wV09#4v2VU{v#Khkn*M-D)O}2@|H*2G<72g`PZ-D@x0U?4aul$Q zK%5wv_yoo!{{I;l{3;oEBY`u7m5z>%$#{_uNIdDbvHdx5qW`*SeGF(^HYbwZ!DDwo zDNrdkg%yoCBKl|X{~!U}za}2hUSGuuXgCW~Zll~l)c?y3ht}=ohJ0x{G;*3PU!|xv zC!segq1XH04RTq}83_$!Ee4XSM!a$R9Ys})-i?h3v`_91CA!8&47P4{b`>U^>OOn6p%T$G9MD=KwI+oEK#l_$gS**B(v(X1ds(^v8JLpgUf z{kJipE2nff)nt&{WC%EWz={s?XesWn!S7BLBFiz#LACo0+89pthTZ-JB^R!ZfsnxJ z>T22cR`I(#mD4}|&G;E~NE$adaGtuqS?J9#M41`?6qBe1a#tJotJa+gf}49E6s04` z*K%%F`j4-QmX?;`3qfedcEn)5MM5+V&l)(hKe1zBpTWYyC8`GyejCq3=OZ4Tz@&oP z)TmJX<`>84pOMlrCW{mzi-dyV`x> zF&@~EEDsM~GktwSNJtpdv9Z1m^=2WUBZ~utvOu{s{GEV|yhPf(dUIZ`f|K==0OXB; z0I_%kp?7>dZh@;St)DAM0#G~A%#4~+{-+lQJa+H9gRx^*r9OUqKXS1Lh6;?XWCa?i z7aS_VDj58utgP60j*LQ%`RA1J$(-mgvClIaoK~cKbSQ4f$PnLR7M_k*o_i!Py}UywQgY$gw|SkBnYp~a?uSFK!7>*0>sR2plMM~F?M^1k^NRlZhRE18$zd*~mODvN2T3Q05YK`X(efLz&y zjGX-C$vUE+5NUF9O7=-lSDNicKmMLiv4isV95E&)CI%rP3gn}tWCsvrArKJjRc9UQ zEGf+oO5ePg*LZ-t7zH$w*l?LeW4l{X-)l}Mr)#&wRb9tpaNX}=fK%`0+g97!$!OJQMK<#Z z1ZQXGI;Y2HLPA2ihK51FMv@*B5h3}YIa?%fP*QdcQ8rZU??a@#e}I9|tJnBNM@I`0 zuJSRl$x44%RU4LXfUy!>g-k@0F8j% z!C&W@T4gq=PMQqVt0o#%QUF8Aoiq4~O)M75KI}LHQWyw%MR&&ZP&MU>K}*8o2p>sr zcQRj?>=&QH_kpKtn@^eQ?Ag~jvI#;!Cy|5-EeE^G#XBsceM*@?IJ>(#B%kEti(TDY z%4L+0lpIqx%JjSq0+QR8#eHtcD~=)!s5*m5jFV%nMTZl8Sv>zAQc_rX9PY3V^aERw zh8(pZ{1u5jUT@dQn#9^IDpb+S_$AhtI$HgQZ8DOEzrxAY?m%pJA}?Q2i)pe1@!i47 zShtkq3K)CUbHA>?uHKYVb0!tV{=g!ylyPS)JyXba{1RoHqo0CUhEBcgz53ExPjn9| zK27&@zPl?X0YTw8q2f|*X>$QBvX*-_4O=WDZc7S=(Pa)jqxr*!0i(g7z()C%dO$iv zFaC9<>ZUvkyIJWls{iWf-v^&ZlceVx2%S8gMuiCVFCaxjr;I;YC7hxT8*f6 zN6K-LM{933O$rn;=hv7Sr!Ca?1oMyIi;wh8SQds-}G>%3z=#7MVxQ(3o`P%vCb{^HI>R|X245YpsRD!-FPOFb% zE^zfW4{#>)71&T6umGF3I_F|@kf6dmsHz=(dpZ?V%I^Ru{WL-fltpk*A~~%Ve?;_= z^fhsRgQ}rD;rR3sTRj&9B2+&-m}efAJlBB{YTe*e-1d5e^i!p}y)$3Mkd$JBv>nUn zN1$&1X{g@&p-3qg^(PbsD$cPy)aFAq!xUb-H~Qsj1_^%~T_eE8>6$O3k&uvx)EOQa zARol%gsw!w$sGyOFz`D2gD96CsKf$OWMwO$Eekdly;rkJm_ zAlHs9{5>Ex*%ng6GOi?^*z$Ep9oM|7(AUHjSP~-dAGUN(7+<*Pg z9wH(AGf$9YJh71=Gq?Mr`5dYq%M8R(Tu;$Q#m0*M;&&C>97+U2?M{3<@QziMm7p5TR_l4ev6B2DS z{$xSq`MI4lq2??dE(kGqQ1gSWXHsh@B54-r%Yfb(aO8Z+X7=P2a9)MI0ocFZ{_GuX zieK3tK^={%@YGw?2QJ(esaLypyK6@?GceLlf`noJhuTwcxcwca~-@ z#c!_}v@8OOjf5s@i{lx!e=i9erY>vLevByj3*EZ`sKnAh1I#rv|L!n^15gJuHLwJ{ z0gFG|Wb=yD@3*IS6lvtgkJGX#(8rHP#FcjLCMk)OuTjX6zq%U9PEei z>rL^gYoM1aT>G;FwcJ_!ZRE%AYIJc=JcW|OK*LsY(B2(0%urMf^TQy+4El(inghLA zkW8>vaYDMkyl?e@eg?6YefP&liY%bIAu$%bIQ#r}JOr$0{}Czy-%n_e8Qh&Ls>-wd zk&uv(CDADc{Ugp29o4aV;KPk&%#-ey)*>>w&B&H&GOsT5v2guiuMGrl(@>p&mIFW9 zJA?7XI@3(^HHER^h-0)#UjUQ_OGS81`m<*!L+54*4IA`86mV<-f8%T zdWP<-D$~FCkmXtz>_<*30U)|jCpTd}-LjLBlgZa;em>usmfN{m?G7i{rh7tpqMsNrEnRA)aqFv%RooQA74Fjdd=%W2+_SNdHN9_5A`UyazfHF zLXayeD{b}%T1c5kM-duc!V(Y=pb!Zpv(mqm`}GDGL;(XaQuUcN`|bfAWu$IOF`mW1 zm*Hf$kYBLJ5`A|h&Z=ZTLdJEiAPm2t*zsVI2((S9Gzi#TGeO!mq~c*-=agKSz|Xm{ zE7tuXQFLA7VPt7CbE551%rVDfHPPR{pZ_mfsACUYE zm{wK&;5yy=E>tVtoJl1KGBcYfu)|u-T*6jJ4v3JV&j*3Pex$#5X>t0X96Fkcx2yI3 zmEAY3Uz&e*dMj^2=^3SJOb2ZNBC$ zx)2h@aB@_a{oq;J-zV%6=>=^ce;2TlD^Q3d;5i)~f!k-h*uPi|@;xkeS6WJ{)31DO zq9;3K2vC(BgM+9bboJJ^y?1h*ZUYuZQ1rh5Qk&=&8c~_?l_d%R^E2KWD|pEH!8AJH zZ&szH?5ga@8T1U(`|ng#RG^3p2>VKl)7gJ!(xjShO@|}O=Y4sqHj@7HOa++k#ZJz6 zCpGdymTxMJe-93_f7IF=N2|Iq&9P1p%(?8b*ZzW4&X{rBy8ohLIlx~u1nUI^>^jK8 zEPlL)4gq)~kTk{IAvGJ>AH-%UYRm&xVsh$JUF02tt_mt*11~k~ZVo96Yn< zr~!Ef29wzW?&;~b*7ju=FK=rMweH|^RxT!$M;0&25e=r_5`<2^gE-XW$lW%~g;rOy z=O!wjFj2scdnO@)4h-|z8f87N;nxod>5DJeKEP{Jy~{P&lKnc{fDPQIe!z00H{KKW zJtU;FhdycL*iiKj=t|YYxw*N|y@qnzzjkzds+U+Nd7#^rmrmT=8a7?KzMm}PiXso0&BVZ9tXhWBoHQ$C5e9#1Hbjl!-bYG zkSjZ$W^4e1e$VEDm8-sgkcDLOMQhP$3a*j zhiP6-$svNnzjR6vZL&%(EZ`IWbrc9(*H{=?oL<2F_+nUC99mz&&hXH}@n;tP5V7GR@uT=p1hpZn8ltj!(m z`BJ-kg|aJ8%-lLr{N3w2Ew959A!a-h0k^gz z#oTlNB2L+7Dgq1*4PSto7g+H-9FKLs7#iuf-`||(&$5(g*ZTmAvbBSQO1)*Q86gqT zXkmoXQN>#+AX^U{Nl;)GeXhozot=f7P7nK^n%*0~-$xr88+v11L9h8wDfbu3g>$a~ zCA1EVnQ2nBC8vy%2Rv1QfXKgJ{8?_mJ-xcK6LgEZy9QcGt_S3p(Ez1kC>6IIgRayx#&GIKiiy%?c0@(p4s&vcYgsL zyUUBsu24!A=ox-uVfZUEqXv*HoqfYSWaB@-`~%TRR?qVlL5L9Ul}(Xvsv`%rr1jVn zEa+@0Hw{be*O5kTCt)=v16VSdo5;(r7V+y+`txfyVg{XtP_PYshqr{uB43M!@PK55 z!>Hv0C`<#;xAYRQnQ_G$zQb#4eor=hXznP07CC=95l>ko+};bh*qb5;)H4v)BXw%4 zs=7eGNBQNECsYAgWH+@g@duL7%4+xabR)Wh`BM1LpRcRFPGWM;&VqK1@4y+l>HmeI zZpzZ~-~+bi97)n;k1_$fh{o30&CmM*3ZRW)S9|990*m-6sLnnD&fyga$@%VI4dN-y zU3FERL9CL~-mXO;sG>ySy03Ihp{!iZ>YI|h0q`Pyrox03piMI1f!7&)kS+mK~5iw<-i#vr7}090;LAhe@lP>RtBV5m3z5K*P1PMJVl{m)(f@ z;XXG)%iEN}#Ml&n6Gab2JcpI2Zn$b@;pXYDzR(IN0EBgiqxq2h=v*jAoQ%r#9I`#t z%==htoz9mGY;NI%f&tJ_4n#nxIl*hfnayIF_t%M%HZdjSg`OSl)L+dZfdufil+4)aAn(I*YBTB{|WVb0R(4oL0X zU@?E5FYTS;^dgvg`PUuHYZBg)2`FR@__}A%6V{nq#YPAkT6@EZU%V+EFJJ4`>z~L+ zQgj>4F0sFulwM)+l-?i2a2~}iF%L6qEkzHwglUM8>5FdeXTpqS^eDWGqj>I^i0| z;Y9JYK!nr{rL;kx0>#_6AKqZ3*(I=;c1luUf`$vE{Cw(TZsEV6P4!>z1vo!vn<*J@ zh)PKb%gdEhC{UsXZA7E{90<`+@i#Az3V5zN2LGm1XS&>7(hHFY2<0-Q#2y}iG}S2{ zKA{e$`Bg$rPTWoj3p^ET+o;1Dol*xPP$aBw9_YqUYsA?k_xMO1Y)%nRw8uX5%_o6& zdZoNHfC>x3b_s@8{gKN7LYGe9!G7g=g9rGW41)~4_FAv93V9EGAD%zyB? z^zF?C&}F`V@^676+<5pG_1{*v8x{o8JoVzl+2$f_qXQ_<&Wy68v2@(L5f9#OfFuMU z4_5H30nig{UcK|e@Ja2B5dZRp0`eZvgo}S0e+oJhLv%a3f^uT=p_72V5g}m3b&sH> z_8w6Gk{|xLaJD>?$0{t;N*RbwEK)0*0_|#DUtfO%A`~AndbH;qD(G%usg{n#`rmUn z6^711GQF*%5EEscl(t9VjgUEC1C~NDrwR@67A}Syu=ZadYDnX!4AxFdRrXudm376aH_4 z1o?Yo@X81={jJLb=&KMw51PK|e~L5zEGDMi^8a{S1XA~Vz_Uw&q91c*#M`&d_NF2~ z8%q*Y*+}ER=28VcRh;=bIj4V1o>Ky(pSTGXylR$jU9+LSo+m`Y6fh+Z2a-G!W)G;*{O#4OPb8f73L&A;FMuWOV3>)OED0ORdF zQ}2ok@`^Nl?g$2;jv;NiCakY$M?*!(+JSW-UGv8FHNQjX*h8*d>N7|p+XZtCn=I5G z0t`dUrdT!*c?hNwf(UIcp>l`)-&SwV_olcbSU1v)jKSjlvGPMui3W{{O&=L%aa*1N=&U#l`dub_c;tO?=>G3Gk4rud|py)IzceIqTxG=^*jL zfKu5*LqiZR;6z!O8q@$}|MR7eXBWHEP>c~{Gz!|^$X5GaA%HiEaPzK#cS?K@3;FM29*0A}A9v`-hktpKxgBK%j-&2L@jRuI&?qS>LC-06TwENN{VIizgU1-(R(aj3HD|7TC(#xx^nVi$b4hnA7r&2B-U znW*o`Lamj!@pAver0JyH(6=vNVCQNrGOKz68yk5awOi4Y3sw99q)>R zKX*${F{`sJz_bi%c7SK0&35?XZs*6O6%`dDEyD1?!vd{e9(yC!h7RVpM}b?s%B--` zL)dnE`2(nfG8E&7XpWYe@L+`y64@+}f<%1Qdc#+Gs`sEx(j$7pc$2=Q(AGa_*}1Sl z2!z5;@YWINyGZ0R#egb1hor{~P9cCXD@!s-<>nhm)ixf$e+F71Iwe~tC9e=jonDbd zeE*IB zUrnbXI1>hII9fs*0PE~l$N=`uRpiU;4SxY4oT(+j`#;RRbySu6_cgjHK|(;3l2!px zqyz+&7F1e55NV{PLzD(7DU}xKk`C#Xlm;p3lJ0JJ*W>Ygf4}#=<9EmX@4kC@93I&F z*-w08t-0o$i-H1ougG*17ey{$bqx`3gXR~gnOFc?92f4=zI%B8d%(mCB$B2XsSY9* z^%i0H$ec_}L+Z8qz+nnxXC-78(Z}gUKWuVfxttx4CEmx5;ll%Y@$z6b;iT+U%gGi! z{LP&PKpNP42go4HL%C|YL@{*sfIh+VE=Vf#TynMxVqvo~l-}xZk3ykh^`#Nd9S99Y zff$NVvDSK07Hs%G+?8!ROk7$JZMr~X6^j_Ng+qlF~<`_bOoVYk%Y6}p^ZNJ`$UfU45gY{&N~s8NCGhqaAb2U4g1XENYp zP}|2x_-AI`y7jz*9F=P}eQtYxkmSOJ3kYLg+@H#qZ)UocM#u| z(yiHesJ}DI=VPWgQjnM0?XV>32COVE=dMi%BhheCQIUnUbzSXszwSf>*(67)?`1Bh zXsF(FCA=)vVsYTRoQ_sJqz?qH(N$Jf0+=HY!M>&-JAmNe!f{61y1|B%8II zZkisrq0m+Gm;?zNCVGvs;CX=AhSu+O?TCBkG|pdNkfA1a^$tGND8+FK0=k0m_Mq~z zerGeSv83E)2^WS@sO9$3IBnRopUr+dS9+VE@{!xpNoYDOiEXT=7QyD3`0pcN9{Dr+ z#s5o*5_%KKdxse|Q&!UHNa|=G4X+ksv5^;Lq!WgBcfhhHz z%)#nVWqIvWMha1H!aA@MKr$}t*>()n@uAD^>b=agj3A7CUi?V(d}1OC*D0EkJ&mla z^1`f))iU7A_dnk=Q|~+M=U>X68guA(!z~fgD{+m>zt-$@=A-6&{)3Q?P<8Cw@LT|#OxdN zF#5-?b3y6aV%f*aIf9bg#8_#K+vNnSR4qkmY>$thZ#II7k)IOR6P=Nf(ZWWt^K9Zf zhNbQgV+^eUW_M_EK7pQ}EvZE0a?-M%;Zn%#N%Zh`r@ zu-=dU%JSD}s6LaIC#OS$H1-sx}1TIemeiwRepX-!mG5kO#|4& z#b$Lr-HBSjIlCF2gF?Bd5B#Wd1I$QF?4=xj#fR>ZQfq7!!jcVG050bG?r#6v{YM$k zvN#4zcoJv?8z)7*<+2^$ERUBHrs${4cV{r6CdMAj)LH20Fr3?6iq(4#^e5xt<(1{W zqR7uI7#wM7M#e_ZZ$v(H;ClNAA)gu<8Rh2Y3YBioKpB~fO27ukB~!)Ma@wUf9s`?r zXP?8-(Wxt6DT6BL^+qk$4?U~;`uaHAVIG||KmR_r0)h%dT>SZ-3}rZbeSQ6@qtDM9 z*%Moo(&J#8Wiiq&7DYpWcSLLcF)UQ^=4)g81112Kk#oL^XuMOZ7HFy4D8v{XFOj3c zVno&vi;e1Sn>}Gw{7QuS+IA&m5IBdE(@R%(6S{vd8_gVTE-!HPn*S2QUp#sJkitGq zBk^t6(M4i-eVpW27ZKMrO;-Cpr$kB^T~qFDX&Ui4G6AGdfC8|oe0$5y@+=+SQ^bv} z`W0J8-p9O6S*^kR2yO$rFult^b45O+MIKiB@rc@th4+ctHQGtulnf0G^}0aoRp)&H z(QnKTSJR%Vq*2-R7Hhf$puOMI!{~kAiQ-epRbCFh6)e?N0Z# zvKY2JOq9(*dd8EX==FQ{uzig@7?H2m?yt*6*bXlypA#-LzmGKPPi=-TnFOZvSH)6J z^e5Op!wR2*5nL4|wDb9Sbu~q-lXS*22-XpFQ@!etWw>)NvZv+1p(X6*%?^yK!Oa#Y zL)kRLOD4?1BmD-A;?CL-;*gv@d9OUu7u*EJLK65BQ&OZnD@tCgS-PJBqU@M z5m6E4oF=732jQ46#?hXxR`qF#^9m*4`0IM!yQ3TJ7g1Ea^dyW0 z3$XpHmgjd}1VE-**m6`Q?BPP>-S@HqA_NGJ9!X0-gd7Hlp7jMth$-ko13xwFQ?+eK z480i!=#tjz@qw|Vn}I%*d5&Mc)~08c=3k z0dEYSfPe(1lECJS1x_q9ZY;*A9&5zP5v%>c?S&* z4JV!ET{xSj&Sb>_3rTNEYN~GI_5y!+WL~C)7m!rax5d`Cx5ZZYZ9har_;_w91>Fd4 zW`Eg5x4qDJPB<3Jw()?;GT>&s``vS45gER&)nbCCeNd4>*|PUX$j#KO0PRN ze(Ge>mmR>ACu;%IKlCJ9t?JeV?yC&Qt8Pj;{^cDYgDRv*i>B^U=gxKtTJEi?-!beZ zg1zBxu8W|V*GQXE>A2$_HDWgf{4uEADPNa{r#O_;v(aD>tJ~KiNc8rIhmyw(pTzgP z-O7mDl>u|QI2#oI>xG0MM&oNAAF;n$C;D>Njw&==QC!Lf-)`lX8!(CPm}3|k`jJ6vcKi7cRIQ(j zwcMUHwfUKsyLf*y=$HUj$JZDmoZbb6R21sEWZ0!*sO6K1o;z^`Qg3>D&Sw0jom;rT zTbx9%I-R|OBo-NG`xx-`jVmvTLAzlDfSW>cvAowkbEff?-sEqpve7W%s772+!6`D$ zyZaPd<#$ZF)n?WlHYzx~F3RzvBuUw7OE%WRLM{N4Dm*Y6g&KanA_8208&e)+MI&Bt zbtB_Ue|mcQtCE*oFpx5UD^=Ey@K=>{l}ecoUy96Ue*i)wA`At?-^0$$Z?pIg@@b(r*Wp?<)3rjzy#z(Fh*>mM)U zjrmy{bjE8`zKsyj^(tBHorU=S(8c6VRrS3hQ*U42^JPw30jfh|6I!SrmYcu*JIx?6 zQ!Khy5zS@*;HgTH71k?L(}n_uhg4w2gaL3xpRvN9dkQFtS(Qc_&5$ z1?|VFWGDypNq^==_Ay{Mxq4FbD@)S&t;2nnY|s}d3)Ejwc$HA_+7a(u_;h0 z6RcT~ zVgu)xyWPL~I7*amp4FT>9p!GswhzigydXO7?i%lbJuN+S1%h6YEbks*YIc2f#>iB! zzEHT-%kh-;&+7O{b8|p>bo=qf9-(V#DIcr=>kugwZYN3vi4b9ioX0;-^0*B}D~a`( z2UAvqvF>9|RTAy0h3nHlP#4Fk+7aE18rXMZ;M?d!Sc8#DnLT&Qt+V;n!-9b)hWhe@jwfK&YmshB)x3469@$-@Jqi9styu1?I79 zUao&8nf$87S7M4#wcAadf&ooo?NMl`3lHDZK~?~3BybDJ`5o_`BRHjRJ#Qdr_mTLc z;aJjnOyQc-I&ZlIvGcmhzWDR7Ln0n~Z?~7vvk^#2ks!yF|6W&vH-iUEe$n+9Em*G! zAw6JLuA-vkHGTgxS@KG`v3TKj@p$gh_$Ur8Zf(dykH0$gpH-FNCou-wKTlaq>|E_* z%s=-9{=$FfM)uD;7#J|LCp`cD{D)ARO*2(!g6o}Vg<7IN7e(CN)IQvTxjXwtQ(HN; zrnSMIPeh|-%Tey{#}ke-JyQ9W+oiYEE_hS^^ATcV3Y`D`y)}4$fBw;J{!WwR;};~q zB4(U)DE@PZw$cyIQ?wU_iAtpYJ;FycxS9X?82h@&-^+MOhhOpc%>L(Z`M>t<`lX{B z^a5zgXGeq|KN3TAR-*Y+@&xS!p|4m%=i$HCds(Fvx8l`EF4{NeXg7#MGG6Twt~dF} zCn7wMO2xpxPwOjP58paMFq7Ihs%R{L>;aas;JGK4UxHz6ZSXH9lq>(vB7#wgXa9R> z3cn7w@X~K{Un|T;iwN4<+bpN{EiprG2dEaBEM-|?bpzkj5@1o3koLWM=QRF)lYllq zmd2;xPnKt64>oL*TSD{pi^oySbATK943ubsz5;-Hy3i-`2`?W*UDddaDY%)4loD5g ziz@_VG5Y#LO0tZ>2<28^f0lVh6PJ;(h0o(ME*1m`^vsu-XVwUrbI`r=NpAk zPpMiOqmC^!@kVkb>C7n5c_0XIL;eh`8YIQxH#KR%Qd0~99h56fRN9-*KyBZkBOog) z3)}L0pzNTbkj-fPJBAO$nRR75_4!q6!`MhvBjSjTs`>sMt;e842rijXIszw65f=rD zklL2Mj7i#w9NW<`!Dr*AC%JE?8DW)u-}Jd$OW==8!EmhPJk5RkxZSGu7r7`?0TVwX zg%q8w#(+n%vSdB(>B>!B?NN7u?epi=E%7L|1`kzWaztS^T9H;XI?zc570re@%>oZG z1~)n!@?SZE7pU(u&vI~cd8#pDqaq?BwfDxfLN@oB*aT&3KrWd7!0eeDnRHuwdpyyl zsXWf!OeMS}9<#18vuFMNd^D{c9T%EpW8I^p)r;K1A?MN=9V#?75|sVoLsR)y-vR&c z^-!)DN4tJ*1YBHPug1!-ctu4wdOBNt-{^5t zFiIa|!E&W=z6?AO;#!r}<-rFrYjK)(B1qGqL#*LRXuT=8N~~|)43yV(7TcI=XjlPw z-c^dRr_5~4+Sa-*NVh3LZ|T`o5yZ_?5Ot$mfsy_F=g+57)|QqCJ}Fn9hvUAtOj>-# z{*pZ~=5FAPp47<s135hbGri{s|d*Z1b(O^>c z&e`d(;@;R-SiTdmAh%#&ZQ_{9o7Sj+I~(auhbGjiQQ4KMsR`*V<}&LIv!KBD=%`yN z6*yU+i;0*9OuN%BGfGF|3lqhCsJ`hi_%rz~uo(gROmSSZiDLBnJL7P1q8%#W5a6R6 z2mXpGC)M0{txxYi32`KQ_o4ZvkH3%D%a=(lMf3B9;Hr3)hi6y)xfNd^mB6*C-R(_x zICqo~!^b$0hWC8^O)zFrS_bAh`41Am)E0Rv72%;5WWV_BffMR<^8N@-?t)~?{j}`+ z3UUv@HpsnOx6$VazIvp@83S*&U9>o-OoTCb=GT9_v8x;T&ZGQ*mS2Rq;F^(f6H2o3 znJOHieSwgaPR`9S?Sda%Igfr@OmbcYga|?}#jgDcnCy?|i7Wgrdq^?X0g1^fGbk-B z|NQK1x-E%BK`-{$gsDXG5J_KtAsp+w6bMx3$AE7*io^~ru@ zXefGK5sRgMR>fY1AOCJ}SbiO?kIx`E0%rudRB>rcOiVh+o*{}L+p>S-P&YP417sf3 zIkQr$15T0baaWfG)bTeXu0Ob~#cS)juN;E!gFC9ARuc=BCQksi>Q3~wCqIzWTv3cS z9d*{MQe$fZkI(s^c_fJE)GVuNoLpMGrt(JcW3$shNQDC@v)e$L|ey0cr zEp1@|r(VlMXZ5K!Fx=4PI!ri0W8+V`brs@WrOmf*9CW`=J)G|?noC6YIS(`WgXX6%Sz;TaTl7UDR z3>@}W#~Of6J+ZWe$7XI0*+k&5Z6gVh+D2Ef?2Wv2D{>( z05f{lo&ysiN+gRve;HTq`?b&~ zkf=iVptGC~U;pu34$uR`TuzBKc}<5d!EQ;BCoU$2MH}nE%!~VK;yMEZIwS+k3Mu~m zM_=w+qW7g^eIIHZa^-HN{cXjUKqHZ6TAZK%4o+A~%4%Tn@$F#U^*G_X_7f;ThrFwK zGreKM(8!SFe|xrO^5PdM6zGf(lAhkUnCv@c5|lv0toXGHJMAj5ymNS8A*V-Z;bk>- zbwRCwZAq3;ox_l{DHB>+O^7QV830BaMEjtFW4y^ZHc~Uj!>Y_qZ%0k2QE3954SokJ zPm|wVCx_AErRd$A+t2Ww-tILLik?e^lFzwx?b8n-A@3Lot{6*w1H=)q6L!bnIGACq z849J!*=mj7F|bi6FfOlORWI*a88+WiRsY$2_;B6ag8lye`-+=cXAab)ZBa~B zV-6FjV~k@#MQ&f8&BEpEP!xcaH;;>6EqG@T5z7mNeE#%#rIfSozfRP4@h2995yuvn z8L}>w)U-lF0AdpAfSo9wg%Ojw&Q3x=F&fBXi|am(yNK3_2jDBV93%| z2V}sd4CfF|ZlMB3LJ|!62 zYPKo0wX$;m=EtRzpu4^Zj+rf}w%*6VNRpY=Y6;tI*vfD&+g);QlRlBqbR}!0Sg0>d ztw!HNxz^g*;aALm2LTd?Q;VWh3=j8Qo0wQqBXANt@yJLu$!6tL85ka2Lj*r4L}m%` zT5^Owq|-pLL%9MUQGU??=bv*;GGEgyhZQJ558d*4gPQflRl zg+OL~l~(h1cwMjJ&b9UD<(+w^OV6aD_%Gi)-LJC)+9@E^U1?Qp znpO1xuy26M!~X4CXHK;I3e{>eY8Itzf3|xC11v7a#w;S{<6gj$ay&WiJyp(UfRL7k z^c)wLb;u^$b!X>G|1EmW*&Rd+iA4;?03U!F&qbht5AlBR`Qa*XHs$xK+`z;-p!XUK z0AF8U$~nL0)&oUaD+g-21X=IULhcUDDooT}>qGo9m#u&Z9_Lz2o7JJ~txn(Woh^tA z8~FJj80zRG$b(~9NojdT(%jCM@KI|yvuxrwPWtFpRd#w|J>%0S+anr#1$_OfDK(fH z{U?wd4V z#{>kl@#JVvK0(ZvaPU$hRB_!w&Ps0oSmueisxb>_bcrDmo^6lx``Wa|*a;;xqO!eZ zw^I!4TG(De@NKA491~GxwPOq+e8#IKz`1$MN8Z(o%_L<*884z-tLkn+2871|V7o=Q zK+LI9Y{xna&bK_Vg$)Ha6!P9oi^KEsd-HEh>`+4Le7e9Ca^Y6+N_`K6jX=G*eX3Te zivR5J;NW{>KPj)M2nsdR65iA?dX|3DUj5&~^_lV4hiw!PV>cz8C!r60f`$UPWNHpW zPGcTG#6VCrL(xw9R*u@iChR(lBI7jT1hwX(u_khgg(dJGTHy}(Qt2u?0Jz= z_!5d(UdD?5tUZETGSxc#b|fL=}|J>D-mdd(lbmH+k`g@9F3 z%ZTqy%u9X>POSKlO0-zct|3Vcl1B``D0tNzC&>e$o@noM6F@6a8$yy6yOqIcy;I^k zFKr0NLrq~XRHZiQd(x+&^EB;J-8n)x5jh_+PN6p!V>pd2_M48Ngo)T4f5-t2C@01H zC)a6$Fv#)X&AsKZEB;SUY1iJp5(_z7871)t%(h{Gg12vLwyn93+Y0<92Wi-N=Mx&7XxwD+905lY*6xGi%I=?zr z>an2OK|QrN>qXlX_z>cWdQ)V9f|-kgidU#da&mIS?9>#ZsgL*3CB`(sB|ZM%^PZ)# zdD%yRk0IOO#tvX^?8f^RP*pFiU<#yFE?tLa8Ho^jGCxlbdDgTEXhIH`K?1~)Q$;YFgakAQ21 z##N}3%az#}MMPz|41`8)r3w7r;TIB13Rv!NDf_W7I0dpq7GW|?K~2OZKepHen}o!- zW3D1IMu{rA*Sl$MhVr9A`8I26wS@TFCr_+mVhMJ3;8tJqc|8R>iK(?P(lFx%`5;<9 z;?|N9viTmD`#`PO7XC4LTt<<9rO|nnU0D}hYC+OoZxmrEVg=d{HbI)!& zV!s?_%<1SAd}U>2NTF;NyJ&c`$A9eJ{onIPpJ54qN?%AHYQPSE+L;PNXmEvVwE+*w zNR#~`BlTUNfT{SdprAl4!1Ox9Pi$*z>t8QFhjfjMNX>jnTjI{Qi{?j?LUvwW39F}^ zQzTPLKdr3=`n)SNuzh^2Hct=Ow&cjwXSQEi{$8iIjDpkRF(1WEE!NCWO-j=0_m5;* z;QO=UboY8ys9m)(4lf$3wlh+lypy^lKf4VktdlbP)LBE{Tg;l2O) z8CT1(TaH38&3iJoz#b-9-%*>WJ4OjbLB76Lzn;vF(b96gCVY)BCx8el)HznUG5j<6 zSH9DgOw&xuJ(-e-PH;8S7;BkSOG!zA%GkA(2M&jdR2~u3)l<$bC+$*7Gzl|SJ7Z*# zz_<6O;SwK_xE&1UCRbG0&1uS<`jpJax1BPjq@>slP8~yieWs_TdN&{V`(JX|+u9;w zs^H}2de~vhrP44^S2eEDs2 z+A}i}+Vkz9_y-iq(aEVH4lnMDPVI-e3gliMwQX1J<)~{GoIPbl){(XaV&XmPQAX3i zoir9AH!^Go?2Xrvx71lre#y`99yj=rHSvx+W#ngx`Ceq6olY#0eOtCkKQ`8(!MdWW znB$CbyfJ5dOFfTjn(5ddxbMEgnNO3)2pZn|1`;!kUB*O%9s-wp0G+OX9FniAvuS2$ zK|*bSdzLTiKy}adBJ!!Y#lD7>zd3Vs%i*QL;bGl{O})Wg%8i|^%PubD6u$fRdi5`E zhnsM3cl0U_%CDYed(6(Z%$KDkW1buz*N-E$yXjO}qvPh0tQa3=!5^*MoT(=IW*wdnm4%^r~5+KzWvuQWSh(W62t1~IR0Sifg|}1nQS~}hYIq|FX7=PVj3}# zoWadMKYj_hb!xb%@}Xyk+4`+UEJ5KLjpIv~ed5Kc<#A`1X7Q9{!x(iWhT4#|KFrEKb8bPgHX`DRYwk^?6AJ# z^=VI2>CKw}4_xdtYJS{2KN5d+$oZ5H`d`#*oO$uj&3Mm!1%ae45csE-WYo*Fx+Z89 zxn^vZr54Hx9#2m(sS!O)gsJ$DeH~M)FA<797y!1mJDQLb)a-~u5!?(!et$Bl%K~z*!sfgC)Ueb@cI*jX2SeUM}yfX2t^~9^|?Y%TR>$&bUF2Hhh z-`B}qIY$H8aqn~%#2lx-+K%9eDAq!Qh9!zcAdyHkSR4CQF+=-H|8qez(em;N((fhI z^uN%O;MT`WhP6qWa`8G?0Y=bFP6EJTMRaPI@yZlq$+A#p0&)|AJEc1XR#a3X)g_z7 zkwLm9MuwJ*V~c>c<)%E{E|(hArQ4bO*#4kH>(Ot|HEyQ_2T8pbjowukh=>=aM?yny z^rUDX*PjPwxcs0-l8;pju4v5G<}f#C1R8lLqQtuHT(%VG%Wxn>Ks%<6FXB*B{MH`z z=@Yszz2TQGgJ~~ZvCbPRmvN3&2-jCDX*p=+N+HG=YWd<+`4*fzT3p| z8Z+J|FZCfWvEN^(*SPQER_kdxsh&wrMco&EuRV|>8$)c{=+B6^ilhRbWYgAMCuBY6 zOB_lvlCHptF`i9)xXw}3tb(gJF*Eqhz;Gaib;#)etMPPOA-m;6>kRS(2s!J1UTz)q zbN`E=;HT8!bEBhRM@CSaqrH_Ts0dgqHGTW|8MK0RI^kIn@K&H2W1)5CTzBUwhUrjNTD$A+ zij0(0{jTY7ex?V<(4Xh97C}*tE+)3Uv9-Qlvl3N|LIr%jBYuFpC`^X>li8J&l)WFm zcJX`*<~b1^9d|4s2%qgacwU%#YR`vxI!@y zYyo`Bx~!M-Q>4qe3n{v?M_=%mH@3_`t1lBjaJqc?Jcw}A44Im5y^*!!kj`wRyH(+*;LV;6{vC--2DH8PnT(0C!h{|<3vIG9lbnAr`B*A|_xmMk;^Lt*NvJ7foz~Uj57LFJ3R4j5CjDG-9{&2k)oWFZlmxu6Qj<2!} z6+@$@AYehKy;}O9{^!B`$VC>R1j4Dq!X==iDK2?_icC!>IpJywj7G3 z+mk>+iK3?;+_ghP(Q3}zXOfMnPfu2-;(PCpgd6Oe^iLHO0@R~}KGER-v*tUX zDnN8IUtXLC77>vk?`P*b(!B?H!?|V;WMb~8^$1w&cZ%0zoOE8*{%W;Q_Xet90Gg*O zW_>oTii@Lz>h0v%XgMlmZW}HYi5k(-pCp=}Iip-*57eDJKKQ`MY+eF_Vppj=P`6x= zym>P;A6)C#ryB4OE?5w2YYfkdb2T#L`@Q}Q^$_i)FxC&Pzm12tHb)q7(7gz$y*^yw zwNlr&>%8Mmr*%|h%J0&>0hyjZB?mfZB$b1QM|Y~SdGu~-(0~MQuOaknEjb)l61#8j zTHSvF!WR?D@+Y*Rppo^b;k$@iN(D|{IF(LUATMqx*_hTg)iqsSoKb~n@^EkEW)(o7 z?pXn>%hXgTl$#y~hxvDOU8SI}HRaCge4UR^&JpCd&&{p|UWn$`F<;lPIof@Z`41rP zeOuGEp+FP(mGMG1TwD;Ovfq5@9YFVg_;g}o_2m<4BJP*m+}v37Xn|x5Z07lqWWSgf z;oPP}C(co5hNEVtN=1rb~Z1eNuSx1_k1 z1}I?hxesN36ZIUV65eetiTHfg)Cd9gthD6B{RU`Y&u+a46gWAo?dXtM;l4~)E0HdL za;_F28h`bGpccr4-)*|N)w-P=HJCz(Q~Q

N{}gBG1!5+;i&GsD+BWzdC_OiRFnG z&}(<7wgSlcrS`3NjH6r31~W@77N(L%o~?LU;BXh{at4NjevM=z>bpZkx8-Quz1egq8%|J$}5 zQPVnn1$^IXfmbV^|MG^evTW~v+r~|+-tA+)8>=Ef-E~?0a#xL!33z2HrEf1Yp58}; zr;99*k(c^GO$0@dXM?G#a@^bVeI$bTYtW!b$xH);+6jrZP{SxI;DI*~(auLRuT^fTYfNW;Piaxo<9$QoaY1f%(EV zLFFuw6WIP2eLqDOb>5k|sdy=84mGg~lZX1=RNDd<6oY{j|HJ1|fm!!OFiEQS)or2+ z&mjEvG^58W0P&eQ++7NS9BzF)6pAuX+=+X>HM>r@KCsUZZj&D<4!0LQhisSPAS*U* z>fLn?+@4OnVl3vRtE-!6<=%pz;F_S3_Vhv&yExoe)sL%QMRrUpHLrsoD|@b{i`0=V zzvGEx!wRpc89HjQH%s@+dm}Al{r3x8`f*BIq!xSYa!a#O+TFFD;IMQ590860&*av) z6@yqKCx4{S9^M?xuD@+~OBHlDDJgubTv}aph+rDsx23D8`b^a?;h|pwFi8ppob{vm zU-#c|F&mDK;we7b#4CXR0*v06{u!1C*A}R>eJ|cXySuuw>H%QIOsIv&uW(5N9o9l? zT!3Q~${g|W@hDel8KwWcDkqlBeQ%{MPgjD&um<&Rq{I!*#~@M=_IaT5*1uQEm{^+g zgEqln4M_?~IGjIv(dw@YDB~Qim$roGL88%LQ^fj0+f*;Wpfi?!*^aqt<&+xe>B&1M zR14S`Y)OS?b zCC*~97KAhsuG4NzNF*jm6D}66JT`j0pE-WV{lzp1p$*HeToHh^I&D1NCsf>;=7~;RT_WNHRLSyTdzb!*Vre^XKYF0pCs9GGuVC zK|2x&`Obv5H_g9S9L#rrOMP||PygYt0VQEjf^mj1B!_5_P=1BHxu}U95Ix9xiHPJV zp}sVDPQz|>#5W}5l454kEw1U9!?wsCq@x>DW%~B{MW5|`Ky`h!)O`hnD<~}*f*Pnz5EpY1jt6%n5+)#fV5%FkZaS>raAS?}XZbwWF zM#kD4F-vfwCIim55EuiepHmVAf=~U)kn=9Z>1Zhlgd2#y>_-3*fF)!P-tJzaZ9&{v zh)vjNslGv_ax54zw|^Q+Aas8E7a6^RKCl;0hY^)k!cHt6Attg#hyw zU^^dSpiq1x;^6Q8mkXeu00k=lLz;^yV2XW5 zDC|Jf1Jj-U2dUO&u~$#DCOkKPgGd-*+=Amo=2r0_mi!WrDTm=YA#kkrE2OX3tp2<_ z>agnyvqvPp#@vrgccb>gCgeJ)5jOFGP2}2VPy71QS zwIhN3*w3vBqg~BX&1qAhE;Bc_g&$+bb5+* z*Z#N9ewXdcrr!42FxeGe^Jh!k^uf*RPMtA)MWVxwWmQ3CKWCj-d>|=%2O5Y=TO0C& z&O6m$bNa*!yrB9|*Iba%PTCP06f$GJcH1AH%fjNv(aC!{oCpD1N^svIfY|v#uT*G?0p&f1KT>v} zkiY^|4{dyjiU><1Sitd2za7!(p9F*IX zLC@Qou$3~fw1JR0|0|6|waA!2S(%KZ(lVG4I&`ar<+x?8(WBAX@6muA^1b0Wyqcp@ zLeJo(r`ZpobLV=Ea0K`33m|GDFXyKf(|SI$S#Sgn*;%IA95`sqO->gm?~^0o+HlV6 z*fjvI9tY-vHhr4xO1{X=pjfXF&gL8)ep1g8dl`PgngxXfq z(5Iw#6xoxCLcyn)na4(`+fX9*$bHs`hD`N^yHTeAeJg+^K4pVL|vBO8DIya?;B{Xx+{E1+K} z)a$h|Q4etfM3@S-;W()jjWeh-HKth`Aha2&qn&|Q4$Kbr_Cj*Z|E9S!Anv`LVzBMl zyl5*vininM2sOXEQe5J=aPf3+juP-yvar)#Xcdyk-S4?)?bSrX7IL#QM&MzPd36JL z>2Swj3OwsKpOY_jS|T;>%}ncWZ34`6=4N{52#uopiCZCPxF9!zyg~s8gwzA4y9M1+iMEK7in{-1dmSxn!(Bj5jgq=Gx@GL*(lxtNFyKL?v&kv4qCz`^;w<~ zjA1DA@`joMZwzUR3&I};nJzn!X91+xXOiv`$og;2tSCT>y}Q=bGP4-V$9Wrc{(ug4 z{OY4)NI-uy;DAr2tPEKhy*guSk7Z9!4+q#yv_%Tau02@(=8!^+iN+a;57m+QWrI#; z47RbcF+@ZTO_#l)oC+iNg`S}LY;39JG(YP1Tbwt@rbPD<1qK~RFjgxf`tkE;ToMHk zCa?>!nm^mKP7(xtUB^WdlJ0K~uM3QODB(Hs*x3p&D=5rV`-8PQc-V5!K9+v0G^}ry zeV_@dCn0)fEq#5j&LOA3wWIC6h|W_}vUVRI9Q^rVLTl)pyJT!=Z0yzBdq=ullrg*x z+zm|2q1i`aC10~WEf>kUS@QLU;rX+p0;gD9N?F+%W3Bw{*Sw4nlj4+GV#F36QDws; zM=XdT@c_5s#9QSc@VLv-+WGzH%a`8rDzl+nV%T1(xw3wLgZu#{L_qKWNaDdjXv(tt zXx5#d+;|z|M~OW&Qx_{uUV4CpARZnVuz&-G^SeTUwEyIUwbmBA58ps_m#jjXPBtlYM7Y6uky=Zw^p(Wj;S5 zLpW-%B_hDRj=*O!lOKz)-Fu4$JYs^NeSYs`4`k&2clnl5zgmT|fVp>wsw*9!P0F`5 zpS8Lid^#+8!E0U%)Fz1b0r+KEeK!uKeOG|e+CU477*Yg=Mgg^ul6M1=?oYw{Z2F=d z!Z6%`c)Mpks}}lqa0}cqK^BONn^#Ost}$Kr%?bYWNlQluUGipMXl%ioSX>4`F-k_5 zWOW)$=Q?7LEH|oXEsWvxD5n~Um^Jew6+7BTsUdPuJu&=Tdit{g4;I^Z)zyM1I-oJW zD1PMzF)LtQeF7LTGd+X6EE`-m>0<>Cmb`s@n2W8fgS6KsP-%BKygz+o1elDrRaxtI zP~uJ>K5FPe&m)qHS_TH#Kw^XdQRMRnSD<^p*VNaz>p}xyvbK?4S`o7+4=h9NA3oe? zjfh*IxhU6xH3)Xo8-A+)peQfjuzeW)8{2Zj<`yq_i~?zY+m{FTTJ@X-v22(6Jb*z6 z>h%)h-AP5?K9w=L_TlPt{Y%x89GEpdmobbfbR*R6f86Az`TfF+JFcj5GchoRqk-sZb!&27R-NIg2baO_8wvR*$G)E*JyR+nr?M$ zE8E>(p8^IPbZ5$Yq>vYTrbXUh31dwSGiY9`PJH|=Mf~fiH`B*Qxvv_m5C+}OQmG>^gkYZe(Uv(>%~WjP#N zM3E^OcACv&5W@pLyB%v!tA#z(iY0m;TtgwQp$H%P=eRRQoSMJR`iJ;^?H^i&oC32) zrN?4GoBm+U!_e{`7{@&ZvXiT;*&I4!>2L6)q6Mh?+|%iS;K)Wo0`#pgy$=Y99Uj5t z)M9$RO%B8{LeO^>=6`{P6_q)hoOOLq4b6Mi}~*c9$+S*~U9VCHOOs znLo$}{dnI)xEI0heE$zwyfKpo;2*a<;~82clYf@2k+oIj1nP+3l=iNfjO=q?pLZ}G z-=XQ};UVWeWeQk;Edo+GcCJ=+O)uCV)&KV z81_`fbufn`hN$|H)4j8}B7k2w%qK+(*_;I~fw)ADSuRK8L1kFE;iQN^l>pUuhut`v z1x~}GK?A?&%#Qb0mEb@iGwPdDnOlpMQHQrA$#>er`)OPmLQO4 z(UV(4IP8>=Tkh{pZi9xeU=Ehcj^o8aW3BBU4rtl|zX7)A01F!hjRT?uoSA^(gOCd$ ziSu{;iPo5X0jXzQru#At!bavRAhjgFZ$YHr9$ojR(A#}BSibf(;brJa252OPT;KOk*f>z17_5J_zd-;M!Jb2?~D45{*QwmU#a+~P1m)XiGB(B}~ zbA(45T{VB+f%Q=iGiYNK+=S~^1$RXh6cqZDptUv}eVqNDlQ^v-uN!&(&2qE;{8y8& zqUzFbGa6Wji{eF716jUOBd3FNK-&H1XvjH1`|nR(qDy}c@#n86A{cD{Km6Y#3j57{ z4gsgbq(x)oa^8L56#sJ~KA(UHsSWnDpygArRr=?4P$asM!JG6}+ZK8vcwgVX5B^s| zbRQzUJLhzvkuJ2zzFyX^362=MSud{hOFU+8%(WPEgx#GqO-nijg8W!x3_{qD+I(6qC2 z1IyWF10JxJ$&L&nJ`SRtm7WTgx&W;30lik6>gX?<+vd2QB$Za#La-!@UeQL97n zj(%rt-SfJ`3(LT^_YAv{8Nl-N$Z?l-7w^wAeAw;(=XNxXkJCcaHp6Yvt0*C`txnp^ zJRQaM^767U>d)-W&dACNpf@v9x$A-^CL*5}T};OikJAIU?r47l@Pqi;8C;XZ_df+R z4`U9o{tR5fKLb~60r9Wm77$n;%_BJsWzp{OA}Dz~^IlN^+U5l}1tku2R$luFz1oqc z$q?)zrWacNZn2-xbNH++wZ@%27ZGusn9H%xH#D?lD_PIMGCi(>!a@%H5f#tPn?J=b zr#ZQtKhHg+qh*M)Lt35aWaBEo-Lg;iXjxr%w>-;u-%aHY(a{7qO-y`k z!0H>Mh>BUp?+_~{u)$~zyX6V1J{%hjbsTbuir)fNbj-u$8)|fkbgXcje7wy_tHanREh9Zok0U~@#>~izGljM`umqzu zlH1>psn3I63R=DE#LzPu@SE)X$2b3N2$L&W^}R{|C&2I%($W?<+d z7qD&;D*%Kb&tLo@qw5w_`yd zY^G6tn|u9JWaN4E2M;1?vrUGFYS-$|r)^hNI_L%tsNFH?S7WGrs<(ipC3|#qb)t>J zzT=A9TSPI00QqU!5<&wpK5|`q zQkuYLSue;UI)@lt2!i(a@2-w(9y-lD0qZqPaMlrl?p^6ok;0;)7yxnPX6d%haAiM3 znEX#?&ZHl?78Y*5aXY3qd#SD$3(N23<35h0`_K|-{hk%3 zKbpu#B8cb=dx}hbI}VNqxeN^rtuz@>HAr9yWrl43$<_# zFR)n|!NV1?vdT}-P@v~%M2rnFM=M`w58nl0%y&W>I(~lDJ|+1wz%YK#ww%(bki(Kf z_>p# zl$03w=}N9OR&iQxzO-+TW!jREl)SP^L-Jd|Iq}hz%f(KY@uDa`TP`v+kO*`;gN!aF%zrz9JMU}WzBMvIT3@VI%6 zT-WMJ>+4-9l;i8=`tK)4mN1V2iG3*06b{BX_|;b>5M1mw>%Dtdf*;(s*xRK>9hihl z??$L(+J6ZNz~x@wl&u%sPc~pH38L|MP;Qq9bPAQb<^r5pk?Gm0p5N!TI6wnn?{D1% z=4)MvlFF}CinCQ*LRxOZvAdH+C0>n}5r|?F3PZD_b$ECN zG-1AeZL{!;I9@iEwDfq;6-7=-nP3~mqc*hH)l?-BAAhi9e`z;B)|QJ4JVyw@adGbF zDZf2V_3j}BNc(ELChI2Vf4?iUvs0O>#8EG^6IDt~|EiE0DApD7sn#2skJXp{FWTNZ zs>-!%A6$in*0Y|t?>Vn|MV@XMn!LRHRdRuR;?3;co4pU4ENLavlicBEe0|~- zc}aIC-@fVP$Jp2htfaD^D=H6Qn>&m;{q*j&&(4DQ&G#NE#n)|9vdOn$dtd6#6&7l) zF#5j9zPmO-oh%g`aTlE*EYeOr)h zPcloc<}#v$Hs2VFXliWaY$hiPYFg_H_^|f%n`I2ALhC#>HjYuEg1D;cPbH!gx{rH@ zhtY%yUy-8VtjblA^SWnpH;d9(QPkub*HSbh<|DnuY zB%y1h^xHGc{q@BO@r&2c_$~Y?wF;jTL|cz7^;p2w-vBl`IcOmX`Nw{SxIF&ETx12| zrKaBo_&Wwhd`m3*V=sw1fBEemw|`)&YqyZUTqAD`7M@UzRW5WGn7gUT&LPJ~+WDyq zWMXy9^1r8gc`l(1*a1M z!O5;NCX9}JWPkPa)b-A{+b+*EZO()f7!zT^{QC^8S>as(>`&hW&5-q9Gm%*@iEh4nZ+o;7F{@5@kD@9&?zO2JG1_4E|hnY>!J zTR(0&AI@AtO~LInmQ3fvb>~h?Zk6j)l|DVhuJ-ly!8n(G>t|?gE<1~QZpZ0FU+S%g zp)@`}XlOoe&R+u6w*AV6Q*ofQuD!CFJzW#(Zhs99kl@O0VUhQAg(tHV$AA+rCuEzRoL+a*m2_@`STo#Qs z8^RI_dU%v@svuOURFggQaY*UGZ4@UDkNBj=DR@2W3=K(h^x>lTODyouwlD2d3!%`_ z(Vc@6UIzyUKiFJ`fr|hoKI&kL2%u+8A&=e5C>!vn8yY$D#1Zt6!GeYQ?cj-v(qec2 zuQy=df`*Q6tUJ3ZK!j?BA=#iBTMsxrXPg8!yGn><(j4Amb9G!dTtw?^6B+;*({X-# zo;z2uiIEsfQ`_QmnK2gs z>L4z85EVX8yt6t`#v@3HUkk0#ha*omIcE*>Pjl0CZyy*;$DDr%53hq~D4-bZJc<}S zsoA&p+8;a`Nf%gWl-2wm#&YDtI$s9mxU?jf;ZpYlQxa09&=_k3-+Cm6rwp4U3VT(e%Kph<85UA6za?E93 zau*equgdx^>5hjnaEP547xP;W!YzOpV=Fo^Nvzm?q7Cb zhDy(k%+8FplLMu6bf`@hObA~DbA8@A;MkHGpO*}aui^xg?9%dY634irKgO?I2h(CG z*HtrBE}*VAwlw6MsUoTNut)$i6Em#k&6ArFa2n<0njbj~Kz?2NaKhgHd0%L3`!XBuCx{aD9bxxpt)ap<(-g=>F!1 zo66lKGQXfT;Ck72Gb8S;%t(vKr1jjfw93=y8#e#u0%U4mfiHsCd1*TESTz$GT?O_R zq=x&BxynIV2hNCV0Ka>AiE(WfK36;6KnJlyDX%$mxCgi>YdqDg>ut-FTS>fWX=!=Y z7L08Vv2E6yaRROxB%JbFvOJDUzXJdACtF8(F6R~Hy?chgqSy$#c*!2>>FKdpwm$jJ z5SPpv39ZL3k-`Xv_oxbt=AfR6;q>R0=6O&dY=!KMmejQhMLGHFb>lBtwZw;4U9aajvgw zRy_-Dw|4y3>ep5pYKXQxag%LSCZy+dMFR#0&tFT3^B&-)iAIud%`fBJ;Z zY+^&nOa9$^1Fbb7r|Sd3WLpr===me4{w08 ziO<83l=J+Jp>Na_6f5BUiHibDUV`pl{XVhf_h8WshEX8YkbZZ8P189+1CAeJ2Q=ec z4oCLvoft3JowRzqR834AeKYrA)Buw^n_k?FHwoWs4HpZ8ERb1t^g@(5=*)o$Vi}h2hPlW&FpUdePTl!{CsUZ@mUgN-aX(WRuSG%Ga zX9;oT*2x;U?0QD^>gW~WJP{EQmtFY{C@b_WjY1Z?;uBR@`9Id!T!8*6(5V4yYUfbE z<)=f{?4GG+R>Jz)T;5JYtgiCHjg!5LHdl7!;iTd56F^el zZA!g*N^$jSW<*=rT+=%o3jViUnNWyHa${lu_2z;(r8$f~XT;}RLH2b!aQc0syidZ=jQx`B5yh&<7o1w0} z*2(nn`tednY6FABrJ;fk9WfM>nWVY7rEcpip@)YCfh`gOyw6`BVv`ZyoBfiO%EWIu zj)u}$tGW!MnTANpLB%XJwr8fM$z^uRPzt=)8g^^>X8EUm^X8rW251SacFC7kmyO`N z>IWN)$Ce1ZJRt`?m>&`}1=tZ5sofj#Lo)Z1 z^!55b1+$#?L!4IQl;Ka_0`Ow=b5rEwW>tRcqDtR?!EttPgeA}^zq?{dZ3)Ke;80!C z0Lk{y$y~lTQPuFXR0*ufPi^LY>kXASallh{^@bk?*!V{^o+Ddwa7YN$T9U6AnE@j3 zkAPV)IYpF^?yZ}?#oxb!b&0U!=62KD03xPPu#~aTuDJlNTCl(~G1YwuJQ?mdIy!=H zCk3Ika#`w9;Oz~4XJT^ln{+%y@O||;e!HbnW^p%IK685c!wqN`=P-1E9OWmDiJJr_ zO`M#ZwHsBgU$Va5*m(*jTQ*iJXmC|~AT!;5eSkVGjhWEJ_bPSZ?P&H}#WYWMTf$mf zTkn6j8o%B<-xLFdLXuCGxfcw#np{&;>sfP;OJM8!$ZbpLHjwKD4pge@UmuKYR1n<( zqCX%}V7Z^ZvJ%09gM))CP9-zKqZrN^q z6lqYNq10MTljrJm7aGWp(&n|Bni3mZszDI8;$lGNk|k(d23aiOCJ~1dSH8ED`vmR* zESHBbo(xDeoTFN3q-CCRVuA)YQ+-%^BBgG&#i1g*$hS_9%-jCvjnkegHY2E1p}= zn$WDR$EwNRl7InJzZvaDIJG9o&g&WtQTL&QsO$Mb(Es!L?B;~~(S5pBs1-_8T=EWg zuA5YVZ6uCtG)FYWQaG6@5CDDsfbxIPk^l}Myx*+H1EF<^aY%K}n`4;^j`k!Xm|ef2BV63p&d!J6DAUpLGvDrjJ^OGRGfvR{bqlyqlsH+x zy@-j(-na*Eyco`8ay&eeNpYV@T;^dkGD`8-%3d-p%vFt5-rCvTo+>hf9#>C2#Y3r2 zB<;qcmQOtp3TBpPZ!Go8AK?g#)76TeOH8%E7|UU!{`!qYOq3obGq_OrhKAx+Mzbz# z2!cLvWMt$eX2cC}o%5@s$I?0IC@WIxk^qgZ!C`MIIq-Tc%!W}Yh!YdPPMkO#*6XgO zC4~vYoiY7sQ-IhtX4Z3_2w%RXVA2_{v-I5)1}DNSX2FQD6g(DlSA3Yta~Zgvfq21Y z;pFbx{QceUOytq8LCX?I%m%mSpP?&;x21{5(Dc(I^=1j7wcp!KIZ{o27-F-s`@&~M3^3Do+j;3+ zkU8)sF_B*B&<*s!#JbYBl7`Z#?*9HJ>tAUz-(M()fBFhIlO z6Tu7+V+yk;>B$Yvgokne- zFk0;$*(O1gYPwVi_~w99xQ+q#^J=fgw!+D3Ln;TX1{$W8Ljj*fj3s6q_mHXZ!CCTTs z1%MCXsO~bFUnqY!h1uQH;|0S3)D%!f1#C|Q;1R7IDvj-{?XS6VCI4(C#sC?Ls0cL$ zaAlHHcy}qV&2?xJwHoCs??;d-`t;jQ9t031Q=@KX14QJ4wLawHjvY?o02e zP2)k>4ENe%^;+M+fNx1i$(R>O;DJnT{nbkUw+wP|Lf7uyEC1uZXO?Q^b6mADkco7|`A01@|NG!Qg6G*mcQPmg5ZWzEU1 zo!!beQa?LlyRDW}&psKqbfS#;@nb9`GhcC7U$go1QLiBFC8>SR`&ZCkv+Gp)%c|#* z#;RX)w>b0mK>~!(AjJhb!d-iZ0>@d53^#xk1l^nrU^e|60C*VY(2KC+##K1hQE_mj zKF-OuGVw(i)hA^;HkABVQB!MU#AIE1wUhAp)8QkUg0l;z5%-qR<_>%yNjs@OjBTp7 z@|v4ko>)at&eq(Pk;QOtlGYc&pfp!WIh z&tF8=x;4!J(_fhDN{`tdRgpWh3{-J}XB0Ec{p@MXI|igHgoHl;Rc_A}dB7$Mb1J`> zvb(&zGM;XQT8r!&-wZFsmh(yi6ws@rjNl6$-vDcu0vrsueJPSRT3&51KNE^EK6DcSwxP;e7Z!}K#eTohzxY{HJ$qY{{&wfZZPN`2cmH~5 zhqh)8?VufER1BS|>J{&reP@`VT~;{el7TV_HbK!Y zpIc@VABIq*eye^gHpmiM;k3bk%tkPFIn;Dyio&i@P_XdAZFPRG^;9!*_zU*Cn$)R( zW5VY-kCFj;jg5*jKARo^Wu&2uHEf8fj-?}D6ALr!FL$Q7NeQXEp%>CWZN}kUf;}K* z%+6{hIKP{d7${Tk8{Y-umZJ_UOrJj0{Nbhms)9Fm%75#FnsRuQX{dpi$7j}8TQ3=;q7%6(1Gk5X%PYg_8Od}jX4fNLWE2}Oz-RW>tUr_f zxW?fkN$LvudoBzp3kGtuqE}oHCfK!KUuVaLi=cZFd9}Zy>YS*w?eIA!Jlu;7q!b;k zib(yT&A}0HLcAHt{;JO(pXATBBIAQ8rZr=}GbdY5c@}oA_@t`4|^a=I#n> z+S0Iu`$c+ie?(|8Brbh&OHg`P1!80*(_pBtP^@Bqz5SWv>7Yo9E!<)p@uCpm%x1rr zVtPffQoa27ln*|M#_TL2x=40hAIZ$cqMxG#^{8aW=Zyep4U!aUs=I&v5{CxSO)cjE zcthb*-P@JND1mhyCjRLEFoW6(fDdkemVutu_1R0$<5YEq+~_L6@U>xV9*xi+tEz}2 zdpN!l{?l0>c;T%U8sE2c3O5_OYEBp&f+0hw>Q22QfJ=1Tr=vE z0z=of@#(B@IcyVE?%0V>G@AJk;>%_Fz%PHfIw@3HmRgh`=6V?>Nue@dTDqLbiFYSgFWTi~>g;rBBH8rXVBkL=7Wl6ZlLPI@D!)Z-C2&io$6WlI z3{kJ|)71jNv~{$1TP~Jcv#I3z-%sA|&V2}fXuU%R4ydw~Ra+|w>gi@GBqzioug*?* z7CPe4fexUmj<7g@oh9~{TF`pu`i&cyuyG)dPsJ2F(p+A?C5l{wzh?)2k$Chx1mWBK z{gAi#Oo@NL;Q#-BlXwJN0oZW7Hzp+i8L4kPIYy3Z&h<;;3KsGw5`u)T7O-f*C!_R( z=N8z@cQLL~_`iscpW1TH%#CkT{MQS_co5c8dLzhJxU4s{ogc?xc-^OS`21f8RGt4x zpt1#Lh^r-*mPjHU!e3$6sX*${nZ^PmtjMqXw=^_M@V=DuzfVmJ`0O=Q zTO?1S}G( zhi>;7&9XF#)v*6v}x z-k{Mlx};@J+uT--=f1ABMuuGGA5wqMUIZxBJ)apHC-&flpiq%4s_zA=kDO>>VqTxB zS)^2v_U#+LZ)usq^vNXvDpMVGUHba_0cc<@P`hGu)%4`FCk>pM+m((ZYW6R*RfkmX z3-A6teM$d1eKP<+!gG%ffKsAf1|gES2phcg-1I-_>#Nf-Sq2@*riI->quTx!j4tt- z$^U>^l7KnEi0g^jK}tHrEE=q(_xw#wmphd=p)pI?9v69SHX_}B zkkj^e15+XX%lS%?gD|LuvJC7bQ4fihQ0kr%Ehho!59i8W&0_&V27(W^@XpySM2?cF z8Uo;)!CN06gW>n7oLpR9@WoND6W${mL#-2h`ejXWtS`CiFpn zz`b*`$Q?CRnm~JWI#N*^gF9({>=qp8?RV^aLPX#-UR}Ke+Ds_KpA95uk4ncJ!~xen zCO#e?OA-X;R4_hdEW*uPL2f8%$;5x2-$M^LiD)Pg&@t>dzkEsf8e#Pm6cvfX&84sP z6&Lp0sa}QuCtB9W#v_LNXPrE-w!bSk0fU(|`9mBSRS_;%9q&WMndfb#?p<9iV$v1& zX4*=8`mUXC-`<7!5F-=!T$6E+xg|3Eei~cvvhdKFjI_G)#_?mvM4yI!00v#a{!B!iL zEVZ=$#0k(xPJDN=?%0YAGWi)Ro1&hn{fK4L6ox5JlxGvg8hiE<5XM4*<3hk! zg?Rnn@8}Uo4y3~jF^7N{F!PX^G=iIfPyrJl~P1)oK z`s)(;GYXQeEnDue^XivOaPhqx8zmYgq!>9k@PfG@;H$26$iLlGJBI>T{;6%}pWdNX z^9Jhv$Z0{SB>#YtD8M<>QBoO@JC@lpxi zlUJ516C;c5uV9D%H{B~{@n)8Y3h4pPoM>8Km8?3Iu-iqiJ689vzn`c|&qr2-%r7hC zO7TUeXj2tNH*hy55%R0e%a<%YhyN>ODeUdz{g3{j=pxh!x~bqp>1+@@Jzn8-x!jcu zTw^kGJDsL~%(ifo%^gPpxtIP=9XjM0WRl7GV2&u{` zyuG*3WY4V9Q_7qy!Y52o5#~_OXVzHngarj*^YZc{)Iau+uEkkRX8|Oe)b;okbg48b zoAWbwK>lf9=ilAi^WtbGYcwQ)aUxS^+=mZu;B4Ek^p@FM%lTRfznTI99YP;FxNrdP z62+ktsA;#*%9`A zuyq6-k_K%r5m3a|JeCyuWtsIUCJ_v4U^x?t-XE+J|5Gy9g;1Oz^bkYp#*My`q6WfE z$)(;BN@ScF2c%N(vAu%S0uwt!0Dw~6OnaeD&Oe{J05NS>**=~7JLWt! z>b;1^s$F~;!4fqe#;hm%Z&tZO#A$x5IZafq1}<>l{m-?!_hpTTA0|Xf)*wS17|rQh z>nW_9-X}SbyPP3#21>YkmmPZIM)x z-%Ty|J$bj9M4#VHWQ+;SgQcOf8-R_IWt#Q0}LaGiBz+z6FM0p_Z4I zBukO~mf=8=*1?0FrsigDgy{kP{MU>QPoay9T_pnUMoi3)-rnBQNpWv+jUwhw)*Cnc zxSEF`hhYeq;H9(3A*~ID9a7&qIu=8|C>RtlL>~jL9>UbvBHO1&YW(fL(8hG%?;B)4 zvs9rOxxv8^Ru)Fx?s&Xm2y9^B#nXM7zbigdnYkj~R%s1%Fvuo?5^sKCp^!h9Z5XDL zrL#=yu${gH%kG#>LFBQc5Z^v@8)zSqn_f9=)_wMT-T^QNcGZn$a>4b@E`%!f%kxtkpoHW` z!FTT*dBxqcec%4!{pXG`3>=dfvWEc@{V~I-cC99V`Z)@iL56}5^S#=4cEiM4>nos{ z+1l0KIU3)zS%jJHYR)(v6c`Pcav8N{K9!k;k&Ixer)PM3Wb>*exV0gKn1JH%){}(~ zaVWSUW;xvBZ0+tqjlv|upfbVyi>Z0g5M*!WRSh3IZI%@SoW!kVPU$$8*T9k$%~~%+ z|B1`}RpJFD=pqlq@?E3Z*Fa=}6?YCRcDCN8i1t*XKUfYG+9pdCx!5fh^3@zmQ)zuS z$&uhxC2l!6(Xh9-FK8o8V;yZd@0-jvs@U(S>#SB8_2Zf^QPeEya^v7IF}GygD%uPa zW!jD~re(=GJ~Qf~QLD+NhV%C3=O@8vVUJzu8Rtg`!-Q3<@GaZ#*c;($e;?mD*x80Y z#}uV>eu{`_d|JwD1Y4?MFxNK#l^5>roujkD4Tq2#ho6q-|D?P_^0W(3J`+>(cEJ19 zpHBeS$pkd01_(3Iu>|P??nm9i=Y$gwAQt|JhGq@MG(m2(KNdP;e?G*e?1Y_rD)eA= z+>cGKPz7+IrWjcKjezMKbvW;rRDckUt~nE6`2a2Oapo^=fcqWR`!pp>GE3o=|5dmF zgcIZbKoYEoXbAFFT3o0V>nX?Jv2`-va`%<>!aVfyK0(E`Lv3=Kf&V;XIdkSU56ZNg1+J7bL2s$2g#-Z)NOd`7=nF!khzk}Rp?CP}wjSjGm>H-SJ&v{FYNw4FA zq7q{V^L~>Yt_!~Tg4L;daQL(?^9h7&tvHs}h$w@6nBnp8fn zr}Y2RO@%j;H(c{PC$yfFydD6kf5JVSjoB7i%S%T&t35?z4@1Z=s1HUxpPar?re$jK z?AdF8#DGtPdj0l~Gr3w$Ah5IPVZgS(zYje!K9^IIH=NAo&xzwT1M`Hc#E%+Rvl!!GR_!Z>@fd`q?ct@C;T^-mtgO|SzgsDy@R9w zCVEi|Q}Elry-#-^>^&*?%o_)qyA-K8Z8S3InDdx$*xC z-BEH?jUZ)9#@>1%E@JR%~P zg7kewW90Qv))!Z=0Rm{o-2bG)(K2Rnv$y0nEUh6;veC6;mA-wQ(RBy3UzAd1Y+jmO zFFJvtes}MHcUjq8pwh!&4vf5J(Kdhlhi>WY?rqh~i;x=SoUZ&GmynRKv~rpw-tJtt z#E{7_DY?L*#gTn|^6f&P8UU&_L(BwQ;*_l~NE1*d%FdkLwIEeLg_dE-@R%H6< zWb4cVhQr<6PZk{~$?v*d1SCH(EjP3+@-`!I`gC^|5oZ@L0cwHpBX9+E0u66m`(%+i z2ha=s!V3tlW~zueYX~%lIJLAYCYRD3cYC1^mHZ-e+}{UMXRVjG-;@4y7NG6_)-1tt z+8FZ{e}e(@eDTMRan%k_LSbI6Ei8pg>&4tD|C@7;er2Rz()l@gv%+pI{+&Chcb6CD zbz})7U8?>I$txvvd3n{~7kIGn8ld^&Qu~Nf0~=N@{L2?Pd9%HNb-w}F zrkK+vuxoC^ynV`Z#TsI&ub^Y#%#r$v=6llOQVaNp#@(x{twlj#t5L?pwqt$m7qp1>11eejmC8 zQwn1oy*eW2d`?Ghr19N^EtE>s_toCYG}s*jXYj|Qi1mod(D3l=HeBlShGaiHuDWq* zsgslID@RBD=AUbv305dp{_HLj-77i2QgyuRwLzw}-c}KnMC@M0)tnE0s~w;Du;G#6 z-a*D{v9V8)E*HixTdYDEY+V^8bP%oy~0#J;UNo%t;ObGIAn3zC)!R!Vht1y=p6*O0TK6*{r40hEknj zSL|;{!t`N!t{Vj-&G$#1oZQ^r1qEC%ev`ItMqs&c;2mO!H+avINY1qO2GS!Y98VBPXdH@-YFVQ)$E33FB z8ql92DlbM$V@sUHG z^-XP$mc`j^4dUs#^jQ*HeGm;(2Nk#{BkM!$JPc$mn9tK}%oe<8c-Zlg4-~vd3;$i` zmzf)?^y2w*eg99CVB+TonJz}ZYrT}vDfG;TGf56MF>t65p*M03L2Q za(>Jx1dvw1FfTN48if|%8b%%fF+H&30RtH8z}p*KK>TvgLv$z0+$n+LH8j0?dn-NI z4r~z?MQF^`@|qWNw90k?53~J+CNC%V1sF3+VYG^aouTcFn@yTF`g(&R)<|geRSI*Cr1JGjPm~3zCR2U(ZgEAot?=Y*LRy>*RV00 zONlu8lW;`Y9?jMiQ?v;7D&8>R{N3mLe4w(dHpw=L0T8W|6=1K0Vellta5A= z_!i;ZbJ%#B#?C%e?12t{?D)(73ELxU1eGF3{QO|5yI(>IhT7|suIrUdHUyUPQ6}Rv$)=Pqqbx0s-V+mee9%rcbPaQFw5TR zfqjFt4JVj!-Li9k4|d^((Rq0iPeUl)clA?Tqh#dclh4e~HYahg4Dr^rhBgJ+sLTiQ zJ{&(4n)RfBF*ssT&n^%0i*^_~e^Sfgbln(xFj=`bC%4EdrvbL*A|Bql<0+HfJQvYU zb`&mpSo9=mEV9eJe0jFhpf@=RT?Ftf(Knfb%J_o80B5e)AifPB*B zfkEOSb|9lHk8if}S6oMnQFekNx8=RnJNd$^`pf z$nn7jJ%Dj++Sq!2PvZ0QpP+93CU^-Xdq_bgDRU`%xpS3D=yK$3^(dGBBjc;kP*{l< zS^*{@Rw^?yp^PTopB+CTp8`NH?Xq9J($g>p`9G*nv(kN2XLnTU^ZLK#gh++akZA1h z&>GWu7FXnp%EZPN>UjXqz>pc^o#^wz|JUp<;{~?P)%EVWH_xFAd?7jR# z-9suA4HerSv-K~DZa}rMg+;KA>;6p@JY>)o;VBuy_ zEwm(NM4As0e8KxEsaum9Ho)%w?nqbdi7(i6f}NFQ#BX0Hdo(0q?k5AR47;cpP*k(C zjk`9YNmj#?!fPyl++k+jy)}@l%NTjadHtfp`bzH?*(*&FQbv6rxj=Nw2-?;eKQDTE z5gI7nGjmM>{y(CB9W>aA&FRR-Csj|tuxF_17a2r=vgFh3@2zbC(~q^g9)VF*B5<@Mxk)3Bv*E^oXdjZJ@Dgr!>EGx}OG~vIHBvnY z3J#`v4Sb(?!`V6%6Uy`$wQ%VR#je@5& zolAS~$h{-^4zMHdYO?$IB?-VKT@gXI%*(*P<|Qegx&D&Iwlx)Jq>UTjH9QQitvP4bUtj45 zm}7SPF_q|r4Wec{K?CNmDYa8IAy>UOFfO3(*>_CZ-n@MqTOmP6vS{JwZ_)h?L6*SP zAoM@c%=%0>Wfbo#=2JEW22zl?<`KxQ>12!X25Ka0BrDc!7pe0)D)JJzKH^O>3?a^t z(Y$xL;@|+&prO!5N1v?m_^zMb803amS9Pv+R`BeYKuC}@{$-WWpMKp>E?-3BE&8tR zqNCb+ue0OibAY*r2UMHrh=-qoOX%jyS)-~XMKdctZt#gXdxM$(Y|GF>WARoshjl%%4X5yaS-ui*{(djZrwtK~ve!$y7Y|Y{-?CZQ3{g~p>RESAS%V(nDauxJZA7Nnl zhXpmPx!7^pbkm_~{lhzfh)*j}Y~e!@71a%Ig}b?SsHK*piEf=2XLFRxBbOOV$Inda zU}0%H*Jv9cdp9z5sp^@cv8O8#_;ddp%|NquxZjX(p}8jNjB1Z|`I1^C3<3yxX?*?d zhzxQ;kI!uh*eKHT;)@Wb+HhE83WfEXLZ}97Tt27>Lxr>Ud)wEqLhxRRlLVi#vV`Qr z`V7}QrR8NAd%bODX=&uV&p4r?zPPBEj6&`2|D1MR=JpVDzydEl|IpCpn4QJGSo;fw z-+gM%PKef@eisW;V=HisyK(R6TMG;Ykp?~Eu0ihMp%|pAyE*#13nwuobG9^HvMngc zPuHaeZcEE=f=Q$Ou`;(?+(yA%sMnHvE6zJdIG@WMh@x+~Qf1^CNec@LBRn*KWhFn6 zvKhc$05h5n`xqt>T=ds>z`<&J64M-!DMYEM%^YrmPZ%8oLGF=m-N1T{3^nbo+2vnr zhdNY(_D}w~)}Mu)*kR}uw0Sw6%7?V9yw9Wl zOt;@HSl4-YhTCDT#^E4A-_~z`smK zjHOuia^7v##KeSwg`1FBHOp+xb{F1eX)x=~KJ7jKS9?VX9oGp1@Cj&eA%-;O`=tz7 zLqi7m#*L=Y@avOr7MdA9q9hpz9$uyN^?HM0v}AL}br$O{!QdupPd*}0?A8AHF5GI~ zbRsm#4+V_omU>t=H$n9*^L2cp;`i@5cjwJvM!T}4S!sDH@wAi_I#}rz7D$y^p30K4 zJ%ntk6q?b`;&k|5+zz)d(cI1kkF5qwJX^3RM9ay;(rk&jzaJ@>NS`-4ek*)t=}gP-qXDYQyd`a~lK$iZd~xn*^A|5* zd#-F<;8fbx4IBvnUNa8XsRjlHMg`dRHy|iP!>BE|NzIu~fhDw$yJ5 z2#^D4TrWpPwpDGt`}596ej|*>hkuCeHUZL)B;NnIPVk%ezS%}3)pjT&pTkwnTZ{GJ> z`CvoopHmSTK-R4BLtp0?1tq_=+HygkUXk@DexHgK?oxIQx_HyHlzXM;C?vwLalERu zqCQZpeG;|J3!bl;@S)3YSwu43q*A)8A_Ly&pR2@vu8wnuQR~4E(WI} z>Cy2*7aoXdeFM6#FIMBPK&hp0cAF%;vLyyUfT8kvvfy(ARz&{8+2t1JmaSeaGoSM? zIMTk%n$M7x12|hVA5`@o(8e64q@~msSZb{e*Wk&=@)AT>aA*d0baZK)?sPQ`3Bq8B zDS%TpeJjf;$ot+Ak`?w#8!&(5q3XHQSYK}2o@z$hLJrmIC;F`d_ z+M^soe*FG7W9Ky^y>eJ|?kaRm(U_Y{4aVl7m1I9LFfSoG4#-<(O^Zj~AUIO!-=7OujSuhwPT=~z)qH@u zukws|p(`%v1sLhe#c(%`i6cK=@czx>KgZdYl$@0B7K4ds7{IRoGU3IKLdGo3p|qIP z)NwN#G=GmFpzfbzAkhE^Z6FR9n3!N#T2{Y{LOz?7<8dX}Iv_uY9OjjTSQw)G>+i}$ z|NY-?=>GfXxSIRk5^?;;4;q=(|ML<5yb?kru>bXja4utQW_*OD0d(kIHkC95$*bA zLKLcBE(@yp`&K%ksfLw0q%@wGaPiPlY)K~`xNv|4-q*UnbM*e=dB!da(Z8_UTTC2b zzdBe>o{o>C0>lN3{UyM*Idd@GtCoy|)BX=u%4c!?QtiK8e2x#Ez#cz z+h~E|D5}=3!PjjvtGI>x`{q6S#@G_kcDc&u3{jFKQm?*FTZzR|T1|~g99T^Ed^tnEx#a#N@i;OvMiSC> z6Ny?vNuHm=ncF^F7RQEDjPyUD_>lym~vIxoca1{A^<3vUmOQL;>d-7xuRZ@Iw_ z59{x7RR-BcO16V!|G%gfZ*8%fmq@xw?_ZB6{MiJ4zAGil(gn z1aLHV6|6V~5vja?ujPl31dt#Y$r*u#3u#B3AJ{EEpGYdJFE{P{EC!T{ShrD#YOi*4 z$+)-bp^FW7Yw`2p!q%g7(CNX?Y83vtak=QNqx1hG|yOE4Xqkf0(A_ZhGylN9uRJh}zN z!P%cvCzv5q!Iq9eAcjwicW2N?Am6%1>6A*q8NXh{4T%6#J$~(D4{eehxgahr{4cp^ zO_`jcbI)Ua%B$d}pkg*ssf7Hqtvsa#Z1#3=$%7N2VGz~2*=Q)2L z1UW`n^ln^M|?N|7F#9;o98kr*LP zAb#DMB%fUhXS{s*axGTaJVGa|uC7*c=i}#p2>7pU)1Z0@o~E>?_Br*13kr~^nf05i z^)7NAkk2z&zn5|2C(0+tSh11dX0=9U=1s$lPD{c+<=@(Sfso;b>G5OBAh@7c?(Dk= ztX66gz+T`qjl$L*AA=q2seuj{%3T!kyntHjI~3$KV-=o4y`K7_k9rM-;on0{SFaH% zE-nG|7DFzElfZTV6c3`=@COMRTV}zN5{MO&HD}-#X2R0%vA5DsKt+{u;>U_MTIGlg zQ>6y-Lg+)z-)*1*-B~y$Yn5`(aTdV3-k@ z6liSl?Z@xmHlO$JUV;)Q*v7H>PV;2zTFYRe4k>e#Vz{D!$J))}5(iGV#sfHG;lp_H z%}UCXUYTp(QNOq6Wlv7$u2j=Tj@2Wc2wKV zHVsnyPbc^kfnW<(2VM~%F0HrzsxW<$DvQX>%x2Ap*|90wm(p*7eKHwDLp1P->VbVY zj%jDYhhbl4qm1Rv+LL`Py5oXLp0vl3Rj>ApnRSVqfVJ|`?4O%AC-+zfUL~r%yQg|I zb-FyM0Hr8>yz%G=x+1KE^NbyDdLtg#^ywIB)Pz65qF9gFEWt%3+jt+Dif3u zbPlAV;4b+8rALd&a<(jF&GGH!>veg3wzLf{ot7h1fSmKHV`8bsWL zuyb+98xiq5V|8%754S;c=(RUs)or-;XN!CEXHI@W1X&B!DJHIjwDe7&s4#tZmv1bj z3%nO~X`K0BZ2~=SyaFNQ0;gm8I8hwY1ql>e-YyEsGpJyF&YB?P;>|YtEeW(C>3TIH zVBJjr9WQo-J!n>tv*wf(B{Z0;Iz%f8j|W#8#oro0`BNCJX#LNA5^&gwa$S|sm3WJI zLFgRsW36gxns%83PaCl zfN0pk@(bTvk+piP_+=mT_4gq1v}f!en5LE|OBbAQ&IRf2F3%@~(IkdiQfJgz!g9+D z#BWILG4RSVuU;pUWSwu~GUbG!JEo;&lXCM5hNw&>DOT)q`A+*79~jS~zy7mNwHnK3 zT>baq;Efu0-9^0<{;?J(_?^qL*}iNuF+hWK&`ICpcs=LSo$$lEM9{rUI%|AftG?}z zXO#ULY9-s{ddYyo*b+1Ns*XNp2TeQR|I<%&9*<9;TjLRuRb4$Z8D%wIk;S`7bXzE1 zJG#Jd|F~oodONlat5%iw$IUV#4Bo3JmzD-=Jgd?D$3))xf{^P=OjT9=E4HV_ufbvo z`qA6$M3*ljvsGw6YCCh;ndM`yqDno_MW9`|ELMqvK9Dolf>rk`IM;(U?z`uLP(T8f zxHR(f(Xt1bM3`4Cf$aiB zoWSZ>>9JS%#PUd|DiBC+iH>n2s6wJyQOGDEX&36waINgzngJSXRMcK1R-?%$0+%hLFhK7dEXtGK8x*S&VcXdmCtRiww znB!z+NS)u3o+NMInmTiLJ0TA_%oWWnp7`~3*p3o*-7opNa7$jL;3fxjm@t}J#QE~+ z@ov*>%~?H&O_AiFzJd~;79}V9)d}=Ta?dyLgk0Fw6J!X-$8cHbEnQf|1VjSnnR2Ps zS#7`^KE|VY-4#Ied^D5q-Z%5GW#u$OsOauFu3XQRlF%r&q4%gc6WkcD2x7*eNUF|> zYn*hbF;`kAJ_4nT<3pqY@{rG@y z@`zTMh``(18!^2H-hEadGl4;9yG6$7Cx3iGDy1*{Bq5X}A@2T{zbeEL-pGthO->FH z#M_wd8|D#kIU)uJRmtxg#RmV>-8s z6W?Hb5YHOu%aK)oY5!byf092H2Ao-Y!WB*qNw9L=(h<5Jj7y?R?6NjA~sws_j zFtyHf_pbc$u-)l-QeLA^`#WE$w2gstogRQukPlZWrJDmO6)V^CR$@ZV{K;+?h>3)P zR}|!g_^#}^Z@(!-asMj&Vk5A#JSLW1Q=ylI+xo5O)(9=0JY-ukaU4;w8tHY|%L}ZK zo!4f$r`b0YeT}C575crO6L=imYymHA^w7}kx|lk2vb2Xy$-~~9npgC%yM&iHWV6> zS3@+zwq~B$^z+fX#rDOC#)64DM`5%^Su$WBS*rrdGUog)zdvH`u4a^-&VKVI=|JXX zuPzC_emjmO5qh>WpYTH8KnA(#;chL#|H?FcetqT#ppL&{X(*2@j?Y5~LCRt>)E*Bt7%xWW`g#x|eszG^xidSpmhUoe!vn+V5K&v1~U zrj^g2{Z_=it4W;^b`>_H8-`O+3T%R?&&9Z&wT4* zW4G8?hVV{fYU)u+T%7UR%Fuxu@@SX1j+D79&v85dx>8wL)g7zOHtjl5*HUgfJRe%| zqccZUF$DAK;y|8ei)piLQE`?G3=LmrcYtN(iAxze94<-;??v$xgQ@6nP{e zsW8rOGYjj?7s9!e2oaltib}Y`4j>Yu1kL^_PjEP3GqC|6$!Iw^%=GY~u-UZMFvWPNjkXR+)r*VZ^Lj;(=#} zQhJUO{%PrZBjk<*>~x%hD{ZA;8{WBDYtqW^b_$)z!KF$o8-VP$`{SE;o9HdLY{rYz z35^9Xh}m*FlCE&%jC;+&!P>?yY(&RxM%3V&V7=M+V;k*LsZZd)itV!T79Rb@hz?D{ zd}c!I7FcU(&AIUKCV9^^EB-vXRg`BS%yn|Y#7XA?FQf~mhUJmo_2b9%fRG=lOoQhY zqIydHXSedU)!6##Y6#xcR_`T(wp8n}8{-mzb((yZbj|w@??0ZD%Pd0Sz88ciWorok zdh_t%&eGuRc2f727j!!2#~WBXEB!L)^(+(X8Bh6?rk7j2{sipN#ZUspFR!0{VEpyM z(%`s!gMh*hc&?T}9@W4g+x}C6DoB2=Zf?@o=cqE>zhC?ioyj{1YFFu@v!Rbm~=!*t~R-sp+69@}LC3_9F?JVKy zUF;FxfPnM|teW!D(tZ^y;0VxL+T&n7;CQ&FXfjac-)?Z=PZmaTG`c@?ZK*G>T4acc zimIrvC_LtR>&8HWyFxjeHc@{|P;~HP88Xgvc(U;EVfl{BoX zSpui{edNqNvJm>Gq98cwTg{gi06Y5k_I43x&oZPZ5kSHF+2F^@O3Q7jEZF;!pEro! zivZ+c3cynk&3Fgf$^Kpc?EV&J-rLw9K=Ua_lZ1#_B~-1<;Y`r`!PkZcJTd~r0^znx zvrGK} zWf=g;U*WLFcDS>Q81Frwh_3~)sm8{Zke?;$_e*z|A*q4}5H%CiWhgCwW<84;Tq`BO z#KfHD1)-9!uoocN=K@!v`=WmuHlZRmp)!*kbJl}8x8eQ3g$Oj0U{9zbCT zBOuM>?)Q_>%&#RW5;YS=-M1e+!2LxW{M6WV@Dm;qSAg#dhjF)vmfJzM0e6X=+~7Fu za~lnVh4@E~FJ4^8R>`4vh=ahM8Z0rQqF}_mhaiIazPXb9ioT&C+YaqdPvAbGWneT~ zahb5vWdpxzPtIIn?EcFiw?I=srmn-h82%N7f|gWoz9JdO&rVkXdG-a?67Z$(!3Fi! zqg$_qtIsHvPww)PLir)g$bGES^!bYy?}=G8C2Jir*6SKJQkri;8|C_?kI}(z!5KB# zK8_cK0^SQrk%OCrrVgpxy_!i_G_#~?%tj7zVEX5-+w}YCHOZ_OMn+z3ss*2`3}r50 zU3}gNvom8U46<d=FMWtQmZz+YCcit z0WF1F_o(rqlA~6<`;x<~SA3Dz5yX9wSP6_gJ;O?gkm|4fDn;R|mZyx0=~qzVwA#QP zqSoVdK9v>=L(3aRwQ2W^X@vYJG02#)i0!NZsdH3_HE!eG9@ zd9c17vNpi!6-uvy<|XJ8c&3Gg^%fxlYMgXLhnR;@)uH0GUGajRwcg6Y-QV>#WH3Ca zAeA6X&KHm(hT8zvT1ex?f0^qc%r?>mvpw8>mIMKB#q_df=HC@u$%NEK5v5#4$6SRn zEp@Y@va3BA(qDjMeP;gr4cKK(pH#bl+WYKQiLSkJr4d|q3(YD$MI2#uA*TftzwTij zfm1Wsg9nROp<4f}{u?)yA3uKlcApb(YAue>Xl4=xYHzVTCuE2U2q>#d@Kear;!i=X z0zk@wQ9;zuQ;F)u^+4!lAV!#jMaBft4@^HGlgG=Tafk1wn(swLcZTjskL0rubOQn0 zj+ND*;NUBP>dYwAb1K1G(3TT$+P+>;uplzoghTQ>WP}=8T~|HJ&~v-RnX=!*MAL3> zY{CXK4e$%M!v^)smA=%RkdXa}(&gSSP(^KM7^9$+8Ur@CUvEXdtJ1N73L5HeiY3FFDDBt-MA_v zq2A_u?;AWOgfNvIsU1#-#LklkTN*4nRU*lPc+cO>JCO@Gp0``>_gJ56gE>a%(}NO$ z|01AZjBMGvflTb&j4-&UP@3Ia#8+-{?z>y>0W>`y1Et;>fAO<(1_=!K{H&0epZyM|=QGFcFhwmbE&UPH?^)5TAQ2~NcmnEwG~AI?d_R!Vz66l7ckTrXN+_jC5-lu- zAZ;m@@OAe+5XuF~ZMA$P?5^vabh*GchxK;j+v(3?4`xgrK3xA%`)2w;#_oK{C% zWU$&oXlbxN2y6xr49j(k`1f!j0jTtWcBX)QX|}gW+&K&^Fg>35%`$nDl=FvR%TYr` z;SIrQXMi=6P4Z{jSL;uG=9pE#ep+#7&>)JtR0D#`!`$4A(p4yz$Fe~RA+IFBoIopL z=(k$kdFVMdjl~tTmfXDmv(6uB=B3tMsuzJBGk8DQ%h$KzeW5-gx^}bJa2k|TN8SpVqcd{gSJ6a7|S-?lmq<$kngx%v287;+DHVj<97 zC8Q+Ag)MBbuQViENPn2)_~3Vt!n*U?H1vLLphHqqz)2A8++FNJ?Ovp z#?+>!-h}0-N|o+FL1X{;;J(xL5>qKMY8p?*^~`Te9HhzgzkhlTbGjcQ*mV&nHbkut z^5~`=96s|<&RwKk3)98;;5ql~+3RYDbrfp6&ebztR=ca_369xNg#>jF#tSN`k>R0V zNAYkoF1ehZNBzv&a+q$EG_R_v+P9m>Wzkvq07g__((Tb!6V?nR_Ri~%XTHh&EOub` z-hmrzOUa3CW7zSvuJ-Jmm4W_y*ZtRS7?_`t2@JM`k0E)zv^wFe>OTGGVR7_B=@WSV zPdipVBnF^Qb;)%};UcnFIW&iQhum@fb%oz)|2pisVLVupBlhU2)j5x7PSanS39z9Dz>UWAKWlZFN}Ngw)msTA#DsuT3{1xM;Rse{*Q1X`*xf?u z%-(P?n{$YZfYtu_6I9M&0f63Uc^hy{e+q872i9c0!nNx(Zf*kQM zNF4~FPX#8nL=hB1PFGMrC4UgH159^^MN`G(6wYAED!@k=thue4tt)bB1x)m$vpfVkq^=U>_U7w2jF~C9F+eH?&_09}@8wy|$ zQDQnlxwk$h4BOx^H)DK*Xwd7|8K^|d03qmv92cR<1Yf#^YrY)ZYmkTDf0i}GXr(2u zTa~jB$EH_1n{<#SAW#aEVuoa2n8V{WQ`Ot}>|l}i<-lhC4wQqzV(p=x`mgy;?xT^L z;O#;kwD{r)0}TEfFB;!tmttm>?r292eL`%&N0}X-#n2Hx2G}Hv*Ku)a36VmHykiyI zzH_^!Lb?Z_zZkcnw@}K+)hIlVz$e`XZL@A5^|+`V|8UyfSA@E9nK;#5nn$I7=tx#c zDRqD1;cnv(>Yz)tPJ4I}6r=T2yj8rGoi^?^0no7YSZV`$9+8t9alb|jyxZl35QgW_ z`3_@NeIrgAEXnBR7w{p>??h;Qt`2FG9$9BOS%aYj4!F+%hxANua{_%AV#w*7yVf~| zCfLFl!Xly~l2=Zzffo&gkV!4&6SrNS0$SQ0z4}(YSo`8{fRdxhxEk{6mCqIw@O6h6U38oIshO2?`#nfOqP;_Y8i`yqC#VVqJjd5%wEM1UOX~YUZqmh@g-(W1UYC2iwViliMlX> zda2sOA*?HqfmuB}J9k{AFIFd1bulbx<0jlqm`U;S^J^R*tCojDj>FV2Fkv7Ufh-)C zUf!ao$JDOoX)y-E?S_8ZBd8UE_yyBW#QhdD9SzN;3zzX%VKZ)k(bq>J_;V22BLV{* z8k|iAZ}(rV3@>^(3bDy$6)X=peg%;W{pP?3MpgUK%%wpwkbLkVVtx$BQGrg~dnlj^ z`H?XT4jn?75=NM)Fh5`({Agjs!JC4F&%`y^V2$8SWt^ZLn9SMX3mr)4>Qbrnt5_2- zZ_0jmU6pJiV(&5hp1`sViB2Sk9k!X78OLBsHvg+bHSAL#@2j#=SkGM!~V|w5MVt9^hz0y@`7@~TBL*l8vIn0* zJF#B(jKbdDE^Syj^+`@R7!2PtY>&Q-0<$RW=yIdKwuqUOkD5bOJ9-Jv&w)wZB3Zv!U+jrQSb1+-Ht_FX0zI=%_mZRJR&# z#v)Ob6`p#Y$PgFv2!giI_31)9$-a9y^zMr_Z@%+VgIKk{X z=q~wW+9OMsLQ@kqW8${4i03`u{6X#=6ST{^#=G#KmBp-#6(PhHd5ud|^*SCj>bxKo zc{cF|17FuRr$6^i`G739>%dKVWtr=cn!=I5Z9QGVP2Aes0t(zXd^I&wQ)>aTs}%BZ zE98TMESJWw=9`-c#E>5971@iI6j88Q?TIYVvpe;NsT1XrMevo;x-22VQ85r`Cr2w(wb!}0&abuyOxAzJhw;w=r zQYBygDx6kUwP00WA)WB1WSb*0M)TJ1CYcakPPXj!Ht>5o$-42K<2u-3hUMA?)8Y1-cCEULK7nC z4s5rh(ro>NzX?Nz@bP~ThMt5FG(8fb*4n9kn>XUF%(Hm@h0rI|cR{>twoTa!KY$~F zMqtyfJJprsl$>`_#afLF<~B0~)|w(ZN1NbJ(X3y=y{m99lb7K{T%lejPPEC94Apys8w_09hhC_h0fQHq7cTja)Fvm2PW zq<%>aJR8BPS&=gy#wx(YKqS4H^Rx;zr1}Q5Xqcrl85J1-0}%i^Pw93R5^g|=muSg{ z03wmJkU!}Xh;ztHtrcF$$02^mNJ#A9K=_}aU8F{8YU;DD$6RKI2EL8&1BQ{Y&|NIs z^)8C#{``v{1wKKl`dVIJ)VJQZEu7i6L(~1udRm*p78i^?4}7hw6gVG`Dc&(3+yIjX z;L)HU5dlEkEwG}4I8OdR!1vzbc}A|?%a<;_cC|SuKL@3PtXNy`K;P!J&ks>UAzQLA zGncl5^R>PG%DA(={^C=qkHMyt;A%l9I%_^*D3Vl`MiP#H~pJJ;+Yn+&*}!cKp| zmI$<$!&@BjK{z4I5aNdur=4#tJsHo`R1V&Yzk0=ujGxDgD=FaN9YWSgAjqJ6=y#xA z)=P1XYP5Mf>iz~K1#0!iDc{Uj-Jx%3zc%=WRkQpth>QbaxDPceB(LKz8obU{{8DOE z)YWV1ST|oYzU@*Cs?1C8jedz&H`AnoYZsx_G?! z^~*?ZbMm#b1M#>q1HVFisYp7O9UJYenfu>BwXvj=No}A+6y!dzU1Ag-%?Y-^%;EL@ z>5Fh8zMzlTf3J1AuR??HY=!)!9A;hv1-g$S>5j_k0U(2;{V!^M@=}u)cWXU3#PJ9S zXzW@Z03XFF>D+x$uJa`a(BDY?CCyaTpFtZcHVQCQ0B-0sm8#p8-E{7MQ+qes8vc<6 z)6E!LLG=y*SOQ=y&I9z2sg{*IY7gCLEJz3&zcpqSS0lk7^Ot{J0T_1T=Q97C6(Xos zWONsvp-FvPj$@0_&y(jcpzZqx)@4KcC^`Hs>k$bEcJY0{Cp`Vj_D8^sJ;DDcMR)+CK@Vh)_JLr-G%}T< z6!a&(k4YsYs((^t2L;*-DB#nd56?11av0o`?vVCPY5Q{-|0?nF@~H;(5#$39;XMcC zl1L6mY$Q`HmIY`I$^2qYPeJk%LFf#t+TU(v%9F0KB6OnU-(&*_htNR540f!Jave!Y zY|#1z?d5ZDyRL5k{dXz;lY9Idy+q0--){W>N=OPpQTW26^QgpVW6m2lZhX&^61j90 zC`l3SrT#om3%~jPNd0ZH5)uJVVIz9b8M8P|xb zDj$idiuH`K1#yRaWGo5(IC3}*Jy@NZp!gOkdL6EI`d@M6d_PZ|_g=77PcKVR440+U zC-CD%fS1E?`JQ`kx&gCKpl@6G2}HmjV{(`~qUIjMUUYA{vAMaYC{0QNcKsFM<7KGv z+4fA-%b^LwsOCE|pu{B=wmw$unJycxmH1!_c(JCS%zeEqX&3Oq;^8exgK6XtaawBX zkf_N<3u$*ntH5GlbqE$E()cJW5v(V-PWSo4z#Z&p?wd=0xg)jVwsQ$1%JvSV^ zBSy;26$fM|TC~@JdddP}A?t_?Xax6&`Y%qs^Ar&Y4GpDL{x3a1!o>L^m|a$6XvV$B zi!sz%$8#`IA)mPy=;f98OD3ipntG|>K=5X(HmfY&FXP$tP2-&wPd!k(O^^UBZj-K( zo4}L{-HUL}*A`oo3UAd;&}SOTU}p{Y@TLiJ+S_=$HX)*`!{SRFP~_%}eN-*HJ=YX` zSH)#NOB7b3kM=)X5ssxM%6LRX9+3D%wROhwyo11k(5JLuT)Kz5A zWlM^br(lQDZ<$WG)s9cBUfl`;!D@FLDB*`Gj=sMX+Dh7XUg&@4Rk-Tyo6vWAIJUU97tXQ>ak-Mk+0m1&V}7 z(agjI+pwzQyO#Oi?T*QoVwBm)DKm_Y`~(wl;QU&03#3^Ln(+4TA)o5;+jnv~;r^o! zO!~9E!IdKG9D8%oc4JY+uEoO*!ThDut1e?e$|lzHp_+s5rt|)JbeKWK(f(6uX#<-D z`=3VEKaRr3CQ)Fkuo6@LaM1JGLU$TY)!u?Ps1Zx_RsWjzg!>QHBi?OLB7J6J;$u;F z_gfc@*!AnzUlUQbJ=fDa4>i!VBXb!3frE6$r=XyFnXn&na9~}r9+;1x2dU#IyDDBD zK#O>R&U&)SYX|rzv`MmP_`|E({^Mf-(FRqhzN7A$j23+uR_VNqns?skzP+s`A22!D@OoYRjLqlT$n;SX2eWf^nUxE$bv z4y6dF41+@+YiWE`)Xnn=^(YiL%E0kE>dE}^hUv@y0_x4C?DU<&%%_<==p~l6Q5C#$e+hUEQj@mAfoo85D;B*g)Q)| z^Dh>Nazv9|!1c(|&L-qYy+2p$B2cV=(#uua%>qUTEvj=su*o&|tC%>t6)F*mJ+xwh z+5#>#=NMJ%YQ8r5{(Uif^R>zN+{W07*-^iDSNR~_2zAnZ=vw%{V5sl(qhxegQc{wU zngR#9|H{Cz3nVIF|#ycDwjk!Z?k(?tJq1*BesQo)< z%@;wxI)2nH{`7?pM4@P0NtbK8&ZSSG(;)lgJ(ZZ%j4qQy?I3ERHihvm+Ksd3hdCD!7Lg zrRu_-a`yV%y%7afmj4A_y&8~qtS0EVc>!`+L;ys--pw^vtMKvK;pX(E&{$Xg`V%s_ zbwONIyy?L06$dNxkWIo_2P`>V7U14@SB5>n!vJxxwYFgBu&93F7sm1@epjK+)1AKz ziJ~8ckd8S8_1CSJoj<|L(E|-&>ot+&Wa_4~9~)aseei7FM0%9JKiyHf&xw@UVZ*W< zTPMv{Ia$vlQO;3m@}F>zkgNfQ`9oOjmjIyEd!5g}&JV!NR?eZfiDCg-?>$5&56p*H z_WJQrmvC?zgx1HCpdg~qhD*i!9+!gmJHKy^Gz(D^o*cOpB(z4R^FpPuRr*vvI53{*M@&i)7OW48xY=6Z`sfzbBXY&h7#m4Cc-?D+ShRt$JIW3 zcs~tP=Kk|uBj{XW#FO>6x!hK88=+&4gqRa)>%ln+a34M^%)LgiX@xT8sOKQ#{i+LP zx&ZxaYYQOn25)L-d7xrx83$0@u5w+WSUzXsu_^~u4a!2SdI!}J=aelB6vzmo!wcRT+so_(q%X4QBI^50Nwx%ly<#2XrvQ=x&^R#uh} z%Q4jJqrG)~s3cr(#6kU&oi+czu(MeY6O?a?T!3ilXMy{fONca3?FgoBZ$1$KQ&^~> zt&1yTwPZ-~w6!nCAU{KzW$PQBoM3qCPZ1Vn|IW<2`oA~yIrfiMrVD08*u4pfs#A75XBa^dWxwx@`bUn>|Nm|gFiiIqU z2JQ~1op0S$>74PkR~qZyVaXNhJpoITixA!7qa(J}e$Cl{R&s_I9v(F{HG+FaJ)I5a zOm90Pp&&}@b!zpy=zYmX%Wy{h;cJn~hqvUa;*JGF?zz4K0T%>ofFxl~lMD2Gp*Q)& zMa!iQ-9}c8hbNoBdy!h9Dgp4vrd{-i<*#ky*n?FrTE(>+1ZcJXVI%LpGZjzend09GZsEVF4;e1rj4 zSrL&Dw;{;~D*Yu!Q;+ezMMA^Ep1@z12U3yNjU97`>LHK{MD;qrXYiDmuy(BhftFR5 zM*-@UzeYSqHHNqt&d9hzvz_5`A#fqYuFT43ATPV!klFRZR9`rb&py@AKjtIMF>PylEH zLAhaHMc83_1 z-_id9>{&OwSUjw{vPuEM+!rquHK*)T+g~co!sHeQNMco~7Klc@g%LP&%Me7^Ze{(Qlw1c_VMKf?4MFARUZIs#?& zBzc0C=mW^apk3Tl070ZN6m|XW?Za=* zkDj`0i!YsV3qc3>FX%?Vig0UH_demds56)bHwYe@M(qiz`bU4GioN zv+W1D)w^kD*Hs0YdP_c^Zu&dP&8VoB&lUiNxDGw&1-XfDHM3tB@A`Oc%A*r3@z^Iv z%bh|kfG&fuhJx8iD>IPeFaRyg5MT_Z?|=}yTpuacii(87~I@5CF#tcMFDv5T!l8^MWOvr6=b?2G(CjIoYv{+y? z%((mg<&w6x7|8xapwkF*>yG$#+~KWFU|KDwWwwi&`!D>kj!q;uzN>a&J9?*88DA9} z-}PXGHt3h$O>#nM@Us&Mbv4k0MHw2ssjHCrX(TN@@AvP-gi&INQ1noVx0YdhXm(6= zw50#iK*lvHK}NH!ZVz7sy)^uq4L4S|+&nGK*IhwPOny4;Q-bjc?^Elz`iI&44<3XM zml#P{Ow|09ymBEA;Yl}i-CN9>;WjTxUN`t={y%Z8yRL9w(Gz7d&*Mhnl0F78myE={ zM=vznL}Pz{ve;ye18!JE1jc=2WJozu;T_Py&|S-q^atAf?vIiw#5~Jv7bYKN?HW)> z5#a5tjlY8-ZRVi;c0go@6~bPD7!W|adF?Dz%%m{U*_(vs$1OX07H~1)hw$t(JxCKAVMystXDbM;g8U|r=VPz z@QSBd;XrL|tTtw;uP_b9I=YiRaOg1arTrBk5YL$)fB#2b;?Gvhb_O#syEV zJpUy9;XQpG!&&jH92vAu@S?jzfYaTZWz4A<`&%;#|wmP$JMd#)=sisK7Kmz1Vz5_=P*1N#ZFH@(aH|Z~HUAHW7XK&$R-%;h^xR6+eWj5qdd^(Uz$&{%N#MX((FEq){Sa-YKJ}e-Xj{;($RO`@Rm8Se4w1Oh=|~_GaArInK%dK zY-I631d#^ff#*w;mL5{Wz{b)&TLe(WCTmOfIoBMl9~DEdfAb&sG3od458U`+eyi|f znIUe_I`9by2#@05$JZZ%0!EeHR=R>+50K~3N}Xo*-NeWCnB_lq28W{B_PL7`IBdsV zVKw$E?d9?JwtDBnCSFpv*5##phJ=jHoqLLr8RlvOKd?h;YSzo5Pec{a%hB6_Tu>{x zt$?k#smWN4he#Ama`mP@6830*h3kCzwY z(e3EbEt*Pp_1j@LNdJi{OOF?FAe$jq)*Ef@rGe^ea7E%ZIMAX4C;1Y+^7B^cET`-s zD8aMo*1l!vJpT!OQ~>SL$Lo{=I2Wxg8Q+7XPD zrdQ6_Qa>fau2VQRtcft5?`-QVa0wb_JJ=`i=)bBAXe!0p*|Uu!$){YV;;$+iPMU7w zP{Ml*SRLuh(4C;(=~DL44xyzGvRATOde1wi3(;+yfU}BWu{wA@cNNrATJx@fx4S%a zjOO4_?;h-!sIP%3BD8y%MxIZAkAiPF>)fxk^a9oV?!zgvs%8P0P{AY3ZcNSF$SRvyAChx=d?(yOMu2=W5ydP_5YFFIz`PXX8bNgiOe$ z4^O`1?Ksy3j31r#UdzPx*L&e#;^>x6ru3L_V#l+;Ox^d$96N4}P_?%&TWu>HoGApi*U&ZhNjDic=j3UE>7A{30f?32S8w<>C0o=DC3^DN zvux}1W~wW8tXFBmGs?)qA{}VElA109HKWC$oCvq!QpI4~BMJwjLDPa9i-PfJjwy6h z2MNckh3lFl6$A{nQ(rII)vOf9^>qiAxUKS*8VxD1uGgRWoNyH7vnqe_rFn;Wt^eD1 zanE%Yv96O6(+F#8o1MX#K$5|i_o6r~e@bbTS}R}PzQPC-2?F#I*-Di~W4oDD<&weE zPn%7-e;H$a>j70mLU< zfO~boOFl&@$DTFf&@!!XvOMN22ZSW;Rz_RWY>1ycAF!=VoO}kif@cguIcll+C(7^M zf+%SEBHsOy>6|$jLG#-^EmHNqeED$dXuWT>B?A(*G@VYN_07SKkr7R}p}c4F5l&rQ z^1-PMo`IQmBM+8F3KD>O==)t1#i!z{Oyyc60uqjL&taDFMX4IC1bU=gv1cSYTe2_P z9v$zp#1z%BI9%?KK%2ELbhxOi>z3q>OP&ZT!)R~M=(NT$`i@nyORG+_|4MFncT(oBDEz9nmXfDbP7OJ2UU@Ta9TH=twxsr`u8Q zz6aIFxb#xH$HF_!>-EfBT;+p`XK(6@ZRR)Kr%p?`hpG&6;5p|sKh`XBcW0Q9ZEb67 zTV&t-@(yz`Bd*$KyAmWb73Xd%uav>%GM;{ad1*YwGw<_Iy+s1JNZ59|UVKNwZec;e zYb&mj)3^2#=0`&H0-K4ms8FcHSJ52kWP0}~foB&~mwhF}nA;i}gn23}Wk=}fX)`U> z$DJ1E9$`ak>v;^UIi?bGZGo|r>NZ#V2gL0yEnU4#iW~xZ--uqO5Q@p?FIodt-Uk#9 zPOm%(g`kTFjFHGi-7}z-`10k8M)C97aorL%MS7X;sQccx71R9!POX%f2XezBA|l%K zxpMllL8H>q>6g2xt&-bsg<2;&fuGr7Wfmjpv9aXvsCV1rI$U$;%hBE5*cq>_7Y|;m z*pl@;65!|Ou$VgUf0IYDLC0Mt$!@uIWMsrVy)^Xf`w+UEQ!#@rZncarCylP+xOX)BCktF&)EI2EM~3=w(}tl|ieS&?xm1 zbvGhrOya@ark4rKbaYR~s&sE#)*T$T0z>EWc52Q3Ahm5Cb%{_(FiC92Vaf`X)n zk`*87@bi&n=Q=G>d-~0C#E($5*_?z;OHM~8{`mO#MWI>=t5XcD4>QvVFc_B!wq1AK zBU+3mKbV`>CB(OWFBlYIiek;xSi{{`L!BpdZFYbBpDNdXk?ASFu-g%U*bcKCZ%f0Srmc=+aG`xBL4&WoP5W6s)kt{?KM)#V<2!!LM|# zSnjwy6BoZ+pva|NYC4Y#i!Nt8Vd4q}|0}t+`a?-Xv$DzOO_3Ul{ToTW$8Sw|FO_SS zm}L>O;+SEgP+UpVy(GXwg#{~E%2fIJUAg*d>LQ$wat&gBmaok8^pZjFKgnyTSn03C zNxcS=N?u}V3EBQ59FoNxWoGTVcxI+nPM&Gltl~QbGI)v&O;3|O>^W7mv|>TZGo^32 zpGV+y%(!Q6ecgg&yMotVNH1ouFmA; z=CVXU7a>RaXm7O#BTs{9xPPocTaZ#vc8?ERo3;Ww$rxfNT*U9AAb$vNAnAWV=c>=k8oM z=Sfv!+oI5+`DxN;f>;aQubDavvB8TM3)_o5hYRnn5#G3w$+vEn?~pFtHFW9Y(FH1G-mU@}cz5#X9F#@?NIRTUc+32n=Nx=xM1s>mF;?EN?_3n-% zG`C3R=6*4`{C?)>e6$c}+(Z5&pj0D|bmP!c;Ixsz1GitB0;i7aWk8kSNePSt%& zRj0SDjur|RHnZpT4OBm+f@;hHT>sFJ5E>?T*ZM~om`hD>FqAmITP^I&^i!3>@Pkak z-G;UM+7#7sQnKN?2ggr7LZgLFVzptDDx~%M_n)24Zv6s#<0)PaFBv)Mn)*gk2nq`& zB_z7yI%29_%;b5p)99EO_{1OpQ)sNdUjkHoTxD*+2{X;|u)^J$xqhde66+2VnO9q^ z9e!SN(3c5wVN=hebdl37(4Mh0A=7ezm9{uzAjRo6%6&4i(3O2%?h#W9)6(XkzDA*m z@|*c}6rpxlwsPOjqWSPAw|DW&W17LeH3!;0qrd$D;`^(3C>P3yuC@05NlCu6J1aY} zr+Yn5ohIvutB%H=woj9Kon`R zDyfOO1V61mIgFun+J7!_@TL{ic6L_X>%*!&t6}b5VKQ>>S4YS?YaK{L{rtK|LUMRB z-|ylXjBi312WqG>1w)*~JJAq{6rVUQ%`!PTe!o6KBL^0_hcAZi)pFX$YK*!DLgZ%) zvEJ3oR3#FZmL27f`T`dlyj4+)*B*c2r<#i$KV9kqF1^g6hyW& ze(ZR$ACtvL*R4f&V(v?Sp0;3FCOL#v+pV9T^IGqJ0&z5ECU?<}k4aPZ77|t8zgP9Y zfah%BIG2u*l~snRr3D-JawXG*oqO^3)>dfU2g5GOSn}F*7M^#f8XFSU1KTLl2PU*k zXUeV_vhhlCa-T*8@+Ue=pnAj1%G$AumebIPZVhKO-LvV_E6jWuNa>Vq%4O&NVe(={ z5G_3|W3Dz|Eg9Z(vfnQZ4NX=e?*^wX-ZvC)J##oV+oLq;D)RWM>#9s2A_4DZX>5yU z$LZ8@=hg1b5gu)09F)T8<4isWvw`VrLbeBL#X~HR@Ic^(TqA>p;Aa z)gye3*`(Rtb6G#S!!S-tQo+(vJgHQ-if4>X+#&r_;Rww9EA(3*6MI+xd)rV>GER+>DWyFpdcS#Ur4O@?4|1|c~k$I znkt)EJSDnq^mFoyMxjgP*q;j$+%%^(Vc#vG+f7dM;S@(AmUYu5Tjx}PBi@tHw`k1S}x~+!@X4oc>Dh3oULn- z%kl%^Rbu|AL=KSHW#0HYDQUiadd`xCnOSOYbVy6rWygXO8ASbMEAZ;<m|4zq>b5}LLYu} znWT!@7C%>`O`cNp@rXQkNlF0DAYmZ#(5MzHc^boiSG!Yh)KB zm;^=zr3-5BYK_IaX~0^8&+KvSX7X+29HZ&kmL?Nu1G4?~>KqEi*aXvPy|t!XJBtIV zVBt_cQf}6waPo3Sl=Wyu*M5XxdS+)5buGNSJa9bffsDC%fK=U& zI6l~iWMITi0sfVi>D0DHhw6beWRNNlv-|WBqflC3N&o!1SD#7W_bCgbrp-CXh$E_F zoZmcH?}*9RrT9uaSI~8DDsN-B4jlvgacFRK@;MA$h5FO8kJZ&Dg@0e)OUNBf1d;=G z941D_?~7NWrs2X*t_L8W2);hwa(M!m0=}MIe@pV`8`Qh&HGh9|o zbNJ@Yr7v&`;Oq6HKmQZ>?#koea5v%W|A{}vuVs9^HpSxVKtGUK_vdY)Mz4$ZZgszV z!`4KPTWR}2fXQ+AdV)$J z_Y1kwc(ZV GxBnlhr8_YI literal 0 HcmV?d00001 diff --git a/lecture_19/q1.png b/lecture_19/q1.png new file mode 100644 index 0000000000000000000000000000000000000000..44ec9dacdf5dab447682d8dd707ff4f981363329 GIT binary patch literal 30855 zcmeFYbx@q&()fua5Hvx8OK=Fz;QCF1YX}g6ySolf0s(?sa0`Jz2<|?(!wf$7;0}X3 zGr!5b@2!1T>aE?{+W+=cO^rQry8E0y-Jd>B1m0$eIwG&D2>djieet&=Ym;a|F&f0EmXA3$oG}WG zn5j0Rp1`6KuAa4Be=KmCWiRH;cP`}I`k{@xKo@znVm0kgvTKJg>Y!KHO_bX5bej2x zr&0fbQRlI_YYc&aI|Y+VdRJ1%bv&i%XY_4yd@AF3k1D?N$5TWQC=VWg9UudPunqCy zV-o$VHCF~Qub_YXS5v(Bz7+YdPt0g6K*oPHoPUOL{{1J$dv~^f{gj0EKOW}u>R;D$ zWIj%OgEcU4nh?n%L9OD~#zag+gfrG3?7p-2b2?l0!w2G2i%_3++W2o}H4F8YkR0Aw`*vcPg<|Rv`+*;2$3a~0G{_^K zcYGu7)c$8|3%$RHAZAY~99!H@EI8aEETe0Oz{(#!AV4&a|4~YKz>d2y;e1PGZ9dE8 zWaTigz0v2kFPg@0^liSDhKH5Kgak0L>btvRUb02IbyWPz+EEr6$J|6#^}wA7pZPD% zlW*46uO(+~+lduWJsAFj>cKv$2l1tmgh(TUHxAS`DmJ0&14%~TSXy0gec#Qk+*hm0 z3Wv_bjS<;!m;}yVi^A#-&}`yUEJg%3=p45W*P@p$KnmCSAF}&GX&PinBB>kMay&f* zM-qf~yf>6IYzpA4EI^{__w&MvTSa=6Wwb|Hi9Y8|3J#IuZDFFDS4|ac@1je##3W9Fp&hI z!df^&z<5kRPS(=nd{p?4fW>Tk$~QEheoBVex;iIP8lF6j!-vuNl<&^xj|h3V;#W1m zz@Doxf0B{X?Rqa*N>QOSxwbgY?JzyLOXuV2aZ6{l#enEyegn*brFQO3ele!aLBDep zb?c^c1@Mn5VXLH%ytt@=^FR{a$(h}rp1AyMk?2yz$G8-%GF}ea==SeDYCIn+wl^-s zIXOnvuOT+9Qy+)dX5UDnOIg0ex@vl<4AFBYFON{E)_b5GXJ#=2*J&QQPQJV`PZ7Q>0jJ-f`hJ5OPEf<6!JC3e7kJ(p;v8&Q-MZ%_zU_~`A}M1szVRyCf{)qR zFDH)0>+aLRtK%0@5@#Os;?T>doN;aVOyyaLIWA;eW)-1T8bR~OBgx9MSO_?^HRoev zaEtkQ_t7&ee-NxZOYm5A=)~ak} z1&-7dkdHfXVmiO^3TiAKmJ*h3R9;uEDNRBm|EVYz{K$&Q$9Dt}FUFLn`pxhC8QrcQ zbdDWsw3_978gExQAwULxEfE{Y3Tu#)OojI~cPR?R~+ra9KDz?c^!27XGm(UEnu>TMZYt!2fDUX3;+rDxv#{ zw;#M;Dqr>UnZ0vfW{lCjH@D$zg}g45J07&_MU4W9FI@(zZu^1^dqdDx-TUp|XIzfk49%NiOijeK=Aq+VbRJ-fu^^PagF z9UuntH)Zab6}X{#WL%sPEHZZYu_HZ!{kJc{ z8%1qc7Csqg@ed2M%Wh=eVwHZm#{K%nr5NCxr}seaj`)Tn5guOYIN@C(!3FncxBBFz z9*9rTnwJmXd5y z?3Zw=g6#mC-Rr3XM}nl*c}xz7s4JpoVoJpH;?htU42SVw>n(f%k88x0W@``VUxD+c zy^lq}CP#qqf&Q2^P^o;+m(L_CNqD1m6I$&|tESSX*&Rz37X%lSQfbsNp}u&$Gz@IO zsX+O$L#3X&5z)ChJAC|jN(+>rGw0_+xG16f24J2$(!p&KF+X-9UyhhBP>9L|C#`&Z zZ&Bw-NYP_q(f^M|w5AqchmfN?SDK}I%9&o(R&JfMXZu)QP zCnf==`0)hPm^rciU2XHxL78r*T{v7(XC@;}jLX49kVg4S|MIv2mhjkcBSc^md_PIt z*UO|+4c1^^;4%@_PX!z^^4S??`7<{V)89-z=G4CeNQ(tkD_Qutk5U{v3KAY#9@p;o zbx|#c(Zv>lxoxDI&j*r$nPo@G!V{-!gJO9a>@Tl(+6}^5M zJv8U`+FU=sWh)ju`Macq-(EeJpNi)>m$E5q?3WRO{)}WHgdLcgJEsSIYu^Ad6s}%S zyVd4a)Gx9;bj~fWk-&QpaB$wIspT;#3iFwv_*C^axQzg_-_<7CZKY!+*@h|>T-}MG z&t37!DKA(IlR#c=ETgI-_Q1|5skQDEjFhrR{@u!<+DaFTi0??Hdsy=Rrj7;ju<@OQ zLkO40!mb1$>m)rUq_gtN0M$;eXw`vgg6}{~YT!BB!29IZ+i3F>yoJrJz;hTo&zip$>6ChZ@#)@`BiCxtD`(Kihj>{w^vTy?XfBy`8me`dux~9z^8_$ zKRJ*>F`Sc+Q7!z5jkHkG3pdomu-=_)OSZk)pXdlHO%me zVSj!OI-dUh-4kfbAozBw|DShVOWudi+_`c3Tt}1&wnw+*2I7z<;~69UGb}@z3H7R1 z6a=Wrew(Y*lYWdR)m&P_4;C~Q^25T4SyO_!7h~(k{B;IH{iX7-&MN-#Df4WU+0`3H zSw*Hm=?>reCnc}^C+ z$RVEy5|{y*9gQm;p@0kPmJRLUGZA*k;k~4_03b~`L7i8+FKj=QM)H%I8-D8oC0tZR z1WiKhfb02WbbQ!Z?N%Xr8}toS(PxCW>4jrnNb3e^IUN0PbvjI$E1HdOQPlfS=k@)F znupVog$|-Rj&uF75$j$m^N!ZGJYGS?jeil%*^ApJts5{W3-#}e3!UCXZ+oLPpt$;^ z?(%NMdrrq#u}T`ZCr+xCVrOf_5VWM^&}_Ab0l>@1xs=jPhySQB2dTSk{Fv&RREMNi zPE8yhcvT+olO7{teGEjJb|D38(B|=Uc4-|t=3K|uBQ|L*vBO$#D#Z4@Umt-?+L=P} zR`R09>LrpkxPmU(wxNH-Sg&%7ifDKYP07*V6WjO*^>g{=@P2bx8MJ*zQH$g1-Len5 z){3t<&m7Y(6>RLL341hE4k|6eqDS{!k;uv%n)*?KBJg6R1tWsZ6q zi)u>?Uay-Kr|Ty2*~(FKnm%E!y**3)!|%FeNyn6hPR^M9d$t~HLtK5DdNE_>UFMuc zlbXs!19AuJ*Vt2dZZtf7xjAYL<>|wdswep2M7lAJyi&=kfF=cD>m4D7gry9{=kEVt zrUPs^^Voi-wUM8#+88^|gsD_8!&gi`KJvFT+H5#~l3Hb|3hoUWRULev7mSy-oRG z2@g((m9^0H)REI`RWuvBvs8`tocAE!^EOGw`#qiK=iO)K8jYHU`pR~83|;CVKr1H+3+?%I2H694gBy3xYotbh(b zj1I-f8jylpc3&l;7oq=>ScN~XnYT8?>wT?eMSeAV#AWmK#RXka)xI2ToWs{<_eh+E zxth>UDaIe|e3E}kk`5z@5--(JVk_>00A)Vs4=u{Z(v-MFPu#RycTc&!3_R$;6^n9) z@M4HnMlE+CAkIak$f7pgtT1+#kemrb@TztCOM#&O+SzC{<8WPK4&m_|WOL_{`8Yww zRoDU3vV8ti$&^}MuISe$^Y%bQZiZe=vk9DVd_U~Kgp z+#r}MjPr`ol4CR+-i98-CrVi8Px0JsrOGOGa=MCqF`wKQz7-uHw!>IN>q|h6^(+hI&5to|*J_D8G&*Dxd1A(*=Eg-^>O5rG{<#ER43fp}{ z$FRoz-F<)Uf%))K83$S|*7pBcQ3&=~(`)uXfbZ8Z&BFIwMOB;ci7wxL%Yq2T~i>!q+9$7G4Kj3(mLS90(eC z&w`7i>?h0j!UVOT?)zlyyF<70Oo}am#J*xl?mld2mWR*5GWJ=%Tyn#gqH9 z1kNuGew%AiULL3lVxw8%b4i7w^hKP|SCbNvY2^**#Ijw|j7zaSsyN<48U0s@#4IQciL5tky;i_lH z8=E{od{b<;dX_fa?g#k!lkJ3gGl5QYB}I#zZr(cUp7G<0GjDViu*=J3Hn*--QF$TQY|@X&r;r&IgW9_%AtUtG>ftnQxI)jAKjupWw+UZq>%`R3V_5A{}U z#H7DveJ+lThRY53Q(pXI-GKDVc4k^!l5uo_vA3C4gu1x#v#lNhuL8k~=N;fGjSBiLjz?9<{-64fkghufW#X&CV%o!v|I#sQ` zGm$;UCapX5NzPry`>W}-1ZnFkqZR+Lz5v?Zg3^GwnR7dx zhxpze=i_KlPxb5;y`5nf*~>LVwBKJ-Y;=B5+#@_`2Z|`Bom+Lvnr%HqZ>O$*@J3tV zVQUXH@?6HK3PUp9;Py+XpZ+8_B`2U&(_R4dwB$z`if7c`JG6<6rd<`xL#cmMRAx~) zAA}R{dCO_-taG&7(T%w^obE&P2L!>ZtB0J_^IvnHmtXr@F&$_98l8`@YY)g6Niz_m z@$w)6WX$ia(&@QB|E~8bYD`icwd~PWyure5we@P?cLo=E3NHeRlQS}!HwW-d!OQ@_ z5}OHGluE5xVI-a!ZIiq_1*PZ2gkP$bO%}z)ssok1H(+kFupF3>m`H@>zi3O1?%|E{ zQ!yJ(q6V!LG?Zq&Ghe3WqZhN)PM0pFlh@s;w@-z$)o4L`7>$5zpwQbW&i=(6y53ky zm6Npljbmx`<5A1Bd*j8ekJM_RBRN~xcJ_fi*9R5uj(Z5-=*M#qR4&<}*|*2Z6<*Y% z`EA*`czlA$^4Rk*g4eY(4~p*{+q=8?5zuhv2&;6dBbsAa!w4m3ud__D z_b#dA<#DcGGi;zCHz+-e7p_pehUp*vUA84ZvGcBAeID`sf+vE0sEyTNQ2kx2h2X^7 zt!vM}W}rgZJZ;gJA|r5Kax9$N_UD1#k=dKCsQ!ZCm9th?X>7Yw;ixd*4|?en^}yRBIRC1{2pD|7((jJUgu7#G1Ei8Iu>^xZnXF zkIsLmuPEf3Qgd-2QByODDO@a(G^Cu;rAY198d@8EE3n*NC!Qmkwcy%Z%K;n(i6^S( zZ}9!{287b8iRP$hip%pYj))n8em_;WX7E0L<)o&bU2YUpyvXjw6$8sQl5PaC7L(X$ zk#D5Fef?ZFeEtJ-U6XlppfmK9vxl&zOs5g&T5R@*XD}Z+njsQ5?3}0llB3aI2Ycw9O@qvPWEzU#4>4GLZhYj*f{Nv50l|^On ziqlLW-oW6&5}aPdD$9*;uG4}c&LgeC<+O<-+>9c*e+F}LyFWzFnw*=oTUw}}YG=gF z<}#^EG_dqo@Xxt7)jc()d0f#0lnZ4i6Vm&@^8IUl+IY_N%8puoUb=hxh21RbiR2fvaUK_h2?)xLJ%4_&KxPg4ek1E)8ElD_d;!7xjW_ao$z={6lc(DoQi&;DGub97`yrL4~mg+y5E94gwv&Q!n zrosk}8GCwD%tUK2_w2;xc;M)VPKfcLNDe`S&zB5gEbw7=G;k3F=-&dFS-7Kexr0{w zY?w?(x$hfD)0?mE=zJ(5bl$p+;_cEKqgJralw^w@c@34=YT)7n+Rt-n8vAfC_ePW_ zQcfJEKLclv8`vv-x<+3dzSe4seOQ~L0#AzF%f&qBuk0E_dYY_$Zg?v1wV_i`Ts*Mb zwq&XeP)QGa_S5?)ICFL+|V9p5#xf3Z$|WDB-B(1+^Q>Ql;lm48E-r^Ys^HDQ1B z&y=hOU2GeQnT#b%FfBL$3m0k3#44@a$?a6XgaSho|6-zx(bTnW2Wj7Etf#PV(DC0R z4Bh?^SMaTcZfvNpL=0`~6*YHH7wfl9%VIascHx9THhanYbv9tK)J|+>GIziHiq&bi(q0@l!G_k=U*$J-V(if}VksvIF-&ST7mBLEdSJx*dO zl4{`P9wOQnRR0Hds(2j3U%>AoTtO>e72)3RSzImS)Zol}{zPmz3z?f~Gy)H$y^q0^ z2&FOb_$Y>@E95A6Y>=-`es~EJ#BQC4TQ_U~dj-}De5%GT0DYA80qMQb9x_t&V*PIS z?*P>GAaO}f7gjL8{cPA*ExGlX1+L<8!`9I!GZ1F~R^Po%sPVf3ℑaTYld8fc|zK zD_j!L_O?09rlxX2)VGG=W@`9e-5dq+deUM6Y!GVQ0pY7zmVexLOuS8^HEVexbBV&i zXLAh>d78^}waNkjy9+@YK3wm@r=yL~-_Co0ehl?o{~pC-{2sod2#MHp>}#slh71gK z3W=Duz!`Z97%ow)k&yk>ak@nFudSzodN?IqMX}Z3^ZqaG60uITW5%kBD6ab_wm+AT zo*^Ot{UqbiLGTaxA!bZn&eMJbAT3n5^%U|l=(h5mVd8N|)s8{w9c|yKXmCN6P2E@D zYD#H1(%npLOQ^$;rAqnRML10$LRC4LrDu`uMts!ibYm0>)Ka_B*Ln zr$Hp!j&Y@8cYi5~+c<60+1tOM*;~OQJ4_Sokh>)JVk*Q+;|}cmRAM{Nr|3xViq26m zgsz+VhKkBaOx8yl=Q3Mn$&|Fv%ybw4?rp-^+3eIQ@YrZLBk34Ip;ic%#vw|FNvK!C z4@n;E)MfJKu*kq1=LKANJP1l0HY`IY*+ghCXB3Rrpfe@nZuZXe3oj!hI##^d&@G|M z?j1X0^wL1PRewmt=}U1-8u-yV85-FkwFN2cNx>P+RWh`$;Z`|NVQb-Pl;v+-vbw$` zxizuKyry=<4o~=Na%-qo@k8J=Ho3HsFCC$gx^;@32#7z5j@=YsT%1`y%{Aw-Ie}4!FiQe@ZB__WMEPr)MkX zzzT-Fcs8laXtkJ}tgNghW!7De1jLkND@^C%WY%3Pon3TFB_h|f3@4@I+c(807vP+4 zToxoU&6pnEEKW>4p2FI-ye`;wwe*EYuUt%oVgolkIjTPaUI+i}QR3YEw8k;&x~N9n zR}}Q0x-0wtSa5Bob<{-2k%|KIB^93Cq4pS=M8-*w>M<#*Y`V?oIi)5BDe zjjPA3Y`RvfsKFxdowRG8y?Ti@Vev5s7etbR%sKxDx}~>YxN{=tmE(Xuj7g?{C+s@y z*KdmNuO+Mc+D=^HphJ~z=hgruxM|G@`mnPihom3v3ByCm^kL*xapkb?p)20&__!`U zz-*SPwk)dTM64KVYC0V03vOLpP7xRFKl0KfuU-T{_~$WfSs2WU2@ol1D<8`;BVwL2 zaQsNQ=~dyog{^^~#dzH!+5yCQbJkLZqIplG4WE^C;L^jSk-k;3+OopGBs$s#I$S8$ ze?gDS#E;nMmb&|7R))Zk-l~^xMcV>thWwMLt#q5*7|EwH%L>wpolJUkyke;p%Bg`F ziP-O8Q@)aWe^wV_3%-)7m95jae=S%Sg~Bq|5;v9&D~I*Xat^90McSY3zl|x;EBaO@ zvq8sv+fhP?#A&;11Qk008*oiNN~&=HcV;W!*y8jBv>sc_+`VF|da zrEjDBV2*u)xR4@5%$FM8PC;0XNhFg~qNeH(hlaiZnQ{76f-PvFup0Nx4DqNkl@Z|2 z=C3~w2Abz>bp;xg*qccb>qYJ@kBFUQRd;wShLb%=)B;+Lg0{lT?{|9k?~2^N=dE9d3`KUm8R1x@$Kto z&Pn%GK-6LLn_OaF$`<~wB7|;A55F5#iS!JTF~{!*T675(UaXUYzGpw0>RWz)v1Q& z=3N(Bb-JIb$%F)ORXw4aI+o{sR`uqbe|}c@oAbmKdz5WL37+-}57#f?o_PdJ?U3rM z9TI$c*R^VVrv-BYoF`2!vHTm^z;TW6biz}52T z!)pB@Al7$Y62Y|1v-$(T=+X^U^Q@#jwsiVE*9|C+?@Dn*{QKqC_s>6;`p405%EcCZ zL7zGp?8<~&vcEzk^*e};IDRU(GR%A?1)4eNzWadk=+)Qf^tZ&BsgUkq@Fj}}b$#=e zewJHLsoJ;>PHYK?8G1>3(-#~Mv}7c=$Kr~c=JI+bY%1K! z@2Mc!gZW6qmvL8-Ry)dA#+5Q^FgiAoi11ywbVNClQ77)|>CnQ_)s$iO>w@E9p$b77 z=AN0imyymzgFg$0u`pxnuvh3cmVex`Zfd_w6q-=K)FP*>$=PmpSoSpW4<~70;E~=s zfid$6%UvfD6AHakdh{@CKEr2o4;Q_z#|^kuvRrIQ$MISAjYHJPI};L27^RJjpGUBB zIxuc1N>tm@WFG+$ZGHwn2)cHc(@V*AFq%*Jq`pUYJ^TScLD|bH@*?T=7 zQ5xXD%SgSj*jV6z2HZ&l>fQ*3Cf#uwHhae5w!U;oed#~1`G+nezcMhT2>213O}Q)` zP3t3$LMgr3wl$Lorc00(=WiLKa4D$rajt#bCL3TXI2q?v!S1WuAxyzWhzw=szEe@W zB#oS&51St)W7tC!qqjlrV9f%D1Tc~lGLw`?#he>?@NkO<927HxOh~m3jn!+pRpf@s zePoqq`?)y#YB8wp6&^`Kib?p(lWi%rzGLl9S!Ye6Map0P(|9CMvFmPHIx&4nq*Sw| zl~tmFd&u2z`BD&qaapT#*Ne(1!Q*EtZfiv+F-dcU9)kCS(r4~Gq*?>=6Gn70)CO$(iZ z%0%^+54GAmZrk7-J4oAfmzLYEdp80#*;$x_OU1=BMD~we2sLWfZta+j3^A}3fA*;C z8J!-U@BU~&_~kl_QcRB-pbYDM2rxK5dv+MdBOyeakrkOxA z)4(%-r9hXVVXw+jh@sb7i-Ab}g2M|iJ|Xl1$l?kcm@1`LZSP>bTcWvKr)?kFO`0p; z+`)2&356>%RI)pCxx1^luQlN5K63)Ri)8u0d30cF{=Bs8ojzp$^3_sHV-jhWQ-$H% zNZ#))FP`temy_-G08$wvySAO}o5_x2{(+dmAYkR2`ks?<9)jvuHIb4nldjKJq~p>g z<)Zi8><{9SUB)_l+0%w|H@YG zq)&iaCr&vAa3^a;7K_tlaxL5;)!X3_i9XeYIW-RSb|wwf2|ypjkYTP#P0~?}y02M% zu|$3^aY@RR7kf2tnoyY5EJKPW^4}6;Xss4N{@Z{UyWqZ==Z7V;>KRlD-v-gubnOt{ z`zbV{2C)3O1qN+fj09~TxfDHm)l$V*=t=jueWnnE*Iptg2qzqr6gbq*ZqRb0DhhA01Lkh`PT;D>FRfmz zvr(3C6!P`;PKW$9uPN8$cVfv1VkMKxIRmrkvz`wFpHDYGY6g#tok)Ba! zmNf8;6$;e6WxsiEt`{A|XF=p2GfUzw^{n{#)>oIa<^8Z33y+0P%kb?|K~1JVhj|9TC(czoiuCciWIsz+U;Piv83Hy5UF+Q{5L0pa!LYCC`V_y@W^fO+i zm$QBKtMXe0BszwaOq4ur_awwG&;A@nY{KrvK!?g*2H)1gr`i#D`H#_{>n{0)b?PZ= zk$Y$3^U9m6AqkPdVBI9Pnze^DlIIG7Fx}vLElxsn=i%XjVFN>VV+&jJkbGyhxPr>$ z>t}p^p@3Jy;*hGJ$BDfO2wI{NS5!<)Xo~gCJ!^+W z!JgkIPz%uvQmoyPjhAguSs=>i?v&J6=IBR5dprVRoEfh>wRx75miBVFLEb{RqQ!o{ z;u0XvuN>^pJ;U8NZ+t3vrTwb(YZMK|Zz*L9_=|V%+6~2nLa6allOc(fj#fWr-;@W7 zy=xz%;o$i3<4;Dy-3UHQs?Kd5_{yZXwIgrheZSc^xx@TtW>Wdnp*jb-9MKq@OQ4`g z1jlENJ1UK-HhqoE{O|8j$|9WR(vl63Zo{MZMGMaj3%+^2zvo`y*E*8sDr5Kzc_wIy zD7_72V|2Sdc{h|TX}V?*EJS=J`LuOXtV#bvx{iFH6K~wYyF*{P4|KlS1(%nkv2;7z z`K-BIp`1{SQ7JXNy7og+t9QZbVat6^N%OhEU;FQ*NB z2|{Pxf39?q>;!1YexMsF_zB7=XfAqHj;+NZ3XE)-E|{kEO)8>PT*-xW!DrU0Fuqom zAIYuB(_@$zUe>eyE)5Ea2K+P3L`r*0S06WTDIERUM(W*6eKul&PH{!qSdQC^h0SNb z1qxk)e2;p(V4?b;;d;DFBDjp6)M(Br4)!SK9MtFdT4k=MhIOkU1HO94P2=}7XMh?h z@b%W5$e;b~Ck;ifpp+H`EEcbNPYHWpcOVI~3tQ#7XuZ{=WW6~VnX=f|59H<_O&L@K z@OwTXXQBqf`LifukWYfnyu6a!J2X+Fj=|`5ua$wthb3OBmmaxd^D)4loZp34V-XZy zx=$q%r>~nABt(+-dr*dO$9de4SibciB0Z57ychF_E6q5_%O-ea!cy?cvHl&ihV1%r zBrM>Y2`r=A#Mn3MDi@d*fPmD}ZLX3$*RoZKf9GkINo8d_D7P_Durw+(bcc$VDLy3@vxIq(SL6Y!@W$!x8+pUpaYP4X!|89F{gC^gR0^oepiraK$b+a0L8{YpS@jf99mBD>FKcI*LvNP5&{1px@+=i;> zVC|?9ZgJKM(>s~p1a|ab%OLY8$(7Xpf86htC5aWBx5XdfBa7SC0-Ck zilH{g<8%T};@eKQj8u^u@u5K#+Zi=wl#MPY=g3oJuLLoX9=UP2Gd@Q(iPC#iu6wN2 zm1)MKFb1&Fk%|Z$6NIbZheKW@#@hVMT8NS?`^Y()9q@X;#g}tX&`U>duIwYsvw`tX zcDw4WbYU}dTBT8**>*p4uzp)}5pHBfN7S5$lA!rHCH<&r03S&m<+l5@q}E5FNi3NM zwR9?sjUFEbCPuuN$wQy0BE<5vv`6gm!KJpUQQ_5H4$G9`A!KbA0BxELjI~kU91pI* zRk(kW@J8?aC80C+8P)D_D|lilQfHee@jeoz@%seek9d)*K<9bu^byT-RlS*3o~CSU z7w^Av;t2ZX$dhlPV#RJ}7ET8d7B+hhC4y}B|LeGT8A>|!JySUxCrPcuvarY;*9;{~ zu;dFknk=&IK|Z_Q^@y ziskq6?^{nSJy$xNXp|$r>=H+rP;)DHDRN0+ zr5tJ98@bFS1o@uerSlf3(^l|;2n|jONLLifAbXhqouCAg6=@lw|aw4DJ3(Ii_bhxpYGUAw%o zFzk6Tf1z5!ykRwb@YI?_l6Peh;F0WepJmsP)2*8;q0r}y6hy@-AAQisha?$m-1dfY z2C=LIR$FZc1gbGFb2-fX>T!6Et}Y8X7~RZ)f48G21 z#Ky9ZpPZBE9e>Z87MHgw-^pB57EspK$Fd_7&dN%$@4YU1C+-`MRv@yQcOrGEB82`3 z-8+WcFiL&*mE8n9pUylca;B%7IS_(Jqun)eu$5Y$2u z?@@;klq(qE5WB!=Y}9q%y2BA@$tyY>$7_?rjhFEV-G|0kifdHZU7nx_5-O;0Wp4-+mW*Qz+N#F8kYN}z;#m_Rt;QvL9sF~GYTD{|6{ zPA#m5d~|HA)#|{iSC#Wv9d0iPpQxTw-+$CQR=)|@>E1%fuez(9*y06vQGmqJTF+8> zHneuuO4M&;9fgIM;Vr8!pjCft4K+cOFBQf|IR$E2N#a&Ls-*yy#Z{nR7w$t7#R6`Z z5JsLu=zw){x!_G3o}(}Ydjw}6A0I}8@J+1I2$u*!(Bjj03~0?-CHKh&4@|OlB(REx zZX}#DFHB{ibM}cHdh}ck2`=pk0K2UND+`p=`~*@9<|IQ&wT1Em^RHqkpSz$QM`>a6 z{;>kky@>p9LppARTiN~$?%6Z4by9@QwFN46912Uw!l@+ff#il&ldstz?C8o3FTO%} zn_qBQ`wXEMRCZrb^LbLpOPYG!Z2SJEDKZF*TvX*Rj~za zdLYKeqGP;LRV;xSPw(@5mJKd84=QXBF7zW`TQ?BTm-q+@ZSD})U5_W!WV_;9(G14c z{uA0EsHcvIfhZ>`{J9Zv0$e}qb*^sS&M?{k24tt6A|sJ(!gSB<#AwP!Ja0Qel;S0q zanGN)inmRXN#17eh3O7-d6P{(ERRcRarj=9Ywb|y?<*8ZsoZd z>WBrBqPTEYF3RDFX5CytMP$vf(Z>LQV7#*X4O%c(Ey0!V>T~&3ys(pNVG19M47;gS z5q*Zfr!q!7nnBNl44=VCdxGLC-=zq!;iq&%9>%zW#R%zZZEyf&3Ke*?7NdkjqYn;Pu4s_ zT^oG2GPIaPc-_CVlj9a@*NoD-rUFir$rObT%H#*CsJn@0`Feb-c6orG5?bga!yX9% zmCt|sT1R09wZ7z9BttxE37gUc?YVeoOrc9GgV=K5U&n`rMxQ0%m8p7AN zv)_noHt&RUXPhT9XLTJAy7kPC$54xd3hDm3h}jI(*z&UUk!tf;M}9jj*?34I@Zd8%qTs;}eXj&A%6X`5eeuD5Rg$dvb}rxR0Q3}^}1ty&Y}>oU`-$Yre-;X=Sj14#XIWMT)OgMNQ6%H|eyC@h{~@lX_vCHSFf6xP6?UJ?Q=OaeNS<2Tv=B%|Lf%PO5|}=ByDE|T;mknh@=G? z+Y$z|pcubSbM|U!f+681~+JuVenMaj=IjK-wIP%t<+N#yE z2UR($A?yd8`d^Rvdw2c5R*f9aAuceOc2AaX6A+&>F4J4N8i;HP(zr? zzY&pjJ>%~^q6yC+PHAji{pDi!*+a?a*e1sVJ{z`?Gi738h0FU+B>eka7#F6$-cy$5 z5{4j<^wzR)Xa;)X3I0Qa^l95NVxQ6sZhj2l(?Ub&Dqsy-I%h{hETSZ zaM`Q?j~dzv!$Q1nLLQ*CBH*=sC4Y;k#TlX7o)4vO?MMagC*e+65igzEg9h{ZmzrCL zMpWm@BYNe&>md;GGRu(GEKNXoZU_cmzm|uQnd}P)c8|i?g;I|nE zXM&{E|I&3>AfW+L?hnn8$50#&#eYND{iMqZ!@ohBzkVZdmzS3f#d09BQw+m#ypH=f zv%g3Lwcb3YI7mX@%k{@bYwJLG{J&cdX#H0*5Wt`JUsZ&#lG))AoPqVTM+q=(P1iq6 zM_>8`y+XIM60~$=XOpbT8Xo_T+&x9e6k(c|^_C~v_UU3?;xuif3@RFO*d! zRhsKsbxGt=QKpTu<%(B{ZxM5uzh>?^Jnk`I9->-OVwwJG{=2fg{c8_`s}KJtLOzwY zs=Bngblx~0RF&vq)mm+>SFM{}fH);Jyi~u_wGXxRa{bvGg~Ml+;#zk{WbG{M4tQ0Z z&ad+x==uE0khA1}qTXNP{RRH~J|AfFhiL8-I@@f^Gl>+V39y%Rbf>87{H`(x(~OC^>}q?pT0Q!v$~ zDlt%7&FMaP3g7(;ja}Xdm@_sqlRLM%mM1)Ms^5BXL#8XQPBs)XDZ(GDn`d4-R=y}P zJ@$fQ&hg8{f8aAgHm^%pa%Gt$C!aFxH#uLTedemX(M!2o-#K^p!6A;-r2{@dJzv2m zUolN(?p0Gw+)5FXGa)0(sFfn=!AfQsMHtJPWAN@<-sn%Cs$>d&OAwpbQ!^1;C>hYL zdN0!tNW=(TcFjR<`}$nY-(NP0oUU#YS5u03BBZ~2_Dc{arZ1dD?qV?quTFIkBUGdB zm!3T!OC*-o2q7{VBj+mCOW@t_{eP1I6-%1$_4q&hJcSVd1dh%$<$0Z*@*;SOcmvXy zS%Ab9DBt;ag$gbNo-ms+%iM|44UVoK`&h!60~wJj)dcKboE(J-uyNITFFUgI#QKM^ z+v#ai(2i};io~d?{^WPpAU6Z0qP$2s4bL_YCCEd}3J1If)q9btAc?R_NnqT=fMM`| z_5wsLBRJYfRG%otebiUyN_Q{)y|D7u;`~M21DT&zwCzf}YUOtZr(hpSV^J$29=QF; zx1Yy~0jL_aBL1>R$A~}95{(BxD(U*&=7}p=eMI^X^U4R1Hqk`DP{$pwV$g+0sk#V> ze2D4r>&{_X_p17`|`d6~l$`oP+!p2GoH{(N=`ogFsD>7Q} zRRmW|&8OT*OA^&s^{0;W?3nKWoRF7t%ZWFr$|v!=MnokNz#yTi2X;JHMJ2mL8E!o? z4-q~J48&S{_q37;l!ZO9I*w8g#igoi!HhG(Imd_~`FFlM987skCiBDpl!q=jJjSTU z2uv@ICMIFv{>cml?#MX&Oe_F9|2u_suRG;VI_DfR@t$j9%ngzZgC6`TIj=13Xiwcw zU39GUq4Hl1C{S0wNt0Sw9K=D^9F>^ zEzX~7OOaeL3C_ZC5TJ};qo+GOnkLpi+ZP%u*y3Qlew+S=;{17}V`%ZB_8gSr3K`4l zUC@0B0z>bQl$Z7K$qPZ>q`W1pitjo8lfeudWabwq2x8eKCTHKVFxVZn#k0$2iuOc6Cd*7h8q{5}~w_mCQYSF+SJ~ zNza0e8?v5%-0c@n47`}?=(fqd#Zl_G!M5d%0gAeJ_%^-IDOK!lmbmh8o4`_0Fp_N!0{jgUr$xWRegMt3}LlFsH!2-F?z6lw`x~Dtp_Yq6>4$_NII^#Z>h2XO>eh_H8{x<+ z`mQE&xFRZHJXS&ZGRBL1Xzl-M?<@bJivD%S1eH_~5D68O?hyeALAtv`nxUkI4i%AB zfuXw@7<%YXknWZiVQ2>FhP%e!Ip@B)=Rdfw;KSat_gde4o@XuAXLDE3*>pn$F1Isek4ft+N8>sqo`8D9Ng zz|Q*LqVcv2J)fLX6(!sa@l9r};R? z7A4|hnU{%bHxJ5g%Q~rvC(U*bgr{Tf)dj^+B3suD3-&uK(t&HQx8dph$_`jPw%ksH5~Q-s7%91R(TwZd33x+c0uoQA#r zYu`-l!GifB=4h##MX(PY{CzdhO2qKBZ{LQ~Zhl@vTb|pzlkCIddDil`=om+97x=^s zuZR#;RCwgm@uSPBy2HPW-GY}3shy8fk}U8SzcbDAlF0i%6isxu5<{1;1;C+fG1U#c zl?5es=6)<@rv)W>#x@_Z57ya@rwF}V-=jnZ;WBnqx;Col5{+~TllO!f1Ze?j{9iev zTFx${@gFa8$~=1&)p_b_Q1jCayL>F%uP@;3G}nK4ppM9A6sgf^fRnQfpUc#Aa7dC|o`*eeuxgb(KJGo}H)~i^laiY;`Gn}|o+|nYWf0KTNf#<0Ksd0f>jht{3&dhu4nk@sOET5Xz4%y~;E69b zQ0pGj8o`<~RSF17s(o+k_%2yDD+9^w%9$#$x&lBaoxjk;F)}%ab`fo8yiI7BTHox; zpINU^JD#l1RquCTQZ_k$K~~7DVyrcMUQ>Mk=ydq>H0;|4B{@0>DxBOU{fq(Fh6-mJ zb=qiHM1sMMfvQG}*^{AlXSd+4nR+QNxPz*1j2_mks%+=B24`>XH3lD6CYR!Y+E-Ns zGO|4?zA@sBA?J2ivS7t8&NCE;Z}ZvAWVkRqf6gN0mi%HaG0mC7R!t|@>^IMjhI+NM z&Z>Ql0CgSbbDhAf#f?`r3?4kR>KFR4^x~^`$YB|;n0MXr+z4ac50FP`(UtZecgm+_ z6;lePU8$m{x|t;%Muj!H@;A;tC9ErImI=yvB*Ja_cd4Q`BMD;Vf&&*h^<`aZCb4Qt z<5L;o?0tW8+!cxz`Tk~fxJGbq;e2)9r!DAp^|h1V4m+#OTL*Cl zlG<-Qo}HjfLPsWT;bh+j1jeTdQy<5wWbb5LW$Wovm()!d8gi;wtzInH6nemrm2E(( z7!;M`BDb^R|GZ>`{PV8u5d=kCM#d{+Rfc*n1*T zPi!r;t`MLC!czQ}gwoJ8ht|VCu9Mv-E6A$X$6)$xdVfM9rsVv;9VU4@F_o^5M9)Wy zqt}vZ2(p=y|UEWG}Z1R3q{rGuGVH6PZmloU;t0zzwZ;SvdOe*JBWDav<2guPK)B z-b;6A{_rFG%NGB%2MZjzn55=rKbv({2x8|M^PqVitmJXC^jC2-a;+?EV2YIaLoCGy zC&Iu2p;xXni-^Od;zP$^ovu0U!UjAR*R;Jk^xJeTj{8eCE$@HKh&rGSyZl#BHpHn7 zVXNc&hINN{^Y7o`?KRI06`sU;d3~q;_+v+YPp{*@?#|V{%&*Bcr^#&K* zTc~MNr1Lew8HPYXsa53gkB?dv{n3^V*^AOz7MxXjcbcITos_a;{M6pLYLnZV$gGUm zVb6p7ioG4yg)NN zE@oe5^XmnI4qUJ{Cl_?ABv^k#?ZOwMmnN|j<^j+c%O}RqeI>``0~(LN5ZF#9HN`%1 z6uS5&-4~;mTj6Ds&s>01*QwNCx&4L3Ie}iOhWVzzr`T#`Vs^(h_d#Ydgl2~tMn$6Y zCTh}E@!l@2x+V!2dl!^`nOQ`^(^5P=XQLLJ@s(uK$XPq;%ZMumos%gND zQNC|@iBN8lStnmYN2hB_JN=VHBHF(9E<@5}5yui)zKQ5@Uv`p09h$#ixf7Y))!8*T zgg(U>?ru#sunSdxalCS{_r!Qn8Jd(2cH>tur7-GV;CN@vJl0S?QX{OQw2& ztaServ$V))IjBm8g+@1dTuEi*Jk3Q>nvg?prafxp1^C1NLgl>e+Z5<{W zTqg-RQxG1l*DhS!@|)UFl?EC3E{Qzp^@&?z#`lq`lrz8K z)5N|{v%0i(C}4vJd2g~rwDP_cJJ4EX2(1ev{fLRj?}*pJhf~m4%(AfgRV`coZPVvq z^Hk9-NjAo#vx=*^=BeW0TtC4O#(1zD6@8Xk%={;lFDvqfMeIjqR}or0ia^CCr{n%U zCOabtiCNF|6`^YPBZYD~3da@Tk)#<1_zlrZ1?_jop~iT|K_C+CkMt5oOSY;kV!57_ zzPjgwJmbhme-T1KAQbQM-9-6VH51us+729nQ`$1X7O$=5G1|s_1Q1JY7MDgLeVuAsY zKWA&ggS60`!^`oFy92G+nE34in%JeY2A7pni`W2VWgq2-ZlMzz5FyVdY*yo8dv3*U zhf?v$MADJYNjnwoP-K28PdYbbJ|tc+t$a+=zu`0Q?tZ|BwU3dA-X2m<_ys2S)){&{U|#d0 zjgYxVfwwM_v;byV#C`jq(+2*SA_h2(yw`G;ukQL@TBesp^K>O9o?^lZ`GI85cc#<# zGuo*BltpN}{rTs-j0;(HO~Xc~VFL?tZZQuH9YdLt7JpK#zv9`fB$N~@_7He4{UmLI z45CG8B|UYrOnbBXRk>>2_!86bCODQVXXC?@&4Px#av$AqOJmI@O3PO!tDY!eH&C?| z17*lU=^J-=7U6Xmcpaj&L{!3DgSx%iL?`FapQh)X&D(8ZL}9O*h3-^bPd%C$wWc2@ zl`U~YH*WC2*-f&DhE+IiQn7di9CmPa)^$4Ii_(+RIQuPTu3t-goQ##4daa@UZgttd zhUWp&c)hXP6>Vf>@0ee?WZtpaH;hGoZ)am=AMT6TwPbWt$bY3_&fL{+e`=^(c{_wf z;1hZltA>Ct<*Z{Hgpa$nG;0ObsF>@0=B8+h(v1%9z5NK{?vGchB|+e|7|V=n)I6jn zaB2^G(FK?{+H-$z-KP;df_0tD_qLl=LoQd{XDszjyse2~{M}Thg|Hg+nNp80Rq2n7 z$uD&IJZ7#AoAP0q6jR_MkZI>DR$HBZf@o69@AA=$)~S&z7(<}(!gM$FqH+;a%!pE~ z2Or+t|AfpS?1I`Rd}mD@mfK>qM=eLLrFHJUh-$?{IAt=$Y}-Y ziNYsA*{L<%*qjiB8@eh^$7z9CU4Imq`&ow~gd}w1D2}QZ^!W0h6l>!?uNhs`MXt%r z;ZS#XJbK00{L?`pw|Zl#vR%tbtx|B;RE-p|d~|e;ggM>;l5=M2uwfJXaOCnd_^&94 z)9q4^BO>P>?Tn{{SL}-2NtdwmJ0TMHu1>2&e5ruuf-;QdO=9$@f`9# z>p$08C!_ha{((|H>)pG#ME0}D+YWQf)anK`cCM72HO%@@g~s#NNh1bO-v0;2)}e~( z#mMA$S4BG!a!NG@G!FF9n&BtlJt8Vw&(}N%K6U{DKPQ3GE08}oRE%uD9l-RmClMNdHpn& ztS?NS!R_R5QND`)3z7R(FWK(@1>U{MTz0%=ZM~Ls>wn;6iYkD)J)e?Uc%oAh*^>qH zKB9e6-M+h;>+5Kl=$1X&SrJ8OMgG6RX~T{$KM%J{%_sTa3wLuA)TBHD)!1b^oudSO zI8*}bcW$_+)~@x(^^J25oCeQ-!Nqei@ox{j0D>4xu~EG29MAFs$OjX}<_%$^1zDHX zkfuZ`MgBz%yEN*T{|o-h43=_upH`{piX6UUB){d}*u4q2!FHWT!Z7*!2R^e`#>}g0 zr-}KqP{U`2%e$N9acHv!iGdqNp2l7e?8?5;?mM@ z5uLLn@Uk@_a`|JfvsBW&wDfh$w3EgLPUcT<9m!*^ydXvCQyjZH<~jP}x$7#G>rUs_ zg4n;9&6BF*pR5>%9@PuU{K_(U20cEQ!P~|#Ys_Svuz$0`Ehj)C*aXpCGiVa=;7-Z8 z83Gsm)T<3jAE})?A=u}EBF)tP zZ#NfG?KOIGMK~7Po|}0bO5|S%mCK2hyv)@%bP{~~dP>AJSGtdBXUfzpSnlbs$64}D zIaYA*+S#Haih&~rHIeaUn?CASdCb{vti5|1#nFqJ7G;k+zqWjZ2_;|qBDJM{BGBd~ zbgHiTEiXyJu0OwKn!js~anomBnEI6=3nAS!WhcMW`VDH4SjNK)#nXjR&qWm{y@9ob z`q`gdv+D^{=Z#*jr^HBE=i*vg=P1Jb3`N75=wD37o-A$!i%Ilu9OR4CzpI6>JEgL3 zqx*|*@a7~AOe~*Hx19g{+g>K0c5iD?+#=Th%FA+3{%)SnQAY&U-ilM>XZvt*0rZj-n&oEzRl|S}q*Mr?Q?Fp*~TEbVN`Q+0Y|=t%W~Ypqo1ay7R% z4j4tUqMqRplsWRR`(l2f^6FA9TIn7l{>67is^AG-XUh+>6D49)vMh`FJ9$oXim1+B z6~!Nl9#>y(`L83HHQ%0|=dn&9n-5OEZAOMI+Sa(r)>Xy8&%7n(9nBS^7MZjph}9gg zQIm(AX33S8ka=lnsyzNe+7VYk*m)ZE_C09qQJN_=R57~iHZGtKKRo=Yq@7}&b41X| zCCmM1@?v_s;pMUEvo3B}n}+xqsu#BBo0WqvzBSrVtm}YsS#xdJn=NLL!Rw*a zUSN`<%-lmy91^vTLavpWtu0r0FO~V)1^;$>xj&;vv%c#pEHkWWt89;XhB0r*6yWFO z^7;=1W&Q_2ne|Fv8zt2lILWJ9T&CX^M{?AYDD#lH{F%wcv&om@4HQ?_*(<`0=p=s8kGn8=PHTwkCQ`Yiw-#vXOifmf zYpu@k_>BlIf04dzZ*?uOK&6cl;XQu?2bIv6{(j_`*7)XnOuv54*6dE4BxPoi<0nWn z**uZxFJrK%DwTBK&u1$2-ek<1N*@mKGRewM)%Id~QHQ1m(U(qErz_R7K9`t?fl7>0 zzhO)0O6na2!jMv_M1z~}5Dqidx-25wRXAWF;DRk7O7_xozH4C6zT-eYPn9|NB z=J3uVzc^eT|NA6R@;KHvlmAwE5BoI;WSGktk8XpY02A+nK2@qOoq9_ct^o_-bh-HB zk&F~!OFno0^{G-6%4@(`cOAgQCKETcSyCXTCn6vfq27D( zpj-|>e0l)!;kF-14B4ZbvI55snb)FT&rW;$Z(bCyJvzn~2WC0b17=Z!?*?hsY>Kfw z7~(I>geKPsd@tg3;_8~BVxN#T9mrem>A_*P@LLv#`hU6fD6@Fg5SdlX0+_s_0c|FC4 zQDav%*&_A|#DDck4?6@Bn9v%;jkAaUV*m&yDf69s*sqBHW5xjvEhm}9cl*wuN%NXe%FzuKO+N}H!8RkH%_i_$fGJ%E9fov%rSoRF z+;@^1U(dn`2Jn%)0K^MU#nI#b_^!H`=ie)BKD@)LC~v!mZT@E0tgbQsBHjSl>HF8G z(^v4lQpyc+4uDWN1qedk_DUzCVlF{?v$Vj!Ex;7F(TZS#+E( zaCGig84Vp*J!istU80V38eYlqF1=`V5J|fg>Xql#LoKTd6-OJT794I(&|PY!4CeJk zMMh9QL?0NU?R8MK#2?&R)7M;Zqls_nlcIz`?gDmdTsmo%)pu+5N;_MOP0YyAk(T=T zQ1=dvufqQ2F%%pTn_)ZQ)`k6gzfRi}OHq)M%BnW%%+c+2WIkGGl(WVYb-!xofadZV z+Gi>CzViiFvi`+acKGgY5T#p}?}Y@^moEQ;a5ObO>z7Atm1hZ?uVg0ml2i1I1^63uJa-KdPoE2*(ANjQMwB@)zRii24)Ggpm>=P{^_J!{-4cffTe$qgO^|Li) zQdeK4nTincjVO$$+?`s;9y7Jf*162fDl|p1pP*P%Jyq|y(T^^0^uDHP;|%*HS~?2V6ryAmsbF?+6ejSJ|~E+#&5>YhDO-S-bRBST=l> z)6uNOJMUmo)%z>iPlvY2RizD?%L|Kgff#C?}45;i*2!sF_L^pmmVyU_fm^k^j7uTgwfVNSWFK9_g06pae*S`@?#*dQnT zG%rs0)T@-Zg?Tck7&2PoeRf>X6-2yGo{ofnsVev}WdaBB9zc*daRZY6b8d+BG>ktI zPIzH#y2Ro+s|`goW#uS_%Ow!gsutLPC3VQVsMiv>EJJQ3=k1!RnrVb5^pAHn?)Zb; zNPC!4apsFwJok0=Vso=PE4n}GXH)Ji-1+BS=O4idE}oU*;&0|ooK^4f34NuaXJ5+l zAl^ZF_;rb>nli6Le%}=)d#?!erze)Z#C@f0>{9@iLc@r&97<0RHBUWpQ0 zj->1`s9Aa7ls6Cfo{9Dz>H&$xLaGl=k1pqXPgYi(7+xJD-8G?AJLf8XVlh(?(3F@p z=3}JN;vo|feO^pE{);lyeCkLDnnYW$QY@TV{cCQmg|=yitK7oqAgRrF$w$M-6kRVY zK1RvcLBrC?C8a4t%44s*I4u(i8*w?ZL%ZDm6eFjg9@8|^2>r0=x5aS0mz7kmzeAJw zRBMdUBQ%2Wh_XqUjM_A>F&(`{Zlay=B1JJC0&$T9VL}Ss(gdw>jqZz+JakT*{t~%m zwTHaSRSBfuI)!;}uM3nPGoXc-K)}rDK5I8sg6$p3k`;%-e7$1(W_L^0`i%r49(ONJ za9dDqs%^@I_-r&GIBSOUW6q@S#YzvUXv}#;316h0pGHt_DyWyKyEP84uN$e3=ClGx zESRvCr!wr&m`?0Vo1*vh(Kc_K!PP)fm~6$r-sQyV+axmWt3yl>(v+>UoT^j&#jkc0 z^i%xOs=4%1D&H);i(|&bxXL^rc9)w@LJ? zD>4??=E1WOZFI%oIvEH=0Q9<z575-+=hD;1tbY zciWhryf~}8Ng)#kl73JQgca}OS!I)?8C;LX=La1P52QL5XmhF<>lm}Z%o~)BFcX<) z5Qx@4Rg>@dKL3_xdG~j^U(c0di-RE~5$>}@5PvMt#_Y8>h+1b4Zs4xIq4*{s#)Bwv zX>nDQ5I8!z3Q1!TrhZQYM$jqj8wvWaKfCS|jd5u(0v^8{HLh>qp*WZXo|95h$@t8x zbV9?}Kf{z@ly5+pVY){td{lyV3y7sNU>rihCCp31seE;}37ScXySZBwmR#9m%&tNP zt_eSWZ}`UdNfaAtV0zvHzf;-4_r4_z3dT$9J*-V^-xxq3@8Q;Iewd)UY8by1#kT}O?ZXtcPQeRb za|2hwWO?PduRvC=%@g4(+Y-s~d=71UP@t&g1*Z49?Cjvp3wAv4%`O3gbfTF%P1XR@ zDEBZPh~0Ufnj)AG-hBmv4@r#?^?#&h+4av4bfOM4C_oCX|M(F0GMs9GvyK2@wHwXU zBy@gq<@#6=83UBpH`&H(j!8R zKtan24Sq^T?hSACE8sq1E-=Hk=bdP?nhA3{2(LQjMa*n;+R}qc5#VoS5OJwVM%6gw zIdnzIr*Gpf3E<`Ok-c390DfK%0k%+E+@QJ-61%)xlw;Oo>%##VB~ zQ9lsbS18I&k|!9_@W!}q!S;syO{=|(SKXn|a{7A^{|kVXu95Jc-mH|sSE&qe6fjWW zLCo8(_TGBP*Y>zB{GZYB=7}hR#x%oyjZrx5I-E^2A)mmxXYvY!lQTfjnC{7wMg8dZ z4Fmj;uy9;@TrGz~AOw%Vr}Dt3YEKg_wBEB9YKG3f(sh7SQl#OQ>!`>_H0IkyMH|kN(;+o~Bhr(?coqP&|Zce6)(MHd^l&toPIr4Ug zgCp`gJulL&gz7HxWRag2|9H7tj}d{967aZvrvnL^(s1W-DSu65R&Ahi@^LB5*SFU9 z?}Sw{yGW6Pu&ewW`ys5)GS_B`T4gN=x_#^9N7b|SoJr#S0X4rtJ~waHug@>6^F%qytaQMV7cYv;Khak zn0$xV#@C6_w3)#uLW|gehCJ<=RMT;Ax~kQFC^)FhLW(1g{rKL=4~6Z7vi8i(-Uq$? z$$7`4G#I;M>=_LcXOcWPx6gdSCIag{Ps)-)j|zz6LS=3uprgeW8bHF7}e8yqjV>V`79){R+nTE8zG=TFbB#a*LnuM;w=$BvCJ%Yvb zLv=3?iNv$@F0`b)bPo8VHNAc7`Jdl}(1n4pqzg*&`Dju`zAknwXA#Stp<^Pox;PPP z5j%LN30Y@9Y#ciBK|Qg)U1TiSLZ(PMTe51+#V!l0!!Lel@uq8HaWt_wb?9loPZrP2 zr{a|>VWmbVA2oJkv#t8TwxGQ{{%)Pve|Zp(n`4Rl5)ppnPpDG7L30o}>ALD@yAYcJ zfrMsnqjLgQ!D^tqf3&g}DIw97kKfzm6}ja1PPc&XOk&O(`=M=FUTu4(G-MOYc_l2r zz%H_%EZaSiegf(nt?pJPlOSNYZfP*0CI~av7m;cGVpKeSVO|-sE5&s2aQX_!cN?s1 z<4wz}5V|u^L+MJ}0KX_A0}E#v6VK&u&s#7X=s^8+kd<@xqbYuZIhRKzsBb|n_TR)K zw|>{@p8t{Z9Cm)~$0(9M+O)$wzjP}BNHO28QZ5J@W{V%Z#N=pWq-juRN1@F8_6{}~ zWy?Z{7yRgp*_X+_*b?FM&3gg~ToUWWRYb=I?p8V>PpG}`gUUnTopJRw@6vm8ND#F- zobqW*F;q9hOB#^1w~?)$AeqKcbHXo z7m8=61=F~~p`I>YsHMUr)SS>uNhx^Jz&g+KRo^KcAzdt@EnE}1RdC98=(2^CXlspNnN|Z92-Phu!>5S^G~}Bu`zKu(s>4 z(D>->Vhsv{O97C)%Xu62uMnw;g zyQ*3S`s|>z?A``IFw8OLSH=@F4kU;TGy*cwoA_{dP{r)ChA+-xfJ&w9kO> zx3zSI2=e3akE+JzS+{ZNX#*CrCRnDu`){!F{F(!6Bw%{J$*jmR2i&6gj~8!|iYX0NaLN^l`B=4) zp)M0ra2HrFrjR8i4XH8z21-w&L1&QizGD=wIUZMi(P-P#)|nUvi0!d>^|hk+rC(mL zn6^Cv`%-Kq*EYV|=Ws{%rml{Nu*$u_0fAsH{1eY45@!$lh0L1}f1CG8`oDEcweLH3 zKMB8B6G{H+EF<{j3>%Xr+NiO3i57-`QGxfXh@MG9xLe0RARah|?_{_On zyUlCKBwI~fsEvaOa$X_S{J`=b=CAm`?B^;l5l$ER9t399W9&9yY>r>=kp<9%Wc^6A zm5?T6HWE{bREptveXqvgr-(z+_FYXt32m8W$E~ zp}iYdA^J?EJ{}gE9PoJk&cAQpOuFVI1Tv2gfuUHf_HN^B0}*%&s?h6TVv!aCLy_d7 zob)cVSjjaA9WSWaB#5KGJmA<+(G47)YYzH%!3B3=Nxv+~e;iM*`K8QIqLfu0_Xs{f zJ^?QP{`+Hc8De+W)08^O7=G*N)gK_L27vk}megtyyX)M|>)6e4pH#4G!$~ZHYh4oR zsn^T?)RsRJb#lR%vtAx=iUZ64;4T3ksis6x?8YgK@R-J!j*% zQf<4kHxtpo8f8kUsI^|=M1#oue^kZ&#|C%v2N2bMN2;1O^Ih9>ev+Fw%Ab*ebJfEt z>+v9+9BVm>=Q0Aa;t1bF5{DHj8w(hqjSMm`EO4_w0H7x>xUW_r%FkDtYa$fX!jAu< zhPv`aX6`z^r`qS^BH7ks(G=x!AV6?MyjgyV)iA70X!{<6(3!k;{~yY7d-cp%3+DF; zBo0<{&cpCuT2(62Ltmcux5dXfKSC21oLI6~d z2Y{$pl4?%eZL@CX5z#tBwzt?n=#Sxj-S`a1umKfC<*vL6S0HrW+f2k^B#uV4Mp5w1 zDCh0iUUmknLPt}V01IZJS`oJo7dAe%!dz@)8>+w_P>`dNAwl>$3sKP(2S(8C38T-g zs=X%`;9L~zoS{+Be}xXEYjFj3Q1W{J7yzMSzkpEv9Ze31fP(wdGLpr|kk-yiUjerx zB?RXf7d5Ha1qR8xZ3xki<{pc6r>GUw8!z&u&-rT~>E& zINe+f`fMJ5?++oW$*pWDR{&!NTc?4U&w*)6J_3#Csm_}KP&*$Ql<2A*)bkXkw1?IT zcW>O4=X*Rm05Wr>sfkCgJh#&I2k*w212x3|TS(Il$k!)@)cp$z9;+)Q_#SPp&I~e^ zeaG@ei<9e*)-KlC1|#uZfz196FYS(vetqQFMM2KRK~|eLnsc#A>7~IYv@XCVr%rj9 zZUkuC@CQwE{c4Ah+VM$di8pyz^18jjCh||}3y53&XH^+XGZ|Dg?!z0Zfzvp^V$o^? zY6Z-Czx&~jT^9)CH;h;P%0PKgrB3>9xNSN{^mI65i5dwx=iE5oZXbS0AFXzRcu%gvdHTGkqT+`2D zVW?uR>}PsI*P$;e5}dH<(NUzi*?g_IN}r&6R#xTKU{(xFIY16p0({E>rd*v8`8p<< z_x7?IIaha@fG1=#O_3~2Nz<$T>?hU9&SvmQGuy3@;EJ`3Vz!FOi9VqE?*X3t{d)z+ zL|9+F!eD$AU=a11$U9A^$Ix4zfaE0?(KL2*Cl6|3^l5XO8lkT#hfOgyuuZFoyQ^t3 zVEfeyZlyad7}regb?B{EJ{tDqY0IEri(r*yK?nS>zTh%d|5729!nL)3#S<)C+zfq( zXDsbPj`l(*e~>bi~68g>7@pZ2MN@5>k-=A}4hXk+?JJ=Z>!JauKl6Nxf^g|@ zhlZT76J3ul)N9+?gM4Okk$p)##pzwZi#)0syg+B%wQOUya|+7{uY`>A_sG=#=?AtH z|D@1!C4j(B&bhtvPUML9K?T@k)&=O?**=u|2M25x6=H;T?BL^6QV7V#^W;co=vx#a(!ur{eS^p1+Va-g zLp_&8Gx7E&!Aw*_{G*vo{-ypf1ib_$sch;a=l#-$x{G0zL`M(7paLJ_*59oDR?6Qg8LwJ1b^3IxL@$E;lT0#|M|b$;gU8M;%C;N TKnN5X2t-Cg@lBDK@rVBdU@1Hg literal 0 HcmV?d00001 diff --git a/lecture_19/q2.png b/lecture_19/q2.png new file mode 100644 index 0000000000000000000000000000000000000000..fb27a54691b3646bdf6692394b197030b400b4fb GIT binary patch literal 22150 zcmdqJby!>5yYHJSt5Djt3X}pZtm00KJ8dZv+$C6Xmtp||p)Cc9L$Kmb2oM~CLyLQn z1c%}hAh;7w`0d|5d!KX9bN1c$?0f&XdEl8Nb57nlhrgfqI|dkq=m_YaG2gzr@DGJ5Ws&Q|VVQ&&rXwUe`> zC6}AItEHurn~k$O?oNv&0Pr^e`2MYySL)WRs*=G*{n~{|T0@GAB4w~-sF-1gMy;1x zD`WmpYqMR?@^Or2m7qbE5R-PV0PD9gmJ(p9*dNRCnQ<1N9>D-|fe=2n(SSD~;`rx* z8p6Lc00;^`+e-8k7m(}E1VdtUBzbS0sOd){>?4QPPq)nfF4LHgA`kgcdg3?Naeh*K zVuU+yui#W9yf*+a(Q5Jn{ErkME|l@AhWQp7o?J& z4$g!Jh-I@Jn^&B^2Rj*$AEmrj=B5L`qD#tqO*;4;21QGCGFQ9L?EPNqJSJ3D83Sx0 zs=IeFv-xWD(|x?VoVnobJ4NH#zWx*g1aecL}kHMek|ELj4b?GDVc?KznuSwY~C>7taDGSScuT(CR@h*#G z=FdC3!z&#>QDuzWjYmdGkeRQ5j4>(9YHII`R5MsymMHO2*%=yEJMl z1tc7PRAV4!EnTP|)pQ!FAL_k-bb45(cdxI~$E!&>y;{(JKZM<0-0ndKe_hwFbwA{q z>$afV-b=@|m1=YSkRK`aTSeL)E3$q^l%j{T%Nlzm39hJW-b9{KBSnRF(VA_@I32f5 z-f!oRSuURF$A9V8O>aOGIX>oZ?ML~`ft3<;_-P7zx-?61Pr=`=fPLrlHAwl}mGd<( zdOsF?H=k{J>|!X~T4&FrXdaMkxVP@Ah$PmWi0@#jce7TD4b!*^?A!dK8sUjjnOXso z?r-%GsUb;TP-=->sHr}xa=z30!0g2Y1bapq#MA@(*yDq5{+)B?giW;o!iyEbrJ%LE znUfkkpJZi_39e;sdDaR$redj(u+Ze#7vB~gS9g=zD;?hW<#wCk!E z@)|Ob#jg#eH_bntzHA!u3>heEM8#q*TopXh8xgaGF=z(j4pXcxG z#(vL6KPQh2Ay0khia~J8M6+St^i*>qPo)uV4G9?#Lt*>#c=nI_?6_x6B85v_QKJmchPWM5h0+~ED;sNG912(EEKRla&G|oa z-C_T6;mrXpny$a_o&G!%I=@-t)Df#=TXc*(T6998{Vqy8iW;WtuN>%DUc@al3HX;z zZ#G{vwzoV6q&m>Ch8T(UK#-+4$r@wEHRN(w7iN}c5b5u^iCxQMp-Hf8qQyI0y)Ra6 zDcg}$1eF@M)EF~m=$|yt2?P5eLq6KIzcJt42kr2p4ztaE)AcV*8vgcjW@@7;r&?>N z*^z{rGOfj8!n#h1i{=I>|1jXWJ12=ZyZX7Lu*$Z=syo3Nd#_h&N&&HZXY{(oHwsJZOxr{|&E>NXN-JvDSc!u3orHiX# z1ko%;!LYf}vk7IqWj@c5-cI}0aK#C3$%BGCf!K7lNQ*N&?@QVS4i$HR!58JrS8mua zUo&SzpPG&A`k9&+eoro5p5XRRG6GT?6!xI_bo8trcv|@@if0EjJ9|?6Lgz{lJMVw= zv%bOl$;Fh9XTwd&_xlL?LJUSO@Mt&t(;cp&hMTh<)Ac7_P{r(HOtQc4P`zJ~*mYV1 zX7@n%o_~?y8EQuYmHv3X+6lbY494!19c6b%gc$nO3D-9`>w}kuiqDiOR+pND2&F0M zFgq{~!Fta4;OkxPZBvY!R`Zw)UP=@-TpZW9u>mHAgB8tG{Y)k1JbAq=XAf4Tq}1yEL+g8l06P7Zl;4 zCVw>goBB0*emvH1?Cvla*)&#sHArdrHU7ys?Xi;CS4-K_wX*wa{4YLFRY8i1qzqrI$!tTJZQ+ z&0|@0N28zVEOw`6r`gM19~Ya) zQa(G2**@jNc3d_dZ93u;4lc|7(RV2Pt(ewK^bdG~kkf=)kPEt4p*$1P`3ge$uQ}aq zOhy@t8)L8hn({6U>Qb1U=Ru_=O=UsOV1rrIVhUyn4o|27BcMMtPvd#7F@yU;N5K(vr29_YM6EcHCeVcAJA_Tu;L`8q8h; z70q7{u$n+QbGONOFzfqi(SsBb+XfPs+OWZmX`HB50~ddk6LdQD;%q2DCL?&7tt3FS z_{g(B2a`Tstff3~91JfsXhwqK3d&Xa>i9jBiLwXqw@Ew0#Qx*0sFN zzVg6h`C7$a$6?ehiUZ^&oNvO^W24@!+l2245tpSnRl7L(aguSB(V$RSoR>#|sL(+h zKwD}#ZAG%$HIUryU&%LZG_QJ#(|v^s+V@v+%(RiV<@qu%ng{Z>5cM)ykx$PyvDyYk zY_`ByRjX=^(QNDsuKls`!a1;hRsuD$UvhZMwWN8ng91^b?AYvs#$fu!pY{$glvS*t z`2@I#tG%=gjF8Eo3~sQY+EMS9^kSh8K=Xf?%2$&M6R)l=JgO>S7|TzN*O!<%_jNwH z7g&Po(KRXcQ4JHFvdfJR^lSI%-YzOpSI(}CW3ws3ct%7Y5S3|oO3mIG5jhrIR& zEIRxbuVOCtw8BJdOjedjN_4wcE)nNLj}M40G|WK5KVv7G`sQEO1O|u9EGt+~jcFKM z8lY)S@bqSHW2Z}=fQ@yD-1M;9F4~xy9tPmK_O*z+k?PYLExir(^@i_e zMd(yj(IYBA28t&7>TgGMil%%rxPzy(a%7aBD!r>FI85eY=z5p4pXrc&L9{>$)@YFF zs{rj#eg!+$UK`1@;)$~Jw&Td_VDS+aEb1`4qc#6jqW}qY^Nu&5FWf6=27!#b=fgqi z=${o@OVfrKg%b5@97xW7r}Q@^K5i8z`h-enLX{|lV9TcA3fejf9F0OxTjhRF%#$@- zk8V{wed^}6TX_7lgpUqmT#$%Aqy&b6^hV~!o6q(WF?}bt{^O^8AiYz8lO>)zcISzA zAimeSTz+LFWjV&qmW8&Xzng}Z&sOPVoYr@b3BFjHPRf zp`|<0HeLJ0w4KePzuSOJ_)E$wpWpJ2rR%mqY!fG*^RiM7hU{))60NQc)eGNFmf8%q z>nsjb{m;V=*S>cqh>oc<*zSd-U&_E9R)6)qXPWlQTOr$EZfI9X{GiYC6;$)R9s_qe;g6wwTjeA<=X zzGLzuZD(^E93X@!j(gcN7Mie6XrRSw58}}mje=ADLmj~lG(Lw|qvfcK*gTq;4Pn-538Wh^(59Qg{BZkvgfXCVVzkM`yy= zuzF5M`P-}5Do57x*{K@T{z<@1yB#vh>pfZq)>)KP{60aWVLAy_#YpK0A@_co#lOJ+hId_S(LmSr?|GEd{=mVvujm5I4 zk{c9a27Y1Ydf%P3bbv(8&UF${PHr3^V`H|Z+G;sNxnIpQI~v~fC(i&Ak7=08@3k@N zdP z)-rQdiZwU)Io+i@Tr;`O_J4l*_*{y`nIoyT4j(?#V>EQ3=_!_wzP=B-eX%hf`gm^G z(quucfr-=y|JVb6CjWCz(|enJMmEZ-cKR(U<;n?8WK^Q3#NsVAm*1?MrFw1bf2}&A z|C$W&fjY#BU*(upppG-9j))rwTqgYLFTa!2DmTW zO}BCNjhTU#h^bgHL3Gtu!T`fm5wB0$$;@ODEb1#zI5)(1PH2|M)Ult7p@pdCN>7=( zuMm+eJqL|=$8of}37fV~5oSEQX7a0u$)BYnpR?CfI`NPn_58}hA4Pd(289$ahqmPWE2>g%=XArhByXv3V}GYRa#b2`!~aK5mbR_W{x zb48){6FIJDv`mp_y*AI zZCF?sNM3w6Rt8bg3_TF6J$zpt91GGj99!HX%n4r;II!pnC@N2uD^a4*&?kH1x84pU zaC>Is)~cC8C^mW;)tG6iU08Gao*3|fLr}?#L)%|ONIMkjo&6&)ZE%c)+V?bZCTfkR zPjmlugT|2~&5G1a)@6J)xV}hx-V^FKIkDAK8`mpRf25;d=NWuDJ`-I?A9_NfW^U#V&!&=UEt=;OYCyzN7l*^{J&O5aqjZ^lH)A&xuU4^6&S%o@#G26k`)n51C5p z{x(_plKzkoHV{VS*+osgOIa!{ZfP{0|G=3)@jExcj;CPBNA3Xwo1l!bhGFnz^UCBs zE?rC?*g>co@cYjfms}EgjVzclZV4W|aRsVv?g;##Q_;_4W!f5xQyV**mYEB*)-T;b z#uvSqi>-B2!eC8{ytj=Yb7r__evYIjyqLcE!;+@)y$DMwQfJ6ZUvB)G&cp@cNT%`k zRa9Pkb@0hhOLvRgez-^V1PSeplYVf#=aZu9x7R;~Sw;;Zi>$SluflOiN?ldtb@K#P z1&NA64(-3rc)%ir(XGRJ3lTw89jK*b=vD*QD)p`ya#wYE&t5FGmpM2giudg zOTTC%O|K~d&Oh!Ec%|9p2aNmoyg|>7st|W=qb?FM1jAes zJp9E;39Q{gr_A9o$>$Ty_kgF^dT&=25@sac zTyLLdac8m+ymRd<~I9}Lx!#bUC*`K1jVEcZT zz^!RYFabZ>FmeYhcXm^(rx`I71P*MVp%m-DQ>`^1*9>^H6q-NzTXyiIO_gu)4P@wB zdp7>*WiNp{-l0wzG^|)GJ%-$BPSnLT9T;qi933UxE$Kh1Njz&v7@w%?R~>RblqUpd ze6LQi5nqefrP}uAxIM>P!jBqL%z-x$2k5DU@Tv$>8mI{ zDJ?#=ZrFm%9bheYq(Zo){uwS|2$ASrnpbBm#}q+mdKy3WOfdy>wKyhtWG?-RjI_L# z>~n2au7PEnwb{5WSpj<~=!Ra8e`9EO$#B)mg8_@l47fdkTwwR;`VCn7snaORkJ|=ZpF)H*>U|z+>VP4|P=?9%Bn+0br zhZ+8}r)c;raA0o1nGhv^6uHn2P>Jh3e z$)?$7lUr$Il%tV}Ba-krd~@ezA}nCOK%zo|iZd>4Q{84F%Z0O;nW5;tYEj8dMl6SL zCLQf%=I2bso{M?bXK4mJED~dgp$nL6(9Xt>93pBPA^s_J;qK|J#lG-Dj(v?ES+>ei zbJ2fcH5zv%lae$V?d2m&zD*g~xA2dVN3v}_(#RRvT~QVqYy&=(uD|wx;CG&QPMN*LKHAUHs;GfZnlwB z&*^@Q=xk72+Q>RsBrL8ozUCSQU)iu*Ie-bstix~P#GXs1!cft*m1eF@&V*ofgK{r)!M?rch*;LK*Y zFXD8~DAZG>s1%_mO=w6pVo4I^No+D=clK*Zf=WA{h|ME~$cP1MDZWK;Kph?H?w8zx}dav#j@$o0CzN<{GA1>MbhG=coR905ru+1<@`r$k_7t6})FqDT;iQ=alw=q2d zdV-|+G^DNHaIciC7(Y6+Yh)|jIE&K=f$Zl8QS2BsuyP=crAPYoT2`l)l7V^r6pmV( zT?9LltZNbK1Np0m{0=ttrHUQ8(%x9o*5TKwD)BQdHp#tKBMOgZ)o@>zN$;(2pLZ0) z+8!V=)f{TC#K$*W`?U3vl1AG5#kBeFEekU8Nt9-+XvNyQz3-e9)n?1Fu!;(HQH*eI z`d<7b<{PZ}n~$HE)gJL(Y*q3z9T?|LsjL%9MWy%p9kHSJa^xQ2rZvD9j~4%s?GZh@L(yUeAkxl1n-O&RXY z)Xzoxy8ZSx?l~yFlxG?m#(}r*-NDVgJgQmSjIY#xYZ9olX64#*0NwNm9z$=zUiPdw zCmO&un({xyO2e``-@LJo$7l_gEZr#<0(5caWF5;2oFyN5TE@=`gb>Nn+WqTVfEf|VE?anb ze=6@;PabqoK2jDQ_grnf%AhI6Drrf=?gTRSd#|X;+IMvQDIES*yT~nh4#Lbq7(an5 z`$>Azj~H?`6csI zKa`yDY~+n|(U-};NCT zHQH^c=VY$6S7q>4Rd(-J^z#MvYU&4p^~~;qqFFCZ6k^`U8$mM`Dc$6h+a_7z&=JM^ z;e;XjNm?T#MyU{f6dDvU&+%kCW_~*^t4elCO81&JjQUYmLRdXJFux+7@gPEHCE5*J zAef^-(YxAQ+4No@5aecHN6Dp5i86w6ri1eHR zHLvg{SL4^`YZa8&(=As9b+a8rcW~{K6O8cWWqYUi`IYewys>gsl+DH6<@|o_o(W7I zJJ2@5*k1RPCAj(0RLgIGhJ@x(Fnin_w3x4wcO}{!{#Og66RbYGUiI!}i?}P>FUolT zd|jlKwG%JA?)&PpcJU-zn@hngk4I#_g>k>sP>NJ?az0|@vDb|cxz)~8zB&^vJFm47 z6?INwn1USXw<+zaW@JklQ2tN>rLt%q-JIGLS*l{^hxaGEbX)a->0d7P*lcO7O`3KD zYY?9W$GhC+AFJv@&*k6lEdsYZs+a>f><#%NTP_+}B+h+!fe}L%%a07TOoI`9qXooF z@%`WJJe+8*IdaUnHaOz^@z9@nG*OGhjv^{lDy69kHq4HNmA~sIw)(uAVihHIW6ae< z_C$D&ZI{hVph@Z;_ebm^I?y)q`DZHmA3d*X9fY6rnmncb(@ly-Y`~1L&ZMlP2f~c; zWpPtj zz?@P$c|%5YPIcue2al&3wCTeA)6xCkUf(xfdIYv@rcH<^2ug^-wMEdiT%Y3^gEyaR zFegnO7DIdrG_&Yl)Qj?0-JGwxBu+KfHp|_;s-#kWJfKLry-%)halJ>8)ZbG8Gj(dW zvr?wgrio8V60vj#c{J`*-waoT$_VP?K|wL{4u%LNSp?$yJ0qSIWNchIX2!`VEUC8M zOcUGZ(c!NX*dh%LX0(1Y4mHV394^aVa#OG#Nv4Tl6~C0V4j8XmT26u)evWQ*hK~F$ z)=c|hHdL^^2sqm5`i!CZ#PETgFHwy?MveY;X?X6|j066$fHiXiszw!}Zv zU==KR&zlt^5BITB#YRaWvAA!_9b)LIxf~0sy(Da`h>@ZH@=q6{u>z_H#!3xAMAk-e z@;=!vP{Yd87{^Y%!h<1u2mq+HhtQ~S>Neb`e-KDNzrGlyp*@R33%tsFQ!mFi|8Vob zb7SMZ^YGlS%54cdRlm|qXB}s)tV%ph=wm}ee}7ZA>u>kzn?i%GGcSr@g`4EHdja$^ zEUIk3582matol`|cW|#!0q6$0ykgXFt10^a2UV(wpcW02g-bQ5pd)k?ObbqxtoHtRH0Cq1DB}Y0pZzsbx|g*Y;vx(HxSJ{lD6p%wDJM+0sC zpe-sfhzIwKV3iX2Sq@P?M9ssxR~j9*QBy>+#Kxb^dzA)kp_u;1`?GSsRtkG1FGYTm z+3{SqepHWXeh~Q1Sm67kI)e*}hFTpH5E%oH_CiC}m3SV(#eq&smUH%r?)?3zUuivg zjbp$w(!Sn)UVn9tmx1^kl8d(`bO6UCim*~`H!H1np`ArR5UJ&=CGmrM zKv)b-c6$0m4P(I&-3dy(y~xg= zgw%uo!qWU7*6MvAqf(X;qu8xo@oZQ*zB@+sLRa(}Awn55o_6gp-SR1Dq#-^{JG-ki z=#3W84J-FxcDH`zcxGaMa%V4Y^nQ<)-EuPM3VL>R%cB!EMID(G-aY^4n7og9k_CU} zegCK@lSUjwpQ3I99qL9Hh|g%2JsT*#;h^=m0RWf-J2ye?3i7A*p1^DC6gG7bJ&UX~pGQ&ov6$LM@-0Kdcr zC++>85J_D7naV#pWj(ze7k`*h-p0JLQ+nr?dq%ur8kXF$R2 z9izce!bJMJ;(?zOVdxc0XUCvfrD49xg~=zIz1`n57GwpexdqM)QxXX{=JqqLrA1LP zNACx$|KD&arNv^9lvSMb9@JllZ1f_+`r6TDAcB3xA%2_*sBGtvN0HLQ8rOo6k8-zd zeQ3wHK4)07pkuwP*dc|}sB#1ODT@g_1#Cqz)+kwZ#toiR>>Cg53T|CAtN`6fslH&|qBO<^JcAI*1TU`AWOy zPu|s(aHTdjIj39NB6$w%44NubN$N+kql5_<#nKHUOd0Py+CrgHc_pVEzEptSJ(2o_ z_J75&^s{eFo-Y<*Nuh;&zxDm09c1fT?(DG_zm!|y)&0Ys+3SLVr2-bFU+ zq@%F-f1`{%IQP9T9w6n196jI70CeRH3TC6!#74tcb@x3ao{gW5)zTgc+LW|tW(_Ot z$?)b7o79!Y!BwL=;rs&lH%;krJ0=foErMl2Uo$p^AK8~klq6{>Xb#KfK`&*uw*y?~ zo}nG=R8-r7@-OPO#N&$dovJv*&DdYT~1MnjT-ta`-bmZ@xjzPZ?XQSI7kys-iho7Gv?fU- zcj4uNSBz~h;iKi-@2jm1M#w^k6iA1^eUY?o4lQ^>=KpI~GKCoM>4lP#(sP@$H-D?` zwh(GJvzfYoGwMW^f*li>LpiTr)G!9|LLG)IwehcmvMl_|ifm8*K=k1>FU@xB z+Fb;D5gCWBbcE3D2O+sJGW%{*3;q||TCKQvc-C7|(t%BXHl$V9JQcqoaz6tKUl`1E zYM12~NQB^X$`R@Y2mMW{B}LQ1e^F_>%DW2G5kuGFUTPM}ynC&AgJ-m=3&6hU>3LSR zyrd^P4m;?ld=fcTDt)7B(Rga7d(jNsanK*5tAErH7`KL^pFE`z16XHA`qB?s9RubGBDD1t~6*$X}-|N5W*MKr?V-$*B}2igrEA|I026d^Q*hI zkVR8XeDCk!pYP!xEHS}6dlcNC82Gq#6)NZ@_@Gs8OCF}@<|LovTzJ?ecST&Hyys-K zKLptztkAcsXWQNz<9&P_p^j;UDjujsjG}6v@)Z-K4P)%Mph+5#4t2Aw*z5mVp3Ji=DQ7%A1DuqpnYGDV>exd zI3`$>FTG?cc`7w>vWTU7^W8LmttqJ3OICvyQFK8K`Vr^A%1SDP?KT^==0-@I)-a>< z1D3$1DKoDoSKD`$2l|NDCYebi>#0>AYpz~x-vhKhtsP>kYqZh`dA|_+sE&kA zsuy2;1~$lWoBg~1Ybk#ha8TJ>0OSS+jUthypM(s9EVMR?#iSZsLiTbO(}<(ewJi!% zl~*OF{_ZhM>9;jo@(>9U%alE`V@%T4TuKefue1ww2-oZDAH*8Tw-~(|w|_ zUi^jhQI88^lIx29b#|RgPV#eorX@e>UU??*G7ZsxAutXCfmt&U3yQ?0g|OWam{^Hz zm;Uz2=u_P{Kk6lqWa`PKAkt7dS-x^fie_lZ;c>nIIk9a)p`7%UeJP;Z?h>Rn&yjn2 zf;=ltQJAsOoo^tB^|QtTgaCbyc|JVeFkS}^@v!v4!aYKjlv!(`IFX#hrq((e9x1$ZtMZ zM#MuU@fvmz<-E030i18;1{h~NXy5#yHpYVe!qxa7$(=1A>lQ#*J-pMHFtVKBvl;6| z1!6Wi>m1|`1gbOehUI!1KbrHi*L-x>z7mIVa?wgh`0**M&^e=_Qy*$6lE3Q~=y4*i zs2yh|`@V@#>N?=7rWo>?7l{B{8)O6xcj?h>m<7A{K+%wO0CmRBl15U#^rYi zqdgs=Z5v)H=EH`gvnP2d!eFhpPfuSA+|Uoe;A8i=5b|v4Q4VKNay>Ku zyvNK(Kx^>ZClIq|cIQwX#L^>zDF8s_RS?-f690am%*}=W3~T&To+-t9cdL5iw8Lha^ljhcBfF#BWa!gr?s@t5UM!=PCZWZvT+I zXtHiL*!-6>o&=&l*U4*UUv|}k7R(87S+wM*u+9?*_am>Prpl#ttT;woTqh+X8w2M~%rX;9p3o z+ee$wf<94SN+?(;+OPuvf_o`SW_;4feRt+Z5+dR@b#fGx0N*iQ&CsfI4@(QU(ts9$ zn&xLz5ic(TXeG|y8l_j=Z+XBDo4NXy@*fLLMhy$K*Yyv>p$}SrC84|*b%)s zqVU}Qf_i!$is#9g!*x=sa_$bzKxHMiIRQpF-S^uiM=Je!K0O}NvJ>^V z8?yMePol6E@OvqNc6$p|EB~L=rr!9`J+1N*St{7Fy#~5bS65axj##L0m@|jFEsr_F{s70Dvzhv81&4zT zMOV1xD2N!WcmOqGK}NP6R=mV@X>}g2M)Gd)6~tsh6epcLWSg}v54dH-;OKFSxbh&v zSfelLpjw=S@nU54mxg}R&eSY_pa1)Spe6}Qf+3g0vYqk9eOvvxCEhc{?PS#3wuwU5 z63&pQPLj|bB^fl;Zt>%;{kx(RX}$8jHU-t{Cd$Qj9_Jha^-ZDuNg4#&8T=%^^JT%b zyuH&1D}m)Q-WmMpplxw>cI|vsiLgqa)3Y3I+!KuTnvSCRo1mD^F4!2{j zi_<;OkU|fg0IF@aZENg=+FKK@R=|cz&C$Q3xkL?8{J;bZdJZS;>F*VPV`N~bLr*}5 zAD*P3$0Bt6_!tSI%E&1E@z`{<#HmLBCo#WwPyLB41@eXDI!E^F0x?ku|21)L+z5g3I zDUih&EZ?+UX9{u^rWQNRlsFAP#{VVZM;!&;)ET<&^t2o{`u63y?fD~ znV!%kjmK@ku~n_F>qgq@8c9@Y{zy+1qvoWUK0FC?I8#_i-RQcb=c?0Vqj%!(q*e>p zk95UO8J0g8zSUGr!m%~oo$vyl#>?y0yUddKzX8BK<+TU@l$TTveh~v&@sbmKj9g!PzKXbjH$@>v!HImOwSeGs``>SjtiQe3iHIa>~ zMCVNPv3)HcD<8R5(L9eyj%I|im{HI(*Jo79a_8jf%51Scy<>$sx=bQM8C&2Yu)R<# zeu;Ib3Vd)cZmH_!07WSoU~4rI#ip!u8C8*Rg>AvxUk%J(4$PUjpHuAXus+|=ZZv)K zLzYc|T77(73@CQA_)m2SFaGbeCDg}H^~7QSod?HA?D_o=%$2GPZl-k+>K&s__avw~ zq@`WI%AxHT$v2aKO|E|p@@12`{nF#iFVv(zt@@#LPU<<3r|u5Hv;V`lHhp4CtSRYgdD-8*x z?wAw=lr~%|3x^9xT*(U!K0Vuk!aA=y%VUuqu-e+f`<_Qz3%vF5V0~={gThmgs;fh;~X`! z>u#vUzd7#E&7-l-<4bqg^A3+q!npS-WqN_fx4N+SI|4TR$aAfoUcO*41Wn;B3UGvChT)12I z*6;onSFAJMXkb`(*+B=l-dN9TYq=cVx1q+qnW#dfrF-b&&|ScqaJaJO{M}`vGpF{Q zvP{K@-*~mUr>ljI-M4Oo;)yUn>bi-<3sozvw9i!_^N#}5Fx%!>+f*Z|25JJ=DL?*A zz&g+Rn1_H*5x!;VdTnS<6hRxRaS>e1rQb$wK3C{-5i0tKUE_^Umj_Zr>?a5lk1Mh8 zOE!NznIs5FWurgpD_OY{u}Nw1g??VDi3? z5lx0%TWI7ETN=>bi9dUHmnMzWcr-GW+sQOPXzWP2;axe~K;EbVe3f5vx9N!}hjV~* zo%IK%0c9IICzT|-mYH*XhVqYjyi|GlX2c#%1ZL9k0l6`Odz`pWR<0*FB4-m-6U758 zK+;({)pM*~Owkq8Eto=#ea<~H$aezGXxrP^T!@k1YOPVSTz#UzNcdTekBLi58MyX$ zq-WHWdMrc!D2Rea)s9=FM31%LN3luMLg%8Y?KAE(8jeFJsOOS!a+-#Th0Z>>*Pi*n zgR!@eg94{z4~c>W!oP0~CHteM-D=OCma48+?G5U;y->@s;)nGsOy=IOpq)o)Vr){{ zctfb{)%EtQiA@SP9k+MF8BrDeJ~i2k=G!Pq5ha6(l0!{L);+jUw3y;d7^1Jr1Jzc$ zk>zQ+6o|YxI#nf;{*VJz*86TLeY8CNd;TPavn5&Z5-_tLhc>^UJ*hIVt}$**&?I`2%rB(!q8G*iYOb7YlP|`oc%v za`GfR+^gkb%nQdxcSdPdUvG$@gnT~k!5r5e0~+8l-OE|cmBjFBW6PmG%{TZ1CTY{3 zao;JcE{`wSdWOhnRV%%-n+^ax{m1_WP@Tp%ZLLcv;K)Rdq5Lv}63VLeiN_BnrfL(l z1QlJKK9M!y4zyT&VOYH`j#5eI^m6yr`%ASwdpXzkX;N;jGY+5MT}@KVH@MWld0CM9 z_76Q_qfE7Aw-Viv6ZsIsdAEmYC8wD8bVJGj{txB&`Bv(83=h7o%G7g}|MEisUzf2aU zt(Hk0q~T4B07Xf|a;N)}2sRjj8aB_&m~IkTrr+Wj35md-4uD_Qay&_~GcY3q*+6saU z&YbT5lLPSd+BxZ3!m9$)7JZYyq85A#-MG&m^#g_~oHs>9Oe$SWxWLH9|FHa~1ag19 zB6KT4;$7RH9RH7Rn2Wz{bu2{Y+^1H2q;_MT%iw!{i-1aFT}IM}mHZE$;rKzF#XaG@ z_Z(?gOXLC7s+u3)=j2Oc-uC!i1=)$o*0D>anbR`0%0~ZAAC$-NY^Uw z)VcBG;Xt;<0T$3tWH}8X7@t>!OpctWv??)owCjJs7Am`$yMrHT%#03YMS((~e1mH2 zGAv@kuMMwG4g$^Z96pa27Mhf^mkx=Ef))KVZxu54%gs-=EpFLIj=Ub3m1vaGRkcW4 zN~c}VJh6#ux+B-k-_|qyHpr*p_mX%3mpbc;e4grPd`dQlAW+pHbl4(2{S>W9PNf|2 zm*UF0L#@voE0-U`p>p*oU$n*MZ(1`f^-xCFpBGJksim?TpV)@nRL(TR_kj^GISc}h z&H$AMZa4&ykzOf99+t&jfNZ8PKgo~m)9p9PsCW_cWPZoy^-JoRpA%+DIZoJC)(45I zNZ}KHOb>=uf_lc`rxsN)3$r{fquvvN;zUvDmR*Xm55Zj_x4F1-?y^i%(MrnB>xuQR zvSPr$rpow_BZEX_RpQn|cq06r#AO86%^EqH_h*KMXE&^={McpkA)#3bIH>5rN;^1! zP#{LSi7%>#<3&1!?6+b!R7QL~MBci=c4BN3thN=yJ^1$wo0YsbMUoehxz+(G&lw19 z#CG-zeU2aQiFk_X^=9VNe%|z!H|DxT@qd*1Wqo`=g4pyq;BH%F##6VdXcs4x(zP@{S#_ciF8oaWrB;L9Izkr_>)IpIC_M z3uc%=CfD2CbPvA>=sI*#o2jKQ9fEoerf!ia!AJYIRQPHeKz2@lPom|$&sq7ve|J!u z**kI%tpnvB=5I{BfM;a|M*iS`!Ev6G9=XNh%PXlgz9YOBB-|jT=`NIz)WgN~GP2Wb zOz!2A2z9!!zl^$G-}H4%7QYI+rUlq4TEc#%HjthqE{XQp@_TbSh78~Sm>*WFk;lU# zYL-kEue!z@l8_-7c9O_D`F#2+LdV0Xiy?z-8pjFcJCv;C>@1bHSFKh*eF_AaO>c%I zSg~;_H|;AwFjGEy70V<*Vg0Hp_=D@G!5XV41CH*Glr+3+&R6dm^i?Wpt8SwrUeRNl5k)+~>7>fCU*;gp%ph~DDO zpRXUS^8A_^e_I_gi1klL?}UWEhfcR{|8R&L zt`klh$jeI+Im+AkrV^{LGWj}sZCNYmy`+qt>lslPMo4`~UuFKYOh(WIh~z0N8Pijv z$@*a=#R(OO)w6Z4&kM2B>x1F2lw>ozP4jc`%z7irCH$seQ#@rRqWbP+_G(oB=&ACs z-ksO~t(G(Yhk9+}cu^>OAstzA99n6UbxdWiEY%rXjj^RPBonfYp)5%_2-$Or2{8;~ z%gmfY)=bthn5=^s+c3lU&Wva3yv{Grc|AWoujf4fzWTqgEGA zgN^liO%}3Ji%yChTkVxk)Ti)bse+&fsuESg5u26BAy2owqtzS zttZK}ZteRsGStiG9F*V{Qc~0g!-iMquEhCtlCWHfgKqG$f+yv>WO|R9q2p!Z`<_dR zU1tv!-!)e7Be;fnq_`EEtPY8QiuApK{hG^pQYFRl^0qtZhoLki-{q#Y zLY#qns$Zp|=j;NTr_MF+n73qY=P06M=jN5&Lp)>LUnBjAsB}dr;J8*q=n)#uQoVH~ zXS$)&;sBxGLBTK+yR(quRfI-o=4sjr$a&g0vjI9TEu*F9zP`Tj%RT9dY|j%`Fni^n zQ_psFUp>>?*8+(8h_SSx8$W%(W$WQ!qCGu9DeBgzjH-5so_%h0@=I?eXY*BWyTAce zt7`4AjkA@S8s+su4dz%GpjQk;mPq!g4lHc<7h_y9QW1%WvBrM$3hBjH+x#*33I7J` znDS6CXAYT<)}Kh_sQ3UI*w-6J@HW#!Ku>=|qT_;|&3A7ikgi(C6%(z~^9-k)*8eC!`YtU^PV9$GR zX(J$jskyJK$SYLUoH2DY#;H;L2eA_Je?R%=Oz56Oi8FTZm@fAr$(8-UuJ&`q22w5` z{sb`X{Uc|a+p0u8LeAKi!^Be~GOtQzM&CKuUOiTnZA;A||KPRjpZ^`14S$sV)-A-wAkn#K0(TVAK2gcpNsG}+zfxfzm;_2l%n{7)GQY!uKu^2 zT8ADKv^{z9`b&9r;KQtpmcRz@Hx`n+4hjb+J4r5%>Jfr`UmDkg8B9}`HESjMkoj1AQpGK8 z08aTle;ZY1%iE7?^JK5|Y3V(TD-6NGipjW3Loo7awKK~e5|5S-pO97WTs*|_0q+4y z8?@oKeZ4Xd2MT7BxR1H9-7Dh+ogg?_u3K?CVxl(0VU%(6YnaECve-uljy_!7x6;Rcf4O7f6p}P?wbzXRS{q6Xityv{!F350my>#8EI=V$m zy^S{`?mQu7?i>~&!Xjgt{hd6gz(g>|4eTpB$$7K9BZ;c)%IhblfH*=xr!bodR-${EVLJ*@H(_#T?OE=j<(v)y;wx0RKt$MSc-zz{T z-453Dn{xUw&n%!+akx9N%)csx@-R)c--k$?95#8yk!`hsdfb?F4K$-;((XHJ0j19n znJo|3WDrdr;8I;UeZf2MsB)|7%3m4$lCj^{mc~$(a$TE$ z6ls+mSJBoIkCPvu-usqHdq)#LplD&x8t5ckYFT5P%@XfR1_R|Y&L&NH2`^GxO?%b^LFB7#x+uEG1#n$5Y zY{xgus@W2U>3##uO2@LC7s@^A&eDcXxf)rvK?(s$7n-J$?gFxG9IrIO$Z~4pABMJbN=OQe`eZpRy<6$z70tqUJ`5l+}|?g?Usz`_I{!9AoKt_(;h-8$G-K`ehX6#}U`3@qG=oXS_4Eroy?ER!6ooPr1C z-YAHZIlhDv#Dx^S1Rlp{5Y&LM6c5C=1-3D)sl}4DY{mH4+{oSiuGVhAyYcHjc{iQ% zMM=gAK0{aA(S@DQ(Id3U9_H!BC2Tri?-4pqbK+rVD(6v)>`ReX;G@qk!YjrIilO(T z*`r!PNQ9^jk$ax>Zr}uqyjQ1;uR$yJ)x-%wqFQJe?WD`BsHx^P^F~cK6vV+EPsbcr zRogPx4cmOsLOv|PnKl|)KZQ}!?}}tCvJO-%@!h6m95I=2jIo162c+w3ooAW3T*E53 z=vuy#DnP?m6Pa@{q3RUzfyJmx>Bg8BM>jz2;=p7JW(B*Mzc{6ub zEhQ9#(olrDq}EAkIZ-_cMWd!7;ZVn{<{DzTlRaLQzo^L#Ks{=Jq(D)MY?G_uKmVpV z$vVKVCo4Uj`vVo=Ad!I%)#$hr6iK7kLDJ``fbnoBY>L)e6S}~FbgZ=oYlXgS2Zw() zjreR3T<5Ng2Zu(9SN6`v%wz^l1WO?CgEhHyU`2%FEetG{Fb6vGZeHj08E~M>%eusw z!Q6FZP?Q9)ki{JAIh(hUpEBSC`&cXxMphu{tYf(CbY3GVLh?tYuR-#2$`t@$%Q z?o6%Ki>A9ySDk%o+w<%l_FYyS;WO@M004mSO#-L@06-)I0ASrPP@qpdzVU^E{y;hi ze^Y`14Nn-ukN(L&^QJ)ssqV=W>fO(Uw{LWButmRZl;4bamP`@E_{j)St}rCk7;QRQ;HSVfzLi zoqXOWY&7D?2?z)ly*tW>u_*Wj&K$Cz2Ocws?pKKek%>wE4F%o!IoSWa&#jB;B1ic* zsQWkKLjMhP1KV%Fe@a-ea z5|s_pq9n?=+2Y)G#+5$oZJKWG>aX3{JL|M==-YR~QZHUQR&Ey~a`_9T2L?ky;Aa)h z6;lhL_v``H%uFlwZpnsWTA~JbPj%lFWmv!o6i95yDOJhmE7|4|kx}H8D_;w76$mwP zttvSvy!p1^^1d%%Be~mgK6*^xG1v}hi_H-AqXIg?3q=(&c)^jcdpt~GJHZL>A(5xK z`HZ*%TQt|$lJ>xJ`Qh(we-(}g2yQ;p;z3{MHUAhMXIn*_!Aa7}t+UFT)ni+Jk4j3e zrP=MuHw^A6ka{7!`x3`to`7-(HT~Xzj?Y-Bi7)g%*;_Fxy8s`qC=SrI&#h>~iHf2> zIC1DKa&jMX>O`1-Sn5De%G16%Uk&l{fZo)34#~s*SZs8>ZVhn;<=F>y0mOMJZ$VBK<9ogyLI*r4W;S1%Qi2hfq25ULi`E_i0;H1yO!qVMto-m zm9c(>Mxiy`TYDVw9r1zZft!Ct9t36-$;5Dt+-$$ z)C=clfQ)QoW*E{}B#!`E@E}#rpQ?zX2bJjFKyvX{?32naLkYwu5*$4{#BL&b{-sd- zTZ6_PsCc2F(tX>Wc*Y5tnD53wIn{F4Y}zSg=bnWLU(f;2?0Pxw=S{lNW#4|xEq2A; z=95*G9^5uH^);;R+`J?Hd7c=kPpb4|m(u{oU9&PBVem$RNj>8LCq{5=si7?{);X<( zc_NKU6AsDoSA}3!V(!c}(LGOGfMhB&_GnGc0;lDm!$K@0pFMK9;Tz8TjgaS3%7fQ3 zG?A>goF}?R#kakRVx(B!me7!a$^8*-Bm}4wOW7M&IM4Y~1vmPVIIkhSM%uqILr3Lc z<+}K>b{r?g&HCTGJJPlLBR7j8Rdul$T5y6Ly;yoCw?*4Mj24IZ<;cTG4^BlwMj-ozG=YS>`&>KjM;0YUw49 z1Y<1%PfBU`p8`;U$|DiXw2%P5y)Vof8#Yg4X3QLQ8V6uttJchQDQzpcDNAKimU&fD zfz|Kq)3j*-u!F$52B})&rixvGW_D)wWJa$DedFKsRqL$++1Byj<*`k;~#AV_fppm}fGSvy8<>EzHwpR-24SV_{H^%%#t2luK7+Qulql zrB&m7YWBDe9>eNKE}iIUIfk!lS&`9KWrD_&%Z&s_=me5-=19zfCe)yNuM|svxQ!Mk zH{Y#rYYg&Zi5TsR?>ebasxN8SC)?m)I1Ep%HMfW!e75SaYe=D*C{S|D3ZE7I5}1;W z+D0FAj0TvT;>lF2$avATT6g+!hbgjpSYPebPfE<{P0+JsTfPB*b(Z~XA@4kFMSF!W z#dXW(AdNgK@~H5Ykz$$EtIx2w4=CiOT-T-)H_$g@u&x-;u9;XbYDYk2AN6zOxVl0> z0_F=a(O>F|F;rSy>M9L|J?`zGq2FBCU9sqwJxU-Rv9H)2%$6!^=%NT`72J8w>s zW&X-cFUL%gZB6#N^9pWztIOzd-{(hUEm=&lmwjLR6af|S zL?g>WCZ5$dj^4$6J-ZUV#n`W5Yb!7`HD{_C1vO@C^uZJ&`p(v}Bf%7X5+*;yYhV0D z@~_m@ZPga}r3Pb4X0*PB&5cgej5x;owEFgo zO?^2i#ip@RqjIfug#-8Y`nFy&QZjKdGK;zW#3tLW5QmQ*nXJ6^)Y=XG+KK9 z?$oBFrlRB&8|_OZQ6GEx!JkT-i{39KEG(7k|U-w2jhR@eKmUH!*Co6o7{;XDex;*NO3Z$GICrz zO*`@bHSWS;@+0zhRtAI5Q4=RUw<3b}vS}6+Gnu<$P$l^v7MewqDo+JuO=Ip-VJykh zR31+>E_oTVD9NS)E{-&Q6H}bO@z4(XrF_%hX$g@v)k3; z3VBb*nx5y#pzLv{-Iy1XEFIMcfYy;6k`TNCsf*4IHgA-*5XIFwXl08HiOMt;vQjWm1_Dr zgvYjYBdo;OBDoYEe(fV4*sSTbqpgg^H@8q#^lpgU)xYJHDg4U64(j zErAFsM?t?qQtI1K7?Jy}qczgX5<82n#u~MM^4;Mo(D2R5j@v1OSZ;HK2BvIy9ZjoU zM%5uJV@$3#AMRDK9SR7;EHIa*%|S3vvtYs;?mz5Eh@tAjOeWUc0#s3Hz)oWjXr#O6 z+!s@nLyKsoNoeyT|Ih;FgjFgNmA&pRqx^jVhpaRQ@Wq=B4yQ2f^A`$=f?nx0Lz7v!S*D9YU!w5XB{!>);T|uX2Zge!F)S`_=J4{(Y zTiJ#Y!@A>_`-z9r*|4&ihEh3% zE;qP4gh(WLN4ijsp(EaQwjHe`CuaK$u7I@=0-_D0Ea^zMZa1-g#R~Dx2x$Quq4U{~ z0A5@{T`)k}gdU>_3jxmN<&I{hyZGiy!icRC+4aVSYgWu#9aV+-iQ;Or25LOSnPGZ8 zvTU8%EVrB+Hk~bJrY-j=(|#E{D*WN9@-<}nYPAVde!WHDXoAf;Dtz#cse}F92I4H0 zPCiwKR@sZ@-_VEdKNT9j&974Ybt8E6OE+6Ij4ee98uCJ3Y%M>>)a8Bqj3arY=z^N3u!=QBI1-2|QAk~u&1Tcl%^TYo8Ry#`7#f6;}IP&X6fSyuM7A;};c%m>7Y`6iFkVce|lb(fI5Bl#{>9 z93?+dH9D{|qX3nG16tM(;aQBI_I0W|6Y;^hc(ZWT=s$OygCxzVWt?(iT?^>cvvJ?r zP+bTi6`X`B)>W4pk&EYJ6S72)Wr3od);G@{x-Yg~rH?`}cDUMN!2CAHcsq`^r5B0R zyiu7lMG8aV&Crz@GAs~|>fFdMr0w=R(e8>37+ih+$8@G+NAb1Q56a5@ zkfxl7rVb-$I-a1>b;>QU2&p{}@GGFliuN+8y89|^Epq78Xmr^?u%^8bM%1b?%_@Rs zU;Oz^uk4S$Ep^vUtspc2P6*OKke4%B1Tb+R7((qK&&qAd4UmF~6ek`=`E9Ms#zn8} zIj8(ako44kPu#V0N6O6?UOq>00H7n_3k*5$fOc7JMN771?V7B4s(haPA|iV#&N9Pb z%e=sRvYKi7JBcuO_>_@_tRwE)#}iwlv!G4LFddkf$JN=^7uNtg zvNLD$&(&*dU=C`jafv^AXdbD*g}FoFFgLYJS?(U?oks&M8P@hnsPOcVw`Z8L$}ueZMO0S!MoyH!TRUgf z++1r$3#b{+^i+3%$ue}rx%EH;Ya9b}!I7&=OjNnO7W~5tWxjr2B$Zh&+IFp2@!GQ_ z-?xFvq?#eI!pH@#!fX+iS>GWX}c2`E(X_bYd1%gqMG$_D^uc|(c+rz`EB#7$Tdr!-*Mr7YXa4GPc~9^Tu=UQ zsAyg&kR%l7k8NFiAsD`tVpKsmq|&ZL&4smi{9}n?Ui>{S=E`1unO#dXtqub)GIm3o z9>NROi!9RV04c~-(Mv%^Q(?aEm*f_Sd(X$FFk3IWd##xLA*$I8R46s%4vQs_VVyg4d+Gr%(y z%td`l6wsTg^%+bj-rcP&uxfU%wV(xbMn+3Jh6!>4#`S)+s_28|gMuF33HBI^<@*^; zj3rE`ak;iTBnxq;0I5NEldJULJTOL7gU5v{jv)#jd>H_8@I0REijkRfx5Dh*GN6Xl z?RYB%iO|ZrVecoIVl^@YvGzuj$D4<%-NUN$f+hRHb^B*?-!c>I%t2R1)X%L4ejz*FW;HCZh;05GnC~=iP6YLr3qbNgO_Mn%ZaLxr$o2rp$x%b!W3AiDe|i!|7dC`YPAO2#!x*?|&dlX8@tOEC@DC#&w^g(&fRCM( zyA|b@M>-FuV5dUJ#@0wQ0-9;Thip6?6&_}LB1eSN)<>W}&kZxy;E*yjPU!WS3aW)C zzJZUh)bdy#`}~?rz_pw|emNpXS=-~g^BZ{z&q>%h1R^g;1vNCAcGXyVb}b<*eFx6v zJo(mU^yIR)H4k0Xk;kWxa0p&a<@lpk_i@MKvju0iyVneZ>+iVWPE5+EvWV)6Tcj?K zo-41k&G6sa+k3ghNx7@n+Q0Afeq;JAW~vI)nY>@`=-3MFr6$ueL>>;Z7Ki5{?&aO$M?FsWsOhAI#=@AvVT?!EOKzIf`ki3{#1z*%I?TF zRrG>?9{y8uYD9n4s13@LRmmCutkoC!cpou1t6G%sH+`GyEdT(oJ1x6JSsk{?_Fl|r zzj7(SUW1Ru+;LFWy> zQXUUOAc+50TneW_rRkte*v znfujS*V+6Ju#-tzSvC6tQm0?|+#K!SiiK->#}V_VOKgZx6j@nG(9=e_h#d0D4!LtI z4pB)JS@o^GwMRy!!zQgQj0NVt#IoMTneWymxG~VK?3X;|Xs?c@0&$R^=CqmFGl!19 zG1u}amg{M8`PqXqDG9BS)B)vnnr3mzzMGrclr(IVRV%eaFvzrP>7`b6Z%hm51pIhO zql$zka8?KKhR~|kWi52YV%WiScZcb+-&U&h6&QQp`u2tC!oS-%Jf-}whEuXgWtGCaKgdOZ6=?{ziNzoPEBM ztk8=1-hxQg?!2;5LZrzc8?pK%ou^s*YeX(|&Jm1iikaFPe!owtf{pg)==JmhgP2K8 zec4i9GqS$1gsM}}^wdh6`S;{c$-<#cVPhG=X1g)6s?fqs2q9@vLtCZTR?}G0a(Q*+ zndjz^$zg-(HF$9#$PgJL^Szdf*<6NRMVDo@uUI;D{v7kuG7U4Wn0nHw%6e0&ygGVL z&Rnk9Y~4+G@$Tz`Iy{5a5R%i8wKMd(sTEE2sVuYnMt4Q-wbIv44fJUc<}f`q!@!*m zx2p*IU#Y0v>xM$;&~mWymAYM)k}E@;8J-p66h%Wl`L&apEj7)tjyZuQ%`o1VlI4PZ zl?Xgij0TL^l8PGAR9~Ta2AXhsG`y0^){+%%nl*2*+lBj?UyKz8OLbIE$AVWy7@9oR zmdf7rm|s^;Y~(;?h!)%BI|RS2|{ zu&0fZQNt+TCTPD4NcUxpiIf+9JZ`=;4IbvNToIkW@;6Gv3bA4rso|aKa>(0Q0A6UN zr>ocqeaI&oT)uJUWN4aiR0ZPPlWAkB1h^VY6MUG$3&#>2N2Ri9WU5dDle4OpIOO~5 zFdpJpuh|9Q*BRe18&ARM4GYWvp3hvjhAgrQ`rr6WHz!Qzaq> zQasJ#g(z@Hn69&)Wz^&XGvzJZ3s5~NnfRS&bEP@Mx1*-VxS~{BL9FL3Pv#kvu=QQK zB=mFASqHcp6Kgzvsi8;#ubGwVWtC}0K$X@4MM-bW_4j^i59-7u#(cLnT=M;H5GEUb z7+aobb!7^JqJuQ@_(R0#H6kN5{&O8pih>zenQ?kKM!uCOMhdxy;wprbrz zx;`xE@!HOhy6X0^aMvP2GG)CFJCcy7=aI#u^>`P~4gOO9*>lja?hB2{@;4D|^(*$q1+Y$5 z<~2WrMx|k2L9CY}6fqq(cqgh6Y7i!(2SLs@b48Fm*D0)PH;s~XVm<^y3h+yOc>>)S z>r?L*?@RP8zF}FwcJvd|!hAp$KN5KB4`Ld+y^woQ6#a?!43@Y)Yr4ld=Ywf+r_})X zV)ye%H}2)#Z*+->SN(k2&o|(Fd3bF+hC(|bn$1K=CtNI5`ACuT4-=VetT-n{Zb-FLHV?lKDn^qKgJIodCbXYiB)1T`%>Ca z{fYR)=rQC^1v_B8i$OY_ zF?OwtG=kO4HpNn?wCy8_tyyMdt-BPGa{1br5oA`ENSIDKG&1~MS6s7!c|(t0yzW{P zlDHjYPZo?j)M#3MLMRmxf71sUSORSiFMp6T&yibKNQ$OP@y!@3BPwh?1}e{!Eh+R! z*2#bP=5LJHO`y?Vc>yRMkWN(d3%h&}C~NRT@&dshpZqo=s=)H$D5}2wAP7JdNSG5Y z88*G_O_Vq?V@}GhPZ z@8BLVh9j~y`|kJnpZ_K^3U)5lTa7%^QN<^gld)3-hZ11_5f-JTV^x>~nQP(!pqXzo zeY{CK^_G8eGMwvp<9lrJ&<+>wx79A_Z4T#u z&yC!!&M}7yJ^|?%@eqDWV{$%w{!Ooq6GJQ0=BX*sKP=wCS6X0DYKxvx=2NYjof@~{ zdQ{tzs7q`}G@26~jJ`C*zjTEMYcSh&CWq}W^^FHnuCoO42&`?nu*kmJwMb53n1aOX zG37Fmqr1zUp!m%U?Me7ph_V#oOO?*AtePNEN2ds6^wC{{J^*K^Bgi14>}z&U#9=P z;GUQfV80Z!inG9obGcQCL@jR@RZ)i-4UMbvw}mZl1kj>cMobR9(+ z-rAF7>O3udot?he*rQk{6$>@kGCDx^@OnR3l(clLh-(LZXLBV-cGA~|v+pW~yJNjmAz7lq5z* z0()(>t9ae%F#%MjCQ1klv^>y%>fwa@xD{+}iK~=FU;mbXVmh26bq%$| zI}dGX7dDD{3rx3j9uyR_(x0DN)*ctY;eG(cFn4c*w z^(A^=gJ5ADJ_-BgRWbSxa)txkSn#1OwK7N%N^`C44sqHYL4i&14_YC0^f;8W! z!sbpiiWc|lHZqS$jG?BE8zM)_Up#)aAGApNxTi|gyANp9ZP+LB($Y54HE3hxIj2tK zMpHBVQ9IUv%jY`Is*fO<$!rd_L>c}wzU64b(g+I02f@LBO-5q!nS+qY z&2ygnR$@2CeBY+(cHPoIyucWomd1}x&9B*k)y`t48`b{qE$&Re^$Chw+=E@hl@_AE?Oh(^L6Qn6-J3l zb;dd6C5O{+Af{7kf}^tEAeajXst>X?M@GUJPFoDRp&|5{`vsJbe2#P2;99BNEz{Ud z#;H4w>`GXwKw(#GKb2y_b{yPEUZp;$5fr{bSD{mC8V zJPN#_W1TwC?b!jRp6f}^Z}Am;WJeP*M1L=#xeWAR6FGM2G3SdDNWW4Xu? z4cN_h4vEC0oH6Sy*IUv0z!SjyHQ$c{-QbT%ru6tOIXeH84Cxy4$5gM$qd{o^(QTIt zI>6Dk(aLE2QoWMCTrX2TAE(rfN3m%rri1WEqU=~`iu*)dk`@{TzU7X5%*24Q;Khr! zfbt7T38hBus#lYXmEt`)trk-1mmYGFR4gO)6UE}vuXyl%JS^Y*5j#;0dkt}Bn_nWJ zpEoMc`*QMUIu0fl3uG2DCb6#_{NnRLdlwU^`KX2UO}sX?6-1 zcg3dHJZ#ZJHZBJ?>~Tj);xd0`;YxOXaLfwXEtzG5;i<^Bh}5v_=}Hqw(~t zS8*x|i6X!F6_KGPZ3Bd{LUQYB8ktc)zDeaD=j&w0?pE_?(ccwECe)nk8**i3z)Abd zmnaNiU+0iI2~Dho$)6K*TlSY)b3j#yMzxIL5;YW%sRkP$_XNEWiU4<8Cv&4`!!w$f z5)`n~X_DD$(9ZTeY{yYHep33T3`hG?+U2V~BrZsnZgS_T@#ICh7m>1+LF2U&#Tsnx z&|XGWE{11Yk>t96ubJ1sX8k`xn}dk?SGSP`GsnDLFY!))e$IhdfCR9;nf5%t+~?>| zxr6J{Oe)3i;g8Rk52%1z-QM#c+I@dPnOUB*TMnVRB_rVo?jN+wK$1amN->A4ZpG7= zuX&`me#>8wz&8QBA%2oNVf50=^}?{HOE~m1A_T=&e5y#Vp{Q|9(A#KeDJj_ENCLHF zxom>h8&fBi-(K8Dpye88XeTA-<8__Yr;ek-5!_m3%Xu8$mbz>+vuf!QjYPZsXP)UMXb%B6#!n%KIC#LUr zb8P0GPX5>{@ycy%-y93Wi1e$&2RX!-rUMnubomEWjuB5@5cfX`S~L(9r=5UBVQZjH z;{LL;g-yxeGyMd>?|CifhrCAMM@ITJU@R8G5!X&!=E#@FSF^_7fHjFh`vHJ$sA5c) z7-ma;z;5&8_oujG?QhISc6v6|HkPLj-AajkQXpVW@ISzs%?Ge1&hoA^dJG{tVD+`o z2gyA^)h=xt4E~Nt?X3bsqQfD`6`{g=mH|zDrs_z|-)AA2jm5&f@Z$cK9GvHCZjaHo zY`)p!l)+TO%Xh(eyhKCz+2l87K0f*a3NfIIhT<4=o}1yW;f6Ya%blmk{~5j8!^Z-l zZGpV$1gN9Mk6TOPy)z?`FhRzw*QL}YDt*No6km%BJ`bCZ1@8M!G~9((9V%r>hv%%S z?ansaZ#{)y*Yvt!nuu3lL2^&>t3C1t^$khq56BPkCZ{&(Y4obDRX0-=EIAEcuW8ux zQ=6M8fmZ8wZ&7dgWlT`qVXLTwMao2{ zL2|-S9IjAF)UJ#WWnNuY;LJ{25;ZZuvhXUT`YP@;8lwU8#W*-nS;e(&FKMPp30X5- zjd`lta(VIbm%eSWcWRLx0f;$U`~bApL4X!9Qwhj(B3M^bl!ugSp@-8aCZ`TXiwtil z$nz-1bnTj-3hToi&BQjBLQ6i!DqlIwvi#E4P?LP-OV)V6kdCbPkTR32va(xXQ1c9!wP7$#{YxEFw_>POyyMNBdq3q0ebQ=X zag+}xkaA*q&A;EV`_|O@w0B~M4m==<=Jz;cgAZz(Rch;G`Y2mkx!5U7jwrz&C<4oX zO<<~(m9YE#lX0z66bbrecj|o$W8(GnjxWz+aVBm>ud(SYNXwmg6s_`W;mqe_-AkY) z$1A3se=KwB)izC(K>w=g-Yp71sSOSNG5H@%C{#ibRGwMB7?C%T<3)p*-8LpR_Or(} z-FfTHfV)<%f5Tx$*-`vhv~3;&l!$sbUG0EMRzJt~^k54>VTgs1f25~`A62PN^x>E7 z(3Jqe^ONEl6@`z2RhD|wOaKT%krn%jFGhzMG(H{B1`YTHd*-bXMe&mobSVuHsEjq& zoit?9rUML#&hV|cX+FezELRp(FY(>q!6@PV%B|CG`GnWSip6ldb+gx5*XlWL3j#D{(J zQRVsN-`7g>Utt&wE<9R8)3gp$`MfupB`>?tPwZ`Y5O#k*rWrT~;hn8LoF*XNg&L@0}pCLy1K z!H@Uoh;F*ESi27Ei4QKzu9}VE-@5c5$#_osnfy07$vlXj@Pi%GJlg@?%s4;cnba~4 zY}0C{P{eyV5JCJawyy+Bx4uianH-;+jHQ67ZKpL1DR%T1L_rqyje`T<(MA>|&vs&x zDo#TQrZg*CP6DPvmlWxWu1^hI@H)hiz^ReS7H(Y*N%8_(4cSZU2Rg!i-1gu{8k{@L8a7y3 zLv@LLO~y1sv{c&I+Fr2?7`G8>Ac)QzFmu=_9JT)LdqWX``Kf0WTq;(qU;`Vy@w4MjFxT^Mf%+y-ocDhSv)HD$3;L?-qF zY&a2bn)Fx=lMtexQP{XAOjv)Fq8P&?Hfr6KdJQ071bx9HIFNd8fwkre7V1FK6GyTP z=IoZoVRGs;V-*3{Wl7cb#RB6(#8Io*#U-%ip$mKGSeV!hC*{WXWyBWGUIh?Cbuhv& z9spy8lh(3_4LdJ>A#Ho}JY}lIa3MH1df-dEMBq>WCjpJ?7n{Tmz|^T9=Uard{l=6V2I0GS7`$vYwwhH-Cn^Rv z0!2(1My|i%iXF?TTTAb8JFn}v3i&tI_RNtec!gM#MFOw`)J}{mHzy(@lRzbQSo=>6 z{ZL;0IR|EhB)l~9z`^%)T`+h;eMoD0P? zmD_!T{b>{FX#@5z0G?^_#FpEV36nrZLK4!+p2eyf9>-U&PZAYAtf(w9kLrsS4L%XH z+&_DjD{PLfNs;9V7Di0#QHdP@=8G?aKdh5F8Vagu7y^Lz9Kg{%8|Y$tfkB+`dAWg) z3lGK;gE1|v9#odXr=!Y!2I~aGw?SC*0Jx$}IRV+@&~hWb{P$Od9*aA@0IuRwvU|z_ zhZw@2C^5rs*$0>nlFdq-?Lb}{=D+_M3vw~cAJj`BL7zpJ$-YSSpG?$?3*;E0j3G8+DEt#j2Xw?*(2{;(z3Cwt77|cU2Um{Aq!;|a4#uJMR|gQH;mfj;Y-_`NoZ2poGX1p!c6&pTh&4WGGU1IdN%23l z5k6!fsz##js3N~n5vz?f$*CFeyY?G#T2V+`!o0K-Z^hx1-rbx=Ue>*I>y6htj74aV&`LAY;A0>wz$xsoWpnQ#Up zJH9{)4QTfyBv*sl9tzQo>nD_Cv};Xn9&Y<7##Ek(ZI;e`r0(>U>`DEQ;Z3S*PAMrB zwirgjXkvy`uJ3dowgF{#7Uaq6mNO$O3yHQ51Ur_iW!qOHx&$~QeY=9*a@TdsjhG*v zLQtx1e^udYrliH29LWIUuBlC5=A!_{Az1pka93M=A=L@_Iq|Z8mbf-{hO-e; zw-VG^Al!Q_%GCa}^_!mSC}03-VO2I|Zr?!d-?J<6$L+vOM~QhrVdose+e|cPAiN{h zukHEasqmizzqIic?!Wq1Okay$Evo)w=WEZH{{PkK^1pT;&j0szx18$)9vWI=b$Ej6 znC_&!zPA@Vx=u*fL4mCVQpdbNeEuU=wWuGiy~VL~u?J^v_+2PG`A zP+tNkxKV(>T~3EHY1yCm%hNVnK@V^br-vMN7aVdBfGn?9H@Xb16Aej{Jk5vi)+s7N_m4cL=#=zs8=?aL6k=F89AmWos7>++wxU5_q1u4?JJUw!tQ6_YP}Ps&-kS%Mc49Ghqcol#o%-A>!i z881~>I<4;mjlYgjcf~MSCX~Uw~73`||OecMq3~U-Y&W z3tmAYu9)=|dRIZmygX=Y4j;sYng^09BFoEU^1I;fTX7?a@9A{TNP*#d8sS3gxHa$C ze3>r^%Kya6&J#9ZObNCFl}^@TVLztk_5nKx6G%>V@<%72^k>blte>{hI^D>5y8I|3dr_`C^R&x@q znBGpJ#eYD%CRAl~v*CuJ%&j|5oR`~tf9$TosCf6WUiagB-`<*1QGNP!)^bRS-DVFN zBKD4qrPOLdl6!SANRCphe;FBRr9n3G>Wql=ek33H@{$fu6``uC-ud=7V1dXDIoW32 zPoumM$H&-iJMNls^G^-XVuf}fkxzj4aW9o6iQjL+Yqjy6V}9d0uMD0ptf&CgN+>`3 z*Cd(PYHqWk&?n;k{GC5IHrvNx6rooU$=mCS9JC4^_TwXm?Q77yp4|26L-zbh*W-R> zOwAS@JBO`1cy82AG9!Ib;|?rjM=NypMONp47-7(}q_^caU|k=`H=;|);ILe7^|)Hj zWxtjGOz^mSaA@5Bcoj2lCed2=)2nb!c<+i=I!(KAP1hn%KHavE%ZOjG5WZe7PrNRC zYTVX{*`h7OD$Zgc$=!VzB}bvYI!dq5fB{JbsefmMdS4XDy^a znXPbfc`e;?>TsV=tki%PP2%)}$nJp6cE4fq^nRyW;dx}CLooyK{3wa!x3B9fHv1Qe z*(ZGI0%PxQX4ncStgY{Q*5;hno4=i{3t6(K5f>z@?bv_WbSHPwQSEMlkC zD>~vrJG|UHPb{9gwlA%Vc0>fW4XS(;$noXoDy%E=-wu6+%6_CleA_cCiwBCX*!PV- z)L?RyCbx2Uoq>>i-m9DAhji#%a>n%~{Z0Yz`Um_*sg4I0>z7chf$O*1%!eyK%F6v} zdxdX6B`#1Ft~3ME?+sdk)!|?EQH!_H_nQ&the5Y-_vV@CBtr`3zHa|zp7IWkD}lh< z58JeRJ5u%Dy^jCH1C?m8Qtr}s; zLmG$&WRzJ-(0U2Zdn-6}nOfbe(C^{vpw**CIioZ9h0G8m^pQPgYEjhz7@TxxgPVIR2HqykpP;Ca+eleqCu(Q8D!Oc|*wQ}o`-L>BFZZl;R@^NeEpyM=G z#kxPXv5;P|6+I{$4Jl>x;dz*xuOXPS)K|@tJUAuXPe^dHo zvgaN3{x<(?d-ZHU`&NH@bbP_{e!j~2-mmdh0tY3QAZLc5R5A=>k1(x=3&1u~_jw^P5L|dN0Q(zG7#;ZSEiKu&EN9l#zWt6vNr!0Kx7wBNn`VS36w?>mTtSby7LI!kLq>ABp2 zV%G_3;lH6&g<0$ER1h5}^g$%@KERab_G(X%w1?ii;nG?@5;czI59o+#1SeWFETpN84PWQglAC0!mQwMpCXTlfa_O~3b#=J-8 z50MvSq&_8|mH2+J|CtkOm$I^{!NJK(6 zLRSqQXDf)`4VsXviz-z=UzWSmec!CGD9?IrECvJ?oi}odeR>^CX8G`kK19Imyu+hT z8DJ{&c>OWjgZoR>?(FsJXl zXI|iy&G#Ea;dhciB^;0uv{=|LaIX}&`ZYI5B^VOH0TIRX1|H+7k9qAfs`oZ6(1m2( zN-$3j0bJdK1JLPhj#Mj;GYIy7nmG0i;?U`t(pU=uUDPSs_(I>=eW~IX@eZ!j@gln7 zp!+$_jM4id3}%o27VTw244R?*)X!R#RNx&7bl-VSETKnhTRw@{_?VS9!wOKQ9th7i zEtou3We*Q+A-1Q3Z9~9A_rD<--+63Okj&S(e~+KGl#G7(1WOl zGRqAy>U=4L(z>Z_2Vi@+(6L#VZquLDpaWQ4&a}1hL3xhR%E0d3FKlx?I6-(=3c-K4 zRV4B~TwZm(3)k};b@VF<5yN>VMcRsglhXsmFVp+77Mb|DPKPsa<4Kh>qK${`=UW2p zbx1m`+mevyZ5STB9aIl{FetIOoWGDJaqU5VBm)$@fwU`$JH^}(qY(UI+eRzy*``8v zdy!S3f86Djn!o;)2b<3coP{C4+fAxg4GEUAvJ!G5fhhZV68iEq-N&CwyW2qEtP6>8 zHG;_I%~&5fyWyR>d|>)vN2)^a@B}vU75CvxSw#qoo+%VrdDWmM-ZcFIh9Z;S(tM$} zi7Bka@_2SWxpqZ#{;XGY0aoL(}=_@-xnOt`V$_s33#$g{LBWwKgXi1^DVb^W2~=xg5Z+ z_9DKJC;zNJs;un=^RE3#pj)85PC=qOOrC6TtbAVL`g(2Cn!mB0q`el?($Zpgj#jbz z@;tn$vw_agU591Ys7g{o@Szl)Q;Uigw3U#)96FG=nb@X8LNSL>t#bk;Hyg&N)-9Vb@mdnu6rEi6OH#MNry7~JpftQG!uq|=B)p{)y(Qs(zoVQ#FyJB zozAS`ieN%Ol6I%T_&eX3TYpUQl#Q&muZvCx*82@1W%)eV)rSu(TzTk@VBCiaO|K9h zClc_B;d=*Lc{my7dS0}fWqRB0ch+osgw%GulzQl$8R|?hKmLe>8wl2?xN(3^yR(cw z<)zf$*fTo_WRM8@3r?T5;Id%!-jh50y<&pxUeJBZ&V6s|tvw&tmTk$2KvDdM*(-5y z5}=`z2lE(dxvWD%w8(_dZMHkx0pD{MfaQ9*DH*or_TgE(tP`)ib&SS6EWirrd==$1b zE32^mH^|bU>SjHrK@JiZCiaD9;07+l}M*}g?JpuhIVg%)Lf zY?HNcEUW)sJEPOYXQs?aA+%)gm}n_vx%`Q$-kM+T_%{gKj+F!jRkN|6BqJ;A6&_Ki z1r*ekG*|fikMh3yFUqca_ZARD1QY}1p_EP)1*8N~YAERjC8Zmr1yoRaDCr!!yFsO! z8A2MRy9XFxID35F_nhxJ|H9#ynGbW%-uqtrTGzVPS~r__bT${$lO?rp|5bSpZUfDn zchjs*tC#!L?(YDb?>~@!qh0s&1RE8?Iz%y7ig+3#FEN8kxnS!hufVld0KS^dA)&jP z$hyjsiVupSCt96m&q&z774EHb@EirtrLKYBV=Mwf428D1u>Y{73hkF zn{Vpy+l~kd0C}l;8Sq7B1fpE_8B2fq{HaemFolK9Tk}hLqGwNVq$g{3LW*0vd&?YL znxU>waLQ|^_&ABlTJy{H!;7on7yk-XwU#l%FHdm}ezr_P{<~asZB&r$Rs1O?0R20x z7<;$MYU1zM%dzB;5}lp!wT2t=XOm1WEeizkLcWEBTq>X}asxOgFHW|fS-ibteUt8Y z1;eYkGw?Wf11(`PcD6+~b%#fXw1xDgSb4sBF3`1Co9@V}8tL#^f6q=iAxzi&L|FVRF)q*ol%JGH zlLTA|J$x`>|55WfMQ4}=*`<$Ztn-}0T(sCdAuaKhruyB% zT^^L=D^(^C#4HvLYEkd4cX>hLpoX(}EG~i4*YOP5H$Y+zHtd!ryB!F&INgR21{*Jr z?%JWawpo2dU%gTTw#||3pLC*qzW-Bn1P9{HC!%L6xH3**5IMxUbhOU4rNUJuJt6RB_gqWVxZg`=y=(n< zcd~ZYE3bU+y*+Gw>2{@#-Rv}Nw%31pY}QZQWsK+h?IR=On`hYs zr4(ciIUlYVKC>#-oc5c}9;wus%C=Z%FVxek9;q8?oVvX3(nech^80a3w|jbsSw)#- zDZMs*A{-)gd|=ER;D-J7(Vu{)i+W3D>Aa4cySMku^!e%t-^u&g=2Oe-ixh#640M8M zxeW60Nr~j8E@3``*F)RIu(;4m2RAwnrf6K(&%an6v^3n$`UwR(M#<9qfm1J3QD^r8 zjvn8K@wDe!ibMSd6&~Qdg0{mNUEcwtqGHDS#t?J;ol=wY7!U>`15^z!Lu!m!@azX z882?=0Jqd|7oYkn+T)BE+u9kYTd4z>FoBCACd$}Oi?}@oOUQJ+Xfk;7&5|;V56agzGC7?$NYh{G=U5{&`=Ljt8VnpUcD=pf^Hn! z9`-vsfmN`?hvI$A+EF(@!Xy{#D|j9IDb{}u9t?cA5#Vf6&ls!oQY!d0pNb6h>c$28 z-9X47L2>=LXW~oG57$TB)(?ueFX|`GH?uOJH2W-=Mhr|rac8X8Q@lI=cBwRU-Nq{D z@&n@^w%i%IcyH(I-Bj)8JF<+R-$SqOM;Aur>5E)gCeoUB|3v0QD_y+|{r=v~bltSi zT3@8m1HX;pN~EA|Qu0jW3-BA1(ucv?{Y(iHU$w5cOv-yDr~#AysH`*Hx*|VA;#5UL zU^7Ua%Xg>Sd3nWueU_I7AA)otj##m~l~vVc7R0Ywd_ViUyB`rQ>El7ye`?ke{0LT) zrRULXB!K9vN*#zl$~Y!y*s3?lml8Z!5c~PUdi)449~|G+$_f_6Ow1SSy*D!;*8yQF zD}`udr@I49A;|E?BE=Q|QM7ua%3;yWv$L30Rh)Wv zC`I`W=nvk74n9QBr^N01=-2s4c7ZmY(jK_H;&dPPF$5Wi)e?vgPt4@8xMJG@WQv4q z_xY(e@FB6_x3`F|6S`dpXgkjcq8@*!`L0QE;0)e3YMoTM44-KUJwKKH9<`LO{@J`6#jGV5zXb5h?J(I@KNs_l97|O zdQWVf(%2f-Tr{R*@rwfwbcJ-%(D(YY0b6ec32cB&tw`334z{Fe=4RWFE^MIv$|O{DPFf)>qpnYDKt+FTWfvVJzWzTeg~05(}tRNulwEPl6PO5pG^q8 z)QVU>YE1P>uok?0y}{@GzLa|gPtDKSHP1us3b(lDHP~qz^+%0)M=5 z?YzbtS_b%HnZSJddzB{#8#BvbL;k2IRVyfN&!htPVEx`+JQ!#_uzgA=Qdw_y!Bf_+ zQ7kljmWDm&2-BTYJIpJNor(-n)fJB5A#P!s1P_jYof#rG_ilGpQ@Rzc)XfI zyEfvC8xv5(zy)5hMn?mjM3tcM7ksbt&6RU9iQELcw?Ziuzw|=Mw%0g(%t7 zfQd6}_r(@E+#MqUyyBC2)q&M)MbZh0qt;61O8zBv{G{;Mw!ErLqW`$ zlGpKIK%RF7Cef0;hdqPl=1K&e=Sh`*bWcL_0hgO@@_zH1PP^4}-nwnUl!l|C;f4Fi zQrA(-KL3D4{rAO7WUF4L&XSw zuzpobkNkKvpZRus<3z1ZHq{Zo%PFnF^obfN^^-?e&3$LwfJ>~$h|W+QtWz%N<<9C? zHcgJXkvC=%jSA<;7jLThGu8%JZaG)4Z;kB#xXc9Bmq zI_yPbF^5O;sPJP&OK}(xlxDO@v68lKP*a-VI||hyYp1~>PS^AVtU?)AjW=az*n}Kr zHj6|ecsXP>E_T=KUR{2$2H5g^K~Z$wAz|aVq7?Hz))w{SEdLrK{)fTW+`hEkrvpQI z`=hupOAHvwvMpyZK1oC+gD6B*)+1j#^w`O+=Y@5%tHUU+pjE~r= za~Nq$z7oa1lKr|P3KHW?)5UuM*rH~ZVnw`2XnELIm}Gxh79Ow2myc<)us)w&wZA`P zcO3nb%Cqau_|21DLP)G)7e#pmj#@HqVj4`d+j%eF6Ynru6P}gFyop`3+0<_qS~z9# z$j@r{Y)A}!xPL}K=>Eaq^ZLM@g@Lhyf?RE3!w8;8p5f7%teYN+IcK|_wyvb=@@^rk zS3p4F0s$p6L%u^!3QF&u-+T9BCOZ4-BGdu#rdX-ZcZ5t}P%Adz`j-;^+6on&5etB( zp$|1LYYF@+ifvL>uZXoehmx?}YkJ)l7s>P=I1iNslYIFczeh!OcnNBOz!V>s_=;yl z(Y^p5ubgn#dsmjhpNxRulGW&Y%EIuNn-Lk>=qk4wi886w0g(ZsF9O>|uW2&k`}rjZ z({FzRRAtvM^^Nf|++iP&D2N%oGqRb3nrwF05u%-WD`+Sk8cUb0i3h!bKpX@NH5eKn z1}MV4(6N5KVB=n$!!K$X_;#jZ^nk`1Ir({-qSe2*1#V$5Prp#`aG>iae6ip0A31y| z4YyB%uYCrc2vVi45`~TVopDsYKjx(pd6x-f*oZ^xm|1l_VSZTw(urWskBXhD;=E(> zunVKu@5WuoDj(_nRK_i6Kb`IxByPNWdhU(7|Doy4+=LwJ#s?d&|BaX|urCYNyIu9o zS|0pcA#u39e|bm>YhWD$giKvOwmq7kufK_QX3z*79!^n=ell`z_|)C?Iih|{IQ>Ec z8@E7RkeUcOBankc`YTv8*s#+SERs>~f%)$voYvdD-(+ zbz4}I6T|f39nLU0=Fe>e@$6uLuH$2PCH~80m)k#4pN+f#fUGx|79H2=OW{ojg%S~I z>GxL*$8*yw#3#4Mi)4=E>RR#}CeWSu?kuM+jTKwWA>oYj!@s`YJdFSRG5jv%4nmaE z&#@&`=m6GAknqn`MFE@kH=pP`VVaq}nb#^St5;iRZnFC{=n9Q(Zd4yBqH$<;DC&*i z`fe(Cm0o7TdjPGkS3Ms=!`@K2b2e$zC{($+NJwhnMJ z?y~NEx*e5fje4rYZrU=bbsKGj^TTa5f5#l=hxISX3u?8;H@;lPQ9u0^=O#hajq5~$ z9iO7E8RY!w?Sf}URE5wHc^YMG}BvCygd9jKf zTlx%ot^uRxN3Y#_QU>FB^DBFWG#`p;7DRo7T{~J^ev24&SWKrmaJg?7R9efIE)8*CdPNMp zMm(u{#);s7A!%N`=w9jTu25q)9Z!qn9R0;+*06m0`w>oQ2JOC0rglSf`_GqQUFu&m zqvFQR60fc!1Me9vdTw|%I(Fu}8IAu#@;9_zckx6=tX^6935YYBY(eXrr~!OIXjNr# zKiYlSb=&U3nBdsLD~kcjuGycuujlh!E0*nNG}r3jV_Qnax&;R%&P%Vz7b&0zsetyl zI-8Y)0t_;S{3T)V_`F|RS6dlelXd)=uOWBI-T6n?8jf^e%H5h=37m!AYbG?>m9TL* zV==nntjV+gOMLHB3P|ZyEy0IJS|I+S%CnNGDF6KRy|~RH$Z1t1b`8Pw@bI`UV)pKM zU-$C$zD6&^XY7bq-Ihx%ZH-NE!(!NK=wXWaO80i&w^Oc5uOiyEk51(SAj9dF%D5~B zdO|>iS^%e}W&?x&66olzYnbKOgr1cvua(+7y8xUTFj;m~A?Ny#G(~nt?mBx>{Z7>{ zvJQPOG1me&@nRaZOn+K@>6*TXU58w$9Wi}84x;E0wH0`F*0)gKyF&up3!jHLp7L1- zGv+qc>33Aqj0KQ;b=HL6Ei3ShLo#QA$d>pg|8TXf?P1>9NS=+s`oXix9IFWA*W>L+ zADaBFOU3vt;yql$u3^IZf4+x(HYhAuko&)#Y5^+)y|B+BygHBesIu(%DYTHkj+x5^ zmdVW}S0uG)qks$nURFL=7v|qQ9!voOMJ%m1p%{KcgQF`V^Z%vh2YxMIN(0p*x8gE? z=#Z#sspo>w;H8d@Bcvpac`}mQ(B^hOg_{J*dd+=FEW5hCzdJdNBcLyWF{wZ#mtlZz zXf&XzZ2GpCrt_UHl4JrB$m`l7h1gWQkX0zo)*Bmfe|dRQ$Hclk4-;assavnYLY5NF zsAYA>q<`Ucc2oQ6TiN>%Gz9kly2j|O+1$3Dlxz>#RMb8ECbScb%gMtT#|vG$*iGaH zUbi1y`zdn?f-rZwnLcB$0*ysappKPHanUZNh)vQ$h^8^rl0iACYJHMv_Tzyu#07m zzChd;oMo-*%AW@4yyC58Ty>xyfPzHU0m9^P#Y_AELu6VVp@;%wAlSBsG$z3tnP zn2XG$V>4gEqiOW1WL#~v)agHM3hmV$f8xj_Lwqwk$=yoRG?ep;4D7C6rVK;mKy6WO zmA-X9;|O2X+B@qYMi?sut@yCULYPmyZLSsyXsZx9P5OM17Z&DGXlpn-4Bw~jPkuC+ zm6G^SMe6em#M%e#JThsx0(SeKWiLGqrr|a8JG<}iNoC~Vj=!Yksp7o)oo7B1o><{8 zSeuVw8GKc~icU@D#ADP)hAUSVkM0J6s)uh}n{m-RdinUG< zQ5Z_tSGkASd{#0yPi{hk>emESUh!7ck!C(w zVd8C!$Gw>MT~0D057YXZTq-B^@^WlqibskuS$x(PjCK!K@)uL`^V%sJZ6C-b*Leg> zE?s*BY6~A~UH~~JRvVm5?HZ~cTCX1z@KD(s7Rq_2-sw+Cg=SjiBblrI}*hmZB52U~n41j?A* z7N`W8de#kpf7I<}0?yaw`y2|^bhrPa9&&2w<+c-xH!rT8kooc^MU5)SW zwFDJ9E18o$QWicbbZ+K-G)2@NY@F*A=ixygI#a<-YaVRyG}<3?p&nxr`|a=lWdQp@ zAkaPd3A&9-=Ec+R+m=4vzPD+hojJPZpM`2|+z&BdIKC2oTZzN~zS15|)s-2|Q_Y3Y%WWu{=VxQAzhLC(Hw>s+J~Euk-&u0$wJ92xlj zP}jOMeaiAusZ{HW%2K?7FRh@Oc=Jw;Z5&}OXAe?FpQ(kDexOEuW}z% zU95LBE}g)i)N>VK_9}Z`1$0R(R(aek=9_}=qmnui5T~K*uDE~%ibz+9${ULubvt_t z3~Tl9@yXSj**4F{R&ct%n@2`@qR&#b9Ick97)A^Hh0=k+r9{5+*v zSWm{b!kG>iZIko~n?RZ7hOhnodLK88STfdTn^1t+bJpqV$Ib|mDJKF5`a=dZjWSTF z6T9P5Sw)#QF*Y^xRpi}cQ1;E2hwUw@K? zN~NTxaRg^_i#dS`5B*{GOE28csm)`x4QS60EiM{tkGK~ak=WYlN)`azEOrE^mPGAF z#zvGZ1O?;pvs2}EdiD(dFU@YC=EdXlGQZ0EM%RVj3tK5M^QUN^c_(<;y(=QlNDvQ# z?7uh=6MQ#uWaCHJp8uEt(p`Ux+Jun|UJ%++6He|;#TvO=1t!buHfGZ;Y$a|JJo(Ot zG9P>y>L-4p<5~7B5mY{*>l(mV;a8O(^3kN}03EkvIuO{o{9O)f zw01&N-Jd(%fX^P;P=II-;p4v5PDW)dC?5O2A;teL(~2*47|FVMS}gV=k27c+V9I{Q zq_$np6fFGy+bP6fOvK{8O!$njwe?HvL%IV9x+{(Q9|5HTTh!A$zjfjhJU;DBgU#AR ze));)cLr2HzD31-Dr=IU^}s_iR6CzMUcsLp5R$wUjyG}k26a*k07-_$GLXG39Hay5 z<;_O9U^yoB7)%UupY9X8#T2OaO?b#>zX;c5=m3cZBsP@}tiD%S{my;#R^j;$rP4{m z{|z*2I2s$Ps@4vSurmT1v1K=RAzmyam-+T=`Y&GY0K6a}k92N2L9XzxB-Y9_j`J1?qtE5YZ3&*+pcKY{kMKiar{5 zw>S0qjA~XfGwaW$qfc3kq+WgkRIVK39qBMm#Hjxx2K=SA+}~+qn>CK~iU9jLmYG?e zwfLbX^*H!0tGEB!qMAh8L|OLAXQ|L%0n(src9cCRgw7g*zO^X6NhP9I4=^=$Z5D*j z_YYY|s;_g5mq#Te2R~tz zqIyhR=x6Cp9nL-v$#tVdOSJBe9d#hxRt z@X5=lrK)b-@yezr^Xs&8W|l1j;I6*MLVi z4$V9u)v*%1oW8o#Q$|j0EO@!@(VKR>+{Wp@W6**-B+Y->%|UDx`^pozSpgYhx}n{P z!qfNkD-%4L&J5VTUC}7DdcsTjd48;Y#$U3dU@>?rNZdci&KkwV^>-xtZl*yGZ<%?4 zDW)Q7cbTH!y~@E%$;B5mI^g)-z#F)GvQl6xly+E-Q}BCtV%%t~_)FA=-6QdiLmzrfLD?LF`f)9S zks0<7U2`x9B3%`}pkMQ#n=Y}ab;P9GCtp&a$FbjQLW}-rGa>r4gDT{Gz9fUbr%oLI z!|-W0-|7uCRV+0Ltp+;lD7t>t+C*PeCgx$oCzB~rwxh6w#r`V;uJ;OXEAAu$D+Wa; zag$2fjOMQ1p7+XsW1HmmKB1R{`TDHJDBggZet7z&3(c&9%gX2EUn?)x9?*F1$dB6| zSAH&fUVWX=t1p!aW}ugf(P3U|;opkB_$;;9B{I*IczJKCQF+tSR^_Ghx8`M=O#S9~ ze@}p($7jZbKfW))B@3S>;SH5FtD-A{($V&40Z~=tuFvrI+p{W;8V{wDi-zwJTbwLf z=XouwRMLvF&T_b}{<7>V8_;4h)5wo~p=-pY$=+Al(I>VCHZ!NU;r+^!Jizr-Mq)M2b~>vUA6Gi5Vci}3a&HgbVk*G0)Xp@^^KOqFVgFhG)GC|B@%9X%bS?*m zr^XF${oEWGCJ)xXfkjZqX=SN6}NIHceC@{-sE$}UdX-V-&Df}ZCkEvk{Ac=xW;3~ zswIza0_L{`F~hD@0N+SPvoV-F+63N*0D=6QLV64A488@ZHzD!0F4*F?Xx)yoLYoz(|ED;VG=ACfeq=s!m8XvEE zZ8FcyC5p`iQz7hFrgjf&@}+^?TS`7wIMcV^+4rUAXRc@! z+q|u$j6MFQ?9bM4ONH-l-Bv4v-lsP0VZgXQfm=QsPgHJqVzZ1{Weof*^3OtV-;*Tq zm3G#m=~;wL@O(;@Pa9L7y#W)3pTa3dQ_wafk>bAltRi>ii?* zC7RP*s&MD%q#g0GJtB_dsKMmlyW3Tvx>Ai+UqyllEA~`1x(hz1{^z4%xd0V;o*rda zoW0AJ3bLMPHK`Hg9O+M9J?cO6`LVNc-WCWXd;{K`#w|RHqP%v7p5Cjjlw4>8I_f>h zhwREHv>JmcZzGf~BSCne_)c!$rT$1BL?^blhG|ytg3GZko+A2u*$Wp=jTWL2gj45q zdve_2UavzFBQ@63M?P81q5~CFiDtS=J^jmkcAwO`+sU)^G7y zo=tfV0b@gVo_3#*U0-YLSCb9uqg`?Z|N7`Rt{nRtD*}mmkS8t7|%fgZw2R6ysoF&sXxMgPW1#1_xF&h!H&b?_) zU2dnR-CBFO>}Js`nGe5N3O*x=!WhTFQ`kn+K(`L|CS^Z|$Hw46K)C`}@f2ds$6fNb zz5#U|+O4+TN9&GG=0N&o2ucINCE{Reqa`aX zDgM8N>(^4HNv}MilR4hZmxLElRjdksy3#&*jc7H6aJr%$r(&)%0{3H64~Y84EnnB+ zMDYq&NVFsAwh5jc=1Q8Xs8PrMQX0&vUJ+C)aBBq;bw=lzXo`X1%0jOXnww%!J#!!JNd3!D;-y8~0%@Vz@v z;xk1pbHWv<)%VoK;uVk&pYb^I?yUQCtbm|`xeL}ty2*tsU;(gV+?-||+lc`4k*td9 zatI{;I}}*e&>LrId>(x zcMr(3yr`k^)AE}R45rk zeUJ;n^sv@i8!jj%zIYu~*yPNlVb}@CGmR772 zA?p)_l8>aBDv=U;x|mokB%OZr0$j2vmie}P)bsbt8)I1)x^;EZ6OVK(f`9Sf z6fu})+b&h7(H7`&f`41=>{UbC&V=(m?sB>XV8(p5ZrH+@APZ-*yI3rLf_Jphb}j5_ zqb?Ok?wKX>yEfahdTx%Ya>T(F5uAcCA(NpRw(Xrp&F}1)bj)ks{mxvaX@Mg`y&#so zUD}zZxI6@II?dRqGc5WQ0f0e2_HjEw;RcF__PCI(^YPuGKFqjC9!y-8!O_xs8B}yy(*4e4NC{jF@(BrgmevCxi!yi2|)*_=0oBXVv3{ zyMsnNi8`tNnOL4+Tljg{&MWoI{C*e^gZpW<%^~9*A#aNpu7Ws?zRf=&{E>hODW5JhH z^toBuux6?56HWK?%jUnd&D)ld{Ad}JZ2Co^gt$a5C$SBa0xKUdO3l@)(UoWcE$ZHK z0w}c^z#L2%zJZ^~!7tmdiZbt?i^z(S`IL(c+D8c5&b`$Ue{9 z1v>JF6UBT%7cJsqe!i@R!lYD%8@PRO&FbYq-a83Vj~Gk*?%ibRB#Ue+ldr2$pHOC` z5p=+?%?2SOW6BM@57ct4W1k)pDepxp&zt62H9ajBSN?R+4r8-SGWK|87pOQv&KP}p zrn*pFkk!2Po%sc2d-Q=sfd1$QHjQrzZ=-m}Gtw+mA{i|25*K@!8xhW;KO~-H7~4O?^*o^)k^pwmBlk(EEnQx9eWT1& zszf@LXJ+V8*Ug_)IgOy;9nR?a)i!t@f^eJi;j^RbDOK8CG4>dyeu6Gb_ewrFbTkYu zEUO;h_f{IC7sh_V0rHO9Kve#@1RkEzG z5FP4GpLC`PGhpF@h3oq~dt}PEuWs&;d=Pu$TRbrA7C7*^&#XZ$H`7_UPAZQL?x2hq z6Aj(rr(|l<{#Qe$$5$T3E8J8AaJOq_0~HM%)CKdOJh~{eZ>~5`UhyjO@SeN4?=UK} zys>ts>247`e4JNdUg~tBn90$Dr|2dc(@iNmX&`(`F_{zk(o-@;PtYp?!GA|~KaWYL zu)+*c(M%V@Jbo@Kz%2SsP(l?*=Cu2+A{K%mvIp|~Csm}EE-r$*6!RzHiA1O~a(Ng? zjh=;2RX;Zply3zcB`DBf%8~eh=}F3!0>kv}9Jbi_yeRjd7ATnqp}0)X6FeX0)z`~{ z=QHTKF-~u0le~KChD0fdtRU}tNL2~<8;{+17|rw@SA)p{hiU*jD}!M{+j*t@YEfhn zp9s;-7rC5~+6t`BZCqKAAN9Z$4(yx|6b||i818(P?r-dR`&5_9AO5OVB94`Nob;do zx$PDVW``7jOMAtQupxA*S-))wqs;B@tC^HBlShfnC)RR%g#uJ28Z>hsB{JcvJ%6(} zjG%{M>Kp7xfNv>fp!_L}>2G+l3m*i&%X_d(x!6m`rDdHp|KH2;J<^Tou4{hpjW-b_ z#TEPWW>v+9o}y&j`_x|N6gcZFbkcHbo$TWByLMY5F`u`kGGwlE;VCkrJV}Il9 zG4@PLUS;}aEUYJAe^JlBl}EFlCwD~cMjG_M!#mHTLBZ)AXwlOC(#`IOUf|+OVs82? zCmaU!ECjm*bT5DEc3b1BU2X;ER72NKfuLw8VIfqAOgfT#lfW5p{;k|Ll7eM`C+QDo zZclUJ21}1IUE=p|K0d0(}7OzpNJ7!&9=nK=XP_7+7YX-c5xXsPTvJflrVcdJ+2~(K3p*s2x!AzdI=Ve z2IhY6s#IFB;Z@Zwsncf4q!4GhkTFftl=U`26mGT)V@M$f`h^9Eu5Bw~V3G4er)h6+ zZ4apHqPV}VNeKdRc0l=%{d~(OlGh$OQU|+O@`s-Ux}%eTq|?Wey< z=x$gUvqzNoSVs5sL6fc#v*g)62+W>k|8`p-LpdGCHxiB=Kao;l(xkVuZXPNcOy|bj zBo-_=Lk2c90`v}BHWv;T`)D{kGcFxx*b@NaiDHqW<&#rP@ANw2;`}kwlPTtD2KnPA zbnjiN(Q1)$RqaIXs%EgToH>3nXnD*{)bzVE@~aoJmxa+ac}V&kCXxGZ0p!P?%cyY} zq1Qec>Eu}iVNso4%*R(>LGK}uN}c->L2)DRqxQ@)&JwtmmMNd2kDV7n!Mi~tdbT!e z%=UL@Z?wnvv4z?#p|WRsRz5(MOM-snf$p-)csCEsG$%`#)8~80#A$Q`tpR8WIn@@| zzSwf}VXCYyhXKb82BC4Ku|K+(VKP&1JyS9HX;RL1*WcPyH2=flF7m3&&R@U;QJBN+ z?l@5xwu(>7s_IGr;FT3nI1)Rqcnb62hn>nIzV>CI4rut3U!!zP@-W{?m%Y9KQOgF< z6=i7ymv(x-YMm>A@z1YO=L*Eg(_P9jLVVL>S&57m;={rG-1>(7A zzOL>njej8zrDrrslnG|8@n?GdgXq@K8rq2Bm94{sSrq3-j6}9y1r}b31U<#{fmvoP zD`i=Kr}z1)YIh7wP)RJ{$ygpUneqM1%mUO!99Z~)5~z@yR#r>z5mgOf))3vI2hC-x z{gFs!g6@T#MPDAar03R@K)us}oFb5GlgqccFtla0JivfBsyE)DONT?P(Spyw75NoU z0-3}@nsoDcB7*vT(S8X7U^wqU2V#13WpdQUm+WR6^YBn>a%!?+%^R%Aq^B9x$T)RI z0TEw3Fdck9b9e|T(UxuSG6L)YE>@*(TbN(7;;3XwJl8xo!1JlDCan79g4hf0(98Ax z@hiIGL06nRcFeQ%81Pst8?Ym`81Z<=bs0UpZ*EK4Fq&-V@)qDmtQyz?{Co)4k|)Bw zfeyTIT>;e2-=fSnkfUg_>e>lMS a1<|FzbL$P>pOZKn$Ve!>DiVL=_rCx)e~=ge literal 0 HcmV?d00001 diff --git a/lecture_19/q4.png b/lecture_19/q4.png new file mode 100644 index 0000000000000000000000000000000000000000..5457483da7b9b02b9f90752230423eaf8009d272 GIT binary patch literal 34995 zcmeFYRa9L;*Cl!g8r$5}bo;aCaxc-5u^BU-#%cdi3~T z{)fH~w_e!nadz#hxmGQiYwhr_@)Ah!`0xM#07*&`s008&<^li^jc_pFJNJxi<={V1 zjv`VjaNywuXB-CpAJ0il-AUQj)XCMr!31DtV{2`~=xF3%Vq)WHZtHXg*(nGBkOHKD zUsT+(j@P`M2==^b9+^$VaF^o!fi7@72_FaL;b>GL*4#w7Z!*psY2)WLdh9jHzBdKU zv{QL0Gy)YC$Q(0Pf6*Ky$lIcndY-lidA3rmuBb~|gxXbv#AOQvIkZ#HHsE|c35hdG zjjIfc(-WCY=qF=5Xz|_5h7tw@cKiLkb3~5)WXLkXKEZ!A`fQrxp2JBN1VH;Y;v-zl zvmwa;jpavNFZBQ1J^a6arO9_6h0;AcAJWMAalEF&*(NOPkRo&|X?b#f9%kk%q19Mp ziK?L4&gDFegk)e_gTvC-qp8-8>G@xHDHb0l8WUNxqi!~8j)I<=>BwZ@5M zlXYZ~`N&M@LM-c4qEu-HSuGML=S}^3Qzv=3zDeq@W>wK!TXR}vnc%U;vevZ`F}he; zJFxXI(dslNVDM9N)ygd(qoOH_*1QyBtN5OOukT*ZdA)IB32`tmq1zrT9X&(yt&si8 zM1dAz01eO&o}rt|W~7Tl?Dlnl?m~}w>XEd_&dtc`6SaAx9&yAAClwEEJ4b#%W%7M9 zdD3_PJTJb}Qo7=g-Pp^$mENF-fmB(`I8xjToP>tP2g{+_Gyj*jA?IVTR0ud;f?wtE7fX zQn=#LzWs+EHAZ)V>ydtSb~=)|AtJnOhC9eo-#JO6!>e#wDErb`~K!r(_{ z*6m}?-ev6AbHse5+aP_@kmoU-WOP2ONPI&Cf@!9p?SmvR4C78L4WNgOJM&GKai>LbnNjsF zB_Fb-@z;}`+Jkq25JS;!zF~z3U%^p^x})x}t>fHHdCD)FE}rr#Z?YiNkt@Sr5_-3u zCpr(0>vcu76-UoX^o+wr@zx&cS1yXknToEK*7VX=GK_$&6R$2At;drx0BFWSdnqaZe!PLQm#>pRP z%=%WJ1Ju)EBMxf4;$UC4wnIA0#EWxIw6W_TA10hr1X(#b=<^&ES@}4~9zhW(A+3Q5 zWPQ&-H5-9!3QLrZ;cl~&CtqDzb+(mRzILX{)sNVy=6WQE%(9ve(P~>h>Ny8vp8-UM zHQYVJzIWydug0_P>QQnM{m(rCX|eK=;T-`ObISHs=>|7kXl$fkYb(G`RXd8{XEy6OP2%0?lV3muh+Sbk`3SQ$y3+W zM!jNB%wzVH{h@bT9pnSw^by%i1m(we$`wZ@FRdY|eJVo1?0L z#=P}Qy_g99+wCid3-O7t-bXJyH8nBJS+#~0ncySla;ymfi`;*L)_E7SM|W|8k)&rt z;Ka^S$EZ|Wv;LLu1WX}(;24p#ryRe(P}YOu&KVQ($PR;vG|J6yOPaic7j;HVcw`L?9aAlBP6zX!;DCV zv#Fy>cwS-YNuATC?Da`j)i#A~6I5dbOz__Mo|;OBKRPw<%WH+=(pp&I^gAi+2F-b^ zU^bBue4dP)d2n_`PVwpCOQWYK zBT_xn>Qz&L#-lu%6b$m*e?X?15ID^F2eNLl_(`nAJIE!_pO6Lnw^gbvjXPw-zZlIW z+iLF(^0GrGzpY$a-6A`M4{LqZXkEA!)d9&nVF|eFWE~C>VNw+0%>{{c%CrV-Cc|i>taJ=2Lf4&nOLWwXAhmt9H+&Ps|RzOm!09d^SnaYuDRcj zn%3tU3K;|`p%H^N1`C<%>1-wfLh(ll`DY_~+Mkvcupqli(sDA;m6h2ItBe~FVj`g8~{<3n{TEw2ia7wS&lr5co#dn>Uow{90UoDONL`5cMF$++yPX8$)!z}WEmiA zVC^+-a{?=$aJ=@pLuHg3X@U=0>zam3J4`tvyQVGSmNPTnLPn7XWg>=u%$ z>sn4?c`=Da8HL@?KT;guUQ0HHL8GNYQ1-%Q!T2F_BaELWEJ2471IXd}i~+QLq6hXi z2F`gom-H{mnA;bH*VTKmo0F%FtLExrLQO&mcqXnNhw$m7XI$&1KE44_t^sz3imSd) zp`__nb{^te2>o#?v;d~|Y_^2((Kc>sKIt63Z@7h^kI0P5ZLO|ab&Pcq%FsTFo+ zA$Bp)zbJaCP~mf6Cy|R+5EIuR5dc}2d(^7(0|DGfDs4X)GZ*MaW{fA~<1&TYLeRGB z%~K8)l-G=!c*WDk(jz;K`5nDVJ9FbA$XE_TdM$>d{nB2SLSYr=Im1IhJ6y*p4d7e~$v6X1=uEE2>-ON>+6_+XY}g^WCZZC_z%ow^poeS1No_6bpU^#$%e&b5i(K)SrcGKimVYsLD1&PU5VtSs`^Bfp-LQ&8>fF66ql9_^mT=G z0;rB>^(n{tK%#iRqTZfxc5kh@Y5EVuk(tfJBaR_hA-Y68p%fEjB^Phr2GPm#{4jna z(049AE3X88ILM?8M}0N}?4Q_WQgxY6tY-6n^rZ~Go=I{Nn_tmkSy1@|?apEKH76lS zaGaEaw#g;BQqPhQq;xyqm^ECXxAu}0f!J-zAH?kYhm}ys8AfLEXL~+mc6Rpu@v-E> zQ^-n;b2Z1ITB%CXaiq4^C%i-M*v9FHLd?RO`X%eu*81=CfV!2$10*~24%zE;xQ7{t z)^P|0B!&LuIklS+;c_;Z4Bu15RD5fhx|Q;I2H(QLxOse3uMaTg7zb`|p95-vr)W2i z;wu2HT}nGaOc8RlFUB7M*EK70(Z8kTnKVYAcCm44)i2EO$RrT5b%t3MSI>hn;&ArB z@q>T-tFAg&`(OrRS7WuT^218k*D;-VhB#uz4D6zMH!{SZNtqcYkao+HmD70|C~*tt ztE+D;f{oP1bF3Y>)Kyj$hDfz4$Ziu@TPJWi{+nCly4$UMUlTu{3L7vq~??ScDa`M!9_< zn~I&!GxNK=DL3J#0ihlQ0D)S>r`dXdxzuyx_XO*tjilSsf)`kT#d@Ik9|<<%Cc{sShfvyQRLv*ud$=G95bzAp=}1b<6UjY>Gc zkTIl+{IY$=soG*{s zJ^VR5BhAMv8m&h2HGcV$2yf(c?-b4~%|aTINTaabm){FVDa}Am+17em}eW%{lmvxf>>ktde7e))Y)Ts4(^}#7InUu z^M~Esi7CS&Ar;>7EN{{6xBndXNznftqhEt5Uem`o3havf8Bk>Kf}T85mvEwXm(+yx zy&?5RJn0xAU!YS?g8x-EHcvzfD%4xux4i0RoVoB*b#b)KOv7YYqX?OD$I;0_@wADG zWvZ62f%mtDb}Mnbrs0-iG|o>WAx(_S^=c8rou`&>NS7*ith40!oZn@-``Q4&z29C- zVpookg?s#mv|KzYSXbnX#AD;mMzk5Ra$zQ{T&6=iute>K#&mSMI5_>=J#A?Myq`Rl z*>fB2B3D22L`+u{=$|s}i`{L4vnDR)-96L(>%YQ+%!Rv;=_Dg#FHqjGxct2IyExeW z+uH$Yndz7>DaU<%M20`?Zdb~7UCXMi@>^PlNu6|F3=Mhdc6WFCj<19E&*pKgA}`$q zWi)aK(6T=<)NQ*99<9H%MCYOl1mCpSy*63Fw+uC~J2F=0x^vfQ7`3z=deZcbu4aXa z?=6fj&1UmaJEi!rva-`)W8?JqtVX2~?hhBwa8O4S%_voNsIpI(Wq-F(Cq5(siDAe= zifjmciWxT@@z9JS8egzA1;h3BIh7;m^ zQj8=|UKf~h>3*<}<(<7VTpDq?N_ubA&|2(sP78do?u9X_Y?eJ-#Yu0IyHzz$1bMRU zw7!ZITtFeF=0Fz%_rLE5wnT2*Sv8v zb0pkmHE+wsi%BjX@S<++x)Pq)0N${z9&EXn?ZxU!{cH(pmcDIl_4=Q3^ zobf--naLcpgfWlPzX^$tBJS5$)O9v*x;E5zz#dvOPp>-8l;ha>d0Sf^X#F|l;Q)>B zlnIwtZzDYCRSNjWhg+rt;l}{j@DM~7Tumo4W9WdO+XI!;B4Js1S3|3+n4Hp0DCcih zN{jgEi#xp!byeGMWWH28h?s87gOEjbV_UGjacW^ySIoZoc5Vs&k!AHOKgEd2)i|`T+7mI9&<*4m* zq};A)_e~#VLhnEM=e%HQSxFKYfP3@I+TlwKxZWqST@%~`0#*0|#~>AA5x+0O-nOnD z8dDmwQYL^zKw!O;6gAC&sC;GJmod^o7OPH#SjL^VSsvUzmM2XN#q7nCltc3LH8|>BR(4ju z^{O7UmCO9-;3c9+Fnf-XsQ=j{WZ&vcWCMs9ub8tEUgAS|lJd^1hlQyO(&PgFjRIbn z|JIdOc9sZRys*+dFU7z4>a$tzSM&b50f;lvtU*FS-c73k-k=qIgo65U>{2=8UfPDA zm6b?EKe^o|{NI(dTvyU;87`Wf>~Ts&?HCu|#XGV~1I`>#4u#Gf)Vbk0?zeipFF;bib zXRvA#I7C{BhgkU7k=J6q=*^s?DfM_;p}I}3_8 zw*{ydD21>U@t2VEX(u*Op^1foDXXnxxC*}|Lk71RGaVtm1)hj`}kMjAZ|8iF=Z z;k`tf9L~!q0Sn|K1%!>)KA_7mL>%a514w@yVa-H}ZD3E;+WegG>YR?B5}1rtmzJEnfs+*k>5Qu zR-t3P3jqvJBKY!{@RPQJ_YU(e4Ey)}puz>EXQGh;^%C;j8>_1xJHNow5oD8^|wdTDuSKb2UZh*4GhID;J%Ve|J&=3R3R z%lPgwM-*8nb6WO~2r;gX1ar|s*&))aTs1Lu6_^N5hV-IbiLs4l6j?iKNO$vR4D+ft zMcOU%%-b39yqF~V^>4Se&Cp&F*$r)czA%hR^j|M-c?p*YwNV3b4DAo?PDQjg1W04X z$HO0j-C4QVX&*tqAOdu+$5dL#L@E#f(l#>LJGm$yehCrffoz4NqN2j$hYkb&J~q1R z$~u{h)Siojd7I_@k(1Q$hwb_lGY|HaX)USE zwCM5h{o^EDzSa0A*$pn`ZvvQxiletpW*rN(((6JLV0Fn0DH8%?Ma~=dlfxg}QShH$ zfOfaKiq7-glMyI9-YG3yXGZzG03|2nh?|9G@J|zvuATBgn~LJ}Fu4yjUA$B54T9bM zrR%F=&Qp6Mb$QGLS$DE2aO?SoECh(^^RP5KT&97W%3mIEpdn0h7rzZ>23Y413<+FV zoGA#UYh{hY{z|F6S^n9y(c|nI9p2)+(?%L| ziw(6Bd?P<3ScVCpTO$6+a&M*5K9gGJ3e82c{3KK1>8z}I#!~r`XWTz&=lXc3 z{EDWM2Jr8GU zJof0noypo6v-=2!G*tUkC7<&dc^Zf}zcecBVF9*pR}ksUeoAv^^R&Tuidilct?lv%|keYbBMpRz0p&kd(ibKL~d zfai#S{mt`5_}vUyvYg+D{T9D^Rkrdbj3)$#q)FF*6#JC1@NVVq`x67?1tOko-%u$N zk>n>ndHuvqpkfYE4jW9J?#vMi5CyF`7s+4#+XK;Gk&94O*`|K^dP0!jO?oIInkCcuKrit^R_A+PI;+ddbr+n4vH z+{6v{HbKGny{kczF(ObQExV;EkjC49G9I{?+R;OQ>VSahe6+IJqm-hY9;$^NrF0~e z^Ix)!SXK@;kqj7VTH1Yv{kbMVgwdZMtw%c1RZ$)L#xRMB z%q*XcmLRFLIX0sPyy5|SW*VdP)@kI-$^o2|f9qx4>82UA+sRi5GBUWAhd2VQe(-}Z zRW8ajAlJ6nk2B_ue;9*u3_k)k>ud<8Sc!f$Fg;#gNxmB^Z1cAK7Osd`^Uyj^so&x3lZthJ@~w^ zpk4M_vvc0lTB2XL74el#Wqq8SU6DAnRp8N_2k{Rbi|JdyD=R~|J>=1V<0!=$FeMHp zD~~e0wf7MbC3c(gYu*SWK#~PC-Fvm^h5G8&Qa;K3>_7U4F%n^Z)Piy-sYP8^q)e7X zz9r_o_VuO+^>WdmZb|_^|G61Kw^U$92yL|w|))NymK8f$JB#?~@;aXK)21evk9OaTuCd6?~_=b~y zTB@Ys9cq*B8fWmB$jyC=iD0EDIlxEv>Pb5D@O&)24x<8NT!cr|yFUl!MG5U=^JksS zd-et>(k&-X$;^DDk@I=(Jo`vANRA78aESzUJYSD=tDztbx!o@*<@tG|g!B5y9oV?` zZu(`laDhb`QMBpTbs{VpM#5 z>5Y;veA+gaOihQ!`QlazFFU0s?f;x0_EgD7(LI`97=6Vw;b+;p44~s4W1j%m>_R=+ z(b4eWez95>E(&Vc)*wMpP8F*nf9gwK+TnQ7Pn@+tiT>l&wzS+#teHf}yka6~_kDDU z5i~3ef1{6xpq)Q_$i^`2FxD`cJ|o7I zFss|)XBZM`;8YI<1!* zNA>$haDvH|t_Ee*pC;Ac@-cKMrkrv9h%iK?cUML1_}%KV^5}{FP!l`XaDAXh7Cc(o zH9;d9g%S6#ce5_SHUs7g5~LwVVW*hURNZ%P8KyFmX43@Fcj!uVFRa#1 zUEv2u1Gq!`iio!^KPk961CdWsbP;98$?*sn1+W5^BJHf;1KY9dkACURg~#aV;|0(x~GocEU*_ldH4wE4rPwgjD=oqvunP$*uuD-&7e*Ix6sA{4Pr zx#ku7qE9uGj3=DwmDR>3*~DI6&Q`5Mh-VV4c>r3Onu-3CdzUON2chPXStb~rry*}m zUGZMa)1W!op$jYz{0}xnICMQ7Gr%RrPV`;$D_XrdUc!bBNw%-JZ}9Y8SIGK5cqz&KTUZ1K&3)1zI58!bWukunLPCiy5`QZf z1M}aI#cS|&Lt&S-X7Fgfa8ja$CM5=lF5Gf#hTU-YQDEW;JdzfdqJV#axb{nM#dBY; z?^GCqnymt6OoD%ox<;nN-lNH8Y+kFQT|jf~BWD23od^wvkU^{=k_^y8f662J|OE;L!U$B8S~j}$Pl$04}nwUkN#%6u&3 zR0PgHk8E%-6k#;Vab(@*jon*LU0E_LiF$zq#EyvFc8CWR=?1PKeJ<&5yX7nbR4cFm zbXgaS%~;ZeU%iTB^8XPj-B!ld)|Np72G3KXk=qx}-isqsFP1wsyl|sI)IhueV>pFp zZ`47bOAP+I%au6UCWANFg}(k$xM$z150u5QdaWnqlaX#WEpX_z zG;wT;=SO!-2J9PvzW478UNj_b#~SNl$+JMSTXkZodIRPaUO-ui&g3Q_tF+k@P|`K1`f@wi^-m{r#bbEhAUZk&DS zS`>xmN<*BLl&7+8KA&o9eTL4mBl#bHAne7U+Q zXjt*#$#>6tOeM)u;vfv#sggktbs%7H3K5 ziCY7ZhJR&&S=tX;upTMgy5II#cT-^)?#j!(CHzq z3kITze+;8hQorL){il^B(sFKl%Hm2eq8p|s=|N2$|BIh*;xyAbA1AW`{* zg+Q9b(slYvZBC%+_wt>n@`3QUIpgUeeYzYAX}B9a0I?>6k`xU{iYZFo4#5I$N#P#r zKT4ec``bKt2~e;-Nk!Di|gAj z0hADIdoPs#G!8mrCia)otRYKp^X{7|B&xh|PS+4CRKQ0`7iPjE;vnIxPJD zujVg<30cT}vP{hU1E?bLq+SMieqd^fNIn#4AR?bg>fndM_+PmcGDwz+rvxZb-m-E7 z`m*1t@GFDe+5bS0ETx9ZJ)kiY=7pmt939XHkkZ8WEHkyZ4}FFEh$rkuD7wW#5;Dk& z$=P*EM2D7^G7r-X-Zpgxse|w4=8j@)mC24Y;0SmqX!#yi* z)Il06mcOkN=Bpd^U;-EbNO=rWnm_$BF%{kp=~1Likm8O-pz3b;Iw;EC+U+xNBQp)e zP}}a1E!Es#ncx$dVZZL*KW+XQ$r2wq_sj2}3H-j26ZK*83$ia~*N8vEML&`9ov=tr z^#zbof{UTIvNaTV`q~89LkC^*DN!u*gqZ1@b{S|W_pGN)y#`#pq{XPQ!Kg6=Tf`2% zRxG^?&}f%Ws7}249MW-#Xy8_HV-6glLOGZ%gx_|{vT;iGK>=t5lvU=giv6yg1yRltcQyZagoR6rQiGn{BZw{hUgPLM{wU=B<iCigIt7(^NBcVV}1w)C1ruL#sdee9X&SCrZWL5qS)p{fm!|XmJ7GV z>iFU1-0u^a{%uJqQ)H)q6c{j~{v%n?)8=h|h`&Cm0d&r!rz=G9a8MX6mdYtp&C6l(x0V=QUu7<_BCwwO@ zq~`BuOqF#Kz=E>>l>30dxn{4M%U06!ou)Tvnewyk!X~|e>0yxD%Qk`AOAoCig1|9T4KH(uI$!?C)B(NWmlNtIIe?${t@onQGGyS=SIjiscCTazS~Lhrp_Atc zjOwj^H72X(V^~+cK#8{kjBHpJwc6b#yKRu(peykk?d#14KLL_n0X=uzjn_w8{myM| z3^Wenr+BpZUDfIe!v&6mQ&Sq8*N;<8@>_+juh7+cZuw<2DHg3y`MHb_caB?*VsEA= z4X6D`^91JxN1^tAvbnZHM7i|$8u-Yn;Occ|iadP6!Jk^pp{$qCokRIWj;Kw(sTE&b z`|>n*V@$fDJ?whlA1ZF(BPiDAG{5mTY?jp9Bf*2-WY9Y0<11eP6CyqH*Z97LWPvdzn{Nd{Fa_K=yz8*wtGu<^yQ5 zc(r{4k=5OC=$#9tfdx$9vsI8YlIoYe@S)QS@4nv`5*c|D#QcoqbAPC;xmRHUd*=gx z`Q#wF;LhZQyw|gLzI`6KXtEfrmDRMFve7|xr;-%b7~*(Vv7KBu;_NF#D6>W1sd@^N zjLdb~*>JBwU%j=Ih*NVkxo1b8>w&I_Uwfue1AJ|_WuOSNWQ!}-d=h9@F!R%)l&UY2iVEyC*f<) zN1Ss!a1)_KO|AqB#!cz;@Tn^X1#qS(37ZwJ|7ceEKyz`_^z3qVRovB0AQ)^pne`oI z9wsmQR6gx(G74qwl?+)OSdY|xDGqM6-w^w|qSt-)xY3V86Vu&0m;;>61Ap76_)?_{ z<8ln8`^IWV4L1twKd17rgYjiwa4Hni6L~Wl-O;|0yj?!FNuho1+DT2h-0k}_RomxR z^jpol?H_lfg13Amz2j?Ejp2=v3Mw3H!y1H7`LHbKu?v4jd_5624muQXywK3*B41j- zUx1yxeBgdyvAf3J#G|oW*5d&yv7-T?tJl?IZd|AL7&KqvjD0SDOcbs4ti6otI@)u*1c1vmht8%qPi~hp);9M` zIY8Ikh#JQ@9$K>FhK}da0)V?Vjayxpojio<4B4s^*0O;f30Wn}{DNZT^<$ z0%r~1#r0iH)!)(ug8mFJ@kX=r#caNXrRERhJ^M=T_5_9RRGM?y-%TV}@XL`*imjK7 zmID<~eDQPlpP(d$s4U31PS%2jj@Y**NMuxAvTY(EUchVEW}`Rrjo7EFd7QD`Di_ju zIv6}Z!I;>lf3h5BLW?g06BLJIWWvBq1Rn;#&d zM-Bd$v)sNvMT7PiqhghH%E|5X?e}wUM`{Mo-zWmV=3!r6U!AF7`K`My=spjf5tcm9 zCWe_OZYL^`)7{R$0d((8ZR|+DJs+V=8sMqez98jo6vFz+VYq!b=muBF?_%u|U#PuI zui5V<)mlCthL@ywoG-QCJM9ra-^}buyY#-?zpm}S^~lv|A>sdx2`k~b|C<;#tz5*A z3v245u=a!9vKq^cG(yO2K9Hp2G3oJO?)(1uTa?hlHQ@C&qjQdz-ucMMb$k45HGJ&^ z^njUE65M9@C~|t2X*0Q1)DHSQiiD=#d(~g>!+D`v{vAo3+484~~}V<-kh5Y{SG{ zT&&=JG2u^xT$C$fL53D&vjA(ba))O!JLN1E@6fe`j|ju*$od(;j=6{kt}{38Ht z-y}V$7^-!<`|qmtZ|HIZz>#l!D_DQ6VXGA&H~0W;pR1hZBeFkk4;%>6?iEx7 zV<2dneZhilhc#$h34?v>^zHXQdr@dh(46Oek9X_)-?v}Zhqd`~=Vx{bn`6)EEBw=9 z6cz%Y_o8wX?cwQ&0NW>h!g|u3z0ra}GtRj6RNWpuduT%FwT&6mmV{hiZ3n{yPQsKR zz#^#JKQz&|N4}q0J8-4fnzMkv-x=9|S@hQ2GtSPeR)EdDQoh39E4Vm)@jdI`K{@t& zS)7P?J6?@KZ8eOVE@ZxWjlZ>pepD@*&w&K{>1pGrr?`F?hs zhH(*5ESDxmsVXXZR_^?t#XC$*_m0OJ8$gNYF+Rrwnz<)AZwm*1o|4mhY8%yks$xT zC%cETu5lu3xl!7wc_;TR=jY2#9~>MXFQ+v#kf0B&;4`e=p!3~x3Jebgxdk%VGcUuh zcfx7wK*;kqw|r0_eQ~;-{s4pQEq9bv;ds&GscH7}=dg1VBh3nuT1SsfGf-OResIu! z*I$$hQURd;@-QNa{35viJicIe)1%}}uk(PH<8=?Q>iAUId^4|QUw-50cD^#Pc`Oad zE)Sd)21jF@AbPf%UvSU+#GCbcN2{}Y4J4b&B#+JWEuS2&ZeZ;y7b~4P@lEqj8+V{E zI{Uh5#RzZr-0RPgZz^lQgajkF-tsas?QOS)U`e_bVj*&$#y7UZX*xnF za$dq7NqQhRVgfE`&>G0WVL;~6+_%lK#4e1^Up(t)412Pu3)=aC)*EK^<5J^ep2)&J zTJLx&TDz_|pyQ~X+xlKJ->;Y3md5erRi0e-9DRe$(Kvg#9=zY#;8$}0SvRqL@oDlV zRnY6m--eLaxYs*}g4>943ll6yMW&b2oz zejcvS!81_pW-PBTtZ;FlyqelCAg~M^b<}HQyP?8?8pg%`j0*XC+8j>v;_%GJs@H=x zZ+2y^k?`$+3(pUIZnMYfN7b25`#n=i{=~PY^I`aP?<0o1SfMCe0R$)ajsUGA>Etj; zop&+iW1!fq-|>xTz!}A!igMTN`OWhT@nG=hJ7Z%iE`#TU`2n2Mc+LF=6Khh@cIkj6 z(;hrXa!-l8)Ot~9o83p#>5Z7E_kHc4Jj~qF=zWdvz8QoC)|)hx4*=qhnR0va=`&9o z=;(bLEqMcghnO9>aLZBg`dmnt(u$V*bc%7mzCqm0)#*h~zR`-JckvPhiHxQwv&|0{ z=@%E|iAsF1Z@5#{dt*IaztgC64ET3yZQECSEL`001T<-k_$XP1SuMnixWI9z(A z<;?WB^+eg(_pQ~_r~KHA-i%~$0T$-G(k#-`JS+MIvAh{Aw=KSR4PEgF9K_F-HEL~s z1mK`|Z4B?d@xtSq)Qp$JHxZK&<(`?hH)6hk;Phx*w|Mgg+HQt zFT5_=O~uC!o`Pp0gD48D=ahMjkqThpj=3Q7*B$#*tX{6LypC07Q2O2qbwm{IrP_`9 z$R=J}HY~K_pa4m_!X0Jg2#ibc*8`teTvDZutWX=0%5hR^2)&W%tJ|XHayx@`NQA;H zZ?$8OP9G{G&fL(^tf8~^5=*{mdy}}`*u&%i;^0K?!UYKz9Rar5Zutj8dUyUu=M&w& zHXf}vt#@aq{g;QyDPUdGe=dXuV-(q;-~~LYKy8R3^1N;aOR0=Ife~#=wcn-*Sh;!0 z7RQSev<7y-9Fze7ztFR5PJ!?3@*CHmlg$fH8w=fXg#uH3-NTh@-f3`f9x|rmO@f;0 zPx7Kw={T*4uCT>r^V(2E<9Qx(o#mB^&BP&aqWPZ17QY?OWJKF&y*ps9EjPkcCOs2? zG*}X2V1GHi49;W*-vnwhrg>>9cVtmd78)&6o-H?gCl5+?CW#?ZfECvyigg~ zO%tzL)q&D>iF-cXJkRr8?%!eY5OUE|PMkYyCB|X;f7*NNr>ei`T^vC`kdTx{Ksp8K zQb0f{0qJh(?rx+Jq(fS|yBj19-QC@tcOT!Md*|Li;QQP6%rL{udBxgmuXxt8*WO3t zyGdfzEXsnp1ir@!L+Y1%IWQvttB3+GFkbm<;^LLQl_dCkDCe|9@I#M%cMetFlm_}j zesP}hq)CNc4PzIv2P*T^DJGNF#vQb8b`BM&h*4bwKHSs$$l2m8MrU{mX0wx;<=9U? zrw-!UMz=cSoe7f)dmwF<3;vVNrb4e$u}KOJfF&lZ&_QxN`rFmWNZ?ZINS*F+mrLeG1!b0AHrn|$=>&c6 z2a$T5L5UeoLJ(1tXp)CIsb2`MUW3#RWXr^#^Y)~*XqH3GGclDWQ3n=xylUG&R*plA ztUYer5q?+lgIX6cL5DN)1?+3A8whTDYau6bWa_19v>6_rVIsq)ymq4t zKXT+jEI8j-;)6B9(Y72dZmy*0Mc=<~QP7$2#-h=J6m6gT_^HP6Xhinc70J_5bl<>R zGR_xBNN-=gcsnoWqm0z+{q3bH6MR?jZ`{%?n)`KXW%!~m-pGow^yig0mALm+J}x3- z`QsV<2%q31zPv|<6>VoHBa0+_%T_mV6cPD~sSb2lNeYxyDTfR!-pwqXlvAZSr#`sz ztUJt<=sWhhtLk>1V)&t>7@fM_g)()SF=bNMos+}2RddUChp6IO z1e`>>R6PoilM{=t$agLba5z0}nYC>h_j zna}B!?J5!E&Df|}O}cEFuHO4=V-mN=(UUqD;J;S}Q6J>*;CGGC#lY~F!EnrH@SQ)X zf-ruW;|_jvM3Hluv_Cm_juxJIUbyAgSie!tX?C`t0^u<&x49`l4mA|)s=+p_HlM7J zeks5kZlT&f>+`u#^XHfEb4PE>_?sJw#aM)iqWeg#8Kld|Co{-ogsfkr@39L;hOWkjj#wVa|%(EEBkj3`{$ zYi#SlL^_(;5-Q>1Z;5b5;notXka>rf6@8K;9&2fX2a^5f%+>d2nK4}XRriW+zKo6T zQ-PhFE`RjrD(Y!CGWEKU}{j8I2jhr^=iHu zsawo_jmiw3!Joa8cM}moetuWVLg0CbJ;nGUJKiDq>Oax5zm%nqnP&1=9zD`WZOxm>W z$!RNGD36bso}OHi7wH^)e@44%;_;|zvB%WI_WKm&Wx$~09HX?m`(JZC&RjO;nx<)@ zL66`Pan14S8OVrfBA;0ZpWvFxoe>LC8AqxAFg=;KGW#1$4D>88OJCU0rU8;isT*sX z!ke?r>JKCyGp+3JF$)`Np1;)P&UR3A^Y9DaCCHS(FeWwSQjbHMEREG-vw%C7v{m~| zPA&?aBTB&nL;eLu>XcV%N~=Pv^Q>-@i3~NNb1_2zsdAf^pIYS~MPB;^VaKN;y<1BZ zfDkAW@ZHHeGYK#4woe-kNXN9_G=e;(8a-T4IhS~*(ORN@ZcbaWe!u- z!qxdxIGv)Wvt){87pGrmM@;Cf)r`@uzl613ciSH$ZAIxM-`t=e&aWM07)tLDzfV?B za0M?PD^i^|PiA*q0!PRwZ_n1N76J2M{WL$eas@i_%1@O!+H08+MAVs#!(nrR>{JtP zu&v=;G1e`n3XR0LFPZpZ>+9TPg3;sZ7Y#)$`V8u@{&Jd!i1@#NTxJI>WD($=tt+>?hhjaS-?4Mmn$meG zMS(J=m+~SaoguVt!Ign&@XaoNx9NCt+a$iUMIr259cRfQ~ zp-j+DnOP9$vWiUT*!PSplkLnVwdM4RO{Q3Ms=vaNPwLlY#(d()r_Tqmq`HO4Eo|vm zRR;v*+`2Cm*cF)Qw&m>m&Btt|>m2ILwYeboZ-0CuL!)DI^&wp`T<-i>{B*t#zx6Gd zf9(75+gijU$%CHO%)t0dLnIussKU>C5b1ppOXfC`>6EZcSd|(B&OKrcXFWqt+ztIx zk(0W;!DkF#_CAi}YSq7Yg2m>}zfL=nv6=G{AD{y1h)Krn@;$`khNvt2=k3&@z%?37 z%kB2mz?Z}}J*AR21DlV`ogyNkAZ(A~8q)7CeYeAbwW3KOIXO6TQj>MLx!y!R1T#gQ z&N=oMJ?a#KOw!{1>Le~%hiV?-Q%`?yFQX}+nPzKeEk@I4dfv`f^PU;RNHx*f8P?+5 zOXvR5pce?SX>T)8euu_MnDb4KwPSVtsDf| zsXIvFowmMTqk_y;9^n9aWfqg`v*95bamSPAD+~jT=Rx+P68etrX^YwGSqyl)SmKYi>LkGc^2g5Hsx^BX-@t z`tkL1DYbQNco~cnaTBh$qpIP$y*IpE!J)+>zb}_M@=6kBEp3tlUsU+Z+LUJ9V5#*j zESMi`{2ClEoMdWX{Or3#uUslKyhrHYpmPU4O2bBIrUIqoHuyNSADNYF_iOjZ#3jO2GNLB`I0;Un0A zB{Zj58Wcnb4GOXBC}<#zWbV6qUk^`nXpvxHhh=tNs5#*+EmS*fvhgs5Um1mWIx~rT zuu}ch34{M^`ex-iiX(^F_>)+CHD$=2AT5Q56*+H@A0`5Jiv3rNasTgZUcav2(9jk7 z{o&&1{#CKvK@NL+z7d@unB{h9C4fKntN)zOBrfdk<+vS?7whTDE~$8~@kjwJj>P!> zc|!^;@3atm56I!dz{9HOBy^TUGYcXE!i}_9Z*29Rs`>9`m>ZeH$BI$YfQM1H7%f-R z84CUh@OtC4HP)1s6gwrnf7N z=k#$?b&hsy;=(~r4wQ(9RJfK(D)GEq7EIz&ZP@2{Kbk{XO}@$wBEM?p>@!3y#}RG* z<$TX}GwS&rzZut+{E+r&Zlvx;bVqeN>57(~D=*mw(-QpItqeU5@p%+B^!9-!7PIy2 zI5B=W$42zF11DGFJQl2>&2p=29}e`W2L367jat__^APUf>%Ne*SJ%7GQhS+nlsu3; zpKM5tN#n4FD_+;AZ!VQAXnw>vK9F_w&90Yj=C_GOhW-5Vo%h;%Th?Il6f5{of;-Zi z;YUunMuM?Pwh0wAu3-~D^kuwXW}KeOVZmxVzC5*EO8q^XmtC`3mzZ2<=B?{0 z9|1SbZ5-%>KFMmj{{|BiQylMo>`sK4j!ekZOh}L&18~hr7B!8^8Y8^WKED|3Y1fyH z&iwm>-Z6HyCet^z#e;q#+H)VSP5JhF|L_})8^G$NwC*i;6N#H;AxSMWvY5PSoOxZ% z_kxx%T}S4nEoRoBugsQrNKKzr!M@UGIS$5>V-%ctd_1tNwjdnY z#_PDX-<@y#tE>Xyr8E&w@1K?jQg6?@-~=&P72987actoe9QdqvSYI_%TB;=cGlOB0 z_U`7gw~|L4=vT+er9Bp|KQ<7XX)}A3NpKv`nlhj4x3^)NX||u&snKlLvVIa#h2}+e zx_)&mfg)oTE`svnKp8FXdC#`on${>}@nm`43S%kXYnW>{5~2mfjleemS$zA@-q>v< zh(!{3inuc294AO({W7LSosfZ;H~l?{3x~2-LM_I?o_2{5LaykBp>_pAG=Z%`0n^Kh z364#!>+X+nF)JAT=6ik@+8r_or7ZjHUbv(sY)O1j%L4`s&2!l%`O9;!)!Aa#h^ODb5_l+Y3&F9f zhTW|hGk)rk*It&y>1^yKSs2 zE99p7KL>(J0FR?ZAVY#Exn!6Z=Ap zO*j$kIa}Kf8fo+H;sqr?h~B@Tr__J_{h%nwi3AvR?CF`KPMjKV%s~Uoasr|d#Hv@O z#C@R*>vH4c-?di`hsJe5+^%$QKlW#p(sNTa=Q)Sa%CEOd&>KFRMUHn-_G^VL%>d)Tf53RE8jf_j>IV_Qg zC4}um#=_z)}PM)=skoUF*MA3bf0ISj2>v)&@vm0MC&lv)OG?h!+(h54L4 zp&~M=z^Q#HhE!K{!g6Mm1Ti)?>sNip%2i~T7?8EwKr0cqnG+OFR3ZeWCKR%S(u)+^ z5}c0k_q7hx1K(N3>MRM|X2Y#)InaINTJOofi3z_d6-3X76`rp--sK(MQo(b7sT^Vw zcYAp4I(IY`Wy2OEnJlF)P9&x}vYnYx`6FQ+H($+y*J3Z#A!35nVY2xa$ux<#VE_Hq zBRKwp!zCb^+0iZBxW~UFmCGeQ%}ikae0c(g?_`%LwRRv~cxDC#GGvice<=as-neuP zs_gLNNY=|qjiG{n%w8g_mf^Xm`Kkw7?lXQtWi83!y z5$V(b71yX-ZsPa*VJ00GI=G)5D_T>+Wle2+M;|1q?&)zfKYM$Yc>5U=ps`bX636F$ z6j44nOKV$d|FJzwC7cHF-F+{fgg}b!H)#9DgW}wH_4OMWn^Ffumy=&1s&1c;hPeu* zO&cus-YuB(<^hyWsNo}?=@Qs^(nDHgJi(5&RMJ&Q$taS>y`4msV;xhng2Z$iv@M()(4ke z|2C{QG&sG!W*rdA^XE61Q~$D7hqwoCC9zu}Xf0kEXF|Nt!te%`il1J3 z)*G6S^_zbZX^e+zE1zYoY7Nx|@n`TGe$-Ruv0uYcaFV{uFf?XXe0(Im1q*9M3ru7B zf9hWhjBLr2A$T?Q!e8ya;ogZCLl}=)icaXg78)2V@W%H8=y@ z)D<%Y)Q^w10t$R;Kw*z|gR0O!2coBIpDEYCPJHErAn_hh^&0;ur`R$i(&%&{4*lX! zan_oQ{0#?)$JkJ6iu`q3xi*CM}`v!e0 zh24yqUBk$Gh2`lnA0Q>RmxRLpo#tB%TA}YB78*(KTC3}0wW%gYNBTi;ww_wb6C+0C zG?=3|7GQRY$+yYTfd!sx?7!W zqttTne3^tWVbOJ}NEfPth}B%g-$I9Y3GtTE@aAxiX9Lz4i;ojsXC? zhjmkfpSKcGP#ceDWP6r$dfvxJB5soRrrJIx$XlK~n4;kGmCTIIvW*R&ESP809udVJFj=%MNXt(@~DrE?v&aE;}{;2ij2REqW#X%K?Ny>}XJKHq)=B+Kl!v7SrV=3tt| z3hC1c`l-V@yUSviOU{M<>0R_^2zR!M40_ZgTj&)vI!8SUV9||zNFp(e!_y|h?p%Y_ zunmO_@BxitIkHoPlsaieFL=8bQ8_=^p`Xg9XNLr;-%%70@HfAuTDw<}S-1GAU0d%@ zQ^^<)#xmH8GLU}Mw)ys{qTn^O5U zf4ZgOnsf2iS%>wBOBI}^Lb9DgksHPYWs?8h6GIRfJMU8PkNqe=ky>yK?8aC}F&nW0 zgwKu5mxFH;f5M>0G~~+Fs72*mtB`SaY|~{i5`D6AqQ`R4n%kyr5?=kor81JS0t_*~ zp=j$b17Cqf4HyLpz$zkcQ)P}j7`)9R9UAw(G`xzF+b2B#6{f~@MTq^hRnX`Y!alFX zRV%|nc0z`rNI^dO4glChTe-o2Mn!3!P?rFMJoF0Pt$YczToJG@aB)ov4Nx766ct~I zExRgyZN{A51Vd(8te+@*$mPiK%FLdhjIHuEvtUG_Wf*}ct6|f*u+!s|NIO4AEPjv3}B3h?5@r;Et5)%uPcWz4R7GNIZrfaN8 z=e8^?N9yi452^JmMEem0>VMRY#hrd!S5I}{VSg;Q;iD{J*14tNm3_p6 z=;+jrt$slxKoLtN8yIcPPV5J33{=~niNk1f`8J?$!I96&mIVdfeczPNdUu&IYml_M zfXudH#$=25bYC8L=CH1Dc>!o!y_!RNBl}fdz<$x?n*wqrYY{xxa?D=Ev?5W{!*r=5 z)=^@I)AY1%S%uza-YzFXqIEK-0T7dM?YZK5_xCsg?p-71_bjJ~uNz~C-c^o_?ZwVn z3^1)1$eZY{N!k1*dLDl1yLKb@>PG(F~o}Sh|!n#@lAjoFLXTvs(|VAu1)Na&L&7 z{4gDO5cZ(kZ9uZ!AD(_d1?_4fSNLP@qcpFN1GP{r-R4lxV`J2H_6R=51nMeDRX4G#m_zUa|87j=x1k~C$8Nb{er3L8KL?qL znt&ppQ8K1oGL!z55_gQWejFZPKw(M~%&`vypEiU#HmX~0D|ea%yKDhY~nrPBS4a2%B z^7>Uh>fYq$-db)Krw5B2%a~aERnp?d_lFRN@}-5a4xad^S&-EDBB8U6-15F2)|yfb zBl$KFxES1U*Qo!!%;_`6nhW-SLF!}H;;;S^voZT06q;F{(R)kM6 zES30-yN8V>;lA!D*dHc&kYBB3-l4a^rCCX2Uhh0{BxW<_X9IuDjBSyQVvfF~@vSoi zfxL%Nrvp)9RxKk)JaBjbj5q&pXz>U2B4}yM3NXiShfVo@b9WgPgQ^kAAoW%PO+p$m z210N4!jrEFT)a^#+!aCMKek(UMMQYQ`*!Sj!kC0QDK;zuImbeah1AW*3Gnzx2NZ{h z_=Q#e2#zp&>ewl)3gOEKurP_DH~uiP!RF>lwN7py5Rx`b&2s(XSh%9Nn%h;=z*`JL z^H{kW#*R8#w(zOY--5qY^NJ!o>Keml<RXb|KAB#v*+^4Mhs%CrrbL&uIJy?XFml|YHA^as- ztVdyFMaJdf@${I+ri6O~N8P;Yv)oTbbDlCF5sA!-LNmqK^wys6)=pT<+VHskm&HYO z&uNc0A&rz3K_TTQxijtZcus=C50V4ZxUvv7CM_LHX83{^3Z4$fqYqKVAa7ml(BsqIg9e=>lI0rVA@i` z%MypE7G2E{AtT`%`lD_RE4+ToJ%#=RN+^ZM#_WU6iOK(tXW zZ3SE;F4o`5Yl{KtU~=`l@!%kIc_2}6d+wI;E1m*mn?9{~B^v1!WOH8nF2zfKySdaykevD}2~U!va_j81x83mg8b1FXc$~@EV$AxF z0#0an;N>`^|K7Dtxj%DCb4C@R|5XSUq)wDC_>jUb!s(fDmdgbO>Cf8hnXaWZs}|(s z2mgYuTI~o%f`fF%t;Dlv75!y|!`w-XTIQ@2mE$@)=Ke)oiSgNGjb9$&qDSF4b#)~#opV4OGosx5LcKe8oJ2-EVSt~| zL0*vAbZL;E7D;lkG|YZXUR*qWD7L!E0AuGlNLK{%@&ap*a2Gz*E%u;c$)NAeOBm`U)xO)GJB1#$gq8xXucH!@RBG++ z>a0}Shq}fRS_G0}vP;U$?>ID7M7!L7 z>E&O7%>Gx;e)le(Zt*cw=T@F9n=nrcKYKM-@FUA8BwNdohF=jTJzZqB)#N25>w9dq z1@80;2kzhJC zvTQ9!RIO5|$?84chU8bhrx6mw40YR3?$&K&H?4ELcx#wqcl=Hqv*7uHia^YC0ZNkzTgNEn9X7<)$zp@=rA@t7r%<4V2Oz1-)!qED58>O$_HmGzznj-Fgj3^hH6bV-*I zkCLHi^u?hB^lAbPg-j4`C0mc*4KyE8T@ur7EkF{Lk*NcAab~WWXUK^e=M62UE>6h8 zp03P7h$Lyg9=ksaZ5UungSpIf^Te!=KsV>}&~*E~0-?-~k^8&HiMn|q!L;8sg2`(? zmR$Yyp@o`!5IXWNaiRjl+2;RJ$!aKp@I@Z1bcyP6HKV*bqvyuLGy#Qzz3br&SM6?(h+gN66UkTIhl5v+h9b}?tLl58yIh*=N>TK)ga~1jyr)I)_ zSw|!4Wuj_$2{m8|z0gZr=xq0skT=mUgv|}A44A>Q-7R0*14Z1*%%4sFa9-zHP$ z&fG_)KAnqD{1ggh`nZm1`*XG$&tAFajU0LXdk-IT7Tc}t)~f=Q@*P&SKQU%oBa}z0 z+njM-9gsi~F?tTQvaWCnZ@Fece3iMK>O+|K4ItZ=oo}6p#!;YliYU|Y&ov)rkQd`xut$4nVCqc93O?28sC$mORA(8P zF+@+fw$T5Uxuu=HC^3(>pUG|}CzpE1og$q(@+ruv@L!KZZ@iuz zZgs`MHgtDPj93Pm^X82fWOQ@(CFSYYvLeS~KjZEpi_N zpW0H;cXdgcvDJom)U?6JiUX0sK~98&V5zIKyLcItp~w(yeuQpwuhPeFc0R*1ky=)G zVBbVo#T1N%YMBzT73%+_e}Gq{hS}1{8AmiA?waJa==0a`_vga-L>e^8RbC)eIDqpi zwg_G^rut{k4uyo=5o$>1=1Bj;IWl05xfP7as0O#`_{6Nz&gOFLK4)o9z?RH&bSco; zqT9MXzOA=M)qilG_35J7wS#gVH_&=zt#HJF-kz$_V?;BhFNMR7Lm!yLf00NQQQh}# zH^Nty>|7|g;Y)yOuLlzaqa&=iU0E-!XXeR4@{vQjr8IF>Y0~*2mbO^&^wJPEAYvsK zE2qL%hI8>@KW2o|o{j=BQ1?Wsf(-B?GC2u=*e(rl7sku+Pa61~70@^F?NA z`u!L>7oR&9z;Ty-4?G%-SC0wbNcuLb419SGbJElAPowl7UB5|Ge`k4j9^jPYSEoHc zY{AgN?Zwz~mzY+}7rb`sWO(`AYJRDEfIBLt*(0b1SpmQSO6s}2|s>&yPn28u%Ve!grhaL0p zN*?yUVdl)6{MKB8#04XlOj%ZyBh_ltSHWvx? z@H`DT^+J%sv~R+mxiz1>NQ-GO>>d62g(%%yqo`&^p!-3}ARVFmFE4i)Tnti16mANmO-V9NhdpAK zCda(cYVGe6SQPaZ;b}&#Bfwy$G%rj>_-z2M62q-m^ z=IYUU2q5K;>3EEBibb_OVAu!}VFbJf#tH6iC$4eWb>3pbxx@b1#as@y`3+lO4wdO# z3>vVSfimalQmz6g>$1DFr^e)E9rtU6QI%AWvR82&DU8g9UEP>Jx6n5pTppMG8%r0(6HBOFgqB9(y=S==av+J|7e$>ppDq6(PW(i< zDg8g?$PHa`f@8+0=N+<#^#~%y9qoVe9ab$l>dYiTe6l9}Z#9{W9A0QO{e9222@|sm zO6VMn&O@1JRfs%vH`Z1$j4oWTiwp9moV;ls?CN_Pobl zM#BxS?~)C$gp* z(dh^$4P=r z`ns>a!zv1q5|2K4$SEX$tOkXZ_3loliKmV)+E{Jo`1ii+w0lxoYuWk6iC*bFeD^|r zyi2!qD*J@)l34l)F=`wV5jh#YXURLIzfHJkf@jkoasy65;A4M6bkonH+Iq67eUg|O zaLdW|!}=~i2MhFMscXZNGI;c!iF`|e_xE>nGkgm>%BufCd5wv?W7OOa^K|A3t1I_D z9orZ4yj*&>)?>jLEYSss4CMJ{9(Q9?_7B(-%m+xiI%~leY)h?@NhYy4w6$J#)!HSXhx@#N3 zVzV`YS(4nwwh#aYM2S2xY@}xPQYouA`-tTsC zTO~g*sQx&bT&=YP;y>VcdW)1yONOKi|KD0al&MEg5-5)8nc;u3J3vv;fr5G9DOPEo z%w91e;C&uzgcaCxwQk|MN(#qfY2}zV^Wu<*oKc@H8q8Q*=mD3-l>K0IQ=|h==A$FTATgN!^9X!31p_*Z*CIXV_XYvXayK#XPnlr$Qx{1~(Re zJ@7hh%rO!q+@Da%Z{o>@XL#52<6#di{MU_b$LP@9vnxnQwD{p1e1!@ivP3$Qj5p;w zaRw%5XCT+caU>xmzGs(0co!&_aEM&Z+H?SAC?3ZcDr}NaS@tokW|$SWFpq58pvZFW z zmKeC9*0QDDGjf3rh#Vo;-I6MyPy>2y{+qb50^C2YMU@hLb4f^e0s%7sjva|}A9*V;bdK!BQ)1gx&Xm{C9`vxnppAdV?Q1~^Ov^H)7-1p#pg;k?!Sss+XfK3 z#&xfzPsC4k{5ybxonqf-ih}49?pYEZaQM0yZI04@RII-*VI>t9mAXgZmmR5n>4tE%|t$J?K<`uqqNf^p4#C4tk9X zy@gGsFuvgvCWl_?NOll1;!A!i?6d*eKMk4Sp`H3fDE)&h+mppm zaL@&+Tso*wY&UmU9%mZU2yY2Bg0E@rycq!P`limZRLP-LD)i;*P#^z)>xJ{sJ|Z|S zVjR1tjWy9YG6AR`VmH;NriG&z0M0FxDObURjg!RHAPlTAflm_X*Rz9(X7}>a$@7y= zGzKztAW!l6xkJFwNMe>H#vkmK2FuQOFn;s%gOttlEP8C`nNn5oP^0xYRNjRS><3i z=vrrPz>)~_0CvEvRyMq;hdmF82JxP1h^mQ?{(vv)pFRp3jciPSTz8$bmEp{Q5O z`ZWkesfkAkYNhw5M%H%d70Z^2j%pwt4uS6cEZ>Ct2c(4e@(|BpwUiredVf<=Dn`ms z6~RLtJMP!w5=cgWw_m`^fXk%;JKgyP<4U0TK&i6`M0&BE$+)_!ZoG&cFG5WHO-|dj z|CEXXV7@LM)=0rq&X!{{J74iIB2ZYf0%$WE*v?cTE|=dxj^c?0cOV8S*9N!JcLVbGngwbL|A)n0 zO23i@Bb?b6Aa(&m#5myt5uT(~MFIS{Vb=ka3>qoeOK`Cl31ols1=tN3VqW2>2Q(t4 zq(Gm{a-+sF1G{~(uZH}4Rngy+WOcvi=oD0I3yWTVK&=H913C>)I#x@z_@LIn3yc#T z{L-M_K~feBorR#4e)idMVlnIPU04`W^ct|q@YSMv@Ee3$Tm1lX$#l1W^KRe?)5m3791 zPwFvYxtmvxJJbD!J!3USZ#-t@fH)!qz-CT9P$V--7)4x;E0!(_Lub z{>L>ZUl)&8WS3{|)!plqv3(P8(QCuut2Loji|~f+c+~#Rtse{JNsDR%WSi9(>O{Vh z!ipnz4=q@j3yW9VP5;B+{m%*n6aHCql3oHU4{S*6Eb!FcPr$wTV)~YZj;{%uxV!=| zOSybgYtXal9t62Pt{_}d9?$0vJhQj%)3@5SX+E~}y)hw=;fw#9-bYL1d`fX|`9$A@ zt4V;jXWtMI6xOiAT^41e*Rb$my!~0sJb!XW1!g%7@dfL^v#(&+Cke5 z*GmCPOUoR)z5W4`rKSa9tExD#e^BbyLtv|5qSd zsf|Mk2j`naXLIy}4X6=F0sia+Rulh2|Ks2fLV51T{i)=ol@V#FbmBstEkkyCD_H3s ze~eM%8sAKxZij$Ek0ZnIdmH}n@_tgzPa-Ttj zZYC9dfJ13{sm;y{$MQdtrSb6HvUxv=%r+Xf~|2)00pGdke0rt2#{;~iXX);lRgnR}HpA5*Ar~~r~z|v(< zWjqk&HFEQzQRl;j@VyV=&gHJ`>I==XXiYXV?4=~pw!oV$^ovx9b<`$WEoa_bf&1jY z9a{1yiyiCy3I6uode3X@<%-PcZ|I+-TGtXfpAHfBWtf)tab(6O>Wi!UzNQhDonmw~ zoLa}ai|$C5J~(|y>L@PZerU%^ez?{kX~^WHeGq2i!Ua+O<}P}BitQ`3;t)}Vy39+E zK+4V!W#+X6TRGm$Y}+Kh`m)^dl+iOyf&DmTpFID|vrSgM^Tj>4H$TLqZI8V!Fpmt) z)URmJvH0=WBV1~yr;XNl{fOv;9XAOz49p9h&mtecT|uo>U2RUkmms*$`ms*dNabD5 zE6W$B#9N)G4S)D5(*zgCN}Ay;bk$!a#i3C#jRv&%K;5|VCv@Iep-{;ocdNp31PV<0 z>lmJlpM=k|bfuZEX+JHg=d{VpV3=%sv){Hy?o8!!daTQxpEpG&olJ;D`S@VEWt5Txr17N&hU(F_3vFg%j(hT-@eGO zbG4Y!!^=p&y*+6%{ zPBx@ZJ=xO!&UXNSOftanCgG3P)8~FODBl9DGu@IaM!i8Rz|I!Q7{ecR#p^-Gk&B@~ zmYX}has)h$aOjf&5RQ`0x(|r}HOYsH->~CM6=5#x=p+p?h0w1-pox<1G%jh?f4L0G zajRYb39zbwfZV8y!mr2|QD^%6Iw6b+dcrl&Gw7v%qnZNmm+l3p(e(j!Z}&z*(lW#2 zf#F#P(~O$}xT>=V$i+izlnoc%m9H`^-OkJvTHK;6bRFui3sR@ufWsa40pPdxjr>tF{IJ;b4*t0=YXP)3A_xy`@el!PzyO)Z1AR#IKdJeD zCB<;+!Xw8m?&NrbpW6}MXTnzh77E%r!OOE!$7H?x2tM4rCY1%mB|rLZHnbE3FbmAa zxglJ4eh!3Q=grP zoSr&}IhHh>bVP2pyFZ&<<>4V32R$a$1_?}*v7&~Ny8l-QCJ;)>Qs6 zX`jq^H?-VDZVn?tnffW9&mA_{e_Nj=HEEj+z4#0|BOUKil%Q929TF$sET^RyIu`?F zYjmf+OxB}@rLh7gFP;n949Ekl6nU%^6;@wQ`zNwx$9O)H;ebvNx2qlj4ABRlj#5;- zVDr|mg>XO1P@6DK)1JX_70|uAQ9~*I3bdW22kM_7F>pUD6;RK3Oj`Q=Q}r5G%(d_#P+LN>7&Y;;U~7vQ!`B8z)Za{1K-SS6=>0u5v-AKq?|K$<%LltJ zDSg`@$)P)9fr>As@;PuYW)|V?+H0as&!oV!sGcP)|6UJ>RpeR3l*RFlGa6Z&kOjLXvh-GO@>$a),error('upper bound must be greater than lower'),end +if nargin<4|isempty(n),n=100;end +x = a; h = (b - a)/n; + +xvals=linspace(a,b,n+1); +fvals=func(xvals,varargin{:}); +s=fvals(1); +s = s + 4*sum(fvals(2:2:end-1)); +s = s + 2*sum(fvals(3:2:end-2)); +s = s + fvals(end); +I = (b - a) * s/(3*n); diff --git a/lecture_19/trap.m b/lecture_19/trap.m new file mode 100644 index 0000000..85b8685 --- /dev/null +++ b/lecture_19/trap.m @@ -0,0 +1,22 @@ +function I = trap(func,a,b,n,varargin) +% trap: composite trapezoidal rule quadrature +% I = trap(func,a,b,n,pl,p2,...): +% composite trapezoidal rule +% input: +% func = name of function to be integrated +% a, b = integration limits +% n = number of segments (default = 100) +% pl,p2,... = additional parameters used by func +% output: +% I = integral estimate +if nargin<3,error('at least 3 input arguments required'),end +if ~(b>a),error('upper bound must be greater than lower'),end +if nargin<4|isempty(n),n=100;end + +x = a; h = (b - a)/n; +xvals=linspace(a,b,n); +fvals=func(xvals,varargin{:}); +s=func(a,varargin{:}); +s = s + 2*sum(fvals(2:n-1)); +s = s + func(b,varargin{:}); +I = (b - a) * s/(2*n);

Y+f?{&Dy_*2SS)6p$}|AH9uQdgbH3>%`1T5V z!J3PYg_mH%e7v4O;9>*-x!`!J%rP*mktNBkr|VyFoWa2^Rhsz+c4Z|=eC8FQkmxfn zdNBFMl+&@8sdbTY?Ht;h?PR-2Uiy{4$rdh8M(1AuCUzvs;hcx~AuIK4-VIt>+XB0LZ=ghFhvSE-p zH=KqbeFw{i72Tf5b(c&EmzISU_|rF@SoC-LpIvq7VqQ`eg*=?yUfX#M5=*;HR_5Jj zX?vf^?$;Q{aQKV1AmCA7y&~H^C6&a#G|}QC#S2Z~-jU#IqA)$I8rOV)0h8(vo~AaOW^y`? zxrz-jm+Sgv#qKL|ST>VN(39tb!qVV3&m(p)WKJFmB`&Khhj z@9N0X!Giybmv)Pd4Vy1^KPgMN4IG&r;~XF?8;wex1fNa!EU-mDOU%lX-7fXw{fdCI zA0%qGYO~ql@cgW?%-ipoRIEpL$!5nOLL2|N8T^ru>dCT{D=_cOs*!(i6uE9!kdnB} zt0Zciugg!?8?Q?Vg3jd8?+RLwcgot`u9561Pl>zv>`nurJHD(o3q+rW^CLeX`^}E8FOUo08*lz5 zjX`Zb!kuM3?>EyT)`F1~Ks1?UBPc;+oPUPLNxL*Tb+qRAgN&mdv=mFL$zzF??|!2H z_h>#%+V}=j&qD8>r@49>H=e$GafQ&845eGg(8X zmy$;VG4t+N!{N*rZQVi1Sg|NOZNUMTqcE6OnA^VC8p99ptLa{qO@QhgE$I zm3!o|$0?(Cis4?VPs7=$P4=X&EQq_VL})GRL4$eu2?Kq1m3yl+4^KqYdSlW0`r6C5 zxc%V8-{MffR+rX;{aB69?D6)YP$`l5Z-04OsyDH{e&DMK)3hsqi{9YOxY!BZqv7c7%oX@{F7)NjXR>P>zo`#Pq}Lp^Pe#A(v2 z6m-=vCY2*PyGz5YX*)|&lvb+~`Fm~4msOyuGXjMkblW_4zL(sfH95~GyRt8g9)HIY z*BEI!5uI2sJ1qkw6n>ye8j4VrkwYDSgQX%jh82R>$-ap7sr`W zPpGL&oO)2lXjI|FQEvqJb-Aza@wGeTKF0&%tXp|+_`y{LmyYxMahL5YS3Z-~Re|R6 z;&LjQUBL(G_yhmKMnPR~QXy60Xs(*@>$t5eYLj@@f?%EScq4pD@?zM;wq(try5m7X zm39pMT$%*LBu5jDJ?SgnuN>`8q52ceh?|@zvrXa5#QEVU7ksU|dn^^ARa=AlHJbd! z$n15<-RZ)Xoi47;!sDWCPWs#QOR@J!gAoiq9|tev){n+}TwebbspaeMJZNaAPun|x z3IRW%Fmm}Bl)tmlu6gQC$6RKe0Ri+(p20kJHTqMx!7O*oqN!uOjqc*p*?r2hQb93- z64CCg=NP`sH-3vy*^@`Lzin6a!g$qPzv=C~WW(A{KDipvBM~F{!+}>+B8GJY%f}oT z?|hrM@WYhgxk4zJcyKkGXOdOvhi3P-l@UMaJ*H@iDD7K(WZGjx8~e=`KO64Kjn=B5 zbe}BQsmCMF`CWUAdzVIa_Z4cy1PA$p*bc1K8b}|;>B(?LcUjZTW<>Tlqv4GDbyXO? zTneLLDDjHH`HAWI!g6oJA2xKY60nfZ`Ha+egVN_+`5v;Ez1&oRz}I8Gykuw}%ab*!-*;(IxzQcSe1BH{^TTMwxCfaJ9K|5% zy+R1IzV{L4{R13+UjFVxAJ59Rx^RD$bM70UWOG1cw*#mH7rC1f1ejh zVfA=8kAkl-A79z7+O5|6{SgeY%<7C!UL|=uF*hEum*GMh28v((7$*AQF{<0)CKZ^~ zMcqpIgbjKD(b{Q7icYFtm?fg)p!EQbjtjBX8@35 zZ~ZDXuJgg@1{*hT;oFZdGQR%sg!80+kQt9B;jB2ct=$caBO|VIU(QY&+3Ouae++rY zVDUC4<+B{uE&!1AE=FtEowO$W#9VAh+A3Tp;qu#`YOhe4EoTO|57VetJOho$f3AtG zKO7h{fkl)dQBx4-msO$u1R z)_>>QWQ#kGlfJ%wB4XC&G<`5l%rHE>>q`xA8RKzJ8$~_o$gjy}8P>(0pwx#klQW+@ zS{PNmET%nQyrSR~U`2H5yUft!tU11j#`VcS;!8xqXl>7U*UmRa*{80Y2?!Bx3u^3) zz4;%s0-K88U70nXGH=h)yMCVA_QG_+zh!(Di3G^$8iC@D9#nUpGxr;|b%y+eSql7? zo%6wu*Wz;B@lGi{gvW*Vn$7pU-Xi8@C_fHF_p+Hvz&)Jo(o=n2*Y77BR1JyJzr*P& z)jT3yw-W=|x)zaL_WnMF>EU0LV_)XeVQhcXI&qttU+6TigmiYwgOGlq`NZt$d8;-;Q&NWuFiaC?Y%j_ce%R}~)XQ`Nk~Q`dGpq-V$j_dEG(uX0gtgg034*8OF*a%rL{ z+xqn{m{SvKb1fe_#m+Ew?v=2_RZItiVDE~&f@M`yUFw+33P7sJne?`Vbm}A*+(2h5 z!#0|PUuqXA6|0OJ=N1^%H`HT5bLYRrZ$B^jByiy|vifZIxl#3!Wjk&g!XNRwNS-=F z8cWFEwF-YDU_vq*HG)>G`6)-Y!e!l!vIG!BGRi@$eiDJ)X5^X&}1%% zk^3=$I_?45o3%D#;T7?+9?a3#Uxckj0w$2pKSc;C;FakDm065>-&bXQ0LyIYz6mD@ zGDH!HtIu(&Gg)22!)p+$4)-Z1^HALLq0CES_c)ddi^}0LSeKBRKUI!zt`4Coe&&p! z+J4|Vvvw*32wlr}->cPv=PVm)F22MfFSQCy6QX`Qb0jI;;`)!B*Y>#mR4ON_!%RCm zt=Oz^t0en|Fx>C25pteQ|GxeI*2dL?gJ;wjZx*+3eQfMzC$nFwot)dQT*>*n(eeIf z+NyoMB@{RI0>B+4=moIhN(g|r8aHAaz^Vx5vR>Wy+%N7zE-LR2eYCZJVc`VGav`m5 zyCgT9qzPTO!AIw0Yi*Nd%}JgGU57cz9i?2IjJUXVc zRy-ee4L_$z6lv%<+kR+=&2Av=dVlx0dMPxAxtviA8dbfjK>4PNji3tk$(TyE z?eJGd;^a*U#Bucb6?}aj6q`TpCOx{@o!7@5bSfbWuq@tNH*|Lq|L`zzb`EzyF%uLu z$i91Z8|mHeY~$Chg#ArXnC}@+aW7qn5!Qs*)K5fJxF&N*Ls%Zd-yR=buF1$_1SA@e z&xf_YUcE?;4#W4G&9k?fjNG_!l{(*pR;9Ho6Hkh|#JlA%kJ%Vh>`^eLVAu1wN;8v> zRu8c2VNd0ZTt?gEvh-ZG>>q6A{L$h1=m+jV9#(L!^JqVzX&d#hLGv`_Q*bzM9lbG#Me59i&WYL*6ul;yHl}V zhhR_vNDB1uWktr7_|cfNvp;>GnXj2FgwYVIJ;v1N0ceCtMo+s#Mi^^zmY5SV{sCOk zde?@10K=L=w=uxb^gVyoAu}%%^jjVlA&oF_*Rx%9c0x=E$kD0$o>ZAW%))=;fbRHN z?H*lkF*4hQrlXXe61xpk7v|!Dt{HFZRCU;OXf(EgmjD})bfubZ%?Q^zR4Dfn-8{H|}?_n>zS zuUc+?9M)YFydEWy-?eb0X)DRR6p`|4DI1XdDU^tPGhe;DVg1{EKyuE$OtM9|>TmBE zqRSs}4YJ$r6@sAH0vW;AhvSJsaUun2tJ6e1(2Fdw8>Mv&hNdJcIuqTKGf1G_}7%Ae$rqR)6k z6>H%GcA%F@1q;QG^rM63K`eAGxmPb!8{P|z3PrhpO_fS_Mj$7u!8h>&bI=+)8f|jpsr3Pk)!~?d#*caea!9MCKMp5{BnSCRKe7UAxd8`oG@!JrV5L zd^7Imsua4ZSA)R)yh<}EZWG_mdOzx%nm1OXx6&q0ANJ&MGDTMUu&huA^iX-Te|>t3 za=Gw|$w2=%an35g(OjR%_c?ujMY;R!ubfumgEMQT#4m5U`?}dDRbV@jt0152?u(WB zyNsVbB+sXS$Gp@o)Zl3&i-79)c&H}o8o&W_XA@V9LznlA)LT~U< zrPyQgQ1HLsnRZ}9f@b=b61TBv6oupK*wL~lzeO9P2&KhC@jWnmv2S|ZEGFOe z1OKT%lG?1fNhaGI+zW^|`;{{kDQ1S*Dw184QDvJH?8(Q(-=ztC7-LahKcBw`@5Z?1 z@!gvS@B4>Z$Bn%7XHJ<9zSgEEr^LLAd#m@ZKj+o)-`Je<@vA##dVaZm+nFjh5K78u z5X3w*80(-EIRLL`O!|^4K^z&ZL1j3tTxYA~t-_*G;op~FCA=h{O|~Q_{B5_T>F{Ee zS3$bVVLSddB;K9pgR_qIw!izm?w#`-`(^BOTcI3mS~t~QOr5d)j7M|DN3pi403unD zqEG#KfB(4;e%BKQ)CmNx)P94_!X2~j%sVwM?dHCRW3#P)zTW^}bPgE=7=nlSE5ee- zug|bCS!>2epIcum*v2#O+)6cP!r3omTpu&`L;U)WqBBuc4UEF*voxncA~YCENh+d9 zgG2+8B%R*>?)wP0d+`5zf8Sa!34BwSlk}9~cz5220`C<@UT*49^&>XzPj>H1hCMHV z#^xu{yNwkqoG01$>$0`rK)}f&`mBh^o0CmjZ>QQmOZM@)v>qY2o4UDblCEFR$8h|S zmrE{>9{g!)@B6O<)QmQkiGOnMS$U8b*XkA5=MXAfSj9`Q?^DraS071x@R3W+{iw|S zR8HOe_Jz{%B6v@nDttSmwO5{ml`=`MV75e7dw05TxOApok<^FXzvjo%x*d<~4&};VsIhK10bof%q8m7RUm~2 z52V!0)k%+E*g8;s2DK3JBDxlhtI!eoBh$uyTxo-MJ(*$4nY#Txo9!DYl$GE%+2ftt z7H4<04lo7o(|{@u55a*!!HY!LI}mK~dPUQm6-XD9*;RIg&mY8i4Wi;4PfT0QExBU> zTW@T;HxZE8X(HWr`P=IXRu3Pv-n`$Q%orG8D-#r^j$9omEUpeTQ|&P7hAa}MvbpzU5Hi`ToyBd#zIE8`60{Mc$vVr#Xze?}CD7qy68$s9U@R!cYzw>9ZfBt<791`i+L!1-xCh{<#XBcV$#Z_SaGIL1vi!XjhN^XS>L4x52m6n>9?DX=+3$MCf38<5Y8*EhMt0g<#qqyP=0rxr9ol}{lZVnRl~|z z|7*tgh>*^T+^khkdNT%Sc&sj;yLSoyvwvu(>snxxDAo3GO&4?b#qe%4*WBTl4-JvjetuO4jkmepkADP0Wm1j5l{jXW`0PEeY zMEopo8Uj<4$nF|FJve{%%Cc5@a8aA6;sHr)!RswrJ5<@|z$4_LBjKp;uY39%hckgmHV<)fXui?LO?!xmIkwF}!T<}Y|8*Y3@@1qJaC zvI;yD*}|;pa2KAiA7}_StHWQna_YT^6lvQ|PndQuIqjQw>1$Gdxs7H610vv5s*3oYYR`rNx z69kT=%TKq-{E30RAvkQ>P~^BghC!&8$8PF7(bbZlbd2IN(E915`KKO-GN5epVgJ*G zg}mCB;a5FdlytQ*Hox3@=3@9unMCuT$J={*Iy6^J9;upir4WNu$^+ANAM#l2wKeD0?j? z2bnFr-q3*cA$o|sVRm_V^8@XWjP7)9sk<#YB0+`vDo+YBz3oknUijv&1$g8dv$a@a zB5hCSt&R$Ge}Y)F>D6zU=d%Wm23wO;EzXAM8q=(9+k#${ONDLg%t@zWO)U2-gZO&b z^Qz+spz<22Abyt( z8A{8XRrnr`lTq%6?R&^M-&!Oyrf{2GZ8I!A@xbCdrN+t8JiKYUv*VIRcf%@+Rd^)F zn5eXRQ^(3bw?R?>gARBA)8OyC$+b{pDVDX?{imu?`du8Nn+Yd zF}m}x|LRO{*IVb=D&pgbkY3xx5Rt)9W*~M8KRLHe&I!|D(nAN2&amuWb`EDUTB%mI z`(f@zqVBD$uU3C>U2Qch7Q+jhKi^XcFI$UK@zx%@!r+gU&h&EHoIz6rBN(OkDnGpU z?%9X*{<2fVNOhhXRfro`K9s50Cj#2kHuBN2b`d(D$+3l2mn~XN|Z!F*BSRZfARONzfx)@`ZWHDZ$iZFyqhJTRK(rkJ>CXug_TA;YBz{4+rGHFc^}YMLYE)K!mHT)iYP1OOplK`%kSc zciV0emRr-I)2ypvbyyFGt9n&#jD*!BPr6@53Vb|-+X$F#3{v@)UTKb7i7;7{4=8c~ z0-N}L%vR?LqGJktNQ~ST|L!~M=d-JhxZZ5sPezyWQxCJR6xJJ1&QT|v1e@PL$YDTP#E|UZxzt0N>sd7Yvnw*KV}c@Xk4GU@2Njnp&oe#f6f)5 z@v_eOx%AM5lGjFa{#NQGLNDK=Z7i)RBS=AK6<$6Ro<=TxOlE)Yy`4^P?77r`4j^ab z8Dq^Y)z=HbJ{FpZV)_7L|-B)1HXx+t=lJAH~V|h%s;V8}>nr;Ke=XrXPvZ zpzym5Bey^vx}O=^YhTRa)`KSRy?p`x!Sk`2*Rk`lg~;miya^QVIBbPMzt%U3hhR!A zk1gSjzjh0Hxpi+?8qEGQNVC{$N#oS>sxv-Jd%;j|OSj^6Uf9@h2?!+O6eZ>tMUE!S zCE;Qx%imB6V=~zHtX0E(wSSR6!DQvUXv0cvijD_;Vp=lc+Yv{>+T{J6{pCgUE_TVB1k8iZVXFbiiXT)Q(xqLE~!FNi~N1(#$VxfT#eCj zUOBg4Jn-0s<}PfFZ!;6Vz)(x?H}Isbj6m{w&MgdFo$oe3>OHZxg-gg>;|5D~Ey+gockS(jcXxbfv|gdu{#GQflx(XV`qmV&iYD%3r}*^;EF5U2VE*1#xw+r< zZ@b!zuL0!MOhA_skGY&>kf&d@VZF^Z^ZNVD9*x@un4}8{^0(@kY|#!`+%%<8vt{(B zXDMlqhYdKbrI%ltU7n#=IMu82?h z`fq!S(YM{>zM|N>No3)+YXW0!J#?x1xr#S$*j0ziTCs``b$ZWnv#6yVJte<2-QXo| zV%9?Z&-xeijzYOOO}z4c95d>(r2H&%^^9}sah>7sb&De%a--hoHgV9W;Ux~cp}seV zr^H-#Z5%cn$!m|57c(@EjZ5u~SCSjQGcRO)%;{kIZ3*s`|Dro`Lt>*! zAv*2l#qac*l!K(;&e&dte zYd_hWNw?fO!GsKtPCpR1oqOeX4kOrUPM`nz%f{o=G-JdX$#P!@x`kb61O{wzk7E5V zBzl&zUEjOQTye5F?^A@Z+*g!~tWWXRIee3YUkbyywP{nV?{pDF8;jk`0E~=&T!eQH zrV*Vw9&6zZyEpG?*2xX9j`L-&rB;+|pLm`rZ`l2(R$U@&`@Q!*IhX_RZ{HIg)vqEQ zL7y)m=k~m+3!|gQom@oTewL0f)V5r`PhE*1)?I_4H=jefMuQ+pBAdPm!p74+zA^*y zv1}Zuek&=SP^JPb*@=S!07y}kkph3n$XrkC4s6hoO}5>b6L(O1jr!g5>3%sAMOO)2YG&rfZZ$a8kJl8xQuS*c!RR)m2doI!x8GfVF@+uRqqWXfp0dn4W?rz*J!%~?`Ngzu~6*3ya70w08y z)a%>gV5i{oZdgtV`x?P%-t62s@oP!!62?d?=i+N}o;Ub`*~IeWu;Vv!f6L(0&oiD> zb?@l`8j&p$LWA>ZcQ^EI#oD;{A~&_pM)NlTG<4|}G``RMNI zf2|u>B%aDE7WYw~;|)Uxr1EGbI^A0nHsretyFeGx`Mb4C73J&tK|fCSV)ks54r(AH z39>!jOT+(Xt$yXvrN@^<;lmR&Yl?p{)0l7H!}~=VJ=!CieCWjubDQX|%{I8V787s& zA+O!3dL+Mv%}+Lt{k#`dJD~y0zyrA8)-RTmYDiCZ8$B~sF7k9J^iB#L+X0GQvL1Xa!2fO;)^;QOzlV0Iqt2#bX)J5 z@{rVTPc_okXE)O^vdUJ14h%I1Y310hH|>!Zb-UmqsB4Kky=!K3UH^k$F)iNZ&uOdZ zYj@>s*R68)d2&;4Ylrl+Et%4A^SzirUKxEl90T~UN@sl4KUpt0fRx{LTCs1-$S)Ma=0OG`HgLUCbW=pJw8n)BwTw=FBVCbnlw zcRH3zBJDGm!pv-ZF@tGtPVuDnnoqR}RiSMAEj$Xr?8@K-ruFPK`5o7UkMik=8t8wF2AL|$rwH6nM6*O@S&Q+&1X}d`wJ9q%=>q= z&&01s9SZ2qoMLYjnrYGjLvDG~i=Q>+q7EBhIYMsAR_Y)k!DIu77W9nrCSSf6+@(5I8O7btCGX>qp(vLpQpC>a^VQlD3>^3_uksL}tB5%G!R2Px2=_bS zsucyu>^{?JSy{?`0=FRzRYk7F%rCH)<9@N%z zJZ`VZ(+7ILYpwRIb@zSuy4`h3^~HYK8Bp`x?vlP)U;yy$^(L{@&GWodZP;eYrRx2& zw$|&sGJ=H>jAc6C-!>n{OAA~7Ap~NSqKT)19`;*h{ z)UO}NtvrgKDY&lj4RV}=SBdD2c@BUSvlxgG#n)<7pXF2PV{|NAWF`UrQOk+> zgh2@Y%F-Kp+($;+x8>Q%s+7>*=Wl2Oy_wUVMd(R6q8l~GSJ1wxbW$Nv)L$>URhKc8?a6|l|gq8Vgn+ENaF8a zU_89H@dK}3s2+1ExiJDu$VU}`AHLK=lkFYtg=?S0Bl{^1n#yjH)O@P~+jtoYQf%+a z4B_)SWNX+FPvfz7DP8R5mL{ZH&%27M*Lpr~v&%=V2cSG=SfYrOrvWb40ROTjy18fR z3pf&z8^mv^956(6%;O(pbUa4W#(U;>=d_XEG|LROXx3#vlJM_X>fEXR`ox9rMZ;XW zht{)*VR`xb@w7Q&HJrNG`fzc59WiR1yu%`*OJBy0j`;v=nppU$-c)EMxqLo+T1i{W zv%MyI)tMbnFOUz>Pkc42jeoyJbv~MTU@t~_zg0Ymb=K~_mXl6 zzCP^D;sBn!5yPGj`}ck$zCBj~pe}d&3W~ZTlFp<5XeRgkZu-JT&E7e{pI713{4Gef zHz`d0DqSkyjW4B)*C}^l>i2Xr_LGIJRgCet z&lA_qytk*$x}XKZ*;nKvv&q5Ql`UZe9l&1wLKx+E#u{)uL*6Jj31= z|8A_83$dYhk=-zWYnuh#+JX|)Gu(DJumUTMd+o*y%35`ew9x6Jp}!xSas9qBmpIo1 zMWO>+dN6ob*Fs*q({6520QA_Yif{u8R)K6XEe`jNJ|7zKz83Ehw9#{)isR9}P8yzX z(oAlXJym`T8eQbmV-*SQksL`jZYQ|db_H7cQ#<5ydHt)k4Qf+sdrbh zYm>Wt8m(v_8~f|bCV6H|JPMMs2{H1m}+y;FWx4^}s~P?pP(+vIN#ZRB#|{>46hh+^&T z?s+Hw&7$@heJ@-0byjZy3>hyzf;({1CRB|L)t6!e<|EcK!$+;HP~Z9M36JQ_;#yc% zgqq<9@xxk)czE?nO*5X9yFcKit))Zqop;$Dlmaw%$f6d zW@B9PY?s9*+}<-eUp(zfjqTqpSEqV?{PL(7UmT%^wcKaoeLLFN(XjSt*ZM7RD1i%; zS_070>%9MmDigR=v9(ifT1Ok~=R@~;8xeF0xoo2eOWo==4sVBh%p2Z1`i{)@kRJ-~ za(u}qdS-heS4^L5XVuT8Rg*pC9|q9Z{~(Zy{`3T?<-pz%2E+2>6u1r-FK-jr!;et< zX*UXy){~Em>os@$8?yaQSuMkwHU1Qsc?UnozoiA$&<^zT%CO_Y74H51=t$UiBUhk= zZwijRUHfqwdUv?A>O*Dll-TO(oCP%{iGA6h61e#-osq|LGm1>7Q@*d?SIBp-4pi8? z&BUgmpSyHiu86t45}v;gsl_^Aa+^{_x7RDVt7QGjKPCTklc$~4go;CK60e)j?jp!m?C5^Fu&7d^!0&h4 zbSwH5{$gofK_abW$)Kh zmxYoMoVX-+uLD!>+qb_8*tV0+(Y2>Hr`4mkVHg*Y_?3?8+bZi0nk|iP))qICn+j=d z@>xe}XLJhHc;Q7~<(|6+e~@C)E7%z_@t*-&rLG{^0A_U9>M1ZY&^^0uE$D~g&_i8Y z9fOm0s&c=>x)O||3gkB3Z@x8T`e{M63i!Z#zkojkwk6_&eTz>`iSgs1VtmT?D(&>d zJr5^qo0W5i9=wd8jho=bY4^FgweK@=t#xGsCoBSq0jinItX~(1;;Z9|W9th<@%5g; zY+Y%)7!Y^M+>x^L3+sEic-1+GrLPB3ZTaY)UMNLJujg-@%|W(|2dU!n>P=DoNu-3%8(K-_v23k|>=b0G#AST(`O8xC}9dn{3Vhbq0g3dXh>-KAfyW z!BeW*t=`ry;j(`@0$m754Sob0_{SX-)wJ97V&PIafmhh!A%EZa^JyJ(V8BlHrPs#z)73}0ws*(p{A+0rtI*OnhDa~( z)GPgAyBhe_cZD*0wfntFJ&vn(=YH{X^wl%9=HTM~sf&40ww6IfI;ABUV2$mAk$d;M zUWM6b-3kEITuP^4^{tuttZdZ##YVk9M z)e?Jel!j5CN0TUW%wbwwWrx&`NdR*`FubyNF#(xezpalUmOn?hz_B$0;&BnH;l(qy8L;GVVU~17Ii@NPWNtqRIr`+(a4v)R) zF&N6N4~<*j+SnwB$LmVBzHZz|ZiDD`$YAPg1(O@ZFV|YNFsHW82{PQ|HRlv72{cZM z2=YDRopyfIAy<|Qc&x@EH`m|piCGNKLPDJy$97bYw1{{TLg4rR%DvYlv2VX=Uc>V> z0g0N{N3NwrFZ7;`<=oE{Trxt0{7d%0Pr3D*L7(_M&0L~q?#6Z$JH<(=@fSyJm334DYJF(kj3{1?8i)UiCP z@p1`{CVdF4(EhD5A4Tuo;+Hhjh89gOe2yctiWW{Oyp+7^I@#UNYi7NYodLolJR$AV z8o%pOwpH=6A1f>9`S4OPbf#l==S&A<6~Cj8tWkvBz=+JIRSFpop{P66mD_bt8Pj3G zYV?n3{edv8b$&B{2FKXiOrXXjgcCBC)oZeF+WI#6wZat!&>=nx5Wy|T-JYivuU zXj{CtKW=eyDOF$g3Hz%T#}%Z%6^GW`pH)M1ufumilmhRqW2KzgCI*}T)44Wd*ejY+ z>8;Wt!EcO#zfvIC9CDuR*KtRk*13{^!nm9puW4!mx()gof*8KHKliZpvkbYsdFYKI z4hzgz?YdsY?LY3Cn7g1?`m9%NA7no=0m_I?-OWk#tk{um@@BLtjP#rexJBmhhl6Ro zTrTFiub^2o_egsHYL01k@N&Yd<%{dTIZTa2dWx?a*c7n#d{`aax05%uyG+|MCleR^ zG$8EC?TZoUew#=7LdtYA4&U89xXW7mZFf65eRlcAk(IPjAuajlru%oUm$7Wto(`G& z9l!vH1~UoGE}GkQcU$PT07R+GF|tCwkrf;(M6yT?@4LgRcm8!x=!@z8`A2#M>f(K~ zq)XCg-Ikq3dpCYs&Stifs4mg@4c!4W4NHr5AoCscQ6R4^L{ko%7cOuntn$3!1@^q9 z%FLUy&r)FRj8hkqdVfn6ZJAa8Pq{znQ^I(-vEKCuxU82h5UC<<$74?`$5P`1f5u6# zv&cGEWi&RZQArnpx?|;fUF%T)f&}vSRW{l>QhG(_fY~h| zioI1C?s*!a&kj1@Y6#M$Q?)i*kIL)ZAtvTU%EH0&)+XE<4GOv(GpDfhSNzb{(AT5Q zYO<-VfMB{6qrOlI8<28@Ps(xmv1Qw~uN^?ZK?Ft}pNMr342Bw_2qyaXo3;Qncw6Uo z{-Rg^3B$@|JZJ3ZEXg0F{rxM)RqTLF$9VUFH#NmC0@#foOe$`}Vav~(tz=VgS1Jqb z2=uEgn*>|(JueO3;R-s)Hv>G3m8a){w&Of@t9NVMFJ8FL zp7X+IuA5FWa!;BOsGVt@X1%rinJ_KLF*BbSn@?x@*=t%esR@Zks+SF$c_E@Z!&{?} z6tL9!+jx&%^|vfHZ4-eaXWfUz$ba1yGO^IkqyDFejqZJ14)lT4DO!yl_2a%xiT~E^ z1mum_WR>Cbbn{sQOsH{+3Lh#g%=F&YZ_it!#l;5O;;BmE&!xBHO)WR)MFQ^t6fF9i zt|q2t5csY!yFcz65fq%Ls;+f)C>^IAels)&;!=O~4I8epY>PKHiH?CzJpPSUF6c(RcG$|AM*x{o| z`F2$URn{quE{l)T#nmoS9Nm|@VA}n;4>Q4n5GJ)_F zc21kD<_>3)C{}y9TbWVtrF{d08{mEO(N#PFP!PtZ_aw@$YE?FTNR`g{VGe$VGH6+d zn5wv)-FinNLxVZZ$ZY;b!tcRq$;o_ufv#>%o1ndAT3HsKGTUeAdy~IbhR4(S`D^dc zu-Izi1sf0P{xegU^j ztl}EYPVRH-TI>_=0qmiO;IP^bi;svkA8R4rOmSy@TN3ijem{x0>D1=yA5q(Q)$*-8 zelF^wb%{vk=+^AomOh*DpJ;mMw6rEW-w3t z=blN-lx|0dC1gpm_*1%f+NRsVN@*++SLxBdnfbs!yy&UL-~A0isVBEkt8IuI&ZphK zd*5q}=bv~Wmn39$+y4@wAsKg{<`1>@rJRoOJy(fd&cOfBDU$Wn-fG-$fO29oBmZ1| zH_1!i!QaDrY(6l88HCm8n_0njY4@7V@NJemYiG-r-Al$P@!|v2)02ILytv8$9J3Sp ziTg8``k-&;YI=o!U)T-X7RlSL&n@lO~;iP$Nafya;Hv$I&8VyDC<>WUH&d@^8${ZZ%N(W|AhbaC&@K=kifPC*Q!eyE5CKgV=faLkUmiHU1nEShLef80As9S(qO+7e; z?2L*XbC@cvS^d(upLw_>YGAuos%OxZWK!p$h&bfto{x??m=tYBInL-K2$;ubwR*_S z=7*;b$C8)SA7G{FZsgl`y{fQa(lT3AXE@%jw(cK(?sloy&?=C{CWQ⪼Ic?CR^7a zx|2xQ$Rr73WZHZ+ev~ekRc}Un!`k2@@~W7%U~6_9WQM_0o3lJCa7D-TmCTSpgiUUO&*R>{DNEVG<*H`rcWg$*o|%8 zAjjuzV^pY@Mzzrclk>N(=*;)BFlml}!lG77^Tm#JXm+_w_p}xxpvGegOAnLMcL?aF zqgfihxlxPjRyxQ2p~aQ>$HJQ(n=KSK#?@_I+`u*{dgVVnefg09{T0u+aWrK2rnX1; z)&Je_o-Dok<5KRCflsnJm`ka)02MBru*+tNTJ(Zj*9K5dQ#1Q3uAz?WhAhTE_%Mf)sTzd?nClFhm#s0C4$%Vms;mglnG z7BwsPXH=h?H;&ENdC;+SG0}jKWEPWTb&)R1f+ObMU!fLlC@1%3Uqg(oZJBCoI?ndFJwP|%K z0$Ym@AY55LI}p{o+_wc~xx1DM-qdof&oiDDN(5Mr@A_ytSpd;#!mZ%?5_D>X@PL3%v|M6Ga9=-cO!><*V1+{F) zV$#2qEbfDz%WfWxmv6S`=i_G&P!R3>ewn3*`vx|O*`d>?X7A?Le?1(i2YP)>iiBY4 zb)o(QnuzmoyK4w6be87Z7e9nStlqyZQ_-Xz=eLnfEZQcXgD1#KmqM1RQimZm!u&Z(?J!N3p{Y-rlfUY#ngpTiYQEkBp( zvPz~p>}20dAPJsz;?Zn{1gh0r4P=~a5SRh)B(t@NvGHd~)7`^(u{k*9#-nED#{JvxU>BO6DI53ECOaabE6+^mZ-JG#cz@>q-f!3wp-gvAH|Z{kCiPvO zHNst=dh)+ya#dQbt}(gqBhAz6;A{Dwm=)y0shO*9?&Et|c=gtQjF9@SKgPY4pFYY% z1nfbiaz$-nZxkBW`pY@@_s4UJbcgxa~7Pw!04l$*Rk)P}kph~Zf9q}P-e*IcFle`cvU&SAt%%}Kw0Yd(=M z`CDJI=g;-l)Z>rJ6!jzeOQN_?!sdG_{^l2KCOOvdwD!Gm?g-U3UTbpZhoeD$)-mK;&_>tn}^NX_n(pT8O5>q#QdEbZjXia zeSa8A{BmL>RC<^-&I9IgfLPJJ43wH}Uj+WUT<;d(dK50!-m$ieB=cpr%hGu{t@MiI zUPyCHDzE;_iX=ZX65A+xC*aNC@ob9&PN5`lWe0Sc`ps5Oq zw-1B<9Mv60VY&P}G+kum(ETn+CN1EEwXdrf? zwupL@)smtHB4x~g@wd^yhxrI?oH?;gG)i|o2bB2ptpwNb`kPf+(RkDzTa==a4R$YrltnHy;Jxh*qCWm475 zlUocbv0mJT;{*a6S?nAf99 zRpu&3@{5Ps-LB^5jZLEJbASGsy#SmyyMr~6McE&69OSjl;;#Vzf;lmx{R93b2S0IH ztz3V9rSqwE>VM0yQqhuUey}Vr;zCpVJRVB~Sw9{nI!g+7;!t6>sT~!A z3qs^#jglVX7f(4hrRdL3o%3{knVcAY{+b_x-QC)~+pQF9te{Fax=yV+Q+B5Hw|n=F z;i3MSZ~5y8%@tlf-=~WQSt8trzWxAfbLeG#tUkaeISEJUkh%1F0 zknfi)jqPNURi0M-w|Vvh{I4iUuzS?$>Zk)Jlk)X(pPa|czR_2eMo~RlfKtAG22lv{ zF}>idXOqe=s>SH{*Y@Y$REl%sl9Zb)zUY9$+9k>;WvP)%qx22G(KGIAkcYj`Hz<$* zFAt^VR1vR#46G~JY;e!QL^w^ly-STZBx%ayyYARNbxd?gP6O=_=-dA2mLsr2ExjD> zVTTLr6_FtJr_OqITp`EavX>iJbMr^Vywbww_TOgi%GEPYSGI0{Q&{=Rm)uXU%?SBH2pSzq411M5IpIT5^9>qHvg z&E)>WL?@PnZ(7z`uHf$Y=9KgoRtHM%@Uu0|NSTs0eB_#W>zPNWc>9F^v(th!9B|-W ze+$eowgWxCGU{h|P^IU7YR|gwk*+}!t?siuYq0udWIA$_75ThE+P?S9u+gn61!1{J zZ{kb+qj##BRA~=gjG5&5X8ikA8f%aXyQXLpgQ~uiwd3K#Evac%j;}i|Ux2<8=C@h% zV2g{$8;zevvAo}5Pj=jK$H?NF_jrE4DbT+SD?bmFGX(2KJl>y7-Ww@`(#)#F=|FMV zy}H!(_T@irIXy14@n_NkC15?sTgH6?0nBb6>nMf>$3sxvZzqTC@6tl_3f!xB^ZU9_ zpcCMNo96yk0k_iOR34T0KIAM{wVo8F!QDzmqRGF`%}ZbC&3YT~oUJDX2F#4OH-X>Z-dP1FP&2{^>x9sX>;Hvl+!*N*wZ z)?P8iG<%I_*yXC;EMz_P6u~|A28|8D3PDhfC)l>$|Lg|sQoOs9(3FK1N&cSy!>@L6TAN*(5$Mey=qPPF&XXZvT!KEer*Gt9WAT#P_ zsdA*ZF+eaTc{ldyH4snj<#pJeuOLRnnwM?=?{z%kN$dWRM=(x2K;S3Wn;v0O$}_#u zc6gky-YUj7p>^ZsE|Jzv@h#x^TkFqH&Ymgr)N?HW4-?_*qzzg`iXh+B5%Er_B3L}C z_EUAra_m1yrh_&X9jx&sn(YC*gXrHgdpTKkw~kl9mST^t84sp=hi5XnFkP(k^~-1> z&a4I-Y?i)fi9G}!-btUw8igU%Gsw>Su4@{vay#l4HKka2LFw|KTdRUt#P)NT zI4e{gGhuZfi7ny0zrrk{^P`9>!8hEivKq9QjmWmCHY)Cv1w^Wr?_+DQ&4!2RwFFk6 zUsJ;Jg#oww4In}NozG8fA?|EPz3|%ygLfIeHPyn~=QMrlx_S#nf{i)t3*r&z|wT!%M9pyhaY3!OUkds~=FjJfh7PT*puFs{~ z+;DNeJh+_>X_Ff<=dPx?@?Qqo0iltvI|Yy(&Ru??*`>kvt>r{R95om%!mqcnJw3Wd zSPW<4U_0JX=g*=|QJuiNl$Ollw)$H=wLdL)?1+!!?ekl_pp%Eu0Kj#demPC%VW%p= z*0B%t!XCfIY7@fGv_7`3!E!+&H0(UjwHV9R9u&1=~H)fa#~ zcje>dcB#Tav^f0i=0!EBG0eZ0vyS*Fd%(Py(RHpD{S+6XV`AV8eCA z>ikLb*j)+Zd?0+ zJTJ@}aDKA_jK=Rl>+cbaN!xfk-sumPY9IXs(6w_m&*-3pNzG*0}P*-H(rz;%T(L?cYb0K(j-!x+-jrFbHt&6o;)h6*7-t zU;HxtvvOn!T7oC`Le-E^>%nfI^dYko;<7@jNKVgR%Yf@s` z#X&MeelQR(GO%0#B?nKQo5iVV6e06kV)G+L!)MbL7tB23?+Vo^t6X@lrR$cUVMS$c zmwX6gj{GK2#NHG5)*gsNwM92Xfq2pgYTJcG%Ny&I|BwW@56ht)tfWgT^o&WDYi!jv zaq6F|2(`F2E3;<2kVJ5_si@DSo>EK&UFY`YudXrn_hlnegMv5K+!4DHuciY+daUiXIa zr$T1nkGzl|!`h?9F+k*oP-q8g3_iSPxZ`&Wq#+gk9-Bcoa>oj@W}__U z2HABU>V-`N_0r+#t8C4jFE`XY!U4Dau5z#1SF(%|S#|jxzh;NKAVU~r+I-mC zwm##^%*o>zn=QVkSRq`PPu`aC`?I5s+x3iJXVF!Jix2(UUrnMt>NW7oPPhc^c7Nd7 z$HI5C(O!SARj|)Jit32oPi9WZs6Lz4;e3am8fp0~{Ph;a`r|n!?z3K^o*vwEXEn#% zJ$K=1@Pv0h{o`_e(>_>B_vDZ`nC0ZVvmmAgZ$%q9=5NRR(hR_?J}P_*f6-g&BiVXc zwTpQ_Ki@PT80Q$g&Q|1EnJmP45plE22I3&(*w zxf-9}YO^e$GS7nC!Tozjbv7N5i~vNOT(0%FNu7SaQOU3A;r$1~EUPz_PbJ)4y*900 zsNArs$&4DsnUUG*Vsoz4moRjEG@sqo9YZeC2x!<|rJD!b@5#E{!a;RALY~}C$$=TH z|AICIOFFdE^gc-ukOG4zmVb5f8e0|Z9M#xciRZMvoL^;`CG7Nog2F5MaTKEW#h##=`q0s^~EG4+Q0zPkwJA$L@?_>k;;07xOaMRN<^uV7C22Ip=ju z^8{ZN>^eWL%fG>Fw)HEmdPAlKx@qrJB73f>z-%DtX00{=pssZ5Mtc-r7KI`Yb!Gp4 znwW1Y?;C~NUkSxDhP@M3SecJXkJa(x3DHsV)YhZ1j-gpT8{ML7;nN6SVAC1Avz*yl zv(A&;QSSP7j5p2nFEh5U`PizDGzEU*u--{1Sv_k1>wu=wU2gY5ft_{i`C=XV`SK$Dr{`3!2hrDPD%u&6imM{Ll3pFex;jcQ-CvMt{O*+eF16 z=R-^zI|-jMG@Q7~+0J;_3Re^!a(_zL#8pijanB$>hUXNBz7^j_yi&Ys$o#oex#frV zc6GEHbwNa8gk6vf*>VR~%Q?iMN-zPSSA3&HLCMf+xHV(-`i=ki za_I?pPVL2)qlJf)$EUg*8w26Q$b;^o*$YNBsyop^pgOt~l|@LziZGzc&o*5Sl2S*y zu~eHa3&ULSO~^oKwR+vz=C7rYZIE8(LB^MdEX#f>k1UA5DRQR^eH+WHx_quqf8h?p+ESR^0)68j7gu<8?C$QDV#Ql zd38*ki_@V!m*5C|DExgq=b77Je`K^IrdgU4jlP|Rok^z-0IW?R8K2P0v4j3c#UyTd z;aSH^a)D)mcyJQ@gmnH!M7`s&FZg*S7nPtC`_)o{ddo+6Xq)K}`bQn7&>k zB-Xr4JNDixwFSH<-<#-8ZI=o|Hs&ttCl7rcv$5&U&s(dltaNGT;x~bWf|&BVpb)qhZu8x@k>>{1T= z>5HpKXj%~=*MIc<{%WT2-hn4Ey4sb12dztEt_RCK_&ZM=p~YCwE=-C;(z=Stnl%QP z$F`lXRa-4~V(YS5uX58_8$v+Knk!)79GLB@BkWEziAoo1LJt9r;zD#5sx8=u&z1GD z6<@Bj`%@(og^lcPZMRMF@ElQF=XNqEtO*3}T3Gi`qP*Dcl}fk(W4D3S+Vgtr@yQ0S zJP^wgzmh%E5o910AA9P)B6C=VoMDJBUO3e<_;5HC=f)X$(o-8WnZudIvstzBymMIT zw|T4WeLn?ic(1jeQuwOgUF`J}Qs_oKZQgW_ntlT6*Jpu=Z@YcPYqS2Tc$$^7>v+ES zs-~%g`ec@wk*_`6+_-ugp=B^EHT{8pa2}_KUOo@MLQ==y^6M2YIp9j3jTT{Ula(`d z@WuQ{3*LE7EzD*@uE2MezH-?2JAt0Mirz8fwNAXW_jKuB$?9G}Fzb8*skkG@a8oue z?Nt(?oHl9HE*J{0#0NTnBV4_jFMCA*=rs@byB$~6=k(M{ZQKca&na;`Yqy}2j@teD zdw197!*mWeBW)?i!SX)x%Dt#iENB-L4gNl-<>ky_2Kl|KJ((`T*^~d)JGL! z#TljTPU7Drz`qtbLNJ*#$GxoQ;Z0GVRv5kRd1)nHZ*q#bE4>WNfyoQOt4Q}(8JIw)fWfUN9aISb1!QtO?-Cpj`*|7rvid4I1vQd~7 zt9!rv=;oX@J#{M}D#Z$*_RetxSNXmHBA%ct`es~ppE1w-4F9|NWhmJn-9x&lLaKEc z9#txUgjlETqWc@ zAdbL*D2Ej(`CACDZ&sjs4hl@(w|^xHqTQ3QinzK?_(c}AlVjt3{XJ)!p4(PG(GYNj zHE(u4l;-pMZF=8qQ=bZp@PJeKq`U=B%>6QPgWqa+p|+p>6h3aC!1RjybE=@z>t!x0@;}_KH%>b@R}g(26yol&R8gh6k ziOG1q>gn41FzixVaUk}1GU!Cj={8q=>aI{w-dVoJt2ijI-g@p2;J=4+9p=3H z9eE*hayW8!V1u7*Iv!ZMxhcTF5J}j+|B@t`bQ{-vb3VY1k1bdZ<7HYgYK?TeVaejn ztDwfD)Sc2HJA?#;095+Y>9Wrj=RrCo$dZz?E=S7c1w5A}m$~FOlPPINAK#a&=?8=(?4tF!N^OX`|Y1`t!?bSaIaQex=%y1kW;lo)3_9SBhaW2 zmJbST^CRpGH5-@i3?Ebz`tum5v{%V{A2)clL}P($#gucuiM%iTjdb(&+^EQ8c$}gz zSUq#uX%V(H%pnf5j@nU9%fIoX_tdOXZE}IHz5ochmhTUrs{p?@jcJX>X;EQ~iuKLZ z`x;pIAgC%R)_5~Zy4%yXb7WJG?kLw)8me}ux-SP=rHwQw_ArP10YpWhPjxP)8dfS8 zf9d8o`-I(c*lZTci1^vIq1D#P60K-%sNZoE5;&*V!^uAVIZ24LHteTb*p)ul8m$k; zu@i&Rd_S3DX{7{h^k;oz{ulIhnaJwjS2-QR1%qh@b|8Si5#FACkGXRm2>KnEbtaPv z_5ty({e7uiK4)N`XHr-LjZBWImT)hR7xUP-KPfz4jn0?;^V+KxN7|CS_WFFD+BY{> zVFZBVR%N$@z4dCaA)M>4Md>^S&{eCSQTQ~%uDN#|4OYX-yAh>-*nDa90&_3nEMq^q zK(;vLkD3e>IgXFV-y0< zRktCS>noljryD8PTg2^8cC!kQv4l5!)jq{h3#fzC`rR9^=thZN<+aJ}Jbshj&=7{9 zc8R4`?X{B6y+KLn*J?2kH*>`{tse2ckj1x2v?4<>e=HhG{!utf^S#Gv$@vKE{Ndr7 z=LWyl%Dm$K^*|i>+c>27k4Fh8lWR$Cp&hON;#n7aq8rJ8rttFiy(b^@MxGAH0KczT z9RMeOI$jKn!FX}yZ5O^Z`m|VDq3-M4nPv~9zvuPeu%ut{OKEBBUzy7;4`8&pFY2Mx zp9)))Wj3SGhmL{H_X*0U@<-?E^f+(Sfm}?tyt*7OhM* zhQCpBPVbA2^zOUBGBLMX!YR<@=ioZ7Co>Ky_bDBm5AF76F`Ck+0!#4S6c$ZHI0Ahs zx({t}%HH4a(l^(A)VtAG9Dng44o(esn4=4$x_KWzG^Q7vYb?Z}77%a#;vWMG@{V&2 zT6dwkd|WUB9KKl_iW8l}>95rVF`|lpOUqw+*4uv#;U^cv5Qf1Yx|D(BU`OX8&Kxof zEJS_2lN;a<-S|w}Tku_VU3O9nmfV$B`3ur0M_X7IfAt=Y7~&l{~# zBl-J8uih05nG*7>6wlh#z{>0EVtal<568xzk6Q&4Ax67UZT~&3qaPg3-PNleu{3!J z(3m)m3j&-Z{NwsX=-+mQy^WRPs{|ol1(F=bem;7<(ayG2IyDJp$OR(s=iYn27rbS! ze%&_hh}-2Rif4HTc6IV7Ip?cpIb`cv>a3zTFg2x$a!Jy;Vu2^ z+uge46G*3WKOVF@mAQYv6wa1?Nk3sQ{tpVAC&LcuXfr3mk@~m2cXBc-0ODy1!PpPb zml&}mN!vmXpI_^>#^Eb%_uH`0x_zL?S@s{`lhYaJ*u1xz;@vuHhT(@wsdhtj<6EGE zFk{YZcACek^0T%0|61u68`s4%2D zoT=@u=GdB_7wOGzsVkb8V+~?PCbf*=TWHkXA2zMe-9U1^Kv@#jF{gu6c)0^~szonP z`|RgX%_6HIpZ9Hn{IF<|yc)Y#_Ql#swpOjhHp3;g22=K>3yj7`{4zR>jw!A9ho&?fkdsz8|Y80NqlzLw0xXUmjzqKTe^`9qCxzum*70`~8TJ%%I*g zJ(wh)hE|Z*EhV?upRyx^;_av-aa`~=5!!}6@gv*-tVY}L<*mn7Gz;O z`P{I|6o)Ann=BlQNB}1YK^^OUQjqrbtx;DvL{DCXb7<;xenZdaA4aM?%4BP-7`0lP zcmMvT=TGPIkbHcQn?o8led(pa)xVE|b4%WlD9{-1?X{(?0}a+aDF;1%`2cCJH8RoZ zU*VAC=`#zlj26DawO?&fARvqi3+Cq35Rn%Y16#_w$6qIEHa}kR6W+dX$hiSE!c+0+ z#Z2%7U->jcm-E`Hln(ut&)L^L_w8~^WQIBieJ}@0@93w&8JD)2h$l5jWpt@t92Q6v zz;|yn9AJ0^cwyGgY~v+$iW|*tDEL?z%8hfAnRAmx5_Qg{5m`>jqc+db9ugfafQRPA z@lkHT+y43D`@4aU28WNQPS=-W&}VYuyE}(uOIRE^$0DE~dWQ#S!kow(Xc@m>SJCoo zwq@4+*~=*fg`jVQ-=Qgu#L}g=rR`p~*)$5}Qv>Yg*Y0S~T3Zv}$Li({R*!3v&wr42 zw_3S7Af@Ej=SF3^>pK-CF-3XuaDSEHD5Z_>xW{ZSaA*}hOIogZ-$G8rps_oJlVl#Y z<8;tDbm6?HVfV(_y>vBL$o`Sat}*UZz1QT)`h6}`a_UFSTu4VT<$0d0|KP}3udJS| zcf6pVi57+zZ;5<-;CE+CngcMB(A zTiq--6`Cf&e8NI|{gEH_nrZh**Pk1x`VWr7rv3=6xnGD!w=Kg{ZsimK_aj2VyU>%X zIXnMCQ&Zl7kpbGhhX z!PSI9A(#`FQ65fF*Eq-Z#O*5iEweJQhs)aZNP3eS;y5(YWQ@WyS3Bimk^wb9?%QmY^>4b<1ug;BPWFqdMgHB!BQtV@h@ONNekS`q9Or- zt6ybr*Z6hql^6sS$8m1dIIeY~>-10{qVTw0MalVeihiya`cU@YlkFd~G&buh2s5E9 z#OYp zS1vi?GWCwqwz!S=-3Rdy2G4y{@a%7&DI{qy9->OKvaZ%(*4h=cTxTRBk3qYz4iNeD1N)w z`k9c?l|yN;!i9XvHon~+2jxb+>t2TML|#WqUoZDtLb~(o(#Okvnf<1}23g;5EBrT_ z_GQZl8(aD*V91tPob5&Q9M3k5i$I(xq78joP zKN3YciNc2B?2hPvHF(IzCnAFJ7BQ^`(RI(EQo0|sv$eG<$}e7?*C0c|FgNJyAI!mF zjbHXRYWI^--yZg?_q)A5Duq)i%x2_8!VxxMHe==E5)Rk7X{Sii0V496J2t}3!@OA{NmAlb>AA(cU_w3dZV!9w)Y{cm_Oyu0aw zDr`O-x)mU#xB*k_Yd{o2sJ!{;k=8IF2Cq$9+*}#1!CF`P-Y;~lEFWKWFpzG@_sp2g zGYdt*lQkJO+bb~wafhF;p%2K#G0ua`isb})*u%N+kR3`z*TTA138HTMQe{9O(8*gB z_BukJsKV#H1C#9H?>OK>DnXi z%hRikz2kE0r;S>T-6Opov3^R{-8zGBpLZ}cB4oJTGOYP3TbSCGndfqE{ciVdM1V&W1 zIFT{&b(IM?-3~V`AHC0lZISgi-fjA3xS^Zg#?6gmrjC_|N4%&%fHeJ5wk3ZelW$nxQ%y#H7?!kLLPay zW9W^|%e`#lNmQ(kge|*|$@lxE5_WvwAk)Vyj#q`dy8vObzZrU?JW zJ3Y=(prbBCaGf;&Hs@})stm4m{>*&uzw^f|uPSt=zWzGYyL3}lmtI_`BkO0cz2KUI zBvD#`fMga?{`1{z=8H~iwrfZ$&q~;kLz>c8Ljj~N@U|;Gr!zF*Vk8- znqjOX!0UVH`-l5ciqLGJn&vTe%R;mbo+7S~W3kkskjvP)xa#uHb_(TpEp_Ep%e?gm zSa`hVCJ|O^a&Vr`*sO*#sqT#M{n1c>Qd(*7K{oge_}WbMKhM3KTj1gS0|(72MCuL8 zz@MiqWv^IXA^N|4)yq>~?dLkB@f2dNzJDsq=h@6HToY?U<@fw!>(yOqP?x<#@)zB; zT^&CzbmNLsdte)s{eHDmum7AiDTiLav@!p7db6>`yOrTjr7lu$s6S5?LJ`7W{j9WF zHbIEB(k>aTlCF3=Y!7jlD(UQcC!jA!(rA2 zkxKVPSy9G_i*P1#l^ASk=XXq$gCZ(P7 zr5&-gswXR69?pWs1D<0h;P;_-Kkrcsd6#P?mCS-LWE8+C;IhRZ6r4T1i@xA3WUasa z>a}ITTBgUbUeK|Vb#YPoaMS-AmzsMh;%FZhT{C#os1H39j)^8sjvkyyr?t89fr@$k z9(U_XDISO4B}nQwXm&*N-*q%1`wvD!Cv&&jeBGLZ`$5V!%kN{+PkJ`dGwYqA&?SaA zkiYMssJs5z>GG(mSgok1Si`_sFb!i>Y$adM${)7sxk(UIW@G%du`a&lIK{+Zc&r}$ zlDvH#jBVftMY8AAinT0k%vbp_^az~&JUgWjcTDK;KYQS zIE`*B@f~M@`as*-F#*gVm~o8=3ySB}^3icy2`bIi->j0;svjoz9C?sd#0HxID6Jo= zGP;GHVqM0qje&^cV3)x>s>G}Ll0ANz1@-jAm(ge^wB{{std81OGq@kDfhQ*HN6Kvv z*V9cn?`ETPPd2ONQ~q7$4ANa&mdh4qeefq#^BpmaH+;80Qg)y%yiqniX=4v`0?Qoj zlH2+a3OCSGi?oB@xMj}Z5|t-vL)0E0tl_JmeynKhDYd#B`) z(j>KBk$V{|7|djB&VMll1nNJ3*zxZ)SaimVz5ABVVR6qz5U(FIz_ZSnY8%_A?kSm; zz|6kH0;6SETLf~p@|2Ri8BR-2Drj{|IM_ey8(@R9e`>e(G!i1Kl!mtIRlMXAeDn#as)%`A$4FSZ#dzD zAmOi?3p8PFORVuyx)A;_5nfTtXYVl5HGKN!bg22??-p@~ZCw9cxdbuw`rmaECY1CX zUvpg}TeqONKkn?%_p8$gB}1{)HU$0LA{QmC-r-qG*Nyq`kX^SejjMhC1gjLB7(SxT&cA9 zL5%KgVS#ih|K#!vDr!hzQ{@4$Ok?>d0az3)ax)#eoW<3!(4rROVQKQgmP%RE`Yp6x z!dLU-I9y>aeyg~YhWZnBLT1$1sEkVCn2mbD(Z7x6Rw79!&)Q)hwG9=nS zE4SkQz3!bujdC1Sx;b6yyBrwLAq@@VrSnspd)>W~+iJ3CPCG8hhGiBO-sea=7NtBw zN~QgrE4+W*ol|QxLNyq=@R8otUu+eYi$s0bCC^g^uZi_jQg;>$^9_*!b86g*v%e3{ zeTTKp?XM?De~Xhuu6N?E1_P$v1AVOQ3B|OSorhtH|LrtGmxD7MrPl(y>c*Ay;%s>Z zn$Ly3dF|g8llqisZmDN@5ce?In5_D_BRePS<;8?>-~G7V4~5FnT1*=Ao|~A`%jC2C zuUX0fvFQUF;3MXn{ZWv3Mn3fsaf{Pc{M+x|J6yT(yK%}05vTn`IkeqcbSjSa^1Jc= z?8Zc4%t8|V5ZFa}zjljg&HO6vxZEwitsYk_LwEj`%+A$pt^-+gf)@-gHhlPXe!@W) z_|1y~LZ`BQH`I1!xM=?Z%S83;{t`f!@>+2+pUnAn(Q+rVt~49P*{C%NYO_UmzJKWQ z%erq{-i0YVc%hT)gJ`IBn&x^Ep*K=wp)fz@?<~~b7h%vo@go+9L60LM2W zHcX8&Fk$?D&04V7-qRgO`6SJDp)+n4h5Pi(e1>~>Re|FY9HU?Ay%m}M3som5y+xx&Y`2F{&NLoiNjkzw0l|#i9BYsI;`Etj~Ws0PF;(6ED(ez%j%3`kw)52*;+GIM`vu%8?y^K zi|#S?YbagMi~lfWd2UN#SC8s`$d8lSoW4vk`PXNk01U#&ScXgR**~i5Y8@Tu-`SP~ zuE6DKb+5`Hh=0S=@;WziJDBOTPU)sj-hVIgwSqe#_pBIXcagzwqM0{8zB|!o@>2K5 z9MbP`*px{Mh{0dMYJs%W_}FhJNUz={jY7+LxuEk{w07T=MzhWq00vDb#-3LdW>bY% zX^O1Pl1lbiJh9#bxl(16>j#{QR4Tib-F*MqcLugD!fZYsJp5{<+jyN8z1gJhm>lnm zxl$^3kLeKclOp35qAzh2^|?QW$QgUAKOCF0H{$9w%Be@OFsuY-Dv$BYC{Ardms@;M z+x9Rw!45r5pggcn9tQ-Jk4wsteGlmRVO|wYxHZkC^t%mxj1AB7(2X)5L3c zg={%{@6DsE2wK6_%L z5t_wH^Y}OX5WCqjITAsY1wYW5K!<}ht9%Bp_B`%~E1uMZO;Mh`wsye3eKnP{ozNKX z^&Z*!7EaTHo0Y~*jD}{ux_$sEbeHAt)0*BQthDGiqTdPzP@@~VP?xG3r}T-sKVQrA zz3mh}HMYj{xaH7`PdS~W#9ioUB;3V9&WlS8O#DK|tTF=Tt?cSEwcR_d#5aFmzKkc` zA_R28?Qk=aOT+2i*Cx*nm(u{o9}MoboC(u@z--5c=Y3XK=lcuuIM~AfR$TCwC`i5+ zcZSlHuh^4EwW7GoEuJ&8e;iQf$Z7P5=>~cmOd8Ir9eo=O_m9tE01R;I)^;&o04mvJ zeLGAC{-Qnmn@?%yY8Uw4gz03-HRj&VSdW&NVLW%!eDTYjmP`biA1tbby00>uz@sma8e2n|i;Rl)pB^oO)=KyVkym1IE2N(s@o+1m*pq z+S0s*Z!c22Q-0j!ht+_qEzz#5SxYJ6{mpDu>|dx!+VQ_uC-s7SyW8o}c4}6ZCXzi? z0mnFE@!Ul=ru)Aj^2z`resllDdZcW%vhb@Ea!E$I1L6CaM7S6KLfG-o4qpC4GQ z1!T~(PQRVK^gdD^uP_1W_<6AC^`F{$(Q7iBxG}9)UlS#`@^de()g=&SY)AR!ZEn2l z#QX#wP#_f!_-d_H5Ie5}0T(=ec=t2Wiuo3xi^O8zTJ2FUPks&YMZEH-m1q3*Uh|&xkigCLWR!GaE%#xrr%pvQuMK% z(BB-QFLU)e{8R+eeNbKfe?>z?0(W`Lw|-XXydM0jeDA2BBu#^ebCb4Z}}ST_R~$$tInfg^TR$m<*nO`r{nuzd3Xwv$(K$+P%O4IjSe9m$0-u%!a?sj)EGcVc~F3zZHf8^%X z&AaI|AFqUwS{t8&YuTHk)pF$P^V<3D5<%lPEv6+JwjH1Ovp93uOn0EqixKVXYC>CsTo_=ko z@nRdu?&?rxtaGRNj)&`mPGJ)DiUcLd1=oI`ptf@>aIS~mU+Yh346nCu+cx&z`xD}G z;GW3UY`5-%Lt=95l+L-v3m{T|%VMYGDJYOZn92z+Qw_hZxjX?ti~<0#>yOi5<-Z=U zW&wPW6VN)y+?@y{h|HcY$lwUojH`@RiF+XfXs982wjVketVg_mlDFS+zyg*P~0qUvR` z4Z0H)cYcaG>h~S~I=yY}Q&`v*2?&VE1`wmaZHXi=WdOL|(Azhah z8ujMy)U{0|sZ_gvHcd=cFeTadeQexXH&2hCIFeVy*!A+*xT)>>hvu#KJpMs=L|yqP z3^QID&vrn#T&?t*7eqdkB2O7D$qIhD?QX46DZ$GvP676J34ER9rt;?{0@~b_y!^Q2 zyX#eyP;1?6d2MZ=uVGY+yk(`*=)HHyJrW9k5Oex`pWs+@-f?}_gb7L2?+Q!4Ky+R4 zlb1x(n!XE3a7g;fiN05@^&+lyo?m4Ve+$Hd{43Vo^o^5W5^zD z>9CFU=VR()0Sr)+)0V`my%)Ovd!#@y1z_~qm~dGLifLU}la03uTmF&@C`c!=;i2rk z<*UIV?u_<(nF(kps!u)7rydKfdv4ueHdZvz)gMJa#C<X#RPevxjFJ80bsUIq(*jd=Q6 zcwT1I^G#L;`xc9pyZOmrhy3B_k)pdC;ojPx0Xc!nqf_dHo)s6@qiXucpv_Wow_U;e zssRMWQA4{R+$yL7ASkc%msu`JGDB?WBV$KWD-q3J6^5M|rK;$5eSOar;C%iLz?F6S zyca>WEOx1+BJNv#d4m=o+3AtLl}Fz3HPwbKyk{H^eYudsha;fKQ@sMfHJ09Eis35I z?4)MRd#j7R-$kjdGhGT45o$1cuF8h?%p29Y?KClmW(~xrda^9&= z3#QTAS35BWuQy1)=M$3IF3+&EEPZcE?vzHCrcQ`Pjnt2pOFXX^uo}c3W^*)Z+=P!GKo$@> z@JZ^Ezt%LgSN^56?vJ*oRh$Lk#tJ*4Y;IQLXJUS9P1qi&*Je%cY`(sxc%NruX-DI2 znG?+NLYQvhKftR$-=5H{yRBS|ZX98MX+sGGEi74@qZ2;kSVr z{ypBgXxilcNjM<4_GEm>FUZu+ZP@bF8P)r`NQMl^1ftaC3c z1w396U>ZzeYd41+W-~dXxD=Kkje0FB;RM&y#UD^Xy77nj!Gl2Goy_k=@dMdz+?$JE z1DX0TK`cx>RG229NG2;&AkIP0fR}r%+#PEQJ0OMB>7zh#*KKv-t1*JCh=G0DJgey8 znJrAK=f#WS15-aAFJ1KC%jN#NIBb#OAKBFpy)GJ_L0?5)zfE2z`E=fShK;My{T<4s6>iA4&COfv>w;JwHSaI4e>bYbs(k^H zl57PNdL`0qT09E>IZb(~_xO%O&u&6Yjs^q;jm?>j}Cw(f3SjdZ@2mMvu zU;OF28?QUWWw#HO;jvigvt9eRtJ@l-XK15^&PaZ5>w>&fc<%j$^)N`=;3o)2RMXrrz#lyL*UV+4oMn7yOm8oB}zXb_pYMyZ2f8;t5@a zpl5&G&fOP>^LM%XN@bpR;zTR|VSeTGZT7t(5UjCDx$;(cR%Q81j@t#xkk5R!ykSOn z9?d?2zh95$f!I3#F4ff>9)KHMJ8n7B>*>Xoaw`;c?PTFP&0lihNJAdk(xYfq3z z38l}(z)BzeBDV6k?Gvr${N)2qohj^VT5NT;Cpt>Nq&4|_cV4P*Bh$` zB`3_>U(%*nVdvm581DS%ItAzw6zZmHJ>4%K0~PR6c=@?-;F_>{&ZQQGsyamWI_|?_ z0h4$P$}H@hLj&$S$o+5jSX?AF zxxl>d*mBxdRq^&|_tqD?eJ5?a!*B5(uvR&gR5qC~aOqSJ6UkVdC%&?IPRc!DK9dXg z%b?}l2Y;+O1#v`bEZSGiuWAR2-YR)I%V|pRF5qbX&!Yjefh4hG)*1F6&?~^4_0uV>59?ayfa~MEX|1BySXj7JusbYDTmtIB>N$sA7yHPl zkqDowrzoS{&u4s7M&1*_`^=WJaCUm%W$`dAD{n6#GZG1@Vj4~Aqi4A1%su?Y>)jY> zJDBbtbN)ufmKz{wOpSTPT&;Ked%?Utik3Y)PIBF*KSmIc#gc1T5$+wDy8F}W3dBRt zzB63O&deK#-P5FM0M}fbuX6X5^BqKY0p^&^nHv{L(TAcb+uROshnz%4J5XWO+x9yE>1>4C=Tb-KgF70NlPs@WQdeQo=PCC(J8Y1qU6y=ypZTRbcdS zf6~@Fy(w8Qe-G=o0VyNL4aBPn`=Mv)@cS&**>k85hhyTQ0F8k>NLCqV%=)*bBj0+|PMow))2*nix4HSA3C)zW|u4DBcF zOn?r}E8KWR!8AXRzn3<0%Lmg@q3}2E_H4LXS$>Z`;F{05CxolZ#YYt_FHF*MZu}@_ z>=RBO_+*uo7-(bm@_B{{$o-CElu5T;fgJ_B_Ig3L&`x*D?fENRuD@daM>Npw`LF`d zh;A5^I&ym7=)htjbF8cU zj(PTgE8W7AEX%i6^|4Q|*Y(_kWBZ)HMr$h)MR(nQVgBBgSc3@?Z+g0*>dbfYxiH4+ z0~0b)b-WC-7a-1emv{3DEecj1xZAS1?%qS>yE#KZ;b$FBZcaa=TwDK^&{joDmke&L z2Z{r?4zXfCRvOq?3F3Et_jAkRnd6ayuxuG#Kn93oYyYJ3+qpw=+iY#i29Y-lM(w9Zs>v-x`?>Kkp|v*e&ys!RnNE`+@#P+tXc0;N1ln zFh1`SJ{msr57vOWp@|pGzYuaR{v zYQIl~3<3t(ro$M@ob_Zd4BiUr?6xeva~&ajxFWqVAlt}UOVNq+`pys8o4uOPihkS} zc`mAfv*ZF`qg0LbhxUS3?eBx)Fn()v^8Lc5G8iEtD-2sbyg8?-{#*RZFUbK5fC8qA z!2*Hk8uE?(lJQd4wnB-$<{^>)iyJUQEIYqewI4Gu6_wMyS$_RpuuY;BzN714o4s(*XK22)SU4U3Sw^^pRqNG{-FBI{sJObNdLmWF z@(z_N10fh8+}N-qfEYX=v%Ul%$0#eOl9eA6HhlBF>{DH9phk_t&9+*I$|Ys}^>SaY zr;s!TExMRHG#c5p;;Y?^|Yak?tWQp`75@wdEH*mLjH(h<5suh7 z&100*)2_yR_7A-SGx5jvGFn=#zCDz{dUh#t=Um=*FA-e}oGG+hh>YSN-InzUtLVAO z2XkDrdqLe{nnJcc2hpz>%IMwmUY*XV0i6!y5v!HgdR;Pd*4bl2w*HOEfB3kKM8i-7 zU}v&9*qd21KVa_FB3=<+*WNO3aR z^gNEQC77m|9{s>Jii2lKIoU%CJ?c)_I`Q633*XU^-yU3w^Oxs$tlN_(+Ejq{hY} z*Y6#xdQfgKP{rdiN<6;ZBR+m4y71xcDdsy*%JeV^dY7}Ku%9UXi|9&$BQMcfjOy*j z{1FaFAD)`x+pGvFn8|0bx z>^G^j2ytSpaH69J_200;!>R@J>8rHFeAhE zq~OVN%`z`wwQ(JC3{o-fo?w%(TUVo~wq1XnXD&AZe!=mwd=i7kYctFD7xHJ^sRzBr z)#5h{nMm74rD~mUk!T z!WUN$aI~h&=vjy{*o!m<)0KzMDf$@rb!cS{sNPr%(#!c?WJDy>uCfZX5PCgCe_`jH z?!uoW)KM#t@}1?NG@MsmMndfSr+08f)2GfIbFg0uu0M$dxlrG)Yn{GZ!i@_SIEouI z+X8kOOt$g99}HdRHa*s=#cys4*yiTOzy8h>sYhMP6kzu|GsFEET`mDcP#E|6eeL7jSQo1gvb6%mPHw<*`%3#K@t z(9)DIwzc=(IUJXT3}ebr2z$B*8YdZ6s+HLWuVttmoyKh3wK`b+OPNIF9jyTA-n`GcZ>f_Y$b)h zcaz=RHK^rj`6T3e2l_ji&bU(ADNK3t*6*xGW^;J0wf^o9O%<-|pJDnn_3#)>O38%( z%HifnRK)Tv%Wup1Fprww)zK?)#m#a8U54q5*>1*Eeay4X!^*C)!vPl81}x1iL8-$U z+_f>5Iz*2lKewlUlRRUem&@hgRPGKmk_SF=$!!Hao%heJy^~m;D0XOr8a9FYh-LMrbL99SYtO=QqL!6{@* zZOB2hi%#R)=i8uPOEX=wRcXjlDRRr*-c0NB#`k~5z>0ft8n-L6Z+F^=Dhl++KR@O^ zyk!uj)S0q-{aoY z(rt6*d@~H7y~j{?{*uZ{(ouZ@%}%7+E(Qv)Csu#Y{bqpfw4V6u7WDjm*dqz4{_D=U z*339?HG3Gn()yHonSbAYWxF=zzoChJJ0oHUev7QWXOZG_dp#hnfk36(OS47%)z#+S zoSp4AHa&hGqwz|Be|AeK{2UM&FBTgXZCG2YzjNmGL|Lo!XSY$`zwbKv6Fx^7B&V%v zE+`DSLZ5Dpc6jO8OjF9P~HiSa_g0P8g za(RKh@@hATR!kg&Bs1D(2%tG(gM)shi-dgBZk|30i)T~nE``xS( zPftW+FgJCko#$^llA9GjYPo;&U*o}JEawobPu8dsMU;NQ9yr)s-(>S_@ozl*Qj3py zs=g4+w9|%r6QID;zD>}&E<-9{>59)&8L3Tia)Ya@saL#;eqsS|xRgwl-t_x&>D?hhfxBWA87AHw(lCapPTujNRoy?c>e&y-tsb z>Yq+O?XPyJ_Wbv`f^FH~_*6ReW{tMD?e9ED14hwcv>Pn2ZCPpMnytg=xjjGk!=l;b z!{L1Q!s?{J@8r#9pRA)xtfhy|{FdWR&b%1C5Xq$)Gp%Iujkfl^S{vbR*r=C5V!c zb%;T+qD%UO$aB{DTdC%eI}wzPtea(HHW{+?kNNZGe^}`4G33Hm*+=xl?2pwmR0-OSgWvan9%0s{{TL2c0vdInde1-j1&?P8T7M zH>rNQ`Ehor<jt|RMkDooUGDG>QQ7;0PE zP(AL%^BM{i695}j7;r((#>?}n+i3lD<2+k9tx}+A80K(E@JDl9#L2;Tm_Q^32S<=I zrCOubl+IK7=srCw_9C+>>&a+U(v`Z^tuarYOh~;Jp*HM!wEF?htY_4Cx=ZUM|E5F}-C-bgn z1y8=0ZOCn-zXBHtPITjK>dtTbrrvA$4XDMl>GpQKg0hV+{@CxOljp?t10WELUh)x7 z%efJrm9t-=R&Cb4hh~}N!hM|!Q&hMZ^QkxQHm@914VFP%-adEGDR_H13aEb-U~P*d zx57{A!ugfz>9rjlXORvj`PQ(j3- z^aU2i((1Jdm=!PGNS?lgZ!VyV@53>!fEJaj)50?BhUZ4Vwh9*@1(||du2RX0>>C+u ziYC%}%D6>IgYg-EDnbcadE7C_%oK3p_6;G+cBp4vX>u9O22pi9&Rk#s56(aGbKEon zx!kC?Ix&8x!l%^jq3hg5a7rKjdV`dp*^Hm8qRGTB)G2mN73*=lOMc72YxV=;b)p9+ zx%Ly3{;4BB3W+zCRM(lb?Yt(qWJ;x1u@bDG(FOH(B70v3YNi}JPHSA)tLx@r)-%ro z&a}Ev<|B*%cq(^K5t|l1461H-QWY0LX|H$Q{mINJ6?fe0bdmR?SFr@Dqw{o>RrAH| z@++oY*w!9;XQtHcu*IWL03UlHa={sbtciPn*P4*i5j!D+0Xk~LkHGk=jAwGOmWzOV2pnB(S)i+F7GGs}(0w z+ksJNE#o`YM{d35(3U)_EjveIR7wR|YKlYm{N@Aar=nk|X?JsD@9ZR$@=*SAvTgMMZo-4W(zy>~=enq- zgTg(l>CzIbpQXnCXCBD~5bv6RAo}+PA{0T&jFg3+XNL2i!VbkZErq8iVlt<|Pi@ z8{7?>yfWI3&ZxM!%?9MDsL7uCuI-)$eF#gV9Uic6L2Tv5Vmd48O9nnx#>4)yg>)s|) zm)urvg?{Z>pVhWb{*G3{NZQ8*yeAWG@3)#LZx%Mt%H}1F@f>QG*(j>pA2~jeNiX~> z-#QoY4t2s0^=zuFs0aEZ8&~AQp>dqX%6qe2HW*4^OCA1QHKLM0oo_~UbUGguV%tj@R&4p_CjblS4VE|-4&wgU3HQY(3B{s5Rx!d{qGoT5+;v!WJwmtG;oK5*<`(?fM-pPfKS*l9k{Blye`kj$|_B}J5 z{-{@qENf?aHQZSWY2H`TT-3E6JkIO#d>8P$$;TlIgFl!k)U;=LLHGHq^`ZyJDMyWF zfJjS#7Vf;K9e^o#$>+2ed*?A1RdRi56_DZYZ9J=6FoQ~}`FgU_K)u+1`uJq3acmsx z&jW$nm|6el7F(CPsmzj&`0^H#90SMv)OyV^9m=)LcUi7KG;~QDz}x17U9r`gH{wa{ zNjIFb?{`9P|Cj!BEylAw;rmxhdFg`D-ApuP<{Z6~J*XD$=BT5qN#uOy+~#UnEv;{# zPW-s+pUU!lGYZn`>6+aAfI9FXH?x;-*cz=ktjN_LA0Wc{1Ym>Wnb2VtSqoYBhP7|0 zl^y;Nn!3yI}oI*^z#o%!A+P+`=IEi$Em(G@U%lWB<;c2K_}-hR*+=L^;Lg1$>%S~@m!kFVDKu*+Rb5~p=hp|S<75FMBA{kWGoL)>!E zFV5%v2B*MKE`NDJy0D7$&X4}CS=44r(h{JSU{H{UfV%9yey*P&?xQ#&6I%4|Fz8(> zuZJ`W?{*`+c>DSyjC{y9&)*H6-DCJ2jV6b`Vwm?w)f+pk*~%p^wPscEqsTU_ddsdA zsl?Ulw0sjDOQP^MJvU*fWURXl`yWB>TcPRR->%vJK+AFSeYj6G{}QD=(8T7T@^YFw z(3yn<;cvac=2a-!Ac4Qx4~Mr(d~(GmPX2F7*d#X`Pd;y3`OCV1s5T3?$bD<$g@u`* zCz#`azn8vleN7%3Gd`Xu&Eve>hpSRyW^?Dr3nT)H6Z}|-CY=Qt%IjKLIrzbwK58eK z=1$@SKj!pq&OFG5>d@xydmcTzVWRt}wuwyS>w!M9nWN|ed{g>|&AL%4wiKnd$rk(| z*-~8_401egd?xil5tW1=Fm+!Dcxk1-a;vs;%W7savB*u%zbbq%2(eP!Y6C>H8y_hb z_B#d+;^P&sfEwEJ)ef(gW>h)fvMR9WF!qbk4a2J8Y&1XJO6uLV!HY!!KmIZKQyU|- z%`Jxu8*Q}Rda))az0M+1`T;9HAHt;b?jkOL+@bRBkGrzI3`JheZ-_^Zwf6lUmOa5K zxqhU>%0L`7I#G91N<(~N-#r=X;5x#ckUxmS6)1No*KDa(9907W#s@0h?^?IpN$Ab5 z!HVrBbGX{)r$igD1U$?;SJTSg!m`Pw-aWtW5u#SvQGOHBQt?sG5$0tAVXK`twQjK{ z!M1h8-bO;N3m7h3VqbnXZoT?Zqj;#*>qqDmA{Xve{cT9S@%z<4TQJ!}S#h|!W}Q#3 zH9WtN&Hi45+V1<|*Mbc_<-o;RWnTAhAEpv(X`%+SkUvdDuIAosl>ak=j@B2q59y4b zh3Rg^nncUrR*mgiX8`3@o=S^~TqS|FXqVK55pmbquk@^a!?<<3;BE1@LGtV3-)l=R zS{@q^TA}Fv{CKygT6-@#J53F0+L)jJbyh|!A0KC5#^u8lL05uNh-)w19PO=?v!iwPVcsYcc9NurHm!?U&iJ zl)QvFXYskVSL}{(OF_44F9 za6IUxjhQvmk-X*Wr)H(v?@CX-OX=Vp%x{VFXw|ymhKE)?R*(KF{Z*G&#l8Etk?l*) z>^GH5M=Bw*d!x|zgjCR3pXbERq`f&+I(2njB**vp$tLIOeYy{p0;+Wjg?7OR`Jn=SFZko6^`B za0wjfKBdLoEm|f{->d#50T}uWGtn$8uebG)CAT`SONaIw)C_Me-k&nulMDK>{z%m9 zUB$n7?Qs7o(-S|En}=Kf%@zheI((+HnQ~o5Q>o3TC2!$X&OSM%xj8?4T+`pkINL{N z>2J&{8X0S;c&+QbyJ5WT zdt13IpXY~VisKlbyP&Awf*myb(^1GWlj=mt z5kQZAZwEb9*S2@4u?h1n>qI+@M-ihN`2HSNxmR}TPA3Vkw~~kc?sO2c!WSuEr%qto zpYrbWky3xeWMxyHfvDsky{=>TuVCW6^cUyY-i{RuH?DfAJVD-WQhWHn-0|CI41H&% zi!JA#Y6j!Ko&{Epca9b6otk}}=|SR5GrV#UeT z7i|#?_9b=Q#h-MhP4WeMrsyj>EoXv*?(liqF3{Jqhu|uF3ctHe?b8L3K34!v2OXH3 z-?VmODTP|$_7t2v|+Z|2sy1pVGnZA@0z+P>3j(r^ahZrOND$QKc5<(Sv>Uo!|x^klCybh9o zlV^g+DS)t>`Ndqae|`sh`8X|;Yy2-g8VwpHZc@0}#W>*lZuMVrxsOYW_qJDIYz&J9 z-}*?$dVSbFReNsG!nTFYivNW0ynVdYbMKd&E~N~$zn|{ucV9l^7cX$Na#&kTs=z(C zf_zF5xpVR4Td$#3Okan(LQSYaxSF@XQCq7#O>%QErY8ZUmngKv`*jI{2M5A6YwtF< zIDC>)2-T$JWL?vG*SCQT{YFBfUzGT+Mjk5y`bL-1wzBuL@1k+mo|?UD>6;Ay?$FuL znw=+>IlMm>*N4X4@h{r0?GU&TEk8j_dWwo*HQ;q|i((ExKQR~tv8^$7^^S$azy8Gn z>HvQM|Dli3acv?^^0X_}>7NNKbg{OwdK)dQ5m?$aJx!gjT5aufs5dh90SxK`aIVL% zPCVLb+%b~XsN{63Xw;T3TdpW$O3J`FpQf5|YYaJ}T4ukg(Cc55y6^V!T_rx7raLny zB&O}OuR-pFcKB%IkLwnUFMRLoZ*};Y?E7Y$0Rj9l#%H;F?d!wTL)tELYizUOUeOfr zR6w~iuJ6R9m5JR8H_7G!q1c9)4|?gL)cV$j@`X<C*=`EgG7U zhXvBf&q0}20CVrXdYJs2Iy5HWw-VvK$qohP`FzI)59YA>e6e|MP+Z|>x3O!zQIaS} z-Zxy8D((a4jhCmjym@C41I3&usdp(rKXE_$7`OJD&FaMyuvt2a{J6Tg%l(l%6fXPH zc%`n-joS2G29E#`T*tF-A$erSnt1QM1nd5+`h1b}FXb&L|SVrD>) zc$UVOsRUfKhIddFQ&m#`^xDItVH=dHzxUaaR;A^B#zaXD6=+*sXcn<7UN$N><^$W|<^$1*Si5@2b(6F4X7^5>p6yl; zlyZD(&E;mNRY8#I1o>8%AT&IjJJEVOrn~J9v3ic_%{d(bC&cT0?or*1j@JzU>`IDP zp;P&U&!frRSk`B=llY4H?_`Ka#U{SAp4ZC&a_e9JYtSJ?=lEpk91%z3Lr|Wadc@m`LEt#hxC^`(9MqS5?8<;0)FIM~yviVd1-p zersxY7#+IqkLecq_&$g(D)4{`Yfu%XpckeY)U;qj^mHi+{VAgT_Zp6sjQw%UoV2r` zUe?`1!zs*YX(9CFA#7C@vQCuo*INIy82~$ ziwUESyR>>UUIaFs_CLy^!0z#JAHb>aA8F=uBJ@niMy>RNjKGMw&4EpN)jEsAbm$)U z@w}P;lC6e=pPBx&y=He<4&1d5)owu$T$m+!Z9D|{D$gdO*j%sZxX?!+G6%E!>HB$` z^4t5e<=0kvDOC&c?ilNpm+eP2Sufxws|MbL*vN0n!gisf`mX4;2hT}NOHhc~8>cY* z8$Hk!U@O4=_{$*Arqv;AjGg?j|IW3Q_UDmwUq*Iyualh!kSWp@Zkb^RA=as1oMF#g z2}o+ZmZuLlnHfd5X|@_@YqAZCgIq?z75TZjVfPax9hIhcq;}eU@$x#bygoV?8iaP{ z`3TpQRZy7J7ut##`flJK9ht-Knw?_mHb=3WhM9iuq z6tHI-@1L{^hJHVVUfsLrW;L&u9V*?%+owE`n{)^0_S1tRxhH`)*D4B+ibb8<84SY8 zo};_UViE973_^09FT4E%6_56740x>_$|M2Q?YR``2{Xp$&vJDJ^B56zeu4SGDx=xp z^QmIA&{w`67rU?nVE?6OAAB|?sI)7XKEId*P0~NLTZAl&cPCc%l47!`d zogIK3$$WjM4&Ggr82*t%IBayz&9~=x0cPAJTgr2O3_^rubn5yg_MY+n7RxqNR_FtA z3si`s`M{`5FGpScytCPi%>oxTi%;{(9gC;J>cDVM8=W2K!{$03K5h=joS?`GE=;OT0_80A(Rh5l#{l;Cy(3JS&zp-q_Fc(-YvyF6 zft7To*T-5j(bn1`7;*u+W zyQ*0RlGPa^&_y$MDM_=ZPPfp~W+yd{0Ihrm&BEyqS+%BeHp)E}uHN>HHxki+S(US-iJ# zZRt}T-LlzZyzn;Hve>z{&g1QN<^3Y(h`fBJY^uqzalhK*@P#BRb9wzRUd^Np z6>QwkLfZDwS?uwx!$A|!&ij3vdxwMdDNIiKT0)zBJTuiX4#UVj zx0LvdFEytJs9#o7W57vAr2>tT9|32}())Xw@DOmP@wf9ow_(uiWA>_8dzb(tU(`#N z%AGlpng9>~Z*#Ia_Yhm~i0kR{u~ue!@AeOEL|Dqv<ky>#hNv1kX&n3GF&V0t>?GcrUVtGK2rAPlhXV8yR zC|5os5S3+q>$>u0o!o@5s~dJB;^9s)`OeB7N&6C?|BHVK^D+%iau`zezO&9`_L}Rg z04`g;38Bd0V^HYU+AlWbb){VKNM|6!2Y9}HL}m=bn$YUohHCxM;78GOs?hliA*`1J z$>a+EGr8_{IbS)-eAaUu1X?nGhsN&`PrcMMjxz}=gS*+TaFXi$YzUxmOo<}7?=MgU~jJI$Bt#@tyP4casx{tekX>N1_t9Qq_seGl>VLQ>|RiCbttG0bKa^v|p7|1xCVTuQ`u4(xu z*}c<2S(f%KfCw&x;pow=>co6CBbVssSv>a3y{9@+-mmmDEw^DsvE4R3zSGZF2^!^UF8RkZ$HtxZTa?RYGr&WF5C-Eek zH9$_K{J}7n{dwi%{yX*LBWi%&c!fT2z~ z?((T?G(?oAcboqMrf#JH+gWEGYYlzIqX(7>P04nBs9AUja5(121U} z%Ey{>)}`G;@8>r@ma#SPHCL42RxH*`56W5LvX1`>1JBoTQyTwkfwimu3hvw0w%3J{ z&|dZ|<`Z^}3CareUaW_FL1MN*YLRQp@%1yN?}K0`>tdR`|x~gieg%HW}v<`F*10swdP<6D~7TeCqiovDA={8+MFZr2F&mGVN|Zae+n zBwgC|T4O3Kb~=zqk4OAHAqR1K+ktYomgn?(Si`J-f_~kaH$tlLMe2Cd88s{1a_2T{-pN{ zD?uCn%sp8&`Qll5HTu=()ikWEU7uS%9+&pN>2Jz}f<+DrugR4mSMK(x=3o)p5HFGw z>WY$R#FQHKH1Pds2AUG}W9%eFU{kAq!~6auzm|U~C`kkUJ=`{|UvCv|ZY?hW(W_U( zZD7im5>&26N(UP+pOe3RUyrW^Z8Tgi7nU(>ohod9YtKPq@sG>2_8b+xUU%4QHTebz zz3T@CX5RkRyB6!e`RurVlDWq7G0(3nsrrt5`L?NUx@TZ9S?+yj5P?7tS(4_4Fbe4@ zV`R)H3Kr1W>KoW^VzfMzE0H%Cv0G$FCh(Y|kW2mzy(K1HG-Ug27$l9HR;tfDm4VX; zu)|HQ>pmFsoYgFZ8I7OI6_dfm|N`#g~uoD(L4r&5Fy$@2)j z0t*)k^ccV1CiCmpj^)OfLNBlKDo++>eMr1oNnIsIvl+RVP8Ska`#YVnR#Xz}mHViU zbi-UTO*5VPt+cl5PUbfUGmgiIM!z!HTDP~dmUZd;nv_OC;($1K{o{n*um4_Y0sTvv zEpTpn8Oh!Jq)4Cg>%3yN#|2=jcezHR)^XRX2+YINd1EZn`-i=7zp_^A405Z(AzB;M ziraaH|~EbbBj%!vOK-wuU(1Z#>2Yais!p%dNqqC z^-8J@ank~RN5iTXu5 z`uXdeXCScpQc&p#N|1eRo(@^F-uv`(=oW;yjjg8s<%5J4*Y@M~CpD+w)yw0JnW+Ds zHaThs+r3{wL)%}!m>?e=vg+aM-o5%h{SLwQ_$WDKZMmtneFk0g&DUs@D%yRiy$_-Q zJ4E%n4JYG$mdlMU?Z#!%&4g_CCP4969nUvoaIGb$ZO`vHG}i6h-~Ho*#2aro%h&d+ z+}=>qBC1RKKjA(8n>@BFqYa3DFA0bAI7tiJLBV_xsg!G}i$Xk%nI2AzdQ$D?r7m&F4_m;=Xnza&KQt}6LZ`Hl@(HhSsQJ5X)8CXXD#crG@usbAl$qT}CY5 z$W{8L&e}8U@pH+Yu@l&P!hY0){RME-l^ifgv+ZdYw^Mj&%+kH>4tv_En$CWeWFlR6 z?rb9u>WY5XIDLabm-t>Rnb9IML52?|OTMg0@4t0M;Is8<|SGI+*z*K=g> z>CY*~;u~A@uD3^bsk23D>+2x!xd8$3t6s0>;@4hwpABUMAP-}u+zW_b%$aJx&vk)U_`7nB^7MgiVkULmpTnTy9R$DZ`YO)+!8 zZ>hZd`T42wcW8^JF2f@d-lg-+gL+ypIcC%|Z$GeiL>P1RKUN0{8MFdPO3tVN2CvDN zXAfgWr1??*EK&tfmc6D3P|2pQl*@CUl2@PFmllH;&&Y%;HWvVT&Dx(YGxU*w8rxo@ zievX{@R`FBF_5%SpCbTFU9pl#+ zN=Eb7@Yz>w^p}gx>qj-&?8I0F^_S#?alZc;8xh6bM$#=(A#S5-G||``oo0rb8t=Uxclf{#o7Yyu%A3Z0+8@n zIhnopP=5h@%^$y8v<1*?pSj+Q7{Mhs3Z+t^ zNR}v~MM(?a{m+>Tn3>;@>VMArK2Lb7eX@_rkBgR8n(Y}l?#&EDd%3*uRawH@TTZdG zdf${T{9jofMDYqUDj|I+w9dHKu|2i1UlCi1vbk-N_fhom@ZR2H=HC-ox%7jRl;XFM|4bW=3q;D@E7ZvQTF~ zVadlCZ1UPGUNf^JCNO4_G5H&OFz*HD0dhX>mt$m?2)^HGzav%vm1i-sIHs*nAg@h~ zrMmYj@$zSum_*@5MeTX%``}DboeaK@DkjmEw{DCS0thj$;%RW@7;Up2Nd#} z3&C)r!a=OY{M0e9L{VgR-7NSKcf0WI@oU$^i)>}EX%E5%lzxKgWiYtY*k|z?-QLAe zt#*$yg}nEx9dEH3FifedNtVFE+VS#W7$ClZ_qo;Gbv~ydq;tfAaw;WuF8naB=hdOm zHI_~$U;Fe&%^-h(p#u@vo1Y@DLSC-7N*f+VDf((qN=A3Or&gTLVy~vkCXZMDz9dhU zZn?SLnEUo?rGI*uRIs|)cWIY}ij`X=2uO8$U825wOG0fp7KiIzKYrg&ug9(UK(hTi zzs=nIGYgOR-DPo8I3A9^N9y}92Gjhx+FOy#z8SMY(!y`~^pj?ewK$W9aHYe|6<{Rf zamEGWE@h&K9-#B~dBGp6U8Y?B%Mldk3M{?XBUp6D%(Vwv9doBiaJEJHB@9+oH*~+XO0{X77Q!7?|>RF~OKh3ht}dqz$V@jp5}Q(Za(^l+aaPDfIK?-UMj; z(^Gg6vIu5$8g0frMC7^54PM^S6jsly*=ezS=8Zc)3bj9wY%h&ayI3*_`3C8yM^x$6}{i|&&f=cnN z0-X+yyn)+k?*7U3Uv;QFq~q{X-E!yjKx^b?SDF$~e=fsaI$h%M<^nKHoer@*%^Vuj z*!o5#zHD{%(OnDLV``B<`G8#}cFLaaB;14^dM-8m#Pf6|8^JsVg3OXCe)pf~ zrc569hhhO}Szh;5lKasTkz$Jfe2{&xvGST80K`7rf;6_-x9Rg|51?XDe~<;%hho4+ zcpi5R|FaG`&(yTBPgh2Ht#*5_&kdyW8})_~6rdK^=vW0=$f7>Rm%VZ>JzmD6eUyvE z7=TVp2{E}A9bW+GJG`wMaWIH#)j@N*$T(#c`O4DpaxefuaL$LR{&6ab+f9-p3nL~U z<`dpa4EuRtDFZGE=MHY<{yyjDcU+ZaPLwM@Yf85Ni~ERiVcc8k>%=xb*Tm=J2nVTf z@=4H@g2nRvsr@-XGH*uo`4;jO=o~ra{Pf0ye}BvGjLNP2+Ri zw-x)lwuCm^hQmvcrWft;dY8?q@p=@ccXFV?$}YvV0sVJ2eK1%0Wt?o%m)>81T)?w& zt?)347&+d z1AYEbTzu|G2{Gz#WnL<3_VL>~E-J_J0->ksHtwEN7Tb{c>07kWPM$iS$+LF(c6x@E z_?EnqvgwcS4ep$=2b>)jUS@jgRO`LKm`wCRqs~W{zXuK|@oe`UW<=?CadRiZAB)fY ztrQpf;jckveg0|T{Gq=pK=ozi`z4dJV!X%&`vd}oaZaP3LgkG4M|bqWe))-<${$A z7v=8KN%##Rfu2<8E3@^cn1F59JMzYG6&g=i)7EL0c!#Xfve?~s^%R@q(qFI2--gwXM&-L;J#xAg^F8j~ zq{60O-9eIKc-W7FHhqSM@HiX(Nsvx_zO#`cW9RQ|s2!d5dW-hj`;A&(Qr6*p^e<#R zOU>iwl&!+JE*LW?*r!|5q!5p4ZQ#RAK~?E4w%kH88V?;GEjlSx;Fv%3cG`Y+c>Rng zg>0PH&EqX!aM?Pcm)cQB+AM8O%pYG1s()cS%#*gIVhSix=H71xQX4G~o$(ZG1wECW z6s}FJo`}*bZ?qa+(xqCLUlF#+8@1(}%@$x8HdTfz>A(9EZs5B2tkl5@2Vt`z7h#=_ zm!+o}Vl$v&DQ0=VE_7Sn=U)$`W~|dZbzX14EL0e*(*5OlRq40Z0DE8bc8oki#^Y^! zf8316@5+SAai_*{hgJ_)t0SJ*6|~DwAn&~mQSr1KO*i1f<`8U9PVzt2%Dz*1-x5)~ ziaW^)XQRfhUDw|Saaer@32VE>^SHtnmX@j(@csRq&78!e zCa%M~*va?u0EZezf2~GM{u|m~q>wI3)(_=?=QaH^Pd9IC?>FXSU8Vsga{8UG!^43A zz~nHdvQGZlJFVDKSjArl>RdJmfS=4kCZCfrdz=_|;!ki9(Cv7CT<)vrgHBq1Ov>z%*WT)E*guxO95;W0--VFf<`rpV zk#x;|G(m1>rIQo;%dqb_on7@0*Wb79taCrTnbMv7-5!Ii3vlvHCDC=^HN2dX#a3s7 z>^yr7)M@^pO^q|-IuqEgkONz(SB6hVJ>RWZ97d1UhrLz&@g;sd%BOUP-7kf<@Nvyu zE3JG)7G#qWBEBaYyf=TzAOMGX(EY&$$xOcCIJvKJ_BN4pM%Gw$7fx&Z8-TvY<$T~# zNUb#yd&3|8;_lVGmT%@B&$oIlCJ_zbiuya9@+dpko?2I3Gp;T49$NdcbCD>4tf&sVqdraE2B<5ni(opnNu# z*lt7q82qW6&Rb(zIjk1Sf*MnEVp#{K#sO*fS!7;7+VieC`h8|ms_f()JGp9JYMq+Hwq{*`WxXBa=3h$Xi3+Ls+oWN}X!j7$F5%;|$vQ*2o4TPd z)WycA9D9Cu(z`hX#KH<(7#*Kgwbj9(5N7(9$+P&!Jj_)--kBZy#^o|VC{g{IKJqIL z*Zdq&Txt>5ZKfc;nThd}2)v{ERU1QbU!gQC*?bC=@!1YuWEs`ZWVK{`<`3!coKu5c z9lh9<%$LrGx=O#k-m=q5m;qe4uqfKswRNivy+nDf=brZX}@8yZ|CJRurb_bhcQqC&Ukg17C3HyChl+;X|$$D;*>jW`-&u!ttoNZs0UE&|2wr9<6PCD1?4YTz0?gr z%-#&U#JXfzF>=(@POeC*+;ddyW2k+G@IQ5p9wmdv%F;niGPgw4G>&(b=Q|bhJ zW`-0#vO?)kH&mY-&Fz`8sqgCLzyl#_kjfTw$E!lgaTn}zGXcaJ*4BJ|YP1Ai#q zW=qsx7v5Rgxx#Q%-iWs|88qkZ9HFVJYo*BbceQp~Djl`Z`~CITU=9smOV+wic;vx} zk!%dJ_iAa|Q(Pn5#W^&gA`;GsE#3UvjJIw#x1Au{Ch-3A_>@hN%g+o{h3O;U;7qBPJ6tN()^-PY({Tl`$q{JN1S4*QrP#|>F+O}yZPlk%sb%P zMY09a9+4|Qn7}G+4e)CE@70qC$@%`CG7tjm-(i2Z{abwG(Q7*oxbWU5FT;DR>&3x= z$YOT0s%9}$ph(?+orVCU1}{qqo=k_;012%;*ZL6k(vE9xk}B^ z_1C(c%U}q;@7F6%eB{B`{hl6|%SNibIwH-5ow0o$z=52tIGYj`9{2ZTaq!P) z9e%7%(LaHOVh`-)&DSP&1S*H0XTiyQddnc)9j>Vu#ax{@un8t2hH=+H?DEsM95WXc#Db zvqup$PhaaXTeIF|(kudiit(f2etzu=X?aqvpTZWW8z#c@Jk> zdIp5h^&XiAKqBp(l2sfe<^>mTedqX>%>&TJE-DOb@w4rGayg$ge}mn78@Oxzjhq4? zmN>6uCeZVzi8zoJErZ)oEHhv|-)|o1N)e;Ft6~u_>G3%9HoF@byzK3%0?MkM9B0AL z?HUtjbJ)-Q{RRmCe{6R@5-yVZiad7#!#otS!Hrj3M14Vp6I94pMYl7}_s_0+v1%`A zC$>3KD?h~Nsf`n?$6a$P1zl)8s-P<5r1G?C{f6v`_ArQ<8P!H5BKyf~M7t>CUmvi; zG^2?>#d3jKm3~oG84p0LNat;hcnS1!FZB;}`AArQ(q(i7v2Ji!qc3@WojKLAcA<8w zACTKr>z5KFIZSwPFQC8}=EX6WZT9uSVCpX>o3Qr*_(QV=hoIN9JaGSb^wcz2nx+7u zU@&X_=~ssNj|85vQ2hQushA9lYh&&PC*gYEXSXfO3Til&PRCX@8xAXuG1L7a1(==m zzPeV|4NKDbvg$1(WMc0Mh}D%+Kw=zfLlAbK61LEbw4vR^69374cdm1?RkTt*wwWQ{ z8OQq1gnaBPy!nG7e~oL}AgsY&#F~iG^e>P$A)3joyHzU34y)AXhMEJJmXGCYXooMl z%et{Oa}VR%1UCqz)rg_CqYTi^k7}BOO)87=tK8xIsblXO)m~*30%NI~#-uSXZpt0L zb=F#+!z(Rc6`0sQ_>$UazrXXgiUj5XF|XpJEm?#;Ez8Q>Z7IbL+koC`DOBtsqSK8i zbbY;aNZ-dtO_@gfjI0UBS_|LEYd2T6r+a0uh5q-)E}!&FB(_=NvI?cPk@*+NG7#q; zTcf^5OuH~FBpx7MnxqEQvxMJ=PV91xPVwg$cRuGsFm2RM&}8sBZxfmin%`~}9y@im zhXAwz4zG`3yr1RA^zO>~aEdqJ z8Rq2pySyCvQ@QXUg5dxYTza|MpOIj3BRs?au z-idRw<`;h4xySAj-2b-7b&Y3uDTK80b?QM*sK-TWyHx%nXs4GEX)xLVs1K>$4e>S` zHCMwfR37cI(M6{4(`80;(d~dE7?GSh+Nb>*zj{rGP41_INb2aLeBq(oAWr8A;AX;V zqP1I~4hNFh^%E%NUbBWj8qEcJ0{8<~re9lbb&Pxu-!#C)rDa9gtqnn0KHMSup^6XC z(=Su)26xK<$O0A0J=L4$li3`1GP4dSkW@~3SNgh~!GqvnAF5L-5qP)4&!?SBD;wkv zWgU97!#3S@fkvR83NWfO(54W$-Ti%&!F!=m=8r(cNu7OT15o%&ze?1tWZok>tM+sd z-s~{%MnXQ%uHie%RxM0DEez<|;kTJaR1=$SRI>h9l~*Y1uNrCbioav$TN7?oropX0 zYE}4_AC&X@DD=+FwR2)N9V2@Vurn&NoqSGQ4{OToXCU#18dlwIATtdVA&8Lw^`LrKn7c8I zns!kcPfDx5kdj?uDNtf92~-N;RHL{zwS%_`^#0`l|w72 zy%d9Hk9wDT3dIh6Y^mdPNcLLu5rrz(5ye3UL_ZgXYjt{ml5)GM&-?x+x05(+Ha%D_ z(4Lyp-I>V4$Yq>wmhI%$vuL+h1pC6jx&zB90 zfaZSJf*SW0)#ottoV042AbwgAF=)2^3{upvnLuIDdtJAV`+|JEd~4V9js!>1KFl^m z45qcWAOq(yU2(laG7h;7y2HJte^!=>-|9U6Y=m37NyOFzx0tcm1BIaSlgfD;jBEHjlU&JA2-|?ijs`S3*%9x zZ+fTD1F+TRk`ONI)!8B7Rj+!!Ci5-2xvOc&nTvt383f_OKf z!_&0sL04qIPxaOCN!sGXZ*iY`Gi%|9UlT<1{tl%l4kBz5+M$#3xxW>n*;%~C8Qbj= zkgr}G^2Pf2cN^enLy_U;RjWmLavprH`*b|CM*2lHgOK(*cP8(Se%KSi>7^Tj*LMDU zc?F7hxcz0g^4}x$Q*Phc&*KeYocgtN#0bqLkxOHih5G5SEUxAvz8aqs5gNMofOP9= z$gJUZ0Gw~Rm`g9s^~z?R*Z>=_a8{^xTV{TAnxOy?OCbbD@igh`R$@_*SI+y^jH& z)_dW+fowW>WZlQ+rBWm}95as7E*{i9IE+=2^!}|Xv~&paFTw9HAsXr5XZu)8tn*%b zA0{WAD(8wX>^)g+(aGGooaH`yDO>Hv7Mtm>;JUq!%2I7du8os$1!rH8qvO>`C4P>#KKAdDUc&O^ep0xK3`&aw9 zgV}MCUp=X-LY(kx*+6y43wv%RLb#%wLCi2V)oDCfr9_x-MsV)+cGBW#cOfb*MZct0JyEU%^%mjWl;D{klkD`H|yRdH=bxOLZ8l^YY}> z?^Vs-@pozUCQrNuu?pDL<>a9OtwPS_Ub0zxZnvLF+QO2G*^Ma|~7;al=x^S4!vIcnIq{&GK?H zW>fwQG57bf&p#TID*c)ABgvph`}=ccnSp0Xv}~t-IwI>yZ6PzuiK{q(q2PPq0Z);& z4mn^>K2*!y!PmxV!}DwedaX&Rddow&gVtplb6Qm0xvj zSTdD>84A+X%0Q#{BFB$Jq)!RA?Z)H3r{4B*Tmn~e%-pNTy;Vw=PnX0Ow8w%zn30OX z6pz-wZbB}0=n)ATU!Krjq7#aazf9E16dK@Uvl&-{iJdTo=^xt zlaVz&>`HcKiY)6JmQgb^~}(I10ypQyYmEwfO!$BoQ!I*Iz zCC8yY4L0TcyueetI=9#J{iUXNpcM03OXYLAkCJ5s3IJhJAMjgrx>fmo^-U?>xd{@x zL0}S9!*Q5(j#=5~@mN5_bv8ZKHiN@PCHtjx&_a)%d zqfxrN+mQS)Dc)Z!g@S;rDES`3foOh&uttNG{K2zeEA&;#>~#R9u^vJ+x=d6dZsgq0aIpExHE~B zv_J{`p3uU1d|3*4DEEQta|C08TnnAE=?ZJ+))QKtTG5WW7-s74(p` z1$(7i9E=E6IM*xyAb-610QS1{U-WCeMmB6tr^2dR_|cAWVvAgrG(!-hOU4x&Yx4;t zd?rUq+_wA|5gc}-GH;MXW8S^Ki^Zm%9}nJC?tzD(l11}qqq!UE;~m|u`(80|u>;hB zvDUZ|%-@$3ksF=Kd0>ct1U}Z+?a!T)cB3>s?U#|%2UwevmJw=RksuUs!|+byc{mdG zaJ(klC7MRK&_5n7YP2T@LU&c7A7i#6M$1WLpqsz-7CWvB7t?I-_sB|gKZ9W2=gno2 zWIMO{>Dn=h6|0Z3cI0f42kPs64BNd%+~Bqx-pZl*Ye>_h{AJO4uR!D&tMNwZa%;pd za$&l`|MrOisaAF~GlD*ic4|`LmN@c2wOWbR*VHDZdiZ)Vv;`FUiU&w4yN;{S1+pu0-E`a_g1!guh%bPRmUas7>6#V$}={` z`#)U{@7itAntr%PTk+&;W-D*w?5=~C)GM!Bm?a;zZjs7OO-bL3|5So5*Lu`?8nvps zUCK`|HqWrF70e@Q?AC-ED00sm+6AC};8u4Pdp5QI9$9R>icjp4V_h_;m6$=vp#8gH z6&A3C*o1@CPo@CD<7;}`9b{U}alOXq&;ud*H@o)s)1=ZnR?f}nQaQbw1Xr?%S6Ywc zardz==u&!ihk`U`ft(z?lbk5Mi?ap4_lg__i-g;J*LAd3XH{Fca+SM@ePSB0s zzT_@W-HWfxlHY86i;RLHspb=RYJA`9Our9#WM|yqWZO^-G*!L%5tGet>Zfbllvnij zVW#Or6TUy8asrA8%4EG$Q+Pdp$lk9urC?!CPqKfCZ-4uicd25?J1W*|NtELrsUmd; z&sUruwWQeJ-#N-X;q!edfmrYFwX-H@4|y6j$yyi5865HoE~WnFz;DlfjD8N>A1ts7 z-Olk3d!q}OL*<5=(Fe%^*&0Sr!KkGBzsaZ7AFkXfi3ZlUL2Zgz`kRc!RkTN7u+xe0 zbkYjk`BMTjEsc;JWWG5At#+t>i}nmu3Y}ETG$yNNyajfVpH-(BHx*Y6%P3Hgs#SQtZCyu;?XG=tAJ*iUd~tL#W}Y4V zaOrGsn@{8~|77VQ4j(92bx*WWd2b%W@@w&wP=LpfkHW%voEW@t8Qm=N(pY~IzYT+- zmZ`cFN}&7Bpy8INHorkdGN-rBoC_8iX32Sc5cyWjFqqc!AJSmWmfZs7sZj5v0rME1*@KyM)6n~2yA*7HgmV}7(LXSH7yDw z^XoLn?N4!)@%!QV!JVqXA!bDk1D+3vPxjo@a#{lPO1Es>c+;PX0*TeRQ_;1odxLXS zrg3W0Yfxmr;GB2&s-V)nT-3QXdvrM`fvQrx{ReG-ALR^?5V@QA=s#^FAD2Xbr*Ic*CtX?&bTY&)i~X<4B+6q@R{e3GJ!d!|_4C znwy90RHeX=5$o(&)d8}LzL#MQkO3!qb6MAp-SuB9<`x<|T8X#a*#8T*wa1A9eYe)l zh8_9C?{*+KzXr*G*xMUW0oUEv{ck;GI@Sm$h`%>dluJ)DrkeieFn@~2LT2k4ZdhkN z9_-wK_1O0tt5N9Hp|O{56JhS19|$~H_U=|PNCNn)FSA*q>;?HEue(vh=4Qu3SsR-5 z^?VjwM~)fw5MVZ5xt$Vtrw4H%76Q*)hcr5;ke9sQn#3LIU)vAc39u&tPo)>w>OYz& z_gyKMJx8quHDm2D>ZF9;5v;#k^eQoz*7m?lwx1tXj>aXgdpPo1i5JqG?h1{&DK5V| zNaLiMR-)TmJ(4_#nj?!Ft@;%$qt_QuT;B->Ew+Eheual##g>V zBDp`93{K`}`FHjv=+a#FJ$3d(pO56!{Za*LJ-Lks zLX_5~zfNoKx=d6u`*Xg7UQgYqH7?mX30yDRYI{Xs?)CeZE3N9H`qFFSWH+2Vze4p7 zfKC~Ywl9U@^W7wcUl&*16b(xn_@ny)VC*hNVUc)WxpqFxHvJP=GDvwy;?Mwl)@xC> zt?h)$@0B_Fjo%#JO72jpQY|5R9Ilm%RL-uf)kbY=-6-@d^88`Dv%z^g@{ zqrWbBZunvHk}oQ2f>%xzqK$QH1A14I^G`F0QGAteP+9gC`Od zG&FAYX`~$Hu75vr*pfujCuDWo`DJoEDrkz++U~BOEo!+v5CHyNg39+HYU2m}(;JNt zJ72M0XN+k)_vCL+oPP-r{cT5Ab6tlf4J z`vzBpoq^P)zbo%)eDd)qzddz3)xN{m6@1ZK?emk*7HrxStjj`sKYFzCeslgl4l0Li z*&jjhfmkO&K8^HGe%~&(4DI%pn|htw$SxQ2$h25b9-xIh@L`cOh(rHwyn=&FAV@UcL)K zq&7Sfc?+Wn-9KhdMhT<;COgaDoJPqdz{rCx={mzdI?vA%FzUA^)*g6&`Gs`CAcInQ ztTv`(7%=1dJhm2CIq_M(pSK;e_+oMKvZdBHaa(6c3{pS2X!$w})TS3YzR+kPi~H5* zmaENtq)ofwL-H_#I*m2*9Fg!{e5SjOxr~HSHz}6+Ro?imKc^_}BH`J5j*@GqKLkM1 zb2_*dzPPh{$6~IRP)vPOd?yZj-7lfST)@8eusrJe-^y4d{HM2brQ&G}9osgMyP3Ir z(_Llkf;)|;%XDS!BfhMws&{=5+fO(AoJYhx!qu=}8NAi

6>&wd3&$zU3)CyK9om`oIvKMI!$shi$!ht_SZcX?eDa6cm1B*Et6%>o zAyeiK7L4cd%d5bEohQfA!r5S_z0*M3Gvc^gAKUmFkFFoNqG)}Yg|iJ05c^kN$bN+M zH4JW3cCr3B5Gd+B76ONS*L$(cw((o}DbYm% zYaTTl=E=Oqjq&0b@#p^4^j3SXi!4LtGWU1c-jBCOMtTB49vUu#hx|c@8q8Rl%9$<+ zza6>>8@rx!B&w`^EsG-7RFewFSF?d|8sG9dNDD*fW!AflH)>qbhViKrk;=3CMh4*) zpi$pXIUx1y$4pugi0gCV`d{`Dh2T zuJzIaGRNkh>X<8UxoWwp@W#{}xyhON_Q=x&xJ=TDoJVxiL)-09kx_)oDz6OrZ7I=b zaWz-rZzccHqsUF?F#kUHD5C6faQq0=hj+ta`7u1E@Afd)E)yU@rL`Rn%8~@Bqm?=}01^_Hwq*_$O@F1@!WKsJGLX7FBQcEuXc${UhXbJdmJY|f9;qm|1h z;&rjzFpEnbo3nlV2Ru8#DP~bJ{#*C5w#9B$sB}L&@_6nnBhrT6u=d#ay+`S=?1fKj12E~VA{n_DM8$9>9m_G&J^^x-*f&D#4& z=TS6(?7ML}-+M<(N#-)%-N0h(0R*jV!AX}oEu*{Rt+&G5iLrJ|q0D>+dSpP(82Wr= zJpX<8%N?C{C$34(sqc7=ScB1|9^Y3sG2AkT>XWSje?uApMSZlT*v{r}Yj1z)66@7& zaazz;#LA>f)x|nJpi84Vy&J>kZ`e4soZt=f@nZpyz<+zxfCG|@avx@=#ohpK-kb!z_GXQp zn4iZ@Dnzwkt1DxKVAo!|!Jv;opSibl-GMz|h-sm){TiSc)wnnXn9XaESl+tv*RqhC z-;WEG@k8_A%)jjpuZ3gf{N@p)KP9UVF}#FpETV1f?Ls^Jsecvm$`fIaXr~#@gWG zM5HE{$Moj3Ds9Jhesek_V=%r!<7;rwsYM`ME8~rru)dG}l>3gx+mFln4(oJU3 z@>IEkx^SXBBTQm{+-b2&=?PG@t_^V4Q}W~l0nh%ZbtTGGH@FK!aBqJEtF)+v{5*bF zk{*~osS1~58x4J4v|)Og!H+R~m#c-+__(jMjwSx<7q$6diw81vs%uEQ{p4b?Gip86 zvABvzYkwvHewj42V2RfkfMRlo?HN*ZQ>J-{=PdvAu3wE01vn``3K6 z+Q0rK3_zp(^Nj6O06$BsSi7c`r&db`+IBcUQSEx=O|7AM0M}Ki)|PfnGM~Q864cfw zTQbqt+6+qMBU+z9bRn@Jy681lT{-s0ReoXsJMa_UMs{r=@c1TwB?^6ZQ7vyBs~Rr; zF66vVEPLV2HuJ=%e9c1*?tGuLt#L^?Z(T#NSJh%D=Yk(kQ|Xgz=(Tyyy*1gURT8#A za59b&#H25Mus2$5b5t06W3s5m<4Plxw;Lq-=^8393aIv5$f0x`}HF11N`ARuVR z|3<6yFi#uBIr2ITMml7#9qczh?Zx9*uU7Tf?%+;x`M5KB`2M0CynmC^5FiTn%0Zk@ z?P;xYwX1BUwWGq3s50ForA1J9?0jPMD5d-h`P%&iZwyXa;B!7A{4GZv`Y@R4WO2V5 zvvB?!gnswy7}l$$h9iH-e%#{=Y*-tjwa#Jr7oiD@42wZm_%K_|HjxgKL+v(e$^DB= zse{3R>~)@N-8p>D6J~vVcZWQ(E#s%cpzv8v=ftz6d3}+|P2z%zNn^{uSy!I?G>+A0 z`Ka~_5D5LoW4{}12xex&`%tS95G)_=i*x~wX~X3MR+pIbWEs)w?`OmMAUX*0foq_v$qsKWg~9xjr3hA9ubS z023yBCZCE6XTiY`7Z6P!eJ8OMI{F&`R`SOWTtbI7MUMCg1O$y}LCo zrQ_&F4pxiBW5A~+jwdAP`{{7QSNIUn_rz7TG6$t%r69}Un{4zUQY`fGAr7e4nMTJFA7 z>ueb0L!aCy7dRK)MmLZu-l0NMk-7vS&!patCY$vB-1g*MS!x`+^pzJ+9@6UG^``}$ zAhri2o8BA1^X_QDKhA6PlOGKRfFG(}V6kXFRfIi_*L(d`}-?T%efVA*Nna{SFVgWzaJq z6=${roY~wmru5nm*>63%zw!|0clf5*dexiklg@1A&{?0&5r78{;8ffWo9kWf7sh^F zr0HOg@aucOAgn_G8lRT(QshtV_{9AdPd{*7=i~9zD)_vExA(fI=+$YY%j zeShcIJzV}Ot5R?JI>2i+zvFU;$)QpgN*H^e{OT6HE)wtP+wd!fXf(4yOSeO5_kO;S zbMh0lg(YmM7iio52B%}#FT{DJ=S=gPaX$8Pi_&ky5AmQPdjhkY1k4tcMbCp(hrAyfcU@k^;P^bj9 zdRl+UE6TsI)H9ac^M{+m)BMsnlG{S3W~6Fv=~n%~Z1?Ao2!+y4Zn_rhs~W1x{X#M4 zEXA82+*g#JrX|4!^-+k3z?LW3c^I71dS2UF&!>v-q4*Nt9_Le4oXzCIfk*H)1fvcS zUq#GCD}0Lrhy13bU8|;=v*U~2V1CPQ1AAjh6;4I<;`;naX+vuD_TsRI=oc>X$D5)& z+*f*>6k%^#ZYvpBm z64i;`@a}bYkHAG*IVT0a^}9)b>+~h}!&X1BhxQma%C9#$=78A#VsUhdx`bE5V7EV) z^@&+OcAAZAb7aQQAya)8{Gm?W5cU=3JO^q%gE)o9fVRc2Y~1U)l3yxm7fAhSFUY`B zgR2~mO8j(eY?{U^DDx2Vt)!>XX2`Ud7fx>~BXgH74g7u?E%q(BI^?yHk1SR))E13T z_={F`wFakA2$Zj8mHJ>djyD>h`|Gy~y49=ta@(qZa_7^UeYCbkw0SSEhT76Ixb-g= zW*@4@)0}^wPSwt)Ev=LFdegC8!%70mcy~Nj$yLYCQa~5@(v$Nydhs}yr(pVd8$*Gd)6YE4KfBXKzF+p|4Y_T%uFGl@XXvj2Nf&umYSu=K zF+D~7qaR(Z^`Jr6!+e$jsD2(7!kd0{xN(~=kHr*+)`lwO@!2FLUeKY`70MmELc0kK zRexWUcf^q)1!?#bjYs#kIt%eTRDlbzjB)w7g@mA_Y`uv zVCSbWLDmbBlfTAZpV{#Fn6I?136zZ9)k+_1fNXP~pbHh^RIeO7^*F9smxelu(RBAT z@T+x{Hs521LrO*YFP@MbVNL^WZoPwJF&G=EQXSrJNf*}E+Zw4yCM$nQ@50XkxBg*b z$eMMJyJ@fs`{MPwo{K>d7b~c`zs;70}! z!-VaXt0MYGf8~P<4&U)C{JLKwLnwXa)G;*SYUdmO697zMtsd-r^8N&kRa;kk4K?b} z-wT|bD8i|NbfF6|Oejj@a#OGuL9#R^g}>!&A&O80cTAUL4_ zA95^ImK<@@`p>O1lFQ|c`Rnw+Y%=epmVRYB#$tC|lny~PX8O*E_MsBXk3QCYpPSdn zT_y~#)_JLPcAo`4Cn54OXCTXz%w(d(J-lvhvx6ScZAtxE%*(DJ%|GuL3zq*x`Xxx$ z^|Se9SpG|pU3onajzxK_4vZs)gG-99FLwRq?|98~Dj*7x4$zyuOI({IMRvTUj~AOc zwaekVa4F|~LwQDpYjC{3)x-Jty-z+zI?fx? zOR5)BT+e+hJ=v9Z(W;R(g~I4u$bvNhg!*yx{j}_tUFce8z%97Vp8361-HO3_>gF zyN9p4n-7)u_!7Wt#@tJtK95g?7W~2y#QU!jRfmgU5VJSfXDL0PCh0klrR)yHR{aEh zPH;K2wv(YsZ4VzCH$&`flAT^N`laMZ)#;--i@e;hKQtRgaJ&ibPygETZ@N9?TgcTlPf-MpY*adl~cCT$QgQN zpQV|qw_4Ijo$kMsv1z5X*U|V{+}eU}ig}QGwRticfxUMiRX`3>n=KZ%nZGPZaQ$9P zgLDyft5G-l1A9uvSyZ2|)rRRD3#Y@e!rPrm`HNsZu|>CA{lD{d@Lj-G(MgYtf;y)h zupF1Q7^SApK?gRX2rnAQF0Dv(-LYHXaE66oI65qj<+4~SZ#5*b`#+{;mP6x#47k;c zMYY7u)P-1<4%L>$`GZ=%O#W6&^T?Lh5D$L-VbDUm)xS)yXv=xV9El}Mz{1BFXRWw( zIzP77PT!Y{ZZO2g=X$phd#Sp2MfEm}*V<}3jA;^BLWSIH#`z11&4%8)3>uCf#k%=2 zXS>q?1drtU8u}srQpUimnQpt>NJG>`S2*BJ0NMD?{`j|7#?R{hyOfPmF^39X+9dnX z6acY-jr)yL<@s1}9hBqWFGwVO_I!!8&(6iYWbH+RIYqrL^84hz)yt>R1D8VWw%>LzL}xUo{WKLVow`K@^?opQwkB7h&Tk8sk@>%PwmA?k=uVXw3OB_POW zOS!S1lCte>NkT8FGW%dOCl?zv~W`c2Io z`5XIF^qR;{(I?toYi*@Cw;)RaC)r!$bl+LtxJQ=Z1ZS3LBVKgJY1X(heshy&p%B-6 zMe4-~hQj3G1Aa7UYkCjKcje@ACyOf7`>Exzq7jh(PP(M<`>Umxvj~DeTwuB(e zbRwHcniY;4{c^}qP%^`;Pm&Mz?ZFh;fA{FJYkj2tEw{rqh@Vpn2l6vK+Y5rQtGrZ2 zYkiVwE`kTSOkc?p@$i>vUrc_P4Gp>%Z5qzDnPvo$Q$e|I16E~1=1}+jDVD~n< z(&(SI{gzZ;;x~2ey_D_dT}*o@n0M4}8_qR1QOUs+Rk1?uUtc_xgjz!*m^(jo)Ch#FwcV;FZ*oL)@qGHm8@-Q0!z zp+|oP4X@N&2|`TLwGAJJ#IG{?=9XD=@@*~nZr15ZoyH`>dhK8I0BJ=%i-A!1Nsre` zHn0QSg;#c91(w5pqaHOp6WW zX4KNW_N_F^wPn^$c7^FQZ80ipV5)Lx6xeZ3ZV<&c6@m(RRK55o>6q3xT@%M@Epcz& z*RFc3&bGGG&W|9S=OwQGGYg#SG5l5&rJ2 z@WE=DY`PzYoCwEhHq3%j!EX(wpoUqq`wie}dyRNsgvEKavS{mepeU6?`|r=jm~C-r z!8fVO?p!gp>EJlrrg+FBOH-^HR?_59P0!c}Dj!_dMcMj)w_lI^@ z%ylD5ndnziKm<*N+jfM(>NnJLP8j4)``A|Wm=E@&^bbTw5OL*5d1F+O z6`w3ad~}m3^U5s|Lr~^1JAR<@y2&Dy$xAG9uF>>j^gE)P4j);mj*OHILxgQ`NuIQ9 z9Ap#eNSe|YG|(sFS2o~xIB&yU;bR}{nBLjj)%Q9mZ7Ob2_yhfGRHM;p{K`d9|B6-+ zADbA*Kj!I%atkcRg8Z?c3j^8j={McLQhkf(J2F)XE4y4rY|IPF+0cV1zO;~Q99Z-0 zFv+dEX2Ckoo9izDC8AVI-9oR}4CXB?1b{QFfSd2Z70pePgnB9F|Hsvz*Zxw%Luz)M zk|1-7UQ1(t1*JIoz${4^Cq;+~MFMSlo5hWRWZN!oyVK%7mmP0lp+IU9lk z^=DSs^gE306;UIryq6!L#ySwmM z>6x1U*B`qQ@NKle!ulk&vxscZVajGLrf&p+DVNi$a+o{#ldbqe<{#JT{N5OAxyoyD zLSCc2-Nfw@e!Wae(sy-e^VgW8jr$ewW!z)1HMhKzyCml|HtBZK$Ej&P_~EuHzAbK& z3+kJhvYiI&JNxO6B|F~`df6ms(RuViHDbSWJTfe#=j+|`W?n-#QY^>(G^NM%QXb!n zxz~I{pV2_M*glTVq=2mZGG49dtJ}!GvtryeOC!2k&6k*DF(@R8HqWcx85P_?@%4vE zIL9HCOGj)~c(VR?f93LZ0opupDLy1@?y|tO6I2N3?p;E@)j$bar{GQW#qP4Nq zlVk`Ij-&S@QBQ*qGkuRQM{kts~bvN1(|YWd$Ey-SxgH zcF^k#8L`yVhy7Hg)gR@CV414Sv`deOVyXO{ed-IbhW(XX3YqlnR<(td|88!zK$aHV zGzWG=M7ZSCGuyv<=%2xG!@lypiSy<*OV{H;mIG{3|9?lm^m2)Z@BXHjaTq_mQq4N) z*Of>t!$F}Qe(L@-yn?+;eive+L;Vq}(RQ8k(uVD~Ij`LNev8hBi(O;eNS>p2O($UE zUG+6Skv*+HB6IK}jL-QbO>i-HO1jo4Ui2rscsbt2+Om`3QCX5sPB1!^Kd}_7< zCrtr3L}Wkq2E4U#{nz7)6i!*8$T3osRGg+WD0(h5$Fj{43tIKMl_QH#sMYfko7wbr za{EK3jH7<&E+N6MqtSJvev8ZHx}#EZo{Q8l!EawJ_gZoJzir?Np!2^s%j zE?vpbA9)olF|jr5WRv`8eb_3i|EYezJvK=xpmKJjxXDi{SJpi}mGP3T*J{#=*v*QO zyWw^0VOV~ILhGomRHGwb3(!smBeMDlKYKmm=ARbLVF#_*O0?8WzDH}VofRDl%j(G`Z!HGCjHBD29O-qo+265hG0=JMOyjqc}LKE~~!cdmu-<(@yTdn>os zp(R=0h3sJYB0EE5WxK z+oEM;Y<&;0HHXg^V(p?dC8AXiHuVX0d$+-!`$M?dUkXt0x+6Uw?egDcaN<`+I^cbo zy!-R?(`>EFll2LKAL0o7weNc~n7Xw5fH%UTLwUjE%nxZbFR^aX;@^=rlU}W?T-XWV?+}8zcXBtZGvQPE(L|1lv?%cHk zL|`VhnYFRJEa)oR=qKl<)ljXGhv~VD=VC|!GFi!EchwJBW?N{=;0ztM*6oj?9PCd1 zG+terDu{1ZIn&vPzvDvmGJ&_AkP+YI4*7*`*EF(5ZH;tSjK+=b<)bl`Ens2_2&2{9 zISh=85VQT=w_3Q#o3c8yZsi#fOk9~Q{Alq=%Unx2_*->RtHjDvSC%1GeYoszdj*U?OEw0;Gn=NDJj>*pFNf;w|DosSq*XbB;VTd zYFys5Yq@*9gv=p;?!2_od{7%J5 zmj9}==V)^ul`$JNdD;=M1Ty0n@%D^x!(c!ZOoqPSHC7Mpcx?F0M{XCVdXSIeOelJ&vPmw|zj&KSOYruXbp*`V(-G-&cU}XDQ5F+KDkbib zTRsS(+90@S;HdxS11oNy0D0yOtl{`JZVT07;*X|e&AmLH#mU1lLCA3ql~T@!JIZZQ zw2#FF;85_C&c=xncRI6oS#>~886U-qa(tB}c7CQhJinf#3unF>T-WLo89tlpChi-SfGk9y)u1}p4Hqng6*xQw=oV#RgWIJ@Z zU=Re#)4nSUG4%j;kS@yzeINBfK=LiNGnLfiKUdqwQQV~b&!P4!Al(!PXGwc=Pg5j? z8~IX$qK`BjUB*0pBBN8$vHw=a@?~tM^dqPXLza&8ytYL1O4&!Goa9f4&+pmNu=+yn z@0saEa%Xf$O54^c+?6Zchb+^1JDRj3>8Y^bkL^@zP_rG2j;1@8+l9W9FRnapC-tzv^4|e2>KS4_Q&7YLyZhE&DckFxd zCoGr@`H0_{)6Enns^hU~Oe-^SH!MVNDY(S-#sSaUXFdc}QxehRQ)CVOP|ZQDPnUv~}s zFlEP^zFCJ-rW2HJIk0C$*SU>!#@hm@l6|^Gt$HXP{E8WSm}m9Pbk-K^7mW7k%v;_wnZvC_E?Fe{4ito|(G1#NTgqeI0dOCFpkO@K&NqT9w4z)1gm z?e7vc_L+FM@gCkrb-3Q$tEz*$y>bKCgw*`eMgcr-;nv6m25YFNk{@V*sQ zW&6kNa#{IZdY0%-$^3_w1EZKbBx{WD6!g7t_jwNt8=iT+(XL@U1J zX14wF`zH*|qqVX@|9a>q-Tuve>987ov>FygYF->vH)_yU+KJ8jy=olw)|x8uxad%( z^?UihM*iZ(YDB zMV9qi2F;G|!B~SHF?Iuf*<1!6PF`RO2;%Uip8iM%@!v&WVuIt zurX~K$?>X!5U0;{XGihM9jp(ptl@h=_L_aIHF+9=nsc{W;t;y_U zK!FwtEZqv5ihlh1gRksyCl;!UY%k1YC|TelP$F_swcH85B{-YNc;~z}B*~;Pu4Z;& z3-HCZ5;sS1c60p{>|Jf#C_9%P*nTM^G3!V@^hc2qK12dbwl;zFCvcqXb5rd@jQYyy zH>PQCf~~Z*p%(5#PTZhAa7S*v&;DK`GgIk%pY`r3HMv@o)dF;-_M{GnMu?D_y`knY z0r|UR)x&e9Is=yD4S3vLa4(6@gRf4u8;e`+MHhumpKJ~28&kYa!N7XDqkQHDLizFhmd0N+NBWqS(NZr>(U&}dc=88UjWY5r6NKjcGraeRFCxi zu;M;2R10R=;mk0t1Iluhj#?}T?L()I6zKPSHT(^`T=)@>pINih$a3xDw^v|sVbyxC z^a0m1h&jF8UbJ;Ce*5Y9pBzXn%x^U|MDmhC$iJ#Ae-?VsaZ_^eD zzO#z%2kELmL=vmrBJ0I5i>0-}mzb`4aHDJR(@Xqu=0{UUqf@ZkLihh&B(`l=*$s^W=C)29e zK9?Tv(|WA-Uo{Le9&=fdN#X!crLOG`KWum7>peyo`-TFZpQ`3Y^U?NhyYx?6*FV1R zJsw-glQX&gfKj0~-7ufqN$X=Ej9dS*;I6jG)6mey6$*49?hzTBcMc&8;AsOX+iC8Z zZvec2KS`yG=N}5?98)>xgY5l_yW_$%I@0PY6CY2ryjdWtX1C}+c1!v0jdleHYar6< zOfIv4D4ZL(Zf5hsvt!&_R%e)aC4wTz?Vz%qWrNl8$*$jM4Fe}j%dyDwRLFo7vLo5yI>Xuei@hcg-8K6SQ*n|r?4`Q$Ymm?%rAYzmM-`TDK?1qD?` zMTCo|#=(D(MZEBFaEJyY2IqCmz4`l%C-(5uWJzl`Ii&MY9dM5z3KvCYjRNLy=Qdc_OwcwI2QM z{WYyNg4wzXeB+PvB%xmTcQ^epwW1cYOrnTc;m(ah4iI!*d&kIHW=;`t+ z!*ET9{JE)wLRjg|$}rRSpETi~K#g9rj6GUBs@DCXef>eeEGCb|)hq^h=~ur&R4lh! zkMf5}#_W66N8+J~R2#y+`vCUV`{Lt3I(}1J+?Sv++TN!Y@hguWYGfDs5Uw}keg47ZnhQ3o&iV%f;8jfzX7DWM{i4|jOU8M#4*VySPwXC({NbHm zoSTkiC%S<2GAcJw3Vxo|nIGVOS~iWeKhs zQ#UT&v96EbK(Rbu|C!oih@sE`D%XYj->A7C-&|KMOgFvza%>%Xfp~2u*y{$=4K1_Q zPHA9+Wtjg~ueU$Eizm6WZ-!SO!KPxTGFu*Z=;ZvjUi#ZlvhEKHe`xrxSB%=>nw{GqR-X<<0IICTmT1?cSrqH~RVKT<>lF(`2K4aeFtgJ<9~KyGkrNjiefc+2gb&QiT1Ri~ZGC@K>h{`~ zyqrUA5Map)5|n8xDOK{Y5n0#7?goBQg&0 z8(!o|PHj+aG;OoCDj8_6$bLrGcl(VW<^u756}in5Ipe1^+C_JYXVSy|Gpgt)q#g^_ zlJv$Y_4c_TM@@8nKRNH8=<79sD&3{!RS@WYvZhwOF0IEb)gM{72NRpqZ6-~xq~z9> zK6WQwt+{BwySXPhH~yxFRq{5B>a>=K-;r1MWU;2dcc{Jh`km?G4+lmWI^Gc*UuBDD z{N+`K44=>!2LN<`9V-W@sB#_8I8Q9&>)PeNM24yeywRoxiscWm+l`-T?(RWo9JVgM z9Ubp_XX5RD&Flat%>*F+12*~_cu4z4xA5kxBA?|AI@|)CVO-80-Td%Su*t0zXViRl zho3h)J>8o05u$pbRu#=3%%asDrXf-Pez~4<{OB)S+AE0vq8rXqPOPXzMbTL!-*spH z7spwn_914!XYs{hk=I7g!E3UQ1Fl_j7|9}YTrknRT#OsFQGNhfe5|u8>aWq1?mhTp z_~?Dn?D2c|3(C?j48Eu8QA{q%`en4o#Jo@&dgNvrSXg&Hxl2w=0GT(XQD;K|jrhF( zb3U-I+P1p#h_tv>A*vtG)xj$%POB5Vn|Rlkd$x__O~u2??o~jb*+`o{bIt}isPA86 zeIijjxCxJiHiR4(v5+2zdl<$r>*E7hVAt>u4}q&&qkxh{FfGUR!|(2e!{c;*(*WMx zv!=(f{OYZLE~-NI3R0@iWg%a9LG^B$pTCNy@@qHsJbeA9yZP?bseQ_Ov&RA9pYMGi z;c3UdK?BMZDkYOF<>>^S0%T39 zn$EGS!qkb}lPaHsq=QdGupyJ=``N0&QRg$7)Er#)i!Z~#lxHV5E0%dZJVSYE4#4}W zbw$+huMOPg0kwdr;*^#*w0l8}x7Z+Ck0=ilbKMc^rbxD7Oih?bEg#^^-tNNj9y?jAza)CeDMX6t9})B-!ew85 z_LxTH98b4uIzQCv)nr>S7EcNXY?AxiH^zD_&{Azw?sodwWfRJlb*b1k#yL}r%4eO! z7^WCQSl{-Q=9nqs%BR`krggc1t)=(*K6>ti))TMOb>MLw_FVneobKZO6s$CUby9J= zFg-ti5_`2DbpBX(?OujQpCd41oX$9?NSKKT7+(fJiUDeO(NQq&&9sG(Y<`vbq! z#DMSm+GZKQ$hlCjO9c1O+dN!3kiV&VL=Ym;(HJmR!=gzd*_`AYic=rtC1b@EgFK=0@Gwp#Wya)et!mVX zKfp`DkXJb_A3D$g-{;>^Xp83Em@b`T-5=b!f-kG~^i#{3^}nH>gERD>UaUXhC8`E3 zn17Mj?4@&76ZC<jNl|6Vf4HexXN{i7HhC8aIMK7mbSZ9{2koz zm21j@<|a<8ypo%wmvbcspe;0S)gb|9-P~c*HNCuW3Qv2Lfo$N>Wx9EonJk*zZ#(*| z2Ho@U)4MF1*tMcaFZ7PN!Msdv-B#;askhNVZ)GBo!^o&u%;INZA30spS6{~Ihsl#`=i9cA)SaqD&R57qFJr0lI<_)HC>_ehv z{?g|2)1C2orw)1@=Bf47bgrvYN(0zQ{z_kKT9|#FmlI5&DqpOpNxEch&{B2v>VsH_ zzjaMCI|N`tkDz$!Z<$Ji-d;NONqcYmc>iV_zt=!d&A2*7-s8lYdo_$weN%69em+0*IPootI!mvI>_GN+?LEiPwT^D8+7sckDF-=1<5{-U2y1DxH_{QY<#>pS$DA*4DB zgajxac>XVyFG>-+j`Re(lb~??n`ISrmGoX${u~^|fZbDK9-;VkeChOmM^2%n>)rnNp8nnv%9zEdjpXo(Q}1c3e_PFb`MyfFvCK%3AGddy+$ui@z+X7Mjz}guCvZ#QB6w{P~RG^;>(KoUlNCs)N(gU+u;{uo@o9ryb8#9E_l}&Al>-hXs z?<5luVP@ox&Az*+T7WPLZ|LATa4)S+?GI&9+Gz}Mn}jsf>M;$6-NmEUgatrx)?HOv zGH=wj)qZ(jK!voek00;~P3D@@%U0Z2*G0}K_mqi{gyV7ZdGq2~$hx!0@%E3KxgNI- zRRM}lOy7#zwh&IDzsWHkCgHS|D56Yv$s3-Y9Rj(x14^|o6jj zmpoz8F3Fuv{x(-~?c21W=7oZ@8{2XPZ#H0Kn;Z4{>v^?Xm#FAU9g3oLGa|lyzR){7 zT5qE|qVli^$a|%i;uJ4`&DU&N_~s4J04Ce+aXgaXpE#svm3rOKj+mr4n z3BhoVeD>(+fb{*{hPf!CEN<96SZ%$#r=_`LnyqYg)rQ*Rs%(RDw~L8hfU|2bI)N(^ z?4(Vg^QmHs}a zO2C1TN)J1uo7>@gVD-6plERIt7LddmJ0sQ`yUw)HYlT?i&!sJ)7R&ttymJ z@08o(D*=!i5tHFueTv$)(OMPy2d~*q_w7?5TFmL|%uSd0uZ4vmZur{~?-1};r^Ws{ ze_FZ{MSls9w4GYLt8SE~!z~U&-*9kPGrPA9?N~ zu>q@Sr%Usq^P?6g@0K$hx!3gB?nev8zSx(xqOnJW&GQk>Xq7{$foH|zgLVGXwzqiv ztGx9KvVlP3iG1d6(Add>9Bavw|B#cN3(@8Z`L-md(G1$FWHDX{?{cqq*tw5h;Wbzc z_`hDRCh}3C-x`lnrMo?iBn#T3quXO^yaCDvR6J;y-jA%2lLt7}vNzk7?~&U==fb6s zWa`E3R(UX~pOob;FN#~`)MxkmE4WT819yId8*^5vIAwd?h#R81;|E_FVrgf=DRyTfD0RN zoyn#@=DqwFJhVPjlus?-YZin%HaITpR^FXo!I7I*i$ZS)lcqr~-LuX5BP>4O)lygL z_vV$$>JMp?X{UA=f15~p(F>=v>#+I`@J~gNcnk;lFdK!VI(AqW0ocwyXVekeQN0!H zSFel`g!Siv6T43{H%}b5?{;_f;PQO(35xhM`j*~t`M2&bPvs$bLD72JyXq|$R6f;G z^){wlDstGFeY~t@Md+*T27UNHyi>3pegf$baj*8_(a6O$85~uYH#QTtGrY$Miu3ZMV z%a6ap;{EB5Dkn4zPC+?K<<`Z}-qsIF4N4DUjfXn;tQojE111oA$Lejl`Q%l##YA$i zzJFGfuZibw%oU1F(aBuA@_=qC&-shX6ups1F1#w3xw4*A!SS!2YV>f zQ#Eex-um|$mX-Ee(|~RIK7k$ zgUTo%n8(~&vswZuE`?>f#n2U6^3N)+jz%Am5XP8p27ikcW59NY#ptn=jmBM`rXx3# z^=L;b?OAh`ty>Cx?t8m_^?Dd@-4r^yeSH%nrAb`9j%K59(A$I>E|zK&u~zzwZz1wF z6M6asJ<&avMlVw%zP-T;u&__2nXm83ub3Y!c;Y1=Mf~GorMr$qJ&2cNoxv8g zPr>6h{F_<#IPJE2Yv!#Qr7tIF?FMr#+nUsU9uFGCpj@u;F=i&CaFzL&pd`j$zTT|$ zUJ^h`z3UduIYNDcw|SY=ORcVOV#6<=R3mP=7W!b1#E_n$KUl5hmk zpj923(Pkz57Q`G7=&x(MVG!7o{K(~eg6x?`eL^ql1~^LT;Us*2)<$%AiWNj%gV4=d zxoB4Tj-q@~RF2uUV{O;lQoTHzSJ_{2&}d+cT%0|)-L@(2oWevoF{B6g!)$T*P=j2% z7u}8-hzna8lI}ygI+$&}_@I@sQ*hpBOV|zk&2fN;j^d6?jfrc&)WI6R-8+>wM?qh( zQ>69VtKVvkc#4a|-s$jRu?jffNSL_$&T=P_G9IVxmHvJCQ-Y0J@-`k{AUQUW< zm}p_QTqKxCFngh4tGc^Y?)ccNThTfcW{|NZD-;K{9M z$_(%fs_B+>JnWCn%|Kki4xR(pyp((_mtwDz8u^gk1Cv-S(aWB#PuFihPUlbc@mS)` z-IV+lYU(!@XOWM5b-5h+=)pg>a&kS78V|01EC($_VuRLsJ^ve(@u&e860gd?X!}0N z5#z<*s`+AMI(ahjNd|Wp=l=m|E*y`(>F9iZexBjCX0;uKm*Cqe4)@WhlcY8^aNd?B zbriGE7QjANt+4pKQyj|I6kfIvK7%^reKAE{BV-TrGY=dE$FD>=VnDXLd( zp8;N)666-bo`~!5xb>o>%d`foED3b4%5fz(cEfLjHbSw|%>dIJil_B@IO%>H87A$| zc7y8fp#ZWT!U+`$$UsrbaR&vx>q7u_CRy+PeSsJSIL^CWSe|2@rQ0e$@Xn2&2Aka{ zJG7iVES8jKaQ+?-y*~#u!d&O6q|8KC0iUT(G7Rh%*e+VXR2m&Lj>YeLnIIjnP?Jp| zK0eXh>G_YJKi}t(Gygv1zu|@cMn;g#h2*#qf z23>nz(U-iFR zkC!g3!uR|0_*@ybkmPQ7TC}hgFh++v^V;qhv^aFr0ZymIo&bN2g$}~w@!!@Q=FVJj z%9Z!aZ@BNeevh;HPrmO+?JR@q)oGUD*Y*HpDlAc4)xLi_LH?}m-u@=d28Z=%_mp>p z!(gJz9`hA*_X!hcGoDEd;9i1f_S%#{8~*ioIQq6+LG&)!E0*h7va2nlzu_uEr2xx2H48C(?tF5yL8|Bsye`;gYJyB z2MPtthD@8^bFcvnOBX)L6j2%S=DD~tE_ujI-0(D1|D^l=J%wf9mzab$`+M}}P0i7A zov>M7w@kIw8xW2tYLwyG1wL2iWE=sLHi#FVJ?M zKWp{0m3v(~Jf;iF_-&!i2;Z^NQ4SVjYg{bq3*@*+&F54-rNZ&D7BA0BIh$YTWSRu~ z#m4=d6;VegyZJE|eHKNBA4oht+F=`jrBLGSox^&MM+-x;SA!RAwmRAHL-&#M?pOA- zb4M}^EWUq4lSij>S{>$WYoSl4 za&i>;K7Qdz&8@|Yn`!=94v!9_K5*J_{S7s`l%1}GrGIa}(ro~suv2^V_p+S{q>}iN zS0K_L6Q*j7mFi#SRRyQWI2b?K;PjU^t7DuU`D1C>N{r1yExm4Z>$Kmm<`8(Rs@`MG zKf8s>oE~0EEt0Eih&~CH;6=fQm%(#8{*?hiX#6(TQ!|wOJRn3`U1Ha! zo?R_2=Vv?)xiDR2Y9&_Mpzni;px>?b6Cl-4Ij-DP9}XA8E5)Pg#)9aZCuX(kS}y>9 zZj6Q9O*3~0x%^Ka9}2~Xa}uJHDD1UG*j_XakL`N~e(34Ke2SOgXv`a>s=M>~{ChTr z$fe_nPJ|<=Hswla({_io%GGfl@1y+zuJ zw^)wN4~Z+TEq~Sb7-13!aCF+f@-gl|pRbUjQl=-+itC*rw*RQ=U%wtc-@Ojr@Qhnn zYX5u&z-tYro%6-O%#8e8+3%y|HC2VYTrgR_J$SFz@T{fw)T;WiYt`hKxmK*cwPaU4B(WVeTJp_;9O6o6Xy0(ZH?Z}rfaaG7H*M9wK5bx-!6qYw#CudkmZO4U=$<^k&j0Q(9qv)-aMy^eC42q3!F;Msrs$Y2DZu8vyR z@Bx$8kn^TA^{S5}dCbE;_GA7kU30VPPjGJ3nff_;!q7)1eTR$7>|qNjn!NvHyRFX@ znBVrT{c_c;3HGz$+Trla9HYM}Gea(^X;|C-`X&EK{iUZ$!WUKcz%XTxgQj#4JI|Vg zF<}&vFZEel&@R1=@%;RNz3%y$y8!EzZgO`qW`}YM7A7y|D}GesmU>1*TOvvfRf4M> z33u4rXG!RNFA~*=VW-5eYGijaRL>6yo8H~c4SmN6U4KjiCEG`#A7p2(Dz9+-S7G5@ zd4g3Y(Kxm=Cbt6KE4m(7Vwczy*4W|5Z*W?`E$`BE zPK(-b)-cK-gz>1;2N*n1hc?P^pF4jy3?a52@*0yt#7@W%2h+||s@5x>_PkR{9*?)! z?-#YQ4!Ei0?QbCk^fbGF=9|!Q)$7FuNOguKznu?a2YME(C}D;Du7$v6x%=hZ4MDlL5y!W<%8p0lR&q1L z&R~AIs;@hpEi;X6VxY#t+C%=>JeTNof3UFLdcT)2NQk3f;2_ni10NxaOczVO+QL<= zC6p4TzwUe(n^VEHFYL(!4_fl$o`fx@hwJ5{mr<;i%(e0ZS_-AWsPz5{*S zxtoVz#XuOhI76`25q*==-{xRN(ya9@;xz;|s;wEj>J=t!v*4S+++sV|_q=k>UhMo~ z=hx>)R?BdV$Iz-YLkbt0-D(F2D;nmxmxo%o!=RfkHRY4iNbSF)CMw0efL!V`)x%HP zbiU~A?DH9_eW}q0wD9X7yB8%a?K%Wuc=zZe@zahs1jWtW^H~id^F;f0^8?r=^?$b) ziJ5!Yzg*vSI89YaHK|;N!&6r!mc29b?Sgo)ZorXvkxV90?rl=ZF&MhMmU)xSTi(?x z>ls5aZM*Av;_JJLPr}Hed&tv)>H!t}nGarIK zBOjx!`SfakhrFMZ;JJ0DTUxXn6xC)mnTjP}-$AIL@w(L~2;%*Ha>4S~w@)z{&HIf` zgY^}tj1JPCF~xd|jz6K6=lSbwwT0KfiAx5rdHEu_ygk=@nM&?nG#m1tFji6J4}k(!tYv>6(s$z|8D$cWUa_?gJ=egc_8Sc=a* z)0SH2&#EKa>zG{AX86^c?snKejh8Aup1eUk^$wB+lrDrxIREAN^1YFs%t8pmW7o@`%Z z=8c-qESA|yJB84;8#j9Fdyk2j2x()85um>iIhVMa2xU2tc#xdDJ(x1C%Q-ZQE|?Q%U*GUFYM#) zV0iV);UGK8y~XU`UMv1o9JbwqY~mUgj5YA}z4m#-iZ9&Z*|3EKsOs#7ULjtA zN2U02c2i<{b^T$b#*3?6sK{gRYhTU!)-a2t`3zNdcl!Zo_`$t+MH)t@BJ+B% z+&{CMX~p$vsT8J>dSXnhGs-!muK6|j9DxU#ntMzt4vCK!klhnN83n-9xyZU5Slm73 z$6uE{Rt{|z+Th_+>=gGfuZ(y0rg*%TKH|AouP+*eQT^n+*A2;!Ne-?+Hfi)V511## zbnlD+#mGE~0Ga9g9^VmWLTePw{+eWy75a6BheQHvx8?DAj|?l9&1HBX(AI1jcPUky zlk4EV%{@Af-_qdpT5#t~m*}CT>l2@$+526A4e}WTRbZo$>*Nu*@~J-W$llD18e>8q%rhAjk<0mT5SrhiusC3YY5{yfA z0$rj(zkkN051f*SX=q}J2xFLsa%(rw7k|EB_y(My+-4Ews!6P#=DY*6oxl1Y_rrJ8 zi_yQ^{z0q59w)d@Q(0_>^)I}s$VWtR%~>cysHeX9+E>~)zsp&BrUFgB+@&n>0H zv9LF)p={z1>H?7I-I*vkQ6=ktC;j*&7NBntPi=4_ZM2txP&xMeI^_oM*7nhMz2vvF z@?p`RJ=gPZnB?iGpYm=37np;tNsscX1Y7^SGo1xTx&I~S4RXYcvSo9a_x{>z*tO<6o0rgNe0t_p{9RxNQb4<3 zacvq6w=}5ht*t9mMx^Wf=>ZX#Cu87UOL?2Iw`1kDe=-*Jgk8jxc}Ui&!cKu@Nvw=e zkKr~2(Z*k4eH$nH&F!^o2l-xW@!|ghOh4tzea0>D3kIJ^Ig7u)S&OaV-K-3drG+Z|3%Qz6k?&tKJZ1-_Js|`b% zy)^qqr(P^_(q>g1i|=&*l!8)j(D8Fdv#n-K;NA=V)ek=SKG9o}BaHSJ09eA=bZQyv zevkrC-H`RG@E6bT`(1gIiq6#gyKc1EGd&WQ&(~q1Y)n)+y@w88wz;FFQmvKB_H*Xt z%C+jHN6RVtN+Mfy8m0#P4ETyP_ITiP)hRhJ_zeK3m_RD3SLzvcnYSS;WAk-6wcI=M z*%7s+xj{OlIa$R)RCZ0blxo?9UwO8aPj1)Wsdsn{DshfEES<-Ql_=v zmiaTsMptUB-fE#vQ#{{Fcai<<{{8;w<6<$jvGuI9tVHjeQ0N388uhGkdvw0aL1}o? z8wa&u=HwaRmW1aOoov@Fx(?Jk2PU2%h%Z2dda)VhH~DuFJwf(oxSO_`m~FQwoa*Ar z(0s3}if^gE@cY@RGXfO=s(Rz|OzyMB%1OQ(jL@Uq6rHC~Vl%XB%q3 z5P_3w1D9=+-NtjtZ#x}Gyaq=8LefnWIaZW^6rF3gv1$~Ce+zQx;7pVfIw6(hSV<%z zDY5?lJKv9ck3Gg7Yc1+|=DhFgx`6p-oHuJ9_4@q&Epja0$Zap!_8z@U-?s1}$=md8 zj%YZyGvnZNo5^CS2!&l+RXs!@&*t(mcirN8oT6DcSTS_v9@rDvWpuCj+GCJL{!DYi zDWKlf{l$Gg!Ko#%&f{287EcwdV;Cu3>oL@@lcBRDM+D8%H-P)P6oZKwaw) z-;e8>@X`u@pLVefZOx3j3F3n8>?E$>tBf3EF?8Hbh8_GmjfmTcGwaQR1wv&Gb46sp z4}v#3H3Lr&_ZZA_?^U~48!jksn(MM9gOL(?T|l(FLL&rmOD0m-Pw1+E4&ZGyW{2?j z4zw}nes*SMiG;;4n>O+>U54;Amj|WdLEcz`imvx zd)4p|4;N(^leBV#|FvI(JxmaxU-tLl`-B!n6>fQY_1$)-C6bPMDAcWyewu^uoziLo z{;)8m{E@0%01iXPwpgD}yukjfn}3>js?fij*+i>ReP6YVw6|tO_k})x<$#%c@-Enx z8WT4=xNJjCNh~idh7`1N4|KuUv`ykx8sM}JjFnXc3CaBAf#fJmSuLNE!S73Ns2D-+ z&}>Q;Yw%wFA|cIwZKG!`!%yf^NCjT;_$^;b`(1AWY9H9MyxL<5JHXvJzYRXPS2o8n zK4S0<>IRN}-LQm*`^R8YZ$FL&sGc-0L7mu<)#JJhySAkF2SfiZzU8^}NQ$c(Lb{>8@!eS~a#3#;S$FQ0qo$+ob^7O?zu<;p4n2Eh>-cXg7L*#ijsW>b5$a)+ zW%;*PWG7ge;A_jd9IPQ^wVTw$eRUAE&(gA(FSLzW`&og#6)pZG2F6JK`_RVo*oZuB z7kXL6kjnRijXP)0qfV>yw9|P#mxJQosOOL#{s^7qN9Jg{C$>CTw6`XMeF?LGV0%c$ z2w2a6&|4h$$KY5hAlGg_540kK4Pk`=UcI#pM&@dTWlON3`zfVP6VBVc!>jkGt!_Ob z64{Z@b-gB6c{*!%v(}Eijna`<(sGSvgl@;V&G6`}Z(RayL}}H$VWz=f`c8KxWu-OR z_UBC=+my*BDFD~zU6-L|L#K9QBL(?^R{Bn6jL`n>f&Ww9Ce^>~rikVqnBMSg8g=!> zXLcvDy};$V(7+M@STtUnubfq_UAVy98*!Z}hr7e92vp$^DkL|WwvB_L>uypr#pOZH z7qj7|`Zjh~%YXW#hNE_F%9Rf$OdG$SZrXZyu||XC#s0L}4%*F%ZUc0jc-xTSTi%5A z*c=46O=MVGMcl#nyOlfHmV*wGC#Idj+q#&ZMyAtIHba~FciiAjEZde<8~$bS{%0Av zUVk;|->4|NE_P*M(?cfZLZa@bZgF$S<%ey#bh;hK#}@kB-K*(ySr%@L(CO~3ZdQL6 z>*?y|J$+Tjq!U_i&=jPp_RmUPcdABhsg>as6pdlB0? zlALzyLI`DJ=<9yIgmJ%h5->}#TWO4556D2S9>#k0Y5%S!Q$H{Z?$y&pe$< zW&{WJ%k8m$0a2}4*d^G&rHAtx&-V(I-?>zKFPqT&nUv*XC z19D%!kq+zH^;a$@4eD6j-^zS5&wtu?^ZqKgcW@jWERA}l)Wx*^9me@4`&+s(YE}kS zw)3~q47rD&nSRw#J>juv*}1VN(|unR+}?e(Z~Mb@{RxhfzBAkw=L+iuCSY*wj7Pqs zjCru$S8H76mu(7&*3L@&T4w|qV6TCS|JB9XJ@nh>UsgLuf)z51aOSVyOvkCpuW%cN z!&L9?C&>O&*9WJ&d%gk}em%s5zt*wibZ1KW{fmwPvqCAC$(ROHFQ*M+)j3~$bH2!V zb`O5T^AWf8?vJMKyE(l)xQ_L2{HcFOGccDnp6^lujLK~xvYPbW+}|qw3*CaJsgnoI zHZ-Q>eNw-;(UzFlH=$a4!T%%A+>fCgs_Cltntx#R0_b|VTk|VzD-bx$nRuonI}GvC z8|xchKP{hV(}bA+s8J=RS&kZQ*N5HtIycW1J5FOKWxrpwj?Q6fcRALB^=EJ` z9d_frG9zr2qy|qRZt{H(+NssyyFM0;>#-c8y(<3KxHUjF_8ljJ;!5F2rW)* z^_4DItNs9nb0F*uuU1bxsoiY-B^*yqgk@)fV)KV|_R!*Pb2rRGLo6<}WpW#4_gUk) zk`I41wT#uf@(^?}cCop1%2CznJVyw9z-neogf8NNDGVCB!fD-MOEOdWwh$cWcWVL; zZ`%E@QlZ2}1`Ny-yZ4vPLYb_&jp5>N=ZRH}4Pl|Y?A#~6du87(v`^L1(f>+T{XRN( zWxY1p5Ttuy0`aX>k?{m>$L9j1JNtq8#0$?b1$X2HMkuQO?Ffwzmf!CW4-v0y)57zw z*Em>Rb+mL6w6R(_?brE!+Wktrp_=0$wi?f@BDOgKB%aeUY6mM~?mDKl9Os0>-*L-U zCgO9QZ8sZnb}ZIg+9&MUmDckEm-gdoRoXd@^T`(n2IQZu$?K%h;0^2p|KoxRaYpVx zC_XrnkZ+2YlahAe?uT6&q`vtpaL;&$J|<|zIYMkOTka3_W{a1*WJSrSxiaOXV|+C} zb(m6MP@(%NCO>+oMj$2Plhaea-ep{Sb)Ov$WqjOch{cVucsrRtFB9@MQ1EQgn&|NRfRS*XJeCTX`8&2V`7SSe z^;cmH0b{+3jECnoxb1KZ-5#34>Q>wNB0evrRuCR!*Kd#8{ne>*@)Dvr4XAW*1qIb* zz?u-n{R!_=4*z_D=ua45^7S=}h5-I^t9*n)K<|_qNEw8AFlWvu_%bz0e``P+d=LE( z=(tslZ%nyv!js>|Juoiv*AX9or1~fRilg?cx{Vbg-5YZ_JJO)7AW*nc8d zj+2mMbBIOTZXs!T?-~n&-*v(7zF{nWnxb3sZYoM)umYCsVl+Aq(Tp z+Pwsa6a}*pki{fE8^0g^I|!dM5*Id0Bs;!3dw&~>gZg6KoxhsPtMwU1a*MqS>nQe4 z=b-r*Fu%V)vwsg7Br4U|b<8pO*Y2w-pb90rvx?gsG&SiaS)I01nM>A+%E3Tz5WCp* zSzx>P4C>WBjU(^ElmH>xd)K*NMz6IiiexxeKKQ27c-*`Wv%6n!fG{-0*?hM9)B7ys zK&^dau#_gFjLxIMW>#-cs*4sk;kn1sW#UB@;Rj-SziiLW=D0@A2AQ#^Up*Nw(y8)E z1g_A-4y&*bb-u3yzdmiBv22+SqkEFyx%JRI=$FnzMSjA*GWWg*jo1>+{ob78Db;(8?@gB5$D za|fHCfj?5*mNt=R#Qk^g6X28MN|U(GE+G^SBpA+eT&`n+_#%&&jW@mz!h5PvhNk4n zOX@HJgr{xl*F=8`K6vcRdQh@PVRNK`f4=XFuh1z9B1icin4agx(`tG>7D8&bh-Yt1 z@gd)yL2cnH?x>}H6t9UyEF@1@a|IGPll?pP+H-gqIrguYbmlyWhg>eSunKGk0ZR9}L3hivsCyX@ z7x&L9(5n0Qemb9P)|U8~UlEC~6dkOTNUnpvscw93fryd&)^n`)`52NL{N^!h6&5$8 zGQaWNq}07x&vgAVNEn*cE6*?%?8gxh16{WXhtl<+dyq!y0?^uK;XI*!ObHF7Pa!wh z1&2a97}T1J)h-;d0GUl1Uk^*(=V9yk7RP4U{5ki0X`eSqkX-GA&xTtkHVAP0i%2}_ z$V0>25&EE#WV&oU)_-W#AgyW5&x)&E^A1R77>bTYq}z0AXw5^8ypp`bff^(^$nYmA zP7=yYzT*c;)B2(AJ$p_a*pvIR%j}ll7W&&izRTsck8?%FJXDe{SY31F1C1#}8Hy&1 zRjSs0)Lt6y`-L#Q)s2n+Ti^27+D=A5qH+3VbSO>w@7aA&Db`;aKKb0Q_gaQPX1hjC z?Ea;6uN?O8)=tM_Z|S=`_E}r$45lwq@0lgR*eyNv_pWP1{jYTUv_VHuD!@c%ei4WD zXKnWNtFSU1Kjuom@Y048H9)Qa*VEn|d3>JLV&<;_C)HR->ei0W-hXKS@m|1BasoW) z099wx%3Gj+z7Pv^e~?y%_6^T{hpIfCccy3h2&DQ$CuzVGaDL#i(B#kG&XE~kj@X5c zM}7{3I0b$)f}ehTa=Gq_B5s4eY>5^m7^hslAi$jHIE;FD&x5aF%5Kgy=i<;DOZ(L< z4%WobdbI`1B^jw9#L%+*bcf%9J}!_-_a!fQm8M5^!2ETIDnj4J;*|+k{usY+r+1vRr{@`qTAyZ#f`R?) z^qqp_d^k@<=&?_Jr_0G|&VC_IqP101aKS_MdKypN`fO0gGY{1Ju;rjhQEQGz$#M$2 z9O~i@vWIo!gXzRe*AkxtgLK=KgK_P;kWlvC#u0_``+HI?J?LBY-To}|wW%WJVrnTW z5Q?{p!c7FkE-d(;{ljrSUp0~e={CA?Bn;<=gu5Ds+&EdK;-TDbhKc8=qrxD#_Wa|G zhtQ1omtN*cS6Tta;4`%+2Rhooou@{I*ns`9OsDvn5?eSJ7qPQ%lrA^?yc@UnrZ?j& zN*Qya7{houBjv*LB*6)7YdiiJJuz?RvzaAW=Ll(Xn0{5W!AYyG^u|!12qfJpead_u z=_qP1%=N!-Rz8yDmZRmuKp*AT|3O6YvQsd(a)VNZ8`rezM7T)yMF#V=wBmFw)g3lp z_C2$B>$L=AV-s(`N-J%*rgn6M{sHbCgAXT}K@z!%ntc)^PrfoA24xfxZd5xt|CC`V zKRR~Gd*eO8_S3DRct7We6vPO?(O#qK*7!M(cjeyh>!t`h+Bi;nxIxw%ge03Bk|G^> zahmMGi%?8%2T-wL=0_e&kx!~|b5$OSrTf+%PNu|ox3d2R)hQi^op-AoO{ARBupMEM+fSZ_+AI!c)JdfXYpYXQAC(WJEfgWZN|B2SQ&v=yoPYx*XNNuPG1 zvC7U~w?<%R$hCs7=(dM7K}yXM7>Bhf^XOS+DX$_IA=@dX!yG!o1%$n&V-Kw{!DV-l zo$jmGoV7!?gbM!yR-@~&(co#?kQSHv{6l=FeM9If1D`Xv@A3@B!xgvPA9o3$3mk2X zmKI?vc==_bzTEa|;zxacwBFvj=Dl$SO2KJ<>o~0(jd7exmi$ez#SKW5j4orVdyQ{*uv=rM*4^cY-XViNbg~qxOI5c@S0|q{8yW&FA7Iyv*&^OizY$< z+TvZacY@5+V0>amY{~A!06G*Nk=3r79F(K(b$PRPCK5re=;~mOGgM0@na<+AP9>2wLJf~J+KdO zPEYDwn>;2hpwLmgwiNrqfJR|-7?LgVAoKY`F&PMnI^-JS(>bF}laSFY?eMamBJ3J=~Ri$LW zwCAK%^NxMe?uTFw9Vucwa>k}N0T$?AAD00w`AQjGYp#t7e^|XWnn6|2-qM{^?#yQnc z^mD)tu%L10>3+ggvy?nLkTQ*j$6yK{j&N@pd04~n*YCsw`!lWK6c2D z|JFv3-3vSDYwtO8wrk>x=jE(iyg5d6dWh3L96abr?DE&-HdRi{vEYoe(G7O;z6 zaxEWR$H%d?$l)k8Y_#6=A>Y^@=g>$CGE2NaJp=X8?r&C{n#< z3+%D_IvL5RP=hkiA6rnqY_03gH&wLr-F-SeGi~gKZvIqXM;CG}3*~(v(9*pEB;ziC z3pKUaT2Uc94ZO~IP!n>$=ee_ylMd3mRmJJKoh8MNe!UUyL*kJVSL|o&D*8w!puYgW z3L8Ge6}4xZ7qq_UD$ms&0vGcn@pi*~YjXSZe)Uqx#c!vky7}8aTWKXk(N~=u?@#CO zxoZE6gwzA#^qF?RJT0&75hMJBuO{RiqWm13m!WoO&_VwF)Jlw8c1yQhXc!aTd=MO8 z`T7Op^RzzWJtk7u`@Pzy*mBOVp9}qsd}}}5jcN0Lqsdd>IZ>f(oykAEgWG`D5T^8% z_di78R%H!6He&C_&!5Dxv>%X49qY*z5t2aL3Fq*@0zwwv;<(IR;T?D-e?o3m95Z#A z{_c~z95pNDA?|ON7wf%0S?9y}JboKk6Tqrr_EhF!2UZfsg8mGtl`R{FDPO4DVRv)g)U z6;iN?6BkyZR=1359NhHRX?u;ec|YrdR3$|Bx=`cm4a!kk+N<1ER;UMWmw9l;N=0; z!EHSY4k(s(ENg_X604AC$g_VDq(7OS=&bYYF9s){_%7%HsSlx!M%oL7?>ypNs`1Ls z>yv#%235hve-3aoia#JI1+GEEn}b;1h|C;J^r~(aF?2bfR|}~5R5GzDG_hUndn$SR z?3M|X<9?p_vsS3E!n~Y#*ZsL7fR`s@W52b?AF`HQRNm1E-PfEM*hgHD2n{dDJYU}u zYk1HbqIn~A=4oupVs7K%*I(FsfCuW4eSzIy8n(MiUPQZvtb96EHX8yDi=!*b7k0v< zwdNKF9A6x}C|(dp#TEv+5i`+mx#=)@^Gh)l4#%V4AD~k#aev14xhppckqKzas7HLJ zhqMcd6;mNy9LBI*#8j@|Tt%elZ1^e=3L$kUC?(3}SasI3to_B{Jbq$lmqT0IfG*NF z48U>ad*@I0cMbCrDt?xOU&H^9GSaJmi>py~?#m?dwuj}?ZbfH&7XprMv`7i9{K-mx zd{o*BT+kpabawZy?MvuK^mqHL@*=EkWM!IIhRsYnS0nQ~~*NbYuXXOB~z1^3OBSbz%LiF<6)A6eMc+RgEnB+7;z6&`7~;7a}!m zLUO-NG}x6iMeaHAj7c;7S&{A4U+#4(tEDng()Ne*?vLmVm=pVIqhuaE7a&e_w#63) zHp0&J*5>5K@af~kYr?-6t8R@~&CBq^uSp>9SvmYsle6vcQAfTvz&~``w-e}P@Cvtx zP6!Wq`@sA8YJ4>KuVcS1c~Cr%?S+11;e~i$504}uqAGs}E825k@7wJh>X0p~hj*?| zcjUM5lXiF2$*N&rD`*!5psbG!HtZq?#-??XR{95A5Qegn_&&SzA1U7eTkPjjUOs1w z;uGJh3U*r7ub)wEZ$qRyzblj7q3(^`=^t95Zi?N@nIEoveASUY02`ytZp3r)KK@pH zGF&Z&tzfnnBOPfsC6NubG@TM1`EOl-c$hjm7xl|SVw9T{ND~tRqk9;zTFt+9YL@v{ z_5Ld!MW?kf)|38jVRMD2PZ9FH?LG_E?&bseyrXtxuN$*V@kY6*JN5=OYrQW#iD}op zmeF$kB^zh<+he7zb~x2v`hi;3+~#t%f}-1Yx*ut^q%aq>W&JGW)Bfr8?r!u3WF%XS z>#uRp+5D0(zXcY%>HY4?Ikz;t5ng-YAFxg58D zqDYJ;6_q(@$K2_bF6u-H?w$-&SW@RXI@79!J*R~osOAtwupVhXF@dnv7^Mcen>nu; z3bY3|c~(fBNO{m55L+0-?2-?E3ad?SPd@dEpL@11cS;3OZ&Y$yCB~BcmEyelDGz`&7>>Ht-bRWkmU>x(_9~#>)|P8ggQ0Dr}G*x zu}^PEY4P7@IS9KC)*k=Z;kU1p0`x=|t5(hE;UYV26*A)Zs0}}#3#dR|Z2Q%x&|x4v z^9vcz&*YkLt^FJ>7;aBpo*-6DUzhI9HydtNjc+;treQ%mN9`INc1QjVHti^U4e#TuAtlGB^4R%La_hgx zrDs!OkJXK~L7_#M|Ii~ilVa=j)(>kEKm9A5Ul!l{ep$(D(>cUwoRf9`=8Cmi;%Bej z?snA%4LrK)HfP!W3P=!?y%nI}b_LHNc&Yff%v+VGZWHO>gxU*Xu{oX%H_8fq%L1r1 zq(AV;4G>LUT4w$(9_B|Xj<>g*ww-g=V!V7`ukv4|s9itgcu*~#vL(h9VK~%Xv*ddZ zWXs;vccl828uxPFFv-^6&A_R0$nj8-knLhC-NJ@Ydd+FfnwH~{C)EBv7WZv7YT^qT zU)tHFNLV1XzW1e|UX)1Jr{eOeN^7H)9oJ$$PkjI1GwOM-eZ8!PO--AQx!mM(G(JX& zzLrjV$o2h2-izO3vky>84_amaL{x?G z{6npBW0kf$$64(pjA5+b&EI=idMD0`QMoi!(T}ZN{foVW^Otrkkh3I^AkwHCbzD!^ zpO~8;!*B-o&dg3@EdLy&b5lAMYmJ`SRp7#QMaC-e4z=0L#=7(_FGRCrXJH)I2PAM1 zY(_NH=BjjMkoAILqmxvwBeVFNd$<3aw^GPnF)N{Gtm=Xz#jJ^)!}3@RNRwEqkBzfR*UtTJoxR!tnpW8u z(ZeO6sRct<){`RjxUbdssWG}xt>N!EthBQ3HmxJamHEuB6PJNx?Mlpl8UR@NtgH6a zqpnfiA@o}GNwS)!F;Gaz~~+Mb+r zNKqSNb0`Dk+>ES~jBL_}{E>cl^hVEF;)_URVOfFIEgI}!b*L1{_0Y|m@BM^?z2XmGyAu?`d|=|TiHtO&M)y9T+qeI8tGJ^Je{PmTVTiZY+CfoDQV5Vuzl!+FkQRMPQr5-(a~r3-}Z1nLvW6!FUm`cDI`?HYZ zsNrs6)r~AfB%bX%g^CFDTB)o&6*C4uENVuT2*lx9RSx-5P&_tIWxG?CC}Hs&zZY`i zM6K2t8NM^xbn{Ut+s|h0(z?wdE0&ZEu|}hW{>E@j7;!-&k@?K>m4XzsZ=Bi!27 zZi%85rE;%z)t95pgdr*_43%OjaS4cbJhcy7nK#Q=3#y@)o?JG@IH!hQt6z3oVVM%H zr^L!{-ve>vapUnpEB!U&pNrg)Df*`A=29E{O+vmi@#!nGXN+SldgkD__+w$~_?^If z@!Y~#V3z;weoc2II)8(1Be(z4#F(Ldqj~m``T0Q%y1YPaBXo7+r#r$5!GyxqTMyF2 zX7&#(+%v!{7S}LD>5}O%islDWbCW}9Fr5bZN(&B60Ri`+9#f-VV9?xN|+`yjh;umfEV>15$-3Y4;?O{o;{w*$W$5BXN327TO-&3pNmDbGV1FFT$0l%Y!RTo zXDhy1EEPmP#r7)E7~`tYnY;(X;| z3HT%k!NcNDsF`EFz0pW3HK8k8hbu&U*aMsS0ENNlpzJ_fx4qwW8GSkXSp zb$=Js$v2EUGi~vFg^l0u2oNdP5~azqh6x-Z^pm0weVF)7&<= z?R+kaa_ckNjBnmZYXHFve_tOPsgHc`;<9zWQ~qiFD;GBd-F_d70|Hoztv!81sB;yP z%2c^-oK5U99WnCqSX=VDw=)c`pcW?~GX`W-8(zCD0NdyPE=CIR$#G71@z4ocY`wM5`XvAUP z==Q%|{BNc-OgC&=)UOxry;nTldTwr@$6x(3HvsH7osMS}^klX+1%<55`Atzz@pd6e3lOx~NdccZW%t%~~GsM?U>CrU|w^XZ@WLVCS6(VRce z!|Stp&=@YsyNdqY4|kTl(wME69PJlfn|fb&tOylT&gjKJ_`=Xns&c(>;uQe@w4?6q z`5XL{xIQ%@-W%uL@iiNnK>cfiWm!6{-+`%V@D4#Gz$`ac&9W1f$Qm)Ji$fme?ocDX zIw&aQ4?zU~jy$+a*Ly_N?b{jX$3;Q|V>fiF@t4yilotxqMBn#NGUt#2{ zJLOh4t&<+5!F}n27LAeD*+#J%jlE2@YH15sd#zJ3D}Ot;PAE;KqnnHrS{5AF7S+xE zU>9L%M7_0n&|1RcWYC+>`pc0h4Dh<~0#S4@x}4t|KGU4{qq#qi-Ri*gH`4}ytPdT_ zKS4E*Q>%d?3%%a7^J;?iGWb%AQb(?Z+MGDaRC`&EbK1}m(^&uZxS!%pc{tjD(c z!;0#oj|H0A0%lKk*wgk9eS+p=r9STqw-rwzyU*Vrt+;*@PDcMY^s7ClTWbIPD$J1k z(bwJVr=k2Um(%;iA2o-p-kkgV-~y)S2MwjZ(h_hk9~YYWqz8TcV(_gqX}NNg<-b@~ zI|4WB{fH>*DD)lf!8eV9yFS5Rwf@xy6W}#=h5E0-?H?s>iYcs3QCxMD41}pry4B9- zN_(GORc}It%h7SuC{(%r$n5P$(oCsb7ai7jqStKY7RKvFjv(~}5w7zx~e`&1IOA&^Fa8Mr~N?nhlX(Jxf9a~Y7U-;y3(}SqL;p0Tz|BbYo?~);!bX*-~CCAx&8Dna)wRTI}Ar_ zICLCgx1?_D%{9tz{OG>hh*0^})#;ns=G**~5l$&ol9s(yI~FkJ)i0dVX<8(nSC|lx zt)Y6PDCx0*66tNjExP5WJT|_640-tvts7RW63@nNK*QYw{%}^qnU{cefjYmIAp;*!naAU zj#4<22-&QfJitmW$GPD!_ZBY@vk z!*1Es1ZsG{A=b)Fq{@R>Yo8T6+D?^fJBGP@VcNB(-e?S(GI1cU^yD@V_0=|yG}g3) zjQH}+D(%YLy}ssw8asXUfq1q6OKvas=pddtDhAc%WwmHC^1XWIVISHa>C%%bMGPQk zcC~5|ds&A;^xh;%-|)!F(Pf3vcZhBL0w`~egVJmHOo35+i!&~^X5W_t{YyyG%}Qte zOm08SBW};s%chn2>Q`Sj;9}lnm+@{T=P#9AZsv8>ynY8!cM(Uuh2v%u;@v-gI#@C4 zaGIxe8h+`wXm&QMD|;F$rSPJQbucOYW#{VObb>vMSlVq%+ygQ!JFMzAwFne`=_9wQ zbX7)OG8f^rtK8{a*6&50Qlr`O1I0^S{QP^gA8K1h(Q*;C<}bxAyAj$NS17V2tpCV! z_fk9AmBJkEd&FO+4uAf#(9)NS>lHX}hM zJrUFPw_bj*0`Skm9sQY@63zbV=|}8Zun@eJR`YqHg^7xD81PnUal%Er7{pTtc(#wj z@Rj9WT>3}rhqrn!;2OU}nbF~Eiw$rZiBa;|-{O&8zrH%=f}%O${J!o=aJJ7qE&yu> zo}K_n{XWAnfV?zvjIEsayF>JAkCek!iXIhbHf|lEQcA*Bz7fxdmPlG*Ku-wbs~d3y z6LSTy{=Yx?-c>(!I5m~wJ2PY?q6##b#Rs}>_1R{OE(S!~`$<1LM+_(2cWWMgTa4|) z-)2o#ZU-k{(YPkS!+k{2cP}lAKz}>)%7~Xl1go?Qp@@5(BGd2VrZpXw2fU~ z#}5KS^&yVD^24fqyHf8k)$(5re80`n^HBKYxI(wOcm&YtCk>P8N+!|%bf{{B9Tg^x zexOyh9N+4`^lpz`xAYp6bKw_CZdO9MJ+6hFn{1a4^@+VYwwcMjlDuy5^V==7jGcyY zI)=1@tZpA)Ab<52035~M$$ifs|3OcRu7{+%0O`s08QH8 zv^%dPL_D3P#2-xw`k#BOC5`g9tcPMe1{Vthr;O2JmQpH{5>@rqxeVrVfg z_(D^exHX;0%izX09Fb5S$b8w99J5VN!wR{o%lD#^G0rqIeyQ1HT`+liKU?Op4F5D%OwtIH=Q zWkHs907uffd6O#wbR2rB^5;|Rj+G1ez6?6(LNHg`Y_BW)cx(3Vawwc;1T5~9GaUn(U zaRJ#!+o^s1P~YJdP52F+3H*7yDebfFpqJO_`^9c{9y6;5U$RNN=|15{i*R{=<#XFo z{(;}aE^uQ{@C2TWr6STSTA5e!uB&=!j6uxXvTSEK%WOL%3xUNfJA z{F%w^k<5dbUTn6c7UPuYuY@MYMR)!&9HHk#^M$sd$nbWU>njkO&FW5Po8Nt~z$_j+ z%Up#0dQp@S%VxGLip#RR7v^q+T`AZ^i4ZQk2?mrt-7E7iLncnb22vw*7mq znV@{nFRU*auRV0WugTVg%XeTY-FhnhY8|N&co08i4_Fz_QdZOqTH&)>O;fU=YJks(LcetBtUcBv47ihaFzfQVVI+4pV_;e!mns`%yk;)u_$*=#nR zvVk2dxSFK8*uLK#eqNqaPbThkCIam?oBLXQ^H+@Ys1DJuArkiOix~}%R^_iqeg!2* z-NqB?4Y1Vv8$`?(ReNARn?tbyvOUipOh4}j(?sOhOKFa@pCK3c$O4Yk9{`3kf+a?N?aN$Ncm@7)IR(HoVI)Lf@UO z{8Fv>{biF4vA%u9Gg|hdhElyW&)8S^_LnI*U@b{ZVjcR6q@K|U1Zd)y)rX2qkIA2p z^6{{{E*nOwe3y{^X*Cg+NR=4qXtj1N_X;L(!AU`!d}%Qq%$&?-uJC*6nYzF#qFcI> z9*82DCz8ZAKkA9cw3@>=+X8pGFx`F$hx7^YWGZo|qWM83tI07?V3zyGgPLA|vS`iZ z7FL8o6ZnV=6j?o-?H_vL0BbaLZ??wa!ys9UpvRNiCiQs#@rP;N;Gv6#Zr<-z<@Nw| zab0sD`EuS)FoH?aqrDw?$0x~0Tz(!({Yon#Csx_dPEI$PTg<2Nd!Q{C0*dVz(hEu* zt-3I`yt~`a_TX7-XhNa)(bogz&Gub)yjr7(QZz_&ub-%Xn7j+^qj?kCdet=uWOm8* zN2p|t;>WnPBVUD?dm{vsx)y6|pCi{n-mhQYrMUMz9J1`JKS5D4ZI39SUVtcC0keJc z-Q?QCoMY!R82ku>-19t`EV1Yls0yG1qxp8rw3ek63IByy2F3%n%uV(|`Z9zYVIX}B z+)-?VChxXxDja_lWE*oU)k5WBgMd_<^PRXc-SKB>keeVG?JcS^p#vYrYe+29(U|Yl z)2wqCEu-#OGUe$qSA=_yv>Oc<=4wUq>jyG^5eT&Fi<)nVDbqS?aX!Aj!R7FKbWT^i zS1zTWW6ybSt-^NqPKx_n%a01upS8>~?DH(-PgKP|)B{P2>?|lQRImmbK@z@UZTw%O zlD6kM4!plexnsTQNZKE#>nY&h6LYYxKAY79{3o7}<(}!+Ydi|OEKnfL(M63KlaAw)Fq=ZMv82+su4vuSZ zSS(@ueS60duC}gUD488DR<&U~8Rd*)C1DoYv|4I&erC(J23@Fly-jPU%{G#G?<_KCJkUM;DEXFCqU(E*+#|LKH@4%aUhBn{p8;ICHGgf zp!s?>Z+%YXuem3k`vU0+&DsVQ{}cb$xJtqH9CsTNUV9`1j=JjR9E7=z0nPXj<{j;t z+6tpyc_Uj%57e_+d31c1$d%#MHrO{m4jLzeu%8* z%-@Tbz>ZgP->Lu$u=L5FycB5=N9|Ocb=Pax6QQO4R6HMO&8P@y5ZkOH5*~3{qS?-_ublNazf)$ z4lDchT7h$B{B_+Lu87lUTC7$tLJgf^fAdNs(SqL7OZnSRw3FguIEBJg|FLA4y;yP9 zHhM)JbPwa2+olQa2CX_na;QX{E9Y9HfS=Xl)TLjG{-!l5Z@ylPOYd$t-0 zeiz;8KC_DHKZ?#oT{SQY!`BiijT$s3MM5HtqEaD5rrO>AS?3DQemceful0TJd-Au# zJh$40Q{@N$%bCOzI{36386e{bY_z4Pk9N37-JdgGN!x6?_pl38uY0Y8BoEF_&F^8q zr>q;YEFD_>a-`+m_J1|`<=b2pCFcae_6N(TT3`x=*9 zBb7z__;>JAF|OURVDf49oX@y@-j(Lsp_kskLlMIGzVjQS&b@nmY}=A@0e8i>Z*spd zdI=hA_4ILO=b9HK<&66`K!#m(Id(95(TJ-~v_sqI6vr)Eu z?JJTFeh(h7;ImA82;60hAa8f2cw;@%1?|pKMe?=d@o7JZbh0uPh>dlhbBT`6a*7= z&_O17okMu)P1Cwwa&MSNomYj`4N5 zyyZiHKrdwl?i_Y@FXU4(_d4GcoEUc(NV%@G({Bk>@$V)pj^s8K*x9+r1=-Z%d(b{p z8v|dPpR$qJKynUX*sMw4XdGGmpecEgdBFP;jd*f4v_5;=n^OZ>JJ%aeb$r?XDNIl& zh&>EUZT{D_nIl^7PFmI&>rd1hJ7<^YcOC#aedf60;COjm&o#a3k8G$^G*pvdnmrIz zR;X&}l*RCeQu^gI|UHznECp;SC>J_P<2X4U1h zK6%$m4U%!HGT0W*)G@@z`TV<)ZE|JSf{Mu_%Y#~KTpeGk;i*^8oP8&Bt{;Z+;Wt1g z+L(N$FKQCSuJgwIx5u8q+2>U7_$a8zZ+$G=?euaM@!s3D zn$*i4@!*SYp|V65Z4+CZa0pvu)4{bv!%h=es$B#f4qfXtdWY)EnnE+JyBg3~Q>-@O zZm}S$Qc!{UBsy1!@~OXD&L`I~VB6`1&MDF3D%-C%b|6Bwb8_tm=GUP7wZqg|bis@H=;gTaXoZXkJ9#=`Ss z?X|j4;zvuP<4$B+NsA3vLU&3bGJELOEJugmA}{u^W%t8ix8Kph;UUu%O~9Fq@ElR0RX`eQ1<)Ye74K#3-Wd=lqNNOvCehP zcOk}rpZ2MID^Lm4{s#CyzwsLT?f63rk3)Fpm+ZYOjXE#B6qd*~^hoV2>30Uz@004l z9B5v%$IEt$>c>Ol(pPVf_u|Pp-MEgIz}Q-WX)aX7IC1P{``+=ZJGbLVtXtOY(B}}k zxZabEm0z5|~56=^P0ZJD0)oO4|YBiKWK z*MhlD8yds0=c)h2rRhc7PMc$9iaG9*35u}GsRQt9u1?2=^i`tdUhPc$f>m$5MEE|N z!xRipCMdQ)`t2lF%u$aP{H-^I+(ZdKumu={4`$_A?5n^%#3E&uP=npc51*-u%u_8v zk1Nb9GcU$cx-R_K)9T zh10l+xtwLkGWTm@Sv$`69)RoOE!n$rq3>1({+F*lyh&0SIq7RJ6OX%5XZ@n@2 zTLyWRJRCOTxxgtiH@x2}`PYBrXRz$DY4$sB0u;mqAk|8${mrDX3-Az`F35#FeBWpQ zYWBZ>plnXMutL23-TO~uGHNNCztl;GetRDbPSY*BUHoWTx#2>mVd+uj^2SPT>#?DB zV178ZTHPI;uMIa5d3*tsp&x_9gn%~NfU(Ol9;fj7O}0euVX3T&ho%l-TFc!J~L9tJY8%wUOHow6tZ!s?3?;`I{uGN>*v{ z-|8k1!Mp2rs$Kl6B@?T<)vZQl>7PTaxe)O^sTt(EqsJ9FuUm;O?Dc^42%K8xeivh9d)s$Uix zdMOvy%R6UKA0f+izAVujV%jMZ;T`VO1E4!GTTU$ScO9P{!Lbbb`pPBoy=t{RAFmhw ziTieF!#wHAz>fzVnQqWTe!3a)efqcWwcs9g37-|4ez;DxJ$=>hf2ZD;{gCl7 zU8nSPzIVw*E^I!IS1D$XuW}VmjneiC1PLhV-0;$TI4b|8P3RNVq~S@tX@gKYm7<}W z=A|}zI%eL9s3b>t5&nUcX@-7-8d_`}hsD&2qY9K$-TWL?&)x69Z$ucbnS~dX_IWhP zbp-i38!qd+_TvIAz369`&i-**viZsuFN#fH$?t(GkK9da(`zo*5vp#a-N@}9i^Hl2 z5$DxXEr^pw&1jChIfR3|g#NKglk>Mg_w28ygDBxMkWD~N#^(mBAfBZ#vvym0N=Z_( zYEw{D@A(chFZO-Kt7Y@+;m) z`6(wA8n$p$eI8RL!FI;}WfAh*Cw6*b+Xs z%GFhqxPoMS`tAe}fwO;I?R*mj!-m7jmeSR7s%z*0W=I)7;EAD_josYT&bBN zv&)Eu&Q@HYMXzMf&LuS{hFHl2N zueEPhnq@yo0RI6|LKGgxOwtQ2ATr(Z z+gtNnT?PAwbk=tm!d@Xc1!7QC(E@*pQlfa(GhL-X?o9x<)@tL8+7u!D;_dGzm4nJ` zd5%%hbyGy@eAZ=*m6s`)OucO(@SohbxxQ7JVqBbrTxwlUaxXtf8TUreQ4OHgBL;3{ z{nLlXm)*T4Q>hv}za?C{LZ)~15s#(xxZ;)Wx^8>z`=_i-gUX|j-)U47=!-l?=ZeQi z-XkR5$Og5RgEq|x34>_VaQL2cTAf2Fm>Vao(N*Syv`VmP~+mNMJ8?uW|`(j2zxi(Xj+|DLhe z!gilpD91|M|6?pJd*B+^B6_4AZwIe}SexWAcw{nu zl?Uqfwx}0bNdBB?EIG>*b_K|gw)WQOB0%9M>C;((*^sSX1DW4h{{RIWr8QkpLu>B3 zWEi9^7(Y|iy`jR7cl=%r&PU#<&BH0BJ;VGHTgoSQnoHP-cVN!#aU-WaLx!a^%sW-D zaD97?Yh8XW!=*fJ{84me>&9XI&!dIv>6iPW1;Th4Pg}bIwN=PFhmlBFljWA}WrL%K zZG?DHEx0%oSQ;Z@+nUvE=-&(SBTnZ)7B_*l_??jWokjFXXWP|^ye)9!`{YHTzk6Qj zl*(JO8+vbGpV7MsU)x{KWPe!_n_^R)g=Gp(ww{UtZnxTx_wMbL=PJgWtCL zV56d6-a(P`cf`2xmNYxgtE67}Yrv%@qnI-z-v@M2Qu*F=o6Sc$TvQq z=iNvRJ_uN1K&l1c98BDjN%wMVf46V{8Y8yqe!->bO*7P(-Hl;(EPq#fZ-x?a$}difQ0-e|AY@xCX}y<;2rT(z~{>nyx*TWOv)`KLQ{J#7o9 z@xA9GeP2k28zY0qev@4( zBHR_%X(w2=n^xgfdUFJS=T;CvtaaDcoZ^I4Z$7Q~>|lcCZct5^cRmA$wbmB9+$+J5 z2&@--91#aLuS9IYSRO}%?*3dDGvSNgrR|!3vnzcTw3LZOyf)qTZqLT864s8Ffc%2N z{#Dvfo7lrWe1fQ^yZ+->YF`rI+n^BZ^=a{g}!1eWq&u;ep``6pbpv`%*0ls!p z)&O3MP~QtXA?VU9tGL&=KY^Fyxkp_J;WGJvxurtC3#)NJ%72T+Fz0y_eKap^gQRM8 zX00aHgfsg{-+h6=(ipdxWp{n4?qh%$9HdbaW&ChBzsh9QS^j{i4YnChaF@GUgD9do zNa68OY7Obn=+OL2>f4q!85Gu)vaLc~9OeT9W|CxsD<8F2vgz>6Iqb=m#iwA-vZ52jVzi!Ftd0?QqXwN{(N%=|sr#*^# z=l6JSd(HrsaRM^z@v{>sZZNX|nwAWfTxwW_+1;=$0L z6TExq51tn5b}#FOXTWjq8q?|0F%;REu!jxb2~NY(9Ma&Y6I!kF+e)1arO~&advWYX z>UN}U4+>-X9K;4ekEV5}_qz$XU`ab%mBFyY>`gw1J?5oLs|0Zmdi7IOqoBKvXY2ZR zsxOUx?N*}~r3*RCL3qx}gEB8yw)W!4I&U%=>h_l(EUS|0et*L7IZ2Jp^15Etls3`! ze1cu|a``M>T$c^K)<{DcZ|HU1&YPpO*nI`VEip5ZB(b`HaO*k)SWmQjP4!L+>}oND zWpb?(tgX_iJ=ejoz(ay-aVZ?&KfHpjTA$^)IaAK(4>_H84-vQd!ht2> z=h$Uf<2~!`(X)Wur>CqE8K+tHm^u?qFZ4aIh|R)sKte#N1?;hv% z@SBpq&vNf!{rnzzJE-2tGiJT+F zR-?}Rv;Wb!MgLt{lQ7=%NZl*%25a-T4mYc>qT{CdT?(_|@A#+#y7mKx&WSJVm-LU9 z3NWb|)z@sLE$(xb;ff{>SQ!qd;VifMD(2YNfJQPqGQD=6XV$NoG!P#%ThduJx4o_G zz;}z0VobY}q9`diVY;YL&poaQ)VC)(LlZn-&%v0aXySvHx?!&N% z-9PBy)Em(c>@NHtg?HwMzZWFq|Kv)zF9qu2V1ksW^!@-~i$%VyET7b(euT?A-p1ZD z`n{zhZK{uS^E!m^LvgCL%ibHe57BArTSASXEjpAMJ9GjEeQ)Uax4(ypr7nCXc}a=JEnW z;lL0Fl|9GCuSfc%*Hx9U6)uPm5#-0>$0sU&Va?Fg0%)IIj{8I$~Iqt zIsDokEPm%;*CS@H&?)Znu&gaa$wW-!;-F^q^q{dHA3Dok&g?hla`l{czkT|fe_LoL zKGW69uCg{S)jTuzqF}Ur=D35y@V;Y`ugNf`q|Of&`$q7rfWH>o6<@D=w;nA{mrcvF zx4ZLl(~O50%9Vz@=CFFq$)Nvp295Gu%#d?appr*!pE;t#T@O8`AwCDe#$KvfG`}lG zHGF?-`DaeJ-rqErJ9azCbwm}wk!OIe-YX0FtiKbxR*0MQ&9)C}_8vb!YpHb-9soFa z%!9HM4~GZSQd73@-w8Fz_d$} z96rzcf^KUUI@sN$QqCAAqpA1(-tMbyPDTCK;d;_EtJ9yn$dW5hH``wbj;;Ph{+y<5 zG&p>3+0ADKewL1cOIEAcoktVusN0iT?lc}uApXv68&OkZ{KuK!{OYtuYt>$UGTEC0 zq+=3de~?FSmEdZ5^J@bnqMPpsTSJcDd)l?)`wO08IqdFVRX?MaKG5ycTe{A#%62?( zdz4Tv!#vjQl#ATRU5mTt&e;lgtEix}_>doV2UV?NxJ~cK!A>OJjYh|LJhE$HC;xU2 zm&W`jzxV}rK|OzQ-cK0`;Y%?2DLKFjpyd9=KTeAi#9+JJbGbP8L5uM`mkRHAaCVJl ztmZ&UJdsWE+^yCx@1VOx1m`Aw`5UpWUu>4DO%F)b?sXmKcUfSRH48r4^$<1xmUj)^ z6g$(xcwKu}u)uSw)I+wwfcJejelavCxmIVU&R6iQGOpL~ng2!U>ZN-5XVt4#fSR{i z%+K7D#K79~TxSZp$8UI-U1b>I2clFlvPI{^)i27`1k+?W!8$b*{zC zrh|)diApSZ9@_24G#bqJnzXnd?PuM(L^?>adpl;%bZoT*rZPx!$q7|i7tMjJi`%iI zhF}*LoXZh}ebbuyF6BCht_NUN6<^P?R+FS5eOxA6M|YyWg#MwnAEYl!ydp>WE$z1Z zaw;&!)nnun3_xP|+28vU@c16K3y<-h0P%fq0iiw7lQ}*CTqGqug+H};p@EbV!(~`e zRf4mkzcaL~drl9Zm*0<5Fq-^IYX0Z#uaEn2BF-nbU*@-9cDlYVW#W`3Gq1NF`_g*P zIZ|KZY_)xU)$_f@&1h^Pv~;?+p0e=$We}To(tFmply2?iePzz%CNu+|weBZ^v(h|Q zB>)HXm&4ENj+VIE#|)y^y~qEq*{woQk~=<+w?jsXn$P*Pb*kYbh9=8`15xJDsgW~( zZ({`m=IW;)9$IzvrWmW?kz+zE;8&t2>F@g2tjvcS-|o0|_-Lv8_mu}vut%0 zkoYj@<+r^9FdysJtCPylqv^j%?GJ_e(L0!(-KC8__ZKWX6`R$XrCk*DQ!alWfBe;d zLyO6sY$0w?T_4BzjhUBOA?<&F`%0&?%xS67F4}E};qZ#M$(v04VN3e@IM!j&u)}Ir! zt6omKT9W1m?j|g>aYDliOl#AnYWq2^6b8-Izqb1GB?Je7+5xisdXQ|K;m;6JT5dq?_pwjcd!dTUyD%uW!Oqx zXn%uC$GLo;crP`#g+~j)T}ZCe+8n44IlLdOgDrj;ouUO9L#PWsZQtwOesq-lUx!1w zD<&OxLAvCA7_fr;yY?)sauiJp*x8hm2J-1|3vGl}S(!-3bdDTR1V=rBvr78{629*+IvJx zRU|jJ6>rEc@>^^7hSYzL0YP(Lrh9h#VNEES4YW8;@~xj}_ih^Xt>ExIw3^{%bG-+| zu4vYa@84heHcDmj`$yeBbHuG(^QVucdVizq!|C96t*ZuJ zDL1ILifkGT?mS?4o`uZ&JwzC`9lHSP1!P|O;4TwwmXM@b^0%=({aBLgjj^)SIpnV_tkZ3I!s zxCKF;4vGTNJ=3c_%YzA5eo-yz67YFKfx`KFf68RxZo~tBRcZ^h1y4TQvbNNVrTt_2 z;m`_%`HFEgWYOoFIxG;kk8vWqa+i-u;Uo_c{I_YHe#m8)8l!s2eHL9(_Ndx>7F&NG zZ>KCRtNYg6QroR5B37WQ_iJ;1(YD1OqEGcsxUaT)MOhyoaPjIR@2rmZoxxR|ZXN?TiDp_E;Qe z5Pq#|rF*dSK{m^#Z=h%5E#J#b&E&I{0 zw%T-xfN4>V4oR_CmVA0w@mnEBYAcZlU5!rY^a{~FYm>S?D=_^vfXzeo(9fS`jqe50`&2H(}# z>eqVN&L9M&oI!K9tJ)uNFC8?$fIDA66pNz65ZD=9kAICg(+Ev<`c7xIm!C z$DgyE)d#!Y6BwfF!n4Y)+IP@qEuz1>t-ZJVgD1YBvS+UZU^{nylg^Xq-2JjV&_t+* zEN48*qoaApzd%oSG7O>LZAWt5o+$}#wG&7{=Q@+W&x+;{`NotPcAJ&D-QRRlrl5IDtIwhEs20uH z#)ir01v&XO@Qd@!t2754>rI2}sZrw#*(MB4YfUzf7pqtYb` zA%Cv0AvUIi>2Zk`lI|pcQ!A(7vu)qL)0*;z4Z{Fban3{#`ozXM z!*)ikecripsN-sLgQ4?;*Q&jc`y=QWYAu%=myOaV;z1aix?IP(cWJPSi$4M@fObt@ z``!4hw?EBg{Mi>NG0LP5hha{fY)WTXd8egc!1HZX59z6$h!?Vz3 zKWNy$Vk_sX+5;64U2U#L!Q+wsSpqpN`J*=EGJr(3K=t=*vdfzORGbX#-DXO9ORLl{w z3)-z5*q3^@KT6!(OTqu9t;`KEW z7f=3C_+&|DEON)PKjCR%Ws?MGvx=q03~napA*9y>q}X=P_a>9pVg6m%QF>ib({bQk zx^LS=g8je~w*gy9`rrW@?H>Ll8|OqrNf>TN+RM4cr*;ccUM>E$3-kRcm>H_;Wo4_h zCf!uT8dOtsPq~89&*Mxaj!LWTnH+|sA$YlNEICoX-YcL~1^5sTVtMq1yB0K@xK z(WlZI01h+kSoMOF^V#d4@hpc5W#o)V{S?olwrtjr;VguGVn>C(<@Q6V5coc&vmBgo z506T&)+=vHzul5v2bo6{f_G7)VtDE;3Z^g>+{6ssQW4rjN>+z_ex=I~9OkH8q2A?J zs4tsdd+Mj3>L5N2hYr#friCkc1Au=co?`@johAe}X-;;gdF&#o+kL>kTAts_d+PPe z3X{5}tb?4;SsZ@o3-p0?J^LimV|ZC>{YoD7mkj;!R<>b><9t+DN#>~0n3Z2Y3eV6- z5KkwV@R2}b7CWu-q0{Kv1Lu9A4*&Olsy!dR`9i{D_=%&QN*XFPZdSh$nR6P{Puz4VE?JuJSc2>+<&@4;(bdathOYOH^W zfM&|@?^%}JI4SI(pf^PA!(iK17b6VJQke#UVC+!&^TOaCujk68%>$MMmcvB&31Xk`MxZH{7#BkCEZjCyPT zkUhTPhyISZ)%0&OF^|}9w*Ki@?a67}pwO=7b}^Jyy4NYdV9Mb{^Q9YX@hzkwj{)^w zOsHRVKP>Nde*^tcUu>~^=BAbYE8)A^B2hUM#%{$cPPZ8gThS+4WlltV(iU};N? zACqe+mBQWU+P=XX{N42GuO>4h%=I0%-9Lu~DQBEDMq`qgmsP^mI zE^=&3x;+c~6MYd&*Mv&W-tHitEiqSlA1Qc&FZ5+}YjX@`3 zP%mMZ8C$2F;z;3ahR7Pr=kIbKjGoIw<#}grFUhV`FPb8Eqx(l<#8Nip&WrAA)G>Lq zsO-U&TMZ7`H6fRe^*VbI;QCa0XGRWd)q$aeBiIkx+S&Eb=^=r&w33iXZke&(Srt9vc8b*&PIYCqXy4BlNH_k)=Y zM9giPUma*Td3^Hu{6gfG@P@kNFM1zpD}U*Nx6THS`oeG*3)}>ewnBc~yT>Bl?vwjX zL-rV;_Q3K39w$hH=`MQ%-uQUsSpx=N?^X^)N|SjwQ7P$rdb-{I84DvZkBy!m-!$I< z(Ow9h2{Zw#p|5iqIRNYBtxp3T{+zw&o3r=G% zCkO?vm|ds%CmJ*EPM#4P&f$ppjPM4(nv(rD!qO!dPF~Bxcm%Pz8DL5KtY@vp6{Q5( zMZcOliv@Q>y7{WmV`fSuM4c_5PV(U?*POvH(u<3iQG)EZHB{TR`Hupl$z_qD*+K^u zXqZg25MaTyl-89vKZ-Ad8LZiEkQQ4?t`0~>H9ve+b>}A{@@i+6ZE@Rwf22ioYqz~) z@F28C`22p%c{;%QzdM4{;KSR6#JxDej=3JQqjz&c1X62lq^^^;_wl2U)yLYJ+(U2P zt1Q1_t#7WdQCYa(_75Oh<@ELdgt_vc(cUz@N#!LrNbu)y1Oo&Hf5}3?0xTOa-2xr>LKln7??J67$yW}h0`}tjhQ$_h;WXzZG1p)ALmc3#2&DM7qAQPw zWlWe$gm_sK_A_&ZO0}DBL5QE}=0xAIapo5JNE=EEgV+AZ&(Jl76k#ePOiD}~(!Fv? zUQXNcKyRllgcfVOkm%*V;EKwp+5>~8g4R#HW7%GW=X2@T4DCu=#oC){f4|*<{fikr zgjcj2p32mdMHe$_D$c1paVs!N;e5FbjGTbH0mb2Y1qM}aOtoDOO1hDe0%+T}#lLmB zuGB52^Cy9cYzj%ov7nwtz(~ajL}W;d6w?;m;p+`q$f6 z4`5teobYuh6y48%j`T+!w;P?fEa2tS_3M?>OGF^vXg!--Q6&1~g>3DlvKGer>ohUD z?IZA)x|QDWlnbL077~8~xoF?bb6H;-AA#!5_-)K918mXwY^hmtCr2WiJ7 zL$!hS^7kJ(hw-Ivqa1+i7q4JF>GX@2$W#WK`#eLPL3#cJu79vU>C zAhN!$3}K3W*;g$ByI;Ydoqw(INvK^b?S?YI;pQZ^aTb&FQwh@x+jlz{AR1O;u)=Y) zAVwp{IKQ9r=x?oyg_2%emq94fe)eg7VwL3%$iAoYELiw;i1s(F%ELJ1G({Jg`V}`^ zkeTPA;Pn^l^Y*!;dI@Ke7p%^?&Qzj^PSd(Mvnj~Jyx9&r&Q|AmWwt|hOOt@c^q)=Y zj6EOfy}{(gV?(#{1r{xw^7#qU?rzQIYo>J!R^QP0-fz!?yG?9vZ;SSd#YI5XZvzyj zYZCR>JuX(lw*7!Vou%}Z^#zw{(7R_RptOA=p5R12_a%3g@3lYl>ep56+P(s8h>IFo zT09)&);$fml_6C(Sp1IAe&@M5Dar1(H-7$4c4~Qj)_yhPM zzgc@v>>Gzea_FPcB9oaxx5O2fyZ8IJ>@2rkA1cuA<|9{vXz}Da_n+6Boc+o$94*yn z=O@#iI6k-D0o`_UTb?lX>IsY3pnF`E+)ZF^S3-DcOX^H^+l$(GA^2?S zvUeLN&0*dJF|>W#X~4j~*SuWnEPEG_+A5>-ZBgF@>h@LJu++P<-W830uM%ARu!@~& znzKwTcBs6iZpa)yrTRTC?-}4cMVu4`p3Pe&EZhKxFJg~r{p16GPOzr7nf!g9PlUWD)xLYO4&&Q%mceQIDgjzYL2{R<_^jo7-KZJ@0@Z$ z73XXUJE$MdtCyVG>q8Ov8+m%UVU$WB<@4gG5onEer7J1D!KDmWS;m&WLUZ-#A;yr# zWH$m*9+Pgn7$~OsO*X8sS+MaNAUTNT! zd3Rq&a4rU@h^igK%rJN&pJiYz^1sdQbzdC)d{#umCI`+lqu&hR-KieFg~H_TVf?@_ z&_=NMR`c78TrRNjyLB^kZEXhMKAzP})h7~c=1}&TSGow26Sra1)W-|yfWO|mzwk?6 z)|o7i+y+ZGex>1mabTT_3yTL+C=^bI>32reSME)ioF+s`G##hg%zaN|jP236SzmjX z*yBDrA*&=T22Z85mDm<=8djsF7Q(rz8;DeBjup9fzmio`Uy-#&%m1nL*qpoDpR%Mu z#-8`LkN$cvllR)*UbBp`TRP)AMUq>yB~x!78L&*vi1WGDZdw>7xBSHoL@!lfR`k1D zB9H=M;&vDR#@gYPm%>%4bL#%t#>Z-3gF`l0(A*CH%vAK+FI5EKgcubmW?lBEiYYVh%k}2f)G{%YR}+SpW+(tUnt#)^_?Es^f&nmSElnlnpZs{f<@$iI4{GWZaZ zx1n8W8lP6vzLCQh{JeJ4s!uUMt@5Q@#YSe^+AVs2Y_)$KY>FZ2?$G{QmAiTJ)kAaQ z4SVi!JNn(q)}cX7e6865D|I|u((-h=qU9Qm~ z^CRD6_C?Uw2rE4APuwW`kiqBoydH7F-u*7(^}Jo$Jaz+~wmyxY$)lB+jNYoDXn6^W z;(Y5c`<$&umJOAetavMI;FoaAq~EvYBH{Cw%VwlPe9-v>hf5QSJd5xtx}2xqb(C^H zr?RY4g8gYBg9nrA>+4f_d^`-P3LN?_2O5fqc0>&9#~rN}fAi&n7x-S`(E6i`bD{q_ zb_{s_;L>79U25`o0!^3|`DlDw^c+9%0kD#dO>lw8=|bGdjClm-`_dw%?Jr@+@BOvb zyy5*anlx}{v#qqPpio`G*oLqtX7ad>NI;^U)|1Sdd)%aCbfd+l08pu$QE3Fz#d}cx zd(}Y<=N|X6H$$JLX&1;d-f^zRxxa}yUdHs&1$DJveQlE`r($qfteyZ zYApn-WdB{uU&Fni3*_cDWIWBfmzehMuBr^oM$6`0U@jlHp0XF{D!VusEzB>wPYNJD!bX5EA|8a#ClFXx7oX+3=L-7y*79@pb{CAZY268>@yyGs9TbA;YxV?V9j z7w4P0#uwiMrw2d4o-ru!>$4lvDyXXJMFiMnb?9cGZL6o?vvm1@_U^X(jqUvYXH531uwBlyb0>C!5fv+b^rcl5b2OCRw* zU&>vD@(wgPRC80ER_YWYj0JmTw7BYK-=6mx``{{IJdlLt%J?rgE)RyFI&N}HSe#X$ zFrK`h0~pGF6hmpXvfK%)8&CN7sV36Xf>QNyj??{Cq`oe@FWI6>tUdRH z8;{%eIY@m#f#)7T@P)%dL+s}ouuW`C4ejq&@7UEFzupg&_g<`>@~7K#GAu9GfqbRX zPB<*%O&|FlQE?h~A8tK>klIY*&~(y&^ma3xSuYPv&D6sNFXXzIF&k105u`wI=jZ*%3Jc$<{~fVRsoPoP_WP4euFSG3;a{3=_BF$>s%5qK)-VQOU1_>5NNRgNB^ z1Fz8Redd=--}H@BGd6Rw2lfe}O#IAn)Pp$KtzJaV3394#`}|EWB_I8$=~_c?qqB0g zOwHP_=u@jS4i3B!l)<@iyWW1^Z+(jBk1O?VtWFufd8h5`K)w|AIi}a5LX7>RZpCW* zY{^1DtqNj}D&nPap>588o8e$2u6O?^I@fl^z$gs=mX4wWNlBywiB5DPB1Iu3s@?ye zHQ(l%4|7d>SFd-i=echkI6rAiuS4h%X=?F!vb*;>1GK>82J0QUTEv<8)cx6 zoGfGUE4Yu3u#G5eZ||y#n(;nu`3|&^91_|@D^|#p0X@47nZE|}Oe)lH&{Jq;H=qu? zWg<)C-@dW3h`d)9pr2ngS^)?O99GkSKs*YV+}*FSX{oV2l) z%N&7LD)mi!cCD#X-CaeNvQl&bI8QY$KLYnNzF*It&81%isUV8hz$@Q;dntW`#my=f z-t`D4T#{(U8yyN8t7qTft`MO*r)cN&zW+_+3<&~vi<)ZXd{+LbCycy6`=yh&xe&K0s_@($vY8KVQ$#!i>Wqh7IC_69IE$C0DwHCK|l+{r7 zJVCgXfpQXl&UA$+Lik937-K+-ctf9xa))PADXoR*n$teG*Wg$BXf$Beb-wo#a8J!r zx6dD@?K-7xQy5PPGw-M+xd|uazI47BGF^B6eCFdA=tWn8Ob`zW;nb;hLos}YOs)F6 zKTl8prKu>nEH!6d6+_m^=IO4vP}NyLF&{3}Xy7B=PTrgih3&J&HAOhqb#2cQ{d`(J zbs>&2OtFg`-v%x`m$!-X&rNHHQjY%CSLM(wUWPZKf4Cm%ujHi`Utn~-KPy^oEu2>w zB>W3b(AM>9YtX+-Iphk-!ZB6Z5uv}{MHf1ZzJ23w+KX#qYwL9DE9**af$gGMW_S|- z1H2U5d)=I9IMy9|@28a@tu?-zqvyY@hi)16w;HsPO2M|u5}s#Ea|)1dN8M!bQOFcQ zM|{#>iaj2F|6*vwyh56j^?V0Ldt2~S_Ya&(LQ%BR_4mDS_$rc*sB)6i(lA|)5SQDq z<pNGy~s-t!#`L=e+?>b4ha8^g15+1_aOb@O3!P#+oRm zjtyslKV`N`OjUlWy&K~e1-G&54e;M3c&PYH@4D*DkOFc5Ia1Yq^BvSNkF|B-0!!q` zTXNH9)+x0#>6kB@L}LMw{Y%NIUJnU=vI>L$^UJ-x8Z7f@VQ=xvT zvk`w6&~g(WLAa3Ps_T`b&CxDR1R#y+6FX*N=OhiO=|L*cw5cK5-_hvQv@ibSmbBe0 zkLPz&e;?1^!t?|h;q6l&R?Z!2iZ+tw^Hpi88vniGEBZ?>~{748KWa4Fntrw3SWNT0s(8})CU+kME44Ny9jkhA`i2Krdp(lR7_loX_mi`bv`Z;2 z=~evA@%!=Z0~SC?cC4pn2Ha9_RxMTAgrw&YhA2_@T#$AeTef^T@zK&lYOmQ>4#fVd ze4PM!xApt_PQ1KV%W}Q`Y&L*C>^zcIW&2@9n>z(uK zWM4|%!ceSqx@C}#GSy@5A-h493P*Ay8OhXq(xKn$E8le>Sw|QfgIJ>;`{yl=)#h*B z*76hX^y6PkJ!9dgl3mC{YyBz}5UO;=MXL(-cb#0%4SL+Uk4j`Yl`fAz7>>MeQh<;6 zY+~m;)ec9EZ*Q6x8pToX)<_!g==7fCU^vyeMf0+lIdk}q6xZwXJP3^a};jgj`nGQbCs`bac|EQ&H9D9c#X!gq4Ur^s0X0-X6!aAD_ zm|hWb2t}CKRaDOv`Q~zRT|_Eu2GNc#$@DwT69GaG*I`@T^Y)HAjq!7`Yb|}) znPS7b3dDo<47sUz?h4`>^xjtPasw{bes%vv->Y!N*K)i!2;fT0Jr>1X4g-*Ik6DDf z2OiXm`9-ng?vAbL!y>p6^PF*;u+k5jAK|zsK%eX0)a~vl+B4AZDYLD(OUCEnM;5k! zb`13XHxqyZ4{1*;*O?tSz`x>LLh^~q&p52A5CM#PlXJd4uP~EN9LSVVTL`?r+83~X zP%VzGK(^3yMC3w1-QnsmmSwzY5GX#eS)3fx_1tW-e4_JQUS{3})aq^^e~zz|I6e=i z@CbecZQ|VQ3;FP2n7Xs>v11;WlHhV*?xn0gj$TR_uN>$U%@6y@mz>qyEfF2K>Eo|+ z!q~{y4yFYT(S7OF$qvYZ!nxJ0^RdM9w)zO~r+NL!O{<*l`fB%Cp-DRKr_@VxnI+He ztX3xALCDPu{(%{kWqoLTB|qm~ERTvm^$?W=LYmzAY_4Y)Jf_t8A@{a!Sw)?RR41>d+? zY_4_v-X2f)c6ED?-l@uth-&(HO1th~H~44_C*Q^L>9B6M3YKc8+o?3Sn!%%m0*$0w zdEVd0u=E(#+hs`st;@K)+ryH-v4uhCDpUM=Ln+?GceDlDJ8|ChO4TiS3&xO1du`eT zDfFt^fw#|sbGg)_MU5vE2-=_<;?=+xfA4X8oi%K^@TcK8U8?JsP0W2B)cL$%5a&i8 z=G0>aYP1%}G7kW?63s6mq55fy@W`>M58F+U`=C_4@kIxrL_S{3eufI!zdMQ##cgX_&-an5My-lszReMI_r%v;G>L10|Cf6_Z z-XTruLbi+&v{@Y}z2Zd1_ie_gS!UbN4+S>lCdid=&nL3F#TnRD6_ z!}95gUIG(zh>5y+vGplZ&r4R0t^QOMwx7dtDQ$Nz@fM<}^@N97Xk7Z&WoD6eHhOTwWv5Ttd6z1h?#v3*=J$91 zJ)^XuzZ)ai6t<>(0^F}2zhI${7EyVa5xb^fHmZx#dVqZ!5iphVzsGa19M%G}I(>kQ zdVK1(-}DeDBgA#~PFUDKYSWmIV77d8u%uT*Ve+}#bIt3TX;@~tcs)l}XQGP>qsqge z`@Mr7WmE#b=xnt&;;GReuz6vqup?;M?x7P|+#u**ue_(Qr(!h26q}(vvJ3oSAxh71 zX+1Cacoi2D?7buE0u4W@QU}|6`yCWOKqByVsE_yF_1jZ#nUO}0P9G^S2Hqyai4NG~S1$moJhxFoJIZEmKX)Kt(d3KT;fv}d8 z*T|nNs=>SPIme6Mys#JvzutwY%J2wvMlWKOs`Vs=Dzlpfipo_0ct$~SNn5K*#(fSg zVWmH-z_MrCjXt}%3&+l1r!bBE&eh!T;Ipb~Ex|vC!=|*Ph2-yTEpKhM02M%C_qV+{ zT;+iUnKhxxXNfFZhY~b|*BJNfW0mNYvDs;_fjsk&j8=t$V?FzTpbWRoT4gHVxRG zM>~HsdA>E_hWS)dzo9y4(MnkL;x~yoU#TSy&?S@XTE5iD5Z%x`8wZ(Yb zp^@8s$ukT?)Ji*T#0gPaBh^b3Y4^P5k!7w%PTF5;P}i_ZW!x{`N3D|lGnc}*j=r~} zN790^^i1wO!tcqNVCBTc3zh3mb0$(%n8xD-(n8^u%vLUYA0q&wlPehm-&fKOA5jKp zVN!tBw2i5{g-}nGcl5jpJnId z7$rY^bPA{2b9<<@eG14N)ZtZY7Lbv9u%Cm{9-P}QoW+-Bm#8KpT*l0c`>0_%zxJdX zBy-+fte_p2V$D)hN27t$gG9JZ7i&4kUo0n20XYKUp|=4*i1U0MsP+8~{E@-uxXdng zHrpgKCU36+&a+q@-`E~*hMU(QbV?TT=+{7A!u@Ufxjq{;`*t6HpJrfOY(IC$QYR$l z?cHO%@ugPRiRuKvnY(2z>!(rf)}7V&$g(Oexx)7vG=29^{B#e|WWbjSad=h>`GN`} z1Hw~f>zzQM)vFF$-(a*f}HrUfYb8hl_q^*lD2A zrIWpH1+!Z`-QwDF%h+V|8qL7Drs@*vOsp&SBIuW@a!p+nXL^O{G@;@WbBEWTDa z%SI;`IV;_urC-rCduiGJ&rz1kt+-mY24Z%zGIw8B<^VIp@BBK@nD@doJWcuKn+5zE z{x$ZVAfoec*INSvi5-@TO6LSk`#%qf&tw4rHKCHFOnop{-CdAG2+#!^6(73SM@*rB0+Y$B{#a*YVDolsC7Ar6g+6cd*sWT@(=jj#Z&kT;uBSfs8cDCD|!R( zrqk<1kY!cDDwlS(o{=OrIRw}dZsRTUGo@+f)le6MI|e(9_`dwZx%yvF*Z~b`bj#94 z=cL@e1>*1M=&0{kP2=lI3BMy6zI<`pmscBU*Uhnf?9Tfz1hSs9HS%)TdF>)=9gVk+ zlccgDWkA(1<<$ko6L)*IkIKiQK00vZgh_1P@14>S-)aYo(2Rt4A5!GYtczCB-BXLy zxA|0=N2AUBR#4%e+ox%xgN)TN3dc~TPslORQiAehJoAT!leY^GLunEPb~ox1+&GVD zD`y1b-Ml+S6Q1mWg7MU2i9c-Y`yMR&-5g_Ak=&;uYXydI>L+&6lbfW9%SN3is-{52NT(^xS*Yt=lR_S29PjuLFD?u+A3DZ2% z309Ndo5I+6fZM>Le#`ZSL6kT+ULEAuQ?6CsY)gx)+vB57$F5y*yxYmK1gEjt|4H#= zYEMR`k{xiy1v_PM`#T3mT^Q`Z%{-OHx#Lb>PAYP8D7!37&JM|}jMcko2U(Uf@wYgo z)O%!_ZPV_SF7Sx`ds{umu2r!kyIm5&T`#* zU{gHYY+0{JcMDVCz%$3g=}zIrB-{mg)kePN?TZaAl4~=S1Iaup_1ChrD)724=3?{6 z{=Gl0i|mgrs+6=GHB8!I%cgUSDXTQa(V^3zh+`yN;SZZ0PKDpe;9fYoJsDZv*e1`M zbI8k=$s2YJm{+@_AZJ?a?3E4Me&oRZcEsL4dV)hDb5qD=-O&MHnnI8JsCo4Df(#M$ zYn-ctjjKv5FRu#ixmaxNcCue$R%F@h&vwY;QpycMvWo7?9MS5ud+GA(Q~|L3nTWgB zj*D+;Lw|LEc%zMdcDqtCvhjw)bL-#- zSYy_QOfM;?i9YbF$%6IFZhe5$M!Q-0rH`oNZiChH?`~Y+Dr|HXpP(b1u7;#74z=rO z`supgN=f66u*OXN*=!&TnDO5v4&$P*NT#v=DtfRU{PdHQgZnu;bQxKc4+$^a~A@iOnga(a`B| zi#PU>_o{d?Ucck!xWta-3!#Bpy-^?B$0KO#X65k{@0mXI7}4GPjZJnHqtRAHZ~pAy zIDad)$og~DAJJ;zHvn|lQ(9z=~voo}@YF9A^@qX`R z$MD=_iqOcXuK)2YGS5rw-_+txAm461rlq+or4U~iytUgZY&VASxvxPHU~K$h0mJX| zt8}kvtR!vxW*!{#J$?Aon#1XroL0( zQB)>Q*IS+qo;{#RJ_{(c8FsDSDQ8YyI6#G_?Doemk9=}7Ws&ex``f;x}S;MCf&@y z78zF819h^p-I?~ceduyh!Ntuk4r_FxxyMMX`KruYbGwI#vqK$t$d?A@}r9Rs_u=N|x`-8?U zXJxPcY*~&+LQAUjG?0Uee@cnu*4g*K=SG%SDi+keNhZ0o)TMxAnlI3)cfa3-Tdpo( zVj6&xb5>U({2Af^3m%~wH#}vqSoDjfv_f&)sTp43?h@{IXpgHV4Jyb!k1*94D~f-@F?e zq<6)1OkU0QeFn1wOs`iIvYhwGO^zyJB0aAyxVtD`V`@53TIi6-a$!S6Ehe|k2a_b+_``O@Y3Y~uRRs|<#RdKpfZOr3)p6(NgzkW4Pd z{X(%-pC+GeclhKU?`-BD(UEdUn$3B=))X#DGciXYtn6xTaXUYB#>M6ePu(NMmLD zYwlZ)pdKk9WU0-iUNM1e_wLDP`V+aRpC5iU=m)6zH~0H%#WM#1u2=Wh#+Lrw9xnI| zx*kc0l+^}#?UlzlG;>!S@= zSqfOdidcM_n|(1rIYa5}mTe58&WK6`c+U{#U*`R`+O*X=*Z(4E7`|>zdHIXdQybw? zm(6XJ!UG@f$o~4XEW3v=Ead&DljI`y@rM=1_v&m0*Wl|rvsM`p2~LJu1ND5o?2+Y5 z+;WD4*AC8C*fFh7csZ;B_Z^L3dh~dR&X2Z#LRX;uUIm|I#Yc`^+b_f@uCl_5J6%|5 zQY_gf!PlnL`83a$ncMchY`$|+C0b>AvFdSo#1lSDL4hy3RZ{H_%Tj@2j@V~$DZN;? zVU>cy9V^(}y|+C+^A3JL|7{3l_1evS#D50U<&xglvBe+qER=)?cw7)Bfg9s)ZYBY& zS0~S#7nH7y@3Cv+$|=LEl$%}e4;DB6ps6%2yc!`c_JX8qW!QQ-fk6r3R69m-X$&?H zvQ)n#bf{*fziXFc879cDfFo>!OpN{cMSE79ybQ>^CYm^C*F4WiqyOajdU)8 zkG8;_pKNsFkbQ`62nN&p_tH-}t2t{+-6GHL8!74D5w0&)bjQC%-{6?qnHS zOs-t8Cn>;kajrk#|FUIow4dqD3NSE~u~#`~e}4s^OC%;xoz2f+3((qv0;hwg#DRzHPJ&mSF03v^bo}Hg%(B;68Ty)q(vQANCpi(*Mx(Z)ky7D4 z{_OeO>flc1BwCgG8(temkA_;jc1C^2Ri|^Ib;u~HSO0=9c%1=lcm2IOr{Q&XgEq`x z@^nhvtX|nGwf!S^FI(NM`|VZ>h1y_`_m&0Ys#M3#FY$L>CTt5)y$etqy}msQ{A zepR=~z<#tnCk`5iOa|6vExp8XQMOeQDL1cvuGjt1g-LSYvJ(r#EsCHn#bG>uoHyl) z1J;ad)cnL?b89=fB8(=n@ri#Fw@UwS5pUG??y_k|G`EBC{kS^)JpJ>mlH5zHrexN~ zbHF_#KWFP2Qr9l0!mLa!Z>!DCdQ7WsN87&a+;mLlWK-RmEZUyD{el_i${&Sj2Iq=; zfB}!uy1|XQjTCR~U>@H$CA4w%k^e6H-P2hHQzk- z`XMqFkH&QJKrSzKWEzoE{u3{!M|XMbYa;8~l53nlh)3^h;R*wQNne!BcBUTiL8R;i zP}F^w^6c2Y_Pq(NBL`8h)pz)@efWvlFRa?0Ruj=hjKa_!^~iY@4xVlF=R8$YU3{FHA#TGwDXI+j@5&1~*DFKT>g;;!SD z1us1)ao16Az$5i$NE(ynXp^Z!Y(`0Cki4C=J$+d3#=tf=>azp;*-f<4%zJy?`;cus z5twEsGUotk&WS6>_3RzeS^HAht29)Qz{mQ$Da%(lo6_!$0p0K zeiN*f`#Tckn6VaG=3e(<1%YpCw^y?B2z>_G5S3T~B<#JwyLBzJ!d|#*M!?v+?2l-H*nxj2wg$KL%IZY}=!4L?%PRYF- zP}?1{6wk`#;ww_FX2*|-=jRG0zUy;VB*7%`BKWBVB4-K{c|t6@8eJA|)7tO7dC-67 z_Bb!k_Tqpe3r%>Rh9-oiApG6p^<#`wHe0tRZxSK{_@@H?Fu~$9{&ihiT*agPAALHXcNGs zrXj1_@2np`=8x+i*UvTRTF5gnuVGK6nP6T#Z_5#uUebOLO6ooVDU>~M`fZjq1qo&uDW4&R+<-I_Cg(O?PiPi*TJ}7&)-h1Z*G0q)$_~E zpZuhSfS_$kIGJf{Foep*y}65!ig90ADzsv=g6ozx*e)mBe8AAQUw8|2Y@6Z@($f(8 zVVL)=Idw9wLYJ9*;URB594f@n^E+_HST=X~`JgIo(UPV=nB_O39>qQe36@uvWQUMV z=}ihMKtNZ)Uc9%@Mhb%@N|pI?B^VEj!C>7sQxJge=Cnytevf`Rg#~KxNK3`RG~i;{ zwi?PcO-^Z7Ti(XcFy+q4gE8D8JZy7V``zlCjbCfi_+d|p_rU6cLDdO(XNMnfUA3S8 z-nto>IRlg9KGFALw4D<(Ojc5ptzYWQcz3+^u{mgMS~WyEzI&aZQVH;l_tnWPHkyakv_+KEayXPGd{5@I zN_6w%Kkt!^cF*!MU}k3X?t{;lo@9+?)fXM>83WFNSpm$W(95Vx+2%Aw02)kpxIohc055&C{krTxr$UHDw(>JHv{S6n4+eylZCd#TxmM$vkL5dT8tRffI79 z{KQ`QS3}CvO}xDe^+{ia8u8?Mhn!1dQk4D#4`FdOrqw2L-e4mdHSe1tNs8gHN z_*cFWeyU=3bLXuXJmv~C3%W9u+j!`>&}+?yrAofwfE{#~9&>%5zS8QZiE=%5rl=$8 zK?j2@(;Q{sHcI%rxjH?lW4Dh4o0|Y^h*I<;-~Ljh>us@`&Mj|%AMQaSi=^???8E!k z8YGW=eli{vDQ$_8mn?k|i?|XnbU%lpXY!?f2gqPJ@T4pTrQ}_ke=pe9$K(g+^Lt)x zw6Wa0T%-7vtsNPukn=|^CEvYGS-m%vK5yYvx9S6}Vx~9GfGJP$L#c7U-ii9}u=Rf3 z-HZau+Ic*>tHk&`zuz3w|AIdq zM0KRrJ#*tdw_0EmgfcXx@{vwHmJW4mbcg%b-%=;p4QKXIF15|ssM9aCsQV&UUKEjc z+~J_y%xrFB!iV~X8M4YF29%V@H7ejR_gxB>*EB@UYOdYEZPUna8_i`o> zL5EGL`MNNL5i}o+4%dje2Bh4O<#ltO^=A-Fw3}ef?1%-OVi4rh_-IxQzQ->vc`r9E zVfp^66Usc_IMqKDuU6sL6J5wmd)Q4IHBQ}o4Nddz)$6G?NUuS)rtlAlF`sIAwr$oZ zrTFLS1cIj*MpvHg02t=F-F7%5UdU0q6MIQ1dYBz4YU12gSQmKzt?8;=8nCU6+TYJS z$QXD6$`|)Txwg_f!I@qXk0SKTrf0*{hGW#)gV|x{8Y3{bleq>5RqTde>5&XJyKGAH zJuJOL=Ep%j7V{_jm)3393w!xF#4JuN4Lk-Dk2`Yj{63=Jq;JyTT^)YA(dN(;-tW^( z9bRlD*Ri8pm9H9RV#{cz@6T-aqvvOgn*Fl(cf@qm= zn+(Qf{520BB_o0`-Dzg@ge(GqjQ3u@2+`hk5F0XtAqX5))x z)Gy*EExFG$o(ATFDn7eAV~~NU)?fDG38IH!Dhsa=k2ty}QI0h4&pBK3YTutQM5C1; z$oB*_oR$3nZbten<>4^H05ryH2zV!Rt>OAn(DIdh9Q<^Kv~iU%;$~n@YfX+osMqC0 z<_xeevHiqRGDaMK`nAR1fj>_$C-+t+h2LG`2kG!9ajdDBE5e__k0})56E? zd>gsiQejQ4Du(?RC#bXCE$$+zT_tg^AF z^ObK9KwGa&=^~9v+u9fBKUiFxUEJ5c8=`xNn%DhDf3Fgbti#vz!#$mYkNqM@imqht0X4L;aedj6Vrl6#9HWP6&Mk4k^9*YBj{v6mt z>wG*QUFhvhp7o`6?vl@;3%sbTIuR=k1QL)q&^GAlVsMK49pI$ZY-kiae#L%JzloLDSmWbnSSs6!!6n+K%#v>d!Z&^1EJF{npo0cE=zta;J!fwQ;1R z#f>2`6xSv{{&4PQ=@JvyZDn-WJ^!3ZsnJISBS{O*RJ-;3=%;>CksLOA2XToeUShYC z$+<5#zU?BW2nYHk)~3LhDMkrS2Kkw_($A`*eDbrILoO(FQfoM`6e|qAmlrZ7+sgzI zr}1*gUN}bSHP=l=E`c&?Emj9s=S)(G^LeS*x70?pg(l_0Zu_*@{?+9BQ=`aeUCg9@ zvliDpdmv*^U!|0wF>oBkP?be`ow*Jj;R88_U+7S^yJX;$DhZDHw_?+dxI2gYt<&odgVN(@aE^8o%)GY7E1$HrdJ2|52kiH+c${?x&7LRyrMbOOvufXa zLE-UNB=S_S%sfk=3$@oq1rgyYM-*gxRwA)c}kj=CZCIP6^WZ%e-32o#9WKsd&a_ z)%6_~+XsvNdlmTnv(^4|D*?w>pTP5?BsmWN%0I>~e_KS{&kbMOje4>x;q2`R8f{nkf`^;$YyJBm4{hW5Y@z0pq^^unjhp)fiwl`6o65V_A zwan>OO3zH+;QP&Jl=HMBoqjkcH&BlTOMJ?LH0VEcdK2|8x4$a=K5;BR+TbcRtiI=k z{9q8a8)sra+(TDc`SdPo_k1}kOu}w&X^B_@CF-(V)*1DYRfbx31T}Y}Pe?C@`TV56 zX)S-g^-3(?*Ujfop#G4}KJ9P*F3j(*DxDCVB+I?#g}I7(#^_IsD@ ze3WaaRqvJ5bKWijRaZ3n+ja+d-}O&2&2eZS-AHlXX`U)lAx1B0`p$J-#T^vpTfKQL zr{UfVd#?8kZ-!kFcu5&be{!^nQLFvJVEan+4s6Ky`lLa(OzHgQHoSqj2&>*M0<=osYyhJp=T*-) zdU8$a17%$xX%$1mq=pm-jM`u25t$B7X3;}zG>f%6xVsn%)|+fEx%9V_Fz|_p7!ntk z%I^=*guOT?8GQ+C3&t{r)EtN)R^B--6|L0Sb#0?T?y;SY&-G)VWZw$@e3e_f+Kn(49c+A@8mnEkOb+0 z+*xi8p|G?>vn97Loax5)8sck$I$9x)^~X`&GXp{KUx5!g%WzzV+nfJ2exbXZ87&x&~+5BBB#tIogS%3LXNHSYHpde^BNt{t+7 zlZLa2*0PuH6RlEfKP8FG1>9v$D32S6K1>=@>sMYs%SoI14P)e}f5ZAE((hzX%0Goc zw!Zc{w()2FJ}QZRSa8*C$Z`YAZm4aG;FAy==8#^JfXw_h=;ODj;~&U(s$PBE! zZ0P|61Yd{OYZg{Ed!zok2$=JfxN7OkR>rv4hjrQKR2N|l7FD z^iro)M78@W3G#zAY@Sv8@##c+I$PksXcsiA^j|f%E-Bd#ttK3TfCH@BI0}x}4MOKw z0iy_XTwlHCF1ee-IC=f8Dh+icoFQ5~#n4;|myx1C)kvid_7|L#y5+;)Hd#I5ZN2zB z5fKd}a7F!LxA&L)vq_8y4J@`Q&<_}qX8K@~xw!N;uj6UmzA~!^IQcwT&D@%AoR>>z z(JgFtSB|D_xHo}>oNV-WZ&{-Auf<>I(vqfn)3BqZmhX5s-e?l_2UEuRqU-pY^zrXL@ z%Af0TGy3COYYaZ6(Z|_((z3d-)(|LI&690TSVi#$ zNbVzC+%&6akE@kIyR3zpx0sfle$8?lL`h&7 zWS0NRiWa_;#r&r3vhMCDhkD-*gn6osf?O?HMOCP?$+@a^oR0r!bClNGk54^ZycVL4f1Pag-S>{d;WL4Y@oPL?;k--cVRnKLw-S~2=1hJvQXju^(xm0L+RLSq z;jLS8*(wP>FjEe-KRWYw&0I|tS*h^yK68?g>2<#vr1|bbH>y7B#q{Y;r&zv{_H}06 zSk;WA3ck=|SF^^r*_#b|FKQv^N7!;pF?wD<@?H^@subwA6uI0W*XL#CQ&pkdBzk}9 zaC6{@kD2C+kuC4{gI1|nqJl*`TNLJp@gB=p%Wthtt1Cs@wyNqB7^6GkxHWfq0qbb# z7d<4@`b8<-{a<_3Au4uwzOI{@O|t%KmD~sKYXrKcEj@G0H&Yj50`5IfS}j^C_2|}Q`ImG{}zPgkV8}?N)&QRLZy&YI!LDf zzn=ANk3GiTW39=o_kEuGzAj=E8_=S7X6GX|oiDG$S~v(c)TpQy;ibCI<7JQD@t zi~{=Zt)9-3#ARy>@7%pjzwaKIG7I_Q_x>tcLEhB8+5sblm9$&Ille>*2F-Cb9{de! z4|!Mmeunh9**AK#99_KU--XJ(?*_E5S620+D8949Q!MJ6^|=kt+|I;=a{qO#PZ0Zy zH!CnZ%Z2xJIly5R>b;b4zenMFQL9i$Gnz zy+mIHa{ia#w=So4q2si&K?TK2bh}(hq62Cts<7v?fjg7u$}=iORg02#=jsZnbXJF9 zlVqAElr{7{luZ6-D;W+Vb1LV}r_u}b@b}v5u2Esgzy2n6-n0g5b!P{!d*7l2AVg$x zWW=RJYx>urw`xDrdj+p4Nne$M`#vmy=KH*aa1;2hIa<77xMK5BGJcYe*Bmy)SsZlx+u%L_9K$YBr~pm9oga z(RLqkk67>RWVuz4JCw8gyN{2CcI$zD?0M5u@uQV9bFcg5i5|vLtk!NnCQX*FcG(BP zOP=JexwAD2-X?^2xBjYrxR8zBBmD6@OZt01nahA*|@Ql=CZjK(zfn!bec# zsB*Xb%rD<>0&Y+H7cqJ*TXhpGFg(x=yNs#s{c}Y37r|cPKLutjjB?SU7bOI&m@dS| zm}ITV`fxrqf=$@WO`ExKeBF+t?=lx~x!tGvnJ>w9p^B|Y~W&%axPw zBzYmvYj8Ad0fP&5kKv>W`XXC}5AmT2v6~*Ha9Tp)cW7i^;i~GtqRF8$Fi_06RQ_~& zMSb>c=hX*iJGaQFk_U^7ximKI-+eh2UhJbZn4U^f_9x%&Y?|w4%%hqO3?kAVzLwS^1 z%g+VNE_F7!w12D2tS@4a zxn=hcRM~*JZ;#v@5FIMnc`XmG{*Mp0Vlwgz)dlq85Xc$(CEOcrdvGI@zaTBp%=mx3 z7AFInt2XwMcWOMgD2ml%V@g#;gY=3qc!#B4G6Ps~V?iS);EeJ|PW)Q*p%+1cnODZm zgN)OEA@Fj?RH?FW#&MxQQtvZAkZhy+TDJ9VUYCtvBV4bfD-e4;Z%4%sQy=$>9gwo` z%bbv>F#J9p4cK{J1&&b;=eNU#h;}$?RR4nWIm0gPbHCbIsK-l%T)r37{5fo&_~#FT z^u+AL&3iQt+1+E^kxxw)z(XFlEwPdQ{$2&QxFutoH$i!tV`eVsLdD$Ih?;U|9sl|xw13f=phIH7W} zKdJcGV$q6MmtRU2o>IDYl}gd&LDDxQt_fc`;_|1n3z##65i(9H>b;~^{%iT>R_$#k z{OcPUw??rGr5IzVpYw8D#!zhb`IfGzmp`Yq0q){1EWYxm&05XTtN;KdQyKURbCO?G z&OJp&c84G`uGJ%MOf~3gu1&M-Tq?I7BPr;MK6x%YJr+^uP4`ME6xx)!{rwWWebX!7bFb@_f@3rvN<;vu=Ew!^<@+H?24z1SFc`-Dg1@wgJd zJ50%}oDudxUT=kmbizhEc(K-+=-gQoP{7SdefLm98d8;*e%$^PA3bYfwGu4N)}UOab^`+w8Mb-Bzd>g_K6`%!kUpP# zy_W?m{f696l(nw*ud}h8dP0z8^^O=HXGEG zMN%~PySDhsYxcg{Mc%(1mz^vC5E5j4;?3FkUVj%hWmBl^r-v%OKGi|d^p`>{yeG%^ zE3>xk+BF0QA3bP1z7D9z2z>QKAH(EGV_fY7Vr!TRdy*&A4*TtiJfbh`X1r*=;eF^gd|Q0`&7>!cIr*FWwI0EWwq^Q+m zE-n{o+NT$%HD>0iVWaB)Dq&~79N(M2L4JKBYmdVp8aO4H^4Jd7Sbx;zZS_3RgJJnf z3C-c-AmyFkqhm5-LEs;szkF*cPU^nmaCwu(!snhmaF2>NLn{zP${l@pbF56M_e&cS z@=TX+jkvo9;W6TsTtAA%rTq{OrO*8rBn~0pvDR(gX!rBL8c3tR){=S8Pe)v7j*QmI z&q-F=+W`;!V(1<26!i~BWhWH|Oi8@W{m)O>q$eRwHH&-&xO3_CxVc8|H%J3|f<5*$ zZ6^sfvB1O9{P4L~w?D&N4z#wrQ`>?AL_w3n-<6ps*VEuWiE|LwMQ$za2o+6yZOodA zsW^aIs?5L_Qim&JW7TZnx$S5a)_a98uHw6cV%Bq@Df&L z)<`-V)j9*y%sHy}>)t4B3bL1vZEhJBf#FM)#`F0&&{RGwXH}RVPQ8V9g9b(~*^dB0 z7ZL%GzIHT*$v3#}&Klemmv2I|X&?Tg{)v2*+TG^dS}{*ntU38k_mSaSzG;j1@nx3p zUk{W9W9p0aR{S%726bHZQoan&HvvWOh#FB68j`P6ou{$Kn* zFnh@PjTccrwJYH4qWxZUyDa)J_Ve|$$&T&P?!Nk-;Ph8lZk-Y_{%E=D(kq*{J-icJ ze7IcP6=ij75UatKKSbI03@=#qK}X^2G?%O5P7>ZUy|vh-j&GByBzWYs{>hP>k)TxH zZ7;ZIVyRPNf<&O$!R4W!C!`KsTm`8$7b+QD}2){BcnSagx#j>6*kNc`bx zqZrC745gR`JM*67WWCR_iZcy|gwxnYz`Geg{>I~#vnqlFz=4D^!Na17?EVK%SG#w@ zmHWY+nRlhD^Q>+r?s)a~0@OK@VE%k8fpI>VLj~x0ezLiI-1ybq+r2!WtNkA2llBKs z?#%iV@flpiV#!5T2szo0k;%+x1{0|@E;Me_z4<=uCwGVYtm0;z_JyvXf%Uh6xM$u<6h-|gk-P0ix5aWl5g%P_Ob6S>>T`bujc5~2=H@I0tY zmbLy@eN0KB9gg8folA?ak-cgsaV3ESe^?sDOfg1Yw{UH3TKJt<6zXM(ywi&UXoK;{ zU;h?o+!FYmEmmysw$u@K30)I4Rt>RC9c+$l_~ZM0yI|%#|D~4N2-U2i#_Z}aj9E>` zfU5}I!m8qqEAM&xCqM&p!B9zU&#!gAmqvBv9?~NFnT@d65NN_lyvboc-qf)Q1euYf z|JR#_m%wY6TVL2#ZV0Ewbw`h#L`KF9eBp)bViKMz)}{D_lGZ{Wv>+aCHxEbgtAHqO zR0FS3zn;=k<`R^@E$G!#6+K_zv+(At?ABaXQjtlW&1m+K)Mu{U8^OK1J#EHa{rF<_ z!$I9DQF9w?b4>5`!8&ns-|7KzSzY>1Sh)FMuc}Rg$H|(qZWtO4QV8b{3obY6D7E2} z6X|}xV3tleLn!rUa>Dl~TRNYNj$h2GYiXP`J}0*@FHwK(+5S?=0fFU}{m(gk`F3L^ zP0;lOl-;QuJkbxHP<&rUzr6h)6-v*G6-aeVZoOz_RZ<+&x5pZGkl!91GxPaQI2P!? zw3ye-qahWdeDUwI;MzWobSf)t)Hx3GwP5Lu_YhK>*~1&J2;S8 zKmqi7*anhcj>+mTyId~ny?e!qo$&)L>O1M({8G()=_cJR5HEnVITxc{WiLBu=PE4Y zX^zVo?Wa@h0bqpcOw|3e;_yiU5R|)n*cgy-R)B->9Wak|p^McS>(e}fOiN<#i$nu6 z%cv`ib+P?Aia)j-Se@50$C0DqazGDu@wfXZewA?fON%gE*~TN_lCH{|nzLGL#LpaJ zuIjfv{TSKsE{~uO6+@psr(e->Ld@6+r*FMZCokF)MSG z+#Q>O--}r|sii4>n_wRO*5u*#hSbt&Uv?tv-&fx8XAH6NV_>W!#}+j zr=xh$+5%WXiqolgnsK@INvB5r*PnALDUY4_`qpLu^}f9a-_sd=yMx>Bsy|vP=nN{O z%EEa|-0ZYn#&tfJHKAVe&qiqM=25rLASx3Irhr@Mim)m}*)W6;@<&vz>N%w-7WE?K6*tVsUMG^3yY( zJYdy^z8`?MrcL?QcMX1q!`_sx5tvtGjxNBBH4HIDwDG0&NGAC^$fAvTKI^VZoUG;3 z@(Ha(F%mu{#~*Lj-!gxUO5U0HV6SIcKc7n7z~ATl_+)4tiw~!;`Lj~D=V=f|Me_9m z9}VSG{FQ$Ar}s>nEyj4Cn)P_-@>0UC9)%9C0*H+wC8+_>Kh0>Dii1ziQF99E4wtp( z?o`>nVvYg@u(c>RauqlwOg`H#;dSbve@C9Uev`g^o*8m4yjz=Pk7y&D&DZl9y_VO) zaT7J1Qdo<=8+2iOi$O7{#ty`ANN+lSW!cB?F+{qvTJC#e4c=KXD5*zGTagom%d z;l35b&8OYL-MTY-Agv$eMx!l;&QJV_SAd)o<| z6k%<8za;kB?(2Z7WTbERNA{48)cMJF>$6N`fQPAS7cOSmJ zv~HTT!Dq>iq3^=^G#;ei$&#m7Vd7#A}zg6XOs5hsL z?I~}yWWG31qmQ|&b>>{*4ddBef71Id3Q3*_{yNq5>?Y7ilQW}q?2gpDo=bt|sg0Me z?V?B6(r&T%*&Sc*w^0L9Wz=M==*Qej6)(l$kiLlhpKNLN%R^euwl?VSAM^2|=2+_8 zqBoF*rKzxPFTq-pM*LwARG!a`cMmiOTaLEgFeh5*HMchYrep$^)TI9n63w^RLe zo)31l?#mpaSF1pMrdph--R-GpEiQCvv;q4GRU}s0Lby49^XqcdI#SSO>$+>JJ-lQE zQ-t2WYcDqyV9D7f1?fMwtt$1WsWpRJAYRg`uO6fJUFFW$t+&xzTs80yb)ys(eQ_hJ zEf|$X=K8L8zy7-u0XfpMu!jdnA8I~sNxgYfh3?5GxA5CQuIO!~yxSf`ZMW&M;PL|( zSa5HSX|RDZ(KGa$aWyn%WsF}!o-@F-s_vPImhkz2eIBlV==-)BGRFYo?#)lE;Cf$x^!; zrA^F}Qb^?AkR90kn4%=}I$!=h*FkNq-a^#MK740+kvZj=a3o-xhA>_9wwFTXJ4#B0 z_EKZ2GF-+BISYG^VL5yQrGttK(nctkJS!-lq2F@DK`feEcQpHSVvhIQoG}SNTNTW>Y>b zC;eH*)Te(7^4_{Y&jIX?!t#Xy`qJ%e>L}3fji-JI3NNY#{q=!2n7yjNT-nX@y_&@O zPiu%@_MvAG%N{ImO0(yDy^8CnV?`(`EAk?a&caY55xNas!{KSw$l*)w4s#+u(ugQ^ zIJ{XMwYYDc&w~xCMc)npyKlx~x}O}eIex}~VHc;pi(%jibMVL9B}NVSpO4mGnkMbn&YSF!;`CuB z#`NAbtxNlR)5TC6Pf{qH^vwqP{Fdt%X6E}>w8+CPR>V4G*Bl*%@w}PL*hntq4jwdq zzh3qi&-stA@>kapki>9#RKGzOt`iF{0o&6%)#3RUe^U=%=WKW$S}+{wdd+L~oVA{; z%*%bP1l^VH?o8?3LAcQi~qtXIJSVGQHRv;3N4gN zcII#9Vv>rtC#n2)#BD%yvNGn547-Q6lKfda0AVzrzIGku!Sq>1Z11n-cqgIkO68Tb zeX^U6L>NQmw@%Zus><@A7meD-rz3cyTxzi;=%={WfTyJ)-6!`&u{?CqL)2g~8!uW?QlK1%ZS9GNR^-7vp@*a_;+ z`ob%j{fV74{)Xk9Mb>?F^GLYHo~OrU)sDaEtMFsV0j_ z$OreU%|ZqDT{xL2QmJ`z>02$Aryo@=jB4TE;pVLe-=bL`ep(kv zSw?D5Gjd3KmNWkF@A|JW_PDg&Ur&rh7FG!asyO2LqwFsC6j%nNvFQ+M7=0=EUMw7r zkWC_^Ka?ND0`1_y1A~zja=LU`s^gcF7I%sR3H1-Rne~0-(Eu zaT96zoeUO$&wUYm%las6?W#f3jFv!)GxjnU6Q$FvXuql+cY5>(8m=#|LJ1_r%^bR? zx?y>1?=6+_yl?EUgT*M(LA_U8Mkt%+9{ayXHNW2B@iJd%MbiUz`A*=_omCOt=p%Z; z&*SS!3zWFS)&#`BjGNVN5u$^HjZE}Y8QcB)(@=Bf`_kP!mzx-?xK6}gC7Szon zWbU44af_!R7$V=wW1hnMhsx3I5&nw9@IQ6dN7>P)rVYw}2LdwC;RwSXjaI6wWq4)% z=GA%CK~;mR-(lAC_aSUu`po#kX%)?%hdMIgw}em_3qp8x7w6oN6+QJup6lC^_mcp^ zdrhigZ6QPReP5go$ih}J8w2;}pya#s(%%oP|HB;I#1i9G0N=XaYE9qKCtWAIQZ*k_ zxnWSeZcs=EO%voaRZ6+ie%e76mHea9Zcyt9bvkdB%Bdg%syk@3aIGt_JA3sj3jSzZ zVXU?X@U4nk7)|PxA=eXbukK6DTOY{%HaMLrZmYwEFgNRUYxt#LwieGCi%60uWBQ9y z7qr{wftBKwKq;1+4YbdnGF==mr-cluyr!Pj#0-8SxsH%fiai zwhok=0Ds{%320{6LEixFUpoV-}+Bq z(iC#Q4@uOXo_fDP01bi0qMpaQ=L$NZU*Bzm+EeuU4+bqY(5{%wphNqgPP;ZN{H>I~i3Yhm`h2-2|p zlnA0mpS@PU;lbUo!|qAQrq^ei;ainn(Hs;G`*YT{VitdtQMZG%V?Y3|_A-ANK}PAz z;r{IxEI==Q7JbsCKYG!aEQ^)O#*`K+knN|CAu;y99<1H85qB1hz0JCmJV>D=x+S_P zkOH8$Va%^Xs?%*L)z2VW)M;h&+eGLMyS*yD1HnOauy4%6aon6`=na8tcutC?Zn+Am z;n#NaxsO_rldezPl^p1Irl zywScI2uplut41~E<5Ar{Q&2R$64Z8)zV^uW79>#Kryki_9lp1Z@D)sGVz;HEz9%eN zyYF&?T>uCv49?H;Jc!W?3EyZ@H5bh4lD}@Ht9}_@$VxSOW=1T#*}=I|6D3}mp}(q} zB=ug{49>oAX&a1mz7>vM5vz^>d8I0=N)_Z<*`Q-~CWlvypB$lkP8w_A|0mzY^t^!D zzA$+ht>T5q8Yp?yO4@wH676rM{c73V=`JTq0Ii54{yXq@v`$Tc;p=Suzw?o99CDx* zS-b5kP6C*+c5uw&Vv!76?9cWo9%q${ea^LYjD-ChZ5i^G$sf-HtS%zWS>Gy{iTxN_ zm)!T$@s1mbSSjUnlpoq)!0@}D2L3Atu^>-GyEoj@dQBSKyQJT&TBY}G6NhQl=+tth zl#(q_De6&L>jc4%d>WHYL5o>^=bzfUr!qUmRZP1G%DojS^Q$ZYHEy^osXdHd>a+Of zqehOcUdEAlx_$|KSompce1atEeKDHpISQO;ABLMvcCj5 z9`Rut7rNngwycd$TBrxfp9~3SdDosD?x=yFKjaOGE+ME<($G1L!c*$PS73hRsr|au zmm2_>sjVp0U+7D;xkRjLkvuaK{7pT(!DACu7HK6(Un0Q18WZM}lmx;fMD9#cc*vB3C;|P82CvN+~lNlE7yHohr zZ!K%HzRVBEgK!vX{S>Nw-&JRN-(EBYt$|d;e$Gk-g-6FaV4Fjr!#2CEbsdCKyWg>h zF$HRu;`^V>(wz0hYqTN6`3cQxRU^h8=}{PvxbHnniAy%o>f-DEahv4qnq>^P_dz#i zcjQ66ACWe@{PYaXkMkWW%CL zW>-fE`1NPD!~|~HyS4w@uQmGjQr&_RVo4H?w$|uL=IO1RKqu2UoJNym_i(cc9~x{r z|NLDBk*_^8$>Q}F?DZ;EF!fE#&uoZMABDgwgmmpghoY^!uBW23uQM>%Phr33objnWb_SIvk;Fju^ajz@d$; z_{xQq)G)?We6q4<(jol#)iRvKOb4$B zn{{X9b5K3NNdND+g;iR;WH#yt;Scpso8scsOJ|Ll<}Z)LIv|fAIc7m9@csL?AB&8h2Qo;gD|Vput?-|lC(;GwvRSX(Om9>ICrW90A9j#0yLer-+BS+kA2G&Kz~ukZmE9y zqr~9=3);TeI2qSoaedTg?0_>Zpcf*}!!nFo#oXRLdbC>R1t66UzR#83LOuK55X9|+ zq9?S_qTeXha*Hy9y zhK_f7ALfUaxI#7G+;*5UGKqFNsCruV8W5Wsp;|%*Xkj+|*ly|GyAr`t-m}yDdMw?( zIh%H7r4ryr>ly;`s!d72%@kIG@6ukbT)f%Ux+cTQJ?fmB_1zyr^k;~F7IV?V$=Ie&Hm_1>9%X_)%*=SqBLK2L1C_GtRBUp5QQZg?A< zFFLonUd`udT6z$xU|J$VyG!KNORsa6uYYGX9qOO-9rZI~4(eavx0cnjNf(EPdPX{( z>uvVL&W;pHoz|y9l0z`5N7iwk*DC&6R!Xpcj(xR%Z08X|8Zb@6fg5^Ufo)7}JOBh) zYPGakIgXmouEm=KcgFIH zfbR-2tDg(9VBF{#0#C68enO`BG|KnP{a~{>{*4Ep_Iy2ZM%6iOgo9_LOcA@@6=+Gpcp+o z(~{PIa%*lYv#>91NeKj zf>)rPqh;S5HSg0I#5WmsMBoFVWAm*pf)FjmxWuKafYoQ6R}nqx+OnVfUBQj3T=-9| zaCM-2bZ<%WImx)0WHG=L^d$dPMsxFsF3Fxv5Zvc6 z7#CP?&n z{cZ3-J`M%DkiBbP=(6%JDLftC1Qi8~t1zIYrR&{?an-BU-M%6n9hMF{qa+ zUeYfvV|#_4zO5l2VwLxCvxWRx>mg{ub?qUC_va?1GO~4>% z@LbczcKwCFnHcrsig$ukDGwogNhdV`0ex+>C~!(nhiVP!KOT$ryxn+}3RJ0?8^v+H zyf^#{02SKxz@cUPH@qExB5(s>oZb1?>79G6}r6fTc^X>`SdzlqLz5$ z-0Vpe5%~4GMDSpG{Q7*(S+N{}3?C-6{_}IM&}jCGlV<;m2SSHkMFkuzw7=>jO*&B# z6H4oO#`4^EG8g-dP{Yy3pO+N!ez1}@G+)l(A`CHr{fh9H2QaHC`QG(gWs;G$vt^Sn z)&2PR%DL=mS*muT8&4lvY7^@-MXQ>`rT5|}V)FYqt#o{Bh4yRJe745kI(-bGJNy{& zyG>wBMq8T7Qdz>Ye)|hE|NWG4vIp@(|0})k)M!k3**JOs865ag59mFLR*xMD51w_p zJJ@RBb+fwLZ<~**DfJf`2Vi`-2h4}DCV0yEwMwBIpcoibWagCH0G_r%xLxOz=dP>Y zVsfbJKs}yY;znGg&4?{Uo$p!tIQQjd@+xzEweNMHeX@bPyZXYoOMY~pkP|UBQ-s(& zm|sLVS?3k#@K)juw+i;%jwfp8j<(i+l+|_>aw5e_p~3$L{E^&c2>KJ6y($dwF>=#k zVh-k}JLRU##keg?JHB--D^j!iVaaOrBi`NeIX$5g%eqI-8Ik)|nW!CtO48UBW+4pz z;hlcQ;m;pwDHm;wHS-$n0V;_LnLp=?+}Zkd$;=RN3z zFDzBZT>jhbyqxz?)#4f~6~+YBfxfmlJ;7R}y+1ew4)4`3Kk+=I*lG5I-;M_8#rXPb zvX8@+76vx21#3zdr-Mf6;jWHxAiS$a_Ocz?sItGL|7%5RJ0?Q8bKUoTfE3cp5~zEK zV0JFN6#Yevjd4e!Wa`< z$&*9wa!{Vt#}Iu=J*(SsdR9{$wocz}f4(ICtOkUsW!RayGiZHsYAi z^%%-Le1txV3~r0)kQTOb7Y6hpJrl|q*8J!X7jD)Nn~DHdDCI0J=LTZ&Qbp$&l`$=+D&U!6Ri+DF2{hLZ7pXt zt%(Kx3Eo~1GCWAAnIL(VTJ63Rbvo68fB~+CSnuRM{V*C~U4{MJ4XjyF?wRHJulCNoxdo#`C9JQP8 z>Xg5V!I-8Co8<5;6wwiPK&@do>fUC9ozb6NZlA!f%g5lpAkYGZ&%LVHxeXw$yo-u^ zlzz)Z?-f$y~ob0G~>)?ZD?}c>Q+G61#;We#FF~3W~*so{1qdp(`~50tIh7R z-my9(dmwJZh=tKIV}v!U*0aW!13+G(kWt?x>NHLBotS9l-s5{vXFE$!uhFX`-`?gQ z$>lP*>gt1l)Y2Wl-923{L+oZg{pt6EZP`6Q+L1kx1(2BvC{@dw%IA$r7klN!$2=dP zH&nSH`=I`iPpjnq9A4=8DS|xvB>5}fvUUj{TC+FOehy*zuK_o#otkDd4?gu9C8YKC zbzzM+Jjmc7Y(u^3{o+;>>(*+;HP^f6cw7nlI&1I0I)&_jZTtkPYvXYE^pSpekJlPG zmQv>0FEj#Fy*v|gnS-eHra2Bk(K;)^;>DORAD7>HTJvCr==bxLd7;*Nk{wy;sQRMd zZ_eJ-Uae=Cf96_O`{%wvNr5`|LhH>>u91OqXuu zonXuNYYJ!W&1iRFqIlGlYvX>5R;`0^|NDaGZ}5^H+<;uP_FB6A0q)Vv18@0jwpTfG z)eag9WaYiH^8s|NuoSM#M1uD0^H%9qZFzi97WxgN zJ>#mI^CM;;li$ObSW6Z?+k#ot4wOcvHGmwo?Qwoqdr$Im@5P<5`D)KftTfacQ`@{rLkL}+D4D~Gd-SX*k_&Am!71u&ol96Ue2{LyYj1W!R!{a~t8cgi49>=)e%oTI{Ov7@=i|y$2z_}YLw+pF%T~8tg<|;?Q_1*} zgGlX-w;>UTv@Md_aqi8I2#@j&r}!>!_U}eotUA=UZ0x8ReLP3u5)7zcitL;9MxWwV zZY~5?R@wI}axw|=T@4sI^Pkelo{#c#Dk>FA&FRJYF10(l{g##?FWP4F-eEtk$>{kZ zO1$LU^Orgwr2S2<`&S*l&SwJzmG>-wqqwqtl|BEw z+x4plQ~Mc1KR-SDVM%F|*ZcaF^W?Yt9L@ev^O|e2%k>`s*s;rMlU5e9s57FfkHz-9 zIc9?Kl80|P)Y$G3sHt`I#}STS9~|bMiuTemP%@YMVgFlX0dQi60so$1?OH^{>wF%e zGcvEe;|=z1@5FV7SeGWmxNaBe+u6PFw-f?>j?Z!eN^L7l)iCRp$K&C$R@;w4IutP9zu@zh=ax~&@<+IbD`;uw)v*3JE> zuDt2Ka`QDI=BFOV9}C6qSUTud1|5aARMCOHs!Yf${IZX{`*y#T3jIg^Lh&$Iq9#B9 zN*9+$t8KS-*7zn$00MK|E`Aq=iD72?e)}khvxPg3d!=#bQQFp06Yo7U4yh&Eh8Ihp4P?Q=W#idC;x_?!pbAx|v-Ds3XeH$wMCH@RAuTbxQ+AGD|0hUTuG z8?QhytRmY|139mk$J#r5ko*xvK>A%ePrbo17XA}DwxG|s7S&I8hHq2vAoCdO>44x& z{RZdL9|zW4AR#M2QuG+DSGc6+@GGQqa~QDHd%KV?NMyRXg`VPc{=OUgS1CI%H!5Cs z)zeEdbBI=xzUj1_{mS4 z>`c%x^PP367j9bmp%6dyd$+t|F6zs5$7h>t0~3*l750|@d|I0m`U|VJ zD@7e8Wb|pL{~lBkywlNpNZ&6tis$*S(q>$m9pDR*Te?bZ`y6YHUG%Z^))3Hiv`SsM zzu}_$>(#Jkl*_`0B@tW=KEG6j<^%*Tdr4~Ny zQ+oB;5zhLb1j=RatMv#9$e#m%(xVvcXq3|LX$jE1k_R`v+z}tW?ZLuHGTd4WZldvK z?|-Apb`DYfo96tZ=v=!^Wuq|sTS5*wM9QHMi4-D-bVSjKP_h31p8M+_@7V9yYemm9 z=Y3z7pHBuK(m$zNzVk8un*2qii_CmM0i3tcIHda4?W`?(OzYXQ}3viiGi- zcJF^!&tcN}VXs#E@b?M~U$4S0v(=W+TSfb8_~c{#V1{cL*1=^bea_0;Ph_a2bngHP zdQlX>{vrj9exmL3+j{eMYG1=FfJ!&2TC=;&uV36I{S|F}S$ZzE-Xcxt$B2IIoKkZz za7j+0_`l<0G-(doOyr;H9&>|BI-7QJtFCma=gXg>^w&uB92b!AZ+ApdbxB?}$H-#~ zFE77r&o-0i@hvQhOByU(rNeQitoya{PDD0zSE8dhN2{G0d`~c+_PIxnTH~^@>c9f6 zoGdm*zcERH>aG~*nNgqV+lV4bKUxDRHHYc3q9LW-rQa7#d03U`&M(z{LeV$<1wG$1 z2G<4A-xUs_BYfokyR6nW`Wock4_BcwX}2O5aOcS^a8?VY+ysMdj4Bl#Ee%T3efP8_ z#@FSi+V?$gV+&RM2Q~Cg1=FG5e#M=^^2nnkQR!V9hS~3qo~gI&oCWSoFn8hM?YG12 z`k1u@L=_|0CiXC^JFH60<)qbccTS6W!2h&%3D!pRom7OMaxdMm6 zsXAI;zs8@aM4c5r6zm?u!PpL=?z2ASoj#9rgcmpCo(bC|F`M-6@Rg7DV&lSdX=V#y zwGwQ!w8{5RxaIA4LrjwUgOXHSX6fd>%~ERkJCw`QVn8*^YL=CT=Myb}FSMNJ|27?5 zKq{^Crowzd8gqd*rU}aPFn$!P%w|u?xYr13OQZ?_J}Rkg>Ug-4|Mmuew5E$yV1jI> zc}%Zqs(r!)zlCh~u`r!-YR@r_9d)V$G)M}TFII} zd2LlYP!~3tU=#6M?Z@7P7{}$8W@2|f%VgflU#oNcw4H|(S2js+KMQyCqB{Q(Lr9`c zp0d^Vise8aPZ+MYvtGonkM|oW!yj+7u*$A=u&cMEb}4O^uKoP;Fu>Q?GP|E@D6(1cB z@!25oJvRdBh2CxknTV3KN?Ls}NmuH5yHTsntGz5OC151^IlaiVbIM<(wOF;ei`2sY z!m6!yP`cNG3Na*DsY2JNe2(g+IBu>t)-(id>a407#~Y9S+RNX3UW=O~PaXMKWF(oPUuT4*4!!@)6Sn;$9wt?GF-FOJLVD(O9I z8yboiYX;QBRz4iYXm*(R>;ldCP)N}7J!$dyz%Ln}QsYx^jh5G_T54`b=}+k{mJJ6S zKAZC6HkPU;$~O0<CR*B>%RIUVKH#KTQzDvll{RS!#*ZR`H% z;2Q$#Ppx9N@x)W|bwzr?8r)s*+Gm!NLxes^4CL^A_81bYD4NmJAG^aLcF=(hZ|_Dt zxs92yi5GpOxfN@Q_h-44nL*dV1ES`sm-hr#cI^gwVXdNNZ@!Vm)V)%zjdM{@KNSuW z49lxmA~0q)QgoM&rDX`1P2n2-NNQ{u8?ttW7QXPso?g~ReoI|`uv6yWX6dcA&da_5 z%yn&ZdhF(Et9z#1Yk9KH2kMt$`sZ;?Yn&i=I(=n@lFe3%(w2LLdET3@^3BMwC5v~2 zaGB(kmsQ)hGb!IV4FIdKL2JY#kHUy7U*XHwo;AcaR3i^X<5oH0$9Jspx4Qqt)uBm| zA72urg4s&yY^5+(4h3sskVLcV+RpoyrBO_o!JHCl;=RlaPBy96hyL{g9_i@kf)`g} zZ)Ohq#n*ZV3a3TooD(OBFHNs!Chl^VlCzS@$^3$_0Ld#Uod2o&=cokSse=5Hh2lnA zPv0{9kuSk~m2eOX&K{0Hx1D7@x0)Tb1vExt-+HMz>Sx#xqG}4a-KTxntOUrT6)PR& zmz`=u+a3Dv3e+vQ``#^Vuw*KZ$lc)oLaR3Zt>cFE%zdCr zK{U>*X@dbGVs8N+qMo#W9;uJe#o7MDJ|TZP)4N-dm}f`_j~u3RhjT08ktx@&8-K0o z-=VEf73U>rCl{tGT<^v?*Gf+|i->y;riY1vlI@wfnw1n+#X}HGl4Fbvw1>w6M|v4qSC6$eXVRi)p|8Vfs|@ z%Dke>!A(hHI@qt$vyQ~~H8u*7Upv&YpV8%|jgD25D*jk5j^ku~DZS;yPH&n4aKStK zqsQb}Ba1z49u9iCi|HTe8?Ewy+Ef>imADLAz4Lk3)5bZB*6g$DpIxDjL9cm8Y($UR zEQR_hsC}y==bO-3^y^(#&@u!L(D5E_G0=3rN+}A8_oVyBcxh8Fq&_ zXF~ygxNXiQpKqkKh4|wGQD@Wacr^2|XFwhN08=`iZg1KPiD-{UX8SMy=w~(3mZd9KX5|{}OrQZEGC6l_-GoUpwDo+gynSXl zzkzp^k@kYn$7E)Wm{+-E*8*?;9dcz5+|9_!K2Rp&=3Mw$;0>fBxxe>YAUi|?18q*x zPn|h{UMLFwUcP_PN2`y|XU%%0yDcbDc{I;^Q3+c*^Y?wfq`?WF9`|K=e)7%Pca`*q z+q^6cPK1XLIoit?LKdNU!l-xjHDKF;-{CgPc`3Qo030zg2hvW=7cp@;{L?%3)UAfe zTbY~RW%;lQ_|GZNpu*+R>lRmhq&U?&$yCppP6>Z)_EdYs+ODvD8#bi%n#dZ!MQtxP zZcc&Lct1GT+(%Okc7KHGWprZwuushX=4*5#=MH-P`SMa>yjjNRx}xvTX4Hj_oDXMYzpUk}Cohr~_Tps%zo@#bMfMQ8$6l(Cu+{Mm{OjNhc=)leb0}YGqd#~nETh?>RS62;RkL{m&j%X{j3&@V&Kh{O*`BRN zvqA-*o+tC9CDkSF76$C>h7$41=`@wM8CuCIBn1vt?^H+N|jP7Cz#O z&#%>ft#o@6wd?7Eu;|c+yiUH9yK}t}a}95aH})1i3R`(UW0Ws{^)qpq@atRd`!l;I zwBNw5zY`A5E4RJRH{XVC^OfQNC6j(t_TszM zFBUc7+j@FW48fmBy>a&Jl7ZU61KNM}DG%|NQ8+aiq_vmk+ss) zVqVN&Y|@ij+rWtGC3aeaKlKy}!tvCRhikP^c)5c%EV|3xcxm*Nh3HGI9M{ybJ>Eq7 zWTldA$%QOHsPYaz4#=t>|Lps&au=NBnthynbs6-F$Pa?FC4DOVP3?1g55BYI-vscp zY|APPsmNclv-TugMB_)R`&Z~4rkjS>pSY*yto3f)+l?ihRx@?G$~|qAe=P{+-8OyY zrmA5rKb6N$ZoHA8LlKXXhk87E7{H z+1AvL9xXL%zV@p+`v4FW%SI<45Lv0OVy=J7471lKU>FAL)H8 zZ`_8t?p&ToOD+aLZj^yVQWrmCZXKfw*d^6Zxm<-v?bHWW?@MT$Zey`$p^fz&P1$_b!El&2*#;2;9_= zr4WB>=ewuv-UGGK+!jvX{gv&HgmG``b_YFzm-t65>{32QqjKReqZ?;! zaNt@IoVi-J7n9vY2j31}kG5<0UghDIa*)qjtiE-M$`PKZ_!9|`h+MrFPjB)KuHk+X z2;ZwtppjFkj*uQEW7$QUx7s4{R2uvq`83mHR%-rrh4T<;2Uff4FS6bJ`Yl%8FH3Z~ zpGrKs&y4l$JrhD__GsK}nb@i}-~~y2Zum5XYjkJJS>-B`t+pe+B}dDeMk8ahJNp(M zg~iRWZ?n*}PSpGQz7)gSG2w%i`)HM4jd^MSgmnWmR|CLB+Ca3oI%0FY7A)rT#>(-P z{9gmUWGsBqXfMbHcU)Q;ojgh;#E<4y1e?r(C#3XU$dWZv!HN>XP z&FObVUrymEIkaq(>Dwdu_eJ1}caCU?LIZLwSP4S+`zW_Bn*mG0sn_iUZ%h_G@jJME zK$1%DPT#`Hbj-8_@zw+B?|ovd&5I1-ihM~>FW~|N#@|DwfO-5;{xn+AXWzaB296x< z)9AQk`U%-+C+nQ2iS}VV$g9T;y*m${L6uMOxKbL2=knOs*x>KlR1U46tVslPx_hX`? zaOS;zO#?|Kw}*vOfXV+I98RW(F`wFo``JQCPL9*+1ThYec}6uot%LXJ@FlH*vEjA6 zwVX_~sC$r6%Vn|q^+)1C=`={zX={{U!CL3J`iwO5G~X?#vLH#2Os+fKEHCRr=NWQq zr*OXa-D7Pi6yw&|GfG4BS?DoYx;vg?o_gpWiQknRBbS=><> zxx-O^YDYcpZtc+KV%^%7mPdb%3XRtB(r#r9y%}*12EwD)cGsFTtA4ho+)d3X>Wn{O z8<#^p7!8hMu8Ei5gp)qkfMV}D$_QS_5 zkk{X*T}?9@-Z|7*r8uGsWj`FyTF@sM+1PT{zPDAOZ5_S%O^q!H1&I9)~jWt*=qp8C0T zN=pZacbnY;h$fn`(Au#zYo)I6{V_|SJ{*$lc}*Xfu`{V2H?(3DAAi$z_eA{Fz8msy zm+p{lZ{BgU1;4?tnXilSQrmTer`X!8f`v3SYLQUxV{Gn{8=HK$NQN0LJ}Z;UH?$AK z%o}>qZPXnP;$#DB@jM@3VX=BD1b??^L3EC-z216eZxc$JXXtYd?yH>3Ui0|_gRdYm z26(yq4xp6h0m=e@?etLVmHD%}n=$p{C&uS(ZKCWNwX@xt+}e}jj()WD%UrCk&2AE? zUA3!Z?@>J6rDZ>Ha_v!a!4J6l(@;o(>159god%2gc7wnmE0sqd(>CgSw4EfkE1N^D zb@A_y@9((27vVC_HH35Z=u_{c*15fVNiY8vTHJ@sIvwB<%o<|3@*DhV$fz-YmHTc{ z8%*Ule;FPQeVl-u*0AaU>$k>E%LtFWH2OEgnDmmD2AXDdvKIy_5#vkY_5;*$_WNbH z1+=$_uj8Y&tv;xPubk)8B zDe`plKyDEP?fkJDtxuzGpWS0wK|IH$BUjJZ7Y_6~^&a*9p83nB1U0SGcPCWiZ(pww zVDh~W*)24@vf6isTkZzNA|G*CiL(mOrA?a*E4|L6w@wd(-dEbEQz^ipD!W`gog!if zyB|Mo4ybSpgu~-RJjpT+9ZvG|B4F5|nS*vYx5(M*F-WL>Lvz+h|Gg)lZmw|2T8P*@ zHK)V4{(XRHUW+Op?h+W2>z&lUv0)%qlamZD0*ynm`^8HuL)z!1F>Vam-dZ5H`;b4MT@T%s+>Kqan0Uvh3E6Vw+^of zA*`T6-4%eq-r3&1%6<>#?&H1plozWmSZP)f*SzM#@gQ3#%NLzDTm2@e=1aR2zp#bL zsjTCxl1j)c|JU(mtKGF*T)YlwDY3e|{`&)yo@ku&&Ia9S#Tm1(i1d27Vnw>2Dmd0^ zgp4;hPMn{!ikis~h=!ZN;|EW8>Hho9I^UsFpDiH0*<1R1qd~LVPkfGDY;tg)83BFR zxj-TxVLof3y<5AucByLG=Bd;eK~gQAz~SAgip?2YQTx7Z833W_i*7a;&F{(F>cbVX za&dO6o0Cfqg%2-9{a7#Fqg~8hs+)^Ri_s?oJJx)>y3G#|t>XuyVI1qax<(g1wKz0e z{Nij?fX#sjgF2^xvamlE+D7}-0iRv;yg`pyEy?wHI)5dH+^Xr*0zw;V|s$FxUays@)Jk0@G0@1yG}Q$w!B5 zY|z-WZ{X3R4;b%^QBtX7~P&pf0`_?)QFU zRJ}ARXdxculfIhg+*>|ZLsY0>v1hgQSr}5(933QM1o%je%<{0-dI_>$8i94QsL&wt zUH$%=*U;tdop0S_58n(#p}gztRNAU__*G$fn4b+LqDKaJO0-JQpu`) zb0cr{675Xbg|42jzSUtR-+%;gqw>>C{ZBO?#>0a<+~vwsXTCyugk8Gyrk6djxD(gJ zl=rMNZJrAUZnIl>u=np?xVK>1CqOa}vFa}AVGxmGM6^xRjs}E z8Knm@wIpgB%1RSXTlHb9Iz5lCqpR55NY`2IL+H?^=$Y5s#X6MdpXJHfIoz#t>jxJ~ z=e>Iq&mF^Xv=+PEj@mm{jv<+Bz=W`c4C;r5cX5}ukF2rx=I>J6bH8Wbx-ac^?OS`8 zMC)065L*oET1o(M$q7qNMm@LO=8=9SJQ$l`@FWQAV&3v%VLu^Ttayt-G`jBOYB!yi zJ;RLaFE)X2oA(E?>Qn$8nGJVJp3Ta>+2ppkR>4`uU4>;b?J3}tZ~IdIFj{fjn;ZrW z?|ah!Zf@}kvRt*C5%*Ek!N2Klz8L;C?KO5@eb%2jdDwPf9Gun8(0jiImFfn%0$jj#?e#>mCA$gbEPjeGo>OxDc96#Fx(tt6EzxBk{^O)W zYz(5*=*!g}Jg+|0VRM^pDJibL$UMhZpZWA!DQwq7>8jUt18e_%zV}AE{G}gRWw1aH zS|+RA$_vZF*DK2X!Kc6l+rg$-)@QeaHfsx?Iv?-^ycCwcd9?~>a-Ao7@Lai%k$Nm& z+oM+5#sNXv-jf-AE*9&$Go?T zG-EcoYPCLpUn+)s6?_!K$GvsIdX;lr($#u)Sl;hq1$$s?DE8kLS7u5}T|=!35P%yb z3CcY_GhEs-FhV^prd2O$PsK<;tE1pAP4Mh0J*=m)s!MQepmAEWK>K-5Ny> z+QWKwdv><#pS9wm2nf8kDLHOvS?!X|h=8Tm_RIU;S?cppj)5G2Knk_8XOYn;TanEr(}= zcVAdnx?Z*Wrp^@pd+kRQ1B|0%{jf5Y>lJ~$glE?07M&|qpQSoP@mVon&oTAi_ETvk zt!`p58~;@Cav%cm*p1IaFn$+y{*Vsx!EK??*yldnzGTP%nVP4kPUX=9U90?-8p&Tz zZ-QU5^Blq2SL<`*euLSQ)xNh2G-$!L;V0tc)UEzTL}IR4WuDZlVyNBmi&MtyzbL@`jur0NA8iM8q_c;*Fx#9; zxh$J+_+INo`>zw~f64Z+2Oq}Ya|DK>LQ8ryff$=E%r^=c2y~I`YK}-n_^>umB3pJB zLB0E@#br~`3Jt2_f(Ge6Zgq}SR&$n{-j7;v8C&h3s4)k>pdB}|erY`&zG*9wv*$1! zq(=mY05n*7a0flfTfC`l0_hGa5>q&XBbDyWOGZ&Uj6Zj3RGjX5zwBwYVLd&rdk?nG zL#TqKp<`a{O;CuIfguOS>25B6Nz}iCFUQT;o#T_Ndu4HW=}h$Js}gmU4MK-Jo!2zxbli~XUoDSyJ9_y!y?}J&cx*lAww12%2^0P- zb-Le=2HkS-41aX(STE8>a5_B)zvIa-c6wZISW4=(#zXyU{>i^~+8jKOhr;V@We>(G zUH>xreZg*v?vhs>CmXdqV=Mj%m2fidRycfehs(aOf2v8-?|mDi&gs_POqbivCtg%x z0^3BXO`UdJcpKH{x!-iqD~fonJ*=I@DIv)>in)ywtpJ%jhCW!}avaic2QHSSR@b4l zN#j!oARE(g#fGsWatZ{U3;W!x3HzPm#3(@V(Ct?|rF!oFm80*l>0fU>v3)Bw2Gq^F zf}T1&)Vo;*V$(_l0Gl3#bJJX7@|Eh_!$h>2zrSv8fePnQ&XMo-6Or|8!Cxv9AXB?R zhySVNWl~Tq(G=X9W%X_tGt`@>pZ*9|u+7$v79o6RlLHoe?&9Hn(|w)Nwc_*Ed=AypW>KHad>y0~d#7-wK&4K>>iIM?czr4=pvK zn7vS6RBrC!B=|{9F}K~BDgx4&tz&=L((VkPZYeyQ1$k+N*U9dZz$`l!fp;RG!>#?G z>wYg)KY%}{pL#6Y-dHNwTV#(-Rju{D6moc*?!0sFeDZNT?_5^lSo}Nw?Q*9%7`K>G z_ud^Q*tK@@<5L~B6ke5qEM3WMX91*@vqb`58eD}~wQZhFvYtD-{5`!};?Df2T<{+n z-IQ@|He#FAJ^S+(k(z9{XoSxEcesn%=RhxmqG2sDv>!Bo+x2w8F2r}9eEBzNp!YP{ zJCttzjd|UAyZjJ~EBd31uALK?>^I+P#`a3D>oD$qaQ=>YSLxsv_v-?D?8cHYsePf& zHsM+K*P7`Qc*g>GxPR6C)5RW5N>7eD_~*hC7Zx=3{nPu@d5v2=AbXta)a;z=JwPVS z7614JXgYd`MVnhc9Yc8CJBKrH`6>fExGdjTAtk^(=lBo*z`WB}OqWq=05o5YRj zi}i19-1wb)mCt(n#V7RwxOioe+D=|r?Xg)5lY3#ueh_-17pcv2>su1fY~yd;JWQi+ zPqn8YyG2~N4~+5TOY?HT6ngK;0mqm+K+MlayW<+I&AKN5 z1L=1ge!U#{XYMb1$=>?gWr~iGcE`i})onu;Ir{+9v`l$^21M=Qa~PWA+r#{?0tQe!sv_v8*Eo_q}dUkDU}5WHNH zRH}bv%$;q$ThYk-L1KFL-BfA9WGnw zP%GwQC!6=2f$N>){vR_KQ`gf_IUbZETu;@?^INrzCdel%e~VvkH`4K&zWbK<&zrzU z_H2%BflYpFz$e|>Z`9@|Ue%`}y>GPO#AHV8q}70UP5oKy)Ah6k_Ex8{e`-JMLRE!E z?b*#;ZZ$%^z;nQh-f1X_QB3T>?piMoHuux7>i~0*c(TQLW$gpLtt#eS04}T66 zV3!7<-yU}opEpB(Kp_;JLwsd1{Hu}DIs*A#~aHD+DYDo zlxB}W&T{X)_7A*}W4_O`oX%#@`5CXyrzhu!6t6RF#<>4`pdl}oFt zxd@v3W7+u)n$xr1=8YGYo?d{dmi!RQ%;{9u*Za~t|2Uubc5I2%X3zOHqt;e0W9eT% z)Yu>9JfRpAZi`Ui=yBXmrYKeKv#0K*$c#(=0AcRjy>wXflz70oZ#^z%msO;CE}on0 z>BH`cHURBK9Q;!h<=-4TvB=*@8Vkdd=kAFHCx{UEqiX)#J{nria>Uvr?Z)X9>dkAF zlQn2@mRj>f#|bl4XNzO*@vY>?o8~>FK0Y@O*lVxue{|upg%z)jFy>t>+zyFQj*W`0FxAqazIFxDnUUYm@RR$9IC>WvX^ox$OX`fU6sS`Xy`Sc3lDtkL|y!mqQ%wsH(^% zo%r-zg8VA9O0#_1lV|rAlT@nZ<9&YYMeU0-e}F;B|Ah?lf^vsgSuZpEvo!6U#+EwO zYG3?wx`R%%UCORXM&n5t)KYOee5n5y{S&K>`}zNMQD?3l9;p6|cpuHZy@UO^0-Ge? zgz)&7;O)Blf-&$^r^n;+wpNZkbt7UzfNklUqAug^t~S46{n1Re`Ij@%K%~`MD&_O1 z*b(K$Br3T3+aemzeZw`)k}Avs_6+X=auZl~;WViJtGx zTQ~mB)$(PIaSo>$BJc}$!J}f<;rBa|=Dok6NmTR`10n}uJ=s=kYn;%>qK?;V(LRCr z;;Z=5&G68+R=K+rpGII+{OroX=B({@h`h@w9j&E>NoPVd262{XTkmxz^BwcfnpLzk zp0%@?3gh0!>08@5c>Xy=?v>SJ2<7E*`J$lJv3O9vxBkeA-?HR4&@)UN#?a;Y{s?`` z@GZ|vf86;4D@1t}3k~=x!%6qpP?no2{z-g@2Yz!r#ZH_rg`RMZ>i}$3LOgB|=XQTB zS*)y%x;tyJ41>=a-}>M=d@TC69hxMu^)TMufX-j~AD&Q0X|9=*z&^9I9b5sqd`jgaS$SKf(B%L^A>dk4xn z?{3L{W_R908+wdK9i_k+#clL26C0zGa&?6xrj4|e0xeuEMr_OO{+RFImE^U?ewoJ7 zxUzyUS)vsExu^S8uC6GD(~8t?6nH?v~UY*e!5^O?K|cjO+HssER@a3aWV%? zfzv(IYKMV*e@@@PSWB1eu)wT4F;VpH#do^`ZlU;bo&&b&1>X+!A;*pLLFh8Ycy5dz zD)>%nDyW7suW~6NwZbU>7w6yO@n}~5J5i6as-XJ0h^|5JyDnCzi_ts7_BvW*@WRd> z_FHpIs(zt!k|Xx!bvlL*Mh!R*7@UN)bMl;}`{77!y^XF6g4Lt(af~e4z5%g(+r5gj zWLfZC7b_YvS~*!d8eh8NF|LC8@!}jyBeGmvOGj&JT*tPuLh=V(v0J&SNF6HW{^eli zK4&;@v+|i)y6R?de&!c{B9e(Oby-h3ceu!&$40Np?<9f}WZyv5Sls z!@ESX$P8-2{j?MjsQ0s{&}v3)tUlbH7oJh;_L|Z8^acWTla3FgMxNs@bX^&q8f>hwnE|q>KU@ z754cylyBiBHz~r;&yp8S^$wS`S_TJi-jFt$SnWWv#S3L< z!eZm4x`*XZN-$7i1Ny<=Zm7+GuGeS^f*SVarhP$S#2?!1uFacPer?doYWx}YC{#^H zJFk>e0HV9`zaP&%m%pSHhJOzq^b^T=Uo8cfM(5TFh3EaA@7j9NOPVEV*Vs$~L^=EJ z%cHyJxp_*!w!Z%1`;}e{nxoRb9ADRqySU2j3Zr$P(Rco|uPu%xS5JY=8_EpO!259M zsJEx*dws_|$2)2VllXNMf}0ZwZQ}_23zxG(2-D zVmk}UU}Y#d@m*L8{f+9!M}FU0v@84_)pZo!?3tXxT0a*}Kj)UoKiJNybC#x^S7CiF zQJkE(q|mtrb%L6C0k?ISR+;X5;$(J;ZDHRvDK~9b^%7*Y+lk}p^=nJk*VLLOKjgI$ z?A@nmGaV7N4@zE6`uF&{D9yo1h;&QRWaI>3XK;7(6q0*;PdvV>hgk&y+(NnxAC&>M zTNZk?Xpu3Ehosa(arXS%B=y2EW*=_Nkj#sK9A3)kHc_yCauOY~^=y`B?^ z-mosYz4_TEX<9CG3k$DwYwXUS(Cl%Rj0)D`6{UENL_zx4EROxrdL2TFszQ9*p zR1hgxNs@GJHFVL$t}t^w{^oy|+4&1MFe8IODMB$F#(VXvEU+imABXMM?ORs8(2v)k zVmv1IOIA^6kZAbT!lCCKs=?uSjmOx{nP&4mJso@?fS`X z4Zs2gSw8>B{0G^l`vS>K*JIolKF7zPZNOlhkjo<=9OCsSJh-=r-z-yJMH<7^qO~_Z z``-N<)-$)h-WTz_*`CgloS?S!y-+(cbvO_lJIwRdpL>HU^i52+Hp6p=ZUHMF5%F$! zH)I|{mA?axZQuPzr#X!~tEV)}rbYOd0?2+`QJd_m!QkK=T$ywbtcrTTf=Fckt_=@6 z{FuAKQ)^u3KRE0dBQl1`o~Zr`oe6VIKdHpaqx}k7BIa0r}NcJqCAhRvapLS z=k+xgv(eh<6f5It0Bal}7Tm%7jkG`183qfa@!qzwk5vIC9w5V?k@&I{ClyjJz`o7m z{X88PW&npbD!bWrkN|M)Jv!5ud3f z*kq^cW_GY2?-A$AT@08d!*$!dFudYT-(2VEIknk-xn+DC4P(TR5H>aL*$+RDE2rBw zy^eE(W&Ln%oSb!&YCM_UH4}@rgc3i?6F2OI!i3wej&&~C7jXwvyD$h6>G=gD^$AGh z{H{5>1~=dtE=r1Tw7bFMUA!(kf9tT3Evuc~-=+rSMEo7P;d(nApzT*u!X`_?P9O7f zb_?=Tqd9EAeV;P+i@%e^|4K0)8=d@Ep~p{W3*#BcsB{%6#&)1p?}FN@Fbbx#^*9}# zMspkEciIOayQH9HetRo$Z8tx>bUWRimNe%3i&ld~jnF*hs=>E;n&h%Uxw6TD*|d4v z7CV#N)4N~W8k5LVvamK+^u}B}IONCi!W~9P-Q@lLv(uNm+Fu8cr%*wM46_?)_fKKo z%=yl>PF}%D@pueo)Oz$7OYc1DavPxhkL2txqw;~Fr}sE~J&rwy9Z$5=JRHLCbpd|h z`{}g0f4@jXcMp-iA2FHG%watkXDyDx1sgu{1bGKbn0Kx(3H|lFYq72VXry&I*LBXU z`aX_Q@Zv(jKl+Z z4hF&g;45CQx1#g+zvBKi&2`~fC`6Ep3CH78p70q&6rqZ~t2I{n#&$^0#h8zUV?(spO#p1dudcDu z3SJy}i1BR&#KA?JY8#csr9b~uxI?MUE)9g4Y@un^999$eM-{X;xg-7Lhjq+&P})^k zx4G7;>Fo5}V|>Yj)=FP1muTE*I`hJNaBfvqvC)&vX-QFtRNe@iE?(HYYzToWDk|7>4e<_&yG4S*Z@bry6k&-nKKr$YMEhmVS~>o&A|$Es?V`ptr+A^DdXtJ zr6b&pt-k7)k$g>=SmW3*-WkiRonoFYoLQPcanzskYQVL0+s=?2JD2sZ_h zP~NSN#N*bqqFT{>a-sv=yo>xW8-wPsY>}FUXNG(eA>81SyHlMqMY%Wk9(?}UP-9oO zRxNtpN?xKdVh!@0&XDeG90^rAfDZ1d*bu+GRP)}~+18GBsSW)rV1DJQ4M{rKH$Y;* zSa8dS@5iUQIWglY%3*A^uEW8vMTEQR)U(V(@#$`4fya#F z;~Wf2Y%@77Ypy<+92dRTAN~a#Nixo!{{O^;eeQWBVil9_Y=4f1b^E${tSDuCn?ct5 zSMlmJbmA^rtDFC!x4&rMJ63T9K_F4bF?&4D`B?u*sA(d#qy+UeWIY-D~sx(EOx1I6uNC}Li0x36Ra z-GA|e?_0FnKXWhzb1AJKzTB{E=XaeThzVN1UT@^DmIJygILSy@JudJkG zy?#%Ctf_in0>1W8CX(L{3sFq1R#Ni!-cf-O!xsxI6KIJ@P*|iNpfH>kiFqD+6OXH- zd%WitqPFVJAw>vxuulPse1pTr0Ud_erj}kBO{DhoZ`6Ki_^-mZB;P%{`4w8Q(uET7hqZKD%qlg>5N7eD84O>wN710Z2T zd!+iwm)5;j_j21oI{;K8A9$bleAqAK73k;kaNe`QF^M*IL#03T$~Ar_Qs>%JnSKbP*doco|-H$-A# zJ&(E1LHBRX*8Y|ybD{jWkIP5`Kd4XX7H&|VN4&9GVUy6BQnm>N3sS?w+#t6!8vNz~ z9k-9x#YUSw8t3bypLSlK!XAq<7v-W=O7+LrLP5`kWpIhRc6P6Qdy-G3e3OFt#uI6v zvex9JrbX*;apikX)pJ4IR01W-QHgW;ESVmLDzIP7X zd;dT$=--&^FlPoe{fMaWSBvTtlQzhX?%5QVnDYT|o?N&E-~DAkjf?%iZm{j(*Dh5j z+IPx*nM3k1bkk18e`)}H>a?e~GnoMCs91ox&uFOQ4*6T0dB0#}*6sXmt;wE#d}he3 z2u8!4#nuj~sSO?i;y)E{z20tui}}bc-{(QnAmqPs#%p!!M?e7qyuti^l7Ej*XWs(t zI8g5O)k;TC?6O~)O!ILMPLzzII40^H9&P2|=LUcIu4r7TL9L~TYppnVSKn<^Qq~fD znGl5>p^Zv+x+B(0PF#cig;&_+J=$BYdfDkDoS0=vtL9YM@mY07PHq&^QgQf~G`pWw zcUp+k{~#3>gNqtnE<<@Czs*oT7xJ;#(T{6*VGHyakldybi}-cF-KBsEFS;9FHdk$Xs`sC5))Fo){SL6wmGa?{ivBge*WUa%U?p#isP>>4T<0yU$(ZQLbH#0+Pz5(VX;3-ZuWjUj2hJ52aJ-&1UCa=#%b4@?F?h$YmAM z>)B61L4`w4(%ZO^|8QIHv3*N&SIz`pQ@W%*Z6SZf_u^pIj_`_Wu1mLKj@=Dr%bio5 zg%yLjiIqnO;Pn3}IumtM!6*!0iy&0f~x=NEwNhP5yta?|a|D zU^!=@8}s#><^6duv7$bb!zVM9X>f&Bl_CI5xG(<@WeFAAnn?&EJ zR9>EHweaJxa219QL;r9;u>L`jwILiN>$B2#(`UCLGX} zvIjwCV;p%FbqIfP4XZ5(xG~QJ-CC@sscp@@A;O@yheoJe=TEIoIyb@JCXGhuj=D-) zdW{yjjzMoyJ$hEo%(>5h8P;LW`sY32Afl2VnWxHbxtpoCD_*NKu0eI6NZ14+oe|9- z>aSPeD&G!s%Ab57Di^3qX_&9->lV}tM)IC(bg;3}MKO*Sl*1H*M)(r@RIijit1a4> zp)4OPqMyfJcHkqEM(?L)DNXg6Lxn)pvGbXR zN4?*~%h1P<)28XVXau=R|FD2!bl_m}2iRh;9iHw>IItDi=#$-UrRr&YOrK>s(I$lj zkluURr5z1nO5Ionl~?_6g7kTKY3TFYQGwtWD3AJc)q+A>!t<-`t+uXwUi*D@4O+VcJ2`IxLll0E z{b3q6HokSa*KxYUA$O>`uJ^dLc4l@T{2FNjx1qw|@3%?qb?r|$N3}{id%yAFEK@Nt;2q(gB*~7tSz4pNVl5_F5wnu_^i_STsJEUxT_2> z49n|!r3?e}Pm}%`(#KslD%S>Hn6>#uM}eeL+j6`J@S&zEf6Yz*z8Otwhk6IAwWcYo zZEgg^yN<1>H2*-KIef=dz$WVEn}dwBy9=??Uh%0>Q%l@2VcHtR<|?B-)zKG;sNIzm zA(;bvkE_?zh57k;v{BL_A>JDh2uaZSB9lyLa}WSZ<|=g~UTw&5xSH*z7xcUjZ&2*b zy#Zf0Coxfp{4@b2EH%uRUCgovZMXQ>>{H?FPn-%E6AYQTzHh?Of8o}8f0EM3^e@O| z?%enn&I-K?75HU4_oRqIG`dV>{sI(`+k*bvv-{*G432i4lq?*83AeQ@4m6PE*-oNIYj(oo%7;p?eNHBnV7(e3C8^Ch;m7(L-D2$ zhr9D1Ea8ibwhv*(D_kG6g7w^tFZ$npS@Tz{Lc^)1So%Po4zwQ(TUuO=Q> z_2O$*oDYwU(9c)u*3rPwP5IaO0`2!sn~{A(iJAW{t;cJ=J*w}RN4%7`uoIGzOUB9g zzSW-wn{{solI~9b`m_DNX5=jn$I7(5*%zL8pte!%`lZh^Z*?@3UH`hbX`wOJ6JzTo zy8eWzV+t(oWj5TR4Wh6;wZ{8Pz2%lJ^5Gq%2a(H*34Ef$yj7?-&?&ShDkY;6#DV1kC+LqLF^8o~v>5%IJgs}TJZ?kMUdlk1T(y3^;cFcA0V#F>+)zlWA z+(E`aR%cwfU?f$xccuH+JB0Q`3&EPSSMTkcEpE0m@F3R|#$9XL7oIwM z{XW>jbP<&=vGW08t$o#CE>=UIa`Bu$HXJfE)X4Su?mGvl9Nbt9B&|h0yMxCXgo}S2 za(h`H_M+!OtfsJQC?+-_tr`5@HM9GEgtXPxZ?;&%wXoS~n~cPcX4!@>$2|8_vRfDg zO+L+u{;|S8envVk-^msu&yzyo`ttps)qkxI{UNd@l=bTMm>0XC-pYZxFzdYs25%uoYny#jCS(4-(I7_F@=q{F5UAx9*HEGGb8sbjB zPdZhVs**8jT;fuZih(5))Fy;JjM0759M#VCsSRQd(6_Zlf9lWK5!~;qmKLut95&l! z3Qn%eT=tIYz>Fn-*y^Gz5gD3@5X7o|?t9`lg%@GFf@|DqhiyiMlb^p`uNn8S zXx_s}pA*bM@f&;W2(o78^SgK-s?R8#B{t4f`O)Wze5Fy6g_B}`t6e2lEPqE0j4tgR zXHMapZXO5R^CCK_^Zw;hb$`W7+|Fv|W_pyGpEd-?<|8*cVQVZZxp>-h>NDa@j|wfJ zk^abPNB-etKPpI;+j)yuwHc=rdh*^~@NMcAf&3R57AZyiZqNUAxSZ8uZK zy5D~X?^BFNox?44&_9Bc7DWt@%O?Hmbco&WP+|Lcxz_k4rZGhep01I@n`Atg8?i`x z{-f=FQMpXx$g`2aVvzi;@8trCv_?aH9Qkw1C0c*xxW~8KcRyLiF8%%nZ4eH-ayO9i z*G*SVzjMps!q(lzsgckJ*F;$;l!@l-i&uNQb1*MUy@!Ka=QL{`pZ79JZspK0^e51% zM|ACnm1-7A*3o{m;r6t*Pm3T@u#)&HsbJ3pV>&d@8tVmDHt^PE18(7Iw{dN3mGC~r zFBB#YYs2@fGKY(m9C#;U6sbwZ6@O{Cxqn(ShW&1X8rrFU*?WDlSY00t(78hRneYFW z`>0gJ#TwNFclv0e{`%JQ`WT0&b_o8?84FG75LcB&c5ZC`KBZFzpieA2c8j~bU3fa<*C)Zl#B`dC$%2@OaLJIX}?Ye2IkU%Bh?58c-N*zYQrKb7!5Q z`Tj(A$y|2*!I#=@KFrIOb8DxUT8rLVJWZ#@wh{_S?+Q^rW^*WI@vLv?3v$ZhK3$|u za*w5S64E}*zvqpG(>nS)T~``MC)b;74@o$4jiA-daTGcLCpxreS#TAGy>(TSmuF-V zNoHj3Ar93mL~(x)0Pr&&!$bVBBPX-AR*>%;z45hjt8t;Za-P+|+UZtjq5+2=Uu*|( zJF8uogniu@ft`cJL=7>atj5vfo*e}EFTSUAGsd>MmZbl6y(RD4Dc_W4`xAuaozZ3WxMkV-ET zasf-Q>Tc%=8w@65+mDlP&)VZTeyE0jP87aNNMA!Ib2)nzwCUe1yOji6qGh+7NBGBE+o$XJJvW|U zjfUU@D}c#GJIUk?W*PoeI=r6EbJEzgLvy43{q5CKjtYL;v$46oL#;gjwB8i^z*;Gc zeS#HRz!<994;G#H^ZFB+!;?hqZoN)2S{R1*P5yw*1|!GqgTj?nXUW zbq}{>np!OD2Qps)tRZQy1+An(6g=(UR*Q6-{t4UQhcMf;AK!}G0+I}*#gccQ-==kD zI~%Gx*o=mFAIZ}e706P&X(-me!Y)XhY8Sz8+CSK z;{D8b|FaC{Qv>c5T2(7j#=sV?Ab6y~H2hT|=;E~)0`duYJK??8yqy2QMAQA|6UY($z z-b7|xhf;klYj@Nz_2<98Z;t)TI6}Im8@k_~T&pRA{Vm#$57s=^HaV!X5x36U_x%K? z6yOg??xkUtX_OG&YpvrZz55f8Iq&o3(eY;eurkQBNj8)UodPpRF{q$54-zU@2ZeNp z9dz)bxq&ksdZ9I#uK4(c9Ez(N6D+hZ$h@2Z{dCIu6w=gXPNP7C^c!3EzNkDd5r#ux zvGB1fEuaaDs9O0p#Yg8J_j84r;AX-+xV1|yxmKuK8)?xJ6iri5W_I6~+ee257`th7 zK!L`!Us+x`ueik93=dTz_ z?0~WCD|U3a_4D(O9zEPsSQ_cc>kAVBf}cDa*S%cNZ5;L?FAevU{ncK>Kar>OU8dkg za6?=6Q2WbpAX{S>bEZ54**N}n+e&q7-dC5ASWae3<@=*VS6NLS4l^986P}M+5pzC* z%NcA+rG-;!W7+^KFW;qHE?zi9ZN@gWm)sZv%>#@<9e!s9eXdYDk_RSL-tVjCGWF(2 zNv(F5nlG*Be#5^r8^GoxPMI`V+v|XA;F6pt&0G$4y|wxWhA+q7{;<2&nn(T*DIVJw z$7rkYj_iML{kv;3y}1-L=f$0ot50&$%Oi)Xqzm*={&3#)dcJ385wCLqd#nL+%iyY&^zZ!yAXTn%*$m39W>w%OpVInD z=avZA!pE!gU2UhO<8UQo@pF(tUm!eE$xScs8`9^LKK?4kBRjcb%F(RFkr=&S+?(GX zIek0|&uVR??+>G;(BrW@%FXl5NAwu--+gP4Xe#^_t# z4IZEhAkLmv&7W||H+D(A;{zoI=KC6{uYj9$i|YF&CFbrkb~+(<@U=oN+OEIN>PK?$ z?WGc~gjz5zhjohiXr538fbp}y6TNZ&DN8=$@EtzhSD&ChyJq_Okmc~Gk&DafP)|l( zsJeBGKJ`eLabV0p@LV42J0{v2ixPHC~zr(tvRT^k>iOzB4{_6iE!vwg4knuG2hZtVHd zWJ1GB-LM+>k>1slWKa}pQ^7ns{x=lBb=GcKrL4JIsqOQIIbCjRC4bBIy8uZJOCbrhzo$mHe&n~JkIUGu$; zq_hp8VfwJp8%OHCs3d{DXf@mI$F`6^$4C(MX*qw;h8Ma`0~3B)p3jVW&(Q74aEAEr z4%Dc)!QO{QK^+?#@ol%03DtQ&g3qFJI-w-;Ik-ig6DV9Rzoxqo`i&Te9X}J2?&RNT zP5SHaJ!siOA>yyf2qt`amn(#71g^eNgJibp0a5o7-LOiWC(>Jy3!tzeUHJ18?TVAX z1OBQM`ZK8dKn42|*Mt|OR=Ltm^;@^W{S(}9uM{5(p?Cmi=Oz^^uY5jqzEp;s)a#xA z6dBy3N+z~nJWicqAU6)Re&a8yJ&t8;WhQrdRW8pt3OvikRoZ@}?W~}5U&b9$mw-y> zBs_|osB#?%l74Sd%ZI`4JKW$GLO%bH5acnsQ@GQOdse@h;92jQ3{en) zn3Kfg0_DLv!a?tR!#t`hli$y}q9~8s!}Gb(uJ>)r*Sl_Ca39GR^PyKI_i4>jie^L>Co@7u+Pm zU86vMcGqA?=Qwr?x@vBxiBSi5;wwzR{8e#J4NXm1*P}}&g(Wm|i%I^yRhU0~=W^ZK z7%b*PZTqM-dq8~k&k2#Mi6iXk|Ao#Iyx#pZ_bmAD%V2A!W=34vMKOJUJAx6{_OBaq zRUb372N}42!GGj)dwDN6H)K?#T2}oRpak)GgaDWuL4maT%E~iaKHWy2Q!E|tHIdd2 zZLRw1fE+H+E3+$Pv^i<3c8BLZ42NTxtH|%0kNU!V;TceSamZuXo*-FcLDSyl+WR>h z`?_J3+l1H^itn!I7j?}1!)phwbM3Xd6{<&Da~(+cUa)hr=W$lZv?lTzSdZtPdpyM) zy)|s=+?!!tj4|`<(W#jJt{F?AM9ut8r5;VV1_EzUVip3t1Bs_0H*I$!YEm1_?|16X zdRZDzooSP=B!bgU_KS2RYP3tuZq0k+HJHnnINevz9AvXP{qTLuEq4IG#oFEIR%q1= zXp?O}y)#IJyZ+SC)|fQT){FxE#w&tu$US@o$fm&Jg)WpGH`PKH*9Lm)m`n%6g%j$1Yk#URzct7vX@(VSBLrLN0uQ(qp36|at50%Z+ zdnx#PJFuYU_=28m=v(u?vsoiOxByGp_Oon+SEcxl{ba-vcG|u(g**n_-s-LaMCI$Z zdTH+8$ff6f77U}2uNC<3nmE5)z`oHMDN4ux&ExyOII1{Cs??lkPrky1id(lQi+ zd3=8eM^@OQrNVji-o$34AM3_-+ZN5^XVp_EqH*7gJFCbTq_ypJZaVQN$HR6|hLnc( zDi>RpM=hD^5yX^h;-$PslGD{hv73MzZn-lMoZ1!48ZBbpWhArkdM z=`koVtkTzdr2TwU-JLj}J(!o>JpCh@1FmtT!x9T6{EN5$a#fWNU7FFBQNO2RonxAhfTm`T74Q`&pC4OfN z+tgl3%HBxhle#dVrgiMgqf;sNT?l+fi!XY#)3VRL(-$ST&Z|~I6rHA?)jTyoI;S7r*ZYhiKks-A*u0j}CKliD#+F`p)-{*Y#{7(4 z)SeSyUmJd?*WZ1zE1jLd>)Oa72^A8U+lSTPZqX?}b>+t6ZqbAFAv5__CI8rg{Bb$M zC)|lb!ePEb3UBgneU8CB>+w)`^DWV!WyFAsr=L~9*baDoGvOBG6@_Zb?5(}WqujC%@K?oX=z08({ zZMhO{|1R2?4^Ow{L49N+b-D6);;$_I%=ziMt$PM@8uX-2W4#l;-9EK}DI;lTIs`h~ z_kP5b9?5m`+1mBP0bB(`05mnyy}`2g4)qWzLwOMoGew*4>8G4`C;jv9G9Ofh(`GB( zfL%I|g0pnc4v-CAMF_cPa-dQ^R`$(C1k}YzqEeOJfWad0m(~z(_BC!|a-h`wy7u9k z(Jz^rJJmaYEo0E3-J#yPY;_#mf~xwiuJQI{SZJ4y-Wux26B1D1$LCGrXV!NoP?_ke zuUYQ!S-JDXW>$i)_KOX53cKhIw@bf@u|R6W=TONF_erU@7jE|^1;+|$v&wZWcc?C0 zvp&dufKU2Y_3c~j_h62Tq0B(kM1(jZ@JrAssYW->4yyfJ)o()7Tz8Ar{p&R z{V|u(&((F~J*wFPT}MLI*iI3{g9-K7BWt~Aa&_2zL%e;e^TpDn)$OHOGaj#`i_(Ac zg8NRMqjU)wj^jr#qV+P`+(s5L;^Xq;g!OgwlWhkw-TvvbX7mEv4~hNR<4=ULmF7+f zb%pW@Xy@{ga9J*~e{SW@uXf#3_V^x{jj{J&Uu>n~#r)mIWUf)`pvP$ecs3ntSpOtO z%RF5iJj`F+83o3SHSkjBw>;lzKZFBoPVzsjH?%6 zy%rNFf0x(p+`bN?td)QMEL0)Np+j}QGp+tS(a>D~Q;>ZXN^Vkq&OS?52Hm$XYCkPj zzTg-BBhF$nVLKMrAl3B>d3nlc6ex$;euie4?HT6a*=z;U5BY&syVmIGZEwB{$g%Br z?~hvssu}0g4EGRNxyie-*}7i`Jf;0~D_gL%#lgjc6g^%ZX4KA|mkiA;F8F-vS9g=u zwrc%H3Q23F1KfJ`Mw8~N-sOXuHwA$dLN_Q48L{x^)2doo|~l~UyJhK`gsPQ@)F31x$PbJU=y@xundymA)_9Nniz*)?rpYjU``uT_W(=u;vjWJ<^Asgp1vzRBEp` zEcx8O7ZBVlaxdrg9(9|&w$S2>lbe}MM)%nnG`GEGV=;KdY-LH7Z>te54|IJ~2zj7x z7?LJoWVl&OT6uJC-k%Z&xupDG=eSJs0CjvXPK75_QaOA0xm#AjSyfuYb8lYL1S)C0 zXWo0~KX@gNKxz`0BG`#&c~P%j6>x2Ba``hBX=t2wa9a|+vRspEqXqw##~EKRHplEB z_ikIz6|cxGdqzuHNWd6U#{Zl_K#S?Zq3Vr2SEciDrlBkXY~8+@PE*3sH}Ml&nC)>h}s?)?1+~K+$SCQ62;2SjatYM_my>TST3LR%?d97Y5WPWU>?| zbG@S!o&sCMK66jMrl0a!TpZbVM0|;uo9@xOIlUY}Oliow= z-~}O-YygySVK>5ErrYX64C!a>1Ct+l`kulEXSboCWzc3Q!uMz6dG zTS0tP9pt4w>>c0)3{skQHK138sa$S(E>7R@+jG)k$1h1AzY1t040muW5LWMXQ5w%K zztZ2>FFe=p)$YLngdfi=-FKB$A>H+cG8 zYvi%^mIv9gSLoBvOC|b4vqq_q3g`3$p0InZc`~;0ckmPEz3L{NtnN4nKj@$OEg8MS zdm&ajZG@TaDpR!&x-&u+_WbDB5gV)Zn)_p0i3&fDQrnjdv?w7jPynC*&Q+OsJ-6zZ z7Nf?3+#1QfQs^x|54dzzOCu_n-n+*Z&5QHwkL?y)o)jL)uys^&+}~pOJ=e}2q)K*1 zouTT7S!^i1d*89N6-7-~XcV0AdKWH?(`G8eHGWD_@08DO^^|xIrpeB1bm?haaE#e3j}3Qh0Y82IiYff?^UHCar5j)fyN$misAx|#pptpG^_K@= zQi+BozFA_B``7Y56*4CbyU{?ZJdeaTt2FKAT6o6GK!|#sod3#B0rE&ui1 zHd37+i$fabu?R#ojGqO(GMtt}(WO98R~W=EuUDd@;b~jX4+mqHF0`{0D?Yn_?!8#^ zc(kew#M8FVE$cZ{=$x>@nHw?3;;>WJXU^KXZ~acOxL1Lov3bEd(Gu*%jY-T?$R305 z=$*S*!pqhHK@u%jJvq*FO*iZ^o;)O3Jp4v}`9QNX#H+)UN}?hVTEigP-uJIWXQp)j zcddj@o>&7y&gvnr0-`BSZ9N?!W)iaeSiE;P+14(~tiblyqMWH=lS%*;egk-HZ5x>l zG?T7>)**B+s{p|37sRyM#T7(~CIfoYrn4PDkBRVf{w^QkW?#wcr>TSHthH?~UDqET zgvB830;%iDj@dt%T*RxzqSnm;OH z^$%n-cKTUrmn6e9#n|NgWJ=bnV@>Uqi_jF5d-Z~sh(1)an)MH*_K8aNIFzD0M<3+f zS*``*q5B2Eyf9Nv7`(y(DwBJeB`GZxSK)U2ceNW8y%mhaDvv0=y}rIa1hw?&UQ9c7 z$_-r!dppk=vQ>Ik3h1I4+l!{rQ9|zq8bKc8v+C{+}Dm z1vi{2u*mLaRci!m+)>)E&JS~RUMz;j&aB=}mf6(8N_@rw;-fWl0Er-nrNDL)ju=B~ z_}&%z2~xpV+ir04$w6RX+5J8*ix7f36can~C+*XI2qYg2s>Wi7S zmrSs~u=Pl>_Y-7%6lM+8@0$0;l=w9wadR_eHkGH>2g$qRLSg4SD6lE3ik9}8o3kLj zDue!F-8+|ee_Oj{0BBi0J|M#3Mzdv(8J<~u)oc=r<_5mwwhUtA=0{GL*RPE`UZFi| zfMx8gZ_0@GgNK`^YofV6DFbeN+p|pwSsRw|wM^u+ib4?%5SNPRl!^B8@+!~k=bpt} z#yuX4VCX6CImHVkfg@*cw>doN8Zx?Tjp z6tB|TDPS6lV)wIs<egO# zZ^^SI<5@jcU(6c*txT(QD0O1@{2STrCcM{UL7T=+u`%UZm+=dQgU5jUs|bC=f*f2c z4|i>YMm*)!`wsG_-O)dQ{8H4Csj=>Sx5JG+Pc_Z0d$3U2kEPM7c{mPKrz*3j>V9J@ z#$Tu1sdaK4y0I*BRfbR@yy+aff8+f<;q&E z+v5w!yzP?14o@Pekd+eki}CsU@fttO_VK*ezU}T){=GM4wP`-jtpZlzE5f0`Zw|xt zU{b>FZ*}-*PJ-U85BM^(kvql1?7j)Fxxd=;5jCk(wUYJv(s#MvVLHZ=!Tj$Yb#DdS zef^e5;|CG72|KVaqePWJ!^Lmf?7U@qW^Qi)8KBse3EpqizO}|=-W0mi`br-=^$6ar zWe5wD;W;5!ZgK(_%uhaW$ZA(blDIpvxHfhluR77M-)y#8a{y?dm)^4&eb=o`YxGRM zZxx|Ta9x2Jpl}$i_cQ4x`44W&P!^f%LBYO6R zMUVKKlsfdDD6cK|4EwLH(t4DJ;A=t#FMT@b#!>~svNQ5dHQxIE!TuZ* zD#Ro+_C`mu@g8(538m4Sf>bwp<=4n#UK?_{#O7YB1R|@|(M%ccqi;X*{GwGa3S{js zVU7Nuf>IgN{XUsPzoCSm9Svfqc*Z5llsRnpsU{-c)K?ihIUKI}=@=>2G zh&4&%pjx~o$;D=zC|JB;zzTOyyMRL7Lb3gLZM#~o@#hVr3w*xYLv;SdI#LVW0du(G z?0s#a6wZJZ^(>OmAC@sJVIqI~L56%$aTL<5Ma?&j-hvhV%Ck<_K6wwXGnzy2}VmD zFSvK>TvGBU8_U0(XmF$l`fw0Ti2~#mXZS$&zD?=_5f#>mJ*lPfRu{_+z&kcysECiYmA?u^BdH~wD$r>?A%%E(%_Z%h(porWA)&& ztfRD`qK&WGiMy?gzvtsL7g2!=vi52C%5ZE_Vp9_3P%{ET(!_*qoY`(ni^o%(qb{)FWbvXd!$Kww{SrCw8s z+n=&k6-qQx zFh$Wpu3zBrHJ=@;sr#qxS(9inr1kxGN?6YQWnorom)sx;(p&laSw5!ug_yuE9iF;P zrf9wf?gW11YAjw~Hy7bCpAce3%p-`NF0k3)7uAyWhtVBw`L{Q`mpwQMeYCacn=SV4 zmautKM(AE>d?WvT{5&*KK-rc#dfj?CFHUx zRmkS#e&iUtCIhLoDQ4U(C~&Y*k2~#G;SOdb?RJ^K1#20q3{m*9k*283RQ>)=M@_yo zH@#9_Z#`A+oqcQM9}1(P`cWjS=<<#Fe?eb$!Bx?}p+*k8$Ld(hmrq{!<0lada==qW zjrSw@wdwgsx-gV!d_W^Vc{3ZQ+PWMpS6{a03RK+m=jPe)k37+TzLjKf)jg1h>b-2* z_D`EDti*!lGZ}BedHsjzUZ#rOFcY>O)^=~sh{Yc?cns_tHmlqZbmWc{iBWezZ{$=QW+uw_Ug(c^KuUo z)H`lV`A1k@YRp<-STW73s=xtqW%Mq3MQd1#Q?Bu-iwnEe zgI8ER2g{h_kw{MYxEt;s%8f*2VOf7;=V_T!KY0&fmEEVsvn?E`E-X=P#OQIn%Q(F~ z+!Am3s8z{Tb+T$KA_^k(MY>T~LEo|1kxUMVH z<7u;BR@=o%cNJKp*B){KjS>?9zUs zX$U5NNpGso9*i@m|B7~fk>J}|aesk4gN5c>S?3ms6(Inn=m#@iU!xnZSFj)s5P6elY8wfS%h9*!+;LmIv>tl$8vk!qj^_y0!I(XLt99h@q>q z-aZ$gypZ$Ev;z5GUb_j8RqB!tZou*BI9KKePqOZclUP%jLBXc4@Uee`ErWV2UL?s@ z3NBOAwc*<-9!z_$$6+7F|2aq}aqn;8mC6{iuN$4=O#Kx4I;4pul4y<6&M>ba@vUukMnZjyDnKYh7(`uS%kASfW_~Rmx{swgX5w z&gR}&8~uG>MsDt6eR$>jAb}h>}DzR9%zBn+`lNHa&GF!-u&qeb7nkS z2+!=^UOsF0pcTDWr{)h*=}5n+fLguYSbyaKb$UuIDt-h{Ock2C_4;B?%}($NUf|?C z*|6;DK7qw@ZmF!F(8fSwXbe}3^KYO z&n=4174gH|3*J@)b)EKQt}Ymd=CUJ0iNAWrlPOt{)uS``lj%wXez1ykXC_Ug<1(-0 zJ!Ys9N#2a6Or;mQdr}rV`fsP#Zgg++s0Mhw53J(ERh&gNY=N73J#8D+DORgJ2YEQj zx8KLFKO++Q(k3SCZv;N9-yZF+ujXz48VPTaKO(Pyo*tj49hY5a(c%hUHK%uKI-lY0 zh2`t?kkH7UaCWLkhJ?lLaZ9fSRLwz*Wvaj4%k4xGR~SGUgzQnr zs&9@-k+ySu?03=jj1BwgL#n+RUiMKcCb45cNwe39-LzBRp^r-8!+y~fj7_^cJa<*) zL-Ccn=5EbP{HG%0kxhlhJGN(=(Aj5Vb{@uZcoMuBAgSAlc^eJKjnxv6yRW

2c_VM#8r`M1>3EsZ-P)$T2q|vwa)0i3y)U~(yzD%fmp*u7L^^pP&)mUV+xD)D z%yva}3N*_oE~U`8bWd;Bt7g^M)8p_hdFA2a+soalPEh@CrSsDz4Jgwi+3W>CC@web^HqTqTN#!rJ_{v_nCCz7A2X``J#!xX2ib zPe)Skobp(XdhHJB{<@Ld{2K}x+bMO0#k^zjB(-jiKC^H2B$*!d9Fw`l5g8^PH0Xdl{vrRs;3K|C*k2vwEn<& zQtRw?@_2mEhW>LbTK5F1VKId#grA>ll&!+pHj z=_28TUwiQ`7GF@mt$(aZv`L$DA4DH~aVOe(0aB>kkg3#!hOaOQvbu zTRU%1kzP=+Y}@EVNhAC30tIzdT9FaW>Tr zSFh8{sO{Ifxo{ZH_B_?L3ou9qgzNNqKbJ3|0JH3)B3C=J`87|%cq-|(LaJ-ir~Pv2 zs<$0H@Rv1^9NbQ2|yLk@0(@7MPw*eTWf z#aFp2csqg})b@TqJ`0}%RqQVJ)7Pw|vbA}F?SvQOJ)PIqYt_rV;?Bd#Y(mz z9sQ~LA>^Rz%USnt_?00>_~xn3=DtySuhOseaPvr&Q2O+l2%K@w1<(8|DD_JC^Jj-l z{o9_3!(K<8R|oZ4eW7!hEHkkK6W=kW)`P!uZu?|bccOeiSUNJWporT zFXE!@x?07cp~RatNP?qx+Wt$UQZ7dp%b0Y%-0!>ZQek+lgN+I~8%W%n-PxhZ3QgRv zYOo!?xExjoF6)|SD2w5OO9LofNbwE%pUNRWSYDpFC`mnXX?J5-BHbEMnrq7Kdjy`R z&19IDmb>La&>7)6q+un&`fk3t@YdkB?5!(z`%oBaD)4xD^hRFt%D7R9iBVGj@5mC2=6i)h1S|Vtn>Xi{5ajGx}{Q4kt5f zvLb(?_{S@%;TC_&^0rsE-AiZN%;34>Y!s{0|NDrCW>g4b(Az9&bTL0*R{=jxixc1( zFNmGEM9bO(z!pbk{d~90k~FQomp8j)Si6r6&yKt{)c&kCkPmY}{2Lw-+Kw$aS8jLt zMPofrwrxojxQ0-}S7Pn;ZNpi^l)_~uC>?S2g6vQ(M^eBax!#n=V5(bhWmT2jn6hn&_<-;-0v#|q?n`rF=` zQN0tv(vXrq8$#RW=~pa{c5hDS9Iqq)Yi=)JFw<4 z)vfKq>i4%o83*8SZCAsd^raq^6vs!p^FQ0II_d9)*^|h>myhPi2O<#>1(4mT}#4Y4~t)-4Pzzfm+ACf z8Enb2R?X+IVTUAJ2tH(-Rel?+wu2tW;)mBpD{-B z9G@o$S56~f*`L_WiBVQtWa##wxZY$3#A*>% zi;EV>DLQR5f}(?D>h!i%WuL7n_!_;~>30|PeF)y*}5#-4bY zGVhSR8wti>Fg%Z)pm6)BVP(k|Tf}BCkj>phb`Wp> z`PtLeE^LH&I8(nJikPf9yV6SLrF;DpiQjFp?y_2_W!e#_O!SNFW<=XQ_jOl9Uh_xc*6T;^fd08&e8qgrjq~`rUm*_oQ^ycXQNfFvB3oZN8@uSCh)IyIUhexq5n_ z1b;WEsXJ!F&i#&d8q>3*1ya;H?$hUxza27{)a2R3dR{5aH++HVH{L9LWmE}fBoy~t z7?(>xpPPGg;ZDPBJ6oM__<2A^0M63ZuB9Z*-siYTJJk&k=@)JDBZhLs_x_6Wd1&3uEe$Cx8J-hySBe8I=ywQ z9fmFx3%_9}CAa74$D@PJN<|+Br_P<^JX~&DRN8$yqGZ{!*xnBH9DbX6p*_c!@sw7h z(miwxFF2rHmHIL;@q~C6sD|&{OiU7DmlRd*(nDH<2DHL|7S(DGVR-CX^tXFX7jOzsF>HP|sQgil?=i`s)O%eEH1!<7W|hom!3Q$ugXN^Yz;$eG9xY*g_~jkz)PX zF%tx6?mZ^Fje39Q-LbvsPV=X0TX~&^k70LnXbAawc}>pM%$E*yV=orZztpqX>x4tb zprbQ47sow*ijN`EfhXs(yP=5_Dg8{=->oz~rSFOs zz$rm-NVmJPlOT=C4^F8^6YIKYy}-y(Z?|X0&LmC_%=m^MYq1i-5LfCV{pZY7WQ6g7 z;&=595T#PP?tVTms~Vpduw}$cT|Uf{t&hq2e}@WDSzT~FDKdi+J37t_k5zwIAu*>n zvQ%e%Wp#QnE*Y1BXoH@utP7gD^Y*xZk`lrTvY%;`&`GrF#4z<)W+9NGIY zsWDZMmPxgNvp|-sfKW@Q*W`*m{xVfA9l2&h=&zscV8bbaX~SF&g_CWmQ&O9|;jeJ& zBuDw$E7l!tVuzANjc#!$E?qsY`3MXt^t0ox(DsCl52fpS`q=F8Mi|Toy(TVw;KRLy z_Qypn*wy?p^o~hYnbxU>z+O`uERtNwhT?WzlSA(p5r-TOjQio=YBN+7H72AA|NY0 zShUj-)jtHI33S}c`-M7tN@YgCN^kBnt>O)3HWFcG@Y_HbaT30MpQN-Nn4|HI=1Z@Y zecj>LR$A+BE7W#a%JWi{{&X*W+Tp8qTI||YW3=cdo9ngbULN+jVeOmI`|947j~|>J zfc5bV$!Djvr;_3IRK`AM1f89=hqN~4%&=myz`Ls8?I`}``TpnxaBy^Dh=pRk2-6Qk zN+fJOuWwVSLl4Pq=0Ea}K4p(J#nzvPj@cOgHLD|J>rI}6a~0U6^$MtaF0SxAIsE(? zf6S2k?uA<3&&$WX@prfCRE7@U`BJuN{Lw_-jOGKUT@Lq9f*f*>^pU7RyDM+o5J%$1 zWBIvisgL70_vEmVU9PoGup%G(QCF0hS2LDNX^|1eN~yU#a0KOapUdGJ47{&v@+aJ% zZL+-nmGr3CJiyH61G2C7U?~wj)78VS2kt#kPuG{m*0zG&LVpmNvF)^rwWzrBNxO^H zt`qu1@UlX~6onka?o^a6^YtVJ9yYejL%(X~EwOfe$koT2#pWZv(kfP{w3~BcK66JK z5h06#o{vEIJO0kd^gBvy>G54A;XUS|!M`91dh3)o)!SQ0YtmE*))$>K(9?bJj;^K~ z9=is5)mO1iq<<+Fam6}eOe7jy_bVWJaw^OpkmL5WC5!a_(4vUgSyWu?FA%q5WwP=P z^~zv1#Q*%Ez8SQO@~lE{xF27W0MA=*w(N1n?nje$-lK0o7bXk9x{|Auhsb%KGcHSDjxIX05^Rc@Us_+wgA3pO6cMu+>{`1~Cp_%VTvI)aWwzNC%S6+7;Ob2sw?hWjgP3v*o(hpniJ3y_0w#1a3-}++L_iFmL z3rg&F7>H+aV@Ge|Se&o(;8*Taf&Z5;hHGt!S2xx;%a}-(d~biZ_FKM8e)cnVT(|=x z9|8jBB_KI>2rleeO{T?wH04lBTPei#bNfo~I)K0S<|uqii!n4Ywdw8 z*W&4Svq2bX`&f)CY_OQt`y2RW`CJovAq#YQQ|qQzNxk$|JWL#KBJ^PFVLj^43TjD# z&gHdY53-8tOLLdVHOn{p}yqd|sl)^^6Mc z&%D`8m4#WjPt+7WHO_JV4uS6}=+;zbVh<9jS~0xojmx9-q*knN{bj-{lY6<$R7>ES z4z&DeH9?w|Qo?Pf|HR6h&rX2wABc(1hpmR%@9N(?x&JP;eW&t|qH}FG6pX^~Z$VB; zB5X-HMJYK&6crtaj>7++HDBh_TyxFrN#1v@=echlYYMAP&Bw7+9ux+qcdnlber#oLFr>d5`;@?)eIuqqfd@-L?7@jm}M4vBP54 zs)K;;daxk#0*f-fVf4?R)z)i8>xz^QmKB^n9qmiwVA@xk`WllxSt4+d7r|HkeKAWr15kx+oeYU!zb*X5p$*3_!Y1&CDlX35_vB@{*KrQJh>EF4_)%5W+MzG@V zZ*moFnlAKMFH176vG~^GhLO1GJlEe;u%g_1v>C(3*`V_3k#+xV@6$X#4};OU*x^2( z!WiuzAp>Ln5DI)VbMyUKLdwOS|3)%$t1sO1qcB$z_-`K#k-;`@Jf?>dyPFgJgFU?+ z?M-h?ormpe3l4b0b(m&8|Ui@U2YctD@XW!AXVF4;-#* zdxmC7R-!51|{=@AG_HjSzW;HJ)O@J?C70!;da#Ir03s_pA+RbX`8t2SR(@?ftIWCu zw8UyyM**heF7E4QEhte-@ER@-wQs>v%mX`o6K|W-qXjkZlm#dHuA|}ds!}; z(I1Ww1>XUFDN#R)Xi0veoM@ zK%ht^P`|C2bv1)|qBEJCFyz&L&MflIB%N2c(Du+zojUG@qw8sii-KO3cO*x?X-M~v z{PkzluW=(DGG&`?F0pv-wIesTLh-hL75X-1_))k#eDla69jqQJI$15@rC|!yd`yW> zLs?mCp(m(tN&Gdc?sczCvcqC$O0YPzA9#VJ#w&z<&wllwKZ_01H_>|Yy2f5x`+gM8 zpD@4B8jGq>zNMdMvr_IRG&8G+D9GTV(y_Za`x9#mkdw>!=RSJJvca$^<#O>X@+WU@%-}Uc)HsWBL1Ezf5&jc=ju=ZBfNFzG_)hlqp z+YTsh*)cGUFKZGh6vC_@=DBoS99CLXvHF=wIClLhB^Z29>vysc3nGB?$EJiTV&#=| z7gNf*`geAoNf1HB%I_IC^w#x5D1&KmVz;AQoB!`ngKHd)c;w#=3)jWF)Bbgp2w>!1GMQ^Bn5y`D95PItACI>tE6>t)$)PEvO52WG;MwMM;qobgs{r?Ro3qO zf{Jv8Ch+*_Pb6!3%7)6RXwAsIJ8B<$i}Ew%M$p^M>i18V1;_6Q`7BSZSKpy5-_8eE(e{<359s{&_Qj9C2r*y)TchAlC9dx8H~g{K8%jYqagJo=+J+^&wE$cImN4|G(>m$9Q6)3_VWzYOe&FGZWXBqx!#ZPkmT(?`# z*m?e3R4?;|)-Hbdn!PEn{m>AXRnzJUNJWd{;dgCYw-;i!H%VyDl5CTR4fYps`~0hieZ5VX_IsSmCw1AtB6qwwP1c`s z5!Kyoo)_#=BJQ3i`)saeNT%m{uF({SP0quTMWr|#EJ{J_U*@8gFcO>$ZnDX-TsIAp zk2(aZ>dd*c@&2=V00Dw$Y_IK5A&gNyxv+Zg32du-RGL=oC)p70^Je2CL(FWWl(ZaB zdaBpww*q@zGaZgbt8Gs1AiL$9s8M&A6FK&jWA1)od~!Bc+wcw?+98_&iyK8v^Bp72 zo^$UquVsSOobwbNxWiWLeTjJ#Pb-}UNvG*w{G84v+p^}xjI5Nz^=jGx?aA0Cu!XATu zJ9duawpTFEwcuIUE4Sz*D$IMU-$MesgvaW28b+T*Zl0ce19URhf-E{7za3`1vy2Lt z(vYX$_aIVv8eeo@CI`${%*kaY@?cwb*F5C(i z-Un;QH3AJNolNlev?Zs^r{?j0?Sfo=TFveI1v8jtxkzdmEow*qP~LND`FAPjP;-{g z@y11sE~i?%y`WialBUsoxH?_oKs&BI{B@P&l17aU?=?a-h)&&?CO;dp1f;*|_2%B0 z?Eo!nD0W7R{m-dL$_~Muzg>nbU6{ZU5omOU{s$3nImUPq)wF#xuYtahjXp6^bixL} zwBodQ;X#+O_EFxjT2yB71!6+%bp2HlLAy?7m zkGPx?{kzNl@Z%s26zPWFCq0sXef8b3R)X*gnh2#lSCr4M>27jcGv6F}i!A?j7$5(@ z+?I8~cU92&C(LbMYifX@ZG7S$_f2(~?v7FR%GW=&-aF?z)koOxl}!8I;dn9MZ4VB! z`8MBk(8Y2$P8t^*D!g$O8JDX!+Ej~Ki8j~ROh3n~rF^)9fITdiF2_iK5R-7RKvTuE zCeZHdbI*<|3hH570~_?dlM&Ke^|y^rnn!&11KOqK(7Hyq^xMru4W5q9W<=r|TAOSe z+v%TfKKFc>@dI`bm5UjZiK|~5bOn|I(Rd{)eVdqBGF%ZO2x*FME^VeUx`ad(x*G)%$ds)fefy2}jP6Gc1(VJ1th$`lC9CAx-<;vp<`?*-K)(XEnILvHF&KgNg+w9v@=dTJvkxl{L$2e!`u@OsH1(d59+WT zZBO`4s=e?|dLjI3t*gMW%ml)Lef#sHX_&hHU zN!S`qHICmkgKn`_ggIgRg&bok)Vq%>IH?1)>*NNN;T2wcky;jprrsn%XY`W2X<*;_ zxJk^9wL_+6UEVo8&OcSSRePuQWEbt#42K}`s7%!Qlv1gEnf9|-Xir+{n>chMu3*lj zyKo6sx!C*D@GH<&_u|lS1^}+uqOJNYtY~6UsXpSblu)B_XT?pqzrpp>+zi&V)Pw?k zXFq37y8;ceE7HE<{m5nDy73tmnRW{0C0y)3j_3VzuJwI%1q8Ou%B#(dmg%1RPC_Wn9%wv}ur1iou#&#loYfytnVe+xY*M?X?$AAt&{-&=Fj;t~2 z9?eeg^=`jnw|5%el53*U>a+E8O1L6D9ZXPhLuU7Up#mN@xmVeupMogHO?QeQ3m&Xl z>d7vZ1*YA*#A=gR%8){x#|*;XXxH{V_SG~};iL+sCJXPI1%^n0kvGC|hInw{KlF0j zd&N?y{w{!n9j1bU=vsW2xMO(O)rb8YwffbJ2Olp6gP zS%E$&LPh9J|9{E$&V^$cEAsPhk!`5`^ICrE=pz!w+gg?EeBk73k-=&fdBGwH(A#?|g=%1HO7$c-j> z_v)O4uQ1NiKDyZ%oOzukqgR)S1K3~ttvRob8}c6DuQvSQ3*1V}C@)VC?ZD zdm0djEAC5iw(sD6C+c{n@V!t6Iq7#6!oGFSC6@(>hS{`wMDoZ-9W+NZws(2-(R%*R zDqlv2)`Z@W-)-H;OVF;Gz4oyR`?-yHJl}`rT!poEv)ewKt)Hnl1PIHcJ0T$RFSHC? zWTO?UwVh3?9Qe`~E@kiqwCp+)eRmN%QB_)+X1?OL?QDKpH_j9%JrQ~qoN}E9EEJ2h zMMdHMefw}DNNZ;4hr1O+;azt}EmeM*&gJL@8^HBxYkT%of|J*B`0j=Uly{^4)E@gT zix&ukGaRqpL0mwK;orHbI!xRp1nosMQu_NYm=y4ew?nZ@ZPo0_u1<7t=t~G^O_`YVD^`R1sGn_WVnK= zVFP*n?Z9Eo~~wBr_~sd#W(hun$id~b0=+Ld|Pmsg>&z1-3g9Jl@72CxM*Fn)0%-& zDae0({$n*;>(XXXfkzy^mX8O!r1a3LU^ctZlgzhOtwmqP?};q`?3B4b3)*`kUfGGv zk>h7)a9MSwOg*RHFjF03U~OG7xE00R%)!Pg@em#CkY?$qc3DKzc)%Sl_c)KeqQ%39 zT@NU^XL(It8;tS$Zu8Hf;OBOv5A=}E`qanZAcEriKC-(MR_`E2<7 zyYZqb;jVju3;TqpD_!4CS=F2&Y30hMjcfN*M|169u!$yJtgX;YF~9i2P;FR8zg_2*gPTer%2J5&&)GX?0d*~XF6 zLs7JG1^%_pNi_Ag_Qs5^NTh$|h( zlde)DtXuI!2hXbjqO(NIyB0U42Tyt3F?RCqh|mEH>f)*FFL%bZ z3T+*QVlyRuu@<-5f->%%jZT{q=X)ID+aGNO;1Qh8rJI8GfQ)lzge(uedndXnAq19> zpWN_z?EbFnq445t#g?~=2N_1=$4D!<*lHoXX@%LL`t|;%GtW1GQ{q8awbedEe)bjz z(R8~#vOF=76yurGJhXFfzS&`q+2Sd4zRg>mQ#d={Z?daKypNzKNem0akhs@fKX_g5 zUe;jh`c!}+QS-ZGf7|}=%u&@(;jqgvDIIQGDKt_tWGh!H#n*=<*I&0fiM&bVjL-=_ z$s~g+3LQjf#WH){>NqZZsRO^E0Gt|H7D<&z6AB;B&;F+NcL)N z&n&mseF7AQdyt{ne0yUjdILAti{I@qn2m#*C{${9YSeMNzh$Gj&U3slWUILsI-1k$ zsEtM2#F17MpmN;YCUkeG zQR*{jJM%L_ma56+Ds4g0Y{BsXCKG7NNHDkH~(^UB5N_5mf~QZsQn z-4!3C*NOc>>0wT-vDFPS9qNPEB$MmT=RmKlvoDlZ;+*SgdM4~)UML9#oGl5pOeSfR zEnb7U_?`@@+e)wOsO2Kkn2E-@Cf7>`*7>TLjVq`35cYiCV8 z7#KD6?L%zi({$t`vH%GYRv^?KI55N zppN+8e&k+GTGVPcj3aTJbgnlwSpSjY=W&DK)@|!(!0arLgbol!1yK0SWmO1|lWmSC zFU5-*CPn^!zB2<46}ABM*7W5DkE|&qL7|J3GRa~UqJL{xXKtFw=-W@mkZX}%-d5xP zCZ$rLsy@)qx~p_m#*BczJ^E`R#Rqt3bia}NRI_$xH`@b|CL#;uY;BB{$D{VI}hH#TrX{&cj@@>yVq&k8zUw-xE_ zo7<)0lLXv$s#2%dr5i#CIK%~QRm}}oMo%qO4lmoiKYQ_ea>=a|$Nas(1NS&EyK589 z)AY~Fqj5>QU%JXQtIoLU$F{AjYs5LgbY4xDnWQ48@f~!%LSwT`lcEq-8TYQB){u16>HfJ|t`(o$b2Im5Er|W7XA2SaAoEr{?EGhcyZU1uj zjzhVtYBPo8*Fk;#KP9`I0}{$t2jxp7mYzk3fH&a-`s`n`c#4gv`szFH*vnOF zyjk)Bh#_G+3#68;RYuT0qV`-p8&qak#-in}RirqRu6V@_P{?3G(zpKzS0D8zyMFQ6 zGpZ;ae(rfGy^qzur4AW~!+sb(jnzSUJk?i2d|AolbYz*?b$NB-622Xgb$E4DeiOXy zKjW)Ds);}8Qn5%(Bk*a12s7xyz`&%CIAdl(>pD{sS-~IuC|~+ z&s>0#&ejDe*ju&lb+32hS@W}*Z|6Ig%FTu%Er+v(^ccH;#eo41t5eR+#LM7Sk^*m{ zTTkj5egNVUenAUwwOSYYu#*RV2Q!nMEQrl)njb+dbL&okpKRo+@$80 zVux{yTX-y$-o*oDkJ)Zeat8YA`|#Mo*=@hz2c1V-NPg;wQ_^MV;U0K+f%S z#;YlHv8U^S^R)zjuM&S=B?3>}{C(*zc(QY7QMQ zixw{pZONPlRBCK3^Q=u~N?9!&8;9W)pge!g>=^7TYBBuf;s@XkE$6-M($A&z99^~A z{!hIw1hZ%fyXVH(%>Lx|?NiH@Z%cREi58pE=!=W|WzhglpK+6R1>ukB_ga3E8PB&@ zB*N2sz%>~F-;Q3)U;7gu;>Eb|4KLqCSYY4lcK9lQEAwdeF8_a%xJJ@jkr@v?$ykJZ zaev2m^my^I%tKzN{V@jlF2=(B)c*dB6sA)v3#60Zt4J%rDanq>1A6zDRMhlZyY}-s zVX4Bl4xyWT=DR(1bffdW$j=d(2EzJ$rNPP=y2nn#<{{Q4<OO|f2TS@shjl)K)E6wi!bz=>vPd|=>@HBB@E2QpSmE^ zi9Yd$ikeJlXhr`hX3Y)s-pg)yc58BWfnX(n9n`I3XZ}TYPF;dJz0*{#?)^xE8cc*5 z;c5XzUYh0HS0^gu2jhW0aglYH%U`sdE7qJU6=ZmTF2qStO9jFLC3c5Y_+sW0XhVm=apNSWX0AtRa zOYhHewzQt^EAvILAWlRbgDjf=W!CnJ*IQ^%3@s?RvoVHr{TZCRZs1NoYWY0b8u63c z)BqTA?bX}n@tZ+x$F=(5Nm|1hKF18BaRN0`p(IS_Jg*fyls(Lx!|I_CH;eOj!f(0c zYYc_L#&fp0)!n(yRuO4B^Y<>cD;Ku} zXy(B`9qe%t^D=^~1beJ&zQY$6U;nm+ACbUYH2v z`dpv_QP-WEQDetTTP1W>kULuUJiIqBsr_hH*dhyyo{kzg$ExuYqlul*jB@GrTLP~9 zFM_)AXFuO@7;R6UdaIb(zFhoue~+AwmGPQbU2;2yuhz+7yVj}&(afD4%_lcWsT1f# z&;2Y52D|a>Nf0&T!*YFIKh$vNtNP1rx6prC{Gke8ceBztNQj(X^z*9n9nc&I!?7G( zPHP(+pR0AA#Jbk{rzMzGp~mnK4$o$+8$FRV!y~?K^wfcTku7NU$2>p!RApE-7TSY> zmh=uxv{-bMZjnO#X-(TD^G3DPt#OHd+2;U+w>JkyrFBxvi)pj^UlQBSFDm667LCXn zy=>lB6_7Fh3bFX9tBwovwGXz&k?8mxC{aC6|L$y$ZdPhSS$x$`xPb|)S{FQz&DT5} zYACsI^fDJT3Lf9L@8;IHqh$iM)BEw0FS)x49Kp#}sa?~C8KCXT!#2Rd3+ycPlmX^c zuJIs^rq*hD>f9(qSqwXNF|0Tb7FiiErf%C**z@2nqp zkJ3NvR+i7&!O}tS6bTpv$XtrK$LsNF%g-KmtZ8Mu4Q$ zC++R2Zi&}Z7*qp86vL6(QFd~tRlo1Tzp%UXlEPorhy47JcD{U_pqqGKS3JFz91K~2uCCvrahYq_65jLPTs zQgYie>=~t^ic#FOHhweeH|kCY(9=A1ewX-eqhoSFT$`ScK?nBQ%kp9n-+C)w#U^*d z{SihcUl&p|6=QavB>-K!tRObX7DR>KOx(kdEjY62U||!|@#d_<&7Kq7VX_8Qe>U5@ zUQs$OYdM`r3N6^A_L93?%|R4@*&h=ByYJ(94DR}!*qL4MAcHx+=9r@;`uiWD22KW+1c|be{9See610?mv+Q6kL zb7JKbeUh;swJYS7%V&1m&#MsxkUN5yFQcdu62B`UwP>Npz31oJ0x-TmH)O{FzFKl8 zGpSmaW_SKZH&tD*>V?@mnZX*ps{eMi666W0ov1`La_eznHMuuC=}RaK+v}^^SF7av zudq9))cR39nSsZtTHLhxgDJTUKf5b@EVzMJdjJ7-Ha8Z}#oi@@oRMpSIYQ;8uMy}y zNW8Q>wT}=LQN$9U^uYi+0n$p|S)4PsFsIgjFG^3JE((2gJ5Mf-djtsB^_v!7r%yFnG&Zr5NXc%o;+ihCla511Mr zM{))kx7KD1^ zU2|xgotLwZDUxHJXsi9B(N{^u7ZaoXRX*BKRD(Cqgg2W+2%bHUnSe&Tbybk?hy6DBH1#8yQ z=8^t1lXIxAlRvrHOkh_l#pjopix1~@H@_VY*j{ND zsPr+dcqTA=wI2NwZX;HH4I6*_X)|a^NMEoVE`6AL;xw{!f7&>?IE~ShHquDYP!IUy zpbQ;F_`qS_hiB5=>qWk}@fF$}QSnWrt45_Vs;?irC72X)Cq!vB@af<7S*gMgfB5b@ zcep7RuI_9rgIMakJ~jp(1*rT#M8#R*=g8|W^=TjQ?yYW22`jj+_SM$*ybR9w_q*_} zUEN%Oto?n9v=0jwKK7&Z?};DDCM0&0&z0e&CR>wSYcN?}uO7g9`tYd0Hk|y-=9;ik zUA;A5n#drY-CRYl~OL#43yU&GLkXm>?tfJd)gh^t#?cZUzPrXjn!pb#r7r@j{CmMNxYcpl&<=$oG z$D5MH)gb=@TCK|%-(r=}+4g`SKDVt3&%E5R^#FNcc0aQf3W50c(ZNsm@>gu4^67zF zGTqo#EGF#Thduu5S6?}^ATiCqg5TQCGOyX%gPV`hgW-Axz zboAqPy%}7-BGjykzxF`?o$w8gRfF?sr4HZQwHei!ot4*_=U#o!^Rn-mgCTM|od6~q z{ZgedX|!|WD|EE+5haIsxX<>bKXEP~kN2=zS|R+{m`(sCaPAF6FdEDWt+V^k$37kX z+1s@@x-_Oa?H#BD@DW4Th9S(WcQ_ zRfpOz$$f~R{l(n5DSJ8p=ckoF34(YRf`7v%sT<@TbRZ?4iQGZmB}uf#`m*-SS>Uxf zb9trRXvpc8eAXW}{fk0yF^$yOp>@gWajPz%1xogmri_%L(eizq0jz!%j@j_mzS3-^ zv}%&$5Ho-3^?FvhtJ*nK*R%QNqz~=u*e-uIAab~cgM(P)+tRKQFU9>=qd4t!+!ughmG1oXQ!7y9fjPt$TO*$M_1lC-}CWvSmO=^#%65&I?FBS8S2&H^5n%Y^I$mq8>531zP-9cT?ZFZ z{-^z{Zm-`Lt~LUIzheaP*Y9~$SuNwALwd*78tVjb$-X0_({Gh8`b?MEzL?H`15se7 z%`U>8x(_mc(d+W zOuj>HKfe4LIbk8Wv&->At~o7X#W!1$4t`Vklr~$z1Rd}fi!NzuOquHOVqdixl)83D zCJR6NqQwJya5F@WWuCUC<`dJ8DBpdh)85tQloVJHc_?EXBZ|$J7a;V8B$d;qgDT;z6_5z!n@&rtK7+^J|b}rG3uKAHCadnvK`1 zmE0YpX4_~PF6R3pUY-hJPd;L1>r@?gIaTQV-6R1*8lZS0T#5B;`v5#tNw{eDjyE$( z3IXpn@+#0{2^tQ|!SYep^7w>rpIci9Jwhu_4~^&rdrBOT{?D0mu|6lvXqQT4*z2l8 zgFN1|o07KjJ!rT0u$TPUh_)0SUh-%5>EE7-`TN5|jeH((qWpKAB>d-m+CQgli&awf z_I$r@+LyKIF_Zqb(ZVPp#-tvLkq)r%QDm$c>FQ*Q2eiIFb<}X0l@4|w#FG0{?%dpR z%uxE3*wd_zp z@8@a{Nv1B;BpcJqfq+ZcFd5%&q^h&m(>UqXz%gLO`M*!*pw{V)!q2I9&thW;4(Z47 zCUJ1`8OF$9;<6c4f#lv_kj$acDYV*ocE&lA| z$U*zr6ex;8pews=p_hBCHbr}h0yze+UH&@XUXrxm{Yz5+qoYb8vEO?=Xv@t?d$HBgSbdUwI&7aNkE8L)Zdo;ovaIG{P0Hjr9C z+nB=+Wf;nETfXjap(yU!QX{Ncn?Wuaf=lprx)eoO`#y#9@e*I0<{4HUjm;tGS+8O> zL;METZFa>e%VPPxQ{o~S$m}~Eun-`j+73+NpJT%90&K!YXj$>s<0b) z;6B+rs9`BwCKtgWNo#Ze$zfk^wuNa6nZB;ILt}*5-{L9As89>|R?a6pd<&7gp2{$} z1JSSj!2!DkOMqF1Ev&Km@{vme6Ghm@!QTHq9VU-$Nedm^gv55j6Xh7~y9=|Cr#k62 zSE)s(yD*%;7Bjg+4mj8U?{O$1Euy&Ej>bRj!k=TW{(wncTuHaHQRis420iWbre^L| zdt2S{vsY+7#^H0mePhfzw=IwE_rtD#PPf_-4p_lXpUa28JFI%JkKK)WH*k|fOhF9|D3 zRlM8~2jNUEmeyose9=z-v5N}vzOy4@n_l*GSe&NT*s*(onQkP&+P=MJ8*Ab;a@+4p zMM~a{fpx!nLsi*_%iy~caG_6dvHo{Y1Vqhg>=&(ybLvX*tZ5nVPvuAy!M8-@Y0e}f zvA!rApRhQ7@>ZezTF;iQ)@IlcjhFhbhN>b0p&y}kB}XAX=;s!l@dn6sfwb(*xRTtMO(uY za<-`F7AbUV7y5D8!1qmMvH11n>UP^cRip(^$-i-`QiYH%*rYSWG%qTgW9n;p1>1ZY3AzR`9Xj6RUI!)WhC= z;TlE8JtfzDs`)fOD%D|fFo?F>4_yyU3-r9MH$$+f%H$?#6X~x8UQlT)(RQIk+@l`q z&I~fEe9T~6e>-Sv^o~r>#xC_g^G6jNH6Z7MaRZtkC>hIEx%b{F5p;^xE=S|8MHCCs z8@`UP>Tez(j&4hx`p6^Hz@?(A~HMaNKEE^aSx!X^Ov#U;zDr;g@;`>;-5xb0tQL%Y~h|Wt>+%&vU#aG4QaQxwSN6@ zq8M)5GFj4{OrXv;2<7*@d7Hk`=ckub=!$YeU}XL3e1Ua;=t^`S1a8QUpHfV#9}RAH z&AUKzap}>2Ax@RwWO%6G>A*B3;&D3P!pAo5%eVJ#_}4k%z%>~~a@1NQ?szizYsNo{ zVy1zdyoS`qT#}Ivg{1~@(@tq_DS?R(ZPYd&!!)hsr$o~^vvP}r!*rV)D8o%z(l*ua z0C8vE!J^HOX!pR-%c)c&lfP@2M}epUv%CHRsnBfy@WsJ^VVkG7d`Smxx%(}xoaqsq zqJMYb(u)lRn(7xK@3$~gs^9Xg6Ay2NUZGeSCPDtX>I|Z;Cc^>v?lJ; z8sP}GGQ!+FG>iKHqFBj9uuF$s4H_{rpa$(mq}ZF*u)sdRckdLh0{7fultGjj&UoCW z%5z*^zenB8f+x`GO>ULHE@?d{Jr8_L%xr5u8>PA|UH|Gia|uKDqRl=aus5fjYHt}b zs10F}!@P83NO`DV2**8~=nK1SSAGZQG!OR*+S(nD2&KzSIXyPtDQ1t#(R8?UV1#ip z(7jq5!ma*n3Rx{C3J0zUM+EGKMpq zf*d&B_$#*l5>o7P@_Z0Dg%bOdwpo)|6e__hS)#*sUJrWZDDBE~xAg96)!EM5FBjts z1dHwNOk3%V;R%4vrm%CK=0XR|JjAv2|5KnL%^Q%!6JAWOsq;|DrS`OFaC_h-rr_SX`-#1SSdr37Tsdx>N z01~GKBNk+KvO3Ppsmv_H)WQf38|3Xz*^NmN4{yZKEz70R-s*qeOLq3fOn+DX+#@Fe zd1~>+QmfUtaBhfyg+-xvH=-d!UET(A$I}pfQyjNlB~9S_#bvEA4FN(3SS&;+w54a( z#FpRIPiClgCH$L4@VfuvZXcZYdjW!$wf{Yz;U)pg7&Z;Nv(O&(?5aGI#X5c>R<+jW z%lDtpac5KC^fCSj#am&P!*#$$WN44|3xro?9Cf?2d%5`D&XmsK7^W zS@~reMVJZeuwm}6jPpTV#dx+FHWw~GoPHlN@fuOYS;f}FCD!!cc~Hb^Y>q&qvQ|XP zf3=0m^%lcZ3lvD8#n}%>+`#39;`=GLv)!}NHP*RU+?v0guNP83O-VUH-bw(JL}tsD zbzj(PefGU4rrV99=;zK$W#y7nPx~c5A1VF&;1WWJ81FWyG0dD^i^UDh?I#WU{XO?HzMX=KN{4&q?=>@6k1OOxZrKEFWLahIfwLc&G43 z-{9)aMWsWI98%)`MT1okqxZJA!aa1h6;QM9q z%*}Fh!LCGL_xtl;OhC!TWLytRT07@*ay#R*i>bmUbMpuXr}U*UhN~lU0aP7SZ)FE-b}-S$4VetV)R3dyW8m`t2~o*JYHFr;q1- zR&}UPbN(m zXEcq%Rw0A@A?q0+L4>K=&|&}r78OEcOmaFhp9^X9%)r6XaYW3)4h?Qmj zZ~qpS9y;9$+#`s)M$=5adUU!VIlvB~X*8T7@vOp21MNY};Yrb7pYlin zSuotxqhhq3oKMmseq|uniNw?_IKf)^^!gVfRn)6Fwynf;_Cs$`!opb%T9YLhLC?sy z0*ie^w2kXuFHA4Dax6W&htS_MhU#>%<@7KoVei~#_}e^ZF!8bX$qM@W;gw$9Q;%)>^sa4oYCA0^DW-bB3Q<&;a9}|h#65b#qdOY8bdh*L{`xH!Lo0;bp$?r$Z3O72 z@aPn|>$H!tf8<0{7Vja=&5Oupf{d;@lk1@?_oG5y9Wdp&u2fuhBTTuFv4gIH{3CZB z(qyg`X!AdCN>zxiFc6SEsJ6lbdfwKqEzu4dlMO9m_ig>z>|W5!Fz2V0=^XU8m_qH$ zgpx)H7a+#*)p{*B^*lCU9T|-LA$lt1oo{#DsGj}u3|dfxBFa^ zbYFRX2kW9%+N@7}MHE^IpK!{4no@D=79{c`=ud}1!K z`mc47<=STEY3#!52Wz(JBPhd5*+@aD0 zietN6e9}p$P&Mq5R~LJ7Sn-G>I4+Py3eLQFel?c0a4@5$GrzSd|7MGQ)M{LbK2u%*rI)^E3IZ_geaF>h%ZR%iiNlX zeBMI)qa^*mQokZL0Hngq+=KGcyTJvSgL<2<*)h!f+;C$LH z>wsuNdGeuHow4GaT9t6JgTHrke!m&4fLp5bAcxkaLFa^77$Q783FZunc1LBum-In) zq}XI;3{Nfp-Woo5agf<#xI}~ih)g#UGG#}Zn0*o7CHX}Sl9aU9+T?a&dRq`HWgs8R zZ@<}SSo_Yrzj)ui;g#&kZ~nZhw1)tgs)V^q3{!&;(d@0qg?CgtiuuJSVlz@QWRfZ{ z(oX-p{mt!^j%PtpIJodwrArJQ?V^-4#`seO3RvlVLWYBP`#7OiIXA(JTvq%nrc2P! z{#Ak!2x)&dSxTyLfAEsyn_EMqacNC`K}`*mL2A2Rxoj48*e9cbd|&04$t>G_bBS=R zjJdzhYYhLz`*Aq0v3?-_HP7JyRGGQq*wFsCmsIJN6y)T1>q?Fnzh?DT-7;^ zi>`i1GTCeMbRTmLmN2I=;MOnCKDnAGLb znkTK+^Li11HM|S;-Tdy7mL|k@eQ%ME({?=c=EfqcPbD?yVd!8CJNN|1{(O3AfIN=p z$?*y2#G!gk)YQq9kGVR!^K!Q-;6RGS>lFStBayPMED)k%wlrES>20Ymz)k>YOYqxY zeBhde)bqs+iD$j9Tkgkuv$k=wL}++w5Dars`wNfVG^_tru5?PD@(bky;o%!(D07W5 zam)ihRpa|lL0q#WcuXcnH)vaCwNwj7(#oIgvBdNG{f&7aUTByG5G!hP_|zO}O{40A z44Uox(78fI-$X2j&Fq(Udd23_8Q%|qD5syv;Jik-;@ht5S5f0W)RhehnDg4r=nIWa z?khPAQv*(@>YWxw18_BJP;?a=T!?4|R~eh0 z9``>{#E%p&7xY#wqVnB~&n}N$B3Zs(b$H+#B`$pcij0DDO?*7?tLRCu2Kc@P_q=|Y zCB%mD5Tj=0s;=t~dG?Bh;2Kl%K#}&JWih+ta0b#9DoPbMazKo6TI-yST8}8MY4g{n+#4s8&O)g13?HR>{F0t_9IF{*&tT zarso@=Z2e%^!DZR=B<(bMa`ReV!F_|aLSkVy%1GBv%?JV!+F$!C{0kl@(nFvg$7P3 zS(^Pt6v*0s#%tj*zvNGb`68y4?qT!g z4*6Z(ws3T#5~x)_CFLCCj{Fivm|dkR&-xY?)3LGaub=$=!~mRJ(*W|uF_+KX2q=Zn+Zp6~U$GqQf;=hX>~4B*s(u|l!3o)}N*P%@u0r9*eVla#MF z%DmOG5)MsZm(VTN`RaM+?$dZezrGvs-TzyFIc=}D+IEok?$a0>1Vwpn!=bXLFHMo0 z$-PTeD9e%l_?l1K1A@%8^FwdLTv0jee-!_{H2@Bb1pxx+t>y4xpX(+4GfF+`9QPU1 zdwRC%8jO9{i;(EswT)4S zN4i-Nf^Ya1_|xo%9?$ftNf%_uEIlWPn=){M8bMaP|H(nX^n{!m*KZeT8y;m$z%pZ% zVvTeE3SeQM+o#H&6@dgY9mV^ zT;p&1w93ZD{`PK_cd#+r?*J1tx;tU;IsIYn69(JoIgPJ^gJLHu{HJxsSXv-vRMyX$ z?%!|jLLcl>^slwIy&c}(+pfGb8sq-u;tcV*c6y_O8*pVL<77=nxXJTTi33dU5bS5Z z;$s9%(3$sf-oV4`o0~ z7?;Mfjz)UYpuRp9_iY34Si)GCMdDdxeEixYrt|nx8biFDxHVeF18WX#wbmQBn?jG> zPm?3<&1ZT4=ymA9W;U^ui0_HeIHEop^Klt4?%|f#^3Kq1Dv^CP{gKX8D4L=46coIo z-nNRYPy?0U13tL<^edfacY$5<3zYs^kY=N*F<=x)4yd)O`!Z?edv~ORtvOhEg`LhT z$qVc4mOkG`@J0rqO}<#ITN-MdY%nBEifEm-X}6-4JN4)G-Ff5#WGIEyIaoV4ggb-9 z>SNw^iGa7Qa}xOAC@ko`w`o4sZ{Hc;x`lJEVMKki*ZkX(?0pB=;U>FSU+vd!)fz%z zyF1%@Yyj-}GR5x7znxGFhjV7!AtHR_!RHtza-xN25St+VX{n6!y+GjSWtkb_961u~R48b3eGW(~kfF?#` z&y)5f`w6{V{0gNeBVcT)vkj)7ecqK}2u&0+9fn?yA8g`V`##Z2ghKWBZ6&-$5YxC- zp4Z#-;MTge@vKJljHPFBD{7L@JM#HxM~EGk=C^k|UDf*0JZzxi-+JC2+-Aa*quMHm z{D8u2VpH+A9<`R8Qo3VbEzRd&N3GD&?!%Qt-x658Hp{&MIr?%}Us7-Ya6Xh`eO;-1 z9qMr>lBZR?(D&A>u&jPnw$V=S>P2;ntrER}6Sfm(X64*o1b^VwE1Br5#tj$ip)?wsCs&-gfGZK3-Pd z^X(RBY5AJaf%oQm9hXRzMpD+%*XyLPsMdTNOX zvW^G+S_rZV`0UY}->|5`D(5P_q^a;~ZNkpT+!)F`Io-J>o&5~~F;!+Clk${>*>NuA zE5D*QGec+AI1%>aEqrgchfUarvUe0~iLDK?_vF4~tf(F?zMC-H_mhT~lzLsxYks@- z3jBo4E|y)-q~P-TE&y=uiI?BkH$|7XHUJAtL)Mmc%;yq(|t|nO8dI1ikHsmwJKR#Su^;T zWNuE~^luZqdT-v%c4%LwTF2bRs}_XeW$YJ~;P{n?!;{CDO=eJ8Kv7O6EUdb@9{)_Y z)xsvhg>Bv{1SNOho~g^PV=6`~1v#wVFc|ApyDhw(Im9*^gA&4@zrEkSJ8KAB2jW3E zxpVl%b9h~9!JLhLXS4Xwm2?$HBSyx{Qx*-BSWu!^7DpO^cReO7qED_ZUEX1aFRnFdNzXzS?k!- zt>puE_7NUb>OS;a#nc-(W6-Sd zJ)$eO98oTjogEAcTU}~XZUZ(<3_PlJtu3ZyAQ3#+B0k-TT{vlg1gO()*z<>*)jDiG z%dcLEVRoXOt^%4qCTy?B^|ATvDBwk0BJgrZH`k0QfqDi<%Wg}#~W1l z(D^otvGAqyo@ne@a9_KE9mN{fsd7A7x)oH1K)i8gwiCBf%bEl-ie+NLM=M} zLEfF^+$-~6pE_VQYtGc&C#@)2hoBkM65j;~vYc&war^226?2cfe91$&mv{7J8`piR z3;`U7Jma*zB)XfRliQoiWvLK-h)Uf)^}4%r@~-}+ry@7olFh4_O?N+wZQieM{O`Ny z(OHUENh6Wu&iyoJo_l@XgUi0meWomh_u_$WGZVKkQ{i0p8rZwKFpX(1zYoBGeW3Cb zg;L(@A{9h*1EHu2IGOct4~nF@e)+GbciA-N*Su1j$<^X_x%j-RFM%kzV;OJjqvZ{} zVfDj~Oss2@?p^!&;&@Uu=^5niRkh15`LhUR;TJIwJ10ACT)qcq@K{-eD?^zTCEb{L zc3Ds%2ora*uI7#X`_e4Tkn*Op5p?ES-xN3mP`-*QT;I>tE%{pogx@%U|DBgSfV3|T zube{yG%+k}`KsvN3gAMnbqaheuD9n7^{z8Rg1C&WK8*6#1R%7IViU(>b7cs-)a`){ zt^XyebMw87p5A2>i8vXH%mfSKC@2ljoh|xzTXu}~?qpO>fETWPu;}s%k}I~UI7#6X zcjrnGugct`j}8JS#3|k06d%hRg?suj9!I@3=5Ce3sQ?%sF_s)u;txb_p4ZZ=vqKbpMCHhjmtTDe7v{QB?O z=6>+r#YK?0`8cUFMvk5Bi*hRc?LpRpqSWsA{dQOKG_=~FK`^y5B! zuJ0>Z-uuhe116WF+@`?H?Q_;-uCRyrnM|?#%>}-ySz)=bD;{{g!f(32hBU|z@VhRd zDOa0{m~JS729noNnRhT@DW|Ws@RMx53gqkz3-cv@<3Fg&C~Q_&h3qfvK>@QAk-JE* zE59BGkB@{brQ%=35?-ex2IzyR`(KvZvE_R3$~k9}P;jT%fZ$ zvy6t{YCE@%hLE%982e0;bhlD9R<06ij@5str&(01-5Z$e!!(!{m@IEYrQ$Qho{E7D!ex_w*RSb0=ew3`Y%v~ zOMN6eyi`;sg&MQ9$&hTVPTRb843Q1@X)msG`%C6@0#Kt@;o7@Q)P{}^o&(|VbE&3lj zu?IUroJTu(ovQ-%xWGR_Yv*<2u=BU=o9fM8kA}zbEh3XHl2zii4-FMPG|~QD9>+(%HiJ)NuZ*&F5hx0e{rtC@4RZM%S8?%gT*rNQty*V z(RVgpv2Bw5!Gdjwa6TtR?r(v*uuLtr6{Sg+cJoqwR`fd@e`Pnq#_nVt_sr>&Hk=ay ze5OFwp}_fZ{x4j22v(hs&YyDQ(OpXfutVQFvLAIKXUv6T^+rZ0^P5%1$QBX(1=;wD z<;&;fuI%Pu98LQ+p9TA;^&F4Xx+T;H21Auglbe7mo%!MS;{fePRN=P+os81chQSHB z+vxXJ->(<5jXG^Qdt2kSJ~^PC=BnP690h>e;Zj>D4%>%|OSQUBtIxVKYn3)=P$Eo#C0KaeTlLE~5H9VXJ-YLFkedUa z^DJ3ndlbV(*7CF`PQM*DTN#IyI&*q_Fk{)V$h`|A@(Ju3X28t0^&HM!R!X+*xc39D zkFIVU79L7|rC&|TnLUT|zL}0Os#h$a$F*|1+CpuugDfNN!soF6?(YL{Sbl8&{sz$` zxJH*hoQ^cxsI9hZojwRztj&{m<^5;AW#4WIRjrB(}8@v_E9=E9qfko4>b?=X7trWmE@yB>T(bX_p;4Av=4==UM z^s|X6No2ujTv~t@Tcyk7qc8B*dmHrg?4>?Qfe_vwO^WN)2+8__a8v*g^yAs`n9jPT z3mEA};G=tJJzzQ&cTE2`2AuAFzQ);+O2#R$IP4PJ7IW+(7#uUMB|IMZ3lcC-N$#Ke zL1$4z+H}d!LIW*^WH_V7e)_d{MbNA?22xRC6}aky6S99J4{pn%jn}hV{6pL^x8nd} zAe1yIjzdZQUk&g!~oo`x&&l;|C$XkEo z)7*4lYRvVcOio&Xa>_O*+$i)5f6nNQaLDmDdSFZy0=<|o>)KoReUM+i?vVXiEr(5W z&zUerS{43&e({L;2CNs~FdHiVsor1h_;b$I-}WEB%q8hu-5rI^wy_WnqazcLI9ZCzE)8vw4zN5N|^*koj^cM8gFVFn5j?Z-M z#+eGr&U_iRI%JOWwZU!id8U8Z-??-_M!8YtLYta%fJo@LfPk#Bw4^V@W0jys>OR|b zA2A&%CjF68o#XQ5hS~I!v4|{;h||r=Fm{iERhvX_c4$uILZ%MTo{z!Ohu((La(eaa z!N->ORv8Ck7&aXC%xUmCYezc+5)|!Qf6|0w2zHzOmCcQvKl4m9L?CqOY~dDTKDq|p zXd^;2ZIB~aLDd+)P>CDR?^O`!6l3ReEFMpTQB}O29pE<%k|SSARR83Xz5I9I-V~gQ zmz~7^b4=wcVxgG9V@j@vp_gE@Z_&;wOKH(+-e&&bl&z3fA5P$WZ!6=O>ih=RQ&4CHuqLt|pSct(Zs4MfMj9h@@}U#dnRK?Z^s*e} zc(pWYhv2fqzw$A5(?@+eXva+XF>W6TcgNkihHD1>H0@n;*^ZzJ0di0pbm1}RN;Jc- zO{wcmw?C;ye1XsOt?!4S5Z};pw|nJKaW*upq?aJvHJZdw97)#wL>2G&LdduAB6ax^ z#h%vF0w&21!;N-yK3LAMKLpM8n|TOQiHrQjsO{{1a6A}REyz?xyi!E&KVaMM|KAZNUN#sAn^0iFwllj;h)z4AkPhMjuA9<8lzP~Ch-a-@Vw7MRg znvY2xa^%e_?=!6iKh4lfFYzuHkT<&4yGhg68!#5j}oE%b%Ka)Ej2XgR=E z1MiP+9&U8`kb7?jD>GbX`+Y%}8nzDT-@5q4?z?+@%)NRv@SbNcZg?4fQ}1B)l};;A zvwVNl!RCL^_NYtEVeNaMV4@nd7bXRH$ie3qjA1;iRq3->IKNtNxuLA7wzoGp`SyB8 zVdDWPv8R@MRg_=;(<|Mt`}=rRuFiU+qu-5~(qzTIP<#c>yNxv+>ijw`A(rkxJIUb_JyqD9((T@#bGW@;sC@oDu&Y0pH$VG~>k%C5QsAPmA`_@TMR9&YFQno|W&E7g zz0sXXjtXXn0}%6$OksmxM`*qN!4I1$4ez^3dbmCdGM|HlFJ6@2+@>iLYhOfxX$bj} z!Xcle1%FXhLS&&8!Xj48;TH7fhg8DvVj@97F7asoMcbg6T#JW0y&2Qv_A?CpB;GS4 zS9&rw!w<3|R18N1OJMpFoT11_s5oE*8~rZXJe%C%Qg>u8-ilIEuOGcy2$9Yz$?b9=u5 zd~2CRC-uUVd?CE7bk5`3oE%R@bv0fxzV$P9jk_Fn^SkFL`JeOn`G2yU&T@H#1! zcL4dg^?J>W#Zr4xw6rZ`xRW2DJQz5NbPc%pj4ksfbBEh>IhA^U$t}6lWPydbya&ne zKQb7gxq1Dv6(*W{4T|0UY!e-&U*TBb#1X1me>06JZrj@y%UVcQmPA#`>LwR0$eVuO8n>5o_)h7l2}p3 zUVE*a-*+ChkFsyIfx_hnLE6Qggy?^BD5$xjIc$Kdvg9&5svsw+Z zS53av|14v>Lk~$xxcrnYv6w z-F2o1^3@W5$$#h}UArQuCv^xB8}{dGFk!nE~{8LbNb8zDSw)StC< z{=WQP=FzWn6Q6(&9Gl-WVl5EoR=($x&kT3~SMGo#syiA(8n*Y%w_vySR3M|*S#=Pu zW<|UuucyP~_EEzG5I+njjmhz-W25FJyK*jcfi`t%H6K4lfn7l7r)qR>7rTx2WN_*Z zXL3JLUMfqcwL1|t$>HjDw4j0;bF7r@5V0>*_ON0!sG=OSt2wfs$B%HD-xvAV(DPJd zurvG13ik&_Ms6hZz>2Ll#@mxkJ(<;z;GM?kibN#6RJw$sMJ(1DKF=+y~oHNV1E>w*> zo%>~g11^`l#_x}22X8p*ABzf5--zGi>{^(qy<|#+S%qXyNp;=~-j= z9q#X&<6j`erQU7%s4?eJfjb_49&+8_w5U6nrtjR<-}#)C&}~TMZ)yLjK46NzJLRhW zbUfdkPS45TQ`&Y=7yduF9KESrkyVpsoxJwfa9K@j5wVHP2Btkn1$av?L}Uo}yS>}R zy?n@b8uoyUuo`t|sb zE{>4VHy}uvs}jQeq8A(LH7`_34ix35{HSDtNvORUfBUzs9|D0O_xsxwXlz$dGy$lf zcD}y)a|;j1p$4tVIXx;nULONF4rXH-FF!Wlk&_GNhalH`uh<$^ct<@mZ8plTE@6MK z0g--aqBgl(=dV@R8(P$z$-DZ&95mifdBv}A${@X;|2q1|`k z_?e**X@hW$a2M^uqtSQ+S`1^9VMdnu6mM?0`B-&ge58bM>0poT5@xmDj~45T(l#6c z+CJN_EM^e3yZNVjmk+=Rn2TYnbuHuuEB;os$u}HhAeOa6)tTPRui25n3APvnAsnf$ z#$k!U3xG0?{CK6aP^048QQx?A5cLw>w6QrCGvg*?~Wym zt*JT?)Y<7SeTQ)6m*KHy=b}EyO@?ItsA}c)U{+8dP6036g4RAvwasAvtmFU(mr4!> zJfcGzcCCB0 zY1x;!DbJ$LMy^;A=thU(o?3ria)#D~>)s?;kQ74ASc!6q2EPATtU zjRQ9MHG;9)A>OwG#PO+CQlp1e9lH4gDR?*5C$Z^iNd`xX-hE~)NKssjolc`;;!{|f zn38fijrT&Sm53OVKIsf%Pun=REg1t(#wsXW2SmIZ|ajwm3l_E&3G*AY_!=B^( zdR=?|d$0VVlMS3|!vzAw6<3a)EE2X`a`q51bcb)?UdIt%=n;=rNGHf~cpv`Fdv?El z+eP&m^ZwJpZeVax?|3VRC}yq5Ruv;aebss0jqQT`6POzm4xDw(tBu$`cY)t!F(vP5;O=tyr4CiV6k)d*NU+{>;qc-w?gMu1o5HDe_LBx( zUk}XD@$GGxg$}eu{2X*e=T&IPt#U4YdGxdXSs06XOa;GNs{m%t%JFXI8!(M+^IJo> zLf>ZVEv(z1Tqp&@O-}Y{I=5>6mQOzk*3VC0PBBHvAM43x^-))s0(hk?5lb_ff(lTX z?&RGD_FnBfN;+1b)NsR4x(vJrcu0aC^oMJ6Vu^SAae-NVZyX`RcWv)X>^>G$rTzDu_fk-U^97E-i~!$WG)y z=|V*NTd8^*SdB^EUBCP8Ze=p$!lFNa-h9&D7KUZgf}Lm?lp=qJdr)l_sxucKKmM-8 zO^JW7YECeS?3PaMQ6$HP)o*+u9JVS;vAi)*R!f9EIX8BEVFHP7jBB^ zjwnclZ7y?0-|L5rN(D~XM<4Xdaj`Dkh8H%zZ0!`TXTuXjIB#R&y;?n1^k2|Yn{(C`n2c| zYxiajDcprr3CrV;$@n`r$1f-IXKAv7c`D(IS9kP6I=J}C%3{%8=Wnrm0HoZ7r-!GE z%m*jv!@J9>;YC_KcxQtn^V}h&?XxB1qwXq|i;u$4^Lu3idV>9Yl@CpH+%Z9C?yfMa z^9Zu#w0KHQ|Eev*TVx*R6Zlm-s z+#zPz<#k_Mpq+Wpte4ZbdPujGFIpHAjCQgst9^`4E{A6E-aNesH^`AqYk$q=`QK5U z>_?vt5T@~i%H}~0Y|5y}UWk)>?WB=9B|7W2Evfy}{@jyDu5#-C`NCw_w6%i62N>Ox z^!;diJy5s)`1Nhi1>~|CV^4?hulm4S`Ij2%+_am@Kv>#kuKDRj71#z53e|Tx)NA|Z z=bL;4)5?#_=)tuExQ^gsVuspR`g{5sF_pYdVQ zea`#q@40iD{^IA+L}|uda2N(w-;gjpYqA=DaXN?!8n4Y;y(k9OD@N2}Z*-$qA?eM= zOBD}KUp0{%Qu!6sBE2~#otaBsDxP;^zL0f+yzC1hu8V}M8l87zS77gUkj&3$!Fs==K!|J8ZWQO=&Vg|8z%Nfzza@?p2RT_Yw6jVXVfIGl^>wl=Jj}kvguBGCF)PNy(YJ>=4(nwI`2y90^|Rd1Dfo~w0&F8@$3(RP$RU0 zsoCvW@!9J=8&ZYk`X(Kk-k`UVYu~CG>REUE{oGx79f(sO%ATUt1o8urz7%^VfKvRWJ@U|Ni=bpPRL(I0O-$?^QAf+moRp z{q9|nnA4c6O%P;|li6=At`g7Z>%t`#UReV@^@}!Wt=OR*=>qX{NWK$C^-|Hd=ZF## zx+Wj~L?*sePxs%)(9bZ9UMacepfiz7ds6E*{My`@wwOb|Czas461n*sQUL>_Y#Mpu z&@+u1o53k?{Z)py*#cBg1(+q3Z+H!g!D9Vqx_(3wM#u%})PM`)9M?YU?|hI29lp@9 z0hV*xUB2rZe1$-Jk-&rUoZT=^Jc@wy;0d~Y_>sNL~qHO~o4EoHdI z6y}df-d1FA8v>P_g!hEHmdbyHS^R6L)x!Pu82Zx>nA1D#YXHC1%R*WM)wTI6@a25T zrWL0jZ3I9RFyhcq=Z^)Ci{Ht_sZ6h?G0sNH`&_AIWqt}A(`RELm%VgIAfHa}E*$R1 z`UqnFv)?ZN%%kUFo-@*ccilYm0s8XMNnYs#yLP;BW>akCmTOPXx-A;Uj-07rRonea ze0c%H@jEhFOnuLF9_YPSaPtWEx=@SEp2>K9{athH27$1{dQtC};o9Rb=>e+Nh9b}Z zREdu( zV=SToG+v+YL3&DPUFvNg4MF6#l`ZWV@q zkMedMlPym^oG6#=|F)Cy>KnZNdvR)T`j6A&o&R!W%z*7~2r&6;W4X))YBJBaZ6_Or z#aFUFTU{?$@uOwolg^^zm3*`7h`OG`w0rsW$Uieqh1Lt}_%*s-_G*VUciKSTkQyCo zWqf%KdsMG`z1BOs{8!jQ79bWc+FCZM&%Z7JjP+B`D$aAl{5eZsH1`rW3U48kE@Q0S zdfPkH&3yxCF}=J}TfA59`JUo~T#kO5pkBAj&ZRGH(B{NJD(^zbkEGFg*T6N~MD%+m zFbKC53)peKHW^AycAlpRJ>pYMb>i=rJY*NKLbpX4Crm>!dR50>Vr43ZzsE3cUgXks zIk5*s$5~gLhMAA43d4-P;C;YzL3mwdEyT0XAw<@-vb4j^Q z!N2TWJwm2C5*}#v2UMo!G-jQf0T$j-BY2X?;z87j$UO$-Z8rXMn|K)Io>;veoXYE8 z*z3q=T4`{H(&JI2X7^z9v8>hx0D>o)JMJHvNFC(ziI=-I!X`dlrv52De+#BFsjqry z=#)hXMtO{G@Zs%-4Usy_^u+F?j#K+?s7A-oI;8t^jIhq&IMqk{>Hb+dNQqKaw`pgr zFIhm{Ucy)03ekZJN}a-^)_^44Y<0p9>_zJ4=U43cnHg_>=YnB5?<93Yr&2oQ2K@ce z2x?`l)!2Z+=O#cpFWsBD+xzg|Qw62+K6bIaNCyE9me$5?u%zku1F|7^joAh^hr3NcCqn;%-~vd zLH1KX`{|=_fxxXjqyZY)BCWhuK?vPAJvUeR?>qIyOS_&~!{1VG&v!7GDtvBUBk3@H zY1-gjpHQW7a9!4?OLes6@v@CH0Tl|v)=}@!B1law^O+*i#H%3yj7A!XL!gLFuT+$k zw%E^mbKlA-+f{?j3v0i8`Q1QD6Qy|hxXOO(T|fVOyJ!43T$HF;dRwpU(*WJ4(!-2M zkjqr@v2K->JDfz7+=k&qYjnV7pQWx0ik+AI?avks%oV!KQC)(Tf~*jbyQEgOuI%qj zQJrY8^%z>jx8NB)^t<25OTY(Sn#u&rq8?bX2V+=Q2V>v5KK>)#$88HJaW#+dsuJyn z1t|KRrsE7^Cgb^b|GnM2HN1I({Bo}GEayfk|clRl( zo|(ay=Bx-UQOT*+b#4b{Bt^~@%iQZ)egvm=CtE)>DC%0*3s)_B)p;Q&?jfu095Oj< z8_etE4!?5+3&k52I~^+#m#T`v0(Q0C+8~@+%e(! zS@q@XDayCVwE;Zh(YT2o5%u+0^&{#GCP!_YEnix|#Rf_zO|+X`?#gmDWT&|wS5O|0 z)@XToTq|v3EhV~DDzSu;zsB6S?>dQvd0T-*90)v5OSy$37E zexEB&eOwnkVLL#JTlk`|71+D_wWB9BgdTNyz?ULd-RP&JS6~ z<#7cXiCxB3k)UB!lEIzPO_u7VuYCgHaOvT@KQD^1sJm4uW=q)b+=suNC*90mcVIe> z_I0c<aIQaaz&MzUS(%C}By(BDMwAct<;Lf^_dp)*O7&uY8H zsm0vH>%YM+#doD2d;7 zzfy8%1Anz8KR|@I*RKC4I@5Mj!6*#>7BZD4W0aC9MT9aGqJfG++5Z1o=li*?voG7O z_g(9G?)$#`rBbM3chAg*i&3FP{>oHwJ1q07vY%V66j z?KLD%VbF9sU5a5m@cJEh?tksa-zQNRwahc_t>yN~^)g=XBB!nZ&tf;s4(k56t`a3> zKU?^(Uv_N(t7x%)f{Q@b^=9tfVC?gDAD3{<4NqkcYOzq9rAv&zM~XSZS?@-lJ#NCB z50j8dIlEs1BpT%!W#2wvha?&sBa2D69V{|BtsfSV1FO=D9?ekvE-|u}fNq8x9tR;(#vw8!$OiDd;xVsrFNRb?h}`Oz&rJA%3F=EMC>+ zY}x63g!UX#=Qi1;Ug8n4<~%HOhHi^dR~_@*Y?onEzzf_*9KqWo_m{s^OdN9MLvJ<4 z{nuhG<3a`BAzfsHUO`?~Ix#e&%V}>Rg@iR-9fjRKNpMG_T9kBFhyIMRkE5dN;W) z50dxe@7VPe*ton{#~-UFG1@D@zzyHYGAi!=3+0QWqzG5^^LskGgDc3ol9tNoNE zA<6RqkW=fsz|Pt6b*onMOUV7)D)4byn~bkXuvDSZhZ0GDggMOZUPEkSHc6JV4oe4B4L$LF(QKH~~;G_-LnTW(e>>o6k_ERed`0`sV66YVA;Z^|~@xWsV;F6m;XsRqnqG`&@l9`NSO$ zcO@gPAXFgIuX6d~<{3jTOzdCV^)=jqhWHRCPQ<`XFV{v8gKX_ql&>e;K~)axLMSln zHC}P!mEgI?lGjGVXYrD^$=7Ppcva3e2XGb7yB{+0a$n*<#QoVRwo;OTy9C#^sqJ=>gM6p3Vfd%dmYX!aZ}$Nomoe{} zoU#4w<*)Acs(gk~VX`)gY6jGLu4!BQWt_<=s6ubWlAaP+KQ zRINenwsxU+)yAa`qJ(q3-jx=Bn!jJcY%g3ZHHgXJT6MRjW>xhNEh>#qwcpHL94LaR z)ke$A5V+GMR41DM%Ih0ioG3H%ZTEND55$iZrIB8xZSo#Uy|t}VO&gme%a79ES@`t# zgqMi7^BR7*0*t3K)wjXb!B6G&V?Pn4<2ouQV$I%`^LQS5#pBf7du z*5>M`8F+1HQq7gFS)SYF@26*f(=8$_Fg||()CsS?{&pHifhwG8XXM$*O^FPJtex^U z+Fg;juf6J%$gw@V;j~;5*EU71>>^Q}#?7Ol_qVq^RXdFOv(CKb)$l-ys=Yt%6F2@w z8;L)z+f(=TCTw*!1)vLB+pxi>XUnhnbK>!?kG~8a~ z*;wI71=o?xfm54ds_23Ir4P7Wr(F0Pyl*VMcvsOa?5|3X4rJ(R0B60jQD?kt=X=8= z(p$r@e-10|85%9R_cH-z*+p11@+T$hRCBt(UydKY@^agM*JM_?^_t<*Ppl!`A~TEj zxX=AR#%6M^3`PxnD?s{)k{ewI|1o@7>WOaRbSfu_4c$R+dG_l?tS}Wn`?Cn~@;ZZ; z^gq$N5!Hu*y2@ybE04uk22i6q6W|T;X6sp8TE)9lMYM3x{eJ29_6XCfHQ%|$x>XbO z>@{mK$ID@yvh$l^CQpjnPjn%zVqMZyh%XqP-`I`+>)Jti<#o@){Y*$tHq38%r{;{y zFS)e_=ns7su*%ltzt=%A_GNN=+nyf6Rabk(zB((+*V~Q9;-z6&CQuIB1;(S7t6U$k z@K#e88PE8d^?nD{GUw4xKQ{w;snm09H=X#u8;482-i^$v2<4ajhrFi>!iT|Xe#*DU zsav*!35jlRN~`PqN>K~0jHZW?Rr9)K+ONdxnap#70fR}{c6aqNOPvtE zIEC~2&6VZcs>J`SK7QiFc+}A}`iAz=)sP}Kf*$+)z1tqQCcmw4j0-3h4=R1lK*RP? z>q5WA<3qIAo$sd-AvAXld|(^~05ZwthWX!Ua{?~Ne=dVWAxs4O4&YJOo#VWjMr6xD zy1>4xcCTo4Lv=c2dpEZC0rtRDZ?dr;cjny33B+iAaeVEn-OhxdI=owkiUb%vcgyT> zzL8H88%do>?Dqgb>u$D@H*0DgC|+G6T{h(U;k7wfJSkYiq;ik3%0YnMc*+dkKbIAX zENEONz+}&~O84_{|JX1zqj@~C1mq*Hg#!^x?d|d1iCUjX z=f6c5V2x4ZEbX@Aptnk z*3!)tw-UdKJ&UM8j&LC)?cD&kxTelD`>f})OY(ClzX#3xChZb6tCle;Xp_mpNb33e z1Q`xggReox;AuYqLdI!!#G9b-ieEJ-INP%`-XhGairsXpxiF~Tx5x{Zp&LKaBJ^_5*MAj<9zDVO({PgQt<)X&S_0F`yLG( zQK}DSalgLJMdkhq%Ij5cJSdRJslo$k?{Lkh!+1WH(iQM| }!W0~pS*G_K4*{!@$ zxvz1da+)r#JIZ<;;Z`LJ=RvvJsonmXQyD{HqRltzH}d>z5xJVhkE5{AU@om(%XX8{Q{^Um~++`1rrgLFd#Tx8m;94 zxz~x|D%Rf^^`q|Idc{##zmP0S>psc{2gBaX8wm@0jlyj?ZZb0diI`87LY5D-mtSqN zjDV9`)AF-6o-cY2<)Qz!Ga4K_Pk+3Pa}^mJs!Iq6zlpIE3wE(X)Y`l^*zc*qsPZhB-S`;!)$6?7L}t z`R)2UFHP3_;IB%&t-K3E6X7Fvpg$BmKKS`j6{}n)E=5xZ){>R&UO{HoZZB#*Mh}fxLAR^e!AC@xN zi=SF1Bh7VDb;;g4g|#6jh@Z3EtfzrPg~>S6(^XoVncn(B1hPQP-o3 znB5tn&$w@}`0_yOK$kk3eS;daRJX2OhG5$0I&^!L38o_NF0X@to5%q@@7!+Felrn0 zGQSN&CnZk{V{1pwbw$?grahPf&2V)s(=8|+Are<8tafgRo>F1FJr^tG`d4kvE`=ZF zi7ai821c@79*R|Coo>Y9J@F4*Gt`55+qy3@^8fZT9|Bf+Y$KB`U>(y#{(>B zB=l+4o#zDjRh~|E+$n5&U{dav*ZTN1u+Z9cbgKQGN>7>4Yu}p+mb+ITT2V1IgZ#cH z?|1HB6t(cY^!}^VEe18o@U#X+Is)cVjWDcyWv_Mj;|`>Q?>-R-4s{#<9Z+%+p!40h z*VjH6DdO>#>#D6?9K=+|oRZ~Pv7?ime)XR3b#?)<7>6YW->KR^L#aaB1E15aL1DeFCX`f3 zw{!?5!V^Wll7>Jm40ZAAV(%tlR4Gsxy-lUqxJr-qwgJRnZwLX;lIKdopcy>+;>nSs z(>Iuv{}tx(2|tN{`_}C|9CYuwEoL`~oz);w%hcto%FIZ zLYXgX6WO2i~nGPsGI5ruR?Q1R+N#`n~=zAi0& za}leSm$n?itj@gS_wS<$1H0c+IDR^XlKVuL?7H7`V!!xaaHUxZ8w+Vjhl!4jB^D^2Gn6$63-Qi%`K7 zq*fi^j;HlR$K%iB@vTitH^8H@qxV`05|S=-JI|5+#}G5&_@w4-{#I%BRRh0GatHFV zN4}?7vzLb!!4K+Q6=CAKy;kd7#pFPL7A4lYc=taZcI+kh7?D%@SJ@pylNRcftP-aCh(K zH1v;h(Cc-buvbA}`@?T9=nIdzDhp`(z9$XV(NHkKnrE(gRr3R$3z~GNR^tkjx&Le2 z+#TPY(WQM1LoC0gv)jF$lO*n7xrNUmIijQeSCMXw!H&lak&Z8Z*d6B!2SF=W7q2>* zk0=AkGe23$KZZNJbYZkXba0xFaYrMho~9qtA|8Sj$%aUYmam*f%`X5RD#XqIUc~r=v#+ z?T5`!WkgnQcIgrgBMS-a^^3Qp4H*4hTh(XJDrz=?laZT+!SxG6^ZNYW>u3YJ@w&xy zW!6Iz;nn!ulX8cr9ACg*Qb*l=`pRp~H{GJSnT9t&&Yhvdtrv32d{YJ}aJw7as^zGA zuPbzgjhj6w0N^_TC+TzXRB>`Rz!SNox&HBS>soIf$IZ?x`(5pIv^*aoYByC86J2*0 zDUxL0T8+O09~#tuFlKoTt~KEk$&=HhJ^%}^G7=ZbW%v{pe#%XISe%942ZPB7oj|R* z&-}fcJd<8)=s7HF(<*&h%9-dyhANowO*~AwP#RrPKDDYO$f{D zJeU;3tB<{sB71~|jfI}KeP-smHCxHdm>DDLpF7MRT3$O8_pi@(wWHwfc%IiDZTfg7 z{&Jb&l;6FCaJT6F^=K!=G8Al_TkUNP-DMjCL6;EBj8GTe?=@ZC5Gg2Qi)O{^6c!iK zs#aia{(X9x0C6OP^6{tL&-?0@@ZUZAh_pZBC0OpMhW-;fJB+xa#op^!IxyI~aqlNC zv~(ezM*JGP3Jh1Wd-n(`v3mT|?ruoq#r!2l`w`v3Jb=N~En$D%2shzUJK%%;Zo%(L zBX8mEGZ70nAHdb^__OW~%eN5%4$JmwrS|xmiPTE~TCL@OW4U7^kCjJb!g};M)$nLN zKCdRl;=12{mCp`?|LuqlM2}~Fyq98&E`ZQ&Hhu9Y#UB$3_Hi@i(P)_ED{ihe*guqE z`6$$)_uA_Wt>RSTU9tM?vDpKGj_cA7Pgs-S77dvQWna5A@`pp^1VSe9unM;m)X`{5 z&n0Fvy}sYhZVRRp-6|PJzSvXUR&})s+CN$h=|d_` z>fSD5cQVrI_sNs|^h;`eyt2E^Op8cz$ebv}KShU(s7_ZqO>;|&pi=(jLO!Pq^$rAR z76Y{LozC^V#%km2I9vvkr;wTE%V7G+ymaKrefoFTuPgxpS-8mNKOj;g+vc)W$WxgO zI8Ul2oJ&|j@r&2*t$V!>T9wa(SABWWt#>$Q*~b(VCCZ`3Si(i|@dzr=ss8W(aRIYsMxaGXR?vfJ8GeP+aDiOKa zVHZ}*>(i>g+8l1B*6WHLtFpbFl+yT4RJH&%Y_>YkX;xQ-k=h4kl`b`AFw&h{=bw=< z&g%HR*>rVPWS*L_i!WYRGSPPc)S>Kn;8Ar%^4JPUofuVu{A|JS{+t3)Z~2D>+x(u{ zzge39OIzrJ`^!%=y1OCtqkOwQO5h29ss}Z`B9=YlWM>f?=2otjoIj~Q<8ZZ_>#MtO zVwE31$SHAh#{y=N9X67xSRxk})kYk@zQ9E5X?(Cd+#ffnp zRZ>J7dOELcPk9sXHfMiH8BZ_)vZfP_xx25EcE4xMh8p`Rc{YXU&D|Y{9BYKLJWQ!G z7S&dllzuC}+qUx?^jWjf-hGInJC4`;&>|0mT)tyf)IPyGCBRlby0c@3U7F)pkxR=) zC;W^qiko>|%_j<*)7MR%!7vxvj}007^TiFjwRrqbY)R^fZp++$PncxgY#)lldhoJV z6s~PKwwiBfP`ys?c6IQnziOSYrggYU^}b>5;JaFHCeYd%WaY}eN^zn-un57wd7lCm9&1pb2>KBPw&c?nc@X4 z{`R4G-HO&{X^%KC(WJ|Fx>~RKF*-d-`7*x9M``nqj>xgq6?zSfUmPKZJTGq)e%8E( zeZc&GpjaF14sj7Cs3aMbkAuLK1?ST|QeUHL`0ix47##=G`J$Kwu@4FCWSSo=9jriJ zdk{$)zYzxe0d6Eu!BJdZI^16w&hcjR=cC@>PC=8>s)ZwRFPb#jjqPFc zHwARIHFALvld>%%*sHzslx>N_@P?fdV3V}(NWC>Oi4YroIsTG`W%Gp z+;iuz(PF_~(UQ33G9ypl^@8_+LN)!Wz#)djEsA$?)}>1K#YRVPr^9pQ1ar2(R-I99 z4mBcn1)YV?zC_PrLk@BjRj!x5c=#wo_dt+_7X1Vck7W&Qmf$5hxeNA0%K8&%oN+MZeMpF8M<({>QDU z8VQ8F-1+pzoaLfAg5UoXyqCE0dd|AqDoaKj(?uPW=nhnYq-|$;la|njwd&O(X5H<; zI6W_PI((}x+bdY!5rR^+&2D^lm1WcSR`2t$K`r3#VZ8a0MYkhp!)tjN8rs{QcG0GB zZumVp?N{!JUD{TbA9w2XxzlVsUuIb_mcI>DPTHwXKt)146Y;4RBSPn6_FsS`s)iDJ zzUYl_|26nL*XC9%Eg!e0e&&CY78vYsL=aD|%6Kapk-DqO(?#8;*?*7E+sEIyOvrMq zOAuTd6cl=I0a{sNM}nQ2o9=L=(OI0Y^QDJv1!d!LOY(Bb6E-Fxx zhBfM5Qrld`Z)}DCc48i)JkJ{LNP+%g(0m|KXQ-5p`8M{~Ci}TUv$NFo1(#m8C-cy6 z0`kM8BKcL$8_2UN7h2m2aIwP*j-PkL_-}CF50758%f3x+QRw|iYpnX^3q@|AobHjs zJC4-sz=dt`WPXFss}czWdhL`Yi?0Jh7DO%nhckoR)Zt3G$-yRdv13#W(4#N&anfGw z7Us8HsoP5Ee7=o8`yMUsVmo%~o&FEZVBG8UGnLC|munMDqj~J{70H}zGau`w%J;4* z37|v8{^aOBxxZQ)&#mfVjawEX_zxZ_t(qZVM(D;(MHzKN7*0`PkoI)aTf1d8dmS<` ztZf7@!O!dV^DSF;H-Ei~P(R>Xxq8#l&YM3(t0~B4ooI{1eQ_U8&pnX$5iP2PRpIG- z5i(IvhFIV6i&A_(abc8WC$_x_-&dU2waJ;_zdyf07sQVD$74EK_CRboZ4Ka`9GI^N z=+yDFXx1n1sfqQcP6wxJ`zAg0&H5{zzq-#lauUY~R}5!{eguesEA}|+ck=SV`L$Tw zi?%IRl=+@CIben~XB^TKbu3R6*;}VjacH%Yn*e`wqb*T}J1t@WX%NtLJWTt}ejW?% zVs>MQ?Vkk8ss2M{XQ<4n#!95U&lhh{6+f5T_hv@D(cRbnAM5|xvmvFmCqiRX=^mEX z#8=t?qu>@ttFXK(2b7ZChJfUYRR}f8`#bXjKn?lay{}84P~YZ@dzRKL%$nOnF5hp` z4{!7;Gy%8?$`!N0kOIG^(%bX64f&omX)9A-Tawn_a@3fX{}VhXlw!Q&m zcrF4zi7JEcCn;6ufj$DB#=0XOE>T-Hi1n7@dduEn#SAO6>)n^ke%%2gNNI)!hIp1o3V=BG2{T^+TlPnD!$mcZ;hT zQhOL0_a4m5V*i{>3Wv_f54b*@BDhUXEx1-9kvp4Ki|bNFB&@63JF-u`WI z$Yy8h!`uCX;Kb`(*=$+_c|XPW=9}w$RzpADG&`D6jxN~;<*83}sN!$p$FAhcEa#hj z)f|pwm|9TjVDZAv=r0v7p*|5`x(y!O*E4|QShgbf)G=sItxwAR@e9Wa$!+u9x_o%C z8(jn7{0?)a=r`j0+C>v#=Q#4^QcyRHO7 z=u4@yZO+tn?Qan$vQa-6;VGu>gVmm~i}Gk^u1bpiseUay)bO#sI=4M$2%cOXV>*(P zlQQ@~snSVZFD7^-NH4s)t}0sq$LAKCUqHNTg*s~Y-St(X507u(8>;@}E_M#qRVg?u z90U*T0X_bUKBgCNZ^nPhusOKbO~9p%Ls2p5w8Msr+JOft{hcF2eD7Y8m*eGkk2=v+ zUtMnQKRBB!b(;E=K=V90I96h+JE~r1YvDZXF9j!ZAuv1{u8QwI75p-)fSu+CaUyTk ziTc;Ijwi3RnCJ3c16#o~_&#pux^4QeUuu`NUeEY=uV=d;{N+0vt}eO}Gf;WC{P&)3 ztiSxD6k>LY3bhY9%{=Dx=mW=WFx|c2(PVE{Zuf}J3PRc|Mo)$vk7_LUPI~u6Aifc@ zmH#{Y7c^S#ac6~oJALGMe3i`K#UH!~V8Q(5pX#wVvgwN}Wx8%GsDn2sqn|B4=YL0# z=uW7~wSIUMzCU49;+YvcQ@!YjXim8&{353AktWg?D%a>h9((gaIvOE&b~7WBADdxs zLV@P3NNfwrd`xoXK9yI_`|-HCo8J=VK5`+Xy6+#J&3jMZn%>_IXG?UNKejWk_@L>a ze(r8jhOJ*Hsj6r8HGOgK^GAjhYv`sMLP!tgh|OwF`Kk*1d>PM^Ng2+|ofEH6b=SK6 zhA)eBHx&on=Y`RkUmwFEaH4@=aoFuNEWTyvSbX16BBxI;j9}&3Vl7z&Fao`c-WoQ- zXki2p{`|t_goD2mH+(Z^6}Ie}hVNAqp(>fiK1a*Pq%s$k?%;y+^1>Yd+8z3KoK!Y8 z{VHMi+6bGpE@P|Ff&E8gd&(!2#i>e}N~-gcLPyX;?O@;BIL90@g{)Z0 zVhsdil!Ve#8Jbe>?8#&rH);baR(lEqb-SIe>D!#fW)&pJD4p-FH>-MASWXwyffOmC zPEnWL4PpH$-5dHqxacptE?I^yQ+S4SId==^eQ;Wk8*tFFP^3e9o#XT}DlOguY_q*T zZivjq>g6BXvOu9*GX0>nG{V)QDV_$Sh@6mDW1CniN8+5Q9 z5FB@@E}+aPlultDNa?5Ii6p>f=-*c%J}BS&R+#K80AHQSP2`K!&ZE2Zh+NZZ8HWzFxy)nuOb^Zeq8+Yb(+G zR%e74|7>afB(Ynv-$!a;o{?+o%m_Mm+4YYurlb#eTD;l;LnG@@FNV@#eHpPJx%&#Y zrurz{=HEsk7m|#a!F6h$iK~7`F3g1XtA7@?HNL_=Dg3<@bJk(()Y8B=#ewTK zd@|pyB2T_iD1r20@<2%f=@v#EkWG~?bR&nr>*E>{(HAXl<2gPUAKBDn5tDe2!i7Es z#=+V4neGq@FUE*O>Tsyc9SY^xyGu|%Jy8jJA7Gq`EWP+ai05=b>G_)-IQh{!KRpx; zft}o+zxS}U#Yhs8#k;8mHJ8rYcJuZw@A7R#y>{svMCfq3|f8uM$ZQupvWR-F}>-bV`@S!TQC;lZ@8ImLM(!EX5Xd>3FV>hE_rPlg); zh+|uJg7PKw_PVx2QLnP6)7oC@N$8sG)GtlGIt_;Q{h&38iHffO#?a0j4lldXcnw~s zYus(JFaP_zZauXaRWSw@uyIrQble z=~?k5l2{j-S9Jk?i2GZui1($iSf8&h>orHWx#T7{R^B6zX0?Q6VF4lSa`Xb?XBe`* zc9Hq~vV4{ykP3rAzH!7iUJpeuTU4eG|OwU7rj}BHHPE7oY&Oo!|}uQs`O;qinjlp zez`pGYVy)Q!+4XBImplmhE0t}7 z*<8|tab~bV1%i_Pl@;Xf+haA$>hCA+U+;9AZ1$D#!ZHJ-t%Fn@672W^dB3(9o-27T z=?Pfj(LP*b&#K9Ax2dPyhQK57%}nUM?y#^`!@=K7{n5Mk30M~4A2%ucLwoB^y1GAm zxmu(pqu(vcD)?gloV!{HE=nRNcUcbGuif55u?A(!hHo5xwx6$;N5$=Yu_N-tyyh#9 zxgdWUGqehXX{A`4dTsT-zM75aU&JEYDK)`;*roCYLT8edOWJc`m-HHJg)HP6X(Ly? zfpiF-4jJ1%{7pyKXK!@s{Aze(twOJNF+EgU$QgcMrvJm`R%3bC9hqzl@QFi<9^5zh z37(4jAlSaz5muQApX;KaOYkOq_a3w5r?2lwYX8@*l_@ASQfN+X55pBOO3#7NoX030 z^4(Gw3E9%JU!_LjC#h-NqZTHot_TIjA%HC@-};DWTxv+AVI9*ijb+M$nmCcH+On$t zWE-lOyCV#WIfHh8m(EIOiihe`?JX1lZ;Z4HxqG1uN%Z;@opjb&`Pdsx@vi$N{_4yw znw4j*mYpnSJFd+Z7ZWm8D9>yNB>9U6^HMZ>?qg05=Kg@kS)o)|dJZv`Kz^8m%V3Bj zCcl_{8)~oW-I6s3)VYnMEpMyS^17N=O&cK< zeEt`{4|^OJpDi5^11=UzHtUQy^5U#VQ`icR+sp1QFYk*Vh8wik$K2Qc3R;CQt}34= zIkGDgNqS=5$HO7nVQ}BM44H+qF==3VJR?1ZK25x?ELMaR5Lll1y64*BZ+7h$^PQ?h z3kN>(`u?lrcq^l@O&)YdkPb;^U|4g!h(`NWz1IgZVN<|_tgi@uHkuBP%xF$Oi7oo~ zkc`JxE6Z6e9_Bhx+$>BhpyIm%0k<@q^)T+86XSi?Y{^A0UmKOD#k@}+)RbuMD<=b+ z=o2BAjI^!cwtdYIM%hkyZ+(LGR?4`F0Pxaoj)bE%a5O&aE%7X=HPOxdRZoJDh+E_Ro<`fJY}Dl9}UzB z&^`!|Lh85PMheQ6Uiyv`$PD}meQ$8xv$Oric1|x47{ag{7Ki68nZ|SU{Fhn*6JY3b zPsiu7QRK4GW-hFS_TRKSHa#}UPe1%4avSS;xx7Ux9_1;XaK)0*R%9Xc=z`!8Qy@$@ za&ti{WEWwpI>M{e?|w;`Ywlt<2+m)(T==!^c|RD%E6ASIC)vDo15O#X7?#`1tiqn4 zZN0MU&=1n9VS!nM`Lti{D9bpEUSDf<-T6UMdT;FdiXK1roqidqJhvr{Kjrmc)idT6h_}l6w~0=MiHve+Z!Ts*Cji}R52o49Ju~Ln}*b?9NaLwe5;=ZG5 zOjxhc?I+dB?Ts9q!cvntrXDkGx zr_B?WkYitpd77cVVPuoO>@k>qsC^b&g0B1TZo}aD0WKnuIR^^sf};fQg455rb4Nh% z?B7pEZ8W(IjHeM0?wuhhW7ETtJ`D%En zF9^Ql+3k!pP4aV^T--`BE}IY+o+o^J@{F4;&a7>55%|s00@Ih$+91!*_Gdn9;uCy3 zniu6p{laaERk13TC?F^U?J8tJ~p5s{u2DVH(Kh@ce%EyswA?$#(c z8F4ty3YWS1Uyt}u&LSZ|<i6`ec-{8Cae7C zF2AW4;GX4lj15V>CVHo--3DPd)Du8ZJuQky1qM#ZaWQNYCnc@Tw%AbB~}osQz?%?K8vK>oFKTb^${Ajjpls1Rj^?2>cu@i!8F9?4) zHN7@E@`KOA)RF=ew~Y<7#WLTer9VVm-BDq@Zd5s@&l~i(J{b@C`gjuG_{*NIn(rG3 z8mi?c{u8}Nv=Q6LD&H9_1kjt7UfvQIg;s_TBK0xgXm+wp^@e36XD&Nvw?Kkqn8P?j>6{`X5-+d zCKY1quzzz|I0W@@s?<)mRP$yBd(qPXmmm%Lk|hP>L;h76AKF&wTevWD>|WAfT~{l6 zZw|22%iT)WjVgC2Y=D&WqwT@sfpa|CXb+A~1~wbjHHb!>70!mDY~|X6aHsv}$|KTT z@i;uRKuh9qq?EPX?!_~jXd}!jp#o%1T>Hkaga$H^l{`8|DklS@^R4T5YjOdE!Ft@_ zHRTz^PfP3T^ICW>$}zIYzf0RSCGpK}v5N)*ekz?;hB-#P9VJ*iBtO2Vv>fV8n!P_- z(ajSqXl~#MgZBYjWY#yapg!w$Z%LizVwsO1l*e2Hg`maR(azedaef8bXVEE zwfeq8^m5}Ug+--Svx62X*I1`0U6n zdSKYR8Sf>;}3j#=`DS>gZ=1tFj=rLRCBvqX#)Ib!a2O6py7s;SpC~?3H025 zJU__c{ZvZhL#dXi*M@aEHBx1&JCJ<93V-IJaA*yWk+PjAjisvLNO|wWF7TU_iY@BH zD@3`zsG!26GhOaBEGaHyip&j(MvF*`f0NdO-SB05Fh;4ytq(7a-o>tEl{<*!0Ri>2 z!;f09l_(jP&Qtl;Jw7H((ddFBv4gl=A^mg$H?Ata)$6Ri5>Sl_Qmu~CQ zx&gGb+R)cLG=Q>R9B%%4UcT(@fI)n0zH+_VQc|DmJUG$FU%lucmoKfZM)O(HYb9M} zjmF(AcmB_^44$Xp?)x#0=+|?%?{7B?9Z;`*mMS4iJG|Et;n&ZNmU^nO&G^B^oRccY zylEj-PI)9pDz`HHlhn(W%SDDWvep7e#Uw)uA!G}K$>vg}a@{gV+uzoluO5WcqY1D5 z>5ZQ053OK>#<@ve!jqtszu0i-HM2vp?w0KKXXpsh)oGwmqJkNwQ*@caBxKfq)e;zx zFAYFJDc6K+ixY{`+wZz`nxhxVstMO>=mbfc6u56|6bCJi0=b%rWSSgDhiJVoCu_wCu!1yl70qLcRT^zeCKY z(_sDe(Ja`2S?IVfr<+23SQ{tDvaRP@Rjpwe-E1~0LeIb!<25b@hIisK9^HJ$l=|>-Fw^%@*V%d)+n57b!h{ zkUuQq>z7w=qn?{P@v?uUJLrD{JzR@FT^B^HJN;|)$?Z9n-H@Er>a8{v9faKujANsR zD4Bv59t+-|A-zmN-K}ny0Mg@fXs>oCOhu4Y5So`tvivX!Y>GR~&#U5=dbvN7 zpH=0kUJJU{RjW~|xdfi|@X=TXW5QKB@4z__O(FLn)ealH(z#9I22SqnIe=iv2VfyH z6>tWt^T&LQA7~{Gup)Bph<8{YPTVWM%0YuZDSzlosdUu;QFIuqF1tit8Rwmypjcyd5{QdY> zbZjIGLC?=ss>_J@#pLSBkRC|Q4q-*859qySOFOj6@GGR(=JwB{k1yRnHs0<$x>ew} zm19b+Q@W`y^&uzm;i=Sa@9(oicXwM39w(?EpG@-4Shjn2sDR Hzpa|6CzHIp;b- zq+GRwp-FQ(FDJ*VEw`p0wG?9)DPTc2YQ-Hm3^YYIS}d!@7-tZsUKOp}N0<5WF=W>cNM zRbgC|&}FRV;GR-$`V;KKcxt&SD`3l5Pg(a*%gGjOzz!eb*^Qv!eN|~FR~p?zFVTdM zW0oV!Ty}B?c|q~DL#!@dOno&y2-^P8SxwC8Z@tM+-)h!O>+~$&0pJ3%O$As2g*)}s zYzOQ`7*@08i)5HT_Wh9lqB?@vn3f*@Y;B9qt+90(aj~|)4yd;JYF#YB>&@k3`1rRgGT=>snbc`#IJBIu)Q{oN?v{kQH>-OjLb49x0WP zJ6}!?l;IK$Z(TP}c)>6%%r9O}?GeZxG;zC4L@Xuf%sii;gM(JVy7ylHH|{{Mc|QM& z5Xir2b>xZJ_>AXlH*}PCqtLO}_?KH(dm6WFNNV6Q3ouO=Uwlnp{$PlBD#IvG#X*{0 zEw%g!YFX3r8lX6t&UJLzdLUb}jCKiqoW9z2L?%>^S-&pnM4zO4d6RTktr<+YzdT!j zR1G&;yXEh>eD&f7K+CK_m->wwME5j2Wm)j_%k{D1D)qF!KDWJyNzM zi>a~)^WXU+CZKb1u8jM@8;EAz{qhW(im{Dn#$7so)=71ESlqAcUVX!z0gE;1HS+aI zp(Z#<>rlJ;ahuzwrNsx_JzLdRiNQjeZkQ{Q>eFtox23zlocKdJ+k1Vw3WyV4Ijx#C zWC2tfGcFemKSI3$qf~0nVRPZM`}ML1?E+Un2=b0zp&qkziO{-Do=2Z(fN}G$c<*fm zv)=yN&c@7Ly5R`5>SVb+5il3(6?cEPJp_gQZtPj7Zh)n#D`}-dXh@-GNEa z9+>t3q(L#1ZDHRz#uVZQ>k*AEz0u9;;Q7Iijx)Q(PP}Q%PV*1ZERU5h9XA~%g00@h z$HkDwYbScNt86wG@iBIz&#dw)f81L0w_3%PcY}fc-0R@%q+04uB&+5Mtk#-rpV$&O zPIao~w1>A=pr7cScx`7DGiz~n;o z5GHC>LRd_zj)m|S%ktA)G;F}fqJ3vZ<@H>f1=R78zlriT_(?IYb=!eH*Xr<0Blm#i4B?JcMMof70-8>w0nf(`(-DLY2t9c zhihQ3A-x-&0<@ccnPeU6I^Q~ms=S#a1 z{x{p8ovGDPb-wc17otO8zF|)Ko3t7meAw#deQh~(I{9;xY=Ii!IN3eZ<1lZeyJq=X z$#=UlaW4h89|ho=SsxwN^ON9kNaQKhar1wsxT!NPD7N*v&<(W}_*tdPjzyR+j~ zt5a-$H)4k#u8In2Q>pk4^}q7vy~qOp^!U-&GNswML1TWR)AhzXrPK;YpMWjuscXL) z_Le{tXW@a4AY;ORc@XqHXY)jNeuFzGLO0p4nXEGQaJ&^%EVrywt9M9wHvdq2SAh;U zn9|xmh!YSm-xmMtE`af9HMU+mr!VPQDNF~7wt>r40Uhb^f;l1_d7wH#RJsg8i43tkV)6x0ZXr1exT z+3DL&epPv}^^4ciC-CKAkN&F$Xnbm~zxmpFx7ig3ZLUsii^Hqdd8`t=FnQDKA+49C z{_t^Ik!N{4AuGM<@qOq<>q{v6UN38R5KKXz_94TOkGJAK>99KmG!*ncu4*-<3Nsv} z5N8vf(!bA{x-mg@cK|8)7}j{pXPbcIa~{qn6DaknJn0u*`eqI>eQi9ESnb>-&rDJ_ z2(aGr>mU4q9}?aet0cpwB+M=oetZYn4S`Kfr8+v&=dKx!&!A3;EvQt;E^^$zNu$m; zC9yOiJ`htL)xUtZ+Yf?MJbzlGDed;gRnBoD_+dXF{7+`t-qol@z^-(AH*? z2of8O$gWPicG@f7$Xxw21>+>QdWc@t6;@#CyVP1tfmDj^2|_*sLd$nbXHkwTBo~sF63ST~l>emI(aHiSu?% zoPVm!K*6Z;y14@sh*_#?;ZZ=Tg}VAQtH1={4y;LehW~e=uJ+&Po?RYE=^kDi=^%G2 z7PcM>jC*t4fv&>qd~H6)lVfsrVByr(bw3KGC4k@Dl) zPU9=4GCd^dSFHB@((U~4^q|u6_7t_HiqD4>kuTbqT9xxm?J0Dg!~8@YG-f|r)A~dd zw*#hN?N5KxXWAn-)yo>ZPJhj{1|CW0IMoWPQyq?t$GO!$II}S(ulDPgJzrDPobL>y zHJJ`o-)1yke5QX>WZo!9u4ObT>!lI;omt`(uGy|tx3({-gUa-`kzxt70;s!wM#z7b_D5`Ou2Z}E7DefpToEsf8g#cy(h=l&g$<$21O9vQWx z?Nc#p(_kDH`gX;g#WfP3;Y#D2ve$Q|SHS7XDaoG-AQ|iX1)96JFzs@=QtA92Mx?GA z30|eZ{p)A6Bc9$n%~z!sGDa);+_R&2#znd#=Ndpb=B>*3DBP5yWL4d-D0ix^GW^pM zQ*R$I(~*&-_veS5lIE>f>%LS@lPm ztgg$${S4(JFD#C8m&qiDw!+=t^rb@dPJ!sqdyx#sORB05SFZ>W79|o&ar-60nVSKK z#Ng9L^w)fe(g@OT1Aiv@s_*Wq4XP;h`dmX$8aWm2bnBiK2K^NHrsik!;iw7y^;Z`^ zJ!vm&dgab?#~LIJh`{w2VApq4z><3b0NJZvx>O$vGmedP0=D2c+W8>$&-UknSL@?$ zG5}V8dd1R64UQDJ!uQghf&WHNG52vOd9MfEa6fbCr0wFmeJI1l#S2(tb)s1~GpF6Q zDxGq>z`xZN!^(v6WXrA8-uvmJlNi0nrfOfX{`C?Xzdbe=wbe$+b?ZqEWuqT!4I0*0 zfZ>1f92tW(^aNl1nSh*>D7~D`%J`-os$iz#7T%(Um#r6dcsP$g%)4$XjhaB}vy3*kcY=i=ygM6G9xpEiC8P}cj?qV_A$uz9$qQt-*um1lXw zyvSd3vopE#fm{fhj&=I2Iw zRvLOGD!3bIaB3Og^jk|jWz|oJr;N6}CD{HJp^WI4d#Tv3lkGBH767mG?wpI;r_b8^&+lTv5g z{oQOFo2wW8@Eikgu+Zq@*7%aOX9Ey5j>Ma_Ztp9_{l{?ggO$njcyGQdIXXc7-!PGC zlt2oL4jY3*&hq{)koqm};OaadUQ_KwX+a`f^2Zt+QTU}t*~x23!lw=6baLma2@x4yAkN{@YT^q^OVRo@OoqTDy}V@_%@mrY3f zy!o{JzBD6OC8ubQpoPJ9oq#RR4yVIKCStlS8{>02gn!KlhCTG>%gq znQkY*98w^#F%DYg^U=YakB#>jn#sUL4Waj+d@9iIDR^a=^bhQMNwFVSN5vDY1Fo$O z^d}__m`IHmk~(4Q{@gf-{`6*K`)~o6)1=tV(SwrYIP0%A@iwI%`8qa#2UZRVnlf{Z z2Cf;m&A64!jZ1Gv=*RmUI5(G?SheUVedOR!zU&&mxAATn{ks->)3sbETL(3>=gzbI z%nQ>4;QB7_3WPQRRgaGVqu~bJ-L;_ix%?S!m67VTC4{~oO)}@V`@hr9sZ(Q1vXj6Q zz!+|Byr9j2{idKkDgZ5YI*-rZi2Lbyd4Nz@#SSaQgT}ErUb@$n2Gr)$0>e|8S9`RR z-W(-|bpam#-Dd4mI=-z&VZRPb+ZuC6E+6Ef)Vu=mxCxst<6X$sxSF#-rt%;n(bN_GE!7cKGC_bs}-c+|?06d_S4v}-b2xe0S# z&FX_-utM`xGLrHoco zL!_+RGw~5CNUUm1X4U16_mV^k=TK+%24qCkj&BbNbJgHCF|NgPcN)8-?5CW zD=-qR!R6F;IH+=>weuItl!FpSHdo5 z!v+T~H~W~E2R5ee?j-E6Ep_DH)`3D?^-tpnYp7oRU4DF!{q@IgqS<@?wR;6thfoqw z)3fA%;3>`d5NeuvBY{Z~dq(2s3$ZZyW1C(iXdbahf zZtgg!EleRw_oqiRy&QnA07u$ZYPIZSC62Bo7RlM(ieo zNaWaBY{@{|$UWj8FeW^}F@hXG=)H4+JtNb_t(Ok>&3E@SJ%!G(ewfsMc`MiS9*YOg zb-}iaA-6~CY8DssO}FfpB{#u$o9UEqkx-4;tEc@t0L#cM7n^IE?WyAjArv}1G!aei zRX$QRaKAztsdZ?9%#XvHgKM*tXMuwZGZ%PsZkp0y(pXor%b9ot`({NgW6>^5Y+!JI z6K>YG22QXw@!?Fyf|BtqXp04t!}G-2krH}kuMJ9kay&i05^!ccqfJ|Ie#U(MO zxR323P$B7AXP(?dr9a_?Zzk#BGE2lIqzrJasj`%@II z-T1mPtYORkG&*&Z_jsfqod_r-+;?lsy)QC#`^7rxv^d`Oy>nPQ|cZ9tRh2-*{ z*qwJKhbg)IL_*+ucj+?zdJt*n+|%@IB~WsYslWCo_xlA#B~M*HeY={E8X4*uwPv`i z!xIP?f6)~-pGaF_oJd?c0-$EU*f zI&!-F4nfrMtY~{kFU({Wu9pyA;+!jXi&(L~p0RnhK;Lf2ppiDmE1Sz#*OEp#xHcI# zCUsS1QiDJ|+Fv~@Ld7q9%R?$+UJVi&+_`UmCI3}=Tod6Ql3)abzbceukU$Hy#Sl&X z`gwI*V0T_-T_~SP;UvOZMGUH!{)DxJY#e%360OSfGQSWDJaIv4wux0Fvm@5d+62QE)$$5DAB7atGm z%m1y}LY$%ByQ)-0tNKJgS`%9e^HFv3iHe;m80YURnD4=q<1gthZ@;Bv$`5Dq<@cv@ zQs~C-$8&7JH|r#RN;|tAj38@fYn9niieZI-A>H4!7mwv!&aWSM*wE>Zzsafp;0kA% z#jSwu_B{BawKe=RTIX}KPIE;f@%^dnBQ47pr%J5NePi1Ad-_p*)7nwC>ed*#Q|~Mx zAH`JhDWDVZYU&gGX%BtypvIB%!Jj=KdQKBNxPU>Zv44IaC+YT93c3XCpBCqQ z^v(vwdQO14E{1L6pg&EPvHGMj)ErJLSA9t;g~6##K|O1ejk zqTU;Pjr>?YmH(25m|c_kv*d5P{;cCrpFDT*D`s_g?XA%JzWod;=cz&XH}jy}li(H2 z7IKk+N4hZfsx^=dkEIV))f{tR<`8v~yje=H1fll+ZlAOAf-N3&cX)0eApPMnqP`*28p+uDzyBcZZ+q z`<58OUtSvkr=v=uydV!Hrb86(*>jf^oZIYyMum2MKWk&9GFlU=90L^i5n~gNSpsU5 znv2lJx1bE$7j!vYiNF*8!|29VkImjpG>CMHdg*WH6}eE}Sk;kjerxKkR=QcoE29v4 za61ocZlXo)odeM9AuPQHdROSbVab~Oyug00ds_@}Hu=_TeO)eAI!hJC9FXq+E;y6> zrnl{{t_e-Y(z`Ba6`wr{OhpFsz$ zb#<6e4BESM>HD+Z?V@!wArZtj;ijG&owfXnbUNuIn6Y$O2J?C;=Dv;d7g)Hdu|6g1 z*I^BR7TZ#nX{n}d%)@HDJGuF#`7kQ8i|#D2w#Yn&lZGx4Ib~$HNx^8pMyG7LI-)m- z_E(pvG_>k(hfNoykI-7O(pzp{P3n<vcePxB@09BP4humhxbKe!OMC|uX>m#4 z0h~E29nZQV@qby7e}07$a;ro7Uj7F_Kc4SNryU{tr~2i~W5f(v6qqwjlMwx>>HFWnKB z;Ho86SWpjFm)CV~ve5@%sg>j7kiHBh^w09jmrD)VJ7$d`K|a8WWPSvvDuI58O14~OI3Xys5`#^$rcDoa<3It;vPY7f~f^b zaHr*Powt~$RKWN#dYjDdPR`FU*0veHq089Wv_5HMys)?2zjVrdg61&&(mECJh4rWu zq0BTL+=)LhxV~TK_{y=^x%JF#6fVR*Qnczl%8S4J`$pAkta5ogix7c9m~lV9SLX`o zm}*Ov)Rf}=F5|L(KQ_i16DChC8r>n1@-2K!cM3lzxoloyQi2q1#l3WK%-^Job|0d- zhAC}3u!;Ia9nfR9nZWV-`JMh?!XYybM%2*UMT_=yLIs*C7*F_NaLc}t$DKHz4U%a} z@^>z%YH98L_XFwsdo^T)vpOMy<)0R-uW}5L4}>(!ms>lyMK+%`aQZWd4N|PFNfCx z#ExmW20UzlC$0R-%RcJ&X}`J@I^u&gNg^+|mw zesQp?>L4v@28O*54y8%__KEYteOywm2d-}Ru>Emu)@mf!tRZhY>X+m;H92_`9V6uo zTpHE@+Jn|*YYC+3v;GHN*gxYj0t%_?B!}5^QS;=}=Q4V1{KtGSoC%jgvYkVwy-iPq zef#&vq_S0-EKh*UXB5LTi8hT*EM~h!)f0 zMJWD}0OCVmYQC+bXcSwgZ_K_{BYoa5H|RSYUruN6V7TWJvC>aZz&GvB3kxWFv^y*-%@|@YE=q<@FqSChRJKW;05tB%aOC%3~{5kxGl41;T4=TWOH)Ke1NK`*>sTay0)z^ zFKlg34sAO=fukAk6#p*GX~1pI{mDfU3PL8&m-QhW9BpaPsOImjMMEe&l(?2UlOcIA zYN6KW!+Ka5HFB%T6$S?TV-c%n5!QTFEzmQ?7{`%^_Lw? zx+(3Kt!pu5~+pr$>uK{`tGL=IJzO4otn1f@0^ywJew> zHI7yN`iNql?^5wttfA~h1mfE2<{3(T$g;%i?=U@BX~!(O za!)?~cGhc`s-^t~ZaLd*JzB4vIxUa)3W9|G@#ShCA=<(FtaJ)Gf1q9O47RGch)}X zn5|_!qOY|H1$C*?ZoD`MThc%sBG2}I2=^ty1U;$ zlek@Mok_^;KqA%XjFMCLk`R*t#?IqUR_xW#^#ZyF6kon$tUEOLna?Pkz$7(3}6Y*TaJL>aU);+9YtcM0>fpOQTUgnKuUujf(Xd zpU02+oKYokV zZZXJ0>!MidJ!mPxA%DT|gXZqL5U_d95=M4@aKHrY>EP<{SonhErJid&sTu*c`^8sJ z;6p4lXuC#DZ@XDA8>1R@bQf~-QQ>lfe$)QR>u+GqfDpeekOSB34Z6+7g|kK>b!$G4 zK)KOR(`n`02#(vmcqIg>ih;4!#{_95j478?YUeifA<}hxkD9bq7YMIghFTK@Wzn=Z z15Ho`owwK{k>*=a2O3f$8d9kv_cz$RfO8#E)Hn#Kom#y*ET*O&s80cmxWisrBhvB2qi;{FleufpeJ}ufNH!3kDa&eK!H?k=`m(b5VxYy+78pZnubaKJZS=yJReR z>yXW@XX=FBKC?KtJjXdiK(fn7;2|EEE~qZ-2dG^ee)CW& zQ1&_Aqjr)otxUOqcWVPPOqMdZ!oJtMh3|W-;D>S#cMB7E<6UChxcna8`l?~Xd->Y zfj^l2{oRd9DH#S%j+^88`Pr31dEh#)AA=C=ef(D+jBgaGi1_{&Y}`Nc5xy3@`>i5d zsj|p%(`$ezg|R28P21@dM-LN1L0FR3q0v&3fGxgVPk@#Vv*zC8Znw?-Ts8oiTzPDV z#PRR&V@KV(jtbQ3o+_iW*l7vnke=IQKA$L8RBr%o`z@0Vz1PU$LX{xu$M<3xEX2Hy zx5jHO^=aziS-@RVik7})@rHJxEvm#`8GhNE#X5^^3&en|{ z99M|U1ODUgqHY^|Z)honwo!X^_`VqlLSL@d3JY7C{D`lZ!pY`>x>*0RS?#qVBRn;f1^GN_C26x%lA-Wyf`#m(1e)Ym9L@eLP-30yP-)~dLl^T^GkBk6Rs#A)r zy9xBkoj>A3UsEgOPAS`XIQYUq@@!79 zBq=`N1>RhBk>E4wU+}O3^Yjw7_LQRwrJeGnjj$VomXH2e+63;O_5AGp zER1x^fd04p`oLtkAFiKs8tG5CQNDS+Z(0OfII7oO$_0ZElD_lH^j8sj5G;I`rV^1L zo1UFPnwzIr$hBivM<0qrZhThrMX&)pYfm``9tFNAvi=f-StQjm?T&4`cF->1$GB%F zErJY{{JU?$wUzu^mQU4|_tUs8DRYCIq~jdya|=vP9eJ$OwQn~ovJM{dzVn>>E%eJo z@w4tvJZ@U<_sQX(Pu|OMO)=IbqmJCy!lsyCe4nb&g#%Ehj~vLi zK0P|m&2!HzSK94JHZg~G_}!HQzf1oSwlrp?cR*{nWuM;-zhI(X^kvTn_D*u@ZU4$6 zS(DwQ-2sNyvoR0`q}5%x9DkQQn0)qId%af+$+BX5AJACAOQ|Dv;$!@w8{(_0w+;Dy(#@|xs~e+ zZ2Bxs2lbt!EPDrcH~dU;%_3dw1mGC~h_x$v;O*=+er`orJ`Ss?v$yvFbDm6(Ej&|H zNF}7$?TytNJAl85qDr&lU^D7B@`cssARdgD-2YASSNuGof(jm3DZc2s_@EUJ3U8XN zbM&{UlPrMirAe z&XCk5)q5Gfv75CATLB zfF6$Y_rVM*>L^>vD0Y6tZKCAqF1cTn>Kmz8<@_xRR_=!F54Ys4@D4V{VLI2a*cFfG zgZ3Hm)g!{3zsw5Vj$xp^n-8@~^ZtIdb&F;ATGF+N`;{|#4Tm_*O)^Z1REX?@q#t1 zR(nv|y4(70=xqE~T-Ua(T#Rk$o10#rjrFyed?$zGbsU|KRyM0ITnkK62t~@{Z%6*& zUUar7fN!6t@B*2}^H>Cr=AQs2xco?cvd$v@PVV)nkW|+2aU6dS^tvKFdxz{2x8j`H zhYAnONN>kS{J~C)I|DxR()83ktO0eqLaJ|w*N!@`W(mdShD)Z+jyrkxnLx&419gAL z)x9nMovg{`8H1Uz{AEwxd#+0UM{bT#ipsq~3;EX~%9M&-pXI2>j5=r#?}}N-9()K? z9`a)R{DdG>^hijx`}gRKe3akbHsJ`DT?FrA+PT`TrR?8$h+KvNw+Qlwiw#EPF42Rw z>rIP1J&5kszC~h5yH?qA=f6>isnlkzKwW-jows5J&M+x@>_6G&^q@A}^;x~C8|>v- z`P`m9u+$N@3+?JNy3lE=gdkJ*q#fZrO(QEeJMofckSJT8GUwo#!My_Y?Wsc_Hcu1( zZhl39hT>8$t2z#@TgA=uR2%nKI(p8U8+V@vXp;py&HT2-16`;5Lfp?2=D4=(Y-gCE z7Sv7Q6BWK}wTzANfPhLc_H)8`Q1$xl?!pYG8S9hs3=2^d-k}{>`8(foV=y&D99_w0OT3tVWlq3zk^Umw`a3y?ey)|j4 zK|fxlJ@*?0v?=&0n(rmzQ$ON;FZXK|RF#KU)NcL;6()bcd!xy+5|#0%K9;Mq;{}_R z@BZ{sXZDLo`5moy)X*I{4MpF0flRfke0S#Aw7jdrVY z$R5YZrTzRIjly{Fr#M-w%_ht&8Lal25nooMJyG^M{LMTkKRqNbR<7D07$}Cb{r8Dq z@EG!gG1IGOY6VJ%_~x)sSy&K(X+LkBrae41@bY4`8u{I)x7)p<69pbJVM!>ml75xnfSeWZA9+&Zam;Cjb=tQtzlBK4JaWul9wUN)cDu zs*Hx*`nt=Hnq=%A9L}AB^#j65)o?c4^RTm)Pqf-psaOnKc*=NVL?FLqr(RZ^Z9d$p zKm&zea&b&{?rQ1A4schdGcH7CM>UkHb2=#@&s$|w^ zBuLZHG^wmrS@*QAmlTgt{oT&>;$_FRI&dnbqaGkYE`e{OYkM~tPCzR5op#;~CbfxX z6^RtyMC8L=CA`QlHm&Ct z(|;WPMQdAjq!i?}X!2;O;)rgzu_}qW`2dP>|1fL6UXyEswzxQJ?{1AZXko@^>i+bo zFuYv}oT?5E1gtpPq2}y>y`&)PXpZI0vdndB7*KxJpWSEu#H#vqj9nM|>h9hgb}rX_ zQJHAtQcBOyRPVJg)tWR4GJ8`<)))k!9|O)Z6t9G~m|0U)r%@+e4x`(fPlTprnf%P? zwWCUodpXZy+0^~-`i9qXKXck{=DIOoXZ}nC;D7;JxqUzL97rsZF$xjS{XHR$!Mgme z#oB#wm_*|Tv+B{fKe$Tmu2SHxnm?NI;&Beqxbg~|!Slk&Tkh<`1l2o@53J9KxVWXd zO5DE!GyU@yKc&X{nX#izF(@^3cne7OpT9ZQXXgbEc#EcUNI$Vug_A26BLv1?rZkpO ze4VWtGPViZM~h5w`6#raSZbZekJAd)xY*%p-vRL6`ameAP=TmW0d2lUW+MII5MA7P z2LON0RJ>CNHa-82YC{VS9kwxa(EGg$lnKbhZ{voCFNS!u4bV1+(2rNu>d_Q$$4lo` zdK1N1sC{eZO>T}~t5~(A+o-u0s9IUPY|rg8!d$9%5-(2NWM9U4p6jB4UwO#$%lp+W z$EUC3!X&iQd=+o_?w6(Q{Rv7P`n-0rAGD*<@TC`|hhE6l0>R<=0Sj$c+GLWi4erLc zx5*k5h^C)g^7UJLM-{EVD$=gLZM9w98z}Q+9-j_G>NkNO9I|awWdpce>r$BhooTW& zd-ICkVm891)j3>R7Ii0@B003yj1)CzSTu5UM!MiVaC0?-{$8a*x(W6$Xr}{%aoqntpq3v@j*yqx45+1~pci<9-AVB#2Yq3s)PnvIjl=pC*@Kv>V(-J1_A55ewf$VU z0Vw!PKg(WqMzEX3<~{rDjv~AJ44H>31(vwE6#Moe4~@Pj?Wh;nlZ+1x+J)BXJ{jaR z3Er>FIqQ~G^k)iO`g%t4tFqvvkKLNxF>@Zws_nFdMx>BI6E1Zs)m?#OcNa*0?{$vA zaW2aa7GZNXi-WN z?Ffe^<<-AIJF3zxd3C;%u!)aE|4WNY~ zGshrmPFdUi#~s!qujhzB%I4TDSO(;wyTLfZsJPVDmdN$tbF8e zcGthLaAz`O`U)F-XW3C?&>5};`%PAIzsDxgws88j-Q}>g*t|MvG2V7_D7C%d!-LWV zLp$5~-6m@lCY~-Ttp8+kT)NgUa}|mz`e<_0@Eqi>S{y3c2)n^Tk@@v{$<1f1KDkoY zrMPS^v;Jy3gKi7*mS1ST^_|GFt?kZP#urboEoSJO@kOKWA-{P>hh$M@lUkcphS=(< zAf$8)($o0d(EQrfD5t&BAQtD5E@b;v69$E~%i@yQOViB@Vq|}PK_3QqzC{IZul0v6 z@1N4U*jt3J`nh%NbSq2_2PNxn#BO(oNmlAx_w#o2t+i^WHfcnw;JMK2^bj0QsyC&^ z<-gAN;eP!RK}wiEr#)EfT*yr8dW4Bolbax_%e{k3%%%?I-zWJzjmZAqHnP(hy6A^ z{=1a6(NQFn{9`dVP1k$Z?7VTm>rwT(`dm?){Z~ZqVv&57Rcv!xf;98p43YVn%h-Cy z%L_O2ykWP%LwBq7_oN%JE5Q(FYRX@ME7f#s!M0k3plLAvZkE}P(gBw~H==I(jyC*! zDZh(Avw>d6Z}46hNRa}=Z4(tYEYI68M}o@t^=d-|{y_y)Q6?qY682s?}3TF8smJYPR1?gI(q< z^3`0TN1cv+4WG*;Kbsh3wFac(E3+8HnQYHTyP)yDWhD@_s=G!FM9tqZ-{=D8QJkWi zVZO})$oKi7qLn}WyEd~mwDa>U@)_==-O$5?B{exS-_BTib{+==*h~)#z~HxXEME4H zO*Vjku*vt%W~5?&!)rNAUk!_I?#;XUH);PiNW&E1j@zBXzpQ*}>2*T;oV+_TtqWG* zb`a(JDDQGq*M~wD{Tcf2v4zRV76!Pgw0>L76qmqQsvKH7m9k1k+M@3jv(;an@>Q|+ zy={5F@$HEE)95^oWIdL(!|1QNe4KY*(p=|cI8W{CF;v|@{18FDVQ?-`?bm(!+ONWU zG8*HF-){|w(ke^Am0KRJTa%UqLG=TEXd202IVdw*b*HWb=`yLB`SnOR&6Z%u%~;ty zGdXi>&rZ$paLTsGPM4?DE7L5aW&45GLH5 z1k5u$e3?_YQhGk#ZLERmQhTZ(-JKox*sy^7Jtk$m(V(o>bztH4;$2K?4P$wx!Fsz$ zh&1${U1ByPDDt6y;bLU_b#K4D4A}f{d{`1qvsr6ju+|%(QItMpcKir{0BU#fx&>Ux zq>~Q$w_YJM+D~gfh7RlxwtZ)>p!A9LN=1o!EHyaaT6Ye*rEc3Mm!$hK!MGqqMEg<6 zhPNnK0{sf~C&_{Ja|2;k{QYGbWJ*N`uaGnt^_-w}h^S^&3J@ZS2>BggO z>3OdxegXl**ubZEI;6ezV@RCeHtc290w>Vfr!lIp(7xP*7}>HsxaFWgQ?Zr4FL*;I zDNl&g?K_n`S1UhXAE&YGN>w{l-SnuvNTHHv?JpA*><+XD(6jh%cKg@hMQ%c7_{%_n z2qVE+^wIifSR-(wd-42!@~KSIi9H6DgAnDYTTJf)$Z~eiW$O>*ldmx&)Akcq{Zg}ZtZM) z{96Ed-ek<_ME7gbptuYw3H}wN>zMT5<28R=j*{p9wZ1bVE2qGVb_OAcYu35N*GfNZ z2OFHQ!{=6iF&C>afm<#%;@`~mv0z~hdi0H!_nc)3{k`JNS$gZ)%?0A%fO@C^X$KU4 zuuPvuLbxk-PoqA1H=A$E9x!9+{6YEqO_+)cOH{Wv8IwQwW4@dX-SG96sNA8wgl&EK zita2J3t4y6YZTc_g5L}FD9Eoy@5Q>?JYe>tLVa2w6})pB#O$}u==Y|p>knST_WYrCmx6o!8bW>iE`l$=E(IV2QCI#Q_c|JPX8wZH6d+n&_> zj`2MAz3+UAZy$`VfBrSv`M*++Pv3Y)gi(4u%4B+TE;yZ;G3)i$@K-!f3oa0|jOYH) z-E_jcQ(H|3&ZTWoui+?`rh$1)fmd07KTx2Fvi0wAUq4-$nq0h8bFE~6h*+lA=`96S zY>=ZoE9iL^KF#Fv{(y&PUg^Do;g*G`B)F;vq6O?;=V5NAgPBG=XyK46>YHg*q~73R zt{dlRt1=GBcKc?RZ=15y-PBeY*L|K8@U`SG>l|TY?_Q+b&=y6pz#;ivrmip49o>`w_x;2!hNxNgw-(E?n0n--rvPL=S;c5BL2M} zS*h8{z2%LgtuRa5v9H_7sTKp`Z_@l4;58+NfC1n1r~1j1d9r<-YSHB$@5TZ)%&w4+ zesJ`@q)gC!rSu5vX^O&*>UujTg_cNF%*2 zdbtc$X^($d^Knw8=u)h7VTa|SAS*K}rPZrNOvtbisHF)6=}+TrXGC&- zo4R&JqCP2S^8%)_E$vv?jlQefd^*2DL{Cb8R8s!y3Z-&0{c8f+8g#+vb=3<>df{Nz zT0@_%?jQQYCH<(8#~ZKXM4&4lRa&ZkB6E0+ufyEJ$L(ve03Z2)(j?eQEQ}~Nzgi}| zHyfNfEY0dOuU!gE;E|gM!{)85QRT|68s?87Z+A{>1rSc7`eB(r=Ek%Apx*t4?a?8) zucK0$WbkxhTaUj9;QfE^u3C+A$f&FJHh=GL1>JL)j@Vv z{nNKi@~w1V!L?}-{8$oo+3FZ8rP*4}!d7mfPCFe39dxta4rJQIouYTg^7*@(12YFx zt)tWiB42lWDUn3^hDTW~ALg>@I=?sa>FDtH*d>d0k}tTW-+mG26=(W9UswPICqxS6hG`x6%Fn&239zbAq;7-}#@~)t`TPgV=(_tS7a5X@o)_xys zA;SoW149EC&V;>d7xxdT$P0^BOZh9eVMFs=S>q}fc15h*tX@9bd8gP^8K@+oVZH-D z=iT+MRASm;r&8;crqcJx%Fp+0P#^8be0hCTq3|fk<+l4%u@s})& zKC@V9XK#Bqp|Dr}0u`2SvlAbL-{ihLbDMgQGh2=ERzu=?yh8Hj;WXEr2>g~64(nYx zI~LCtHJw~Nno}G3s@YvPN!y(i(UvvAx6_w3)k@2#a!DQIkEV=-;tIP(r{+*MD@`5* z{YQNlpY5eaaO@dEB)|9X(NAOi9VOEDd-%=9n}rn^NondHXU4IrgA1{?ec)v6n~|;e zENZMOqQigqao_X70I#ByKc6`xlPBN|lmAU04Qw9og+!7}0YK7cZKl zS3wO@??o^wvYfB$j{k^y2A07ORzRRimLr~Sz-Z0;dCHBgMirR%x3V?eE@3dpR!?P|edt+@w3swLmSjv9Kd(+q6e%Xk04*G5U3= z&9Fetp;(FG2tnsPEnWq|~wRPj1wAD~nc=fD2CrhYWd{T2*Mr-Xh(jq&H=O~m-@PG7o4?I=6 z3ZK1}HopHJt$jpn{{vu#6Bx)VGDDRL7oNQ0P0q4^y_F^N)a#PJ62ETn&5f!oXG<%# ztFpi|8eZ)qsVSfXL8HO$y=&?0SscTUUKh*e-7YoAj?R~IoLNj=_QJ2BR#>&2L^_%({HE1kwpO9RYM;=`K7uw5u@+H6BJRSR$?dj}R$BVzC-5MCR z*Zgw2HY&5pw$ys4$8qB_({7EBz+P>&CuJRR$NcfFbL^A+14e0DcV~_s3dHsq%bV0r z==Cx}Rsa1*io=&lJ(2AS3eB&&{d@s1V{Pd3@3C3gfH^i84gFO>UDy1A>~qHilBE1@ z*v;noWH-FPL`OA_ClYHxteM z-g0w~X_(lbT&;jW+e-fZ8(yK~;aOv7V=WuXXyxXqd;!kIW2IFUa)DA$nL`HLWaBSZ zPgysrUHE>d>A}&SY-)!>9;K9(13!qdOIV6|P8;amEGnxDp%#DP5`+}X(kl|8a(@IJ z2%n+La6-NR9m_N9h+nezwY0xmzB@50;s)0W#PBG(k_pVo@~W!(ofd%iSE4E zgn=9&`=j0Y5Ts|g{Yw_FzVGUKTFqm_Rxfy;S1wycR+418U6^uo7w5RD=MRc8?g}a2jAhanEuvXm7Fvk* z?OcxWW1sVmyX#9Io!WnGCIBCj;L*eWtDniTL=~Q_z8+DWQXW>PZ9z)TQ4?(!2ghz{ zIy121U+wPo$!aLcSTx+7KJ1=amiK%>-q&@gOGDvga3OP-d!;zNU3=I39cEfBa$ehl zk705f9&@j#tPG4I(C{b9**e62$VsL1dT9!8ulChihpD3$b_V2>0Y5+H9s3w|4FYP0 z%AtLRlaLG1myLcKJ?xv=S96sRB;EA?hcPVO86Q)FyQ;JWqLHiA z%kgf;E9F(#>^{d=rTMvU_Fd{s-@oNF1u&=+n_(GcSD!gtjvGjQbx*F3!)JAyS?vHB zu!Sff){tT09+&&60tTAFd{ngxT#n5??5=-#-zY*wnptQm-`mU ziL`3cozaD>T&~v%jA!xa3r_^-WKcgse_c<$n|0CQT+EYDL%MhGocI`w*n%L-@1Iv( zmiq3Z^V()x_fqp5*jd}TYURrV+&^=0oXY=h^b7!szJLas!IuPhuU_HrmPx-zNYi1f z?fnmY#pgujU}O4LmyM>)-ceakyVFx)#c*SX&0y{3B!+hG7N@yswz`PJpUk0B|Qm*tJ7S1 z9ha!t!ujhgAZF=z2m^-RL~eA>J3G>@aqYX0>{dxezLD7)ZB5ot&;^&^Vcyl+o zv4he%BB=<5ek(%m&ECZPeeNSCd8j|hO8tF2gX=~iBmdF=w?iVzMFH#r|&m zDYK``z1Pk^9BX>2(9Nb{FH12-^xD&V!8_xZ*f;|eAmsntKm(Pb_N)V^QzMPl3Mt*LfC=^mc4{5SfI9JM5D!qlla z^8~gTS+E@VX|IIb=)I^Ku)T9fjD?77TB(ZeBLq_`Z64Y~!GQ zp1blK2IwX z_6j@~L>O6RyXm$FeIs#TSdaE%vlUi1%Lpg7H`o?RN@M?pCgB0$>&)g}I?rn)-2HYO zJ&8Kf+FLL@MznRbZ%MpIP&3T#5wm)}9kNcu1O%BVVClXIc-)34r#v% zj4>i7To=YIOQq<`25>8R96trN&n;+>J-0v}(CVI+%QWTjt(kQQ6wYDQ{P(5QD<$U7 ztd=^d&$1)uTmC!Gt$d^2$1~?{78*uZFa-{H_uI^HtHSXq0Bm=*?lWcB*XiRcp}wfNtS? zE{6SqAQ4huJLS@_c_H?@++p;>jCGrQ#q}^rT=g%UDek->5=%_mAKN1RORt;DQpN$_*mg#FBG&5$ofY?t$(j*@2dg!Izn%vPHQ?jn}$MLTJC*@sokpctmN)5pT7oE zK2^^6nACXC64#VpTI*L{84#q#p1SQMJGP$AD~Z9hkx)2*3Td{q;Oq>^lRkO6d)P6T z-fylF7&vq0j}ZUg?0%-&z%jTk#nI)3j3@B%?#v(J)imUA-L|Hsg-bB{cyCq!mU~A> z1@V(q3Y}-ZQAqo<-)Cb$L?vnt>mKwAir;NR=NhG++@=4wi^XGMh?V+Q1eo+6$POC6 zcU0U*4d*DnpL+z$hw)<%q&$neTbQ>gd zue5aed1ja4%44Vx9>zxdGVkZe2h-W2#>}ekxos=$?Urh(Mb_c8@ARm7!?z9p#CBUH zWkr0f;^zGN()rU5H8Bf>cWkLUD)x}MZpS9Xzo!PaFFECX7~*paJk6c?vy2UmJEW^U z5J>NV6~E>gGt+1+R)gym!NX}OX|-XveW;I#=~(4ibF=Ri(OAi$CANby37D@pNXt$D8Sqny{vf=T6uja0y~@Tj%LtQ4&Uq9OQ=gbhw^O z==p03UUS)-I848cA#>?CyeLe{SUZdIDcfa+|`# zr;z(ie#yOn-u1OH{OWODN*h1_|9)fH6Xm~cqpmf+qw_Fs_Zp(%H+Vv=7?#H?`#k^i z#%be*glf=+G%n@MNh)of`=fO6I#SQAEqd1BuQ>0vh7I|d3}0K(!=o-%53sd*t9>R@ ze_@xPOXVSV5p4!g&Pn(K9!If(K4n47&q z%U#!M&#kags|Qsk9>M`)w5vjS%3BTcFosbya#j}dmnUYQ^834o0rou ze@?yxViCxy*SJ+T+O2M3`T=Mn>V*v?WSlP~P00pP!0k2~rO_y#n7HJ;=Tb@dQp@wQ zTi-^L`l<=3#2vrd>1_0qb*WaZy-Qh@egpAd`h*}<4O+EHgF;F!+&D($bkf_Ew|vw$ z!>B5KA;(sj=C_+m!yT%fLL0vhALbGKtf{?6|JcNE!Kr!fB<-H?}5rrS$ zceH8j?LwWsLWh!>IkUbro_Pzq9@9P3yLvmUXk&%ZRszQ#`t{T#S9)E>$(5LVyHpu8 zeYyCH9+!b{Y8$Fm-?y@P6-1`$E&CD;ij(`o#J~?cv@`R5c{GC76Jw4C$Da~1%4k2 zzqwnRo};1PJ*%2J6vdUFwrsu1jW&nva!}N7tn{u^rK@(fWm6b+ zxa`fxZg%3f9d?v+e>4N4`I#3x!L| z(H8aK*FoG^giZ0VGZ!cC(*Z4H^Ca1B-wQ!92l;DSmICY%ARDHB(;n^V(#f0p;%C*Q z5wIR@^V~ORJM59KY>BLr{s5hQV(l31P1b_cV_WRZAY)zl4A!774AG=$&xR0nQq}o0 z-xu6lwlR$I0QQi6dDxeavik8d3A)r6tM%wYl7rFCrU!<-hYYLh{H8e1 zhi|LsUt}uk#}jfy)<(iFV(7KX9)09wRgN)f-CV#pV5+= z3j17+#{b;$j$DJfTuoy*mgy4?xxy8vJOFSrEAxvv;XYPud%-qPYq$Yy*zroWl#@8f z5!Uf0QvIe^Z*}mm#Gm3^#=iXddA4ikZ|{y!?N;QR&Lz10dv%;i8}FaD5ag!;IteLr z5ktZ;8v&55XELR#J6wAbOWe>OY;#)?s0IPv%M`ZzjoW)`D$oA(6xq!lf=D?eAcHVYph;fnu(u_O26TYw#H92}+;^!3B`B}67MgW?CXL^{ z69G-PKSUV~AE^Mb%$NS1!=o{bpSAC;48mQn7U6&RH>$n+(6CHbMS0wAPR8oZ*DtS6 zd8ILbm{#>(QigO$ruMsR6sk$f5K@-8xGGRM}-t$5FhxV<^4&{pb_^{?2* z$#!3w7k-N@;(`&my{-D*y`HrL?4$Z{KNqwptHk}fV86GgbbG>(LNQ(3&Zu}D+&6XE zfYJq3Jx}nl0s7hT=(n@;53O8J^5h20esEiTYFJHL!$<&Be4k#oTGsl+Vssn*0XFPz zDL|61H^tmuP5&Nhx7xz(&%6X3)Mjf~y!9HTp#FOb_FiT&YE33%;b?A4%Jvp$m0iR) zTwy7Xc9&o__NqGe)AJwUzRhZnT%?26#kwVYYc7B4tMYb=ET=z5Ed%q>!D{9gh9Ucd z!_qkxh2in`9=4ZPhV~Hr?W)62BW*rxC>Y@_5KVLy0IC*X5xTSg4OWa?ug>F zoVN>D8o8cS(&A~cTRCOc?48cpO}WcWs*lt6stLniN^O6o0nlH6=wl7j% zobpMgQTGx3vLRg2Kx)cj48An8;UfK&*Zp*uh3RcJcNR)wqnIxm3ibDyfa=n_!J1*A zD(3q8Av&>(37){$ujP+Ye6l9hnK(IpmYcy9GaKxpqJQW@xVkr6R5wprBkWM+;)!N z88&~)Y87wg5%jxZ8u*^m+Bp**b#M<>C#a3Vp5px19M!|or!sY~k3m#; zx!uX44S%L8Ipo`6_R_$kj6~>ZNnal!j?J>E$GW?FUO2CY!{@qFI6b5hOnB?PN4ahW z3xsXM4Z{Ejxu`V{Ww<_eWjcw0k4Jc`J&`Oew%chysLmbW+P&DG<%x+tIhK*4GHt<~ zJn!9$?A7VEpvlO6$i#6ZAViaI-aQY)Dl6GGgEKR6fE6jKqhR|T*M#bHvoY)br z4-Z8C;%S2*jbPees~_HJj#uvwzi}#-|CEPTpw>pb} zsv9tuN`&!mWq(VkzXLqcTA^39dehW`N&(?5M!P=i6iHt9(TysH?GqM^v%o+9 z?c;MfdQr??AzMpN1pGD@Z1U~(ges(?nz85RS=m0&KLI0lC>2HBY?<$1tCLy~>(!6? z6QKgsOgmW#jx?d(8{X+wi*pFb8RXsOxip|z@aXI`Y=Uvn9Myh;osE!aZRQEL>fA1qQqM2>ZJ^?BiEVxQD z>X_p*(TK+R<#F>WV^9-qPqtqpTQ326@2(5G^=L@(yIKLrvRZwqmeJ3QBqtwnx3p?a zH(LEVmvpk8-x{_4R?pgqOm}9^w?_@4;Ib%!hOcdLdqKox|JCq#{CxOq(FO50pp6?T z3xC`uaRig)vn>dXE3k4*t>I5A;|4PI`Dw~-3pWm*X)8&a_QOq`*GguPq84OKus_9zNnGEeWlApxd;Me*D1al z2LwXEfpxhM?jY=$kx7Q)3F|&8&^g@?9cD4NS1dC--yTNDF6mq=ibzyIb!Co zPAVjib5pEL_2+j$lTC|WH z>Z|_v7J9;pw3^rNCM=iztOwTtzTRywjVK{cYrJ&Fz*b!1pZjmC@L&ny(1A+p&0H1V zpT}}=Livd$=V=+67L0gyzxg@z)K08@&E4vg!>I8rAl@q%2-jYyF&bPh+{C&d<>q;N zpj%=0)q39ADs@pJCwDSdzW_R#xS&I%3`6R`*)S;xvVvZrDZllVyQNYJW@3(Y{du zsKYm?hw1hE>)T6m#pgoV%oaoHT|Uz1VR>5?g2H2s{n4MFlC1iEWxCJZlYBWIG}Xx# z@u8oevkmh29GBrJX;6i1rnPz?^xNZ~fi15@HJu?6btv!i{|^QD$Tf6UD>iK zfaK~rU0uIG4gYDXf&OFG$@Vz0ELkEC#I_gmRDDlQ!f}Y+* zo1b>|{9;V7s}Wf;|6ZT&qpmMA~vX>g6F@~7vn+i&^wT(Q8g ztB}!`ss+HwpDwU>X)lh+KlAKXM)CcLaAi-bjovvHU+$Gc{iM|^T@Z6v#Kaxw)vj<6 z0L(bIkWMk{;R-u~XIl9UugT3t0*Gh%e1WSbnk%VmZU`(=Z(~PIpMf0N_Q4}B!kk6V z=(%Wc4Z&B!87Wx$K~1@Kb~>Kmu{}P_k|MVjxPn}tMm*>P`_?Veq?Kt6L1gH~>&qrN zMoht#T3=Pa-QD%tod&3Nz_Xa7QJPtr<%U080+xNZs*;yl9 zdi6of^R2(y6_^{DJr&Eh)+&NpX7NH*EBU`ogjdc3LmsPlzBufYohlSWT~n17%TJsG z5BR#H?+f8am_lc_RCkqh)HG^8a}6tMFCeuQ+$ror>0wr?I{6rFq{Wf5N74KKgW9~k zXSDjRQVmM2THxK()rAiZ{fZzh2Q2M07s6}jk~h%?$reK>p;+$+7oUeYUe4;`F+<~Y zwh!|IAHgTpPfOl4=>KnkcKeZTRu@n@XP|Dn!ud37&EbyryIi-&(Gnh;M+@ObSAVqW z^y`OB4~Q}KuCMnx=Z938M;0uvR<*3MI2vu|PI}pKA|l@QXg7T+K5uiQ~V$^NsgR}`$2jx8_r?%UT%%Q&2Q1%@cwyl zglF%#Ygs1Sh^B>OHXz1G5zlsy$`?>X!*SNyUeSCU3T^rv%{C)_FnXV)m}9NRoK*qr z)*MZxIJeYT>^|UOnIHcCNG~YtTaE6~KbKl!u{N)?TnBd>cJn-b7iMvL%JCv#luNVe zUlY*DQWglr5FcD7RmI;FQ@!wWMnp^Z3boz|*xS3M*T@Qfd1#F1KAB!R^KK2_8?!NRX*q-q^$4hiG3ni#iNxixOiuTHicT_=SoyDkuIW)NEp5uu|K(z(!!`@r!S zzv=ISNFQXx>@EXjE?DaVk&}3pCcZE;N8Sx&fOK&c_Uo0?GHm(po+TxoUmM!mywY5% zIIG|4#-jR=L!d)l&#+{}9uth41g{)9A}&mWR{c=9kixGq8eFaZrrM5TKIly%F_?yg zpIv$12e5FH1pstDnR+#1cYTtolN}4cUO{}8rHZ+cy6YI0%)@%bLclCz4yJS1_%yzy zRdQUGrwy~(Ssnb{c73M%dw#zaQR%^bKb6%!oyN=cV9<@^ie=;vfj1QT%ZbAaO}i7) z$p;jm?6A2?E7gfNCVyC?=k2p;<sc z8nwCy@Lm{)x%VSSobu)Cx;IFxpM*T3e@SDh(Qo(GXo9n0j@F*1f+ZxmhKC#b9xR2N zdX7+LZyO&Sz)f7q&c8v}g8S&O`Py>xhx?NSh?;Il?HY~e5u*;auP1@b8zxtSaXo5eZS5I3-fPEF@-AMz{u8+vG@D@9r4umD}N%|J1`4SZDnkDZPQ9^mz_B4vtQ-)|86(S3Qldi*bE+N6BZdv?{;{30Budp})T+ zC&J4XgRsB5oWgQTv8x3!F<2sVAKvZgCAxkc_(z)39teH6TXol~_FLy{0*vuZh%9n0 z-+koTjU5lJl|N|vy5)}9>n%4B9)tTJwJWtd0#W22`y*NIyqV2&#*~jC7*Kn!M>Pq~ zAno4JdjBnA0*4jufcU78t!c7)Rn^jyW2Q(aJE%3PwY<^b?HdLLFoGoL zJvf#2(Cm;7f(p5|3o~I|Swp0lTF&o^EG?(6(PcsAdJkOunRf+kwN}r-EY?ebVWyE_ zYpJY^;h->?m5Q2{V>dl~b943;VL!OWC1OAgzJ-g_Jgv8F>-_j2cS?N6`mnV+i;s~E zytvvR1ytW#?2H@zF1;_1c-;BR4o$nfYh}j7v&xDOk5NI;l~`_8RrnKSkR_3aSv>g_#VKToSMOG56YM<9yNjMWR%zs-KE3=q zU)e&5=WlQb#Wk-73fG5ndao;3jFjm+=vdG56jrGjz1Ad$FFdB0Q* zuW_u&vRY>MnWOQWZs>Q?uQxT{s>uUY;dnEN#vH3YTK{dUuNUpH`C+aRBfELMRW6 zBW%rxoP#+G{VtJhp}AREgfC8h2YtrBT+IIF18&3b6T!mQqSRk?emF!X`}wOl1#G8E<2UxR-Y_a zO~%CaR(s!T-d?#)Tn&B)Y0R+iG!P$08)T+&_0`&p(yNw43ve}Uq!(I*ZYSK0C1GWG;h?6ecMvK>&X@;$%!KsPUdCV-#)W4hzCi;OznVA9@n@;N!{$W09= z?tcesm<5|cwF1wK)!nLar}d*&V-8Lil7}*xs$A`ukr&N_?+enuM%=ufA0L1ZP0xAn!fV`VM#i=f02 zHv}*jC&LzYt^gg8>$cnR^-pg+TGi*BCpKB4+UNKNjCYr~nPHx=qUc=<@v6d+>RkW| zym}ZHW53v_{A%SF`u8T0ciI^}TlLJZ{jm3kr3Cg|dQTi}pF1`sfEb-dAmACF5?ZxB2mCeZx`S2DM2 z_rfT2{KIR3Y|i698&-mBZ^Q))ZTEl`lszAO*g0=L#&`4jULeZ3`Rg-wW*%u(*ac}- zS_e6_hyT*qvVwBr^Lspm*{q`WuAdq90D?^aYe?JKm!{bXs=Y$dSoFEVM>(abDmASL z9W4^OYDLbtb5Bj9QQ?+Csp!)E!O_Ba0EXU`Wn-r8{WZqEAqJ8uP) zYR_xyqgC~pm0K5H8Zb}C22;+Wc{M37n6}i8vJg2;&ADU0Bv^IkY9(g;eSp?823}zy zH)nLe)jJK3)dqVXPMk{*ydCMl>kaE?T|Y;v2V?*Jy@6K?7tRyhG8P9t)z&dS)o#XI z_~PRa{hKcGc(nH5!S`**MT+V9z=|jSM#1`9zJNO|0&LZwJq~?#D2~Ls_*A7$ zdASB6wUnRjx~615Inl%qS99BUqqBdE>7Jn+Ah;wS-i1qoi+3}AD zP_iX28``*?Mt*!#R3aEi!p&!={--f2wgEz3jXj+g@DoKqzBTW4udsO{7iR5sAJBH? zR`0ETZ|FNTS8yeno>g(0M$>bxajgE0TA#vmb5WIrAn3`s!7aw*n|k=mu3DtquumTk zAPsG%TD~S2$apW?QjQi_$|-4<<-1$F*P z5T%(;H^BDYR>GeNIPX(t>#)pX_#C~8qBR=kr^~KeE1i-y zdbP~A7+EZ zcOOd1ubnbJf09lA)g4x`Eb1o3=SJ{e8JvQ+$6}Ypt=Q}Ea@4znL-W(B0le1VbL98= zo*&}M<3W8b2{<*SEB+W0f5~6%1n1&oSfA}O#et2*0Mm3DGf)x+Lipu-P#Uw>&EBtG zFIV4Z*w5R&tH;-*tO=Jek*^y_c2^oA5P*&idD@woRPX4cxm89O<&6T#S3G+Gz{y4x zIwNvVzaDb0Mjly=?Hq6z`D9Z=FLNB;xRLr21t}tM9Kqq9m#r*N!_szpgg6@JwuSGjb&MR!FLYYQqTiy+=0> z#wXwURk0z;wR+Q$##pP>{LZ(gm8-q~Yi$u$2?^rV1)X+%3x4)CmY=Dz|8=ZWys@5> z2{|YVmuoTpc`GIoNvSv1gCo^1T*Ar|Y7UFn^6m|s=iC@iZca_1cz}=GyfeT23xy}% z#!LCfYb14!RdxL0o_?b#50FJeZ^^t^!}5P&y*E{nS>HacD!1nr-e6Ft z+`~PnYg|5ydjjXOP_$M{2*TaC_;-rBO@&qYptv7ji-VrkFx=}s{>kf2dOAy8v%rba&qLi`ScnALU^J&B`aZ;ezuOsdT7Q?ct}LDuiv9&+=v zxL|{D4Tw_|Cg=6g~T!z#Ah-y(&J3j6l; zDhV!R&pA_+s<*D*DAFGz4ENb_|TA2N%=4mP_ z08OTD!dBY#U4wl_xH{9IdQZ<}0k@o_pEV9iDQ4zNwZJ5uIIYSDaOUkx9o5C~)Ix6B zyVW+=PNgJ<%c=cHZ`eRiv$=nuKvgCeePXBo_5dsG65A-6#KX5E55I`xLwIjkJV@m& z;_0)ch?(=t@|B~fL~?!42Y#hjOCrb=vE5&2-Xob5PM)MXUjS>F!^#G;GNJbwE=Sm* z|8N|pJ>kUbWtId|Bn!LCs9ieHU9g@gH|cE?$%`by7aP~VMy1_CmxK7xLGE$C+BzvO z$`r<%s_|v2h|_iZa^wA}FF-$q+PIIAGS9)JjnT}(Vn!qge8tf)x2Ae$_S0X{jn=L6 zvMl$Ix4X88n=;p52JW0v?C#Oq*IRgWi|@ZR$dGp(RV+3G-!7ieV_M*E*|nkg-P@;o zUSfvUtV5Cc)HBOfsjC(67f`n4cuyLdi-^nQ)a>Y>b(STrSxsT`>j6z*7?gKEn1Cr>{GpXwA^QR<}};* z{Rh-Bn!huMzYe<)@ZkLZkNf!BkGE6GR};b41!@LFO!0jN4+7SKaH&vT_yF_*fjs!4@*Kdk87w|V6)?I7X zD~#2r{{i9TVC;On-h7zJJsI48v$yZ8j~-7?5ozlPIRt;b`m{2R(qJ$f1x<U!iJk|Ma{={=92BH5N-04@1RHhu{ORvIlT-xUrNF|)DiDLfc z5Xz3ZMtg_Z2o}7E7n60hn8=GA*@yTq^U7o<%3d3_-|gbw{jo^#H7=4@w3Xt&^W<;& zsd+Qm{PJJBEpC@HVuE%0fC%+rS}o@~THQZVMwu?=q#7uIA$qXFoLCl1y;ET-i1q3H zA4O-{t{NDH;op){(V#&zC_;uNg;F#V64J2$|5@kzxz2TVXVd$x^*r}|n7^cEYjSnj zdD`3l2Cs>lDf`~*B~Nqri;h|b}KZjjHI;ywXW zMXvCym8^qJEFfMPK9^Fn5|3xZSw5|aAIDkTIZTsld#+~u6G|bsako?dOm@gBkBhff z0GB8?(BKA8J_)9#k8fgYq?b1DozI&~JVNWe>T1`a@2@8HdDo={I%3abdsdhrr4t1C zd61^vWfKv0@<0lD?>hRJul>1FZLc_OV0tfh1t+v#5^kr~{uGmc#3Wbf_vLC6Z%BYj zW&s*Bx_)vBz=VS(+`iat6S2-!Dp;|!l3Z{3S$KUTz$y0)XoZ<@9C>$-5vy|r7*nnMd=k&s! z@7Vb?`y1HcTpPjSXpO73cUNAFJG*~wtv5$BfX336Gpc(dpfuIl*Zo7TIP39$V$S?k znx}L;LZ;Mu0fU&Wax0anGLk-X`UU&DnKh3rw_`kC#Bl*ejm_V|X|zbDcfFybqG+$a zTV`;o>6defx%g{{(q!IVY-vVIq%ESBUN#?~Fi z)eSb8(Z+wj59DOz#zD++O1`o z$&4-()~}qu9OVj5K~g^Up^+V5!OHp7r-e(q{mylM`H8vC(=U3u95^r-BNf*Su-16# z04wM(T-HYgD7SBL;vjOXYgP*Uw9|y?4^mxizh;QMpLkj=h{f96+Ez9Tx2}4iYkrPv zrHJ1w5F?#jlUhsPWB9LM`4QH!%^x=({!=FwBX$Fu@$>z?`cs4R6=W@Rv@@F@V(ctn z@$v;L&NI^g%2kP&rVhVYBtk}J+dcF8cEE5rOIzws+%b)7FzioCD2dOE^e z0L54B6Gn;1+D*d|j#D z$Mb{hA#A3BqZlvQksIb^ z$J|abQa|heVd8!pTlYIaTmbA2_eL~rev8}(vlqoh&NeumZvTD6Yak%}_&#q`vIWxl zu*Bd)0{%Zz09v(eA<`d?4*i=Elkd+kx>e9Y%+#D&rRKX~(U5=J$;wTaaGjd;Ko?b7 zH`{P%E*f^C-9%xK%l_HipVCq(mBEE&FkP0PuV38 zaI@pfa_Q&=b4nu>dRMvMKGYlz(eu-;Rw2v>5cX1k^nC>5=YS~*@vv~ zJv0ee>{Gjr4+dozy+fTpcCF&}97;kU-BoOj2#3Ws?tP8rq4)^Qx}n$qx~1BFf*kGd zZ2o{4k<)5PNvaC|MFeB$g%{r%+2I<;+|}xup?Ql^U`&(^f7n`~m zhYTxy7w{CUPw!={W3?Z;c-LnTNQPV#u^4~_eWMOge%64RGrNKx}bpKX?)03!| zE$5Ye&n}N!Q)0V7pOv&!pXqB7a*UqMA}6a`SX>PaT`p+o@y85yeCwY9(Q(t z*|`fhy+;x8(ocT4T4E)_u2n{hYEkt;bV;v8?K1<2ndemW_bfg!=Rz3A@x6D_S|4qz zP(jyzfbei?KX>6}@D#c^034$1dJ7pCO|ZkP5}IPtnnGA)?4TC@YuE`?{z#@Uh!=4juwYk z;EhI@hWsU7{;~Auhs8K=88?Sw2SuiK2%p+5m7QC;FQUUf$4jeNg)gALOaIB9KgD*( z=QnqgdXM&ZPp<{Vw_Q}tv!;NE?Rwvz6`2&ar~Go;7N66drxr%9%;4Kr@SWcX*RHPN zrCRIewQigmz+PfyF2BCdRV1aIOYOS&n~JwC=DNa{|CKNqHj_1 zU{bk8vpMZ%=Y#dV!uJh%qslpaA}U$5L(hhs%uY2~qY(YR} z@;vk4gzQO6v={>XQU6Y#Dc`Yz>2o=_RS(wk2Y(~7#(KHk3BOWaIy`!BRLK);V|<-F z2aO7BWTBlq#>~w|o9}nyv3u+r9iCS!xci|`w%vQygJop`Yf)V4w}G1(F01U)qKB8` z`MjUyfQho%sG#Di4#Y5LTOdSq_!t8oSj}o;%ju=Pz^C(6SG6m#r@EmFx%%lwvR1>< zhYNt@tl-CEt{s#$0a7TalVkM>_hA4a!r+b`yuDdi9#cl``{! z>sAp;2JoY-d*sr5NRbF;sft>{h`94SKg|^a-;qVUJIhIYM{QnanGFYHuHHgxikzvF z!EY0+x8?HW&!e^LxBI&*7ejga+py-fzQrQovxK`kPMK%3U2_P2+I0#<-BW)x6`zuw zW{=0Q84FXFF8u8Hdi^X-Mrr$3mW>f?cHi3Htf>ih!TD_Y&B**6l6?b~GsNRluAkNq z7L(>D0Ljg=c?{!2D0?Nw#+^2k@{r4Vu^ z51qXjFLbG0vZJSi>_2h8kB2LZh9STcbqdh8yg9&?H*xqZrS+iK%3xN?%!&;yyf<^g z@*21@FRGL!9mcuErO9)(@X^~=Z${y2SK?t4oyI?gY#g6)1J03{v>G;sdOd9M;|ZMS z^=XSLm1l$7wK$@##@BCO0sMfwd%}SopW6-P5$yhnVtvLB6#zSjECqgDJdf?3pJ^{& zvkS$-1S~wpbbK#wnu4Tc_ZrgnP8B8z_D(5dPtmVpA@$`$TK5OOnJE2+Qrgh~-BW(G zhmtpoQfUYGrIB0stgmNT_MW?j13snFH%GODH4d18=Ut>?w)|yZ9lvy0(cF8ndN&F@ zMGXdX+sSnxj)FbjV#uJIO421O!K7OuF{4?!wwBv)we}&oT=7CA%#;(GlgR@*y5<*) z245!<{Qim6dg6$cq7fZUr)$SZ@1V@Ji)&2kLdg-P0-U$-P8hD)JaXo~n$pfl`!0J- zre7wX!~APjxn|W=deMV)v`UKSB583yy?73;^{)v{!x*&bJH(V%dCC(uc{*Gyj%zrGu zxAi>t8?1uz{EGD#ZHKhz%lKicgt+U1>V)`u`zImVJ>ji&JBMB2Rll4B$w&EF3>W~C zLcVe35puhwFzSrzpzB%$&7*EC*2d~mEgz|_i;bT7Vf{&$mU-RHJvU znTsF8CsaEVlEx@Vwb|t+t^S~1mYq!srj-5~g??MP#ldVqT%<5gL*)CnIWTZ-~ z=c7cY%{)=BPa!=7ZRdJf`?NamwbbHXbuk@5E>wI~*U!$tyFcY!a22?LHVgjkIf@`$q~on2}_gjA2;8B-WAM#oC7m%a(sKgRqiCWSYTMO#lAnUw3y}2&XP}} z-bOy_NjAF3H=L{{)n}KP=lgmI%yIzP3x&(;KrH&EbpOy;ukLCSBPWE3qWum3#<~9R z3&U!dch+5Dlh=_8N#=YYz@>|6M!+HSA%Mhevm ze?_XzS&-*IVwE$M#&$c&jl|hD+>I{Nr)yht)4uc@``6>LB{sG5dvt2BN2v`#@>5P0 zuIwg0*o!i-GGM7|=d#sj8fN{R!^!G#9tc$FM)KorX<}o>Vs;x=iywBAp^)3D^q<3{od1g+k&OzeAV0Sz%tA8^T@ji?C>Rn!bJz6sU4F3!Ro{@3#?eoW+tO&lxe`7Gv3ZvGzB zmE~qaSJt_F{em{`+j8OQPwpjZxAXRfdQ85RIDhTj$$NofGvp}@gj_{s0A$MO;?np- z!UEhcETe&ma#{zH4=E|2;Vb5*oU60(_ItHGlXM5?J^*Cvz)kOnme-hb+)!@cygM26ZQK3dfCSFCNzr zmaB)#dNF38Wif1?n+mUpxRqq+qK^`<$#8`oKE6Tq56B#b7Sx}cZT{C*;#|)V7J{p* zc)gx<+udI(IT~f9#}hCNMs(tQhx{MVCRRyDY;vRY(O{I^94)t1^p9wEc3Qot9{v_t{ZCFo14_*Jm#%Zo zmr)p_cO^&gX4j{No#y#T^&{?QE;+^3FR#t3$nw2Pd6oe#3ymj7!yb-ux*2ucV~EO7cKw-{HVXhU)A09ny1S#CV%$E}3?7 z$aMJ1#A5IYQFYKR6t#+V974*+7`pRLBi>@*)N7#Caul0=uV(u0%Nzkt_;xgiVg2Fk zcw6XktFZlTw%hBLK%5f#qe*K#@5)N^Ww)CRsN(z_s<0d=$d9baojXi~7xsB?K1$tm z0f5SfPmnCsB5oeGi|RrBR^LRJpFMSq8(Q73amxp1n8OBxbXPhIh{NA@*xUTYt^Q-> zXHW^G*C zZ;`TKRyEp$Nsl8AYyMXX=UhBaH?({16@)QbGE=xRSVtj0%<-kpUTyzDC8f~sLcHP& zRG3Rqe|&(PUTNf3{ce8^&C-`N7HJrJp5IUjcGUy?4Rc5yT(Afgr`TpAquMKM zOF&l#71N~mmGj}d@~i`Rzgok{!?ttV1}XB;d&eC+81j00w~S> z^c0^IESfjogeVL8ta%6MYP%z;&c_+~kwJm5?t!&u0)Sr3y$=W$EO@KS_4I&!tV{U| zN2DA`x*@kIr< z5_H!d#)Bk!Tjx=BnUePzhkSMoEt5i5xzOB4^x$MZ0|w~mnz7Ym#q_HT@FU!t7#;As zN{0^mkfa(*ZM5;_Z4RrNPAcY>}8(p5@X6u{G0c>PqG_?>alyYX6 zc(5AIt|I);*wV@X?N}fZlMz8php83{z?XvPF}Rmuuu7q-$v-B$FE+6}SL#gEk9KK) zZ~obAaH^im3t|n}(PXzlKu*@Uw%YU0tN~s9-qml6zuQqTx>OZ6ol53zMCp=V9Y&Aw zJ!>9WbOd6B`=Y(=)Xd!)vgvFGY`vQz1Eh z6URg4pegPU1&SM;;+Y{T1nw~Nz$a&m*Lwxdu)@3}J$p7|ZRK_zst{=%E|^HE7Jn}v zcGx=SA7X<&ba)0FgrvG17C;wQ7ca6IM&-)4ZzzpH`YxvvkBLUqX>$9R3t|2G@0Cs_ zw{>V#G27{zA~wv0)37%WUQ2!OH(tbrWAzfKlRsYB^})JIk3UCpHFZkIaY^d7_b#BU zGpS71voN~1LqH?L({ZF^`CCPz&M+(Czrb5vT@mY&J>WL^@$aE(o5Lock8PFNbl1=0 z1P+}2fd1OdZ4Wq(u=(yipx{xJA}pM8*B|EFn!dPiPW<}$)9&V0F~X3cdqgRwjUMex zTH@h*o(up>l(W7#u<_b^uJXjL%f>H$ELE*M>sG7B9VN_@SqYGC5$Z!kT;(w;Xj#{9P4iFU3)9^2q%4OL9 z-gn|dA>fJa+;8bnzSquMHFyS3e7uK;V#tx{Jxc_VP(v>^$sfC-r#%R zJ$OOuukcV5y#Dd;Fweg0JC6_kc92ccAshOryCVJ`N3TY8)9Rdom2qCQnB6I?SDwHo z7~br;Jkzt|vL3`Qmgr2M8&Wt%><^-~4DZ{Upof4oQwfdPF$?!QySM~@`U@O`^iJ{e>El?FV=J&tUB|pHY&g+JQoZ5_EKnYK8H0om%JqF)dy!qo$%r5 z(YBY{R#~uc?yfglfx~O{s4l>yLhKGJAVM|U=c+YcmmvKrx3Hq^mz~eqzupS-$ERO> z%|m^{xD}!-$@fmMFW`4oQqQ400Gj_;uh%Y*r99jllC4~BLJiY8Gy})I5LoY zi(&B#OGbTil*uJC32qhB<_l{i6%a$ZtoiK=vx94iL7@s;mCH2q=QBpVaz~ZOIdHk| z7f9ZR=pt3Lh3G<-1&l3D_55oGy(CBkVP05te!v^GM`E)yv=>{WRH%Fg@dIZTpE-xO z7x6KNdQ<-$j@}>oHt98ccK_t#K|FSy@|c%e|EA;#s~>9GxC*zj%J-$S>0eIB0jJf*vSy z81IEns@G*o4cRR@x;l>w-pQ~tueAC%u{X&@gUz#@t?AeVGH|%u+T0}F)`_q)%~ncD zoMmGWl~!f?Z`9d#s_&Z2Z!EI3kSMZzTjSjCJwH9|9I|chyCB+XztDIS9#l9}P8a#m z%PBV=pB@jcP6+w^9jjF+qzn+xNv45(>h~@K%4YJ23Ri;Yy*iZN-%s+yMLG{czSd)# zGr9~|S&f`%NW&rD%^acYX^jNLE+8NeDI-wIF6b0h=|?3X6krp4msw0 z3)H56s0<8ZkeknSUnUzp{S5HTU_Rz|1ksPYVC0j9>B-q2lU>aOh<5G}KW<=Zg7I4w z!v1f)S84pUGpIJb9+*75t|qaX=T0Cw3eNocuJs~Yk8h0hM_7}@*wyx$)8{}vxfIT? z-$2+Hj!DMih)etfdYOMFPkvX7o4_aZewil}S?ZCmorJ5Ajm?N3w~7aHdzn(@(r=`& zM73-PH?+*$dbd_8HddXD7!T)6=Jm?zY15GR?Hi?nGK6&W=Qt@E&)Kpq7Sbsh?&bBa zFdATeGM<(HvW8cm9a?|uO5N=|+Djw&=4LS5vVAXbf*`-$H%1`SA9Rl#>a|@HD`jBS98{#_e>G@_$7(NMHgTVRME< z(ZTYMh^a?IIH)gKu`4s42Ywyd$~T%yqgV-B{*oqLi6&{HAvT=0?>BFG?z(;O*7w$` zMK44I=7imAe2C@wSv(M*;`aE4=D)Bn-=OLF*xbs8p21{8X-RxC$BHDTzmd#F-Pv!x z0~2;_aop%xc|w2LL!VDNpY%-p+)2_rzUXV%zgFu}>&jzVRax}3PCwnaW$AuuskKXJ zz7Ka^c+?|RrVb7GmaW^JtI0~Q`|0A;*mdg-c|SC6SK8D{nnLtm314B1_sxa0z7C9D zWW>JaqHlX-XrhW)5B@Qlaa=$~mzr*@>DqL3hLRO{e{Abn{0&N-GXap8%g#Hvqw?JPSm3)HIL8k8gA}^v4n*!NY~-qs$KSteCiJLtIKaepCZN(SzT;j(LN7+@3F(b^=Z#Z z&VPATPT60Muy#_vw5u+*57Pj25#&wFA!UshCO}84?Cl$m^U6EF|AR*DiJmql&zI_U z(n}qny=R5qu*DxaQ>^WqxCn{;siilm)(StLLaGdQ&-*9w_XnADC#QDy-N*UGw>Ba) z;Zo)$>2Vb5lrL)e{EHuzitUyrI`JL_R1qzN9S(`BJ4u*yP=71BWu6j9rV`R-;gjV6 zSktrO!zNEl<&iONAAV1}yq$fkzYI^;ISADV_>;BSa(w#Ok79FMYL$JaQAfG9jOi0r zU0gQ?Q#{Zo@>lIC960A%cy;|PE5ixJijDBsnBFO|(Fxi79Nn~_d|vs&g563_IPydS@z;ovWstntH6NGs_@N&-4-^x{$#lb#uH2z z^M~0w5hox_w{CyC-SoOZo9?Vzq2O(l+?4J$cl#ch^(_xv{-Ozo-gdJ7++T?{ntkPG zrOfuECgGfAYYWmbSDD~X)0m)Zw)Vu zwwPd+je=AJ1o5#l*B0qX?Ln)eK$Z9R0$eoo-#dL(&yIb>pmg2tog)2KJg-n}a*e-( z`K3{-YvdNAyDHImRv_j4v!4Q~k|{_b<`WqR?3=4mU8@W;8qb~Km>~5s=*&BryZ<}C z0&T_V$dV3_P3dc_4v>iatv;v25ptLcN1QWQv3SUJwHT;g{|7qOVA=1=!&nw#gih=A zPhS7a-KAt+%rp1d2@ER+)%!ge+sW%+8Ruj~p5%3CEuGgl>#zUquhrsUQ~ee?_;K5Z zt%$hjFWbJjwU;58wom;odfs4DNGdL>2nuNRM{}GzMr6T%m4D)6-|iXjn@TIW-Qw={ z(_4j@b2~g9*SGRKlvtHd;ZQVW*faKG=G)_X&DYTQ(IZf~U-6^0Ts8AdGzVJ{MHAr; zA&q?6xSp4T_o73=4tYwj?ennK(ufn&XtpCm&-XGJadw;M6f9PaSinI`3>cRQF`q^z}?ziT|lIe^B!NH z9pO-xnUmLV$)(mT+610$|IX)2yR|MRt-}6T#+Iexm4ZD4g8!J~4tky^_47Bab~AC7 zG_rzz>18Fc42-W8`*0j1jqhvxPgq@6E@mE<$3L|!Mfu^{kV*A1rAyD$BHDK*jLCe}k@{_bk9CqM%?d)lw z&38RMs7^(sS>SN2r!3B!Bv+lQ4+FX+u%msqLhrTw1@++hFomi;8A(e8btsOT4SL(Z z#dx}7z$yKGw5Up7t<4AadR!6oGxWQrOn2=8YxRDEb!=Q>tMye_8O%G&*Q&C2s|4J; z^Jl++L=v}&tMx)rk4iX6(e3(MIiU5vyr_J)Lefi zSe1M~)xH>OQzcPz4i~vmrIRL1meF60Rwk*MA1ICFkHvuPzdgxHEvcQ9=5KYhx zjcXNj)Z-MSUhst@R?mGmt6H>~{^(Wz55HfbNeNfREdR;@Y#}5_BWyBb5V%KN>CBJU zI=vh*_uhSS-FElFK36)J8~|KBtO3~h<|v)|((VR6u8F!H${+(DOC>^lJ{ZpZL+~0q z`!hSX@Q_a!8BxJ&zb!ne(|7oF?c22u7Eso5hK!R8R_#LGYldk@C^ zUum~N99;@*p>3}2f}C84F1R4ZyytRPW|H)c1-qj}_HnqV&D@xQZ?Lel%REW1X|+WY z>AxLBt=>QVMsdLXAfKX+<=li;o6nli`yFAV!v37BQr#{-`+K|0KOFh($zcXeP#@S`iUTe z2!-e6BrK0sy}Cm?RK|pFEvQXsY8VKHuCDZbsa{{OghlsSNlcu+E0>?L13F$oV3*$Jf`g4A4H*xzV~rD~f`3O#hnmJQ zL19?!=4xDTIvD_oYn4CjKF)F!Eh?>AsjN$-n_O@lSBRxY?zZoS?ObgYh$VVI!T$VG z5;U`Y0{5m&He0#!{%s#?UH-81W{2F-x?XCp5RfV-b^9|xu&_D9`w?gd<7X3mX8g6I2FlJXp^lGC*b&{}tj+-1#^B+fl4E$pNh& z@1G_mx8-gmTZq7$GC!wUFIQ;HJw=ob*yem3HLVQk$PP?H;BcMJCNtMQ{*18rpSj2H zMNo~9yLfX!bH?9kyvYjriBPZXJLzP=yF>Z~&bn%m%NNDgFP;*+F(;xz;hYhck)JU| zr=uWw;Z(<3v$n6t_4=xPDs%C%;+$`<=)G$Fh~a{qExqmHLecCgL!$aXE1vek#Dr8n zlqM_G%i5jyPjOLv)A_DLY;uub8m=GT=Jm$yThnf}L0#cjseeCclXG1X>MdZ`ek7z} z)qQ?>q4)fdot_E#0wqtF%eP^wde++s{M+XFrjTC_i*koI408Z^K7ji+k_2ooy%~Mf z=5WgBrgphE8;4o7YH)+`y5oM$*7~}x;e&8KX|pUitk6%Tl!?U6AhOqxNfBRoBQgEB z_VxW?3u~CmwFAr{@~2<5+48wSilve}UH_G2yT)}Rdr4`W-xtFm-zq#qN=THDbH=Dnm5ZIk~t6fIOWPC`#=4O72Z9(0g@#PD;w}sUK z9yP_p{h_SC6@G zV1sE-E|?t<(B^ExR_mE`f^@CJe2x zb9x$FH3gct9{Yyy(T%S;74QRock%K3-iu+2`TUIRjv!HF)v@ImvG018ys3?Rn;&Lo z^-wKe+t_%aNBKYI8Nbl(`|7ivjw+ANcagrf>rx>jBNMW=cPsk5DnT)~y4yON+=jkA zQ<0o^_sq9No_;s4dNseO(^TV)H2%GQ<=kzPvU!<7Iu*zreV8LFvzQrqH>Ch3GpBw=||18V<-4pJBBWsOeSy(%5nA{Qsvj~y}1InPp>_R9rGmC$M$dAW}^NL#jH~M5Vk?+{_)5k zkYRE`F1+;u@sSsELvBXy_>G@iXJiR7Te}}zZTHVuW^nm}@S4w&DVL(CuOoIO4ldx84@4 z&bi8@d?|`htJ!?>q1HZBmh-#_D>*IXi{&@=GWL1Lg}B6GX-v5m0bx*&((AkR7Sq%} z&>vu2VWiym6r*Zuz~JgT?o#DLoONuFz#McOJ6(i++A8vpFy$ zj%kgMTBeaM6eAGeq@VH365z?aey*iGnm%09sYw{`&nFjlK;t|i0l^GcjA!{q57fLW zHT>}tc5O!rV0y{(??|@u&*!15yDsBr9lF6U_vr|vA*!n(TG9Wm3fE&^#+eUJrK_O7 ztUW&6k?TT^`@K(1k@tyI^)7O>vblJ`kZbQA4tLhN{UK<4fntx*1~=hsI8^6;aqd=T zFy?0JOs3SWakp{%`-3`~zKgoUu2|L2rhHGeRkEt);ihnbUEpaH+2pHGtmnVS;WLN; zROeS8@6p6#?KLCAUV{gzsdxU{Pp4ZngNYzpTXwJYHsv8GfP?FTdxLS%nY-Wn4+nsm z+Ihc?`#4~u+?~A^{f5bJt9|&)E`=l;e0M=5I$w@M2hev=$ts@aRk$*|-e?6-(~r7I z5Yg^kIBd4)w{tmkXRo{3(%K9fYLVKkR-inu>DTTsr|mAO?OKNqH9Xkg1uAY!9-)Z4{Hn9_ z9#+QR5q$v8*Gt?3P$L*_YaNztRa)5cs^(h0f1U1N*BHIiZLM=J_U6rNzN5d1TBUGKSyEnn-&a!h_#Go-rM)Dt+l@B<3~ z1QY1%h+e$AsK<0Uk0{p&65|q|HLN>;tU9ahdfL5Sl3Os(j9L+SqGEeV|J-LqvCxOmAN2j_CyR^fSsc<%p?mXXHiRy!`nmf1T6M zx?@@;$p7QlW(iqN&xZ!t9re$MV1Qk!3GZDpY!j)c=d(a&!EbzgR~*RJgU9u=U!_O(j?I(v~<{xXNJt7c3=6Fa=FDuUf_ zf=FtR6x*2rsRo!>H==}!gH<)10Xm=c2G^@;h=x@u;f?8vDzRvoov)@d=I)aII&3cG zRNBnlfc2Z3fVCA;(W}P-xm<@=9ws^2yQQxDjx}FCChMToA%L76fd)$`tZTQtwoFf3 zs^$Gb2<~xpZ;-+N3v6!?)cNmhW|nU~2VBRicTBY+p;C$$?nx=fE*ichRj{XyY6kk ztPa|`1ae)d!B4BEwdgq;sKquR??^K9nb7SU2z8!Uj$f7aZpgE>bjmOA|FmgcPMuX1 zKB+Y;B|jLTzp;+B;+FOewf{~a8al1K+)xLJYFke}dYF`(Z?4x&PD;S4;bVm&&$$7M zPqpxDRhU8N`RF=tc)1eExo^(^_X6<0sS<>RrWNpOW8ncI=5rla&HzAu$CjIRr(O6) z64uZL77_S8NB}T5ulfDJcjzJ@{gxY}`WaUz26-7?Jv5(wP65a1<$U*svh0g@8CcR= z0aQxArDA#f2#EZ1tg;2%SnLD5`q+dm6}Ii&y=?*dBKj9xcAuhH&Ux(|X!Tzr+lfBa?P0vIbFrx41Fg9kRlL zn1Hmgvn`HKgXWJJ6&8LUo({Y*V&-pfS~!zFUro1Kc$|~1=}_7sCO;Nx=&h{tX%yAR%1fx#n=k87MT!`;pqj?*kN!-q)qbt*IHGRB-$^{_aRI;;Vbyiz zl*SUYNE8cVsSpp=Q$QpkHLNJbU4>rQRfm4K|eec z6)akFM9RLAxT%8UXDMZ!@if_=xpWe(-XCsPd1z8G6MDSY%3o*vWW*_w zK^I?l_&_`uVd=92>hE(sWqLD|PYK(DtJ>AxjYA7qdXMS0v$vh>^Sv{{6z;cw(@R1A z>t!0h7?(XUSZmA0O)tm&2 z!~kv`_;#=(xQfYrn%ipjis5u2)-C*WcYZ&Xb^2*tw;oD>h$lSXeKGKR;W_S^Y;ous&D#=7$|P z4-3vTCV$b1*5mdSeh&@7;BSOWd})r=DVr`fl(E>-i`y3_Ph_Bbo&(uYPx1 zPkyyef7zhN?mFesNSxwQ?Ri4(W=%@*ZzaX3i?jcbqjvWu;sG(tFJ1D_8Ty?EcGqys z_KqKFyu>R#b@NBFpTlhqjprU^e8hXG(A2m7oXwK?3t?Am!JWXd=<*jD6;RB7WD)ZfkP7cdOVY{#!>{lj0qJJ}o-?bp1^cy$X7z2ZC z@$_jnlW${XtJH!5>#=#eN1a9=efb;j&WRh7G{$P!KDDA^jyL=lvrSic&S!-?&iI@^K zY0tGigxsj_fn4%7lpi>h7vwTgy*@tvd!P);3AxIw^a)L${xu?mvg3vglg&`1#NTD) z+pBDeC20fU;4mhg*nfTgpSul)3;M~3c3^`2U0pw)e-xeR!fId?g|9^e%_XIQA}JJU zq!J=YBvjx1pM8FwU*B}%efM7Ld6dzQ{nfj~lx`>eTeGs6BhVpp*UA{wu3C6_ohWfE za8^SxB}6asm&dRw7Yf78_turxpkkk2^pt&^MUN0!pqj1cl(tW zwe2RZ=K+4PuQ5Qq02PF4|0>TQ&pZhYoj zAuzFoZ@0NJdK{Ldihb6sy8V1ruH)~}Q&wZ8zgw-FUhhaEuOU&po|Y986^8Mha_XBS zWDa_yLxt5dM1p<#FqyAx#OwC|;OR0s$vWOFO=6{Z`B~xXkLzoPl3wZ0E5{dW!e6q> z1fOf!RciXw+_LRez6Icl{-_gOjc;izb+3J6wn~B-_-i9zOk_ z;rVND{A+9O9u<7_IG}^J$dFAV$<73W*UjGC$+TXx7Mt*$ zrv?2rX|K&vR0F9FyPnSX12O;VvyAtDKvwD&cem$47La&D%sP92cSGiTZ+$O~hok1N zwvG;dIK8ZpKXX6UyG2wl5GC$|6VODZr;hi+|_MQw$#73s?+7dZ}oe*9b`*cy6 z+1TZ?0%k=?OFA#-v1%BjLwz*Avn{wa(10j`>qze?X|p?qZk zn>nMy{8WD*)Az#bw7fWte#uQ7*Wi*LKcdV=UO~3%4;&mkEh3#*+fw7h%f zUj;g>mtp&dUR)pmv-0rx1f^3_1(|fI>eyksG&#VrS%r@HzGq*feQ0sA);&*bsJL~< zZ2eolXN+aD@hcAl?{rNqY9=%y z9iWsy&JEcuE2|puiTC}}nB8@cr*AFzbQ}9Gz-Zo+$ksRqx&E_nzrrIY+3n$WP$y*r`Rs!33`wzh z<$6rf_k|TcFiw&n<;|O!!Q7|m{S z`hNS&LR+X?b$(HlTXo#yde+^1w0LAnH^M9AnjZr01*I#=OjnI3y_jz4>{4tk+I#hP zQkK!Meb*fNm?h?XyDm=a>1lb)QT3)Y_E$)?5t+V$sXVjktFM>(_fg&@5XIf6omnzn z^R=f^`%=5_Xva?L=r_(aySzF!{t)ZZcC!uFY)0Z6J5uLPw^M$0@HIZ?J_0*qI{@xo z4*y=N`kzk?g&1E5c0AE-<&d*TH z8Fsj45D`tGf$yo^0W>OmKHgYh&)%TrKKHT)LvGuh*k&6@K`8wVNpt;4PnxSAo{WQ|C-eNJQzA}jT z09Gwb0-?qkg&RHh;vRySx#XZY3rDxG1Ckeb+^G|gYbS~Yztr=KUJ z)QRuzk=+aZ%=GKuWHJ<4%Q%a*~HPy#2Txypve( zFO@1DY{F^f0oVA#7F{lrsGD!fgc6wC?Wxe zO6d$(x#LgjH+<987H-lw8KFtLUcO}r?x%WR&MiSmX2ap)a2>p}caTtpurN|W3r-&Iz$)G#pqN_n>!97 zuM>lZvD-OS#8C-gOh|G4e%Xu_|FxUT?Xi-^&)l5r`@?BjMaKkb=`M6%})A^g;Pr=wms}?_`lkLD&z}yn89w|1-;B1tCGts zLO`wboke8FMYbhq5vzucV4J++KWX!NFDSZQTz!ba9L_Ab0ib%^2w4U;~F^%xw|b?x|A0A`S_IGltj)%pMw zbT2e6nJrpUUp`fp=gOdi_pU2$uIB6V=^|;;1^PMM9s9}q3cG_kQtkgJq0d0-ql_9D z`a<`4g+8^AS8;m1BhB2>jojg}i06mHXSn(+%2kp5%U<*4Q1~$VZVvp@cso^FH0N+` zcXF0G*FcUo;~Y~g*97H#A3y)#Td0tiU@~jX7P>vlS=qCyWq&z1ANYltZB@si)Sn+X z3CjN(gb9q-W%P$Joy>zCEz)E)WkPgCQ>YO8bHG2`=~?qidFus&X1aqRMdi184O&#| zo3sl%=Z-0j79u>7boP#}ob4csA338lYtG)(P6irwg1M`j;P3sZcx{&fbMX>o zXFMOAZ+JIMqk;8mT&w5Z+FhqyT5`A0MIOht=vEu2?Rh_CVc4zQ#gQdIDra+(U1GdX zh@dnBNF&|t$W&M6mO@b>oNj@qbf#m*h*bqJDbVr`8L~U3m+ND;Di)_>>(2A^jhZ7C zwX7=4e%kN#%cny)zPPQ%vX{Wee4e8HtO|eLMnK*>}OX zCqTmQr+iEiW_RI3pz0a*OJAh@S_dOZ`ujG}&vSud`;Qo4%8}oUYp1qtIQITH`!ph_ zxec4;*<3l1=c7ap}Dj9 z;OOw14UC7uzQBGPWc{*G4<*3hAq;ap4cDu6<8nOCiF|2L!O$iv2CL0=*_h^TJztqd zlUnhHut9uIB6f(^j=9KK=X+m$H5Oi}K$BvyCfRO||cv zN8PGeJL7au3%*Ij>dAbC*%vHZS0Vy8wmN};)YAjA=zh~$P7asSqI9sC9o3~apuwt3 zYMx*5&G^cxHOJKGI%s>ISBhlB>oI2v?H;;5h_l7v)tNct4$KVqvp=dl>K%yok{;7g ztj65SYqfrV2|yhH{dcl(OYtyB(8`fNZ+vV&70Zh|eFbg#ySVBR;PI>0R;Jc1mayIP zwi}37+GSJ#lEwm@U7}<4FyJoZcho*|iOx{yAxn3l*rW9eqUVV4VZXF#6CFgIP zp_}1BIgQc!?D>N_WVDixhfSC4pqHIWJn{lsd3LMLW~75<av>UcW$vK1g}vn5TkE(nBepIV;mLm?v*LxO}1gBDrWl6Z|${gBweg= z9SM1M`BeK!&|Hsr1T8$Wu?}QNB$|-rOV=-6RV1P4Z1fOe@AL_gh}ZNggaC%8N%RYT zT#$Qb&PLicqypZXACigSFmQ8@YBq&eH7S@xJ8agDSuZI6q(citv4K0SxBl>^l0XJzajb z7C+JFNj z-lCpgd55zVoRW1Te|lYd>)sNyYiTQff}&BA`r*hIJ8x`TnO zhxX2<+62*=XMEf9B=*NV&ZDpFu7C{~+=ZCbPbaLB4hQMgL zbW&^Ww|QBs`{Nnwocotq`F$(idwLk5jm6(sk@;bj;$0^}etG(V{M9$wf#P>#nMaS6 zpgcWTio5u#ksbW)s!gli%1JY^!o|;|+Yn!6@3$U@vA}agCj0rbsII-`)M`!MddzsLtcPC z&(XC%!kEus!+&Nf^uXkQ46J0AnA6FNi^dI`Y*yyOkxwfEWovy>Vos!NpG{Nw3}z+a zBW&mGSN}c03SEi*+}pQT6P*QbMfhu_Ofe6>8DZ-(u>L*i>&rnXb>SP$NBd*E?Yle2 zL=r0w$J$bTjHjdOcrtr7>3zg*!z40Yi|;rTeL=%QX%G#UOKr4^C&PDGV27FSf^MD= zD|yJPiQj^~CJ-MzJgoJ2p1UUP@V@@|ai^|%F}2h`L$IVThNX(c-1mcouCh46D}Cc_ zqD2yw`%f1xY5bHMcKY+jY0lRc{&6~(6wZWt=(WqG(~tJtcD$k4INLv1b>zLF4gLm| zfkL$YdQJ20oTaJu*@JDN(ALJSd(U6~^&unpXUKwH-u{3cISIE>C*rxJdAQjwIR-U*py6}skM?2>I z&m#0QxV7%A)q2f4s{XkVh%J6+D}=Q5E#z$=q}gli>0)ODS+{b__59^4_ds>FdB0-m zOWURR0ta+vdzYIoc;&RGUpYp$R-HKCWaH$fK*%YQ4q~pwefy*ZVS#f8;F>U_ZAMX}uzuST~Sw6YfQNqbKp^8Bx}7(TwY{pVH2 z<01L6tE!fBAKq`%floh9thcn?>B*Qn+garR=z0(kIS9xD) z_4pLQt98y{5UNa@axty5=W0IqVj6T zEL6wdj6^#ebgJe#`13ti$F!)`V`ANX%`3L@bdJa>Ep2x!hkl{`9$j$5T=AHh&H+?8 zYQ0+0vIN>O=JZ{W;Ign==}kqod~MwM6RZ2&ftg#~b(0;T$=o*h9t3m1mqw;xHL026 z#DziZYh^g;`;^>+MV?r=w3GX?C63!|7vgnV3sd~<2%e-q!DZhPDG_O$ztpf)bCUM2 zU!U<<_Y4=62!y=X1KMFXcq8AoG0Us3+qrgReDMfcbOVGS+Aq^ttOkTUiImQAAIlr?OOxFH@p5-Va|>G zypjn3G=(+;%8!8@S!QzgCi#IX!=8UIPguf-&*^E2lZtdNt2~K<~?Mvae0nDG=Q`heTElV?<$3KGu`WH*hQ=CYy0^W)!yPpBMD^PIsZDZ2$u6vRl@muQb=KM@-Y8c>QZJ2UTlB>atcYiQkxTq5oM+Lw7TZd6aB4J-C+a_ zWp6Zp=IS>FkQhoEY0Ny__VmYvH0Zehv&QfIy@j@#D?Qy+Kr@x}Nt1n=6jB!>yc5@Q z?}T+k6o=jhuO6(weQ!EO5k32|qO)*XH@P<|*Yb1ws}7Er_N`3+0@E&g?q@n__Dq!A zVW&CM&Iz~D-Q;WbYMX|>v}ke@W3J5eliRzhzn@;88Q0|TJveZ(+_DtS) z^st|NTDR%7Sug_e=nMQ^*WY9zEZa?t6mGKZ==Gv;eC7b&e%s2XwxZXrqysImU%m0$ z>2Vpxilt1~-9gGNhBT%t@{P)_%o-rUBoS4*ME$yEhKE7*sJ6xWdYg97*Xwqj?1lA$ zaO6=XQEH#fpf^mgE|d<8?K!`m*GJc}_m_{!_5SbVTKAYSstk4?eun225DuN=Hh-RN z_E>!^%kT#!))3`vbvqYC2H36M_|0nvZr}R0hV`;k-9Y=_)tD}Lu?Ev}@8tQV0*;c_%0qJGr+}D170318TMDqR#`4GN6=YEYV zuWF~ZyKB4BqddPphSr%*G7y7zV6EM(__O2vCF+~S(OqDTIX}~#N)C|51L}I4ICqsf zBQT}rcbixCr6aZYy!`b@48qc*8-CcBirtx3YPfYSmb!n}I?#)Zyj&iO{VafE z`&v9-0f3ACgvkwK=ozm1WFh}rz|h~KZj*t{&R$&oyR?q9^Vwao2Peh3Zn}9A`|tK> z@_{Afde=ZAkiqa=ZyYLwx0@b`OE>oswZrcvx1Q|*XBXNID7$XokRfJAc%8lL8{{^P z+poOv^yFjlGF=Y7KU$Xep0Wd#dIKTpNB!83V9X6BrRsvc8e}d$Zdl_9r*`PjV3&|O zj+%d;q!j%PUgTu<_Q+Y7En`Grk;rKaHWnWPjZ(~j8(ST1l=>TJ zg_rNIfi;?6p6zn|L$CznNHQ_rnF@2S0Lscv1wz8R?_{$=5;y$)s>_=0@9o(k*ZRAy z(eImc=qYNxGx6a>Q?7vjp1}eyj^y4L+pu{Z#vleGQSt8mr1xa&Y#Gb&FJCwL*$*x) z;C9Z>TX+FXJNwdtI0%z1*S&@@{qvU5RQtLaeD3%2)p>mVwo!7K=s09_a;;007((hm<5tdwo8$P~<-h8IC`CT;zUj=bvS(PXTIsh5EVH9|0H!39=&1Bn~_;nUrv$8XjLEdofoap#if?2U_|{~C10C4iK4nI7Jrf0Y|H9z_K`#9-92CCC(-xCoP~w+gTxO{S^4EHO1yr-q(ARh zZ2Wyx79$$keC%rEWQ)X!2&Tf+% zANqU!6hEa^t<{tNKEPqoABFLkD_R4Q>Kl#C+<0{$J;v%vsUK=ztfEqCeY70jAJO`I zp4~4Fy7NLdj}$&-6t-1h#e5ALGj5bypAVZD{`!1Jc%owiYd9|PI;M5S=j~^6r+f+p zuNbxSrEU%w1@rr8mu5+RtTwcQSO}lc+o{CVv(Pa4<)``jwA5jFT%nVYQRs50ixKs= z0~p1BaIYmiAGcv$qwz4C_bNAdadJqwR`l62fgt9mhYf~*?P(pa0$wfs-9K0MDc`P< zzoYZ#unL>4r$t<;bcVGy%a+{=$}r&pE-t-h$v`E`02+qa(Gdtp1prDMg^;+W?|xp) zUvIrNSJ2*?(uhWK2{;71&Rp9Cq0;MpVVJGo$C2^6M|2w*!5%z3X}eDRNX*`&S@O6x z{Zl;{9ot-Pu$XeJUs5{Ah$LDE{#>B$)5mV_b0thzG~ShC%$KL-(flu0eZM)u;I8{J z8~|rstu)h-S)vgQD(x1xuT5<}dIj5qYIT|@S)~0bY!@a2RLo6>>7_f?VFm8xPpkP| zn{ZmEO26}XtVx@hA}_fj`Su_lm9Q5zY(eK}^=LPu=ZmxIIx72I zCLqr|;ohr1^AD8Vv-pI&?IvA40_7Ip4umS(%{|1rPnXOoaHb7v-=%rsP_*_W#OtJ_ z#k}&KHki0g+9Pw~ECR+nU&xu=fE0;uHxGBTj9GbC*}K}PGzJS zj-G6dq{Y|a@4h}U&5wqNCXfVg}dXExkT z4(`0w+vs|Z-}zku2-#Ae$mQMch;t;HpY^C}m-xu0L&mB4plM%*g@x&IQ zkNazj^<;j%en&Z9bYCc5fQ};>Bht z22Pgaigl!-wjsKTIXM4L2qgrM!cS^cq*F4!6N(6zh{<#W5H6WSn_QGPaYz5T%r~=l ziS(v-TlU?Vl%F@}6I4(lctUl4^7F|n#s&P(Z}El2$z3i3(T%zK^T}p67H+Nf@Wls#o9iiQ&Mv8i z*z`B`R^IA=FOSBmw;(YQ)NTXpWO*1m8TE(#Cf#cpCh!Jzm6kwJ7N6GdB@)FU-rV)p z`TlqKWwV&F-`xG&=v5xqq!oap`q0IApVhye(6j**gzi^Mdge1TbLi%0>+-cNDsYu@ zr+smJfM3%!%o*&W5zWA3?nF+nLLg)NHsXju$8dsk2n6v*50C<$?Y|CK|M?)SUqNbL z_v(ExpPkt@%R6A+0(`9Nth+{OJtzkGPo)*vBmA4yWUaw)-UXm%*Z!ug7lZ(+gneM1T!0 z)R1N{t{0M3*SIe6WEnAupveQH7O`Zv9j*OfU+h7%$Z0{uXw&ITCtSfv*pCquAv0d{ z_g0H-9LxNJEH_@oEmyj%9$=-4Zx8l#8lLh5|ET#bKZr2(>8H)V+NF5~_3>5;TkS>a zG}y0P{T^@x3{_?MQs9S&u39-i?^>alKMbz5=hSJw3NI21*Egs;PO$c=CX$PBXjpCk zbC0`peLPIMc)8qclG7RX%Ic(*ElZ79aBkADBHR^sFa-^>WuGYU#wQrt2&|O&g8T3gFqWL z(N@=z)am5Qh1`HqLy{L7H>d8`Gvoxtcq3e0KI_#M`~QgQ>P4<`w_b}vYt~{%a%+zps zox5X!8o8X=vC<3tZ(4%5o(_6QyYfPIE;e1$9}@on=4CUUWLYbrh6c8~c4=F+8PMPqELR1m&Ae7e zoY$S(m5Y6;-JGoS&bhKtzkwE=N7}H?Ly?T9Mc{%8%=j3DIe0o}6+pGlmJ=cd>!KDT zcgpm<%9tw>*dKY>t;-n-4^<~?S0^i;#rezSFOWa`o0^U{Q0nNmpJA%JReOl7-x1}P zB1}7pe~DJrw-ds-v%5mf=%7~E+?@4pW0Hk=hEF(M#NM~{v?MbnE&Q@P6t^w@LOf^* z=Yj`>Sc*9GZtgJT_zU0RA56lm`mLR#fQ3TNKKRi^r?bK<-+oN$d}&|6gg0GocO zxnrFJbVD^F$MyFtzHslpTQCOAk*;6_xh>;S4GzYC!B}pi$4Sns@)pTwqu|=g&^L`}|E=vWq+WQxxZw#8p4Kkd|R7Ghd5;A9*QEC$e#ZI0Pn>`J{86v{pl!MKNKyX2f=m-pE19~ z+dA?;a~G+fD4g4kZSebC`)dV16pN1JBK7BZLm~ZPdxmH^8ssv)VP?a^ai7z7J+qHF z!bMSrzA=<;?C05NUR&id_QXwRS18q`$46|hwL!3!t;*n|wagPxgB~d3Kj_i&QBfyL z1D#$O-dBh@wgR(}$S?Ga;~qPw=`_Qd<4)~1FbwRrnA$a@+fYy>W98n;+y4zzW8AJE zDv8d&;b9b~YgKGWn@S@oUr@7B8*dG1x}r%>$ZFNR-{%Y4HGT9~UA?{l#n-;dCxPC5 z!X%6?z1de$RJz%X*`anOzs7_9uwaYJxRO*$?Y?xds4tB(;hX=&G)KTWx|#fdtM%#q zrs%i7Yv$5a$h5rE}+9;#Ifpyz15id8|TR0e1M4gH%~r9CgxBKhA5ng@yazSm9n=6(vZnSah$j zIM{E6632AJ@qm`MAe?~4YPD?7FWsZqpAw796;AO7k?7^)wDWi=Scu&fl%j_nc6{~< zjZ354Yg!dw2S%)|Vr?jbfydGoqdMQM!=B264edb^rPFw`AAz{?lUxuX(uJP9zY7%9SU+egCoK~?B1b^Lqy4jPwp^QH~nr5jvc~k=P`|kWr zLNr&XNt=K_d*e|63oOE4kX2p#@YJHfZi9Jb5A?o6Y&EV_wOd}kL3nEWl=8y-gm2@! zGBULB{?M*pKdq__NLcLx5bV2OBfAwtKtZfwnTo%133ez5Ee)^^L;Mz} zVhQ+YUttHN> zg;4Q6mDZcNYNDS7vM0~?DFtzR@lgpW+8pH62DkjB$@;a;>z$*wn!+Bw14?^k z;t#9f)3mo}8L}qlI;Yqbfzcx$r6>02<8-Y1^hIYx8DX2n=4GL+{5*}Q+;UNK`2JG< zDO_c`IU}Mk+|o})H+l8`LFO|fs;KwtupXt$RrNR2N6cS&PLg{=;kF2DfM8BPLD_DC zeReR-Ym|nZP;0&*6pvR+!E@CcO-PKo47^;nKTsnofU^mIb^g{pvK>;FbU=tV|K=8( z@GXizENs$$Ces6&B{m^Xog<$h4fXIt)~)8GLt5y;Dn#q&VTl&3TdbG&yPismK(kp{ zqE9dJXa8FpwpBT*z_ssTNvJa3!;u(~BgnWd-*5&}iOA4ZcnKX zh{p=KG*-kBzh8`na>C8=P=WEmtW-(%i_Epke7Jh*eH<8)m2b9(xXIE^MC8wUYm?WT z9u1f&huYO0iZ+Lf{Eymu^u z*2D4pjOYA3kN=vQSYvPaSnTaIdfGXu%cyzvUdX3UE^^`P_UFS2pW;?si=@s+G?Ej;aNG z-+f=C#i_L`uu(2x9vZ)NR<{kf+;uPD~Q$3fKai{nkD_Eia0+vImvxw|uSR-t{Dmm|Do+3QTh z@KOtWENl@yzx(&ub6IOtFJM*vGrv&fsH_G5V7coce@X7?pc(bvxqidrt4#1%q?2|n z3k&5DD$%QieDykHY-_Y$Mm=u)AEe7Ht#7w&F|MiuY6G+c#!pTDnCWhG+Q@@KP;3VLV(1C^-%zPh zy^3*YI|fwbtp|2CWgEXi2vwK+9m&T1F~Qayk6{l7C=e$2gBY0}=>a^5*S z>%%~=%vw>i2PX_Gj6Zu8g2&VWYGb#$VFI#78LIH;h&=batLJZ^q|loi^}$zmkx{G4 zAfUsY%I|~93beD9&S2*H#bD4C4?=gxFuOqhm1VTh|of{_AZ;UL2e=V`ueLiIhcPkQlY~z0Nw!iVRuW{Xl4iu#_X_d|K zqlG-(BdRXhXi(Cf#lYcqFD-S7{F#~_5hpfs49bEoeIvb=fiD`Z0XTzEY{eSvspqa?u$L3XFnYHRrDf- zkE5_z`Z_nD=|Udxzfb-Lal_T}_y7s2C^8GCS7wl0I-7*nz;%-qe_zZta$xWqnl~U) zaFPB5T`#?|UQ?!TSj^28x*>fhd`+3CDaWGhqsAWtha43$?sXoi3HST;mz4=oyzrl; ze6n-pjs24!79`(q^EH}T{FuDTyHx@_KVGC*$={Y@D!37_Nz+AMP^_)Zlu&{oD--70 zF%Aha7p*D@l3)y9N~Rt&+pqrTC(h%#DqWU8OzrFJ`wW7$3H*0>NS#-(Im^nf1`#R8 zdOy1p!UNeiN#N{LxuB%6Uue~BLWI`G%e>QM)8zLgws%UAmp$c4r7=0)ZD;m(%S4Rr zn3wD6UGDfti5QH98oO=Fk9sBy?>aKYD3WX#jbdehH@2p`U1^gOjTijDt_?fN`}MF4h3p7$XPq9WpaBM z9Pw_sE{A!G@2uRDT%x&cE>pe^NUO3YBH1hSDQg-sK$AZJy1N;4UIWp|;8ZFGYujrs z43}yh-bwuB8_uoJWKUOIn{ATe>e}wg(R&Hyl}ge+=Mmqh22H@Mj0U#}_(KktTkB9Q zRJYs3X)&{b;Zlcu8FQg#?gHF>XUmu1%Gb-BV0Jtb`SZG!&xZGPyx)2~NPTXM-G{1* z$13gDJ6xnyra?4@TghlW9KO4ic_bPp;wS9E(C1r}Kdmw9Dg&xnt!~!HXgR-)W{WCb ze#&mKPI2B{5gZJVz3XbFJ%PxIqWny3cpoLu{hS@5(mWcIIBh()zloiLX8xZ?e0`O2 zt!_xpc@CRSU`%)SIA404u%4TW6S<|n#{KV{q})RAZns6^UAp(lVon(OL>E5Q3o3r! zJysvj*5jM-`BX}hy04Z$XZL%~Uc*pgu3|6+yvTvhQ8IJbo~0juNUTQ5N>3HH_^iRI zi_sVRUit-vm@$)_tz$|)lRL&x?5$~CYb6hw%YLK(95}Tnq;~~&dI)S=NdVGRobyZW zv2G1+MIaAmH)A^ETy+dTh?=~^c{5p5 z4gF5^ro_Eu=KG$W%3EW+3cDvSrCT_K0xe6qf85n*Hd;y4BWTf|l4!Pz<@o7O2k7yF ztZ^cD{Hs~Y8D2`)>w1GN6NgxdMn({91n(-QMEh6q>Zo%0&O(`Azd(vsK020BCZg{ygp+ z{ak#PA_K~)`|#Ptcl`BiPbzd|O6BV-NvoS(A-Z$N;Af#K2tRmiH^{g-3t@M01oxS^ z)J`{*d2A~6CR!!rQ8sy*uU5TWIgr|{^4sJSyIP(fn${qPlV%F~1W+8QhkShYT-9r# z#hLnn4DseImAapg>j!R(ZYw*=G6MAV%ZKCc@DVtR3r}oVk0YCDc~tr7T0PEYxcglamAkBS@p0sw|Olu zvq)22-H+YLI=6vAk@-cpf(4_8{8kv?m&c`4I?>6A(xzBbgy7_ZnM=h;+U_dPdKH#R zzf*H}0f55gHa>~1qSun^t0`!-hQ(1@+cR6F{=pRkSoOC@@3ztYTJuPTdEUM~?Tp6R z-f$ohDreK}yR_Yu|6_4>D>c7fm+hlD)=KNcYIU2!^e3;c!UFz&;~Ab7w6VSV{i!vO zYmHBZi`7o93wrMQ#>0CCmdifo$W`sX3%2_4H~yeLUK>rIf1cB`1>nLDxmh;wEb-3c zfnK_Rp13eP9|jE?j?Zz;+}2w2%QiPun-?3@6>2fqtUkm zp+jK3H$R<-!vsowhPPB5)IB<>jJ}U-)~78v8ylxW)sLI8s|d}_L1_=>YpcCE^!aU` z%UUS0XxK7G_)oeA|%9~XSkbk=MtOq!x_;DYK z&DAZa0I@?F4X#HZtzmZJ1SkGJWs{*ZM<(-%kvE$(o5B&ATUehEs3!a1x3(NKd7z&5 zJU;C9#ECkO^s@!kYqi~aXuZtl>h7AqqKgyYk$M;Q_iNj;YY3F6&_FZ}#7NCk+B{g* z3yR<7yE^tBpN)1szojw-7!s#b^fzzBe*+{e0ba!5*WK}}f8BgQB&Ue>Vsh4}=igv! zZyUw##D2au1#BY`v+DXila_x&OLq+@#ESa<2|zbj%zc#Q?r^%qDp#wFel4W612#s| zqK;@!mGB_E(rZ2L3MBZ?mutIR2SaF6r=|nj?>tYR?Xcrnh1iTMAbxokqW3$uJ&Z0y z0YFfL>9vD@oX(^_l*W&I3R!}4zALbdg;Af<^7*OmV(PV_`q<;vv;*9Q3P9A^So!VO zO|WWsatd;Gp}r{VE86lFkbG}kDlm^1^2XlFYM~_^N~Dh*t=#MUcJkwT zW&ZVQjmnL_ooD(He9{}N5K$-R;|G`vt_R8PqQE6e>pIlm)Jw}d`-!TwHkWRH z&Yezrn*}PaoIguy^$!ky1!U=FU>?@<#g^dra+7Uxj`u@Z{W1RJ#0w|y_339_TTEK; z3f>QJk(^Z3xip+d5)q3oX=D6eFO)(qw(`%tG!+>6*oD=tvhYUafPCaB# zUU{3tYB!ne$)z#~j0tVg>lLQgr_n8f&0|Oy*0f=Zrroq z>D6kL5M|=|Za+S*7X>!o&mGO^j#~A2bj#%~wJz8}e8zGP`PRUQRRM_CkPQ27r@z$w z5LOB3eAQ>5d6h3Uu>C+ zlbvZcy7W44TS{EDkqeO7o=YTay`o_NEm*JDL(fJk_j{i^yREgD)2klIyPWk*%JLPZ z)>x+{?vCxjyHwo57IRZm6$Z|5GoDRd|RXbk-yFm2!`e~KfHGmZa}WUn%u((0Q6q9&`u@qD9SB)DABf(JdL(_K@Z| zAxO?fQIgxybg8fksjM*t?i5PA7HOip8L8(@y*C&fvZ1l|>-4IFw)uW>aCUo*z#iYY zW~nf)RtAl_>>(I7%2#O=ZT;0)MH*c|wkRgtrwcXl+=_eOm-KVIZ@tj)Wo?yZi0Wn!E@5?MmL29SHv4r{<2j_wLkK)=*;xE|s`S2K(Su z8FQx71%+|r{UrK1`Grr13JszvGp0+Lw{2eai1hU$75ZM_TUm-7mPVZw4~{jo*zpdIEa7vcW8KiMEunkfZSB? zljsXX;qr@j&a-1l>laot8xozxe6s*3v(#hn=XlPybO zk6^CwQ$OE475KM#sjNq{swKs;-D;IALf>_PVwPts=kVF}$5hZ&U&1BX#;s4;Y1`l3 zW?C%3D~l|~+c7zi{FCq)U8j?Kh_|h;wBvI@!fB$CKWv8d-}v!ScMpl|C z2ZYAso>iXhTM`_0bt5h0Uhl#me)cfPiA_Ek!!QO?+8t9LZiNi^JdTSl1cZXjai`SC zeWTT~I<$GPSF(c*Q`bS$XhW(c6M#bgnTo=2JfNUu#dMgpo5Qvwv#B=kH+x`)6o=mA?y9q?vzqRlDP`Ws7?u2%^g;SNvy8dmiyoJy#0XQbd z?k=$&Ce5TkNR5U)@t6yPWwkwEa#Z0v88zh+!Sl!6`qt;3z%KWqwzMnsOYf!Ia7U2C zSY4WjPJIN$>Q-KRU{j zNrk}Qu7a35M=~1Jl(!~>g?~pTV*7(T;*+@WZMMu*MwAj39diH{Wj_y{fQeB~@>X2= zOuXu>@oc_{U8FyM+ePX&uLRq%(;voGp1sb#@C2G+4Q_7B*|2FWCSpBb+SW=)5>E#N zi)3a&ZdHL!d|S9Ufwx=$+G?Iiqs;_PgAfp&v~_iVBhTeo%|e=J_B!En?SCDILpvFYnNw7X5^1AsWD}b$x41Ta*YZ9;>r`h z0gJz#D~D2;w9CzIC#_?a!Gkqp8O!dpNDE%~fKXW&h4su1);4mV!b|Lh;l5u=b6zf)^1G?w0zi(5n63ht!f9g7J@2f0ht{oc zjmU<)X9v0NJYQX|%L1YaUjH2|5ZN3D)2YHu=)pMX_SZ+Lc%bq=wXN_gR%jUc7Hrff zNoRa|4~`>{K=l1@8PaD?wwv(A_Sw3@Eh-z zzSxkLI)1NG#r{1p9lu`wd&|8U6ILVd9)t(rug0*^-!lf4ulz1J!tvw?_-6HSHt>x~ zbA+4EbXeX(2KeMsF0>@tj&o)CjD=#rq76me?*_cLM4b8+LIb?=X~?A5kdLJRS1^72 zdF_U3YE7=7cF%;`WU_`{yFJ)8!Pt=ZsxSTivCNuzhtIE%e(7QSUDar~KHc% zOTc1mU1F5SZIZKH4-CRzC2WDHy?`b@(h71Vy)m7)1CV63UA@(Fi2jcL`+Q8}b(`q! zP!2+QLKncC#QDL_4v*L!t%Pn-(RFs8^Z3fiGxeU2?3C?ZrB!D z@YOQ0hHth8ckU>B*b(&BM>{8-0SC_WyUxHaS=vxV%?hmb;CTRBJ#%Qs>#VOiGJGaC z(qVQZty-zUf=)ZvkES+^T%VzOZ&eQ&aV|Cri!4#gO+Tmnf$M~xgY>bKl{hf{>CZdJ z!+`vJJbpG8 z=nJ!H(@JtBVLXZ2A9$)C-K1SJY`hFN_He-F{1T$h^dB7$6*W!dq4hevLcZ3a+T&a9 zU5fR~pZuqi05QNI`Cfy_gznuwNSgGs4faZbulW+*&&jtg;^$A+%Z!%m-kN|7I)gK& zljA1f;xtg5haa+Sq9{#nl3!0*vCkD9Q_U-_JI6QhH+A>%u6IQ|ZGq?Koq$gPr zTl$&t@U^?q)T0t9bQV?Htbj!11~Za1maxcGRP;YMve_3Bl)DW108 zgNK_c6%tI^Xg8_#=v+B2v&mrO>6KD5m?H;mDP0zjw>lQz9Bta{`gz>jjJ9(Ff|-1| z95r5?E@vzTJ>7AuU@B?mS%dL=$F;f=W$MZ^C6$?u|r`R z`4X~g`=nT=^umOgSP5Uk_QmZ!+E@Hwu%8Y0%=O%9?&p!fH1?ZKm+h^GD3A;@-W*6| z4;2@y5ms~V{T*IggGR4Ye)HJh6L zzLfw){Ewr~ zsXxkZc`X633Wid}&1ozdq0s;z%+}VI)eB~9Vz<2oU^u;{$AHAd*H*;|_1}r_CV`TP zZ)eZ0g2h!*gsR;DJ`ew{ul6hPaIHUq`}t-C%JuKl)smHh$k@XehL=Aad24%1`nJW3 z6N^P|mG}Gpd8;R7p;o{7K@R8kpFy)i2$k3UIK`tC1Qhzj_TrwzDm{U5km4R&)uW=l z+;gq=+G{+MT^mmte}YV{037K;&1aOBFBW#_`_HbVUNFpM7@-Xf3~Zk=A>*GP)12%T zuH1$C{x*gA_8X7wzm2`YV{3o$UnXFt!^670ZdRr+7Cf@A&F!G>H1roo$c4l?eEo+F z_Ru1;7KL#5ErL1_R%eqyM(N?RI3#&#P_64%?#SCy>3~RjjUVCEU(|2xEA9}TK8Ply znhHB_Ce8tI@bMs@hsIiq%n@-Ki!E2~XjvjN!_TC4MwLPW?(a zru+78+@R;JzxtS4^_G7^rHy73MKi>~+QPsj{;k1?Qi!xyXF@ldWxWFGMl#niqNAe+ zTNjc`Pf^TEQL1-)`}+EcX?-#`?~E&XNHY0njF3-NECdIiqLr(q)IlB z&!Z6E^3I!7_ud|}FCkwvPD^2&QmNpnMpM%!N*vyJ|)#87b2A`!FvUHZwXuFvOn>t^u{|%qY zyy@QWgKsJxs?w z18574dG^t!TG~sFi_}0q9B_UPk-#;SY+q@ieWY2Xt9z$ojkpXE?Ya%Wefx7hXfbL$ z?gbD!VXw&9)3|vfN_6AnAeTV~gii#N;LPGQYgxr?uak~miKq0Z9LtTOFY8*mIlW+v z8XH(Ny!eHBzPj07#23agz30q+*PL>DsFm~JH2{PomVXZTi{1*3eB zZ1r6yJFb^6E9q`E95;*Kr$h~GW6pDBNZPP+^+D#zi9lRK$;r2Gu^I+#iy$1Tn$^5-?&$_?yCe}DY!`C0ACPR+j0PFeRRGY2}W|Cj@ zCLzvDio+Km)c;m>ZhMa?AU+X)X1$+B-LNS>aItEihOYrCfxLMAt{E!=?qZAGHLknF z3H%7g?tW^08~khQUHr7Y06>ieT=eaiLT~}*Ls0$SBb}}6gVCD>b4P-PN*tPs7)*|v zYM_a}V^?&KH|L{`*Q>X$*J*PvoR=0l0%$|j-~tfPD&yXH4`?Ij8t|uE`MA{-vm&K_ zXCntM=f2GpkUI}EYL!5z6TxmB``)HTmWyc~~F?Mb;<>SlOz+vfWRA@S~z1&!Vk_X}iaf z80b}IPjJ>eOZv~%G)!8# zq_!&K#JS&J)qXcR1R@4QACA@<;Lp$5Q%i zl!VKWf{N?6KTe~?xB1@jjinU{!AzKRrGVW1o|Ai1&N+jJ9oc=Y9UV4svh<4o~mU^cyB1?fb#)a-P*&5y4(*6l&aHf^L*T2D@swKAl8 z-3{B^i!Cw2!naf3G{~5m>G+W-6F?KITFKA_+yE5)psYQPKdz;76m*COH ziRV0xyEn)l>Ak((es5MAIp917+d^;odak-JBkiHB$R-!)cU>CbbEA3n*G{b>lGucc zmKoy;$DgDoQf*aawdi$gRTV?(6b+wdKl0J+QhFo0#H&NH|3a@+X#G|TgVAni@aUEI zrrqdXKKm<9&B^X5EL1AFqcM9fjC9dL-rB7U7wz{tomtfi``SW&^zrNzihZ6;zJnIg zTi&xR`C6}LM9a9~pL=F_7i#4VzX+}rA#vY*nqSO&66Pqy>OFZ~CS!DozZ&jvn}2-M zOG~ebJNlrg?Q!L{*!z}pUa+&dPCtvw%}8$JlNI=Fikr{9BXN}+-+k9w-nN-77cM^T zKFHH>Qeg@x6!>J~R?UYYi>IB(m$hQntA|5scs4)O$b@;8-OCMSe@!*8d~&}2ElBXG z5IygT4aiBZ$FFfthda+>d<_cq+ukXC=+}tR4?$sF%!$4I1TP-fz)#u^((WSMe9!1E zQS_4Ppac|I^HM<$*YWoSxPRuR75hEk>vqE9t)VpUgDMA74h#Wsy=FaDje;v;30Ca*d5e7s!Js8=pIOtl}>Y?Z>z=+14(d z8O{3ka_NWrZT%oZ-|L~+bEDA=zius2{TShLOsy^C(QgqTPNoURG*Fc=QvQ5v95b*3 z%lhMQJ3w*wl!Ms*B(S8>MAzsZS{4oD@?te}oI^%*K zbqoF0?pwYG%>H|c;az-Q2dCJaU-5a?a3ouqjojs0Jm;sKFBngj5P3H2&k+V;b1cuOxj#nlm5a+?slsSqr0x&Td%$94 zj)sZKeV_5F7RCgb2$l0^@}2E+D}>F{%6ro~FsEMwBmPt<_&&$A0+kh}oQP)!O9WJpEdS&ZTHNN5pN9`m_CI`ZLR9!P`GZ zdXH^jeM;Lb+6d`)zwu{TIbc;i4O()YQQXR3^Hx^%XpbpCco(tS%B0`S)G)A z`EZ*Kvo@N0FPpK}C5Y51EUx*OaVLex?a^tKB(fhW5jQ(-HieFQMx4^hEDu59t-H)| z^>W*mEiOLUR?9VhRr#q*09P6s{jNk8{L%I++>$pg>qWMj8yy=?U;}|8+$xQc&Oh7_ zYnR>o1b+7Q(h|4xA)?N6O1Dm~vO#-8`{^Jz%>5O6Q=@R~zaD+2i*u=0G25^uo2|0i z?_TK#AHVCXf^Iq%V21WR*B+9UKWv?=O{1Ykdel@2`r*y?CW(a{9uI15=!LS$`$n3R ztHGCVKyH6}&4KQ50Aq`+;~?v3++yoK|3`X*-SYE*# zM^PCa4xgfsOb5q&r}|-X_tkN+W6;M=xM#X5bEw$A_U7r~#5p%YPwC+m1`?)x5Wie$ zywyt+%=Cq3xwi|h(S&PJ0Z6Q2H`trMCaJ@=eJQTKYwaIz5ZcQpJb6iN5NayVfdgr7 zcg(<^U=F=$?V-f+S}*AG*h7{eoM?2mr^2X@th-636l7i#l;wW(afcSlF5^|&CFAzz z(27ZK_-782O}Xlqgr;Piv2O1}zqRhES-v^pP>wve*(A69{>FP;q~`XsCBs3X)VzA} z0k7_J16V`exC5@|`!i}Q&3681Q5)`mKN1-_6K06alfu%hhz%(U(Dl7oGXeswX5f|U z+;-4RsFr&x>?kv{ud!B?=P|H#b>bR2`X}Y5KP4cyER3zUU9^mPbd4G?%7&5#{tG*I{MYl{JJUzCL=uq$gwr#vM-O9@2>qRJ z#6U;skJ7UFU4ADXeAb_Gx3!9|%;Lj_h_F5G+|LGew!7B1Q29>rxGgDibsUqeab?0?U!CU+#v}3}ePWlti3dREcB?8PKj!()j5si{1jK0O z^5R~8RU4?D_w~Kt45yDFP2w@^nQ~x@QFL6(O}E9_4(KQsw70RSgGgkD13aeX^Zu+= zgSrgur)&Vj-=OUwQ>WBIIt{gdYcIpaw4AFx8p>aA`e{~FN4%}Uwh48YH2mPUpSUG- z&|mhBM9u81Nw)%(ib1v{|AMR$?2zlJsVpsoCPy)Ekm3A`=L8Ciqs9`DUj5I94rH1=b`mxuuP;3;!i^fJl9XtHv99bHRCRrQM!AupdByckNac5M$lV z-rS7lq9lglx$2fhHa>Q1awRyt+ikU11D4Nfgf!XhAKTN#CcP~h?W_G|eh)YJE7h+! z-AKZ${5Mz+`kn5~Ib6wT>oKfJzkjbH@m`dFr=bT66GqnMYW{vY-(d2ztcxreDbye2 z3pH*%lE)7m<22Uk(}7jp%VsV+&rW}KAAFa4jj+0{u@>uhPdf%k<-*L}Jk-K6^YZ$5 zR=fVBEH&>tE$3H^z8^fynKSKRDR3_It4YB)Ljvbj73Oml|!kP;eD|=WPE#Fnzu&!VDmW+KG;qC z4ifcrJ}pBj9Xpl{HLY=Un)E>?u!ky!mFI7&Inqdi&R2g2(8l$u&W6|=e*?Gl`E(;` z-fs7{Wlo8Q-~vGO>m2age|@GsmiG4AflF>Q>*x10+FwZrFx0$--RKRrB6-CvhxcfR z53_OlUQ!i(#_elQX4xrPZF$5RenjfA1hJXN&r=p?(oT}=f4y%0QxuD`#TWG_D86>Q zxnV*?9){a~yNwLhtei~N#otZHnaO#!B+IRS3+jkEF1vU=#qIic06F{KrpA$D=L!MT z3q?2j#{80R!{DiyEu#Kp@i0FmrxiLU#G+8N1XW)3a5f$ zBkQxB_ zyAgz~9|_4ZKN_9`qN4_HcoygH!DG6=r*8e%aQvutoP#?-+Tc5ox zt9jBp!6|0SHtx#6HU)m!WJO_t{kbXRy?0ZD^UJI*0S~k_A3l~l+^Wjw|BT5S&f|jW z{}~?;@^%3~q?fVwl;}#&kGvc+u$oJ;b68r4>n?g%4n4wpzh`U{WMo-#=tr}h_G;7P zo)OYh{Im_?T#dGgO|f%T`KGjm{d7n7vebk>t-b#4(K-2`)}O^#sPtez5yfgXcRxdr zV{U#G@qm z-PZs}6M@bX=zjgP>HRH{-0cS5PHA-Fuk9haZ(f!s&F)mf_`bL^&maEmFZpB&-qn|W z;r3qp1S1I;uP8#yrZ2m+(%(lzcln4UQ8=HT-fmUp9`t}wQj+1?5gL%Aq`^G%<${d znkf}*R}^0#s^6L2=#e*-(&Bb@7_>?gb`zgE%DhE4TGMzsT8-A^ab79!{p3R9gZ_oc zU-Torfn$O5se<9PbOw?*5Tn@zw}s?-^A>j9^Ll=|PO8bSGWNO+nJ(b3bG0M}~dTD=Xx_ z(YzT?E7Nk~?v51vN=5oyI;mZuzv(omPEUE^bgO(Z?dcl~( z%5HW{FS*gL`3FtD{U}PV{SOM=Sf_SCT9?twYwkyFYpti>zdW)Le%@-aX)o^9$r7~1+&bW!_@Q+q*VklIMGpqCl&c5l_jv5NCO9#^ z>oZe=F!1F$*~_6`+vkSq9Tq6SZ!6NgpYy69k(6?WL#0-jekW7wb*UQpezo{Ic6DK2 zO-AOdHAi)|(=YvHFR}O>%o^1_xs}1-X;3;T@k+zYN}sc;pXyyc%oPVeA9$bq)`5E` zA)gj`Jzo*4#~)X}zP-mutz5amJ2#^sbMP7}fL>R^%c(DZp9NiwoF|*Fi@ct0xxUQt zEh_?M(O-)x{XJ)yRLJ3TK)Q@t$DK5nA*VdQOi!oWWR9<)buA;uNbf2@zZm{Hy=hzB zj9cxXQ;NNvkuNW{#la#*n$0h8((mTiHxpN&m_uJKzT>8ltxIqFUTT6-3gt+dHLud& zvo4JyCq46U634sfO{(p(GWG#Ip>>8n!j}5-kLArlM5rJ8K?Q`S(Rlws?u)|wFuA3n z>oU7JM(fFz>NGa?3$U%d-6I@zsP_V_M%VC~lW;vaCZ0}0M7=v?Hc>8Y^SSP9SgcYB zaj%1QRIySu88$ck0lUs+Xma-4Jy7OGTgpykH5)nHY-lKDEywg`j`~i~8IUDTj}zA0 zmy44jQ2D=fTNeasRYRR@!Civ8kV={`gp*2}BJG3O~S# z)?)5b&*l1_eQT)LrDkugRKnKa;bS%Y-9S?z?BMRG#OpE4A^$!NO+hn?+L+7rnze-Bs&# zY)Ap#{{%x3?7274hV{AvNQgdc3$e|d`uK!c1IY7`EWuaWQ`R-*)1UqQf$*Hv{TJ@L z@nvtRTz0a4*hq+jm%tve-Kdu{gbi~AL1>YMYA+55U# z>*L!HFkJ@#2R+c$(9Fg5aGVdOxaX9&1h`pwpU|fAt}UvFyGS8@Qsb{hPE=YT$_qQ0 zgEh}jPH)wZG|w&y%T`=$i?COxG;O(A(=e43Ukg+YjxEmm&F9@mX}IV&<|Hj${X8(S z2WQkZ2SQ4ZZDs&XSfGWjX&wB}A>@|vY18=(yNB+rYI9;%93}kUsCs)(e*N>KJd3LI30=(A z^m+cRL6QcyRFU(!DlWWVgXOP8w_^n7>!nfMY8@AgBD>8Uff6!V-WdyEoxiF2x_g5U z)!nq)Gn=X+)qPv0v)*bhmHCc0kzDvW-_!D( zK&=Y|8tfjT_Q9a|z$d%GcHXR04$YLKS}-e}tai&oyD19h)~rhTOBQLCuHdjG^oY2D zNnShUtnM=MiTZV?AuUASxNil9Ko>Uqn{11HwKog=*|qwh2QZ+%Tre{aEcBX7Z13oL z^_rGkAjUW-f}F1BFx<5gwE-3K4bprn?{3|E^uf3`^b1#6s4@1l(Ar!9n{*^GIA;Cc z5Bn<@SULrrhPWKMG+jxsx`He)HtU&x{$~NFZS>S#K7Oj(#CylKnWobLf2d^cte*JT zbDExaYwi2{ySUnK)maQjgP;7vquY4DQEpbn;PyPyTict>-c@&1vNbcDW6TOw4y|M( z!T-4ZqERdpZNhgj&x_)pU4r4sq^;#0zE-Nf$5%v&<;&5%lt)#evqOU6Wa66A?6UNa zJ9+gUXJm^-UdU@*xt~yZk;}fF(YU%k@RwPWIxqEJA07Z{tr^0B=5f5Th{T#JX5Q+| zd(^i+m?&?T`;OB>4If|}SJIU3u<9;*i8_00^}w3A33>c}yk6<}l}xD*94V`|>kaaa z(eRkBe}YN0=vDNpJSF5DppW)J)rZSXk&d@#N^na1^ZU{a%iBIrHBc<#X}%q*SX=E7 zUW!yb?a&c;afg3i4pU)a#(r_;{^}EI*k5-!Pj_i22eI_5F>!$MimLiWfc0Ml)L!T< zb&1*VV1pWp`?$xnHNjrMPB{lnb^2=Z=&zVyHEnAFSbMx=x4kyF?Jg^vz1CADpGx~5 zL38-5km*9cTPD{UC9Qe|V{}wsa9r}1o9mWq(j1n{fLp< zerO!8a)9@%@BPki`Qi&0Aj;~Tb6Ss@`8?8YR+vjYpS=Ly>%YVKLj3vM*D5X#xnUW| zWcv0pUOh(xq|aY2R9Z6pe(el*b%b6f`gAPs($ay>Z`v+(G5U?*bn}+{9m^RW(fMw% z`imO@p}Si?t?KY>-$>N$7iVf#%DfOIDgcr z3Cq0n(P0Q+^?UPS8XtwKc7yK?=syMYHD-KE-?+g}E|r*H0qIxUomo*x1GaxWdUsP@ z3*pF^aq&Eo`Nm#@DfY?33c>aHg6jV}cSSf3+=5gD@Pj8VNEgmpeb$Rh(k@7)h`ikJ z>Y5vGnQu&hY&n>N&*|=sZ%M5qj)IRlfVp-*Z@)|fZjRLvxQxHU-Fdr}lZ(l1m(@>A zOw=UmUz*IRE{s{KM;uo~zJ&;vtN56Tpx($C(JySb;UZV4)6y*x4q@;;#$>MUcbc_A z9st3Q19y$v+xvY{ZS?>4x85!4OBN6O(^>A)xcp?@zu!~!t?Vqn*lIlCf(lB=5)T5g z&dvdqRq(Jb!u~4wyRfnU;ipbMU?}Zk(EF2VvdvIl^msf4R{B16|2Mf9v(J9}Ai-HWteQ&`*lv z;sqT^^47L@1sIT)C(ELmo3K?V0~`BdZSy8iBhTzTvHc|{`>uUxaV3?;HfQ=id{%|e zA-kgMgU$*MJNcvf$`?T6#eLB-G_jjCF&Kt$%wv;NRX9RM@8u{hd}cearlax+nYDN& z9F$6hT~X`de}ARM;fphUNE{MRy1mQQ3frA5?BhEBnpf=gQD3z4{t?*Poz*KB=)%J+ zqJ{pQ88a|1xQkz47u%ylv4NJ&cr$gaF?q*4zOor2`Bnd<^q|ih*5`o<**l^19=lGS z@t+#($GA|a&L{SmIfmb&Q`?1?YqzEZlvV@cB)n$R&Xt{=)VXFgsubana1^ybY(*=3 zAY#|-Y};=1RA5s08zD3Pny26RfaIY>gv`o<2Zo!*u^v`vV%@wo8H%nvr%?*Q{Cg1$ z3KyFgj?tIb>b!b(hiz`7!#NmhpXGz%Pj_p@HC8*w@wZrA#f8cBSK%DhMUuXQ^PfNH zc`quc00OC6OejalR1u_FJYaq0fXbJOS*vxG2YS02+is(pM62T}Xhn>N=4(4B)7C1h zEy=C(h19-eJM_bB;eB3YQ>x${kTqOLlJ@=@{p}xhplv6WPk0v2+5B5HmcsXT!@S5( zCqwmC`IQNexxPmS2}%Zh=JOtrKEBJ~D?AEmjT7NzZepB~4AfOWCHz(X%}J-*bg=TA4==E251gMuHn~3H0*{j=geVRslZ`JCziR(^fgD-S@YK%3aEGNPx}zzMf>YZLxI2-5gha+p1kx zJoLvzn4HxYmqOvMD3J(H)M^JMCBGuJaL#85J@`_kLFE+|yyQbpzK>ry_!cJ`{Z&uR z;gHm5jn57l0F84S?+35yH8%&Pihp^(W@jvqtlC+B_D38BzKey9ve6&J76MJ*kj!@d;#KvwVpd!2l(tY1qu*AuEUMN?1Jj~^<- ztr<(!I#-e+*sB^tq8Dcx)tu*xwGRFrNBT-G%_dW%t4-W-_;*(8Ko0tNms@R#z6%fy z_-Im$ILclYYiIEKY>-gs#q?u!t<=-F*0yHO_0L0(YV7~bewwJ)%!l^ z8{?-POhn?vYb&mZSb%G}XU<#vR^2SBU3V5eHe_oWq<@pq$O9&kunsnzynR^%drc0tWw>U=rRo$ zpwnP|=&TCFbbRUVd3a?uSh333}kb<#}?jL9eT0wYcdN_tuao% zQ4}4%xmARO`wn%P#j!<%WVtR})Af*GT+1!;3 zIO1g-^H1Y#|Jmi_n@c;!wxPl-e$3F5+*SXameE9rOmHSPJFp?p(+Wh>&bMc71APAvynTA*j~kg!|`dm_&bdF-u0{5+LCbW}-0z z?wh=O=GAz3NK1dE!2l5ahvJYg%EKUb2j$+HRP{|tU@te(#R{E~c_QGgsQhPIIje5# zPT*FLp8{2~pP8;u`E_O6H~?~B?{%kecMo(TQEh(|fY?Y#S$vu%tuae!FJs_OrarRnF|#7*=^)+)7V(o=VVI<0t-8d<;t z(61*5FsDD|mJeF3pp93D6aQWv-9fmi#bJGh&St~SThCjlaWI$58MfbV#qqH>D53HX z*~t%L`HfjIVg^Qi%nu}91ao?qfif3n0W#EeZ8%H!^_k3Iv5Xk83p|h1y<`5x63bsywx(+=Q$j( zT0Lo@uis?9!E1IuJwM-SL*3+mOVCY!8+0M#Z}D$9E2hS#fgaA>$N6247^}r_q`PU( zCZ~C=(^6lpZI+6}=DFe_JHWz;wt4JfhX%$L&Hg~ln%a8a3^Pkx_{BZ_L5ho!uGH=? zuNd;{>a{=oa;^>XphK!bAn|oJ-hViqyEW(sesJ8m)e7Y9p&{L>wRz#w*2dqpE{}&j zY=IzCkS-2N@6nTN=Z}ZU2gXURoRb5rJ_~j~`znS_T6 zOrp`7?ixmWcW+RVd$si7@hM&qE}AJ_IOcS=wyD7Glmy~N#&kqT^F80WgYz8Q7oR*- zF4K>BDp$~Zl~V~6vLZ;CAWAdPJs88>_4Dj@Zs>;81(7m4YA!_To$|-<3i$R;K_Yvy zAOA{TQUf^qJa>GwpT5~3Q$a+mG@TG)++&mgdKW|<&{no&*b3|84AZkV-l~H zvs14Fo8-Z_78EFUJUP`}>5$%DYKsz?+!y^hZ((_cfc35m8`ROXD|)w{p+P@z>)Z#dxS$???BwZ%w`6?3Rmgs=g76$BW)8=ut{? zA3w+H`5KLp6!$4b`9_QVwFL$9qf_S&VwmP=|Eg8+3+#CkZdsr3_Xh7g@0zX3*%$9X z4P^_F&DrxGMQ7f1Dj$X6&w>h3sLT?YOc{y>Dk&8S@$mi6K7YUKebzc?`0ah)*YyaY zJm}9`>-xbQiPt63iVN+=*D9aM$}D2)rMfZ%$4}aPBlL@(Yu@&8t4Km=SnJOZEvPk} z9>p0s!QT9|7n+Y+0usCyMykZM*G(Poo_uO^Dm2pffmn=<25vpqt9=9N9*+(bUl(?* z^k%fd>@tRg2+7Z(RKXRG+N@(I8vrtG?8Qh`DloiEUi8_?*8H?z!W!l|JCcWW;j%G= z_WpN0UZGZ7ehX3uVgBaTUb&lHjf6ygkbj)JFIpb&5Yb#qT0xWsIb7^PnNA!lkSt_+>60io0EM?viah@33oVUZJLMg zgnj-keEM{aiui!5jpmgR^BEK|zFDLDSF1YIlJ1qF#s{iAiSp32$}_!#&{c{1@7X;t ze-I-I_kGDrXL=+*s~i`Hw^lLg)u>pJbF`N)jQ{9-7Tw#4;6HrX1Lk}uU#tpY@QVC# zjw_v8#*X-SH&7gJ+j{kmjCNA1a#9v`=Qa0OuXd6%U7e2L{SGW6=9WHTc;$m**2!mP zEb#2~i+bH8cOPih0aK>a!qW-8o58H#647wUaj|;l#ow(S&L8sbH5x6Bvnsk%(?+xR z>^spVP50DsnAs26_?$eWi1Xh+A#y zGm*P@317P_dapBwF;?O8dZRdT%o@;3-P@E$f&EG)H3;E3{cd3 z3ynGfI}s4Pa=ngQ{sv2?Icyj52MJ>OIftMkk%Zkq<8f?`_!FyD;jh1;7ohmHhZgk} zb?L8P(TL}s@BDiux)f0Rphu+=vl@_6j3vrkT3GxH$Db5mGiMJ0c()^8kK_z!N_Z7X zU)}O8g1ae^FaV?z+elDkiQzD*telk_;r?>o=`Bxx#cjA>b>SsedKHeFk|&}wE|_kb zxta>cH##~QcU`F3TK)XT*ie~W-V>gC*?4zA6_WYlQW)Z|do*+Z!sB)59eOpXF?LHA z8NAV2cg>7vP|)ZbL5|eXAgEi}oPwQV?P_3ppJ^WV+*-RHp1F9PsT1}VZ`{!z4Cnps z2Wzfu?w8oWg@nxi=9{VFsNeeF{1Zucp4AQIh*|aQ`B*wk_xFquT$=rnR^j}Xvvi)_ zQDng{s(ztA+uT1RK;9`)kjW*v=*q`V1YpDXiO)+|z(9Z{jNZkOABw$<9k!y`ddu(1 zEB|P}3MPWj*CO!^ofGNy`t`Y#`|UqckyoB@5d|%m9y~@*C=v%^qoHskutVDCBX=7? zuko)U4tuOX9PH2eEC7D14pgTrGxU84vG;D_9TkrC zOY)%h6<<(trkxCyKYbD2&a@AnMaZ zg}bi?yG|{7K>0;GvW>QNT7xCvY9V1-8sv69nKi02)C9ty^9eh#(4S@JDJxB>2(-)A zWqma^oIcopyDz803^uIUXqm46K_7?hr20Hs%{A#<*+3nD;)oKg#&muz+pBj(P?7U_%e*Rsng^;uFTJGWgpc!DgjfGP<(LQ-FB9 z#}JN_91sUt_8{mh-Lspoc3+r#UIM>g{%xt%J#R(D*LQ8#brHn|Rc!k4CcGb-ad=-! zlcfd{ruo?gy>D;FZ&Ivi0SP_L6Zy-=adIIJ)A02)CndjPztlUh6P-naoryStl!BO! zOWlq!zub5{KCtc@^ee%YsYS+%^>p+V;23admMqFI&sw8G!My;W8|l2=PVY*up2#I9 z&bG@Jn|t4#qxW}S6YZR@w6Ak`k>p*Sa>|#Tt(GTq{xBVHl;;2t2d8Fp8c{2uibwnbG1?~G9f8HDJ3SChl4D%g%80#9~~VTPA{t0 z^(s(DI^Xlk&rj{1I*zmT=(RoP?)|~Ab4;2cKeD%nx6r0uz@ehDWzBnT?%gM#%0q@F zJ;O!h$HzrUET`6@qdYwRsW+>CM%}inmB40aU=%p2TPS#L?r3xO7P9s9L9oTc0kxjW z!|&-@3bi$Ceak-G2bo>=6BDtj(2c4GdHz?5@U}*dfI)3^bM29Ur?ZWDM5^k#r6(_J zv|#E>Ze-`?s9-*!hBy_T`u(8QrTJAMyUg2iLAZ8Sz^wvdf$u+wHVs6Y5hT5_6@4e zl+HN-;B_y)G?m*+wx_6J=~*vLFit~3&Y9bx-|`|E&_)}Y8%g+@=ntEnZ?zAxO)EKc z@x`tD>*8P~&EYrhy1847%69Wbj&8xF?&I~NSY~s?WwnDA8%}ROd!qyO^H7u^JkKXF}1xF4;MlAliUX*^939wU^UXtz?(+z-su{nA4h-j8Ox5ek@eAHP!9k%Ah?JnXpkLv$DNW(<0UNY>PjTOZ!;DB20-8Banlqk`x6XD^BDVcFq+YwCsEWBr}<>ry3H<$h;S z8nhbzQRR*}T5Pz%WGQ=YB=@)B{~nyn%s2URpX}Jb#MzAN{JOBkmTl5pLEB7Ju;fSvG zsCPJ+o`I%%D6H|na`SI#Ur$%B#DxoK)imu%9b1Rmz3qpV(rsNVD929qnKIN3Lg5>&xm1YyLkh#w zro8fB@3xm)mIl9ey9qi6E{^icrLpA;HZl8KbffKMh<*jk(pwr~1g6aeeHWs)G zhdmacuc^ODoFCT9#Zmb&5?8~qxETH-@BAFrAn?*?ecvNGbcXBk0VZ_h+iNza6v7hy zV0%E}PAS}bmC0M{OW_b>wnhB4wgE*&=b6usR?EC5T{HOU%o=j%G$XsicS(ooZ%*-17v3}gF zx|Jt(J=>#dqg$P7j}B8U!EW(eDo-nFLm`M3yMQYUDI#2{*tO#euTA^C&RbXx7xr0f z&tK*T>2BrhPrnsgbNV~>Zh$b^F5#e2dARGqfIYuHmi7g`J!pP?hK(kxfb3;k>v~*B zmDYPYe;}Q4@42Nra(BYl-zLNg@9PbIZ8ovjqfI@QWo%5iuM)WPLNTrm_@!GLlsCCb z_`(J^C-0Q4Pxc_S{$3gtbgO8;n#}GfeuSJ{ z$5sSKWC)|w%NzZ@L2i(K?2irN%dF(`l%%?g&bh3DuH#@h6TZF1CTacX3(t~v8F;z; zXVI9}!(c4aasMOV)fUPR4iE$;x9+e5l{Vm%t%j?aOI2w6R6Rh<+oF%>(gwP3(@IH~ z^Q*;U6gFe_)ajPbRauzWWwEJn=@g5V(8Ni-dXNNYprpfs#c~M!VU6srsyEcU1mwvg8fG5 zHs2Vq!%q^`U-J3d!O|AhqNbCdJ_90f910+qhX&cMM*>c%?M&n0T%;knXE>4??e|@0 zT9B^OrMk5O9v_(f@9Ocv{qLq!!nODPbn6>GzC1lQ*)p3QDHKu{%6F}__qn9AMRtRW zy21#i^|$UmgbQ6g=w7WI^jVs$Mfnf8sSm0m+a^{$ckS1wn(n&|R$eBOgn4$AQ7U9B zN2rdNI4inyjmA!|zPW$3wiU?w;mh@b*mD|a5N(C|)0Yt-?fSld`px&~`Wk(oCiz+J zpS|IWZZ+4Ym-@N2ky8G(VEvAb)_dm<^sJ0caZ|7_~ED5 zwXcr)6-zI#I&A$H(hnkK_Iz~TbUiRRTr3*GSLwn;zh(F7^nWX?S*LT4Gao?37S}mA zKcH3Yj^V?az9in&xlKAtK4hyi%>W^HZ%#i3$0* znOR_NkDGka&#cA}oz8C!ecQ}q#{E-@$LQ#A5nLhIMpNug+es<6;5R7?QOuC#I#*xN-mu^$NdXQW2eO3&55g zGKXQP{HROE8N;L*I^)68wywLh71XTA&EIZpe?|KcjQE-7&i7p|1ic0hW0BS#tNG>? zk;E@A;_-8Os%(@;dt-f9Z^2p~V+^X8{XcF$@g{`(wyCt&*^k`vs-nt(%d@Ljj;(`G z&DB57=Y9A=*=Ubsf3?cK=!<0@28O3EpK_bckpc(pDVy`}{>8{6m;BQzF+O))l5eR* zkFkQvDnM)g+bv!4+sBQ2n>(T;vi+mJqd9}-z7}`aqgXhojlJ^1lw6$mz8uIS0M%B? z>gNPkImM6nB%ml^q@%)2HB2{ielH$YzZx+PT&jKHs*^5L0U_m4I1xB5{Q=i16|UEc zob$)V?gNM@ZQ{MjBhf2=;jeCD?9@U(*vgM^RLEXzK2$3uux= z4%*LXXLi1pBXJ`x(3Asz;^5@v?*Zw^N_1Q$%*TRVg(qCn`MEat+_z9OC zJ4t%e@8fSp;m^*G3Uo$m{xJDXp=JEQeU0+Xyq zNPG4N=rE&rwY8I2ba)UxT}Lul!PwE>fT8?Jb#Ayw#4^X|1mHSaMj%T`Ex%(I_dD5G z*gjAs#EL7xAWKqT=gfE+)8T8$9t;?6M9?j`BF!~>IG&nX0e+&i-CsApQ#fHlEQ4=N zD>JSHW2=;UHC1ij&q<%adub^>{MAcy&_xKJvlON{tg6BudEXMb8b*(&;o~RoS{uNv zx#v}7J07~vQ83Di26=Kf*HbeS>l;$6O^&(o@)c|dlIpZ5ICs=T39xalaKJ?)%6kP5c{+XZL@g*}O8&&g&ci?uq{{3qQxkLS3Vj7y%Ti%A3)8xC-!M5482&O!S>fAf`%v1EAy(t&Yi@(}!i*M4l zm&gaza`&I28w=fSOIQ=b>&bX@H?;yj&8~V2HbkNb)WYv#Rpk2LF86^x!lQX7ZqKrj z*pcGnt)ezP{9PKe)34uCY5?24g}FwX_Op9$UW8r!K~DWd>nmo7xOO!96%8P=apG?1 zsOaD4ei_g)v;A{Ki9uNazSO!>#Bz|vjc$YPXH{d%<6t-q-D~So2tLqzJ6_10aqxgC z#6PJek({UAUzKNX!3JN@X%QXq(QkuFKZa zc0t^_Y=Qioghk!D8`q=-Qx)hFw_uAucy;nMe8i^!149yHx*UKt+wT6#`WTkCnay9svFJL%w|j{D=JuOF>qeAJ5WNOy^2nE_H7$IVR>=uvmE|9Fb%)LjCtM@ zrXrFdi<_+MZ);E6mi4~fzAwn;k(e9O=@l};Gnxe^So*%z&d2@3{c;DS@j|UP9-iv0ihMax3Wa1i&VtM?&h5-eB zlb5%rQa-FlolT>x_68V!yet|mU?TmfPQo3k`W8UeA6|VZcsSnvGx8zuU7?m;0Mj z=QLlHjayTg=FLfODt8C<6?U%SF)6U{MgDKD`GCa-q&kTD=FSl0NC>=uQJxQevY0H!?Z3!~n=|Ji({{iOlVMl5v@x^_B@ zNYy<=O(dCNUao8h)fH&gr@JX=K4BqJdd^43seU-c*J7_QAe1Qta;J!Rrq*6CYSh(UD4>(@MQE!UQ~|FmL< zUz!`aw}0E=50tGw10BJD5^mFmYyMefJnw%`lq})omV;y;hW&#q#P+wL@}heAtdaBFY0_d3do@6w2$|(N)F;Qt?jfMv7PC zvbcNgnQd;3%4^=ILZZsl3vjNm4uV8d*J<;)Z_O5XePY<}Z}$eWw$bL%LFoJfjZQDe zzH(P%RXbgpt>fQN`oxPlwnsawC-GTT!)15WxNN>hH#ED0&t`;HkHX$?W*>;WJqT`$ zj1PiG96tSA?rJs%C)s=9aC*Sks||MX?v2B=FLu{J$6sB$xH7QN*Lwex03G35G%e1> z_k_)RIWyG2HVwjzvmw5t{4C9v6ThwH&HdoN^y*RgUCY(+1bZQ;+*Vo+2ZchVwWbHl zWdCf>8Dp$XM(wrbIK+gb;y^blC_wv(%-0XNM_HSQtr zg5}-D1!{CpipsiosxH=?_hGG_yR(kKjxJ+UzcIq~&_@Cs_<-yB@z9++@BJUVoeY;J zG{cV?k$XZ!|J?0>b=@0Qp5&k(Ir=f1D?6qLRq5g1jo~LL$6Wn!;f49@cHhc|X>Hxi z^()c-Z=)&KZVb3N|8419LU}2=-bXb z1e3T6Q4<_GOx&Lzu@5Ni4tks1aBM=hIY)VZYBF_4vC7Yy`^dC?D$Y+rqkb_4iJ)H& zlV`t3X%4!nP9LV`N2})#Ru4KV_AkYa9@5>9NI3U| zU5d4|0~vx-Ft-u56|m{K2MMHXl&4x9W<+HcWw%!OrrOeUSvg7aCVJOK_ve#v(|rLl zIAgdQGS~!k_nYyY^q<19f6ujVdbUJ{b9?@JhFkeGAo*Ia(o$+N>@7A?{;*gHYt-3p z64e@Zrh{%}s$$V!@j)ovH+ADmt1MCPw@tOZa&Ypc1?LpGuP;s+ntbHgx~2+L6cmcP^i7_?q3 zh=b>d3=IQeTJGIu7ObU z8vV{EkYN>p+=;8t=fT$63y#Axeg8xE@*47OQS4V%-FPRvpDyIS8NJ z+nEK#?+iDcPriOirs3+``J6gg`1~IF)@S~%Vv7S3Cr_>fx~_4l*UcrX!*JG|i{L=k z=Tfmf9J#q$@Vu|;qnPnqlwA%_ZWEpVDa4e;RF;!TBdGpwse?KpQ z@L#k37Rv8?<*mQh%b%E(PpJ7C;zKcsmeRP@-7YTr=#x!$MmR71hM(mFd&@7gyoLnb zwwCoj!aI7SuZ+_#Ef0JTs$DKOFAvOV7jKA@U4cKtuz6FV= zGa!clI(Ow+$r<~`IP7V?bJ>0OrHjc=vkv_^KNjxnwxx<17m{;MR$OE6B9bNNn8snBd^7|E6Fc+9_N>4rF|Kn0qCoTC!?} zdG)-%JenZya%EToL6jJ%3*58ck^b<=#Cg#|C$NDYf<|iQR!gk#UDRY6;P++EslEk;=Q9Aqp zZBX$XT|tb?pdkE*^A5=6rs(DWXN!dd(G;MAwCZIxg*O~EqFcq#_{zDIXpFnMX~@UL z^AZS&o6tPA}rd#0Ek;4h3_;s(Ma#Kk3-+f177o{~5{Y-M`uDV}+H(+~#N|PIVr#Y8{9(`hSxE*59^ik;5RP`sVK<3}_O+ zpKPRKJ@|uc+Pfyw0q&C_Rir?U0f=C z{aA_y41h9u^QMoY9A{+NSh{oq){0)64zZJJ#;1P(tYvi_QNwby2eTmvSM)}&xJarz zF(InQ>a8^&l^e&sE)K|=9M6$!lf5o;pWbqNl2HZ}82z@C5_^N?0f)?e@{^VELzFVq zZP2Hx*NuUduSI6;F3L!Fy-6Qs{KmIV=$JIjmHZmW=P_n_-cQQwEq9EV8$+Dzy4>8x z%4)W>AK-G0o}get&*gB~&{U=Ey7(qi-_zxeQUNOd%mBYLxpf&)!zhd=&j;ItU8gKJ z-2y#_aI0Y|wcO`=9^AXEB(1vZlCXA`vxXFaVmd1CUn07ypq~>(*MxyI28{0V)Lis3 zc~a7v53)UKG`~aqX`T9DeK973}_NwqEqac>QR0 z^ZWi)PqNx$;5nCC{yt}kd!xtn?MmgSck|QNV>#PZmUFH%rI^DL7`^`6oE2^skmH$Z z4FJ$FObpNJ{Z~kG5a!^w7xOa<_TxP=?aTA-JF`NipXJhvg*5>GVbtO1EkT(f$W8q4 za`^r}u5;Z_`Ug7twU$4&7smbl=_dH-2wDYVO!55OovIwI zSnLn$s&1wDQ1UHmDXI_qd94lAS=?@SuHmKUOkX=_BBX+T=BHZ>nG@LM&2Dj6VErX~ zsoDdI3Gh$5kNYltHFnNOGixuT2c^j>lO7~HE9caUR>oi1pZq{4$nO&FCa*^5aL&WsDWPwG-Og9B&#u$}vAyD! z&_y?4cY{}@DcyO(rt(^R?`z)>hq8FM6z>%*cQ5+%=RV0PAqS#bTUG9zgkKgFOGEx1 zICX`g9Z_!x4`LtB1KQvh=YH*gH@)iPG%qim0>M<)O*O2S)7=7|-S{)cm5e3dSsfYVPP;;up9k7KbvT(rfq7Xo6g{FF%`Bygd8G=PwFv!?03JWl-o*6bH2__CbKb~CGs!BQ|E6zD59l$ zqk&lL>|p5K3V&6TLQ_kRRpp8;In`+c+fMoA>>iAR>6Y~??5tH!PNzXgaw!%{0FiZ1 zOk-4h$4esbkTcirE}cXqks(8{c;WHzR3r&j?RYylZ9nJEloq>KULp=+zi+>d!>J!g zH3Tuz4yuA-iZhbSa%RKngb7`xKysloyo zI5@dOG_b*=y4FN7TBT|{sw`{8$GI{J#_?geW;)}FWaiOSh>~%rl++&I)kIUzhPS97 z_b;GZ=;bQg>1_~Cd&!`DRM;-a)UC(-=dXk%WYQ~}k(@V4p8aagkAhxo2Ci-l_y)^_O;IqV^@u+8_;PNLAM-<7ur&Rx8Ud2d9LWn0U3< z^+4Cg_MRObWVb&!vg2>T3Mbd_eSyR9woMG?wNhW6t|&!QL07eGFMqU$aosE9_m<0se3zD!2G~9mu2j?|k|DalLb?C__oD`-u-rqTRfIQL78j ziR)+bciI^J$mfCV*Qq{W%bqJdi~SZKeNzLk=b>^S08qT&>n*a$xrwm!bMVEP7-w-A^UxJbEfbo6R;Jx_%zRwfTgI;DQ zht3^8AO(7SCk^)Km!m3{U#8H@emt477H+Gx43r|;?_GwEonUFvyqv{Wx1d_{T+#;a z>)!*YG}Gv7Aok~)wM$;J@V7J0#%K=NIYyD2g(wukR&djmob>0s4Z z4%yFT!6qozs4{ z$#A<=j6Qn6P5ZL0QykC-e(}>M5+$csfa6GE@;Redi~QI>ufPqjpI(2x^9ku`ZJW$3 zIk50hqPE>!)M4S>AUn11x#7dGf`L-9{%+ukSSb7sTPW>$s@@r(=x(v?lcl_pFPGHe z%-N&Q0%YK3teHmasE=IzAejm?Pnkus&viH4iE%M$2OQSZMDw$%PkshT*-ItA^2{wJ z4JtP?(Wrae0v=`{%V|04)((RUi)p7M$&c!YpgL~W* zo?=xqv4+#K>gj5^(jMCe!_QNGue)rtt9V80x{g@DakJ+qBzV(9Ze0O1kQszf-6K?pFwt`qk8KEgkM*ze zU3>-?>+l?v`euo}A%*$vOgwF*X7^6Ht1Eq~-E-knogMeqYp4JC<(c!NHB!~jH7jqf zpaA3OwltcOBHL%Mztvvy$PsAmkEeo4u~Asm$=4?PDZYr z9V*Z>EoJX_o@iF%kK@(bN9SxI!XhI^VP1xB$kWRG#%D>pm5%_ZcLDv&t-hUjwedFV zHb-0vd0bqMwvUf9puk;idJcq%C|}vEcWtu+yLITvlEG#l6VNd7()977pOSq*}A8|FDT^E5cTpL|)u1|L6d*xCb2nBT3htVt<;K&=l_Dj_S-F z_w%v34L=`m>9YfKc6Ii`C(OQKt$F)}&gL7|Goa&Zo^2N-W=aW0X>i#2a8VT;nC?yQ z;3C~E*yDOutJje_u;NPrOpK2AV%3~VmvOqK3NzV%r0D5eh@$+eQT#y1NoXM*YUI4R z=KD0{pFiZ>t|pIVvIx5LZ?q_u!W+2PGeDP40kuW7lv8QlE}ZYmv~K06q2IuQOU;dk z`H|3A-r?W0W(5A#*0h2(S)%2MeO3rEbPI`hEEz=odH<*}{@QXH{^@DQ@c;AHANrqe z%Sgn%-Garf@X9M%`LDPs3Epsv6RYd-KxtPDd*ZY~<2ltC$9A+DzKA;6s4lyGXs7;N zf36UXO3SWra8K%b^%$3_PIrP~Mru^O64V7O63Ca|Vhw!Jj~ya;cI-sn7rx8U(LzmF zuhz7-(GH`;kLnxqip$Me`q3S_tQ=>+Dy8clM#;51o|UCWBBx0+uk z*OAYWl-%uJ+Yy7qoMQGkklAL!z82!qR=n;myNz2kgHzaQl&RSP{7lJVd61FC8C`BZ zaGX%yo-Aw!ovnY!OaX)(dw9R=ZQTB9>%DB&>N06=M$~)3ejotHy}vydpJlSr`$Id- zp7Pc4>vzyAmp*x`yn1%*eT)9bnC69})=gS$p#pElyNQSF7>&bzg;t_Ujyllu#cm^f zq%AJ$)SiW_+`y{H?9z~IQ3kf=YB1if^Of|Gp8Kd+Yw=GnUz1Rq0_+6`O5-)RE#4`P zg8>{Pr|WT{&EI#PUP_9=&Dx>msve9fqec_!o?9jB3e&Bggljm3%`W>eB9x&o?oKR^ zt4KF@+jt^!2C}I?uhMyL(<4#UR8`X+J;%i&z;9P6#tpZlL0Zf(QLx=TP9x1W#+h_! zTFUz7FOQO(+e4lXFjvoOYIQq_!=PmC-C2s3Xo!8(PQ-aFH|^rS%bmA&PaMCqd^~Ui zVe){sYWz9g#y{q_mXQKemRl8)J>^q`iihuJpOOaZyJdC2X>KmFLVj|tbh4mqzu*mM z34zJ8=?x5KHwbWP|NOPz)8^yb9Xv-GgEP&GUQ^5a$c8v_>8~j9aC{vu0kVbp%AZ$p zmZM%{6%Hc;+C-I+JZp!_W+|X%Iy+|EyZDn5W&!X1W9|N=F1^fisn2eUn!7EmIkuIa z;N`2yf0)ikyBvhrCpf{;)H6?VbMK#iLf` zN)R=)a~;CfBgKVgLdjw1Po)VqS^`8EtXJU)- zp_G059JhC4TAKqy=QkKANAB3257T9N-`@8QJ9YJ<7dnQ646fY!#qCkJpKI&;M_hiZ zE@@e%Z`egkeCgOF#zTR!Q|)+Ox8i_r0=o3gUS=sE?Q^(@cO z^%Lq(k;iiX;S!8@>i%ZlZZs-MQ~tC!>2{&P#Uveze9M0p!hW2qIW6bH!rth(USrAl zg+;mzbl>zA$Ps9oN3X=IuNU@?=nL1AbM^-@(qKvTvTFQtrkfTdBy8laoACL=wZFk~ zR6z&iR3jxIRApB%(_GKyXTtxro(a2WI=>AwUw5b}c?$BRU$f$3dmsmPK7FZ>g|=;N#&Vc}4qw|?{iyRWe@HkoQZEeXoc9g<*C({BT4hk<{@qXd!9R@+Vc>Py3LUr;*nv%U zZ7I-{b2jQsR&NObu3PVT%f2ov))Jh!D^1aA@WY{scE2?h-JgxVMzcGWqgZ&-uy~P;5iLRcQ z=)->}EW_SNR<71%>t4n>I@1;bdTrZHr+w;0E>o=Ry&s)qDsq)Dr*nH^I7{Kc;u`jM z(_J^7tiRhGCMsFKH*8dJB6@QuWi*}B8(<%E=cNa@aWuxj0wRM8L=40WKs_m}w}PlE zMAw0u)D?gdFiJf*bG~t5ziHUTb3e6w=9P9~&s>>AgPpjke1^#%E=AYRSx}$bdoIbe z=D?D?R%+j>UCtSJBlE;O((Bt>gj${Badaxfge zz_+S0r`GSmbgFdJjBE4?>EFoxFn%?%wp*IBrRDil^K1A3`mc_EXX86ZJ;N`&VZMJi z2UJws&Z;JrBI=Oa*p90A{OQYHI%T8=7_pe9YBvfS+)tmcak2HEEKG}``F_8RHB&%F zBl-8Ukv-z2zo!$*2TNejeBpu|7WmN^NNn_-V0xLYQ6T@cHHNmp-X4ZyiT9M zu_7e(u{=LkL9Gk|gyk!}to^F~7avE3V9NWY_q+43#IlEydO0WVHl)+sbC>hYlHSZ0 zq_gbh1VwHmEjux1CJ%d&+dNT*!B4*jMB473VXmbWhVg_cu&>yy@*_1K>`v72uf}Z3 z$pPG-^F%xPQVfgQcFLWC+=$Y(eTZ7N?_zoXID1TLrI1FYLVKvrdFw?OZ(`i2JFp(A zdG1cx_T*)Q=jJ2vXhE3kiC}@)^#>9FsRG)CFc&i`wJWW+$2B7VHvE36O|8jL ztiXsk|EdnMO&yGWlW-HZ+OYGQ=+KrXFm)>bwJM(8tH$TX>CYcM`Dt6brN8I$`zcr` z?Md$~f-A~=HfPONGG_2^_w>Q$_vkO34ll(^eB+Z+Z`f>ztpIDCntERwoYN5Borza1 z#0q=d{n*OZ>*j-f z+D_n$$S6a&{NnFsNLj%t556w^^L`$dl?7z=abRdfYo-T`aX5T^;M5i9C~0p`@L*b= zetNo+z$C^ooErM5o?~aP&ZgBAm%U@P)Ivj0TSJj}_H6O>00pQ_@KBgKozDRZ1?C%< z+n-m5kLd|nqn|23tL8esArna)0)OmC&C`-&!}bhQevx+OV9LKd^io6G36){1N%EX4iCpoOb<$l?8s*~JO-@U{$E%wRXj zH+tO87;mnnKzTmk*DmCMsb#f?zTE#TCxF(o(XT^r*UkuN8Ktd|!h5(8wsCUPb&sN> zWk?mra!*C41`vw2Z29g-#EBh__%R})M3rk4;qL1`4l+3l2kZBzeQ-;QKmu-Tg|19X z!ozc`g=!M*tT&VpXLMsJ^*u7yJZT0O#-JxDElD}5J==f9TB}H2s)*eMt|7N~1 z&UNZ!lr81Hc7FD^!1}ZuP+AuRf*D{!w(EZEGq~6#XrB z#fAuig`yO(A&8=Y6{Uz2#n=CzlaDt~ZfsGiB+?!yozyVW<+qtl!N855j>&plEdlTzYUc-C8 z=~=M$qZ||TitTxCGr12EN~^m|pzeqHE@Z-4HE76-Co?W5r4a$|89L0^07Q0%4tlnH zCnmqjYVh)IhIqfcciSDd?DdfQB-!+a$h#GM_?&nBe2EHl-@1bljC2KTQq&85q#Gl{ ztY~OJC=D08-3KbGHTdO_mpc!mHaGEpU-|N>rp`vVeJ|9svVYF*xgc}qKYK;WEuvD{ zoj=#j<-1f@H)%LIXKo>}cQL%|F+c#I|Kz9ZtX^V^u-GD?bj=B|m$f56`hUPx4gQ*xvtgt=pE~)~2s-GM}Dq zDl|7{+P#T0f3?tVqo-j98*1{ZerSAK@^TfKv(Ylwy^r(7%QRBLT@k2=1-3t195!r2 zmiI(_VBOOOdpU-KI!RS0&;(QeuM?Mbg%G}}Hq8-BuNJ!mP_!+S6PY44(ZFI=HRT>a>$&ycSz zo5sC^UP#d9ys{dkYhn1>2wRK4QVOO0aZXtj`MsvW_iE7sht+XO=`f%y zGdA2tOsuM5Tn8f%?AGh?S6&V`b}FwwZ5kiu9LO*vQaTMXP55c^MYu88{c&~J1nz7m zf@@Y&*Rakbwz@Lywp5RZvEiDp;#{sbz7KWg)^kX>8J)28V)~SrORVN0xM%RmVvY~9P#UM1f^Q4##i1ulB4G3n zajP6!bDI`(EmR<$&yE9eedkz~7c)k4R2nYH=a?muLl3Is*#yK|?j_<|t@~E`vC~`v zlp%zC^}^N&S(ID1T^>+#y6aNUVP}zSYe$#5G)EKR!;=#}&VtrlDcmeissGkODIFII zeN%l0(?rdzbEP%ek6-z>d&B|LM(&7-`u;X|WOMhjYpipwAXT97bi+vU7fff-1Pvl| zvSd@uvZyVJ8>-nFogi%-(B3+WcA@#4dT3X0O6I=Hky^sOr}xRLQZ%Cdvc9c5XiNBl zDg~1Dhrgk5*zDh@sn!J=UYp&Ndfh*@9d%mwJ1sZS>0Si?seFGm_mbnLPqs@GZ(|e< z(#|W*zW`b05um6)zG}+aicZxj3X4$dDBo({868_2f*>Oaf~)?+*ll0636b^bJtJIS zau?~cjW=^C&wAKCUcG2Rwg6kpSYG$WNp8l2V!7l`7SEK-qFma@PVY2Hve7Ru-O+Tr zYyP^itY=W}GHFiy9UYfsFd%)7I0!}p^NX1!q%gv-?j^`0^^wdHOK z71-Em>(4sst#liu+-!+OPF{N-$o7qGolau!YR`}L=}CADuuiLPw#!SnBTROYpES^Z zzv>fvD-RQnJjWJGSE4WdZwc?wdjB&bYQd^;u~u^!3kyIep7H#F@WNnF=e#DLf08D; zp}MCL*QpOmDieEM&>_3f%fui$J7C1`EikLk{bgOQFGuS=(mfRm@&?i3jo4aM*p>B^%-=l&k89dvm&85#MvY*Rx)J`052{PWt%f9BPq01|cGp+Gv&FE!ge5=Tpf$=Sq_ ze>B41zU)IjUi!Vv394=4JjeK@`w?Zt8Wt{%=N z z8TK9F>!@bc)&=`h-8@$5VphWI-Jkef^r*!iHYSysNT_vv7@7zadRF7~S<9?myIy%C z$d8-!6<0mrzBNUf9PFXGGNV7Nek4rcP*ntz$u0c$Z1=VDX06liRiWLggqFp6l7=kT zxiE<}*z;?Y|58lh2Al-9q`|H1{dz*4ef|4WXJ8O)k<0yBrak3cYC6E!tK8D{q2A-< z?3D8N+W^>d%TU*Pe0!K#ICb#aA4gtPJC}~}FxIaRg(@5OFG}X^ae*%>>k+~+X1=KW zkkzEm<%RbhSw;u=c5ksf{`hO7RLm@D>1@(}3-+XB{B};CMjE}yTWCVZj!5UXjSoAu zs(=V<8LsVBrX%^XH)!Hl@Q__@L3wLcfP5aL*OC~TF|H4LxdrZ^yT2z>mD0a+R!(ms zK$yjYwJEh~DhIj!0{ICb8LthQ^y7{Vl!00(P!&~fY`K(H>u{~dkFCAG{0oTZDK&0HJ#*(?su-| z28z;h=LL?DdO=)s-i+B&bI+%|miNzmc`O+?Iw`JCA&`ysP=CS%;vSyoMC&>XFEeh_ zf2WuH8N8z_8qGAjd$y_N?hlQvq69~7_^v#RI+!d9^W_6Yb+-+;o~RYe8ii`T0zhI!&7^HeIu&Wb}QP?QJ&> z0CWCyLbrN1qYitiu4sGJONIk3Jav-qrVu~g&fe3`t)P0^57xm}G0O;~Si=S}d~=gbOLGE0}U5nbyABOz_8d&}(2Z{dcv_$z&aH9P?od;VM@m{9+D$j-w7Mg|= z(VW*m59BmjoHFCu541zrx_6J0O1OAb`ib<2;Eb;f8k>o;7KIz5 z{N%5v5!a>uZm@PZFfA*6c4u^V>MQ6#A1xpaIlUe!YzmV-acL==^MV|iY*0H$pB!e4 zR$(8+j%L4pSbn#s!-Ixw#jGrW7%!rb%uL>mrg9^l#xl2UJw`HtT^{ZE=gce{-`+ZG zEOqiPirTHGg~jm2mbS9Eg9O}xGcFqEuEN2zV0|O!d`YuOvlwB%bL8sH56RI{pyTN% zH%hfRlW!;&oOzAj*Y&zF>Z2Pq8HXa$k0Ice zJBP^0!?_e}ktz|qP^9QlVif-7xp96Gec;cm6?(X@9}CX5vEj9Kc%F;7 z2@K}?#!9J87cXPTS=5j!L`q*d#w&ZE5=Pq=x@yV&gGg%ms{^*%*70!;U=<>tC>6t@ zHpuRI0*}sEr^4>x^edd~;W)?w7qyS3-FM34uBKDeIdNI5>RHhwPA`VUOj8HQD5-4)8V*#R-S|zu5~XiR?Bm%<6>{Ww54e8M zz?(-uJf5C?FLJ%7*p{(o4~9LTiGWL`d#7<6aijh{cVMIt#4+o7;^=dN02u{9(sFWb zeT{EnB}F`tEx`s(fE^m%gDDjViJIHqpE(-i@n_t41k&QUIiK1U-P6!j+{+s$K0N+O z6oVp+AJ)`t!~bMOn>#+77z|(A;B+^gBB21^>Hiyg0h_Z~0mD=Y8vnS?C zRbF%Aef#sh>KHE#NBMG4QdFuAC|vwuqB`{rU+12I#0u={FU=x*;b~Y6FFc{VN-b`!`M8F&gQ$m zOlQ6wp5Cm*I`xft<7=#W-d4oh8Gs(f!VxN!ns8l|f~QVsy+!8nc6-)VNmpqvb~?Dq zZFcm{&nmFN)XoO%)Lv{o2LjjzWY@@P$yU3_+=TH9;ai6M|MZF!9~SLhA~oUp$+ zAM@{hI^c`n9;b$nVUrQ|pBtlNn|`B%zuxPe_!)$EMj2GI*L(PkHDmYryD4AbhIqRZ z(AeLF{ev!mcKpygs)sfWci`l=uI^~BKkj@esWS}bXqDdQ3IK7?soYSZ2=(`rUiKa8 zwGv!3nFH=Au{mF7x#~Us`+8TVcFq3o-v*@b-PcZGDs!575$LM)`0k^fmVvTT+bp)A zQBMoPVu+bk1n7nUOG=wEBNFm@;C8u{Tgl(!8~T`}G12i_M7+)E4jR70(uqa(vt>=o z;dFNIMvu#W_AC*w2|Q}KVYl<;y2szsy+Nd&D;YsCRpPJI8;*+e05#ZlhZ0~S`nNDd z+Du?LAYPBgx3{`~=28FHXm#7&3B_h{@%(qcO@?=)3IC8|tzhgm4NsZ92GM(N6TgYO zDEi}`{XVp`R}8AaOfbWj8oVmCRdA+oQF7~^+q&8{!Kf;S$6YnM?e=HQK_x6Dr~2?hO!2>v~`=#k9gY*@CR}( zbkLSXl^$edOxtzDbh}w*Prd4l09TK!qD*&8zE=lQZ*b}(D@%ECW%=99{c(MAJ@vU* zc69`3lDG*s5E3}}-g2B3o>$K|bKS|Zi&aa<%S_f3Eucz!XF876$zRv>#lbxKgo_1r z+&}c{_0mj0p_as%+2q3Wa%1{vjk zt(WdrBR+T^!+hWxqf1w9RVS4TD-E5~%fiyHkX_bqBNIq(@M<2#_GrnrWF#z7mBDmk zqRlgXhL20~Z9YlFDxVROWMMrXl?Vs>s55Z#?3yGU=FIp*5+dO1%b>jeQ6*)grcrC)U&Ek&sOc}voM{L|z6E^Ss?@b|3s5=lml5z- zHC*Z9w+hX+Rz78q0hSr!ZvhRtpMLzsqcdd8e~9s1eQdH~^50{1SX7l;XH=le^Y(#+ z713R!v(}r==`<$eU-<|Du3GV7Br_3HI&epz_4(<&%hSa9*zFwFWk{L;Qh?6Rg>hG{ zB_I0P+t-|m`L}$ni6j2kjfctC%2fny6N`gW$z*3=ZuAkagD1u{UA);AnXdkA#dMEd zO?!>?KK8hPKPYQ%6FY^+r&wBDx@30=-qc%T$PL@aN4M0?iYb@5Z1Nf=kGDDk&1d%9 zjyIITbA56{*VNOPMHDI9nI5n#^N&a4wwEs+d;7q}RMA6A(vPxdYmi9_7<_2!X9zfN zXFn)lsrumpg)Po!!a~T*;_sYT8C!ChU5ogsNgttY)u?nT?cR9Q7&=qKn11s3Vn$q7 za=sV+E~^9{5U#`FpB%%bc1k1fEk>p_On8H{v|0u<$o2I(AG*`T=!g*SMR$uj!M>T< zdSibZ((^hr$g^~dg#JQ>1xzm(^=j72zyT1=f))CALQGUjj?{_-m!M0amopw>yUt2eE-`cc1Uj=Q-P+VSH#3y*E zrRwdQ=#z9d;;2!7_p-W+)}1Mkik;)D3t3(%$Z4BCrV$$a8gufOiu2-MaZI-t$VOv7 zfZZ>}d%07!7g~^zy5(yd+X6fk7;Vpg^99;e?j5-z&HHqUmHJLweb6zNO=kOb(_RRk zWvq{t&1FrL9bwih@avoE{toc|#wazfKBvq|=W@B)EbJiMzLlSLZ<~&`LzY|b ztkX-3iihN=P`bDXzcLbTIH^!++$pR4ygZ;o5{!`cP8iO4U|d+}yr2ReVM_ookt#4LxILQ3jaRXfd7G@HYpT6%tRlpss}W92=Z$CDbJ|th?4=&tvvM@&JmZ+!1 z4HLD*7caa@I=h^A5}(wF1z49}b#Jrg<4&5gcApElu^5KLOgPeY#kzuU)3Y79-2B!n zzhiZ>D(&sh-P5%Zlt+9hN%Yv}>Mg!be>tzIEZH+!n{XVku9c*cZCyF|xq7249ShGsY(^>SZRfT8 ztVwnxtxi@KTRI7E=7l&Sm^C?n z+&Ii*ubKn76fa-$&}~dtZ+TB(W{vWDyqkBHqnEo81dj1WQWd}ilnnDO$21ET z)>+eAk$oSPWIM<<`R}$pMg+XOt^N*mG~Yj21fdc|)XB!(!0v5YiGS+$W}UBtVF2mW zFRns419kEOq;z5;ms(z3yV{!I$+1=7k4D3OeWXWy8r|BGQ=7`p?i5R_^4ZnW%hqIy zyJ=*GB$+KXki~neH(p|3hZCc{Q<_66`IU1&elGgH+h>ZsW!SGB$r*w_U--w|T-g(< zO8rg0yWFuH6g{|v_yC)yGZKzdg;I7#?}|A(NK*sJd~bS!_tU%~cCD;H83o3RQjVh8 zS@#8$9qT=rwS)&;o{P$JSJUSX)Ti=mY+Kokz}I0<+nMUc47{i!fwKzAS%1T zig14=aOpJuKsw5!&bxZus;nQIE?_rdzS>l=8y=uGm4|=3w|ucLrK*?;pf6 z>?=&)t8F&-hWXh5H^Vi)PI?&!o#Ef1c|clnIUhsQ@x;fkMK+#}OHI^aNjex3trOoO zH!vYxnASzO^~}F?nY$lP+h+j-$}{py_BE*532&{bTE83OV(f|~Ib}O;`&YPSgzr>s zray1pYV)u2qQvPFi9c7XIa>a`E{!H~cU2{xf;agy-^wScR5zho_%KuN`kKXK|8&fn zph@2CFUZ(6a7+oYA4!SN`EeD24sK1b+rzar1Yx44E;uee^mScdCVzbDJqu$kft_|| zU`{7Su_y`r)_L5orRHsXp{30+n*jG^JP>*};LGM}13b^oiX-pVdg^gH8ZAJq^yZ#V zzm?_+cQ~d|;~MlyaHiaC`sri_teg+Zjys;6+dZ@DCu;tdAkAsF6@5)UMx%bUKAZZR z;11Z+uvi(z=u;Ygyx}H_>=EXhLcN`G-pNJ3@yz7Ar$6qKdgpe$;qsklPR(6s&-&^z zn=xbPKpMT?Wmxa_TETk|97ae!V|ECEN7B@kRvf!ujE>)eA8%%V&(23h`qSBPRHGR& z-2*b_a@jpw?}ESY@IU=Cm1Xw3j{Ue}RUalPeOiy)Ug@!^74F9sSIBC)p*1_yx8=TE zT1}jNzk>=0fM>3?s0> zt%MjKZU-~3U;D-qPZjJeGa30k?aXCGx}HlOp152InOsx~|3gJ!d5?w~+U$!>;X1~j z=g%&ZVVYV%8LnUXnUah2dyA6YxaQ*VhmZGHEE_ltJg%;kgfc;pcY@IG>vFERG-B4a z|M!2jM$*2uwlQ@As;{csS!X<_u`XqIB*o7^qVO%sp4*yD;U)}ACpPfdO zd(*-;qSC)B1jWyJY-ztJr$Y>JNHW%M?c^=QbaN%G@t1z?T@jv3kY{_-^!Kz~D!~;B zn52!CL*70}^_;GMy>dl)AP2Z#FH=kH9uijxZ66dfw%W+O({79VpoC_XWw+;jYp(d@ zCs$><9~RwhJFfx+zn}rcm@@TA;5WvMZ_Vn~ai8IMDiGnw%VA%~BIV@*hWF*~iFxB^ z6D^4Kz}AX|PZ2^=b)cUh&}M=3>nG@{__!$7B&>pmKA5AQ%^#G68~E9O>jy&Nsr!`w3Prwl&-j z@n8)IFKvF@B<7WReE~hp^_F9WbSwueY+CjEiY?p#Fs$7R_a~d{M8)-;j<5F5v>e~q zMYO&etX!`_lry1W%w$!LnIej^2gH=2{1oPX?YsDeQZ%rbdPsFxCRq?Z4ate403)hZ zQ>ypVU$$Mno^sB9I4%Q^65Ah4(ED?mr(d>GHN9BR6+O-2&1JA@huzI1 zApBni>`14}uE)yaN?hL?;{gf*uAm*ES0GbkLHB}oPK$o==HP1CqYfuNZT3X-8%7Yk z`>-ST3xPSjHarYpe`DqIbLaPK?EG&A)%gPP`}J#h>meQCUcM8K3RSoy(C~J9fK3`g8yV33(>IxWyGCdd)@&*9eDXt!EwZ z`L}>?ySeXAn~>fguXQNCLsu@h``=$~bL_wV?%fy6xXnMNAte%0-wvOpO1}`uRbE3! zk)GR{e?W^o#HKv47B4wi$V14=s~40$p>O(~su859FTJ zvUpk7F84UbRk-t+$FN+eH&Pue@}<>rlhx>FTk-+JXe=Nd?23k-ooAb>`5AZoBv^k0Pr{GsdrcZ>Y!PABcnA3#@0E-?`vJt!nj_iBFAL zZ-8mVDZQJ&|3Go!*{-#p&w72_7fgbRi>sf=XV&!n3ZccJObY$IT*?W1M8??}sVENg zQF6e>8m8^F;YX-{TRo}E;Zkl?h)Q$saKa5i39ti-<db`S|fcXn>u&8^!o3{xZTm%Hr+c4hl# zXzhAudhD8(SumDgd5-t^H)H!7Y~9dMmzB;Xli7p|&wioGtx&M?V|PK1pU($(FL3m4 z+uTv8@QY0^=yvi06@P%xDftFLwP2~Y!rdA6(qXbZ-7V50880T=<~hG`(Q;{W#cI7dm51hH1xj4an%A1{@Z)n~ z(>VH=u^5a@YNz-XkXzi`w4qkP0m z<%CLihr%hZFRJ_UjH1afwq99Xjn0NGskiwN{`q%R zf3uVR>FKKp?Id?*&8e-Z5p#cYvJ&wlxpQl@KIuDsVO2{iz0Z^7FYXrXwyC;@z;!aO zurjh1ugpr=dZVGnC{MYk$+_@4`ZpsO=O#9si($4{AwZ^oxf}{*%h=Eel_~aW0iHaWJrk%2<;E&db4?u8goeWP>;v5IHFd504=k=4@347 zM%2mX13G1;QxTp7YUuVKN6DL=@&zXuW}Rsv|8R4qW~;$n_d*aH2VML_#&*s;y^q^V z-#zvmoOz&p*WJv2k}c?N$jkP+?iYMpFHf%=_a zV)nJ$=GXdy|3Ss}t$Q^b0c2r+)lC%&-Pv+`v?HVqo9!z7`nPp`z*c5Df$sX4pFa7q z$y0xXT>Capw>yq+E}*1cE@Ptkr#4@JI!+~8f0*K z?1qV7LF2uSWCOtcuw;U2v*ol=72}KUUJBOx+ zblhIw%-%XO#I0RPuh+^+Qs~MHA5&xV@5Degx2}Wu$#2i@k;3TFnD2_ur>gvIw)eH6 zl=ozs?@0Nyxc>CN^&39V$z1oP8SYi6o`E*p!J#yBr9Qnk!y>a5v%=}d?iLmg!y|TN z64%$Akj`}DT1yM0Q}Nr3ledr88!F+GQu|0`gRtNgo4Y*ycanki3&cf%JjPrfe|WDn z{j6%OM3ef7K!Pi_6uNlzbe!)%qqr(gZzs@VKJ&xtOeP)DFM+G<=0)u$!>e1J(7kW-%0~B^vCIq`Qq&u^mF;JR>qL@e zO~65#>)%4mc5p#7jQmmwG|*48Q8Br^S_v6(kulg}4!Py3sF zcvjl{wbJqApm~LlvHTp7Yi|Xz_`EyL(c-!9jJFUUfzXJkaK+nQ)E}m|f+_AKu4wlj z{F}S`xqVw!^iQpIUH88}_^3a5rcBiB(PAj*cj{1NSSy!R@*^Oh9F~l>9yiJ)9MW=~ zX&K*_duVQ3o!_U-HM(z0JQC}J?)KAp3O|NAWWjnhbBX

{Pml5Fio!WAI+{9qr-HdxLcZqry z4MW-`KzPJWmBZ{(@&(lnX~VOmxZgo?BB$vCM6|PoxYq7|)o-lCUqDV?|J_m6?sw%qO3=e7J-IgkFh;=*bxN-3cqS$geFv;-JNq@>{Z8QE|UG?s>gtzBT`q zNK$huq{!4~{tDkd$*){c9gAja7_cp7NS>Q(Ylr_6F%jIWy9}T_UfLQ|uME3%pA4LD z`zfjFUIx;Z+xW(8>F|8P8ny)Koe({$pQIXvj{kLUh0*R= zZI>rM9I7angO^EEQC!kLtzwcrMO^*m$T!|$8@Z-r{`H5+-9>48bOm4JZ3N1?xeP22 zDWVpFi2N5|=&@@CS)AlE) z*U%Mc zvs@neR`L#)!Yj#YK7O})EhZQXC6mp}->_}Wuhp|#MNrJg>S-*-=jeD`ARwTv*9wNU zk(BHPZ{oplaxSpft)kJPa?n_2s3hj@}>gV#yS-Cx*C zYB=F*<9n5+{u{DyEokq0-P?0Sv449rrHk_CuPd!y>m}^L^X|Dnk6Xg}WF7NI7;p#6 zFL}wRCI|Oll{|NU9X>05=bJdVxNrHkkJoLhZnqM8ct9Ur|4dFMTld|9$nXJLZG@lc zPr%V6D;M%;`%gNr?vQTInYi7~52DaJge`kf^hCnKs)tUwHSx#tRA?u-cB zj%s~)MQIq#)?1}c&+&2@qhm&E?&SXC@EB=DpY4zj(mTr8@t4?xT{hgFMh0c|pUrAK z4qJ)P8GBc5TxQ1*_z$M}Pg~Kh))E4tH&Ms7Tv~XKdWO-u<(B2@dt~XZbLtT9>s%yPcXjsXFHNsWWwD0L( zzP4L`dQ4hsn-nhRi~Yj3v}t64pk?`VO#@4xIw*4(>x-CUKH-yRF6nUM8~bi_S0X#@ za;Pv#*D$T@p$nwC`78J(5sps|%qupk6~Kv*nw@k8$yeR6kTl>5FlX%edzw=XCS2=% zDSC(iyX=oCM=FP0u(U_|t(_?YqD?;ZF`84BbNL{ef0;CSq0ZWaA+^D*8CQVjr)^{es<(xL>0ERZg*BY%D1Y< z7lqE%tIsybrYD|^dd2&_glFl@r*_V;6wm~&nZcm)WWd+j4_%$owHkfr&bAJjhs|I> zK1{os7d~>Z{1cMnvvyJsuR|k$SBkYta+NcVh;B|+kvMBDVcI|8KU9{i!#n>Mw1`jfwjs4u_3?f#u_H>(Oq=B{IVUndiATg3 zzoB_CrkI%uZ;NUPnOqO0b!Qa({8K79wdoe!&f^)$^2-Ln%mzAUTN{+ao25f_x#k@6iWg!{o|%7^^Te%Wu}?tzI$(5F2q(=uTkoQLOXM+1^t5 z{gn%DapIul--f%~-sHG>JG{4b>@vz$gUDOwS0~qh<$8i@ULaL`2`57ck6jX$c$Nz- z9y~%`%s-}E=E_uPHu<|%20)zb=-EA*tkh_E^~v~jTX&|ZD%J}Ho=Nst@z)pk)l#{; zzu+Z75hmpdJt)tpnCMLl2$s1Y2)JooPy!?vIKS2HedJF2PB_fTXUl2z0LImAPu%s3 zAD23{N~huFm{z-0aP95IAL^Hu&De}^d2O$J^&LzK`PL$4D+M-B0;oXQTa)MUJ8KBU zZ0g*$7Xn()#}$2oLDqMCw%Afv?USSsS5`!n-ivat{ex|3#_9EV($0^-cC4zb;sGMo zCb8MAS*bl!ebsOG5H)hH8@+p8w!4)~Uznf2;5KsG3ZLslELqlS#Y%MT9j_bCU<1WA zX5Cq#Q+Llww1o!*TU5O8QVXLSRdj6fjjacTTX#V3(8k{&Sl#Bl2)Ni5FJq4Z zWvVar^%8F!`rTc8p2;{ATOT(yjAoMByW~qh(hS~9RqHr8Zr{jW*^9C@`0S25OiJBM zE~@2)%>g_5Xnrx%w4K4CP+G86TD(_^Oyz5LC!j)XrnUF4{8!0(U#5XMU(c*28r88T_mI68qoJ9$dmaz_wzFo9LSD+jg%1 zU@ntXItYWunnTkYHex>P;6#Yl--h8#d1);m(R8l2M8dsN-paXcG6z$DPjueD^56n@ zg^dN##J}Us<;&Utr#q3G*s7^kD{6{-wZOKwR|}PE>B^i;>uhe>uaX3thgVNg1U~PV zuFk84VB9{a*IHiuur&(4(~MN{gTLN#$k(IIa=SH|o}=TnbeS}urY=tBM60DS3!?W9iB zJTp99%-7JvPf+=?oUK)pl0S5vN77v$+=B6@U!99bpZFEXsC_UmC1kPV|CY=yEuLsW z@Gin4CH%(gbS>GIxFqy!_aaBuch&1XO6U*}bkoUrg|yVaOBQOdMm~_$RzK6jR<1WK z(g*9}moJRYxz4bC3hy`7L$&~8CGzpJjQkPSJwXg%!TqF<4=%fv?8zr+6fi}m3Mn&%{(Ez}yt_00`- zy7$XfSE6R1jjeQk=TMtS!^xH1H)r5(-jwQxD%mTNg^34y60oSlm$HxWa}6qa86pe# z{)?etajF;MB}P(9_no_*CU>mZ`n&8QZ!r|*7YLcSTir`8_V=61Jv{Ta(3h+0_^3Dg zl)9)~BX=`Rz!`($_oKETiXr@9Ie9-Rs@kMc_h>o5B?B&^DvJgLHfP6lk6yNONIDQ9 zhU80CFKhoAP?~(6*F2z4$a!#BoCK;VJon<*>nWv2y;0&fB3!n~y*SAAHM(43ni#$D zOPzB=-AqsP^>J*izmn3rg<2lTwu~pwf(3ie=jv;ViRw>bpB-B4h$P+dw)q0l@3<}@ z33>6UyknQ&AL;r*Pm%eWG#u^))SXSSR42qs(qTa6_ctyZZ7nUeoUHh9u}qGoqHQQ-Z#YYz-{!_0>YPQ^uNroYpE!EO7BTNypJ!R401td zosPkBJT5Y|R&O&IUf=8d%sm^|F||mZ7cUvZFmEm#);Vo3jM^P%*n)g^{lFS%!U^j0 zdAt40L70qcC*Npvb%<@eo$y37UU=ogWv|@`?nUHtEDs~UaY9vhR}-Ph_~~Q|e_wMB zU;S;|FueyoMRbZS^6uV$H)=-Qw?3%i&Ibu3lelCv8d5JnFMN>F{nl`<)S6m5qUVIZzrMRl7VrPZ}b(Um{oFonEl{vT9_n&-JZXZLFO8Uk%#rwpl z`YW$tMZ70WB|msY`xvs+m+qsGpDrBRdUtXQp0ICA@$a)xNXg%|V8i`s9fS}CqVebP z#*fIQGWm8M5(o=teckH!c3ZqHENt=dEZxd$b7+P=${nl364Uuwni}y{BSn!J| zA5bo>E}Wh6nK7T|2&B%!Bkc=$DNEH`tiZ z+XL2jHO2lx`k5JK_IxtzG8RAG;KGBuzSBQ+H<ASM8>j@C?w>vm}*=$?T^{XeV3ngB(za{K60`K{+ zTb*^s-$}Z74qAn%H_LmVLcSH!X4m}KsnSZ63ETrp6J&YX-rEGQ`8d9NCK`HeADiQh z8GIJBpOeU0af)=S`d~E=HVbin2_&j*bbwKvq2P zs1U^LWx*h-OxG%Qky2jZJ`sy zP~Ls6(#{&hpYMj5ZL%Wlw2PP0$9D4T;{mk=ZQu?E$R~lawxSW#{tj-8v;~R8;dIxo zktS;OOMCJ&EnHqjXn4NoU_->a6W@W>dt0QRtx#+J#BSASB9)_t;q=fL~*ZBTuk35L)BPTZl{92di?=P!s*Z8bY9&Z`YO|2 zbO0q3Z}EA(aER6V;w(~a4H}BSo6et$r!aR%p>oh=S)ywW>gGg_uN2i}7u+xg?Dw%; zdhh#D^IIyO>s+9-H%1r|GZhCQ&R)N*2Eg>nzkGT)0};ZC~QnL|FHY)qRxH%JlOkuIw{=Vx_uYO772{*mDk?)i2BWMkLAK~!0#-T zZ{6${Xn%6So$=Di27)s2ew_66?yWYOTtDpf0PV$7^YuOr%nuyjkqNb59{JYAQwoi% zl6UiHKVBbpd8=D3bf_#|D8Xjnji=~y`S%KUbx!WkNKSqXP1YOKf?d69j8WzJYId&M zENC~LjVCinT#3U6{;Lu#MwhJPH=IlH+ehZD6|$`*n57<2^VBGh zhyS*OF7gv~m*uN}tTZ8BOXhHpx+fJz|&taNvOrC{`So3rTQwdSC{{`+*~eB;{!%U$QpeWGqYi&zl7DVI>OI-Y_~ zoDwr3K?Du9#i{f8YXjuZ$1nT3%bo=F-nm!bC-gEnSM}X;B0Io1%|n^cf3;5N4ItIs z-MQbHzKlBg`HTzHc4fBjR%PL}hco&95Dvr;g-KR_4Mt8e7;nqflbksqXvbRf-f41u zuS~A|7xWyBih~ERUxqu$ zSI|SfMx1=QfY$DOhq17HJ#(`Ovl>r+tsf-e`lH?PXY7i7wJ0D<)up2ml_r_jZ{159 z(tdMW?A+?b(!w5me&r|nEYk8+oD8MM>isTd)*M#-U7*<`!FQxnU zen7j0g9{GFuTr0y$*DbF=_T}IDd}%Jce|zBD$+KP&MVf{dvKf8M6W(c+F-pbK9Gi`!GQ4VsrXc*$=7=qAN zOgSEA`?=24@+e4;ea9vSR7v9c%eBWNQPholhkFn2Ox-RN=XHbkf3>Us+2UL2_9<4@ zaydD#DW)-&U3x4D3YBr2Bk=LMs6bG;GqgYUy~cD0H3si-jJ-bq=QWa)Mc zU~X8N5@bEQZ>om6kOH5j&Io|UthzrgA3t4smOonK$TnpkH3aM2H@vMsl#JrIF+SrH z?lu1PkP;$gpzR|R+$?*Q1rFE;dlQ@K_ryX_Q*K-*L4Rz*9}%%2VWoSYa=qPMhAm@6 z08dve-!NgbB}{i$KOU0ytYmLCSW>lf?WIt9*Lw#J&yv@ji2VFf`wXr9>K(mLT$?c8 zc{~o3*JY0m=1FTGLPhRr1ymlWHuLeAnO2JE{2A4OT@c)Vrnv7T?vaVhxmiIR1d9v*2k`YU=^^LN;% zQaf;7zG$7H^2nlvSCm$CA+IhEHW`n{tk>|(jxrDPad^q*aX=A`F0|#x<5Q*BxxU=p zdEKSnS9qAnXRnRw)`L=i+?C4UKm^E$^oKj6H?GZEYVA=09oKp8%&0JMsd|C-+r_6S zh9Te0$J%v17Vgg8t`;DI*9J^fiS*ye6EQ-8JRhube;B>08dH;^*->H7zJ3;iby9fb zJYsi#d1Wh*q{bf|zN1hzH81ZS3ucVy2E{{1t-Z@($kaYT4<*he;`lcL40tpFURE5q zS?LQR6mmXaBICSIn#%!UbXU;jx@@V{n2cxp$6wqq@&n?Y`2$q!SolDAXy~K{0N8_g95J9x3OFn9((P96(sjo8BI4Twep+94>?JCWzy**)f~}N z+OL;`>1_WEr$NK(sG<#t61f*&kM~@x$=WHMwsg7@V) zX5KjjQO-sS@+Axk|N+R@qAVBo1t~<^pDQuq;T{mfj}| ztas5DGxGIFW*qx%t1g0#Oz`uS>BptzSwYy~(Fxmz0Z=!BB4}Rfw!giL(OsSf9lW~5 z>gX+48da72>*F8VA*81C4ZxqC+3K|XUnht z&d|T3(%)om&5}x3E0#fg`B%iOhA%JAEZj8|M(m>TMY$2X5Pn3+(V1a7(>C|lU%k57 zXOYHI7wyz1vun}TqD6Rr@N5ZA<|$hKLe`ii*UevwJfjYFcJIQt?J-L8^wFko=QtZy zj$%9=D2vLl=hvwPX=B2Bbhd;-z8-8hQsua-)kvYz;41Z`EB|yZo8&$HubT{6cP^X< zIdgX_RUS+qCvnAo7I-&wItiEg`Kfu=MCKV5x2n+*UQL&MyWg@puDN}T(yE=uW^?Ut za19Ku(crv9v{q%u1SP-K>6emy%;J+AR=C-RGX&*uWRTaXoU~K-$LZy|UKio_V5bzv zi+OLv^^Xl)Hd&-=ED?V^y;Sb&!{nA=qM=?Mt8i5xwVLx5vgGnlNcgw9z5S&LAUk8P zCi4s!PLhcc+uZp^*E2|YyPQ>02M?acO2Mi|TBTR~hYm0Hy67T)9azGz9>B`!>ry^4 zUg#C?u*OuiW0HJ|+3M-Ja9@p&y$Vp48|^3Y^eci8z*(W&+jF>R#Cv@aGdn zysL2e06dlk1fn#|<+g-zAkS!(&VH@RJvtJy)<~N@yEc4GV8Yh~vnl?ERw=+ot*&o& z813?u-e$##!R5R(ye$%0@JIF65?syc;r53ntI!#2P0r2}?W7<1kI_kQdva_?FQoG) zZ)M}Xew(F9&1*Yt0Ho}3uIF4Uufm;0NlAd%37+D2Wdl7d@@W;ZBscQEWhZOnu(es8 zpPWwqFgkIWz8J2ZNSr6dnli-Vogap-d0j`! za%}9{ngb&fejb7}4WCS@w^&Zn9MJ+u(|zFu!WIX9063UV(bp{4gtl^?FVwTQrYDsX+MP6nW*TnWL-NPm>&wsM3Z`=mSa4rymopCZX?@K1 zd2B@1iXJ{|po7Wm$KF)p#Nm{~l?RZHgDlSS#Ui_@X6(H|67@)X&)?DyOr>veX%aOqEyj)+;$q68)kN)tZJaIxN|s z-8y14!7m}2eVhW@DWA>HOTz^Jz{0fad{xTl$O)FL*a+vWLa;0l=V~G4Kbs^!>2glg zCy(1e{A_x?Y8p7qWsTr#19@Cc!rewGY3HLaO)oW$o?ulQ@H(3}jPXCK(i<$+tORpu zYgo<-H^!!sa!Y3kO(B~zjPUOVBn5nsQ~BN(!&ljl_WAvNngC9bL-^Lxp zz4h(2d5!bn2(Q!*f8y)CFJaBeAw4dtrN3JcAMj=iuMUko((If|&ZFneQew1bYr~Ox z{>x3n?XV6$7kAGs#nEAVQu`@Ka?Rogx~AWjcn~1FSNxHKgZqF$ALjLmQhsnFl8U?( zw)(H``)Hp0;pDKUo}_8vATOv_p?_Ve-K4OVhlj~2h&`%Y6^eu3HecGKWn$PpzT@)C z@-1;){kvNte~9nZIJ%A4;fGjhhB@3#e(RY`A3}P(wd77!?lUaw*(Z!&Z_8zn#UDRP zS9oEQ+&_xWYfDirilW~Ff?`I32@?W}idh6Ch$xr{g4X}{?x*|IeMeU*oU`{@bC&At z-?)|zzHBP+kFZ>53!cxsMiaAM!R0*c>$NcWuD!_k))IppCAbzBz%&f#Dt>$b%lMrkj4B9yxBaB%VAiLl){ z&MuFx@aD(1d>alcBwW!K4f;Wtb~XzKTU!c~3;tRNtXpb-`Jga;)t0uUe|K-FX1~bD zA0aA8Jx(>yhw)ti2N+WrwbbkC6XdZ(T-qHsapcqGSet6E+GF69FWpop)pbJFV~;mkS{&;@icc}dFQgL&0avRH|%qMi1t!M%R` zY0EW9LwY~R6`C%?-*f+SmZP;#a0`KGoum31`#C5awS!{T`;yc;t8}c%h5Q-IkD1ib zAzF~#Z#B50mr7$P#M_>`@PsR+6b#!K)w46n7K?sykH4O`8lWMhn@HVLFmWZN#`$fp zq?W9mrV)l|xN4ILu0s_A6JejTGsmWz(^jK)U=MI=kgHo`JwTYv_*tp@{du#E-r9KO z#ao?m3BPV2P@L!PLPbSBbBCEFlZ9lDCpQ;E97q#0r|Mrp{*Vu3s;_s7d|Mn> z(!rXp+0z_E2N670K2;w3{_tP1QHDWitsftLCn0lj6kqovI+|Ic(aD(Gr5}Ufd^KFW z6VRyNxruYWbc?;Hjt)W)u@Af=Rl~icARRxFe8z=>ORiQO8!30fel8x?CT=^Ib)>yo zD-Vrz(s%(#x=UnJsrFQduoL@)R4@6t$+F&%*)A25L+X`IfzeJ8_GDa;O52j_(aUnmr z9|1s->t3>;N0UG`QRby@ZchM?vsi08jgE%oC^J(I^f#>|Nf>-~t~o`EBLQG^hc_d6 z^W1g87e+@YYFMjR2YXKL{pH~;<@n^D7)61$$J;GfMFXO*Aof}Vyz$ewEa;$1KB+KSY zO7eALk<8Wr#ddPL!FE^A}RPdwojIcMveS*V8}hF_?B*@)lu^f&MfubC`b3tD6Uyp6(C1=yDxt zw8(AS$9E;fl=XCoMc96f7(xMXzIHN2`TM?jnL4dnwLW$9_g~lVmnYW(nsINgv>9H= z>8X#&XKdf`Rd!ge(MvH4{}lZybVh$xJvs#a#5}iJ7g8<;F)wHdQB-j6b-v{u<6Z^5 zYc1%pK9kC2a#1rs%MI-Mp!3M`7;0b zhJW*)M;Ya2OtfR7d|Ua4-)E5^o=ok`RJ-^v4cS!GiY`+Jm-G(uAfN6JwMFg2h%eEp zEf;9A%O^)>G|0v4d-9q&QTXX6?LSU;=S#-7%6n*ff4(BxUCq&eJF%2uL9@*sW%ogO zm-`Cwa>apuimNqyQ(_($;C0pfbGcT2Jxc6?&cl*z&<09RV~J&hE*a@RU*2Xnq;n*7 zkAgdSVD~v&@`dt17Z{#I$wQZz7wd%Fc zwpiBNu2=26`FCo6%na9N^kpO2NCe-Q?*cnsM@*waDJ;=EHcDHK4(t zul!NW52S%?o+yu$#Yzp+-O^bd@Xvt+g4Fole_fQ9OTLrIaV}r?%~I!M0_KYT+eX!%rD!TEuSx3`%dd>kh^zOT9PSb?kdOYy3&B zMxUbhw&|6;9jq4{&sKG`X$-Lkb*~;qeP=FA(`58LN;)5U-S#HZ1b$wL^-kWskE7QN zJzv24}9_{;L(fujM~jY@W95Nn9-?hht>J` zc!9gqv5B07c~ZF2Uezxpg!T6K3w`ZUKxrzPRfsxNE04FHp8*;9@iu4qar$}w=D_SN znbv0s`&#Bbuj|zzA0&j>^U7K6x2`O+b+x`56*uH}egGINf=3gmM``K)4{un8z)^K= zwXs^%V-0p=A_=eKHhgBB^2;ykHO~V*rmNkrc3D@f5NIC@hiKcD4s)fEnT@5d|Zc}&M7Lj@Q0-RowsW8 z%;)^aK^|eVy%X*pm6aJXAd3A~hxJ-0VT(V^E@|j$EdOQ>ML!D1=E8KpW@E+!WR;h- zVYynJfhH`%5I2kA&WcUHwbtDU71OQ~ui^N#eh8N->8J=pJ&1mIUuVvEIty@EZlLFU z)jdopd*^OP$FO<*Y^+j@mfkozDv>Gy!kRp%9xZVl7uu!R{Xm4mQr=6KzeVHrUkn5b zf3i4Ub35>To7zk5ehM4=DB+ngevhPLn`lJuc(M+tLxa(9(~eSH?bn&}aa_Wj)6Ka< zO#YTx zX6^P&Ej^Bfk7)FoZ^MJw_q+U(s6`&&?j5na)~26t$=lx>+7WqTPncQGdc<{%IcH)m z~_`p0_55Ln$T&hz&WY>?g-VlEOb~m8d$fKlm&<^h$_ntq{ zjn!o4kD?bnHlOu<86JKqj0Ohx!I!9hKi^e88`M_$Q<|Nz*0~u#?NA^~r1d$SSqEUj zhw;1E{QuBa(Kb?XOp^mFq^-OFC}qs9hsgj&_?Twh`bmkqw%YktVNGgFxBwHI1T|jo z*i0wO-R2Epmh#@ziue8PGDe}^b!kZXc$^AdeuHOOS-E&40eE+?pxY3;wf}P}t#4y+ z%h9D3r=T3#E|2j6MHab^{hHk80F6EEq&8+UJj#XelshG-%Dlz^7ht_h3L^6dcU*`k zB3-xaSlKMCroH`SB@8#D*wGc#1HgZm&%09xMX0HO6%7@LfhSt%HKkpxG>vZ+oO`3< zG>TDrD!z9(F>eE$1NV_yniIs=gPFZL@4vzL69+j~5{a6=-eUD!yJO_?i(Xnanf}>EKFC;qw*ozXh$%9f8n==@V}3h;-|F%Ki^AO zK0C$WenNK1yYviW3GRY>jjo_B~r z_xiXs(hjXw>iZYI_LDz7y};HCs-yJxrWY}CySzHk=0!J^0i6PE^kr;szdLilArM2!~OJ9>N@+DE_#;}+s=nCo7c29@{K8%4w!poi;jk-^r=6) zK;AlQBt0*#E*W=Ed+a)Xb<6iV_L9vMIexM5!hqZ7Gn_E99sJks3SB0z`A^$F?&j;p zg8fB^%CqdSwA-Sm-{9LEUx<~VZN1rdA6QYDYN_A4;FfF6L;i6d_0~^FIgfusxvEsc z&HTAJ2M_a+J=sTxcS{ROTN?Ahj@!w_8ppMf#db66e5Lr!k9NzeHI+J<@<=jys*c7B z03R&t^Gi6Rxw?e+e#@z)oQCQ_AQ(&o_D{1~yb36R%id^EjEXunur#B+xmqA1%kJ)c z1y}dke`{HK0gUpJr8Y4SbUYsC`YWP(HH%;d{ zawAH*v?~_)9rDMcy@Z!>WZF2=spqP8sOFhU1ZisfmDoNY1A2Xn0u7lwFa_0v-1@*w zNq9~c)WRB7ptAzaS0-~JL(g&sa`1%nl14kaeJLNHM)bz`iPyMIT6jF%K`s9=c^#Gx z8c&nF9Dqt;hVCyumNUl#qmJ)XM->k|5S5og>LZhd&TMC^u!&0X!+l19-g$KL1}=)i zl#GiSR4O{*)9X93i?N*| zq5|LVYm+ee{_lTeiJS?;S>;R2u}JA#qc!5j9}N-K`&avNYF!t9*Pi~nYM(J1 zkoWI=^Es&l@7fQE9AHV8c73w{C{zdjDV~WPIy%bi_;ri=t7rSoc#(uh22=D`;kDb> zL((AG4_REuJ+bsI(Vu|@$a0#MMwuB@|Io?rR(8uq)|b4vFI1t~6jggKgqN@T^K1ts zGJpZt%VDp(xsQ&q_b6|dNuTsMGxhI;hupS+%MH4|;WrGll^88x>KFZr4kHcsKO0gU zoY<4!-yUk4CS%&p50@9Dz;W&>f=>$DRy#~O`;CQae(vJ(fE;wEH_$^3sR+k=`@y@j z5LfkP$vSrA^$k==O)X-;Dz&KG1vY&RTV_dmoU!VXkg#vOgHTbi>J6T7OukNN#%h5T zei7@iT6X$ryLhGD_QhP&{5hE+>-8)G=)t9cU2}g{Oiu?=OJLUc>Wkjn5oUJQTWQ_; z1--rWx8GIoD#OoCO1#~-ii^)s8P)Mdk$DE{v@=o;`otY=&NU(G1lIeBv=uBVW_2Lk ztec9cjfoWO@!(y_+%4ecYno^|wtv~&88j^(%d$auhs{wzl4T^?E|wMALK zGILB;v+H((|JfY06_@xFCP7qwG4Nhfv3iaLFeOxe{D!nW{27xCZcK+sF&{v*Z-&%^7N~{ zHKhTHipj7U*4K04(y5;WaNG`7j}I*C3c`?;a@Xr+wWHV1`*?p6e%SXNE*VW{|K5*5 zXUG|zab-FtjM63X53VwoeR*s}B8w0SeID{R9T_?SX)IkzMMb1Fx)oYc?+wAQOU@^{ ztLg54Hliw3l*RBy<|)q}sqHgw3yS^J=KUhlx$>jabMw8nq?THiW(()>ll%5*TP1hx zsMI#F^%NVwh8@v(7eN=;UyLe@MJ=ZdqUILL4N|eU5N;V)`yuACH!2rM-4Tw+$E%?ek znaSp56yriOSzrIYPOs#TDU4<5m_{qP8P&f8#k=`xygCxQZ8jRt#i~vVi$>vj%t?Rq z?|J`Jm}OX{Dj0d?>S=nC>lHb8hJqWt)@u?Z)t z;_4Cg@`Lo%%gMv0|NNsC-5vI9tkHphahGpz&k(XSb&uEH0&^oxNo#$Zk*Ruor%+%IE#7)QVN#cAh)7{ix@9?N(N; ztm^7ep|bXPO+@7SQZ~mMii9UxbB(2!DuhnL9TKbU#17ECJh8XUdwJU*7Zawjqv{Y_ z9Ua@SKlH_vqH?#xW@!BeAhd%pbD;nx)S&~Q>_k#(&aT80x%o*AiiPJ8xVr>gnOb5U z9oLcqHL{$>+g3#CjLj?DpgTgI$`< zMd0Pmr%L_uwl-IAjl>VSAgQQ)i!o6cmew0^p@uy)KNz`s{EB<4%f%Agqa+x}#m#z9 z9pShNFZ$jL{j2pHQ7~g}J<7joj#4{@ZVOma~yr3;5`35M`G8qsbe7@%Z++AAZrAcj}cDQmG!@ z69?SDgI`YS+-(8%4)T7p6omq&A>@^1ZxU|Y_{qe<0||WM!wAImo?*Krw1L-4K}=%?%Uv0 zoc4_kkz+?F4kW;+x2-ZwTjVjhvSuyjPtje zUirq`5a2l&(N)Xy&U91hfDrXmZmwyoM%+%LrT}!O#q=Ss`^RhT?V`-NeVbv=aZ&U8 zh;ynp0^b_8DlhgUFT%g|g(S|OmUF?6aT>YP(Zb$L-Q4(ho#zaFk{upy4E`juhr!v0 zK4#@LPmu4QLEh^IQgII<%O4rPp2Nzoa`j5_WB;S5OJuZY9f$FYK&@V4Gt%#R{sr0C z*FKlUo8L)fU!|xj+JkgYW#*#8CA&VBHvf66EMMEpw{(Y}3iq6i?+R1}Pu&g*SaLfo z)y3JeO3k{B$;q?wMT7Ti1a@mR z7?=K{3q} zkQ}?0>L7LLZXlFW3+zWeU+TWJp7JBx2!cNtm-A=OciP+vnf9*q{saP0;J5yyUyL@Ux0FAyk8P!7;7=n< zM*Effn}A+)(lJLyFk1QZn)=uQU>i)3+lL=}u(_MZl^p^Q!TUCQlx9y?1sj$<`5nkx8+fT!6!A!F6PT{@J_bGw>apz^Txi2Wc zE3}ALOxLNu)Ik#TdU8;$vtR66PhpmoR+JFZonI@c_Or8|%cse}s(&+((|OWGCZ_Wl zu>;bjcg}IqXpSXpW3)Rdyf7#RAc_=IgKZTXg2~(b>1T)_oqsh z9nzQCY`KH5C(N82qe*hTYgLcd{QJs_E$+|lD8DZEjg3aJH9!QRWU z4X*d&kJBE1-gL^XUVhiBzP7~#<9)3EzL|Q z$oxBRUtyYvf6g}bXt^Rc_^1Ie$HAbqd#rQ?*M`?&8GZfA6u_m;T!=yLonrNlQKr!x8NIVnm#p+U%1v7u4VJo^>n^; z>NAa0s*2@u(zpBQmwiK9Q+(7PzhJw0n}~cOwiHVzJ9kqU5=)~{)^jgZhTvY!Xv`|5 zd*KX(u%Anuaxdei@;Yd{%4Wjb4t_kvQ##qREW62d_9d!# z>WfStW9QOOLRI1SS|6Z!tCA53^H`q!g3)Qy>Cs&sjpg*LRVVQqSBjZ`(~q+%E$Hpq`;3dvRqxYg$CWRPA5NzQA!D|?~M7x$T9Ja5nH;_SbMu4;+aqBa!v)S%K$ zd`VI~`QTb*bNPpg6Y=kIC@goy%I(2krlKw?hW)phd^E8IO!p&%rux&l1@Gz29n^}S z=icRQvfRdJx!Fw~Q^qKyXQyJVPIvymx_;B(ap&IiVaWJ>p_l*bm|$(OE45P*5(_Xa z_qFr4C12Q-8|}t9FxCMCL|386u{Cci*JN)0vpm01q680d!<_p|k-8vC@v43`V@!YA zm*zzqRFeCtmx%FigunS{viUTa5P>V{&pck?kQ=6m%(| z6w!RI?>TouQkUU-cmuuouVF9K$}ZCwZRe8BULfUtj>VqWjYd{;Ku2gl8h zu;}p4hvxB)B|xV4SuOO_W5Cpx`PB!{_la%2Ro3%2xitA!BYQeCw-v7Uwc2Dk5jNYG z*b4NUB=7S{gVyl_w`?>hjyx?4Kv^GD<*X$XEy_pHuc9Suc>tx>&pgwWpjf!1=jWM2da;amhBf>^8h=?*!2x ztXv$W#gspl?ha{o%zECk+T`lVtI&PFpa*F|@IM_KM^DyCj>TKdVF!0Il$^ z>$CUg8{oKT!-<4k&9~-jTjxvTp4@K~k4R6eIx|7bPlGd=ot)d>)ka^0;z6L|RV;s0 z7Qk6=;;5E)4ZF8&=s!p0_f)x1@Ijca$YHNB{5mK5d!6r`9GR=1ox@VQ0Q-wf z(WFaEXZOE*=#$|kMwK^M<@w!f{iZYCIIq)_kPDstF1l&stqPc~v==~x#@dw4=cAsV zynqRSmi{QReXsa|vB$4@&fi6jlyR$W@aR&|s3>N~2Z7y|1flkf+vMuC)`KCtuwGJE4cHCmic&Z~>Wk-8 zDObOCra(pz4zJY38KCtU;r5xV8xiX@x$!}Z1@gIx!>F{ z=^DfuE#>}Nh(UFzQ?>thW9!ZBURgskBIY~xFL#G+ZRHuUAG4SgE9YJxWC?-ZXPRQ| zoi{-!pK}*5N1j9Suh8q8SFVORb=9i3wHwWg^rPAFrlS(Ns-^5~|Cg6Tx_^j@(}k+> zmx{-4bMCwi>3<^{Jorr+d%g?RB}k?UwsKq2ojS%29CIsu^=dO)&E%9jH4)CqEw26= zu~uCs?B>zJC=q)E7Dtv<`$^$CukYSH&DA?pUNh?>x=@GT*<-AdLeYE8udtIblDxBC z!n*nK+dWasKXGii@$mER`Qk{{Np0=Y3p6ToNMEt^A9 z&|_)VW18RG^hA(J^(sOG!)d+#G>UcIOa;yQl_<{h3v=@OD!W%4@?udwc+$dp3B0o+ zY^J4Z3ZGlT^-GExn}bQo4ZL`Lp&z1`ij~*{h+`2sn|kkcT0~d!Xd~i@q5G4{U2g*< zxP80#z-HaK|3`lYfc;sKle2O9^DO*%=lJbz`&dsJ&^m96m!8-IJf8k%hHoyh;j2fSveN*H(T4rFr9CUjjA#|uiq6}S8LVak9)a|0gUoH z`P=8$nr?q;4qfLo$TxRVK)k#~MC=VjGHo2POzL(cd>r3t2J*PQPmfmH&KmY*k1%dw zNp2;HM)Am%_riYg*7Q@szpgK`kF9RUuW^=R|I@dc#pxtsRoF00D0^l$GSf9j zNYUNn{T}&Tub0FmO;Dnf)0;bOhSM3_z8^rQ-tZ^Om?2t=s8G-*r)eV|EI@#D|7hon zr>*D5xZUPH0mFIs%qs_@>PfTgi@8tH`fbF7tkXi)#cHV5zEYp3D-|72P z)5_!-l=tr}s0JjN=YInM#-5V1a0}$;6NQb+{k@uUNTrni?X15UHMo6XUo(53+fk$h z+hMhT&DQ94SJtKz&F8Sj`e4>ZLay4^D#+3|h?sm^^%0Pn^Jk*j%Ln^+QrTCHzu-L* zKED{evr!`j6qy&i%*MPvMyo;ey6#)IFzi&eP3WU6Q#-V%IS6m$0y{d4e{(z6>JOVh zeBAJV23kbgOhfJ}OXF{aIc4iu^P}yS(^;gMKwo&28%CLzKV09_Jjb1eBk;D0Dyt@Rio&J0vFK69`>iecbIJeA8v{bX3=<(=h^h$h*`hElJ;B~pBIW8C4HUS+jGm zxPERd$ZN(ifQG)L!@K(VMZYW9q$Yhzl8VKY2NPm_L^Tt)nV-*7;*Gh zL4+D-_6vzDZ4Qloi#_kh(P&hw8pd7AyIq_w{G`7Caiw|NV)x#&2>h6?%?=Wq^qfa`Q@n3K zmTqChQoDa~)0pkKI=sGXjFMJ%ya~Fb_`b-%SKKfEDG2;Hj5k?@T?WH^7n6mQeqeLBQ0ueo<#+Ni_|`+f=x< zg!vbb+8YO6_bsk$^q&%{c?a=~xXY$_FFH-d|H}^6f-`3WB?N(WXI=20)}EN5!)|>` zM{Fn?@U{8G6f1Rm3P;ZG(}ekyWcWut=_KZ&abmn#tNN%m-|Nkz;}V4edelWw6;8|l z?+;>S-y_W?w!?-&B7*&}nci$8>SALQX<~!67%uvmxE~gMhdwk9xxHQM%=hz!RGI9W zTvx=CYU?J9eg`UxHu~pyL};t*84aM(BhUREu#Th0H=cKw9B|5vIC1_JJ#jH;a#?CM4Mq2FiDt(#s*U##5sU1A|b?UwTXbrwr_H()A7?@H* z8-0ANBsW`E+BQ{f>!y6boMcZDKRu8xPb0&@U?O%j2jL z!2uF)=RcjIuDyzHtkN4dSPHv2#x3h5BT0h%wD{R<3w3gLEnV*2<5+n5bM%{#n@U3> zVei~q7sb-W^zQ~+E3+r>+IF)Mry`CU=ZJ*P<(SPGB(BL z9UvQJ&cy5yf33A4p#M?N#M$q-@PnQ<^Rlla)~(3zOMRlQPK)hX=8<+sxz4j>fY(nN zi&yvP?N+D0RLmC7TMTT>W;ss!3*?s`52K?4d&OS&Ak|daeUN^s*Ttm3@>f4OCpCEm z8*M)=-vC+U1(#|iI=|>%T>0K5h>!Xr{CHsqxXhk!h?X7tjaqHVM~r>PV|6{_yW| zvWK&L$uO3)T&gGyynovaE{t)1YKhERWv+jhuyWf2o9e#GzV63@68G|Bz7Oay?{&jr zZ$zF?6@6_I+HCt&rmdTYyjh5fMYIgOo(Dg-68 zxEc3Fx+rO6WwngmEz9oUDgSpkV^9k*J|kha(L2wT{S>(U4T~>Hw_hr98osWAkb`!W z{<=cpdn_1bndhI5)xuwOTcS=ocIt-T*E6O!N=bF~>6U^!fVe<%f2Z%Pvz^Z)+mjoe zFgh;)2tW+a-!b`F_lMBME7V&l68=e{mxgC)b;(R@;rn-j<%Z%K-=-p@b)3h1`;@Y51+&to%5nxAlX|*E4nEIfDA|pZF z1h63OTlyv4h>QRCTiXnb;cdm?SpzX+&nPY=;H9e10#DpO+_i}nOV>gVmVRxB_9gchQw@FcMHsPcxRDnKUXrb?mYX{7c5AQO*gI_>mf74;Yqsl=-6Fww8d;@;_?1i+1DFf?SqKt9pOf&JsQ}wP;d8 zhVD;BCXpY4=$GPBI+>0;W@l@&;0Z6eP4+v$E^B-}e!LeoM#%fkX;Qi_J4|b|y7B;0 zYXVTFm zZDi01He+V2kL~iMrp{><)rLp~bnwb+5FaGhJXStkH-Vtm0rMYZSzdnek7#)4fT@Krl87=FI)Aia99v{LXa(3gyG4*hbBAFeiVLYtO!! z-sF&;S4n;gY|_4EPM!9RHmqXoVM{Dn2pkin^`zO9yE}lNgIcUgww(VN3tJ?1gId}$ zykiLMSTbUq`;hRfoscYz39IJ~YSqYDcJbV2^tI89~A+Aa;O~EjRL1!!^+^sy4BpoPSD+?F`6vS!y1NdbzeE}r%_mfWlHu0TQKn# zZtYx*nKV8qNZDaYaVF&vV2PeXdbW0JHBBuVc)y|M-N43bhBL82rpC)ub7y~&$cngh zk?+&I!L0UncYHxUDJJO}s}f0guO9*Ns`UQT0g1z6lVWZKgvQ&MUloE$q`J3DVIoc^ zoxvis$37xR6Nr_ZuD7k!4II{MTEex=5UH`$PuJgRbqKfI7+>wr z#74$i512O`hxBBCYn{=zRPFeu^>~lhb@&EW&r?U$E4L!F3e*_;2HG$5n7U@DVj@_} zSGy#fz|Cr{;)<{u;h!$7t{K;4n%p_>is4&S8Y=J`*Cl`m;`w4?#o={yZv*B9oqn?#w%ZKOVr}% zKn_3TKE55}IH0OK<*kY4{HmT#7kv4fv&45t@8U1-Yq|9>8rVqwn*@@fG%G(n%a6Q6 zvF3PmDJWEdNJlq+K4pW_v9vj>RoV?|zT^ze-Jl`dPG)!+{64Mbeq0$mev-ea92cf} zPPP-MA{>OnAfM~&dI>`o^mG=jw)3^U3ujLlz1fqMMqirOQ{H7+e7#Z+`}yrK2x=n& zWtqyewueB`tG+rC3Z<`xs>m$jNmK{U$)r?k@Xbimo$IMjPSv0`;OxKoO5=;$;a96y z0e}9tIDkT9VLdi-#gz)u@^i4>UhD8qX3(r;a;@e4;_eeWvqPZ7Y{LmQ>Z$!2|w447X?r={&yblGe2%SjW(U=c)PT9@F~$ zVXniM3f7-#GO^?W48^~FEVC*U!wY@w%B$l6TzNm!ayD*XLcvpdHLmbz1opwjzl zQt9zEs`@i-;^o`gYS1@w>m7TMcFs>nZ`BG=Y-tI8D}+ushrV}B1)i;Z>ztN)b2W$KNw;g+DS{EaUv{t!Zc z`Ov$wt@K9FF4PXTcqYiZCHKqP#dFSveF;{T4Y`$d<{%up^9Q*qNsN{|IMLA53cJBE zsJ~Bhgigzho=>IF2+Ea!rI|lrt1R&AQ3Q~FplnweHY}>=DGJm<`2#(FjxTK=IsZhU zXwDXl9R^QvZXG7*D=a4Z=~sX2tMXamR)4It>{Y!7+XOj$*=o%W&hd&Y%-MS&`nFQ* zt#e}8P^aWU02clf%2n@$;_~Imq&%5P`6uxHw!c@sb6uYQxL}G0hgvkAw|KuX96xF{ zZa|t)zDy`79Y~xO^;S#1JIbv-TJ5#L&zVR!&YL){Ds*n) zHcjTQLL4B)-b8>8qg!29yG64VU!G59=%MK50uLiVN6 zYTo$6u(ovOJEX|MYv_U}qv%IqaGPMFadU?lA&(+xPbKf2$%!-r*cI%!_Wi@EuVN!= z4vh0&K+)p+CY-LLK2`4Q-7K%bPtGP;=ozkKA)Sx;^?dgwG5BILeX>6X>~C&2MJ6=@ z7?V}rbCu8b5RkCz5?;T)HLEOckLF|S?ew9xe~UIU;?p2EUzF=jeO~tOx5`XyLJ>B& zo>tSuTg^Y)n;(G?8ZnJY+q&>e_CqkRcz3dqlDm4_)p56ml-bVM?7$OE1+xw83IkFc zb1zCH1vks=Bct9oF_tbk?QxU4pZ4xU{s99tFSw7Zec>d=z}h!qPC>*p>jiKWT9@-3 z#(y{kCTlUh@vMNGHyS^W<|S@(HL^+${y+BT9^6~`{YL)fuw1^O+SuPRuT%tXP+ymI zrBwks;)H)S9-p87T^G38;c~v$v<4$8x}})jw7OHnc+zx*v#QKvMu@WWZnOgoduw)N zE+y+3!!^~95Ufi*=@LTUc_-b@&9_06um-8!9@x)}(; znIZO*PnU!`7kAOm(^68&+|ni0V25_yqwPwoR$$Q36Ys6ZWvrrAIXHcG*FZCBt0i1# z($eC1f1$5fI=Tg-acKY58xxbLO{;uV;Z73JQctDbaM1XzoC zy|Op-4~m!gOF*MAF8k6*ZS8w*upV zdY&PbhS*q?LIDt;uJmrMb6kGEKrV4{01<%Nv?bilQQ;4ggj;S=fidQMjHpc~Hl?&V{8efwGX zQ%`@#%9%cM-BPtQIh@TpfYLwc@jmNP!H)oRd%h$et~61)A62a_uPXDqns{Zk{7R%( z`IHXGWVvmVV zb|reBRZHd0#F!lb0~#qQ3!2_H8$yJNU}~;}0=ma2+Ya8`ETFlv830r#{C+*BN8QnfF>W_e{t#P*g8$$Ikww&Epbb$M{f9 zv2efg7Gu*JA!c?gCk@dHy(?#WcLpraxGoa4bH09Y7oT3&t&_%|(CE3F zey96BCB2~)f02O~zLPOBKm66wZ#nlRryf!1eCu@ceKWrM&vDtTuGKtyns{}o)waI$ zG~Nli^SFN5?j!LQ{)rjo^+UmxOU1uYTj>>s?{WKqR1xJLMd!7pC=^7|Z!rr7j9|co zqM(9+hzN)hR7A4v|4+@+Jk88n-3s?sowN5vGh4u-tp`&d()IQbm~HF%)TIPlr?y#i zabiDI&~F#QF`M4{p>1brqYgvK1H|B+Nk+!#@0(Tvzw||+0p5b3@7jkt9JFOWqG3On zWcUUq07B#kqz>#6(%hGqapqsapImeWh9-A>r+>cGXuHp zBBVGDZ+mcK$+sXAd}nHZ)MPRkHoZCeDWFDGhEoEaux{U?OHCZHF22Y^P^rG-q>HI97cnmr3s@RjzZ&Y zyRdkMX3ZyiKk}yEP!Yn06X))`=NTwagRG6i7wg#$AtdfvHq&+)Sv8H*^zDmnZ2J4O zviF(_QF_)dVf(9DreYa~(aA$9+E!6p2l3wl1`lOB=&mNyQjkX$C%+~U^+Cn(O~w57 zH{x74cT_N^T2FeXm~Bk=L}t?E2Ka$33Kpf^oZ$ z^5Fm#IYi$K%^a^X$!9;!MwhWLND6Up+3G4DCKQSF$$g2f7}Z*Q*6-1emDk|Do=CDw zb#8FSvYfnkFGro|);*mE{-^c`a+Js3d8E}YUc%ulE@@9z?Z5j)_gbk6 z*{w#g?c}IzfCCq_7ZJ?{7c6HA%)tshfX5Z7f*IN)7I-%wo-P;?6~yV@ifyyZ`s?G|%z7(_ z(Uals=zEv8Y`3NJwl(SOrU6SV4}hMdB(r#4kmGZqGFcl7u}hERJJQ{+MlJkJU4||4 z+-r%~DGZ;%+^v+jQSPxs-E-s0TPJdT*V}0=*}s9;=(jb7x3W7<^ey|HzSUdLx`&eO?DyoaSvxv|d$%!m-Hvlsp`SUL&^H3d4vdI}B zt~S3LS|NC-c^0~YrzOJ-pDV(c-zide0n}^P)^6U)KYjYToIbPxv7vHpOdr8&8l<^c%~nv;4S-ao{;{Z*PfB2kqt=`&A7ye8kC(`= z_s3JJ`uEX6v{%(kSd6KaPVXz>jTy6AUoAP=Es{y)0nO9~O0q?)+yh9#3=>Aj@UQtu zA4QC~AR`_Uj!^IN*Uwz_=#K|Hpu!D>5$WgmOtiYR6COV5N0|egcCtNvRb@YGmY{2Y zxt|&K`GF`~h+6TU7%AHK{jBmSekt&)PtSdhdimaByKSh#;5Jl>P+fRdvZc*7p4-q_ zfU^Flb{B-pILUi7n&apukju4Ns97^%Bcr8A{p39YN)PwO5oel*NWR{U{~X1-0z!5fc~ims+?GD*N|<;-i{yd zl*(pyfHwD)JBh%9qp^+E+W{tzQLbaYB(RFkI+oLnOXTf%fjLL|QCLMJDEc8zs0mhNt18OuROqjmAy^-nwC7f5is3NH7d} zwz4dmI!bh(4(mk`-HTxDTPsX2UInFodv-14)x8c`! zBgX=)jNF4(dUX(Um$cDlH>*mqXI`Z(f9$(&_uCOL7xAfJRVr=w^BIcN?e~X{5I0(@ z!4Fc;YMm!`H-EY03cHGhJ;$@d(B3}BIm4>HhuME@*y$xNy!W3)e-7*w9ER&kfZgQa zbf)o*xi5VS!v?y5^o{mQL`%9N>z(h3(O}|^nNX?EtfxRYMar$eK1nP$VHN|^!hPwP$_?`bdaw|WsYapFwnZ88#6~yjvF+o-+pX{U!{ybMg_I%{Z8Kr!{f#_G@L7*?=*454#n)YD#_ECA z6BE;MrefV7|5o!)Cjaj9<+T&_T*%!N(&0fkbl`qLe!R9v4tYkrvt2sp zO8f*<1A6x+&Abx5;qQ&*m>4@p-9lzr492CNt!^(qa-Y{T5KtA8&w56mIG=8X=RD3% z%@q<&2NBLmV*mt_PQSCAiH$h1G&|t0P|#!pp4;Da;@X(;)9RG0+$~u+F7~ZB?5Q;B zz^m)Jzkd$75qW$2?d{x9>|dg_orOT8?)M%#~b%UI|A^J-@5E3^+VaA zyk*O-6Dq!yVs|<)FnoH-Q(I=W|D6m?haB$q%f)xTn-*WF<~F?pin;h;+N+7=W~Wul z+=m`j`qy7;sCC5kOdCg)tO0#w=Np<26Eycpgdo_$@e*ho;DrwXCZ{Pe{YN=TsWy= z{R|i!!qzJ7tKMWeTm!edN21`<|TCO}WYiU95~`HQ(*@P{gZ`)KUlf$iwNpIduHBsVFV4 zm^br__G(Vn<@I`S@5UbcKBl8;UG8sd)Q*2p`%$ab2GOwIABf!kZ0hr|AQUOAE=>bh zxE@Kp)B)*Uwbee4IXl3txAH8svA+<-x6tzi6IKY1I-PCo5%`8+Tm?o@% za$GcKMKOWk=fD`@$0^%j|9XZ*dvfpBD{a^0xrMIi!j@q8c9K4qh1OBZ;Dj<71q~W7 z3YDEvCtFo#fBvEOr6ocM;>_r2 z&&3t*ezZ;2S}paaC)!b3FP#i2@cQiYQa{~iJkwkBa^%)VflpS56e;b@Rx_1`r$Tayhg!YWX`g7Ye0VF$yS0Uzt=8Q1+%u?0%_xU z_z7L@bWXp-?Km(>f36^(x>4F2&%>oL$F`F*140*zD`-oluzk*P%AW3oyIzwTK<%(qI#nsA=7qyxVf)x?w50dN* zXp@5G`O&diynPGBFMyYeOB-VIv3srt>&2NI%~udUJSuAlgw|TX#6gTFDU?}Wl^f(c zP)rQ5F#XDQutMRlRBbv+m0Cg3X*#oJ*}ijvD0BCjnVq8$`?rH}D7xUVdI_)LAwM+c z6(BP6Qg|N6g`<|78Yr7uKynJRUykz17c*_;tTt*QEuHlHx9Oz{u(B#gr0Kn|n68=q zkb0L14-+>av(*N?)nwF3dl}I?nunO+YybY-C=jaZn_WEh8hfm4)P?h?F{s|o!kn+f z>!S_kr+U-9pQ&chOt6g%8ob$RS=!Z3j8o(gX1kE6$i@M26&$a%rh1*UF|UxW!s0$h ztHMLM-sTvaiRHP(sEQ4Is0+O<7x|+x)9SU`tJ-@0r4@tgGFe#0ZbGYn-{;_@ye=t4 z2NFwIR4M4c-{p4SCcDC{EHL!k8_lb7pKunbO-@IA$IL}ifMn5d3azXn*Tl%`o@CBu z77SDjtPT^OXFQlx|7mdGR3mis&T!=9)IT<8v+l|%b$bMI*>0{cAjjm<{0WuTbaD`8 zIvjeh_w59pLGMLXt4Lolj!kPSw@`=$&JU2AJn8R;b_Hpp2rSHp_DN3nagEoG<`*{+4Q)^wg7Gzke?1_ZmvyzJBxX@lmoq#nig7) zW?yG}$8r)K5_J%0RIXxa*)Ln+Y=U#1S|!EP+MY695?dYZ{sND(xKG zJnNthDHin(65hwop?V`4?H^I630QD;qzJ451)zDUg(lXNz5H(FMmie4k57m#l+V4~ zs?YqvQlrcf-N8xNTz|xbRVMoPd{rjOUL5}Y?Tgp8i$Fwju}`i3aW7~cr zw=Q2h5qc^&%aIglWb`}O^BZ&~?} zdq-g7c7Br@w`Y)aayas(TCHB+^j9mrY}wb~ zi}KH(e8r4l?{@alw&feitD{t6JL~S}FDDpy?ki$n`+BEy$Yts6`Z{ZBd!J~vWuCGl z9&FfH-fPyBlc&^~&<7Ar3wiUenpEpocFhyaRF+t;T&Vz*V0pAa!q9nrA#dn^d);=DCvgtU1PCok zqXy5Y&a)1*3f4be>A%5l4jQ;i1BqvC-UpxTUq74AH(a~&D9W>)6ddQ@nQL4tyPeoH z7Y4Zk={z<2b&0q1Wi&7!+(kf-!zHxu`@=RfoT&&ibf`XCLk4*Ho7hD4S6aC(CNb%q z#g}sU5(kf$eDR*I5>|%;t_CGY^*zpSKuY$+A0~BzE7iShUb9YVek+6`-TW|TTx`|P zmxG#`Hvn!WU8rWxrfZ|*_uxpJ7}fr=^&4zjT5qFAhvV)%p>vU{?}or$zLfzHo7eBX zDFa|;s_gGoq_%vlP7&{xf2+Uuvhj!SKlmQ2_X%sbc$Ngvn^@sSTG^nd@s%>#l(1YW zVZXJwru=nDM0ZwQ~F`k615hr3FN!LuJQt{=UT&ax%gOs9#dIcu!l~$}Y@b3))o66k!~9 zo3qi1d(L6_T$YcwymRm_t35z)pm|7+hDbp+=IM7^xeV;fMLkfBQm>s4b$uT6YyI|n zj})cDljyfojfp(%QY4W1>VkO zopZ+-&nh^8gR>nbTL-ap3%nTv$T!>2M-g9k3Pf$Dg(;rInfjnx$u7Xny92Dr;cpX=;@!vLwhlv6rF1KRZan07A83ML z%#6>!{L#)Oo2WG26vdrOpEc)#m3y}+KLEp%A4^{(^ojEIhsXw!#2sdhqWn2RKg!Q zzE%~l+GNv65}t%gL`~L-9Ssa5M=nxL1;?>M#fid_TE)#lJj<;uG>Cw{e`v3Q!y}|p zllM6!8xI#fPfd-(@5Zq_<(l(c>Dph)o(wjhyP_R$n(sSzyv*xbrnULa>5tFhCe3aH zd*$nYqD72Uk%3;)a^~)q51`xwCwqF!cbP@FMh*;4Zvly)3PIoANQNbP7XEXYDAx@RYT;S z*%S;Rhl^`;JiMvO`t{e|&4CdosM{U(GPUTyVKQ=I9;%a+>!*H=JGu~{g^a;o>Cyl| zUmd-&)u%&e6f1_Y>2J>SUr%S`zNV_GS!fSftkF?UC|$xN=;8;y>Ta59{8yU-SeGeA zn-TwD%S7z9xaKx56oTRP$_cwcP6d!C}KhPtauV*tnb*L*XzSQF;o$Me1Rt@@u zE)c)oZ4vdyQL?=pW>iIAAg%*@Q#uHcwU>Vk4Wu~zIy?GV^_~s4MMUVGt7DXVWB!;R zP4bsVk{R_4)A)1aV*ZgkgmH1HpS9?Ww+0)9Jm~aA8+JtIY#*&@UZ*~_qQtptF@Na3 z@}$Y-4X(Gv9cFy@=DT%G1Jz#gl%NAGL#yhY&>$6iccQ{>$6lnm@@-$}FN^e;+A$&r zS-U@O_R+7#ovz0^L>C&fgX^@glE0E%GgwEE88{tq3jMP>i@F!AvigZ~*%VxhK zVfEPuJY>?k)Bhqkq6YI-A!gwVe#Lv8S4}^O$bhN|ReZkcJ|b^xf-|t0JG4IGAgYhu zWHS__N5+)rFzpzx%jCzP=1pfO<{wDEahPwc#^ItYb+CrBl1>7h-o7^G(c8X7#r=^8 zO8b8QsOCMYN-M)MKG4_xp@#|9)<{1=wT?6vh27**bwP8JD>-c4I8s!mtSd-$g1z z*y`9Yz59}EIHgnW4Zp|QW&U>%+!eWPUS^Nka&kQ{{$e8#Zy&6EZ$fwGwk5l9eMv1+ z{V+n$%+AW(r%STnKUNt?tf615vIO|rvt}1--1YozWl64~%DYOw{pAlG{kGr3;27$L z@?^b#_00|WQb>SwClCBHJT2-~}@*Rh`0GKGo{aC;o} zA0%qF|TyVCj9Q)Oz?@C|i4FQlY%>hRKWQpxjT1eJ3q*k;F_B_d_+0(zZ z)Oq+t0zIA6n`0?qzTN}g%zu;YCw*W@Q=SA3Pxjo(VlX0~&y!mFSSj~V%c2S|6K9R=9x;1B-;>F2w1ZWf~20`K9r z`YTEB$OemtJKL^bffo5U(-r(`jI-p;BYI00`4$uDt-j2SgY=CM3#jn1`?pWc2Sw1kyyfnkwf@nnbd zZWoB7IpiDHHjCc`|1idCWY_eiAXWAc*yv;FYqi51y_Ba5*YG6up7;za4u~ASx=DRF z81{MpS`dkxTtk;#C;WrMV>wm!&F#>&!`v41u&dd^Nb_HjQY(d?_y(QZb_6-ihq3&b zx6_>itSpG7s>%~&&k8l_nvI`2XpZr6ZNR%&qkECK9HihRzce$Z6p|F*rnC%%B$CW` z?&UsG23rDfQn)tP%I%nh;+wyH@k7bl{psf4Q%5?2cl%A{K8iR!w^3K19!aPB*9r)o83emp{l*fw>LNb*#;Hwp9=alA8yb z_LRbqalpoIeF~ZOj;o&SdTF|R6O+@^WYI%*8jmo}XJo{lnH8Zm=Ej>Sqzm`=kYp!h zpCFu;n)W!Ro9&Uhpri8=93zHZn}6j5)Z4*fD&>rH?xd5hJ0Gwmou90hQv2bvnikt-wSIuyyu30 zgIfXw198%wM+KNJG+qOH(jVdod(&#cX1^E^(sr+uB<5({`)zO0>du(zn!5K|_IJ2| z+6i`e*qdpkVs1*+4_ClS`Ce+~VQ2nVBG|L)99VI-3D3>aYv5*guRg!qRXyRS`rpib z0&e5oxve+PpHmT@ew8Yx+ic(l^Yb>H8w;F}&drciyYXL(>^J_3BsxLu$EPxWYL^9F zja+G>HJp5<+!MN=YVdyG2d0NQiG3D-^R3^mBl;WNq&D&L|J>P?I`D}jwD;=pIxd$! zqq)x?$KrkQietai7WP)f|X{< z96;<9**114w8v*lna87DTDwNg;e)pWM>geQ&j9G=dj<#oVpP4iZ$ZS*I+uMvL7)iq zFo)gOQR@F5;-~|n(iB; z*7`Wh-eLfMpdBSnwXpOMh6v@fWPPs@0O1$rbp_3nL zc4`a`&8%j7CAmi05ldl{owb98PPBlMk9&gi_T#zNi#vl#x<+C1EnW)VqKfJnc*y%@ zcKu>~eRv1#|K26?xgUv4mP!-`aY+Jwkq*bk;+uVUa&@aoJV8Wa;j>B+!#N&DHS5UJHAYeK_S^s<8#%PT$ z4bXc5_`%)mFRt9n&$XVy=&;^0GEgOC*R(4h2EH-vPws}DJBuNGXoCEk#( z7}hF{MdSS)uW-(|4LiMJ>^(4m7_iH52UXi{v%vis(am!=Y?6*Hh+AV<0u;biXlwo& zI(lp zoAfpi<9Fx$>jYiN>1_uvwm{oftcTd4(XAdjWaEm+>@ zkyzhys$Bo9@8x_`aVh+VTWYVkd4T|o7`K>N6_@^C2VK9({pzqXZ^s{~TAI7%xlInk zpY>&Lt(qc{%|;#y?)!WzaM63Y?vf2TPf1*?b{PqYJ4-GeaWxkQ2vX}N1}MT8l*>J? z94WW}1Qfg9{{(BHZ1s$&&_|j@6;$4HM_e)k*r}bnV4obIB@Jq_9Tn);3A@A4Po1l)Ay@d!E z10NQagLk7e_@es*GeYPJvJIz7ir()W}v zc5R55t7YlYLwZ|vzf{6)m*IQ_9}n6tty9Z6)1H1R%dIE&3%h~!URUeHkr@PigL%;p zMVMl?!_KB+U*lXGv;=!oz9 zC9%!NaU3kMx=`($*jO#g4nPXiqxm32jK!@Ay%gSG}H*19^Gaw!JRZD7+UeT%zRud1~DrX}R@z zZS2V_2t?91UcsQ0XVrC~J`S_t^*ALibX_=p#wW5Kp5GD_>{e6dQ}Ai^lv7qWnR$V! zqA}Cr+&ounXh2m~@XM!AO61PA9b5|gPL73{(BPb`4Ig6;^W9#YSpKEXkyc`hFAL%k zU~`?J)!}N6{&BdP>^7wMf?g5!$Dk1SgbHMv=kxT%?i_<{zFWM|i$n>ABP*1-mixRj zkNc^v&>(m})$x{Enw2|Nek?e#8SMF*@pu0dyZoWvJLYaTFWa8PayQFo+rkuoS87&`;LP}5UAY5W z0GdgpUx!Wn#D3CEZlIB@B-G zwcUjii1?&qzrFdEG+3p+iY z>8_y1pvKt`gmp44Lms|cdnp5aU(}oZu3Qo8(b+Fdbpl5Z#Clq5t_H7G_C@iq!=p#Y z2q^GMd4>*kK9?5FTJE)q@;II+51qCSQJoNnaXnGHwdt-6!PM;~&$Hl=-*lSA?dQ`E z8GdzG%7cB!#OIx+q9Pr;sf7ZRyA7`0&nG4HH;E!hzl zP5W=YwrOB=2ZE-~+If8S!jb|}sq-~WP`V&*AHZZj-}cgAgun-wKqTZ z>(DQo%|tzIqIw;MknTsow{tKX?O5Uthi3!Mh;J-%9)J z_QDQ5<<|GfB>yuwxLV+$|HC))N}D|4p;mVUUEyYJ_Yb^09j3b+GHu5q$eTT}t=L=N zZ%A=e_)VofdPz^?zoMV7jk@D0Q(zx2*{n0w&=Qyi9CQ0r`fA2%3ptz$JvXmCH!nS* zH!1y4{qM2-)cWIpO@Vg5rY|BS5hab9(TdcUEiv2B1*hZbPhLWR6Y~it1kuZ5o_A z`&F;GMagFSGNiYFQ}3TY(-(*7ucFX(+Qijxi`_ZOLI=KD=hjj$Z~*}AJ~DXUQ+v5L zSyuNHmwdAWwqf3=vjPVqL~8JXMqLUfF)#M?oqJk2xg$I`gnp&e7CgK?m6sH_&by;S zNrnHVax50TK^MGDUJsd78r{F*+`N!h8?R5cT2bT5&EJ!qwBfOW|G4dt=x3Ew9SzQh z&q%rQ6bK*6z0M^D#)I#E>iy0gwz-{k_BpL))@A2?iRnpRe^{_ab-aG2zR5gbA(%m7 zGz^Z7F-`7+a0N=G9p0KkVRt=G7^XV?ij9f2KK+pgxE%0$DOpW&f!3JLJbH+o{C7efD1o2}%p$-Q@O6tV{$qOqJ9M(YlUd(Fi zI(l!IVuzLMwuSu#EvX$ZaraWxENaflOy8Ktd0DA z`Ag$9d)io~rj;N}MXuHga$IH&muoD|l2A}ZlH^)@3CAb544&du{?Hury8lq(uXUN8l(EnF%NkuuC}^Yks~j&A2_8!9<17}U zYhn-d>tN+>$qjNxD!86{ax}jFg%gC?8={t}=cF zdE1HU_Xep)FXdKQRCZ9GBb2Rx5B4Ao5+^5g7$l0jJO6lYAmGOjX*VlbdZZW6xjX?e zT;t)TX(ceZaY|-?Yt_wBR95|m3n13qd7%Ac>F0bW+E{Lh(jOpe z7rgs39=fx$zkA_Gc{-FH8Wsf%TpRZFXR+%6XY6`~4_?_GX3TbwJ!4tTA6Q@}h0zs( zZXCt6L+M4u^9(4bjB>TtdV%WAY5f#97r2%kmWzaG!-9_ED*|wgwO@vVr{s7z<(`et zRG!?5gVE)agsm>D(+JpG1*chpj`ZvK#EQGFsJwU4T}>j8#}de~X0mcl@3T4THJvu@ zHd7x6w|!&&dJbONdCiV@sp$`8Whck^Z(=P?9^uz z$Mo7xDUrlA1|GFWWxbh~e#>j6@Ce5<)EN%yjS}J1SKvilNv%7`#Tx0ebb0Ch3T%36 zou*wG^2h2Ue*-fib1vHX;$gh7;f9n$tBh|x`;}@-Zvq27CY}#nKAiE7MX#7OeyqF^Z#4H9QOe{z=gS+{B%)^W}uU&7JZVo}08s3>pQ<~n2n^-NN(7DZ&ST0-$%a!yNbyw$rqdisNiool04$I zRerX0!~aq`3}#_f!gB){M^2 zi6u79MZ%po18=nn{K++{X0PXRB9BXu&#gXteeE~A;PNe#k>aaqJaKD9du_q@0sAt$ z0)V@~?DNBwqZIucj2jwgtdH=Ax_6ra1CDX>Oe3fEe$s~;-*U*8q|RXLQ{L{_z&Gc6 zQFMkd*7&^UPSHy%`E?yTPco_xy!O1^Z0B`!$0wbBX(_Eid#@=mb$iUNv3ix;pMPZkJ`98 zd+u5gE)s`RhTR=(YM@GK#{$lh+;|LkO(%bS+BnHzDFB!6y|#``>Q>j(*Xoc3T{q`Q z@vEPQMDXeNd0+C%*=tvVqxPVdISVB|yP~Ny;K6uFE8@IYXf%k@$Bt~&JSMuZhX-{m zyOQ~6Zff}sL)C0OpP=Bd{w!qZ1d$`KQ2 zvz&(26Qgb(%4<9-o`xHOBR#NKbgr3GopC$7xZf>|&gMD~qaJ+V-ZOMD|F*2^KUDBZA|AJzPQN%F z{B=-s_#l^z z*5{BJ*!Sn`0QWE@(62948J*=DgiB_8ZnFJZci@rsU{<-fh)Oix<@1Mtl|=)n`m+xv za&M-Wh=3OFoYQj=+K74M#G6cPyW)X-5STo8jZS&QdAJA)j&(sg2^inK&-`SwY?v=o zb^TQ}e-yyS`K^S1d305t(a57VU@zL8-1zeMZ}gbD7+PDRtkxN?n?(!n2wLB94%uOO zU2bdPpT+*EshR;rTiBfmwpOTiTmUevftTL(pFX*e#;r&nw!!ZS=4_K z|3!$FU2gOY(W_kP(S3heUR7@G=tO95NukT zDRXH!eW=Xv{x{@mHj8^gpDVIhpLJb%^{wVstNQ8FrHGflc2m8B_P%cW(G-hLvn!S) zzfplc#JQlhJ&JT84KW+u?lkm#vk1ORNqUkCPwTc{xj+Rqtn^!c!*}LjPMoW{A?>c% zio_X}tm0Gg)q{7uAGtLHG_Cta6Sl!+x3YHd>`E0dNfFeR@!|e95O{w6RsK}8y}Txi z=2}=eu42HseJNks-|K&EN>KIp{=WU@HxT?;0iP=Aj&TC6iEsCPwqJkJez??t@MFbJWfG9yxf<;ga z|KGb`?pyb`T_t$V-fPWSHDPwfQJMR#=%a?a-LA|c$>S;VOOftn11Q%e%UizmhI|F< zMh29i!@v58&apl()2+RCg-Z6(i`4;6KHr!6me4I&jEU|hIP z#cTQpXb&(ZEiSK`e|e)C6&Jnn>4+hJ7n$2bTKYv`4S6X}s|qX3?|f&45IOU8ISy;J zvgIpri1{trb;S4HOfMm9<252}&j9quSoi7#oti*}d``10YvJQxj28XHJGt;jw6?t6 zuo4_;ZDG#scgM}L*sgZ}w*79m*n_01vOU(*clRwntgewY4%)&U24{ybaP?S)<5ek+s_f z^Rp(vuSEC^OcQYYQn-fbLqytDw(>V#eV+H_{V7QP$_ct6lOqFn^EKny7}oF6Wa}M% zT{b2CPN^AW?zCkxu$5{D6M)w={YH0Yh*-2-QZ0X_vK6%iqgh6Us^3UnT+-IMmA)Ob z*XlRB`+lKW|4}vUQEJy$;~8bjEjmM=WXp=zBRNj>4PL@{X7I!+rt!cZzt^^KM)IFt zwGvD}4eig=<{;_$8jJGmG3gHL_)6=c?>hAw47a^$Lg!(<7}7@DUEJjB->Okw^i{tr za;|%wqA;>HX6sSkfv~w`uX(=(N!mwiI6M(Yv$9Vs+^4L8scVr!WI5idFl*8~5a7je51dXGVkDPA8m}3MD?T3fCS28I`pB9`7+Y)L z?&7hap>%ZFLrs@OTT%LfzrgNF#c3m5CCg!*T^qW5^{>&XG}|QnWgpG_EvT#j8Sg%; zV&hM(%$x{QOS<|69CePEQQOU=xN6t!bHT%VFf}*}^-5j+WAlQ={unKU^X*pb6y0*Z zrJr)@@iFO%#+@XGjiO+4+H5{n#nxw*ScrA*unm#6%frTbI!xCa zE!kT3{QdKel9vB9A)LK`?yrM7KD;S+mC7n*?OIB^)rV=2)cANerM4r;{r)TMpX^cX z0Qw(U?X~i`R;EcKaY#9pez`i;7L5;JlH{^#qbu$y44F;O&~CAAKL>D48}Z}hg{*WU zr?COQ=vd$Jesnn3`nQvmtqx4o>+0KFZB7S+7L{*Iy1&C^6(M)k?`hW zHm67av^IFzXqOfqPu(h&{5pcPPgk%e+`A8yES*=x4!w--;Scz&rcB|&-)19EZtygg zH#?cq-o=gT?BR@G#x8|)iFQzR+5ar|?BeA|zIZ2#96_>cvmr9eARI&Gw)yD%7U4|H zd2q3-<*HmBStkY2`d-)9z;RxCyO&?Iw;n0#WdTR(hEm5mB~Ldc00%;Leeh0MU|34Q z8jC$6gM2f#U2(0SDP^+WX3zHT2{ktpm+P^bCl5V+)m#a)BJn&ux2sL1!`n(&>(RvV zep`c@6^f5$Mlz|5?u%fec>j-U5q(~?(sls={vj<*?fsk8Ymw=KeNYF^rM z?WXrT*srsH`>Xva0R&j@B%S;!SLsI>KHu0r=r2+qMyuY*N&il7oX&(>$|%DoBL?NU zRs|L_e?0&kb9-Gl-ODVjO&^*eS*u5_OCr!donD4(L0ab@Y{QY-t`kV!2kuOx+xBSF zTyI)Q8ku=#&~`6v;Qq0zh?Aq6k?nW0|EFE|1~rZUX5=5GEg1d%yfYqd8Q?OLYe*Jq zK`WSY4z&H1D-kC#1Wf4B6i>|K)_9Q>DzBXT-S)ZJ93yA?zAY%d^ywiFt90O`ux^5B z`JUaA$zl9zJ+lK`9Gy9W>px#F?u7>z&LRFhXjC)?#s$?OZ_lYu>_B#Ked3-tx_!TY z+xBp|Nm|w-w~5eD6$^P1U&-@c>Iw-zYv%{L^So78V1iwSzCI5JzS|+tk>cC5hIXH? zQU8n#Ml-k8lXrRl-F#lzS>mpj%3!y=V04o{HHF@KVY=1P=24-c6lJw)n?4ZwVlLlg zUcNs5TT9?NVq~O)4{8%}WG$O}uPgjXZOk0K-Hm~5&CRD5gw$dh1?7d&udLdp-rN?! zHe=zF3AQnsg;NDrnzVZ5g328ssbAI8da@yW=tb+X>isD<;$|I?{Qa{YQo>li4s}&) zBE@!bQ|791_cJIY+~0K!Jj7{l*PE4!(xB-yxhb|nnycWg+Rt3Xou44vjR4Xbu-6&; z1AkP|uB=KN_{cWA_!yGg+l2hBuhV=ZnUq$&q`;f;r#-`GjaFy$*t^vLB(zLJ2OGlf z6&?tAr>o1)_gpatN~xYE-}*ViipVJ~cE~lyEzLcFb+&Ld{~OESnqYpS5m%V+KjgTNky=eP$$Y5>p0h;`<~tR6awd;-uGTM}mcX$7)Jhx4OR-EZWV8M@ckJ0Bi%EdQ zFH9$E4Gm6CRT*?Nei@Cg$AbbDrIVBMlNK{;j?-sOxk9Y!g;ei+&~NI)-(hj(>Tj`Y zf?8`a`pS%M$7^zSES zJb^OA&nK7X)yT1Nmw(XD+ZqDZ^$s>!jr0284(7&UTA9x~%V7?xwf#RpOzkx~J!iq{ z-2NM6UJIhf2(=n@9CF2I#6-Z0i|q{+-ry+yq5+!wcA_P*+RoklSmDbX$g}>Qfr_>l zi+Xl?OtcD_R2Q5L+YiEL5Xremat`tnG&PcI{Ib7yV9U znPSJ3;$B9)bKBcK=C|X07hY9Qde68vIl_f8HUv*$j~oV z@AKjuj8~_$9ZlsCdH~zO(w{W>62wNUb3z)ue|XZ{V_@5f7 zRen2dhB6#<`1tW8lad30rTBd|*C|MiE#pE^$>26OERnCn?umiV;NpDb9#Dth%gNlF zU7>!VRGW>QPUG(TuF>0j*E%6gXq zbSe+wE6&oA0Vri^zx}&P+z*@jb)eWt5Ir7Zq|wa3K1laO&svncxL-|;Vv!pQ0n~Tz zv;`OZcQfR(#@;*xZz;cl%Kvs<4KL%VXdlzMt3%`PH-X6h?uf?9`j;!5YXK3XfO0Ud zmj9MDz;zN70*Kjyxog(D$xp#uv%{;&|LsS#@Ha{LLUBG_l8MQc1pYY(<} z%^~?sL!n<>b;yubIVTj!+>^VBFe|drwxiAF$vc1X*8mN?<8d$J(f8EJZhm*EuA;yD zOL%Vf`*utF8*@i>`=~CAC1T!h3C2=?z$Ot_kbMw9hELwwa6@Ei|ry=#u z9(!c(n?O>I{T*Uota&;YoOS=nbu(Ch5@H)trhxr5uhekel?1$%KY#oDb3dgA#BbqW zWwBGq0~GWVha9fV+Fj+>N>W-F*hLX|Cy$y_{vOia@#4hbECBQ4b5hk?wLJA6Un_|I z$K@sgw1K+7#>>NmnOMFHkT0F=RI^YYxHv)Oe`%Wp?oTOEJ5KNmn~=JiZD0X#a}I>~ z@tfOna6%8=y@avC_7cy1WxucFK1WjvUK6R34iW6y6N%yfu65(y@w!5a4i7hN7W#+hHGS8w$TbCpbj zF+E@H|M}zy!L4PsOhpfAwZnYS)R6j^_@O0ENCxBbEq-DJl z7f}D%kp9k%QeqMnnmA;Ze~F?-skv*GE<ovm-^3AK{Eu9gAbE!L{Q`3#c0))h~p+%L6?=5hBtRO`G=9&3O^G!}fV+9#u~ z1k1kqo_x;t?CdIvmAFg84<(y?uhV(1Gn@O8X7-1XQ1EXZwrKa~vt0Dpb~*MQF4mm^ z6to`^5ps^%Y79Xplc8#IFIPR|!0uI8ObCr4OD{j@zI0UyuiLpvT}$D;hsI6SLp4Gw zI`9ha2WRkyX^#@cguO3a;N*|P=huVuIkP*5Z+l(_`nok^q~-7Dj)~7m;?hI5c@_^r zBcxU&xNnLdAXy3u3VTL=H4_)jL|txx13V{2)6e~WRqH|hgmjzx8%Qn0cTMeho`9fz zrr9`j+IWE#W6>}5UuqP849-hk#;eeFYe3=h)HzN_HuIFe%!EWgRNTw!yeN)#$a}P^ z@j_o%<<6IP`7g{wsMC+s$z5gXzC+}0nq{NgKO3BM(!`jR|A33^M99`P+1kV}kJbmK zcr4w)nmy110;3`d(KcuX^LRn;x$$r zzB3R^`Us}Klj`4pmd?O$Y7jSb6>U+wRA1HAAKg3vWr;9*A;vZr^z$(cQ+a>b+LcXxyk)HXTAA zyHC7AY9p(1I`xe?$kClp@ydR5Omk3T<8{PBK89ehMOJ(w|4Gp&+SUOf~Y&7jpk3ce> zWcyary%cKc8-@M-{xB7altUH%8z|@fWv2d6yC2H;8PUgs`tN@RR$UUw2KyVPh!saim3J}=f79p6%J>oXuJEm| zgL;(*WaR%y>a8h?vvMwYi<_~rn^f}}ia~R1#KZE`CtsstGEU~*A10&AbZucG=9}B$iE!n=uX_KEQgJW}-d{`n|hyxn?+ydr_|D z^2O$4Z;o&#Y>K%4-m4{Ih@oZR499_gFcuH5PE_AmJuaJ!enpjiHyM{i&Cg742TBI*hit>*Dv zfDC*z=DI8jImX+shV}ea#i`?57;d!_%__M&FAHV)`&)|qbCJq?PWpVXU@*?e=)S(- zfAy9@ot{Nw*iFA=j8fd29lOOI_WA2(Uz{9G4*hBVD)9$;($Zxo3){~_)b{DN+&BxL zb!wj@V^d)=yq81G$9~bcoc`o3EY@VDSiVK6I%cr`t30`z(?WOTyEXZ*SM^C8J+^%NLCkKARNKF4FW`)j zS;iAPf9*}Ri;?rqpx^%>d=K(Kr&p!dYyqmYfT|U4vS8{T{ z#kD@s_=}Q9^K_{f*>wRM?N461FK@iRli_vtvNzYRI=J&(tSpZsb@*r!m#f!lT1gcq z!Uw3`&bjO>-vWe$3Z&JF8Y=~v-z)J0iXU_6;H)X;k6APAE(p(q9O4LCS!$!wCaxAQ z+;^^Mb?AUL>~)jynx&OFRI6=ui_PQ1K{cL>@=4oa*_Jir*Rjzxk{=<=y8fwEJZ7;h zf%|X}el7eYl*?V}7|k2|G|4yX6GW{yr5iQh%!AVCH#s|GGFK7e+aajbZ+7%zAU_8n zZhD2tbabc6uh)56p0xqA(Y6Sh@*hjgn?1u}FJ850&$ntpRq(AsyD2yc{X*rI-Y$}K zeodPcLL7#*UbI(=h1rwYPv((=o9;2f^jc*0X&zs8kNr6o^|9@pz8vu7&N=vh%gP+U zg9%>@Z_*rThkrI?iGphEElJQx=)2OOi>>qPBH=OC;&J?Tg~K5VkHpo9_%{A3zE$Qs z>z|Y0JkNjE2(*uUAkdCCxpxX)9^QK%ey7oQ^sVNeo>oO8Jx=woqy`I)KKF4ObCD$N;!&h^zl4H0il z9dEwxPnp9DP(R6cqQS3Jf|&UJJpAm3?f0f%tm@8p{2X2({}BA8ahi&!cGSq*rQrkm zP^8Hp%Djy+&rbcfAFsCfBR8Azn|*%^efeX3_Rf_sYjtE6L1*jd#CUs$CRs`BB!~44ZT(gplB6hy(WwVBNqoMrLTh`e# zA#1IVe)S6~l|R<2;qunHkcHfBchWMsRKFGq4OHw*Kdss@`z=$Uve{LFIuKUl*L=6@ zywUK|5t*PuKljYe)4q-Mv-YV_;_@m)Zi5gyU(uU0m;72)37i3Q+73L@%wi z=yngRPEFf*d&GvR8{lyGXhD~^quliY%lXXQ)rD}k$khs;XWZ@9r{EjbV$g5%EZW8U zhXD@69P*5IhwFj6d5L_#l5qQJd)@PPRcmeJtHl-ofj({J5!SEIsm7@5_sS=Z_>mw# zOk|U{2)<+-HRV?2huiW>Ri58xow;W8M*)% zb)n8Ko@ku{^c66i@a`91ke7*J-G+znGh5*$+TLq~S!>Sx@A|qPGAkgOLD*G*?V z6PgF|;yZ5<9407I|Ol0{Fnr71qrcV0q-IsUiBV&_lBUXA?1Wq~NM zO$i_`EiCKBVLf?JJ%ndr@WylreDUbovldLRC_pQHb4&7~zSkHQEIesCy8=squjq*Z8piUjs$*Qf^bHvSFBnHeno53oUGCeG9kYzVyl; zADtLKB>DPh&6xaY>*em(HorbqZpVo*-ah2(2PvwX9%`9kS* zJ|B|a?>;k4ZAhH#AdJQO@zI?23fVUp#qy-k>h2%>Zp79u$4!e)lz0;&jDB5E^y8q7 zN_~QE4WCu#zHfi8z?rGn2i|h-SItqevi?oU(=+xg?6BD^8~NL+l&VVuK+ugU7Niid< zp&p<{_Yl#x(X6|eug+?J=2h&V^;G8*(Z>RxVE^Y$`^F! zLaEcxl7G=22((!-HoH4QC9`txQ#xKgbp?gQdZPuL@kzG)s~5>Z?xK)Gf+|cY=%?ph z-H$jK`VXgkn_qVQd>|KOG(XqM`Wn&PaGIU(fc44`@Y3Zrs|sEit;wgMbh<;#am7}F z4E`!k`Z?O(X?PpPjh=Dl(E-HFAz}EqT&&!C+Dho%)#fi}+4aU4yJ~K+Ev?j8T(s(< zJSfns{8D{a9V;r`IUa5>s(QTdzSRP-A%FU36QSPlx43b*l5mZv9M z*)<`M&b*uBIDLyR$^`{WH9cuZ_~8tDZC$J>rU}?h$iVq7wm2xpmA*W16VHbk+l|eT z)l|#<`=i&p)bbRY(_ikzawD^m_or4Ux(Ozy&E2OkLDBzab2#n-#EfLejQ6sXU^u3n zqI{aRPh4uqesfwFca+wpk2l@=4rnyX=|}9W_57^e8F_463%TwB6! zP@AG@xBWYhh83}wJKlwYL%m%&v0ifGr_ z9xs`z=3PFpMx(a8ep?I-o=Qii_*MYB@pnl74E9W`iamwqCeVU28BUE_>18 zog>yyg_k=;8ENW&FLe((jfdV<{hS`r*I-@E+SZ$PmMB83F8g{kyQ&Ek1mZVwsb0FS z<%t#{PewCHld;z|37c*!um1AjX;4mPZvw1I(R`gA*t5~Qbl?sM#HjXn>)(1*5HT>K za$d)iMpV(#ZIf0v*mT!!pxXm-9!%D`(b?RUzY{D#VJdsOwgnTa4HaNOhQ+>e$eWcJ zhwePLW*w)cT=Ovu3QY@whx$VpUH(cba@#hqq^4b9#dbVv)?Tk1kbCca5<7W?<4{X_ zF`W-4SbKO;9qK)&9CwD%rkZ1H>VC>SLcAGYdQkJas>X-L^RBU(IG-qn2Xnlw_NK}% zrq25b#0=3zW^0sWFPZ~9%^)jM`{TEDN?(5_gw}&T%`}G9ADKOO8o3vO%BxhkWZti# zC0Y?y?E>5TVWlpVf?EmvswV0s6yW(zw2Cu7@Dy8NfmADiWKLi_=cvzTR)L*Zg4|J*i7-VDacK!UeIQzReRU%U!Z0Uh@PQ-ISjNIzr}9$$v?KV+N<{v zs{s`$Q@I;yKr)Bdv*Zl|dKom1yA-$~n~dXzL%++nG{Gp&Yif6we{-;XJJ#|wG4Xow zx!+1B>=i5|8V`w&QtYD?vyIVYmdNE}qAH@q6|cwFCQ?e(&L;OBv9zq?7XZMmZ7?3P9WR{j2{ zI)sDnqR~VwGiv28HhcTFnnpnsHnG?C$!_$uVNaJm&EDXz@Znq~s!b7s1=wG174t?` z=o~>C^p_OFt`TJ8MtM^qzK2r|8=;sH+#UGotn=;)&F&_-symP+>315IyOplwmNW71 zEr*ZWyozp%5IlOF`x>IEaLrA2g`J)(H+DB)z8@N=E~7Kxq!^M^g~mgN_|J3yW85j8Kjku5DvCeR-z!^^;Ver@!6g= zV{yQygD&!ZHeU4RNGNpdYT%&+5K?hD;ee($^jBDw*K0?#@9hVV+*2)&BzHhz*HDR6 ztxn0i^Q;QVj{Z&z$zu2li+`0ImIURp6OTWU`>pO0wKT8355?$nx#tv>5LrbY=Ai`Kkk$G=jRc9e@3!ToB;JQEwA+koV? z3AHBS&Ng3R7yU6lKQAjK_Q|uHe43-cGPlg~_7N9Hg-Tb}-|S%1W{%r(hIkj31LFo@_`uh0#Cm{N6`6ex}6EUJFI5?kALFWd$A*+9rNAq~D0()B87 zf4XxqMHZ`70qWI5Bl|$^4hKgx7wc)k%#bap<%-_)Z_l*JI9DDpe~nu=RZ6J2M#zNV z$wKKd)f?G`=-dE{zT6C7O;~;Yf!NdQjOMqHIO_(zF!>f%r7FZTSqf5_LkCKOjP=3!O#t22>wWtr;qj2bd=>Z`P|^skvF+cfLMB zu>GyZwkNTAWG*c6Y%I@T|8w9qs$+0Ev{}cy=I51KTeP_T=nE278_p@NOyG;b-E3!-u+nJ|ZH(%JP=1FB%vF3N@cY7tP6)Z%=pObE<+TI067dNav z6m3%!pZV54z0v*V3q6PTOTHtWj@hzvF$NPR5EfH;>WXdI0Me2-a^}2ryA{^oVq?&$ zH{Qq9!5AN0>ao5;%(%iUZ=XHpew|*@=Prx)8vprst!_PVcwp)v5*!a5!wdJ$)^`{Umhy z#`#@-5O07cKoD^c8RXvN+#FqODFMn01TOL!dtO|xPB#9cbZC*-iX!vPlXs$u4*XZ{}2pWfM$?wDue+G>?*OFkk0 zh?ZTf2Ab+UZDdQ{(DyK@=>VI|PI`5Zxu0KJI{a|ohnsOU{`)btYp*pTIA4{Y<5m`K z$HaHJ0U#NSn$pr!qqcPwtILtB|0RHkE?cUjvuU?g{?p1se*v0+r_J+wz-d;5W9aYc z^9>dg0*~(zhzwO4#uo1R*SSMkrmZMzY)~&vB+aPS=3VjiLW_q&_GzW1*Gmi5_i}uf zB-xs4-RC_uj8?SeHrwPnETyI_Znk53w*aAC9(;N?wm6ZgGcvu!cyIAY90YV|rSNg< zpYtUuU0$0{@XRUjx_AEse81@9Tz@?2a!kvvPL!qDr?v?gxwe z`-;6@7{DAA2dg=Er+PcLGC{oyf)Y>N$5w}V+na=t7495tHF)2aJH_BQ%vyNj<&oab>_ zg_eJ5Sn5^VUp_p=wcKbn9$%H$b3NbA=iJ1o*Khd|@yrBD*nJ)v+VAi%ElX>!kQF=aoH&cu}QXHHgqt*{SJ}vR_C2dVIj~D5A?Z3yB z@zS=$)wTbPi6Usw(P;PCSh$+I3ZD5VGYSzEnGKTkUn@j|=kHlkz1I9Lm;7Ah1=yXd zDG;eyR@Ee+;-E@b{!XkhpC|_*+b^aiA#UpW?~4VH_?dg6F!U zMDJMlG^&(e{5_V1Rd1N~8uubr`mJjNXb@|w_2vu7hD2+6C^{=Ihv*`gG=3ISxaRG7 z!fjtM%nBZrBfY6YB)7(<)4E;A?mg@h*YGFF8uzM;Tc0WLSn!K_7O_tr>28JvSO?$c zgX3}zd`EO&UjWk82mt5$l}0b}-NtJrbU);+dCvZJ#D>)&QD?Y9tPDU!y_v_JdavA$ zn&$dPi-ZNj-!=zHm}U2**~?=ShVH*+eYUlzS6@=I!tqwRbvDd#bxy>>^-k~J;a{Iz zCIv+64pw1BirC6+tPhvU+QS|LvSBGD;r^W4CoOba(cz{)p4>!yo_FDhd-#~1fDZh7 z+gTocDz`_6*7vnZ({-6?P5#bHoo}NQ-Z@J$ox34$r+LJ0*V8sSM7W>0drE`q zrn?=G!8OI&_M+R1cDM!aT;;ueXw~3&MJ;N(TA6OgJ%@PrS=nASLcs{7=a%w~>`5+g z{XlO!#T8KS=MsuN_T3HhJwm$6pTqo4mm>3bci}2Z2h8_oxSzw{IQL?LEs3Ee1P(); z$$`{!O5?A}HxzTVR!ZZrTo8LvWlcykVTN~z5h#9hTKjJ<0KPWx;+72L&tZ~7>(CRc z+1cY|ol7|furQ}fcGa&|b25vSfy_SlWuu|U8*OJ$>H9VusB_VJzs)6s>7_+~Sot2D zU_XhK`*Q~`im!R(l)b$Ry3g#b4(pAmb*Q%ZS1`$Ge}!O44us|Yl=dngL*^>9KH`QW z)(hRmcl8aM+xe-V+z0o1yS85V@p1(7Dl2>yZ}6cl*;W%Cm^#F%!YHjMA*yte!?Fwx_l+Z3?7dtOqcNtMtD~ z;nCvDhqOL6vBNO8B|qe`ep!rM zK=6JFC5tjP$RMtb>(MSJVfj@_V}8?9cWBo(MDQyl#TB{9XuBCZlPH7|5$~Tx;KaW8 zXOtloXz?FjKk?EhirtoQmQQpaR={+zE&v8(=2h06NhPh0uD?~Aky?UKU)D*jDne{H z9zfFc8`KG6L3`x1Bkpb$Geit?ad+ggfIF$KrvT4=;Te8$yY3<^!H^TEKmrRPnWw^3 zm)))cK3ty6Ea+5@|L}X9b9!1=&3d4YoIwZog;Se#0BL7w6U(b~ThyTJ-F;ULg$XH^j2`bqaQIGdg0K%a7U24X+?s$8_eHRz-*(s1zk1S3J&Kgt8o|- zH3zrxWQqXDD51;UPNo2Cd|eH8R^@ri?8fV_+b@6a#&xesf1VSDw$N$}T2f7^l9fL}=Q#0SXT|N1r3*Z5n$oo*;dRFfW945u_jlgGyL*K5}J zdZC&P$-t-V8H+6s`7bo2Dd>R63OLMzbScwZO>{>N1Qasj0tZGzpy9m&A4=JUSjQiWW%2L-0XURv1pCt_Ol*1WRn zmBkZdslGZriEO%~qYk}wK>ukCA=;y3uxZLiJNDDk`DF&mt=@XK07_TQn=l_b@>Hht z{V8R=)Xrl|KuuOy5GHdEu()lHv&lWH%L^Zw`2(^Mdc4q&TQl#MS(7tKA#DJSNn) zqXu~4N|_!v#_XZ@u47OTtZW-}(Kx_dbIgo}B|?)cvqpm6aToVE6J91WeJCt~`DDNT zmMb%{QM>M^dm@kM2h`OFOg{s*t~k0M>dxD|vrBXEhPPtHG(T7RWh|gA>7|(q_0ANw z#Q&UZ^7L4KAYyY;O}dS)@GJJB31vzc4mL6sqFfH!cMBb=KZ2x7&p+2K4K_}=VwsU$V^S8lX^e;`(oKcFh?>Df7ZQQgybu|alssJhUG{$MhEe; ztXieQ8*9aSx!sm>Tq*xfw=)BaWUT1wbqQO9$ZkTla?X?Tsx7QWk=dy$s zHe)Ds`>VyPuT0^O9G8j1Cbb#rE#Qp-yX|ZPR$%eIe$PE)Bjo;?ZR0UMf2LiPnPZG- zU?+HY3RvmSwgvaP(Sm(%Se4vSwK``)z1019+-6`7vCg#9ythTNaUD^G2_-RQV?0^Z zLcU+NT08w$u39@tK2+IBd+|4f?DQRmrwl-EcfudyHtHJ&U?J0SvKPWjNl6MAp=Q)+ zYBeq3)vc|&^jz1U7+2GO6QEv+eT+EP=~}GayLE%5C+EgRJN=F_<%~R#vZzb-+uZ%+1*rj}@iua-meR<~PBfze8_fQk!>$cVhuoiw`WoBzm05UW7 zq~4H~&$n5-)5sFM!Bcqs!4YL??dSQ!5X9LgnrQD%_i#Z+qI#_BCN^W~o>>WdgP|)9 z9Xfq;W8&C3@e!-Lu%2r%hon{%xUun?n!&u0xj}g^lWP!~R~Y5;Eszp^?G*lEC&^tg zu{%T|!A3pI`Wgc<4j-N=YEm4p7GMaNo=dI!gf03AONCwJMa2`^Sx6WI&zpwkQ+3+&>-0|I*+!mb{CjHDHHx4%$Ifc*dY@7 zhgN^wSbp{;h5I$j5#qVR?mslvDRS;B?_(tDj>CNUdA|s7QO#rKrjh^$+l$YhV8T zW}-a_O=9|W%fnM`q``$$-pTA;!A9mkiq5s&P%sL^zeS0NigGF>hvZB}rGrC7C@S{< zpEcj+%Usv&J=FWI^*s0e_Z_IQA9zD%hi9#`c55bPKXbHvErLaI?*8~Xk!GQwKDh#s ztB^FyWb?nFGB|D;+q2=1v21z>VWANfU~(SB`8BUp>5BdU?s9 zm8;~}A}8BS&z1G}j~R~+ET+2`mqcol_bIBK9uCHl&J z6cnyH_4%oS(3|Hh^`rHyTYFj{)kUl2-`4G?OlH41ZytRBB}q8#Qw4|{%nt={Rn~CM zj@Dl^y>!m0|MPU!CxF!%GY^Fgt}gloJSn z`*a5*+JWBa_@T<9O?>fZ&yjwT?IzL5L6`5g|CQOTSdEj@u}54odB-hb+*JJZ8o2*F(wvPk`I}KL2wX=_sj^-dvp)xp}* zSIz>jWzEKF7cQgn-$$#2iwt-bX52g3iR#YIa#iJ=zYM+N)VF~W%J`R++m{uCq@_&Q zns|Mk1~a9E!B)uExyx^Fzod9p`@^A)->BtsVh7rg92P{(HH>eUYqeMrSIEZ*=*RE= zo4u5vYW8hr!OBJstnjYNK;ZCsm>_|33T2>1yzXSNQ@z ztX@p63+sa8EC598Yh1mrM7iloVHy!=tQP2BbVQbT#f~7()hG}MGH8$MtJx&k*{heB zitQ{{bL({Dn0&rXv?Ro*ladKbgcRFW~c2n`{^ZJ%pFJ_?&D z1YQw!^}Wiw*EQNWNxy#HeX9BG{UN`=#!(35CMb;fJD~OE-aJ1q2*8kS$(G&>gazpK z#KPcE*&iM%(Y)Rz8HfX}fhK>ZAeocmGSsKLWMpm=^fUYj(y8uPYjO5whf`33QMK7{ z0jrFUJHTgJ*sy8sxmnBK?Jjqa`|H+W{YZA|e~8}D-9&M|@czyV${E%%ms2`fjzRF4 zH=TZs@@vC8iPpVS{xvO~4%Y_Q*cx08(w zdEPBycD$!Z)UAA~Rclu}RNLU4J2ffJ;e<#0F77`E<07w|&7|2+?aH5C$eI3V!*%-I zlu9K(z_~W4D1=fKXQ+C)&B^Wz4t(TmdlN2jzRX(_X4IrUCl=XK3rEx2NC??c!;II; zF|Wz*(({K1V)cDGcMS)n94At8KPnBGw>&rxAMW%?0di)35A%AuI0@EaHZ*vpW!81gV=V zI;}}B|MmwWfEc0kVl)rs^>c`cTQNY~QgRJ87wb6dl-erSpRIu=vYfXzWor9j9^GS2 zF@rM8f9)3yT-FdfQI7=*}zqugG8l2d{b&JigcElDTI{SsO66 zbGgHM&d5J2`5*Ogy$ZK0y@dKTHS)QzU6&I}`>EAOp+Auot2H^CJMzA%efNxoHvA{X z@Tp(7;N+2C6`WRRrw~&?lYQA~bV^G68q^(WUI9LFJ&pl6Q)3wONsXHO>?Y3FmQ`-U z)roVKvX|S)PwU%Srsa({QCi}A8(tRuYJWCjq;qpYI(h4koQF8T?HQ)nxV$#`mz91XJsq*nUp<0YR3Rlq14pC5wY-0zIsLh@8+nB&dce=RcWM4& z@!A!ga4ek7W}hc{WDi1>m`Vzx!c1C(U~A58HVE?qX4!k`2kv38iK65zP7Zi;oW#agVD~A*LSB)^4XG zaDm^?JA^IWZ1k|I`Mek^4u$THlO*5v_s_pyGFGPbU|>|ZSxRr8zv3$g;poYNs7#3xoYNJs?TH15_MfPPvsDq-MC81U%uxy%I}zb zhh$&y$I4&&>tmI}Mn3k#0-T$e-CEX*UFF*O3m40-+)uKiwOZC{SWK-Rm>x3zqW*04 ze(la-bKgDXzj@~9XeX*e9pH8T-MKA$iQ4-zC}@7OiL<8(BrXVZChLJ5kIliMrsnaQ zwch^qSxoR2G})9s*J_SP3e`>sZ|@am=X%T0c7?Tt`%6EHNqtdP-eX2E&Y#?$+a~J4 zmz|*DHl!!lotQqIIlwz2;7l05Ub-e%1MdDC*B0-f)Z~Dpm#+da@7{$_%F+7UcjG)c zZv3Xp{MoyQnzBjY02V%f_QH@e>;F48SmZ<13IO>KNkGL>?fhE zupX!%^H_PWnXs~KiQS63E**zLXvcGWIWRgHQ0a+j3-1}DmN^?YM$ONpbdCDJIiZ{1 zWv||@jV7a9f1I7$w|OZMi?p)Z_BK@@V`c1P3BJIM^7PN0Wf1``&{Uqu!e4ONZk~?o zji$8#1`YD|9I6YpW#nxWR|}=0w~3JnjMsj#Wj=mfO^kb$TQzg`RA~baisrf`b!uKy zoUBgeV7m{|dwsp0cdb%}O+#+FZ94w17nN{sDG{d>o#5CJ)Ve!?y$}1tGcOFC-*307 zDC?2h3Dt8Us#7FJELv;unVuKpsk5FJTQo5$-KT?B7aO0h84Fv_HpJ`w)|(Hse)frm z^ojJ(llHz6NaW;zFCnfg4pv~OsB@a|1+{rD-Rn42PY#orD0PO$ z_KLk~nhg}~rq~+6vxMbM7pbSjkbKiMEjNJQ%+W;_zi=~Ne+PEGyDE+wlzyV|NKHQ$=y}s%x(vTqw=?c`j&(6xVqc@eondR5x$bfhn2s4>#fLKU=s>E ze9E~s9!#x>6*1PDeDm{QEXLQP(y8?(FR~*)tGcp0Tz$Jlc|E;Y`r`D8dP_9A*X3bW zPA;Jm2DY8I3)#9?-L+*=%=e!vl1ut$(6`xUbpv>9l9%|?;k17e^yt007sQs^3zNb2 z{|BZVgTgad530mjQGM#|{vE&XFSF>us6H4Hy|GH`LhPICQxjYB{a3rPxl%APCwQa% zAv++0_44!hOY_H((OQ0G=eof7BeA~zFzclqR&PuVom<+je*SpcSgsf8s8Ejop0&R? zaH>i^pWu5=>c`QK8f|-8$ae=={Hdh z1Re}BsZbudUG^W4rwjI%!2qrm2Bs+Jw*6NslZH_x-azKDHNs_T6^P3Z^YPKnQ$6w+ z4u4Cscb>7s<)-teAO#&_U0fDHM}hsV`VV*hS`3UAmypAa!zX(Tj-S^!x->La!Edw3 z&8MeCo6la`QoZ92^T@33@**pMe&lo?pNp@&h6r6RZ{zHu*U1jwnF8Ia`7=`^Y%M$r$&eYkNaKRJJG=O1%9Y1?x^t(u zd$wF6l%VIq98G(}=CMM%<;!XS39P-C>eXkTkPocc*xN{t(P@ns(Yl&}8{2W2?dZ)(N@t#$9lnv+S9CTXfT|9iaZljSu3;0N$G)n++4 zCxaL5NHsa}>B6}1z#$Bwq2*ca83@!XCePzeDI5j({*k7dH$rqs2wbekf*vPv&X1lo}4aj z0a|X~^^X3==(nDWKet!;+{X%Yt9Uge2b%N6tZp3oJ(m!QB^SP{+Qe#jT5oQ*LC?-? z8$-cbT?SxU?6i;#p5?Bm-bq5(V*w7g^}}sGRus6&X-oL85{PM(T}Wt8M{*ZquYnI!cj7YF_a3CAF~t3{YQ zXZii*VJ;7#@2LiuAdNI+DNek=wOr#BG94fonCA{C2c7*oCQZA11&;xmsoPn&6&wIp z9T9h%^0UXqBhy*H`L#uPG%J75QOaTG;-wppW9Mc0cPa19o z+(xsaZinxXYmN@j-FhfU#-Y1O{s3E?{^j4TTp&y+G-F@yYq2qf5zogz3^S)^7Yoha zWY7gq$ER~sumyys*CJ@`3l(ce9}BKFukA8=Ki|F94I#N`*kL`S?_AbDX>=+vtz2Dj z>s+oc8Nzd3H2uE<#YwrdS$|+p=Y0QwVOM^Z3Lhu9uWH%A%3EPJY$-e}Fcf(K_4nYn zFNLHw7xFIBKgN67ob09Lw7*NzYYzs8?X9bGy@|tr_}M*M*aq#&2zw z@MdQxeOgvhXSngDr*_DXhP()-Bo&dTI|0h`_Htgu;K~^)St;%S-dU&Hk?Z>v;Ucki5oAmY)NS5SFmu zJr4q+m{Ya+Q}m+N;!-5)ztc3By-S2#tqfy5r_NRjBgP7k$DG)6WEGAT^ty~oaSi-s zYo@-q<`#ZmV5e%6Qp6n5w5vm+^zNGONZMx{A5U^ugygjT>bD4$i^)b0`7)nn?pYHm z2PfqZm~ee}qw+Xz^p&V2C$|JIfHI69b17QtT~hXkoIP-H4!7g>@TO0e-mpEeyGCw1 z6njuy(xl=3c`~;@J_MB+>`G%nAIbRI7kj_++C(ac9^ghWm{)Cr@P12=0pZnlm z%a3Ke8yTG~k(&0Au5kT{vtUZ|f^=6`at$!UxIkYg|##(kRBj7Rfe!)xn z%TeT6#V?53bz6^%^XTnh!Lh1F&$d-j?WBdUm%94yy?cI-r_ELeE3~}Er<_sO@_m1r z4*&R%DvsH%yM6V7#-!hV7aQd-ea2o2|NrfOXhul!T?`K2{As#zr#tm_88=5&8F5#Y zpnVywbnU%Zj)3jCj`pRswrDN1eRuISEc3XqfXDAa$VuCrK~XTWOsVlZFQcede20KHt2N?!S}RP7}#fNUjtK=h5-(y!K3sR2mH>$WBr z_ljsBH+2%I^VLN-KC4G30@&~f8BEd>ix&Abx}jZ=h_p(iM_c8>th&6f^!E*o)Q2U! z=us87jD}=8yV<}JOCHT#U!UrL-HyLby*hdYJL}=gMv_{~zkb@9 z@AYaaz8m9aX|-l(t=Rv73wrqZq~p4P(?Gd4ZB63$Aw#|w&xiHmz4HYKffnato(ZeZ zPSHONVXg6>B!ag81Sh+9o$6j$AOgJCYDJSkjuzc&4QFnl!s?!feXo)~gwo&nv5?5t zulZn#yhE-MlaZ2Qf1|~kyoff(>h_hlqThsQb4W*~yT>$>%-MVy{F!5@TRvVqFGp_^ zq&*LS$z+&ZZ6Y7|t#oThgIWsB8SVbI6+*$B2wmRI?~!T@ot#e`%EiKrTr$XkR7L|R(&1jS zz};4y(Z;LO89iPL0FmNy zw7uf#ohmEHqx^kq<2ksZ<;w)4w_44#Z>R|PiGH(T6G56R01)_#(O6*+puO z&~GmL^Owbvbq~j0;XPVIP!15>xaLIwEL-~A_W=gt(b z@yp94(%X}Pdp{&~+guU!`L?z%KE7sC2|{V(@oAr6@Xvmpt><~PK4)9gzdhFyaCqiF zY7)RuttG)@V4A`e+OZ2BT?OuN)w^NW{7YZIQ71Szfe^rx?`@wAiIGRQb_f^SCp=rQ6BB^IBpY`!b;O_=R*9PE!) zttZ9d=lmkW$Kge~@64`5$)g&v_u9)~QmKop(@B;FlW%#~c%Hd4tx|=7HfxhcV}GDd zC?RXzTGT7@y9O}G%I#lc8txgXd~>JM$YJKna0Y13+RU1`XE`np25VyXMf_p8udPm$ zR6wf@^EqC?qqf0c^D^wtBf80ddm?=vi5;%9L>9*X9mSBscR_fh8jXuMwLR=0MZ z5=PgA;PO&ZT?Jq&+#+{rNVx51(m)Z zzV|Loi_LDOd4H_R`?d^~2DPwfHf?O}%J1rnSqO077?^uO;gTnU3*%YTu+gn3>{z^CF@VizbQW=g~0Ha`v z^_!HAm!=v$Vz0YB)6s-6XYNy6>y?C?=t=RIj-ZXjJZ{gsV{6WxV`bRH9U3 zjha!401^4He=rEV(IQ6I!R_1d&g=7n2YtIy|+2IYDPb&k}V^;BwM zv{^P<$5wCnl?`wUx)96VpQ?jR<>ddB4DSgBg=Vg*?C8kp)L3>A4pVaV8tokk1L$C* ze%kub*T0r~*JEdSKZGY{(F$2{dC*Am7hRgv)B>9rgxpYN?wYM)u|}DPtviv6=;In3 z;$%{#m$ttN0maB9~X?{U2e3$(7qVZ=Xk+4iz~>! z#_?UNvLA||^ozVhQ4ua@jlp|j{&Hb?kC}Pey4QC%=M|39ZKp6Say{s!Zqh~DC_E1z z0EX5!dE?<+$lH&-SN%wpbX2yHBs+F^#RnkMRGPh_*L_9G_rTAzphR6 zpv}GV2ImLq;M*;k`@!Tid}sr0LvA&zgW-!Q1F)bI>w9rGb%F8s{Ik|hS0FzlJ$$!mse2nN@$B*$c9ci_x!=`q>FzCu zMr*+Q35Il$Kf-?J~2j-~|ltmTkZ#abe9{?akb< zoa~l%1xt;}YRKg3r`~;pM|S}iKc2C{M6eG<>+vz}Jq=ihg;q1yE}a%@0AYos zc<%)zyyhK7w`wyJZUIznhe-H<)w}M9vwPV}?9o8%-HOjy)P?nQRq@vk%vwN}5?Lxm z&b+KyDSck0Q^TKlFb-J^OCo<0_FmIQaNekst!ktN(7s5o^U40YSm zE^NMLyPPKDkhES$?o|; zvl2(YFgp}`^%0}dK&ZWk*QoN8PRm#BB-tZUU-BTo4Sv(V)w$_9q%hB9@;SJ&zudUC zP1c?buEiSwI}3JhOfkhyT0)bWf@WNpVyZw1KPbMF-JfgR3W4y}CrgV+o ztyv(AUQGS1weJn^lE>)DbD`fjq=g#4js3&GO3wGmJOL8dHNr{svdJ2C zNJxEurFSUtpO>tJMGsQzqp!MDR6T-NYHAMp8Kq3q5x`=@nUb2`?7(fqFUP)6a zY*)3G#E$Kw<+A@VPkYh`>d&Z_knI(DZ|=8tSb_@G-|jlfpznUEmTL-%E0PrNd%`2n zJUjDjj4xmGx$-+dY$7O>*ENf0?dC_Eh`+>l+1x7(H&q$klFwkcv4+Fzp6IWOV;$N$ zGxH)d30>x$9`U8h+?@=GpU;fN_FE5*1N@DYEXI|k_G+*WZ&D?`bCu}@Mne8A73G1K zY@2Ss%Cu|R(R*Vfnmpe)@vzmY+&;Qzm%9#OmH@W!Y9DTevwJP^$d2;&CCF$!k52G# z=qGgX9bmnsj9b}=#m}o=20WLiWDPqv0IsQv*Ha;FtL|-!vwV3svDwuhVVZnnYgvII z{!vTrqAyGBeg_>YnKm%WfS?4mV;%ZMz-s@)qDU;10dYs>ICPz;XOFB8ld}~8L zQRH}d8fEASF&`mor4TIs?cK2)uWbc6BVDh_A0(0V@4+U)#9Zic6Qrb)Bk zk}i;2-Wx{cuWZQ#sB}((dU?V_UAW)g*ZsV7FNT!TI4YtJl)vd~*}QJ8NxdbGl6URa z7+G{`^e5#3U|j~X>2+8}A8PmzeXMey)~F5$FPR@k)UP=&h?S+u)$HW(+B(n$XA9{u z=eGkStrvZ%1e%e$jocdBQ`Y(On)l^x2WpM+5S};9+y%{bj?-e}*%Z3MTcN084U_%V z0c48b7iY|1hjOhfyr=fGKs}q`r!if7?pF|Vv~<;#Mh8$V9goVsVv=tl5r?+X`y41Y ze|89YgFylU)mG4E0iIX!3rN0ey90PrTqEea96(2 z#4p7U(j4GX%iiv&{ia6Fof&`Mog^%P52O24_lY)H z&q1pCn;TSP&z;GywOi|*2@FY`C#&Bjq;3*X!{YW`sxZRWXMHnwVOY~VvZLvu#U5b| zDj!sCPJ|SV8N*Sz+7l=joIKQb**Tmm4cgaBBLsUNiCf%$O#zvR*NgJ3CQJ3=tD|?z ze>p>b6d%a-@eNv|m^=J@e>yT|Q9fs_sTY3_{_KMcGD7%pwn}&CyQ|4leo0L6vmMTz zqhu)gIk@cE83US4ExiT`dg%Wt^&j@$hos6z=+UEE;|gBy(Kh=H9^&&a7T1RoFO0(r zRp~! z<;ct25Zb4Gt+}zXHAg=SvZ))(Xtg=n+PeH?U8D5g0%hVpEHYnRT{bJ-@2?Lx9(+0S zZr|(tf@xT7L%L>vTQ|FiN-|a8TvHXsiR$ow{n(|JHdsPc!JrwZX4PT6fF&b-y!XTp z_I(+N8}4=qQZBe`y?^5Oz5qq&;~df(Fhe%^?q;5pHO@`>JGqVhXa z_dzu^NMd0BKSM(3hPH!Jd|SzK!i6;=1OjIke65tC@3KCbgnF z_9pkwWSd~ZsCE`@?10?QH*@$byxgHgDaPAGs@-Nk{yR0cE!akpRo<&cqs^jE`lZ*| zmUbCq9U~CUb|=bh@Q#vs=jfv6FEhLKdo&x&<<%e7wXP>VsqqgQ;X{Tt`ZpoSE7eZ5 zSp?kL!CHGsvq@i@)-1i_!@{1S09_)^rIdx1=QR}XdUi_JXgBB`-tFYId%)VaD%ek> zsDTVfQ}om<7qBjII`y=et3$wGxXB+-={O0YGBr`}5B89i)@0j%1LrYi-TS5pMMlpg zoYAubD%<^goFmU4mASogO)v#XL4UIbkyHxg!~6lp^?lIYBUItJ3{<<5&D_#GSJ}g6 zaE}a4u!N;S*46=lwH%z<=)n~*!bbscgnxp|PR3i(rybM_!%N2mL--#9R5shDKdThn z;P3O`?vu5JwJEt*wq0G_P{g*9PSjrQZffOuiDbpUGE;XB4f2SXLWqaTYc8NE9*$Ok z9&eNM_EC9MOMdNbL36H+rdv{R#69-#yoC0D@-Lr1qw?%T zkC!h@nhXkQt|jFUrIG!)#le`M#3c*yU8yr;{}vBK;6y$@lDoDL%`JV$YW)%@ zg*GoM1_u}sf}yWpKx*eRodH~LAKA)uh7NAI}Fr=UBiia>&Zm#dd1_-4;Pew;87g>gJ6CQv07a>rT`DVyWlS z+xW!5(m65YaL^h|iv4=M?qhG*FDAq|+u-M7HPH220e}nwYs(B%<$j6mR?3-6x)ZD?7jK%>?dR7dr5ZfB=f>~jJta$?{{Rqp<#bY(^t>WurgPD~# z6!99Gd;c9*mSSVbuHp0dhNR=hCc;awcCK(SHuO2?vHs!>Fo1SjNb!Lz>#Z5B)gFNBmmX6MHyU(G< z%UsmYZ_okXvgW8T?tq^I&x`79=+E|U@6AO``;UtHtx-cIZKyxU7+rs0sv3V>pxAY5~Faw74Fy5dX=!z2>TrlqH0=H{D~*0pw_sI*X^`BodUbGr8PuD zwxc5kBMShIJSy}BH+LlnkQM7;ZP}VX)Z@@DQtxoqDtnc3<+<$a=tHBf41lOP{*=D? zD=AQHb4}0kZ^!qw6k{mB=Wj=&>d6xL3u4td7F4JRbkP$xtX7>b6 zs8Rh{QA+!+r4?=!^eAC&Clq={H2>h+UxjHY$+tY>VOlikidex*uPje5HekR-L-xN1{+~4-S31 zTFotXEE=w{X<@a5X#5!5JbU0dbkf+-(-Q{9_OE1T{^-+B zLq;%a1#x2yJxaXd({eVzSle$2=Lxl@s|RN_mNC(mmvNn~Qe|S&(v4%@9X3Tm zRkL&Tp$Ob=h#x1VudT0Z?Wx3N6t){bW8zd;*W}7(3(I><zOc%?`XgU5E z;cjt>K|K5AZ@>3*MQDv3wMd2HqTEfov3&8pt1mzB7Ns#Tqp zK1#gPU`Dw+#<2@#zXkQm@`)w%Z!K*2(mls2s|uV!6*9K-RqIcyV> zxbEN`!1bLp!2C+)=I{&5V&Z7_<=!XGVS6|OZ%%G@5daC%-ZiR(%K7v9lo&y%klsHE z2cih-m)+#>ny!O(*4v_H-H6lj>)H2HOX(i#{;PY(NB!2;;+hj^2LI7Iz;2M5)sya< zO=eH7>4;O`mEst<7bnLSKF}eycpoJ%d)) z2}{&;f2H`K`8x`}vvzqmj>_}g3kE^zr1-7aXrYC49=n$3Cwb={kb{X-an#wy(y|)& z=YxLgW_&=La3%e!N0bZhSnJ?iILUiM+!^ zw0ETwBP_M$8a6nZt-mp>x%O?8`Vi^-)4;?+w*u_$7jXwI%mLUkn@agMOlO%aH^!fo z$!P_EQmi`0!Y+`-HZtm-gR5TZG_m0CPP5w~dtx~uU6@I=2__T#SrG=m6Ffay&By%! z9HU!luq5JlxIKAV&6X7y$Fk{bys|mL**R7M6cs-qk6h0YuidH4j$u z-A6*C7ccXoy9rTV^i*6Wj=;@Ye=>7EZEL=|+fr{Kv}Rzv`8-ihqm>OqE8m~O$*z6O;Y`^F=iq9$M;xRb7mE@42 zNuy(4Z#+NU(^`C~7~lA;vY^sf&wrER(ZiYjITb!Ym{bIC+{9Uh}GG~UPA8w;)x0OrB zWeI8(p-qOX5|sjm%k6O(6Ut0{xm0lqHdqj&)b2;FhkGap9mnhQW9}5buOQ{+fdhYvr-d zVR-|K$sjMOct;GZPhdd>=&`B-$dvm$ZfMHEBL;Nj7F*7hAulhKu_3(!K^~8lx?jip z@t8?xclt1`ejdUuhZwNs$}iiNGWa;=;x53F9S$dBoX7Snh{eP#WXng4H=ZA71bDlu50hU`9dhKT`lni zp>MAy=TBw-uC>Uk*g?(3qBY-q?wIP*?NitMoJvd-wgrTYrCOf6o!9`Lm>)@kjg13DMUp%M5$28=Ks%{?=#ozYd7+~Ydz0>4-fb| zA3!UikyBP@t5~np1T%?L(>+}Xx_T86$tn{asEu`RU4m*2i$|jFpwtF!aV)@vJum(+X!N47^`m(yZV1<101E$(<_ldh7poIS7vukfx zvtF;o_d5^yHAvQNDI8CY3H|N9DohxS=>c0)AF}qXp<*-&e z+BcaGeNtpZPrMiUJP63scX?Z%$GJR&;kFDU!XvNT+ZG_^)GY|^$+{H9>4RImgmo1= zjgG6WQoLI}peUHc+8y&~2>Y_yWAK~79wteyJwEtey3N(7RDqu|>M7Y`~i|Sn;fGhi3 zJhCbF1qy5fFMowL@#pe`U~?imW%-b||K`cg$HyH19ONCb{B56;L!~h*7#Q)M5aC?U zcenMAb;*j%u5=NJDmdS@s$n(Zm#z_ z8AHLbkV&WT8{3~}yXC3JsAWay^_64kmoIJ!SZ>W}-43n3oZJQ+3w1N)yXaR>y;--| z8yvaZ;b~Ea-qtV|P@H&S4D%Yscl?cop0IGZW$h7{xRAj$_XE9az2phqF=6rvxNX7%GX{E}07-%HzUseNsu$PD>Ej4aB$)hnf^gWonPaX~kVeu<@H6`K;W-TE1gi2GKmO%MrS=HjVpFAEwL%dF-O($Us(~Yz<5rjAK3k7JI`zMjCKD%d39-dND4fBO z=FQL_-Y*yaXqY2{kV%83zLLM{5gQcaiMy@D3xKTG?xcDPWWyPk(V|ux z{Z`e1=|98{KT(V}>Mfnd@RI3AE=$OpC0R)STl|39E8ETRh#1%7XPr_Xa=kFk z`Ib&Rz2gU(#2za!7e{>f;Delhz6-cxN0h`6Ze4TV_zg?`*kL&kbC; zSueb=)3(qnSS0w2ZdXO$RlZ{&PwMYaQXD9BtLntJ?4D~)J-2w@C8cfuM~PnAl4pu) zwiQT?f@~7NeYXPv;UAQI4CUoYheuPoAaP}X5;lQVnI4=0%Sybuwg>&^^fh2btLGgE z8`&A{Yr&g7%SP)NkDp#~0Eme@^@)EyMXKIBwYHj1@o_Oy&zsc`{E2@Jkvd1PZZC2J zyt+6I@Ac~R*59-sDM)1M!D)Ea%E8ES`EB|DJBGVgn8x)#^B>txe($9t+VQF0b9dwj zhEU9O`&aIjMKcBq+ev!KH6Eo)yzN4rt9qheP{F_ zVc2>Hmb9?pNDXYNOH^%lxwifXkj`DH2sG+)QU^z6d2n$Dj=9`b$t^tZ0%UlIG&8(F?Y@? zV;rJ1@$O|Cf6Ed^;rq$nO#ht%ucCgM$fMNhfXh__eK>eHx!EH_F{ZF z#LZpa7YcjF##dYR1D_aTonK1fM<2w>qzL3Rn`c4raBlBr@vDZ-ubtarzsc`cvdY#k zlhHc%0qPFxD&|#MTqEZx6?5)?h-Ky6xR~q;ILo_m}_t#aL;|kkUS%du*)M z<94`6dBj-o7_FsLeQY&npkOJ;@9B=!o>OL>M_!Sh9p=?N1T!k51$sf#q$)IW6%EXg z&*td)yp}ijq7it;s`kvifk0V0m*;3{)iO7Kb>#6btf2@gRLe(8yH+`*FOrGVLZ_1oWZ&AcFFEyEWz z$GtAaas@v3Ta~gs;+@$ESs#UyFIwe)2A0eF5cYM&*m=7FBoh{ z-wKC65#YouxIy(IFeL`jDw_dDA2dYPh0$G;)bpnawf=-Rb5&bS;T!xksFvbLZo$^A zpfw>pevWub%I-#!j)#PtquLbDEGIHD8ryF{W%AziPqE`E90~^m) z^d_lqP`DNO0q3@eko=v+n9cGvnm>G{$UIaR+xp=9srXI8qOwhyN$f%&%oZ6~2_B1k zY1029XOF}CdIbVi0h+(G>y8u`>{T~>T&G-QFRCQ~^bX*d+i)u}v%!6f5yH{!98Q+0 zxK{J>$%T1JTk$Keaad3E+PnC83N~8;46!kvbmjBO+dac{n)91>LpgIOFqulB#U8^; zA2R;E`w85XoQC*0CZsyK<5g_N|kHqm+cK zN5|>zH6@F|L!4|M&>bPhWQAllCo-x!8^;(cv%*}Un7RmKXSl0C9L-JMSzj^W$8^Q% zYp>3i$V!e8Cs3BTS@Y1mx$j+X*ZPho)9jjWa&dp4J%G;eUmHDdTU}fISG9TE?nd-)v|+Tr*KHj4?C&}pkEBX>rB{A}5;lzYu?gSc z;-rF?&eDehdc1ivALASx5$dR?u@ZpqK4$bSNR{twB!GV#!rjGfh0=>~giZ&Ykeu@j z$htG`L;GW-Ig!p7Akx|lbvv$d{%JX>K6mn8a=)6b+t(b4kkzAfO#mL0pTBbCI)K^7 zvf>!T^Lp+_ctox?$)Lqn=@-0^K;W{6S7iofrw-8?U;YSVr`@}{xg9ssUK{<~HdHAW zoO>`x`kqUC86#`LwBPNtvb?*XunWy9g{j2NK{J@Y(@nGxzFu8!vaS=KneibOUdU+A zW77Bk&Kn>7)E>3Lc7M*2dbOMky__)rlRTlyEOM7xL3OMy-JmIdb3xs|=rG7VA6h4n zSFCta-brPyt{T@#Q8lu~G?Gj23UN9-Z}@nofV~XAS?9}ax)~{r*W^?my5?urL(%9n zcs0p6t~QHA*isxtgf&uy8!};u9oL!>Xs>2>4tjc5Z50|5n5qsb_g&^8 zt?LFS)!sk4t>5b+{9RAzq`S)r*UKEZC+D)T1*u%~#<>j)mX{|ZcXW5-`ub4Vw2m+r z%NYqFb@BUl!uv`cX%UEoysG_Dokvbj=<*iV@nx<}^)vBwl`|@I&g0qLSQ)+bM46qX zp&WTS)Tarw!ZF~0tE{{rl=99PU!0D?GzJ2!3ehxtA$c)aO%^KBhZbW}%b9Q2O){?z z44lntz3AF@J4ji%x{r-fSsj4d)Ccrfx(#@+RQ79{MR=Sg%9%Zu$*{hU1veOh0 zXZb$#R4?3-^NeqtZi`uM!U26W`h#fS@ezrrib6=J(+hNCVg7_| z@iwke)UWi{ehyAclf_J8a3zZMr`m5vn_s`esrDWB)1?NKgyyfFU*(h*Rj$iI)TD2d zs<``XvpWo2Bn;mzzUWU5Y(krU6WF+K{6(9rtdF*Qg|-JB4blGQNqIP?{2DVcaQ! zkBJPI&6q@1$Y$N1|7GproA^=nX(5`uSNT7tT*e5e`cCS9$eg+fuj#C~tYB@B_r1Zp zikUBIx^lZWTz`6Sr#Vwha-YPaF4*kY z_y`M#@O3sILY*L^ni{-oI%t`hfiwR*?D|UNHQ33VE3{mBpk$+Vj*zzys#@|L#lT*m zQ%&~S&Q)Gvu%E~a-XHfYNL?^=3F3N2x2Z-099*pPds^uT_I7q1J)0T1gb4%iCKuC< z)+?{IqFBF7FYxZ(yM)!jr+*1-4wfHNgQ%FsFV8dW#eK(uBVWao3|G+d>>!<5Y1fst zrC%YuJG^V>)Tg_LgB37>Ywlhe^-r@^-#B#XOV(HpHx+H1NB0MgUw0eqwo#nzEQ4Z` zzZ1EJ>RI|Ho?mertIhYr4{>d9bhnxGdt!?^?OIk-634CUNj)_ra`fq1(psJ;4urIw zF)RA?i17PzEFCQRYuqw?Gi#+iJvbGnLvLMFYj+WKX=rR)Z7Mo+#K8Nb*7M0ko$r40 z5PL2$;(GcbuWxVUOlQwS27h*Ym;y_6T6xbtOP&V44zBd-^_^LIS5vve=8KQRC4Q!Z zI2cC7fl!q?%7j&YUrADF~D)fZU+Q-c+`6?YIlC8)c2G2})r=Q}cPFQwVyb?HY|1y10S z+EV{cZlfW0@^apAn&Heb2GadxP26w!;$M1BBP|V~89$$kP z1U(iXv`)lzH+5*_R$U8?JIgpKQ`r|s_PAePtCR9m9QX5-P_wR+@oukQ^UD>P?K|t{ zJH)k9GY@8_bdf*C>NaCzc`WVlm$YEG1A)h(t$W8!B71q}wYQE?hNL~c9uJxJivh9m z2d8IWbNM>;C1W%w&vcd(PI{0=T^ExD6T)Fsd)8Fo z+7z6(6zOwqu_X4i-~vg?vSSQeT?agRhjP)zoZFC?SB0uIX^gPn1Fbvl$=_=K4$kZw zV({M@{qe?k&ZTAjrQnF)193F56`k?CnzX9p5ZrkzsAvk z;c&PZWChg7+Gvged!K{5*V_v#|5_awW&8%E>^XClArE5hiLK>g7^B2bezbu~74xj` zqwoo4;@vzeb>>a`xMR*r`^Z^$Wv$%0r$g*{RE$IyU^RI_fdq!C!_QCunXI# zgkR(blU4zAM`=HJ+uib_kZt$v2Q?*APJWdty@pIAyQq}4p6GNbs8xWU%hzhP9QmWX z`^Ir$F*8#8?Af-*9^EtnlO=!C*B~L~>lcw%_~B8VxI)fv0|KMj&BC(J_?dK#0L z$Q!>Bvl>+Ioo;r$_1Ji}Njj7IPo^#9K_4E2>9zYi>7}AJc~a({Z>#Mf>P&IS_0(nQz_uX-ff9iLg*3qeFqkxi$38Zgp6HzSnkHP;?N-0*$<4bxe+cvkV&m4T0tK5mymB)db& z-*miEA4S%qXcS~9!*}B=eQ|Y6Riwg!26V3jzrd)HZ8jQBy2UcR`+g;PuB@5KVcKiY z`H>k}$Z^T9n|#fA+ru?^fPqE7sOme61(zj|n#q~3cscZlv)V#9jut9l>r<$#bfpB{ zL8tasy&8uea~TU)qtnAz;{B`nbgR;&?~{O}AAEOk&=&Y@_NIN$-u80J7Or+zl9-6^ zv}YQBt{njCg*aEbIFoF#uH0v8xCE<|PLZt-EA{#R?@HA_Qxn<89;}eePn_k?_i@xn z*yVb)1-2hJ*w9Vk()CSj``jwnW?C^S!0%^Y@5fqRbJ3kG!XX|S8SCC0&xw6LKkUqN zH|xRz9UsDWYl@`)OcLnJ=&u`vK@EYm2TY{_1uKMztOnF zd4nr(<_MT3t3<7LyDUx((kYpTy76u}sJ|ycJU{=~Z8Gw2el!1hQ1in}WtQFA;%GK6 zggFcXbjbJ01# zhm+~VftJ9&ZT@!*-aYqYw#{QtS-$>2IbJ(%*u2u%0h7Jt6pA&qu~=P)Cu?znsIE(E z2Wy{*l0ku-oz}XW;+|cIul{F74b4D0Rz}^2KIjjX-lFlF-Vd!Rk{;}_N56}&Rpl88 z!~GHaRs4N<6lN=pznyawZfGxKMr|x(&6`2)7ElwZSnghnv3%_aN4WA+x#2q28qqGl z+U%-VtyOE32>q5$_)Of5)K67!Opq~3Uh)gghI{fiMSAlA-#v}e`S=3j+^;-lC+!Wp4Kn^ZS|*&?XGaLM=>0!YY|$aH$lk} z=9Ab>X25D0_n1?oP`ViUZPM#7A&8M{g#3ObHTx?a`H`%MLFVfVE}FdKkR%>wNLaS? zdE>iGmJRYzE7SJ#*gjX|8=1?6F<0t_y0DpZ+=uAQ zqrn_L(A=Yl)Sz>6YQp;w$m?I$J{?D5<#FHgr|ELH1tR-1R$&)`?aO`bxmrYP2!SQ| z;FG)zwFHxbUZEop1Jy<$D9D(_)Y)Kw9!vEP!sUTmK! zJNnE!&b8TqoK5{tY_}y)M`^*7z^+$LYywal4M5ab%r}oki(m(1UR(#kNa$dcaw{y5 z_MpA}+I1YvdspBmjI{f^>DM+}i>)c)T&mfC12JILHj;O5PMkS6J~@PV1ITp>qHVxm z7^QI0t;)fvHGKk*I(Jvm%D}l$XH_Y_F0nq&Uds7zI!Ui05b#RP!V%jZb4Uj-9)BfI zs-Lx9Fgmx(WAKgKqEFI%q2f3>0Ux&T$Bpio`Iq03&-*#diRanb8Gh_;<4RnlPLgxO zZg9XPhMT%w4XRO64H7mX)9U-P!c&CH=HGT-Hlyr%x)$f_Ay}o$&8Czq75+?XaEpHJ+S!6YtBM_beE@t1 zhK2-m=W=qg{6@w(U&PW^pL}+kVbMCiuzs!<;Kml=Q_0WN>R;L{FW2L3n)^$Np0^#Z z$OeS)>Qv*Xgv8)_B~toe;2u; zu+IkEot#B(abK*~D^eSh-V)zvl_^EBBS^4uZ38J=SYVQ-YTZr-k@iSt*qfx2jR{>B z6M$dHk3F8XvdbaqjV!2le5$YeWSlVW`r3Btt=BB>LLvW!CUsS7lt;JZ9U!037J}Sp zT8Z{TnGZJ*DDozs)v1(>JHrR)vRl>QHio6ze8RSsobjx*VKjwG&lm9R`&wpIP-`XM zc(NIp1=FUM!S7jgDxDp=9v^@Rx-<&kB)U=^t?%f_SdXgvV^(R_lcsN!IFm|;Ard9iF%rB9Vy>ckHuh-gS3SOfpqNj_5m3Es8koTTWPP$-nLy0 z&|Z?COprHx82%I=mkbA%xYj8ecIow>$>=arSN{s=W#*?1FCSiTNXE&(^bRe@$>og16hRVyR=^y$fcp2yO#RX>$7G#-vPM{JOQw;&U)zkUSFU(MS*l1YI-7bCRS zDk;Z3xc3~MxUZ{6r2MxXjThHo@8lB5r(GNmspm?Y<@;W@(LydS-nz(e)FIX{r3}xl zMfbas$sNM%fWqr9HO^-ZW35{p|AEY-;CqMjyiH7(e|4p??tZ2nJc9K06@BpS!BOv3 zmSWm?+9ec@} zbzd-1Z`{8oA4~l5Yi$Wr>A~)6hKkI109Fg+KfnGUcg?W9Z2j$^pILd8N*xcZnmV}r zv>VT!nCKd9TSaZxQ+vCRYt)zV=WEQJ?PEMkW|iq=CafOtNydKZ_gNdwQ%tz% zD+G2E#U7>99Oav}Euk4khx!`XvywM>60`G!t*qd_nbAGnQPunDAZ-QtV>8yxyFr|} z^Z0|hbop@IaOfsog&Fn(STSH6`>U)G_$c+)Zr8lr&Bk7jkTZp4F5Fh_{J5CnY??tG zMi7`MkyX|h>k>+0;gq^hIxiDbBtiQVZeMz|Gxf$A_@ z;>}DoM60>e(KCZ^*X64t&Gd6Rf8LM7q6q+CFtPu! z-Ff3&p!{u{IC#hRa@Il~zkFC48dh)A8vZ#8EE-dOtu~tfk#;_qS6E*!09&{lu(O(! zhsy*ubZdSet{6A-kCPLrE4`Tf^4K%=+}i>ULMbSvf1G+fgcD^Dna_3p!tKG|?Kf}I z-LD0hJe#29H#u8v-aGj>J9tIe8y(^6uETG?O{?2ahtBm2S&G863@5yl-;essc4>~c zfY`H^(tLFZQgYU;&OagSIfUm&kZSc<`xYj}sk`K%&C8SOI6%~%$am<{M%HuTGRL+2 zia^?boT>0#w)?kv%aDpsvE$`2LG@iRQkXIy^}I{abn}COVl2Dw{DY;MM%Q`+2PSi$ zvwNT1FSX7U!lMTl4z7I&LY^A?%e6th^8#8I(x%ttAoDOgc6jMI-oUD2>>>L%5N$TG zmp{bR&TTgDQ*ogVVz#ux?;yu|6mGYwHfox`PB)iI=RnR5y~EaMETd_^#`Wj#D<-&4 zhANQOc5WR5sqCx=Nbr1C$Fyw2E}l-mTuha}#xOFxa>5Kyhd^xWNcNO*9()>d$PkZlxtwtHW-=2NM4dynp=Mcx+c zW7BGZk)z+tVEuk)CCR0e1r3G-U>Gxba^kRde&O}9)1bHlciX@*N$Hxx$uw zUca1U_spwV+&G$Se3uOqTX3IyXK3z56Qy=bHOXE@br9t4e_!=9=(Hch(pvaC)haPr zOinYl7S>-xvZWE01TtD{4~4_)jo#1zs9&?6A4etz+J%^H8( zXlL>_0@U)`6@YA0c(=D3??a!sT@oIK%vqq7Uh95D`B%f+f3z+y$7VdJjeLTK2@~k+c zkzJpN^NP43kA>((m(zXt2UyaxJ-96Q>es(M2WfE1JZz9V_6J#S@U9y1GrMU0RH)a> zZ*bWl|KX3$Vyo7EVmPG? zaN_8F=~wT(vZsdL2rKmG^j7U-`N-ZgYnJGYz&v9tG`!ki#LnD z9Vp_K+>-SwsQe1A4ptwf^O_tx#bO)tCR?TzN|i(TDuD6UX`jqT+uzJP^Ubz(r#D~3 znVz8|P8AA%M7IKCFA1Xb8IdXI%33X5{T&;D%iJ67dCcY}5jv(8Zr`+JwhVV{^!Qu; zHBLD!1o_#})_&jBr}C;HZFbtFRd|o^`+P^ZyAb)A%$_$SsGGUr0$X41ZQwC~$+NbH zRAuu~ybuIk*JypikCkeVHB^&;`!q((2h$};t4KYl6Q@vS_J^ZKMX|MiDrW%6kMat?r%u*0tN^XEhq z1)~r@iTGubTLn8`)uR>$s>ENeP=4P6(!2c5bt?dTIjcZ zv)X2lAcShA+XI7Rnv2)t&Tza++5`OuYv4D})QRcY1%8NU^AcJ zgNpxSUTXa+nQ!bP+6KA2vVd}6O#^4hSzo%Jcyg$WdcLA9)QyY?kKTY@xlvg4_*?F~ z#@)`~k#xJIYq+_j{Z7DzVr>viHiZ-~ob$88)l6^48$OB8f2|c5iUf_C-^qj6h6Tj4vi z0EGDIK{*KW!-F)Epch{#Rk3l4e6#i6l_p2-!wsf?sUoS2a(s~Y+K0=xvazKM9#_&1 z{q}vhtOYG$4?M8&0m-Z8kd0)HemhnfK4C`iw|Hl+3qhv@Ia=#z@Io#{(%f|#b7+y@ zh-;_CJbHYpu-jgj71zk8F@HoX*Vzp_=i{(qRo8jLe_th0?kBSu($ev^;YuHk)fz+@ z9d^FU+O?2q;xi!8EsbjC`+cugYxz&EF~UK_3o8cC{ne7OZ(xhbDAmx_c&092`T{m1 zAj&gmf9-9*pEZZ+T+c$t@-MDO?Vv+Tr#p!H&BCZUXXo4lLUI1Vut0whaxdipxrf>N zK{9(aY3_d|)$I!*IT{Pubb5 z?f-1R3VEkVE? zG$BQS%}Uk{8O~Kw(f`D!{;^-()@*>%r2{p?{|bD66?E79bQ8fZ@{QG2O#qyVV_kuO z-Tdy%v=JHP<=5Xk2dXhp$$;@2{VRL>=$OsySIZ54+H#y+Nn{I3rM;`)K#*P)Y`LK{ z%EecK&&}Vv`fZ(azYF9|#`Q$4GwW`0;2Ql5$3e7H<*&hYF)vpCDpMZ zsjudv(@J?iA&q@srd!W&nbPjBF(J=;1)1?{Izxo{oYJZ&QT*#l0bh_&lHW|2DtC&3 zeFkIDvq+B$B$3u1cB=dC1~JO=r)aXe22`8g>RX@Z9F$$^pXgBfVEx65-NT$NlAx7y z9Oc9!mDI*q=bbY)7k_gAgx3%BodV9q!e^RFZ2b>BwI{ODok7dtaJ|DS0lu4~uHgNQ9ddLV!IxlDWkXKYt`eA%@|j zyQs6XjC{O%(j>RJRmtP~H>PYdSC|G3tN$Svn+|BZ@Q`y${N*&atJ-_-tm~a^mooDG zqde_k#RB+3n9>Fed&PrN>9x)l*18PgpB;S*e7dsrVlxtVb!l5KdHa(Ho6(*HOZ^Y~ zcsA|xQRuO2rf_v$*i))w_2!p=Lor_HioXANsvG>93yebbInGu1eWjMv+xWMAgUe4R zYZ008^z}Esd)Nc0gRkC8N;_NHYLC=p*Tj+otlrYW5<>IgORgQztfieKql6` ze(dY&w7t!p;N*;wY2R>z$BP~OJubf=donX?W`Cc(X4+1?rrr^24YuJ^rbrAP_wxv% z-~EXE*311@d}y9W^BGVPLokB^OCrkp^uWmKN_xnhu$Lo!b`Rfq`=fK~6E|%d=(|j7 zL|-@KHnHwa+u&qcx8yHYT5#**)(1K~3*(H5m`>oXg!KH=b$722f9*B&jhhl$C$ICl z_Bl(P&yixe@@4dp!cRjJYPsWBgd zPfUCMd0#wmvbB)0yX~{zlLmk92D2rk&*Jt)mVK5>a>?oN%I(}FoDBP2gVd$R4R&(! z3}3u4kjtL-%8VZQ6hK`3w@e9?Zco%CuLTl_q&jg)m*K|;XLl680ce;9gwrRSCKMd+Y6=R$qRMY(8GM_we0OOKK}O!ur5!oT`IP5qqJk4>70jsz*7^&Kirl zAAUNoFGQSGMSm9AgzMd9=FYudX107e6B?hCzhYsZ=IgDw^s|R=kkMSmD{#s#%ho$5 zFJJ2DM4z6;kFGu9d{xczN&QO~(WWZ7NeZU6p=Qtg-;MQ1P!EvI1&& zlJH$@kNweS_1LlBg<8vWb$Lm8PT0hvs;m_NZQAKJbP^g11>(*8?%K4WV7X0x4D3GW z^dr^x-=z3FQv7Jh6lNMWAgb;4(!G5#2|qcTG`~(X3bjhhVXj^2fKF3+A=A76T5upz zIER!>MrowF-QGPb?~p)9KWu(f_SGay${?it4lik8=ywr~o?d37V{T`zKBDF~ zh8Uea2z&ZD4rn%QN$jaK_7>I;-ag6OoKyP-?oF43gfEDS`e5?|JLfbq4qH>35U={% zA`WQ>vrAyl%cl3mqLUvUfy|2_I5dO3aRyvb7v$^*o&tx6W?ba6-l`1W zkhH^HAF$8|XYm!9lNirF<};BwZfC@i_&E!R6l+Gl3T-mTZt(EPlHT2n?c8Vx)Atzn zl*#WN_0ekuz@xcCC%N3f*4e@$unId85F*~%tcj5`2$4)<<60w=y11%gLh}P|wrjPx zZ@4ckKVy4^QttX#6>j7{G`o+vGwe&?H1-YO(rWDaG!=KXFkf^A0Z^^n4kr2T@8stn z8>Y#obWw!)Vnv$~d3Hx`r$>_{Zj&}dFhO(QoVOjN2%+l(U=~!pv&mko{Aw5M#)G6} zJxekpe8z~>D+}>KnCn^>&=cf-yz(?@kjCHfSRV=5re}R?+dY{;Ny6@}AvohZy$q93 zB1{)QWaxo=d=7uDp6(X;Pd2WJ3b6s4c;V>m)U|bfA;)&LyWam=U-IF!!UAmX7c=^u z@Gj4^sVNFPaoo>;559jmRKe0cYq8Fma~WY9Lp`S5JS1(8%j-wd;^ zBI&|?F5{oNmQK@kAEunmVK6l>j{bgeNT@&6`MQgv{rbJ z?v{8;x8~z|SLnJ8q(RN86d<99gpc`}_?+uOMys=6#FSs)((9!ux6uZZ)%jlKYkBh2 z4$8w1maxvy^^$mY(carq29rHYK=>B%+iR=8hZ5X2^Q#gXi^0c*eAo}rL2xR(fih~o zp?!7B7c8^gqQK(ocWy1cJ6xcnX@mZ?nqwfWp`Y1_9~46TDTvGGWAE|XX|-(AQw*Yz z_Tpo)<@y+|I5s_014&w9pn>nlEQt*^MX@l{QSh%bevHKfh_;HLV)pExX3Ms ziO;)><--{9Qy3c6Cza<3P$fs%XHU8xqGeSoT>l0%=SgbWqtgipc6zJu@z#h8X|>Ya zw{{YW)^oJ@OuQN`C`ORR^ zcj5Fo<{xpmNiKd3<~W_D&!L%2MJLsO0D`*>SUo8%os^E;-JkX&&-^AN~_)Q+ZBrPi@+bo)>EeCxjIb+a0n{ z26JZhEOy<|1}{`}UI@C&!3^H`ME1OGm~gt=dE@eXQ5_Qg=;DpsjuDky5ZC(N^xl4k z60wLctE5pH@zFOz&fcul@ExiYQ%t@Vf zhx{{03O|XY_SoUEtxMgv)@OD=KD&ZejbZ6_>8~qak7t!5eC&eqHFt46N7VArsT}|2 z&^u#!H!nAMdI2@D5?iw{Ur`>5SifKFWQ(LomB&=?iGcXi04Z(=CAHC=ln!^?+d?+^ z3Z?VwzC|J3{?QSIAve%o{yp=GTeZ`d@`oKYplA7FT&>A;7v>~rgO5Jk{$@G9rSFPb z_mLm+jaRGEBizOGaH$QZ>szzuU@&qpYqjzKyOl4<4i{)X%H1vk&2xPMunL__UUm8WD8kIdT1G zx~UVuwE1ZB#d0W(R;Tf2F#78HV6n>=W|7Y{AyDJY*@cvSj<0YEmy{vv=WDe`#T1ii z$!xfUcxE5zj%5aac-xoG9pFXH<`B`(Ft`GJJnqm_c54EcDqxmh2=YQkJRYxQ*N);y?3eI}esRK3boxYc0#hUB?F2aZ*r z?H%rY>7fyCelIkE$j?A+=<*^CS4XSHgufj>*dMVt8;jmJSQ8wzgG}^TgBe_ID4;+9 zR4<|U-OnLj+YW8TkfK+d^p-FqE<-76Aa5ac_~m6=-qwobZ#SuywKrXN+;hFZTdt1`d!Qw5qZisVF2+}D*D&)@CB5ew z@1c=ToMxe3smAY836#I5OS{%Qu1fKNFY4uZk%t*qsZ->yy<(4fD$iT1p&W{-RW9ke zGVG+=zUQox>1#$8*1&P?K*&gcqM@xW)w3-I#;LTQe@|q4h5`#?&_?sgCLxf@H`V`= zNWZO1#0-LPCH~j(*zMtTzvl)=O8Xs6OI(TCuQ|5CL5p1EJ|o|ez|l+ z7kk(nFMrKhb^Y0Pm;E=L{fVH}!^Hi?`&`W_!~`4tJR(vziM|`i;hGJpU9^#=KqTlC zlq>P4`{l>eWYj~Wq~i|8@2`Sy@>P>q(GC|E>f)sbKf>JSu$X-Tr;0CMpIl2rmWL~L z`5m~0pTD^AGP%$qL_-J6p*+}fP4|>DC-Km6>`66^S0kdImCRM=yUT!WhyhOg-p;Kx zIGB398}eow>l|~G7T9JkWX`xpe?dZP@GeGVmhb}B3EvPmrr}}!< z)aw%q2oT4Ok#euU=CCBa(3~LNTM{ydpxli+^FluerYoYe3Ts0le=io@S-}!6xnJ>o z#h!^G#rzVwX@BXVz>gn))g{##8$a&QsL%IgbxGD+(k!{ekwQ7AqKwa4mrW7zE=p_H zZxXkDYn}}kj&b{=nzN@;kV^U{4sg4*b8|q_!y1M3S*4yq^yDeXEY!GQ6D<;!!X7 z+s0K-gYnIp{!pgklRF9+)e7ea)|ko-vDH?&5&U^xvD*m-<77PA>RtPGTRJvE4Y>J$ zd@2i=3@c5fp!QF_SiI@&#kOQ^FIXOWn}wM~eZ*#QhIC(38<+*->JH1%m@YIBpB!n(rsRy?7+S0COOK$(O_@;Nb=YX-h*la8rRC=fQTx_6_cOQpH~ zK+g4rNerg2_%%ZA9b!74Uw?kn;b$|L+<%oE{L!5G4?Dkg?8vW1s(t*pA(!0{>|KBS z;Z#&!LWkopw0A4a_G|6WP6WWwXrb3`&r=VQGhlr{H>K7X3&Bgt)e3-~iE%Hy?G$BglmtKPNW zdRH#*6^}S?Dc6Gz=)+~M zy9)~>DJmJ!;e+#hHvxn;kWuIE`g~$=Z{`cr|K?Y<9fzxh1-Nzb?P<9xUX%>=!gy z7zX29+HFAxkEV*v-6$&~VWt+)eW7Xheb};%O7^hAh07tbLgz*NRA}tQ)Ayz?;;Cm* zi^1Bn1hD-41D=d51kg4${a#3fU>BpA|5!B9r%X}9`MzA*uT`$*k-^rXURvui zJKt*K^y(Fdz0$E!3mj$J>lN?S0mRk7fxuZ}VBhU<<3B zGDD|3w!C8IxK%dw@_2?n?{c+&RSsCozUfbA`@>LPx#^%^g(rFo8r zCI*&RWvl)|_xDCOT|1^RQvniLFVc=5RUbD{bwM&c*U40QsyDC+xb!N2Cn8^>aim*p zxUeCPoA5=<4=CLYjs|skBA>IYgvBSG*gHCA6kb2`xoqUL#L*eNY<%Ue$=pYDNM?np5MEL6hX{bK;EN8P#~=RVC| z&bsldd*1%cju-7blHzx9QkYMCb`?RU6Hh4124|5)WW>Mm4_w%5*vL8j~y;}?KO^eK4 zModXmU)ro~y)kTETaz}34u88lb9cuD;7MiqGLOrFjvL6u_*0779(6uBgbbupYl#x} zh&L5vp5=S7m{&1P&cimR$U7YEgVr z3X7^b@O!40lt}oJKkL^%Zsdf1GNZlQj=bum->S4h2KT1C zw`h$kuoR-|kcH~=fD>I(n}X0Wu9x&jZ%Tw+F;2L=CDN%_;1hMpsjU$t~{N@jciYSqE6=xgXVUW zD9*A^%NMaxH5(gETJeg48{j!xNR@KZo-G99M=6hYXFop$;9Gx3o!|L<9M1i{(>pyF zN$fZZaZP5NQS7vr!({w==(XvXc!0y})1d$sF?u0r(9K`FM|9U|)GpsqyctS3QbB5Q z&rE(iasD{_YVo=XhP^$tDO;~>)97>Mz_!~5*}d+P6^UE^SYk@kOD{P0to3W%UOoGV zBBvxTI;?m-7;!>-D%Pex9Mv3`~m>wP$x$-(E&jb5c`I~?GGaX-s&CYcL zjh17=y|-cx&ggt?m7?tC^{Q;mgP!JeyWz6-#ZBbLV;B$j6HF(IfBkD@R>c`VMh0Br z^F8@}rVhQGd}G#VWtY|OzHGlbvbzwi#ZcbbR7&0rBzkngoHY{vLbhSQUOZk@C`yWZHmJQUu4SgDp z;MV5BYI0aEJ~tH)y=y?Ag92tf67t(!!PU`SI%_{HQWuJYb@jcNHkra&8{@ZO`*JE^ zofyRc@ieUY1b%g{qlN(iviwm^unp-1(b72$ddGliDAX~ik9POsGuvUU{=jtcwARJ3 zJ*}U|b`w`%o4?{dQEAi_3v|{_t@&W$u?6z{=uHm#FB{CR_l70E;BYPwcExACh61}> z7h3Z3ss@rVNU?ZHp=dZYr3A(2B;fYaw{{@bDFt5%#~e9jQEG1E7P-;^)r%1qfeUSFv1uf4yuF@`PoW9!K0 z%W-$&H!Fibl?#haseOGft;w&?#27Bc{lOFzLT!-RCcz^A1@oQRQyGtxe-~ z?Mo1BE7$AL%V~6Lv-$4wzPkW#N1DCwnoay;<;3daA~ULVnM3tTH*>cKWAxK5Sg}8+ zbmMy2p-mct9%d9cD^#~97WW^!WAF3u5Ahw;6bk;%>5XqcUNe{c;_FK&cMLB^gE;)# zJ{u>eA@^m=$DC`mKKx<1N6-9}9Eu)iyjjR#=B5} zLbf8g_U@L(HfqNcn?cpHu_<3X{L-!;E^6;u5f=8l|2tI_Y;!L1>88MLqX<>gO9`4p zM2GF|4?1B>5(gZOQHqY3e($Z54pMr&`Tpcyf-HwAW%&K;m5a-E#q`Ja#0_%IlHGA3 zde{m*e~P3naThOxh|L1|9c{ebd9}?^e%Pw~O^0>R5{<9HRLdF~ax4XMB%!`(Fu?I=hM9!3`g5S%*q#(JPbh z81QhD=fLvQZL`*YUM;mHMfh8G-z>@ZS_vICOr!H`@An`_=#2P&{B+LzKb#_=bv708 zM70N}Yfv56C>n0w!8*zB_B&w4c9P|KQ@qW-vg9~*&YW@O1&#~7b6x2X85Zen9CLZI zf@#qzN1zbf2|%pv;O$FQ8GSfRsJSh&3Ahz{W*uM4%BW`SbfsK<>`pZaAY0t4?er@B z`)R(Z&~3D<9Q&=wB#AgPW~AKrFe!Wvq<&cQr#_dr3WX{GBvZhg{ml-;Ps)I=b>ysC zrM%G2B#mY5q3%N1USGYuy zhdVxBmvVzreexKHNKRBM52FBldkr|d{h8%#+}ZmVb$_|m!$Qu;;qpkzbsD6t@nE@o3>TC`(^F?!p&ac*7ypElCB#bK33QH=4 zUCUP?H%#A&d|n!N^1>7Cba(1KoW5*igaGL5d}-dhzRduW;;|gM^=aX`ok}0rI?{Qr zNp!(S)Ekt#tI|#p2T6U(WJV(=bY}Z>L;r?<^y{!wX0s!Ly4+K~PkUx_wRYd@^HM}p z!{9epf^J*}@8W!fl+2B;9$FA^LJI42H%^Q)_Ejdm>IiQ%n|)9e#Ht?>#p7un<$b@r zU~PW(S3hud5bx@R@OB&N51#yJZLzbyt7CKT=7U~$-oF6y7x%u;Rr7{Mst7zIoWX|y z#-CqB*pyzgzo|iPHl0eRXBgMCP#w3n#2K{YKx<*KY?CcF&oLBSpVMz0gHi#R+^mqA zLi#L;Lqn18XcPZVDwDYtk=|S?>`WktKZDKD>-Br()mzJhB_Nd4F9g#R*%|OqVs9PF zW)0HYl@c}-kWtJXg*EB*2AB2=eY1BP7bWZPX)1?Kaq3R%H(@JdTx+hN2=PnH! z>i?x~_iTaZiCAnaYH3l0A;tl#Zr>9CH`KK2c!li^+Ng6Qb+0t;N^v@{O5KQQ+}}4B zxQF>y0wYCwMcIpn{G5U~;PX5r^#0J>8jwBWjZp=gT084hC%Ws;lZ0>TmiXkJceXvU z)q7cQ-<$8>Jbb*cJ75JD*Kslwa=9pDy7fHneuJQk{-_=B8Ya0W0AgVZAR*5#33(LpwS#I8MVnv^&o zCbo+&#vi)zi6(npFP(Qmv$I<2BZ!47wy@{tnxxE)K?nPW}7*TjxZ2 zLBZgQIPbM4Fbz&`rrv+`ti$~I4~H1oN{^F&%cKx`4wr$LaD$snWuPtNPDtOX5%d)%=wA zylu)ny34Qa*Oq8O#X~g)M`rojcfR1b7Vi1Y1Skj^^WN{S8F?QLf*?ATqVw z-*Ncf=N9PSzWU^&TbQiPX<^>{C1p7mv|9OzJKI+UVC`2!VLn|~|1mI>W9Mo+TsyxP zFY{e*e(J4m822p+23zXT)dO%cDY2>7_t1$As&jQ0bALkG0LangHQSuu_U(*}Xjpvx zy13btQ8beCaIevRr#bozdE)aR^R#?TUrX$6t%ew0#A zo#r9?f1FR@N>ce$7{coWxO)gs!QYgp(I*;Q#q(w(9+NQ>tx~_~ETJ!6QzE||LM^*5 zo)L~9w9UDBedy)rB{q@i$^MGN;gGlNu-bLhi_N(#;p5CeAA<9F8kpr5I2ATO{*(X= zah7$Hw>DqYmB06;(jB+0oxfuE0gqq0L>_v4Jy05NTU3)-f?OAw7nj|2m83cpv4{qfC_Ay>El%g339b)TqgtV86d(@1g?j`#WnFBy?b%y<26|`>yJL z_+v5%lnO7rjmn=fk@g$vwD|eoR`+K`Y?DV;z0^FNiB>*6Mun}?qD*WH%3&=MnY9Te$(9Vkfm zCu0nW-yaDartsX-W99r$0s>kx>96jg$?z0xo0m&{p*$x|uxtk9Sy~A;Y|+SnPm}04 zOuFM1-&!RCA8F`-yez&CRHT=OKHWf|Y-e%G{u*ndKuq@jlQeou|NWets+LY6ghHN3_wNANtrS!LesYB-PA zfAu$HUzwa$mirSXtl@dD*6qJ%nw9rP^QU3oavaedFV1NDb@=g@JUBS=qrrZAr&3V>z9eJM&x{)}2vf0I|96L))6ZJ15!x#@U1@ga=z{%$vE;ojR8*h@YC3(?o$Q5ouyNr0Z(r=m9#3 z1ST6nNcZ0TeYBIStWcH`<{+^tqKs4aI5FtIrw7K%+OQn%8#G+V)}z_j27trx2QZ=n z(R-Zd{S!UfUia~){5aCnk~kw~G@E?84!C6|Zth|_81uww2jKa&2uu$7 z$tx0Th$+}$!NOjwDy&-nkV8?rHSe1oP@@zpH%5}qyl)!>I$;*)4u?&N_TkM9 z4m+Uk!nwSF9!b5@f(E&4D&_B|Q*IKYTtaRjhdm0(ZhV@zNe+o_ZsALPHX5PS(x8jS zW`n#ZkO<59ncnO_%Z;{$$;)k@3G>ow{V+B zw|BqK2A=o@W@0RiI;Z(fD#Js|8v9G-V2THHKoHD#zLK!_bZP%fl0Jv)gk8hU@;4vl z4(I-K^(cjdz^OhK^-?(#Z8Y2+hsr*=M)ZBs*|L9+gGa#;DISIUHfk>-}?-Vj1&S1=p)ISLVOF8pb4F+O6wguq0p`%5&68-fBzuM#` zT*JEM2YLMn36&CJ#M{)Pn(ciw9xvzF^X=tk8#9!(_Y&mN-7~4Y9gwD4FJ)BpkB61x z>Zblx5BJjO-amAjxnf59u!csKz-A8?9GEkCEimH7aJ8Qnnv07&S=;SL^n6>%^(!<_ zp!Ax`oY5N!|6Ebwa_*E;+q+eZ+$exH-0P+%F0`zbKS&my+NZ7SoO{BC*ed*zCgfE+ zdJRT^a+=S(v1Swm5ntioq|V@D{60&b#A3mg_=N^j=>6?%l@^<(kqXlxj?NfS&&qrY z5dY`ue!6dF-njpEKnV}21MpAvP7GTCGr{$DDAxOJj{CN5)%vd9C$aXPu-xveA!oOK z14Sk`akHFs?~`cO`PHkA0*26-Iy*^2cUSHFe41`wDoI_;O@rJKb z+VHkxSH1>3ZZ_Mt*AIFW-g_ltXV>33Iz50YLYG6leEjCsu#|G8isXQ?Pul6XYa`P)=qn&=;kNNTie3$vXdZw*${Vd_GYpjDCk;lw{VA%4BK_kOqA zsCtvz@M?7z$IoS%iw!F`LebJ}|2sr=!(_GK<<23OQ@+aZ>3xs8SRQ3a5+@ z`w1)`89m5YOgad98T%UmQtfd$tnn+y=*e}cuMqVIhvm+nD3i|p%^&VfL3eMQSPC=5 z>&#$c0#V;v^Lu2c_fh=*-5%1&$OD8unA~&8qDg{A`l{3_f5c0TWBuYTS+{8P!*=;c z0yVE(5n6@$sPfE0w#3r;sPpZ~L3k)W-i^ZR#GEDO3>rg}80>D5O!q%hv)iwHJ+YW9 z$`JT?DS%LVWQ~kGM6F+ZP6G^}_gt2a^+Nvf<6zAT72#RLo!T zlA(E*Q$ZS3$GRn8!8hBv_gc$}_LWb$FxTUg&15V^*1X1ialnzaZr0o|8q-aGJWfG2 zAx*hv@ncpDQ*Qt9NK~&j_<8xqbhrkoRwR@k@``{ouB%5Vd>myHz)vq;qj6j5bZdY4 zr1`?U@K50lb<02NT{C{;x-gu0R`+rqtbt;LV4ZsVQV^aThK4~>GqZ}=NlMrBgu)lz z=+JqzT5kS?ni9~Jf=^`~;!_-Gdlm3B3ioz5=W$D!b@qUUs&vB*{F z*ib-Xf5VjZ=Upz@R3V=_2c~sq_>WL@*x=>whZ5Vx_fUaB`&rAX5t|(1u+jz2Rswi` zBmQgnOA5XnckPSo#*F?oFg95WLo1M#)iCJMZjxTNV@!y(u*VtZsxUdV9*$7kwP|OP z!nQ)F;jfJXM0j&G2wlDn6 zy2>r<%K;ad-|+~rmc$BBwmIWqD2Kas8vJ!;KrV_`p5_<4E3N^M_FZh`$z_}e?Lk=BAHx~5w%VvzQ{?(t@QN6u zd5;fUxIRy*Hkkvg5%6n;XY`GM`?MhW=k~a00zlv0j`nsl`)-TdULEM$i-|2k4r5fq z-;P+e3g~%t8Pedi&0jUovpQiUJm(;Xy7%0%Q>YG{M`@J-n60%Z8wW zh=EUM_hs2- z!xl;3^(!s@vegy3x=?j z0`HV(4C2#m$E}RYzuxd!r5ZP?8-<_6hvv=i#yP)A>nGMfD0{?(&)gn`XzKN z=#hdb19!@28oButsyfGOD-VO}W3+~FE4TW4j;(rjS$^Zq;8`aAlxZSg?$;w{Lbc1E2LBzN68>bicCJLiy&Yx6ox^;J0XYbXb8*l^&Dl=&yeyuy2VIO z9a5rVy|T3n(Z{^h_9N@-y@=!F;vJFP{?wmRh}T5slWQkQnC!6)%LunoZ{4)_cSJy0 z0&lKknRyE4q4?I`RU;dJ8p&OUX3;ZJPB)3{?wY1tg;5oNaEy0<39_!jQg$ zeO2c^PftP7%`d~DnbM>#VP&&Lr`i0@sq*)}@02$_-H-C!q5jv870BY>{1aL;qUL>9 zS7uUkJIYVPz=BjLgJ5T`WTfL^TG_V_OYc~UD46ex`+f@58QRv#=k#fygGwC})-!ut zWmkvYA?khM2X-qcX9?-I%f`>HCCb%LIulh~nMbS30ax;3amW5GsM~X61_}~rJN-nL zFGhv#f<&maiu6>x*eAf?sEbOnC)ecD7owFT_XIY8EC)JKG)BD@7}1z&h=HxgV8?l zTHLJp>72wkoYK{&6%uF4jMYaj!D>*HQ)-*v)YNE%U%c$BMyHucc8D|)`QXoTMT z(W7_8Atm?8I-Br2F;`uOK0>6AI5@3hxpclVMHO%({o)v&>^ck)TiU7(-pyUg1#Cz1 zYfEwq1_il=V^3FtI>`k>hl!?c({6PbyVD)oU)Dl$#N^HZ*pU3{JmJ7>4gn;)8#@XY zm-UrC+*F7Q6EC@EG9Naf>k^-$-A;G>Uo|V^a90$n4gDDJwa<##w9sKbDL>pFl`6?$ zwMpxbRuNGfoga*0&dIjI?8A+~t%f6Wyn|K7@yUHx+;Lf4G>Q~0!QV|>W5!o;Xv&>( z1Q&wdU!LEkdGW9q3GG^|l|H3;RG}Haf+R6L=!mIRdUTb^MWY+CfA7YtKa9HBQg=roy(T=Kg%)vS5aEm;AYdCGXyRNU}Sin<;K|QS>+7qU2O-J*>_V^l*abK{w_K9xiw>8%oy*lBH z{37}(ZYfM!#u<~wpGgTfJMo%7bZXVY;&1M2^|R0b;bjaLj_m{r(#?T1C?mmM9T$bW zP}rzT#~L%doOVKkm%Bn{!<4T3#Ig+QR_l!=Hd7(($E?>Gl z&KGk=f$o09>0oz+IJ&rStw?_ml{~u5f6<~Hme+Zj2ZZHWWgtPrM&i|8+>CeQ((_6% z0g-^hY9E(fr#04hgvyh!*Mv=?6VSODLRS^>vAYx`WG`_a7gNGWd`b5PMh3&>tjEL1DYSJ7+1S&R`@98be$uYwxV_PR<@`9_oJH69 zETmspr^NAjqZ8KX1s;z1cqm@f(~$YqKbySw=x>J+^O%vV_huXoR{M^{JU*|+wbS=X zKoHD&-}#XE($TTkvKWSSJI#J|=v~lUb`Jl9XWm~0Si{5O(c69$nu=*3#?!O&7X}k= zC{q>4AF#*RJ4B9fowi$b0D!nlvoON#CR3Jx@JC!`aek~$&qw&JHo3oU%rWuZ$KFJF z{;@wLxjX6?+m)MIz{lG})sD=~#K5A9mf%*0_mK$vmauwB(E#x#P zajaCHC^eu-Pc4?GPY3F6!lrdZmdhvP-0>x8`JJUUQ)0Ugb^1}y-owol%WunSERCD| zb;=I1tr;{{TU}Up+j#!vX5c6-%aL}2gA+kj+ZEFlmQzG^DV~4Q4r~XV$LbTOaRBl^ z+}f>rgLwh|#86_}uKj)Mf6wN@{9NWzD|oRHetLfPk$YSew!iV8{rsDGFsYyl{nZVy z9F6X@8Qs1Uc`H>NtMPf{o)qLGBvsx5Bz#-7+2Zl0ZrSO)AT)1`#k!lF6QnbK(OALg zDjhxG837rEIs3k5Wz~qo=yj!e56e6!o6>8vQ-9mPa`{r`gYvEh(VXs%2!_yOqb94}ZnrW35=_NA&a%(jw)=@KwdS_^ z6E3Q~?Fuqd*00aJB2kM!x(uD$#@BF(s&$djw*10a;>f@w029TCv`qHt=-}>m-$(GyA`_?D4~f4w7o2F$FTj8BvPG% z-~86Y?{t!tLzfon=i9SMWdW6--(NJrx-yPU&LekZ3hkQb2(7YS1=WZ(z5StS%$AJpuiftP}bKOQzOmFra=GyIkAF8vO+f z+QjSl%01&AKJGmP=iI&qykL89nYi{4AK!jxovP;ORV;7V zb}5pl_CvES%L&FmS4ORt8oBF8h-><=(kr_HcP$J<>-vMJ9CSZEdOUIqQ-6h~%td-^ zc^4S!m*m`UU8)=mdB!znb|@GNP$D&s@xbi;N(+6KUuE2MRn`j)ply4oSN$WlY9+T{ z*I2-KK4haKG^0AxMMlD0;+{AF4Y&uV)0$Qx$Z%ZbbsL>k7wg>ed-BT z8^5cw*TUvsdx#YKg-&?Tt=$|R$?PCa{<@57R3#h0z_dQUj3slRc; zRF7BRx)e@!iY%b-4z%DiH>7yG{{33(qm zrwqoyS$CIm=7%a>C_Amo*&-1PZ7*7R6A&-O*CKF(qTY%9V}Znp+U(Pt4R`R-^lorc z1N|2LQ|9EdwCFN&1+zD&Ttj+ol)_{%e%yRWT@gpKBSQgf3goC!R5T#Rv~xPoMUNc< zC~#?$Xguk-c$Dr>K8zB7m;v-RX}Iw2QpL<#zu#sw)HLJccB(p69&}I6-()$Ns;_mm zh7WNZinR*w&fmZ3XS5p$ed`EF;N)!03OSoTbiNAkKe7*;Yx*bQ0UZ(1ui;A`ypT;+ zV_SCan9YpyN;(djgJf!}e~m|1I(o!1g~Zl*Gswz)QAMZ>0e%`)|BBzmB*w)0k`57Y zendwW3Dn^FYMd^G;wPuBxndf-#g+b<7Z3ZI-?Xy90J`^vY)JiJ%!yqsPx zE%_tN4VF;xd&wW1TiX62Q3cVb0*XZF(jOGh@ir|INtGOdEu7e>Tnj=c+xJsjDDUti zIF*OFHtd;$8QRrBr(~0OSm&Efjmq@xRY4-yrnj4^_2wq4o_|kJ!Rl1orw`2J@-2JKV)(}l*@Giw<89nb-r>@=j!0}YA@|(to`h%&ecFZy1 zhDi_m*&`+QjjRW1u3PO~)d#xPS(Q&zI3>zA(HdOy(1dm_)p$A#QAl*OXX03J zp1cMQoNa-BkO1k%_sk43ms^4__@(CNmKrPgICOeX-rNjYF&|^KPrupfSCTt(U0CaK zaJ6QSxu|VqbPx+QsH#Tso<^I)80^4GVW#YjN1)*^VWRHFOBOv{?Vd`NbE!f1*;0W@ z2de$3NU%Ix@h2@mT(Gq=CYD^Q61-P=0Pqnnp1iSVg75^sJGS@FSn%d(g9*>SFk83R}f4BShS_2*4hOMPwz zXu%DBmBAo|ZR^h^(b^nF`-w1q7ShS0wK__QA-V(bKwaXVe zg_76ntc@E!35TWg1ZBMPK>DSY+Ris1H?aD9*g2bB_vh}ja#5$&w$h_ifyAz}#gf}u zc{z=m)sUTX_C~6*Gm=~Cb-h;qo7ksjLa6|M-gI*wRA3d;sVy(X^&e;I zw9?M8=BLG`d+YDzKZ4mCgZ?^f=2DnS7+oqrFh2#oPCRz`nFTHg;& za`G%-Qe}K+WLk@xXm{4UeHN#R$@~os-DzL2xe_mw*{!3hgANejKFpY%Bj^e*NSqoE zavN>aU7zxvhC{xHRfW7;Vf^)veLvb{s2Sh)x;IaHHT;+YcOzb3|By!n2&qOg0C~Fsdb^)>EiucyOy~CXlanH| zmx?AnQ0yR6sP%e<>a&R-6GDZWa+iLWHjVNwtK^nYUOIozn^bC7E6FMsXYmuVdDf6` z>Fa=Azp8Wtpjy|vReRofp$`MZVGWko3{gd?TBF|QOJSpRdvRdQJQRpmoKKL$fNk62 zgly6Cd5FPoo_NpPq}~)ZPjyzm$!)USX%+@hXd6v>-V<2%>Ym1pbvpe zM06hOXtB3L{+O*VFt_($RocnrqyINU=-waRHzm=xJ2R0IJ5T<9^g?!!!Iy1A^( zz@V{h?`&c5aF%*n99yB^0tjMmzITJ0okhS0K)pVsz8en)D{X{X^8RiD)j zsdhHe9_bhBtoLDe#bp+=2flJ3DVBdVB;!6AUe9p{6GEp4#1;)*whAWJYt1Nx8{tti zp62DXq|T2zL>HbTOG;-Np39NCS^C@NXXYp~Ri91Jyt{PpUV5o~atqWs+w74c` z9qST(5nD!MC%?V87wSCkg~CFTkGu|j-W7ej{oaaof<;H9t^w;_&&y%KD z;6<%CsC>-obH$jp{F8yp5FEPpVcK7AE)JtNi&LRrY2J@TbJv!tqMm2C_A#}K#NUJZ zqrfwHhB1q2Lr)VAPY;iL-nt+2nsiRBzhuyE=Hi;`_~SU+0;R!P{vgZ7s*A7Wi2qS^ zChDewQ5e1!^H9bNMWY6pA_WIQuz!Q~$r#_r33OPK09n7v+$ekVDS7 zfJx53$Mr27hn!NpPH!Y*_OSymeQb~G?`~@*u#q<29G#0F?=v@_3tNcaH5%KULafK$ z9owS!ECQI-1FgLJ2^_M6(k5=KL4)-j@SVxqA?(Heu5>i9)ZU;l~o1e*#<^>6o{bY(oC~p*~#>GZwYZM)m8^}N?`$oF=9^`+H>u$F~!cxL(Q_ep}8hM1kV;{DqQ zZ1VtCfDR7(iW0amIKYEpcl=yg!($r<2m<^v#+(3>B&DyRkk9&AGUfFfI}Nvn8)jav zqVM_P>i@DISK%(5ax3e>-K;sEO)x;5Z@)if$=_a`PwKA`5(}Oat9mS|m8d9yp2@y+ zO8V=XQ&l8=Z0h*~u~wlT*uMceIB{PexOVbfDYpCgIEzzZukwG#XcOCoZzCmIpPxKx zWFG1mg0K#>xSE=ed~XH&ja>PBn-(%F9_HP#P~DYI{oA>hyf);fCf0bm1goa~(yhC_ z_hUzh*SoO0)VW|2M#?Mc#9DI!Sf6+^|Lbl&SF0bA?!|9D;JUoHk4Kjir}V4CWj=Th zvGNV?_vY6=b(7N*$Y@}MKRH)Td~_ZLD6_9Cj1r^EPYNZ0u2WLy*Peugw*$N<#raI_ z^K8$~7Ptx#V0nV|D7PZ5^<1Y(M_GksJl}*Y|1PV4?hhTurzzX~%{W<$dnPg|Rp~Hi z(+_MqA&3w34JJKza&2jM57a~(&xZ@vI62E@^rCi#%*9#qZB@yp-C=|L7?lAiu#oB@ zWdLfW{y_bOWYVS=La7nh)ENVxj;Xd5OK(8oU5v?$e=ncjDXnMuciH1y`>yq7-SYBv zkDI9fU7u^OfxgOP5V;5bgZVKipLQ()(zYE?II6X$UBm=r*vo$)`Zaw5wIqPxEL97$ z11s&rGFpiKwzF>`e`!6rTYf&Avw(3YANs<`vhp9Rs22;X68L-b`R?~6ep0w8ljV7> zrG-xhImTn^&(D8D1jYf{&TjMszG3~w6=~Bq5rgJ1m=sl>tzy<^4v)#@WT^W$aoA1H zeTe7+napUA@mK==;$Nm=pF{F}YjTvKZ9$r9C$g>0}t8Sa5T{F(wyFcx{-b^rDZfpW9ewX>+{pi6G zYYW5Jlb(}*Z+~2ValV4~&d6#(?_A_Pbb*lhtD$02S!Ih+yzv&tTH7u<-SRfslb%V} z)*SLnhG8rE8+N`uhyX*QbJq=DdW4M%H+lc&+5Y_PfS~$hbUEqC`np4Yf`br&cc3=* z($z4O2c;pU9SXMJM7B??*WPWd?(_{K?fvWFL-z#nU2F7(78tS1@~k%MNn9KkY@3mC z%X^3ZJRf0`*Q_-0>c^%a9!QguS&X~6xpxtw@R@%VaoS!T8-^dkHgRT+Qmp=ZadE%C zUGLYg{_pP?q|d%k$ohaILc`_MidVn&Q-*%|#G`?3t8GkH9GokdGo2`nS*=MtGMMEP z!qQ!$=a*0fL;2=jw4U2DF}aA{)}U0@DUc@_JZ} z+0Q`fOoovPyXMg@&dMq0(l0hyqU&eVZcAaq({jo3ZM^3BG-{9*JC(&}sUq*sKInX) zz(#}y{z~OJ|FyM_HGpPf{b3)5etMKGKt%mbs9{;R(eCD+@bD%G@@1dfo5$$HS-Yqf z&l`aHD_^wo6_$aB6$2P%JY_UYNG_oO1MWpS@YIzuUpSNl~m6b53w{7E2?{a~2s zY)~=J9pEK)#|eI5S#1CF{B5)?)^#2H7dw^OMD)0STO;R$MbMUVyS|4W1<=INwtSh{ zNL7OoxY%}jfARBrj8M34Ye`Hyv$PvpZa#T6CjdfyiT*b~xqV~VC^g2k3#-l})*PQ! zpD_joLx|8zL-<~WD$^rR#~c;5?dRD)RgeqNiib0$v*s5AC_mznZc7Wed89xegwRZ< zerO+0og+;UH9{ufL$oQ^+;`|6Zpu=6cKWBH`>4!E2&()wkJm{URmXptG22ZVZGO%q z&%)g$e9PA|5E=FOS3{1ScGNigH?f-D;wBc2$~V9}S>8I#PDgWx&#H5=%+qt*t( z7Tx)4KHaMAaPmBJs~j`b|TIo$psOThOi z=bl)tut=lpHWF4PBC9C2x}x7?oEa6wf|J0-z-|h@a4HydFmF3MF7#Ggx4z94Pcc3I z(M#Gqm1P#`cNJY5b_<0`Hy>=JPm8O}{{sAN?M}l*t^GRc)(SZ0_e!=kvZAS#$vU>x&!^lM{kGoYCAKMe6$}|ksPxN7IGOfZon%4B{>?sQLkDsOB^U1&Ib1zmYlo-HO%BGlCf;G+ zaXEGyYaSer=2f9laINPS{ScXru1WXa#>vzm+vebeLE<&F%FnU7YIcpd{vh+veMjok zx!M9FW!$ z1f-jv*PNpY5f^8h_9my!q#;w)l2#IPk7v}p=N#s}buesYTz3I}(L(CI!QO+m!ftr` zjz`~;x@;ZJQ{Vd0+m67nxoxXho;Nl=_LI%UMDqlQ%bD9-hewIlCOEvtYbCc)ZINFV zr$Y=k((?vgvrNiPQK0oWf`Yrf-VE_~=5_@@;BtA7Re4Ro|ES8VNtVOtPs?T37Bdce z9@6CcMK;-bAO>uPJ%6gmm$x+psusE1XW#Fl2r}3&&X1D?3LE%?<$sXRWG>J8wbH%v z2J052U8(DD1cQk7_hRcSs&RU}Y3^Oj-49xHmxhZXY>Ug-F{gvwwwE_6xf8DUiC~T1 zH_L2YJ+>;xzCnR1u!?Q{MiVT}soo#ZuT2X_-&?+sZ$RD`bqYBbkrvnu9(0B`%a?$H zdquKO$Qu#0>g*54LU_%OG-TP%JD-RPf2xP!-PNd2=u0D}Ub2T(^cTHrW^;_+8 z<@xlz8hu`_a%>QrWL+r$J7>{{YkA2`U*lr`OHSPs6?C&!<7?F?Akwx}7^C0GyUbTn zoM$n^S{_@!pdRVLMhi<^fgjf#|8sA@n&);d1 zqxW}Hb1z$%uf+FF_%TPd{_ef9udUVv1rwJhsWY~4#)WQ8+**VDbyoPJ%u$Izf^w-o zAoY=T(3|!BY&dmo`{N+9L;rVv$aif@->2ozUuCJM^~jl$@Ge@ z3ksV_v-AeP7np)hBJ-!*rC6sq3rp#_?}pTlzz_!nm^bU3dDtmux!QpQ{`S<+IY}&YL;-NA=Tm+}uroAI;r}jL0hYq@G4euYh^v5YcSOF5H z5nAt+xy*TUv$ECy5;tx{F?o~>E*tIG(J_$ge}9^=|J3d~Xw*es_R3Zi{jON&B`Yn~ z!_5G4=gqyooHk~b5$Aw1Gp~Uy<#ZU`8r%Svx3G=b-6jGzOv{V?2Pv)}*Xsr@hZlq3 z+7Am6kLQ&FsV&&XMBpuhCuV0lh(e|kU#RRgKeT6EGU*}NMAjq6XQkdBmY>ds-4e+Q zJ!tgMO1bIT-TCp|qi0ooR)g=reXd!<-mLnXNZc(q6V3;0sbA#J_;BItQF|;s#`fE9 zRd8Yd(&sI(DjkSFX+F#m1~&eEuJ0n2@=`uW&wa;Pv{qwNRN7r1VVZ1toG%5Twmopi zz7qO1dhp25Mx^qddwtBYiu^k#&!-1A)cR%dSUt)I+&%otZu90iMDx*dDlyU+^snKR zwEqgFPlQ(V_%ss1J~?`N;_`PxfPlO*4oT^FfLA$lcvti`1pW2v7FW{d+5jem&_4z$ zgq3_D4np6WH`=f1$nW&KKWB!h6`Y#6S9cn3U-qY68~pGq07*{eK^jedXdPl3@7l~s zk4I7bgGm(%*VE1c4_W*T_yc;{x+4x^*~@3yns z(fU3sY}o!{wmCdnX2g~u>(!f-u7GmA&fDltD!iS|BO7hZO$)v1qeZ=dU10J}Z6~+e zQo11L$9Vt?;N2P7zW%!ElzF`ggUx72EzvE&kw;G3BqoHaXEe^edFswagr> zEPM8jt{^UIZ1=lH+x`#W58_RzkV#zM&U&A%hSrsNW7u9Dk6Y~*Q*+^WtY`eYr;~=h zngyk*z65s`cv1=s2PCOAXCtk;byCa11t70Edtgrn4?*u?rQ=(TY(P=WVQ5~If=lMy zjf!n5aO8~A^(;#oYpmK>Hn|ENNO4V&kdo zp7p0iY^cSwwciTA$X2zbm>Yx!mjg|SciG6bz4ab7x-Et;-?v%V%{E-m={SB`_wMy@ z|E>9zUGMV~-k1DHh)$)?oGJ|PLMFVi4NR)%QEl5+hYum-o4w&$C>B-+=6%?z zxLusP`NxmHzuyz|ntz(hs3ymB3OGZQ>kIN6t?+X%Uk>309kZk^`+e$Tw3R2%+^<;__DKd6)(1 zABf)W?(U2HiHuT2Vfy-cm!{=v-(3O~=n>>(E3DT0NS)4w^VCP~X2aP2arr&9hgxaR zUJ}-T9>1O{9J?eD=jVA}wo5rrzS-TUI~*JBvQ36^&y9f7%O3r?i`z ze!(P})%rii@WQj80Yx9wtDFm z^z~$Z@5~8szEgwjHN%KyEjbuIYRWIEqx9I@9tWCVdxPa34|urecSa~MFXifdSx=|B zOSNF3;4jI)CRN7GEuiK8UF2fzcBkyH;#*w+Hf1m>6EgK0W74_tgSZkwF zgn|oQ7Crs7zav?9L;tBqf9%yNDYYB8&jH?dg2(lBl~4CdkX>Dp?_yW`6^~BdZLyLL z&)Q1LfJgp=!+e$sE*A^09yedk?Cc|I33*sBPauww`QP&{KNd30_cVo8-$hm$QOy8Y zbQv*}-^+77SOd;(B|BrcRv!aeGDQ>s_ zA20@qpvBt`#-S^@bt5Yc2=RRL(KWOE9+&0zn$6uIXVU9XMTMO&j*Ws(vce+rf&2z$ z@OzsuchA2%uagHUbmc!j;fyiQ)UD*a3=Izx&#%^msPAQZ^$F%FEI;7UCDwV1O+DbS z=L!mf-)sevp5Ae>8D!&}LBQZ}TeC-&KF(VMC;h4u+I*D#d25iyim?Ybw4s-sld9m{ z3rF1bNFr^l_$WQ{i!7@tG2P;E_I;L&*N`7NgM{YTOchAz=Mm(R}8&ljDl92|%^OjIY)8>DFZ) zTYUftg&l*xI*XC6=KH=|DXU-k6z$t3$V8j3F@#U{Jq&_kP8>9gsC};CzyWH}tA%2= z=y#5Yv69 zj{mNoAI`Y;x&FK}7;mvuk-in`{wI%~bIPE+Qmgxn*w(wl9?;>{T(h^GxWjAK@}7tV)gJAt zzE@nhLUu3nLsh-^5f8Vu;;#r^%G<2`9hHx-{u+)nwczjc*!Ph<;fA4c#<~2tethry zTErdyif81bKPpC*XwFt8%zRn0=G3V)5ALz4mLH&VHZy|nxSvLqcwW%}#1@W=)3kD0 z6UcHpnbXo`qC&gv&jSTe<89lQA=+?>vW@0pBC!U^rOE73k{v$QG4z%0@x8k9)z@0jVG(U`NEmygCAr;!$-UpGKY?> z<}d&7e$5`=E7YsGni^<TSFh|OQvvN%0HGC z_N(?u-YOJQxwLr4&9W#t|Lvkmm#9MEpB~WwtY|0SLt(BqCX2>wG!=6dAtWRGx+1ot zQ3H9N<|{jiL}6dG#=F+FPP>0MtO2`!nf%?MgN=QoW4B0Ux>i>l#5ye2STD@?D)Db# zXtnV;aH`Nn20p}BzO-Uovv{S5*4C;0+5~oKw13I6nDV_4eYcK>?IqBcm{_Ff zU;VFoY#;&y&B6CR^!RO319y@>zT(G8!0*p6C#^T2{9W~a@_gCapKWe-5uR&&_EO7X z6;{nezug+6O7!{5oLP@*J4|F6((KifHv-;JvrF2T@fp|BR!T$XG%G2N#g6V&A4SEv zSX8|R9qK2w$L7)I+g)~02!NeY8a>qqoma%Z`U8=dGlcz zL9~6JZRV5z=^-NiNw1ncshLpn>j#}W44;q!ll%xsH>Wawb)Uc+Et-b&I6i8O=4fDL z6}YZr=q4jXujbIgHw(I^{?zO6Ov=`NAa$|P&|LsLyES`xx!r#A`Vx=ftLl#W)$T>w z`@6#8!f<~(zoUe)ND5EF;yhxugXUAR9Vbi9k-uwOv#x*8%$BuFjvPmEDaTcYDINo$t+}_Xp{HW%{psUt`-&@u)*B z+Sqy#rT!q`ry>S+?n?t>I4nPw{bgOjdN2dHy;`kB#SF`LeDJ_i+b+2~cAU|J&dBk= z+pu{XqK_G+HGFk@q)4A3`Na2lsz4BUu>(5EgS&ti_T_1}7!YJFjh~t0{Na%uB9dWFx7hQ1A?_q z(YoRJPDxTman;P-KdSv~BX-KQXc;7fb}X5z)!nN?Fn;!1n{r~W1w z*#n@(vWMz0UBJcD0J>Vgi+dPNKZ*btd2Z2eL5y@zU)DR)L|LF~3m_;y>e{%&pXa?n zyB~KWUS)^=Zz$w;oeZB$!B$^|sGYlz@omCCk0ZRGJi>|RlMU56Yo?kzdimcT=R z)m~xGkKo+y8T|+bmuU&M#aG>5X?$qwWRT3V_n1-prdZIBQ(Wh=7iA&K+vPqZe)Mtm zE^q$M;bRTp~sdr`9)i&C_!JHWdy5 z!=I_y8Z@x}r-oT39nyM`KS{qeW$w{RI$BHL^1E0o1;HFCMRvCtNe%Hn#v?&r4D+y!}F8d6*?*P!RF zUfK2<-Y+7g)=M^)Q?gLiSP+_hGikrOZT{>V%@jvHByM9+4Ou`4yXoI;u2&EJiOc6s zx9g!*f^jjY{UxKif(O7gT_sfjxz4_@7!^Oxz}3o^TtfzHH4)I0YvPTBs(m~hew%{& ztnj;RI36oD82lg@H8O^G+P-Jjur^ ztMgCmm6vXdp2-aQW8HeXNDC%*yX_SMdPSpQeoDY;Jj&aBcQIuP}%P8f{pE${`Jfl}_s zByszg$E8d^6!iS{<}pXmpV;0kt`D(0TD{MvNUqLf5=IJvZ3UN*-|)qR$m7^@sR#S* zy7~Kn^T6p+EZKLar}fDz&PbTbvr)C${4wQtxpSvPdh*=G>qkE8M)Su&89I4~!6tkF_?FIw9+J94n3qtmT?ShxjrD-$An4?aHUG63Icwvyk&XQB=FSLAE; zOV)Ge>X{lsdEdZqH+^%t{*8)$(k0TDW_y$7wZN_g7nw0fA~-JM>wkT_3sj@-9@f1P zHmxDkzkSKyw82lq)#()(rDI9paZ}xZw&R5+!Kbgxy*7e#a^^o#p}BE@DWIE z)YMt7Lc#_^?_HhCW!~?sP(A4%Lj3)wm!MM!_`P|7gGth8gSDGAylrTn>7beg+_0_6r`g`Y3S*l4^Z>J1ZDxX}*KMWLE%)#A z6&^I-cXOsyJj(qJJ}tL;*;3_qJ#EWbTs$HbCmzrxZ+oE;bGBvMO*tBW?OlIWUkvJ> zT;ZuzUt%m*zbj#B0dXWSlVZEQX&)E8>2j^sJ@+v^qQL*2tfV?(pT^HYQd$+~C-Kiq zH_hxX%%rErSE3?nW(i`70|0fGA`G@WqQ_?NrUdS3_;63Nx=|mGE1fM}6k3xq)~Uf_&fj&n zPz~4Re=zo6C8GMl zkKk5mc^x6H&n)J3rTpc?p)a$UK6nm#y&T~|k1V%Ya6;b=w(W28Ipj@{rQBC{r8$F$ zaQ?$2@Hs(;lN0lI*B_u+l`^lDPRCuJM0>Rb-6nEbcUsDjb@)`UJxwf)i)+A{?D zEMPtJ{#piqg$hJ!A2Si~FpF>(3(+Uu)>_SS?R(I7_^TT3#4G6Ry;Jf+${RP^Y~eAX ze~02^aUv>Fg&Tv3J2yJDNufB_??K#T)J`9{`pxHlAIIIYI{dYFtxZ*Tn$JHM`rlAV zxk4Sc6)>3{or4B`j7a#S4SEup+mT^VnX@)9R12SNUdzE`%~1Y`C*MdDF(Kh#6!7p>uIu-5KX^b+IsOXePN@w4jQo{tA-I6U%(I z?5iJ?XW)iu;}yNjLFcxL-oZBvql^4@7fsxDKKicCJ)kZ(G1&KN$OoJ2XRk7G>ziw1 zXp?xn)x~hrB1)eSFYe84J<+v3Z~fS+BW-O**b#W6yLa*3oa}>Vx0ECE!5Mkf3eDAN zU(>VyI+@p3633#GZ1*9Hg22oB0AEOba_cHxdWS#^kb2S{pl()0106&(37mp68@HC< zY)UEO<83HsF0IqG0ka#(iPwaWgMr}^Nzd&4V}U1)YEo)OxYihHtqHv4ofIZv?)>*@ z_1^u*AJ31DC?^~&B^iUx&wWd$eEBG4h2vXlA~<{C1j|r{%$Hg-gLZWq!)67Ug872> zTI(?ed~RXhg3q)tL-8|fwVnZx5?jKj@Y_urV@*!X!2)mFP+`yg4Qu6Y`MfMar&lPx zZVW*@HSe%wKeMAsVNedwF?-CkOT-B9F?Je`#2TFi!TSCK!I280ZoAo?UG1*Z8SHk5 zGy72Kt-q-De)fS9L%{*TJmXzGNJx>@x7Z_qw z39;#%I88slS%t4QpJ}-3bvL_+5ccc*&GS3QN)@picZI*`#;t4VY323h8vp_?pp!vv zs731g7;YZ$1nYMH4CCu1np7wZyX6B`+!pQaXa4@1pVyr=j8g}SRq};NGaXO3;{F)a zkqjH~D<2tOu#Ngrh2P}Kls~6UsYl4yBEyh0uY(iO&9S*n9m3zqLEw72Jj6MBcyKBe znJe=7=b5T_#Ovj@M8|c})?wRd1y-mZ!p%TlD;D;MiRY=ows$-tl@zjG$POcHANUui z&@7CSkos+#oNcd5Ch$4>+=A9?@~>Q54oA5%p2h=zgQ=l-E~g~^q2J&@G5NPDgG@0K`i_$H8zc1GBX;z@DJ?TZibG)%09UwO;wsh z6})M7ltX>UeeQp~2s=`|C~pms*LI946Yf3y>yICz%a(pm6BHfI(sK`hS;L!q1#F^E zeql*R3;lM#Skpf6GCbGA&aXzHbz-0qv%*>vHc8F4aQ6xk&F)Sg9!m*B^&Yh--^0fc zmYu-ecNawaZlzvambrFyc&BjRWPRpvcVpIC&x(E5DDLYF46G{_>Hs|#LZMoPHndbynR?vQ=gsRTys<~m2_SAvrRW@XJaTg! z8~e+(QNX>&;Gzw@MbLr|gOlt{5|kqod9%OSx7)^QC9N)6XsY6DH-8*X)NZqE9!pv@ zCL>@Sayx!^4@5-e26|Gtc3`mf8j>-z=z`kb-C9%V1NcQ>RVs(APg26yJgbWeC8|xV z%95v-v-G$nkZ<0`*lygcxuD*h=H}5m1#LcwW^3HlsKnlk_SuTpW%X!^31bT|J?Z zHo3-=>UPb~di%Q?Pw8^yi~Sx_!I{Y@9W|8QmRe(UqfO8<7cOMHHxKA1^u z_XRZTL_P`|F9SysYIrjc0HJ3N+oq(O`oe64=uGyRL?Vc#xFg> z^jzC^R=HE&n0$M?#i@!<#P9jt$X>N`ZmZRDRU-!j)c5%83GZD=CuV~i4v5BTXHq=w zvfMS-cna9Fa6D);<#7Pq%w%fFzm02O4%mzyy=I*hJm+u9P{S^q4zxN7mBA^Te6#j| z(wkH5hKj1r>L@zU>C^T4ZZnVK%vhfNY9(*kEBef(2k5rMRlQU!&(OQSw0Z-E3r^%(9yA$I9rQtB=QdNu~ucJ}7C2dKb#;Wy{btB`(gJ)8+(!P0}{T zwY+d4i`^lmDM^qIN=D#CQlU%~x zpE~Z4ix-*GF=lte$Uk(}xbZeYz1^{LyfonB2&NZn`phcq zbr;_tIx(ysEml~{xI~raUp?{~c$ZK;ykNm7VGX$L*8~dZs`zVd{pvA=H`cKkmC$P; zmz+#0093xT@0PT@2eaY>9F2JH`EBj)*ki@X#`ms%%Gv{F`(4m1E1f4|E|Wlq!07pT z&O}UOcyBak6#hZ#WNySIwV(OUN5uj&oqs7Of7xHUNuxR2R2G-Hn(6j>q;5)gFPJjLPfntZSN2j+9rmufUSo$@VqwTscN2`9A`y7B4-8Eq>0L9Yf z9=@W5Jaz18j(JUT0;fY*%U?BvPwTI>Cr%?$>P>r~_L2M6x?4L3#mQuw7KPns7#_#J z8jCpR8q#ee3Y#Egc_cTdMLN8EDw8an?T@ld*tF5Tl3*lG(pGEmuK&T%g$*{B*i)uc zY0dKE)?aNV1T(vmoeG1>LTuM}dJ8(e@8fTp$pz<^%kbNJX3Up!=6I-}GWkK8eY7V& zzRdcYY+5~jx13fyu_V3A!3IOMFWvi;j;Ek_Lqc~|L2cscPJbI-ITW1nX0j56W2YAA zUNL#s^K)eKZEH=#5etmsqA`q7d5dPwBE$cLoN`y_KO*V|?PcIo@xa#8Rad7$~OfgoiFv zZC<*Lo4Xf8XNB@PkKZ$6BQM=*Umi_vU~dR_`9G;6(1X9vN}lRkT*zZqI=(PhqMT=~ z8us@{Mf1_lI-vgGp_YDUyFgpa_)>q^0tK7=?Sou$-dzCei-hFj`7nm1zzxCLrb*Ih z-U-HZapXU`+#7^9=y}wZ4zH=`AUX7Pc23_Npb1O2awgMTZ(<;wzB(bn&usCdoj9|a;*Fz9=(4s$5Lajjp-uNwfAy@=o5 zp0anQ0vhx3*0bPCwpmRIXUP9mF3T~P{hP( zu=0W_8{_xODr!`oA}>$#`E46cV9UalQ7yl_m=P!Z@`8qWiRIq1c)I0Q%%XGd`83R= z?>f1teYVWB-z3dkt5oFV;o3V)@ITqY6)- zR@BJHy^F|}JIYW`w?Db(uDO6as8LiGU_Fg1VbIup8y`uv7X0-tM{q%KHslg|&)V6p zw*8tC0L!yK8>!PD(qzi@4Q%FvVfn<1dsA6=9)poA@S0Q=(n5qzaN*lkiDaMdv+~j5 zbmV<=itk=k#wYMPY~l4Zhjz-uD<|%qqLCQ-fSyx-Z?s~%SNn0itl@=P+Dj+<<4d z4u)jff-m8M*&S~3NqX`#k_g9q{oV+!$=y`yO!Z~z8?qO#3AAZur9UQB@0>1fF?l8w z*TCZ#Ohq1I!S}Abq^HD|2yz=~yxrTGpCt727`&p*FFP%=fySez`WTrfm0)vpE1B5*7jGa+0~+H=L^(0ibv_F^Y!V&_)B z$sM}M%sXSIaGrx-1N*!DxexU9P|CyHo3om$%5TSeSY8ig$E?)pDDTx2uU)ubnmsW` z>Kyf3Ow-G+-}uxk%P1<0)Ja94X25Cnca4(!%Kkd^Hr^p3l=we~T1P0oUh~&}$qo+E z_na7Y(s3I~OY#=Hx=4mS&uFy=0dp>iZ6W@I>$X#m)M>Hy>X(!kwl+8?&4{)M_(l)cJ`9%m~Iih#b5peM}=2uQSe}cng#3Jqzl`<((ipyT5E+D zs)bflrt0IZCD#zBDE(~(T-@F)euuPTcOew>My)Bm{VYtUOBs~Y$KwobZPs{kgWNiT zd#i1n*Jsl)9%pTqBl7!n#&?$e6(HGmZH~msfBz^t({@wAC=CA=b4rG!$rPm#5s@ZJ z$QW(@|5@kT`LwTnIa|H&TF-Oer~37nByO=Mu;%daGtWl%^;d|?zw_h#wseqL!Z*`I z{rov=j{!2Nk9Lie**MDTRWIRqye2!{^#kqzqX_`W?M2b`&7(uP+h~whi9sDGqNmmk zAUorU^5D$=jBx^G!CtNR{zfZQt6t0DZgZlJN8iS-mM(=Y_cQrghC7R9sCGT%9Dloo zBu8cNS1<{OdD-{L;z&Hy$;bUT8HWx3`sq<}LN+w5;-iNf7FM0j!}z>@9@@JX&}7c6 zgk&F9s*gr_+Vos?X=K6U90pVRd>!LE$j7wwj3i)Q#?zF7N!c5Uz+r4X5 zr`|IP64L$b{wwQCnsSEF*qdcV`LMdZt@x+6P+&peVl(R$4@iCdVFj+h<&^0? zubOkGO|KW6`oOyxL;A+oysKygp&MNE(&(KgpKq>_KYAJ-#(lrA!`F8oBDD~x(XU}Q z+d#kKZaGWH1-c~rXSTe?xSB+jx=n&Rr~#162khb(AZ)C+iq{@eMfr2hJ8wpv6^vu4 zFDB2DbI)GQw`_$$3QLHRobv7G;0SM`#j>(8m!}GS8%oM?8+KY&uXxWhr&_|d*JQ3= zN*alQEP9XbV{YZ4%+ad&C2>sr+T+LZyPQgY-Q(d%d{MOgtG?#Uy7wMm$ZF<+1N=DQ zn_w;YUk3W1U@Tw-dFl;`1Ny@xne}B_4+ZNO`;_(=8X7+9Q^RB0kNuMZP|& z^L0rdl!FC`IaxSLbB`4-z1yO2zZNNG-kd@R#|Wr9AgdLCM|A((Vd3&Bnm~!}yN{Ue zjZ0?Gy8S|cXbQ`ZanFBRg9kcB>NWyU=eF<6(br=HkX-#x?FRqNFV)Yo8$1KfAjw%} zrieIyWYL)gBQ1@Pm*IJ_cX9t|OOs21SbqXy+9sZ>Ys&!%6BW47?c)2-arM2(3E~U; z?5^hwrbzemY6uxZwKD*NsuYRIPMcSX?zM0#e%4os%M(xeG3w&muz1@^2)Z+7FrL0n ztJ2iG6+a&@XXHgL(j^0h{iwRw&_Zk<6Dx|J^S=Lsfb-ag?&)tm#gvIBh55VMiO0*q zXxvQd#QPX}_0gnf!#nflY&V~S&y}AYinVlV%ExUEa>M6qQ1ZD7SsJDs6N&_o1r)xb z-N4KO*hszmLg8C*G5OA^*LD;LF)(uyFDQ$~6e+)}U|9Nm(|gaKt=!i{I#*Wl_maEj zq9UB`ch!xgj5$LXhXZ=>Wy_aXFkt<)wm?al=Z5SLs=+d-?a$9p5WP_lF}(uu{Y%w9 ziyw$at<^=pfW+yAa^p{_OrL*zXG_=1;_3tXbPoIQA0z4#y8~4?LAvtW%^>L_MbU9q z5t>9LSFNw@U8h|4OA1+@XWgbr^jn{|>yfs}qS? zQ~`0xm+uXh=N}&rVm6S$G7R%QSTPEu@tBb=B6n_c>b@}6?P!~Nx)v*g<_)b}<&t?K z-KHfp;VJYXk5c2%D2|#*-)R3`X2{OFkxB^`wz~`DO0(GcNkz9fVLP5NSg1}n7{=M+ zHT%rk60BoQpuul-^d$MCLEeIuuoY-j6 ztzIZ&t5ObHS)Y_mdHu&|wW&OizUA3?Raigxc`8ND?9kueUw>c=uuo@m?!Glqsax`3 z;MH53Lz!C0Ntn+o9GSx)Q2^cIt~zIb(Si=VGO*oiYcp)f1k{S)oT=ZYk7*_m+nm^> zdQUY$PtBL}W(EjI6~lPVw{iK2RB8q+-Izf;_eVUdXX!$N6m)x{^10q8SYb7?(5f_- z$kSc|pD=d&e6g)a^3F8L8+;vVPo8xPyc#OEUkh)S0@)#Axk?>zxuRcmB>cm_+VbIt z$*N~}(W*jMx=5OSyQh(RC(xC?K2^tt(*6t=qrdRtv@T#9;J}74Xy}E9+ULN*OKXSg zb=|eN&y1zROl^0pXA--6Vo(f;^nG-hrACrb0Dy#r7Eky+(HSD(VPFz%#sbbXRDEW~ zTkjoyhc|4C86K(Z)eD(rI;i}?*Q9}dv%(#Mf4}+Uian-lKJ?h%OOvlDDux0`TjEG` zvu8Fcmi`bTEn{Q>`<Dv1tDr{&n9+eK8!D<-nxe@Kd^Z-4KQt{QTDFSb5Q-;;0?k0HDVh4RizSl?B@E9 zZ{bELX|ZRlP5>03=}q%?xa}^tTe@5wkZJL+|5wT6HGUl(Z$)2Us`&-%ZL2f)m3-f3 zWvEv=(Exc2I;FXP+O?5xm?K(C@_1fnvzaj%O%ETm+}Iyc6xVW1$%WK>^I^#5Cf+2h zDN5VlfNHo|Q^?J+@BMTT)Jm6@x2?R4z`9keS;di15?{aAw#ihs!AJu1HA0iT8o6X)f4f);@h1)LE;kSS; z6J=Fh8*#g@9O)yjqU&Z}!Th9ji|EfNWFV*)a`VN9D>ZkRxwvlIq3k|GlB2zL{DxO^ z9&F%WySWFS!i0WL+s{{NL$~U`ADe1AJ1U?47ZG~$TK)RNFIe2miqkGnhGliInQrsL z%CK^*Ukmzvcz!Q|D3e!Xs}J1#kS^vnAhj(AjImrDdvK>794N{^Rhb_Y2+$iT*87-- zPnFyJc3mJs%Ua>}FgZ0xVeja78Mr^yF@V(F-2PVDF!@b=;3M1+mVYBEDbkix@;Oqpu51XI0gaVY-bE?`p}_ zJBngw8Nh@V_(a{7na!frNLQwN`0El1m=(vHdg4_}slC6di;LV{X?lGsnW`}u@cAJ+ zno+JGU;e0CEF)EF^38?yTkTh-gH~4l(6QcWs#2~@B_nSu4cmQAUEV%LhHUtEwX(g4 zeeG5r_4y&D#+NenF-jCn&Uagodh!Bkre^U>InJ;y$#QeJslSFF2y#c8P!iP7Di`yN^JGQNu8q&rv> zw#;!L)%z*VlrUg^L$RMf_jHVTx|nd#lspKMH`v92v}#C-8%Xzr#1GU zWVQG5Kxd`=a4#%G?|J|=kPog+*wz2}z#qBycfoNR=s-NKw(nOocwIedl7%*JAAS~J zQ660~pL{-@{HqIURKj|2*t|dk^}Vn!c1Ido>oUB#!iG(L3jz4$Z9;4t2Xg%b*YoZG z_cu=u3=p5FP0eoXr45v<4>h^Mi8?Dg&Lph$wN2htUa~>2mpq$J&JAimk!MwPKi}o* zMdhrkeJsa)klVQL56`3Sc>c|^!sT(+yOoaph1(4=ok44jQ+PzR zP%f){!70NQ%ysAQzX0L}r{>uI8~NYGuW8v}d}grj-3MW3)biM!L*_^4#fqveIb;3o zS=}MQZ-F>_tK-IN|2E2YWpmD#*bkN0Jg#+FPV>G`ZKj=;o<7!(q&Ml?UZ&3smeoW^ zSH;w0R_XftoRd}H39+8%g3hO^oo#Y}liO-{9tqd#u5^zrnzjnR&%9~BgiYnU>QQ&S zoZCGX{5Xjj&?|7qK2^53Y%p|MOwUjHF$oUIT@ARXv9|Aqdq;Vkx;$u)->8ho#>-E_%a239GANvo0s|Y!+6fhr?&$8t5%HQ|@+h`G zl&)v{AY`)fiYn~f;vx_TZ8VTL9DCZ|_B`8YfT^{_*OIc4lnyz6;*txDo4GFX6z>7d z?+V>!->-QkbeTVsbWS;twX4}q3ELUfb|Uw3Zr3B?=FSg2|2d$isF$z)QTw8Hj*t4J zaeY3HUG`#8oFrH~CGKnEehI17*5xxKlsCF5_vRbVO|47x`LNjPW=4e`PdLjT?-m+P zzH+PhkFo8&o6~an+#3ArduLx@yLLMK!oQc9|MZgTq_Z`{@0{#%Sg8 z7`+bBSD!~wd0dj#zgVq zH`*3T@?(~katm%3@_L@W-R{B1Y#v?*uAOByqz+|0rlgP6;;pERAQ8(hIQNx-RjOAz z8pwW;uU0pg(5+;z<3yC|$31?kFJC8QsjlQh2N1|9H6_;h;>7M{Yp$0a+w52;KJ`gk zaKAjfzRx4#Nz~<8V0PB~0a|AyksPsZrJwbqLznFIyMF)%sk7fSGTF{Y6^Bcmp(oyC z*oJo~9xm5kXCxE{1-VSny#}M_ACo7v<5nm??!Y8#C4vP(%8he;cwbJsN^y`^0`6|q z3Pn_v6MrD}+xOP_SXymruRTs23QvnHRCBL_&>$!8d91Cs_IDg~ykUKYGcR@w&j~ATTzYSbwj#GPK_^e_S%>4WXuM>`g31-Q=jHN+sv_iy!B!LK$3-m{^YCTRi$r)%&hGpET9Sp=`PF3gQ~9-qUaJeoz5& z!arQ0R8@G$3yurLj`%#ezlWBcUUHlR)JtIq7VlDT}ynx{H zYuUe~%i96)W9N7rm#b}NAuAe+G`*UA8bS_fj4<911V5s*LT*=xxJg;&(`|J2g?ZFx zAr2mXNjT~4MVmP&;qp?Tu>A2|>D_PRG9pa3#0D~H$HDo%Km6r!WdFjy&!P>qmd-kV zqFm8BKktD)a>hR;P;$w6{nLBbuX-@@xq5%L_}hq;tv1+xYeYICmtlmWRzSVh7=yj;bankg}zk)((bqi(BdvMYI7tm$&(S@ zt_Ledb3!ni0ougBSIHlqkj?G1Y|?xK5nZ_!7cZyOX?^;~()+e2x3X{jj(gCX4Lfxx z>bt#}d$$+$Hx&$WFYtHZLU*#;ReLh;PGy4J5`<6@bel62Dc(8d>S-?8J=CH4xz zv;Gp}dA*31ez%0#1U~+@6JZ7CO0cn_ zPypkSyi0K0EzB98@z%o$-R%`zqBxB$_uGHZJ}b)+)$dcx{H2am_a3C|GiFjdpd-=y z;RoYS)`m{yxk2$e_5Q*qaG5z;v}12Mn~** zd8&Xg{SkF!H_-|un+V}l+#JYV_*^Blw_$D@e7nR5mW97gkj;s6h^kqw4tM5{+)Auk zgVFvmLUxC1)!~vi;O#C{aUEWjd$md>hor5X-?bA>Wl#y)$_jb1uo_si6$(D$D85oQ zU|x^h@f0Nwb}d!xuigHYg`M-Y?~BR}Hmu#!G8|;Yw$E0i`IRo!@bh(2VVDQBEw)21 z*chkJ1z$-(hc2J`wn<;=CC&hsKJ!}2?y2{FtS9}wWl*<5hK>GRMIlksyi7wZcwFXU?G0wV_-qn~3AIxk=R z+id?fS2F6&TBKUw@BpBpL6zluRh?e#q*r1_*Rp!g0OunQBmccr?sv3+TFm=R4Cu=$ ztaa7uHI9~5IvL(~9wW43;+PAvhXJ;v>Su<0l1>b?eX78CURX9dw;S+1n62bIlX~@9RLa$K65E?W`;z}(Sn8AY%NuD?_mQ|3GcFB~;ld%l>m@u?{*-C_r;D}=na}3{-`79;F~UpA6Zv{Cs@Bj4 zlLeQX=jeH1p3)E2jQ>RG`IeA!BSI1%MU&@1_!4yC^?`eKqqXvxk$MO#2k9gTDhtM| zM{}cNHntr=xc7W9M%P`6^tlACa89|qUiYF>{q&?)pzp)#f<2U2-rw5i{py+R_2*P| z!vmaQ&}|8XM$}E8y2;@!-r8dz!j*Yl`#8*|e#uve)-`l(vW-GU1p56?BN|l(uhrl+ zXe@}_K@TqNp!8j>$H@(G6zp@JPVc6-Uh1TFo?p(7UcqMDN=utnil}@<~nR%aiX?aFxX=MH!ot*}Zhg8E)tY1Gm1U`%=l) z{8M9UW;LdR%tcxw^gWz`eh;9(pR+2!wDwbB690bKG5hRnKLqRzvztq$4@9$k`g%#0w0KrlJNeMMFB@2h%&9}` zq!-LW<0TE>XGkLL#bvA7hL;Ss{LCj+38o)#;v7B}M8E$0G2<>;DA<$D(41z>AMRp1 z@RYFaq(lmZ*1@=YYvbiovhgGr=3{~srvWNKx;Cmqk0sqKwetQ#Of~v#wMkLam#xKN zADatv@RwbctRLqIBVgM3q&Ad5@uS~!Pwf;b`fctj6#uAWT<4}KV#(dUlp@kvHnJ*z zF*oX$cpHgjhXpY$O z-TI2|eG&YEZF$}L$VIzk8mv=2mcD&to{Rr>Pb?AgJmZg;u}ZL~`U;_e^tL~3tO z*eyZE3wSgZA$UtKHdsXmVpcFMm^ls8_a0s9T^a;TTslFam#KsOzWi7f%oX%OiQ-Aw z1J-eWFTyUMCcE+>I%&_YE^-2rT{d8;o;pXsZTE(&;`aIM71y`%%E=4YLgiZ{X5tC!1hx4uKUEv_R_sXof9S={9eQ%Kr{hGer{z#(a zA{%_}^(r2y>Wyvj39?}iX4s$#{mUP(ZO~zUrm*^6+z!5wn{}zD*m?BEt<8yuj-UP# zm#v%f0czLj!mD=uWv&j=?f7|D+9P#~Y(`iv(SFR|?C~3KO5kr*&#+ze3jLxM`$Hr& z%*AnrZ5E7(?DCJ{RI0ig?7OjByk;}X`Wvk1&UzDT*8o|p!u;HpyejF| z_Z5gQHncL+$7<;_RM(aKaeNQ``6ajM{SCd6Aj`Jp%MGuY21YKUUg>#yxqtyD1;44g zZ)WV(_~cZt`oqud=*^6H+FnX#uC+SW4=194*Z}5L`dt2U0;SmNr#wyMeK3kHbw>u6 zZU(!3c8;2l>R7P%S-o4s1#P_QY?!xV56*_Cq2s4i_$9h;PMkpmG5^y9@(%ejw!b7S zGSyEh6H}cOCigx0G~!T}ZRf6?;c=cBs_9u5ONxIQV*M?*t2wnRadLDpI)78#br-u{ zgKx#xbayjRrjAxCBH0R$O zD)mvh_P_L2nt#Y|kN!JaQ&)9j$@^Wx;D58W%r8w=R1LAU>ljFGscqd=My0^y_#Mj! zB6X^KS|CpeB}|B-DK;h?FaR=$q0)4NWY#3t!2`kvDEkiT;JrXJ0?%0%*PYF4#vnTAVgt6XXh~27XhRI?y8Xvq?1h6;5^xPCKj(*v|vV z{2sv>W=jm&D*3y@+ta@8BQn0-)h69zAG=(UV8@%UtO@jz4hN)J_zMtWD|DDXW0kDk zwfPgqUzIAnM*Mk;Jh}^mr$?apMKh-h%$cB0*{j3MVX|C|c zxB}S0r?5EH{yt`~{d9oP@p*MTpZ;6HWS(uxmz?)r_?<3uSFE2{r&1u)$65lIcJg2 zAX`CHaG+iG^^W|ymOj7Jg2*$LJ=d`O}`Rgymth%MIptL@RXRJbmiP<1C`>*P%bFJbY@En{V|>QGfm& z62BKcjh-{4yfWGgrb@HVZo5jJqPsh3fGmfn-Y_%FJV1(3g@6fCVq15+C4Tqp$#32K z!@G1m3=pU}sgKu@p7w98yzb0=ZZ5RXbZN8f0aYRRWWVPO-MksQBs{2w{+H(VrdBZO zA|(ILjdOm-h|Sz_yRlUMr7FRs+dXA}YtTnyv^-|!*ey>N^_@|as#YCep-2ap>gv2c zg}JL(^l*RM%D7coHrB)R56_8kt*y(bnk|wO92LW#F&ban!6Xl%sn0=-(o42X|CE}9 zZrnqGUpPlMN7+zzB$8+NiUB3Ia5R6`#suPWb=I(534?_m$w^cF#d!bUU};m zOy{9PR-7i7--!$7;&l}z;d+Y9;J#sM-7rP9CBK`(VF!D<~=5pmS&m52sHZF@2<8p~87Ken@rmewc{M=4tm$t8b zgCx6`?*3)UZX$hG6z#KJ-P$`nlthWsV{Bk1NcCc>Gbm5F>&lJmS8hf+i!&wV?C87v$hztil!X}0uRTubBg;C zc71b9bU*YJWK9CqtKyz3Fes6Kp&!PEsxchgXjWH1fFxQ5pKRz9U<2TiBM##6Z`@ zX?k8SScLjaUh3WW=Jo2V`q?4Vo||Ta)AFtire7RgOz(0X3n*IAg?KywQFxx#xHDG(9CjZ zF5Rp7h^}LEhMx}0`)X7hw%7S+^M``7P(IZf)e*ptdy|97s#1IOr(a3{LMH|P!vZY< zXWia>%nuJPP^F*&!ljtt2hpcu59b4+njqY-`#YH5UqvDQu-Qt649MBz=Lxd=Ye#cb zJ3s}_iTOvausec7^?XhdOCtbY7Z{#Bke}y5eW(O>eAV+zGNG9bqy%?-ZkSD^#-en& zfi;rH98=g379ub)+W+^r@U zUwUWH=OL;6y#Sz5UOJ^m?yhhMyKD<`bX$y@{kz95G8L~E4>N36FHa%B4Qa+Bdn2E= zHQH))o>(vU>0%9}=A2{d+ZH{N+TFHx0kYMSsHboE3GsAZXy6DEonO|R6QRS#29@ze zwXCf4a9*Z7& zoiKWF{1#w?TH?!cDVGX+2|vcaDmWp4X( z)+>8=>ne(!;@FsOquy4fJFoQDiLHc={tG>7@FB4}P=0C$4h zAt;ZJ><>67xyCQY3R?*>VBDhNtw6h zd5_A(oG+4aMJHR8aXSln8(iQL*#3D@-OAUNL7r;hy#}(Hs6KvvpWgUurR;g|=T3{U zuRnfwybdq??)*y8h2hM3EvqkOn)oQp_kNXsbKRkumm1TkAG$NB zjdS5mNLSukn4{t9>MBPfCwlh0ulc8>+3SO9^a?5MW94=5-`FjE(%e1TfXOD0-A|_% zblx36t3M3F!4{PeLhXYVkVQ;qF;^OCqZ(|bFLyg{kX3!eiw@R~kE-%pH?|dcUcH%f zsdyEzq-;|Q2_Q7-D}KUJ5-h7f;j~%$$Ze_)iV!nEK<+Y!*RkE;HuK&|S{<#&ZRSxW zAl5*G3h>=2-%ZWVnA^_EnoD4@aac5$`1J@oQG2&QQ*6G_p9YdGHR;C8aL3UgHESPl z7QKi4hF5{qAB>a^P@JsIo97{quV;*$xV96Cq9Pq-$+C8E_14?>rQEZwyJ$1-$L;GC zm{6-8n$^!B2nG#T&~M_+_5!Y>lOOX{yI(Ifym@0k!aFzW`^q`vNqOdepMtr29qli= z)Jy2JBiH$9r=3uTnbsKeb4UosS{k*gi!zjM@}pUKjOpqwFlLwWtwlX$@9ULbuhn>4 zIxhX~^45dv*+@TzcrRB&?(vYQz7Dg$-wGJ#0OK1n=3|p#Wq!dOei7~-dUa)cbLus_ z{OWe9+2hHb?V*Fcch|qqyH?If^=aO-j&#~^sjKluk>hRSS5;Ux-^O@pTC_nLQe;I$ zr@mP+FP=o9hd(@f{OVo-yS{sER=;_YJU07JGpE8;sl$`;mY*MjfC~SK3Ep-o-&fYO0z^k^=K1Z zv>Bw0=@(kWs%w#$`AWURb(w$*U+GT+OP9NQyu#WnK824wntrZ$~VhFVR zaqZSO*aF1~r|Rr{8&=XCYc?v~NO%kfY=I4yQj+FwcV2Vt(FB2k?LsimCFiwjz>RJk z9-yMK<9+iFg?y~mx}Nemry9wRt=h)Oj_laQ>w?BTo$z~|Ns8QZ@LlwY&&N_H-nJeUooC_QIL+ktt|MRB3b2fw zga4u?7cUoV{4*w<`0>^pBX5G0F-CbBgU+u4RX=<5n*Bv4Wt6>qJNdJ&j#$Zs$u?S* z>QJ%S4R<(YI!`G2_{5Zoj0KW1!~C~3>3sO&;(1-3$0qDo$q^Fv>r? zf&W3bpG@zb^DX@S2?y;4V>T_0nuIytpIKdvUN;Ysb=vBrr6`C0N zb^|DKfA_&;e`(T*qL#OCG_;oO@z-KM5LGoYro%LsYqh>87_r|x2CYwi`Ifjw^Wkk_ ztI6;r^m7!mgX||IeUbWD3U-y^`C+_tKjn@EF-nI0=6v5T@qZ&QnF0k2(oARXmdSqH zsBXE2ew*}jeR%GtliEV?!rZTMnk<{8={tyrLt4{6lW^6zk+a-KW9Zwq`mJ3W{VmXA zZ~gCWQRHvIhE}-3mH$?I2A5KN56g}^OqF*dW2jYxk0_z+*&C0UF4+}(%lRG-W8~MH z@}Tr~k$Gt;wzt=)edfvC0rqBDk_3}vNBj-gDK$M(wBX>f(v~ymn+^%DQ~dD{ee-T~ zKJ0q__f{VI&9Z@1#yQ8;SgvhbGaJF)zqIoU_HC}_m+!+#7_W96#6~vLbts5^Pik2xda&&z;P+mCYkBJS!~_9OG9Xhf z(#X9R6dTb7`Fm@noH+^&nwRlBc`N@w=v_`)Dn>bN$1k9Rk@6+XDvFn@6_b7F&$>z31?|F(;bO04&f zj=O2?x!Ja}wTCj3{}M2`)|Cm#-@@#3j@lk(D&(6xuV_gckEurrZ<@6f2Jiabq-u&e ztUbN2$@F*4ofEc>f=l&2uLgXWX|m;9xj#&D}LoJRw-ou zo$CY-^wJYX^N+w)8_@?SX7sI7O2oT6d)>Z1GVujcYrMAo=jfBP_$$>cy4t9|70qsn z{g&H?`+nZP2Z(xa%Hv-SXUojCu-FOPs8cqUB+!sz@D@hqX-}>OZ*++s`N6qZxrCdX zI`p3HRo&d~!kQFaYi#cEoQ|^QYZ|}m>qm`yAn^fh8gAa)&#M08_|VxcNW-L$QkVxI z{}R=H)#I;LGgickS_(>yt@n^as$9*4!Vlua#HhxrP_|zi^&aiy#FnbV@kA}>k*ZZ#tPZ`7 z9x`)j1Q{pBoJrs$VZWoD(dkOJ5iaiM~e`a^B9GLwprjixl`tl_~J8W^in!$Cdp{+MN@NzPza4-fwCR zft?l44)fWQk+!d>%6;M6$dI~jEexv z=%u3so+;JFjjfv`Q<|o^Z2%U%26t`Wc{44}iZfs#5pT=?n^lHdAAR^r_u#33g@3-` z)CgzIoG10i`wS= zNE$8jGJ!WIfc&T1d#M1RsPecOn)6II%RKWZlzPY7l-KSq3f53R8u61^d=$vA_hyYA zB2D0FVVh+%+tdgH?X*7HeK7KHD}@idwrIZTH}gBWj`s~uWjgT_q9`0(beK3tvyTih zR~ikz=dp4XWUgd@YllHS_+pIf)udL4@KWP@luCzZ<5kV|oe&ba9%w6I(5?3-isX^={iC4UMDH`+SuJ_EGs=TZD2QUEW2)o)F^7Cs&^O^F ziksofd0wsh+ZFAx=jXHZIZfB2pt{sA{^9oLW$J2lV9DpSRuUpejXf{+#Q!;V`0O6% z)LkpF6*wu*o89(d_A#3JA`AZFT|8EZeYdeAqvawZSnc`&b!!n+X$k_HHUIfMU2DzC z&t7|-l!YnEsuk9~Exyg?+RhS*lid38tTw`Ju3O)|^SArc2B%sZEkDb@MupB!hd&yj zW^}Yif^|{V-;ceTq9fr3No*6HhcB$vt6%x|(L!}LI=P95c?F#}o$)U7sED)ndv#>Z zj-xI5@|_>{HA;WK@UYA9S4t+-xi%U<^)CD4HmGd=)!9-j98|x6o&xT5f3y$lh8q?_ zm`P^e=~gCw*n(iKZFsu>OqWbL;zk45uN&2c-aLmD7dR>ZrAA@aW7g=Q0R!~-vkUyl zx8GS-7<_M4?D#A76XOW^w|9QfJJ5=usWJt5?r_M9Fdo(c5 zI@dh`_^HPCb;oyqgK5-$%Ul+$wf2@$UTzj~Hlfx8#%kxyQ)LBBryJhC-Ar{SgucPs zFOU6bfy-bOan>&GgwJ1PkL8!reIypJ{&|Nki|xqS)&r1hN$!J!gxOZ!(N^AVshrc0 z((bATEg!xA5%DRvJ*eUif{}2!+as9V z^51uG9{o)PO$BA`<)&`Hz|lIr*ZOhCMm5n!p2=cJpTyh~zfkDxS8n!S-LybACmy|M zo6(FTR&Y(`Pif`?yyD80I!>N0Y#vo{VfII* zzf^LWz=L!#aUpQ*E4hGRfi|3QHLV!MY7Ou`U0!Vg z^#e+A;-}k@26AlV=eh1kUhjuIwgBeHpzmNf5T>rMURh1;P*}@@^Wc?q+vz!l2LS+o zKZ|92A&S*2cN>!_)qhg00{u51GQW}bn1Mg2{wK^#8DHs!izC+3>_$FJ1)we4W%2Uh zaZuJ#g@)otUve{n>Ft%9 z&$1_0j2Yh7-lQkaiTAmdoRwQ)7Pr%qQ8|p?&BWe6ALa@QYmJRUrte|#R;Mjb>O8`P z6NVeKZ2uJLnP~C5qUqG)JH0M*?sO;TddZ!w+vnl?Qr31=Pb?HvvJz!3zb?#Fj#;%T zX1*3}iZe~If0vd#$P+JO@>979_dV4eAQ?%`;SoR!{W|b~Jye{xX>1^u(l?X6?}viA z<+Lz^N5VL754F`14=(7B^X~m}xiGvwfe3qEzA-AB)g-5<9G8JAL?u8x=KH%fsI0|jHNre6PPtP1V7 z=2Nt}09P^A-f@cGJy{P}*DTf-VagFiP2s$Fk%D{*v*&tG9Uf1?{*5_D4qFJ~`Se%} z3|K|foHjv`_G z92bxdC+Dc;?A3Pez`y6if^tu+Zr@D{1%SE>Yh@fiQRiIcFZxxU0$h=<8(KV?G_QwR z{#a~0>i$_;bgKBG4uywTKX)%r1UX-*=PH}^JHM<~d(xOo-w;x_G@@+&#yM{^ciq@* z^G3xHoDKiM+}SIHl}Om?OT$a2Bh2Q7-D#|IlV1n_%wYQwQhmqcDLNJ~a~ZO|8O=p^lndqhn>2DD(X} zPZ_wrS!C>lP2kYLK-%v?_I|cVG>sbUIVyRU?p^k~Z*zMZdXeC4{on1+IZipiTq%vr zv*qc8is0fT2W2k7OYV5IKxXs`Uoc-|BOM_qAfJ>4vYUtI$=TdXo6N3MSu@?d%ser& zsk3lq`oga0&>#MhB;J9XK^q-Ps|^rFHpK&+a;E^-9>UuZi94~8?PvM3Uo&3!r{B9B ziu3pK-5c?^IuKi_IwwlRrOq~5qvD*y80L`BYPx|N_Az(b4R_Nh3W(?4=Zy&xzf%uM ze#}>v&+4R~+px27vs6~Xw!Crg%j}ojOqai3rKd9ufy~ppLQ=JOF*@$|7Vm}4J|CXl*<2(bqRGRBO>RXfX9(xBWYYL zrJywI=f}dIt$>E6R@(gO!-l=i7dN$?#l%@Gj_37a*9~Cmf{S_T)*__2$2^fvd0xKt z8`)<2ifs*4G=36rrKS6sSJHQhXCNT|*f*+cxHxjnKAcBg2}4cN0pmBgc6jo znf$8jN2_vut7`}--D_ymNdRcJ@U84StA>Kw12T|yt}A&*Y>e(CUS#ilNJ6iC2=T#D zhWh+{zKs~|^!|xOt#a?rAT)*vQR(pQRc=ya549vMzn?G1eKbcmdK)pJx#O0~zbE>r zHX*P3@p|DSb@aOItkT_lFNb4{=bqMB6&jh^u8&Ggc~O+o9I}Kh|dA z)S+LWeE+5zNx5Jjy+%@}d*-?G+Ez|rcD}5dE}_j0%O)9EQvDXX0`i&Kxd&VS^3!Ra zTUK+|d>7H9Zg7c4=D=Bwma88CFf!VwEi3%Wf=WpV+%*jNcZZ!QkE+A?KAA&AZI#7g z%ron{qt7;ubfvrWz8_wgHE>?MCQ;FsmBFLk??N2D{kwHqFkVj#BLDYgLoAs;-sx(X z!@f1(ySdw<@NNM!OSTU0r2&mtr}pW!yV(Rz6~|VgL@y`xzat>5`Ah%rJ$QYtPedW* zU*0dJ!*PFfu?1Vy^fCj>&%gV8$?Fl7EVNgr<%ah~CM*vC7%riWa@cjJgk7L^;7eFe zmevlSZ)7`(lo6~*$nqQ%i&!gz`z3D8|4_)OH~RhS-~|r12ydSL{9H?lQikCg)9{16 zo(?L&g%)WHjn)K=1EDyh@?bP>9Dc|bq!C8!wa>}7->TeSgH2BT6OrC)bpSY)eFZTG zcd(bN3Ci3Qg$Ipb4fE@ok8%dLZtuUWWA%$%^Yqjk3dCW@{n`C}&`_t+m~RMuJ`D2w zu@I8!V~bsZ3pjwi&|D--UPNix!hSIY_Hz2Dpi(@j%g4_T=iOPV?V@pL<)BDWdq%%~ zum6W9FQN5bkyz#1_Md!n|Aw}FPC<(uygU5^S!ZFDZ| z5pByu=LE^!egN}5;EQ-%MRxc8hw0sBOuIt5F*ur>`>VVA??W75QQeH+%k6q@OxWpg zIv&nqE7(h-a4<{2WTzoen?H4QGsiZXQyk&4wvN$^Y?eTkr{&6}FRU2#jrJZ~IQDWm zkn6(Bb;FFhZQt-2pW>L6|7>oGCX@9$S+D-wRsE}4leRGbwdDadxKvKs$JU{h@Td3HDCP(MUU=p|kiT+YTnNHoQNYi&tjFhOE2Q#T$&bD5; z*0E&e_~r#z!P4@$B$WpBo$w8M;$^t+di!-*JF~P0IE=@`%)i~FxNAL%nQV3yYlq{# zA{SwF2}_QD!ltz5x&d?fT^{2Q0U|wD`ZSYK4p4i(=o10}_xP!}2RHq;IB$&Ld3kRn ze3S&KP3n`}Unz3+Mr_Y;{k9TJ4gg}9)v67Din6gd4Z5)8GwjlP*G4g zpGVGhy1gY}o&hh>V9TI==a9E{Z+{!AA%Ia1hm8t?$_-sDuC6aQ8i40Y9<_QQo8O|* zBom^?;#y`AG(Q`R>Q2*n6{mljW8=eN-SUln)(iIaEWv>9G<5{UON2b zUj+7(IqD0XJ<=&)#A#b!HC%ZFDqlNe8Qm~L7-vRP!DDC9!2U3m87)tj3{vfaL!w<- zML_z+uKDDKe3G_NFT0rX{mv_i>wGwl#vbyaE_n%{nNMJoI<*OyDk4NX4Z|H`C>6}-Gt zT32I$c9eFv=GSK>XkWzX(jD`YaSwu&`Ek;R=?FW)L5b?HM^pYEo-W6GHRI;xDaj(^ zn;2j_4I7>mhqJ^69uV{M^UA*ku%1a0e!06<<1s!rYm^K`qz}tAB*!*$-zG*zDsthA z_TPJEm(V$VWnWB4?ra-;j59<9n@aPqi{z3<`K3}73bw6*|G57B@Gz!me)*iV&i6NooHmc%^uQI z+WOypQZ&Z1RxLP_l{2t^xozBfaCd8{2Vn5!GBj!)eaCLbd$-l$1cw5l!kXeoN<}G+ zjP1Q8fu^hqP^WzR{t8P({eAE9FKXuz?@IgY%IL|Jow+pWBp9>brjt#f2uvY>KWo6*NQvhP{e-(P$oa zl;#52sSIp`F|HVF-7f0i>?2k`xBwdx>uJtQRH(Dxoasc-+#`{mf zsXfhARIadR$<-={9B-@B zOQo`*3*{Dx+!99`RI@2tP4M-C?N>>u2o$YG{MptPAOB9fLl`r;3vt#PAO5o9vzAhk=(_psv@_^aMFBj&w;kh-B{$C z@qH81CzJ2c{Z7RDL#d zoCHMsk=Iz7+Iv_jmoKrsg5@huLD-6OZLI*mwLkJzfdZmv|LG+dQ5MQbFB!gS1JZr( zqUTf0H6Q*tbF(1PVR@el;2$h3>f-U$b+z-LHF@6=Z~yN7 zYNPxp=QTF_@jLg7qS02z_2^5qe)0Hd*!8*G2C4UKcIj4IpBKZlBYmY#21b`wYUR$~ z@|1<9(tHkM1v(vNhU|CU+BAhwl^JG@&@EIR;*ofT`xSvG1` zsAs3RH68-rP_?woI$LeJ)HhL>H^!)sZ@AZx+P+bsi!X8g4KlK@m~uFhI>*cT>0L>f zG@<+_8x+51YKz$R{n7hlF91YGa9{(>Ob47KGrw49W-tkhP2abyNeCAd!&MbTLSUx@y6;@y|R$ka_#}`_X#t%NKoai&kG#D5GNh zB$5`ZM-%qHUPpG7*GbF8yabh)YY7VNf8XEH+#+C7DSciG#$Hq3>ia_XT7&VSo^5Cj z(mUO`e?{A`=0X4J0U2IMK%W(DNcggz)-~qUKc@Y^ zmB~#Y9GM4fANTX(Wc8KQXDhcgdf{TeMKSv_`W_l|8QPxRE63^`7K|Q5o9RF0KVkZL z{e8=wY>mdh_hI!BXuH8Aoi}OKrppg&%plObehjOi7m|}P)H)|KZ`RuTfJ3H3!-(Pv)qBY>x{ALU8`F&l2 zZj6FdecLmh&F#l)73lF2p3s~`$o7>;mGFgnQI{6oRGU?uWEmw=|CF=TPPK(1FkL-X z-|5x>z&+B~NU%s1pt?3hv+nf$Jvrbn;~UbL)`j2Gy!FRK;kS4U_Rf4!(J#wd<21PD z51XPq513i64R&+!cDyT`1jJGaGmZO)?^fA2uurB!u30w>2y@Kv`y0z)V5R+#kv&^k zm5P(i_x@u^Hmd}=BhB4dL5Sc0eJK&T(hlRVKROKC!OQ*yKhCB1M^;%S=#3bY?|uRX zQ}?GN24{k&eNVk;v`+8$bhWaN=5RFcw{q;o@i}>P+dxOR_?9%y9ylR zd@DaxE%+q_V$heu54Y~qn=JL(6E+2@NC#LbbEMg(OA7Z%ce$wa%wKvIg4%_sFqe(5duzpGMXA9bLM47qc4O8(7rrcl_m03}nC4fc>bV(gU2EIMa8oR<4i?#5 zt3QvMJ3(@zb|l5J=o1z?=i(hGPh+oD|87c1;h10e=k+){=Rh;L`u;s3@IPlx(@Ho% z`Af4HQs=(*$Tdn&X!5dJt2U#D_VcGasC=b8eT>FMr&=v}@3Na^qfKK4FU0N)fU`oO zcIuzoD@WhNvl$);-e}edwDa7$EFaQxXRKyYZV`+CSb4k^a?wTnG7NccwhOx+W9ru% z;&~^f%+VHZ2qp5(wK=p$FSdd=bUIa4tM4Kb@-x#jTSB3)OPU0fq_fZYdlz6 zn|ifa8&yLd&Aaiqvyo8sPEE4&Y@*NG@j5>sA0u^f{!E|#YkHEBS;${2-9_qN%Ntk3 z#Yx_Lyu!l`c@l{VP4oM55Xwt++N*=tF25WXB|AC`>iIUG?|QCM6^5_NBe`33Yged| z-Dz`>E(e6xcHq_xg6`oJYuw>F1~fC5oiF=<AEe${i26W}qSJgzJ|UhA*s4Lux&M6H{>tf{iR zwgKQ1R+__0m)sWBp;msJj_Z>ZYq4lnf@vSjB}rKq9?*_wkFk7ccZIn#mAPPpp1thc z(W@K#v&Fc5URWhaPwu$S;e!`Oi<`8429C40`x!ajA6Hjpvq#Gm20wncAeOco>otdk zTkD(qBb95_8XeOCyCF_Yr&Jb0w;0~Z3T)`0$s~6Nhf%#xr988!m59P-{C)Ns6m?f) z>9l=Tm>N+C$~6|5b>IEZasCUOl=I?NARSs`` zC6=2F3l^|LH6M^bkpkoU;?dUp9`2LYB18OTu9uSI(ymjcuaHX@HL_b7joiX!J4Q(B zQ2!g(+HYbsUfk-4eLzaJcDO8^>BCg$btoM__KZyC%*o+f%BIP$dW8|-(Ah-_04F+w zQU=Z*YV^Livw=H3OJ?#Oq^>#0q$uN$tCuuHnV{S2X$`I8cgw9ayBUo;U|PhhT}}~$ z+jTjUdzVSre!eS1Q(Y_v6CGXdURrd8?=4X69DDO7xv5CiALHKU)hofX9Sw5z^xf`s z?ptt5)BeQrdrp}iLzpzL3>Eu+lHk1|4zEA))$1;j0mxzz{q@cPfI;2XoYF)jUeVm$ z*WYbqbzEMJO`-ED3G8NBLx1FFuOb!Y$aZ_b{;>*Xcjl=yQZ#@9eD^&u(5Owg9@5|L zKf|L-6MY1T8r^jple=bq)0y_GvZ8Fe&!7pci4QZl_yKafz14G1V9?{ygV5z_Lc1g7 z_Qac3wtafPhr{$bFG0ug7t>SV|md5_ANp-P0jriCNZhX)>tLFRbOGl*^ zFb)l0;!m8_5{Q@+vw_@8g}`K9*I!$Cxz>hq(fR7Y_X3@lKbuBlGUdnoqGmSXw38dO zd7tUQp`?KfoAjSxBng0!vaNzue|**4h&nk*6sqDqr)oI%ZnZ_pwqk?yq4cyY&hEbh zT-pKkGj4%syw~vmnmup-_Y5#lSnXXOJrqXJE%bSiLBPic&CHfGsE&gpyEa9M~R05@o^t%r! zs65<8t2>mnUyV7)?xA)Rk@jP0nR~ueu;BJ@kvpYR`Xi+6AP?Fm#GuP*>OOyU$5~!Z z%f>F=sGHkKfuC%o=n!@#R=l3F1fBh?$@cu@nS7WbsP+LX8c#qJ%;$Ak13A~POY z{0_r0;cc~3vGB)o$uD3_-Tv#^>D($swZa0BgKIXG0h^#GrliGHfvwvBIk&GXz6hAh z?RhkRY2s#!I%}h|E!UDxnufxyQBLn80vo5z?V?LCwdB6ZrBWqA#d|3|khn6ByGg}T zE1kp2KR-g|aepj5BZ=KNL_=%uYkO4gAAz2k>uNwpcKxkTY&Ky-*|X04`ZDM|3Z;aT zPb1`0zG2^%vYc2#UyyOF&Z%O93-ib@Q`p686PNn!md_&jLaT zAUbs(rF%sXeO`lCc_{i+Y{X)9B#$-2X))ioCcRTOtqYH;NgYTo+(e(r4YV}S!SjP27306+v*s!F`f%3j zHaleIteGH)fJWWenNKbKm2vmAwR>{ZshKjGK}h#$?E0%Rh12FS*$M^Hjg6reeeMYv~#2yV$gSd*HxdC0W z^4zFN^_iDm^4Lt+?#|i^B0(27pCYVgl>na=jeRV#W;}IVxiOJ&SH9Ev0J?HgIez}4 zs!+?xR$+U*-zzzdP8Dt|^lu@`GK};&M6G;x5$+TJ$WFHF%9w#)z4BMXC2EV}U!p!K zLPjB4P?Ggnb&=9}a2Mj)VZ`VEb}C6DxKHJ^Z?V1E;A;qHa))+f`xb5vYTDJ(PQ$Jdg-h_T>fFJmVysIx2?n-8kZSOye?zLJ~t3x z>aIIPx|a($nsJ>KR}by)6}%Zv%8S-py0+$G%~Xr?neYZT(!!M4rc=9jU-9a!ngMWz ze75u47Wb7sU1?>%V6sQGp;jvzR1>9}?|MGiBr0yvenP7J>$~ZTiK5+?c)2X zPF|+_+Av?L*CxUHTamzxtv3el9dEtZL>}9we0Hm14OmWh%NjY zfQJ*QzjkL_ZO_dcz`R?WT|}#uKjmML+$%U6kVP_d0$UT;J`zPsaKAOGJO~oleFG zM)CAjrq=A73_eY-{T5ya5%v9%jMD4FkXrAL+?;DJMx7y^^>?lJe5GY0O7RkBkh59%SJ zTbnUcaX2cBobw5=zRp;cQR!kcs7ch?zN!wwkJ7uOy=!9Vo$5x?b>TK6&a^ODgt z2sZch>|9rm)zY;zY+Zf_?(cjH*TDj(VG}Mz ztPgsj)%E$Azm79NKu4GRtr*`nqI9{8k(1)>@2)Q#NjIG@#p%rw&(s=EX(VVWyBq_no8HvjzRA zP@nJS`cp@IZ_U=6TeSE#1DNA{nWYwf);`_u$-e6G=ii`bk?x1;_K8J3-VaxULwESI z;c4$J?Z*G(cS#UbGWW>rEoc;G;ueYryGpOMZwG_t>!3T&`#~yg{OG;(a<_pVHIqZ_ zWV{#fK;AD1KSWR6DSxeHipGxHW6_rH6p_5>UhB=`SeybCnSIB@u7`TCY%?pAp^w*Gs{8 z^pMkN2YN3*7#^T$s-5s|O=I&Qvz*0=vhO_$-+y=vus2`-g7z6uI`sSL~TM8h47Eq_I9;RLJ{Mc`Rsq0CPcCDf91c}hnMtD3A^xScS*TPvl zp}+_!1^F|%@pE*t%|^L(OcS%qaUc#nhqYHNy9(Z!ls~qFo7I>=;N>0k-5oXBt%6jH zG-XspK~8`T^-sI8ISyR-m)o@eu*|8(?|sFG~F`slA;u*wrxC{Wx5 zbK*8?yI-p`j!UMA_3QCH(&m!!hDZ|n*N0_jagkT0MlmPlDH1b%HUFH;86LmGztCgI zYBdA>;JLf4^@HJ)fo<$q5)7giYQ~lZpg$wK!kKD9GDrU6q^4d_J>4s7xWz^LAr_*t zh7N$Kcj_KibmnFzdP8e+7yp6sOfh->`gJt&4@7yVHjT-vn^*9U$NHipd{>=v(XcMn z$z_}Q!YVg-ne}?gS4$_lx{5-GELoH3sP{0eTOPZ9g!*GjWCrN!LZlSr%I8jhzbaXu z5bMgIik&L?e!@YthTh+?a!{t5@{yRUPrD%(op{0xjpgG$zuj9k4pIqIQ$KI>-^w^Q zoj^wp-}%jC;oRF{QXJb? zg&iDz#3T>JeE zuoAN~$Mw<;y9mlJRmaz3r$bv(cF)Mrd_EQ8%oR)VJ{&bTaMv897|M^LOi}&hG8miR@QK>YK=RHW zF)@k0LT7qtdXHi%EphcwtIne_b4wQfJ+d#VLG8#2S_ef=I8S>3k?-#e?OhB@Xf6ssS`o-zb9)>g@N-ZbHwIXJTnW6@K zmjkist5NHH?{IC4LxtHa@!2MwFeR}K46AT9w}NhVJ;Ezh(i{md#vXT~ zppy}^^{ZNh_WieYy_Y>wzCF`PC9D+`E3=Zzsi+nI=+|pd2I0;Z-|RxEnnuwoZ@w-D z1eVuxlcVn5FmH|S<~7$7482^I!r&nFGynGNK^7n$2%8VxMl8g;?sCSWRFqdPvzSIM zmi^8E=YXDyV4?1NBze}^Z%XfzQajvb_h}wnh@@z?2`h<@ULOm0+Q6~< zWv$vPV%Ko0`FuVP4i%dRT=)3hE9&EyW1$&rFnL#4)VOVx`p6A8dc6J5@HIaIVD3;1 z3qrTR`8_b}0++BluV*|!6P|||KWvoL*B^B}_~L0i_j?~Le--UY-o6q2&wZmUpDv}Y zQpYY+3t|;4oms~1wh#O7S(OW&X!LE@0T+ZJpyScU{(JkU<{sC?&*bKUdO7qg5SqZn zs*jVaii&CB+S>8Rpt*~mBGG5aJwhAniGAZPhUiq??>)L1=ZELZJPfUFvbo zk;6~2NNyXWWagtDyv%|?3&(=X{p!#$xRUr62AH$$LQNZx=v5o+ecxu=qD$x@Uso>y>qNo=*XQXQ|S-5m!Mqm0wMbQ^8X$ zIXjP`KhiPZ?l`WO;;7qN%|U%ejI(sp+0=3M5jcPQRb#WwN9K+7FwvvT%VN$%Pn{I@3^#q#cw(hD>Sdq2j_cI}3}g z?b0MDC(-YBAb{*%EL{D1uRJalgg?l=Kiiwjq0sV{GbVe_^2?~SD|*kS5Z1-y`Q5bV zT|c1xI_P5P+zMr`^b!E)#zCLbq=5{-tN zAQxqdUrQ$Kw=uyA@8v-R4=r%Rnm?_9m(pbWnQ4dStz~m-q$uuAg(5_r7Jt?1r7Tyt zN(@V6_q;ns&5aRPJQ1R~+-yg-tgQzcv_E~j5<~gkso~{(n}2PQjozcNCzU(0qsE-< z*xMR;w@X$}Ub1T$#};|B&TG!dxt2~gR;mednv6c!C62$HKjR_$2|bnkVst~hpDEhV zi_V4k{F%3o-g@lkd@_jxJ>WIq{+5jy0rJ2NuisantOnin2+Ku3LXS3qKG*o z`>VLQ89X~Vf?HK65$Jn@-Y2ub`b*OZJkgU;x#PV}_DR1s^!Af?4}n!na(_slvoQNG zffkw;lY2-sE}_`}V2?X>IzAG2h9_YR4o2^%LjKh9;#UwKtM#y-sY_b(yScCo5K74xRjcGkqCaJ;wL`(_0Ss_MSUKuZQN2SB(~S*-}{d_t~(qmOj<1 zSucTM2E=E^CwHz@0Tl_a7GTs)idB*3>88GW7)L6;RnJDbi$Hg54i~=hayNJHpmdXj za7DH&)A)5&n=sUUv4qy5rurCt4c4{F%ef2n-Cx*CJKug*I`pNw{aK$^dzM6(vqlI1 z4w2O(G;(Fha?5w1rnvp7=e_e6(V@+bc4@8F+s@|Hb5_q?P&=|wZGF;Pv&AG7&eQnb zSrG4S?x^OjU%<(2XM4jtOtrt{&yUs5%$@0@zwom>d6O?L2-u@DyNsG{vRU*7sf^7FY4s?3hly;;)$DVku9xAMjP~9bWspPo3X|6tb`DBVgU#EGG*lZ9UtM5PO#;@4 z8%wgV0o1zGQg?zPSd(?p&2_ z2f+Cx=9M$px}N!Kw{rGDe~9X1oHi&}_WUXPz ztVT}n3m zN9*t~Y|wHRlLRs5Yd`c)o5s(WSUoC`Npz{x1{wkU2|w3}nP{K3gIRjFbM=+m)lB9@ zgnZIYh6E|x=Y#zz7!=DV|9HEDxUSZF4qxC#>ReRANiNlzNdxk{BIf?$+_Zr=G0xR>d@aUy2=b_35)zgnT?{De+056DwGqfKmGR5Dr2+O9CXBue)Ua} zDK=_D0A)NLQtu!T0U@`e7j``RF`%s9Qp>u6;fuyw3Qq#JwHNK;tAYbHZFI0Brc)YSLIG)j*%>4nV$eB+oi77b*mM!tuaW_`lye z0-kaOL$yV_FKKcM(5g!45BJe+cDVH#LM<3lH6_|V0rssGoemLHGPlh=p?bTk;xKc`M1Fn8s~MqtR^;8QOW!Y$Q=$s5U|$_pvV z{GmQutiMG*h&x0f;)x!_U>4EqsHZ8=L-P^}>HUtK8Ya zFRZR(DE(DMiWFtQ=`lkExdkO*7z`Dm6n7OBMv5oTIsVnqLDuzd1*>k-=a^xaoPB5v9#t2!#VaYzK7w>9B>Z}5ad)Ao zUUQcL_G(4mdv=n}K)a6X%DUVu4s>MQZuY%fJss8;%{k{=N51IHzgvE%(Q@?Z&bVG{ zCGyP5D;u*GOb6S3X)&0K1L3aJDe7^#?A_V3_1Ap7%Xj+D;EjSSO`om)I9v>f*aGBa zZGNAQwqY4w0i7%(^Y`bo*k9&E)r;TA=FfcM0R|ya1XWBv#UIv z_aZy=JGJp;7W%tDjt(rqoA?g-%NwM#?vSnuF4rNfUTghvt9X~A;B-``Ai2P>XNl5> z$(CN__ZtzaM9_4pZ@WIRKfitJk3b#`rMW&9uw+I)h;~^o|0&hw>9{h5s$~C!1q69M ztMfUK_xK+RJflwvcP;@CBFKh#dAUikgr3zvZ?FeLn--@pVUOJ;a)t}`g%LavagLMQ zOq(7{PiHZhKE2}izT@i#h{1~7=?rcE{M=nZzlQ>^*IOz)q%-N z-EJYfu1DaFSS-!y4(Kd-YQi(k!qQeweEv+N6U}4IB)|tdw|U7K!SU|g@tGR*+fgs{ zUYv(#1Gp62hcdhNHYa5f7BTN-X}Hoh@A|oo z4bRQzpRt(sb11PiY<6XU!xwvyBAb@!(Eu4n(*cuA)Npb;!wbGb!5D^_LjcLUwlx^( zYopz%hQG}@?pjx~CtbZJv<55BtVjRV3fRnjG=23lJC6&q^2fX<9b{T*IcEv@y$jI3 zd=EE+(P*-4Zjb7Qn7nO;IZU!%4!R@7Np9a_IF->ru>Nh;P`eF?9bEx;; zUbVXu3`hiet?B5x-SeT=tYPhVVIF70@;7U5V+258`|&yEL5Y{*g$|;gZKJw9rO#UW z{79Xq)y2`pYMws#<7owsiuL%CKS~?P&)e08I6ZM(*M-4BH&Uwjt7_A11RPX$>;AX2 z6k7;lk4O1Q*F?5izHO@QNa)tZh5>Z0{^#~a?o5tCw=+Rx2Ave|wuylVXPwpJMqiaE&ql&AC6G?SD5EGCG@I%%8r zhZkG@tH89l#9NiSeBPT6w40}*=LwV2i(LGAz>Tt0Sm*ceBc^-L%kXLe&ap#tw(_v< z;c$+hXgyM)YPtnVMd$Mg-QNA(TPpqnu&Cq)a|-uq@%!xPuJpAh*Z!HCbi?{c9$Afx z-icNKQCyU-CNn{HbxvF(eW@QBg9u$oGe8<+2Ju%NwUctc5*~=z%p0M=W!Js^ZKPvS z@BNoezriSm=kx)YYF8`XX=9)0FVD}Rq18^!b%mLao0a0aP+V%?iaylD^aU)M?)$E= zw+UP+hYUYztpE1&TIznDYh20KP8J<&XF()$+v-hn|50=vSc*bH6kUrsp@4#5KmF-mI)#eN|HG;xcG?>Bp;=nB^<0 zms+i^+I9_Ne%rD_uu9s;J<5rvQ(8XQn|BNFG5Gzs0w<^{c?w z*T4{5pE!&qQGZc!IISm0c&<3q^2+~#CP)@H16&ts9$RP>OfU&N(O15)8xb0xa-Ns^ z7o+pXPHXmO<2@>z5we3))SDM?4o z0b9ZGt+gZeIL~r-n{G6mze>)arke3eXk##uovjA}QO9mjTdIeOT+3Gb=n3~p2n>e( zot%N2VG_2L-t8+L*1cq0z+_8pj}hf_ERy-BoeY7HqRJsrcTaNTjglu&lu>VMY9O`) zHs+0U>tkyS;8u-7x9b&Qk|o|(tB7v;H5m|RN?~u%pCQ!Wfl#*A{IqD@&GVylRGZBA zWZlb4hRr$^x3N*(>9RMXrzso4Ik*gBVRqaAJ_x^^y>s(iBrqpt<8JKJoNFtXyasI0Q?KrF zN~-o5|JMKeV-~ffaeeFOZHBI4hG<_}J z^(&B>_RWUvymb=>lErAhTQ!CIM<0)sDtItz*$^!`f|Yv}zcObpWoC)7-*n+t^~H&tKC~!&3&w zwt2YNCp~Kaow^)vf8Xk?^~JcBfV#;0>s&s#TJpk&;F{Tcw|zvWUg_1^$My|EX6MbZ zx?eV}bKk>M(vW&lI$lg4ZNI1q`e8z{RosvJ^IUP4cmKXASq7ri50EP(_iu>oS4BMQ z(tC_7J<(q4j$Z{@(YNi({>e|SyAnbJnv@^hQN5EPmh8hnq0t>Mi(DC;^WR>B?qD~O zDLXY+mx7;pxdXnJPP#lel0vatpJDseB@Lyv*i-``F;shgNpP!<6qrzn{=CjVlvRvT z{*x|YhsXla1Tm}X`3Yz1Y}fqMPL<9~+=j6n&@%Qt=1k^YlHOsn!&-EI6pV)D_4z2mcI{aeZLy3 zS-gJbH?qQIlZhziYP)?6)GcbryWlkHstp9&A*n^n#l?LC zTW3{j1oO1tsAcp0WLeC$Piq&jPrs5r!Np?yJisNR}Kg{@M_AG?>Q%{XUP&+zkVR^m*Kg#eC~@U{(e5Rs@Wh zpb#bZMheA|OEbt9$cTm<97>F~w|Wa_?{#bCKPOY4-@xQSD_-Fy|L4%)FOE$6i%9{L z;>%wvje5WncFn;TpM99eZzFeb5mJiM{hRMxUTTP+j7mc#m&lV}Qx)*AmJj#dE+Q!W zDeXt{diDf-;$eF^p8iPTOk#z40`}(Q+O;M`lpk)3&=On)+6Ab2)AaF;^Zn<2`ddL_ zJ#nXS)T2LZqz{{a`gJKP(knTt!oN6($(6+p{N zM>09Xv`eLtY;*G_^iRGpbEC*$#B1I!25oiSyp)5fR_up_|NdFq1zFyopWgk~0-oXt zL^NCVR6Li%EFI5ZN3Xb&~ZbYoSIj+N0Ez<+{3$mMSRJg&~SvUL(i`syJbJteBd zLsQUqMFCGfu0HD(WRPv9fe)kRe6=iGUUqdIe?%JuWHlwOv`0i1O|UCBAYsGHL3uYD z^9NAnK+gEoonEkMu48#UdmN`y;g;zMQnTgpsX6aV3!Mj`8_-9ibzezHsRKG3-j*9j ztlTT?Ot&+>7f<(2{^&-%U{)Y2%lA(om-gUggr3F?sGDVS6*aV8DzaRC+~H7M*DCKK zTIm%1fZ1;C-bkkuV10Ej$v6O9!lrR(k2RrX0-VHRaL=99=ea$F^aMOqbTuiflV**m z+O?nlk%eoYtkUotoCNDNxhZ7_4`05I1B3W z{#W@gwSJ-}j}Ml3Iukm}%?au?!H_eiwk7QDTCejyFO^4|;#r_~fAKIJ@nfmrd~*XB z0ZXo4T%Oh)5MrFEQsLYN`0H(m)!V@zzDHPmF{#^;F<^UO`;qE}yWze*RL0G0v^i*xE=TP;{?5@Z__|6pB)_;y zRCUcR3mdjmyXZxwpscF}cMg=9VDP9tU$9D@;pJ)|cCBlZP(~%%c}Mo_gZ&K_<8A}r z-mB%mSv1WTM5VCq-J1&$pVmP3@KkrtA2^fjI6Dn@iZ>8D3Fw;&E!4Dwtaq!KXTgh z82{-={^h4n-~0@a9jY$c6(0~y_7Kk1ANH}-46?+A_d#{C>uNIyS-UC-8kg?v1lc~c z-u~)jPP?9afD!J=AcsY7MmJ8ee(4t&gm1+`4F$Y-Hd5##Q~x$5{>DxbbCO0c2X^$6 zxY_T0zJ}j zwah-%jhU$$Ht$$f`&~xhr15T?gQyyhruTQaoh)}9Uwm!ctt;P45+YUU%~VUu2{m~L zyucOVNEfp=L)kALuQOl29k6@f0*S2;S1WopSn+X zkk;iH)^=0l{&*zAXiOdt#JNHB>&5q+<7wkP1sFz21v$k0bAC<6_LRTFZ6y`2@(-Dr zSn!AHU2M6__xbjGlG??Vgj`QMZXg2b(_DY1kQdwFV{m+SPt$elM|oRC#8n#@_mhL$ zK9k!zc7a;7(?zx5&dBshoDbuD?k}Bz@{5(`>Xnx$`ka2b5gYlBV!Ezo_jxv3md=;b z2km8_@oRu!GbS3pTR9Ab^|_Fmoj=>_dLSR6Alm1`UdIHXA|+pJ7!b6f?5Vvny8VY= zi0ZJNTrd5|tMylVZ#vq9hyY%ai`AErPxE3{h2zwACXu?7Yssk*)IpV0T$hg9x$j*k zX*pPSa9dPwOMM^adV})(bqD$`v6X`FiBa{_?23$t_9Ez3H;dI;J>;u&!RUr3C@%mM zXZ-7UrSEduh`)NkofcK*xzO()MOp3Z-@CuKR307kHZdrHJy*sGGEQ#%%XNAuw_TJc z;a?Qq-6rQ^gP<)P;S#()_6D&FXvOGGfw1uAq-!z zvA;Y}r{0c+4fEG+NO0VNBaq4md$K7drh!1OXz6U4Ue6yUGmHCe!d*EgGo|Jlj+XhPTDmU}-7ho_h zU*7{04LY}x{7R8qt0#jkF}Ey|@tcVpt%gYQ)T2D+{Hipm!}EUC_;?2e+g20?${!Yd zo?nqt--QOYhZVM}JaG(R&z*6IY5L7FSS z_$i0PZxDVeI!yW}J0{C1T=iOlX{=v)Xm9zZEUPDFUGpp6LQ12ZK2G9DybN1q*WS`A zgd(LstHTRx5k$qS>?5q5@GSKs^vJ5SrBwm&hGgPFe`E zgw{!ynRVoe%zg`a%PEM=e8S9&La8{ehEBIT*cxtlWyJD9T#zMFiF0CbUoIB@sVpxD zz%(q%FDchrbLEqKKlXED71QYN5{^rkwQFS9Byg@(MgKTE3ICftifdT(BHH?`T*Q;T z&Qj?uVM{n@}?5+`--H4;O5*Grvlb}HNc zb=DgopM2wjMxnR+=b`cOY==uW! zm%&P(iQ)n*Vn(S~V4J_F1GnXDFa09tA{px^wWQK@!^DQiIrn=sR42i{>(!-Ngdm}r z*TEYHZG3vU?EaB&iNktBSX%5xGD70w%-Ej7k@*E#MUo@-op5qs`&-~Q)p7o>tffS9 zUhV;)z64xNksU^DmvJnyl9#Q}Dd8n_kgapKerusN^xx*k(@vZ3qBb;bt>tz-UR_tr zQOZxrOX;rVC1%~`k&#c%KhzV4Ihu4jY$nfCO)n>EI1P$E4i7FUPF*+K25#&-BPUgO zs}XD;Xu+)=w+rhXMY+ZGef>#-5FVuKf`t_DxDgH0`yUryM$3)ImM3L0^ZsNn#Zz!X zeM)Dddwn)T*c4;!soMsqu4YU=wtBEQW*InCx9{%uh|+Fq1F^}(jYTrx$7DI*YM*8C zTzxIi^(pB7hG)fH4aIIlXjE;efb`JWna(bZ3SgcgyEcIr)Ikil<_YfPJ|&2XT1oYV z^`zO?m_O+UrZR+Z8_|`8Rn?(AZGV$SkIA-P%N+q}Q7pZ-83X#GZZW3C?>DI1!~=mR z{`I7lI#DwEcDYQVWhMQSn?2CeExkR3+Gl%ax4li8^=^OqX#gnMLW`ncBb7Gpt>Di( zIXf-ubP*%C%7vD-Y%kCI@*#LX{#xp0b3S1HK@~W%g*Jw9a1m-}n#=DxMJSF8zIV$b zyrom#^-g_JSV6<**P2b=3#~Gi_Ibg(ty{sU^^NE+js9(|{4=!zf6Nq{34MiCh51pW z(J#7Ru1Uk1hJRQsoR@2e+56ajGNlRi%stooIuHGC@bGmNs3utGLn%e3yaEo8@;TSh zs^)xI@Q7?!Srdl|stJgR4x5?%6&N_cH!1&-T72{oQ$j#UEI&>2h3QX+0+Y36@ zi=K?xXJ23?bV_#bhd=3F`=R7yJ^ow0Z;>;4psQ9t^!3A79b+$ETXbfvx8=Qj;4R_D zt+K+7P8-)F+apvYH z)CEZF*H*jI-`GrqP_<%X>^$2VF8-K`mb6w`wZD}Y>+Dv%oRj-%S1841FvyLzQ>O3{ zpr#;Uoo&}iaxb7N&7=6QbZFi0kQ=IAsw@|d7P~QIO>E3cU;D~aQ=86G3E}6gNK7MK zRwLHw>6Lvr$ut8-g_T`F@~5AdrJL0%Qd;cWt=x9Dx`${vKd)5eKnJ5pO?3n0kcylC zyi3)EG^QeAwU zHS-#+wMLOV9}gW1o{UsMMd&RPMhI}}vjH-geqlO*+UlF_#DTMtX# zv{gB+x_unHoF5y(F%v+|??+EQAH5XifteRjYWC>moAtmSun-~zU}Z*yvgc(2+pm9T z^9zA5IarfYuH3`v*I?BF#FzTbw@=1RY-_z~mOuVk*f_YRt%)G6R~ue^E`n2Y9OvWj z;M_8hmA9#oi3cbuVBj}l`vnipUG8}VT2zJ1jTLrhtOnAF+{5c*noLV#RNHSWPwxzB zm#sSQ6aDdZ6aRz_qos{1dWFvjV&J*qs8Fl?H7arl{0e*d6s1m3opOUdo^F_m+h!lv zXE1l`BXaEwn-%TD+-F)!f^?2U%@HAtNW2uDd$|rvymAGIMI86z_N*L$EDt9rO{D+> z)iWlZP6?|2Aj5||W4nMR!9Bo5ZU^~oCO+OE-TpT0J@4}0nil~dH%?qfFX12s*IJBK zRYS2Aslzt{1O9Hy8nwS+L|7B$LybRrbLR;`#kxJG6@(*%?_`A*{4TVY^uxV;=#1If zx7obb?P9KE&+7sS-@8qXSscr-@EQt%6S4&#YYjipI4EDhKE1ueT}7&n%LE}1h0(=T zBJ#SgA+L5H(DmPIoJmRo`l1OwPww&MK)(LlDN3~Nde|)!Wz0;b#dS^w#i=Ca$viC!T?n6a98bxix%p^V1!* z6}szG`%mqI0?XwvLoXL-_)G@x`RC4Jet{jof-Gykd?{`MKokEHoy*?}!SnXrx*sz9 z!%>I0-K(dg8fc?4GOoBFQ3wDk=N)GyY64x)zIj4t8!oT7mzDJCQ;TIYe^||%x&TwE zEu|ezJx_ylcR3nkp%4G%Ii6F06=sUha=YdZ=ucB@#)eMr*3M7O}cU!3n2PzLmm0Z@c$lq(?}- z@))qMbiI>K+2v!N31xcLhZA_FwV*48gTrL_RiIIptdnJU&(Amrz|fzg>}g$gvs@h{ zN!V<`7S!^S@?$@pV@bI2oqDOZEXaWo^%x$x%%TD&&@2{;NO+ zt1&*U_wE@rGT3C_uA9Z64OE+TalOGX9Y7nvNZV!I-Gk^6Or6i>^la3{Qm6aww0%vi z$#?0+Z#&b*&Lc`-p_^BaN@=XS_@LG5eVgN9_sR+Bw?>VZo$2lk7w*$9ca$dGKQH&G z5T{``6)knd2J`6X-)Bs-L9Kte;g{+Bq zqgAt9X}c8rqPF2!TscI1&GIp%SWgZ%*$j*6){PL$-u3G)Gu&zRvw*$w>d{9OKW{KY z>sh-8bys3Od|L^s^$J*?tVre27GP6X^O)v$&HpWQuxxJzTg4jv zZTQksIebY9O^~104tK7VBl?~8vxAVOz;4D$g;VHib)b5S@>ZgbJfctYXaIiT<}R%^_#mbQO^j-}%|*SKpTUOo&bwE^UI;(8Tb ztODpE1HQoDv{TwBZgB$2B#H@c8Cr?zeKMhSJy=E-e(%N3;Z?xg8yen_tbvp6BD<_E~tuI}rtH*&s>!PZkkX=*0CCW5TbwagaD!wfy?Z z!7=n;Za+izk@bqdcJbJ?J=|VtWE5Gg7Kf+8>{&dr@7>Y&dXJggIm|z)7R&c&GCVQ`Xcc@D_ABy;SgZo< zcAnfap(wY^f;n9C99Uzs>4tL8U&21eey%+%jtj=HG>D0uu-^m1W6+KF`}4uAG`jGU z=f^QVg&=Wdb}Z^&wB_@Q(fvF7&T*9Ub9p2y!pnX%9ZfWM-=rPj%p>_iGZ11ps=A{` zMJ77oto-)ZT{2+k#e82DS~VdW%augFF;77JFV#SU-2>ZSA!xkVzbLHL$d*~oCn}U) z$~x~l%wlm@MeEKj-261@di!X7rp-Htc(KaEEm<`{hf+E-YHqoov*%_ytY6?lRQ(%G z%G)a+rq2=N(*g2&`75rPY@G=XqGWn{gQ(SB=6?(ur6b$Sl!z6{UaarQOymOSWe6YDB+ktt?Cp z&^QeI!q?Pq_FH`|hQkkDM7P@sPMm?lwKz-BQ<;ygi$y>_!}*Hy)`z>3hvogc%hOA8 zVAaTI3%Pqmo)}Br-aO)Zp|y3|XcRk2Z53Z94`MQ(>R9^qw#jh5 z#=mkkiAmk54C(Uoee2LIbQfQlZGGfK6nX}fP8cQ8rYV#pyeLFssZS^9FgTo#B#3^4 zV^^B>E8psE<>`gjbz!J;Mx($TzR#&v|4zK|&2)D~dr~>cbx@|o4$B;>MEsX&#%aR8 z3d}d<%@j-?dXKAWyW<>p$yy6gVI;itdfvM!P}~So+LuG;DWEH?_Fll77NDKiO*vZ3 zrDtsuPT9+6RgXXW#TMSEmA!G5_PB9g-#tki{fm(IG3j@Z1z!BKD1EZ& z)W#&BSqjx!l18hpGxY|>DaeLnamV4f)W9_dsNchJ;GbI##m7D<;e+@&JvMgh+GVr? zt)6wBD+7nzojaS!pXrI`CG@qb$*TrgSKgWz(5*S|+U9<*QZv6=+E?bYC1#>oIDBeo z89#w#g1Oor?-1o=)7`0VZ7|$S()noUHAnmlIbwcRUQh3Ul{f7GUDPC`F%q>C9kY~luZq%#W4Uf=MMPd?d=fv#{^2-+caEcF?pvgf7`2N9Nd0n*fYCU3DHBz4|~gXzCxp&%kHrc zQsDT21oKdPi+x}#+0*(sNLU0yMh+~;&GdzHCw5v$6Ih`T9zIq&9fvU=j-SIigjh6K& ztmx*-0x@f5dR&(BKioF_0~$-<-m>B$U3G2&xRI?^-*D zeR_Y?ck*)Uw%Gejp2S!wcIKowYv}DzCxL-8vbDczG6Br%_4oQ1pKhM7G6~SWJLPHT zYTl2KGefzE?7>b`9t+mnjSC-$OK4<*Y4StKN8_VtG$)E!<$l$J1~#~pp*Zp%C@-7! zd{?Rf_*NO-^4IiNskVB!nsif(l1kROgc>eCKVbuMvw3=*(_@?w;xc=_^yBMfA*$JG z-YEClNW6Dv3Qgi8^>ii#cu7rdU|g*k25S?{H=il$kTB|~v7P~0?lEF%q z5_|-7H8!66a0RJ>!J^k-Yf}BPkk75!629K|Qm)f#a`9txnkKjRuj5J^*nQ=a+0=g0 z?S(~r0d=(NHQvG6>fNl`K)7wl`zHr?aQb{IO?vH^n%q0#uA8%u52&oDD{iGRkiKEJ z?lSqku5-R(PStO89~@OjBC|bd>K3)QwUD3d%rNhJ6P*>Cv{BHG71NwnL6aJ?M2Q`- zIvH8_{aI+LhzNyl1jgGl>E@`c+M7wfB3VYCg$s#jH(U`T8=WZq3dQMeYX3k!I?4h+xuD3+t8DaB@Wl$%#D8*N^*c zI5YT7!HDOTm|!=SiHzCsNmJDWMo#E+MxPfc)wN%_ci!oReKwBrBJ{EafA0VG@ph=t>4Qej zki{UiC|m5)c^hmMZZfQhvIpe-EoP+mM^^c8PaKFIZJUzVvekZie+H z%f^Ok48&P?H;--RrA+GhUv1PSlLOgLD%Z`?Agpy00F=|-^TJxO&}LWc>UsUOjAvx7 zeveOjfc7i++lqB!nN!33eIdrc=n9K}{%UX3GWwEjbJp@BEI%h{#=ox_yoReK>*=W1 zmk{+YcasiwI!!H8UPT*(TILt_p{TJSxwva$#Q+3Jq*(3UuL0fRo$gHL0QDY0GJ=ZH zlD2qE_cyD4swOO#z%Kz1!N=!!aXyhP*_Sgj??NDCf(@DBQ^2dEND#@B0SOIaY!!@t zsw3!Runz{Ky8T7mc5Z)Sm0sRn7|PfNi`UNF}-J?>(={f5J|9 za^bv4*Pv#)c5if2a!*uEO@VcH_5HgbhJR7tTd?VbR{lRYf?zU^7J#LkZmBWnf(`K|y*Fs?+X_35`pka>Et!J^`kbEDrT$~TVanmDy?#3$>qKYWYOBz<%HtV)gR z`Sdw?oJJ);i8P;`#mBX|>JRdP>;!^Qo({F9;gHFFoa?;|!haU>8Dtr_PXMhef_zDU}V}VM_q^DSUVL&Vu}F zapIHLFMIQf&RKVWTH#{m9V@wJWmV(-*K<0(hIaZ{97cBOi$N8$yAcMf=Kf?U31^L% z3jp_>rhCGu4&U##W>n!pGmMe%lqyqqTj;h{zc^B=yZZqy38f4luuh%e9%i+NwVlKl zW-wd$i55bmVxsqcgmJ`k!^HicZ8^|I;jYZ%ao&mX+ld$<{N-!OkJrVj=duDYE8kyv z>bxS?q9X}*1Liz=_bsKkp5$BI?P+By-TmZ9>kZzUUR+L>^H*wS9cIevTQ`=&L%;l8 z)*W=x+?B#<((7-ra-uI5BvlFUUyh)#C-fLC13h|tnfxnT&#p zbJ2#xhV(w#%f#;G=|pRt1`rdtHhnY(84!EXx9;pSFXbNd>U}r|m+HWv^%A>{wy`!! zC8yO9*ah`6c9)A{v|Rrs1?V+V4vH8_dZi9C=e%#W8+Y-T@AstfKo!+1E^j1)0!@a2qISAXR*}1Z&mG?V@krE7hAt)>+9AP>#L+| zbVVG~sJk)BMQjpw@@EMS9qmPx@}5LtlCiUU^TN%zzipuu#^2)apvuxFS%WVL)Su<| zFI(cEkfACj-!*Z-lhGrzQ_r>=@$kHGrJ>R(IiF{7yoXS3^8hSKqm(+Pch2qZODem5 zJMHR7hu~0J*!!%54VDwYKIU$m*f_Qkt;)47VF6f@OYK(i*j?BU6mM3%yRF=h3)++O zNXpOqGcTx<2Yo!lj3T1SZlldl2N2!;E4As4B)ROQIE{=qB_YN3h}U{;|Zlw16tJ)&s0kacik67Op$z*Da(k z#d7rzDnaam9#ghUEQ11mTHM3JM>>sbqRvrK@8T&6+`>y2oK_j-Z;c5Q+M2zy3cl?3 zCU&1CJpgRA?rhUGTCb0;uS~!9lUtS2FDwmr*47xg9kK=UzE;mh-s^Gk*}vl^w|i{O z{b(2_1=$3{@~)JW!wd7-dZ!~YSVSpiJGC)GW5J2r#kIUu>PoHLRefiz3*_N>PPmTh zrAP5|TO5RlY3rSdAKn6_{7ceYU)E4-(Ra19JZR?ux6~`$k{{sq3xlE3~ z_~h1Kqtdb&JwDw-9|$!35pAfqAbl5(NIYJt&94A=KQnsv*2&|=_a1iIyz8UkM?S07 z_f+*468D3zQeYw#x8D@g#9i)m8|~~S7q9u9u?2c-tSW?}(Ba&Hl*<_dnR^ zn^u}<_1q%Dr|=t0+4`g@%NEPFyblWoA^oju+mFsihtPY>hz=3$c0nmuM5ARIQV()> zl`4F|2Mf7X;MU0))View=Lm_4u~w9f%K}Yw5w6Reb|?daX%@aIi$ghh=bG>$UbC~O z$3F|_!Kpv?df!o@I>yb`nB*%84lK7M-x%?O<0b#xuVGUg_}sBA9}nN`oYzT!jY&U$ zS$XY-?{!*)ie=|>4fGmkwWq={hU*J{1lHgQ2UJIaJbz0Iof*%9NslNYtU8}vnLNRX z!MOPuY~t;jFxsJ6S$=}BD$bBZVAqbJXs?1?_Vn327k5i`uU3JIjDoT`;&6!zg9Wt7 zKs)tZNseTdyLZW+H~Hw^ru)Zpc%-mAS4$Jt#pUuss;T3bI?1g_U>@(D$pJ`Lj05_U zPs^Fle)guh#ket~>c@$ZyJl#m(3^#Sf6qUVO&ms~5xtoA|E)P($M${LIrKIa9qX{+Nc>!)s1upfHeg6weMZEkYoJTC0;<}zW|{q{B}G|hn(Z7Tb8 zoTsb(Hamj(!-f9!e$vD5J?_g2($)#CA&1Ia9j5BWW2$vey-EA_ST%=Gs@y2y!fn3V z>k%Ec(Q<|g9q6a!T&B>JKPP2dC+p`<^$Hr>~=j*CX*3Pfrn#vjSKv} z(Y?VAXecLZ{ModH)g?rGF!A>CS!8s|-yFFyq46K;IqaMhIISH^BrAU$n>46awFTwt zqm)~oFp$xq2mOqSQn88WkKbN=U-TbYhAJqRuYO-@4MykYbtkckeqJ=dd;SH*SMn$q z-fe9)1cL3%h6~(v29{i7N~BTO1k48i={Ib>~q7O zzkRhDWrjkG5rc0FFOXALbJT1ASxbfADB7}BHH)DC+Qsx>JCk5@yc_(TXMbum#LlQI zl9kmdf1bh;t=~SX<#Kk1?Ph|9GdZpYVHvCw>tViop72i~{jQoExD%YB{01Tt4 zL%4W*gBU+(nEKn&qtOSC@!4FY*EO+j-g7Am%z%q~dRje}vH9dn%|#%~UJjl2<9j;pKOgf?1kG@SsqP#7 zb<)(@6gwuc^yZH_XVM*Y#FG1Dp0iW?Hq?%X!`*3d{q5$`il|iZzVYZY<8ZU!DRnMC z?*8~mD&M|U$-jSY*5Bw|US41!Drd=z*Q%!Ti{6$-zAxc@+#KXUi^9L~r)rviW0r3( zoQXHV0GPP!qyS#j^YhkZ^vC=8% z*04i}ok6MT~5GyVB` z{icojmg#gWU1jo0p7-<82xe!69|M6Z*srh8%{myS3_fyeS;No8LgjsGU2ax;B%HK& zp87o8CvMi5rj`qK;nG-a4laEz)!NU;>{eG=+OeG8Y83FK@=;?7ue^dL+I&2Zytc74 zp?shIj(_RdX_gzs^Y&@vr`z}2!A8RXlDU%UT@QsE&j6-hvuaS@mP;c3u5@;$iUN(M zv#g-YUiWqDHeF8{;?yHs-*=Pso^vM*cM?AD?fN>bRQ2u>@GRlk%w7HClse(FMaB8! z8!YSFrwb=6QLE4+9P~Z!ToE^DGWEu&fi5=2qs42W`Uo z>#s3Vx9Kxn4i|f1uGxezSu#Zf*ZcNU%k9AiE%hGWf!R zO5L?UxDLlP!mM! z>Hh_!^^o21rJcjzL#=&?b1S)I0OZ(`5Bld~K&qa-d7fD>=ZWrY!{ft;^ZXUIdCm3| zk=B7#!_VTr26}@kc1p}4()cQc245};t5%nv4E3r~`g@fN%5<6<1n$;-&sgmsM?T*% zz%Yof(%h{~l<$^Ful;hZ;+IQSyTX=#-tuRCrp)P)7V{8KY@C+BeG(BRezunyO1Rk@VjLNOV`=Jn761Gl z)H__D2aH8|DtwO6ecS{ZDZ;0D_=U4oay6)zItEbMys?!9TNnG6n!LRS(sjSRXZ)bx z)#%(p`4Jl(`L;Q${@no|Lk-_HJohhiFQP!cl*<*58S>a>QfOCiFEO1^xCApfQd5-+ zxM!tv9@uoo-~0q{P6aZDI@dKGJZHg%{zW|wBC7eByyD)*getb$Omb$6DRWKa?Kf|8Lidt@q#W_jz5-Mo=fi6^qfv0 zTIVNygIrwE8Y{>A6o3ltrI%Lc`(D^O(0NX1)#{lZ}$g$s*Pd}p0beoc6Oc@G`P1~J?V4cYs9YHJpF3Crf6b!lv7CA;{={C5jr zjq7Co>w13AU!}d1E@L%;XT?c-Dh)bI5<-dZb)8oR{uch&speLPy8tXoC{au1SGsW+ zw8DFNn0N05#wWeST0mCc%Ju4Ow7NUfVEt=kh+dI z4G`&W9(4U|l|M(}vl5=gKGQ^nGOTTk$(LDwY2sJyy!{)oF1J6IRrM$A&-;-xDY5L> z+xo^<0By-~(p-Bx18xwjz#|TUdT3Nw)M1&?rNN)-*7F}l=h|&58-?NDf~ z18i|&#fv?>fd123QFY0v%JDuL0zx#T&Pg^(dys_*>iq)>|_uSZD zA;nrGW_XqHjh?ai zPGzUiXYbVOi{X}Bo>ubFp57LDrY;Y{OXD-AkYcv{MOqu&8hO5vj*+`_V-Ch-UH^1f zHJ!vuotFLHWJtxl|GALAn9eA0%Zd>VzKqj|p5lO3sGt=kx*dtWJO$Qy?s(9{#1S8_ zzsZMTZ;ujFDVIUrg?ZC&D=(m z_UV>s2`i{{T^GH`xpEKBYm0PYDqpIPQ+X4GdEFSD9MfDAiVuJlVD$A?&^jO{5=i7_ zR(>MT-P1@2`ZV!wMYuJ}Ri?!_=l2ic0Ogh2&?S23{@7OcyznnIvMv+!;l9_klhQdE zffP#{wX}=aU7jn~!5&DOta=^nV|!ON+}2@=pFjd?Y;Pa)|K>AD79;cfwO*5-{i9nN zsFNu=VV1te)?0J4Ue6y)u+}e z8B1M;ix{NFezhWD1=FQpfAt%?dbYPhD}_=U)MN79YS!2;ir$cNiev6OVTYofa?Nj% zS6VEHY$d&MEv2>Q1+H4eH#||ox^;gsIbq|yP5t%jjB4)hy5yDqwS)1~fu>yZH+v+* ziMdkG|0$!ZDxW4ZwmeAA{iN{9CWnPp30zJJf?BZI>RJ(vr2r}$Baz~!T?`gh{jl*m*tpQDgw;gm`47nr^cp9om!DZKBtyT@RX6!) zh4-*Z{{xTu(`1zErK2ja0ypFQt7F3xlAgOAqC6TdmQwY+(8AtsHJA3xzOXuP7MEBGrYIn@p92_FQGdds(d<}Wcy$ZwoN9d|V_zH&wc&mOYHOy(g!C0Lf-|&^( z_XTbc4e4z}f3J;m2-QoH>$NBDg(M}999p5AmiO014sr?l8>6)> z&4>Lck_DRAW91tYXKyi&yEj9u38M$E07SU?T8}EJu^y$bkXwE8-*12w3puKL5ngw5 zDdzfH43K3m1XIStsSpdE)26qYuww9w@*RXWpyU^B;>_V}@7&MJH6Q%lnq4gBx3@D} z4BykbimUvnF`;i|w8>!WGlgxFmRMDXkH$*%vK1o@6m~JBCFQ2Ki;dQmHvv_8tpr^` z8!clHuPTpcS8IjBTrBmngJ~m0Gjxw*O>!)lBLg&^ipeNHsr981%TYKgy~- zd1jx_JaU>2g|5@I=`15bc?hKDg*VZcoM^I0*vZu@d{Ck^WiKhOEhLh6XYifFkO*6cX6 zpR(25dsB%I=$l8;m3}G&r|BSo)_g4oz!o~Z#%ptSjF{2}d30=M%yy1`yTc;xr#;u) zQy%?1zf-OBaH5l4(B|^dP_Ah#9b-7GaBIy;Q1bLDmU^6gE>Fh#>^w7KV%!&6M0-40 zFg}YAE72(btoN39O!uqK_j26x*k~6uB^lSl!ro6H_#z7NJ4a1rJ+$HpUuITGvYLYp zBAAQNWIJ6N;&s&XS-ID#s)jIg1nCr#P3>34vPE5Pcb2~-*W%W=h=sym1q$eo*lxu} zH>4u6!S9IIq+aP1)!eqbnYZS5?Rgtayt%vVmXCbzcLdjqe#=b=I;nh_wF4##D>ToE z9;v|2xPIC#U`4>Pj|GO0!}rb#(%w!|HwO|p{#+ahmeQ!!2QBYX8DU>K2maL)YF~^F z`=opJe18p&5HPD{p9f>)w5u1i$wMn7-8TARUvC4sYA^ZwsQUe1UuO6RIa1 zg{{MbbZc~m&#M&HR)H|Gj=SP1nM~5jfy&}^S7nRM_8$y$9)m9-UIzd=7OU;^dQcx# z-u+Os*q36FtxHJ{DuPtbKhC(E8NJdi)~vys|G+F^?xVKLwU$(lL^iXlGRn3lkN0+i z*0Wmoa~w^f_0O&MOgf5k-ftt$JSc>@K?r>x=71UiRZ6uP&2WGOmg(nJZpH<;x*i1Ic_RtWm?E}1Sw6q>C-VddDtY2q!i%8nr zRULu>&216X*@`sk6(y*$0tw&#QB0wG1+ zxnrg5ubK+|=caYjnf0fBb8`1jVF^eb{?+c%{v%@vjaqfl*1sR}8nanAKJR6eHc1MW*ZvA&8$?-c1qe+ABP&$74ri`^KD; zE>Abu%5~J}m*YEk{f=U%&Yr^k;6RR=bIWqjj(jI>(-t$mUXibsf(f*z9QEA2jR^5h zP@nGsjgp$XRr01i0SRNOwO`U z8jZypDQl(hvziuH)%nJG!o&DQd?vFA8`T13@meJ3mxvw5(seY~r?3(czz=!H2ofa0)%v66p;>*z9gezG{ zhkLb{SR_jVq7Jl$|%sassEz1$_j7iXJ`sA1_ZB){_F|$XT*x(MN=VwN4D$LvP#! zdG`Hpxu`I~l2hvI?Vvx?m}v_G3iLUITrT%r|Ds_Nhl4Che9wcXo+k^dVv7>X+`(%? zn1;(=7E%2&mNyj%mz1y@iws=+qet_@);@&|F7@SR^YgrF*}R9lPikw(1gtkI%@!{U z6dq%lEG%@{5S~3RSDpKP;T^P;nTBMC^IwYee?JR4Fgx(*9O&@G&95so{B~5fU|p0W zx`-R#Vej7oie%!Q23W!FWkT#)M!kt=kXZy(>Px+kj(siuz;Ii6q;0;fIT+=z$^L4h zp2a1NOXc{PFE!`a_#R*N%?DkwiB3~1v&|89_eJ1QtpdQRNS8p78xG{OSlewT@6niS zVt={b_UbBPZ>KZyq-z{A8}^6-Q&XsAdnxCSjYH1OX9uc;%2x8bOhw=_r`RU`EKBrV zSJ$QC=ZC*UF>ViY* zR+HXe8H2FHMyq7D^(t=y#|3#VUOk`@SjDazrC9biJGW;W$0hSMFV(yeCkJjlTsD+C zF&v!O^>>C_r1hKmx83Vi49(3!p~2dspySxA4Wq1bb1Prf1Y6}4dH(6*<~Z_vj9$GY zbnoRG*K@M}QIe5SMKPun8z$BT|23W-!}f`Y;tzDix%Rb#{-B-!-}IXx2!pshQHBn& zjFDqna!1>oNW8s%TL|zok@O8{9N*&ZsdR@M7H2ex@vvlG{aU0OzhNH=-m}w*A-(i8 zk{0z1{e9!tG9={qtBMaa^>S%QJLvxm(n|6GZ0`8`xbUo?HSY_*OMi5{G~RqEDVo1=e{exPnY9*a@g(>K z_GpZwU2Q+eiO7N#nc4H*)y9+ca0fRS7H&cD=}Dt2-Q2ot(`nHFTWU?!sZtFBb5aH2 zpY!t%$FHRx`|JL+Yjgp; zj?hvw>Q71v*sI?{dgHSO{_(g2P0WxDsKHU)lspy zcvR0R%R;KcMc!xmpWurP>!Maw{1D*I{$#O~)$2#0eH zPyR=pHKyAA9u4deDK?vV`B$`=n8^B%1R_{(Q2m2L3G8&ge~sg zb`!gnn$&Zq9v)079cKpdLDbI<0~lhuf-Q0&hqWu4v_2}Lv3WP136z+NX2X^iacf5@ zb#?xy9>&ODFkaDdU$_{QljJt>S}!5D`rqAXFrU}qnjfIrpWC@I5a-XaTl~`xn?9DC z^FqOeI25NpLfA=HOFPx6*0o9gaSHi!pE?~bog<-?Up+q$3FkX`9{-fzAea=PL)4D* z8nJpAc`r7w+kG^h=nd-4))lY3v9-K1SIw)fl z8UJiYDH=MrhZeTfeWp#xu6^M%)R4E09h%|>1f{1()wnz&!2Zk7K5o#(efI7)8x;Nw zUre;hZ*n-5uJH_fv_? zT5XA4l`cYQW#hNcZC%^Wa@DoRj0VM-JZt9apViC70uX#* z_E_(JnU!k02Q1?=GTxMLPQGkzv1?X-&7NCFA1ABZrOqG!NSHHfMZ(dacsl zdS^I^;`a|1b5YbV@}2j@?7370Q{awQZdrU2sFa*l_p77TIub1GMA5O&Q4?UHcur?ii^bR14f;88L+a3BDK0Lz3 zcFFNFspQysq80ghQjoazF^BRSch&9%)3^RfzkO2eT!%`tU;T6kWX?^8CA`%Y7IlOz z*!V+-1^HBHz)j6{=BJ0i3G*1puyM_>pk7J=6j{e6=j2!Z&ii&He!E_d2ZVrn9?hSL zQh?pu#rcNi{nP&Kl;-=#0ma*_LU7^XH@Qt*eglJ(el^Q5Yo)%*4@pnMF6c=({gC?zk9>XRSa5!Oa*hTju;# zGNJ>R;s!!mtEk7P*1HGQ|MQ;+W=_L^Fpj$gcL3)<~%A3rjLTkfrGa#cM4%rM`r(7z9^~GB($x z_FAA5^X9&zh`h&nqU9P2a_zl)3y9pP=C;ZVk8W*5KDSq7jW>5Xs0!)JyZYo=%8JTLVkL<3!Bqxi#z_XvCv)kIr}C5;3Fm#zgk4WIne@!Z>6NavN5%;SX(vn z&kI`5?+f<6?ZH~fLXP84{bHV5>5it!r)mBB-4r$(lKX3T%ccoA5{OoSBLq6DDr^1hKgxiO7YToKcZNiD$X3hTojOHYO z-?~lxnw3Lu8b>N(H9Hpd4raxgj=ysZ-QJWhQw|UWw(%&N)hP~Cy=fcT8Io{t@NTEAVbk+_j>#OW!Ki~CH`4?5~H9~#;y!2f5^RG+%cLG^yi?avOYGjHwtdo1s z&TDShJCtxp`gMg|!O8fAENV!wOVpgbDt_RNSzU)HkO9|x^26}Y!L%YQ1ux*Y1rs(aC)tue*|$nyi2|n)X@tK3x9y0uHUeFwY!ou9N*sk zRf%2u2yCv}>sd1>m9kujQ{LL_thDhi)jsQV8_~BDaVnP}YEj4+TH(4_PWYSl#^)f_ zYk*ocFnSOHROh|8HhMIo0zuPwZQRHlIoH_c$l(&CW3$h>4*#dq--O1jv4c0oU)M9` z$Df}M3+>stnfWtCkrgU!AC`aGbdATR`iio6^~jS9b8(~*wJI~a#pyiIZ(6N%h3||u ztW@D~w6Tu+enncY7Kh!Pc=*rXaNWuGm!tGE1ov-iqx2f;=h z^zLGf0B|^36ksb~TZTy|KXMWRZX{6wp=V2L9Cw1X{a5=~s|lA4zmF?QZmO#iHLy1q zg4vI)cA`{0N=XyquGu-6 zuQT6%t{F5kND|mHn256s%*wdkQE-Ik1M- zZspvZF(<>*OqkAIzD-oP18^zRZ!5Ya@@>`{Emi|4OVNQlG;hzYJvMdS#uiQsWKI2S zHg?#BPtOI zL@H@$8u>rXqqO`R;0}IVhU(dfFpwr2Z)qu+F}X1KZicv&AeLZ<`NEHw(J9opSwqG% z0wwA$Te}_G?6&yFp5wu-SPIm^Z5{KYu#!y!@6h=n!*}!PA!jaKu%yH&!tE4w+eq#3 zlIX$lFE={A9C^H(g3ElQd8g0FHgCjZqT6=nY?LhfP&Tpqpq2C(ETsWq)kLF(r{&K1 ztrp&g)+(#bnyqREr#NGDYtdBPA?8mRhu|ya1)m`45tQMQd z7uuBqzf>Qc%lk_oI@J2mJwG@|&=0(NWZS>{`@G6FWmG2JUGa0uk2|H0vsyM*7v<1G zyvC}o-8J~)l5THuOp^Hkp|5j7Q$FjQKcv7m=)=6|w7iD0L@L^TvG|xDRB|Wj{D5{a zT_A(?`zj3ZMy~au>D!(YyZuVN-&>=Ce>it+?7v9Xfvs%~HG2{BB+=)m?|_h4DYd@@ zWcmuiJvVD{rEBR~_?;hGq0c-%udWDJau6bhhr{f&iZii+vo~=RW=zV0Pz^NY{A{hh zEb{aI!KTUcV4#O_rQ(a8jms5yyC{`%p<3@ceUemNI}(icdyyNp$u5rMw2G+d)_l)< z;zp|Uo!DX7zt(^l^lB*nZ6u2?=hT}3?Wvkdbli+fl?A)3d+Vf`-6L_>trRcKA6@M( zrg=U_{m6X38<4pz(_uZ6dhomwj*!5!kXugi}%=49Z zVT3wEVG;FGmJL~0%|?OUHnQ6WFn`Sly!III>^!V*#+bt%?p*~AWe-)fv@Ku)K!5TG zEwKY5j-NxdT|%dbdK>lU?j7$=e<{BQLThg{8BfK>51F=ob;s`fiD}s0WdAz~{wN0P z)LR`;NWCOk^mU2kvU%lt1ZvdFKvJV~sjq+NaPB9cn_YOl`Fx$sExbdkC`ErtHQVH^ zwt!_(BNBRprF{Ua=+q;}_rgMp2hOTmx^k1%Y=n+V#v=Kt zf5U4hYLbzRPat%U7XiCvgfm{5lmUHBol&VAJQNJeglp1;rC1wj8&oO!kP6dSKFeEc z2rv9CLSE?+i*~s@>m!=;VV3zF9aK_3+@QWZx?yAoI1 zX>Wv67=ba9Zn(Y5&|)pE(q{~|y^dj$5<*vZ(HNZc%q%5J5*`(jt%j4suzfD zQh&tZxoU28$*hO&yWMuF*b1z2d#LGT*JF?BNu?~=`PnxOhvX{R{>!a!BUj}g!>%@H2Z4Z$2;E20}+ZRulJuGFznxpTrBLkjNA?E3MYpap#y+`Rf~ z^qW64t?}sn;>#NLqp-q%&YG2MX!T!KLjA?aSFHUpC2{a~EvC~{ILz+TxV!@pKxL)_ zBdKjlm(mz_Yu&mS{p~=ABXIBfL#!mNvHAD8MB04bt&!C0P|CvS6sQM!&CJi0vwhya zy>I^UsIPIpn3UdXX`|K_8i;75{KLO)Q_+;+pU$H2Kt9tw{=$v*^kR;F_84uzTk~P9 zHspF4EmsvJ#x?f~XvO)pD|==B`KX*{6x~NLkkqcX03R0>u27*KPnu}vHHbbh%k_?&HKtCe+}9P@E>)Lh^;NOWLHGk(M|lVd zjxB7wT0agso%8n-0~{@#Wc=a+hz`Hc;Wy$vlj}AACcD}BZtA1nav2S`#QT|j5w`VN zgf|&{*t9*-it}kg&JA_7c}xl+bYI%rVbxv4$s%fLp%$G3We5AQhD6LoW!w7Fo5%gx z&vuSq7z^Dz+H`zLyXG9`vRhniUVfUB4b|y5IV7^VdeNl3g?wDg7n} zOYHs}gqssMbSF1%9^&R`dYqExoPcDyazGXaJv`mo705OP(8{K^;o))j`jIJjVYXRs z_r?S}*Np7+u@b{gc3s9hde!}{2oJ;bQnUNj6S%U9&$e&^H2}!<|MLd<&h4t`7v?F)t=rVi2zuLe_w@V1K5%|u*A9wau^iJ7wgG#54+dqw zY?{HG&*{KZ;b9!ak8;DUr=J#)_}UVeid#xfuY1P(k0Js&ePq7i%3siwyqIV1@jg=8 zsPgrQ`EoiwmaWhj#mZ0-RWIP1B6bVHBO%ux6C@Px=k(Gwr`$o*rcL5n>cR#z-S-y8 z$3-;!e)xgFY5XYO^MhmcK5^Y=y&P5mH8lhM4b*8CB>qckm2#4U#4a{I?)4R_>!-@A zRFFH)=}@nhC-vNgUFJcFh8(JSkVycwgAjVFH*YLM|JzL1Yj^A(LUMba9+Hc{+9K?g-TD1^!O&a#T1#Exy*#KS!;3sr561G2i^_ zmW$@Kovh6^~kRc;ZAbC({tx}S01aBQ4fu@7G z0DRvi@!2jrh2eMShR7Q_)a&uHQ?Y;2w7ey4j%k41PL(Tq*KcgTmP2(AdbM~eWov|o zbRTFB+jzS=`pT>Cq6T5uQ7Yo`-=_b}&rb(O(Pm9N zcX-xvpZY9cx;!P;D#8hS6kp{`wO74U>H9)=AR#gP9+UfP$~UZP*CC)v)z9;vSRp41 zySr`!(zx49i`~T!e#5zXoUQMC=`cn9(*asvSY!yxd<#@ulZ2-;MIXRK=X7S@r;rW1Xi)xw`s{EbyF zg-?IGg1{`@jG9@>&U1MZXK*()Z3!z4)ybOmcT>pW zBz3SMtE4xR6n@I zY`wj2>=U^W&PlSJM*u*dAv``husCfI)-20amDxH!)c9iN7B_VfyH5^oQr$;67_ZEa zV;oxGeoH%ASZAm>MJgVUe!*CP#_oE~C`{iUB=}gx}`pYR*fl|4S*RPL%bGOBJ%DVojU)7ZC z&%S=0K5xg8pkX==nj+;|`F^)|u{po^h4?_Ui#PK17aZ^O<}RKA7}{t-yLT!SAH}13 zi~%m-aA=o;8XDE8zKagM0yyGm(?33~`z+ZW2Ivo3ymr`Yl;Nrb-;&0saTl_%RVXxo z#b5MFpR@bz&>!UMvEiRIypT+E*lR+seyMU<%Izjm)&(S29nV#gj_I!7s^@G7Eh{mO zmmO04RcHe4iX-!tF(B95Wy#Sn6>M81+$U~GX2z`B{|`P6R+K| zeGz%0J`CIGA^amEZt##>^?vofzV%9NkTzapP z5WIq!h#lzNLZN+1?x?47HEi0bCZzDn!`--juFqaXLZZC_IWMOTex6r<>HF`~9!2e* zW(2o@jjGLWI4m?J<@M(9J~p&uP8K0OXAxnyOKfgY^pM`=zxD*DgWWx0R_LlU&E_;V9Dv6462xalpB?^pAg=m!m8kaJ)l+)WI0jlt{fzq- za5eUl#C;ZrZZNY<5s)71LY7;Ah8zq{eN-I6>%mw!G4>jD-o!)F+qu&loRhd}d75eX(ruF^eHNFwb{jH=l-~4Pgsl1~8#6COtdX_LQ z2dl$w-sE#wYbLx3*@RqIn-PXDdmr4|ua)~2ua&y^FJC)nor}h?%+nsN)xcNRcXP8= zh%tE@L`daRb6x2YY<>rky3{VJ6@ZVzkJiS0%Ktir0$slphwsw$EEKY~F%JEJe4n); zNK-X_5*ir1rI)d~P3$g_n;wPSKB%4k9(lR-%LYat>&@zD>El;lllS|xEaCz})0+Vt ze|(#aZim*b-`Zj&;l{!Ooaltcu331RZQ*bLv)J+T_3F7^zx$~`I)NHbF}blkgPKBb z7&QaP9^iUeqLr)DoiTI2D>}jmk9tk%>U4%sQ*DuxwJ{_8zOA(?R-P!)WyRXSS*1`2 z@L!bgy0d~?{4U4k1M$mkkp*RRsMtBE*mr<_|2d|Q<(T%XtYcw@VvgzZ0uc*TLr z+Nu-;>Tx@@n}g&Ul-}6t)}oZTjL3Vf2rKGcwfVc2uve4r4P$UcGV4BhyM|;ZN|p!v zLG>4E#{YnLNAFHYm@84UNu!`|`Fm;p)pSrhpfN7W))dOcXap*s1j414lOYGplGMtuH?S0#LahP!Qj<-;%A z(@xTHoNoWo?w8Et1*#ipnYz73gL_bxwrMh1eiQV_lb%{_9CP?=ay=tjQy(|`^0FNy zYpV9$?A1C}6zdOuIB}KF*;n?9M+EuUYUKh6TK3Q1mEb*JU_!)5r|-`2vmRh4go;~0 zpGvzb?VmAHK)PFQ-veZ97*4GTzdUO^ym~?8aYO z9j)>b(f&!b#+hagp(ox3YB{@!UqC&ZU&h6AS{(0Rxg+^Jb(DSSM&sw5#JZqC>%MlU zKl+QVLj7k3vQC-PK11wdbDCW?yu#EvOx*@p8&<#9o)0t_GeMqgRoX6c9f6#E2B?L0 ziLQlE2Ms4?X+qO}t>s)sJwYCY!O$sGH}6he>y%gbXXp2*mEiJmZ!*u}O5~0C$Sqrk z;3VR2=g@ROQ(T>L1M2pEl&c_Rq_?4ybvqkGE~_cG&pTwPwKVr@bb*yI?`hP#`DZP^ zw7|WWpUM8b-qi95crBNWYMCwV zsMi$^42)aqE&*qFpsrMW)X$*MDOm6%_*KUHUu$@p^Uy}lXW~IItfz-FH`zy-u%zgedLs>vVM!7**9Mm&~|^%d~L+bnC4Bb%owa7wO&M z53s99IF??-2F@|xL0Vz8PK<#}S$o>rk2v?67i;e=lR>A2m+V4g=RMc=?U`M@sxnU`Cr8w3~tnlXpM?xe1b{L(<|*eBsoOP$@C}pBRgnb zz-=p_o2%oIm7v}7_34@=zje~td!L7Vx=d}_0iTqnmm1t))cyke80#%JkHV(8jmwAp z;jYf6WWD+^fF9O+KW4kB!7X0X=0m%25RJCZZHr;P9PMxEyVn!|6Hv?m9GMd z7GF6dP3mqJ$8FjmMac&8z16d~Ts!G#7sC>aHHyPuwbkd^4nn&+|2KfgV+N{<{P9x* zG5I5FFwerGUlobtY>srFk~|)?YWa0wVg9Ds6kBvz`}QLE$5m5rTyF!JFNoI) zaQsS>=UL{ z*t5VGW9;^#XI!c&hDH;ty1%SzI~8LBc^@UU56pBSlYv#a;=7b9J#2PG0Q`_nVn6>D z^W8t})%SO8JL<5NGunhXiAyva^mSJIb2im&_M)#NWmr^Yl?2l2PqQwM-T0KCHrBY) zRUUKRV=DZT8r6USZP|ZbAi%O&_SSom+p$`4<_$Asi%$l_fw_ak(_wHNo^x+x*hQ@y z!5;?9>iQcW8o{c5f2aQ9psVj&zc%mH?4M5A%Lf1Sj;$HMbHYguhNIW~Pb`%$un}aC zJko;%9=HXd~H*CT>DQ7Bik^E zVg?vClo%5)2;$Sv<;-&N(@fuCKvOO+;|)-+bLlc30WYmSFHFq0ty8VEskNzLKCCk1 z{j;jpL44$82!N7?DfqUwWrGdi39|GLORRyfKQ0?rycN3{NoK}*=R(d-kg~_k?Q($# z8mF1Pu0y@E%*z8_v4B82cSa`hOilW7mS!aPeD>sByPw&hBcxsKRO8%%ACJ^tumCjH z{FWz|^9B%^_-(kJWY=EOe4p?E9`xR`IQZ%xwJJ}hlALe1mCN0JibDf3^Me);Y(K#3 zt<10D{R9z-VQCoC=K>ZycE{~(5WWjX1?Z38QQhk5GD7x-;{~7=)0{YnUZ+{@vU)kS z9?&HY;_^=|kB`by+7G+Vv{4~Y-?){;Olyk;W%GCC^m6vH3@kg-CG-X|eqesyl~e=tdDJOve?okTuW|YscZSPl(59v@-kCJ# z1gIt^i(;3GFKW-x&*R=%Vm(2-0%W86t4ae$C_@M}lJ=M>Pz_u%=^XDUIw5y6MZW!bs-cgn}o^L`&1FpNdR{#H~qSk|$__2uSYrf`Hx(m%G* zSXYi1dLaRg$2y5^({kr!MKYLnm)g9l^OWW*!#;rOCuzn-Id+0l{`|wFV&RD?R>|D5#iQ= z_yS?L2WIZwoJ;*+OVO&8rb`q*5zb^>y46*&+thFX6}h2;7IWKdAt$@t{8U-q2Oq<| zEaG1Z&F%K*M<3CVIg`;oL;75@e{ikKapgvKB%@4StLXahvyG-rT4$Tp;Kjew`oNmf zx8~^-kI-vmHglDt`9ufr0Vbgb{@1Ri3ol*`;r2^TzD6tlYZ^l-V;c%E+NE*}f5NHP zb}Z{ZLfT=|*V+qP#xxqp_d=WeP&YqMVyxHgAJcUuy0E!X1eUuA2-%MfCdG-yuv19Z zhXI1@-YugsreuYE{vjYXss4&DR;lF*Ow|%wo$+d+&o^|C%xb-AwKoO>hfh)-U)6D5 znF-eC))}U+_Q5J1q)Yc%Z$ENarSIl4d*AfnsC(i9f)GT$`GUp>_ut3=tnPD2 z%Q45|VL#qr1)($hXm=d(zth!1F8nN|^P1p|{K3qz@mtA$=XaXw~u3k&GeVVB|QXVls}2w|UTU~@QqohpX4mLI)N6LWjol{c7f zzvdIR)t9ngK=_SrA;S7YYJoSGSimx&ft&T&|1E!ep3`%RY_ZKtc-rWUgHNI7D*IjenVZO`d#2aE4Rw0FhiSA?kC zteleT*3fg8V6n|R-84^?`hVfP49niVnyioRC8xbRPm~LraQWz3vN0Q?lWqow^Wy>i zZK8GwlCSZm`~J2T&Jo@;*0D;}e~(eEJD*8{aYmr^29$*2usb4}rIVM#L@d2R1WWqozc>5s2? z({tX`*WgF*|7s4vLl3j#Uw!bIFx7eWK0VHf!ubU0xuJ1U)K`--bijp{2R;Y%EUmiG zMl&c>-kbZSw^F%bJ6w7$_yMy!?cX9VzpP&7PwNXsZPrZOZm|C7>1x}r2@JXwQ02uB ze*AcGygaH!Q`0&6SG2~3x??`+ z^F%*Xn?3i%L07mmWA)QqrG?@w-{ZIY>7tfqIYz-ub}QUU$gm1fR&tX+_69ktd*2Up zv%q&t&`6zg^+}R%kaSk!m`s8pf4f%U)cnZ2KQj|c+mJFU zbvBx1e?x#F`#Y`}{b_K$NUFp`tYx){&~y>#uI_9NclGaxIo2x8sqS`3oaHu7ZRfq$ zi-9;*HUfGS+8}E|z=bQ8nS9J96X^eJLmiaM zQoi-R=iKGMit}hF$Vy5CbqxFMF)h!4qLUb|0yw(;bz!y0AH&@FIY-5H(Ns#Ks#91? zD}DY}SMytc&m^9AnJyOn(7lDu4+D?8>dxxL+;zn^4{Z^DG~u^9%5Po&A4TWdbt)T$ z(ceNjMuc)mr4&Lb5lMw|>Leci|6cpk{_u{m$9OmDzSp|0IbXx)J;sP}1?5q7UuDI% zP#7$Td+|~T_b+4A<|U?Gs1Rt{uYQ%Z55lkUYDye`&+lhE%FY^LstNvd7~4e%8SbTZ$x-;-I(p2(4 z52z4-=qOl~N~cixWCAA74hH@{P7H$UhUn*KO9 z|B6v3&iy(=ttKF|+vzvn*N^!;7s*(Wp9r19x)?CXqoNslQ4pjZdv1GHv{#dCeEy@P zL^uv!)nKvg{-Ae|e|P>$sbIQ`o$Fd~*38D;E6d!^@%;G9%QGC_EZHKonjNVnh)ZU? z9dwJO$>iq8m!lK6w#!0MLq7B$7u1s&kSF$vT1ai;OX%*h zq~Dh0W1b`4Wo){sO)pW=Zq(PaTML6lT$_IbwjNQZS!^{<*Xb2)|dW-BoeRiL2|>%%L&omr)*>uUzyuKqIARK?&n}tjtFwYwMKEu3C$wVWh|N z-{U(!GQCpo9zB-l3liWRY}LK)G=_3&z{@|G1IR|?I4Ks@aMgZxzd3Ze)-R{tDOaCY z!Kvpy7E9lLXet=aHe2w>6%KZdRJtYg-J$#ti1C9aQezptR}e(AqEHqQd*web62kSy z-F~!gxgpUi-|lI%YNq9$+X+%kvg-P3rMY(#Wh@W&lcVCf zDF$N#ZCuy_h^%rW^1teW7D$*`b$Us*{7L~40`ZEoRvK7MgY#}lIKqB7Ao1jO>+tH~ zl;eS9ew0_t>eU7&JNu!Sb?ze7{uXb49e29NkXYn#UbhJuGd$+A+o2T=8zi7s(S)^b zmFdgqD9*n<%621NYSxugx4}nfc}iRN>FI7D><)dAGWRjt%it3AZ;g^8igmvDIpiik zg;@el)@-VYvfR7#?Q)#Gyvp+J#~WwZj-e?3x2=p0f7iy7YHVf_GMU+``=FVdntt$#O4W zoavlM(uce3_wQz}JKT`{?~icrqFTD4R$)w?@Avm*l;p~mQpHJmH(2Qa&l)tj=|P(~ z@Mof?{$^jhGp}*qnzUXzMdHOD^lXx$^mpiO`gPkeCJ(pNoM9m>@< zy}YO}4!hFM3l0Mnh~6g~=;|-ag)?>uiPl!#8l4_^v3gd%=6D0ZfOfku`bSDgvPa4c z_%|i=5TKDjtUgE1Qs6eZOHVc9h?L!MAWRhQKzJR@Fu%pA`6L>X>OdXREy}96=f|*@ zJE*(H@?qC&JKD zSGaoVNgmwJ6gU;_zb&iuRylQTS6g{lgLj@#8*SGrT*!=pNc%$p>~G@MG6`7Yb_=#m zrY+HB9sp<(F#`=<$I=?rJ-X;oGFkZJd~f*yKL>?#04g_q)MzSN#nUrh<~>uKhze9rw8&sy$Pas0)v11J{d zK;#bX-k{m1S%=eD%BjaS&}5EtS+4+8^mc9oiXw0Qp6+JR^~Hqa>&u&2_im;%#Grv8 zy;a^H&l*N-^GN!AP`xDnlGQ?)mLaHZK2t)w?<;u zev6!Ts43%bgeLxaCC-e5&2I)+p!Txz!S8=2lLka^F1s9jQIN zS`P1y-ABlu@k z#^yUv1HIpV%^se?81T$C4bD5{K85p8U+26w2ggvNx%+;BE2aAawRsly-eW%og z(Mwxl!*)L8H~w{hq&@5~UjvO0;R`cmVz4N%B^{;5btLftEWgY6C!-b4 zijg$ef6yGPm+dfKao-iv+Pi1Iyvu6uVuy5hp*rrx$JRLo+N1r_Q+0W(@;1Vhpjb8o zlRVPCv^QyOGkN=o3%`e%)%puqLJluO8~{mvSp<<%xikZm2np2Y$@B>{^q*UtLaNmZ zI0RiWezHufv);l9!M-vH(EG&hndN00`EmJQ;nY3rR{MLo+&4T`cC)atuy*l&*t7QA zI&(NPzHwX+6M&RHDzEI*lw?Z%T~PcFe~pXyvM0J%l#wm5^O_$`pBAETPei3YbXFHi z65p0lQaSZ-z^@w7xq?0(p8=RR+vd1gCf&oMnq_|Rc&^5+G$;xA{I~AhD$zb9Up-a+k)O2(FzQT?FT0(J_t{Nwsl(`QQ5hA=I&2zQ@|&DMXOD#4|4xPRq3mP z0BBToiwf+NNV8(bizzl&>{4Uq7MBu2Q4qjoFHk3(U8gKSQ;tq#FxIdrx zgG@wXm?s;?oDa*}lO^e}dhQ-A6e>G@}MeVMbH^}S7tPt{d> z5bFYZr;s#{x^5N(i9~rGboJHl{jr_Awxvi=x2=Nb%+dR0|0rQ-FJ|)h@wq-qD`<{; ze>%Xua7h&wLD`q*SQAY}VqKU*8f(sJ*)W~3O?a+5Yhy5o)hPx((M8g3dGdOwxhwmW z78Y*F{~)>hp`0B~1-17ZR(YBv-TWo7LTdT0b5f<4@4O@OsC(}lF&=-J%@peQkd0pN zX7t6L-ULpCtz%iD;Z(Q-;bM%b)#Lo8Gu})qw4e_S6~s#sry8+r?FxbIwTO*51fgXv z*K&~4>N^WZ(M)E}J=h1@kI|8lCdsM-!{}iJM(JD&0|91<`10pX6DeRo+oQXe@`~iT zrTX*IVV8)f6&s#H4fWPHFck;*0lkUQzcSv5rlivw(GD@|2hrvhgU3kQtlH zcVYE99^LhOrLWQa`k0?&F!($&t#fZ;{8Fbv-_o*dZ-#}A=}ZMasrJk5QE}uv{Yxm@mC z|1c*y5{b^=6!2MB6%N0i4}*8@XnsNq!$||`_F4E*aqai#{7pgxku^j0>Byg;DZOcp z$FIQ_R^uGLA{hBs`YXQC@X&3}^Uajsj*I8i!%oU~iOjg&sb2&7Nv{w5hOp@#t!QFL zef$w>BL7z`VB30IScbAbg0e0W(Sy%pCK}QP@$}NA`k&RgJk9y6w4xiAd|muZ0O%N4 zSxd%~c~cF_Q@rk-06G>~@l1FM7f!|7cNr)w8qZwJDGdxn=PM7+AWXRg>Qo4d<; z@+|sE^&*(_r?{-R$4;chSdD%TX_y1!f5sVftWRdRIUZg_6?K~Xe9{WH^a}zI;IDgj zcFw2fSwZFaK`3|+Tb<~186s+uY>z!s_15vx5?NPtKS5h;-09M#6B{k_FMGh9`*k#{ zz{uTMhz`PocJoLqpFGwWR;_6{D4;`p{pVqD>3diY_q{(Wy`hg!0g#%FgY*W8KjR}! zE$okQiapoVe$g%0(`zIU0km?&+!rnXZ)CLStn{WLPHHiyraF6W0FQ~+%k|qj`rEz{ zb~7{zzZ$9(4y)g_2G!T^;c2#;pqU%80}Amf>R7Qwl#2 zjum&#qVrj8I2gf^#8y49XRE+&@mulEuopY@eXZt+K;Z9cf;8@D+;fIj$)K0Qlk`)s zHxZXz2a1`S7S7(EJz`4Ge12--=rXsnh2YaZS(76t^jFCY_E|oNCj{AS3S*e`43p>$>_#L`Ccy>2%y{Drs&}n{kI@rEJQ` zY~%HSMW!&H?s&yuOKBx2!*l0>G$7^{mr!5Y$fmORjFk6C8orzBW(5RS#8vDy8j$B& z-}7F-tKq($pBd--4XpJRu*{T3{Hr<5))_m~0aLFrCKAlP>u2s`^4nFNPyU~+5Fs0$ z^%u&RZl~|v1_kVbp+(hBZL}%2b6WsdRZ9|-gMXE>{2RiJ%tE?ne-K~gb!UGc{I2Q> zUI7dqNG|P`?-&K@9jjYjY{zQY5 z=8A-U4hKy;kKGK3TqDG7Lb8!|AX>+KuO^fQaySe12}}LV{blE%J2-*H)TB%F%P@re z!8@_RsjFn;pVU=MS1@-zzrXtS;PXPw(4VfgQ|5vi!BO#Eh-sC0xHd{Gd)u_5j1~CxDcbpYCTE$lmFU&RSuPLlQ3Y zx@@K;N}=DlFUHwotzvwu^{Gs{cEaen$-8C4XlNV*J*73vg7-bnow|cq^Taj}_wRy8 zeL&P$t8eFW_0`=E@Nt$L)B+3IC@s-zri2a;gpkKMKO!&DcQo1KBXxYIE>5l78fe!X z-rP|S&T4eVW%L7(M{T$$8p9~hR?jfnvuF}IUiQwQEoTh~reA87d1t{8UON{K`rD-{Tto))hM)70d|WZJpVLX(V^toCI3d zfqo^kKeTI7+U2JC>Gb2EH7YpVj#B=xYX4bi0T0KoWAN4_4MN^*TGT7;>a?vG1ncwD zDwf}m`vd)h4mTSrnzvvsMv_&2F@-+It@Axi%)f$dNuqB2rG?lO|AKK7=o81i+BoI! z$>K8m#9zJyXHn`p&!2RO6~;|-9}|8}c=nJM3yqGXeqy$|U45cx#Xv;+H47ii?#qCN zVJHDM=CK28<*j!kg?)I>&dAiR07%g+yFXr&KTKsQP0ECxFkJTzi_>^6(m^#S%(Uk= z0CtS@=)kFcRt}x1s^6lDd|6fdyAkUgeuq!k1PNX}E!}M%+#ivcidmj3wUX z#SB<|K!--P5UzG4>3_=awxLVz@uYu!0p+HzB4AX*6+UVV9)ojr&{CJSj2?z>_3@`f z*0|;1E3?&{#N8|IeAUxbBD)hhNIT)3uNf(3Kbi?1a=^rj=TZ)u&Qn+Jb>k=C_F{8K z5h?V5X4m||z4tC&S|*?3`0rKIqomxQwT4aeayVT-+5BFqvXYBcwcYNWd*SqG!>q6} zJ7WJV&03!Zm0n7wzb%#jBZyjWRt&(1;BMP_VYov1S*j08b}n7ks*sN(_wSKjA$271 znww6KmY#Z+OO_WFTqd{W4KM+N%P#o4115|@ezc>K^t)q^r%Oo)Mki`PkBQacu;V2G zdQ2<>zvUe?k!#)V8XV(5J%wE}zk75#>{u-6`9b@jfRL8SJ%^b(LZGm6O^rlXECnWZ z=J6TMMt47cGVHXhJ!0E>YR$|w8-Q4S(z^G5@uUgSlzSNP-f}e9!VQ3X{JpGW zDc(I-ew{5Z(JRD~JY`~imPB!YeVx~<<*iWwV#vK`ZARoewYMpiW`1*Jq4Ue9JFgV- zeCbCo4{gdkuve$HWX+F`)%rs2PG94BBDbN>3E=8Fa1E-h%n0oGbPbpL;@=8gBO9>v zP1@r-*^a%_e*G+;XY)IZ1^%v&S1BMW%IK-|aau(A`z5|20{WT&jpP+HrE;NybwE`A z`Yr0Hi#!QtC!2G$KIgD1tVy>pzzF^3;We)NR;zxSKd-v%1++NK+HD3P-`e$)f-PZ1 z@VX{%yXtMH^b=lpc1i#0d5e|kjo!=e>s*zu%jfpcK7c_ZSCxA2=+VG#mo&5L4SW1L zpH>%w7(6HBi+?kx_NNU0*t6$j{ z`rq7D1@C(0QV$F9G0RI8aH|Z$#O;!w-r=_9cGcmQy1~s z-@_705hfNdpF;=(DeX~^D^1BMvWfHGZbD-Z4HF8jekFG;FR8+O`lqn-sekP^i;#U6_mHO@KY*!u)bCJ+lobcZzUv0{97Rrl+cbUhH{|XT0 zqnvV5;xs%x>>!o0n~y*Q^+ycJPsv&xKJvzY4Exx&qeguK&~y`yy!KXxC9_!bD&{Nf zwI;uB&-3DPsjl?lCT?E=#(to(_N6)?YQHP=2v)o6;5-}_8>@Qx>%QJySI`gX>@EI* z0EJ|x-%jzJATcajD}~l_5F9GHZe=f>!;C`a;YwGno1f>c@4R51?KD+-J&@sZ1Rb?N z<(jchE5U11$@#PAJ1_cBX1C=YRT`AYE8GJ{1I-6E zXg?xzZx^VgQDIZ-+ZV*5J$WDQZK6$8PSAOptTAZr8)f0>A-r5j+KAF3i=D)iZqe&H zN#XV|y9y2Gn|!S9vTjv>t&%Y!pO=>u)~l>`e(x(U)xyPwWc;-vPaDnxqKF;B2bV9K z)wGsimUp%5YXaXj-=jy+2!KR&gudnNk(bX2WU0Cwp;ez*+#PO9 z*wq+hD--~lBiU15HGGCt8fNqe0b8+P7nrAGfm?$jqhQ*KVd3J93oLw%x*H5ke0 zqu$i=%Y2P^7_uiW7P}M#i}7rFrTsQ(eP-))IE9^k7E{W5$ebV(8Rg$&M=WRae0H0u zbIbo*cS4vYP>2RMd~``_lS+67KW9(NuYy(1(){LUeDUaHN!q}jfu^CaXY_W`U32at5i20GCQT%&p@wO@XJ_zKpP4PyCo7ov;G zndG|NvvjxeOB?zl;BKzDq{dle1`L?dm@b6ZNhSIH)jnuU0N=T3yLxSBC$u&?2c7Ey zG%5WPP&|(>D`=1Zio#|K>$kJE7}q+mtZjk2FIUQ1)a$c~r)qM#UzIWFcCpJJ`d)oL z#dNzbr|;QrJCgd>&78XhrDI5wI72T-Zf)MA%d@r|Ela)-=WAQKSv;@emQcqufTw@N zF!<9?50&e+puzq9?XIKeC1zExKU=e$!R&!^(cS}81uxRlV*KQ$IxzsOFDzdj7FKeQ z45+->*RjazH+FB=->sUgy5))1!};%iTiKk2Ar9(pEO(hgYJwE=I;5JeMtwOKH_f5e z60iAFVYFvx#5--a2#4m5Z#bWo4!d`)3!1cxuAV2O#rFA5OE=r?HE6_slyJLW_i}Bv z%=$sTzz84X({rcm$K{H5-~sF6v-;+@-T~_U&)(SY0zjUNr?!jeyNZQRicunL73nPg z1S3(_D{1_xU{%o3-3NSYkbj=<1<@pxtJt;6hGBQr5LRr-!;H~Le@D@>-D z3gzoB$bn0XTjUvNe0dg|TMke?+ZlAPy8%bcF7#usr0l{%`Rj8qngIpH@c*!g_U@c6w`Q#c8#XMzE9)B-Ru1M!miU! z4>B%N!%Oe!o0+&}b>eA0wq^8tgkKZctoEjORAc7Kpt@(8&bHcdd(+39A>@vwEZWNu z-;_SawOPKs{^ar#iZ=|l-wB8Jk6;eg4ROvT-dhCS?{_GByK7jLe$+m@e5RFjnyP83 z^rfNyCNx)lSl5Lo{G2PwzPTTgp`j|nSD7EL%Zu)T<2CWa{jj{cDz9&{0hr19t>W zXlsr2V?X$Qw$X3YSxm9ImBSfqJ45FUk?LQIql1xamEwXz=bK|hm2t&B#VDZCQ?$Rw zi;tPJ2A@D3;i=Xi>9L+Qwu{P+E((p&qjEwQeq~5|^;aQhZn(^md}yad-L#X(nbQ2l zyd!5#)}|*hpb*!^tH~?+_26sO)fU;Cjb7M-IxUf4-C5{M4HX%%iI-9eEr#h}`2lH7 zqtA@g;&7W=&%$_+WVUBB-s=RtPS!TFRsZ_h)R)7Z{HgcWCrU_wON`o&#_6v2YWDxtJmbXahswh!)~V))tkxgzFIp=pm{SQ*3eNTCAnGr^AF_%9b@Mcs8)vm&zR6R=9x}I%aC7M*g`KmU z1#j}!{0rMzkv^mek$fa>s%GyfNh-(Ez;?gXx=x3+aZpvm3{p9}0ayPs#P6U6*>K0Z zmXTMZ)#9ng>S_3;4h$Tf)n%)kh|0!TjDF*7%{>0@MdB8C=l;C6_ypWyKKV}PZ_6~h zCw#6wM3Fi+`GBbNN-CPGx797>>rwgxs*_g!=HcwV7Du_kcQ7K)u&Gc!0 zRw@)AivA)P5~hc(vNYFK0PIhnE9`t;_f}dpK1Y0Wq0lx~(S2=;tb)lp@G}E?@y}`_ z3(a5W84qBHQE9rL_Zh=}hW5Wp_6Go3a+z1WUH$$i0AljFzr3zjAHd!X6na9->hUb| zp$PSRe<9QM;2^$x_*iK*tCRF~URHB4R4Ulc3OBw5Sp}T%Z0BF!U*<~;%6;n+l@`}q zMO60cGz@389nTjc3+;t2((9iZ+P+^juM3(h#yNbsZ2J=HX8ZJBxtXvAr=k5_TdK%r z_e`OWw0QnJ5CpdG9|)+T(^9y7gf#p2H%j)Gb`6|$*I}D(;}NN!i#wys{8fhJ_n91Z zoGe^s-Csa|(&%yQy__#yYo25OcfnWW#MA5KY6z@{hB#}s02pJ!<<1F=objf{JKbqBCg@%|6clreMWi`Z0K_C}U`ltlG!nydy zIj{e?yzu>J%vIzqNViKR<;5@G`l4`s1j4sNbJs#9Eyb9sU)0d-W7eZ^^Ed^&QtdIZ zRu7-6-_*IS8Q={8?MK2Ft>bJLQ{?`)iSNxe^N1^04d{E7G9jDa-`bF>PO6@#XL^75 zESje-NYDxb_gEf$rEZ0U*Ko4v*EOy@s+4Y9h^MjR+(Ot;ca7A!_Vuy`glJ-{HlT#- z6JZDbU%w=0-m3ONtB*)p%#TW4m1atj8ijXz{>zp21A6}M0KTboqoAIXuhxOpyWK!A zpgQWeP67umFKC=gO&>p9CRHgvlHMyWimk$@QMtR0JJ=_q<|G_chSjb&K!&X+E=RJ5 z5Dpe-wd*!tTo(b23q#iZBoDz`b2z)U4aTdO?>PUy*viw%5($cu(R#_!_2ISP7Rkgq zG#l5WQ9quBI|`=#=6Ep?!TTO78EVo@ne;^x7RyRJ4`=p77&EJCt9v-DEszmzeH6Q` zrFqP(hHXz1ajTbQJzdJx>s6W*X5wt0=5GlESX5>Fw@kvQ65A)fgR+deECOtXVahfT zYTb0wH%o4G+Kp-+;vnR_aF*$Y13SL3%br#>u6GTnB3T&j9Y@K5v{0<93#N*_pIi=W z%Xt8=oRvMaP1qe61tIg-dawQ>H-}taYiBe_<4O-%52md%Y_`;g5v=UJTD89G)9vp< zR~uVxU9Ic(M#npQ#vVYKoqm|*!84R>`Ng5P zy(S5)_}X&0uaRq*nM=uIcRY$ah&6TW)}iy+BpBRp-)Lo+{7__HEw3T+Y(xA2dyk^} zWC-h6ry)>tY1yp}6JM?YnHYhYeZ2V?O9+cs#^g6V58B^x|K11;sk0v}UOKwe%B{3K zm2UY*^;&AN8q>~a>@gI9(3X0}NGA9pWr@NCETy9~@lpBpc*7IBpv`WVeXT#Ojb$TN zma}rA#XfcT6dJ22$m;!UFlpE5^AYq|@`EPscZoa8;B|?1s%KQ zdsKXP=<8TG9;99-EdCC4deS=~6)$K`%jD>4(v39tdLDxdB%$ZgG`|!3*aAfaE8fH` zIl+$?F~Ww;0I>GHe}299`L@BK`JSND1~WSKS(Mz|qtZ>}U-v++#;o(`GbK&^AU$wR zm5$BQdNJBt1L?Cmy<2k)A*Qdt12z$h-4PJ~_J0FYqJw#(6eZ_qCF;|M{GO%-nhGVq zP7U(n$a30C+)2q5*C|$BEzZc(QgTa){Kw{U=0Jn!Jzfub4T3#{;%L)Z-O7Ot>QEwh zPhPIfeC%?+GB2HI(xm@{3zDYGt8k_7@~H2-M{aNN>*ce%ug3XO3EU{^V7?ZF z40$t08-~Oe)+0_i6KR=CY#a)9<$d~bnN^z&{es2F*6wbDBN|U!|E2w`{Y&%9|h)kSRS9ZUKNSC{6+JYI>yMIM%4>^y4_*a zslZhhbZtD?jDCYYJG>v#Z9?d8A$g9QrH;&RemesM7z@)?vghQq_j=M$Rd&nu6(V{2 znlS9tL{HP-PnXz9cL%aX*?-#YX_V-pSG6t$=dX35hlDLspc^P%ks6khScUF1 zyV32Y`rW7b$0}Qzv4@?F%RQ<2(nY4Rw}mY_d)&HJs+g{wJpC##^5M9b3)|EBQw%!G z@-P=pm=Ky$kth!!(Ot_CVQuC-9}8p9(?gdgW&=!nZ}}mYq?Jqihb#;t*y}S!Kax?oi;A1LE^Wvt83qG5N_<)b`& zqOIPCdq?E~KSRtyXQesgQf1xWjMy&$$i0n*X(bCCi${E9p|MlvTAxiNPTx-)f3iw0 z8L%Ti@?xyVY%12gfH&@Qn0)!!a04vVPMK*ODtoGDgJ=tG(!@)d&e;k*?|1@0Eqlkk zaYf$W@mQ#{iw6756~t;Wcj4LC$RcL2rX)q-8r!6^#lJ7c=-}sF`Lf6j{+_vp_!bHt zs0=FIiFmJB`{K3XFP5`viEkOGqqy9;sw0?xwZv?U>#s$MHGd0|JuEuMtXY4g&=Y42 z$VskCj8HT8qVb?@|7-C+Gybdw13griu&f zO0e4Z^~smoXx)s|sRxQ^SYVTd6i;PgMD&6vSOX1FL zy`s!xhc0gH=A*xi+x&)_gV~FZnz83z>s-*A7I%oi>h7S-F0EStqhOu-2Tb8aEmZn>G-FYvi=Sh&8#=Fs<5}Ng4<5Y z#RoVQ?Y6w{7Ds)gASC|ad~<5ddZc`c5q7)P9$k(k4J~|;x9-3?`JZgWW0`Gv!;);Y zlS8~?g6`;{;~M{`r+FY~b^0gfhy%!q2DfOmKQ<xYioK>#wdkfcK|DEIsjNO)^PLCOV5u2?HmAH5!Fo`ddH5f9 za;lKOX#S?t$uWP^H~TR`(5Y6myLLBxYPMEF>t&$>$bcc4OqT^EH*R)GPq7%#2ghRY zxV=$9-!&tbV&Zn*U&Ed)CK{Y`8}ctQ(DxyK)PZCD(>nn%nsi&qssaq#&F5i6_~|)5MK1~zrbCSs^6co%#ItdMzvoUvzOS%; z?Qa912<~ArwddkW=3Zgr{g-lZBcv2Bs#c%%XS^ZDnZ>$5rP*#!tV_&?zvrgArZq#n ztUqEt+-7Y)j}rUtNoJ(*)M?E6VuQLGt#m>=^E>7>ufwwI`+0lbFJMfM1Ghp_1E>&N z2V3qvOo#Jp?k#YT(Ur+=;3U}lvA;=t|9X&Di}f_^ZzH&v4(*wW+*++?|uSH{MH+gpp!8Cl-F)*aneD9bk#ChIK`VAhD6Lw?0OPs1zcAj6kdQQTU z*>&|E&trFWxD6Y$82$;UVJ&KHrj`4Akq8>0Zv!yEkJIyWX~6B-Bd7Jr*RMN4_JX~6 zB|e}1rDk2kw_Cfw@y0HtedahXTH>b@6HM{p*)w-O3^o=NqWC?98Y1^zzhTB>`)3DX zOwDCjV3=)h;7#q5^&^5|Ms0K-g^rIQASg)7^R|+Pai>5~?AV&sJM4mL{*4ZUW+4EQ zea)R{*j0kOgTb54?bXTTY*U*3B~Y!zDXiH)gAV2_B4@du^bs^+hhi#xYwR7Ytw!>GUK3uNma655=`o3NrI=edz!(Vatv>5BC_QAU1`yUs_me zZY#$^&i^L8TA&z{TZ^hjV5`^C+mi3aW9c22R3$KA#f}?%>oXV++$4_1#cFP?ANzl= zcQL1Caxm*f`z~HYBZxmY^v|YNvwL@N%Tim%FHT>L1!ju#;RovesVcUo5VUb?lW585 zNMmz5Pj^q_x9&-wf=K=z(pZilpwD7_nbkg)KI)flCxbJkxF%C+`;`U*OzW|_pIRnLooP;{Bg6lca<==wSr13v+uV_ za)B<6piCkG5z}tT?a!-E4kK51DQc%xUSqv#zTiD14>}rByd{C6M7r$;1~UOVtT*J` ztN0+h@}vq4F+5|O)p=+vTPI*=X4U@MXK6ZNvq0}e>(uOFe7D=AhTTUzMSmLGXnciD z$O^y_yVLN&w~Zw@2zg_kV+*4Bl51# zH-p)+twALzp7S4nA>{|3^l96qI+e1AOU?@XM&eUnL8SnU6SqO;ck3WvqT6=MJQ+wO z04t(B?fjI5cp53Kb~gp*A8;*-$9J93pjbIM#N%r2cQ7lEoz&avB=#d-ufVM+z=06X${C^R(015oa|RT#bs{Suo+^^PW^@{%au0SeKt91hhPB52F8A z{CpC}mjECxTs~%fQQbQIYCqeXeLR7r>@-JAOpqR|TArjS-37xnZoz?SNRQ%wCsh13 z_|^z90mGUx2(*uE_tcz zJ!&^cd2}0<RT2FJj3c*u^(qv4nDj?ilPzTDr$m$NwIywaZl#oT9?KbGp!Zm z0=Hpi_D`|+*yGP3s5`y8^KD>G)oBvlwzC(}w^7OWIY|M;z98BR6i;i9n|$)v>$}l? zLm&DYRfx??nqMfay=)2yq9fuI@-WbfK2I(Md~(TwB{@AFc5c4-8+q?9*R_-Z7ZzE2 z?g_aymr&Af)=d&QcPCu3!#yJMDAg+`Ow^JaTZtmnhwW)c@`P|bz#B%u2} zDrYp3v_5UjTrcv1@2|{ltiMk?o4DI4ZiJuN<-B?p;0{cV?X=iy|QB4z=Y_fA+7%o?h;%Vz0JH?b%fpb*pv`MotLr`yl7^ zt@oAAXky8ZS|mNJPyG{dy2s10i}7gfjVyn=-8VQM#Ce6c?j`x2TBY_Y-nQVE&H_u? z*Wc5T&@%bbddk$)!!S3e&oHU9ad(}bA<2Z>6e>jw7{QtM-PsCvS8E>pAGC_GzndUwG;*N$3aFbXk2h3h z%c#Y2U#h-^>1KerqZ{l}ZWenGBVZrHijImi|MF?5TnmoEs|KXHo6T10p^tPQl zFG*-x9~P#&RGnVlY}HNQZ77qt5Xkr~jTS{Gg~IU8*I8C@ACW0mt7l^|xP`ZC**&Ut zxVh~g`e-KX*bUxm_QOiJKC=;!6;^ZIPGMuw{A-OPevNtUy#xbY{#LQ5B}gcWhsP1I zD$W94oz!Z<%I9YMryWUYW*%R&4O42ooyU$Cm992xIP}2+(P?SATLjW4ID|_HDQi_3 zI9`{-A=i9w$i~rnuW`v@c=)ww7GK+F=L+5_C7(`d{0k7ivm$o;&H?!o<#h`slndy@ z%D&0s{HXaF&)TB8n;rg+QPw)m730`0EkW#k&hxkTDwuU0G~H7-=FqNcop}hraYrWe zes%K>_h9=LoEwUg)~jR-d9wt3n7@Kk=-#C1K6)SZr>1 z*f#PPKk5sNFdRF`t~;m6HkYB}GOZW+jqp_q9b-v(%IqIS=e4CM6hzT)F@S;@Gm0pp zfM6n-Fc1WkDBAx&HIMT!J!@>0d#ldbd*bIa%C*qYS=^RKh{^;(Nt?qNd5he}1Q(AW z&bn;6l~$4703=&~&p!LBaw8V54h}%5r+oc)O2bUbo)%%JvWsf(*OmaB-dZz_a0}}_ ziq~Kr4d62{C$$3PC+?k!iHS(f=s)R8=`^jBI@L12D18RKY8{pUVzv+5-SAmuF7pOG zJ~wVH`d6o382&IjLdy{mrPAg<_C64aC+lpu#19CPy$AYztq8Wlej(+4b0DyP z9&d7;V9|y}jrrA8I8@CxqOc>&N~DubbQ$iCoHqU;X>LepXro8Wg}6CL(Eue=T%(`D zlU!itkEl;WMNWv8P-;*G6`oS={aCl*%Fnl{!Dkkz5DQEiTgoTeeSH&c@I zF}JSHH@n*9Qm{Pl-7WPdapvyDdG(Sm~Q zTtdDamPRFZce6poty5_9o|W!j=gUomXv663A}aP}`XbQ_IPL2Xd$P(g1=`u+d{u8P zK-D&xDQrt{v6L^ptoyW!UQrjrtPR5Z-5IC2QswARtl-)mZL!e%>)S7*@qyB0654Ze-?lWHe_B6~?V z#Sbu*3Ej^*bChfy^n-H#3d^Vx_InGX_(;v~a^tOLatk7j2w9*kqOz0>^;i~9qqm4< z%{gmZ2=Kfvsw3Ry-_VcPb*(Yu~%$}$D23JCYNavPnl zjyFxbXnlX%e;2HWUK_*f`1ecuUZ)w??}H2IksliY0GrA)T16u#-^hA>*4eB_H+Q7m zUdBQntM~8c^^Omx>2NiAwGSLifUo`k+FQ>0k&SzCLhmkr(D5K8bC}>sXHg%~hdMcE zSldC$-Fxl2s~Z|Vf{!h~y|VZ1S>~eWxA>wIEOyV zZjGz&1~-AcJhXdfw7oy3mxJ-u?X)&tj&{U3m9N3YrT6_VpqG=H@{;6BS#C~HSW2pc z(sPwH&jA9D*lyMzr9VWG@u}^vsDAJ=EXR7j`KKjuFYR^UVCgRe7yvS)PiuU97sG0 zD((1F(!#x$@0-)y>)c%v=43hV{=KiW7A;5U{`=bb->ZU3iVKvweC1gpEA*xZNBADy z>M6}8(0^G~PA)>(uQAtFd6r|#*RMWll-|aG%>Iz|u(UXXcEJ7>vmsUcRwvthsJ$I? zj~Py}{&08}_GRRa`!Rc~h`cI_fo@-pr!Nz~`Jp!ba=CCi_n7qpwTFKz4h;`CxBQLS zdd6+XpE0!UvLZtLRd*#Qq(Z?CcfjW^jmBqY@~sj;dc0CWwOR3;m$@=$b4<^02>qq_ zHZqv!`!v49kpvU^V3&Wz^|aA<6tvn{MP{{S%}ssyx^Uxh;Tms){fy|~Eyo{`u-G_z+?o*jd@zD0 z%#ZcPT^K2j8BNyouY4+=k5Z*aev8n_dd?hsEirSY|!?s~>ThbfjmiH@|ex;2|7q!i#yo-uLmtlEt>Y zJhmjaRJByW{%y=hnPBCoOC}8;1d9l>{H?;ofC>GAUQBaXM`4Bmac^&9T6S3omop=1q#B=1_Jy+884|G z?h*34G3jJ~>7=~yxaTirwwcUuc9r zzXHuB?ee$4YghKe;XshjzkUH4R%i;0a%<3*E#B8Zz@(3_CRB7v>VE%7x;gCjSsE*f zqQ2=>$G-uq0Bokarm{_{22ys#+(RLA|Lk{36{+=%54 zSbpqPzcAKal93>8zoQeRi*s_dlqd27^j?sUl_J<{wM?!#4X@MFt27iVL+k=zg8waM z*t}j2-BYs-5=qhDEJP03%2#7GNpjFou@=0LuSkPofnL}BcUEn$JEi8q-9*jA2+_Vn;0*&1+0fv9e{nPW+9q&-m%5TSex>Gz~o<{1v z?|>3vHSz?jnHZYf@q=zDW%<^*$6UVz1P!S=B-7=~TG@@9bc1Q`z_tXeFHReC5W~L{ zr|{VYTHVL;Q>A4aSABmV;oE)pr?uFUt@;X(P2}$Kh}89R#Mj@u%CsS^JGl%V#Kcau zi!v}SJ(ZOcx4f0tuAyCuug&KcI?*V4Wuki+lrnGTn^mJQob%JqADb)UUui#N@a2>v z1$BMuwk7g*-9(HxU+kKlqI$aY@3-2ys3cgv12EhYj^X2z-&~||9}Lvw(3n-a^@R#w zr6>E^9|!_9QwytmXLy@*Ye;Qe32(<@?e*S`>9`&()D=0wVuD-fo+s~*eUMUgHnZHL z2n*xc$C~+icKUT!rN3cYfD$Z7hk5MNZ5HeY!abjikju!rX_uQXm= zg}MdMx8*jE3e`@d!qaP>7>qlwBA_gtbcy6gg_JwLal6^gJ~(+6d2NC$zD0lrbdQiH zQdT*8I0roWD6aVb=N zVU4EmVU3&^ckye?wMkm_9#t7EqJ{Nb{(Hek^~m4mC%`R+h*rsBn}9F)%5V7@42*tQ z+V=*Q@`T!j$jEW|WXhaU?l$>GVqeu+y^$CQMX35JqLE(Bpk}#eE^-PwKuu10#TZ;B zw{7;#=)&gLzvgUMK18zFI$f4o7M|cib+Zb3hvgD@O~V@Oene+}!*{6hj2>_LB~WRu zs3G}UoG*rjk5A803Wt$)2l65G(s!t|kRJawKGDjUR!sT~x1YWs%40h>r|@ESyWM3w zUvG~%xvO=V#2CWQ^I#je9;F{DIGNh_bBXgKZ`P$K%0BZfSWJP~0w72YPg9T#L|OIOYMGTy;185PRos zoo(*UYic~L8|*lKR<{bsl~}i#cN*R0D5=vIZaP=b>$rHHWs?<9^hP7%2#JL?_xa(? z8>#f6B**klEBf(TKz)xZ+=kew_$L(`e>izAM*SGvE-8S$;R$|93 z3(rO}gV|GbCT-jx2BAl^cjno5+8Hrgj*->V^AjbD#F1|&%#w^PgjyElh1Wl}Cw6N( zol zTHhwvH|WU25)1MFEBuT}jc$~CTpruQJZHAOw!qmmPT5bfATV-0z#f~yAn2Vnm#)@# z9rUdLTe{kv5fSuLq24QR6TUMkzBD24zS{W^V*T!}bs~aQv7IEO|5bv`W*UMSKtrNW zz3^B(o+daHg2tq`yB_+V&jId&Gq4q7ciiRcz1m`3GOOBH=!EQawHs7@uCl(ua*0!T^=JT!IMu0A`&!b7_+!61DYxEF=*oSNWo_O1hQUFH;Pk_}rl}b+|Zb5ro zIX2E0c7E1|=8Hy8VQqo}OzZrk0KVI*J!j97Rc#-w#e+j=Afn=DkcTE8Sn$d7I`qiy z?9&+I1BArpjX_liex>E1UDPO)*y5hE@%P%3Om!cmsE6yO-!6PTV-Ho6*sb)14@zZ| zG%w3(7dW|q=(!Ac2mCiCl0T@9Dp!`!90uC9sUDM~Lu20-$-Zm4m6+_m41DW8^w!Tm zKgUC__=G)7w>8*yx5U{VT)zXm<~IQLGQX(DsKLh5s_aQ$DR`ff^_kB1hFaXNDN->3 zOv$##!*AcNQG2UJRKmlm@J_cKYyD~0{DCEvzD`kC$$!wHF);XU!N$VsM4Sr9d)6eH zGlAt6ZFlc9APYCPH{=O^Gc&;!{W4}X0o*RKNdJJE&HR@rtd&#eli5zB5A0@XD~Zxv z9xnVYoB)fx;&j!Kz2p5s4thh0e(ezJ6OZ<6b9@%FZF|}QixQ#S=^Arfd+p%;O5n!Z z#H_DeWL?U(jxWfVy4_iknE`>Q<%4aDwpTx}N`XADGW_8n{hRai(*(wzCABxt7gp;t z=j9ibK@9h_2jK(q!nT*aTdj zYB^-t_sz#D>k4Z_3EPOa>aVs_1iM*iRC$8NDBrko(nK1iOc{BpJu`qj=bKKDGu~~! zYeGvJWG_-Vr2qAULe?v7ALGv75sWM~b@5@8iS*aI@uOmo$?yfl!x~%Ji^kP`@4RW( zj^3|F^^iHJd#;0Dg&q&|Q8G)@705Pj?qkpm%R)h;*GD`2!!za4}dgo73fM{KKbf*PMss1L5O{Tt*Z_ZM#q5Q+wJTnst zYj2Dkoy{j(c!y-xU3$e#L27?AOgYTr+Z^MJ%pud-2`J4mHZC8Y!9v;c}_Lm6l!l$pDU{oX8)~ney zQeoZf*V1{(j&m()bsnHFL=NK_-Rl*TXS%!ArTT(7-h`s)c&}vsr>|Fr2#r{Fczh``kE!PpF9n0d^1KE(~b5YMndYuUW61a+O@+6wRNo zmruDr^$xDR7p#EvENER-qxoQO+JL&*MtS0hm8RiZQxqLkKoq^`>J3wC1{~ODxle2` z)xoupS713Nbsa%sloSc18FF|mnrbv$-p)$G{;tCJUDT}`+1XRu(7F~t|Ed-9xg^dr zRR&*7@>vI2)P#2lGWn}^@otoco#s(mbd2+EvryKsGBd~+{e0RzL%*9Fz`o9nPj`f| zLU*ThjtKH`|R0uCcZfB zQIqj>zjHuhW{jF1FD=PT5SqYVI@`a-S4dN{ax1sHJ27H+qdI8II_HIf%X_Arbv44? zn^Kj#v=OfCX&0;fEc%@pH@*3fsN=>@Y10_LwH(VfDrZE=A=rD@B)h>*`CS*w^RTz_ z*R>ht7gEe*y;v^>LOlm2wEbZ88J%HaECI5x?G8Tc6mppFdsAZ4&DxC0*GfcZ7Q%SCezsZL~&R?LUCyhMJp-W<&Xa^9$?K}fDtWPb)9 z9d~$KmfqOf3m?Bw;o-r*TF<23p;zXDX&Ds=F4*tEl18n+Z4za-{i}IR$2I42L)AeC zwc2Cvv|Pw{u~$(zRSWxVQ6PH4R>zMWjzqa!9`aHk#C^|)8t!|rF+xkkdoFdkO!hd> zi0{<3tIjVl8`@3iSFY2)wxnVGd1?vedEU!1CRdP%DE?VZ%PPgrnapK_xxeqZmxN#_ zT4I^+dlb`~w#a)PZJdW*WnGQVf|L`(LH=Ie(2#35y&%Syj;MTYUKti$8C!3dRR?ED z^LFa~fmg2o+`(PR)CQL(9~dkK?@0Doe_rP;CbWEJdUkC;=F|#S4TbA% zH91@zgmC~+DfUTo%Uxz?NFQfJV{){oxhlTbD^KN{EqHcws$9<%vm#I{_)y~Q1zKCL zg#D$qvR{=fKkL~`xGU!BU0mJOi_ghKIMGQ7JR1WTXJxP3Grw~W+dkQyZpicaR7n?r z09fv>T5as0-0jN(FyPSN?5x0+VRF_6tX=Nj_~dY-J5!d?cqaI9RISx&-P~$u<9Df5 z&c9HAsHN2gTgXx0ZaghhE!Doa8%VUj(4||=O1tyYOxr-ivvyTv(~$$TWg@}mWq2>|Ja0_r(+1x-4$1cY)*m&2a$e&elj$Kqj+4*i@dU7D*oxR~_j;)&`ozV$*^D~h zPsoc6-C8iI@3$xLZpFmBm|wHRrhq%{e(G$VSg6954LO8mShWzpq7uK^yhzjw$!2rr z-re8h+x{87Mi!p&#|z8grvB*Quoe{H9d|ROk7y!SO?*IUx>9X?yc~1H-Bol7Q zqYZk9^Y7^g=WJS?b^4_-iGO&+(QjG5q|CmHO`*V)W{##US8nut#8{Q`@19+|aKXB_ zQD%d3G(dFeo9m*LdH^Ti*6{8=}Lf!cC_Oy4}He88*4`RVrm z`J6^u<@Ow2$2Tah8y$hWX?t%#p`JJ9Q3x>=8u9dXpS@gIo2TbwV=meODj~;yYXKA9HURFPlD2o<_P=#DuXB3M|i_G?d6HCVlT;q_E+9- zD$~);$SevVaqFqPMLhb{6Byi_cZjQmo$LdAdj_)*lpHRM#cCH9`1a(ak?c$T(%|^h zA#f(0Uq#)(lJAc2tPxXN9t+@VjQOq?cyV{(?$bX}9K+b{Zgp zu*X)~1OAj#uHO-d0KF}Hv%}ZgGazqO{yiEkUA&@JnIRmocKHP!LCE%yRQKhE0x4Iy zv!S0;OH-q(T=@IRKpd!F4Gck>ic=n^i+; zjFFw^!-!2l&b8b)1cFWd5{%zK*6I zP?UE2t5<=&Xs#gDIf<0ZuQ(Wu_x2z+J4k76;yT5G6k&SIVN1dlU*q}?R0P|1ylg$s zZk8Qxm(JuwHB0D&(cWDuzlD5(oYU*alPOMA;*}s3-P(P8ay6(bnP{^+@7RSEB$Q`s zqA_ecUJKl^+PfMgE%=RM@96SsE$_Wxk>)nF6{*medETkTQcHi1E&9Z7f3_#n*D!6U zUGnffd8ak-WE^2~Y0Wq0qywRPOcnCG!w#V7r{xJyp2!HVZAoKVZB)|bnLS*>{TIEY z;re$bm-phz3v%QLRAue{VWnEoES*iN8pijWY8j@z#IUj|Pql2#6`tm*Gy7CpsoO2| zcI^JsrOlH<-$q;HR2^oMT$gKtP8k87TbT<}WPWy}V})pxKF0UzFUg>&p{Gi15=kSk zTk9|ss0RzRCzea2l6%VEn(BE6C8coL=~*$v2%rxAq}qk^X!F}tZ{qTLnthiUKbLv{ zkP=r0^XD{U^H*rn;*q$C{okYc1QKVf;P~gvf2RFzaqjAB_0g#UZ?Ylf+c|wo_(ii9 zV@Ie7Zywq!eUfMqEbDd%Pm(Zp26VVED@VFlm*~yY31%z0IO`hMDh%$sQcgIM79^x~ z^gOGxGGQl;3AUWwapt?YG-XS!CyWUV&UxfKhmGGKs)!{%Ix|BXa#Pdk5UZiI4lH8)#Cm3zsw&MMu3kdK$82ZR5O(+;I| zp$6HZ=C0K5WFy|cbtZY*DVBQijmMED^@~#dh>?4&fh?=h`#qV56Dm$sVb;9Tzdx(& zl7VOKkaX2tiT0%o$6>nE*%dzIpz`TA$1IhI$LS8%L;6ggZn?HQZ1ybgMzd7R%yx=! z21;1_vCUPdxHdu;O=8HDuY#zP_59S_f2dqrkDuY++?d^d zY5*keiwe`Z7xFm*xuEn&V-VJse<6;@_bAD!+E{BnIrfc0^oP``#WB~} zuWz8~NR|&-1N?xZZ0}S2e%(loE7X&+;Cn6;l~bbkrkP@PdLl`BgY`{axq~T>As4o<#1-WCji1hQsq}`{T*9MRyN9`JGw|a^Kb>RAOLQ4=6cp2D#w}wcqh}A z3yccSL8P%*oUgaj<|7;`rjhle{dy+}{w=;c)lH-G>t3+mG)kHKmij(Ex#4%~$doX+ z&F|yY<<*gW%j(efed&{ z^wBW);`j6rz1ElXt^!IZ;-9l!y*`^&Q01MZB`kaU#h{uMmIr+}Dwv$Jge30XI&IEH zUKlTmyVbf->7JlMt_*JvnecLsPwO^<%GZ4}2&$}S4B|ixoSK1gk z4iCiXPTBK9v}-=>#3(}vZa$69{*8;1t(D#@VCX$5y6@eG%nlQ1OW57RyLly;X>n|f za^g4SU_^|119zGeE`#ni`m3L{X&ETEA(E~WciAeq%mdLe@mt#->I{awl6X{L*My(% z0k^@bz%x_R-??7Ml=T=9MSow4?6F|W_N9v1E=?^!mOs3l{U>+8jxQUX2RhAQ3MFSs*_1I$lHM!~4< z$5c=s6LFD>CS_`0@3UI7elt^Dh#|(2hABwwmt?mhZ<2}wtF-Oksx&MJ&TFwdw4yb8 zXauE0Ez`p@HhNjVq0+fqDRX8z+omi|QVTNbz-5n@XFuMEiTMPDP(EdC2aMwCXChX8 zT*w`$JW8s**7?n!VKQ3I;hn$z{%XBHXARJw$`f`6+MbOqPFzGIidS7MH^Gg2j-|&D zFsr{nLFpUq6OOEoj7t1bi*Lw!%Za^e6xR}a?zJAu?mr^)`_2|_d-sKZ0pNO?Rj{rz z{#wodk+Ulh-XnK;ZO*q_3te$`w@gkX@bA1Qx7Vu$^|!F64eIuGSqDO)*12YzQGc^w zzMW!)yzYqpCtQQ361HHd-hZtanzyB6$^Ou3L4fl68=~NDYQNSxEM2ty;{LL_ zFKW3tcG&&U9iou1$DTl7QP!A_0!m%l02rmmYHh^UG9dUaej47r&l{-e4MxL+*^Hp( zFcmtRF3B|@$nd)W=XTS{SKp7S2o9~6MC4R^KAPSKry8Sr%4tTg^{ENs{AYCP45m5 z;~CSfAI#a``B!D;7GiZ|_ovBxf280j(%VnV{TO^AgDC~V#O2bzqo>XF^=nyOZbQt6 z>niZX<_3jc)1$ITrG9TWxvd9~&=`9?zBKi=*AxJj*K;&Zj#!Ft-3~S0J*r%hYmBw% z@f&SEm~(CWR_MD|L19W!eC~U_;EfEA7q0R$uEDoR=2TB=-9PO&%G-}xmKhNSW$H$? zc1n-%OgVPYid^UXN2OZQ+Kv5XSVu#S0=zv@KN8`$l`i0vC=;LgLVhFXL-MLWWlOAO z^T*EWtqs8xx6N^}P}Hu2D(g%(Ct|Vv<>$W%#G;%jR6T2L8kJ9<=u$tNUoG+qdhTQA z1gLF$8jN%PN?W!aw06svuV>~q+nCd%`FunL#uK%m0aYHMtKJr!O`M$uFz7h z_}8T-8zxsTKVHGTm(A`CydQOJ?oAYp#S`#rOR5&p)hB1NjS$Wxt)2ZBx>fT&lqwQR zG)BLWs`ZTHd)U-^r5fb7H_6W|i1)EMo}GTgm-w7tQP17tBJ)vCkK63Pkf}8%hj=SI z4%$`SGW@)brlQ@BkAQrnp*)!F$3p66wtbo*d3P~bqP_7j->M_3bGxC@-2?!f*yCPO zB{lx|r<=96U1^+~Od}NS&vzQ~SljO^kv5((*TMIPV9HAKvM~l7>a#AXWaxHYhN;bu z^=|ERt>}2NfrM+t36|Q+zsksV(iZ^_$r z*EcsFeYW<17fbJc)I(;W8$1VZwdJt7gqB}Yc_<6lRu`%Ad}l9UvsN1B zbY(3(f7%5>QU#Yw8>);+xLAww#K;MXgw^tv--YwUzShb)0jHy({~r0zyZD^4dNK<> zx2O77lrPnvS8Y{SAIh4SG-J2dE$Df+`=i%)OiWQu#n;V;*n+btsL}Sz+*8_`Nd0;v z6qY=cncdc1)rSfz^VXs#I!Tweh=P^YOH_WSf5&|i^ipV!icF^psvv?GT_!u2lDa`1 z6msAuq-}e65SP2XyPBaG^$<%1Y!H%%jc?#fraS`jr-=ShgZrrL__84)YdBQO;q}3= zc!};0hx7KiRLwfOTrCmLp0r4~!g~!c8ab|vt=vMF9ld_-mj6ogWm0LU@&)i42hNx# z1im#+pfW&x_N_(7ZKEFO(kmB;B`%z&SDXwlbLUS}(Z!~u3y$4e&)x+aPs{qX;nlsH z6|Ly1d)kEa8u+d;NH{-x$35J*P%v&1!`!rLD<)B`^Un$#*3js)Pn}2v2mQ zHLm_H@-sSRweiMkZHmQ+fU+f&jg13Lmx==bF!|LF7HFfeO+H4Vg?A=A%kJJlpy=&t ze~nkJ;JQN}sdEB^gv!Zz=b7Ga_&+mYZ9EFZIc0a&7eX1uF}Rm`duz`Wr-$}!>ty@1 z-p|RS{RdjfDrH{!vanIh82y@Jex%gC^!zX0e$LjR{%iQt`aPJZWBco@A}mkGTE2U7 zaFOd#1aeFoW)oom(Tmyp(lzP>%gy`sbDi}Ah6TZ*W$nVJ2sogx^Z>SUwrBdm`#viM zZTE}GIFv!_V4+XE^Qk*QE|#0v6;KYE`$`@sV>R3^HSrGUImitWuSY{(tC~cu{ozI) z%saH3B=<&0)-T%V+00p%tv@>at4%KJN0!YF7kn2<)eG1E`j06bbcG&a01{tut?%bqO^oFHe1+?t>&mNuZ_>$pgxAi(}@qjX(ti^a_2*p3RP#)Cm zIScS&V?B5kDVC;fWl^mxWYu{!O6q3O&K+u{eGI)bq3$b9=hy^WV~qR}E9N(R(`oL> zPJ|;}8IlGP6IpKa=qJStzi5eI;mr7;P3}ANr6)S^a+rqI1?)F$k?xOWz4R$bsjwO9 z_}^m}=rcKJ|JBZ&M|%`vUpODymG4>klJON0vFLl~BFAEWHmm0C;&g`d%U&|+^pd7Z z4N|Y%i8oUp7*kO#flg(ATyvt*Aja5F(0NprY*x zrB{Csx^WS!_cyhw&*^B=bBWZ?*LjmFyj_0gO)dW6s@TtcCeKW4RjLtn*n$D+8)!L^ zJNBf@&30Io8Z`$-0N%>(PH_1(ll_1mQI(@9+X{bMq{O2$w?E0t-!I0_M$2pMuNGry zA5V#H_jqb?(o!kZYKegZAafp11>D_1Ad-Zh*>+#64|Dl2`-N4eQLe1Lpe(6NC`3OQ z!>)gv7LeUbC{=iUg!Xi>NhXb5o={q;zMmNC-MRB{%pQGw+zMt$&Mk5MA2x)qWd$qdx#U?Jq)o+rZApd#X@^)RXwO-Uac}hdDm}bX*Y!{Wf09sP$wKYuz#g z;HTj^e1=H-Q!%R9fPBjUWi-XLY4-~8dZxyWOq>)C_Qd(><8?b&<&N_wKY0$@WvP`; zm$?l|ux5dn!=;ji5)<8!zm1awU((-MPHz*1etzS9!gxouy)byT6>AKcl)1O;Y+%+YFP-XqKOZyiupPakGDZM9x^ zL=JBF3{GzT>KgI0p&wWD*~W?-5cCeGUFiA)#Nw|HK-Rxs+;Xa~^5E&BtJX42igf&^ zs}g&u=I_hnWPUgP=#yg^b7U~6V$e|ri`-ICs$;Quf~sV;P?y|LvY<}H4`!@+YW#{| zE&Pix{(UsGRp~6L>&Z09U4LJaO-`TOEI4ti{(Z~>Z%-1*v6o}+9XMoMbS_MgPX=}V z0lzu?75cr;*Q88QkYhVnZ{s|5{_L~fr@T^Y%xTq(ZStypTt5&ZeK{o$tB(Knrwp#b*sR2DviIJ^%gjdRWwf<$h1AfqecFm&{Us8Th9~+*ah3&65 zlbz-UJ8aQ~B=d~&H&ZW{M%DhJ`wh4{_MX>8WIyb><=eHfP~YRF&CPR1W;P6&$5k|I zGt6zKzx3&k>m9sjhbLDN&^APbYOk8s9<~w2J}%bFZ`M7qOEhbAI$mP5Zw*{aUc@{T zI@4`wH$*#Sqn7(F`*Y_;ZV-JL5uZh=|A56V(~^QTbzkm)F2{6`iPWc#WS(=y*r zJWroKd3*Q13Bhjs;rZT?d?{NNayy{?Y{1HT)Yu{3WvF6|5^)aO@cir^C1VrCgPWzXYslB^}!#$QH?U&ZGyk7<$V8%7$` zOq7_|i->3-&Xrx|D!{&JmDt4=Jn5#llmGo2eo^&phXZbi%?r^)*DsMgdzi}$QL!0g zXyMJT^P6VYOy3=I>TVMGu{nR8$QnpE8Ku7h9xv9(H z=$H3XvH`S>!lz6EJ(V9_Ix7rwneg+$8>@oZkIh!*;W4nE5@LJW@>Js#>>t|P*B7|z z;Dg<>$HO$(kJ9PqEMf+G*^xwCYK#4HWl#W--SNF4TINxy7=vp#1n2yyqSr3fvo|Dn zK}(5zNTk;aOSU@nyb|3GE|cwkGCDkA9RO%85eCn-WqD}nKc;Orrkk2acPzPuze?bP zgla&!JFHKwm&X+-gw9{SD}a2ZeQffQ+6;U}RGPu63|7*d|C$rgeO&k0g6jVvpv5>9 zxxmRr!$JdFFWRKEBG%@?t*{@PpTx)g;UU!s&ns%1GGFLnBlb4e1z9#b=e(os zL&u?asp~&LG}p1Jo|V!m$$ZBrn&n&jI~>n)kLx<}j_&WV6MD+Ly^)tFy8NnDGXR4y zFY5WKtWWmv+$R#sL%1m4rh2~87xZhe_@q@lngqBwpIx>aVvkJb}Mk9{|Ue66L^}6hcWzO*+1yj~g57S?<2DpXGbG z@3ux654Bd|*1TVzLv4wtFwA@_>?3FQ#=QP9-3xl-&r>~nb~&sF54HYj2PpP_Ubg1D z)nBj@c}mySK|B92zMq&Dhg>pV&2s(RP+l&hc3Lyt+21uOGxtHSW0K8;DwMz1`e#cV z#h)?l0Z{!fn9FzUF&9p&&xAVUW5R9O!i#_G?{mA|Q|@Psy}rIO*Hu1CX3~Ey+%)$d z$F)lUDM0FP`Bx1N&E-=3E}n1a#c}dD$bFkhm2LCv9cjP_I1(=Vu2WTP%+FR4-gFvS zopDh4aW1cwnOiz~EJ9rJO(4+Ce9JVVv%MO=>wnAp@v_M95Nmd}`3hgj4#^Ea*N3Cd z?UaS?nnuik|t{qNYdBmMBjPqJ$sW+13jeu{B zSuvpDT=~6+2(MfCRh!p#Yd}MlX3y^*p&8EZx>E62>!JbywhagVE+Kih?l+kLsUDq3 ziA*p9z@fcr%}4T*r-o&I4D5yT+2uy2cR|>?0ISW^%MVoCw^_G4dC8L8skb%iFS~Ed z)4QT}bG5t&T-4KQ@fb_bX75Y^r2L$f?2%K>-*u1OC;FWP+i8*i0mNr|-i*RD-*}CU z!)Q96Qc7;Ewcx;7D+3$w9MXWK_S!_b^a3KmYFp7pN4Bs~e7C^*rR&=x#R3Aa~d?; zwP@YGby}|^nV7W- z9gBd%X*DH>Do0x_dwk)*??od2N9vq%Qr^5k0i{4u5qPz9*}tEWx+J{U84yRBV63v{hi za_!8|{rx3(Q=2@<=JmwnwdBN@!m_5*EsrWM_s;U3OGel)-*?8+qXK)pMEX8@A8`Ls zhLAF*bo|z>-U2L|FZwY5sN>xNzrnrzefqoll~1TUf^QDxN?#Y2@;TQDcgF9TsFU=0 zvS5AAhg=fQa@A=+Un#kCK0CJe8zn5($QDs|YpzP$;`= zMvvcfx0YhhLHb8m=jyXi_YT6bFWk(?x&YkVs!4R7w&Voybm@us2}Qmf7L<0774XVsV~;n%Qprctehgtx|g53 zC3*#K>fI9GKMsdlTD%{tk+xj^P<`)B<-F0(^~-%WcFjvy-I5z#>lOmh2~YUlVrR>E zxmBknDG#X1@9U3P{J?C?(+bFr3;W-@e{MvT28UFTR|M7EB8eq3!;+5`5;@ybP(BXq zc^MianZLb%X3uw23B99u_|@O}`TZ~aaO#6$I>(P{M#iGiI9z}!Fw*S9pp)fG3W~S> zVEQ^sZF^9H#LV!Hz%n@q`BgWdA?3Nx_8)a3#ip@SLh&Z%z-1HGweI?7sOwhm+=JOX z8NC^+#H-(u#foJ_obK30{Z}8&gmA?4?7_J*DzES6MT#kdm7&GincFTg7 ztXtdGqCk_yqkA~J^<`l=MtX->|4n9v(-xmE=yM52rAA%-0uiydKw4$J(|*MLH^tr; zRjpFeq{E^@HCF><<7^xn-drC502m~zc#~*$-$z`-(BRJAEu4vMRa@{kP>Wn2M=sM5 z87_z9_>oeCJE@tN^Ce#hcJefmciQQ0maWI}5h4tH_yQxjz~8pity^!RBm60NBsv@) ze#D|jOgOq;U0vVxb!Q{J%?=PC3Q2fv1Qjugd+2?n)xTXq|NBGDjy^9k z?`Jf9zk6q>5fsF09ZwPczG$Iz)E^m$+)5kzoOeZO??3vsS=^i*kgeBC+jckX#&3Xx z9jzC8Yq+DHNAjJahfV*e;s3dveCVsQRMD!e$Or4;p8i9r;8#766P;8rzP}saj=N@c z2Mzuj?p|UY&?#-|5qHGxvT?YQgxVf!FJ+@K!nrl7l*n%sg#syki=aFDIyiumdZB+& z{ZEAxNBCM9O3CrU*h3P?DF7h?Nk?}p`s(0aI<-&N7j;rTbIS^naekHmb8vU&)q8xK zNSAuDT^m%Ew6AohR_w6tPWv_rSkINpi}Fp~fOt7_)XGB=t0RH^Rzu@~r6#}F0q2JV z6X|r;y8O99bwclr@@~a83m*U7VxMC;IVU>KPySJKuI+|`Q5gO$sN|GNh!jfY80Aoj zh#ZPavH$<9x#sI!`ypo_nnv{;(V=Ud#-rzUjDkrvOU|_i(p#$g>u*mff2W9 zY+Jj(^5$-vdpLi=icEpq3!VDY<4xk2s!C?PA=J?pAg!RRul@KYzZKdj0G~YQLntu+tP3NM!ajGGeS)X z^uqU7xCs|Kn_tcSvaTG#=Hhr(1ykAW>i3qRclq*)j(SYBCWF08B{;vB`|Xz;yxLB) zG8#svuyu+w#dWgwzQ?_n-SUn8?H5yt{k+I5T2F3Zbvb{)8gz0KkP{b_PZ@sanZ z_pY5)x|+K8QSz;I03mT24M84%8pGUkRCk>Wc!P%s-nLuW96bL>84#U~4d;YU9k;fc z`!FlLUQWIg#?k{2ay9W%N{H6$x!Y8n z94cB*h%DX`K0DxcE--QrFnMEIz4c*hMy{}(AfA6WZ*<;wrW6Rw&g5}^)Pm#nQUtvU z5hde+K{PSlpLTgLJuCKl{acOuF}k5@(3tAs?`QH1Wl&h3F^KYliuRd$=xjfzx)5x% zV<9@M=syKF`hOYQXX^aK#&wR>KQpxkX4Y#5F85A1WiEZS{^@j6Y;GC(RVU9dJIx8o z@EadXMZ-TW?$3k=$-|$YQ`c))6248mT+)z6>mu*pXvy4cR-K-2)NZ$Bc)MuUzP2ED zW6XoscQH?kUlNN}*>;f%s1n`t6eBw{qasK6`iiO3Y_Bt)CwYZ3OR_L)jb!h3)cYtL zmw%Vl4c=eQacpmo{3*CilDF9imXQs|lbtEq_pSe<+I3gsg!R)2-&G`|vD>m`)_;X{ z{=5Lx%yRiBVr=wKocNp!zXXMA#)y??;+(N9ud^@b7hf61zCwW=-;Q(n?Hqd2OSE(B zteaa)(Q*s(AaQU$dfK^D*?h^}A1@mG6caAncAzhd)5CTSprcMJfO}COQ2W9vCmKWj9e!ERv>xC62aBB>?bj_7qHY$mU=*It2I z^rLWU3wAr3%SA=`00J$u9c6Y&hVzt?4JdE05w(?%B%0^j*-FxHDdn4z~NXXpD zsuOp@!~z12Wd-hJT(kTOassgJ?Fs9MEH4gt2``T`Re1tgU-V2&7x|qB+*F zFuEjKQbLQoUC!$3zOJpMHJ`A!w!*#F$L8FhlgQR{FbiBEVq>C-OoxWddKZr{kkq!>rAJ$pgf0tW7|i1 z`;khmovl{+67riYUlJ``53@#BRFm5G8ttNTls(8{h3dk@4~XYSpQJrngkI{`+ZiMA zfFYVLFSpI%JUI^MYbF6w-($4w<(v6erm!|3ZOxCIYk22cTUX%3zbRgTzjgWKbnj`r zwFgqM;ugLuIdHZ;J}DodJqdl$Mv>`{{GC1S7l{jQT|B504o~g2m^7Z~?`V2fyqm&d zp!4#Hah5Hp2dDO&Wv}&Mb&{AqLvTDS7xR8^dK&aSu?WN(18VOd&_7p627IdU=%S8y z^Ve4Ax^5){c4kzET5Fe#=t2IS_r9Fa6vc}TE5PTm^tvKhZ3Eci$#WZxFX)cNHA_Cd z_u%n+a4Q{DJBPAtK7vT7v)*UbEWTtU9Q1N}1Kv=7W5PzdKngl!aeuk;-gDZFqhfHZ-dTJKp@ zxB^H&HtFMogvG+Hiw{HG-JiR6x@S~ry6``c)Tvz$oluQjv+6VH_RpR%6$lEc`3SuM zqYUxy@pMZN$@*=Wv-YJ_8(${SMz5Xz!l_$ic+VUbPUSx#Y$}!Srba$qOt%;#qeu3s zQRfAAPt5lH@MqCsAA{EH2N^y0U9D5|jhx;#ts-7B@Ytuf`hg*?fR*Wf{Eyr_l%S}7 zuHR;rF@@bP^l|yQ8dDfsozKARd;0y%sHptIh9|vktTT?D`OY z$Krz-E#%F5ciy^y%RiM_&2Eb6`B_4s=vQy_ZC7BrsB2_5kr+t{#D^`(K(K2Yw*Y2H z6?4tyAJ!sYgIX1{%lgeW3N=-#rQFboC$$&5Eu>io%DFNqjnjjZ{atCdnU#vmpL&e` zx`-wjZ?2{v^~|Hntg5E*E#xyag*y*_ps6aGT&A(h4BQ(EdD+Ql+xGL zq8Kt>#lKEK-s$%CoOM#%UvcWE@D!(*8bk+nJ!#XMExCTVrVY*sseZcan}l1$=U$xd z^H@o>y-KTMHd+&_?3OE|7aSVq#qh5jr4x=`q@BOy_7og!RH93dM}FH!sPH)t@*)g% z;FnD%Z#qv<&rahE(2MQYtAF{^rO`H}R!L45TkIARa^{$WD5nUr#G) z0R$%$R%y2qI{idT4gMuZpvqb^!Z{~x)!00{X|2*;Y6}J9L*rGr&DCv98`5hL; zid0c2xYY)4h`DFC@zw0bQwN%x%lJba8^u2)0*Otr`brB9yI z^-#L+L6#Qy9Ydd0Od!J4Moqu5c>5J=|MoBMlnSZaRn6t1$-sanwB0Dw@85jq@S0o6 z^HE`d()9_s4y3luQ>*+?Mmgul=20@-1!I)dOH4g(ZA2DZpT9Nj#kfw;_VvLD-?o$~ za{Rv+spQk5>|#v%!%ykpB%xx#Y*w$+QdnYZJ$=>e-Pecm z2RXM(t-f;Jgn)w2EqO7=614**ZQ)=y8sP_W$Ri zwPB6A&`SeUkg0Pa1K_0IL#I@Zz3w2Vvj|wVuR*2fC^K5l{`M*M1%KqNPV}CbT z@2{`2MI%@XCk1)?-Y~mhMeESkbS7g{zhAESI&?~Au+7>s{n@3rdT}={&u-6mrGj(_ zzf$U~$Gp^5YW-i~9P-Q|&%08Qd_{DwVJ@pwS5I%%mqo+whsDamr#AUhzVJL4gj2l( z-F`5Cfp~o|E!@w&O?TV;wf2|2tG;e~G0&pQeUMH5#_P0TPj7D$T`p{;piT&_>NhX5 zsPLg~eYLz&C+(twtduT7wPmf*4ojVpL$U+O`}?^qZPrX-9)Zjn722uGi|g~+AY4Sf zvsNgt9TY-%l~Rw1t|AHLwfswsUT`nomB|eMyeW zC*xYKk%d1jz1VU4P#HAKYpXpz{N=djd01L~rwdnuRQ1LiGI(|TlP^hcU3Z$x)@#1Z zGY`CS*Ts#AldI#U1U059-^!Jnb?mll9EJ+JXy44<9A476zD0hSK)p93*V;RT%Dpb~ z_QT_MO93`{M=0GtWrY%6VrNmC?WX`9Qi_P0ze{}#;oZauifdN>aRXtvX=?r7~5 zy}0@Gc5mf7LjTtY)~n~~u-vn6wv-N+bglac{u& ze}6V;8^o}CsGh2`OFudGCnXrdwJS|YN0-!TBXB`7l;N{-Z$iC&a@!Vn&<21}-n{i1 zT`#8Jd8ZEEAK}+KrOHaX&ywv<-EewoM{RrW%0z^JQY}}U#6Hs?TMgV(5B)w;FT8@c zyeQY<&w~moT~&@Y`6!|ZP3@ni-_a-e_U6jZcyi>p$s8Gn3ahOT0^AKE=VDiZx^zg4uve87RY56h8X3=Y!U(vZW00(khvEBVWB(O*m zwK|fYZHH^u#s5x|FM1Vz_fE}gJVvk9IgEDPiGTmRSty*{E=QtUJ8~=Q>wC>@R9MZ& zmh5Kb%W*%F2HzJ|0l3}-wwTV@D~WHOcrC*7xH7xEPv1%w>@1|dZ=b3-e$5w~VQ$ZS zhK73G^&8Gs?pNDW^8_#Br#$7Icq|8niltJ$jiVS|kC}(j)=FZAuS70?>QeLD@rxQ4-e%Mh9}q!)Q`RE`Uu zOC!5Mhpk<$d-J&8C_aDDk^f=#mR|e@9kfwF$OQYu)l&74K&e?L`j2TP7~CiIZwtNh z?U=uO#V*lQBsVY);gdVB-uGGkdb$cZq}BJHFVQrj@~^u4!2OfP$J2&(9Mg#QfvXBG zB&AZ1o=v-cfBq*C6F?OAN1u3R)y|M9TfgJ;?&fXMNwvI(j~=k!^5tuw+QQ4JLLD{z zl+j|v#F3_Y838G%59Byam%K_-@QkkP3@G580k(AhD;H1OVwwEgH72R9l&}4$N!*Jx zj5szGi?zXZ>s;0LXG+2Gp;JNd;5HiV>H94JP&Y`Dh26ErntQ7szJ#7L9Q?Iy^Gmg` zT4nJp>^939zBp<*VHs7Pj4|&Zd*E8aQ_{x>4!39+gGk zGK>TKJp|Sft7vVzWAH``Zm&7!UOBv*yZr(FL)AjN7!@~!SV1S^Rp+a~rfFu?b^aK^ zW+-^Anx)@DoK}0e?~e53p}>T6yGqJYQ)y27>pr&X0#NeJzoa&Y1<@}V8}s<_5dQcX zMadWahP@H~_V+s8qDPMzx6gB7cqu{@z!+qr()`?NN< z(?I5yNEGMy-I-m>I@4Rb8n{lfPR8g4AGD10KhLpY`qq#A_EIQa^k$>eNl-@d5xy4h zi>tz~t~J@S%Hwr+R|VL*Miq=d7pn zkU8gGyQRzBqORX`)eMV%ExW}>zz#!+%o1Y1jZd?22u2L z%OOW){`EHFJ)k5m089>>}Ad+r?B^jfaM5Z_>|B|uK{ z$$fQbuUl4n8_-mv3o1LCr;nuxmTM?_|22|938ONb#cDU3S${yd1O#vhW%U{GC2!cu z+3z33(oWwnbMyI5{@q$MOzeCpCskDJdByoae}9K_${$N?gb{}v@|d=;zqRsuY(?=j z?H(#AaTq(E4{cHszl&>WJnqrgJ!Cobw4?yDkr=k~&B~P_0Ztc;$+f^P#Go0gtG zV=4gIzbb6dafgOqkL6yb@wQ0Rl}fxQx{RufCqRR)S6;`8`~3a($Do;Q(e}W3rIxC3 z73Xbgg*?(rpfP%+x)luzGJI&3fJ#n14(3a2x>ZP(88DerYb)o!#6q!iu? z9nc8x0{%EVUu2qX*!Q-*-?~@xf1`OK?f|O5A3HBu7Wo+<7bL!&(5I9E#}F`gP2xPx zFGajjB%+RpY&=i8L>ocjux@czVdoVJ*g)0YgJv&8;|0@g2zvyv@PUNVfx$VB)2z^FfJ!KczFFvj>8RiAMKQ8f&E#RP(7@{B zqI4GnGhwHDUI88%yw~gjJa78Q^LdQA+|bLrnPUs1k%o+gPcS)5U64QVbaTu}&D{mrUTjopz28ShaQ zzlu85R&`C*pKM--qVD;9bD!*(@Y|Pt5Ibmj_(^(3r)T>Q!kO9_d}JGLXkna*NH#PPTHu`digOaZC-hD$zrd0co!KE z^ci=8S;zKwJjNQq@%8LuS&ty|=sebg$>wTZWhur^<2JMbA4$D--Q1Vwf{eCu+ygF9 zQT_E-mHvMS%vHYitr@7F>c@aFBT#Zau~1(Uw<_jFDtA#qzW2YfukPBUvW zDtX3%KfMw&T5sm%v>U}QnxkK$XY5pK#nmsDZ0XNmtxpk7Zr{Z2L6&5(`TMcOM>+UT z@aHjmh6 z*c#al_S@M|fcft6+`gnOJ4x6MSk4jA&&1&WGvrqJd>7J{t5H#?+gIsyWfND}gjjp7 zZ(+(%9p51J>V8YhpgTa_^|mHgMsS0x4DvaW@DEs0+iGhr^>TldQu%F5)|(KB5e!o; z6bqLdiJU<}xb!!f6tC;;o?ILeG%Fy+qmgUPBxHXn&Rz{rJDV6VYJ1-bt`r2le{9^6 z;VN!gN=$bJ=JhFNAoTmIdG9>DUCI2fJ5E9Q;@4Hz!$1d~!fU7;cPEJ8jO6azmE3w3 zv^*r5w8Qs&x@_ft0lmFEQg#J{;QqM?d7OcGl+HJw3d|YIbR~@470}5E{g7+@F>ik z2{#?9T6r1V1yF-R%cP0V628%@T5qR(<6%Tp*~-CRmuv4N((pHRj}?pc98vB>5vfk@ z?#O_z{bMHAsNSlR9hNU(X^7LGChCQqTQ}-xfB5DKh$>p`D_U6|e`}PV!EL-ZK-lGY z7(3a~c;$HC%sP-HN2|fIt^zlDAU%sl@h~gXeiz1VIm{i12zR@`h0U{G#Y+J2wC2~b zbopJ)>(gTz1N$_2E1M4^eXdc9U*=!x=L**0 zK0AR8jpR=$Pz2C+CGTY4;g6e-gZ9T9uKg0RQMAus7ckfM(A2YovfsqT_F`UMRO$KL zBGH>s~mwv^i%2afr*+bZ>{FFh!MG_jKA^YXxLEHsF~U|q z%jg<*irwiLx84brUZ%wG*cR$9m0+SZ zU$CtUw|Qe3^hn0{_b*o-E+Yj1(=ru~CQoY=fepkfK>!8FLaGs$`|ePb`y2FxMX$xY z$SiN@T^!P@-a04qz0h0_S96fi5ch?!uA+#=c86wnkjJ#3HE<449zz!iNA5Rc5~M%g z5m~o8|IHqg-(VD+vbmgd3EDQ_Ln&fG>|4pv_u~o#ZTjTu)&U)g;e$^!mafr+Orn17 zCsY=Mm74-|=uhpZoVyI$m9Km~`lqD0?ZB@8DIM)i`BM2iWJ!IK#bcrb?c^ckv7m=1 zUxYMwx4RN{n6b>OT^-i4i~-hwpMr$#+jv z-OevNPPKDSf4>tm%2 z)9{D)3Pxc^>o?KBRRV+#m&a!kj=p zJK_=Rb70yv7mqq5E+BeR6agd1(MgL`Byz;=p(G}aZY&5wJqF()1>r+_WITJc&1Yri z)T-r;v_Bu0?x09O3@gXo`w&{XZ}9p3C^?JVsN{~Wwav;|+h}c3Jl1PJM;`NYydk%o zKAvF2tkxT9FcO3v>a;t#iQMWpDUZl}90l}3pY1LXo$`3B!qg_!Qh!L3YwA3($cDcr z8MAHWMM5>7*10<{pSNu~_zSMtPWbim?Kgc$*pMln7W(J!6n>uXp|@a(4!~Hs$_a25 zev*~0J6MaY<`qspKh(i1`7*;Xf^G(*qvBU}FM?9GayXQGyN36C+K#tn3bS7{pxaS{ z@0!b8+`G5N`w=I=(y21+3V%bT<+Zj2m^Q$%qnDArMt=OQt{^vwact)y&jxwdDY~Wd zU`Ow?^Lfc37l;`aI?eiElpB~3SL)l=@FD%w?JS72bjcC&?rpVxJ%F^U=fFAdE#7?} z+9P%ucoaLRHT!i1=2j~#?%KPXMlH@H5`6wrEm=GR=2?$sceX^SnN%2|e{F7Zq)(79 zQjt?{Qa=L^m*{Pv)f82x6Jc^e2j9wl4b=cu>20+KO62i#|H%PcJ&T%m`o2szQFSn! zt6MB4=E!n2Tk+oLnRL$#W8PL9*uGV^$ydgXb?c|tkhPpDmd!l<9#d#1iyAI;4*cKW z>%PYKZ&7)qle|;(P5i;#ONNsoEhbVxmgQo#OR-caWZg5|{fz=o?~Kk~1@BnhNu)U;y&(d_54w#*T|>Jo;9T z>bkuU3*U#ZnAGBcK0>0Sx-Onk0M1p?VVwo-*Mvfb#S1HI3dIy!w*)hlZj(!0*u5F2a zx4P&$@dHvtxtd!l%E}vx!fx@2y$LziPw32`Z|BkC`q#i)ahfk*%M9nXLG&LBBP772th7Od%uW(skm zXjG?9{v3n?`&+(PVh<6GH&&y5yQ)t-Py#hSxx%Fy7ny#|9EW6kUVGG9-;0fyK#tgNW6|-UzcM(~(&A~?!QthQLb65%81>yQoL4+Wrn9n9*Iy?= zX#B~Qrvp2(PO;+vXr`2#+f`|J>?Q?9>G`0b3tK$)LyC>_jBDU!{D?My8?Oab1)>0> zlY7Wjc=UH}ZtX^jEYAqKwf21DLZTtJ#j@izxi$My5L%`2Ry@Ajr*8c~Oj;G?S@h{n zyA~GZbIqA6)Ld;C$Dn_N0ZSuBjnn1D>E5LloTRv3IR0HgTd{(HZ#0;~$&$_G&)BP= zuy_uXLT>&GWK9JpT&6R~#(w_6E%~@Je&+N?S+HPOUC7!76-SddIxGIxe*4rEy}MnU zEsc@QR0@0HPxH%tuw-3WP}|oCv{!=H8qT=J6fbUE*&i+^BT!%sj&P6a7nB`8BdX8B zAu!Ftab!Ri@Jv@XugWM9`zdx5h`&}^PQ{`+cbWWXYA|i%gbvbE4J^KBt?JmMLu5wt z^V%4zUAM7cy>6pU`hn3#(I_Yj&tab;O^sb*@KB*pejRl}G;jQ7qGd3Vy1vy5! zsGKNAs;s>0bW2nKyHL7^cmt@|Gx@sXwx@5YNI6dh=W_m*X;!|wc4gfh z{yf_=dRcwjCTo@SPSjt(U58$57P;pe-*o`> zwQJ*h_W+w1*L98y7mv`b@?<&V=X{TGXM=;uF! zXC8_dS2?;2n)-h8csAvaM(OPkN88sIHx`|PdCA@IK*x4XT&y<#_T`F!RL&!^SYOVv z3CjNQ1%JK56yT62-)WCyQRE??T7*uH|AKq4Sz@?&6uO`^1nbV-brWnUwlE0{z-;KZ zcl8FtLy?4>q@&Z|hO(F1Ov(=4!{}%)8zE;|w@T!CaGjp+y880bJPeyy;eLecdiH(E z<}zT3mwKyVi%}!RFY@MsKCX{E<_pBK2SkvKV85fq_y~Y-w_p9>SL{;lx0$i^4Nu1_ zFneA-`i-5HPcOSB!S&ngGb<2dPdb%SA|Hy?Mt!@pnf)t&HhIKoG(OuDM-O@ABj*(j ze6#CCm#$Scd#t-WSA8vp+*)vtnOgeG`B7{82+x|l+%TK+gKfXbYo?@cyyf49pB;e9 zKAY|aDHTgsH3KoAG5W}5ebs2^Paxmvmkt0f&T6~A5v1JLd~FV{^xgR`0??Upyd5h2 zdOlxZy(wjfu0xdVYwIO({vPN0;l66@qn!PyyRWx%vCgl{e&F5)Pca!kjAMt?6VtCX z0+sDuo}Iyi21imNt^a!|x8oehHY+tCuS{%v*Am{pYvI|Q-LI`R+PWUg6K%btXoGF- zUW6)^zHY0#X-{T^OQ`wcB1u2U4*axLE8|hoA-Om?ImD**p0o>t+4%fp_OL@d` zs99bO{#1W_n;Bv+QV|%gr@8OoDJvA_h|{o4t#1GEy8XVP&M$%T_UOZ5u$%$lVaXZpFH-`!24QgE~GO2_YaXvTsYYyLz`ib!^&7OMS zWvEF14#MMjb{ot4H7w&#$J#?F5A5wrH){vj5SuCm4BH)ocb-Q`ncCj5YyI-o`ksZK zB9wa{cUj4M;NjNBb#g{z@tuuoRQu|T^Z0#sH3qv7%^hrreWfhnKN6V8C{dGh-&Z;O4u8*h)+PKF;&%t0AAXB>l<{3eet zpNRxt1*2ZK@16Aa<9&YiBH??r?E`*`F{v^h&-Zuq*y^jdU>w3b__UwR#A&|v;9k?e zcSnns$ny=Mv=#RH+q#I8c81z1fYHnRt=`ZdH9Az)^RlZZ%}uVhJg$b4=xokovsr5M z!p_X)APBfnPqo`0%)ZyUQ0=GFh0HN+mi*Mnzqos2k_EmWJhNhwA1V}%HSo3kMXBcu zx2vyBoN=}>Jc>2oK5EcdY&`^7ma*2PlF;=uT0U^Rny3<_jJa}u)>WozmNcL15^|o0 z%e1$EaBGtvM1RSHFRIszvZ9)|gBfp)`1=XB^@gN~;fL%@JR1M>~?YB$~ zTRGu$8xUaxhxUP9kIy0}8a0p14X}~PPKw3M*O1C3KY?!B#UFO_7<2lYA}b2p(X(V# zd!;FE+81D3n$H30Wru?9{lKEk$jZpt1+`KUM9by1ZcHS-IbKejTL+}& z-N^;Zo+HFuAJ)ru9b*q9Ra}!7a`s^JB%6nolhD`}EwG}DY{T)7nkE$tL|=zMhEf-h z3Vff2b#q_J-?kKfBB0ivSi9U((3(wd;vs|X>Od|taWHFcp#_v{^>p;p?Cn;ou7x%0 z@Gud|#XA%lq*A}eIP(OxealWYwV8p8}2FLk)o(w9(Z(PfZ zdTEWfYo|JeMYyc-h;|-BpB5Cq$D;x~2k;LV+1(W^DiF|VV4wB?y^nX7y|YIG&OFXP z_qZ~v*p;QL*F5R|+(M`AUTnT^(`#7RHM;2@LR2?xQGWtEEG&aOy0u;8&2>197qX-b z)%HrirqjET7ByVLLs?6QPGix|T4Ns}DXjVFM9HFZ;deq4!_f54YU5zsno5aHzqHi!_5F6ZPHE?y1mA>{WqrT_NJnz z)N#%7%sbC<;Zi%`fZbX%d2qPOg?eKDWx0SaKv`iTuFzzvM| z?1Uq41!>q*wt2hBEEbdF-~c_@p?LdhYT^9a)=3Z-_Hg>a+G)K|rA4nEqkE)W|GS?- z^1??-1W2uX&`5SoPtF}K=at>d3R96I$y6@~sH|aC`%2&O?rJdAS}+Tm9`i765zNG_ zoDQFvgp&4yr&G`4+*^YWwcU2JM^XgOGv@hyIwi+;=nPHJG0#Aq^AuW9QF*~)77rS? z>M_Uv(GTytPyqqRP}7|*e`=pE=hbr?eoK8M+NBxbL9`xmffTo|%8i=-?S)s4y<*+$ ztgj=icDBOz-9}fspizx&_s?1%`i1n<=&7EF;BKF4rk`^e6*uQSiKRI@1dd%_uuD=f zIZSKYB^2!Ye+stF6fT~vkyWGI;x*FJJuIlNez)P?ia|(5n;WlQsx%bJS&@?xV5-zY zxvP6*?|_!)#)&V^Ay`#c#l@bA%qD1Yw5K(v?s~uGB_>b)=g0|4pNbMBnhP0Di7l|o z=+lpgm1){f`rXJ)!*$Y^3M8XJV)+K^%?l^z3Pw03o8vhX|hl6 z)O@hi-lKJRkiNxY199Wd%f-U6@~ebq)|#^3NqvN+(kqEwx$>g1yE`7p@Sthm@>9Rm z@F!qo-+gH~X(5BM`qPHfv-^E(hA*@hf$#_RPqj3@(% zd6$`wN8J0|Uoml(JHYZ5Sxl*N<$Wm5Cne)@Tpe)dEY1f71n+AvwX%|&b=+k86T8lV z(xeh^`e|b+6m*18`4iZaIBz<--iQVBE`|Ft9+fb*9qpQ6=PcjHiEiCp^736$7tJdqK z>L}Z0aXyE(=8fYp_*;Q@v6I(ly>TvY4>_L{oiZHFv}283>^3|8Qh)YABAr&O$N6zf z3hyQ_s(g++yv+0){zTN{L<j^f3!+pR7fH1fln#4erCYWG#xj}?48&#$`AT3&PRbF<%Cwo zT?8UMqDfR|{u3fuRPGng2Gk(NSy)B0jn`Kn;=AVZ-Fxwy{!dmnyr$n)m%MZlp}Li1 zJ+ig_G=1Uz(aP7^g@Sk+_j;+Vjjh(zd~iFh(18q^!B)2(GvnVihzpJljg{CeMnQhv z;W|^IKN98o-~OTx_t9}4c$Hjv0=K%{a^|8Bpc>2lH_C0?3$H*j)61s8P=f{nU+_Lr zy$Tg&6CFWNt*3lAWpfR>plZxY&rNrD6C2Xv<1?<=fVh8UovV@0*1Q!|RnTY0oTKYi z;eW5`0zd{w5ysConADC<1>z%YjGtLrC!wJ$#84&UTiShho=?6d4ve47Re z+mxtYwpRY58GPe zkcRGEuvdfny*#02KsYHGwgwrYMGlymQ=8M^|Lsp) z+;dmKIyg4(Yxr<0$p_|<%__;!Ka1YCa`=UM);SiA_2%c)k%DATtlkr9Ey)-WY*5kj zdlhXN+QQjy3vpMq)ZeJi$Dr%sT!;uSEc80Udy(3NJtfJw?drPrM6w% zz!~+;&2`P3nyr#zn!OWo@5k+W*9XT#2fSA~r^B9qr=IooSEMwuDWH4qX05*s!x=44 z$))+Xvs_2pM+>QyUxk6f==w-meh*_DnGTJqUhqyKd?Ia^?3awcftg)IKhtdFIJ!~m z!$Z;7TqEgA1IXS9%f)t7n>fK_SY16BI%gm*U^CQCtk!Nb^y4(g{Iatrcc1+vd<0#G zUb%E3SBA{1cH2Jd1F1hPB`AfghFzA!KQj}M3gwA9^_>Ab7)waBAzkgaSy@{3(ks&> zgSNUsJTm?Ja$LSP34e9d<)J*sX{P&MnYls^`TN>_NvpjMmdWX&I)#My-)rzLr_F}b z7;F+1d!6*HJ8_=Hsy)7Ui}VHF3$;%q&|a=e#I4p-(;$yOdn^$9%boDv)!X%zeYj8C8nuO;Mx&1QxS(+tzdx3z_N1?s-Vm~O*2Mvt!=j0% z;AGQ1?T<1yd=v5bVqxm-xTB$N8(;T}Lg4)AcZ(^_QK@6l$-=-Rnn52p4}0>o{7zBd zAFKv&=GIE?T{`6+1mJ3lvrH0{KPZ{h8fL+qEABI1jeJb_fxwKHSHU-YKgcLHzK?d2 z&DBfKR*XT63z^zmqap&zeLCO(Lu8HI)LMFca|*C3*Nl z?}cvhRY_Y`X;fAqp<6)AJOPK?aNct`vga~Pe5}t$qd;D$(}I0bugm9{DSlJpIQ;;Y zN+kN)e1v0$n6jZ(9kEtKHQ#5Cn=dwgt~@jQy?%i2#}vMVqF(JLgL_puXzROhpD|>A zG1DE{p&Vaznm1|e}dU+7T6rw(kZVSHJx*9xISp*0k)j8>;tOW zlciJHE&ga4=(y`9`{cz*2{D04s$YU{<`q+CW(`%BOI^z9QEU@)2cNG+#+{z#be}zH_IAUJBn^?iqRL4F8+C!xA=*p;n}NaDf{88J84>l z@PriPsC;{m$NContXB6BW8xG@X_kcK2H-MFZoOi$ZT)c9t__CU0Yb!F&|T02inZK| z=}(!De2O#xpS|N!)(uX~{5zf%fCee(lY(CfQ+~7K>I+L8&F)IQeeRq|mN&n$s;$H~ zB3wpR9T*T?+W1>S_w)ecdHA9d%X6@Q)fZkc;+yk9)hU#H}@;0#&jd zTFRn`vICR0`TiTGDv6GFsEgJ>gt2RAwNfS%Z;?|`ROApvDM}8>Stm+KBw_ylJ=R{I*R`%S=QQhm$9SImzO1>gJ;;-H@mwkY zBx*~5d*yuyZ`!tnCzDf7)zSKFuBh}EN5<`Gvw!@qB%;_DHi}LA1__>R^E=me6T5ea zwdM6XtM!<@aK{j&_7r^SkG@Mm&N_*IcKX z!kv1&;fJ?09M0Ncp&f(owb(B(`e6bR3S)tZ zBR~Wn72p|-+tlB6JG25c*FhEL?Ukx6q;(mxhtJrl@k;l*Uvdj2Sim)M@if<;%E)ZQ z9jeg@Hyt! +DK7XwPd)t;k!HNWIYpV%B+F8=LS3p?j)1AmmBa3iS;3HmB-Tf*f5 zl@t~m8lTnQAiCWuI~cd#sT}3?zVZFKsga$Rd*__S8msg^oIR_bN5QI% zKJ_wmii-niqX0V|R$bXoGODGkGiwxnrP0T)%zxKB&F{vC!=fv#Q9-l|5y;YVd)n%F z{bR9%TPR{|w73Hy^`)9oMcQS_p6bVDf9rPzvU>5p+DLqUqv1Jf!7o&R4hD&-r-Pwe z*cdJ5B8B>1jHO)oz8p!5|5b}!sGpqRaiqoQyR%zB2SN#(wevZSKE?Ab+rfpKE*q8Q z4!-@2NytXqL+a~E*IgWNUEGwBeHmSZ+-xg4D3(GCZMfW#OZs)l7TopzlCy#c!my|_O<9VJGNG~FSyHBPn` zdX`|P2iKFXsdH~`+F-lH_}hE0Pz{S|3RUb~0RLm!7@n@4xo3Tbb_cL3UX-9~t^+HX zEnM{D`&vI-_h+t$EZ)7KeaCxD@;p@L{U2O}g%H5o6O8+}>DybkNjuIL`Qh3+?4;iO znWv7#sZk9kMfIR1J7Aabulj3na>7$B&wycUb!Qz zDOyqnUD(3*4?{-gS{~U=$lKpM=)aaBOxU%Xgx;+zPBy#S=|?f``E+*%CGM@u43+VL znvOTbVw=3y{5>KJB-slkq^>w$x#P9&7ZY`zLDB(HG|JVld4$EWD12v!1vLoM!}} z-lwz^OcKP&a-fb1pMVhZAy{#wGmX541)}l8K^^@q0t-8?=Fz8qvBd?)uk1P5DmxDR zc$VkwcKRjzXWz>9>y>Q=kex0%W@VJ@tOdvPs9NK4vO#=Ui#f!p)Kr12uJxYOAc=)T571 z=MXmV9*wccpqTQl8Yg*}M6077LM-g=-Ykl4>)xIyPWWdbbTA~99Ldo5(MsGJYm)u&AjKcDWpt&Ka;(|vAW z3TJ{dK>m(Mp2-fObaPWh5XbFy|L6%m7gdKb#O8eMSRj5SSJ!~BaGc&;i1%~g!GVZ` zg<(_rGzKQ(Z1ae)mw&E_F3iRAdA(n=>-mA3tvN9n$d+uG!t-uhBR8soUnF$50 zdf1H5!t~U-?fYMT{Sly{;G-`oQIqP$MUeegN8u+V)+eR3usb35-G+>6qP3zv%D4Kk z&MZP1&V66)f++}cyMGPzL|lk(jm#Isj}x@3MeG@KjP_Est#hO>^vwr%Zh&^X?w4AL zP3P_9$!l*lf!5$oy3}`O%(nVuMOdE|Q2FR|10|PuE}hInL+Y>Q!|I@CK8g1vOJnIh z;~W%uVohA*!=eG?4d&hQL24@hVpO%dzmba0@?<|dT9o=JJ@fLBj!(M$E^Zz?%6Ic|F=?JEEhjzn{#a&?Ip`rG!5{Vm_gxg~lfTT)7u6`Rk6 zxfWd-jVx8c?!~VXzKwku7QRdD;L=Us&fFTO){27{*yg9@;5tio`sB|&m$s=Hr*{>p zPV|LT!0$mMfVj%WDCYIq(lV_3kX1yQR?Ts@lU;l~N&pw0s3r5Yzq*Tt*xwlOUS-t75nL zrE-!s#d5SCvmJ3>Exh^8$}BX`o&4zh8IZzLROyNDsxG(eFjHza{ll8!c(Gf42@F7v zR!RG+Yxb$9(J zS5857z3FarEGS(k(;|FKQDNBeC)j{pg>&W)gU;%xVo*|*_r9(=R@OI;RV88^|{TB>uT`^l(x{Db(Pw-kZz zM4%hCHI@M=F89Lj*(JvEqW;avD|9e%Rrz>p{L1EEDjbKi(&leNj{l%R0^$7g{EAMw z#QqnSXWB|Lv(wJ#eX+>nynuIx#hSuzqxa15GLHMbwe|=rrLEJ_ zO%xZ}dj2EX0o`xcY%1Vjr5-byb!(UQT%UrTbjG1y$3W|oYtHgd&nMsNme$UL=oj5} zvaSuqTv$`fynpHs-a^4F4*BaeGc7yGayKJzAx`$4&x=Olz$c^*CGkULm*0b| z@im)mn(199qGEA;{uP};$18l>5TOPr1Zqvm%i0fQMsv;XPQ3)xm0HP8d~dMIkA>M# zxmuYiNf%`|J+8W3aCm?~nK)z3>S%@b68S@09QNth$lHDcUB<*SrLcE2surJz3Hwny zfF`O7&)Yp+U)Q?~z+2ZfYNh4JNa!ftF1H$;*%tR3kB?@z+xoTK|mLDyMJ+Z4J(8Xw#ECjvPLhj|Se@G}ddIvpEXoNAr|NOlPbarTG*L zYDx`a24L+e6enY7Hnz&vsPq~EKBA`#-UjpXX8vtV z1REe>w}K?wX+8L*D%5(x?4gwQapMu1_ux9{j??cpOVIh0=w+hKqMIi|MfGenXz>$-ahR8N(G(Gg=<)E zRSOrHp5O3OcIb7>0?Kaja~WO(GETP`ar0Mf4jJ@&)be;yTQJnKdsyt(-v&YA-}`-I ze7T1@zVpN`%j&>!!YW;LSQ2p_{ZK6zBGLP#bj6lL8yoL_)%-`q?{)J2Y176dV=jki zA(|i0ev6;SZwm0pZFG4Tw(Z>u1Y$3BlY0HF+3+Bn>zhZGd@w#Nhoh*YP6pPo)JD7WWpJMB9Sg8% zvikeJ+T=W)Hu{*1)Ofd6X@dW)LI_V=+ZT4%X1HHVV+UE!LWTZxdbNF2fwwhtByP^^ z_i`m*UG%m`8&Npp&nW|Tr*&LD{}jvW|60@6k*0X(9Sy@R^42$IuR3b3v@8qYC*S4q zB;~GU!*YfLt#q^l^NviI+{cm^A$&Oc$F0Z~jIXyILwQsV0B@qaLK&G2GS2 zkgW0~TJx!sssCSHzcW<59Y6ebq!W<97%Y?Fah^IE0 zuqOcFcz0j^#T?+I8;9z*Gj17QHEge5bBsLt%luK_He`qWlZtglMz_@`co9M9{a0q; z36VQ49Bk}<@(A8+;}Qh#S+8$3~~-M6Qvr*VO-b?@4MnJI;#(~ISObmar@HUJ_F2um?C zX}In;f5^x-Clu?Wny{TovjA~{UQV7G13UfWsNZ@!hpf&McAZ#`hA+9*q~!7^l#Uk8 zu2G|iO@cRgMdx*jZs|DcR{N*M^#yNExI($PcqXuLu?#^HdvUnyXwaJ4a;xS%)<%c_ zb#D36)$PuAbTv4D78Bp9yG*iAKDxi7bXK~!!}9cwTY51v45Ko+yUO%K0bqNjod;(* zZB4cQUG3+Q6*UWiP869H@-spjo4Rs3|JZ%^5}iHe@TT4I^@moV1KTerm*+DT(K~Se zrz)_zzOUc58PqH)!py42P*{b)JFA~A;F&n&{>%eH9?HYbnoZkF$a0ldctq@2DR+Q-#-lnuXVfy+Oa^ve z%^ojPZ{IS0+o&bIV<1G8NA&iv?_Yj_A6PM442k=V?M&a)dz!2AUz2Vd-fw|rn2Ew2pCVd&}X7~iz-nk4{9)ET|j|R%?=v@|%)$8IJ z!7Ydt0P@J!W9K^dG~>5_`E`BXDY_HOvcY=*1&0$D3 zhwtFVmqLRqp3&DP%V+GS*-X0`*b~okX}9Kgk~`M@g{Ffd-a)au8oHInD(?DfJo1e@O)eS7+}xm4YA(MUzXE$Gts&6(<*^g=+o6+%?i^w(B*Kl%Oi=- zPopS1(eG`peiuL()|i`3zW>q7bw(*CtK)p|eXq;r*XV?+egNynGnxn2oQSpi)6Gps zxfucr&|eX!O)_7uLrHL~hsz;oW=dcAI39?zY$wQNqa!#=NYDvtzXneiEww%^8| znpqs#`FZi&T(^K&!B2(3O#$`WPm{iwogKQbbbsEw4Qr-p?baGnkm@?4Bc*k&83zAh zW->eArSkskZ&w3ICWc-PIL~~IpN_}s+r5ou)5n%6nb4(KIEodD`mkJ4gv+PtZ>$ws zZgjy?WmX&4yerP1)1${I=TW1d)zR6lQ!LM2Y`-7A4&U#4_gJC_W;*ON>t!kJHNf-G zK-qe&+8mkZpY=QMvv1{|CqiM+yN$XHMTFepc%d%?S7~66Ylj zNs8ABoi@|76R8jdDzGYC#|^Kg#K4C?u@CKBzue>sMr`{ShrKp`M|s=OS)?t{qtb`U zp1_>5-+OQoTkpXoqX?tSeM02YA05i&6Y4)L|Fu0{1z_lJ2e@Cd+|XrrF&{RPDYGA3 zjSL>EGpcO8{z`F6o|5YRs5v9OeryS9&<{lDg*poLC}$gVY>mj+iHCKDy>wP%0Z8Uc z)AYdchz2|DM)51_d~${}`_`ge@QIG>=npUr+p6wtea=38wF4-2+LHxZ_lf%nRZzgh z-IE#8xIY_PRJiOB{NPi`YyPZLWf%>CHTqY}8&8i@Pu2N~84?pVV474hoL{n=U%eGh zEn-s7SORR{LNz>!S6Fg9tK|pF69`7NTC+!Ek3sRINBj5UgL!JCns$96T70zLAJQQ2 zo1=taM3IrG#$$I}L0$T@_2iep9lNx?1S&MW)Hi4z-=|JQkdOQ!w6wop0E12PCD)Wta0BhBeQn?InNg0 zGBP~6pg)#yPSDA$b3J~(9~zPXEk0I z+ITtW^M&8!af$8Pq*>bNrB=A1-pH+9@3k(E#dO+T(a~31bM>nI>F=;x0cvoM-jGqbfNv2`TB z;kdOJZ7;|L$u}FbDflId@*|+c+izIV_dia%vh{sY>qv2L2FoQ}?SE5(ZPiG}9HkU) zmR1Ru;EKd=n^P+MPCekAFzZpRzIh$YdUtcbPFHyTl$N#Q3iNh>0`Pv1L7|=2=C&!A zL%OB`_49!9kIv}Yzu6w>*;%0aWbm|r+?0;)G4+z7&-DEboJx5GHLhS92b zd2ML%k4oi+fNJIQWE&?G-&oKHj-A$JY<5|~P@t312e6T1m;8X@^wU)gf4dwv4WpfU zHxyY0X&zC82_ZSWvf_f|ujrV2G@8^lYXS^i1eYc2irV_;$j6t6lC9!12t{KyJ-)gH zzGDX4ZzsRKs7-=DDTGDKRYUr7he`J%*Um?<&jRe&#}7j9-jv4={}+l6YUpI+^H+_b)9EQMJ%qX4h?774!^utfgj3p39epOm3F=>WNST)>ho`r%tP(gJ zW+iAA{NO#QS z5RBBE`IBeXHS0%!*+DDQQ<)^b1^YI}Y~?=x0VT$Pz@20fU3{zRGEg~q7DhswpuXAU zS0sBwmT$vz_tL~mE0MFWwsZvC4UWZVVbu@E0|$YW zK77u;7{dCt-E@^dX^cTW`3XsI5f6yL?J=UB-Xa#xW9jpJbuX*aySDmUDz5_MZF|kU z*+bW8*LTcc`2mL>XZfzSlaZ-~=jNUYHLyKot^L>{Ip34-hna~bu*CToLcl)7APDc} zdg?BY@M>$EI`}PLChtkABckvJHGtQXCz>O_%aO?EiwlT{v9thqQ7e+BX-Y%lt* zWKh-fm_04f*UWy#_Jdc0OfaYjady^Q<{o%wUT#~3 z-rDPeJmBzQv2UlUoMq(t2tlVgTaCXh=g?qw$>)nh-Dgu`zjoRK7|47dPSwWuG$o{= zX&=Xs6!~e3Qy5qB=N+h!!hB9?37zkd7{b2*3$xa!|KN$J6gjI2QLQd4Y5F*{PTK># z*hiB!KA~4-KKSH$`v)8j&z=wJsfL`(1lGq6*bLd-CBELDKL&!Nuu1qC3<;vmV}md& z@pLG8l}&eW7V_ijUvbzmm~LLn>5>JZ#-}Q_@aVUER>#G>w*<<4`>=hhrIvj&fdyH* z(pA;6?=9}atbc^wEj)XlId-_My9%n?_Eb`)%o=1d1pkN0_~Ta8ebQm zx?<SL{jTRS&>Qb^%LzZuHBKUzLZ;PzW} z0XsqFkh$8{&}DI1mJ25ref%A-%;%5Zy?)4kG}htykiOB&li&eSxbt&wbD+xKTG`|# z)+HPULWO*LADDk^i}ZTi1P%*R@W$JA+GmYl^l_!DILhgrX?NIRWT>i=*lIQH-p@D+CsL1GKRi>xQT8vfX& z-(!6{IIYQ1Q~{O!gX_DMt5<3_Rvqo6B85BYjis`d%Nv>%jE2BB6AQm(r~bUQJPzxHf(0dq1o8f(V-Wkw0UF=5pYxCJ_Rwix>Wh7!h zz)zwv+&Y=pR$h&BuPo%QHTD^0H<)s=^KQ|wH|U1wy{b$u3kIbkwyf_GpLslem?E0u zSj-%IK0L<+QW~q1((q`{0BAh24DCv6N{cN#2-F2mlwzwj`M01Q1kcP{wlCh?vx2{x zJ4Sg!2y;^hV~JH4#Z<9#ocz#gY%STwxK|YVVd5=6`NOE)z9!G#bqs6PmaU=JPZ{`) zI%)PqntV4pyyq<)d2RZR^gDrFzVRH79dHO=&FSgr5?ks9i{AzSJB2Pu<;KhEFKHx0 zSWzf*j^Le|!FN6aRrck!HL-+lYl}oc^>uT=*NiH4a;m(KZx!+=ySd1IZl4zwS2%A& z-3MuM4Dc=XvlK#G zlAI}W1;-&E8A5-3obaDmlwb0ugmjJ`f>=uQgd39K?i_Yi?R9u+ugRD3x^*mFtH@w> zk@FMd2l2K)b+?5mE_5EHrvi`K#f|9J@QuC35T?DSz(Kc5xl`BM?oY1lOh53V%?&-| zKveW311sDoFW@&iqNL7x*@-OhY#HfNl%)Q;cn!3+k5B(5 z$!jQaGcyXP&6C+_nv@T;k6#Y+2-$t14`d(ZSuf6tOL2V&#KkAtO=y9Wyi_L^y44`BegqUUZ9mb9ks9uSEHsB15TF9_{MGhDjT* z9eR8!Dp(zRgPK*I%7G=*cm4hM%jaMU@uIm_Gc@h(8);@wm1GOx_(%@nEQ z8tFXQu!r|Ozc%vJ-kU$1yi&0LRIdxn1ggN4)PLw7R>&tzj=^g6nyJ<Q;G3>r(Hl{pum_+-zP}6OVrfeZo7I&$D?ID9+^3## z9TD1W3&SnNo5;JDLCsODMvqD`wh;L*`s6d1u~%*v@T9bJ1FCr4Gs*fh&zPpHeBKA( z@ot9N90%lFK_Z~ZT)6vCXW~BVSF2{VmoNxKcKYRfo(tz2q0^>YzzUz^?2HMYUVW8~ zl&^YbCWzY2=a#BI0=AHY?t;hp=e3{yERQe6G`v~GwIf|O%i~12LA2{LEK1Q~yif+t zhl7iik55sFky=fC`7GZ40(O0lMk@qI&ghA(o#bW-DS3l9s*o@y9*$8V3ZE_Owt80j zej-;(Gv?~em`SGHPgL8$f0cNA-wR+1yfzY-dOj~3XpZIf_eSz=!M%xF*o8@@!|Gv7 z{Qmk1-ZmQdQ2MOQFds-68F)H$3x*j!qphO5sI_y2Y97yxDv1SOjrC%_!p42BE`*MS zWQC6(iMT{)VUPCHB?3nm`sAU_9wI=5qp!>>Dr@$T{Ngd5U%-aFNY?srmtx=g{d8nY zK$YH_Sm6Bje6zFWAeZ$icV8YJLh3f8N6+Wug=& z6EP7##W3T*EyhEhFxDz{;yz8rmD?%!8yiWl!eaBCo}>KrBU756>Y^KIm-_?VanTU* zE##U#4%sTz^8uA#5#0LRAIFR8c2=tyw`h6dK5X!i2h@I-FJ6h*u3sIyNIjBGt_f;| zY3o_FnzOX|#)tRvyg{6L6F2A1rVjV1>VYxF)bop}J;>^-cCCA{xQ0cu@TO;)4<(&@ zxebrfeq%x80vmDjo&P!9ZtL1Q-*<)5vAdsK=%D_mE||pq#jhztYhPkpeTB8`F;MUO zTSgbOi<^c}?X7kOo#ljLh*L}O2h7E@#=P0d`6fN8r zYY;2=q7Dkdcct-RZpNuOBu2K%N~B=8a0PYKZ%eQT(GF0dQ@PQTGUHWTGuJ!O1!gTNP`1)XZ14 zU=b8=el9NkQ4pEjJqY)+fnqKG2;(6Br0X*`VE;92(wF&S3GB|TN5R2OpF^)lrWdH7 zd>ey7Nz^jhEGNfat4fZFF`SvR*s^``vWaf@H& z%Ht!I^LMrUZqSsn!h~J^O`F1b3KDd2zsUqU{V}UZ$?gWG?FzTe2iw#0L9xh1D+v4F z0u0^%ZAaC5(>T&w4Tgvir~;WrE{F0v`O7M~__CR<+75PEwhyPzLu_6La^+(TDup$f z3s)1tJz<0R+qT-p3-z8{c4>(NQi|Qhg9cMsiHDtM-J@o|T)nBCva|R*Juj!RQmAbP zCm}MM{!QkqkIP|~?A)7UuvxD>ZLY9mVHa=%{5fSatI53w+{j>BH`w>jGg0JQVHM%{HC|Bkay1g${D|=vHucpfC!5U3;O#v0r%CR zq1VtexJGt+O1M4#prnLu)s+!n;bR9^F=V_lPi+%$CgB_OTIE4?4I}kPp_}cwTjjNX zM^l9blTWbd4X1xNy#uTTHA8k&lhom=IN`b-K& z?=V>d@kfm1#_%&0ou!^2Cu*7#t)?~Z^~n5qL-aB@k;P3}4&0R=0zVQT* z^(tK_TqrT%_^`jKjkQF~2^ZF!WtX*RDW3Qo1lz);sH(p;ljK{p$oWx0JnT7`dWDC3 zi10xEUw2ucMllFT0dSdEPjxyO8Db)1?l0O7lH?po z`?6(`JPqaz_sC}r4kw^sxE-CH?eEzj2U|a9n^0j!XUNI|tQjwwfU`vMCXofKzDG^b8uJV8G>Jd2+ulu+D|R2*IE8e* zO=pjU#oL2@UUK;c)Z+%A2EZ$MIGuhAB1ncd&Bmzfz3+QQc7t{G+FC!s4(JJ8m{_i9 zb#TyH(Dta31vZ?{wqWgDcBAq4({P@rT{z5bTWB>Zec#I_3w)8Q0A15}L-7awMgGj( zjJO-84vp&B^sU!E3)8!pp3=ArU-9+oclLXuFvGLBD(r=H7wNO!z+G0)h_U*foaf9Q zVaML+EbAn3?-IoEDJAFgVbm#!uIhxj4Si@R4^;oWw$Zp3u0EN(m}^8gm=iT@6s`2Z zWqs2iFVh1a=hFp}!QZ&T3MUVD7+;zwcu{#d(f8WQ>%l4QKTGd^E$_Smhq&H#maE6E zVqmLNyJpF5v1spVB;+?65xAybhj8ksSZnQ-8ahZ^y*}#tZAeP6-8$qXUXKnFhZ{y| z9+=ur5@LKxH^08&rEYaX>fH7HI_&hD9~Re*BcLv%#SKmV!tN?$A ze^XqlZw$oGy*@1G#m9#@Zl(K^WI9eG7k!teA1Jhx^7pX^UfLEE9v`v;$0WS9n$yZc>fgh{_9}1Z6%C7;mHtHqftWo}1-xBUo^Lr+%Eu!$P@4Do|-hP%=4RUB=>URdV z9Zm2H)}QWk-Jak6hEvvF3s67z$WI<*pzIu-UOdY6g7fxocDyL7 z^1=K)6$&$YVyKx;Dut8PNi)S9mFriAf3#Mbu@gmV0|G>F`u*A{zH68)-!d&dn4+afh z`rZ^nzIeWmckUJ|3QK*XM8Y`_>{JQ=lh&&;1d_7j2uK zTLz7hBQ$+4>lPL{5>4jAhUjm4@6ADCYIwD|R?Z;Iu8pQ=i$eR`Zqind`5(CbVzn6r zwDTC%>mA6N4$#fw*1K_J*@0d)?OWb_U=hwuZ*z~Xa?)Y;a8Xif_jXf@ypwcsMs2Sc+yzqdTRaZ?miB3yMJect zR5;bS_n0Ob37{Fe<_LCe)0w%+~Wu0y+*tR)+-uPMB)AUf!&q| zk6qo?g48M3e6b59 zM2}r5DmyPWm+Q}HPM-D~{KFpkRi3eatMB-{F7JvE;qP74-sw9h$4MbAg5#T5-U#nJk`?I`SN!LaI(PJh7Hl9@)mbLro==F|&<_}(b#<4^S>*vUe* zX`{>piNJiu6>FC+7NbJy^Q`~jND`LU?fR5 zJU33?MyfK^JK4EisPSmXU9Dk;E;;+V9YX7CQ3haz{Nh%BpKp$wk=Sd6ElC{#eVL%& zU(_rfYxe=tXTk@$wV-}IXq|BIq*irHvp&QWSa0Y>o$ZsAU4ax`t~qT9c}OzkBnvVD6MmP^^bf?L7t^3kyV=NSU(yH~K-SP&mtH`jlGM;E$- z0S$4lq1Wl;mJg|8*A32Z>)m#7&0W7rfpI`yyP8xVuKeCr2=C)M*R>)o+|YP+3d>DR z!Kor7QrhA?mecy&s2}+v0>uHS3RaquylVj9Y}vLpAZtCPkU}zyB@z?MKP3}Ny|Gqt z8u=kqv?o>RxPYARy%j&x^QZzxPjkH~wCEy{h`28aXifJY!Q{sbUVo?eqM_qA!}?Vd zWloQU%1d&L*f|Q5?YK)HrBoofs6BRPLg^q^fDKIMH{)Z_!b=TJLINf|YX0A!usG=A z@=6dE{Lii%A4a%`;BxJJ?hP5v%uES~+|nyUDV?i2z6T!J=9;5%`)R$mYOJ&Ono$?Y zV>XGUQ}M3dnnBKfl>BJp6r2ZzmHC1`WcZ+eJv;`rMpHz}PwUa#IH-}!T`os7t;i$A z`Oeyq!Z8St}Rt|@CPWk3ky^D|h63!NDpg(v&EA4TRRSMq;a86psD*;8UYcTrotYI7@K z?;$szDKE|;OXg0j`(X_e-;ad-i{`QTx%x=twg#ZwK?Z-*_T!FJw2ub-uxgO=#H!^G z)l`~P)p2F6XYJxX=MHFBThUTienJL(dkp($nCa{gKo$A#{-s-0TyDu zs*mq!>G7B?ItwRL$CnRcgfXuTGwY)^o8l)Fz8zk9FZY>3zPQ47#_-L(gtZ-`hiCAC ztyQ+iT~*mu?7MI)jxSfai`Ea7{pINe?y0svMsKrK1 z2d%?+a1v`1#Uks7!saUMd2M%g&g?J>( zzsu^~eB}IYaeyIHi98H#Lg99EW)BVmIb@Y)yGrB?YaJb$;`7w0p+vKo^U7n&so?%{ z-*t&=e_jRnMO6HX4ii>4$jPdlt7_6;rer?qyuZ}~xT)&Hbk{bR)D5U4grLcFXjM?w zndGO^++hjkSseEQ-=Q`7r(Y)AWr8PvYPoyfaR=R0NA*wJO-Y^%PkVrLeTsS>i4$d? z=UTUc0T{T?M(CLbeay8YkzKE&$lY|egD?oMDp2Y zG$%UE+1czCy2t1Ex-?;$F4ac)`w`JsqoX;~uVL5_KiebT8tvdOojHY`^?RpP3v127aY?GMF7f%}Ry7mFf?#dJN3zS=_hRZ}Qn~G``#9;3uk@CtgK4&E(bG_!?Qc87vv+`181!*$bCkg z#sczfd|J$CBv+6Fab>sKbOJAY9>W0^LGe#A0FpfByh z3u&DOW&J)yB+rM({|}5b(;1-XuY~J95tygWCzV;huWlqEJvv7e)E(h)x9k4?f~;Sg z)|pWoB48_CcsAdgTu2XZI3OG0{$NR!uty-*LIwSOHVusPUaMMXxu?w~PM4Gqm@7sD zu5?k6#Zk4qS%#i2Q%`tjUf6ohs&e&SMb#UkWqO=zsSef4QjJ3fe-#3<0Df% z2i!7Ospyr<($IV6-?9<5*Jwv&qT=?{YZqXsN|j!B(~ijFT1D^4pJarMK3oXSC;w$i z*|ZS#7v-uroi;iWkCv$Hej|R*;dpiBr;WeOu4ErBH9glDJikeg$K(q@bdRexoVrB7 z!a-Agmh=```x<^dA(_w94nSh!yX~v%@{}DGM%a1711w*vjtb)t{~OP9IcdLKN`305 zw{@?4zhYv)(pK8mwS05U#(`AWUJefRIgXd~b4uWo+%&3e1LQ6)tvjItsm!T#yX*yt z4QjOcjfkiHoC)NDuvbUn-I$bj(}tCMu7C1yGtKoM@r4O;Ay7+#^~BtBO=OM~d|%FT zhm+LlZE`+kOF$%eMP)JSf~=0c$v`M6KT6~CMti*kDklDXFt#PT)g7rjB)z1IxM|k( zCENYv8#ZYCj5?(rys{KaZo8a=YFBwwC2Fn2Qxr&Spk07ZG(obt1_cd*l;z?8--YXc zJTT}qni;zz5jk9vK(;?>zQP+1|Y0o}i0x0C7 zTP9Vd-os`=UToNrmX6$8_jzHD^D(`XzQAG2sW-?-OU9?`K=Hg%hFmk zg8uc>w_RsjamvESPb%<1RGJWxLNcZH{hxKNV4r87 zjsIWk``-6Tqvy+GE+gt!B(PIey%4q07ewOQb2T~{k~oVWbm#U^N_4R2i%VVe@!lUgjkhGwKNto&JB31vGncS& z29g&nm>u#60)p#gQ=2?_W>-a=&N=GN2hWMvIT<8KK0>;+jswp*55nbgfEMfbmM<5W zqgIyCyh@rDmSlIGR}Ji3vzyB3*^wZ)M%%xV1tq+!T;bf)F<>;9#59Czb5@xamxB9^ zUt~7Dh{SqPciW(hDW;{`IY}r(YY9t5v_a&vT-HphbDbsZMV?cWC>_qF`jx|La57?Y zLG9PmPwrR4zxlZN)Ax-2PFgX!5U20@>HR80*a}dH$!Gt0)0VyPN;~9kd}fS)M9; zCUXZI*%v`ZQ}M_}^o_8@;l;|(@xTnZnslG9`plUj_azb9y&f=hxJLaYisSr38{m|W zU;u3Ha#QMYY34pT3BUoGMZKQuZq$wLmO6{|rx2u4HvK;P$+pH0U1^Vo!;z`a`oXvV zr!_~NF@iU4nA=kFMP?l*n{9!Ga^_(irq@=661Q9_a@d}jdsQk=)lZ$yqTE?zL-uYP zr<^z``c}x-E#-{n48!&&3z6D0pZ3TOpX&-rZ|du~KbWs?t=8`qmhm~grMxvyjb7tj zK77ZvHJ((~y}QS?9vok3IfT_rp7(FDd^4%=k^lg8H^E27P6%VqFB}14W}i6s_SyRb zWl%hNB|kXz7rH}|KYfIxebAR>L?o!-7Avu?orhS7#)p565Be>^x-y0RJ zCOU471s(qh!&@>Trva$!kl^=L*v{askp1|AKOf7!peVb1AlT(nHX2wT{IDq$o!W*Y zEuM2z3d}f@F&l-(o>RAiB;S~SqJ!58 zW8EY8z|O`Vp-F!@7sJ*#wLEoTe1nw_>yoQH6bjm(-!M9}3DVxPuM!B%&B0961G=B?U%_KPfK2;=F8=Z0iUBPkfG7a-+c`eA z%WCs?flJnDAANY?*f|WuC5dA7z2+L~_?yR5NFE%o;3#G#N_h65ZHWcN?(<3%*E@cx zS}^Nx!CbhnunPq`mg$)R{SV$x21ZE~QHflNlQcV(Lc-vew2qZh;v0gK2K1$Yl5$%l*Tp#-lYe?J7-}rqTzh#zK!mU&Ovs`3^#pmmX>Fap$ zTFt>%^%a=PgBM1J%e}DvyXy>EbD#U#ynp8wz2d#x=)C(nS6BO?zt0OHi?;6^L=znb0|E& z>s#9vT_DMu4gEJhc!;O`@bs{M5A*RBdh3ljkDhm+*@qdcRq z{efcx}ze)^B{yYu(#mTzQg zG1j;1U~m-OMv!-R&Q+1UklNtb&S??^luw;5DB$Kep@O(0UgzHc1v@j}{^oUUZucS_ z^iHG8cApTBYSOD#*kBA?zH|OQ?Y?*6LHQiCoBt*sfHk^M5{s0b2{?~wlg0W0Lpjv% z>|7H4ztn8VvMPYaV^*0^9-`@6)39oqio!!*;dc*5~FMzAk>`^_ti-dq_EDL%}K` z`;U`_A{^1?%d~ZZZPub_u_b3EG0W-p&R40j+-}%yQoJF(s5<>kkzVhU%8YcyTNgGv zR$+klH~3R7s@&-2OP8Qr;0Jf8a2~tjuo!deb(cS^8N9c?alO4!Sz~v7$>m~qK20u< zF|vcV;SzN!-Cs8A6rLP_%j&!N`z!a$gW)lW@9%wo{M}bEMZ2_M{f3aY<}wD`@|kZW zDX`ybv|RWbFks%!!-)mGA8SnV9^ZG%zn<>Cl(n{J3+bqK-Z;by0;ABkV`3lOyq+}* z%GAThZv=qv$Anp$owdF?wU$k{KC1Skk zb&w3y$(!KsO}4KE>O=4m_e=O@w5Er}!4x>PNAmSybLvw#uA(Ls^%T0?cYBKWQF-Gu z+MOcO|I$zG%tX3SqfUqbiJ2nQwz{M)@w0a*9Z314->3qtbF@O^MXseZr)YwyU(k3< zG|D4?(`8k5Ohx1Pu$iyJyHjZ|kcKyT{7H1ZdJubMNBW7O-6Yp#YVY73GvHfdm*jcs zPF5$=>9BMCqP5Q)x~_H5DRpE*bXC$A_-yZBKrXpg#*n|)NQb{CCycqVU$)i>Sr zXZZ@;Dkz=aRpTf8`ahh!y!y_=YE89PF74ZgzihiKJUtL64nP=K!Ebk}RD6^KUAEqyV(7-nhX=q~Nbd_NxzXxjs^Gw2(Vtrl-#ZGLk)eLeYd=mGu^6F{3F1C!Omc&K<4{xTli}(IpxkOc`ECDh1V3~Vr&kBVL_WL#Vr>_F zll_4y3|bKF>(82pNihkfdu4YAAN;uRS9Xv26h*pz_GddTwJn$aATaV4ZrH-s_sVKm zbD`Ar2vy>_05+y$)a8IujGNr;1smO3qfUoqtH;m0PEUaL%+Fr4BLvD4f4Xk&jSa6| zZtl17=vDs|TkUcU)(cT7v4_X~>t4Q=qZNvVOLwCLe}CTF+=sA96Hb9AT8&jN5wQJp zN0CHJ_e_009>SMu;%+?<+tYO{vohKK`Y#U$SB{-KChzeIv zP3%5@3Y&9ts>Iw#k`F}hr?2wRNuVoIH5s*VE#Uk{XEiJBTgjgf8bAYNs4|FfI?K;s zh9bc*Y&1tRby90-gKA2ArG8p(Q1y`3`YZMYios=%Gd7P^ep?N#?abGtO{cRQwwp-h zZpxy;GjO1uuRqRC3X4kRnO=&x@Z}31Iu!6$Qa;b~CDhYCpTF9|pOJo7SS%{Lajfn& zHP1LU4AL;CDcITc{+O1@2|6FV{EjGmZuBS4e$95XnjCQx7|sDywJKatJ=(M?G~h*3-LM(rbYtB-5QNz_F)gr5sE=Da=Plc^|5hyOirfv#J#m6M^lGwyV%Em! z#yT_M$9!U8WZgXdzA}_!rwby-+{?#HSKF+$i2l;OmLK?Gzbq%$APu~~(?{F8!{6&F zdRQCOPN!=W9!elVYz6xg8bi&+J$_ z{-#Uya-}V#1T|SeYArt=&YENLIvB#mx;mQdQ&;-qb4}{kIio#(*+luv(bt4i8#V<} zqvN_OzLmXm&3HB6YKVQElxN48&)4{OO@{h82Q}|a5!$n>-XCy9!a}1>?+?#J5N91C zIWK!qA>kBaP7X45P`sj;lh0e9bMJ5?;1qUr7Q%LuCn$9nvBhzvU%r&*yOMUm$44vU z?U!1Z9zoGNj}%!Ptn8daKkCN)cNv9j3H@A?=PJEj^V!_r?DoKCY(-CiF=@|yZ98Rx zuHJ{UD3@%#QXhK}1TA%MJSf*bpvetU?96klWEWSXw*SX&t23#!Jw~U{=YFO8s1;Cr z+nJ6xnPcwXC#z2uzT$IH9n|fjbryy|=5imZQ85}n(#sRaE)`~TE}G^C{hm{9m?~Q# zCsO>oyk19Vx_=!}Q!>)hU;i&VzBk8x?=_m%-W_jRvB&lmBMbd`bM00@Z__hw_3H;c zt}YI)B&*=;RCCwErF9u1FlyN1eDC*aj9wEOIuw7$WDLTKD_)uv(i2cTHVeY@NFD}3HgySdIwVYQR+fzw9~`*S<~28=dC|S8WSQhwkMEey7fusD{3w?y>6Du z_+X=5d8Hhj^PxJpjv$kWzzU76B;4bDAJz5=pQmk`pbR+wFTX4jy>SD7Zq+}cRZz=~ zK?!?EL1lLBJ&6P|&&RK{6wnX%%@rPTEHu#2;lJzSf+lFvmRzg^m| z0xto7r@i1Xmc%xU)vRO>?6jEblK98l`SEo-O`z`#4Ak;SJ(tkO`R{wt0rrTYbUpW7 zk2&8&hX*2RBLY5TU0b?&6MeF{9e$gcR#A-)5M1F^9Tz*8H)hV$#;6ztf#*HT@iU~B zFXcFz0t30wRxyTtiu7_+^c!BQzr^Jk3FZ{JcUuAZ`IWF@N`ph9NQUjIFx}C)&_5lU zo6PnXmD-iU!g|4{4^mnee>o_TBjGtenQdARa;-M2m*=+#q!jh`mrvmOd#r+ub}%@Y zO!0|o>9Qqw_emOZpaERAan-+ck}9D;&Lj-Qv>Z3nSA!q zjz2NQ^CNdEOEY>nGeF4~o8fuP8ZE)Cyr}Pek;w8{TzbbzZ$3-%!+Ttk2ebE@Umt9% zpMy2pZe0ORQ}@M;_4GN;kcmt0h%)_z=gS_X@D>HIHO{rU>sL5bpqfKKvoyDX!4!HU zioam}B+T*Q*YwIWq!uZcKZaf}nzKmWD5M(MTs4YAJ?GSHS}2D^7_#+}zu z4gFB}y*JW9%k*qEu)0yUwBaK!NZ7uZ`~lHGe7R%1?@lVlhI$3b9?~S4= z=61HX{2ck({h_!D%k6i&-Wo*SUpOL?>*6XMky(`{d77EFnjLr4AeB$wCZq)aBY-@R1QoXv=<{(gFJ7PvSz= zzo!*7|9hq#gDPLa)gl~2N>2CKdJVAub$cJtav{79YMd{#ca~_K}y@kx{+`C z1BUA_?vG?qUWH~ge|hXyL3i0bzpwFXnh@IP`hPoKz4M8?#&((%7o@+Y%U90h#Vp&< z^)>?;MPA#VazPHc?10jwP8Dz1qFGtYczPC~JD9Hw;dwkxA*yJLztMm)pe>^Wt! z%N;6_EgWrb$R|8Unkkec{dEY7E)Y?sHEapqv+mtGVA>a(#qt=Y|Lm!`*QFB_j_%KE z*27lp4)*ku<8`mLZorYq84El3KPb5k84N!=*COKYSIbwYHchcLdoM`)&kmxLs(Noa zM*jA!hIP)XwM@I(cf>;_JkGaG40hA9N zTNE68LXNJk`A%)T`xHKhEXsK!u9FkGfz!|&8rU(rV0qt6PCP`HDv-dNoi6fike@0O zqgnQlUgi|0O|yHsME1#SM@rfOE`OIK9w&v%!tx)GtU_Rj`ntHK5&&B{weMrG}2oqt*mmi zv&OKD^q<2nTG$2;Cfzup|JQ;+$vKOl`Ba;s{bFTt|8C6g?C)gFeoPu5UJ+rdl5Ugn z^P0SP$Xv}EZ>pgP=_S-w0PN9CgJQ*`#VwM~y}h*#`kS6V%~-vu&W(A}PIh$sW;Q;L zaozzfYN7=e*uwnw4Vn{&jF-)%*T;q23N)Y^b0iClm8^qpdsg#nrKOURx#*agyBblB(w``q%~?MJ z-YniU=>Y^xu3qjs98I0-6Fs=~_nUv&ht5;1he)=~yXUoCfKm*K}nWRR%eI1)3j+skx)uZjy>E{p7q(ji5eE&qtzv zvsaI@{_6Y2p7qQ^<3n&ZQ~5SO+fR1Qp~YM2TU6p!OP7aG7?@f}0OipS+Z@oj#$;D) z76Ra|tH8TGtdn6gV}&XVo-i5P_q8TT)ub*&|LA`IPh8ojL&+(9Z;y4WoZnE=i73=4 zTBFOaWz~7X(WnBv$|g6fZho+*zX!Ex)_IPAhwNnYy`Ai?>eq@?{fQj?)tSn_61j-3 zS1c5T`~!{8`K|iPnprPJ6EUBMaqhlYfUL2KnY-jUb>&|a{Gov4R`(ZHj63b z`*k*6&W^(zo1Dq%o=8p-5UvVi_nX<3?$OpHe~Qyq?$MUE?EceoOfiQJZ3yER)2Z{9 zo@?qVieGL?hDA>DLyYOd8xa5vzg?Hd;LRAlv7;!RC--wxKAd}k_*bq>(}p`~M9pN23Z4Em+|;V6=zc~M}%)I12=k1J_zo4%EciyV;UH4-cDR!;wZ2H5|(&E0qX z=wO_>yG3W!*8T>~UJHDl#b^^8p8Y8z{k2?4MhoM01k7&_A#mXZ6Lt62TW^j&u~+8r zKSLYiKQ$jAcdC4Je;UwX)9mu17l*4>Et#ndV}GqbyS4E(g@9tMQh2kk*PGLA^~v}J+BH9zh#n*bBY0rLj@}Nv=Vb5pF^Kxbm*e@_ zZ@e^o6!b{In%#CAVEpULn(vCxxO;`M;v5^VSEU({ zij?PLyp+SR>EQ6WomcN$hXhkII^L<5i&xDG$(L8Z$*d;i2jHV=FTjFJZel5)d27H z`)48hg|E3U50DrI{9vcgtQVF|w@*QQ8xKir8C*DW( zw44FR!RlhNw4OklR{4fW8Rv^%1Mk+W-Vh~5J~ywFN}KvO#Z2mws6<_-382tPF2mwD}T$Xk}TP*Gw#B_8{1zIFJ<((ME+akA;^O5eZ@ z;kOX+dgZB+e+Bwn5w2FSSi6T{Gi&1rMO!mcE@~Lwxi}S2X7)Z2PKrh zadz)E{^FUF`*z3Q;cd#|!D=`7RlbEp$ZxZp)Y$RTAEjW>WnIPZ@!O?)WM{gVyoC+p z{2li}nMo7K(^G@*{s7TN|2Q5v{@=9FXYwU-s2y6XyS_i_nHMZZMfG)=FBoK04A9vn z`R#th=8dWTJta13LtG7{A@?jve=eR??XQSuwaN+YHP_6MZ7ufnko#2Yth*Vw*Bi-Oi7kV z{1c%Lg0{k>qoCWB$=)}aJmwj2X_s&L4X{Sib6KTFWE)Rlx0Cv>yB}c!B>1p;c5BGH zjLklS7aj-3rgn9LmpaK^D415j1l$fDL%VehI)&M(cG9biV{Ce>_i*&}I4OC17jL&# zrM)x$gTz0H>rMFjZsbRQd2M9#`DX)kFR~?v3EO%bn`gJNs3s;40pL@?U*v=QRc}C| zrgGHuVf~Gm$Y1Ya;B5o$^U!q^oUi!kMLFzw?(Y_R$||y2z1U<5=GecX=i!i>&-!t{ zw15m$Z`8J_{-`kLP_jjK&QGy*_}eD>K7YV$eRYW{o8E4^-rO!b59$Eh1!>k6_EYAW z^14P|y#DQQ?)p2z+q%8fd#^rAt1bo4GIx+hE8PXtW$$w>DH2S(CohXa2oM={oL;l! ztRuG*E`-)3z2ba1_+ecWKxe_z_J57E<@aFEHCo+Zh`)t%oD8UKTbg`|$zng3+oydk zzICp_vWwx>@WNmEQ*I;nKg{fzE%E{}D~6mZ9=5xpHvrzq70@B=>qo8^lRIeboY2GZXWyz0d)yY7Z|g7|y-YP_3L)6njLiq0 z|4W1kA2;W9Zspl>E?;;~fCcZ$XuIUL;B@B3A*e2D-XM;zbbTuN+WJm8{az99Ik$7( zl-Pm0Dt}Im>YsY$%2~0n{S0ifR+{yd0IUx!t^ZD~In@Ll8EzdWaH5gq-7i zXALBgrd=2kmxl9MVdrXld}fT1M-IIS?Dbadq4C~dX*L_eRRhl(A&7xzm;3V%NMpu> z%lM9LFYgz7Q8+B#eULTZnfM3%PNrY}%E6cy$A?$Dl$YZRh?B--YoN8+O_{Y9VCS4u zk3^!^VtcD)15lsvb^qMhwVc7Dw3Oxu)KQJ0Qa$-7zU8}#ew09rN#Z6-a^bHS-*TEeXh?mt5-zD5Xg)7JNpEEA1A!{X-|O!bU+7Oj6bdPBCQ#~aa1t%@eMpUa9VXh?a5*4qO|S?r$JMGG(oDnnUfLlzLw8)vbn% zdRC6(LKq-_Qr>CghB;rp>nNy$%vwGsZS(iy+5>wW>OvWeF=6|?S-rkOahlCO3O>xF z_9(-|-s!J1;+h9GXb+lH!M0cT&yO3M7Qf9Dp^hn;2omtiYBm$jzdc-~mWp~1>$Cj$ zoUc80td5ME;$Nq(vMCG0lKFGn^5#1Cb(9d#=U(q>ZFIcCsC1YumWRK0^I_WP9UHdW zS|CSj!};TqQtU6bS4}7Y_)tyX%NEBgf+@W2sc_`Kprv4P9b<1^3lom-$(?mn&Ow#+ zf{xpY*zXLHMw25$E0;qdgXv=hBI;4w%cB+lR)t4+z0CViexom)-|~@gR|^U>M5BOh z@lia;W?P9V0fFZSr}@#9uE5W(n+RRKjo>pq{C284)zW%9e41~(W$B1|d6dVt=VnRm z@6Sc0So_3bz*oTs(NbMIH<>*B!G{_6)^strL;a#ssTsvb-yFX`%lsar#k1BORDiau z-QpsVWAiL1ObllKxzyab4|dW1Q*H%Lf0=cD%6ih{Ec*S0R7btgEA;`k29N4>)a^+A z^{R`eH|JjOAvBm8d@@h_?FnQ<{Ja_MM&$*90vYRt3K6*rbubzW4WllCq>c^pmYZ9kFG+5d<89g5o=je?F?~8a ziYu9$tNaPYHv?;~tbX%=$Qke}(9ql3B?YC}eYFq>!+nY;&lPWrC=3fNK252=%9P@M z>v1o@mcQ8+8-S0qDptlHfm}DrWhGl-zaxaxDnlrVoDUI7e{r;6q1z#X4oijizP!!P z_-M1sH{$1qAjf8r)v^93C+0IWgdOW4J;`Ig(5&v#y?LnOPExFOs)ytK-LZ$WO78C0 zW=y%QHw_PgR>^Viy`F7cP)lSv8fS9TpYG=wW#4`Fx2mkR!0172VC@8#n@3xoXkwRTd! zc^o#{J8pm;HOK|lV)evaR!qCl`RnpmXz}u0_B*-u4nEV$DZ?23Dl#Ru$E`d(QUnmP zL7huXw8n~RT7F|rlDAw8Qj~?CLunTQI$)@_{Be{lI#ZLXHP%%~hHW0{l_^j2^kniy zgA<9Yqs4<>L2D42Oy^;zu?k^1x|m-YTxnV~nFRS$Ahuw{h<3!|=Z z{CS~n90twHw4#(32xvkllvdd$xy)|GUyG|<)NC^6Q-S5&WnwZTd6ILJ$%(FwyES`s zV?3bzYRgBbQ#VWdWfp@OO_&ta^l;q*%%BxdrDFdLsq!ILz{V%?)7pMk%(eM{{&G9G ztLWYuKAO;a8(drhAj;2?&97ZkUS8U_+;_m5qjRDAz-{@isje%Rgc%q-j@?SYA?HSU zleIUC({Hs+;89M4J*`nglV7?|f9uAuU>vKA@x2~~vH~%#+9Y498;8b}N)CR9-A3muARKi?UL9J>3*ypNt zS5t3QxWVYA-YU1^^I*NrO13pzth5Q=xGl%a-?tr?I+qu>_&CT+AF|bz++KHTM`TlN z0Aw*s@GN&I8$9+5X7BmGWn#jBcO{tZuM%zSH z3WS&=Y|v18_nLBVH)D=y27gPK>u#dF_qySw6DuD9BbBwP(s|IR^TvLX|D*Pcv~y18U<p zt8k9v_w_ibJ=}dJ1Nk(1nAP87@i)5Z-`|#OH;-aj-B46^T8-773XvvgvbaDLB?*xD5CF3H}twJ)7{jj#U;t~v(R?5iFWuDsT zq=T{+&$0`8j9=ZPLl*bWiP8MmF5->w2Xb#gZ8d#s`F+b4bSCjoA8g#-ZF~nCX(vBz zwEs^0sa3XaM;+jBsr+(HNaC2yKrUc&Z+yNhQL-OzMZw^R{gSwS#!?Y62IWTAuPL;2 z)%HRE^XF`m1p>l%Zl%@q(BYPvHA-Yw7xJBN6vJs?+(BK<%GV%o`DC%3kvtSHK@iw@R*HdrU8jk!srm z*4b#e<6*KcLI>Q; zT&dl&l>STX1fbu}&H05G!~T1B6R6erUfAu+P>@2~b8)!+yX;RdlD+xixi>vB`{B#1 zop*nGsU{OzJGQ2DPHpv?Fk6~zHbAbNQrn;p?sTD#Qy*y=Qmv=0SkvJ$BlCqv=h3@k z@7|JKUx!ti8L?z}{s|cwwK@L`HE?OD?fc4}=$GdCZy|he;wlF<@X<06feSU0 zWXP3JRBSul%Nq5W_Ykq+5u5eg~2`q$iGUz4i}d15bT9<=0irEXwU zPAft%=+^zQ@ezlBd<$fWX8!wkZP-HS1Q!^nmmRztvNmh_t(6^x<9NH*z}dW^?oxA5 zMK_J_M}3Jw_azywe!Bez`l$P=o(??{tqXO=A}UPb2o0ooW$TRsR~j9Lcgs7c5J|S8 zi+bM<+Pk4k&j)bnsX;shcX9wu?vbDVG2%aTSt?m>p@DT~FxtaQhnfXe%I`UTRQ!88R#_w0CnhYn@dlJ#3NeG9=dajks2RR0~Cx z0BcOxcrAlccTj|@$%!)7-70pVid*_E{Pd0&iaG7S?wz_kE9HC_@KL2t&WC21r5mN1kfru%Jj#gmAdl|W@5XTYN@73v z;bt=-ZZKYIBx=8i-EwH;;P+ zeyRgRSu8A>c7yf*gpxIG(nMq(;*I{^xBV-d0-@An?sMHBh2?pzz9Xpz0{~*z*_ab{ z%CW%hYw?p#!sG_)&t~iP)DH5q9jZG%S6Lskx!h&hZnHo?Cn4Y`II4f6PAGswu-k!gnRu_ z`eRf2<+EyQ>n713?=&~_eLAJr?RIAM((1w`#U1KD7M6U@brMT{t=39V{4C1{v$wMj z-(U7P&ky4p_j|@hX3?>pDxtQifBo%&zWq=InQAJ~9723?HfJ5VIes??e3k1|U1$TA zt54VfNxA$}i@W-;^-cNl$~x#WTb9a zRWDlQm@j8#6kM3;u(dCdvjibq)8sg-0vf2( zon5g<;j^ip;(nu7xL(^6^)fUONqr5B9$V^EGQK9}`#*Ma{xZwa@T8vGrG-~M<+yuk zV}E9}mPp{XyN+-mB_;qJ+@1NqH@}tzvWwK5-%9+PNh`gsg;AUXEnVd+7C722yuf-3 znzQ#Ba{fk&_h(6CIvTqYfuqyQg$8c#ekk(S-~1h6g_k=`kd=etSOPZhO6(N)A-`MM{|j# z=o9_J>{-6_=L@~c?E#^;oU~DShG<^APx}VemOm^A*0-MRCcO-?kj8|0^na%xv)vE( z+x=ZuLq@qCQBoZ%j>t^`mHw%=!cLLgsDHney3hZzl7GPq{?LCv4~wNeZ+aTo%bUMi zVw=6I_!(Uy7ejy z(NE`ga=y*+%Iw@LZ5OUPasITqCWq>O-m86<>V6iwZwHdUP*S_tJtcnr3iU?}UG9AD zS4S@IZDA)~DjrCO7RvP8tiWePbxlmat-az~Y#bM&Ik#2~w_99)6^m6G`(J)2>G({y zMoS-Q+LpX(Y*v5}qACG4ffYxmf%n9nfBA$4!*)x{Ho%mE`#eAHjAp7*-4Z8Zbk9)#VR z{>X~SSO9z9&aRF9H+4Sf4@~%e!Atf9uY0?3G`pZh9NW(^+eAfuCz&#fm_&TFvF{UHL`v_MRi4OC|V*Q-CRMKUi_=0r*`B@nRXL=vBZwn(NLF#}i+iVM;v1-Ecj%MXtm z*0yKQ{Ps)sy+n9s-0WDJ2Akv(%oY4pbw8sSF~7d-N-=f>9y*V?c)WXgmq#rCixeC@ zckof<+FrQvevJUvs!djT#e+agCp$)L%hEf>c8xafneQ6BNt?UIctrCxmtt0OfS2+|OcG1LBb85I;TQI6&qJTEvfCz7;YXlG zgPaYMvxv%8A9h=JcHNyQ!Z>S=X&` z^z%T02LQStsGFlNW9lr?t7ZP~SMAGLI`zkpEFD~mL_)vYzFp$6p6A^e9TG3+Yz`g@0`@{<_vL^m-4VMJvokEgstjgN+X^M`V!wJR@GbLWweVpy@ZPz6QJE}9b3r#T zFbx(TX-RMYuJh4wVzjidUE4-hUp$4xgdC}{^h*B@!bj|ZsY(y&-Q8LkPlTI)%0&+C z4@^^T!Vltwy>SZdWs{7ZZ?wr3I?K(&smLkZ9Kfw0BCRiRDi8P-MRqGmc&WVV_goK6 z{{rOkB?0V|k1M%}TQC|-e4EbHSL0=`^iKa*EDJmzI=fYQvYh?htI@5)eB5-gOx~QW zjo-8T;RZ*K7A>w~B{1hg?ZHePzLSyfFl zxAkFCiD&>Mszsf5UXNe4GET1O>v|i(O4AC}BRv{4oOU@z`naEtCHa&jT1zQjwj^;J z^^2?BL>f&OVmSk`ZkGuEBL9jT8IM1|({=7Y+Q^WP z!z0@n)u!z+Fa=;?ySNY0Y<;gf_*6Ke_ne&|4f;II9;5wsSpzsSY-J{**cjo2<5_07 ze|bHv&?M)m`L$AnZ9Ff{Nx9v8SjoZbugo&Eq2V*L4ndEQOct%?D5M=v^Q~{_t~2hK zHPjV>m_&a6K{{V_x^Cyyv@yHL=A?6kqGJO^Fr?SsgJFa*nZUuo>hat*s=M$*{yiB3 z^6lO=-^;KC8~n6u&AeTtaQGc>+VjJCGTc#SY?&=}o0x2V8y9+%^x-&__{8UZ$1I-~ zGw-3v8LD0;TRZ!q5Hr6P8l~c^I?!u2fDr4g>N+UGzz1Xad=*)`ca#GKLx-LElT)Un zZe(^Sq}>9cIB6c=C_RDA@xE@)GyT<4yFDAqK zXRecp08RYkk}L-A7MUmL!3w;u=3tyDZOeSL_2Xf5?5fu#G*~+*v*|mu|7mGX*U>*q zRBM&Gce;12{`&P!5p9GcNVUoR(Fw1bx!VLeb-0rt9j2})4?~uw|j%ScKo`5Tk8S4+5I`0?%?$#(m2V^qk0cwm!=l< zT1GLLUg3mZz?{z|mlGdBVg8x$zPAi-Z*sfKe@~^U#nko{6tV`uIo_7U>75|>EKj+R z|Ba0@v+P#w76{&)=iQHH_ms0MVpnbE$za&I?+NtBwS&jxg!SE9>n+YFg%}m(FHV&E z0#E@C-zOE{;gt~9K$o#J0*PU*A~yxx3wiIyyXKHRf6DV{{^R$z_w%;HjDusLN1b%~Q;?6c%ekT=pOYWXOy-(&YpM6F-HfRjX&17c!h5L|X zG)4fF=$Eex4;?l54-s%Tga0waTNPA?%q)e5hdZ;_b-*N z`7$sGh>BbCPhK9tXj#jcKy055EVwOdFNpB-B<}Z8)k2NDqv(4{x(~mtnF}aSoAA$jsoSW3SaSgvrxRam>vUe(Aka`i?jvwc%=U7AN9N{FOfL4fZ-5@`;V$E^u7IQJKbm6! zu=tL7%J%)I>DVe%odz8^TTThuXWsc9WT~7UC zr|`_ps-GnBtYe{OwP~mU&F#CTQDb@>U=`~58+0`^^5V``JdJfyI}hGP20P*BUM^rB ze#xbcN{=b5-kZ@d7u~ErQBLFh_?(on2kUR>9&cKu$@*6Z!E5o2$r)M$|F zoAhZOhNJ5r&+jkNz$@H$%pu3|)IRIO@WQwcxnD`QZX2^m#_xu{2PX%V$Its_VT&9_ zSCd~sLY`T6M{Zkt$^g(0Hm~!HX;1F;{EYrUjn0=F0H{~ijJB8V%(s5`I2H0|c#1%c`jG;UG z9S~^6ybVTPUJCN-MnOM_)ayJ@@Iz`tmK3vIKXKYF$pPDiusrF@g4MOv>807-VsCXHyJP0aYw&73SjZ zJulMsTEIm6%scCgd*8sw-}(@Tty54}+@e8aZzqpGkaiWQE|fm?m$z(qd{+5)XY(2? zqH$V3RugGTmIvK~+Ngq zCIiVjbf1YsZ2sy=@oM)9zsm@vhC(+8oDb1n%jnD-ZHO3G@3FGKIVyu7vQ_!)17j4?=%+`{MBA|m}&nowlePkB+YN0GOFBV+>geym5||t{jtsE zd{v4S^|DcL#Xohl(7RT=mk~{l1)sMqYBP%5*39 z8AxEis;Y0!KgYA{aM*m)xLd}IS-<#^7km{pf~RBP7lr+Sgpe!5tx!_&G$>IjlAxX1`C_Qp~^ zgQV14sjt_Sdf%m&;!oY{fAYQFnl|jD^b%n*DUOKgyi`xDIL%Jl=AP(UUmsg&6M(3izzJ~uux|kalY-78+mv>FjRJ}@4X%Fi7*JvR5 zY2!PpSy?le&;0!FM>Wu?lx)`hiT^1im7wQ~e(&*;=#U(W!O%Fe=#dsI1<6(%2u;eZ zGb?{S)9$<39FFdr0(y=4FUwXQ6*=H_+RSbqxWc}$(V z3u#<#TjS=jnRv0I()b=z)Xq86k3CIzI=1e^Izt9mjiPDnBS3L<# z0MjTu?4AugHt;6M6P^L2-hy(i7gV0ppnzie!q()L^}MT^D@c#_8n=x*&s_j3E3Y+u zeYBnL=AK^qDx2*ubMy?O#8*2{=J{-JZn3x0aF3ANi57l{E!-yPQnt?T8ChI+N@S%E z0)(${IipCm; z18D#I{0S#x+&`PnbVJVpn{hQja7z4i4EUXs-}qie=KaLgI^f=ci2Dxe9cm7Lyo9%# zb%OcHhcB>emFM$;aFw+!Tg#T^mciPn|4xAnnIo|fZ}OP)kc&bn9=>~k>6jkK^{`!)>fxvBAFE2L&MHyDo zOKT$BGpEp7x(gLXzt+&fUwAz}t}$`xJxX$6F=ba-v?)r8-56+-EpDHrv?U$q#lq{e ziC6Ob$ut`~>}7uMJNHmXJG@D1zj#GjB(hm-K8Iy0AMd2RGZ&G21to#m6W4bfIKt*h zJzz%*b1E+Pyhqg?tRwZ^I)J0>>Z1~r{c24aZj)lgn5}Gyjks%6bXEKezh40wr?hVs zgmC26o<%FyE%B>x`Vqk)O;Wpzt8NqGV@m5y(3qHs-!pcl>}f1!^}i2J-(Dl`so&rw zFYKZfpAz#!xm94J{Z2tv26GYrJrfwzJcr0Zn^;6+zujxoLi_XuvT5r+ zL+!W&RGvMQZPxjtwnI&B*wtt1&i$cJKy}}X+m+L$Hzdl_ zocKE>tX*BcR4hj~#B&lY4ztH$FEJH_(N8Ddt$!*aYdGa`r#UZ#%b9LBco8e&IdHZ1 zw!H%hU4eN)(>2EUYc@XLpm%+dMtUnEryQ@h1$6}I=h@eQWV-s<^*<@nXF#<@?OYx_oVwZ1IE z_AFX-D;X>{2NgTbjY>phFZ|B^6A)D@f8Ib3PkF)o$ImUUI{%gSF} z5!hncqZDn8BP>5Ml6-6%TQzkX_6DguIi%f1 zfjNJTdLuVm_w!)n+jNAI2{ujvqi#t9R$a5fPvap&+(JMkN{LMWGZ+P%Y9s_{yG$0v zqmaY?>YLYalz9)Wc)Bq8)(zT_jr}lM<6pV;-VCp!ctO&yYxE_9PHgL+zW9*%VjXK8 ziT9oGq`zjn8lQUW%b}MwP)9p0a!(jWC~;Dl)ZUysP160dbt_L#!_y`Mdw_6fpfdEmyWjfb7hya%WyPRtso+_a23jg@ev< zekP#OeFLXq{R-a?BZga$_DWYfy8F^0*%vrK&@ReN;ioIGF zKz=P|`rz8t-=3uCE+bX;)2J_%;g~$yo2U?q)ExP2juCpQpv{=S@xH$L!6m0*vkCnm zOLnGH&}g4Nw^@GBbj?+U^V9hh4<@s5ML$)lGVD_a6e(;=bi1Ae^ZA%hm3-C{fC6EI!oC&*@n;X0WErC)198*HJ{qUd^x+%Qs4oeTbcQ+@rQe*7-Ur4dJrJc z;-`@wE9_NX>G6f@o;loH=LV0&l$ zTD2*auOZqym`mTITy7MGMRc$bQeNdQw3DeN9=cRNa0u&*)n)!zh!>CC@I#pSOISYN z5<5@ez|h6=F2jh^I1dlQ_Vw0U9T^NR^RS}Lr@IM5hUuU6qRh zNAf_Li*=d6ilcXaFC%~Sf}Wf=yOAcKHdIXCH{q$Xh1aDxnTSY7PQ@}}8_8G34AK9j z*>hS-KV~|;oYdT5v+qIp(a=-8ZH%*OoATUtZ&!L9k5a0am({|l+j0jU(}lOoRyWex zM272Y`OPiuUKJxCaq{Q=$nNMdCHY+e&8c-P#dVbG1TYs@XR~C)dxO^Sj|c`gRvW)6 z6EuI>qeaf#zYFDG5sHtKSIZcG$>nj#P#N8NA5g+PkFIi0Tn@ACd4?1T_RP25e~@x- z&bU!yQ!W4&E=CKn7jN&*(hOK_B!dyR09(w-MCL#9ML&?FgFwK;Q)q*J#bgcVwTN1t|nLkp#GR&HIiR z+FKYOfkylTC|V~u6%&eLDV)63lM0S@Xsp{8ad=Bvx%csdTcdWbqd55Uel@C_Shw-( z-G54_MZ#e7Z~n4{jyEC6x5lXFr2O0Hk2lhA==pg&*x}Cyf-uwNZ)0LCN9K-VVf^hX zl^1Q=(3_d4z1vwFu{c|vJTbq1JUZVCAR~=e&EucRsP+)*TJzTK1GKZ{`4#hZkT*!9 zT72fBlZ5USi2al?!8<*O6K_1JE;U^(qxNxRC9^MQM9f>RbXz*BnuDMw1}<~%9${|o z7MX7kjO1^r@a*RQ1`hmxigv8>MV`EWzxyF$wHt>B|y`mhMg+#)z$mk>1;Jioqv4nSKfStp_8zT~fYu0FT0g zo!^e=7gU@d39Ry6BYE5e+ z#!(xlQ+k;$tU%+9cyK{rH(+iRz5yZj%1bTRF z6u~9z0jUQW=3FHinvG2gFx%=gCuqYQ^Qdb~A0)D$AyPuN%1-7ESogsk3Q^iRRQ5x$ z#B@}2Kf+V_m#paM>YdJFF78R+eu3Viv@}ZmKC4W-DHBPn zn;%|{2Z~@vifa1p{>?JIF+_VoMp|l;mBsLW-|lF10L$FkO86bs{ZnzW zTtRK0l`em3b9(Sq`L_B&7PcObsY<>H(8%dXY=kjVObXd~RCXcq#+Kcb8r=a(v34%z zO881g^GT26VfLiAY&rMRIPB}e9&E4s%C9$G5i(bkXs8uyy*DFRC-2A20&soFHWO9J561AIR<8e71 z$bff(OCzQ2zneqNU$>XJ(dkJ^`FwON_LffXuq$S*Cs&_hsB*5Qd-L^E)xVZ;u5xPJM9`wyaB^x`pu!a-|0`OZie^OU2k3A9$wRVq% zWclu4p~FI{T6p(s{q0!ruj$o`V5CtqxaXl)i`Cr@;zx@W-k5P^cewJLD29%Ulxr; zAS~{e8~x26?Hu79#z6oA7IEB{ckOgO^c9)ABM0R!)o+^3 zp=vCX@xQ{LTY7#Fb$;n)ZaX{cj&%A8S3rR);?HCsPaKZ1K_8TkR(4CEhlI^YuKE$( zG-c3&f*!w}Fy<%hY|uTiH*--&S6}B5gz~|cRQ%^z3xhLYIL<`nMCIPyfx8U1Yq!?& zjJlm1jFLG}L2j`bgE8=IIj$}AhO;r+Ca>rSW4bg!mGe7%K?L<{)?*GYyjr`iKkOFfdINckcJR{jc4GtRxi~2u zuGudeUJ=QgNz2gNaM5{~Thw!6c-Sr_$znjB#TLu6?fPJ1djp~YPpug8&EGwLCGVSs zIS_y~kKdXu3p+2+$~MolQ+{?cI#JE;{NNb*cYV6aZC-I`-(I(Q&}46bDp>Y{O){@% zkg|`TQA=eW;!u`PzEG-MR}Xr%d(0-UN)Nk2z1;(%%)*baWqLfL-_6{k`0SpX*P#3N zfB_kHzf2jVS7MmIrsTTk=>t;0FDFN|mHlc}P)=mt*$({KS(W>x$(rGs6;;YMc8*2rxpVk454DViLbKC9S@@ZFvObK<(8;g#pe+(fo zOAX_%ZkS@9o8A=jC&{=|L9&n-M1KYhS*p2e|8c9LkLGpUm$)tQha?r)o{2!WI-%N{ zuVXyHs534I-jTV(oY0-MkkNT=c_BG6`2B6R=7;F@R3}J!ROmcr5Iqo9g7GY{W ztLkH1dEQYAdtK)Gyyt^6=&Qcyi|kjG^?UAJm*N|xi{q~5i{tgjXC6S+tckhfAi7fP z)-<0JOu{tB_9;30*m3CG5AcCft>EVJxeQ*McZ#GZjqd5E6g)<}4$*tgWA^B|GJ~CfzSXSi0Qdo2Q=uzV)-~%5B zbIQM?93!_&KD!`qS3TIJ{RGxwqQhr&*-CQ;eZ8|k{)xm^4DKnRE4 zVw#_S`~4~(m39mx@eex{AnI_8DRrp0V4VMj7np}GSNmP=Yj%=Mw#-TD(gFKfGh1d# za?qY$T%20In;*es>)y}M`o-7QZ=QcH*N)kGbxQPcHRU9E6kg^o6_ZxuIRep34=*@j zZiyJ4dMMzzzD2&C$8(|QNA3E%f?K$dHnnrIU-#&4Jw35>apZv$;-~ot)Rx*0*v6KT z%B8%W)*sW(^4%HTg3LURp)=7i@hRB9QtjBA4Qs3KAw67%m~9lpWm^S)!HZ#>b@#aQ zSpRzkN>B4JA+jt$=UpR=8@~X>qxiA3DM${ROo`y`ti(rJ%|mStmalXJ>TZ<&nf=&_M3J!F$8AEY32F$%5s`3 z_q9P`QEtq4M;){rL`DcoC@b4~VzXT1Uk-oIN?TnE)%l{=`7W3DP$SF5)8%lh|T zN56p9Z{?1gcjJ{C^|zdmt`~cw@)r2H^n(KM{(Cs?)!B4hz;NDKoabIz=_orj`@C^H z7D|K5WiZk{I%)~}iyDOzB3G)$2*ra=!>dL#)XpgQd=J72iQga?)e{$x+~3~KdS$Cc znr24wU$mZd{yH+;E3K21)9a(!=aA%>Q_J1B>~1B7N1cq~dm$W6m?e^LROhfk($3-X z;jy!!Ug;F^BV){>v)~ekBMfV-QQt8rBku{66;HwF7<`-o$mf4GFB>0vmDT**t}VUk zEhS#(*vXY+*0Zx$EwI%AH(kiQn;`ow1OE$0d{(#IgO|8%3fgV6K#pWM!kX-a z_n6vqUa!pDjk8!3drD|f%RNsz)uu_&qdB&DtML}aNB)|1*O{Gai>m4XvZrO(3LboO zJ*x^eFjNd zja^&$)GFb-Rj3}WK;!b{|*smCsT1PG)rSY5bW20c1{gs zzQtmlNTI6G(N`dRDpy&B^&J9jgrC4J8HZ-xSeDs+N2!!r#b|K+i5S^xv(dWYPvkRt z{SfwkzI|N#Gr_BHn?w01DXStoQh`v>jXE3c3SPlXZyZ{A z?=DTw%yd*+6JwlOX+H~McWo*he1-`GM&VwFL8j@0TzVHToT5Va`K?I?Kc$&zkzGQG zu{U0qg6&i)j$O|=WJC2939U>lJ>Gxapo21hI$qfh4SOMvXYXP=Us3fRHfU9Uv$DW4 zl`ZmFbGbvy43qD-z@=27b*xdy;HoQFpr{2WAC~MoHFMgiXdo_Yx3Nex0VVIp*S`kf@g63RL{VYY~kPXR0r*Odc*H zbw;Zh1p#azQydA3z&Xf$l=!hL)e8MgGysYF%lVns7Kervsw}f9*;iU}=DdL(hGL84oV$ z35sibwh!AYaAbyI^KrDy(s+=PZF|1Z*W#ia)dE(D&3Q;@!=A@w*mc|Hch$l6U?nM@ z5^CYv@n_i=o;7zeTF6fH&KQjnMj*_*dqR)K3|O@|SMOpW?>H8C61r5&Pp-?~T^t{- zDh*@?Sl`?3JzfqglfSv#PK)nzYy7&{9#fs2ok7osm_NwRt^s|7uJ^U4%O`r|GFfTE z>tk~Y9SdJUF}ew6#)0-cA}CkcH@Z#CU=8MSGYO=_m!JC?yWYS65-kt0TD(x~80n}% zF`X2qPIjuBkVHa_4xzsZhxQ^ZyEC*2QJSK-wLe?px%t6 z3V8vI5Eh3C2FsJngJ%nUI{(J|lBH~)AVnwEh0Ss)-d0mw-b9u2E?JQ;wbK91Q)_G5 ziQ*f=$J?PbOh_frtskYuxk1}u{(W4*$wj$-K8Q0jMZ3V{V({W_SM5pegHXqCZ%K#F zKxOPd8)+rL*{MP%f^@Pw!tc3lINxxK4W*8*4mW>6f_)w&wVc%c<12Hkc}746w?*^b zgxoIp#ql|hdJ}&M#A8gRqhI}kp4Jsb`P9i>v08gsm-h2FLr7y3Jcrw@&jALt7CAaPMxw}5jCfrPySwsbK*lQ2SjFxYzli4 zJy)D!&rQ`wHI$Ra_BP(p;g^-)^DB74ExZ|s0)=dgv9I!PrBGep-#w)9BB8*yeP-x& zbE)*YzU?X7iQSsVG#jxb=@qxZLpuGP%G#)iRLI~k7?qXADr|+%l3%7W^2?*qchm!T z8~?<~qIsy!!e)OH`IEdcZ-IWtOxKc<(5h*-V)gx<0?Y)^z3an{TPta)y&$h|UY@7H zxR;gyf>9(F%a;-td)Gs&`M%zcQZLQc(_(#amru6X&41(1+N$^1>0tC8t(DP@1pddt zKiGxpis2XI;DSIiz%1a^6MZOjYWL5z?w)y`+k5(>*hmE%0$1iV+dp>GTvjQ`zyaOW zUVpi+WcU;)<8HYf{wVT6{go%Y<3YdCF3r`;U%~1%3W`4fVM)7pAG++eTJ4ujLBx8p zh?Y7sG_qz2hW3{G57NcycEF3`-zQhA(E31KAzD9cSVgI|1fycOXwjX` z8%O(#*X~mI1>C??@S-b4U}mH(0B^|c@fWz0d}rc51Z;6Hprdo&6jLQK2fgXSoXq@u zhrYw*Pdj}o+x};V&WZGzXu$5HnozsdIp29aT)z_h{v6TI#Xx+|S5EDb&;e&08NT_H z$C7;KR9$}-?u5S{m@5!Ie5XRaFA~o-(R=&yahls#^?XDpHL|*{m z?sZSX$-UfUSTP4~x1)!{B&KJMN6=t4Cfmniw&z=B{m^vf+=F8u>~N4phgZ%0DYwla z*8Spc9Pdh%E~wovu;|(qR#`w5dZz=Kr2fo*N9hoea;;plADnoq!kyoWP0+$%I0>|I zYtwGG-ca%?OhnDv-@VQxq=-u?;&aQ!<~hXF#;6`T&KF-M+js-(Zg47V*4*wgKKvA+ zVut+gwMthKkHhY^9gW_UQ;Hh1*c6%GAGPQ5H=2w`)h_l|lEA&W>M^0$-FaT+TnINI zKj2B_@GZ;b(`9uIDWhp4w8VSP^hov_bANa2D8}gPhQ32JQS}5P1Z_~+#-fS#Ue0v^ z+TJm|gT?!P^BCLPojSmCkDmA{a+t&RYd_?sHd75xlb*99@|I&!4`s0_dskWt>%foeS;S&Q;J^=ea>zsMvCSr(0*& zQeiRyH}|P3)!7U-F4vg(LyB)!xRiyn4*Z5pww*izR-~g4uacd%x%8ZjV|L8M!FIW| zm5oO2ms2}@D(-BV94hPjycz6vZU=(YuQH^(NoVfZ&Z<14)7^boYFt|du0JK^aN!9> z=2y7f2H%afw}SrntP;>}FrXJ*d^=`Mv4V7nStd3|2aVzkQ8i6RUjiu8mGFxi0Jz z-J1y5^X#C6P56W6Zvm3c{vxhagnEKf-QxZ6)%3yE9d*pfRQ8x?H@>}Yf7~>`b4h&O z@wwv7K+gBq4@b4*N*u=^FY7BA+C5)dk5Ip6%EGQKnre5C)Hu!I4};D^EM^Dp z&`7IS{B=a)$1xn1x2y7Uw(m5Igpzx`2JIK0dj5S9AtZ$h>MEg!n>aR_?QT%}?xxEH zwr8Hc^DgrWX}NC4#Mgb}zQ*Rb$BpmNxd|Ri#rrfNID$ubHTRc{Ci3V=RX{PY2YOM? z(}wfM5*gKinm)`D10AOO8R>~S4cf0}lD)t2aj47M=v6N&E7RHaAHwR{?{8Mc||v z8$KeC8F{Y)i@oR^FaCXi9w5{)58$ z^@tz8>-1fw(}U;7*xO`Bc^HMm>j2ZD5j_+&hFnOsfpTcu&6hbVQk!lW48@vZtLpx7 z-$3xQHsTiTzPI+T_iClS$`{>EXA-YQrFx}We>mX{gcK*CWmhzORQK{u7_ZFHK`{eg zK<7NadIZkv)9=yKVwW1xLT>r_{;$X?A+h_w+i+%#B4_(oBs?u^9&7^H7<4y++=_Yw zJ!ZM1Vl_JM2n}M$F!?}J`Kbco@|yR43`2kT{PgSRtMNBKJdkQyM!q$Gm^I`w2roeWe8&bkc%RGvITI##$1lXssSey1F66f$v2E~>pt z8SOIl{<7_T%{gZ?%eA_F6SxA#pG{83o7ZE7EYqLs2`L>Dy$DpcbUbP7p5`Zg`S!&a zI=v}o-|5N4?sY#ZGx?-)mzXAMbbP`2VE%Dl8{i4m0WilkwARIXYmwbJ4Q#`Ftm3ZFvqTs+S5gE&Z2ORPEBOfp8K6JRo&9{^oij}SjxrCJi=83QEncH z0jO%k5Oye+j(Djn=g+gH=g@HQe9k5mF=`9~9}sZRbcSz$nkzpFn?trCgT%*F6k?6HK^Av#|7r5pH$mt6df#KQh?TlqO+uy-_ctis%tIa zzSTpn5~R4CTswU!I!lYYNv^-_xP&N=ypJM|JzbR4#T0ohy{xr5uSTtA)v64^O;Re6 zMlJWEur4y?el;eUT5$F3#zBUibHyExrgirYKBCF99IpeA-5~>vJ90bto81szx||uj z^N0P$*K_0Myl--v&F#)|t7@jpdY39bu{T6;-+F?&&@NVsLi7Ncq`G`!NG86cQ){NdpPBjmeyh?^H>zBS1RPLf~+*Eq@K0=xk`Z|fq}I*Y;X*nb^d z&w4+M!wBg;Mna5^1sJVN%hN)d-<_CORW8AAX&yJ!6?6J|`t4kt;lKwBQD}TUhNHaW zOp_t;cWS~;Un1^nF!JE~`_(8 zJgp<^I_=fV+mC0_m+~2MkKfz*NC@x_!raevEC~r=eNXp@$5fw2(%PR(JPL}guxRFGAyrq`hK<4I$o zI?2L+7K*Q^$yKEJ+Ma#-l!;9;_MpwSxSTG{%m9fd)@ znd-z|UJWw7S~}{Pp;D9l0Q-t9m{BO`?)cKX$*&v^i%8p}OQDjrayUkFMQy2T*=uvc zPx({Udv^9wdq+Y_GmdwFOS5w%DfE+9A~M@(7caNvp|$)AyD8*W_{h%B-Y9H+hBz4@ z=YD=5d3*b!K5~$RyN_zDv>4R(VO^99fIu2-$XB~u?;d6i)9)pI-_m$@txI~Yn##%GkW$>+9{W>U*Iup+Xvqr7n-tt zZ}x@V<)Bo>!uwX#yUQ*+O}Nr~8q(+KPdj(7@%qwM%7daz#lFyl5+&wF&D8AwFRLZj zVy8*!2C!CEPWS?9XX)C33)U$;2>HfGZB|CfM%+l-zy*&ydyIRni3WL{=DJ|{p3`Qm_W?p)8D7{BO%I{7c0PjBq-A)&srN)ko$F*L(Wfnk2 zoNNJ~AaqlMygl8~5X%O%uTG9su5L|DbZD zy)GE?Bl5nVG350CU_6?%e}UK3<{h^>SpLbiVSpI-)vhLKmAnJE{^h%IzuU}O>DFG_ z@Vb*QkAOT(NyT{I+EK z3JPw}b!-(AOv3|WvI)hGdg8=Z!-HSkAu2^53wr;;kSw&_6~=olrl8kADAaN;6D|KH z-ZW`h)fr!0tlumBlXbd2gXd`zT-@5T)c&1npL6?CYF^PNJGvdhOS=NH;KB!(dEwo5 zta~BumhJNWS)}?FEHO%>bwg7XePQ~48R;aD|`bZjg`R6LZZvDo#jeEJE zE^<@dp2r8{L@e6ToHqkC4B<3G?>ymjGGIgK8UT^^wO{lQd>q99F1zFosQ5=b-#Z9P;} zm=kg2W?$^459hY-wAYLCuld>7CuLGTTluSHE8fwLwY+g|+ebNk`XX^Fz}<{!R{o&$ zf6?~XS$R*6d8}0EVco?~Xnz{qA)c$f+(Aq3r(}FyO0(TkK4QBULF~%iX?(p+Cn7hL zEklDSI+3JFppGCl?XI>wS*Yy6%BTKjxe;6LN8OIlxuOks+CewV=C767k z`JaMPeaO%MidnS<)ch;BmQRIe1D*y#`EY#}tZsSpP2S&V;ym-W*$RJ4i@&Ar4PWe) z9pi?Q9SyQGrT-@V%lQ!<3ZrxWYRp|11jMk5?%USti`eSLYS*6w`V$jpc z3358SB7(VvaN}`42U(?L(E{f71gM18_|({FCno5_`g+*Q$_!G_y9Z<_Y~oJxFs{32 zX8UWPBPYhV((lc=aK5h%RB{Y%p*f-r%F-b{*-%W*{QC5q+qJ*RaBm4`?yeM7<+A?9 zn{$+V5W5M#XwD^O+f5YpKL>pT+SDfcM5IC0Jet&oyhecTzP{PJ{i147)u;h>Nz1ao zofU>v&zD!fj+u<*Xe~+;7i|};ITBym=R8DXUSnVs z2oJRK`kmY@qVD)(x+=T<>du(cR|;0incD7ZBhil<@Ux#aFD2!Zm|hl_I*)U(>XY#eb0kiRT9B9Zl1_w774m@Gx& zxOBGPoql;~d#{U&a_PS4cBZ_{w&^c;%UxP>z*7gG_g*?LRgHwL+9A_nS}(hxMj9Bg zmU1IjmkHhE*SUMQmV?jjuuvBN9L*#5&TSrwrF$)!QT?DEa&kY&HYkWBvK*dHR~M_* z&Pw&-uyT2aw>YTLQkUUW8j0U%^&w2|TNvlgDHM1aZ`@@RtILi%iL_`w31}#q(zjaP z%XKOR_tc84l|qpjYxl$8U;~Gw|I+Ue#Zv`I1$?+J%_ zQF!1I@hw})_f#P+-vJS{4`*;937)?!3SIQ_ycms+{l4Kd@h|B%+_E$1eBv_OwV;Z_ zmM+=xHN^USvO4^NNB(s(p6BoU&9bX<)`&G`Juf@3UtU%L@il#C^LuK(wCj*LN28WP z@WrVu{^Z^Ch0e!orS_QD%_<;g2JZo)=B0Z&c+rOnkrO-s-95K^@7)XT8?Q7qCeD~U zM!iRZF0;QqS9zfY`qZT#GHOU}TP>XiGJ&?ZN&UmJ|3@zlU;4q!j8UsSu92*2=h3TJ z`|HCMy1Bz^TW-j7NfQdQH=(f1SHWwH9f~@jh*qD!LHx~4RQp~L3A52&a!G|}(7d7u zJsJ4TA4z-fdH_3m{J6?zhTL~+E9PeA0N=lrt$h!nY>#t);~U8?r@vvj5i%+<>zB8E zXvwbJ?Xsj*Ww3P}E!4d0w-GYQ+wlp*A%R1I6lt4@FAI+RaV z|NqciZyZQgh`Cr;?2g*;%P%2b?!#f33^z^pORuhbApOB}AUw$7SoJMgeluNzBjKzO z%(mDv{h;WywW(r%AdNCesRapwW5=8taeZ-&k^Q@_yL!+S(yJHTJB&NOQwNEg?zoST z7e;1H$;JC-kGyuN01u96KCi?kp(LFWF(A9Oh#5zU*tq38&9u~toVN@!IfJWNBGn&X z2`S$jD9kb7NyyIhmsew5S-Um_YmMNl(wD;&R^&-jc!aCEb*9Yc~IAf*QmR$LD#Hz+9j{t-vsThUV~q4kjf|PUWrjy;%=*} z*iQXNVa!&ogL!lvt%K`3Jx7xt0tYMb;#=bEoaKrsGu%D6kuk%^E&puuM2G11!$~~r z7U71a_L?sQunE6Vyf36)=I+p6a`NJviR#-LSt zxyZY3K2|%)y&q%K3`23@V)-iL9rCL$h+(DKc!)G5Tl_5cq=JGyQbBVGAsm{aHs?jL zynnO`lG*#rd2iC`YOmh;p_dnR=qY!P7~}kiy_uWMqmvOq_65F$A7N>`kymZ4#Vj+b zv&yfY#06gnlLPr4unRfQn^1EZ%DbN&v!$ozhRq)^%sV?2@5&%v)Q0&XjUeUX&c+u` zP#RToYdf5w$Z5?TD~WN&zaRZ~5)zWKZYHpXR$^@3?*!V4on-fX5O(wjf$+|15JCZK zv|Jo)t|RL*jMX7>Gr98PaB9@bT5t6fXd`1r;M(r) z(z}o4>$@`IRrhs6Vd2|x8N4SeW-o5Z!lPi5O^KdhZl$1)o&54p1O$Dj!%MA-=n(Zk z7u;Bwdx>Wz#+_OQ5mpDxB+HGL;$?~5mY;b3UD(WA#+T<{$CvNy>O4PJk|uxNe%W`d zX+th&9D4}(wTYnr?LrQ}kK&$BPQ+41liFJ9w)n{(TweHWAGgq2q)J;L6A`nC29ona zt{<4PdmGNz3Ef)T1*{_o{okMG&`tXZ>!TaXVfmhnYg*JU-7{}N2qWz; ztq>eNX$`dRv%q2xITpS5W#e}D@BBF&J*PZ@p}{8Jp84fG(YWTwE+gsy62o7UlFlneU6bo#`LMNTRmU- zdE1kU+Gjya$ikaC?GY4@ub#3K(8y6FrdJed%uA@0<|QxA=Nbiy1d#RSdaRtP_46Nc z^VZYyI|>(UZT(!G=|XX=mwUTBsX={Za2E4_@V8j2x*1dLcX5kj+nnlkXp$?G!sD_x zkA|aOHk6rmnyVa+s3Gg=2=I61ukCaf6YH%__UoP9{$i8>aUZUtln{FzAauv!+bxe zcK*zReratNca{57+{weUu)O^q)j-|eEAQ(Q{EwG{%D+}Y8#1@}g&JYltLVhL!EWKB zmfBGJ!WD`0VO!PW?-s4Im45o$(9e^an)mU50Z`5T0Lh{7(vWn2cWMaonTfoBXexDc zuNa@VZw%~@S4(+$>z6X_=G9^Qvz%baoN^S{Oa;i4=a+AKOL}WX(rT}4bh$G}oOy9m z;putxbc83bCjeauq2bbfer~AXV_n4{7vm=0HQBZb@PlOt+H`E0`6;ccxejA3U(5@w ziY-+Z&eeMDq-1M2`&~=z0sXhgorZ9BT{JfAcx0Wwd9uCoxvFqvKO<43a@3UDjb?m% zUyo_8tYcfUZd=0V>KvhF$IS*Ls{_T(zT~gMX&T%8`ui$2w^Q?6u0keOvM=iy*BK8l z`!@d>6*_04)ljGDQb+VqD$s6nAIEzT`dYndvwhj>I?`$A-*)?kf+w1}A)(azYix>! zysRj}U#-+=i~aMRDA5h8b6cyWei)H{{#$7-t==XY%+hi}s5+tbg_gj1q6hm)uE)IR z9)aP;CC6A7O$1+TDFiF6s@Ptpw_L5Yiw;?fs?T;+F@u5iV4v4vVbEECuw%1?+P|sP z3SHuZE)jQz{2k#@>d=SfZO=W%*Y>nB%=Yy$rZKexGtQDmbvS$PbMjBg8hStS+M%NG zM!(f9pPF>jKb~WNRGko2R@x!E4IiO`hGtv zLrMJIVsM#^E>Lzo3s&eKKIyJ^$=`~UmGXae7yA1thu9z8q%JK5tbCt2wu!{bNCIV7 zkXM}B`wN4|mESAM-(0Qxj^b$30gm?lX!BP* zHcG4FvQ{3pJW5xd8eaB4wq6uB=Mk%wtzmsrn<7EZbpIxo^->p|4JE**6<2ehjEH+% zltl>C_W0G(EkpM9Yg`~FDpFEJ79bS+ENCJ2&8+6|^q~IQpJmCo@9nH);5T0Qt^f54cz5eYR--qd=kM~3I~(@)(3^}zsH|@LOZUH?0=pgZO+0^SjtZ7P zpL#Gr?&-hYjV!sAMK(Te0s+_VqQ0wY=W0a&*6o)Y3;b(&=92aP^Bs9^#uJ-K`UtzX zP1@*;-SDC=4g+hYzdUj>L#fTZ!5E&Tt{sj_c7Ti#pR=!42ywgp((@ybU|lm2Mnlep zDxMdmQ|TwJr=z|`k#w$H+D@BkKYPX*E{r1tOGo*U{B-tDET;TPxmH_19wuf0d@lqghjR?gKY8aC1a zEifog9oW^z$_<5+Bq_zqO7`KX<@D_pt94@h1vtj@^WXz-R8mF^n$OqA$?$>Vf1&fvRWb(=P@%+@xRO2~(m#&N8 z>tJK$^ZvVlaBTdGh-+)&t>zM?8RTBH6(uumW}~`?_NVVD1-rDzW?RaA9Vf`l=}sQ~ z?bgQXMv(0{k+h;L>_e1AreyZv|A{O7MS!(FE=%O^Tx2cd0l(hr?$oDmqdrtq#heI| z-BZkqqs~;L(%$->u1$+r7~}VNTXezgE-vy&ulhxjGF3QL-hoN2^T_OzO8zhrE3g`( zvBSVP2y5qa!Eeg+Ru6cyecFtkX$y#`1#~lu4f;2!c}Q-FANsaOaBGL+~*4F9xx!m#PCPmhCs^U2(HoW)&R#5Vl3 zG_US>Eo|Euk1x}nGer(yPfo=?pN{gx)3cg`YOiT3^IJwb+Lo30 zNmhM`vAZdq&W-&vS+;8q8LgDtEqNEU(g?lntwt5%jU`p1A200rUUq1&7K9DZUk2qF z0EBjFxPo{05yrgDz5+q)ey8b$y0Q-c!0`cAGG$Z!hPqdmWG=MDVBgxOk@g zCK+%`j`YJLP774#szVfT?#*~0koq^!HK zqy3)`uG-0j->b*vZh&O5ws+!>3*`5vTT1(TuC!p(!ZoZb#?YSuvD$t9byD7vUkn=` z9JEK|(ayMt!^3Jf+pnN*4&Jsssto2sopG)O$e#jTlb+Z;%qf+Ob^cd5c1bO_87<9T zc{#Zzu-&QLL5|G5Tb{LBT!N|wqEW&lYS9fomi+wO2v$`bQkxJ-jWh6{9h2b)#Jf#2 zPm$z!zu6y5<52^DN%gONDqQ~rs4o#`bbkTskKRIp`gRn%VmVl!ORr~RMl2mMkpa)# z9rJzG{dPDgtXgukZwuE7)s{BSB%0@5$bg-qe&aSX>}jvHwj5v-xy9oT1Y&1#(GBCj z0i2zRD4b~5@gVQY`O9fW1@}^ihPJeKKdlTd8WGy#TDpwy=sww1ENmPaHsH39JA@xs zAHF*_f6!Jd2g0R%!wQvOjfRTkdERWOEd)vW0J)m&^Mg%)t0$ja^cSIhbV;b%ekxETcIDbSfc$de^#6J zD>r!dk@?Czu6enOmi_()^eKc-ZU@sr_9(7m4!I4b=Ykz6cD_UuY+=2)ITi8mCVVR7 zqPf2OW_~4QT#RdawL64F7SHDmnXX#qTORo%g1x?+YFxYtPj|m!(9Kj)f=5fl(b1;> zJ7bnN8tdkK>L0F~2Yt_9`LWiS*^BxW-7W!(wYd3*+^a#}W-|-j^-h?a;ZL8Rd^Z`G3`VIWuGtI8^*zN)|=9wK08;chfA?M z{3L~2NXXWCs@G)bGylGAk|qg5T+LU==?{4}9Cpa{kVW~9lx*s5H>n+ks4BJ7;>QQ@MeE++5(&oNQ!eNQ zW9(JcrN*?O9`(?sU#o3XrPfcR*{^gye+1)D8}Tx$MMwH)cpyGmr;mV{L1#bEt``+O z0@ZhR7^!%VFP8P~#Q%(@GczxQ`@^t)`SCNU0WO4`!(X3sRjJr)logMpv78-C-BwS7 zO`V{}uSG!rC6i{I1*N-z-&^y2b1J_jq&(+JQ9ys4`au&}{TQ5hOK9QJ-gQqHxqEtf zwL03d9j_px&3u{^`=@j!QLD%SdS`gYcl}G+cTBssj(GYZH^^&o$Xe2gh(3^pA1zi@ zU*-3Zv8x=Gr_2a2W(xmyNT(w3bfSYMO1(&CnS=yI)GT^ABSBJcW z)-kU&n7dPOmOYrz_^XOkOm6+_yZO^=8`2PYz~)>9r><;N1q@~{D1Z|7?(UZe=e%J)F3e&>5sd6{ooN^dosAs1;f*{8h+$UgrMEbsVo%!kD4Cna%a zA*&N5?&jqa-I;o!HrgHwcZC_XKW~M8-LcqsZTyC-zuEeE6CAyDf1q)9x^Un7qg%(E z$YdC{KV_y87v|^B#woS4DlrAdyG0%PMD>%k9w%p*&5VW_nj(2^HB(tmnx~6xMMNhZ zNaI#EAhr3b@8Cj9OGLk=cIjLP8Fvq-q23$5uW13^EomiRhsxY>U!T(NrkB>>=e)=% ztd!*Xo*Q>NY41Q#^bn-JYi2L#!bQ|pCkE@hW?|lBF``gwHkt0_?^$J5ll*D4_`82; z5L0`u?N`5>j)*_cIxDt7)Hn^SIKR|MV*xTakk&Jw^D|G4Aj z`*x`Pb^|d5N?BI=g>pi<3B_5kaq8_7oif>Hrq^o1YmM z=TIm*Hv0r$5f^ur+SA}9>|-DE%P;j82oxxD3)RIzr0x8Zny-<@`Sfm74sWXXzLO`y zMBi@>p^+&{T>QaPDpbyC{BDzfYbY=fv^N^OSV?=tHwG z+EiGrO{vseF1N(-=->cDOC^4^TMX%*3H9vv<4SQ+amWjw;}B=DrPRPgtN0v+f0j1; z{LSi;e?JV`!M&c_*Of!C8{ey5_m`NJMlNqYc}7;NLkg{T4x(#Ul562JKMF2VMwjHa z(|Up9R^U%?EK2@L9SU zPG#k`++TNFRI>l1;gPJ3v-7ELn~hex4h&8};gio;o=f-M&|GD1vlRq{aPGZFnYDqU zP6&-bu^$7qgSf^u-ADO05$Cj~#!^USMMs$K{DCSfk}lhP-dBdz43>tH;Ix99KH2T9 z-*w_G8}(y;;6HtCeHZ&6uDw8Cq-NTsMrmMfGbx)C)A=<9uQl)9;$$xOXjo4iXX|{$ zs(+Ed?-{%8Mw`3|U3w6WTi2doCqRSW;??%>dTv}~SK%+m^?Rh(`Oj}(+#MM#j?W4+aXx9LZ5P}J2{_7owY5Uy z?l<3*GGB^~6?Ls%6m(K~QA+Q3ZImCy=kdV1Cc*Z?wtEZP4rmEF$ z<_EaWA;&T_J7k>i{@x>xBRO$z%;}paRL`k?pd-CPKGt8HZEtNcj{P12-owkS`6csK zGMEoWKKvkMNHHte*GYd@k4~S1deLCGb{&5~M5QReQtgw;)Vh>+f4wW%F~#cGBv;Y0 zQ^B>avZ%5Ex0*KujyczU{U}|~ip{)cMo>z+uG^jA`%iq^6N~TTNBpGBEH#^=I|_Sa zYBtghzdNBXc;vKnI)2Q8;r5F*ahn9-r~3P|lqq$+Ee9iIQ++7p9_FVft&>mcn<6J2 zqH0Hf(d9o&+*k`c*Z*#-8F%P*GFzBm^og64q1}8c1|*QkYWg4gg_R}ZKoRICj4`Pu zFoy*R1?j+Q|CN;THganCWmiGv_;?x2Yj5>}$E@N2gR7(Gyy@}N3jgFKMDgs0vF8St zw>(SnfIud-1cmNGVKA~L>e5NGk)P#%hB=NLFi#0)k0SWBLk#lN z2JvcOkIE4Ac%nUTu>Z0fPnT-l>NTx6JvoXt;6)oK2NGc`J|{`j>wexRpW7BJ1G#VR zG&vvoCNVVAq(avkj9S~Dwm$)0DdO7wnHAO+XgJTEEG@9@ z%3>=WF4O5gd^T)TCbhE70c2#_^*X?&#s%fW^b!-Am_3q3J!5wiyXSUlfifx0o z-E-ax^W<^RsD{60{g{>PcRZc8clU<7tZftXeSY)}JPxEUBbQ(8S216>38oNjlA%8g zPM*DY|01yJK$v;-9H!nTzokCo@)v@z&)aoZnlf#x99m}bv%O5X$Q2!D0qB7&4Ncle z!~&KQU+{xLNaPE)KUtfOMCS2_w?1eGV#)MRl3vu3vRC z8u?N|Qcqw^Bd{X?U0&h-GS$!w29o_!nC3kX5pKjHmhr!B2_Q+v{k1L8Xnz<(^$*JT zG0r>1cbDPs^#=oEH)DE*5<_WsNR9dRa^3ydk0+YPEDozBb6b`0hLbqjwfSvrnPv<_ z`V-w>RG~v=Wzq-#C=Hv~&OP)oa93}0er|5AT6X#xAUrHVs5KdfdHcBj^b1T|;#u)dwbu-mK; z8@#k@eWvJcSXZcm(#&0c-7R*Jj;cQdshD!{60Cd&58z{Ld+4~}g`uCW*Tu8eT8+=Y zj#o9|7@#hw+ZCGyLWeX-bHN=y&?~Xc;(AifR6nfu&|N_PA zradRDHa>bES@tZ*ql^6)N|91H%)F)6Cmf?-=R5d7G$t&h>B;|72I>zfLIigSW zT|buN#^-fKg0nqhq%x=wUpMK2@d~KcPn}(7nEMG#`N1wq=k{lRb9_Jvp_yMk=S`&D zQb$eKY9Hy&8uSHUCAnWxak^W7u6t}e9U*a_K_4hrYzfm>`MN}MTyqFs-DXdax5ri; zs5j3qjpz7OoRv`#+YX5F<<7q?3n*0Gr?QntV+up>m_uIX2D{o%inax_ZYKp>;5Zm` zp6qycHb6r~un7jTNxT~;o3Tc0=AF)1svn(lD^azl;$ig)%^Q!wOCA0VwK}_I%)ed7 zh-b%{&lJu3ynAVcR=bhCdyuX6^xW29j-3+@Pj@3Yvk)j7RNYG8#hVUF>GMeJ--f|9 z83ciEJWWUTc9(?fdfXANIg90k-wiA>Y2Tw}akOfZXoHYSzg}}01eKf)8i#-b5gIj} zg1;J!vSGCuS36BR7k2UH+p8DwKy$?|I^}I8!S^zSGUMfSg~56_U-(!62rNZV8fFI^ z1-$mZ>XKM*X7d9MbfSA*4)?bH4u{nPp4I@H(BpNn6x`+O!i6`iUZPSA;qYGR5iQmM zU6N*#sTKJ#C5(~B>((7yi?J*Pdn>^}y&6BPa(|e>J