From bd1c9f8db8583a241e56fe7dfc57c35fa63beb68 Mon Sep 17 00:00:00 2001 From: Win Parker Date: Tue, 19 Nov 2024 23:03:48 +0700 Subject: [PATCH] Added mre MAT-203 stuff --- .../mat-203/00010/.~lock.mat-203-00010.odt# | 1 + .../01_ExampleDescriptiveStatsStudents.ipynb | 16 +- .../mat-203/00010/Whr2024Descriptive.ipynb | 487 +++++++++++++++--- .../math/mat-203/00010/mat-203-00010.odt | Bin 30588 -> 32059 bytes 4 files changed, 428 insertions(+), 76 deletions(-) create mode 100644 fall-2024/math/mat-203/00010/.~lock.mat-203-00010.odt# diff --git a/fall-2024/math/mat-203/00010/.~lock.mat-203-00010.odt# b/fall-2024/math/mat-203/00010/.~lock.mat-203-00010.odt# new file mode 100644 index 0000000..e3b831e --- /dev/null +++ b/fall-2024/math/mat-203/00010/.~lock.mat-203-00010.odt# @@ -0,0 +1 @@ +,winsdominoes,Fons-iMac-2.local,19.11.2024 23:03,file:///Users/winsdominoes/Library/Application%20Support/LibreOffice/4; \ No newline at end of file diff --git a/fall-2024/math/mat-203/00010/01_ExampleDescriptiveStatsStudents.ipynb b/fall-2024/math/mat-203/00010/01_ExampleDescriptiveStatsStudents.ipynb index df45e49..2a079cc 100644 --- a/fall-2024/math/mat-203/00010/01_ExampleDescriptiveStatsStudents.ipynb +++ b/fall-2024/math/mat-203/00010/01_ExampleDescriptiveStatsStudents.ipynb @@ -4,7 +4,19 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'numpy'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m#Numerical Python\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;66;03m# To plot\u001b[39;00m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpyplot\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mplt\u001b[39;00m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'numpy'" + ] + } + ], "source": [ "#Numerical Python\n", "import numpy as np\n", @@ -810,7 +822,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.4" + "version": "3.13.0" } }, "nbformat": 4, diff --git a/fall-2024/math/mat-203/00010/Whr2024Descriptive.ipynb b/fall-2024/math/mat-203/00010/Whr2024Descriptive.ipynb index b870f5a..a512cdf 100644 --- a/fall-2024/math/mat-203/00010/Whr2024Descriptive.ipynb +++ b/fall-2024/math/mat-203/00010/Whr2024Descriptive.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 21, + "execution_count": 278, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 279, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 280, "metadata": {}, "outputs": [], "source": [ @@ -49,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 281, "metadata": {}, "outputs": [], "source": [ @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 282, "metadata": {}, "outputs": [], "source": [ @@ -70,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 283, "metadata": {}, "outputs": [ { @@ -79,7 +79,7 @@ "['Iceland', 'India', 'Indonesia', 'Iraq', 'Ireland', 'Israel', 'Italy']" ] }, - "execution_count": 26, + "execution_count": 283, "metadata": {}, "output_type": "execute_result" } @@ -92,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 284, "metadata": {}, "outputs": [], "source": [ @@ -106,7 +106,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 285, "metadata": {}, "outputs": [ { @@ -283,7 +283,7 @@ "max 0.590000 0.948000 0.843000 0.516000 " ] }, - "execution_count": 28, + "execution_count": 285, "metadata": {}, "output_type": "execute_result" } @@ -294,7 +294,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 286, "metadata": {}, "outputs": [ { @@ -571,7 +571,7 @@ "[121 rows x 13 columns]" ] }, - "execution_count": 29, + "execution_count": 286, "metadata": {}, "output_type": "execute_result" } @@ -582,7 +582,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 287, "metadata": {}, "outputs": [ { @@ -623,18 +623,18 @@ " \n", " \n", " \n", - " 13\n", + " 0\n", " Afghanistan\n", - " 2022\n", - " 1.281\n", + " 2023\n", + " 1.446\n", " NaN\n", - " 0.228\n", - " 54.875\n", " 0.368\n", + " 55.2\n", + " 0.228\n", " NaN\n", - " 0.733\n", - " 0.206\n", - " 0.576\n", + " 0.738\n", + " 0.261\n", + " 0.46\n", " Southern Asia\n", " Asia\n", " \n", @@ -643,31 +643,31 @@ "" ], "text/plain": [ - " Country name year Life Ladder Log GDP per capita Social support \\\n", - "13 Afghanistan 2022 1.281 NaN 0.228 \n", + " Country name year Life Ladder Log GDP per capita Social support \\\n", + "0 Afghanistan 2023 1.446 NaN 0.368 \n", "\n", - " Healthy life expectancy at birth Freedom to make life choices \\\n", - "13 54.875 0.368 \n", + " Healthy life expectancy at birth Freedom to make life choices Generosity \\\n", + "0 55.2 0.228 NaN \n", "\n", - " Generosity Perceptions of corruption Positive affect Negative affect \\\n", - "13 NaN 0.733 0.206 0.576 \n", + " Perceptions of corruption Positive affect Negative affect Subregion \\\n", + "0 0.738 0.261 0.46 Southern Asia \n", "\n", - " Subregion Continent \n", - "13 Southern Asia Asia " + " Continent \n", + "0 Asia " ] }, - "execution_count": 40, + "execution_count": 287, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "Dat.loc[Dat[\"Life Ladder\"] == Dat[\"Life Ladder\"].min()]" + "Dat2023.loc[Dat2023[\"Life Ladder\"] == Dat2023[\"Life Ladder\"].min()]" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 288, "metadata": {}, "outputs": [ { @@ -708,18 +708,18 @@ " \n", " \n", " \n", - " 497\n", - " Denmark\n", - " 2005\n", - " 8.019\n", - " 10.849\n", - " 0.972\n", - " 68.3\n", - " 0.971\n", - " NaN\n", - " 0.237\n", - " 0.777\n", - " 0.154\n", + " 35\n", + " Finland\n", + " 2023\n", + " 7.699\n", + " 10.808\n", + " 0.947\n", + " 71.3\n", + " 0.943\n", + " -0.001\n", + " 0.185\n", + " 0.717\n", + " 0.173\n", " Northern Europe\n", " Europe\n", " \n", @@ -728,47 +728,47 @@ "" ], "text/plain": [ - " Country name year Life Ladder Log GDP per capita Social support \\\n", - "497 Denmark 2005 8.019 10.849 0.972 \n", + " Country name year Life Ladder Log GDP per capita Social support \\\n", + "35 Finland 2023 7.699 10.808 0.947 \n", "\n", - " Healthy life expectancy at birth Freedom to make life choices \\\n", - "497 68.3 0.971 \n", + " Healthy life expectancy at birth Freedom to make life choices \\\n", + "35 71.3 0.943 \n", "\n", - " Generosity Perceptions of corruption Positive affect Negative affect \\\n", - "497 NaN 0.237 0.777 0.154 \n", + " Generosity Perceptions of corruption Positive affect Negative affect \\\n", + "35 -0.001 0.185 0.717 0.173 \n", "\n", - " Subregion Continent \n", - "497 Northern Europe Europe " + " Subregion Continent \n", + "35 Northern Europe Europe " ] }, - "execution_count": 43, + "execution_count": 288, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "Dat.loc[Dat[\"Life Ladder\"] == Dat[\"Life Ladder\"].max()]" + "Dat2023.loc[Dat2023[\"Life Ladder\"] == Dat2023[\"Life Ladder\"].max()]" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 289, "metadata": {}, "outputs": [], "source": [ - "avg_health = Dat[\"Healthy life expectancy at birth\"].median()" + "avg_health = Dat2023[\"Healthy life expectancy at birth\"].median()" ] }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 290, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "65.22\n" + "66.3\n" ] } ], @@ -778,7 +778,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 291, "metadata": {}, "outputs": [ { @@ -787,7 +787,7 @@ "np.float64(0.231)" ] }, - "execution_count": 56, + "execution_count": 291, "metadata": {}, "output_type": "execute_result" } @@ -801,7 +801,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 292, "metadata": {}, "outputs": [ { @@ -810,7 +810,7 @@ "array([4.6125, 5.42 , 6.3215])" ] }, - "execution_count": 57, + "execution_count": 292, "metadata": {}, "output_type": "execute_result" } @@ -822,34 +822,373 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 293, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "5.42\n", - "5.4660082404265635\n", - "5.3416056329049155\n", - "5.207292342092034\n", - "5.446561471442401\n", - "1.7089999999999996\n", - "5.4660082404265635\n" + "5.868\n", + "5.601454545454545\n", + "5.46003534802306\n", + "5.277807689332831\n", + "5.670474226804124\n", + "5.738901639344262\n", + "5.601454545454545\n" ] } ], "source": [ - "ll = Dat[\"Life Ladder\"]\n", + "ll = Dat2023[\"Life Ladder\"]\n", + "\n", + "Mean = ll.mean()\n", "\n", "print(ll.median())\n", - "print(ll.mean())\n", + "print(Mean)\n", "print(gmean(ll))\n", "print(hmean(ll))\n", + "print(trim_mean(ll, 0.1))\n", "print(trim_mean(ll, 0.25))\n", - "print(iqr(ll).mean())\n", "print(winsorize(ll).mean())" ] + }, + { + "cell_type": "code", + "execution_count": 294, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.1545804575939485\n", + "1.1593812286445444\n", + "6.253\n", + "1.8730000000000002\n", + "0.8130000000000006\n", + "0.9629526671675434\n" + ] + } + ], + "source": [ + "S2Biased = np.var(ll)\n", + "S2Unbiased = np.var(ll, ddof=1)\n", + "\n", + "S1 = np.sqrt(S2Biased)\n", + "S2 = np.sqrt(S2Unbiased)\n", + "R = ll.max() - ll.min()\n", + "IQR = iqr(ll)\n", + "MAD = median_abs_deviation(ll)\n", + "AAD = abs(ll-ll.mean()).mean()\n", + "\n", + "print(S1)\n", + "print(S2)\n", + "print(R)\n", + "print(IQR)\n", + "print(MAD)\n", + "print(AAD)" + ] + }, + { + "cell_type": "code", + "execution_count": 295, + "metadata": {}, + "outputs": [], + "source": [ + "def an(n):\n", + " return np.sqrt((n-1)/2) * gamma((n-1)/2) / gamma(n/2)\n", + "\n", + "def c4(n):\n", + " return 1/an(n)\n", + "\n", + "# d2 for n in 2,...,25\n", + "d2 = {2:1.128, 3:1.693, 4:2.059, 5:2.326, 6:2.534, 7:2.704, 8:2.847, 9:2.970, 10:3.078, 11:3.173, 12:3.258, 13:3.336, 14:3.407, 15:3.472, 16:3.532, 17:3.588, 18:3.640, 19:3.689, 20:3.735, 21:3.778, 22:3.819, 23:3.858, 24:3.895, 25:3.931}" + ] + }, + { + "cell_type": "code", + "execution_count": 296, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "121\n", + "0.9979188593597667\n" + ] + } + ], + "source": [ + "N = len(ll)\n", + "\n", + "print(N)\n", + "print(c4(N))" + ] + }, + { + "cell_type": "code", + "execution_count": 297, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.1617990959589308\n", + "1.3884569776304965\n", + "1.2053556036450552\n", + "1.2068821913267496\n" + ] + } + ], + "source": [ + "\n", + "\n", + "sigma_1 = S2 / c4(N)\n", + "#sigma_2 = R / d2[N]\n", + "sigma_3 = IQR / (2 * norm.ppf(0.75))\n", + "sigma_4 = MAD / norm.ppf(0.75)\n", + "sigma_5 = AAD * np.sqrt(np.pi/2)\n", + "\n", + "print(sigma_1)\n", + "#print(sigma_2)\n", + "print(sigma_3)\n", + "print(sigma_4)\n", + "print(sigma_5)" + ] + }, + { + "cell_type": "code", + "execution_count": 298, + "metadata": {}, + "outputs": [], + "source": [ + "m2 = S2Biased\n", + "m3 = ((ll-Mean)**3).mean()\n", + "\n", + "k2 = S2Unbiased\n", + "k3 = N**2 / ((N-1)*(N-2))*m3" + ] + }, + { + "cell_type": "code", + "execution_count": 299, + "metadata": {}, + "outputs": [], + "source": [ + "g1_byhand = m3 / m2**(3/2)\n", + "g1 = skew(ll)" + ] + }, + { + "cell_type": "code", + "execution_count": 300, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.6037), np.float64(-0.6037))" + ] + }, + "execution_count": 300, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "g1_byhand.round(4), g1.round(4)" + ] + }, + { + "cell_type": "code", + "execution_count": 301, + "metadata": {}, + "outputs": [], + "source": [ + "G1_byhand = k3 / k2**(3/2)\n", + "G1 = skew(ll, bias=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 302, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.6113), np.float64(-0.6113))" + ] + }, + "execution_count": 302, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "G1_byhand.round(4), G1.round(4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "m4 = ((ll-Mean)**4).mean()\n", + "\n", + "k4 = N**2*((N+1)*m4 - 3*(N-1)*m2**2) / ((N-1)*(N-2)*(N-3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Coefficient of kurtosis based on central moments" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "g2_byhand = m4/m2**2\n", + "g2 = kurtosis(ll, fisher=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(4.8753), np.float64(4.8753))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g2_byhand.round(4), g2.round(4)" + ] + }, + { + "cell_type": "code", + "execution_count": 303, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'k4' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[303], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m G2_byhand \u001b[38;5;241m=\u001b[39m \u001b[43mk4\u001b[49m\u001b[38;5;241m/\u001b[39mk2\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m2\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m3\u001b[39m\n\u001b[1;32m 2\u001b[0m G2 \u001b[38;5;241m=\u001b[39m kurtosis(ll, fisher\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, bias\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'k4' is not defined" + ] + } + ], + "source": [ + "G2_byhand = k4/k2**2 + 3\n", + "G2 = kurtosis(ll, fisher=False, bias=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(7.2795), np.float64(7.2795))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "G2_byhand.round(4), G2.round(4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'g2_byhand' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[251], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m g2_excess_byhand \u001b[38;5;241m=\u001b[39m \u001b[43mg2_byhand\u001b[49m \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m3\u001b[39m\n\u001b[1;32m 2\u001b[0m g2_excess \u001b[38;5;241m=\u001b[39m kurtosis(ll)\n", + "\u001b[0;31mNameError\u001b[0m: name 'g2_byhand' is not defined" + ] + } + ], + "source": [ + "g2_excess_byhand = g2_byhand - 3\n", + "g2_excess = kurtosis(ll)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(1.8753), np.float64(1.8753))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g2_excess_byhand.round(4), g2_excess.round(4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "G2_excess_byhand = G2_byhand - 3\n", + "G2_excess = kurtosis(ll, bias=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(4.2795), np.float64(4.2795))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "G2_excess_byhand.round(4), G2_excess.round(4)" + ] } ], "metadata": { @@ -868,7 +1207,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.6" + "version": "3.13.0" } }, "nbformat": 4, diff --git a/fall-2024/math/mat-203/00010/mat-203-00010.odt b/fall-2024/math/mat-203/00010/mat-203-00010.odt index df16b6056e980184d1921e67954a5046a79be36b..fa3be39aee0c0e5e97beeaed5aeb7c6a7409b2a2 100644 GIT binary patch literal 32059 zcmagF19WCjw>}u#w#_%T(MiX)JGN~nZ=8;8+qTm&I<{?elIidM=iWQB=J$Pb)~a2# z&Z=kc(mC~1?J7kXa0m<#5Eu{;>i}mh{Sj6KY7h{Re}%uVKx{2-O`ZO`0}kik;Eau&{sZcttU0?F zxwtz2XWTzoGqbTbaxwi+)(HNgj1Err=1!*0|3CKrshke>4z3P=yTkQA)bF1x8kv}w z+L-?B8TAtqL;fX{K+))g}YbV6b#&bKxDoue4dw>D!?$#}ZI2yj*)C=W zK-Y4zxsqURmg}8uN|XJ26Txj#2M}Z`N>k#c5*SY3DKgJ%?IU?TAkT~DxQh3gzZHYe zCPWtJY$OwfR}WUsudEBzOnWepmyJ+Opv`{H20nX4^Yx83S4v98Q3}Ru>2VB5Yb=q0 zYCI|}73HPIscmoTAx_-U+kZbx&75C+Z_;L(F>7RQTworNpBVl5y_ld!Z_5g(wJFtb z&jrtwOF)?Y^M0nXbFfs;z{bebqkj17TGv^-L+{PV^7Ha>Amz_Y{zH7cJrY)`^lv#> zgZ4K%qn0~u%LV5z-y_)TS}hc@q?DBH7tg3|nnLR0^@Rzw!;_9bN>f(_e1Io>Q(}W` z11$6p1{0x8hW7?1M}65B_xPmK6s}(W&NY=cLn|}i2$sb>7ECWNJGsFz97xeryY6X2 zAwpZdRt)V)(H%*$>#+O0yqHyKW8>riF=C-koHwYtL+1E#RZe33mzjUO3mBb7F z_NQ$P+de%!y!|w8rJQ=5yVWu^sF#n$s5_8}pGrIsaq{=BP_2=Fa&wN?Jh`JS73z*x;G%w@O-jD1hEp@2FR{iL|KGn8rj4yd|N z6%-5xW8uftDmIiFVj;(@l@KqEMZ(i9cyPv(c;WL|La$HPSo54%!CY#CCk>A)j}cQ=E%bQuYwK@$uR*>#2uX%dpRc`e76vtTE)MpvfX7 z5yFWeH`WS86Pq|E4~X){8Zk^5XZOD3z_hs7D!XUAhdJl?svmwqVD^O$B&l;yCXDcg zJsx*Nn1I^D%(-)v)!<5YB+$hyoG?*@d>d5i5?iv04e}AUcIb6d?`PdYr(I3q7zgng zssAH)O2gQ(&$6_eEIS z(Dt~%bJzYtHfNDUn)eIUjQNTdg{lO{ODL^ zE4gcZTV9X7Qm|$h#~l{FJrJbzg422zJ(mLq7QGzz;5i%kK2l{aFPxS%aXUAcLmtlu zT#o02+k#5?S^h=&z9}TqJF`G*vAbKpy<0wGAvGp5XQBcvVXvjS47H!p%D?k+@J6 z6(}1PDKDda4BP9JXJf6-Px{9qV)3z0vJA1kZx|9jhbB~;#DQjSkALG-|HV>|JC8+E zZah+6vrKX!10#ER(&eBL;ABk4Mu_oCXZq7rPK@5dhr66U-+(&`1awvMhF7qIo2PS) zt*#^pg@_^DuwNp;i<yg$rd}lt zahA#;s2Xp^hKpFp5POWIJJS=a8L2Dijb4_U+frnKL_sX%J{^)QXLD}5rjjsu zhE6w`WZ06`j$B6;w{MS8^He4W(q{6n0rAx|CZ*yHyb;Jzw_fXcxG3mJL2MhG7rFpX`NUv#2(N zD_8b1hRv$aW=;FJa6AqACEZ!^9KLLYg(6vMMp}W&EkQRB%ac+xN4wZitCJ>p@V%!u z7WMnqwkxRQiqped7O{sg%<>UzAr!+{3Hc=QxR3 z!lf|kmxpqWX*)?IyVV>a5tZ@ zzO8Rqz>A%CK}(Gc3Jf1z6b;UP zjwrL{@N%`?Oo%<4t$7b@;u=}il{zznd`aO({7>`tdy6wMQZN5T@R_wy8kY=`FBSiT#%vPIHo=BB>iDFa4x#?O(X^ZiBtL zV@_v``W`r|o~>Z$;{nF3(Y@GI;G(^48ex zBin*9HxKz~y97tBFbh{3V%s-`wHHGlrn#?OIb6Zh=>?dF6G6mQik1?eo${@wzdu%I z9pL#kcqQAs%rqnuRe!A;obT9O7rykRo@U0CoYqqdMFjoIzbUiAkB>(WJ^u`>%OyI% zP{BeYFm50hM`7AyC!>{NF$bESgpns ze*BGSe%R}F8|UFnyf8X`h`!&g_@Tzp#Is9$f-aaS1DLI>p7d9ThDH|i6xUj$jy`Gi zE+-<&eV)nukz2QfX}Zn*j-UL^nhgEB2WU7%sr59aiZ8Kz6CDWsG$wr%nYs(y?Ge`- zb6ne_Z}_r?6~~S~krm8O0sLOX<$f4-YAq&`9AWRagO>R#H=xxFiiNnd*+otmf5=xl}r{=i7;d2a(E59v1PDuG-6m(l6e0^0% zl-k+5_VRsar5oPeeNO)d>~9O0bQ^@c8(i7Ep2u$I=&Wa-pVs!JY>lgb1u>5j3OW%S zGRXqA(74;z^G)JAzjj;SRtzxLJZs(Et4*ja3eGzfHaF9qzGYs2Ug5+o@vU7mgP1P4 z*MR8erfjhWC4kiQw!n^L_C>h6x2yO=ifwI2TI+2$&-^yX_h04B@O^>D`)C2<1sT!n z-r#T^WefsE2GZauzns_p3uW<6Sjn&3&po|a`h@0;(<<~G1;_epS^2mh~N>2<0@SXcxAC%-cav5%O4)uM3%e|A-y#S9STIKjg_IwrjtSb>jd z0T2?4Z;Ey2`o(pVDxU>8dwvwfp&xxv{=p0k6($3@KKo3i!m)=Le_yj^?te!C_mLNT z(cRU+adrqr79`sglehRejD#L92@$ie#!(~WGybAFh@}1wVG;&A@^8i8f$GnTBNw4> z`TFLh&t{^>^K`Qb*G*gBQwPYX>EPHTGNxH<+Ukv3N;zkOWXkw560u5Lw?z(p39pR* zYN8ThpWg3W?tq@B*O3v_D66VA@6TLN6j;GLG+1QY>ptyBou&VSd?Vn#fyFJh))^Gn zZWtyt<9ixfv}kRCSm0(L!&EK;%pw0lL;Rr<`fiR<5&W?XUe!amcyipYkSRS*5igtPO|X0Ce7(}Js|x~A6|ZtTJ~1XVG4vP z|Hx2M8B}pDuV6YfR*wkrlAEnj=w4p&VPed|i-=?)(b^AE?9q>wVD0#K9FUQ=dKO?B`)MKbJgX4W zzVcpsfy<&N9*(#4t9&dDr#8}{h@bob#D8a40{{cGkaVi-26~;B>bS)6M-A1PH*GDV z&QKYvpL-~xerr57C%-+J`tmeXwGd^nG|wBS?H!Hx$d`ZCnK==&q|ElME!5#d0(aX! zrEcaNP3k%*X8VHghuO40O;*(^MKj+xn7dD-P5lIs9LWJSnEAeMCJ%0S;YjNj{uaZJ z0GOX6{Tf1Hen3q@K<52L5n4br%bX&4o(m0izUEMfnc8`5#zEI0%FnE+&B%95NWULI zTo$I>H9e&BhoM_)bKH+z-JcL=OGLnpF#EnAay|LlO!hY*>dA`i&yOrNuf^j2)E@

3O?^z2{~V@!wXTNP^&H!iEI(iVja-H8i_HbRRmqmOW8dDj=ZDvJod%&E z%h#}+TU_A$iathiaoj%r%a!_s`r2_Vs6r=!05}e<`^MB{`=Q$=BYoTNR_YgIRD8h= za68zb@D>6KOnKD@w#e~gt11+!1BZf-@danwc~3Fw9- z!;vwa&AXMg5E84S(xKOiE?DX4KBRLByZgv|S7&OEfX;bdmeJ0D0JJn@AlmP6K42m+ zj$tC~HSN!S<8+NkkYSc87$-agVp~#hz(6_P(k$k@n87_u@e0(MZ=GeN(m7t|T1%!u zrtRaZ>P_h{OA4r5h)1ktw6C%uD;~gw3b4uOP`&oB$jMs?!2p|GH$c}-+LruK9Q>ni zpO((`e!JDhldj)(I5uTqJuJsvsV&2cn_GrY^rukfzvUBFns%Alj}DG3y|gHen&@}J zm>iGbQoh?-!`tuFdH(%Y@4KFWO)EZo2Dm^T~Y zP|8Z0CI{Ky6GqNMcqRlsQ9u@7U&`brncC48*FJpl)jBLX%QGo!a{v)R!bs5{K4g_R zO|fuAm@xHOHl}L2vAtz%`rAJy%wExzy!T9P)IsU&vJx;`ts$8{`pUh1AU>j=W!*0bL$-Ks*O_uF4srX_|`g9 zb%o`AhTAYOI1a$Zy+IG(_FJQiX(>6RP$Zx-UXfE%INZ@;p>B`M-jU&&}v|6>o=g=ZC`#q8V&fuI`H4P(7$qIoTDfwoc>S4TdVq2HRYJDxTV~;JCns zOj^nK%@M-&4H~t>^(aN`dJ3+7nrvi+(eLVhTg#1c1~h$Gt{p>kzBNi zCnPARw6{I$P2aff?cS$edAgjUYvetAbf6GSTP{@Lr_|8f*vH-5=GY#mwuk4TVjo3q zlfygjum}3pLu>N)9A#z{{sS%s6NXA<=aKayO(K?M zfjG$iq&XTItPwu&JpyxD{jD_HaEZV2 zbMb1sTu&uBptm~WCId%^ppb3GR`Y03h}AS%!ZlTa@IJ8m@a@3^4d&~ngdl52IwRZ;@=ST<$PlIOd=pZ^$b1YVah5x%FO6d%E-qo9Z)_?27olbb zz!1!#Nuv&A_?odQ456}AQ#cnD5Jd%dtIbi2;xnhTcFKI=T;kS(vrAH=QQYw9s=oC= z^i$4CLV!=ufH%JzCW{ry34nt4=nA3%yC#P6+s##H4y2$1ILcvydgr~NQF~_vu332V zh*!<4rK=Rr608HOkZd5hb9G$BvK8q`sNnm?^mwvFVxG3I?-;YsN#(MlHaBA!#+m`TE zXPWd4iT)gIZgB&9j>JiInbk>gv|Fx1%tL8{=y?@6Bb*B$<$0IolEc#^RV(B$3B3l~D0X^-* z9*GG?b#_>p1R11NZAgjII* zbFwmqrqe(97L*`+QUbbNFyU%qZLdMqtYeUXhnJ_zI2lBjkNJHIVZNh(Fn}oojh&yh z1SsEhjoVgGF9$vd6%-1OcmvX8mWF3t_rj|YNQOkHglL0C{~cKy1`%B|mADD{s3=T& z7riY2ba4`5g-~9#EE~>#h$)EEJxsmCZ>L%cEukK==qIeEP9mnOSw4*fxiotuU1DGa zxUIM{oGNPCMU0ZDSuTyEsHni&)7<=`Yxk-@ZSMiG{4Q*u$(=@I)VujyWRyX?{#v`2 z0@+=(hvd5!XxB&MbIB(TAZK#_uvB_{C33M>qyy2-7{JZBWu8pR~;Rs1Bd<+TE zAhh{Ol1%Ql&8hX;1Pq+Pe9D_?@|qwFLOih;>{OtS{dZWC<*P6X<4M=T`Tn6JQFs$c zs(ER4Lk(RjMXzme`3lB11hsSz^owxkC{_zrhXV;8poMpo01*}m$H;+x_Dt78_Vgz~j39cnzw zh}z4=j|g4Rz>EI)JnN(Yo9qy}GH2Y(6$E$Y=>M~z4J&Y@Ea_Ed^Bj)#at$foR*740 zP&>4Ve`ii5-j$L9Eu|x15uEj8Svt`T+^#$51i@9h8f<>HdLpw}l6ba3{Uu?UcO*TW zJHEDKl_SenZc6=VVvV!2q%l@IevTK`qo~o)P0%=P?XiS+T3E}vU!W(554j@VtwFIq zknn@1`Rb;VfNWI+djqU!XA08-L%K~S?2m$4yu!06$f*J-mR({>^hvTuwbLVHJ$-!1m*8wqk}pd4$oF2vphO--cX+2c@kg%8%$?bfie zL$$DRgS@#mtQ>bfO!v5yi2?A^czVUhGH?{-RDE|lFZIYqXP7cs&O_@Ufds#~DGo%; znUPnHp$1J#W4lOL>~6Ozd=n#(S}l47+%4eZ!|$~L#flEvkfwr z{jg7*-{*(bBVW_uU_H$rCJ5z=p;~Dx9Bl{}?l?J3UP#w9@@nj2TJ+h0=N8b0<5deC z@~%PjHd2-aELM7XSVH4LBXm5jCm?w1P)kW(!#$JywAJ$>`q&(jX`m&{5d?fS*cNq+ zgry%dLv5%eHADPV_Z6gi+tU)0r(C3b$>nOB3 zXtSdX3%Cf|GK}iy2tUz|=03E;5qO6X;^;rg9emll6C;B}8(Hd2w7&)c;BacnvbHDC zQAEmkv+Qo3SVO5FJ9SfGCe}qr4%rWzrzO9QeH*|n?oSh%syb4XlyuCl2bPl`tPYBC z+U<#iEp+VLkxM6(f3`QjD7Q8G%$x6_U^JdY@RvAL^r?T&zXw zL}uEq2625KHWxWQn(vK!SgM5hDu&P}=9#tb6n-t1t^b%-{O}O^5G;8iDw;7f>)F#l z=Bit?{@~4JHf_au>SB*Wxa5#!A;>jZmi#m;W!zXEEJHx{4pOLgP8}5(5cztr4d_Z7 zZvq!W$lz~(;5m~UzBlQAk$p3U#D(~+y$03$z0Fv<`w}%xhsNANajE!sndNZf*%iZh zU(@-BK0`z6GG+`(9dg*uRtR=h@cvE~cHj_CVwcfp7i3yIaXQ)TNdM}ER_twk4GGhQ zFw3RpH^~xBmN55W#4C5xC_wIh(IuB*6sB|UeinRzxNE%;ks=rJ2{HPhGnN?=I%vJo z#psLM1awJSJZ%s{z6JO|hC=k26fyh=`KgRKJCwzu;>7wNs73g-DZ}8v(!pG}+M#MP zt;$*E$QT9|5w7mSi67g0kXC~yP533#D0uje(PZDH!x0bzs@1g&4c?3chkwEYhMSe8 z9oJo9!ySX~num$E2qDw=v@mW&@B(Ph#0dLXFNXnR{X4b%m zBFa9TmS`ZCVQ|sfYQxj_<0GJ1%N_Bn^OkqU7$5S`TN7!U@JX5jSC(?+vyV)|%c18} zJy@UG>Zx9C!C>*WP(IEID67$y?j}aipffb2TnoSnQLt!}m(nps=cS4Xn}Gtf zf7jh2u#RzXzp+vJZVnjbktt^zR6xW?f~U}WM4ZgU1i5iE;(fatrkdamY}fKXGgvfi zl@nJDqvAOO`9Z(#<782XxMB*^I3msAB2`HeKipEkCDxj%!`mh1J>o4!Lwq(l8=Q{@ z-AcXX#aJ8|i+$DG9|qCAdIWn9%L(N7MJIO<=AR8I+_b#74_a-t8ZNgdF&- zRM}UqYT==K!)!zVDLXnJ2AsGeW(pkrQ8VqSv1QhjBQG&t@|vt_L@M^>jU8m*^s%NW z_*zKQ4SX2n<{;-m1R@ieO2{ov8kuZ6KAks~5VsLjO_rT33u1-ap&O)a!cYE}Jc(wd zJqI;p9KDhLjqNlt2O(L8P;J8~=W?$pzCSS0nF*&U+Eykh0|UZjh&j_5C23+OE4WoJ z{TQ_=b2)WeLb2umx}JXF_1pbd#&i53$q$pvxl6;l)(Z!@`Dc4l-$(Cgrn1^i?<}=H zB8De3oquLDED>^=y(@Im^<%jPnaO;)2?N-VUGxLYaIL*Wr?C;SGokud3VMo09?j1o z8Ald}H3S%ayPlPq@@fO$WCdo!89^g2!*yomDqGi}^GveaWU?PW zkp#pZVv_Zj4qI+1hkr|>$)HZIN+uD};xb)dBUmH}1D-71FMaz!=Iu4GLJ>L#o!yJ< z5+q5iGN=Q{XIqvLf6o6P`}~0r<29dz$wU9S65S$I$T;99tLjOxbAF{{Lrl!Ys{D7Vua6ne3-w86hCT5^<7^JFg#PUs%{YyZt@% z(!ew~`z$I@ck_mc`E@pZQ?$Oq{4UzhfGE(~D?KFeiKO5La)#~AM*1ZQaOo27Cx%6cZ)lY0G4&>27RBv&J0&lkx^x?OfYw2 z6|-qQ%n@Ia5Yx5%vC`lmpXmfyN%bAhzp#Kw3TiG>X)}req2wHqXs}+iE(PFN+qVC* zY^FA~ym}IpK$o|rywGq;xK&(ssa|3%yJ&<+;B=Dot+`r-`+K9aeElLY#9S#;s*>)< ziP|JlvzmFl7CX9xeh|aWS`^jIls@MbUb0brx2?9LTV>QX*vR~>b0H-XW+zhs*wsV! zZbkHQ_RXt{2QLiV-1}UClvj|?6RbuB8X`F9$lk#FV1`CVn8&TN78*=@HyW+k zM|SG9ikpo|5`K75uU(i5RYJWp@Hn$K0Wr65+^KGTIf({{T0-b~v~Z}l7}h*1$4_0% z-fDAhla~72dIWn{iVT_dpgFEhu8ouE3BsOSMi}Z_O$S^Va1Fd6GuoiAdO*7`kb9Z62##}7J-oh>ciKVwnAKCZ;zxuYx!(_=Qt(K z4T!4(@%V{r`Q;uh?-bC&CoiL)S4tC}-_m9qx%`j_wEsLB`=VXG)~WRRIDhGTeo^w1 zH$3%Ad(utVGu%-4emOza5NWS0b)>vQky_BCE<;P8ex$?m^W38o+sLdlV}9>y=JcyJ zNz4U&e>Y*|FNoQHlC>NT#o5(o-R6J3vsJ;Um=FR*coNPFBUqT`g0N@#g=iDJ^fn?S zh9yMIEdP*y*ZU)w_j1_JHtx3k`RvYwoM60s{kUcW(qCmI;>vsC@CPKAR)@kA`Ku3+@);WZnn$x~B5Hj@=~u2Q5^Q-m*vRaC z-~E>J=E8UtOY@#7oi zPnO}!sl-@EXbclj;XKs%nY6uxaK9MvCFXmK9R5>~rSOEoq6O{kFY zF@{Zy=!0{GVU^2-8oZ@H#e)N3XSChgGH4PrtfP1x7_}ILr=_S~`%KEgVj2t!`h?cz zTBv|^;hm<0F@Hd_3z1~T>#Mk0At}z`#zAn9Ce8vXV{0y@LRM^B*(^p|s|5beBn9^D z1-0n~oJVhFh-+)3Nj~O+>0(##gOU1p6#|WI`A=&J6Fk4(M4x9~ENwJnKQBA zJ`pKNqjGN}je%yPmDqc5UYCptdO;OQgo$pHkTmaqKb{St3QCCRb0@F>U`*G6>F|R& zM94aut!aD8AiN>I#o>%2o-=Q_M*z(w8aspf19*((YfZb4xUXg{nmF75-RceaDJ4uDuJ0_>@44V63sic)y0A<=cz&jWDafEtPEobi-4?pGqT8j@gj2^>gQ!ukD#aWJ z+qA_um_E>ek!S2`GlHQXmciihwJdvCsHCttO9}JI@fl#|v|hL|yGDESqBPWiqg-&< zxF%U^E2bmqhczt+NUwq{nb>AI1yx9Zo-PDNHxH~0E4B$9yRm<`x<27Icf9JXB7494!?B%nG@J# z?B|+s<{s6e-)&&}(_K*g_>~#@y_Ah#db>CFK`rcvq<3}J)0<7&U?TYBmQrxLxje3$ zwIX%R*J~{86Y2xqpRZM0z1MG7X5R@1!{Wzn`K_+LpT^AUdunVwFVju0BLR0WhKSWS zm3f1^%tSEV-s0_8?D?`oQj=}%HuUYiUsq2SXs?x+3Lm1zM;(H{bt<2t*BN{naHQiK zCJX7EaSzS-Z)k#7N`(&fnYJv=W<(H*7S-l0IAC~?G@&;mH7J0k#jzQx<27@4dwG7Z zP-HBZiN|b(F)oyuIFdGS)TSKN&l^{{WRjGw({BI!P&XmM+y2Xa~iX z-jd__4LH%jYf73XmTAha5E$c%15n0-!D=9y;%rk?ql-Tg*p;U_We>_szgjk?9fu5K z=8sRXKZ+G}A~{8YAo~v^dBZZ@R8pN6U^R}cYoMpq%2TX) z;0%UcU}M5L1fHlJKoz^gK46uD*(Y$Ls(Z&g_3>c@SYt2DW`(P`BEuU0)W1Z{KNBO> z@Z3ssgDD({(yxV~2#-d2tSUtx8t2E+F~glkMdDci#5DIHLOUZ_sZgmapq^D!ixq~) zB4qMNzKHO?cRvX8TXuBELlWZD+<0_aLsMF*iybwnNJ$fL9VNe7?cbgGI)tB`f%gHh zHaGK!V?iYYM{4r&X5#||c9BlCRg70-2*DE!9z9M$-50BH4MCiP*1-MTi}2=-GfX}L z6Y#r1aH0E&+l(OTq`BXOXg6t5#~iA;un62J-}`OjcAL6w6d$=Qn$ZPE*p~km+Ef~E zC7=}aP|VzRO%E>!6gXQsv<92(#IM8z?J_#3m~%BpUjOU z28JlQuI8!D+$K_`w<*1pS>2iUUG$;_TrRxyH|pL9YbtpLBeWGP&0KSGOoe!1isTLi zE@#*=OnQ*I4Cy91R35lKob1I=8o-4{FV={m=x(|=hLb&9M&SN{n?Gr`9!VshyuVB$ zFP8vK{{SaXMoktPedD{yYy@(W-2L*Tu}!G=+6f5r1Hg&2a+5p*A=piv4xs^!&0Jiv zv6%Y7C73E<47QAZ%7kdnKh?s!=w(>@2%qZi9y?dw?%R{SBSos^SKkehVNtH2+xA0k zOA*RLCW3ih{k1P;(?r7EwGDuq^}+(ZI6F)VbLFds6F5?F_r$uZ@VKp4sm={in>0 zJbuu(XSzK;CCHeyJz7Bq0@&Gfv0?ZhR%H&h^fp^{^3`=OycUTJGxSh0-rk%VY6 znFa6t?pzpX{~-Gxh6h=`1Z&Jc4_-51$_g@TLtD2820{@<=KOzl)dtWdUOpL{dkRxa zx6;7G$M*>r6ArakfXLz?vXsQo!r&5aX^yEG8|P`R3tAmyQE$6gXs$}W zGsw{;wveN1jb``fx=Gc_K^rTKBm{tUa84pm0oij%)k};~Mfq7g8v#si90y!4K}Cn5 zu}p*?DTVnGVq;|pC<(v|&v6VnxXFMEuT zRACkCO_o28?MMxk3Qg5A#FeaqYjsjUW1>0ZVV^y>$0E(S`6()-c!(kaG(kZsgy+wq z*3DOTTNvHQO1smu2o#haEy4P^sC3nY3WxXOu;L+vWg(yKr?%G1ERPqRT)ga#zE_h; zQ!c@=Ut#qG^b8C-uiKyCb1ndA04^e<-1ApPl^gy$y4yK8XrZc(|`S1vDU zYe6{x)v34bOHYa0$3#e2L9IHpf77Go!SS}iWu5=y((B4WJ~VqJsH1(lNNN?=NO(%G zAhOX3V zfxh1ex+%YB;~FG#T+z<=Q}W+YPWg4hd2qNJ#wSEWO9x{B>3$NE&9~WOYFflZXi-`SdRFg-bRF}aJl#8vE$6~>Q9JaCCxPUIBD?a$gGZ4 z7j@hVcWp_{x^)>d4i-Fv)xXZtEuiOPE|qFmGC||+%V`3Hw55i~&>Kn0#JYv8*>sI( zNO&U7(Xl)kpSTd&>2rRiG!xEdr49vH4-|S5b}=$rr6r2*&CmTIpKrC5-9)7S&d0AA z0C% zKe6<;b`_~sHyrLhA7!v?Lo6m&Z7>r8%z;!90G_MMQn)$fr^%09Wxn!;?_lP41GB_#%n`!j@I6g&|?*k zcoqeg%ZD%;OzG1OT|%{mHnlODhYG&nQsW4**}FZDC&@b?52VqP5B_#p;*a!jseWRD z5SMzlZRD=(zXuMaS*i`>+XogV>-E&73--Sx7)|WisSE9&RkM84h5H48aDw4pDo_#d z6laDpM^%!5N`o>a@}6o0J-?y1Nni~)he4-YYlL+Tx;;|NLJ~Mb09Nx6S5HD=i_I;C zf>l`aKLpMu{rbIVb(3bw$|QwEts^08d_K%aAx`&n@NWVPMIh>JUKepprmj?59ajKh?v~I%>A`! z=hD&Hz~59;!4LZ9OzPC7iO6xo40sPc(M?WfaHIFMLDTke&PnZ>E`IaMMnX8pmk;qQ zz~@-q*JVaZft_p>4snRe#ctK+Vr!+$GKOPq4g5{qe6NF4rdX{+&ljPl>=5@JFQdOC zM5h^Ze$4H9oCwFiYP)3<7XH+@XviiMyJ^QHnzMB_$#U3~A2E!#@plTry+>^Uk7lal zK43Axi^mmls$Cy7Gu~$k*5KHeXUDf}0<)H`BObLNpPi!(ffh6KwgWlP%-^?RNK@W6 ztY8e(e~RX@8HTc$gEL781L)-wCe%*u28XDL|7{Hw%LF5X);-fyUOLcR57;=n)#k2h zb;WF&C2$_w+&$;uPY+wGQ|v0oPpD4pg=_o9pgap88y^`h4Y8yt}W;TR&bp3Ir z;N8YZ@QcuMDQ7HS$22s~+*pYXY0gqPi|2^>Q5%BhaJj7aYlmmQktq-WmOalA=!e`n ze=-LmKtZ7{RpfD{;hCtI>Xen6^i71(^aS_v%sxM*694w-!ED&!+^tUY{ITd{$zUTQ z*`vhq0&PAboYI}y+A(@i;{uT$EW7MF5_^xmNN=v(-8??E(usPK|7x&*yo76WnJHhU zNo*HYOx2117d?)$a22oez_!FyfOh|xr3w;c*oeT$yG3`Fw&q)(|Api$j;{slCMa*ZMrT>6V<=2I%LYpq zytkSrWd;M)^mjXf=T|hY*?WqXR(@PKBSUlQf~o3oH?v|ZHMZiH&JV~fvID48R$OTC zw%wBZzG6-osD*hvxwJlNmE=INNKR70CiA@QjrFdmUv8o{+(P2Qv>IuYJ`p_PIEFD2 zdcjz=f|1%l2h1a(fZ0KtMA4`A-SS}!p8!yymIEfTpDjj zR=1c(lNLIIsOzR_Y}(=B0PVpqy~3jXBn1mGRJ5R8*DNrGeMOK1O#L$*1n$STJ+x2U zCoIO1CrvPq;u+lgDB1z%*=o{s2*|*dtxw~~hHx?pq3^0f9%){Bv*Le3JRedyB<{4m zH}sXZ_K7V!ToZfz;c=>$OBr7uy%dJ`>kDoHIc`D7htWrVOWD39BJYo(E8PGAhekK= zdu-&MsRaNZvc0#@IgOnRGPJ?A?%OkHq0fZEi#ESLBH02DF+?$II5mVOAceo$!sU45 zu2IbSj6U1`zUVARygQI^#}9gm8>6C{aT z5IH`9kVwbNa1R+#yOcb(C+RwdR#S5Rwp9R)#N1=` zbvgef51?QLxFG8xRm(SmdA6_~hChV2Z+`Ds<=bITY8JMTQ;7?1s}0P%I0< z{M?06^%j?eiqkH{;_wqb7{w3d&Y#d`z9kBohu2O;xnLlf743+j-opC9ef6-R=`VgH zC*eEH_N_`H-f}KqQ|BCx`ED@SQGjlPQf;xiY77Lui&7GFaSl1vj*QprVQj>(6816& zD_D!RwRB|L0>v@PMoDgun%N- z0PaU^_8|63{#=OLi2^5!K-jz zRT|!si2Up>6Ae03FDOSMfO;^7VKRat8OoruOW&C5KZCmtz=zW7DwpZ_q0FfZHja%W zOGey%W(ZlnMx_Bfk{1ixch$w%)puPq@A4>nB9vr4fsC^A3RQBNnG(C+c-U)=k~5&M z4%pc}cMMfzp=BWcZSjn?<dA2_IHVqx?u(CNdtZz)Z5+!EI@^b7uhkk zEFM`_8P*KW-yP2hsw8Pc$yQSBXA^1Hr#ALLs3~G0H=#SU@+BMGcK~N*Z)+J=m$wKP z9#m$&?I=MMRf)lAjy>K9T;F5jPYaV>BniwiRRv{g))Dt0r&7FKf~3B4Wbma37}sq~ z_{K@cug4NB?6x*p%-o9%+{T#K>MX5QRNv6A8&-t*GJ)Ow>tetKKn+*Kts5g#k(<2` z8Y-fDZxDq6TMlX-7eoDs0f~dZQEWLuHY=7rb;sB_5zX^R+%gD-fYY$Soa+H-@%-n1 z{(35{py%_^RU?H1u@REc8Hlhb91<8h@sc)c>mZ3O^AjtyPOrg6mfRv9y5Yp`rMqM| zEb}bJyq$R_$Z--GsL8Px5~{ynk%il9D2vpir6mq6uW9=3n1}Lz|rPATB3A( zK~qJ+xPJX&8@U#Hiw8E}VYYYHP>~-_2IC`I8$8m<^6XUpY3|1b^_9U@;tOD?i@GR?f_52O<>)(py# zHlF>t1`ihMu&Z}1f0M9wGk>kvi7DB*Ja*>1_i6Hy|MwUQ!a?2_T7F+Uuv8|L#5y>g@gv4ky_>eZ}3s$n{%CNYSs z3OpvpsT}W3`D~A(<8eX}=erR}{_7K@O$uB%QjeC>c&j9lX?9r0Y>qDrKm~#Vl7E3U zcl6bq)Vbo9_jYrl*>zF8@g=U7nF)R{P)j-?${mMww-jxwr$%Tb!^+VjgD=1Y}w-Q}t)88l%Qsv*xJ!r2+pRiEQ+M;IM~9lj>~0TOcKq7E+XF6qCc>Hs3xG zg8p9Ij#+@r++tEWPLQBdSj=^mJveE~)rW(AMq8ssL%RK9&86$XkeXXguH)vk1h1Gt zawL+j<@r4TkHy(%8bVkZJM*;sAf;-hqu4@;HGo4G3Xo&)zU3f__$E+LU!LPYQlQ3; zmHb(3?b_Z@l+7hbt1^|7+=`fS8M#S+Jh8F;!kXEg3f*kTT855eR?sOlO}=;)=ic3# zo}dkErG~4wP)dD5&>3A?!nxxo5pM8BU%?W=BB+5bPyDdPS}7lDpLIcspcs8ZNqjRk zAtTEG@nK&y$cRdtlHM+gl@9E$+mh5rHqhcG9OGM`YQcUy(4a9sRi9_Lv?HZ@KoZsk zNRZPnd@qsVi+UxEteL*tXio36puH+cK#+x}1;wV{;j#^yQBDBu=)*y`d6N2qYDNrK zMxYJdRPFqF*a-M`ob4Sh$*ab*AXdY54NqQ#XuYW}LYhc$Myu2b--qUdgMJ80ht$jL zicy@@Pg)C@Q;sl2Wr1We{pzc(X{?9p;Pi~p+6EfclNw0tNKN|pTs5X3GFRQ%1&nzV z?PICyT==dfNEwUh5I9aG7}J8yZ=q|%`S~vzuQ?yH!6ogT-=2ezZFMcn@Jxm$ytAun z%uDt@@lKcH)UqF{2V@F_leXXTzfBP+ZO_%z-&OdRe|11`n#85MGY`cM;s_yH*$tsh zE#HR*@8|$5h!Xjvf8v7_{w_S@Dfx^5i_`b|1O9AvA$YZUtbVWNGd*`L`z^G)Q@tI_ zTrFV-3}FouNGO}^1$0kzMz!}oIC_dR{!d^x8>Qh)sOKzJ%s1xR!z=EZULxlMAH;B> zpGgurYIV_?tl6%IbLYfgiS(Vg3g&J>qO#3hat?t-utUNIw2A@mst)szm-L#W8#DSZ zzFQcRuQc?2qXS3K2=T{v^NS}SHV-9;(buw z9@i#WZx2)Ca1B!=o{ZQ2sK?<0AzS2d2zu{E%2S)ko-Whm=QrI)r~!|M@KQ}W=zWkc z#*>d{eev=11O!Bk$lN3+lJxfn= z-y9yV$ynx9X{o9F%?yzT42D(mKy4$*WB2{kTP5Hr`4jkE$Ll)gg^eG<6-C5d*MsKu zv_wkZ+$5~RN5DtYH7UJjZ_&A(8v>u<@-7Jg37Ka{!Gj9J3eTy_5outj8BKl&bcd`P zp|$A7s!vf`Bf{&%QkNpPj3kZY+gmuZ5xnX6QCp&Q7ll+xrTPN>Nk}aFV#+Fo)LXi) z+Tkyyc@!(MqqKaR`*4?YOotp>c!fHXF%E+X%sP|TAEm{bb#q6@8{nd=!C;@rxSphu zki!?1eqy?J?5f{4`4QYDl!mO0Fa(!m;S^fK1j=>6g%1Vs*)!L_XAm1tx@sw{sQ~4% zKJ9bte193NiN7FW=m8uwUFNZv>!>k#q`Y+A%Mxb@VAw#c$e`~ukc=w+P8fEHy!&m3OChZLjEq}_f(oc~4L8yTbTTA-CDvMA9! zP4`u}Eu5Hfwcq*|5cuG_E|i)uSE#?tGJd%oLvU+`U;? z>L0dlmTlgxO~r#SXyD>sf;{6{%5hf;O$ESBs%AU=YTB4!^PN5`e(6{&>!bnY1bki~ zqG)QV>3z7guOlJUWw)i);kT{z#fqssJ0|%hL0Ew`og%3t4F{QwkO~F2sTxsM6PSDy zdoK?<L3&lv8VLKi{ouDqA8z$6~u81! zNf_dTh;iSCm1J=d%diMYQ3TrYV%!Jxkj7;3UFnm~jRoVvu@ujF+qB6f;LAe%tvetY z{3%2^r@EVuz`V|5>n2Se71 z-j*?o-nn42n7Uwkn5&iR)aD^FaGYr}`6v*hTaqwk?K))sz{pNRwD%mSz8X}Tv5RQy z28WTczs%%~0868YAA@DbKPkHrSYhMkQvwCSY>AyL_G`0h7$c2mN37=%9aBP=MPLhrw^Q{0HxGr-v6#ss*KTTTunCMem+$i+nz(IoCWD z{zB0ge26 zA~bL3;et66O-!#GsJc=5m$5wFM+^6X0t=Qu&f5+-5^sNFUTs<^Jodxg_$(sCsU1^O zV8H`8>n{3Bk@tGxb=q2&`gWJFF>g|`cOsVWjN zkaj6O`y60Oec?ZMe+@c?pR`Z|V7ivL-NiuQ3e@_OhiwyL zYPIVp>N=o#38n6qG)u8ji_|%B*Z$rI@rCU(l^W`$%u*0%731^S?dCCy+kmZ`y?k<}F4`YFwFL{RX433q0V6|Dx07l;<6@)8G;Ew_8Sr$;a_<|V zr0vc(nJHDq+OT;I)6hs{+u}i>=^arzu}}bTSTOo#j)*%C?eL8^tVr@%Yj`4R7v;bW z7N&{xgwnW08lB#+l9n;yLY0(ps!b|}mb56|Z6?XofOn8%E7LAU&wvN#(3%iz?9y_= zm~M-!U)toSOL(z?b0a6r&^of|sXTcKi-AbyP8u?x-KslsB?qCR#-cW*41fXzUw+pG zaJhA(fdpo2fc!v}kGuG#KmBYL^f zp~)rzme&=CPpWYfz@L`MfZ}pcezpd zdU>&MP0fs#XpUU5xhBRT$^z$5geW8Ce(ZW<;^KKy_XnLl;Kq{GodoIC3u%Ui_E6X~ zOHsQjWgY8OnP1IJW76V2P4BVpA~xkCy4H2ZCse4CTIRa!Gq8)9C9zXRWl(zD&V{jm zr~8eh(TDHog^gq7ZSZCC5&aJKE>4?4`{PFYooPS)DpAk;_Z{w0C1A^Kt8@4^VOHWU zB^q%Plkh&Xzv?b)S{UG;Wt1(B*3S?3j?v_GU-&t?bS(Ie`SRk1yR(!+lQdYiV5tlQ zg!r~Z&u+uJN8<3cPrwqE?&GI@z-PNAdi&)@1_{-dXBc==C_szvS)r5x&f% ztqy!N|IiN-HDGMUV6a2-AjaI(h;UC(Sa z?ibo3t>vy_ld;QpUDbjref*C?BW5R5-E9Ltx>qpL%kFwNFXNNZ$BTolBjm~13Gj`I z&Xmk{>mMfwo)5hiR}o41N$t2Eaak4RP3VLpw*oHadc>lycuRgz1--P`Dlh` z88|&*F$lHYm6`2YMdZ!oMs$L}BeWXkskM658l1zFNU7wBpZm4ID$VWIB!NSyUTY4W{5ax6a!Gy`NsuLs+Y4wm#dq#NW2E#V1M*$P0_a8V7cZl-}Hjn zjxViNI(MiHxuT}4VUke13;`LApB3rl5mV#(^F#l5%5MA&ywkkvo#=SI`>3Y2aa&#G zG$QCwO{GY)tAxI3`eRNJoteMhg?#KNgWk#oXPvfRurl~=ASz)^|71_wMJPf++CwD$ z($%{BB5*UufGXV1StTbvFQdU^rHL`~^O$Mm&tE5A*D(+b@`3kiDz2hjN)JFh-I7o( zJ$6T?1FDv<%nD?)3tKMVP1?ETPHYO$G}OVM2T zAsGLwkNXM77AI`*ye`78YY$#-A5GNwWEo>tu^ZAwM^+HFmV-p8-(8zGoVK*CAB(BHQVu+bYs zVC@l9rk8>fHQ-HH5D6|CiX7+LfHF@#8o)BY-NB-tqLWs*B)DL{P=I4UP(Am03>bZc zkvT@x)Fc&Co?uA-(qosTghF&hy#pK2A@^psyMP*fc!!-Z|BgbfVEPie=d+2%p`%lc z0MYZ3H0<{0y?ug{3YCwsT_J@m9wyl$xo_zL98bfcp~%f|R!H2P86#D7HE zNB-HRuX^H=3P$V8D8%H7X$C&+RW5G$$@d(*ex9ks4#}cwA*y227|lvD=A9MD=}Vqa(=9Rs+kAxoq9~>c>l`46-E*4k%i(Kc;^tU*U{5TG719N7(I`tp zbm1@Vhmu=4%HY-jg^;=QwzdkM{?q^u5@^65`~7m99)Icc@-wI%pJI%))Jwc4oNMVU z+MHgtO*R-RLRmJZVV|;2!o0W8W=FrPs_Yj=ouw`T*^J>5uJMcrwBZN*Tng8Qmankj z)r+Pb4(-1nEQb!9;fa6J!yDp|mjHS5d&`b~N;~4T-4m@vQn4L-0jaDz+Kaj3y?328 zJrU|5g=>ZTDeQ03ALgQXMRi%uX*dvf0OA2o9`${v_PHIX?F+=c%Kiezn0w`! zlzG}JYJ#eVL$v74KRAIC%UPF6&)?Kx8NdbH22y%cU}6z>DsE?_ZH>_*HWjSF!j0w7 zP@75LNZ*{)I5p=^!OV8+;sR0T(;UaadsPKQyl;6<|>x9yisgM+8sH zRoRS|*&kGd7d;3>3GS#OiH^|E%qyH^dEhPygSx%_rS4_jQAx>(g*)K57w+d{fwfh} zX^?g+4>7AK$)gH7B*De?<)!v z$o;@>=+6Y&`VPHrybz?F+|LOuIi>x)vM0{U${Y=Wt($#8+bdo4eqCuEs6TVM!Y52q z%p-;Idhm%bKm)>cqY+{K1w`o~!7+RAF$_Ti{&wJBmmt70`U}txL4yBV=Z^z_*9ref zcmpT&=yWV;V08nO(gKnYkru8L)b;=8y0O1YemOY0SsMLOHTDe0!eOWJ%EJdtEXDDe zAYNRek%Xo5+dgNCwnwM2zR5EKNKEwiR6=%qL$#+nt#)w)V)AFiCbNvOUFjvQQ+*v( z>JZPD^&MUqTzV>~@hY(^b}TS<8B@vYv%ABCHoV@Shi#vI9uuuuiF?Z8NrQPN+*Gd> zf<}QtZtN4{_ri6eoYT?EhId`LBctjVj8=!&WspC?aCq;=#SCoJGLN@b7s)ZFS&~s~ zlY8PnJ|^V2u3dSNiL`6dk|CMPDzrX)`yvBG)c+aZ%dC3zdkio!U$v)*oWzJy*JGN*MKECTaK_@p`Fw=Es`u@DNPd#@zUz7e-=^!EiLHu+|#jv1wU1&`PN^Ia?^HvBm@)t3v{a z=^k{hpYp&OOiK!sehi#yE(oJsyc340_Gk;VRQT#z(rJfi=_OG~YPRB=b|TIpGh2BBSk7?{Or*vGKE2 zfL8FFv`c)!izQ%MqO|rbkSIvs?q)1WWKP+Hg(`5G z@_-1}H_s)UTXEkIQR`pp!iq)31Pts25UlOsH-NQeGbJM*;Nk(r9`Dm3KDSggn}zrgAbD;KtK*2;_lHQo`WA?o<)mC`XH}O;gDPw zA?*?I(EF=hg5k|~v-M=|*Hh~*ID~h~O20@c=)tm%$R_p-cD?a5zqw}CiFzVORU{8o z<;AEViL-Ced#NSc5dNYWZ%V%%R?=$^<#wr_Odv$_&vHa@{<^o>p{yw5DWMrvrVynj z_=D{*`lv2CMJ=qwsCX&H(9rhoqT1ITi%FW_y{0~v$vsMsZl@y+1FZY88n+!z#vz#p~x!LT3{+o^h>A}C8S z#InX^LQsl5n<({=3c#ErKXDMvIPr!Rs7qn(5*ruIcbWB5OC+~4yoaeA3EV9Nf{_A9 z?e*M;HMvktAS{Io{dv%FubhOWe>uZ=lW&ncp>AH)Z`xA}J>B~@(tmg0h~{S*#TM!=Pr!hmM4)7hcOjd?Qm|!9wqx!@kT)e&M*w+qGQn3T1bKWc7}tnT z!t{2$M-H|M%tyPZuE^%vW~}7T>I^q8V~rh-hE-_kDPAn-0gv}v+~2!1Exm^LBv$Nw zCjArsV5U(oXaaC762)f+a^>DjQf9TD6tVI(5Q&aNM;sUHcKZ z6G&;1;O+dii|(Ll{c~FX!8386hw!zmqfEF#5DHa)5z+6c#`W%^c7n2m3mcLfXhD6WZ+uuJ4UqfDx0kZnnf@R&TD zV|x9=3=bIS1VtKSF1ZpEGyNO`tU_85f>T8y1w=NbOdFuez+69ktNOZle(5ks0+!Ba zz=M}&Ixo>k(%Oeb*g}AGeaq8XVCHcOb)u!XKn%!-q@*%ba&V)F(}Yu1m=K}k!V(Kh zNdQ6)5lH^WjI)I{SU=gL)ZqZM(F&EQr|)qGgRds?sOtYQiyV`7cWp;^GX zOBs|CI_H|jaHZ*_V{xh6(M+80RWz01Xff*Ho4~dkEjyYDiJKpTk2{0!rHQ2L#H}oxl-=VtdE+S|Lso!?yblVH4(2$t z*~=+EUgr zVSf;-AAH`~irQ#SR>aU8Kx5gV_pG5?X3iEYfErgsgfyY%7vlprqen&=QjaA-ZphTM z`!sBqF*=c3m)uUnDNE(l9;(~7jmeq%od?NV;ak5du7S(eLV;xtZ}XO-cFE{7oKpB< zG}GBu4a=mJ<_;A_CYPwPiqQ^=mkJWl(@8s4d}5syL1>9q+wEC-#=GE2$kG(ZCtkYi zr#oHuD0hm#uCt8Kh~BFJ)$KiY&lln&X4aE+uY89tdXE62_djxAiZWUe2=XcAh+{UjI<&d+1>HXcF_$s`85q)T7MV=4&(2zhprd(cGhiJjj5;bCDhHRn4l@+yr$UA4H zGNrC@vwWto@@(r~CfrPdGGs!?n9tJM=R6kQJ$Opqv*XkSfoX@)9=LHv_kOcx-V#w5 zMbpGmP9uz;IqIn%r|KrR|Rry|9?OHDLafxK!2bmL#KqI`vh#i#4cTb^42(SGrpqz6H zOY*&Km!tvxbw_!fNZ#yI-;?u90_wh2B}%@_S~GixOqidZ`!PYP7q(D#na`la>%gf; zfuiP6txK*imd9xt%Rkk$)hkkI?+(?>SqxqKSi*Oq;wD3drGV{^=%iifjbBwVhUW~D z!2LNl65!e=4achksHd@1DfA!aYsPu2MCE9N)2NYyU(wb@-)F_hmZY+VD@9x~zeoym zHISIJ^VgX=XI9f3o!WJ+47 z`o`+@wiU6qkoLpa#tG}mqijBI1(gb_8oY13D)(+CXs*oOj(c3@r>*Nv-Lk~39A90W z>&;Fb9qc;{%?qIikAO)X+f2$@kdF@~vJyJO^>t74GhY2WXMooD)%olLQL zcfrOR(1MfjsL-D&h_;ujD+|bXU=exEb*QyyD)&3n3Ru4>60IW?=9dXbCTFT}s(;cD zojI;hKnnF~qj%I|IRmYfQ==lslBq�A{PVap)hkuHMpRb^$81}Xq~Vi zlAyZnz9aDu(1YHxjl#7M2#hvYnH|}{?NE76%Zn?XvufUhSK*&%POZ6DyS@n!M7 z5eE)s)}ZB#o)T?WKkUEK7S2`_E~ivd`cyW6iNjJaJKO5APA0_)KQbD| z%TPa-STmb0HMsq7C5R`hIF|BdF{P6IVOgP|gpekb*r2f0uVG}?jhiqpNa=Ab(9=xN z`l1$khN^7O@)`L=ORTcx2=kdw_-q^9T6vQp1H`4p+Ybs5)T8|6g^eVE_*m1~%4?zX@LerKr!e zPV9G@Yu>Yp_$eBSV&f^UO2g`$M@~4FPlv}Aj8CN|x=@4#kr+{W5TcFFs@jDziL0W; zhU4--g&;ZQLCVGMH5?3%MO$Wfb!KCm`cEx(dEgEnh8m{V?iOw_pMeuf3=yWn+F4e9x8!LQW{%-l ziy)4@MJQZkZ<=0<#8_gL52u)Cbxf&WG38~AiS<7l4X8!A9M`P8{DY6HWbhoG4H?hl z$|>2*6lska)cn3m;Ea3tk~)yhu16ol8!F!W?pO>Yv+V1#3NR*WqpMem^Mh9Y5Su|; z9e~wz++fG1#qsJUh2jtHsX-$DyX_)1%5D)R{|H&+{K8r zRbKW$xoW-PR;dfR)kK3^fUDh?do@#CPRI&EP#B;nc9$xoMkRTMQOA@}BSq_@xyc=& zg{l{kmdtn=D+ozkyR7GA;||PjJ;qnUuKQH)fX<&(+4@UtAzePAXGB>IuUf8IR+@8I zzaWv^GA4OQxqXj0LnQgL9S$yip<&%g0XSAcy6B z8e!NV$uO!QI7n24dSffLjrn>lOLJ4lCcaQH7n4 zs2|6BPM+j9B(>BizF|s`k`LwC$e0l?;#$|up0%RTpQO-49wF4qi0@J>_|aT$K;*kM zp+XxjxH3vF0N#J4b?-kMJmSMSzrk-Z1zwLsWj{8e;{fehw*{6*_g`@$H7oTq=q^%3 zIvRCbuVk{KuAS9U6Q-cX`9;h4E8IgpWH(#m@_#rT7!znOT7}lK?!~Pk|>ZQ!!yYd5Q z&b(FYx^(pq_k>;tk9V8!7+k*Vm2qvl!$bln&kLaZ2QvPZvu0}wc{bBDA}<+&6fl zo@dbo9_Tq!y}pB%vjNnG8SvYQbk`T8Q^?-e2V0c)`e`kCHFQ3(K;z9%m%n;yGIu!D zeRqJ>g2iR*<#qKt3}><$PCZ12v_Nj!0MKCjC9QVD2Bi8i$z$Z=b+s)M!-l}pUe zT{o8#Fh6sh^=j0U08{z#1c<0L)=g(9xU;VPPdDAMb0{b=WBX7V1e9yVV?9(ICdc73coLwnZ+o+ z$X-4zQ`FhylJkjrW{&WChEHA2WbNi^3<&V*`!L-Kft11MzC7y;n{ zTwln5@RmJ%yex8o*tTHz-~o5B-U#B-$PGuMx7xvDQt50Is1rCq{no@FrNF1;I#NVe5B^rJp&o?2!@ z)$8YtaNnMqTfVMG>lImW<$UTJ@9+eRUfk150x#JwIqSU}Sk!l^a(!8UMIAj<(^kyx8VoLBir`=~3 zh^ly0|N2=wMxZtk>Qs;Qye^q7n%5S(wOX<3`j&*+8cT;mhsA+nPl)#uMWziF6`RBM zo_xD+MYf;QQp;D3YT4Sk&@T(gB0vlSUasZF*w?ZtR_m29V=u~V5Y&;&@xsb@-w4wn z*KAOd`$$Z~3jzs@*aDssF^pJJg{Kar`fAgx-*v<52&57{jFegFY!c8j6ER1+!>z5D zT5bBnzbJ4yPne5WH4=2N>4^^x{g~j8I$UJU`C$Fl%&aUzb^Kz&WGK5D-Gj}LU-D(r ze8Aa?sqt3`CY(c_!~WV*iPg|V8hyTnp~yoz>FENi-h);06f;|^$wWlQO3-NsqEPC} zRk?AzQ&#JV&r1Zx3_Vxt;BaK%;LWy-chL5}TIdag7uq-)dTmRhWpC)uWqwr(T%@mF zM8h^%glW<3y8Xky$cWW&N1ELf9#G^m2V9M7LPN|1%UhWCI`caY+t@R0bE1M0)Qjg+ z+_U7n(AB)kR)-M4CE_8ox*rr)MTj4(KLN zl=|THv!gIp2_ZG*%-uSaoE~TuqZJ>K6P*dSWwGCy4v~_RRE72g|K1PzAkcOVHI7is zmL}o~?!||=AsjVY$(Rni_c9zF5fkx#6XioV2p&ny6uoG%CJD+H6CN4^Ocp4CuO3ki z4iS)2Crrt&4|1W(4eThXTY@dcWrVqe0t}OMU?t?DickXb*cBTGF9r&Uf}L36aSf;M zHQ-g-)0E;N$M_ktVs)HLK8>%K{ZV*oU6)_5rv9l{T=QxuVho&oJS_xqb6Xw_rx&gi z~DC;L|;$>n*2&bE240+VIP}4jCexZlYKBCuROvJoy#c#wx z-4$z4utT7cRq-cU!!a0J$MvEE8 zh;azUs^kd5HFKgYLpt9s0~Fz8ixf8jk3WKLv@d&+c7 zLWv@h?uEpfekI@((h8Kp3gl-Q z+Es^0FcmVfQV2Lf2e#jlDSfPs>1>KxqS`K+!rEm@Zp2Wz387`@LcqTu;||CBJzjfcW<{~fjl_l;8%cuqc_UQ`e3 zh(iqTHDe&rH!`g_|7H))v@~)|)@L$mlKk6X`m1;Zs@!c{Lg7sxy0bjn#hl?tb`RSL z93!jNiC@1Rl#t0&88V}}ntmeE6GNHi9kV1#sSA8L6QkbScuskb*gG{gid2(do>D1_ z0!>S>&|93sk6C^l7XHWa#vSk~VZC!Oa%$7(J$hO(tqrhZnA)(D z&<~&y&bL10E;hgAlg5e3uk`Tavq;tT#?TGfq8l{cho!*@R=;tM-P7n9 z0DmWF#Q|}DZ~H`refgOkyKXo4^dPb9eBE2*g~!;Dn{*m1Wszulklt5 zTgGdvxtv2QXh2&e<73#M2AeC3=qrpAdz{E)7*;JE-yVl9Mk;NI%VHP|m1)P4+{G|C zI`gjS_bkY5$8QGddp2C4LZHD!{rw?^t-BMku0ii_bS_t-l*BhK2KFNMf#2chuGdZM zFh+ad9gmQ&t-jtp$jrDuf6?znk{#i6O#kGQh|!)kfH*;>DE+|s+MR(Tmdf|_a8(#u4n;+nSi!wZgguGGerPUTl|&&pLKpzJl& zF7^+ORueT*L4jN%f@fKXX*Ua6?Fdj{-6y-!cNW=ZdOeraiB5LB$5kO2tEn5;0#+M| zd50DY8VT|I&S_3h%X73P72u|*f~U_;%s!0;@>+a6(gNqO-YZPEv(Y>~@kF(h{yLK~ z7nN6P));M|7p52MnOoo+p}9+X*#t;x7jng|WnK?OlXTWhs6qD}>P-%Ik)%F29Uf2< z&W+|mQYJ5s4_iOaNC)@50mO?_%bIPkEFW!k73{0)1?(C&7vKU9NEsD3SQ%&B*cv0F zy3z(;*Uwd=O{)+<`8#|t(r*^so+3vlq3Mrj^=j0EA^Z(*z8u1A|HW*4SLBdKUXflggR*PX(kIzct}6la+G9 znZ?iPK_BWM2L`UPKobW;581rgD=Lk^EY&h?cGwB0gsdeX&s-|S(ozmp3UTt^!JZksCm#3c^uilSJTxLcbG2%$MN5cN1YYY@ro>DN|pu-yMTX0XB_8~r0{(2aWdZ&#yIdL z*&eU@NeSj{KeU>uYZCuCJl9hfYY$|$iAP|3yrgHeAP}oO>gAf0-P5HM^tx-39&Gz? zlo&Z&!MjoxYcBbsiOR5ar%KiwKS=hNj4Z_vyn~T>azi1MFQr&7|J`_W5 zL*X+8D9+Km&(5A+$#{+gHZ)bYM`%w<{k@^w>wVC70;^3QV825rnhRhpz=(jrNbdhD zbb<;9ok)o&3eZSMi_-lsA1WY-QV}O*-barR_`nf3-KZ+LDurlQOMVM_^hwcU7gn4o zCo6ibvo;ht2`Pkt>n(iaVV_~;RC+;C3=;7R%V|QD8rWPbe2LA{!+Y7gZrho;0csB5 zUR7T_!u4a(s?Q$(NU@(>LM?=`Va6?cqG1`B5U+TvPCY@K?UW4|*|5$*=P}Ad@F0 zfKzx(J{Ns`IbPNIZScsk-fy%3S}YRK-v<8#i~{t}48{Pf|3&`IXZ)X9f4KzcH&yYU zA_ds|{}LDfy$OFR0|EUe>HSlF05<;=Je-a=6GsG9p{{FeL{~OX@h>`yp=kG0A z`Y$+tCrbWjq`zAT3HblEkk$VZC;toO-`u}{Wd;6Co&2YW15o~V;s6jS|9cSsTl23} zf`8Wx2C%*Tl|%SHHUG*p_nT_)PYDM^d;t{Te-ID;TkD@V=>F6yf%|7hx__hmyVZXU zJpW#^@~3pE{dEP)f9m~p*8Lrp{!>tl{}!bFPsP8^9=|8$KSjpnAEs#8uVCQ6FGB?U N7y%}oZr9&?{|B!Wo$vqv literal 30588 zcmbTcbC9UL@-8~IZQHhO+qP}n)*9QkZLG0v+iPad`u4rQbL*bkd;f7#l};+DC!O@0 zdaIvwD@X%_pa1|s0088hiEHYOGQp4o008_`{|*7zTH2brcsiIGIyl%^8XLM;+S}2) z*_qJU8#-G$)7d+i+L_oJyV{!CxzM?odblY3{}%g;|KA1wZ%^3X&dk!>)#+c$I5W{( z+8UahI@1eTy4V^zIMe@UFxI~TyV%>?I2hWQ+WZ$B#(%&W89MzJ)W6f_>|*HR>ipkv z|4y5kjlH3Z>3`FP^KbTOXl!h1WBS)l_Wup}@Am0n@8Ih2_j9=Zm-GEQjSf!s=1!*0 z{}(6xN7?^p7YGQ5f8C?Mhx*?I>Tl24#nZ;rna;!3=33`6{;(DCXQyw_!9lcdJnd*~ zceP=FdGu8Dg|#XBW;pddS%H+5I=;)hW(v;j#AyNg4?;$F3T8@hZ{(~ zZv#@imxJGwh}El?6@^+W8Mt0yaHakG``-0@ZCjqhl3;1*JlhN@$v(-2z_aW`8}%?{ zZmrnq-bD-x@<^lb!X>12)ZPL{yUbd&Uj zKHOQG3bOE=E=Z@N*9e7!Y%G<}@2gjc$$=i73MeISKhU+5rb187Jlv!L`BQn~Nar=B ziA0K=?xI+!IaFmFSw>K%B2O0$kWy}Fj{AFHb$rxEB?hBVd@v6t_rmd+rXxuRD~H)y z5OuaxJYZj>C$6NTCv(L^MTMEA!@4lWLrdg9r2TisR+LAMYWEa$lhB!xtSzR^?;Y+n zuO=U4vKyQkk2#EWQlcIEu)9%SyK*HWULxT2P)2n0Q7!k3?^c900(sY96^3?z(JadA zk6cYDy~PAFVvb|>;4;y|X-|Szv0D?=R7gOSFBwTaa?%)1aGm0d6EZbg9gCkG#1__B z%nzx%gvnss#y~{Zq8&vZt6n$a9_}T6(yZvm@*rfS2$?zsDQ%?p_|u*R&d#0wn5Q)S zse|SFa^R_irG4+gl{3Uk=y@QXc*GJH69K`VNW}?mz^Zh5+CTM=v*Y8bU1xw}+)IJ>@jw*_S`|D>g-QBmfT0h6>{@e&9>|Ta zy?1--dgOnG0eSu*pMR}g`_H{?7SWyoyHYk&lNGAvi9@FET)?V1-v|7 zavE624eN*d(a?LNs`Va_s353i8pe4 z>fgYDzTJ1ak`FRKO=wQ`vswhTall)0UYlY@8Cbcw#w6Fzlw z;IWHtvsQtvs#Yc)3mn?!1vgn8E#-LJ+r7w305ANZJ(+HBjP* zkv5uUp)Op<(*&IyrX7QjGS(1B5;QGjmso2Vpwu`S0b!6j#`tFVRkEANGU{}j@|6u8 zoD-B2xSS+CcAcj(L1(_4Wu0gYK$)snkb>=x+}-cSCR2&Npt-Yrb+wt$FN(@bt{;dO zlBqC9A>|IbF+iMM368jg8#L73x08}!1o*4VJ>0XBta`@c>?wa%z|x(rilfAB3iB;F zw0V$%F-+rPwWkClnr45f^*iO-v2talh$7C=G^K#*Qo)I!aKtU#(Ty{$!MLYP z@_CpN7$1P28qQP#CZ@ewf>`ma!DIy(0#M~H#hFkO9*v!Z{L!`jEP4tit#T60e&F#F z3U8IZK{i{~{P-KT8~P@*m^?&PA-d6$}E;m_=sL> z7F7pN;hJhW@ikZwpBN9`YpK+wY`s){9MfLaoqhZ(e2fwK{SzEG{G_vH-DZl)30nF- z8r~nYk3L&Xp9`kThGIVfoFpQFw2C0h4i(8-BAZNv2cDI@x2nu!0OANij6Q*8O{bKp z{EG^eW#tIGc}jm8(H9c#W#SE;*Xv&wW?DJwnI+`RD_oOlRzn}tvkOtLEz)UvnY-y( z+^6>%X{@6uHuBfP)Dt_9DL7xs4B!M@jlfzvke&b|SR( zLxhRtRGGbH+`J*$2sFB};TFluopPCfm@C333Bf_UX9R}~;XZ2qEanox0$&3w$v#tm zz~&FnBR{sxOwdoRUOWf#WvlX<=#^2-HJZ2i`NQ2-h&?k?0+w*O+>u!4qMKTdnetNF{qFB4Qc(}N5zdPzn|q=qwW~QCmJ+e4(pI{2q^tCCm&Psnyrf+ zX@&=QT0Z;Yi!`*jQsYXo@<=A_ciKp?-zUm=JwIdZYclarID}ISJZnjgVF*b{5*EX3}zVpw9Wcp7` z&qHKAi`EF8ir#P8m%<+smnT3R(ynF~Hs)#nD4m3(qX|F!l$AJoy^cwaEG73T3!SO& zEQ7XeKBo>!im-u8ml~Lmbx8z!Iq-y=`@JORB?Ia?mg$1PEMDpmz8-taKk210*fA)( z##U>reh+{)4KE-N`A;UOHxt~_5CLB3DdAB`X87qP`mwB0j!tc)-Pac zz}24o8jtMtSO&Bo16tjI%K+Bv@GB3n)nFRvUk1AW8d!#3x%g+`(yxBS-hee)=|@KO z;)j1gmAnI^RAvunBZ-BuYp{EP3NrV64rw&x&vvMW0T!k2`~}`TkUDM^>U2-#mwGyy zPUcc8O)k!y-WaWSiXhqn%MEja3${ggdV~s^OU3y$?lUUu^S4uv%WQYo9%GRTgF-fh zFtO$E@+x2>8DQ5mXbmq<(|46OldpK!X#TD95o@o!$&_QTX2Wv3(eUkL>x|z1<8t0) zL@P$BuZ=XFqW|oKr0YKOa?25(dN`4%$nQpGje<;mZ=HJEbDIt^U=VXzL6%?pgjlDt z1E>+O^X(Q;VwbKicq+8*Hqc>$0dtTy@(H$2Wh~dB!{(w>*(=Tv(C2Qb^O(K z1CSe06336}d+*`RyC>CFZ>*s!s7D{t^}pTqgO=l~C+7s&c*ygy z(Cqy7?N{kavQ(4D8isv`3Q^(sVXON3FOvOE4A)QT_wg-E^_%tN`)yuw7?d~fZsD0U zTLdQDg0L##blf0Dab;jZP>v;x-nUPzjCOOX%9f8Kcc2Di;83IPFvuU2iIt@p={T6& zbuR19=+)34d)1$8v#P~9DRs2f6Pp>$=_0TJ+_Hy{%K#JUf6fmWTvgX3w+g#~#`8kZ zt0sZcQcBw0QOf&{-OEa6t(hxSIfU8A?qT7yA-ut#6fmh`m%6e5 zz17Dr8?uyqLySb6ZFWmA#UIFf{r5d$d)Q!{0ZtWxqAXkWTp0>Pc80HyDmp$$kC)jb!T9gWDl)g?>(G#7ZJm$2tgmQes|!7Qh0x_CS3 zxojBWn`xtN+;sfBHMW0=S=KTaJVM4iSM1muRd%?~%*sfAor#>w9K!)_=?USf~;>x#NmUFK1 z4zW0A+CJl$l|R<<{amj=f31UUG2F?rXXhkCPJP!W^I+@i4(YQO`6s(PrEl^|k+v7n zLvTH#u%U{zFg#tm;XJQmD~`*XiQ)hBV!jX1WPe_on$9-!6}T7hB-Y>vhLj14aP z11d;^LlDV8)(b%c02B!V0Q^6^>EC(YFn>L7TSGfbGgD_5IwupendBL}UOb(T(K;DlEp7 zq>~aBE$7r+U348Kn_L@ft@YTSO@$O5S&uyO-9!V+ z9F7t&qs?&;ka)2|md{5%Se&y5kY?(NE|>WUp05PF(c4@V`HfJ9tx7%NtptgI0r02Z1Z7u-*v03*fOYx3~=7QJii?SJlIap5B4>wquH5aU8`7B%{RSTS%Pt@E74x0*+VNLH_3 zOqdwS;sn>rzurn{KV1UzM7vUz<24XMewEuUx@;7=1%NE%LFD?dV&C(i&5t6g_3hf5 z_c$xbwaVDG{Jh@}1@n(0E=W#;M)`JQpkCpzlH)0%-P1m~X}iuv0AtzaU{bjJ0Wr%~ zcFs!#p~-A~%Oa9{bB!UIt_$^-MaG$%_SY@$ofS}~O>$kHPip006Ef-^8SQxyKb!vc z`NL48PN$fveIo$sm$Jag%_*QbU47WPd>d+}%E|kvfUk7-n?f)MW>B>>S*aFT48+X2 zTo~!6bNk-p7RMrttb|I_OnU)^Tt9(~5}LWN-~JFmdc<>+soK+H!V$r) zqhrkiuUR;26hRx|tmEs>IS4aRmts0hmwrZ}85@1Eo@oWs(Xm-$yvey z-8mN`pZ>MMkDHi^NFz19I21(_g~dQl!M7b5Wvo#oW&FGaQ;q_8gu;JTb0(7AP^v

%BJKC7e9`0@UuwQ1=)9m^v0A)G{7ldGq@P_d~kfd*g89mU+Tdhzq_rVO2>2%8GG>J#q^9t@)*fTu@XNxC&?nrQseFCh_SI zv5N^H8|r2+`iT*V^BCnuScgVU`4h7Rz*Heyt+qr}vE%d84jAt@SC65VE%*8D+2K3f z<#9G)Gi>Dx>{>zq>5soZO{F6it3&#kR(CXn zI>RXmXBE{>b4@i(&u3dZTNZPivyp%@+gKR6)vl2aa0)^+#8xleq--xZ)qEv)@drwC z-6I&jxxzc`S;9Nhk;yBvR!PFS!ZtN^XHRrJ?3h%fs7Y=&n z|JL{9@;Ph2OoA{m7}7&caF+2`wI=*dtY-oR90Igy38BGsNInhd!+rCHT<=Enb?w~R zIem*xvuu$3d`qv=$gq*zj+755S=X7>1b*q6&$X*gZWeWxWmbJ|Paf$R-!^MEcZ*t! zO6%TML|*BcU^@fu|94)SPi>w@I;n5%g#PuS#FcN=nQ-1oZ2C!GkM3mghx#}Ori?2* z1QLcUVc1Sf80BH`lD(xyUH519r{ufrA=j>`ozwf-E8I1XxYO|`lyo~}{I_dE2QZ?j zvazO7E}xzwPBxE5yir%ric1~is;1f;)`8RGF$?Q-+v?z*YStW_4F8%TpQ!SXk9Q57 ze#tw}Dij#^beV-!hJ79Bg(Gvfsn+-=s##QNSfO`~guaceqJCeGTDJK7Eyf#fExtuy zvG&MLb6H!0wsGHgyPuMBvSHcc<_{Ki(6c!d zE9S>guI8BKicuk%@YGF)8*Xx~tM zaDWILqQ!42hVVQC#;oag^RevrcdIb0NZ^de(vn|cyq6IO*ohvFcb!ipK1IF1wZT+i zF|J1$Hta!0?R0Uv$Uzq@VTvEg0-CJ~EOL;9+89G_HUk_0)kINLKPLj7uz=5d5D6|1 zJd`lFV-2sm5izV+#4d+h8a6S;Z+-zR)P@%NNC-PkJcCA7nTd^0gD!DwsD} zM-Dq_8eeQHP3~6LN3iCZb2mw0a&2wfenWbF2GHd^AO;eDzctBud(6f-AlJL~5BVNr zTro2OP~_~{?)(x6)A$Ss0$7;1(q_ck$68p(fPm$p{SBrp+uzKOnFk}QKsy)_+^a9_wc#<$mLe6N05dj%NhHpX1 zEt+<*JE4R~0pgvy*QV+)bz9oFG{@&Vx(ES<`i@IIO^{>x3eRu-Fy*4e^Nu*d64IRG ziM%Hc3RTB6*Oe3qZ3-PFYqkpGMB#zxHCqFxir^4ehLuA99!rT*>FImdifBqQMEX32 zb+D>M7_DQ8e6nJ*V1puPe83^{$5K=wc#rH&~t$I6i1y6hBN4O-xL`k4Zn z`M{#=AUR1RqL_q$Dbp+ROV$)=ikKUw*t>U(5#vqWR*1kxy_6zMVveEadn>`Rn~yO( z06SJu=1AS%ebyY)ZH}wZ60ZpY9wH(s6gLB?NFk<-YI&R<_2c2PTRGDSEF`cwUvP}s zM*El1@EhPU22!S&`3*-h`6zMmpxiN~fj(B7-X&U^eVprAxwAGl5+ze}QU^LL154LS z%GXSt0Ik1(YzwVrp;ubi3A#nA61Mv~R_SPfdlfK7PW5!aP<=>2%bQ4v40>k<*>C6y zNxE{WtMdxe1*jsf>fP(9&c)6zO*jgnHZt+9B?{LXlUw?Wc(sab)~jU!h}AQV)>kPQ zv%J6oo*`QFL!as6?7$ALFk@}kuc|dACSUhaY>4R4rh@=M#AdafXUQJTVgO+btE z%^RRSq=5Js5k$CI2>#b&;5*dRUi>4_+;_u;j(iKuZE2JhfqQ(C6BRt0JXHcWDR}}z z?$7S)r~4KW+v6J7u4eb$*w;zs>z4%{)7EfIALFKbXsjCh?VK8I_p+6h?TRi}_Y1r2 zoadU)TEJWE>*t*G%}aIz+m7(9D|VD4TtS_#vKT}Cy*&Y>9($sB%Q^gPFiiB2<8V$u zdoodD`JHt4M*=T@ixu-DtZ+^^FGUZ!Tt}F>HzIxHPL8n=PBzXlcz(Z*_R$emwvN%U zu2=Nc_V!V-)%LFT(T=WB##vgoY<3XRy3=LOAcr=-ZY#UyoV zT2I%%&8x|h^_x=itCMFn;N=jWi`Qr0G70GWR8u_Xs-J9Te)gSmiQ4V48Y}&z*R8k^ zxx_KLj9#~k%Srs=N^UPL9pMKH8VMNZ;X3O6A0W#`?x>psyrVR3#3t>!M$3C?UDup1 zsPeqYs@~4JUSZEq{(oql<1SNtE-U~5S@eISb^nTMnz|VN!|7s^rQ?4wpoG4Dp(0+R z*%&|8i)QF9kEqlvsa()G*@U-~vN4%S{P;rFNt!jD!R>zH&hoA*@aWDypNMv-X*a;48Eq~C6NB$k9)j~RGf7ih`kjiAGpsmh# z8LYfJdPP8{h&O`x@l-AAzWy`0=qts>KHTg0(uRcBZ!9)JsLD745yT?TJboWY#uQ32 z<(VasQGUoZRJCo==Qmh`Pt>dzJ)`mZN1;k#ZT8JJ0Yq6b&$9(>U#B_z634!31{Sl9 zb&PuK*W!W%dS{zltxN8#sv{Q2Aaz@_LXxTT9E|#AUbDLG(8%5s+z1DpfM!5fJS5MD zog2Wt}PISs@*>fn-HMKx9;xlLQFwb&rMy5$G2v_Z4&F@%bU}m+wEp^)8g;y?ye5E zPjACAR%1`PI+z)pIV~%*zZ^MT-risArB~C!)T{pU6KcJ)RGa3fk>&qf&|LE7OvGD! z^h^ENROzK5tZvIAi9z49ruDkRpZ^i|Hl8LTal&fK{twZReaige#`1aiM`^^@h@0U7 z=Mmrd@LVetA3r}Ye;wH$up^h&uNKL-&!J*?b2GjG5MvlE=7O@l6_%J-MFN-W$xR%% z#rb(z>k~LTS)i_B`4A`XXnsjiHzHS{xda<7Ywv(ibB48RBmQ*vq!xA89VsWa5vS0S zElh88^IJF_VWci!KYo?UWMj~=xm1FevrOD#IJYv06A9LJ*~1=5_mkZ~z3-_E zmyp7hU|X~5x)5>Q28IrM%+xY3-ZJTPbJY^|SWg};CHs#OS|j_bICp<{130%W1e9UC zq}CB=n7VIN0&EC+*x)OPF$;bYVviTz>RDt{1jSM!Jq8MD5O~CA1h9I6=GYf!V|+}N zmY5ZRD&Jd!a#6N^co-`#<=7o-BUaxSGQ2C>+V0|w)wKK-K!5yDZMt3>mabkp>(v+R z1oG>->L}=r5|70`p@t8Q8J}IO^nxnzBD&xb4Eam6$PHA{RO@Fj(zqzCn3&#@FD?m?#0XDv7cu0d7S59brI zp^n3<7w1gb8dQWV^un#o8ws=-hwvsZu1A7~iv$H6Fy!bvogR}AG!qYUWEb3t<9&k3 zkpYuDZGHqlPBkqq0*hzg*fcAD!i%m9&+isYT!Zaz>K`cZ3|NF&mWG-HJSYqzUnx(q*RmjWt{NL% zgNRWZ7+CuMCeKU7gm%@vc`+JnL0MYtjVm;^&0u4LCh^6ygJTh1MIv5xscz0bjTk0*b$T` z&BmHUpf0jD5vo>vH-tE?cOLBE(8z5%W*~^+i8O0pUJEegK>!7yAVV78Rr8s3by4SP z1@u_!H4DnIb~g8sHsNa%z}2?@({^d8G}_>7A;JWZh*6_)vS8?^4<>?a0k6U_$67NC z^-;qCzPw0liW5GhC1r+5;)}WXQJ-SIZ!Q~R0n{lmQ9(x6Kd(|`F`Zw)zV3wJ=tB!p zu%s5~3kc(5t4dm^Zgd}wemrs*_X(vIUSPn#iXnF(F0EjCCKAxN1F{2^13ki;Kt@Dh zq=RUbnL(D4EY8of=%~vWhN^p#1?uLg`yJdsJ9xx)5ia0x-%8n1AKlZ53ceeXiqg6t zbExaQcIqSpZw+=~jGYz+2}@NkqV*kjk zkC&Dhcczc};^LXu6CrrwBQ)sEtj>_gQPi!+`bM0YxO1zQ`(GM6sL576dQ1@sn#tVP zjt36YKJe_s6Fl8d3ARU&;JE?rf)Q$giVEBcDqQWBC>Q03dQsG34T*Xh70r#f9lsSd zO9L;+qtU(Gx=eJ{Sbv3L#2hQThc{i1#Ccm$Y=YkwAmjN;Sx)5*G*X8)c@dK46B?`c zh;9i7ItXB~oM&JX^~BrjZ^3N5>2h^--Q{jC56`orgTjvW97`~RvPwdR09XxO{dlNd zK?xd--_3${Qu9Zj4A07vd|iQSi0dHaF8zWgt*P|~b@br2i? zAd>BWyu$yuIyyNy`PZ*sMMXtbRaH$*OYt*yp z@4xj$@BU!_<9?m?(AC#UXLQ5$Rrczy(Y2`iwY-YobN;gph;iWm_3amQpOrGa>)wIx z=zn^D`IQ3{U`4Jlg6SP*@9U1vMbO%14S@0oPk3eS$JG@bS?6VS?)!E(XLn#3`upQ_ zSB`KBa+KOD%+$RbJKmrf&&~ZOZiqUl5&!F4R~le6Xr}iYb__KCkso9T1K`l#f3@#B z(6}^SdU88{_GSy@5S4Px%-&CF3j1R-z$4S z0g1p}-;bz(LVr7(mssZ~q`?{FsI^zv4gXE~HE_(hVf#9+m)OVsp?<*dAAoT%42H#3 zTotdWp6^fti%{M}f6IV^w%kPVIflPB3oN+(uEoYkqPj;{Ia^^~uorG`z%Ml0FIFvj~O&*?}TIF_Uc3a5uf*U z8c(NO_d}B42F&7j22%sb;$EHH$MsotO@4QL+xu-VrCcXzq|W_Hu^-h+2OGN8r!&WY zv%*H^;OHK%WdBy+Km7fgg9Mh?*z>LO$`CeCm-pM*kK#<2_bYmv?B_TCHpn4sG5u%| zld=?N8c3dX5Qq}3&$h@e3?v-|Trc}A81t}TdB*@`vh^6f1G&UVPv;gn2D2;!*?$sd zUbq;>12wvwJaQ?)l`_^Xt7>%>LpUp^TD}*U;hPt$i=}@bfu|nWeU4xDDp%yO1YP~x zTXw<4I_Gph#ltgaUwO|nUgY6s5lllmlY+PP8!^1ViDmHe>dbi|s>Njwru+R4` z0zXQ~u7kE()e9MGhNe1}U0V7-rB-7jmn+wb>iQfrh`R8UTrn@W-`ASzAQA40cTZ8A zWe0@jRnB~2x1sc-@zY-rvS`s(d#&%r;=$jYvf&Y}*JzJC61~fd)k~UAbx=e9P19#!+KyO$ttB>Fw zYgO(-gk2x>g3K}9f{2m#`(bOPIl<>FVBfmfceMrrs$v1tRxjd&%&8==Sr*;l0|Xm+ zQ|Hiidk%|y?ujJ)K9p5y7P;xg!RYu!Dnx9rlSNg0o9dRU!T%Iv8Z%%WY$eEmbx!Lt zBP9QBYk&f|oL!;CODV0nIG8j>2_iLYe5!^8tFCYs!;KMCjI2`|XJSO5 zo`a&bk%Zpf)RtF~4%&&iE!Ri@Ge0c&!{G2Mm5uU!xnF^;ygN;`&Tx5YR~o}jA_#3o zJ=x!ErYmr6r4mRObh@S&vA`-^5&DDk<_P?F(EbV&vLrCedg6|{4a>Vm+>;7jh9Q)r zz24o)l5J{t#YjcxYuki%9}RNH`H_tzApa(Q2dAyI&k(7W>u3rJm-qI>!7hg@H(`S7Y#$;~BIn(PAmK!)YN{Y^XOQrWrS zzRHfesg1T&F0Lj{e*X-mwDHJwd9S8@Jr=Q|`5e6a?VUSs=5E++Yi&kFPKlq--^j14 zWq+h5?E{ZZG`ZKE(tqx?>>$E;Zaqw8ITx+(Q;&#xZ+`iS8?}TZlf1U-t+(K!@A<)O znp@WK%r1ZA7xM5VZZ1yY-`p5h7>EB&9Ua@S?=lROo4V<2fp2Th@9)LQ+oF@PsUOGN zZ}5isFI0SXr|iklRM+-u>H+N6N#tk{+a5O2jK= zVO6`Nv9VJ($`PcHxL!6hq#mz;Z3vNrW%nD+2h2$!HkpABXt#e2V=ITp0T3fY1E00d ziy>`3fO)~r5Jak&#yZ(8MvHQaSwpnF2Eh_&GS&Tin9_a*>TodY{+af8jvn65p z>+Pg{YEr?RN0cFCiE7_CYH1o%SW6z{0_|dTOc#UIKvc=&H-j`zbQUIgNunlp9V)Dp zupC^S#y$eexdD(f*SLZD7MwJVWnu$7nHE}n2lSlML7EAgi&7wFTxx+!p_oT-oecAh zi5IPH!YGDS`tKdo7~?sG0DgNNP8_NNC~UhRQ^b!};7#K_v^W9n69ycXz#936EFkGZ z7PW2{BJUdB;PW!}4TNNzdjBRGVtS$>`C)si;blgg1*ku2wZD50JjN@d(C`3&UBYq= z8_ZMw2pivLH#7>z38LzSHuiW>V=a$*88d*lPgG2DQG=*z7gr5lk|+@PE@K^7tB0yzrYlX&aOygze+Ggz5=x! zc`kUK4~Kh)?hxlEft00L9jG^rhLT?K|4!`;8X{RZ%7qMRL@Mbfzf=5Y`2S$&%qhGAH6hx7v*MHx5%oC2r2-No#Rf;Slc^OH)sv2Hpcp zH~5FwXG70>#9V_4RHj^tcBSqXQf!u-6PRyR2RWwV4Rmxf&7q0@w1FSZ@v?S5FzV+} zZ&s*Catp$SVKpTx2nJ^imbu+?P41*1GWB8&BII)NZAAf`_&`p3J2#uwFCg0?k1@`Z zxdbe92zmn{Am2lyu|bei3NjCBmd*iD0<|4GY%{4Hkdujm0H?nr>Q_R7?9|9o=?i!2 zIYEQ%NRXwmjm3qc5eJiAS6LW$CgiNJSi+LLa@z0lMDLD5X1HjLqxay~`lzZ}% zuQ1q7tuOC6H=Zg1{NWO2k(Ig=hf{gdEPS(H_m9U{u2l0M7G~b<;4B1mcmBPaPk2{( z>P^v#jeFfz8a$+taNlA-4vhB|J+5Ywi^R`)^HlW%y*Uc(9#y9u`Cx0l=HTF9n9EDQS=fK5*rP z{^uhg1?D%c`{cRt5hH-X6yo~BW)!oblX(G)-KzLyv`qm7c?amE(yKs%ES=ZCvDWrZ zw!H`x-ObS103sk#V5l=f_Iy@NjA;n7-vhOK3@Jlx5a=AxOO2#y)0&eUdz)>^&vX} zsDqq)2}`tkk4CZ}%`j8cog6aNw6=gZuplaHHFJU`og%ej71cYGUWBHV=Y)R9wM~F&zXb8jYd0*7kVb zHt^rAtt=L}Wr-BUevQ+o>E0S-^0S5{#ENx<`@99Ci>0>Em zDz8e3pSIF)v@4T2qL`&tapMK{aAw=(!-Aff_Cq}8HgFbZ7z$0XL0Rp38}W!bC~X zQUfo?io*@`D#;4#I?m+6r@ggU+~Ck7Nt0IOM6v}el7RAu`Ojer&-W-7icBEb0WHNS z!MRYNjWWmf+iC`%@wNsjPcte`q!QkijS9~~*F6uy!a{CW>45eehBjt1k{z~)b9vp1 zEOHA(cFMlyTP5~=)pDFoAa#tAZDMnxYV+onS(jIUh@DBe#2BW{8;w3-V!{j*mx7p;5(Z# z>?W}CMsA3CGOqd<_*Mh2#*bZkXm>u1Fd=V=JP0rbQWp=>hL>w_O|FdC1wH7UF_|zf zzxN9?AvbPX)gLtqv{~`H-|gId?Vv2|8}!b0-p&lE<+i^l(ve~2x}`U_aP(O^bnXew zbsSmBkoX~Bwrl}3<1W^^rL@TC3nIU0WCGhEuBx@?oK)r~5oDjFOR*?KUuJ1&D-Bu# z)-|w?K^1JFe=6BJ2?Il9I82NLT@Kn6^2&qE$2XeNEPRlvT@dMEH7f+!s@N6qUm;1l z!9c{`6S@;iJgN(Fz>Vg+BjG}r`hYcIGV-GEpkP3aM$`<_9RQ@Vn}V?k4juI2M=)-Q zlBW4cJqniwL}}7ldDNjnR!41$#&plXm^y=jHf@SdMnJu)0B4`|dl{d3W zfZ0HZ*d<|Phx1!7@KPL?0IfB8EP_8cmGV6nfHZ|)!UyRhV)ejG!Xm|vG_}d*p@V-d zj*_uBHd47X6DVOd#aIvO;EDpP%pGc=6{LEb#(=dqvpN*O80XbfRoO7WbU-A;vI25~ zLIKYJTDlug4AFAzLYFyMk8%dFoLuR4y6B7n6n1G-C&T_qRf&tLBvntH0t@P79TeQp ze|Ws02K^@Ox&K&kO>7I?k6Z`bo)pqJ(w+u%tOUu-DHva0*l0P6Ma7sb7q$X1V3Ex~ z2`syhVS=mbrhx9A1u+Su2`9D9bg&Qf!QPUP-ejiAT7)EUjTHw_bsAR%_`Fb0E(Z>XF<-oE6enz!syzGREBv7Q_-SEZ_bu+|SEvACR;65q%9)JMUM&ezJz z*$ZC38kp@ATC@Bp5hi<18bbG!1C|XsAQ6y2Wz``Cl zx)V#>okEgQ4$I^_{RJf$FH$K2Aks`Nt(~f`5X6Utz?5_{zii^8CT=_QU^^)tn`6(|S z4O?$`kj=ymd3lR5n~ot$gLWnkT1R|m>#@ST;^HBrFGo8&bfv`?A?zj`un}9I?Y=Wf z51!RbtFOa;kBLV*iY02FX|&Hqa#G}vE>e6y`x+m#^UqetU|Mhus*CRK1*Zc z8v7m54Pya1N}b2_vQ1RE2anggpu**FnR}Z(pSSi4co|1|ZQ}uLx%W{Yx4BUvL$(NS zw4e(#ZGK;gC%WkS{o=Y4-~#9ze3r8qj`{{{Lhlk>^$sr8pyyXmDI4N?X5;;ZfX&cSt#j}8-8G`5c2#y4(*oTs z)F2|?``H^XWtQ&zdg{Pd6l1p1axi5YerE8sKuW1CJ%D-1@Hn34^2FOw6l;*3QpHQ+ zjxd>qt#BwA#z~;~Xu&C%g-TI#c(HM;fEu8$=-1GTL`i_gzy~$AVJzSQx!ZSC2U-N-o;xO}gs*^kO#u-uBn9kx0zx6TQc)3piV=tc zY&+hXOwLf4X!3R*08kkZ1XT-3AiiLw?jc-j72;&HOe2BPaUe(A`XC4yMM{>3w$9)E zv=VIu@bIM;oHwZ+N4Cbl7#c&g;uTB)Q4q$n#CU~0pgmp)P6%**S)8x6U_HS@fe(+} zvDrZ(c2tQ?XgaG5Z)X_ckMyU1YcRYN*WFE1hwoS7yrEWxW(NhiZW0I6FIeP^4S~rNYnNcbf zfvG|D%IE7$+XHqTz-!08qXPF}Z=_(HgK2dOX7fM7Xr2wKK;` zP=2a2DJTzw(s^K>%!;KEWh5hMB5RT9&lINIPil}cVQ5v0gFM7{sFPHnk&=d z*GJ@6V72(Bx)>_pMdm6e*@yA(?#pW^J^Ttc2Ir+#so_oP8Vaq+i7>H7_p$w1Gh}ug zK>1XbLF5OXX-${sJZv5FmM^jO#;tH81aJMuH27oWy4hX^((?xOCG#5f6=bDPW_9vv z66IWW3s2y?+By)|cd+&*w6pZ>ebx2#+Rt&7!MpXg@$r$78p?Mnd~NgNQo73{gV=no zOt@)#DD9l@R!WB4v~KT%8C)vZet+zESOu}tJ=wIgYnY)0o!H((+8RrLO@WWCA3ISh zAhQIdI%0BRDcX4|00u&+5UP25`CmQ$gpDVAQTyFZq`vMrY0dTdnPnVJC(HmNK1 zgqq9s8_YoBkV`w+jZbI&4Tx>Ed6s+K3q&alTVDX^aj=T2>BPU!qN|Kw-rfgSLWg%# z>Q~D*AkWZThe1;B|MAY8Nrr(O^H=QR#8}n1ep@J6UC+b8^TMS$lh*DFPF@z**?Ggy zA)eV1?bN=Z+Ot*Aro)SJhak|+4%O)&vqf?El{x1HfA~x=XUc;RlM^vTV zUZs9G%A_SWBy+mUw3dCerz}@GDf2GQ)7&{>0SYY?!eWLrtp^(7RAk{pivs1ZHK6S5=g#eNb0<57P*#thT!}sghc5CepSA5~KIimqEpiEVVuj zJa>EaD255yD5j6D$AsQ(Q$jVyF)G(Nfwt=JJ4u85S2;C~C6i$f*Mda50v}xWCk5gK z^JW*3rt0NFAi|nz5Ik+sP)%avSSjK7J;nj-sa`Ql*h~XI!7et?4`}hRnn?Er ziK0{$EX}0yUuz}SCTEqPB_g$^Cgeh=4m(9q4kl;OKyc=WNoi-P{g+Uh!X1a^fq^^P z)T=PAP4l=%SiH?lrqzPs{BGw-ML*!1Ukfca)|;V&qI4*z7&pSEVp_``r@#M*A}ewP zY0iUbqG`1V-{O-RYIJJE05YhA>U60VAsU=$B*%7;qTWahYQ$QCGDOTWl;^9RaP>1- zT@Rj;-pfE!rA_v>Z+R6b018s<(Yv%Bq;HU>fKDzmvnN$$tHT7gH33Az=vmSrVj2=@ zhJ9PLqo0|z;8Yzrhf!`PPZv5iV~HMLRr@afZqi+m%m)Rr3wMVG=8ZAve87_E$B0KW z7u5g7GI~Krtl~7^I>-z3%qV)HBOv?&+ldgY-0PK;4M`?g7JbG_T23NN{NWSDXldf;MZV}~=(+Ut!R4du}Byy9ZfADIs>gh{$Zmn^VbBc&BR1d{^VQU-_{ zi)rW}{-jT%%%JB^Rv@z0)`LZyJF5YQ8mD>>E4q37T9H`IPD$j2w?%Fz;s=0n{my(n zF{M>WKh?tP+4!|EG~>pn3(dOLi-^$&J^SMJ^dkU_t#c{t2@qWpdmiXAduYIRyl1qnU>g2`eCl`{0CB7v+A?G7 z8gpaMilPv=+-QAV+qO*OdDHapFyH?gWh6IrD-gE=*?r6BN`WAl2d3b<{C)TL=UbXC z?!bmNe`EjuD(x$S;##_PaTx};!3pjR8rBRMxpOorK&hi#cRay+LN$3eGqP_lxR`}M?>3EUbqVNa6+;TltAoK zNe2-)-H{&&F?GM0Z$$$kq zb+m^(vLWH2v$nBCd&7Qc(VJ>^=8l1FA)c0GjeXQ8uED_)f=Z~XOE-m@A}VCk)N=jz zR+u9pNm&Gb7Gkf27}O9u4HG`eCk)Y(2UmUO<1Wu?}d6Q8$ScU|9(Qqfk-MoHq3mpb&86Bw=|+LVk5 z3o_4Qg<1&6Z!8O(3S;52acFlJ8hUL_pRiG@D}Cu2twf019}v#_wm3K8^pzm8pwa93 zTw8_5fK_n)@|_8qRd_LB>)s@yy>GqP7t?w=$Eaf^FrOnC(HjMT8m>;&uX6W68YQxL zoIGRJsa_*5)C?dQN_}|>V$emzATt)E;kV*E=!JM9-AlL{))ycbLjzDS@8 z^t0>2dvO(aFv?~bGN&HHg^egY;51#%nQrmN>pQ23^V$yB;oC^hWM-z<`07+@(_xm*uF6bp+uAo6 zXyJzO1B!v}qqTGV73QZjojx=w7_s5GZ%+CP+3h-sCbXMctw!-pWxk?5rB#H|byB^5 z8e0^zWf3^0V6bH&j@nc}g@~bBy0Kd`HB9)R0luW&Zvw9HepmIer ziE+NNVNQIfz+xJ&LU>!fr!uWC6IG_QaP$l6-p7SV>{ri?!&V^tYQ~Vcni9;6kVU|e z5d<2__#NX4W5~{E8c?d?zwK+AkKr`i8`@M2jf{GA@<%K{5}scsa2IfqfFSZItn*8r zQBf)=BZQkR+up1TlY`rH`ngt|@$noR{x)iO>D+!>AOc7lf@es4G+a7k_lywTmoi)$ zPp<83qJ#Hw&(=$wLBtmxfhb%8Zrl!vI@cIRoejdmNb|{V4MSn`;7+zTXh!EDdt1P9 zngk`Nyyz-iP&B8~lUYI(M%yM4-dOFGQdmxYK$IO6sHiNSK&Vlr?!YJ+t@MzQBWegC zwA4sKK1KpqqswpA=QRdaz0t{Nl7)A|4ITrv1qL>uUfrNl+zrZ!5REXf4<$b;JoGX1 zKZ`*%CWN8(rp|JCjfmj+bVxIsEsEce+f;3GXPfp?@VW~9(Pwi!=?XM<%|v;5M22`F z`*{%Swi$CJLwufi7CPs$JdZ!;~`+V|L}KdN0hR zq8N+t#>VAD3_8d*M|hsJ;uGGnF+KqS+OrqfXHrZ2EmF@gNkF$C)LYizdi+FcYY-ae zSaW?C9G9l)2~t~FUy(=D##_MVtWLD42QQM5ritGZT6n6QH3p(mx#cYJTvbX`KGRS1 z;5pOiC$L$d$ly7v@8-|bPwW9oQpnw&(?Hb^pLwUMXVHjmMM-t-un2rV!KQ2 zldeq*JfI3H%29;E=_0$Ko@=v{z{+~xF}iX~D|Nv|4B;PLzMBg0H`D5asUEmI(jnSl zBlbj``A}SZW>3-2iCsyw-!0ketEJ}7bcgR5SIA)wt%iodq}v3q-1@AS zsuj~qp|Q%YE>+D8z?cQ9UEBq67)>2pU?Kk{9-Reu{sX|aa?gb;HRD)dEiyi!loj56 z3cWo)c(81)HBqQWc)57`uj!|#Z#(J2Qq>v zF98OoFULNs)VCCGzRsd^j8WAo^T!hqU>{gdV&qVpE{{SA*UpchV+-`|5sRJtl;R{ZnAO3~d&=(RH%P#M ze~E)pb3vnTDKWF2)6NO>0Vyf&!BnR|yphT1#Ogpg($>G=F#IahB4VxGMWLG3lS}=> zzWa+&(>2f=EMthtW z1!9lmtcdl?x5r;Oke+GU8Hf7ipn8g3_v^SYmf+YrqH{jWNc*VEcxIw1o~aFv%-0n6 zx9HlBJ3+f9#v1&tlGu0|${>T1aS7Vst!A2JW+yYzQ&DNqb z1&IT&M?7@laLtlL!GLd(eGFS8|I?v+SX+f;#$R{i%XK<%~=a6eaa7S-XWY^jVBQHUEL3Q zM;{M?yS4MnRg&!cyqE%1LSDYf$w>1IR*8zk&orgYVXI2leJ49J*1Sxm8*ECMJ4ov!`X<|y z;QPB-DR7Xb>EY~HJVUC=x^tSirpwk+;mnZq!dBbr>T+X?n+`@9{Ck`-;(Zz`3tupd z6DZGrOi5&P)io41HdglTX%Z;TMCD+E6j-4bgAUFe?G@{0HS7A;{A|`rC;a+*L|q_tCB{c6Vb(^Z^P*(YL(=%5!fG# zk;_BxQrqR*^f4~+)iG)p*CU}(v};K}uZ~H+0$=M=%I`g++2(L;d6+A9D(!cM&W04! zl|lT|-^}$UpBP+7rrEXnJt^+nf^B+Ci-yd(=JZC-2a*Kd!FfJU@pCU>y?say{IvhY zN(x?gZ1ncF{Yb3D3qST46mrg=m>)6r4zd8#Ugb&MLGS?-`)bv0#}^-$xL*Yc%-)Rs zNToCA`YM1&{Q=L|U6exP=KPaoC~jEHG%mcVizYf@$<&Ga^B`Z;Ye47n>NKs3cM{$i z*}mFWjZ}0(TU}HJyf3%aH>o)fHcIw1SPEE(OdHh3Km&B)0ce(MyCCLnp`{26a3?!Nx}MHF3isal)?V7J9ismP%ke7mglH>qpRoz3Xu*FNB>1lVUT&HMb%sfE~*u#DuNbR zN7d3PD1wGO_r> za(uG7w6rjCJ4L($y7L?kR7W)Q;MawT^o%`YvB>!JkHj#fb|H4I(037axm`#-utW1Y zDSs9#P}k2!e=yP!WX>xhAwIeC$r=OS>9i8EL{Mj~yj2AoAOw`l!oP}o^J zHD_44)n~ zDX;|nn{fJWdwQD-V<>t{Q&05eZ0Mb{1U|A#UcEWE ztij@Wni)j8bQgeTMuYKFu|GIdcR%(n?HsPRMw9qyZJ<%(9kM6YFnvmmxpbkgNijM{ zbm_4O+4 zHBwg-C_9|vzqU-7@QzB5LKeYrqOm6L={OdCeG?@v;zvrnPwh6y3`rE^x`rWd=kXYo zhT*LlNcxt9&<CO1U)R#`ELF-iDCnVuE zQVE4`SkQrpD6bFd?2?&82Ys*(*BWF>2CwtCLQEnSr1y;$xjc{j6EZ1+6cnPnXfb__ zIo_C!C>(87sDU?FskUmEOtRHp01702D=(_0~Mijl@; z+rFt8Nubl&S=?e;LTm~VC#Ot@*Fv5_!ht-)vDM%a-^_NQykBX8Y`V@n?Dtn^a4Qv1}-S$s744AuKH$#%O|zPg*nn~k0c!?j}% z&w0jf5}md=dsp4=wKn_0Xj@L*ZtB@xna?3IYcmYcx8Vk z3#?-#IzsnNWYKafi&31jBTu;x`bVqWINjR1=IYwE_-o~Ti>no6g{TDk9fB;C=^|gU zNU!E43wxm%$8*)=>BZ=)5a5LOrucCOyc$?NYM9#FDz@LgzAwXX&-ry0gFSJcwUf{j zJubv{si&3(5V=V;8eM&~>ZxSbPD|I*1f^URtb!EB*un)tBRKR?sBw( zq##nn93Hk{M&O795k{5H@)-W@y!ouN^Qe5K+(EXLJ$70pv6-I@INT(P`Z-c0U@M-n z2YQLx_2l4E1fMMTU_!oAS~S~_-XTVrVRV~}qiK#$>4|*_>?OCTy+Xd!{z|hgdGCA@ zw{%4Akp_2hEy$TtbKqusnHEfWWSogpC`=|v1Z>R|-TFMKU04)FjNJsDH8bMLKvK|Q z8NTx&3Ng1HrzKyVQC8^96B~9ubAq25JA^VbE%du)TC#``Y5nrpv@6*BAy52 zpbT0Bu67iuTuzXWnvh?^SSm!xs)u*p(;@=VPF9KvnwYlsCOh3xTxW)^aF57lUv+(i z?XfwM)^hcXGfGLv&gZd;_@SzY%4XJ;D(SxB;BQo$h{dN8Zaq+l?9*Lb2~%)|k6 z#+yC<0Wh>!i=(7xA?m4=3F}aEEP7eCEG4k&|Fw1+WS`QAv|hzNC?@ulkH1Y#D8mn5 zhz;gvVYB5BwH?;X3do6$u#`?rN|EP(!e1Gzv|VgO`rO{q-Zd+`MCEh7tJEIct%5K~ za(KS%tb?O6by5ggR%vDG_1P+_%8yl*O5LK}wZb1l2D17AicTb0!ANVx9WgSNGz+-# zbH1Dh*ZNBul;$F-S#Xmt{Jg5m{|Kk#qxeO|vhd+1>(+FENt~ch{R|)dt>z=mX3sK~Tbh^{ zwU3$TBqr!{xrs#US#(U- zm%%8U4qfP1NFGfD=8Uwep_Op~I6e%N_O_b+ej4{2Fe>!sjKsy65mRlIfhBljg^%u7 zY~10V1kntgK1IPo^E=I4eIj0@ayG4TNi4Vo^#>w(Z;B{OmH{jjcIz75;@KW$LJDJ3 zu8#*_Lqbe|KgiKEQ{OAmDtRK_O80t*2obDgff~cxUU37GqPl?ktiJg6-@?fwN|6)S zwp&$sH90F*MLyvodU}w@TRGUkjV*ur;F;2|DBaV_n%lI}Uh+vG?}MIT@@i`=dka6l z4P}+fUyf9-^8z>N#%h!0%|jH(kY#u{pX*!uCF4|3s0I@t>zkrOM*8n8X+a>bH5c7P zaoZZ1zzU3wXX`2!|Yyk0=!zEVqiGe5t?W2}TA$+(UcMM6y@(C*I zB5e~%pa(w=2hMEl8)jl29}85j6`@?~4a@-|CFKQpOT|*P{Z>iwd_DVg@NHAPamREp zu3y?amc9DgV1IWJq)Ec}V92_|4HgdGDQW;k9}KENoi zNzdQB=36fAYcWuo|1JcE@Iv;1AtU^K27ndi18D$Z3Izm!eyiHuJu1&?VKs8LB=SPf zeE@@xydhzP1(6@i;SCawX;BeU1%0Pk(NhWZmkCeAt-(h4g+cr|c{Gc-TrUhG2Jr`A zsv-0W+OsYihepEa@n|2iif3tQk@>&1s$oKT;D{s?Z})}Mb~EGb}5&EELB^TFqC>5+BHIWx#RfES|k?Oqzw@5LDw7d9VgBhOHYMeVfEtJ{)= zTHlM61buzXtddj`ug>>zTyvK^&J``G68c4xzse;>)mq{m&i?5*ro*LxMLkf%k!w@o z{-=No=iIx7Tgw6*g*)Et0Cezb*e0p7Zjz;wS5Q&B=KG`XZ3V`^ko^?86^?PR{Bs%~ zH?2Ju;McAr7k@ z=k`E@NJItGr=IVf5?8Q|tDraBT&t#H>%DurYp+S6DyM8O{;2g z=x-=+Vl8yOwurCl-0$!iHq^*zr><&TYBbjcuBM>8pgPoC(y*C3wwec4W3H>Ry~$>n zcFT(gcGnVHPrc$FA_O9lwoYUT6PLygp}si8*v%*cwO=%c;S7R}K;~$j<}^>9e5@4O zP0a>x{PZ5ga~9t3QbGtLu6GKzDxIUNWeF)O466+xGBT9D{?V--(`X-sh(xJdG-eW! zRLqa)*wHv7BE3Xj!M0k+)1$OTwATN&!4#Y)4q^OGUCKl9YEUZrz11R43K^S@^tjNc zD1U=WNh1eSt%Zzh)4@%l>I5+T2Tobbkx?aHCkyOfrr_Ei+lh0grQc%oph?kQv3bw8 zmklc2cv);5ii4kZv@R&XG*Qh#2j^&!L`#@;2*6~YB6`{(G_)#qGi#-BLstaZ1A(tg zU!acdM*cN1s^VM0tegiww-;<=@QQ*Efxtzr1p>{soUbXSlhdU}K(sD7oo!PVSG&Tx zo3aP*uTbYMah6}~>#5;x5m=wrCV8uNm1|{&dya`c5}^mHurIMqdWe`OFBPm5fZQJ{ ztA`94YR=g(K}StXj#FHAq3Q;wj^xi!{DR9-k?C3Bpk<-4h=GA;U{XFUC?_?uAbzZ;hG5F4|n!I|AxZ_=ZC4C*BKTj$r%pAD=;p-bxbaJ<{ zzT%lLy4l!No&|2bip0)b5bE8=N{#34p07o4!?+5gu>&pNomYftWkGP2HqD65vZr?& zakK+9J2zV)oM@9p{;#5Wlg2?6>G>Et8JLkJ)fn0i%tv>t(k#gNT8gtWK!YATj|fHn z*UcaY2O{S-STsS}`eH?s4})E|XdV zD9JCi9?efIw_wI{%0KFK$_~c2Q{MJ;5cJK3#G}2>LUBpBwNI07VKP5Lvwjhh??w(Q z=eBIgxm{Q;zo|lG!z{)1iIknM5OaNsckQqi>S|mPY`_r5Mel<|!cwa~>;d&Pp_fTz zy4c2_>j#{A=h2OhxqyCA#^ftYjn2iT%BOPCk}?@5grGJ0FE1sGT7~yUzH~k_eQ*<} zf0{|1ED>9rcU;AUMd_e#e zDXZp2R#?!UVf)EuF2`v{9E1-(uQtqq(7&*L@A{-%*eT$t!vQ?!d&`45H~};L=VnUU zE0@WEEKJywUcF@6kr}Q*l%1^4zq3;ZeK0}x_c7#pAVu@gvvKpqyH!v1-r47l5-sp7 z^ME1ni24<16S1Uo?qy}Rc>p!Ymxohi*!vi2QihmhHo?aoq3;m+{0m!LXW0w1dF zfBMAu=XybVe}TE$oEPsYCah)LT5T^~@~x15y1Z7`b*{;op-p`6P zH)?2!i4qUhOd$8H9KxHOMJCYG&@;%1Nk2jfm1&ZA_6o{Qdo>s*Z@1~<6?oN4-=hs{ zbA7_!CLr_-4a^}=>YNADzkmj7oYKJt(&{TTs*79f9^axx0$9J%KkWrV(@=8FjVdh; zO!T;4<(c;&0=c&O1BgMPzrwX*U}|U}d}eGjCQt)9y_Lc4YRv1UT>Mm3P*UC@SC-mp zHISV@D)}>QJ)tQI?f!+uN5b(h{pwqU>*{{ z8*AQP0IAV|GQyE z{Fu?IFZRsep{}=ga2X$o6&|FUoTKbun|~t(T;9F{hr9Xcf7rwSma-GOJ^#DSWO)~7 z!+&wVkjX5claSf)z(qRMR7vv;J@W&TUrQG+oMc`@t4(mEFatBgBQ)+wK)*Z9;QY@q zbi%ky6&=rCHEms}3{E<&fhB1#f`}z-&Y_Rj%M9{6A(;`swM%6FwvgEwX53Trw0j|Y zcyM$@ow2>e&`%I$3#gRtk?r-RNmcgW^CaaEr8!(RoK zFowizq60IHYiQ0>k5r+^UDF*Of!5c71E+f>etu`%5XL>z=KEFgot**KlX;biZ)6Qh zOP9H;r{OEkw59b|t={R^-}WBwidR{&l17=DEjDkf%;S=+^eS?z$|kxh51cx=TkL-3TU09&Sh<$YsgQp^5JnYX0hK@?t$eb4 zO+9l`mbUJXTtf4UD%}7Kw7RKAvwThv_EejxevYSu@Rr@m*q7Y1wNh3WQ5}vHCWgth zQah~nu6FAZr%ae9*W0%8Mxn3J&2hff?ah`1u!;Bx9nBT;k)LkV3BTIg$L5%SrQ|}B z;@8gYJ70%-xalDL&e2ZNI(wGvSZk7o=6Y*0y{3-v*5{~^9m?G;xc7B+ z5j|{-2Ql6*WLa~-*LKnyHx0^@PHGwyBu547uIt6 zpyPj20mMK;O<5Nl{yf@7@^&;1H7#dV{zH_&t+o$*bw(>4_u0h*j zhtIxtaXzyRbh|L-B&tsRp6IQv;cjQGgN)Z6E14D!74A!hxTjvsYVJY@W_`sUAEVO_i(7r+|A z0(Tg@Hc9Q9HlJR!VY(%V@6-UHJZB}`di|p@2_PFX`PeJ>$&x4J2qBD$)N&b3rd0y? z{-u^~tquDts5|xb?(coD$L3CMx%fx~zGg5|Q*#q_!EWN^+_shXKp-W zo6>Dx=~R8h3%vSq2HvwUJ0^>2sNl3lT?E*8m;S8WzsL*lk_bRD_giq{J)p3XQ4VK_X^MoHr>s~Tn4 z5&)!w^IIoP%trWD)5@8UeTCL(gr<9=DF?0mg&x=X`h ze*Y|CM>;cYA*^LTZDHgYn@H}9wEWv2&uiM99f=;2-C?2*MDO#pv}>v^zo!rNmhN;U z!tb5$E~jKH0PsA

+l?Y#=4-{ztz0sXJBNYyFvbbw<;;y4I63g4;uSN9u&j=?hO= zQw~dAuAowWCfx!bRh^*c1nVn$b?OV^MWTrwE?s>tBUzT}0t#275FJ}m#c(yi+qxes z;<6u9Y-c)=U|jocqGiAa$dee~Q@%Yo!!*mPB!HOu1rwwN- zb>Tl;`ZRBD^AU*~uoJjTTj;R&=T8;baSshxI076XhLF(_cC&g;qV@#DkE-xwFYVXs zDrw^$S5S6$*y?ajOp1|Lio@qYd;KjPCcRq3NZJCAO&k9cO2SA+uaQ-~st-2hX-^@a zu{{>h4<1(LJWWM?dLWtI^+yNohc|j_dJQ6%kr7qGYQ4ag6@l%lBrw?x zbC^ZjuPiv(Ml`y_alTs|dM1|pNZUp_MPI71Sf(UPfPyOSjveJM)4P2^aX^RLQDlBO z|7EOhMcX0sv#o}PHp#iw%O&v=Snj-o#i=DWD-{Xg@Ozse2_Q-{V2%1_ktHBD>`pJ+ z&ji#nmTGFs5}*r-z@>=*aFITJD>T2bxu~NSeCu55E^oYNy`bPbm)bO~ij()*vPhG{ zx6BS2F_h2v3AV&pw~P7p#lj}h0g;y@IV*%IMm|Sr_qku0%+{Jr5xt=gnYePNrjL9K z=ZQ)KQ={cNr=QM(;&zL9^sIwLo?f!go*_jj6`J~28V;i84~sGuyB8a=Z}qBz-*vP;j zCjh6zY<7+F$Y!f1sQ;~gUgj0B+|>Z{sxVRW*(!!l>xJhI1$``R^AgYW#PKJzh+_%L zm@Rqb?OkRUesb(`Q1;kk$2#>}jlQ6MH)Br<@R(&I9PuH@<4;s=`~i}u&#Cxq=Rw_Z zOjPe<*{uzBUb_}-3~-p);)>zu;SsboYGr@SF^^-82+sPXWM^i1|5A&ecSd4_dB^Uh zc_+x(J?{EQJ@LgVU*|N^V_2#Y8+)YUaRlM~Jc{|4f@r+xCle8cITjW7*Wy76c1;z_ zHtel)6eNJUgv~Youd4o$t5L5FEq#l*xm#KgfNT^IDR3TA;RtCKZn zd|=J)dbkqrs>gy%QTM@$*RkC<9iz>d3-$c7bKUROTm21oJuE@6^oXv$#LzRfU8q%I z+~^q}SD1Zno*$*;j^hoKOwtNAb92HSHDz(o%Y1rm{3fS-lw0X2&>sdZa3jRvH=gVD zceRtKA}VC&zA)7N*y4P~Uw3y$tvKUDms|Npd`G&t{#%!7n*bDwZ>(CkWCBsIy7=TL zP+9%`+3|6KS9Ag5FPh~X=AF4vk2*hfT$^18YKxBOuGU@Yo}xz}r(7z7>2gR}-ZI_j zh@o<-yk6cr;al3)Sd?Lch(ug6A4_{h%8<7w91S(Vrx(zwjUOzW6UUYn>3aDL*R6b$ zh0fi{5rZFy+{DEciV4PRGbs(boR8RKp6MP_?n7cFU9$N4x)rt|rL2s%^~K2$TP{rb zW+-IzSZjf<#8R^x4E6Zmv51w5~pGo{etvcH+xfWx!vOGHrE@| zNI?9opei5d-Ifenwa1}_1Wr|Y`6P)X{af}kz8-P88J50`4;KwsB>g{79^~U~%G(ZC zEVuZAVE(X~*~eKK4Vff;cVcY8_IkI;(fKvv{|B|vKh_2RugUZu=_&uoQTcCQ|KzRd zWxb~%L3$mXheA>M$m@ilEUzI~FJm71?{Xf*k7udN>q>JfYbbF4udc@edRWLO-`JcuOqfhJCzO@ev1Jt+2?=}q36JbSr=e*6sY7f;>L1IY45Uxvj9P)l$+yiBFB z8GhrFL`85$na8|)sck_e_HIK86n<gkdk-Y>2iVWd%ig7sGva=6)(9iDtGBI zhrsj21T5PqvX{%Ns~hyMio zs}knFK)i4fwGs{#lwol{5bx<+qaM zpJw}CP%QqYr1|eif4{E6|AO>aWzB!b`Fn{z{5PDxDQ*5c(%)-{0O|j(p+A*3{|Ds{ z1)#rb1O29~`_q&jQT|lo{G$v1;rCZjoZn2if7;L^r}F=fH;+0(|MdJT@A7ZaoIec_ z_iqw9|8)E-E$?qy=0EMjV@*Cv&;Ey``JY~YCG`7yLC>lGPT>28=f4sD{rP{#O#e>* p_Xo-!74_HAGfH{{iQWG&%qP