diff --git a/runtime/tests/plot_forward_rate.ipynb b/runtime/tests/plot_forward_rate.ipynb new file mode 100644 index 0000000..9d48508 --- /dev/null +++ b/runtime/tests/plot_forward_rate.ipynb @@ -0,0 +1,2711 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "import matplotlib.colors as mcolors\n", + "import numpy as np\n", + "import sys\n", + "from matplotlib.ticker import MultipleLocator, FormatStrFormatter\n", + "import matplotlib.ticker as ticker\n", + "import os\n", + "from collections import defaultdict\n", + "import matplotlib.pyplot as plt\n", + "import re\n", + "import argparse\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "2\n", + "3\n", + "4\n", + "5\n", + "6\n", + "7\n", + "8\n", + "9\n", + "0\n", + "1\n", + "2\n", + "3\n", + "4\n", + "5\n", + "6\n", + "7\n", + "8\n", + "9\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "font1 = {'family' : 'Times New Roman', \n", + "'weight' : 'normal', \n", + "'size' : 18, \n", + "}\n", + "\n", + "colors=list(mcolors.TABLEAU_COLORS.keys()) \n", + "\n", + "with open('G:\\\\test_data\\\\rate.txt', 'r') as f:\n", + " min_seg = 512\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0].split(\":\")\n", + " label = label[0]\n", + " last_seg_ip = label.split(\".\")[-1]\n", + " if min_seg > int(last_seg_ip):\n", + " min_seg = int(last_seg_ip)\n", + " \n", + "with open('G:\\\\test_data\\\\rate.txt', 'r') as f:\n", + " plt.figure(figsize=(20,8)) \n", + " plt.title(\"Fowarding Rate\")\n", + " color_idx = 0\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0].split(\":\")\n", + " label = label[0]\n", + " last_seg_ip = label.split(\".\")[-1]\n", + " #color_idx = int(last_seg_ip) - min_seg\n", + " color_idx = color_idx % 10\n", + " print(color_idx)\n", + " x = range(0, len(list1) - 1)\n", + " l = [int(item) for item in list1[1:]] \n", + " plt.plot(x, l, color=mcolors.TABLEAU_COLORS[colors[color_idx]], label=label, linewidth=1.2) \n", + " color_idx = color_idx + 1\n", + " #plt.ylim((0, 400)) \n", + " plt.ylabel(\"RPS\", font1)\n", + " plt.xlabel(\"Time(1s intervel)\")\n", + " hl=plt.legend(loc='upper right', prop=font1, frameon=False)\n", + "\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with open('G:\\\\test_data\\\\requests.txt', 'r') as f:\n", + " ips = []\n", + " requests = []\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " ip, request = line.split(\" \")\n", + " label = ip.split(\":\")\n", + " ips.append(label[0])\n", + " requests.append(int(request))\n", + " plt.figure(figsize=(10,6)) \n", + " plt.bar(ips, requests)\n", + " plt.title('Total Forwarded Requests')\n", + " plt.ylabel(\"Requests\", font1)\n", + " for a,b in zip(ips, requests):\n", + " plt.text(a, b+0.05, '%.0f' % b, ha='center', va= 'bottom',fontsize=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "font3 = {'family' : 'Times New Roman', \n", + "'weight' : 'normal', \n", + "'size' : 12, \n", + "}\n", + "with open('G:\\\\test_data\\\\queuelength.txt', 'r') as f:\n", + " min_seg = 512\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0].split(\":\")\n", + " label = label[0]\n", + " last_seg_ip = label.split(\".\")[-1]\n", + " if min_seg > int(last_seg_ip):\n", + " min_seg = int(last_seg_ip)\n", + " \n", + "with open('G:\\\\test_data\\\\queuelength.txt', 'r') as f:\n", + " plt.figure(figsize=(20,8)) \n", + " plt.title(\"Queuelength with Time in Queue-proxy\")\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0].split(\":\")\n", + " label = label[0]\n", + " x = range(0, len(list1) - 1)\n", + " l = [float(item) for item in list1[1:]] \n", + " #max_queue = max(l)\n", + " #print(\"ip:\", label, \" max_queue:\", max_queue)\n", + " last_seg_ip = label.split(\".\")[-1]\n", + " color_idx = int(last_seg_ip) - min_seg\n", + " plt.plot(x, l, color=mcolors.TABLEAU_COLORS[colors[color_idx]], label=label, linewidth=1.5)\n", + " plt.ylabel(\"Queuelength\", font1)\n", + " plt.xlabel(\"Time(1s intervel)\", font1)\n", + " #plt.ylim((0, 8)) \n", + " #hl=plt.legend(loc='upper right', prop=font3, frameon=False)\n", + " hl=plt.legend(loc=2, bbox_to_anchor=(1.05,1.0),prop=font1,borderaxespad = 0.)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABWYAAAH2CAYAAADzmVXXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzde1zW5f0/8Nd1H+EG5CAItyCIAuKhAMVKsZymRaXZYZrpmjbLHVrN5Vo6f19ruZpua21zs02tLEsLrbRwS7LUEkICCVJMQfHAQUQBkdN9vH5/3Dd0gyA3xxv09Xw8eCTX5/pcn/d14x7Tt+/P+xJSShARERERERERERFR71G4OgAiIiIiIiIiIiKi6w0Ts0RERERERERERES9jIlZIiIiIiIiIiIiol7GxCwRERERERERERFRL2NiloiIiIiIiIiIiKiXMTFLRERERERERERE1MuYmCUiIiK6jgghNgkh/tBNa40QQmQLIS4LIZ7qjjWJiIiIiK4XTMwSERG5kBDilBBiWivjPxBCWIUQNfavYiHE79tZ6xkhxGF7kqxQCPGME8/3sK//367soy8RQswQQmQIIWqFEBeFEG8LIYL7QFwLhRAHrrFn/hbAPimll5TyH23E0Cd/HkRERERErsbELBERUd9VIqX0lFJ6ApgEYJEQ4r6rzBcAfgzAF0AigF8KIea284wfAjAAuEMIoe+GmJsHJISqu9ds53k/BLAFwN8B+AMYDcAI4EshhE9vxnKdCANwpK2L1/LPo7d/bxMRERHRtYeJWSIion5ASlkIIA3AqKvM+ZOU8pCU0iylPAZgJ4CEdpZeAODfAHIBzAcAIcQtQohzQghl4yQhxP1CiFz7rxVCiGVCiBP2CsgkIYSf/dpQIYQUQiwSQpwB8Ll9fJt9zUtCiC+EEKMd1h4ohPhYCFEthPhaCPEHxypPIUS0EOJTIUSFEOKYEGJOaxsRQggALwP4g5TyHSllvZTyHIDHANQB+JV93vNCiLcd7muMWWX/3lsI8ZoQotReqfyHxs+iK/dezdX2aG898C8hxC57NfRBIcRwh+t32O+5JIRYJ4TYL4R4TAgx0v6znWCviq5yeKRvW+u1Etu9QogjQogqIcQ++7oQQnwOYAqAf9rXj+rvPw/7vU8JIU4KIS4IIf4shFDYry0UQqQKIV4RQlQAeN6+/ltCiHIhxGkhxP+z/+/DTwhRJISYab/XUwhRIIT4sRBivBCiTDgkdoUQDwohvmkrLiIiIiK6NjExS0RE1A8IISJhS7KmOzlfALgVV69mDAXwAwDv2L9+DABSynQAtQCmOkyfB1vlIwA8BeA+AJMBDAZQCeBfLZafDGAkgDvt3/8PQCSAQQAO2Z/X6F/25wXBlihe4BCjB4BP7c8eBOBhAOscE7sORgAIBbDNcVBKaQXwPoA7Wv0grvQmADOACABx9vse66l7ndzjwwB+D1s1dAGAF+33+gPYDmA5gIEAjgGYCABSyqMAfgbgK3vltU9767USWxSArQCWAAgA8F8AHwshNFLKqQC+BPBL+/rHW9zeL38eAO4HEA9gLIBZAH7icO1mACdh+zm9CGAtAG8Aw2D7Pf9jAI9KKSvs920QQgwC8AqAb6SUb0kpvwZwEcB0h3V/BGCzk3siIiIiomsEE7NERER912B7lWI1gOMADgJwtl/o87D9//wbV5nzYwC5Uso82JJvo4UQcfZrW2FL3kEI4QXgbvsYAPwUwAopZZGU0mB/1g9F81e7n5dS1kop6wFASvm6lPKyw/wYe7WhEsCDAJ6TUtbZY3nTYZ0ZAE5JKd+wVwIfgi2p98NW9uNv/29pK9dKYUssXpUQIhDAXQCW2OM/D1tSrb2WEF2515k9fiClzJBSmmFLasfax+8GcERK+YH92j8AnGsv1qus19JDAHZJKT+VUpoA/AWAO+zJ33b015/HGillhZTyDIC/wf6/A7sSKeVa++dmhO3zWW7/vX0KtgrhRwBASpkCW1L6MwD3wPa/m0ZvwpaMhbBVm9+J7//hg4iIiIiuE+yNRURE1HeVSClDANsr2QDWwZbQeVgI8TsAv7PPe1tK+bPGm4QQv4Qt6XqrPRHalh8D2AAAUsoSIcR+2KpVs2FLEqUJIX4O4AEAh6SUp+33hQH4UAhhdVjLAiDQ4fuzDvEoYasunA1bMq7xPn/Yknwqx/ktfh0G4OYWr+Gr0Hp14QX7f/UACltc0wMob+WelsIAqAGU2oqOAdgS3GfbvKPr9zqzR8dkax0AT/uvBzuuL6WUQogiJ2Jta72WBgNo/LlDSmkVQpwF4MzhXX365yGEOGKfAwB3SSm/tP/ace3TsH0GaOWaPwANHD4f+68dP5v1AH4J4CUp5UWH8bcBHBVCeAKYA+BLKWVrCWwiIiIiuoYxMUtERNQPSCkvCSG2AHjP/v1LAF5qOU8I8RMAywDcJqVsM0EnhJgIW2uB5UKIpfZhL9iqZn8jpcwTQpyGreLQsY0BYEtO/URKmdrKukMbQ3YYngfbK+HTAJyC7dXvStgOKyuH7VXzENiqggFgSItn7ZdSOr723ZZjAIpgSwD/ySEmBWxVuR/Zh2oB6BzuC2rxPAMAf3tVZEtdubctHdljS6WwfXYAmlpYhDhcl1fc0TElAG5osf4QAMVO3Nunfx5SytbaYQC2/TW2AAmF7TNous3h1xcAmGBL7uY5zC8Gmv5B4j8A3gLwcyHEG1LKAvuzi4UQX8HWNuERAK+2EQsRERERXcPYyoCIiMj11EIIN4evK/7h1F5ZNxdX7xk7H7Zk7XQp5cl2nrkAtr6mo2B7jT0WwBjYklx32edsga2f7G1o3if03wBeFEKE2Z8bIISYdZVnecGWILtoX78poSyltAD4ALaDlHRCiGjYe93aJQOIEkI8IoRQ27/GC/sBVI6klBLAbwD8PyHEPCGEuxAiCMBG2Kob19qnfgPgNiFEqL0SebnDGqUAUgC8LIQYYD/IabgQYnI33Gv/uJr9rN06ssdW7AJwgxDiPvvvmyfQPDlZBiBECKFxYq3WJAG4RwhxuxBCDWApbD/LtPZu7Cc/j9Y8I4TwFUIMge2Asvfa2J/F/vm8KITwsv/v4WnYqmGB7yvafwJbC4i3RPODx94C8FvYEt8fthMTEREREV2DmJglIiJyvf8CqHf4et4+PljYTruvge0VaT8A86+yzh9gOwDq68b7hBD/bjnJngycA2CtlPKcw1chbK/PNx6+tRW2w8E+l1JecFji77BVO6YIIS7DdiDZzVeJ6y17/MWwVRa2PMDsl7BV0Z6zP38rbMk/SCkvw3Zg01zYKhfPAVgDQNvag6SU78FWgfhr2BLBpQDGA5jc+Kq4lPJT2JJtuQCyYEuMOvoxbK+o58FW2bsdtlfvu3Sv3UQ0/1k3fjm9xxb7vYDvK1IvwpZoz4T98wPwOWzJ/HNCiAutLnL19Y/B1gt1LWwVojMBzJRSGp28v6//PFqz077WN7Alvl+7ytwnYavaPQlb/+ctAF4XQoyDLUn7Y3sCdw1s1bbLHO79EPa2IFLK2nZiIiIiIqJrkLAVMxARERH1DUKINQCCpJQL2p3c/lp3wJbovV1K+U1X1+vr7G0CigDMl1LudXU8LfX1n4cQQgKIbGw50AvPOwHgp1LKPb3xPCIiIiLqW1gxS0RERC4lhIgWQtwobG4CsAjd9Gq3lDIFwEIAt3THen2REOJOIYSPEEIL2+vzAldWJfcJ18PPw1lCiAdhq6L93NWxEBEREZFr8PAvIiIicjUv2KooBwM4D+Bl2F4n7xZSyo+7a60+agJsr9A3vrJ/n5Sy3rUhte06+Hm0SwixD7a2E49IKa0uDoeIiIiIXIStDIiIiIiIiIiIiIh6GVsZEBEREREREREREfUyJmaJiIiIiIiIiIiIetk12WPW399fDh061NVhEBERERERERFdM7Kysi5IKQNcHUdPysrKGqpUKhcrFIq7pJS+ro6H+i0phDhlMpn+NG7cuP+1NanXe8wKIV4HMAPAeSnlGIfxJwH8EoAZwC4p5W/t48thO53ZAuApKeXu9p4RHx8vMzMzeyJ8IiIiIiIiIqLrkhAiS0oZ7+o4ekpWVtZQtVr9QWBgoI+Pj89ljUZjEkK4Oizqh6SUqK2t1Z06dUplMBjuGTduXH5r81zRymATgETHASHEFACzANwopRwN4C/28VEA5gIYbb9nnRBC2avREhERERERERHRNU+pVC4ODAz0CQwMrNBqtUzKUqcJIeDp6VkXFBSkUKlUy9ua1+uJWSnlFwAqWgz/HMBqKaXBPue8fXwWgHellAYpZSGAAgA39VqwRERERERERER0XVAoFHf5+PhcdnUcdO0YMGBAjRAipq3rfeXwrygAtwohDgoh9gshxtvHgwGcdZhXZB+7ghBisRAiUwiRWV5e3sPhEhERERERERHRtURK6avRaEyujoOuHWq12ny1XsV9JTGrAuAL4BYAzwBIErZ68dZqxlttiiulXC+ljJdSxgcEXNN9qImIiIiIiIiIqAewfQF1J/vvpzbzr30lMVsE4ANpkwHACsDfPj7EYV4IgBIXxEdERERERERERETUbfpKYnYHgKkAIISIAqABcAHARwDmCiG0QohwAJEAMlwVJBEREREREREREVF36PXErBBiK4CvAIwQQhQJIRYBeB3AMCHEYQDvAlhgr549AiAJQB6ATwA8IaW09HbMRERERERERERE15rk5GSvSZMmRa5du3Zgy2uHDh1yS0xMHLZw4cIhiYmJww4cOKBrb73du3d7xsbGRut0urjw8PDRq1evDrBarW3Oz8vL0+h0urjk5GSvrsxxdk9diXn58uVBs2bNCp8zZ07YE088EWw2m51Z/qpUXV6hg6SUD7dx6UdtzH8RwIs9FxEREREREREREdH1JSkpacC7777rl5qaOmDOnDkVjtcKCgrU06dPH/Hee+8VTJs2rTYnJ0c7efLkkQcOHDg6ZswYQ2vr5ebmapcsWRK6YMGCcg8PD+uGDRsCli9fHtrQ0KB4/vnny1rOt1gsWLBgQXh9fX2bhaPOzHF2T12J+Re/+EXwt99+q/vyyy/zAeC+++4Lf/TRR0M3b958xpm42tJXWhkQERERERERERFRL5kzZ071ihUrzrV27emnnw7R6/XGadOm1QJATEyMITo6um7JkiUhba2XlJTks3fv3mPLli0rf/LJJy+mpaUdGzJkiGHDhg2DWpu/atWqwMjIyPqrxejMHGf31NmYs7Oz3davXx/0i1/84nzj2E9/+tPyt99+OyA1NdXd2We1holZIiIiIiIiIiKi65CHh8cV7+zX1NSIlJQU39jY2FrH8bFjx9bu27fPp7y8XNnaWosWLaoICgpqakHq6ekpp02bdqmqquqKN/azs7PdcnNz3efNm1fZVmzOzHF2T21xJua33nrLz2Kx4Lbbbmv6PCZNmlSnUCjwxhtvONUuoS293sqAiIiIiIiIiIiovzDWmxUXimrcXB1HS/4hng0ad5XTScjWCCGuGEtNTfUwGAwiICCgWRNVvV5vslgsSEtL082aNetyy/vCw8NNLcdMJpMYP358s7lmsxlLly4Neeedd05lZWW1WnHqzJyO7KktzsR88OBBTyEEAgMDmz4PLy8vq4eHhyU7O9ujI7G1xMQsERERERERERFRGy4U1bh9+PKhka6Oo6X7l449OjjSp6671y0pKVEDwMCBA5slZr28vCwAcO7cObUz61gsFuzfv3/Apk2bCh3HV6xYEbRo0aJyvV7f5ulZzszpCa3FXF5ervby8rKoVM3TqB4eHpaLFy869Vm0hYlZIiIiIiIiIiKiNviHeDbcv3TsUVfH0ZJ/iGdDT66v0+maVeNaLBYBAFqt1qkq3bVr1w6cMmXKpalTpza1ADh48KD72bNntWvWrGmzD6wzc3pKazEDgJub2xV7tlgsQqPRWFqOdwQTs0RERERERERERG3QuKusPVGZ2leFhYUZAaCysrJZL9nq6molAAQFBbVbxXrkyBFtcnKyz65du042jhkMBrF8+fLgbdu2FbZ1nzNzekprMQOAXq83FhUVebacX1tbqxw+fHiXkuNMzBIREREREREREREAIDY2tt7Nzc1aWlra7DX9oqIijVarlQkJCVdNUpeVlSmfffbZ4K1bt57SarWycXzPnj0ee/fu9fb3949tec/MmTOjBg8ebFy/fn1he3OKi4u/7fzuOhYzAMTExNR9+eWXAyoqKhR+fn5WAKioqFDU1dUpbrnllpquPJeJWSIiIiIiIiIiIgIA+Pn5WRMTEyvT09O9HMdzc3N106dPr/Ty8mqzlUFFRYVi8eLFoevWrTsTEBDQ9Jr/6dOn1ZMmTapLTU3Nc5yfnp7usXTp0rCXX3759OTJk2siIiKM7c3prn06E3NYWJjpZz/72YV//etfQbt37/Z6+OGHLwG2A9IUCgV+9KMfVXTl2UzM9mEWsxkV1ZUI8AtwdShERERERERERHSNMRqNAgDMZrNwHF+1alXphAkTRmZnZ7vFxcU1ZGZmuhUUFLht3ry5qcXAypUrA3fs2OG7e/fuAr1eby4vL1fefffdEXPnzr2YkZGhy8jIgNlsFllZWTofHx/LihUrzk+cOLHe8TkVFRUqAIiKijKMGzeuAQCcmVNcXKxKTEyMnD179sWVK1eed2ZPnY159OjRhocffrh8y5Ytfo2J2f/85z8BCxcuPN8YT2cxMduH7f/HDHhaahDwzAFXh0JERERERERERNeQPXv2eGzcuNEfALZs2TIwMDDQNH/+/EsAMGbMGMPOnTvzly1bFhweHm4oKSlRp6SkHIuOjjY23l9WVqYuKirS1tbWiurqakVCQsKI/Px898zMzGb9WJVKpSwsLMztztjr6+tFUVGRpqSkROPsnroS86ZNm8488cQTIfPmzQuTUmLMmDF1L730UpcPJxNSyvZn9TPx8fEyMzPT1WF02f9eeRAjDEcR/uwRCHFFkp+IiIiIiIiIqNcIIbKklPGujqOn5OTknIqJibng6jjo2pKTk+MfExMztLVril6OhTpACg/ojeX4rrLa1aEQERERERERERFRN2Jitg/zUnjC3WrE16ePuzoUIiIiIiIiIiIi6kZMzPZhOp0/AODMuZMujoSIiIiIiIiIiIi6ExOzfZhVFwgAqLlc6uJIiIiIiIiIiIiIqDsxMduHWd39YYYCasMFmKzX3iFtRERERERERERE1ysmZvswlcYNVfBEkKEcx2rrXR0OERERERERERERdRMmZvswlUaNWqMGgw3n8XVFtavDISIiIiIiIiIiom7CxGwfplRrUGtUI6yuBAcvVLk6HCIiIiIiIiIiIuomTMz2YSq1GpcNKgQbziOntsHV4RAREREREREREVE3YWK2D1NqNLhs0iDAXIkikwm1FourQyIiIiIiIiIiIqJuwMRsH6ZSa3DZpIUCEgHGShy+zAPAiIiIiIiIiIiIrgVMzPZhKrUal01aAMCQhnP45nKdiyMiIiIiIiIiIiKi7sDEbB+mtFfMAsCIS4XIqqpxcURERERERERERETUHZiY7cNUGg0arCpYlG6IqD6L7Eu1rg6JiIiIiIiIiIiuEcnJyV6TJk2KXLt27cCW1w4dOuSWmJg4bOHChUMSExOHHThwQNfeert37/aMjY2N1ul0ceHh4aNXr14dYLVa25yfl5en0el0ccnJyV5dmePsnroSc3l5ufK3v/2tfsyYMSOdWdcZTMz2YUq1GoCAxX0QwupLcdZkQYXJ7OqwiIiIiIiIiIion0tKShrw+uuvD0xNTR0gpWx2raCgQD19+vQRv/nNb8o2bdp0ds2aNcUzZsyIOnz4sLat9XJzc7VLliwJnTt37sU1a9ac8fLysixfvjz0hRdeCGxtvsViwYIFC8Lr6+vbzE86M8fZPXUl5tOnT6s3bdrk+9prrw2qrKxUOROLM5iY7cNUajUAwKIbhCHmCgBATjX7zBIRERERERERUdfMmTOnesWKFedau/b000+H6PV647Rp02oBICYmxhAdHV23ZMmSkLbWS0pK8tm7d++xZcuWlT/55JMX09LSjg0ZMsSwYcOGQa3NX7VqVWBkZORVT7p3Zo6ze+pKzGFhYaZnnnnmws0333zZ2bWdwcRsH6ZUawAARq0/BolquFktyOYBYERERERERERE1A08PDyueGe/pqZGpKSk+MbGxjbrqTl27Njaffv2+ZSXlytbW2vRokUVQUFBlsbvPT095bRp0y5VVVVdUWGanZ3tlpub6z5v3rzKtmJzZo6ze2pLR2IGADc3N6fXdka3ld5S91PZE7MmjR+8rJcQVFeNb6p9XRwVEREREREREdH1w1BXpyg/Xejm6jhaCggLb9DqdF1KFAohrhhLTU31MBgMIiAgoFk/Tb1eb7JYLEhLS9PNmjXrisrR8PBwU8sxk8kkxo8f32yu2WzG0qVLQ955551TWVlZ7q3F5cycjuypLc7G3Jm1ncHEbB+m1NhaGRjUvvA3X0bghWJk+wZAStntvxGIiIiIiIiIiOhK5acL3d57/tluO/Cpuzz0/JqjISNHd/ur1SUlJWoAGDhwYLPErJeXlwUAzp07p3ZmHYvFgv379w/YtGlToeP4ihUrghYtWlSu1+vbPEjJmTk9oa2YewoTs32YSmVPzKp8AAAjLp3CQdMYlBhMCHbTuDAyIiIiIiIiIqLrQ0BYeMNDz6856uo4WgoIC2/oyfV1LapxLRaLAACtVutUle7atWsHTpky5dLUqVObWiIcPHjQ/ezZs9o1a9a02QfWmTk9pbWYexITs32YUCigVKlQr/AGAAyrKQIAZFfXMTFLRERERERERNQLtDqdtScqU/uqsLAwIwBUVlY26yVbXV2tBICgoKB2q1iPHDmiTU5O9tm1a9fJxjGDwSCWL18evG3btjarUZ2Z01Nai7mnMTHbxynVGtQLTwDAEMVl+MCKby7XYcYgH9cGRkRERERERERE15zY2Nh6Nzc3a2lpabOWBUVFRRqtVisTEhKumqQuKytTPvvss8Fbt249pdVqZeP4nj17PPbu3evt7+8f2/KemTNnRg0ePNi4fv36wvbmFBcXf9v53XUs5p7GxGwfp9JoYLIoAHc/6DVmhBjqkF193fwjDRERERERERER9SI/Pz9rYmJiZXp6upfjeG5urm769OmVXl5ebbYyqKioUCxevDh03bp1ZwICAiyN46dPn1ZPmjSpLjU1Nc9xfnp6usfSpUvDXn755dOTJ0+uiYiIMLY3p7v26UzMYWFhVxwO1p2YmO3jlGo1zCYj4B0Cf3MD/C9dRKZuAKxSQsEDwIiIiIiIiIiIqJOMRqMAALPZ3CzJtGrVqtIJEyaMzM7OdouLi2vIzMx0KygocNu8eXNTi4GVK1cG7tixw3f37t0Fer3eXF5errz77rsj5s6dezEjI0OXkZEBs9kssrKydD4+PpYVK1acnzhxYr3jcyoqKlQAEBUVZRg3blwDADgzp7i4WJWYmBg5e/bsiytXrjzvzJ46G7Pj/SaTSbS2bmcxMdvHqdQaWOyJ2QEXy+BZVoKaQWEoqDMgysPN1eEREREREREREVE/tGfPHo+NGzf6A8CWLVsGBgYGmubPn38JAMaMGWPYuXNn/rJly4LDw8MNJSUl6pSUlGPR0dHGxvvLysrURUVF2traWlFdXa1ISEgYkZ+f756Zmenp+BylUikLCwtzuzP2+vp6UVRUpCkpKWl2CNPV9tSVmCsrKxWbN2/2TU9P97p48aL6ueeeC5w3b17liBEjjOgCIWWvtU3oNfHx8TIzM9PVYXSLt575JQZHj8Y0/UkYj32KlbWzsSnhHvxjZCjmBPm5OjwiIiIiIiIiuk4IIbKklPGujqOn5OTknIqJibng6jjo2pKTk+MfExMztLVril6OhTpIqbFXzA4IhrruPNzMRgQrwT6zRERERERERERE/RgTs32cSq2B2WhrZSBMtfDWAj4WMy6azK4OjYiIiIiIiIiIiDqJidk+TqlWw2IyAd4hAIAwHxUsRiPM1muvBQUREREREREREdH1gonZPk6l0cBsb2UAAMGeVliMBpivwd7ARERERERERERE1wsmZvs4pdreY9ZLDwgFAjRGmA0GmKxWV4dGREREREREREREndTriVkhxOtCiPNCiMOtXPuNEEIKIfwdxpYLIQqEEMeEEHf2brSup1KrYTaaAKUK8NLDR1ELYbWgwWRydWhERERERERERETUSa6omN0EILHloBBiCIDpAM44jI0CMBfAaPs964QQyt4Js29Qqe2tDABgQDA8LVVQSIl6IxOzRERERERERERE/VWvJ2allF8AqGjl0isAfgvAsXnqLADvSikNUspCAAUAbur5KPuOpsO/AMA7BOr6MiiFQL3R6NrAiIiIiIiIiIiIqNP6RI9ZIcS9AIqllDktLgUDOOvwfZF97LqhVKu/r5j1Doa4VASdVgOD2ezawIiIiIiIiIiIiKjTVK4OQAihA7ACwB2tXW5lTLYyBiHEYgCLASA0NLTb4nM1lUYDS2N1rPcQoLoUGgGYW/0UiIiIiIiIiIiIqD/oCxWzwwGEA8gRQpwCEALgkBAiCLYK2SEOc0MAlLS2iJRyvZQyXkoZHxAQ0MMh9x5bj1l7K4MBwYDVhIHmKlhdGxYRERERERERERF1gcsTs1LKb6WUg6SUQ6WUQ2FLxo6VUp4D8BGAuUIIrRAiHEAkgAwXhtvrWrYyAIBA4wVYXBgTERERERERERERdU2vJ2aFEFsBfAVghBCiSAixqK25UsojAJIA5AH4BMATUsrrKiepUmtgMZogpbS1MgAwyHgRlla7PBARERERERERETknOTnZa9KkSZFr164d2PLaoUOH3BITE4ctXLhwSGJi4rADBw7o2ltv9+7dnrGxsdE6nS4uPDx89OrVqwOs1rbf+87Ly9PodLq45ORkr67McXZPnY25o/tyVq/3mJVSPtzO9aEtvn8RwIs9GVNfptSoIaUVVosFSt1AQOWGQaZyWJmXJSIiIiIiIiKiTkpKShrw7rvv+qWmpg6YM2dOheO1goIC9fTp00e89957BdOmTavNycnRTp48eeSBAweOjhkzxtDaerm5udolS5aELliwoNzDw8O6YcOGgOXLl4c2NDQonn/++bKW8y0WCxYsWBBeX1/fZuGoM3Oc3VNnY+7ovjrC5a0M6OpUag0AwGIyAkIAA4Lhz4pZIiIiIiIiIiLqgjlz5lSvWLHiXGvXnn766RC9Xm+cNm1aLQDExMQYoqOj65YsWRLS1npJSUk+e/fuPbZs2bLyJ5988mJaWtqxIUOGGDZs2DCotfmrVq0KjIyMrL9ajM7McXZPnY25o/vqCCZm+7jGxGzTAWDewRjIHrNERERERERERNRFHh4eV7yPX1NTI1JSUnxjY2NrHcfHjh1bu2/fPp/y8nJla2stWrSoIigoqCll5enpKadNm3apqqrqijf2s7Oz3XJzc93nzZtX2VZszsxxdk9tcSbmjuyro5iY7eOUGjUAwGy0HwA2IAQDjRdgFayYJSIiIiIiIiKizhOt5JdSU1M9DAaDCAgIMDuO6/V6k8ViQVpaWqu9ZsPDw00tx0wmkxg/fvxlxzGz2YylS5eG/Otf/ypqKy5n5rSltT21xZmYnd1XZ/R6j1nqmGatDADAOwR+xv+xlQERERERERERUS+wNpgVptJaN1fH0ZJa79GgcFN1/QSqFkpKStQAMHDgwGaJWS8vLwsAnDt3Tu3MOhaLBfv37x+wadOmQsfxFStWBC1atKhcr9eb27rXmTk9oa2YOzrHWUzM9nHKVloZeJsqoZJXJOuJiIiIiIiIiKibmUpr3cr/kzvS1XG0FPDTG49qw73remp9nU7XLOlrsVgEAGi1WqeSwWvXrh04ZcqUS1OnTm1qiXDw4EH3s2fPatesWdNmH1hn5vSU1mLuzBxnMTHbx6nUtn+EsDQlZm09lgcZLroqJCIiIiIiIiKi64Za79EQ8NMbj7o6jpbUeo+Gnlg3LCzMCACVlZXNeslWV1crASAoKKjdKtYjR45ok5OTfXbt2nWyccxgMIjly5cHb9u2rc1KU2fm9JTWYu7MnI5gYraPU2kaK2a/7zELAHpjuatCIiIiIiIiIiK6bijcVNaerEzta2JjY+vd3NyspaWlzVoWFBUVabRarUxISLjqZ1FWVqZ89tlng7du3XpKq9XKxvE9e/Z47N2719vf3z+25T0zZ86MGjx4sHH9+vWF7c0pLi7+tvO761jMHZ3TUUzM9nGNrQwsxu9bGQDAYON5WKWEgoeAERERERERERFRN/Hz87MmJiZWpqenezmO5+bm6qZPn17p5eXVZiuDiooKxeLFi0PXrVt3JiAgwNI4fvr0afWkSZPqUlNT8xznp6eneyxdujTs5ZdfPj158uSaiIgIY3tzumufzsQcFhZmcnZOZzAx28c1tjJoqpjVeqFe5YnBDedhlhIaJmaJiIiIiIiIiKgTjEajAACz2dwswbRq1arSCRMmjMzOznaLi4tryMzMdCsoKHDbvHlzU4uBlStXBu7YscN39+7dBXq93lxeXq68++67I+bOnXsxIyNDl5GRAbPZLLKysnQ+Pj6WFStWnJ84cWK943MqKipUABAVFWUYN25cAwA4M6e4uFiVmJgYOXv27IsrV64878yeOhuzM3M6+/kzMdvHKe2tDCyNiVkA1Vp/BBvOwyQlNK4KjIiIiIiIiIiI+q09e/Z4bNy40R8AtmzZMjAwMNA0f/78SwAwZswYw86dO/OXLVsWHB4ebigpKVGnpKQci46ObkpQlZWVqYuKirS1tbWiurpakZCQMCI/P989MzPT0/E5SqVSFhYW5nZn7PX19aKoqEhTUlLSLDV2tT11Juae3peQsltaIvQp8fHxMjMz09VhdAuToQH/+PEPcdcvl2LUrVMAAKf/diu+UQ/ElJ++jwEqZTsrEBERERERERF1nRAiS0oZ7+o4ekpOTs6pmJiYC66Og64tOTk5/jExMUNbu6bo5Viog5SNrQyM31fMSoUKKmmG+RpMqhMREREREREREV0PmJjt4xQKJRRKZbNWBlKhgtpqhtnKxCwREREREREREVF/xMRsP6BUa2A2fX/AmxQqqKSFFbNERERERERERET9FBOz/YBKrYbFoZUBFLbErNFidV1QRERERERERERE1GlMzPYDSk3zilkoVFBLM4wWs+uCIiIiIiIiIiIiok5jYrYfUKnVMJtaVsyaYWDFLBERERERERERUb/ExGw/oFJrmh3+BaUaammGyWJxXVBERERERERERETUaUzM9gNKtQZm4/etDIRCBZXVApOVFbNERERERERERET9EROz/YBKo261YtbIilkiIiIiIiIiIqJ+iYnZfkCp1jTrMSsUKiilBSb2mCUiIiIiIiIiIuqXmJjtB1RqNSwmh1YGjRWzbGVARERERERERETULzEx2w+o1BqYjQ4Vs0o1VGxlQERERERERERE1G8xMdsPKDUamB0qZpVKNdRWC8ysmCUiIiIiIiIiIuqXmJjtB2ytDFqrmJUujIqIiIiIiIiIiPqz5ORkr0mTJkWuXbt2YMtrhw4dcktMTBy2cOHCIYmJicMOHDiga2+93bt3e8bGxkbrdLq48PDw0atXrw6wXqWwMC8vT6PT6eKSk5O9ujLH2T11Nuavv/7a7eabb47S6XRxQ4cOHfPXv/7V35m128PEbD+gVGua9ZhV2HvMmqxsZUBERERERERERB2XlJQ04PXXXx+Ympo6QMrmxX8FBQXq6dOnj/jNb35TtmnTprNr1qwpnjFjRtThw4e1ba2Xm5urXbJkSejcuXMvrlmz5oyXl5dl+fLloS+88EJga/MtFgsWLFgQXl9f32Z+0pk5zu6pszGfPXtW9eKLL+pXrlxZkpSUVDBgwADz0qVLwz766COnEsVXw8RsP6DSaGB2qJhVqjRQSgsP/yIiIiIiIiIiok6ZM2dO9YoVK861du3pp58O0ev1xmnTptUCQExMjCE6OrpuyZIlIW2tl5SU5LN3795jy5YtK3/yyScvpqWlHRsyZIhhw4YNg1qbv2rVqsDIyMj6q8XozBxn99TZmAsLCzXvvffeqXvuuadmxowZl7du3VoIAFlZWe1WELeHidl+QKVWN+sx21gxa7aylQEREREREREREXWOh4fHFVV/NTU1IiUlxTc2NrbWcXzs2LG1+/bt8ykvL1e2ttaiRYsqgoKCml7v9vT0lNOmTbtUVVWlajk3OzvbLTc3133evHmVbcXmzBxn99QWZ2K+7bbb6rRabVMSTq/XmzQajfzhD39Y1ZG4WnPFB0N9j1KtgcXoWDGrhVpaYDSzlQERERERERERUU8yGAyKc+fOubk6jpaCgoIatFptl16nFkJcMZaamuphMBhEQECA2XFcr9ebLBYL0tLSdLNmzbrc8r7w8HBTyzGTySTGjx/fbK7ZbMbSpUtD3nnnnVNZWVnurcXlzJyO7Kktzsbs6B//+EfAq6++WnjDDTcYOhJXa5iY7QdaVswqVWoAgNV6xe8dIiIiIiIiIiLqRufOnXN74403Rro6jpYeffTRo2FhYXXdvW5JSYkaAAYOHNgsMevl5WUBgHPnzqmdWcdisWD//v0DNm3aVOg4vmLFiqBFixaV6/V6c1v3OjOnJ7QVMwB8+eWXurVr1wZs377df/r06VUPPvjgJW9v7y4lxpmY7QeUajUsLXrMAoDVzMQsEREREREREVFPCgoKanj00UePujqOloKCghp6cn2dTtcs6WixWAQAOFulu3bt2oFTpky5NHXq1KaWCAcPHnQ/e/asds2aNW32gXVmTk9pLeZGo0ePbnj88ccvXL58WfnJJ5/4Llq0KHT79u2nuvI8Jmb7AaVaA6vFAqvFAoVSCYU9MWu2MDFLRERERERERNSTtFqttScqU/uqsLAwIwBUVlY26yVbXV2tBICgoKB2q1iPHDmiTU5O9tm1a9fJxjGDwSCWL18evG3btiuqUTsyp6e0FrMjPz8/6/Tp02unT59+csqUKRGffvqpT1efycRsP6DS2BKxFpMJCqUSQmn7XjIxS0RERERERERE3Sg2Nrbezc3NWlpa2qxlQVFRkUar1cqEhISrJqnLysqUzz77bPDWrVtPOR6atWfPHo+9e/d6+/v7x7a8Z+bMmVGDBw82rl+/vrC9OcXFxd92fncdi7ktCxcuvHD48GFdV5/LxGw/oFLb/ndgNhmhdnODQm1vZcAes0RERERERERE1I38/PysiYmJlenp6V6O47m5ubrp06dXenl5tdnKoKKiQrF48eLQdevWnQkICGg6tf706dPqSZMm1aWmpuY5zk9PT/dYunRp2Msvv3x68uTJNREREcb25nTXPp2JOSwsrNXkW319vWLixIltHhDmLCZm+wGlPRFrtveZbaqYNfdq/2MiIiIiIiIiIrqGGI1GAQBms1k4jq9atap0woQJI7Ozs93i4uIaMjMz3QoKCtw2b97c1GJg5cqVgTt27PDdvXt3gV6vN5eXlyvvvvvuiLlz517MyMjQZWRkwGw2i6ysLJ2Pj49lxYoV5ydOnFjv+JyKigoVAERFRRnGjRvXAADOzCkuLlYlJiZGzp49++LKlSvPO7Onzsb84YcfDigsLNQsXrz4oqenpywuLla99dZb/o6fRWcxMdsPqOyJWYvRlqQXjYd/WY1t3kNERERERERERNSWPXv2eGzcuNEfALZs2TIwMDDQNH/+/EsAMGbMGMPOnTvzly1bFhweHm4oKSlRp6SkHIuOjm5KRpWVlamLioq0tbW1orq6WpGQkDAiPz/fPTMz09PxOUqlUhYWFuZ2Z+z19fWiqKhIU1JSonF2T52N+dChQ+7/+Mc/9H/84x8H33LLLZdDQkKM77zzTmF4eHiXX2UXUrbbNqHfiY+Pl5mZma4Oo9sUfXcE7z33LBb85V/wHxIGeXIfxFuz8OKETVhx5/2uDo+IiIiIiIiIrgNCiCwpZbyr4+gpOTk5p2JiYi64Og66tuTk5PjHxMQMbe2aopdjoU5oqpg12StmG1sZWC1t3kNERERERERERER9FxOz/UDT4V9Ge7W4wva95OFfRERERERERERE/RITs/2AUtP88C8o7a2BrTz8i4iIiIiIiIiIqD9iYrYfaNnKoLFilolZIiIiIiIiIiKi/omJ2X5A2djKoKlilolZIiIiIiIiIiKi/qzXE7NCiNeFEOeFEIcdxv4shPhOCJErhPhQCOHjcG25EKJACHFMCHFnb8fbF6jsrQwsTT1mba0MBBOzRERERERERERE/ZIrKmY3AUhsMfYpgDFSyhsBHAewHACEEKMAzAUw2n7POiGEsvdC7RsaWxmYm1oZsMcsERERERERERFRf9briVkp5RcAKlqMpUgpG7OM6QBC7L+eBeBdKaVBSlkIoADATb0WbB+hUCohFIorWhmwYpaIiIiIiIiIiKh/6os9Zn8C4H/2XwcDOOtwrcg+dt1RqTUOrQzsPWYlE7NERERERERERET9UZ9KzAohVgAwA3incaiVabKNexcLITKFEJnl5eU9FaLLKDUaWMz2RKzS1spAYbW4MCIiIiIiIiIiIiLqrD6TmBVCLAAwA8B8KWVj8rUIwBCHaSEASlq7X0q5XkoZL6WMDwgI6NlgXUClVn/fysBeMStYMUtERERERERERNQv9YnErBAiEcCzAO6VUtY5XPoIwFwhhFYIEQ4gEkCGK2J0NaVaDXNTKwNbxayQrJglIiIiIiIiIiLqj3o9MSuE2ArgKwAjhBBFQohFAP4JwAvAp0KIb4QQ/wYAKeURAEkA8gB8AuAJKa/PbKRKrYHFZLJ9Yz/8S8GKWSIiIiIiIiIi6qTk5GSvSZMmRa5du3Zgy2uHDh1yS0xMHLZw4cIhiYmJww4cOKBrb73du3d7xsbGRut0urjw8PDRq1evDrBarW3Oz8vL0+h0urjk5GSvrsxxdk+9FbOzVF1doKOklA+3MvzaVea/CODFnouof1A2a2WghBWCPWaJiIiIiIiIiKhTkpKSBrz77rt+qampA+bMmVPheK2goEA9ffr0Ee+9917BtGnTanNycrSTJ08eeeDAgaNjxowxtLZebm6udsmSJaELFiwo9/DwsG7YsCFg+fLloQ0NDYrnn3++rOV8i8WCBQsWhNfX17dZOOrMHGf31Fsxd0SfaGVA7VOpNbA0tjIAYBFKVswSEREREREREVGnzJkzp3rFihXnWrv29NNPh+j1euO0adNqASAmJsYQHR1dt2TJkpC21ktKSvLZu3fvsWXLlpU/+eSTF9PS0o4NGTLEsGHDhkGtzV+1alVgZGRk/dVidGaOs3vqrZg7gonZfkKlUcPc2MoAgFmooLg+uzoQEREREREREVE38PDwuOKd/ZqaGpGSkuIbGxtb6zg+duzY2n379vmUl5crW1tr0aJFFUFBQU3JKk9PTzlt2rRLVVVVV7yxn52d7Zabm+s+b968yrZic2aOs3tqS3fH3FFMzPYTSrXm+1YGAKxCwcQsERERERERERF1mhDiirHU1FQPg8EgAgICmr2qrdfrTRaLBWlpaa32mg0PDze1HDOZTGL8+PGXHcfMZjOWLl0a8q9//auorbicmdOW1vbUlu6MuTN6vccsdY5KrYGx4ftKaVvFLFsZEBERERERERH1JLO5RlFTc9TN1XG05Ok5skGl8nS6OtRZJSUlagAYOHBgs8STl5eXBQDOnTundmYdi8WC/fv3D9i0aVOh4/iKFSuCFi1aVK7X69tMbDkzpyd0JebOYGK2n1Cq1TBXX2r63iKUUPLwLyIiIiIiIiKiHlVTc9Qt69Dcka6Oo6VxY9896uMzvq6n1tfpdM2SvhaLRQCAVqt1Khm8du3agVOmTLk0derUppYIBw8edD979qx2zZo1bfaBdWZOT+lszJ3FxGw/odJoYGnWykAFJVsZEBERERERERH1KE/PkQ3jxr571NVxtOTpObKhJ9YNCwszAkBlZWWzXrLV1dVKAAgKCmq3avTIkSPa5ORkn127dp1sHDMYDGL58uXB27ZtK2zrPmfm9JTOxtwVTMz2E7Yes9+3vbAIJZRgYpaIiIiIiIiIqCepVJ7WnqxM7WtiY2Pr3dzcrKWlpc1aFhQVFWm0Wq1MSEi46mdRVlamfPbZZ4O3bt16SqvVysbxPXv2eOzdu9fb398/tuU9M2fOjBo8eLBx/fr1he3NKS4u/rbzu+v+mLsSDxOz/YRKrW5WMWtRqKBkj1kiIiIiIiIiIupGfn5+1sTExMr09HQvx/Hc3Fzd9OnTK728vNpsZVBRUaFYvHhx6Lp1684EBAQ0VRSePn1aPWnSpLrU1NQ8x/np6ekeS5cuDXv55ZdPT548uSYiIsLY3pzu2md3xdyVZzMx20+oNBqYjd9XzEoooWArAyIiIiIiIiIi6iSj0SgAwGw2C8fxVatWlU6YMGFkdna2W1xcXENmZqZbQUGB2+bNm5te6V+5cmXgjh07fHfv3l2g1+vN5eXlyrvvvjti7ty5FzMyMnQZGRkwm80iKytL5+PjY1mxYsX5iRMn1js+p6KiQgUAUVFRhnHjxjUAgDNziouLVYmJiZGzZ8++uHLlyvPO7KknY+4sJmb7CaVaDXOLilkVE7NERERERERERNQJe/bs8di4caM/AGzZsmVgYGCgaf78+ZcAYMyYMYadO3fmL1u2LDg8PNxQUlKiTklJORYdHd2UnCorK1MXFRVpa2trRXV1tSIhIWFEfn6+e2Zmpqfjc5RKpSwsLMztztjr6+tFUVGRpqSkROPsnlwdc2uElLL9Wf1MfHy8zMzMdHUY3errj95H+gfv4slN2wAAp/4yHhm6cMz5RZKLIyMiIiIiIiKi64EQIktKGe/qOHpKTk7OqZiYmAuujoOuLTk5Of4xMTFDW7um6OVYqJOU6uatDKysmCUiIiIiIiIiIuq3mJjtJ1QaNawWM6xWWzJWChVUPPyLiIiIiIiIiIioX2Jitp9QqW0tMywmW9WsVaGCAm0egkdERERERERERER9GBOz/YTSnpg12xOzUiihlmZYr8EewURERERERERERNc6Jmb7CZVGDeD7ilmpUEFtNcPExCwREREREREREVG/w8RsP6FUNSZmjQBsiVmVtMDMxCwREREREREREVG/w8RsP9HYY9ZstFXMQqGCWpphYV6WiIiIiIiIiIio32Fitp9Q2lsZmJtVzJphsFhcGRYRERERERERERF1AhOz/URjxWxjKwMIJVTSAhMTs0RERERERERERP0OE7P9hLJlKwOlGipphtFidWFURERERERERERE1BlMzPYTKk3zw7+gUENtZcUsERERERERERFRf8TEbD/RdPhXU2LW3mPWzMQsERERERERERFRf8PEbD/R1MrAZGtlIJRqqKUZRitbGRAREREREREREfU3TMz2E02tDIzfV8wqpQUm9pglIiIiIiIiIqJOSE5O9po0aVLk2rVrB7a8dujQIbfExMRhCxcuHJKYmDjswIEDuvbW2717t2dsbGy0TqeLCw8PH7169eoA61WKCvPy8jQ6nS4uOTnZqytznN1TV2JOS0tzF0KMa/zSaDRjT506pXbmGW1RdeVm6j0KpQoQoqliVtFYMcses0RERERERERE1EFJSUkD3n33Xb/U1NQBc+bMqXC8VlBQoJ4+ffqI9957r2DatGm1OTk52smTJ488cODA0TFjxhhaWy83N1e7ZMmS0AULFpR7eHhYN2zYELB8+fLQhoYGxfPPP1/Wcr7FYsGCBQvC6+vr2ywcdWaOs3vqasxr1qwJ+n//7/8VCSEAAKGhocahQ4eanImrLUzM9hNCCKjUmqbDv4RSDZXVApOViVkiIiIiIiIiIuqYOXPmVA8fPtz44YcfXlFZ+vTTT4fo9XrjtGnTagEgJibGEB0dXbdkyZKQPXv2nGhtvaSkJJ+9e/ceCwoKsgDAo48+WjFq1KjRGzZsGNRaYnbVqlWBkZGR9ZmZmZ5txejMHGf31JWY09LS3PV6vWnVqlVX7KMr2MqgH1Gp1TDbWxl8XzHLVgZERERERERERNRxHh4eVySWampqREpKim9sbGyt4/jYsWNr9+3b51NeXq5sba1FixZVNCY4AcDT01NOmzbtUlVV1RWFodnZ2W65ubnu8+bNq2wrNmfmOLuntjgb83PPPTf4ww8/9Js3b17op59+6tGReK6GFbP9iFKjaXb4l0qa2WOWiIiIiIiIiKgHXTZbFEdq6t1cHUdLoz3dG7xUyi4lhhpfy3eUmprqYTAYREBAgNlxXK/XmywWC9LS0nSzZs263PK+8PDwK17rN5lMYvz48c3mms1mLF26NOSdd945lZWV5d5aXM7M6cie2uJMzBUVFQqtVisDAwONSUlJAe+++27AY489VrZu3boilaprqVUmZvsRlVrd1MpAqdJALc0wXaWBMhERERERERERdc2Rmnq3+7ILRro6jpZ2xEUcvcXHs6671y0pKVEDwMCBA5slZr28vCwAcO7cOacOvLJYLNi/f/+ATZs2FTqOr1ixImjRokXler3e3Na9zszpCa3F7OfnZ01OTj4J2Hrv/uxnPwvdsGFDoIeHh/WVV14p6crzmJjtR5RqDcwmx1YGFh7+RURERERERETUg0Z7ujfsiIs46uo4Whrt6d7Qk+vrdLpm1YAWi0UAgFardapKcO3atQOnTJlyaerUqU0tEQ4ePOh+9uxZ7Zo1a861dZ8zc3pKazE7ioiIMH3yyScnbr/99oiNGzcO+tOf/lSiVjuVp24VE7P9iEqtgcVoq7BWKG0/dLOlS4e/ERERERERERHRVXiplNaeqEztq8LCwowAUFlZ2ayXbHV1tRIAgoKC2q1iPXLkiDY5Odln165dJxvHDAaDWL58efC2bdsK27rPmTk9pbWYW6NSqfDiiy+W3HrrrSNLSkrUYWFhnU7OMTHbjyg16qaKWaVKAwCwWIyuDImIiIiIiIiIiK4hsbGx9W5ubtbS0tJmpaBFRUUarVYrExISrpqkLisrUz777LPBW7duPaXVamXj+J49ezz27t3r7e/vH9vynpkzZ0YNHjzYuH79+sL25hQXF3/b+d11LOa23HjjjQ1ubm7WwMDALrVaYGK2H1Gpvz/8qykxa2bFLBERERERERERdQ8/Pz9rYmJiZXp6upfjeG5urm769OmVXl5ebbYyqKioUCxevDh03bp1ZwICApr6b54+fVo9adKkutTU1DzH+enp6R5Lly4Ne/nll09Pnjy5JiIiwtjenO7apzMxt1UNu2/fPo+HH374gpubW7tJ3KthYrYfUbY4/AsArGZWzBIRERERERERUccZjUYBAGazWTiOr1q1qnTChAkjs7Oz3eLi4hoyMzPdCgoK3DZv3tzUYmDlypWBO3bs8N29e3eBXq83l5eXK+++++6IuXPnXszIyNBlZGTAbDaLrKwsnY+Pj2XFihXnJ06cWO/4nIqKChUAREVFGcaNG9cAAM7MKS4uViUmJkbOnj374sqVK887s6fOxrx+/Xrf3bt3e7/44osl0dHRxq+++sr9tdde83/nnXdOdfqDt2Nith9RqdUwG22JWFVTK4NePZyOiIiIiIiIiIiuAXv27PHYuHGjPwBs2bJlYGBgoGn+/PmXAGDMmDGGnTt35i9btiw4PDzcUFJSok5JSTkWHR3dVCFYVlamLioq0tbW1orq6mpFQkLCiPz8fPfMzExPx+colUpZWFiY252x19fXi6KiIk1JSYnG2T11NuaAgABLenq6V1xc3OhRo0bV3XHHHZeSkpKcannQHiFll9foc+Lj42VmZqarw+h2yX//E2qrKvDQc6tRl7sDug8W4NXbP8DPb73d1aERERERERER0TVOCJElpYx3dRw9JScn51RMTMwFV8dB15acnBz/mJiYoa1dU/RyLNQFKrUGFqO9x6zS3sqAh38RERERERERERH1O0zM9iMqjRpme49ZhVoLAJBsZUBERERERERERNTvMDHbjyjVGphNtorZpsSslRWzRERERERERERE/Q0Ts/2ISq2GpbFi1n74FytmiYiIiIiIiIiI+h8mZvsRpVoDs9GWmBVKNQDAamViloiIiIiIiIiIqL9hYrYfUWk0sNhbGUChsv2XiVkiIiIiIiIiIqJ+p9cTs0KI14UQ54UQhx3G/IQQnwoh8u3/9XW4tlwIUSCEOCaEuLO34+1LVOrvD/+CwlYxKy0mF0ZEREREREREREREneGKitlNABJbjC0D8JmUMhLAZ/bvIYQYBWAugNH2e9YJIZS9F2rfolTbKmallIC9lQErZomIiIiIiIiIiPqfXk/MSim/AFDRYngWgDftv34TwH0O4+9KKQ1SykIABQBu6o04+yKVxnbgl8VkcmhlwIpZIiIiIiIiIiKi/qav9JgNlFKWAoD9v4Ps48EAzjrMK7KPXUEIsVgIkSmEyCwvL+/RYF1FqbZVyZpNRoeKWYsLIyIiIiIiIiIiIqLO6CuJ2baIVsZkaxOllOullPFSyviAgIAeDss1VOorK2YFWxkQERERERERERH1O30lMVsmhNADgP2/5+3jRQCGOMwLAVDSy7H1GarGilmj0aGVAROzRERERERERERE/U1fScx+BGCB/dcLAOx0GJ8rhNAKIcIBRALIcEF8fYLS3mPWsZUBK2aJiIiIiIiIiIj6n15PzAohtgL4CsAIIUSREGIRgNUApgsh8gFMt38PKeURAEkA8gB8AuAJKeV121S1eSsDe2JWMjFLREREREREREQdl5yc7DVp0qTItWvXDmx57dChQ26JiYnDFi5cOCQxMXHYgQMHdO2tt3v3bs/Y2NhonU4XFx4ePnr16tUBVqu1zfl5eXkanU4Xl5yc7NWVOc7uqasxWywWrF+/3vfRRx8d8uKLLw767LPPPJx5RltUXbm5M6SUD7dx6fY25r8I4MWei6j/UDq2MrBXzCqu3zw1ERERERERERF1UlJS0oB3333XLzU1dcCcOXMqHK8VFBSop0+fPuK9994rmDZtWm1OTo528uTJIw8cOHB0zJgxhtbWy83N1S5ZsiR0wYIF5R4eHtYNGzYELF++PLShoUHx/PPPl7Wcb7FYsGDBgvD6+vo2C0edmePsnroa87lz55SzZ88eduutt17euHHjWaVS6UxIV9VXWhmQExoTsxaTEVAoYYUArEzMEhERERERERFRx8yZM6d6xYoV51q79vTTT4fo9XrjtGnTagEgJibGEB0dXbdkyZKQttZLSkry2bt377Fly5aVP/nkkxfT0tKODRkyxLBhw4ZBrc1ftWpVYGRkZP3VYnRmjrN76krMlZWVimnTpkXFx8fXvvTSS+e6IykLMDHbrzS2MjCbTAAAi1BCwVYGRERERERERETUCR4eHle8s19TUyNSUlJ8Y2Njax3Hx44dW7tv3z6f8vLyVrOSixYtqggKCmqqIPT09JTTpk27VFVVdcUb+9nZ2W65ubnu8+bNq2wrNmfmOLuntjgb8+OPPx4qhMArr7xS0pFY2tPrrQyo81SOh38BMDMxS0RERERERETUo2oaTIq80sturo6jpVF6rwZPN7XTScjWCCGuGEtNTfUwGAwiICCgWdJJr9ebLBYL0tLSdLNmzbrc8r7w8HBTyzGTySTGjx/fbK7ZbMbSpUtD3nnnnVNZWVnurcXlzJyO7KktzsSclZXl9sEHHwxcvHhx2eOPPx7yzTffeHh6elpWrFhR2lhR3FlMzPYjTa0MjLbErEWooLAyMUtERERERERE1FPySi+7zfnPVyNdHUdLST+dcPSmcL+67l63pKREDQADBw5slnTy8vKyAMC5c+fUzqxjsViwf//+AZs2bSp0HF+xYkXQokWLyvV6fZtJLWfm9ITWYn7nnXf8pJQYNWpU/S9+8YuL9fX1irvuumt4YmLiiH379n03adKkTv8MmJjtRxpbGVjMtt+TtopZ9pglIiIiIiIiIuopo/ReDUk/nXDU1XG0NErv1dCT6+t0umbVuBaLRQCAVqt1qkp37dq1A6dMmXJp6tSpTVWlBw8edD979qx2zZo1bfaBdWZOT2kt5qNHj7q5u7tbn3rqqYsA4OXlZf3rX/9adPPNN49atWqVfvfu3Sc6+zwmZvuRxopZs0PFrJBdqlgnIiIiIiIiIqKr8HRTW3uiMrWvCgsLMwJAZWVls16y1dXVSgAICgpqt4r1yJEj2uTkZJ9du3adbBwzGAxi+fLlwdu2bSts6z5n5vSU1mIGgJqaGqWHh0ezysibbrqpXq/XG/Pz87vU4oKJ2X5ECAGlWg2LvcesVSigZI9ZIiIiIiIiIiLqJrGxsfVubm7W0tLSZi0LioqKNFqtViYkJFw1SV1WVqZ89tlng7du3XpKq9XKxvE9e/Z47N2719vf3z+25T0zZ86MGjx4sHH9+vWF7c0pLi7+tvO761jMABASEmLMyMjwMpvNUKm+T6UGBASYVCqVvGKxDui2xKwQIlFK+Ul3rUetU6k1MJtsfYktQgUlWxkQEREREREREVE38fPzsyYmJlamp6d7OY7n5ubqpk+fXunl5dXm69sVFRWKxYsXh65bt+5MQEBAU9Lq9OnT6kmTJtWlpqbmOc5PT0/3WLp0adjLL798evLkyTURERHG9uZ01z6diTksLMz0wx/+sPLdd9/1//zzzz3uuOOOphYHVVVVqocffvhCV57docSsEMIdwEIAowC4A1A4rDMFwJCuBEPtU6rVDq0MlFCwYpaIiIiIiIiIiDrBaDQKADCbzcJxfNWqVaUTJkwYmZ2d7RYXF9eQmZnpVlBQ4LZ58+amFgMrV64M3LFjh+/u3bsL9Hq9uby8XHn33XdHzJ0792JGRoYuIyMDZrNZZGVl6Xx8fCwrVqw4P3HixHrH51RUVKgAICoqyjBu3LgGAHBmTnFxsSoxMTFy9uzZF1euXHnemT11NuYHH3ywevr06VWrV6/W33HHHQUAkJKS4iGlxO9+97vzLZ/RER2tmP0AwJ0ALgKoBeBYrjuoK4GQc1QaTVMrA1bMEhERERERERFRZ+zZs8dj48aN/gCwZcuWgYGBgab58+dfAoAxY8YYdu7cmb9s2bLg8PBwQ0lJiTolJeVYdHS0sfH+srIydVFRkba2tlZUV1crEhISRuTn57tnZmZ6Oj5HqVTKwsLC3O6Mvb6+XhQVFWlKSko0zu6pKzF/8MEHJ3/1q1+FPPTQQ2FDhgwxFhUVafbu3XtswIABXTr8SUjpfCsEIUQtgIellB+1cu3nUspXuxJMd4mPj5eZmZmuDqNHvP7rnyE8dhymLHgchX8eiyyPKPzwF++6OiwiIiIiIiIiusYJIbKklPGujqOn5OTknIqJienSq+lELeXk5PjHxMQMbe2aorXBq9gHIKuNa9s7uBZ1gqrZ4V9KKFgxS0RERERERERE1O90NDG7GMDDbVyb3cVYyAkqtQZmo+3wL6tQspUBERERERERERFRP3TVHrNCiMMAdC2GBwghfgnAsYeCAsBgAOu6NzxqSalRw9xUMauCkod/ERERERERERER9TvtHf6VCWAkgO/QPBHb2jpTuisoaptK/f3hX1aFEipWzBIREbUq8+MPYKivR8Kc+a4OhYiIiIiI6ArtJWZfA1AqpSxobyEhBFsZ9AKlWgOzqbGVgYqtDIiIiFphMhqQ/uF7MBuNGHf3LLh5erZ/ExERERERUS+6ao9ZKeWXjklZIcQjrc0TQswEkN3NsVErVGo1LEZbxaxUqKAEE7NEREQtFXydDkNtLaxmC75L3e/qcK4rJqMB5WdOuToMIiIiIqI+r6OHf01oY3w/gKQuxkJOUGk0zXrMqthjloiI6AqH936KwVEjER43Dof3ferqcK4LNRUXceDdzVj/i0fx1jO/RMnx71wdEhERERFRn9ZeKwMIIeIArATgDSBKCBHdyrRwANpujo1aoVSrm1oZgD1miYiIrnDpfBnOHM7BHYufhJuHJz7660s4f+okBg0d5urQrkmlBcdw6L8f4Xj6AShVaoz+we049c0hZH78Ae5d+jtXh0dERERE1Ge1m5iVUmYLIX4BIBmAsH81mwIgF8Dfuz+869up0/+ByVSJyIhlTWPKFq0MmJglIiJq7sj+z6DSaDBiwiQo1Wq4ew3AkX17MGjhYleHdk1pqKnBjj+/gOLv8jAgYBBufXgBxky9A+cVarwddiPCtqzDpJJi+A0OdnWoRERERER9UruJWQCQUpYKIe4E8Gsp5YoejonsTMaLKDu/q1liVuVw+JdUqKCWZlikhFK0zJcTERFdf6TViiP792DELbdC464DAIy6bQqOfLEXt85/FCq12sURXjuyP/kYZScKMPPp5YiIvwUKpRIA8P9yTyJF4QGvB36GIZ/uxqIFP3FxpEREREREfZPTPWallBdwlQO+hBCeQoj7hBAjuiUywgBdLAyGc2hoKGkaU6o1sJgcK2bNMFmtrgqRiIioTzlzJBfV5ecxZur0prExP5iOhsvVOJl10IWRXVtMhgZkf/IxoidPRdTNCU1J2f0Vl5FysRrPDR+MgRo1fh80Gp+cKWlnNSIiIiKi61NHD/96UghxoxDih/beswAAIYQGQDqAOABThRBLuzPI65V1nzcAoKoqs2lMpVY3Hf4FhRoqaYHJwsQsERERYDv0y1c/GMEjRjWN+YcORVBEFA7v5SFg3eXIvs9QYzIh41wlcnNzAQBmq8TKgmKMH+CBnw0JwEfjoxF8/ix+UlCGLaUXXRwxEREREVHf09HE7ETYqmaTAGQKIbYJIQSACQBGAnhZSvkqgMtCiPu6NdLrkEdwKNT1g1BVldU0ptJoYDE2Hv6lgspqgcHCPrNEREQNNTXIz0jD6B9Mh2jR4mfMD6bjVE42Ll+84KLorh1WqwWZuz6Ed/SNsFgs+Pjjj3H+/Hm8VXIBx2ob8EJkMIQQGOTjg99bKhBTkIOnvzuL1SdLIaV0dfhERERE5CA5Odlr0qRJkWvXrh3Y8tqhQ4fcEhMThy1cuHBIYmLisAMHDujaW2/37t2esbGx0TqdLi48PHz06tWrA6xXedM7Ly9Po9Pp4pKTk726MsfZPXU25vDw8NFCiHEtvxITE7t0wnBHE7MWAC8AuAXAGACpABYBGAgAUspq+7xdAH7VlcAI0IR4wr0yAlUV31fMKtUamM0m219s7D1mjWazC6MkIiLqG75L+wJWswWjb5tqGzi+G8i3VclGJ9wGpUqFvC8+b/Xey5cv48CBAygtLe2tcPut/INf4VLZOVi8fDB8+HB4e3vjzfc/wJ8Kz2FOkC/iFLVA6j8AswE33z0L0/Z+gAWmSvztdBl+/d1ZV4dPRERERHZJSUkDXn/99YGpqakDWv4DekFBgXr69OkjfvOb35Rt2rTp7Jo1a4pnzJgRdfjwYW1b6+Xm5mqXLFkSOnfu3Itr1qw54+XlZVm+fHnoCy+8ENjafIvFggULFoTX19e3mZ90Zo6ze+pszDt37vQKCAgwv/DCC2dffvnl041fQ4cObbj//vurnImrLU4d/uXgL1LK3zt8f1QIsdi+jmN2sBLA2K4ERoAmxAvuVZEoa9gMs7kGKpWn7dASKWG1mAGlGipphpGtDIiIiHB476cIjxsHT18/4Iu/AJ+vAty8gV8fgVbnhchbEnB476e46b7ZTRW1JSUlOHjwIA4fPgyLxYJvvvkGP//5z6G090yl5qSU+Pqj7QgaOQb5Fy7i5gkTERoaih+lHECdyYTlYQHAe7OB0weAqtPwvudlRE+4FV4738ILv12NlSdL8euhgQhzb/PP80RERETUS+bMmVM9fPhw44cffnhFZenTTz8dotfrjdOmTasFgJiYGEN0dHTdkiVLQvbs2XOitfWSkpJ89u7deywoKMgCAI8++mjFqFGjRm/YsGHQ888/X9Zy/qpVqwIjIyPrMzMzPduK0Zk5zu6pszGfP39e9dVXXx1z/DvCpUuXFC+88ELI3Llzq5x5Tls6WjF72fEbIcQgAGEAlADqHC4FdSUoslG4qeApxgCworo6BwCg1GgAAGaj6fuKWbYyICKi69z5UydRdjIfY26bAnz8lC0pO/4xwFADHNoMwNbOoKqsFGePfIu8vDy8/vrrWL9+PQoLCzFlyhT8+Mc/xoULF/D111+7eDd919kj36LsZAECx90CAIiIiEClzgvfDg5H7KnvILf/GjiTBsT9CPh6I5C7DfEzH8DlC+WIOX0UAkBqVY1rN0FERERETTw8PK6o9qupqREpKSm+sbGxtY7jY8eOrd23b59PeXl5q1UMixYtqmhMcAKAp6ennDZt2qWqqqorCkOzs7PdcnNz3efNm1fZVmzOzHF2T21xJubHH3+8smXhxtatW30mTJhQ7e3t3aVqyY4mZr2FEB8KIV4UQrwO24FfIwHcAcAshPCzz3sAQEFXAiMbL/+RUFg8UHXJ1mdWpVYDACwmI4T98C8mZomI6HpVZ7HiscOFmJx/Ad/e8gOEHv8rkP0OcO9a4J6XgTEPAF/9C7CY4B8+HIrQCLz9wYdISkqClBKzZ8/Gr371K0yaNAnDhg1DXFwc9u3bh7q6uvYffh3K/Ph9DAwJxSWjBYMGDYK3tzeeKyhGsJsGv9MUYPDJd3Ep/ing3n8CYx4EPv4VAnQG+I2Jw75PUxBQW41tR46joqLC1VshIiIiIuCKsxkAIDU11cNgMIiAgIBmvTP1er3JYrEgLS2t1V6z4eHhppZjJpNJjB8/vlmhp9lsxtKlS0P+9a9/FbUVlzNz2tLantribMwtbd++3XfOnDkdShi3pqOtDH4P4O8Afg7gPIDHABQC2ADgJQB/FUJoAcwEsKyrwRGgDRkA9+LhqKrMBMIBldpeMWsyQqFUQ2W1sJUBERFdl8qNJvw4txBHa+tx06lMPGPeAuOZUrxx2zrcFjULowBg4lPAt9uQ/fb/4b9FXjB7+kB9qQILf/EUhg4ffsWat99+O44cOYK9e/finnvu6fU99WXlpwtR+E0W7vz5Evw34xDi4uKw52I19lZcxjshCty8fyNOa0fig2MD8NMp9VDe8WdYCzNQ/597UWqdA7PJhFHWBnxt0eDv//gHokeMwC233IKhQ4d26A/PRERERL3OcFmBc9+6uTqMKwTd0ACtV7cnhUpKStQAMHDgwGaJWS8vLwsAnDt3Tu3MOhaLBfv37x+wadOmQsfxFStWBC1atKhcr9e3eWiSM3N6QlsxO6qsrFRkZWV57tix42RXn9ehxKyU0gDgZ/YvR9MAQNj+VP0EgFMAXu1qcASoh3jB/XAEKi/thpQWKNUOrQyUtlYGpqucbkdERNRXWcxmnMg6iOHjboJS5cSf7S6fAw5/AEgrLpjMeKfkIqZYJVabL2HYqXfh5u2D9+7Zilfr/fH818cQ765G/JkTeAShCD71PiZM+jeiI4Zh67NPofpUPtBKYtbT0xO33XYbPvvsM8THxyMwsNVzCq5LmR9/AE+/gRgQHoG6fQfgFz4cvyooxq2eKkz9/BcQbt7wfmgrDG++hzfeeAPV1dXwNkzBYvEungo/gffzBsFy5hj2jb4VcXfdg6KvD+LNN99EYGAgpkyZgujoaFdvkYiIiKh15751wxt3jXR1GFd49H9HETaxx1710ul0zRJOFotFAIBWq3UqEbV27dqBU6ZMuTR16tSmlggHDx50P3v2rHbNmjXn2rrPmTk9pbWYW9q6davPpEmTqj09Pds/XawdHa2YbZMQYoaUMhnAP7trTQI0ek+4V0fhgvwANTXHoNJ838pA0XT4F1sZEBFR/3P0y73Y/e+/I3RMDO5d+jtodR5Xv2Hvi0D227AotdBZJX4KQGU1A1YrqjWD4PXTz/Ej72DMsVrx3qkS/DnvBLL8hyIy/inMz/wNpoZJICwcw+Li8fVH72PUbbc3tQhydMsttyArKwu7d+/GI488wmpOANUXyvFd2heY9PACfHryDPaNGo/Xii5DoxD46MJ6iPNHgZ/sho8+HA8++CCSk5MxduxY3HTTz6A6eys8P3gcieN+jtc+2gfF6Em4FBKOX4wfh5MnT2L//v3Yvn07nn32Wahb+XkQERERuVzQDQ149H9HXR3GFYJuaOiJZcPCwowAUFlZ2ayxanV1tRIAgoKC2q1iPXLkiDY5Odln165dTVWlBoNBLF++PHjbtm1tVqM6M6entBZza7Zv3+73k5/85EJ3PLNDiVkhhAeAxwFEA9C0WGcKgOTuCIq+J9QKeLmPAaQCly4dglo9AUBjKwMNNNIMk5mJWSIi6n+OH0yFd2AQzp3Ix9b/ewYPLH8eA/wHtT7ZWAsc/gCHb1iMRJ+HEFxejJm73sKIqBEYe9e9GBYXDyhsrfMVVisaPvsffny5BsV3zMLS8/G43XckAlP/DhExDZMeXoDNv30K2Z98jPEzH7jiUSqVCnfccQfee+89HDt2jJWcAL7+707kR8bgs6BRyKxpgI+fO54ND8KjF/fA4/PNwD1/BYLHAgAiIyPx61//+vubfecAZ77CoEMbMWX8Qmw7X4LPPdRYEOyPiIgIuLu7Y8OGDSgqKkJ4eLiLdkhERER0FVova09WpvY1sbGx9W5ubtbS0tJm/2peVFSk0Wq1MiEh4aqfRVlZmfLZZ58N3rp16ymtVttUVbpnzx6PvXv3evv7+8e2vGfmzJlRgwcPNq5fv76wvTnFxcXfdn53HYu5pYqKCkVOTo7Hgw8+eKI7ntvRitmdAKYCuAig5ZG6bfxNirrKLdgfbnVDUXUpC3rvyQAAi9EEhf21T5Plij7FREREfVpDbQ1O536D2+YvRNgNsfhg9e+x5f/9Bvc/+xwCw69sMXBp/wZ4G2vwE7fJiDpxBEtxCTf/4c/wDx16xdxPP/0UpaWlePTRRxESEoLhXufxfPkP8e+jq2AoOoSA0LG4cVoi0t/filG3ToGHj+8Va0RHRyM8PBwpKSmIiIiAStVtLxn1Oxcv1+DJAUNR8YN4jAMw/UgGnpoQj/HWY8D/fgPcMAeI/8nVF7nzjxDFh3DLhXeQcnw7jCfUkAfUEEKBwZCYq9Dh1KnJTMwSERER9QF+fn7WxMTEyvT0dC/H8dzcXN306dMrvbza7mtbUVGhWLx4cei6devOBAQENFUSnj59Wj1p0qS61NTUPMf56enpHkuXLg17+eWXT0+ePLkmIiLC2N6c7tqnMzGHhYU1S7pt2bLFd/LkyZfc3d273MYAABQdnH8LgLullAFSynDHLwBLuiMgupJmiBfcLwzHpaqsplYGjRWzAGA2G10ZHhERUYedzMqA1WJG5M0T4R86FPP+8Bd4+PjiveeexcnsrwEAVqsF+QfT8N7zy1Cd8lcc9BwDf5U3PpozE/c8/stWk7KHDx/GwYMHcccdd2DIkCEQQuCXYYG467YFOKsNQsZ/X0KFyYyJc+ZDKBRIfW9zq/EJIZCYmIjKykocPHiwJz+KPu/tjExUePvj7fCBeEljwPALJRhjygE2PwAEjwNmvAK01+5B7QY8/C7ExKdQFX0/tgdOR7ZpOOQNsyEGj0W09TiKCw73zoaIiIiIqInRaBQAYDabm/2BbtWqVaWnT5/WZmdnuwFAZmamW0FBgduf//zn4sY5K1euDLzxxhujS0tLVQBQXl6uvPPOOyNvu+22yxkZGbrt27cPePfdd72feeYZ/dtvv+3r7e1tnThxYr3jV1RUlAEAoqKiDOPGjWtwZg4AFBcXq2644YaRL7zwwhWFom3tqTMxt7z//fff933ooYcqO/t5t9TR8o89AHLbuLati7FQC+VnL8NYb8agEC+4fxmJSsOnsMgqAIDZZIJSaU/SMjFLRET9zPGDqdBHjGhqXeDpNxAPPb8ayX9bgw//tArhk6biwtFvcbm8DFGRQRjicQmrQ36JlTfFwNPbs9U1L1y4gI8++gijRo3CzTff3OzaLH0ATt3yC0zc/zzmfrkPf5lwKyY8OA/7Nm9EzB33tFqlGxgYiHHjxuGLL75ATEwMPD1bf+61LvnCJQzRSUwbGovt29Jxt+dhuH/yCnDjXODetYBK0/4iADBAD0xZjsEWC/78RS4ySnbhacMYjJs6Fzj6EVCSDaPRCI3GyfWIiIiIqEv27NnjsXHjRn8A2LJly8DAwEDT/PnzLwHAmDFjDDt37sxftmxZcHh4uKGkpESdkpJyLDo6uikJVVZWpi4qKtLW1taK6upqRUJCwoj8/Hz3zMzMZn9wViqVsrCwsK18YqfU19eLoqIiTUlJSbM/PF5tT12N+eLFi8rDhw/r7rvvvuru2oeQ0vnKWyGEHsAjUso/tXLtF1LKdd0VWFfEx8fLzMxMV4fRZZ++fgSXyuvx4DPjcPqlZJyYuAQjhv8J7/32DcxY8iw05nyEf/ZrfDhrD+6PG+/qcImIiJxiqKvDq4vnI+GhR67o8Wq1WLDp73/FmepaaBUCY+NicbsmC4avN+KR6Z/g/ZtuaPUwLqPRiA0bNsBqteLxxx+Hm5vblQ821sLy19F4f9Dt+H3Ur7FpVCi+XfVbeHj7YM5zf2x13draWvz973/HzTffjNtvv73bPoP+4szpU5h4vByPai34/YQ4HF49DTdacoHJy4AfLGu/UrYN9x7KhywtwtR3/oY5//ci9B/cgX2mGIQ98k8MH35lkpyIiIj6BiFElpQy3tVx9JScnJxTMTEx3XKoE1GjnJwc/5iYmKGtXetoK4MUAM8IIU4JIU46fJ0C8LeuhUkt+eo9UFlaCwhAFxAKtXkQLtfZkvVmoxEKFVsZEBFR/3My+2tYTCZE3TzximsWqxUXzBKRkZGIGDkKB7MOoSb9DWwPuB0PBfi2mjyVUiI5ORmVlZWYM2dO60lZANB4QHnTY5hdsgs3KOow59tCiLmPoejoYeQfTG31Fg8PD9xwww345ptvYLW22UrrmrXl6yyYVWosiB4Cwxv3YrTlMC5MWgVMWd7ppCwAJPh4In+APwYNj0LyP/4MGXgjhijKUVjY64fvEhERERG5TEdbGXwNIAJAIQDHv51oAEzprqDIxk/vAWODBbVVRluf2aoIXPbNAQBYTCaodbbErIWHfxERUT+Sn56KwGER8B4UdMW1nJwc1NXV4c4774S/vz9qI9Xw2FGNZN8pGPnWa9gYEnLFQVxmsxlFRUW47777EBgYePWH3/RTiNR/YHPtf/Ez/QL8rvwSHkicg/1vv4FhY2+CqpXX6OPi4pCVlYUTJ04gMjKyS3vvbQcOHEBBQcEV40IITJw4sfl+LGbgf88AF/IB2BLed5aVY9oZLSK+qYK55gKS1HMwZ8oTXY4rwdcTr5wuw/Cf/hqHnv8N8osNCFOUYd/Jk11em4iIiIiov+hoxewbAOZJKRdIKR91+JoPYHEPxHdd89N7AAAqS2uhCfGCW/lwXL6cB6VWYTv8S6UFAFgtZleGSURE5DRjQz0KszMReXPCFdesVivS0tIQHR0Nf39/21jednynC8fdN9+Ne2fMgI+PDzw8PJp9eXt7484770RsbGz7AXgGABN/CXXa37He4ywWhwTg/aE3YkdUPDJ27Wj1luDgYAQEBCA7O7sLO+99dXV12Lt3L8xm8xWfWXV1NVJSUppXAR96E8h8HXD3BTwCcMmoxFmPILh5DQKGJuAD359BFTUNSqWyy7HFD/CAViGQbVXh7qeewfGierhbqnG55DgMBkOX1yciIiIi6g86VDErpfxSCOEphBgtpTwihPABoJNSlkgpk3smxOvXAH83KFQCFaW10McFwL0yEoAFXnojzEYj1Cpb4tZqYSsDIiLqHwqzs2A2GVttY/Ddd9+hoqIC999/v22g9iLcC/6Hj4b/HE+FDIJbWBDi47uhpdkPfgecSYdy+yL8/mdfYoh7MP5P3oJlZ47j/QvlCPAPaDZdCIG4uDjs2bMHtbW18PDw6HoMveDbb7+F1WrFQw89BC8vr2bXTp06hU2bNiE/Px8jRowA6quAvS8CNz4EPLAeAPDK+vX4z5ib8MVN0bhsNSHv5ZcxKyGiW2JzUyoQP8ADqVU1+PmNcbg45RHg+O8wGOdw+vRpREVFdctziIiIiIj6sg5VzAohbgRwHMBa+1A1gLuEEH8TQqi7O7jrnUKpgG+gDhXnaqH01cJdDoVC6uChr4fFZILS3mPWamYrAyIi6h+OH0xFQFg4fPXBzcallEhNTUVoaCiGDBkCALh8aAuklPAe+zDclB19yecqlCrgh6/bfr19ER7T++I/kXqcDB6GGV8dxvmGKys2b7zxRgC2ZGd/kZ2djcjIyCuSsgAQFhaGwYMHIy0tzTaw/0+AqR6Y9jwAoKayAl9Ai1CrCVEebk3tECIiuicxC9jaGaRX1cBslRj70M/QAB1CrCU4lnek255BRERERNSXdfRvOX8FcATAGQCQUlqllK8BMAN4qZtjI3x/AJgQAtoQb+gaIuExqBZmkxFqex88aWViloiI+j6ToQGFh75GVCttDE6fPo3i4mIkJNivSYn6rLfwuX8C5kSM6P5gvIJsydkzacDeP+DeIUFY52VFuUKN6am5yK9taDbd09MTUVFROHToEKSU3R9PNystLcW5c+cQFxfX6nUhBBISEnD69GmUfvsFkPEfYNKvgQGDAQDffLEXJ8KicV/IIABAQUEB9Hp9q0nezkrw8USNxYrcy3UQSiVUwyYiRJbicPYhWPiPzkRERER0HehoYtYdwJ2wHf7lKB/AvK4GI4T4tRDiiBDisBBiqxDCTQjhJ4T4VAiRb/+vb1ef05/46T1QUVILKSXUIV5wOz8cbgMvw2wyQN3UY5Z/eSEior7vVM4hmAwNiLzFnnytqwD2PA8UZSItLQ3+/v5Nh1HVnc3CoKrjKB81F77qjp5V6qTwW4Gp/wcceAU49j/ce8vNWFN9CqbqKtzz9Xf4qqqm2fS4uDicP38eJSUlPRNPN8rOzoaHh8dVWwKMHDkSvr6+kLt/B3jpgYlPArBVL+88ehxGjRb3Bw+C2WzukYPP4gbo4K5QINX+OavCbkaIphJGCOx5c2O3PouIiIiIqC/qaGL2aymltZXxmQB0XQlECBEM4CkA8VLKMQCUAOYCWAbgMyllJIDP7N9fN3yDPGCoM6P+sgmaIbYDwBRqMyzyHJT2xKxkYpaIiPqB4+mpGBgSioHBtlYF2PO8LSm68XbcevwF3BPWAIW0AAAK015DmcYPk2++v2eDSlgCRCUCH/4UqDyFB+c8jN8c+RK+ZWfx0DcF+LCssmlqREQEPD09+/whYCaTCbm5ubjxxhuvelCXQqFAYqQag2u+xeVbngHU7gCAkuPf4ZBPEEIVEtEebvjkk09gNBoxZsyYbo1To1DgZm8PpFbaE+DBY6Gy1MNPVCE7LRXfpX3Rrc8jIiIicoLsD29HUf9htVoFgNZyqQA6npitFkKEApAAIITwF0KsB3AXgJ2djvJ7KgDuQggVbIneEgCzALxpv/4mgPu64Tn9hp/edsBIRWktNCGecL80DFIKWDVnoFTbE7NWsytDJCIiapfZaMTJQxmIaqyWLc0FDr0F3PEHHBz6JKBQIzxrFfC3G2HZ/2eEFnyEnGH3YYiuS//u2z6FArjvVcDNG0j6MRRWE+Y8sQQ/2rsdN5Sdxs/zTuMfp8tQa7GgAcCImBgcOpKHSw0GNFja/POVSx07dgwNDQ1ttjFoYjEh6uQbOKsYgn3l37+Q9M3ePTgRPgr3hQzCt99+i8zMTCQmJmLQoEHdHmuCrycOXqqF0WoFBo8FAES6V2PA8BFI+c9aXCw+2+3PJCIiImqLEOJUbW1tD/8BlK4n9fX1bkKIc21d72hidjVsB389LoQ4CqAIwGMAMgEs6WyQACClLAbwF9j615YCuCSlTAEQKKUstc8pBdD9fyvow7wHuUOhEKgsrYXSUwP1AB8oawZBakoApe28NSZmiYiorzv9bTaM9fW2/rJSAp8sBwZGoHrkPOw+o8Hpqa8CP/0CcvgPIPevgZe5BuETf9I7wen8gNlvAuePAruXw9PXD7N+uRRTP3wd99eU4aWTpRj+xbcY/sW3eFwVgHU33YERXx1F+Be52FdR3TsxdkB2djaCg4PbT6Rmvg5xIR9lcUvwTU4OampqYGyoR8qZYjRotEhQAR9//DHGjBmD8ePH90isCb6eqLdakV1dZ/s5+IYj0uMy5ABfePr6Ydc//gyr1dIjzyYiIiJqyWQy/enUqVOqCxcu+BiNRhWrZ6mzrFarqK2tdT916pTGbDb/vq15HWraJqWsAzBLCHErgPEA1AByAXzS1Vpve+/YWQDCAVQB2CaE+FEH7l8MYDEAhIaGdiWUPkWpUsB7kDsqSmsBAJoQL6iN3jAqGgCF7fVEtjIgIqK+7nh6KnwHh2DgkDAgbydw+gAwbxvSv86CSqVCfHw86tUaPBnxWxx0n41VAw24L/SG3gsweCyQuBrY9TQw5BaExjyESQ/NB95ei38+/RwQNrxp6v79+6FQKHBwSCS2navED/wG9F6c7aiqqsKJEycwY8aMq0+sqwD2vgTEzseo2+dhd+4ryMjIwCCFFXkhkQhRK5D78Yfw9vbGzJkzIYTokXhv9NTBU2nrM3uzjycQPBZBxUdRXnkBj/zkZ9jx4v/h8Oef4sZpiT3yfCIiIiJH48aN+19WVlZBcXHx8pKSkhgppR86XtRIBABWIcQ5s9n8+7Fjx+5ua1KnTtOQUn4J4EshxCAA3XVU8jQAhVLKcgAQQnwAYCKAMiGEXkpZKoTQAzjfRkzrAawHgPj4+GvqnzT8BnugsjExO8QLylJ3SEUtoLBVzIIVs0RE1Ic1GI3YXtWAuyf+AMJsAD79PyBiGhpCb0Pm9r8iPj4etQoVFn5zAt/W1OGfcWMxY5BP7wca/xPgTDqQvAQIugE3zfohSo4fRfF//oL4GQ80JScnX67E4aJSjHXX4ZOGABiih0CruPqf1w0GA06cOIGRI0f2WJITAHJycqBSqdrvB7v3JdufH25fCZ1Oh7i4OGRkZCC4oRInJj6AidUXUX3pEh5//HFotdoei1elELjFxxNfVl7G00ODgOBx0B1NhhIWNCg1iE6YjAPvbcaIibdCq/PosTiIiIiIGo0bNy4fQC+9ukXXuy5l/aWU5wHUAPhcCPFaF2M5A+AWIYRO2P7GcjuAowA+ArDAPmcBuqeXbb/iq/dwqJj1hMKqhgKyqZUBE7NERNSXPZN2CLsm3o1f+kdj+45VkJeKIe94EVlZWTCbzQiKGYsZh47jRH0DtsdGuCYpCwBCADNeAXxCgaQfQ5hqkfjE0/DVByNr1w5kJn+IzOQPUZq+H7Ba4Z6+D7USeOnfr+Jk9teQ1tZ7zkopsXPnTiQlJeHUqVM9Fr7VakV2djZGjRoFNze3tifmfwp8vQGY/FvAKxAAMGHCBDQ0NCBVuqNOrcWAozmYOXNmj/SVbeluf298VVWL3RcuAYPHQlgMiPAyorCwELfOWwhTQwO+ev/dHo+DiIiIiKi3dapi1pGUMtveciAfwKIurHNQCLEdwCEAZgDZsFXAegJIEkIsgi15O7urMfc3fnoP1F82ob7GCG2wF4RFBSUAKGw/PvaYJSKivir5fCW2STfMPH0Y0yfG4e4Dr2Hj4Puw5RQQmn8aI+PGY25+KbxVSuwaG4VwXc9VZzpF6wnMeQtYPwX46Em4//ANzH/xr1dM27FjB06cPIlgWJA5YBAGrP49fPXBiLtrJkZPvh0aN/emuQcPHkReXh7UajXy8vIQHh7eI6GfPn0aVVVVmDVrVtuTqs4AHzwODL8dmPBk07DpUiXUl6uQP+4H8Gyow10jInDjjTf2SJwtzdX74ZMLl/Dk0dPYc+MIhAoFRvk04IvCQsyYMQPj730QBz9MQsy0RPjqg3slJiIiIiKi3tAtfTLsB3fldcM6z0kpo6WUY6SUj0gpDVLKi1LK26WUkfb/VnRDyP2Kn9726l5laR0UWiWsUECh+L5iVjAxS0REfdDJOgN+deQUIk8ewe/iRmPOkX/CXeOG6Lufg4ehHrvDRuFvnnoMd3dDcl9IyjYKGAHc+w/gyIdAxoZWp8TFxeFydTUmqoGCsGg88Nwf4R8ahr1vrMerj/8Iry62ff39icfwyf/+B11NFdxqL+HIkcOwtlFZ21XZ2dnw9fVFWFhY6xPMBmDbQkDtATywAbC3XzDU1eLjV/4IeA9Agf9g3Fh/CXcl9l5PV4UQ+MfIUHirVFh0vBzWgJEYojiPixcvorq6GuPvfQAePr7Yt7mrL2cREREREfUt3dnAuKob1yIHPoN0EAJN7QwglICwNlXMMjFLRER9Tb3FiscOF8K9vhY/OnkIQwdagZwtEFNWIEE/BHflpuG35/Pxx6gQJMUOx0BNl1/i6V43/BAY/ziw+3dAUeYVl0NDQzF27FjI9C9wyWzByUGhuPfp32HRPzZg4ux5iL3jHoyaeifq9UPhrXNHwk03wa2hBnV19ThVeLLbw21oaEBeXh5iY2OhaKvfbcr/A0pzgdmbAI+BAGxtFna/+nd85+aFNyc/iEFuWqyZfAtUqt79efioVdg4ZiiO1Tbga88R8K49AQA4deoU1Fo33Dp/IU5mZeBUbnavxkVERERE1JOumpgVQozrwFo9U/5BUKoV8B6kazoATEg1oDDz8C8iIuqzfpdfhBN1Dbg7eRNuu2smxO7lQMBIYNyjyM/PR3l5OR64eTweDfaHu7KPHnR754tA0A1A0gKgrvkLO0IIzJw5E7PHj8OA+lr8KzMHZrMZ3oMCMf7eB3HzAw/hjAkQajV+8rOfI2HOPDz4y6chzCakvL+t20PNPJgOs9mM2NjYZuP5tQ04UdcAfLsdyFhv29OQ8U3XD/13Jz6qqMG7iY9glJcOKRNGI3Kgb7fH54wYLx3+EBmMbcpwiIv50A/0Qm5uLg4fPgzzAD94jhiDXe+8hW9zc3Hu3DmXxEhERERE1J3a+5vQ9A6s5dmVQOjqfIN0TRWzQqjsiVml7XvJxCwREfUdW0ovYmtpBR4+cxiRCitGeJ0Hzh4EEl8ClCqkpaVh8ODBbb9y31eotMCcNwFjja0va4sWBEIITJ58GxJ9PZClcMObb7+N+vp6AMAXX3yBEydO4MEHH4S3tzcAIGhYBMJDh6Ds0mXkfr6728KUUuLLvXuhrLmE//31RRxPPwCrxYJT9QbcnXUcCz//BA07fomyiBmwjn+86b6io0fwp8P5SJ42BzMD/fBe7HD4ql1bufzI4IHwH3oTFNKKIYO1KCgowPbt2/H++++jVOGGcndvvP/BB/j3v/+NN954A3l5eT3WGoKIiIiIqKe196fv54QQ4wHUtjPPB8BN3RIRtcpP74HvvioFYKuYlQoLIARMQgWFtLg4OiIiIpsjNfX43fEiPODjjkH/SUL8jx6B4rPngKi7gOFTcfbsWZw+fRqzZ8+GEMLV4bbPJ9TWj3XLbODLl4HJz1wx5dHRUUjKOo6sOhPqX3sNEydOxL59+zB58mREREQ0m3vr9Dtx8s038ek7mxE0LBKDhg7rcojHjx2DAQKRgQGQl6vw8Sur4TYoCO/Mehx6jQIfnfgDzrsNwpTAJ6D/+hgeCwlAorsCP03NQtZN0/HkEH8sHx4MRR/4eQgh8OT4H8DwmRYnjefwy2eWw1OpbLq+Z+M6FH6ThYSf/RqHvvkGSUlJ8PHxwU033YS4uDi4u7tfZXUiIiIior6lvcSsFsD9Tq4luxgLXYWv3gO1l4ww1Jnw8YXhcLNcxFQAZqFkKwMiIuoTjFZbX9lh7lrM+GY/CnU63OD2HVBz3vYKPYC0tDT4+vpi5MiRLo62A6LuAG79DbD3RSAkHhg+pdnlWC93BGvVUE6cDO/P3sCAjxbiF1oFAk4cAE689P1Edx+EPfgadDodFEGD8fErf8SP/vg3aHUeXQpv/+efQdFQh9sfmY+g4ZE4dyIfT+UcR6nFgo8/WQRPdSkOWGdhQe4BfDEkGstrG/A7aYUMH4M/BPvgsYiQLj2/u3lo3FAfdAOGVh7BytMXsG7U95XVP5i3ACcz0lDxzUE89tgTKCoqwsGDB7Fnzx7s3bsXM2bMQExMjAujJyIiIiJyXnutDP4DwEtKqbjaFwAvABt7Ptzrl5/e9pe2YwWV2FI2DFkXR8FqscAsVBBWVswSEZHrpVyoRmG9EWtC/ZD/+W7cNHUiVOn/Am75GTBwOC5evIijR49i4sSJbR9Q1VdN+R0Qfivw/mNAdUmzS0IIzBjkg9ozafiRYTP07ib4RsRDDIwABg63ffkOBfJToMhPwciRI2H1HYTaS1XY/erfIWXn/227pKQEJefL4VFTiUHhturbfTo/5HgOQOrJlRilLUGu9/1QBo3BeDcVlpYXYHXBV7i7ogjrBrnhsaihXfhQeo77kPH4QX0+PiirRFplTdO4p99ATHr4x8j59H84nn4AISEhePDBB7FkyRKEh4cjJSUFJpPJhZETERERETmvvYrZzVLK9toYQEpZK4R4s5tiolb4BOkAAbx58DTMUgGzVQWT0QCLUELBHrNERNQHbC2tQKyXDuYDn0FKK+JUmYDGA7jN9vp/WloadDrdFQdU9QsKJfDg68B/bgW2PQosTAaU6qbLC8+nICR7KS6FTITP/HcAN+9mt0spYS4/BnXeDoyK/z2ysrJw57xHkfbaOhz6706Mu+e+ToWVlpYGlbRiWGgoFAol8mrq8c+cr7EvbzmCjBchfrwTY8NvveK+BZ16Wi8KHgvPg6/iNk0D/q+gCCnxI6C0t1qImzwJ5/KysPvff4d/aDj8BgdjwIABuOOOO/DPf/4Tubm5GDeuI+fXEhERERG5xlXLVaSUaS3HhBCeQojR9l/7CiEGtzWXuo9ao4TGT4tdhRcAACarCiZDHcxCyR6zRETkcqUGI/ZWVGNOgBeyP/kYE2+JhOq7ncDt/we4eaOmpgbffPMNbrrpJqjV6vYX7Is8A4AfvgEUfQ3sed42JiWw948IT1mC/+rvxJ8T1l6RlDVarXjquzNY434zLMdTMHSwP9zd3VEj1Bh3zyzs3/w6vtm9q8PhVFZW4siRI1CVlyDshhhcNlvwl9T/4aNDP0egwgyx6FNblW9/FGxLrK7SnceRmgZsLa0Azn0L7HgC4uVoJA5IhYePDz5+5Y8wGRoAAP7+/hgxYgTS0tJ4IBgRERER9Qsdeo9QCHEjgOMA1tqHLgG4SwjxNyFEP/1bVv9xxFPCZLXiBq9amKxqmAw1sAgVlKyYJSIiF0sqrYRGIRD1XTbqa6oxVqQBgTcAcY8AADIyMqBQKHDTTf38rNCwCcD03wNf/RM4/D6w4+fA/tXAlBX4+gd/wscXa2F1aE1wyWTGvJyT2FFWhYKwO6C0GHDxuxRER0cjLy8Pt85/FDF33I3PXn8V+99+HbIDCcWvvvoKGrUKqorzCBl1AzZ9vhn/PPhz6PxCoXjsMyBgRE98Ar3Dbxjg5o0RVYfxnOkQorY9CPx7EnDiM2DMA1AUf437592FqtISfPbaq03tIBISEnDx4kUcO3bMxRsgIiIiImpfe60MWvorgCMAigFASmkF8JoQ4i8AXgJw5VHF1C0MZgv21dXgRmgQ4FaN4wYVzMZaWIQSghWzRETkQlJKbD13EXf5eeHg23tww2gPqMq/xBfDnsWFHTsBAMeOHUNcXBx0Op2Lo+0GE34JnEkHtv8EUKiB+/8DxMzFjKoabCy+iK8v1eJmH0+cbTBifs5JnDMasTVmGG7wHI3jWZEoyXgXw6f8EdnZ2Th/vhxTH/0pvAcFYv/m11Bdfh53PfE0VBrNVUOora3FoUOHEDLAA3VeXsjL+wC/OPgHnB86Ffp5b9laSPRnQgCDxwL71+DnALIHjML7CX/Gg1MfBYQSKM6Cb0ESbn/sF9j96t8QHD0aN0y9A6GhoRgyZAhSU1MRHR2NqnMlyP1sN2qrKq94hFKlwk2zfghffXDv74+IiIiICB2smAXgDuBOAIUtxvMBzOuWiKhVO7NLUGWyILZaQKNo7DFbB7NQsZUBERG5VPqlWpyqN2LQwX0wuLshQaai0P1GFJiDUFVVhaqqKgQHByMhIcHVoXYPIYBZ/wJumAM88gEQMxcAMN7bA4M0KiSXVyHnch3uyTqOOqsFH4+NwiRfL3irVRhw4/0Yfz4VbxmscHNzQ15eHoQQiJ9xP2b+ehlOZB3EtlUrUFd96aohfP3117ZflBVh6A1m/ODgCzg0Yh70P07q/0nZRuMXAbHzgUV78On9H2CJ+macNFgBhQKY+CRw/H8YMyoEY6bcgc9efxVlhScAABMnTkRRURHe/uPv8fqSn+Lw3k9RXV52xdeJrAzs/nfXDl8jIiIiIuqKjlbMfi2ltAr74QsOZgK4Bkpg+iarVWL9lycxKcwP/jn1qJQCJqsaRmMNpFBCaWUrAyIi6hlWqxUKxdX/HXdr6UUEwgKcOom7vQ7Dw2hE+OLNCPcd2jtBuoK7D/DghmZDSiFwd4APtp+rxNslFYj00OLtG4ZhkPb7bk9BsbOB1D+h/LsU4IZxOHLkCKZOnQohBKJumQQP34HY8edV2Pp/v8EDy38P36DBVzzaaDQiIyMDI0eNwMD8f+G2im+QdvPvMOHOZ2xJy2vFyJm2LwBPWCzYWlqB358oxps3DANufAj4/A/AV2sx9Sd/RdnJfHz8yh8RP+MBZO9OhkLjhVKzAomLn8SwhNtgUl7ZcavocA5SVj+H4+kHMGJCP+3FS0RERET9Wkf/9F4thAgFIAFACOEvhFgP4C4AO7s7OLL5/LvzKDhfg59PjQAAKKWAyaqCuaEOVh7+RUREPcRsNuPf//43PvroozarCi+bLfi4rBLh330Db1UDYozpwIQngGs5KXsV9wb4oNJswSRfT3wYG9EsKQsACIiCDBiJJy5/hfc8ApBvMOP8+fNNl4NHjMS8VX8GACT9fjnMRuMVz8jJyUGDsRojTv0VtxiOIG3SnzDxrmchrqWkbAseSiX+b/hg7L5QjS8qLgMqLXDLz4Gc96BuqMDMp5ejvroan73+KnwCgzBhwgSUePlhk/8wxGTkY+SBw1d8Ta9SouSOB7H/7ddhMhpcvUUiIiIiug519E/wq2E7+OtxIcRRAEUAHgOQCWBJ94ZGjf7zxQnEDvHBxCh/ePppobAAJosaZoOtx6ySiVkiIuoB6enpOH/+PA4dOoRDhw61OufD4nI0WCWGV5bjwSEXIJRqIOGpXo6075jo64nd8VF4Y0w4PFTKVueIUbMw7tyXGKEBPh19MzLz8ppd99UH475nVqKm4iLyvvz/7N13eFz1lf/x973TR5pR771ZtuTeO5jeDcFACCEhtPRk0zYhbbPJ/hJSNtmwG0IoAUJJ6L1jA8a496Ji9d7bNI2m3Pv7Q0JGWG5geyz7vJ5Hj9Btc65kHo3OnPl814zZp2ka6ze+yReNz5Dua+GhwKUsOfe2E3Y/p5KrkmOZ67Tzs+oWQpoOc7403KDd9FfiUtO54dd/5OY//Y2EW7/DQznT+Ne883ih28UtGYncV5p70MdZcQ7WFs/B3d/Htpeei/TtCSGEEEKIM9AxRRnouu4DViqKsgyYB5iA3cDrugR0nRDbGvrYUt/HPZ+fjaIoxKdFobiGowxCQx6MqhGDLlEGQgghji+3283atWuZN28e4XCYV199lbS0NNLTD7y1Xtd1/ra3gkyfj1xTmOzO1TDnJrDFRa7wU8AMxxHSnUpWorx3Jw9HN7DIn8XvBwa5MBTCaDzwtCwhM4uCuQvY+tJzTFtxweg07Jp3nuTGgXvwmJ08H1pJVnI240RMnZYUReFXRZlcvG0//1bRSLbNzNmF1zBj8wP8NftGBk3RvN49QKW3k+IoK18xDKGvW8035n0Tp9N50PUyrCYu2VZFcOXn2fTCPyldcR6O+MQI3JkQQgghhDhTfaL3vOm6/r6u63/Udf23uq6/BuQqijLtONcmgHvX1pCXGMX5JakAxKVFofshqBkJB/2EFSMqMjErhBDi+FqzZg2qqrJixQouvvhikpKSePLJJxkcHBw95uW336bGHktxZwvXFPhQgr7ht5eLw0ueAglFpFW/ys+So6mISeTrL79N4GOxBfMuv5q+thaqt20CYOOmd5mx8Ue0WtMw3fgyfRX1ZE+dEYk7iJhZTjvfzklhXZ+Hx1t7+WnCStTQINrWh3iirZccq5mnZhTw7rxifjh/BhZFYdOmTeNea7YzikWxUbyTW4rBbGHd4w+f5LsRQgghhBBnumNqzCqK8vNxPn4B/IHhSANxHNV2eXizrINbl+VhUIenYeLTotCGFMK6keDQIJpiwKhJY1YIIcTx09rayo4dOzj77LOx2+2YTCauvfZaBgcHef7559F1nY7aau4r248lFOBsu0JK/XMwdRXEZEa6/FOfokDJSqh8jVsm53BNlJGXHMn85z+fwu12jx6WMbmEtEmT2fziM6xduxbj2h8DEH/jE3ia20HXySqdHqm7iJg78tPYuaSUnUtKefPcFZimX8t3259l54Ii/jE9n2XxDhRFwWazMWfOHLZu3Yrf7x/3Wl/LSmaXdwjHdTdT9v47tFVVnuS7EUIIIYQQZ7JjnZj9xTgfPweuAm44blUJAO57v46EKDNXzz7wR258WhSqNpxZNxQIoEnGrBBCiONI13Vee+01EhMTmTdv3uj2+Ph4rrzySiorK3nrtVd59r9/w77i2RR2NLMqP4jiaoHF34xg5RNMyUoYGoDa9/jvuSVMtZt5IrWAux58eMxiYHMuu4p6l4+2bXczy1tO22X3kJ6SR9Pe3TgSk4hJTongTZwiFn8T3K2w9+mDdi1cuJBgMMhbb72FpmkH7T83wUlxlJU3k/NIzMrhnYfvPeRCd0IIIYQQQhxvx9qY/U/AoOu6+uEHwzm1vwJyjnt1Z7hLpqXys8tKsJoOLB4Sl2rHMNKY9QeDaKoRI5IxK4QQ4vjYt28fTU1NXHjhhRgMYxevmjJlCtOKJ7F+02bKckvwWmxcGWMldt8/oPA8SJ0aoaonoNRpEJcHZS9gVlUenDUJk93OK3ml3PfAA9TV1TE0NMTW6nqisgxcN/Aam+b8G9NnXARA077dZJfOOGPyZQ8rpRSKLoAP7oKPNV9jYmK46KKL2LZtG08++eRBcRGqovC1rGRW97rJvOE22qoqqVj37kksXgghhBBCnMmOtTF798cX+dJ1XQNeBf5y3KoSACwrSmLlzIwx2yx2E1azGYCh0HBjViZmhRBCHA8fThYWFRVRVFR00P7yde/S+PKTWBTYmD+VRK+LW3KC0FkGS74dgYonsA/jDCpehnCQDKuZv5bmUhcdR/mUWTzyyCPcd999NLZU8CX/s6yzTaNoxhcB8A30093UQFapxPuPWvwt6CqH9+6EnY+P+ZhvqeX6qy6lurqahx9+GI/HM+bUq1JiSbOYeN4aR8Hchax9/CGCh4g+EEIIIYQQ4ng6psasrutdh9jlAFZ9+nLE0Yh2RAEQCIXRFWnMCiGEOD7Wr1+P2+3mwgsvHLNd13U2Pfckz9z7F2ou/RxPnreKpvgUPhdvx779PkibCbnLIlP0RFayEvz9ULcWgLPjnXwvN5XVMakYZs9nKDDIZ4xv4DE62N2cz/ZXXwSgqWwPwBmZL3tIuUshZym891t4/qtjP577MsV7f8dNN91Ef38/DzzwAN3d3aOnmlWV2zKTeK6jj+LPfhFPXy/lH7wbuXsRQgghhBBnDOOxHKwoyppxNtuAGcCe41KROCKLcfjHNhQKo6tGjNKYFUII8Sm5XC7WrVvH/PnzSUxMHN0eDoX4xyMP8i+vRsVNd6CpBlbGO7k1M5GZ7gp4831Y9eDwBKg4NumzIDYbyl6AwnMB+E5uClsHvDxmMnB34jPk1tVSf/2LzNnXzIanH2fJtTfQtG83salpOBOTInwDpxBFgS++BOHAwfsqXoZnbiFzfgW33HILjz32GA888ACf/exnyckZTuK6MT2BP9W388SQypTJpVRtWs/0cy86yTchhBBCCCHONMfUmAXmAjuAjwZ4DQD3A789XkWJwzOPZM4GtDCaYsQijVkhhBBHaftrL9G6v5yZF1xCxuRSFEUhFArx8ssvYzQaOeusswAIh8M8sW0n9zZ2UJE7jxhd4+t5aXwxPZEUi2n4Yq/fBbE5MOWKCN7RBPZhnMHm+6FtJwAG4FEdarw+it1VbFjyKxZNWow/3cOm555k++sv0bh3t0zLjkdVQbUevH3q1bDlAXjjDuK/up5bbrmFJ554gn/84x8sWrSI+fPn43Q6+UJGIg+1dPPggqVse+Q+Bj1ubNGOk38fQgghhBDijHGsjdnv6rp+/wmpRBy1DxuzQU1DVw0YdFn8SwghxJH1t7ex9tEHMJotVK5fS3JeAVPPu5gdja20tLSwatUqhjSN/37rXf41qNPtiCPdZOFnUXDLnJlYDR9JQOqthfIX4eLfgeFYn06IUfNvh+AgaAd+lxuB5GCYjfbPsvDcbwBgjY5m+nkXsvP1lwkO+Vl8zeciVPAEpChw0W/g3rNhywPYF36FG2+8kdWrV7Np0ybWr19PSUkJl82dx72azua8EpRwmJqtm5h69nmRrl4IIYQQQpzGjvUvqUcURYkGcnRd36coSixg13W99fiXJg7FbBn+wzigAUYjJpmYFUIIcRTee/QBDHEJzPzZ7+hqqGPfhnWs37YH3WiiqLCIP1Y18lZDP0MmJzNCnfw6zsBlZ61AVceJpF//f2CNhZk3nPT7OK3EZsOl/33Q5jhg4ce2zb5kJdtfewmQfNljlj4TZt0A7/4apl2DMSqBCy+8kOXLl7Njxw42b97M3r17mTZrKX9XdH5UXErVpg+kMSuEEEIIIU6oY23MFgOvAxXAOYALuFpRlGnAD3RdDx7n+sQ4bOYPowz0kYzZELquo0i+nxBCiENo3LuLqi0bee0rv+D/lTUBRph+9phjLAE/5w31852pU5maOfvgi4RDUPkKbPwrNG6AFT8Fs/2k1C/AmZhMyfJz6GqoIyo2LtLlTDzn/Bz2vTDcnB1phttsNhYvXszChQuprKzEum0n2x0JbJ6+mIJnH2TI58Vij4pw4UIIIYQQ4nR1rI3ZPwL7gBYAXdc14AFFUf4A/Br4wfEtT4zHahn+sQV10FUTBl1D0zQMBkOEKxNCCHEq0sJh3nn4PtqWXsQ+jPws1kTtO28THx/PJZdeit1uJ+gfJMtmIcY+TqN1sA+2PwKb74WBJshaCNc8JNmyEXD+bV8nHJTXwT8RRwos/x6s/iXMvQVSSkZ3qarKlClTmDJlCpvfeJ+XYtK41WKlZttmSpatiGDRQgghhBDidDbOexMPywZcCNR9bHsVIGFnJ4ntI41ZVCMmPUQwLHEGQgghxrdnzRu0trbw1oylLDTqdL/4NHPTkvnB565jVlI8xVFWpibEHdyU7doPL38X/lgy3MzKWQy3vQO3vAGlV4EqLwiebAajCbNNppQ/sYVfG46PeOMO0PVxD/nDvKloisqGFVezf+MHJ7lAIYQQQghxJjnWidktuq5r47xl/nJA/ko4SawjUQZBXUEZiTIIhMOMsw6xEEKIM5zf6+GDJx6l7oob6Q3D+VvWMHPmTC6//PLxs2N1HWpWD8cVVL8N9kRY9A2Ydws4Uk/+DQhxPBktcMF/wROfh8rXYPIlBx2SHx/HNaYw/8wsYNOO97hk0CfNcCGEEEIIcUIc68SsS1GUbEAHUBQlUVGUe4GLgReOd3FifFbLgcbshxOzgbAW4aqEEEKcijY+80+6TRbeSMlndkcDk+OcXHrppQc3ZQNe2HI//GU+PHo1uDtg5V/gO/vgnJ9IU1acPiZfBrnL4M2fQGho3EP+c+FMnIEh3l50CdVbN5/kAoUQQgghxJniWBuzdwL/C9ymKEo50AzcCmwF/u34liYOxWgyYFJCBFHAYMSohQmEQpEuSwghxCmmt7WZHa+/zO6VN2EKBZnbVMU111yD0fiRN8z0N8GbP4M/ToFXvg+Jk+CLL8NX3odZnweTvB9DnGYUBS66E/rq4YVvQChw0CEOi4XvJDtoSkrnH2X7T36NQgghhBDijHBMUQa6rvuAlYqiLAPmASZgN/C6rh8iqEscd0azikkJE9RVFNWAUQ/LxKwQQoiDvPfIA3QXlrLOEsNZlTu4/sqVxMbGDscVNG6ETX+F8pfAHA2zboT5t0F8XqTLFuLES50KV/0Nnv8auNvgukfBFjvmkNtnlvD3l97luYwp/NjtwemIjkipQgghhBDi9HWsGbMA6Lr+PvD+h18ripKnKEq0rut7jltl4pAMJhWTOtyYxTCSMavJ4l9CCCEOqN+5jZrtW3nntp+S4O7ntkk5FOVlw65/wca7oW0XxOcPTw7O/BxYHJEuWYiTa/q14EiDJ26Av18INzw1vDDYCFVV+Y/sBG7t0/jxmnX838qLIlisEEIIIYQ4HR1TY1ZRlJ+Ps1kFpjEca/Dt41GUOLzhKAONIAqKwYRJDzEUksasEEKIA7a8/Bz1Sy+i1mDhe+4yznF0wJ++DN5OyD8brn8Cii6A8RYAE+JMkbcMbn4THrsG7j8PPvcEpM8a3X3prBlMe+RpXkzN4Qd9/eTExUauViGEEEIIcdo51onZXxxmXy/SmD0pDKbhKIOQbkA1mFDRCYaCkS5LCCHEKWKgs4OqynIarprCg7t/zkWuDSh1Kky/DhZ8BVJKIl2iEKeO5Mlw69vwz+vgwUtg1YNQfGA69huWAN8Avr9pD09dtCxydQohhBBCiNPOsY7J/Cdg0HVd/fCD4ebur4Cc416dGJfRpGJCG8mYHe6th4IHL1whhBDizBPWdf6+YTPOxQm8tPtrnDNUjnL2j+A7ZXDFXdKUFcdFVYebHz+3hyV3rqGxxxfpcj49Rwrc9ArknQX/uh6atozuWrJ4GQv2buJ9czSbmtsiWKQQQgghhDjdHGtj9u6PL/Kl67oGvAr85bhVJQ7LYFIxKjpBDKAYAAiFhiJclRBCiEhyhcLc09jJoo3l/NNk4PbOZ9iRfhmW75XBsu9BVEKkSxQTnKbpvFPZyY0PbOL8P63lzX3tdLj8rK7oiHRpx4c5Cj77GDjSYdc/RzcnZGZxfmsF9oCfP1U1RbBAIYQQQghxujmmKANd17sOscsBrAJu+rQFiSMzmgwjE7MfbcxKlIEQQpyJ+oIhfl/XzhPtvQxpGueY4bubf04AKyXX3wUGU6RLPG4GPQHqdnbzsdeIAYiOs5JVEo+qKhGo7PQx1ODClBqFajGMbtN1nb+9WMET+zuo6/FSmu7kD9fM4PIZaXz+/k2sr+nhS0vyRo/XtCB9fRtISFgeiVv4dFQDlFwBe56GS34//DVQOm8RM+vKWDtpFmvefpNEtNFT7DGxFMxdgKLIvz0hhBBCCHFsjnXxrzXjbLYBM4A9x6UicURGk4pJ0YcbsyNDz6GQRBkIIcSZ6Jc1rbzY2c+tmUnclJFA2f98m5lU0TD7DnIcp9eU7M63mtj+RsMh9zsTrUxfkcWUxWmYbccaoy+GGl10/XUX9lnJxF9XPLr9vfebuHNDLXOTHNx5+0Lm58WPNiEXFSTy0Ad1hDUdw0hTvKX1X+zf/wsWLXwbuz1v3Mc6pZWshI13Q+NGyF0CwJSlZzHrzl+xpXA6fyyrZsX6V8ecsuKm25l98RWRqFYIIYQQQkxgx/pXy1xgB3xkTAAGgPuB3x6vosThGUwqRnSCmgGF4UmOcFCiDIQQ4kzTPhTkmfY+vp+XyrdyUvD191HqfYN2YxpZl34/0uUdd201/eTNSOSSr04/aF977QC71jTxwTPVbHqplimL0pi2IpPYZHsEKp14dE1n4KVaFLOKb0cnUYvSsGQ7CQc1nn69BlWHVbqdBfljm/2L8hO4a3UV5W0upmbEANDW9hQAXm/NxGzMZs6H6FQoe2G0MRufnsm///4u1j/1MvumL+Lxr38Zp3H4Odiah/7Ge488QGpBEemTpkSyciGEEEIIMcEca8bs94GvAXcAt+i6vkLX9Yt0Xf+WrustHz1QURT5S+gEMZpVTAxPzH74prlQWCZmhRDidNbZ2cljjz1GT0/P6Lb7m7swqQpfSB9ullU++kNS1R6Gzv4PVMPpNTEaDml4fBtxFN097v7U/BguvHUqN/7XIqadlUnlpnYe+4+NbHml7iRXOjH5dnURaHKTcGMJplQ7/S/Voms6u9Y0sX/IT36Uld4aFz7X2Ocbs7JjMRtV1td0A+B2l+F27xu+pq/2pN/HcaGqw3EG5S+CdmAWwWKxcKUFhnSdR1oP/H941udvJiWvkJf+57f4XAORqFgIIYQQQkxQR9WYVRQlR1GUR4C7gd3AB0CVoihNiqLcoSiKeZzTLj+OdYqPMBhVTEBIN6CP/Ag1yZgVQojT2t69e6mqquL++++nsbERdyjMP1q7+Xx6ArEmI/7+TiZ1vUgFk8lZfn2kyz3uuhrdxOS/RUB9C5/v0M1WR7yVRVcV8MU7l1A4O5ny9W0nscqJSQuEcb1Wh7UkAWtRHDGXFRBsctO/oZUtr9XRaoVzZqYBULtz7HIDVpOBuTlxbKgZblS2tj2NyRRPVFTRYX9Op7ySleBug+YtYzYvnjyJwo5m/tbYQWCkaWswmrjsOz8kFAjw6v/+AU0LR6JiIYQQQggxAR2xMasoyjJgJ3AD4AYqgPUMRxpEA/8PWKcoyseD7KYdazGKosQqivK0oigViqKUK4qySFGUeEVR3lIUpWrkc9yxXvd0YzSpGHSFYNjEh6kS4XAoskUJIYQ4oRobG8nJySEpKYmHH36YP+zYhy+scXtmEgBNj3wdM0FCC78b4UpPjJaaFqJSywDo7nn3iMebzAZypiXg7vHj98qLl4fjfreJsDdI7KXDsQPWwlisJQkMvFZPr0HHE9Y4qySZ9KJYarZ3HnT+ovwENtf1MhQcpL39BVJTr8RsKMDrqznZt3L8ZC+CqKThOIOPKCoqYnZrLZ3BMM929I1udyYmc8k3vkfDnp1sevbJk12tEEIIIYSYoA7bmFUUJQN4AXgOWAjE67pequv6Ml3X5+q6HgcsAnqAJz9y3m3AJwk9/TPwuq7rkxleUKwc+BGwWtf1ImD1yNdnNNUwPDEb1Iwo2oeNWYkyEEKI01U4HKalpYXCwkJuvPFGCidP5tEeL0uUIOkWE33VW8jveZvNQyVMOe8zkS73hOjufBtFDRMVVURPz3tHdU5SlmP43GbPiSxtQgv1+XGvbSF6aQbGBNvodm1WMkowjJJixmxQmZMTR8HsZFr29zPoGfucY1FBAt5AmPf3rSEU6mew/SyqNhjxeiZolAGAaoAplw83ZnV9dLPVamVBegqTvP3c3diF9pF9eTPnsPAzn2X9049Tv2t7JKoWQgghhBATzJEmZn8C/FzX9Zt1Xd+s6x959jlC1/VNuq5fDLQqirJSUZT/AO4CHjyWQhRFcQLLgQdGrhvQdb0fWAk8PHLYw8CVx3Ld05URlaBmQmN4UlYPyzSQEEKcrtrb2wkGg2RnZ2MymVCXnIPXYiN58/u88soreJ/7Nzy6naGiazEYTZEu97jTdZ2AuhY1NJm0tFX0928iHB484nmxqXYMRpXuJvdJqHJiGnitDtVqwLkia3Sbruuse6OBVqOBvX0eZqQ7sZoM5M9MQtd16nZ1j7nG9MxY7GYD75btwemYwd63jQy5UgmF+wgG+0/yHR1HJSvB1Qwt28ZuLilhctUe9vv8vN3jGrNv0arPkj11Bq/87x9wdY+NfRBCCCGEEOLjjtSYLdZ1/f+O8lo/ZHhq9ufA33Vdbz7GWvKBLuBBRVF2KIpyv6IoUUCKruttACOfk4/xuqclk6IQ1IwwEmGgSWNWCCFOW01NTaiqSnp6Orquc3dzFyviHXzh7GX0bX2GTO9e3u0rZtr5Eyvevb2hgXde+Sb+Qddhj+tt78KauIdY5/kkJpyNpgXo69t4xOsbDCoJGVF0SWN2XEP1Awzu7ibmwlxU64HF4mq2d9FWPUDKVYXs1MPMDgwvNRoVayGtIIaa7WMbjmajyuwsO9ubzZjCF9Hf4cOoZAMTeAEwgJylYIuHsufHbJ40aRIZ7j6KFI3ny7bA81+DqrdA01BVA5d+6wdotij+/uc/4vfKtLYQQgghhDi0IzVmj/qlfl3XWwE/0ADc8QlqMQKzgb/quj4L8HIMsQWKotyuKMpWRVG2dnWd/hMKJsVAUDOBJo1ZIYQ43TU1NZGWlobJZGJ1r5tKr5+vZyczb/Ysro3ZSRtpuKKmk5SdG+lSj1pTRS9rX/ormu1V9m1/6LDHNtS8jmoIkVt0BXZ7AVZrxlHlzAIkZjnobpLm2Mfpmk7/S7WY0qOwz0kZ3R4KhFn/TDXZpQl4Ui140JnWMcRQ3QAABbOSaa7oPSi3tySxger+PCrXTSY130nJgrkAuAaqT95NHW8GI0y57KA4A5vNRmFBAYtbK/jWxu+j7XkKHlsFf5kPm+9DDw/hzyyk32Dh0V/8WCZnhRBCCCHEIR2pMXvU74ccWZRLBz6j6/rhR1/G1ww067q+aeTrpxlu1HYoipI28hhpwMGrTgC6rt87kns7Nykp6RM8/MRiwkAwbITQ8Mq/uiaNWSGEOB3puk5jYyNZWVm4e7q5q7qZqVYjUwMeBt/9HywDtaypT2XaigsiXepRq9jQxst37SI2dwcAfZ7H0A7ze6xv4C2C7jziEvJRFIWEhLPp6XmXDxOWwppOIKSNe25SVjR97T5CgfDxv5EJzLetg2CLh9jLC1BUZXT7zreb8PYPsfSaQjbU9GAxqsxIc9L/ci26ppM/KwktrFO/50Ccga5rZJlfJaCZ2Vk3xKwLcsidmkXQF0tHc1kkbu/4KVkJ/Y3QtnPs5ilTuH7/n8n1t/KLcx6Dm16BpGL0V3+A6X+nszy4mhjcuMM6j//0e3TUTeCF0IQQQgghxAlzpMZsr6Io5x7ltf4D+Hdd13d+kkJ0XW8HmhRFKR7ZdC5QBrwIfHFk2xcZXozsjGdSDYR0I4ws+qWPRBoIIYQ4vQwMDOB2uzEN+fjPX/yEzb4AeS89ymP/dhO88xv29ifTHU5g8uLlkS71iHRdZ/NLtax+uJxJS1QM9mrMoWtRTN20trw07jmhkBfdvAWTduD+EhLOwu9vHn2b/G9eLWfxnavZ0dh30PmJWQ50TaenxXtibmqCCbR46H2ykr7nq7FNS8SSFzO6LzgUZvsbDUw9K4O41CjW1/QwLzee5CsKCbZ48Jf34Ii3kpLnHBNn0N+/hRTLVqyqTkesgbzpicQk29D86Qz0T+CJWYC8s8AaOzw1+xGl/s3MpILXJn+b+wLJbIidCZ99jI3z72GrNoW5yl6+pjxG9qwZRMXE8cQvfkTdjq0RuQUhhBBCCHHqOlJj9rfAvxRF+bqiKLbxDlAUZZKiKP8ELuQYF/waxzeBxxRF2Q3MBH4N3AmcryhKFXD+yNdnPJNqQNMNhEIji3/JxKwQQpyWGhsbAfDUV7Nz4QVkqDo/vO46brwkHYvFSMz1d/P53/wP1ujoCFd6eOGQxpqHy9nySj0LrsijcGkVimKmZOq/4Wkvobbmb4yzxijtrWtQDEGSEi8c3RYftwhFMdPT8y7+YJgntjbhHQpz/X0beWNf+5jzEzKjURTO6JxZXdMZ3NtN59920fm/Oxiq7sd5fg5xq4rGHNewt4fgUJhpZ2cSDGtsqe9lUUEClrwYjIk2Bst7ASiYnUxjWQ+BweHnIK1tT2GzpJExZKArRkVRFRRFwWbNJxhqGPfnOmEYTDD50rFxBq07MK/+GfudS+jxpjM/Joov76tnY0Ulb2yuIHD2f2D4+kbMup/optVc+4vfkDmllOd+90t2r349svcjhBBCCCFOKcbD7dR1vVpRlC8DjwO/VRRlB9ACDAExwBSgkOEs2nN1Xf9U3cGRadu54+w62qndM4ZZHf7RBYMfRhnIxKwQQpyOmpqaiIuLY3ddJfumnc+vC7MoNHXD8y/Aih+TteD8SJd4RKFgmFf+spvWqn7O+1IJxQtS2br1deJjl2CuDqJ1rSSY+ht6e98nIWHs5G9z08v4+zLJWjKVQJuXUKcX+4xk4mLn09PzHjt6L8LtD/Hqt5Zx1+oqvvLoNn52aQk3L82jr28jmhYgNsVO92nemO3t20B319sHbQ92erHuKsHSlIc520H89ZOxTU1AMRz82nzNjk4SMqKJTbGzraEXXyDMwvwEdF1noPQdDNVJxGqFFMxKYv0z1dTv6SZ/dhSdna+h9V9NgcHMOwM+/MEwVpOBuKRJdLteo6d1gMSM2JPwXThBSlbCzsegYy/EZMKTX4CkyXhm/4zmV9/gv6+4kpVlTXyzspmvFxSwfPlyUFV8aQspbdvOgNvDlT/4GWsevIe37v0/vP19LLr6+kjflRBCCCGEOAUctjELoOv6s4qiLAf+BCz52O4Q8AzwPV3Xm05AfeIQjKoR0BkKj0xvSJSBEEKclpqamkiKjeG1whnEqArXpcTBP2+HmAxY9I1Il3dUdr7dRMv+fq741gwyJ8fj97cx4NpBrvZDBt6uY0ZUKZX92dTX/21MYzYcHsTrf5/Bzkux9Prp+mcFeljDVppIQuLZVFf/jieq6pmXG0dJupO/3DCbX79azi9fLqOhp58Vcd/EbHKSmHUXXaf5AmC1tX/C663CbE4e2aKjeYIEQ30Yi9Yz7/IXsWTHHvL8UCBM/Z4eZl+QDcCGmh6izAamZ8bg8VbSbLkHSqF7w5Nk599Mcm4aNdu7iMp4F00bovaD6Zw/P503t9WyraGPJYWJpOWW0rMvTN2+fSRmfPwp5ASSfzZYnLDvOejYB4MD8IUXKbYko7z2Jt1VlVzRUM9D6cU0FBeiqsNNb/OCm8l8/jZ2736H5POu49xbvobBZGbTs08w9/LPYDJbIntfQgghhBAi4o4UZQCAruubdV1fAuQCK4HPMRwrkKLr+rXSlD35zAYzAINhWfxLCCFOV0NDQ3R0dOALBtlbPJtbspKx174NNavh/F+ByRrpEo/I2z/EttcbmHZWBpmT4wHo6noDRTFi3pSPdUo8FkUhrf4S+gc24nLtGT23p2ctKEOkB5bQ+0gZhngraBDqHiQh/iy6fNGsr+3nmrlZABhUhZ9dVsIvLi/hHxta+PPWq+j3tJCQ5aenxYMWHn+BsIlO1zU8ngpysr/MooVvsGD2qxRV/Q85q39JcdSdDBlbGLBtOuw1Gst6CQ2FKZg93NjdUNvDvLx4TAYVt2s3oJC+95sYhpyUl/+QhHnfxh1+gObmx1GDs9ECSVx6cQGxdhMbanoAcDoLAWhvnOALgBktUHwxfHAX7H8drroH4vOIiooiNzeXN998E1vtfr6aYOevbX281T0AgGnqSvyqHXPZUwAoikLpWecSDoVorSyP5B0JIYQQQohTxFE1Zj+k63qjrusv6br+L13XV+u6fvAqG+KksBhMAAx9uMi0RBkIIcRpp7m5GV3XWY0ZVVW5OT0W3vgx5CwZfnv1BLDx+RoMRoV5l+WNbuvsfB2nMgfFYyH2snxSvzULS/c8jIOJ1O37y+hxHR2vgiuD7LYEohamkXTLNACCnT7s9jw2dVyA1Rjm0mlpYx7zmpka35j1d8p6pnLPri9hSSgnHNTo6/CdnJs+yQYHGwiHvTgcJYQ9Abrv28PQ/j4SPl/CzrIM1FAJDQ33HTbrtWZ7J3FpUcSnRTEUCrO1vo9F+QkADLh2YbcXkOQ8n5z9d7BwwRskJJxPXNEbeLz7aNs9j9Kl6dijzSzMS2BD7XBj1mpNB8x43TX4fUH+8EYlF/3PWgKhCdggL1kJWhCWfBsmX3Jgc0kJmqZxwQUX8NPpkzg33sk3yxtpHBwCo4Wu1LPJ6v0ALTgEQFJ2LlaHk6Z9uyN1J0IIIYQQ4hRyTI1Zceowm4YnZj9szCpa+DBHCyGEmIgaGxtRbXY2ZBRxsRogYeeD0FMDF90JihLp8o6oo95FxcZ2FlyejzVq5AXFoU76B7Zir52BbWoixgQbBqcF97xMzHUX0u17m55N2wkNDdLd8TbxnXNRFqQSe0UBqsOEajcS7PCh67CuZQ4L0vZiNxvGPG5V9a9ZmNXNn66bye7uqWzqbAag+zSNM3C79wFgDeTRefcuQn1+km6fzlCijdodXTRvOQeXawcDA9vGPT8c1Kjb3U3B7CQAdjT2MxTSWFyQOHx91x6czmlYi+MINLqwqbnMmPkb+nb8hbZN32CgbjYzzh2eWl5UkMCupn68QyEURcVmzUWJ6uRrD23l/96ppqLdza7m/hP/TTneii+BL7wI5/x8zObZs2fzhS98gQULFqAqCv9Xkk20UeXWffUMaRrK7C8QhY/+LU8CoKgqWSVTaZTGrBBCCCGEQBqzE5bJONKY1UamXyTKQAghTjtNTU3UZeYxZLby3dw4ePe3MPsLkDY90qUdka7rrHuyivj0KEqXpY9u7+p6E1Cx103DsTxzdHv+vFR2li9C1aKpL7+H2oceQlP9NDXOIeWyfBRFQVEUjMl2Qp0+1tf00Om1sCh1DV5v1eh1unvepafnXQoLfsjF07KYkebivq0ZWOPMdJ2mC4C53WWYDUkM3NeMYlBI/tpMzFkOKja0YbIa8HXMQNGyaGi8d9zzm8p7CfrDFH4YY1DTg9NqpCTdSTjsx+OtwOmcgbU4HjTwVw2/YSp/Wj4DDTMonJeKI344VmNxQQIhTeeD9+qHJ3QtU7ivaxFrm3r5n+tmEm0xjkYdTCiKAvlngWHs8gwGg4H8/OF/nwBxJiP3leZR7vHzw8pmHFPPoY1k2PHI6DlZpdPpqKkiMHh6TnALIYQQQoijJ43ZCcpmHp48Cuo6QcWAIlEGQghxWtE0jcbmFjbEZzC9o57ixhchHIBzfhbp0o5K1dYO2msHWLqqCNVw4OlGR+drRHlKicrKxJzlGN2ekBGFIyEWzXMJrux19CWvBn8GAcckjKYDE7GmFDvBTh9Pbm0iL9HOpPgWenrfA0DTglRV/ZrYmHkkJ1+Coij8+3lxdHhjKYv30H2aNmb723Zi6kjHmGIn+aszMMZb0TSdig1tTJqXwpQlmXTuOZfu7tV4vdUHnV+9vZPYFDvx6VHAcGN2fl4CBlXB4ylD18M4ndMxxlsxJtnwVw43ZifNT8GZaGX2hTmj1ypMjibBbOTdNXVUbWvjh28upXUwlhv1aFbOTGdBXjzra7pPzjcmQmY57fx6UgZPtPeyYMt+Xs24jNiuzeBqAyC7dAZaOExLxQTP3hVCCCGEEJ+aNGYnKIt1+I/UgA4hxQi6NGaFEOJ00tHRQUVMIv1WO58zBWHHo1B6JUQnRbq0IwoGwmx4tobc6YlklcSPbg8Euunv30x04yyiz8occ46iKBTMTqZh02JQwROzg4GWOaQVxI45zphsp7fLx+v72rl2bjbxcQvp6X4XgOaWR/H5aima9NPRCcb5kxawPHMDr/YHaWhyHTZndaLRdZ2BdxrxeMuItk0h6ZZpqPbhF26bynrxDgSYsjidmedm0VezAEWPp6Hx/jHXCIc06nZ1UzArCUVRGAyE2dHUx+KCA/myimLCET0ZAGtxPP79veiajjPRxo3/tZiE9OiPXFBnpqbyDkGue3YXYd3MTxb8kWSvm54WL4sKEtje2I8/eHpHMN2YnsiGhVO4NjWe/825koBi5Ok3/8rmfg9x6RlExcZJnIEQQgghhJDG7ERltXw4MQshxYAqE7NCCHFaaWxsYmdWEdkttVySHID+Bpj1+UiXdVR2vNmIzxVgydWFY7Z3db0FOsTqS7BOijvovMLZyQz223FYLgWgt3rmQY1ZU7Kdt7QA4bDO1bMzSEg4m/6BbQwONlFXdxdpaatwOqYeON4Ux+dnVKEoYVbrftw9/uN/wxGgh3X6n6+m992dhM1ukuYvQzEeeFpXvr6V+PQoknMdOBNtFMxMp7/6XNrbn2doqGP0uOaKPgKDIQpGYgy2NvQSDOssGmnMul17iI6ejKpaALAWx6G5gwTbvOPW5dvRyeyQShs6aZrCw5fFkRrViS2uk8Z9PSzMTyAQ0tjeePqvH5trs/DLogweK8xmq3Ua82qf5YrtVdyyr4HMkmk07dsT6RKFEEIIIUSESWN2grJahidmg6MTs6f35IkQQpxp3m7rotsRy9LyLSR2r4W4PMhZEumyjsjd62fHGw1MX5FJbIp9zL725pex9U0ibvHU0YnWj0rMisaZaMVV+xlizT9gaCCT1IKYMceYUuy8QoBl6TEkO60kJJyFrgfZuetWdF2jIP97B103J3UmK4veZY85zKbdncf3hiNAGwrR8499eLe0Y7pwOGPe6Swd3T/oCVC3q5spi9NGv8+zLsihY+9S0I00NT08emzN9k6ciVYSs4anXjfU9BBnN1GcMhwzMeDahdM5Y/R4S14MilnFX9l7UF26puNe28wVxcn88vJS/hIXT8ze4ezZlCIXDXt7KElzEmMzTcyc2U+oODuLhqECcnxN3ONo57XuAdSps+isq8HvPT0XpBNCCCGEEEdHGrMTlM06vPhECGVkYlYas0IIcTp5SbGR5O7j/EQrSvmLMOuG4QWITnEbnqvBZDUw99K8MdsDgV76PZuJcS3EPmP8OAZFUSiYlUzV9iA7yhbiSLRhd5rHHFPh9rMfjZWJTgDs9lxstlx8vmrycr+GxXLwtePiFnJ2xqvEKxp/2lg7oeMMwq4AXX/bzVCdi8SbphJMa8VodGK1HoiG2L+pA3SYND91dFtStoP0ggy8rStoan6MnY2tvL2vnTd2t+HKt/NOZSdrKjpYU9HJooIEVFUhGHQxOFiP0zlt9DqKUcVSEDuaM/tR/opeQl2DJK/I5gtLcklanklgjw+zMYnYjD7aagYI+kMszI8/oxqzRqMRLWcpHmMcl7a8hE1V2JOSi65rNJfvi3R5QgghhBAigqQxO0FZLcON2aCuEFKMqJIxK4QQp41NbZ3UO+OZvXsDM1K8EBqCGZ+LdFlH5B0YompLB/MuzcNiG7t6fUfja4BOauHlY95y/3GJJXH8Q/HyX7Ut/EVx8/D6erxDB37HPbWtmThVZZF24PrJyRdhtxeQlXXTuNeMi52PUdW5JquJMpePN/a1f6r7jKT+V2sJuwIkfWU61klxuD1lREdPGZ2M1XWd8vWt5E5PPKipPfXcTN7acQ6/XP9lrrx7B7c+so0njIP8fn8LNz+0lZsf2kpFu5uzi4djDdzu4bfaf3RiFsA6OZ5AowvNFxyz3f1eM+ZsB+ackab5nBRUmxGzPw2zsx1d02kq72NRfgI7m/rxBc6c5y65+QXs0KZg3Pc8F8cYeWtQIzohkSbJmRVCCCGEOKMZj3yIOBVZLCoKGkEUNMWAIhmzQghx2rirro1ov48pFdtISeiCgnMgJiPSZR1RW/UAALnTEw/a1173EjZPEXGXTD1o34caerzc/vJu+ow6F/lMuPPt/OdL+/jDm5VcNzeL6xdk8/zOFi5PcqJ0D46eV5D/PfLzvo2qmse9rtHowOmYyoL8LbzVVMD/e7Wcs4uTsZoMn/KOTy49qOEv68WxPAPzyIJbbncZSUkXjB7T1Ti8yNbClQWj23o8Q/xzcyP/2NBAp8lMsW7jO/OeItP9bVorPaz64dzRxq6qQlL0cJ6sy7ULgyGKKHv+mDqsxXGgg7+qD/uM4SbuUIOLQIOLhM8faBKrZgNRi9IxtCcQcNQTm2KnYV8Piy/MJKTpbKnv46xJp/5idsdDbm4uz2iTWaat59aBdVyiLeDGmQto2rsr0qUJIYQQQogIkonZCcpkNmJSwyMTswZUyZgVQojTQos/wDt+jVktNZRmOzB07Jowi3611wwQHWfBEW8ds72lvYX/3jeF7a6rCajjxzFsb+zjqrvXA/DL0hymBYzcde1M3vvBCq6fn80TW5s497/fo98X5DPFKQS7fOjacCSBoqiHbMp+KC5uIVj3sNyl0trn5+8f1B3VPem6TlXVr3G7I/+Wc39VH3ogjG3acOM7GBzA72/GEV0yekz5+jbsTjPZpfEA/PGt/Sy6cw13ranm7OIk/nrOFK5xGZga9z6h/teZNSeVtFgbqTFWUmOsJDuso41Vl2s3DsdUFGVsA9sYa8WYYh8TZ+B+rxljog1rScKYY6MXpWHxpTHoayC7NJbGvT0UJNhJjDafUXEG6enp+MxJ9MVOZ0bV01hUheqi6XQ11uNzDUS6PCGEEEIIESHSmJ2gDCYVsxImhIGwYpTGrBBCnCbe7nGhA6XVe5idOgC2OJh8aaTLOiptNf2kfWyxrrCm87VH32Fb5wz+UJ7GkjvX8Me39tPp9o8e8/reNq6/dyO5CXae/doSLrg4n9kX5hCfGkVWvJ0fXzKFjXecy69WlvK98ycxpSAeQjrhXv/HSzikuLhFaHof6dHtrJyUzF/WVNPpOvL5fn8TjU0P0Nj496P/Rpwgg3u6MSbZMCYPL6rm9pQB4HAMN2ZDgTBVWzooXpiKalB5elszd62u4qbFuWz40Tn8btUMLjg3F5OhgKG+Uuzp71A4O/mQj+dy7cbpnD7uPmtxHP7KPnRNJ9jlw1/eQ/SyDJSPNd4N0WYcGVPQlSB500P4XAH2vd/GwvwENtSeOY1Zg8FATk4Ou0yzMTRv5mYa2GiLBaC5fG9kixNCCCGEEBEjjdkJymhShydmkYlZIYQ4nbzfM0CSux9bXwep3h0w7VowWiJd1hEFA2G6mzykFsSO2f77VzeyuzuG/8ir5u3vLufiaanct7aWJXeu4TtP7OSPb+3nq49t59wpyTx+20Lio8w4E20suqpgTJMvymLkxkW5fPPcIowpw43JYKfvqOuLiZmDohhxpO9nZVIcJqPK79+oPOJ5fX0bAejqfhtNGzrqxzve9JDGYHkPtmmJoxOtHncZqmrBbh+OLajd1cWQL8SUxWlUtLv46fN7+MzsDO64eDIJI/EEBoPKzHOz6a5YhD2xhuikrnEfzz/UzlCg46B82Q9Zi+PRvEGCrR4877egRpmImp0y7rEJs+cO/0fXfiYvSmXzy7XMzYxlT3M/Ln9w3HNOR7m5uazriUePzeGWhsfZMxhEyy2ica/kzAohhBBCnKmkMTtBGUwqpo9MzBpk8S8hhJjwdF3n/R4X6f1dlFrbMAz1TZgYg846F5qmj5mYfaeig3vW9fKZnPe4vPgqCpMd/NeV09h4x7l8/4JiNtf1ctfqKm5bls//XT/7qDNfDTEWFLPhmBqzRmMUTud0YrKq8LcP8p3zJvH09mZ2N/cf9rze7vUYgtGEwx56e9cf9eMdb/7qfnR/GNvUA/m9bncZ0VHFqOrwkgHlH7SRmh+DMdbMVx/dTk58FP915dTRRu6HpixJI9Q/H7Ro2jueGffx3K7hZqHTMf7ErCXHiWI24N3agXdbB9GL01FM4z+tjE4rQNFN9NfsZsEV+WghHVudD02HLXW9x/y9mKjy8vIIaTo9xdeTUfcGRYMttM5eKguACSGEEEKcwaQxO0EZTQaMikYQlbBMzAohxGnh/fomBlAo7GllXnIvpE6HtPEbY6eatpoBjBYDCRlRALT0D/Jv/9rKtMR93OzLIGragcXLYuwmvnxWAe/94Gze/u5yfnzJFNRDZM+OR1EUjMk2Qh1H35iF4TgDc0w53U0ubliQTWFSNL98qQxd18c9Xtd1ers24GxZgiWUQWfna8f0eMfT4J5ujAlWTGlRo9vcnn1Ej8QYuLoHaa7oY/LiVH70zB46XX7u/vxs7OaD13k1W41c95OlpGdcQVv7s2jawVOrLtduTKYErNb0cetRjCqWoli8G9tQDArRC9MOWbuiGLBZsvErTaiNbuZcnEP3pk6So86snNnU1FSsViv7TLNQrLH8R9dz7E7OobelCU/fmdOgFkIIIYQQB0hjdoIymlRMikZQN6ApBpmYFUKICW5wcJB7P9iEqmtM2vUWycEamHVjpMs6au21A6TmOVENKoGQxtce3YpRcfGtSdtIsJyFMc560DlGg0phsuMTPZ4p2X5ME7MAcbELQfUwGNiPFtT42WUlbG3o46XdbXj7h9j2ej1dje7R472uagb1Pl5pWYS7cRld3W+haYFPVO+noYc1BsvGxhiEw358vlocjlIAKja0YTSrbAj5eWVPG79dNZ2CpOhDXjMq1kJGxrUEAt309K49aP+H+bIfn7b9KGtx3PC15qWi2k2HvYeomEJCCd241zYz/ZxMnPFWcjQD62t6cHsqaGsbf3L3dKKqKjk5OVTVN8P82zm78UXaAx7cUU6ayvZEujwhhBBCCBEB0pidoAwmFRMaQV0mZoUQYqLTNI3nnnuOOpuDfL+bOTEdYDDCtFWRLu2o6Jo+3JgdiTH49avl7Gsd4CvTHiCv7EqipiUd98c0pdgJdfrQtfGnXccTEzMbBRP2pAp6mj0sn5TE0ux4/uOp3Tzw4w/Y+Hwt65+tHj2+Zvtq/rT9qzzgjef/6uYTDLpGM2dPpqGaAfTB0JgYA4+3El0P44guIRQMs/f9VpTSGO58s5KbFudy2fTxJ10/yuGYSnT0ZNpanxqzXdc1XO49h1z460O20kSsk+NxLM884mPZ7fkEotsJtngIN7pZ/JlCEnpClLe5+GDz1ygr/yGDgy1HvM5EN23aNJqbm9ljW4hBUbm19VmaZy6WOAMhhBBCiDOUNGYnqI9OzIYVAwZpzAohxIS1fv16KvfvpyM+haSy7cxOc6FMvgzs8ZEu7aj0tnsZ8oVIK4jhpV2tPLS+ns9OfpmFqTOw9meOaSgeL8ZkO3pQI9x/9AtyGQxWYmJmE5VSyZ73Wnjmd1sp3uvFFQrTOsPBklWFNFf2DccC9Pr4xnsOGgdy+OayfPaFjezsPDcicQaDe7sxxFkwZRyYgHW79wEq0dHF7N/UQY97iAe6epiaEcOPL5lyVNdVFIW0tFV097zDUKD7wOMNNhAKuY7YmDVEmUi8qRRDzJEXp4uy5xPUulHTwb22hfxZSczLdKIDZT3pqKqVtvZnj6ruiay0tJQZM2bwwtsf4Cv+DLe2Pk9TXhFNsgCYEEIIIcQZSRqzE9TwxKxOEGnMCiHERFZfX8/q1avJWLwcDwoXesuxDXXArBsiXdpRa68ZAAWi06P40TO7OSu3m3OzN5DUsApTehTGBNtxf0xTsh3g2OMM4hbiSNpPdFkHqqrwudumc9OSXF5o7iF+WjxGs4FX367jyrvW4dN1/nReDd+7dAqLTWaeqLiQlo530LSTFx+kh3UG93WPiTEA8LjLiIoqQFWs7HirkW3pBgKaxl9umI3ZePRP71JTVgIK7e3Pj25zHWHhr0/Cbs8HwLAwxND+PoJtXuZf8B6J1h72d1xLSvLFtLU9ja5rx+0xT0WKonDppZcSHx/PU83JRIXczBlYR7Pbjau7K9LlCSGEEEKIk0wasxPU8MSsTlAzoCGNWSGEmIjcbjdPP/00WVlZdEQ5MISCrMoJgD0R8ldEuryj1lYzQEJ6NDvbB/AGwlyQcS952V8nXKZhm3b8p2UBDHFWFJNK6Bgbs/aeyehGP0kJTZy3IIWCWcl867xJ2MwG/vhOFb5J0fx8Zx3xWoAfL/xv5k5fAMD3J6XRO2Th5arZ9PdvOhG3NK6hugE0b+igqWO3pwxHdAl1u7vp6/BSowdZNSeTjNhja4KbzfEkJZ430hQdjoVwuXZjtWZhNh+/ie0PG7NaZj+GGAstG5+ns/deJjvCbGs0ER97JX5/c0SiIk42s9nMtddeS+ugmXrHHL7S/CQ1uZMlzkAIIYQQ4gwkjdkJSjWoGIGQbkBTVIyy+JcQQkwomqbxzDPPoOs6V115JW83tpDv7iGhdwtMuRxUQ6RLPKzmHc9QV3k3DQ1/wx18jJTpb/L6jneIs3rJTbCS5L0cPaidkBgDAEVVMCbZCHYcfWNWC4QJr7ajaGbCs1sYeK2OofoBYmwmvnfBJJ7f2cr/NreTF1L5r6StxFm8xMTMAaC4OJHPYOa1+vMpq1t9Qu5pPIN7uzHEWDBnHVgkTdNCeDwVRDtK2PFmI5acaLp8AebkxH2ix0hLX4XXW4XLtQsAl2sXTue041L/h0wmJyZTAj5/HaYlRurtvyPOsYTLFp5Nl6qx8U0nNlsObW1Pj54T7PLhfq9p3I9As/swj3bqS0xMZOXKlbztKiTb305uRojGvbvGHBPWdd7sHmCP++B/4037dtPXdvpn8gohhBBCnO6kMTuBmdBHMmaNMjErhBATTEtLC/X19VxxxRVUfvAudfGp3BTnRXE1Q8nKSJd3WOHAIJU9d1DX9L/U1d1NVNYL6I4n2VTnYnJ8LVMm/xL/3gFMqXZMSfYTVocp2X5ME7Pu95rR3RAXs4j+uHWYshz0PF5B2BPgs/OyOWtSEl9YlMtvjNGEk8twOmdiNEYBYM5x8CWsWAwKd683op+E37u6pjO4txvb1IQxMQY+Xy2aNkTQlU177QBMcQIwJ+eTTbgmxC/DYkmlte0pNC2I21OG0znjuNzDR0XZ8/F4Kqm1/gpVt5Dd/m+cPTUNgDU72klO/AydXa8TDLoIewJ03beHgbcacK1pGvMx8GYDfc9VH+HRTn2lpaVkLVjJXnMRq/rfYPv2rXTUVuMKhbmnsZNFG8v5wp46btlbT+gji9y17q/g6f/3cz548rEIVi+EEEIIIY4HacxOYCZFIagZJcpACCEmoMbGRoxGI+lJiTz/3nsEzFYu9mwBWzzkLo10eYflbq0ENUzmtu+SV/UoVc/fRVHROhrdGVy56HPEORbhL+89YdOyHzKm2Al2+kbfgn84of4hPGubiV6STk7BLXi9lSiXdkNYp/dflajAwzfP5ycLcklCwxtTgSN6/oHHSrITYzNxe56J9S0zWLtv/Qm8s2GBeheaJ3hQHITbUwZA5booYlPsNBImJ8FOkuPIi3CNR1EMpKVeRUfHy7hcu9C0oeOaL/she1Q+3d1v4/GWUaj+J0NbBkk2GciJs9GghhnqXo6mBelof4nef1VCWCP1B/PI+M/FYz5irygg2OpBG5z47xY6//zzqYo9l+me/eizcvny6g+Y9cFe/qu2ldlOO38szqLRH+Dlrn4AfK4BXv6f36KFQ3TW10a2eCGEEEII8akZI12A+ORGG7OKKo1ZIYSYYJqamkhPT2fD04/TkJaLTYG0mldh8qVgMEW6vMNydZUDkDBnPoNv91MQY2LfgBddh0X5ifir+tAD4ROWL/shU7IdfShM2BXAGHP4puTAa3UoZgPOc7JRLHk4oktp7n6Qks/+H91/34vr7QZiLsjFvbaFQEobitmLt30STB4+X1EVLDlOPhOw8oRjJ795w8OyEh1VVQ77uJ/G4N5uVIcZc7ZzzHaPuwyzKZ2KnUOcfUMxj22v/cQxBh9KS1tFfcNfqa75PaDicJR+quuNJ8peAEBR4R2kxp5H29rNeDa1sWRSEm8MtFC/QydjyTKa9j9GVk02iTdPHffnaimIBX04f9dWknDc6zyZjEYj53zuDqrueY1/6/s7bkMUpvYQZk1DYfgFh0DyBfyH7yaqK7bgd7vQ4tMxpefT0VxLwD+I2Xr8F9cTQgghhBAnh0zMTmDGkcZsGBUjE39qRAghzhS6rtPY2EhCjJM9a95kYMZCrqMZpb8BSq6MdHlH5BnYjyHoIP7c6XSZDZSo8MHeDjJibWTF2xjc040x2YYpJeqE1mFMHo5JCB0hZ3aowcXgri6cF+agWo0oikJ2zm309W8kkNKE87wc3Gua8G5px7ezk/DMZnTNRM3GsU0/c44TvdnHNxb3U9EVzfM7m0/Yvemaju/DGIOPNX/d7n0EXNnYnGYyZiVS0e5i7ieMMfiQ3Z5LbOx8Bga2EhVVOBrhcDylpq6kZMrvyMz8IgaHmajZKXg+aOWC4mR6tDAbK7qJC16IT6nEeG4Ia9H4zWZjghWD08xQTf9xrzESYmJjcZ//e7ZlrKQneh4VrnTq7XPozrqIwfgSbux8AcUwhCshCbW7jamlJUQ7nISc8XQ11Ee6fCGEEEII8SlIY3YCMysKQc00vPiXJhOzQggxUfT29uLz+ejasx1HWiblJjureteCNQbylke6vCMaHKrFGswiHNTY0jOEZjexfk8HC3PjIKwzWN5zwmMMAIzxNjAoBA+TM6trOv0v1WBKiyJqburo9uSki7FaM2lovA/Hiiwsk+Loe6YKxajiiynHZp5GZ/0Q3c2e0XMsOU70gMY5GbOZlbyLO1/biy9wYl4YDTS50VwB7B+bOtZ1HZe7jO66FGack8meNheaDnNzP93ELEB62iqAE5IvC2A2J5KWdvVoXm708gw0b5BZ7jAp0Rb2GYPwUgqGsANX9geHvE67y09fVhRDNQMnpM5ImD3nQs66+W9M/da/0GZ9mbe3aRgXfIvkW59ENdn4QevTvKnaOGv5cj5z/Q3Mmj2bsDWKttqqSJcuhBBCCCE+BWnMTmBGRSWkGdEBo0QZCCHEhNHU1ARA//59JFz7RQbDGlMb34TiS8FojnB1RzZIAzZDHp2NboJhHd95WdSEQ0zvCeGv7kf3h7FNSzrhdSgGBVOS7bALgPl2dBJs9hB7ef6YyVNVNZKddTOdna8z6G8k/rpijIk2opel0u/eSmrGMqzRJsrXt46eY86KBoOCpTOPG0rfp9sT5tntLSfk3vyVvah2I+bcmLHb/S2Ewy6CrhxKl2Wwtb4Pp9VIYVL0p37M5OSLMZuTiI9b/KmvdTRMSXasUxIYfL+Va+ZkUm4O4w0aSM24ivaOF9C0wEHn6LrOlx7cwi+7egm2ewl7gyel1pNp6XU3kjG5hJf//Ds8fo1g6XV8pvFZetLScF50JQC5eXmgqtRXSWNWCCGEEGIik8bsBGZS1JHFvxSMukQZCCHERNHY2Ei01YoBqE3KZI6/Dmt/HZSsjHRpRxQODjFkaSUqqpD2mgGMZpXqkYjLqU0++p+rxphow5RqPyn1GJPtBA8RZaANhRl4vR7b1AQs+bEH7U9Pvwaj0Ulj098xRJlI+e4cmOciHPaQkLCY4gWp7N/UQTioAaCYDJjTowk2epmaO5/JCQ28trfthNxXqMOHKTXqoBiDvt49AOQUz8MaZWJbQx+zc+KOS9atwWBn6ZIPSE294lNf62g5zsok1D3Iiv0eBoGH/H5SUq8mGOylu/udg45/d38XFe1u9vT7CKMzVHv6TM1+SDUYuPTb/w7AK3/+Ha9u9WHWg3yt4xX+1twDQGpqKgrQ1tERwUqFEEIIIcSnJY3ZCcysGAhq5uHGLGE0TYt0SUIIIY5CU1MTVi1Icl4BG9x+bnWtB4sTClZEurQj8rRXgRomOr6YtpoBUnKdbKrrJTfBTv6iDMIDQ9imJo6+Xf1EMyXbCXb60HV9zHZd0xl4tRZtMEjMJfnjnmsw2MnKvJG2tqcJBHpQVIW+vo2oqg2nczpTFqfh9wap2909eo45x0mgwUVy8kXMTtrMxpoeer0HT3Z+WsEu32iG7od8vkYq9z5CaCiaGWfPIqzp7GjsY+6nXPjroxTFcNyudTQsOU7MOU5S2gaZE2tngxqipy4Zh2MqrW1PHXT8ve/VEmU24A2EaYkxnTY5sx8XHRfPZd/+d1oqyqitbsGfdzG3tT7DK+0dNPsDGI1G4hzRuIYChEPy4rwQQgghxEQljdkJzKwaAQjrCkZdGrNCCDER+Hw+urq6CHV3kFRcwjaXl7Pa10DxxWA8eAX6U427oxwAR2op7TUDpBbEsKGmh0UFCcRemo/zvGyiF6eftHqMKXb0wRCa58Bb2vWQRu8TlXg3tRN7ST7GeOshz8/MvBHQaW5+FIC+/o3Exs5FVc0kZESTnOOgfP2BqVhzjpPwQAAH05ibWoGm67y5r/243pMe0gh1+zGl2NF1nb6+Teza/RU2bDiXoL6HKOUWnAk2KtpdeANh5nzKhb8iLfbKQmIuzeNz5xfRZNTYsKmF9LRr6Ol5j6GhAxOhu5r62VDbwx2XTAFgf5yJodr+CFV94mWVTueSb32fy77970Rd/DOifR1c17Wa+5q6hvdnZBCyRtHd1BDhSoUQQgghxCcljdkJzGwYacyORBlIY1YIIU59zc3NAAS72ugtLCXHXUd8f80njjEIazo9nqHjWeJheQb2owbt+AMx+L1BjKk2aru9LMxPQDGqOM/LweA8eTm5ppGp0g/jDDRfkK779zC4t5v46ycfsUlsNieQlraK5pZHCAZd9PdvJS524ej+KUvSaSrrwdPnB8CS6xx+vAYfGfHplCb38+reIzdmdV2nqsPN3paBgz5a+gfHHBvqGUTXg/TY32bzlsvZvuNzdLaU0bH9elKtz7D0om8BsK2hD4OqMDMr9ui+Wacoc1oUjmWZXDItDZtB5bWaLhLiL0FVjbS1PTd63L1ra8mKt/GZaWnkxtupNOqEOgcJu4//xPKpYvLi5UxauBRSSqDoAr7X+hSPtnbRHwwxqbQU3Wiitrws0mUKIYQQQohPyBjpAsQnZzYMv91Q08GkhQmFQpjNp/6iMUIIcSZramrCYjKhBIaoik1hVdVT6OZolIJzPtH17lpdxT821LPlJ+dhNJz411u9/hqsZNFR5wagbiTjfFF+wgl/7PEYE2ygKoQ6fYTiLHQ/tA/NGyTptmlYPrZw1qFkZ91MS8s/qaz8GZo2SFzcgcZs0dxk1j9TzVO/2crUszIoXZaBId7KUIOL6OIS5qbu5tG98fT7AsTaD/07+NU97Xz98e3j7rMYVTb/+Dxi7CYAfO1tNM39HYM9+4lxLsVV/iM69xdy4a3TyJ2WOHre1vo+StOd2MwnN37gRLGZDVw8JYU3d7fRXBEiKekimlseJSvrJpr7w7y2t42fXTyFF/57B4no7PUON8uHavqxz0yOcPUnwZJvk/TQpSzv2sDDLWncVlAIQF1NNYsiXJoQQgghhPhkZGJ2AjMbhv8A1LThidmgTMwKIcQpr7GxkWijSmxyClv8Ya7qWYsy6UIw2Y75Wt6hEA+tr6fPF6Si3X0Cqj2Yn3psah7tNQPEp0expbmPwuRokp2Hjgs4kRSjijHRim9PN51370IP6yR9dcZRN2UB7PZckpMupKPzZQyGaByOqaP7LHYTq340l5xpCWx7rYF//Hg9vWEdX3U/DkcpU2PXENJ03io79CJMuq7z1/eqmZcbx/NfXzLm48EvzWMopPF+9fDb032+BvZ230IgupXCrAcpe/bL9DdM4arvzhnTlIXhidk5xzFf9lRw4/I8PCq8/EEDebnfIBDoorHxfu5/v44Ym4mk/V56W73E9oep6HSjJVhPywXAxpWzBNJn89OOJ7m/pQvVYsWqQkd3T6QrE0IIIYQQn5A0Zicws3F4siaMgkkPEQyHI1yREEKIwwmHw7S0tKC7+oifMo3+9nKyXFWfOMbgiS1NeIZCGFWFrfW9x7nag2nhEEPmVmzWAlqq+ofzZWt7IjYt+yFTsp1A3QDGeCvJX5uBKcl+5JM+JifndgBiY+ehqmPfUBSfFsU5N07hi3cuZu6lubT2D6F1+tj5gkqctY+ZGWZeO0ycwfqaHva2uPj6ikJmZsWO+VhRnExhcjTvVnYxMLCDrdtWoYXDpFf8ijfvBqPFwNU/nENyjnPMNdsGBmnpH2TuBM+X/biZWbFk2sy80diD1ZxHZsbn2V31CE9ubeSi9HgatnYxbUUmyUMQDOs0plpP2wXADqIosOTbFHRtJ6t7F0939JEYG4snGEKXF+eFEEIIISYkacxOYBbT8MRsWFdR0RkKBo9whhBCiEhqa2sjFArhb2uibNJMLu58D81kh8Lzj/lawbDGA+vquHRaGlMzYtja0HcCKh7L216DbgjSXO7A0+fHMTmGpt5BFhVEtjFrn5tK9OJ0Em+bhiH6k0X6OJ3Tyc66hcyMGw55jC3azNyLc1n2rZkoikKoMRFdV1mWN8D7VV24/OP/Hr7nvRompzo4a1LSuPtXFCexpryZLds+T9ifStzaO+isd5IxKZarfzAbZ8LB09Rb64d/3nNzT6+JWUVRWDU7k/1qmD07OsjL+xbvNC1H10Mk7nRRsiydpasKyTCZUIEKm0Kox0+o/+TlLEfUlMshLo9fdDzNP1q6yc7JJmy20t5YH+nKhBBCCCHEJyCN2QnMYhpevTukKwAEgmfIHyVCCDFBNTU1oaoqDHp5wRLP5/rXoRadD+ajm/DU9QNTca/uaaOlf5Dbl+czNyeObSehMdtVtxuAjuZErvjWTGpH8mUXRnhi1jY5ntgrClA/ZdZqUdGPSUxcccTjLGnRKFYD0yenEXClUGLfQTCss7r84DiDslYX71d1c/vyfBRFGfd6ecaN9PqgvGoZ1a98k5iwk6Lzc7jkq9OxjOTOfty2hj4y42ykRChC4kT63Fl5oMC/1tUT1KNY07icJenryZvUzrJri1ANKjlFcaQZjZQFhhf+OmOmZlUDLP4G81rfwdO5H7V4GgDlu3dHuDAhhBBCCPFJSGN2ArNahv8YC4/8GEMhacwKIcSprLGxEafFhDopmZ/u/jk5/RVQcuVRndve/iJr359LV/dqdF3nnvdqWVqYyNSMGObmxtE24Kelf/CE1d7Z4KJuz1aUkJULvn4eGZPi2FjTw+RUB/FRZ9bCk4qqYM524ghpECxAcW9mRmYMr+45OM7g3rU1pMdYuXxG+pjtWlijelsnL/3998QbfotFCdHKzXzuuwtRdIgpij1sDadjvuyHkp1WZsdFs6a9n39tasQ9pLIioYz0+U9jMA4/58ksjiNpEHa1uTCm2M+cnFmAmTeAPZ7bO17mHdWGEg7RUF8X6aqEEEIIIcQnII3ZCcxqHWnMfjgxG5DGrBBCnKr00BDRta9y/eDf+b7yFPO9VXDx746qMRsKeaiq/jWgsXv3V3h+wxOUt7n48ln5AMweadCdqJzZut3dPPff2zHHtGEJZJKY4UDX9eF82QjHGESKJcdJoMlNduFcDLYmZkdZeW9/F56h0OgxzX0+Xtrdxs1L8zAZhp9y+b1Btr/ZwCM/28BbD23GmvEYMZZzWD45nf1aCNU9PAFqSj70FLV3KERZm4u5p2ljFuD6RTl0qhq/f7WCSQEDcwq+jNe3i46OFwHImBRHSlChtstLKMfBUE0/uq5HuOqTxGRDyV3GisH9PNvRh81soruvP9JVCSGEEEKIT0AasxOYzTqy+NdIYzYcCkSyHCGEEIey8a/of5rKpUPPM6CbubH01+y56X1Y8GVQj/yruL7hHkKhAebNfZ7MzBu5b10LBQmDLCmIJ+wawtHgITvezvYTEGdQtq6V1/66m6wp8agxbdjVvOGaeny0DfhZXJB43B9zIjDnOtGHwiQ7SlCNQWLqqgmENNZUdI4e8/d19djNBj47Pxu/N8h7j1fy8B0fsOmFWjKK4lh80xaMlhCz5v2cFZNT2NHYR3ezC8ViQHUeegp5V1M/YU1nzmm28NdHXbE4i2gUBnWdG2dlUjrvUhITz6O65neEwz4SM6PJNpnQgeoYA+H+IcK9/kiXffKkTSezv5L+YJCunEK8mk4oFDryeUIIIYQQ4pQijdkJzGofXjX6w4zZUEgW/xJCiFNO1354/UcMxE7lbm7ki/n/QXXKEs5LOrppx8HBJpqaHiAr6xbs9lyCUd+mrHcy56Q/xb5936b3lQp6HitnTlbscV8ALBzSWPd0FUXzU7jg1hKGzM1E2QoA2FDTg6rA/LzTtzl4OOYsBxgUTG3DEQXJjlpy7RZe29MGwIAvyL+2NHLjwhzCriDP/G4bVVs7mHl+Nl/49WIWX2ejx/UvcnK+jNWaxtnFSWg6rKvtwZRiP2QeLcDWhj4cFiPFqY6Tcq+RYDIauH5KGoscUXzucyUAFBX+iECgh4aGe1FUhRmFCZiAci0MCmdWnEHqDAxBL5eqPexJLwBFpa5qf6SrEkIIIYQQx0gasxOY3TLSmP0wY1YW/xJCiFNP1ZtgMLMx+Qbq44qpy57EN3JTUQ/TeBtzevWdGI0x5OZ8BYB719aSEWvjS+fcRHf3GvZb/p2Q0cWMaCvlba4xb6X/tNpqBgj6w8w4Jwt/dwO6IUBUXDEAG2p7KE2PIcY2/uJUpzvVbMCSF0OoKoTVmkHWjH6yezXeqejEFwjx6KYGQmGdy7ISeeZ3W9HCGqt+OJcFl+cTFWOhqurXmM1J5GTfCkB6rI3iFAdrO90YDxNjAMON2ZnZsRjUo/s3NFH95Iuz+OdPzkYdiYGw2/PIyrqJhsZ78ftbyZ4cR0pIZWerC1NaFP4zZQEwgLTpAHxBbWGXwYrHZKFy754IFyWEEEIIIY7VKdeYVRTFoCjKDkVRXh75Ol5RlLcURaka+Xz6BqodI+vIH8NhhlehDoclykAIIU451W9BzmLqWjrZkZaL0+/lmszkozq1r28TXV2vU1DwfYzGaJp6fbyyp41bl+WRnnYxRd7fEozqoGn+b5ka1tF02NnYf9xKb9zbg81hIinLgaujbHhjbDH3v1/LOxWdZ2y+7IesxfEM1Q4QbZ+CLaGZGVYr/pDGG/vaefCDOs7LSeD9e/biTLSx6odziU0Zbrj29LxPd88aCgt/iMFgG73eWZOS2DDox5BkO9RDEtZ0dpzGC38dSV7u1zEYoikr/3dSCy2khBR2NvZhKYhlqGbgzMmZjU6G6FQW+GuxqArVSWk0NTVHuiohhBBCCHGMTrnGLPBtoPwjX/8IWK3rehGweuRrAVjMBgxKmKA+MjErUQZCCHFqGfJAw3qCuSuo7XexLyGDS309mI8iV1bXw+yv+hUOxzTSUj8DwAPr6oi2GLl2bhZhbxBlUzyFyi8JRLUQ692Kw2pka8PxWwCsYV8P2aUJKKpCRUsdj5Vdx/l/r+PO1yo4Z3Iyty/PP26PNRFZi+MgrGML5OP1lnP5ZyaRFFb4+XN76fEESNvlIrs0gSu/MwubYzgzVtNCVFX/P2Ji5pCSfNmY6y1Pj6EfnUrDoZuLVZ1u3EMh5p7G+bKHYzQ6mFr6J1yu3dS13UKePUiHN4A73Y7mDhDqGox0iSdP2gws7bu5LCmWisxCut3uM6cxLYQQQghxmjilGrOKomQClwL3f2TzSuDhkf9+GLjyJJd1yjKYVUxqaHRiVpOJWSGEOLXUrYVwgNaoUvZkFmAMBbghNfaoTm1tfQqPp5xJRT9FUVT6vAGe2NLEFxblEGUx4t3Qiq7rpC66EKueTa/hdWZnx7HtOOXMunv99LR66Eo08qUHN3Pz+wVsbp/Nl5bksu6H53DX9bNIjLYcl8eaqIxJNgzxVkwd6YRCLjKnBpgTHYU7EKYgoLLirBwuvH0qRrNh9JyW1sfxeqtGfq5jowimm03YgXV9nkM+5tb6PlQFZmbHnqC7OvXFxy9hzux/EQz0MHv+XwCoUDVQYai2P7LFnUxp06F9N59NjaPfFk2TM4G+vuO/AKAQQgghhDhxTqnGLPA/wL8D2ke2pei63gYw8nnc938qinK7oihbFUXZ2tXVdcILPRUYTSomJUzww4zZkDRmhRDilFL1JsTmsLvfQFl6HjPKtlA8ueSIp4VCbmpq/5uU5MuIjZ0LwFPbmghrOl9YlIseDOPZ0ErUnBSMDgspcVfhSdzG9DgDOxr7CWufbmpuMBDmnlcredAxxB3rqmjt93Nb0WruW/AmP7hwMqkx1k91/dOFoihYJ8Vh2J8IgMdTzm1XTcaiw5eX5bP02iLUj+TABoN91Nb+D2mpV+N0Tj/4et1+5ikm1jaO31zzDoV48IM6ZmXHET2SM3+mcjhKmDv3adIdIaKMXjbU7sOSG4NnXSua//jlLJ/SUqeDr4fFBhepeoiK1Bxqq6siXZUQQgghhDgGp0xjVlGUy4BOXde3fZLzdV2/V9f1ubquz01KSjrO1Z2ajCYDJiVMaHRi9gz5Q0QIISYCXYfqt6HofJ4d8BNWVM5qrsSRkHjEU+vq/pdw2Edh4Q9HLqXz5NZmzi9NIclhwbutA80XInpZJgAZk65FRyOHbXiGQlS2uz9Rya39g9z5WgWL7lzN3XubSbWaefzWBbz6rSUsznqDuKgzO7pgPNbJ8ShdUZgMcbg9+5gzPYXy31zMNVcVH3Rsbd2f0fUQBQXfH/dawQ4fS2Lt7Grup8czdkFPXdf50bN7aO33c+dnpp2Qe5lorNZ0pk15jCxrD5urd+E/ex9hd4C+Z6rOjLf0jywAprbv4er4KGqT0tlbuT/CRQkhhBBCiGNxyjRmgSXAFYqi1AP/As5RFOVRoENRlDSAkc+dkSvx1GIwqZjUMEFdogyEEOKU01UBA03481bwXlQ8U9vrmZKTc8TTBgdbaGr+BznZt2O1pgOwo6mf6k4P187NQtd03O+3YCtNwJQ4vEiULToVh3c28ZbnMKgK2z5BzuyvnvkHy367mkc3NrByejq3++3856JCFhcm4u9tRjP6ccRMOubrnu4s+TEoRhWbVoDbPbxAmjpOhrDXW0NLy+Pk5nwVi2X8xd+CnT6WZ8Sh6/B+VfeYfY9ubOClXa3cefU0ilIcx/9GJqj4tGSSPQXUDRRQ2fRT/JdsY3BPN54PWiNd2okXmwPWGGjbzRcLcwipBtYElSOfJ4QQQgghThmnTGNW1/U7dF3P1HU9F/gssEbX9c8DLwJfHDnsi8ALESrxlHMgymD47YxhWfxLCCFOHVVvgcHCY95UfGYrM7e+S/qkyUc8rb9/M7oeJCvri6PbntraRFqMlaWFiQzu6ybc4yd6eeaY85JNl6Fb91OcbGLrMebMNrc8xb92WpmXuoN3vlPMrZPTcfp1cqYmAOBqG244OlKPHMNwplHNBiz5sVh6s/CMNGbH09B4LyZTPFlZN4+7X9d1Qp0+0jOdTElz8k7lgdehdzb188uXy/j8wmxWzsw47vcwkSmKwvSMOLwhM6bYL1PvvQt9WRcDr9Yx1OCKdHknlqIMxxm07yY72k5+bzu7EtIZHDyDFkATQgghhJjgTpnG7GHcCZyvKEoVcP7I14KRiVlFIzgSZaBrEmUghBCnjKo3IXcpj3UPkupzk9JaS3rxkRubHm8lFksqJlMsAL5AiJd2tbFqTiaqAu73mjHnObFkO8ecl5hxHoYhJ0UxDWytP/rGrNtdxupt9+ANRnFWdhntTX+gYW8PdqeZxKzo4Zr6KlDCJqJSCo7+/s8g1klxGFtSGQp0EAh0H7TfP9ROe/sLZGXehMEw/oJp4YEh9ICGKdnO2cVJrN3fRVjT6fMG+Ppj25mS5uRnl0ljfDwLS4YnkLuC1xIbO5d6529RcoL0Pl5O2HOav5sodTq07QbgnMFeOpzxvF/XGOGihBBCCCHE0TolG7O6rr+r6/plI//do+v6ubquF418Pvb3Z56mjCON2aGRKANdogyEEOLU4HdB40a60pdQbolmqacLk9VGUnbuEU/1eCqIjj6QT/rannY8QyFWzclkqHaAYLMHx8emZQFsufE42xaTYX2Plv5B2gf8R3ysUMjNnr1fp8YzH5NB4cI5V9PZ9RptTevInpqAogy/Ldrrq8ESSMdgNB399+AMYp0cj7U/G2A0zuCjmpseRlXNZGR87pDXCHX4ADCl2FlRnEyfL8jOpn6+++ROPEMh/vK52ViMhhNzAxPc9BnJODSFjWXdTC39MyjQNusetGCQ3icq0T/lYnintLTpMNAIvl4uT4rBHAzwVOvBLw4IIYQQQohT0ynZmBVHRzWomBSdwEiUgSYTs0IIcWqoew+0IPcH8lB1jbkN5aQVFaMajtxY83r2Ex11oDH75NYmFubHk5MQhWdtM8ZkO9bi+IPOM8RYiHedS37MPgC2HSHOQNd1ysp+QCDQS5P/ImZlx5GX9RnstlLs2Q+TXRI7euxguA6rcuR83DOVKdGG1ZaDqlsPasyGQm6aWx4nI/2zmEzOQ1xhOF8Wo4ohzsrs7FgcViPffXIn71R28afrZpAVbz/RtzFhORNtZKlGdrcMYLEkM7X0zwx4tuO+eA1D1f24Vp/GE6SpwwuA0b6HrPwCcjqa2BI4jRvRQgghhBCnGWnMTnBGdAL68ASTHpbGrBBCnBKq3kKPy+MRJZVpvgE85bvJKJ5yxNOCwX6GAh1ERw9n0dZ3e9lU18u1c7Por+zFX9lH9LIMFHX8BX4cqSWkaykk2b1sPcICYI1ND9DV/RbFxb9la6OfRfkJKIqK2f9VrHFNmBPfAUDTNPymJqIsEmNwOPbiRCyebNyefWO2t7T8E03zk5V102HPD3b4MCXZUFQFo0FleVESDT0+vr6igHMmp5zAyk8PU5Id1Hn9hMIacXELKSj4Pi3uhwmf04R7TSP+6mPLXZ4wEieB0Qrtu0nKziOvuYZ2WzSNbk+kKxNCCCGEEEdBGrMTnFnRGdKHJ2bRZPEvIYSIOF1Hr3qTfeZiei128je8hTU6milLzz7iqR5PJQBRI1EGT21rItpi5OKpaXS8VMugpuNLtB3yfEuOE2f9YvKdFWyp6zzkcf39W6mp+R3ZWbfQFVqI2x9iUcHwQl/tZekEehfT0PQ/hEJu/P1taCYvUTGTjuGbcOaxFMdh6cvC3X+gMatpAZqaHiIl5XKs1vTDnh/q9GFMOTAVe9vyfG5dmsd3zpPv+9GYPymBILC3brgBm5N9G4mJ51Jv/h3ke3G90YCun4aTpAYjJJdA225MVivzQx7QdZ6tOY2nhIUQQgghTiPSmJ3gTIqOf2RilrA0ZoUQIpIG3S52//NPKO42/qFPwuH38c2Vl3Pzn+8lLi3jiOd7vJUoipEoez5hTefpbc1cPiMdky+IrXuQ2iGN1pqBQ55vznHiaFtAUVwjZW1efIGD30kxFOhmz95v4nTOpKDgB6yv6cFiVJmVHUsoGKa5oo/E6G8QDnupq/8LrtbhRqMzWRaeOhxrfgwWby6DgQZCoeFpxfaOFxkKdJCTfdthz9V1nWCnD1PygcbszKxYfnpZCUaDPFU7GsvnZoAOa3e0AaAoKiVTfo/RFENz8V34W3oI1LsiXOUJkjYd2ocXALvgggtJdvXxRpvkzAohhBBCTATybH+CMykwpA1PzOqSMSuEEBHj93h4+Ptfx7X+EcIYea7gIi6wKkxZsBhVPbpFmzyeCuz2fFTVzNqqLjpcQ1w7N5Ou1+sJ6zqtikJL5aHfkm1KjcJojGZ2TAKarrCz8cCxgUAvdfV/YcvmK9D1EFOn3oWqmthQ08Pc3DgsRgOtVf2Eghp5U0vIyb6NpqaH6O5ZDZqB6LSiT/09Op0pJgPO2FJg+Oeo6xqNjfeTkHDWmMXcxqO5A+j+8JjGrDg2aalRJKsG1pZ1ji72ZTLFMG3q/+EL19I39XXc7zVHuMoTJHU6dO+HgI/CeQvJ725hn9FG8HRe9EwIIYQQ4jQhjdkJzqSAXzcPfyGNWSGEiJgNz/yToUEfC6cnUJc0F7c5iq9OKTyma3g8+0ebeE9tbaIoOZrpidEEd3fTpEHJOVm0VPWjhbVxz1dUBXO2gxneWVgNftZV7sHjqaS8/A4+WL+U+vr/Iz5hGXNmP4HVkkowrLGlvpfFBYkANOztISrGTEJGNDk5t2M2J9ARfhrLUBoGk+XTfYPOALG5M0Az4OrbQ0/Pe3i9VeRk337E84IdPoAxUQbi2F05PZ3tvkHefrlmdJvTOY3MjBvoS30LX1UrwQ5vBCs8QdJmgK5BZxmqauBsh5WA0cTrlfsjXZkQQgghhDgCacxOcCYUgrqRoGJA18KRLkcIIc5IPS1N7HzjZRZfdhnGtu08Z59Jod/N1NSko76Grmt4vfuJjiqm1xvgrbIOrp2bhXdzO2g6+qQ4skriCfrDdDUeemEfS44TS1U2RfHtrKvYxabNl9Dd8w65OV9l4YK1mLzfpWmPjVAgzO7mfnyBMAvzh/NlG/f1kj01AUVRMBjsFBb8OwBWcj7dN+gMYZ+cgsWTTn/bThoa78XpmE5s7IIjnhfs9IFBwRh/6PxgcWTfuGoKFoPKfe/UjJksz8q6GQ0frvwPcK9tiWCFJ0hyCSgqtO0C4LrlS7EGhvjX7vIIFyaEEEIIIY5EGrMTnEmBkGYkpBhRZPEvIYSIiPceeYDo+ARmFTtAD/NUylmsSnQe0zX8/hbCYS/R0cU8v6MFXYeV09NwrW2meUgjZ0EaKblOjGaV5sreQ17HnOMEf5hlOSmU9RSQkvNHZk9/m56Ky3niF5W8ef8+Vj9UzsN3rOfJl6uwmQxMz4xhoMtHf4ePnKkJo9dKTr4MR+dCEixnf9JvzRnFmGDDFsyn1/cu/f2byc65HUVRjnheqNOHMdGGYjjyseLQnFYTn1+cwy5rmBce2It3YAgAmy2D5JRL6ct7A++uVsIj208bZjskThrNmU1NTSV3oIudFgfe/kNHnwghhBBCiMiTxuwEZ1IVgtrwxKwiUQZCCHHS1e3YSt2OrSy/4UsY69+h3ZZBuymJm6dNPqbreDwVAERFFfPk1ibOmZxMVNUA+ELUA1lT4jEYVdIKY2nZ33/I65izHaDADSkLMBlM3P1cIo/8ZCtbXqkjqzSBa38yjxv+cyFF81LYWN9Hmk/nnYfK2bW6GVVVyJocP3qtcG+A9J1fITXrymP/xpyhHNElhFUPNls2yUkXHNU5wQ4fJokxOC5uXpZHWIFtBHjz/n2jsR852bcRoBN32hbc61sjXOUJkDod2oYbs4qisMBioCcmgbfeeC3ChQkhhBBCiMMxRroA8emYFANBzURIMYIujVkhhDiZwqEQ7/7jfjImlzJpzhz0P3+J12KXslgfwmk9tkxWj6cSo9FBbW80Fe1uvnv+JNyvN9OjKiRNS8RgGn4tNWNSLFtfrScc0jAYD359VbUYMaVG4dneRYlbYXWgn8+eV8zcFdnYnebR4xasKqB9bw2fzU2mvXYAd4+f9KJYzLYDTw2CTW4AzJmOT/LtOSPFZs6hqQucO1fQ+trGMfsUswH7zGSiF6djjLcCoOs6oU4f1sLYCFR7+kmLsXHlrAzeLe9kRnUfm16sY9FVBTgcJcTHLaW/+E2c7y/GuSIL1XoaPQ1Omw7lL0I4BAYjF2em8vCAzgu1jVwy6MNsk8a/EEIIIcSpSCZmJzizqhLUjIQVA6pMzAohxEm1681X6G1rYcUXb0PZ8Bd0Xy8PZF7FLQWZx3wtj7eSqKhJrK7oJMpsYIFmINQ1SPlAkILZyaPHZRTHEQpodNS7DnktU46TcJuXVZNSCRkU9serY5qyADsa+xkKaay6qJDP/2oRl359Omd9rnjMMYFmN4Z4K4Yo0zHfz5kqsWQ5hZb/JKvkCzjPyxnzYZ+RhHdrO+2/30L3I2UM1fajeYJovhDGZGmcHS+3L8+n2xdgaH48299ooG53NwA5ObczqNbidezGu6k9wlUeZ6nTIeSH7uEFv2YW5JHi7qMqo4A9a96McHFCCCGEEOJQpDE7wZlVA2HdSEgxDK/IK4QQ4qTwuQZY//TjTD37PFIS7bDujzyfcikuNZFz87KP+Xoez36io4t5p7KTpUWJDH3QSsBhZsCokl1yIF4gOduByWoYs7jRQdcyqdiBs5ZlcsWMdB5YV0cwPPZ3xPqaHpxWIyXpTlRVIXdaIvFpUWOOCTS5MWdGH/O9nMlUg4GcJZ8n5qxcHMszx3zEXl5A2h0LiL2igFCnj65799D5l50AEmVwHE1KcXDO5GTe7HORPTWe1Q+V4eoeJC5uMY7oUvqnvo37gxb00Gn0vCl12vDnkZzZ2NhYinwDNKbnsenVlwiH5MV7IYQQQohTkTRmJzizwQBASCZmhRDipFr/1OPomsbSz34B/e1f4FPM3JF/O1dFm1DVY/v1Gg4PMThYR0idws6mfpYmOgjUu6gJaOROS8BoNoweqxpU0otiD9uYrW70ABCLzu3L82kb8PPSrrG5mhtrepifl4BBHX/BKT2sEWj1SozBcaZaDEQvSiflO3NI+FIpxmQ7hgQrxgRbpEs7rXx5eT5VnR6MS5IxWQ28989KFEUhO/tWPOad+PT9+HZ2RbrM48ceDzHZozmzAMuirQQMRirNdio3vB/B4oQQQgghxKFIY3aCM6sjjVmMsviXEEKcJN2N9ex+6zUWXHUdJlcVyu4n+GX2TUxuauTfphYd8/V8vmp0Pczuzix0HWa3DqHEWtjfMUjBrOSDjs+YFEd7rYtQMHzQPr83SOW+HsIWA4EGN1PSnCyflMS9a2vRdR2AwUCYHU19LC5IOGRNwXYfhDRpzJ4giqpgK44n6eappP1gHso4ecHik5ufF8+MrFge3NTAkquLaNzXS/2ebpKTL8FqzWBg+tu41zaja3qkSz1+0qaPTswCnJWdji3gp3POMra8+Mzo//9CCCGEEOLUIX8FTHBmw/DCFSFFRZXFv4QQ4oTTtDBrHvwbMckp5J13CbXPfZeKqDx022wu03zExcUd8zU9nkoANjVaKU6MIqZ6gIFkO0aTSs7Ug5unmcVxhEMa7bUH58zu39yBroE1PwZ/ZS+aP8RXludT0e7mvf3DE4JbG3oJhnUWHaYxG2h2gwKmDIkyEBOPoih8ZXk+m+t7cSUaSS+K5YOnq9F1leysm+mPWo/P3YB3y9Flzbp6Bnnpf3cx6A6c4Mo/hdSRxuxIAzY/L4+s3k6q0vLobqynYfeOCBcohBBCCCE+ThqzE5zFOLwgSxgDqn7w5JQQQojja9OzT9JUvpcpN32Vv77xNyb37SFwzi+JLttNSUnJJ7qmx1uJyZzG+9X9LNQMGGIs7GvzkTM1AZPFcNDxiZnRWOzGceMMyte3kjM1gdgVWYRdAbru2cW8xGimZcTwt/dqAdhQ00Oc3URxyqGnYQNNbozJdtRxHl+IieCC0lRyE+zcu7aOpdcU0d/pY++7LaSnX4vR6MQ9dy39z1XjWtN4xGnS9c9U07ivh8ay3pNU/SeQNh38A9DfAIDT6aQk6KNZNWEonMKe1W9EuEAhhBBCCPFx0pid4Cym4VW2QxhkYlYIIY6zrkCQD/rcox/PbN3Ovz5YD5+9jW+7w3y58i94Ci8EUy7hcPiTN2Y9lbQHFtHrDTC3N4RpaQadTR4KZh8cYwDDb4MfL2e2q9FNd5OHKYvTsGQ7Sf7qDLTBEF137+LmaelsqO1hd3M/G2p7WFSQgHqIfFmAYLMHc5bEGIiJy6Aq3LosnzfK2nHbFEoWp7HllToCg0YyMz9Pb9RbWM9x4nqzgb5nqtDD4y8G1rK/j5rtXSiqQnvNwEm+i2OQOn3480dyZs+Od6DoOu6lF1C9dRM+1ylcvxBCCCHEGUgasxOc9cPGrGJA0U+j1YWFEOIUcPOeeq7eWTP68XW3yhNX3MLvY7L5t+Z/kRzsJ/ri31BWVkZaWtonijGA4cbsnq4SohSFOTlxNHqDGIwqOdMOHTWQOTmOjjoXwaED75Yo39CGzWEaPc+UGkXy12diiDIxe3UbmdEW/vjWfnY3D7Ao/9DX1gJhgh2y8JeY+FbNySTWZuKJrU0sWFmApulsfrGOrMwbAR1X0Vriri7Ct72T7of2ofnHvsitaTrrnqoiOcfBpHkptJ3KjVlnOjjSYfs/QBt+Tjg1N4dkVy97E9IBnfL3341khUIIIYQQ4mOkMTvBWS1WAMKoGGRiVgghjpvuQIitLi8/yU9j7ZxCfrThBb756oO8XZrJpinRfK7uUZSFX2EoOpPq6mpKS0s/0eMEg30EAp1sqY1jnm4g8YpCanZ0k10aj9lqPOR5GZPi0DSdtup+AELBMPs3tVO8IBWD4cCvd4PTQtJXpmPPi+Ear8K7lV2ENZ1FBYmHrqnVAzoyMSsmPKvJwNKiJDbU9GB3mpl7SS773m/B3WUlLe1qmpv/gXV2DIlfKiXQ6Kbrnt2EBoZGz69Y30Z3k4el1xSRVhhDT6uHocFT9PmWosBlf4Tqt+CDPwGQm5tLdm8Hm7xBsuYsYO+7b8kiYEIIIYQQpxBpzE5wVstHogw0yZgVQkwMWjjMun89Qn97W6RLOaR3e13owKrUOFqe+yf63u3cdMuXmZoQS847P0OxOGD5D6iqqiIUCjFlypRP9DgeTyWuoWgqB4wsz43HbzXQWe86ZIzBh+LTo7A5TLTsH44zqNvVzZAvxOTFaQcdq1qMJH6xlGtmZxKDQqLFSEFS1CGvHWhyg1HBlGr/RPckxKlkUX4Ce1sGcPmDzFiRhSPRxrqnqsjKvJlgsI+2tmexFsWNRH8E6fzLTkL9QwQGQ2x8oYaiucmkFcaSVhALOnTUnsJTs8UXw9LvwJr/grq1REdHM5MgfiC49Hy6G+vpqK2OdJVCCCGEEGKENGYnOJtl+I/mEAaZmBVCTBi7336dTc89wfv/fDjSpRzSml43JVFW3Ds2s/3VF1h+w5fIyMuCf14H+9+AS/4A1hjKyspITU0lIeHQ0QCH4/FUsq+7FB2Fi64oZv+mDgwmldzph55oheFV5zMmxdFcMdyYrVjfRkqek4T06PGPNyikrZrEjwpTuDlsRg8eOv4m0OzBnB6NYpCnCWLiW1SQgKbD5tpeDCaVJVcX0lzRR0dVNElJF9LYeD+6Hh6O/vjaTHR/GN/Wdra+Wk/QH2bRZwoBiEu1Y7EbaTuVG7MAK34K2Yvh6ZvB1caC1CSiA352xaQQFRvH3nfeinSFQgghhBBihPzFNcHZbAeiDFRdJmaFEKc+v8fDB089RnRcPFWb1p+SU7NhXeedHheLLQpv3PNniuYvZvbSefDgxdC4EW54EkqvJBAIUFVV9YkX/QJwde1lX/ssJjuspKU6KF/fSsHsJCy2Q8cYfCijOI6uRjc9rR4ay3uZMs607EcpisI1V5ZwRcjI4J7uQx4XaHZLvqw4beQm2EmLsbK+pgeAvBmJZE6O44NnqslKv4VBfyOdXW8AYIixYJ0Sj2dnF7vWNDHzgmwc8cPPtRRVIbUg5tReAAzAYIRVfwdFhadvpiAni9zOFl7u6mfyWedS8cF7BANDR76OEEIIIYQ44aQxO8HZ7B/JmEUas0KIU9+Gpx8nHAhw7S/uxBIdzdZXno90SQfZ6fLRFwpjf+cV7DGxXLTqApQHzgdvD9z8OhSeB0B1dTXBYPATN2Z1Xae/bR97+gs4Z1Y6rdX9uLr9TFmcflTnZxbHoevw7qMVGI0qhXNTjniOMdGGOS8G79aOcfeHvUHCPX5Mki8rThOKorAoP4ENtT2jXy+9pgh3j5/X/i+ISZlBQ/29o9mrtqmJaN2DJDhMzL4gZ8y10gpiaK9zoYVP8QVXHSnDzdmmjRQ2/JOC7la6QxrB+Wcx5PNSvXlDpCsUQgghhBBIY3bCs0dbAAjpBgwyMSuEOMX1tDSx881XmH/lNcSlpjPrwsvY985b+Fyn1gTa2z0uHKqCcdO7nLdiCubHrgRbHNz6NqROGz2urKyM5ORkEhMPHztwKINl3ezz6XjCFlaUpFC+vg1nopWMotijOj8m2UZUzP9n767Do7i6AA7/VmMbd/dABEJCcHcr7lYqQFvq7u7ughSKFXd3TUiQJMQgxN3d1+b7Y/mgFG+hUDrv8+Rp2Z25c2eTbGbPnHuOkuJMQ03aG8myBTCLcESdVYO2vOmy5zQF9QAo3a5cEkEk+jfq7GvLmaJaqhrUANi6qhj1XBiW9iZkHu5JXX0ikVs2UF/VTIUEtIJARJANCiPZJeM4+ViibdFRUdBwJ07j5nh1h35voTj+I+OUWZjrNBwWFLi0ChLLGYhEIpFIJBLdJcTA7L+ciYnhA4NYY1YkEv0bHFqyAJWNLeHDRnL8+HGsA9siSCTE79p6p6d2if2VtQQ3VtHWugqPhA/BvQM8uAMsXS9so9FoOHfu3F/PltXoKd8bQ0KVH+ZGEGyvIuNUKa27OCORSm5oDIlEgmsra4DrljH4I5M2dkiMZDScujxrVp1Xh8RYhtzW5IbHE4nudl19DTWgo89nzQK4+FkxbE5bRj46E4nWk8qGJSx5/Ri7F52hRinDrLr5snEcvCyQSiUUZVT/U1P/e7o+DQFD6FO1ko75cWwpqSaoT39yk05TU3rlrHmRSCQSiUQi0T9HDMz+yymUchRSDTqJVMyYFYlEd7XMuBNkxZ+i59SHyC8oZPv27axauxZN6zCijhyhqb7+Tk8RgDK1htN1TTglxNDDuQCJb1+YshqMLS7ZLiMjA7Va/ZcDs9VbM2jQZ5BYHkR3PyuyYsvQavW07nLjAVaA1l2c8Q23x+UGs2wBpEoZpqH2NJ4qQdALlzz3//qyNxocFon+DdysTXG3MblQzuCPrB1VtG4zBzPHRDqNlWLlaIpjb3c0hQ1oKy7NKlcoZdh5mFN0t9eZ/T+pFEb/jFRpymOFKyjWaGkMbo/CyJjkQ3vv9OxEIpFIJBKJ/vPEwOy/nFwpQy7RoROkyMXArEgkukvptFoOLvkV19bBBHTuRmRkJA4ODkybNg17ZxfqbZz4+ptv2L9/P7W1tXd0rgcq6wAISDuGma4CQieBTHHZdikpKdjZ2WFvb3/Tx2iILaEhppjqEDU5tR70C/TgTFQR7oE2FxoN3Sj3QBsGz25z04FU0whHdLVqWtKqLjwmCALqPLHxl+je1MXHlmMZlwdmAZwcR2CkdMTYeQtjX2qPQ3cXkEtpSrq8SZ7zv6EB2B+ZWCPtMocu6tP4Nhaxs7aZgC7dSTq4F0F/l9fKFYlEIpFIJLrHiYHZfzmZXIpSqhVLGYhEorta/K5tVBUV0OeB2ZSUlJCRkUG3bt3w8/PjgYceItjcCEVdFceOHePbb7+lqKjojs11X0Ut7o01RNie71ru1eOybbRaLampqQQFBSGRXDsgqtM1cyx6EAmJj1FVFYO6qJ7qDemYtrMnptHwvh1qpaIkq/amyhH8XUp3c+QOJpc0AdPVqNHXa8T6sqJ7UldfO9JK6ymtu7xEgVSqxN39AUpKttDcXIjUSI5xgDWNiVcOzNZXtVBXefk4d62Ih0Cm5In0JWwpqSK4d3/qysvITUq40zMTiUQikUgk+k8TA7P/cnKlFIVUd775l5j1IBKJ7j6NtTUcW/c7Ib0H4OjtS1RUFBYWFoSEhFzYpseocUizUxnevTMmJibEx8ffkblq9QIHK2pxSz1NkJsM7ANB5XDZdpmZmbS0tNxQGYPa2gQaG9OprU0gNm4KJ06NpNY3GvNRHkTnGuNv20Dp6QqMTOV4h/61JmJ/hUQiwSzCiaaUCnQNGsBQXxYMQVuR6F7T5UKd2corPu/qOhmp1Ji8vN8AMG1jhya/Hu2fArBOvpYA/7KsWSs0oVMZWbWPusZqyl28sXZ2Jemg2ARMJBKJRCKR6E4SA7P/cjKFFIVEhxYpcjFjViQS3YWiVi9H0OvpPmk61dXVJCYm0q5TZ6Lid7A8I51FBeXsMLYmu/9ofk46R1lIOIlnz6K/A0tsY2sbqNHp8ck7h40mixqbthw/fvyyr2PHjmFjY4Ojo+N1xywujyWmuCsZLCHh7Cfsy+3IMhJ4f80LJJS40cVbSmp0EQEdnZArZNcd71YyDXMAQaAxvhQATX4dUnMlMkujf3QeItE/wdHCGB87s6uWM5DLzXFznUJB4Uo0mlqMA21AJrmsnIGZpREWdsb/njqz5xn3ehYjNDxUuImt5TWE9BlA2vEomu+S+t4ikUgkEolE/0XyOz0B0d8jk/0/MCsTa8yKRKK7Tm15KYn7d9F1wjTMrKxZvnM3x/3acLq6gPUnZpJp4sa0tp+RY+IKfuHo9XoEqYyuKjsKCgpwd3f/R+e7r6IWE3Uz7e2NkNbms6O2kdRzO664bb9+/a5ZxiC/qpElx3JYfsyRBs0kZIlnQTAFSXcABAQUUg2drR3Jqmv+R8sY/J/MXIlxa1saT5Sg6upiqC8rZsuK7mFdfG2JTL+8PMH/ubnPICd3ASUlW3Bzm4qxvzVNSeWY93S7ZDsnX0uKMqpv82xvMUs3Kpz7MDNvDSOLpvJM994c+f030k9GE9K7/52enUgkEolEItF/khiYvQcoJIZSBmJgViQS3W1it29CbmSMtmtfHjqdwQ6lHUbOdmzJ+QytuSs+cgVRiU/C5FUIbhEseelJ1nYYSKK7HwkpKf9oYLa6upr1Gbm4VJVhps5BQELXyS8yMaDtdevI/p8gCJzMqWLh0Sx2JRdjppTTw+0Ek4Ns8d3ZCbOOTliP9Ltkn20/JWDnLsfe484ERM0iHKlYkoKmoB51QT3mvdyuv5NI9C/VxdeW5TG5FNU04WxpctnzxkZOWFt1pLRsJ25uUzFpY0fVmnNoq1uQW13MJHf2tSLteAnqZi1K43/P5bRR3xexXD6YDnk7yA59GkcfP7LiT4mBWZFIJBKJRKI7RCxlcA+QSwR0YikDkUh0l2mur+fUgX1smvgEY5PzOFVZQ7fMFGJ85bTJ3YW8+9Mwcy/Y+MLi+5Cc2UKH4WMIOriZOiMTNhRVIAjCPzLXo0eP8tHPv5CnMMa/KJvBrcyQOIXg0Sr0hoOyeq2eqR8eYPwvx0hMKeNZU3NW2TQx3n8V9jEmtBjLkXa6NCu2oaaFnKSKO5It+3/GrayRqhTU7MhCaNGhdBMzZkX3rs4+hjqzVytnAODgMITq6hjU6gpMAm1AKuFcTAFT5kdTXm9oCujsa4kgQEl27U0dvym5nMo15/76CfxNlv5dyDFqzeN5K9haWoV3WAQ5CbHodeLNfZFIJBKJRKI7QQzM3gOUEj0aQYZM0P1jQQyRSCS6ntN7trO74wDOGZszt7U7U07u434HCxyTl4KxJYRNAzM7mLEZ/AfC6vtpLUumlVKKX2Uxx2xdKSgouO3zrKioYP/+/UhCIwAY42SFUWEMePe6qXFO7ckkqr6JV70dWNvOm34qFWUkgiChvqU1kZVqlr8bw465iRSmVSMIAqnRxUikENDR6Xac2g2RyKSYhjvScr5eptJNdcfmIhLdbnYqI1o5mhN1jcCsvf1ABEFPWflepKYKjPys+DQmi6iMigtlEGyczVCayG+6AVjdkQIaT5WgKW/6W+fxd9QE309AYw7lydvxCg2npaGBwrSzd2w+IpFIJBKJRP9lYmD2HqCQ6i+UMrgTzXJEIpHoz7RqNQvPZnC6dXs+CnDHrTCbpoYGurZrBbFLoeNsUJoZNlaYwPjF0PUJpHveYGxYC+GR26hQWbLqbPptn+vu3btRqVRkmZjjVJpPz1BvqCsCrx43PIauQcOWyBxUUgmuGLH+QAGROXXo/QswMfGn4+t9mfRxV3pMDKCysIENX8ay+qMTJB7Mx6edPcZmitt4htdnFmFoYia3NUZqemfnIhLdbl18ba+ZMWtk5ICVZQSlpYb60gmOSg41NiOTSEjINwRiJVIJTj4WN9UATFerRp1jyLD9c0Oxf5Jr14lkydwYl7GUamdPjFXmZMWdvGPzEYlEIpFIJPovEwOz9wAFoBFkyAUtOnEpmkgkugtsPXKYbe37McLCiMmOVkRFRdGqVSvsMjcAgiEw+0dSKQz8AIZ+gWXWRqZal+JQW8nqRuG2rgTIyMggNTWVPv36cUIroW1jFVaN50AiBc8uNzxOzZ5s9mvV+LRIqc5voPsEf2Z80g0j6zRsbA2ZuEpjOW16uzHl7U4Me7wtJuZK6qtbCOnhertO74YpHEwx8rXEyNfqTk9FJLrtuvjaUlDdRF5l41W3cXAYTFXVMZqaq/gstYggZPRxsuB0XvWFbZx8LCnOrEGvv7H3qKbkcpCA0tuSpsQ7F5i1tbPjrHkvutScJvbsEbxCw8XAaMUHKAAAxq9JREFUrEgkEolEItEdIgZm7wEKiYAGOQoxY1YkEt0FatUaXm+U46Bp5ut2AZw7d46Kigq6dwqH4/Og3VRDCYMr6TgL3DsT5lhFREIkOebW7M/Ouy3z1Ol07Ny5Ezc3NyrMrWmSKxnm5QpZh8ElzFBu4QZoShpIjC4gHz3tLVVMfqsTbfu4g7SapqZsLC3bX7K9RCrBq40dI55qx+xveuHayvp2nN5Ns3swBKs/NSYTie5Fnb1tkUggKuPqwVF7+0EIgpaFhw6SWlrPi252BLZAUmENWp3hWsvZ1xJNs47KwvobOm5TYjlGPlaoOjmhKahHW9l8S87nrzBtN44ChQPup37BOyyCspws6irvXLBYJBKJRCKR6L9KDMzeAxRSAY0gR4YevU5sAHav2TF/Nikrn4eGi8su9Xo9u3btIiMj4w7OTCS6nCAIzI5OoFZpwvdetphKpURGRuLu7o57+WFoqoIuj197kLBpKAtjmOEow7ypgW/T82/Z/M5GHmL9J++w/uO3+fXj9ygrK8OoJI/vj0Ri0tzIiI4dIfvoDZcxEASB6q2Z7JVoUQow55F2yBSGP601NXEAWP0pMPtHCiPZ3z+pW0QilyKR3VijM5Ho38zSVEGQs8U1yxkYGzsjM+7EL5ECo8Nc6dDBFf9KDc0aPedKDIFYR29LJFLJDdWZ1dWracmqwSTEDuPWNiCX3NFyBkHBbdir7ErPkoPILXUgkZAdH3vH5iMSiUQikUj0XyUGZu8BSomhlAGATn3nsi9Et97mA5sZUrCK1md/RfgqEDY9ASXJxMfHc+zYMZYtW8apU6fu9DRFogsW5JdzUCdj8rnjdAsOJiUlhfz8fHp27wbHfoDA4WDre+1BgkeBwoyunmrCM5M4ITMhu/HvvbcJgsCxtSvY9t3ntDQ2opfJKdFKsJRL2eIXRoxHIJMVWkwa8qChDLxvLDDbfLaSlrRqduvU9PS2xd7xYuOs6ppTKJUOGBu7/a25i0SiW6+rry1RGRXXLJWyLXsULTp4foAbxv7WtEaGBEjIrwYMN1bs3FQ3VGe2KdkQBDYJtkVqLMfY3/qOljOwt7enzjScZJU/npunEe5nTFa8WM5AJBKJRCKR6J8mBmbvAXKJ5GJgVqu+w7MR3SrNag1FqZtpkJrQqdMK9kg7IaTthp+7Yrv1Qfq7qwkPC2PLli3s27fvttbhvFvVacWayreTVquloqLisq/S4mJami7vKH6ypoF30gsIT4xiducOaDQa9uzZg5+fH/7aM1CVDd2evv6BjcwheDSKlLVMtjVBqdXwSWzyTc1dr9fT3GwI5uq0Gnb9/C1Ra5bTZdwUJr37KWZtItAaGRMzdBJHHbz4NMCNj/r3NJQxkMrB4/r1ZQWtnvIN6cRptZRIBcb38Lrk+ZqaU1hZtkciEbNQRaK7TRdfW0rrWsgsb7ji8+ml9WxIMmOo115k6qPIrI0wM5LjY2bE6fOBWTCUMyhKr6G6pPGyr+YGzYXtmpLKUXpZIjNXAmDSxg51Xh3a6jt3Qz04qC0f2D3JUYt29JbvwTxrCzrtrVt5pdfrqCoupKqo4LIvTbOYSCASiUQikUgEIL/TExD9fUqJBLVeAVLQioHZe8bH+w8yu/IgNV4DMbdw402vh9BXpePiXItt2mq65/2IEOKJdf/+7N27l+rqakaOHIlc/t/4tS5u0dApOoWlbXzoaWN+p6dzT9q4cSNJSUlXfE7e0kTXQH/aDx6OpYMjp2oauD8xE4/6KkZlJ+H7xKMcOXqUmpoapk6ZAhsngGd3cL36sv5LhE2D+GUMG+LE/GMZbHX3p7xFg52R4pq7NTc3ExcXR0xMDDU1NQT4+9OSkULlmUQGz3mW4F79KCsr40D8aY50HkBJfTNL2vrQ39bCMEDWYXCNAKXZdadYsS8XatTsMZdgqpPRK8D+wnM6XQu1tUn4+Q29sfMViUT/qA5eNhjJpTz02wke7OrFuAh3VEYX/35+uC0FRwsTxrUppbR0B85Oo1A4mhJYp+V03sUMWZcAKxIO5LP87ejLjiE3kjHupfZYWRnRklGN1X0XVwuYBNpSJZPQlFSBefc70wAwODgYr8hjPNT5PZamf00ftlO75kksJv5oaMj4NzTV17Hp8w8oOHvlm2pm1jaMfvltHL2vs4JCJBKJRCKR6B7334jg3OOUUgkNguFbqRFLGdwT8isryao+i6u6DPo8wVNKNx5V69hzYh8W1vb06PETrmULkZxcSPc50VhaWrJx40Zqa2uZOHEipqamd/oUbrvDVXW06AUOVtaJgdnboKKiguTkZHr06IGPj8+Fx+sqytk+9ztaXH04fjqB+O2bqes/koW+7Qk0ltNt7c90vv9h6urrOXLkCB07dsS+IRUK42DKmhufgEdnsPFFkbSKYUJ34oEvYk7xSc/OV51vTEwM8fHxaLVagoKCaBscRNSRw2ilcmw79kZjaYtWq2XxvoNsDO+NscKIjaE+tDU///ui1xvqy3acdd3pqWtbqD+YRzGQai6hr5MDxoqL9WLr6hIRBDWWluE3fs4ikegfY26sYM2jXZh7KJP3tqbw5e5zjI9w54GuXmSW13MgtYwfpoThbjmAzKxv0GrrUTiZ0bqqjh0ldTSpdZgoZfiE2jPmxfbotH9qvioIHFmdxo65iQwf7AkCmITYXnhaaiLH2M+KpsTyOxaYdXBw4JEpk0hPzmK69zPMLa5lcOrvaFbWoRi/ABTGf2nc6pJi1n/yDk21NQx7+iVMLawueV6v13Fk+W+seucVhj/zMt5hEbfgbEQikUgkEon+ne6awKxEInEHlgBOgB6YJwjCtxKJxAZYBXgB2cAEQRCq7tQ870ZKiYQqvQJkoNG03OnpiG6Blw8fZ1LZHjTWvijcOnCfAB7GRZzqPpQ+8UcJcHcF9xnw+3goiKVNm/ZYWFiwYsUKfv31Vx588EFUKtX1D3SbZWZmotfr8fO79Z3eI6sMzVdO1l55Garo7zl27BgmJib06NEDpVJ54fGjMUcw0zTTa+Agdu3eTdHEway2dMY/PZHnE+fi7FBHUONOshbPZbC+mrbqMtgRAw5B4D/gxicgkRiyZg9+Qr8Rs1mbmMtqO2dea2zE4vyNB0EQyMzMJDo6mrS0NExMTOjUqRMdOnRAU1fDmvdfx14mo/3UhzmTkcXGjRtZEHWCzf7tcDFSsDYiADfji+dGSSI0V4N3z+tOL2NBEsZ6AWG4N6lbE3h6QMAlz9fUxCKVGmOuCrrxcxaJRP+otm5W/Dg1nILqJpYcy2ZFTC6LorJQGcnp6GXDsDbONDUNJj3jM8orDqBybk+rEzp0gkBKUQ3tPW2QSCU4+1pecfzBs0NY8/FJCvfkYOtpgczC6JLnTdrYUbU2DV1NCzJLoyuOcbv5+PjwlbMrXaLPsMJzCnXZFow+t53yr7ujGbsYZ9/gmxqvKC2VDZ+9h9LEhMnvf4GNy+VB55ycHEInP0j6zo1s+Ow9+j88h7b9B9+qUxKJRCKRSCT6V7mbasxqgecFQQgEOgOPSySSIOAVYJ8gCP7AvvP/Fv2BQiZDfT5jVixl8O8XmZZBnLERQyojUUTMAIkEuVTCOBMpqTbOSI2U7PzhC5qdO4K5M8QtBcDT05OZM2dSV1fH8ePH7/BZGOzYsYNNmzah1+uvv/FNEASBo1V1qGRSTtc10nKLx/+vq6+vJz4+no4dO14SlNXrdSQf3Evrrr3o0LkzZzv2ZpWVCzOsjdkq28YAm0T87HVoM4+iqjhNoGklioLjIJFCv7cNwdabEToZ9Br8GuNpX5xNk9KIz/cdQq1Wc+rUKX766SeWLl1KdXU1w4cP57nnnqNfv36Ym5uzZ973KIyMmPrBl0R07c706dNxm/IAG1pH4IOOnZ1DLg3KAmQdAZkRuHW85rTU5U2YlTTQ4GFBrKYFY4WU3q3sL9mmuuYUFhahSKXXLr0gEonuPFcrE14dEkj0a/14f2QIbVwteXdkMBKJBFNTT8xVwZSW7kThaIavIEUhlRCfd/2GX9ZOZvSZ6I9Zo4Yqo8tzIUyCbEEqudAY7E7xNDFiuIMV8V6BZKU1Ex/yNmZN+SiXDmX13E9JTk5Gp7t+Tfe041Gsfu81rBydmPLBl1cMypaXl7N8+XI2bNpE23HTaNN3IHvm/8CR339DEP+Wi0QikUgk+g+6awKzgiAUCYIQe/7/64AzgCswElh8frPFwKg7MsG7mFIqRXM++VmjEQOz/2Z6vZ5Xk9KZWrAdGQK0nQSATqdDeewgJnotlfdNprmujp2//IAQOhmS1oG6EQA7OztCQkKIj4+/5cHQm1VdXU1ZWRl1dXVkZGTc0rFzm9UUtGh40NWOFr1AQt3ljahEf92JEycA6NChwyWP55yOo76qEt9e/ZmZnM1hEytG5ScxZ/s0zPP3wIgfMHoxkSVmj7DW/jmMnjkFc6LgsUho9ReyoSycwW8AsoTf6ejpjl9FMaslZnzx5Zds2bIFa2tr7r//fubMmUP79u1RKAxB0HPRRyk4m0LfBx5BZW2DIAh8mVXMGwXVjHG2YXe/jlgpr7BgJPsIuHe87vLdkh1Z6ACHgV7sSCqiTysHTP8wniAI1NTEYiWWMRCJ/lVMlXKmdfbk91mdCXS2uPC4g8NgKioOIrUHJRJaWZmS8IcGYNfiYiRDKpEQdbKU4kxDMFcQdAiCDomJFKWviobEkvOP3bkmnnM8HChByjnvIJTWrVA+dhiVmRnDS77l2Jrv+Pbbbzl69CiNjY3o9frLvk5s3cjmrz7Gu117xr/1EaYWl2cRq9VqVq9ejUqlwtPTkw0bNtBxwnR6THmA45vWsu37L9C0NKPX6y77Eoluu/9gE927gvi6i0Qi0d1TyuCPJBKJFxAGxACOgiAUgSF4K5FIHO7k3O5GSqkM7f8zZnWa62wtupstjjnJOStHNmTuQxIwCMwdAYiNjaW6pJipXS1YVt3Mqsee4ciXH5LRZhJ+LbVwZguETgQgLCyM2NhYMjMzb0sJgRuVlpaGRCLB0tKSuLg4/P39b9nYkVX1SIDZ7vbMzy/jeE0DHSyv36xJdH1qtZrjx48THh6Omdmlr2nSgT3YunnwvtqIQ5V1rPA2plvid+g0uRzxeooeYdNITEwkPz+f6dOnI5PJrnKUmxA2DVZPJyxEQZvoc6wP702hjQPvjhuFra3tZZtr1C0cWrYQ73bt8Q6LQK3X82JqPquKK3ney5EXvJyQXClzV6eF7Ejo9tQ1p6Nv0iKcqaQACe7WCpIKapnd89LmNU1N2Wg0lVha3mCjM5FIdFdzcBhCRuaXVDZFIbOwIdhYR0xe9Q3t25RUjsLdHPN6LbvmJ9HtwURy8r8AzgcjvM9veACsLDvQrt1iZDIj1M1azkQVkXSoAIkE2vR2o1VnJ5TGt+fSPdTclB7WKuI69SMzLoq2/QYjm3MYVkzm4aINxFjPZPf+/ezdu/eS/fTAMd8Qzjm403PCo4wb3BeF8vKyDIIgsG3bNiorK5k1axZmZmb88ssvrFu3jhkzZmBhZ8/On74mNerwFefXdcJUuoydfDtOXSSC+BUQ+S3M2AIq++tvL7o1qnJgyQgY+sXNlbsSiUSie8xdF5iVSCQqYB3wjCAItVf8AH3l/WYDswE8PDxu3wTvQkZyORoMARCdWMrgX6uhpYXPy5sYVhuLbV0GhL0PQFNTE/v376dt27b0DPRl6bFkDtl74REYwunYc/h5dDWUMzgfmHVzc8POzo64uLg7GphNT0/Hzc2N1q1bs2/fPhoaGi4L9P1VkdX1hKhMsFcqaGduyomaekC8Z3MrxMXF0dzcTJcuXS55vLG2hvSTMbhPfZgd5TUstKuj17pZIJGS2W8e+/edRhYVRUxMDAEBAfj63qJO2wGDwdQW39pjPH3fQ6TlV3PUypHm8hK4QmD21JYNNFRVMva196jV6piZlEVUdT3ftHZnkvPl219QdBrUdeDV45rTqY8pAr2Azt+KncnFKOVS+ra+9GevuvoUgNj4SyS6R5iaeqMya0Vp6Q6cnWcTWFPPqopGqhvVWJkqr7qfvllL87kqLAd5MSjEjnVf7SA791scne7DxqbLhW1qtmdhHGpObu0vJCe+Te25h0mJKkTbosMnzB4EOLLqHNGbMgns5kzb3m5Y2Jnc8vOc4+7A5Kp6DpXXMFyrQWZmBzM2I1k/m85nfqJd77c4Y9Eb/fkMt0aNlrcKKjlj7URgVQmHLBzoEpPKEHtLZrrZ09nS7MKNsNjYWE6fPs2oUaNwdDTcdB4/fjy//fYb+/btY+DAgdi6eVCUfu6yeaXFRJJ0YA+dx0y68o01kejvEASI/AbKzsL6mTBtPUhvwY1l0fXteROqsmH7i/B4DMjvTK1tkUgkutPuqsCsRCJRYAjKLhcEYf35h0skEonz+WxZZ6D0SvsKgjAPmAcQERHxn1oTYSSXoz0fmNVqxeZf/1av79xPlcqR5/MPoFZac6rcHCEqitzcXLRaLf3798dCKWeSsy2LCspZ0Kk7MUvno+47DuXO56AyC2y8kUgkhIWFsX//fhobGzE93yjpn6TVasnMzKRHjx6Ehoayb98+EhMT6dy5898e+//1ZUc5WgPQ0dKM5UWVCILwj3xgy2lqoVqrI9T8n39dbzedTsexY8cICgrC2toaytPh3E4AKs8kEW6VS1nTSd6oPMSQYyvAxhumrCHAwpmIGgV79uxBKpUyaNCgWzcpuRLaTkJyegWtBrzHSzaNTE8yYsHmzbz1fGsk0osVeeoqy4nZtIZ2A4ehsXNibGwaBc1qfm/rS08b86sfQxDg7BZQmILr1bNcBa2euiMF5LXosW1TwtYYCb0C7FH9qXZkTc0pzMz8USiu3BBIJBL9+9g7DCE3dx6uTnNolW9YWp+QX0PPgKtn1zWfqQSdgEmIHXIbYwKH7KS6xpiSU9PQuV68oWPREABRoHZvoUyYS1meFSE9x9GmtxvmNobSKrXlTSQeKiDlaCEJ+/LwDrWn2zi/Wxqg7W1jToBCSlRQJwrOpuAREgoKExi/GPa8ifHBdwnrVAKDPyG3opJxR2MptLDjYxMt03r0Y8WGDWyubiJW0obRZTW0UZkwwsGKpro6YuLP4tKpF9E2LkTnltLB0oz2np7079+fPXv24O7uTmBgIPae3pfNy8LegXUfvklJZjpOvrdu9Y3ov0fd1EjK4QNo/1D6zaw+k8Cys9T4jsMyYx0c+hT6vHYHZ3lvSj8Zg5WDI3YeXoYHso9Cyibo+iQc+xGif4buz9zJKYpEItEdc9cEZiWGiMqvwBlBEL76w1ObgRnAJ+f/u+kOTO+u9sfArF4rljL4NzqTk8s6UztCC9LwLjnIKWlb9h86AoBEImHAgAFYWBjq3T3qbs+SgnJO+4ag1+lIr3cgSKmC+N+h7+sAtG3blr1795KYmEinTp3+8fPJyclBo9Hg7++PSqUiICCAuLg4OnXq9LeDpxlNLZSotXSzUgHQwdKM73JLyWpS42N6e++0l6k1jIxNRy3oie8ajFJ615TpviVSUlKorq5mwoQJUFcCvw2FxkoEmQJHdQuODlI0Kb+gkEqQ+PWD0b+AkSHgOXjwYKqqqvDy8rpiiYG/JWwaRP8IqTvoHzQSX1kOOx28GXfkAMG9+l3Y7Ojvi5ErjWg/ZjKTkrKo0mjZHO5PoOoqgQtNEySsguhfoOwMtJtqCARfRWNcKUKDhkxqMa78lMTCV5kQdvnPc3VNLFZWYhkDkehe4ugwjKysb6ixjsS1wR+VUkZCfvU1A7ONieUo3FTIbYypqj5BfcteLOQvkBjbQMapzAvbecglBCsk1Df3wNk5E8f2y2gbMRqV6mK9aws7E7qN9aPDMC9So4s5sS2L41uz6P9A0C07R4lEwpO+rjyp0bM/OYUHQkINT0ilMOhDsPKEHS+SpzNlEL1RG5nym4uK/sGBAEwbNw7HPXuIOrgZky49iVV48FV2MVqNFrxaI5fL2ZpVjB4BCbCtfQBdu3YlLy+PjRs34ujoiI2NzWXzcg9qg7HKnHMxkWJgVvS3HFg8n6SDe5H/obFpX7sz1Jsa8eu2EmZPnI3q0GeGJqD+/e/gTO8t+SlJbPrcsBLQo007wgcPw+fkK0ic20H/9wzXY4e/gHZTQCWugBOJRP89d1NUoRswHegrkUjiz38NxRCQHSCRSNKAAef/LfoDY4XyYsasTixl8G/0XPRpJILAIs86TGimy2M/8Prrr/P666/z2muv0bHjxS7xXiZGDLO3YlFFI46tgkg9FQshYwyB2fMNMszNzS8EQ++EtLQ0VCoVTk5OgKHubUlJCUVFRX977MiqemQS6HI+MBtxvrbs8Zr6vz32tegEgTkpOTTodFRqdOypqL2tx/unCYJAZGQk3t7euDg6wLqHQdDDM4mUTj7Cd2e78tKAnYT23kPzKwUwafmFoCyAXC5n+vTp9Ohx7VIAf4ljELiEQ9wyJBIJT/l7kOXRirXbt6FuNjR+K0pLJeXIAbpNmManxTUk1DWyMMT7ykHZmgLY+y58FQRbngFrT5i+EUb+eNUpCHqBusP51BjLsWkfzaniIORSHdZNz1JYuPbCdhpNNY2N6ViJ9WVFonuKmZkPtrZ9KNKuRIJAsJ2K+Lyaq26vb9HSfK4SkxA7BEFPWtr7mKuC6TxgNrO/7cUj3/W+8DXw3S5IpRKGDPGmU48vMTFxIzHpCbTay/+uKY3ltOnthkewLVVFDbf8PEc52mCjaWal5gq5G51mk+E3CeeT39ChNolNbTwvBGWBCysmhg4ZQkv0EUafOcGHBcnMObGb02HeZPUKJatXW850b4O3iREzk7Ko0+kZOXIkpqamrF69Go3m8gQDmVyOX4fOpEVH3tEGaaJ/t5LMdJIO7qXPjFk8vWSd4WvBUtrY12Ha8zGsnd3YFi8g+PaB9bOgOu9OT/meoNfrOLB4Po4+fgx5/DlaGurJmP8kkuJEUq2Ho25pht6vGW4A7XvvTk9XJBKJ7oi7JmNWEISjwNVS6fpd5XERYKS8GJjV67T/6LGzs7M5dOgQY8eORaUyBMoEQeCXvDKOVNUxP8QLs1vRAOgPdFoNW7/5FLnSiPAhI3D2b3VLx78ZJVkZxO3YTF1FGYMffw5zG7ubHmNDzAni7N0YXZGHc/M2w116+2uf0xwPB4acOkde14EYL/kB9ZhnUcYugcyD4Gf4dQkLC2PlypUUFRXh7Oz8V07vhuj1Og4vW0RJVjrtBg7Dv2NX0tPT8ff3v5Ad6+fnh0ql4mRcHBK5Kb8VlBOkMuZtX1fk0pvLoD1aVU9blSkKrYaFSxYzaNAg/E2NOFHTcO0aon/TF1nFHK2qZ2WoLx9mFrKiqJJh9la37Xj/tKysLIqLi5k2bRoc+BByIuH+TWDhTOKan5HaO7FFp2SGqx3m8jtQey1sGmx7Hr5uwwQEurdokKnU6L/YgGDvQWyeD3bunmS16cSvZ/P4wN+V9n9uCKfXG84t8huQGxsyZDs9ArbXr4fbfLYSbVkTKS1N2DrvJC7uRXr4O+LjPoQzZ1+mqTkPH+9nqKmJBRAbf4lE9yBPj9nExk2mwSGBYNPObMmvvmoZnebUKtAKmIbYUVS0jrq6ZMLDVyKRXP7+KTNXstpawrFtSTxgFET3oO+Jix3DmbOvEhL83RXHt3I0JSu+7JaX8VFIJUw2hp+cfWm99fJGXI0OD7G1MI5FBd8gsxp/xTE6deqEpaUla9euRavVMnHixEsyYU1lUhaEeDHo5DmePZvLgiAPpne0o2rXZzR+9NEVRpSAvAv5Km+++uILpHLDx5f/rygKDg6+Jecu+pO0vXByoeFG7L+8tq8gCBxYPA8bFzdCBwy9+MSZLdBSi7T9/fS2r2L9J++Q0fcx/MpehDUPwIM7rrmS5m6WfzaZ4xvXcN8zL6M0vvU1qW9U8sF9lGZnMPHdT3FrHUxgx/bovw4lRx/EWxk6Urceomd6PJMqPOkSu5QN+wup0FmhMDKmz4zZeLZtd8fmLhKJRP+UuyYwK/rrjJVGd6T5l06nY+vWrZSXl7Nu3TqmT5+OHgmvpeWzpLAChUTCS6n5/BDocUs/NBxaupDM2BOobOw4G3kIZ79WhA8dgX+nbsjkt/9HWq/XkXEihlPbN1FwNhmVrR3o9fz++vOMeeWdK9ZHuxqdTscHhdVYKYz4smcQ/HwAhn973f3CLEwZ62jN/DIJEy2sSS/SEWQXAHHLLgRm/f39MTMzIy4u7rYFZjXNzWz97jOyYk/i4O3L1m8+xdjeiXI7N7r9oXlUrV4gr11n5mpl1CVnE2puwsKCcjIb1cwL9sTsBgN9giAQVV3PZGcbEhMTyc3NZdu2bXToMZjjNbc+c+j/9lXU8nVOCS96OdHLxpzMJlteP5dPcYsGJyPFbTvuPykyMhJHR0d8dWlw9Cvo+yZ490SjbuFs5EHyRt5Pi15gltsd6lYcOhkaK0DThAQoqW0ksqqOsDMnCJOX0V+SSOqATxmdVsBweysedv3TTRJtC2x8DJLWQa+XocvjYHzjNWDrDucj2Jmg1u8lrcaa1HJznhnkQWDrjzExcScz8yuam/NRKmxRKGwxMfG8tecvEonuOCurDlhYtKPKbxeBpd1YWNdCcW0zzpaXBz2az1QidzAFKy0Z0V/g4DAUa6sOVxw3p6KBn6trsdbD4yvicLUyYXSbjwhofhUrq6W4u91/2T7Wjqaom3U01qoxs7y1ZXye6dCOyv1HaBb0lx9Xr8HvodXIFvYzrKyYvvGKjZJat27NzJkzqaioIDAw8LLnfU2N+c7HhsgDv1C7axM2dbmY2QZRaBLGn/M0zBuy6F+zj4zm+zA1dsQtMASAjIwM9u/fT2BgINJ7rLTQXSH2N0jdBqVnDCtX/sXORR+l4GwKY15999LPCnFLwaMr2PribQve7dpzYM06vJ6bh3zZSENzqiGf3rmJ/w1HVyym4GwKxzeupfuk6XdkDi2NjRxduYRWXXrg1tpwA6Vq36eYaxuZ0vE9co3scdc0s7rzEIxrg2mX/AL9XLJJcH+KwnNnWf/J2wyY/SQhvcWyEiKR6N4mBmbvASZGRmgFw7dS/w8GZk+cOEF5eTkDBgxgz5497Dh4kOW2nhyqquOLVu4YSSU8eSaXjpZmzPhzkORPqooLkUikWDk6XXO7s1GHidu5BcdJD2MS3gl5YT4pp2I4vHkLJvsP4tcugul9e2FhprqVpwqAuqWZQ+vXkBV5gLqyUlwCArnvmZfx69CFxtpqNnzyLivffonhz76KV+g1urHXl0L+CQDWn4glxNiasc21mMYUGZpsBI++ofl8FuBGQl0j24fNIPTEMYI6T4P9H0BjJZjaIJPJCA0NJTY2lgEDBqBQ3NoAYkN1FRs+fZfKgnz6vvgmxR4ByEuLOBUVRWmTmvkb1uN+9hwlweFsqmlBI1fhU5bLJ629GBvWin0VtcxKzmZUXDpL2/rcUIDzbEMzFRot3a1VxO2Lw9ramsLCQpxqK0lrhCqNFmvFld/W1E0NlBzfQYup22XPGatUuLYKuqSR1P/lN6t5IiWHPjbmPOtl6CQ92sGKd9ILWFNcyZOehsfKy8tRKpUXagH/mxQUFJCRkcHEgZ2QbHgE/AdC9+cASD8RTUNTM7ut3Rhrb33nAtFKU+j10oV/+mt1TIxKJkQdTt/DaxkXpCQo+mUeDn6FJ7s+f+nNoMZKWDkVCk7BuEWG0h83oSWnFnV2LSXeKmxd9rAl5yG8bE0ZGOyERCLB2+txTIzdSDnzMoKgwd5ugNg5XCS6B0kkEjw9ZpFY+zgeRRmAKafzai4LzAp6geZzVZi2dyA7+2e02lr8fF++6rgfbjuDjUrJxnbeJB/OY4udKXOjmpFKPqJrejSvjjhFgPulWfhWjoYGlNXFjbc8MGtuYszXwwZce6Nxv8KSUXDwY+j7xhU3cXJyulDS6BKVWXB8HkNjlzJI08h2ux74DvmOoMDeeF/pvbO5Br4LZ5R9GjszlPR74mkkEgkBAQEsXLiQ1NTUKwZ/RX+DTgMZBw3/n77nXx2Y1ahbOLRsId5hEXi3+8PvUWUWZB+BkT+hVqvJysrCvecA0n+bx7ZDZ+kc+iSOMV9TaxmIRdcHbuhYJS0ajKUSLK9yLfpPKTx3hpxzqUjbdebk1vW06TsAS4drf8a6FQRBIK6ukdIWwwrO5MP7yLRzw2H4JOYlp3GyKI0fTs5lvscUuts4McJUjrXUiF/rtCzBA7e2L/DUyRfxsWvApeNM0vZsZdfP31BTWkLX8VNu/7VVbaHhvxYulzxcXFyMmZkZ5ubXaCQrEolEf4MYmL0HmJgaXyxloGn5R47Z0NDAwYMHCQsLo1u3bpSotbxcJ9AgrWNpGx/62hqCUydqGngzrYBQc1PaWVzaxV4QBHIS4ojdsZmsuJMojE0Y/uwrl140/UFFQR67536PZfsuvGHmQnNmKaCE4B6Gr/PWbtnHxv5dsbS7tZl9qxbMJ6OsAiMHTyIGj6bngIEYGRk+DJnb2DHxnU/Z+s0nrP/kHQbMfoI2fQZePkhjJczvBzW5AIw//3VB+AwwvrHAnplcxq8h3gyMaWKepRuj/btjtPddSFwLnWYDhnIGUVFRpKamEhIS8jfO/lIV+bms/+QddBoNI976mAcrdZxJyjI86ff/oHRnwzyLypnp5cIsHze2LDtFQ2I1hLWln60Fm8L8mJaQybBT51jW1ufqTZrOi6yuRyGR4NnSwMHCQiZMmEBiYiIJxyMhpBsnaxoYYHdpFmRNaTFxO7didOoXulinsTY3hJwG68vGtnZ2JWzIcIJ79buw5Eut1zMrKRtTmZQfAj2Rnr8gtFLIGWpnyYqiCgY2VxMTE0NmZia2trbMmTMH2S0u33G75OfnExMTQ3JyMvbWFrRO/ASMLGH0XEOtLyDpwB6KegymXCfwmMfd05DBXC5jhqsdv+ra0z0hkncHf06f2I95LelDsFFDn9cNSy8rs2D5eEO27YzN4NH5po9Vdzgfua0x2c2HaUFPTL4zH4z2QfaHMhxOTiMxMnIiMelx7OzE6jsi0b3K3n4ARrgiWK7FTjWT0/nVDA65NOChKahH36BB8GkgN28Rnp6zMDG5/KYgQFR6ObtTSvhqQihO7VyRFzYSVFTPy3O6syI5n4VHNLyxMZbVT156bWTpYIJEAlUljbi2uvxv2m3n09vwPnvgA3DvBP7XCeQKgiEIFv0LpG43rFjo8DD6iIeZl9lCfrWa3Rot9sor3PwztoS+b+Cy9RmMq6VU5OVg5+GFh4cH7u7uREZG0rp1a/GG2K2UGw3qOrBwg7Q90O3pOz2jv+zUlg00VFUy7vX3L30i/ndQqtAHDmfVqlVkZGQYHnf1IS4nn7gcgfH447v7ZdRBg1FaXTuw2aDVMejkOXxMjVgf5nebzubGHN+8nn1Dp5LgFkAPczt8li1ixHOv3rbjtej1bCqtZn5eGYn1TRefsPGBAT6sy60CYHniN9RJzCjLscIkZx17zm9mDvR09uRj/wjaq9oRFPUJi6KK6Nl3IN0cnIhcvYza0mIGPvoUMvltShAQBMP1oiDAY5Ho9HrOnj1LdHQ0eXl5qFQqpkyZgouLy/XHEolEopskBmbvAaYmJmjP93H7p0oZHDx4EL1eT9++fTlT38QHRnaodY2MSYwivJ3Xhe3e83MlvraRmclZ7IlohbVCjqalmZTDB4jbuYWK/Fzs3D0ZMPsJ0o8fY8On79J/5hza9ht8yfE0zc1s/upjtM4eHDOyollhxNuKZirjT1FTU4uLizPh4eFkyYx4GU8eX76Sr0YOw8HL55acb2N9HZnFpdiYmeDk40fUqVhOJiYRFhZGx44dsbGxwcjUlFEvvcW+hT+z+5fvqCkpodvEaRc/KOj1sOERaKmFRyN5Zn8s+2xc+MFSRq825+ujmd5cjdoAM2Ped7PmRUkbvj5bzCsBgwzLss4HZu3t7XFzcyMuLu6WBWZzkxLY/OWHqGxsmfDWx7xZ0Ux2UzVbw/1xkUv54Yfv6dq1G506daSuooJtb72Ak6cXdq+9S1hYGJs3b6aqqgpra2vamJuyrX0A0xIyGRGbxsIQb3rYXP1udGRVPWEWpqSePo2pqSkBAQE4OzuT+sMPWAh6TpwPzAqCQMGZZE5t30TGyRisVBJmuOcgIGdMmJqmqYtAevHtr7Iwn7gdWziwaB6RK5cS0ncgYYPu47NqDUn1TWwM88NWeXH7lpYWwmrL2NCs4Kuow4SZKunXrx/79u3j+PHjdPlDGYe7jU6n48yZM0RHR5Ofn4+lpSX9+/enY9lKJKeT4eFdYGqoBVhTWkJOUgKRs0cx0NaCVmbG1xn9nzXTzZ65eWXsn/kqp2ob6Tvie0gLh/3vQ3UutH8QVk0zNCmbufeGasn+maaskeaUCpT93DGu2sK23PHYmCkZG355kMXauhM9usdwd/XVFIlEt5JEIsPVYjqZwqcEVT9KQn71Zds0p1YiUcrIa/kRpcIaT49HrjiWVqfnva0phLpbMaqdKxKpBJtJrSj5Lg75pkyee6QtBSXHicy+/KalXCHD3NaY6pLGW32KN67H85AXY2iU9MhhsPK4fBtNMySugZhfoCQJ7FrBfV9B24mgNEMBzA1W0/9kKo+n5LAi1BfZlQKs4fcjHJ9Pv5YszkUfwc7DC4CuXbuyatUqcnNz8fQUS8jcMul7DNekXZ+A3W9Ac+0NJw7cTeoqy4nZtIZ2g+7DxuUPf7f1OkNgNng0h46dMqwamjgRd3d3Whoa+P3NF/BsE4rtkF+RLOtP1YYXcXxw6TWP9X1uKcVqDcVqDbG1DYRbmF1z+9ulsrCAtY16EtwCuM/ekq3BnSk/F09wcgK+wW1v6bHK1BoWF1SwuLCcMrWW3tbmLGvrg5dew/pF86lo0YJMjp+fL72dNfjXxNA89HueD7ryyqVD1Q280/w8O048wEj3CtYfOMD999/PEAdHdv38LXWVFYx4/jWMb8PKSNL3Gd6jgORN37IrU09tbS3u7u6MHj2a6OhoFi1axPjx4wkICLj1xxeJRP9pYmD2HmBmZob2/LfydgVmC5rVvJCah1ovoFarKVArsek6kFPpJZyua8TdWMmqcH+2JBxhzZo1PPjgg8jlcoxlUuaHeDHw5DnmnE7nnRNf05x2jANF7niFd6bvg49Qau3A5ymZ2If1pqelNXvm/UBNaQndJ05HIpUiCAK75v9AEQrUxua0hHbATang0S6hCF07kpqaSnR0NPs3rMfc3JzJ3fqzsk03Pvv5R56YPAWvq2Tg3oyd69YiSKUMHz0a71aBVFdXc+LECU6dOkV0dDStWrWic+fOeHl5MWDWE1jaO3J05RLKcrPoPGYizn6tDHU703bDlNUkNJqx1j6IiMoCeg0e+bfmNj3Am/XHVvC9WyvGtxqH7+aHDBcXf2gCtmXLFmpqarC0vPGamn/WUF1F/O7tHN+4BtfWQYx4/jXW1bSwuriKb1t7EGFpRnp6OsqmRiL8fbGXy7A/t4QZ3aWs2xfFsbUriRg5jh07dnD69Gl69+4NgJuxks3h/sxMymJyQgbzgr0YeoWmWjpB4Fh1PTOcbTi95zShoaHI5XKsra3p1rUrOypLiVKZ0GhvxvqP36EkMw1rFzf6PvgIbeo3IUs3g7ELkCwbi1n6Rug468LYZlbWuAe1oaa0hLhdW0nav5vlZzPY0n8CL5hLCf9DtndcXBw7d+6kRa3GuttQdD36M87JjNN7duCkMuHggQO0bdsWM7ObvyDXqFvYt+BnbN3cadN3EMaqq194ajQakpKSSE9PZ9CgQZeUUDhT38SPuaW85uOMi/HFphXZ2dmsX7+e2tpaPD09mTBhAq1atUIW+xvELYahX4Drxd+XhL07yPYNJk8i5/u7KFv2/5yMFIxzsmZFUSXTnG2Z4GwLzi+AlSdsmgMJq8CtA0xeCWY335gPoP5IAVJTBbkkolaVExnfmif7emGsuHJW9JUa+4hEonuLi/d4ck78iLtxEpuzAtDrBaR/yKBvTq3ioEc62w/Z8+Z9LyKXX/nvwcoTeZwtrmP9nK4X9peplNhOaU3ZvARqdmTjbWfOxhQFzepGjJWXrjyycjS7s4FZqRTGzINfesCioWDtdfk2pSmGFQt+A2DAe+Db97JGUi7GSn4O8mLS6QyGnDx31QaTwf5P8V7pI8ytSeLLuHQkwNMertja2hIVFXVXBmbPRh6isaaa8KF/71rvH5e2hwaHCBISK+mi1xqaywaNuHXjCwLsexdcIyDwvls37p8c/X0xcqURXcZOplar4/fCCuLrGpnVkkj72nzyHfpwaNchevXqdaEchkqlosfYSWxY9TvHugwm1G0iE3KWoy9ORup05UZzuU0t/JxXyhh1NVFyM37KLWVByI33nLghDeWw923o+RJYX/1nffWePezvOpSBEjWDz56inW8gH/u1YfqZArb6tcbG6NY0M/sup4QvsoqRSWC8kw0PudphUlFK9N4dRJ45g6DTEurtxZDRY7E2EmDREHDrgHGH6VdtJjdMpcLTsj+riscyumADru4vsnbtWh555BHGvf4em778kJVvvcTUD79CYXyLkwWivqVK6UqTWoNp/AK82r5H586dsXNy4rOsYgLvG4Pq4G5WrFjB0KFD6dDhyjXDRSKR6K8QA7P3ADNzswvNv/Q6zW05xg+5pZyqbaCPtQXZhflYIuBja4tEKmGSsw0veTtjIZcxfvx4Fi1axO7duxk6dCiCICDPzWTauRjshOO0KlmFYCEhKMCOzR0HMSOvljNlAhKZCXKJESbldTh16EXU3t3UlJYweM6zxO/bRVxuIXoLG0aOGsW0OhnjHayQSCRIJBICAwMJDAykqKiIzZs3433yCB0692dT3/FYfPclo6c9QJu+VygrcIO0Gg3J6RlYGSnxbmW4aLOysmLAgAH06tWL06dPExMTw+LFi3F0dKRTp06E3zcaKycXDi9fyO+vP0+7AHP6ynYidHsWacAgXli9BZmVA1/17HRLvj/PW8h5oqKYKUpfjnp0Q7FiMoz+GULGEhwczM6dO4mPj6dXr143PXZJZjqxOzaTGnUYiVRGu0HD6Dn1AVKaNLyWls9UZxsmOhsyLNPS0jA3N8fR1tLQFCR5PRYmNjzoU0n28UyqLKoJDgokLi6Onj17XmjWYSGXsaytD48m5/DkmVwCzIzxM730giu5volqrQ6P+irSmpoICwu78Fz37t1xX72ZY/VNxGzbSGVBHmNeeQev0HAkRfEwfxUM+Rz8+kPoFDjwIYSMvZAZ+n+WDo70nv4wDveN5cu4TNoUpMOW31jm5Uv40BGYeviwZcsWgoKC6Ne3L+qzWSyracT3mzewMjNFJ5HS4uDJr19+xvARI/BqG3bFurVXs3/hXM5GHkQQIGrt7wT37EfYkOHYurpf2Kauro4TJ05w8uRJGhsbUSgU1NbW8sADDyCTyajV6ngwKYvsJjWR1fUsa+tDsMqE2tpaVq9eja2tLZMnTzY0hBMEw2tx+HOIeBg6zLxwnPwzSZzYsp6kB16ivYUpnSzvTObH9bzo5YSjUsEz52v9AtB2PFi6GpZf9nrJULv5L9C36GiML0XV3ZXKhq/Zkz8MmVTG9C5334d/kUj0z1HaWGJdMBAH873UtfiQVdGAr73hRpquQcOi+kh+yfNAIunEo+vMWPxQA562l76H1jRp+GrPOUaHuRLucWkpAiMvSyyHeFOzLQuPnir0gpaM4gyCPdpcsp21oylZieW392Svx9QGpqyCqO8MdUn/rO0kiHgQ7PyvOUwvG3O+C/Rgb0XtVbcpcenMcfsezCn6nTeaxxOHKe9nFfFRl65s3bqFsrIy7O3vUIPKK6irLGfX3O/QqtW4Bobg6H3zqzbuiJp8KE3hRIMFp3KP0bGTJ7L0Pbc2MBv1PRz9GuTGhhUtTm2uv89NKjx3lpQjB2j98JO8V1jNyuJM1Ho9XiZG5J1ciK2pB6+cbaGvr9+F62NBEDhZ28g8lyC2TX0eeVUTy73vp3fRDlQbnkb16J4rBhXfzyjCXALuy74nxD+Ubd2Hk17XgJ/5Lbx22v++oclvcRI8vBvkl9eWTkxL50s7X+waa/E+HUmRlSUVSUlMcHZjvWcIAyNPs65LWzxN/l5d6gadjq+zixnlaMWbXo4UpJ7l0PLtFBUVYWNjg01LPdZSgckPPISkOgd+HWe4QTN2wVWDsv8XYm6KzZiPKPo1lokFX/Kb5XTWrl3LjBkzmPj2Jyx9+WkSD+wmfMgt/HksjIOsw+zTD0ambma08UEyU3ZR4eXB0yWNHKmux0Iu5eiYcVju28O2bduoqqqif//+YuNBkUh0S4iB2XuAsYkxuvMdbAXdrc+YrVBrWVlUwRwPB4a31LDyxEEmTpxIYKA3er2OqsICWgrzKAOMga4dIjgacxxdTRVlSbFU52cxxe0c3op83vZ9HBvrVsyIf522ex7GOOBtnrIyY2SQP/1iM7AaPByj+ONUuPsTW1JF0XsvotM14GBmxLDhXSg1bcE+N4/xzp6gsQXFxeCds7Mzw4cPZ968eTymreElMxX7xz6CybwvqSn9U1mBm3Bg6yZ0Mjm9+vanvDIfO5uLS6GUSiUdOnSgffv2ZGZmEh0dzebNm9m7dy8REREMfeU9Sk8fofXxZ8ltsmTr5jya8heR4BXGhMpcfJxvTWA2qFNXRrz1MiumPs+sdl+yyOJzJGsfgupcjLs9Q1BQEHFxcfTo0eOSCwhBr6eyqAC9TnfZmFWF+cTu2ELB2WRUtnZ0nTCNNv0GYaIyp0ajZWZSNv6mxnzgf/H1SEtLI8jbCcnS0VAQa2i01HoY+sQ1WG56G+vo1xiicmdvvR+JsV1wcr80m+ANOxPONjTxcFI229v7Y/aHWq2RVfUYSSVokhNwcXHB0fFiIM7IyIhRgf4croPtiWcY2m8Q3mERhsDjzlfBvjVEPESlRotNv7cgZRMc+vSKnXYbdDoeSyvG1cyE9RNGUhbsSez2zWyf+z1NviFYmRkTSDEHP3gMl8YmfIbNwGXyGKaGtQFrHzatXUtiRjZrvvoEO1tbwgcPJ7h3PxRG176zn3RgD0kHdjP0gel4+rmTeuwIqVHb2Xp4DS6tgjBq25G8KsjIzkEqldLaz4+2Qa1pam5h446dbNmwnq4dInimpJHyphZWO0l5r17OyNg05gZ6kL15HTKZjIkTJ6JSqUDbApuegMTV0PdNw5LU878fDdVVbP32M1oiunNWqeJXD4e7tnafi7GSV3ycL3/Cs6vh629oSixDUOvRtapBk5rA4aJpTOzojpXprck2EYlE/04SiQR77Qh8VM8AcDqvGl97FTqdjpd+/411VV4MDyjm6WHjeHhJLKN/imLBjIhLArDf7UujSa3j5cGtr3gMVXdXWrJrcTxZB0BqYd5lgVkrJ1PqDjSh0+iRKe5gcMApxJA5+zeNd7JhvJPNNbfR2H2J9KdOvBn7BWcmzWNaQiYNIb6YmZkRFRXFyJF3JjO1Xq2mtrkFF4uL5ZiO/r4YI6UcGxsLDi6ez4S3P75r/5ZeIm0PAhJSCqTIFUpK5D64pO0xXFP9hflrmpupLi2+8G9FcSyWe9+hIWA8RmXxSH6fQvWI3xGU126sJJPLsXZ2vaHXUNDrmbd5CwdHz+ZzhSM2pVXMcrPnAVdbnHT1CLuOssB5Eoc8W3NSJicvo5BAlQmLC8o5XdeEl4mSZ1RStN9/SN6sl3it1dMsTHkTIXU7ktbDLjnWsep6tpRVM+lMNE72DvTt0oHI5kZe2bqL5SMHY2RqepVZ3oTiRITYJbQEjsUodTNNG56hruc7F56uqakh+vhxfjC2Q21hw9uyJkY8/RTm5ubk5uYSExOD/vRRtrfpwoBjSXzoZoPzFZq5+tlY43QDweT9FXU06QU6F+fw29bVNDQ04OPjw5QpU2jMTmNf5G76ffAlksJY+H3i+ZJS+264pJSLlT21j+wla/FEHi2fzwLdBPbtc2PgwIEEdO7GqW0baTdwGNJb1NNBvf8zGnVmpMha8eQLj6Ne0AP3phOMyRpDvbmOVyUN/CCz44vcUj4dNgxra2v27NlDTU0NPXr0uKnfa0tLS4xvdbavSCT61xMDs/cAhYkciVQAQLgNGbOLCsoRgPsdrVm1YA3e3t54e7hzattG4nZuoaa05JLtBUDu6sOp1DRMFTIme6fgRCmrGcZmVV+KTG2JDfqCHzPeY3vay0g6rAJLc7pZqYgUBDbMmkVx/F7q936Kd30sctn5oOHmpbgBBwFOAaa2hhqSHWaChSEw4+LiQrt27Th98ADfzJjJ9LNagmc8g/S3r6gpLWbQY88gV9x40Xi9Xk9kYjIpbj74nFtG2O7l1Hr0wKLbE4bO9eeDnFKpFD8/P/z8/CgrK+P48eMcO3aMo4cPMIO1aCVS1piMJ8/Gke2OAdjU1/DZ8MHXOfqNs3Fxxc/aigcyY/nepz09XJ/nR5kdoXvfgepc2oc9yenTp5k7dy6dO3emtb8/qVGHiduxmcrC/KuO6xIQyH3PvIxfhy7I5Ia3C0EQePpsLlVaLava+WIiM7wGFRUVCJWZ9FXPA13DJY2WpGHTMPK5j81vTaOdPo8h0oPkbj3HXMah/1M9zoltw/ja1ouXU/P5PtDjwsVOZHU9YWZG5KSnMXTo0MvmOrpdCC8eSiDT3Z+wwecvmpPWQV40TFvPD/kVfJhZxFu+Ljza4zkkBz6CiIfAvtWFMQRB4OXUfHKbWtjePgBzpQLzsA54hbZn0a8LaCxMZXLtIuyS6gm2ACzgiVOHDDufBNw7M/L+LeT/9DMmjr2xaahk36JfOL13B6NffhuLqzSkK83OZN+vPzOwoy2tT8xBEqMlDAj7f58JTSycWkaOwhnramfSis3ISYwmZ4PhaaWNI/GCwLqsTLycG/j63G84SmtYZ96KXwNnMiNBTTetlM/GjTMEZZuqYNV0Q23AMQsMGabn6fU6Fs/7iV2hPUkO6oCfsZLBdn+9BMa/WcPJEox8LUkv+JWD2X1p1kl5uPstXpooEon+lUwcHHGr64y9aSXxueUMDrJm1sIVROa68LBTHq8/MBupVMr6x7oya8lJJs+L5ttJ7Rgc4kxGWT2Lo7J5qp8/TpZX/oAukUiwGR+A23d1yJuKySytuWwba0dTBAGqyxqxdbkNNRfvQgrHVqQZd8andBcukgpamRkzt7CCxzp35uDBg/Tp0+eS0j63W3GLht8KypmfVUijREI7dQOP+7gQJqgpiN7OAyEFyIVmVp71JC0mkoDO3f+xuf1V2jPbKWu2xL/3MFoaG0guiMbFpMhQf/MmM1ubG+pZ/tqzVBcXAWAqUzPdO458nQWLzthj29SGmSabqPxpJFsKAoFrB7hade3J4MeeQa68+g1SvU7HB2vW8kv7AfjK4Es/d8Y4Wl+4XiVmLYJeS32hCZv6WrMLI5YXVlCtLae7lYolbbzpZ2uBTCJh4+F2WKz4kbWTn+FYfihh217G2K//hWxVnSDwZloBARIdboe20efVd/Bq155p0bEsUrjz64dvMf25VzC3/WvllMCwcq957ZNopTZ8f8aVMHpwX/Lv7EiuJJHAC9ulBoaRa+vE88WpTJs88cLjnp6eeHp60jUzA/NffmZz92E8WXDlgKZNSg4x3dtibn7tIPmmogrsm+rJjD1MaGgonTp1wsHBgZrSEpatXEpgjz44a8/BbzMNPzN/oaSUhcqawNlbiV0+k8eyV7A8uY4UV1c6jBjLslefITX6KIHdbn4l4J9pS84hT9vBMUlP2rQJxdrOkYKuT+G7/028zLTclxZD45G9DBw6iWW6IB5wtaNbt25YWlqyYcMGkpOTb+p4kydPplWrVtffUCQS/aeIgdl7gFwpQyHVoUF2ywOzjTo9CwvKmORsS3rcKaqqqvA2kjJvzoNo1S0EdOpGv4fnoDS59G6wXq+npSITz5hXkWqaKev/G10d2rFKL6A3NaO1Qxg09IcVk+C3+2DsfCY7dmZr5Eqa47bjnBcF5s40dHyCFu8emKks0CHwQGIWPaxVzHa2MmQ9Rv8Mkd9A0CjoPAfc2tOvXz9SUlJoiTvOK8Ht+SgTPnziVdJ++Zz6ygpGvPA6JqprX3AAZDQ282F0PLu7DmNgZRT3pyxnt9sw3KvSsVgxEWx8odMj0G6K4U7wefb29gwbNoy+ffui2fYK5skllA5ZgJ9lKPOK67GRwK/+Thhf46Lyr/Dv3I3qTevYMGI0C0pqGNI8hYdbW/DOqa+wq8zl/knvcCjqOJs2bWKzTouiqhR/d3d6TnsI4yu8HsZmKmzd3C97/Oe8MnaW17IoxAuvPyyFKj6xhZmsRCF3hAcvb7RkamlFxONfsOqdl+nWtT8dKhbydEgdNR2evThGcTHbt2/nkf7OfFtSRScrM6a72KHVC0RX1zNMaEImk12xkZkScK4qpcjWiYz8AtpbW8CetyFgMJG2HfkoPoM2KhPezSik0Gk071kuRrLrNZi27sIYSwsrWFtSxfeBHgSqLi5/P3ToENqCOB4z3oVMZUlT3+8xsXUF4GBVHV9kFbPQWYvDjqeRp6xn0KBBrFy5kp6TJtF1/FQ2fPYeK954ntGvvHNZQ7qWxga2fP0RvTzKaFO3D9pNozZ0KrvKathWXkO5WottQzVhNNC68jCDNZEMslXR6DuChoDx6MyckNYVkHX0Z0LqjqFKb6LFsxdnG6ywyN/Lc3UvMkVuyy8eE1nX1JVnq7KRLJ8A9cUwfQN4GT4kCoJAVHU9n0THciJiCOZSKfe72jPL3e7KjVjucZqyRtTZtZiNt6aqcjd7cj7kvrYuuNvcgswXkUj0r6dwMsNqT1+8LZI5kmrG8bRYMqrseN22iAmtBl1YnWKrMuL3WZ15dlU8jy2P5fWhgURlVOBoYczsntduUCo1lmM3JgCHZefIKqy77HkrJ8P7UXXJfycwCyB0f46mXVNQbn2JOQPm8vTZXF5oE4LsyBFiYmIYMGDAbZ9DbG0DC/LL2VxahQLwKcohwMqCA3IzZhbU0b/oGD/5n0FpbIfUxJFJ3knsW/UhPuGbrhlUvOO0LZB5kOwmD7pNnEb+mSS2f3OI/sHGSNL23FRgVhAEdv38DY01NYx55R2UxkbYHXgaSaUxq7XjsbZypKzaiCSP2bTP/ZmHe0XQ0HrSVceryM9h/8JfWFtZzsgX3sDE/PIAvLq5iXXffcGSwJ500Tezvneny7IZm47NJxcvugwcTUdfbzoCz3k5UqnR4W586fem/8zHWfryU0yM2sp7gY+zNf5R9DFzkXZ7CoCVRZUk1Tfx8IH1+IZHXOhr8Ux4W5ZGJXHI2Q/ZG88z5pV3sPe8uRu79fX1nDx5kpropYxsjmOf42zG9pqMysyMhkOvMDr3AF2GP4rW2pd4jcC8nEo6xx3mkelXfg3dfHwZEhGGxZqf8Hn6NYz/dAMjrUnDp5XwxbZdvD1hzFWX6DdotOwur6Z9eRFz5szBxsaQ5a7VaNjy9ScoTEzoHyIxJAAEDjdk0//FklIKhZKO9/9G5Oa3mRr/HTt312AzZT4eIaGc2LyO1l17/u0s9MIlT2AvKIiVtuGRXr3YW1HL07oORCnMWa3ei+njX3MmtC1bfvwa10ff4c20Ata28yUkJAR3d3dqai6/aXYtdnZ/PUgvEonuXWJg9h4gk0mRS7XokF25vtffsLKogmqNjjHSFnbu2YO8qozc3LOEDb6PdgOHXf0OcG40bH4KTKzhwf042Vzhw4eZHczYYujmu2o6YyxcGFdbQIFtW1zH/gpBIzGTXcxuPVFdzx5TY54I8gMrFXj3gL5vQNxSiJkHSWvBNQJzh0Aesiuh8Pg2ete2pm2TlnydlJAnn+DkvAWsfPNFxrz6DjJTFTExMXTo0OGS7IrcphZeSytgb0UtJloJg7OjmFfxObQaSuCohQw8cY6JmnO8Xb4Jyc5XYP8HEDD4slpPJtpmTJLWwID3OObZh6fO5NLe0pRFId5YKW79r15Ap+5ErV6OXdZZfu3YldymFhYV2POIkQPfJr6Fvmgalel+WGKCWetQSo2MOdOiR5aTT+fOnXFxcbkwVkp9E98WlKM9m3vhMZlOTWjOTizzothuakx47R8CVIKeVqdXU2nkitmsfVe9K+4S0Jpe0x/mwG/z8B5xP/aJC7EMHgCtDRmwHh4eVFRUcGL/TkYNG8/r5woINZFiH/0d7+acw6+2AgdzBSa7XzQMKJVD62Hg24/UY0dwzkvjbJvO7Nm7F9MTP9CqrohNbs/wcuw5fPUaHi3M4YhCxYIiAaXDNN489xHHlrxHnVNnlK2DeSOznOkutpcspUxLS6Pw0CJmSnchs24NU1ZjYn6xjEInVz3napOYb2fH663vg73v0OqJE3h7e7Nr1y4ef/xxpn7wJes/fZeVb7/M8Gdfwfv8hbsgCOz+6Su6Ko4SqCxC3+d13nGewtLcCnSCGW0FE7wy4nmgV3ciIiI4VDmHficiebxoA2MyN2GeuhJc2iEUxmEmM2Wj3UAEXSum3P8CrRUKDm9YzbbYPXSXJPBm1jyasxdRJ1eiUaiY32cJpc0ecP57fLqukeT6Zmya1DyiK+OlIf0vKSXxX9N4qgSJsYwy1SaOJ7enWmfE7F7XDqKIRKL/DoWTGYpGe0L8TFiYYIS5UsUvQyxptc0W41aX1ow1Vsj4cUo4H+84wwfbzgDw/eSwqzYRvGRfP2tcTFrIqwa9WodUeXEfUwslCmPZnW0Adgd4d+jJgRX+DMzczbiol1BWNtOcK2e6ZTUVx3agbdiMvNcL12yQdC2CXk9O1E5kUV8jES6WetID5Qpjzpi78IPLKLQ2Przu44J27zZkzU08MnkkemDL8g8YmvU9SSp/HvN7h1EmCp6TfsUA4Qg5i5/Be9ZPt+aFuAq1Wk1kZCRhYWFYWVnd1L5Vx9djLaix7DIVU0srvMMikChNqDb1xzptD/R47obHOrV1A+knohnx3Gt4h0Ug7H0PSuNYwmh823Xjvvvu4+DBg2yNjMQvcApWp3+gIag/y2R+BJgZc5+9FYr/N9UrTsI16zC+g1TkJGwj96M9eIWGY2RiAjIlBI2k3jKYDZ+9z0YnP5rNLBjeVMzmzZsvTkjQ41Z1jPbV5yhze4xunTtfeMpMJrviNY/K2ob7nn6JNe+/QSdXH5Y5D2PigU8wDp1MnbENH2cW0b2lBrv0JHp+/gMnT55Ep9PRrl07prjYsV7alQH5Z1n59ksMf/ZVvELDLw6ubTHUZvbrDy4X+ybUVVfx+8JfKa6tR4aWJyV7KFH4UinzZum5bIwcXbBu9zbPlJ9Ftu9Zvh+wgs01WjzK8nlIrsbC3gH0Okjdbqid2mY8OBgyazuOGEvSgd00rl6Iuc/Fus8yvZoBzacpd2zFAWlbeh44QL9+/a74ff056jhqqSnvOJRgc+StC4+XnDtDaHMB/u18UR58F7o8AQPev7C68K+SSKV0G/U+URau9D3yOgnLJhDY5212ff8NuYmn8Wzb7qbHjKqqZ21JJdrcM3zWEMtah2Gc8BlAYWkDG0ry6WNjj0nn2SiP/QD9Xqd1t17E79pGn+hdLOk4mB3lNQy1UWGZuBDLioybO3inR8D01tdUFolE/24SQRDu9BxuuYiICOHkyZN3ehr/qA7vLGO/5AUOOY7ivkd/uSVjavUC3WLOECDREbhpGVqFkiFdOtKu74Br18tM3gDrHzFcZExecVmDpcvodXDgI6jO5QenkczHi1NdgpFLL70D+kZaPltKq4nrGoz0z3dHdVrDBUjsYmisQC8IlJaWIpfLsbKxoaE8k3xjJwqHLSHnxy9o0urR+AZTW1+PhYUFU6ZMwcnJibjaRqYnZGIklTBZ2kL9rg08q1yPpYkMHjkEJtbsq6hlakImL3s78ayVGo7Ph+yjGIo4XEpw78QPgc/yYVYxYxyt+bq1O0a3sUj8b8/Pwd7Tm2FPvYhOqyE16gjHdm8nU9HEk/IdCFIZdWOXEhDQmcbGRmJjYzl+/Di1tbV4eHjQqVMnihxceeRMLhZyGQ5KOVYtFQzLWc99Oeuwaamk0NIfJzPVJQUI9IJAfLGelj7v0qVn32vOURAEtn7zKVnxJ3m0lwZlaRzMPgQ2hkwCrVbLokWLqKpv4FhEZ94+9SIhtWdJNvPGtq4aO1tbjI3OB8GbqqEqC8HWn5hCa/a4DePHoN58mHuM+7PfJNm0C48EvUiF0pjHcpMxP3/jItXMitWOPmw8/TTeTaX8aDSLJcHdsJBJWeJjR5CfHxKJhOrqamJ+nM0AzW4k/gORjFsIRpdnJb2cmsfO8hpOtTJF/nMn6PY0JcGz+OWXX+jfvz/dunVD3dTI1m8+JTshjv4z59C232DiNy3H+uireKgakIz6iU/Ne/JNTglznK0wPrIPdWkxEyZMwN//4sXzmfompiZkYqJtYC0xOOUeZIFpe+ba9GOBjytbFi+ibdu2DB06lAULFtBQV4cs+QRebra0Cregquwc37V5iWoj20vOwQ4Bh42L6WamZOzLb99U07J7jaATKPrkONJgDckWs3njwJu42Lix7tked3pqIpHoLqFv1FD4XjRVgxV8kpLIGyN64nLGmPqjBbi81RmJ7Mrvob/H5HKmqJb3RgbfcKbX84uXczhLx56uPbAaeGnW3ZqPT2DjbEa/B4L+9jn9m2z+8kMCqzfi725GqVpLYYuaVsZKKstKcZTVIg8ZBaNv7npY3dRI0sF9xO3cTASHCbIqp1awQieR0KA0pl5pjE4qxbshH3N9I3qfvuQ6D2NJZC733z8DHx8fdEe+Rbr3LYrk/mROXsHHmaWckpsyMjGKJ+vXEaI5hTp8Fsr7PvvbAasrEQSB9evXk5iYiEqlYsqUKZfceL/evufe7YW7PhWjN3ORKQzXWlu++hiH8gN0MjoJL2WCidV1x8o/m8zqd18lfMgIet8/E92Z7chWTWYfXZH1fplevXohkUjQ6XQsXrKE081qHlcvRdVQzIiOv5Ivs8RVKeUdXSKDM35HkXMUzOzB0g2tRk1VUSGCXo+VkwtKfQNU51KhteAoYTzf8xX8ivIZXFWIqakpCn0TrRtPENwQiYWukhLTVlg+vg9js+uvnvu/mI1rOLJiCQlDRvN93hs0tB7JgrA3+TW/lIdXfUv3zl1osHHm1KlTSCQSlEolbmERvGxkz1ue9tivnEtOYjwDZj1haEj8/5JS2UdAbgLjfoXWwyjMzea3BQtQI8FGr6EbJwiTnWKJbBqft59Ig1yBVXU5cqURgYoa5sU9QbRjD772f5H2i79izmuvYl9+BI7PhepcUJiBpgF8+kDnx8BvANmJ8UStXo5er8eUelrJzuAnS8VIokaHhMHhC+hw+iwPTJxAQEDAJa9DZmYmM44nY6/Ssj52Jlh7gZE5TfV11JQUY2HngKmlFYRNgw4P3/Dre6Mij64m5MAzVMmtianuhMzClXGvv39TY2Q0NjPo5DksJTAz4RseLN/CoOB5SF38UCqVdLMy5zUfZ+RNFfB1MHR7Bvq8SnH6OZa9/hz7Zr9Bo1LB/txPDU3xnNreXO3lQR/97R4IdwOJRHJKEISIOz0PkeheIQZm7xFd3/2NbbxBpP1g7puz4JLnBEH4S8s8NpVW8UhyDpMObsAKmDB2DEFtQ6++gyAY7vzueQuCR8OoXy5pznUjYmsbGHoqjaVtvBnwh7qWekGg/bEUBttZ8nGA2zVGuCglJYXVq1cbOtAb12KyeAgrnYZS2/4FKjavBY2G/r16cDozh6qqKlyGj+HdSjWtzIxZ2tabVV9+Spem7YQr0pE8vBtc2l0Y+9PMIr7JKWFVqC89ba58YafVC7yals/Swgqe8XTkZW+n2970IWrNck5t20jEfWM4vWc7DdVVeLRpR/iQEZi42tK8bDz2TcVkj/iVNqFDANDpdJw9e5bo6Gh2aaQcCQilnVTPUlc11gm/IU3ZABIp+pAJ6DvMQrC/vFFJRkYGq1atYs6cOTg4OFx3ni2NjSx/7VmMZVomu8UgMbWBh3Zf+Hmprq5m1c+fMEG/Dmjh/uAPaTD1Y3hyNE8//fTF5VWCADmRNOz6CNPCSHRKFfMc72OkvBLX0lN8Pnw7Xxc3s6adL92sL/0+na5r5MOjO1kZ8xBLgp7mC9vB3J9xGk1hHra2tnSIiEAe+SWh9QfRtJuBYvhXILtypnN8bSODT51jYYgXA2K/RH5iHs2PxbD9WDJJSYk8/8QTqFQq9Dod+xb+TMLenYR3C6dN0XwsTfQopq9hn0U7piZkMsdehWr3ZvR6PVOnTsXZ+fLGVkUtaqYlZJLdpKavjQVby6pZGepLLxtzYmNj2bx5M05OTpSVlTFz5kxoqGXjZ++jMDZm1ItvYungeMl4ep2OtR+8QUNNNdM/+faKywP/S5rOVlLxWzIVY1ZwKKuCr+LuZ9H0CPoEO15/Z5FI9J9R9PFxTELtsRpqCJaW/BCH3NoY26mB19nz5vy0Zzuf79Ox20SK91P9kFtfvLbasyiZmtImxr383/p8fDbyENu++5yZ3y9AamNPeFQyU1xsCU2IwTb1d3pqDqCZcxIsXC/sI5VKkcsv/zteWlxE3J7tJB/ch6alhaCwIIY1/EJF56f5zHMGa4sr0QkwytGKWW72WGUkkfbrM4RZ5WMtq6Fa6YLVwJeg7CzE/EJslRs+L+/CysUNnSAwPvYcibUNTIk/QteavQziMLXu/VBNX4ZUeWl5HEGvB4nkhq8XBb3+khupJ06cYNu2bQwaOJCExETKy8sZP378ZQG2K0mLicJm4xgUvt2xmLn24msddZgjP73HLL8TMP43wzX+NTRUV7H0laextHdkwtsfoy7PQDKvN7mCE5XDf6VtaDsANHo9W8tqmJtbwrkmNW3qctmS8hQK51BKvfqiOD4Pu4Z84s1bkxT8AOGdJuFnZmhM1VRXy5avP6Y8J5u2g0dQFreJcLN0/CU5VMot0bQah0PnSUgS10L8ctA0QfAo6PQYuHe4odf2z6/zxs/fJ7WwBKMgOU8XLWFI+wV4NMoI3bsWi+4DycrOZtiwYfj5+XH8+HFiY2PZ4h1Cla0DGzytyd63naQDe+g5rD8Rtb8jqS+Gsb/Cqd/g7DZK2jzJ3HjD5/Jxo0cR5O8G37enOHA8fewexlYpZ1mIF0JaCrE7NpMdf4q2jvUMsIkjXt0WlTH4yTNB23y+xNtjhtITSesh+icoTjhfhu1RQwbtiQVwZgsoTCF8OkL4DOp+GcxpC29WOD+FR1Yqjz766IWs69raWn6cN49fwvqwL/Nd/Ooz4YkTVJSUsfy15/CN6MTQJ1+47Z91VsTspfv+xzHXNLIpL5ghr/90WZmwq2nU6Rl26hzNOh0Prv+B+03WkakK55jteB5++AqB5G3PG16/Z5NBacrOn74mMSOZgc4JBDXnohj/G7S6dT1D/k3EwKxIdGuJgdl7RK/3F7JG/y6RVj0Y9thClOfrVxWeO8OWrz4mdMBQOo+9et2mPxMEgZ77T9BUWsx9qbH06tmDPn2vvKQFMGSs7ngJTv4K3Z6Gfu/8pUwAQRDofSIVP1Mjfg25mBVysqaB+2LTWHeFANu1xlq8eDG1tbXMmTMHIXYRiu0v8Hjr16lTBDE8I47c2ON4t+/INvcQtjt40UkBy7u2pTo3h+O/vcxoyW647xuIePDS0xUEJsZncKahmb0dAnA2uliTqlGnZ11JJfPzysloauazAHemutjyTyjPzWbxi08gVygJ7NmH8MHDsfPwuvB8bX0V2YsnElh+kthen9Kp9yzAEPj+JLOIH3KKeLZ4D+PPLcWLfGpQcYJQTtGGJq5dH8rS0pJnnnnmhi/IynKz+f3152nf3otudUuQtJsKw78xPJl3Au2ycdS2CKzv8DlvmLaia/YZnvJ2pnfv3peNteb915A3FDOqtxMNJ39DpW0gufdH9BO68bqPM096XjmgltesJn7ZTIbnb7rqPKs7Po/VkDeveTdcEAT6nUglpaEZlbaBqOPTOGYVyiNB7wDgW1fJR07mdGkXikKhIHnlV3glfwwyI0we3UWRdQD9jp/BraWJ3jF7sbWxYcqUKddcgliv1TErOZsDlXW85O3Ec15OF+ayadMm4uPjGTFiBOHhhmVzNaXFrPv4Haqu0uxNKpMz6b1PcfYTGxJULE2hquEUOQHv8PHBD2nW23Dk/QH/jm7aIpHoH1O+KAlBAPuHQtDVqyn6IAbrsf6YdXC6/s43YU9CHLN+L2SRQzltnTpiO+Vi4Pfk9izi9+bx8Jc31xn8307d1MjPs6Zh7epGh+FjWOPoy+KiKnb42rFu/vc8ywJiacNuel7YRyqV0rdvX7p16wZAfkoiq44c5VufCDSKi9dxL2X9yqP5q2nfeTVyM1secLHjfldb7JUXy2tV5Ofy23dfYWdSw1inIlQl0QjAoTJ/pF3n0HPqxevGMrWGASfO4Was4OEz0WiTNzHa6ABNCmvM+j6PNGwa9Y0a4ndvJ2HvDlxaBTLsyRdRXKdze1b8KbZ9+xkO3r6EDx2JsZMLixb9Rl9/M7rlfIe2y9OsyrUnPSODoUOH0qHD1QOSWrWatS/ezyTrHQjjFiEJGXPZaz07OAWTwH4w6serjqPX61j34ZuU5eYw/dNvqZTKqJ8/AEttLQPaz6dKcXkz0QG2FgxX6EhZ/TvDA01pn/IhSKQQNJKq9rP4vt6eZWU11ErlhOWm0jHrzGUtwqQIqDp0ZR0tLGrYTUDaekOmqIn1xUbBlq6XHftmNNXXseTVZ8lz8OBh5Sp0UgU7znigDexOk0bL+PHjL1nhpFarWRd7mmebFPRPOUE3qZYACulc8DN6IxXzBv7GLy02BJoqeCv2QyIKtxCjb4f7Q4tw8fKBjY+jPrOFiIhl+Ng6s6iNN9Z/KIVWUZBH3I4t2Cf/SKhlPjqlBbJOs843Rf5TlrQgQO4xQ2+Os1tB0IO1tyFI224KGBtuyKvj16Hc+BAver6Ac5UZKpWKhx56CIlEwuLFizmhk1Jlo2Zl4oswbiFqv6Esf81Q3mLqR1+hNP5rtWRvhiAIvHIihimHn6R1fRZRxqPo88qCG9rvyeQsNpfW8MihNXSt2Edvu1S+5wEGTnqU1q0vTzyhMhO+bw9DPoOOs2hIi0b320j0JsbMaPcF8waMwtHoxptK30vEwKxIdGuJgdl7RP8P5rNE9zFRqggqzfszefJkilIS2PH9lxiZmdFQXcWYV97BO+z675+CXs9Pa9fyvn0Aw5OO0cvanClTply1CDwt9bD2IUjfA0O/+NtLV37JLeWDzELiu4ZgpzRcgLydXsDa4ioSugXfVCOi4uJi5s6dy4ABA9DrdFjse4FW0iwGhs8lwi+cyXkpfJJTylHfUMLzUonIPEPPbt2oOb2bEXULEQJHoJy48IpBuf9faHuYKFnXzo8ytYZFBeUsK6ygWqtjoJ0FT3o4EmFp9rdej5uVfyYJWzePq2Y9ajRqYpfPpFP2JiJDn6D98Pd4LTEZi8QVPFu6Gcv6fHTO7cl3H061c09DHdcb4OjoiJPTzX0YTT60j50/fc3E+1rhlrEARs813LlfPwuc2nLU/XH2HovHLCyC6tNxvPjUk5cFK4sz0lj+2rMMe+pFWnfrxUsJZ2jIPsY+q/Z0sDJncRvvy0tf/EFdcwNlCZvxMbr057u+oZ5GY2ccwofe0LlkNrYQW9sAgNfZ1UQcfJmDI1cRq/Dj25IaVI31jEqLZZxrC+3Sv0Vj7oFuwu9k1eqYkVVOlR6mnz1Oz3ahdOnSBePrfCAD0OgFYmrq6WqluuQctVothYWFuLu7X/JBvbmhnqz4U4aMnD+xdXXH0cfvhs71XlaeXkXjggTOdXyXtAYHPk2ezifDgpjU4+aadohEontfzY4sGuJKcXmtEw2xJVStPofzax2RWRhdf+ebkFNeTa8vIvmoYxk9j/ti/2hbjLwMAa70U6Xsmp/Eg591x9TiLm4qdRvkJScQvX4luUkJ6Jzd+W7EbJ51s2G0XIfq2GfYZm0kZdBa9ErDDf2CggKOHz+Oj7MTQkYypbnZ/D7pacwsLHjS3xOZQoFM08CwZd3I8R9FZu/36W1jfsUSVNXV1fzw/feoWhqQ5qYzauY0co4fIOlcBQ99Mw8j00szYY9X1zM6Pp2ZLnZ4z/sYM5NmAmUJBJGODjlJVfYk1HnhGDGAc9GR2Li6MfrltzGzsr7s2AAJ+3ayd8FPuAWGoG5qojg7kya/NtirpMyWrUKKAPUl6CNmsl3oxclTsXTr1o1+/fpd8Xo+ZuMa6nZ9Sj+nDCQvZRoCmn+w6YsPCKjeTqBVOTx39qrJF5GrlhK9YTXjXnufWu8AEn5/lPHF29jc91fw73nZ9uEWZviYGn5fjh49yt69e3mgfzAewZ04V9JIdHQ02dnZmJibUxjelVWY0FsJz5uBUiJBEPRUFxbSvkcPxqYWIQiwMyIAWXMN5J80LBlX3rqmncUZaSz69iuMHE2ZpVmJIAhsMJvGwOnPXnGFE8C4uHRKGxp5N3k5XYt+JcPEgwntvqBRYsZkNwcO5xWSpjTjiezfeT1nHppWw1B0fRwWDeUNvyepDHuYbwI9rloKrbmmktoT67DvORXJjZxrVQ7U5IFH18u/j4JA4U8DaKkrZIfVHMpLK2nfvj0KhYJjx45RMHg0rx6ejpetMzywne0/fEn6yWimffQ1tm4eN/ty/mUNOh1jo+N5+cQr9Ko+QYb/bPynfnbV7WvLS/ny8DHmWnsy5MB6RpnLGSZZSSGObDIaw+OPP371z7mrZxhq9Y74DlbfT6Ngyq/pAXx///sMdbDmm8B/7rzvJmJgViS6tcTA7D1iyIdzmav9ggLbtkQ2dUan0SA5G0dgWHsGP/YMm7/6iOKMNKZ/+i0Wdldfaq5Vq9nx09d8aO1NvZ0zD507yaOPPIJpczGc3QY69eU7pWyC8nTD8qaAgX/7XMrVWtpFJfGmrwuPuDsgCAIRx1LoZ2vBZ63cb3q8LVu2EBsbiyAI9OrSnt5p71Or0dChzY8Ym1hQptbylIke//2bOJdfgMrBjClsQiaVY/3KaVBePbAaU13PmPh0Wpkak9rYjIlUymRnGx52s8fL5NZ+MLuVBL2eqC1v0y3uO2Kt2tKqNg0TNEiDRxuWebm1/8fmsnve96Qc2ssjg8wwydlr+Bk738VVLzNi2bJlZGZm4uPjw/3333/Z/lu++ZTi9HM8/O08pDIZywsreD41D3djJXsiAm5Lo7Xr0uthfm/D/886yJnGFibHpzM6ew1vpn9HGt4kBDxDcUUtm6xcSHH15gtzCePbhaBQ/DfvvN9p5fl1RK1LR5FZg5tvJKUhC1mR9TNnyuQcerE38qvUixSJRP9djXGlVK5KxeWtzlRtykBb2ojj0+HX3/Em6fQCrd7YzMwOxTyY1wEkEhweb4dEKqE8v55VHxxn9PPhuPhb3fJj/xuU5WQRu2MLX2JOhrsf3+TG4mprQrszr5DvOJIiR0Pppqb6Ok6dPEmdlQPmMqD/fXzeomBruP/Fm+jRP8Ou1+CpOEP9zKtYu3YtWVlZPDZ7NnvmfktW7EkEQc/AR54y1BC9gl9yS3kno5BPVFDxxRtIvFuDkZ6eLcdoZ5aDTNeIJGAwFa1msGbe78gUCka//DZ27hebmAl6PUdXLeX4xjW06T8YzYgpdLZSsWnxbxQW5jOtcSmORnXEeb5EOy8ZppEfIPgPJNptNrv2HyE4OJhRo0Zdcq1Rmp3JyrdfZnJQHvb2VvDQTgBSS8vYmlvE7NAg8qOPkLTwDcZ7JsEjh8H58tJmWXEnWf/JO3SdMJWG3sPYvGcu3539gJTAJwia+OF1v496vZ5Vq1aRnZ2NqampocyYiwudO3cmKCgIuVzOxpIqnjqTS7iF6SUZpCuKKnj2bB4bw/zobHV5L4BbKXrrRnaeiMVc0sj90s3YyRuQTFgCfldeWXiouITDu77ktaz57LbtygetXsYjOwvfomxMmxtRG5mgs7Wnss9QWs5s4/sz76EUtGSYuLFhzFZe9HW/ZoLBrdZSmIh8Xk+WGA/A2u0+4tMzAejdfwBHcnfzxrlv0T+8hxMnMolctZShT75AYPfe/9j8/i+9sZmhMcl8Ev8BY2r2k+00FMeJX2FibQiQC4JAQWoKcds3czQzi2WjZtOzqYqfO4RglbsVtr/AfCbTfsTsC6vLrqjgFMw/3z/DqwfaMYtY9NorJIT3ZK13KM94OmJyE9eIw+2t8Da9ez8j3igxMCsS3Vp3IGIhuh0UEj1nZZ4MLN9LsDyJg02tSfZtS8jICSiMjRnyxPMsfeVptnz9CZPe/RSZ/PLgT1NdLRs//4DEqhqyxwyi79lTTO/mjunGh+DcTpAbgeIKS1TMHODB7ZfUYP077JRyBtlZ8ntRJbPd7Imva6KgRcN99lZ/aby+fftSVFRE+/btad++PYQHYDmvD0dKfma872t8EuLGUDtLsK9BffArFHmHaRRMaBy98ppBWYBOVire93NlSWEF7/i6MsnZBnP53d/JXiKV0m3k+8RYe+IS/Q1VEbMw6z4HLK58t/926vvAI5RkpLPqRDXTwyKQuXeAfm+DVIoUGDt2LKtWrbqw9PCPqkuKSYuOpPeMWUjPd9PtbWNOKzNjvgv0uDNBWTBkIAz+BBYNgfjlBLabytG6lajSf2Cp6xgagmYjJMST5+ZDkpUrH/i5MMX9+rV5RbfPgaVnaW7Q0N1ZIDdwPXrTsexP1/DWff5iUFYkEl2RwtlwjaAubKD5XBWqzrfnb6hMKsFJ1UhuZQtWw30pm5tAY2wJZhFOWDmYgASqSxr/s4FZe09vBj36FM4lZQxMKWBbo5Y2Jw9gYu2Mh3Yb2040oEeGVCYjtFM3rIND2XTwCMsaYLiD6mJQVqeBYz8aaqheIyibk5NDUlISw4cPR2VpycgXXufwskVUFRUQ3PvqZb8ecbfneE0DH1bV8cbAERjnZVFp68z+JicCHp6BRdZ2OPYDtjsf5v5Z37B6xUFWvvUSI55/HY+Qtmg1Gnb9/A1nIw/RY8oDaHsOYkx8BiESLV0LC3kqpAHbpCoSXR8lLiqWY3sb6Bo6kk4ZO+hcX4L1fe+yZsdhli5dysQJEyhOTSZ2+2Zyk05jbW+HnSYb/F8EIC8vjxknU8m2suP7IwlMdvTE1MgXnTQNWdruywKztWWlbP/hS7xCwznXqT+Lju1n+7nPybbsSOD4G2vOJJVKGTVqFMuWLcPKyooxY8bg5uZ2ycqfUY7WOBspeCAxi+GxaSxv64OtQs7HmUUMt7e67UFZgE7DRpKclk6j2hjzRyORbH4Efp9gKH0WPv3ihjUFcGIBPU8tokdTNbv9pqAa/BFHbS1pbu7A0YMHOH7sGAFO9kya/RhSqZSygEdY5+lPxyNvkNPrHV72++ezMY1c2hDtN57xWVtYureJ4EGTUZiYIvF05YmDv5Jp0409H3xHQ3UV7YeNuiNBWQA/U2M+D/bhEeEtGo4bMaV4J7pv95Bt15Nql8EknUihJDMdI3dPdo2eTaixlMUWOSjXvg7lqRRaRlCj86Nt27bXPpBrewidDHJjGPIZcrmSXtMfouqbT+k4pw2/FZTf1LzbqEzuicCsSCS6tcSM2XvEuI9/5JTMl4eFbUwp24qPqpJmqRnH9W2wHfwSwZ37UXjuLKveeZnQAUPp++Ajl+xfXVzE+k/epqm+nqjxs/AoPsAbZZswq88G+9aGGkRtJ97S5UDXsqe8humJWexoH8DWsmpWFFVwumsICuktumOcuBbWPQwDPwAjc4j+BcrOgH2goVh+2wlXDkKLbovqkmKWvfI0roHBjHrhjUsaWVzLvoU/czbyMLN/XHTdWmx3xJoHIDsSPLtAyiZa+r/HA6phHK6u5zlPJ37KK6WfrQVzgzz/U7UB7zb/zzgbMs6XmpwvqPLey76qRWxLriXqlb6YKsV7mCKR6HKCVk/BW1GYtLGj6XTZJSUGbrXJPy2nvqmKLc8/QcXyM7Rk1+D0QgRSIzlLXo/CN8yebuP8rz/QPe7+hEwym1o43LE10rJU+KkTjPgewi9dcfPi6XOsKK9jZko0j00Yh6OjIySsgfUzYfahqyYb6PV65s+fjyAIzJ49++rLn6+iVqtj0MlUTKRStrYPQN/UyNy5c7GysuKBBx5Apm26UB5M0/9DNu7PJ/9MCn0emE1q1GGK0s4y+PHnaN21J9MSMomrrqNCq+e1iiM8lfwW9H4Ver+MprmZlCMHiN2xGXlFCmM9U5GbqCjs8x2/7z2FvqUZo6yzOLu7Ez50JK0ctch+HwePHOFMtYIv9x9ha1BHZik0nMzM5qyLN81SGWtjnyPEXIbF7D0Xrlu0Gg2r3nmZuqoqCp94i2WFRRw8MROVVo3Z0zEYWdz6Pgvpjc1MPZ1Jg05PV2sVu8prONKxNR53YrWaTgPbnoPYJdDzRfAfBDE/Q/JGw2eJsGnQcTbY+v7zc/uLkkvycJ3fmXP4kljWiv+1d9fxcVzXAsd/d1m7K2YGy5LMGGMchxwnDTMzFJIyvzZN01dI29f3Ukoh3DCzw05MiWNmkmQxs7QMc98fUgyxDHEVy3bP9/PxR9bs7OzZ2dHsnTP3njv/q99i47t3c1LXIp6onErB7DP3mcdiuPxwUyWPtXTzq4YVTG5+i2LvclwqQBX5eEqv4OHCkyjb8gQ3ty7oL3FRdjbecdfxh+eXc8qppzJnzpzP/Zpaa579xY/xdnVx/f/8ZdAOT8c76TErxNCSxOxx4srf/oXlupgptu38du5MRuQnEvzoPlj3JCYjzIfxM9lkmkTA4yDk92N3ujAPDGMyolGCXg8mW4SSuFpO71tCUqQXPXI+asZXoOiUA0589EWIGJopH29mfko8izr7mJ3o5n/Lhviu8Rvfg5X39/+/5Mz+hGzh3CP+XkW/ilWf8Mrv/5uY2LhDTsz6+3qZfuFlzL7smi84usPUXQt/OaF/0oWL/gljLiBiaH5cXs9jjR0UO+28NaUE9zHQy/p4tvTZcravaOZLs6Nsjf0y8Rlf5epnSrltThHfOUMmQxNC7F/z/60m0upD2S1k3TkDZf5i2hA/fPpF3t/ex4o7r8Do1jT/7ypi5+YSPy+f1/60DpNZcfbt+w4v/0+zvNvDBWsruGtEFl/NS4MnL4eOSrh9xa56mjt9Qeau2MaX0+NJ+mABHR0dOOx2rg88gJ8Yno3Zf5tCa43P5+PGG28kPz9/v+sdyGaPn7NX72CsO4av56cz0tPFY48+yowZM5g/f/5eE+oaM7/O2+WJbFnyAQ53LOd//6fklI1hm9fPySu2c0bVZpJcBneW/wSyJpJ8w8t71Q3VWlOzYS1bFzzOBP+LxFoCrPQUsdk5C689mauvuYbc3Fx468foTS+yfNbDLHj3XV6ZdSaFSYm8PHkkO3fu5InnX6AyLYfCyFrubHiA2Se9jtfefxMi5PMRCYWwut10RzWvbvopEzs/oe+KV0gu23e001BpC4W5fmMVa3p9fCs/nR8VHflRX7toDUv+AAsHegcn5Pd3apl0NTi+mJs1XyStNfc993O+uuWPPNM4HV8wwvWFa3g99yrOuPTXOOOOnvcUMgxOeWspNdYY7KEgMRY4t2MR19U/zyhffxkGv7Kz2TyBNdYT6DElEolE0Frz7W9/m5iYw+uI01q9k8d+9E0cLveuUXuH4qw7vkvB+EmH9ZpHE0nMCjG0pBvQccKmNCqqGXXKGVjKivhZfTtPJtyIdeZFfL91AfNrX2BecCkb40az0j2V1qpOxp52Fv6eHqp3LGFqYg0n9a0k1GNledaZTD/rB7izxwzb+7GYFJdlJPH3ujbCWvObwyxjcEDzfwVpZf2J52PoLvbxqnjqdM773k9or6k+5OeYzGYmzj/7iwvq35WQB1c90z+JxsCwP4tJ8buSHGYnuJkU55Sk7DCLRgy2f9JM2Qnp1IbuxKLiWdw4D61ruW5WwXCHJ4Q4ylkzXERafDhKEr6wpCzAiLQknl1npaevmsSkUlxT0vGubCbu1DwS0p3UbO74wl77WDI93sWtOSncXdlISyjMz2Z9A9MjX+ovyVXWP5nnzysaSLNZ+E5JHqbCm1i9ejXulpWkbWhh/fifc0LSgZMmqamph52UBRjjjuHRcUX8emcj12+soiDGxqmnnMWiRe+Qm5vL6NGj4ew/QGI+pnd/xpljLqLwq18nvWwciRlZAPxuUyWuUIAZoW5uCz9Hj9XBOfnf59lQhFzH7knglFIUTJjMO0k5fGvbhfy46gEua3mbU/R2Kk3jePeRemZecgdl5e9S7yjj7XfewTP7NNosdp4o6S8jMGLECL58w/U8/vjjmLoCmC0GP2U727O+RHtdNTvWLqNw0lQy8zKYtuI+pnUupfaEn5H3BSZlAVJtVp6fWMzLrV1cmDb4JGlHjFJw0vf623rRMJTMB9Ox275TSuGY8WV2Vr3IueMD9BomGnzpFFz430dVUhbAZjLx5PSx/GPtJuJG5GG1O4BiFugb+ahiIVkd5bhTpxO1OCnZ43nZ2dmHnZQFSCso4oLv30lrVeXnet6B5noRQvznkh6zx4mbf/9nPgiOwHlyHh3hCPEWM1dnJXNjdgo5DhuRSJj1q57HseIfjOlcS5MthY/N4yjWdYwPVNDgyKR6/A2MnXMr8bFDP+TocFT6Asz+ZBvxFjMbZ4/B9jmHiwkhxMFUrmnlrX9u4syLe6k2f5f8zF9x2fPJnDU2g19dOG64wxNCHOV6P6yj961qEi8twTUl/Qt7nQ+3VnDDo9t59gYz08rOJFTXR+tf15F8wxgqmn0sebacL/9pLmaLtJW01vyjro27Kxs5OyWOfy6/DZPJDDe/zYedvVyxfid/G53Phel7JPP+dT54O+ArS47YyCmtNat6ffyzro0Fbd1YjCijWur4w9xpjMnuT8Cy6UV46SuQNQmm3QpKsb6yir/5YaK/l1tjmzBveYme617j1MY40mxWXp5cjH2gzRzVmrsqGnigvp0v56ZyRUYSly9fw8/73ufC6mdRPXU0kE42LTzLOSSe9U1uDzk4NzWBP3xmpFpvby/3/d8fuMl4DHtqPi1pp7Hto0UkpKVTMHEqhr+bnI1/oj71FApuf+GI7EPxxekMR/j2qw/w6MYfAvC9Cb/m9xd8TUpvCUB6zAox1KTH7HHCpjRmI0qi1cz3CzO4JCMR1x7DKiwWK1NmXAkzrqS84hPaPryXsxveZZu7lFUn/51JJ1xKtvnoOhxGOB2ckhRLQYxdkrJCiCGnDU39+7XMTbHT3Ps3YpzFfNw9nS7fFm6dUzTc4QkhjgH2wniUw4Kj9IvtsVeckQVsp6KliWllYM1xY0l34lvVTMLUDLSh6W33k5hx4ElL/xMopfhKXho5Dht3bK3hN5mX8JNVPyRSs5yfNSdwQpyLC9ISdj+hcR3s/BAuuv+IlrNSSnFCvIsT4l3UB0I8UNPMI9rgsjXl/GDxYk6aMZ2CMRei4rLg6av750YAJgB/37URE5z1O+ILZnJ/opfz11Zwd0Ujvy7JwRuNcvuWGt5p7+VXI7O5OScVgDvHjuJrW114LrmNa3o/Ieat3+Dr62HiRd/mAXs6RkvXoGUB4uLiOGPmDLZ+8CFz29cQ376GkgQgBKx4DYAWWwE5N//ri9514ghIslqwlZ7JwrZ3MEUCuMaeL0lZIYT4ghxdmThx2KwmRXy0l8XTyg76pTmyeDoji58iGgkz4SgvVv7k+CJpBAghhpQRjOJb3ULv0gZGdAboy6oikFjB6LK/8qPHqzlrbAYFKZLcEEIcnD0/jqy7ZnzhbZWs+Bispgg723qA/qSea2o6PW9VE39Kf8/GrmafJGb3cE5aAhl2Kzds0FzrzMX73u/YUfQz3ppSsvfn9dGfIT4Xxlw4bLHmOGz8vDSP81MTOG99JU+G/VQ9+ijp6elMnz6d0bev5Z03XmHttu28MPMMrspO5UeFmWCygN0NwOR4Fz8vzuIn5Q0UOe0839zFdq+fh8cVMj9l9/DzSzOSWNnj5aeVLYyfPI+J3z0fIxol4g/x+Mrt/GREFqm2wa8PymbM4m8Px1GRdDZBv48LvncniZnZux5PjUvBdJR19BCH78rMJK4quROF5rXhLhchhBDHMfnmPE7YTBAyLJ/rwuBYmEFSkrJCiKHk29hO1ws70MEogeQY1vijjDxxCc5QIavbx1HbuY4/XXnsT8oghDhyjkRbxWRSZMYGqO2M7FrmnJRGz5vVqJ3dWO1mult8X3gcx5qp8S5emzKKJ5uv4gebf8fHvjYKKx17r9Swun/eAfPwt4snJcXx29I8vrNdcdYFlxO3eQ2vvvoqr5tMKKWIzL+UTr/muqIRsEct2U/dlJ3Cih4vPy1vIMVq4cVJI5kU59xnvV8UZ7Ouz8ctm6t4d2opCRYzPytvIC/Gxi05KfuNzxkXT96YCdRuXMdZt3+HrNFThvT9i6PL3KRYMgeOs8mDHEdCCCGGhiRmjxM2pQgbx26ReSGE+KIZ/gjdL5djy4sj4YIRPPN/60ibEqSzeyGlpb/mnpeqmF6YxMTchOEOVQgh9pGbqGjosaK1RimF2W3DMSoJ3+oWEtJi6JLE7KAKnXZuPfsbrIk2MtYags+Wx8qcAJOvG57gBnFlZhKf9Hi5t7WLN86/iPkBL2vXrqWopISL6z1clO4ma5CkLPTfJPhDaS4FMXauykwiP8Y+6HoOs4n7xxRwxqodfH1rLVdlJrG028MjYwt31afdn5OuuoGWnRWMPunUf/u9iqObWSl+W5JDVGtM0llGCCG+MJKYPU7YTIqwlo9TCDF0PL4QwVCU5IRDm7W2xx/GYTVhtwz/TSKtDcLhLmy23ZMZ9r5fiw4ZJF40ktY2Pz1tfkrPfptAJJUa30msr1/DwzecMIxRCyHE/hUku3i7OZFwuAObrb9Xo+uEDDoe2UxGbhxtzZKY3Z9kp5vkK/4y3GEcEqUUvynJYWOfj1s2VfH21FLmzZvH000dNIe6+GrugWd1d1vM/HiQGrGflR9j58+j8rhuYxVLu/qYk+hmfkrcQZ+XXlRMelHxIb8fcWw7Y48yGEIIIb4YMqPSccJqMhEx+ntRCCHEULj2D8uYc88HLNvSetB1l1W0c+I9C7nrlc1HILID01qzdeuPWPbRHPr6+uMJt/nwfNRI7NwcLAl2tn7USHxGgD7/AnDfzI9f2kZZRiwnl6YOc/RCCDG4orQUOgKJdPXu3LXMMTIRU6yN9HCUrhbvMEYnhpLTbOKBsYW0hSJ8e1sthtbcV9vGaUlxjHIf2s3SQ3FGSjzfyEsjqvvLG0gJMSGEEOLIk8TsccJm7u+hFoxEhzkSIcTxYFNVJ2u9PkyG5vp/reT19Y37Xff51fVc/9AKLGbFK+sa6QuEj2Ck+2pqeo6m5hewWGLZuOkOwuFeet6owhxrw31SDqFAhIrVreTPXEZF90i+/koeFrPin9dOlYtSIcRRqyQzF42JiqbqXcuUWeGakoazw0/YG8HvCQ1fgGJIFTnt3FuWxxttPdy0qYodvgC35x24t+zh+HFRJutnjxnShK8QQgghDp0kZo8T9oHErNcfGOZIhBDHg3tf24bLgH+dN5HikJk7nlrLPxZV7tUrX2vNve/t4HvPref80Rk8NqGAQDjK66sbhi3uvr4tbN9xF5mZlzBl8tOEQp1sWvlt/Ns6iD+rAJPNTMXqVgzt5aPOWn6/6jZKMuJ48auzyEuWiS2EEEevEQOzole07D2KwTklHRU2yLQquqWcwXHlnLQEvpyTylvtvUyKdTIzwTXkr6GUIskq5dCEEEKI4SKJ2eOE3dLfoPL2yTA2IcS/p7nHzweNXcxLjmfyidncdfJIpgUs/ObNbdz5yiYiUYNQxOB7z63n3vfK+UpaIt/a5CFxdTsnYOaJ17fR/VolkQ7/EY07HO5l46bbcTqLKC25G6ezkFGlv6Uz8CG9Ez8kZkJ/mYItSxvZXlTP39ZfwRmjknns5mkkOAefSEUIIY4WGXEObOYoNR2evZZbU51Y82LJt5lkArDj0E9HZHFDdgq/GCmlBoQQQojjkdwePU58OtlOX9+RTYQIIY4/9725A5OGm0/vn9xj+jlFXFPVS0p9J09+Uktjlx9vV4DVrX38FAfnGDbc5xUQMzmFq9Y08a1XN7F5VRP5HzXiKEvCPTsb+4j4Q76gjEbCmC3WQ45XRzWYYOvWHxAKdTLthIcwmx30BsJEto3GUnkuFXkv4m4+EyNQwmMtbay35XDZ2GruuepLmExyoSuEOPqZTIrM2BA1XcY+j7mnZZBa20dDbS/MzhqG6MQXxWpS3FOSM9xhCCGEEOILIonZ44TD2p/E8Pmlp4QQ4vD1BcI8t6GRqdgYM7G/lp3JpJh30xg6f7WSLJedJ3a0Y9aaP2Wnccq8EThKEvH6yvlkzdWMTJpPfMxkFk1O4htpiXiWNdD+wEbcJ2aTcE7Rfl9Xa01Pz2qqt/+Tjr4PKYv7LdnTLjxovJ7lTXS/VknftMW0xb7LuLH34XQWcu97O7j3vfKBteZB5Tz4oA1ow2TTXDf6aX5wwZ2SlBVCHFPyksw0dsdgGCFMpt09/WPGpdL+Qjnmqt5hjE4IIYQQQnxekpg9TtgHErN+n/SYFUIcvsc/qiEYNbh6Ui4m8+5qNzGxNubfOpaKv65jns1F2lVlFI5PB6Cz8yM2bvoahhGmtflfnDv+dF5c38j3f1yGa1oGfYvq6X2rGlt+LM5xqXu9nmEEaWl5g7r6R+jr24zNn4EtmkVl4PekNJ2MPTNxv7GG6vr6SyaUNdDofpjE6vmwLZ03C8q5d3E5V2YkMrotSEdOHA21DSSWPYPJSCMvvYXRWXbc7tIvZicKIcQXpDAlls2NKfj9tbhcxbuWm+xmvIkOEjoDaEOj5KaTEEIIIcQxQWrMHiccNjsAvuNs8q9AZTehRs/BVxQAaG3Q3PwqkYjsM/H5hSIGDy7eyaiwmRNPydvn8XhPkEKbiQ6fJhzsnwSsqelF1q2/idjYsUyftgBQzMleSbsnyIfb21BKETs3h5gxyXQ9X064rb9Xv9aampp/suyjk9iy9ftYLAkUNP2EojW/Y9ykewnHtFL+3r0YwQgAPf4wjy2vwRfq/z3qDdPxxFZUTpi6wnuJj59I6Qk/o9GI8oPFO5hhtvKV5ggZXoVru4fzJ4/i2pNu4YT810h3fEJe/m1HZqcKIcQQKk5PpyuQQFdv5SAPJuIAfNs6DmlbOmzgWd5E1Bse2iCFEEIIIcQhk8TscSLG0T+czR8IDnMkQydU10f7Q5voeHQLRig63OEcE5qbX2bzlm9TXfO34Q5FHINeXd9IeyDMWWkJJKQ793os3Oqj64VyYsalYBmXzHsPbWb5B79ky9bvk5F+LhMnPITTmU9W5qU4Ag8wOtPNs6vqgP4ZnxMvLcHsttL5xFaMUJT29nepqPwtycknM33am4xo+wX2TSNJvmI0CbkTyUy+lLb0F2h9aRV1nT4u/ftH3PnyJq7453JaewJ0PbudaDBM85T70TrC2HF/xjIqlZ/hxxlj45awnV4U6ecUcf09sznx0pHkFp5Cycg7SU8/j8SEGcOxi4UQ4t9SnJ6JxkRFc/0+j8WWJtIZMeh6ejuBiq4DbifqDdP24Ea6X66g7b51hNtlxJUQQgghxHCQxOxxIsbe32M2EAwNcyRD49PecJaUGKJ9ITyL970AEXuLRLxUVP4ek8lBQ8MT0mtWfC5aa/62sILCsInTTtq7t6wRitLx+FbM8XYSLxnJqTeMpOycZ/Hqh7H4r6Ws9Le7ah3m5d1EJNLLvOIWFm5rpbWvvxe/yWEh6epRhNsDdL68lfKK35CUOJtRZfdgbkihb2Edcafn4xjZX7qgePT3UFYzi3qe5cI/LsEbjPKnKyfR1BPggv9bzLbt7XjP+pBuzwrGjrkXhz2DX76+lS0NvczvMNGb6mbkT2cw/vQ8bI7dVXtyc69n7Jj/k5mthRDHpMJUFwCVrfv2ik3IdPGxJ4qRFEP7Q5vxrm4ZdBuRDj9tf1tPpNVH0hWloBRt960jWCP1aYUQQgghjjRJzB4nnI4YAALhI5uYra17mE9WnEsg0DRk29SGpuvZ7RjBKCnXj8E9K4u+RfVEeo6f3sCfpbVm8+bvsGjxxEH+Taam9oGDbqOm5u+Ew91MnPAg0aiPxsZnjkDk4njx4fY2Kju8zDRsjJictmu51pruF8uJdgVIvKqYlq7XWb32UnB+iCv6Qza9dhLvPLiFSLi/V3tMTB5paWcxyvUgZgUvr23YtS1blpvEC0bQ0PkE21rgu+9fwzcfW82yJzdjL0kk9pTc3evakmk2f587a04kKRLg3rF59DxXzS+SU7AFonzF4uG92sUUFX6TpKTZvLy2nseW1zDXa2H2uHTO+9ZEHG7rkduBQghxBKTHOrCbo1S37zvZqzvBDnYzq8MGFMXT9dwOet6tQWu9a51gbS+t963HiBg0jEzkxRcqMc4qxJLqpO3+Dfg2tB3JtyOEEEcFIxih4/EtdD63Y69zphBCHAmSmD1OuFz9idngQP3FL5rWUbbv+AXl5b/E56ti0+ZvYBhDU6Os78M6Atu7SLq8FEuSg7jT8lA2E71vVg3J9o9Gbe3v0NzyCpmZl5Cf/9W9/qUkn0xFxT10dCzZ7/P9/npq6x4gL+8mEhNnkJ52DrV1Dw3ZZyKOf39fVEkWZk6bmLlXD1PvimZ6t1TiOWsxKyrPZMuW72K1JjB50hPMmHcb828dS/WGdl75v3X4Pf03hvLzbsVqVDBnhMGzq+r3auBaxlv4IGEHv/vkW5gNKyu3t3NLsJfbfN28samJcNQA4LHlNfzXm4mMSW3gh5MfIm5xA8lOKyVVvdxt9pETu5P/XX07azsvYHtTDz98bgNlITM3n1zIGTePwWI1H9kdKIQQR4DJpMiOj1DXve9jyqSYd8No/N4Ir6xqo8Zqpu/9Wjqe2Y6OGPg2tdH2jw14IgYL6rys/aSFaMRgycuVJN80lpjRyXQ+uY2+xfWSmBBC/MeI9gRp+/sGAtu78K1uwbO04eBPEkKIIWQ5+CriWOB0DiRmI19MIi7gDVO7pQMjqjF0gK7Q3QSiy0hQ38DmKaDV+D4rl95FvO3ru56TkOYkoyj+871ORRe979YQe0oujtJEmnf2YLGZiTujgO6XKnDNysKeFzfUb++QGIEIwepeHMUJKMvuexo9/jAfbGslaux7EVOSHsu4nAPvA8MIUlF+D4mJsxhZ/JN9hlg3flSH197M5i3fZtoJr+JwZO2zjYrK32KxxJOfdRv+bZ3kpN5Ac8srtLS8TmbmhYf5jo9uhmHQvOl1SAqhzLs/D21oOhtDFJWdhTM24bC3H2n3E+kJYi+MP6KzWwcqu7GmxGCOtx90XcMI097+PtHovj2nrNZEkpNP3ut46usM0NXsJbs0EfMe++zjyg4+qerkPK+N0bN3H189Ozezo/x39M39BBUykZF+Prm5N+B2l+5ap3hKGq4EOwvu28ALv1vNmbeNJSVnHImJM5nuXcD7O85mbV03k/P6SxT8ecET/HXdDcy0W/l5twUbFjbOz+ax7S3c8eRaMuMdTMpLYMHGZq6ZnsfJ0U5I3EQkew3jW0+AeIWa/iDf8Hfy1w9/wnee24BbmXBF4BfnjGbaqftOWiaEEMeTvCQbzZ1xhEKd2GxJez1WNCmVwokp1G3tZMPCetq3dzJpbRu927qwBiI0hQzKnSZOuKiYUbMyaW/w8NL/rGH7yhZGXVFGT2I1PQuqCLf6sBfu234xuaw4ShOPaDmY9vo+HC4r7kTHEXtNIQ5kU0MPVrOJ0ozY4Q7lczN8YcJtfuz5w3M9dSg+veayF8Rhcnyx6YpQk5eORzaBhtSvTsC3ppWeN6uw5cZiL/h817FCCHG4JDF7nHDF9tccC0aGtsdsZ5OXDR/Us/3jJiJhA7O9l5wT/4IjvgH72ttJ7ZyESSk6si/GM+YZti1KwtMwuf/JCs77xkRyRyUd+EUGRHuDdD69HVtBHI0uK2/+aiUd9f11UrOK45kSb6f71UrSvjbxiCbKACLdQdof3kSkxYcp1op7Rhau6RkYMRZufHgFa2q7B32e2aT47/PHctX0/SeLausewR+oZ/z4v+91oWMYBjse2oy7ops069VUzbqL1cu+wvS5z2Kx7L446epaQWvrAgoi36ft91swfBGwKGJPnEL1zn+QkXHBcVdPMxrys/69O+hyfAjtg6/T9NEvsYTnM2rCbWTklh3SdrXWBCu78SxtJLC9EzSYkx24Z2bhmpr+hTcOfRvb6HxiG5gUMeNSiD0xG1vu4I3+SKSPjZu+Tmfn/ntSZ2ZcTGnpf9NaHWDDwjoq17ahDY0rwc7YuVn0ZMfwxJo6Fm5rJctm5QSbm4wR/Y3Qls3vsaX+25hSHRQWfJ3s3Cv3SQDsep0R8Vz8wym8/pf1PPPLleSUJTJyzhUUOr9Feuw5PLeqjok5Cfz3a0t5eHkxF4z1cc8Zp9L14CZiT8nl3BlZnHtKEZsaenhoWRVvbWrmh2eUkrPFw47NWYy7bBpdE18kfukUeue9ScSzk1knPsXoglx++8oWFvd6+MN5Y5k2R5KyQojjX2FqAhvqU/H5dg56XlZKkTc6mbzRyXQ1eyl/bSfJFV20uGykXlHE1PGpmAbaUVnFCRRPTWP5K5UUT0kj4axCLIkOul+rxLdq8Bq1zinpJF5YvNdN6i9Ke72HF367GovdzNlfG/+5b/gLMVQiUYO3Njfz8LJqVtd0YbOYuPfyiXxpXOZwh3bIdMSg/ZHNhGr7iJuXT+ypuUfVNUKkw4/no0a8q1rQwSjKZsY1NR3XrCysKTFD/nqB8i46Ht+KJdFB8o1jsMTbsaY7CdX10fHkNtK/MQmz2zbkryuEEJ+ljsehSlOnTtWrVq0a7jCOqJC3l1G//IAbcnu582vX/lvb0oamdksnGxbWUbulk5hYK2NOyqZwcoAd5V8mEvKSveqbuFQZrhmZYDbR+9ZOmmf+A2/cJiZPepEYRwFv/HUDnY0eLvuvabgTD9z7T0cNWv62nmCLjyUBg56+MHmjkxh/ai6hQIQNC+uI1PYx222hd3QyIy4Zid15ZOpHhho8tD+yGWVWJJw3gsDWTrxrWwHN35IUT7d188StM5iYm7DX8wyt+fWCrTy+vJavnjyC759RuutC6FPBYBsfLz+NjIwLKSu9e9fyaCjKtj+uJb7DT2+GC2uaE3/tx7RN/Q3uutNItH2DgvNHoDt9rN56GdpnkL/2LlxTMnFNTidQ0UXL5nepHf1rChvvJHPSuThGJR3xhPYXIdjbztrFN+NzbKNQ/QDr8pEomxnnhcW882w5ve0BZl+eQlvHswRNr2Oy+jA8U8kvuJGR4+ZhMu17IanDUXxr2+hb1kCkxYclzYn7xCysKU48yxvxb2pHWfsbh+5ZWViSh75xGG7z0fqXddiLE7Dnx+H5qJFodxBbXizu2dnEjE3e1TM4EGhi/fqb8QcaGDf2LyQkTNtne83Nr7Nt+38R7imjauGtuBOSGX9yDnE5Lh5+cwcLGjppN2uy7Taum5ZH6M1GZp9bxOT5+VQv/xeVnl/iCoxi0tyHscce4s2VsEHF6hbWL6ynrbaXEV/6JQuaz+D9+knMLU1lwcZmrh6zhF9c9QvMZhta60EvCDzdARbct5GuFh/zbxlDSlEXK1acTULCDLq6llFSche5OdftWt8wjEE/VyGEOB49ubyC/3p5Ox98zUdh3qWH9Jz9nW+hfzTFE3ctZ/zJOcy6uLh//agBxr7r+ja00fVCOfaieJKvGfWF3rAM+SM8+5uVmC0mbA4zbXUe5t00mhGT0g7+ZCGGSLcvxFMr6njs42oaewJMK0ji+lkFLNjUxIKNTfzXWaO4ZU7hUZXg3J/u1yrxfNyEc1IavtUtOKcO3GQxD18bSmtNcGcPnqUNBLZ1ohwW3NMyiBmXgn9TB94VTRj+CI7SJNyzs7AXJwzJvvauaqbrxQrsI+JJvnrvc1m0J0jLn9ZizXSRctPY4+L6aagppVZrracOdxxCHC8kMXuciEZCjLnrNS7N7OO/77jhoOtHOgN0v1KBLTcW1/RMzLH9dwPb6z2888Amupp9pOS6GX9KLnllZhrWP0pD+DEsgTgKW39G0vRJxIxOQZn7v6j82ztpe3o1NdPuwpqQwAnTXiDoNfPMr1YQnxLD+d+ZhKdhC9Vb7ifi9ZDZfDNmYyC5pTW+zgBmf4RPggZp0zIZd0oOCekWdpT/Gps1icLCr9Na7aHtsc2s9/h5VIc4ITeR7102lsSMgd7CoXa2b7+LtNQzyMg4/7D35Y4N71Jd+3+4E02YDE2kM4CymLAkO7Da48nKvJRk1+m8+vpOvru+ljuwc01aIsq6u1ETsNfRkbQAgwgflF/FX3v8zIuJ4c7EBOxKYUmJwT0ri0rfr2hre4eZM97f1esl1Bei/A+rcftDLM53szRWkxkfw7Uz8vBuup82/krmuq/hajmBvpzFtIx5mFHmv5AxbR6mmN2NCiMSZcWyc6HXSs6y72FOcuCetbvnZ8ATZvPSBqrWt2NE9z0P2J0WRs3OZMTkNMxm06672JGuIK6p6TjK+hO925p6+es7C/D4G7hpwjLslv5e2zpkEPWGcURyyC2+kdSSE/v3TTjK3a9tZmNDz+4X0/0XYH5vGLPZREysFbN130aiEQ7i89WgiRJjy8Huiue0giROW9+DszfMOhRz7phASk5/L9OA38OGTx6jq+8pLK4GzL5ULNo10MDao5EVNdCGxuSwYHJZMdnNoMAZU0hp6X+jvHa8HzfiWdGMDkRwlCXhnp2NfUT8fhuHWmu6uj6iofFprJZ4cnKuw+0uGXRdIxSl7b516Igm7Y6JmBwWdFQT2NpB37IGQlW9mONtJF5aSji9kfXrbwFlYuKEB/cqKwDg7wuxeUkDGxc1gH09uXP+js2WQWb2X3jqnS5eqO+i1zCYW5zCSTEu9PouAr1hlElx7a9m0LDmDzSoh0kMnMqE0/+M2fb5h45qrWmq7GHjisfojHucHy/9GRYMbhn/CKXd8wl3Tzrg8/s6A5hMinPumEBqXv9nuX3H3dTX/4u0tLMZO+aPx8QFkBBCfBE+ruzgyvuX8+uT/kFx6mcfNZGddQXZ2VccdDtebwXbd9xNJNKDtzuErzdIUqZr0O9fgHXNuby9czzfmewib2EO1rhYUm4cgyXh0L8nQo0ePB81Em7y7lqm0fhjttOR9BbhuBbMcf1t0t52P6FAlMQMJyazib4OP0F/BFeCnRiXlWhPEGU2YXJZUZaDfycoZSUt9Qyysi7Hak2gxx/muVV1LNrRxrzR6Vw8OQeX/cCJ5qbml2lpeZXMzEtJTZmHyfT5E9PRiMGy5ysIByKMOyWHtMMYUm4YQVpaFtDc8go52deQmnr6597G4fB6K6mr/xehUBvZWVeQlDTnc38fa0MTLO/Cu6IZU5wN96wsrKnO/a4fjER5dmkNT31YxfSRydx+/ihS3Pvv8BEO99DY+AydXR+RmnoGmRkXYDY78fYE2bS4gdbqPkqmpVM8JQ3zAXp9r6/axN/eWMbCxgwMLJw3IZubTixkbHZ/r23D0Pz2rW38Y/FOrpuZz13njsH8ORJ4rX0BfvrSJopS3Vw3M5+shP3f9O/rDfLUa9t4o7yNSKwVZeuPW+so4VAXZjqZk7uDOXnlu9rhABZLHFmZl5GWdiaBzT10PrGN+LOLiJ2TvVdi0nGhhYbWJzB0mNKSuzCb9/95HI5ob4iul8qJ9u49SXU0bODv8GOPanwmRZPNTJvVjHJX4S54DLs7isNlQQciGJ4wOmKgLCZMbitmp3Wvprzdlk5p2X/jsGccMBatNb3v1tC3sO6AielARRftD27CdUoazXmP4nBkU5D/NZRSaEMT2NaJ95Mmop7PV0Yw4ZyiQcvEHGskMSvE0JLE7HFCa834nz3DWSk+fvfNmw64bqiuj/ZHN4MCHYiiDY1zQiqeTBdvvVBJXHIMJ10xEqe9gZrN99NheQetoiSFTqZkzF248rMH326Dh/pn36B63F2kJZ3N2Ml/oH5HB6uefZLU0QsJJGzAHIpDW0PYozkUe+/GHE2iflsXfR1+4iakUXLpSBwuK+FwNxs2fpWenrVoHSY28Vy2+O7g0aV1VHX5yDCbaY5GmRg0c2NRBmPmRmjxfJdQqBXDCFFY+C0KC+743I3FNcsepdP/K4LdeVj78kgyK8zxdhzFCWBW+HxVdHd/QmeolLuWfZUTi5P5vwkjCFX1orVBr2UVrfaX6bOuwWIkYCg/jmgeO2v/i7srPYxxOfjfkVk4avrwhrdRM+NuClzfpGjq7SiLib6GPsr/so4PjSAvOjX1/hBlGbG09Abo9oc5pTSNU7JeJ9vyIgnlP6Mj79d4WspwRn7ChFNz9xni19LyOps2f5MJOY+jVifi39gGZhNdcXbW1XnwGJrC8SnYXfv2Pu5u9tFY3k1OvJUxKTE4OvyoGAuWBDvBJg+fuE08b4/wSYeXeFsP/qibwkQfP528DndXN1FPGOVQeOM2E7a3EuMfiTv2Wu7amM+Wpj7On5iF0tDd4qOj0UvIH+n/7INRohGD2GQHyVkuXAl2QBHsbaGzZykKE0mJc7G5k+j1h3l3czNGVHOasnK1yc7Uy0fjnNB/pRpu9uJZ1ohnbQvehE10ZqwlGA5jUgqb04LDacFkVmAxYUl1YnLsOWGUprX1Tez2dCaMf5CYmGyMUBTf2lY8yxqItPqxZjhxz87GOTEVNTDZVDQaoLnlFerqHsHr3YHTWUwk0kMo1EZS4mxyc28YqP36aaNa0/XcDnwb2km7fSK2TNegf1s9b+yks3cZjZPvw+kuYOKEB7Db03et017fx/qF9ZSv6B96WjI9nXEn57CpZgt/X7GIla1l2DFxrtvNRR5FfrwD18wsYialsXNrJ5FQiJD3Hjrt75BpXEfZqXf+271QDSPMsmUns7DyDLLcGyhyWjB13X3Q51ksJiacnkvcHj2TI5E+6uufICfnGiwW978VlxBCHMuaewLM+M373HnKNmbld+71WCjURnv7++Tl3ULxiB/u+q75rK6uT9iw8SvYbMkkJEzHiGoqVrUSE2sld/S+oyQWbE/nr8uLMCsDu9nPt6c8xdS+kSQ0nUbm1Sdiy97/eVkb/TcaPcsaCe7swRRnw1GSiDZF6LYuodX+Mj7LDmzRTGKaSjAnOPA5rTRV9ZI7KpG4T4cwa2ip7qW7wUOWw8xA3wB0VGNOtGNLd2GK2/+w43C4m/b292nxZfBx+7W8W5FJOAoTchNYW9uFy27hihNyuW5mAblJeyemtNZUVf+Zqqo/EuPIwx+oxWHPIifn2oFE76ElWoK+MG/+YxNNFd0442x4uoJkFscz4dRcCiekYDpIz8VgqJ2GhqdoaHicUKgdhyOXQKCekpF3kpt7/SHF8HlpbdDZuYS6ukfo6FyM1ZqEzZYy0MYZQW7O9WRmXnjQZJ4RjOJb09J/k7+tvw0V7QtheCM4ShP7b3iP3N0bsrUvwBPLa/nXR9V0+cNkRU20mgwwKc6flM2Nswt2JUmh/0ZDXf2jNDW9hNYR4uLG0dOzFrMplkjXPKqWTcMIpZCc7aalqhdnnI2xc7MZMycb58BxE41GeW3NBzyyrIZ1zRnEWT2clr6OOSPeJDM+jdz8G8jMuBCzeXf75LHlNdz1yiZOLUvjT1dOwmk7eLK+orWP6x9aiT8cJRQx8IejnDk2g5tmFzA5b3cN56qdXTz0+jZeauzCh2aWxUZSFCxFJvzmany+akDjMUawpjEVtz3CWSUtnFPWTKortOu6xWZJJa78JDJiLiTtyhn9yUVt0LTxDWp2PIAvaRNWSzJRw4fbNZLxE+7Hbkv5nEfK4MLNXtof3ow2NDF7lLfz9Yao3dyJsipUXhw+txWUQttXoBPuwQhl0tuYhzIpEtOdJGW5MIeihJt9RLuDKIvCkubEmu5E2cx0dHwIwIQJDxLrHryEmY4YdL1Qjm9t6yGVcuh4fwPber5HMKEWTZj01PPI7fkmvo/biHYEsOa4sWV9vjapa2bWoG39Y40kZoUYWsdMYlYpdSbwR8AMPKC1vmd/6/4nJmYBJt/1OHNi/fzwgr2HtSkgJTcWq92Mf3MHnU9vw5zhJOYSCxHt7W8sr21FhQw8FhOtJTG0eBbjt5djCrtItMwho/hsHAkHHzoW7QtTt/Q5OtJeIdcyhTjrMkKORiw9eSRaLmXMGTfiDVWyfv2tgJm2Vd+hrTKJM24ZQ+FAMs3vr2Xd+psJhTpIybuPJ1Z28NJ6P8GIndNHp3ClNZbiTd28MyWRX62oZowtyJen/xK74SLD+A1Gwoe0Rx8m3nQWGebvoZQVk0mRkObEtJ8eFYZhsHbjvfhjH0d3nUxc6Btkru+hJqRJvbSE0pm760e1dW3lsn9uxBv0cdfMP5KfeTo2czEdPc/h81URGzuG3JwbSE8/G49nB+s33IrJZMdI+jPfeLaZRKeNu84ZRc32nxP2d5Ox7mZMMQ50npv3t7fxlg7hV3DmuAxunF3I1PxEghGDl9c28NCyKna0eMiJbefU3A/Ijm3DHf0JVWsjeLuDJGa6KJmcxqQRSVjNJrSOUNl4IQ77GJJtv2D7B3U46voosJuxKlAjXDSV9pCXyj4NE9VtI7TEiu4I0GdoqsIaxiWzPR5e2NJEvTdEobOV0wrf4Rz7iXQbJ/Pt9TXEaPhjdjpjT8nHMToZraM0rXuVFTtf4jdbTsMfcfLzcfVkhXNo3tlDNKpJyYklpzSRuBQ70Si0VvfSsL0LX08IV4KNjEIPXe6/Yg/kkpP7J6zu/rvh7XV9vPN8OTuzLKw0grR5Q0zBzBVlGST0hQk1eDDFWIgZk0LM6CTcCQ6yTBY2ftjA1o+bMMIGI6akMeHUXNIL9+2x4vVWsG79zRhGkAnj7ycubhxNrV7Wbm+Hdj+6qgdafWAzEy0wiM1eirK+SJQeXGoWSeZLcKopJJTG0WcspK7uYfr6NhETk48l7gayU8ow7eyib1E9sSfnElOWhKcr0N9j2GLeK5be7vWUV96Dq30spcm/JuG0MrSG6g3tbFhYR8OObpzxNsbNzaF4ehrvLKnhkTV1bAmFyTLDacVLmJnzHpPG/gSLJxn/xnYCFd0oEzhGJtJoeQyPfRNFzh9ROOvAN3c+j9rahyiv+BVKWZg+bQEu14gh27YQQvwn0loz+mdvc9nUHM6ZkPXZB4mNvkJD7a9JSzuL0aP+B7N5796Fzc2vsmXrD4mPn8T4cX/blVTc/kkz7z28hfO+NZHcsv4EimFofv/Odv72YSVXnpDLNaWZ/ODttZR3BLhl3BNMSV1LbOt0kjPOJzZr30ROpMWPf3M70d4Q1jQnMeNSUJlOuvtW0drxNKFQK4mJs8jNvYGU5JMJbOum44mtdAcN+iamMfPqMpp6/DhtFuJjrARre2m5fyO+QJS6nFhGz8uDim705g7oCaKT7FQXxWIZm4zlM2UWurwhnlhewaLyHmJtXk7KXsoFY0PkM58ez3herOngtdoOfBGDORnxnJObhMtqRusIncbTeI3lxJvOIc7xJcKOJvp87+ENrABlxu2YSWLCTJyxe/d6jAYjpKsI6S4TAU+YTYsaCPojjJmTRXxKDO0NHhq2d9HbFsDusmDPTyC1II5Y995tAK2DBNV7tLa9gVImMjIuIDv7WmpqE9jR8QRtbW+RlnY2OTnXAApfe4CieCeWPXpwGtEIobZybDpnr4R9KGrQ7A+R67LvPdeB9tNjfpeuyPOEItXYrSUkxV5JnGs+Chu+4Go6+57C41+ESblJcJxPim02dtdnkuOGJlTTh39rJzocxVYQh3NcKtZMF0Q1gfIu/BvbiXQGMCfYqctN5qXmBBZUdmECJoXMzI9zc9HFpSxd1cIza+rZGAdd4QjTChO5YKwP7XuTvt4NmC1xpKXOIynhdDzlUQJV5UQcr5FQtBSTOURy8hnk5FyCt8tM5do2arf0zyeQOjKBzY4QL20zaPIkke9u5SJLkGvmnok7J4nal5+jM+ttPIlrsFjiSEu5FKsxnU+7bC6vj/LLpUHy4kz89YqxjMzL3edv4VMfV3bw5cdWkR7n4P7zxhFraF7c3spjGxup7Q0wLtXNvIwwK2u9LOsx41Sac7Ph6lMSSE3qo2btg/Q51mEliZyCa8jOuRq7LYXqdi+PfFTNc6vqCEQMzhrbfx1RHNtA5cI/0p2wBGVWpKaeC6F8ujzPE4rUYjeVkrjtFGLbphM6NUp9+IeYlJ3ctD9htxbu9300t3poDoRRtr2P1XCkhZi4ABarmXCbD++KZpTTQtzMLKaPm4LL4aJidSvvPbyFtPxYvvTV8Tjc/R1E6uufYPuOn5OScgpjx9yLr8fEpkUNbF7aQNAXIXdsMvHjExkRY4MtnbCjC6IGFMYTGaOpN35EONJAdspvccfMxBuKUNnpQ9NftkyvaoHOAHqCk7RiFzkJg3c2AgiGa6hr+wZGoBf72u9iyvPgSf1fYrpHkt31Eyyj8yHNSWpuLLbPnGs83nIi4Z5Bt+tyFWO1Juz3dY8VkpgVYmgdE4lZpZQZ2AHMA+qBlcCVWustg63/n5qYPemX/6TZm8HogI0pQQtJxu5Gl91pYVpxPAl1HQSmbKEr92083t27LxCx8VHjNN6vnUuzL32wzR+W0XGtXD85B1dlCk3lvVz6XyeQkOakpa6CtWtvwmzvpCjvXkaM6h+C1dO7nnXrbqWip5SPO25l4fY+XHYLF463McH1KzLjNONH/ZO+v3UQ7QnyXsJGftOXQZa9hz8EM0iL9t+17MlaSvPoh3F2lZG1/nbMkf3fxdcqQsuoR2lIX83q9bfwVudIWtGMcNuZ5XSTvMPL7HOLmPqlApRSfP+59by6vpFHLh9JsOYpguplzPYeIr3TyMu9kdLJp+01473f38D6DTcTDLYQn/1XvvlikJoO36CxuIFLJmRzy5kl5CTuG7PWmo8qO/jnoo0sLvegGbxnhduAiUELE0IWskZ8QPrEp9n55q9ISC5iwqk5xOZrHnj7LV6uctAZjCfb3cjpeYuYkbkKm3n3kBxnsISczOvwJJzOX16r4L36TkJAqRHh7HFPUZq6CfOqOyjsG41ZwXanmV+a/PQaBv+8birTCvsv7FZVd3Lrv1bhVBG+m/smCdnvoM2fb6I6S/NEti27hUh07wvMUbMzmXtVKVENb2xo5IE3t7O5L7Df7ZRlxHLj7ALOLEmjamUrGz6op68jQHphHBNOy6VoUupen18w2Mb6DbeyramPd7d/jY/bHUT2c3PdrKLMcjdxRSiFCcHdNzKiWuNJiiFpfh6fhMt5aNlONjQnE2Pxc2LWck7LW0yqs+Og+yAr6wqy6m+m770GAllulrf46OkIkpYfy4TTconLdfH4G9t5urKNdm0w1WHnhhn5nHn6CMDP5s3for1j4aDbNkViGJX5P2SMO/OgcXwekYiHj5efTkbG+Yws/vGQblsIIf5TXXjfMtbuZ+LRWLuFc8ZEmOj+NSPSsxg/7h/YbEloramp+RuVO/9ARvoFjBr1a0ym3d+p2tC88PvVhINRLv/JCYS15nvPbeC19Y1cU5hG0c4A/p4wYTQLnCF2WKOcHbuTiyY8Dq6Df4ftyYha0Z6TGVFyM0Wjp+5KCPr7Qiz41QomYrDJZeKlNAsfVnXgsJo4vyCFc3f6KcmOwzs1g3ce30Yk1F8IN4qmyWGwwhah0jRIcdwBn7YBTs+NpXrRY3jtLxGOq8XmzSChdh7Whlm8Y5h5nhC1gxXZPQwKg0lpG5iX/yEjE3by2Q56WsPmjjLeq53LxvYx2ExBZmWt4PT8RWS6WnetF/En4tAXUjrhOj5Y2ceja+vZFt7/MOo4QzEpaGaKDlNWvBTbiIVEYzqweTJJqJ1HtHEWrxqKlwnRiaYEE5di4yR7H9689+jJWYRh8WNtmUjXjtOpbx7JXmPHByTFtZFZ8iE6dwmG1X9Y+yhqmFjbNo73ak6mvHsESfZuznG3cLGniORg8q71TLFW+lKdfLixjvbRtXzYa6G8K2u/283DxMW5KVx3VSEezxvU1T+C31+76/F2fxLv185hScNMAhEHExPrudoSx/SefFKvHYNjZCIAka4A7Y9sxuevoXbkIkJx72G27t3WrOnN4Y9rv4w37GR6ShO3nDiRU6bN3Gudl9bW84PnNzA5xc2vbbHY6zy7HgurIB8kbuP5iIktvflkOFs4PX8RszJXYLfsLgHgdo8mpfMcrItGEjczn/hzivaqgdobCPPcqnoe/aia2k4fY5x2Lg6YmX95DuV1TxFUr2C299DXMJmu8tPwtxfjUIrpLgvxZmiyttE19f9Qjh7ql30Nf9vuklkaTY9ds84eYZWKoj9nVSm31cup2d3kbk9i/OgyTrthFBarGa0NKip/S23tA+TkXEvJyDvpv/zv19rt568vbeWl7S30YpASVUwJWhgXMjPCbqbIZsJlVrTjpWXCfXS62nht9a2sCqQT2k+MCoMxsXVM9ttJa89H7XFNFZNcQfbsv7ClbQxvbr6ccmXFCsywejhl4v2kmwPUL/kGYV8KVoeZ0bOyGHNyOkG9iLq6R+jtXbfffTBh/P2kpJz6+XbcUUgSs0IMrWMlMTsT+LnWev7A7z8G0Fr/ZrD1/1MTs6+8MpePGq7i7dZCugNhZucnceXEHKamx9L6+moMxwI6chaCoxeXYzqFRTfywRthXt7hZ6PVgS8Cp5a6uWxcPAXZhf/WMGbDMNi4s5En1neytrab7AQH43oV02OcnHbRSN55cDOuxAjF8x+kz7uaUWW/xsDNQwsf5/2606nuTqYoxcUNswt21fzy+apYt/5mIpE+xpXdR2fLMqpb/0yvcSW//ugkbBYTf543mjxH/536vtBKqnt/iM2UQa7z99StM1G1sQM05I9PpnR6Bo64MC9/9BPe78ji46YZaMycXZrGySWpvL6jlfe3teIymxnjUVw6LovI2Dh+9NImrk1OInOnH6vDwqjZqSRmmtiypI/W6l7iUhyMOzmHUbOzsA/UfA2He9m48at096ymcMQvWLHlKYhk0LzmWrqbfcSlOCibnMqsk/OJP8RabY1dHXiC1n16uja3enlhbQMLtregUJxZmszUpLuYkDOZaPzl/PODlbxfkYShTcwtbOfUoiLeKjdYUhMgwWHi4tEuLhvjJs7VxDvb3uWlzemsbxuHy2Zw+dQczioI4e36JiZloyj3r8TYR2BEorRU9LB+SSONzR7eSIxQR5Q/XDweZVJ897n1ZGHm3C4LWekuxs2JJSs/vN86dp8VCmhMrqJ9jkmzVRGXErPXPtBaU13XQ9hm2mff1Hf7+ddH1XywvY0kl42rpuVx9fQ8/FUe1i+so7G8G1eCnXEnZzPmxGysDjNPv1PJI8t3Uh6KEG/rYV52hIumnYo/uJzOntcJBMuxWtKId36JbS2TeHZHF03eEONT3FxRmsHJ2Qk0ftTIwroOXlYhGtGUxjq4fk466xdV8obPjFfDSB1mfpqZM2am0FHvZef6NnRUkzcmiZLpGaTlJhPoTWbThw30ftLEOKvC57QSf3kpbaEQD75TzpvtvQCclRLHzWeUMH783jdZtDbw+arRRPfewREDq0rGHjc0w9Y+KxLxYjY7pS6sEEIMkd5AmJaefW9CBiMGr61v5KkVtfQFIkxO38pZxRu54pQ7qat7kMamZykouJ2iwm8Pek5ururhhd+uZvLFRfxuaz0bm3o4229nVMRCyfR0Rs3qb9sYWvPHZTt5bE0dl43L5LpMH3Ub2uhq8uJwW8kfl0Lu6CRs8Xaa6z3sWN5ES00fDreVkhPScTjS2fRhD90tPpJz3Ew4NZfiqWm8ct86PmjoZluKicouH4XKzPWzC2hp8fB0eStdaOYUJ3PTnCKmZyXQ1OLlhU2NPLuxkXZviGm5CVycl0zcpm6c3X4U4HXbSJidRcb4NOLaAjS/UYWrzYcJ6I21YTuxg17Li/SEFmNSTpId55HkuIS6PoPa3nsI606y3d/BZR0DgNEdIrqtA6Pdj3JaMZcmYRrhoq21mo71bcT5w8SZTWirCceoJJb3aZ7e4qUdM6VJFq6ZGMf8YidRQ/PGDh9PbuxjZ1eEkUlWLi11Ul/r4ZXGCD1aMc2puWysmylj4tj6iZl3Nray2BSmU2mm2mxcPy2P1LYgoR2d+BK20FbyLISycKf8iLfK23m/xotJRZidtYLzUz2MyZ3O2q7VvFwZy4qmKZiUiTML4jghI42XK6tY3aKJs/VySu4KLipOYARnYtpgxWjyomJtWCakYhmTDFYz0Z3dRNa1YTR6UG4rarybNtVG1cZ2fD1B4lJjKByfQmZxAtYkx15zMXyqxx/lhbU9PLWqm6aeCBNzHFw5zkFa14tEYt7CZAmREnc62SlX41bj6F67kcbup+nJ6k8aG11TSR7zNSKdBXQsbiSm249p4DMPlsbz0o5WFnv8uFFckpvEjeeUkJTcxapaD4+v6Gbhdg8um4kLJ8ZxmtlG7scBolHNRquZolNyGTU7C6vNxM517Wx+r5a8Vi/JVhO9o2NIPLF/6P2euv1hHl26lnfqXXSH4iiJa+CS0SnccPa5/P39nfzvhxWcabXzw7ANV0E87llZ+OzdbNvxKH7L65jsfejeCdgdlxPoiKNuUxcA+eOSKZ2eTlJmIjExeSil8HzcSPerlTjKkki6sgzTZ3quRg3NG69u45HlNawhisuAqYaNK6ZmMXF6AnZ7wl7r64hBdFsn4XWtRHo7aDjhLwTcFeRl3I0z5kzeXFrFU9tbqIhGyDeZuWJEGuNiND3d79GbvIxITAc2lU9i4rkE17lxdvhpjxh4M9zkT0jBnmTi4XdXs7Q1jYhhZXZeK7fOHces0ols2fo9WlvfZGTxj8nNvWnXuWlHSx8PL6vipbUNGAacOyGTEzLieX1LM0urO0lwWLhobBaXjs0iqdXPihX1PNPezTIixFh8nDXCy4X5c/Gue5/e9CUEYisxm+JJiDuL7R0pPLc5TKMnmdzYdi4d6+CiCafS61nCs2tfYWHd6dT2JlGY6OTyMZl0hyI8v6mJdl+IMcnVzMv/mPMn3E7TVjsNDU8Tm/8+Vmc3MbYpjCi5ab8jxBz2zOOiJJckZoUYWsdKYvYS4Eyt9S0Dv18LTNda3zHY+v+pidnFb85AaSvm6AiWtOazoLGEGm8C2THdZMZWg1KYyMDXkUzIZyNiUVSpKDFWE1fNyOf6WfvW1BoKa2u7eHhZNW9sbMIU1eRHTLhcNjJGxGMya/r6NuH3N1LePYLeUCxzipO46cQRzC1JxfSZIvqhUCcbNtxGT+96wNh1cdHQ7efGh1fS3BtgzsjdyaVIpI/u7lVoNDZrItqAcChKONhfW9enTJT35pFgh+tOHMk10/NIi9udGP10WNAzn9QSiBgoYEzIzBVxCYw/JYfSGRl7DV9p3tnD+oV1VK5pw2I1kVOW2F/DFIAw5rS/YIpbhDbMVL19Fxl5Yxh/ai55o5KGfMbPDk+QJz+p5bHlNbT2BclwttDsSyfe7uGCsSFuO+10spN2l2jY2ebh0Y+qeW51PaGIQU5iDNUdPgqTrXxp5BbGuR/GbgkDJlyuEUwY/wB2+96zjmitqd/axaqFtfxzZzNbbf0JwNKQmS8XZDD19FxyRyUNe4KucuC9Pj/wXmcXp+Cymwn6InS3+vB0BVFAq0XTiUGO2cJVE7OYM/pFWlv+hdWaSDjcRULCdPJybyAl5bRdd/YjUYP3trbw0LJqVlR1khHnwBOM4A9FmRPv4rwezQnahIHC0Jr3fVGqRzhZGvRS3eWnLCOWolQX0Yimt91PT5ufSCiKzWEhFIxgNpuIS4kh1mkh2uihA80GI0KKMnFFUSrXnVdGWvqx3+ATQghx+HyhCC+saeChJTuo6giR424kw9VKbOxYYmJyDvjclqpeKnv9BNBcqVycPbeAMXOyiIndt37rYx9Xc9ermxmXk0B2gmP392hnEKXAZDERCUVxuKzEp8XgTnDw6Sh6rfvrTPa0+vD1hlAmRY0pStAEp5alccPUXEqXtRCq7gUN1hMzWZxu5+GPqtnS1EtuUgwtvUEALpqUzQ2zCyjL2F2WyNfup/bFCiw7u3EAPgVODSENgWw3ORcUEzcwwSSA319Pff2/aGx6lkjEi8XiwmKOZcKEBwedvDNU34dnWSO+DW0ok8LkshLtDkJqDLVasa6yB6vDQjgQIXdMEo65GfxrRQ1LyttJcdsJRw16A2FOK0vnptkFzByRvKt9FPCFeX7BDh5dV095JEKWyUSb0d8OPd3lZGzAgu4IE58WQ297gBibialFccQYm6kv+x8wGUQtXno9WXzSdC1vN+fR5Y9SlOpiZ5uX9FgLZ5fWMjn+QWLMHcTE5OH3V9MenszSlit4Z4cTreHEkSk4rCYMX4Rwu79/wjWlwKzQEQNTjAVLSgzmePuuHKXW4OsZ+Fz7QpitJmJc1n0620Y0bPMHiGjNVLeTU+NiKXDY8XQFaanuZdYlWaSULKeu/lH8/lpiYgrw+2sxm52kRL+Ec+UMbF1JeLTGrVT/55obS+6FI4jN3v25VlZ08OAb23m5qYsgkG21UBuOkGezcmVKHOckxOI0KQI7urEkOzBOzWPjJ81UrmnDbDVhd1r6awGPiGf8yTkk7uzCv7YNR2niPsP4dx0bRogXulbzYo9mpzcDt8WHJ+Lk4rT1XJC9kZDNhGE2oXUAk2s92jBjDp1O2djbyCoYt/uY7AuxeUkjGxfV4+sJkVEUjyth999hrDdMbquXkMVEcJBYYr1h6oIGy91mtqWbWdTcDcCc4hTs++kcoTUYnjDhDi8+tYOwo5PyzlJ6IzFMTGjk/LJqJhV1Y1IGnZ0fEY36SLLOJX7HqVjLczA7rRi+CK5TcmmMsbD+g4b+GzYuK0FfmEkXZ7DMv4Fn1kZp8yVQEN9AiqOduLgJOBy7J+5q7wuxorqTFLeda2bkcfX0fFJjd/fw3991S1GikytiXUwwv4hn5HOYQ26iNg9u5xjy8m8kPf1Lu0YKGIbBm2sX8dCynaxuzMBt9QIaT9jN3JJkbj5xBHNGpuz6uwxGoryxoYkHl5azudFHmrOdvNgGAEyk4+9KJuixY4uxYHMMfmx886xS5k7dfwmFY4UkZoUYWsdKYvZSYP5nErPTtNZf32Od24DbAPLy8qbU1NQMS6zDadv7v6LHvzshrTVs7snk/ZYy/GQQE5uFMllAg98TJtAb4owJmdxyVgnug8xCOxSaewL86eUtrK/vIT41ZlfDHA2BYCPZcQHuOONsSjIOPIFCNBqgovJ3xMWOIzPzwl3Le/xhfvn6Fhp79h5GZRih/l6CevdwL63BiGpMRpRzx4/lutNn4LAO/gUK/T1T7n9jB6u3tfHzs8cwcnzKAROpfZ2BgZlfez/ziMaa8iox7lgmTP8KSUeg+HsoYvDqugpeXbmUuaVJXHXifGJs+5/59dNZijc19HDh5BzmFKdgMilCAxNOBEOtFI/4ERbLgWPvbPbym2c3ojX8+LKxJGcefcnCHn+YZ1fWsbi8DWOPc2E0ovF2B3FpxQ1zCjljVg4mk6k/8dzwOB7PVnKyryE2dvQBt7+poYcnV9QSH2Pl2hn9M+4ahkHTR010L2kgmhNL8fkjcMbZMAzN4vI2nl1VR49/72M10BfG1xfC7rTgirfvvqgNRjF1hzh3dAYXnDUSu+OL/zsWQghx7DAMzcKtO3lk8RJCZBxSbcNoRBNoC/D1WYWcPDfvgDPXAyzc1sLDy6r3/R7tChCJaFwJtl0jiPYnHIzi6QpSnOziO5eOpSClv42hIwY9b1djSY3BPa3/ZrLWmhVVnTy7qp7CFCdXTssj2W3f77ajoSg1C6rxb2rDVpRAwflFWD9bB3UPkYiXpuYX6e1ZS3Hxj7DbDzzHQrQ3hGd5I9HeEK5pGdjz+pPDve1+Nn5Yj9liYtq5hbsm9ipv6ePx5TVYzSaunZlPfvL+21OGYbBkWR3PfVxDYbKT684bRWqqC21oajZ3sGNFC+mFcYyamYktxoKOGnRt2EBV4x9JSphF7pSrsDhcBMJRXl3XyOLyNuaPyeDMsRlYzSYiEQ9NTS/Q07uWjPTzdk1O2uUN8eSKWj6u7ECz+3PVEU20J9g/4Vqc7TOTpu4rHIji6Q4SCUUHfbzAauNEp4t48+7tKJNi3NzsXXNPaB2lveNDWlpeIz5+MpkZF2GxuNFRg/ZljbQursdWnEDBeSOwOvedzPZTPd0Bnnx1G+vqujjL7WKm04Fpj44CliQH8WcXYhq4JvJ0Bdm0uB5/X5gxc7JIy48biEfjWdJAYEfXAd/7pz4ObOMFbwsliVWckF7JnlfeCoXbOYNx024iNj51v9uIRgwq17RSvrKFSHjvEhvOcJRMTwjTIJf0UZuZuHOLyBvXf93yaaeNT6o69/pc98cIGfh7a0l31fOlURXkJnv3ejw2dgw52dcSE5ON1ppQbR/eT5pwjEzEOan/7+bTThtbP26idHoG+WP7S1NEohFe+uQ9XljbiDbnYrHE7rVtm9nEuROyOHt8JnbL/o+z/V23RD0haj95ku7wx+RPvZnE5BMO2DFkU81WHlj0MWaTg6+ecQ7FafvOPfGp/nNQE39/7116gk7s9gxMJmv/Na03jLcnhBEdvBTKD84q4/SZ+69BfKyQxKwQQ+tYScxKKQMhhBBCCCGEEEKIYSSJWSGG1uEXET2yVgIjlVKFSikbcAXw6jDHJIQQQgghhBBCCCGEEIflmBj3qrWOKKXuAN4GzMBDWuvNwxyWEEIIIYQQQgghhBBCHJZjIjELoLVeACwY7jiEEEIIIYQQQgghhBDi33WslDIQQgghhBBCCCGEEEKI44YkZoUQQgghhBBCCCGEEOIIk8SsEEIIIYQQQgghhBBCHGGSmBVCCCGEEEIIIYQQQogjTBKzQgghhBBCCCGEEEIIcYRJYlYIIYQQQgghhBBCCCGOMEnMCiGEEEIIIYQQQgghxBEmiVkhhBBCCCGEEEIIIYQ4wiQxK4QQQgghhBBCCCGEEEeYJGaFEEIIIYQQQgghhBDiCJPErBBCCCGEEEIIIYQQQhxhkpgVQgghhBBCCCGEEEKII0wSs0IIIYQQQgghhBBCCHGESWJWCCGEEEIIIYQQQgghjjBJzAohhBBCCCGEEEIIIcQRprTWwx3DkFNKtQE1wx3HEEkB2oc7CHHckONJDBU5lsRQkWNJDCU5nsRQkWNJDCU5nsRQORqOpXytdeowxyDEceO4TMweT5RSq7TWU4c7DnF8kONJDBU5lsRQkWNJDCU5nsRQkWNJDCU5nsRQkWNJiOOPlDIQQgghhBBCCCGEEEKII0wSs0IIIYQQQgghhBBCCHGESWL26PfP4Q5AHFfkeBJDRY4lMVTkWBJDSY4nMVTkWBJDSY4nMVTkWBLiOCM1ZoUQQgghhBBCCCGEEOIIkx6zQgghhBBCCCGEEEIIcYRJYvYopZQ6Uym1XSlVoZT60XDHI44tSqlcpdQHSqmtSqnNSqlvDiz/uVKqQSm1buDfl4Y7VnH0U0pVK6U2DhwzqwaWJSml3lVKlQ/8TBzuOMXRTylVusf5Z51Sqlcp9S05N4lDoZR6SCnVqpTatMey/Z6LlFI/HmhHbVdKzR+eqMXRaj/H0++VUtuUUhuUUi8ppRIGlhcopfx7nKP+PmyBi6POfo6l/X6vyblJHMh+jqdn9jiWqpVS6waWy7lJiOOAlDI4CimlzMAOYB5QD6wErtRabxnWwMQxQymVCWRqrdcopWKB1cAFwGWAR2v9P8MZnzi2KKWqgala6/Y9lv0O6NRa3zNw8yhRa/3D4YpRHHsGvusagOnAjci5SRyEUuokwAP8S2s9dmDZoOcipdRo4ClgGpAFvAeUaK2jwxS+OMrs53g6A1iotY4opX4LMHA8FQCvf7qeEHvaz7H0cwb5XpNzkziYwY6nzzz+B6BHa/0LOTcJcXyQHrNHp2lAhdZ6p9Y6BDwNnD/MMYljiNa6SWu9ZuD/fcBWIHt4oxLHmfOBRwf+/yj9iX8hPo/TgEqtdc1wByKODVrrxUDnZxbv71x0PvC01jqota4CKuhvXwkBDH48aa3f0VpHBn5dDuQc8cDEMWc/56b9kXOTOKADHU9KKUV/R5unjmhQQogvlCRmj07ZQN0ev9cjSTVxmAbupE4CPhlYdMfAEL2HZPi5OEQaeEcptVopddvAsnStdRP03wgA0oYtOnGsuoK9Lyzk3CQOx/7ORdKWEv+um4A39/i9UCm1Vim1SCk1Z7iCEseUwb7X5Nwk/h1zgBatdfkey+TcJMQxThKzRyc1yDKpOSE+N6WUG3gB+JbWuhf4GzACmAg0AX8YvujEMWS21noycBZw+8AQKyEOm1LKBpwHPDewSM5NYqhJW0ocNqXUT4AI8MTAoiYgT2s9CfgO8KRSKm644hPHhP19r8m5Sfw7rmTvm9pybhLiOCCJ2aNTPZC7x+85QOMwxSKOUUopK/1J2Se01i8CaK1btNZRrbUB3I8MnRKHQGvdOPCzFXiJ/uOmZaCW8ac1jVuHL0JxDDoLWKO1bgE5N4l/y/7ORdKWEodFKXU9cA5wtR6YjGNg2HnHwP9XA5VAyfBFKY52B/hek3OTOCxKKQtwEfDMp8vk3CTE8UESs0enlcBIpVThQK+iK4BXhzkmcQwZqD/0ILBVa/2/eyzP3GO1C4FNn32uEHtSSrkGJpBDKeUCzqD/uHkVuH5gteuBV4YnQnGM2qvHh5ybxL9hf+eiV4ErlFJ2pVQhMBJYMQzxiWOIUupM4IfAeVpr3x7LUwcmLEQpVUT/8bRzeKIUx4IDfK/JuUkcrtOBbVrr+k8XyLlJiOODZbgDEPsamAn2DuBtwAw8pLXePMxhiWPLbOBaYKNSat3Asv8CrlRKTaR/yFQ18OXhCE4cU9KBl/pz/ViAJ7XWbymlVgLPKqVuBmqBS4cxRnEMUUo5gXnsff75nZybxMEopZ4CTgZSlFL1wF3APQxyLtJab1ZKPQtsoX9I+u0y67nY036Opx8DduDdge+95VrrrwAnAb9QSkWAKPAVrfWhTvYkjnP7OZZOHux7Tc5N4mAGO5601g+yb21+kHOTEMcFNTBCRwghhBBCCCGEEEIIIcQRIqUMhBBCCCGEEEIIIYQQ4giTxKwQQgghhBBCCCGEEEIcYZKYFUIIIYQQQgghhBBCiCNMErNCCCGEEEIIIYQQQghxhEliVgghhBBCCCGEEEIIIY4wScwKIYQQQnwOSik13DEca2SfCSGEEEIIsS9JzAohhBDiqKCUulkpFVJKLVVKvaWU2qiU0kqplQO/f6KUiiqlvjWw/lNKqaeOcIwnAjd/ZlmWUup/lFKvDcH2pyqlGpVSU//dbQ0XpVS8Uup2pdQ6pdQNA4tPV0pdPZxxCSGEEEIIcbSRxKwQQgghjhZu4Fyt9Yla6zOBPwws/7HW+kyt9XTg/D3W/2jg3xGhlLoCOEFr/cAey4qBS4DbgdgheJlm4L2Bn583vslD8PpDwQr0ARM+XaC1fhfoVkrdO1xBCSGEEEIIcbSRxKwQQgghjhY1Wuu3D7SC1vp1YPPA//+stf7zkQhMKTUJ+AZw72fiqdBa/wnYOBSvo7Wu11pfp7Wu/5zxuYD/GYoY/l1a63Zg2SDL3wAcSqmvHPmohBBCCCGEOPpIYlYIIYQQRwWt9cuHuN67X3Aog/k78IDWWu/ncf+RDGZPSik38BxQNFwxDCK6n+X3APcopZKOZDBCCCGEEEIcjSQxK4QQQohjjlLqdKXUM0qptwd+T1RK3aGUWquUukEpdbVSqlwp1aOU+rFSyqyU+qVSql0p1aKUumyQ7f1xoG7tFqXUXUop08BjJwPTgLcOENKgCVulVPLAdu9SSr06UDN37H7WTVNK/UAptWPgNVFKnaSUelgptWmglu0rSimvUup9pdSnpRO+CowAkpVSf1dKfWfguRal1I+UUvcqpRYO1Og9ZeCx8QNxtSulRiqlNiultimlrldKdQ/Eeesesc1XSnUopa492LYPRGtdDbQDXzvYukIIIYQQQhzvJDErhBBCiGNRG3AiYB/43Qp4gYnAGUAPMJP+ZOqvgV8B7wBlwHrg70opM+xKvJ6ntf6m1vpK+hOdPwe+N7Dti4BOrXXjYcT5C2Ch1vpurfV5wP0HWNcy8D5G7rGsCigGMoHr6K9leylwKnArgNb698DHQIfW+ita6/8deO7fB177W1rrU4EtwOtKqQIgSH8P2+SB7f0cWAI8Bvxs4PmL94hjK/Ck1vqxQ9j2wWwBLjyE9YQQQgghhDiuWYY7ACGEEEKIz0trvV4pVbXH761KqSUDv74zUIsWpdQjwGXAW1rrxQPLXgDmAelAI/2JyEal1M8Hnm8CFg08DjAFaDjMULOB7yul1mmta4Dfs5+yB1rrRqXUJ59ZVjfwPvO11vcMLK5XSnXQn2Qe1ECC9LKBdb80sDgMrARGaq3fVUqtBc4B/qq17qG/HAJKqQeBu4GvAN8eeO5twJ8PZdtA9UH2STVwjlLKorWOHGRdIYQQQgghjluSmBVCCCHEseqzSb3BknyDJUGDAz9tAz9PAG7TWj+1n9dJBTo+f3hAf0/dN4BypdQzwH8fZGKvwd6DMfBvTx52xz+YKfT3vr37AHVxDYCBpOwuWmuvUup+4MtKqZ8BISBXa73jc2z7QDyAoj/xfbgJbyGEEEIIIY55UspACCGEEP/prMD0zy5USqUO/NfHgZOg+6W1/rQX6W+B84H1SqlTDzPOz8MKOIAJn31gj/d1IH8GnMDNwOXAM0O47U9Jb1khhBBCCPEfTRKzQgghhPhPtwG4TSm1q7arUsoJ3Djwax0QfzgbVkpdorXu0VrfSX/pgSrgm/9mvIP5bM/VDQM/f/tpLd2BeOYBJQfdmNZ1wIvA14EzgTeHattAHP09mdsPYV0hhBBCCCGOW1LKQAghhBBHK+dnfn6Whb0Tkp+2a8x7LDN95if0D6Pfc71fAq8AHyul/gx0AhcDtww8vhCYr5Qya62j+4nFyr7JUYBrlFI7tdZrBmrIvkd/D9z9Gew9WBn8Zvqe7bg+IE0plQ7M0lq/pJR6kf6JyxYrpZ4EMoASrfXlA88xASilHFrrwCDbvxf4CPjTniULtNZbDmHbg72PTxUDHx9gXwohhBBCCPEfQXrMCiGEEOKoopSyKqWuoH/CKYBvKaUu/sw6VwOTgIlKqauVUjnA9wYevlopNV0pNRb42sCyryilxiulZgPXDyz7rlIqR2v9KnAp0AL8CLgG+JHWumJgvefoT7qOGyTWDKXUV4DxwASl1Jc/M5zfASxRSj2olPoF/cP379rP+y6mf8It6K/vWqyUOhc4FchSSt2hlEpTSn2N/knFTlFKnTew/v0D8S8DmgeWXQP8CSgFfgHkfrpPB3q3XjSw3p+UUoWfjUdr/THwHvDIIOEeaNuZwHcH1rtWKTVzj/eogInAvwbbB0IIIYQQQvwnUYc3Z4MQQgghxH8OpdS9QKfW+hfDHcuxTCk1g/5E71ittdSYFUIIIYQQ/9Gkx6wQQgghxMH9F/09VLOGO5Bj3HeBayQpK4QQQgghhCRmhRBCCCEOSmvtA64CfqiUihvueI5FSqlvAv/UWq8a7liEEEIIIYQ4GkgpAyGEEEKIQ6SUsgPzB+rSikOklJoD1Gita4c7FiGEEEIIIY4WkpgVQgghhBBCCCGEEEKII0xKGQghhBBCCCGEEEIIIcQRJolZIYQQQgghhBBCCCGEOMIkMSuEEEIIIYQQQgghhBBHmCRmhRBCCCGEEEIIIYQQ4giTxKwQQgghhBBCCCGEEEIcYf8PWEFtU2EJN4MAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def file_name(file_dir, key_words):\n", + " L=[]\n", + " for root, dirs, files in os.walk(file_dir):\n", + " for file in files:\n", + " if file.find(key_words) >= 0:\n", + " L.append(file)\n", + " return L\n", + "path = \"G:\\\\test_data\\\\\"\n", + "files = file_name(path, \"qlen.txt\")\n", + "n = len(files)\n", + "for i in range(n):\n", + " with open(path+files[i], 'r') as f:\n", + " min_seg = 512\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0].split(\":\")\n", + " label = label[0]\n", + " last_seg_ip = label.split(\".\")[-1]\n", + " if min_seg > int(last_seg_ip):\n", + " min_seg = int(last_seg_ip)\n", + " \n", + " with open(path+files[i], 'r') as f:\n", + " plt.figure(figsize=(20,8)) \n", + " plt.title(\"LB-\" + str(i+1)+ \" Average QueueLength of Queue-proxy\")\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0].split(\":\")\n", + " label = label[0]\n", + " last_seg_ip = label.split(\".\")[-1]\n", + " #color_idx = int(last_seg_ip) - min_seg\n", + " color_idx = color_idx % 10\n", + " x = range(0, len(list1) - 1)\n", + " l = [int(item) for item in list1[1:]] \n", + " plt.plot(x, l, color=mcolors.TABLEAU_COLORS[colors[color_idx]], label=label, linewidth=1.4)\n", + " color_idx = color_idx + 1\n", + " plt.ylabel(\"QueueLength\", font1)\n", + " plt.xlabel(\"Time(1s intervel)\", font1)\n", + " #plt.ylim((0, 4)) \n", + " #y_major_locator=MultipleLocator(20)\n", + " #ax = plt.gca()\n", + " #ax.yaxis.set_major_locator(y_major_locator)\n", + " #hl=plt.legend(loc='upper right', prop=font1, frameon=False)\n", + " hl=plt.legend(loc=2, bbox_to_anchor=(1.05,1.0),prop=font1,borderaxespad = 0.)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABJ8AAAH8CAYAAAB/1Q4iAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOxdZ7glRdF++94N5CRBcpagCAqKoggi5hwJBsz5M2dRMYOiohgIoiAKiBIk55xzzpmFXTbndO89/f3omTM1c6pOd8+ZOeFuvc+ze+pO6K7p6enwdlW1sdZCoVAoFAqFQqFQKBQKhUKhqANDvVZAoVAoFAqFQqFQKBQKhUIxfqHkk0KhUCgUCoVCoVAoFAqFojYo+aRQKBQKhUKhUCgUCoVCoagNSj4pFAqFQqFQKBQKhUKhUChqg5JPCoVCoVAoFAqFQqFQKBSK2qDkk0KhUCgUCoVCoVAoFAqFojYo+aRQKBQKxTiEMWYrY8wvjTHTjDFb9FofRTUwxkw0xvzYGHO+MWaWMeYUY8z6vdarGzDGfMEYM8cYs6vnuhcaY442xtxXcf6nGGMeMcasXGW6CoVCoVCsCFDySaFQKBSKCmCMea8xxhpjHjDGXGmMucIYs9QYM5rIVxhj7kuu+W4XVNoBwN4ANoi5yRjzNmPMGcaYm5LnuMwYc5QxZndjzK+MMVsYY3Y1xtxsjGkkz2MTeYEx5sFk4r9lkt4rjTG3kOusMeZOY8ybCvn+zxgzNzk/xxhzVGUlMb7wLwBPW2vfDOBTAPYD8JP0pDFmkjHmWmPMYlLes4wxZ0sJGmP2M8aclly71BhzvTHmv8aYC5M6e7Yx5t31P5oXCwHMA7BMusAYsy6A1wH4EIBVKs5/bvKvUXG6CoVCoVCMexhrba91UCgUCoVi4GGM+RiAda21vybHngCwlrV2LXJsPwAvttZ+PyLtn1prf1BCp18A+C6ALa21T3iuXRvACQB2B/BJAOfYZJBgjNkRwO8B7AtgV2vtbcnxXwL4DoCjARwD4HkAPg3gfQBmA9jTWntfcu0RAL4M4O/W2o8LOuwA4E4AW1lrp8Q+73iHMealAG4FsJO19p7k2HsBPJj+Ta59C4BzATyaXL/Ek/Y6AGYBuNNauws5viaAPwD4CIDDrbXfrO6JqoEx5nUAxqy1V5BjNwB4vrV2i5JplvrmFAqFQqFQ8FDLJ4VCoVAoqoGBI2jawlr7bwBPBSdqzCYAvlhSp+WBeQwDOB3AmwC8zlp7tiWrUwmB9BYANwBYm9z6SPL7gLX2Nmvtxdba9wO4BMA6AH5Krr2n8MvhIQDPKfEkYo/kd3F6wFp7WpF4SvBg8nu/j3hK0pktHJ8H4BMAHgPw9YQg7BsYYyYA+BlzamkHae4CYP+y9ysUCoVCoWiFkk8KhUKhUFQAa+3frLVBZI+19uiQ6xKrkzMArNWBaiH4IpyL3nECkQFr7QiAb8KRSinGhPTOTH53JMdGk1/RZclaO9YmTUVW9iFuX2OF39Kw1o4CuA2OYH1hp+lVBWOMAfBHAK+oMM2N4b65iVWlqVAoFAqFQsknhUKhUCh6BmPMAcaYi40x1xhjnjTGHGeMeX5ybgKcu9Omyd9p3Kh1kr/faYy5yhhzuTFmijHmJGPM80roYJBZVp3R7lpr7TUArgtIdovk96FYfdrBGDOcxJpKYxltkRz/ehInyhpjDiHXb2mMOScpo6nJ+S+S8+sYY45Jzt9rjLnHGHMAk++eSeyry5P4SdYYsyT5m6b3miRe1lXGmBlJ7KtVA57rZUnMq0uTenC+IUG1jTE7GWOuAJC6K56S1IWuxGEyxgwB2BmO9LqTHF/XGPPvpGyeSMrl8DbpXEne3QXJsbPJsanGmDcnx7+cxJ9aaozZzRiznTHmMJMPoP9NONIUAI5IymSfQp5bGGOOMMbcbYx5LHHRk/RbG856cW0Az0/Su8g47GWM+YdJgpgbF/j9U8m7WmiMWcMY8x3j4mTNS/IcMsZ80hjzH2PMM8nzb1TIc3NjzPFJPtOT9LYJeC0KhUKhUAwWrLX6T//pP/2n//Sf/qvhH4AnAMwVzn0LwF0A1k7+3gbAk3DuTeuS64533XXu3lfCWbTsk/y9OwAL4MjCdYckx7doo+PGyTUWwEaRz/fR5L6vkWPvArAEwAIAuzDXfsVXZgH5Hl18rqRMLIBDyLGrAbw5kSfCBev+Ijl/HoAr4Sx6DIBzAIzAxQpKr9kdzn1xv+TvtZL32gCwPbnuTQCuh4vxBTg3xVEAJ3meZU+4+FgvTv5eDcCFcK51r4p9n+TaLZJrz4x4nxbAHYVjzwfw96S+fbVw7kQAn0tkA+BQuLhQUvoGLg6VBbAJOf775NjrCtefl5YBgFcDuJR572m92rtw7xUA5gP4cPL3EJzb6KMB5XAFrYcAVoWLdzajWD8BXJbk/1EAk5Jjv02O/RXA1smxdeGCpf+D3LsJnHvkC5O/NwcwFa4NWCnmW9R/+k//6T/9p//6/Z9aPikUCoVC0WUYYzaDi1Pza2vtHACw1j4C4GsAtgTZvUzAS5PfO5J7bwQwB8ALSqizKZFnlrgfAN5n3O5oN8NZo/wVwA7W2jtKpufD1MBjLwWwPtB0G/wW8julvQzAbTYBgIsATIB7Byk+D0dcnZ2kMxfAcXBEyk7kuiMB/Cw5D2vteXDv5wDJkiWxOjsWwBnW2ruS+xbCERkT4IK4dxsvMm43wmuMMY/BletH4QiofxeupeVr4cgxsQ4l1/wi+fOd5FRK1rwtPWCchd8ya+21yb3XwJFHMZhtrT0xub8B4CoAWyUWTsGw1i6y1l4C3pLvmeSa423mdntR8nuNtfbR5PxMAPcB2I3cewiAs6y19ybXPAlHkG4Jt1ufQqFQKBTjBko+KRQKhULRfewHR2gUJ7NnwQVKfpfn/r/B7To32xizujHmIDiyYlIJXWhg5rJb059qrX2ftfZl1tpXWWv/z7YGDQ/dXrfKbezPBHBc4ta0g7X2GWvtseT8awD8GGjuJLdXcpyW4xrJ74bkWBqc+/Hk3m3gLNd+aDL3yCvgrJieROaGWMRuALZDoR5Ya6fCWW3taIwpQyh2gnustTtba19trd0KwNZw7p+fAHC/MWZ3cu2ZAA5JXAZ3t9YutdYe2i7xhEy6G25XxBTbAFgE4GPETfGjcIQXxUjZh0qQBl5freT9XP5cTC0p2PkyACuTv98E4B2FOrMvXJ15fkkdFQqFQqHoSyj5pFAoFApF95Fa1uQmwYl1zlPI7yjXAut2L5tjjDkKzuLmCThCxJTQ5X5kk+U6Y82kFkdiDCRjzEoAFlaY50EAvgvg7QDuNcacaoxZn5x/AMDbjDFnA3gtsnhWtByPT35/msT5WRWOPDzbWntLcm6D5Pfr1tq9yb/trbVbJFYzHNh6kCDdSTDKSqdqWGsfs9Z+Gc4Kaw24+pae+z4cKfVSADcYF79s64BkjwLwYkJkfRHARwCsCeDDybE3wrlBVomUAB2uON0Y0Lq1AYATC3Vml6TOcDv4KRQKhUIxsFDySaFQKBSK7iO1CuKsWkYBPNzuZmPM6+HiRZ1rrf2otfbKsopYa5cBODX58z2+640xm/quETA9+d2wzTWbIHFj8iDIispaO2qt/TWArQAcBvd8aaDriXCWZh8HcIC19jcAZjFp/A/AV+FIoKvggrJfCOB95LK5ye97i/cbY1YzxmwlqOirBw0Aj8pP2BmSINmhFjZnJb90B0NYa/8GYFs4d8tXAbgyIMj6iXAk46eNMa8BcLu19gw4MvALxpjXArg8cZUbz5gL4J3GmBYyzBizc/fVUSgUCoWiPij5pFAoFApFfRgC39eeCeeucxA9mBAimwP4JznMES2HAXjYWnt2NWrie3DEy1eMMdtLFxlj3g4XoDxF+mwTAvK4BS4u1d5trjkQWbycdlic/K7MnGtalhhjfgIA1tp51trvAjgcwEuSeEJvhosx9NskzhILY8zGAN5irX2ztfaV1to3WGt/TuL7AM567BkAX052PJuc3LsmXPyrJa0pAwBuhXOxejsTh2hbABcmsYJSpOVdleXOF+ACw6fxp9ohjW91W3qAlO9Sa+3hcDHLNoZzJRRhrV0A4CQ4C7LvwLn1AcCfAbwIwBFwcbVCEOrOGYM60uRwCZzr5T+NMRsAbpdLY8y34ClDhUKhUCgGDUo+KRQKhUJRA4wxa8EFY149nVimsNbeBzfB3t0Y80Vy6ttwRMYR5NisJL2NjTFbJmTIfLjAyesm514DYB0AqxhjVjLGbJLcm/62tVay1j4DF2tmLoBrjDEHJERY+iyrGWM+D7ebFw36vG3ym7OGEfKYD+D/AGxvjPld4mKXpr+GMeb7cK5vf/alBeD25Pc1yf2rIosh9Dxy3eeNMW8jf68E4E5r7Wy4MgTcbnYwxqwGVwaAK8fUBfGLAF5vjHnWGPOAMea+JCD3hcaYA5Nna8BZRwHALwEsMMY8AWft9XASw4krk2UAvgxgMoA/p2WeWP7sDOBLhVvSct5BKBeK1JVvXe5kovuLrbWLPNcNGWP2B/BDOGulr5PT7zLGfIr8vRKAaXB12Ie/wLlg3poGaQdwQpLHXdbaGcw9GyW/lABNrdU2NsZMMsa8zBgzlFy7pjGGxu9aJ/ltZ32XprmuMWayMeYlxphVE3Lu+QDWoXUXybdVsCBL9Wzmk9y/PoC1iU4/hPvm9gcw1RjzNJz77FsA/Nejo0KhUCgUg4VubKmn//Sf/tN/+k//rUj/4LaOfw7OgsLCbdH+t8I1Bo5ceADAnQAuBvArAKsWrtsCzsXudmTb2u8K4F64gNfHwrl7/QfAs3C7s60E59o0luQ/G8BXA/ReA8DBcFZKTwK4Bm6Hs18D2I5ctyuc1U6DPOOdAN4akMfecLF8HknSvwwuuPZXkWxVH1jGv4WbuJ8BtzvgTnBb2Z8J4O3JNQsT3R5M8voPgE1IGkcm95wN4KcA3g+3W9upcAHdAWeJ9gQcqbKk8MwWwL4kvbcmZbcMzqXu+wBMwLO8AS7e1KNwll8nAtiKnN8SLkh3mufCpMy2ZNIaAvCOpFzS6+8AcEXy73o4Ky0L4APJPZ9L3kN6/czknpsBPJ28q+NpHUjuuye5/kk4l8TzAewY8Q4vAfC8wrE/A3glc+0/4FwR0/r8f8nxycmzTgHwc/K+0md5DMCrE91GkH2P+7fRa9fkvivhrLNWK5T/40mat5BjU5L683Nk9W55otuOjE47JnltD1f/FsLV578DWKvXbZj+03/6T//pP/1X9T9jbbcsixUKhUKhUCgGC8aY7wGYY639Czk2DGdF820A0621v+qVfgqFQqFQKBSDgJAYDQqFQqFQKBQrHBL3tx+jdVfCMQAzjDH3wFmlKRQKhUKhUCjaQGM+KRQKhUKhUPBYB26h7ltJTKgmkjhby6y1t7F3KhQKhUKhUCiaULc7hUKhUCgUCgHGmH3gYnPtALfL3pNwMXtOtfng6wqFQqFQKBQKAUo+KRQKhUKhUCgUCoVCoVAoaoO63SkUCoVCoVAoFAqFQqFQKGrDuAg4vu6669otttii12ooFAqFQqFQKBQKhUKhUIwb3HrrrTOttet1ms64IJ+22GIL3HLLLb1WQ6FQKBQKhUKhUCgUCoVi3MAY82QV6ajbnUKhUCgUCoVCoVAoFAqFojYo+aRQKBQKhUKhUCgUCoVCoagNSj4pFAqFQqFQKBQKhUKhUChqg5JPCoVCoVAoFAqFQqFQKBSK2qDkk0KhUCgUCoVCoVAoFAqFojYo+aRQKBQKhUKhUCgUCoVCoagNSj4pFAqFQqFQKBQKhUKhUChqg5JPCoVCoVAoFAqFQqFQKBSK2qDkk0KhUCgUCoVCoVAoFAqFojYo+aRQKBQKhUKhUCgUCoVCoagNSj4pFAqFQqFQKBQKhUKhUChqg5JPCoVCoVAoFAqFQqFQKBSK2qDkk0KhUCgUCoVCoVAoFAqFojYo+aRQKBQKhUKhUCgUCoVCoagNSj4pFAqFQqFQKBQKhUKhUChqg5JPCoVCoVAoFAqFQqFQKBSK2qDkk0KhUCgUCoVCoVAoFArAWmDuU04eWQosmNZbfRTjBko+KRQKhUKhUCgUCoVCoQCu/T1wxE7A9PuBUz8M/Ga7XmukGCdQ8kmhUCgUCoVCoVAoFAoF8MQ17nfuU8DDF/VWF8W4gpJPCoVCoVAoFAqFQqFQKAhMrxVQjDMo+aRQKBQKhUKhUCgUCoVCoagNSj4pFAqFQqFQKBQKhUKhUChqg5JPCoVCoVAoFArFigRrgRuOAhZOB0aXAVf/Fhhd3mutFAqFQjGOMaHXCigUCoVCoVAoFIouYsaDwAXfBu4/G9h2X+DSHwPDk4A9vthrzRQKRc9he62AYpxCLZ8UCoVCoVAoFIoVCY0R97t0LrB8kZNHFvdMHYVC0YcwGnBcUS2UfFIoFAqFQqFQKFYkWMvLit7grlOBx65w8nVHAtPvB8ZGgYt/BCya1VPVFCsgtE1Q1AQlnxQKhUKhUCgUihUSRpAVXcXpnwL+8U4nX3QwcMzewMMXAtceAZz/zV5qplihQdoEJaQUFUDJJ4VCoVAoFAqFYoWCFWRFT5FO8EeXAo1RJ49pIHhFH0DJJ0UFUPJJoVAoFAqFQqFQKBQKhUJRG5R8UigUCoVCoVAoFIpeQ61LFH0LrZuKzqHkk0KhUCgUCoVCsSJCQz71GTQQvKIfoHVPUQ+UfFIoFAqFQqFQKFYk6G53CoXCB0pIazuhqAA9JZ+MMV81xtxrjLnHGHOyMWYlY8w6xpiLjTEPJ79r91JHhSKH+84CDt0cGF0GXPkr4JjXuuP//Thwxud6q5tCoVAoFApFFNT0qa+gE3xF30LrpqJz9Ix8MsZsDOBLAHaz1r4IwDCA/QF8B8Cl1tptAVya/K1Q9Acu/B6wdC6wYBpw+c+BZ29zx+85DbjzpJ6qplAoFAqFQqEYZHATfCUFFV2GkqCKmtBrt7sJAFY2xkwAsAqAZwG8E8AJyfkTALyrN6opFAxsw/0ODfdWD4VCoVAoFAqFQqGoDYT4VEJKUQF6Rj5Za58BcDiApwBMBTDPWnsRgA2stVOTa6YCWL9XOioULUjJJ9Nr3lahUCgUCoViBcYNfwEevcxNii/+ITD9fmBkCXDWl4DFs3utXTnoBF/RF9B62BGWLwbGRnutRV+il253a8NZOW0JYCMAqxpjPhRx/6eNMbcYY26ZMWNGXWoqFHko+aRQKBQKRXewbCHQGHPy0nnZcSorSsIK8gDhgu8AJ74bWDQDuPb3wD/eCdz+T+C2E4DLf9Fr7UpiHLwXxTiF1sdg/GJD4D8H9VqLvkQvZ9D7AnjcWjvDWjsC4HQAewB4zhizIQAkv9O5m621x1hrd7PW7rbeeut1TWnFCo50EKzkk0KhUCgU9aHRAH65MXD2l51Fy6GbAbf/y5ELh27mjik6hzG8PIhIFwjdHz1TQ6FQKPDAOb3WoC/Ryxn0UwBeYYxZxRhjALwOwP0AzgKQUoUHAfhfj/RTKFqhlk8KhUKh6FeMLAUOWRO49QRg5iNOnnIr8MC5Th4kV6S0v73jX8Bz9zr5kYuBhy508owHeqPXeAF17xp0V6/x+iwKRa9hNOaTolpM6FXG1tobjTH/BXAbgFEAtwM4BsBqAE41xnwCjqB6f690VChakA6GtQFWKBQKRb9hSUIuXfFL4FVfdvLdpwJT73TyjAeAzffojW6KPoUR5EHEeHgWZnw56BZpinECnfsoOkfPyCcAsNb+CMCPCoeXwVlBKRT9hybppA2wQqFQKBQKhUKhGGfQRXZFTVDfIYUiBmr5pFAoFIp+heR+NJB9VqqzZM2i1iCKcYiB/FYV4xfqdqeoFko+KRQxsGO91kChUCgUCg/GAWGjEx3FCgmt94p+gNZDRT1Q8kmhiEFzJxVtlBUKhUKh6D60/60GVpAHEePpWRSKfoV+W4rOoeSTQhEDdbtTKBQKhaIL0H62K6DBrDsNbL1whvttNIBFM508ugxYMrezdENR5bP0Cjq+VPQFmO9H66aiAij5pFDEQC2fFIoVB40GcObngWduBZYtAE4+EFgwDZj1KHDqR9ykSqFQ1AOd6NSLnLFQBWX96GXA4dsAD14AXHko8OutXXv5z/cCh23eefr9hhv+Alz0Ayef/23g5uMqSrjiWG2NMeCig4GF04Elc4ALvguMLu88XcU4h7a/inqg5JNiMPCLTYDj3ujkQ9YELvx+b/Rokk8KhWLcY/Es4I5/Af96P3DnKcCD5wJXHgac/WXgvv8BT10v3/vwxcC0u51857+Bec84MuvGo4GRJd3RX7ECQnI/GsSJRKKzZM0yqJYtfYeKYoI9c6v7nXIT8OB5Tl74HPDE1eXTDEUvgutf8B3guj84+cajgHO/1p18Y/Ho5cB1RwJnfwW4+EfADX8G7vlvr7WqFjMecgSgtcBjVwDX/M4dv+Nk1/8qyiPXzg5iP6LoNyj5pBgMLF8APH1D9vf1f+yNHup2p1CsQOhgt61/vQ846tXA8kXAGZ8G/vEO4P7/Aed/C7j0pzXoqlAQjAfCZlzt3LcCYNC5zn5B1fU73SinMQI0RpNj42wh9aQPOAJw9mPAP94JXHKIO37mZ13/q4iHtrOKmqDkk0JRCtooKxSVY+YjwOLZTp56FzCy1MlTbunNQMgSywvLWGEEpZEM8hdMc0QUACydW4l6XcPMh4G5Tzv52duzd/TENcDYSO/0GgTc9R9nrbt0vnN9+cUm7vg/3gn87c291W3gMUBE2gqFHuyuOKgEKwvfokdscisCcVuyf1YEgJRp3fXn+LcB950FLJ0H/Gl3YNo9wPQHgD++PBt3KAYeSj4pFGUwbjtwhaKH+OOuwF/2cLEpjt7Tubfdeybw19cBd5zUA4XSAe1QQU4QMtAdDwP/P+4GHPEiJx+ztxsgPns7cPxbsxVmBY+rf+N+5z3tXF+WL3B/P3YF8NR11ec3rqyFiM7stzZgz3T9n9x302i472b+1B4rNI5MlQa+rncDPSAFxytGlzvL5seuAOY/C/x+F2DOk/Xm2Wi4f4CL49UYZ9ZrgHPRPfXDwGNXAjMeAK74JXDVr4GZDwKPXNJr7RQVQcknxWBBBxUKxfjGgqnOSgRwsUNmPeLkWQ93X5ema4IpyNzKtA/jaOA//d5sJ6sZD/RWl4HBgL/zXqAfCYVGA7j8l67+L53vXGhDrf8u/J4jb5++0cWkOfOztaoajMqshvqBzBoH7Wy/1PVBQrfLbO5TLqbjOV91C2NzHgdu/Xu9ef5xV+AXGzn5J+sAJ76z3vxY1FjO3ndY8/d88Y+Aa5MYbqce5CywFLVAySfFYKFvOuV+0UOhGI+g5E4ZoqcqNSpwu1MoAIyLPmPa3cCx+zj30fvOAk4+wB2/9vfABd+rIcMOYq7VhSeudju5nf1l4LKfAVcfDtx1alwaaQye8eqy2hMXuH4gvqpC1c8ynsrGh263CV1sj2Y/BoySzUoev6re/DjUOQfr9fzu2iOAi5PdK+8701lgKWrBhF4roFDEoU86zl43kgrFioBxEcdjnA78tQ0MQ8/qbQ2EzYXfdzuaPX1jfmB+8Q/d75t+UT7tQUFKGI0sdv8AF8h5ENGPlmWdYlz0GTVBy0bR1xhHO7WOl/a0Jqjlk2Kw0Dcf9DgctCkU/YLcpKh3asgxn0pYQeUG/lXo1gOwbd2gPkyXoP1DefjKro4J9MiSzO132QJgeUIwLZlTsFTqgNCjzzWyxLl6jI262DG3Hu+OT7sbuP+cSOX7BL0ktcYDoTaoeq9QGHByJAa5drbLlk+DSpjqN9wWSj4pBgx9+EE3xnqtgaIslsxxgSKn3Q08d6+TdUeNPkKPXWyqjPnUN4RaB9ABVQfotftRBe+u64P/Hkzw/rIHcOimTv7lJlmg/cO2AP7z0YozM8BVhztXjztPAv71fufOt3CGC2b87w9WnJ9ioFDVxHs8EHJe9Oi5BpUcCUHX68p4qpvj6Vmqh5JPisFCsTGc/gAw+3EnT7klC4L76OXZNu1162GVfBpYPHq5CxR51a+BK3/l5Mcu77VW/YGxUeC2E12A3cWzgXvPcMdnPerKrVb0yaqixnzKw47D3XUU4eiVFUs3J3izH8v/vXhWJj9QgyXSssTKamQJsGiGk7s+pqiY5O/FhLwXdWXgMA6Csfug77wGkDIdzzGfqsR4epYaoOSTYsBQ+KD/vDvwh12c/NfXuX/T7gFOfBdwwXe6o4daPg0wJLcqBW74M3DWF4Hb/wGc+hG36j/vGeDIl7rvq070DenDBT4vifHgdqereSUwHsusF1Zc/YIqiPF+ea5+0aMKjKNnqXziKtTZZQtcDDcAWDANmPGgk2c9CsybUrEOAJYtBH73IuCJa4GZjwC/3saNKR66EDhyV2B0efV51oXxYMncdxAs9AaSyBlEnbsHDTiuGCz4GqE5TwCLE+un2Y92Rw+1fBpcWEI4NUYzWQEsmu5+l84D5j7p5K4H1u21211aP1AgwSIIsYEcOAlQy6fy6DZ5KlmAjAfLgH74pjopU45cp8e7jfHg3tUP5VgZuqT/vz8EPHYF8P1pwG+2c8cOmecWmFK5Sjx3DzDvaeDSHwMb7+os/e47E7j+T8D8Z4CFzwFrbVptnrWhT3bkrRU9/IabGNAyHfg2qF7oLEsxYBA+aPqhN0mE4frVAdTyaZDRaRyf8QxKzFF5hYIwwIyqK+NoUjTo+isGC976pm11f6IXiwZcm6z1w0Eokym3uN90zDzI6FXXNN6IfR9qHQOMp/HFeHqW6rGizSQUgw6p4aMr8o1EHuoS+aTWAIMLJVhkpPXaDOXl7mQuyF1GFe5/LFE1oINUbev6H5IFSCWThj74FscbVrTJq8KPbrnd9ds3VUn973KMsaKsKA8rjfu0fMcbdJalGDAIjRBduUnd4Oq0fMpZWqnl08CiSaqYvKzoLfnUNzGfErTEBFtRB0Mr6nN3gPE4Mel2EOk6iNvGGPDkdU5etgB49o5q0pUgTqwUlWBcfWc1ERsi0amETXmMg0UlH3J1Zby8t5oxbup3PVDySTFYkD7oMRKLJiWihuoMaaYxn8YHNOC4iJxLIpG7il7HfBLKIIYQG0+TTrV8UvQFKviOrj0C+PubgceuBE45EDhmr7CAx2UDDXNjl17HfKrVMq7bbV1kfk/fnO3a+tCFwNS7nHzHSS4ItiIe86YAz97u5On3u8DlAPD0TcDC6eTCFYCwGQ+Q2oR/vhf47Y5O/tVWwMkHOo+TQ9YErvx1JxkSedDryICP9WqGzrIUA4YAy6cm+aSWTwoP+oJg6VP01CWxhknMnDRo+hgw92knjywBFjzXRg1qGYdMbiIi5lPutgGtY+OJSOsWuv6uffHIKtanlzFAOinbdGevBVPd5BiQF5LYeh8baDgmftWAk/y9cCWMbZuO2zfbtfWkDwBH7+ks4M78HPCPd9ShYTiq/qa6RXD+7oXAMXs7+c+vyAKXH/d64OjX1JcvgN6SneO8LyzWn0cucQHiAWDxLODBc7O288pDq8mn6vJtNLIYZ8sXAc/d6+RFM4HZj7XRoyTU8qktlHxSDBakDzolgMxQJmvMJ4UPrHuXNosA+sMlsapJzGNXAL9/MXD3f4ErDwOOeJHbGfOf7wN+8wL5PpaQLBvzaRyAa+sGlUjrFnppzTJIaZfNb9Es4PGrnDz7sczyIiZtXz6S1RInx6SRv0CQ68R4mkAz1qjR8fmS9i1npdML1OVuWkyvi+98wVTyR40xqAZ1jNLXCGgn6oopWFX53vgX4K+vc9aO//kY8Jc9gOWLgd+9CPjDSwpqDHh8xAGAzrIUAwaJfErc7swwmSjXST7RDlPJp8EFHbBWHFto3hQ3MQKAmY+41ZZBAhfzqVuTz6pXaqfd436fuTVztVgwDXjymjA9WurHijqw6NJzj40CC2c4eWQJsGSOk5fOB5Yt7I4OlaPbu361k6vMrluWT0I+J7zd/Ws03CQitbwITjvEgqniyQgts36YvFalQz/E9OlEB3r9kjnAsfs4QvO5+4C/vt714Q+cB5zywWp0VSQYr6TNoKPMN1xR+1E1pt/nfuc9DTx1vZMbI8DoEk6RzvMbT4uONUDJJ0V3sXB6Fldh3jOdDQ4oaJynbsR80oZlfKBOt7vfvRD49dZO/uOuwMkHVJNut8BZPnV9RT7WtaXi9KqI+TSeiKputXvnfxM4fBtHNB2zN3DYFu74oZtmsqL7YOt7Fyyt2pEj0+/tLI9KrJYCwKYx3mI+pehxMOvyiSS/BrjvLLdYcfVvgIsOBqbc5ALUn3IA8MA5FeTVTo2q64FE4hrmWDdQY/3QsXn1CGon+txaKPcJlLB07ShDRRFKPim6B2uBw7cFTv8UMO1u4Hc7AjcdG5sIf5jGeeqK2914MldfgVH7rmo2S/fxKytMtxugboiJ3O2BXdUr8rHvOUfAcfd1aeLaL+jWs9x3lvsdWQzMeCB/rjHSer0iQz+6xnUlzzonDN2YjAx6gN0+QRV9hpH+6IX1YoWQymY89FEhz3Df/7JYb7f8LbOu7TS/8VB+naJqgn7QiXGtE22h5FO/w1rgyl+5XSNGlwEXft+5HiyYBlxyiDM1HxSkH+N9ZwKzHnGyz+1FSqOIZsynYTQD33V7W3jFAIIhWKp2fRjU+pFzu0ufoQtWDl1DpOUTaz0VgvE0SO32s4yHSXiP3rkU4L4qt6quIIKwqTNIbBWTor4M1i+4/w0ilAyQIZZNL7/nuvJuk+6pHwH+9HJg5sPAOV8F/vuxCvKpyjq7nxHy3iq2PGxiUMlfbYPaoc696BVVYOF04PKfA7efCLzqy8D1f3Sdx4z7gUcvA7Z9A7D5Hr3WMhDMx9jJIIHeO5ashucsn7rkdqcxnwYXnFuVBhx3yO1214U6XuuqV8lBLxf3KkfGhaThG1ANEKoIwL6ioie7ftUF+ixdIqS7MmmOmViV3PUyl4RUjl2auPRLO1sJxlM7O46+YTbrIhleYf4hZTe6zP0untV5fv0Qs61uhLQTVXgO9Dp+YFf0UABq+dT/SAf7o8tcEFYgCZK2LH9+4FDS15w2Cg2yLXIu5lMXyCdltccHcgRLXatXA1pXuh1wPNeWVbyqWNrtjrk2erA5oO+fQ23uTt1IM8ET1wJP3ejk+892mwGMK3TDdYFm140JQwihUHYsYfzPMG633lbCRk6jD4i0WomNHlqK1dIulUlnwIPr142o56q6DGr6/oK+qfHa3vcPlHwaGIyzwUHpjpSST6Ot8tBwXq4LK0LHsyKg9phPqK5+zHgIeOwKJz91I/DsHU5+8AJgzpPV5EHBBtvu1spUljUrl047lszyfeexMZ8GvK2gMbC6scpbRx7HvwX42xuc/O8Puc0A6oT2D91BdDnT9t560uiGG0YPxnXjqW2qFNJiQ/c1qRV90zZVHGezqxgHczMvAtqJKsnfjhb7KoAGHK8dSj71PTwffd90HiGoQP+c5RMln7iYT3UGHKc6Dar1mYIlJSp3u6voG/3Ty4B/vNPJf3sDcMxeTj55P+CoV1eTBwVnFVar5VMX0s6RjCH3EbKFm6yGZU7uQ6s8UIiwFhkkNBounuKcJ4BlC1w8kOWLXKzFiw6u6Fl7MHCuq86J7mIVw1fulevRhYlVSHpd+7bGY9tUVXKe9zWofWET/eR2VyHGU7/Uc3Tb8ikgjflTgXvPcPJz9wGPdbCRT52LDVoP20JjPvU7RMuMARwg5D7GKiyfRlrlXux2p+RT/+Kig90E8oCTgZP2A9bbHtj3EOAPuwB7fZsnWAZx699l86tPk3O7qxXcYN9U/F5id6rjrL9iCaxxNAjJkXEpauiLanOBFfDc3S6e4hPXANu+3u2EtOYmwJ3/BmY+CLz0IGDdbTvMpMuEAtAdC91iurMeBSavDqy2vtvVdu0tgcmrlU28vB6lsgtJo6y1UIzl5IC3Gb0gsGqz4hLauq7Fp+kCBp5I6wVWIKvBmJhPVeUj4fi3ArMfBbZ7K/CXV7pjh8yLS7tvyP8VF2r5NDAYD6adFTdObMynitzuls4HnrzOyfOfBabeJesx3jueQcZ1RwIPnufkhy4Arj3CTaDnPAGc+fn8ZLo2gmVAB3Zs2XQhP5pPi8VR6cQFOVAnyS1zRfv0e2mRUWt2qWVfI+tXrCXWtR3o0e2JuDfAfc0x7Y58KfCb7V1cyqNeDZz64Q6SFr7b2uphwEp4p/HjQvLu1nfWlXxqfC6ufnRiVdPTGDd1oofj1b6sywHf7TVHAEft6eQzPgec9iknH/Na4KrDs+vGhdVgFahiwShg4WTuU63XAsD0B7LwE1NuARbPdvKjlwOjy8mFIRZ/avlUN5R86nuMU5KjrphPZphMGDsgn079MPD3NzsS6rc7AEfvKeuhjcxgIUdOEsun5jsdoPdJCdiqwZFP3VohrSuf2IGid3e3WEuJAQdbHoq26Hr/II0ZujigtmPAWDLgT4O7l8vQ/dQRJLbjlfBYQq8fx3IVt7lcmdbZrleeNrPoQY9LeVcNKe3li4Abj3bn5z4N3HVqXLp17jInIsYSs0ttVIhl7SU/AqYli853ngTcnZT1s7cBl/20IxUHDwFtF2sVHZtNzMJJIZ8/7w78/sVO/uvr3PztmVuBE98FXPxDT351oF/a+P6Ekk/9jk4CIt90LPDoZe6+S38KTL+/Hh1DwbnddRLzaYy43Y1Ry6cK3O6m3e1+010F2+qkbncDBY6oRI0ES50dHHU9rRzdJuZqtHIo68aXa3OliUlo3uMB/biKXUmGAXKnWYynehDgflTXBg4SygYcp3K3Y4CI7qvd/s4G1bK+4j7D9466FetMepaLfwic/y3gwfPd5Pr0T+XHwaWz6wGRVpsePeijxlXbziD3mXna+8oy6vDaGQ8Ai2Y5edbDiOrXi89yx0nOEGF0OXDr8S5GpFe9cV4nOoSSTwODEoOU874BnPhuYOlc4OrDna9sCJYvdkFXAffBjSyJ1FVCG12XLXS/jYbLH3Cd6shSOQ12t7sJebks0qDTErGU63i6RD4tnedWuwBg4XRg4Yzu5NuvWL7Iuc8BrpNZMM3J854BlsyR76OWT4PudlfFwFNCM4h/l7oJWv65SVGF5tyxbny+mE+xMWIGfUDCBWAfD5AWeSolULpUD8TYinXtKOUjbKpYCZdQARkQQih0e2LVbffWyiGVab+3GSUWJrqJ1JVoZLELBwEgWle2fegSkebdxaxLlk+VoOoxSh+i23U8hvyP0i2WQCbHp9wKnPk5twnJ1YcDZ38ZuOe/AXn2e1vXWyj51PeosOMeG/VfAwBH7AT8chMnH7op8Jc9Oss3hWRme+cpwC83dpZZ534N+MWGjoQ6ei/g5xvIaXAxn8wQst3uOqjezXtDGsMuNTLHvBY44kVOPnxb4PBtupNvv+LE9wC/39nJv94K+M12Tv7djtlxDrmdEYl1T7NuDZLlU+A3XQa0bIrH6swvl3dF8RR8n6u4mueJ+RRSVwbeuoCAe5Y6LVu6PsGr4x2NIysu7l3XavkkTZo7nYxI2XXZ8km+uPP8grLpwjimF253Zesc194X084Oes53gNrqilAuvXCnH3TLoWb7Ro51q1svltfMh7OF+mn3uPONMbcbXDUZCjKnU5tCuPq3wCFrOvk/H83G6X94CfDvD2dptyUpK/w2Qqy4lieGEQufAxbNdPLSyADnihYo+dTvqGQVNvL6xTPzf89+LDI/CcLg4KEL3O9z9wK3nZBc2gCm39s+jZylBN2Zi5k0xyLK8qlLjczsR7uTT4rGGHD7Px1puXQecHcI299FPH2DfK5d59C0fCK7uNUa16gL5FMnVn4iuO+oSyuklQ/sPauUXvKJlEHODTEm7y7i+LcBP9/QyT/fyP1dBbq+qjyOBnB19BmNsWxRaWzELdp4idsO8i41KTbOYveQNYEnr3cBYA9Z01nvBucnzPD61qXPl161yYmYcqvrwwHnqvXQRU6+9QTg2dtryLDbi3IV9xkxsb1qHQNK9Z553o7y7sI7YsfQAWVaPsOKrolII1bvqXcC86c6+YlrM0+T4KxJfssWAn/cDTjzs65tPepVbrfWy3/udoOb/kBc2vmMqr320h8nl1rg3jMyz4XZjwH3n1UN6ep1b45NuweGBisA6pixKCpFAJscnVaPIDYsXEcU0rDU2Cj4yCeJBBtPuP1EZ2K6ZA7w1A3AA+cAG7wIWH/7XmvWGWjMp27ENapzwp663dVBPnHBpWtdIWXI5NBlxaXz3T0rr+VcMCeuDExaxQ3wVl2PJBE5Ic/FiipZHt2wLijiiaszeWRR/u+OUIU1Sz+iG/1KDekesZNzxTl4GvDTdYEt9wLe+HOSTV0T5Ihvx5is/t12QuYS/cytwHZvDswvhGSIfL6osqmgfniJDd+1JfDXfdzvSz4EnLy/kw+ZB5z9JSd/6LRq8ilCbFtr7FtjYvnJCbbKoqt2Dyel0WSyT9duLSpVea2UREQaHVUVDzHeDke/xo3Zvv4QcPxbgG3fAHzwPxF5k7FSGhbl8auAzV/l5OfucdZQALBwWudj9pC2slvEoS/kQRWWdqwVfqxhgxJV7aCWT/0O6SOhnc/C6dmOMrMerdDUsk54Ao6HmL/XufLktXyi8jhtZNL4AotmAvOmOHlkce/0qQpczCcp4Hij4VbpL/4RMPMRJ99/dlfVbYtGneRTTWScN7+CHJL/oZsCh23u5F9vBRy7j7N+++32wAXfLpBIzKAxxO0uhTFEpZiBbg8sNqpG38SAqDqf5LfOmE919FfznwFGSUzGx6+M06MKdMvtrqweXoS0A57V9KBn7PIkPCabOtumWr/hiknjGF275U5Y5bXSe+6W253vHVVNYPSaKGmHxmg2nn6O8/KIzVsiwbrmCxhxaQfEkTc/ro7FWtrRvBnviKB4oeN0XlgRlHzqewQ01sfuA/ztDe7vI1/qTC3FNHoJooc3wGBIp1HjylOqn0g+0eNdLl8a66oTzHkSOO9bLr2nbgSu/o07fu8ZbneHJios56t+Dcx4yO0aceH3gSVzHXl68Q/LP1dsI5/b7S45JhEKafyw644Ept3p5HtOj1Uw8voI0PhVVaOnFn0dEgAz7nfWUIBzN/GuYnv0APh6Fm35NOBgLdJqzbBL+aSoYQDfS8Ku8qC+ZQiUNmU34yHg5r86+YlrgfvOcvK9ZzoXvSi3u9jn4vq1XkzCfdfWiYoJFHbCGJjHsoXZLlKpG5K12WY0ofnlqkpZd5vYvqHOvtI3IY/sg7oeMqIHdTkYFcWR7PgZI/Xg2hJvMPdOENB2VeEy5yOLYhYMKcQyCNGZ6lSyfVC0QN3u+h20Q5UmYfOeDkuj1wix4kpJgCB3tzo7UQ/5VPWgLQajy6pJ578fB565BXjxfhl5uefXXSBAANj3kOzaKjqwxbOBy34G3Hwc8NrvA9f/0T3LvKdd3K+t9wG22js+3WjyiQakt60yV6/sWEbwxAb5rnNVtOl2VyP51K3Baidud21hAp7BM5CR6koQethWVAHfQLeWPOtNvjeocbFEyqeubzfIZTVglfjo1zjLrZd90rmfAM4t7D8HOfn/buPzKUsEcwixAKnLUqIlgG6viMpuWUoIz7d0vrNe3fPrzgXpb28EDjwVmPkQcNHBwNfuB9bYKD6L2PdW2uKohyR5P1jxtE2ajqE9JHJtBGgd8JA+tYJ7RiPLHWcXUqYRY4NK2tmANMoaK+TSSH5jF0IHcazXRajlU7/DNwmL+Qh6/jF4BozRnYavMWmTxikfdKusyxcBx74OmHY3MPtxt8Pe4tmZ210jwPKp2xYiYxWRT6nLlq8OcQ1xqfwS0mdsBBhNduawDfcOnCIlEw5Qir5Hn9udtKKZEjzR77vi746SX7W63THlUdWznPsN4MfrOPmv+7qdHCsfNHJpCIN27yqaEPNpfLIkeXhJwTrz7sWqecX1nZtYdcXNJdbVoNP8iscD6gp1GWyXtjjBa/MtPnObc5UGgMeuyAKc33eW2xmq7ESn7HusxDKgatRFoETWtzQO2F2nAk/f5OTHr3IWcEDm9t+CqvWPec81fs9V1xUfQdI1tzvvxVVkyMtVk4W9nE91i/jsevtWkiDKHfcEuC/tbhpL0K8AY8MOoORTv8PXyESTNCXRGHPxbm44Ktu55olrgEcvc/KCaQFqUD08ZpWxu8zFNsYPnAOc+mHg6Rud9c9FBwPXHgFMvQO470wS80lwBevlqtfo8mrSaQ7spWaAumlU4LJBSZ+UiCrKZRBCBtH32HS7owEEyapG7hHJHynB02vLp9TaicqDZvl087HZO5lyM/DsbWAHHlWsKra42kUQ1dzW27m6ElAekhvUoKDrbhq5zLuUDfNuqStuJ++tp2XWjX7KswLdrdgyRRz7WuCPuzr5H+8E/vYm59p36oedm3cTsWQyJfc4os93XxHc+Kdw7UU/AK44zMmnfNCRNHVi7tPAlb9yeky5Fbjl7+74A+e5f1GIaT+kchSOV+12x+oXQuJWXa8rnvSXtfytBBHtUZ2WT1za3YpHVzVE17K66mRIuhXUWd9igzh+k/SIuVbSr2SZ9tzYo7+hbnf9DmnyUyaNTjCWEB4X/9DtKAW47XqXJ/74U24BdvBt511Fo+G5puxAt9hJNS2fKGkhxHnqdiMz1iXyqWpzYkviE0lyqXQD6nfOWoiST41WWXq3Tbe72NhUFdeP3LOkxF2dlk9dgmRhU9Z83GuOHvAN56w3OD0iyf9BHJBw76V2Eq0L5dQ3pFC30UHeUX1qhJWcz5UjKD/PtbMfzSxs5k3hCfs63e46IXGv+4P73fvbbuHsgXOAF3+gWp3oe/r3B9128Du+K9sxb7ePAacc4ORD5kkJCnK7Y+3uq3KiGYKQyS+TX0+tYGL66SKR1qN2NnbX2bL55C8on3bb/DpxcSurUwSp1pcbPnTQ3nPjt9z5iJhPIf1O6cWoARzrdRFq+dTvqCL2Cf3AGg3gpmOd2fnS+W5Fy1oXfDo1cWZBLF+aZEVBjgENfso1lCGWT97zIToJ1j2c5VNO7oHbXUowVEY+0Xg27a4rMci67khg7lPOSuuynzvXOo7oKcplEEQ+MSTi0DDyhEIi556Xc7urKOB7WXTN7Y7r5AMHB5f9zL3/5YuAC74LLF/s/r7sZ2ETvCrd7gyR6fGQtkIk/8sMyroVV6VqcOVkKnpHUpbcO6opjxykyVm34mZUAJ+FcSV5h8RJYtr12ElA1aRP2ZVw30JX6clIndYKIRDyTrdvr8Q9KeJayWoppN5Y4XgMSi9YVjwGFC1AuPdV9TdSNeoiMELyq7HNzS3EMO8rBlVZ6NXVxwSlG9FXxo4Bues7SSNmHll2rjKIC41dhFo+9T0iBibe1XvrAjuf9w1g1qMudtAtfwPW2gw4+yvAvKeA7Wd58miAdY0Lcn1iBsVlG4e216dp+5OQV7g4y6cek0/DkxzxQAOONxrAUFnShgbe5lBysjx/qnNjvO1EYPdPA1f9ypEkLz3InRfd7ko2R6Utn4bJII+44Enf3FCfBBxn3e7qaMo5Mi7gWabf73Y1vOkYYGmyQj71LuDJa5yc7mQk5ddWjgDrkhFr+eTRo+x9gwSv5VMHxMzi2cCvtnTBhVdd1+3c+qXbaebl0/bC8456sWNQJaj4OyqtRoyVXADpU/pbDHFR8aXRhQl+L9wTfW4u0eDahch2Nqq/qbp+x6TRhW9LKovouiLpWjKcwoJpbs7wnmOAmQ87N/p3/lnIutvtTkCbUTnJ1W0wz5Vr0ypeOImySKoCnrAsLkNJEUauKo0qy3TFhlo+9Tti3O5CTAiHJ7rfmQ9mFjTzngaWznXyohnt07CWWCcV5NLgVmdDLJ98nX/ZVSz6XJLlUw8G9UPJu6MBxzsJPm6pBVDwTeHpLluQxacaWVognEYZuVuWT0zAcUPSEQd8Bbe7G/4CPHef+/vSnwKLZgJL5gKXHJIniKoGR6S1e4cXfh+4+rdOPvlA4N4zwvLxBRwXJxJJ+aTEE5ARTwBw41Ge/IjcibtxEx3E7OD0yN0bOZkaRNT5LM/d436vOxK44yQnP3IputKm+twVfNeGZ9TBvR1kV4drC5eGl/TpxO0uBiWJja65UMSQZ92qM2VJn4D0YixMmwiZdNYIyZWKs15tV163/M1tYNMYA6463HkZxClSz7VSmxD7vq88DHjofODuU4GT3g/ceTKwZLagXk3PEnsvWw87qFe97OPZvAtjpY7HTdFKdX5tWcvD3PEK3O58YwN1u+sYSj71O2Lc7kTChhxfaU33u2gGsOr6Tl44A1h1vUR+TkiDm2xZoktZZjx2wBUxWApqyIRy5Xa7y8X66UHHkxKHNOD4aAXkky/mU2mSsfBuc3GeGrxcBp1YPrGrGvTdUre7NOD4mCuHC77jLDUevhi4+nDg/G8BF/8AuOZ3wP1nkTQqrh8NQmw1yac2lk/X/xG49MdOfvBc4D8fdbFPDlnLbRgw9U63acDcp1wg259v5Mizrsd8ouWeCp1MQLjVweJxJm/uuBni04vKu2pLmi4hRwpWvPJXSRteOnO/Hj6SMSq7bvUZVRMKZdWIsHwq62Yfo4f7g7kggJiry/LJGLBtXGh+d5zsFjzGRlwIhcYYsGgWcPd/y+uUV1A+dd9ZzsoVcHmnuwmWgtS2RhAKbNtU0p0pun0meowuA875qgtw/8A5wGU/LQS4L6lHcQGkeG0plLy3tHVaRLqlIdSfGFIiKp9ekKQxbVqXXMarII5q7WdLkvtl+9BBX3SsGep21++owuyYS4MSToumO3n2ozL5lLN8GuJlL8g1vka/TsunEF29lk9dcrtbthD45cbAu/7i3O6AguVTB/GfvCvTlFiMIBkl0kra4a4bu92x1kLSbndCvUqfpTEKjC518uhSYGRRcnyMWPtUbWlAwFlxxcbLmnY3AOssotbbzh176EK3ojmyyJFTPksw+n4rQQUDBQ65QbvgduezfILxl0fuvh5O+itHhe8iOu0ay459L5LrQiUZCnKXUXl9DCFuS6bhm+AFWW8w32L0RL4KQi9kwhWR3rR7gDM/C2z/NmDjXd0CgzHAnacAT10PbL6HkF0FYyjA7RoIAF+6AzjnKy7fLV7ljuW6hYjyEsMgSDdU/U2VnZQy48Elc7LYWcsXda5aDiVJtaKcHaxAjwDrktr0CMiv6ja3LkI67MbWQ3Xsdleb1VrI3Mwjx1g+UQRZAXN5x7rdDfq4r16o5VO/Q2K4uUmfz/LJ2uyDHVkCTF7NycsXE1noJOmEjQYF9wUIZ9MoHGMDjlcwCOyEofftdtct8mn+s+73mt8Roq+ivGMa6SiSQRiQ5GItMbvdle2IQ+7jdoijVlcAka1bTV6+mK9jdiwjnyaslFmfFeUY/WJQxe5jhsSvkmQvSdPB98Xe53mujoJyegYvvoGMFCsqdkI5iEQU+16ASgdXISv8VcO3elxVDJ5eumSw30+dEzx6TQVud9I3HDNxZfs5SaeybVoFroWxrpEji93vgmnA4iRW59L5bic/QHb9rro+pvmkOrTNL5Ks9+laNdFQlpgTrdoYOTrvmPt8CHFBD8pUkLlLfd9fRe0sq0+dfW+VRE/VZGLVCPmGYyxdPeOmoN0mK0DM4mGsK+MgjvW6CCWf+h2S+S17rUQmMCs0BoWPw0ciMdfmLGJiwQyErc0m9dS1iAYojmHGRTCD86KVjne3OyG9qsEN4KvqeBqEbGmrQ9n8Cu+kuTObYPkE6way6d+jy8PyK235RNzurM3Lh20O/OnlhWdP8mmMuRhWADBhEiGcCnJdqOL9D5H4Vc1d/Bp52UfSVE6q1ZWP1HYW6uesR4GxpG7MeCg5zNQtSuL3YoDRaDiLtaXznaXdNb9zx2Y/Btx6QvX5se+iogFh2QWESuCZMPqu7SS7bj1XJ9/Rzcc5V9zGGHD1b5KFqQgCVvp2+IvjdOPSiyWwvNfmTsRo5U8jhlSJQew4sQpSLba+LXjObUoCuLhIS+YI+YW4DjHvtqPJagSJVLXVa1D/5yHBwjKqII0EQWVddswYCW9Z1zRe6bk7fQXEZ0za4qXM2CA23SosrUIWLKLqSvqehwqyohOo213fw7Iif2nAIFCy9PCmEUDYzHwEeOJqYLePAU/d4AIw7/A24P6znVvfOluRNGjiyR+PXZ4duuxnmfyPd1FFWJFlp4MaJ8mcP7V8YkiLdnpUDRqXibMyq8LySWyIS/qNSx2fL+C4tcBP1wU2fxXwodOBn28AvPqrwL6HtM+vbMDxXAfCdDbznuaPNyItnyqvIDFEq4DUwsmO5a38OIu/6LzLPi+Xdqyps5Q008bR7JYtBI58KbDzAcAuHwROeBvwjj9m9Tc25pM00KlicPrAOc7FZu6TjqC98yRg/R2BMz7jJnK7HtR5HhS+9qYSIkVqa2psXEMme1WQjKzFUTeeqwPrgiVzgHO/BqyzNfCabwKX/sTtTBicN5AN1Nvo4tVJ6qu58xEkmDGkWenEKqUkuZAp4s+jcsK/asKGu0/4hq0FfvMCJx8yD/jDLsDqGwIfPbe9fjHopLzotyPJnG7su6uo7+JQJMFGlrpxzeTVHElshoGJK7nFiYmr8vd1YmFa1jotO8jLVdTvoHa982zqHfj7sqbPQkMDVN1WcPlV/I7yJ8LzDJrvMu1bbIw/dvyjlk+dQum7fkeusjMdmfSR5NIQGirWAijA8olO2puyBY57vfP9b4wBf3sj8O8PulP//pD72/cxzn4sk6fcnMnP3MI/i8/yKWoVs3C/L+B4HW53Mx50/wBgyi2Jyx3HtFc0iWF3MyOgk6YyLhvFziPndscEHE/TfvLazKXglr8H5COs5ObenRBw3Dcg4TrAxmhGMg1PzmJwDU8i8mQ+jSrgs0QJwRB1tSNWflTudufJtVNVuN2JWxATpLHT7jw5s7S89wxhYBdLwFU8cKNxRNIYY2PLMwuCbljVtARK7jC9tnJdkMgAT10pnV1NE4PWjAJkD9K2c8mcrC2mLvnipI5z0QwhbgMmAVWQ2t62M2JS1NHuRxVO+sWdOKU0QiyfOiXVpPPMtQumZnKsu00V31TZOiaShWX7rrL1wwJ/2cPFBgWAX2wE/OElTj50M+D0T/E6V9IedWDlwqZTRbsYMUeoZEFLIieDEimZt0SwcH1Xnf00PVwlKRViARkz9gpoP8Q00iQ6+Z4VRSj51O/wdmQx5JPlB4exBFbORY/Iyxc6OR2stibCpxs1qQzoPGMsn0q73dVAPv3p5e4fAPz1dcCRuxbeP9EvJu+F04GbjnXy9PuBe07P3+uzfLKWz1sEHUgQOWftxLjd5d4LE99KgvQuJKs1LsB5rr/yTKbsGDCaEAATJmW7D06YnMlVb20euvL+4AVuktgYc7sRSe+rST41eBe8hjBBCRmwdmM1NSzB5JcMDiXLSG5H0NmP5r8/zgompAy8A6pYeAaYXSE7qR4VoKotwGPge5aqXCj6bgW0xgmeb5W4bMgAKfh00LfIrVZHTkaqqPc+XaV67237IyedUqyzjutpkaz1jMNyOlVBipQkBTvND+DJgNj0QvoMyQJk9qP5YwuezeR7Tw/JXD513R/djriNBnDxj1yMsbJWwE2UsMqc8WC2wPLs7W4B0FrgqRsLZSfkXUWsTIrK41JG3diqhzTO6ZorYMlvJyqNmPaeINYltIr2qO/6/f6Cut31O8SKz1gqxcR8CklPSkMibCas7FbglwvkE5dfDgGdUOgkvF0akPSgnQgXcJySTzVNwihGFuc7uCaPE9kY/uejzppoq72BP7/CHXvRe8i79qXXwbPSRj8NTDo0AU0ij8pRlnhUpUjrNDbNkHqVyKLl0+TMHa9qIiWkM3z2duDk/YDdPg6suYlzlfnAiXx6Obc7EueJHs8yCZARcNwHaULb4WRPWhH0TfDGRoWJqyXXh5RBTWSQOMCsOj+BUOjK4KrOPCIIp0rJUCHvqiD2szELCCW/xbITvCgSt6hfu2Mh9wWkEbLoFYUYPYTxW4piO+CbdNZKjHvgLa8QiwchvSpIpLKWTxzJUWuMmJLtfQtREnDvRd93vwedA1x7BPDcPc5VMk2j2RVGkAEi2ujzp5cDa28JfORM4Ji9gV0/BmyyG/C/LwDvP6H9vUX9qlggq2RRkW7gUVYPHyr4nmMW3Kpq773nY9Mo++6YsaOiY6jlU79DdLtLJ1C5iz1pFGVmAhVj+VS0bJm4shNFyyc2YfCNYweDQPpcU+8CHr7Y/fnYFcCUW4XGqdAwsZZPda0YtkGzQW/jdnfr8cAzt7lrr/w1MO8Z55pz8Y/cbxqrI3Utat7KWb4xBFBR9ivNp9vcZW4oH3eJxnwq6hFt+RRBPoWsNHNyo5G5PhWDjKdEVOWdVAABNOdJ97twutuGG8h0K4K1dirIzSwiB/gx34OXLOzEfJy5L8RqlLYfMWR3LuuYSXMsaJvAtA+V777J6E8nLnWsrHaD2PLW64oJtqoJaSntaLK4DUIs0rzWBSHDzApIHN/k1wwJ/Sm9NkSPku0RV2bRfZC0eMhNkGKtzChKWqM3b5cWEmMnhr73IZUBGFlKQnovjOzNG+AJ+lg3nYjvoerFLQnpOC03jizrBtVOboM5j2e7Kk69IwtTMeeJ8vktnQ+c+Xn3O/MR4Nxv5C2/KUIsrLoCpr6ZwvFKyLEyJE0n11bRd3n6hCDLaqFNiLIm63adGCyo5VO/I8rtLmSSKHSoMZYmTWLG5uWJSZBlSj41BAsKajHFoSPLJ0J+HL2nkw+ZB/zjnU7+/rRWPVpkn+VTpNvdM7e53bRe/H5Hhg1PdJZId5wEbLgzsMEL+ftyk3DB2u3sLzv5CzcDl/8MePBcYPu3uVWqyavLZc1ZHNXZYfnc7lgrIynwNdAcaEuWT1EdmW8gSWQ7JgcZT93uKl8hC/i2U5P0ldfOttteeW3+2hSNUd4KqjGKrnSedDtw3+SsExeKHKHA3ScQyxzBIg1A8wm2T6MKc3+YQvvA6FcF6rR88vVTtRL7XLstTTrb6DHzEWDV57lvbdrdwLovcPHfnrkN2Pil7e+tClHfThX6RLSXHQVnrWBCI5ZHyQk+p2sn1mQxkAinqAlSSF9YQr9Odjvz1dk6Yz6JdZmTQ8bYUto+NTxtoXxjXHrsQnIISH2Txts+PbxZhNSVVBAWQGIWEgHg+j8Cd/wLWHNT4L4zgRkPOOvx9pkjXx5g5ABUYYHlI1gqWRwKqI9VvOeYvsu32NDOZZX7nkX9uHrfSZ+mANTyaQDg6TS8Vk3kuLXy8eYxYbLPWcTYRl6ekFg+Ube7kCClbOMY0Jl7OxZf49QGzeeqKObTsa8FTv+kk//1vowIO/NzLlikBG6l1leOS+dnk/qx5chbqtG0PZZPvvxkpZn8bCHQ9xiRG8zl6YCmDfnE7v4nvSNugmTyxJxpdy1RsDGaudflgowTOSioawwCOn9KPqXyJLLTDfce7RgwRIjWpjwqfEchg+KI520Q8ilkErBkjiNsAbdBwYPnF7Jm3p006fRZFBTbS6pbzOCl6jEIbRNYS46KMyw9KQpKPPmVBnZ1DuAinqXdN/zHXYGj93IbRBz1auDcrwP3nAb8dR/g7v+Wyy8WolVuySxzZC3zXmIsczpZJWYtRwL0kNL2kXSl27SQSXPEhDGI3IspX5qcz3pK0klKL2BM1u5YMe+qP5PRZcAT1zh58Wznni7pxOoXYMUlWVY331Gs0h6EWG/4nsV7rXBNNKkd1fCEX2OEtqnsGKVrZKegx/LFwNlfAZbMBeY+DZz/bTcme/pm4OrfFG4rSfKXVjPkG696nOvRI4o4aid79PCOtwLSULRAyad+h8/9JKghECbezUlWA/4AzzQ9ye0utXwihFPOBc/38Qc07FU0LCEES8xudzGNzNio/5q8Yu7HUKJEGDwOJYaMjZGCdZpk+eQjF4T37FWZTN5p3inRMDSclato+ZSgMeaItMt+DixbCCyaCVz5q+R+5rli3cV8ZZAjs6hejBWXMaS+1DjRZGGBJYl75SrrZLLvG2kU4jzlLJ/SSyMmF7HIWT4FELqnf8YRttPvdzv6nLx/4QLpPXreefT3HDMZrbjMqJm9z4W0CvgmVlWgOPDvxqqhlwDIXdw+rblPZoTvlFuAmQ85edYjfH51viPvtZETvBRBRIRnUhRtHVEF6SOshMfoUZpUyV3EyJGTXJ+1nhTTLpe2JyBvdN3kniUyPe87KmvFBeCig4Hj3+pc0Y97g4sX5E0jID8vERVpKeEdhxXz5K6lhz1tgrXyvWx+5Fksc03ZbydNk2YRolNu1+2APqMSwqYsmSElR+677QTg1r+78e3pnwZuPMrt+n3cvi5+p0+PIhnHEnPRCnpOc+82yfvm4xyhtnyRk0PqQRVENkv+Cv1YTH8UG2qgG2OYAYa63fU7vINKYWASFGyZ6eBCPkbJWmTiKk4OsnyiiZcx/S2mxzS6QQNaiWDxWT4JejQawLQ7gY1e4uICzX4c2GDH7HyTFAhEzMrO8ET3OzZSIKpKWj5JgeX9SvOHm652E/JxntrFfIIF7vo3cNWv3G6Kc550boWbvRLNYJex9T4q5lOAy5GPFKTysgXAie8G3vknVw6nfxr48OnZDmsSQjrlpvvfypnsu68xKsR8oiRp5IArps8NIblogukuPlIsK+8AU3rnEZZqpQdRHZjn5xNPkqAxn+q0FpImZxXkw01i4DlWNzoliWp1d5MgteFg5Cr0kCbejGyMpAh/X1D2MZPwCiaJ3nwC0o2qVyUnuSH1LUaPIOLINyGLLJuyC4mSrs/d636XzgVmPcyk4RkbyJkLepSMuRe0kJwihNyLqfchdSXNWvqWPWQAvaaTNpIbh4V4BlRB/ovtG1rloPTIs9BF2IZnkZqtb0VyxGaHO0bI90nkhy4Azv2ac2EcG3Gk2lqbC/dx+YTUsdg0YtptT73pZB6kAKCWT/2PUmw+2jS6lBVmrDRCLJ9ybnfEYmrCZCdTa6c0MDMgTGgtaSMiB07eRjCg44mK+SS5NpDjj1zsVtZu/itw1eHAX14JPHdfRswtmlF8olaw70sIKJx7X4n+jVHkylIcE9ZkpZOzLCHEFw0yTuNNcbGn6HOl1jHLF2V1i7oTdhLzibOCYZ+lXXoR1z52hVvNuuTHwBW/BJ65BXjwAj7vfOIeOWQwx8jSbnehMZ+O2hP46+udfMiawHnfjBt8i+8rAV29slYYANMkQgbwXPvAfdtWaH/Lfi8VfWc9jflEBreVrKymqIqYi4C3rgRYkYSk1w0CLdbtbv5U4PGrnDz9AeDZO5z81I1uwcS76gz+fGnrgpD213M+ZCU8RcjCQ1A+Xf7+xffMTZCEdljSn33PMURKcYLHfDtl31HIJFHs4z310PduRVdtTzkaKtfZpkV8O6Xj5+QSQfn3HPE9yxclagj9XwxREv1eqviGI8ZysRZ4bDsQrWE4xEXWhe538axszkM9YkLSi8kvJo2Qa8XxQPFYibQVAJR86n9wg/2QnUTYQaDlJxI0zRACi36ES+YSeQ6ThuSqxqUbcDyq0SXHcjt0cIOswv3sbneS5RMlPxKC5c5TMiunRy/NLFtoeUlgV+KGwFqncXqMjRRWuQWrpXTi723QYztcpl4BBfKJWF1xFli5NAjByboTSvXN9z2QfKQyCHHjy8EzWR1KrNMaI3nZh7ITW9991NrJNnjLJ271Mz0+7S5gyk3ZsZuOiZuweC3Vih1+2gZKu1X5Ym8I5vkxcVCs5duYP+/hYv8AwKGbtk+jHR69LIsVdOcpGUlw7e/d7j50tZdb+a16tFnJxFtMPECuC54BZrTVEk2DSa9OQoqtv20s/o56FXDC293ff94dOCapt397A/CHXfj7QiZ40kJXFHGfO9H+PvFa4XiVxFGsq1ol7bYU84mpe1GEgpB3CEFRdTvgG8vlbmOulVx4xTgtZeuY7x0J7UBs2uI1TN654yFjeU9+Pnf02M2PQsp39uPAE9e6P5+9I9u5tyU9wQ0qZKxUtv2tIj1fGtFx1jhrvYotboPeZ8kyyJ+ISNtTZ9u58pd5X8WFUP+N4XmsgFDyqd8hdWTsxFvqKDydpG9w05JeguULgfvPcvJT12eBHCWdpIk82zFLDUvANZxlQxogWszb5uW0fEN2u6MwxIUpDfbcGIM/phYBZyEWY81CLZ9sg68rjQb5W3j/Zc2JuQaaTthzHYHNy8U0APC7KxJ3wpA65pWl70UyyfcNAoX8hhNP57GRvHzXf4Df7+Ley2U/A/71fnfu3x8GLvy+rF+MHuxq5Vi+zqbymOB2FxIbqTT55BkcUKIyOgaIZ3IW8u587eH0e932zy0qcROQNt/Tie8GTvuEk8/4jCMJRpcDF/8QOO71+XrYq5hPRddTCUvmZDsvzp8KLEq2yZ79eLY6CoRZpVQNX+yb3LWRk18qG9rHgJErQMw3D2TblcsJRh5PT3sI5FjXLPbTKWu90YErR1T/IYHJJ3ZHOvYZO7AW8tXrmAmb6F4ZUr4x7wjCcc84N8haluTtI8F8i1vSgrGEkLakqV5s2TRvzOfhJUF9Vq/gy6YTUuIPuwDHv8X9fcxejijn0m6xvvXlEzFuChobCHMza/MLu6nHRKORyDHtgICQuZ6PhA7Kx1c/ItqmIM+W9NJOFoHo5T6dghIh90W093WOXcYBlHzqd3Qt5pPvPnJtc1e1edkxuoNI2bwRcjqgg+A6w1yMGKGxZlcOyk5KrT8NCRzJZYb8hGOqx9jyPGHD6WEJ+ZR7FuoGRS2mBOspFvQaOtjxuAhJnTy1QsvJPsunEKuaiEGld9Ae8CxNa6fRvHzWF4E5jzuS9KpfAw9f5M7df5bbCrjsipuP3CnucEdl9j4hPUpWRblqeAZORaLPN5j3ESVF4pO9j+ZFBx4+nSVUMAhJ6/UIIdFzAVdrtHwquwIJuKDwv3uhk3+7PfDrrZLjuwAnvqtQt3x5V4wqVsjZ9oGZjNSN0t+cdEnZiZpktRuTX+5EuE6+tKWAsUHvW5p0+u5j9Ai5Pnoi7Bn/5NKW6iyTbvT4h8sv4NqYNKLBPSN3viinqGChAwa4/2znmj7nSed2f8ia7tQJ7wB+SS1lIxFUpjHjFXpJQPvGTchDxgwUzSIOeBaOcAqKdVbSJdj3/RWJkhuPBn6yjtsc57RPAD9Z2537/c7Ar7bwj0XbPQN33kvyWxcG5Mjd3J/nfRM45YNO/s/HnEV1o+HChTxwrlsgOuLFzh3blzc7ZgvQP6Sd9d1XerEhQA96nG4o5Gtb84kEXLPiQsmnvgczaRIHTtJEE8w1ZNU8hMAK6ai8eghWKWWsaoo6+RpuyfJJ7AwjLMu457WWpGHBWulI4AiUELe7VKfGaH61valHIQ/u/VPSgUsjauJS1M03cRWei3W7C7B8ClpxlXRNRclaj+mEvCtkyILCN0YL8iQn59xDc4r682Fv83wj1NrJNsDudic9Cz0+tky4xgPJmpC1sCF1SHS7Y9o9yRy9LMkYM/FquabkgKQZrH9YaMMDJ8KHrAlc9AM3ATpkTeDeM4EHz3fyrEf9+vusCIpIXbE5TLmZ/FF4R1UQNk9cCxz/NkeM3v5P4MzPFy6I6UsEfTiSNqivrnpgKqXN1P2gcbPPeiOgrWumEZEfEFc2Id8W25YIJLS3n5AsLDqYjHS6mCC6NYZMwj3PHkXKxk6gBZ3Y85Flx313QX0Gk0+sa5n07dxxspOn3QVc89vs+sevBJbNh1x2vnKXyjmmjfE8Cz3e0c5hMeMVepzpn6W4g1UsKsgK+tO441/ud94U4J7TsuPznnIL9j6dQjwOpPuktM/9ehZs/6ZjgAfOcfK9pzuL6uULnQHB6Z8GHjzP7d563R/a59dO5vSvZDOEmLa63fW+9899A4XF6tmPA9cc4f5+6kbgjpOcfP/ZwMOXeNJX6G53/Q6f/7hI9DCDQGv563NECTm/bEEmUzP9+c8G6lyQQ4ILtztfPO5rBOmxEYl84qx/LHiiJ8aii6QhTt4FiO6JzDH2PVNihuqBwrVpOQl5s/lFDLIt8gScSN4w7yvn/ieQT15LMI8cEkg0yOWI04Ocp4Hqh4irHZWbOxUK5FPUSmLAwLX5jRSsyZoxn0aEuifU39GS5BNncVTUlR7zrVhGrSqGDPCF8mUnrhIiBpUScvHSLC8X8wP4d37dH4BNXubku/8DTFjJyc/cCjxva0Z9Lj1h4B8NT1l3QtKc/mlg/hS3Q+L/vuCOvevPfNo+Fzxr3RbY950FfO4at2I8NAy8/fetaUjukGUn5iGIccMISzD5jSQFy1oXhPTructj6kpEHQtaTJD6MQ+k74i/OE7mJqAxZEDQgmZIHUNrekF10PeMkfdFEeYRZS2VKbuIUiR+ufG7pDP447n02p0HvOMEOvaSIFk+sXqH1NNi/sxxnx4cESzFcswnIsg+RLYJLFlfhR5Sckx5xG6Wwd3XiSujrw2Pbatj0vAtnESTYEx6sM5ye84TwC4fdLESAWCXA4F/f8jJn76ST1sBQC2f+h/c6mGuTZMG0BGDFC4/APj7mzP5qFdn8llfzKfVLg3RJYo2jBw5EjFwaisnoJZPY5ILHpdfDOFEjucIPc8kJyRP6nYX0kBTYoa7TyICx2jw6wCzVQ4cMZPqQnUr5i3JIuHUIfkUsvodZUklDdpJGinh1BjJy6nlE62nIWnHTKY4/emudtQKqjGWHQ8hvnKWhSXJp5AJSNmBXUy7x+XXVj8POiFQUjRNv4nlU0jMpyArB2ZSRBE0Aa0LneTheS6pfkjXXv5z4Lm73Z/3nu6IO9ZCMHKiCQCnfgS45e+u/T3mtcBjVwILpgF/fJmzUvMhagU9oEx9BGwQWc/oUbpfl/qikGdhvhEpbp+kU+5ZytZJqX9j3pM4SZdI0ogJo7hg6enTxD6IZM3m58sDfF2JrTdNUSB9Yq1I+IuF+wIs92K+By8q+Iala6PGq530O6wiwmGf5ZOUhvRcHjVyyfnSk+pbSUu7IJLfU6Zl2/scYZO7gJe9iw0B7XbM4lbMgkAnbnfsMxYIPRqz0peGogVKPvU7YhjkkBUrn5UOtdKY+aBPuQ7yZtKIPS4NGjhCgVqUsC54hcYrNL6SKJMyzaVXfB4GUswnVg9hcJDr+LhnEayrcpOp5gWC7EPAfSGrzjkijSOiIgeEvpVrX3oigRExUG+MEbc7IudikwlpV2L5RPSgFnOGifkUQnyl39TwpHzd8iHEOs07sPCkJ03OcvXe417Zzn1qzhPAff/Ljj1+dVEpIe0IpO9jaIjoROSggV0EKZiDUB5VkGpBeZZNImLSGbNqS5GrN8jyiyUr7vsfcM5XgLlPAc/eBpz9JWfGP/Mh4Ja/+e+v4lly6UmEDZOHVzbwTwRi2jf42/5c0r5rIvo3a4V6FTHBE/UI0MnXp0mWT2UJgKB+MWQs5MuybBoB9ZCbFJddVLDCHxLpyrYDZb8jIgfVpZD371nQjCp3oT+N6f/Eb9gzhzEmoE3w9OshCPmOWFIqd0GAnCJynMO+lpB2nxkfmaGApoIZU4puwFIaERaVYt4VtHVi2oLlU4x+ihao212/g3UdIYO56EEnc9w2sl3rls3vVGO5o5D04DqAkIFkVAdN9GgwjZ21hc7LQz6FTMi5WDNBlk8c+SS8c/E9k2tj4lexMZ+IHNSPCWVQdhIwRGISUTnK8knoTHx5R63gMR2xlEaL291kJ0vkk6++FScdTVlIgw4Y02sbxO2OWsCFfEep3sOT4zpdL0FYqD8xhEIUMeezjGuTxp9fCYwszg6d8DZBp5KWhICzjgOSASHVj2lPRMKJKRupHKfe5Qj7TXYDHr+KSbsDCxDfpDk6sKeYUZJewBbr7HciEJUUMZZPUSQ+tWoLCdgdY20YMxkJSMO38BQywYslSb3fJXet8P3FTFalfKLL1NOHB/XxKTqw0uHGKyFlwL6jkDbNp1PAO8ol5ysbcjy3gBdTvgLEcbXwLFyb69VDsAAJaUukcUJw3oIcYp0WskDKIuBZcv0EV9aRfXyKWKK9NIHpWWTrZLGkibKWTzS9DtpIkYD1pFeWRPL1OyGLZUHfM9M+B1nhK4pQy6d+h9dkXGpcueOW/0jpqj0NMufVTfgAxcmq5HaX4OkbM3mBFFeqZAOSy1uycuDIFl+ZCrLYPgd0xFTXpruNtJuVb0BokVm10XQDnos7H8Y+MenStCM7ITbmk+XfUcjqG0vAknLyDtQF6zpv50WOi2533bJ8Yq7JWZON8a+a5k3dV5uWTxPjBpvSOzr7S+532t3A7Sc6+e5TgdlCUOxmEsKggSXmfO/ZQi4/cjklntorl5dHlmZt74LngEcvl29tWj5N4Ad2QYN2YcLIDQ6P3hP46+ucfN43WtMIGSxL8E5cA6y4ovKJWD2WJiNS+dYZcDymfHPPQo6zE6qIvItylB6e8s/fKOTnyzuiPxKvj2gvg1x9JDU8E/kQiFYCEddWYRHsLVPDnw4hwaRFkrLgyCcxPV9/GTC+9D5LJDHAIYZ0E68p9G9sGsL4h7+Yvy/ke242TQH9GDcOiyUXuGvLEiLFb5itb1I+uRPJr7CwEzIX4epbTF9TzLv5aLFjSm+GRJRI0lTm9GyTXgwxF0W6FvLz1rf2p1d0KPnU94hpJGOsdDpYufaBI08A5N1xyna6wiCbK5McoUBJMG61Wmq8AqxqWDKDEiURA0YA8m53nB6C3j6Sxqe/S4Scj7HcomVK04gY+IvP4tntLoYgFL8BzyCqaFbsIyo50nWM7HZHA453EvOJi/MVMsD3TZSl+0aWZHJKmk2YHFZHmsl5yJFF0zN56p2CfrkEBdlzPsoCi9wbNOASrrnwey7Wz1M3AMe93gWwlOCL+RQySYxagZYQMJHwJhEz6ZTuC8lHmBwUz9P8ipMY3/sVLZ+QyVFjcm7wHTJMq3hy4LNEEclOpr7l3EOFe2OtpX3jIi7tEOu6oPwi8s5f1D6NkGu5byDErdj7jCFWNb7JWaQFAFtXAqxqxLQD3j+bt9TeM99izNhb3Bwisp9lyz22Hfa1AxH9YqxlDkcWheiZO+wbh3ViyRgDX72xfH2T0uD0CPoGPOUb6xafzjla2kjvjYLsu61sfxXx/QX1XQE6N+djtM/wLQAHpr0CQ8mnfkcMqZK71reFeUHuFDTvhc9l8nP3ZDJd2WdJjpB8IlfLuEm4FN+FdTMLGBSLnQIhXpqioAdFbjWdNHzeGEfMs+RImgDrL3qcLQ8LzHwYuPPf7u8nrwceSbYVffgSYMaDyJWBr/MMGcw14xCNFWTmWvE9x767mPvI/dzgkNOvMQIMpTGfRh1pAxSC4dOkPQNC8doIOXZAQImyXMynGPLJs7OjfKNwmJsEFK/3TR59g5PYwQs3wTNuO2MAWDo/kyWd6G533EQzllQrTRzFTCSkNKQJNCOXXlkF8uXU7ryUdsDkl4uRFx0nidOJEIsh/SP7noXBd+lypIciJgGx71ZcCfek4Z2YCCSNhNh21Iecqr5xR0AfJRFAlrk2aILHjF2CFnOkMvVNHgP6VpZsAXMe+TJIIcZcC3guPkP/fbl6b1vlqMDLBTn0fItOTN5B9dtn+U2uz/VXnhiKEkKeRSJbuDyixm+iUp40pHofQNLF6CSO2bkyCKhjubSlNtKjp1f/WJ1KjtOCytH3zj1jKHGxT2gzyo6PVhBozKd+BzsADZhoSI0/twpYXjn+8DW/zeSLDs7kq34VnoaYZciAhR7zWD75BhtR1mRUD5tdI1np0CDoFA3mPeYG3DQ/yZqMEl8mn1ZR9q2s2sIfF/8IePBc4HnbACfvDyydC3zrceBf73WXfD5xnyy+H3ZFKKAzYd3uhDLNpRFAwHpJsIjd7mIGcA1i+dQY5d3uGlKn5rOkC+nMy3byQv0do25hEeTT9Psz+Zlbwu+LGgwVrBy4wTL3DdNrQ/KWlRUOc4NGep5ps4YKK+hNXUPaxQArPh8qIbAiCd2mGBHIXkxPOu+bSAhpie7LtP3ynOd0inVrDBrAl3jPoh4B7YOXPAvQM2py5rkv9yxiIh5ZIrBi24EOJ0IhOsVM5FsIPU+/6HuWIAKZe642zzK6DFi+CFhlHbfTlG349aBpxzxLyHpoFHlG5CCLLjHTwm9Rpodj2gHfN0wgWdr5yN+WOYdv7EIP29ZLgiyfpLGIry2JsGwpvs/mew6INcjqIVQ+cTFVsuT3fcNM2i3tfZl2KoCE9o1L2snsMe4bLpK/vjx8HhTFus6MvfIKCscVgFo+9T+4D8xav2UOR7BQAqB4fae6xcYu4J4lBFG+9bSchIbbSz6EyJ6Jq9RpSOQTZ6FkhpAjlFJIaedWUH2rmEJ63KqFbQALpjp58UxHPAH5QPUxjXFIxyiRT95vIIRs8wzmpE7eN1H2pTE2kj1Lzu2Okk9S0G+PLBIsAYPD0GuBwsSbWR0KwZmfy+SLfxh+n3egUNCJGzR4J3UFedYj7rcxAsx72snLFwXo6munpMHmaKtMLZ+oHEIWShO8KJKDWJOVXbxg60ehrWEHm5H9VfN6z+SBXhvr9lN5wHEmjaoDjocMilniKMRayGP5lLs2oI3xIrbeo1WOnox4JjSiqpHjCm8aaNVDtACRyolJL5+hcF/Ee/aRQkVZSuOk/YBfben+/PXWwKGbtilHMMdDyoDTNYDYCGlno9qEmMl7SPvGtfGWv9dr4UYQEutVJAY8aUg60XYx9w14xmSV1FlfuZPxRciikkQcefs/T/2Itbj1tZFlv51oK2DuG+lg0cNy6QWkIY0N2HF1h/PoFRRq+dTvYFcNpMllgEWMd+WhhG4t6Qbg5r9mOoRsJc3lEzSA81k+UcG0yiGDjbyC5Ne2XkvTG6OTS5/VmvGTLTkyMJ2wWIGAC7B8ogFqKZkV4xpAwV4f0KnRdxgV88mzUhQdyyFgQBj6jorEAmv5xE1sC+l5Vw8jBqYtzxczMK2Q1A5C5KCdJebopdx7Jtc+eG52/qpfZ/L/Ph+ua3Eg5pvEsuQTifmUc80K+BYreS/cZCo2iYhBdMzEvPXm9vcF9SWeLEICjpcpJkrixpJPXNtJ5diJK3s6pL1k9A/qJ0rWj7JpRE9GfGlIiBh7RS16FeqY2J4X7wvQs6NFOV/aggUW9x1ZCzx2eXa5GBuRy7KE5ZPkWpbTP2R8gUxuPhfNLnY8207n4iWecUJIeYR8A2zZ0PJIhUhruJyuIeReqJ5UDiCIYsYXRZlN23Ot5D4nut0JlmXsHNFTvlKdzV3LJxFVHjEkv3hfSLsTUR4h7Syd3zXTE9rT6PHKigW1fOp3cIy0t+MEb5UAK3/opXTr4P50++7FsyPzDFlR8TQykhVMFTGfOCszyUqHxveRiKGc212SxqJZ2flZD/PPktMn5llo+XLWUw2+0Q2Z/Pjqsthp0HL0WT4J7zlXvjQbz6CyIdQ37wDfM4CztiAzBCE3sS2mV7qD9gz46HsuHm/K3ODbyLHMqkTI5Pf877jfpfOB206gNzPpxUxWIxEz4BPJp6RMh4YzlejKb8zkIdaly6dzLLjBWpD1RqzlE/Nts+ela6TVUoIYyye23WkDdjVavDhS9ujhLZuA+pab4AlWtFx+ZSfkXhKMqhBi+cTIkoVF0PuMmKCWJuaKVp4JysbgCXrPvn49oI5FWV5I8JVZSF/tycdXx9ql7SNKQhBFKMQ8Y8BzsX1G5Lyk7JxB0qMpCwR32X69kzaIIzvljIJViiPDYy2fmKDaQRZ/MXoEWMDG9F2+Ohvtuu6xfJKu9RoiKDgo+dT34D5AG0COCBPo5mDZ8MFSo1SrciU9EOKEnJOlxokZiLXcT8uXKWvvgNuStIV3JLmFcaQJ7Vwv/1kmn/NVJm/wlkqNEFKFIw5iOgR6vHhtyUlMk6QhAcftGKKs03wrGblJv8eip6UfI3pw7zwk8Dl3LMjFlOjAWqcFDL7YzlX6tjzPVUksuRAEDG5nPuh+5zyev9YSuSlKdaUzLdvq14QwUGwwRKQZKpS1x/KJlYsDQu64gKgJtJRGyOCV+zYK9fTu/wIzHnL33XCUI+VHlgLXHJFYlTLfdj5BIe/2l+YtVpm+JDZOUi4fRqfYgTN3X1k3jJCV8Nx9MWUa8P2xdVMqD6Efi5qE0+RiJnshYJ7LGP49hbS/0iSLHdP4+qDIiWYOMf16zDsnchTBIrRvQW2NT454LyHuzUFl6qtvMe9FOB9FqhUJWKZspHYRTBmU3YSAWv52FHDcQ4zn4HsvdJwbU2fp9QLBLcYXZOqbSJJ7rHRMoUyp9wObRux3xBxj+66CTm3TCtWJvbG9HvR4S9tqW+/LJV3J4HHcQt3u+h204l93pJNHlwKPXpacFxoy2vif9P5MviCxBli+ELj+j9Xo1hFiV94jYj6JxAuR09gtsMCsRzN52t2J2MgaHZHY8Fm2EAJLehYpzlOMpQFntSQOyAMG56IlGNPocg13jgQplJ8vb062lpBPtqATo0dQzCfuWKS1G3u+bBrUMk6K+SSQndlBXg6ahMUQrSHfQ00IGqQyWPgcsGyek2mwc3HCU8EAopmEMCmSNhOQ3O6a94XEfIoom6g2RhjchsA3cA4NHnvaJ9zvp68ALvi26xM3eglw5aHASmsI34agR8zEaoxxjZXeS253whBwE6sQt7vIb9573qNzLDnCJxIgRyCIDACRY9pO7r5CnjMeAu49A9j7286ye/ZjwK4fBe76DzB5dWClNQVdPe/Iu2gQYC0UYqXD3lfyPccSPXTSmSJXbaQ6EVBvfH2kr/yjYveQNMTgzdI74sojgLQSiTnhPXMEZ+6+AJ2KabVcK3x/3gl5xBiqWKa+8VRpQi+krgjj1TJpi0SaJ25tbnFAIqEFnZrj48gyLb1YEtL2R/RXpcfpMe1HQNuav1E4rgDU8qn/wQ0wZj9OLyCi0FBxWL6wU83yeXfihhEDcRc/TrZgJ9M0jXO/lhxrAPef5eSnbwZmP9p6n3clppB3s/GPtXwik44GIaK8ZSwMMHwkjbRi1TwdMhiVGnFmcBIVeJDoahvwx3zyEHrF67nJe0hsrKjVHC5vm5e5NCTLRN9Ki7VgBx5Rq1QW7DOGrIp2g3zyTsgEpAQ+AFz8A/6+kMFaFLgyJe9IIls48mmIENIhMZ+CLBdiwA104Xafuupw137MeZLE9OOSiCAqL/95Jp/6kUz+y6szeSSJ/7J0XrYBwsjSuElAbnUTRGbu5eKyGem9xE4YafnGLDxEvNsookqaMAZ8fznyjLm+6omE2I9VMKFhy6nwbk94G3DFL4Alc4AT3g6c/WV37vRPAifv59cjr1Qmene5KqbHjDu8G25Ix2PqSiRCLMt833AMyZU75Cm7ENey2N3HfCRSEDzvJXdpzPvyfc9tSAmurpQlfaR3JI41uDKV0o7od2LqVcv75MrD10ZK9S3ge8+1R9JYjtOfHmase6KIxTZp+xA1vwhpjzz9cIgeYhtJjtk259sdVwBQ8qn/wVXgoWFyXiI2mIlr1R9D5RObAEhBmKXBLUu8eFzL5k0hhyWSw9PwWUvkBq8HN7mkshkC63YngepBA46n+ouufSGTVaJ/enxkSXZ6MYlDNe8ZkjeI7BlUinmTwXTZ3e7YayzfqYUMKr0rKhGTBMBfP0ImDL48gohU7rwkh0yKakLlA6AerF75yFgu5pMZIvcROWRiJQ0wo4gLYWJ12c+Ay34K3HOam3if+3UXa6ttGkXFGTx0QSY/fmUmP3c3SYKUDY2NxQ6+ada+CZkw+KbBjnNtNVOmse5udGIF8p7nPwtc/guX7rO3AzcdW7hN+LZZK4WYSRG5PjpOkm98ENBORRE29NIQSxSfHr53VDg24gmCLZF73ms9FiAU0RNG330RdSUkzow3vQArrhw8ZIDkmiyOfyAc5wgFn2UOlUOeK0Rup1vLRcwxyXpDSjuiL48lkH1tQqzlkzcNJm/Rqi2yz6D1oykGfLe+fMQy9eha2kpOsg7lri3KHj06sYzkII1FvWmUHB+HWECK+SiKiHK7M8ZsAOCtAF4DYCMAawCYC+B+AJcCuMBa22EgIUUO7EBBCK43KpABdaGKSWbZgLdAwKDBIiNNhEDOXFq58m1kq+Fio8sNlgM60Vz8KoYcK66me9l7Wgg+y6eA3e7oee49/e8Lmfz3N2XyKQcQNbgOR5pse8iMIMsn4Rm5wSZdpYoe7HOyLRznLvUMBHIrqxUHHA9a/WbKVLqWi42VG+zXiKgBbdn0bPn02LQLZvGUXOD08O12J02svG1PcdDumQizz1KQlyVE09jyrO+JcVepIoD50HCh7eS+7ZiBrnBesnzyTbhjVniLwXT/+3HgqeuB7d8KHLO3O/7yT/l1jfk2gkhB3/fgKd9OAn37iCNvegEuJRJi2u2QmFQx5Vh2l6uQMYgXId9LRB8UVDcZuZN31SyOyAUhb9q+8aBQ38p+A3lF/DoH1VnueEhdkcY/3H3cdyslG1JnY8q05MJUSP2QFu3oAjSnU8x3FELK5xYKOITUFbqxka+dDSmbkvW3KRbHSlxanrqSsx6mt5V8Ly33pceFb6SKseM4RhD5ZIzZCMCPAXwEwETmkjcA+DKAacaYn1tr/1SdioomVlorcSsgX9I9p2Xyud/I5H++t359ujHJLCLG8gkIsChpc0/zPt+E3ENW5NIg9/kCjpuhvAueD5Z7BsvrL5J4DEFhi2kkxxskJpGkD514eYkSgTii5Zha/YnWZBLhJFg+ZQf5vEXCRiDHgp9FGqSEWD75On/hucQNBnwDyYh31C23u9v/mcnUNeu0T5ZLrwprCzlxXvZZDEgBx3ODQ2lgxMkM0dMJ+c8OgIuEuScN36Q5RidjCrsCMt+5tw2UXBcIfK7fIbvseCd4BZeBZYybvJeQDnAdirESyGcekIZAjnAoSwzETkZSiJNVQaegSaKn/pYlyWNIjtykSEpD0Im7IGTBTSSQS7zzoCD59HBEuxeygFP6vYS0s9x3GdvWedp7Sb8okiOgTePGdb7yL7atrDVYxDtqKVOuffC9Z6m9D6hXYt6ecVgI0c6dD9mxkkvP+70j/458pE/M5gUhfVAl9VTQg5UFiP1AWo4hxgeCrooWeGe0xph9ANwEYE04gmkvAJsAWB2OvFodwGYAXg/g9wAONMZcYYxZuy6lV0jQST8lIppBsgHMejg8PTPsvyZIp+YfJdOIvE9qgG/5e6ZTSsgtmQuMLG691hfXqEg+xcRMogMdHykhWj7RjiDCMoBbfbU2uzdotzuuES80+MHvrDgg93XyAolEVxhy78JHqglECR2o5wZOgelJK83iQIEra2myQtMQ3DJ9A6oQYlHs/MkxliyMLeuacMtxmUw3Tnj2tnLpVTEZEdOOGGxyhBOVc6RKpOWTNHCLAjMByeUj6QTmWkGPsn1CboMG4nYXNEGNmVj5COnIiaZvImGGyPsn64XRhI2nrEViA0RmFlFCZN+78FkUhCDoHcVMEiPaBKmu5C8SjnvyiOqPbF5O4e2PBL2j3zOTrrf821zDTaB9+RStN3wkNKtH0QLEM14JKVMfuRC16BFyrSfvoIm81A549Aj5dnz1zbd4GGsNGVO+MfW0mLeXIPTpUVz8TuWYGGMBZBxFsw8tfjueNIJi63nah5j+Q0LUXDRyrBTTTyiC0dbyKSGevg5gT2vt48Jli5J/U+Bc7w4zxuwJ4BhjzEettYuqVHjFA/MhUfJpKIZEImnReEJl0ZAaoRjETjQEa5AFz7rfZ2/PjqUBxIE2AwXuWHFwwJESvgbTZvrRsqFxkpbMzuSF01p1yQ2cjJ+A4hrPIFKF3CZ1JhwBFwIvyREyYCEkXlr3G2MCKSgMXjgXMUro5gbqIZOORJ79eBaL5qELskD+UgcdM/iiu91JO99xHaKUh3fHv6IeEQNu33vud4jfTgU4eT/3O38KcMmPnHzv6cCCqU6+69/ZtZf9NJMpqXbRD93v6DLgmt85Oda1TJpIsINoAezqJkmbEkBSPYga5AWAEk45PTyDxpgBsjiR93zPAGmnQiZ7zHGRfArIm0Xs4LtkenQixC6MSCRkxGQ1aPLrmUDHTH6KgeB9k7Pc8YCJKyeLEzy0HqftdhCBxXzPQRNl4T2zpyt4RyHEbQzxGbVxTYGQbp4vSwZI1pCevMU6yyfn/aZi3ks7yydffWNJPKmvoe9IWHATCcL0dEjbyrRHVA75hiUyP2ZBSLIKY8denveZe0f0el8/R6+VLIRC+i6mzHJFG2AFLBHIXN5PXJPJ95zemp6hcmR7z84/Cueb30BIXVEUIZJPxpi1ALwZwNusjStFa+3Vxph7AHwewK870lCRwJLvn7yOEHcsDlXsThdkehiRRtD1kumpB5I7VpZYJtIyffa2bGvtO0/h8+bKodg4peV9/jeza6lrZBrHI5d2rOUTVzaWTH4CdnELGuwHlntxYOLrDH0D5MZYnnxiV+GllSKhbLyDSoFUTa+f91R27Ll7Ap7FR4IKeoirgNyzB0xivGRRwGCD0yk2gHW/IGQiXCVS4gkAbj0+k288KpOpa2Faz6bekR0rHfNJQgT51DIZ4cgnaaArTG6KeYQiR9IwAcdjB5u+8+ykiLR1i2ZmhPS0u4B5T8s6S3ILyZGuTAdsNuKdWIVMJHLKCjKDqJXrgDrrszqQ8hZdVBg8eW0m330qrwf7LJK1hfSdBUxcWdnX3gdYPgUF5O1Qp9jg+kF1xfMNiySYp18M+f54pXk9fGmIRGVs/1IloSBlIZAjLEEY0u+EfLfMe84tuAn1LaefT4+q37OnTgb1O2g9Hut2V5Zcp/CShcK1XJ8hxqCDcCx2/pHgwu9mcm7n4og0Qvodcd6SvueQ9l5RRDvmYksA348lnlJYa+cAOMcYM0m6xhizljHmv8aYB4wx9xtjXmmMWccYc7Ex5uHkV933gEIDTSp7Wfe5KiaI4oCmRj2CVgG5fOik2RdwnDTcT11P5Ov4vCUCIDcJiyD7Tvu4+x1ZDFz0fSfPfTpPbnDgyACad1A8JI9LYvTEUOiUm6QPOX3ZzzKZBi0/7RNMuoTQk/T3BjAn3xR9X7FbKLOInEyx+dHjPrcJaXU2dgLCTFDFwRynk4HcGfcxvAOPPoS46hwyCS/7XJ5BY25V3LciKA1SY9sYSnwRkob7HoKsN3zfqMftbvq92TFKLJZeCTcFt4h297XJx0cAhVg8NM9HkAEhE28vCRZgAZJLO8J6486Ts2tvOqZV/5zc7llC630bvdn7IibQQWUaQhxJEy5fPhGTzhDCptO8c2MNqU/OKZhmLpyOKNOi7CWOIr7boLoktW/MeV9/L1n8hdQ3sUw93wBL8hcJJ0+fETP2ir5PKFOu/yubXkdtvK++0cNp/4J8O+v7dqKI4BCyPqC98UEkTGPeee5Eqw5WeM+52/p47NgHEMkna+3t1trl3DljzFaJSx6MMVsmu+BxadwvpZHg93A75G0PYGe4XfO+A+BSa+22cG583wl7lHEKtgOn5FMFFkxlITZCUYnEXS7tAObNxkew0DINCe7tmaxacjx2Mr50XnIf0fPJa/hrczqFxElCuEw7r1Jud4VBrM9KY87jmbxoBpOcBe+yIckB1m7p+7rtH5mFwtWHC+lFdIbRZU104s6HWD55JwwSscVcHzKoFC2fBpx8yg1o+3kAYRE1+PYRCkFZcgP/YtqU3G2TRnHlmqt7IeCCjFPLp6CJK1M2Uvl6yWkBUWQA8u/IZ60rEYEpYmO9sBOGWIsH38C/gomGlJ6oBxhZSi5kkuXJW7omqjykPkjoq7l6z7qSh5BWEI57yrestYV0byfEOTfuEOMfliQo2HaWbg4R4CIdJYcQCjHPFVvfuLQ89SOor6F1lrF8aum7PGWa0wnCNZwasWVKj/nGYUQeW56db24qIpBqIbtepoh2M2Pa6hDLJ/a5Iiyoi+mxC1OxVtGeui61b95xgpSupFM/jx17jyifLWPMKsaYfwJ4GMCxyeHpAI4wxhwSmdYaAF4D4DgAsNYut9bOBfBOACckl50A4F0x6Y5fkIEw/TBiYj510oFz8LqyBaDsRCM6HyGQL4fYneXYhpS+ry4EYM7ljUKD6bEQ8k2EOhr4eQaSZScatgH2uR6/KpPv/Hfh+oKcGygICAqoKOnHyaQMvKtKAe+LJT7Jc9G0vTv3FZ7PR3yH6D0oyMXXIuslo8u6r0soxDrkkwurke2IqGIdkAbc3ITLOymS3IpLTi6p2520Oh9DeEjlGOW+6tFZlAW3u6hFg6J+vklnyASuggk0O2GMWU0Hfyx3KVMe4jbiAkLKlB5rlo1vJTxgYiXWN8+CX8yihzS5pHpFW16Eni8cZwlC6dqYtEnb5CXuivmkKgltU+69SDu/IpN9pEQMYsi9XL0PSMPXHkkLBdL3J+pKrawZi+uxGMsnisj3zCGKeC7maVsOieV7yoHud9YjWSzHXLIl2wFJN1/auViJAZZKYvly+Untadl2RcqHtPHe8UVInye1HxF9oaIFsQGDfgtgPwC3AVgGAElA8c8C+I4xJsZKaSsAMwD83RhzuzHmr8aYVQFsYK2dmqQ9FcD63M3GmE8bY24xxtwyYwZjJTHekJtQko+1bMynKiaI4oQ4Jo3ID7Ss5VNMzKcQ+EiC4vvqhoUat4OdtVneUhmIZcMNFBrhRdVCgtDBl2eCyidIOoJG1jfSekBj5jx0Prk1Mkhw87zHciTmPveHIHO6hUwkuGfxdKLF+7h2JWhwHjKYGBCc941MPucr7nfJnHzQ776D9B3RdyFYp6Uobnd9z+nAn1+ZHfr3hwpZShNXbjItTcKFNFiyKAAcSWMky6eYgbNQppw7CCXgZEWJ6NEpN2EkpJr47fuyDhgg+6wVYi0Xcoc9VhPRE1fuWMkJtAQub7HeC5PEfIKC7DkfRFSSbydqUYM+F83b164waYtlQw/F9EfF8YNPD6kt4dqBkAmjpBOnf0h/6ZmsimUXU1dCjrdLt6gfbVtjJvIVEJWi5ROjh7SQWJoYCCkb4duRFvN8abP5hSwwcGRcgKszl0ZIoO+QsWiK6N0VY9p7ARLJHzVm9337Ee2YgkUsc/EeAG+31r4MwHPpQWvtPABT4QKMh2ICgJcC+Iu19iVwO+YFk1fW2mOstbtZa3dbb731IrIdByhNPlU8QazE2iF2olGS8PKRT9H6+xpj0gnZBoJMUTuFFFQ7O8jL3s6k2OiGvjObT4NdQYhtoNOOgJRpyLvjnjHkWcp2LFWsXOcGYhEDXalsfCv54sRFkoWYT6V3vlREIffqAwZG3skIgNM/BUy/L/v7gXOETAsWU02Z9EfioJIjA7g8QlAgnNLvhLrgiWUD5njIBNpnQSgg2vIinRCQ3e683x+Ed2vJRCB2wsghYJLrm4xET7x970Vqc0v2N+K3I97A3McnEfbsPj040scW5FTk6qxA/ubyDukHIu7z1ZXKiA2hf0vhs2huCZqMVvjaN8lFLPbbiZoIlx1b+cpasDgK0iMVigSAp95wO/zSDS2kHU3Lkus5PULmA1wdI8dLvxehrgQRPb664lk0z10vEVgRY0oqS++eWzRvK/sQUceixkqFdJvPJZVjmLYrKmLJp/uttRckctakuKDiGwGIYYGmAJhirb0x+fu/cGTUc8aYDZN0N4Rz61MUJ/IpcgHH+yT+U9R9kV+oZOrsvY+uVnPkE/2jApN8KzROdYIbcFsLnoiQJjHCoKxUzKdCGjkiimvQfUnZLH9qTRai05wnMnnmg1ne0zxB3Nn33IHlk3cQIg0UQna78w16PINl2xDqrJAGrW/nfNX9LnwOuORHUHQBIYNAlvgsuN3lrve4JItWS2RC0DzmqYexW9XzCgEXJpsyLJkNPHhukvZw/poY2UfGSluAR1k+RRJznNudRGqLefoG4iVXoH0D+BAXSPG5mDRCXDQl6x5f3fOlQfMMsQzIJ0ju86VBb4uIMSa9F+/OpNSVitG5KPsssEImjkFjqMKxELklZk7ERF76Fn36e+8LIGyiIJTv0rmZvCidOkmxe0LKtALLpxirmlxfxO12F+D+V5a8lgjmoPohjHPb5idALN4IokccY0c8C31fMx7Mrn3mVl4ntn3upK1GJvvS4NKLrbMhfSX7DYcsDCuKiCWfZhljVk9k+ja/CmAigLtDE7LWTgPwtDFmu+TQ6wDcB+AsAAclxw4C8L9IHccnbPO/fMWnMZ/KuuBVgdLkU+R9yxZk8uJZ4ffRCYPP7S4oHoTUiAtBv7sBruETSZDYiQZZNQ8dMLU01pIcCppepOUT3bb+sSvc75PXArMe9mQpDMR8HYu33G1e9t0nTjQjBlRB8au4QTs97Zn8LNK1gu5BGGAGDYzKZhkw8fPlLU4kmHRDsGCq+6Xx3kQSLMBagUMuZqBv0hmAoHaZ5MG63fkmI5ETXukdNVG23Sve57HKLF1PpXdRchLIpt0mzgxLsNFLpHdALdIY67So1Xkq+9qBADJO1Nkjx5BFRZ1C8wiVS08YfeURMJ4S+1Zffj49hLx/tWUm/+Odgk5t0hXTDmirY+up7zwX8ymEQJb0mEamp0/flF1Ld7T26c/pKrmsBtUPH4Txm6+tjvrmkH+W5iWkfG86Orv2uiMz+dk7MvnJa7O0Hrmk9Rli64rv+5NQ5cJJ7rhUDzwLJwoWEyKvPwLABcaYnwFYyRizB4D3AvgKgAaAH0Wm938A/pVYTj0G4GNwhNipxphPAHgKwPsj0xynkD6SHlo7UVQxYAwBjcFy0cHh9+XIJ2Z1P1b/GHKhMRYYL6NDSG53ZXe7y6UxVDgWrBSfHtug+5IqfAOlrbEiIE5WY+7zDHRjVqvbXS8SfYFpFMnCqEG7ousIes8xg6GQgZ1EKKSDV8ntzrMSnsu/ikFbwEAxZKWTu0+0fPLoLU1KpbKhbWQzz4D2ofRqf8yqrWdC1k7mjokWzTFkgK+dEibQEtj2jXxzNM/ct1gy5lNQP8A8Y8uuX1ybwLiD5L6/SFcfsc5GEA3e749cE0KecqD9GKTy8PWtId+tx7JMsv4TZfBp+O4TEfFeYsYMQWVD61iEniGWT7nxNleHiB40ruMd/3K/T1zt1yN3OOAbtsy1UYsUIQs4vjbeFuR214K0MYJ1moSzvpjJ6dxs0fTMXT/aSi6i/5Agtvcx/TNzvGXOQY43r9WQE6GIIp+stVcZY34K4A8AtgFwNdxbfQbAV62157e7n0nvDgC7MadeF5POuAY7GSSVvRukRgjKTkS7NYEVXcvSY7ETHk/jaRt8J1QnuMlICHHgjYdlyYJsYfDdFpbsFmaBkcVZGr5VYim95nM1EGX5VBYxE6HcfZ6BKSAMiqX7PBPN4mSV09MXq8Y2CuXb5tqW9BTdRwSZQWVxUhTyHTH30XtnPpQdowN7kQzwTM7KQpzI+wbwUtyMgHrvLT9mcgnIrpG0DecsnyQSzJd37rCnH4t1EStLfEmWyVGTEYlc6IC4YGWubQyYXIp6+Ca0vglogLubFDPQZ0USO0mMIZBFQprJu/RklY4ZfO+QyiGEnm+BKYDcq5xoly5hCKAY4rZtoG9PGiGka3NSL7QJoh5cn1Hye8/pFED0SG2gd2HVoxO1PgopU/a90Etj3zNTVzqBl3T1xaOL1SOi34khGb3vGwXDhiq+7fGLWMsnJDGfXmCM2RrABgDmwsWC0pKuFUKjMejkky/GSFWoc7c73+oxJUrqRMygOMryCShN9Fz4Pfe7aCZwH/WgjRikUnAT5TqbHt+kOeo+kEkkHRQLdanB3NeSdi7TLO3mISJPvTOTqYvSfWeS+7l6I9ShRslvXlENJBJXdBHzTIpCviMpjfT4xT/Mrj3zc8x9RA6ylCiLkIlrwKo+V74s6WMR1TaGEIS0/+BiPoUQLKk8siQjBiV3dbGtQyZzbmE+YiDWPcZLCgoERdkJtAhBD1/fI9aDiGcJIluY54qZaEoBoEPaFV96QdY9nkm9uEgVKzPHoqyKY9sSgeRn1Sz5LDHtZkiYAN8YVtKjE4KQ3scdZ9vZouVTxHjFC8n121dnJbe7kHrvg/T90Uto2yQQJGx6XF9SXGzodp/sKaegMQrtd5DJvjzEOR0zHsiNDYQxsVIibREVJMgY09zNzlr7qLX2OmvtfSnxZIzZxxjzDWPMLhXrqZBWX/IXZeKGO2fyGpu439U3qkMzh7IkEt3Rok543e6EgYkEXwMmkgs1grXAChmM+lweCp1GmUZ1/rN5PbjBsg/FMu2l252vUxY71LR86fcsXCsFyfd1kpTspNdSN9Ubj8rkuU9l1+bS8EysulWvFTxsA1i+0MkhQbC5iXduDh4ysKNyxCBftNhgyKwqBm3RA0zPqr60eBEzqRAnNNJEnjku6eSbMFJ39fO/xeskpoGA44F6SGn5LJPFiYtwnN1BqUiYlm3DaT0lMjcZyaUXMbHyWgZI1wfUMTq55MiRmDRiEWQt5NNDmGBzk3Bp3MwtCLUq635GlwHPJRuTLJ4t6C+REpxOMQS4JEeMRUT9pGt97VGIW5iHUG/RidGNWziRdhAMaVujENDGSN8wS4hJFvQ+NaR66um7xIXEECKb1t8K4VuQdScYObau+4jKEP2EOV2784BaPkUgNkL1e40xLzDGvNcY81J6whhzAICLAawPYGdjzH5VKbliQ5pcJpCYVnp8wqTsvomrVK8iMGDkE+daJpAxEryrigGD0aohNuLpoRAiSqhPnRI9xY6RHUT5UCRsukA+iR1+mQFcIb3pD2Tnp96VnBdIUtFtooLOmqbFkoIhkyJF13HtERn5dMZnsuNSXQkZOPsQk550n9cSpQryyUMyAW10Zup+zCRLVkq4T1rR9gx6fdYbITu6ecmMolKea6ke6a5Ii2cBMx5oTU8ar5Ql93L6xdQ3KQ2mDIruzexEU6oHUplSazLGsiwq0HBMPQ0g44LqG0cuBJABvn5MXHCNkUPGPJ5J+A1/zs5f+N1MluKUsRN5QafSJF7sd0EJG18azPHct0OuGVmSXbtkbiYvmMakJxAbYvvGLL6ZIaF8hTIoOzYM6uc8svjt+N6XQKqJfU1M++xLr2D51PFCUIjFUUgfFAPf9xXQNgWRYNw70oDjoYh1u3sl3I50BgCMMWcBeL+1dhTZDnWHWWtnGWP2NMa83Fp7U3XqrsgQPhKJaeVWwqllQ9UoSz41IsmnCSsDo0v817XkI1iRcMdCnsU3eGmMAXed4uQls4EZ94frWhbcACik8xJX9Wka1Ce/TB0qdkLcoDIAlNDrhuXTpT/O5Mt+5n7HlgFXHtr+Pl+5N0azbeEfuwpYNs/JVx5Gro3cYtu32uuF8G65CbGkh6J7kNop7wQvYEVeRDowhVzHg3USVsIr6aMCBtwxq/D0vhvJzj9p+zA2AvzvCx6VpD7cM3EV32fM7pWROnEWMRJBKOl37xnu99nb3b+WNGhyPiuuTtzuLHu5F7k0mONSuj7yTLLekBSMITtFqyBGp5D4OSJJ6pkwiucDrDdirLiiJq4CGcDWIcOXby65kHaW5GGL54t6xnzDEd94znW2mCeTRozlE7Wm/vcHM/mMT7emQUkrKW8KdvEtwFo2xspL0iOmzyjWWdZIoGx8voB2lrPusWPAkjlOHlvuTzv9HlpiL1bZFwc8SwqxPQrQh1tsyJ0PaDOi2jS1fCqDWMunlQA8Dber3ZcArAMg3ULg+cnvbACw1l4N4AMV6KgAEteYpDLTVQUx+Ck3mOvDjyGWtCprbeGL+UT1GAvRydNBLJmdHUtXgOsGN+ilhOOiGdn5aXeRaz0rKtbmiZ4yk8MqLJ9yljldsnzisGSe/xpx1Yupe8uE9GJ3s+r0O6fvNmSSHuKequg+fIHqx5YBF/3QyQumAQ9f6OSpdwSkHTAwZu/zWKKI7jYlEaKnb7U/R+iS+6aQ9bQFU8n9MW2ZZ/EiJECx2D5EIMSdl70vpEx99wW0kSJx1OkEWkqDng5ZCWfkkIlraWsFgbDx5SEGtY8gbIKeJYY48qTXsqDSTk8BUVYfgh5i2gEkWK5O+MqGk4vWQmXLg6bhyzvEeq5EW0d3QvU+N8AuCBuaXpGo9JAcMYix0KMyHaNCeJbSbWtIfUtw5WGZVfTpn/LfR+vYnCec2BgB5j3TXlcfREs7z3PRbz+KaC3m40vD177Rb66Rl70kYwXjmHGMWMun2QB2ttbOBwBjzPEATgNwKICJAGwh8PhWVSi5QiMtznSnMCBvRSORN9yqAf14BhWlLaw8bnc5cirAGitkUNNtsI0nacRvOS47fc3v+PtY2aJjoie3BbswqPSCDDAaY92xfOIQ5LIhTOpignSLq85MZz3vaeDZ25z88MUZ0XjV4RH5kYFT0KBdyae+hC8+0ehS9w8AHrk4O3/dkf60y35rIZPf5vkK+qjppI8MWsVmJvKLZ2V1fPajnetEIU2yvCu1UpsgXe8pSzFWWMDkkL0vpH4w7bYV6mxpwqbkLqX5xJm0ywb3prIUV0WaFAnfjkSYxujkI45i0hPdzNB6rZhewa2RQ5C1EHd9BZP6XLqe95yzDq2ASMtnLsjS5RHtLEtwIv+eSxHtbdy4mu0uOd9gyCfJ8onqXXX5ehcyinWW0SPG7a5suyJZ+uQTF9JO9Jt+r/sHAFf/xpNWIGK+v/QaMyTrGpc5uT/me+Z0lYhFOr6vYEFoBUEs+XRXSjwlWAZg9UQeSv6m2LysYopAhJBPdKecQWdjK5n8+CyfQsingNWhboNbMQ5pdEPc7lLyyI7502MREAzRhxZypJ/JJ2mSGEHYiNuPM501tWqb+2QmL6SxF3wovBduZadf6rpCRq3vy2Y/MaQ7GxOFyhVbPuXcYqWJvGeCcTUhbi85pHOdpPKS3O64a8VV1pLWG0HxhGKIkpg6FjIZkW7lnkua7DH1TUyDJicRlR7Z+26H8rI3Xd9EU7CS807wTFy5566lx5m6IFq4RZA+dOySS2Ok9VoqB+2uGGlVzCGIZKTjFd+YJ4BUYwmW9moGuXb6vuel84BLf+LkBy8AFk33ZEqTI++lrAVW0/Kp4CrqG+fWafnklYX2yPvCrD8NyUrH+w130OaWgmD5JM3Hmu5/Q8LO0CFEq4fI9vX7LemROpZ6HY0tz9qhZQtb9W+XngJAvNudNca8zxizkjFmSwDHA5ibnFsDQNN/xBizKoCaolsrmqCd+Upr8cebH+4KPFn0Wj55dsMrIqRz6jbYgZ0N6JA8gyjbyAbJMZY77fKL6UyyG/MD/F5ZPoXsAiJOGGPIp5jtoCsAJadtA9nAX3qWFbg96WfExAqLTptZ4Q1JW7J88lmzVAFpoiwN4LuBkIlrdpCIMRP5gICxvkm4FPOpikmMOBlhniVoZzZ6WCqPsmSLMLlkLR6khYcYCwVBD8lajyUlPItKxV3hvKRPAFHJWfqIhBj3LENE72L5pnpIcVU8JFiQHh4Ci8JH7uXkYvm2ybud3DaPWITkzdTTGOIpl16IpWsAQSGWL6Nr2fbI208QuSU+EfOe//f5TP7bm0vqEdJGesaX0rPUFUJBjPHn6f9aNnZg2gEJMd9wiIVbKj9wDjDncSdf+/vsNI1vpm53wYi1fDoEwCWF+75mjLkQwIYAnjTGfAbA3wB8BUAXoiyPd3gqMK3sE1bijzcn+gHpjVewJrwR51sQMKjpNrgOmhI9IfdxHdyiGVlcmKdvAGY+1KGewkAs7GaiGw2C3mcQO9eITt432HB/RKsm5ycNkH0TZUVfwTtJ7AC5ySpzXLwvYhJeeb0KmEjURehKekg6pe71xgAjSxndPMRGSz4+lSIm5FLapRdfSk72ALLwIKRBg+ym8vDETA5aQWf+oHW27CRRdC0LmYTHEJUh1ht0gseQRZLVYND4x1NXOELJDGVybpFKWMCJIWyCCNOIdsA7gR4S0q6g/45qr4qTcG7cFFI2JXHTMVlauTAAnvrBLhgLcQKlsUtMmA7vN1I8Dua48F6m3JzJI4t8igh5B3zPMSRS2XFpLMoQ4+K3E5IfJcNJWx31PdPjMXmr5VMoosgna+3VxpjXAPg8nLvd8dbas4wx/wXwBQBHAfgggEUAhgG8rmJ9FUWIW7MzDTe1bFjR4LN8og1FkNtdxEpRt5BrxNPf2EaX6dRmPpwde+SScrq1NMrcQMyXBlkB6anlUwCk+hFl+RTgdlep5RNdtSNtBXU/orJvxz9FbyBa2lVQV3xWGBK4Vexi28ROfitA0ESiC20I3ZZ82YJMpptTnPEZ9/vU9dmxkNXqKjbi8BIbka4yPkQRNm1kTqc0phmVhycDo8v461n9fIS/0I+JRIk0sWLU8RIlhR3MoiyVUiKtEFclJ3NxuQKsFageMQsZzTHqGHBnskvw4lmZO/nsx8i1MXE/JUIvhpgTcPEPM5nu+pbuelm0SPNZPoXoHXyeIMjtjp6umHxKN2hYMjtr64J2zvTELsxB+BajLHpCyiiALPam4VOjwd/r7XtDLJ8C2qnaEEOqFb8dhvAPyYdtn6Xvj5GDrKcI2HraJWvqAUOs5ROstTcCuLFw7BkA30v+/KUx5gYAa1trr+hYQ0V7hJBPNObTisrGpjs4ANm2zxKCAo57BlG9gLTKlptIeDo1diBWQZ0pmqNGdSYETZWo5VO3yacAncUJSAz5VLGVgxe0rtDBnGKgUKulGm1X6ADNk/Z/Dsrk6//sfpfOJSSLsJNTJZAmlNxgszghrxBnfymTT/1IJv/jnZ4bpQlDZLBwDstICM/FhARLLV1tA7j/rOTaBcDUO538FBkC3ndmJqdWDkGgk0Tf4lBAGvRZRwj59Mil7nf6vVk7esc/geURFgi5w3Q1nVlZDyFp2P5PkMU4ZTQ9bpLlsWimMbBa+mQfmeWbzEnPItXTJG1Kut72j0y+8jCih1TvGTlkkVCc1HvqYVB4Bg9RGTIp9lpxxYxHin08p1Jk2mUQ8l64cRMl0lrIPY7QjSHDhQVNb9squb2WJZ+ENBqCHlGeF1LaXZi35N6th/BtcbuLmItw5RfUzoaQUh5wi30hMWJXQESTTxKMMVsBWNNae7u19vKq0lV4EGOW2Y8WIt3C0zdkcrqbg4TxGnCcuh1QNKROoZH/7QRjhTgNpYgtOkAmgc+7XeYh+YUMXrxpBLhPVW35xK3UKgYLSymhMCuTFzzXedrcBJUel5CSFgDw6KWZnFpSVh1wnEKcQNNryKC332KZiZPmkjvEUfyVGKf/672ZnE78Zz6YHbvhT5l81ymZfOvxmfzMLe3zozrFkgExlgbU8umBczJ5xgPud+k8eOGd4An9mM/yKWRHN0kPH+ErTlZjJtMEY8RSjJJ11HJPslZg37PQp8VYM/nIJzMstEcB35HPOi0KgttPJZP+yMmxT4863e5iQHU692uZnFqThewU2Yklps9az9selR3bEiydByxPgljTjWTmP8PrFNN3hfQllSIyTiAlGZtGE83/wsakEoEVY/En1Scf2JhPSj5xiCafjDHrA9gSwCTkS3UVAB8FsH8lmikcfBU/yPKJGywpRHQS86mX1iLsQJe88+FJPPnUDSKN5lvW8ola7tkGGSjUOEDiBqFRK41oM0n0wLcLofsjPD0fiuWrlk+DidM/mcnU2oYGxiwLywyyi0RUp2lX3UeJg2xmMLx8cRZ3qV8gkQVetypUX5adYtYjGUH1+JXZ8TtOymTW0ifAuoCWwWhx4+USuONfmXzNEe53bAS4+a98/txiCDcOMwZ46MJMz5SAXTwrI4u9EzVhJzWJ6GHJSSkAO0nj7C9n8r8/mMknvZ9Jr6grU/dEi/GIPjyo3nPWPRIJxulvOrcGESe/gh4hY8qyFjaxFkBl7ouB6HYXUOaSJVizbEqOt4IIWkEPn3VaDG46OpMv/G4mX/KjAP18zyvUq7osn564BpiRhH6+5W/Z8Qu+Q9TgvuGhDuqh510EWUNS4qhT8knBIYp8MsbsD+CENvfNEo4r6kJszCedUPoRYvm0kKxIzCFb2z93X/X6hIIjJWwjOz48UbjPY55fRSOac2UUBmIhyBFOXSCfJq6SrUJNWs3JQZZPFawwca6zLelV+T0TUhBWmwpFK5bMdb8zHsgI5fvPAjZ6SYWZVF3xIgib1N2srxAyWA5Zne8DUMsoGj+QuluJEyHfyjWRqeVTWdx2QiancWuoJZC0iPJPYkH22+0zObXeWDYfmJFYJ1KrrBuPymRq5TCd7NvDvucQC5YQa5CSdYVaY/ks0mjeS+dmcswOavS90AntPf9N9BCCFdMypeM0zp0wdkdCEYQs8lk+sZNwEtsrZ0AR842H7EIYUIfqQrSlkvS8zHgwyqInpAw8BGFZd61YiJZPJWM+1WX5NIO0XWkbCmS7xhXzlqxDoyxFfRamHmI3n1jcN6ABx4MRa/n0fQAXJf/2AnAdMsJpXwBnVqaZIgySdQTXqQ20210kA90RAvKhkxS6gkvd+7oNbvDSIBZCZjjgPkauot4UB3hlrBws1YmmUWO9Llse4gpv1QHHK3z2hc9lsdGevB6Y91R1aSvGB+74ZybffmImL5jWWbqS9UYVCDL37+OBYm6sLFjV9DLWYNXwvgvhfNWWTyGImRTF4MLvZfI1vyX5UbeUCJcuztKnJY2Si02idZrHSueUAzOZWpP5QK+l8caeTuKQmaHseWl+tEyv+AXRSbIs6/SbirR8inUR42Txep+1dABpWRsinqVICnJtuzQP8qoRYxGD/LtlLe3qHJdKBIrneam7LI3xV4VLfllIRJqvfZOQWmvOnwLckMSXvOf0zKJZ/HZiSCkBnOWTxnxiEUs+GWvt2wHAGHMNgL2ttSckf/8XwLcAnFatiis6fKt90gCD212o0fohrbw2sGSOk1ddL+9j3E8YGo7c5WQFxJ0kDsf1f3S/jZFsUBYyaJespzpF0Zqs9KCd6jSA5FPMgFZK47o/8HKnoEH5Zz0sXqZQAMjHluoYda4Y+ywNqrJyqAnSxDFkB8x+JtUkiC5RnufKkU9LWs9XjSLB0o2yllzrY4iNXL2voK5wE0Ypva6QpLExtThiDp3HfgsiCKXy8smR7WVTD+R14vLuhttdMc/Q/BbNyILPP3pZZkGTusUC8jwoRp8Qa6f0+mduzeZNt/8zy/MC4jJXNaKtGhMct28mH/vaTKbx/LoNjiw0QwE7HEYgxJW+Erc7H8mrSDEUeX3TNtZaezuA1xpjVkn+XgRgl+pUU7AYKhEjPjdptsmOPgkkud8gWe0oMlBT1rSxnUusV6SBnze2UAWNKHW7K23lYPN1eVAsn3IB3SMGQ2lwXAB48trw+xSKboD2F5JLbyhyk7POkmrB8W/N5L+9geQpTJr7DtLE0EMuVBI0uQcQdwzyWdWQ+7pi+VS0eOjCZENyi2djAXksmlt2lKJylFKMLBFiXaiPZiiOVBOJuQ51nfEQ8MB5Tn7q+mx8Rl0tQ9zpWZIG7c9TFHdD5Nzucml36X2lbpeNscwiJybeHh3vzp+SyWUtn0Lc7mY9ksnP3eN+6YI93eBjLgnHUTWkOjuIFrBi30XrbJUWpiEWTlVYPpH3omhBLJPxsDHmcgC3AvgJgFMBnGWM+S2A3QG8pmL9FEVMWBlYvsB/HUWxA8kNSumH0ccfydAwMIDtas8h7QxD0RW3u+Jud0QOxdhy4J7EsHL+s9lOTE/fKN/TKbhBYKyZe9mVxPRZAeC+/4XfVxZDE9S6UBGOoQoXBOZNyVyW6/yeKQbG8kmYCPliwg0q+eSdhAsTaFoeI12yfCrrqlYWzcllgVDgiB5xEs6s6j94Xnb6mt9F6pSUO91lLsSqpi4ULY58kMjOTt3uls1z/wBgys3Z8XvP4POOKpuSlk/i9QHES5V49LJMvuKXmXzJIZ2nXba+2UbmIiWN2c78XCY/dEE5/aoA3Ujk0h+73/nP5MmxQYGP/K3aJT9XPyQ9StYhdbsLRqypy3cALAHwEQAbWmv/mfx9DoAfADixzb2KMih+bFVYJ6nlUxiGJ2VyGYuzfkDIKhANaPrkdZmcrtrl6mAFDam1YGMy+LCQ+KVPuyuT6cCucvhM3qXbKiCfuo1BdNFR9A60v+i07tBYeY9c3FlaoRgUyyep/Wh42piBJZ8idwBrHqJud92K+dTlNjMmXpPPSq6qek9dZdL8H7k4C+dw0zHZted/q/P8fIit93VZPgXl3aXd7nyBz3tJFlYNahE19Y7w+wa9DAaReAL4sm6xyowYe5cF3ZBg9mOZHtQDwYfiIrtCRNSM2lo7B8BbCoffDeDNAOZba69svUtRKapgUemkga5e9zP5NNQD3QaFmGuHEP93OtmjuxE14/6QRpQG8yyLpwjBdevfO0urblQd86mfzaLr2vFEMT5B+6JBJC4HxfJJjPPkc5fu9+cSwMb6KASz5sgWet+yKuORSajaHSQkS65sBD3EBZCSLiU+nSjpQyfC08nOcnSCVxdy8WJKLhSF7BxWBW4h45/Lfh5xY4zlU0Dg85B6MyhIg0wDLgZTKEK+F0X1CLLarfIdCPWeWrVd/AP32xjNt1/epLXehCJqRm2M+UrxmLV21Fp7NoBRY8xWVSmmEFA1+UQtWaogWCavmckrr915eimo5VO3rJBonoMac6q0WbeAQTMhnbgq+aOEi2lpN8SAFWiFYpCxdF4m05gbg4KcWXwfDxSluEZSQNYGQwYMEkKsuLiB/WmfyORHLqlHN4qeu915Yj7lrJ65squo3jcIYdMX35HgsiOhl5ZP956eyXQHZd+OXJ3sdsddT3cePOkDmXzeN/xpjxsI5TiIbeggQWzviXdEle3sQ+Q7u/PkztOjEN2bFUXEsg3vkE5Ya6+F2+1OUSm66XZXwUcyaZVMTt3WcgRASQx1QAStvE6iz+S4+0zFxFwvUDr4ooBBY/OHCVFJgyJ3GiDZB4lw6mfLJ4ViRULOqqaPJxiiq520uy0XtHWAEOSG4bE4Gl1al3YEkhVJnVkyRE+OfBJigp3/zVa5Kre7nOVTH9S32OfiiJmeu+IKBCHrfhRBPlUdP2c84ZFLMiuXm47Njl/4vd7os6Lgmdsy+fGrEiGyvY/BE1dnMo2rWgW4mE8KFl4TEmPM1wCslvy5hTHmB+CpvI0BvAfAZ6tTT9GCSsgnwdWuaquqVK5a59jg4ylxNTQBGIuIBTEe3O5CAo7HYNAsd4YIyTQ0wQUtL8p1gJp733p8Jt92Qn15KhSKcAxKzKfc5JMS2aRt59zxqgia3AtwpFrLO+qDgf3DF2XydUd2J092d7QAtzsWpoIJksm7pTx3b4fpVQC6M+wtx/mvHxSX1dmPZ7HxnrgmO37Xqe3vi93tbkXFnCcyOd3MBqg5pqgCNxOiLyWGDHhSuNFn32QRdLfGdNOLQfMW6RJC/Jf+ChdM/OtwrdWPhessgEOqUUshowqCiFr00OM1WVVVkW4nlk/p9bG7M40H8kkMaLmCIBc0fiIvKxSKFQ+DYiEkulIR+aLvZ/KlP3G/T13v/g0aKKk2NuJ+qdud5Ga2IkB0u+MCjnuIx0pIV5vtxHr/WR2m1SNIwdh7aaXMudVRUo3KIbuu9Rtxq1C0w+hyYPFsJy9fBCxLdnhfPLN3OoWAuqle8O1EUPKJg5d8stbOB/BNY8wdAD4P4EDuMgCzrbULq1VPMXC73XGualUECy9aPsUgvT6Wga7aKqwX6LfVu24j53YnyAqFYsVDukX12HLg+j/2Vpd28O1aNt5w0cGZ3BzM92D3o34EG59IsnwKCES9opUfBzEYew/Jp6VzebksfESlQtFPmPlgZn324HnZcbpzpmKgETwDs9b+yxgzw1r7pHSNMWZ9a+30alRTsKicfKp4tzsumHkllk/CDn0haOZv4oKwjgfLpxUdkrWTWj4pFCs2Fkx1v7ntkfsR1PJplJfHO2rd/WiAwAWZp4TC3Kez88/e3j6tpXPjdgMbr+DqVa+D9Z/7dfe7bF4FE+6Ce6WSTgpF9zCohgs1I2pGba29yHPJpR3ooghB5S5sFQfV5qyFqtgprpOd56jlU8wzmg4IL0V/gO6MKMkKhULRr7jrP5l8CYl6sCIFwjUBbmYrAtgYWCSINN09jVoMcKDxSVZkNDhrsh673VUNrq6sqASuQqHoOaJmYMaYNQB8DcBuAFZG3pnx+QC2q041BYs63e4qiSdFrYyqtHzqgDhoklUmkQNXjNXyafCR2+FO3e4UCsWAYeG0TK7CBWcQYYaEwNArGDi3O0rGKeLBujJinJUptZLLH1IoFHVCLZ84xM7ATgXwBgAzABSXTVZrvVzROYoxn6g8nK2EDU1wZvjpbztIhNOgBBwv63bXieWTkk+DiWF1u1MoFIqBxsyH3D8AuONfGTFAA62vCLj6N+53+ULg9hOd/MjFvdNnPMAyrowYZ4SeuqwqFL2But2xiJ1R7wRge2vtBtbaLek/ABsDeLR6FRU55FzBGGugEJKk1oDjhOhJia1KXNbIBxwdcDwtJ0I+Ude9ldbK5JXXJlkq+TTwoCTTsCArFAqFYjAwnkgBRe8x3iyfXvju/N9DQ/AGp1coFIouInZGfZ619iHuhLV2OYAPdq6Soi28xFGAdY8U56kKhpbTo5J0TUYYdRLzKZWHJ2Xnc9YxhNBT8mnwIb1bjfmkUCgUCsWKDc6d09rBjfk07Z783zR4ugYeVyi6i+ULgWv/0Gst+g6xM+pzjTEvanP+550oo2DQ0kFIxBFjcSShG5ZPTV0qSpeSWdFud2l5kDhUQ8IufxIZp6aTvcXw5HL3UZJJLZ8UCoWiN9jp/e532zcAz9/JyXv8X+/0USgAwdppgN3ubIE0M0NKOikUvcRlP+u1Bn2H2OX/FwP4mjHmEubchgBe27lKirYIIY7MUGsHlEtD2u2uIgul9JdzcesEQ8NAYyQ+PcPsdhdajpys6D6GJgBjy+Lv05hPCoVC0Xuk1sZDE/OyQtFL5MbKNDD3gFo+FcfH1PJJ3e4Uiu5D548tiCWfDgTwAgCvFs5ra1Y3cjGfJLe7frB8qjjmkyFpx7pMDdHd7jjyaViQlXzqG5R1kxtStzuFQqHoOdKFgOEJWbusFqiKXmNshJdHl3dflyrQMt42wIKpTrSNbPfM0RKLeQpFr7HJy4EpNzl58prAsnm91ScElcQ9Hl+InVGfAGB3AFsD2JL82wrAPgDmVKqdAq273XmIo5Ad3UTXsj7e7Q7IiKGhyPQ4ckki8VhCr5CGovsYpu5zk3jZe58gKxSK/sJme2TyFntm8qrrdV8XRTWg1k7NhSQlnxRtMHHV+vO48rBMvuHP7veZW4Dp99afdx0oLqwtmg48faOT7/sfsDSZrF/z2+7qpVBUgTU2yuTVn987PWKg88cWxLICZ1lrb7bWPm6tfZL8e8JaewWAr9ago4IiyGqppOWT774Q5FzcImI+bfP6TN72je53eDKw5V6Zbp1aPlFiLijmk1o+9Q0kwslHPkmudr2c9Oz2iUx+5Rd7p4dC0a+g5DBtq9VicXCRttXDk7KxgVo+KYpY5XmZvNP7eqfHoELHqorxjCFhbNDPiDWYWAEQVSLW2nuNMZOMMR83xnwPAIwxLzbGvC85f2IdSioIxJ3quN3u6LV0AF+ja1nO5S+CfAoJ+p1+wGVjPkGIQyXJUjn1G1ZdP5MnrJTJZYN014mV1oy4mLx7KVi4b/JS9r46MYG8F6k8+rm+hSANLgwAr/hCJr/wPd3XRTGAYPqRFlkxUKBud1DySVHAB/7hfq0F9jnYyWYI2PI1vdNpEDHoYwdFb3DAKZn81t/0Tg8fBmVeRjEoenYRUSVijNkawH0AjgXwSQCw1t4FYEtjzGXGmDWqV3EFR3FnCol8GmIsjkSSyUdgBWDHd2XyC9/NpBFp+cTukkfiRhlD3O7Ic01YOZMnk4k8XT1rklaC5ZMkly2bNTfL5HW3449XicmrE5l8gpNWqSe/TkBXLXzlm3svlDgqa/nULzGfKKEqEKmDbqa74c6ZvNam7nf1DfN1VaEIgVqgjg/k3O5MJisUAKkLlvTPFko4R0LbSEUZ0LF0P48/pblsP6Ofy7NHiG2ljgSwCoDfAphLjv8WwK7Jr6JOeN3CurSjmzSRz8WeoiSSByGWT5zb3WokBsjKa2XypNXIfcTyibOeisk7BCK5V1NDudIavDyxz8knTpbeRVm3u+E+JJ9y1nzC5KvfBpCTIkkjzp3X2sEZLCjy+Mj/MvlDp2Xye/5aT35VLJAo+gvDhFxoHlM3SgUAmKx+WEI+aZ9RArrvk6IEqNdEP7uzDQmeKv2Mfi7PHiF2JLcrgN2ttd8E0Awxb60dS/5Wn4raETIoZyyORFNFmh6RN3mZ+528BrDKuk7e9BUkPQ/51FY/BuwAg1g+wRDrrkgijYv5FDK5kYKS++DTo2pQayfqxiWRT1QnGth3rc2r1YtDrq5wgeCFjmWQ3O7SoMiUsKEyrXuSHv3SWe18gPudtCqw4S5O3nIvYLUN2t8nkq46kRhIUEvSldbO5NqsK4V+SavP4CK1Um6MZe2bb/FAsWLADJE+Ty2fOoJt9FoDRa+w6vrZWHPnA+PupeEg+pnUkQwH+hkjS3qtQd8h9s3dYa19OpGb9LoxZn0AGwPQZay64bPSyVkcSXGNPGlMWi1jwdffITu+3guya6Wgb7l4U4Q4iiGfYiyfgp6LifkksediwxYxAOp20PKJq2R6h7jdpdeuvDawajKp3OTlWefzkg/VoycgBw9miUUp5lOM253H0kpEBwPetHzF3fWo5ZOgR790qinpYEy2s4gx/l3HcoOX9Hl1FXtgIRLxXXifavk0PjAxJZ9G8y54CoUZItZOUMunTlAM1aFYcbBoOrB8gZNj+0op/Ei/YVD0pFg6t9ca9B1iR3LPGmO2pweMMQbAEXCj0Msr0kvRRDHmU4jbHWP5VNq1rEAipRjiyB2SXouVUcwOfBExn6Isn4iuucDiwsSq7KSnCte9GBiTxdIR3e64OEOFd8S5a1YNkbT0WLUNlbRgEskuD/nUSRkMMXWM+0ba6cEFxg8BJYVWXlu+rgi6A9+L92/Vo6Ud8H3PguVKp2QFDa4f6wqoKA+WzEd9E0PROlfJp4FF2h+NjWTtubrdKYA8+QSbt4JSy6c4KPmkABDtftkvYSl8kIwPFAOF2JHcjwCcaYw5DMCGyY53NwDYH8AcAN+sWD9FETEuZyIJ4iNvjJx2iiC3O2bSsPXrsmPbvpEkGGL5xFl0xbjgSZZPEQRWCOq0fHr9TzL55Z9JE87Ip8kC+UQthNKBPyWcpF0SJbzgzZmcumBtsWd2bK3Ns7hb9Fq23tBYXMIkt6zlU8iOeextnVg+MRZ60jdC9dj3x635xw4Cyg4g1tgwk9cjQfIll9VUP7qT3au+kslSXa+SrEhX+BRdgBAkvytkEB1E60R0YJG2dY0R3tJVseIiZ/lks77foj6Ce7xC3e4UQHw9GBR3tkHRU9EWUW/OWvsUgH0BrANgNQCHANgSwClwsaAeqlpBRQE+1zLT/K9g0RNL2HBufMTiwTuxFoiNoN3kOAsLEvMp+lk4655It7uYRk7cPY/INDZTDFJCZ3gyMCEhXozJSJiJZPc/6nZHY/SsRqxHwLzbkMHezvtl8isJAbHLB93vC9+dldk2hHBkg4wTqzbR7a5kwHHJesrn7tFJp5beK5JddCJPjk9alVyS1vUukU9GqrOMRSWVaR1L3fJy9yG71trOBwt0t7wt9+osLQWP9RLj5nW2zo5JpHBdZBD99ulKvk5EBxdpWz02QuRRdb3rFF++y/0OTwbee5yTX/geYPu39U6nWBRjPjXbG7V8ikZjtNcaKPoBseRTJ+5sa2wcd30nmDCJlxUDheiZgLV2irX2U9baTa21k6y161trD7TWPlKHgis8iia0MdY9ZS2ETIH0ATPpFCerxFIi5zLH6JS7Twowy8V8EtIQZWJh00wjxmKqIPvgS2PdFwBrbubk7d4SN/hO4zI1RsC6olHCYSIhM9bYiJELrnYxbnec6WsLuZASlQHvpUkskvuXL8zksoHDcy5uEZ2rGO8rYCDMkaRSXRevYaynQpAjnyLqleSeyFk7FS3mmteGxEvrcCJhDLDju5w8cWVgvR06S0+Rx9b7ZAQftbKUrEBrI4OEdHWlc3DRtHwazVtB1bn5wyDhoLPL3de0GGoQor9R47dZA1osn0yr3Es8b9teaxAOO9ZrDRT9gEZkPZAW4UNAd8Clch2gO5n3447eiiBEj+SMMRvRuE/GmE2MMXtXqZSiDYJ2aeNiPgUQPRzJJOUZS9gYDxEhkmDkfnZHtADSiroOse5dIYRTxADIGzyd6EGJlxCkhIJt5AftlMhJQa2gqFtVukrR4nZHCUefHkzsJtsouGkx6XGxtui7XTovO09X8ELc7tbZyv2utCZfHmVjPsWSkJzVUojbHVemsStQXBoTSD2gFncrrUV08ln/FQknxkrOW++rmEhIrqIBePXXMpnGuFLw8LlQuz+6pk5r3oqBQtp3jY1k7dTYSBxJHoOBqyslvyXa/+Y2dxig5y/GfKKWT718jo13db+7fbx3OsQilnRQjE9EWz4JC0whWJ8sAm6zb9y9RTz/xZm8wU6ZnMYwpYRTr8mntTbrbf4DjKhW3RjzSgAPArgqPWatnQJgsTHmWGPMZPFmRTWIci0Tro1xfWtxxwqddBbddDidJPcNj9tdVPyqok4eC6ygsvEg5h3Fpj3MuI7Rratp2aQ7FgJ5d6WmbHidQggCOmEwZPDL7SwoBdjmLNJox7P1Pnx+HPk0cdUs3tUWe+bjWrXNW4A48Q4oG7aOSbvdCeQTF1w/BKxbYyTROsR8l4bKArEoxgKq0PLJNvg6S8kkOlF44XsyObX4m7AyMJmsnm35mkznyQk5t9krO9NzPMBH5heP15W3xnwaH0iDi+csn0brCzo+SOQLgOgAwSk40qYKF+duwpi8BVf6necItR5g/R0zeXLJUAndhpJPCqDDmE89DOT97qMzec9kwXDrfYAd3u5kKbRIt7H754CV13FySlID/p2gFQDiLZ9+BeARAIfSg9bamwDcCODgivRSNNFmQDLEWJFI8ZWC4iSRiWaUVVWE5VPZ+3LHQ6y/PKRPTHkULcF8kCbeORKMWghFNPQ54oUM4Gn8pOZ5YVcI7tljd7vjdghssXxi3pcU8ylNY/IawO6fdfLzts0Gfz63u9zKKVCb5VNIPAWuDHLEklB/OeuoKmI+SXHHYghpC/59xnzD1IViw52z8xu9hHsSHjl3EpOpQi26aKyiTV7G6EQmZju+K1s92/PrWXov+VC4TuMKJnP1Ft9nt93uBOJLMVhYYxP3u8nLgI1e6uR1tgS2eX1NGQ4YUVk2UDS1fDKkLx6k5+9Xt7vVE4vxpfPyMQ37Gep214oPn5HJ+5+UyW/8Redp0zReQ/bc6mYcJA4dxXzyzAH2+UEmv+Fn7vez1wKfuiwuT1YPZgxrSew3OhZJ+5Reg84LdLfJIMSST6tba19irf0tc+5mAB+uQCdFO/iImZx1kuSe5iNHwE/wcu42PpKpsGoeRYgJllYsoRRi7TTcKsdYTMUOfuq0fJpAjAtzuwelhAwln+gOdxzxQgd2gjWLBNaNzBbKPcbyiRA26WqCHctcw3xud3Tl1AwRAkggd7zkk/S9BIAGT+csmELcmdLOP5p8Yr4vMQ+JiPK8W9HqMcLyad3tsoC4L3w38yASCnqwOnm+PyukUdZCi9bH1SqYoKy5aTbp2en92fF3HJnJ678wkzd9Red5pjAGzQWPGMu4WtEnlk/7/QuYlFiNvu/v2fEv3tIbfQYN624DfOEmYO/vOnL3c9e7Fe13/CHvAlwV+iFWUBHUTWPtLTL5LYdnk8XN9gB2PtDJb/ylP01uYWPgLJ9In50LMt7jgOOpq8+SOZnc71DLpzzef4JrZ775KPB/twHbvxX4yt3A1x4AXvqRztNPY1ACmcX0pq/IxjWv/0n23X/5zs7zC0UI+fSi92VyjOXTTuS+dNfy578obwFUFlz80RZiPcF2ZCftbiO3KYruMBmL2N5pXptzuwNYtwNdFCGItfRpHou09JFc7YItmIqTOo4Qi9Gp8FzB5BNJI4QEE3f6ivhUgsgFJg5VCES3O8bFSiKfaCPOlU0Vbnei5ZNUBqTcJybugmPLM9m72x0lnwqy752z6GDAy7mbSm53kmVWFW53ad5S2eVc/qSA48mvLRCVLRdAJrM4soqNNRcAOgjJ5RNAPrG7KUkEVoRO626XufrtckBGHJXFLgei+Tx0cLX5qzKZruS+9nud5VdE0/JJKlOJZKxUiVZ9eo01N0ZTrzXJimtu91BFW6y3nbPINQbYILFqnTAZeN42NWTWh+TTxy/K5Lcd4X7X2AR4+aeyCcyEyZnV8sSV/d8Y+z0OIPmU27ikTyyfVkkWwpbMyeR+xDBZlNTd7vLYOLGyXHVd4HmJVfRam7k4qFV8IyFxZ1N0sy8LyevdR2Vy2fFx1dbInB7FzRRSrFmB5RPdWOVln8rknQ/w3EjKIA35AXQ+/ltBEPvl3WeM+ZYx2VdlHA6Ac8m7ulLtFK1ed15XCGKpFELMcLu+5WK6QCCAIkgf6b5c3kDrH4UJ6hB5Rm4nNY7YagmqzenvSYM+y/O2Adba3MnU4oDGiIki5grX+JAjEmjQVsbKhQs+TY/nJvKSBYgAMeC4h7DzWT4BhBwjlZ9zN6SyQb5+UJkjgGLc7sZG2l9bBEeqiW53nvdFy2WHtwOrbeDkPf4vO/6KLzBpkLzpiu2qzyMyWSvwuWW2TGZM7id/LQRyqWDBUmZSUVzR5+qYzzIrZ8Jd1JNre7xKkcCXpoIgmLRsBAIoZsfH2Lx9clmSLgb9QjhRjI0SYq5P4mOMF9RRj/qRfGn37aRV3gwVXF89ZcMtbAzabnejy/IW2U30uB1I+0g7lt8xuN9AYxiq210eNPZpCyr4RtjxiAU23d2JG+6cWXmvvFbn+YUipB4MM4vIRZmDNBZJ0YlFmTRv4d5VFQHHaX4Lpmby3f8JT+MVn8/k/U7sXKcVALG988EAPgXgEWPMacaYswA8AeCfABoAvlqteooWxLh0xQQWb3ecCwDu1aMDnbzEV4zlkyl5H8mbWn9NWCk7PpF0atQdzmeF0UKIlY35lMg05lPO7U7aSY0hn8wQXzYSONJPsnzyud1RkiZXNoQkoPdxZWBtwdrJE3cphnySOvF9D8nkNx1G7mXiebWQTwy5wMZ8KnS+6Qon7XSHhTLl8l62MJNTIquYj28jANE1y2P51LKKzRBAe36dl/f+bmsaQW53Posok0+Pu8+HFkKswwGtSE6S8pXcUKtESJ9Rm3WJNAHt4WS0MZLl38nOQIruoB/Jl3YW6umKvjF83DUJ48Htbtm8NtbBHtD4fLTP2OWDHauFrfZxfc+bDnP9fd1lSvvkGLz0oEymC1OK9v1jJe9T6A93eLtz7dtqbxcX6RsP97fr5lDEGEYa06d4x5HAyz7p5N0/6+K3AsDbfheghxDziVuUnlDBHmd03Lp4ViaHWBCm5UAJzl7H+hoQRH151tpZAF4B4HwALwPwJgCTAPwLwG7W2gcq11CRR5D7A0MQRRFREmFDJ2oBpA+bXsRk1dBnoSRNJInEWcQEkWCCVVAUgRVBiO35jezaN/86kw88lTwLbZhpzKcItzs2iJ8pyB5IprGcxZFEsLCWT0QPS3Th3A2pTF0Pq7Z8kkDjlExalaRN65tAIjXJNjD3ISsPuvJtDDAheadieQjWXymoi9BqZFcOnzVkbjITYhEjrAaKFkcJ1t4yk6n5chpQPMRaL0SPnE5Ej5i4ZymKO/B1TMgI5CRtLyVLwErgCzhekqSLUkEgmYrH30rCT777mHp0STG23B+MXdE/ePEHMnm9HeTrqsKL3guskljKbLZHdnxV0uZy9aZZp5umT3kiyveNce31oLndAWQcEel2984/ZfJe38nkF72nAp2GgL2/4/rKyasD+yR7Kr38M9k1G7wok9P4N93Gju8A3nscsOvHHAH3uh9m5+jur0UMTcz62V0/mh1/11Hs5U2st0MWL+htv8v6o4+d33rtmj3ejr4dQVFF/9WuL1gjKduh4e65Z+9/svu1FnjxfuH30fGFz/I4N14Uxh+TVsuuTXelC2mTOAssye2uivdHF5djvRxS0Da48vHY+ERU72SMeTmAzay1X7TWbmatnWSt3dBa+xFr7WM16biCo9AIBK3kpxOhkPhKIRYDnLVCLPHiIcREayGJuOCCKTOySJ6FxHwaZu4jupaNX2XAkwT0+ahVlbjTW7p19RhxPzP8tdxOFuJEPgDc8zYaQlkL1hvcbneS5ZP3fVHLp4IVV5N8EggW9vkirb98OwgWV6dZYo5Lr0AiNVdYpPcsWH9xoCs0hnkv9FlaAo773q30bTO6SGmwEzWyi5Okh/Rd5iY3dOLHpREzqBFiSIWAroSm7zbo2xHIx04xNByw210viZdCf/iyT2TyDm/Ln3sBiZeVukB0gjU2yfJXt7uKURGJuT2pA2/5TSZ/+opM/sQlnedDg/+nE7z1ts/a4nW3zc6vSVfCBdIdIITTEHJEVCi23MttVgAAm7y8/skuJX53/Vjn6YludxFlQPuuWlx3E10mrgw8fycnU/Lrg6e23hKDssHCJ6zkgkC//Qj3N7UAa2dtsscXs3g16S7DgItd2A62kdX1oYlZudNFkdUTN8UP/derfiV4wZuALfZ0Mv0+h9tZx1RBPnVhMSYG6XuxY3FESJQFrzAuoUhdQRujwMRkcTbaq4KZC8A6S7J0gZ4SwWUwsjiTy8ZL68oOwOMLsSPH8wAcWociikD4rHvoxCXKuofI7eKgsJZPDHFUnEB53WM4CywqmzzB0pxk+57R8HKU+19AGkNC4yNZi/gmcLTDZMkAIltbsHJJ37/P7Y4SCkP8u5UgBgVkJvii5RO1ThJiPnF1WXoWznXPkPSifNoDOhCx3hCrJdbtrmDNlIJznyh+O3R3P+4+yfortQqxNuusJ62a7c4mxk6jdRkMJNJHaB+4tsRbP0h6bS2fPCRSjkgzjNxmYsghHbR34nb3hp+7301eTlaoBT1yZSNYOHYK8d1Lz1TXQItMHINXZIuT+TH5XBmsu019lk8fJBO0V32l8/RWJOz1HWByYhm574+z48PCYs6kCuKEbPRS97v+jlkMSNvI+ly6gj66PJOlsRKQr1sxbneA273rgFNcEPcv3uLIh72/C7z9D9k17/pLJh8YEM8kteihO/Tt8iHg/ce73fle9gngTYe6revf9ru8+1sZSDtbxXxftF2sPW4c6UOqQtlds8q66wHAmw8D1tnK7b74lsMdiQnkyagibIO8r7Gs3vsWnOvEmpu4+EoAsNFLgOe/2MntFhqr0K3frGC32BPY7q3OVXTv77m/X7x/trglBdKOWUSRFrkp0jnM2EjWFgfNLbjNkQoLhnv8H7D7p93fb/lVuN4cFs3M5LLkr7reRyP2S3kMwNHSSWPMB6RziooQQ5R4J2GSXCSOBNmbhjRJTMXI+E/NRo4SUZGkGktEhKzqM2VZNm+gYKHClOkEMqH06lqId5Q2hKLlExfzSag3NJYRNcUWTWPpoNFDsHA650gJIeYTK1uZeKEEG5cGhxDzW+m90KDrTas22kEHEC+GI+ZMpOUTIeC8O70JZcN1/tK3LxG6TTfKQrym5mmpLRFWwETiO/C7FC2fiK4UdKL2kf9l8puSdZhO3O5ESzCuTRACp1Zp5h3UT4SQUh2CThzTCcVqz0fbiV5Rlyq3P07dqdI0OUvSTrDt6zP55Z+SryvilV/MZEou0B18BgEb7VL+3tyCW8C7qIKUSN9/Yywvp5Msupo+tozoKrRHQN7yKWcFFfCNrbVZRqqtu60rhwmTgV1JLCC6JfzWr22f3m4fz9yx3nJ4dvz1P3ZbyKd19BWfc1vXG5MR6WUhxq4KeP6dD8xc7jbdHXjPscBmFVg7iqhpF76QINGrbwjs9W0nv/wzwLef7GAnPuPqwpdud9ZcL/8UcNBZ7tSbDwO+96xL/3U/At5/AvDdZxwptf+/svfVGCXjHMbiuZuEzL6HuB0ln78TcNDZwGevaX995e+wrsWYCExcCTjgJLdYsubGwEfPAd5zdBYn9A0/4+/zjYkpcuM+iXxKLbBoLNhY8iltBwS3uypAN96hbTXFZ652v6ttwPetQxOAT16atYH7/ataHcchYluF/QHsZIxZuXjCGLMugD+03qKoDdJEgWv0fS5CUhqSHEvYcI2yb2t2S/MzeauPtIGSnosNYE0m8lLAWNF9ihJwzIQ9ltAT4x0lkOI1cWVqLVhrG2/MJ7ojjkSIBLgn5iyfBAuVdnrQMqBlnf6dPpcvbzHguIcEo5YGaZDSMbJaLcFr+STUN9ESUKi/VE5JSZpf7j17rPFaAnYbz30c6SMRRwHWU5JVIwL1kIieENKEJeAKlk9cXaGDk8mrZ3IzlkTADnwSuGulZxHJpwotn4aGwcd8CijfSpHosP6O2aHdPtaeOCjqQusgjclWBkWXoDpd7WLSptYJO70/k7fykAtpvBYA2PxV4fnVhTf8HPjkZdnf6WA/CLSN7NIKNNceFa1BUtDJWTvidtOXu99XfC5zJ91yz+p0FjeVYCB9Z+2I7k7bAnacE+h29+6/AK9NNqX4xEUu3tdKawKfurwznUIgldWHz8zk9/29s7SK11B37Tp3UJu0qkt/z68BL3yXc6V682HAettldWFslCwGSwtQXYC1To+UdFx5rcw1UkQFZBE7d2nzHlftUuynInKENoPSbncCaUXbQm7RXwIbsqHgdtcJ0s1rhicD352SX2geWcrfk9bv4Uny2H2T3ZwbK9AaAkDRgtjW4WwAnwEwxRjzGPn3OICnAKzX/nZFNIqNWGnrnggroxbChiNQItIIspgKOJ6zbAm1fKJ6kOPRxBGdeHNkhodIy1lEFAgFSpqkiHG7Q8HtLj0uWQs1LZVopyARIgGWLTnLJxCZSY+N+QRef1r3JXcsGsdnna2cvGQOsM6WjK5Ch5n6pg9PzgiFjsgnUse4d5FbzRZ0kupeWi8ks2eJ1KR1JYZMZq8VyCRvGoKLWwiBxRGcLYSpr20SXDtzz+UjyQVCj9UvBNzgSijfYWGQV6nl01CAa5lEJlaI5rdvkI9/E+F297xtMnn3DuNC5DZpAFqIgyoRMwlgrSUD0qDkSLcniRwmTAI22TX72ztpJKB9F/fclPzZ8jXVxEJaa3MXA+yNv8iIjl0OzPKiFmkHnER0FcZsgNPrkHmOcNrsFU5eY6PqCKhcXx7yzpm4U+3iy3VMPg05F6H9/umscdbbwU0UUyufMqjzO/VNhql12UYv8Se3/0kRbj91PlcgcpZPzGJwszvrg/ZFQhX1IzaNL9wIfPHW7G9KuteJPb/mfiet5qwg08WstTZ3GyTEPIc0pqdIxyUNshFRacunwiYEZTE0MXMjftF73GIi3Tla6hu8YTr6uI73KWJL7O7k914AT5J/TyT/FHXDSwaEEEQe4ojKLcRRTNrCxNR3nzQhy+3wxPgQRxFREW53RQsLNr2QvEkaEpnSvE+YdHJlmrN8KhBbzWsZN5EcQTTEP4s48RZIMJ+ljBjziSHBaBq+mE+wwCYvc+KsR4CNd3PysgWtg/yW9EiARmoV5oPXes5k10hudyKBOdy8NKd/0x1TmBDk4qIx1n9F82Xue/C53Yn6e9qSot7cNV7LJ8n9r2y7V9jtjtXN406IwsAoZiwqWT4ZIvtQKfnErToW5G643YGQPJaRObToYrP4JZ2WEbWay/0tgO5WGp1XhPsDN1AH/INh345Bb/99Jr/24HB9qkJsvZLcOr43FfjOU07+ztPAB09zE4yv3I2OMHEl4Gv3Ai94g4uV852ngOdt7dxbtn8bsPGujkx42afcosibDnXuGrFWEoAjYz5/Q/b3l+/M5G88HK6zNIGirklN1znJ8qndtvUVtAUfPcdtUb/SmsAXbgA2eCGw/vbAq7/aedpVILUS3HKvbDfFNTYBdnxn+/voe//aA8DbjnBxGL/xiPvW3nscsN1b8gSsiGJA9g7QyTtrkk90t2VSxw48FXjZJx258aHTgH0Odi6DND5VpZaKJcqiEvIpchq9yjrOJS4FjalWJ171ZUdoT5gEfOAE4ODn3PGv3AV8nNmlsB2keR4FHVf7Nr8R06ZzAQ/ZGwwy/gWAV3w+O/WBf2TyQedkstjf9wEJPKCIJZ9OAvAua+1rrLWvpf8AvBDAQ9WrqMghZmIVci1ruVC0AOBIqQCyhd7PEhER1lgAcbtDuOVTcRLO+aZH7wrIkXGeZymSVj63O8lFTLR8ovkwA3Ex5pP0/lNReC7f7nmi5ZMv5hPJP7ezmYd8stbFLACcGe0EEuzQR4I1V2gI+bQ52Sp7JxLKbvfPETU9lmA5t7uixQwhVdnnogQWkemOaOn3EGT5RCzEOKIkKHg+qfesdYzH5N7SNJr/IdfeiAHHqf4M+RtigSWSWQyRFpIeS8xZ/tklcCt7sZZFMW53+xMrDLoj0Gu/735Ftzuhz+gnyye23BnrjTeTAKU0nhfdtQpwuyelSHf2Cg0EnQZDLYOY+iN+qz7LJ0o+Mfm95MOZvNc3w/XpCUgbWVw0mLRKFgtppTUy8n6ltepR5fk7uXg4wxNdLKS3JvGSXvE5N/kr8+1MWhVYf4fs77W3yOQYKy5p4pfGM1tpraysrOVJsXakK61HaVDjjV6Sbbney0D6674AmJS4TO/60fLpbLY78P3ngG1e5yatB08HVt8AeN/xwMEz5PvSslljE2CNDZ0L8c77Aaut5/TZ6X3u/dD2+esP5tP46LkkvT6Y9HKWTxTr7wC89TdufLjNvsBrvgl8/QHgQ6e78+tsBeyT9Duv/moW22/g0GF/KFk09xRVxMXjYssG9G3cOIzOBaqO+UTj61JilLr8U71r38hgxUAs+XQenNVTC6y1FsAbOtZIUUCo2x1lln1WBB6rBGpFUHRtCSW2gtzuhIGMpNMwmVgHBxwvTFCbejDkSVHm7pNkkZihxBJ5lhzxMpRdkmVO0gjY7S5HbPksjpjYCkXrLvZZBBcPMeA407z4Yj7l3he9z0MW2kZGzIwuy8in0WX5esjp0Zy8E/cpM+x21ADcpCXd3eh5W5O8A8hfznLLDPHfgxhvjMjDxPIplXO7GlKiVbAm4ywLRcsncq1ELBd1bpE9g7MQtzvOcqslbSZv6Tj9digJxrZTnndEy5EOkt74y+zaA8kW3B8+w6O/8C1KoO+fi99DV1YpobJxsso+cVVgjWQ7eHG3u5B3K2CzPYC1t3Qy3Y2MBsiWYEAIH3gGfgVd6LVUT7rbzwvIkCW1nEyRuuptuRew7b5pokl6kSv26a6SgN+yKcrySepDyTtaY5PW8w06gI/4hvoRBvn2IQSdxEkr1pMYSGOlbkC0UBCsHV/zTUccbbKbs9RZZ6v2utJnS3e+m7Cyc0cEnNXL6huV0bwDJPpOmAy8IomPtvpGzqWvLCaSBaB0nDE0lJ/EtqgRWD9pTMHVn58/tybzHbfDyz/trKkA52661d7ZuXVfEJcWBy7mU8hW9bm+F61yWfSKFOi0rSy29+kuutQdbLNXdpZHKFZe2wWXp8QLh6BxSdKuNMbyY9EYNIefFbndTVwlq6ucCzF9l5LHCQslpGIRRblaa0eNMa81xvwAwKrW2l2NMS8G8H8Afmutvb8WLRUZvBMCgWCJckUpyhwZFHmfl1AIWD3IBRxnrHuCSDCmEQxJg3O7k4g+UQ9uEmvyJEy6uh9r+cRZ2/gsjnL6DeVl9j6BzKRxl7hJfYzlU85FjJRDiNtd09ppWVZXxgj5FELGDVG3NbK7IhtLRCBK2N3uCoQfZ+Uixnwabr2PltOw9CyU3GPKNFe+HgumortbKHlWfEaWwCJgyV+StrSLohHS9LZTAZZPPktAqUzX2DC7NrUuALIV+KIeOb2Z+iGBlvv6OwJPXuuIrwuTwJr/dxvw0zR/oS1PYwCZIWIsFNKue/R71VfcDlmLZgLT73fxa3Z4u3OH3WgX4MzP8feVsnwq6hJpvVHW4siHQ+Y5C8wnr3UTwMWzgdmPOxebuU8DyxeVTztkAefNhwL//pCbiE5aFbj7P/6YT/1gWdEOz38xMO2u5A/jgiFfd6SbuG28G/DMLe3vn7iSczeb+zRwygHA637oJkmXB+zYRi1QYiES4D2EVO83fyXwvWecvNvH3L/gdJgFjl5M0JrtMhDUllaB1/802+3wZZ90ZOXqzwde8ObE+q0kYkmbtxDX34POBp69HThmbxcLb6cPAJcLu56FgrN8CiGfci7MXD0ZMHTaVlIS5P3HA9u9FTh5P2CfH7hFof8c5NzB/vYmYPajneXlw7efyOQv3wX8/sXChQHPnFswJHME2o+/+2jgjGSR53PXt7ZFrEV5B+3IJy5yC8jP3g7s+fXW8zlDBM5V3zMGUQQjirI1xhwI4EIArwawNgBYa+8CcDSAm40xXaJnV2D4JgSilZFncpmTiyvvXNplyazI1XQ6CcuRAaGWT0QuWgg1z/vc7opkgWk97rUYKNwnWRENk2dM4d0VsBDQjyPmfORTkAtTgPURa6EiPEsu5hNn+UQtFzzEF0Asn5YTy6flWXoSUSK5reXiJzFB4cX6xhGBxffmIW+k3e5y5G8i53a747a3LZYpM+DL1RWBOALzPoOsoEh+nEzbFbGe0vuEb8pHiEm7/+Wei2s7Pe9cdLsLSEO6pt2xttd4XOY4PYaGshX52LhdvkHo9m91v6uumwVOft7WjnhqiypiPuVOErEC8km69uWfdtu+A45oet2PnDw8MbM8WGWdLLbLWpu6mDa5tCPIJ3GnIcGaxee6UEUMlq/el8mfvbbz9D59RSa/7ofu15jMossYZ1H3rcfdDlcfOy+L89QOz98J2P4tbjv5Pb/uLH3SbbS3e4sjSQFgn4Mzy8B3HEl2uSyBGOK2W2AndWXi53RoARILSuKLEMq4nevd6hvK50Lwqi8Be3/HyW/9DbDz/u57PPAUR+iVhdiHx95fEdJyWnXdbHOHCSv534tv0QYA3v6HTP7CTYEK9ZPlU4QutA1/4budBd2HzwA2fqlz6fz4BdVsklAlQixMm++ZbGxU9IhI21UA2GDH1r6wSre71Tdy6Q9PBN74c9cPt0OVsTQVLYh1Nv0hXNynXwJo2sxba28xxswFcDiAPti3dxwhdrc7Kldi7WTATjx8k7Oi5UuUxREzMTQm3xhEud1RcoQZXMdM1MRn8TxXkRSUrH6GJrqd1nIT6ICtmlnyhqYhxdKJsGbh4jzR4w3SyVA5xvKJXh9l+YT8TnVNy6flAEeacAHHc+nZPJGTs05LRYEU9BGBZij/fXHPwsVrKpKgqcjpTwnJFsunGDKWIVXEOhhAsLCTASFvNkZTIZZYp1ZLsZZPrGUWdbsTVnC5XYBoGi2r2RzRFwGxPWLelxnKdlkyQ2DjJIX0GbwigQq3uz/Q8ikUouVThK4SSUOtDT7yv/D0KKp2u+PeOR3AU/mz1wCPX+nkD58JLJ7l5HcfA4wuAc4OsNxYk0wonv8i//U+0J3Ctt4HuPQnAIyLk3PtEU4eGs4mExMmxxFEk1Z1v8YAe3zJxbtaZR3nTjSyyAW/fuX/uUlUem1ZSGODOvGmQ4Eb/uzklx4ELJhW0KkiQqwb5NM+BwO3/B2Y/wzwqcvy8a/aokCsveKz7t8vNwWWzXfWiYes6U5//QEnp27J3cZnrsragIPOAU5Itm2XvulQ5GKLMm18LHb5oIuz+cJ3OzfLnd4PrPcCFyh+9mNt9PAshAHuOxua6IKZrxq4ifo+P4h/hkrQ4feTtuFregKPd5usXnVd+VzIrozNeUEDmEBd8IaBMc/9L/uUa+s3eKHbwGHv7zjX9al3ALt+PEj9Vn0i6Q7u+tzYrU8WDwYUseSTtdZ+CACMMUX7ylUAvLQSrRRtIDR0XGyh2IDeucGQNIELTbsYeNczIfNaTaDgdsdt7eohfaQJtG+HrWLHyFlBecujQApJ8Y6GJwAjadrtdCIy3epdstIR3aq4Sa408Q6xfGKsoLxWZgVCjyv3GMsnO5Ynn3wk2DBDzDVGs+ON0YL1UXqtYC0kkbg5MIQHR44UCRaunDj9i5ZPQ6SucOSeVDbcKqU42PJ8w7m80Xq+RWbqbLFecVZQQQQ3Q/pI1lO+dxRSpqK1k2c1O2Z8Q2NEBA2IybeVEhBmOG9p1KJn8bhHwbIDtOdt7dzU9vyaizVz7e/dIHSNjYEzPu3cWWYm+5tssy+wztZOXnNTVw4zH5TTlibJUZZPNQw833EksMZG7lt97cHOLWab1wOPXOzO7/QB4O4kdtjOBwJ3niwPqLlnoXWdTh7SerPN693q8wZJvA+6VfzO+wGzanb5AJzrxdzEaumj57bGZrIFEqFqGJORWMMTgOGEkEjj/HScvq8NqgGv+Jz7BwDv+IN8Xa5oy1g+SW1mhd+KGSKxDofbx1kK0ePLdzoXYAD46r1Z2l+81Vmd9AI08HZqLQogrjNgUDU5ODTkCGDAxaraISHJ1tykfXyqsn0JAGywE/Dc3U7e4R3A/Wc5eZ+D25MldaJsuX7sfEdsGwPsf3KANXBA+Wz6inK6cJi0qiNll8wFLv+Fswqd9zRw16murA86J6yfDYkFW0S6UQPgNnBIQeNlxmIo8j1FW50rYhBLPlE6u1nqxpi9AKwF4JkKdFK0g9faico+UqUgp6OPBVP5SW6OGIiZmEj3+WLEFEifYWKJEmz5RGSLAP2FwSE34c0RAx7XOErotVg7cW5aAeXEEX0S6eO1fAooRzH+E83bENlD+vjc/3KWT764RsgPRHMBxxnShIvzRI83xrLjud1cQuqN732aAJ046ynDlxMXLNw2kIs95V1tlMgn5nsWCacAskV04+P0kIgeichhBgLeel2MTeYjU3xEu2RNFjDgltpOCZ+7Prvu4xc64uXKQ93fISbjqU5DhHwK2lJYkn33RWDyGm7gmyKV13uBI0IoPnRaJn/1HuCGvwAXfCc/gRbrJoTjJvv+JzNuJDFxmULx0o9k8l7f5HeZe++xmfzuNgHbc5ZZzPtK3/eL9weWJmW7W8kV5SpBya8tXs1cILhjDgpE68pegusPKiLEqg4qXbUeq6yTkY2UMFl3m+7oFYNOyaNuWKaFgI7HfRbDQP6b+dw1mYXae48DfpZYRb2mgx0519veEfDP3ub+nriqs3gMRdn2h+6ovP1b/Ne/9nvAfz/mSNLLfgY8cY2LYXTqQa4Ov/EX+d3aqsLKawFvSXaIXXdbNHco3HLPAjlaQHPBcIyX3YGqtZWR7rpZBmkQ+G1eD2yQWPNu9BJHVj9za3u3yHcfnS2OKZqIJZ+uMsZ811r7S6RNhzE7A/hb8vcJFeunEAPRIpDw4M4L8hQSpLNtQOwCfIRNiEtXiGUW3V2jad3js4gh5E4uNhLVX7Do4VzBjCGvJKZ8C4SDSOTEkByE9GGfUSKOhADmzWNUluqbZPnkIcGolU4q27F8fCXDDIaD3O7I6nSzrsTsdocCeUOIKC8pyNSbHHFUfG/c90B0mvGA+516Z+I6CLdCS03Q2z2XFPMpyPLJ43YnWRl5yRZLLinEeOAGcNw3Qn3/pXYlmljmiJ6I5wpZ2YuxwCq2nUWkO9qlk3QA2CxZ8Rxd5n4nBFhqNMtuqOB21+ZaSX8xD78a1YNkyk14fZZgAPD564F1t3MWSBwpU0VspDrBvhdax1JLN5OXu6pPBCas7Nyk0kH8Hl8C1tkSuO4PLpDzIKLdN87hedsCC6dnf2+zr3xtlB6edrgfkMaGWX1Dt6nCnMedy5cXffo8ZUD77RRlLdR6SdzmxgNC3RP7ZZpORWTaF24E7jjJbX6x8wHAkjnAQxfkLU3bwWdlWhVe9B73DwDefVR2/JMXV59XFeB2u0vd7qrG5DWBZfOA/f7pNtcAgLccDpz3DSfv9W3nJloWq6wDfOUet3HA8ETgS3e4/mfHdzlXZrqjcBE7718+33GMWPLp1wBOMMZMBbCSMeYhAFsBGML/t3fnYZJUVd7Hf6d6o7tZeqW7aZZu2ZGdZhEUWkA2RRERcAVREQV3RXCcEV+dER3HBUfHfcRxYdxlcBdF3NlcEFFRQUVWQXborc77R0RW3oi6tyKiKrMys/v7eZ568nZWZMTNzKjsilPnnCtdIum8zk4Po9QKcpQvEj39uPCDfd2a9riq8W/qYiS6kkX5mK37KoJn5Z5PI5koa1RYlSy6j1i2VuI/tDAdM1wFKJUhEstmqpVZFkiV3cXKu6qeo6u9j+Ew4yh2PCVe9xoX4dH3WcXAQOGCPHKuTJ05ehw2CB91zIrgSKFxeBBEmtLq/7Qm/h4UHhcGosJsp1ipVzjNqoBp+WdRY98fnoetngmtwJMk3fs3aXbrLyw1spZiPZ/qZD7FPh9G/WXSR2+bvIipGJezAke+XdHzadS+Kj6b6mQ+RT/fqn7+wp5PpeBY7HF1ModaF1Y2lK1A03r8a26IZ+K0rH0ku63T8ybM2hxZ7W6Kov1Axl1S08uLP1ej3iat13jWAmnzfCn2WPZRuG2/Cue3ab68/ZI9sr/g/uqirGTlph9IOxyVBbVv+Ka0cMeJHfPJ720Hx5/7lXY53wkfkxbvkX5cHW8I+hTFMuIGUdNz6Kwr2+M33jPx4y9dkTXAnjY7Oy+OOr/dFL9bWXDjDXaseH4WgNrx6KwR/M1Xtc/rWnqYddUx4f/biowHTN0gWuqc6WTgbKv9s9vdni6teTgLPo1qfp3QrwHbXkv+cS6/f9tDpa0fI536tXZp+Xi96DLp5quzz4YXXJpl8253mDRnmywrqbKksYY5W7XH85Znt0NTpLnbTHzfG6BGwSd3H5b0HDN7rKQjJS2S9GVJ33H3b3V+ehilTqlP4WJqSIXVBqTiRW54cRuOq1bbqprTqFK12IVyrPdQeX/BcUb6+KxpBwxqlbMksrFix2tlDiSfi+LPpU5mWXjsaImVKZr5FIrOO+j5VEhrTQVsUhfCFfNv1OcrUX4U9s5ojdetCjI1gnPFg0yZQglNKgMrOE7rXFlbI/OpUHYX/LWmMI/Ic0m+TsG5ORQ7T4cSQY6KvwhNm1maU2sfqfcolflU8fNQlflUJ7BUKyjVZB9BULsqcFRrHk0yn8K7K877WudKGIwNepOFfcpGUsRNmjm3vX3Vqjdr88/wOplPI4HzIPNpaKj6r+JNSod68Yt5K/A2dUY7AFKn2WjhvKrQjb/edlI4vy32lE7/fra6m0xadlBWMrD3c9pBzt1OqJlJMoZFu2YrNEntIIYk7fq0ie13fdX0Z6PTGUovvLQ9Pvev7XFHAnqxP3D4+DNChobapUkzNin2IxtzGqk/ngygQchQq6XOH6Y8cX94dwf/ADB/29FB7asv7Nz+N0RVZXfHfSD7Y++yg7KviZj3qOxLkrZc0b5/hyPqPX7W/PbiGmWFXprolKaZT5Ikd/+hpB92eC6IabzanY0e+7p04CAMthSCT0EQpJBBUTfwUirpiQZ9qjIDSpkZYQPo1gVGo9ejxoVhLAAXzrX8XGIBgDoZMWGwqJAF1eB1KlzwhimusVKvGgGb6PGqghLB/gqBjUTPp1jm07rV7YvlUZlqsaylRFZey8aLpdnzs/HCHaW/XdOaaHz+UyI9nwr/YSayuJIrAYar+EWavxeCuKmfgYgp06qDQeFqTCMXkxZ/LuG4MI9YxlE4v1KAu/C8Ys8lcgGQ7MeTCBBWBZOTJcHhuEbmU9Wcoj9/qdc0cexwUhvNyW4fuS9rPtoat97H8PO5jpHMp4pGvK25ShrVcDw2z5SJZj6d/Jnsr5RfPiP794rTpKs+Vn3csez5rKwx6mNfJa15KFsda+sDpDN+JP31Z2NMtcHFTN9nPpVe9/Avv63V48Jg00QDT2huoAMIFfomUBL+LqnIeEPSb69BzfmkPmu7fV6F1wK1rcc/001V/cGzn7zkp9K9N2fjl17T/n3o9O93p48WmgefzOxgSa+XtL+kGZJulPQ5Se9w9wc6Oz2MkrwQqrhYSpW4tS5WpGZld4U5RS7IwsyR8jYj99XJfKq4oK3VNyq88K7o3VO42Iv9VaYcOIjNI/a4cglhEEiLZq7U+etQsO+RD/dEf6JUn6dY6VAyEyXxHGPlaakMkFjmkxQvu0sFK1L9sqTsP4tNl0obL8xWS9pib+kjh2m0xGtT6PMUy4RIvR5h8Glae9toxkUYtAzvrvjFJRXcC3fSaowoSRvl4+E1igZbUoGXZEZiZNuJZD4VyhMj595Q7OcieFwy0FMVGA/G5dXuKn8GqvZRI6gWjmfOyW4fuTcIPt3bDj6tbvhfapOeTyMBp6Gg7K7hL4ZV21ed0zsd015FbbOtpbnLmx0/Zup06bB/ycYzNpZWvi4bL941+0rONfZ+prbt88ynfvwFH0Xr63u0zUFZbxRJWn5Iu5xz813W74DbZOmXJu7jFcveLmQgJ7afbOHvUmiu0PMpMm79/tEPNt68nVU+P2gO3olyPUQ1Cj6Z2dGS/k/Zb+O3SfqdpLmSzpV0opkd4u53dnyWaKtT0tUkM6cQfAoCL7FSsDrZAPO3z25XPyDNz1cMeeDO7Jf+m68MAgo+RuAoEnxIlQ5VZhyV/4OLXLCHF4zhazDyHGs0T2+c+RSuqjbO1zp8PWLN/Sp7Aan4OkWPl9hHKBYQadLzSWpfLCf/QwqDT4nzRir+Z9FaLakqm6wq+JTK4qrKELOhdNldVZAjJuwnlOottFHwC1Prl6dV95d+dmK/8FUFjhqWk1VmMno7SOfD+fiR0j5qlHk2KrtLPa/Y/OuMI1loTUs0W5lPq+8Pgk/3tMerG6y6I7U/z6fU6PkUrnDXuogZCns+1VFxztYJ0vTLBWmTeTRdtnmy9XtwDKr82RlEr/599n/QtJnSK67N/hA0NCUrhZm7LOsxdtVHJ28+reD+lvtmK3VJ7d9RB06D3xUmZT8TPX6q/6TG+GPoJNrt6dntrsdnTcj//GNppydJ9/xZuucv0v8c15t5DYqqsrtCf11saJr+BvVWSd+RtJu7L3X3A9x9R0lbS7pSWUNydFXFhVDh4j0MRCVKsFI9n8K+QYVx7MIqGIcX/0vy8V03tMcP3x3MKVHiEQschdsXggF1gj4VpUqF1yDM/grLyYJ5Fkr6Whe/dTKwgmPHyrvKr3X7gYn9hRfyseyuMHOkquF4sL/U/FN9TqKZT0FwpEnm09pV8eCI1ww+RVUEelJld4X3v0FGTLhyX2EVv0SAeGQfVb9k1Qikhn+tazWmXvVA8VypynyKPcdUz4xaJZqJbVqlYcNrgjKx1D4SQdfC+xKbX9U+wvO08MD4uGoejcvuNhs9LmQ+NQw+tT7L6jQcD1e4C8dNVkIKt3nNDdkqZM/6fHbhufJcadGja0y6Xy7Cw5+LAbe+ZtWsT/ol6NpJmyxql3DO2br9GT53WXZ79NulV13f3v61f+zufDbdQjrjh9IT/yPrPfbC72b9zQZav5XPNTQrb4mw8lxphyOz8W4nSge+NL59r35OhoakPU7KfofbeHPp0cdlrT/mb1u/59iGbNMl2e02B7Z7AS7YUdo+X6WTXkobtKZld5tI2s/dC8Ww7n67mZ0m6Zr4wzB+NXs+/ePG/Pam7EuSbvx+e5taPZ9SZXcVfUAKJUeRlcPc2/2aWhdqhR4yKn4QtX55WftIcL8VLxirAiXReuNUqVJwAbjV/tlKF4X9leuU8/dk1b3tYF94sZeaUywTaXhYmhr2CIqVBda5+K3I0kn1J4oGHVoX8qWAQ+qCJuw31domHDfJfFq3OjhmOVDSmn+ihDAlmqkWeS+kUsPxRNDShvLXWaMfV9hf8H62st1az68qmBUz6n2OPK8wmNEKPq2eSOZT6lyOzTl1rqSCfq2m8EGz7cKmHehTVjUuNG63+Gta+fMXBrBqBPRiP5c7PUlasEM23v4J0sKdpCs+JC3ZXY2M9HxqUnY3gZ5PLXOXZb+gH/Hm9n0rz6n32MLr1MOLqVigu2zBjtLffzc585kIgk/oR1OmFlepm72g+8dcvFt7vHSf7h+vG3Y4KishlqQDzswu6KVsda+6Wv/Hbrx5+/eE8PeFyTJto/SKlbudKF37WY36w/M+p0p/+Wk2XrqiHcycupF0yOu6PGGMy9xlWf+kOdtkP/db7JVlHy4/OOvHOGter2eIHmoafLq8HHhqcfd1ZnZbeJ+ZrXD3q8Y9O4yWykS579bR265+oJ0JkSy7qwo+ebEUrLKEqWKlrMLFWVh+EsnYkIJVn2rsI5XtFGawhMGdfV8gXfmRLMtg1gLpob9n6dmx/YUXlNscJN14ufTwPdJW+0l/uqwUxa9x8TsS5FibCAw1ybwIsp3CMr5U2V0qgBWdczCNpplPsUBfk8yn8lxGjjdGz6eYaKll+NpMGz0Oe3GFr2+qL1Dh5zKyPxtSMSOtIsgRUwgWhUGT1M9Rq+zugdJ7FMnSqSwhLf38jStIUwp8jazutqo9DtVaXbEiiJfK+Ayb5I8Kuo6hah7JgN4YQcZz/5b9Ej1lqnTOX7PPPzPpnL80vzjYYm/prj9kK+SNtYLLwp3aJSnbHBj0ZdlZA/nX9Mly2jeku/+UjV/+q2xZbkl68Y97cyGX0ovV+NbHTB6g11KBmqarEs7fVnrK+6Qdjs4+q2yKtOJ5nZljtx37nvY4XKXxDbdP/lxQX9g/qVX2OnW6NG95b+aDvtE0+PRfZnacu3+5/A0zWynpr6W7L5RUJ+8edSV/wUtdMFQEaVqNIaXsguT2a7NxoYdQuBpbLOugKvsoEZQI9zUSZCqNW3/tWfNw/CK26uKysE3pwjAMsI1kXqQuXIP7W0t6+rA0f6cs+CRJszeXHrwj/XqEAYfKsrtUMKgiwDa8Nth3UIKZzHyK/IU8+X4mLmhi5ZCF4FOgKvNp7SMaeZ3qNByv8xf+qmyyWNaShz2fItkxXt5f5PUNVzIcVXY38sBgosF4+yOlG75ZfB6Fnk+Jngjhz04rIOqlLK5oZlmdbKFwLq3SrESGU+G8GXlQcZuR4NOaIPiUCujFVuArlcxVBdIKq3vlr83acp+pJsGs1nuh4usb+3wbK4NwRvCehcHD8QQznnyBdOBZWcP9M6/MelVI0it+3T7uy3+VBac22lQ684rs82xoavb5v3hX6btvjsy/yvoUeBgj+DZrXvsvtnO3ad9fq7xwEk1W5tPGi6QHuAAEBsJez26P9z+9d/NIaWU0zV4gLdpV+ttVk/dZ1lH8AQcYS9Pg01sk7WBmL1fxp2tTSXtIutrMvpvft7mknSY+xQ1cuQQg/CAeDhq2pRo1x4I0U4K3/cCXSr/5cjY+6RPSBXtl48IFdCzoUCe7IFYWlljVIsx2CvvWtC6my31rosGnyEVkapnPsMSm8NjI8xr1uEQgbWScCt7k+w4DemGD8DAoFb63tXrOJAJ9I9vWySIJMoTMRvf5STUcHwoCZlXzCMsTY5lP61YH710pS2fU8UrPK6Wqj1a04Xhq5T4VX6dR94X7WFsM3Ibjqsyno97aDj6d/Gnpomcq+foWstPC51Ij+6huMLn8c9TeID7/WFCqnLkVvuetcaocMrbvclAwWhIcBp8ipb1rHk48LhxX/fylgoKpfXQxUDNtprRkj2w8e372JUlztmpvEwZNWhlPUnsluPGsoETWS3/pxgVbKxi6z/OyXi2fOVk68t+kW34u/eQ/s+xhABivQ87OyrO2OzzL4r39unr9C/sF/w8CtTQNPs3Ov5ZFvnezpEX52JStgoduqhV8igREwhKX8EJ+ZvCWpVZji5bdVWQopErmqholh+PV5dKhinkUjh02jo6UT5VX1SvvY3hNca5VQYnUxfvv8l5Sf/5RVsMuRQIUkZUgKkubvPi4kWMG+0g1HI8FZMIL+fB40xJ9ZKLZIIngU3h+hJlPU4Kyu6o+SI0znypWEIz2fCqX3SXe89g8Wr3Ohte1A702VAwyVmbYVJxvqYbj0d5TUvznL9FTK3WOVZXdVWUIlbdpvU7rVgf94WoEGas+S1LzmD5r9HjNQ0HvqVU13peKwG0ySDeINqBfpGds1s6+XPa43s6lE7pxETR7Qd7DY+vs5/XMK7Lg5S7HSStOKwY4AaCpKdOknY7JxrPmScv7+LP48POkafnCICuen/VqXLy7tOMTpUP/qadTA/pd0+DTe939ojobmtlGkm5qPCOMLbw4G14b3J+40GldCIUXcoX+Kk2yN0rbxx5XJxARu3CdGswpFXxKlduMNQ8vXzRHAgCpFaoeua89vvH7+e3lWa+o8uPCLIxUiduqeyvmJxV6N7XvDIap7K5Iz6fh4fjjYg3Hyyv6RY+dKrur8f7H9jclknFUWH7V4+NYidtYon20wu8n5hFmdFU1lB6K/Oz4cKnsriqIm3itC2WNkXO2MI9pox8nBedbOK7IZpoyXclzIaYq86ncGynWcHxtuOJm6rwK5lwI6MXmEX7GhP3G8l8a1zzcLnVbdX91oHK8mYfJ/k/9qEHQbFADbK/5Q/5HBWVliDM2yQKSZ16RBVcGyaFvkO7IVxDb/eR26crSFdL+Z3T2WGEPj1bWXGsFKADYUDz2le3xk97ZHj/j05M/F/SfhTtLd15fvd0GKhl8MrP57l7uVvqNujt290fM7LVmNtXd11Y/AnGlX+7DoEQh+FRVdhcGn6Yltq24gE6t0pW6SIxduKYyRwpZUJH+T6sfLF3s1Z1Hucwoki2SyqBorSAoZU18o/tOBLZicwpF96Fi5s3ItomL1WjmU5jplQg+pUrwotum3ttAqh9PIUOlYh5Dkfe2PB7ZNlGOlTKenk/D5Z5PFRlH0cBtqV9aIQg2wQybcplk9Lmk3pfY6zs8etst9q4OVKV+3lOZT+H8R3o+rS6OR+ZfleFWp1l44j0fyXx6uB3gXnWfKks0U2V3VaWidT4T+sXjXy99/jRps6XS416Trz6U0joX+j2gVrLxwvY4VYY4KA5+bXt8/Afb47AxL9BPDn2DdHf++9Uez5QWbNfb+QBAJ73o8tIf0xEaK/NpGzM7yN0vbt3h7vfU3bGZmaQtCDx1gmnkl/zwgsaryu7C8qnw4jjMjqi4sBoOGmLX6atSpwyu6kKlsFpYJBiQ2keTzKdR20SySO67JT6/ykyUBgGbcpAmVnaXer2igYFE2V0hQFERpEs21U4F0hJBjqFIECzVayma1ZYoC2va86nQa6liHtHgU8MV4mLN5G2oNI7tIxVEirw24TiZIVRVqlYav/C70uyFWfD3OV/Oei/cfGX7+xZ5L+pkCKVe92jwKbbiphLnSqJn1VjNvVtGGo6Xgk+VmU+JQFrVOVs43xLB/36x69OyL0k67J+zryqdyOYqnCYDFswCUF8YMH3qf/VuHgDQDVMjKzhjRPJPsO5+jaTdzez4pjs1s/mSPirpixOYG1rCX8S9QebT0NR4QKRJ2V24Yle4TTLIVNHYOhXoqdPUt6rvTirrIwyCFJpjR8qBQuHKINsfGd9fVTCgdd+aB4v7DsvkYoG+VMlcYR/B/GNlkqnsqWQ/ntKcy+PxZj6lMkBifahGZT6pPY4+rkYWSdUKgmEm4JRI4KjWCnGRzMJyv7ShWBC3yc9AIiss1VMp+r6MkVm2dJ92ydG2j5dmzqkRfEydK5Fx+Xix1e7CzKdQ8j0vBUxHHTtxfkyf3T5eq99cWHbX+HklXt/Y48JV9wBsWPZ/sfS0j0qbLpV2PlY64b97PSMAACZN1ZXbv0o63My+Y2YnmdmcsTY2s93M7PWSLpf0YXe/oUPz3HCVV08qlN1VZD5NmdZ+bJjtMiWR8JYsHQrKe6KxioreLFL8AjSZiZJqWh4JUFTOo8aFYWr1rt2e3h4f8ebR+06upBfMY/X9o+cpxTOfwhLHMHBUmfmk0j6qes5Uld3VeD8L29cIPtUtEWua+VSr51PFa1qZ+ZQo3ayV+RT+7ITjisyOqgBsOYtvZNsaP0eVWTqReZTP9da5FR4jbOhdp1fUSMPxVcVxTFUgrTjp0duOOnYe7Bqa2l5oodxDamQfFT9/hdLeRNldOKepicb9g2hQez4BvXL0+dJuJ2SfaSd9Utpq317PCACASTNmw3F3d0kvMbPnSrpA0gIzu0XSjZLukzSsbPW7RZKWS9pI0tclHe3uf+nmxDcorRIoqZT5VKPsrqoUrM4FdKEUpSJjI3rBq8TFb0Jl5tNw/KKyUdldnX5NFQGbOmV3VY3gyxlYVavdxfYRvh7lTKrYPlIX8lWr3aXmEWtgHuuZVG7snnyfFTwulkVSETxLzS/1ehR6T4WBo0RAYeShieyp8Hgj2U7B/TYUPDZ1fsRKCxsGOaLnbCJgmgwiJAJVa/MgUbhi4WbBalfR86Z0rm93WNYc+XGvzvZ926+k5YfE91G1cl+dkmBJOvETWaaTmXTMO6RtDswaQ648N1ux6zMnl553eRzZd+G1SwT0Uo3PB96A9nwCAADApKu12p27f8LMPi/pVEknSFohqdUV2pWtavdxSf/j7j/t+Cw3eMEv9snV7iLBp2QpWGLfheBTUP5lkeBCnabUHSm7S1zERi80Uxe8YZZRRclcSrJPUiyAFWwb9rApzDWR+dTKyGhlQQ2P0TIt1StqKLJsfZ3MpzAjLZadlsx8imyTfH1T73Ms86m0fUvjnk9BE/dWECzVAyvMkiqcQxWBykI2VvD6F7L1IqvdVS0UICWCRXXKGhOZZZUBrHAeiUBVqzxu6gzp2Auke/+a7evg1+ale6n3MBjPnCu9/Jftf4fj8rbJzKdINlnhcKVzdpentMf7vbA9XnlOfpwG/Zhi50fVCoJS8XwbdK2g6+wF499Ha+XBxbtLm22ZjVsrtgEAAGC9USv4JEnu/pCk90t6f95MfJ6kaZL+PpGm4mY2RdJVkv7m7k8ys3mS/lfSMmVBrRPd/R/j3f96p1UiItULPo1ckIUX6alAS+Rir1A6lHhs6vuVmU+Ji9JaAax8HGZEhL2sWuNWwKH8uHLJTmUpYFiaFQYUKsruhhPBp9YFaDlT6ei3S7PmSTscLb3we9JvLxmjtCwSUBoelqZWZPoMVZwLtZpIp6aUCKpVlapFgzHljJLInGtlPpVWn1u3ujiPwrYVwclUIC1aurc2Pg4DJamMo2jgKPjZGTWn1q4Tc0qW2lVlYCUy9FqZT9NmSvuc0t7+0Ddktw/dHZ/TeBtJp5rTj7fsrvI4iaylwmFiZZmJRvvrQwPtU7/aHp/4CWnBDtK8R0lPepe005PGv9+NF0qnfUtavGvWCH7W/GIGHAAAANYLtYNPJcslLXP375rZMjN72N1vH+e+Xi7pekl511edI+lSdz/fzM7J//26ce57PZBfBM1aID30d2nLoD9Aqv9T+NiRIE0ke6k8DsWWix8u9bAZ2UeNMr7KQERFlkN4f3jRGQacwnKWcJzKVBq5eA+eT62yu6rsqeBxqQbKlghgbbxQeuJ/ZP9esnv2lRI+bvsjsgbpK1+fvV9D07Isjy+dPnpOVX2c6pRo1plTudF7+RRNreiWalAdm0edLJJyACj1noTblp9LNMiYCPTEGo4XSvDqlN2lMu1ir03iucQyFsdqOB7dR+LnYaTsrk4JWXiMiuOljl14XyIB4rpld1XCoHD5GKl9J/uUrWeWPbY9DjPIVpw28X1vvX97/KiVE98fAAAA+k6j38zNbJaZfVLSDZI+kt99p6R3m9l5TQ9uZltKemKwL0l6iqQL8/GFko5rut/1jpm09QGj7y9kPkUu5hqX3UUu9obXBhdkaxUNQKRKn6pKh1Iqy/iCC7yw187UGfFx5apUqQyKQFXZTzgO35d1iaTAZECsgfDid+p06SnvkzZbKm2yKFu+eFoYgKsKCpYz0mKZYCWzF0pL9mz/e98XZNkQkrTXs+IBx2T5XyQYl3ptqoJnZWHZXXQ1s3DbBsGnkMUylcK+V8E4XJktGfSpaOJe57wpBOZiwa7UOHxYquwuyHyKPi4VxG0SmKkKSJey4arKeesIe35V7SP2XpRfp1YZ3/qQ+QQAAABMQNPMp3dKOknSNcoajcvdHzSzMyTdbmaPuPv5Dfb3bklnS9okuG+Ru9+a7/tWM9u84Rw3HOEFkkcyn8Kl6uuU3cUyfVJ9kpLlWDXK7qpK3KoyqQp9o4Jtp8yIj8sZOOXnUqsUMNU/JxIYCDNrkkvHJ/bRRKOgVepCPngNwov3sH/OrAXSwh3bj3nMWdnta//Qvu+8e0eP//yjfNcNyu4KGWk1MmXq9OgpNM8P+i5V7S/ZcLyi7G5avurb6gfbwZlwXHhsk8yn4HGjSvBi+5iMhuMzIo8JHzfGPqpUNRxP9Y9LBdTrCLM8K+dXURLsw9l7vmpNvUwvAAAAYD3WtPPp8ZKOdfd9JY2U2bn7vZJulfSSujsysydJusPdr244h9bjTzezq8zsqjvvvHM8uxgMrYuWWKbEYW9sj0/5v8j95dWgNPY4VGhgHWZyxDKfqjIDVLwgq5xTVc+nRKPkZOZTIlskVn5UuIZNBWwqmjeHTcaryu5Sq9PVURk4CLdNZRwF94/sx4rjs/8oPe9r2T/Pu1c68l/rTjDfb6Khe6ohdsq2h2W3U2e0AzybbpHdbrJkjGmEr3XrmBXnvRQPiKV+psIso/nbZbcP3J71xJGku/7YHt9/W/znuTDnGoGNqqBlrFRtvA3Hy+PYaneFx3Ui8ylQ9Vyyb0SO1/C/OAuy5MrHG7VtJEhefk1bn0NjLRwAAAAAbACaBp+ud/dv5OORqyYzmy5pC0kLG+zrIElPNrObJF0k6dC8pO92M1uS73eJpDtiD3b3D7n7CndfsXBhk8MOorAMKrhY3WRxe7x07/a41Y+j0HB8AhkA4cV7VV+VOuVdsRKsJg3HUyVHVT2fyqV2TTKfqrKFwnHYZDx10TmUyixrwCLnRHrj0ceWpL/n2Utzl0m3X5eN5y1vl1VNZNWpqsbQlYHFUoDwmZ+VXvIzafps6dW/k17+q+z7r/699KIfpOcR61+WLFWLNOlOlt0lfqZaK38t3DlbwUvKXtPtDs/GMzauDvokV6prkLUUbVQ/zobj5eO1zvFpqZ5PkZ+jpj2fUpllrT5v61a3M9XWrYkHmhr3fIoEn6p6PhXGpc+mx70mG87YRNr95PbcF+4kbRX0OQIAAADWc03L7u4ys03c/X4VfyN/pbKV766quyN3P1fSuZJkZislvcbdn21m/y7pFEnn57dfaTjH9VPVqk6Fu2NlcImgSlXvm1TD8TrZBdGglCeeS0JhH6lG37mp0+PjaLZIIvMpOY9Ulk4kmFWn7K4wJ41+LnU0KddLZT7terx0/f9JB75U2u4w6bLzpaUrsqbnN/0oW3lvvKoCJakyz1RwZMpUafOdsn9utGn2JWU9rsYSXX0ukWXWJFtorHPmpddkK1POmie9+MdZ1tO0mVkQaou9pR9dEDzHiKrARp3Mp2jDccXP+2TVXUXWUqrheCcyn1KfMa1jrlvTzixatyYItk0g86lwfpjG/LyKlkOWPhMOOCP7kqTjP5h9SdKZP2s2LwAAAGDANQ0+vVvSN8zsLZI2MrMDJT1N0iskDUt6Y/qhtZ0v6bNm9nxJf5H09A7sc4AF5U9SkD1Q86Koqglvx8vuqjKfapTdVfV/Sq3Slcx8quhfVac8sUnD8bDJeFiCF+pIw/Em2WyJ13TB9tKLf5iNN92inZ2z7wuyr4loVCI2zuyvOsKG+eE4um2kt1AyW2gM87dtjxc9uj1euk++7yZBn0iZZznrLiY8Z1s90LbaT5qzTTZeuGOWpfXH72arLI45j1Lga+4y6R83JbKrpMbB7irh6zEScFoVZEGtar9OEym7Kwcqh9eoXuZTxWcTAAAAsIFrFHxy98vN7M2SLpC0naQfKPvN/G+SXunuXx/PJNz9MkmX5eO7JB02nv2st8IG0K2LzrEubMKLorv/lN2uq1FGEipkO1kwjpQcdaTsLiG6v4Zld60V8YbXti9Wh9fWmFMiW8hiZVCphuOJ4NNIeU8Pej4NNbwgH69Ur6LothUlbhO5kC80HG+Na/RJUiKgEMv+a6pJwDF8DTbaLBvPnCttnGd8Td1Imr6JtPr+0uOC+U2flZUmzntUVvZ32rekLffNXoedniQt2SN+7LABe2s8vC57/F03jDHn8GenNagRMCvuJH5362d77ep2IGrt6vh53ZHgU2p6qc+mJs8RAAAA2DA0zXxS3vNpBzPbVtIiSfco6wXFb9qToVagIXLBteah1MbxuwuZT8HFe5O+KsnMgMRUytuO2kdFUKKQ6RGW4LXKdMKL1VUqlLtVzSkMSoy8NqUeUq3xns+Urv1sNj7u/dJ7835cp1wiXfik/LmE+xhvz6cmGVMTCJSM1+4nSVd+WNr20Kxk7pJXSjPnxLe1SHZdnYbYdSzcObudu1za+sAsIDt9trTZ1tK9fyluOxQ7Z8tldyMbjH9OVSvVFTYNtt3txGzlvL2enZ3D2x6aZVO9+EfSbdeOvZ8lu7fHW7f6DQ1JW65IP6bQxL8VuF2TlTqOWe7YgcynVHAvzHwKx7Fm8hMpu6vqD1an7A4AAACApIbBJzN7ibu/X5Lc/Y+S/lj6/qGS9pb0HXf/RacmuUELVx0bUdFzJrwoOvw86TvnZRf1W+wl3fLzdGlZKNVwvMnS5tHeUzVK3JqU7qUu8ApZUDNG379utSovilPZQtEMrOD+6bPb97VWOJOk5Y8L9hdbMa9p2d04ez5Nlq32zVbHk6QF20krTktvG+ujJSn6vjS1+4nZCnRL95Z2emLWg2eTxdIZl0sP3Z1+XKzkbCJlkqGnfVj64buy/k+nflX602XZ/cd/OAsuRXl2Hu77/OyfU2dIez8nG8/dJvvqtDCI2yrdS/UxC1WV+TZtOB4ayXxa1Z7T2lXxjLSJNBwPsxOj0wt/9vNbyu4AAACAqKb1N08zsx3M7Glmtnf4DTN7hqRvS9pc0h5mdlKnJgmVMocqLsgLK2XF/pJfp9wtCAbEVtsab8lcYf41ggyN+qpE+sKMGucX02tXlYILsVKZijmlyu7CYFBlgHAiPZ8mqXxuMkSfiyfGTfdt0pb7ZLdTZ0iLd8vunzm32JspNafk+zyBOc17lPTk92YZYcseKx36huz+3U+UVjwvMY8eBDMKwadgZbkqdVasnOic1q4qZjLGGo43DV7ueEx2u3TvdpBv2sz4tk1W4gQAAAA2cE3L7h4j6TfKf6M3s4slPd3d1ypbmU6S3ubud5nZ48xsP3e/onPT3VCZoplDtQI2wV/yw75FhX1HJDOfYmV3qXnEMh6Ci/c6TdCrsqfCC7xCU+JU/6dWg+KgkXDTUpmq1e5qZSIFfZ4m2vOp1rY9yHxqIroyW6+zSFLv7SSXVfXyNYgFcesEnwplqtNG31/nXE+W3bWyF1cFAbFV8c+3puf9jkdJb7gzC1Iv3l1aeW77GKP2TdkdAAAAUFfT1ImNJP1V2ap2L5M0T9Jr8u8tzm/vliR3/4GkEzswxw1cfsHZJPMpvCiKZT41We2uUH4SNOmuc1GXzGZp0velQc+nUHjBGF5ATwl7xMSCHOGxJ5D5dPTbpRl5c+i9T5G2fkw23nLfrPyskE020Z5PtTZutu/J1iTIOFlG3s/UeJLm1MtMt6mCVgAAKXFJREFUmvGW3YXZl7Gy17Wrahy8qufTmmBOa9qlsRMNtLayI83SgSepYVYmAAAAsGFrmvl0t6Q93P0+STKzj0v6gqTzJU2T5KXG448atQeMU5OeT2GvokgQqclqd2GT8VTD8VoZWA3K7iobjidK3BR53lIpCyosu6sqlUk9r4rV7nxY2v9F2ZckPfmC9mNf8J3s9p6/Bo8bb6ZEB5o394uhHmc+Ld5dhfd+r+eUsvUS40nRw0ya8ZbdhWL912oFnyr2Vy67izUc76bxBsYBAACADVDT4NOvWoGn3CpJm+TjofzfoS50wN0AmQXBg1TwJtw+zHyKBZ9qXBQV+kaFjXcrjp2aR6OG44l9xFYcS/VXKpT9BONC9kYY2GgQ5IgF0poGSgpBq3EGFxoFlPo8+JQ8VxQZd8EZP2iPW03Sb/t1cOweZmP1S8+nqQ0yn0KxEth1NYJPVavd+bpEz6ca++iERoFxAAAAYMPWtOzOzewEM9vIzJZL+rike/LvbSrp3taGZjZb0qxOTBJSNFCS3LSi7K5Ov5UwYBPL9Bl34CjMMqrTGDi2TY0AQGH+wT5Gej6lLqATPaQK+66R+VQltY8mWvPbcr/62/ar8FyZtzy73fuUbHU6SVp+SO/mVM5mmfSyux5mPoWrPFb+7CREy+4eqfHAip+/A18qLdkzG+92QvyzqZtB134sFQUAAAD6VNPMp/Mkfaf0uFeZ2TclLZH0ZzN7kaSPSXqFpOs7MMcN26gL3BrBkULz5laQY11xXLWPQuZQkPk0FDtlGpTdFTK3akgt027lYFwpKBdtrq6g7G51jaylOmV34yzHGtmHq1bPp1f/Xlr9QDZ+2c+laXlc94wfSXO2qj5ev2c+hVkrsxe0s4+k4ngy9VvZXa+DGU0ajhceFyu7GyuA1fp5HkPs/PjZB7PbyQ4KSpTdAQAAABUaBZ/c/QdmdrCklygrt/u4u19sZp+XdKakD0h6lqQHJU2RdFiH57uBsnigpFbZXSvbqdQ4PNx3TKHsLuz/lPd9abKiW3iccDWoQoJCg+ypco+moSl5M/Qa2ViFhuMVPZ8qe2p59T5SoplPYzxuk0WSFmXjeUErtcW7Vh+rMOc+1ah5+mRJZbP0edndynOlB/+ejXc/Sdpir87Mo5X5NNww+DQl+G+mTubTgWdJP35v9ry3foz0l59k9w9NlRaNcb4PNQiud9qC7bPbFc+T5mwt/ey/pOUHT86xAQAAgAHQNPNJ7v4zST8r3fc3Sa/P//lWM/uppLnuftmEZ4hc7OI3tWmq51MQiKo8XJg9le9vOGw+nui1lJrHyPQ96PdSozymTl8VmyKpxnOav500I29RtsNR7WNOpOdTdIn1Ser5VEskK6wfpTLVeqnVYHvGptL02dl46kbSrHnZuNtznjpT2vlYaaN81cTHvqLe41ae0x4f/6HOzWek4XjDsrtQnb5RT3izdMRbsvHzvt7++fjnv48dTAo/p9p3jnuqjfRLth4AAADQpxoHn1LM7FGSNnP3n7v79zq1X+RiWT11gj5hyVzrwm+4RuAoVnbnieBTcs6Jsrvlh0h3/0lauGPWs+XWX0izF1bvIxUsGpoirQu+r/JY0tk3ZoGD6bOyErZZ86QrPtye04g6mU+xIJiP77XpdoNis1K2XJ+KNYvutfnbSkedL+1ynDRrvrTmYekxZ2Ur4f3689LmO3f3+G+4rT3uh2DG0DhXuwuFK9WlpDIYq87hcFVOAAAAAH2lcfDJzDaXtFzSdBWv8GdJOlXSyR2ZGdrMFA28NCq7W5fIfKoRfLIggNWkBCjW+NeHs6yGx71a2mxL6dlfyO6fOn3Uw7OHpZqWh+Mpo49XvlBtZatIeQmbEoGjpqvdjXMfhbK7Gj2fxq3iXOkXfVl2J+mAF7fHh7w2u522kfSYM3szn16YMiMrIZs2M/v3gS8b/77C1ek6bSTQXiO4DgAAAGBSNQo+mdnJki4c43F3TXhGiBu5hqqRxRJ+v9DzqUHZXarh+LhXZms9TtKMjbMvKStXqfO47B9q7yQYD40zcFGnifRLr5FWP5iNX/g9aebc9OPG1XC825lPQ3nGWp9fhPf7/DZk/3xHezzRDKxGq901FFtQod+DrgAAAMAGomnm0z9J+lb+dYikH6sdcDpc0pc7NjNkRrJoIplPlQ2xVbwgi5WlJMvuwoyjirK7OoGD8fY1qtXzqbVNgxKdwvZjNJGev217vHTv7LZVdrT706VFj87GjzpEWvOQ9PtvFB+TUsh86mLPp+gqfsAk2PVp0h35gqcLdshKbFt9ow4/r/PHC4PknTZjM2lVIvC2+aM7fzwAAABgPdM0+GTufqwkmdkPJa109wvzf39e0tmSvtDZKULhanfyZn/MTzYcb9CIujLzqWmgp4HaDcfVPHsmVcZXZco06XV/lqZvnK3kdfaNWVmfu/To44slfsljT2bDcWnSVmbb0Jx5pXTHb7Lxad+cWD+k9c0JH2uPz7qyPe5W/6rxBsbrePkvpEfyeb/yunb/q7OukjbevDPHAAAAANZjTYNPI/UX7v5zM3uTmX3Q3R9y9wfNbM/OTg+jFIIjdQJHsZ5P67KAUp3yO6mYMTXhsrsJBJ9mzslu9z9DWvbYbLzTE6XffKXZPkdJNBwfS2suUrD6mdULPEnZ89r+CGnfF2TLyS/dR3r8P9V7bBPP+LT0k/dl5U7HvKMdKHnMWdLGizp/vA3Nwh2yL0na+oDezmVDN9TFsrtZ89o/25tt2b5/wfad2T8AAACwnmsafLrBzL4n6WpJ/0/SZyVdbGbvlLS/pIM7PD+oVHanGmV3oVTwqRXUabSPRH+irpbdBfueNjO+nPnIkveTlPnUCWbSsz7X/vcLv9ud42x3ePYlSfu9sH3/kf/aneMBvWJdLLsDAAAAMCFNOzWfI+lhSc+VtMTdP5n/+xJJb5D0ic5ODyNigZI6Cg3HgxI8a7C0fZhRMO4gzXjL7hqUBTYuu2ud/l4co7v2eZ40e2E2XrqPtO1h2XhomvTYV/ZuXhhs3Sy7AwAAADAhjTKf3P0fko4p3f1USUdLus/dv9+piSFgpmJWj5Vux9BqHD4q+NRgH60VqmbNH3/Pp/GW3dVhTWOoIw/Mbny4NEZXHfvu7EsqZnz9y997MRusLwq96abk5XcEnwAAAIB+MN6r9hHuvlbSDwg8dVmh4XiDsrtNtshut3+CtNX+2XjJ7vXK7k76pHTmFdnqbce+RzrhvyfQ86mbK7pFVrurY+GO2e0We0vbHJSNN91SWn5Ix6YGYJKEq3K2VtUjmAwAAAD0hUaZT2b2kny4yt0/amYLJX1d0l5m9gtJx7r7LR2e44bNSz2fvLRC3d6nSNd+Phsv2VOaNqu9/f5nSJsukV79u6zMaWiK9KrrpU23qFd2t/Ox7fE+p+a7HW9pSxdXXRspC2x4obnNgdJZV2fBNXdp1+Oz8TP/V3rors7PE0D3bL2/9KuLpHnbSjs9Sfr157PPhk2WSPff2uvZAQAAABu0pg3H/1PSpySdHfx7D0lvl7SRpHdJOqljs0NujODOky/IviTpRUHy2Xn3tMebLG6PN80zoZqU3RWmEpTP2VCxZG3Mx3WxobfFVrmqacF2+T4sCzxJWWPzcEUrAP1vn+dJj1opzXuUtMVe0hPeJE2dIZ11pbTm4V7PDgAAANigNQ0+3SbpVHdfZ2Y7STpB0vnu/k+SZGaXd3qCyHV6ZbYmq93FHufDWTPzdasbHriPMp8ArD/MssCTJE2d3g4gz9gk+wIAAADQM017Pv3WfSS95HWS7pZ0fvD9hR2ZFQKlsju5OlLCNtRgtbtQOfgk1QtgdbXhOEusAwAAAADQr5pmPj1oZkdK2lzSsyWd4+73S5KZPVHSDh2eH6Qs1hQGeDqyfPg49xE2Dk/1jVr5+nZG1B7PkJY9VtpsK2nZ46SV547vuGNpreg3nrI7AAAAAADQVU2DTy+V9AlJe0v6X2U9nmRmb5L0EkkPdXR2CEQajnei7K7xqnVh5lMr+FQKZK18XXv81A+0x6de0uxYTec0TNkdAAAAAAD9plHwyd1vknRw5P43Snpjh+aEUCvAZEGpnXWw7G5CwaemscsumUjDcQAAAAAA0FVNez6NKS+9Q8eZ+jPzqU+CT0P0fAIAAAAAoF81ih6Y2b+kviVpvqQtJX11opNCRKczn1r7aBqwiZXd9XqVuZnzstvxNlEHAAAAAABd0zR15byK7987znkgqRRgCrOdepL5FGRd9Uu523Hvl37+SWnLfaUzr5D+dnV2/6lfk1Y/2Nu5AQAAAACwgWsafLpH0jGSbi3db5JeKOnTHZgTosJsp05kPrWCTw33Ect86nW526x50kEvy8YLd8y+JGnZQb2bEwAAAAAAkNS859Nb3P2n7v7n0tdNkv5V0tM7P0XITNrtadl4+yOkQ87OxrMXjn+fx14gLdlDmrO1dOx7pJ2elN1/4Muyr+RcIj2fhteOfx4AAAAAAGC91nS1u3eO8b2HzGy3iU8JBa3MpKX7SOflVY0Ld5T2OWVi+13+OOlFl2fjfU7NviTpiDeP/bho8KlDmU/P/7b05x9n4xM/Ia15JBsf/XZp4U6dOQYAAAAAAJhUTRuOb5341kxJB0t6/IRnhP6249HSZW/Nbucuk77yEmnTLaT9Tpeu+NDE9r3VftmXJO3ylPb9+79oYvsFAAAAAAA907Tn000au9HQu8Y/FaRZ9SaTZcke7QyspXtLez0rGx/z79kXAAAAAABAoGnwSZI+rGLDcZf0kKSfu/ulHZkVAAAAAAAA1gtNg09XufsZXZkJEiawoh0AAAAAAECPNV3t7oCuzAJjsz4quwMAAAAAAGigUfDJ3Ye7NREAAAAAAACsf5pmPmGyOWV3AAAAAABgcBF8GgiU3QEAAAAAgMFE8AkAAAAAAABdM2bwyczeP1kTQQpldwAAAAAAYHBVZT6dZGZLJmUmAAAAAAAAWO9Mrfj+XEk3mtntktaVvjcs6QFJf5P0LUnvd/c1nZ8iZPR8AgAAAAAAg6kq+HSvpMdI+r27D5e/aWYzJG0p6ZmSvmFmR7r72s5PcwPGancAAAAAAGCAVZXdfd/dfxsLPEmSu69y9z+6+5slXSrpzI7PEAAAAAAAAANrzOCTux/XYF/vlXT8hGaDBMruAAAAAADAYKrKfKrN3e+XRMkdAAAAAAAARnQs+JSb1uH9QfR8AgAAAAAAg2vM4JOZHVF3R3nz8cUTnhFGY7U7AAAAAAAwoKoyn97WYF//Jum3E5gLAAAAAAAA1jNTK76/h5l9WNJ1kmIr3s2WtETSSkk7STq8o7OD5JTdAQAAAACAwVUVfJKk01S93No/JJ3q7pdPfEoYjbI7AAAAAAAwmOoEny6Q9GuNXsnOJa2SdIekq/LV7gAAAAAAAIARVcGnq939lZMyEyRQdgcAAAAAAAZXVcPxl07KLDA2VrsDAAAAAAADaszgk7v/1Mx2MrPPmdl1ZvZFM9t9siYHAAAAAACAwTZm2Z2ZLZP0A0nzlHW93lnSoWa2i7vf0v3pgdXuAAAAAADAIKsquztH0nxJl0o6S9J/SJou6ewuzwsAAAAAAADrgaqG4yslfc7dT2rdYWY/kvTqbk4KZfR8AgAAAAAAg6kq82kLSR8K73D3L0uaEdvYzI7uzLTQRtkdAAAAAAAYXFXBp9mS7orc/+fE9v82sekAAAAAAABgfVJVdmeSXmhmvwvuG5K0xMxeVtrPLpJYCa8bjLI7AAAAAAAwmKqCT5J0huJNhw6M3EeNGAAAAAAAAEZUBZ9c0tsk/UHSujG2G5K0g6TXdmheaCGcBwAAAAAABlhV8Olqd3993Z2Z2RMmOB9EUXYHAAAAAAAGU1XD8TMa7u/08U4EAAAAAAAA65+qzKe/m9mekuZKmifpx+5+a7iBmW0paQt3v8Ldr+nONDdk1N0BAAAAAIDBVZX5dKakqyW9RdKt5cCTJLn7zZI2N7OndmF+kFjtDgAAAAAADKyq4NMXJF0q6RB3/3FqI3e/RNJiM9u+k5MDAAAAAADAYKsKPp0q6WXuvrbGvj4h6QUTnhGKnLI7AAAAAAAwuKqCTzu4+2/r7MjdH5S09cSnBAAAAAAAgPVFVfBpSsP9LR3vRDAWej4BAAAAAIDBVBV8mll3R2Y2VdJWE5sORqPsDgAAAAAADK6q4NMtZnZMzX2dIOnOCc4HAAAAAAAA65Gq4NPHJH3UzHYeayMz21HSBZK+3KF5IUTVHQAAAAAAGFBjBp/c/RJJV0r6uZn9p5kdbmaLzWyqmW1qZnub2VskXS1ptbIAFAAAAAAAACBJmlpjm+dK+pKkl0h6ceT7JukuSce4+wMdnBskyen5BAAAAAAABldV2Z3c/R5Jh0l6paQ/KQs2tb5WSfqEpD3c/Vfdm+aGjro7AAAAAAAwmOpkPsndhyW9R9J7zGwLZavaPSLpendf3cX5AQAAAAAAYIDVCj6F3P0WSbd0YS6IouwOAAAAAAAMrsqyO/QBo+wOAAAAAAAMJoJPAAAAAAAA6JqeBZ/MbCsz+56ZXW9m15nZy/P755nZt83shvx2bq/m2BdY7Q4AAAAAAAywXmY+rZX0anffWdIBks40s10knSPpUnffXtKl+b83cJTdAQAAAACAwdSz4JO73+ru1+Tj+yVdL2mppKdIujDf7EJJx/VkggAAAAAAAJiwvuj5ZGbLJO0l6WeSFrn7rVIWoJK0eQ+n1gcouwMAAAAAAIOr58EnM9tY0hckvcLd72vwuNPN7Cozu+rOO+/s3gQBAAAAAAAwbj0NPpnZNGWBp0+5+xfzu283syX595dIuiP2WHf/kLuvcPcVCxcunJwJ94rR8wkAAAAAAAymXq52Z5I+Kul6d39n8K2LJZ2Sj0+R9JXJnltfYbU7AAAAAAAwwKb28NgHSXqOpGvN7Bf5fa+XdL6kz5rZ8yX9RdLTezM9AAAAAAAATFTPgk/u/kNJqXqywyZzLv2PsjsAAAAAADCYet5wHAAAAAAAAOsvgk99j55PAAAAAABgcBF8GgSsdgcAAAAAAAYUwScAAAAAAAB0DcGnfueU3QEAAAAAgMFF8GkgUHYHAAAAAAAGE8EnAAAAAAAAdA3Bp75H2R0AAAAAABhcBJ8AAAAAAADQNQSfBoHR8wkAAAAAAAwmgk/9jtXuAAAAAADAACP4BAAAAAAAgK4h+DQQKLsDAAAAAACDieATAAAAAAAAuobgU9+j5xMAAAAAABhcBJ8GAavdAQAAAACAAUXwCQAAAAAAAF1D8KnfOWV3AAAAAABgcBF8GgiU3QEAAAAAgMFE8AkAAAAAAABdQ/Cp71F2BwAAAAAABhfBJwAAAAAAAHQNwadBYPR8AgAAAAAAg4ngU79jtTsAAAAAADDACD4BAAAAAACgawg+DQTK7gAAAAAAwGAi+AQAAAAAAICuIfgEAAAAAACAriH4NAhY7Q4AAAAAAAwogk8AAAAAAADoGoJP/c691zMAAAAAAAAYN4JPA4GyOwAAAAAAMJgIPgEAAAAAAKBrCD71PcruAAAAAADA4CL4NAiougMAAAAAAAOK4BMAAAAAAAC6huBTv2O1OwAAAAAAMMAIPgEAAAAAAKBrCD4NBJo+AQAAAACAwUTwqe9RdgcAAAAAAAYXwScAAAAAAAB0DcGnQWCU3QEAAAAAgMFE8AkAAAAAAABdQ/Cp3zk9nwAAAAAAwOAi+DQQKLsDAAAAAACDieATAAAAAAAAuobgU9+j7A4AAAAAAAwugk+DgNXuAAAAAADAgCL4BAAAAAAAgK4h+NTvWO0OAAAAAAAMMIJPAAAAAAAA6BqCTwOBnk8AAAAAAGAwEXzqe5TdAQAAAACAwUXwCQAAAAAAAF1D8GkQGGV3AAAAAABgMBF86nesdgcAAAAAAAYYwScAAAAAAAB0DcGngUDZHQAAAAAAGEwEnwAAAAAAANA1BJ/6Hj2fAAAAAADA4CL4NAhY7Q4AAAAAAAwogk8AAAAAAADoGoJP/c4puwMAAAAAAIOL4BMAAAAAAAC6huDTQKDnEwAAAAAAGEwEn/oeZXcAAAAAAGBwEXwCAAAAAABA1xB8GgRG2R0AAAAAABhMBJ/6HavdAQAAAACAAUbwCQAAAAAAAF1D8GkgUHYHAAAAAAAGE8GnvkfZHQAAAAAAGFwEnwAAAAAAANA1BJ8GAavdAQAAAACAAUXwCQAAAAAAAF1D8KnfOT2fAAAAAADA4CL4NBAouwMAAAAAAIOJ4BMAAAAAAAC6huATAAAAAAAAuobgEwAAAAAAALqG4NMgMHo+AQAAAACAwUTwqd+x2h0AAAAAABhgBJ8AAAAAAADQNQSfBgJldwAAAAAAYDARfOp7lN0BAAAAAIDBRfAJAAAAAAAAXdOXwSczO8rMfmdmfzCzc3o9n55jtTsAAAAAADCg+i74ZGZTJL1P0tGSdpH0DDPbpbezmiRrHpFu+mG2wt1Dd0s3X93rGQEAAAAAAEzI1F5PIGI/SX9w9z9JkpldJOkpkn7T01l120N3S29fno2nzZbWPJh/w6Rlj+3ZtAAAAAAAACaiH4NPSyX9Nfj3zZL2L29kZqdLOl2Stt5668mZWTdNmS7tfYp052+lzXeR1jws3X+LNG9baacn9np2AAAAAAAA49KPwadYg6NRS765+4ckfUiSVqxYMfhLws3YWHryBb2eBQAAAAAAQEf1Xc8nZZlOWwX/3lLSLT2aCwAAAAAAACagH4NPV0ra3syWm9l0SSdLurjHcwIAAAAAAMA49F3ZnbuvNbOzJH1T0hRJH3P363o8LQAAAAAAAIxD3wWfJMndvybpa72eBwAAAAAAACamH8vuAAAAAAAAsJ4g+AQAAAAAAICuIfgEAAAAAACAriH4BAAAAAAAgK4h+AQAAAAAAICuIfgEAAAAAACAriH4BAAAAAAAgK4h+AQAAAAAAICuIfgEAAAAAACAriH4BAAAAAAAgK4h+AQAAAAAAICuIfgEAAAAAACAriH4BAAAAAAAgK4h+AQAAAAAAICuMXfv9RwmzMzulPTnXs+jQxZI+nuvJwFMAOcwBh3nMAYd5zDWB5zHGHScwxh0rXN4G3dfONGdrRfBp/WJmV3l7it6PQ9gvDiHMeg4hzHoOIexPuA8xqDjHMag6/Q5TNkdAAAAAAAAuobgEwAAAAAAALqG4FP/+VCvJwBMEOcwBh3nMAYd5zDWB5zHGHScwxh0HT2H6fkEAAAAAACAriHzCQAAAAAAAF1D8KlPmNlRZvY7M/uDmZ3T6/kAKWZ2k5lda2a/MLOr8vvmmdm3zeyG/HZusP25+Xn9OzM7snczx4bMzD5mZneY2a+D+xqft2a2T37+/8HMLjAzm+zngg1T4hw+z8z+ln8e/8LMjgm+xzmMvmJmW5nZ98zsejO7zsxent/PZzEGwhjnMJ/FGAhmtpGZXWFmv8zP4Tfl90/K5zDBpz5gZlMkvU/S0ZJ2kfQMM9ult7MCxvR4d98zWHrzHEmXuvv2ki7N/638PD5Z0qMlHSXp/fn5Dky2jys7B0PjOW//S9LpkrbPv8r7BLrl44qfb+/KP4/3dPevSZzD6FtrJb3a3XeWdICkM/Nzlc9iDIrUOSzxWYzBsErSoe6+h6Q9JR1lZgdokj6HCT71h/0k/cHd/+TuqyVdJOkpPZ4T0MRTJF2Yjy+UdFxw/0Xuvsrdb5T0B2XnOzCp3P1ySXeX7m503prZEkmbuvtPPGuY+IngMUBXJc7hFM5h9B13v9Xdr8nH90u6XtJS8VmMATHGOZzCOYy+4pkH8n9Oy79ck/Q5TPCpPyyV9Nfg3zdr7A8yoJdc0rfM7GozOz2/b5G73ypl/zFL2jy/n3Mb/azpebs0H5fvB3rpLDP7VV6W10qT5xxGXzOzZZL2kvQz8VmMAVQ6hyU+izEgzGyKmf1C0h2Svu3uk/Y5TPCpP8TqI1mGEP3qIHffW1mZ6JlmdvAY23JuYxClzlvOZ/Sb/5K0rbLU+Vsl/Ud+P+cw+paZbSzpC5Je4e73jbVp5D7OY/Rc5BzmsxgDw93XufuekrZUlsW06xibd/QcJvjUH26WtFXw7y0l3dKjuQBjcvdb8ts7JH1JWRnd7Xn6pfLbO/LNObfRz5qetzfn4/L9QE+4++35L5HDkj6sdlkz5zD6kplNU3bR/il3/2J+N5/FGBixc5jPYgwid79H0mXKejVNyucwwaf+cKWk7c1suZlNV9bU6+IezwkYxcxmm9kmrbGkIyT9Wtn5ekq+2SmSvpKPL5Z0spnNMLPlyprRXTG5swaSGp23eRry/WZ2QL6ix3ODxwCTrvWLYu6pyj6PJc5h9KH8nPuopOvd/Z3Bt/gsxkBIncN8FmNQmNlCM5uTj2dKOlzSbzVJn8NTO/lkMD7uvtbMzpL0TUlTJH3M3a/r8bSAmEWSvpSvpDlV0qfd/RtmdqWkz5rZ8yX9RdLTJcndrzOzz0r6jbIVQs5093W9mTo2ZGb2GUkrJS0ws5slvVHS+Wp+3r5Y2apjMyV9Pf8Cui5xDq80sz2VpbrfJOlFEucw+tZBkp4j6dq834gkvV58FmNwpM7hZ/BZjAGxRNKF+Yp1Q5I+6+6XmNlPNAmfw5Y1JwcAAAAAAAA6j7I7AAAAAAAAdA3BJwAAAAAAAHQNwScAAAAAAAB0DcEnAAAAAAAAdA3BJwAAAAAAAHQNwScAANARZvY2M7vNzJb2cA5zzOyAXh2/V/rhte8WM9vNzN5rZv8I7jvQzGb2cl4AAKA+gk8AAGAUM3uambmZ/dbMvm9ml5nZI2a2Nh9fZma/ybc5N3/YfZLulbS2R3M+RNLZkn5Zuv+wfJ7h15tL20wxszeb2ZVm9rM82DErcoxa2/VAT1/7bjGzKZK2l3SMpDnBt66T9E4z27MH0wIAAA2Zu/d6DgAAoM+Y2fMkLXD3fw/uu0nSHHefE9x3kqTd3f2fJn2SgTzwdKakk919uPS9SyWFGUEu6Uh3/0uwzeckzVUW5Fgj6ZOSFubbedPtBo2ZPV/Spe5+U6/nEmNmn5b0DHe34L6NJF0m6QXu/utezQ0AAFSb2usJAACAvmSS3lO1kbv/r5nN6f500sxsobIg0MpI4OkgSbe6+2FjPP5ESSdI2sfdV+f3vUHSnyQ9X9JHmmw3aMxsU0mvl3Rpr+cyhtXlO9z9ETN7taQvm9me7v5AD+YFAABqoOwOAACM4u4fawVYamz7wW7Pp8KbJF3v7n+MfO+fJf3RzLYd4/FnSbpL0s9bd7j7jZL+rCybqul2A8PMZkj6lKRH9Xou4+HuP5L0D0mv6PFUAADAGAg+AQCACTOzfczs/WZ2T3DfM8zsi2b2DzPbwcxeamZfMrP7zOyTZjbTzI43s0+b2Z/M7Odmtktpv/Pz/X7DzG4xsx+a2Yrg+3OVZR19PTKnFZKOlPQvkv5gZj8ws31L22wi6UBJf4mUzV0vaQ8zm9tguyea2f/kzb8fb2anmdmn8tfg62a2wMxWmtmFec+s35nZwaU5vTx/nlflPbb+Po7X/mgzuyg/7q5mdo6ZfdXM7jKz1wYPf6uk3fLxRXkvr13yfcy0rJH518zsJjP7hZkdmX9vlpk908wuMbNvmdl+lvUHuzl/n1fnvbXWmNnbg3l9zMzW5e/l4vy+bczs4/l+7shfp+3Ges4l35X0KjOb3uAxAABgEhF8AgAAE2JmpqwZ9CGSNmvd7+6fkXRP/r2nSfq4uz9V0hskPUvS/0i6yd2fKenRkjaW9IFgv5tI+p6kz7r7Ufk28yR928w2zzd7sqTpkmI9f+6S9BRJr5L0A0mPlfRDMzs+2GZLSVMkxQI89yorP1xWdzt3/6qkGyQtyo99ibs/S9Ipko6SdJGkIXc/RVnQ5zZlJYOt53yYpBMlHeLuKyQdIOnByDFb26de+69Lujv/3rMlXeDuT5T0QUlvawV33P1Vkj6eP+xkd1/p7r8xs6nKAnrXuvsxknZU9l5eYmaPljRb0s2SDs9fm8MlvU3SbyT9n7KeWJL0LXc/O5jXaZKuUdYn7DYz21LStyT9u7sfIWlfSXtK+lbe06mO65T14Tq4akMAANAbBJ8AAMCEeOZSSb+IfPtv+e1n3P3+fPyt/PbX7n5Nvo+HJV0laUXw2JdL+p27X5Zv8w9J71cWUHlZvs3++e2NkXnd6O4Xu/u73P1gZUEdl3RhELyal9/GgkqtleNmNtgufM5fdvc7Ss/5Znf/bj6/dZJ+LGmrYD57589vRr7NVZL+O3LM1nMc67VvzfUD7v5QPv6hskDZ3ql95k6WNNvdP5kfZ5WkdyjrF3quu9/p7pdLulNZUO58d/9vdz/C3W9y9+9I+rakg/IgoiTJzB4r6evu3prbeZIudvfr8uP8WVkZ4HJlQbM6WuWWBJ8AAOhTNBwHAACdsiZy37rIfY8kHr9K7QCOlGUKbWVmlwX3baysx9KC/N9b57f3VU3O3T+XB0I+qixj6iOSHs6/HSvZamXe3C1pVs3tpMhzzptjx6a1Kr9tPe9vKuthda2Z/ZukT7r7ebEHlsRe++HIfa0g1MzI90JHSdq69NpvpOy1nxPct05ZQ/fYsd6h7Pk8X9K78/teLOnVpeM8WCqHnJMfZ3HFHFvuzW+3qLk9AACYZASfAABAv1ok6dvu/oIxtpmW38aCHzH/LenfJM3P/93Kmpkf2Xa+suDKLcqyhepsN14mSe7+KzPbX1ng5iOS/p+ZvSYvYeykaCQssEhZyd3h4z2Au3/LzH4p6RVm9l5l5XkPufttpeO8yd3fMt7jqB1A3HQC+wAAAF1E2R0AAOhX90g6IizbajGzPfLhnfnt7Do7zJuF/015jyh3v1fS1ZJ2imy+vaSfuft9dberM4cac7zW3Y9U1sfpH5I+bWbHdWLfDdwjaf+8J1NB8NrX8Q5J20g6Qdlqge+NHOcpZjZlAsdpZXHd02BeAABgEhF8AgAAdQ1pcn93+I6krSR9ycweJWUNts3s2coaXEvS7/PbRXV2aGbzlQV0vhnc/T5Ji8Ngh5ntIGmpsgbdTbcbt3yluIWSlPdUepyyzJ5Dx7O7mtuVV++Tstd+Y0kXl57vkcqaxdc9zkXKGpOfo6wh+68ix1kh6ZNmtig/xlQzO1tZk/M65ua319fcHgAATDKCTwAAoJKZzZG0uaRNWkGCiC3ybZcG922V3y4ubydpSenxi/PHt7Z9h7LeP4dJ+qOZ3aJsBbs3qL0q3jfy2+0ic36XmZ3dWjXNzBYoa3B9qruvDTa9UNKlks7Ng1tTJb1V0teUrcjXdLtRz9nMxnzOwe0MSR83s9bKda1+Ut8tP7+S2Gu/TeSY8yL33ZXfLjWzuWa2i7IV8K6WtJekX5jZHWZ2u7Ln+c78WBspW2FvWzOL9pDKX+d3K1vBLtY4/V+UZSydLOlWM/urst5Zx0j6fLDdlvkxtyrvQO0gVdVrBAAAeoTgEwAAGJOZvUfS75SvwCbp12b2sdI235P0hPyfV5rZ083sC5Kel9/3f3lWz5mSLsnve6GZXWlm88zst5KOzO+/xswOc/e7JB0k6TPKmkpvKukySYe7+4OtY0n6raSwYXXLOkmvk/QHM/u4pOdIeq273xxulDfLfkp+jCsk/Sjf51PzMr3a25nZBcqCY5L0ITN7q5kdryyQI2VlhL80s8VmdpWk0/P7v2pmrYyiYyT91cx+IulLks509y9Hnp/yY8Ze+y9Kem5+38X5a3+epNb79kYze18+/pSkHygLOL1I2QqDq5QF/T6gbNW8TSVdK+nx7n6bme2nLNNojrLMr9+b2SGJKX5I0s8kfb38DXe/QdJjlJ0TD0naRNIXJB3XamJuZt/P5yJJV5jZyaXdrJD0C3f/Zeo1AgAAvWXB71QAAAADx8xOlPSv7r59r+eCyWVmQ5L+Iukl7n5xr+cDAADiyHwCAAADzd0/K+lqMzut13PBpHu2pMsIPAEA0N8IPgEAgPXBaZKONTOynzYQeRP6YyS9sNdzAQAAY6PsDgAArBfMbJqkl0q63N2v6vV80D1m9hhJ+0t6n7uv6fV8AADA2Ag+AQCA9YqZzcgbZmM9ZWYbufsjvZ4HAACoh+ATAAAAAAAAuoaeTwAAAAAAAOgagk8AAAAAAADoGoJPAAAAAAAA6BqCTwAAAAAAAOgagk8AAAAAAADomv8PyZXBRQLzwuoAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "font2 = {'family' : 'Times New Roman', \n", + "'weight' : 'normal', \n", + "'size' : 20, \n", + "}\n", + "with open('G:\\\\test_data\\\\total_cpu_usage.txt', 'r') as f:\n", + " i = 0\n", + " plt.figure(figsize=(20,8)) \n", + " plt.title(\"Total CPU usage of LBs with time\", font2)\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " x = range(0, len(list1))\n", + " l = [float(item) for item in list1] \n", + " plt.plot(x, l, color=mcolors.TABLEAU_COLORS[colors[i+1]], label=label, linewidth=1.5)\n", + " plt.ylabel(\"CPU usage(percentage)\", font2)\n", + " plt.xlabel(\"Time(500ms intervel)\", font2)\n", + " i += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABakAAAH2CAYAAAB6LQD7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOy9eZwdVZ3+/5y6VXftvTudfYOEbASQ1YBgEBlAUUEQlUWJiPNlGNCf44LGZRh1xAFHXAYXFAFhZEA0Iogg+x4JgSQkJIEsZOvO0svdaz+/P6rq9l1q66S7bzf9eb9evELfqlv33HvrVp3znOc8H8Y5B0EQBEEQBEEQBEEQBEEQBEHUA6HeDSAIgiAIgiAIgiAIgiAIgiDGLyRSEwRBEARBEARBEARBEARBEHWDRGqCIAiCIAiCIAiCIAiCIAiibpBITRAEQRAEQRAEQRAEQRAEQdQNEqkJgiAIgiAIgiAIgiAIgiCIukEiNUEQBEEQBEEQBEEQBEEQBFE3SKQmCIIgCIIg3jEwxq5ijO1ljOUYY+0j9JpPMcY+OxKvRYTD/v4P89m+nTH2/kM4/i8YY9882OcTBEEQBEEQlZBITRAEQRAEMcphjF3MGFtlC29djLGHGWPvsbf9O2NMs7f1M8ZeYIwtKdt2l8vxOGNszki/j+GGMSYB+G8A/8Q5b+Cc99S7TUR9sL//rQDAGLudMfbdgz0WY+xyxthzVcf/f5zz7xxqOwmCIAiCIAgLEqkJgiAIgiBGMYyxLwK4GcB/ApgIYAaAWwB8pGy3/+OcNwCYAOA5AH9kjLERbupoYCKAOID19W7IeIMxFql3GwiCIAiCIIixC4nUBEEQBEEQoxTGWDOA/wBwNef8j5zzPOdc45z/hXP+5er9OecagDsATAJwUFEX1S7rchcqY6yDMfag7djuZYw9yxgT7G3XMca2MMayjLENjLHzy44RYYz9kDF2gDG2jTH2r/briM77ZIz9xnaJ72aMfddL9GSMxRhjNzPG9tj/3Ww/dgSATfZu/YyxJzye/27bbd7PGFvDGFtatm0ZY+wN+z1sZYz9c9VzP8IYe40xlrHf69llm2cyxp63n/soY6zD5zP+sv1e9zDGPlP+mVdHh1S7eBlj8xljf7c//02MsYvKth30c13auJQxtosx9nX7e9vOGLukbPvtjLGfM8b+yhjLAzidMbbAbkM/Y2w9Y+zD9r4n28eYbv99tL3PfPuzuL/qtX/KGLvZpU3LGGN/Kfv7LcbYvWV/72SMHWP/P2eMzWGMfQ7AJQC+wqzVBn8pO+QxjLG1jLE0Y+z/GGNxl9dcAOAXAJbYz+8ve//O78L5rL7CGNtnf7fnMcY+wBjbbH/eXy87psAGfi89jLF7GWNtXt8FQRAEQRDEeIBEaoIgCIIgiNHLEljO4D+F2ZkxFgNwOYBdnPMDw9CefwOwC5ZjeyKArwPg9rYtAE4F0AzgegB3McYm29uuBHAOgGMAHAvgvKrj3gFABzAHwLsA/BMAr4zn5QDebR/raAAnAvgG53wzgEX2Pi2c8/dVP5ExNhXAQwC+C6ANwJcA3M8Ym2Dvsg/AuQCaACwD8CPG2LH2c08EcCeALwNoAXAagO1lh7/Yfk4ngKh97BpsYftLAM4EMBdA6FxkxlgKwN8B/K/9Op8EcAtjbJHvEw/+uZMAdACYCuDTAH7FGJtXtv1iAN8D0AhgJYC/AHjUPv41AO5mjM3jnL8A4JcA7mCMJQD8DtZ3thHAXQDOZoy12O0UAXzc3qeapwGcaou8kwFIAE6xn3cYgAYAa8ufwDn/FYC7AfyXHQHyobLNFwE4G8BsAEfB+u2g6vlvAPh/AF60n9/i81nF7c/qWwBuBXApgONg/S6+xQYysq+F9Rt4L4ApAPoA/I/HcQmCIAiCIMYFJFITBEEQBEGMXtoBHOCc6wH7XWQ7PHfCEsXOG6b2aAAmA5hpO7qf5ZxzAOCc38c538M5Nznn/wfgTVgCMmCJgT/mnO/inPcBuME5IGNsIiwB+wu2U3wfgB8B+IRHGy4B8B+c832c8/2wBPHLQrb/UgB/5Zz/1W7n3wGsAvAB+z08xDnfwi2ehiW4nmo/9woAt3HO/24/d7ctsjr8lnO+mXNeBHAvLBHdjYvsfV/nnOcB/HvItgOWgL6dc/5bzrnOOV8N4H4AFw7jc7/JOVfsz+Mhu/0Of+acP885N2G93wYAN3DOVc75EwAehCWGA9b7bAbwDwB7YIuynPMuAM8A+Ji939mwzvlXqhtiZ0xn7dd6L4BHAOxmjM23/37WbktYfmKfs72wBPZjBvHcajQA37NXM9wDS9z/Mec8yzlfDyuC5ih7338GsNz+PSiwPpsLbYGeIAiCIAhiXEIiNUEQBEEQxOilB0BHCPHqXs55C+e8k3P+vjKBT4flNi3BrOKCgCWqDZYbAbwF4FE7DuO6suN+yo7C6LcF8yNhCXWA5RbdWXac8v+fabexq+y5v4TlxnVjCoC3y/5+234sDDMBfMx5Hfu13gNLeAdj7BzG2Et2PEM/LPHaeQ/TYbnFvegu+/8CLMHWq/3l7/9tj/282n9SVfsvgeXiPejnMsZm2FEWOcZYruw5fbaQXt7W8s+6/H1MAbCzSiR+G5az2ImiuR3WefFDZ3LD5g5YEwiw/3VzUTs8DWApLCf70wCegiVQv9f+ezCE/c7C0MM5N+z/L9r/7i3bXiw7/kwAfyr7Ht4AYMBanUAQBEEQBDEuodl6giAIgiCI0cuLAGRYzug/HMTzdwD4UNVjs2EJYrs9nlMAkCz7exKsiA9wzrOwIj/+zY6JeJIx9jIs4fpWAGfAikUwGGOvAXCKN3YBmFZ2zOll/78TgAKgI4RjHLBcuDMxUBxxhv1YGHYC+B3n/MrqDXZUyv0APgXLIawxxlaUvYedAA4P+Tp+dKHy/c+o2p5H7efvsBPA05zzMz2OfSjPdRNoWxljqTKhegaA18u2lwvNewBMZ4wJZUL1DACbgVLUyrcB/BbADxljJ9guYgBYAeDnjLEjYTm+v+LRRsASoj8E6zz+TwD9sMT2JQB+5vEc7vF4WA71+dXsBPAZzvnzQ3xcgiAIgiCIMQs5qQmCIAiCIEYpnPM0rHzb/7ELsSUZY5Lt+P2vEIf4G4B5jLHL7Oe1wRL2/uAjCL8G4GJmFTs8G5ZDFQDAGDvXLkbHAGRgid0GgBQsIW+/vd8yWI5Zh3sBfJ4xNtXOHv5q2XvsghWr8UPGWJOdN3w4Y+y9cOf3AL7BGJvArOKE34KVaxyGuwB8iDF2lv3+4nbRu2mwcqRj9nvQGWPnwMrGdvgNgGWMsTPsNk61YyYGy70ALmeMLWSMJWEJt+W8BuCj9nc9B1bMiMODAI4o+z4lxtgJdnG/Q32uF9czxqKMsVNhCcj3eey3EpZI/hX72Ethicn32OfL7bA+wytgCfXfcZ7IOZdhTcL8L4B/cM53+LTnaQCnA0hwzncBeBZWREg7gFc9nrMXwGEe28KwF8A0xlj0EI5Rzi8AfI8xNhMA7HP5I0N0bIIgCIIgiDEJidQEQRAEQRCjGM75fwP4IoBvwBJQdwL4V1ju06Dn7oMVWfHPsIoCvg4gDeAqn6d9Hpa42A/LoVr+OnMBPAYgB8vlfQvn/CnO+QYAP7Qf2wtgMYByl+itsITotbCExL/CiiJx4hE+BUsk3gCriNwfYEdwuPBdWDnSawGsA7DafiwQzvlOAB+BVfDR+Sy/DECwXeLXwhKR+2AVBXyg7Ln/gF1MEdZn+DQsR/eg4Jw/DOBmAE/AcqA/UbXLjwCosD7HO2AV/XOem4UlnH8ClnO5G8APYInrh/pcN7phfRZ77GP9v6oc7vL3pQL4MKx88QMAbgHwKXv/a2FFWXzTjvlYBkvwP7XsEHfAOm/8oj5gF8jMwRKnwTnPANgK4PmyuI1qfgNgoR2vscLv+B48Acu5380YG4qCpD+GdW49yhjLAngJwElDcFyCIAiCIIgxC6uMgyMIgiAIgiCI4cV2Kf+Ccz5okfedCGOMA5jLOX+r3m1xsJ3Qd3HOpwXsOlSvNwPARgCTbOGZIAiCIAiCGEeQk5ogCIIgCIIYVhhjCcbYBxhjYlk28Z/q3S5idMAYE2CtFriHBGqCIAiCIIjxCRVOJAiCIAiCIIYbBuB6AP8HoAjgIVhZ0sQ4hzGWghVP8jasbGmCIAiCIAhiHEJxHwRBEARBEARBEARBEARBEETdoLgPgiAIgiAIgiAIgiAIgiAIom6QSE0QBEEQBEEQBEEQBEEQBEHUjTGdSd3R0cFnzZpV72YQBEEQBEEQBEEQBEEQBEEQPrzyyisHOOcT3LaNaZF61qxZWLVqVb2bQRAEQRAEQRAEQRAEQRAEQfjAGHvbaxvFfRAEQRAEQRAEQRAEQRAEQRB1g0RqgiAIgiAIgiAIgiAIgiAIom6QSE0QBEEQBEEQBEEQBEEQBEHUDRKpCYIgCIIgCIIgCIIgCIIgiLpBIjVBEARBEARBEARBEARBEARRN0ikJgiCIAiCIAiCIAiCIAiCIOoGidQEQRAEQRAEQRAEQRAEQRBE3SCRmiAIgiAIgiAIgiAIgiAIgqgbJFITBEEQBEEQBEEQBEEQBEEQdYNEaoIgCIIgCIIgCIIgCIIgCKJukEhNEARBEARBEARBEARBEARB1A0SqQmCIAiCIAiCIAiCIAiCIIi6QSI1QRAEQRAEQRAEQRAEQRAEUTdIpCYIgiAIgiAIgiAIgiAIgiDqBonUBEEQBEEQBEEQBEEQBEEQRN0gkZogCIIgCIIgCIIgCIIgiHckTz31FM466yzccccdNdveeOMNXHjhhbj22mtx4YUXYvXq1YHHe+6557BkyRI0NDRg/vz5uOWWW8A599x/69ataGhowFNPPXVI+5Tj954Otc2maeKee+7B5z//efz0pz/FSy+9FOo1DhVxRF6FIAiCIAiCIAiCIAiCIKpQFAWmaZb+jsfjYIzVsUXEO4mHH34Y99xzDx599FF88pOfrNi2c+dOLF26FCtWrMCSJUuwadMmnHzyyVi5ciXmzJnjerzNmzfjmmuuwZVXXolUKoVbbrkFV199NWRZxhe/+MWa/U3TxLJly5DP5z3bGGafsO/pUNvc09ODSy65BEuXLsWPfvQjCMLI+ZtJpCYIgiAIYkywZs0arFmzpvS3KIr4wAc+gJaWlvo1iiAIgiCIMYeiKMjlcp7bm5ubIYokl4wEmzZtwu9///uKx0455RSceeaZdWoR8U7jnHPOwcyZM3HnnXfWbLvuuuswffp0LFmyBAAwb948HH300fjSl76EFStWuB5vxYoVeOyxx9De3g4AuOiii7B48WL85Cc/cRWpb775ZixYsADPPPOMZxvD7BP2PR1Km7PZLM466yx88IMfxHXXXRfq2EMJXXUJgiAIghgTvPbaa9i9ezcmTpwITdPQ3d2NxYsXk0hNEARBEMSguP3229HV1eW5fdGiRfjYxz42gi0avxw4cAAA8P73vx+RSATPP/88+vr66twq4p1GIpGoeaxYLOKPf/wjli1bVvH4iSeeiJtuugl9fX1obW2ted4ll1xSEnudY5977rn4zW9+U7Pvxo0bsWbNGixbtgy//OUvXdsWZp+w78mLsG2+9tprIQgCrr/++tDHHkpIpCYIgiAIYkyg6zqmTJmCyy+/HH19ffjxj38MXdfr3SyCIAiCIMYY2WwWs2bNwrHHHluz7dlnn0U2m61Dq8YniqIAsNzTjDGsWbOG+nd15Pq/rMeGPZl6N6OChVOa8O0PLTqkY7jFx7zyyiuQZRkTJkyoeHzy5MkwDAOrV6/GGWecUfO8qVOn1jymaRpOO+20iscMw8BXvvIV3HbbbXj99ddd2xVmHy8GE4kTps0bNmzAHXfcgS996Uv4t3/7N6xatQqNjY1Yvnx5yWk+3JBITRAEQRDEmMAwDMRiMQCAJEkAQIMYgiAIgiAGjWEYmDBhAo466qiabWvWrIEsy3Vo1fhEURTEYrGS4BaJRGAYRp1bRYwHuru7AaDCYQwAjY2NAIB9+/aFOo5pmnjkkUdw9913Vzx+ww034LOf/Sw6Ojo8nxtmn+HArc333nsvOOdYuHAhLrvsMiiKgvPPPx+nnXYaVq5c6TqpN9SQSE0QBEEQxJhA13VEIhEAKOVEappWzyYRBEEQBDEG0XXdM3OaRNKRxRGpHURRpM+/jhyqY3kskkwmK/52zr9oNBrq+bfffjvOOeccnHTSSaXH1q5dix07dmD58uWezwuzz3Dh1ub169cjlUrh8ssvB2B9LjfddBOOOuoofO9738P9998/7O0ikZogCIIgiDGBYRilAaXzLzmpCYIgCIIYLIZhlCa+qxFFkfoXI0i1SB2JRKCqah1bRIwXpk+fDgA1GeiZjBV30tnZGXiMLVu24IEHHsB9991XekzTNCxfvhx33XWX5/PC7DNcuLUZsGKQHBe5w+LFizFjxgxs2LBhRNpGIjVBEARBEGOCcie18y8NIglidJHe1437//Nb0DyWykeiUXzk35ZjwszZI9wygiAIC9M0YZomOalHCYqiIB6Pl/6mz58YKRYsWIBEIlFTRHXXrl2Ix+M47rjjfJ/f29uL5cuX47e//W0pihAAXnjhBTz44IOuxd1PP/10zJw5E3fccUfgPtu3bz+Yt3VQbQaAGTNm4KmnnqqZxJs8eXLNvsMFidQEQRAEQYwJyp3UjDFyOhHEKGT/29vR17UHc088GfGGhoptarGITS8+i/1vbyORmiCIuuH0Hbyc1CSSjiyKoiCRSJT+prgPYqRoamrChRdeiGeeeabi8dWrV+O8886riQEpJ5PJ4Nprr8XNN9+M1tbW0uNdXV047rjj8Oqrr1bsv2rVKlx55ZW49dZbcfLJJ2PGjBmB+ww1fm2ePHkyLrjgAtx666146aWXcMopp5S29/T0YNmyZUPeHjdIpCYIgiAIYkxQnR9JIjXxTiAra+Ae2+JiBFFRGNH2HCpKIQ8AOO2SZWiZNLliW663B5tefBY6LeMmCKKOOAKol5Oa+hcjiyzLFW7SSCRCnz8x5Dh1bKrPrW9961s4/vjjsXHjRsyfPx/r16/Hhg0bcPvtt5f2uemmm3DffffhoYceQkdHB/r6+nDeeefh0ksvxWuvvQbAuq6sXr0aLS0tuOaaa3DMMcdUvE5/fz8AYM6cOVi4cCEAhNpn3759OPfcc3HxxRfjC1/4Qqj3dLBtPuuss3D++efjhhtuwF/+8hcAwPPPPw/OOT7/+c/7fr5DBYnUBEEQBEGMCaqXntEgkhjr3PbcNvzHg94Zf+2pKF782hljSqh2ROqoi/tIjFqZo5qijGibCIIgyiEn9ejCLZOaPn9iKHnxxRdx2223AQDuvPNOdHZ24sMf/jAASxB+5JFHsHz5chx++OHYvXs3nnzyScyePbDia+/evdi2bRuKxSLy+TxOO+00vP766zUObFEUsWvXriFtu6Io2LZtG/bs2RP6PR1Km++++258/etfx2c/+1nMmDEDO3fuxFNPPYVUKjWk78sLEqkJgiAIghgTVDupJUkikZoY02w7kEcyGsEXzzyiZtvL23vxyPq9yCk62sRw1eVHA45IHUvWDmbEqPU+dJVEaoIg6keQk5pE0pGlWqQmEwIx1CxZsgRLlizBrbfe6rr9pJNOwv333+/5/BtvvBE33nhj6e9169YNug1Lly4F515r57z3mT59Ovbv31+zb9B7Otg2JxIJ/OhHPwq173BAIjVBEARBEKMe0zTBOScnNfGOQtENNMUlfPbUw2q2JaMiHlm/F6pu1qFlB4+Sz0OMxRBxEX8ikgQwRiI1QRB1JchJ7fQvOOdgjI1k08YdhmFA0zRyUhMEAQAYO2sHCYIgCIIYtzgDyupMaieLjSDGIrJmIi65d8ediI8xJ1IXCq4uasAueBqNQqNMaoIg6kgYJzVgTZATw4tq3w9IpCYIAiCRmiAIgiCIMYAzWCEnNfFOQtENxER3J19JpB5jA3W1kEcsUZtH7SBGY1Q4kSCIuhImkxoACaUjgGLXKKC4D4IgABKpCYIgCIIYA3g5qWkQQ4xlFN1EzMtJHRFK+4wllGIBMZ/iOlI0Bp0KJxIEUUeCnNTO4yRSDz+OSB2Px0uPRSIRcM7JyU4Q4xASqQmCIAiCGPWQk5p4JyJrBuIeTuqYOEZF6nzOM+4DsIonUiY1QRD1JKyTmvoYw48sywBq4z4AmiQgiPEIidQEQRAEQYx6yElNvBPxdVKP4UzqaJBIrVHcB0EQ9SNsJjWJpMOPV9wHQJMEBDEeIZGaIAiCIIhRDzmpiXcismZ6ZlLHxqxInUfcT6SOxaBR3AdBEHUkyElNcR8jh5tITZMEBDF+IZGaIAiCIIhRj5uTWpIkEqmJMY2iG+9AJ3Ue0aR34UQpGqXCiQRB1JWwTmrqYww/JFITBFGO+1WZIAiCIAhiFOHmehJFEZqm1atJBBGK9U8/jtV/faD0d0QU8f4rr0bnrMOgaKZnJnVJpDbGjkitaxoMTQvIpI5BzudHsFUEQRCVhM2kJpF0+KG4D4IgyiEnNUEQBEEQox431xPFfRBjgc0rn0d6Xzca2tuRbG5G11ubsHvjegABTurI2HNSqwVLfI6l/EVqneI+CIKoI0FOaor7GDkckToajZYeo0kCghi/kJOaIAiC8KWnpweFQsF1myAImDRpkqcThSCGCi8nta7r4JyDMVavpo1bstmsp5M9Eomgubl5hFs0OlHyOXTOPhznf+Vb0GQZP/n0haVMZkUzS9nT1YzFuA/FEampcCJBEKOYsE5qmggffhRFQSwWq+jHkUhNEOMXEqkJgiAIT3K5HH7605/67nPOOefgpJNOGqEWDQ3Zxx5DYdUrntsbTjsVqZNPHsEWEUF4OamdbV5uKGJ46O7uxi9+8QvffS699FLMmTNnhFo0epFzObRNmQbAEmgBlERqWTcQl/zjPhR97AzSlbwjUvtkUpcVTty+fTtWr17tue+ECRNw6qmnDm0jCYIY94TNpCaRdPiRZRnxeLziMYr7IIjxC43oCIIgCE8cB/Wpp56KGTNm1Gy/++67kR+D2aL7brwJ6q5dEMry7xxMWUZxzRoSqUcZboUTywcxJFKPLOl0GgCwdOlStLa2VmyTZRkPP/ww+vv769Cy0YeczyGWagAAMEGAGI1BU2QYJodmcE8ndcwWSZQx5aS27hmxRICT2i6c+Oyzz+Ltt99GY2NjzX7FYhFr167FKaecAkGghEKCIIYOyqQePThO6nLo8yeI8QuN6AiCAOcczz//vKfYyBjDCSecUCNEEO98nKX806dPx9y5c2u2S5JUN5cD5xyP/fp/kNm/r/RY25RpOP3yzwU+1ywW0fLR8zH5O9+p2bbz6n+Ftnv3kLaVOHScgUp13AdATpt64FwbFi5ciM7OzoptiqLg4YcfLuVMjneUXA7xhobS31LMymR2HNJeTmonq3osFU5UiiEzqVUFpmli165dOProo/GhD32oZr/nn38ef//736FpWo2AQRAEcSiEzaSm/sXwQyI1MVI89dRT+P73v4+LL74Yn/70pyu2vfHGG/jmN7+JKVOmYM+ePfj617+OY4891vd4zz33HL785S9j3bp1mDZtGq699lpcddVVnhGEW7duxVFHHYUHH3wQS5cuPeh9wr6ng23z/PnzsWnTpprnXnDBBfjDH/4Q+BqHConUBEEgnU7jscceQyQScXUUqKqKaDQa6kJJvLNQbbebJEmu2+tZuK6YzWDtY39D04SJSDW3INfXi+1rVuO0S5chIrq318GUZbB4wnWbEI+DF4vD0WTiEHBzUjvnJQ0iRx7n2lBe6MjB+V5IpAZ0VYWuqYinBkRqMWY5qRXNEp89M6nHYOHEgbgPf5Gamyb2dndBURRMnz7dfb8ykShIpH7s1/+DratXeW5feNr78J5PXBbUfIIgxgm6riMSiXiKSSSSjhyKoiBZFRFFkwTEUPPwww/jnnvuwaOPPopPfvKTFdt27tyJpUuXYsWKFViyZAk2bdqEk08+GStXrvSMrdu8eTOuueYaXHnllUilUrjllltw9dVXQ5ZlfPGLX6zZ3zRNLFu2zHcFcph9wr6ng23z448/jkmTJuGqq65CqsxwcNNNN+GCCy4I1a5DhURqgiBKHYDzzjsPixcvrtn+ne98x7M4FvHOxvneR6NIrdpC8skfuxiL3nsGVv/1z3jyjluhyjISDf4iNS8WIVTl3zmwRBwmidSjDj8nNV2fRh6/a4MgCIjFYiRSw4r6AFCK+wAAKRa3RGrdEandndSCwCAKbGyJ1HbhxKhPJrWTy/329rcBwFOkHswk1NZXV0GMSpgyb2HNtp3r12Lrqy+TSE0QRAnDMHyLfpNIPXIoilKzWpc+f2KoOeecczBz5kzceeedNduuu+46TJ8+HUuWLAEAzJs3D0cffTS+9KUvYcWKFa7HW7FiBR577DG0t7cDAC666CIsXrwYP/nJT1xF6ptvvhkLFizAM88849nGMPuEfU8H2+YDBw7giSeeqIhZy+Vy+OpXv+q66m04oIA3giACc9kkSSIRaJwSRqSu17mhFq3s06jtiJbsfzXZX2Dmug6uaWAJd5FaSCRhyvIQtpQYCoIyqYmRxc9JDYBEahvFFqnjZW4UJ+5D1py4D+/ueFQUxphIXQAYQyzhJ1JbruidO3cimUyira3Nfb9BTEJpsoyZR70LZ1/1hZr/pi86CsVM+iDeDUEQ71SCallQ/2LkoLgPYqRIJGpX0RaLRfzxj3/EiSeeWPH4iSeeiAcffBB9fX2ux7rkkktKYq9z7HPPPRc9PT01+27cuBFr1qzBJz7xCc+2hdnHDbf35EWYNn/84x+vqQPywAMP4H3vex8ayqLrhhNyUhME4Sr+lFNPtyxRX0a1k9oWo6WEI1JborMWIDCbsiWcCRT3MaagTOqhI//SSmi7d3lsZUid+h5IVTnT1TjXBq/7BonUFnLOFqkbBgoDWk5qJdBJDdgi9RjKpFYLeUTjCTCfQoeSLUbs3rMH06dP91xuP5jftyYXIcXcJx6TTc0oZtLgnHu+FkEQ4wtyUo8e3ERq6t/VmYevA7rX1bsVlUxaDJxzQ8VDsizj+eef9zxPJEnCKaecUjq/3PoAr7zyCmRZxoQJEyoenzx5MgzDwOrVq3HGGWfUPG/q1Kk1j2mahtNOO63iMcMw8JWvfAW33XYbXn/9ddd2htnHi8H0a8K2uZp7770Xl1566aDadSiQSE0QhKv4Uw45qccvo1qkrnJSR22xWg1yUtvbBQ8nNUvEwTUNXNfBfFw2xMjituKDBjGDh6sqdnz2s4DPZ9Z6ySWY9M1v+B7HqVXg1TkmkdpCLjmpKwsnFjKZcE7qiFDKrh4LKIW8bx41YMV9mBER2XQax59wgud+zn0nqP9h6DoMXS9NVFaTaGqGoetQi0XEfGJICIIYPwQ5qUmkHhkMw3AtjkufPxGGrVu34tlnn4UoijXuX9M0oes6pk6dinnz5nkeo7u7GwAqHMYA0NhomQv27dsXqi2maeKRRx7B3XffXfH4DTfcgM9+9rPo6OjwfG6YfYYDrzaXk81m8fzzz+P3v//9iLWLRt8EQZCTmvDEEQe8lvRLklT3TGpHdIjGEhWPe+FEeXgXTkzY+ymINNBtcrTguJ7KRVESqQePKcuArqPjX65Cy4UX1mx/+9LLYGQygcfRNM1z8gqwRGqZYnNKcR+xBpfCie9AJ7VSyCOWChKpYzAT1j5eedRA+N+3pljnWdTjmp5sagZgFdsdjyL17k1vYPfG9Z7bp85biKnza7O8CeKdTJCTmvoXI4MzmR2vmmQkkbrOVDmWRytO9NzVV19dk2u+b98+3HLLLaGNdtXFO51zz2sMXM3tt9+Oc845ByeddFLpsbVr12LHjh1Yvny55/PC7DNcuLW5mj//+c8488wzBxUrcqjQ6JsgCHJSE54ELemvbya1HfcRH1zchxPl4eWkdh7nchFo8BdbiAH2bN6INX//K8A5AIAJEZx43oVomzJtSI7v5nqiQeTgcSZpxM5OSFOm1GwXmppgFgqBx3Gc1F7EYjGk05QD7O6kdgonWvfemI+TOjYGM6mDhGAxGoWRaIAgMExxOQcdwjqpnWu+V9xHoqkJAFDMpNEycZLvsd6JPHHbL7Bv+xbP7Z2zDsdlP/jxCLaIIOpPkJPacWWSSDq8OCI1xX0QB4NffZSw55AzWV6dPZ2xDRudAfF3ALBlyxY88MADuO+++0qPaZqG5cuX46677vJ8Xph9hgu3Nrtx77334oorrhihVlmQSE0QRKCTmkTq8YuqqohEIp4TGKIoohBC0BoOnAKJ0cTgCicOOKk94j4cJzXlUg+K1598FG889xSaOqxMt/S+vWiZOAnvvmBwBUC8cHM90SBm8PCA819IJmEW8oHHCeOkprgPQM5lAaDCXTxQONESn+O+TupIyXE9FlDyeTR4FEJ0EKMxGMkGtDU3+55Dg3VSe8Z9NFoidWGcFk8s5jJYcOrpOPNz/1qz7ZFbbsberW/VoVUEUV+CnNSMMUQiERKphxkvkZqc1EQYwojUQRrGggULkEgk0NXVVfH4rl27EI/Hcdxxx/k+v7e3F8uXL8dvf/vbij7NCy+8gAcffBAtLS01zzn99NMxc+ZM3HHHHYH7bN++3ff1DwavNleTyWSwcuXKQCF7qCGRmiCIUgfAzy1Ly7bHJ0FCVD2jYJRCVSa1LVCoQYUTHSe1V9xHgkTqg0FTFDR3TsQVP74VAHDzpedDVYbuuuHmenLOTRKpw+NM0gg+IrWRDY77COOkJpHaclJHE0kIQlmWeqlwYrCTeszFfRTzaEv4r54QRBFGPIWO5mbf/QbtpA6K+xinIrWSzyHR2AQpGqvZFk0mA+s4EMQ7kSAnNUBxhyMBidTB7N+/Hw888EDFuXj88ccHiqfjAUekdvsthx0jNDU14cILL8QzzzxT8fjq1atx3nnn1cSAlJPJZHDttdfi5ptvRmtrK1auuA9vrnwe/bk84lEJ3112ccX+uVgKN/ziVtx66604+eSTMWPGDLz66qsV+6xatQpXXnllaZ+hprrNDl1dXZg8eXLFvitWrMDZZ59d8/scbkikJgjCtSBZOZIkIZvNjmSTiFHCaBapVbkIMRaDYJ+3YZ3UjpM0OO6DJmYGg6bIFcvtpXgi8LsYDH5OalrpER5uDwj9nNT63u7A44RxUquqCtM0a4rZjCeUXA7xsjxqwIql0FUFRdW6dvo5qWMRAao+dgbpSqGAWKrBd5++bBYQBLQ1BmRXh3RSOyKr5DGIStgi9VhzUqcfegj7f/jf4OCu26NTp2HG7b8F83GDmoYBtVisiJspR7InTAhivGEYRmDWLDmphx8vkdpxstMkgeXo3blzJ2bPng1RFLFjxw688cYbJFLDv4i3Wx/CGS9Un1ff+ta3cPzxx2Pjxo2YP38+1q9fjw0bNuD2228v7XPTTTfhvvvuw0MPPYSOjg709fXhvPPOw6WXXorXXnsNAPDo7+7Em2/vwMQpU/HBU05Ce+fE0vP3bd+K/n27AQBz5szBwoVWLYhjjjmmoi39/f01++zbtw/nnnsuLr74YnzhC1+o2N/rPYVts2EYWL16NVpaWnDNNddUPP/ee+/Fv/zLv9Qcd7ghkZogiFBOauokjE+ChKh6Fk7UisWKQllS3OrgBjup/QsnDsR9kEg9GDS5UqSOxhOBRSwHA2VSDw0DKwl84j7y4TKp/dwlzoBTVdWagkjjCTmfqxFtHTHVWaEU5KTOq2Pj/OacQy3kAzOp9x3oAQC0BOwX2kkdUDhRisUhSlEUQ6wQGE0UXloJva8PTWefXbNN2boFhZdfhpnNIuKyTLi0nx3d41XMMhq38tE5566DfIJ4p6Lruu89DCCReiTwEqkB+vwdnHvghRdeiFQqhdtuu43MGTZ+q/qqxwgvvvgibrvtNgDAnXfeic7OTnz4wx8GYAnCjzzyCJYvX47DDz8cu3fvxpNPPonZs2eXjrd3715s27YNxWIR+Xwep512Gl5//fUaB3ZEELD7oUcxceLEiscf+/Ut2PCn+w/qfSqKgm3btmHPnj0Vj/u9p8G0WRRF7Nq1q+KxdDqNV155BWeeeeZBtflQIJGaIIhQTmq6GY5PNE3zdZrU20kdLas0LAgRiLFY4NJlLg+icCIRGk2REU0MDPii8XhgEcvBoOs6ZVIPAY6T2lekDpEzH8ZJDVgd6/EtUudrXKyOSK3YE2H+mdQC+gpjI+5DVxSYhoFY0t8h3bVvH5iqQPRwCDuEzqQuFU50d1IzxhBvakIxM7ZEaiObhTR5MqZ8/z9rtvXdey+616yFKcvwPnusjHAAnt+JGIsDnENXFc/Ck4NFfftt7P3Bf4GX9RtbPnYhmv7pn4bk+AQxFARlUgPWNYhE0uGFROpgqovYS5JEMZw2fiI1YwyiKJY+vyVLlmDJkiW49dZbXfc/6aSTcP/93iLyjTfeiBtvvLH097p162r2+eW/XI6Zi4+pEagBa7J4ZlMKpmn6TgovXboUnFf2j6ZPn479+/fX7Bv0nsK02Yvm5uaanO6RgkTqcQTnHK88+Cfk+vtctwuCgKPef864rHw+3iEnNeHFqI77KBYQjVe6YKIhIiYGnNRehRPj9n4kUg8GTVGQahnINpPi8SHNOjUMo+Ya5QwwR/v1SS0WsGvjenDT6nQygWH6gsWehd6GE+e89oz7SIUTqcNkUgMY97nUSj6HtqmVGc2i46S2vwtfJ3VEgDpGCieWXLs+IjXnHLv3dCFSzEFX/c+NQcd9eDipASDZ2IxidmzFfZjZLIRG95gOwZ4QDLpPOd9JdeSMg1PLQVOGTqTOPfccck88gfjChYAoQtm8GSwaJZGaGFWEyaSmuInhp7SiyEWk9hpjvPnyi3jrHy8O7BeN4j2f+FSpSO47DUdkdcZj5cLreCeoLzrS41RdVT0nzOOpBnDThFosBq44G++QSD2OyPYcwNN33YaIKEKI1H71miKDMYZTL7585BtH1JXx7qTWVAWP/uInUPI51+2CKOI9n/gUOqbPHJH2FAoF7Ny503N7a2srOjs7R6QtYW/+9VgqrBaLiCYrRQkphHvXLDmpPQonJp3BP7kUBkN1JnU0MbQFudwGlI5LYrQPIleuuA//WFFZGfuUiy7Fuy/4xIi3pZRJ7dGJFpJJcFUF1zQwnwmqwTipxzNyPufipHaKvFqfTTTiLVLHpLFTONEpZls9+Hrsscfw0ksvlf7WdR2xYh66XfDIC0EQEIlEQhROtD5Hv0mfRFPTmMukNnJZRDxEl9KKnwCRWs5Z/RqviQPnXNTkItDkX8gyLIadpznr/+4BkyRsu+jjVOOBGHWEcVKTk3f4URQFjDHXsYbX57/qL3/Cvq1vIdnSCtPQkevtwYwjj8a8JaeORJNHHGcloVPfo55Ri6ONUSdSKwpElyLFAErRb0o+RyJ1ACRSjyNU201xzr9+CfOWvKdm+y//5XLk7Y4lMb7Qdb1UoMKNegqRI0Hvrp3Y+PzTaJ08pWYgxzmwd+ubmHLEghETqR999NFSMQM3EokEvvrVrwYep7judSibN3tuT55wPKIzZvgeQ9M0pDyyLIFKp5ufYDUcqMUiGtraKh6LxuKBmdSlwoleTtI4xX0cDNWZ1FIsjrzHyp2DwTAM13NsLIjU6b3daOyYgA9/8esAgPu+sxz5dP+gj/P3W3+GDc886bl97olL8IFrvuR7jFImdeAkTRERj98057wuTuq//vWv2LRpk+f2o446CmecccaQvd5QoOTcMqltkVqRERUFCIL3fXVsOandBdGdO3cimUziyCOPBGD9Zl+7/ZZAJzUQbjCulZzU3iJ1sqkZ/Xvrs2z1YDEzWUhTprhuK9VOCLjfOd+JZ+HEUsHhoRORjXQaQkNDaZJLiMVgKiRSE6OLME5qivsYfhRFQSwWcx1feonUuqJgxlHH4PyvfAv5/j784p8vQzGbHYnm1oVqUwA5qQcIqo8ykkY7bkdniR59Y2dFk5zPoWnCyJjNxiokUo8jHEdb1GNgmmpuQSE9dIICMXYIchM4N8Z6CJEjgVq03F/v/+zVmHHk0RXbOOe4+ZLzSktmR4JisYj29nZ89KMfrdm2atUqvPrqq6EmDHZ//vPQqgoslNOwdCmm/+LnvscIUzgRqJNILRcQTVQuo5fCxn2IoqdLdDQXTty3bx82+0w8dHZ24ogjjhjBFg2gKUqpeCXgZFIPr5MaGBuOkmxvD5o7J2LS4XMBWB1V57ozGPZsegON7R04/PiTarZte3UVut70FnAduOzvpGaOSF0oINLk7uJ0Ji1H2km9efNmCIKAmTNrJwy3b9+OTZs2jSqRWlMV6JrqmUmtyTJiovv34BAVR06kNk0Td955J/r6vPuCZ5xxBo466ijXbSUnddXEpqqqmDhxIv6pLO5hw12/DHRSA+EG49ZKQAGi5D1pkmhqRnEsOqkbGl23CUnnPhXgpHYyqT1F6nAFhweD0d+PSPOAK5vF4zB9zimCqAdhndSjvX8x1nFEaje8TAiaIkOy3apx+xo51uKcBoOmaRX933f6CufBMJpqJ+ma1afxclLHy5zUhD8kUo8jVLsj61X9PNncMqSuN2LsEOQmcISIIMFyrOIMztx+G4wxxJKpEb2haJqGZDKJqVOn1mzbsmULAPd83mqMbBbNH/0oJlz9LzXbdv/bl2Dkgl0HYTKpgfpkAqvFYs13Fk0kSoWivOBy0dNFDQCCPWg3R6GT+qmnnsKGDRs8t8diMXzta18bwRZZcM5r4j6kRLJ03xkKvAaUY8FRkuvtwdR5C0p/xxLJkqA3GJRCATOOPArvvfQzLtvy2PrKPwKP4TgvPZ3UiQGR2gvn8x5pJ7Wqqli4cCHOPffcmm1/+ctfsHHjxiF7raFAsaMWqvOASxELioK45L/kcyRF6gMHDmD79u2YPXs2mptrox/Wr1+Pbdu2+YjU7pnUbq57KRoL5aQOM8DUZBlSPO47cZtobIJaLELXNIhjpB9jZrIQmjxE6ni4uA+n71I9ceAQjdlO6iF0OhvpNCItLaW/hXgMOjmp68b+//kfFNesKf0ttrZh8ne/4xvnNB6gTOrRgZ9I7eWk1lSltHImIoqIJVMoZsdWYdzBUD0WGwvmjJFiNMV9OBPvkkd7nMlimUTqQEikHkc4S/m8nNTJ5hbs3751JJs0JPz4sTfx+Ma9ntvPOXIyrlp6+Ai2aIC93/8++v7v3tLfQiyGGXfegfi8eXVpjxdBboJ6CpEjQVDRpXhDQ8mNNBL4CcPlEwZBnWuzWITY0QHJReyONDdDd6kSPJi2AKNApK5a4iXF48j2HPB9nlmUwRLeIjWzXdZ8FDqpi8Uipk2bhk996lM1255++mm88MILdYnl0TUV4BxieSZ1iHzwQb2Gx4BytMd9cM6R7+tBQ1t76bFoMnlQTmqlkK855x2kEFE3wEDcjV8mNQCYee/2qU5HfISd1H6DkVQqhUKhANM0S7mN9UYuCYSVIrVTOFFXFMRE/7ZGRQHKCInU3d3dAIBzzjnHte7Bzp07S9+9G6o9sVF9jrp9b2I0Bi3EuRHGMabaIrUfSTtvuZhJo7G9I/B1642pquCKgkiju0jNEuFW/CiFPIRIxLMoolRWOHGoMPvTlU7qWBymPL6z6etJ722/BUsmIE2aDCOdRv6ZZ9H+uSsRO7w+Y6PRAOc8lJNaFMVxX1dhuDkYkVqX5Qq3aqKxCcXMO1ekrl6t+k6P4RwMQSL1SLrOdftaIfoUTgRIpA7D6OjFEyNCkBCXam5BIZMGN8dG9qHDitd2Y29GRnsqWvPfnv4iHlzrHXcw3BRWvQKxsxOtl1yMpnM/CCOdhmo7YUcTg3FSvxPRAqJwYsnUiMZ9hBWp/eCqCuh6aUlwNSyZCMyydF4naIY6THuGGtMwoKtKrZM6nggs1mfKRQge10EHlkwGLqOuB4qiIB6PIxqN1vwXi8VKA6+RxhGjK5zU8Th0TYU5RO3xc1KPZpG6mM3A0PUKkfpgrincNKHKRd8CaJoig3PuexxTkcF8XKdCcnQ6qQ3DgK7rviI15xzFUfS7dQYiXoUTDTVYpI5FrMKJQd/rUNDV1QVRFNHe3u66PRqN+orUpfebrHy/7iJ1NHTcR5hM6miASJ2wo2vGitvOtPNVBQ+R2lkJEbTiR87lEEumPH/vYil6ZghXvfT3VzipWTxGhRPrBDcMmPk8Wi/6OGbfdy8mfu06AIBZGD3XyXrg9JPISV1/Diruo8xJDdgi9Ri5th8Mbk5q4J1rHhsMqqoGmqlGzklti9RecR/2qjpnlR3hDTmpxxGOa8vbSd0K0zAg53NIeFQTH43kFB3vX9CJ73+0dvnp1f+7Gm901e+mZWQySBxzDCZ++cvQurqQ/sP9vgP/ehEUHfGOd1IX/YsuxVINIx73cagidWBxtHgicHBrGIZnsTqHep0bXhn7Ugj3Li/KvnEfgLWUejTGfciyjNbWVtdt5d9F0MBrqHHcA1LZQMOZQFDlomfRrkG9xhh1Uud6ewCg0kmdSELds2tQx1HlIsA5YgkvJ3UM4By6ppayGt3gRRmCx4AQAISUI1J7i+hhnNSCIECSpCETqYOEcafAaz6f9y32OpIoniK19fkbqoJ4yt/JF7VFbNUwERP99z1Uurq6MHHiRE93YZBIrRYLYIJQ4SLyKrIpxsLFfYRxQVlRQ/4TjwnbSV0YI7nUjkjt5aQOHfdRyHtGfQAD1+mhj/sYcFILsThMcqPWBdNeBSjY4ohgT3KOxrHISOKI1GEyqcdr4cQNzz6JHete89w++10nYN6S9xzy6yiK4tmvjUQiNX0I0zRgaFpFPyfR1IRcX+8ht2W04lY40e3x8YYzTg0yUxVG6Ho3EPfh3seOxhNgTBjR1dljFRKpxxGBmdS266GQ7h9TInVe0ZGKup/KcTECRaufM9zIZEqFp8K40+qFruuhCie+c53U3pnUgOV6zBwIjsYYsvb4dDrCisKOSM083pOQiAfGWTjfd9jCiSOJM+lWvTIkVOFEWQbzcJg7CPHgz6ceOE5qN8p/p177DBeOwFEuUjvfjSbLQyJSj1UntRM/09Ba7qQefCa1UopS8HBSl33efiK1qcilqAA3hspJDVhu6qESqR1x1MtxVS5SjxZk2y0Tq8mktnPvtRBOaluYVvXhFak55+jq6sLixYs994lGo8hmvWsZKIV8jWvXWZJ8KE5qP2EccDKp/QtQOv3asVI80cha547gUTixVOA0KO4jn/O9/pby0YfI6cxNE0YmA6Es7kNIxMlJXScGJjsckdp24I/g6sDRiNNnCOOkHq8i9Ut//D9ke/aXopLKKaTT2L9jeyiR2shmYaTdDWNMYJBleVBxH26miERjE/bv2B7YlrGKU6vIgZzUFk7fYLTEfTixWaJHe5ggIJZKUdxHCEikHkeochFCJIKIh+CUam4BAOT7+9E+bcYItuzgMU2OgmogFfMQqSUBslafzgU3TZiZDCLNtkjtLM0chSL1uHdSy0WI0RgED6E+Ppad1F5xH/HguI8wInXdnNT2+4tVZZ9GY3EYug5D1xAR3dvNiyHiPhLh4lBGGr/OfD0nk0pxH2XiuLP8Pih+JSx+Tmp5FH5XDo6TujwHN5oYfCa16lGUzsER6fQAUTjQSR1CpA7jpAbCi9SmLAMeUWNMksAkKXAw4ojUuRFcRpnNZj2vfZIkDTipq4RGsSRSq4hLIZ3Uw5xL3dfXB0VRMHnyZM99YrEYenp6PLcr+XzNNdnrexOjMcghlmdLkhQ48aDKcinOw4vyTOqxgGl/NhGPwolMkgBBCI77yOdqMtHLca4bQyVSm9ksYJoQy+M+YnFwVQU3TbBRkhc/XjBylZMdo9kwM5KEdVKP9knw4USTi5i35FScfdUXarY9ePMPsC9EHStTlvHWe5f6nm/KJz/haaxw+/xLQmBZvFx8nMV9jETU4n8/ugnrdg/cLzsaYvj+RxdDjIyea3gYkboehRO9RGrAKmI8kprCWIVE6nGEWizaywzcc+mStkhdSPeNYKsOjbxqXXQaPETqhBRBsU4itZnNApxDsAdOLBoFkyTfYlT1Yrw7qdViwbfoUiw1BjOpg+I+EgnwYtF30DgWROqaTOqE4yZVEGlwb7cpyxA9MlcdLCf16Ir70HUdhmH4duad/UaaASd1eSa1/V0MwedomiZM03S9To32Kue5vh4wJiDVMrCcNZZMwdA06JoGMeRSTcdJXS0COjiffWAmu6KA+VzvHBGDj5CTuv9PK9D1ta95t6epCXOeeDxwMNJgu5VHykm9bds23HHHHb77nDh7OoDa70wQLMMA19RQhRMBK+5jOOnq6gIAX5E6KO7DclLX5lE7zy1HisaQDTGBESqTWpHRHKst9FhOPNUAJggojJHiWiUntVfhRMas+1RAtrCSz6Oxw/uziYgShIgIdYjiPoz+fgCocFIzWwjniuK7ioMYegayzR0nNYnUADmpw2DFKLn3FaKJ4PovgHU9MAsFNH/0o0gef3zN9q7//E/onA/KSa15OKl1RfFt81imunDicDupOef4+dNb0JqMYlJzHP0FDU9u2o+rlh6OwyYc+srIoWL0idT+hRMBqy9CTupgSKQeR2iyDMmnczggUvePTIOGgJxiXXS8ndQRyJpRl+q3RsZxwZQteUwmR2XHMCjD9p3upNZk2TOrHRgQlDRV8V1GPxSYplnTGSln0HEfniK1nWfpM2gcjEg90hMYpUKwNZnUZTnIDe4dKVMuBg6UWSI+6gonOmLfqHRSlwYNZU7qhPNdHLr44VfkaLQ7nXK9PUi2tFSs1Ch9NsUCRKl2Ka0bSjFvP9dfpA7KlrVWEviI1CFW/Qylk1rZvBlMkjDhC5933Zb+8wPQu7uh2J+f12AkbheDHCmRes8eqyjzueeeWzN5ks1m8cQTTyCbyyKWTEEQXCZXYnFAV4Kd1JGRcVJ3d3dDEAR0dnoLmsEidWEQTuoodC047iNUJrUs+040A9YyW6u41hhzUnuI1IBd4Dfg+qoU8oh7rL5wiIao5RAWI219vuWFEwX72mTKsufEOTE8GFXZ5mEmIccDlEkdjCYrntfVMNF6wEAmeuqUk9H8wQ/WbN/9y18C8O7XiqLoIlLXxsuV4pyymXekSD3STuqiZkAzOD7zntn4f+89HE9u3Idlt7+MdHF0mdVGW9xHUOFEYOTrXI1VRo9fnxh2VLngmbkLAImGRjBBQH4MidR5W6RuiHs4qaMRmHz4HUhuOPlbTtwHALDU6BSpvbJeHd7xTmq5iKhPp6ZUjXcExA9HbDvkuI+C46R2F7ScrGq/AW4Yt2T9nNS2q7Tq/Tkdar/Oc6jCiYngwf9I40RajE6RunbQMFCQ69DFfr8BpSiKo/ralOvtqcijBgYiOwazQmPASe0R91HKlvUXhYOc1KVVPyPkpDZzWQgtzWi/4oqa/5o+9GEA1qRv0GCEGQaS8Tiy+/ZD3bW75r+hnnTq6elBMpnE8ccfj3e9610V/x11lFXIWS7KnlELlkithXZSK8MsUnd1dWHChAm+E9aOSG16RLOohXxNZrqvSB0ykzqMkzpIpAYsIaP4DnFSA/aKn1BxH/4itRiPD1nhxJJI7eGkJkYWM+cUTrRFamcScpRNwo80YZ3Uo30S3A1TVVFc9zqK69a5/qfZq2b8MHQdpqFX9OnKicbjUGUZnHP/ttj9CMFjBZhuj6/8nNTVn7+u1LpVnbinsXJ9HyyaplWcq8PtpO4vWH285oT1Ok32v/1jUKSu/g0/9dRTOOuss1xXwr3xxhu48MILce211+LCCy/E6tWrA9vw3HPPYcmSJWhoaMDZF12M59/aDlHybk+/rOIz//UTPPXUU577bN26FQ0NDb77lOP3noLaPH/+fNxyyy2uv+XXXnsNjLHSf7FYrGTQGG7IST2OcOI+vGCCgGRzyxhzUlvCRUPMXWB1Bn+yNrwFh9wwM2loooh9ponM7t0AgN6ODuQUBdz+u6WlpZSjWU/ISV2E5CHmAmWCUj6Phta24W1LgHs5fCa13TFMuA/cS07qYhHwqKo9JuI+qlxZ0TIntRemLIN5fC4OozHuwxH7RmXch0smtfP/6hB8jn4DytE+iMz2HEDLpCkVjzlCnjqIScuBTGoPJ7WTLRvkpJZlRDo6fPexVv14f29D6aQ2sjlEPIo1O5O8RjoN1X4tr8HInq9eB9EwsP/NN7Hl+utr2zJvHg778wrftgyGnp4etHvEBjltVBQZCQ+RWozFwPJqYN9kJDKpnaKJc+fO9W+L/b40TXMVFeRCHp2pkCJ1LBaYnw6Ei/PR5CIOKAb+9Kc/lR6Lx+N4//vfX3GOJpqaUBgzmdRZgDEIPn1EIRH3/Z3qqgpD03wzqQGrlsOQOantuI8KJ7V9L6DiiSOPmassnDiaowdHksE4qU3TrMuK3INl/80/Ru9tt3luZ8kk5q18ycq198Atwq0cKZ4AOIeueLutgQEntdd1zLAfH1zcR23byp3U70RG2kntiNQttjjdkrT+zYwykTqsmcqJDHzkkUdwzz334NFHH8UnP/nJiv127tyJpUuXYsWKFViyZAk2bdqEk08+GStXrsScOXNcj71582Zcc801uPLKK5FKpXDT9/8Tf1q9Hif85jf42je+WbO/aZr46b1/gqJ592lM08SyZctCrwp8+OGHPd9TmDbfcsstuPrqqyHLMr74xS9W7HvTTTfhv/7rv0rXvhkzZmDKlCluhx1ySKQeR6hy0TfuA8CYE6kdJ3Uq6h33AQCKZgCJcLmfQ4WRyeCld78be55/Hnj+eevBhQutf2+9FQAwceJEXHXVVSPaLjfGvZO6WKwpbFWOM8AbiQypoRKpncGg19Jax0np56YJI0TVq8K0I3xK8eq4D8dN6j0YDlc4MT7qnNSjO+6jdtBQclIPYdyHl5N6NIvUub4eTF+0uOKxmP27VAYhUgc5qQec6/6ftynLvk5qIHjVT5gJLCCkkzqTKeWlVhOx3VFmJgPV/n+vwYj69ttIzpoJ84gjMPkDlcuK888/j8xDD8FIpyscnodCT0+P58DFaaOqqGht8HK+x8AyGuJS/Z3U2WwW+XzeN48aGLj2qKrqeh1SCwVEB1E40Vka60fQSgmrUK6O7b1p6L1pJJNJ6LqOfD6PRYsWYcaMgULgycZmHNj5duBrhsHo70f6z38GL7v2NJ5xBqKzZg3N8bNZCA0NvoUGWcCKH6fPEg8wQ0hD6aTur437YE7cBzmpRxw3Rz4bpdGDI0kYJ/W6Jx/FpudfAADcf8P1EKo06pmL34XjPviRYWvjwaJu2QJp5gxMdKn1kH/mGfT97+9hpNMQfSarg0TqckPIoYjUesq6Xwwu7sOOl4u6x3280zAMA6ZpjmgmtRPr0WyL046j2hGvRwth4z4Aq996zjnnYObMmbjzzjtr9rvuuuswffp0LFmyBAAwb948HH300fjSl76EFStWuB57xYoVeOyxx0qGhTmNcXzk05/BL279tatIffPNN2P29GlY9+ZbnqsQbr75ZixYsADPPPOM9xsvw+89hWnzRRddhMWLF+MnP/lJhUj92muvYcqUKfjyl78c6rhDDYnU4witWESq2d0x6ZBqbkHedkGMBbKyfyZ1whap61E80UhnICfimDRhAt535pkAgH0/uhlc1zHxy1/C6tWrsWXLlhFvlxtBTup3vEgty2jyKSwUt0VqpVB/kTp0JnXByaR2d106MSBmMTjuYzQ6qZ04j+p83oGOs/v74pzDLBY9HeYOQjwx6pzUTtyHl5O6XhMGgHsmtRTC1R6WME7q0eh00hTZXoFR6bh1nNROznQY1GIBTBA8C7KEzqSWQ8TdBIgYqqpCkiQIPgIaMCBS+303Ri7nmbvrFB420hmonf6DESOdRjKRQG8shpaPnl+xTezsROahhyC/sRGpd5/k2+YwKIqCXC7n6aQWRRGCIEBVNMRa3PtdUiwGwUgjFpBJHRsBJ7VTNHHSpEm++5XEd5eYDm6aUIqFmkkUv8KJhq7DNA3XzG4AyDz8MPrvuAN8/nxsOPY4GJoBs2xgV2howaIV/wcAMLiJo495F84991zs2rULv/71r0vXTIdEU/OQiRjpB/6Cvd+/oeIxZfNmTPnBD4bk+GY26zl54xC04seJKAtyUkvD4aRuGlgdIThxH3Wa+E3v60bP7p2e2ztnHT7sq+TqhZnNAqIIVnbfGK31cUYSp0/hZ9BZ+/eHkcnJQNtEFDLpiozUzP696Nm1Y1SK1Fp3N2KHz0Hj0qU128x83hKp+/v9RWo7NsxLgB6oOVJECt7agiNSR7xEavs4QU7q8j6EM7lZ3rawInVe0fHy9l54pZRMaIzhyKlDM5E9VLjFQA63kzpdtO7bjjjt/DsWM6nLx6mxWAwJF/NWsVjEH//4Ryxbtqzi8RNPPBE33XQT+vr60Oqy6viSSy6p6AeKjGHh5E682nWgZt+NGzdizZo1OPv0pXjgiadguHx3zj7Lli3DL+289jC4vScvqtucSCRw7rnn4je/+U3Fftdffz1efvllZDIZfOpTn8LJJ58c+jWGAhKpxxGqXPQtDgdYTuqeXd4dudGG46Ru9MikdpzUslaHTOpMGkYkgpbWVhxxxBEAgARj0A4cwGFHHIG9e/di48aNUFU1MNdz2Nsa4KSud9yHUihUFBmINzSUxMmLb30Jr+7oL23raIzib58/zXXiQu/pqRgkiRMmgEWjgasMnDzHocykzr/wAnKOwx6WKNq2bNkQxn3YmdTJgMKJPgLiaC6cqBQLiIgixKq2SSX3rvv74qoKcF7K5PZCGINO6np9F8CAMCqWXctK8RND8DkGidSAdR0LypccaXK9PQCAhraqTGr7+jWYuA+lkEcsmfIUex3xOujzDuOkFpKpQCd1kIsasM5Vzjk0TfO8z5nZLKSp7ssHHfE6TCa1kU4jKUWx0+U6HV+4AAAgb9gwJCJ1T4/1vXqJ1E479axemuSsRozFETEOIB6QSV0SqYextkZ3dzeAQxOpVbkIcB5apHauFbqqekbRFV9bg4hqXc8aLroIdzy3Dc0JCU0JCdGefXjXllew65U11nFMs/QazkSeq0idy/oK42FxspePWPUymCDg7U9fDn1/7cD0oI+fzXrG4DiwRBzGgR7P7c7EelDhRCkeH7JVlEY6DaGpCaysT1lyUgfk5Q8XK/7rO74O+llHH4sLvv4fI9IWXdPw1ssvugoUgDV5NeeEJRWFdg8FI5dFpKGh4r5BIrV/MWYHTVHQNmUKCrKBC77x3Yp4xqfuvBVrH3902Nt5MGjd3Uged5zrtkhzC4CB65fnMVzqjJQTZtUiEMJJbR/HT6QGKvt3zmuWF6eLNzQAjAWK1L98egt+8sRbntsjAsOr3zoTTfGRXX0NAPLGjdj/k5+CG1Z/l4Gh9VOXAUcfDQAjmkntiNEtSeueKkUEpKKRUStSD8ZM5daHfuWVVyDLMiZMmFDx+OTJk2EYBlavXo0zzjij5nlTp06t+FtXFRic47TTTqt43DAMfOUrX8Ftt92GP99hRfFURyGW7/P66697vh83BmPQqW4zYPXpy9ucyWQQi8UwdepU/PrXv8avfvUrfPGLX8QPfvCDwIikoWJ0jeaIYUWV5VAidSHdNyodaW7k1QAnddQa3NXDSW2m09BFEdEyMUBIJGDauaINdrGIXC6Htrb6OjiCnNSCICASidRF/DJ0DbdevayiwFi8sQlX/ep3YEzAy9t7ceTUZpwwqw1b9+fx2Bt7sae/iLkTK515xTVrsP3jn6h4rGHpUkz/xc+hyf557c6geyjjPrr+/Xpou3dbmXCmCa6qiC9cAM1ePh7kpA6dSe0hRg3EfRyak1oQBAiCUJe4D7cc8WhAx9lxnQU5SVkiAa4o4IZRMdiuJ6O6cKIsWxm7Zc5aQYhAjMaGxEkdFPcBBF/H6oGXSO1EIgw27sMrjxoIP2gcKid1mMlV51xVFMVbXM5mEfGIW2KiCCGVgpFJQ1VVRCIR13OA6zrMbBapRBxqoVCb39jWBnHyZMjr1we2OQxhROpYLIaCYXi6WCPRGESuBTqpo/b7VXUrU7H8Wuv1eQyWrq4utLe3e15bSm3xEamVUmb60InURjo9MIG87Er8pv9F/MdHFuFTS2bhb4+9AvzrpShseQscgGnyUvsdkbo6aibR2ARwDjmXQ7Lp0NxyZi4LIZVCxO7LiR0doQqShT5+GCd1IglN3u253emzhHFSe60+GixGf39NpE7JST1EkSKDpZBJY+6JJ+OEj1xQs+2Zu3+LfF/viLVl6ysr8dCP/8t3n4998z8x48ijfPfhnGNP2rtwXXNCQmNcgpnN1RTfJJE6nJNaU2RERQmAURM5EW9ogiYXYegaIuLIC5pemPk8zHQa0hT36CYnhscIWDUdHPdhT7QX/c+jIJFaq5pYrMbNhKC5OKkFIYJ4Q2Ng4cS+gobGuIjfXVE7Wf30pv340WObcSCr1EWkzj31FHJPPIH4okUAY1DeegtCKomkHRU60pnUsYl/wddeuA8RO+dGmtaHv/dJ2Po3//vJcDK/bT6+euJXS38PNu7DC2eivrpP12hfO/ft2xeqfUqxiM17D+DBu75V8fgNN9yAz372s+jo6PBcZVq+z0jiZHXffffdpceamppwzz33ALCyuq+55hr88Ic/RCqVwvUuNV+Gg9E1miOGFa1YqMlvrSbV3AJD16EU8p7un9FEznZSN3iI1HHRcVLXJ+7DkKSKm0p5x9CZkc/n83UXqcM4EOuV+6rk81AKeSw49XTMWHQU3l73GjY+/zTUQhGIJaAZHGcunIh/WToHT2/ej8fe2IuMXHsjkt/YCACY+PWvQUg1oP/++6G8ZWVCqUX/VQbOAG+onNTqrl3QduzAxK9/HW2fugzqjh3Y8k9nwchmA4Vhxlio74IXi4AkeRZGKVV4D+GkDhKj6nFuaMWCq7BRuvl7dJwdd3Rw4UTrOFyWwUZBcVNglBdOVGTXwUw0kfB0tQ8GPyd1PWNOgsh6OamT4QZ45SiFfE28TTmiFAUYK0WveBHOSZ30FdwG46QGrHOXK0XA1lOYIKChrR2MMVuM864JIDQ3wUxnfIVxI2sVB0slU0ChgFw2i52vvlwxuSnMnQ1hw4bANofBEan97t2SJIEDnn0pQYpC5HrJKe1FeeHE2267Dbt27RrYFo3i85///CEXYO7q6sL06dMD9xsoCFl7jg1kprtnUlefL47z3694opFOl1Zk7E9bx29LWW2ITpkCOSJBefttwHZFO+1zzrtqJ3XSjqAoZtKHLFIb2RyEhoHvNtLWOmSTINbxs5ACnO1CPF6akHYjdNzHUGZSp9MVedRA2aR4nVYnqXIRzRMnYfKceTXbmidMxI69e0esLTlbEL/0hh/XZIX37t6FP97w7xUrB734yeNv4UePbfbc3pyQsOob73ed7BCSSd/zZrSwd9sW7Hh9TelvMRrFkUvf7ymcDoZQTmpZRlKSAMg1InXCvmcVs9lRFRWj2WKbOMlLpLaue052vBe67C9Sh50UN/J5gDEwjzGWJkmARyFeYGASwYlqKH/N8kxqwJqEDHJSy5qBhpiIY6a31Gzry1v3qr465S6bRRkQRcy+/w8AgB1XfBbqjp2IusR9DHe/t7+oQQBKAjUARCICdNMjJ6VOqKoKQRB8f8eDGRslq/ovzu8+7Ir3vz71DBZNn4KTThqYBFm7di127NiB5cuXW8dyVvyWOamr9xlJbr/9dpxzzjkVbS5n+vTpuP/++/GhD30IN998M775zW+OiCGIROpxgqFrMHTd1y0KAEk7O7GQ7h8TInVe0RERmOcgLybVUaTOZGA0NdaI1NyuqF3upA5ClYuQ7UE4YMVPeBXPOhh0XQ90Y0mSVBeHpuPumbn4GCx67xkAY9j4/NNQCjlosD7bRnuSosmOfckUa29E2q6dYJKE1ksvBRMEKFu3oO93d0FTFXDT9O30ipIEMRqrEDwOhfyLLwIAUidbxRkch4GZz4dyL4f5Lsyi7Fk0ERhwEvvlWTqvEXQzkiRp5J3UHvFFjqDh5QorxaCEKJwIWINqLwfISKMoCkRR9Pyt1tNJrSuK629Iig+NQy+Mk3o0ZuY7TurGKpE6IkoQpeigrilqoTbvtxzGGKIBYhPXNMAwgjPZk8nSqh/XtgzSSf3E727Dzpcqi8Cc/ukrccz7zwFXFESavEXqSFNzKe7DU6S2XWENzU3Agf14e+MGPP6rn1bsk4zFsXT7dhi5PCIexQzD0tPTg+bmZv8lppEIuO3ucoNJUUimHuyktvs3RVXF7t27cfjhh2P27Nk4cOAAXnvtNaTT6UMSqQuFAtLpNE488cTAfcsLJ1bjnMtRFye1W365s1Rb8ymeaPT3Q2qz+qU9Wavv1J6ynpeIRbGzoRNNe3aC28d2zg9JkhCJRFzjPgDLWevtgQ9HtfgntrVB7xu6lYhmNgthrnthTgeWiIP7rIZyROrAwomxeEmUOlTcipM6eci8DoUTTdOAriie459YqmFEimI7FDNpMCagc+bsmqKYjik6zOqjXX0FtCQlfP0DC2q2vbilB396dTeysg4jn6tZqSIkk9D2dh/8mxghnrnrN9jx+tqKx1ItrTjipFMO+dihnNSqUoqUq+7jxhusCS85mxldIvUea3L50J3U4TOp/eCFAoRk0vOaqEkSmKJA9NheHvfh4GRSi1X9gTAidVEzSvWqqmlJOsUBa+9vIwGXixWr3KTp01B8/XXXceHwZ1JrSOUvwG/PPrP02Cd+9SIMjeO3Z49sNrEfYfqiYURqZ5K+r6+v4vGM7czv7PSuW+WwZcsWvPDqGlx26pLSY5qmYfny5bjrrrtKjzkrflWl6LnPSLFlyxY88MADuO+++3z3i0Qi+O53v4vjjjsO+/fvDyyyPRSQSD1OcHJvwsR9AEChvx9tU6YNd7MOmZysIxWNeN78EnUUqfVMGnpL5SBWSCVhFovgplkSqfMB7lzOOW77/OeQ7x+4cEqxOK761V2+FZXDYpomOOej1kntuDCd9xorWyZfEKyOd4MtTjfZhR3cnNTqjp2Qpk0rDQqkzk5wVYViL+EJ+m3EUqlQ7pYwFF58CeKECYgefjgAlNxYZm4oReqCr0jNQhROVFW1VADMj3qcG2qx4OoqdSImvIQ6J5M8TOFEwP/zGWlkWfZ0UQP1jeXRFMU1uzAai9fkrh0MYTKpR6OTOtfbg2gi6XquRpNJqMUCtL370Pe//wsY7u0XmprRfsVnoBTyaOyY4LqPgxTzF6lLKwkCnGhBy8EH66TetvZVHHvG2Zg813Iyrn74Aaz5+8NYfKIlNggeQi5gFWAzsv4itWkPJBrsAXj3jh0AgMv/++dobO/AC/fejVcffgCccyibNnrmdYalp6fHN+oDAMSIYIvU7hP+TIxacR8hndSFTAaccyxevBjHHHMMtm3bhtdee83V1TwYwhZNBALiPhxB1EWkdvveyuM+vDDSaUTt/MTenHXudjRYz0tGI3i7aRKO3LcHfEpbRfsAa8VJrZPaEk+HoniiWSX+RdraAU2Dmc1WFA086OP7xOA4CImkrzt5IO7DX6SODtFkImCJX8qUSfjzTd+DaV/TTFlGfvYkxB97CNKG1ZBicbz/yqsPyQyTfeJJ7P3+9wHTPatd7OzEjNt/C80Wt7z6y/FUgx3boCMyAu6wQiaNeGNjjUANBMeVVRxHNdCWiuKi42tXQDAAf3p1N/KKDjObgzStcjwnJBIlw0zmwD707Nzh+TodM2ahsd1/+TnnHAf+5xZouz2iZxhD68UXI3HkIv83VUUxl8PsY47Duf/fdShm0vj1NZ+tGAsdCkFOam6a1uS7PZnm7aQemkKsQ4XWbYvUHtdzIZUCRPGQM6mjIQtjG/m8r9FDi0Qg6rrVN3fpU5THfQy0TYEYjdX8hpJNTegPmHyRNdNzYrjVzl+um5NaVipWuUWnz4CZTkOxJxTKz9VIJAJBEIZPpC5opTG1Q0siiq0HRm5CLwxhROowBp4FCxYgkUiU+kMOu3btQjwex3EBfcbe3l4sX74c13z8oyjuH1iZ88ILL+DBBx9ES9XqIgC49P9djeXf/y/ccccdnvucfvrpmDlzJrZv3+77+geD0+bf/va3ofrz8+bNQyKRCOz7DhUkUo8TSiJ1iLgPAMgPUQGV4SanGGj0yY2KS9YNrB6FE/VMFpyxGic1OAeX5ZLzKchJrSky8v19OGLJqZh99LHoenMT1j7+N+T6e9E6yb3Y1KDaGcJNANTfSR2NOSK1E72RQ06yLpQNMeszdjLEMi6FHdRdOyFNH+ioi/asaMHuVAdF4cSSqSFx23DTRP6ll5B6zymlyRUWjQKiOKROal4s+jupQxZODHPjEkVxxM8NtVhE3KOolBSPe0ZMOKJzmMKJgP/nM9IoihKYGVu3ySRFdhUBpERySOI+wmZSjzZyvT01UR8OsWQSSqGAzIN/Qc8vf2ldB6omXLlpApqG1JJ3QykU0BFUAC0W9xU4SpM0cf/zqHzVjxuqqqIphBDHdeu60DxlGs644qpSMTDTNPH3X/0UXevXAYC/k7q5Cer2t/2d1PaAu9GO3+jZ24VYMoW2KdPAGENDW7uV5ywIkNevPySRmnOOnp4eHHWUf2ZshDFAELyjFsQopBBxH872Qs56j06F+fIolcHAOccLL7yAgj0J4QzKwjhjfAsn+jip3b43R/wJjPuw+0p9Oes60t5gPS8ZjWBH40Qs2r0REDoq2ge4i9SOk7qY8RdowmBkcxWxFqLt+DZ6ew9ZpOacw8jlIPj8LgBrRRS3jQ9uoqdSyEOMxQIzc6VYHKahD0m+rpFOYy8MvPXyi5gwczaESARcN6CIEZjFPNiB/TiwYzvmnPBuzD/lvQf9OoWVK6F1d6P5Ax+o2aZ1daHwj39A27EDWrs9geHppLYLYxfyhxwBE4ZiNuP5Os5qpDBO6oKqIxV1H8Y7xeSzso5oNlvKTXcQUgOTkA/+6AfoemuT5+tMmbcQn/wP/wxto78fB372MwjNzRBStROy+r79gGEg8YMbfI9TjVrIIz5tBqLxRCnOqhAgrobF6S8IQsTVyOTcR51rSm0mtS1S57IYTehdXYAglMY41TDGEGluPuRMaqdWgBZgQjCDRGpBgKRpMAuFUqHkcsrjPgba5m6KSDQ2oest7wgcAFB0AwnJ/Z7riNSjxkk9w5qAKjru+OpC8cO4irW/qKKlSqRuTkjor5OA78VQOambmppw4YUX4plnKlf8rV69Guedd15NDEg5mUwG1157LW6++Wa8eMcvodt9m66uLhx33HF49dVXK/Z/4bnncPU11+Ab11yNT/6/f8GMGTNq9lm1ahWuvPJK3HrrrTj55KF3rpe32elTOm326guuXLkSn/vc50JHnxwqJFKPE5wOT2gndXpoZqqHm7yiIxWrFC303t7SQDyWlSEZel0KJyq2+Fx+U2H2Rc4sFPD7tfuhQsTvnt2Eb6ysFdEXTm7Crz51PGT7ODMXH40jTz8TqZZWrH38byhmMkMqUo96J7XtRCx3UmfjlZnkTsc8I1e2k3MObcdOJN91bOkxpwMn2/ltQb+NeKphSDKplc2bYfT2IrVk4KbDGEMklYKZy4USqcN8F2ah6JkBBwzEfQQVTgwrUtejcGLThIn4xz/+gXTZoKW9vR3RRMLTFeaIzkFO6oHCkqNHpJZlOVCkrtdkkmcmdTw+JL+bejmp5c2bsePyZRVuxZYLLsCk5V8P9Xw/kTqasJzUusrAYjHMe+3VmlVB8saN2Hbe+dB274FayPsWTgQs15Ovk9oWBAMnaZIDq37cxK+w14ZX/mxlKy5631klgRoA5i05FU/e8Susf/FZzIK/k1poagqO+7CvASm7MntfTw86ZswqfZ5O38bonAB5/aHlUufzeSiKEugmEQBwQfB0i3IxCgYgCv/+ieOklnOWY8/JwT5Ykbq3txd///vfS0VvAWDWrFm+g7BSW3wLJ3pnUh+Mk5pzbjmpUymgkEcmL0NgKA2cE7ZIrduO9fL2AR4itS2CFIZApDazWUjTppb+jti/c723F9FZsw7p2LxQAAzDVbQpx4ml4orier+Xc7kaZ7sbziS9JiuINBy8SM0NA2YmA12yrsmX/OePEBFFmIUCNh17HDo/8gm0LluGny37OHZveuOQRGojl4XY2oopLsJnYfVqvH3xJdC6u6HaoqmfkxrAkBTTDEMxk7EKeLogRp26AsFO6rxqIBF1N5c4xeTzqo5IrjI7HahcKZNP92P2McdhyYUX1xznhT/8L/q79gS2xbCXyE/6xjfQ/KFza7bv+MwVUN56K/A41SjFYmnSS4g4hfGGRqR2ROcrf7caL2yvPWbCKOCzAFbttETo6v6F8x2WRzGOBrSuboidnWA+Y7pIc3Owk9rJffaK+3AiCwJc/0EitcqYJVJ7TIq7xn0ocqmmQTmJxiYU7RVHXiusi6qBuIeTujEuQmBAX51EaiumscxJPWMGAEC23eE1dR2G0SCULmrobKz87luSEtIuJrAgirlshVkl0dg0JLnywMGJ1M5nVv2b/ta3voXjjz8eGzduxPz587F+/Xps2LABt99+e2mfm266Cffddx8eeughdHR0oK+vD+eddx4uvfRSvPbaa1i1/g1oqorvfOc7aGlpwTXXXINjjjmm4nV67RjAztZmLLSLYlbv029PIs2ZM6e0z759+3Duuefi4osvxhe+8IWK/b3eU5g2A9bva/Xq1aU233PPPfjb3/6Gb3/725g9ezbWrFmD2267DbfeeqvvZz2U1E2kZoxFAKwCsJtzfi5jrA3A/wGYBWA7gIs452NDKR0DOBeHICd1oqkJjAkojBEndV7VS50xACiuX4/tF1xYsc93Og5H8byfVj912FHtDmD5xVMoE6kfXteFyZAwKQk0T6/MM9vYlcWjG/bCNHkpYsKZtXc6Rs4SM26a4D7LZVks5puP6OdQLKd+Tmrn3LWd1E4Rw0IeuZR1MXbE6bgUQUwUapzUZjoNM5erdFJPnAhg4OYf9NuIpVJD8rvIv/gSACC15N0VjwupFMx8OJE6VNyH7J9JDUkCIpHAwomjV6QuwJSi+Otf/1oSWwzDAOccs2M+Tmon7iCocFwpDmX0iNSKovjGfQB1FKllBQ1ttQMRKR5HtufAIR+/Xk5q5c03YfT2ovmCjyLS1IzcU0+h8NKLoZ+f7T2AmYuPcd3mOKkNXUOktdX1Oi3ZjgZ1924oRf9MagAQ4wFO6lIme4CTOjWw6oe5iJdhBgabX3oO215ZCRxxDKJVInQsmcQRJ52CN196DtMZQ6TRw22MykxqLyHVKQKVmDABkiQhd+AAFiweWFruiE/88NmQD7F4olM0MUikZtwEhIi3SB2xrq2S6f97jUYsIVnJZyBJUikq7GBFake4/fjHP45582oLyfnhxD+5F060i/SFjvuwndSae/vNfAHQdUQbGyyRuiCjLRWFYBdySkZF7GiaCEMQgKpMasBdpI6IEmLJFIqZQ1+iX531GylzUh/ysW3hy6+gKFB2n/K43yuFXGDRRGCgloOmyJ7xNGEwMhmAc6gCQzSRLMVnDBROVCBEIpg89wjs2fTGQb8OAJjZWvHVwYk60Lq6oE21rqFeRoSBPuXILGMvZNJon+ZepJQJgr0aJrjfUVQNtDe4X4OdcVGuqKEhl6spnMhskdoqHF5AU+ekUhRTOc2dk9Ad4EwFBq6/1QUzHWJz56Dv3vs8Jz3d4JzXTMwmm5pRyPSHen4QTn/h9a4cTpzVhtPnVzqPzUwP5LuB7oKBSZKLk/og4z64YUDZvBlct4/HGGJHzIUwRO5ErasrsOBqpKUlfCa1h5gYESUIETHQ9W/mC2DJpGfspsJ5yUnthlv/TiuLYSkn0dgE09ChFoueE/qybtTEWDgIAkNLMlq/uA9Frohik6ZaY1Z5/37r75F0Uhc0zO2svP80JSQouglZ8xb6q8kc2I9fX3OFtSrQpnXyFFz+3z+HIIQ7hh+DEak1TcOLL76I2267DQBw5513orOzEx/+8IcBWILwI488guXLl+Pwww/H7t278eSTT2L27NmlY+3duxfbtm1DsVhEPp/Haaedhtdff73GgS2Kf6kocl2O874Hu8pUURRs27YNe/ZUThz6vafBtVkstbm9vR1PP/00Fi1ahGOPPRYf/OAHQ8eCDBX1dFJ/HsAbAJzp5OsAPM45v4Exdp3991fr1bh3Gk7cR1CkgSBEkGhqGjNxH1lZLwmUAKBu2w4AmPD//X8QO9qRfvY5LP7bI3ixrw/AbPeDDAPcMEpLoGriPmCJ1NsO5HFYMoXZLSKuuOiYiuf/+tmt2PBQBnlVRzGXRX7WfNz76BNgjz0FcA7jsEXI2d/Rjk99GoVVqzzb0vLxj2Py9f/uuT2sk1qSpJoB30gwMJtvnbvlSzOzdvZ0Q9lERVNCqsmkVnfuBABEpw8MDETbcScf2F9xfC9iyRR697jfcAZD/sUXED3ssJpOpNDQAMOO+2CM+U4ahM2k9suzZIxZuYQBhRPD3JDqVThREazv/YorrsDUqVPxj3/8wxKt4wnPHORS4cQA5/xA3MfoyaRWFAWNAaJFXeM+XJ3UyVBLl4Ool5PatF3gE665BtKkSeCahvSf/xzuuaaBfH+fr5O6kO6CkTMRKVtuV47Q1AQhlYK8exe4abpmW5cTJHCYsuOkDlhJYP8+TLvoUTWapoFxE/d95+ueTqre3TsxaeYsbIG7kHrk6WdiwzNPoLs5hTk+8QiR5ibwYhGqT9yN4wqLNDYikYijAIYJMwbu+Y6T2pw2BcqL/4AZEIfkR2iR2jTBBQExDyHNdETqICe1LVJrhSzayiYz/IoY+uF8F2JEcC1ayJhQKhbmRiwW8yycGJGkmmJWqqoi4VbkNuYIox4itd3HiTU1AXv3IltQ0J5qKW1PRiPYm2yDJoolJ3X5+RGPx0tupHISTcHFtcJgZnMVIrJonw96z6GL1KYtUgc5qUv3qUIBcLmGKPl8OJF6EDETfjjCl8pQUTCUCQKYJIHbDuEp8xZi5R/vtQogB/S9vDBdxFcHsbMTEATo3d2l9yTF/OM+in19rvneLBoNLayGwS/uAwifD15QdcyIut8PnGLi+XQWMM2a86gUPagolqDncS10VhAGFQN1vvdIi/v7is2dC14sQtu9u6If7oeuKjANo+Kel2xqHpIJJsASnRljyMgGTp3bgauWHl6x/cCOCO64G8hozFWklqIxiLHYoOM++u+9F93X/0fFY22XX46J1w2N5KF3dSG+aKHvPpHmZmhV2bvVaIqMiChWrICqJppIBAptRi6HF/NRfOObf3Pd/jEhhzma5lmo2c1J7RUvlyirOeAlUhdV78KJgOUWDhP3sX//fuz2ymCHFZ810TZDhYUX5Yq4j0hDCpH2dii9vVaES1X/d7id1M3VmdR2Ycl0UQstUud6D4CbJo774Hlonz4DfXt24+UH7sfW1asw5/iTDrmdmqYFjouccayu61iyZAmWLFni6Qg+6aSTcP/993se68Ybb8SNN95Y+nvdunUV2+/86rVobO/A+V/5lucxli5dil9d/RlMnT7Vdx/uVNK1mT59OvbbExblBL2noDa7ceaZZ2Lbtm2B+w0ndRGpGWPTAHwQwPcAfNF++CMAltr/fweAp0Ai9ZARNu4DsHKpx4yTWtExuXnggm7Yjr2Wiz4GsbUV0py5KPztb2hYuwo491ivw9Swc/1aPHvPnaWZP8YYllx4MWYfEy7H0sxmods3k0qR2uoMFzI5dKVlpKankM/XdnAc0TWn6Ej39cJMNGBK5wRMnzUb3V1d2LZ9OzJ2FfniunVInnQSUu+prXbdf98fApfYhXVS10v8qnFS2x1WJZ9HTrHjPsomKpriIjLFynZqtkgtlXWOhVgMkeZm6+aPEHEfDYce98FVFYWXV6Hl/PNrtgkNDaXCiZIk+Q4IRFEMnDDghSKEgGrELBEPjPuIRqNY9Zc/ei6PZoIAmCZ0w19oGUo451BlGQXDRCQSKXUEHZexEItDK7q7MgYyeYPiPsZe4USgznEfbpnUAc7esPhdp8o7oEONmbN+845jT5o0EWY2CyOXR6TB39Vc6O+3iuS2uRediiVTUIoFGH1FiK0trvswxiBNmYLCnt32c/xF6mg87nv/LsXdBK0kKJtQdUNVVSi5LHa8vhZTjliAqEu7Zi5+F97zyU/jf35zm6tIPW3BkWhMNWJXW6EmM7WiLbaArSqKb9yH0NAAJoqICgLyEREdM2aWtjuikNHRDpgmlE2bkKhaXhmWnp4eCIKA5mb/aABu6IAQ8Vwu7YjUEcN/QCwIDFKEwZCzaO0cyAr0czX7kbUFpfv/4+uIKO4Cwwf+9d+w4NTTXbdFo1FPkdrN6a+qqutnFRT34Uw8RO3n5mUV7Y0D339MFMAFAcXGZnAXJ3UsFnP9bBJNzYcc98E1DVyWK1YAROwYFqNvKJzUlqtX8IiFcHAmWryKJ8r5HBpa21y3leNM0vvlg5smx7X3vIqdfe7nDAPwb9MUdABQTaPGkc3i8dIk2ZQjFoBzE11vbvJcaRKEkct5ivhMFCFOmABtT9dAtrDH7zD7y18BALZdcw2U/lo3deo978GMXw/NEmdumpCzWc+4DyD8PbMQIu5DsR3O1XFKzvVdTadhGrrn5GcslQLnpq8zFSgXqVvcjzNnjtWeN98MLVI7RoPya0qyqRkHdr4d6vlB6Lpe6k+0uTjSnQm8jMZK+1eTaGgadNyHsnUbhGQSU354EwCg+/r/gL5vb8CzwsE5h9bdjYYzzvDdL9LSAvkN/5UMXsaDcsKcq1o2h4zQiQ8dPQULJ9ee928/vtrXSe0e96GUVuKUM7DSOI2Wie5ucqtwovekU2syir58cB/6/vvvR3e3d5HGiRMn4qqrrgo8TjmmLCNSda+MTp8OubcP6GgfMSe1bpjIynqNSO383V/QMLEpXFyH8zuee+LJmDp/IUzDwBvPP43XHnlwSETqocqkHip0VXU9N6uxJgBHVxHK0Ua9nNQ3A/gKgPK75kTOeRcAcM67GGOu6gpj7HMAPgcAM+ysHiKYUuHEECJ1sqUVhYBlQKMFK5N64DTWe3oBUSxd5JOLj0R/rAFtr78yqONuWf0yut/ajJlHvQsAsGPdGmxd/Y/QIrWRycCwb6xuTuruLmsQ09LciL4dtbPZjuiak3X02SLqu44+Gse9ewnWrl2Lbdu3I5dNw0ynwRUFje87HW2f/nTNcYqrXoHuMutWzmCc1PWJEajMRRMiEUjxBJRCDlm5MpMa8HJSWw7oaFWFc7GzE7Kdv+41gHGIJcM5SvworlkDXiwidfKSmm1CKgWjvx+apkEA8KcfXO95nLSYhOnhCnIwi/6Z1AAgxBOBcR8COJ6+6zYIEbGUX1qOrqlInLQUiAfnmQ4VmiIDnCOrapg4cWLp3HXceiwag9rX4/rcUuHE0E7q0RX3MRYzqb1c7YOh3k5q59ot2gMffd9eRBoO831uzs6d83RSJ5NQCwXo/f1ITPV2VEhTpiCztxuI1halq9k3FvfPpA7ppPYTqQ3DgGmaYPag8ayrvoC2Kd7t9xILGWOYM2UGXs1nkZWL8JLSIrbArNqTZm4Y6f7SfZ8ZBrgooWP6gEidsIVuzRbOihs2HJJI3dbWFjixC93JCDQguhSjMwTrMZEHn7fRCAOX86U8asD6/KLR6KBF6ox9bZx77AmYOrv2HH7xD79H95Y3By9S571Fat+4D4/2OyJ1zBa+ioqK9skD1z/GGJJSBIVkAwQWLu4DsISM7AH/flEQhl0rRChzKQvRKISGhiFyUltuUb8YHCB4MlUp5NE+LXisVHK1+whOXRkZD67twvxJja4CxYtbe7AmvQ9nAFB0DYn2ysk5Fo+VJomnHDEfYAx7Nr9x0CK1mcuV4pDckCZPtjKp7QlryeOeb6xbD7THETvrTEyYVrniMvfY45A3bjyo9rlRzGXBuVlyfLq2O54IlUldUA2kPERqZwwh97ufR05MjNLnb9Jwfs9KIXdIInW0JFK/hcb3vc/zOOUMxAcNvG6iqRmFIVgFAdhOansFRnvKRaS275WqLZVUO6kBK/KjmBtce7SuPZCmTkHj6db19cAtPy9NSh0qRl8fuKL4/i6AsJnUCsSAfkLUZ9Wig1kooNASwwXHTsXSeZ1QVRU7duwouUTvFDhETS/1tapxj/uQXQunV8dhuqHo/lEVrUkJuzwm4hx0Xce+fftwwgknYMmS2vHcY489hp22OWowcFmGMLFS/pJmTIfS3e0qUg+Xk9qp6+Q4px1aEtbvZDC51NUmSSESwdHvPwfP/9/v0LN7J9qnhpu08jy+qgau+B1RkdojiqaaeEOqVHOMcGfERWrG2LkA9nHOX2GMLR3s8znnvwLwKwA4/vjjecDuhE3YuA/AWhbbF6JQhkPXt/8dmb/8pfS30NyMaT/7KRKLFvk8a2jIKXqFQKn3HIDY1lZamscEAWsnL8BJG18FNwywoEGljZLPIdXSigu+ZgmFt/7rZwYltBjpjLuT2i7gsndfH4AGdLa1YO9bak2sgvOesoqOtO2E6Oi03KKOSFXI5qDttWbfRY8lRSyZCMzUHe1Oak0uWsuPyy76TpZrTtERjQgVHY6meO1SLXXnDkQ6OmqWrYsTJ0JNHwCEEHEfIR0lfuRffAkQBCRPPLFmm9CQgrZrFzRNg6HI2PX2RrRMqu1oFtL96I03ITXDXyAzi0UIQfE+8Ti4j1NYVVUk7AJI51/3bcyyJ23K+fFlF1hO6hE8N9RCARxApiDj6HkLSo+XRGpR8hzkhXWSjrbCiaZpQlXVQJE6jMt+ONBk92rr0UQSpqFbucsuQl1YwmRSD0dn3czlICSTpXuKNMm61urd3Ygd5v8bzNpiYKOHSB1LJKEUC9D7+j3jPgBAmjoF8huvA5NbQhRO9Hc2maGd1JY44SZSOwIlt7+ToAxbL5EaAA5rbsernOONV17CKYfPcd0n0tQIkzFouu7rpHZEai4XgWiswh0YESXEUw2QTQOR1tZDyqXu6ekJjPoAAFOzPidVVV1XQOi2SC0YwedtU0QHuFFRhR3w/2y9KBasc2D+u0/BgnfXrsBa/9RjpQkWNzxF6mLB9fwMFKldIkeAMpHafs9FRa0RkxJREcV4AgzWxHF5Pyoej0PXdei6XjG5lWxqxr6tgy/iVo7piNRVTt5IW9sQZVK7H7+a0mSqx8ohJZcLzLEHBmpyqB7OegDY2Wu9xvIPLsCpcyfUbH/fTU/BPNBvva6ioKUqZkSIxWHa9+VYMoWO6TMPKZfazGY94z4AQJw8CcqGN0rRGW6xIlzTgK5uoH0WpGOOQcf5F1W+RiYL+fbbD8mcUI4jnvmJ1NF4uEzqgqojEXUfxqfsx9WMe7a50xeW+/qt1/RwUjvXdiWfB9wXBAGwRepIxDMjPNLQAHHy5EEVTyzV9SmP+2huhpzNwDQM3xiKMOi6Xrqvt6Vq+y5OH1K1r9NuInWioXHQ0UF6VzfEsr690JAqxfscKtoey/QkTQ7OpObFIkxFgeDRpwzjpI7GE4ERQbxQQLEjho4G63VWrlyJxx9/fKAtDEgUi4NyUmuKgsZ2Hye1TyRMcNxHFK/v9v9O9+/fD9M0MXPmzIqJY4fGxsZBx3ABlpO6uqh1dNp0aFu3Aqg1aUiSdFCvE4QjQleL1ANO6vCvWVrJUjYRdtQZZ+Gl+3+PNY/+Fe9b9s+H1NYwTmqnXzASBh5dVWoiz9yIpRqQ6xv8RMZ4oh5O6lMAfJgx9gEAcQBNjLG7AOxljE22XdSTAeyrQ9vesZQKJwbkWQKWSF3o7wvdKSu8sgpiZycali4FAKQfeAB7v/efmHn3XUPSqfOCc468aiAVG7jZGAd6EOmoHDyun74Ip21/GfK6daGdU3IuW1HsKJpIltwYYTAyaV8ndc/+fgANmDahFesA5HK5isFnY5mTOmMPhibYGcYlkTqfg+6I1J3uIrWQSAaKbKPdSa3KVoxA+bkUS6asuA9Zr4j6ACwn9Y7eyu9K27nLdYmh2NkJZc92oDEW+NuIlxXXOXiR+kXEFx+JSFMTHlnfjcc2DCzxe+8BFXNzOaiqCkNTsWjpGXjf5bU37w3PPok//eE+qB4DewceInOVJfwnMTRNQ1K0zmOvDMVoIgFuGiMrUstFcCkGzTAwZcqU0uMlIUiSPDMdS07qALG35CQdJXEfjhAVJu4jO0LV5jnn2LZtG/r7+6E0NGNfQSlVigZgOe9tYVqVZSQaDl6kds6vkS6caBYqK9OLTkGu7uDluTk7fsrbSZ0COIeWy/qK1OLkyfb9pwWxRICTOh7zL5w4WCd1vva+59wHuO0UDhLB/ITUuKpjQlHF6r/+GdvXrHZ/PhgOt79jr8GImc6U8lDVbBpmvAGmaVas/kg0t6CYzSC+cCHk9QcnUpumid7eXsydOzd4X/s9ew0idTtTP4xI3RLRAB01A+KDEall+5qfTLl/bw3tHcj2ehc7ddzbSqGA9U8/DtM+D/r27ELzxNqJVW+ROiDuw56gj9q/DV3TakTqZDSCohQFBA4xEqm4PjjXSlmWS8UmASfuI3NIwuNAZnSlKCe2tUH3EfjDH99xwAaJ1N5xH9w0oRQKiHt8z+UMOKm9zyVHpJ7R5pGDHBfBbFFULhYqMqkBx0k9cPwpR8zHxuefgWkaB1VAy8jnEfHJ25YmTUbuiSdL4x+32B1tzx5EDAMRIQLZZel1pKXZinYpFl0LyA6Woh0z4x/3kYAckHOs6iY0g3s6qSMCQ0KKQLeLDFaLx45hRimtJPR3Urt9NuU4k4R+v6fY3DlQ3nzT9zjlKLZoWVk4sQWAJfanWrzvmWEwDAOc2XEfbk5qW6RW4B0nFm9sQnb71kG9rtbVhfjCgczoSEMj1AOHXlwaAPRuS6QWg5zU9r3S6E/XOHdL7VRkV+NBOVLCX6Tmug5BVVAUB0TqQqEAURRx+eWXAwBu/NOrWPDGfVauvltb3eI+VHdThLNiymvigHMOWTcRL4v76P/TCqhbt5T+Pu4A8JeIf6a3E/MxyaNApXNfru6DBMGLxRoDgTRjOoxIBBG7QHw5oigif4gxlG44IrRfJnVYSitZyq4xyeYWHLHkVKx/+jG85xOXhdKm3OCchxKpI5EIGGMjMk7VVAViwO8GsOM+PHLYCYsRF6k5518D8DUAsJ3UX+KcX8oYuxHApwHcYP8brjIREQpVLkKIREqVtv1INbdA19TQjlEzl0fq5JNLRR+is2ej+9vfRvbRv6PprH865LZ7IWsmDJNXxn309kKsEgTemrkI5nMMuWeeDS9S5ysrog9WpDYzHk5q+/Ps601jSvsctDZbnfhqkbohZj0np+jIFQpgpllyiToXY7lQLDmpJY9OhuWUDeekDhKp65ZJXSzWRHHEkikohXyNkx4AmhMiMlU3UG3nTiSOr41qETsnQJOLEFqSgb+NUsHGAEeJtm8f4PI5mbKC4tq1aL/yswCA/3nyLWzqzqI9FYVmcrT06pidzaGQzQKGgcmHH+F6/JaJkwDThKZ6dxI451bcRzIo0iI47gO2IyfhUdgsGk9AMQzoGEGRuliEYYt15SK18xsxBdHTiWTKRbB4PLAQkuMuGS1xH44QNZriPt544w3ce++91h9TZmPdri6s27WiYp/Fh1mRC1qxiIRPIc8gDMOA4NJJB4ZXpDZyuYoBvmjnvOt7vbMIHXK9PRAiEc8JHidfXxcERDwyqQEr7kO333coJ7WqeApwoZ3UKe+4D0d0NTUVUjwRfO30EVLNbBbzFI7d8xfVFIkBrMHo2xteR7LNuv74OanFyZOgqYolvMQbIMsykhUCRzOK6X7EFy1Cz223wVRVCCEcL+Wk02kYhhHKSW3IMhCJe4rUmi1+MD3YldQkWJ9fSzIJrayyezQSGbSTSlZkwDRK5181jW3t2PH6Ws/nx2Ix5PN5bHrxWTx5+y8rth1+XGXGpK7rMAzD9XtzinK5FW8EyjKpbWE+wjjaGyqvf8loBHJERJQZkKrOdy+ROtnYBNPQD2lVVMnpXCX+RdraoPkU0xr08QNE6lKBU5d+nirL4NxELNWA119/HW/5uFin2IWk/Ry8O3sLEBgwpcW9X9EQFyHk0uCMQSkUkKh275Y5qQFg6ryFWPvY39CzaycmzJjl+bpucF0HLxR8Px9p8iRwRYHsRFq4CLFOFFwskXDNB3VWZxjptGsBWS+K69Zh7/dvsHLpbdo/cwWKrdb54lc4UYrFAuNoiqrVb/fKpAas78O0xe7qzH/nvSi249TTSZ0qc1L7YPT3e0Z9OMTmzEXhpZWhV7UqxXxN2xwHeiGTPmSRWtd1cDsmyDXuwz5XNeYd95FoaLSK2ys6PvCTZ3Eg634tEwSGH1xwFM4+wlppIU0pc1I3Nh5U3Mfmlc9j/VOPlf6OSBKOTlqfSWDch/1dGf39nuPHcE5q/xoYTv+hIMbRbud+O7Vuptnxi/GOvYiYpqeT2j3uw10IjCaSECIRT5FaMzgMk5ec1Nw00bV8OcAYWCQCbhg4xjAQP+ffLce1x++ru7sbkiS5uqiBgX66pmmBffZyTEWpMRBEZ8yAEYlAcun7DlcmtSNCNycqfxdNiYMQqT1WsrzrrHPxxrNPYsMzT+KYsz54UO3UdR2c80CRGhgZDYNzDl1VIYV0UisU9+FLvTKp3bgBwL2MsSsA7ADwsTq35x2FJfQlQrlGks0tAIBCui+kSJ2DUFZAquWCj6Lvrruw76ab0HD60kEPAsPiFM1rrIr7qF6CbTY0oWvqHCSfeQYTrr0m1LGVXA5NnQMzpLFEAoVBVJQ20hkYtgO1/OLpdAyzfRnMnp9CyhY+q2dCyzOpi4qKCDdK311JpJaL0PdaCw7ECbVLL63XC4778HMoluOIX0O17DEsmlysieKIpVIopPuRlWtF6qa4lUnttJOrKrTubjRPc3dS64xBisUD31MYR0nmb49g9xe+4Huc1JKTAQB7MzI+fPQU3Pixo7E/q+DH/3gAglxEPpsBM01M9BCpmzsngXEO3TA8vwuuKADnpdxBL4R4HLqPg0PTNJi61SnxGlRJiQRkQ4fOw7sFDhW1WIQRTyIiCJhQdu47ogRnAgxNg6HrNQJadfVsL5gkAZI0KCe1JsvYvWlDSWxjjGHqvIUlB5fXBAZgXRv8BnlOhEeYuI8RyV3Tdfz9739HZ2cnPnT2WbjnW1/GKR+/DPNPeW9pn5/97GcwbN0xaElomNfzmkgb7kzqcie1EIsh0toazknd24NUa5vnhIhTbFCLCBA9BjuALVJH7MzdoEzqeALg3HYa1Z7ng3ZSuwwcnUkQU1UqVhx5EYvFkPG4fxq5LCbEUzjpun933W6aBn71/z6NLsUqYhwU99G7ayeY7ezN5/OVInVzM3p370L8pKWArkNev77C0VaCMc9+S0+P5ZINI1LrcgFIxT0Fes128bEQTuoUZHAw9P/zP2P/mwNio770vTCPOirw+eXIsgJmGp4FHRvaOpDr6/F0uDpxH+l93RAiEfzLr/+3dB+qvlc754rX9yZGoz5O6n6wRAKReByRiAhRN0tCh0MiGoEGICpEIFaJSOUidcVz7HtZMZM+aJHaEf+qC9KJ7W0orvMW+EMfP5sFk6TgFT/OPc+ln+eIrrFUCs888wx6e3srfg8OhUIBu2wx1i8LeWdfEZObE5Ai7tezxpgEMZcFb2kG56aLkzpe5aS2orr2bNowaJG6VCvAp3it4yZVenogSlHXeAht5w4AQKyh0bVvJ5SJ1EHCXzn5555DcfVqpE45BWAMhVdeQfaxx1A8y8pj9pr0B8JFKBQ0616XinkP4xtiIsw+98mOkkidc0RqDyd1aQXhUIjUc8BVFeqOHYjNnu27LzAQ91FRONH+PvyE0bAYhgGDM0QEVuMYBQZWFZhirLR/NYnGRii5HN7szuDtngLOXjQJ01prP8s7X3obr7zdh/c3Wde6mriPgxCr1j3xKHa98TrapkwDNwzs37EdrTPmYoLdR/FjYPKl33MfTVZ8z1MgOJPa+Z2yZLJ03ajuyzU1JaAJkUHHfbj1bxhjSDQ2eYrUsm5HlDkidbEImCY6v/wltF9xBdJ//jP2fPU6pLQi+goqElH330V3dzc6Ozs9XdJOPz1MHZly3JzU0enToUdERFwCbocrk9or7qMxJkJggxOpNbkIJgiIVOVGT5pzBCYeNhevPvIgjv6nDxyUruBM0IcRqUfCwGPoOsB56MKJuqbahRaHRycb69RVpOacPwXgKfv/ewD4l6MlDhpNLnoWDakmZYvU+XQ/Wid7F0MCrFlIM5+vmKVnoojOr3wFO6+8En13/y/al11+sM32Ja9UdtI4565xH3EpgjdnLcbU5/4I/cABiB0+NlibYj6HziondX8I55yDkU5Dj9Q6qVk8bnVY0znM7kiV3D25qg5KeSa1rOuIll27Szc/WYa+dy8i7e1gHhc4lkiAq6qvc2EwTmpn/6B9hxJNkWsG07FkCn1du5FTNNe4D83gKGoGklHRcp2ZJiSXuA9p4kToAoMU4v2EcZQ4DqpJ3/6W63cipBqQPPEEGCbHgZyKzibru2xNSihI1v/L+TwEgaHVJY8asCaRIoIAFd7fhTMxESruwycaQNM0cE1FLJnyzBOOxhMwdR3aCE5cqMUCzEQKHe2VxcsikQii0SgMuy2aLNc4iExZDiya6CDE475O82pe/ssf8eIf/rfisZM/dgmWXPhJZP76V+z+4r95PzkSweF/e9g1lgYYXNzHSDipV65cib6+Plx22WVIxeMQNBUtLS0VzpJoNAoTA9/FoeB33XHOgWERqXOVIjVgRX7oPlXdHXJ9PZ5RH0CZkzoi+GdST5kKLeI4qYMKJ9oOHo9BHLdFqOBMakekrr3eOQMDQ5FDRQn4OqkzWV83pCBEMP/k0/Dy438H4D4Y4ZzbInUL9r29rUKkLp/ESja1YNeG1xE/0qqX8fYnL/Z83Ynf+AbaLr2k5vFBidTFApBq83Q6K7ZDDyGc1Ckuw4zEoL35FprOPRepJe+G+vYOSK+vG/RyX1VVAMP0dMntN2Pgpok/PPsGxMaWim2MASaz3NuZ/fvQ2N7he04637u3SB3zzaQuFcOMRBCBiY4qkToZjQCGCkgNkKo+Z2+R2hJeDuzaAcG+piSbmgc1UHREpeq4j0hrG4y+fnDTDFyt44eRzUBobAwcuA84qWuvr47oGk81QFEULFq0COeff37NfitWrMCWLdZyd6+YLMByUrsJcA6NcRHRQg56i/X5VovUQixWURyteeIkJJtbsHvTGzj6zA94HtcNx3nqF4ci2X0opb/fc0JG3bETLBZDornZ3UndNBCLEMTejIx9GetcFnbuBUsmkb7+h9ZxPncp9HwehVLch1/hRP+6AgCQV6x+e9LPSR0TASc7vfq7sK/vqr3dW6S2zRkBIqrR3w/Jp/gvYMV9AIDy1luhRGrFTaQum2A6VHRdhwGG1mQUglD7O3OuS02NDYDm3r9INDaBcxM7ui23/uffPxcLJtcKu39b342+vAqtyxJPyyc8Ig2NMPP5QV8z1EIBU+bOx8e++T0Yuo6bLz0f+d4eTJk0KfC6Ue6k9kJTZCSjHdhTtnKnGhaN+a6+cH7vUtlkUnUNppZkFAUxBjXrfh+rFqk5575RJInGJs9MalmzjhGzRWpnrORcR52+SEqT0VdQXVeNcM7R3d2NI4880vU1gEqROizcMMA1DSxRea2KdHTAjEYhmrWTJMPlpO4vOE7qynGfIDA0JaTS9jCoxSKiiVqTJGMMx5z1QTzy85vxh+9+w/X+ywQBJ3z4QkydtwBF1cCqt3thmANq/WFNleY9P0bCwOMUgQ4jUjsTgHI+h4aot0llPDOanNTEMOI4qcOQtJdQhZmpNgsFy7FZ5aZqOPU9SJ16Kg78/OdoPu8jEANmdQ+GXJVIbebz4KpaE/eRkCJ4Y8aRWIo/Ivfcc2g577zAYyu5HOJlN9VoQO5WNUYmDcO+SVWI1IyBJZNgxSJmdzR4O6ljA05q1QRaxIGOqHMx1nQdyt5uiB5LtQCUCueZxWKNWOcwGCc1YHUwRlKkVuXac7eUSa3omNhYeUNvilvtzBR1JKNiaTlndIa7k9oQBEiR4PcTxlHidMhaPv5x385mb06BYXJ02m0XIwLgVFFXFMQTSc/nM8aQSKVQhLe71Ml2ExIBQpRPHIxhGDBNE4aq+rt+EgnwbBFcEmEYRuB5NBTIxQKMeBKTXAqGJhKJCvdudVE3Ltc6FbwIKixZTb6/F/FUA863XaF//P63UbAzIdUdlmNr0nf+o+a71fcfwP6bb4a8bp2nSB3WST3UIrWpKOi97bYKl0vBNPF0Po+ZkQiaHvorlKWnWq9d1bZoNArDdpUPpvCsG7que55bjLFh64Ca+Twke1mqgzRxIrQQInW2txcTps/03O64ooNEanFCB3T7+lsdfVSNIzxqchFwWf0w2Ex2t+uDc35pxSJSAUUTAX+R2shlIXnUVHCYf+rpWPnUEwDcByNmPg8YBiLNzdi/YzskgaGI2vtqoqkZxVwW4uTJmPKDG6DtdS990vf73yP3zNOeInU0Gq2Ij3CDcw41lwU6vDOpVYgQYDnSg4jzIph9ejeffx4aTjkF6q5dEF99FaoyuLgPVdXATMN1uXRe0fHTlQfwQQA3rXgZ+2K1/YvLZxYgqioyuQyaOrz7H9Zr+TudxGisNLCrpkKkFiyRurrAWUISrbgUSUKk6lz1EgoaWq0+4p9v/E7psc7Zh+OyG37s+14q2uYRxyG2twG6DjOTCXSWOrz00ktYuXJl6W9BELCkUECLT1HA0r6lTGoXJ7XdV4klG3wdffG45faPMQbdx0m9o7eA9x7hvmoPABrjEuJyDvrERgCyq5PaLCsq6aw02rN58MUTTVtQrh57lOMUj1Myac/C2NqunZCmTUO8oRE5l4KXpezetL8oyjnH+//7aWRl60f6pVVvYiHi+MzPngMA3NSvo2PHPvBsBtFEAqLkPukPWKsR/BztwEDcR9KjcCIApGIRsEIeEIRSfJODI8qp+dpIjXKclQZKIVikji9a5LtP7PDDrWO9+SZw5pm++wIDWbblAnp53MehYhgGdJO5Rn0A9qoCxtDW3AgccHdSx+1s8V3dVjyL1yROWyqK3oIKrcvqN5QXNhQaGwHOLcNXQLxPOapcLDnLI6KIREMjCtlsYB41UBlj44WmyNhaNLH2V7/y3Kc1GfeNxHPGRNGya1mtSC1BjsSgeESeVK+UMzTNcqt6TLL6OqlVa0VWokqkdladOvFNKV32FGL7+/uhKIpnHjVwkCK13ccXqt4XYwxmQwMiLhGPw+2kdlth0JKQBhn3UUQ07n59mX/yaXhz5fPI9fUCLkPr/W9vQ2PHBLymtOB7D23AnnTldfGTi5sQw9CJ1HpfH/LPPgu4RM8BgDhxElLvPsl1GzAwsRVmwjteihDNoaGVRGo3SKQeJ6hy0XOmvJpS3IfPDKtDqcK5y4Bt4le+jK0fOQ+7/uVqRA9znzVPHHkkWj/5yVDtqsYRqR1B17BjC8QaJ7WA7S1TEZnQgfwzzwSK1IauQ1NkxFMDnYVoIllaehYGM5OBaXcKq0VEI5ZAQldwWEcKoigiHo/XOKkjAkMyGkE2n4fJGJKxgQuec3PnTEBx3z40eDhuASvuA7CFhgCROqyTeqRzqTVZrsmei6XsTOqihsMnVL6vpoTVzoysYVJzHNouq3qu5BX3IQgII6vGym4oXpiFgjUJEeCG2Je1brSdjQODRrGhAQZjMAwDqVZvlw1gZWr2qiY0TXN11jru6CDHMEvEPeNgyt2SDX6V6BNJmH1pQEr4ColDSW9vHyBEMGVKrXMnHo/DsB0Hbm4ksyjXOBW8CCosWY1SKCDe2IgpR8wHYJ0zjjhrZLJg8ThaP1abZGWqKvb/9KeQ33wTXtMBYZ3UoiiWJhgGU7DFi8LLq7D/xz8BJKnkhFh1zNHQZs3CokcfxYHePjDbzVXtzIzFYgMitTJ8cR/A4B0lBVX3dYNMaopDEJgd91HZwRYnTUSxrECkG5xz5HoOYPbRx3ruE7N/n7ogIOKTr8kEAWZjAyQmBF5bStEyHk48rshgsVjgcZxVP36Z1Hoxj9gEf5ESCMqkzkE4fI7v8yceNgdxWMKz22DEcTlGmptwYMMraJ84CRnUitTJ5maAcxSzGTR/5COer9e/fTv2vLIKkd27a9w/XV1daG9vD3Sq6aoCU7M+Jy+RWuYRJGG53oOIGUXE7fM1Pt+6vkidnZB0DYoxuHuyqmuecR97+ovICNb5fvO5szD1mBMrtl/y65Uo6FkkdR3pA/sw68ij/V8rUKT2iftI95fEFJNFILLauI9kNALB0MAlCZH+LMxCoTTB4uWknjBzNj70xa+VVkW9vfZVbHrxWcj5XKj4GqA87qM2kxoA9N6+0CL12rVrYRgGZs2aBQB46623sCoSwVmNTVj7+CN4+ne/9hozo6ljAk5g7pNJjpM6mkwGitSqqiIVi3uKo7JmYF9WwXSPoomA5aROynnoyclAQYYZkZAuF8HisZIQ4zDliPl48x8vIN/fN6iMYadwpeAj5Efa2sAkCWouh2iT+37qjp2ITp+OWKoBB+zoj4pjhIhFAKwaOVlZx4XHTcPZiyah/e17IcQm4NefOh4A0PdyArxQQDGTLgmtXkRjcc+4Moe8av3mg5zUQiEPoaGh5nol2BOkzrjGa3woCBFEE8ngTOqyCSUvhGQS0rRpUH2y0ctRCnlIsXhFTEuioRGMCUPmpFZN96KJgHUPlaIxTGxJgh9gnpnUALB3Xw9aklE0xt0nH1qTUctJXbRcyWKZwOlE1pi53OBE6mKhYnIh1dKK4v5eSIctCHyuc20yfUVqBYppYs6cOTjhhBNqtj/77LPoP7AfzOdcdfoPiZaB91Xdl2tNRlEUo1A9ROpqJ7VzjfJzUh/YVftbBsrjPgS7fZWrTp3PP2k7qd1wiiYmxQg2PPOE6z77+/oBDE6kHhi3uYzpUkkILtdmp9871DGc/QUNqWjENdqpOSGhfzBxH8Wi50oWMRrFif/8FfTm3D/rp7/7BTz+6jb876bVmD+pEdd/5MhSH+Crf1iL3mwBkzF0cR+9t92Gnlt/7b2DIOCIlS95/k6d+hpBBUeBgdXZQatUxjMkUo8Tqm9mfiSbmgHGkA/jpPZY8ggAsblzMeHzn0ff738Praur9rnZLDIPPoSWT3zioC6u+SqRWreX4UbaK+M84lIERZ2j4dTTkH78cXTKMuAipDHGEAGQfu1VAIC2ciX2bbfiG7Td26Epcugq5EY6AzORgFQm7Dho0RjihorZHVbHpKGhwXW5bkNMRD6bRQxAqqwDKQgCxEgEXBBQ6DmAFp9ikH5FdUpttW/85eJiIZPG9jWrS7OJTBAAyTrWSBVlc1BlGS3V4lcyBdMwUJRl10xqAKXiic5yTnFCbcyL2N4OIyIgZnqMACte0/r9+GVSlw+Q/dhvF1dx4j4AINrUiEwiCi4wNDT7D9YampuB/X2e38VAxysgkzqR9Iz7cI5tyEUk2/xE6gQMVQUSVudzMPlrB8sB2/E0fcaMmm2JRKLksnFbhmjKxdIKgyCCCktWoxYLFUtTy/P6zGwGEQ9HuhCNIjprluUw8mAwhRMB67sI03ELQt+7F0o0imn3/h+kyZPR19eHLXfcgRNPPBHHfeWr2Hz88VDte0W1SB2NRqEblnNlKOI+/CZABuso+acfPYNdfd7f7aeXzMT1HznSGjhWCVHSpEkw+vuRP7Aff7zxu6UCTxXYS1L94j4qndQtvu01kkmIZrBjtuSk9hKFi3JgHjVg3Q+FZBJm3juTWisWQmdSG4bhOtFgZjKu/YfqtrQxCX0AdJffoyMgCU1N2P/2dhx23EnYtrevVqRuagHgX3SLc477E3EUlywBbr3VdZ+jQmRAy/kcmGmd+55xHyYQY96FAx2KxSJErqGpvw9iZydEO2qERaOISVFonA9qUkrXDctJLdVeH/akZeRF67xMaDlMhYzMQw+B27/jj7y5DXvnWKsD8v1pNB6ik1qKxaBr7p+PmU4jOssyOJgQIDFeUYMEsNyiEUMFF0WIugZl6zYk7DgXL5GaMYYjTjql9Hdjewc2vfgs9m59CzMXH+P7fhyMbBYsGq3JLo+0tSEfFfHEPbdj65bNMD0mEMRoDBd9+/tonTwV+/btw/HHH4+zzz4bAPDiiy/ikUcewYH2Nuxd9xoEUcKi095Xc4zsgf3YvPJ5ZBpTmOCy4scRFsVYHJxzz3uH87iUSHrGfTjXyult/nEfjWoBSjwOXWjG3Sv+XLF9YSqFd1Vdl6bMszLhd2/aUPGdBGGUxh4DYsFFv3gRG7oGHJSdTTH8ctIkqMUCpM7a/h/nHOrOnUieeKIViZLPgXOOx97Yh6xsXeOYImM+gp3Ujmh89LRmvH/hRGzTi4hM6cTRC61VIn9IJCH09qOQSSPR6J/z67i+NUVGRHS/Ng44qf1FalEuuK6idFbZKbZb2UtEAqzJdt9+ryyDy3KoSZnYnDlQ3gwrUhdqMuOZICDR1IRCwPcRBsMwoJoMbQ3eTmopHsfEpjh0MNdJ8Lh9/vX09GN66yzP12pLRbH1QA56thuR9vZSYW5g4Bw2stlB5Z47MQoOyaZmZAy9wqXtBUskwCTJP+5DlqGZHFOmTMG8efNqtq9btw59+/eDwftcdZzUqZaBc77GSZ2QsFeMQcuFi/tw+jZecVWJJm8ndangaCmT2l51mqyM+7BEavf+5N69Vj2S1/74e3R7rAIxYgngsEWDKmrsrHJzG5+YsTiEdLpGjBZF0Yo7G+IYzv6iipak+++iORkdvJPaYxIsr+g4/canoNr9i2ouygO6lsN3Lj4SHzF2o3vZR8Dt3+GNmoG/vedDkDuFIXNSG/1pRNraMOue39dsyz7+BPb94Acweno8RWpnwj2MkzrWMBD3QbhDIvU4wXKjhltOIEQi1rKhdF/gvn5OagDo+OfPoeOfP+e6rfd3d2Hv974Ho6/Pt2iUF9VxH45ILbZXHishRVDUDAhLluB+Bug33OB+QM5xysur0LJ7JzB/BpTnX0Rv1uqYa00JYGoH1GIx1KDcyGRgtDRX3IgdZDGGpK6UloWlUqkaJzVgFU+U8xnEYGeilSFJInQhArmQh+QSeeDgiJR+IrWbk3rln+7F6r9WDjBmnWFlBo60SK0VC7WFE8tcIG6Z1IDlpAbs5ZzTp7k6B5koQo9KSOm1DolqwjhKworU+xyRuiyqJN7ciHQyBs4ENAXknTa0tgL7+5Dp7XGtLm1Wdby8cOI+3Gbhy4WoRGOtGOwQjSdgOs7KEXLZ92aygGlgokuHPh6Po98Wsd0G3Lwoh/qOgMHHfVQPqqSymCAjnYHQ5O2Sic2dC/mNDZ7bBxP3AQxUUD9U9u7ZjRXnnwfcc0/psXg8jve+972W+0SSoNr5fzXZ8bEYZPva45dbqO7ciX033gTucW0RUiloRy327YQPJu6Dc45dfUW8f0EnzlxYe/38zXPb8Poe6z1VF04ErCV/AND12qvYt30LZh1znKvwMG3hYhzxbm/hxTlXjEQ8sMCwEY9BTAev5ik5qT0ckaYSrnAoYDnf/JzUWlUslhflS1/Lv0POOYxcDkKAaAMAzfZy0Z1rX8OsOXMrtjluMFUSUcxm0DlrNpJZxd1JDf8oM03TUDQMzNq6DUefczaSx9Y64afZ8S/FbAYv3He3qxNYKeQBe0WHp0itmTAEMXACp6/P6otN2N+N2IL5Fdtitstf07TQE4SabkAAXM0Be/qLKAoJCKKIbG8P+u6+Gwdu+Xlp+7kA/s7OQe/UJpgMaPIo2uwQxkntNaFi9KdLcQs6BCQitW1OSCJEU4MhRCDqOtQtb5VE6mg0CsZYjUhdzcTDrfOpe8ubmLRgMS779T/QnXF/jsCA5R9ciCNzefDGRry99jWY9vds6DrWP/5XvDV/BoR1r2LeyaeVzrmKz0SWse7xR9D15ibwmLUCqXzp+LHHHosnH3oIr7e3I3ZgHzpnzsbST3225ji53h5sXvk8+htT7nEfzuDXrifh56QGgEg8AS2fw7aLPg6jb6D/nzj6aOy88ssAgOmt/k7qRrWAPlGEya3XOvvssxGNRvHMM88g299f46SeeNjhiEgStr7yDzS1TwDnvPQfOAfnJsABzk3w0r8c+U1voKcxgZZCDgkAumHiH9t7cdzMVhwzvQVb9+fw5Kb9MDo6oSlZNLoIP0ZvL3ihYDmp4wKUQh6v7+rHlXeuGtiJczwQEWEGFE4v2BnRCTt+w+jrQ9R2xgMAkklI3TKK2Uzg0u7y1TBe440BJ7Vf3IcISS64Zv6zSAQskbCzfeO+5pt4qsE35s4ROkOJ1HPnIPf881b2rk/kCeBtrko2NZdi1A4FXdchG8Akz7gPBWI0hs6mGHZyBlVzyaRusO5d6f5+TJ/u3d+2nNQatO5uSFUxEU5kzWCKJ3LOaz6fRCyO/WIkVNwHYwyRlhbPyRfTNKDZk6wpj7oTkiTB4CYEwHNsLGesFQ+NrZUidaJMtGxJRrFdjMHwGFsJggBBEEr9O6dv4xZXBVhOajmbdc34djKp49VxH3ZfzOnrpXQZ/XlvJ3V7ezuKm3fi8OPfjaWXXVGzz3N//gNWdfVAHoTJZaBeSO37MqISIpoGfd9+SGURn+WmlKEUqTNFDc0JCcrWraVaS4A1CduckLCjJ3wdDFWWPWPq0kUNqmHi8pNn4T1zaicSt971LGKmjMvePRMHfvkIjHQarZ+6DIwJyN/3R7T2daGrc+qQidRmoQChsQFRFwNU7PDDAFiRIBXX9jJKmdSDcFL7rc4e75BIPU4YTNwHYEV+hMmkNnJOhe1wSyTLkaZYN1Jt956DEqmdwiGluI+Sk7pS4ItJEciaCWX+POivrMLcfB5NLheqV5qaIL/7JDRPOx94ZAUO+9nPcNi7rKV6XZ+4EOAy1JDOMSOThjGx01WkzjMRLUy3cohhOam7XJzmjTERRt7qQDRXDXSi0Sg0QYAaiUD0yfN03BJeucOAu5M6e2A/WidPwUevux4A8MAPv4d0dxeAyIjHfbjd4JzoDahyjbOqyRatM0WrnerOXYi6RH04GKIIIeRstxMz4sVgndQTyuI+ki1NSCfigBBBssF/yV9TWweArfj/2XvveFnyss7/Xbk6nj75nnPz3DA5k2aGMOQgKyjIuuqiuPDbZV1Y18CqyK67KgYMqKsrisCSRFFAiTPDMDnADJPvzNyZm9PJ3adj5arfHxVOh6ruHkD+kHleL17DPVVdXdVV9f0+38/zeT6fzZUV6ANsYOt+jzZOjJ4PyxpgVyYgdadNfoQmtRcxAb9fBYy6YSDbZiqzNpfL4ThOmDinMqnNgTEiK0YZS/aH3WmT75LfUfVc0k7rNRtIQ8A47cB+mjfcgG8YqffNsixEUUwdU7rjey3LU61WQRB4yUtekoxDu3btIh8951JlItTeJV2Tuhm1ZQ/TpG7fdTfNG29EO3AAlN73OTAt7GPHcHbuQBrybj0TkNp0wsXX1bun+LfPHUxGHzi5yTcOr+LbNoHjDOieKtvCMbdx+iQAL3vbf2Ry2+JY390dsda+N8aY4Soysu0Q2HamUS50M6kz5D4MEyFlEZQWWSB1/J67ZifR6h8W3SB194I3MIxQS3oM7V0l+p7j376HF/1or2ROvNCuRrqpMzv3UDh2eiiTOiuM6DmdrdVYPH2G+SFyZMcfvJ+Hbvgyhcmp1CLo1MJ2DEnKlvtwfTxRyTQOjKMaFd22r5xGf8k1Pdti3d9hcg794fo+akb32tKmgSgKFCenaG2sY584h7JjB3u/8HkA7n3tG9FaTaBMIErfE03qWHu2OxIzzAj4cnwBTRpkW+WlACHwcQQB2fepf/FLuNUtgFUTBDYfeoiNU6fJP+c55C4dNLvKFUtMzG9j5djTnK52+NaJKs/bO8X2FNOsrzy6xO1PrXFRs8nJ6RKHfvvXe7Yrms55a5s876f/A9t/5mdTr9lzHR79xo001lYgah2f7yIbaJrG+afP8OjePcysLXMgg91dnJqmNDPLpuFkyH20Q6fL6NkcBVKLmo5ZrWE+8gj55z8feX4O59RpGl/6EssvD9+DXcPkPhSRomuyJIadfgDPec5zkGWZRx55BLPewO8rSEiywuKBCzh0280cuu3mzGOnxnmLPPQXf8i7nn9NogX9+ssWeNt1e7ntqTVuObyGPTWLs1xN9eSJfSKUXTvR25sAnF0Nn50P/furuWBbiT+48SlaN+ZHGifGoHEhYjZ7m5s93TFiPo9qmxiNBpM7dnPLLbdkzlf1pSUCQRzqg9MZh0mty2hWB3FbJXW7mM9jW9bItaFWKAwlZ8Qg9Ucfq3L7+l2p+wgCvPvlB7jqwAFwHOyTJ9H2D5d5sjrtVFPWXHmCzoiiwTjhuh6WN0LuQ9OYKumcRKBpDI7TMZO602xy4ZACzlRBoWW52OfOoffJX8bz3zMBqT3Hwfe8nudaFyVsWUqK6KNCqkxkMqldyyKIcsmhILUfoJDdKdeqhvepPF3ZOnYfoFrJKxiSmnjppJ6rJCVr1RgIVDLM6WIzS7PTTuRY4jDdcA5J5D76jBPjroOKb2UyqZeXl9m+fTvL324yMTtHJUVyc373XljaoL4xqHOfFYlfSFpBTZZRXS8kXaWA1FnSj99pbHYcpuWAE2/5t73PpSCw7dc+xJ3PSO6jQ66U/kzG49hVuyd5RQph5Mvbplk6chgIC39CPs+2X/s1AJ669R4ELzyPceU+OiNkW8M1fPrzHvvGeJGUS1okmtTKMzNOfDbS41mQ+gck+tuCRkWhUnlGch/DzEuyIm5rcpbOpS4cRkU7YVKHSZq7HjGppwaZ1KbjYUXSFS/5r/81YUJ1x6Hf/V3ESy9FXpyDG77QM7nlZudg9dTY5l9+vYGnqqkDZx2FClvHyZT70GVoNMD3KUc64XFomk5LlLBlEXkok3q03Ecak7q1WaU0PZtMvgsHL+DRB74N87u/r0zqIAjCRDGDSa351qDcRxeTOggCnFOnyKfoqcXhiQKSOZ5umJ4f0fY4LpO6YVLW5aSaD1CYLFPLhzqwoybciUjSZnM93fgrvt+3PXmYM/fdl3mcA5bNXLR/P7syvs+B6wzVUFT1HARh4vf9KGB4nkfLcsj76d+Vy+WwbJsc6ezdIOVas0LUddxnsBgKmdS9hqutajgu+Y0m0kw2OK4dOABBgHX0WMIE7Dl2BEKNkkbqTlq/F9FuNKBU4sorr6SSwpSSJiYS86U0uQ/HcUAQMtvIYcsEa89n/naAteysrHLkJS/BMU3kIcWSZwJSG87wBf6u6TxrTYtOLbz3WUzq1nJYXCyO2aXUH4IoIiPgjqGR7ooCsufhrKxkmmtCt3HiMCb1eLmAUBjOpMb3x5b7gEF9Ri/WlR1RlAPwond29cjT1JbP9RQFvHp4n2qbIcA0s2s3hcIDmUxqY0huE4PUhbk5zEcfHXpO9dWw7fftf/rhzPbO3//938/UpbQcD19SxmZSl5tN9D4mtV6ZAMcZW/syCAK8IEAW08eRc3WTuZJOSZ2hVd3APnESdc+eZPFuT0yRj03URJHyCE3ycUDqzuZg115gmgS2nejc2r6AKg7KcumihwW4fkBueob2175G+847k+3S63+IxrFjrN77TZQdO9h3042pY+i28w5w7uknmaqHv+MvvPIgLzhvcLw+dK7OSsPEazVZ0xSmFhd59Tt/Ptk+NTfP8Rdci9rJvqeSrFCamqG+uoIxtYIgCMzM9LLIDhw+zON797Cp5Iey1RcPXMCp1dUE4OgOq9NCy+exneEL+QSkVjWcqAg/++53kb/6aoxDhzjxpjfj3PctNHl3T2G9P8pu+O4YAkiajiiKSSFZ0zSaQnRf+zq3XvuuX2T1+FEEQQQBBEFEABBFBAQEUYDov4IggCDQ+OKXePyrX+TkbAXbMKgb4bMRy73FZnidiWncc16qRqhzJjLV3rkT7XQ4d2xUNwG4eLHMjsk88yWNppIfKfeRgMaaTGDboUxU13wpFguojkWnUacjKdx/222Iopj6LHqeh16cGDoudKwxNKlVmZxtIuTTx2gxn8dxbNSJ4eOvli9SX802Co4B/FvOWVhTLtsmBueXbx7b4IbHlrnmwhCYto4cGQlS250Oako+nS9PsHri6NDPjhOO6+ChZBonuraVyH14iLTNwWKjli8giCKKY7AzwzQRYLKghhJgS0sUr722Z5vYJfcxbiSmkl2/j+YFeJIIM+PlI9JEJbP44lgWgRS+S8NB6kjSykwH/1q1BjIwOb21hkg1TpQ1MDayz7ULpN7SpM42TgQwGo0BkDqW+0iY1H3SiIKiIORyTGFzMkWT2jAMNjc3ufLKKzlldJIiRX/MLGwH7qdRy76m/ogNKFOZ1IKA5HnYp06Tv/rq5O/xuv17vS6vGw7Prx3Gb7XY9hu/gX7B+XQefIjV3/s95ow6dUPA9wPEjDyiO2zLzMSfEtkiJX0ci1nxEBX+Kl1r0VweMQg/P4q8A8+ASZ2xht8CqbNVBp6J3McWk3p8VvoPWjwLUv+AhG0YqUyCrMhPTCbVq2ERgwvSGC2//RG3JLkpLOJxohmD1Gos97GOVKkg9LW86IqI6XjJ4jOXMVjm83kMw0hE7LsZYrnFRVg9hbGxATt3jzw3r17Hk+WBgdP3A2qBzPYubdFCoYBlWQMTd1GTkZwOgmOT65sI9VwOoqp5d1W1P4Qx5D7iib9bz7KzWWPx4Jb5xvx5B3jwrjuA769xouvYBIE/KCPQDVL3GZWUEia1g1er4UftnJnfQYDYHq/4oBWLI+U+RpnHQCj3MVfuvaZiSWcpH2lDjphwJ2bCRWtjYz39PKIF68PHjqLq+sACGEIDsCeDgDkiRuNkr0ZrkvT4fqhTnxFqLo8QaXp/P56NtbU1AiBrNNN1HdfzCAQh3TjRfCbGidnGkmlhG72LKlXPbxknNpuoe9MNZCECqQHr6adTQWrTNMdiSnyvQWqj04FSKXPclCqVBNhIk/uwLIucpg+V+/Ajxp+QkhzKszMIioJrWWgjNKnHff46Eestl5EYx+ZgZ86G71d/p1A85jY31tDyhaF6nqNCCcJWzlFhBz4Fz8c5e244SB0tcLKKAoFpfU+Y1JIkIcB3BVLH5mfSEBmcODxNQ3AcBAJu+L8fZHJhyzTVfPIw5o5ZOt+6i+LkFPnyBIVCITE4ikMvFBFEcSgLL84TSrt2Yf7TPxF4HkLGc1dfW6EwOTV0QaKq6lAmdSCpmaz3OKrVKmIgoLhuYpoYR356GpaX6ayvwwjpDdgCjZWMazq3abBQ0Sk6M6wcexr75Ekmrrwy2e5NTFFcDcG9QJQoTX/3ch9pmtQxKChG86npQUEZBKlzuJgIBEHAzBvfwMHf+s2e7aVPfAL1ssvY9prXsvwbv4H52GPkLr104Djb9h3g8D13cHYpLPxuK6e/0/NlndWmhdNosi76XHHF1YlRbhxiuYw3gkFXnp2jvrqCP7nCzMxMz5wfuC7K5iYHZJknJ6ZQStnz78KBCzh8zx2024MAl9VqoeWLI/0M4nlFUFXs6hqwtSDXL7wQaWKCwmMPsOP5FwwtkpascB4wgwBJ0xK5FYgKloIAvg+OA13PQ2lqhtLUYI4yLFa/ciPlaBy32i0aVni8iYikEJtr1cvToTFtiu2IfeoUCALKjh3o0XXXItBuuhD+VnlNpq7kxgCpt5jU8b5yV06lFIoIQoDn2IgRA/Tnf/7nKfcVXm3b5v3vfz/+iDmzExVaC1r2Mr6gyRQcEz+DGSjmcjiuM5LApBeKrI7BpG6qed7zioO87tJBZulr/+QO1lsW6nkHQRSxnnoaIg32rLCMDqXpweciZFJ/95rUjuvhBRpThfT3IpZCmS9r+IFAxxrMqQRBQM4X0X2THUO6DKbyKgXHhE5nUO6jGDOpn4GEQjRPda/r1ViGa1wSRmUC52S6waBjmgmTupjRKa0oCr7vE5BdFDcaDfIITE9na1LnFAlb1RA2s5/37vxulKRCAlI3G0Cvubrl9oPUUTd4lzSiVCwy4dupxomxHvVU9N7Gci/9Mb19O/g+rWegne5HZKk0JrUTBMi+h9Nn7tot9/G9jE3D4cIj30acmKDyph8NpXminGHKauIHZVq2mxQFh0WIP6U/k50RBrB6sYTVaeN7XigN2+UlIhaLSHb0HjxDuY9bb72V3/md3+EnfuIn+Omf/ulkH98wOOb7/NKb38zi4iLnzp3j137t17jqqqsSc3Mvpah+55138su//Ms88vDDFGQR99K/5z3vfV/mfHns2DEuu+wyfvaFV3NVBvEt3udLX/oS119//cjry7qmrIjP+dFHH2XHjh28+93v5p3vfOfIcx73fL4X8SxI/QMQruPge+7YxokQyX1sbtLMAMEUXUcvFLuYUM+cSS1VKqEm2rnvDKRuWy4FVUoqed5GNZWpqCsSrh/QigygssCWXC5Hp9PBbIUTn951TfkdO+Ghe+mcPAFXDGpUdkfgefitFq4kDYCNyw2TlqigO1uL9TgBaLfbPUzFoqYgeiaiYw0AAbqugyThSBIPdhQeu+NY+jUtrXEVW9XitIhbr+KBKQgC2rUahS7dvG37DoSLC76/mtRx4tOfRMcgterbA0xqTZbQFZGG6eKcPg2AsnOQOQ+EE18QILY7I9vow+8t0hjCKPE77bGMT1abFrPF3gRLszcJhLBQMAqk1qIJv1FLXwj7RocAsByHq5/7XF7xilcM7PO5z32OE08+Ge6fkmDG91kI/KFMaiX3vWdS+76fyET0x7Fj4bNeyKq8R89KIEqZch/jGydmG0v2R+D7WP3GiblcwjDxG42hYJy6axeCqmaaJ47bzv+9lvswLAsxCDKTQKlSwTl3EpR0JrVt20zo+tDWZa/VQsznU5MjQRRRFhdxHecZa1IfvudOmhtryb8nFxbZd/XzE13CXBaTOlpsLi9tMA+Ihd65UywUEMtl2vV6zzj5nYTseXQEkZf9wa24GQauEzmF1zgOFc/HOXdu6PHie+BmaVKbBmIGA6k/xHw+tbXRtm3kmCE5xtyfyaSO9CrTNFP7w1VVlE6Hi1/yck4+9jD1ta0uEr/RxC/nkW2LC154PRAWf/uZ1IIojtQzjUHq8oEDuJ0O9vHjmYy/xtoqE7PZnUwwHKS2HI9AHi33UavV0G0HQ9ZQ+rQS9ZkZWF7GWF6GCy/MOELXd8YLfCn9XVqqm1y0WKboTXPkvnvw2m3U3V3fOTVF5USona+VJ5BH6cqOo0md8vvEQF9c9DVckJRBuQ8Nd0vOQtcHTOL0XA7LdSm/4Q0s//Zv0/jyV1JB6i1d6qcAhW0T6e/IbEnj6GqLdaOFr5NqtChPTuJlzM1xTMzNc/rQo7QrK+zsKzrFHYp7NJknHZsnzy5TOZJuNqfNhoDXervJwb5tZqcd6gmPAKmTv8tb+uAxSC2IIvkXvICFu77FztcMnzfzVhsXsDwXQS333HNVDQ0+AXzLQvou/RL8Vgs1Mv402y3qTjiGxJ10sYRDNV/BEwXklPnQOXUaeX4eUdOSHLu+2SCvasncUNQkmkoeZ4jBHGzJD+ZVGbcWrpu6mdRaqYgdjZlCdN5p74SqqpSLRTqN3NDuo47lIQigydlmqUVdJu8auBlrPzGfx3FNciPWhqHMXXYH4RZIXciUzpgtaay1bERdR9m5AyvjeV5bW+NjH/sYjuPgFGc507R49P3vT7YrisLlCzNY7Tae6yDJo0GyrHBdFx9hiNyHRXGqwFzEpDZTQGoAtAK6YY5kUs8am+E1LPauEaQEpB6fSW2lMKnVCOTu2CbjZCVSpYL5SHq3kGOZYzGpARDEzC5jq95ClDXmu/x3+uU+BEHA1/NIQ4q1PUxqOzZOzACpo/VKmnnioHHioDSiWCpR9tKNE+PCdzmvR9+VDlIXp6YRfJ92hoFjWiRM6hQSjeM4KJqOfep0z9/j37G+vsbXPvC/sTN+Q0lW+KF3/zJze84bfR5BQKtlsvPJb1N69SsT7fjYsLlshnJf9Y4zFkjtGMZAN3QccVejnpGLxwQ9s9WMmNSVrWsqFhFr0XswptyH4zh89atf5TOf+Qw33ngj/65Pzu3Mxjo/fs89/PPNN3PNNddw+PBhrr32Wr75zW+yb98+UJQBJvVTTz3Fu971Lt7xjnew+dKX8Jcf+hC/8r7/iZIv8gu/8AsD5+H7Pm9729tot9soWi5Vk7p7n3Fi2DWlRfc5FwoF/uIv/oKf+7mfwzTNkef8/YxnQeofgLAT9+bxmdSlqWkcy+Sv/vPPpG4XJZl3/PlHkspvFkj9wFf+iQe/9qXM78mft8gLRyy6s6JtuT0sAndjAzmt6h5NRs3o5cpiI+bzeZrNJlY7HHS7geFCxIDsnD6d+tnu8CKWlidJ5PsWcMfX25iShmxvTSRxAtBqtXpA6pIu4+AgOvaA7qeqqiGTWlP5hS8f4VwjfZE726nxcbYmv9Tz7XMFto0OrmNT6KpYTu/YlSxqv59M6jS2AGxpUmu+nTCnu6OsKzQMJ5nQs5iHMXAm+z7u+jrK4nBdWb1QGMooGd840eSqXb3MZWFzOVlsjwKp4+1ZkjyBYeBJEr7vZz7vxWKRtuMQkM60727pH8qk1nMI32OQ+p/+6Z94+OGHM7eLQUAh47ri6w0kmb+962l+5r4berZ/qtnmc/cv8an/eQPvvH4fP/fS7JbT2FhynLBNE4IArWvBp+Zy2IaB7/t4zeZQgzhBklD37csEqU3THAuk/l4yqQPfx3A99Iy2ZAhBJOe4iZQrIPaxM1VVDccXXR/auuy320MLncr27biOm6pBnuyjKD0Gaa1alS99sNckVxBFfv6Tn09as7OY1LsjkHp1pco8DABfAMr8PJ1Om+KubFbzOCE7Lu0Ajq23eeMViwO/c7Vtc9tTa7zUNJH98UHqLDO6wLQQp8cD1sV8Aefs4Pc5jpN4KmgZreTdkcmkjhblWU7p3eHKMrLr8oof/+kBSa9z730v7Tvv4sDnPpb8rVAoYJrmwII4X56gM4TdFIPUlYsvYh0wHn1sCEi9wsKBC1K3xTEUpHb9EBgcITdVrVYpNZucqCxyVZ/2dWF+Gzz2GJ3VdOmn/ojfEVUZnDeDIODcZmgoWmIGz3FwJBF191b3mDg9TT7KX/Qh80Ictm0jy3JPp1Z3KJqWMOO6Iy6OSBMVOraL5QuIDILUKi5BZPqWtlDVdZ1qtYo0MUHxuutofO1rzL3nlwc0xOf37gNBoHnmOBO5i3ukuHr2K+ustSxWPAsBlR0XDna9SNPTuCOY1BNz8xy66zZa9TrPec5zeq89LtAKINerHDkpcuTkJ1OPI4oiRUFk3U4zTmyHAOO4TGpZDgsGgoDUBb4UrnkBkzfcwEXBcMAlZ7RoApbrIMhyz/3QNC0BqQPThDHe+WHhtZpo0Vhntlo0/DBHLOfC51qTJYqazLJaxBdFRGvwHbTPnEGNpP/iYlu70WSqsHVueVVmQ83hbZ4Zej7djMDESLCLSa2VC9hyBFJH41EWsDI9PUVrY21oh0XH9sgr0lBme1GVKDjmcJC63WZilCZ1vhDmMZ43MMfDFkjdUPOZ0hkzRZWjq1GX6oEDmSD1ysoK7XabK664gidu+zqzu3az48KwqGSaJg899BC2EBYGjUaD4tR4/iJp4XseHgIzxSzjxJBJXdZlAkHAtNNzKlfRybVNdgzRpJ7uAqnlPia1kM+DKD4juQ8nZW0k18J5rVPfZL1lcefT6wSkF74XJ3LsmQg1qVON062QSS0IQuYaIs41A1HMZP3brTbIGjNdpJx+JjWEmtCKY2V2LvXKfYwAqRMm9eA8n2mc2ANSFyk0TTZTmNTLy8sUCgXEaK2jZ0iViaKEJESdiGNGokmdQiJwXRe1WEyIV3HEv+Pa6VOsnTrBeVc9d9AnJAh44s5bOfnIg2OB1Kbjc8HK06hGm9KrXpn8PfbyKXZChnrdcBiV/fqeh+vYo+U+spjUyb1s4m7WyG3fYsYr5RJifRVRys4vuiMmsrz2ta9l9+7dfPzjHx/Y5wOHDrE4McE114TeH+effz6XX345v/RLv8QXvvAF5EoFt69g+YUvfIGvf/3rTE9P88jXv4Z4+GH+6sEn+dM//dNUwPeDH/wgF154IbfffjuqnkuVEO3eZ5wYdk1p0X3OAG95y1u49NJLxzrn72c8C1L/AETCRn0GLcmXvvzV6KUyfjQpdMfG6ZM88NV/prmxhthqIeTzme2wxx68H8vosOeyKwe2Gc0GJ1aWOL18duRA5zjOgOB9p9VkSnGp1+uUSiXcjXVyFw8uGGKDhHbbQNf1zMEsn8+zurqK2RJRc7meZCy/NxzYjTGkSWIXcFcQBibiY+ttDFlD7JrQu5nU3VFUoCUGCI7dw+qGMLkNRBE3r7PednjbdXv4hVf282jgzz7/bbgR3Hb2ROm6veBPK2IAdYPUkiwzvWMHDb7fTOrwdxqU+wiTwTQmNYRsmobp4KxGTOoUDXLYAsFl38dZWRkJUmuF4lBGSdAeDVIHQcBqw2KuT9vRXj6B6gW0eQYgdUbbut8xcKJ9shampVIJLwiwVTVcNPZFwqT2/Uy2AEQs9zFY9vaZs6x+4AMEGYCNWCiw7X+8D6lcplqtMjMzkyQK/XH/330cbS5d5iZmUku6zvJGg/OvLHHFzkq40fdQ/87lwK4ZJnIKtx5eHQpSCzl9bCZ1bKjZzWxR9ByB7+PW66FB3AhZA+3AfjrfStcQtywrVRO6P76XILVXrWKrCrkhz6NUqeDYNrI2uFiMnz1ZLwxlUvvtzoDuc3co27fjWeZIJnX3NdfOhaDCG37p19l58WU8cvPXuP2TH8FsNUeaTlXyCiVNproWtnamnZs8P4/RWGb+u2BS+5aF7Li0CNnSH/zxwXny7KbBi99/I4Hnouq5kSC1pCgIopgJcPimgaLpPH3fPdRX0rtCBEFg/3NfkCn3Ydt2Mo9+TzSpxwGpJQnZdfHq9QGQ2qvXB2SW4uJvp9PpaanPTVTGY1IfPEg1n8d89BH4kTcO7Od7Hs2NdS647jtnUpuOF4LUdvYY47oujUaDxbVVjpUH56f89vBvxpgGTVZiOjX4TlfbNpbrszCRoySH77OpyD0gtTozjRK9Z1pGq3N32LY9lOUkq1qi49gdCZO6MsFay8ZDRPAH81HVdxOTviyQOgbmyz/0Olq33orx0EPkr+rtiFNzeaa37+TEyikW9l89cJw45koajhewKgnM5EupHYrS1GRmG30c5dl5PDWcq+b7fEViGZyOY5NbPc2P/bdBUB3g8OHD3HnnnZS1HBsp76nVblHZtjg2kzqQJBzXQZqY6Mnp/StCEP3Cs08Cr0w7RHicTpsmoUwbkjzApHaDAF8QBswTv5PwW+2oIOyGch9CBdiS+4BQ8uOcKLENEFO6CZ1Tpyi86EXA1jjWaTWZntn6nQqaxAklj782yjgx1qSWtgosXfN1rlKmHYHUiGGXZdZaZHZmluMnTmANAbgMxyU/ROoDoCj4yIGPreVpt9vU+4pz1XKJjtPEkdWh72m8/rA67QQA7A5vcxNP1XAkJdReTrumosZayyIIArT9+2ndcivnfv3XB/ZbFgSQJF5y7TUc/dsPc9G113JtJAvSbDZ56KGHECJTsk6j/t2B1L6Hh5jNpLZM5MgHRJIkbCedhGGKOkWamYUtiJnUIQOzf50hCAJisfiM5D5iJnU3KUJaWwcN2ps1Pnnz03z8npOZnxcFuG1HicC2CUwzMQ6MwzFDTWpd07ILjN1M6oz8zmu1MJWtzgTP8wiCYGCNE3er+YaZKh+aJvcxjiZ1fwwYJ3YMkOWeLlqpWCJfXclkUm/btg0zKrCnvQ/d52yOuX4ACKKcrZ9J7Xkevu+jlUvY3/rWwHdAOG4BvOxt/4mJuXn+7r5TfOa+LUD7eer9HD9ylGx3pq3YNGyuO/conqZT6NJPFzUNsVQi166DGOpWj4r4uciSm01y8ZSiOZBoihutBt5mvbfwN1GCswLSkHVBd3Q/Q2kd9YZhcOPqKj/eVzR+3vOexx/8wR9Qq9WQJicHugt/8id/MgF7XdtCkSVe99rX8v8+/omB73jyySd5+OGHedvb3saHPvQhlFwukZjN2mfcyFIJSIvuc44/+/rXv56/+Zu/GXnO3894FqT+AYhkkHgGD7CWL3DJ9YMSAQBnn3ycB776zyFLo91CGgIuWO0W8+ft53Xv+qWBbZ7r8tc//Rae6LS5JqWS2x0f+tCHWF/vlR6ZAl4A/PEf38vVV1/NwY0qUgqTOk4cOkZn6EucyH2owUAlUo+MC80ItBgWMZPaZRBsPL7WxtN0cN1EXqKbSd3znYFFC1LlPjRNIxBFbFXB9nzmyzqllLabi88LFz9r65tkKf71M83aUStLoc8MbH73Xo6fWcVJ0Y/8l4q43VHtS0ZkVQNRQvOtDCa1TMNwsU+fQZ6byzTKiws4ku/jrq6l7tMdIxklYzCpG6aL5frMlXrPqXH6OIobvgPjgtSWaUbGkr3H8g0DN2abDwGpAYxcLlUOJgH8Rsh9hMaJozWpW7ffRvOGG9AOHgS597cLDBP7+HEm3vDDFF/0IkzTZHZ2lquvTgcLHvjon6Pm0rXhE1aYlkMxbV5x2QJvuy7shPDbbQ4DL718F/eWp7n9qeH3XNRzodGT76eCBN1hRyB1v9wHgLEefs8oME47cIDGP3+RG791hJtPbS1Qc6pE2TSZ/z7Lfbirq9iqOlQLW6pU8AhSndbjRa+k6wnzJy38VmsEk3oR79gxspeAg3IftaUQzJ3bcx5aPk8pWswazQaGE15PVouhIAjsnMpTP7MJpHcKSfNzGI1zFL6LRbK3uRl2cQR+oqHaHwtlnaIYsXbKZexz54beW0mSULRs5npgWviayj//4fuT9zYtNs6e5rJhmtSABwMF1LQYpUk9jnGiI4rIrpsUgXuOs1nvYX5Cb4dSN0idL0+wfCR7HjcMA0mSUHUd/ZJLMB59LHW/VnUD3/NGGgdqmjYwt8dhuz6CouJYm5mf34xYOxP1GrdUDgyYFeUjgNNI0UlMi/gepAFSS/XwmVms5CiqEUitqShd7CV9bhYpev6UMQoUo0FqFde2Bth8XtQlJE1MsN6y8BAJUkBqxbdhBJM6BgqKL30ZgqbR+MpXB0BqCGXNlu6+h/kh5oDzZR3dNahrMpdl6HHLU9MYDz6UeQwImdS+ng5Se83weWmZBuWpGXbtTp/rGtG7MJErcsZoDcgfmJ02enG03IckSaiqii+IuL7XAwQALBVnWM9VWDiW/i7EIbbC8/FtM+wM6mNSQ9gRkVYUz4os6a9mp4NXLhFY9VDuQwrzle7286mCyrrVCkHqPgDQNwzctTXUSAqu28RqZvfWeedVmZaaB8PAt23EjGfZSDSpZewUJnVhokQtkubwBXHoOzG/bRsIIrUhEiNtyxtqmghQcMPf2dRyfPjDH04MWJOoVKBSoVo3EL/4Rd70pjelHifOacx2Kx2krtexCyUEASq59Nx1pqhhuz5Ny6X44pfQ+NKXad9x58B+ze2LcPAg7uORpFC3MWD8/EaAVmeIAa63uUnrjjsTKbr+EGdnIQjwEajkM4wTLSsBQmVJxs6Yd5uolPzhz3QlpzBr1PFFCTnFI0YqFpP5cJyI1/VK15pWWlpG2DNDZ7PGOXMb+2YL/M1PD8KSh841+LlPP8ApR2aK8LcS+0HqiEmdH+Lf0s2kzvTA6HTwtK1jx+uKfsKBHM3XfrudClKnGSdmaVLLmoasqEPlPnR5i0ndf+1iqYRunaBhOnh+gBTNt67rsra2xnnnnYcRjXXDQGpVVel02qlM9bRImNQZJvZqpYJXrbLygQ8gRHNeM/pNahF4rUV5+OceOMvx9TaXbg/XbstiBf34iZHnALDZNLlm6TGMq57P6h/9EdYTTybbAttGu/3r/J70ALmnPsHJjAJPHK7j8PwjZ9H/8sOc/MznBrbvbJj83nob69TfclIaXGM5psHzj52l+d9/Dep1mrfcApLItl/7NXITZVxZBmH4OBhHLPeRdT++/e1vYwUBM31koIWFBTzP44EHHmD/5OSA3Mf2rvwoZvl7ns+LX/zinv08z+M973kPH/nIR3jssXAuVXO9ch9p+4wb4zxjaeecnLvjjHXO3894FqT+AYgsyYTvNGKpBavTQR4BLlidNhPz6Rq9kixz6XkHufepxzjxwH3svfp5qfsFQUC1WuXAgQNc0GUa9Je3HUUSBC5RVlhbXWV/q5VoJnVHAlJ3jKEgdT6fDxnbLXeghScGm8xqFcfzue94FSdDP7T81Bl0wPH9QZB6vcXByEnb73SQVDVhUvcvZFU/akPy3AGplpBJLWFGwNlkPj0xvGjPDDYCG2sNstQqPc/rYVK36zFI3btQ2bZ3H5xZpbExvlvxdxtbTOre6xcEAUHLofo28hc/x7ljT/Vsf8tTa1iuT7t6BGWIyVisFyx7Ae4Y7dJ6/OwbnQHX6MC2wXEG9GvjMFpN7v77T1FttHnZ2hLc+Qg3PB4eL/B9WhtrlKKW1VEgdZzgBaJIfXWZmV17es/FNHCj5yoLYIxBalPX8VNYEElipKqpAGQcam48uQ9vfQMEgb2f+8cBc1P7xAmOvua1eNWQDWgYxlBg1O50MotuyTuuaigdl0rXuxGzooWczu6pPKtNC8P2MrWJY0ZDYFkDTJP+sKJxtkfuI3puzUjbvx9I64/YPPHzn7uDb8jbmMyruH7AesviP5S+/8aJzuoqlqoxOaQQKVUqeKKY+szGi0pJ1bBb2a3ifrud+d5AyKT2T5xAGMLA6wepq0tnkRQlMV7KReZjRqOB4YXnOmyRv3s6T+ux8JzTmNT+9DTBEYHCGJIHWeHVasiej+f7zGSYN4miwO5imHzqk1PcpBU4+1u/lXnMAwcOoOh65qLRN82w7TwIeNnP/icuetHLBvb5u//1K7SqG4i5ciaTOk6HB1pLU0JRFARByGRSj2Oc6EDIpE4Bqb16HaVbN5mtDqXPfe5zyXuzZ8+e0G9jBJM6l8uFbc6XXkLt459I9SuoRwXr8hia1P3XHYfpeIiKituyMsfOuDhfbLY4tnsR2/PRxa3nNn7HzCFmkN0Rn4ueMqafi4yrFis6RT18b5zZ6USTEqCwbQ4jaiGXxsgpx2FSQ8i+7Z5nujWpqycauIj4njuwwJR8ZyST2rbtMM8pFii++MU0bvga87/6KwMdgPPn7Ue97WYWlexxZq6ksbcTGu5tX0jPLaSpcCE7rLg5MTePr+VRZGnAPM+PwJVWp0l5iBlm/FwXCiX82gqrJ46xsP/8ZHtonBjKfYiiOLQTRdM0fEEIPTr6uhJO1wyemj3AKx9/aKiRqFffxBVEAtsEQegBxeN748pyYhA2Ttx8883cddddgxv2hMC94DrUqlUaxV3IotAzpk8XVGrnwvFL7AOsnDNhp42yMxw3ZE1DlCQco93DrC2oMk01YnnW6yG4mRKxJnVOkTAiEKObSV2amkjkPnyGa6huizSLa41s0LJje+TV4Uv4gmMSAIaao7GxwoUXXsjll1+ebK995jPcceppxP0XJcWwtNC6APy08DY3MfUCEzklkYHqj5lSeL3rTYvzrrqS/V+/KXW/I3/3d4iPPYYdjXs9nWnRPBJ7txhDzBM3PvYxNv4ym/XnShL82JvRFCUBIfvDsbYIIIoiY2Y8tzVPYdo1h4KRsiSy3a5jlCdT3x+xWMTLKGamhR3Ny9Ydd1LPFwhcD79eR1O3065vsuZYLFZy7JkZzF22TeiokshThsgLiObPPi8dxzLxJYX8ENJNMp4Mkfug08HTB0Hq/nxRiUHqTvozli73kZ4PC4KAXi6ngtSm66HKYlLo9Y3OAEgtlYqolkEQwJETZzCb4bqk1WrheR7btm3DOBoCt/oQ4klO12kREiOGSSbGkTCpM0Dq/O7diIUCtS6GbrtUgle9kuaJE4h+gPPYY+gvfCEbbZtrzpvm//5USPT5Tw98EXfj8bEA89aDDzFlNWm98HpY6fW7EhSFwHVBItNDpeeaoi7bLDa+FxElst7BmAzmOw4i9Kwd85MRSM144Gz8vHopCgEAS9GcMNUHUsdr5dXVVc6fnMQ6fDjzO1zHxgdu+vrX+dSnPtWz7Xd/93d5+9vfzkxXkSqU+2gO3ef7Eb7vc8MNN4x1zt/PeBak/gEIJ9akfgbGicMirqpbnRa51nAtUbPdToC9tLjgiufy4KGH+OY/fDoTpHYcB9/32b17dw+z8sydHbZXcszqPmuRDIeUorUZg9SmaTJVzj6XeDJutzsDzGVRkpAEEatR5/PfPsN7PpduNgHw4jMP8auA7fkDiejx9TbPmQoXJH6ng1SpIMsyuq4PyH1ITlRc6DI1jCM+bsxpzmICnDdb5GFZpbqRncwNMqkjuY8+Ns32AxfAHfewuTYazP1eRZZxYvhHHc216PzJHyFIUg9LdV/HwfF8KGmUUkwD40jkPkRxLJA6SdZbrQGQOgZzspjUpx59iIdu+BJKscxuw8M8vsKJ01sTd2XbApwJn4FxQWoEkc2VQZDa7xi4xeFM6hjEMXK5oXIf+RHsXzWXT+Q+hoHU7sZGaJaaslCWovZ9txou7kzTzCwoBUGAbRqZRrCJcaKsogROz7sRMxVEPceu6fDzp2sdDs6nX2MMTKexLfrDTuQ+BpnUVgS+j2JS6xFInT97gh9703P4rTdeykbL4urfugnPtZ+RJvX3jEmtqeQnshNsaWICVxQSI73uiMcpQdNw1oczqdUU09s4lO3b8UURYQgbe5BJfZbJbYsJSBRL1hjNBoZcCf82pD1311Seaj3bGNguhfc5J37naVQMUhO4mUxqgJ2l8Dyt6RnOKjoXX3QR21IMWo8dO8axY8dY0LRMuY/ANLEiRl95Zq6HqRZHaWqaVrWKuHcbOM4ASOs4DkLgIysqK7/yq6ma9gCCqjL/y7+Esn07mqalMKlbYavtGMUXJwiQHRevng5S633P6Pz8PBdffHHCol1fX+fb3/421x/ci20YOLaVWnyLQWqA3KWXUnUczMNPkbv0kp79GtE8ODH3XRgnuj6iotFQ8/zWkMIDQKHT4WR5WwhSdz23siwjBgHmEEmvnu+MWbUpDLkYpF6YyFHIFSEAZ7LSs095cZ6aKoPvIY0xHo0CqZUYvLR7QWq/XkdQVQRdZ6O1jhdssdm658cQpB7OpI6vO5/PU37da2nedBOd++6n8ILn9+w7szeUfpo1s3OB+bLOrs5pJM9nbkc6SC1PTYHvh9I0fXlUHMWpaXw9TykC3rojZlI363V2792XeS5bIHU4ti099WQCUnuui2OZ6IUiVTucO4aBE7qu40eG3kHfPT9V7fDQ7AFedeo+zCeeJHfJoKwehO9hI1dAIMAPhAG5DwBXkRMwZpyoVquUSiWuv/76nr+v/vEfI+/YwV2KwrePnqB+4ELKud7fcqqgcibOq2u9ObAdabuqkaeAIAhohSKB2WG6Sz+3EBknQtglKWeA1B3bJaeERu7e5iZCPo/Y9X6UJkuhcaIg4nre0Hdibm4egoD6ENCyY7sjmdR5x6ANtCQFz/NYWFjoIfqc03Pc3a5TyOkDcordkZAzhoDULa2YKZsBMFsMn9W1psV5s9lrRlsQUG0bIxpfuzvThKjw4UcgdWcISO3VQpO1PX/3mYFtnfvu4+T/+t/htaXIHkGkV+26ie6xqsi024OsWM8PWHdk9vsuX7/pJjpZc6EgUJZs6uX0PEcslRLD1HEiZlJv/O/fpN4FFhZKZdqbNdZ9i30pADWEa+IrdlZ45OS5EKROKVDETOrCkCJ0PA5Lmp5pnCiZHZzprTkyztH6C2ZqOTKPzJjHuvM7xzLDNfmQoluulAFS215P3hd0jIE1m1gsIUcEpi9+4R9odT1ngiCwY8cOHnn4PmRNG0rgyRUKBKLE5vLSWCD1liZ17zHj6y7s28f5376/Z1utVuOrf/InyFdcjnLfXfiRFEW1bfe8j/m57YjrD9HcWKM8M7z7y7/9FhxRIveiF7Pt4I/3bDvz8/8N48nD/Pcr/jPvec35/Ofrs+USAZaOHOab7/1FfuS/v4/dVw2y+r/w9af5468/xdH3vy4VqLaNDl/4mbdw7Wt+mMrv/TGz7343E6//ofCaKhN4skQQCDi2xeO33ZwqHQZhMVzUw2csa20US1EW+vL9GNRWVRVpsjLApO4O17Z54PQSr33ta3n+87fyi0ceeYRTp07x3ve+t2d/Vc9hbiwN3ef7ER/72MfGPufvZzwLUv8AxHci9zEstK6EJWzTTp8IgyDA7rR7koz+0Hfs5LzVTZ5QjnDmyUPsuGAw+Y0Xmf0swrblUtQkCoUCJ6IEa5hxomUa5Oazq0HxwtQ0OiFg2BeqquL4PmeOnkaVRf72Hc8nrYK3+snjBPeD47o8sdLmlVF7ru36nK4ZTE6Hk1X3wr5QKAy2BNthQpSWzMZO5Y4AYuBlJoeSKOCqGo1aNiNjgEm9WUNW1IH7Nr1jBwQ+9Y31/kP8i4WdwaQG8JUcecsksCxmfvEXmHnHO5Jt7/vCY3z50SUeeF+2fiJsgeDaxATu6mgplwSkTqn2jwKpjYg1uPgzv84fffk4X/+Fl7B/rncy/Mi/+w/AYALXHyErSkqY1APnYmw5uo9kUuf0VJDJcRwEgpHJVWicOFruw91YT21zhAi8VRS8ahXHcXBdN/O8PcfB97zMzpD4c76koPgdJrtA6m737N3T4fN9ciMbpBaj7xjHPNFK5D66mdTh/zejVvxRTGp5cREhn2du/SzFifC7J/MqOSkITRmfgdzH94RJvRLKffQXrLojZlJrKUyJeOwSFXWEJnUbccg8oWzfjidJCENMS9PkPmZ2bLFrt8x0GnSKEettyCJ/51SelhU9LynvtBWBfLqb3k48TsQgtRh4TOezz2UhetRPF0pIHYNXv+AFlHftGthvYmKC48ePg14YokltYkXzVlbxoVCZZOXYkeS6466fOGzbRvA9FEWh8eUvo+7bN8A0xvexDh8m/5znMPVTP5kKUnvNBlKxOFabouN56K6bsEx7jtNoIEWSXHGoqsqP/diPJf++9dZbufXWW9ESvco6SspirRuk1i8JDbuMRx8ZAKnrqysgCJQyJB+6z2OYJrWkajhyKKlz3XXXpe7n/uPnCKbmsCUFO+V5Uwnzm3EizqdyKePnUt1ElUWmCyqCAJrnYRV696sszPKkKiP4PoI8vJgKYzCpYxkI2wK2xuFYZ1wQBNbbodwHDILUomsnhsNp42M8H5imST6fp/iSlyDk8zS++tUBkDqYWsRDZKKZrfs+W9JYtJaYahuoGXOjFEkAedVqJkgNAr6eQ/UH50y/2cAXoNXYHConE1+bmM+jOy7nnnqSq173BqBrPioUsAxr6D2Ij2XYEUjd19lwutbh2M4L4NvQufeebJB6c5NWNI57fblrfG8cWRnb5wHC4sLExMSA9NdTR49ROnCAR9bPUpcWcc4+TlnvNaSbLmoYMehV7dVst0+FmuHdnXZqvoDSNHvM/wraFpPaG2K42rY9Clqku1urIVV6n41cuYQtS4iSgm0PLzgrioLk2jSN4caJaVJ33aFZIUjdEMPr6c+pPC36u6ZRb2bPrXHem2bwBeF9b6gzmaaJ0MWkbg2XC7SCAMVxMKOOzX4ygqZpeL6PKElDQWq/1UKcKPfo6SfbLAsvWvPktPQxLJ4/Y7aurioQ+LQst0dacalu0BE1AkXlrrvvRtf1VJJJp9OhfN42pNPp5ywVi7hroyUH47Aj8lnpyqtYfP9vA2FR+NBH/oLO5iZrosXMENmi5+6d5GsR18rbHDynWJO6OIRYEV+nPEReTLFNrK4uuSwmtR6B1EajSVpmL0lS8tluGZasyJXKNNfXWDl+tOfv7uoZtjlV2ps1CpVJfMNAyPfLfRQRLRPJ9zBNg8svvzyRQdA0jWKxiNlskhvhyVAol0GSqK8ssXhwuMEyhH4hgq4PdN9kSaR0/832PBTXw6tV8fyAWsfueR+37d4Nj8PKyZNDQeogCNDvuZ0HZg/yitnK4PdNT+NXN1BlcTxN6hGd/B3HRZPFTCa1oucQJRmjVqUCSF0FVKlUxJEVAi/g+AP38fUP/8XQc7nwLW8FstdG26P16alGh8fObr0TT50OsYGWkMfKl/Dq9cyOopOnz/D42RXuv+2Pkr85jsN73/tePvnJQfNjVc9hWBam0cnc5186jh49yj//8z/z2c9+NvnbsHP+fsazIPUPQCS6vt8juQ9FCwdRq9PGbzVRM4An17HxXLeHWThwrMUFdm00OH7eDr75+b9nx6/+r4F9YiOjfmZl23IpaDL5fB7DtvEFATmFjRcbJNhWNjsTtpjUhmWl6myquTyuKNA5coydkzu5ene6Ydb6tMKyKCIIcPPhDf7qN25AEgT8IMDzA2aigb+7jbpYLA4wqV2zje96SPogQCLHoJkoontmptwHhPpW7UarR1ur53v6mdSbNfKVyQHgQBQlREGgNaSK2B8Pnqrx7ZNb++dUiR+7eieqPNqJF7pNFwYTEk/WKASxuVKlZ1s5J9MwsrWn+o+vTU7jjCP30aXN1x+jQOrYaKPqhhPbXHkwgfSS1sLRi39ZVkBR2UwxP/ONDk4Eop3ctFlz0xNjVVUx9HQmtW3bCMFokFrWtKRUM0ruQ8pgywqCELom16qZRankvEYU3URRDNk2rhMyqbs0Ers133ZNhffp5Eb24iyW+xhnUR2bHHW3p8bnaNfrSIwGqQVBgL372L2yjFKOAAhRYFtBAjv7N+mO76Xch7G2hi9J5Id0y4QgtYCUUrCLF+KCLGcuYgC8dnuocaI0M4MvSQhDmEYxSB0EAYHvU19Z4sBzX5Bsj9syjWYDU91qzc6K3dN5TroWQS6X2rJvRm3N2jMAXPrDrdWQoy6EKSW7dXJOD6hLMicdl73HT6BUq5ACUi9E7GpXy+GmgNSB64LrYgvhd2W924XJKTr1OsTPf9T1E4dt28iuixrd872f/fuBcS8IAg5f/RzsU6F5UxaTWhzxTiTf6XmRcWIvSO2bJoFpDhgnDlxT9HzF82mnXk9drBmGkRiUKtsXkSYnMVN0qRtrqxQnp5BHjNWqquJ53kAxGEImtVTQcCSZmclJXhSZuPXH0+/7H6ydd1HymYHviEy9AsfpkeZICzPKHdLGknN1k4UJHVEUcDc20G0Hs88/IJ/XqekF8D3IkH3oDtu2k66dtEjkPvoLGJv1BOjbaNmI0lbxrTuPEzx7KJM6kUOJ3lMxn6d0/fU0b7yR+V/571sLTUVhreOzoU5RWT+TfT31KkW/xUzTyNRSl6dCYNqrVmFfOhN6c3OTQBARUoyYvWYTU5EhCIYCCglLXJKYbJuce3pLOzTWudQKRazNlZEFTl3XacW65n3A1OmqQWn7NrQD+2nfcy/Tb3976jH8eh0jF75n/WzhbrmP4BkYJ1qWNfCsBkGA12ohFYtUNgJUVSbYOMziRO9zNl1QwyIGINZqPZrSzukziMViz7gm6nm0TbOnqyWvSlsgdQqYF0fHchP5DXezhtwnlycWCtiyhCDI2LY9VEYBQPFc2nb2HN6xXeZTcsjuUM0wt2lEmq39z4AXsYh1RcEwDHzfT23LT/S6M0zDvc1NNhd29hAC+mMmYqevt4bfe8M00Tw/Kez3d/rE80iuPBHOURnht1pIGSxgZTHszALI6xmmiWYMUofnndMUJAJWGlYPSH2mZmCKOYJofHrjG9/Yw1aP45677+aGG2/Eb6WPz2KxiHfieOb19IdtGMh+gLJ9sQeIL1Qm2Th7BrvsM1scAlLvmeIzcjiOpjGpTaMDkkRpyPwc55qipqWSEFzPR7NNzK7xPwukLkQymI3NJmkr635N6iw96jhKU9OcevQhPvkr/7Xn71PAq4D/98tf5p1/9Un8TgexrxAiReebdw1cx6FcLveYzAEYzfpQqQ+A0kSFQJSoLS8N3S+OwLR6ui/iyPrNuv9mOTZ5z8etVql1bIKAno6QA+fv59hX4anDR9h/6eVYR4+mepLYp8+grq9w95Uv4U0p+vLyzDR+o8G0CvUUY8mBc4/fo4y1i2EP19YXBIFcqYQR6/x3j9eFQigf5fo0I/Lc2//sbwbwm1a1ysd+8Z240blkrVMPbt+OLgh89dBp/vHPtvTyqzffjyCrvO+uDm8+s8Y7giDsqukrQFerVf7mH7/AT7/iRT336u677+ZLX/pSqvH9z/3GbzKZz3HJN27J3OelL30pu3fv5sSJE1k/03cc1WqV9773vXz0ox8d+5z/Jc+nP54FqX8AIq5kZQ0SzzTitjiz3cYbIvcRt4YNk/uQ5+eRgIsWdvHAQ9/mlo/9VTL5TMzOc9krXpMJWjUtl6ImJ4tPW1WHaFIHuLY10jgRwLacVJ1NrVTClUQ4fZKd15w/sD0Or9HAixKrN1y1i3PqFlNDV0SuLNZYp7etqVAosLLSy+S1Oy1wXVAHk1kxAmsCUSLnm5lyHwByPo/iWBxfb7F/bnBSHWBS16qZzElJkujUq3iuO5aj7i9+9mGOrfWCgB3L4x0vPm/kZ2H4BOdIGjk/THgHQGpdwfUDOrZHYYgDeqyjps/M4J7IdsKOY6uLIBukFoaA1Iqms9bx0BWRUtp56eGzPw5IrSgK5AvUVwYToKBj4EYL/J/86AM4GUP9T5WUocaJgu+TK6UXY+IQBCEpIgwDRt2NDXJdeoj9IU1N4W1sgdRZ72qsxZcl9wERK6xjoPhOBpM6x2ReoaTJnKpmt7kKeiz3MRqIjJktacaJZqOBOTXF3TfckOinpp3zm9/8Zswdu9nz9DfwuxagcxFIPQ6TOn6XvxdyH+2NdZidHTpuShMhk1pOwVgTkEJWsE0jtWgUBEHIpB4CZPlxMj1Ed7dbb665vorveUwubJmDKKqGoukYzTqdUuQoPkTTc9dUnpxr4Wrp125GOuxKc/wW3f7wapsoXgxSp+vkxdvWKzP4QcCBp5/GOXeO3BVXDOw3PT2NLMs4vo9jpnR7RJqa8bnny5XU7ytMTBIEPnZ0r/p1qR3HQXJdZM9DXlhILcwJgoC6axf2yWEgdROpWOTIaouP3HUcz0sH6mdKIRtZIRjQpI5B63FBapTwmczSMzUMIwH7Y11q87FBea/62vJIPWrokuay7Z73yPV8XD9A1jQCWSaXkZ+5tRru8jL2y34YOqQzqVUVR5ZxV1d7TA5Tr6/TAc9LLfKd2zRYmAjPwz55Et1x6Xi944ggCLRyOoLv43qjuwjGMU4EBtp0QyZ1BQhbl3O6CvbguCa4w0HqbrmPOMqvey2Nr3yFw1dumScWrr2G5Z//bVa1ORaXTmQWuE899jAA0y0DqZQ+ZklRHupuVFO3A0m+51QH2ZN+o4kZHXvYMxZfmyPJVNomS+trtKobFKemu/LvIpZ1auTcoWkajusiAH5fd+TpWocLtpXIv+AaNj/72UwDQXdzEzOXI8DIBqmVZ2acaJomE33vdmBZof9HsYRWKFLC4ZyUZ2/rEGfOXJnMgSUpLFQDSF6Au7yMGhX37NOnUHbt7LnHgpZH8+uDmtRKBOYNAUU7XWCLt7k5kJOK+TyOLEIgYtt26uK/OzQhoO75OI6Tzsy1PQojNKmFiE3fIgOkjubMXHR8wzC2xsnucxki9xFEsjYb2/WhklWTeRVRGA1Sm6aJJoAV/db9HZ3xPJIvlTGaQ+Q+2tl+SVKxANEzVcgCqfuY1DlNRRQCVhtmTwfk6WoHU9KSMSiLSHD5nj3caprUMiQ4xFIxlL8aM2yjg+T7yH3GzYXKZGgoWQoS9npaXL17kraW3SHQjp6d0hhMaklNB6mrHRvdtTC6xsksuY9CJfye9mZ6jtcr92ElxYOsePFP/Sz7n3vNwN//4pYjBKcfZ8fqI2E3uGEMkEfi4mPJMTI7GI1Wc6hpIkAunwdRZHM5uzOnO3zTSPW+GQZSJ52Tto0mSnjVGpvtcC7tHscuOW+BR6UcZ4+fYPWPP0j1ox/NPg9J5r7FiymmrFHjuW0H5nhM6hGkok6f/Epa6MVSYlTZDQyLxWI4nzgerVoVSVEoz84NzNtSlPN5UQ6QtTYqihKvKpW4e/0Un/r3W507v3TzbzH9ytfx3992HV/+46cBsNY3es6l0Wjw7ne/m7f/8Ot65vSlpSWuvvpqHnzwwZ7vuv/++3nHO97B/37PL9F4+FtceHB/5j5//dd/zbXXXjv0N/pOIj7nD37wg0x2Xcuoc/6XOp+0eBak/gEIJxkkxtekXl9f595778X3txYhV155JTuj1jg9X8DuxHIfw0HqYXIfoqoiz8xwnqhybH6Bh278CgBB4BP4PtsvuDgVpHY8H9v1KUZMagBL05IBtDt0RUIlYs6NwaR2YUCTGkArlWnJMtrKGXZOZv+WXqMeumYDV+6Z4e1XX9Sz3XjsUAhS9zGpjx3rNSgwWg0Ex8LPVQa+Q4oMVQJRQvfMTEdtAL1URN+wefRsPRWkdl23h9XR3qz1gDvdoSoqVhCwceYUc3uGA82G7XF8vc07r9/HO68P2UQ/96kH+L+3HeXfPX9X6gTYH45pgCAkbKvusEWVgh9Oxv0VzXL0ezRMZyhIHRdw9Ll5Ot+6b+T5bLU9PnO5D7PVQi+WONq0mC2l60MG+njGifE+gZ5jc3UwAfJNE0ebIwjgZRct8qarB7UzP3T7MdrrCmY+l2mcGHhuouU7LNRcDpERch/r6z1FpLrhcLoLIJaKE/jrG4m0xnfKpIbwPW8JddTA6WmJjRnRoq4jCAK7pvOc3MgGqRPjxDFa6a1OB0EUe9oQY5kau9Xk6P59LK+tJWNozzXZNkeOHOHkyZPU5nayze6gBVvfOZsXoTYek1oQhMTF+ruNzuYmzM4OZX1JkxGT2h8ErJLkXpQIfH/AHA0iwMF1hzKpE6OTISBBtxZ3bekswMA4liuXQ+PE2dA8J6vFEGCxkqPgmlhqRnLdaaF4PsHq+C26/eHVasnYVpayQeqS6OJMzlGYmGWi0cBZSmfmiKLI/Pw89eVzqXIf8XNs+V6op5jxPMVFSiMCs/tBatu2UR0b2bTQ9u7JPG91926sJ0N2p6ZpA7qnXrOJUCrxc596gBMb7VQmnuF41A2bn9EdVEkK59fuY9Q3AQba6weuKXq+gmhRl9Uq3i33AZC79DLWb7+Dw8/Z0lOceed/orG2yvbzL0o7RE/E70A/SB0zohVNI5AUNNvGfPzxwfM5dAgA77z98Fg6SK3rOrYi4ywvjwapjU4o1ZLSLr20afCCfeEYbZ88he54bBqDc52hqUiel2kI2R2jNakjGYh+JnW9jrJzBxACW3ldA3uwEOrbFq4Uvvtp82a33EccxZe+lPlf//VEA7Z91110HniQ5brBijaL23yczeVzqXnQqUcfIhBVSqad6TEgRe+PV8sGqZeXww4oe2NtQB/dazUxI837YXIfkiSFcjKSyGwnvL6lpw9z4PnXJt1esXHiKOaurus4josK+F165b4fcKZq8MoL5yksvIDaJz7Bxoc/jJoyj7nLK7g794IQ3stsuY/vjkkd3zexWEAvFrHbLQ5NXM2VnQf58Ic/nOwniCIVMZIk8H2cpS2Q2jl9JjEqjsNTdDTfSli/EMp9tGJN6misSYtuQoRX20Tt0ysXdB1LlsAf/U4A5CSROuFabCHFf6AzxPA5uZ4I9GwEAiKDILUbdUnko/em0+mkgtRx92xqB2GrBb7PqqAzP4QsI4kC00WNteZokHpSkrGizsM0uY9Op8PkRCUEYzPCb7aGjoXCQigNU8oEqXvN+Yq6ioTPSrN3Xj1dMzAlnUAaDlIL6+scfOopHr3sMpaWlgbuqVQs4jezZRn7w2o1kV0v8XOJIz9RwXcdVN9OdMDToqQr7N85jSOrqUzquIM57XmII2FSKypOiiTe+mYHzXfRuuSDsgDX4mQkw7WZDtT3GycO04KGsEtsf1cnXXJOj4ooHRNWH6FVXScwOojzvYVAMS4QetFaI+VdNZtNymNIfQFUx5CSBAgMc8A0EbbWVWnzmyRJCIIQgtSKilersRFJ6nTLfeydKbCpTpFbOoMdCCjbtzP/a7+aeh5/9UQLsZZPXaPGko0LvsHaWEzq4fiT4Ywex3KlMmbsO9bDpC6GnTmOExZnJ6fSz1lRwk74SGfccZwt6ZiuNatvdHjn9Aw3nFtil7TJBRdcwKFDh1g6cYR/+vtPs3fvNvSXXsRHvrjB5171Or55393MzMxQq9V44xvfyE/91E/x9DfvoFPf5Mtf/jIPPPAAlUqFd73rXVzRRyqJjWr379/PuRNPIAfB0H0uuijMNVdXV3n961/PT/zET/DzP//zPfunXVMcf/AHf8BnP/tZvvzlLw+c80MPPQSE66xxzzk+n3/peBak/gEI2+ggSvLIttQ4Op0On/zkJ2m1WsmiqtVq4ThOArCo+TxmuzVUkzpuDUtjJXeHsriIsLLKf/jIR5K/tWpVPvTOn+bwPbdTOBhqQXZP/m0rMhLoYlI7lYnUAV5XRDQh3H8ckDqQZPSUNk41X8DTNeZWV6hMZSf8fr1BEC2Y0yaVbp3POIrFIqZpJtIbruvSabeQbBNPGbwmKW7LFEWmJDvTURsgVy6QX23z6JkGP3Ll4PY0TeodF12aeiwtp2OJIstHnxoJUj+92iQI4PIdE5Sj9rhffNX5vPHP7+Kjdx7nXS8/MPTzEErVqBGg2B+moFL2I5ZMCpMaoGG4LAzBLmwzdKHXF7bRajbD1q8hi7nEQGaYJnVGUme0GuilEqsNi7lSRiKrq0CA4waMgiNlWcbXNBqry/i+hyhu3UPfMLBlBQeJy3dN8qqLtw18/q4j65xekUPjxBSmsGWa4HljGX6oeg6BbJDab7cJDKNH7uPt/+8+7juxJQXznhWH82tn+a2/vouXSPAbX3kKQ4nMc2SJ9//opeydKSSMZTVFBieOXC6HL4AaOImLN2zpwMdshd3TeZ5Yyl4YxIZuWcZw3WF12mi53sQuMU5stzm3fTsXXHABb3rTmwY/a1n8zu/8DufOnWNpajvbgMryaTgYLqgntfCY4zCpge8ZSN2OwIBh46aoqniiiOQM3vs4SY9ZRo5pDiwu/KjgkzWPwNZzFaQspuLo1uKunQsLN5OLfSB1ZKZjRCZXw0KRRCZx6Mjpv3mrViOHgLMy3gIkLbxaNdE9L4rZBZ5mo0agqPjbzkcsl7FPn05MXvpj27ZtLJ87G76/fZEwqR0nk0UNUKiEC1/Di5iVXXOV7/t4nodvW0itNuolg2Y4cai7dtG8+WYC10XTNFZXVzly5EiyfRlYl/M0187we//mCt54zWDie+vhVd7+0XvD4ykKfr/cR1S4GJdJ7UUSJWkAh+u6A3ISlbf8WFjEi57B5jduYfNrX6MpWyNNE6GXSd0dMUgtqyGT2v7GNzj+h3808Pnw4iTYfxAeO5IKUmuFAm1FwTm3BFenfL4rTMOMQOo+wMrzWWlaLEZa+PbJE+iuj2UY4XvblVvZiojkupla293x3TCp9Uj7eKNlc15OhcbgHONaJr4ogyinSxWkgNSCJDH1Uz+Z/FvM5+ncdx+1pVWq+XCu/Pv/9aupLeXN9TUUfQqBdENV2Cqaj2JSl/I5CHwaq6tMd4GafrOFkdMRBJFSCvGi//osBMqGhSTLfPnPPoD0fxX8CNDRi0Usy+phSmUdx/Y8FMDvev5Xmxa257NjKk/+4uci5vOs/+mfZR7HuvAyAiOcN74XxomWZQ0ygCMwTyqV0PIFGmurnMvluOTgK3jrVeHvFQQB//TFL7G31CZYEZB9Hzdquw88D+fMGUovf1nPcR1JR/N7DcdUWcTRdQJBHKFJ7SbEizQmtSAI2LKM4Aap19QfeUWBANbW1jJAancoAQO2wPyOD0VSQOooN8pHUhVZ5omCIISM/BRyRgxw1pUcFw7RpIZQ8mOk3IdhsKAqYY6ti6lyH7VajXx5guUh4N+wtSmAFwGMpXz6fdgCqcPtBV1FjOQ+uuNMrRMy/ZvDQWpnaZn9Tx/hwUsu59bb7+Df/du39GwXiyUCx8nsUugPq9FA9n3k6V6QuhDJzOS9zlAmNYSSH3Ulz1RkttcdhhFe51ggtaxgdwYZ0Btrm8wA+cpokLo8FXtFjAapXdsaKfeRFabtoebDXKFZ3cDvGIh9mtRSVHws+5FUasr9MJoN9BFM6vh921wfj8jgW1aqifQwTWpBEMLuOddF13TcWpWNdnjvpro6G2RJJJiYJ1g/hOvKKLt2Unr5y1PP49jKA0yYGYz2aD6a99oceQaa1MPlPoaPY3qxRNM8hqBpPUxzqVjAkyQC06Vdq1Kcyp4r8+UJnGh8++Y3v8lXvhISIj/+8Y8zNzfHD//wD+N3OuxWVX7y7e/lve99L/v27ePs2bPccsst7N27F4DnX7mPj7seZ5fP8cTpNa7K5Xjxi1/MY489xu2335583x/+wxeRZZkzZ7Klw7p/l7Tu7LSwLIvjx49z7lwvOe2ee+7hIxGG1n1NcaysrHD8+HEMw6DdbqeeMzDWOX8/41mQ+gcgbNNAzeXwOx2Ov+nN2eYMksT8b/wGX1xfo9ls8ra3vY0dO0Imy0c+8hGaXVVevVDAajYhCBL9pv6w2m0CSWKt3sCLFqayLLNz584eUFReXMB6/ImezxYnp9h54SUcvvsOLtoVusd2T/6tCKQOmdThZGdnJPM5RUJlNEgtyzKKLBNIUqomtZbL4cgye1vruFPZx/EaDbyIfZoKUhdikHor4YsTgVarRaVSoRG1NCu2gSMNDu7CxgYoCoEoMSUNnyikXI6y6PHYufQEu1uT2nUczFaTYiV9QaPpOURFZeXoEUif35J4MgL/zt+2NZFfsbPCKy+a56/uOMZbr9nDxBAtbQirsFla6oagIgQePuma1BAyqYcfv4Oi6ahRJd1dXUXdsydzf0UP9WlT5T7ao5nUuWKR1aaZbdSnqYheh81qg1JxuIa8oig4iornurSqVcozW1V93+hgSjI2ElMZ7JaFSo5Droyp63gpgJZlmgiBT24ckDqXQyDIBKndyASn29j0dNXgRQdm+PcvCPX0ytbdFG49zEv3V/CPg6bpiIqM7frcc2yDe49thCD1GExqXdfxEVD83vsftxmL0Wd3TRW46fGVTL32pKA0Bkhtd9o9etSw5QOw4TpYZY3zz0+XCdI0jZmZGZaWljhW3MmVACeOwotDI7WKBk3CxcA40W8i+J1E4LqYxnDplTg8SURM+T5ZlhEEIZE4cUwD+p6nBKQeshiKr0WoN/DNdLZJMoZFTGqtUBhox0xAame4Dl4cEzg0xfT3p13bIKeouMuDmvDjhlurEegFwCFP9v06tV5FsC3OBlMo27ez+Zm/Y/Mzf5e6r/661+GVS1gp9yNmUpuORX5Ih0RxMgKpHZs8vSB1DEx6poliWqhR8p4W6p7d4Lo4585RKpVoNBq9RiwHw0Llq3iKx24+xuufe3BgITZVUFGIWMeqmiL3Ec5ro7St4znWtG1kVUtlUqf5Xyjz88z/8i9v7STLnP3bTxMc2P6M5D76WcemEy64ZVUBQUTP5djx5/8n9Rjy3ByrWnhPbG+Qca+XSjiyksmw7/le0wTfQ+57h1abFp4fsFCJJCROnaIQLdab1Q2mooJPEAR4oo/iOCNBas/zcF13BEgdaVI7g0zqWO5jo21xeSRD0j+uOaYZ6sGK6e9zGkjdH8r2RQCM02dRZ7bznMt/lFZ1I3XfhQMXUHs6BJ+zxixBURDKZR545BgPf+3J1H3ME2fYOTNNlVA6phuk9poNTFWhMDWBNGLM13Udy3GQAnjpG95CtYv5niuVmVrcMRYoqus6QRCAIOJ13a/TtfDd3zmZQyqV2Hfz15PC0OCFC3z5U1+Ax8PicpYm9bhMas/zcBxn4Nz9VlzYLKEXipjtFo2CS2lyqkcPuNq2uOlLX8CenkfyjyTvh7uyQuA4KDt7df0tUUPzrQGPl5ymYucK2ddNKGM3V9IIXBe/0UjY9Mm1uC6uJCJb/lhM6oKuQsdnNcUrxfMDTMcfWWj1W01MRcdy7HSQOkp5CspwkBoiA84UckYMUjfUwlC5D4CZosraEONE3/cxTZOcrmObJkK+ONBFmch9zEzQaWxmH6vVQsrQjAewKlNAwEQmSB2OF/E4uaVJ3TuOnKkazM1OESyFv2EWSO0uL6E6DkecKeQnHmd9fZ2ZLj+nmL3rN5uIIwpTAHa7jez5SJODTGqAvGf0dASkxfP2TNFQctSW19jRt82MxvZhfgLx+lZQlFS5j9p6CFLHetOQLfcxOV2hBtgZbPIeuQ/THGmcmBWm6zFRjEDqjXV0Y1BiI5b7mBbD9cPA+ON7mO3WSLmP+HOddjvEYUb4ggWGkZrbDpP7gOi3Iexw95bWqbZjJnXveZcWtiMtP0Cr1mCqb+zrjobhZK7NpWgNN2O3xpf7EIRM5nvHdsdgUpewHBupUumVZ8rncRUFLJNWrcrsnnT/B4DcxAS20QZkLr/8cn7kR36Ev/7rv+7ZJ4jGvwsvu5pf+j/vTT2OPDnJL8/NMfG8H+eP7qnyD5dfwKOPbsnB/e3/eA+yIvNj73v/0Gu6/vrrCYKAjbOn+diXPpvapRLv0x07d+5kLQXDu+aaa7jmmmsGrimOD3zgA3zgAx9I/t19zuNG2vn8S8ezIPUPQNhGCFLbp09jHz9O8WUvQ93ZPyVB7TN/x+33fYujvs/rX//6BKCGUJdquWsxruWLtCLgScxgSludNua23Xzlltt6/v7mN7+ZSy65JPm3srBI6+ZvDGgAnn/ti/j6h/+CjYj90D1RtFKZ1JXU89AVCV0YLfcBoKkqpiSnsr/VfB4H2NapQjF74eA1GgQx4zwlEc1iUgO0220qlUrSViE5FrY0OLgLa+uwuEAgipSF4QtFMZ+jFDg8fq6B7wc9zFIIFwJxwtCph8zWfAZILcsySr7A0tGn8Nz0CUoQRURR4snlJjlFSgzq4viFVx7kdX96Bx+6/Sjvec1wx2PbMBLJhP5oB1F7vyQOsOi2mNTDJ9H43ZDnwpba6qc+jbojpUVQkpl4/Q8hVSqJHnt/bMl9pC9czVaTmR27WG1YvHB/utmooClITY/qWo2du4YDIIqi4EYMmPrqcg9IHXQMLFHECaRMvfKFCZ1OoODJElYKCGtZJvj++ExqdwhIvR6B1LPhdQdBQLVtc/HiRMLyXj+4g7Wvdnj1gQm+ehz+9KeeT7FYxHI9zv/1r7EetYluaVIPl/sIACnwevTTu40TIWRSO17AUt1gR4qET5wwjqOhaRkdtL6WNlGSkFWNdUlBCAL279+f+fnFxUWOHTvGiZn9tPQiuRtvTIxN5s+s0wSaTrY8RXd8L5jU7sYGVjR+DWsVD3wfTxAQrcFxSBCE0MQy+red8pzFbK+sYidsyX2Ivo9zbgntvEFgtB+knlzYPtCBkSuVqS2dHUsHD6DoWRyX05//Vq3KXL6Ac2w8vcG08GqbuHoRqKGz9fvddNNNnIy0nIMgoGHZSM06J6sdtr3vfXS+9a3U4zVv+QaFw0/Cc5+LySCrNGFS2xblbYPdFXHE479hmSFI3eWfED9Xnm0he/5wkDoydLJPnuTlL385F198cU+Se+StP8O98xdx8U//MA9+627q9fqAQdFUQUWO5m9N0/CWeosCXsKkrmSeB4TggSiKtNtt8hMTqUzqLJPm7shdcgmd6LEaJsUQxygmtSSFB8vNTGUymwDUoxs9n+sOvVDAVRWcpdHPomVbCN6g3MdSPbz2xUrEpD5xktLsPHQ2aFXXE5DaarcJCNBsG3uE3Ef8rAwFqbVB40TfssLOm4mJZK4oFcrYDMp9OFYIUgdC+nKm3zgxLZTFEKR2z51j24FFXvJTPzv0um76xd/AE0TqKKkmXwCdQpmnz63x2TseHbCUFQh4rdLCy4XvTqMPiPSbLTqqwMQYz5eu68mzdfCCS8hddtnAPrZtj6VJDRBIEr66ld+eiuSw4jxOnpyEIaxsxbdoRt0n3d8ZPwOOrIzNpI4LO4NyHyGQJRYLaMWQ4Wu7HhN9sndXX34pn//s5yjOLGIsLlL71Kdp3Xpbkqv1r4M6goJGEJotdrH7CqqEmSsMN050XAqqvDUe9a1HYuNs0fUJgmAkSK3n8iitzVSQ2ogKXAVttNyHreWS5yMTpI6MFYeC1PliKpASX29DzQ81TgSYLWoDHjXdkdzvQoG666DlByUHEpB6ooJtGLi2nXRjxBEEQWjGPCSn6JQq0KlRCdLzpH5NakmSkASf1T4m9elah2v2TSNG+2XdV+fcEr6m85C/g4ulOrfccgsvfOELgUiiLV4XNpswBkhtddqoQ5jUxcAYeT+eu3eKm9Q87fXBjg8zGmeH5X5xziVIciLr0B3NavhslKa3cqgswLVSzrMqSNit9OejR+7DttBLJVZ+9/fY/Id/SPYRcjq7P/KRARmf3uvykKYmQBBoVTdQDWPQODEqGExG3W3999RstSAIyI0wTtySuxOprywzuzs7V4JQjlDIfQcgtSThCCJ6qYT3+NOJ3Ed/sW1x9x7aD0Kt1WRuyDO22XGYySg4yVE37KQ1HkjtmEYiF5QWhu0N9dQC0EtlbM9FnKz0HjvKJSXbptmusvfK7K6+fHkixKz0SubayIrkkSamsosPcfHxR/YVeOupTX7oT+9ICC+TeZWXWNZQH7b+KFQmufI1/4bKtsFumWfjWZD6X2XUDQfD3mLbmEZYwXOjZGf67W8nf9WVBEHQw45+5NFHecD3ufLKK7n66t6e0VKpxNNPP538WyuEmtSQ3fJoddr4qsb2xQVe/ZrX4jgOn/jEJxKWcBzKwgKBbeNVqz2atQeefx03f+QvWT5xDEVReiqvsdxHUd/SpLYzJgx9TCY1gKrIGLKcqkmt5vK4vocY+MwbVSAdaPTqm/gRmyOVSR2dQzdI3c2khi3tH9Gx6IgpIPXKCiwu4MkaRYYvFIVcjpzn0LJcTmy0OW+299pc102Y7e1aCFIXJ9OXXoqiIOs6a48f44M/+SOp+2j5Aj/7J3/Fk8sNDs4XBxiqFy6Uef1li3z0rhO87bq9zJayF0+OZWa2CbWCqLWyVELobx3r0qQeFrGciHrePgRNo/aJT2Tv7HtMvfWt6PnCUOPEmCnfH2ariVIo0lx1mSunX5OoKkieR2MjezEUh6IodKKJ/9gD9+FFE2+hMolvmliiiI00kKjEsTCRw4iA/lYK2ODYdmicOKYmNQ0zc/J3I+fl+P1uWS625zNV2Dq3mBHSiZ79eGGqyRJlXU7aRO0xNPZ1XUcgTGAcy0SSw2e+2zgRYHe08D610UkFqZ+RcWKng5pSoFBzOWp6nm0dY6im9MLCAo888gjrcoOzuy+keP99GPd/G4DC+efDlVdQt8erYscg9Vf//I+oDTFtee7rf5QDz083wHBXV7G1MHkcNm46dnhfxAwQSFVV/Oi07TQJimfApJY8D+fs2TFA6nPsuOiSgX225D5G6+AB5FyLmqLSstweDX3f92hv1igs7MZdfYjA8xCk0cfrD69Ww9o9D1YNKWKS+r7PvffeS7lcTlr0K7KIZVmcrHbIX/VC8lel6DYBvmVS+vDfwHOfiyMpBL7fsziIn3/DNJgfUnySFQW9WKJjdJgm7MyIIwY8BN9D8fyhmtRKbFJ28hTFF72oR4/9tieWWVhe4vKrXsIlF5/Pg9+6m1qtNgBSTxc0lMhTQtP1ATZjDByN0qQWBIFCoRCC1OWJsZnU/aFffDGdCMSbeIbGid1hueE1SdH7o4+QY1Dl8D5mGSe6iorbB+CnhW3ZqZrU5zbDd3NxIkcQBNgnT1J+7avh6Q2a0fgN0FiPWLK2kzpv9HxXdM3PVO4juacTEzRMF8cLqOQ1VhlkUtumAZKEL6S/f6IooqrqWCC1tLbCtueMZuiVPIuOrLHaspjqYys2Gg0eeugh7n7BczE1lR/iUOZxgvI8sqJSX+uVLfCaDTrTeWZmBkHqp1eaLNW3rsUTZJzIwDJtnvL98Zi78dwUiBIPrTS5787jANx9ZB1BgO2Tw3PnOGSngy2FHhXd3ykIQvicqkriDTEqYtByQO4jLmyWQia177nIgZuQE5JrUiSaDZvirMKDr3gFrzxyJJRpyedR9+5Fv6zXyLnlq2iErdfdMhMFTcbQCwNdHN3RsTzymoQX5dBSH6ASjzdKNBmOuh+KpiHZViprrhOtf3Ij2uT9ZhNbz+M54bvVn3/EIE8xAoKHgdR6sZia98ZM6qaSH2Bu9sdsSWOtZWWakiam2cUS66KImsKW1TQtZNdH671Oo95D0IAun4shIHUzX4ZOjbKZ3mbvxqbt0bMnSRICsFLfAmNt12e5YbJzMo+n6UgCqZJDAM7yMszOYQoq2/ZdxKFDj3Do0NbYcNX27RwAvAyQduB4pkneC1I1qQFmJGuo5waE8itBqYxbG5RNcVwXIRCHPqex/wmSlJjcd0cMUnczqbMAV12RMGU18/p75D4sC0XTaX/9DuSZGYoveTFeo0n985/HPPzUUJDacDxyuka+PEFzY51Jw0jWA3HEXgMl0cUiDaQOcZNxmdSBKLG5sjQSpA5Mc8DEEYZrUkOo944oki9P4G1uUm0aVPLKgAzoBRce4NtfgJZIj/Rif2waNvtmMww+dR2xWKRsNtlXOMlff/jDSRFW0zTe9KY39RQ2YiJYVhiOx+IoJnWxhA8EfWS0JL9wbVzLzMQtIASprZMnQK9kkqka1XB8n5rOziXFXA5B1zlf93j3tQd48FQ43lfbNjc/ucpzOwaT28aXotELRV72tv849v4/aPEsSP2vLE5XO1z/B7fi+Vtgxls3l7lgRk9A6pg1euedd3LzzTdvffjgQWYsi9e97nUDCUSpVMK2bUzTRNd1tHweK1q4Zjmcm+02gawyNzfPrl27ksSkPxFSFsMKknNuqQekzpcn2HXJ5RxbXkKf6WV9taxwsipqEpIkoTgOVkbFVxIFCtJ4TGpFFLM1qfUcEOALAuq503DhwdRj+PUGXiEPrps6qQiyjKBpSWsJbDGpP/vZzyJJEq7rIggCguPQISVJiFjtrqSS94cn/KKeQ3bDwfzRs/VUkDoGeFqbYUW9MIRJrRXLPOcnfoYgxSitubHGwzd9ldUTx3hyuckrLkxnAv23Vxzg/nsP8X9//c+ZL6cP6HOXXDC0RarhRezYFHCiHJnlNYzhkgeOGTK1lfk5Dn7z3nSd1yDgqWuuxY0WH1ohA6SOwbaUZywIAsxWEy9yic8C5gVFRnZd6hubQ88bwnsRBAGKnuP+L36O+7/4ufAYosjLXAdLEHB8qUdfsTtiJjVAO2XSth0HgvGZ1NQ6mZO/F3VdxK1itXaYqE51LWqkqYi9ubmJLMs9RamZksZ6xA6I2bijmNSCAIEg4JhmUnSKF/ExQ3pnBFKfrHZIg2qfqXFicWowSRLyRSxNZ3eGFTo0pAABAABJREFUxlscixFQYjU2+NZbf5F/88q90TkbPPpz/yVkFBrjgdSyLGO02yzd/g1md+9NFi7dsXz0KR695cZskHplBUvVUGW5R56pP+LFiZgB5KuqmsxHaWwbLzHBGpNJffZs6j7x82J2OjQ31phcWBzYJ1cqYxsGpmWNxaRWLQOjpHG62uHCha3Fg9FoEPg+xZkZ8Dzc9Q2U+dGsx+4IggCvVqN1oAjWVvGl0WjgeR7XXXcdz3nOcwD4h99+H2f0HJsdh3onuxVTnplBdhwKqoKl53Btu6fI55sWAaF5Xtoz0R2FyiSdaJzrLqgmhajARxVF5BS91OR8ZmcR8nnskyf52mNL/NXtW+bAq+fW+GvgOZfsQo9Yh7VabeAYOVWiIEfATn4QKPLqdZCkoUWO5JpikHqiQivF1G4ckFrZuTMxtSvNpBequyMLpDadiEldD8fG3Oxw9pwWgdRpTGpN03AlEWsMuQ/bcVI1qc9thte+UNHxqlX8dpvpffvh6Yd7pC8aa5FPgG1jOU4m4ARkMji7IxWk7jLDjIuTU6Ucq6QwqU0LxDwu2e+zrutDQWqxXEYsFNCrq2ybGA1S5x2TqqyzeuI0d3/lm4nBuO/7LC0tEQQBRcvl/KePc8Vv/o+Bzzuez3/69MP8RGGe0uwc9dXe4oLbbNGpKANyMrbr8/o/u7PnGXixWufyQvibdBeTks+McQ+gC8CUJD7/8BIPntwy8bx4sYwmj1eEE20DW9bQGQR3NE3D1TSCMeU+skBqv7k1Z8Rzu+ZbA0xqgBwe8maTM1MS9776Vb3v9je21j8HDx6k7stMA2a71dMlkddk2lphpCZ1QZUT0LafSW3EEn5RX9FIkFrPIZgdarXaQJGhE5GQCqOME1tNXD2P59pIkjQgseBGz63meiHpYSiTukAzRVvXi/SMm2qhRwM3LWaKGrbr07QGCwqwBVLnKxO4koiSInUTPwtKPrzvRgpI3W2smRWNyNOk2E6/p/3GifFvt9bc+o3ObRoEQZhHnlQ1xCGt8M7SUjJXTh24ihdffXEybtx8882smyYH2OoSGBW2bYWa1H05Z65YIhBEpoXx3rHC9BTS0pGBLlvb85EzAPfukOVQask2jIG5oL0ZPvPdXXJZch8AtqrjZTyDsdxHEAQheUnTcJZXmPjhH2b+V38VZ3WV+uc/P/L3Mx0fXREpTc/Qip7nfmJRfL4FHCykgXfViMh9uSFyMtAPUo8uIH+nTGpREAgEkdzkFEEQ0F6v9pgmxnHJvkXuFlRautIjvdgf9Y4zlN0sT09T6NS5eH6ZZrPMzPQUruty9OhRjh49yqWXbnla2cZwmZNxDGD1qGjg9RER47lNccNnfZgmda48gdVswEy2d1Kr3kIFpmYqQ89HmpzEq23yC6/cwoC+dbzKWz50D45tDXR2PBvfeTwLUv8ri1hX8G3X7eHgfIkvPnwO+y4DNVfZAqmjlvtzkU7k9ddfD8Dmpz/N4rHjqQNhKdYmbDYjkLqIY9v4ZIMLnVaTQFZ4bN3lqRtCXb5AVrn3qSUe9MJ/X7QwwcujidtZOkfu0l722/nXvognv/hlSn2TZbdxYuC6aKaJNWSRmhsTpJaEyDgxQ+4DQnkJ+8SJ1M8HrovfbuPrOWg1syeVfL5n4T8xMcErX/nKHpa57Fg88vh9tIW+BN00Cep1FEGgIynk3BEgdT6HYBqoksihcw3ecEWvnEW3cWInMmTMAqkVRcHzfZ73hjenbm/Vqjx801c5ffwE1bbKBdvSK83nzRb5o8c/Q+X00czzrn6xxPHXXpsKprieT8MPf9t7LrmUm37ndwb2+QnN5cTND3GH92Je9KIXpX5HNwgu6jpkMF3FUikx7NIKRcwM40RB11MZlY5p4HsedqQvPpcBUouKiOR5SXI3LBRFwXFd3vaB/5MALrVzZ7jhL/+EWl7HAWyy5T7myzpGVABpp+icuq6H4HtjaVIruTyBvzpa7iMCohNjjy4mdVygMroMW+OYKYYMHBhtxAFdrDBJ7pGY8E0DZDlh3i9WciiSwMmN9MQ4BrPHYVJbRpup3KCMkl0I34HdI4xrt0XyC6pVZ6GSTxgVUrmMWy4jeAGrzfEWHoqi0IjYjz/07l9meseg/txX/uwPOP3EY5nHcCIm9bB2T9hazIkZiwtN0/CCcDGWxrZJtNzHYVILjASpNyNW4uTCoGxP3BXgtFvkJoYzVwFE06Aj65zqA6lj0K4wv8ATF1zAkY//v8Rsp+fzosh1P/qjqWBm0OkQ2DY1uYAviEln0kZU0OlmFFudNrlCAQI4WW1zWb6S/htEi/UJRWFJz2ObRs97Elgmrijiex75ESygQmWSTisch/753qPcLd4PgGpWmYWwy2J6JrONEyL25K5d2KdO8sl7T3Fsvc2l28Px5Dkz4dijTUxQKpWQJCnpIOqPSV0CJywQ+q1WD3Pda9SRJiYygdKea4pA6qnyBKsnjw9sHwekFgQBe3aanGOO1AuGrYXqAJM6atknAmT1PqClP4YxqePvMLL8RrrCcd1Q7qNv/Fyqm5Q0mbKu0Hk8lJrJ79sXmhZ1g9QRkzpn2QRBKPGUleeMw6RW1EgDu1vuo8sMcyPS15wqhfdkUJPagEIRN0XeJg5d1wc0wbtDEATEbQtMt6qQ0eXUczzboK3oHH/qSWpnzrCny8fi2muv5aqrruJvf+a/c/65Y1x44YWpx2gqZ9ho2yzMzSfAP4TFK8PoEDBJebb3mdhoW1iuz396yT5eedEctz+1zj23ncSMTGvTZKmygN6Ba+piUiuBy8d/9nlcvrMCjAZDe7+wgyOpqSB1yKRW8ceU+4hBy0FN6i2QOpbm030r6aDrjrzgEnRMLn3JpZzIyNsNw+DUqVNU3QnOI2rn74qCKtFS8nj1czTWVwe2e35AsbWK3srjyOHvLfd1RhjN8JnW/C3pomGh6jpBpwmTc6ytrbF9+9Z81rbD+z3KV8FvtvDyBQLXQcsNfp/juYi+D6ZJPp+n0+mw2jT5xb9/OAHCAV510Tx7C4V0uY/NTQJBoKXmMv1P4oiN/NabVipIHY+/+akpXElEkwYhivh3k6K8Pa0jZhwJsZoc5jW5+mBhFAZB6niNtN40EzA21mvfMZnjpKIgOC6tu+5KP96ZM+gvekn43abP+c/d8ic5dOgQp48f7zn3YREEAY7rIiMg9OVngihiK3lKjPeOTS3OUvx2m8PLDS5c7JLl8AMUefScqigKgSgSBD6uY/doD8cmiN253TDA1VF1gpRCG2z9/r7v41oWsijhN5vI28JCXpx/eY0RILXtoSsSxalpNs+FuWS/JrWgqgiahoYLSAPvqtEM86JxjRPlfIH6SnYB2fcDvCAIvW9ULemMiWOYcSKAEBAyqWfnaAPWepXpqUGSxkxJx5aLtLR6ItvRH54f0DDd1LE0DmlmhsDuoAo+F135PF5z/bV4nsfv/M7vcPbs2R6Qelg3NMTGiaOY1OHv7BZ7n/VuJrVDdgc4QL5cIYhyh6x1qlFvIggSs1PZ4waEXTLe5ia33XZbYmDYtlyuk+u4jjNAAHg2vvN4FqT+VxZ+VMl92QVzvOjALGtNi+XbLGRNx1ldRZqYQIxeoGq1yrZt2xJpj6Uv/BPNjEVON0g9OzuLFk06riRmgtStqNp4y/EWJ46FDKrXKwL15Sp3nDmGFwRossij/+0F4bFSWEAHnnstwVdvwLN6GXiJJrUq49VqaJaFOYTtlxd9AoYzAgGkICCQ5AFHaSDRm20WS1jHBxe4sOU67un6aJC6S+dTEASuu+66nn2euvdOHgGafu8x3JUQhFEkCVdUUMzh0hBCLgeOw0XzeR49M7hvD5O6VgNByGTZjdK6LVQmUfQcJ4+fBA5wwbb0SrPx2CEqp48y+/P/lfJrXjOw/c4//BALN32Bx9sdJuYHmXpty8MWVXxJZqNYZO/iInNzvUzGT9xzkoPiJidOnMgGqQ1j6MQWh1QuJww+PV9INVXyO+1M08S48m5E0i1zpfRJ2xcEJNejUxsTpHYcJubmmZgLE7X58/bz9b/5C2qFEKQONanTn0FVFsnlC+BBJ4UB4nkesiCOZVCi5nLguUNA6rXQ9CJ6H2qdCHjoZlLHZm2dDrqu0axutZhvkyyeXmvSrK7T3qwiaxpihlEWbLVoBqLUw94NjF7TPUkU2DGZ51Q1vcVQUFWQ5bGME61OBy1F7sOQNRSjzWRxdEI7MTnF9HqHhUpv0uxXKiiOw8ozAKnNTodcocDU4iBwDjCzaw9P3HkrRquZyghxV1exNJ38CIZqrN0otNoD8hIQAhNmtPBIM9dJAIch3xMzqdVKBafP1TqOeKytR4BPKkgdLSp8o0VuBAvWt20Ex8GQtUSXNY64KORuW+CRKy5HaDYhxfAnEEWEj/0/Xv1LvziwzY0YaGtyHlXWEl34dJC6Q2luO9ThxEaHy3ZUUs85LkBPSALnFI1Gvd5TcPQNEzsCO0cyqSenOPvk4/iKyumz65yudhAEAadWYxZCvfoUtnp/qLt3Yz75JA9v2+TfXLHI+38kXMCYTz7J8b8MDaNEUWRiYiKVSQ0woQnggF4u4RL6PsQgUGiwN7qQBiFIvbGxQX6uglHfHGB+jQNSAxg5Db2+iW/biCNYM5lM6ghs9lsNyGlI+eHjrDYGSG2ZJr/+6W/iaunn/7y9FVzPQ/X9FLkPIzFNtE+eCs991y6KU9MDTGpBUtA6TnJd3w1IvcWk3hrbvG6QOuqgmY5A6v78w7ZMhKKIHXznTGoAZ3ae+fXjCGOA1IrZoa3oNGrrzM/P89a3vrVn+3rLYkXMoXeamVJA00WVjZbNxOw8y0eeSv4eWBadaAjtZ1KvN8Pf4qpdFa7ePYVh+9x2m4zjOgSkF1PHBam39FMl5MBl31wxlZk8KnyzjSuF41AWSP1MmdT9MhVexJaUupnUXjqTWsfFRuZNb3pT5vfcdttt3HLLLWy64ThidXqBwrwq01DztNca/M2734GfUtT/d4D/j3DnvvM5j2wmteqPz6SWzHDe6QepYznHceQ+gskd4A2aT0IIUsuej9/pJCD1t0/UuOPpda7ePUlOkXh6tckn7j3J+3cUM40THb2ApiojGZGxkd9a0xro6IStokRxZgZXEhMZku5IQOpo/ErzFvC6mPZZUfdFREDIWPMmmtT6ltwHgOd61I2QaXqmFs4XO6fyBAgEnQ6n/8PbM78zv/88pONCkv/GMTU1xaFDh/BEMTn3YeE5DgEBqq6nFmc7Up6Cl82K747FnfPYgc+ffukRztsdFsWmChoeoI8hYaYoCkHUHeAYRg9IbaWA1LG8ZJosiqfqCBm5dvL7ex6OZSZG3UpE7hB0PczVM4wX4zDdGKSe4ezjIUmjX5MaQmKSEriANjC/mRFIPUruI37H9fJEJpPasD1e9oe3slQ3+duNBnc+ssqfv/erPfv83IF2YkKeFkLgEwgixW3baBPKyE3t3JO6r64VaOkqYkrXJ2z5OFWGjP3y9DSdlTDPVkphHiZJEgsLC5ztI5GMkvsYxx8mxmOcPpZ5At57Fo4EhclsJnW+XEaIyTIZGIbZbCHKKnuGSJACyJVJlkyTW265hcnJyXCNYzsckKs4svIsk/p7GM+C1P/KIm6rlqLBbKaoseE7+LKKu7aUSH0EQUCtVmN3ZGwEIE1P4VWrqUBDN0gNJGCMI4mZxomNSFvqxRft4us/+TIAPvKRZURR5KM/8zo+/c1T/NrnH2UZFSGXSwUf9GIRtVDCqm/2nFfLjDSpNRn39AaaaWEOYVLpgkcgjE64Bc8FScYPgoHm0djArz2zDfv4idTPxwwgP0psskHqXA+TOi1itkbd731NnQiklmWFQJQRrOEaZmJ03pfP6nzucO/C3PdDE5dEk3qzSr48gZiRnHQ7LKeFIAhMLiyycfYsSAc4PwOk3vzsZxF0ncmf+IlUDa7cgf1wU2jSlNYq1LQcLFHFjxbjL3rRizjvvPN69vmNB7/OPvWpoYtTxzQzjRm7IwSpIyZMhsu53+lkgtSxhlkrCCevuQyJExeQPRdrBBsA0u+FrCjM79xDdbOJRwCygiJlM8zmKkXEVZ9237sTBGFlP6coYzEUVT1H4HmZk7+3sdGjgZYAD10taTHL2jRNjJbDX73zZ5Jtu6P//dU7PwRAcUirGoAXveuBJPfoIKe10+2aymcyqSFkU4+S+wiCALvTHihudTodDEGitFlFTAFN+yNfmWW6eoyFvpZzt1REazRZaoy3uJdlGduy2Hfwwkym61ykj7d+8jg7Lx4023JX13AKeSqjmNTR7yt5Pn6zOQAYapqWFCxTQepEkzp7QRk/5+rU9EgmdX09LG5kyX0A+EZ7NAstOq8gn+dUtff5aEcgtRgVh972hjewLcWI5oN//desnD6devxYu3QFnR2q3sOkVhQlmXMB7E6bbZUy1OHURvZ4L0fAeyXKA5aXlljYvSfZHlgmdtS2P0rGp1CZpL1ZxVZ1ir7DV//rixAEgd//zM10ngw1qfM7dg49BoQgdfPrX6dtWFwRMTOBpOgXj/+Tk5OZIHVEwEMthSC132gk5m3+MwSp2+02+dIuPNfFNoyed9YwjMTs89ymwc1PrHDj4ys8cqaeEAAA/oPlsM1ysA4/NdD91R9xDpDFpHaNDoIqJp4CWZEwqb1skNpRFO6593Fa2wbvS8f2+OIDJ/kxhXS5j7rBwkRkmnjyBEgSyvbtlKamaXUVDBvrq6iVaZTa2eS6ChkFpnFAaklRQBCwLSthkNlRAccvlVk7E44vcxMRMaJvznNNE0QBOxjOpO73QumPzuQsc50HkMaQ+wjaLSwth92ssm3PRQPbn1puUleLCEGAdeRoql76fqfG3AOHEL3DmK0mT7z61SgAno8RgY/lPk3qWPpkJlpEz5W1BJx3FCVV7uOZMqkFUUIJnMxur1HhGW28iZBYkCb30VGeuXHiIJO6HXatKQp6cUvuI5Z56w41cGiMWOrGJvFupN3czxguaBJ1WWfdd/E9j5f+zH/s6Y6pdxze8w+P8KaZGk8+/k2m8lpisBVHzPjVgnFBah3BtpAkacA8cWy5j3YbdhSRAhctpXBlWxayH4Qg9cw0nU4HM9I7//Bbn8NkQeUPbzzMn99yBPlAHs9xcGyrB4j06nWMXDFTVq47Ypm7WLqtPxIm9fw8rigi+4PkifhZEJXw+75y39N8xezNraafepxrgDvOGbwu41zapk0JCJbTwUPHMhElKemWifMLCZ/HzzU4b7bI4eUmsiiwrayHvhu+x9x73kPuissHjieIIvpFFzH5+7dRbfeO9ZOTkwRBQCefHwmyAthGbB4+mJsFQUBDyDHhjAdSTy3MsAw89PhJbjrRxA8C/ADepohoymiISFEUgui9sU2TfNdQ56UQEBzHyWQE+7kcUsZ6Lf6MY9uhGXo0t8hRDiYIAlKphNfMHuddz8fxAnRZojQ1jdlph6bfKSCqVCggRV4Yvth7vkaiST2e3IdaLLN5Lp3Y9pVHl1iqm/zsdXspftXj0vPm+aVXbclIfOLek6xsrjI7rBMz8EEUyc2HgH2wWWM6Q3pnOpej0ZIwFYW0zD42Q8wiN0FonthYX8cPINC21u/bt2/n/vvv7+nOtg0jVQYRoq4hxxtZbFOjLim3b8yM8wvJd0CC4hBfj9xEhdgcJwvDcJptTFllujh87hMnJ7nf9ygUCrzzne9EVVXqrQ5/+IHfx1U1ZHV0DvFsjBfPgtT/yiJeSMXaUrMljeOBgyuquKtrCUjd6XSwbZuprsFDnpoG38er1wda1QZA6ghQcCURKUP3q9Zsg6hw8Z4tPelcLpcsRGNh/mPrHXYsLuKcS2+HEXUdZ3OD4w99m7k9IRDZqm5QcNsEnTr1kyfQLIt6CrshDl1w8cQxWCFuOECbpjmw8GpH+r3u3Cz24ccHPgpbC283mlCyQGqhT+4jLeJEedOTad12WyIxYj55GABRVfFFicAYXnkX8+EEfPGUyv8zXf705iMUo2T+koXwGuMEoL1Zy5T6iK9nGJMaQgbjuYceZXa/ljrY++02jS9+kfJrXpMKUANM7VjAJ2zlVVNahVqWiyVq+JGu3Pz8oIFVWVdwfDlJfNPC7jq+aZo9QEI+n99KTCfKPXIf7VqV//O2fwuEydFL3/YfKQ0FqaN76StIIpltka7vI7lewkAYFln3YmHHbr597GkQQFaGLxwWJnSksx6G0LvAT5ir2ngVYTWXQwh8nDRNb0K5D7mrnb0atXBPdi1sxHIZJAnTdnDNNrsOnM8lL30lAN94YpWbHl/hN994CbIkMJPBEojDikw1kSScri4M3+gkRZs4dk/neeBkLVNbVcjpI+U+XMfG97wB48TYbFZp1JBGsC4AhMIkBcFhQu4dy1xdR19fp7E2yOBPC1EQcH2PxYOXZu4zE4HUa6dOZIDUq9izsyNZpTHjSIrmjn7AUFXVUN+cLLmPCKTOZ39P/Dxqs7M4TzyRuk/8rjZrGxQnp1KLWwnzxWqPZqFF72y+UuZ4H0jdqm2AIOBF783E/v2oKUDpTLFItdXCOXcuMWdLrimSVjrra+xSc4nHw8bGBtPT0z3PotXpkC8WmS9rnBhSUIklcyoRK3VlpdcQyTdMrAikzo1gUhcnp/Ach7aqMiV6yfnsndI4RMjeKfUVBtNC3b0LPI95o8aVXSD1Vst+mFtMTk4mrZP9UYqm0Vxlkg69Lb3eZh25TxYhKwqFAo7jIOTC9/RH/+gGOvrWfLffPMpsIPOi378lYcntnSnwQ5ctJEzmh09u4D5hkLMdzEOPjQSpRVFEUZQBuQnL9RECH9uxEVw39d3oDlUazaR2ZZk3Lkq861deMbDP6WqHH/qDG8J/eIPGiUubJpdurwDgnDqFsn07gqJQnJpm+diRhE29ubJMfnoW+1gI7vSD790xDkgtCAJICn9585P8+4dCBtmbnv4mbweu/uA3MRQdUYCZcsSm6mdSmyYCYPlDSAq6PgD09cdmeYbtjkFJHu5jAaGMgjOxHcG1Epmm7nhyucmGHo41x9/whtRjxL0Vy1Nl2DmLf/AAuQhI9FtVqK0MaO2uRZ00s8W4I0vDjugUtqoSfBdM6i2JLIVS4A8tbmeF73s4Rgd/Mhxb05jUdVkZS9IAhmlSNxOWrNalSZ3Woi57Nh2/NFQ7PWYpF6Xw2bL65T40mZqkUy3oKJrOFa96XQ+R4/h6m2NfbbLw6tey/PSDPLZzjuf35U5Gs44iSUiCl/wWw0LVcwjAZKXCU089lYA+kiTRLIXkolHMZb/ZRCgWUQQ/NRd0TAOFMC/K53dSrVZpbhroipiAVLum8vgBiTSc1W73gtSbm7S1/Fggdcykjost/ZFoUk9P40gicsqaLn4WPMJOuQefOsO3qsd69nnBueNcA/zhnWc5+KoW++cGC+AdKwSp/SEgdfcYGf/+ohDwEx/+ZvL3vTMFJFEIzyfw0Z/7HPKXZuddUwWVWnuQSQ3QKhbxUyRV+iPxZUlhijcMl7aYQzJH+xMAyBHj/xvvuJLcxRdzutrhRb//DQJRQhuDERquQ2K/mK3cxPeDrtxua13kOE7muphcHqmeDjLHv78ZrZuFaKxTtm2t/cRSKdGrT4u4eymniol+salIqbmnWCohBB5eINCwfEpduxjNBpIsjyQ4xXO/nMuzubYagut9AP3f33+aPdN5fv2HLuDweyyuOriN17xsy/jxgVObdM4dRUmRx4kj8FwESUpICnJzk5ksLyJFoQE8sbTOdeefP7B9MwKph3XRSNPT1PM5moFGq2s63r59O/feey8rKyuJx45jGZm/U+zLMYowokbjQNwFGEecX4i+A4qWWrSJI1+eCMF8skFqt91GUPSRhqNLExOs+h6vffGLk3F8opinTg5FL6Yyqe2TJ3swH2XHjlSJwGejN54Fqf+VRexlJ3WB1IrvYAkK7uoq2r59wJZB0WQXGC1NhxOlt7ExAFJrmoaqql1M6mjBMMSwqGXakFd47sGtKnc+n08WonG717G1FnsXFnAyTH+8IJTh+Pzv/a+ev/8s8NH/8nEA5PIsxhATHwUXdwwmdWBbQGju2A9Sb0R5hTw/h3f3HRx+7vMGPx8Npl7EQM2qGPdrUqeF2W4RiBIdw+H0f/5F6ErYpIkJBDUHYp3AdQYSqp7vikCmq+Z0FEngj7++1Vp6/ozKNWwlAO3acJC627wiK+GfWtyOdPftXDiXPjHVv/IV/E6Hylvekvk983u3cw7wXSd1gmuZLgECnp5H9f1UJlc5p2C2pBFM6rAVqV6v8yd/8ieJkQmERnb/3//3/wEglidwlsJk9tKXvZrA9wiiquxjt97Emccf5YIhILURabtWXZmZothjUNJzPr5PznMxrNFsCkVR8H2/p2oNsG1hEV+KF4nDF6YLEzq+49PpY0zEQIA2htQHRMaJvo/jphcw3I0Ncl2Je7Vjo8piDxNIEEWkyUlMz8U12uy59houe3koBXOodIpDZx5l2/OuZ7EyPDEEMCN2WT+Tul/uA8JFWNNy2ew4PaB5HKKeC7WsM8KyLDbXVvFlhac2TP7nB24gJl0esJ9mHhCsDtLEaJC6I4dJS9CpAlvJt6MoKI5DcObUyGMA2O0mCCLbz0/XQ4WQKZsrlVk7eSJ1u7u6irW4MLYmteQHoWnUrl79a1VVQ0kAQezRB4/Db7cQC4Wh2sZxUqnNzeKureFbViJbFUcCUm/WmM5grcf66qLVHtliGC+wSlMTA0zqVq1KYaKSGE1l/UYL+/dzptOhftNNzPz0T/dsS5jUoo6s5rA7WyD1Yheg7bkurm2h5fPsnioMSI90h1goIObz5NptBETWNtZ7tj9TJjVAXdGYFLaS+sWywiEA36d4MN08uDvUqFtrn1VjX1eLd8wYi42XK5UKhmEk5szdkZchAPTJCkDS1QIhk087sH/keQDJPHG0Hl7PrpyP0qXDWTgnIJkqV+2a5KdesJtXXjTfc84AjzxxlJvuCFAECfPQobG+N34HusN0POY7NSxFQXBDhuLQYwyR+4gXSo6iMNvZTP38zqk8r7lwGo6CJAQ9IJvpeGy0bRYjFrF94mRy38qz8xiNOh9659bzu+eFr8AUQ1+RYVrP44DUAA4SkxoJg2yfcS/+kzI/97pLQRDYO1Mkp4U5VfcC03MdPM8FAUx/OJN6lNzHan6S7UClsQHbhxc9/FYLe2f43KSB1IeXmxzZdzkLb/rdKKccjH98eIkbO0X+5D9ewwP/8z1ob/0ptj83lL577C//hMKD9w8sdmNfhhjsm8gp+BH5wlGU1HlqXJBaURQE3yeQZIopptjjhNVuQxCE+YcQDOS/qqriylKqdnZaxPesfzzw261Eb1jv1qROAXJEz8ES5Eyzvvj4E5NTTK0bIAiY7d5ulYIqcVoMQeqF3XsHOg1jj5xiqcBVk9u4yznFwzd+hStf82+SfYxGA13REKXx3olYx3XX9kUeeuwQd911F0EQEAQB2y9/YXRe2Uv4wLYJLAupWETBS5jH3WEbBjJCj9zHUt1kcSKX5Pe7p8MxM/aAsdrtHok8b3OThjoeSD2ZVxGFbJA67mRRVTUkQNmD+WS3xr+j5NmZ8/n0+3v50ptfsFm6F2xN51PfPMn//DcXD36XFZmNnj2bup5xTAu5652Jc+z3ve58vC726CXR/OEGAaLn4haG50uTeZVqn9xHvA5vT1bGkvuIC9p6ioTcWsukI+UImq3Uruj+iGVp4i7gHZM55nQAgdwYJBVFUTCD2Bh7672uGw6aYxEIYijFEUW3vGR/CPk8qj1owAhbv78VjXFiJ/yv3EVQkkqlRAooLcyoe0lXJEqlENA1FTmVSS2WigS+j4NIrW2zvWvdYTYb6KXyWF2mmqYh6TqB79NYX2Vy21Zud2K9zTePV/nlV58PrgtBMECi2TGZ4+wJG7k45F13ww7wuHujZHUy38ftAhwGjhw5znXXXzewfTwm9SyblQotV2Gz61mOi31nz55Ncthhch+dSFt/VC4uR+OA3bdu3sqpPPzc8O7afHkCgZDAk0W08w0Db8SaNwgCviUKFBotrr68t2OiJZaYzLUG5m3jsUOceHOvj1fuqqvY8+lPDf2uZ+NZkPpfXXgxkzoaPCc1AQkfM5Bw17aY1NVq2K7cDVLHLCx3o4qWsuYrlUoDch9uTk90ZvvD8UIgb9fs1iIwl8vR6XQIgoCZokpJlzm21uY1CwuYKQy5IAiwLIvLr30h5029Pvn7Fx46y2Nn6/z6D13EkS/+E4ctC9/3MU0zlfmnBC6WMBpw8y0DpHwq+3bNDH9T/YrLmJqcIMgA5KRiiZOVSpj0Z0xiYr6AU01vbY7DarVAy1OqroDnsfBbv0npVa8CQv2t4COfTBIQo9nIBKljU4gdOYFHf+PViTP873/tSW546ETIuE2Y1FVmdu5OPQ5ErV1BEOoVZyQa5flFBOCCfDrDavPvP4t2YD+5K6/I/J7Cwjy+IABBqulC03IpOia+nqMYpC+oyrqM0ZAwzPSkJwgC7Ejuo1ar4fs+11xzDdPT0zzxxBOcOrUFCHZrUk8tbuf6t74j2XbmiUO0N2v47U6mBl7MpF5zZOZK2Ymf4zgU/KBHrzwrYjaC4zg9IPXc1BxEz0X/4q4/Fio5Vmwfoy8ZjSd/PcVpOi3UfB4hCHCd9Aq1t77eY9RRbdlM5dWBeyJPTmIFAYLnMt0lJdDNwBkHpO544fX3a1KHch/9TOoCEPDA40+zZ2rreufm5iiVSqHcRwaTutPp8Md//Mdh0nPgco6ePsoL6DUD9U0XTxQRx2BSV/08AlBdWwW2AGZbECg5DvpyutRFf5j1OoEosm1/NogoCAKzu/ewfiq9DdFeW8MWxbGZ1LLvhyB1X2iahm3b5HW9517E4bXbQ/WooYtJPT+PCTjnzqHt3duzTzKG1evsv3hwUQqgR6xdye6MlvuI3tnKdIUzax08P0iKv+1alcLkFO12G1VVM5lBCwcO4B86xLnbbs8EqRtqAU3PYxltXNdlc3Ozzx09HAu0fIHd03lue2q4OZ40O4NQbyJqCuuRbEJyTcYWSD3KEDUGqRuywnywNdeJ0XgruR75A6NBaiUqWlwlt3qKczEbWuyS+wDY3NwcAP500acdCATRotzvkm7w6nXEMcxdYQukfnzVoAS869ptXHTNlcn2j3/8UWx7krf/uyszjgAVL3wuVpVJWo9kG492RxpIbbk+expLmHM6km8n71HmMSKQ2qyucuKRLZA+VyyhFcLn2lYUptrZecWbrpjnq0cBL2D5/e9PxrWm6fLuR85xVX2apVsLWMeOUbnqKgAuf9XrKFQmCWLgUoDygcv4xtfuDb/zu2RSB0GAhcRiUea/RAyypdskmpMV/svLe5+v/u4hx7QgmkMMNxsw0DQNK8oR07RQAc6qE1wJBMtLcOEFQ8/Xa7VwIvmRtC6uJ1eanLc4ReWNL8g8zubEYb5921HKEWhRX93qemisrVKenRv4zHrLoqBKCYNWEAQKuRzY4OTzBCl5a3wPRoHUAKrj4EkyeUazydMiljULRIkBvbzoHFxRwh9S2OgOy7IQRXEg1/SaLcSIhaZGLMgCTvKOdIfgWjiqSrVlZ4LUAMWpeWarTyPq+QG5j7wqsylItHIaF6UUQGP5jbwqs+gEzPkCd37mExx8wQuTcdRo1snpOVzZSH6LYaFG+fxzLrmIH/7RUE/bcRx++7d/O1qfiEPnsFhqQS6XUNsNRGnw2i2jg/z/s/eecZKc5bn3v3J1nO6JuzObg6RVzgkJJHIQOdgmgw2Yg8HGNvjYHDA2PsYGfAg22QiRQSSBJAQIlBASSNrVanelzTlMns7dlev9UFU9Hap7RgR/4NX9ZX87XV1VXeF57vt6rvu6RAk/BKlN02SyWGtq00OwiA8wb4fjT8e1cYtFCvr4skBqSRQYTGnNjoDOiOo317HxBQE5Rru8qb9vmhhykoQb53MRLDJcfs5avrP1BO961ukkOwB9IwLAKxW8crmrA8yxzDZJpOgZvHrTECtXtvvkuK6Li4DkuVhL6DgPplQOzLRfw0wmgyzL1HK5ZXUZNOU+OnTPAWYrFnUpCZ6LUasuqZsc/e4odxMEgfPGFJgGfRlSiAFZJsAdWuXc5qomCcfESyTa8vx+TGopmURzLGqWS1prv1/R9Tcjcle1ipTLtZFOxEwGr49UYitIvciklhFiGLhSOoPnujhIFOvttX6jUo71cYkLTdMQQsmYbT/6AbmxRZD6zr0znF+e5ayCQXU6eH/EjpprIpfghOsiyX3mUMcGQQz8MZIpBswqgz0kKwbNGqLrM3P8aOznEeg8kOh9PCc3QC2dxq4IlBqLc0U+nyeZTHLy5EkuueQSIOh0iuuGhsVxc6mOEMoVZNfF6qj1o7nNx8PS+psdRqbpYsdCd1s0GvhLPPOPPfYYs47DpbsehWoVWhdg5DT4EnWnvQPE2LkDgJUf/CBSJk3hm9/C2Lun73GeiCCeAKn/wCKaLKJiOisHL7Vp2OC6yKMBQySWSR22HLkxpnAA2Wy2CVJH7AW3D4gV132ZTCZxXRfLstA0jQ0jaQ7NVVHGV+LOz+MZ7UxHywoc5EcmVnNui7Hg9XMPM+kVOPfpT2XgwW3sPxgA3PV6PRZUkZehSweBPiTpZJMh1xqTjeDapgeSjL37Xf33c8stvVuaWD6TWtQSjJUDUELbsqVNHsMVJITwPjfK5S79wuaxwuvhNRokFQk9XLUczyUCNoEerFL7nke9VCTVR9cpShT6rYY3ksFztErq1k41HnsMY+dOxv7hH/quQstDQzjhb4uV+zAcclYVbyCB7sUvFmQTCvOu2Fzo6ARsbdMA30fVE81FiXPPPZeVK1fSaDQ4ePAglmWhqirSQABSx4HdqXye6sICXr3eXATq+t1h8TZpCKzM9y5ObNtGQECo1/qy1aH9XrSG4vkkHJ8akFwCZF45oHPKhYautRXwERCgxxgBxoWqJ8D3Yid/r9HAq9eRWnSkC3UrtqgRh4awBQHVdRmaaAWpQ1f4qomxbx/lH/0ooFbGncvatVQmApDJl+Q29q7faMQyqVeJJX5x67f5RcvfJyYmeNOb3oSQSPQ0Tjxy5Ai2bXPhOWfx6E9vpbz+Mo76A/z1MwJw5ZsPnkDc+gvSkoiY6Z9EAUxWXQbFZJfsgeW6yLZDvjKFYbvNd7hX1ArzIEjISzDph9esZ8fPfoznuW1GlJ5l0ViCJRxFU5M6YlJ3hKqquK6Lkki0sdqbx6rW+hocweIzrq9cuSRIbVtWrB41gCTLqMkUmmss3SodsumGx/LYUzbv+vYjaErwfqw6Nc34+Fhsx01rRGauU8ePc+bCAnKLvJZTKOCLEjVFJ5FKYU3NUCgEsjOdpokQgtRakpmKSd1yuoru5nUYHoFSCWkgSblabSsKfdPA0lS0ZAq5n8YhgXEiQE2WSXmLQGRTB9BxEProiDd/Z26QuqxxulNs+7vXYn4Gi7lIoVDoAqk10aeISFUNnkU3bAn2bRuvWn1cmtQAj87WuRy4/VP/jzs+/4nm58WxdQieyyf/9E+44NnXccXLXtk1BpdmAzDxSHIll+z/ZSyrvzN6ManXlacwV6fQDDsAXPvtQxKRPRvre/+P75rtucMr/vWjwfkns5y+60FmPvqx7h34Pu7xYzAwgNqoU7jx28gh0Ge7HpfWbXIVhaokIuVypK8O2JqJdIZznvrMrnOvSSHrug9IHbF4++VCJwoNbEFiuGU66GWG2enDYBmNABAFTF/EcrxYoFLX9WBR2rJ6LtwelsJr0UNyJgrfNMG2sZMqFV/tlqLwfPZPV3jFxf312ofSKq7nY8oJFD1BebYdpB7buLnrO3NVq6lHHUUmlQQLnHSqr3HiUsxdr1ZHsSzqoozm9pd06xXRYrwkSxDTLaaqKrYoLJtJbZpmAPJ0vIOB3EfwLouihKfoZMTuc/Z9H88ysTWZ+ZrJuuHeY7WaHUYXdiNnBjBjNKllMdRGz480F02jqBgmAh66IuAVi1yQzPEzu8JPP/sJznjSU4BAJieXSGCHgNVS90MOn9PWOVNRFGRZDtmkKZJa75om6lRRshmUegFiQGq70SAjSXi1enOeny9W2rpfRzMamiwybYBOt6mkWywyP75xWSA1BN29/eQ+dF1vdhVJ9e68qxWkros6w0aRIzseDraXJMZP39IEel9+9el8+4tbufmRU/zRJYsdXp7nY9qBjq3oedgnT3aNN73kPuJy3OgdE1y369npjHxK7TJOFASBfD5PNZNpzov9wgzr90RMrTZXNQOQmsBUckmQOgS6I7NagE1Zgcb00p2YEDyTbriAabeB1BYJx0DoqCH6gdRyOkXCMSnUrC6QepFJHRp1lyttLGoIurKsju6x1mgHqUMPHEXuKffhFgvYvtR1vxqVypLXNQpN0yCUBtn+k1vbPhOAq4Gt37oP68RhVgNCB9lsVT7JQ3h4cat+YbiWha8Ev8HNDjBg1XrKffiFAqonUD15mO2/CmRrBEFkZNMZSIrSlDnrJ/dRCO+FZrpN5nWwH4GJiYmmeaLveYGkkN5DBtOOFveW0NYvFlEcD7Pj3YtyD1sEU+4PLkuyEvhJCb3lPkSjgdBHOs51Xe644w6GEgnWHj2KWyg0JVYARD0DNhQ7xi1j3z7ETIaBF70QQRBoPPootfvu62mq/EQsxhMg9R9YdBonik4weVrVkO02sghSZzKZtsmilUkdF5lMpsku1cJiz+2R8E+WGiBJqHL7QBclQo1GA03T2DiS4r4D88hnBivTztQU6rp1ze0j8LATeK6aLmkt1H0uVRhtWBwF5qen2gp8CBJV0bMXdWr7hFOtQHo4FqQ+UfUYB7xlmL70c7yHZYLU1QpSIsWq2UBLUW0xwAKwfQlRCO53o49ZRARSd7JshtMqUvh9WZZpVCt4rrukJjUEiUavYu+UH7ZvW8Wuzwrf/jaCpjHwgud3fdYagqJQC9lhcTpTVdNh1K+AIKB68RPOQELhiB28B3Et5BG4prSA1NFzFoEZ9XodVVUDtp9t4zcaCB2gXSo3yMzhg0saJyqazkzN4by1/UFqSRDQ7Ebf9lRovxet4TXqpGyXOSCVWEruI4HtCIiyjFEukwwT1kYI0CWWC1InEgih9EhnOPPBopfc8l7O1+JBam8wD4KA4HvkWhhLTSZ1xWL+m5+jfOutELdI4nngedQ//FVMX0KRpLYWRM8wmrJGUawZTDImBvIYb3j96xAEgR07dvDQQw9Rr9cRE73lPg4fPoyiKJyzcSP7i3PMCUNYA6u4+OKLAdhhDPHIvT8HWLKNDGCqZDCg55jskD4yTBNJUZmozjFbMVk92Bs4dh2H2vwcDK3o2/EAMLJ2PY5lUpyaZHB8VfPvzswsVlhEL8Wkdlo1qYulrs+jolJKJHsaJy6XSa1HOncx5onR7/QFkfx4b5NKLZ1BrzVQPYupHnqUAErI1j1z40rWHJ/j3gNB8VMxHF49N8dpZ53JZK3WF6QeDhPYUjZL9Y47yLW0/LmFIl4miy+IJNNp5ut15sN3pR2kDt5FNZlkrRoc69hCnTNWxBdJ8vAwHDyAqIHvwyOPPNIEgO16A0tVSC4D1E3lgvfElCV0ZxFUsG07eM98gT1TZc4a77+vxybLTKaGGK+0F49updo0P4NA7gOINU9UBBcHkYKoIbHo/eBGkiHLBKnTISBeNFwyV7+YTen2ueOBEzNkNZUV+TT3f+cbeK7Hk/7o1W0gWXl2BkEQ0bacg7j3Hkq7HiN/UW/mNSx2E7SG6XisqU0zI5+GIgo4S8h9CILAWfX9YNZ51lv/ivyKcaYP7efOL30eKwRGjg2s4NwDdzH/hS/E7qN21pkwMEBZ0rnlX77Mu64LGPvf2XqCv/32I9z1t9f0BfKi0BWJelgULsWkliSp7xi0e7KMI8ikpMVVR7dUjL2nXUxq02h2DTmINCy3J0gN8XlAFIddFUdSlgSpI/DPVATm3SSlhk2uxWPiRKFB3XJ7mkZHEfl1LNQtBkbHWDh1gurCPD4+lflZNl/e3Yo9VzGbetRR5DMpKICdTMUupi5X7sMtFlBsG0/VUK3lma51RiRrJssSbswCu6qqOKLYnDOWigik7gyvVkVtARNcWSdF93PoOg54LraoNM2ae4WTCMZIIZ2NMU6USfkVECS+f+AQxgc+0PX91+lwyw1buVKROXNwmMuveh6/vPGrHNr2YHObtVvOpXByAR/6vhNA01Ohs/somUzSMAwg1bdNPpKN0AayKFNul/kbBIs8iiw35T4AKrVaU/YHAn+jNYNJTjUabCCUdAnDt228Wo2CpDOxTJB6OK0y28c4MZFINBdmxRhWcQTuG4bBgpBmRfko3/2/721+/ow3/wUrqhUEReGS08Y4fSzDl+8/yisuXt0cx0sNG9H3AkIIwcKUfma7AaptxIPUcTluJEsjeC7Thw+i9qgD9HSaQU2kULfxPL+tsyifzzOTTOL2qL/bjhfmCVqMgfhsxaQuBc9OrVhgaNWarm1aIxpnnfkF/HBsnUi4HACq7tIAmqIoOK6LQPuCSsCktrpyu34EJzWdIuFalGrdOW6TSR2+D0KxiLyiHaQWM9m+cimRBrIui6h6AlVRMFQ5tm6TMmnsYhEbsU3SAoJ6bnBiVdd34kLTNBzX5X99/mtNY1aAX+yf421f28ZH/+g83Hu+xYHtDzFBDJM6n0AWPBx6y7a4ltkEqe3MAAPFGoM9jBOd+Tn0bJZkZYqff3RxHLs/fykP5S4Kfrso9AWpZ0OQd8C0+MmjU5woLM4X6YJApjDLW264n6efFozRveU+lglSFwqorotpt9+HKPcwJBHDX3pBJZkdoOz7sXIfnucjW0Zbfe/7Pl/4wheYC83YPc/DsixeeP75iL6PUyjQetSkpiAULBYq7QQ9c/9+tNNOa44/8tBw4P9WLLbVxU9EdzwBUv+BRVPuIxzPIhahUw3+VVrkPvIdq7BSLgei2JNJHcl9+CH7FMDpoVn10MFZkBUyyfYBNwI86vU6uVyOjSNpvrftJO5wMNnYk5NtIHU0+WuaFuguhVFvmGSVQIvJmZtjoyBzFNj1y3s47cz2Vm/TNBHwaXj9B0Lf97ErZVhBrNzH8ZLDSkFoM4foFX3NIVg+k1pJppionoThkS6DStMTkMMcpx9ILbQwqVtjOK0hEUzasixTC428InAiLnqxd1vjQMGhJiWRq3M0du6k8XDAcsD3Kf/wZrLPflZz9b5fmKGxlxizml81HPJicP3kHqyfrK5QsgRQgvuZ6zjmokN2gkIPkLpWq5HL5ZDCdnK3XO5KaNKDg9RLJdx6HbGHHp1RraCl08zXLEYy8UWyH06ekiSRtA3ml2hP7QVS+4ZBwgnGgYzTzWZvjZUDOrYnoQHl+fkmSF0Jn4XkMlvaAia1j+t5XQxwZzboBGiT+6hZrM53XysnlwfPJZXOtDE9I1f42aqJdfgwqauvZs3nP9f1/fq2bRx95asQd+/CRkZQVH59041s/dFNAHhiA0qTiG8MTC8vfeHLufSFL2NCqePqOdaGOqyCIPDQQw9x6NAhBnQdZy6enXHkyBHWrFnTNGcsOGIb+H7+mhyPusE75i5h1AfB4t55I0OUJ09RrVZJp9M4jhOAzak0E9WjzFSMviD17JFDTSmifgUBwMiadcF3jh7pAKlnMENwYNma1D49mdQAshYv9+FVq0uC1K1MaiQJ+2Q3kNSUvBEF8j00qQHUVIZEucHkr37AZ37RGxg8O5fjLGDd2lHuefei/MYX7znA/CfruHqmOT70PJaqMjg4SGXFCiq3/6wDpC5gh/IVmUyayUa9mQy3gtRWCFJriSTrcsF1Ojq/BEj9wK+RBoL355Zbblk8H99npaqSyPY+5+a2iQSComLLoDQWr5NlWYiehyMobD1aWBKkfvhYES81zOa59oUXr1JuM45JJBJomkYx5hmScbF9iQVHZFRV8UJN6oj9JeWWB1JHz7IuODz/Na9m5UB78fTrD36Q9Wefy7Of9Sxu/+9P8uvvfwtBFHnSK17V3KY0M016aIhrXvpUuOmT3Peje3neEiC1qqpdOYVpu2wwF5ghYEkvJffh+z7nlHbi5sc56ylPCzwvwnfLDfd97+rzeO4H/y9nT8Rfj9pDD8EttyAlU3zpwVNsmsgjCkJTQmbFwNILac3zTwaAv1nrPcdEnUj9Ys9UBUeQ0YVF8MctllBitJ47mdS2YTSZ1LYvUbcdBuieMyNgup9+9qmyRT0/vCRI7Var2LKMiceCl2S6bLaB1HumglxsKZA6YrrNVS1yYys58OD9bbrfudHu3z9XNbs00odyaTgGtq7j99CklmW5TRIs9ncVQpA6kUT6LZnUsijgxjD/IsDZ7iEL1rW/HosKbqXa1n1jyToJrxv4jOYbS1CbZs29oiqmcHwRT092M6lVmbxTQErnqLguV199dVt+v+tkiR/vmuKSxDRzkoScz3P5S/+YLVdfGwDlYUiPPsYte4/gIy6pZxvJ3HUaqiYSCSqmga6IfQ2+IkauPJBGEvx4kLpeR5EVvJaOIBWHFR3j4tqhJMem6mygXe4jGn/LaopzlsukTmscmo0fMxaZ1KHhXqnSlU+KooiqqtQaBvfkr+Cipz2dF54/gY/Pt//5HyjNTDNSDeRgBEHg1Ves5b037WL78SIXrAlq3vmahYTfZDHGLXrbptFGkInyqL4gtetw15c/3/f3C8AbRZUv/OX3kJrmpALaORdTVdWmTEu/MEK2sB7D+pyrmphKWL8U+0tKAgiqiphOM/df/8Xcf/0XANr558EZZzBrLG2eGoHUCrR1LUZyH3K+m0nda6FQywbvdKFQhtUd+ER4ryIg3F8ooJzVrgksZdJtUmCd0bDb5SWSWgJDluI1qdMZHFHA8YNFhbb9VMokYvTAY3+TplEoFJBVtU2r+PuP7iWdzfCM89dz1L2G/b++j4V0gtUd12ZVPoGEh9XDGNj3fVzDwE8Fz6aRzDAwc6JnZ4M7N89Vl1zOry66pumdU7rzRp4szvCSFwd57prBZOxibxSztRqaYXBONs0OXW7zbMnZCc4A9h8+zux8kScR3w0NiyD1Up2hbrGI4vkY9fZxw7IsFFEEUaDhLV1fJbI5BC++47dQt9AdEy+9+M43Gg1OnDjBunXrmrJemUyGM4aGOEJANGmNrCIg1WvMtZh/+r6PuW8/2ec+p/m3qBZ25uafAKmXiCdA6j+w6JT7iCYNP9ToiuQICoUCG0MTxSgESULK5/syqV3XpdFokEwmUQCnBxD78IGT+LLC0EB7ot7KpAbYELJ2JrUBJKD4/e9j7t8PBMXAiSNHIJlk9h1/yZ6WRCJaN98TduqOPPWpABzasR2rUW9LLqJjLQVS26aB59gIghDLpD5ebHCJrC9qYvXb1zJAar/R6GtsYdaqaGMjjFVn8Vd3t44anogqePgsj0nd2Qo6nNYQQ5BakiRqheC+p/qALr2A0dbYM1VhNDlIefoUk+/5P5j7Fo0aEUXyr3xlz++2hpfLAVUqTvf1qZgOGdlCcD18O77wzCbkpoFenGlSlOyoeoJ6sdJMfqEdpAaapnduqdxVPKdyg/i+R8NskO9pnFhBSabx/aB9Mi6iiVOWZSTHZKFmsr4Pq63XgoFXb6C7wTigV6a7vtcaY1kdw5NIA5VCgeiX1UIQKJldXiKmJpJtzsmtz74bsj6klraohR5MaiebgWKRbMczqCsSaU1mrmJgHTnCwMUXxZ6HftZZoCik9j+GOzHM4NoNnHbOIkOm9L3vI4+OkbrqSvY/cD9Hd2zjwue9iJxfZUFcZJyMj4+jaRqHDh3iwkQCL+b5qVarzM7Ocu655zbZrnOWwOYWBsNZ41n08Lq4SzCnTMdlrmqR3zJGZXInk5OTbN68ufnsJvJ5JqqzTJX6g1kn9+5uOuj2KwgAhlatQRBE5o4d5vQrrmr+3ZmZWTaT2jYNBEFEzmT6gtSSpncV3BAwqZWh3gtjsFgYyppGedVKjux4iNQXPtO1neD7IEoMjHbrxEYhJ9MkdQPPNrn22mubkhytcccdd1AIi51OAP2iUZnbgZO2Qq1Wa5rF9IrR0VGmCgVq3/kubrXWXGx0CwWMZDA/5nJZPNflwZ/ehiTI3PTBf2x+PwJMtGSKNUPB+HJ0vjcwKI8MIxaLiM4QV522gdOuugaA2dlZbr75Zsr5IQaX8V4LggCJLE6tgmQuFp9WrRawE5UEW48WeO0V6/ruZ/vxIuuGVuDtfgzfcRCiYr9FVzY6Xi6Xi2VSC17IpK5brBjIYu4/QO2++zAPBXrqy2VSK4qCK8iMp8UugNp1XUzTJJFIIIgiz/izt+F7Pr/67jew6rWmvvvM4YMMjIxxwcVb2JrIcOJX2/jIT/bGHk9XRN7wpPWoqtoFvtuGSc4LF0plubnY0yuO7XqEvLVA9YKXNUGbSGPdqtcQRAlVcGPNX6OIQNoVgxkM2+Wd33qk+dnaoeSSxWLb+adySNg0Yt75KJYHUpfJqlqbx4dbKqKffnrXtoqidIDUjRYmtdQsejujlUkdF4YdtC07w2NLM6mrVYrh/LTgJ5mpGG2A9L7pABw8bWx5TOr5qsVTXvOnrD9/cU4TZZnTL7+q6ztzVZPLNrSPlSMDKeZ8sHS9p9zHcvSo3UIB1bLwRQnhNwWpwzxUlgRsvztvi54Fy10eSN2TSV2ttslnmaKG7nW/P9F8Y4sK80uA1As1m6KQYkCsdhkn6jjk7Xnq41sYVxSe9rSntX1++L4j7HhE5JpUFROhScLonIdqx47jKDI9bFTaosmk7li8SiaTuJVyT7mnKCLJCyUEXRy//d32XBfHtlDSabz5eTLRAh5OmyY1wJrBFPfvm+Ea2helovm+skzjRIDhjMZs1YyVs4vIJFGNJZsmXq3eRdDRNI1KrYEt6gxvOoOJM4L6KDmQo1YotEmIvfiCCf7tR7v5yq+ONkHqhZqFiIckywjJZOw7b5smyYEWOcw+ch/RuHLJyASr3/K2+B/uBwD/g7uPcNf2Q2xanSUdklAOb38If3YaRxSp9THpbh4vBJ8TY90LWbMVs7kIXS8Vl9wXwPiHPoS5L5jDrMNHaBw7Ar7PkcrSD2q0cKgAlWqN6XJwLY4t1DnbMVHTubbtbdsmk4kfG5PZNB5QKXRLnjRB6vB9EIol5LH23E1MZ/Dq9Z4yCq1yHwBJRaOm9jZOdGQZEYH7Ds415Ud836deKbOv5HH83sNsWZnl8g2DPRedVFXtWhxdqFnc/tg0r71iHaossu6Ci1BUlclcmgs68vWhlIoieBjxUxuOabaRUqp6mgGzRj7Z/T56hoFXqzGyapzXvfja5t/v96e479tf50VnZEmG5LB+MT03R75c4Umrsrz0r57c9lm9XudDH3qEi0dhVwheqz10nhvhYuVSY5lbLKCJEtWOxUPLspAjTwpraRPLZDaLX2rgOA533XUXH/zgB3nlK1/J6173OmYqAfPfyaTZvXs3733ve8nlctx33328//3v5znPWQSZ7emgrnZbctV7772Xr33ob5g+dpDMwACiLPPOd74TZ2YGr1xGazEZl4eHOW5ZXHLB+dzyox9xzTXXxJ7voUOHOPfcc7nlllt6btManb9pqbj33nt517vexc6dO1m1ahXveMc7eOtb39r2LO/atYu3v/3tPPjgg4yPj/Pud7+bP/uzP1ty37+reAKk/gOLiEkdyX1ETAIhbFGUh4exbZtKpdLFpAaQBwdxemg6RRNLpVIJQGoPbC0eYD1w5CQbBIGBbPtk1MqkBtgQskIOCkm2DA9T/uHNlH94c3P7yjnnwFlnMvy0pzGSzzX/fv29hxnJaDz/vKD9W7v6avjOd7Bcl5133M5Fz3thc9sIpK65/VeFjWoFgaBg7ASpTcdlqmwg9mADdsZyQGoIJDiEHixCo1Yln86wqjKLNX5+1+cNV0ADBFFeJkjd/puGMxoSi3IfTSZ1vjdgFP2mfkzqPVNlxgfHKEwexDpxgtwf/xGj73wnEMh49JLE6DrvXBbKVebN7smnajgkVR+9VsXu0Sad1ZWmxEscM94O/6boOo3GDMlksjk4d4HU2ciwq1vOINLwNnwPIZFktmLiRUvUYVRKZRwlAX1A6gj4VxUVyTGZW6I9tbfcRwNCdpk0d6LvPlRZRFJ0wKLcItVQC5+n9DJBaiWU+4BukNqZC+U+QpDacjwqhhNb1FipJBSL5GISpeG0Sn1qBq9eb+u2aA1R00iceSaDR/bgr3kqcjLFU1+/OKHu+/xXyFx4OStf/xbqpRLTh/YzOTmJiMcxczGRkiSJ9evXc/DgQS7S9VhDqiNHjgCwfv16ph95CIAZQ2hLDjVZYkQRcG1wpP7jz0w5eI7Hx1eydyecOnWKzZs3NxPczOgoCddi4dgpODdecxng1L7dJNJpTPovJgHIqkp+fILZY0fa/t7KpF4apDZRdA05N9DTOBGCe2PFMHu8Wg1pmUxqSZLYmU9SqhcRfnJz94anXYDuC0hy77FXSqbREmVESebKK6+MHad37tzJqXCxtnO8Gg61SfeVBVJLaFJDAFLv3bsXx3Wp3XM32ec+FwgS75o+REKROO2iS5ja+ygHTR8NH7nl/OVcnqFVaxhctRpFVcgnFR48UuDMlfHz9Eo9i+gHjDNN8FkTGheuWrWKO266iWp+iOQymNQAlpZGlittz79RLCJ4HlJmgIeOLM3U2n68yOnr1sJOB/vUKdTwfLxKpUunPZ/PN9nkrSF4DrYvMV+1UMZWUL37bqp33938XI4p1uOiVLepeRKr093vYnMxKHzeBVHkmW/+C8Bn220/bNv2/GddhyAIaGedxZr9x/iLuw927i7Qw/UDSaU4TWrt1DGs8N3QVGVJJvXDP74ZQ05QHT+7+bcIpG5UKyApKLgMLQVS+z4D6RT3vf2pVI3FeXykx7zUK7zcILI3iVnqnhOjWA5IvXuywrUJvU3uxCv21qRul/swW5jUgdxHXCwFUkcLf8KKFdiPPtT3fL1KZRGkDpnUrbFnqsKqfKJLU7UzhsLFzPmaSW5sHbmxZ/fd3nY9CnW7KX0VxVg2wSkkDFWNZREuG6QuFlFsGyQJ31qeHEdnNKpVEARkwacWA1I3mdROD8SlI0zTJNuRg/ieF8wZLUzqhqCScYtd34+65URVW1LuY75m0VAGqNsVUh1giDdzFJJprGSSLR25HUDNisAWDVNVkXpI5onJJI4sR2vIfUOJ0aSGYHzyndmlW+RD2QM57O6zO5jtEYFJ0fQ2uQ9NcBiPYVLXXJBUtbkgD4sgdVlNLV+TOq0FOWCMnF1knBjdN9n1cBfmY0HqWsMAdAZb8q1ULk+tVAgWMcLvpDWZl1y4im89dJz3Pu9M8imVhZqJhI8syyjjK7F6MKlbjRP7yX00wgWBleOr2HzplX1///zEDP98/EH+8o+u4KK1Qa317Q/8A8VaFSSd0jIeDrNcAt9Hj1mMn6uaDOQySC013VKReeq1ZJ4agJaNnTsx/+MjCK7DweLSi1XNhUNR4nM/e4xfbl2s+T/nW11+I/26+5K5LFWgWugex6LvWFHnnud1EYakEG/o5VMRyX1EMjkJWWZekRFi5igpk8GRZdKKzI8PLfCrQ0E+qHomb/E8bj9UZfv8YwBcvDbPO562mas3D3eB1YYnUqrWec0Xft2cn4oNG9v1m74FiqqxdsNpHK038DryUUEQ0ESfei+vv2q5SRCybZuylmbUqiHHdFks1mLt7N0NF1zCfTd+jcPbt3LWU57W9b3WcF2XmZkZTrNt3LnurvtkMkk+n8e3Spj1YBxReoDUy5b7KBbRFJW5SvvihWVZSOEitWH5XRI6XeeWzeEvVNi6dSs/+clP+OlPf8qf/MmfADBbNhh0LU76Li+85hpuuukmRkdH+ehHP8pb3vIWLrzwQjZt2gS06LiH79e+fft4+9vfzmVPugZx5QC/PHKSv/mbvwHgzaGBpL550WNCyOd5z9QktR5eRxBIi7zhDW9oYhBLxW233cY3v/nNtt/UL6JzftOb3kQqleJTn/oUb3vb2zAMg7/+678GYHp6mn//93/n/e9/P77v83d/93e86U1vYsOGDTw1JIb+vuMJkPoPLCJN6uhFjTRA1WoFaXAQQVUpzAQax3EgtTQ01FMTKwKpy+UyY2NjyJ4XC7yYjsvc7BwbUjDQMVF0MqnXDiURBDhYsHj+HT9vK4YFTcPcswduuonxP38Lgy2mU99Z+BnXnj7KG152bvNvyg9+QGpkBVtvvalNc9NUgwGyGsPIbY2oVVHXtC5Q82Shge8Hg+1ymdT9wItIFsKr12Nb3T3PxazXSSkKWbtOYbQblKrakAPUTIadd/yUY7t2xB7rjIsvQ6dbk3ootahJLUlSi9zH0saJvcCvqulwfKFBfuUE9aNbA2ffdeuWzXRrDSWfhfIpZo3upK1qWCR1gcRMDdOJvx/ZhIIVskfiQGorZAeqiURTCy+KTpBabJH76Ix0KI9iyDJf2j7Nfx3/Wdc2rzoxxbwyCGN0MfiiiK6ppquojsH0bwxS17HV4DPzxIElDRgTqTSwQLUFgI+S7vQyZFlgUe4DuhcwokWvyDQu0neLK2qK4T4GY0xJhtMawvGAla/1AKkBEhdcwOhXvookP6sLlAiME4Prnx0e4cCD93P8+HEA9le1NlPCDRs2sGfPHiq6hhjz/Bw+fBhVVVm5ciXH7g+ekwZK1+8aU+CU3RsgiWIyBEpWDWeZGxri7rvv5v7778cLi5bB1cEYYBw+Alwcuw/f9zm19zGGNm6hWDP7LiZFMbJ2PZP7252mndkZrFAbb2m5j0C7URoQ28x3oohAKkHRmu9cawRyH/0N+FzXRRRFjEqZku9y0VkXcN7p53Rt9/ldOxkq1doYu50haClIpRkaX9tzITGbzbLPcxGSya5Ol1oxmB8fmXe4XPaWvD6jo6P4vk9t9WpKP7wZdcMGICgYyhvWMpRWGVm7npf+/T/xkY98hE2bNvGiF72o5/5OG8tw+2PT3P5YfJfEpdMn+SdAlJU25rooiqyv19mVziIvw/AQoCYmyIl+0PUTspPMcgV8j/ToKCeLDaZKRk+ZiLmqyYlCg5EzNsLNYB092gSp3UqlzQgYgpzkwIHuMct1bBxBCmSCPvNprKOLzvRiOo1++mksJ+7eP0vDV8ip3XNKnP+FIIo88y3v4PKX/BFuC7CWC0HxsUvOR374QbZd7oDQ/px4vs87f7CHHYfHuSzZDVInTxzBCIGohKrRqPQGe4vTUxzc+gBHV1xGogVsUhMJREnCqJTxRRld8vqyoQ3DQMBH1XVGMzqjy1Nzio/8EHL5OGaf9vSlQOq65XBkvsaQXaNxbIbjf/EX4Ad5UZyES7xx4iKTumbGj3dLgtQh+0+bmMC968d9zTDdSpViPoeuqtQNhZlK+z73TlU4YwmpD4B8UkUQWHIxOooIZO0EqUeyGpYvY8pK7GLq42FSK5aNEOqjL5U3xIVRraAnU0h4mF5vJrUdA/TF7s8wujpdvHodfB+xRYqshoJk9+6W05MJFmr9OxXmqxbJ1CB+8QQ12237/cbx/di5ERTbZm0MW71uuogCJBSZkqYitRBqWkNMpbBlBc/xlgRUlFDmLk6TGscimZCoP/gg1V/+Mvb7xq5HAZCSodGg3wlSh4a8egKvxXBex+5mUocdPJKWbNZJ0ApSPx4mdShzUzHbQGrf95tyHxEQLrsezvx8c86IQtM06uF9aO0cSeXyVObnApCyZY579eVr+cqvjvKkf78DWRSwXI9LBA9FllEmJmKZ1I5pNhcKoL/cRz2UtEsuo3U/uk4LtcW8PZUfYnbfPhhcSUCV6h9mpYLs+SjD3cebrZqMZHSSA/llM6lbQx4ZwdR1BMfmpOn17HqMIsqhXEVD8W0+8KKzmyS5ifv9LgnEfgSudAhS14q9mdRRx5Hs+V2L09GY4FYqsTVno8mkDsamhCBhyhKe6yJ2MK/FdAZbUbhq/SDvfemicXB5ZpIb/+56/s9LLmbDlddw685JPn3nAV57/QOcNZ5lIhd6QAEHZ6rkitOcJdnMlg2GwoXgMUXjmtNG2jpwNqzbxIE9u5icPkVn9SMLPgUr3im+UamAt1h7LShJVM+J7UBww1pM6nhOR9dtIJXLc+jhh5YEqefm5nBdl2FRbPoNdcbExATFfQexjKDm66VJHYH2/bT1ITAZ1/UEZr3Wdq9s20YUgmstOFA22v0hOiORHcCzD3HmmWdxxRVX8OUvf7n52exClRHf45P3/JzVq1dzxRVXsH37doaHhzn77LP527/9W2666SYgINyIyWSTSX3TTTfxs5/9jO/fdi/FW05y2rXP5Atf+AKf+MQneN173weA1gJSf/LGG9mgajzUB6T+2Mc+xpYtW7jnnnv6XpsonvOc57B27dq239QvonOOpAVf8YpXcM455/CJT3yiCVIfP36c66+/vvm+fv3rX2fTpk08/PDDT4DUT8RvFl4HkzpaLU/XqogtpokQD1LLg4M0Ht0Vu+9WJjWA7LjYMUnsrpNlEn5w3FyHvnEnk1pXJFbnkxyarSKqKnQUNFFR0dmyXjMd0nr745tMJsmPjTK7Zzs/+s+PNP+urd0EyRw1V8L1/J46blFbdULXu5jUx0PH20Qq9TvTpAZ66lKbYSKecILCpDra3VJeCXOcLdc8ncLBfV2fA1QX5rnrm1/mKlVhpMNxVlck0moo5C/L1AoLKHqiZ2sOLCYkt+04gXq8u9CPWr1WrVvL0V9BTVNQxnuzPvuFGkrFzM13Jyz1WpmkJJI2GhStWmxBldUVzHCIi5X7CN8NVU9Qb0nSISimFEWJlfso1W3u2T/bfNeq88F+TEVizpX5u2ef0WU6Mf2Zr7Jq0zjPu+4Czp6IZydHYHMioaM6JvM9HNCj6KlJXW9g6TquB06lSHl2pq/8QSqbBmeGSkvxUQ/fhUyfBYvWkGS5+V51AqPu/DzSwEDTIC1qu41LfMvh8z4U8wwOpzW0yQBQ7sWkhgCkVm64gbRj0mgsnovv+3iGgRCCr5mhYVzb5sihQ6jJDA1D4RkfvTvQOAOuOz14/k4qKhMxz8+RI0dYu3YtkiRhNerImo4viF2/a0TyOAUcmVpg/bldu2nGZCl4jlYOJBh71rM4eHCRnakoChs3beI44B0/2mMPUJmbpVpYYM2q1Rzce2BJJjUEutR777sHs15DC40ynZkZnFwuYOMuAXBEBkNSLhG7wBkBE6KsdLHCfN8PtdyXZlJLksTxx3YCcPqfvJr85hg5gIMH8EQBZ3oapYcMhyEpoCiM9zEUymQyOIAX00lQDWWRFiwBZJbFpAYwr7ic6je/RfWuu5qfzerZZtu/YRhUq9Uu49/O+PSrL+LgbDww6Puw7WfA/VC3fO569ATbWqQozjs1A6dvZMFeHkhUQCcXagV7DQMpnQoABN9jbM0EHIatRws879yVsd9/5HgRgI3nB5I71pGjcPXVwf4qFZSJ9rkhl8sFLavValtLsGVZiJLMQt1CHh5uc1R/PHHnnhk8UUV0u8fWXibNgiAwEKMPDJC8+GLmP/0ZTr3772I//zvgsZMPobzzjViW1TZPZSeP0giPldA1yn2Y1Nt/cguiKHJqxQWsdhbnXUEQ0NMZGtUKriCRlOIL2ShM00T0vCYA9tuENDSEvOBg1HrnQ0uB1HunKrxk310MlXdzKp/hR9NHgg/O3YS041eIf7W9bfuZVB5PELn+r94ChKaiEZMakXqP5zoaw5ZiUmfWrsIFnA5vlNbwqlUKuTwrhofJmEqzAwYCgsahuRrPPKv3fBuFJAZdN0vN81HMhdt1gtSjGQ0LCUOSYmWpLMtaFkjtFArIjoMoCnieh2vbbRqqywmjWkHPZBB9ByNGQ7Up9yEIPVvyWyMOYI+MKyOmrOf5VH0V0Y7plguvRzKVWobch0UuNwJFcDS9DaQsHt2Hnc2zcWqGONy+brmkVBldEJhdikmtyOD6VEynrzmZIIoomh7LpBY9izfd/lmOfvZhEIRFE6KOUNetw1dCw7mORYNWTxavXkcURZAU0r7XxXBeE3pg+GoCs96tSV1Rkn07OFojen5nK2azkxaC59TzvMA4sRgSGzwPd6E7pwh0foPzaM23UvlBpg7ux63V21i2p6/I8M8vPKtNC1s/Ponq11HGx2lsX5Q9iiJafI+in9xHPTzHTIyOfmdE51toeR7T+UHM+RmEwZVUFKWvDCQEkluy58d2pc5VLLasyJLK5ZbNpG4NeWgIS9MQXAdbkHnkRJFrT++WRIsiqkPqvsKGnMxrLl/b/Gyf2ejK7frVxmom2LYRY37YlPsIF3tFz0PplPsIO7O8SnfNCItyH5ocMqkBBIFasUCmw4RSCuU+NHwGkovnW3eCcWZwKM9gSuU1l6/ljy5ezXe3neBbDx5v02deNZjkopUrKeyf5Oa/iO/aa247uhLZdTmw91FO56Xt54JHuSdIXUZoYVLPhaaZbmGhC6Rumth35E+CKLL+govZ/+v7cB0HqY804XQodTGSSOCcjO/UnZiYYNeuXSS8xRo79tw7NMJ7hVssoo8NQbWBUa00JUksy0IEXEBxfQr1/iB1cmAAPA8rlHVrjcJ8EcPzuH3nI7whlLOIsK7LL7+cj370oxQKhSZuJuXzOCGW9qpXvYqhoSF0wUPwfUZGxzjrrLP41a9+hblvH/LoaJN9vWfPHnbu2cPzhoa4sVTEj+nM2bNnD4888ghveMMb+OxnP9v32rTGUl2vrRGdc+t3r7vuOr7QYrp98cXtZKiRkRE0TeMFL3jBso/z28YTIPUfWIQeXYua1OEq/KBRwQtXoyOQupWZHEXEpC7ULG7ecQrHXXyBrtoUvJyReaJs2dgx4moPHys0nbYHO1Z6JUkKVsFbwNkNI6m+RhrQ7kzueT41yyXV0U6ZSqUQNJ03ffJ6HCsAZ/bedw933f5TSOYwfQnD7v5e81ghSJdMJal0ALrRxJNKp7AaS7df/NYgdXQu4f0rDHYnP6Uwxznzmmcw/sp4/aFascAX/vLN7B0fYm2MTElOl8AI7ku1WCAds3DRGhGb4Gv3H+a4V4zZwmdEsVizcpRDWoLp4UHGkynqU1PAopHYcsIPB9zSTDfDzKkEz3DWdSh4XmBy0jERZhMyDiKCIMYzqZtyHwGTuvO8UqlUl9yHWy7xubsO8Nl7DjW3E32XtwGmIvOuF53P0DXtWu++7/Oxj9c5e8NKrj6vN2AfAYp6IkHCMZcsqnpqUhsGlqZjhYy7ww8/xKZLr4jdh55KkxscwDzaoNrSVmSEz2Uqu3wGfC+WvTM336VHDT1A6vB9H5S6353hjEpm7hSCriP3KQYS558PQK5epQpNYMi3bfC8JpM6MzyKD5w4eYIN6zfxig2raITtgFuPLPCT/VWePTDAiXqd8UajDWAql8vMz89z4YUXAsGiUrTfzt816AeJ2MFT81xL74iY1CsGdNKjp3Fai4YZBG3OlqQgnjzE0R3bY/dxcm/Anhpbux6WAKkLN96IsetRpGrwfu153/sYDc3Qag88iH3uuYE+7xJsOts0UTQNSU9iHTzU9Xk0dguK3GasA+BbFth2V0toZ7iuiyzLHNv5CGoiydiGTbHbKYqCK0lYJ0/2BKnLlg2+z9hot+lQFBFAasSMh7XCQlBAhkXTUiD14OBgwAK/6CJWXXVVMykVRJGfPOw1DdQWwkJ3KZB6MKUymOo9hl7wgos58B+QVGROlqp8LZSi8HyfD52YRly7klOF3qzdKDzPZ8bRWKMo3HfF5Tz0mU+DLDNnWeB5TKwcQT8h8tDRhZ4g9fbjRSRR4Myz13EimcQ6dqz5mVutIGW6mdQAxWKxC6SW5AwLy2SdxoXr+dy1d4Zn57LUarNdn/cCqftF+klPYtMdP8froSf9g89/j3O+99/s/9GP8PL55nMMMDB1nKMr8iSTSVRdxzZNvBiWnm0a7Lrzdk67/Cp+RhbTac+5EpksRrWC5afRxf6t4qZpgue2MQR/09BGhpF3O80cMy4sy+rZaeD7PqWPfZQ/e/QWildfRfqsTcQigC1RqZo0XI/R9YtzbFZU2T9fxPal31zuI1xcH9y4llkIZGl6gNROpUwpN8DpK1cyWtHamNSHZmu4nr+kHnUUQyl1SRmKKGZDkLpTlmUsq2P5EqYkdZljQ3DPOzsa48ItFMEPr78oYZvGbwZSpzMInkPD6b6X0VzgyDK+aSL06ULxfT8epA5z48h0tWI6GKIGroNjWW3nbBlBHpNJpziypNyHyUVrx9BVBSeRDozLdR3XsZkpFBCGx5mo1HH97jm1bjkkNQnN9zE1racxuJhKBTq3rkepbvcFqSGUojt1ipmPfaz5N3t+HkGSWDu1n5F3vpPB170Wsc/7vHv37uAcO+QOzYikkUyB4+DbNo6okFO6x5BV+QSCALakxWpS1/VUX5Pv1ohA6s4OglZCUqvcRxxbU9M0LCv4e7vcxyD1cgmnYqBtbs8ROr0Tvv71RyiXLdSJCbxSCbdabUrI+L6PbZixIHUsk7pUQvA8Eivj58HWaDKp6y0g9eAQnmOTEkWq6VTQSdInJ7KMRlOLtzU8z2euajKS0Ujm8pRnppuL6p2hJZKx84CgKFi6jmA1cCWFHcdLywKpLUnljIH22jpOyq2f3EdUFxulbpC5WV+EILXs+V11QLNOWwKkjkDRRIhvVObnukBqP5nEkyTkjvsdSWvqLZ0cqizyJ5eu4U8u7SY+PPDAA/xofzAO98MEBNtmrFTn8O6duI7dlKzzfR/Bc6k6fjDOdOg3G5VFuQ/HcZgWIpC6AB1eVpEB/MFKhQeuv74NIDVMn8LIKj73mU+zYmIVz3ve82IXmKemppAkicHcAPUYuQ8IpOUA8lLwTv/Wch+FIvqm9VCdp1FpB6nxPVTHJYEVdun2zscT2QEE38OyrK66pjBf4lHDwLBtRkJCZ6VSQdM08mHutm3btqYfgZTPN40TI1+aREjoyORHKJfLXH311Rj79zX1qF3X5d3vfjfXX389P3lGwM5fqFmc+b4f88GXnMMLz59o22bXrnjCaK94PJ1PcV46tm3z5Cc/OWbrIP77v/+br3zlK2xuYYX/vuMJkPoPLLxOuY8wERmqlzEHgsJ2YWEBVVVjiwd5aBCvWuWbvzzAv99xuO2zhCLxqoQWgNSNBorjUvO6J+xtxwrkVQ88l0xMkZ8I5RWi2DCc5teHFmLb3wzDQFXVNmfyiC2T1toHtmQySa1WIzu8OKFuufpa7rzjjuBaIPcHqUP2aCqVZrpj8D2xUEeVRTKZNLOFeC3Q1rAsC0VROLTtQQ4+9Ovm3xVd45IXvGxJkDo6F61cwhYk5jPtE6jr+ZRMH1S62ohbI5XLc9mLXs693/wykzNTdKYaA1oAUsuyTL1YaDMKiYtoks1pIre865ldnx/Yt4ebb/ouP/rxDthwFts3wPaf3Q4/u725zZve9KYlzcYAnFCyojYTk2Q1iuD75ASBowRmLl0gta4AAqKixmtSR8aJMXIfsPg8AYHBlyDglcs8bBY5eyLLx//4AiBw677tXV/FkEuoMYml1WjguW5bUhMXEaCo6Dqqa1Mo92fs95P7sFQNEwUtlebn13+an1//6dh9CKKImMrjZvJMzs40tVcL01MgarFJle/7QcEc5jeiKDCc1nrqlTvz7Q7GEUgdx7ypNoIOArXavRA0nNbIFaZR1qzpyzKRR0eYTg6SL81R0vLYto2qqs1WaLGFSe0rKvWGwcb1a/njSxadwt/z/Z38aOckG8/fyK6HH8YThKCoDpP6Vj1qCBh9gqKHv6u9qE6Gxp7HpvqzWqZKBhldJq3JHH9sZxsQ7Vgms0cPcfLM1bjOUb7zf/9Pz/3o6QxD48H71UvuwzNNpj/wLwiqGhgrrcgyvXM7iZbCyV0xtizAzjYNZF1HSuT6yn0gydhGg2+8791AgEdd8JRnAN3mhJ0RMamPPfoIq848u6s1MwpZ13ElCftkb/OzaqOGVK+g+73ZxE2QOo5JvbBAKj/IqowE1tIgtSzLDA8PM1cqkekwjT3165+zKdKmDYvxpUDqpSKS1clqMk/blOO//i7QwP757mkK97rI5QXm9SQLCwt9FwxnqyZ1UaexehOTgkTqeMCa0QUwGyVSmQznrUqz7Wjv53r78SKnjWVIaQrK2rVYR480P/PK8ZrUECykr24psCzLQlFVppdYuOsX248XKNRt1m7OM73vKJ7nBezBMH4TkBro2ymUe9Wr+I8jFZ5/+GHI52kUimRGgrl8cOY4uzavJpVKoSZUaoUFPvrKF/bc1wXPfj7qz+axOkBqPZ3GqFQw5SwJob+8j2ma4DjI2m8PUmcySVzH7TKFisK3LIxCAWo1Fr78la7PG9sfZuxHt/HjjU/iHZ/6NJKydDnyve99j2PHjnHdX/5V82/33nsv+3/2MxzEnsaJsiwjy3ITCHM9n//+xSEqoSb3L0NjrOzaNU2QulfMFUt4ksTKVasYnTTbNKn3TgXgyBkrluflMJRWmV9ChqJ53EoIUncwqQeTKrYgY4liT7mPpXTBIQA13HBh25ckbMMgESO71S+MagUtnQXLxfTFNvksaJH7UJRAUqUPSO04Dp7ndYHUkdZy1NpfbtiYYrBfo1YlrS6OaVGOl82kWJjsPXZ4ns9CzWIorTGQy3GyWsGoVckMDTN18ABmZpCSLaOKKu5Cd/5fs1ySqozmONiqitBjUUBMJAKQ2nYp1K2mjEavUHSd6s4dzD+0q7ko6q9fBxdfzNdf/4987C3X9f0+LJql1t322sqOmNTh/OXVapi+Qkrqfoc0WWJ8IEGjptIoFjD2Bt055uHDuJKEnk33lS5pjWiRZa6jg6B1/K3UayiaHrAkezCpXdtGEgUyLR21qVwefB+jUSO7xMJ3lFNEi9n2yVNIoWyUa9v4vrd8TepKBcW2UWJMmDsjoUhostjFpAZIyTLVdBqvUukPUpsmitQ9XpYaNo7nM5zWyAwOcWjrA3z2z18buw89k+XPP/OlWP8OW9UQGxVWrRjgkRPFvr8nAo8VTScpLF4b37Lwbbstt/N9v8uzpjWiRSs7Jv9vyn1EIHUi0UVuiMaEpZjU0Zikh/+vFrrBViecI+WOHNoI951Ypl9PNH71q9MBfMNgZbHKycEMR3dsZ8OFgZZx8Lz5uL7IyUKDzR0LoI1qpekHZNs2pwjO24l5byIT+0ePHWNqaqqtDk9lB1g4cRyzVuWRRx7Bsixe/vKX88vvHGDu+CKzfXraZdC7gPs8H3vdCh79yNauxWXf98ktnMeFLijpMe746kkkZaZtGwEBu1DnjyoqP/nPeKnSKOqrX4PnDqNkLuH7//UYyZF9jJ0f5ImK66LZDglMivX+naPJbMCkdmLIO+VCGSU09I1y8KijL8LKZmYWf4OUz3d58Gjh869khtm/fz//8Pd/j/W+fyT1qssB+Ld/+zf+7M/+jOHhYcRwjijUbeqW0Fx8aN3mfzI8z+MnP/kJX/va17o+27p1K5/61Kf44he/yItf/GKe85znkF5ifP1dxRMg9R9YdBonWkYDQZIZMipU0osFYD6fj111kcKi9dSRSVZkdX4SOreWGjbvvHE7M5Mi2w5O8oxLqiiui93h0u37PluPFniW6iOaFolUNzCXTCa7mNQN22WybDT1nKKINMpaIzL7iWNStw4iEGhHagM5LN/HRcRwejONImA4k83S6GBOHi/UWZVLoCaSj0vu495vfYWFk8fRQ320RqXCyb27ecGLA2H7pUBqeW6BqfQQFae9JaTUsJvu6UtNfhc+74Vs/eoNbD1xkHM72siyugilSJN6gZF1G/vsaTEhGUrJbS1QUSzMBqusL33pS7n9Ex9Gr9S4+j3vRxAEarUat9xyC3Nzc8sCqV1FBt/HnOuebBWrTKoWmpZZFcx6rWslPBuyVARZjZf7MBadh+NA6lQqRTVk7QiiiJjJ4BRLPOaWecmFE2xsaVVMpTKYymws2GZUg6RGX2JQb2pSh/uoLPRnO/aU+2g0sBQFR5B58d/9I3MdpngtW1JdmGfXA9toODblRoM7b/gcAObIOAyvjGU8/NuP9/DZu9sZs//64nNQwgK0C6SemyVx1qLZVwRS52NA6lqtjijIuDHsj+G0xlhtDv+s87o+a4265fLY4FrGZyZhNE+j0UBV1WYrdAQ0Z4dHcBPBPVndwTgYy+oU6jZr1q1n27ZtLAwO4jUaTcbSkSNH0HWdFSGTw6zX8UOQOp9qfy/EagUUmJzrfz8nSw1Whtq+d335v5k5fLD5roqSxPDqtQyQIDVT4MpPfbwn6zA7NEIt1M/txaQ2du3Ct20mPv4x0tdey71/+icIT3s2p735L5rb3HfDDSSXYeKzqEk9gFet4tt2U9oFFpP07IoJ5HMvwA/3OXf8KPfddCOXsdi63Sscx0EUBIpTk1zwrN6FuZJIYEoSdowREgQLtJbZQKsUEYzeHTFNkDqdZvbYEb77r+/DDcdZy2gwun4jW4ZVOAV6Ymkj2NHRUU6caG+N9H2f+ZrZlPuIQOrldpr0CkFRkPJ5JNdr6jcCXLQ2z88FD6U0jzW6ip07d/KUpzyl536OzFXYOGDiSyrPuvRizj0z0ACfPXWcb/3nh9DSaS5el+ezdx9i54kSstRZqARyH88LTT7VtWup3nEHB58duKT7ptlkQ0aRCxmIhRbXdM8LmC96Wm1jn8XFV351lB88HH/vZyomkihwxuoRpvb6NBqNtgWG3xSk7hfnr8nx5jWXcEVuCIx59r3whaRDkCNbKWEkkoym01zw7GeRyAw0343OSA8Ns3Lz6Wh3/SoGpM5SmpmikRHJSssAqV2njSH4m8ZAQmHeA9OKH2NmPvZxzFIJ5+RJph/a2r2BIHDn5S/k3kufzzuXAVBDtyY1LOY/DiINq/fv13W9CdhtP17gg7ftQRQW2UfXnDYStI+LYqyRWhSzYU6wYnycsewpth5bfFb3TFVQJIENI/3HsyiG0hq7J3ubXrdGxDyNNH2jEEUBUVaxPTFW7uPxGCcaXgiEhkzqpcLzXBZOnmg+t7VikeyKcVioYfsSFcOJBakdWcZfwqOhl9SfV4tA6uAalxo2phjqLteqTcAPFjWpBwbSLByY76mzXWzYeH6wcD40MsKJmVm233MnQ+MT7HnkEXxNZ7c5hqHPxy7E1k2HpCqhhc+irevEvWGCouAoCpLhUGwsLcWlajq2MU362mtZ/elPASDt28evv/51hPTyDMijZ77WwWyPOiC0TAaTIG+suiIjcvw7tGYwiXXYoXbsIIdf+KLm32sDw+RTSz9fUeSTKqLQDVJ3MqnVZDLIuWMkxDRNw3Ms8kmlDRyPTMzrlrksn4vAODGYn+xTJ5veBtGz3wpS9+pcBGjU6yi23ayf+4UgCAym1GYeHJx3AIolZYlT6TRupYLSh5Vt21Yz326NqNtiOKNx2Uv+iNF1G2PlBGYOH2THz39MYfIUw6vXtn1m2zauJCE5NlvWjHD3wUJfffqjxeCY+Vy6zQMjqm1bF6Kia9cLpBZDuTk7xudgUW7FRhIElLGxrnOKjBN7M6mDcUqXg7xaM0M5zfnuhSdXC66v3JFDNyKQOv34QOpei7lReA2D4WodLZli7/2/aILU0TVzEDlRjAGpy2UiJ1bTsjnuBeftLnSTB5y5ecRMhlK5zKpVq3jta9sXML79gX+gNnOcy172Gn7yk5/w85//HJ3258OyrKDDMjym79gISvuzKAgCkiyj+jZuMsOJGNKIntDxlGxP+dUofNcBfERZwZcVKrUaRavG/mpQg+p2A91xSWJQWCI/TGYHEHwf2+kee6vFChE9ZNvN3+X6Q48ylR5C8H0e/HWg+/+Lr16PfPBRXvr3/4SUz2EdbidyKgS53T333cemTZvIiRKubaNs3szDDz/M0aNH+d//+38HHjsRSF2zAI3RjMaOHTs4duwY73nPe/r+jt9H3HDDDTznOc/hsssu6/ps8+bN/Omf/inlcpnvfOc7ZLNZvvjFL/6PnNcTIPUfWCwaJwb/t40Giqoh4VNKhS9FodBsZ+iMiPE4f3KKjas3NoHIgaTCN950Of/y8UeYni/yji/cy3NdD8u2+fvvPtI0DXJcj+myiZp08R0HOSY57gSpI7Dv0Gx1eSB1aI7T6Z4e7bdzQk0Nj1JdKKB4Vs92UAjAREEUSWUyeJ5Hrd5oHvvYQp3Vg0k0OdHVst4Zvu8HILUsUzh1kvOf+Vyuee2bANj/wH388D/+lbt/eisbAK+HnmOkjy1OnmI6O9oE5qMo1K2mW/dSk5+iamwxPLbJDR77xZ1txghpNbhvcugEvX4JDeIoucjr8UzGqakpRkZGOPPMM9leq1I365x5ZqBHats2t9xyC6WYJD8uXElC9nzUcoGa6bQtSiSdKvliES2fhcJUWwtiFBHDwpeUnkxqWVFxXBfHcWJB6kh/C4JWsvLsAtWUw9kT7UyZRCJBRZFimUERSL1UUhMBimoyiQs8enCS8/7pp7Hbnrkyyw2vC5jcXXIf9QZWLg+iwsTpW5g4fUvf46rrL2H/R/+Jg6eP8L++8A0A7rjzLh7ZubMrCbRdj+88dIJL1w3ywguC5P7DP9nLI8eLnBbqnHZpUs/NIw23M6kFAXIdra6e62KYBrKixyZYw7rEito85or+CxzFhs1jg+vYVHgQCMaQgYGBFiZ1aBCUzuCnB5AEocucaTRk+2RGgmNNrxhrK6oPHz7M2rVrm0xMq1HHkYPvdDKphVIFhnXKlSqlRu8W38mS0TTVrMzPce7Tns0zWkBjgNv+8n2s2vVdhtZtJpHoXRhaYVtfL5C6vnUbEOh3C4LA8Np1zB5rT7jq9Xqsb0FnOIZBMptbdLwuldo072RZDhzKM1me+54PNP++846f8tPPfoJCUmfVEmxk1w3mE4DVZ/depFBUlYau9wSp9+wJDCLlahFvGSB1PZHg0NYHqBUWOP9Zz0MI57kNF15CZfdJpk7BkZLN+Ut004+OjrJr1642wKhsONiu3+womJ+fZ2BgoG9L6HJDHh5Cct02oCmXVBElH9GxWb1qFTt27ODJT35yz+LzgV/cSV6x0U8dZWD4mWgbgq4Brx62uyZTXDowxCfvPMjz/+venudy0drgGRp81SsDDdqwaNbPPYfMM9u7cRRFIZ1OU2xhqETjia5pLJSWAKnvP8JCzeb0Fd0AxerBBC++YILhXLCPWq0WC1J35hu/TYxmdCZyCXbl1zMwOU/iOc9hILzeNz86g5nQSaVSDIyu4LIXv2LJ/amyRKkD3EpkMkwf2k8tISCK/bXGjUYDwXXbwJffNHJJhVlfwI7ppqs//DALN9yA8/KXMfKKV3Daf/1X1za+LPOKj/ySF6xcPltXUZSuMa2pe20IPZnUENzXCAg7EXqM/PSdT2ZTh3ukvGIMpw+TetYyEX2f4eFhRrMLTJfNJtC8/XiBjSNplBhD8bgYfhxyH3NVk6QqdbV7Q5DjuY7QU+5jOSC1vbBATQlANl+S2wCnuLAadX74/z7I0R0Pt/19XTYXgNSIVAy7TZ6kVe4jDlDvPO/W70QRsSSjBa6ysQhSGx3gVkQoGRxIY7mzVE2HTIwsRaQLPpjWWLdxA1sffYxfHjgKBwL/B9H3OCqOU9eP4pbLXTVGzXJIqTJq+FwZAvTqm7NlGdmpNw2k+4WiJ7BsC7klP4ny1IS4tCkyLF7HcsfhzMg4MZPFBMxKlYojsUKJryfWDiXRi0VsSWTlv32wmev+10PlZZsmQiBFOZjSmK3EM6kD48Q6WiKJPDjYZH+2hqZp4DldhICmiTksKSHmOA6aprUxqaOI5k15mXIfpmGi+X7fDr/WyCfVNkAtWljRJBFT12kUi7GLHM3z81ySMb4Crd0WmcEhzn36s2O/P33oADt+/mMWTh7vAqmj2lxwbM5bO8R3H5nmZLHBqnz8osid+xbIAkMDGeziooyWF3Whtsyx0djdU+4jNFl0Y+riRbkPG8kPxumu72ciJnW8Z0fDdlEkATkcn2XDQBSgstD9jNlhHiab7S9Oo1JGEES0jlrPmZ3l+J+/tfm7AdLXXov68pcBS9fpvmkg+rDpkst57J47ObT1AQBcSYaJTbiIzXmrNYxqBVXXaAClWoOSGjz3cUSfqKu1VCo1CTatsf6CS7j7K1/gzI0bmL/4Yn75y1/y/OcP8uJXXAQE8hf/8R8/5NnPfjZnViqcfPvHWffe75A466yufd25LcmNX/smqxsnufIVr2obLw8ePMjU1BT1M5/Pj3c2+Ne/ubDndbGOHePg9R8n/bx/4MsP/BJ3eCXvfd/7mvv7zJ+/Fg2BpGNSWIpJPZAD38Nxut/hRqnKirCroFQqMbp+I1OlBilZRA5r99GREY7t3E5h6hRyPt80ToxC8RzmqjUevO8eXvPHf8yd27bCH70C9+Ft3Pj3/5sXv/jFfOADQQ3UCI2hi40ApB5MSPyv//UevvrVr/b9Db+POHjwID/84Q/59re/Hft5Npvlyiuv5Morr+S6667jBz/4wf/YuT0BUv+BhWsZPG32Du7+1DZUSWTmyEHUUDZhXsvieR6FQqFL7zSKaCW4OjnDhgvawQBVFrlw40p27d7H7vkSSiiAffejJ7ClxQlzzWASwfCR8WIL4EQiwdzc4srlxpB1cmi2xtWb28HzOJC61gOkTqVSOI7TZRSjZrIIs7OsbpxotvvEhVmroqfSzdaOK/7lNir+4rFfc/laVDuJbTTwPBdRjAdqo6Las20cy2RwYpGlufnSK7nyFa/ivhu/hjAywHgvJnUIbHLiJPMbr2oC81EU6xa2324k0S/WSCpHZJl7v/GlpnM2QHLuEAbwyM9/gtVokFwCpI4ShZwen4xNT0+zcWPAxk4ZFjOS2EzoFUUhlUotG6S2XQfJ88mbFY4X6s0W2nq9TgKTwbk59HXBtTVjdMIVSSSpSniC0tM4UdH1ZnLcKX8TaVJH5y9lsxTmFiAF53SC1KrGnCx3OVlD0I4Fy2dSq6k0DeCPzxyitLIbkN09Web+Q/NE83G33EcDe2gYcZlg19hojuMNAxcfUVHRNA0/vF+d8Yv9s8zXLP7tpRt4xplBkviDh09xeK7G2ZoGdjtI7RkGXq2G3MJyX6hZDCSUZqIYRWlmCk8QSXhebII1WptD9j1KI/2NOAs1i92D63jp9H3AYvHTyaQWBAEvnSUp0tb2DzCaDcaPki0wmkwytWJFEwAolUoUCgUuvfTS5vZmvY6tDJJQpC4TEK9SQRpJong2O04Uu8a4KCZLBmeuzOJYFo1yiXSM7IO8di2y7zGz/whrz+02Dmxu14f1A9DYuhV1wwbkEIQeWbOeXXfeTnVhvsnQbjQay+p4aGpSRyB1sdgGUguCgKqqXUn66VdezZ1f/AzHh7Kcvwy5D8cyyWQHuoqq1pBlGU/TeoLUe/fuRUpkEW0Lrx5fyEBQBCuOg6FrnNq/h/z4Kp72xre2bTNy+CRHfYn7DxU5f01/iY5oEWR2drap1zffYYQ2Pz//W0t9RCENDyPWC5idRpWiDz6ce9553Hrrrdx///1t2s9RzMzMMH/4MfbYQ1xSeohqSzLelKJKpbl6zTBfeuOlPRmsqiw2n/fkJZeQvOSSJc89n8+3Mamj+S2l6xTqVk/zY8f1ODxX441PWs/fP7f3wtzhkP1S61jYbDSCRenOseC3jfNX5zh4ZIELgczrX8eKsGvjB//5Cy5cuGtJuZjWUCUxhkmdoVGp0BgSwO1fpJmmifA70qTOJhQcX2guOkThGQaT//AepBVjOIKAlsnEavSeKNSpGA5bHgdI3YtJHTF0lwKpDx06xBe+8AUmSwbPURvc+cMp7g4fpVQqxbp169DWrUPpIxc057rkLAtJkliVT2A5Hs/5+C+an7/kgqXHzCiG0hqlho3leKhy/+dutmJ2mSa2/jbfEPBct62TxXEcXNddJkhdoDEWsDd9Ueoy7GuNernE9//t/UwfPsjVr3w9+RXhnCxAasUq7rv+ehxf6spbm5JgSqBJ3S96gdSLch9BPlVuOJhh/RGNTc3fZBogCAyFJtzzVSsepA5ZrcMplbM3XoRh2k3zaIA169fzva8doqYmwbbx63WE1gUuyyWfUlHqdZCkWFIEBF0hriyTsO0lW9MhYPLWXRe5xT8hAqk1lmd+a5omPiJVu33csCNN6lC2YG62SMOXwTFjmbNrhpLI5QUqGYmBF7ygCcju3XU3p6Ufn3b5cFrtyaROJBKY9RpqMok0NBQrW6BpGgIwlGzPtVJh/WIq0pLdWRGTWhoaQtA0yrfdhhMyakthjdS4805mdu0hfdVVJEL/kTiQ2nBsVGH580Y3kzqou+VQQ68wO0uvSsz3fRzPQ43p+FnUre9/PwYnVoEgMH/yeNdn0bwo2zbnjQfPxo4TpViQerZi8qsjRZ4pg6yp1Fr8Cdw+IHVvJnVo0BlTFzcXCRwHyXVRxrpB1kgixa3Ed6cYtosutzwzjQbJjBzkvR0RvZ1yR0eJUS2jZzJdCxK1X/0a49FHSV97LWIiQWPnTso//jHJV78KWB6TGlnm8pf8MVoq3exO2bPtIQB8QeJkDEjdqJTRE0lKQLFqUJc1PFnpAlAhkPvwR4ap1WqxPgUbLgxA6sPbt/Kc5zyHQqHArbfeyokTJxBFsdlZvGLFCuRwkSRuEQlg3ZrVlCs2em2Oa665pu0zSZI4duwYdcMkocTjKM1zDn9HcmwMX5LRFLk5NnmuS71YZEKUSVnGkgt/gV+ChxvTsWZUqmxUVRRJwk9led473sXD//IvnHHxZRyeXUDXdV7z1+/mpv/7fyhMniKXz+PVaniWhRjmH9VykR/t3MfLP/p9XnLRKLu/dSO1Bx7gxJOuZN++ffz7v/9713H/9W1/gpQdZf8zv8ktt9zS7CZsjWuvvZa1a9c2ZSZ/l7GwsMB73vMevvjFLy6LIPPGN76RrVtjOuN+T/EESP0HFtbsKc6s7mXh2Ch6MomaSDIxsRbu2cqUkqZSqeC6bk+GXMSkVqsl1g93T/KZTAbXavCZl5zO/fcFL/qP33oJ2ZHFlX7P8/jnf76bRI82jmQy2ZbEjWQ00prModlu0MAwDLId2k8RSN0p9xGBjPV6vS2x9SUZ0fdZVz/aF6Q2qlX09KL+UF6FNz85APNFUeAF540zfd9+IGDhasn4JCiaiK1aAE4Ojq9q+/zyl/wxswf2s8f/NYO7dzC+c33XPqYPHQBAbpgUB1c2tROjKNRsbJYn9wEgJZKcJyvcW683JR0A/MExGFvNr2/8CgIwsnZd3/3U7CCJyqjd97ZWq1GtVhkbC8DLRLGMO5iiujDflOIYGBhYPkhtGMiCwKBZ4dj8Ikg9ORmYMOYLBRJhchfHpIZAl7pkCyilKj/Y3g5cTU8uIKh6zzbvVCqF6waam7quIw5kMU8VUDeKbBptB5wTsoqpSE0AtDUW5T6Wp0mtpgOQ+i2XrCB5YfcK9e2PTfPrwwscLTSQJKkbpDYaOLKMpCyvcBgbzZEIr0G5XGZoaKipqd4Z33/4FPmkwlNOWyya1g+nuGPvDJqug222nY8zF7lJtzOp45g38yeO44sSCcCJYVLn5qcwgfl8fwf1Yt3mcHYFCsEzGhU/EcgcGRyapoktyWSs7mJ8NBPcx5myybqhIR6sVpmfnSUzMsLeUI8x0qMGsOo1jNyKrt/lex5epYIqr0L1LLYfiwepLcdjrmqyYkBvGt1khrq3S20MjrmwZ39fkLqXFEx0TvXt28k+8xnNv42sW49tGnz2rYsGrNUtFy2LVWqbBoqutzGpOyMwOmofp1Q9waZNW9hrPIwlSX3sToLC0GnUWXPWuX3NQWRZxlPVWJC6Vqtx7NgxpJVn4ANWPb4lNIqEYVBPp6nu28OGCy/t+tyzDVxJ476Dc7y1wyy1MyKQemZmZhGkjrTZ02og/TE/z7nnntt3P8sNeXgEcf9UV8u+I4KHiD66DlVV+elP4zs1AJz0GIeNjVwm/Yx6qQWkDgsVPR3okLaOBb+LyOVyHGsxWIyem3RSx/dNSg07dvw4tlDHdn02jvZfDIxA4TiQ+ncp9RHF+atzPLjLAa19rrYsG9F3H5e2nyaLWB0sID2dwbWtwDTb9/oaUxmmiei5vzO5Dxu5S3Zo9j//E+vwYcY++xm4886eesh7JoP3b8vK5ZkMQmiM6rpteuIRSK3JIo0++d2FF17Izp07g+94IIoSaovMyPT0dNBpsWYNmm2T/s//jN1PQZbZGD47r7h4NeMDCZyWoveSdcuX6xkKwb1C3WIs2/+ezFVNhnuAgclkAopghbJWUjj+9wJ6O8P3ffxSkep4AP4h9Zb7KM/N8J3/+z4qszO88G/fw8aL2tuDT4Us9IBJ3Z63iqKIIknYsvKby31UuzWpjRa5j9awjQaqrjMUsrnnaxbrYuqaiM0+lNYQBIFLrug2mk6px6ioIdOzVGoD32qWy6q8jFKuQD7XE6SO3n91mSC1jIAjBtIGUURjlMLS34fgOvqSQs1sfzeaTOrQhGxupojpy/ie2/TxaI11uo9bnaeSHcIyjCaTdKFmkU8+PpB6JKMxu4RxopZMIQ8NYsUAM9HzPKi3jz0RycaU5b6azrCoSS0IAsnLLqV27y9pPBx0BZR0FTZP0Lj958yXqtTu+QXrv/sdJEmKXfi3PI/cMiWLIJC6O1FYBGJlRSGRySK4wTVZWFhgQ4/verU6jigEhpcdMdtkUvcfSxRNJzs8yvyJAKSu1WpUwg6Fk2HuJNkWm3QHVRL50n1HYmWJdk+WMVwBZBBVtV3uIwakjq5dr/lJUFU8UYJGo8ujqqlJbdtItoPc8k40v68oCIlETya1YbvoLSQSr94gkR+kEiP3Eb2rUse73KhUSMTUcubePaAorPr4xxBUlekPf5jCV766bLkP32ggahq5FSu59nVvav697rjMnJxhIKlystgDpA7fxWItWJRjIBdbQznz8xinB3VDHBiaXznBwNgKDj70KzZdcjnPfcbT+cGtP2JfWPNAwCZeuXJl0BXHYo3XGVldRvFsULrnnijnsRr1pU0Tw666xMgIKCpKyzNRLxXxfY+kopI1LPYvAVJLsoysKFi+j9cyZ9ctB6HRQNFUzl21gn0nTtFoNHBdl0wmw7Zt23jRi17ExMbAjLVw6gRD4VjjFoqIY6OUy2U+8eWv8dyLLsCWk6xbtw755EmOL8zz7De/mWue+tTm8Q4cOMCXv/xlbr75Zp7/hndzMH0al156CQ8/3N6V9NBDD/GmN72Jz3/+81x55ZV9f9tvEuVymXe84x187GMfa8MEJycnWdlDbsgwjKZ55P9EPAFS/4FFtMp79evfypkha6nwrRuZAk5IqSZDqZfupTQYgEkDZjVWVy+TyeD7PpVCocmkNmrVNpA6Wm3TekxEiUQC0zRxXbeZJGwYSXFwthtoNAyD0dFRfN8nVDKhbPRmUkN3m7phGKjJFGsbj/WX+wiZ1FESuDor8fantbuYFkL9UbNeXxKkNsNJv5VJDQGz8Flv/UumX/0y7tvxIOx4MHY/mqYj+T7V0QmqZntCWqhbOMuU+wAQEgkGTZO33vDVNtOAr978M07ufYRr/vGTnLNmqKuFqTOmKhaeDymlGyiKpDFWhKzTRKEEgykKkyfbQOpWFn2/sI0GsiyTMis8+OMb2XZzkNQ54TOeKxbRw0WVXiD16sEEJ0+4aFKNv/36A6xpnEAMDdMuKB0iKXvN9rY4kBqCBE7XdaTsAN7eo2xZme1q501IMr4gYHounel6BOosZULUBKlDMzGvx2+KFo8OzVZj25/9egNXElFi2gHjQk1o6CED4pOf/GTz750SGBXD5qePTvGKi1e3sb7WDaeYfchETKuA2ZbEu2HyJ3UYJw7GFDXzJ46BJJFEjDXLSUyfxAQms/3NaYoNC0+U0MIFl6hgjIriyDgxSMYF/FIMaztkUs9WDC4eG+OB48f53G23wW23AcGCWOv1Met1Gjm5CzzzajXwfRRVZVD1ePh4MfacZyoGvg/jAwkq80HLZGaw2zgjf3qQJFUPHu76rDV6mVgCWAcP4pVKJC5YbLE740lPQRBE3PBZmjt5jF8cmaR0qptp0xmLmtQ5gC4zEQi0SOMW005fv5ndjz3C/n2PcWmMFloURq2G59isOae/Hrksy1RFkTvXr+ehb3yjDUCLuiKc7DimpAdafn1Cr9epZNIYlTLjp53R9XmtViOZSPLgkQVMx0WTeyfbuVwOWZbbPBOaLeYplVqthmmavzMmtTw8jLij0VY0+q6LJQp4vsyOqTp/+Zd/2RNMAXjbd/axOhW0SFZbOhuiThx9Cc3P3zTy+Ty7du1q5gfRc5NJ6YDJQs2MBakPzATjbOcCYmf8j4PUa3JNaa7Wd8C3G23ns5xQZRGzg0mdCJnwkfaoZVmxIEDEqpV+hyC1iYwgiVgnTiKoCtaBAyx88QZyL385yoUX9gepp4L37/RlmgxCe4dItN9IziKpStT7aFJfeOGFXBiyIV97/QMUdYtPvu6qtm2KxSI7PvtZDh86TOq88xZ181oie+gQW4zg3dUViaef2Q2WLDciaai5qrkskDqOOAKQTSVpEBoS1htNKYzlgtRetYrgulREnSwBk/rWj38IKeY5si0TWVF56Xv+mVVbzu76PHrGbSQqRjeQqsoyjiLjGb8hk7paAUFATAbvapvcRwdIHXTLJZqSSgs9jFcXaotjca9IqhJlJTimWyq1GabWTYeEKiGXissCqROOxdQy5D4k38cVxTa5D0FW8X2Q/eWB1KZpgiR3LRhYjQayoqKEeWlhvoQRQgL1er3rvV1zaBenwtzbrFXRkklcz6dYt2JNsPvFSFrj0Gz3+AvB/TbrdTKDw0iDEk4oTdYa0TOR09rrEFlR0BJJTKXUlH7oFRGTGmDN5z7X9tmJx3bBP/1v1v/359Fvu53CV76Cb9tIkhQv9yEIy+pWiGIwqXQ9i+n8YNjtJ1PsoakM4MzP4UgiWgxQOle1UCWRbGJpaGdoYhULIZP6s5/9LOWOfEg1TaTCAk89Y5SfPjbFg0diDOyB604bg6OPIchKmxRmJGX5eJjUgiDg6TqaY/Kyz9zX7Jh65WVrePEFqxAEAceyUD0PJUbuAwI2dW8mtYeuLI7pXqNBUtMpxhgnRu+q3CE90qiUY00TjT170TZuRAjfG3loGN+yUMIcfEkmtWEixOQf+VVr4OQMY5LZtrDRPG61QjKbAxMq9eAYYi4XW0M58/M0cjnwvVgmtSAIbLjwEh6+7eY2w83WWdBWNdzXvLpZezsxAD9ARldQPBtf7g1S20adpLrEYlKIWcmDg6BqSC2dW1FemtB0sqWl5T4AVFWjzuJ44zgOsxUT3TEpJTSesWYzn7p3axMwnp6e5rHHHuOGG24IOu0HcnzuS1/h4Uf38AnHxS0WqKoKL3rRi7hg43pOnZqkeP9d3Cof5We3/YjBleNckU5z/vnnN89h7dq13HLLLQCklCRrN55GumMboCl7t2nTpqZs6szMDNdddx2vfOUr+au/+qu27aP3K67u+8hHPsK3v/1tbr31VoaHhykUCrzoRS/i1a9+Ndu3bweCMXHbtm3kcjne/va3c/vtt3P06FFe9apXkUgkmJmZ4frrr+eGG25Y8jr/ruIJkPoPLLxQH1BqAdGcmRl8BI75OgvhwNWLSS2mkniKSs6ssmG4e/CIWM2VQhE5BKlb5SOA5mSX0HqxPhYZz1Gr8YbhFA8c7h5UDcPAFRWe9v/u7kpqsh1te9F+44rPdH4Yya1TOH4YejC/jGqVRDbb3M9wTM0Qgbj9zBOjgaJRKqCnM7HgpJrJcsWhKfxXvIT8y18eux/37nupP/AoxoqJrrbJQt3CR0CW5WUxqcVEArtUQtH0tgI1pWv4PpR9dUmAGmCyaOAgkowZOSKQemxsDHtyklSo5VWYPMmaUEd2YGCAgwcP9jXiiMIyGqiKSkqsYlcWWLtpE4ODg9Qtl1vu3oNumiRGg0Sl8xmM4ktvvJQf/mCKPY/O8LaZb+B23Lcj0hqOzxaBeLkPCJ6noaEhxGwWpV7lnInu+xld0YbR6NIiNMKESVsC1ImeGz1MHrwY8xAI5HQkUeDwXC22/dkxDHxJRNeXlzQLgsBAoUx+tsH5r3ju4nHWrGnb7se7pjAdjxd1tDNHhbMldEtMOGErWKfcx9oYV/v5k8dBVklKUmyLJ8ePUVJTTHn9C6IoUcmedRY0qk0w0mtEch9BInj8eJCg23PTuI7d5nI+lNIQhcBsbc3Kca647z705z4XOSxMRzMZGr/+NQAu4FgmVV/pMoP0wmOrqkZe8bn9aIEv/rIbYI7a+FYM6FSng6QvTu5jbNUYB5QEztGjfa9BU78vhkld3xYkX8mLFkFqRdU4+5qnN/9fLBb5xcc+xpGtD1B+/gvIDscvDPi+j22YAUjdIvfRGZqmxSbpg1qSgbrBY1t/xSWvfn3PMaFerYDvs2YJ08zNmzdzau9equkU9uwsdIAsW7Zs4WEpiy8naPQoZAA8yyJRrzPj+8jQE6QezGUw5j0u/sDP2lg/zd8ti3zoZedyzemjjI6OtoHUTSO0tMb8fDB2/i5Basly2tiQvmFgyRKICg8dKfCqy9b2BUhPFHdw6fpBUrlBasVFVo5ZqyKIIor+uwd0IQD0fd+nVCoxODjYnN9y6SRQYr5qsSnmcTwwuzyQOpFINI18W+P3BVKfPT6AJ8RIc9nB+/B4mNRxch+R14EQAUim2TWXtR5bcF2UZc4N/SKXUKiLGrICB57+dKKnXx5fyejfvZti+L73Aql3T1ZYM5jsIhv0i9YOkWi/EZM6qcp95T5a40ShzhkrukGeXC7HOevXM/LFG9j0bx9sAyKjOHj9F9F6yOU93oiY0cvRpZ6rWj1Z2rlsigYBk9pvabmP7vlSAFo0ZpflFFlg1bkXMJGIv2+iJHL2tc/sKbvUNLL0xSahpDVUWcaRZd5741a23xsP5qqyyF9doMSeu1etIabTzXb7UsPGkiImdfs7bRlGwKSOJJWq8UDRXDXwycjHmIFHkdJkilKQ6XV2C9Usl5QqocwvwLp1bZ47becTXpukbXVpy8eF7Li4UjtI3bA9TCSy7vK0zE3TRJRVapX2e2EbDZREogn2lwolzFDesF6vdzEt0488gBNCBhExqRQaTsaZYPeL4YzGbLVdViSSdhRFESuU+5DlFG6hgO+6TeYmtJgxxxw2mUwFch9L5NsRkzouFo0TdfQtW/BtG/PQoViQ2rMsbElCfxxzRz6lUjYcXv6Z+5p/e7qSRqiWUaUUxR4EFQBrZgZfENBiQMZAEkhdsrYCGFy1huOP7qRarVAul7nwwgvZtCkgQWz9+pdomAbO7Cyfec2T++6nWCzysY/diSArOJbZlMLsp0ndT1ZATqVYnxLZGcpAHJyt8h8/3ceLzp8ImOz1OknPR46R+4BAl7ofk7pVXsJrNEjpSU4sTHfVpE0mdce9MCplsqPdxzb27iF95ZMWf8dQMFZL4YLDcpnUnZEbnwAeYsgp8UCs3EeFgZWrwKxSDWscZWiwS+7Dtyy8UolaOgWVSiyTGoJO7+HVa/E9v+uz4vQkD938PWaPHmbtOecjJJM4s7P4MQs3igAJbDy5+yWNch7HbKAn+hu6RHOTlMvhSQpiy7EikDqZTJF2pyktB6TWNY4fP85HPvIRAL785S9T8hPorkUpqTGcTXPrzTfzgQ98gEqlwvbt27nzzjubnbP5lRNM7bqTozMzGPlByqdO8bSXvYxdu3ZxT3SQO+/hh/8eAKzbX/+GrnPI5XKoUY1WLDGWXX4+Zpomhw8fbnYsRXH//fdz/fXXN3/T6OgoL3jBC5qfT09Pc/jwYRqNBrVajSc/+cnBOd9zT9t+ZFlumrxv376dD37wg7z3ve/lmmuuYc2aNXzpS19algzk7yqeAKn/wMJzg4GllUnjzMzQSGeZrjkUCoUAlIqZ4CAArIx0lkGrxkS+e9KNQOVKpYISFUUdCVkEUicT8cyQqBBsNBrN/W0cSXPT9lPULadpDON5HoZhcMujc8zaKn/5tM3NldWhtMrqwXjma2uC6Ps+jUaD8TUbqAMLe7bD07pbtyEovvMrxxflPmLGDTUszPuZJ0aTW70wz+D4qtiEQRAElESCAVljRQwbBWDq29/DyGQQ84NUT7YnxYW6jSwKsW30cSEmErE6X5oELgJzPRgmnXGq1MBFRJO6J7CpqSnS6TSpVIrqyVPotousKBx7dCe5SLPQMrEsC8MwlgQEbCNgaCpqkHA8+clPZs2aNeyfrnDjTYEBmjY8jKQobL/9Rxze/lDXPjzX5ehCCUZXse7cC7n42deRDCfnyaLBC254lE2HA+CoH5MaoKokSFl1zhmPAalD3KAWA3wZtQqKpiMvoffUZFKHC0G9mNSqLLI6n+DQXI3TYpjUZvj/xOMAkTxZJXWqwFOe8pSe29y0/SRrh5JcuCbX9veo46LmdQOjTsial0daQOq6xYVr2/cBMHfiGL6eQ9cTeKVSm7YmgHXkCLO5sS4tw84ohs/yyCUXw913smPbNubLZexjx6hdfBH7HtmOePgQhw4dIptK4rsO1YV5BloST0kUGE5rTJcNlNOHWHPsOHzms4u/C4gECSxJhLPXU3KlLkZR5DKu6Do5yaPUsPmnmx+LPW9VDmRkTuwOgP1MC7AfRT6lciozwsSubcx8/OOx+9E2bGTg+dfFSsEANLZtRRoe5lhikMceidderReD+yY6Drd//pO85H+/P3Ycc20b3/c6NKm75T56Mam9Wo3V82V2JU8yuX8P46fFawkbtRqyojDQozCJ4pxzzmFDpcKxN/4pa778JVKXdo/1933zYURlCZC6ViPRaGD4kE8kGVq1pmubWq3G6avX8BdrNnUtIkZx594Z3veDR/nZXw8zOjrKjh07+M9QRqBQt3mxavGtLx3CDq/N7wykHhlG8jwcy1osGkOQWtMTPHQ0nhUVhe16TJYarM4nSOXzVOYWDZGMatBxtJxC+DeJaAG9UCgwODjYLO7ymWBe7uXgfmCmylhW61q87gxRFEkmk7Eg9XKMQh9vJFSJ9WNZKLSD1KIb/K7Hy6S23E5N6qDgE7z+jK2onV74HTGpswmFg5kVXMAUQ+97H2oIGqauugopncYKx76eIPVUORYo7hdxWvuWZZFOp0moUt9OuSh83+dUscHTzohfeFPGQyO1U6diQWqvUkHK/G66CCLm7nyt/5zmuB6FutVTk3o4m2YSsFWlzZBwuUzqCNBwMwOoaoORDZt56rPjTdeWinYmdQxIrarYssL0bIkzL852jSO+73PLjkl2HPViz92rVNpM8coNm0xCQ00kujWpjQaKtsiknu/JpLbIxfhktEZKkyhIQU5l7N6D1DJWjM4eZ8W8hzgzg+CzNJPaNnuOY60hWjaOKLSB1HXLxfRlBM9ix89+zC++8aUuXfgosiNjWKedi6woNGwXx/WavzEyJ4x0gGvFCpKaC47RUSv4nod1370cy60C6k1SSMQGfjzGiRAszliOx5u+vJXokp/rFJo5uNlooCWTSOkk+H7gc9EyN0ZgeVru/t1JXacmy8vWpI6LRZBaQz8zyEmM3bvjNfGnp3EUheQSzO3WePqWMbYeLeCGQODOEyXOMBUmakXSik+xz5zQmAkWtLUY/6C5qslwZnmA19DEahzb4tiBQFryjDPOaHpV7RI8LM/HmZ3ttwugBXCO5DhCKUyv3s2kXkruA4JO0qsmkvzxmy4H4LtbT/A3336EbceK4SJB4FXUk0mdyTTNVTujYbvoIUjtex5+o0EqlcadOUGjUiaZXcRForFT7CALNSplxja2d1g78/O4s3NoZyySGaQwfxdKJQRBWLJO9xoGQgxmoiSC65dqzDPjmIFkSQvQ3qiUSWaysFCl2rAAFW14CHPXrvZzDIk/NVVDEKqxXiQAyewA5z4tfuyvLszz0M3fY+Hkcdaecz7yyDCFL3+Fwpe/Erv9pjNPo75yVdffI5Datw2SA0tpUheDZyuVwhMFBGfxOkZa4ql0hqp9bFljqq4nWL16NX/913/NF7/4RQB+tHOS+VsfoJTQGFw5wVVPeQr/NjDATTfdxDve8Y425YH8ygmec9ZmvvOlr3Ho+S9AN4ymjNhNH/4Xdu05xEMX/infuCbHkZe+jImLLuo6B0EQuOqyy9iSTnOkMoKeic/HrrnmmmaHXBSrV69mNua9vOKKK7jiiiv4/Oc/H7uvD3/4w3z4wx9u/j86537xrne9i3e9611Lbvf7jCdA6j+wWGRSL774zswM1sAgsxWTQqFGLpfruYIMUNYzrPAbseZE0cBWrddIR0zqjsQwAqnTPVayW5nUUWwYCbY9PFfjrPFgojg1H0w0JRO+9GeXcuGa/gVkHJPatm1c12Ugn+dhbRRt/46e3zdqVfR0GgsJ34eM3F3wqInlM6mrc7OsPjsegIYAOPZ6MC4gAOXUdetIJ5RY48RcUo01JIsLIZmIdX5XQ43SpYC/KE4WA5A6Mvhojenp6aYetX3qFAIwPL6afff/gn33B8ZCdiYHqzZRKpWWBKktw2AgmcTSgwQ4migqpkPWCu6xlMtx4XNfyPTBfbH7kGSZ9Wefy56ZBZ7yhre0gRCD47BhxUn2nTrBCEuD1NO+yrDncnYMxV4P34VqMaYbINQ6Xyps2w6MXMJ3zO3BpIaAvXx4tsZZcSB1mAimk8sHInxdx6n3XniZLDW47+A873jq5m5DncEkggAVJ9QIbWFvNkHq8N75vk8hRsPQ9zwWJk/ir8+jRw7fxSLyyGLXg3XkCKWhTU0Gaq8oNmxSqsTARRcw/o2vsWBZFGdng0JuYoKpEyeabdxb1q9n70P3UJ6bbQOpIZD8mKmYqGvXsv4HP8DrAWoeeN/7ACg5Eps7QepwLNQSSTKOxc73P7NZmHSGJgemi7vnZ9FSqeaCWGsIgsC+1WexecePmf/s57p3EiY0+hmnxxZUAPWt25DOOZfr/vOXPTVcV4plnqXCudc+nZ3f+zqP3XMHZz2lW4estZgTU0mQ5Z5yH52gIATdAuPFKns3r2XHz34SC1L7nodpNMhmugGNuFDCVX67h/lZ3XLRlWR/kLpaJdFo4AsCo5tO7zLJ8bxAJiiTTvG3T+2tDX7N3hFe/8UH+dqvj/KMiy/GcZxm0jl3skSl0WBl6LI+MDDQk93yeEMeHkYOnzPHNFETySaTOp1Oc3yhwUzZYLSHxMCpYgPPh1WDSdK5QaYOLI6v0Tz5+4pojI5aHaPibigbjAu9gKaDM9UlWdRRRKa4rfH7YlIDnL1qCApgtEgcSK4F0uNjUgea1B0gddipJXmLTOq4aP7dc5ctBdUvFEnEC+UP7kvoi8DDw9vg4W1N2bcIpN49WeZXh4Ki0vfhyFyN55/b3wS365gxMkaLTGppWUzq+ZqFYXtM5OLvdQRMT77vH9uAyCichYUlWZrLjUWGb/85baFm4fv0BKDGBjPsBCxFbcspzSXY7FFEILU6NIimzcUaTS83WpnUsXIfqoqhyGzUFP75lRd2fQ6wb/puTsyfYJAYkLpWbdMbLjVssgkZLZXuqkUso4GaSKArEklV4uBsNVZb98h8rXkvekVSlZmRgzFopsMA6xMAPwMP0ERhSZA6aRnL0qSWTANPFBFa5AXqlouJjO9Y7Pv1L5EVhc2XPanru9WFefY/cB/KynXISvD9muUykAjztCaTOqybSlVyG9JQ6e5GNXbvxp2dY/bMa0gWH+YX3/gSqYE8hbrFBSWVoVRvqa64uHLjMOdMDDTlC44t1Mkmi2zK63ieG2iJJ1LI6eD9c+bn20DqhhfkAakYkDqhaCwo0rI1qePCDt8bRdNRV40i6Drm7t1IiUQXk7oaajgnehC/4uLsiQG+8qeL1+ytX93KzFaNfLFILqtT6GF4DWDMBqQaPUayc7ZisnJgeXl/JEN54kjQ2de6QO74XrDI/ThAakEMu4WMRgBSR0zqlq6e5TCpxWQSr6Uz9plnjaF9X+SH20+SlmVcNzi3OE1qCJjUcb4o0G6cGMn/pSJMY2G+DaRuMqlb9uX7Po1qpas72tgTkKb0MxZzwYhJ7S4s9OwkbA3PNJp+Oa0RzXVSYRIygcF61L3qOja20SCZzQKnaJgmA4kUSnqQekc3aqQdXZVEstlsXwyoV6Tyg6iJJPMnA6btyve/n3qHjnIUxq5HSR7fS82NWUhKJoNc3jaapMRe4RaLSAMD1BsNQMBr6RSqFeYRBJFkdgDdXt6YqieTYFba6uaZsoHuWJSSOhs2BN0EkUZ7Z342OD7BrjtL2KFSgNPCWHcsE1FRKTVszP2Bf1mvrquJNWs4fPw48smFx8Wk/v9bPAFS/4GFF4JlrQOQPTuDOziM6XjMzS8syRaal1MM2/EAWQTcVQyDQSk0Z4mT+/A8Uj2ShAhMbk3kIjbm97ad5OBsoB16/c93cQHwmqs2LwlQQ5DMiqLYBn5Hx0gnkxxJrGXF5EMc3PrrpjNtM/ygVVBPpZkuW5hIjAoxIPXjkPuwquUu08TWEJPJWHZzFObhIyQvuZiM1q0nV6jZ5JNKT4Zi17H0RBvDphm+G4DUlWUyqYsGuijjOO2Tgeu6zM7OsmFDYPdhnzoFksSL/u59FGYCo0PXcfjWf3wQgFKpxIoV/VmRttFAHRiknEnj+GLzuakaDllzEaR+8itf33c/e/bsYc83vxnLlHvqllEevm83KzW5K3HqXPQ4bksMAxv0dpAAQAs1w2sxjsqNagV9GSwL27ZRFKWZ1PViUgOsH07zq0MLyKvbgUjftrFCQC2bWlq+JQpB15Fsk4phk4lhIv5w+yl8H17cIfUBgS7n+ECCeUtAAYyW99qdm0ccGEBQVRzbZtf997O+vI/0yRp7fjnd3M6o1bBDQ7CIkeIsFJogtVut4czMUD/zKUsuqBTCBRxpYICXXHxJYGgShjwywui73tUEHRdOnWTvt7/UxhSNYjSjM1UKzXxO793erVxyMezZhmH73ZrUEZM6lcKaLsVe286ozM/H6lFH8aunvJRfPeWl/OtLzun6zC+VEP7kRcx9+tMo4+NdCxj29Az2iRNsPe+p2K7Ht958eWxxfvNdv6b02F7kzRcxccZ27rzhcxx86Ndd2zlWcC9kTUcQBKRcrqfcRy8mtaon2PKkp7Drrts5tX9P1za+6+KlhsjEMIfiQl65EgQh1jwRgkLF11I0Kr31tr1aDTUcL3Nruo1to3llKRbsU04b4UmbhvjEz/fz0ndfy8te9rLmZ3d9bRuH3DIvf/k1S/2kxx3ScMCkhqDgVhNJ7GoVW5YYGsyBDQ8dLfDcc+LNUY4vBL9vdT6Jl8tTL5fwXBdRkkI90uWzfx9vZLNZRFHktttu4/bbb2+CAsMhSF2IAal93+fgbI2XXri8NsRUKtUEUWGxa+v3BVKft3aYXTtgulhtnq/sBSD142ZSd8l9BOOl4gXXZSmQOpD7+O2Z1ACOnsPzExwI2XidMTg4yPDwMI7r8ZavbOXYwmK+Iwhw2frlmwxCvIxRBFInlOUxqU+ELdOr8vHzo7pmNdkXPB9nJh6gSV12KZmn/26Mg7K6jCIJSy68zlYjQ7R4sHnFYACa2Gq7IeFymdRRoZ0aGUJXq8siPvSKpparqlKNYVJLioojy5w92PucLl43yJHtexhTlS4wxa1U2/SGy4ZDVlfQk6kYJrVBMvRKWDGg871tJ/netvh54erNvedcgJQqsVdKsfbrX2suvgPUTZe//vYjvOKiVTzt7JWkHn20p9xHdF0TRoPicpjUIXHAscymPnjdcgKDQ8tk5vBBNl58OU99w1u6vmtUq+x/8H7qtRrqaPDbaqbDQCKUzGk0UPUEYsRerlQZGghA6s7zr91zDwgC1QuupvbgHMOGQdGYpDg3z6UNg1zybUv+ltY4e2KAm9++qAf/F1/fhnPgMXQ93exS1ZLJpkdSp75uPSRE6FJ3Lq5LMqYsIywxrvZnUocgta4jSBLa6adhPLYb6dJLukDq2lSQxyZ7+DwtJzaNprnbUjnN90g4DsdDuSsxRhO/NBs8e/pwt2zlXNXknInlgeVDIUg9MzWJIAhtC+SOZSFLEk6LPFmviK6hHxnZhvfvN5X7CEDqxecvoys8fcsYt+yY5JUpCcfzkBBiFxABpGwGO5Qr6IyG7TWf/+gY6XB8qC7MM7pu0a7SsiwE34cWMoNjmri23UU6MvcExoLtTOrw2Z2fXxaZzG8YCDEyXNE180rzJJJ1ThYaTZC6EdYXyWwWWZYpmzZDKRUpmcerVvEtq6mRHfkDVVy3Zyf9UiEIAkMTq1k4EfSRpq64glSMySyAPTWF85bXkip118SiKJJKpRAbJomljBMLBaRcrpmveY3FurhaWCCVyyGnM6hWY3lM6lQKChVse3Hb2apJ0mtgKhJjGwKWfLVaRdO0rgXefIjplMO5xo0BqYt1C3PffgRVRV3T7kkWxap16/Dvv58ByWBkCT+K/z/HskFqQRA04OnAJcBKFjue7/V9/5e/n9N7Ih5vxGtSzyKdGxTahUKBifEze37f9XwmxQQbjMnYzyUpYGLVKlXUcPLp1IErFYsIjkWiB9skKgRbE6H1wynSmswX7l3Uax2TGyDDmauX1wItCEIXQyoCEzLpJIdS67m8+CA3fegDPfeRHhzmVLGB6SsoMcYkWmScuAyQGs9jcKI/SO3V4vfjNRo4k5No69eT1mRMx8NyvKZh3UI9YKNq6tIrtBCytmPYHa7rgrh8JvWpYoPNcrfD9fz8PK7rNoFn+9QplLExUkPDpFpkC4ZHRzlGAFIvFbZhoK7KUk3XMG2R+ZrNSEajajpk7DqI0pLmKLDoDh/Hbnn6ljF2/dJBiHEglmUZTdOaz9PBhsgFgFCtEAyBiyEYBooPtTgmdaVCYhlsuQikFmQ5cKiu9gapN4ykaNguvtgu6eAZBnaYAA5klg9SS4kEWtXmx7umGI9hmH1n6wkuWJNjXQ/jpg0jKWaOCkwIHlYLW7CVAbP7F3fy889+gmcDjZ/CrT9t34evBvcpKirdFrM26+iR4G/ja5aW+6jb5EJtyeG3vLnvtpnh4NmMc/cey2rsOLH0cyqdtQX2bGNVZa4LpHbLQRKppdNYR3oz1VujujAXK/URxap8kh8+copnf+wXsZ+/ee0VvPi2HyP/6Ru7QOrGw4EJ0ddqef7k6jVctiF+bL10dZrbH4MfPLrA+9/6V/z0M5+gMBlf3I9t2NTUbJZyA4/LONGtVRFTKS554cuwLROvB4Noumwy0GLO2y9EVUUeHe0JUtctF19P0Zgt99TG96pVnNBgNT3WDeRGY8JSAKMgCPz9c7Zw3X/ey2fvPsi7nrVYxMxVTYZTvx8GhTwyghQyqSPzxHr4Pq0YGUSfFXnwyEJvkDpkuK0eTDCfz4Pv88W//nMEUaIyO8PElrN+L+cNQQFz3XXXMTU11fxbOp1mdHiIjCbHMqmnygZV01k2kzqdTjd19yAAj3zf/72B1BesyfMwIqcWQn1KxyMh2AiS0rf1uTNUWcTxfDzPb2qgRwVzSgg725YCqX9Hch/BQQc5lXsq//26S/pudvMjpzi2UOfjf3w+Twk9QWRJfFx61NBb7kNVVVKazExlaQZwpP8fJ2cHIMgyEx/60OM6r980BEFgKKX11EqOYrYSfN5L7mN8MHgGLEVtei/A45H7KAKQGRtGb0z/TpjUCU2Nlfso2wK2rHB6vje7++K1eY5stZGU7m28ahVpcBGgKjdsBhIKWjrdNKlunothMDAW3OfPv/Zi9k/3NqQ7Z1Wu7+9KaXIgR3hhO/u7Wmxw3y89XnDFOWQuXUPyyJElmdR6o0ZxGZrUQpgDRuxUWGRS22Y9kB5YvzH2u3o6zdj6TRyybDLh/W/tyDQbddL5QQRFQVBV7GqNscEswkmhC6Su3nU3+jnnMLJ+LZ8+9nz2fODZKJLI5z71Rdy7v0tGWJ6JY69YM5jklGuh6wms8NhqMtlko0beJs3zCQ+nEgNSCxKeKGAL0AsK9X2/acwbF60dYgD6li2Ub/0R8pVXdNU+9XDBIjnSDRovNzaOpLlFDPL1hO/hCwIf/ehHe508yUQKrcO8z/N85msWI8uU+9DTaVK5PAuFIvl8vp3YZhqkVW1ZTGpRFJFlGV8IatMo3/BqNZAkhJaxZzlyH2IyiT0z3fa3F5w/zq07J7ET4OMHiwcxAD6AmM707EI1bRc9vD5RPZzOBTnw1MF9ZELgX0umME0TRRDwW/Sto+67Lib13j3Io6PILcB51D3qzC+TSW0YSDGGjM3nzfcYM2fazBOj89HTWRRFwbAshrIqci48dqGIMhbkzRGTumyarPstNIUHV63m8MPd0pqdoaxYgalqDBZmu6QbIcjB5KrZphEeF26xiJTPN0Fqu1Jp5u3VwgKp/BBiOo1iGhimvaSJeSLqkC6XYUWQ/86UTTZIBnVgbEMwnlYqlVhJlMFQDqwwM4WczVL81o3U7rs/2KdTYcTx+IdtH6PkFVE3bUTo8axHus665jO2zHf2/4+xZIYoCEIaeDfwl9DlCQbgC4JwGHif7/tf/x2f3xPxOMOzTOrrzuDGm29FUgIUyLr0Erxslhd7OzENo01fpzNOFOoU1BRatXcBn8lkqBWLKKkUip7ArLdPCKVSEdG20HoU8HFMal2RuOfd17Y5HjfmJ/nut3Y1QcblRDKZjGVSZ9Mp5tUh5Je9i5eeHQ/MiFKwivbNrScxkRBijEmach99pBEiYEjwvSWZ1L3kPqzQGE1dt460HrymNdNBDU0IinWL9cMpVEHtydpoP1YCbLtrsnAcB0GUlg1STxYbbJG7JSZaTRMB7Ml4PcdVm07j2MnZZit3r/B9P0jMB3JU0lU8y+N4oR6A1IZD1qojDAwsq/0/Ah7iCq8L1+RJyy6GFz+ppVIp6vU6vu+zO8SMvQ4XbAhW5XVBoBpj+GdUKz1NhlojAqkhYB/0Mk6EwGgUwPIEBK8FpK43miB1PrN8hp6WSqIVS7zrO/FyOAnb4B+fsSE+aRUENgzqPPiYx0TSb5f7mJ9rgtST+/cgJ1PckH8+H3zJOVzSwaKbXSjyze9+l2RYgLayZ6wjRwCQ1qxhYa+F6/mxckQQvBudciK9QlE1Epks5bluxshIRme+ZrbpOMaFsDpYKd9cONV13EgiRMtksYzlgdSV+TlGexSeAP/nui085+z4LgTb8/nIjRbP3X8vlErdBdXWbdiKxvGh1XzpqZt6HsOxgnt42+553vPCC/ij9//bss5dyuViWy17MUm8WmCClRtbwXP/4m967nf3hz+MGhY7vu/TQzEFAFEIJD96gdQNy0XQU3iugxVqX8adlxmCfko21/X5ckFqCFhjLzp/nP/+xWFefflaVg4E49F8zWLzMkHVxxvSwABSaGUXFdz10PwwNTDAeVqOrUe7GS5RHF+oI4sCKwcSDFx4KWc+eQ9uOOaPrl3Plquv/b2cdxQXdgBBUeRTaluOEMWBmWCs3Pgbyn1EecLvC6TeMJzCFSRmSzVcz6dhueiCjaQ9vuNFi9SW66GH7dWyquJJCinCDq4enVWtILW8BGi53BhIyEsawPm+z2fvOciG4RTPP3c81mB0udFqnBjt27IsNE0jsUy5j5PFIF/qBVL/T8dQWu0pYRNFxLTuBUAldA3PDzWpWwgUywWpzYUFXEFkeHQQfVpv6zJ4vGGaJpIkkdJVKmb3szHT8EkrMuOJ3nPqxWsH+YHg4grdJapXqaC2mDqXGjYbR9LoqTTFqXZyjd2oN2WzNo6k2Tjym4+3KU2O9R6oW8HfkuGCSyKRaEoedkbTyNI0qdUaffMYAKFcgYSA3bLwH2lS26aBCn1zhdVnn8uBfUfQlODcWs/fNhpN81shmYRGg/Fcgnoi0VZTOIUCjR07GH7b21gzlMT1Ak33tUMpGmoACUj1IvCbg7RrBpPM4eJJcrMzV0skW9io7Xl1OXyslJhuVz2U02o06vSiaURs6J5M6rBWiMZJ/YwtFL/5LUTX7WJSR7IKyd/CT2LTaJqqHDybQ6bBVbNzDLz+dbHb/uTmm7FyI2iJJPfun+NHu4Jn3nY8XM9vmrEuJwYnVnPQMFizZl3b320zMMPu1U3SGYqiEDnnFu66k8SefRi7dyOmUm012nKZ1H4Heeua00fI6jI1y0cHlERvAo6YScfWaBAaJ4bMXS+s4VODQ8iKyv3f+Qb3f+cbzW3Vcy5BIlgU8z0PQRR7gtTmnr1oLVIfECx2Srkczvwc2sTEMowTDcSxbiJGdM1EQWDcnOZkcbGOMFrOR5ZlbMP+/9h7zzA5rjp9+z5VXZ17ctAo5+Qg55xtHMB4TTJgG4N3ze4Ci5cMa/PuskswYFjiH5YFDJiMMXgdwQE5Z0sOkizJymFGk1PnSu+H6urpnq7q7pF6RiOp7uvSZU9XddWZnuqqc57znOdHU8SPnFt1qA8OjInU/f0YQjCaSOy3kxosB/76Rx+2Yk8qxFhqPplwNk38sceIXXRR0bZoNIpijhKuwkmtzJ3LoP1Myqb53b9/BiEJenZsZ+7Rq/L580EtQ388S7uDM1kAkiTybU4MD+W39cYzLJVVMMfup24idX3bDCRZZrBrL8uuvZbkmjX5bYYOipDQBPiWLKHpyitdf69oNEook0UKy66xex4VRGohxHLgt8DLwIeBDcAOwO7B1AGLgROA9wkhrgDeZ5oOFlSPKUFV0xihKOFQiMaWFsxMhtE1a6G9g3XxAAvmzGbFCufiVADb+hIM+aNImmo5Fhy+pLFYjD7TRIpGCUQiDoUTRxGa6rokWFGsJXzjxdWmiL/Iifh6v9WhmohI7Tb4jEbC+CRBJtbO7BXL3d4OWAX1sihoaulDxZ8bxGbTlZ3UspBKcm4LEZEwel+/4zZblPMvWEA0bn1NR9Navor2YFLlhLAfv+6vKPgCiFxn1EilkAs6CLpuFdWqRqTWdIN9I2kCbUqJ+LVv3z4kScrnmqmdnYRPOqnkGLOWrUTseIjecYOJknOpWUzDQGloIBEdRB5QueeVTvYMpnhu+wDLs4l8obZKFBbqHI8sCVpDgoEUjmKkfT3t7E/Sa+aWTbmI1CHJ5+ykTsQnFPcBIEci5eM+cvE4aV0gFYjUZiqZF6lb6qoXqaP1UY7JpPnDP5Uu3RK9PURueDfivixvuLz/Xf4AS5s62HLWCcS3bGHgl78CrMkW+zrYt/UNgh0LGDQamTl/Hs2zGoqO0Re3vlPhlhaSWA4Em+yOHSAEoQXzMDZuYaCMY2QoqdLhkjfqRKyl1SXuI4BpWgLBjDI5f/aysaP7ttM8boCQd1LX1aOrKrqm5ZftOqGpKsnhobJxH22xIJe5OGABmiNnc8+rp1M/NERmnGA88NwLrK+fzfvPWVS2Y5RKpfApCtm04LfP7+ZfL1rium8hcn0D6u7SGI1AIICeG+AVOnaMRKJoOagbhUtzP3XHq9y5xnk5J8AZi5q5ddYsUgWdx0JSqo4csgaEqdERR5Faj8dJ+KzBVdpB9JuISA3wyYuXcf9r+/jcna9x/jJrML9vOM1pC/d/iXA5hCQRyK3eyIvUdiX0hkZOCjbyP49tKypUXMjuQUuwkCVBrLmFyz7yiUlp50RpqiBSTySTOpvN5u+5ky1SS5JA9vnZ2TvCopvuB+BSv4YSqH61C4DfLnqmGkXFk1RfiIhpFU2qVDiRGsZ9NIT8bOsrL2g+taWfdXtH+OrbjzkggRpKndSqqmKappVJPYG4j1jQV7HA5lTRHK3spLb7Z25OaiEEhvCRVfyOcR+VMqkTPX0M+yPMaAghDQfp6ytdWVQttrM9FlRKnNSGYbJrVGOpzwdlRJs5TSEiPpOU7lCsNzexaTOSzjmpI9GSuI9sOo2/Rtd62C+TVo0SYdmeGInkxJZQKFS0CqSoPXYUiqYRzMWrNZSZUBdDwxBqQC2Y4LbjPgzDAEmmdd581/fPXnEMvLETKTkKBIriVzLJZH48YwSChLQMHfUh9uWMGTaJJ58E0yR67rnMy0XIfeaPr9IY9rNvr8bZQHqwH6iujwBWQfPOza9j5ATf+sFhAqiMDAyxe4NV0MsfjiDX14MkoQ0Uj5OGUhqaKSGZpZMGgVxsXHxwwLHgMVR29KqZNLKiIOUmAu3iiSKTKRGpU0ND4FcIOfQjqmVha4SEbL1f88ss6upiwcnOq1PW/O63dMUaQVH4xr2b2NA1kr+XzWoIccK86ov/Ns2azYad+0oKNqvpNEo4jLbNeaJ/PIqioOYcxy/88bcE7Ymb2W1ENqyjY+lyZJ+vOpE6EikxbwV8Mm8+poORV1/BLwT+MitT5VgdZjaLkc0ijbvvpQozqXOTeb5ohPf819cZ7h1zb/fu3M5jL6xB8ym8OK+dxN13IgWC+dWEheM5I5sls20bUYei83JLM3pfP4GFCyuuTjHSaYTDCif7M2udM4+5PT35uCqwoiQBQrEYiqKgxTVaIoH8SpNCo4/e30e6qQnTNA+o9omdZT6wZzezlruvyjdNE9PUUSWFwTvuKBGpI5EoQbKE/DKZN94oWS1ho/X1EVx1bL7PPW/FUfki0R2Ll3DUuRcg77Lqz4TVDGd89W+Ox/H7JD598TJW5SYYEsNj4/iekQyGpBITIj+pOTo6ypw5pVEdss9HfdsMBjr30PqJm4o3/ss/kGqdzxcWn8ATnzmfhqby94S6rMpQNOhlUpfBdbQshJgF/CfwdtM0t7vs1p/79xzwQyHEScAtwKdq3VCP6jBzOZQnHbeKE04/g9Rrr7HjS1+m/l3v4YuPq5y/fGVZJ/X23gRDgVzhtv5+V5F6lxCWSB0KF8V9GIZBPJHAV8ZJLYQgHA67LomzsW/qE3VSDxZkBBUOPoOK1cmsROdQCskXIOXgUJZkGZ8/kM/dcsJ+qNS3tiGVKU4ghcMkNz/D1sveXLLNFkL9c+cS22b9v+1KMU0zXzgxkK0+7gOsCsKFS4o0TcPnkytmIgJ0j2YwTAgG/I5O6tbWVmvZl6ahdfc4OqlnLl2OdO999DuIgoXkl4yFo5iSRCQZ52dP7eBnT+0A4BtqEmVGQ8U2w9j149ZJiPoM9ugya3YNcco4d28kEmFgYIDX9g4T91ufoT7sIlLXBxgcKnYnmqZJOj5aVeFETdPGnNTRKHrCffDfHgsSUmQSqom/oKNupMac1K2N1Vcbl8JhAnqWlQ4ZoQNPP0B3Nkvbpz5ZNDi0MXWdbS9vxHhhDZgGye3b6P7lr/Pbg8uWoWYz9O3eSfSUi6HbuRq8/feJtLaSFKI47mP7DpSZM2nOZW/2xTOuIvVgMktjuHoBItbcynB36aRJW+74PaPpsiK17fyZPdpHdKgHGPsMjdERpGgUf27CLptOlXUfJAb7c20qn49ZjjMXt7DpH28g8Zfb6N+6Y6wtiQTmG5vZtvIiPnquu/sKrPtmJBzmvJmt/Pq5nXz4/EUoZdzkNnJjA/G//Y3Np56We0Gm40tfwp+rWp7JZPIraQCMeMLxmhqPXeRoz2CSP6/dwwXL2zhuTkPJfk+80cvaXUMos2Yycv/9mJpWstwumdXw5f4GqdFhGtpLJxL1eJzhUACfGCugUojdYQ5XOTCd0xTmI+cv5lsPb+axzWP3vmUzSpd31gp/XT2QJWvHfYxYExbhhiZOam9CN7Zy/2v7OHpWaRu29sSZ0zQ9nKaFNEf87BspvY9v6YlTF/TRWqH4mU1hUdyGhoZJF6kB2hsiRAyFk46y8u2HX9zE7LbqBQWwCicCZHSdwsXsaTlIwMxglhGp805q08DnEKOwP9SHlIpO6v95bCutsQBvqzIvvBzjndS26DeRwol7B1OuedQHg5aIn2295YX+vlFrWXSkXDyKpFhO6oJVfrbL3Mxm2fupT5N8/nnHt2qJBCOhZjrqQwxVsTS9HGMitY+RcSL1hq4RRlSBpihFBbDGI4SgMSAYzpYumTFGR5FipYUTg+NEatM0LbHNoRjZ/hDxj2VCF9aWSGRytTRy28uNbezP1adphLQMZ399taOTOqTI/PLqY5CSSaAh3x+2zm/FfQDUz5pTNrqnab4V86gP9QItJAqc1FZRyVyR6kCIc3e/jPzP76D79FPp37iJzf9txU0Y6TRyczPBo1ZylGpw6oImhpIqQ0kVf8hyZI5U6M+PZ8MTq/nrD7+d/9kUAnn5ifS//DSrH7EE/mhjE0KSkJuaSpzUA8ksKjKGWjpuCeQE0sSQ+0ohW2guVzix8HMNLF1qRVekUqUidXwUmpomNE4dT9jvo7G5CXO3IO3zle37t/R107VgCTv2drGha4TrTpvH5y93FwvLnrd1BuzuIVrQdtM0LZd+Qwtab6/riupCFEXBTCSJprPEZ7SRyEVx7Ekm2PSfn8MfCjP36GMZkKznzuO//AlSwTGFJHPcmy6jZe581xXGVxw3k1+/DAgJxSEWw8a+Nxijo0jjxPe0ahBUrLbZcR9SKET7wsW0LxxbWbj01DPZljbo3raVwUiQx377i/w2WVFoKDCfZbduBU0rcVID+Jqa0XKFEytFXJqpFFLIXaSeuXgp+3Y+yIv9BSa8nE4QjMXw+XzoWpaWqB9fru9WVNSvr590QZHu/cWe+OnfW16k1lQr03tb3WxWPfEkalcXSseYuSYYDhNEY/Gjd7Htjz8re06lo4N4PI7f7+eqm24q2T7S/wAAHzujg4FW5wzol3cP8eX7X+c9czIEgWRirF/fG8+QkQ1m+qzP3zRN4vG4o5MaoLFjJoOdpRM4WjZDMBiAlPVccm7JGAFNkGkMEZYq91uOVMo5qa/GckVXV1ENME3zRSFEjxDictM07z3w5nlMFDOXSW2Lo3bhg4Y5M5GlXfkCLG5s64uj5maatIEB/PPnl+wTi8VI+3yY0SiBSLgo7iOZTGIYBkLLli2uFBq3pMyJ/RGpxzup7XPYInVKrXwz6BxO0RIMMjraw2233QZYneazzz6bxYsX4w+N5aY5YQ+cmh1E2kIar7qq7MM/sGQJUjhMLGidy3ZBxDMaqm5ahROpsnBi2HpomeOytG2H4tBgmu7vfBfDIa7COoCg67zLAQgH/Wjj4k66u7tZsMDqEGvd3ZZby+H3b5gxEwWTeJm8ZSDvHLGv1kvaA1zz8bGZavO1/ynKJSyH7dx3GzhIuopKmEde73YUqXfv3s26vcNkgtb1bIyUdjaMZJJQWz17BgeKOnXZVApD16sSqUviPso4qSVJsKAlwmjWJEpB3EdqLJO6aQKZ1FIwiJlyFvHjqx/FP38+zTfc4Pr+0UsT3PDlP/M2Yx3KquNYcus3Aet7I9XX0/XGJkzDINMwC7qh2SGL1/6+hyKWg0YbF/fhnz8/7yRzc/4bhslwSq067gOgrqWV3etLY05sp3HPSPl7pr2SxGcYhNa+AMeNrdTQh0eQ6mJ5x5KaKi9Sj+YcbNEDEKkBrr/8BG598s8EksN89xPfQPMHqevr4kzTYMlFZ1Z0ESaTSUKhEO8/fT7X//wF/rp+H5cfW/5+BtB0zTVWhfLcktuhP/+Z+BOPE3jrWwHr3lgkUicSKBUK+cLYferXz1kFW7505dGO2emKLPHCjkHM9g7QdbTubpRx+XuprI4SHXNSOzHU043qkwkHQzURqQH+9aIlfOCM+Ri5z0YSgvoJTKZMlEBDA8R7xpzUuftWpKWFE+Y14pMEn7rjFdf3X3uaswvtYNIY8bOhq/RvtqUnzuK2aFXxT3BwROq6SIh6IfjAhZbj8KsvZGmoq34iEQriPsYVT0zip1VLo/uby4rUAiviqNrPqRL1YYWhpLtIvW7vME9u6eOzly4vmxNZLeOd1IUidcjvq9pJPaeCw2kqaY766a9gEuiLZ2iJlX+mSYqfrN9fJP5mMhkCgQCdn/ksow89RP3b3pYvzFzItt44vxhu5Ev1QdLBIOl0uipxyglbpK4LKnQOFfe5Ht3Ug2rmJlrS5Z+rIdlgryrRuW0vkddftl40TMxMBjl3/85oOmnVsAonRqJWYTNNRfYp1mo808g/ew8Ue4IgmdWLRGo77iMSGHNSq6pa1J+zyWazyEIgmSbvW9VKX0vpxI1mmPz6uV089+JmFurW9zybGfscExmNtGm1pdHFKWyj53KxUj2dIFbk4z4MQ0fLZPKuwc53vJ+1dz3E206YRUSRGMKk7vLLx373009DSBLRgMTvC1bbmabJd9/3Y0b7JyZS9+/ZhawovOOm/0IgGE0m+f2992MuP5N3X3Qy/nA4H5Hna2oivXEjw/fdB4AUCDA00oghZMexTyB3XSUGXcYyVHZSa+NEaikYJLBwASKRKFlFmk4mD1ikBljYFiPrj5CWwBh1F6lDPT2I2fNYu34jWa2dYx0m66tFjlpjfVkbu4frmoZpGPhjdZiqij40VJS17ITP50Pt7+e8vYMs/fNf8nnRmWSCXeteYfvLL7F73asMKCGINrL1xecovLNkk0l2vfYy1936faSIJVKPv/+cuqCZPwpASATKiKy2sU4fGclHDdqkVJ2gHfeRe+YLl+gQVdNoiNVx+oYdzPrtbwgssowdPr+/6NpI54omBguKJuY/l5Zm0us3uBYOL8TIZPIrnguxzUuzlq3glQfvY7RrF3CmdW7bSR2tQ0gyMoYV99Fo/V31gQKRur+fdO7zOBAndV1rKz7Fz8Be98LjYI11ANY3zudtxosM/elPtH5krMCqLxBCFiaz7/41sUsvpemaq50PJEkEjz6a+D33uK5ctI0ub1/WSPh45xUdhmHy3b+9wW8efJ43h6G7b5Ce0TSmCamhAVQJGnMr29LpNJqmuYvUM2ez87WXMQw9v9oCciJ1KASDlO0X2ZhmzgjV1Ul9bGnF/Y9EyonUP5yIQG1jmuYuIYT708FjUjFynRL7i2OL1Ep7G82RffkCLG5s70tQ12HlCrstv7C/uH9qbiIjSxiqzve//33rPbkHuFBVAi6FE6E0O9oJW7SqlKc3/rjZbDbnEPaRSqWQZRlFUQgqEpkqROqu4TQdzXNYoMjWkjpg7969vPzyyyxevJhAOFy2cGI2kwHTpHlm+Xm0cpVxC7GLC9kdTPvm1xjx49cskbrSgELkndTFgwbrAehjzkg3A3f9EKmuLl8NuBB9aAhjeyfMuIJYKED/8NgNOJFIMDo6WlQ0EUCZWdoBF0JQX19Pt2qULVxiu//SqvU7Nw4NFi3lfmNkuOq4DyEEwWDQUaQ2TZN0OkVzQzsPv97Nv725OArHzqTetGeIOXOsbC83J3U4FEYf6ScdH81nltmdiGCVhRNt0UuKRkm99iq93/2u477++fNZ0DKL4e0GLXKhSG3FfRhm+eIk4xGhIIaD01yPJ0g+9xyN115b9v2zGkKYSgBhGmimUdKp3bfVCgoZic4gqAw5VnQunJSSm5ryHSzTNMnu2EH93/1dPm/PTaQeTWsYJvkK3tUQa2klm0qSSSaKJtbsJVg9Fe6ZmWQCU/bRG2qi7vln4Pr35bfpo6PIsbqxmKAy9w2A0QFLpC4X91ENQghmrlhCzyuvcNn9P82/rioBLn/3xQD89re/ZdeuXY7vT6fTLFiwgHOXtjK3KcztT++sSqQOrljBjM/fPHac9evJbt2WX24+vqNuxOPI0fKRGbquW0sHhcTvnt/FxStnOArUQP76SDZa39Xs3r2lIrWqE8gNzlIu2YXd3dY9rKGpyVGkTiaThMNhJJfiPW5Mpig9Hn9zE8R7eP7Pf+D1x1fTs2k9wjQJ1TfgDyn88UNn0DXkPHEnhDUonG405+I+xj/vtvbGuWB5dYU1oVikhsnPpAZLSB0YGGDbtm25506aaBXPhUJsobdQpFZ1g7gI0KGO4ivjgs1kMshC5LPda0F9SCGjGaRVvSh+xOZ/HttKNODjmhpNeFRyUmd1o2wNAdM02TuU4vRF0+fabo4GSKm6a/QOWJFTblEfNkowRFbxoyeLRWp5ZITRv/6Vts99luYPfMDxvX9+dCvP/mUjHfVB9gWDGIaBqqoVY0KcKHRSj4/7eHRTL+0NUUhANlv+ueozdbKmwp6v3ELsyUeKf9ecAcI+fn1YIaDlhOtEgnB9Q14kqVW0jS1CxzMa7QWvJ7K2k3pMpAbrnuIkUvtz/bIbTpxB6LijHc/16KZedm7awZLc+KPQSZ3K6gjd+r2j7eWfyfa9INXXTbAplR9D2CtB7airzUtO4IerovzrFy5l01/up2fjRmZ8+tNljw1WPyPW0spIbw+mafLEE0+45nGDVWtg5syZDO3rpL5tBnNWHgNAT26c2h9oYfbK4s/EP28eow89ROcnxxZoN779RvpCiuO9ToonkDlQJ3U6XzTRJrB8BYyMljip02lr8m9/viuFLG6LMizCpEzVtR6N7XJWhvvp7gwQpIlVs/ffFav5rOvTiI/9zexJbVsI1np7K4rUiqKQjScIrlhRVNAwEI6w5JQzWHLKGQA8+OCDvPDCC3z4f39V9P7tL7/En275D166988sDofBNFH37kUa991t9hnoQvBsr86vfvlSSTuCisSn63Jj3XGfoWGYZDUjH/dhrzixDVzjyWazRAIBJBP8hlmSQ22T2bgREQjgn1dad0gucFJXzKROpZCCpfd4VVXx+Xx0LLFEcN/AbvYNp5ElwUD/IL5AkMGMiWpKyCInUjc0wLjVqHp/H4mckH4gTmpJkmmcOauiSG3fY/qDDfhOOY2hO++k5R//EWQZNA3uvx/CAbrPv5RV3/wKosyqc4B4PO7aX5JyWpNRxvwmSYKPXbSUeWGDVx7cwqOv7eKmN6znyvyMNcnWnBsX2H1+N5G6aeYsdFVltK+P+raxp4GWzRLOueGHUpXl0zghMDPs2bqVJUs9kdoJVxXDNM2ib7gQIgTcCtSbpvk+IUQL8M/A30zTfLrcez2mDjvuw2c7qXt7QZLwNTfTGgtUFKm39Sa4cJb1pRu/xMpmyZIlLNizF2nObAYVmVQ6mS+YB1AfUOjftLaskzocDuc7Jm6k02kCgcCEhIDCwWd9fT2pVIpQKGQJlYpMWisvUhuGSddQmraj5nPdm8cylH7zm9/k2+sPhcuKTfHhITAMmmdXWuxRHXbhRLuDOZi0bn6NYT+BdMDquFQYUEj5TOpiIVLTNAKKwoyENSEx9yc/JnTssSXv3/elL2P87vdEL76IWDhId4GboLRoohWd4OSkBmid0UH3ni569+1jhkuVYdtJncxm8RkGSvdYXphpmtbs/gRmg0OhkGPcRyaTwTAMFs5o5O7XEtxy/+v5JdUA2a4EpmmycW8/lx43DykWc86kTiSIhK0HZWJwoESkDkUrL+svdN4Ejz6K+OrV9P3wf0p3zDkx33z+FfyseQFaYOxvYaZSqH4Fk4m51qRgCNNBxE889RSmqhI9/7yy7/fJEm3N9dBvlDhNALq3vUGksYm9ZojmiLMwZg/qZFlGbmok8eyz7Lj2WtANjHgc//z5hHMRHH2jzh2Awu9GtdjRGqN9vQTmjt2zWqIBhLDiPsqRTSUxfUHWzV5Jx3PPYWaz+YkeY2QEORbLOyQqFU8c7c+J1AdQhMcmFIsiz53Dwvvvy78m19fja2ognU6zadMm5s6dm59cGs+KFSuQJMF1p8/jS/e9zqr/fBBbF3zTinZufdeqim3wL1pI/NHH8vem8R31ajKp7UHh5p4kg0mT685wL0JqCzmDdS2EAHVvZ9F2VTdQdZNgtA4Ny11sPzML6RnoQ9ENmlpb2bp1a8n2RCJRdR71waJ+RgfN69eiZrMMdu1FALMGRvNOyuPmNDhGpkxnmiJ+MppBMqvnnY1DySx98WzVedQw1k949NFHWbt2bT6D90DdcOWIRqO88cYb3H777fnXJupoKiycaDOYzJKWAohsN4rfT29vL+vWrSt5b09PD7KonWgHY5OB7/3xsygO/bQXdw7wwbMX1iz/uZyTOuy3zp9UdepcROqRlEY8ozF7mhRNBGviBaA/niXc5CZSZyq6v4OhIFm/n+RwPH9PG33jDURfP803/EOJQD2aVvPxdzv6EtQFfUQCvqJ4tFqK1EPJLGt2DfJPRzeSegMymQrOQi2LKUXh9fVEzjmb9s99DrAKkim5rFA7aqYuqBDUre9/OhEnXN+QNzr4axT3YU8gJDPjCufl+uWFcR9g9WfqxsUSZLNZ/Lk+nl5mpdxxcxvoffQFfDnTUWG/IZHViamjEIJwhRVX+eetrjMntZdExnpmZ/MCfs5JPZymKeInqMh5A1G1Tnq7pseePXv429/+ZpkMHASnVCrFwMAA1113HUP7umiYMbb03+6b9yRKn8Uzv3Frvgiyqaps/7sriXTtYmBph3Mx5mSCYMBXVqSuJpN6/H0yuGIF4skn0Aom2o1sloxhEBDigFenLG6L8rQcJqH2uWYqG/E4Giah+BDZlg5WBoeYewCrQkaTKTAMkr1jGer2hIi/0VpVqvX2QgUBTVEU0pl0PrvbDVtwHc+C405k8cmn8+yff8/MC94CwNaL3lSyX+N559BXX0eniLC9r/j7oxoG23oTXHKsxHysuI9CMrmJ3XzhxNwYXnKZmM5mszTmvsvlitinN20isGRJSawcWE5qY3QURZbJZDKu3ylT1zFVFeHwbLbHhfVt7UjhGO3pfZx2iyWuXtS7iVmaj5O//DAXKXGCwqAtFkTIsrUadVzcRzIcIRKJlM0Er4bm2XPp3Px62X3se5Yq+THefAXGF25i4zFj2oK/tRUuvICBt76zokANlkjd2upcnNUunFhu9bHNRcfM4pUHYWmTwjkXWxNiqWd3MbLPpLnemoypKFJ3zAZgsHNPXqTWNQ1D14lErOupUgwawD4RpmWkj7173GvsHOlUb7Wzsqb/EfgbgGmafUKIrwD3CyG+Y5rmA5PRQI+JIXLF/vq+/112ZFTUnbvwtbQgZJnWWKBs9nAyq1ku4hNzsQ0D7k7qU559luaj/oFX6wJs2raBd73r6/ntL97zJx4zdIJlBvHVxn1MdNBodxD/7//+j0AgwJ49e/LOhlAVhXX6E1myulHi1Gtra2PLli1omoY/GKogUg8jTIOmmbMn1HY3YoGxwolgFU0EaAwrGPExh2JZkTpsi9SlcR9Bf5COnEitOBQKAKj/u79j8Fe/4uLe9YQCpxVlUpeI1HkntXNxt1kLFrJuTxfbX1/nKlLbnejRVJo6IdALCvkYiSSmqlbtpAbrenNyUtuvrZrfRv2WYf73iW1F2+dLg5yrgNAynLe0FbmuDn1c3Iep65jpNOGcMB0fGqQlVy07NUEntd15aP3wh2n98Icd9zNNk+6v3MLCX/6S48+6BHV2A4ZhIElSPpPalCYoUodDGKlUSScqvno1Un094RNOqHiMeW0N0GuiOojU+7a+QfvCxTyXyNIYce4gpdPp/He14Z3vZPjPd1kbZIicfTbR885FCfjw+yRXJ/VQyl5lUH0nrK7F6viM9Pfm/25gRUc0hf10VxH3ofkCbJt/DObmJ0muWUvktFMBy0mtzJyJnHdSVxapA+FIPivyQPD5fGiGQWDhwpJtdmGns88+myVLyhc8eu8pc+mNZ0jn7p0bukb489q9fP7ylRUd64FFixm+808EcgO78U5qvQqR2h5QvrBziCVtszh9obuAn4+DCdczR4j84NbGjnsKRyMkfD4e/9VtPP6r2xyP1aoa1NXVEY/HS1Z9HAoidaBtBqdu7WTJ7X/A19xM/09vo+fJW5Fq6KSdauzCwQOJbF6knmjRRIC6ujoWL17MyMgI/f39CCE4+uijJ7T6ZKJceumlrFo1NrEjyzIzK0SCjccunFjopB5IZElLQcx0gob6erZu28Yf//hHx/dHJcpm2E6UMxe3cO7S1pL4EZvzl7Vxw9ml95/9pZyTOuTPRRtkdVdRfPeg1f+ZNYHCupNNc8HqIDchunc0U7EgWiQUYsjvJ/2bX7LxN78EIHnRhYQam2j95CeL9r3zpT189s5X0YyxzOcVHVb/xV65uL+51HakUzSgkFJ1VN1AkSWeeKMPw4Sj57bwwhuglln+bhgG2WyW9rCfWP8+widd7fgcG8k97+tDCkFyInVOULKNDrUSqe3CiIlscf9mrHCide8oV6i7UKR2yt21OWFuIxv6+5AdndQaTZrVB1UqmB9s8dfvV5iX2cum7jhPb+kjmVsptGNYI76lj037RunI1d0Ih8P5lR7VrCypa2lj+9oXePXVV/H5fHzsYx9zHLetXr2axx57jOHhYYa69zHv2OPGfqfcZ7V3tLTvKAUCRX9734wZRPu6kFfOcxap4wlC0bqycR/VOanHidQrVyA9/hhawd9C6+kl6/cTOEDRD2BRa5QH5QjJlNVnMYaHEePMClpfH5okEQQ65RjLpIEDEscHBgbwC5OBzjFXrO2kDuYmQLTeylEucjaLJiQCKyqL1G4C6fnv/yA/+8SHWNOzl3O/9EVMtVTkC+zYDsPDfPi6i1h88mlF29KqzvL/7y90aT7mM1a03Mbu+wVzE71msrxInclkCOQ+f91hNR1YY7HMxo1EL7rQcbucq//lz11vdo2AkuPkrinJ4V5lf2ZCCOYuX4G0fQfnXmmJq0N3PYGRaOSLVx7NvrU9aMnhfGRl0WpUTUMfGiKhKAfkorZpmjWbjU89lsv8d+5P2CJ1ViiMnnwmC2/6t6LPsT/aDNs3IvTqnjPxeDwfKToeO/7JKJPlbmNff/WKybWnWYaXPz/Wg5HV8OeiGG2R2s253ZhbJT7QtZf5x50IkJ+8skXqauI+dhFi6cAAXVVmvx+JTKRHfiGwHMivZTZN0xBC3AV8FfBE6mmAPzFCSgGSaYQ/gH/hQiJnWEttWqIBNnY532wBdvRZN+35MxqR6upcndRmJgOahhSNEIwEyCTiRV+wTDKBEFLZgiV2cZFyX8z9EalnzZrFrFmziMfjxONxQqEQK1da4f5BRapYOLFr2LqxdowrlNbe3o5hGPT19eEPhxnpdXeBJ+OjYBg0OcRd7A+2k3pHX4JN+0Z5PZfJ2RD2k8g98CrlXdkP4vFuWSt3SaEj0Y8eDLsKv8Gjj6KvZRYX7n4RRTm7RKSORCL5G7q6txO5qalkqZbN/OUr4Ymn2LN1K1zkuEu+Uz4aT9Dk96P192PqOkKW0YeGAJCryLLNtz8YdFy2b3eOO5rreeU/Ti3Zvm3bNm6/fRt/vOEEFiyYwbb6OoxxcR92hEqkrgEozsIbi/uYWCZ1OYQQtN/0b/RmYeUrz/PK7ONId3XhDwTQevtQFQUhT8wBJXI5wmY2i8hdU6auE3/sMaLnnOPoEhjPgtYoGib6uNUK2VSSgc49LD/jHAb2ZWlyyKOG4u97w5VX0nDllY77tUYDrtn6tpO6PjQBJ3VOpB4tmAjJnysWoLeSkzqZICsp9C05GlYrJJ58Ii9SGyMjyMuW4avSSR0f6DugoomFKIpSUuDUpiu32qGjw3kiqZBIwMe/XTY2+Hhp5wDv+OEzPL65l7euKi+yBRZZg0uRW4WSHedCQlXzS/XcsEXqPcMZrnvr/LIdOTu3tS8DC9raSkRqW2gPB3yce+On6d/tHHcy8pe/0BrvRY/FME2TRCJR5IpLJBJFq4emI76W3CCzrw9fczNGbvDp5NY5VGguEKltQS8vUrdWn+8syzLXVogwqjWBQID5DjU+JoJTJvVAPEtaDoJpcuUVb81HZDmx+kffRfPXbpJiQUuEX/z9KTU7XiXcnNSBQICw37rXlSueuDcXbzNrWjmprb+HWy61phsMJCvHfdRFw+wLBBh5zwdY2GrdU83hYeoWLiy6Zz6+uZfP3vkqJ8xrLLp/H59bVVGp0HQlbCEmluu33vbkdoKKzP2vddEQVlg2s5EXgIzmPoi3xccFUu45v7S0KBkUOKlDPgKSHfdh3Q+yNY77COczqceL1NbPoXFxH04mHDsjHMq7/o6f28C+9EjeSTu+cGJTuh9oQNXLm27sz3HmoqWMrNvIz17p5J5XOmlP7+Mq4JuP7mRnrpbm5cdafQHb6JNIJPJtFWWcwnUtrcSHhli3bh3Lly93HbMde+yxPPbYY7z0/HNo2Qz17aVO6r40jKTVsisv/PPm0bSlG7/fTybjsKpxdJTQ3DbiB+KkTmcIjXPBB5cvR9INtAJhXOvpQfUrBGsw8bu4LUrCF0HTVHQheOPsc5zbPq8dJRBgQ6aRk3276Onpoa2t+qirQvr7+4kGgwxs3z52/NzvF2htRaM6kVpKJtF9MsGV5Qs42jGcTtS1tnHa29/Nk7+7nVWXvIX5q0qNMf7bfoo5MuI40RpUZFqiAfaqucKI8eLxXtoWqZVxmdQudUWy2Ww+DsctI1zr6UEfGiK43Fmct/tgvtyqkcLvfyF21KJwifuwx4Wzl61gx5rn0X5/i/W+vl5mLV/JO0+bx51769i9ezhfiFVubCT18st0feELmJksmCajAmYeQB61TfMsy8w20LmnqOBkUbtTtpNaYUQ1abruuqLtGzbshe0bMbPlx0RgXTfl4tHsTOpyjncb+/pLJRL07doBWCaqxkQ6v8ownjuOm5M6XN9AIBxhoKB4opaLrwqFQgR8oqKTWjdMdhoBmgYG2JnNMjIyUpMJhMONiYjUa0zT3ObwoJoPlLdieUwZ9jK/pne9k3lvf0fRNstJncEwTCSHitLb+qwv5oKWCL6mJlcntX0jkKNRAmE/pmFY1YBzQkw6kSAQDpcVE0KhUMXZ+v0Rqevr6/ngBz/ouC2oyCUZeeOxC72Md1LbgkR3d3fFuI9UImFlP9bADQmWAzykyPzkye385EmrMyEJS6xTXZbRj0e4xH3ouk446GdGsp9U6wzXv5kQgmcWncJbn/szXQkrAuOee+5BCMGWLVuKBBu1s9M16gOgObdkp3dfp+s+2XQKExiJx1lUVw+6bkV8NDePidQTdFL3OnS2CgtrOjE+u1Suqy+J+zAS1jEiOdE8XihS54RxtzyzQqoVqcH6e8z5zKf4/b9+Hh+w6c1vIZi7BtSLLkSaoBBhTyiYqRTkOlGpV15BHxwkdv55VR1jQUuUzaYoGTh1b98KpsmMRUvo3zrCghZnB2oqlarq+94S9buuCBnKx31U72yJNDQiybJj8Z+2umAVmdRJ0sJPtLGe8PHHM3z3Pei5e6TW14dUV5e/F1R2UvcfcNFEm0oidSwWm3AmLsBxcxppivj528aeiiK1P1dshtzqisL7lP0cqTbuw+/z8fbjy0/82YJPXzyDMmtWiUhtC1ghRWbpCWfCqWc6HmfXg6vRw1EysTFnxXiRero7qX2t1nWU3bbNum8ODiEUpaqlldOVpgKR2mZLT5yAT5pWwuNkYYvUmQKRuj9hxX0A6Ok0rTPcJ570TBrFYSB8qCBJErIs89prr9Hd3c3wsOUo9fv9hBTLFZzIuPfx9g5a99/ZjdOrcCJAf8L5OTOQzGKa0BotP/HaEIsgCdh26bs49TRrclD77/8mUPBMXbd3mA/96iUWt0X5yftPchQD7WdwKpXK12QpJ1KOx17Vt7DVuj/e8sDG/Lb3njKHUO76yzqsuLKxnxOzcyLkprrZOD0VR3L9+bqgQsBnnS+dKHZSlzPLTIRoPpO6uH+TyOr4ZSn/3SyM+xhPoZOynJP6qJl1vJgZIRW1+ia2uxWsZ9iMVA8mDRVXo9qf47wVR7NnzXP84p2LCDa1MvjGOtbfBjdfeTz1860oh+U5J739XLPrDAEsW7aM97znPY7XQF1rG3q0jlQqxbEOUYE2zc3NzJkzh1dfW4cJNBaI1PZnlTV97OpPcvQsd7HGN28eM9a8ZuX8Djs5qeOEQ2F6DjCTui5QHC0gNzTgCwWLTBhaby9ZxU90AgWU3WiO+DFCdTAI0Q/9ExHZWZ6RNqzBCIbZqjVxsrKbxx9/nOW5rGFJkli6dGlVK4J0XWdwcJCFbc10vzxEanSEUKxuLO6jrg4jEqlKpBYjI+g+n+Nqh0IqjXFOvPxtrH/sYf76w2/TsbS0EGHvcBIk4foMm9UYYkfa6hvs6u3jyXvvzW8bzeiE0cfiPpIpkGWEQ3vsTP5A7rswXvC2yWy07m3B5c6TaL6ck1rJfX/dxunlnNSFwv6Ks86lf88u9Ny9s2XeAlaefZ51DkUpilqMnnUmA7/6NaMPPQyA3NFBXNdrIoQ25wq29u/d7SpS23FLWUlhJFV6r8+aMpopMLKVJ0Pt8bd7JrX1d9KrEKnt73x8aIBffPpf8q8vSKbzK85HR0cJBAKuq9OFEDR2zGSwcyymwxapfX4/DWEYruCk7o9nGPDHaBqw9ILOzk5PpHZgIiK1rbzk14cJIc4C/gV4tZaN8jgAzFwmta/0xtsaDaAZJsMpNb9stpDtvdaNYEFLhO7mZlcntb1kQ4pGCeTEoEwikRepM8lE/ubuRmFHrpxIfSBVaMcTVOSKmdydQ9YNc7xI3dzcjCzL9PT04A+FyZQRmzLpNIpSu2XDQgju+OfT2TUw1iFtrwtQH1bocylINh63uA8rk9pHY3KA4TbnpTQ297ev4nJxF/VvbCEWi7Fx49jgY2XBDLra2UmgTISA3+/HJwmGh0YwdB3JoaOoptOYih/DMGhqGstG21+R2q1wov1a2KWTaXfY7cGAXFdHZlxGrZG0vjeB+nr8oTCJoVIndbkiomB1iuwqztXSEPGzbs6xHGduoemTn6BOUTBN6Fy3mfAEB2YiV+zBSKfzadbx1avB5yNy9tlVHWN+S5iNpuX8KqQ7VzSxfdESBhPPlHVSV/OQbokG2NaX4Omtpc7nV3ZbosVEMqklSSba1MxIX2lnvD0WYPM+99UnYN3vkig0Rfw0vOuddH/96/mOoVRfR/jEE/BVHffRS9v88t/DavH5fOi6no+CKaSrq6sqF7UTsiQ4b1krf9vYU7ZIGVi59CIYhFyBxiInda7jKTl0PO9+pZPntlmTpGZ6BD9w0oKWfMSDG36fRF3QR39OpE6tWVO0PR/34VC4sxAjkUSKRPJOisJVGLquk06np79InZs43PvxT+Rfm8jqk+mILVL3F4rUvXEWtkbzDqLDGScn9WAy56TGft64f6/VTJqgizvoUOHoo4+ms7MznyO+cOFCYrEYYb81EE6VKY69ZzBFSJEnNIk52YxNrDn34ez6C5Wc1M111n10Z89wvp+byWQxhI/e0Qz9iQzX//wF6kMKv/j7U1zdqnZ//De/+U3+tdmzZ3PDDTdU9ftkMhn8fj/nLWvj1S9cjKaPRYo0hpX83y1bxgVsizlNgz10RZp5dUDDaTqxKO7DGMukBshm7EzqGjmp85nU45zUGa2oEHQ5J3U2myWWuwebZQTmgE9mjpGgz1+HEgwUrcDKxEcJZ0dQFZ9jn7YQ+3NceNwJPPXrn5J64S/ULViElHMQHr9oBq3ziiMl5s+fz8UXX5x/Vg8NDfHyyy+zfv16jj66tNBjrLkVtb6ZYMDPIntS2oVVq1Zx7733Eg6GaZgxNsFtO6mzyOweKC9SGzPnUKcmiciC4XE5v0Y2i6mqhCMxMj17UbMZFAfDRiUntZbNOLp1/Q2N6ObYvdd2Uof2Y7J/PEIIGltaoBN8F19E6/KjHPcz/79PkU4ZpFGYv3Ax69atK6pBcPHFF3NGbvV0OYaGhjAMg7YZHXRjCY6zlx+VnxBRAkG01la0nipE6sFB9HC44orLSiK1T1G45EMfZ/XPf8TA3tKcXiMQQ1ICNM10jqWc3RDi9c4MCMGTfb309/USDAYxTZNkMskCeXa++LCRSiG5mOnyK3QiEZBldBcndXrjJmu/Zc4itZxzUss5I5ObSG07qaWQeyY1WNE6b/6XT5bsA9a1XGhKafnQh2j50IfyP8fjcbRvfKMmmkrDjA6EJJUtnphNW7+zKhRG0qWCbUozSJkKWqb8RBuMOZvdRGohy4hwuGzhxPy+QqD4fCw66XSOX27pFGYigfovH887qUdHR11d1DaNM2eze8Nr+Z/tuA+f309DqHLhxO6RDElfgPpEkuWyb78MQ0cCE1HSbhdC/A4ICyE+C5wKXAFowGcmo3Ee+4FpABKSr3QQ3porOtYbzziK1Nv6EsysDxLyy/iamshs31ayD4xVUJUiUQK5TNJMMpFfpp5JxAmEy3/hCjtytgg5nv1xUpcjqMhFDiQnuoZTBHxSySBGlmVaWlro7u5mXihE1qWwiGmaZLMZIvUNNWs3wNGz6h07btXmB7rFfei6js/noz05wIaY+7LdeEZjhxRlcNkq2h94gE889KBzAQjTRO3qInruuWXbE41EGB0ZpG/3Ttrml86+Z9MpDL/1t2+e0Y4JaL19sBz0XDGIiTqp7SKJhYKd3cl3mygpXPoIINeXZlLbjhgpHCbS2ESioFhFOjGKEgjiqyA+253miRa0aK4LwTCEL7uMxtZWhlMq2qavE5hg7mi+sGZy7PoYXb2a8MknIVcpaixsiWKYIu++stm3bQt1rW1IoSiJrJ53jo0nnU67FvErZE5TmEc29nD1j59z3B72y9RVyEoeT6y5xcVJbUWLuK0+ASvOJGE0My/ip/7it1L/1reW7KPlOo9qmbgPXVNJDg8Ra3YuDjJR7GtJ07QiR0A2m6Wvr69oYmmiXLi8nT+t2cva3UOcPN/5/g0gJAn/wgWY23fArJnFTmpbpI4UTxBlNYOb/vQahmkS9svEzATnAuevqHxtALTkai8os2Yycv/9mJqWHzzZTuqgLBj6059RXQqWZHftJLRqlaNIbYsP012k9s+ezazvfAe9YEVUYLGz6+VQwRapB8c5qY+fe2iL79ViZ1IXOanjViY1jNVAcMMpa/VQ421ve5vj6/bEU/m4jySzGkPTKvsx5JeJ+GXXuA+7/kJLrLxIHc1lYf72ma38z9OdgMl1gTS/fGEvn3jGmjStC/r4zYfOoL3O/Rpobm7mzW9+c/4+t2fPHrZs2VJVf9yebLefN05CuN1nVXX3vrj9nJB37WJv+3zufbWLgvjsPGt2Wn2tupCCIqy//45X1oBpsm/LZgD8VeQqV4OdOZ3IljqpIwUitV382dVJHQqBEGULJwK0ZEZYE56JEvAXxX0wYK0OsgscliOTyeDz+WidM5fGmbNZ/+jDrH/UuhZ8gQDRptL6Dj6fr0jkNAyDrq4uHnroIZYtW1bSR/XH6tCiDcxvaXZ1JtscddRR3HffvWj1LfmYNbD64X6/HzMtisw4TqTaLXE7pmYYHGfusFdnReqssVJicJCG9tJ+Q0Unddr5PhlobkKPxzGSSaRwOCdS+0uiQfaX9hmt8Cpl87TVVIoRPUJrY4Br3nMVQznTDsBdd93F2rVrOf300yve4/r7rX7B7AULeA3Yt2UzjTNm5leCKsEgamtrRSe1aZrQ14e+oHLtgXJxHzazlq3g2lu+7bjt/vvv59VXX3Wt8TOrMcRDr3eTaW6mR9e54IILOOccKzbly1+5haiWJajk4kBSybJFE8G6V0nRKIlnnqHX4VoZXb0aZdYs1zGS7aSW7YkzFzOZvcLZrXBiNdnw453U47Gvk1q4dWWfQsOMmfTvcRep7XuWKvnzk4mFpLIaKZS8mF0OW6Qu1+eWIuGq4j7AmgzZ1rWP2377O66++mree/75bDXNvEi9adMm7r77bjZv3kxnZyc33XQTJ4yry9TUMYvXn1idz+V+8qmn+N4jT/Hv91yKXNdK3/nvwrz2RNfv4csbNrHrW+/ipRXLuXh0hFkO9cC2bdvGsccey7333st5551X8fd69NFHueWWW7j66qt5//vfX3H/J598kk9/+tO89tprzJ49mxtvvJEPfehDRW2uZp/JpGqR2jTNtUKI/8ASpK8BFOBO4Oumab40Se3zmCBmricnO4hdthOjdzTD0vbSm+q2vkQ+y05ubkJ/8UXHc9jh9FI0QiDnbMsUdLgm4qQu18kq57LeH0KKVLFwYudQmpkNzoOY9vZ2tm/fzpKFczB0DV1V8Y1bDpIYGsQwIVijqI9K+Kt1UodsJ3VpJrWUyaDoGp0Rd7GpKxeDkrngEtQffI3UmjWETzyxZD99cBAznS4b9wHQ3NLCSG8PnZs3OorUaiaNkXNAtM6dSw+Ws9cYHSHx7DPAxEVqsITQQtd0JZFakiTC4XBepJbqSjOp8wU4IhGiDY3FcR/xeNV51DBxkbqtPgzDY+8fSmbxoxNymJEvh+20N+1iF7t2kd2ylcar3l31MdrrAhgIxg89u3NFEwfzURzuInU1k1KfuXQZlx09A4cxK2DlyU/UVRlrbqXrjY0lr7fFguiGSX8im5/kG086mSSjdDhO/Nn4FAVJ9pUvuJpb9hVtLh047g+FRcYKReru7m5M09xvJzXA2Utb8EmCR17vKStSg1U8MfHii4jZs4qd1AWxUYU8v32AeEbjx9edxJtWtrNnzx5+8pOX6WisThRuyWWWK7Nmga6jdXdb/49VVC2spmn6+n/Q9czjZY8TXLmSSCSCEKJIpLbvBdNdpAaou+Tig92EmhIN+PDLUt5Jncrq7B1K8a4TnZ1Vhxv2ADtbIPANJLL4cyt10qOlGa2FqBlnh+DhgO1mTWXdB+p7h1LMnoaxMM3RgGvchy1St1ZwUtt9mH85Zy7BxnYMTWX7wy9y/lGzePsCywF7xqJmFrWWN5AIITjllDHDwqZNm9iyZQs9PT3MnTu37HsLC1m6YW9TDXeR2nbWSp2dhM95K1t64nz3kTcc913WHsvlzMo0tHew7aXn2faSFbTsD4UJ1dVmCXU4F/cx3kmdyur5vGqwPj+75s547CgUKRwu66Q2TZPwyCA9jctp9Rn5pfMA/iGrnkSsvr4qJ3UgEEAIwftv/R6ZgnMqgUBV9wJJkrjkkku4/fbbefbZZzl73Mq63d09IEk0Byr3XUOhEA0+ieGGZigYY9mxj42aUlGkHm7pIArE0mPu1BKROudWTwwOOIrUFTOpMxnHLHN/SwtGKsXWv7sSSVHQ+vrIXnJxzcxU8+Z0EAf6untx9uZCJpWknyirZtejKAqtrWNi/wknnMA999zD3r17mT17dtlzDeT6m3MXLkYJhnjslz/lsV/+NL89EI6QbW0lVeDSdkLduxc5mUQTVCz+pqrqATlGZVnOTzA4MbsxRFYz2JsT/JYVOJyDkRjRVIZQLpPaTKYqitR+v5/QMceQePJJ0q86BwY0Xn21a3ukcBgRDiPnxozDw8N5wdXv9+fvhWbGjvso76QuR7mVk/a5gZqtTm+eNYf+ck7q3L1JCgTysUyFpLI6KVMhXWGiDSo7qQHkSLSqwokAb7zxBtu2bWP16tW8973vzRvNRDjM7t27+frXv86//du/cdNNN7Fp0ybOOOMMnnvuORYXmDwaZ1rfr8F9nQxlNW7+wn9xwrxZnPm2q/jaz/7Amt99k2+dPJNPfOITJec3DIOvfO5GTDWNr74Ova80WtcwDK6//vr8eKMSDzzwAL/73e948MEHee9731tx/82bN/PRj36UD37wg0QiEX7wgx/wkY98hHQ6nW9zNftMNlWL1EKIhaZpbgL+wWV7g2maQ7VqmMf+YgAyPoc8K1tk+Y+71+cdSYW83jnCu0+2bu6+pmb0wUH23PivJfvZM6tyLEYgN2jKJAtF6iQN7eUFkHK5bWDNdGez2Zo7qdNaBZF6OMXMBudztre38+qrr4JifXY/+ufrYNzDwNR1mDGf0BQJGNWK1CgKyLJjJrXI3QR3+t3daHbBobo3XYT4+fcYvuv/HEVqda+VPavMLP/3b25tY9vWrWx86lFMo/Rv0rlpAyIUwefz0TB/Pn3hMIO/+Q2DuSWoUiyGPIEZ4cKcxUKROplM4vf7yzpAIpFIUSa1mc1ipNP5DsV4J3XXlk3596ZGR6paXr2/InV7Q5ShXTCSTDMT6B9NowiDaHhi3xt7Bn/00UfJ7txJ4lnLpRy94PzqjyFESXRLOh5nqLuLYy68JO8Uc7r3GIZBJpOp6vse9vs4dWFthFybupZWNj/7FKZhIAq+0225e2bPaNpRpDYNAzWdIhvwO/5ehfhDobKFE0cHrGXQsabaZFKPLzJmM5GiiW7UBRVOXdjEI69387nLSrMDCwksWsjIPffg9/ud4z7G3Ssffr2bgE/irMXW51DJ9TSelqifTftG8R9jCdPZvXvzIrW6Yzvfeuy7+JL9tN/0bzS+730VHQHRaPSQFakPN4QQNEYUHnm9m9G0ymhawzStolNHAv7cd6CocGIiSyj3jKnkpNYymUM6k7oc+TiGMkaEPYMpVs1umKIWVU9z1E9f3IouGI8d3VHJSW0/O89d1MDSpfMYHR3lmw/D6YvbOfnkefvdtsJ6LLUUqbOu08xjTmpFU7noyvPYcdppVbX1/d/8QdFEsBIMOsY97A9KLne61EmtFTmpwRJjyxVOlCKRsk5qY2QESc3SH6wnxkjRCqzgSBdqqIFINEZ3d3fZNqfT6bxzXfYphPdTsF+4cCHLli3jiSee4LjjjitaCr9u/XpkLYtIlJ8gy7c/OcKgEmXLli15EdE2KMxVwhVF6v5oCyEE0bglumUymbx4lRepcw7xxLBzLnW5PoVpGLm4j9LrJjRvHuzejf/oo5AB37Kl6LJcs3Hq4jltvChk9u7tct0nm0oxIAtOmNVQsu2oo47iL3/5C2vWrKkoUvf39xMMBolEo7zts/9e5IoN19dT19JKqq0Nrbe3rPic3rABOTeurhRZOJG6O074fL6ybuFZuZjOPe1txHS9qKCkPxwjKvYVFU4sVzQRrHvV3J/8eL/bC+BrbkYMD0M4xP/93/8VbWttbWX27Nk0p1Ik5swh1d+Pf9ykQCqVqipj3G3lpE0tndQAzbPnsPWl59A1FdkhXjabTiHJPqKhoKOTOqlaInUyWVmErUaklqLRiqtTbI499liOPvpoVq9eDRSP4T/3uc9RV1fHSSedBFgTHatWreJTn/oUd911V/4YTTOtMcVA5x7ufvJZfvnD7/O3H36L97zrXexecAn/c+Pb+e53v+so5n7729+mceZ8WPscSkMDWn+pSP3tb3+bFStW8Pjj5c00Npdddhnz5s3j9ttvr2r/u+66i4cffpjmnCnqqquu4phjjilqczX7TDYTifv4GXCuEKLFNM2iMFAhxO1AixDiDeA+0zQfrGUjParHLpwoOTwI5jWHeeuqmfSOOgfVn7ygkSuOsxywkTPPYPRvfyPrEvkRPukk/HPnEhgeAsYqalv/X9lJXS63DcY6qbUUqUOKXNFJ3TWU5qwlziKR3Vmvm7uQE9/yd/niBeN5obOfuhoVP6tEtXEfQgikUKgok9owDCuaIfcAeMPnvmQtn9Xd0QxvehNDd97J6EMPlexn2mJrBSd1fX09piSzZ9Mm9m7c4LiPtPRYmpqakINBFj38UD7mA0BuaqqYf1ZIoZO6kPGitRNFInW99RnpwyOuInVicDDfqUvH4655daqq5t0Mg7nfbaIduJlNUYaA3X2jLF8MfSO5AhORiTn5lVxnru+738u/Fly5En+Fju54fD4FhMgPtvdttZbcti9YzM6Eu0ht/11quXJiIsSaWzF0jS0vPJvLDzdJjY6S2riVC3pf46nvPsq6YOmAxjAMME2ykj+fLeqGPxQqm0k92t+Xb0stKHRSF9LV1UU4HC4qBLg/XLC8nS/eu4Fd/UnmNrtfb3bxREWSiu5TdpGTwkxq0zR5+PVurqjfzXe/9Q2AfHxMNR11sJzUT8X7UWZZ2d493/wmSvsMME1an3yKuC7wfev/0XRJ+Ugim1gs5ihSV7pveEwO5y9r4+HXu/nr+n2A1a85cd4REvfhkEk9kMhSl3supY+AuA83KsV9JDIaQ0l1WhbYbI0GeHBDNwv+7X7H7SFFLhFCx2P3le1nqX2vDTiIbROhvr6eQCBAT09PxX2rEaklScIHqA6CvE1epM6qBCcQS+VTFHzK5BWfivjlksKcyYyenyCxcXJSa5qGYRhVOam13GetNzaRMBJFcR91iW705pmubu1CbFG8Flx88cX8v//3/1i9ejVXXHEFYAlfO3fupFmY+f5LOUzTJNu5G9+Clbzyyit5kdpeNTvHH+a1vcNljzGomiiRJoJD/VAXK+5T5LKDoy1Wf9YtNqOck1rNF0Ar/dzs2iIzvvpVAoGA1Re49dbaidRtMR6Tw/T3On+WpmmSTaXIxhSOnVN6nQeDQY466ijWrVvHpZdeWvZ72N/fT1NTk1WEfeUxzFl5TMk+vtZWzFQKI5EoWfFmk379deTcd7mSCF1N3Ec5ZFnGNE1Xt/CsxhA+dLrr6lg+OlokrMuhCFGRKYj7cHdS1+reCVbkh7+vl6s+9akiV2wikWDv3r1s2rTJ0kHOPANeesn6N45K+cgwdi2PXzlpMzw8jN/vr9m12jRrDqZhMLSvK19IsRA1ncIfClEXcsmkzuqkUUglk+i6XtaEEo/HCQaDZa8dKRqtKpMaSic7DDszXEj86U9/4uijjy76zE855RS+8Y1vMDg4SGNulUZDh6VxbHzqcVbNnE3f5tetY/v9tNTHCC8+mf4Nj5Sce+PGjbzyyivMP+Vinrnv95ZIPa7Olb3P9ddfz49+9KOqfieY2Pj5mmuuyYvP9nsvv/xyfvrTn05on8lmIneLo4QQvUCTEGIEuNk0zR8IIU7Aiv+YaZpmtxDiy0KIbtM0X5mUFnuUJ/ew8PlLHxSKLPG99x5f1WHCJ57Iwrv+XHG/oGbdfAqXkWWScQLh8iJ1MBhECOHaybI72rUUqQO5TGq3WWFVN+geTTOz3vmc9qzsSCrFedd90PU8L33962U7B7Wkaic1VuRHYSZ1/iY9MoIpJN4gim6YjlEJnUMpZEnQFgtgfPhDSHV14LLsSm5ocC0kYWPP5r7rS/9Na6uzoH/b7b/M55X7mpry+V77g33zHn+9VRMpEw6H844VOSfsGSPD0G5dD4UidbSxCS2b4Qc3XA1CkInHWXLK6SXHTCaT/PSnP83nwo1vZ7XMbYmxAdiwd5C5+0bZtNfqlNdPUKQOLFnC4tV/y7tbAXxV5EOPx+9XyAqDD/3HNwFBVBulfu4yvnrHQ5hC4kJFYrSzDW1OXVGHYzK+7xOhMTcrfvd/f6Vk23w5TCYzAxEqvafJskxk4Up2ZebQGCk/weAPlhep43mRuvZxH4XYRRMPNFPswuVtfPHeDfxtYzcfONO92GPAFqkNo6KTenN3nPRQL5FAJ7MWL853CAOBADMrTHzZtEQDDKdUzPYOIuecjdbVlZ9sTSw5io/OuJi7TnXP3x9PLBYryn30nNQHl6++49iD3YSDxphIPfbsHUhkmd8SJhCJkBp1F6l1TcXQ9cNWpB6L+3Dul9irwWY3Tr/JpY9dtJSVM90nDZfPiFW8X0+WSC2EoK2traJrF6oTqcHKilTL/D5220MdM/J9rulA2O8jMS5OJpHVmDEu4zsUCuULRNoUfjZSOFzW9ad2WyJ124LZDO3YQ/f2rfz+C58DIJYZJN1yEqFQiFQq5SrYAVWvTquG5uZmTjnlFJ599ln6+voQQuSfhR0NdYzs3l7xGOn4KNlkgjktzWzYsIGvfe1r1uvpNMuWLWNeY5i/rNtXtiDzQCKLGm1lUU9PiUhtL/ePtLUhJInE0Jix5ZFHHsn/TWxTiJMwptkTJA6fm72/7cSudb91dmOYpC9aFBlY1DY1i2noZCW/64qQ448/npdffpkNGzZw3HHHuZ6rv7+/4soIX5tlmNB6etxF6g0bCOb6aeP7muM5UCd14efvKFI3hJgpjWBIErPHCf1SIIoiDIRmfQ+NZNI1S7ra+1hVbW5pQd2927UGjGma7PnTn9n7ta8x53/+B2X2rKLtQgjXul2FFDqpnRgeHqahoWHC/f7VP/9fenaWmhXtscw93/qqYyb7wN49qOk0Z2z8PfJmwe+33FG0Xe9PcszIKCGR4vdf+ByyQx01m56eXvxqlt//p3UPbJu3kPM/8I9F+0jRCOpu5xoz4/H5fMX3jdwY/uUd2/ORoIWu7Y6ODnRdZ82aNVx44YUAKP4AbfMXsfXFZ8eOq/iJNjbREO5DVTXOGheNpOs6n/nMZ7jtttt4/zf+COTqXA0OYuo6IhdnY++zrkLUzngm8redNWtWyWuqquYz3KvdZ7KZiEjdBDwGPADEgTcJIbYCtqpiT7P/HPgycFWN2ugxEXIiteSw/GIy8OfEaDvuw9B1sqlURZFakiSCwaCrk3oyRCt7BjWjGfklP4V0j6QxTZjZ4CwUxmIxQqFQxc6620zmZCDLMrIsVyVSi1CoKO4jn+01NES2uRVVyAy4ZO92DqWYURe0Oo7z5jHj5psOqN22SJ3RdccliIZhMDg4yNKlSw/oPDbjB3A2yWSyojBc6KSWcm3VR8aWNubFtnCYZaefzWh/H4Y+1lFYcVZxZIamafz+979naGiIyy+/PH9+RVGYP3/+hH6vOS3Wg/TPL+3iWy8kaBRJ/i4ATXUTF9CUA4h/sFkyo5mN27YxqyO3zG5wGEyFWU259mSTPPHQfax5+lFOOukk5s2bhxAiL9YfLJF67tGruObL/5130YCVyRdsbuPYLz/GJ9+0lKsuXOL43l8/t5P+P6+r6KRWqoj78IfC+GuUZ+8U96FpGj09PVVVf6/E/JYIi1ojPLKxp6xI7Z8zBxQFRVWLO4bxUpH64de7Odq3D38gwLve9a79EljswpyDGYO5//u/Rdsee2o7vfdsIOxw/3cjFouxe/fYUthkMokQ4qBdqx5HLrZIXVQ4MZHlhHkNhKJ1ZZ3UajonvhymIrX9nXZzUu8ZtPqas1z6dweTlTPryorU1TBZIjVYqwjXrVtXMXO2sOBYORRJQs2tuHI6XjqdRpgmsRX7X9x3MogEZJKZ4usrOS6TGpzjPopE6kgEM1HZST1v2Xx+2dnLqhnh/Oe0OzSHjkXHEw4rmKZJJpNx7cNmMpmaTqaee+65JBKJ/MqiaDTKsmXL8HfvZs/a5yteH0P7rBiL4489mvZ4uihf+JhjjuGZbtAMk67hNHOanPtBg4ksqbpWFu/dAosXjetTWCK1LxYjUt+QF3t7e3t54oknqK+vz4/NFi1a5LgaSs3lAzvdJ8f3qWo9TpUlgYjUoY44FytUc8JgOBpxjZebO3cuTU1NrF271lWkVlWV4eHhIpekE75WW6TuJbDQuTBiZsPrhM4+K3/cctQi7gPcY0ViQYVF/mFk3aBl/Djdb/2ts8lRoAUzlURqbys5BtRWpPY1NZF6xd2zKYQgZhrUj4zQNqM9v6p1wucpcFI7MTQ0VLOoDyAfh5NNJQk4fI8MXUdIErIk0BzqDxiGiZm7V+i6XlakNio4rcHKpM5UWThRUZSie4+9wrw3N64Ph8NFTmr7/8evJrr6y98ozvn3B1CCQWLBIdLb13DjN35XtP9Xv/pVbrjhBlpaWhhIWn8nqa4ODAN9cBBfS0vRPlOJYRj89a9/5de//vUB7VNrJiJS/8Y0zWsLfk/Wj5YAAQAASURBVP6BEOLDQC+gm2NhanuB6tbRetQec2JLow8Ua3mdn3RuBjuT+7IHq+gYlVuuNhkitV0wIZXVHUXqrmHrnB0ugxghBO3t7WVFatM0D/hBPFECgQDbt2/P5yuNZ/HixcyZMycX9+HgpB4YxJhhuRT74hlnkXo4RYeLw3x/sB+WdjGH8YyMjKDrelUzyNVQzkltuzXdiEQipNNpNE0rivuwKXRSx/x+zn+/u8veNE3uuecedu7cyTve8Q6OOaZ0id1ECOc6CtefPofW+csZ6e1k4+PraYwdHLfY3Bmt7Hr0Adg1lsu9/MxzecuNHwash9zWrVt5/vnneeyxx0ref6ARFPuLEIIZi50nROpDCj2j7nE6A7ms7aqc1GWW+I729RGrYUyQk5O6p6cHwzAOKI+6kAtXtPPzp3YwmlaJBpyfOUJR8M+bi5xOOzupCzq4j7+2neXyIKecfNZ+iyt2geC+eIYZ4+5ZKdXqmIYqLJ0vJBaLkUwm80tVE4kEkUjE1b3m4TFZ+OXiuA/DMBlMZmmK+AnGYqTKFE7Miy+HaSa1T5bwyxJJ1dlJtnfQdlJPP5G6Fvh8Pnw+Hzt27CAYDOb7qbUQqdva2kin04yMjJQVOqoVd/yShObzYaoqwmHf1PAwPlUldNRRB9bwGhMJlDqpkw6Z1PbYplC0tcVU20mt9rrHp9gi9cqjF/LGC0O0vfs9XHzUDLKawWc+/wCfbO0gFLKen+WMFrWM+wCrH/2Od7yj5PW1f7kHXVVJDg8RaXDvTw/ts2rWzJq/kGMdIgL2qJb7dfdA0lWkHkhmCTd14OtaC+AaIRZuaCSZc1KvX78egH/4h3+o2Me0o1WcROrJdlIDhOqbkAe3OQr+9vi6o6XB9f1CCI4//ngeeeQR+vv7HYVoO2awapG611k013p70Xp7Cc2eDT09FUXqWsR9AK7FEw3DYKYYIpxQYaT4WWgo1vWUTloTLEYyhagQ91EbJ3Uz+sBA3inr2O6cecytPdVQjZO6knPeifGO5UJ+cuMNDHfvc436mbV8JVuXv5fX9g7zxU+dV7Tt479/mc3bdnBy5mVOvfrqsoa07373u8ycOZN3vvOdrvtYcR/VidQ+n6/oWs0XTszdKxVFKRKp7ett/PXglvP/0kN/JrTwRBYfNZZc8Oqrr7Jr1y5uvvlmAIaS1rNSrm8AQOvvZ0NnZ9E+U8nPf/5zLrvsMk499dQD2qfWTORu8VThD0IICWgBBoDCEXwDUDlAx2NSkZSpcfICBCKRvJM6kxMeApHKhYzciovAZDmprQeEW/HEztxyULe4D7AcJWvWrHFdYre/BfAOhJkzZ7JlyxY6Ozsdt2/ZsoUPfvCDubiPsc/bvvGa/f3Isy0npF1JfjydQ2mOm9NQszZHo1EkSXIVqe1OVK1E6sLCiYVUE/dhO1GSySTBXAdXHxlrt5FIgqLkB1tOxY9sHn/8cV555RXOO++8AxaoYew6W9Ee4ZRjOti0aYSNHDxH8lHnXmhlxuWuLSEEy84YW/IkSRJLlixhyZIlDA0NFcUo+P3+momntaQtFqDHJccfrEFTNOAjUMYJAFYmdXygtECGTXxg8kXqWhRNLOSC5W387+PbOOYLzmUoZEnwyYuXcsWixcjxeIlILcLhfMe9dzSD6N2M8EkH1AmyRepeh3tZKqsjBAR81QvMdmf14YcfJhAIsGvXLi/qw+OgoMgCISCrWyL1SFpFN0yaIgGC0RipkSpE6sPUSQ3W5JNb3MeeoRR+WaI1eniK9AAtLS1s27aNbdus5dk+n68mE792PZaenp6yInW14o5fli2ROp0Gh32TPT0oqkrw6KMPoNW1J+L3VZVJHQqFMHLxVrZIXOgylyIRzB3lndRSfT1HL2zDJwnW7h7i4qNm5K/tcMBXsfg81F6kdiOWy4Ae7estL1J37wMhqG9zjpKbmxOmdw0kcVvrNZjIQttMlJdzUZNOq7NiMaKNTYzm+lsbNmxg7ty5VX0X1HzcR+nnNhUidX1LM2xT+d2fHkQeN45M9lkTT3PbyxtrVq1axd/+9jdefPFFzjzzzJLt9lixokidc/W6idTp160c3tC8eRVFal3XMQyjZnEfTuzevRvFVNHjOno8XiT0a75cHazcRK6RShUZJAqpdkVINfiami2n7PCwa2SlmXs2SwdwHdnivy2GFqLrOul0uqZOaoC33Phpurducd0+a/lK1q2NOxdOzGpI/hBkxgojuhGPx8sWTYSxwomVVnOA9VnZ2tOePXvYXFfH8Jw5aDlNJ5VKFZ1vJNevaqvC5b5161bWPvEQjRf8M8O531tVVW6++WZ+9atfAaAbZoFIbd2TUl37uPmb38jvM5Vs3bqVu+++mzvuuOOA9pkMJiJSHy+E+FdgA9ABXA/0YQnUhT3jc4HdpW/3mArMfNxH9U6xAyUQjtC1eSNP3/FrkrlCipXiPsByG7iJlJPtpHbCLg7o5qQG6yalqipDQ0OOAurBEKmvvfZa120PPPBAXlQXoSBG0sFJPTpKaN5c6IYP/WpNfklxIQOJLG8+pnYCoiRJ1NXVTZlIrSgKPp+vKO7DMIwJi9ThfCZ1sZNaCofRNI2HHnqI559/vqxQfeyxx3LuubVZbDJeiLR/v6kYmDgRbWrmtLe/u6p9GxoaaGhomNwG1YD2umB5J3Ui67r0shB/MFy+cOJAPy1z3WMzJopT3EdXVxeBQKDi6oFqOWV+E/95xVEMJp3jhl7ZPcTX/7KJYyOtyF1biI/Lj5QLxN6HXtnJYqmPBUuPqqpQjBstubiP/nhpm1JZnbAiTyi7raOjA5/Px7PPjmXPnXjiifvdPg+P/UUIgV+W8k7qgVwx2uaIH380xmCneyaj7RD0HaRnw1QQ9su8tHOQbz20uWTbY5t6mdkQRHKouXG4cMMNNxSJdoqi1MQNaA/Ou7u7WbLEOfYKJpBJ7fORUhSMdNoxczo1OGgVTTxqesV9hP1ykZHDNE0SWS1ftNOmsDD8eJHaivsIoyfdM6m13h6UtlaCisxRM+v45TM7eWhDN7ph5tsRCvny53DCjgKZir5gXYvluB3p63FdkQaWkzrW1ILP5froqA+hyIKdA+4C/kBSJTpzNorqJFLH84aRSEMje15fz0O/+hk9PT0sn9HK03eMLVP3+QO0zV/IjEVLCRYIUgcz7gNg/vx57HgeOv/wPdd9jlpcvqB5XV0dixcv5plnnuGZZ55x3KearGMpGkUEg+4i9QZLpI4sXAgvvFBWpLY/s1rFfTixadMmEILBEUDXMZNJRK6PmTFlMqbMaM5gZBVOLC9S1yTuo8WaCND6+lxF6ryT+gC+q3be9NNPP+26T61NQB2Ll9GxuHz9qdjrGxlJqyXicTKr4wuEYLS8SJ3NZslmsxWNIVI0ApqGmckgKnwfC4uhv/jii2jHHQdnnkFm40Z8Pl/R5CJYQnYwGKzY7x8YGODmm2/mlm//kGt/tZ6hXKTH008/zb333us43r3sn/+ZmT4f//vUk677nH/++cybN48dO3aUPf/+YLf5Zz/7met3s5p9JouJiNT/CfwFOArQgX8D1gF/AP4mhLgNeA74NPCnGrfTo0oEtkg9NXEfADMWLWHDE6vp270TsB7uTbPKP0TB6sht27aNn/3sZyXb7BvIZGRSp9XSfCSAruEUdUGf67J1GHOUdHd3TxuRuhyForoUCqMODuW32bPRsq7TtnQhHz9miauTWpYE7z55Tk3bVl9fz8aNG/n+979fsi2ZTCLLck3jH+xCMzZ2B7NakTqRSNCeW/42Pu4j2dTEbbfdRmdnJ6tWrXIVAUOhECeeeOIBF62zsTttL7zwAps3b56U782RTlsswHPb3QeUA4ksjdWI1KEQ2bTz4EvXVBJDg1PipK5F0UQbSRK8/4z5rtszms77fvo8P3tKcJ6ukin4/hmJRFEe9UsvvkBMmFx24YEV5SiM+xhPUtUnFPUBVsf+85///AG1ycOjVvh9Uj6T2hapGyN+9FisbOHEI8FJfdTMeh5+vZv1nc6O8nefVNs+zHTDjvyoNaFQiLq6upJMzvFUHffhUywndca5v5keHSUgS67F2g4W4+M+MpqBYUI4UBr3AcVxcsWFE8tnUqvdPfjarLHGv1ywhLvW7s1vO25OA2cvaSFkpPLncCKbzWKa5hSJ1Lmi8n3OYqbNUPc+GtrdC3LLkmB2Y5hdZUTqwUSWhbNnIPt8SIwXqUeRIxGEEHQsXc5rqx/ihWeehpaZ7H7iYfZqziJqY8csIrm/UzonmCn+6p3UEy14Xo4rr3wTr8zrIJN2/m6EIxGOPa5yDM5b3vIW3njjDVfDTGNjY8VxghACX1sbg7/+NcN33VWy3UgkUObOJZBz6LqJxzDWD53MuI9NmzYRaJxBN9ZkrR6P5/uYadUgSYChoSFMw8BMpZBc/m7ZbBafz1eTSDe5yRKp9QHnYpgARjqFCAQQB3C+trY2Pve5z7n+DWRZPijjwrqggqqbpFWjqO+dVnWCfj/BYLCsSG1vq+ikzv2djXi8oiP9sssuY8aMGXznO9/hggsu4E2jcUb/+lfm//EOtm7dypYtxe7wNWvWcOWVVzpm2NuMjIxw44038u1vf5uMYplshlIqXV1dnHjiiaxduza/75aeUf7pW3cw8Jfv8aMf/IBVwNILL2TtW95SdMwXX3yRD37wg/z4xz+uSR2hcm0u1CzscWK1+0wmVd8tTNPcK4Q4Dkuk7jdNcy+AEKLNNM20EKIN+AFWRvXXJqOxHpWxH0jyFIrUl/3LJ7nsXz454fcdffTRDA8POz5EY7EY8+bNq2kHK1BF3Idb0USbQkfJihUrSrZPN5G6UFSvC4XyBQJgrEMhGQaBefP416PdHTKTwemnn86rr77qun3WrFk1zX0NBoNFHXr7/8s9eGBMpN68eTOpVIquJUvoHxqkO1d5t1PXeOHEE5D6+3n3u9/teF1MFrIsc/LJJ+cHj7FYjDlz5lT8nTyqp7UuQO9oxnUZ2UAiS3td5c6fPxQiOy6n0iYxOAimOakita7r7Nu3j1NOOaVm56hEwCfzo2tP5KM7tqJse4VMNpu/VvvSafTmZnp6ekhlVfyD2zHrO6paUleOSMBHSJHpc3C/p7ITF6k9PKYTAZ/En9bs4cktfSRz0QPNET+j0TqyqSS6pjn2//LL2A9jkfon7z/pYDfhsKWtra1i0fBqReqAX0FVFCvuw4FMJkNkGvZhxhdOtIt0RhziPqBYQC78bIxIGCOVwjQMR2FK6+khsGgRAG9a2c6bVraX7GMbqN2c1LUsnFmJQCSCPxRitKJI3cWiE8v3P+Y0hdldQaRuiAXxz52DYhglmdRSTsw65vyLOeb8i/nBD35AMBjk7//zP4uOk0km2Lf1DfZt2cy+rW+QTuQMHtEoi08+jWaHzGwnkVqSpJqO92TZxwknHXfAx2loaODkk08+4OO0feITJJ9/znV75KyzSDsYIsZTi7Gx/d4f/OAHrvvMP+5MNrxgZSQbIyOQGwOnVZ2MCFqaQ+6+I4UnP8t9zEntHvVnpjMHFPVhEwgEDtoqWjfqcis+RtJqUd87mdWZUacQjUZrIlLbE5qDv/s9cmNDyXYpEKD+iisQfj+yLOejT8LhMA29fcimQVtbG1/5ylc46aST2LhxI8uXL2f9+vVs2LCBn//85/ljfeMb3+COO+7gvvvuo6WlhcHBQa688kquvfZaXn75ZRJpjeTWF/nVDx+ha9UCPvrRjxYVMR3Y2I3SaAm8S1es4NTzzgNgvLXNjsNcvHgxK1daq4p6enq4/PLLufrqq/nYxz5WtL/9HXOaqKjUZrDua2vWrKGhoYGPfvSjVe0z2UxIyTRNUwfGq0onCyHWmabZA7inmntMEZbgK3zTQyQth51NO1XYcR/pMnEflURqv99PY2Ojq6NkuonUrTnnb09PDw3hEGZB3EfeSW3o+OdUdr7XmuXLl7N8+fIpO18oFCqK+7AHEJVcELFYDJ/Px3PPPcdzzz0HJ54Aug5//KO1QzhMcyrFtf/8zzWLUZgIbxk3++pRW9piQbK6wVBSdXRMDySyLJ9R2fGvBEOYhsHaB+4uKaAykiuiFGsqnxE4EcYvjezr60PX9SnP/W6M+Pmvf7mMlz9yJ4Zpjg0w2tqsf7mfAwKOO+W0mpyzOeqnP+Ec9xFyKJrr4XGo8OHzFvPSzsH8z+eFFZa2x1ifG6RlEnHCuWI8hYw5qafXINbj0KC9vZ1t27ah63perBtPNptFlmXX7TZ+vx/N56Pzs58rWk0DgGmSbW+jpcb5qbUg4vcRL8iktvOpy8V92BSKxplIBEwTM5XKxxHYmIaB1tubzwN2w63OyvjzTYV7UghBrLmVkT53p302lSQ5PERDrki7G3ObQry6Z8j5GJrBaEajKezHP38+iqqWZFJLBWJWb28vPT09XHbZZSXHCoQjzDvmOOYdc1z5X64Ap7iPYDBYs5Vp05G6Sy+h7tJLyu6j58S0auI+DsRJvWDBAi666CLX8/h8PqKzl3P3/71mtWt0TPxMqToZOcTQUC+6XSivjJO6FlEfAHJuxbVeph6NkU5VjKg4VKkLWlrISEotMvPYhpFKInUiV+eskkjtnzsXhKDPYWW2jWkYNF51Fc888wy33XYbALfffjtyUzNn5yZFFy9ezF//+lduvvlmFi1axN69e1m9ejULFoxFMXZ3d7N9+3ZSqRSJRIJzzjmHdevW8fjjjxed7x7Zx4/2lkaw9Yy4x0dWIpPJsH379pIaZON/p7a2Nq644ooJt9nn87Fnz56q9pkKJnS3EEIsBVqBwifyEuDzQPm7mMeUIk9hJvWhQqXCiV3DKY6f21DxOO3t7a6OEvvhWasH3IFi5892d3ezLBjCKBBp852GYAh5Gg4Iak0wGCzKwLYHEJVE6kAgwMc+9rGxQgs3/iu+5mZm/Me/A9D5mc9SDwdFoPaYfNpilqjTM5opEalN02QgkaU5Wvn73thhDc5W/+LHjttln48mB/fO/mJPlD333HNs3LgxP5g9GMUpF85qZjSeIL6jh7WnvRmAMx/6NalIHWvOeCsA0UiIN5924MVEwYr8cI/7mLpVRh4etebvz1rA359Vml0fjOUK8IyOOorUWr4g2OE5GPaYXNra2jAMg/7+ftfVLtWKO+GODrQ9e0oEWgCEQAuHicyZftEsYb+PjGag6QY+WRpzUo+LCHQqaljopFZz241kskSk1wcGQNfxtbWWbYskSWWLz0+lkxqsXOpycR9D3fsAysZ9gFU8cSipsqs/SWRcjEpffCzeyD9vHr69e8kU1pmJx4siYjZs2ABQs9WNtsB6++2351+rVd2cQxmnaLnx1MLA5ff7Oeuss8ruM5DIklSsZ5wRH4u/yqgGmi9INpO1Vi5C2UzqmonU9fXg85V3UqfSNXFST0fqQjmROl18bSSzOmG/TNQfLRFcC6nWSR067jiWvvA8ZrbUnAKw85prGbn3PhqvuorTTz+d008/nR//2BqL7f7wR1BzReUBTj31VO68807Xc916663ceuut+Z9fe+21kn1W/eeD/N1xM/Or2QvpHskQnHssGVV3rAFmc95555UkDcyZM4deh4z48b/T/rR5PNXsM9lUPVoTQtwMfBHbqltMX81a5FETxBTGfRwqRHJuh7//+Yuu+1RyUoMlUm/cuNExS9t26k4XJzVYg4uenh6kUAgjVeqkDrTULmJgOhMKhYomF6qN+wDrAWk/JFOBAObgYH6gFh8exncQhD+PqcGe/f/4718mFiy+r5pYuZTVFE5ceuqZfOSnv8MwnCfJfH4//mDtsg1lWebEE0+kr896PIdCIVatWlWxovtk0bR4EWft3cN1/3w5AFv++B1Ci+bwvtzPtaQlGmDPYOngPZ3VCSm1ixDy8JguhKJWDmIq7pzHfCRkUntMHoXRcQcqUgcbGkAIOn7yY0cRVf3iFwkfpOdUOWzRNKnq1MlSPp96fIRUubgPRVHywvSOa69FjBsrmNlcdm8VsVfj66wUMuUidWsbXVvfcN0+tM8Soio5qec3W5/NObeudt2nJRqwnNTbtxfl8BvxeNHntn79eubOnVuz2jYdHR1ccsklRSsy50zDyZSpxhbvJ1ukrobGsIIetq4hfWTs2kipOqY/AhkYygnGUxH3ISQJX2MjWjkndSbj6uo+1KnLjZlGUsURFCnVWtUYDVQX91HNOL1cDYO6y99C3/f/H+q+fSgziifKjGQSqcbxUg1hhW29CZ7ZWvp3X985TFPEX1ag9rCYiJL5LuBDQA9wHlZxRAH8A/AfNW+Zx35igmlOaeHEQ4VFrVG+8NaVDCZdlgpJgnedVDn2YuXKlezevduxeEMwGGTZsmX5mI3pQHt7O5s3b8Zoa7Oq32azCL8/76T2tx9YBuyhwvgOfbVxH+OR6+rIbN+W/9lIJmr+gPOYPhw1s443rWxnJFV63xDAWYtbOHdpdd/34BQWghJC8Na3vnXKzleJwJLFxB99lNeXj7maouccWJFEN1qifl7ePVTyelLVaIt5Ip3H4Uco56ROuwz41LQnUnvsPy0tLQghyhZPzGazVYk79j5O+2uahq7r0y5bFSwnNUAyo1MXVPL51OMzqWVZxu/3F7mcbQFfCEH41NOou+KtmBln11/4hBOIVJEnHA6Hp42TOtbcSnp0BDWddlytMbjPcipWclKft6yNr7/zWNKq82R+0Cdz3rJWjNR8ZM0gPhhn7ybLGdun1TMjYk3W9fX10dPTw6WXXnogv1YRsixz+umn1+x4hwvVOKlrEfdRDUII6lqsVa2FTuq0qiMp1jhtaKCfAJQtnFjLuj5ySwt6WSd1Cmka3u9qgZuT2or78BGNRslms64TA/F4nEgkUjFCqhL1l19O3/e+z8j9D9D899cXbTOSSeQaTWTZzKgL8uSWPp7c4uzhXTWnoabnO1yZyN3iQdM0fwQghDjJNM3Hcv8/CnwS+MgktM9jopiWSI3kxX2MR5IEHzizdJnsRGlvb+e6666rQYumhra2NkzTZChXoMVIpZD9frScsyPosBzlcCQYDJLNZvOZirZIPdHMPqm+DmN4zK02GbOwHtOHSMDHj6/zCnIdKI3XXGO5RXTDekEI6t9aexc1WE6rgUQGwzCRpLG8SC+T2uNwxZ4AS4+6OantuI/DczDsMbn4fD5aWlrKFk/MZDJVOantfbIOS7Ntl+p0FKltJ7WdS53MOmdSgyUgj3dS27+30t7GrK9//YDbEwqFGC1wEhcy1Z9jXatldhnp76V5Vqm7eLi7i3B9A36XiAUbv0/iqpMqu5PVefPIBGYwmB7lx7/9jvXiCbm4tC98Ib+fXXDMY/KQJAlZlqeFkxqgsS2XAz1aLFJHg9YzcmhkhHbKZ1I3NDTUrD2+5ma0gQHX7UY6fRg7qccyqW003SCrG1bcR67fkkgkyorUB4p/3jyCxx7L8L33OIjUiRJ39YHy/atPYEuPu0N8UeuB/05HAhMRqRuFED7TNDVgrRDiPaZp/g6IAu/GE6mnB7nxuPAyqT1y2Ms0BxA0Yj0Q5fp6srlcrsDM8svvDhdsx3Q6nSYSiZBMJgkGg0gO1dXLIdfXo/X2svmMMwErQ9ATqT08yqPMmEHrhz88JedqifoxTBhMZmmOjnV87WItHh6HG8FoLpM67ixaqZk0sqIgeQYGj/2kra2NvXv3um6vNu7D3ue+++4rMQnYYtZUFPybKLZj2han3TKpoXTlXi0jBGzC4TC7du3ivvvuK9lmTyZMmZO6xVpNNtrb4yhSD+3roqG9drF4vtZWmoaiGMF6Fp06G8Mw2fz8PtpCo8y74FjAcv/XKurDozyKokwbkbq9pQ5NkjGK4j4MmiIhAoEAQ6OjtANS2FkorHayrVp8zU1kt21z3W6m0zV38k4X7IjEkfRY3Ecyt0qiUKSOx+OO+e7xeLxiHnW11F/+Frq/cguZrVsJLFqUf91Mpmo+hm+NBWiNTb+J1kONiYjUW4GMEOIbwOeAp4QQHweOAnZVexAhRBB4HAjkzv9H0zT/QwjRBPwemA/sAK4yTXPQ7Tge7gjTRExQePM4fGlqakKWZfoN3RKpc8sDM7nw/dCsWQexdVOHLVJ3dnZSX1/P0NDQfi3panj72zFTaUzTcoQKIdHwjrfXtK0eHh77jy1M98XHidSq7uh68/A41PGHQkiyTLqMSO1FfXgcCO3t7axfv95VcM1ms1UJCh0dHcycOZORkRFGRkqd/x0dHcyahv3ScM5JncjFfNiZ1BGHZ8r4ooa1LMZmM3/+fN544w3Wr1/vuH3WrFlTJvbX5UTq1bf/hMj//bFke9fWzSw99cyanU8IQcDXSOtQjEuOW4Khaez9W5D50T7OO//8mp3HozoqidRTFfcBMLspQsIXJFOw4jWj6gQViYaGBoYTCcA9k7ra2KJqkZtb0Pr7MU0TIUTJdiOdRkzDSblaEFRkAj6pyEmdzk3uBRWZaNQag3d2djreq0ZGRliw4MBXwAPELr2U7q9+jZH77qP1xhvzr3uroacvVd8tTNP8qhBiN7DJNE1TCPE24FZgJ/DlCZwzA1xgmmZcCKEATwohHgDeDjySO8/nsITwz07guB55TDjA/B6PwwdZlmltbaU/nWYxVv4VQDa3/Ch4hBT+sAdPv/71r/OvzZ07d8LHCSxaxIx///9q1i4PD4/a0pITpvvjGSCWfz3pxX14HKYIIQhGY6Rdlv+r6Qy+aRih4HHoYBdM7OnpcSwYV60Q29DQwD/+4z/WvH2TTYmTOidWO63OCYfDDA0N5X+eDJH6+OOP5/jjj6/pMfeXWFMLK8+5gJHeHkzTLNk+Y9ESVpxdY/E4HIOBYbZdbtXekM75NobfE5sOBoqi5IVoJ6bSST2rMURcCZHoH/M52oX6Ghoa6NuxA3DOpDZNs+bfVV9zE2Ymg5FIIkdL3dtGOoV0mIrUYOVSF2ZS2ytQwn45v9LhL3/5i+v76+vra9IOpa2NyGmnMnzvfbR89KP5CQMjmUSKePeN6UjVIrUQ4lTTNPPqjmma3cB1QojzgE3VHse0nl52UIuS+2cCf4dVkBHgF8CjeCL1/mGa4DmpPQpob29n68aNAKg9Pfg6Osj0WE7qYEftluBNZ+bPn8/VV19dlIM48wiJOvHwOJJojVkDjN54Jv+aYZhkNMOL+/A4bAlGY2x/+SXu+dZXS7Z1vbHJc1J7HBB2dNwdd9zh6DQcHh6uuRA7nbBjPbpHMgwksvQlrOdL2O8c9zHeSV2rZevTESFJXPaRT0zpOeXZcwk1xpl13X8D4LvfhzzvyDDdTDemU9zHrIYQe5QgqaExJ3Va1QkqMg3RBrZls5g4i9SapmGaZk3vY3JzMwB6f5+jSG2mM4jDuFZEXdDHSKog7qNApA6Hw1x//fWu2fpCCBYuXFi7trzlcrpuvpn0a68ROvZYTFXFzGYP20zwQ52JrLt4P/Ccw+uvAb8G3lHtgYQQMvASsBj4f6ZpPieEaDdNswvANM0uIUTbBNrmYSNAmDguKfE4cmlra+OVV14h4/ez558/BEB85Qo49tgjxl0lSRJLly492M3w8PCYZJojY3EfNqlcDp7npPY4XFl62llsfvZJ+nbvLNmmBIMsPvm0g9Aqj8OFhoYGzjjjjCKHcCGtra0ce+yxNT1nNq3Ru2tMwJBkibb5MWR56o04dSFryHzTn1/jpj+/BkA04EOWSsdboVCIdDrN888/D1jL1p0yVz32HwOZ0IxW6i5bBYDy2FPohjf2PRhMp7iPOY0hNvuCqCOFIrWRj/tQTZOs349wiHjI5AoM1zLuw5cTqbX+Afzz5pVsN9JppODhK5KOd1KnVOtaCOUm9+Y5fCaTReziN7HvP/+T/p/8lLo3vxkjba0s9+I+pidl7xZCiOOBt+Z+PEkI8e8Ou60AJrSGxzRNHThOCNEA/FkIcXS17xVC/CPwj7B/S/WPDEqXWnkc2dgOGPnTn6JdWJ377f39MDiA7EXDeHh4HEbUhxR8ksjFfVgUujc8PA5HzrzqGs686pqD3QyPwxQhBBdffPGUnvPZP2/ltceKizWe/77lrDxz6lfBtcWC/PCaE+gZHXuuLG5zdke3tloZzffff3/+teacWOVRGzTVQFbGJit8ioSWNQ5ii45cqnFSS5I0JePNlmiApD9EaOcb7Lzu/QD8x7Z+Zq8Noc5ugRntJGIxhIOr215pW9u4D+t7P/ib35B4+umS7WYqhQgdvquc6oIKQ8kxw4jdFz8YhhE5FiN20UWM3H8/ow8+mH9dyWkkHtOLsiK1aZprhRAzsJzSDcBJDruNMrFM6sLjDwkhHgUuBbqFEB05F3UH0OPynv8F/hfgpJNO8tRYJxzywDyObOwsweTSpTSdeioAykMPIT/7rOe69/DwOKyQJEFz1E9fgUidVseKtXh4eHh4TH9SCZVoY4ALP7ASQzO453uvkBrNVn7jJHHZMdXF4x1zzDEsWrQIw7ALbIv9KtTt4Y6uGsi+ApHaL6PlBDCPqUVRFNLptOt2VVWnJOoDrP7fuuWnMm+LSp1hYJggmSaSMAnnRGhx6aWOY9/JEKmVOXOQm5oYufdetwYTXLKkZuebbtSFFHYPjEUfpQ6yYaTjlq/Q/M//lP9ZKAr++fMPSls8ylNx3YVpmg8IId4EvN80zRsr7V8JIUQroOYE6hBwEfA14G6sSJGv5v77fwd6riMRExCeSO0xjlgsRigUoru7O/+apmlTsvTKw8PDY6ppiQaK4j7GnNTePc/Dw8PjUEBXDQJhH7OXNeYL8h0qbllPlJ5cdM3AV+ik9kueSH2Q8Pl8FeM+pnK82XPCmdw8exWXHDWDrGbwuxd28++Xr+S9J87g7q99DS68wPF9dtxHTTOpYzGWPPVk2X0OZ7NYXdA3Lu7DveDsVCAFAgS96M9DgqruGKZpviSE6HTbLoRYaprm5irP2QH8IpdLLQF/ME3zXiHEM8AfhBD/AOwC3lXl8TwKEMIL+/AoRQhBW1sbPT1jCxQ0TfOiPjw8PA5LmqOBoriPsY6xV1TYw8PD41BA18bcskIIK9JBPTREao/JpSTuw+9dGweLauI+pspJDXD+sjY2dI5wzyuWdNUWC3DUzDqCwSCBQMA1V992UtcykxoObxG6EnUhhZGUVZBSCOFF73lUTdXTWrkYjhasYoeFU0w+4J+Ad1d5nFeB4x1e7wcurLY9Hs6YCM9J7eFIe3s7L7/8MoZhIEkSuq57TmoPD4/Dkpaon6098fzPyWyuWIvi3fM8PDw8DgX0cUKk7JfQPbesB6XXhs8vkxw+eFEwRzLVFE6cyvHmDWcv5IazFzpua2hoqChS19JJfaRTF1TI6gYZzSCoyAc1k9rj0KJqS5EQ4lNAJ/AUsLrg38PAOyeldR4TR+BlUns40tbWRjabZc2aNaxfv56BAa9oooeHx+FJazRAbzyTXyJuZ1J77g0PDw+PQwNtfO6wIntuWQ/AEql9468NbwLjoDDdnNTlaGhoYHBwkEQiUfIvHreMDZ5IXTtiQWtyYiRlXR/pgxz3AfDoo49yySWX8Itf/KJk2+uvv8473/lObrzxRt75zneyZs2aisd78sknOf3004lGoyxfvpwf/OAH+bGHE9u2bSMajfLoo48e0D6FlPudDqTNg4ODfOlLX+Lkk0+u6ri1ZCLTWv8f8BvgDiBe8LoAPljLRnkcGEfuohKPcsyePRuAewuKN8yZM+dgNcfDw8Nj0miO+slqBvGMRiyojLk3PJH6iMc0TW5bdxv7Evsct0tC4t3L3s3CBmcnloeHx9Sgawah6Ji45eUOewAYuoFhmKVxH4dIXvnhhi1S25EO45lOInVjYyObNm3i1ltvdd0nGAxOYYsOb+pC1t99JK3SVhckmdWQJYFfPjjRew888AC/+93vePDBB3nve99btG337t2cd9553HXXXZx++uls2rSJM844g+eee47Fixc7Hm/z5s189KMf5YMf/CCRSIQf/OAHfOQjHyGdTvOJT3yiZH/DMLj++utJJBKubaxmn2p/pwNpc1dXF3fffTff+973CIVCVbWllkxEpO4EPm6a5uD4DUII556+x9QjhOek9nBkxowZ/Ou//mt+ORNYM8oeHh4ehxstUStTsC+eJRZU8hXFvSWGHv3pfr695tuEfCECcmn25FBmCEVS+NTJnzoIrfM42Gx4qpPEUMZxmxCw9NQZ1DVP/YDtSKQk0sFzUnsAumaNc8fHfWiqN4FxMLAFaLcYSU3Tpo07+cwzz6SpqcnV6VpfX39QBLnDlbqck3o4ZUXuJbM6YUU+aDndl112GfPmzeP2228v2fa5z32OOXPmcPrppwOwbNkyVq1axac+9Snuuusux+PdddddPPzwwzQ3NwNw1VVXccwxx/Dd737XUaT+9re/zYoVK3j88cdd21jNPtX+TgfS5o6ODv7pn/6JRx55hOeff76qY9eSiYjUnwHeBPzBYVsHsLEmLfI4YLxMag83GhsbD3YTPDw8PCadMZE6w4KWyEGvKO4xfUipKQA+f9rnuWLRFSXbz/39uSS15FQ3y2MakBzJsvqX5Yczasbg9LctmqIWHdnomlccz6MUPXcN+MZdG6rnpD4o2CK1qqqOIrWqqkQikaluliOxWIxTTjnlYDfjiMF2Un/tLxtpjQV4bc8wwYPcD3eahEilUvzpT3/i+uuvL3r9lFNO4Rvf+AaDg4OOGso111yTF3vtY19++eX89Kc/Ldl348aNvPLKK1x//fX86Ec/cmxbNftU+zu5MZE2T/TYtWQiIvXxwLlCiJVA4VNAAv4Oh2KIHgcBL+vDw8PDw+MIpzlquXb645Yj0qso7mFjC9BhX9hxe0SJeCL1EYqasdxeF1y3guWnzSjZ/rPPPkk66Z696lFb9JJMai/uw4P8REXhtaH4ZfSs7ho54TF5FIrUToLWdIr78KieoXu2ku2sLnLCjQ7D4GeBOrQ9KqByJTL1oSA9P3p1v47nnxmh4a0HNknsdH946aWXSKfTtLa2Fr3e0dGBruusWbOGCy+8sOR9s2bNKnlNVVXOOeecotd0Xeczn/kMt912G+vWrXNsVzX7uDGRe161bd6fY9eSiYjUbwLOBM532OZZd6cNwnNSe3h4eHhMPqYJL/4UEv3O2yUZjr8WYqViz2TTGrOc1J+641U+f9c6EhlL2Aj6PJH6SMcWoEM+Z3dI2BcmqXoi9ZGInWmrBGSEVDowC4QVskltqpt1xKJp44rj+WWSI9ky7/A4EtA163le6KSWFQnTBEMzkZUjW6TeObKTB7Y/gOkiz8yNzeUtC99Ss/MVitROaJrm6LD2OPyRJYmjZtYf7GZUZN8+K7m40GEMlvMeoKenp6rjGIbBX//6V379618Xvf7Vr36VG264gZaWFtf3VrPPZODW5oPNRO4YPwM+CrxiFgT5CCEU4PO1bpjHxDFNE/PIfi57eHh4eEwVA9vgvk+W30eS4ayPT017CmiNBvj0JcvoHErlX1vcFkVyEJ48jizsuI+w4uykDithz0l9hKLmXLo+v3NRJ3/IRzblidRTRWkmtRf34VHgpC6oMaHkVkmpWb3omjkSuX397fxhs1M6q4VA8KZ5b8Iv1yYnupJI7TmpD00O1LF8KBIOF/cLdd3qE1Sbqf7zn/+cyy67jFNPPTX/2quvvsquXbu4+eabXd9XzT6ThVObpwMTEal/B8jmuKR50zRVIcS3atssj/3BMMFzUnt4eHh4TAnZ3DLAq26H5W8dt9GE/2oe22eKEULwkfOdq3F7TC9e6X2F76/9PobpLD41h5r58llfRpFqM8itxkk9kh2pybk8Di3yTmqXWKBASCbjidRTxniRWvZL6F5xvCMePS9SF2dSQ+47PD3ijw8aSS3JrOgs7n/7/SXbfrXhV9z64q2ktFTNRGrbJe2J1B6HKnPmzAFgcHCw6PWREasv2NbWVvEYW7du5e677+aOO+7Iv6aqKjfffDO/+tWvXN9XzT6ThVObpwsTmWo0gVuEEL8EEEK0CCE+L4Q4wzTNoUlpnceE0A3Ty6T28PDw8JgatLT1X38EJGncPxmUEKip8sfwOOJ5bPdjPNf1HJqhlfzrSfbwwPYH2BffV7PzpbSck9olkzqseHEfRypa3kntLFL7QwoZL+5jSjB0A9NkXCa1nJ9I8DhyyRdOHJdXDqB5kxiktTQhXwhJSCX/Qkoov0+tKOekNk3Ti/vwmPasWLGCUChEV1dX0et79uwhGAxy4oknln3/wMAAN998Mz/72c+KJmSefvpp7r33XhoaGhBCIITg/POt5OTzzz+f+fPnV7XPZODW5unCRO4YtwD/CPwNwDTNPiHEV4D7hRDfMU3zgclooEf1GKYJQiDwOnAeHh4eHpOMLeS5OFJRQmNCtoeHCwk1QdQf5ReX/aJk2yO7HuFjqz9GQqudI98WoN3iPkK+kBf3cYRiC6BucR+BsBf3MVVoLm5Zr3Cih6Y5XRvWxJI3iQEpPUVQDjpus19P67UXqbdt20Y6XXxcOy5hOopgHh42dXV1vPOd7+Txxx8ven3NmjVceeWVJTEghYyMjHDjjTfy7W9/m8bGxvzrXV1dnHjiiaxdu7Zo/xdffJEPfvCD/PjHP+aMM85g7ty5FfepNeXa3NHRUfPz7Q8TEakvBJYD77NfME3TEELcBXwV8ETqg4xumFhxHwe7JR4eHh7F6JrB7g0D6JrzAEIJysxZ3uRYrMpjmqLmBiOKi0jt85zUHpVJaklXV3NUiQIQz8Zrej6oUDjRE6mPSGwX5rO9z+B30KL7VIlM6sjOu50q7L6CTxnnpPYyqY94nOM+bJHam8RIa2mCPmeR2n7u1dJJHY1az+knn3yy4j4eHgcb2/GvacUP+X//93/npJNOYuPGjSxfvpz169ezYcMGfv7zn+f3+cY3vsEdd9zBfffdR0tLC4ODg1x55ZVce+21vPzyy4A1MbNmzRoaGhr46Ec/ynHHHVd0nqGhIQAWL17MypUrAarap6enh8svv5yrr76aj33sY1X9Tvvb5vHHdjruZDMRkXqNaZrbhCgREOYDS2rWIo/9Rj+MCydmUhrJ4Yzr9rqWUNGSQA8Pj+nFtpd7efAn68vu887PnkT7gropapHHAWM7qd1EaiXoidQeFUmoCVdXc0SxwkVrKRrbcR9uTrOIEvHiPo5QRhOWY/+/XvgCSX9pLvkJnW/iFPVyNFXHpzhHgnjUhrwQ6St2Uhu6iWGYXhHcI5h83IfiFPfhTWKktTSNwUbHbbZ4XUsndX19PR//+MdLXNQ2kiTR0tJSs/N5eOwvzzzzDLfddhsAt99+O21tbVxxxRWAJQj/9a9/5eabb2bRokXs3buX1atXs2DBgvz7u7u72b59O6lUikQiwTnnnMO6detKHNg+n489e/bUtO2ZTIbt27fT2dlZ9e90IG0eHR3lzjvvZPXq1XR3d/PNb36Td7zjHZMWPzKeiYjUA7n/5n26QoizgH8BXq1lozz2DyPvpD78rNR33PICwz3uYseKMzu44H0rprBFHh4eEyEdt2Z5r/zE8QQjxcv++vbEefhnG8gknYuueExTbAHaVaT2nNQelUlqSSI+50pXtkhdUye1miQoB5ElZ5ExrIRRDRVVV1Fkb4nykUQ8ZYnUNxz/95y76OyS7bfc9j8AZFOeSD3Z6A6RDvb/a1kdf3BqM25N02T00T0Yo1nnHQRETutAaXVfFu5RGzTHCYyD66TWR7MYblFAksDXHMTB6DcpZPSM60qhfNxHjaPY6uvrqa+vr+kxPTxqzemnn87pp5/Oj3/8Y8ftp556Knfeeafr+2+99VZuvfXW/M+vvfbahNtw3nnnYVbQ6pz2mTNnDr29vSX7Vvqd9rfNsViMD3zgA3zgAx+oav9aM5En/O1CiN8BYSHEZ4FTgSsADfjMZDTOY2LYhRMPR29BfDDD/GNbWHpye8m25+7eRmLI3WXt4eFx8FFzA4e2eXUogeLBvaFbD2LPAXOIkXOkumZS+0Jj+3h4uJBUkxWd1DXNpNbczwdjBRWTWpJ62Rt0H0mk0lZfckHzfJY2Li3ZrgQtUSyb0gjX+ae0bUcaTkKkkhMiddUA54UQk4Y+kmXkrzsQigQOKzfNlIbwy9RfMn9qG3YE4jSBYefIH4xMaiOp0vXV50F3F57q37qQ2JmzpqQ9KS1FQA44bss7qb16IR4eHtOYqkVq0zTXCiH+A0uQvgZQgDuBr5um+dIktc9jAui5womHG4ZhoqsGrXNjLHEQqdc/sdcrlHEE8/rTnfTudnfZLTmpnY5FntBwsFEzlkhduDzTJj+48KqyH1pUdFIHx3KrPTxcSKpJOqLOhVrsTOpEtnYidUpLubrMYKygYkpLUR/wnh1HEul0Fl3oRIMxx+2+oCWSZpJe8cTJxinSwRYl1ayO+zd4cjBzE+2N71hC+Li2ku17/+NpzIzXh5kKHOM+bCf1QehH6gkVdJPoGTPxzyu9dwz8YTN6mcjKWlMuk9p2Uqd0z0Dg4eExfZnQWinTNDcB/zBJbfE4QAwDQBx2Tmp76ZbtoBiPzy+Tclt+NxntUXX2vD6IrjsL4/6Qj9nLGqdsWdeRzhN/eANDM/NCZyHZlEZiKEPHomMOQss8CtEyOj6/5FgYcWwJrzfZdEhRqXCiEobU0JQ1x+PQpFzhxJAvhEDU1kmtJsuL1Lm2JNTandPj0CCbVdGkrGv8TCCUE6lTXjTVZONcHE8q2jaVmLn+iXCYaAcQfhnTWw02JWhlro2D0Y+0r43AogZCRzWXbB+6e9uUTmCk9bRrzQXPSe3h4XEoULVILYSIAl8Ebs+5quuBDwKPmqb54mQ10KN67MKJh1smdd6B6SBC2q+rU9gp2fx8N6t/ubHsPu/+/Cm0zPYqGU82pmmiZXROvGw+p16xsGT7HV990av0PU1Qs0ZJzIdN0RJej0MHNQmSD9xye31B8AZCHhVIqIl8rMd4hBBElEhNM6lTWqp83Edum1c88cgjm9HQJdX1egyErXtdNuX1KyabfKRDYe6wYucOHwQhMufQFS5Z5JJfwvD6m1OC8wTGwcukzl8bLuNUEZDzQvakt8U0SWtp90xqT6T28PA4BJiIk/o7wPVYRRLXmqY5LIT4FvBXIcQXTdN8bFJa6FE1+cKJh5mDN++kdhG4fH55SjslyWHLtf2ufzsJSS7ukPTuGuFvt28knfBcNlOBoZmYZpkJDEWa0sGMaZrsie9BM8aWAs+JzcEnTW2Bn+mI5aR2/g4XLuH1OITQ0u551JArnOgNhDzKk9JSrk5qsETjpFY7wTiplXdS29tqeU6PQwM1q6FJWddJjHDEynn1ivxOPmXdsgfDSZ07p6sQ6ZfzkSAek4uuGQgBUsHKvDEn9UEQqW2XvUsfV/LLGFPkpNYMDd3UXeM+7OebJ1J7eHhMZyainCwFlpmm+Yb9gmmauhDiN8DXsQopehxErMKJh1/ch5rJZY+VifuYyk5JOqni80u0zasr2WYalotdTXt5hVOBLWr6XJwtPr9EOj51g8m/7PgLn3m8uI7se5e/l5tOvWnK2jBdUbN62Ykm8JzUhxxq0j3qA3IitSf0ebijGzopLeXqXAVq7qROakmagk2u2z0n9ZGLmtXRJNVVpI5GrNczKa+PN9nYTuqi3GHlYLplc0KkQ9FE8OI+phJNNZAVqciUJctWnNzBifuwXfblnNRTc83aWdNucR92QcW07onUHh4e05eJiNRrCgXqAmLA0TVqj8cBYBdOPNxE6kpOasU/tW7ZTFIjGHFe3m63UfWKp0wJ+eIprlEwMpo6dcVK9iX2AfDFM7+IX/LznTXfoSvRNWXnn85oGXeRWpIEknxwBhceB4CatoojuuELeXEfHmVJadaAulz8RlSJ1jSTOqWWj/uw84g9J/X046ev/ZRNA5vyP7eEW/jUSZ9CEs59gImiZw3LSe3i7I9GImQwSCamrl9xpJKPdPBNFye1Heng3I8RinRYO6lN0+QPm/7AUGYo/9qK5hWcM/ucKW+LnhOpx+Ob4vGgjZG7HiW3ayMgY0zRxFZGs+5Nbk5qn+RDkRTPSe3h4TGtmYhIrQgh2kzT7LFfEEKsBD4DbKh5yzwmjGEcXlnUNmpepHYXItWsjmmaUxJ1kkmo+VzC8dgiXDZ9+HZUpxN5J7Wby16RptRxk1ATCARXLLoCSUj8ftPvveJbOdQycR+Q+1sdhKrsHgeAmrSKI7qhhEBNQW4C1cNjPPb9sVJGdCJbw8KJFeI+8k5qT6SeVmiGxnfXfpc6fx0NgQbiapy+VB/XrLiGWdFZNTmHrpoYsuYa0VUXiLHXlyKRSNXkfB7uOGVSjxVZPoiRDmUKJxrxqSviPtVsH9nOl577UtFrLaEWVl+1esrboqs6PgdHu88vox6EfmTeSe0a9yGhD01Nu2zx2U2kBstl7TmpPTw8pjMTEam/DTwjhFgN9AFHAZcCOvCe2jfNY6Jouo55ODqpMxWESL8EptWhdYt9qCXphEow4vzVUYKek3oqsR0TZZ3UU+iqsMUP29UV9UfpTfZO2fmnM2pWJ+qyAgFA9ssHxR3lcQBo6QpxH0EwddBV8Pmnrl0ehwy2EFwukzqqRBlID9TsnBUzsH1e3Md0pD/Vj2EafPT4j3LVsqt4ZNcjfGz1xxjJjNRMpDZUMH3uz6GYP0ZWTpBMTJ3Ak0mquNVDV/yyo6P0cMCpON7BLLKcj/twFamlvKP2cMSeKPzeBd/jrFln8e2Xvs3vNv3uoLRF01yc1IqEfjDjPlwLJ/owp2hcWCnuAywB23NSTx3bXu4lOeI8gSVJgoXHt7qu0PaYOjRVp3fnKG6Wz3Cdn4a2MsYcj5pStUhtmuZmIcQFwM3AWwAZ+D1wq2mar0xS+zwmgKbrgOBwk6nVrE6TLGDTAPF9pW6qSHeSsGQJllMhUmeSGg3tzjcpuwPtZVJPDVo1TuopHDQk1WSRIzCiRNiubp+y809n1IyO4tKBh4M3uPA4ANRU+cKJ9jYtNe1E6p+89hM2D2x23f62JW/j9JmnT2GLjkxsIbicaBxRIjVzUhumQUpLeYUTD0F6ktZCztZQKwB1fqsuyEh2pGbnMDUg4L4qMeaPkfH1kU5MjWN27YO7ePpPW1y3h2IK77/lzCK38eGC3XcrzKQ+qE7qCnEf0mFeONG+H0aUCD7JZ30X9AyqrqLIUyuwWXEfpX+Hqa5RZDPmsneJ+/BLGDVu1+hjuxl9cu/YOWSJ5mtXkA5U4aT2BfNRWx6TS3wwzQP/81rZfZKjWU66bP7UNMjDlZce2MmL9+9w3S75BDf89zl5rcdjcqlapBZCfBDYYZrmP05iezwOAF0zQBx+q6q1jMEpEZns33bjNCyIAkcFcx2TKZiJTCdUgmHnr46QBL6A7Dmpp4h8XnnZTOqp+1sk1WRRAbCoEvXiPnJoGR2fSyY1eHEfhyRqCoL17tttl7Wa4vG+V/ivZ/4Lw3SeiGgKNnH7ZbeXjX2oFbqh872138vHBoxnb3wvmql5IvUUUCh8uBFRIjXLpLbdY+WuM1mSCcrBKXNSb35+H0/fucXVvRNrCvL2T52AJB9+QuRE6ElZInVbpA2YHJEaTUJE3EXqOn8dWTk1ZYUTB/YlCIR9nPyWBSXburYOsXVNL9mURig2vSYBa0E+7qOwcGJOHDg4mdQVCicqUl6sPBzJ1w/ITShG/VHAimxqkBumtC26ahRNXtgofgn1YDmpZYGQnQfgUs5JXctYyvSWITAhtLIZUzVIru0huydOep71jCs3Ees5qacO+1lx3jXLmH9sS8n2X/37s6QT6lQ3y8OB5HCGYETh4huOKtm2c10/rzyym0xC9UTqKWIicR/fBH4GPDRJbfE4QA5bJ3VGJyogePIMGt80r2T7nh+9QqA7OSWxDqZpkkloBMqI4YonUk8ZY3Ef7lEwhmZiGCaSNPnfi6SWLHIERv1R4tn4pJ/3UEDNGmUf7FMdzeJRA9QUxGa4by8QqV/ueZmeZA9vX/L2kt32xPfwXNdz7EvuY2H9wklq7BiDmUEM0+Ajx32E9ywvTSu77oHrGMnUUPjycCXvpC5XyDDnpK7FAL+aeBG7PVMlUu9aP4Ca0Vl8UnvJtsGuBF1bh0knNMJ1h58QORFsJ3VbaJxIXcPvqtAkpDJeB8tJnUJNTU0fL5vUiDYGWHXhnJJt/pCPrWt6UTM6odiUNGdKycd9FEzO+PJO6oNUHM8nEC59SZFzUk9VfZypxhapQ7nnuj2xGFfjNAQbprQtmmo4rh7w+WX0g2B2MLK6q8MeQAQkMEzQTfDV5towswbKjAiNb1+Cqeok1/ZgpLV81nS5uI+QHPIyqacILWPdqyINASL1gZLtgaBMdoomPT3Kk0nphGIKc1Y0lWxLx62JBK/m2NQxEZH6W8BzThuEEO8yTfOO2jTJY3/RNR2EQDrMOkdqWkMSAl+dH9lpkBZW8AuRL6I3mWiqga4ZZbOjlIDs3cSmiLHloM6dw8Klof7gRG53+0dgVOLa7ZfQ/9uNAJw1tJTWwWvo/c0GJCEhhXw0vGWha6bh4YppmmgZPV9Y1Amf33NSH3KoyfKZ1PZyUy1NUrNWGXzhjC+U7Pb4nsd5ruu5mhbHK0dfqg+wij45UeevywtiHpNLNYUTI0oEzdTIGlkCcukgbyKk1JzQUi6mJrd9quI+RgfSNM+Ocv61y0u2vf50J11bhw/KEvbpRm+yF1nINAWtAWRdwBKpR7OjNTuH0GUkxb0PbWVSp9FSU1OoPJNS8YdcaqAEDu8aKLpmII0ThSVZIAQHpa9gZnXXOAfI5RGbgGZCmWvoUGV8NFNUGXNSTzV6mUzqdHLqBT9TNZDKxNlJOQHbyOg1i+YxszqSvarXJ4EsMFNafjKhUtyH56SeGtT8il/ne8d8RdCwe5Shu7eWbhQQPrEd/8xozdqjDWdIbxrAbemWrylIcEljzc43HXn00Ue55ZZbuPrqq3n/+9+ff11Na3SP7Oad7/wGM2fOpLOzk5tuuokTTjhhrOaYg77z5JNP8ulPf5rXXnuN2bNnc+ONN/KhD33IdbJy27ZtHHvssdx7772cd955+71PNb+TG9W2+ZZbbmH9+vUEAgHa2tr40pe+hCxPjZN8IqqNDnxeCHEhMFzwehC4BvBE6oOMblgi9WGmUaPnZhjloEsOXMiHX0yNsyKTW5ITcIn7APAHPSf1VDGWSe3c6bM7BVrWwO/eX6sZ83vaOaF7KVltFCEE/z977x0myVlf+3/eSl0dJ25e7WqlXUWUA5IAIcBgy8gYYWxMNsnm58C1fX2NbbAN9/raXIOvDb7GJkeDAYMBAyIZgYjKOa60OcxOng6Vw++PqurpUNXdo+0ZpT3Po2cfddV0V1dXvfW+53u+54w6BXZZ23AO1RAeBFWH4kUb0E56EsqeeiBRs/ez+zhR3HmCwbOWieg0JMSja3T5tbciWezW3bXpOkjCTLNI6rJW5uHFbB/YExgeBlE2NxV7Tp1c/vhI6ubn9bGVKarFNVNS1xcsNuxIt81JuoROzCngmHGMifwEshSdk4JSQBbyUO0+JF/JnE9AbPehmAT22ky0bcOjNJY+xj7Zg7o9N0DpIPSEEI9Z11XoBkg9BAYJgR26/pNSiNBUUscFvmQMXavndit8N0gVniiajLdor/nxhH2V1PG1YQ/PljJ0/Ob7CiGQ8gqB5WH70ffvR1InxfoTWF14dnZ2UugG7PQCgqpN47ZuYURoe4RugPaSXUM7ntr1B2n87Gj2DpJgy/96RqZ1zRMd1113Hf/2b//Gt7/9bV7+8pe3bTsydYh3fujNXPftr3H55Zfz4IMPcsUVV3DjjTdS0KP1ghNnjvlVG2/eYveeh/nd3/tt3vCa11N585t5//vfz+/8zu9gWRZ/+Id/2PX5QRDwute9jkYju7g3yD6Dfqc0PPTQQ/ze7/0eb3rTmygWi5nH/Cd/8ifccccdfPOb3wTg1a9+NW95y1v4p3/6p4GO63ixEpL6ecBl8X+dWBtJwQn0hOdGN86Tze7DjwcEkUFwiUJMUturXz23GtFn5Ar97D5OtO6sBfoFJzaV1GukupFi0/SNf3ARQpG48eGv8PYfv5NvXPsN1s+Wmfng3QRP0gVlL/RTEgDIqoxXO+HL9oSCaywT0WlQ40WSa9FwG5lEZEJCrpUiaxAl9TDVmY9HvP+O97Ovui91m0DwstNfxoUbLlz140h+816e1EkRw3ANJvITx/V5nURLFgpKYU2U1GEQUl+0OXUsnXxvqmVPKKmZMWbYUFi2RBFCUNEqQyOpfT9ACqXM+QRATs7hKTa4EoEfrLpPuGN65DY/RZXUboZaVlvbQOwEoRv0JCKbalknQFr9aIU1R2dB8bFUUnu9ro3HKDhxIJJ6iMcWOH7zmgOQdIXA9JoK6V52H7p8Qkm9Vkie3Uqu+3pNwjT351We9Zfd9NrUe24Z+poxaLgoEzrrfuvcrm31G6eo/deBqNAmr3738WOBq6++mu3bt/PJT36ya9snv/aPrB/fyOWXR3k0p59+Oueddx5/9Ed/xIf+8VPAspJ65oN3482afPbGz/Cpn/trxhZG2Phbl/Brv/ZrnHPOObzvfe9LJan/4R/+gTPPPJMbbrgh8xgH2WfQ75SGL3/5y3z3u99lYiKaT6cd8wMPPMB73vMevvzlLzf/7k1vehPPfvazeeMb38gFF1ww0GcdD1ZyBX4U+BvgW2EYNklpIYQEvHPYB3YCK4fnxWTuk0xKHcQktZRFRBZVfCFw66tPcCVKar2YfeuoOQWrvjbJ74833D93P3/w/T/A8dO/f0Et8KHnf4hNpU1D+Ty36UndX0m9FpA8gS+CZrBOq0J0Qy5qn3oyp79nIVlE97P78B+DhedaIfADZg7UCfz076gVFCaG2NK3JnCtZSI6DQkR6JlNu480JAFMa6XImrPmADIJz7JWpubUCMIASTz5FHGGa/DPd/4zY7mxpmVCK47UjwCsCUmdEB+9SONhKvYSdXTRzePOLJPQclFFaik+F9TCmlyPRs0h8MJstWzyDHuSEpErwbQxzfZKey5JJVcZmid1Mk/oVUwVQiBy0RLIsXz04uqOD7bhZXbudZLU/pKNt7BMPEkFFXX9E5ct9b1032FZlfAfEyKyt0JaxPPQJ+scz/RMFKGgytE4+ZiT1Gme1OpjVMDoc2202n0M7zPbiXGRVwgs/4Tdx+MMXg+RThhfD058zS7ZS3zvwPfwwoj3ODecoGQM9xkzvXiMeXuG3/n+uwCQhcyfPv1PuWD9BchxAG/oBpFPwpMU+Xz3fNM0TW6+//v8wpXtuTmXXnop73nPezDeHQlXWpXU+XMmef0Lf5d1bpnqt/cT1Fzyo2WuueYaPvKRj3R9xgMPPMCdd97J6173Oj7wgQ+kHtsg+wz6nbLwyle+sklQJ3/becyf/exn8X2fSy+9tPnaxRdfjCRJfOpTn3rckdSfB3KtBDVAGIaBEOK9wz2sE3g08LyIQH2yeVIHcehAVpVaLqn4gL8GJLVlxHYffTypa3NPzklqP9w3dx+H64d54Skv7KriL1gLfO/g93h48eGhkdRNJXXG5DBRWqwV+Sm7Ak9Z/qxW8q25gHkKkg1eDyVBAkV9bBQwa4UHb5zie598oOc+r3znZYxueIKQCoEPvt1HSb0cnDiI3cdaKqm32qdy9J460E1E5g+uJ+cWaLgNytqTz5pnyY4c237/ot9PDbJ8w7fe0CSqVxuGa6DLOoqUPR0d5vVheiZ6kGPywwbHvFubr0tFlU1vf3qzyF9QCmviS15fiFqzy+MZSurE0uFEqCzT5jSXbLyk7bWyWh6akjrpgFNzvZdGih5dI7bh9cwnOV6EQYhtemgDktTTH7wLf66deNr0p5cip4R1PRGQqaRW5ceGiPSCPiT18NWy9r4lzLtbbBlkifKVW5BLax+ianpmMzQR2oMT1xq+G6TO+x8rK5jADZAyvOOhw+5jCAjDMLYYWT4Hki4Ttiqpe5HUsn4iOHGN4MYcRppIJ4y7fO343//Y/R/83a1/19z+t8YfMCkm2cLwBAONWo0Fltha2grA9w5+jxuP3sgF6y9ojm9P1kJbgjQx56233orrOUyMtYtXNm3ahO/73PvAXYCGY/mEfhAFl24ocOqztmPvWQSWi1Cu63LllVe2vY/v+/zxH/8xH/3oR7nnnntSj2uQfVbynbKwZcuWrtc6j/nHP/4xQog2MrtQKFCpVLj55ptXdGyPFivV8v+VEGIkDMNXCyEmgTcD3wvD8CercGwnsEIkSuonH0kd3fQiQy2rlDQcwDfWQkkdneOewYlPYU/qhET4s6f/GRWtXaH3yOIjfO/g94ZKRHlOFKyT1XK7rKRe/d8jDEMUX8ZvJalbyBWpkLSCPvWujaaSuodC7bFaeAIcrR/lf9zwP9qUJVfvuJo3nPOGoX1GYynqLnjh75yL3HG9Lhxr8MPP7WZpxnzikNTJuerpSZ2Q1FFw4sbCxtTdmkpZZ20Wu7PGLL9w55u57ra7M/aY5LJ1L6LqVJ+cJLUTkdSdY3SCLaUt/Ojwj9bkWHoVLxIM0w7G8AxGvRLCg+Jlm8idXMF6aAHjtmlC00PEauqCWmgq0lYT9Vj5mqWkVk4oqYGIIKs5NTYUN7S9XskNz5qnbkTK+lyuN/Gs6NH47Zira+vm2D6EkBswODGoOuTPnaR4yUac/VWq3z2AX3efsCS1l0lEPoaWDj09qaXmfsNC7QeHsB6Yj0jOMCI51ck8xUvTn6WrCcM12jpeEhHGWgUetyLbCkZOvTYSUimBUKVmx+MwEDo+UiW7cDDsAkboBhC2i7ekvIK7aGP5VqR4l7LHMV3R1+T5dgK9bSkTfsOOr80FewFFUvjWr3wLgNve+w2EO1xHXcUVkJN473Mjfeml/3pp8xnaFFPFa7HrrruOqampoX7+8WLjxo1cffXVQ3/fo0cin+6x8fG218vlaA2wsDgHbMKxPILY8kPEvvjN+9v2CYKAb33rW/zrv/5r2/u8613v4o1vfCOTk+k2g4PusxpIO+apqSlGR0e7QhLL5TLT02sTLL8SkvpvgN8EvgcQhuGsEOKvgW8IId4bhuF1q3GAJzA4/LgS92Sz+0gqjVlKajWeGARrQFI3ldS9ghNzT12SulcI1mqoLjzX7+1zHD9w1yRU07fJ+RqBujyhaP3OrQ+xpxqa7W497D7kx8hnEuDeuXu5c+ZOLt14KUW1yD2z93Dd3uuGSlK7to8kCbY/baJrjB5Zn+eHn9tNY2ntA38eNdx4gTOQkjoKTmxVYbXtJqnosr5mSuqlOYMdvsYlLzyZHeev69r+5X+5Cd0rPml9qRN7hJFceljf5tJmZsyZaEyTV5fganjZXuUJhklSm55J0Y8+Tz9tjPxZEyDAuG0av+Y0LT/ySn5Nrsf6fHTPl7KU1Cc8qYHlsNN1+fb7taJVhqb6rxnR763neqtUtbjgbK8ySW33mW82r41E2eUGqBuK6LvGmvuEa5THsRrIsvt4zJTUro/UI7g1meMFQzzngemR2zHCut88l8DyOPKOnzYtENcapme2jdV5JY9APCZKas/L9qQO/LDLL37q727Fn18WIYi8wqY/vTTTRnKl6BecKOWGa/eRkN1Sy5y61ZO6l4oaIpLa9m3CMHzScQaPN7g9On6TwontBARBGHXvqWXWF9YDEKggD9nuQ/UUvPLy+FlWy817uDmGPQXnG74XnZNSqd2W0Pejc6EXdCRZRM/bxIY2Ialzy+ft4x//OFdffTVPf/rTm+9x1113ceDAAd72trdlfv4g+6wW0o4ZIuV0J3zfR9PWppNnpcGJZwCvTl6IrT6+DLwLOEFSP8bwE7sP6UnmoRlPRrMmEwlJHa7yggEiJbUki55km5qTo3aQp+DD33ANcnIutXV7NcLRPCd9oppAWcPgxIbbIB/kCPXl37xp9+HUV6UV9ImCpN1N6XXfxAqYx+K+SYor77j8HZxUOYm/+PFf8OPDPx7qZ7iWj6rLqd+tMBKNYcbSE8jLvklSD+JJHQUn9grHK6rFNVvsOgvRv1tOG2PdSd1K6VxRQV3MDc3r9vGGQZTUEHlT7xjZsarHshIl9bA8qUtBdF0mCwwpbp33aw7qhuizCmqh6V+9mqgtWCiqlNmdlRRhk7CepyqOGccAmov3BMMMTqybMUmt9y7M6HEhwzFWWUkdz2lz+fRrI1HmubbXLH6L2B5meb7xxLWJ8XsQkY+FpUMUnDiI3cfwji20PKTx/PL7Cx5TkrpVSS0JiaJafEw8qX03QMkoYECkwtdikjpwfPx5C/3McXKnjuIermPcPk1Qc5AmBvdx7YW+18aQgxOTa0yonZ7UXmRp1Yekzit5gjDADVw0ee2tY55K8GwfRZMQUvfcP7kefMC1POpuvbluBAhVgeINp5CSIOep+C1iqiSDBUBS25XUq6FYfrxi/WRkQ2pY7fPMajWaX6xfv54FPWxTUkvx81aKLcIeeeQRvvrVr/KFL3yh+feu6/K2t72NT3/605mfPcg+q4W0YwY46aST2Lt3b9f+1WqVM844Y02ObSUk9W1hGO5JWWCfDOwa2hGdwKOG50Qk9ZONGG0+jLNI6riVcS1IastwyRXVnudY1WXCIMT3guaE6amCXkRUosAYLkntp7ZQJWi2Sq/BgsbwDPJhDtQWkrolOFFIAqFKT8kK9SB2H7IqQQiBFyKra0xSx2RUQpaN6+PM2/NDJcxd28ssbimqTK6gYDzplNR6c1/DM3oqZktaac1I6nAxIn1GMkLFtLyCOpd7yiqpt5Yjr8LD9cOrT1L3CNRMkIyjwyCNDc9oKqlFbKMgVxKSerkbq6gUcQIHN3B7tk0fL+rzNqVxPXOcSXz8TyipIyV1F0kdBycOY6xuWNGYltf7EDyFaM5pm6vbvZfYy2UpqSVJoGgSru0vL5rjZ8yTwVvUd4PU+Z2iSliN1e+c7ERk99FDLbsKwYmB6aPG45SQBEKTCR+jgpXhGV0Bt2tZXE4Q+AFhEGYWMCCa82vxbRzExST9zHFKl27CvH8uIqkND9Kzk1eM0PGZPtzgns8/lLpdArYzfCW1aMl5kXQFvBDPcbsygTqRbDc98wRJvcrwnPRxDJZ/Ry+M8gcaTqM534HIfkPzV+rMm40wCNF9DXLtYqqm3Yf61BVTnbJ9J6qSY25ppu31Q4cOoes6F110EXu/eQeu5TcLhU27j5zEglnlne//AB/74idQ1eU5409+8hO+9rWvMTo62vWZz3nOc9i+fTuf+MQn+u6zb9++oX3XBPPz87ztbW/jYx/7WNsxA1x44YV885vfpFqtUqlEgpZqtUq9XueZz3zm0I8lDSu58ufjf5vlFyHEM4HfBe4a5kGdwKND8GRVUsctGIftI1BNGejDECkMYQ1sFOyGi97D6gOWQ3dc23/qkdQ9WrdlSaagFIZr9+EEqD3UC4MqqT3H578+cX+zvbYTkixx+bWnMrGllLod4gCwIActk8acnEMRSpOYFzl56HYftuFitpArelFFL60eqfJo0CSpeyipW3+rXup4jt4Jd/4bhBk+bZM74ZI3ruj4kt8nIanH9DG8wKPm1jLVpiuFa/k9v39hJEej+gRSUid+hhkWHkBTSR04RmSz0EdJvRaKLMM10BsVUAKKo+mLM13XUIPc0BSajzf0U1JvLm4GWJPwRMM1+t5jw2wrNz2TMaLPk/LR/Zgk2gct918yFpieiaqtIkm9YFEay1buyoqEECc8qZMQy06SuqyV8cJIPdhPkd8PphnZARR6WDoAFEvRuOaYq/ubJHYiWcGJED1TXdtfzm6J55/Sk6Bt23OD1A6DxyocL3T9wYITh2n3YXlNtR5Eyr1hEZ0rhemajOqjba89FkrqxOoly5Ma2nNoEitIOe6ASCydgiEJm6IQw4BDDy/y8IOLSCkKb8f02Daq9p3/O5bHfT86kmlno+ZknvasLc37ut2TOr7+LH8guw8Ay7Myi9UnMBy4TrYtZSLC88LoeVJza23zZJGT0YLhzT+a5HPLurmklViyojlhpyf1Uwm6WuSCHVdy6x0/a3v9tttu48UvfjGFQgFNl3Esr1koTMbmmtngL7/7Xt715/+bsbFlu62jR49y0UUXcfvtt7e95y233MKb3vQmPvShD3HFFVewbdu2vvsMG9Vqlbe85S38wz/8Q9cxb9q0ide//vX8zd/8DTfccAPXXHMNEIVLSpLEy172sqEfTxpWQlJ/Ugjxb0BBCPFW4OnAiwAP+OPVOLgTWBl8N1pgPSlJagl+5Zu/ii2lkzhf5p9gDSbjVqN/mrumL7fn5rM5zSclBmnpfzwqqeePNnj41mnGNha6VEthCMf2LrDltLHeJLVnoAcakrb890IIilqxGQgntOGS1GEY8um/+BlWfZmkVnIyb3j3M3uel7VGr+CQBM3fyg3oSRH87J8jkjqXQmx5Fvg2XPAaUAZXhxiegUA01SXjehScsWAtDI+ktn1UPfuRWxzRaCw+AZXUvRZDkgRyDtONVBo9ldRqaU2CE+esOUasdShj2crLfD6H6j+JSWp7CUVSulRxCdYV1qFKKofqh1b9WAzXYGOxdwiYEIKCWhhOcKJrMBomJPWyn6BQJfxaC0kdX6uDkOjHg/q8xUlnZ8v5hBAoOfkpr6SeNqfJK/k2lRksF1qqTvX4SWorGn+Lud7vUy4WcYBGw+q53/HCNhK7jz4kteMT2olH5pPI7iMrHE+V1sTCrRP97T6GG5wYBiGh7TfVehAp9x4ruw/DM9ikbGp7raSW1pykTrxjs0I1oX3On5DUUjy3T8b9YeUYJYSeF8Lz33A2p6TkXHz0f/yQQBJ95/9775zlx//+cM99xjcVWRd3G7baYCb2VdhBXyV1kjVh+as7hp1AbPeRIVAJWuw+HMuj4TbaAsblnIIaKviuh6wev6J6OfBv+XgqaoVDtWiut6ykfuI+NwaB60b3vuctj6W26XH1Ra/m77/+uzzwwAOcccYZ3Hvvvdx33318/OMfB0DTFT5/3cf4y3/6AR957jvZqCssLCzw4he/mBfuuJy7HryHPd+cw/d9brvtNkZHR/m93/s9zj///LbPX1xcBGDnzp2cddZZAAPtMz09zTXXXMMrXvEKfv/3f7/vd0rwnve8hy984Qt8/etfZ3JysnnMr3rVq7jjjjsAuo751FNP5bd+67f4zGc+0ySpP/CBD/CWt7yleTyrjYGv+DAMbxdC/CURIf1KQAW+CPxtGIa3rtLxncAKEMQX5pONpBZBSCjBM7c/i587+ee6tn/gzg9ghwHSWoTjGS6lsd4P/87E9acSDLd36/awSWrX8ZuT0jSkTVjTkJCoV/76aWw9oz3ZNwhC/vm3r+9LEhiuQTHIIefah9XWSbykyQRDvE59N8Cqu+y6eD3bz5nkyO5F7vvREayGS+lxRFKvSEnd7/w0ZmHz+fCb3+/e9rN/gW++FZw6KOPd2zOQ+OImpGVCUs9b82yvbB/4fXrBsfxmASsNhRGNo7uXhvJZa4JB7D4AVJ2G065UT0NRLa6JcnfOnGPEXEfx5OzpzzJJvfrH81ig6lQZ0UYySXpJSGwubV6T32OQ4EQY3rPD9EwmwwqIZSJPCIFU0dpJ6vhaTfzqVwO+H9CoOj2V1BD79T8F5xOtmDamWV9Y33XNtpLU/Yod/WBaFqBRTAkLavvMXJkjskW9bh7X5/VD05O6p5JaidqPm0rqhKR+Eth9ZAQnypqMv0pKvyAIufeGw22hmBt2VNh6+lhEUqccT4Jht8onhKbUUqSQdKUZ2rXW6PSkhsfG7iP57VNDNeMxfa6+wPd3f4sgDBjfk+M0RvnuzPWYno9iCi5m/fCU1AnRGGbfq3pRJXC9vp0NZvwMet3fPrPrveaPNPj8X9+MbXiEHcUoWLavElaIPtLfkxoiJfUJrC7cHh2/y3Yf0Xhfd+qURpcLsUoc4ltrLDE6evzeNJ4ZixlbCl9tdh9NJfUT97nRDz/96U/56Ec/CsAnP/lJ1q9fz4te9CIc02PdyBa+8Jkv87a3vY1TTz2Vw4cPc/3117NjR2R7p+oy84uz7Dt8AMuzMXyLK59zJffccw83cAN8fflzFEXh0KHeQo8gCLEaLlpeQUrxLO+Ebdvs3buXI0fa5+ZZ3ynBsWPH2Lt3L6Zp0mg0uPLK+JhvuKHtfTqP+R//8R/5kz/5E37rt36LMAw599xz+dM//dO+xzksrKgsE4bhg8AbVulYTuA4EcZVFEk8eUjqMAwRfoCjhFy08SKuOeWarn2+tudr2MInvwbtKVbD7ammhWUiznkKBh0ZrtHVDtiKkjpc31nPCZqhc2kY1O4j+a3UXPeQKEkCRZX6Fh0Mz2AihaQuqkVqsZJU5OShLhqTY9p46iinP30jkiy470dHojbksT5/vIbolW6dQB405NKYg0LGZE2PFY/WEhQGJ6lNz6SoLBdXxvTo5M1b81l/smK4tke+nG2NURzJ0ag+gdLWBwlOBFALGPE934ukHvbYkIXpxgwVe4KxDdnFNC2nRHYf1pNXSV1J60RowZbSFg7XDq/6saQFJ9ZuOIRzZPlakEsaJWU4JLXhGVTCjUh5pe0+k0saQYqS2nRXj4hsLNgQQnmAwrf7JFc29cOMMcO6fLdCMbmOhxFyatsOoFHqQ1KXtTK2bGKsspLaMlwQkXorC4ndx3L7cUxUPQmCmnsqqVfpfpg9WOOGf2v3Fa6sy/Oqv7gUyM7GgcgzGkUMTYiQkKitdh8iJw9NAbxSmJ7ZVVAsaaWmFc9aIbHC6KWkvm73N/nQ7HsBeOHCsziNl/N/7n4PC2oVKZT4Ov+P+lKVEpuP+3gS1alP2JOk9ha9vkpqq+4iJEG+3J19lNj4OZZHGH/1VmV/cu/LjhjY7sP0VrfQdgK9O35Dx4cojqeppG4VemlxiG+tUR0KSW02ojmUkl9eN5e18nK371NASX355Zdz+eWX86EPfajt9SSc+vIrLucF1zwn9W81XeFlz/kdPv2X/5vqd/ZTnhjh7rvvBmDqPbegbi4y8Yoz+x7DVVddRRiGVOdMPvLff8hzX3MGZ16xOXWfVpx00knMzLR7Zvf6Tgne/e538+53v7v5/8kx94OiKLznPe8ZaN/VwIpIaiHEc4C3AKcDFvA94D1hGE6twrGdwArh+9ENJstPHpLa9wJkwBVepm9WWS1j4VPy10BJ3fCaye5ZSFr6XfuxUTs8lmh4DTYr2ZO+olZsqipXgoO1g8yZc83/n8xPsrW8Fc/tHU4pyRKSLPouaPopfVW9v5Kt4TTIB6PIuXbSvFVJLXLyUAM+O49bi5UUzmOktMlC0u6Wlm6dIJnE9VVIGXMwmZHVmytH/9orC7xruI02oqzV7mNYiOw+sq/V4kiOwAuxjf6WQo8LJCF2/ZTUik4jXghlKWaNqsPEnWdy2mKRH31+d9d2VZe5+OqTe3uVD4jp6QXkcJJ1m0Yz91F1GSmUqdlrqxBbKyRK6l7YXNrMA/MPrOpxhGGY2n2z9O39CEVCLioEtk9Qd9l28WYa3nDsPspBsa2FHqLwRHdq+f3XQkldX4jsJUrjvZXUSkxEPlnhLdlYD2YXBJXxPMeMY5y37ryubWUtGvOHYc1j2xH5Vyn0FiKUtTKOMo9prK49k2N45PJKz+emqss4pkeQ2H0kSuohE6aPBTwvQElVy0p4jr8qBd3EYuWXf/98Nu0c5Yef383Dtx5rnsdentQQdcsNS4WY2Hq0qh4lXcafTy+OfPaBz3KgeqD5/1vLW3nlma8cyrFANHbm1ceRkjpl7p+sB2pGgwl9gs9d8zn8H84RTM3x+V/9d4Qi8dOjP6XxkIlSHU4ROvm9vXB5Dt6JXFHFWzD7Fo2shoteVFKv66QTzzE9AiW2+2hZsySKe8UWmVZeCRI7ENtffYs53wv4zDtvpJ5x3QohuPLlp3HWM46/YPB4hGv7FCrpYqrQCeLCl4ttRDk4rZZWuXz0O9UbwwnxTkhqrSV3oayVcQIH27fR1Og4n8xK6iwk3TM97bV0GdeKn7eK1NZZE4nQVva8bXZL5Z8Aa77HAAOT1EKINwIfiP93P7AE/BrwaiHEs8MwXN3VzAn0xTDtPjzH59CDCwR+ejiZXlTZvGv0uD+n73HYAYoQ2MJjNJf+eSWthIGLnHGsw4LvBbi2T67YLzhx2ZP6qYa+ntRKsY1sHgSWZ3HtV65tm0zllTw//PUfxhXq3tf7IP6FTbI3g0RUtP4kgWkbyEygdoQulbQSM0ZU+ZQ0CXdx+ErqJkkdL2acIRLhw4Br+z0DLmFwaxaM+WwldaIOXaGqrjO1fjWU1I7lpyr1EyQdAY1F+4lBUidton0UO6iFJtGXNTbsuWMG/Z4t7JAnuH+2vY0tCEI8J2DrGWNsOe342wMWjtWRmGTz5mxVSvI7NRpPTpVR1a6yrtCtSm3FltIW5q35VKXzsOAGLl7otRUvQi8AL6D83JOoPHcb5n1zzH3yPsYYYe8Q7FdMz6To59ta6CEKT7QeWi5KJce0mn6r9YXoHuprIabJbUFgx4swCKn94CBBS5aBuqVE8cINQ/uMlaD6rX0Yt/VQY8qCudNnWb99fdemxO4jaVc+Hjgx0VsegKS2ZaNJaK4WbNPLJL0SqDmZxqLdVFK3eo1K2nA7t9Ya2UpqmTCEwA+RleGS1MmcKldUkRWJXEHBMf2mTYPUJwxdqCsnKrKQ2HqINpI63ZPacA3++sa/RpM0NFnD8R2cwOHFO1/cc04+KLzAwwmcLvLz8epJbVoWo+VRNhQ3sOg1aGgSG0ciP+1do7uoyQ9RqPcuDg6KppI6hFyGiEkvqbhB2Df0MiKp099DbZnfh3FAe3twYkxSuzK63Ps6XUu7D7PmUJ0x2f60CSa2do+td19/iOl91ceMpP7bm/+WhxeWfcA3FDfwjsvfgSwNxzKx1zo1sP3mb2gaNl7gUdKWz5GeLwAORmM4hSCrYaABWmF5zpGQ4jWnxmR+EhSJ4CkYnJiIu3rZUmq6gmNFnUtJUGkCoUnNYvGgsBv9w5GfyljJWfkz4DbgN8IwvDd5UQhxNfDXwEuGfGwnsEIEsd2H3OfhNAju/dGRVEVbK171vy5nZF3vau3xwnV8ZMAWbqaSuqSWMISNEoSr2iqfLEgGDk58EiufstDPk7qklTDclSnTluwlbN/mVWe+imdteRa3Td/GB+76APur+/sGJ8JgSfBNsjfjvdQBgqscK5rsaXo74VBUi+xz9wFxcOIw7T6cTpL68Wk14zp+zwc/LCtgepIxng1OLdvKI1FSr9CmoZOIy8k5impx6Epqrcc5KMYktbHkMLFlaB+7eliBJ7UZL4SylNSJD+PHL/5TbnrNTc1QH4CZA7XIh7ExHEKoMetRBsY2ZBNRybVqmo+/IMsH5x/kntl7MrefNXEWZ070bjesOlV2ju7suc+WUnQRHq4fZtdYRufCcSIhN1rvvWQRnyjEkrCrsXCEe7zdML8Hpu9ffpNcGU5+Fgz43Dc8g4Kvt7XQA0hljdCOyChJk5eV1Ct8Xq0EtfmEpO7jSZ2Thjqme3Mm1W/tj1ShkiD0AoQqP2YktTdrom2vMPGKM7q2NW6eovrdAyiexPpCNkk9DCW16/jIwkdTe8/xKloFR7FwzdV9ztqG19OPGqI5i2vHntRiuV0bEsL08TUXWAl8L8zwHU6swdI9q48HbgdRkcsrhEGI24jWV72CE5PtwzrngdntSS10uRl+1ooFO5qrvP2yt3Ptrmv5wkNf4H/+9H9Sc2pDIanNjG6oJCsgCIM1s5r0mkrq7s9L5vCW7VCZjMaGwHCRWsjj9YX13CPfgWYMJ9m+Nfwua46nFxRcL+xv99Fwm7YenZAkgZqTI5KsqezvDk7UHBld6T2GNe0+/NUvxCcK1dMv28iui7ufMXvvmMEa0vxupXADl0/d9yk2FTexvrCeqlPlp0d/yuvOfh2njJ4ynM9w/My1Zej6SHGXaSKKaFVS54tFwMEwhlMIsg0TDcgVl7mbpBup7tSZzE8iDXEMeyLBNaNu136dS67tExheW4cLgJRT8KsrWzMMot5+KmMlZ2UceGkrQQ0QhuF1QojnDvewTuDRIPBjJfUQ7D7qCzayIvErf3xR17apPUvc8G8PYdacVSepPcdHEdAQDhuylNRqibqwkcIkfXt1AuOseJI6sJJ6jUjqzz3wOW6fuT1z+/O3P5/nbXveqh9HGIYRAdAnHG2lrYHJ4vO89edxxZYrGM+P84G7PsCepT14Tr6/klpbgZI6y+5jgHZrJya0VL3b7iP5zqvlSa3GqorHr91H0L+YoC4vPDNhxCr8TE/quJC1QrsPwzMiBUELxnJjQ1NSB36A7wY97T4KIxFR1VjhJOcxw6Ce1Eqeht8AKVtJbdZcRC4gkALqTp1cSzdCQtJYQ/LhdOfBk53M9kt4/JLUlmfx5u++mVlzNnOfnaM7+Y9f/o+e7zOoJzXAkfqRVSOpE4V9m5K6Qz2YEDQjYTmyivrca+BYh5/em66HLRcO9JmmZ1Lwcl0LDLkcXQ9BzUGayDePabXtPnIFpafnMESF1saS03OflSDxuh1/5Znkzxhn6dv7qF1/8DHzw/fmLPJnTSCPdJP18mj0WtEvpJLUZa2MQAyFpPYcH6T+z86yVsaRTTxrdbv3HNPru3hd9qT2EFr7AltoEuETVBEX+AFhEGZ6UkP0ew17cZ/MqZJ7sjmnirsO+tl9DFOIsGz30UJE5hTwgqiw1ELQL9qLAE0xT1ldJp44fo66SVKnKalDwqhDZQhk+CDwe5DUyWuO7TYtrQLDaxY7IbJzq8kNxodUZEruMamHpZ1eUnFiJfVPj/yUd/zkHXhh/KxD8Nvn/zYv2fUSrLpHZTJ7TqXllcjuw1FAEQi55X5XJVAEmqfgyb0LnwlJvRZKaic+z1n3aq6gYD9GPutJEfq1Z7+WV575Sh6Yf4Bf/c9fZffi7qGR1J4doGSsLcNYSa3lZYzYPqr1PioWSvgsYJnDKSa4cXBioaVbKCGpm+GJQ+wGeSLBtvo/b5Pngm+6XZZxj8buIxE/9itGP1WxkrPyESCrP7RtlBNCXBCGYTZrdgKrgjDxpJaO/2I3aw75isq6beWubYnScS2IMNf2kQVYktPT7qMhogCiwHCRVomkbiqp+3lSN4MT14YofO/t74WQ1MDCGWOGI/Uja0JSm55JEAa9ldRxa+BKFsM1u8rbDr2J0/69yDH1NkYI+LP6G9mzsBec0zMr1AkGVVJLkkDKaB1Vc/09qT07Tk3usHQoqaVmKIWkyX3b/QBozMLBG7O3j+2ADWc1jymxJ2guqB5vdh+DKKmb6qge56cfSf1o7T5cg0K5vbgynh8fGkmdLHy/uv/LfOjbyyrQl5/xcp6zLQroKMYEjTFEMmpVkZDUfbwPUfMY1hxI2cGJZt1Bjjc13AYT+eXfNxd3rgztml7ScMuNnuNPUkywrcdm4ZSFf3/o35k1Z3nfc96XqpZ+/x3v57sHvtvzPbzAo+7W+3pSJyT1oXrvdPLjQbJAbH1mdCmpY6++SlCkETSgdhTOejE86w9hYR98/jXRvwOS1IZroHsaosvuI/ocv+agTOQHU1KHIUzdBW7GQl/Nw8ZzMlXe9QW7r9UHxM+fYdp9JCF78TmQcgqEsT9mn3F62Ahsj6DhIk+kn4ekmFAK8qkktSQkSlopCk50GlDrEZEzshWUbPLGcwOE3H+cqeQq2IpJMByb0EzYhstiboaLPvUmAtLnMM89/HJ22ZcS2H5Xd8CwO7fWEr3UsknBe2jhiY98D3Z/BwBn93bgNNQb3glKQO7QBuDcZSV1X7sPaXjBiSl2H4mdS2D7bSryJWsJoLlOaqojh+QXnUVSJ+Nk3amvOUmdZveRrAcc22Mil66kliUZV/ORh8TPJvdY5/3XCr2oYoYhge1x89TNTBlTvHjniwH4zr7v8LOjP4tJaof127vX3Qk0XY6CE+OOn05IuoLuaYR95mVJt9rakNSxpUEPv+7Hat6b3B/JtbtjZAeykNm9sJufP/nnh/IZvTp+AydAaBKarkQZB/l2JXWpWGEJcMzh/E6+5RAgUygu36tNuw83Jqk16SnpSe2aXtNSJwtJt7JveCgdHQ/R+n5l65R+98ZTHSs5K98A3iCECIBEXiQDFwI7hBBXxq+pwO8BLx7WQZ7AYEiU1MMITjRrLvlSutJsmQhb/UEsUlILbMlpG7hbUdbKzEqHIYCg4cHo6hyL3VRS9yapZVVCSGJNlNR1p07NqfEHF/0Br3/a67u2//EP/ph75+5N+cvho+k7q2RPVAtqAT/0sX27b/p0gsZSjWfWLsDX5UhVtWjzrNqFfGjq26wPTx/Mk3oAklrV5UziStFkzHpvwsq1oklWp5K/pJVwAgfHdyICwA+7VDBd+Pafw52fyd6eH4O37mteY8k5WC6QPL4mGJ7d35ZFbqqjBlFST6ZvbwYnHp/dB8B4bpyjjaMrep8sJL/HA/X70DwDgeChhYcoqsUmSa3mZFQ98hd9QsAzQVJB7jONUHUasUomk6SuOajF6PfvXFRrORkhGJr/q1YvwfreC6LkPkqC1IYB27O59+j9BGF8fQuBklseb5Iw2My/920+es9HuXjDxc1rphNby1upOTVs326zTGlFopbpp6Qe18fJK3mO1I/fBzoLaXYfy9667UrqklegETQIzQXExKmw6TwY3R79UXXwYzQ8A81VuzyppVhJ7cfWMwkZ01NJ/cj34NN9nO5+4+tw8jNTN9Xmrb6hiTD84MRESZ2QKgnxFdoerICkdh2fR26bJvCWFcVbTh9lZN3gHubeXLT4VsbT5wNJMSFLSQ2R/UbVqcInXgSHb8n+sNNfCC/Pfq4GTkgo9z/POTmHrziEjrSq6vNG3eI+9x7OXXcu568/v2v7g/MPMrd/mlPcgMDyEB0FcqFJTSuCJxp6+Q435wrDIlKu/2s4fBtoRdzFa4GdKHd9EgRotdNoJ6n7K6mDIalCm8WkViV1PC6Glgcta5HE7iMhqRNf22F4tcNysa7zGZ6sy4YRajsomgWMHlYwruNR0aJid2B4qKPt42ygC9T6cApyCUkt9yC49KKKF0JoB8xb84zlxnjnFe8E4IH5B6g6VcIwxGr0Ds5OlNRhi5dxK4QuU3B0wj7rq7X0pG6Gw2WoRXMFhfkja+trniARECXXcU7Osa2yjYcXH+71ZwMjDEI8N8jM5AldH7moouUVbNOMSOoOT+olwLWGsy7wLQ9T8qhoy4WQbiW19JRUUjuW1yShs5AIWALLQ5psLwSJnExor1RJHT0rTpDU6VjJWfl/wOnAyzpeT2ZnL2/5/9XtgTuBVASJkloZkpK63I+kXgsldYAMuLKfGWJQVIvUpajKP6zJYRqSdnO9j92HEJFv2FoEJx5pRIvzzcX0wImJ/ARz1sqCCh8tsiaxrUgmAnW3PjBJbdUaQAXxjDEmLzuzGaRlzkSTC6WPskVWJfw+ixnP7q30HURJnVRQO9UNSYW+4TaaRG3o+L1J6voUrD8brv3n7m23fRJu/jD4bpdNybJn3eNPSV3qU9xJfkf/eOw+VB1kbeWe1J7R5bU4po9x39x9K3qfLCS/k1BD/vUX/xWAN37rjV22DcWR3FDb+lcVrtnfjxpAyWMEMUmd6UntkqtEv39nCJOQBFpBaRYJjweu51EwR2Cs95jYnKi6Uk/Cd1Ac2b3Af3z6J3CsfVK7d+wuvn/qZ7FVA0lI/P1Vf89zt6W7p/37Q//OjDnDu571rszPSSxr5s15NpU2pe6zZEeKu8TLNwtCCDYXN3O4frjnfseDtEDNzhb3qIVZoujn8fBw8MnlY096fQTU4sAkdRAGuK6D6svddh+x/UtQje4/RVLIybneJPX8nujfX/34chdHguoR+Orv9lT21hcsNp3SW9EOse/wEBeNzXOcKKmbCy8fueNrGK7BzVM344fxGIbgwg0XMpIbYffNx7j+U+2Z6TvOm+QX/79zBz6WJkk9ka78S36nYpBnXT69mbOiVaIF9tzDcOrz4NzOZQpw4z9HivseCNyQUBls3iZyISIUuH91ChothbXnvh2e8d8Geo9eCMOQRsMiKLm8+9nv7rKjAvjO/u/w8Zu/CoBvet0+65qM36e4/niF70bLyHQicoC5wkpgzMHZ18JLP4L7+d2oPzmC+LODAGif+iv4MbiGh0x/klrSJPzFISmpTQ+hSYgW4VHrvdqKTLuPVVZSJ4Raw1k7kjEpYPSy+wi85Wdcp5IaQORl8q5GGIQ9PWgHQULoKT1a9nNFFQ/AC5g359u6xSpahZpdw3MCfC/I9KSGFpLaSSep0SVKZgFf7r2+SuY0a+lJnUXE6QV11UNos5DMN1vnIDtHd/Lg/INDef8kN6in3ceYjqbLLMXCv1ZBnhz/XdKpe7wILQ9D8tikLX/fVk9qiDtwnoJKatv00QsKdadOmEFjylo0VoS239V1lth5rmRMsQ2XsbwMXgCr5ALwRMZK2MyPxf/eRG8SWgV++1Ef0Qk8ajTtPoYQnGjWHCY2pytidzeiRcm7fvS33LP3hq7teSXPv/7iv3LyyMnHfRyuHXlS+2r2pK+slqnJq09SJ8FdWenNrdD04SqfsjDViBbAWYTERH6ChtvA8qyBSeFHizRVXCdaCdu0RVca7JoJVCiUowd3orgK56Pfo5+SWtVkrD4TIHcAkrrf75koljqDdVqJ+fGc2ty3c9LcBmsJyhsjtWAnJuLAs3hSmxxfAk2XmwWk/3PT/+GWY9nKshfvfDGvPPOVPb/XMOBaK7D76Kmkju03skhqiNTUK/CkzvJSH9fHmbfnh6KUcy2fCVnw9rlf4ehfRzYuf+T8Gq7vcvSO6P9FXqFSVjGeSJ7U/fyoIbL7CF1ychElw4rKrLuMbo5IwmSi3IpcXul7Dw+CI0dnkJDJr8v2o4bl+0n1c9ScWptHdieMqpNZFLLqLrdet499d8/h5yXuO/l7/Pyu5wPgNUD87FxO230u239F4RMz/8If3/DHfPgFH+5STdq+zUfv/igXrr+QSzZeknksE3p0X8yas5nPhMS7NyuIuBWbS5tXVUndLGy2elInBZ2W8UIqKOS9HChQFxK5JDhVCBjZAtXBiHTLsyj40TW7uGhz6Ect3y0MKQs4dv88BxDsOHeSglLobfdRPwZCgjNfBJ1F9GrchRG34XfCtX3shjeQkjqx+xiWajdRUidq9USBmxbq9ZkHPsN7b3tv22u/sutXeMcV72Bp2kCSBa/6X5cjBPzXJ+5vhkF24dt/Djf+y/L/Kzq85sv485E6Wsm0+4jO63oxgSan37cVrULVXgRrEbZdBuelkNR7vg97f5B+bDFCT4AymMYm4YBsR6Bd+dvRtXjHZ+DAjfCMgd6iJ76z77vInsoFJ52bOVcay43hytHzIjA9lI5CcGT3sfpKydWA78XrmZ6e1EMkqeMxxbW9tvC7XCm6P33DjUjqPkTCsD2pu31Plea2ViTFx2RcH7aSuldwIgyPDB8Evew+hBDIqkDxVSq5CmEQEpjtntQASlFDQorIpuNUMSaEntJjTp8oqQHq9WoXST3VmGrmHvUkqXWF+rwV2USkzKmDHBT9PHaf9Z4iKaiSiu2t/nxzELsPx/QI/GAomVorQXLdthLDu8Z28d3938X0zK6izErRXKNlBSc6UY5WLq/gVrtJ6mS88VdoI5GF0AkwJLPtPu60BhKq1Dfg88kI1/KYV6a4/LOvztznNOt8nsvrIrudzuDERITm+l1dTVkIlxyuzEmYd81QvHjjoz/4JylWMjJ/EgjDMDzWb0chxNo9rU6giTC2+1COk6QOwzCy+8hQUt9fuw/YyAWjF3HhWSe3bVu0F/ni7i/y4MKDQyGpPccnJyDQshcOJa1ETYoIUm8VVSNWwwUxWArrIKTmMJAQCJlK6pi0mLPmmh6jq4WG22CTs45t1+WYUe5O3WeXX6Esryw80W1Ei6zCSPQgTYKUJuxoMj6IjUQ/JfVAJHWfhUfS5tM5cWy2Q7oNJuL2w74TAGtpuZW9E01Lixpu/JmtVfpIaRG9/5cf/jJj+hinjp7a9Tb3zt7LVx7+ytqQ1I6f2e6WQBmkhTdRUufHsvfJVVZk92H5FkEYpCqpvcCj5tb6qk77wbE9xhXBuFcit2sMBBybPcTepb286NQX4Vcd7IcWGN1aYd+x1QtqGypcM/Lc7Qc1jxH6mSrqMAix6i7FSgHM9MVubkhKm8OHZgAY29DbOzPxeFf9HFWnmkkSLc2YfPovftqzbK/lFS6/9lQ+Lf0jU42HufbFf9XcduxZVb714XvY83Gb3/y5t/HZ+U/x95/+GG845w1tn3nzws+YNqb538/63z1JyuRvegUrDqqkhsiX+o6ZO/ru92iRFpzY7EhpWQBIeQXdVUEBQ5KYaL3/K5sHJqlNz6QYRJ91+/cPccht/+FeUFGYvneeO26ZYfH52yiohSY5k4raFBTXdRPU0DZOA3x3/3f5wkNfaG4u1MfYyQsG9qQmJG4bPn4RQmh5IIumKlRqaWHtxN6lvUzmJ3n/894PwHtvey8/O/ozAJZmLCqTecpx4bgymWfucMaz/cDPoLwJnvYSsOtw84fg2H14cxWkgtK14EuQqL3Xy1mROJF1zZ75WLFezCh+50fBXMx8DwA8gVAHI6lVPQ5o0zbD86O2fY7cDo3pgf6+FwzX4B9+9j5eyB9w4UnnZ+43ro/jSpHCLrR8pA7LlCdy23ZvS4fEk3oIc2zfi+ZbceHbsf02X1KtGD3jvIaNxoDBiUNSIYaW102EJNY8KUrqslZuFoKbPrPDsvuIx+q04ETo7oBaTfTyKweQVIESaFS0SjTWhXSJQnKl2Eu7WqWSdOY8SiQe5FoPJXUrSd0w6uwY39ncVslFdkVW3W3umwUtLzeV1FLK9w80KAUFzB7e+81jUnQsf/WLWLbpIUkitagAyzYgtull2oyuFppK6hZl8a7RXYSE7Fncw9mTZx/X+ydjVLYntY/QJFRdwbfDrmMRioQn/KEVviQbTMVpE4wUlAKSkJoCBqHKBLUBlNvze2D6geztm86NciCeIHBMj6XiAmO5Md54zhu7tt8/fz8/vft2BCC8sDsDIpfYpgUwYPOlb7R3tZ1AOzLPihDi9WEYfjT5/zAMe6SRtP1dCRhMInkCQ0UYJpO647vYXduPWo7K6Q/KWWuGQB7l4vGn86yLTmvfZs7yxd1fHF7gmOVFwdS57IV5WS1TlaOFkT/IwPooYTdccgVloDaOyHJhbew+VEltq8q3Inl9zlx9ktrwDF648Cz0xZBwa/d3Dx2f0pTEGVt39FandSCIB3GtHE2OJV0hyMEGdwKD/kpqZYBWabePZ3JSdOipZEsSvlM8qQEW61X8+2EEuO8Hh/Aq7U8xRZU5+1mbo+MwF6NW9jS0hAO6dgFJEW0+9FpewbU8XN+l7tZ57dmv5c3nvbnrbf7mxr/hK498ZaiemoHjY+9ZgqB9oT/u+lRMF3t/ldz2dHJMkiUkWfT3pNZHe/sgr1BJnWVTM65HC5cFa+G4SWrX8lEFeMJn7KW7EEKw956f8He3foKXvujNqFMBMw8tUMjLGIv2qvqcDg3eoHYfOg2CzA4L2/QIg5BSJQ9m+mI3V1BwzOMvQM5MRQTtxo09ihy0K6mrPQoetXkLQrjo6u2MbewmvoUE286cQC+p/NO3FpqKlQQbdlT4tT+7hO998n7u/fYxzuUFANz90CzQSjSPcvlzr+LpG5/e87ib430Pi6eVKKm3lLZQc2pUnepx3wNpSOu+CdJ8WPMKmqNAHuqSgFZSobIlUskOAMMzKPnRc8QN4TmvPoNtZy2/V+0T91LOq+w51KA6Z5HfkO9NvtSPQWlD+jatGF0A8fXzxd1f5I7pO9g5tpMwDDlwYI6dvIDyIJ7UCSln+0MhqQMzIr+SMaaXkvpQ7RDbytuaQZ1Xbr2SH9/0Yw7VDlGdNalMLhOjxdEcZs3F94JuctGYg60Xw8+9I7JjuvlDYC3hzVvIGVYfrcc2KUX3bHXWxKguz/P0ohp7UseK9WIGma2PgtsA3wU5gwTyJKT8YONuogq0cy0CgeJ6WLgpeqtZk/nPP0jopT/PhCoz/vLTUUb1yNqj5Tr74N0fZKkaPcPyxWzSZkxvUVLb3eqtJ3Lbdi+17HJBewgEvLUY/RuPKZ1dX1o5Gtd9IyLz+pPUwysMBFZ3GGZCWncWlBbtxbZw+bySRxby0O0+Hk9K6rQCBkRRGUqgMZIbWSaBOgjkpDNzbmGayobjI6lDx8cLQ7Qe5LJeVPDCaF5sm2ZTQARJJ0gVs+7E+/a2+7CtiLSURrqfHV4upOjnqSn9yd68nF8zT2otr2TOaZPvazeGR1LPH2mw966ZzO1jG4uccv66VCX1ztGogLB7cfdxk9SdloydSAIwc3mFwBZdxwLgKB44w3HRlRxwlPa5tBAisk1t2n1IBIOMrf/2KpjukXl18rPgN752PIe7prAtn4aosq2yjdec/Zqu7T8+/GNuuO+nKPFl3NnlkoR9B7aHzGDXsW+eIKl7oddZeVAI8d/CMHxvj33aIITYCLwV+OPjPrITWDESuw9FPb6L3YyJ3kKGknrGmGFE2Z5Kwo7mRhEI5szh+CC7lo8QAknPnhgWtSKO7OCG4eoqqQ0PvaAya87yqfs+hRukf1ZJLbFeuwR3SO05vXC0fpSNxY1IIv38NJXUQ/o9eqHhNHhm7QLCHTnWv+n8ru3evMXU397MqF9KbenPhBG3fbZMMpUxnXWLY+ynv5Ja0ST8PlVo1/YpjGQ/VBRNgjCaHGd9nogvhywl9dE7Guz7YYNnlhUeuOEIs173pKOyLs+OcyYiZU9+NP1g2pTUuS7SIkn/ToJ0ErK1E9sq22i4Deat+cwix0rRuPEoS1/f2/X6RZoEe5aY+ec72fgnl6KMphMziir1VlI3ZntbfUBE7q/AkzrNFxeWz9u8Nc/2SoaqfUC4dkRSO4rfnKgn53zWnGWLHrW85zUZzw1wLH+gjo3HFK4Ztez3g1rAIOzhRx09b0ZHSnAsW0k9jEDJxWkDW/bYtO6UnvspqgQC1CDXU4nmxAvgUy9Yz7pt5cz9IFK0rSt0E2h6UeXqN5+DUXUIg5AH5x/kv//gvzcXjxtrp/D83b/BS096Wd/CRavdRxZWpKQuR4XNI/UjVMaHT1KnFYhCywdJQAsBIeUVlDjkqiFJ7Z0Ulc2Rotn3+oZ4Gq5ByY8+yw1hYkupTclsjer4SzblcZ3GokVxa7G/3Uc5o0VTiLaC2aw5yyUbL+H/Pe//EYYhr/i7yBVvMCV1HAZm++R7X2YDIbD8tkVRc3GVMqc7VD/EZZsua/7/0zdFhZKbpm6iOjfJhh3L10UpHtcbSzaVTuLZmFseu7VSROBbi3hzJlpG4RJAyAJTshh3Jvn2h+9h963TbZ0LQkDlpRNUE5I3i6ROrhlzEUrp+whfzuSvO5HYvjlqS5GiuA7qETFiPbKIc6BG7rQxhNx+34Z+iP3QAvbuRZRLNvLuW97Np+77VNs+v7LxlW2fk4aKVsGTY8Le6SY0hSY/gYMTY09qw6V6/cG2bUHNYVdOgrtnMGRB4Zzj0EU1cy4Suw+/LTxLLZYR+PhmHIzdJwNFqDKhG/T0JfVcn0dum2l6K3dC0SR2XriewPKQOy1cmiGn7b/rkr3URlILIaIu0yEHJ+bVx15JnVjBZClzkQOUICpeJRaQnUrqkZExwGVx8fgFVYHt44e9u2wVTSaMxwHhhF12H17oUa1G57AnSa0reLZPkCGs8dSAUpAnJxSWZkyy2rz0ooqu6L07hYYE2/B6qswTJbU1RLvOW67bx+6bsxv/JUnwm//47KaXeisxfFL5JHJyjt0Lu4/7OBLRTZqYKvQD8EOEJqPlFUJHoAmty9bKk32EOxySWnEl3Fz3M6GZ60AktOpbaAvDKOPhnF+Dy3+ne/t3/jxarz1BEAQhnu1TZSkzoHkyP4kjW6jxsN7Z5ZJYs6zEKiWMi40iP+DE4ymGzFEjDMMfCyG2CiF+BHwI+FaamlpEq6ZzgF8GrgJeEYbhEzOp4wmOMIgHwz4LtX4wa9HPl2X3MWPOUFH91OBERVIYzY0uK6ntGkzfn/1hI1ujRWYGglg91ys1uayW8WQHJwB/COFaWUiU1N/e920+es9HKSiFVNLAcA2uXVTZqZ61aseS4EjjSKbVBwymrBsapmw2uBNIZ6Ur9KTYZ23UK69IdSGZYEtO2+JAGy+yYS4iqfvaSMTEXy/0t/tQmvtlkdRSQlJ3LGIS8nNxj0ulFE3wr/nNp6GfuTxJXZox+ez/vBHHcME1IHCzldR6oqSu4TpjXcet6QqNJYcFqz3tvRMnlU8C4GDt4NBIar/qIFSJdW9e9tIOvIB//9tbuPD8dVQeWSSoO5BBUsv9fqtWoiMLuTIsHuy9T+tbpvjiQqRSA4bSFRKR1AJXW568tFoznFSI7mE9nv0YS/YTg6QeREmt6hiSoJARPpg8b8ojBRShpCupi8PxpDZmPZb0mVSyuBVCinwtE7uPLNh9UutbUXWqqbY7ECtZYlXURWPn8a8bPsG+pX3RMR8JeGi3y67iGX0/Q5VVRnIjPYuSyfepdAb9pSDpvjlcO8wZ4/0/f6VouA0kIaG3hDwFdhQA1/pslfIKSqwyagjRJJSAaP4Q+pHNQo+5BCR2H4mSOmye8wRyRcM5VKO0tcLhBxciT+pewYm1Y7CxR0hgbqRJUk8b05w9EamyhBCsD7YQElLMGAtbkTxzhmUhFphek+yCFruPjsK65VlMG9PNZwXAKSOnMKFPcPOB29jaeC6VloT7pNBrLDntJLXvRYrVZOyWJNBHCI0q/qJNcKbKfT9O9z73Ax85EFT2bOBub5YLX7CdLaeNApGN1Dc/eA/5vZuwVRdbQC6TpB6Nv9RiKkkdhAGyryD3mU803y5WONtKy4K2OBmptZ0G/oIFsmDyN87uIivDIOTIX/4EN7Z2un/ufraVt/Frp/8aALqsc5F3Jd/i/p7PAVmS0fXoOEI3QGiirUArSS54IaGxFB1Drhyx+o81whCO3RM9Q9Kg6PhO1CYu3TtH9eHFrl3Oystw7xzz982hv+NypD4eoG+94a3ceuzW7g2+Aydt5sUzP+N3eSmO5TWLLQBCr6AJg8CJxqhBghMBQi/I9K/ed9cc3/1Y71BmTVfQLR/RUezJUlIvWAtd87iSWlo7JfVKhCfHCc8NEJLI9C8OlQDFjTypg/l0JfXo2AQwRX0pPTNgRcdjenhh/3lAtI4NyQd6m3gk6WpaWorOYS9P6mQ8SBS4nXBVj3yoMn8DfPpHP818Hy2voD97jZTUltdzHGtVUg8LVsNl/fYyL/mji7q2PXjTFNd/6gFqsxZ1t45AtNnYyJLMKSOnDIWkTmwi0zqgEiI4IqkDRCBRUbrXfYEaIrvDGbdVV8Ytdc8jSmqJmhvNVYQq9e/AsWvRs27j02Dz+d3bK1tgft/xH/BqYGEftOapyRrutl8AYCmcZ2eGvd+6wjpc2W4hqTPsPlZSGI73PaGkTkfPsxKG4eeEEA8B/wx8VAgxDxwGGoBG1Lm+jahU98/ANWEYrn5Z7gRSEQYBSMdv95Eo2/IZdh8z5gy7ckEqSQ0RMdpcJH/tD+Huz2d/WHkT/OH9mRNnN66savlstZEqq6CEOGFIsIoktdVw0YsqM3GK9k9e/hPkFC/KW6Zu4XOP/JDDC0e4ZeoWLt548aod09H6UZ6xJTulJ5kIrYWSurxHxsenfHZ6FVLSZFAFI355RaoLxZYw1HYVpTKWY8KrAGF/JbUq9Q3YcS2vD0ndX8kmuwJfCrpUUyWtBKHA3C9xypmjsGcR4YdtfnrJpNSx/OWgLX00/YMScsmqpgYSqnH6d6KkTsjWTmwrbwPgQO1AV1Dbo0VgRAE12pZlVYLVcFnyYaFgUgHeef1fsnv0UNffFtQCVylvxO8XnNjP4yxXAXvwhUeaLy60230cLyzTQRXg55bVEE2S2ppFmoh+Qy1edDWWnFT7iMcVXLOdLMyCWsAQEqUM1XXS4povaxS1YmZwom24x22D4i1KNArzmarutsPW5b4kdb9AoFZU7cEtM7aUtjQJ4kXV4CF+FhWwBsCEPtEsSvpu0KbWUzSJJXuJglJAlforN5okdX0wz+eVwvTMrmJvaPndbZR5BRH7NTYkqX1srMQ2VtUjfUnqyO4jVlIDhUr7OZDKGkHDpTSq0VhyKMgFZq0MNVAQE+NZSmqISEGrihu4LFgLbQqdMW8drm4iKxLWw4vUbjgUkXdpbxO/3CsXYd6a57q91/X8rS7ZcAnP2facyOu25ZptLq46lNRJ5sXW8vKYK4Tg0o2X8sDDj7CV5zLSQlKXxiJyr77Q0fVgxmNoa4FRH8Fb8iGEfXuXuOkb+zOP+6qySm7U59W//0wKlXbxxNbTxziy24czoSZJ2SR1cs1k+FKbnokSaKjaYONLsRiNZ7bUMgaW4t+3MYO3YCOP5lLVtEISKOsLuMeiedCsOcsZ42fw2rNf29znkdsib+t+xFchr6MAApDu+BD89P3Ln+NdC7yB8P+cjhAmXPJGeOHfDfT9VhX7fwIf/8Weu3iXfxGQEI6PsrnI+t8+v7nNrDl84k9/wlVXbaF8xzTulJFpIwZw79y9fGPvN7hs02VsKnYEyi4e5KeNGX609BC/S1xQbh1/9AqaNEfgjIDS3+6vqaZzfMiYmyZ2Nb/2tku6VLOu7fPZd97I/JEGG02vmwhRJFAEQYqSurMIWtbKQyOPE5K6M4BdlVU0SaPhraGS2g0y/agBAtlDsSNP6mRNKHcoqSfH1rPIFGbt+I/bNz18enc9QExEmS75INdl9wE0ldS56n2wlG5dqTrR9w7soCukHcDWPEAQzgkKIxpXXNtdGD/6yBL3/vAII+7EmnhSR3Yf2eurpif1EJXUtuGhF9XU6ySZWy9OGzTcBiW11DWv3DW2i58eySb5B4UX36dKWshl/DwXmoTmR+dgRHTPqQMVFFsmCIPMrulBoXlqasZX61gh1AGU1LVYs1pOD+hGK8GQujiGiTAIWfznr9KoPq19g7iLa0YUXjh3DbUf2pDirDeaG0VIoEjR+esMXF22+xicpBaOD6p0gqTOQN+zEobh7cBlQoirgJcAFwLrAAN4AHg/8IUwDFdnFXMCA2OZpD4+z8K+SmpjBlmXMknqcX18WX24dAg2nAPPf0f3jg99G276QM+WWcuMJ0Y9SGqIqpROCGHGMQ0DluExsr7QDChJI6gBLt54MUd3wO7bj/Km77yJl+x8Cbk4xEKXdV73tNd1eZM+Gji+w4w501NJrckaZa286krqMAyZ3J/nzuJD/GLlmZn7SUV1xSS1ZslYWvvkRR7T0UIFTbg9J6sQkdS+17v90nWCgZXUaYhUWBKe0v1gL6pFJozNhKbEpl2jsGexqwU3aS91LA+suM6X6Umd2H1U8ZxuklrTo2CVhVhRNZZLJ6m3lLYgC5n91WxyYKUITA8p373oAnjIfITtbGWjvJ5qof33rDpVbj12K8+UXts/OHHTednbYWie1MNUUjcMg3EBob58/SUk9Zw5F1kbyKJZoR+GtcWqY9DgRCVSUq+X0p8nzedNSaOkllKVq7mCQuCFxxUc53sBoq7hThoIIZj/wkO4R7MX8CepEnf7ve0+EiW1pvc+Jj/wowDOAdTLnWgNFQLAtaCWrjoFmNTHmDVnsQ2XT/7ZT9psucY2Fak+rzqQHzVEi+eSWlo1ktrwjK77LrC85mQ/gZRXEE6IHErUtWK7rUdCUi8dijyPe6BVSa2U1C4lnlzWIIRyQY180r0xDDcjGKgxC2GQ7UkNUdeLXWXOnCMkbAvDLDljGFpUTGv87AjOviXUlMKUX3eR5i1yIlrwzhgzHGks//4zxgz/+ch/csOhG/BCL7PDy/Ztvrv/uzxn23MITA+1RUUuZAmhSl1K6kP1qJi4tdReGLx006U8cGt0DJV17Z7UkDJ+dVgqROdmBK8Wnf8Fw2PjKRVe8MaOhSPwwPz9HPr0XZwytqOLoAY4/ekbOfSJBTbWdlBVZpnMZcytWpXUKTBcIyapB2urLuVVHMAQLfd0QpA3ZvEXFJQeVi7qhgLW7uhYZs1Zrth8Rdt2e8ACWKlYWPbIrD0CT7sGtl0e/f++CbgLwme/A+75ABzrrd5dM8w9HP37kg91Fzobs/Afv4VfXwAmIhuTkhaRszGUvEIA2AWFMuAeqfckqT9z/2fIK3n+71X/t3vufdsn+ZN9P+DOmITtKvznyuREA9ygr9UHLHfS9SJ5EjJuYnMxVQ1cqGgsHK2zPiU4EUDKKc028QSdntQQqyOHaPeRV/KpJFlJK9FwGlgNtwfRKKhM6ANl+vSD7wYoGX7UAL7koQQqI9oIlhEVezqV1MVKmUXArh+/ri6y+wgp9LlXlUJCUuuMt+QqJPOCRt1C00LkDz878z1y1mXAW8H1U5X6luIAOYQJ5XGd0y/rJhELlRz3/vAIZWecRS97LjEsOKbX1nHTiYTct4aopI4+M338Hd0QHcviMYOaXmsLKkywa3QXX33kqyxai4xmCYYGgNsMTkyx+0hUtDkZjei+GBEp6zVVQjdz1N36cWWDhH5ILlAJUgqxJa3E0fpRICLNCUJCP0BkdCs056BZJHWuFAUkP85Q/Y9baVQvoLB5Gnn7rkhscMvHMDc+m4cemYDyFKfNbok6YTrGGElIjBfGUZRojtBl99EMThyMpA6CEMkPCVVSC04nMABJnSAMw+8D31+1IzmB40Zi9yEdp5LaSJTUKS1Hju+waC+S0xWcevqNOKFPcM/cPdH/WIswfgrs/LnuHWUtIqmn788kqV0zWuzkCr2Vb1pOWXWS2m646AWly/stDWPlEYrUeebmZ/L1vV8HIiLT9Ex2ju7kF0/prSIZBFONqJK5qZTxkIgxoU8MVUkdhiG1OYuwRfXlz5iUajnunNzL8xsBSpbauKQxtlBm/wpI6ryr4RbarzUlVmwVJIER1pmglPan0b5J6JSbTkSHYdjX7iOZYGQp2UzPJB/kCNTuBa4u62xbikKnNp81weK39nU9xGRVQpJERCglSq++wYm1VPsRLa/g2D5zZkSuZimpVVllU3ETB6uDW2P0Q2C4XdXlhKR+2HmE57OV1+/6DYqXtN/vexb38Mtf+WVC2c+2+wjDiOwo9vOkrkQtz2E4UGtzU0ndQZbl5BxFtTgUJXW9YbJegN9ybkZyIyhCYdacjXz38wpyfPkYGSqaYcJwjZ7jwkR+IjPsEIiCE5UBSGo1T0OSKGSQ1FZ9+XnTGt7SimQRYze8R01SV2dNRCiQRj0C28e49RjKhgLKePdCxt5bZSOCXJjvGZzoGFEHRlbbcYKk5bqsrrw42QxoS+xOPvcqePg7mftPbD+de0fWUZu3cSyfMy7fyMSWElOPLPHI7TM0lqyBSWohBJtLm5uK2mGj4Ta6VO2h7Xf5+icqk5JfwNA6xodEPV3tf4yJJ3UA5FNCp+S4e6wYj/dFeyTbs7MeK4l6kdS5MtSPNT3CW5XUObPIMfVhwjDEOVhDP3OCiZd3W6oYd84w/9kH0ERUTP3Nb76Wg7X2MXtCn+BVZ72KF536InaN7Uo9lA/f/WHee9t7qTv1qBCQ715gdSqpk89pVVIDPH3j0/my9UOANlsPvagiKYLGUhZJ3aqkHsWfjcaEuSWH9WeMU065F6u1eepKA81Nn9eecsE6rv/M/Zw2cwnVyUeyx/w+SuqG20AOVNQUv840jEhwRHKoBy1jYEJS16fxFsbRT8/uNFE3FjFum6ZRrVF3610WREnrez8ldblQbJLUkjDhkjfDqc8FQOjH4K6HCM99LUz/EOb3DPTdVh3VI4CAs6/tDrE0onmLb8fXkO0jrWs/B037G0kgFRTco9nzyXlrnm/u/SbX7ro2XRxizDHiByzFc9JISd1KUkd2H6EXIhX7EwkJ2dCr5duqu2h5JfO5MbaxwOKUEfnVphCfki63+ce7vovhGd0ktVZqjt31Bautw0EvqoxuGMCuK4bpmW2WCK0oqkXqlsEn3/YT3B6B8U9/0Slc/IsnD/yZWfC83kpqV3ZQAx1VVjEMF0R3yJmQJUzZxh+CejewfbyQnr7LAEpRhTkzU0lt1h30XPyc/9WPLwtSEizsQ/vSJ5EAwu78GwBLjkhqyQJ9Ml3ZXYrDeov2CFP+6o8Jttnb7iNXXA0ltZv5mXpRJVdQWJo2aWxqdAUVAs3n6O7F3Vyy8ZJHfRxeL7uPeG0kVBlNiq7nMt1zM5GT0ANtRd14aQiTInSu+94pq2V2u7ubxwOxhVQmST2AkjpwwbNB6W9pthao33iU2s0mReWbjL7+9xGJ7de9v4AxuY377x1jccP9nLa0Bb/uoIx2z0fW5dchyR6Qy7T7GDQHwjE9VAGhKh1Xh+iTGStiM4UQfwRsCMPwfwghJoHfAL4UhuHjZObz1EYYxonH6vEZsJs1B1WXU20UksWWXtBwZjKU1PkWJbW5kB0Atz72bJ6+H059Tuounh21LhXy/UhqFScMV2RYvxKEQRg9aIsqS/YSI1rvRb6Wk/GcgPc9531N5UDDbXDZZy5jyuiydu8Le88i3txyW5ZU0ThSiSafvZTUECnbh6mkvveHR/jBZx5se+10XeL0nMSmR57Px976Y17711ekem3KJY3xuRHudQcfMgqujqm3ExNyrFDKS3DYOsRJZLdcJwSz56YT0YnKuhdJnSglvYzry3AN8kGOMOXWE0KwrXoG/ohBcV2eRboXMEIIVF2OJviJ3UfWfaPmQchgV6PAxw51maYrEMJSvYpA9CSktlW2caB2IHP7ShGYHkqHYiKZpD1k7QaeTZBSSEqUJIHsZVuzOA3w7cE8qUM/Uvpq/RdhWZ7UEKnQh6GkNkwTVQJRWP6tJCExkZ9gxoiCtiRdQbg+iirRqK6+kvoVX38Fjyw9krldFjKnj5/Ohesv5JzJc7oXqMKGsIF2+MdcuunSbPsINY8hBAUpfbph1KIFu6xKlNRSuid1U03sNi0FVorF6bgrZ0LCm4/G0srztlE4t9seYOYjd6PtraL7BWpudkK8bboD+1HDYD7QnZBlCSUnLyupZx+EbVfARa/t3vmuzzFRvZdZTTQXfKc9fSMnnTHOwc3zPHL7DN6cQmXD4MexpbSlixQdFgzX6AosDWw/UjS3QMRFirJfoK51jMH5sahYUu2v9k6U1B5QTFG5SvHn5mPLprxdzg5OrMWhTP3sPuYeZjpW863LR9daGIZIjRxL62apzi3gLzloW9MLGFK8gNeEwDJtDtYO8qJTX8TVO66OjlHJc96681Ay7q8Ep45Ebd+PLD3ChOkhpm+Bb35s+XPE87vaVA/VDpFX8m2ECkSk9Ub/JPyc3ab0TbzVs5XUHXYfZgGhSszP2jhiL1/a3a1av2XqFs6QJlCc9MWypitMnJnj1HsvYHHLt7NPQB8ldc2uI4cyuQGLYGXfx5FNGl7LeBST1GF1lqBW7qukBlg4GM0HO8+xbboISfSclwCMlMoo8QJXYESdizESz9rA8aP7xDz+gutQUD0cFXfSUipjYq6NpO5sq5YEkizw3BB1UxHnSLZi74sPfREncHjFGa9I38GYZwSJmlvD9dxuwYJeQZMMQl+AKvH2H709M5hWCMHvlt7ACL2Jisg6MPt+HdtYZN/NxyAnuogQiAjXViX1YmxB2ElSl9Wohd82Pf7tr25q9/wV8Nq/fsbAz1PDMzJJ6pJawq57uJbPmc/YxJZdo137/OgLD7M0Oxw30H52H66w0cLoe0Xdfek2LZbqIsw+tgYDIHT8yO6jj5Jai4VfWSS13fAYUWOBwhm/1B0EPL8HTfzLclEq5RwYsgWUwQozAxhLcTEwb1bWxpO6T3CiLEuoujw0T+owDLENL9N+RQgRdUVPG9Qn66kk9c7RnQDsXjg+ktq1o+srVSCVeFLnpKalVzHsnpvJOQU97G09NwiS57tSrfC5/31T27aNjct5hnMWn3vgJnboMpuJ16lZeWCJKCBr/tPs+K0/Lkhq88F5Fr/yMLpyB6PnHF4mqAH0UexGdB/MKdEzMqi5kEVSS3FxodOWboVK6oikFpm2UCewApJaCPEXwDuI1dRhGM4KIf4J+LoQ4q1hGN68Kkd4AoMjDAAJWTlektpNVVFD5EcNkR/fopX+QJnQJ2i4DSzPwq5pHD52FmSE4ozLT2fjdHYLYtR+qlIs9Fag6bqGE4Bwg94tKo8StulBGFVgl8wlRrJUrjGa9hCOH5GGRGqDslrmWCM7cTgNYRAy89F7wGtX6c7/akSe9VVS5yeGEgCR4NjeJfSSyjNfurP5Wv57B5jy5rhn4nZ27bmc+alGKkktFVVGvMHtPvzAp+TlaeTbiYJk8VeQBAfMfVxGdpt3U0mdQX4mSt/eSurewVWGZ5ALcm12Ds3v4AasW9qOuWsKIYm4rbr7fTRdie0++nhSC9G0tMiy+wBYrEX2Ar3Ii5PKJ3H3zN3H7fWbIDC6FXrJOavKNULRHfgDNIs+vuThZ9l9pBEdaWgqzasDkdTJtZimGm4ruB0HzIaDhopUbJ/0TOYnm563Iq8QWD6F0dyqK6ndwGXP0h6ev/35POek7gJhSMj+6n5un76df3/o3/n0/Z/ufpMRFRp3w3ffzLuvfDe/sOMX0j9M0WlIEkWR/kyxak7zeVNUi6nnW0+U1CsITwyDkO9/5kHqMSFdi1Vk5ckc/ly0WE5TUUNUTNPCkFyoM9NLSW36g/lRJyT1o1TB5GKfecIwIkfPejGc9+spH3SYyVtuxvByTX/L5NyNb4nIYGk+z8i2wZTUEJHUNx698bjHCKvhMvXIEslTTAgwTYtCxz0aWh5iXUdYWHyOJ/0ijVwHASpEpKYeQElteiYlvxCHJnYr++W44JeLv6dmFrFCKwrv67T3GkhJXQG7xqw5y7lHnsON75njFvHjyHrak2hoi8zvOYoKaNsySOr499MkmKtFC6hLNl7CM7dk22qlYedY9Lze8513MuH9AdKh62H+G9FGz0JYpxFa7QWbQ7VDbC1v7frdhRBsCrazqM10+WSWRldAUjsjiIoGMzZfnf4iD/0kfRmxU3sNNLJtOHZcPMbMXTbHjPOzT0AfJXXdiOYYOT2946MTZc/BVkxMr6VTKSapvdnofpczxhcAJbZ2qR+JftPJjrAmx4jUh/3uubHCKLKIuyiL+bZQyKY/shtEJP3jhqTu4R8vq6Dk8e3oGRjafqqaWNHkaP6zqUT9Z0cJ/bArD8QLPD734Oe4bNNlnDJ6SvrnmfOMxMGtC41o7qW1hjBqkd2HCASe7POVR77CtvK21G7KBxce5IbyafwSF/e0+7AaXiaBCDC2qcA+24OcmmH30a6kTkjqznVJSYvC0O763kHshsfzXnsm+YrGzIEaN35lD7V5a2CSup+S2l6KiqLbzppg50XduTS3f+cA9pAyg3w3QOlBUjvCIhdEXQyB4TbH0E54uQDZPv55b+gG+AMEJ2pxEXREVKIspRhJ8do1QnTFjJ4bnQQ1RKp+ySB5EqUpqQ0lmu8IJ8i8xlRNRi+p5KzSqpPUYRDi2P3nSbmCgjUkJbXnBgR+2PP3GN2Q58juRRq7GqnigfWF9VS0Cg8vPnx8x9K0++jlSS1HZCVQCLsJcyWnkQ+GQFLHQgcxXaFu2Gw8ZXm8mJF8atV5Ai/k6L4qm4tKb1/q2lR0neYyupi1+HWn1r/7dQhwpw3mPnlfZuCjX3dRR1zGjb9CXPzZ9o35UVwjet7MqtEz0q+mr8EmC5MI4jDWTiW1ujKS2jY8NAH0KUQ/lbESJfXLgKuA5yUvhGFoCiG+BLwPuHy4h3YCK0Vk9yEh3/oROPJPyxtOeTY8478N/D5mzenpRw1QLhaZder4foDcQQgngWPz9aPcsfDr7J06E25L93XUlbfwhum/z/5Ocet/udh7UZ3P5XDjNUxgeF1KrCY8O0rzToOQm6SWv2Rj3DHdzDGyGi55EbUlLS4usq2yrefxJO2Crr1MUgNsKG5o2nQMitDxwQspP/ckipduwq/azLz/TsQjJgLBxkIPJRdR0eBn1s9W9Jm9MH/UYHJrqel15s4YHPuyw72nP8xc4RF27bmc2lz6xEcuqVS8Ig1nMJK6ZtUoBQWmC+2LXimvEMiCggR3NXqrspPJrJehbEnaEwtH61S/v6wY1LaU0HdFC9CECM6y+2i4DfJBLtVXamrvEkqgsTgZkSgiJ6e2gqqxl3RT6dWrEBJbWri23xXIkUwGa/VGph91gu2V7dTcGov2YqYtyEoQmN0LgiaxrwZRm2qKklqVVfJKHldycLMmRismqWu9VY7J22YEJwKM58Y52jja9z36wbNcJKGhF9s/YzI/yTEjKlpJukxoehRHtFX3pJ4xZggJecbmZ/BLp/5Sz31d32VvdS9e0PG7fei5WOe8lNfO/qDnmObKKp4QFDICX8y62wzpLamlVNWu1gzWGZykbizZ3PejI1QmdfJlDTUn8cC6G3na2HhTSa1Ix2C+WyktKQZKEKL5eh9P6uyW0lYkliGPmqQuKDiGF5FMvp19XVe2MuFH9898dbH5txD5nOolFW2pTGkwHg6ISGrDM/jN7/wmsojGmhed+qIVW1bd+JU93HNDu9p54rTTsM9rfy2w/FRPaoAJP08jrQg/IEltuAYb/QKOH2Z2+gAIy0NRJYSRh3xMbmsdi7F6XGzuZ/dhVZluTHPu0WeTG1PZdOooAHPOLI8Ed2AeWESVBNrm9KBUKSYaNAHz9UWA7vC3BNe9Fe7/z9RNW8KQ/LjEgZl9XAJIz/sDeM4Ho40//L9I19UJzPa50aH6IU4qn5T6fiVzjEPafnYv7Ob08dObrxdHc8wc7LhnkrG7xYcVfQTPG8ePnxcT6yt856XpNjbKDTWsG6YyCyU7zt7A9eqDqHPnpv599CYaqIVMJXXdiOYkeX0w0q7smDiyie22kMuqDrkK/kI8vvQgAOWKhtBl3Kno+dNJUttmb/VhgjF9DCG7gIaYbLdlabOeyI+BZw2eJbCaqB6Bie5AtyZyZTzbicg4P0wNlVJUKbJw21wEL8CbNVA3tN9D3zvwPY4Zx3jb09+W/VnGPBW1BJjNMbPN7kOS0BQPEQp8ORpb33rpW7ly65Vdb/Xm776Zh449DFycSZZAtJ7I9SKpNxSbpFWnWi95LSm0QraSuqSWcE2fO286yI7zJjnj8mjcKJQ1bvzKHswMIiYNSchtGkpqCTNWJGcpxHMFdUXP717wvAC5hye1JUwKQXR+kzDvNIS6IFdV8AKvbydK7wMK8ML+wYm5koYXhkyE7TZAJbWEQOCboJca2V2UuTKaMJY96FOIz4YUjSeSF6KXsr9TeVynZhRXPTjRsaNw3H7zJL3Y//rwqzYLX36E0EtfIwhFYuyXT8WJ1+29iPHR9QUeuvEYhmWyudRdMBNCsHN053ELvJqe1ClFlaYntSaTi6/nvN89D1BzGgQ5jvUQTAwCx4x+a38px67L1nPly5ef25+493auu+VDvHz7L7H3i/sACLKsFwFqR/t0kcXzpTXypXYO1vBmTfLnTqbeF5ImU57+M6TcBthxVftGfRRnLrr25vWYpK6lj43r8usQUtQ50SmGFHIsQhvQ7sOO7T5OhCZmYyVn5s4wDG8QQnTKrsaBHjPDE1gzxIyqdOTGaEKqj0RhQodvhSveMpA/K0RK6vJEugIkaVsdLVeAOq7pI5fab9SJfEQizS3txwjG2LTB4vn/7bld73X39Ye4/TsH8Kd3I2f5x8bq4XKpD0mt53Di7x8YbjpJXZ+G954HWe27EPmAnX0t9Z8epfb9drLkVF1CL6gsOf09qZukpuXTajG1obhhxXYfiWJCGdVRRnPRf+vyjBzMsW7buraKfBom8hPUnBqO76DJK2AnUhCGIQtHG5xxxfIi2bwnUoLeMf4QshIgBJkktVRSUUIZzxyMhKstLSDoTuYG8HIyectjb21vz/do9aROg2v7VGTQ75qletdyG6dc0dj0Z1HEb9vvmYLE7iPt4XjogQVCAmbHIlsNocmplVZNVyJCt6mk7nHNxwq9NC/tpCjSMEzGR7M9MQG2laNiy4HageMmqUM3KqZ0LggSBfuOie1IdbXL9zRBRavgChs/a2IUe1X2Jan1mAi0qrjHGm02OZ3QtkXt/LKQycndhMKYPsZ9c0MIm7Ki75QvtRNdk/lJ7p27F4gmKu6iTaGiM3d4dSd2CTG+sdifxFdlldPGTmt/0Y8CPsPCVlRJZd7OVps34mG9SLpaoPV5U9SKTf/mVjya9HcjXoA/81d3seO8dRytH+V/fvEzXJV/B94eE0nUkT54Uerfyt61SOEb0H2tp3rFMX0KKYrcThyP3QdE97RtesvEaCZJvZlJP7q/FpciojAhQ4QQTGwuUjoyQSU3uHrsii1XcNGBi5q2F3ure2m4jRWT1EszBuObizzvtZE///WffoCFY1upqu3XTmB73W2U8SR+3NNZSgssrmyB/T/uewymZzLib8QNoZjiSS0UCamgENRdSuM6pmFCPipCdpHUtWOROlftEeqsV8C3WTzYYMwZ48KfP5kz42fnvqV9NL68iDhio24aywxlkwvLdh9T9eg6SrX4sutwy0dhw9nRfx2QgFPM+zhaOReOgjTWMo6W1iM40kZSh2HIodohLt/crT8JghC/KlHdNMdNUzd1kdT77plrJ5SN+UhZ1XKuQn0UL1iPE3/t0clC5nhUK3pYYbSoF7nuZcuIXmb35K2cP/VszLpDPqsKo49me1KbJqAPTlLbBo5i4nQqMYvr8JbiOVsPuw8hBOqGItKsAeN0e1L38XFNMKaPYcTtx9LGdrXwcoif364kfzyQ1Duelb09V8J3vGaQcCpJrUl4ro+2Obov3aONLpL6Mw98hi2lLamEchPGPCO5MmCy2Ijur645leYjHIEjRURG1vz/rPGz+O7e64A+wYkNl5F12b/B2KblMMy07y7p7XPITLsPrczZR67ENj0ueeGO5uuJCMnIIGLSYLgG+YzrpqgVqZlRkSeLqM0VFKpDtPvopaS2MJD96LwFDRc5ZayH6NyWFgrMmXNsKPYoNvaDFxCI9HC8VuhFFT+E0XC0/TiEFPmlWxJ6pRqt39Og5NAUDzkpYKSsN2py9JxWBT3V+qWxHPJ+PTtzYUhwBgyAzRWUvkp76+FFrPvmUDcXuwjCMAhxD9exzprAjseEnkrq9VHBRSzlKG1KVwPvGtvF1/d8/bi6yDzbR9GkVLuZpt2HJqPG17MedpPUWj6PHOSo2tnWc4PAbET3qOdJbDilo+sitjzxNRc/TI6vB9laO5rtRw0tSuq1IamDeG0wdu2udNJ37hH4x2/Cc98OUsd9mh/Fjtdo4Qggsknqyfwkqgg7G9ubELn09X0aHCOy+8gqop3Aykjq6fjf5k8jhDgV+D3ghCf14wCJJ7WCDy98D5xyFfzsX+Cbb40I2vJgD2Gz7rDh5PTW01lzFlnIjFai7Y7loXdYgyReW/O1Q1hBmXUVKTUQZ2R9NOExLYXS0kEY7VYnS5ElNfk+ntTFQqFZPQ2yfK3m93K75LF0zjWpg6t8x79yydE70M++Fr9qI4/k2PhHkY3EoXffjD5roeQFNafWN3iqSWp2DFYbCxt5YC5dVZ6FxHtOtKg79NPH2fSTOttOS1c5tSIpGsxb8wORUr1Qm7eoeAHb9i5y7B9vB8CbM9G2lZmSZxnLjVEczVGbzyCpE8LEyG7dbUVjqUYJUErdk0xXlSnIgr1LfUjqppI6m6RO2rsn33gOue0Vlr69j/pPjjQnJ8nvmfUehmegBzmklAX0wfvnMccXWAojMkbSZIKU99HyMlbdjUhqtZju15ggV2l6UncGciSTQaNhMbphNPs9gJMq0fVzoHqA89ad13PffghiFUTnBKEWK9TO2XQ20rSSqqSGiMBzhJWpeMeICwgdJPVDN09Rn7ejcBwhEIt5ROMaxE+WGL3rDqQM1QVA4fx1mKdECqG0Sei4Ps68PX/cVgdSPN/JFdsXeRP5CeatefzAR9Kjc1PcqnHgvtVVUifK5w2FR7kwixc2QitE58jMJqmNpI0xY7tZd1gfP2+yPKn1luDEQZFYphQq0diR+IhO5ifxZmrIHIHzXh49JzsgXX8bTEEx6E1S24Y7UPhUosY+HiW1UXWWw2pK/UnqWs1ACIHWQriMbNYZfXgDRXXw83jKyCl8/Bc+3vz/d/zkHVx/8PoVf4f6gs3YpiLrt0fn4ORzJpn5RpUg2N/cJ/SCqNCVoaQec3WOpCz2GNkSLZoCH9JI7BiGZ1D2i7ghTKQoqSHypfarDsXRHGZNhYnlbov2LzTVW0UNza4Ob0+ekICTz10eu9YV1iFCQX5GQrso285MqDJClcjZPrVGHaGL9Of4nuujLrHn/0/YkU7K7fzR25naHZ3vtkJAcT0SD+NayyTBnDWH5VtsLW3tfBvqCxZhAMpIyE1Hb+LVZ716+a1Gcni2j2P5yySrMQeF9oJpwCSQw/A9AuEzPpF9byRzn8D0U5+xqmtxYOImzj/6XH74ud1MbElXpW8Nn8aGDCW1aVmATkHvUXRoQcWqYsujeFbHXKa4Dn9OAlk0Pc6zoG4okL9DRhqXurqe7IY3kN/9mD6GJUdjm7S5vZi4rKQOlokvaxEqvS3iVhV2DeylbLsPgFwZv+73JKllVcZ3ApR1eVAEzpEG3yr+R7M93/Ztbj12K//9ov/ebdXTCmOOkXUngz3NUi0apztJ6pwWIDsCR8RESEaH2tkTZ/MV8UWgT3BiHMKeheJoDj3+7dI8qSVdabNNyyKpC0GZc48+m81PK7OuxU4oX4mep8YKldSjGRZ0RaVIaMV2ORnfK1dUsfZndyWtBP08qQ0aSL5CGIYEhoe6KX08UEs5VL/ItDF9XCS1FISESv/wM72k4oRQDrpJ0RFlFOEq6OFCNkkNKLqGmtj7pJDiRmjiioj86qXWL4/riPs0LNciXDqC6JXpsP6M7hDHAZGoo4+5R5k++FDqPpKQUPQy1WO9r0c/tmxb//+dj+j4/UM/4PCf/xhvzsSOi4O9inwJ/6DUCl25GAl2je6i7taZakz1tdXMgucEqVYfsDxGCE2COGtD87qfP3o+j4lE3Ty++8dqGAjADUM2ntL+vE2K8J5qL5PUPbpBqE3B9mdkb2/1pF4DBA0PJNHGk7Thtk9G3fLnv6p7mz6Ka4eEhIyWR5CKKkEPktoXi7hBOochNDnVzjMNtumiCZB73KdPdayEpP5PIcR7gTEhxMuApwO/SbT2/K3VOLgTWCFiJbEsBZC0Lq2LJ62zDw5EUodBiFVz0TMm19PGNBP5CfR8tN1OIZzG45bOufpRrOC0zGpuUs03gxFK0/enktSyL0CJggN6oZQvtCmp07B//kFes3kj1O+K/uvEhkn+dP4uXkFURZMrWvNBGORkchJ4WjRw9SOptabdR/v52VjcyJw1tyJVczIZbfWm088YQ/3RYS41z8n6syaSosGcOXfcJPXCoToXFGQUx0eOPRXlikbp8s007m2wtbyV8oTew+4j+s7SgMV7s9agBOjlbiLIUSRKQnCkdqSnX15rcGIaXMePfKEAeST6zeWSCn7YVG4pufTfM4HhGoyEGkqu/Vq3TY/pfVWcsxaa5Fum3UdOic6budhbRQ3RIq46Q+B3Bz4m155lupyk977nt5a2IhBDCUZLyOfOqvDemX0AnL/5PKQH0+0+IPKltoWVqXhftvtYJjushst3PpKmdH4D2vVw9UjAbsvncMt7XvM751GoaCx8+WG8BTuyaslQCI3pY3iBR82tHVeqtuICcvdie11+HUEYsGAvoOSjhWdxNIdr+akq+WEhIakHGQ98P+DeG460X/tOA+ovgfs2cY5xFUvlbIWHQXTuC2FKu2MYPW+SZ0FRLWJ6Zlf7bdPuI+PaSf3ceAGeKJ2TPIXJwiTe7AKaOApn/hKc8cKuv5UPSTAFui83rTrS4Jj+yoITH+U1pOUVFo4ZLYnq2ST1RExSN+oWWqHcpuDJr5NQgxwl69F3TZxUPol5a566U+9WF2cgDENqCzYnnbV875501ji3fGMfpell/9K0Zx0s3zcjfoFUo6jKZgg8aMz0bEE1XIOin2c+hOJo+vNXLmsENYfyWI5jR6JrNpWkrh3rP6eKF2r5wxswJufaFL5FtchpwckorpwZmphAKqrkLJ+GabJuLKN76sFvQm4EtmU77+0c3clBIyIK2siv0jqEMNrUn4dqhwBS7T6qs9HzffvWjXz12L/x4bs/3Ny2S40K+40Fu4Okbi8uem50DS6aFjVtgQ3F7gDTBMn1EBXsU4oLjRn8/EGcsSl23wy7MxJyNpZexK9M/FvqNtOKCJBCfjCVcbkxj6OsJ+i8NIqTeIeirrc09Vwr1A0FNEdhh3xSF5Fqmx7F0f4FsHF9nGkRaYjE1qe1bWsLTqzE9/xj7Utdje2zKluy98lV8F2fXCwnTiOpVU3CdaL8GXVDEedIjXfOvjMqzEnRfXZS+SSu3XVt7+Mx5xnNXwQ2VBt1IN+cQyXQciA1oBFGa4sssvbMiTOxRHQdZZHUQRLCnpH7A3Gw24gGppfqSS1iJXVSPF+yo+67TpLav7NCzlfY/px2Ek6WJfSiumKSOtOTWitC3E2VRYzqBWVFnVC94LlBTyscI4yIMd8NenpS66Uiig8PN6Yhe/jpidAPEWHUhdMPelHFAAp+93kcl6ID0MO5niS10Mvk5GUv406YnokpOagi11tJPa4jXBnV13E/8ny06qHsAz/7JfCrH8ve3gOJkvrdd72Lg/uzBVq/af8lJaP3fNRbsJDKahdBDZH1gjymRyR1rKTudY0kSmq9UUkNToRISQ2we3H3oyapXadbSJSg1ZO64VdxJQc9haTW8jlMwDAGs8nMgm2Y6ECQC6l0BNyXtVh4qJh4sRY1sxskCCJRQK9ipxaPOT3s8oaJoG4haR7i9pT8HIA7PgOn/Xz6MedHcRyBpzisK65DLms97T7mWcokqaUVKKnthktRgLoS/72nGAYmqcMw/C8hhAf8BfAhQAXuAv4qDMN0E7wTWFMkSmpZBCDFD6fJuA1z5sFMdU0rbNMjCEIKGST1rDnL+vx61Hxif5BCUsee1LP1adzwAvRyujKlEIcUGcEoTN8XDSAdUEJBQEiz9y0DpVwJM/QBtano7MSRakTEvePc3+WMbd2hQ6/5z19nKlYk+FUHZWJ5EPdlCV0ILCV6SPRXUke3ltNhbZAoF48ZxzK9HjvRJP9aJurq9jKGZHHW4sl9/75pv2LNDfR5vWDePEVJFlRevJPKue2zOuMOIwqHnNA5unsp9e8TJXXOGox8s2sGoJGvdC/iHQlUISgGOvur+zlj/IzU9+gbnGgtK6mTyWzyb9DwkHIKsiwhKaKZ1NwJwzPIByUUvX1SeOShBcIQxFaTetz2JHLpRK2Wb/GkzvKkS5Ar41rRpLKLpI6vE9fym/diFjRZY1NxE/vnHoCv/WFEPqZBVuGqP40UixlIikOdC8oD84dQ2cL5W87B0vfhZrR8VrQKJkZvklrIERETw4rbA6965ensumQDhBAuHCD8l2fiXvZelm7YyAWvPINLTxvjyO5Fvv3hezFUidGtZZSJPM7BGoZnZHotJudvwVo4LpJa9eWIpO5YcCY+pLPmLJv1InghhdhHsLFkNyfSw8ZUY4qSWhqIZJx6eIkffi5NAfNquBV2cgW7cz/I/PtGPOEthN2/q21Ez5skODFZLDTcRtsYK0kCTZcfld1HqLs0XL/pLT6hTuDV5lCkozD6y6l/K516HvxwmpyQMGyzKxwO4gR50xssONGuogglc5HfD01P6n5hfWqeMW0UAViGQ6VjcS5PRucvt/jor+Xtle0A7K/t5+yJbluJNNiGh2f7lFrsD9adXMKWTXJHlseoZHLfGQglFAmhCip+gTopC4CE8Koe7klSm55JPtDi4MR0JbVc1rBnlyhuLePVQYRS0+qkDfUpOOmyzM8CIFeh6q2nVF9H/fRHujZf4EXnLys0MYFUVMkt2Jimnb5YDgLY/S3Y9XM9O3B2ju3kpiC6BtvG6eJ6JAwCRzSJr6RwubXcraRO2vYvO/0iPnfrx3jvbe9tbvt57Vp2cBWNRZvxxGc7jaS2ou88XbOo6XOcU+j+nOb3j481LXQXgMYslSBg3+Vf4++u/lTqLt/75ANM3VXL9KROSOpin669BDljDl82CW2pvdOmtB7PKSNv6a/ITsITzw5P69rmGIP53Y/mRpGlED8MEJMddh9JcKITLM8phkhSN5ZsHrxxijBesAsh2HnR+i4CpA2JYrOPktpzA/SY+EtXUkvNkGV1UxHjvln8bT5vu+xt/PoZKaGyaQgCMBcYKayHxcgiDfLN+XsCTZcJBViBgyKUTFJrU3ETenz9ZPm5OkYcwt7Hv7hcjEjqNE9qKadACL7lYTQ8lqYNJt3N2AshNtG96bk+S7co7Bm/k2es654H5ivaijype82TSmoJ2dUQgrbOnVbkCiqeE/RVQQ8C3wtQMkhh13cxicZr1/AI3QApwye7WCnjYTK7NJ26fRAkatO0PJpOKDp4YYjud6+vR8NofNT9acj3vjd0Oe6uTSE/Ld/CFh6q0HuS1El3c8kexazvRjv3ZXDOr3Xv+NN/hEO39PpaPZGQ1JZs8J5nvyf1efI73/0dDKmGYkz07Fr0F22U0R5htBN5vDmr+ZlZ46f5wDzV7+7nqhGFp1dfQOHbGsd+ePvy+4zlGPvV0zl1NPLN/68D/0UQz18rWoULN1w4wDeP4KXkBiUIHT/qAFUlGlYDRzaRve57LOkesoweVqUDwDFtdEDf0h3IW1aXSeplJXWPtVjgDWb3sUZKan/6KJJ9CL76u9k7XfLG9Nf1URw3Ov+T+cmomy6LpC6so85e3CASdXYWoldk91FzkYRAKZ9QUmdhYJJaCFEMw/AHtAQnnsDjDdHIouAvJwNXNoNWhtn0NptOmPGNmc+4aabNabaUtjQHf9vsvhnzSp6CUmChVqWEhF5Jb6VJPsPUTobp+1P3UQIJVwR926jKWpmDwgZ0/AwiYzb2Yb1wyxXsSFlcTwiFOS8aUIOag7xjmSRxZIEuwbwUVQX7elK3BCe2IlEuTjWmBiapEw/f1jaWWWeOOwoPcOGxp/W1ImhVUh8P/LpDfs8SMyFsPbdbdtDwGhSUApWJPLtvnibwA6QO3zA5JqM0a7Chx63bgEap0k2qWETfeYM7wd6lvZkktdwvONH2SebMyWKoSVIbLsSTOVWTu37PBIZjoAcTqLkcruM3F20H7p1HUSX0zQGN3REBLGkS/mK6J7VjxZ7U/ZTUegXPiu7VLCW16uX6XqcA2/QJDu79HkzNpJNfYQBLB2HzBXDJGzLfZ9nuo4OoXzzKNjZT0PPYeYWwh93HYtjAd/z0azppGW/xE0taCQsjuZaA0jGQGgSx73lhcwltJMfk1mjSVJuPXk8Uk4ZjZLb7NUNgrfkmOfdooAXRb9K52G4lqbfmo2u8GBc6jFUkqY8ZxwbuqjDr0Xj60j+5eLmNfmY3fOCZeL/0QT7y4VG8HvNQI4yu9WKK8MCK37tVSQ3dJDVEqphBg5f2LO3h+w/9BEke5RlfuKL5uixkRuwic6FAEVMwkj4Gy1t2ANPoQqD6OepuvatI4TkBYRAOFpzoVKnkKo/aMiaXjzypw+oxhFbOTlQHlMoWxqjjmH5XS7k/Gtu0zA9maZCG5Ll1sHpwYJK6HgfJtdp+uaHD4ZGHOPXQ2c37PclfSG1xz4UU/QJGmHINJIRX9QhsSfcZB7AdCxUZT/iZC3ipEi1QSqM5CKHglLt9O8NwYCX1I/alABR3dS/4zrJOwZIdlF6kHlF3iiaBbbvpftRHbotU5Kdd3fN9do7upBSr+NoKZsVISU0oCN0Aockcqh1CIFJDpaozJpIkuOqMZ3DLGbcQxN0Sf/yDP+bQ0X3sICIwmzDmYHJX23t4pg64zFcDauV51heyF/7JsWZ14dCYoeIHVHFRMry9S6M5DLdAaCySdhdadrSA1/p07TVRn0YoNiKQ+O7H7mve22cWTkX442gZSv1WqLFV0Klu9zgUBSf2X7yO6+MoImrh7vTa7ApOhExP7keDe35wmFu+sa/ttdq8xbNbArm6kASc9iKptRK+FzTDxNI9qeVlv9vNJYxbjjHujXQFUPaEtQhhQDm2T4pI6o7gRCCXl3EBK3AZ1Uczx3EhBDsndxEQZiqpk8J6p01iJwoFmSAMcf2AXEeeQ7IWuOU/HuHWG46g8zReytP49C0/7XqfW0//Fi92Lu5+/8oQldRqkZxXQM3Lmd0DSaCiZbiZBcJB4fUgupecJbzYX82Jx6AsJXWpUmGRaZaWHn3hJlGbShlq2VaYSh0vBN3vPp6RIJpr6t4U5Hs8V3MVtNgbvbOYC2B5Fo4URJ7UPa6x0nj0G5ScMSwhGNl8YVTk7MSxe2DP96NcgUJv0Usa7BbC+Pnbn99V7IdISGXINUpeGIWhZpxLf8FC3dJj7jOhYxyoNr2ts/zRzTum8aZNfE3CciBXBLkYj9dhiHnPHPLofkavOYXtle18afeX+NLuLzX//isv/gqnjJyS+t6dcJ0ANaOAETpBZOclBHW3jiNbyG732i8pRtjW8fmHOzWHMBSMnNw9/0uU1IZcxw/z8fFlkK21uBumZ3BiXHhfM09qD1lU4fXfTn+2KDqUMtol8qOYYYglGWwsrEcua3jH0gsCE/oER5Bxw7gLu6OIKDQ5s5u/E158naZlbp1AhJXYfXwN6AxNBEAI8b+AK4E7gI+GYXjn8R/aCawYQavdR3zRCxFZfswM5oNs1mLSIKP9YNaY5YJ1FzRvTCdj0TCRn2Cp7kRWDaPpKqFmeEf+VJj+ZvfXCUIUJHzRvypVVIvYUoNAkKmkno9J2omRblsRgAkpx5zbIPSCaMBrUZM7IZSEoG5Ebdsj2oCe1FY6SZ0Elw2CtBboo42j3Fy6lyumzseb7k41b/teQ1JSV7+zHxGEHJvsJs7CMIxaqdUi5XGdMAipL9pUJtontYmSuuDk8AO/t1cgUegJQHmk+3ybMem10Z3kPbe8h4/dk96O9isbXw6M9PGkBpFXmhPsRHnRei2pObmZ1Nx1LJaBhERjyecL/+0HLc79sO2scY7mi9i+jeu7UXBimt2HHpHgobmEGOmxgINISW1G50bJtU+A1Pg6UX29fxji/p+y7cAtfCuvwRu+DZtSfKk9B/5q3bLdRgbS7D6qTpXFRo3tSkRCdXoptmJEG+FIOEMYQuCHyJ3dE8YcFNoXoImyto2MiydbfjX26B+LJ+MxQZb4pcsVjdAN8G2XgppOBifnb97K9lzuhzAMycUktehYbCf35qw5i6RHajo9/j0bS4MvIFeKqcbUwH7UyTkuVLQWAsgE4aKUdELVJzB7+EPGpGLB777mm0XRREkdqy/SwxOj9Pf75u7jp0e6F+MAISF3TN/BDw79gJ+feT0nlUb4o4v/qLl9W3kbYiE6HkWvZXYsSAWVkJCcBKqfo+Z0270khPkgSuqaU2suAh4NtIJCGIR4SzOo/YjRkS1M2A/gm5Db0H5sDVFjKTfH+tls1Wo/bKtEz8/91f199lxGPS4MlcaWyYmG2+Dg6AOcsuc8FqYMxjcVCe0kfyFFPagGFM0idT/lvkiU1Es9fDWhGWAqdCWTTJHLGvghpfhZVXRGu5XU1iL4drY3eAK9wm77UubzRzl9U/dYvL2+iT3Fw+zsYwshFVQ0okLrxrTPfPC6qMtkZ28NyYbCBsYYBTrGIkVD0gR4sZpdkzlUP8T6wvrUQNnqrElpQkeSJSSW7/0t5S3cdOhmngXUF1tJ6vluJXVdReYIjjlBbXKe9YX1ZKHpSZ0RuktjmkoQcNjP9vIvjGj4gYxtOqSVaGzbRYdMgqT7M2cwRg7hlOtM7YnesbHoYG/cznmMIpf6z1vlkkZVaXCS2f6b+l6A5wQDFcA0oUTXRthdBRRy5I0dBScO3+6jvmhTGNF49V9FFjOf/+tbmlkAmajFJHW5jye1B5oigDCdpFYljKXoflZjxf6p9taVkdTxuZALk5S1MoZpUSCl8F/QCARYvtO38H/W5FnYwsGz04mKJkndx4c0r8l4ISxOm2w4uX3fZC1w8M4ZNu0c4dax/2LRXuL3LmxXEVaVOf7l3sOpz9NCWePYgB7Ryfw+a55UUkvkvAKK5kVjUQpySzKgYDe84yape6mxq04VX4rOsVdP7+5LIBeiNV5jKdvSqx+SuXxnjkLqsYlFvBAUv/vYS0G0xtHFUk+7D3IVNBHPtTOU1K4IKfQJTiyPJUrqiKTO/MxN50b/Tt2Vmt/RDwlH8LTNZ6YS1BCJvurSEuuJLBDSxuAwCPEWbfSnZd/fykSe0PJx4uJL1vjpHjPQTq6wJ2iw+06Hc18oc87Jy4WBhf/YTf3Hhymct45PXv3JZhfewwsP8/Yfv51DtUMDk9Se4/f0pE4KiQ2ngStbCDelQB/v45oWPPxfUfZEGrQinPysiPdJ+97zHm6osv6UbtFXMvduiBq+iEnqLCV1k6TuXWgE1s6T2gKVpagYvtJiij5KAwdXsViXX4dcVvHrTqpYSpVVdFSMMLL76ySppZyMv5Bud9oJv8/4dAIrI6l3CSFuA04DHgHeFobh14QQZwJ/BuwIw/CAEOJ9Qoi/D8Owd5rZCQwdYcyMSVLY3vI5eTo88r2B3qNJGlS6H26u77JgLzBZmGwuzLNI6nF9nMZM9PDWR9Nbi9WcjKJKmOpWmHmoK/TIc3wUAZ7cP2SvrJbx5EVcKduTes5ZRAtDyhlt+xNKiWPWUrPNo5WkTrJxjOqASuqM4MSEGEo8YQdBGkl9pH6EW0r3Rsf2wHxPkjpRth+PktqdatC4aYr9XkghpTXZ9ExCwqbdB0BtzuoiqYUi4ao+I34pCrHqQ9wEhochmWzOd1fPjbgo88vrruHr4z9M/ft7Zu/hugNf5xJe0WwN7fputo/WkbDbpqSOoebkrqJDAseOFsem4UMIl197apMEOfmcCb6xEP1Wdbee6UmdPOxcw0TrE3hIrowbT3Q7J3SSJJA00Hyd8YUD8KO/T38PpwE/fh/b1m9mSfJZGj+Z1NKLokUWG43ZnoeURlLfOnUrSqA1292kvELoBIR+0JXOXclVsIiIL88NkDvbOVOIjoQobFNMyAqoRfyGQGhyk4xRNRm9qFJfWFZSA6gNCXUyfdE0ro9DCEfvrnPfwSOp+8iyYMf567omKwlc20dN7GR62H0kxFwSmNR3sd8HYRjynY/ex2KLIqAyofPzb3oaU42pzM6DTiyf45Zjd2NFh5pH5B1UO5+ptDKC2Bs6SCGpeyipO5F4Wr775r/nlmPZ7afj+ji/fd5vMz51ITlV5cVn/1Lb9vrPot9RGc2e/ghZgBKiCVCCHFW7ypZSu9WNbSZqnQGV1MdhF9PsXFpaQu1HjFY2M3nkbrClLn/Qql1lvnAEc7pPEawH8kqe9YX1HKgdgMUD8OlfASejDVVW4IJXUfd+FaDN7sPwDA6NRMXzg/fNM76puKykTlnwC8UlHxQwfKt78VCYADm3bCWQhfj9lR6/mRx3eBViEqTkjHV7Utfj9vBeSiLA8ovMOGexb8t/8Yz8C9q2ha7PZK3MDyZu5Pl9uqGkgoIKyL7K5mIKmfvQN2HbZX0XZ0IItqqb8UXQ5esp6SoY0XxDLmscqh3K7PZamrUYmeymejcXN1MPa2gFmUZCUnt25EvZcWxeFUIxD0xQy831JKmTRVzYw+6jHARU07zDYyTe9Ialoftuly1K4rmvDNC2j2uBXcWfmOb+XV/jgy/4IADf/si9LN3vgwKK3n+hGoQBe7XDbG10jC1pY24WFvejCUGWdkuocuR9mquAkAYjqQ/e1F6UHj91Od+mBcaSTWk01yxeFkc0jGqf0N/qkeh+VXt0c+TK+D4UNCBML1opmtzMGVFj25RTrZOahd+B0JJzMaKNYNdcCtDtSV3Q8ITA8t3+JPXEWViSzWJ9nrQjSUjqXIYFRfMzFUE1hIWpBhtObn92JEUbt+5x7ku28KW5u9AVnTMua2+/nzZkuHc5uLcVhUoOszrYmsD2bUJCykGRY++9rU28kTtlhNJlJXJ+HtnYA5/9o9T3yNnnAe8Yii+172bbfVTtKm5CUtd6K6mTuapZf/Rev4mvcJp3eCcW3QVC4aGk2H0U/GgtlJOqfUjqMhqJ3Uf3ObA8Cw9QJdFzLCtUNJDCiKRWepDUG2PhytFHR1IfW4zWDRdtvSBzn5HcCDWxGB1/w6OUcihB3QU/RMkIPIZISQ0QLNooqpRayAiDEHfGpLRzFMWqUXAr5IP232Pk6h2Y98+z8KXdrP/d8xmfiJ5d47no32ljcHsY1/ab1qZd38nxm2r4mlvDUSxCJ8VvO+ETqgvw6Zf0/sDXfxu2PT11U7gEHrDllO55QrIWb3h1ZD2aH2YGJw6ipFY0kLW1U1LbMpKoNsOqV4T8KFYYKdkTuw/8KHQ1LdQwH2p4YRjPGdqvx5XYffhmtijjBCKs5MxsBkzgk0AN+HMhxAyQXKXJ6uCDwJ8Drx/WQZ7AyiC1elIDrDsd7vxM1ObXx+t22e6je1CdNaOHzfr8erTYk9rJWDRM6BMYVlSd1svpDxUhBPmyhinWRaqk+b0wubO53bU8ZAHBACR1SSvhSg6uCJvq267jd2pMhNkJzOO5CvcZh/Hno+OWWh4sphdVFO3F2JO6jx1D0i7YeX4KaoGKVlkhSe2DItoWlUcaR5hVF5E35jEfWKD87N7WIRP5iZ5K6jAMqd9wGL+eTozZjywicjL3L1pckZKUnSziC0qhWaFPFKud8PIho36ZhtvoS1JLZkhNMVMr8LYX4Au4vHAxVz/vZal//66b3sV/3v91LoFMr+OIpF4OdYTlyWvrtaTm5EzLEM+MzpvrhciKxIU/324NUaovK0QrufT032Rh5BguWt/gxBG8UG8eVyckLUTzc4z+6H2w2ONa23YFJz3rzfCTt3OgeoBz1mUEcRYnwOhDUhtxunILaX7zsZvJBTp5PQ7MbFHEycX233REG8FLFheO362CMOZgsn2hbGct+PQKXkNBHsu13e+l8Rz1+LqU4jFOM2WUDK/FMX2MycZWln5W5nqyu1Gu/HWfc65KV6eapo0qwJOCiPxsQV7JU1JLkZK6En0HJQRZkdrb5Vvxs3+Gn/y/zGNh8/nw6/+Ka/nsvvkY45uLVCZ0avMWj9w+Q7XaYM6aGzjN3jY8JEm0X2ctJLVadCkYZRasBfKlbpI6IZx7KqljYjAhqet2ve0eEbIgV1BZnDY4WDvINadcw19e/pepx6vJGpKQ+PSXfsrYtu7nmDdnAS7SRJ8ug4KGbjiovpa6yHdiq6uB7D7sat8cg15IisJ2tUbplD4q6MpmJvZbSI7a1e5adarMF45SP+oclzfotvI2DlQPRF6Vsw/BmS9KXxxUD8P3/oqaO48k/RyFluJ3w21Q0+fRxuHAffOc97yTmr95qpJattCDIl7oY/s2utJCcgkRtXhW0wtJzd3iW0rpEVSTFK/0+F4t2SlK6iTAspRNrALs3wMgs2/sbtYX2lPlnSMNpFDiPn0PVaf39SEXVZQQVF/rtt9YPBC1ZD//f/U8lgQb5HU0UpKLRT6apyULrEO1Q1yx5Yqu/SBSUp96QXfrbOKXrZbFMkltxF0onUrqRQ8/Djhzi9mWSzCg3YdQqaUoRhMUKtH3M/xRxq0lKLYr8pIuqSzVW/vnRSRFWS2x1DI2TGwpsnS7BCWQtfRcjlYs2Uvsyx3m7OrOtsJL01N1EJJ66m5yCLwgfV4raVJkSSBJoI9menI3sbAfPvL89tcqW+APuwOKG4tOU5QAEfE1tafP964e6W31ARFJHThokkAo6RYSiio1u+MkXaFRcjjF2tq0txsIzWtznJHcSHO+3p3zUcAALM/t25121sRZHJFuwq0vpm63B1RSK2FEKFWPdhdekvtBkwQnnzPB0reWUu27Eu/sNCV1vqLi2ikBzXYdfvwPy894wDzpEgAm6mXcow1yp40hlzWcQzXM++YoXhnZfQipCs/7Szi1u+k696X/BwtgDWjZ1Que11tJ7cnRvMKvp4d5J0jIa7duRuvPLFS2RKRbChK1qTLAPGDOnKMgcshB93vpXjGinuU65HsUG3NlVOERQJfQA2KSOhSoQvQsfApJoFUEZWcMU+1BUhcnou8/dVfvL5eBA7OH8ITK00+6NHOfkdwIB9kDkFnE8GJ1qjyWXdxKcqRE1c4MTfTnLfAC1PUFxFKsZK22v6ekK4y96FTmPn0/tR8epnJVtL6eLEwiECvqhI6U1Bl2H7aPFBf4Gm4DR7YI7e7fLFlT+Uk38Ou+2V3kWzoMn3slLO7PJKmFIbBw2VrsXnfn5ByapFF1qqzLy+AHBFnBidUBSGqI1NRrQFKHQUjgKkiauWx1uxLoo9jhHI68xPrY7gNi29eOcTr0A9RQxg395hqgFZImNwtXfY/bPKGk7oeVnJnrgBeFYWQwKYSQgd8BjgJB8jqwF3hB+lucwGoijNv9IpK6ZdKxLvaHm30IejwoAIzY7kOaN5n+9P1Nb10Ao2zxvKWns5F1yIqEJIvUmxRgPD/OYjzJ6TUZy1c0zLiCzPR9bSR11WigAEGf0ESISGpPcnAIMu0+5nyTSZF9yU/oE8zLMt7MDNCupG7EgXlu1UYSUmZwSgJZlpAVKdXDeGNx44oecmFKwvfR+lFGciMUzpikdsNBAis9Bbztu5lzcPOHwW4hXLZcDDuehTdnsXTd3ogMT2s9liT8CzfgfmM/4ykkdZOIUgtN39HaXDpJHRQEI9VyqlqyE4otMNT093HdEFeR8BaylTunjZ1GPfgs0NuTuiR1KKljX2W/5VpSenhSe3bsgecGqQqZtkA4rQB+SOgFbYngTQsd2+vvSZ0r48QkdVooR6gFqL7OeH0OnvH7cNWfpL/P/8/en4bLkpVl3vhvxZhz7nmffc6pM9Rwap6oAopiRkBEERVFwaFRwLZtZ3pyoNVGbV/tRm3b4UXRViZFEEFAhipAhhqg5rnqnFNn3vPeuXOKjHn9P6yIHCNz76Lf7v8H67muuursjMjIyMiItZ51P/dz30aOw3WVHJ5tTgCpC3N7YFIHxDn4qS/8FFEyHTy6+SivMd6GmTx3KatZdkIYGhcqdqWrJZgpzZJhvuWOY5zZZaJWDmNhsEBWnslR31Djkp4UofKuiTmmjdXWbRYDJW/w+p+7geqQRrSUkg+8864uOzsrtps7WEIQGtnFtrn8XCL3kZhcuYp5sb3cZvWUWvCbls7M/qJadDzxKWVacmmGfuD6Y/DEJyHo4DTV5z3n1Ye4/JYlnvrGKp9/72Nc2FRjz77C3jSpPSfALg4ZrfSB1LmyQ65eYtvdztSv7RawMloUh+WlSmYJMzZY/EjE8todvR11QenoFKtOwLqzzqHKoUGQMiOcht8Fpvoj3OpgaGuI6WzZpzREycbe9jEjm4Y/2g6cLqb2ZJzoN/bsQZAV6f3tt9zdFwaVA8wFEWaQw84Pjg11r85OcQ0Zw/Zqm/mLvjkJksOVw3zx3Behfl698J1/OL4AfvKLtN5zLwU20P7kFjDVQtLRIzBh6hKD5QdqhEHUZcpmMak1rYMV95j2I79/5cCuILXuq3vYHMNsgl7xSk8Wl0V/anSuaiXz9y6s9lOPO2h6jfXSuREZAv+smoefzJ1m3VmfCFKnYEopyrNUHDIreuqz6v+XT9ajTmNWTNPUVKGq/5y0YmL45ka4oct6Z52DpdGCiN8JcVtBpjleqpctC0EfSL2VvG8B90vKjJFIIjsRXiIFlJueDAwr40xtgnHiBhWjQDtoE8Yhhjb6TPaMuqcVYWMIpA6fCUjdUjlixa5yPtjpvjx7oMRqkj8Z2u4s1c3OJmfsZYyapkzBEgDmmUgJKZD6enxJZnuysPQeIy4/tTuTup78Rt/+bjjwHLjnL+G+vx7pdARwGh77+lrH8xVrd53jxoWePE8Snzj5CT596tPdv+36Ci/mxexDjgUYDVPrMqkBtipNLt28aKwkRWZ0EpA6P8OUPUXgKfBz2EvFLKj8bS9M6v3F/ZzRQ7x2NjjjtpN7fheQWnoR0tSorY7mySmDdvFgURVvvZ3M88obeXShd027+6P7PDR8qvN9z/I974Uv/y6kRaPQxTn5eShC2VXXduq1RzH3FWl84SyNz52hJMrYYR6hL8OhVyj/kqHIXXITPALe9hbwDCRZMmJSgbXu9TSpo7aPoCczOBwpOBS1Osj/cUOmVj0AV3wH/MAHMjeFqezeHgpKW+4WmphFi4sjz6oV5HGFj6OHVHZhUhsy6prbDYcbukRSwxTZ48HAoao6pe1p3JKY3IWz7zrFpP4mYq22gWXMcqRyZOw+VatKLVbjpdfOHuOjHbUONKYnMKmnc8qI0AnHS32sq3zUWCwQ0QFM5E4GW/aaOXJXzdK47SzWUrG7drlaHHtmTGo/GishJYO4y5Ju+S18vUPkjf6wqaxLHABGXnVNDf+uswl2krKchz8rlhieRttojdWWL1klWn6Lg0WLqOlOZlIX5yeaNAPKO2UPch9BHBBEveKEpVuZc/i4UMVrgWZ+k10a+SnCuNBlUuvlZFxo+t0une5nJd14oUzW6kORMql3e/YASPCEZ0Hq8fFMrswn+oBopJSRECIPaEB/VlKCzC6nZ+P/eCSa1CIekvtI2IcbT+4KUrtNH7tg4D+5g3++Se5yNXHJWKKfafLvOv8K/gLWFu7lJSUD+6F11s4PLuCFqXHwmn0cD9SkM8m8oVA2aW1bgFDmiVd9Z3dbrbWDLoC9gNRmiVD38aQcK/exGfvsNyZoNxcXiYSgvbEB6EMgdTIYtUOqVnWstlZ/pBrDw7FYWGSt/cw0qYcB6OX2MvuL+8ldMU3zS+dwHtwgd1l2YqNXLWbzs5zZehzufMfgxtIivONJ4mRhMfeWq8ldmn2c+z9/FmAiSF00i+imRqFqjQWpKehM1cqZ7I7hMD2dupXdwhv6EWFusv7TseljxFoMQo7VpA69CEsTaHYMtdMACEDYgri2DTUJmoFp62MXYFFyf7hBnGnWUbQShqjfUsZnJHpkfSB1l30f53fteMAuT2RSx0aA5eWZikIFapnjjbkOlg8iEKp9f1wU5xRjb0LETkhL7/CV81/hmrlrAMW43G8fxBSJ3EfKiMsAGypWpaclOJwcxfFYuQ/d1EbNsuwKoV/CGmJdlGZyXHgy0aFMnu+CZ48FqQEWggNIJPsuqWaacqmF+XiQeqfZwBQQm9nj2Gx+VoHU+d61qczlOPPIFmce6QEd3/ULN3Lg2LQCBo+8EL7rj0YP9tCH4e/fDjtn6TQVgJZ2xeSS+3JtWwEsezVO9Jxw9J4Ok2fOyFOo2OSD0ljd7nbQRkjIBxkgdcvHzOndBWfRLPKvNr6TwrZO+WUH0QomUcOn9dULFKXEawdIZCZ41h+BFxG4UaZsVbTZxmAZpiaD1FrRwhYCM7ZpuqPATsq62wvbsek3qXwzbYhJ2EnRzPP1bHPT/qjsZyY0cdARucEFT8Nv4FcVOLp9ofVNg9QXlS9i292mtXOaklWeXFS75OW05suU7TWYPtJ92Vn+KizMMn95gfVvNFg5UafaNU7MYFKLFoZUv3s7aI+29Vf2w7m7J5631VHHtSe0DKfFq85Dm1xZNqm6V1F5BBq1c9198m4NE4jy85z8+urYLp2zj9eJyw8ghBw5X/9cg6gsqJkNNpwNLpu+LPMY0PNIKMpcBkj9GZi5uLdI3SWqcYmz+iYndk4MgNSipIA46YUst1Rj5MHy6HPW2FIFqkyQOilS+TmH9nJyjROQuv5AFe/C6b4vBY1YEouA6tT4vKx7fjkdOYYUQXuTilUGdmj6zUy2a7HaB1JnsInT/GBPch8pkzo3Q7Pduy9mD5QoaCBliBbvnuNtdDY4bStQIVhzeiB1V0poD4ZKqw9hcROOFERhPDJHiZRJDYotuZtxYiplc+gFsHgVLH4DkGr+7TOeisKYTjOgZdZ5aEMBWA29Q+jH+G44Vv6KxjIcfO7ASx96/EOcaZ7hSOUIYRzyeOtprtFeiTlGjxpAt/QesxA4X1zn1uUrib0Qba/ml125j1kqdoXIi0ekPtRnqXEyCONdQWohBLpl4LjZJAy3HYDYvQMn7oSInEFtdTT/re+ouXTxYIlYxmM7MYQQlKxSZidQmhd0mn0gdRTC3e9RurZv+aR67dP/gc6jH4ZimaKrnul0jOx6zIQ57LBAbDlji6j2pc8FmnjnTwATjDV3iThShsXGHjSpYydEB/SxTOpEYi0q0rrxhygfftHoTg/9DZy5Q5nlZoBOflJoN/eQB2x3tinrZaXiH8mBta3u27hmg7qmsW83kFrEmRr0oDSpoyhxCghjGGMkC1CYNimtTONN0qQGpUt9/LNK1svaexEoljG1ZoMDubmJgF3VrtI2FI7gjmVSJzJ9U+PJCcLU0Ks2RicjZ00iSOTvzIUCQasNTBHWsu+l6ddfwuq772XzLx/tvva7/Cx/VP342HMYOW8vziQSgSpEpdI9KZM6aI7mEl2DzNggLs6jZV1Lu6z8eNIur6HYXm1jSsGW2R77W5StMi2/hV0wiJs9U9CRaK5CeSl7W39Y5V2Z1KvtVd78qTez0dnovnawdJBPf8+n92w0nnY86/Y32aWRmyKO84S6y3Rumris7rVU+rU/UiJFIGWm3K2wdZB0DagnRtoJtJeOqX+h8UyuzPOEECvA48AS8BMoVHQH6F/BPQ+YTGd5Nv6PhiYYlPuYPqL0Gjef3PW9TjMgX7YId1z0KZu5t/TMBG57/EP87T+/jz+9+N0YKxFB4vCuD0mDuMdrXJO/iDvC0wgRZSZ9aeTLFhtnm7D/iGIB9sVOu8GUEMR7YLaUTMWk9mI5nkktIq6d0FI6myywnO06hpjh7s+d6frf1XZ8ZF5Da0uqc3tr2x6nYbyvuI9HNh/Z0zFAVe7E0DVcba9yqHwI66IKWsFg52Mnxr4/f90cs0dnuc/bUS+89TbYdw3c/3749L+D7aeJWgpA0Se0QW+vtMlXrMyiQz9IDUr7tjEGpNaKBlNhmYa/O5M655lsTI9hL/sR4ZQ1kUl9ydQlCAQY8XjjRDfEFBLtkffCEz3zRc1/D/EDx+Gx3wXALH6IwMtmG8S+uuc8Pxo08UuibCZ6X0G7yxKM/WhAK6+rSS3zuzOpcxWCOAGpM56P0PDJdfLkpRwxGxwOW7dZLC5yrnFu/E6FWbhw38TjxJ2QjuEyk5vhg9/+we7rH3303u7CvwvEZkzuVbsn9xENgz7uDsgoA6QOMq93bMwgoxz6EBhVns7huxFeJ1TjkqFR8vLoY+Q+AKa9RYK8kwlQg2IkOY3xFfxas86MBtLOToTn8nM8uf1kV+Ig7oS86seuZvO8Su46TZ/b/+pxGpsdDlxaVYv8K1+XeSymEpmZ2hk6jrpX08Voqk+8saOm673LfQSjjL5U/sDMU6kWyAcltjrZILUTOBQAEY2OB51m0DVNBLDPSb57+xWcP1bnlte8GFCJYuurF8gJiAKJFuu7spLTYtIwk1pKSVjzsMUKTGX6QHdDL5td48TGxmMj62p/j2xHKSUNv/G/ZZyYAuGeLO6+OKgcYMrP4QC+MSjrUPfqiKkAzRBsfeVTcCLb5AoE3PJvxhrxHa6o++xM/RRXVw+ONepJo7Xjs3j0CPzgh7uvOX/6HCBg/2VTPK43OfvYNtcUddBFZmFakw10mcOQenYXTir3ESfSBkMhpaToqt8gPzt+oavZBsZ8HveJbS4GLuYgPAyNh0939wnmZ5g18jz5YIcvvm+yKfXOwQeZFhaGMAYkbPxzTbQDChxa70xmZnWZ1DJHycj32ElBB059GZ779l1/gzTyUY6W7rBcO8EtS7f0PqOscoC43eF8UzHkM0HqDfUcD7Avk6hYFQpGAceqEzWKxFGMlgCBUVsjf800M9+fPEhC8Mgv3YNj11jI0tkevgYTTHdpb1CZnoNgh4bfyASprbyBrkM7ygZqo1AiRYye0UI/EgmQWy7M0VhpdFlTpWmbkqkR0Ea0d2fbbXW2OJuC1Ktt8leoMburSb1HJrWFSSglvhtmgNR9Hhj56Z7ExS7frStlU0zmXGdzAKROx9i/Pv1eHv+0MrI9tvFcXsEP4TT8bJA6cBUwPCT3sdxe5tWHX82v3fprBHHATe+7CR8Lg/EsM8PSCIO4e+1P2ue5lSuVHMWRPUorOdugGWCXFZszyC76S12NG3GsM2VP7qIEMG2LuF3Hj3wsfWh91A6w8xriwz/UK/aOHCCP7PxbjKJJ/WSTKBz06Dj9xDZLwOxCgabfJJbjwfOSWco2TuxjUnfjiU9C4zy89nd6r1WWcMI2UCbfsRCm1mWVpuBKwbexogKh7oydn6wjNwBfwV2fkGfuIdKCoG5k52MNv9FlUsdOiGFqiDG5m9A1Ij2gHBdYv+G1lA+/bHQnvwVPf0l1AFRHx8MwAciMCWSsNLbcLfYbByGE2IsGflPNNXCNNg1d29U4UUcQymxGeSfsEEYaCIg7EfoEkLo4bVH0qzhCn7zm2HcdyBjWHoWLnjt+v6E4XjuO8HXyhcldb1P2FJ6hcsqxTOqai1YwdjWoNGZzWKcbWPnsnD5cd9CrNlrOoCWbNK0YdyubV6lXbRZ/9gaCZZUzhxse9c9egJrfm4Ot4sS5dxKTOvYjjCQ/bwZNIjMgcCNkLAc6mlOwMxfbtMuzjM0ky/vGMqnXTjUwhKCdGw8al80yjaCBXTCJJJneSepklyebJgI7n3ya1rnfgHPAI18b2W5fXGX+x67h9+79PepenZ97zs+hC50HNx7ktrO3UfNqyhNoD5ESEzV7DKi+S0RWBSFtDDNSBMQ+uY+Rz0ownQCoN5vAYO6S3p/SVwbUk0KEMdIQu4PZ/4LjmYDU/w24HUhXtv8TeAD4E+B+IcR/Bz4H/Brw+f/vTvHZeEYhJYgh40RNV46nG7uD1J2mT75sEtV6rYdpbHQ2OF1YZv6Vl6FrOrf/5tcpTdlc2QdkA2z/7ZPseySmSgXT8CZWw/IVi04zQM5fhdgYXOw1Wi1Fyd8DKyJv5Im0EC+UxJ1gpNUiikJqAmYnmFfNVhSzzmt6oGvcf9u5bgVUCJA5HdMRe9YWNe1sJvW+4j5qXg0v8rD13V2u5RCTWkrJcmuZ5y89H6EL5n7smm51eDhady4TrneYvWqWndAhBIyUWXtEgUCcvZPIUYCNlqFFnkZtpZ3Joga6mp0pSF2eybF2OtsxWy9ZlKMiK3sAqQtBjtDOZgyEfkycN5BbHeJOmLmYyRt5DlUOEWrhKDs3iciN0BHo1OFV/0W1MQH652eJjRl42R/DJ34KM6oT+tm/fQo+uF6EnWHCl16XZtDsVsWHzRW6Ou+yoLQjJ4VdJpDqc8yMIpCvd8hFSZJWzE7A+uNQ+RBnmmfG71CcU4vLMWwSUIlCU3dGGIOBH3ULG/1s4eGoWJU+TeqhZGOMrqnXDkfM4QAiTSVQw62BpRn1d2vbZfZACa1sMBNWCCYwqUudGdr5nbHbCxVrvH400Gi3WBQW+pjF9lx+jq91vqY053WBdEOKUzbFBGAPvIjb/+pxtZh0NpV+f3UMSDudgNQ7Z+h4alxO9Z5zCRuzVlcSInuX+whHW5ODZHFt5pmeqqBRo7aTrUXaCTsUEQMal2m4Lb8LosedEPdjZ1m2NnjgunVS+EwrmqCBmUhP2WEhEzzrjy5IXR0cz+JWgAzAMFZ6gP6YMCo2hhCUggL1jcdHtnudvQFJTugQyeh/yzixa1QcF6G8O5O6EuZYBlxjcF6oe3UquTLT8yZb53bAOpnd5rv2mGLmjAGpDyVz5bn2CldXD2Tuk4aMJa2axyXPGXwW28VZiFeplEosXVrl5H3rzO/Lk9ME939usGsjVzK5KFILxVJUyO7CqRxQ/bDOZqZWtBu5TCXjdyGDBdwfiz9/E0QxX3zfEzz44HFq33Mvv37rrwGw9aEnCZ7egelFTj+0SWna5nv+/U2Zx9ENjf/w4Z9lQRSof+oUra8OGjsWn38QzsCGs5H5/jRSkLqApfSCL9w7uMPlr5n4/oFz8iEwQk7sDBa2xZQCRmSjzvmyAqmzikH1zZRJPQo8CCHYX9pPrb3BotxPpxlQdLaQEqKWJDedGwCMmuEcO/YWixNME9PQ8hNA6tY6laVjEJyl4WXnHUIICmUdx53KZFLLQCKNPS5yUyZ1cZEwDvmJ236im2/+tPkmnIBd5bFAyX209Q6iYhKstLt5hJcsjncz16O9BY0LmNIgkJJmu01hyANGWHqvuzA3BVsnd/9uQu/p4ib5EO0N4Mrubivr6hpcuv8IP/2yHwbgzz6titNOw2dqIWNObSb8pT65Dzd02Xa3ux0CpmYyZ5UJpIkhxzOpUyZtFMQYls5jxnHgVTS+cA5zURVG9IpF6UUHxq9BnC31PYXK62t+iFnIAqmTLoNY31WTGiBfKGI1djheO87Vc4PrI68dkDM8BQjvu260ZT70Ye1h4vDtWPMlZNygvtEZyL1PPrzJPsCQklrS5TMOpE7ZkcORCVLf9SdqXjzWN55UDtBJrp/t6OgVq3s903HJdAx0qRNawdiuPc00sXUXb2v352JSRIk/0FhNaq+Bma4Z3XBXlqLUHMpRkTXT4pKsHZZuUP9feTATpA4SkNoqjl87pbHV2SKyIgiT/L8/r/J0PKNNQ9Mmd1LaZQwR4cYSrxNSMIeKIKFLGOpgJia4E6StKrN5NBo42v4RKZ+BWErME1cffEYg9d0rd2OFeabmJ+c+FbtCoHkIbTyTOtrxJupRp2HM5rFP1sd2uAXrDsaiGpvaQZt63qG1OT4XND723Rjn7gIgjBep815EzYH/moxhN/4wvP5/Zr5XxjIZn8ZoUgdxF9Rs+22Epe5t3xv05En9qHKxTaMwswtInc2kXn26ziFN0plg6JvKfdhFg1D29NZHorkK+58z9jgA3pkGutEmX3wErv+BgW3BShvvqRoPP30/nz71ad5+7dt567VvBeCLZ7/IbWdvY7m1vHeQOnkGtdw357EShEm3qdmTmxOWTtQcvRfTHCSUUGuNrnlSwFl6kdKVGHfOUYwexcicmS2x+mwAzwCkllI+LoS4CngJsC6lvAtACHE7sAEcAj6AMlL8rf8D5/ps7BISCVIiNBQ7oD/mjo0ubDKi0wqY3lcg2nKwL50a2LbR2WA2P4ueTGZWzugu1Puj9ML9OPev8xxxCM+a7PRdKFvEscSbvpbcic8qJ3gjAZI6DrrII3K7V6iFEAhT4vsShNJ1FX2DfK21TCwEcxMGvdnpiwGIHIkHLByp8H3/6ebu9rU/vB/bMfcMUls5PdNYcrGgQIa19lp3sT8pYjfErPYWHg2/gRM63aTeOljGOpg9bflnG3Qe2WQ2N4sEarrGfApKzF+uEvQzdxLnXgSaGLsgkFKyvdIecQ9Po1+TGqA8m+fk/RvEsUQbGoCtSh5wcB/8FPzDz4/93nL/88nFbyHOyHmllIR+hEyS5LDmYuWzZ4Rj08fwhTuWSd01L9A7cMu/7RovaPc/QtQK4MZXwW2/hhG2xmpSk0zmTidkJiM5KlmJJrXf7k5iw+aJXU3qeA9MaruiGNdkM6k7ukMhSgDdXZjUoECn28/cPn6HwpwCgNz62AQ6dkLqVnPEuCjsM+ZJ2cJZbdsT5T762nL7w3OCzGQ0lEmhYag1sKuXnoDUsqQzvVWlPUEGyG6XWZ8ez/4pVCw2z42206bRdNqYwsIoZBek5vJztIIWbuQqtuDQmGraOqat02kEPb3QccBgaRGMHNRO04kG9Z5ToLnRaFMpVPas3ek64Shrso9JXa2q863vZDM02kGbAnomSO00g+5vUvv4CaJmwB9e/DdcF/cWQiLp1jGTxWmF6V3NsTpdJvXgAi1MTDN1sQpTk9nY5pRFB1iMqjR3RudOvxOi6WJX88EUNPvfAanTBYsnC7vqIGMVKSaan21tELBLWaazlTYX1g7BG94LBzMA1vd9d1f6KCtS8PKMX4N92SY9aThNnziSlIYWmE5hBlqrFIw8l928yJc+8CRbnYAZXXDnx0aBtO84YKKjQOoRI0PosTMbFzJBaidwmAqrRFJSmpm82BWaAE2nOJfH8Eu0IqcLrpr7CriPVQjyF3Hu0RpX3LKvew9nxbquMyc1vJM7GIsFijclRQZNULxpkcpKZVeNy7StPid15Pl7Ece+FY4kren5qV7BeQ8RdyL0kjUCUmtVdc/ErSbnm+cpGAWm7VFArrHZwS4YY9upl4pLbGjLLHI9rR2PorONpIQMJXp1cAys+9PUy6e5pnDxructcka2lFsUQmebSmEemmRKG6RRqFg4zlSmLnMcCOVWt5dobYBd4ZaDL+LG5a91P/NU/RSW/H42IhvZWh+vcZvERmeDvJHH2lei8+AGnQdVsaIKLBhCPfdxnIz7Ged2/h6kNNDQCGXEVrPG4r7BHFcztZ4sRj5b6mTwu60pYDrtRhgAqXvx6Uc/j8lRvv85b+D6g4od//G5zwC98XckUs34Pib1Slsx//r9DJZyc4RY6PEEJnXyPIYJSH0yOsP6TIPF0xr+6bry0wkl+atmu4ZqI9HpSYhV7Spm3ELLwPSkVgQciI1d5T4AysUKdbnJo1uPjoDUbjsgZybrorfdPmrI5zvI3zyADDXspMheW+0RRHbWHbaWHeSchXQjdhKPmUlM6mYwWe4DgOX74dxd8K2/NQhYVvbTSeQNzbaG1ted1DUVa6h708tNNgyz80IZR7Y2Blj5zyTSLrtJch8FW43H0ou6/jKZEfro8TblqDh+DF68GoSmQOorvn30EJ0QDbAypMWGY9vdJrIlOBB1Agx680bUEbhmm4aZ766BM8Muo9FQmrhuOJDjSCnxQo/QFwqkHmc0m0R1RuWADrsYmVYPqrHjGepS3716NxfJl1IpTc41p+wpEKDnel0kwxHWXMz53XNWYzaPBeQzOhdlLAnXHYrPV+vYVtCiXQipr3eyNYSlhJUH1Px62avRIwGfhmI8jfMt/5nCI38/scO0a8Y7Se4jAbBbQQvN7hnnDoDUmiA2JPnYppGvMJYWUF6C81/P3LR2qsHFAiJr/BxXtspsOBvkCgZhLLMNAKNAzQW7mN/GToBV2mSq+DH4tl8c2OYvt1h/qsbnv/SPzJXmeNu1b+tuS+eBC60LXdnI3SJKQerCNwdSpzhNXu/NW3rZ3FXuo9EaXfN0O6XHYQXpZ3YiTCGQ36R5+b+UeEZCKFLKHeATQy8vAmtSyieBm4UQQsoxYknPxv+FUCDtSHV+/nJ49GMKKJigT9tp+uy/pEp02h+pWm44G8zne4mFlTdobo9W5ayDZeKDFjee28ed1mSGUKoZ2ileTi4OYeuESgqAluNgiDxiDLgzHMJMdOh1VVnrT263dpRz82x+fGKUyn0I18AJYmaWBidEvWxRrNl7SlJBgUv+GLkPSCQ79gJSd6KeJhWw3FKJfpZJ2XDoFZu4HTJrqUR8y8wzn4JTQijdwbN3EC356KXxFb1WzSNwI2b2Z4N57TCR+0jAvvJsjjiSOHVvBJzIVYq4bBGcP66S4cMvHD3g1gnix74IvAWRwWyJI4mUQCkxONjxYH82SH3Z9GVsiQ6eN2bhlJoXTE8POANrBbPHUC8tYG43xoLUIjl0pxNlgqYpk7oVtNCKfe1AfZEyovck92FXCKWNEDITJHNEi2qUFBQKkwE9UEzqmlej4TeywbTUZKq9OR6k7oRs23VmhpzJVbtbKveRTOAZxZuyVZ7ApE5A6iFWuOuEmQBRFKnzHWFSJ/dianQYFwQza1XksFN2Er4borsW69aFsUYYhYqF0wxGWvS6p+64mALsUvZnpLqwm51NzLzRbSfrj3zFwmn6ysEbMhk9gHqmpw4pJjW+anFP7g8rZyAEOC2PffN7Y1GDkrUoaQK/D4g3HLUww8hTqKqbv1HP7uZwQoeC0HFqR6n950TbMYkX+DGi7XH+V74GYUzlVYdZ3a5xyZCcg16x0ZN74oB50a5adalG+AhInejpGrn2rs9YWhici6fZ7mzAV38PUtjp4pfhdfLYBWPXc0lNF/93NKl1U0PXY3y5ByY1kDfV3NAQg2Bc3atzuHKYWes8T8VHccuXk3lXTh+B5X8Yf3wjz0J+gbPNp6EymdWePmuloWfRyZWhBXm3xdUvPsDlt+yj9v7Hieo+//onr+/uF8eSD/2XuzlRO8rl1gQmdVq4aSxnGnd1wg7lqEQgGZmTxkVxykaTGn6fTqS5UAA0lp1bCL2II9dOLgJuCrgqEgQbDqVb91N+yeD1WigsDOgxZoVIxk1bCEIszBt/EK56/Z6+w3BINyS3WODkzsmBMU1UF4AasuVxvnleeRVk3NuNzU6mHnUa+0v7uVs+yDWgzBOdLULrCHjKHyMN3w3xwgJNe5vFwgt2PW8tpxNl5Jvp3FApLcIamSanaRSm8tSXZ8AdvN6xjBGhhtgrSN1eh+I8V89ezV9/2193X/6NL7+L/EMGrSiiWfPZ7Ynf7Gwyl59j6pVHcVNSiISdfzrFjKWpsftLvw3//NtjjxGjxrFQwk5r9LsPyn1MKamTMZI4wCiAmBa52z1/hJpb496nH+QWjnLpgSPd1xdm1dw/trOoC1L3YJaVlgKp+7XWFwuLyNhEl5PlPkDlCq7t0gyb3PuaZd5+nQIS3RM1Nv/8EcIdbzxI7Wx3O0mqdhUzCsAcvQckilhBZOyJSV0olMjLHI9t3TOyzW2HFLSWuq7DADWAVUCWLgYPCoksUW3FgWRIe/qBxNg9bxJ7EXVPsfnGgtRWqXuN+0M3NOyigVNPkte7/hSsEtz4Q4M7VvbjJHmN3pbo871zTotnQXIMb5d2e7ucx9suwpmvwtXfPXHfcdGV+5jApC4W1BpHeBHaBGknzt2FJXcoR1VOjwOprYIiea08mH0+nRALsCcwltPYcrcQBQE18Bo+dh/aGDgxbrFNw94FiLXLaKJNBCOauGEcokUGYayuzdjOkyRm5hS5yYt3ySmESMwTs69BVgRxwD2r93C5/I5dJdGqlhrDRE75jgyHlJKo5pE7tjuzVp9VeUYhIy2Lai4yiDH7mNReycdbCXHbQZfQ0Q23riR5jn0r3PrTCCC8/Z+ZCausX/cGjjRWlA/MmEjXMWONE/2oS1pqB230nFrDZmkdS1MoJvUkuaHyPmisUF93ePQry2wt9/Lo2kobo2oiJ9ymZatM029iV5V8VCZInTK1dzHwjtshWjXO1KQ2l4oE+ZiF1RI/830/M0CYSXGNFOfYS8SJRIy+h26GrEhB6pLWwwi0skWUUWxN12ceMbI9uuYRdvb6fji8ToApgF3ka/6lxzMCqROjxBmg/6ouAH8B/CDAswD1/39DjGNSz18OSNg8rkwQMiKOYtx2QMnSQI4CPBudjQFg1M4bbI2p1BaeO4V23mdujG5YGt1qvn2UaYA7/hDmrwDAWYsxxBxmYW+MP90U+CFgwerv39tdYOWvn2frcsVAnCuN1/Os2BUMCYZXwPFjZpYGJwOtZFL2C3tmxJk5g3Z9dJBLQeo1Z2/midIN6RgeD288DMB966pyu7+4B5A6ub7zsUqstwrVQbmGwy+AJz9FnG9OlPrYXlGT3TBwn0bKbOsxqRPG6pY7AgjkK0VcIGpH8Nzvg1f8yugBz96N9+c/DjCg25xGmEwAImlt9S+0Rlx40zhWPcZXtPM0nDFaXClIvTBYn9YKRk/fvDiPuVEnjuSIPiCACNSw57pRpmt7Ts+hC6Wl2pP7GEzoraRF0ZeFPRknBjKHoceZQEKbBlpoI6VAFCeDKKBAaoCfvv2nu7/hiw68iB+88gfVDulC1dkERg26ZBQjvYhNuT3Ccg28qCebY+mJVt7ouKFrOradMOOfAZN6/uBo0hYGVSBAGypwFKoWmia6xbWgGDMTVugY2VNhfUOBmjv2Gs2gmfns5ysWMpYqyc14hpy2iykEVnkySL3V2WIpp2dem0I5MWesqzb8sXIfoADG2hk65qDes9AEdsHEa0fdbo7dQkpJwQ859NQ260/1tEyt6uUs6DZoWldOpJPRGgcJk1oY+O0DyFhSujUdtyQP3HaOhcNl9l82rVqzX7Cf0j+OamjqFQtxQb22ZE4GRQHaDR8EA98fINxyAYmxC5MWemPnNFOcERrc9mu9jXYFf+qjuy6+oA+k/t9gUgPYRoBHFfYAdhsJSF2Xg/qzqcHWbPQwcJTt9ZD9WVj99BHFMnTrY8H8Q/l5zprnxhdMkmglxrbDxaS2VcCKJWb9HFQPYJg60o/R8jrG0KLuxlcd5pGP+FxuQTkujNGk7gOpM8IJHUpRgRAm+mT0Rwqsx63eeG8kMgabjWMYlsaBy6fGvj+KI7ZExBFnCkKJuTg6R83n53eV+2gLB58QUwhCmcOcyzYe21pusT5GZgtg/mAJGcSUK1O0Oi3WnLWegWppAY0LxI7gXPNcV3d8e6XN/Z8/q5ipKEbWwSvGgwVLxSXW+LQ67wSkjswjAANM6nQMbtpbzBd2Z1WOlftIGL6Vkvr9J4HUxak8K/E0dI4PvN4JOxixNWDlMjFaG5ls/estRbBwYslWLbcrSL3V2WIuP4e5WBy4NzZvO0M5Vh2CrDyoCo8v+8XMY0gOwN8oZtdOM6v9WEOm82l+GpDg1cfr3rbXB81ZCzOAGGBSv++x92G6eTXG9s15+2YXqBNTq41hszeSImufbvFye5R0sa+4hCZNNMRAR2R/pEzaMIioJ5IX/UagRtJFFe1M6OZ0tmFO5TNVq4oZNZFGBkCkKZBbxNaeSCqapVOQOR7bemxkm9sOmNEbE70F4urlsAVm2aI0bbO93OoCKU/fv8H8oTJ6XiN2Q3YSr5mxch9mmePB8cxthXJS/G6uwiMfhZt/bHS8L+9Xch8SRDNG72NSpwWEMAFzHHsXJnW1grtVhdPfPEgddTWpxzOpi7kEpPajLpCeGSe/gCFsqvEBPvD4X3D7WdVNWLbK/N7Lfq/nI7F0vdL+z4i4ExJLiT3BzwcSE0G3hpGQVLw+AExKie+EeNU2DWuyFBV2GcFmwqQevN6dqEMuKBIkMIzchUk9nYDUfrT7GoGl6+Du/1cxaYdJcCjm7MafPdzNX/3I5487v0jZKGKd2Gbld77B9BsuI3fJ1Mh7pxJ5Q2kpsHj02CEyiEc8ZjIjNQqPR6GolHSUzuEtv0VYTjoB1zujIHUrWaP3da/Jks6sN8Was8aR6kE1lroNyI2O9uk6dTifAcXq7jfXU4a/6tnLNOQzldzHurPA2qnsOc6pXcajm/+OM796F0II5g6Wusv9g0crsN1BWuNJFWnXhV2N8khPAAEAAElEQVQwcCWZhJkeSD0ef5CRVDKli0BGh6UXeXy98DA316/h0qOvGNhWtspUrAoXWhdG3jcu4naAwEUUdjdgzop2K/HZED3QWS9bBKujeWaagzjCJchg/Ys9Mqk9J8QUjPiNPRuDsWeQWgjxVpT+dNYVHd9f92z8XwwJCJbdv0b+2lDLh5yD8CPwxzVm/9UOuSEpD1AVfiQU9aRqnsGkvn6+x3AaJ2cBMHOpzfE44lA82SyqkEwojlhUg96DH+pu8+M3Ac/FLOytOqabGtu+Rvl1h7paSt7JHdwnttk6oAa82dJ4/UxNaMxIHTsq4ErJwSHWsCgZVMMSU+bUns5nnHFiChCttrO1o/pDRjEyiPmbU3/LX9V7jsK60HfVZQXQkur+dKAm0K3cEKB36FYAoloDfWG8LuT2cgpSZ1dxuyB1YkCXAhKNLZelIUxTyX0AsgL7rs3+wP030NTVwtUojSYmaYVaLxoIW6d5+1mat58d2Q/g2I0zfFF7mlYnWwNb8wJAoO0fbDnWCibSj5BhjCgtYIYK8AmGDE8A9DBZMEEmkzp1WW8FrW5713ClVTc1NC3G3wuT2swRUMDMWFABNNlBIAjMOaxJrYNJ3Lh4I8/f93zlMB35XGhd4FT9VA+k7mdSZ0SamNZEnUtyvesopVRyH1aq7S4maovmc+q+GcukHgGps128o6CELjYQQQuMqe7rmiYoTtu0EoDEz0eU4gJFMcaEJwGp67lNam4tE2js13bMAqnTQoc5ZhHTz6Q+kF/stpMNf0ZtzVEgtZGfbKwzdRjO3U0n57Pf1mj+c0+q5KKcxlMd2QOmdonAjZhOWFQzb74CYem071rBP+lBUT3H6RjutbKTMidwWNAMoqCIMW0z9dqjav9OyKOfOE31qjmmXtXrKCmZpREQUq/acHwHgHltd4DdafjkSybakAlatO2i6zuI6ck6ytDT56/IKo1Dz4O3/pna0LgA73kZ3pmHsSvZBd/+6ILUboHml88PMMn7Q6/aFG4YPwbbuounzezJIM831HG2ZQ9YimVM01eFltnmR4Dv5Pa/eizz+RHuVTzHv4WLnjpJ++kK7lM16Fv0lV6wxGGrwhdNY7z0TBKt7TFMatOmKGPYfhoOKQVy6YUDIEgaV94yx2MfvReYoRQVs0HqwpwyjE4LOUPRCTsUozyhlt0RkRVpgVW2emO6OSWAmHZzhoNXzIw1VAXV3h0DBx31jGcVUucL85xaPTXxPFZaK/iaiy0KBBTJz2TLY3zhrx5n/cz4dHxxqcAtwHR1Bjrwjn9+R29MkzH/xngVy7UNzuTP8KIDSk7kiTtXeOLOle6cbhcMjl4/HtTYX9qPa7YQWh9IrR8DhkDqzRSk3mYxv0fjxE442tGSgKflhNE/kUldtXDjMpFTH1jItIM2Rmyi23vUhmyvd8kU/XGpOAK0cWLYalU5OsHDAdSYf8nUqBKub2gUw+R5235asRhveHPmMeILLeB+Qgmd9uhzoZjUfXIfoNjU4+aQ1jrM97Sn0XQ17ybXue7V+eATH+T11k9QqFgDcm4HKwdYMxtsbWf7E9BYVrlNHxtwubWMLnQW+nTJlyoX0WDQx2I4UuAn9GM2hcpL+v0w0nstqo3XYKWz3dXeVkzqTSIzA6RO+k200NwTSC1MDTsyeWL7CV79kVd3X3/btW/DbS9il7cnMhHjsrontJzBzP4ix+9Z5/g9Pabv87/zYrQzdaQXdUHq6picsWSVlBzN+XtgyPenoM3SWanB5/4HxCE8/1+PHsDM0bFLVKMSRHJA41gYGsLWCVsKcG3nxhtIA+SKFi19Dk7/5cT9ZBh3i2LDESb50Ti5j7pX52j1KJouEEE8WZP6xO1ope9l3p3pSgs0/SZ3r9zNw5sPc+t+tT5i6Xp46G/VszFUnIq8iIjsvH/4vCIZYSfzW9AHUvudEBmDNBwaWez6/shVAWVsNwxmuqGLHRZIODO7yn3kCzae7mAEe9D+3Xc9RL7ytto3KsPgnK4RrLQ5tbiGZwa0ghY1bYfL289jbl8OY93BP1XPBKnTOSiy/Ey5j/QZHvbJyoookRS0w1FWf7Cu1qn9TGqqavw69/h2d14pTtkqX+mC1L3fXK/YzK5UlTxMWqBvXMgEqdPO20wz1gSj0PqY1AupL1EGbqCZMNdc4PTtBzh7+2iHhoqD5LUiN7+kyNWvuWEg5wq3Oqz+7j0TQdGyVVYF27wgkoxhUickgEnjVyKhqecE+E1aXpOf/+df6M7N7aDNUXueF4bXEy87cPz3B8gFB8KI5ZOfg5XzSmrn+T8xllwJELd9NOp7InBkxWZDFTmn6QHqetlSee9QyOS36egeUYZspTbGc2o4vE6IJcZLrD4bKp7J1flZ4L8D68ANwBdQva/fB/zn/8/P7Nn4pkKTEDODuKiMSBbZVt7AMCTc9ce0wu/CO5kNUqfaZHaSHBh9VcsgCqh5tQHGi5U38DtRZhu88HZ42ou4Vivir7SxxhjudZnUTgw/97CaBAFkTPQ7vwM+GMEaMNnkClRLTQQUXnqwC4o1v3ye+qdPUa+pwWa2Olle40g8g4aGG49KW3j5EB2dOXZv94Pxxok5I8eUPbUnkDqtZNao846b3sHFU2pxOpef25M2dsoGLPtqUt6yhib5pevALBC1QsyLxzMOaitt8mWza4A3HO2gTd7Id/XKu0zqjPbcLrNhEkht2HSmrsbogFUaZRb0tL4M5t56DeHGqN4tQOsr52FLIPUYx81erGhhBIaBfujKwdeT84ydAL04jxkondTAG2RLh3GIGeqEmko6xml1puCbljCmsxIAy4wI4gJYk4s7AIFWwmQ0oeuEHdpCARV+bj97KfHM5Gb482/98+7f77733bz/sff3nu0UpHYmg9StIePEKIyRctDcUeSMsQyPQgJSR8OGHc6W0lruawuLopjAjfjU8if4Lx/5bPf1I5UjvKvzfRjiDHjNEVZ6eSbXvS/dXEAJKHrZ7JWUSd2wN7l37d5MU64G6nd0Gj6zGXid6KjxVB9zX/SD1FruAEFGq3S+YrF8fAca51ViPAlkmz4Mbh3XdXiOG1P/p9PdTVcBd4c5FvcIUrtOQFUXxLZO4To19gcXWrhPbCONMgKwiyZSSCIn+5yc0KGgWURheQCkSueblImdRtEsjjCptYoFfoQOTG9uwe9N0Ko7dAudxs9QyAA7w60OBhd2NU2Ent5mOc7RDFqq7ReUCfG3/hb+/2pj5Xcfw9N7pnx3RP2ByWCkffHUWKMjS2vji735IXjaDJKIzaB3fk2/iURSjWOK/kluOeoQxSWytG5bbZNI/xnWP9gGwyF3+UzXvNc7uYPz0CaHjtls6zqtwswkfxiaNRfd1EbmDkfTKcQStnvXJHYjzIXRRZQZNbks9xngzezr7M8GqTUNKkuwcxYyTHmdzjYFaROZezepSRd5ot3XkeCuI9jEiuY4et1kBtp6RwFLc50FEGAujI4zC4UFNp1NYhkrZ/mMWG4tk9NcTK1AULk0WyYANd8ee94iz3/9KIh932fPcu7OFSjq7J89yIv0F7Hj7rDTp1HsaB5aqHPV7FW84pBiODU2O0wtFPjBX79l5JhZsVRcQgqJUUxAaneLSCwqzdG+Ql1jKwWpN5k1J91BKkTegEhCGEN/YSApnOYqB7A0azJInRYU6/6A+VQXpN6rPmRrHY6+ZOTlfcEsbdq0rSZb/gE1/2SAF2lsdDZ4/tKopntHCCpIiCOonVLt5mNCeomRE0oibziEpSMDBfqJ1JC5UwOOZhxMZgJxyjhZXecPPv5BBTKYl6ENGdMeKB3gK+Z56jtjfs/G8oDUByhN6oXCAkZf9+e+yqEuG3TcIl7vY1Jvxurc+pnUwtTQyibhOCa1lCqv6NekjizCPl3S7q5RYhQY2V3ptkkhLB1NarzhkjcQoACbu1bu4hPHP8EL3B8jl19TY9WYkAW1ThGax61vuJSDl/c6YjRdcMWtSzT/pkXUDqh7dXShUzazc8Y075TvfwNiSI88v/MLbASXwMMfhiu+A2YzrQNxchVmwymAEV15rWgSNVWe1LLGSOolYRcMvLgEG4+P1aX2zzdZ/+MHB4qiw7FgjPeCaPgN1RVr6WhhnNmJqU52HVYfQjvwb7FOGfzPV/xPhBCstld51UdexbnGObpSzalx4MpDcNkrBw4j/YhIMrFYCaprAqBQVfeP3+oB+p1W6ovj0NB3gWXsMmARIkdIYm7okguLPZB6F7kPAMeuUfandt2vCxKuPpQJUl94+hRF4LcX36t0t4Gbqs/D+UjEi65foPjV813t4OGwdIu8kScwXbz66D5hIhmmT+9OuPFDiRtLjIy1d7jmoFesbi7TCloUqkUMS+Pr/3iKr/+jykU0Q/DGX3wus80EpO4DZHPTRWbPTXHKWYNqsn6tn4eFwfUj9K1TM4wTU5JSvyZ1Pq/G0ywmta5HVP0pyPl8+1tvHtkOoG8/wf4v/Dj6cz8MQ9cqZfaKCfISaedAbIZEjBKpgB6TeoImdUrM0Qo6yJjHNx7krpW7uH7+eqp2lbn8HLfc+nz4CLiPnMP6+n9XxcKkeLm/CKf1Nmx8DXbOKfB5EkjddNFEI3k2nnlsN3YAmA13uq9pFQvpRcR+1C0kgHqmhKkRhWFmMWHAOHFC+AmTety68NlQ8UxA6i9IKX8RQAjxm1LKv0r+/TTwemB3V75n4/9o9E/pX31oi82EiVGZy/GD/+UFaKe+jLv58m41cThS0MCKYrWg6EtGNjsqCRzWpJaxJAziEc2loL7DOV9wRT6i9uEnMROQWhgalW851D12rmSCUOZK6MaAJrDM7Yc2aA+8B152aVc7blyk1crQ7zE3UxffaDsmF8cUy5NZXxdJxdILDTHC/OrYPiYwG01NPEYaVk7H97KThH3Ffaw6e2BSJ5NVYIa8+co3Y+nPTHMpBTyMNuQkbBlDA6JuIg88j/gJswtoZ8X2SnusHjUoTeqURQ2qYJAvmzS3MkDqgklMjMYMTB0Ze0y3eAklIJ+xSEmZtoalYR+qYB/KXgh6T9fxjtewcxb+GNdoPQKpS8TBIZA6YUbETqhA6viB5LMHJx8ndMjHNrGunrdxjIqiWaTpNxGJoUfWJGbpgQKixulF9kVAEUMbXRTsuDv4esIUtvauPdwfi4VFgjhgx9tRGoxdXcoxIHWSlDT19oAjc+ilv1NvfNDG6C4DFPPqHhplUicGR33grJ985mn3JPtL+zlYOsipxinuXLmTsPNm8mIdMkDl0rTNyknF9GrbHnPYFNzse7++7mCVNALD41fv+NXMfaqdBd7EL+OMMYvSPNH93lkxbU+jCU2B1HmDOKM6X6hYuO2AaGcZfRd5hRSAjZo+wjSYev0lFG5aJDjfYuM9D3Ewmma2uDedf88JqeoC2SfV0GWoaUsYKHY6uRA62cmvEzgUNJsomhrQbUzlQYbZ5yWrNGJilI5jOQ1K2zuK/ZJlFrf9NDz8dzjWj1GojAKC4ZZDnguqfX6XEIZGABTjDODrOT+C9/6PUtx5BDYuh/ljY4+TvldbDTAvnWL2R64a2cc7scPWXz9GuNkZC1LbNHDZQ1su4FEl0jtsOj0t0q6BY3sbSYHFWhUYA+CYOk5kU736HMU3fN/AQn/nH0/S/voqhy5Wz+gZQq7OPgqgmNSlaXukkO1ELgVhqN8sCemFXXPVgehsc3X+E2wGb+ay+jU8HZzO/rDqRfDo36v/hsIp5KnIDxJkLBjHhV0wkEaE4fTdS6013NilrAsOXzNZ738zAfYq/hLGXL5rvtgf8/l5QhlSc2sDBb7+WG4vM6/BPjFDULksc58ojOk0A6YWC1QyNHjnDpa4kAA/dqnAn9z8JyP7rH/9L0FO8erXfqD7WmPTpTK3Nw1v6Mk2yGJAa8eDeJtIzqGXLYTeuwcaWx2kFlIQDUyvtesCU0sKnXEnQh8AqZOxojhHxa5w79q9/MUjfzHyftvRuXTtchYNQWtjCeOJHvDn13eoRoXMtuyRCH1lPlgcZX+LeoSvhWwW1ynuHFbs4zEgtRd5NP3mALCahhNL5iTEG+fRIh/GMOehR2QIJbSd0WJ9usCWQYxI2dNjzBM3ayf5QLXA3699Guf9n+5tKHrQeQje/1y8yOPlF70ccd6kODUKUjtmE3eM9BONCyMyF8ut5QE9alByHxtSAUS7MakjP2YLBQAOX0tjKjde7sNrKvZwsq6oWBXMOEegjV7DlPUoIittWJ0YKfD0zpt/uQuIvfved/ORBz7GC4BcuAblCaCLreZ4zV9ldv8BZjP8Vlq2jtxyqXk1qnZ1bHdI2SoTyYiOV6fw8l+G63+gu63wiQ2cexuKIDRBfqRjl1hoTAGDuvKQkDnqqqjcNCew1lEFbS8wkRLEma/B1d81so9/tgmxpPLKQ5nj5c6Xz3NlGKMZ2d839VXJWQIB45nUJ7+ozn/pKJz0lYldzmChsEBOz3Gmeaa3b0qmWXkgA6SOifbQmbPtqvGmOlsGQsK+9UgqcWFqTRpjfIG6YZcBO5NJ3Qk75MIiMYAuMnPJgYgjXHObsruHdcLspYoksvJQZleHt9rCMdr84Wv/qEumamx2eN9H7lTeKEWTeAxIDUquxjWcbCb1TsKk3oPch9cJacWS2YzjBOtOFxOAhL1cXeB7/9PN3bWqjCW3/9Xj3PH3J3jdTckavU/+yJ4qMBNWWG89BIdeo15MDc2HYpImdQ+k7jGpc8n3y+pQN7SQUlQi3rcy3gdj+wB8MewByX0RJexmIz9+nZ+C1KHlEUnZHfcGormiaN358XhManCc5o2rDfUsveuF7+JotVccXbvzftyTdSWL9bo/gKu+E4D93/gd7njqI8ifvRvx+9d1jY6fvHuVr/ztUwMkppu//QgH2x6aqMMuhurjYqfZADTmg976Ni2ox00frS+fijsqRxWRJPJGC2l7NU70nICSAGMM8e/ZUPFMQOr+zP6kEOLlUsovoqQ+3s4e2dRCiIuAvwb2ATHwHinlHwghZoC/BY4Ap4E3SilHufbPxsRIp7fNI09zevE8+Z0pePRazj66xZG5yzG2zhGuZ1fAUtBAdyOoWIg+SYPU2Ke/JS/V4/Q74cgg7O7UCWSZOysneLl7Hd6pOkilD2cuFSm9QJ2DpgnyJTPTDVwEidmauwYf+9fwpr+dCN5ZqZ5tH8BlJtpTWtNi1owRu5jILaG+nz2TG0n6mpbDDFAN9qZ7ZNo6cZitYbyvsK/raj4pomSyOjB76BkD1JAkkBrEzYDZOGZLH71+8dJL4Amdx+9b5dx92dqYm+eVudW4aAftEYZJP2O1P4QmaOttTDE78fcMEoC16I7KeEzS+uoPfcomavqUK3ncejzC+o9jiYEgFj5iiGWeTrBRO8AsLWCIRMd4aPJxAgdb2kTJqWRpUkOP0ZIm3lmTmKl7+HJ3VhlASAFLG72+2952H0i9N+3h4UiLUevOugKpzZwy1UllN4YiZVI3h5jUKZOgv91NG6O7DFDOq++eqUk9VKRKk1nP6PCz1/8EtyzdwudOf47/9MX/iOzoGMa6WogORWkmR/uedeJY0rQcwMZ2x2hSb3aYWSjxvm9731iG3m9+RZlajQOpTX/QNHI4dE1nJjfDZmcTkdPHyn0AuNsNildm69F2Y/owUgrwJJgKVNYsHeuiMjGSJVliZg9mmqB0E0saaH2u6ukiNWKhm0BoBYnl5RUg3cd2h2RssKpEciqbST2UpGUxqVMJCFMPKbRDeP7r4DW/NXrCa4/Bn7wAZ7vF1NLUwKbYC4nbEbqxAlO37un7h7ogH5mqXbo/hMA3F7DiR+BjPz5WLxZNp+nukItt4nUX66r5AVZGGmn7abjdwb44my1txzUacoIWeV94cRH0VTY7vec1vX+rjVVC1HFm3nQFuStHFxtf+7vjPPG1E7xt6huIwuCC1JgvIIOYw82kTdZZnQxS10Z9CSDRKjfsAZA6dqNukj8QnRo5vUUcSeadRb58/ut8eX+GRuhNb+Sqi1/MnFEY2eSc/QL2pkFo7rJw7wshBLIYYLt9c1tzla0wxz6rJ3UzLlImtRUexFzIXmCnOdVGZ2MsSL3SWqGgT2MJQVjOYMDSM6srVrM/pzKXIyWRa2NafjVTEgWDeU9js8Pi0b230c7l5zA1Ey/XVp4c+haRWRlhYDa3XLx8g4U4UtrnE5il6pyTorEbDhZy2htq0Zyb4vLpy/na8td4aOOhkff/1pmf4YATcKBkEG29kq3/9Wh3WxH4XuMQ9+9lRZRqM2ewQKOaSzvvcl47Q3XzJUT1dfQx7NSUWZkFUrcSgkl49rTqhJoAUqfF7kBKOhndYilgulK7wMnm05DPwerdYPcRQqTkKxe+wj8c/xh+tcIrSkc4dLDPzPLJT6vvfc2b0ITG9x77Xj73T6dYODx4X5SsElHOJcvXFFBM6sVBFuZKe4WbFm8aeG0xv4+nEgmPsSB1l0kdsxluIhAjpob6tE3QZx42EGkuk4AtJa2MLnW8LJA6WVPEUsP3IuxdWrS7bDo/guS+vWH+Bj7mK+A/pzUnt8tbC4CD1jkH3JS5j5ZTsml1rz5RgqRkqZyqqWkUDtw0UKAtLMQEXp2gcABTH59LO1aefYGal4blmPSCAesRkoi6nt3RmIZdMIhjCIxZrNNfzQSpgw0HYeuUv+VQJvC+te0ydfcK+kobLhv8vd3QxYs8qnaVnKlDGI1nUp+8HQqzaIuHgBPEToiWM9CExsHyQcWkTiNXhemjmcaBMoiRe6h7brnqfptdmAXWCPtAVDdhUltih81dMGqJBRiEMsIfAqHdSMl9QNKxuBuT2q3jW9uInezC50BoOixerZjUGWFsxpy0l3lN6VXd17wkz7fzBlrJJG6NB6mrdpWO3sJzQuJYDsgIRTUPYetj9en7w3dC2hHMtQbzcRlLwnWH4vN6z10raFE0i8zuLw0Ugm5+bYevfeQEZ6cCDun2gPyiXrHQ0Gju1JVWtdB7huZDEXppx+/os9VlNls6UkpafotiYq7uZayPgiDAwsJZyl6DAb0xpTmKLbiJyZ+ZHw/0l5KOJt/oEEpU19JwNFbU50xYu3eZ1AkZZq2pJNiGZQZzl03T/OcmsZVH61uTHCgdoBN2qHk1ZvJT0KmxvdzmS+9/gpn9RQ4cU8/9iXvXOfvoNvu9EJMG2EfGntOkaLbaQJl93nrXVDjNMaJWMGC8K70ILaejB+BndI/ulUnttQIqQmDskkP+S49nAlJ7QojzwO8DfwDcJYQ4AbwImNzjMxgh8A4p5X1CiDJwrxDi88BbgNullL8thPhPwH8C/uMzOO6zIQQiKews509xfvokK8Yq32Ed4dEvX+DI5ccwH30Sd+s6pbM7BJx2kkFdOAHa1KgeNQwm1Kn5kN8JRxZGbr0FlPmn6j28+d++DVCTxIV3fm2k/S5ftjJNt4SfMBBvfhPc92/g966i62xTnIV/9ckBbbtcTj3sQR97Wa/aCFMj364wW2Vsm2waCwmTOj+XUcE3m8xgUfJ3MbZIwkwWAVkaxovFRe7fuH/XYyxvnccELt8/2kq0lxCaQC9ZRA2P2TBkS4xW/uJZ1Tq0vNyBA+UR0Ajg0NWzXH7L+KTaCZxRkHo2x9aFjAVCHONoDex4cut6JKs0NYfK5pMj21KHb3MXVpwxZYOE+VyFC1Fn0CgKCD2lCyX10cm4x6QOoLiAOQGkzsc2cZJUjWNSl6ySAiI1gTC1zFYqS3QI9ghSBzKPJUYXpTW3RpCC1MbemJfDkQIn6846l88koGhhdgKTWj2/Tb09YJzY1WTrZ1LnDILN7MVMJV8mFlH39+2GszmiR+0mn+kZTpeJtVhcZC5UCYzOujI0GYryTI44ljh1n4bVBqaxnOwFWn29w4Fj09ywMMp+TeOTS58k0kKcDJkOACtU94PIj6+Yz+XnErkPQy16hsbnrnZ/M6A4yTQRYOownixhJSVLLXmehanRsmPmwxxzxb0VL/yVFpYQGH1dFF0mNT2Qxixq5Gslal5tAKSOZUwn7DBlTAP6ALiULsxGmNRZmtTJ+0w9wAwsmB0D2ixciaxchLPWA/bTCBOmjCFW9sSkBgh1jVyg4UUeXuRh6715znNjrKueD8u/Bx9849hjNG78dq4Nj0EM1sFstqg+lQNNdM9xJLwWlqzjxXtLaL3QRtPabPn1bmGu7qnuger2GcLSc8EDc18hEzQvLxbw4wLexgrD8LIxr+a/hW0NinCmcWbk/f3RqnlcdMWoRJYTOpTMIiR6zDKIIZLZmomOYqEZeQ3Tjbjs89/KfbepRZdntPnM5X/OZkkthBbyC/z96/9+RA6rreUxHwCdMXq5Y0IrReTqZaI4Qtd0OpsbrAaXsN8ShNsdzPlRQDyNTWcTO7ZA7sOcyR5jUgm1dWedK2ZGdY5BAXmHrBKWgKCYfe+2d1T+VhzDNqvO5/tA6uw5SrMEQV/Bzm0Hqptifm85Dyhvj33FfbTNHfJrs1DtEFHEHGJgNjY7tHM1FqIEpN4lUoBipIW9vQHFeRCCP37lH+NF2ePw2m99g7sLj+KuXc5NM5/j4h//pe62+8/dy8LHBZc3NCWLMYnN2GVuLxBudWh/Yw0ZJx4oZ5vIKZ0L/mmu4uVsn9tifsxQlRI/skDquh+BBtFy0m4+iUmdyn1IcDsZeXTyfP/KF3+Je/wHYd8CnPig+q8vDM3g9QvP5y3f+DuOvOSP4OKX9jaur8C5D8PNvwAoqa1O6ymK1dHxSC+C2DBGZQBDX0ks9Ml9hHHIurM+wqSuGlOkag67a1JHbHqbTOemMYecL/Upm85jW9m/aSdh0id5RZxcOlcb7TRNjScj1HpnryB17Mdd7fMbFm4gF6p51NaaE43HYmMGcBDt8fJQIqcTu0qTehJIncqAtDTB4uygQUxXbrHhY86Nf8Y7Zo7FoKo6bIfkubSCiQglUndoxZOhgFwCGHtLL1Igdb8sk1kAIQg3O6rrZAw7OTxYxrtjmdI9a8gXHxjYr9+kOKcLCMfcP3GsmNQXvxytmDAmnQCSjrHDlcOcqg9d+6XrYTljzRbGyD10PqZFqYWZOVpytUtAAvAShnFONGjsAsuk7NZYxJma1LmERKUVjF01qenUCMxt9CCH74ZYY+aFbuy7Dh7+uy6Q1z2nSFJsWKzNbZM3evdRen5WXkcrmoRj8n5QIHVLqzOPApr75cHCmouR0Y2VFZ4T0I4lOOGAVEO04yGDeMCgtu23u8Bsf1z70oM8/KXzfO2BIxw8uITW97lpkSbY6ajO78r+sT4YXZJOFpM61aS2dbzII5QhhXyeQJDpZdXuKLm7nYW18V/eTPxqMpjUHUc9a1ZhPEidMqk9vaNEDCM5Oo43VyZ2XUAfkzoB3Vfbq1Tt6sC9AZA7NkXzS+fw4uvJ963v9hfV2LjcWmYmP03YbvLZP38EM6fz2p+8ros3dZo+5x7fJrZkIvfxzWlSt9sdoMBc7HRNhdN1UzREPopdVcwyA50gI20Rhga6yJZK6YswwbzMZ0HqifFMQOpfAnaAR6WUgRDiB4H3ABeSbXsKKeUKsJL8uymEeBw4gJIMeVmy218BX+JZkPoZhkQkwMRrLn0NL/7WF/GnD/4pXz9xB4VHyjSvvwpDfABipc057DTfaQYIAbLhYxwZfNgnM6lHH0a3oRK9Tda7g5zQhGK2ZoLUo8mNEarvIq55Lcz/V1h9WG1orsDTX1QGDgd7LIOcbREA7U6HVCVTaAJjoUB1Z4bZ6u63+0yowJvczOhkWtMbwBwFd2+t8qkO77CGMaiKYt2r0wk7IwN3fzyx/CjXssi1B64fu89uoVUsorrDTBiyLDNaqQrHgBN4Mbz6h69g9sDeQNL+cEJn5HuUZ/OcfnhrdJLbOY2r1clHk9t7pQsNvcUlKw+PbHsmTGqAebPMWhxxvHZ8AKQONi9gCSAD7Na7mtQhzM1jCnXfjoDUidyH7ILU2WBk0Sx2AR1h62NAagdH7k1XKyBHkdFmk5pb6zGp9T0YomREP0jdjT5dyuHoMqk1Z0DuI8hgEoj8eE3qqlUl1ALitk+nrx2b7UWYuQSS14zZHF47ZVI7XTPSfYV9LCYmMPoEuQ9QDM+G0SYkopBREQ+DiNaOx9SszdaHnhhgpVhHq1RepsDiGxZv4KxZZ6s2mrEEcYAdKUmjcUxqUIZPm51NtNk+tmCffms+1VKNp3pmLeMiP4VjHCBRlRk4zlbO5aBbYM4cZQFmRbSuxsHcRb17MmVSh7KXVObLJvn1MtudbQ70mdO6oYtEMhOpffVi7zqnRdEsJnU7aA9o9KafaRsxYVAaD9oIgX/xtxM9ZVAojZomAhhiFab2xkiOTQ07YcI3/SZ2wkKJopjQj7EvugLeeH+3HXEk/v7Haeyc5mpftQhbF2U/20IXGNM24daYRVxrDVtz8DoZ4E9GuIGBqbUJZUzDb1C1q9R9dX9WNp4iyH0nCAYYIv1RSQCL+np7BKTudifVDRaKJmeb2Ya1oK6TU/cozQwfJTHUtCrq2nVqxFGyuM6U+1DXVy8aLJVtDs/1xs71B3P8yNp/4qY3zLDpb/COf34H77rrXfzuS3534Dq5bgldCKwge0E5LowKlDam+OWv/TK60Mk/6HM0VmBPuD4ZpF7vrHNteBTQMKezFy0LiWlgSgTIipX2CrF1GFOAm8teILaTvGocSF2ayWElc9Q4RprI6cidPt3oBFSoTACwsmJ/cT81Y4NK5whB2SZybXIZTOpadYOFMBwrP9Ef6X0xMne0N7ueCZrQMvOp2AsxHMHawRpyWdLwGwPP4mbQ5oKv8TxRon3nMqUXTpCFa6nfKfDm2PjTB4nbAaKvQ826ocrWGcVk27rQZtxIm0roDYPUUkp2nBBKBuFGA3R7RMd54LslgIanhQMEjTRSJvVmY4OfuPltvPSzvwHPfSvc+EMD++0r7mPuxJcg/NCoJnVhTv1GoQ+GpTofJRQyWPuFioUW6wrM7c+FWquAHNAyXXfWiWTUlYjpXoMQTDFZJmuASd3ZzOxCMKZyEEridjAqZ+ckY3bSoZUCQ+0+86zu+QQxYeL/kaUXOxyaOWqOPZOb4ZB1BNidSS0DlSto9ePjP8M2IIxpdhosTdCH7TKpjdxI7tBv+jzpGe/oJvPBFFpBG7jXQXVrapEA3aEd7cKkLia+Bgu3UL7v4/Bbfed960/Dq3+DcKODdWQ82BRFMce9iBvWHdynauQv7+WbXUkrq6KIQV6fB87aYz1ZhsayKjZd+i09Mkrf73qofIgvn/9ytzAJKJD6sX9Qc1Gf6aiIYqSxO0i97W6jC52p/BR1xIDknZvkskWtQWOX/D/1shEiGpGF8CKPXFhEtwX6BIPybnRqxKYCz1s1j5mlXdbIS9fBPe+F930XpJ29V7yW8NAPoMcarenBdXza7ZjKffhnxvsFVK0qTbEDKAJKP0gd7XiqkD8Uj24+yt2rd3f/tnWbK1q3KpAaRUxI/bCCNQXSpnIfUsouk3o4dFPj1u+5lM+8x+Vx99UDnWIpYSJOiXXVg2NB6nCSJnWXSa0pzxOgYpVp5o1MJnWro1PWYmpG9hqsG+WlTCa177gYQK4wPl9JQWpHaxGjK9JjJMEYAqkzTIP7o8ukrqhru+asd9do/WEdqiCMCDd+ziBIncwHF1oXuKYww1efuIztWpvv+OnrBwiR1cUCT921ipwy0YxvHqTudHxMw1NfMzEV7v3OwyC1YlLboYkf6pndo5qt7yr3ESbHfdY4cXLs+epIKQPgN/v+fgIYdQ55BiGEOALcCNwNLCYANlLKFSHE7nbfz8ZQ9FX7DDWxLhWXeHzxg9y0/K08duYANwo1SQcfeRdm9cTAu50TLyOfv4qo4aEPteeuO+toQmPa7k3O/XIfw+G21IKppTVoBa3u4GdU7RG37ULZHHGkD+MQI2Ug2ga84Cd7G1cfgT99IeycGQCp87kcAdB02tDP8lsosLC2wJy2e8Wq6M7hxxKtODoRbMc7OFqRaXcPuoX0JA6yqqLpgL3WXuNI9cjYYzy9doJrWWRxZnLlclLoZYtos8GsFfNwPMoyilw1gXpSPiPGVH+0g0EGLSjGahTEOA1/kGm/+jCe1qASTn7ERUfS1NuUz9/XXRylkUq67GZ0lILUs0YRPW7zVO0pXnywp2UbnH8MSytBRnU5bRPsMqmTNtAsJnUutomTiTxNxIejZJZo+SoZEbaerUlNm514bwBiEFmY+ijrp+bW8I0EpNb2ZrQ2HF25j04fSF2Yy0x+oJeUiLw+IEsTdpnUvd8pbVPNiopdYUsLmDldZ+vh/mfwJ2AbOKFatLWCgfcqpb2cK5jkDDVezeXn2BeoRb8xBqQuz/RMPR3NYcdoUmmNnk9j0wUJU7Gk8+AGxmJBGWbUfbzTDcovPYgQghsXbuQJ8042tkaByrpXpxBboI9nLwLM5eY4UTvRa2nvDILU3cVkVB0ALLY6W7z3kfd2WbIAl05dyqsLl2Eni/x+5tNqrs5RUSReDeBAeywzHlBgwlaHQEryfca3mm0gtA5R3JsLihWbfFCm5g1eAydU92clStjthR5DvtMMMGx9pNBUMktIJJ2w011AaLaBq/sUpKDtF1XBIiOcB9fZeeK1vKQEla+fY+1477qkraZG3hlo35wUsa1TaKnr+Bt3/UbvfFyTfbyEz698hs88uclP3fhTI63mAFz6ShpnPsYLncPoU/ZE3X99Nj+eSd1cxRJt4lgQBfGuxTnPicklrddbnS2qdrW7gK8624T2IfTp3Eg3VRrpPNCow2IUDnhFaCUTkdMJnSKHzQpnG+NB6vaOh5SM+DtAolWeT4Ca7VNIW3ULZRr7JKxHrWBRQuf1P9Qr2p65YYtP/s8Had9Z4BXf/Qr+7Q3/lj+47w946cGX8rpLXtfdL6qpey/fOZFo3O+tgLdvYZbgcYezd5tIwFq9inWtDswSrDvkrx4vnbPpbHJlqOQ5jGr2b5uClANj7VAst5bRjTZCCEKR3R3TA6mz7zFd1ygVDYjleCZ13iKWeQhcMHNd49hnClIvlZY4xzKHgUc638m8rrFZ81i5Q80fcRTjOSEb86sc2yOTuqtJPY5JPSHCTXXtrzh2Lfc90eJ0XOZ5ffd1O2hzwS9x5ZwO/3Qa+7LpbjFmJNrr+PHFbH5cGS4v/uxzBggfTuDQ+MAmCJ+t9fEg0Ti5jyiI8UNJbGiEtRCmj0xsrZZewro2o0yj7pTVm5M2b7zyzcz/03+FWIe5DPPZrpTJEKDQNU7egsqSknEhuyBSmVLXol33BkHqxnKyQ2/+Wm6p11LmXBphEGMJkMhsjXp6wE/oR2x1tpjLjT4Xaf4X7XgZIHXSNp+AI+m1azOaM8ggxhchoGcCSMMxIPfRFxfnlHeBLZoT2YhxJ0QIH7Fzcuw+6fPgOx5T81Nj90uZos3qkpJs6It+kHpSOJrGbDiFXsroOCwa6GgYujtSXB6O9H5wj7xOLdFS+vp974NzX0cGEVHdm8jqDoOYs77kxn0WzdvOkjs23S1G9jOpw0T/XisYEHrw598CQV++rJlwySvQOn15fhKHKocI4oA1Z61XQEnNE1cfHjBNFbHcE0i95W4xk5tBExqxAPx+kFoRxMq0aUTWxEJ0Kj2D5mdqUtthEaugIXLGwHfKjE4NTDW3trZdZpZGAduBuPRVcPhFPRm92mnYOUNgqXlWzg0+qymIbuUNRElpUo/rVJmypzgvFYknJaCkEdbczMLFb3/9t3lg44GB137JeDdRnLCntzqQfKcw8eJKx/VO2EEiM5nUABffOM9S4RR3L7+My/pY5il4aTk6QRxgVg7AhXsyjxEknjxmRk7T1aQ2ddrBDgBFq4ib00d+1zCIaLg20zYTjYEBVfzKYFKnILVdGP9spdeiFTYpGjPd8xzIE5urcMkrJp5C7ISgCURRHW+1s8m+mUtH9hOGhj2zQ2f9JrR2DuEm+UYwS9md4fzyGk9sXsujtRu58VWHODyUa00tFBTJDNCoTzQpnhR+J0Q30laaHXW8gpJKjYZAaumGaFM2hTiHG6sC6SFzsLtt3Pq+P6KUbf4sSD0x9nx1hBCvTf55Xkr5kBDizcC/Bx4HflJKufNMPlgIUQI+CvyclLKxlzaO5H0/Dvw4wKFDe2vZ/ZcSEtASNQc9kZrYX9pPy65RvVTjsQdjnnPN1fAYhK0cmIPaRp26Q1XUIF4YcdHd7Gwyl5vrVZWhO2hnifynrdyu2Wars9UFqfUpG+/EzsC++cook7rpN8lJC0SPCdKNlAW3M7g4LuTzNEhB6l5o8zlmw2kWxe6LUtst4UoIrFEjhLpXp2ZUmG2Pd53uD9PWMQR45xr40WByd1FzgWOdw6x/6tc5ks82JXJmj7JRUwvXcRqScSx58LZzbC+PEwGES8MYsxUyW42ohc4gO4BeRdgQWxgiAPYGwg+ca+BwqDz4PFZme2DgMEgdaj5lf3JCpLvQNNrYoasMSy56XndbOKGNauAYyefmpY4ZWzy1/dTA9mDlOLa4EVEZTVSEqSFMjbgdQnEJYwyTuh20ycUWEQLD1tEzdL8hAamTirlmZVdaTdnAj/bG1A9jE1OO/u41r0ZkJOcq9jZpSylZPr4z8N0OyqOjTOq1R7Lf3wlxDZ+ZITONrrt1vyZ13kD6MTKKR1g5FavCmuZjuiH2ZVNUX31EmRu991Vw04/Cc36EYLVN7aPHiU+rZG262qcXp+kc5iASiS62xmpSg7ov29U2O2aTAxlyQylAk/cjpAYLbz+GZmk071qn/unzxLU6esnkstJBfMuhVc+WXslLSy22J7hqz+XnlGZhLmFgDRW20sVkJ55S5nDAl89/mXd+7Z00/EaXjelFHp84+Qkusl6jmNSmNmA+dCq3ygvYT+fpOuV/fP2AHvBIXPtGtPpbqUeSI0OJlK7VicLevVWdKmFFLpuNwTnFSRaFpcRsVi/05opO06dQHu06KFpqXGj5gyyXmtGgFFtsyfJYNnn7njVix8CTIRo76MVeUqsXTfLGnWgZWrLjQto6phAcK1/G41uPd18vOFPs4yUcd57knqdu55q5a/juy7579ACXvILm2Y9xpLWIdWwyQ8qYzeGcbWQvUJsr2Jqa1zprbYz2eKDEXCjgOSHlnLqHNjubXDx1cY9JHcXUvCrGBCAgBSUbwZwyO5s+3N0mhMCcswiXFzmUn+eLE5jUrZoah7I0qZ3QoZAasm4/TTyjABzNzkhLOzXQDLRibkQq6PA1s1z1wiXu/9wZjl4/x49e/aN85fxX+K27f4ubFm/qgQw76prmxTqcuA2uGy/R0h/XXnkZ57/8MFedeHn3tYeWbqcpX0phjAl1GuuddV7qvwiBi2FnL1pM3WQmNzOWSe1FHlvuFpZQv184po7RrntohhjriQBQyBvIdjCaUyUhCnnARNbXEXOH+pjUezdOBAU6ftW4h+cCD7ffzCsq8Mg31rhwx+DieauwzGKwR5C6K/cxdB3bGzA7WVM17VB43pW3ctdnPsPTYl59ZjI+OIGDHk+zfUmV6lMNtj/8JLNvzpZYC0+7bPm/hVY1mH/7dSPPUcEscGTqMG5ula2t8c/YRmcDgcBsF/jkXzzIhaeSAl+SXsZFk7BtwoHxUh+gQHthG4hAkqW2oCXj/9XlK5W0TH5ascWyorUOmgG5qcHX0yJAe0OB1GlBJEPuY3a2QhNY2dhgZqkvr2okuq19rN/Ul2WpNAjYRmGkugaEP1Z6xUi+V8qkPlw5PLJPClKHNXe0iyWV+0hYsWnu08yQA4r9EC/Jjf0MQ7bhSJ+vYeOxi8zDNIF1O6A6obASuyHCCGF7PEidgvdhx5ss95GsvVqVUSZjV+4jo5O1PzoCpsIpdDvbCB0gn2j9O4HTZW8PRy5lUkf2IPFo8zgc/xxBQgwwJnSnRGGMBAov3E/7n07jHd8hl2jUdn0X7CpN0e6d3+pDCqB+9W/C4URrvTAL5X1oiVpp3Pe7pmuZM40zoyD1yoMDILUWg9yFLAOqKJV2GcZDcgCdVoCdA1tGhDKiE3ZG2JlppOCXJjy8obHQDV1yYQG7ZKDlDcJ1B//caA4MoJUtDGe7iwNk+QeNRPUA/Oinen9/5pfg3r/EX2kSEZPbN7jeSMFWu2AQFk2QCQEjY46q2lVqqDnQ7QPX406IdCOMjBxiubXM6y5+He98wTtxAoeXffhl1BstzARg7S/6B2sOWsXqziPpWizNN4dDCMELq+/jIyv/mfe/887ueGMXdG4VkpmgwqazyVL1IDz28REJFOhjUmdpUqdmrLbeJS+VzBKtvDECUq+cqOPHGgY6zYw1zUCUl2DjqZGXA9cnJKKYH5+HdscKv0XJmoN4yDzRayniz4QuEFAFH61gIHLqeKtejesK2e8xiqu4XM2n/8s9dGQPW3kbvwoPwh3yIAvmUzz/daOc2KnFfBek1v835D5CLwYzuebJ3Cg0gVayRkDqVO6jSJ5mFLDx4Ac5VBrszBTxPuL1GmwZMMaTIi22PwtST45ncnU+DrwT+JoQ4iaU+eFXgW8AvwH81F4PJIQwUQD1B6SUqQ37mhBiKWFRLwGZtBIp5XtQMiPcfPPNe0ML/6WE6HGpDVP9tKnWm351k/rxImev/e8Ulk8THP4B+IFfG3i7+0t/T8WpAQuqTa4v1jvrzKULyiSspH09i1ngOuqn8QyHbXe7yxbWp3NETX8AoMqXLXw3Igyi7kSw4+0oLUedUc3MXFX9N+SoWyoUgAinM7iIdZM224PyyMh5DofpWrRkSCseXXjveDs0rBmicc7lQ2HldJ5b0Ik+dmLkZp4D/oD/iGOcg9n/OvrmwOHu421y2lsAMtkkvhvy+b94jNMPbVIao9fVafnkpywO+TBXhBhJ3a8PSDJETZ8ISUlfhk/+fHfhNhBCh5t/VLF6MiLTODEFqbdc9h3tYy6uPkxsHaXYzmdqo6dheBpu3lcq9mfuyASpd2MUapaOVjQwE03BE1uDSb+/+jSWuBFRzF6EawVTsRF0EyspJoRD7BgndFiIbWIpyI1zEkfJGHiRRxAFyiwjS+5DNgiivbn9BpGBETdRVum9377m1ijk1DF8uTeTz9WTdf7h3YN6ey8r/xBnL/rn3gupJvXQ54FKShzDG7ivoE+TegikBgU26MXB375qVwm1DawgxtTPYm0+pHQLteOwZMFFZcwDJRq3n8VMWgfnqoMM1oPxPpq2g9DiTE1qO29g5XRaNQ+n6NC0HOIMJlE9AaCMzQZwCu2/fYf6O7oJ+HXC3/82dO0xDCBv/TLx9ujzt+PtkJMmocZEiYa5/BxhHHI+WKEArG+vIqYHz13XI9aZ5pwm+au7foO/ffJvOTZ9jD9/9Z9z2bQCaZzA4TUffQ1f8OE7hejqqqVx3DhNIG9EPL2sAOqb3woHMoyZ7v1L5IX7MdsBLSFGzl3XtojCXtI5M10BNtmuD55zqi1d8CtAgGb1xs5OKyBXGgU5UjZHvy61F3ms6Vsc4gAe1RFGWBrhmkO4r8jdD23zAwt/xOxbPjt4r/7RW2FqlNExLtJx929e/gHM6R7gtH6mwd/dcQ+/8pJf5Psf+Sondk5kH+DwC4llhWmvOlaPOg1jNo90I2InYxHXWsNOFt3Njx4nXh0PjhoLBbxOyIEpdY3+/Zf/PTk9R8NvkBM6JjphXVC8bDyAZto6+SLUo32KLTU9CAAZlQj3/EEOlQ+xfeGJZFEzCky0kq6p0sxo4a0dtCmm0ku1U8RJAWOsJnV+GpHP1tl84fdextnHt7n9rx7njb/8XH7zRb/J9/7j9/LLX/1l3nHzOwAIdhLdz4KnjOD2CFJffKjJv/7Wf0QGyb178jb+bP9+njxzEdb5PDOMNzLddDY56O3DEOcQ/nh/gPn8/FiQeqWlgLxypFinckyBor3jUaxO1u3M2zpBKxi7j1ZS80VcW0efO0Rj0yVfNnfXKh2KpdISm6XzvPrNTzP7mU/ixO/gJW+9GqPvGXii/jh/+tUnWViN9iT3Ifq6TLohpZLfKI6/tkBXC7WwWKVaFKx2pji9+ShHimrh2/ba6FLHKueZ+q4Ftj/4BKu/840xR7scXawy/xMvzwROAK6cvZL14ioz9Qy2chKbziY3b72Kv/uNe5HAlbfu73aG6bqgUHcJn6hM1KOGxMjJ1tE8AYFGEAWYem/82AhVt8zNM8k4n58ef71b61BcGGVud5nU6lgp8zbLpHPf3DxNIpY31rmao70NjaQLqw+kTpnUw5rUUSAxhaAtvBFSRRr9TOrNzmamtnf6+wxLDKovsQVC6wLyKdmmEY+C1L7n42o+kNsbk9rMZlLPa/vYETUeni5x2SR2vBui2UIVBdxGJkMwJa6YoT6iv98fJV2N882MvL7rdbELk7pDTDWaQtdH86keSK3+bgXZcwH0mNTDTFmmj0BrjXBlB+j5HmRF6ldSuGkR945ltj7weDenvCiE/+W9i8qf1Sk1FZit5Q145F715qu/WwGt/eef5qP9IHVFgdTnmud4AQmoXZxTXQB95olSSjQpiXdZh4CS+0glaaSuKRH5JNxWQM6OsBJt+4bfGAtSp3IfmuiM1aTOFU3VQbvjsf5HD2QeR1ga+791B0OvEYuYB247x6kH1fOdL5m87IeuGPFSGonqQQgcWuc2WLbWWaoOdkT0NKkNpKnmz3j5DPpcBkhtlukYCqz1+kDqMMkh9KGujSAK2OhscLB8kLyRJ2/kmbanaW90mM0baEVtQD4tWHcGumNSkHock5rQY1Hez8ufd5oV7RZAecKcfXSLcNFgNpxizVlTIHUcKPmYIfC2S9LJuI7dYoOl0WongLlZxMprI8S/c49vExMDOn5nl2JCeZ+SVhoCzaNOgKO7FK3xHRzdrgu/yX7bgE5AHPR09bsM7T1oUmsFA6wirhDsRJ0R08Q0WtE6cDUvLo/PMQr6g+hxGxgc56rzha6EmdKk3ptU5nBIT9C1m+mbG/WyNSL3Id0IkdOpGEXWaLD+tT8Fd7CDVPN+F9l04R/eDW/9bPaHJjK5z4LUk+OZXJ2/k1L+NoAQ4p3AJvC6RFf6V/d6EKGy4/cCj0sp39236RPAvwJ+O/n/x5/BuT0bSaSa1CnYu1hYRCDYXjhHafp6Hv3yBV6wUCBcG13kOsywX1MLJa8U8fmT/0gk1YN0aucUx6aPDezfZVJngdQuGHoHKeKuqzH0jOyiuo+RMBoL3Wp+QDkxF6p7dWyZGH5lJQBTh0aY1KV8AWjSdgdB6nrZoQgshLsz780AGprDdkbrbcNv4Fj+yKA1LgxNY9YQRIfKLLxi8LPDJz7FJx/d5tb29cifeyiDObfGV/7qBcw7BeVqPMQmaW67fOqPH2L7QosXf/8xrnt5NrPwqx85Tu1ryxyyNRYDleiutFYGzS0aHTwJ5XxTaa5lReCAjOHV78rc3A7aI0lVV1ZhuIV99WFk8RKoKe3y/MwY1oVv4k1FkL8Uzt4J/FzvdJKWtyytr+HQqzZGsv+F2gp+5HclKcKNdfQMMC8NrWh0k1ejpK5fliZ1Li4QxGKsaSL0tAHbQRth66NgS+hjyQZhpBNHMdoYRjYkTtWRjomjqHVm7/esuTWmjRyG6EC7QvOfx2uw2pdOYR0osX5WVee/82duwCoYPPaVCzx6R8xmq48ZW5yDyAO/NZIMxJ1QmSYO6UJmMd5TPVTZCWEIjKtYFWxtDQ2BceJ9cPqfehuTirTQBIWbFglvP4uh++wbYggtBjNsmDUwyplMalBs6ta2i7Po0LbdkWo5KCa1lTcIVzsUxBPw/H8DlSXMtgVfgPDKn8Q+tA21M8zdeQHpP4fG+fupHLyxe4wdb4cCBrE+uVMoXaT//F3v4P/lnfzWl3+Drzxw38A+bzLeyRP2fv79P34PAG+5+i389I0/PSCvUjAL/Og1P8qXTzyGLUAvDH7uWrzMTiiZW0muy4vfMbJoA2D7acKvfARNgpMx/upii8DvgSfVqgK36rXBLpZU7iMXFNGpIfokfjpNP7NdPC12pYsIUGDGprnD5c4h/HjM4s0JiBo+XtJ6X2w/BptPwXwCIkqp5oxLviXz/Vkhkvsz3PEHQOp0zssVLC6uXjwepLZLzIeqgGBdNFnrP50Pw63OKEjdXMUyfAQQr3co3LxI6fmjCwXn/nVadyyjx5KFUp4fdSK2LnlRd/tVT99JPLOIXI4nAgEA1bkcjZUEpOalA9vMQhOHWY6WrgA+x+v/4fUY2ujYd+np53EVL+dn7/5J7IKJpVsIBBJJEAcUclUo7VNyH7NJ0p6pSa1Aaq1gDIAJaVh5g2/5kSv5+O8/wMf+230UKhZva/86Tz30FH/9pS8CcLV3CGwwj1wJJ/5yREIqM6IA/u4tGBtPKvAOwDZ52+Xfz4e2HVgPaHttivZoMTCKIzbdTeba05jaw+CN75CZK8yNlftI2abTjiqwjmvhbu94lMboUaeRMzT8WOJ3wq5cW3+IUhnwkTsKrKhvdJ6x1Af05Bu2glPs1wycGCqHKt17HKCWaDvPC3M8s7f/3MzEkKh/Ae+3IeyMaigPRbjZUSw6S+fw9BTNhsH7j3+UXzmcgNSuSxFldl24bh6tYBDtjMnz7nkvOedT6NPfN/bzrpy5ks8V7+XQ5vP4/F8+OmC8lUbx+NXctDXDvisrvOwHrxi5zvVPPEJTziOnjjJp9kg1Mg1Pw3RsdrydrhknwJ2bd/MCLuL6qWvVC/mp8Rr67XXI6jTpMqnVfdHe8UAoL4LhOLSwn+OcY3N76DMay2AWB6SWVtorzORmunJdaURhjCmgrblsdjZZzDD6TQF9x+3gx36mJrWWNxC2PgakVmNKCuSksnw78fbIrr7r4WnqGP5uEgr0MalTaYYkcmER37jAg4UC3zPh/bEbKfCiiSom779h9DOScbIQ5bOlppIoJ791K0PiSjc17IKhNMYnROBH5OMSuhjNJfWEHV0we9I54yLNj93ha5iQX8LzCgSb1OUTpabpeYPp7z2Gc39v3Dxf3+KRzaf4tqOXsvW0w3rT5yJNwPJ9ap7J0O4WhoawdIKNHut4Sua52ruU5ulN/EITYz6v5qWl6wdA6tCP0QV7Aqm3OlscqajvKQ0Nze9dA7cdkLcDilEPpB4H6qWFDw1nBMx0Ixc7LJAvWVReeQj70qnMY3hP79D68gWimkOOiDMH7mef/jI6TR+vE3LmkQ7Xv/Ii5nYprKcdbeGaw2l7mSOl5w1s9pwQw9TQQwftM/8a+BXi9/0r0EY7MquzS3gJyaW/iJE+u8MFwTVnDYkcKHAdKB3AdQLsgoExa+OdadC+Z617jsXn9a5pyl7O0qRWO6j3XXWDwVXPUcbp9Q2H979zi8jSmQ2rrDlr3c5G6udHQOrQizAsLbMbpCv3Yem0dtS5lK0yVs4bKRqde3ybA/oqcBGB6032JSkvqe5TZ3NgXozdkLbmsn9MAQlUJ2rBKNAMmui2Dp1gsNCWyj3uClKHqnhllVjTEyxqjFn7djPkiVbIK9942YA81Aef+CCbziZvWXslcecSNV4PjWGmrVMpmYBEEy0Yw4ofjppb4+FN5XUlpUQEBmZJV4S4vlxEL1tEjd7cIaMYGcRoOYOpQJ3r5pFXw7f+8sDxxd+uI7dX4Pw3Eo3rqZFz6D7Hz4LUE+OZXJ3HAIQQVwOvA/6dlDJFAI6NfddovBD4YeBhIcQDyWu/hAKnPyyEeCtwFhifAT4b2SFEj0mdtMyausl8YZ4VZ5nvevG3cfcnTnHs6mmKaw73ffb0AMus3YJCos37sY1/5L8/8O6Bw7/m6GsG/u5qUmdoLruuhm2qh3u700v6ehpxbnfBkpqCdZp+F9jc8XawZaJJnQVETh2GIVZsuVACmnSGKo0b5jaWCKmG481FQA1WZgTbRp0tdzRR3fF28PIB0ebeQGptu4MuBO6BMvkr+himgQuf+i1O51/Ni5vPyWTOydICXylXeceOjZbTue9zZ6gt95K/s49tE/gR3/5T14/oNPXH7P4iq0EMtsZ8WAGa/MCnfmBgn98+/fMcjC7hf81uYv/I3/GiAy8aPdAf3TJWGiCWMU7ojEz2Vt7ALhisnKxzOtEXtjWHffULiItVEtquNzJB6tiPMCODwI5h6QXw+D8OVIa7TOo9tNnpUzn0cwkDJBLc+qFblWaelPyQdi3fA+jjQOqUSQ3o5RkEcaYmdT6ephODPaEanFapT9ZPsqgJ6PhcaF3obrfdFpZQoJ7vRuSK479b1zVacxUQ2wdS73g7TGsWU7rPvrNQPzveId5YKLDvF25i+0KLXNHk4JVK329nzeGxr63gbPUtJtJOivbmKEjthNS1ZgaTelSTbay2KIpJXUgSOuPQEfi+h5ITtQcSwOJNizRvP8tBW5IfYmFNu2XuM88h7SoiQ5MaVAGlue3ihA6O7ROvByPyI42NDoszNrLtYxlPwYv+CMqL6JGEL32NcPrF8MIjABzc/iDn79C4//0/wktf9Nbuor62/QDTfDvSnLyIecnBl/C7L/ld5ST9NLz56A/w6isG5SM2Hmmw4Fd52QvfxaVTl3JNlqYo8P2Xfz8PRb+PrcXoVi/BcgKHLblOLZLMORby4LWILIAaYO4ygkh9tyAjidLlOnGQ616zdAxvNwfH3nTBanl5Ytb41Ae2kLZa5O2sOswdHH32u7p4fSD1ueY5to0dbCz8KCaOJdpQ4h8kzHdHE2ga2KIFT322B1K3N1WxbWrvMmEpSO3vuOT7WBxeXxvrZdOXcdfyXWOPccA9QkyMOT153kgX5tGWC4eGmHPNVeySTXkHiCW5y6YzTRjjTkjrjmWqhiBXKfEL55bh7b+qwFgp4Y5LcRd/GJYnAwEAlcUKy+f3Qe2J0XM1NoCD3Fh6Ed9/+RqdMNswq3L2UiIzoFQu0Ak6AwDGdfPX8fyl5yum6PYp4sT0TcvUpK5BfkYl9KFaKIihsf/gFTPc+oZLOXHPGp2mT5UZri5eTxSr486bAgLQLnsBnPgDOHsHXPyyideAr/6+AiW+//1wZU/f2gKe27wb+zafv7jjPbztxT8x8tatzhalIE/OszGNM+CNzz8W8gvcu3ovP3nbT45sS02r5yM1hw5LAaXRrvuZz1N/mJrAlZL6Zof5jPtHq1SBDeK6ArYamx32XfzMfQ1S+YaV9ipXJf4gqZZnGilzfNEo70nuQwiBltMH5T5SDeXdNKm33K5J6PR0kdJxjb9a/gr7H/kLBILH1h7nudzY7czKXToe9OPRO8EYL0cAcNXsVbx36gPYq+usHM9mW0tP49xzvs5Pvv0/ZgIOhrUD6ETWxRMXatJTch+WbWA0Lbbd7QGQ+itrX+UFvIlpfUq9kJ+G7TE5QWutV4zpj5RJnVxvp+5RKFuZhfRD8weIxGl2akNSZI0LCiTs+67LreURPWroaVJvay6r7ZVMgEMIgW5qNDtqTMliUgPKkHbIBwdICl+jJs+1eGtEVzn0fdwUpG5NlviBXvdnPMSk9pwQTW/zgDG5CTh2Q7RCfiJInY6TxTg/kUmd37mALiUtO/ueLVSsXZnUuUS3WY9HPUmEpb5LwUxygAkgtWnraJrIYFIrxn24VkevFke7Z/siCmLViq9r5C6bJndZ71n90AO38acPvo8feeM7ePxDxzn14CYvB7hwLxx4zkgHYBp61aLzwAadB3rdLP+NX4CnYf2LD2Afm2b+x65RIPWT/6SKY1YRtx1gAFFOJ4gCfv3OX2c7Y+0IytcpzY+FpSGaspvHu62AsulRSZnUY/JW6BU+DJojrP5O2CEXzlIo2Wg5Y3Dd2RfC1Gh9+QJh3SevmXz1sk/y377/3wOweqrOR/+fe2lte3sCqWNpozd1Ts8t88LSYD7ZLYZuP40WqgJEdPM74KKhfCHyqT75ETxfrYe8L/xPeEoZIkb15wPfPiJBmhZv+8H8A+UDhG6MPW1gHijRvnOF2kd60hf9OdOuTOqmAqn79flL0zkQEBkGs84Up9prMJuQUurn4eDNA4cI/DhTjxqGQOo+wNzKR+z0kQg7TZ/Ncy2uLp8CLsKMjcz1djfSdVJzZbB468c4WoeiMRnILVtlmn4TPVmnyU/9CrRuT75Qcl57YFLrM3mwSqwm/mj7xsh9bNVLNIXD9IsPDMyDNRnwsac+z4/Pfwv+mcNJYfXoyPsrZROaPpodjX2+h+Ndd72Lz5/5fPfvN0W/QqFYgDojTGr/Qm8eS3MPkdOpJvfPAxGUt1QXcsWq8PKLXo5WbBPUp5Xu/OmvDOSOaYggQpLdJf9s9OKZXJ2qEOKngZ8Engb+CLpa1d8L/OBeDiKl/CqMJQbsneL0bIyEpMekNq3egL5UXGK1vcqVL9zP/Z8/x4njO9xQMHjw40/jDPlglBZn0Jo1jtceYT4/z/te+z5Ijjtc2dU0gWmPivwDuIFJwVKv9zOpuxpxOx7pGaZsjP5EacfbIS/zxDCiWwuo6uXJLw5ID1QKarJxvUHWxFbrHNLSOeJNbgltrzloAnasTbYyzAnqXp0gL5FeROxHExMpAFbbSClxh1va7/traC4TH9BhHaKGPwJSn9w5ySoh+30DUXC58+9PYheMLnu9NJPjFT9yBbP7Jy9KZ/aXcBOdp4v9Cu98/s/QCgeT7IvPHqYZQyO3yf3r92eD1LOXwFY2W9BNRDKzJr+ZpSKnH9rk9EM9g7bnlt6IMaOSJ7eeraWdsuXiPHD4Vrj/fbDxOCwqn+UwiNEMMZFtnIYxZaM9pSaXHz72I7glVVu798wXOK8nJntjDM20gkGQVPJFaR5T80ZBat8hJ22CUJJjB/7roZ4hTF9M50yYq/KWz7yFn1/5Ya5vH+MtH337wD4/VbgWmmrBNElbtCujIRKQui8Z2Xa3OYbO5XaeWMCB//DcnsN5X7S/vkr9k08TrLbZWm4ze6DYTRJSAxVtJ6/MQTRz0DxpZjBZiJyAmqiPZVIPa1IDmW37FatCKSlE6EsLIzIDaRgzOXYsOCptrD6QWsaSQsdmJb9B0y5RmcCkXjvVwAkcvLz6raJWgNHXvryz0eGyaQvaPpZ5unuNhS4wZnKEm73n6LIrX8z5O47zSOkyXnpbr7GoVp7BEt8Bu4wVpm7ymqOvIfYjlrmD68vXUL50UOfsn8QfshPu57su/a6JxyqYBS63jmFpglq8SjrqrTlreIbDTiQR6PgL38lY3uXcZfjxxcRIoowCjsEqIIiaPsZUrq8bZnCxmzKp9Y5NI8px9umIuYNqn5n9RS6+cRQQSZPv/sXu+eZ5tow6GjqWiPGdcMD9HZTmIEAjkuQrNmLxKjj+OXjhz6gd0s6bMfdUVqSmk8EQE6/rWp8zuGzqMj5x8hPUvfoIWOBFHpd2DtE2zqOd34Dp7x37WUayAOpvUe1GaxW7VGQqYeSbB7LH/fT1KV2Qq1bgnFStn1OHFEjkbBLaihW0K0g9X+CpaJZo68yIS4EhzgIHMd1pfuWWXxl7jE8//BD1+Q5/+so/Hf9BMxfDidu64Gu23EcNqgfRkp7yuBOim6Nj9o2vOsSNr8ouQrTuXGbn4ycVSP05W4ENk0Dq1Ufgn/8fuOYNmYuMSy67ko3bHuT+x+7meWf/IvMQ13mKv2GKM+BdPfajXnn4lRyvHc8EOHSh86qZa1l8+jbWAOGNjptSSlo73sSCNYAhJYFU4HMWSC2qM8AGcbNBFMW0tl2qz5+sP5kV+wr70ITGsrtJpN2szDaHWp7XnXUszaJqF/YEUkNiuts/b6TGr7uC1B3yV6prU5wqIGSIGdr83r2/B0DFneW57K0zi9bGWJ3JNK6YuYJaYQV56Tv5kZ8+nrnPqz7yKp6373ljGXEGy8ASIfsnLtRiL0IvmtieiRnZA+a1m51N7qndB7ypx+qdxKRubcDitYoxFvWAVGFVEZrRY1LXfQoZetQABauAZ7UJtlq4f/YfkGHyuVs7WEuXDIwlK+2VrlRVf0RBpOQ+tA6r9TNcv3BD5mcZpka70wF9PEitT+XGy30Ues9LSrbxNId20O7qswJEfoireQgC/PbuIHVaQBtmUrvtgJzW4mnpZc4XachOiLa/DGuM1aVOO04KcW6iJrXYPkkxjmmO6RrJly2cXbpDCylIHZwZ2RZ7an1XSNac/cXlkXMRArtoDMg5AF0mdbAdTNSjBgjDeKxhesNrULbK6JqOaep4TsAdH34UTt0C0Qvgo701THHK5rpXKPPrubdcTbAxOO++58H/lzVnnXcYb8d9qoaMJGLpekDCH94EmonnHkCIX0bPGdy/fj8fP/lxLq5ePNCpmsZVs1fx0otUR5Jm6+jAe36mJ6e3eKRNRajrPMkcr8vAlPUu+z8N13exowKF0uSOGiMlizUlOd0eKDL3G4vvGtWLCOVFCARn7OUR2R6vEymQunYaPfFUiBdugRtHC1NTh24g/qcfQTNCXHNf99kMlzWECEbWMKttBXr34xIHSwepexpWXmfqdZdQfnGvw1jooutRBL38cjcmdT9IrRsapSkbXwpmwyp3O4/Cxcln1Ee7DEK/J2E6HLEfg6FY1v2AuZVrDzDkzz+hxupZ4ziRfAn52Ob1//B6dKGO+32Xfx9vu/ZtvQOnAHJztaejDghP4mju+O+bvt0q0/Jb6EmuJc/eB8cuVZ0IoDptZidL5kVOiHnQAN1g1VLPwrjOgM32HLPl5sg8eKB0gE7YIZyF6PQ+4noNLYNTU84byIY30Zi+P6SU3Lt2Ly+76GX8+LU/DsCdD21xZH4RWtYAk1orm8Qtv2v2mXZxaTkDe3MdqHL/zgU+97V3dt/z19/21xy2C0hpgVWCk1/IzB+1UBLb2Sz7Z6MXzwSk/mXgZ4DPAP9DSukLId6AApazM/Rn4/9uCIGQ6oa37N6Avr+4n0e2HqFYtfmx//Yi3JN1an/xCN/3b67DPjbd/3Zqf/Z1ZOsRTq8/xNHqUQ6UxjDtkrByerZxYpAjX5RU7erAwsvoc9tOIwU4/uzuv+TpM6rFfcvd4hf5j8hxbfJThyBoqxaQRGutWlRJpesOJlybrfO0LJtL2tdN/C47iRFbI7fBVjiaiO54O8QldT5x00ebnbzIj8412YkkQb9pYuDCV98Nh27FqFbhJPzSp/8Dj0wNJqJp0jAbl5D+NlDl1jdcylUvnMwGH47pfQXc5OOlcYA3XvEDI/uc+/DX2JQB9ozGmcZoEqpO5BIF+MTRiB5sV3c2Q0PttT95HfX1XgL00Idv4xun3sRRT11ft5nNwIvbKomVeQ0OJZpw73mZMvUBws5PYZgZYHpG6FM2IowxgDdc+qYuO+AT6ye4L1L/NscsuLSCSZScC6UFTNEhHAKpfU8lc14QYwer6r685d+MHOsFbp3fffIjuDe9hYvEDcyetHnXC3vyKV8+/nE+vRXy6rVsCZ3+6MpoCHdkgV/zalzZvp45s8hy2eLwGN3Mwg3z1D/1NM4DG2wtt7ny1l6CObWvAEimnX3KHKS0NMikHoqoE9C0HGZzg+NF4EUgBhnvWpa2aBIVq0IpYTAZ+yeDI+e0kGuFiahNw5HkPJo+mhSsm9us5gpUxoAfpWkbtx3gej5+QT0gccOHJImNopjmlsvUjI3QAoxpMVClN+byhJu9JH56Wt1HJypXww/9gZLGAeqf/DnMVYG2N5lxtbjVBHFnlC2Zj9dYDicbhKUxpx3ExufL3hOk71htr+IbHWoJaBDYzxsPUs9eRiAvpiVj7OLQsxEF6FK12EZ1BVKnBkx+a3BR7gQOSNA6Os3YZmkp5rt+8bkTzz2VxUnZJQDnW+dpWKrgkNdUu/AISL3aRlg6DSdURpPHXg13/GGv3W4nGdueAZPaqCRF1frgnNJvCHTptErYj9eOc/O+QSZN3a1zzD2CY98HJ5fh2vEgtTA19Io9YPbTjeYaVvUGqrpAGmJANqE/9KIJRZMpP8ZOCoE0ltV3Xn5AfRcOghEPLNiyojqfBzSaaztMDW0zghPA87pav+Oiue1Smp78OcwcgdYqcVsdK1vuowZL1/UVuIIRZu5u0TWqKVcUOP3kP8FrfjubfRMF8PGfVPfNt/1u5vHMRC7lRxd/iBddkS3VcfFTc3AWTHNVGQ6NiZccfAkvOThqDNSNr/4ekk8RAQwBX6CkCkIvypTP6Q8tUiB1fSP7d9OK6jvJVovWtouUz9w0EZIOvvw8y94OoVjMvNfWnDXmC/MIX07WpJZSFVhkjDBjZLPZKzhtJGamEzSpYzckbgXoiUdGYbYMNPj4wbdTfLnKh7aXHT5+/0M9QOHBv1XFnayon4dDt0z6+pStMoeMMo/rTqasjJRyrI5yGnr4NLBE6E5mM0o3QszkyOdtzNii1qeP+cVzX8RNDJ+7bdu5qWyQOo6hvUFk7Wf1v9zV1UwFVfxaLMx1mdTtujfxXotzHocaeTbrg4vzfKdNCgtLKVlpr/DSgy8deX8USkwBLb1DozHemNWwdDodB0qTQGob73TGs+fUeibsQJAUfwLNZ8fbGQCpYz/C0wJMzcFr7Q7epRKFw5rUbsunKncAeHDjwbHPfOxGaAVbAU5jWO9pMa8Y5SeC1GydoCwFLZmdUxYqFhtjzPXSKLlqXNDdUcDcb6mxL590F0xiUoPSpXaHmdSFGaRZJmyYFC7fZV0VxJkav6DA3YqlupDmD5fRdI2Hv7wG4WvhuA0nFJAYS0kcSg5dPcP0viLGbL7badH9nJbNZx7/Z37p6v9I59EtgtU21tGXwvN+XBnIAd4T6v96Xufu1bvRhc4HXvuBsZrcaVT3l+jUXF7wyqRgLuCSzc/SWCt3v8e4SA3XTVnD74QD0g+eE2HCSG40HHrVVoxgRyNXzeOGbvc4qkNCdE2PJ0ZxjgCV/7Sm/QEtfFA673ZBgdQa6jvFrWy5nKqlCjYir+Nd9Gr4oZ8DIPqdD6H7GyPMxiyQ+kD5AJ1QElshQhufJ0Evv+x/zgd3SPWXB9ch5ZkcjhtwICqx2dxQ46lVygapvSjTNBHU2KAlRdH0mSmZJaz8Fn4n6rLszz62hZ2DKeMUWwG85sC3cm5KjcOPbD7C+x97Pz92zY/1Oj/6mdR9ofngGqO/0XCUrTLNoImRSPPE+hS88X1gT76nu99LykSTWn3Oqq2eq6xumDiK2faXuPqi0fwp7bCpzfz/2HvvOEnO+tr7W7lz9+SdmQ2zebXKWUIBhAgCg8lggo3B6TpdG18bv04Yp+vXfvH1xb44YRsMXDA2yQQbIQRCCcXVrsLuauPs7uTcuSu/fzxVHat7ZiWBMeh8PsugDtXV1VVPPc/5nd85Nik07LkSgb6iBXFdwfbBVAfZyExlqjjFSm2Fm8Zv4uIhYYF1n3kXRlwTv2Wbkhpf8BFKWq8rqeWYil6bArL8r2v+lKELcpiOyRu/9Ea+fubr/KTxOlGg3H2zIKnb4LoeiudvKHD1Bx0bJql937eAD7Q99llJku4GNpYk9zy+s2gKTtRijYFoU2oTXz/7dTzfQ1FkYoHayl+tdbSiuBUVLVbldGWBV2zpsWgKoEck0eI61NwEfXGJgdgAy9WGklrSFOSkViepS1aJv376r0lxJUsrq+QmcgDkjBw6Sg+SOvSBOlsnqdOxFB4eVpvSaLk0j6yreMtX4NtuPdSkHYVzJTJALTXPstd5gy6YBeScOK5uye6Y1DTDs1zs6RJLjk+imdQ88DFx83j93/FSy4CHLS6LX4QxkuvYxo7sDtRzwzjlOSAbGVKzHvSYitFv4LsurtLZouM7HpLlUfNgaCTLZH4yekMDu8C1xI24TYnYi6SOJTVi2xvn4i07vs7azNVM372NSxJgdyOpA6WFnFSFavcV/5/4rQEWjuA8WkRVN1CB/PdfQzm0APwkcRmcj78V4oKsutRc44T7HgD0LsdWTmr4NUdUUpNDqNSwq+2ElThXTMsj4ywKZeDL/rBjW5rnctuTn4eqRX54N8Wnp1tUsa/y4/zu4x8Su/30V/nR8e6EVqikViWzxXfZ8RxKtSLXn7sF07eYUuJc02UbSkrH2JWjdHABx3QZGGtU2DVdQctJ5KojLFQXBEkdBu9UWklq3/Pxqy7FeJndsVYln226qLrSUiWX6sGJnYumpJYkJWlUXQdpsLO1qxnnbIs9SGSPKhB03LlBW++Ctsy8prOnEr34CtUiflHByQrFWLMvdWmlhu/5xE0HTZ9C6mtVNauDccyTa/UKe6gqm1taxMmM1v15i5ldaBJgRYeitUOSJOS40nlsankS/gI1SxMTnPU6CCpiwfEEM/zhA39IQk1wKn8KX/JxVRvH97Aq3QuQvpHG9ndRcN1On3W7iiKJMd3Ni3NfMxQ81cGrtO5Xxa6Q8GLgSKw5KQYH158qRAUnThWnUGPinI9JUl3J3AxnvoI2kqCat8Xvsec2uPfP4R9eJrzqQmuA7JaO93aDltSwfR+p1HrNm1UHJDG+7gqCGE+sneggqYuLq2TdFKW+qpisRoSONkMdiHVXUm/rI6tI2Em9p/rCzRnkChbGQKAu/fQ7hB2QWQRJxqmmUAfsdRUcoUduftnqIKmlwjlUfRV7IdpnsL7bqybD29ZJXA+C4fz8CihSdJBu6EndowtjPXhVVyiXNBn23gbHb4fHPtGilKrj5J3C5uPNH48OEkYUMOW0xoX+Hm666FWRr1k9dpxqYgk55kaGuG4Yi8eQMqM4SyBFBO6WgvlUMtebuPdNF0+VKSxFE231cMJyhcKieE12He/ybhhLjTFTPozrD7R0qIRYrC4ykhgBs9axoG7Bt/8PfE2o9WXrD/D8GPzvX2t9TY/247CQogXnc2IgB0xj5i2GgjlLMbCEUXUZ5g/D53+695cb7S14ALggMcqT1VW4+//rWOAX3BqO5zCod7dpUMpHgGtwunljB/BMFzmmknBjQkndRFLfeeZORtKbQG5S9cb7hI+3XQOtaVlfWwPPxna34JsuyWs3ofbHME8XqB1dwdsyhtykpB7e2p08l5M+uWIKFIuhn7saSZIofP0M1nzjPFiuLWO6Zt0aphmu5aJJUJPLrJTWun6OqsmUTbMnSa32Gfg1R1hoNBfAKsstSkO7JgrqrmwLu4Wmr+fbHqZkYUhlrMr6dn+SKorNvt1aUDJLJqPkUZF5bOGxSJLa9/3Gvvbv6LA1DBF+l/XsPlg+QVrWW4q+zYhn9J6e1I7nkLXF+atUnhYFvCaiy1pdxPb76urhbp8TIhalpJYkvOxF+EVt3Q4f1/a6djzkzXydpN577Sb2XrsJ7vkzuPP34dcnxbkPLE+X+Oc/eIiFM0X6NkUrS7dktmB7NvmhwOblbAF9fAxe2Sha2v/0j6h50AyJh+ceZv/A/nUJagAtpWH5cMXLm9ZS/zwFRg4o97b7CELgVbmI74s5dj0fKpgX9erCBHF+ymkdp2oQG0zg+8LX3VAMJFki1WdsTEktSdjahdi2jTbQuf6r232snUFKZJBktSH6aUN4Did1l01n8ix9RPhWm8VN6BwS87emjtHZ8ix9Rl+Lan08Nc5ZZxlT7V08hw0oqYvzgNQQ5wRID8QoHK8yDtTWSmI+lxmH/LmOTdiWi9blXPUtt17MKtklDMVAUzRiSQ3X8VpU9jt32shFIex65+4fI75XCBC+dPJL/Oa9v8nh5cMN+7/UiNjvYmuRVbFkLGP9eVNKS7FcW0YzxLrIGb95wwQ1iLESxxfBicC8ptMvKRhK5xygMLuC4xuEU9VmjKUEST2TKbOHBPaCFSmqMWSJig9rbGUjPV8HFw8CcFnQnePaHq7jifM0nuvwpAaxNlTSen3eKcUUtPIZ4EIy2jDjQY7DtaPXcufZO/mpxBtFMWnni0VI98qplgBkq+qIdeEGvOx/0LFhklqSpCj5kQy8AOgH/s9ztVPP45lCqtt96Fqrktr2bJarywwlhlCSGnJSq3t4hvA9H2fNhM19FCWPiVj04qwZelzt9KSu5al5GWKJGgPxAQ4uHuS37220BL9evY7a6Vm+cu9H+fbMt1mqLvHT6mW8eevbuPUlYqB1bJdH/+Ne6EbGhGq4tbMwJhgqVVFxFRunjaReqi5iaB4gYS9W0btYZFQXymQA0iWWHa+FUKg5NWpuDTUthsn1whOtswVwfdbw0Z6+B4yPiCce/zRsuwEmbuJy12ea+/jh4VfyjhujW9Bnv3Qvji8qtN3aK9dD/3ga68wKrtTZWu+GVe24ytb+zTx8/MEOPz6xkaC9dflEJ0ntBDf7dbyuANTFg9x2aYVPPfVOXN/H7rIAC/dLSwa3pWubFo3Hv47zyD2oarQ3Zwue+AyKLoijuCzhDF0BA6I9a6vv03coVFJ3IakTqqikVh2UQEltV1snQLYpvoPleBj2DAx0UbvKivDFm3oYabcCri+KBAEpo5ol/lt+ji8Cn3zi08ylT3ddeA0XxG+gSdUWhV7ezPOStevI1kY4wySm2XtykbhkCPOzx8kpEgNtFgKZEYO+c5tYqARV7i5Kat9ykXwoKmX6mzweIZiktRXCwsWVH6EWliSJHDpl36u3gHaDVfM5aixy2WENz3SQDbVe/FrQVphXY13Vi+l+8XtLZR1vXBz/ZpI6v1BFBpSCha4f7lDfqoMxfNsTdhdZo64kVmsxjq0eY/+AKPkXHRlNAr98GlwHlPVvuXJM7SSp81MklDVAola011VMuiUbNAlDqfBvJxoZxDuyO4hLBSpykth097ZlN2/i+SlWbJu+RNuCx66iSEv119URd6GqtCh7Kk6FQUcsDCuewraB3ootaBS7mtuGp0pT7Asm+zG5sRhr2a35CrEL+qmcXRDevJsvgiveKZTEINpH978GYuuQpk3QDIWCB2qb+seqOuhBoO1IYoS0lo4MTzTP5jEAaVsODsy0BjlGQB2IUz2y3PqgXYVaHjk9RFaRqMZ7T2ztlE5KkdAHJuAFv9h6vW66BOd+C22kd0s1NMjJQjXZGf6Sn0ZLVrAXK1QKFo7deS17ji+8NvvXKa4GfqReMY8ci7iH2DXhhdhMUkf8/u1wCyarnz1eXxS7qyZyeOz2vALk98IXf6H7Bi56I+z/4Z6foQ0ncBa6X0f2XBl1JIlkZbqGuG4Ii0dhaC/OioTieB1Pl+skde9j7dcc5JhCYTF6n0OfW79ikg/I3WcSnAjCZu6QfxDXzWJEzF0WKgvs698H1YL4ft1w+m4x/r7w15HvG8QuaPCKDzWeT410qN2aERZ9QvIrEWRgVAqNa7puS6UrcOLr4sFfPNBluxLo618/FwxdzO2FY/zW4b/vUAGWZRmSCQbnj8LF0e+XVk+hGsXozoom+KaDpCskvTiqZ3CueJSZ0gw1p8aDcw/yjgvegfSE0lD1htdxbQ20pu8XKGJdV9zD0zdvRh2Io/QtUju6gqPuRq+cwnM9qkWLRI9zLZZWyRVjqMYaRuCvr2/PUnt6Fa/qIMdVZkuiMBHpSW066JKEJ5XqiskoqLqMZdqoslonJ9uhNHVvypuC+6/vi8JXotWTWjGE0idvtnZgSY6PrTvEpXKHD3A3SLrcqaQuuyT1IvtSm3ls4bHoNzoeuL4oGPXvoHrsdlZLM5EvdWWPhBdbh6Q+SWooS9GOHn8SaR2r5uLY0dYEVafKoJ3DUWxkqSJsELINGwVzdRXT6yOmiGvi9x/4ff74oT+O/Kz3Xv1eYondkR7YTkys/bR1imKO7aH0UlIbbefB9AGxfok3uob7NiVQdZmFyYIgsiOwLS3m2OeUGbamNKyzRbi+9TWWNIgKeNIaTyw+wTsvfGfPfQ8hGwq+7YlQv2BwiBUd0vF+JCq97T5MDyQfQxK/p1VtkNR2VdwbjHVIahBdze5ckpiWBGuZmlOrE4mpvhilKB/3CNhMMK3PMpbuvI7NiiN8nFcnoW8CpaDVu2TbEf5uI7JEtuqIOawEak4hsXYXLFzWQVK3W0iMJ8bR3QpVuXehBBrzy552H8mhjjl7eiDGucccSCo4YahedrPo9mmDY3n1nIN2+GYTSW2V6vux7/pRZEXCC+2WJNipfBP5W2b9fSFuHL8RCYm7p+5ukNSKJva7rfCrOTJOav01c0pPcaZwBq30NDCIPfSCdd/TjHBuFpLUc6rCiB+97lk6Le45g6Od95KQpD6jr7CXJHa01Tuq72P6PnlnbEMk9aHFQ1yyfBMH/ybPIR7G88Rx1uNKh5JabiKpgRa7D60kiofNTgK3br1V+NLHVtFdH3/bLeLyPvmNFpLaLDvoEkhdVPbPo4HzsfuYRNgeR+Fxniep//MhCZra932MWKsnNcBMeaYeqKIOxzsWV17JAtdndXQQ8jCx0tm+0o4oJbVbWsX248TTHi/c/EKmilM8NPdQ/fmrpK2MFQd5eO5htmW28Zcv/ksOHM/jVRpTeccUqcl0mYw0SOrW6qWr2HhtC+YVc5WcIohUZ6HSlaS2gsVALKWwUpDEojIgNMJJq5ETEzF3HZLaPJUHGYpOgdz0UagFJLWqw63vE9YsqiRU5T1UDL6jYCti0vZMlNQgvF+rp1bJ+J0hGiHZrmZ1tme3U3WqLFQWOv2jQg+q5ZOwq9U6vhKEKazndYVjwtLTpG+4jSsuH8H61BKlxzw+9tT9HS8d9zz2AloqooEntwXHN9CkdVSZZhGqK6g3vBDuhIQs4Vz73+FiQbZKwPCTn8Pz/a4Ju0pA0HkVGyU5jCadwK60quxdMyBBgFhtqrdf5ear4d4/R9onzlHfchvKweoaCUksqC/PXsHHDn+s+2bW9vIqfg5NMnFWK3hTYsK6tjbPOxd/mHLsNDW3uK5tSPzCAVY+d5xxTaJ/rPX3GxrLMH9smPlg8YqeBDXWoaQOJyUlpcJAW2HLMTuVBJIugxytpAbI+AZrnt+TeADwazKHc4tcWt7EzB88iCRT99Fc0teYV0a7qhdTgQWKUo4hJVWhoGq6DvOLVTKKBJ6P7h6C3Etb3h8SHs5SFTVroMdUFF0ibqd5bOGxOkltliwUScJzFuHYV+GCaMVly/GJq/jtv1t+mrgsxqBKwepJRrmuh2S6oKn8ZnWN3/vFhxtPrk7yr3feTknNkVmqtrTlNcOeFuPlmiOxKdE2kXKqSJSRVA+3yQZDSYBRS1J1qnWiuWyXGXHFOVH1YCi3/uJBkzViSqyudPF9n6niFNeRBnxiskStTYnlliy8so02nKBStIXdh6zAD//Fup/Xc18MBdP3SbSRolbFQQ8m4ZIksatvF8dXO71nvekapmQT338JHEBMVnuQ1MpADK9k14suQF0R40qbUSWJitp7YluLKcQAueB0dHT4rofzpfuJX9g7nwFEG7ii+OSdTcIqJSS3PBcK06ibfKqTVT763nu7TgwB0uvYYoX+9l6pjBRFtoTWBOehpPY9n5V/PYY1WcAIgv+UpIa+Pdh+ZhR+4WFhFxYFWYZNl0Y/1wR1OEHlwEJLYaa+D76PPVchceUwzKefOUnt+6K4cdnbcU/IKE7n0S7n1yep/SBwUu2Pdbf7qIfa2hQWq8iq9IznHWOpMe72NXzX6LD78H2fhcqCUJKWpe6e1L4vSKY9L4fL34F08hheYRUuf8eG9yO0ZVKC7plEYBNTKTbmiXadpJaFin7ognV9p9fDzRe+nS8sPMzDiej53Y7SPBdNPhT5HL4PK6dRk7YIUu0C3/PxLQ85pmBIEpqn84+H/y+fOPKJ+mtu3Xorkm42QvxCsq661nqPDTxYHSsLEvXfLPQIdqSt6OUHBbnv956PpjIxMjMaTrIxV9KDnAt7toSxI8dMWRCvIRnRjHBOoUgFZqvdu5AUTcEyHQbjg129vZWc+N2dNRMtVM3aFXBqLSS1Zbpohpir5K3W81F2JEiI4O/15lQhJF1pCU50LBfHgVisyGWDF/Ov577OF058AamthKFWJC6lj/+YvZ3PSE9wfMjA/ezLIz/jU9Kf0EdWZIZEwapA/hyp8S3MdlE4h+KXSsEiEzFWV50qA04OK2aJSW5htoWkruULWL5P2tf4jWt+ox5o144vn/oy35r6Fj+cuIDVuU5LEEcR19u6SupentRWQXRnNGP6AEy0WgPKiszQ1jQLZ7qTwVszYo15tniOXVsvwjzb+VrbF+vD6eoxHN/hmtFufYutUIL5Z3OoXzxxAwN7HiTt59f1pJY0H90TY7ggyYJCTLCkX09JDaJ4Y09liekpsIQQKyx2pPoNZo9vLCfAtkY4Hj8UaQ1qVR2MuCJI6k0XI3taV7sPTdZIaSlikocFbP7FoD2ytAAf+CYs3NaSITFXnmNrulU8MqgOI3OSorS27n6X7TJxNV7veuxAaR7SnV1W6f4YVdcDFKSSJ0Rd2c0w93jHa23Trd9v2uHZXp2kLNmlegdhIqNz2UvaNKHfnMVB/N7Nha++WB+XDl3Kt6a+xc9d1hS6nN7UoaTWbBVH6x3YCsJysWgV0RfuBV6Lo22E+m36XsHcPFw7z8kS43702Lx8dg0Jl76xzgJjWk+T0TNMV+fQFAk736WjzXaxfJ+aHRH4G4GDCwe5fuYdVFSrLszafmmMrfsHYCZXL9ZCQ0kd8iQNuw8FvSCu3WZf+BdteRG//+3f5+nycS5mDC+5FSW3VeSnXd3wDTerDpokPR+auAGczxH6JvAJoFnGoQI/DHz2udyp5/HM4CMhI+HRqqRuJK3PcumQWHhpwwkqh5ZaFldO4EE1k3EFSX3yW7Dla9EfFs/BlmvQYwqltrag2opY+MXSMd554Ts7qstrXzpJ+eE5bn/D7fXPPpJ+pCV0y7ZcEbDSzbMnlgM93fAmDOApLo7ZqjRasgrkZFGxXnxiiWqEghME8expMplUjkpJplqYIh4TZNOauQZAMpMRhNYGSGptLIWcP4s9cAn8drQaRMnoXUlq0fbnYiWHkZcd4iuPgLc58rVkNouFdQQGxpLkfbDsXOd3DtrYjYE4E5kJACYLk50kdWpY+G5FhLj0bJv66m/C0S+J/++54Dmw6WK2TAxwUj9KXOljfFsnMRGfXMU3fWJRbUbZLTi+LqwuemFV2HrII2MgCy9bp83PM0saE5+CVYhUo4TVYK9sQ2oITXqSmtk6yQrJVscHgzUY7OEbvPlq8F3kqqi6e5bbIAlreTRZTETesfud/PY1vxS5CR+fP/n0XwFwZ1Ljln8fwXcOAmKqqpFisf+v0M1XYS32rpzLCY1iXGOzLyw+mjG6uZ+j/iKL82twIaKrIDEI5ValZzgpKSqVjuBE2+xUUkuS1BmAFX431yOFwYxn97RFcB0P2VVZS5tkb9nRouhVB+OkzmSYl7yuxFCyT3jyGdUUCSOBnNRauiPyi1UGAnJdl49B7ida3t9MUrMzJ7aZjdHvDXNw4SBvvyDIES6LSaFi+PDwhzdEUgslddvvlj9HQhZk3XohR7WSTSw4dHL5WGt77ok7iUlFVpU4YzZY0yViu/s6tmHNlACfgutjqG3XmV1FkkBJeC3H3UjJxIuiVTAkqSt2hTFPTB5tv0YusTGiLqEl6kqXldoKVafKuOUjKVViUqzD7iMMTfSyhgjPfIZdJ+3QDAXTA6qt17xZdTCaClu7cru4ffL2DrJSnXM5ETvHvuFbhJrr6Fdgy7VdP0+VgrHkyGPoQ8F1s3AYALsqjmNxnQTzsqqQA7zFCtBWNFo1wfPXJQJAXKeZfpVCYUT4ooat8cU58F3UAQNOQ1qTuPJH9kZerooqs+Py3qF2xPsg3odfaVI6NyMkqRP9jfF4HaKodN8M5vE1cq/fReqaLlYQ/ds7AmDPF9pwAt90WfrIUx32Kb7r4VuuIMbWMj09qXuiMA1WCYb24qkyut25yN+Ikjq8T2kZg+JkCc/1OoOHVRkkD9/0KCxVyQzEn3Gwz2hylKyTA2BOXuTcUuP7V50qVafKcHwYYpYgqT2vcw6zdlYURcevAETobkcBbx04S1WUrF4PujYSKopkU2niycJ5gSZZcOZ+4Tv7LLG7bzdfev1Xur/gvg/CHe+DpeOdc4byElhF1EEVc6oaWQSBhqpOMlQ04VjO7171e8jBaZA1slw6dCnz+iMN64k6Sd3mSx3YIbm1GErGrxfPtcEg0NUbhfISlUA9mOwxxvanVJKyRD7lEc5YtUAcYs2UMXbk6krqKLuPMJNBo8Cc2aWQBGi6jFvyGIx1L7qpfaGSummdEhanmoIT7ZqLFhQG25XUiiMjqTK6VKFirk/0AMi60mL3EfowG3KJ67e8mU9MfoXfaQrcCrHZHOHD/C6PrB6gb6yPdy+cZssNvxppUxWbTnDT0A3dd2LlFADp+ADHrc4sEWhkAnUjqSt2RSipsz7kCRSjjVwJs1DG8kGyPN52wdu67spceY4nlp7ASGqRdl22NwpYKGoe6H5/cm2vJeOkGQWzTUldmIHiTH38aMbwtgxP3j3d1T5tODGMoRicLZzF2HY9tcPLuCULJdU47x0vCdQ4VjuKKqtcPnx51/1uRuKKYYydOQhUnGtfPoV1dBvEj5FxVnp7UlsusiahB+Kg5qKJWxVjxIZI6qxO1RsgFlgO1dzG9ZHui3F8bQHP85F7WYuVbTw7wZm+WS5P3NTxvFV10GOKGMcveDVyTeuZY5E1ssR8qDZfYskhiPfX50EhZsuzXLOptSjgWWJfV7zoc70ZJbvUW1hVnIu0AssMxKkF+5ezU6zWVhnIbhHjp10V1moBHMvtqaSWtYYndU+bmPICUjwGVmcY6wu3vJAPHvggC5UFhhMBUZsebVFS+7aH6it4+vpjV0pLkTfz/KN0ip8H7jpxF3ff+Wf15/tj/bzvuvd19bauW3WGSmrJ5Uon+npdmqmSU2ZQM/sinx9PjTNTmkHTZSqlbZH3Qa/i4FNjrdYpwmtH2S6zMLtGrJThirds45Jb2viUWE4IAgKEJPXq50+w9sWTdRGU7BfQbUFmNyupB+ODXD58OU9MPcXFjInfaueL4cnPtazDrIqw+wiP0UxpJrJY+zzOj6T+Td/3H2x/UJKkMmzIr/x5fKcRKKk9aKmsh+104aQQhALIDwNlwpaGoL3ntH8WDZmxmSfhk2/q/nn/7b5IJXVtrQDIGJnolkilL4ZveXgVRwQ9IRKmi02KEdt0UaVGSnbnd5WEmrqNpEb18OzWgXjZKXOVb0NGZ/6xRR6+L5owviqh4GdUBoIU2+XVU2weFiR1OGnNxrLIKQ+v2F3F61ku1rkiqctjaEcrmPLmejupJEstrWpK1mhtmW+Cb3vg+Zh6Pwn5LNJHe/wW1/083PY/I5/qH0sx7/l4TufvYQYFhsRIgtGMuMFN5ie5brQtGEiShLJoubOlvasntefCgX+C3LaGh6OWgJ23klIU5o15ri4PMXQsehFi+qCXI3wP9QSOnEJlnZT1IChNGtiGlHKI12odbekp38D0na4hNnJdSe3A2BCaVKPYRiCGCxHHB0Mu9k4+3iysR6TiSWBHS+sWtTy6GoT31NxIj+8QP7LzbXzz3qf5WmqCFxUV0rduRd+c4rGFx/ijp/+U/7V2GCf+Oqya03WBG2La9rgAYVFjTDSI+v5gUVmcayJFkwOdSurg+jc1m4SkCy9XT3wvp1hCJVDDgShu9e9AikdYWhC05CJRcaWe+x0ucpLpGOkbOxUcI0sjzJWWwDWFgl9tJW8URSaR1blk9kXwf1Xyis38Q3N86VGxUK+WbK5Kqci6g+ItiXO4+f0ZA1S5ZcKdSOsMlkf4l6mP89YvvxWATFksgtUte+HUX0QTEm2QYwp2e+EqP0VCFaRtL/9IgGrRQg8WFgorwkc+JONOfgPDuJQlRwFcCl87Q+Vgp1LNPJ1HSvm4a2A4C0CT+jdYHClJqWXsiqd14mfTrNZW2ZIWC+qKU2GTKwiElHIa2VvfKxDERPmOM3dwdPloffG0ubCAErOJ12IdnpZOoMyyA+I4kXlm6s92hEpq2q750GvRWatRunuaVy5cw+bFGLP//DixJo/ExKLCsdwk1+gZ2P1SePBv4MO3dP081dsO/CXOZ38XXbmv9TNLWTwqFF0v+s0BqrZH1Yf4dKdyLjxf1Q36DGeHUxRWR4QSKkTQ1qqOCrJr25bUeQf6dqB/B96sg5SLCk0M7g/xvoZncg+i0popkf/qaWL7B0hefX4qoPNFbE8f+kSmawuzPpEhtqcPTqcbnuhR8LzguEYsIs8G0+6hvXiajBpx2yuvWRgJtaPQ2PIRwTkc6xOFnOKK2eE3LUkSsuriOTL5xcoz9qMGmIgNMRRY/bz/yT/kidOdnQab05uhUBJBs1ap04pnJrhvjAUkdUzFtz1810Naz5c/gLNcbckPkSSJhFahUm2ca+G8QF14TGRvtHWLfUdwyVvg6++HQ58S3XXNCMhFZSiNf8prmac3wzPD9mOFcMZ/2+ZXdhQrJF1pDU6ETpI6UJA5JRmlr3FsJE1ByRrYVj9YJcrLotCY6KGkHvdsZEliMdY4n5W0jpzSsGfFWD1TniGlpSJtOsK26jhrLNslLNdCVzq/v6IpuLbfM4BSTumgSLjNQXD1MaXZ7sMhFhdHsZmk9n0f1VNQdBVdrmBtIE8OxNqlWfUY3rNiqsm1XM9/nP4bcCOud1/8z+/d+gckcjNw6EaIbYbdr+t46Xz6MRS/ByEZzNdTyRGKpegAxnig9Ow2rwiV1H5GC0jqVusRs1TD8um4R7ZjT98evjr5VeSsh1lxOghQx8yhSueQ8inI9rDvsaOV1L7vk7fyredTOO8cv7Lj9cMTadw7PVZmygxt6VxnyJLMlvQWzhTPoO8Q27TOFonvbxQ2HEcHajxeO80l45e0+CP3giRJqE3XaGxXjtrhfhxGyRiLvT2pLRdJEwUTaCXJ/FpAUq8TnAigpjxAIxXYQNacxvo71R/D93wqeatn8LEzL67l08Y0r5JbX+c6Ho7tYShVMaYGdh9WD/V6Rs+Q8BTKzdeFJMHwflg4Un+oaBUp2+V6l3iIcF2w5EUHGTejbJXr6uVIlBZg5KKOh9MDMWwfPNlnwM4xX5lnIBusQQozLR0463lSy8E5ULJKvfelvCgCn/O0dGeACF3+4IEPcs/UPbx+x+tEF05iDGaeguC+VvcB77Ivzbhh/AYeevpzLGilQCgnQn5BFKzunrqb1+16HVeMdBZ+oNnuQ6NiVyjiscmJnq8tL3iMaJOQiC60jaXGmMxPosWT+FUDr2C1dGX5vi9CDSmwVl3fxu+JpSfYsnIBABMXRyiz2zypJU0m9/pdOE2dZ2pfDLkyiYSFLPsddrcv3vpiHjhxp9g/K/ClfvSjMP1oPXDZDDyp1aTG0ZWjvO0rb+M3r/1N3rinew7VDyrOJzixg6AOcAj4GvDR52KHnsezgfCk9nxQ5MZiJaWnSGvpljYsbVgQYPZCpT75DZXUh93jbM1OoPz0R8XiqR21NfjE6+HUXejxl2O2XaS1tSKQJZaNDlZRmzziQpI6kdFZaErgdiwXVZLqnk2RyG3tDCtQPbym9aLt2ax5FgOSjqkppBWJN//m1Z1hYED5n4+iaDIDaVFdWy6cqatAwva/rJFFSZV7KqlDP2ojPYshVzh71uBvgxAEWZZ4/a9dych2MaAqGR2rS7J2OFGvOjKJkSH44Q9Fvo77/xJmuvjbAX39MqbnIblaiwcyQDVQIGbGUwwnhomrcc4UzkRvqH9n5OdUHLGNhNpGqi4+LRaeL/hFuOytLU/FfY+PDP8b8XQ/N4x3el6dnjvH0XtMkmvRRK0jp4h7vVPEQyU1uW0o2SniK7UOJbXhKpSocXDhyWiSOtmw+yA5jCbVcNrCcMKFiOv7GHK5uyc1QHIQ+rYjrT4N7KgndQNQW0OPi2vR6mKFESI8x19UETfa/yf/h+StMiu1FaaNWfrMCpWsAW3BKu1wbJdTyyZ7cxqVQ4utJHXQGmsuNU0YE4MdntT11tyEhvTgXwl1WAB7+Y/RJBM+/H7xgCTDfz8oyIYIoskJiiZVT3iyKV3CMUtB4GY2Ez2xG0mMcKoQ2BWZxQ6SGuCiVwzz8a/fyyWDlyAVNFKux1gQ3AowNF1ET+WRVunwpJZkSYTcNZPUWZ3+4jBXb7oazxfnyL64mBCpe66BGQ0e/nt4xZ9E7nN921Ge1IVp4tk4LBDp59iMatHGkADZR6IqijX920Ul/9S3iPXfQmXRIX71MNaZQvexbCIFU3kMs81rzw7a59MS5nzjvelsnJjjtATlVuwKQ84opu8zqJ2CiG6OKLztgrdx7/S99f/emRzn8jOfwMrIxAoS+QgltRRXqQZ+vYnM+ou0jUCPqZgeyG3EmFl12KzJzP/vA/iOz2A8yaXVPVinCkhKg8WoJizuSx/kZ/U03PJbsPNWQch1gWoDnwDnkv8Bl/z3xhPxHPbtGlVNxuzSCRTCLNuUFIlUFEm92OrPux4yI2mmDo/irzzRaEoP7rmlxDBQYHQ9O4+NoG87/hlQKDWIhRDhPSfejyRLSDGlq5rWt11W/vlp5IRG3xt29yzOPRdQB+IM/7f1bUGIZXsHJ979p3BXtI+rgARD+/CNM2g+9cDWEOU1sydpCNSPWXxAaEoKS9VIElrSwKslKCxWGd3V2WWxUVyV2sp7l8T18vM3/xJOW6OSruhcvelqWA7mpbV8J0k9fQAUvU4WNOxIXJTkxknqdnubhFGjXGscr3BeoE7fA2octp6fD+czQnqTWMAe+jTc8tutKvKApFbHRoBVnJVaJEnt10IltYIaDCu22Tk+tJDUoZK6yXsTEO3tsoabdzF2tt5X1aE4zpKYz5cXBbndy+5jqFYFcsy05YZoo0nsWTEuzZZmI1XU4nuJczXri8+aL8+zJdOpJFZ1Gd+ho4OrGZIsoWQNnOOPw8qviwdDkrpZSR3MkxJqotXuw/GRkVANA0OuYpobO+9ajjmiwwkgljYo3j2NrMgkro4OnpV0hdiOHPjBMQ7Oh3bIhtLZddWMkKROj1GeKkcW/uv2N91IaqvCgJOhlFVhNt7hvWtWHGzfw692F+6AIKkBCoEVg1V1WhS/TlFHk6ZhVYet3buNmoMTH51/lM8f/zwgOgwdz2klqWcOgKzCpk7j9zDQd2GyEElSA2xNb2X1bI3D5iqDEpz71hTlqca6Iz9XYwR42l3i5aO98wt6Qd8sfmerOk6mf3Iduw8PSVfQQpK6eT5gqviSJ9TL60CJid87GXS6VZ3GXDYkpkurtZ4kddjBdsaYYbwtKyEUr+nemnigbwJ5WXhSt9+/QuT0HClXZdHxOHzfTKOIYd4K5x6C+2fQ4xr2NnH9bkq1FjOs4Byct6M93JvRU0nteVBe6Gr3AWCrEgNOloXKAvtD+5t8q92jY3qoXXyHfdtrCU6Msktp7OwiJPtEAG7b+L47t5vR5CiHjxzk2n8aCQpfbxD/fqfVStOPrz8funroMj45PUt+8FZW5+Ha/mt466tEJ+lKbYUXfvqFPLbwWA+SOlRSa8xVxBpsJKKyZ1YdikWF/akzLbZLzRhLjXH/zP2oqTFYERkfLSS15YLro0pLrJV2ryvIOrhwkG2rF5IdjUVnbcRyHV1dkZ14B+9CkoSI5fTBRSpNYp0+ez+758R1MfXEMttvvFmse09+o0FSF01ikoSfkHjv3b9Gzshx69bvQmH8vyDOJzjxxyIejgM/Ajw3vbXP49lBkpCQ8SLUOKOp0Q4lNQiP5rBd3V2rISdUjpdPsDO3sx5IGIn+HTB5L3rmh3BMt6UqXitWgSyxvlzkW5uDTAg8geJpjWqpcfOyTRdFYh2SegucaVWbSRpgNwaplWAyOqAmWK25DCsSg2PJFqI2RKXqoPSnGMhOALBcbNzoQruPrJFFydg9SerQj9rgcV6Q+TxTN3waZBXbcnnkK5MsnCm0kNRe2e4gj6GhFqvUHJKbBuDyLgq8s9+GY11sWQDFWUOW8sAgbsluqeCby1U8zyc7mkSSJCYyE5wuRCsuGNgFh78AjiW8tQN09aSefkT8DdTDzZAlmYX0God2TXLbNW/peH5p8jizd9lsX44mQGwpQdrtoUwDobLXkpAYQMktEpckqm1VaNX1sWSPxxc7/cSgye6j4oAWQ1U9bKvtJmgFKciAYUiCiO6FzVchH3sSeEVrsE4tjxzPoGpyZxhpG8KF6A9VxymoZfysQkbKkDEyvGDwEgZP/y2LSXHsmoNV2rE6W8HxfLyxJNUnlkjftLke5KKlNJx4FX+taXhPDsJyqyIuPE+1ZAyO3wGDe+ClfyD28+Oq4B1e82mxuPnKr8C5h5Dj+yIXV86sUECUPb9nQM78qvjt+7LRgUEjyRG+HQR6UstH/ibDlxt8c/L/8tIbL2T4QD/m8VVe8uP7699p5ve+jT40C8VYS2BLCHWw1dc/kdHxKjIfurVRTDqyegym5tGGBuDC18LD/yDSnqMQy8Fr/xo5nojwpJ5C7xtG1eV17T6qRYuYLCElFCQH0WpWmBH+/VYRY+tmzDMOfW/Z27OV89Rj83Bvnlh1svUJWyxmlLSGe8Ksj9nZXArFr7CyloeA0y/bZYZqg1RdGDLOgb0xhfPbL3h7wzIFYPI+uPfjrOYSxGclFqqdJLU2kmA16HB5rpTUqiYTTj/tmTJySsN3fXaWLDb5PtrWNP1v2UsxWePVn76ZX73qV1vsrT720J9w+vis8D2MZWDPy3p+ngzIqQdw5U2wt1Hs8n0fa/oBzFhn51I7zIpN1VBwl2sdnuPOkiDz5YgibRSyQ3EcP0Z1YZ56uTAvSIozMzHSXp7MBtQ562JoH56roZ35Onz4z6JfE7TeynGVyqEFzIjirl91cJaqDL77onoB/HsCxjqe1KfvEcXNG385+vnMmBjDjCkkKQjybfp+5bxJKtd7Gh4WvpLB3C+/WGXLBZ2vkw0Zt5rBMj0yg+s0SRbn4KnPiwJY+3aKs2yzshSAF+y9qXtXXCwYw2trQBsROX1AEEzBfEOKh6G7Dmzg9/WqDl7ZaVFSAyTiNvm11rZsAPXMN2HiBtC+S82hl74VPvsTMHkP7Hhh4/GVUyDJqFu3EJLUxrZOpVhY5JZjKlpPklquE9p1b/kIuw8/OYq7ZNY9c0Oog3Eqp3V8BcpLeZB6FwLjxSIWo0y5rYUybSxF6d5pfNdjpjwTGZoIDZK6zxfz97nKXCRJragSkiP3VFJDEBI3uQjWoYYP9/abYWR//TVWzSXdHyNn5FqV1KHKPqajqw52WV3XBgGCY970W4Q5Cnp8hNrTK6Rv2UL2ZRM9twEpSG3qSlJLMRVvpUd30vJJSI+Rjvfj+m5LXkSIeFr8jtUu8wqzUEFBQcnowsu/XUld83ElD9/y8G0XKSJ8ERok9ZI3D6Sple06Se27Hk7eIy5Nw2rv4+o6HrGkymptlV/+5i/jeA5pXZDMW9JbWi03ph+FkQtbLBhCZIfiGAmVhTNFLux0qgAEST322AT3m6e4OaXgnlzj/kONIvwWTYKkSlU2O6wnzgdapoZEGbMwSGZThvnKfNfXeqaLZAhVP7QKWuSaiqfbGyrOKoaYH8c9UahpsfsIiNjiSo0+WSjIo1A9vIyl2eSVNYZrrdd6GDCqu4GoJbdNiH78zvtXiFFpGBWFqufyzY83h+leJv59TDy2/R3iXtKupA4tdeZdERwbU7uP42W7h5K6siysKSPsPhRNdGHaisSAk2O+PA/Dgf1NvjXHSyipo68Hz3Tr98Se+wLC7mPs8o7CFwhV/s2bb8a4vwqeT+bl28R5f/RLcOP/qBd+/88TH0IKvZ+nHoVH/pHIzq3qKpQXMF72GtwjraR4f6yficwEBxcOAnDoznOcO9raCT2SNxkFvvqxwzhbRLFlk9nZ/rUSiCgGtTON7p42jKfGqTpVyrkanAV7rkJsb4PQDv3NDXkex9kn8np6FE8fn3mSC4qvYcd1Xfyr4znAF9ZszUHh7Vg+CZLCxCWDTB/PM/V06710oLoVDHjkiyfxhy5ix9gVgqS+5TcBsIOx9lurdzPpTfJ3L/s7+mLPXBDw/Yzzsfv4aJfH88DPPvtdeR7PFr4EMlJkiNFocrRFSa1kdCRDwW4iWZxVEzlnMFWcWr+qM3ETPPUFjKvFINtcFa8VgwDCgejqWEhSO00ecfG0ju/51Co28ZQuSGoaafORyG0Vg0l1rT6gyJoE1cZiaLkmJhT9aoa5lRqbdBnzTAF1oPPm5RYtYmmdgT6RwrpcbkwUwklrzshRSRXqLYtRME/m0cfTyMtPMDyqMvwKUVn1PZ/Hbj9LocnWJKwKugULtb91n0ISr1x2yfZSSfXvFFXfWqFTiQRQWUGXZoFB3ILZQlI7eQvbh0ygqJrITPD4UjRhy8AuoQJcnYShPfWHu9p9TD0iFqD90QFESS1Zf287ik6RtXgecyGahHR8A9Vei/axDLF2Bvq2gSSh9sWIy1Bsu8Erno+ryjyx9ASu57Z0IECQvitL9eqwZijYFZmPPfWxulq2oaSG2NBwTy9lADZfjXTob8V7m/3Ta3mIZdHi6rpK6nAh6nsT9CWX+ZuX/k3jyekD8M2/RU8HHpBNwSrtWJ4RE4XEpUNYXznN3J82Qva00STkLGKFpnMqypM6UC/EEzF46iG45qdg721iP6Vvow1kYO+F4Dpw+2/B9KPIsQs7LS0Ad24JD4+aB7Zpt/j+NmN+VUx8h3LRY8ymxCbKnkVJkkh1IYeaiytKRsdtKpJZQRClLp8QXpARv6k2GKd2dKX+nkRGxyw7ItgnINfD80bP6PCi3xCKbq9LAeLUXfCx1yDv+xfR0t5cuMqfgy3XksjoVPIbU1Ir6RjU+oTlzoF/Ek/qKWLjO4AprIrTsy3UDJLi9VKbxU+guFEyGnguXslCyRj05zLAAiurDRVQxanQb2ao+T4TiVmwe6hFeiFsfx/sQ5cKWE3hO77vY8+XSVw6VD823cJqzheSLGEHZMTChw7WHx/2fVZGU1z8M5ciKRJ9xBmMD3aEJxatYqtH5gagDsRxlluJB3fVxK852P0pzKnu9x4QyjYroUHVwZopEWtSwzpLVbTB+IYVxqHapLBYaSKpp8DIMHmkxB5NhnWU/RvC9T+H/41HkbYPwPURi/3kUF3VlLphnNqx1c7XAMRVUjeOCYuN7yUYaTFX8f3OscRzhVr88revGwgY2p24ZauVpF4z6dvb+zuHxcTEYBxZlSh08QaVYiq2L+67kWojEPfdAx+FO94Pbf69zXD5BeS43J2ghsZisD080XNh9qAgcgPIod3LOvfHEHV7mzayPZHwmV1qkAJ1JfXqEbi2u6/uc459PwRGVlh+tJPU2S2og2mRgbIc/VuFZK5kKGiBv61tdh4bSVMa2SdGFpAi7D7mcWO7wG/4OIfQhhL4joSn9FFZqxJPxzr9zJsgl0xMz2e53DpW6aNJcH2cxSqzpVmuGI5W4xH8HsNSFYgzV4626HMVB8XT1iWplYSF6Q3Ai38LrojSW4Fdc9AMhayRbSGpnSCDxIjFMHSxX+0q4ChImtKScxEqqXEuBQmS13bxym9H/w448mVYDEg7NQa3/i5svRY5pmAVLcqPRpOayjmb2MDOut9t0Sp2zNNVTUGPqyIQMwJOwQQM1GwMMuOtJLVZxHQMlOC4uBUHNRu9ZtuU3CQ6ep0pUlzQ4kvtrNREVkK60motFbU/gd3HBx75ACWrxL+++l/Z1Rdhsed5MP0YXPT6yO1IksTwtt7hiZuKO1gzs1zx5lHG8irVAwv85O+9AEkRY3jl4TlKXzmNJ1lcMnRJz/3uBclcQ5ePYK5cRsbI9Lb7sF2UuN6w+2gqWsuWhmdsbGxUtTwQw7ByQKfdB0BpxWTl62eEoKwLzg4vMOo6KG0K+7qS2poDSYHsZpSkGHO8sh1JUo85Ir/i+h/bx41NXZ1MPwr/+i7sH/prPv0xmbnjRZA7SerwM021ykx5hh3ZHV33u2SX2JzqkvEUhMhGkdQAmYEYVtliwM9xojItrgtoIal9z29R/bfDt9w6v1GyS709qUuLkBwSYawRRcibN99MuXgCcwgyt2yFpw/Dic/CRT8Pmy8E4LPn7uDtybeDVYZ/+VFxv413mTNM3IS+/yU4/reR2u4nlw1fxl3n7sJ1PR780ik0Q2khhv2agwsszZQpHbFJXpplU226Y62+HJDUA+l81zV83ao2Af3SKvZcK7kcdvEmZDEmrc1XupLUnu+xfNxE9hUmLu5yvwjJ8traOiT1Ccht5SXv6rSDAfjEXf8IX82QHTS44x+e4jU3/zCbDr8fDnwMZBVnMgNkuWf1Xt51w7s67VWfRx3nQ1L/HfAntAYnmsC87/sbS5J4Ht8xiJ9A2H24UUrq5CgHFhpttJIkiRa+JpLaXa1h94PjO0wEauKu2H4zHPgnNFMQ3y0kdVDNjGWiFzhyUgNVbrnxJeq+aIKkdiwPTQKlV9tS2IK/drY+oKiahOQ23hN6KcXsPczWXNBllj78RNdNKjmDgaS4Ma3UGmRc3sxjKAYxNYaZFoSWZ7kd603f9rCmisIn9+mnRFBeAEmWSA/EKDYtOJTge7sFs4OkDhcg5arDWK8gsNADeeUUjF3W+Xx1haRyBrgYa7WGsbVBmnhlG1uR6tXebdltfHXyq9EegGEb08rJDpI6rsaRpbYbzfSjwguuyw0opaXq4WjtKFpFVhKzlOajg60cT0OVqsLnM6IlCxB2H4GXsNZvIEtSS7K07/uoPki6SsWpcGLtBHv797ZsQpIk5ISKF5zTSkzF9VQ+8PAH8CVxnb3ReanYJx/04VZbiEhsvgqJ/y32oZk0r65BvA/dULDXUUs6pouhyTjOCAnjodYnK+K81TNpwOxJeC9Pl1FUmYHrRjGzRn1/7PkKpXum2TKk488PUTJLpIyU8KS2yy0BIV7FwZQtcpLDVGU3DzxwC/5jQkVfWqmxeU9OfJiiivNz+lGk3LsjiQZnqUQNG58E+WqJVC56DFlaWwUMRgeiK+IjwTU8ryqkukz46zY1WkK0Uns+XsVGSTUseHTnsQ6rjxDqYBxcH3e1hjoQb4xhRYtUoEQLC01qWofMTnhNF8segKUT8NFXIh/6MPB2vJojQno8FwqzkN1MIqN3VTzVv1fRIiNLqFkDfuZQKxkRyxI7JBYjtbLdm6QOCHaj0BpYU1dS5+JADTcvSOpcn5hkF/INYqJsl0lZceaBvsQqNC2EzgsrJ0FWUYaGgAKl6RKPfU3kEcg1h4Gay9yqxZnJIqomo22g3XWjWNNkZrek2X+tUOD5Pnzho4fZtT1bX6yCCE88sdZK6BesQqTnai+oAzHMk2stj9lBMcnPGpjHu5OCALWKg7slBctV7OlOktoIOqc2gpCkzOdh0+qkWGyunKSa2M3c0Tz79+VwFirrtlmuB19L4Dky8qbtsDd6zA+RvnE80of+expGBvCF/ZXR1lq+dEyMqRG+qe2QgmBJu2ChD4vOJc/zKeetnqGJ0CB2laRGZiBOYTGa+JQTBq4vruWsNwnTbZZqVgm+8Udw7gExD3zlBxqL9Da4nzyN0oX8qqOupG47r5eOic9qOi5yfGPBmSHCYk+7vU0iJVHzMriWjaJrOJaLJPnIOLDrJRva9nMCLS46bJ74jDiOYVD0yimR3aDJKBkdZzl63GwoqRskdVQXlqzLjRA/We7w3gSgtICjivlqh5I6EDHY3mZxrmV7j2leRafkeZjFTrsPgMLZJYp2sWtYlGS5+L7PiCK+U7PAphmWZKJ6GoPxaLuGEIq8jEs//uBWuo1Swu5DIWNkWkjqYlnMH4xYDD04LBshqWVdxm6yl6uVbRTAXttJ/MJBcX/eCK79aXjsE43/nj8Mn/oR+KlvoPbH8MoOq/96rMub30ku9hhpTRyfkl1ihM75cjKr8+Td0xz5dudxHpJktsfAyCVER8fZbzeeLMxiekkSugROEDDe5XtJksTuvt2cWT7NhVyA2eTjX7eh6pPXJald22XVWeGLJ7/IT138U9EENYg5g5nvOa4Ob8tw4GtnuwbcaScHsOUy3s414ms7qT44h7RmogcdwGGG5l67hC73Ph96orqKIR+msHYVA/SRt/I9w1KlvhiaLOaBzSS1YhkQ29jYKLurSGTQLPFdmpXURlxFiylUFiu4ayaZl28j9YLoMf7X7/hRxmbkDhVxuF9GbRqym0HRGvaJJRsipu5DthCdJDanMJrH7MR+UBfAO8zgluuZP1tC3aF2FKfCwoelVJkuTvckqXuGFZaColjYddGG9ECc8mqNISnHU0tf4565h6BvEywfgql7AHCDDtsn8o/zwIEvs1JbwfWD8dCHnzJfyt3z9/LwfR+laBW7K6ntKlhFSA6JMFarc3y/uu9K5qseRzefY2fzfgfhiZZrYXmW+Iz7Pii6Wt99e91+Igoy4EnC6q4Zlw1dxhdOfIGnThzHrrnc/CN72Hddo1iw8umnMU/ned1PXszHf+d+Lpu5lRGeEHOcprnP0nQZQzVJpbsXO8P7w7SiMCKdxp5rLSqEXtspRVh75heqjHcRKJzOn2ZkcQdSzGfTji73r3qX0Rr0qvmvnGyxdWnHNVuvA5bxLpzDeGyIL91/ES9Mj5H+yi8DsJZ/L5vUGxjsG+YXLv+FHh/0PM6HpP5z3/e7+AA8j/9seIKjRkbqavdRtIrCoD8YmLXhBJWDi8wG6kl3tUZ+zAdLKGp7YuJGAIz8UWBry8S4VnFRJatrm0sYGtFMUsfTDYIHkjimQ0yS6sqZSIRp12tn68F8qq6guCq2Z6PJWt0f1S7voeBB8g27u3vTyBLxCweQFZWMD8tNE9W8mSdriMWUkhWE1sz77u+2JYzNGjx4Fq788ZbHMwOxloDIZiV1O8JFpe37PVtY6oPl8olokrqyQkYVCr/SVIn0pY3ZgWy6+E1q9YnMBD4+ZwtnOyd//Tsan9OEsl3utPowSyKNee8ru+52Skt1VVIXrAIriVkqZ23MqtOhqHVcBVUzxW8fRVL7vlBSbxd9fEpOrC6kpsA133SRAS0uJkOHFg91kNQgiipu8L7HdfH3D675I166W3QbVO6cobowiyKVkQe737jqGLkYWRHXi9cWnEj/dhFGGlEtb4ZtuvQHRJymtg3LgWe0ns0B89g9PGxXpkv0jSZQNIXEJUP1x33Xo/r4EntrSWY9j7OzM+yf2COU1OFn5MT151ZsinKF/vIqD5beTt7SGZ4Qv9fmff3savZdHLsCHvkH5E1ypK+sm3cw5TyQYK2UZ5yhjtcA5AtFwGB8IHoSOZIQnzmnquxcR0mdUBP1YtHcnzwMEviOhzoURy4ch/FXR74/bCF3lltJ6kqhQVKHLdZKfAMLmMFd8GNfRPrbPwTAO/EAylBKkMyeDdnNxNM6+S7kUohq0WJYlkRgVCzbIIECGElxftQqvckjMeH3xRjfHD4ZktR9cWBVhCduSdfH8HKhMa7blkXcV5FTKoqu19973lg5JYJ3+gILm+Ua939OjENDqsQLUiqHHl1g2fUZ3Zl9Tr2IVUNlNaaRvEqca1bNIe+C0fab7srt4jPHPoPne/WC3TMiqftjVA5YLa3T1kxJrBoG47i2h9slPApEcUFL6yj9MaypRhHQs1zcvLVhP2qgbvdQcIbggw3v5TPZX8T3Ibsrh3vPNNXHF+sq32ZIsoSxI9dC5kfC8cD1kYzzmZL+F0K4ODOLnST19KPi71gXVWkT5ESQH9LUTVEtWvievy5J7VcbhGZmME6+m5I6kcBD3M8zX/ghkCNUdPE+eO1fC5Vzj2vNLdgtHpKR6EZS10PPGselHpy5jh1WCGepChKo/a3nfDK0OFhaJjW2CcfyUGUbKbdl3WDb5xyXvlV0uhz5IlwWqLhXTsFFbwBA6Y/Xsxra0fCkVtGCsLH23A3o9Ecmlou0+3DTgohSu5DUjj9OpeSTHOvxm9byOM4gZcnBq8j824l/a4zHHlym5Dhy+CBIdPWkxvZwkIjHUvQhd1VSW3IVw01w/M/gpPStjueTGZ03/9bVqO45YC+usbProteuuUJJrWc5Xml0xBQqeTQgFkugG0Hn6AaU/O3H3MyX2KK7+E6M1PXnETR74evEvxDLJ+HDL4ZP/Qjpd32NxBVdRBrVNdY+9HHWTl3LyKQ4/kUrei70gjfsYrqtZT1E8dAZsEFNBSR1YbahiizOUvNTJGMKlBqdY92wu283d08/yIW8slVJHYxF2nAKzkz23IZjezy1fJAtm7bw0xOvgoOfin5hmGXQi6SeyOB7PktTJTbtaJ0nuY5H/ojPZN+TjNW2ce1WYSNinSnUSepKRdxfL6+uBsrUXM9974qApAbYujaM4zmR1izQ8KSWY0k01WnxpNbsGFKmd7ByHZUVVKmGX90DequSGoTlhxsEI+pbM127mqfK09yixCNIarFfenUS+iaAIMQU0QkUhYGa+A2qCau19zPRL2xvFo4wvucVLHxjjdELxjqEUaHFiKXWmC61Zam0oacndbG3kjo9EKPwhMOWmM7BqQPcP3s/5HQoPQF3/hwAcSvNO/lD7pi+naPet+mL9QnbN0D1FH6Gl3GqepoHZh9gNDna1eO5HricGkYyFPyI8Z1zJioKt0t383L/rUjpYFwNSOpwnZ10bEFSX/SGngR1CF+WGsXNAKGdzuNPHQcSjEy0zm+FxZxKZjBOdcc8+0+/AGvgo2hma4F+earIQHwRKdk9TyAkqT9WOYWTGOSi+QK/e8/78GRxr9t9bpQXczEp5SyyIpTU3fDY/EG2ru5n9KJ09y6gZiV1N/g+LJ+CbdFhjwA7hnYxxzJ3n/sG39ryFK978pf53NrvMZ0VxcSr3X3sU+EnLv9RtGdT3PoBwPkEJz79ndyR5/Hs4HqijVTyJfwIkrreNlGeZbcuJuH1iVL48u1ZHhh9BE7C9mxvNRPpTTCwG33lELC1pZpbq0JM7U1GKH3tJLW4UEO/VTsMY+vS7g/UVbLN4YmarqB6OiWrRF+sj+VASV0sbCE3kqDv6u6p0c3oR2XZaSzw18y1OkmduHQI3/Hx3ejJgBxTMNJC5cfwhS3PpQdiLJxpTBTrSuqIFv5wIeb4IpStK/qC36qLbx3VFfqUo5Qdvx6UGEJ1feS+xiAZFifOFM50ktSJfpGG3kZSV+xK581+9qCwBmlSkrcjoSV4culJfv7On+947tTaKZIB+bwyU2Z0Z2MC6fs+jiuh6aYgordEfEZlRaiwgnMktDiRmibGXlCF1ZNx+mP9HFo8xJv3vrljU3JCxavYTOYnuUta4gXAraMvJRH4VlqOjCdBTC4KonE9qDrS2B442aakrq1BLIseU9b1nbUtl35VAt9Hl9pUNJWQpO4H5tdRUpfYvK/TMkNSZFI3juN+5RQ5xWfq7KIgqUNv50qDpLZKNYpKmeyUz5y9jxtfu51Lb+30jwQE4fDAh5DdlU5LC8Apa7iKuO4KlWiVPUChIOwHsukuwYmhklpRugaWlQPP6qSWxNidI/3iLS0Tstj2OPxL43u2o75wX6rCnj7iUQFElosLvdvdmzG8D/nWX4EvlvE/9ysgN9lH9O8gkdGZO9VbSVstWOgSkUFbQF0BZpbX8zZ2MAwfCRdWTsPwPvFESFL3iwmnE4SGhCR1rdTYrlEW47cxGBOqwWdKUi8LZWE4Xv7Quy4gdpE4Fyv3z1D62hle+/vXISe1SEXUs4EWU1p8XuttrPHWz9nTt4eaW2O6OF33Ty1Yhe4tpV0QksjOSg1tRIyr9nQJbTiBEf52VYeEFhGk5vlYFQcjqaGPp7CawhMb1gcbJ6lVTSGZ0ymMvB5e2LAjmLxvN8msQ9/+AZbumWblU92nh9lXbid9c+9jEN7r5OdQAf89hdCGq1YQRE8zpg8IpfXA+vcOJSWup2arpHIwj9qQkjrI+cgOxZk7uRap1pMTOigZ4gkL7e0f69yQJMH4VaKrZh24BRN9a2+Va52kblf2Tj8KeroliFgOrjn/POw+lIzRMf6GIZNLpxfxYzkqhRqqXxFBht/hsM0ObL1OzOH+/b1w1/8L+GIu0C/mdepAjMoj80y/776Ot/oBMS3HFLRgPhpp99FOUsf7WhfinieU1KlhkOkoLITH0GEb5bLMYI/5qDdzDI8BalqFhJXmt+/77ZbnP6j9OpWzVdgmQr+iINuuiJYx0mySzK4ktbQvz8HTD/GGXW8k3aaKLOctjj88z/xkgaHKEWAvTgnUCN7JCzIwtJjaYfdRqhTpA5LxVD2Qbr35GYh7fjOhVFsrsMNQ0HI2+vbzK1y2YGAnvOXj8PHXIX3uJ1Df9mmQI8bNc2cZ0P6Exb7PMHiHwtXjF3btXJy4eLBrC/y35o/hndWpLPqMZsZFwbyyJHI6irOYXgo5FYOSU+847IY9fXv4oi8yOWptSmo5qSIPjcKTMyKcuYsvfKVWYS2+yu9c9zvEvvweYZPWDckhGOoUnoQIwxPnJwsdJPW5IytYFZfJbYfYXJBQ9hjIaR3zbIHUC4L19OoMacnnarMq1KnPgqTWpWMgw8iK2I8/f/TPiUd4ab+2ejmykgIjg65Y9fm97/vodhw5tsHG9uoqilTGKe2D/k6SOtUXQ1kS60V9LHqeXbErrNRWGDc2dZDUZmADaJROwoQIwgwtPrxydDEjU02QV4p4lMjRti4ZvgAWjzB2XR8Hv36OnWan1YJVcdBiCrqqMVWc6ng+hO/7lK0ePtDr2H2k+2PMB2PvP7zg7/AGFPj6+0X37ps+AkBt1eXhR1f51et+hStu3tlCqLtlm9kDD/ATV/wUv3zD+7vup9iXgKRODguf+wgltXliDVfx+Zb0ILd99jZxT988Bsf+Ac59tq7gTj59OyDBS36v92cG8BVJCAiaMJGdIGtkmTu9Ri6RITfcWkjxqk49B+XsrgPsOXkbB8uv4QarMfb4ns/ydJl9qbNdQxMB0nqamzffzLH5gzyUnOPSksLk5HFm4mKNm1y4CriYT2Vdsp7M2kJ3kvrwkVMMOFdy4RU9up2bldTdUJoXqvAuNqYgOq4BfnjLq7j60luxLpRYuz1Lrias7PoUcUzH/O77+zwEvk9lKz948HwfHwm5S3DipqQgZ2fLs+zuExNDfUua/i2tN/An7/8kOSNXJ2R7YuJG9EcPAK9uIcJqpoKhdfewAjEJrs01DPdDFeKj/zHJsQfnqC5WuQ5Qe5HUiX7QEkJNG0A3NFRPaZDU5XlSrs/8Sj+7rsut/50CDCgxlq2mFGczT84Q75cTGumb1mk3fvg/xN+RTpK6Vraxag56TBVBQKqEW+g8XmFLq+33TlJHT0Bms1BYRKGyQk6dZcWmRZFTy5uoEmjZxmRwW0aQuj3DE9s+p+JUSKjtftSBt3EPFcPLJl5GwSrULVmakTEyXHHhJfAUrMyUWkhqz/XxPVAls+W3b8HapPjbJ75P6IMuNy0uwlYhKa5xydAlHFo8FLkpOaHhLFX53ft/F18RN1+nZgGBWtZy8fAxpDIMdKaIR0HacimcBK8akA2+3/CkjqmUVnvbItimy4AsoahFFKfNj7C8BLKGls0BDXVBO2plm3Leon88Wk2QvGaEtTtOs8uQOTETEL11JXXDCscuC5JaOncxmuqw7wU9vBaD80GungOGG5YWCKWn58QhJa6FYg+Sulo20VWra0V8OD6MhMS8qnQNLKsGhGlCTSAbameI0ULgARkWw9ogpzQkXamTf4kuJPXG6JSm7Y7tBB7He9H/hPFggqjFYeIm4ocnqZZsPNfr+t3tgoUU7F8UGrZM6ympmzzBl441SOrAk1pOJ8XYFRTYYikNHx+73JjU9hfEBDQ5loLVeP295wXfFwW4iRvrJLXUFAZaWq4hpzRiAxsnX88HmqG0ED+hAsxIdCqpAY6tHauT1EWr+AzsPhoK/ZCktmZKxHb3YQSBh1bVifTdtmoOvg9GQkXLaFSfWKqHJz4TkhogO5Qg78bhCtEV49oeZ//pHnZfM4IxkWHkl6/Ai1g4AeT/4zTFu6dIXT/aNVALGh0lUWrs7wuEvuRRY9H0o6IDqlu2QhPCsdIpNZHUwfW3LklddZDjKpIkkRmMYdVczHKnL71kqMgeZDdlYW9n6PFG4dseXtlZX0kdeiS3K6lnDnQcl7on9QbtPuzlWocfNUBqQFxXX/n4IiBIgJxShl3rZLF8JyBJ8Mr/T1h+hNj+Qtj/WgDSN42LoNMu3JPaH0OOqehO6EndJTjR9hpFiXhfq5K6ugq+i2vnkDMGX/6rQ3XbvhCXuD4r9oupmFrP+ahz+jQwip5JcZF1GT//+rag4K8swdMVvvmmbzKYiCZGJcfHlQAjwyZviUcWDvILd3a2RU8Vpzi57SR/8ebfJq62jmtmxRYk9ak8o/lHgdd29dYNj1noSV0wC/VjJUhqlWQiVR/zzR7dafXvoCv4tlvfjrxiklY0kpdKz77TZ/vN4pz58nvg0++IVv8vHUeSbAbfPM7Up5f5zamfovQti3z/6UYhRkKIm8LdkaT6Y0jiT39Jpeb7zB8vs+fioMBWmG4iqSdQs0mYy6+rpN7TtwdTrRCXwDi4wMqiIGnM46uog4m64pa1s3VLwT984A/50skv1bfxVvv9TPRt5frYJkFQ3/DLHR2rdSQGogn8AKk+g0RWj/SlPvbQPEZSRdpS4V+O/QtfP/t1flZ9A1uPjPD2z/4yAG+auoUXyJdyoWmJQOG29d6GUV1Fkiz08SQjywrpoTSfP/H5yJe+zr6Mr0z9Bz8US6IrZr1gYns2MTuBmtgg8VVdRVFjUHCiSep+A2OqgDIYq9sstWOmJLyAx5Ob4OzhlsyFupK6NgV9bwFATgbjdyn6PElWdKa0ObyonIPhC+CRjzC2I42Pz1ihs6hrVsWcdSw11lNJXXNrOL7TXUldmhf3bL1TyQ6iI7oWTHN3KRPEhvqgbx+c+jYMXgySxLJV4mEeIpfKdii+Q6JZ3oigoizC5EO7Dzdi3l47voqxLc1r972u8TsunwM5CYHvv15d44YHPwU3vrer8KYDiixUck2QJZlLhy7FeVRjZCKD1BYg61UctGAuclY6wejYSZ6cvY0rVvKE7iyF5Rq26TKYOSmu0R740K0fgqP/jvXJ32IB+OtL/oLEpaLDdvnfT1CaneIDAzHeXZmBhe5BmWvHHfrx2Xphj8/biJI65D8GulvJoEogS1yQ3sd1uydgN9AUzlq84wnyd64h5Q8D13bfzvN4nqT+fkGzkjrKkzpsm5gtRXu7hZgsTK5v9RFi+03oD94OtCoLapZGTO+9iFBzBl7RrispY0mNXVcOk1+sUs5bxFQx8KmJHqeoJAm/2Cai0jA0VNfjbw/9Lf2Jfh6YfYDtxVEsW2E89MbdAAbUJMfMPNz/lwDk106zfeCCDb+fhcNi8ZVtVZCFHp/F5RoD4ykkSULJGJF2H37NxZfAZf0FKAM7OhTOdVRXkfUYti3jN/nZFoLEZqNpEZfSUwzFhzhTONPlc3Z1KBfKdjk6NLFve0+11Zv2vIk37XlT1+d93+fD/3Y3yzOtliBOcINXdbVFRd+C1WD/A4JRjqk4gNJEpjjBsZATKpcOXcpd5+5irjxXL0bU9yMmUckXObBwgN8ceAcrx8FeW4JRQTx4lovrexhyqWd1tRnSlquQqOGvzQM7wK6INOlYbkNKasd0SXs+eibfGVxVWYLEAHowsbS7tEbXgyvGo9UEsqESv3aEsbtneXo62J9mJXUAt2pTkSzKxWu56HK1a9ghIBYh8X6k0ikESe2iBB/vBsS8khLjV6nWI5y06uD3GGM0RWMg1s+8Wuwa7NXsSR2JcFzp4kkd+vrbPUhqyfZw5fNbkNaJmKHLYW+r3Ukyo4MP1ZLdlShwAwIrJLTaYQQLhfVJagcjFQMHWG5SdAfkvqTFUbKGsPsAZFnCM2yqBYvbPiuCM68viQlYbnsWSjGhkDpf1JULO4KinoxbbLIUmS+jjXT5DZ8DaIZKrYkU7Kak3pkT1/6J1RP14OGCWTjv4EQlyCYIfWjdgoVXtNHGUvVrurlVuhkNAl1FD5T+K/96DDmh1UOSz5ekzgzGOHe4UVCePr6Kbbpsv3gQSZLQNnVZ6AGZl2xj6cNPUH5kvmeLe6iM7RmU/F8ZdbuPNjLErsH8U3B9ZzdRFLSEiuv7SLNlqk+L38R8eoUtmoRybJX8sZW6urYd5ul8vQiQDc+N2TLD29qUzqqEjFiIbwS+4wlyog1hQXxdklqWBSHQTFI7Jsw92XFcJF0BCSqPLWAHXWFyEJap5jr311mqkrikkwgd3Jrhttz7MXMXgp6C8jJD5gOw/c71vu53BrtfKv5FQBtJkntljwVx+Lrg2okmqRXwReFA0hWhGFttEiIEykHHTGKpMmefWmF8b64eAAxgmQpxV2Wi7ww7LosINw3gzCwBo0gDaazjBbakWwmR0jaFtYMnydndFfay62FJEugpXlFZYW5gMwuVhY7X6YrOq3e8uoOgBlFE7BtNMnd8GaX8JNCYY7QjnCPpMYWckcPxHSqO6BCsVstAlnQig54U99TD984we2KtYzuSBENbM2y7aKB+zPP/fhpkiU0FCcd3SFy+QYJoPVz1bqFe/fZfwclvRL9maB/yyAT62xMc/6tvsPupbRSZDgoevvi7jvC2jwSn5ALTR1bhhmAM/+RbQI3hV9Yw/X9AzSWAfFeFbIjdfbvxZJftcYn4XLkhoJAk4hcPQl9wXw/C2fNmns8d/xwXD17MRYMXgQ/avTqXb7lO+HRLMlzz05B95hkFw9syLEy2Fg9t0+X0oUX2XruJ/3bFz/Ctc8JKplbyGTrSxxvdV+IoDvul7eiGjurRfS2yEVRXQdHRt+ew7pvhvp+9N7L7znc9pn/rPpbdFX4sY/JjcrUuECtWyqi+jhbfoBCguoJiZPGLLnHXoOq2vi/dFyPt+T3v7yERPJbZJjpXmyxPwt9Wlyr14oOkyEhxNZJoBdCLCvPaMrrVhaR2qqjmWZaSUwwudaqczYqDkVAZT40zPfso/M+m80JW4HV/C3tfUbe/6KqkLs51VVFDIDYL7nn1tXt2XKzjqquQ6Meur1MjfsfgOWlDJHVo9zGEpJfx26yf3KKFM18hc9sE77v+fY0njj4AK0WYCERDJ74JyVG44ZfW/8wQqoxkd841L8tdQa04QHZL5xojFEUAzFXmUC6cxJnZycH7i1wfRFnV157+YUh0twStI96HJp0DyceeK0NAUstVH83w+Il8nqf8p1Dnh/hfD/8vYY3XBN/3yc6OI4/WemcJbERJvRKQ1D3W+pIkiSJlF9tOjzSwhrzaPR/teQg8T1J/n8ANBkwZGU/qnHUMxgdRZZWZ8kzHc804UzjDjeM3buxDt92ILokbW4sntR1jINN7shJ6BLt5E3UgjiRJvPynGu071kyJhb94bP1KYxtJPZjuZ5lVvnb6DjzZBd/jTavCDmJ8dy8n/FYMpMaYq83yvx7+AACzmRSXzR/Z8PuZfwpG9ne0jqaDhV8hIKlBWH6ERE8zvJqDp8hIskS8R8AZIAbMw1+Ifq6yImw6PBWpaXJQnC5hAIm2Sci2zDYm85PR2xrYAYc+KRKCdfG+sl1mKNHmHTz9aN23/JlCkiT6x5KszLQqakPPRTWZ6qGkDkjqvoYK1pQl1CaS2s6HJLXGZUOXAfDSz3QuFH984TW8ofYSbhi9gRu8i/gSYOeXAbFw9C0Px/cxdLdr5b0Dm69G4gD+ajAxDG+KsSx6TI0MP2qGX3OI+T56rgZTxRYFA+VlSA7WCa1udh/1iUKXVj6Avpu2Ub57honlgAAIq97lJvV71UW10vhoXPzKSzs30gxJgvErkOePANe1+FI7C0LZFQvCEsvV7pNtr8q6bY0jyU3Mrc7AXX8C9/7vjucrqRhkE51dACHCc6gLSQ2iFTv0/VU1BT2utpDUsuvhrefH2wYp+N38CLVWs6VIVzVbxQFD7qqkDosI5kaU1CkD3FFYaiOp1TjIsiiwNY1d6WycCX0XmWFBIF12TJwP/buycDTRe/IXwvPgX9/ZWHh7wXHo3xEU9fS6etv3fJz5CskN2jg9E2iGQnG5yVs0DARq86ROaAnGU+M8vfo0pmviei4Vp3LeSmo5oSLFVPJfPU3hjjN1AlAfS2EE4WhhK207mlXe+tY02ngKu6nIF79wYGPqnSZkBuOU8xZH7p9BkiVOPrqAqsls3rf+/dTYkUXflqF41xTJqze1WPs0w6t7636/ktShkrqNpJ5/UrTPbyA0EUTBpOhB6lSe5cD2JwVckVSpfeMsNQmhfuqCRNDSnx0SY97n/+xAx2t26DIXJxRyfesHu1WeWGLlk0d6El3rktQgLD+a1Utz4XFp9emUZInYBQPY0yXMgCR0SxalB2ZJ3zRO+kWbkQNfc69i41edemdCy3ZG9rPzAh1qj4gHksDEbc+8Xf97ALIqIctSZFE6vOZ9ywVdCZTUa40XBGo9p6yRxyHdH+M1v3x5i+I3/7VJit84wyu3fQJp67u77oe9VAM81KEktQNLeJ6P3FSoDcMT7ZlS1/BAxfVxFQmMNK9YNnnFq/9lo4ehBZt2ZDj16CxkbeSET+Eb5yje3amw9H2fS+MKWkypj9d5My9I6kpAUiczxLI6GWWOc0dkzh1Z6dyO5+O5Pqoms39HhglFonifWHPFPZkl5wwTA+t7wW4Yt75P/FsHmb4+fnn7n/IrV/4K77roXZ377TcR1mHByffxffiTB/+E098ucOmpl1EyLiR13c+JNQVgOyr+WQUjqSPFVLwuxdMQSS3JeGqcIVWimlDZ8xttxY5ScE8NwhNvn7wd27P59Wt+nf0D+3Fdj7/5x7tIGjE4+H9h10ufFUENMLwtzeTjSy3ZN6cfX8SxPPZcM8LYxD5ePvFyAKztRRaOHOS2A5fX369tTsGKKtTlzxTVVYj3YUxkKd09jTVVxNje2c0c2se8bv/r+fLcVzii5Bk7ucJHfv+bOI4LyOjJDd5Dq6uo8TgUYcwdYao4xVPLTwGiuzCZ1EgqEl5f92JlSFJvHhDs49qpSayUWBflFyqomo8seQ2FPMLyI6qY4fs+StFjPrNM2lzr/LAhIRJbnHqYmcwJhhZehGO7qE0dWoKk1hiXDA7VlsV9dVPQ3Xr4i/DN/wl7bqMUWE90D05c6E1S9zeU1G4o/AoFaff+OaSGcWaTwERkNlf4O25ovlNqKKklvdZh9xHeB2O7cq3vG70MHvkH+Fpgt6To8IZ/2PgaFWFZJJc7b+47rQs5QoVCbgHYX3/c9/zA7kOlZJUo22WGJ1KMxu7jiQM3Ehs7CxLMHFsFCfrl0+sqqQFI9CNJNmraFSR1ALdso2gWv7ya52MXXk1xRqH4z4P4UqcV61BlMztvXmcuriVA1tZXUstaIxOtC2RDac2caoJfdZFkE2n+eZJ6PXQlqSVJepnv+1/7bu7M83jm8EIldZfgRFmS2ZTY1DUlG6BklViqLm1cSZ0eQR8ah8U2JbWbIB6P9oENoQQLIGfVjFxEbLjSmN0C5x6q/+dQZpCnWeXuN9wrKmYnv8lXHnmQ1T5pfTVyEy6/6K184f6jfDIglWXP5dKFUyI0JNPDzgDEJG/+MFz8xo6nMgOhkrpBwClZA2uqsw3Yqzm4klBotrfUdGBgl5joVFY6PZ6qK5DoQ1F0lKJVn4xV5isYQLpNSTuRneDOM10URYFv5uLsoziBV2TBKrSeM/lpEdgw/sxbhesfN5bk9OOtdiD1CnUq052kXj0jiPmmoAZLkTCaPIdDJbWS1rhi5Ap+57rfiQyWmTjch7qs8MfX/BHm4aeBGnZhrf68b7nYHnW/2A0hM44kP4g3NylUKaG1TDwnPHDXIaljAUmlD7pwzhMV/KBoECqpZVlCNRRKqybFiOCl+ckCRkIlmevuL6lkdI7qy+yzBik9PCvOQ++lcEIFQ6ivlJpEojbEaPYUfVtevP53H78S+diXgUY4KIA7I3wnU6Oi4FGpRZPURauIYhtomd5jw0hihLN947A9Wq1fnvoaml+l66+2dhYUA5IRMeQB1ME41SeW6h0hiYxOtYWk9vHOkxSsK6kjiguJMGA2ovMCRJeB4nhgyChdSGpZkdHjKrV1FpRmxRFjprG7k6QO/CLVrI55tnHN9PVlyDopfvWmHwHgwF0P4CKC/FBj4GxASf3oP4oQsYvfLFqKQagdwxDUrE718UWmj6wAPr7toX4nldRdPKmNiC6f3X27uePMHdxx5o76Y+2dGetBkiT6Xr8Lq+m4ynEVfVsGPQgy6qakDsMwjYSKbKiM/OLlka87HwxtEWPoNz52tP7YriuHN+T9LUkSmRdvYekjT1F5bKFrMcEP7FR6BiX/V0ZzcGIzIsIBe0E1FO4tObzkTbsZ3SVIjEf+Y5KpU3ne9LvXIcXU9ecKQN9oglt+dB+1iLbr2GwJjq6w98rui3QQfsiF2ydRB+MkurxWNpRIsqUD8WyrknomOC4RYZKDP7a/5b+dtRqFr05S/OY5yg/PEdsr5j+hJUhk50AsC+/8Uufj/4UhSRJaTOHUoSXKwf3BSKhc/5qdSIGar+6RHMuJhXgYgFdaxPdVvAos1mrsumlzhyWFOpQAZJyC1P2eCTgFGUUvkcgZ+D58+D1307wlFXhZXObBjxzmivdeVe8ubIbieXi6Kq4bs7vt13rYtCPLkftmyafGyL1qDGs+uoBTnsyzzSrimF7d6nDNXGMsNYZpiiJsLJ5ASyb50aGfhd+aExZcbfA8n9kTa5x8dIETjy3yeNt9+vLMIdB+9Bl/n2eKuBpHkRTmynP1blrRbTYgVH+hzQfQ9H+QgAJFVoen4RSce7rIBbf9cf352nIVvvFtjKSKkuyukG3GZYmLyckKs1H3j+SQIIoCkvorp77CjuwOLugXBKUbzN+V/AmxxnjlB877WLRjOAh+WzxTqOezHH9onlSfwejOXMtr9c1pRt5zRQv5pA7E4e9GxbrnmSIgqfXAI9ucLESOm6Gt1mjfOB9b28f7hx7AXvIhcPhw+xxu3b0xy0GqqyhBdst2tvDFk1/kiye/WH/6LcU38ePcwopq0m0GPF2axlAMBgYuYNnewj//5QrQKN5k0sH50ERSy0kt0u7DK9lIDsxrywxFdT8G3uJz8weZyZzl0tlbmD9dYHxPo1huVh3S/QZbzjxEUZHJv/ZDZEMycXAPfOm/w+lvUc6INUZ3T+o5GOs+d1J1BT2j48o0RBojFwki+P6/AMCpXQX8FmrEYFm3N9tIVk15UWQzaPGA+GwlYGsn1pATKlq72OiH/gxe2uQ9LauRY1YvSLqCHMEnJdcGgbOc0J8AXlR/3Ks64AvhV5gjMJIa46rkn3F67cZ62DnApq0GmmVujKSOi99YS1ewmnK1vIqNrNbAM3j9S17BPcvH2GpHe1wrqsyNL+ruTy++sCQK1espqfsmQOk9V5UMGXuhQvnR+Y7nrJkSsuYKMWN4D34ekeh1lN8jSdI00M7a+EAVWPN9/3ztNp/Hdwiu50Pdkzo60G8sNdbT7mOyMAkIknKjULdfi3TYxQzSen2zgukliCW7t+pDI8ium0fchiuNua1isl0rQCxTb61xLA+S4JVXmLX2s/OijbWuhnjF9lfwiu2vaDywfBL+8go4+Am4+dd6vzk/JSwGIvzJ4mkNVZMpLDfImlAZ2B5i5NeEn22yV2hiiIGdjf1sJ6kDJbWRjqPMlvnn33sAWZUZrtr0aTJGW1vvRGaCVXOVvJnv9Cbv38nfZTP85V2tbbgt6vvpQJ20+dmT1P1jKQ7fN0ulYNXtFOpK6nQfzJxrVRGHWDvToqIGcFSZVBPx5xQtPN9HS2rIkhwZmghQNudYfew4aS+Jl+sHZnCKjSKMZzrYnkQsfR4TAElCTqXwrD6c1QogIY3dijJ+JfoZD9fxcG0PpcskJm6JUpQ2EjxfKzRI6vJSnfSIJVUO3zvD4XujOyjG9+bW9Ud8bGiKC6YHWftsOMH4JTgMHBaBjTISlmNw+VXRxGnnh16JzD8Drd6izvwqIJHYvAUoUK1Fjw2z5VkMJ0482fu6GEmO8PCcCS//o8jnK19dIjFzj7CviWq1XjsrvNt6TCDUwTj44KzW0IYSJDJ6i5Ja8XzsjYYmBpB0GeRo39W6kroYfayrJRsjIKnkLnYfIM6L9ZXUQpVCbrfwSw2vM7sqFpIQ2H0s4Xs+kiyRSGucO7LKtz8vzhW1YOHGFXGOaYn17T4KM3DH+4Un6+v/LjLELPvSbVSb7CckTa4rRL8TEJ7UTUrqSmj30Tl9es8V7+HSoUY3gSZrrfeRDSJxyRCJS4Y6Hg/V293sgMIwzJ4tjeeJiUsGeecf34DbFKCT6t94wdfY04c2nqJw1zkSV4wgRXQW/EAFJzZj5oBQbGU2pgbUdAXTBzutY2wV21wxPeRcrN5iuxFIksT+sHW/DdUnl1g+ukJsnXGrcnABZ6nKwI9eQPzCZ3n9xXKtJPX0o6I42GaXFgU1F6P/R/aRumGc/O2TdWUZgDqSQN+yTnDj9xG2XTTAzPE1po6s4PsiVDM3nGBHUIj27WAci/eJYGuzIBblpXkcX1BRZdfnkqs6aSktDHStxNGi5lwAjolTy6D2O+y8YpjSqokbETBuP75IvGQz+cQyl9zS+hv7vo/iITqQjHTXTImNYCQIKJyTrmLf1bvoVsosHVzE+9QRtBOrZHeLOe9v3PMbpLQUF8yNcw3bhRq92Vs+gvCRZYnxPX2M7+njprfsobhSazjhfPk9pMvRuSffaUiSRM7I8cmjn+STRz9ZfzypJdmZ3cmO3A76Y9HkzpNLT6LmVOIZnXNHVrigKXOk2V5KTmrrelIDXF+7DIDOJBrEOdU3AauTTBWnOLBwgF+64pfqc9SQpFZnHhTjw56Xr//l10Fod3Tk27OU1kw81+fsUytceuuWyIJfmBPRguzmjuDA80JAUitJDXU4jjWZBzqVmqF9gKTLbIsP8X+kr3Hif/xq/Xld1tnbvw4R1/SZ6qC43/7Srp/nNbt+pP7UfHme8h2CXPvjxz/EfDnaSnKltsJYagwpt4XTplDFv+wnL6wXsPuO/iWczNZJRhBZKWE+RjOcwIpnXlthSxRJHctAditzK8eZzUyDBNPH1lpIaqviYCQWGS+dgpEhpp0i9RXsJW+Bb/4R3PcXlF7y6wDdPamL85Dq3Z2XGYhhFU2qhxaxg25K+m4nbCuSV/Psq8loq08BrV3FdU/qjSipy4uQEnPB0Oe+vh3fxzy+irEz13muSlKLSOuZQDZkFOhQrC9PVqgm8zxZfLTl9eH1Lyc15irCTmpTZgsD2jl+6kcncS97Z/216sJj8I9sjKQOvKK1RJ7qdIbp990PiPtZvL8CsQypPoNX/LcNFmjW+6yeSupTDb6lB9S+GLWnV1k9F33/MoYlKJSF7dYGtveDil4k9XXA+6jX6FqgAf2SJPnAH/u+f+93Yueex8bh+j6+1N3uA0R44oOzD3bdxum8GFS2Z7Zv+HOlHTehSxXslTlgN+bqCj4KsR4ECTRaQN21aNKirqRej+AJW/Hz5yDWuDmGvsXL0yVMfwtju7snyG4IAztFWMmjH4Mb/0fvytfCYfE3gqSWJIn0QIziUjNJbYDj4VcdpKaFpld1sFy/nkTfE6E/0spJ2HJ163PVFcheTG4sQ/GJJbbtyOJoCoNLFfyVasfiNlRFTxYmWwgXgJOKxF/3Zbk5Ps5LLv+Z+uMtJPXUI6KivOnZ3zDCUL+VmRKJjPgN657U2QE4WxWkbKqN0Fk90/H5jq6gVR08y60HUFg+aOuo98Lj45Vt1OwgMINdaqh7vKqF40sY2Q0oxpq3OziKeSrB3Ln3igckyD6loMWC4BHTIa5FX0cpx8OKKcjJZoVesHiorNQDDm/76Yvrth5RGGtvEYuAOWZx+xGH3ZcNikLBU18Qk58gZOrQo0+zLFf4oesvWXdb4kOvQJLEPrUoqVeqqFIJbfgy4HFqXUjqufIchpMgtU5RYCQxQtEuUrbLkZPRSnKAhC/Bk5/tQVL3SIKmodIrPzyPtinBqORTXDEpHxATfN0H63xJaklCjqnRSuqocMYmVIsWhoS4F/TwBo8ltY5grHaE/n4M7hFFt7knRAGsuiJU0QTjuOvjVWyUlM7orhynDi1x6E6xYHtBXEYJg1m1mFD898K//5po83/Vn0eTIICxI4exI9d7O88hdEN0NoRFRLOLJzXAjtwOduTW9499pgjV2909qe2W1z1XSG3A+qEbQjX18sePUH18kcTlnQRY6En9fWv3EbYVdyipHxVq4Q0GqamGGEvsppbfct6MVKM+U4S/gd+jm8d3PQrfOIs2liS2fwOLzPUQy4pujZDomXpEFFrPI2BO35Jm6Cefg0Xqf2G89N2NOafv+3z2Tx/lwFfPsP3toh2/rqQOSaPamiCpywu4kiiUSBmdoa2d5IYa+JjbzjBxqxRJgPjLJ3H8cZIDPomMzvWvi158L1dt7KeWOXlstZOktj1kwFMDr3KnCq4NyvkX3vo3JdHlKnPyVezr8Tpblpi2fCaOr7L3tRfz8omX1y0BNseC46Ip4jwFUWxKdY5jFOeEwhehQm5pLq8+DtnvnC3Vevjgiz/IqbVTjd1xqkwWJjm1dop7pu6J7CIM8aqdr2LrBf2ceWq5XpCGVnspOaFFBsC3Y9fyGBVs5itdPIICkvorp74CwCu3NzxrnVBJvXgIXvK2Z3ROtCOe0hkYT3LswXmOPSjmbZIEe687j98qM94Q5zwTVFbrYXbGRJbK44vUnu60kwlzKqSgYJKsFTvWaBv/zBXkjAGKRJ+ZYmJL69i59MgRVs4tclXfDcwOd7dJuGnzTZAc5qx1FUO5IruvauqqeeKwEAs1jeNKUsOKCKoM/eJLyRr5LjkyDO9jtngaSzfpH08I2wgafIVZsTHm72dw9x5glenSNPsHgs4bLQbX/gzc+fuULnk10MXuwyyJDJSo67sJ6YEYZ/Mml2yOJoL9YoK9MRv/0ONwZRtJbZ+HJ3Vpod7NKRkyuH69c9NZrOIWLIwNrOOeCZSYioLIr0nlgnmB7zN/uoC6yebJpSexXRstuA5Dux85odaV1JsCPkFxSyjNa+1acH5vhKRWddBTJAeP4Y9d35K7kVj+IuSfw0J0LyW154kQ9x0vWnczAz+6P9LGNYRSOgwfQayrniepu6LXSua9vu9/uNebJUnqB/5ZkqRf933/sed2157H+cB1AyW1JOFFhNiAUFIvVhexPRtN7ry5TxYmkSWZzen11St1bLsRQ74Dc64EM49RO30WSBNL9V7USqqMnNZxuiipvY2m34Yk0to5GLmw7v9kVhwc22UqsJUdu7B7aNOGceWPw2feDae+Abte0v1188LXi+HooMX0QJxCi92HIJ7cgtVCGHs1B9P1N6ak7psQISJh8mwzKssQ70cPArku6TNQUhq1Yg031Wklsi0jFMiT+VaS2vM9fv/RD5D04Q+UzfTvfl30vkw/Kghi9ZkTGyFCv+TlmXK9FS+cqGq5gJheO9tKUnueKFpc8KqWbbkxBfKw+pljoiJ9rojlQ3wdYkROhjdgGy0IS7QrjU4Br2oJxXv/+S3Wc6/d1TJZqz61TP7Lp0hcKSbHds0lHjGH8n2fDD5WUm9V9gA4liAUgxv/yESGkYnz88RtR3ZMZ0Vb4+gTEiCBG7Rgz4tJiO0ZnNv6OaQtf7exDaaGkDP9sNjqu+wUQVFWUNM58ZXMaCJ2tjSL4WTJZXpPTDYlxXGcr8yzI9tJHFbcGgk9BUe+DK+q1S0s6lg7C6O9iXdtOIGkyZTuFuRKOHKu/otQmasS+OehcAwhxdQWv+4QekxF1eWuJHWlYGFIElK8d9u/kdTqhGYUHMvFdTxBdg4Hy/u/bYqnDloh62NX3kJJ6Vz8os1c/KLG/WP2/30IY3NwEqvx3nYfh78IR78ML3n/99SkTYspeJ6P5/gomoRVdVBUuUVZ8t2CqsvIstRdSd1EGnwvIXbBAOpIgpV/Pcbq5ztVWX6gtvy+tfuQFdGy2+xJXcsLYvbi6A6eKOiB33Kzsr+0Zna0pT8b1O2GzO5FrMqBBdzlGrkf279uJ86GkBiApS/DnzcV9i95y7Pf7g8wJEniqldO8JUPPc70yTwJGvPquvf2Qx+G9CaYvJeqejGYsOniocjfVI6pyDEXxx4X6r4Ikto7exyfftTR3nM/bSxF4qllysdXMc8VW2oRoV+tr8lgNBV32jsENwDJdxjRjjFX6104tGsOJ02XCUPGe2SND7ykYSNR+PoZCifOCsFM3bYngkQ7+u8iS8Ht0VG2pXvg5Hcalw5d+swJTeBpZY6nH5xjaapUL2KEc4hYUkVOqC1+sVHwPZ/MtM5haY5qpYuoo28C/9S3+PKpL3HVyFWMpRprt7rdByZc8WPP+Lu04w3vvaplTqUZSl0QsCFkx4VF2UZb9498Cb7w8+AH16NVqs81jV05yg/NsfSRp7q+XUkHc3+7LDI75POci3gu1PJIiT6UrBG5DnfmyhQliYtil/GLN7215+ZqZZs5aw9Xjrft8+okDLWWh+TAk7q52AHC+hPASrrko4ITAYYvYPbpR0knR9iyd4An756uq3x9z8eqOejKEptf+kdw188xXWyzYLnq3XD3n1E+KmxNIpXUQYgs6d5FinR/jEMHF3nxj18YOdd+/M5zKF89jXxiK17VRm7KMPEDy47Qhom5J0WBKwprZ2D00uD1jWwBSZW7+1E/R1BiqhBmFGxSQY5YadWkUrAYu7YPs2RyZOUIlwyJczdUUisJjfnleWRJZjATdAS02zZVlsXfjY7r8X4Ub47sK9pElP93srEOfi4QywnLzCgUZ0XRdAPrE0mVI61s68jsF5zN/JNw4Wuf0a7+IKDXiuDf13uz7/srkiT9LPA/gednlP+JcDxXWAj4Mn4XJfVochTP91ioLDCe6mwvncxPMp4aR1fO4+acGkLXfI5PDXP6D2bwffHeWH9u3beqOWN9u48Nk9TCm1gL2oU/8ydhVXsLGXWe9NBzUGnb9yqxmHr0o+uT1NmtDdVFGzKDMeZPN27CSiYkesyWJGWv6lCzvI15aau6OBbLbQSA54qqYKIfbTSFnNSoHGqkpEe16Y6nx1EltW7/EuLzxz/PgYUD/L40SP/qmej9cB2YeQwuf2589+JpjVhKY6Up/CtUUiu5oGKfPwubm4KnirNiodCmgrVSOuX5CkpADPuez7ztMbgeSR2oEq3pEqqukFXAz8t1H3HfdHF9MIbOTyWjDSfQhhsNqInLhlj8+yfxD8zTr0hdAw+d1RqGJFHJ6p2LpvDGn3wO1G0BhvsG+eMrf5e73nwXA/EBUaiZvK/ud/b2R/6IhBo/r6KEtPlCWHRb1MJONU4iZaIGyuOl0gp//uifd7z34OzjXOP/6Lok9UhCnB/z5S4ktV0hmRgC6yicuAMueHXjSassJirrKKnlmMrob1xTt+ZYmS1z5P5ZEUSEIAouuG1br01EbzeuUj26ysKHDooHVJn+N+1B7Y91+F43o1q0MeTeVh8AsYRKYbF7MGUL2TlxE7zxHxu+6VD3ig07Yta+cKJezGmGWzDrRDZaXCipD/1z5wf6Pnz9/TByMVz/Cz33/bsNLRgfws4Gs+qgP8dK5Y1CkiT0hFpXc7fDrNjIihSZKP+fCUmW6H/THioHF7u+Rh2Kdw1W/L6A0UZSzxwEfBjfuG94qKQO74GO5WKWnfPK21gPUjCH6pZM7zuBinpzitgFz7JDLcSL/h/YfDX1BEZZhX0/9Nxs+wcY2y4aYHBLiiMPzXMljQ5FBnaLbrdv/5/6a5eld6H7PhPXd5/HqDlw5sdFOHN/5z3VPjcL9KNu6x0qpQWFy+tUicXwHtcGT1ca8xur9IxIapaOs0k9wiOFSwSB1aUIZtVcSh6oO3OUvj1D+oWbhXIaoexGkQQRFZIh7bY9T34OPvdTgky66Ve7dwBsufb8v8P3CMKg3LOHl5tI6sY8we0SiNcMe6aEVPU4oS/iF7sQS30TPCXZTBbO8Db/pXzuD+5kKViyiGmVhDq84zktZGuGQnboWXSjZLeINUd5EdK9vfwBOPhJsWZrLsRdKuw24hcNMvyLl9cLt+2QdUVkcEw1dVGeb+BrLQ/4EO8T6/DV1nW4V3NwlqqYMZXi6vrq+HOHV/CR2RY72LQRT3S07rmtdf9TGvhifas0zRnd1RpyUiWWSLAWFZwIMLyf2eMSm8prjJ95D4fsX2HhD17KWOxpLC8B/C3G1v2kt91ERs8wVWqzYIn3wZU/TunIx6E/F+1JHZLFPYITQdh9eI4vQswj7r+O4/FkxeXmdJr8Fx6j762NAlWLCG/lFPzdC8Hr0dl4wQ83Xg8sf/Iokipjz5VR+mO9ydBnASXoFjQLJiDOt/nTYuy75MLd8CB8/czXUYIiibZgkgBOmqc5tnKMwdggmmqITjKrG0m9wbVqPCdscdoRWL0+Z4jnOnmUECuBCPC5GHu0uLgPzz357Lf1fYyuKy3f9zeUAuD7/klJkp7DM+R5PBO4jgcSSFJ3T+rRpLADmCnNRJLUZwpnNh6a2ITrfuRyzj0+BUGcimZIjL1g/QRrJWdQO7HGymeOdTznBOb4krHOojU5JFrPF49AfoqxYY+bXjOEbQaLnWNfZcy+F+hdCd4QVAMuexs88NfiRtat0rpwONLqI0R6IIZZcURrUkITdh8IJXUzvJqD4/vkNlrR79/ZGERD1Ccj/ag5g7HfWf930WSNzenNnCk0iOil6hJ/9uifceXIlbzWysDhL0STTaV5QURtvrrzuWcASZIYGEuyMtO4wdU9qfsDe4v28MS1YL9zEy0P+0mdex34id8QC4VjD89x+B8Oc9k6JLWS0kGCwtfEdl+U1mDtQhb+z8HwFZi+S+w8Sep2SJrCwI/tZ+aDB7jW8TDPFHAiyMbq0+JG7fUZEF4foZI6rAAnnjuP3uGEaDVbqCwIknpgl7DI+Lywe1nePMaW8+m+AKTNVyI/VsIrBrYfVQffi6FmJGRFFNpM0+IThz/R8d64meEaILYBT2qg3nbWjopTIZ4aEZOkJz/bSlKvnRN/c+sTzHLQ6gowPBBn+KJnf+yT126i+uRy/b/NE2uUHpgh98odxNM65byFY3eSSJWCiSGBmu6tpDWSWj1kLwrNAXzIClz0hsjXqcMJjD19eGW7kXLeBG0sRSzogCA7LnxQP/8zHa8TG4vDWz/5nLTwPpcISeqws8EKgmf/s6DHVWplO/L3r5ZsjIT63Khbn2Pom9PoXVpjfyDQ7q/bIxywGxRVFrbwAYFczotrrlf47flCDtTaXtkWBF0byo/O4a6a5F6767k7zzJjcMV3P1Du+x2SJHHVKya47++fhIzWIKmH9sD/c05YKwUo/88n8CWXLRFWHyG0AYPq3GZBxkXAmRfFcnW0L/L5ELHdfSTfspc7/+Ep9t84xvZLWu+Zd3zsCKmc0T1wdKOYf5JN+tP4ZYmFyUYwXjvC6yl14xhr/3SY8oEFUteK+aVve3XCuk6GNO/PwU/Bv/2cIKDf9i/PLWHyPYRk1mBgc4pzR1a48rYJoJGBYCRUakkN3/bqdnpRqB0Xc9eFTIXhBQWz6qCobWNI/z6+ou7hlUfewsraRSTlZS6I3Y8UrGtVw2LzC3uIhP4zEGYKFKbWJ6ntmshBueztkXkpkiyhj0eQp+0wngVJHZJ9iX6UnIF5slW5bAfrLS9nUIoIXW/HmSeXiWkmw87DjQdLc+CaLaGJQJ2Y9sp2C0ntrJoofTFyRo6C2VYECrH3lcw99SFGZYPRa6+Er/hMZn+U9I5zlKsGTIFxmeigHU+Nczp/unP+f+kbmTsmfNmTSyegvat8KvgO65DU6YAYLizXIklq23RZdX2SypcpH3o1iRcUMIJgzLqdqa7A1/5MFGXf8VmIUnZLUp1P0Ldl0Ldl6qIYOamRvGoDRZFnCC2h4QJWsXGfmD+dR1Fldu/aytbDW/nIUx/hI099BIDXLr+Yn+GNvPvun6SkVLlyJBCP6anOMbyyLI79Rn2z433RJLVZhOTGLWrXRSwnOIQPRnSdhEKd/ueoQLbpYjjX3YL3efRWUp8PuphLPY/vFlzHRQQnSl09qcO2qZ/9+s+iyp0/fdkuc83o+bejbbtuP9uu27/+C9sQ29ePdbaIeTxi4AGMHdnG5LAbJAn6tsMj/wiP/CMK0NGgP/7sA/zquOLH4f6/hIP/F276H53POxYsHYO93cOyMsHNrbhSC0jqhpI6hO/5YHnYPhtXSQ3sgnMPtQYJVkLfp/NToUxkJnh88XH+6al/AuC+6fuoOTXed/37kI5/Cw78U3eySVZh6/pk+EbRP5bi6AOzdU/YUEWmpbPBDaWNpA5V3m3Biaou198LgnSCBgnVDXJcZfjnL6sXEb76N4+xNfU0+98hlA9zX/knTp68jEuTz17NpiQ11FftwPzEEfwvnWLuS6ciX+f6PtJAHGJBBT1U9pQDkjr53JPU/3LsX0QRa2gMfuj99eeXjn6CgS3Xn99Gx69AlqapPb3MymeO4VeDNrF+oSzXDZUf2/Pj/N2bOyfxyzMl/vmRh9b13Q33+9NPf5rHFjrdqE7nT3P58OWw/7VC2WKWGu3F4Tm1jpL6O4XUNaOkrmkEFC1//DCVRxfIvmyCZM7g1GOL/O0vfivyvS/LqPXCVzfEkhpmxelouQzRHIjUC7KuMPTui9b7OgJXvgt23tpoce3YqdwzU8t9h6EFpN03PnYELaYyfzpfX6D8ZyCW1DjxyAInHlmIfL5vtEsY0PP4z0Us06rAnH5UzF3O45yXJAnVUCgs1Vg8W2Qp6Ob5Tiip1750irUu9x99a5rYnt5E5PP43sCOy4Y4OBQH08FrVsdrMUC0cFcKFlLZRhqI9yw8qMNpvKccvKe+gBxBJDlLVZCceodNN0iyRN/lw1T7TnJ6xWR/m6/5ou2T05RnT1LPPc5wTMwH5071IKmDjq74nj7Km1OU7pkmtrcPkHDLdqMtP1RS3/E+uO+Doug6c0AE/b71U43w6u9TbL2gn0PfOIdtumiGglmxkWRJhAuH2S0VpztJ/fSq8LFPx+EE/P177o58XYo/IK5aXHeLziVXb0PTJhpPqjps2mD+yXcL2YCkzk/D+JW9Xzt5rxDyPNvQx2dzbYRkX7wPJWfgFkx810NSxHluBTk28nCC4mSxvvaKguf5nHlqma2jBeTStOimVVRh9QEdJHXdPrFkQ5Pts7taQ9uUJGNkOFtsW9OFiGWYk+GSbS8kdv3vMPTEwzx2fBuPHW+s9eJ9ooN5W2YbX538Ki/9TETeTDZNwvPQ/75LsUNSROG0B9KBfWZxucrozs6uacdyUXWZ7MQRapM3s/q54/S/aQ9IEs5KDWQJ8pNw6FNwzU9vyOdYG04w/LPP3LLnfKEmA5K61BCgzJ8uMLQ1haLK/M1L/oaT+YYwrv8BCX/R549f8qcgwb7+wOrFSLV2YoIgqRMDG8+diPc1rFSbYRaeW7uPy94mVN9+tNiT7JYNBTpvCJsugic/Uw9OfR6d6LoClSRpwPf95W7PN71OAp47RuR5PCNYji3sPpC62n1sTW/lPVe+h6VqtN+OIim8ec/G/RGfLZJXjpC88jmoAr7hw8JiohueS5J6cJdof3/o7ztb/kAolz2np5I6MyhuboWlGoOb08KfO6m1KKnDICkboWDYEAZ2glUUQQthNb96HuEETbhi5ArumrqLDzzS8Ob7lSt/RdgmXLldhOZ1a08yMs8pSdo/lsSuuZRWTdL9sUZwoq6IsJFQ9RoiVFJnW1tOVV3Bsb36hCtUz6xHUgMtCsBVLPqsOeL2HQBUS0/hcNlzFlZmDCX4j6LDi27ZXE+nb0a1ZHHHZ05yaUwFIyDLqitCoRG2qj2HSuptmW0ktSSfOfaZrq/ZcKJ4iNHLiMn/RtW8FfPIHHguqjSLvk1M9lRNjlSKQoNAja3ju2soBrdsuYXDy4cjxzxDMbh29FqIT8Aj/wDHvgoXv1E8WVfj/+eQ1O1IXL2J6lPL1I6ucM2rt9cT6Tvg+8TumRaehT1gJFTwwaw6xCJsOr4j3saS1FE4+q+A4W1pRndmMasOZlVYK+y+qneozncSN715N9PHogu7QOSC6Xl8D8BIiyJiGA44feAZFXPjKY3jD89z/OH5+mOZ57BoIusK/W/bJxbS3fbhosHvSbX+8+iEJEtcdOtW+PdTnHtimUREB9LU0VVGZInkOgpOdXwQWMU+dA/GE3/f8bxjvQ8tWeuZh9CMzXtynDiwiOf5yM3+tI6HosnCxx2eBUn9JLGRLfT5CeaaLPbaYZuCUFIUmfTNm1n55FHm/t+GKlQdDq6v7GahgG32j73mp+Glf9CZafF9iC37+3nsjrP846/dgyRLuLZHLCk6d0JbPK9iQ0TRzKs5WGeLpG8eZ8tIjv+Y+zyyHz1ndmSLd732DVy578bI57/nEK41wrG9F47fLrrGJp7ld3uOSGo1FwNfdPKqfeIctqdLKFmdxEgCx3QxK9HzRICFMwVqJZttV0twxBMK6uzm7iR10B3qlpvWu76Ps2oSu6CfnJHrGpxYsSusmWuMpoSA4yXv2s/cqcZrVV1my35RiPqVK3+F68e6iGfsKtvKebh+Ivr59Mi66vT0QEBSd7lP2paHZijI+19G7uwHWZ7/3abuW5DTGtJ9fy5EXTf8Us/P+s+CntQwASuw8XFdj4WzRS66SRRltmS2sCXTWGevPnKcamKJF21tO+6Rdh8r58dLJPq7KKkLG1djbwTjV8Dr/ua5214vjARhpXNPwvaber/2BxS9WJUfAj62gW38JtDF8f15fLfg2kH7B3JXJbUkSbz7ond/N3fru4NNF4t/3y1c/wvCl/eBv45+PjEIW7ovPus3t+XGzU3J6C0ktReofB3fJ7GR4ERotKCsnGyQ1KGSOn5+CsV3XfQu3rz3zXVvXVmSSWiBf7IkfVfJu4ExoU6ZfHyJTTuyrC0IL11Vl4UdQ3tY5OoZSI92LBpUXRaTMcdD1ZQ6Sa1ugKRuhqbL2I5cV5KbFeEX1m0Sd77QYwpVH6qjSZJXd1qImDNlVtwTglw3MiJ84Y73iX8h1kmmPh9kjSx3v+VurC6BQC3nxkZhpMhtfYjc7N9ByEUbwMQ3AFA1pR6Q2Y46gZpcvyjwFy/+i/X3xfPE+fLk55pI6rOgGPVU7f9sxPb0oWR0yg/PMfiui+qBou3wag4z35pCSfU+F8Nz1azYXUjqJruPH3BkBuO8/tfWUUd9F7FpR5ZNO54nov/LITEAJ7/RGg74DAror/qFS1kL7NBAWPfkRs5z/F0HiUuG1n/R8/gvg13XDDP776c49/gSxx/u7MCQgVfnNJKb1yGpR0TRvLDpL1GynfcG63gNY9vGFWHje/s4fN8sS+eKDG9rFORd20NRm4MKu7T/r4f5J2H3y9iUyHL60FJXRagVKINBFGD637avxZNdC++3sgKv/atnti/fBxjfk+PaH95OrdwQqITB3HKTjUMUzJNr4PnE9vTx+i2vIZtJYXvRr01oCV6y7UXP6b5/RxHvE8RzYR2XVN+HY7fDjhcKT9png/bQ9PNBs5K6L7CbXDXrJLX1/7d353GS1fW5x5+nll6mZx9mhoEZZBscFJVNUTFKUBRXFON2XRMUjSuJJpLcGyQmuSFxiUsSjQsRjWLiNYlEjSsqLkRBFGTfGWBghmH2tbuqvvePc6q7pruqt+npU+fweb9eQ1WdOl316+4fp6ue+p7v7/4dqh4yV3MXNRfL29Px/c091z8sWzrsMYulmyRd8wVp8RFJ0YdLY4qFym3mSWPHkFRrqLKoTwt6F2j74HbVG/XhXsdND+5KoqbmouiLVwxocYczx1bMXaGzV5892Z/IlFV7y+qfV9VDa7frobVjfwc7N+9JCqnWPF/93/0zLTv1DtUPG2kpWKluli79UrKY4/wVY76+G1TT9xFb1+3U2hse1vZNe1Qfamj5ke0rlxu7asOtD/fRO6/9wolTOXOy2e6j9UzxiGT+57XF0sHpWajrCak7Ge8d6F/bfoKkdsv19khaKulJko6R9MwDMDZMwVA9edFQVueFEzFDHn2m9L/XTfvL+waqqvaWte3hkYXLygt692n30VxQbiik/gmqIoc1m/k/fLv0qKcm14crqad+KknblY8zsPiQAZVK1hVfHuldXq6WkgX2Fh4m3fGDff9wbbmnbS/hSto6pjaYhNS1wbrKlaR6ZiqqCxZpaMFzpde8XpK09ztb5Cu2DC/aub+ai/sM7mlfSbxPBXipLL3skn0XeliwasbbJvSUe6a2oOpkvOar0qa7Wp5kQFqetA1KWrN0CKl3znCAWipJjz1buurT0tfelmy752dJlf5kVmqfBS5Zc05aru0/vFf1rXs7nk7d7AtdmuCY0XzDsWdnTQva5FHNXpMTVasDmKRnXiAd8fSR26Xqvn3wJ2nRwQNadHB3/G1GPjT7jD/2qSv0+DYffMfmPap/5VZVFo9fDVxZ3K+ew+ertnmPalvHnknn3qr6prAmw6GPTl6X3n/LluGQulFvKBqRVFIPh9Q7Oj1EZ9vXJ72zlx+ngw9aoJt+9oC2btjd9gOdoT11VdPXXS6ZD2k6KJVLOvl57fu/DofUHda62HPrZrmnrJ7D5suVkl541NSPfV3LTlp+TFRJ/dAtyfuTmaicHb1o+mib7pRu/mb7++79n+Syf7HKkbyWrG3Zo14tUGNvXbWNuzXnCUuHW1rs2LRXB3VYT2Lt9Q9r+REL1LdqWRJK/+iikTuXPSZpz9KilBaXNHaMzJPa5qRgq7yoTwtjoUKhp1761DEfKNUbyXuf5vpaWVu4bI7uuOYh3XFN+x79Sw+bl7wvX3qseh78f9KZbxi587/en/y8Tj1vVsY6HeX0g7v7b9ykX1+XNFaw1bFIorFrqH1I3TM36dfeatfDyfyYrP5FSavAvdukvvT5B3cmbTlmspJ6Ns1dnqyrxuKJHY33Ln+FpD+Y4Ouvl/TCiPjJzA0J0zE0mBzwS7aiREjdzWxr3pI+bdu4byX14L0jn8Y2232U51T2OQ1yXAtWJW98WyuLp1lJ3U1651T10veepJ1bRkL8uYv7VCqnn9IP7Uy+z4H01KHN90iHnzrmcSppX8F6WqE7tKc+qVYfo1V7yxpqlIdXt9/buEW9c3bO2OnPzTEN7mnfTmVosL7PfnrMi2bkeWfdwEEd28KUqyXVJ2j3MaOtKE58nXTrfycfeDS1rrzeBQZOXq7tP7hXO3+5XvNPb38mQ/OFf3mCqv7eZiV1p6qn9I1mD5XUwMxYeFhynAFmmW25p6yBORUtbBMw7L6lroeVhETjPk7ZWvaWmeuJOrCgVwuXz9H9t27WCc9O/qbVa8n7l31D6g7VolvvTxbxjjbveZrtBg5+nJanVacP3rW1fUi9d3qvBTGi2e5jy2V3aOu37xlzf33bXvWtXiRXuuOD/xm3YOXEIfVt304u97cftTTx/xtfe4d0zzjRzLwVUv/C4Qx593UbkwWwtw5KIVUPnavy4iTA7tTSYte2QW24Z7tOOevIpKjjPbfte9ZDmzMRXS7J/RXVW1571tOQurKwV89Z8Bxt2LWhY5X9vOo8PX5pd/QkP+Ocx2rjvZ0r2Rc3z8BY83zpJ38nbbhppO3Xr76YvB5o9jPvQk57yz/t7KNUOjz5u9E3UB3+8GK0xq6ayu3Wx+id26GSegrtPpoZxu7NIyF1c67NZE/q2WRLy4+T1v8m65F0rfHegf6npPdJGn2eVUiqSdocEbtHfxGyUW+G1CoRUufA/CV9Y9p9NHYOKWoNuVJSY3faimLuFKpXy5Wk/9emlpB696ZkEYi+9p985sWyR82X2rWzbbYd2bo2Calrg8kpd20rqZMXx82Qd7pvTKq9I61CpCTQm8m2CMML0Uymkrqgqj1lDXWopN7TDFD7ZzBAXbZGeuc4fe27QGVJv3qPXKCdV6/XvNNWte37WU8XOClN2O4j+dnt6RRS766pp688+Q/IAABdyz0lRYcWWsMh0QQh9YFw6KMX6dZfPKhGvaFSuTRcRFCplpIKPKlzEPeNdycfLnfSt0Ba8Xgt7hlQT19ZP/iXm/c5I6+ptreug+nlv19KA1XNO32V6pv3dtxn4CndUQF7QMxfKd3x/fH3ufU7SSg1EwuvjRdS3/fLJKB+1oXSyee0//pqv1QqyyWpevAc7bl5k/bcnBQ1ubesnlXzVJpTVals7ejwO117Q1Jd+6jj0rBxnMKTVuWB6j7tPmrp45cX9eqg3gH9wUkT1Ud2h3mL+zoGtvs49gXSjz8o/WNLG9BSVXpad3+fTt8zL1zcpzmTaDHX2DU00hqp1eie1I16EjZPKaROzwbfvXmkz3lz7ue1klpKWn78/FNSfUgqc+bqaOO9y/+niCDez4naYBpOyApyha4376B+rbtty3CPvPL8tC/YtkFVFvcNt/vomT/FFgtLjh5bSd2/aPIr6OZNM6TeslY65ARp672Sou0CbeW03cfg7prqQw0N7qlPq0VHpaesXS39w/fsqs1sVa+SvtSdKqlrj4CQulwt6aG12/WNf7xuzH2b1u1Q71TOMCiQgScdrE1fvkV779yqvqMXjrl/uJJ6woUTR9p9tLP3AMxpAEA23FNWY7D9B9+1TXuliif8cPNAOPSYhbrhivu1Ye12HXzEguG1KMqVUtJuq2du+yDugWuTgPoZ50tPeVv7B6/0SZUeWdJvv/bYfRZZG+3wx01tcXHsy7YWPPvwrIeRnQWHJgtqdgqbdm+R1l45c4vk9cyV5Pb/b/zso1LvAumJb5xUgLfsHScqWs5cdKU0XPE+d1Gvfv3dtfrNj8ZWideHGpqzoEcHTdDLfrTSQHWfdh/1zXtUmlMZbktUOIecIL3yUmlXywLuS45Oqs+7WLOSutPfjdEau2oqtSseGl1JvWdr0qZjuiH18OOkNbR5LsJb/jipvlfaeNtwu0uM6HhEiIhvS5Ltk5TUMN4QEbfM1sAwNUNpSG3R7iMP5i/p0+CekVWTS+niiPXtSUjdbPfR0+7UmfEsOUq68wfJYnClUlJJPcP9ibtKM6S+84dJT+P1N6Tbx4bUPWkg/ZW/vnp428EdFoAYz5hK6p1D6pvhN3fVvsqEldSVnuKG1EedsFR7dg5px+axpxn29Fd0+OMm3/eySPofu0Tuq2jr1+/UrjZvDIYe2ClZ7fvCtWguOrm3Q//Ivbtqk1qYEgDQ/Uq9Ze2+7iHdf9OmMffFUEOVxX1tz8450A49ptmXerMOPmKB6rU0pE6r+NQ7TxpsE8Rd8YEkiHvKWye1cNbRJy3T0Sd1x0LIKKAFKyWFtG1d2yIZ3XF50lN3Jlp9SMn7u955Y0PqTXdKN/1XEoZPssLUZcvl9q/3Tv2d1Vp325aOX7tyzaIptzosza2qtnHkRPza5r0TthrKvTXPy3oEU1ZKj8HR4azWVjFUVww1hnuO76NnnlTbLdVryRnfu5IK/GmF1Lta/n41+7HnvZJaShZPJKQeo+O7UNtVSV+SdHbLts9ExJtnY2CYmsZQS0hd3OyqMOYtSf4gb384WTW5WUm98xcPanDtdu25Lfm0sH+qf7gXHynV9kifOV0qVaSHbpWWHTujY+8q/QuTxQeuvjj5JyWLURy0esyuhxyzUE97+WrVWj4Vbr5Bmoqx7T5qWrBsbJ/D/TFeJfUjod3Hcc9YqeOeMQOnRBaMq2XNO22ldv5snfbeurntPn3HLpHL479pKJdLqvaVdfP/PKgN94wNAB68Y6uWrGRxNgAogvnPOVx7b9/S8f7ejNpdzJnfo0UrBvSLy+7SNd+6R420xqa50HXbIG79DUkQ94z35ruKDsUxP+0tvO3+9iH1rd9OgraVT5y55+ydt28PaEm68h+S936nvGVGnuLI45fqyONndiHR8kBVe+/cqj3pa9jahl3qmWI1Ng68ZiV1pzZRrRrpWkFtC2R609/t4I7kPftwSD2FAro5LT2pm4bbfeS0J7UkHXSM9Ny/lVaenPVIutJ4pVLvkfRSSddKulnSaklvtP3DiLh0NgaHyasN96S2GgVdl6JI5i/plyRt27hbSw+bl1Sx9Fe065frh/fZUQ8NLJpiJfXqZ0uPfl4SVEvSypOkx718pobdnc794b4LlvQvluaNXcG+Ui3rCafv/+lVld6y9u6q6fIv3CRJ2rFlr1bN8AJzPf0VDe5+5PakRmfzT1ul+aft/zxe85QVeuD2LW2r1ecu7tVRJ1B1BgBF0L9msfrXdOdZdb/1itW657qHh2+Xe0padWxaQNAupL7ig0m7gxkK4oD91uwz/ZU3SNU2RSvb7pce82KpNIOv20f/v7Fzo/Srf0kW/W7zHqhblBf3KXbXtPHi64e3VU7k9WbXKVuy1Ng+qNrWpG+4S1ZpTnVMIUx9OKRuV0ndKaSeQiV138LkcveWkW3D7T5yHFKXq9Ip1P52Ml6y8gpJvxsRlzQ32H6jpDMlEVJ3mXotCaktS2RXXa9ZSb0tXTyx1FvWIf/7FEV6quOGu7fr8o/8Ss9bMMWQeuEq6VWPsP895x+S/Jslhxy9UHf8coPW3pCcdtQ/tzqtiuzxVHvL2nD3trY9mbes36VSyUnPRmCanv6KY7IeAgDgEW7VmsVa1SlAH92T+qFbpBv+I1l0rMit7JAvS1ZLT3m7tGND+/t9Sufe6dM1OqT+xaeTAqWnvnNmn2eGzXvaoeo9coHU7ExqqafdgnvIlG2V+iva8bN12vGzdS13JBXT5XnVkb7VafHUuJXUzb7U0wmpKz3J34K2ldQ5bveBcY0XUm9uDaglKSI+Y3tMTbrtlRExtqs+Zs1wSB1OPv1CV+sbqKqnv6LtD49UMbYuVrFrT00hac6CKS6ciAPuQJz+NuY5Tliq7Zv2tK1yrfSU9Ognd2+VBAAAwH7rnZecKffAtcntH39IqvbPfOAH7I9SSXrOX83uc/bOk+6/Rrr0Vcntu3+anEm7tLsLEFwpqfewHFe/PoIsed1jVNsw0j886g3VdwypsWNQ9W2Dw4V15d6yqsvmqOfQNh829KQh8uB+hNRS0i5nd2tP6m37Pj4KZ7yQuv2KStL9bbadKekz+z8cTFdjqFlJLULqnJi3pE/bHt7d9r5d6ak1A1NdOBGFsObJK7TmySuyHgYAAEA2BpZKm74u/dPTR7Y99R3SwCNz8WRg2LEvknY+JG29N7m95CjptPOzHRMKpffwBeo9fD/7/jcrqTffLc1bIW1ZK1X6pZ4pruXUv2hsJXXPvOQDIhTSeCH1E21fojT3bHGc7dZVyQYknS5C6kzVhtJ+QPJwNS662/wlfbr7uo369Hk/GnNfvRZyyeqfRyU1AAAAHmGeeYG0+oyR2y5LRz4ju/EA3eLk303+Ad2sP22H+dVzRrYtbLO46GQepzWk3rMt3/2oMaHxQuoFkl7b4b7jR92Odjth9jRqST+gpCc1IXUenPTcw4cXUGxn8aEDKpWoigcAAMAjzJzF0prnZz0KAMB0LF0jvfzz+y56ePBxU3+c/kXShhtHbu/dRj/qghsvpP6EpD+OiJ3jPYDtOZI+NKOjwpQ1WhZOLFFJnQvLD5+v5YfzKSAAAAAAACgIW3rMWfv/OHMWS7tG9aTuJUMpsvHSzC9MFFBLUkTsknTJRPvhwGrUW9p9VAmpAQAAAAAAkFPNdh+RNm/Yu51K6oLrWEkdEf/TvG67LyL2tN5vuyxpaUQ82LovstGoJSF1Ukldzng0AAAAAAAAwDT1L5KiLn3shKQ6e8u90rEvyHpUOIA6htS2L5b0XEn3SvqwpC+33h8Rddtn2r49In5yYIeJiTTqIz2pSz2E1AAAAAAAAMipNS+Q1t8oNZL2tjr0JOnE12U7JhxQ4/WkvkzSgKTXRMRQux0i4nO2/9D2uoi484CMEJPSbPdhSaVqNdvBAAAAAAAAANO1+AjpJZ/IehSYReM1L36WpDd1CqhbfELS78/ckDAdjVpSSV2SVeoZ77MHAAAAAAAAAOge44XUfRGxbaIHiIjdkg6buSFhOhqNtN1HWBVCagAAAAAAAAA5MV5IPRWPmqHHwTQ1Gg1JSU/qcpWQGgAAAAAAAEA+jJdmLp3MA9heKOngGRkNpi3qI+0+zMKJAAAAAAAAAHJivErqO2xPZtnM8yVdO0PjwTQ1Q2rLqlBJDQAAAAAAACAnxkszPybpaturJH0sIra33ml7QNKfSfojSc89cEPEZLS2+6AnNQAAAAAAAIC86JhmRsTdtt8s6YuSLrB9taR1kgYlHSLpFEm9kj4SEd+ZjcGis4iGZMmSqn3VrIcDAAAAAAAAAJMybsltRHzV9lpJH5Z06qi710u6MCL+6UANDlPQqEvlpCd1T09P1qMBAAAAAAAAgEmZsC9ERFwl6bdsHyHpWEnzJd0j6aqIqB3g8WGSIkJS0u6j2kslNQAAAAAAAIB8mHTz4oi4S9JdB3As2A/RaCiJqK1qL5XUAAAAAAAAAPKhlPUAMDMikoUTS7J6qaQGAAAAAAAAkBOE1AWRVFJLEVJvT2/GowEAAAAAAACAySGkLohmJXWEVS1RSQ0AAAAAAAAgHwipC6K5cKIk2c5wJAAAAAAAAAAweYTURZGG1C1ZNQAAAAAAAAB0PULqggjSaQAAAAAAAAA5REhdECMhNa0+AAAAAAAAAOQHIXVhRMt/AQAAAAAAACAfCKkLollJ3ch4HAAAAAAAAAAwFYTUBUMlNQAAAAAAAIA8IaQuiJGe1MTUAAAAAAAAAPKDkLowQgrafQAAAAAAAADIF0LqgoiQLKlhKqkBAAAAAAAA5AchdWGELCto9wEAAAAAAAAgRwipCyIklWQ1TMMPAAAAAAAAAPlBSF0gltSgkhoAAAAAAABAjhBSF0bIQSU1AAAAAAAAgHwhpC4KW5ZZOBEAAAAAAABArhBSF0Qokp7UopIaAAAAAAAAQH4QUheIZQWV1AAAAAAAAAByhJC6QAipAQAAAAAAAOQNIXWBWFajREgNAAAAAAAAID8IqQsiLJWopAYAAAAAAACQM4TUBVKSFVRSAwAAAAAAAMiRWQ+pbV9se4Pt61u2Lbb9Xdu3pZeLZntcRUBPagAAAAAAAAB5k0Ul9ecknTlq2/mSvh8RqyV9P72NqbCTkJpKagAAAAAAAAA5MushdURcIWnTqM1nSbokvX6JpBfP5piKoaSSLNPABQAAAAAAAECOdEukuTwiHpCk9HJZpx1tn2v7attXP/TQQ7M2wK5HJTUAAAAAAACAHOqWkHrSIuJTEXFyRJy8dOnSrIfTPdKQWmVnPRIAAAAAAAAAmLRuCanX214hSenlhozHkz+2LElUUgMAAAAAAADIkW4JqS+T9Pr0+uslfS3DseSUVQrLVFIDAAAAAAAAyJFZD6ltXyrpSkmPtn2f7XMkXSTpDNu3STojvY2paLb7qBBSAwAAAAAAAMiPymw/YUS8qsNdz5zVgRRNGlK7REgNAAAAAAAAID+6pd0H9ptVklWq8isFAAAAAAAAkB8kmkXRrKSu8CsFAAAAAAAAkB8kmgURwyF1OeuhAAAAAAAAAMCkEVIXhmVJpSo9qQEAAAAAAADkByF1UVgqySpXq1mPBAAAAAAAAAAmjZC6IJrtPkrVStZDAQAAAAAAAIBJI6QujCSkLvcSUgMAAAAAAADID0LqorDksMo9PVmPBAAAAAAAAAAmjZC6IEJJT+pKDz2pAQAAAAAAAOQHIXVRpD2pq71UUgMAAAAAAADID0LqgghJllTt68t6KAAAAAAAAAAwaYTUBRARSU9qWZVe2n0AAAAAAAAAyA9C6gJoxEhP6h7afQAAAAAAAADIEULqAqg3kmYfllWtVrIeDgAAAAAAAABMGiF1ATQiFGm7j2ofldQAAAAAAAAA8oOQugBq9YaatdR9/b1ZDwcAAAAAAAAAJo2QugBq9bpkqRRST5VKagAAAAAAAAD5QUhdALWh2vD1Spme1AAAAAAAAADyg5C6APbuHUyuRLbjAAAAAAAAAICpIqQugKHBvek1ZzoOAAAAAAAAAJgqQuoCqKWV1KaSGgAAAAAAAEDOEFIXwFCz3Qf9PgAAAAAAAADkDCF1AdRo9wEAAAAAAAAgpwipC2BocCi5QiE1AAAAAAAAgJwhpC6A2iDtPgAAAAAAAADkEyF1AdSHBifeCQAAAAAAAAC6ECF1AdDuAwAAAAAAAEBeEVIXwEi7DwAAAAAAAADIF0LqAmjU6pKkCEqpAQAAAAAAAOQLIXUB1Gs1SZLp9wEAAAAAAAAgZwipC6A2lPSkJqIGAAAAAAAAkDeE1AXQqNeyHgIAAAAAAAAATAshdQE0230EtdQAAAAAAAAAcoaQugAaNSqpAQAAAAAAAOQTIXUBDLf7CCqpAQAAAAAAAOQLIXUB1Gv19BohNQAAAAAAAIB8IaQugHpaSR0mpAYAAAAAAACQL4TUBRD0pAYAAAAAAACQU4TUBdCoD6XXqKQGAAAAAAAAkC+E1EWQtvuwMx4HAAAAAAAAAEwRIXUB1NN2H0ElNQAAAAAAAICcIaQugno9uaSSGgAAAAAAAEDOEFIXQKPeSK6UqKQGAAAAAAAAkC+E1AUQjUbWQwAAAAAAAACAaSGkLoBGGlK7nPFAAAAAAAAAAGCKCKmLoJG2+SjRlBoAAAAAAABAvhBSF0A0M2p6UgMAAAAAAADIGULqImhm02V+nQAAAAAAAADyhVSzAIYrqau0+wAAAAAAAACQL4TUBdAspDaV1AAAAAAAAAByhlSzABxJBXWpUs54JAAAAAAAAAAwNYTUBVLp4dcJAAAAAAAAIF9INQshqaQu9/RkPA4AAAAAAAAAmBpC6gKINKSu9FYyHgkAAAAAAAAATA0hdSEkIXXPnN6MxwEAAAAAAAAAU0NIXSCVPkJqAAAAAAAAAPlCSF0ETn6NPf2E1AAAAAAAAADyhZC6IBxWtZeQGgAAAAAAAEC+EFIXglWSVemtZj0QAAAAAAAAAJgSQuoisGVJ1b6+rEcCAAAAAAAAAFNSyXoAmAlJSM3CiQAAAAAAAADyhpC6CGyVJPX092c9EgAAAAAAAACYEkLqAoi0krq3fyDroQAAAAAAAADAlBBSF4GbITWV1AAAAAAAAADyhYUTC8Kyqj3VrIcBAAAAAAAAAFNCSF0EthxSuVzOeiQAAAAAAAAAMCWE1AWRNPwAAAAAAAAAgHwhpC4CE1EDAAAAAAAAyCdC6gIIUUkNAAAAAAAAIJ8IqYvAkiPrQQAAAAAAAADA1BFSF0BQRw0AAAAAAAAgpwipAQAAAAAAAACZIaQuAtOTGgAAAAAAAEA+EVIXQNCTGgAAAAAAAEBOdVVIbftM27fYvt32+VmPJ0+oowYAAAAAAACQR5WsB9BkuyzpHySdIek+SVfZviwibsx2ZN2nXq+rVqsN326IkBoAAAAAAABAPnVNSC3pSZJuj4g7Jcn2lyWdJYmQepQvXnCR7qwOjWyoSkuHBrIbEAAAAAAAAABMUzeF1IdKurfl9n2STsloLF1tXl+/jttx0L4bazuzGQwAAAAAAAAA7IduCqnbdawYsxyg7XMlnStJhx122IEeU1d6yZ/9YdZDAAAAAAAAAIAZ0U0LJ94naVXL7ZWS1o3eKSI+FREnR8TJS5cunbXBAQAAAAAAAABmXjeF1FdJDpcslgAADfJJREFUWm37CNs9kl4p6bKMxwQAAAAAAAAAOIC6pt1HRNRsv13StyWVJV0cETdkPCwAAAAAAAAAwAHUNSG1JEXENyV9M+txAAAAAAAAAABmRze1+wAAAAAAAAAAPMIQUgMAAAAAAAAAMkNIDQAAAAAAAADIDCE1AAAAAAAAACAzhNQAAAAAAAAAgMwQUgMAAAAAAAAAMkNIDQAAAAAAAADIDCE1AAAAAAAAACAzhNQAAAAAAAAAgMwQUgMAAAAAAAAAMkNIDQAAAAAAAADIDCE1AAAAAAAAACAzhNQAAAAAAAAAgMwQUgMAAAAAAAAAMuOIyHoM02b7IUn3ZD2OjBwkaWPWgwD2E/MYRcA8Rt4xh1EEzGMUAfMYecccRhEwjw+sR0XE0nZ35DqkfiSzfXVEnJz1OID9wTxGETCPkXfMYRQB8xhFwDxG3jGHUQTM4+zQ7gMAAAAAAAAAkBlCagAAAAAAAABAZgip8+tTWQ8AmAHMYxQB8xh5xxxGETCPUQTMY+QdcxhFwDzOCD2pAQAAAAAAAACZoZIaAAAAAAAAAJAZQuocsn2m7Vts3277/KzHA0yG7btt/8b2r21fnW5bbPu7tm9LLxdlPU6gle2LbW+wfX3Lto7z1vafpMfmW2w/J5tRA/vqMI8vtH1/ekz+te3ntdzHPEZXsb3K9g9s32T7BtvvSrdzPEZujDOPOR4jF2z32f6F7WvTOfzn6XaOxciNceYxx+IuQLuPnLFdlnSrpDMk3SfpKkmviogbMx0YMAHbd0s6OSI2tmz7W0mbIuKi9AOXRRHx3qzGCIxm++mSdkj6fEQcl25rO29tP0bSpZKeJOkQSd+TdExE1DMaPiCp4zy+UNKOiPjgqH2Zx+g6tldIWhER19ieJ+mXkl4s6Q3ieIycGGcev1wcj5EDti1pICJ22K5K+omkd0k6WxyLkRPjzOMzxbE4c1RS58+TJN0eEXdGxKCkL0s6K+MxAdN1lqRL0uuXKHmhDnSNiLhC0qZRmzvN27MkfTki9kbEXZJuV3LMBjLVYR53wjxG14mIByLimvT6dkk3STpUHI+RI+PM406Yx+gqkdiR3qym/0Ici5Ej48zjTpjHs4iQOn8OlXRvy+37NP6LG6BbhKTv2P6l7XPTbcsj4gEpeeEuaVlmowMmr9O85fiMvHm77evSdiDNU3OZx+hqtg+XdIKkn4vjMXJq1DyWOB4jJ2yXbf9a0gZJ340IjsXInQ7zWOJYnDlC6vxxm230bEEenBoRJ0p6rqS3paefA0XC8Rl58glJR0k6XtIDkj6Ubmceo2vZnivpq5LOi4ht4+3aZhvzGF2hzTzmeIzciIh6RBwvaaWkJ9k+bpzdmcPoSh3mMcfiLkBInT/3SVrVcnulpHUZjQWYtIhYl15ukPQfSk6RWZ/252v26duQ3QiBSes0bzk+IzciYn36Ar0h6dMaOW2ReYyulPaN/KqkL0bEv6ebOR4jV9rNY47HyKOI2CLph0r6+HIsRi61zmOOxd2BkDp/rpK02vYRtnskvVLSZRmPCRiX7YF0gRjZHpD0bEnXK5m7r093e72kr2UzQmBKOs3byyS90nav7SMkrZb0iwzGB0yo+WYy9RIlx2SJeYwulC5y9FlJN0XEh1vu4niM3Og0jzkeIy9sL7W9ML3eL+lZkm4Wx2LkSKd5zLG4O1SyHgCmJiJqtt8u6duSypIujogbMh4WMJHlkv4jeW2uiqQvRcS3bF8l6d9snyNpraSXZThGYAzbl0o6TdJBtu+T9D5JF6nNvI2IG2z/m6QbJdUkvY1Vn9ENOszj02wfr+R0xbslvVliHqNrnSrptZJ+k/aQlKQ/Fcdj5EunefwqjsfIiRWSLrFdVlLw+G8R8XXbV4pjMfKj0zz+Asfi7DmCVioAAAAAAAAAgGzQ7gMAAAAAAAAAkBlCagAAAAAAAABAZgipAQAAAAAAAACZIaQGAAAAAAAAAGSGkBoAAAAAAAAAkBlCagAAADyi2XbWY8DU8DsDAAAoFkJqAAAAHBC2z7E9aPsntr9l+ze2w/ZV6e2f267bPi/d/1Lbl87yGJ8m6ZxR216cjrP5b4Pt/pb7q7Y/ZPti21+w/YdtHnfCfWaD7ZNtr7N9chbPPxNsL7D9Ntu/tv2GdPOzbL86y3EBAABg5lSyHgAAAAAKa66kF0bEtyUpDRj/WdKfRMT30m0vkHR0uv/PZnNwtl8paUVE/N2ou35P0h+13P5NROxuuf0FSVsi4vfSit4f2S5HxAemuM9seFDS99LLKbF9YkRcM/NDmrKqpO2SntDcEBHftf182x+JiPMyGxkAAABmBCE1AAAADpR7mgF1JxHxddtnpNc/PjvDkmyfIOmdkk4dtf0sSd+JiL/v8HXPkvQKSY+TpIgI25+R9Cnbn4+I9ZPZ54B9Y6NExH2SXjfVr7M9IOmDkk6f8UFNUURstP3TNtu/YfuFtt8SEZ/MYmwAAACYGbT7AAAAwAEREf85yf2+e4CH0s4nJX0mImLU9gskvdP2h20f1+brXitpl6QbWrb9QlKvkmB6svt0LdtzJX1F0pFZj6VFvcP2iyRdZHvxbA4GAAAAM4uQGgAAAJmz/Szb/2q72Rpkke232/6V7TfYfrXt22xvtf0ntsu2/9L2Rtvrbb+8zeN9NO1zfaPt99kupfedJulJkr416muOkHSnkoD5PEm/tP2eUUM9VdLGUeH2A+nlEyezz/58b7aXpN/X+2xflvbMbhemy/Yy239s+9b0e5btp9v+Z9vX2z7E9tds77T9fdvz0i/9fUlHSVpi+5PNftq2K7bPt/0R25c76Sn+2+l9j0/HtdH2ats32L7Z9uttb0nH+aaWsT3H9sO2XzvRY48nIu6WtFHSWyfaFwAAAN2LkBoAAADd4CFJT1NSbSwlfYh3Sjpe0rMlbZX0FCXB8v+V9FeSviNpjaRrJX3SdlkaDqFfFBHviohXKQldL5TUDJzPlrQpIta1DiAi7oqIl0XE8ZIeq6T6+QO2f7dlt4MlPTxq7NvTy2WT3Gfa35uk90u6PCL+PCJeJOnT6qySPtfqlm13KekBvkJJG5C3SXqZkrYeb0p/Dh+QdKWkhyPiLRHx4fRrP5k+93kRcbqkGyV93fbhkvYqqbxekj7ehZJ+rKQ39wXp11/RMo6bJH0pIr4wiceeyI2SXjKJ/QAAANClCKkBAACQuYi4VkmA2ry9QUnIKSU9or8eERslfS7d9q2IuCLd9lVJiyQtT++7QNJi2xfavlDSMyX9qOX+kyTdP8F4blISIP9a+y6iKCWV1q2aAfLgZPbZz+/tUEl/ZPtR6e0PSNrS4XtYJ+nno7bdq+TnvDMiLoqI+yLim0pC9TXtHkeS0rD45ZKe1/JzHZJ0laTVEXGLpF+lu/9DRHwlIt4UEQ1Jn03H+JaWhzxX0scn89idxtTibkkn2Ga9HQAAgJzihRwAAAC6RW2C25K0u822vellT3r5REnnRsSlHZ5nqcZWOo8REbtt/4Wk1se5V0lo3Gp+erlhCvtM93v7K0nfkHSb7X+V9Bfp4oidtHueRvqv1Y6W52jnJCVV2X/epo936+MqIra2boyInbY/LenNti9QEuaviohbp/DY49khyUqC/HE/fAAAAEB3opIaAAAARVOVdMrojbaXpld3afxAttUtSkLnpmuUtPNotTK9/MkU9pmWiGhWF/+NpLMkXWv79P15zEmqSuqT9ITRd7T8XMfzcUlzJJ2jZPHIf53Bx25qF8gDAAAgBwipAQAAUDTXSTrX9nCrCNtzJDV7S98racEkH+sUSX/fcvuzSlqJtC5WeKKSat7/msI+02L7dyJia0T8mZL2HHdJetf+PGYHoyuar0sv/6alP7ZsnyHpmAkfLGkz8u+S3iHpTEn/PVOPraRKfbeSBRQBAACQQ4TUAAAAmC1zRl2OVtFI7+bmbY3aVhp1KSWtHlr3+0tJ/ZKutP0+2++Q9E0lIakkXS7psNZAVJJsn2f747aXpbdPU7Kg4Ueb+0TE5UoC1v+V7lOW9EZJ/yftIT2pffbje3uN7RPT51kn6XtKFiHspN3zVNX+fUBrK8DtkpbZXm77JRFxo5Kf37MlXWH7bWkrlDdGxE9bx227r8NYPqJkccWft7b1mORjt/s+mo6WdGVE1Ds8LwAAALocITUAAAAOKNtV269UslieJJ1n+6Wj9nm1pBMkHW/71bZXSnpPeverbZ+SVia/Nd32FtuPt32qpNen295te2VEXCbpZZLWSzpf0msknR8Rt6f7fUVJpfDjRg11o6SXSrrD9uWSHq2kt/XoquKXKwlwP6akavpzEfHRye6zP9+bkrYYP7b9WdvvV9Li4n1qw/bRGlms8M22j7b9QkmnSzrE9tttL7P9ViULMv627Rel+386/fn9VNKD6bbXSPpY+nN5v6RVSn+nadXz2el+H7N9xOjxRMSVSkL1z7UZ7niPvULSu9P9Xmv7KS3foyUdL+nz7X4GAAAAyAdPb20SAAAAIL9sf0TSpoh4f9ZjwfTZfrKS0Pu4iKAnNQAAQE5RSQ0AAIBHoj9VUjl8SNYDwX55t6TXEFADAADkGyE1AAAAHnEiYpeSntHvtT0/6/Fg6my/S9KnIuLqrMcCAACA/UO7DwAAADxi2e6V9Jy0jzVywvZvSbonItZmPRYAAADsP0JqAAAAAAAAAEBmaPcBAAAAAAAAAMgMITUAAAAAAAAAIDOE1AAAAAAAAACAzBBSAwAAAAAAAAAyQ0gNAAAAAAAAAMjM/wdvtdOD1YU4HQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with open('G:\\\\test_data\\\\each_queueproxy_cpu_usage.txt', 'r') as f:\n", + " i = 0\n", + " plt.figure(figsize=(25,8)) \n", + " plt.title(\"CPU usage of each queue-proxy with time\")\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0]\n", + " x = range(0, len(list1) - 1)\n", + " l = [float(item) for item in list1[1:]] \n", + " plt.plot(x, l, color=mcolors.TABLEAU_COLORS[colors[i]], label=label, linewidth=1.5)\n", + " plt.ylabel(\"CPU usage(percentage)\", font1)\n", + " plt.xlabel(\"Time(500ms intervel)\", font1)\n", + " hl=plt.legend(loc='upper right', prop=font1, frameon=False)\n", + " i += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with open('G:\\\\test_data\\\\each_usercontainer_cpu_usage.txt', 'r') as f:\n", + " i = 0\n", + " plt.figure(figsize=(25,8)) \n", + " plt.title(\"CPU usage of each user-container with time\")\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0]\n", + " x = range(0, len(list1) - 1)\n", + " l = [float(item) for item in list1[1:]] \n", + " plt.plot(x, l, color=mcolors.TABLEAU_COLORS[colors[i]], label=label, linewidth=1.5)\n", + " plt.ylabel(\"CPU usage(percentage)\", font1)\n", + " plt.xlabel(\"Time(500ms intervel)\", font1)\n", + " hl=plt.legend(loc='upper right', prop=font1, frameon=False)\n", + " i += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "ename": "IndexError", + "evalue": "list index out of range", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 22\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlist1\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 23\u001b[0m \u001b[0ml\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mitem\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mlist1\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 24\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ml\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmcolors\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTABLEAU_COLORS\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcolors\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlinewidth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1.2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 25\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Confidence\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfont1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 26\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Time(1s intervel)\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mIndexError\u001b[0m: list index out of range" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def file_name(file_dir, key_words):\n", + " L=[]\n", + " for root, dirs, files in os.walk(file_dir):\n", + " for file in files:\n", + " if file.find(key_words) >= 0:\n", + " L.append(file)\n", + " return L\n", + "\n", + "path = \"G:\\\\test_data\\\\\"\n", + "files = file_name(path, \"confidence_lb.txt\")\n", + "n = len(files)\n", + "\n", + "for i in range(n):\n", + " with open(path+files[i], 'r') as f:\n", + " plt.figure(figsize=(20,8)) \n", + " plt.title(\"LB-\" + str(i+1)+ \" Confidence\")\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0].split(\":\")\n", + " label = label[0]\n", + " x = range(0, len(list1) - 1)\n", + " l = [int(item) for item in list1[1:]] \n", + " plt.plot(x, l, color=mcolors.TABLEAU_COLORS[colors[i]], label=label, linewidth=1.2)\n", + " plt.ylabel(\"Confidence\", font1)\n", + " plt.xlabel(\"Time(1s intervel)\")\n", + " hl=plt.legend(loc='upper right', prop=font1, frameon=False)\n", + " i += 1\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "path = \"G:\\\\test_data\\\\\"\n", + "files = file_name(path, \"srate_lb.txt\")\n", + "n = len(files)\n", + "for i in range(n):\n", + " with open(path+files[i], 'r') as f:\n", + " min_seg = 512\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0].split(\":\")\n", + " label = label[0]\n", + " last_seg_ip = label.split(\".\")[-1]\n", + " if min_seg > int(last_seg_ip):\n", + " min_seg = int(last_seg_ip)\n", + " \n", + " with open(path+files[i], 'r') as f:\n", + " plt.figure(figsize=(20,8)) \n", + " plt.title(\"LB-\" + str(i+1)+ \" Service Rate\")\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0].split(\":\")\n", + " label = label[0]\n", + " last_seg_ip = label.split(\".\")[-1]\n", + " #color_idx = int(last_seg_ip) - min_seg\n", + " color_idx = color_idx % 10\n", + " x = range(0, len(list1) - 1)\n", + " l = [int(item) for item in list1[1:]] \n", + " plt.plot(x, l, color=mcolors.TABLEAU_COLORS[colors[color_idx]], label=label, linewidth=1.4)\n", + " color_idx = color_idx + 1\n", + " plt.ylabel(\"RPS\", font1)\n", + " plt.xlabel(\"Time(1s intervel)\")\n", + " y_major_locator=MultipleLocator(2)\n", + " #plt.ylim((0, 80)) \n", + " ax = plt.gca()\n", + " ax.yaxis.set_major_locator(y_major_locator)\n", + " hl=plt.legend(loc='upper right', prop=font1, frameon=False)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "path = \"G:\\\\test_data\\\\\"\n", + "files = file_name(path, \"log_qlen.txt\")\n", + "n = len(files)\n", + "for i in range(n):\n", + " with open(path+files[i], 'r') as f:\n", + " plt.figure(figsize=(20,8)) \n", + " plt.title(\"LB-\" + str(i+1)+ \" QueueLength\")\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0].split(\":\")\n", + " label = label[0]\n", + " if label != \"10.244.1.16\":\n", + " continue\n", + " x = range(0, len(list1) - 1)\n", + " l = [int(item) for item in list1[1:]] \n", + " plt.plot(x, l, color=mcolors.TABLEAU_COLORS[colors[i]], label=label, linewidth=1.4)\n", + " plt.ylabel(\"Queuelength\", font1)\n", + " plt.xlabel(\"Time\")\n", + " #hl=plt.legend(loc='upper right', prop=font1, frameon=False)\n", + " hl=plt.legend(loc=2, prop=font1, frameon=False, bbox_to_anchor=(1.0,1.0),borderaxespad = 0.3)\n", + " i += 1\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "path = \"G:\\\\test_data\\\\\"\n", + "files = file_name(path, \"log_confidence.txt\")\n", + "n = len(files)\n", + "for i in range(n):\n", + " with open(path+files[i], 'r') as f:\n", + " plt.figure(figsize=(20,8)) \n", + " plt.title(\"LB-\" + str(i+1)+ \" Confidence\")\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0].split(\":\")\n", + " label = label[0]\n", + " x = range(0, len(list1) - 1)\n", + " l = [int(item) for item in list1[1:]] \n", + " plt.plot(x, l, color=mcolors.TABLEAU_COLORS[colors[i]], label=label, linewidth=1.4)\n", + " plt.ylabel(\"Confidence\", font1)\n", + " plt.xlabel(\"Time\")\n", + " #hl=plt.legend(loc='upper right', prop=font1, frameon=False)\n", + " hl=plt.legend(loc=2, prop=font1, frameon=False, bbox_to_anchor=(1.0,1.0),borderaxespad = 0.3)\n", + " i += 1\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "path = \"G:\\\\test_data\\\\\"\n", + "files = file_name(path, \"log_d_rate.txt\")\n", + "n = len(files)\n", + "for i in range(n):\n", + " with open(path+files[i], 'r') as f:\n", + " plt.figure(figsize=(20,8)) \n", + " plt.title(\"LB-\" + str(i+1)+ \" Departure rate\")\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " list1 = line.split(\" \")\n", + " label = list1[0].split(\":\")\n", + " label = label[0]\n", + " if label != \"10.244.1.16\" and label != \"10.244.1.15\":\n", + " continue\n", + " x = range(0, len(list1) - 1)\n", + " l = [float(item) for item in list1[1:]] \n", + " plt.plot(x, l, color=mcolors.TABLEAU_COLORS[colors[i]], label=label, linewidth=1.4)\n", + " plt.ylabel(\"Departure rate\", font1)\n", + " plt.xlabel(\"Time\")\n", + " y_major_locator=MultipleLocator(10)\n", + " ax = plt.gca()\n", + " ax.yaxis.set_major_locator(y_major_locator)\n", + " #hl=plt.legend(loc='upper right', prop=font1, frameon=False)\n", + " hl=plt.legend(loc=2, prop=font1, frameon=False, bbox_to_anchor=(1.0,1.0),borderaxespad = 0.3)\n", + " i += 1\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "plt.style.use(\"ggplot\")\n", + "\n", + "# pass one or more log files\n", + "FILE_NAME = [\"G:\\\\test_data\\\\1_lb.txt\", \"G:\\\\test_data\\\\2_lb.txt\", \"G:\\\\test_data\\\\4_lb.txt\", \"G:\\\\test_data\\\\6_lb.txt\", \"G:\\\\test_data\\\\8_lb.txt\"]\n", + "#FILE_NAME = [\"G:\\\\test_data\\\\wfq1.txt\", \"G:\\\\test_data\\\\wfq2.txt\", \"G:\\\\test_data\\\\wfq3.txt\", \"G:\\\\test_data\\\\wfq4.txt\"]\n", + "#FILE_NAME = [\"G:\\\\test_data\\\\least_conn.txt\", \"G:\\\\test_data\\\\wfq.txt\"]\n", + "#FILE_NAME = [\"G:\\\\test_data\\\\wfq.txt\"]\n", + "\n", + "parser = argparse.ArgumentParser()\n", + "parser.add_argument(\"-f\", \"--format\", default=\"png\",\n", + " help=\"Output format of the chart\")\n", + "\n", + "args = parser.parse_args()\n", + "\n", + "\n", + "def plot_pdf(distributions, name, output_format=\"png\") -> None:\n", + " plt.figure(figsize=(20,8))\n", + " # log_normalized_distributions = [np.log(val) for val in distributions]\n", + " for dist in distributions:\n", + " plt.title(name)\n", + " plt.tick_params(axis=\"both\", labelsize=15)\n", + " plt.xlabel(\"Response Time in ms\", size=20)\n", + " #plt.xticks(ticks = np.arange(0, max(dist), 20))\n", + " plt.title(name, size=20)\n", + " plt.hist(dist, bins='auto', density=True)\n", + " #hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['least_conn','wfq'])\n", + " hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['wfq'])\n", + " plt.show()\n", + " \n", + " #plt.savefig(name+\".\"+output_format)\n", + "\n", + "\n", + "def plot_cdf(distributions, name, output_format=\"png\") -> None:\n", + " plt.figure(figsize=(20,8))\n", + " i = 0\n", + " for dist in distributions:\n", + " plt.title(name)\n", + " plt.tick_params(axis=\"both\", labelsize=15)\n", + " plt.xlabel(\"Response Time in ms\", size=20)\n", + " plt.xticks(ticks = np.arange(0, max(dist), 5000))\n", + " plt.ylabel(\"Percentile\", size=20)\n", + " plt.title(name, size=20)\n", + " plt.hist(dist, bins='auto', cumulative=True,\n", + " density=True, histtype='step', linewidth=2.0, color=mcolors.TABLEAU_COLORS[colors[i]])\n", + " i = i+1\n", + " hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['1-LB','2-LBs', '4-LBs', '6-LBs','8-LBs'])\n", + " #hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['least_conn','wfq'])\n", + " #hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['wfq'])\n", + " plt.show()\n", + " #plt.savefig(name+\".\"+output_format)\n", + "\n", + "\n", + "if __name__ == \"__main__\":\n", + " distributions = []\n", + "\n", + " for file in FILE_NAME:\n", + " with open(file, 'r') as f:\n", + " latency_values = []\n", + " for line in f:\n", + " line = line.strip()\n", + " if re.search(re.compile(\"MULogs:.*elapsed.*time\", re.IGNORECASE), line):\n", + " tokens = line.split(\":\")\n", + " if len(tokens) == 0:\n", + " break\n", + " value = float(tokens[-1])\n", + " latency_values.append(value)\n", + " distributions.append(latency_values)\n", + "\n", + " plot_pdf(distributions, name=\"PDF\", output_format=args.format)\n", + " plot_cdf(distributions, name=\"The total latency distribution\", output_format=args.format)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1194726.5\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1029676.5\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1108871.5\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1482425.0\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use(\"ggplot\")\n", + "\n", + "# pass one or more log files\n", + "FILE_NAME = [\"G:\\\\test_data\\\\1_lb.txt\", \"G:\\\\test_data\\\\2_lb.txt\", \"G:\\\\test_data\\\\4_lb.txt\", \"G:\\\\test_data\\\\6_lb.txt\", \"G:\\\\test_data\\\\8_lb.txt\"]\n", + "#FILE_NAME = [\"G:\\\\test_data\\\\wfq1.txt\", \"G:\\\\test_data\\\\wfq2.txt\", \"G:\\\\test_data\\\\wfq3.txt\", \"G:\\\\test_data\\\\wfq4.txt\"]\n", + "#FILE_NAME = [\"G:\\\\test_data\\\\least_conn.txt\", \"G:\\\\test_data\\\\wfq.txt\"]\n", + "#FILE_NAME = [\"G:\\\\test_data\\\\wfq.txt\"]\n", + "\n", + "parser = argparse.ArgumentParser()\n", + "parser.add_argument(\"-f\", \"--format\", default=\"png\",\n", + " help=\"Output format of the chart\")\n", + "\n", + "args = parser.parse_args()\n", + "\n", + "\n", + "def plot_pdf(distributions, name, output_format=\"png\") -> None:\n", + " plt.figure(figsize=(20,8))\n", + " # log_normalized_distributions = [np.log(val) for val in distributions]\n", + " for dist in distributions:\n", + " plt.title(name)\n", + " plt.tick_params(axis=\"both\", labelsize=15)\n", + " plt.xlabel(\"Response Time in ms\", size=20)\n", + " #plt.xticks(ticks = np.arange(0, max(dist), 20))\n", + " plt.title(name, size=20)\n", + " plt.hist(dist, bins='auto', density=True)\n", + " #hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['least_conn','wfq'])\n", + " hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['wfq'])\n", + " plt.show()\n", + " \n", + " #plt.savefig(name+\".\"+output_format)\n", + "\n", + "def fix_hist_step_vertical_line_at_end(ax):\n", + " axpolygons = [poly for poly in ax.get_children() if isinstance(poly, mpl.patches.Polygon)]\n", + " for poly in axpolygons:\n", + " poly.set_xy(poly.get_xy()[:-1])\n", + " \n", + "def plot_cdf(distributions, name, output_format=\"png\") -> None:\n", + " #plt.figure(figsize=(20,8))\n", + " i = 0\n", + " for dist in distributions:\n", + " #plt.title(name)\n", + " #plt.tick_params(axis=\"both\", labelsize=15)\n", + " #plt.xlabel(\"Response Time in ms\", size=20)\n", + " #plt.xticks(ticks = np.arange(0, max(dist), interval))\n", + " #plt.ylabel(\"Percentile\", size=20)\n", + " #plt.title(name, size=20)\n", + " #get 50% precentile value\n", + " a = np.array(dist)\n", + " p = np.percentile(a, 50)\n", + " fig, ax = plt.subplots()\n", + " ax.axvline(x=p,color='red', linestyle='--')\n", + " ax.axhline(y=0.5, color='red',linestyle='--')\n", + " print(p)\n", + " ax.annotate(str(p), xy=(p,0.5))\n", + " ax.set_title(name)\n", + " ax.set_xlabel('Latency(us)')\n", + " ax.set_ylabel('CDF')\n", + " plt.hist(dist, bins=1000, cumulative=True,\n", + " density=True, histtype='step', linewidth=2.0, color=mcolors.TABLEAU_COLORS[colors[i]])\n", + " i = i+1\n", + " #hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['1-LB','2-LBs', '4-LBs', '6-LBs','8-LBs'])\n", + " #hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['least_conn','wfq'])\n", + " #hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['wfq']) \n", + " fix_hist_step_vertical_line_at_end(ax)\n", + " plt.show()\n", + " #plt.savefig(name+\".\"+output_format)\n", + "\n", + "if __name__ == \"__main__\":\n", + " import json\n", + " f.close()\n", + " f = open('G:\\\\test_data\\\\edf_total_time.txt', 'r')\n", + " js = f.read()\n", + " f.close()\n", + " distributions = json.loads(js)\n", + " for key, value in distributions.items():\n", + " dict_i = []\n", + " dict_i.append(value)\n", + " func_name = \"\"\n", + " if key == \"cifar10_2\":\n", + " func_name = \"305k\"\n", + " elif key == \"cifar10_4\":\n", + " func_name = \"40k\"\n", + " elif key == \"cifar10_3\":\n", + " func_name = \"5k\"\n", + " elif key == \"cifar10_1\":\n", + " func_name = \"105k\"\n", + " name = \"The total latency distribution\" + \"(\" + key + \")\" + \" \" + func_name\n", + " plot_cdf(dict_i, name=name, output_format=args.format)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SRSF\n", + "EDF\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SRSF\n", + "EDF\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEaCAYAAAD+E0veAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABJT0lEQVR4nO3deVxU9f4/8Nc5M8zGzrAJKCLgjiu54B64lZq3Usu6t9SyMn/anpalpZbXrtc0Nb1q6DXv11tdtcwyI01xDVFccGNTUZBl2BmGWc7n9wc6MbINCjMD5/18PHgM58znnHnPh+G85/M5n/M5HGOMgRBCCAHA2zsAQgghjoOSAiGEEDNKCoQQQswoKRBCCDGjpEAIIcSMkgIhhBAzSgp1aN++PZYsWWLvMJrEli1bIJVK6y3z/PPPIyYmxkYRORaO4/D111/XudyUhg8fjhdeeKHO5abWnJ/jU6dOoU2bNigvL7eqfG2fw99//x3du3eHk5MThg8f3gxR2p7JZELXrl3x448/Nsn+bP2/KbqkwHFcvT/t27dv1tc/cuQIOI7DtWvXGr1tWFgYFi1a1OQx3S9Hi6epZGdn48knn7Sq7Ndffw2O46ze986dO/HPf/7zfkOr0wsvvFDrQTUhIQGvv/56k78eALz++ut455134OzsbFX5KVOm4NatWxbrXnnlFfTp0wfp6enYuXPnA8WTnJyMSZMmITw8HDzP15lsr169itGjR0OlUsHb2xsvv/yy1YkNAJ599lmEhoZCqVRCrVZj5MiROH78uPl5iUSCRYsW4c0334QgCPXua9GiRbUeh1JTU62Op6mJLilkZ2ebf77//nsAwB9//GFel5CQYOcIib35+/tDoVA06T71ej0AwMvLC25ubk267/r4+PhYfdBujFOnTiEhIQHPPfec1dsolUr4+flZrEtJScHIkSPRtm1beHl53VcsgiDAZDJBq9WiXbt2+PDDD9GzZ89ay5aVlSE6OhpSqRTHjh3DN998g3379mHGjBlWv96AAQOwZcsWXLp0CQcPHkRQUBBGjhxpkfD+8pe/QKPR4Keffmpwf+3bt7c4LmVnZyMkJMTqeJocE7H4+HgGgGVkZNR4Ljg4mH3wwQdszpw5zNPTk/n6+rI333yTGY1Gi3KrV69mnTp1YnK5nIWFhbElS5Ywg8FQ6+tlZGQwABY/w4YNY4wxJggC++yzz1hISAhzcnJiHTp0YCtXrjRvO2zYsBrbZmRkMEEQ2AsvvMA6dOjAFAoFCwkJYfPnz2c6nc68bWxsLJNIJPXWxXPPPceio6PNy4mJiWzMmDHMx8eHOTs7s8jISPbzzz83GA9jjKWkpLDHH3+cubu7Mw8PDzZy5Eh27ty5GvEcOXKE9e7dmymVShYZGclOnTplEVNqaip78sknmaenJ1MqlSwiIoLt2bOHlZSUMBcXF7Z9+/Ya9ctxHDt48GCd7/PAgQMsIiKCyeVyFhERwQ4cOMAAsG3btpnL3Lu8ceNG1rlzZyaXy5mXlxcbMmQIy8zMZAcPHqxRB88995y5fqZPn84WLFjA/P39mbe3t3n9jBkzLOpx2rRp7N1332VqtZq5urqyGTNmMK1Wa1Gm+jaMMbZ48WIWHBzMGGNs4cKFNeKIjY1ljFV9jhcvXmzerqSkhM2cOZN5e3szuVzO+vbty3755ReLOgTA/vvf/7Jx48YxpVLJQkJC2L///W+L1587dy4bOXJkjfo9deoUGz16NHN1dWXOzs7soYceYidOnGCMWX4Oa6u72NhYqz7PCxcuZKGhoWzHjh2sU6dOTCKRsPPnz1vEUVudMcbYhg0bmEKhYEVFReZ1P/74IwPA0tPTa5S3RlFREQPAdu/ebbH+b3/7G5syZUq92959L/W593/z2rVrrHPnzmzSpEkW9dJURNdSaIwvvvgCbdq0wcmTJ7F69Wp8/vnn+Pe//21+ftGiRfjHP/6BTz/9FJcuXcKqVauwYcMGfPTRR7Xur23btjVaJ3ebzOvWrcMHH3yAefPmITk5GW+//TbmzZuHzZs3A6jqdmjfvj3efPNN87eJtm3bgjEGPz8//Oc//8GlS5fw+eefIzY2Fp988skDvfeSkhI89dRT+P3333H69GmMHj0aEyZMwNWrV+uNJycnB4MHD4avry/i4+Nx4sQJdOrUCcOHD0deXp55/4IgYP78+Vi1ahVOnz4NT09PTJ48GUajEQBw+/ZtREVFobCwED/88APOnz+PxYsXg+d5uLq6YurUqdi4caNFzJs3b0ZYWBiGDRtW63vKysrCuHHj0LdvX5w+fRorVqzA3Llz662HxMREvPzyy5g/fz6uXLmC33//HX/7298AAFFRUVizZg2AP1ugq1atMm/7zTffIC8vD7/99hsOHDhQ52t899130Gg0iI+Px/bt2/HDDz/g3XffrTeu6t566y1MnToVAwcONMcxZcqUWstOnz4dv/zyC77++mucOXMGgwYNwrhx43D58mWLcvPmzcNf//pXnDt3DpMnT8a0adOQkpJifv7QoUPo16+fxTbJyckYOnQoPD09ceDAAZw5cwavv/56rV0oUVFRyM7OBgCsWbPGHLO1n+esrCysW7cOW7ZswcWLFxEcHGxVXR09ehQDBw6Eu7u7ed2oUaPA8zyOHj1q1T6q0+l0WLduHVxcXPDQQw9ZPNe/f38cPHiwwX3cvHkTQUFBCAoKwtixY3Hs2LE6y549exYDBw7EyJEjsWPHDsjl8kbH3KAmTzMtSEMthfHjx1usGz16NHvqqacYY4yVl5czpVJp8e2ZMca2bt3K3N3dG/2aQUFB7O2337ZY99prr7GQkBDzcmhoKFu4cGGD7+uf//wnCwsLMy/fT0uhNj169GBLliypN56FCxey/v37W6wTBMGi5RMbG8sAsMTERHOZ48ePMwDs8uXLjDHGFixYwPz8/FhZWVmtsSQmJjIA7OrVq4wxxoxGIwsKCmLLly+vM/7333+ftWvXzqIlt2fPnnpbCjt37mRubm6suLi41n1u27aN1fZvNGzYMBYeHs5MJlON9fe2FIKDgy1aoBs2bGAymcz83htqKTDG2IwZM8ytzuqqtxRSUlIYALZ3716LMr1792bTpk1jjP3ZUlixYoX5eYPBwJydndn69evN69zd3dm6dess9vPss8+yHj161HjPd9X2Oby37mtz7+d54cKFjOM4dv369Tq3qaulMHLkSPb000/XWO/t7V3vZ+dea9euZc7OzozjOBYYGGhuDVX3/fffMwB1foYZY+ynn35i//3vf9nZs2fZ4cOH2dNPP814nmf79+83l7n7v3ngwAHm7u7OPvnkE6vjvB/1D0kRuV69elksBwYGIiMjA0DVt6KKigo88cQTFicaTSYTdDod8vLy4OPjY9XrlJSU4ObNmxg6dKjF+mHDhmHVqlXQarVQqVR1br9x40Zs2rQJ165dQ3l5OYxGY4MnuBqSl5eHhQsX4sCBA7h9+zaMRiN0Oh2uX79e73YJCQlITEyEi4uLxfqKigqLb5ocx1n0+wYGBgIAcnJy0KlTJyQmJiIqKqrO/vA+ffogMjISmzZtwt///nf8/PPPyMnJqbeP++LFi+jXr5/FCJjBgwfX+35GjhyJDh06ICQkBCNHjsTDDz+Mxx9/HN7e3vVuBwB9+/YFzzfcGO/Xrx8kEol5edCgQdDr9UhLS0OPHj0a3N5aFy9eBIAan7OhQ4danCgFLD/7UqkUfn5+yMnJMa+rqKiocd4lMTERY8aMseo918eaz7Ofnx/atWv3QK9zr8YMGHjmmWcwatQo5Obm4l//+hcmTZqEI0eOWMR0t34qKirq/ByPHTvWYnnIkCG4desWPvvsM4wcOdK8/vz58xgzZgxWrFiB2bNnN+ZtNRp1H9VDJpNZLHMcZ/5w3n389ttvkZSUZP45f/48UlJS7uuk2b0fSmbFBLbffvstXn31VUyZMgU//fQTzpw5gw8//BAGg6HRr1/d888/j/j4eCxfvhzx8fFISkpCr169zCdM6yIIAqKjoy3qJCkpCVeuXLEYqcTzvMWB8O57r/7P39A/6csvv4wtW7bAYDBg06ZNmDhxInx9fesszxirsc+GXsPFxQWnTp3Crl270LFjR6xfvx5hYWFITEysdzsA932C996/O8/zNdY96N/33te7tx7q++wDVSewCwoKauyrMQfW2lj7eb7fum3Tpg1u375tsc5gMKCgoAD+/v5W78fd3R1hYWGIiorCli1boFKpsG7dOosyBQUFkEgkjT4WDBw4sMboxHbt2qFXr174+uuvUVxc3Kj9NRYlhfvUrVs3KBQKpKenIywsrMZP9QNedXf/2Uwmk3mdm5sbgoKCcOjQIYuyhw8fRkhIiLmVIJPJLLa7W6Z3795444030LdvX4SHh9/XcNd7HT58GLNmzcKECRMQERGBNm3aID09vcZ7uTeeyMhIJCcnIzAwsEadWNtyAqq+ZR89erTeoYJPPfUUdDodNmzYgL179+LFF1+sd5/dunXDyZMnLWI+cuRIg7FIJBIMHToUH3/8MRITE9GmTRv85z//AVD737OxEhISLLY/fvw4ZDIZQkNDAQC+vr7Iysqy2Ob06dMWy7X9Le7VrVs3AFV/2+ri4+PNz1mrT58+SE5OtljXt29fxMXFPVArtbk+z3cNGjQIx48fR0lJiXndr7/+CkEQMGjQoPveryAIqKystFh3/vx59O7du9EtpzNnzqBt27YW69zd3fHrr79CIpEgJiYGhYWF9x1rQygp3CcXFxe89957eO+997BmzRpcuXIFycnJ2LFjR70nCYODg8HzPH766Sfk5uaas/78+fPxxRdfYOPGjUhJScGGDRvw5Zdf4r333jNvGxISgqNHj+LGjRvIz8+HIAjo1KkTzp8/j++//x5paWlYtWrVA4/3BoBOnTph+/btOH/+PJKSkvD000/XOOjUFs/s2bNhMpkwceJExMfH49q1azhy5Ajef//9ek+g3WvWrFkQBAGPPfYYjh49ioyMDPz444/4+eefzWWcnZ3x7LPP4s0330S7du0avMDnlVdeQV5eHmbOnIlLly7ht99+w/vvv1/vNt9//z1WrlyJxMRE3LhxA7t370ZmZia6du1qrgMA+OGHH5CXl4eysjKr3+NdGo0Gr776Ki5duoS9e/figw8+wIsvvmj+NhwTE4O4uDh88803SE1NxbJlyxAfH2+xj5CQEFy+fBnJycnIz8+vcYACgNDQUEyaNAmzZs3CL7/8gsuXL2Pu3Lm4cOEC3n777UbF/Mgjj9RILu+88w5SUlLwzDPP4NSpU0hLS8O3335bo2uqPg/yedbr9eaWaVlZGQoKCpCUlGTuNgOAqVOnwtvbG1OnTsXZs2dx8OBBc8vEmmGgFy5cwGeffWb+PCQkJGD69OnIyMjA1KlTLcr+/vvvePTRR+vd3xtvvIEDBw4gPT0dSUlJePXVV/Hrr7/itddeq1HWzc0Nv/zyC1QqFR5++GFoNBqr6qXRmvWMhYNr6ERz9aF8jNV+Mm/Tpk2sZ8+eTC6XMw8PD9avX78aJ+Du9fe//50FBAQwnucthqQuX76ctW/fnkmlUhYSEmIxJJUxxhISElifPn2YQqEwx63X69nMmTOZp6cnc3V1ZU8//TT74osvLE5+3s+J5nPnzrGBAwcyhULBgoOD2dq1a1l0dLR5yGVd8TBWNWRu6tSpzNvbm8lkMtauXTv2zDPPmIf81RZPZmYmA2AxnPTKlSts4sSJzM3NjSmVStajR48aJ0mTkpIYAKtPvsXFxbHu3bszmUzGunXrxn777bd6TzQfOnSIjRgxwjyEMywsjH366adMEARz+blz5zJfX1/GcZzFkNTaTnTWNST1rbfeYl5eXszFxYVNmzaNlZeXm8vo9Xo2d+5c5uPjw9zd3dmsWbPYBx98YHGiWaPRsLFjxzI3N7d6h6QWFxebh6TKZLI6h6TGx8dbxH3voIKSkhLm6urKjh49alHu5MmTLDo6mqlUKubi4sL69evHTp48yRiz7kSzNZ/nuoZx1jbkG4BFPTHG2OXLl9nIkSOZUqlkXl5ebObMmfWeDK4uJSWFjRo1ivn6+jInJycWEBDAHnvsMXb8+HGLcmlpaUwqlbIbN27Uu7+nnnqKBQYGMplMxnx8fFh0dDT77bffLMrc+79ZXl7OoqOjWUREBMvJybEq7sbgGKM7r5GW66effsLEiRNx48aNRvUJkwe3ePFiJCYmYvfu3fYOxeHMmjULjDF8+eWX9g6l0aj7iLRIWq0Wly9fxscff4ypU6dSQrCDt99+G3379m3UFBFiIAgCgoKCsHjxYnuHcl+opUBapEWLFmHJkiXo168fdu/eXe+oI0KsNXbs2Brna+4aMmSIxTmt1oqSAiGE3HHr1i1UVFTU+pxSqTRfT9OaUVIghBBiRucUCCGEmLX4aS7uvainNt7e3sjPz7dBNC0H1UmV83nnMWb3GOybuA8juoygOqmGPiM1tZY6CQgIqPM5aikQUQt2D8b7/d5HsLt1s2wS0tq1+JYCIQ/CTeaGWT1n2TsMQhwGtRSIqF0pvIIOX3XAlcIr9g6FEIdALQUianqjHpWmSuiN9c/+SloHxhh0Oh0EQbivGV1zcnJqnVfKETHGwPM8FApFo94rJQVCiGjodDo4OTlZ3FOjMaRSaZ0zIDuiu/dBUSqVVm9D3UeEENEQBOG+E0JLJJVKGz2VuU1qZ926dTh9+jTc3d2xYsWKGs8zxhAbG4szZ85ALpdj1qxZ6NChgy1CIyLnJndDe7f2cJO72TsUYgMPehOglqix79kmSWH48OEYM2YM1q5dW+vzZ86cwe3bt7F69WqkpKRg06ZND3zjeUKsEewWjKNTGn/DdtI6lFWaUGGw/pu0VCrAaKz7ZkZKJx4u8pbTvVQbmySFrl27Ijc3t87nT506haFDh4LjOHTs2BHl5eUoLCyEp6enLcIjdsAZK8Dpy6seDdqqR6MOnEEL3qitWmfQgjOUgzNVgjNWVj2aDIBgAJgJnGCq9mgEmHDndwHm6fRZ1Q8H9ud6BgACwBhuC5V4qTQN/3IJgdRJCR+DvpZt6zho3M8MMXVu08B69ucNAsCY5WO13bJqC38+V33fzLLsnxvVWKfjOPzu+yLOug6HwKr2IzBAuPPIGGBizOLxz+dqlhXuWSfcUxeMweL9sHve+934mGXgNbar9k4t3itjwN96eSC8TdU3Z63ehDd+SEdZ5f3fNe9eLnIJ/jG+A1SyuhPDto3rEPfTD+AlEvA8jzcXLMaGVcuhycuDTC6H1MkJb3+4FOGdq27ktHfXt/j261hwHAcmCHjh/72BsWPG4JMF7+DkyRNwdXUFUHUnwhkzZjzwe3CIzrWCggKLG6Gr1WoUFBTUmhTi4uIQFxcHAFi2bJlVN1CXSqVWlROTZq2T8nxw+VfAFWcCxZngiq6BK8kCV5YDaPOByjJwguU9dxnHA05KQOYCOKnApEpA7grIVH8uy+QArwSkMoCXApwE4CUALwW7+zvHVz2Cq/r9btOZ4++s4yx+zynJxL7jS3C763gEeoWBE4QaZcz7qlXtTXMBgM5ggtZgQoW+6ttopdEEvVGAzshQaTChwmBCpUGAzlj1XIWBwWASYDAxGAUBlUYBBqOAShOD3ihAqCVvsGqvL+EACc+B5znwHA+eB6Q8B57jwHOAhOerngMHCX+nLMeB5wGe48BxPHgOd9ZxkPAcbjqFQStIwHFV2/AcByn357bcnfKSavu5+3rmx2oxcHfL3vnd/Oe5W5vV1lUt333esmz19XdXctW2ubue4yz33VZRCW9XOQBAU25AWaUJa58Ih5fKqf6/rRU9MIVaA2Z9dxXuKhm8nWvbH3AmMRGnjv6OH3/+BTK5HAUFBTAY9JBJeHz+xRpE9OiJ/33zX3z1xWfY8vX/4XZ2Fv7vq/XY/ePPcHVzQ3l5OQoKNHBTOoHnOSxcuBDjx4+vNy65XN6o/3WHSAq1zclXVz9YTEyMxW0XrbnkvLVcmt6UmqxOjDo4aS5BlnMW8qyTcMo9B4muAEwig9E1CCaXAJjcgmDy6wdTiA8EpRqCkwuYzBmCzBVMqgRzUgG8E1DH37w5FeSdr3r0HQRjLdNcMMZQWmlCbpkBBVoDiiqMKNGZUFppQonOiNLKqt8rDCbz+lKdCeV6k8V3f5UTD6UTD7mUh7NMAmeZBC5yHiqZBM4qCVROVb8rnXi4SDjIJDxkUg4qJwnkUg4qmQQKadX2MgkHqYSDk4SDE89DylcdsJu6v7w1/t9otUaoZFUJXqevegxyl8PHpfaD+L2kUimMRmOtz6mknPnR2an2v0VJQS681V7wdFEAAJz91ACqkqzyznZR/SPx1cb1cHbioC0ugKuLM3w8XCCRcHD2cIGvhwuAqs+myWSqM567Kisra/wd65vmwiGSglqttghao9FQ15GjYQIkxdchyzkDaVE6pEXXIC25DmnRNQCAQd0Rev++0IZPgEHdGSa3dne+sTu2CkNV18HJGyVI11xDlqYE2aWVyC7WI6/cAI3WANOd3iNnGQ8PpRTuCilc5BK4yCRwV0rh7ewEZ1nVgd1DKYWrouo5N4UUrnIJnOUSSHnxneAkNQ0bNgwrV67E4MGDMWTIEEyYMAEDBw60KHPw4EGMHj0aQFXXu4+PDwYMGIDBgwdj7NixGDVqlLnskiVLsGrVKgDA6tWr0aVLlweO0SGSQmRkJPbt24dBgwYhJSUFKpWKkoIjYAKc8i5AmfYzlOn7ICm/DaN7exg8Q2H0CEFl8HAYPENhUHcBpAp7R1srxhg0WiMyNBW4VaJHhkaHawU63C7VQ1NuQKEhBVAA3yTloYt3HpQShjZuMnTzc4aPixN8XGTwVEqhdpZC6eT4SY44NmdnZ+zbtw8nT57EsWPH8Morr2D+/PkAgNmzZ0Or1UIQBOzbtw8AIJFIsH37diQlJeHIkSP46KOPcP78ebz55psAgAULFmDcuHFNGqNNksLnn3+OixcvorS0FC+//DImT55sbvKMGjUKvXv3xunTpzFnzhzIZDLMmkVz0diTpPg6VCl7oLy6E5LyXOj9+6Ck72xUthsGQeXY52aKK4w4fr0EqfkVuJqnRfJtLSoMAlROPALcZQj2VKBngDMecfeCt7MTvFQdEeD+BORSvlV2lxDHI5FIEBUVhaioKHTu3BnffvstAGDNmjXo2rUrPvnkE7z//vvYtGkTgKpuwd69e6N3794YOnQo3njjDXNSaA42SQqvvfZavc9zHIcXXnjBFqGQ2jAGaXEGFOn7obj+G2R5F6D37oqyXjNR0WEMmMLD3hHWSas34cLtciRmliHxZiku52rh7eyETr4q9AxwwZRevuigVsDfVVZrn7veqMeVwmR08uxkh+iJIyjQGhoudEd9Q1Kt2U9qaip4njdfh5WcnIygoCBcuVI195aTkxPeeecdc6+Jq6sr8vLyEBERYS7f3Hd/c4juI2IHhdeguvA95LeOQX47EXxlMQxeHVHRYSwKH/4HTA46lbTAGK7mVeDE9RIk3ChF8u1ySHgOPdo4Y2ioO94e0RbhPkrwVp50vVJ4xXw/hQD/uk++kdZH6cTDXSHBtB1NNxmiu6JqsEBdtFotFixYgJKSEkilUrRv3x7Lly/HzJkz/4xLqcTMmTOxfv16vP766/j444+Rk5MDuVwOtVqNZcuWNVm8tWnxt+Okm+xYT1J6C4prcVCm/QxZ7lkYPMNQGdAflUGDYPDpDkHlY+8Qa8UYQ7pGhwOpRdh7UYO8MgO6+qnQP9gNfYNcEBHgct8ncukmO3Vrjf83Wq0WKpXKvNz4i9ckLe7itXvfM9ACRh+RZsIYpEVpkN06CWX6z5DfToTBMxS69iOBx/+FfMFxp3YQGMPlHC2OXSvBz5cLkF2iR0QbZzzfzx/DQz3goaSPLnlwLnJJow7i9Q1JbS3oP6u1YQyynDNQpvwAxbXfIKnIh8EjFLr20Sge9AGM6qq+c7mXN+Bg3wJLK404lFqM07dKcTSjBOV6EyLaOGNqH18MCXGHr6vM3iES0upRUmgtTHooU/bAJflrSAtSoGs3HCUD30Vl4EAISrW9o6tTdkklfk8txrFrxTibVQ5PpRT9g10xP7od+gS5wE3RvB/RINcgTO82HUGuQc36OoS0FJQUWjqTHqor/4PL2a/A6ctQ3v1ZaMdsgODsa+/I6pSSp8WRjBIcTivClbwKdFArMDjEHTMHBqCbv8rqk8RNwVPhicVRi232eoQ4OkoKLZFJD3l2AhTp+6C49hvASVAe8RzKu04Bk7naO7pa3SquxJGMYvx0sQCp+RUI81ZiZCdPLBzdHu297HfhW1pRGsZ/Px57HttD82MRAkoKLQpfngPnS99AlfwfcKZKVAZGoTjqfejaxwBSub3Ds8AYQ0aBDvHpxfj1aiHSNToEe8oR09ETy8Z1QBs3xzg/oDVoUawvhtagtXcoxA44fSk4Q4XV5XmpBHw9o4+Yk9Jhv5hZi5JCCyApvgbX019CmfoTjB4hKO3/BirCxlXNHOpAGGNIL9DhQEoRfr1SiJvFlejsq8ToTl6I6eiBNm6OlbiIuHH6Uvj+3yhIKouabJ8muQdyn95fb2Jo27YtOnfubF5+7LHHMHv2bDz55JPm6xH0ej2GDBmCd955B+7u7rVu99VXX6Ft27ZNFvtdlBQcmKT0FpzPxcL54n9RGdgfmkc3Q9/mIbvMJlofTbkBey9p8OuVQqRpdOju74xJvXwwIsyjzimECbE3zlABSWUR8h7/Dialddfo1HedgqQiDz47nwRnqKg3KSgUCvz666+1PrdmzRr07NkTer0en376KaZPn47//e9/DW7XlCgpOCC+PBduf/wTytQfYfDphsKRK6u6iBwIYwxns8rxv3N5+D2tCIHucjzaRY2Yjp4O0zVkDWeZM7wV3nCWOds7FGInJqWP1QMzBKkUgg2uU5DJZFiwYAEGDRqE5ORkdOvWrdlf8y5KCo5EMMD54n/hmrAKBq+OyJ+wDQa/3vaOykKFwYT9Vwrxn9O5yCqpxIgwD6yaGIbegS4t8v63Hdw74Oxfz9o7DCIiOp0OI0eONC/Pnj0bjz32WI1yEokEXbt2RWpqKrp162axXbt27bB58+ZmiY+SgiMQDFCm7oVr4hpwRh2KB85DRae/1HO3L9srrTTif+fy8c2ZPEh44ImePvhLd2+4t/Ariwt0BVh6cine7/8+vEGjj0jza0w3UPVZiKj7SAQ4YwVUl76B84Vt4PVlKIv4G8ojnq+6E5mDyC83YOe5PHx3Nh9eKileGOCPR7uqIZc6TsJ6ELdKb2HH1R14vuvz6IiO9g6HEDOTyYTLly8jPDzcpq9LScEeGIMybS/cTnwGxklQ3uN5aDs9AeZA/dppmgpsTbiNgylFaO+lwOvDgjCqkyckdAcx0spIKvKsLlvfkNTG7KchBoMBf//73xEQEICuXbs22X6tQUnBxqRF6XA78Rnkt46jtO+rKOv+N4e6xiDhRgm+TszFqcxSDGzvhrVPhCOijXOLPF9ASH2YkxImuQd8dj7ZZPs0yT3AnOofKn7vOYURI0bgvffeA1B1fkEul6OyshJDhgzBV1991WSxWYuSgo1UXWuwHsqUH1DZdghyJ/1QdR9jByAwhkNpxfgmKRfJt7UY29kL257pjA5qx7oOgpCmxGSuyH16f6MuXmto6mxrLl7LzMysdf13331X73YpKSkNB9gEKCk0J8Ygv3UMzhe2Q555CPqA/sh/bLtDjSg6ca0E649n4WZRJcZ3U+PDUe1b1JDSB9VF3QV/PP0H/FR+9g6F2AGTuTbqCmRbDUm1J0oKTY0xSIvSocjYD2XKHkhLbkDb8THkT/wvDD7d7R2dWVJmET7bl4qkW2V4vIc3VkwIhVqEF5rx4OGp8ASP1nHinJAHRUmhiUg1V6C6uguKawcgLc2E3icC2i6TURH6iEPNWHqjUIc1R7Jw7Foxhod6YPuzXRDk4TjnNGwtWZNsvvOar6/j/J1I82jhN5q8L419z5QUHpDs1nG4Jq6F7PZpVAZFoazndOiCH3aoRABU3VR8w7Fs/HRJg75tXfHDrIHwkujsHRYhNsXzPIxGI6RScRz6jEYjeL5xrWBx1EwzkOZfhNvJFZBn/YHyrlNQNPxTmNyafnKqB8UYw95LBVh1+CYC3ORY9Zcw9Alyhbe3C/LzKSkQcVEoFNDpdKisrLyvEXV3Rwa1BIwx8DwPhaJxU9NTUmgkp7xkuJ5aBXnmEeg6jEbulL0OM4roXtcLdVh+IBMXc8rxSlQAnujhQ9cZEFHjOA5K5f2PqvP29ka+g93GtqlRUrAGY5DfPArnc7GQZ52ALmQ08ibtgdEz1N6R1UpvFLD9dC62JtzGgGA3/OfZrqIaUdQYbZzbYFzIOLRxbmPvUAhxCJQU6iMYoEzbB5dzsZAWpkIbPh65k/fC5N7e3pHV6WZRJT7cdw0FWgMWjm6P4aHudOFZPbxV3tgQs8HeYRDiMCgp1Makh/OFbXBO/g94Qzm0nZ6AZvRaCC6O+21SbxTw71M52JpwG/2D3fD5xNBmv+l9a3Ct+Bom7Z2Ebx/9lm7HSQgoKdTAl92Get9L4HVFKOsxDdrOkxxqTqLanLlZin/8fhPlehOWPhKCoaEe9g6pxSjVlyKrPAul+lJ7h0KIQ6CkUA1nrIB638sQZK7IH78NTO5m75DqlV1SiS/isxCfUYS/RPjgpQFt4CyX2DssQkgLRkmhGrejS8CZdCgYs82hb759vVCHbady8MuVAvQOdMGWpzoj1JvmKSKEPDhKCndIC67C+cpO5D3+ncMmhPJKE9Yfz8Ku8/noG+SK1X8JR68AmsH0QSikCqikKiikjRvLTUhrRUnhDtWlb1EZOAAGb9vdC9VajDH8dKkAa49kwUMpxT8fC0W/do7dtdVShHuGI2WabWafJKQloKQAVN30JuMXlPR7w96R1JB8uxxrj2Thcq4WL0e1weMRPpBKqGXQVIp1xdhwfgNeiniJbsdJCGyYFJKSkhAbGwtBEBAdHY2JEydaPK/VarF69WpoNBqYTCaMHz8eI0aMsEls0uIMSLR5qAwaZJPXs0ZxhREbT2Rj94V8PBzugR2ju8DXlS5Aa2o3Sm9gVdIqjG0/FqFwzIsRCbElmyQFQRCwefNmLFiwAGq1GvPnz0dkZCSCgoLMZfbt24egoCDMmzcPJSUlmDt3LoYMGWKTiauccs7C6BoIQeXT7K9ljb0XNVh1+BbauMnwxePh6B3oYu+QCCEiYZOkkJqaCn9/f/j5Vd3IJCoqCgkJCRZJgeM46HQ6MMag0+ng4uLS6Nn97pdTfjIMatveB7U2hVoD/nnoJuLTi6vmKurpAynNVUQIsSGbJIWCggKo1WrzslqtrnFruTFjxmD58uV46aWXUFFRgddff73WpBAXF4e4uDgAwLJly6y6ClUqldZbTlp2A6ztALte0frjuWx8/NMVtPNUYtcrAxDu27ytg4bqRCw8DB5Vjx4eVCf3oPqoSQx1YpOkUNtNHu4dRnn27FkEBwfjww8/RE5ODhYvXozOnTtDpVJZlIuJiUFMTIx52ZoZCxua2dAvPwXFYROhs8Psh1q9CSsP38RPFwvw6uAATO7lCymva/ZprcUw26M1fDgf7Bi7Az6cD4xGI9VJNfQZqam11ElAQECdz9kkKajVamg0GvOyRqOBp6enRZmDBw9i4sSJ4DgO/v7+8PX1RVZWFsLCwpo3OMEISfltmFwDm/d1anEuqwwf778OJwmHr57qhE6+qoY3Ik1KIVVgSNAQe4dBiMOwSad9aGgosrOzkZubC6PRiGPHjiEyMtKijLe3N86fPw8AKCoqQlZWlk1ujyjR5gIATDac7M4kMGxPzMGrO1MQ1d4NsU91poRgJxc0FxC4MRAXNBfsHQohDsEmLQWJRILp06dj6dKlEAQBI0aMQNu2bbF//34AwKhRo/DEE09g3bp1ePPNNwEAzzzzDNzcmv8CLV6bBwAQlLbpJ8wu0eOjX64hXaPD4jEhGB7mYZPXJbVjArN4JETsbHadQp8+fdCnTx+LdaNGjTL/7uXlhQULFtgqHDNeq4Egdwe45m80/XK5AMsPZqJngDO2P9sZPi503QEhxLGI/opmvrIIJqW64YIPoNIo4O8HbiDualHVyeSePjRfESHEIVFSqCwGk7s32/415QbM+zEdBRVGbJrSER196NyBI/FR+WCA/wD4OMiFi4TYGyWFymIIzXTfhNT8Cszfmw5vZydsmNQR3s5OzfI65P75O/vjf+P/Z+8wCHEYtrlk2IFx+nIIsqZNCiaBYdupHMzYcQU9A1zw+cQwSggOKrM0E9HfRSOzNNPeoRDiEKilYCgDc2q6Lp38cgMW77+Oy7laLBgVjJhwDzp/4MCKdEW4XHgZRboie4dCiEMQfVLg9OUQ3DwbLmiFNE0F3vohDQopj39P7Qw/mtWUENLCUFIw6SDIHnyeofPZZXh3TwZ6Bbpg0ehgyKSi75kjhLRAok8KvL4MTPJgt2Lcf6UAS3+9gfHd1Hh9WBAkNLNpi+HEO0HKSeHE0zkfQgBKCuCMOrD7bCkYBYaVh25iT7IGs+9MZkdals7qzrj+wnV7h0GIw6A+DpMeTCJv9GallUa8tisVv6cWYe0TYZQQWqgyfRm2X9qOMn2ZvUMhxCGIPilwBi2YpHEnhC/laDFjx1WU6U3Y8nQnRLShO6O1VBnFGXjnyDvIKM6wdyiEOATRJwXeqG3UkNS4q4V4+dur6N5GhXVPhNP8RYSQVkX05xQgGMCk1p1o/vlSAZbGXcecIYHUXUQIaZVEnxQ4Y6VV3Ue/Xi3EJ3HX8c6ItpjQvXXfjo8QIl7i7j4y6cExU4NDUhMzS7F4/3W8NiyIEkIrE+IeguWDlyPEPcTeoRDiEETdUuBMBgCot/voSq4W8/dm4OnevniiB82k2dq4yFzwTJdn7B0GIQ5D3C0FQV/1WEf30cWccszemYJhYe6YOdB2t+sktnNZcxnBm4JxWXPZ3qEQ4hDE3VIQ7rQUarmaNbtEj3f3pOPhME/Mi25Lk9q1UgbBACMzwnDns0CI2Im6pcAZdQAAJrFMCgaTgHk/piPUW4m3RgRRQiCEiIa4Wwqmqu4jJlVarN95Ph85ZXqseSIMThJR501CiMiI+4h350QzqnUfmQSGb5PyMLW3L1zlos6ZouCh8EBnz87wUHjYOxRCHIKoj3qcYAADB/AS87rfUgqRX27AxAgaeioGbV3b4rcnf7N3GIQ4DFG3FDiTHuD/zIuMMew4k4fx3dRwU4g6X4rG7fLbeGLPE7hdftveoRDiEESeFCyvZj5+vQSp+RV4ujdNYSEWedo8nLh9AnnaPHuHQohDEHVSuHfeo22ncjC+mxoB7o2fSpsQQloDUScFTjCau48yNBU4m1WOST3pqmVCiHiJOilAMILdSQq/Xi1EuLcS7b0e7NacpGXh7tw6laNbqBICQPSjj4wAVzXyKD69GNEdPe0cEbG17uruuPXiLXuHQYjDEHVLgTPqwHgnlOiMSNPoMCDYzd4hERvTGXWIvxkP3Z2r2wkRO1EnBQhGMKkCZ26VQS7lEO6tbHgb0qqkFKbgqZ+fQkphir1DIcQhiDwpmABeirNZZeju7wwJ9SsTQkRO1EmBY1Unmq/kVqCbv7O9wyGEELuz2YnmpKQkxMbGQhAEREdHY+LEiTXKJCcnY8uWLTCZTHB1dcVHH33UvEEJJoCTIDW/Ak/0oGktCCHEJklBEARs3rwZCxYsgFqtxvz58xEZGYmgoCBzmfLycmzatAnvv/8+vL29UVxc3OxxcYIRJvAorTQh2JOGoopRO9d2mNtrLtq5trN3KIQ4BJt0H6WmpsLf3x9+fn6QSqWIiopCQkKCRZkjR46gf//+8Pau+sbu7u7e7HFxJh10pqrzCAHutd99jbRu7gp3vPPQO3BXNP/njZCWwCZJoaCgAGq12rysVqtRUFBgUSY7OxtlZWVYtGgR3n33XRw6dKj5AxNMqGAyqJx4KJ0kDZcnrU5KYQrCY8Np9BEhd9ik+4gxVmPdvXczM5lMyMjIwAcffAC9Xo8FCxYgPDwcAQEBFuXi4uIQFxcHAFi2bJm5ZVEfqVRaazmJQg4NL4O/u9Kq/bQmddWJ2GQaMqE1aqFwUVCd3IPqoyYx1IlNkoJarYZGozEvazQaeHp61ijj6uoKhUIBhUKBLl264Pr16zWSQkxMDGJiYszL+fn5Db6+t7d3reXcyktRVmmCp4Kzaj+tSV11IjZFRUXmR2MbI9VJNfQZqam11Mm9x9XqbNJ9FBoaiuzsbOTm5sJoNOLYsWOIjIy0KBMZGYnLly/DZDKhsrISqampCAwMbN7AmAmVAg8Ppahn+yCEEDObHA0lEgmmT5+OpUuXQhAEjBgxAm3btsX+/fsBAKNGjUJQUBB69eqFt956CzzP4+GHH0a7ds07IoQTjNCZOLqhjoi5ylwR4BwAV5mrvUMhxCHY7GjYp08f9OnTx2LdqFGjLJYnTJiACRMm2CokwKSHjloKotbevT0SpiY0XJAQkRD3Fc2CAToTB5WTqKtB1PK1+Xgp7iXka1t+PzEhTaHBo+Hy5cstlk+cONFswdgcE1DBnOAqp+GoYpVdno0fM35Ednm2vUMhxCE0mBSSk5Mtljds2NBswdha1TkFQC6llgIhhAAi7z4CE6AXeLgqqKVACCGA6JNC1ZBUuUTc1UAIIXc1OOxGp9PhlVdeMS9rtVqLZQD48ssvmz4yWzCZoBc4KOlEs2h1U3dDyrQUKHiaEJEQwIqksHDhQlvEYReCYIKR8VDJqPtIrAQIKNQVwk/lZ+9QCHEIDSaFrl272iIO+zBVwgQeMgndcU2sLmkuYczuMdg3cR/8ff3tHQ4hdmfVVVtFRUX48ccfcenSJZSVlcHFxQVdunTBuHHj4OHh0cwhNh/BaIABUiio+4gQQgBYkRSKiorw7rvvws3NDQ899BA8PT1RUFCAxMRExMfHY9myZTUmt2spGBNghITOKRBCyB0NJoWdO3eiU6dOeO2118Dzfx48J0+ejM8//xw7d+7EjBkzmjXIZiOYYAIPJ56SAiGEAFYMST137hwmT55skRCAqvshTJo0CefOnWu24JobYwIE8KARqeIV6BqIpzo+hUDXZp6Rl5AWosGWQmFhYZ1zb7dp0waFhYVNHpStMMEEnpfUuOEPEQ8vhRdWDFth7zAIcRhWfUe+t5Vwl0TSwg+oggm8hGZIFbP04nT03NYT6cXp9g6FEIfQ4BFRr9djzZo1tT7HGIPBYGjyoGyGCeA46jsSs3J9OfJ1+SjXl9s7FEIcQoNJ4fHHH6/3+b/85S9NFozNCSYwni5cI4SQuxpMChERETh16hSeffbZGs99/fXX6NevX7MEZgu8oIdUQkmBEELuarDvZNeuXXVe1dy9e3fs3LmzyYOyFY6ZwCQye4dB7EjlpIK7zB0qJ5W9QyHEITSYFK5du4ZevXrV+lxERAQyMjKaOibbYQygcwqiFuoRiovPXUSoR6i9QyHEITR4RKyoqIDRaKz1OZPJhIqKiiYPylY4mMDROQVRK9QV4oNjH6BQ13KHVhPSlBpMCoGBgTh79mytz509exaBgS33oh+OCQAlBVG7WXoTXyV/hZulN+0dCiEOocGk8Oijj+Jf//oXTp48CUEQAACCIODkyZPYuHEjHn300WYPsrlwzEQnmgkhpJoGRx8NHjwYRUVFWLt2LQwGA9zc3FBSUgKZTIZJkyZh8ODBtoizWXBMAE8tBUIIMbPqct5x48bh4YcfxtWrV81TZ3fs2BEqVcsescGBUfcRIYRUY/UcDyqVqs5RSC0Vz4Q6p/Ag4tDJsxP2TdyHTp6d7B0KIQ5B1BP/SJieRh+JnEwqQ4RPhL3DIMRhiPprsgQCQBevidr5vPMI3BiI83nn7R0KIQ5BvEmBVY2kkkpF3VgihBALok8K4Kj7iBBC7hJ9UuD5Fnw/CEIIaWKiTwp0olnc/Jz98HDbh+Hn7GfvUAhxCKLtUOfuJgXqPhI1X5Uvto3ZZu8wCHEYIm4pMACAVCreKiDA9ZLrGPTfQbhect3eoRDiEGx2RExKSsLcuXPx//7f/8Pu3bvrLJeamoopU6bgxIkTzRsQMwEApNR9JGollSW4VnINJZUl9g6FEIdgk6QgCAI2b96M9957DytXrsTRo0dx82bNWSkFQcD27dttc+X03e4jmhCPEELMbJIUUlNT4e/vDz8/P0ilUkRFRSEhIaFGuZ9//hn9+/eHm5tbs8d095wCTzfZIYQQM5ucaC4oKIBarTYvq9VqpKSk1Cjzxx9/YOHChfjyyy/r3FdcXBzi4uIAAMuWLYO3t3eDry+VSmuWK6u6cZCLq5tV+2htaq0TEfJjfpBL5PDz9qM6uQfVR01iqBObJAV256RudRxneX3Ali1b8MwzzzQ4QV1MTAxiYmLMy/n5+Q2+vre3d41yktIc+AEo0+mt2kdrU1udiJEv54v06ekAAKPRSHVSDX1GamotdRIQEFDnczZJCmq1GhqNxrys0Wjg6elpUSYtLQ2rVq0CAJSUlODMmTPgeR79+vVrnqDuJCq6TkHcSvQl+PrS13i2y7PwRuv+BkiINWySFEJDQ5GdnY3c3Fx4eXnh2LFjmDNnjkWZtWvXWvzet2/f5ksIAICqcwpKJ0oKYna9+DqW/rEUQwKGoENAB3uHQ4jd2SQpSCQSTJ8+HUuXLoUgCBgxYgTatm2L/fv3AwBGjRplizAsCVVDUsGL9vo9QgipwWZHxD59+qBPnz4W6+pKBq+++mqzx8OhqvuI52juI0IIuUu84zHvDkml6xQIIcRM9Enh3lFQRFxCPUOxIXoDQj1D7R0KIQ5BvB3q5tFH4q0CAqikKozrMM7eYRDiMETfUuAl4q0CAlzUXETbTW1xUXPR3qEQ4hBEe0Tk7gxJldPtOEXNJJggMAGmu6PRCBE50SYFCFVJQSKhcwqEEHKXaJMCM1VCYBwkdKKZEELMRJwUBFTCCXSLZnHzUnqhl08veCm97B0KIQ5BtB3qAjPBBB48ZQVRC3QJxN6Je+0dBiEOQ7wtBUGAAE68FUAAALfKbuHR3Y/iVtkte4dCiEMQ7TGRCQIYOGopiFxBRQGS8pJQUFFg71AIcQiiTQoCEyCApxPNhBBSjWiTgtFoggAOUhqSSgghZqJNCsKdcwoySgqiJuEl4DkeErrZEiEARDz6iDEBDDxNnS1yXdVdkflCpr3DIMRhiLalwNid0UeUE0RNa9Tix/QfoTVq7R0KIQ5BvEnh7pBUaimIWlphGl767SWkFabZOxRCHIJok0LVOQWeWgqEEFKNaJMCBCMAQEJZgRBCzESbFDjBAD2TUkuBEEKqEW1SEAQBRkjodpwiF+wejPf7vY9g92B7h0KIQxDtkFSjyQQOPOgyBXFzk7lhVs9Z9g6DEIch2pYCExjAcdRSELkrhVfQ4asOuFJ4xd6hEOIQRJsUcGfuIyJueqMelaZK6I16e4dCiEMQ7VGx6opmaiUQQkh1ok0KoKRACCE1iDYpMCaAcaJ9++QON7kb2ru1h5vczd6hEOIQRDv6CHfmPiLiFuwWjKNTjto7DEIchmi/KjPGwMT79skdudpc/HXfX5GrzbV3KIQ4BPEeFQUafUSAnPIcHMg8gJzyHHuHQohDEO1R0WQy2TsEQghxOKJNCpygB3jRvn1CCKmVzU40JyUlITY2FoIgIDo6GhMnTrR4Pj4+Ht9//z0AQKFQ4IUXXkD79u2bLyAmwABZ8+2fEEJaIJskBUEQsHnzZixYsABqtRrz589HZGQkgoKCzGV8fX2xaNEiuLi44MyZM/jXv/6FTz75pPmCousUCIAInwjcevGWvcMgxGHYpP8kNTUV/v7+8PPzg1QqRVRUFBISEizKdOrUCS4uLgCA8PBwaDSa5g2KMbpOgUBv1ON83nma5oKQO2zSUigoKIBarTYvq9VqpKSk1Fn+wIED6N27d63PxcXFIS4uDgCwbNkyeHt7N/j6Uqm0RjmNkwR6TmLV9q1RbXUiRmeyz2DM7jE48fwJtJO2ozqphj4jNYmhTmySFBhjNdbVNTvphQsXcPDgQXz88ce1Ph8TE4OYmBjzcn5+foOv7+3tXaOcvrISgpXbt0a11YkYFRUVmR+NbYxUJ9XQZ6Sm1lInAQEBdT5nk/4TtVpt0R2k0Wjg6elZo9z169exYcMGvP3223B1dW3eoOicAiGE1GCTpBAaGors7Gzk5ubCaDTi2LFjiIyMtCiTn5+Pf/zjH5g9e3a9WaypMCZAxCNyCSGkVjbpPpJIJJg+fTqWLl0KQRAwYsQItG3bFvv37wcAjBo1Ct999x3KysqwadMm8zbLli1rvqAYg0A32BG9INcgTO82HUGuQQ0XJkQEOFZbh38LkpWV1WCZ2voBb+76EBXFOQh/fkNzhebQWkvfaFOiOrFE9VFTa6kTu59TcEwMPA1JFb20ojR03doVaUVp9g6FEIcg3qMiE8Co+0j0tAYtivXF0Bq09g6FEIcg2qTACwaARh8RQogF8SYFmGDinOwdBiGEOBTRJgUmCBA4ib3DIHbmLHOGt8IbzjJne4dCiEMQ7e04OTCAzimIXgf3Djj717P2DoMQhyHalgLHTGDUUhC9Al0B3jz0Jgp0BfYOhRCHINqkAMZomguCW6W3sOPqDtwqpemzCQFEnBQEQQDoOgVCCLEg2qMiBwEcT91HhBBSnWiTAphQ5/TdhBAiVuIdfcSo+4gAXdRd8MfTf8BP5WfvUAhxCKI9KnKg23ESgAcPT4UnePH+KxBiQbT/CTwzUkuBIFmTjPDYcCRrku0dCiEOQbRHRQkzgIn37RNCSK1Ee1TkGIMgobmPCCGkOhEnBYGuaCaEkHuINimARh8RAG2c22BcyDi0cW5j71AIcQgiHpJqgkQi2rdP7vBWeWNDjDhvyUpIbUT7VZmDQLOkElwrvoaH/vMQrhVfs3cohDgEEScFBo7OKYheqb4UWeVZKNWX2jsUQhyCaJMCT1NnE0JIDaJNChwEgBft2yeEkFqJ9qjoxAzUfUSgkCqgkqqgkCrsHQohDkG0w28kzAhBIrN3GMTOwj3DkTItxd5hEOIwRNtS4CCApyGpolesK8byhOUo1hXbOxRCHIJok4KEUVIgwI3SG1iVtAo3Sm/YOxRCHIJokwIPEyUFQgi5h2iTggQmgKekQAgh1Yk2KUippUAIITWINikoWCU4mjpb9MI9w7Fj7A6Ee4bbOxRCHIJovypLYYKTXGXvMIidKaQKDAkaYu8wCHEYomwpCCYjeI6Bl9J1CmJ3QXMBgRsDcUFzwd6hEOIQbNZSSEpKQmxsLARBQHR0NCZOnGjxPGMMsbGxOHPmDORyOWbNmoUOHTo0Sywmgx4AIKGkIHpMYBaPhIidTVoKgiBg8+bNeO+997By5UocPXoUN2/etChz5swZ3L59G6tXr8bMmTOxadOmZotHq62aEVOmUDbbaxBCSEtkk6SQmpoKf39/+Pn5QSqVIioqCgkJCRZlTp06haFDh4LjOHTs2BHl5eUoLCxslnhMeh1S+RAo3X2aZf+EENJS2aT7qKCgAGq12rysVquRkpJSo4y3t7dFmYKCAnh6elqUi4uLQ1xcHABg2bJlCAgIsCqG6uUCAgKAPkmNfRutjrV115oFBASA9WQWy+RPVB81tfY6sUlLgbGa/bXcPXc9s6YMAMTExGDZsmVYtmyZ1a8/b948q8uKBdVJTVQnlqg+ahJDndgkKajVamg0GvOyRqOp0QJQq9XIz8+vtwwhhJDmZZOkEBoaiuzsbOTm5sJoNOLYsWOIjIy0KBMZGYnDhw+DMYarV69CpVJRUiCEEBuzyTkFiUSC6dOnY+nSpRAEASNGjEDbtm2xf/9+AMCoUaPQu3dvnD59GnPmzIFMJsOsWbOa7PVjYmKabF+tBdVJTVQnlqg+ahJDnXCsts58QgghoiTKK5oJIYTUjpICIYQQs1Y/IV5D02u0RuvWrcPp06fh7u6OFStWAADKysqwcuVK5OXlwcfHB6+//jpcXFwAALt27cKBAwfA8zymTZuGXr162TH65pGfn4+1a9eiqKgIHMchJiYGjzzyiGjrRa/XY+HChTAajTCZTBgwYAAmT54s2vqoThAEzJs3D15eXpg3b5746oS1YiaTic2ePZvdvn2bGQwG9tZbb7HMzEx7h9XskpOTWVpaGnvjjTfM67Zt28Z27drFGGNs165dbNu2bYwxxjIzM9lbb73F9Ho9y8nJYbNnz2Ymk8keYTergoIClpaWxhhjTKvVsjlz5rDMzEzR1osgCKyiooIxxpjBYGDz589nV65cEW19VLdnzx72+eefs08//ZQxJr7/nVbdfWTN9BqtUdeuXc3fZO5KSEjAsGHDAADDhg0z10NCQgKioqLg5OQEX19f+Pv7IzU11eYxNzdPT0/zBItKpRKBgYEoKCgQbb1wHAeFQgEAMJlMMJlM4DhOtPVxl0ajwenTpxEdHW1eJ7Y6adVJobbpNQoKCuwYkf0UFxebr/vw9PRESUkJgJp15OXl1errKDc3FxkZGQgLCxN1vQiCgLfffhsvvPACIiIiEB4eLur6AIAtW7bg2WeftZhNQWx10qqTArNy6gwxq62OWjOdTocVK1bg+eefh0pV902WxFAvPM/js88+w/r165GWloYbN27UWVYM9ZGYmAh3d3erp+xvrXXSqk80WzO9hli4u7ujsLAQnp6eKCwshJubG4CadVRQUAAvLy97hdmsjEYjVqxYgSFDhqB///4AqF4AwNnZGV27dkVSUpKo6+PKlSs4deoUzpw5A71ej4qKCqxevVp0ddKqWwrWTK8hFpGRkTh06BAA4NChQ3jooYfM648dOwaDwYDc3FxkZ2cjLCzMnqE2C8YY1q9fj8DAQIwbN868Xqz1UlJSgvLycgBVI5HOnz+PwMBA0dYHAEydOhXr16/H2rVr8dprr6F79+6YM2eO6Oqk1V/RfPr0aWzdutU8vcbjjz9u75Ca3eeff46LFy+itLQU7u7umDx5Mh566CGsXLkS+fn58Pb2xhtvvGE+Gb1z504cPHgQPM/j+eefR+/eve38Dpre5cuX8eGHH6Jdu3bmLsSnn34a4eHhoqyX69evY+3atRAEAYwxDBw4EE8++SRKS0tFWR/3Sk5Oxp49ezBv3jzR1UmrTwqEEEKs16q7jwghhDQOJQVCCCFmlBQIIYSYUVIghBBiRkmBEEKIGSUFQuyspKQEc+fOhV6vb9L9bt261Xx3Q0KsRUmBtAqvvvoqzp0716htFi1ahN9++62ZIrLe7t27MWLECMhksibd74QJE7Br1y4YjcYm3S9p3SgpEGJHBoMBhw4dwpAhQ5p8356enggICMCpU6eafN+k9WrVcx8RcSsrK8OaNWuQkpICQRDQqVMnvPjii1Cr1fi///s/XLp0CSkpKdiyZQuGDx+OGTNm4NatW/jqq6+Qnp4ONzc3TJkyBVFRUQCAtWvXQi6XIy8vD5cuXUJQUBDmzJkDf39/AEBmZia2bNmC9PR0SKVSjB07Fg8//DBmz56NL7/8Eq6urgCA9PR0LF26FBs2bEBKSgpUKpXFbJuLFi1C586dceHCBVy/fh3dunXDq6++itjYWCQmJiIgIACvv/46fH19wRjD1q1bceTIERgMBvj4+GDOnDlo164dAKBbt244ffo0BgwYYOPaJy0VtRRIq8UYw/Dhw7Fu3TqsW7cOMpkMmzdvBlA1xUWXLl0wffp0bNu2DTNmzIBOp8OSJUswePBgbNq0CXPnzsXmzZuRmZlp3ufRo0cxadIkxMbGwt/fHzt27AAAVFRUYPHixejVqxc2bNiA1atXIyIiAh4eHujWrRuOHz9u3sfhw4cxaNAgSKVS3LhxAwEBATViP3r0KGbPno0NGzYgJycHCxYswPDhw/HVV18hMDAQ3333HQDg7NmzuHTpElatWoUtW7bgtddeMycfAAgMDMT169ebpX5J60RJgbRarq6uGDBgAORyOZRKJR5//HFcunSpzvKnT5+Gj48PRowYAYlEgg4dOqB///44ceKEuUz//v0RFhYGiUSCwYMH49q1awCqpl328PDA+PHjIZPJoFQqER4eDqDqxizx8fEAqu5hcPToUQwdOhQAoNVqoVQqa8QyYsQI+Pv7Q6VSoXfv3vDz80OPHj0gkUgwYMAAZGRkAACkUil0Oh1u3boFxhiCgoIsZgJWKpXmie8IsQZ1H5FWq7KyElu3bkVSUpL5wFhRUQFBEMDzNb8P5eXlISUlBc8//7x5nclkMh/AAcDDw8P8u1wuh06nA1A1Lbufn1+tcURGRmLjxo3IyclBdnY2VCqVeTZNZ2dnVFRU1NjG3d3d/LtMJquxfPd1u3fvjtGjR2Pz5s3Iz89Hv3798Ne//tV8r4iKigo4OzvXW0+EVEdJgbRae/bsQVZWFj755BN4eHjg2rVreOedd8w3R7n3hktqtRpdu3bFBx980OjXUqvVOHr0aK3PyWQyDBw4EPHx8cjKyrJIMsHBwdi7d2+jX6+6Rx55BI888giKi4uxcuVK/PDDD3jqqacAALdu3UJwcPAD7Z+IC3UfkVbDZDJBr9ebf8rLyyGTyaBSqVBWVoZvv/3Wory7uztycnLMy3379kV2djYOHz4Mo9EIo9GI1NRU3Lx5s8HX7tu3L4qKirB3714YDAZUVFQgJSXF/PzQoUNx6NAhnDp1ymKkUVhYGMrLy+/7No6pqalISUmB0WiEXC6Hk5OTRSvo4sWL6NWr133tm4gTtRRIq/Hpp59aLA8fPhx6vR4zZsyAl5cXxo0bZ77pOlD1DXvt2rX49ddfMWTIEEyfPh0LFizA1q1bsXXrVjDGEBwcjOeee67B11YqlViwYAG2bNmC7777DlKpFI8++qj5vELnzp3BcRxCQkLg6+tr3k4qlWL48OE4fPgwJk6c2Oj3XFFRga1btyInJwcymQw9e/bEhAkTAACFhYW4efMm+vXr1+j9EvGi+ykQYiMfffQRBg8ejOjoaIv1JSUl+PDDD7F8+fImvYDt3//+N/z8/DB69Ogm2ydp/SgpEGIDqampWLJkCb788staRxsR4iio+4iQZrZmzRokJCRg2rRplBCIw6OWAiGEEDMafUQIIcSMkgIhhBAzSgqEEELMKCkQQggxo6RACCHE7P8DereJMo8JRiUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SRSF\n", + "EDF\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEaCAYAAAD+E0veAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABXcUlEQVR4nO3dd3xTZf//8VdG927aUjqYLVM2svdGAXGAit63DCd6gxNBQVBAkVtEEBAEBET84WI4UcosuxTKKKtlFlq6d5umSa7fH3ybm9BSCrRJk17Px8OHJDk51zunST4551znuhRCCIEkSZIkAUprB5AkSZKqD1kUJEmSJBNZFCRJkiQTWRQkSZIkE1kUJEmSJBNZFCRJkiSTGlkU6tWrx6xZs6wdo1KsXr0atVpd7jKjR4+mX79+FkpUvSgUCr777rvb3q5MvXr14vnnn7/t7cpWle/jw4cPU7t2bfLz8yu0fFnvw507d/LAAw/g4OBAr169qiCl5RkMBpo1a8bvv/9u7ShmKvI9UFF2VRQUCkW5/9WrV69K29+zZw8KhYJLly7d9XPDwsKYMWNGpWe6V9UtT2VJSkriiSeeqNCy3333HQqFosLr3rBhA59//vm9Rrut559/vswv1aioKN54441Kbw/gjTfeYNKkSbi5uVVo+SeffJJr166Z3ffKK6/Qtm1bLly4wIYNG+4rT2xsLCNGjCA8PBylUnnbYnvu3DkGDhyIq6srfn5+vPzyyxUubFeuXOGll14iPDwcFxcXQkJCGDNmjNnrUqlUzJgxg7feeguj0Vju+tauXUu7du3w8fHBxcWFpk2bMm/ePG69NOzgwYN06dIFZ2dnateuzZQpUzAYDKbHd+7cWeb32YoVKyr0uu5W5ZSWaiIpKcn070OHDvHII49w6NAhQkNDgRt/UKlmCwwMrPR16nQ6HB0d8fX1rfR1l8ff379K1nv48GGioqLYvHlzhZ/j4uKCi4uL2X1xcXG89957ps/fvTAajQghKCgooE6dOgwbNuy2hTcvL4++ffvSsmVL9u3bR0ZGBmPHjiUrK4v169ffsa2zZ8+Sn5/PF198QZMmTUhKSuL1119n0KBBxMTEmL4/Hn30UcaPH8+ff/7JkCFDbru+gIAApk2bRuPGjXFyciIyMpLx48ejVquZOHEiAAkJCfTv35/HH3+c5cuXExcXx9ixYxFCMGfOHLP1HTlyhNq1a5tue3l53fE13RNhpyIjIwUgLl68WOqxunXrimnTpokJEyYIHx8fERAQIN566y2h1+vNllu4cKFo3LixcHJyEmFhYWLWrFmiuLi4zPYuXrwoALP/evbsKYQQwmg0iv/+97+ifv36wsHBQTRo0EDMnz/f9NyePXuWeu7FixeF0WgUzz//vGjQoIFwdnYW9evXF1OmTBFardb03FWrVgmVSlXutnjuuedE3759Tbejo6PFoEGDhL+/v3BzcxPt27cXf/311x3zCCFEXFyceOyxx4SXl5fw9vYW/fv3F8ePHy+VZ8+ePaJNmzbCxcVFtG/fXhw+fNgsU3x8vHjiiSeEj4+PcHFxES1atBC//fabyMnJEe7u7mLdunWltq9CoRA7duy47evcvn27aNGihXBychItWrQQ27dvF4BYu3ataZlbby9fvlw0adJEODk5CV9fX9G9e3eRkJAgduzYUWobPPfcc6btM3bsWDF16lQRGBgo/Pz8TPePGzfObDuOGTNGvPvuu0Kj0QgPDw8xbtw4UVBQYLbMzc8RQoiZM2eKunXrCiGEmD59eqkcq1atEkLceB/PnDnT9LycnBzx4osvCj8/P+Hk5CTatWsn/v77b7NtCIgffvhBDBkyRLi4uIj69euLb7/91qz9iRMniv79+5favocPHxYDBw4UHh4ews3NTTz44IPiwIEDQgjz92FZ227VqlUVej9Pnz5dNGzYUKxfv140btxYqFQqceLECbMcZW0zIYRYtmyZcHZ2FllZWab7fv/9dwGICxculFq+Ig4fPiwAs/e4EEL8+9//Fk8++eRdr2/48OFi+PDhpttTpkwRwcHBwmAwmO5btGiRcHV1FXl5eUKI/23PhISE26731u+BwsJC8eijj4pmzZqV+7yy2NXho7vx5ZdfUrt2bQ4ePMjChQv54osv+Pbbb02Pz5gxg88++4xPPvmE06dPs2DBApYtW8aHH35Y5vpCQ0NNv6wOHTpEUlKSaZd5yZIlTJs2jcmTJxMbG8s777zD5MmTWblyJXDjsEO9evV46623SEpKIikpidDQUIQQ1KpVi++//57Tp0/zxRdfsGrVKj7++OP7eu05OTk89dRT7Ny5kyNHjjBw4ECGDRvGuXPnys2TnJxMt27dCAgIIDIykgMHDtC4cWN69epFamqqaf1Go5EpU6awYMECjhw5go+PDyNHjkSv1wNw/fp1unTpQmZmJr/++isnTpxg5syZKJVKPDw8GDVqFMuXLzfLvHLlSsLCwujZs2eZrykxMZEhQ4bQrl07jhw5wrx580y/xm4nOjqal19+mSlTpnD27Fl27tzJv//9bwC6dOnCokWLAEzbYMGCBabn/vjjj6SmprJt2za2b99+2zZ+/vln0tPTiYyMZN26dfz666+8++675ea62dtvv82oUaPo3LmzKceTTz5Z5rJjx47l77//5rvvvuPo0aN07dqVIUOGcObMGbPlJk+ezL/+9S+OHz/OyJEjGTNmDHFxcabHd+3aRYcOHcyeExsbS48ePfDx8WH79u0cPXqUN954o8xDKF26dDHttS9atMiUuaLv58TERJYsWcLq1as5deoUdevWrdC22rt3L507dzb7BT1gwACUSiV79+6t0DpulZ2dDYCfn5/Z/R07dmTHjh0VXo8QgkOHDrF371569+5tlrkkY4lBgwZRUFDA0aNHzdZR8tnr0qULa9asKXUYqkRmZib9+/cnNTWVPXv2EBISUuGcJWHt0p32FIYOHWp238CBA8VTTz0lhBAiPz9fuLi4mP16FkKINWvWCC8vr7tuMyQkRLzzzjtm973++uuifv36ptsNGzYU06dPv+Pr+vzzz0VYWJjp9r3sKZSlZcuWYtasWeXmmT59uujYsaPZfUaj0WzPZ9WqVQIQ0dHRpmX2798vAHHmzBkhhBBTp04VtWrVMv0SulV0dLQAxLlz54QQQuj1ehESEiLmzp172/zvv/++qFOnjtme3G+//VbunsKGDRuEp6enyM7OLnOda9euFWV9RHr27CnCw8PNft2V3H/rnkLdunXN9kCXLVsmHB0dTa/9TnsKQggxbtw4017nzW7eU4iLixOA+OOPP8yWadOmjRgzZowQ4n97CvPmzTM9XlxcLNzc3MTSpUtN93l5eYklS5aYrefZZ58VLVu2LPWaS5T1Prx125fl1vfz9OnThUKhEJcvX77tc263p9C/f3/x9NNPl7rfz8+v3PfO7eTm5opWrVqJxx9/vNRjmzdvFsBt38MlsrKyhJubm3BwcBBKpVJ8+OGHZo+Hh4eLKVOmmN2Xl5cnAPHjjz8KIYQ4c+aM+Oqrr0RUVJSIiooSM2bMEA4ODmLq1Kmm55Rs/ytXrohmzZqJ4cOHi8LCwrt+zUIIYVfnFO5G69atzW4HBwdz8eJF4MavosLCQh5//HGzE40GgwGtVktqamqFj+fm5ORw9epVevToYXZ/z549WbBgAQUFBbi6ut72+cuXL2fFihVcunSJ/Px89Hr9HU9w3UlqairTp09n+/btXL9+Hb1ej1ar5fLly+U+LyoqiujoaNzd3c3uLywsNPulqVAoaNWqlel2cHAwAMnJyTRu3Jjo6Gi6dOly25OYbdu2pX379qxYsYJPP/2Uv/76i+TkZJ577rnbZjt16hQdOnQw64HRrVu3cl9P//79adCgAfXr16d///706dOHxx57rNSvwrK0a9fO7Nfd7XTo0MHsXFbXrl3R6XScP3+eli1b3vH5FXXq1CmAUu+zHj16sH//frP7bn7vq9VqatWqRXJysum+wsJCnJ2dzZ4THR3NoEGDKvSay1OR93OtWrWoU6fOfbVzq7vpMACQn5/PsGHDUKvVpj36m5Vsn8LCwnJPxnt4eBATE0NBQQH79u1jypQpBAUFldsrrSRryf8bN25M48aNTY+3b98eg8HA559/zgcffICDgwNwYw+9c+fOdO3ale+///6ez6HW2MNHjo6OZrcVCoXpzVny/59++omYmBjTfydOnCAuLu6eTije+qYUFRic9qeffuLVV1/lySef5M8//+To0aN88MEHFBcX33X7Nxs9ejSRkZHMnTuXyMhIYmJiaN26NTqdrtznGY1G+vbta7ZNYmJiOHv2rFlPJaVSafaGLHntN3/47/Qhffnll1m9ejXFxcWsWLGC4cOHExAQcNvlhRCl1nmnNtzd3Tl8+DAbN26kUaNGLF26lLCwMKKjo8t9HlDhXjll5byZUqksdd/9/n1vbe/W7VDeex9unMDOyMgota67/WK9VUXfz/e6bWvXrs3169fN7isuLiYjI+OuOhhkZ2czcOBA8vPziYiIKPOEbkZGBiqV6o7fBUqlkrCwMFq2bMnLL7/MpEmTmDp1armZS26Xl7lLly7k5+ebHbZVKpUMGTKEHTt2mH4k3IsaWxTK07x5c5ydnblw4QJhYWGl/rtdBS75sN3cnczT05OQkBB27dpltuzu3bupX7++aS/B0dHR7Hkly7Rp04Y333yTdu3aER4efk/dXW+1e/duxo8fz7Bhw2jRogW1a9fmwoULpV7LrXnat29PbGwswcHBpbbJ3fSEadeuHXv37i23q+BTTz2FVqtl2bJl/PHHH7zwwgvlrrN58+YcPHjQLPOePXvumEWlUtGjRw8++ugjoqOjqV27Nt9//z1Q9t/zbkVFRZk9f//+/Tg6OtKwYUPgRg+VxMREs+ccOXLE7HZZf4tbNW/eHLjxt71ZZGSk6bGKatu2LbGxsWb3tWvXjoiIiPvaS62q93OJrl27sn//fnJyckz3bd26FaPRSNeuXSu0jrS0NNMx/61bt+Lt7V3mcidOnKBNmzZ3vedkNBopKioyy1ySscSWLVtwdXWlTZs2t13P0aNHcXFxKbVXu3TpUp566il69+5d6pxERcmiUAZ3d3fee+893nvvPRYtWsTZs2eJjY1l/fr15Z4krFu3Lkqlkj///JOUlBTTSaopU6bw5ZdfmrqcLVu2jK+++or33nvP9Nz69euzd+9erly5QlpaGkajkcaNG3PixAk2b97M+fPnWbBgwX3394Ybu6Pr1q3jxIkTxMTE8PTTT5f60ikrz2uvvYbBYGD48OFERkZy6dIl9uzZw/vvv8++ffsq3P748eMxGo088sgj7N27l4sXL/L777/z119/mZZxc3Pj2Wef5a233qJOnTp3vPjulVdeITU1lRdffJHTp0+zbds23n///XKfs3nzZubPn090dDRXrlxh06ZNJCQk0KxZM9M2APj1119JTU0lLy+vwq+xRHp6Oq+++iqnT5/mjz/+YNq0abzwwgumX8P9+vUjIiKCH3/8kfj4eObMmUNkZKTZOurXr8+ZM2eIjY0lLS3N7EulRMOGDRkxYgTjx4/n77//5syZM0ycOJGTJ0/yzjvv3FXmhx56qFRxmTRpEnFxcTzzzDMcPnyY8+fP89NPP5U6NFWe+3k/63Q6055pXl4eGRkZxMTEmP0iHjVqFH5+fowaNYpjx46xY8cO055Jyd+yPElJSfTo0QOFQsGaNWsoKCjg+vXrXL9+vdRe9M6dO3n44YfLXd/06dOJiIjgwoULnD17luXLl/Ppp5+aOjPAjfdtdnY2L7zwArGxsfz6669MmzaN//znP6b3yPz58/nll184c+YMZ8+eZeHChcycOZNXX3211F4fwMKFC3nuuefo27cvhw8fvuPrLuWezkTYgDudaL65K58QZZ/MW7FihWjVqpVwcnIS3t7eokOHDqVOwN3q008/FUFBQUKpVJp1SZ07d66oV6+eUKvVon79+mZdUoUQIioqSrRt21Y4Ozubcut0OvHiiy8KHx8f4eHhIZ5++mnx5Zdfmp38vJcTzcePHxedO3cWzs7Oom7dumLx4sWib9++pi6Xt8sjhBCXLl0So0aNEn5+fsLR0VHUqVNHPPPMM6Yuf2XlSUhIEIBZd9KzZ8+K4cOHC09PT+Hi4iJatmxZ6iRpTEyMAMTHH39c7usrERERIR544AHh6OgomjdvLrZt21buieZdu3aJ3r17m7pwhoWFiU8++UQYjUbT8hMnThQBAQFCoVCYdUkt60Tn7bqkvv3228LX11e4u7uLMWPGiPz8fNMyOp1OTJw4Ufj7+wsvLy8xfvx4MW3aNLMTzenp6WLw4MHC09Oz3C6p2dnZpi6pjo6Ot+2SGhkZaZb71k4FOTk5wsPDQ+zdu9dsuYMHD4q+ffsKV1dX4e7uLjp06CAOHjwohKjYieaKvJ9LuqTeqqwu34DZdhLixknZ/v37CxcXF+Hr6ytefPHFO54MLlHSSaKs/25+754/f16o1Wpx5cqVctf3+uuvi4YNGwpnZ2fh7e0t2rZtKxYtWlSq6/v+/ftF586dhZOTk6hVq5aYPHmy2TJz584VjRo1Ei4uLsLT01O0bdtWfP3112Yn/cva/lOmTBFeXl5i//79FXr9JRRCyJnXpOrpzz//ZPjw4Vy5cqVKLjqTbm/mzJlER0ezadMma0epdsaPH48Qgq+++sraUaqEPHwkVTsFBQWcOXOGjz76iFGjRsmCYAXvvPMO7dq1q/AQETWF0WgkJCSEmTNnWjtKlZF7ClK1M2PGDGbNmkWHDh3YtGlTub2OJKmiBg8eXOp8TYnu3bubndOqyWRRkCSpRrh27RqFhYVlPubi4mK6nqamk0VBkiRJMpHnFCRJkiQTmx/m4tYLf+6Xn58faWlplbrOqnYi9QSDNg3iwOgDhDrc+zDF1mSL272ELWcH284vs9+boKCg2z4m9xTsQF2vurzf4X0a+jS0dhRJkmycLAp2wNPRk/GtxuPp7GntKJIk2ThZFOzA2cyzNPimAadS730QLEmSJLCDcwoS6PQ6igxFFOmLwMHaaSSp+hJCoNVqMRqN9z3q6/1KTk4ucxyryiKEQKlU4uzsfFevVRYFSZJqDK1Wi4ODg9m8G9aiVqurfN74krlSbp0/uzzy8JEkSTWG0WisFgXBUtRq9V0Pd26RrbNkyRKOHDmCl5cX8+bNK/W4EIJVq1Zx9OhRnJycGD9+PA0aNLBENLvg6eRJPc96eDt7w70P/S9Jds/ah4ys4W5fs0WKQq9evRg0aBCLFy8u8/GjR49y/fp1Fi5cSFxcHCtWrLjvyelrkrqeddn75F78fGy3z7YkWUNekYHC4vub3vZmLg5K3J2q9pBQVbNIUWjWrBkpKSm3ffzw4cOmyS0aNWpEfn4+mZmZ+Pj4WCKezUspSOGt3W+xavgq1PI0kSRVSF6RgRFrYsnWVt7utaeTgnVDvXBzVHDLBLym24uWr+HXP7eiUilRKJXMmfomn3yxjJS0DJycHHBQO/DfD96ieZMwFMD6TX+y/LtfKFY4YDQKXpjwJoMGDuLjqZM4ePAAHh4ewI3ZCseNG3ffr6FafINkZGSYTSun0WjIyMgosyhEREQQEREBwJw5cyo0yfrdUKvVlb7OqpaQlMD2hO2kFKbQ0r/yJoO3JFvc7iVsOTvYdv7bZc8v0pOUrSU5W4tWp+VKSiY6bSGNfZXU8vUBYSArX0e21sDiQd5onAQq9CgRKDGiQqD4v3/f7uCLXqEGFDeWVChJ1ap44a9silDhoVabHbYpKQlHYo6zPfIAv21cj5OjExmZmRQXFyOUDnz+2VxatmjOTxs28dHCb/h21QqSriezYOUP/LrpZ1x8AskrKCQzIx13ZweUSgXTp09n6NCh5W4jJyenu/r7VouiUNaYfLc7DtavXz+zqRkr+3CJLV42n5WVBYBBb7C57CVscbuXsOXsYFv5L2VoScsvJqOgmHydEb3Siatp2WTmF+FekIC+MBt9Xhq+xkzqKq7TXXmSZsrLpudf6/ABjp4tEChQiBuHeYJdBRp3R1C6olSpb8y7rFCBUgUKBUKhAkVJnxwFKBQ3bivM++ko8oqBbBw8a+PoXnbf8Iz8I2j8a+HhF4parcbR88aw8Eq1A45uXjh5aOjUtScrVq3F2d2HvMKruHt44OtfG5VKhbuTB4E+N/YMhBAYDAb0en2526yoqKjU37e8YS6qRVHQaDRmodPT0+WhI0mqYYQQZBToOZNSQHp+MekFeor0RnK0epJydFxI15KaX4xSAT4uano5xxGuSmRMUSTNdMdvrAMFekdnil0DwSMQg38/Uuv2xejsjVA7U4gbCjePG1/2ecXASRTeoahu+hKvymGje/bsyfz58+nWrRs9e/ZkyJAhdO7c2WyZHTt2MHDgQODGoXd/f386depEt27dGDx4MAMGDDAtO2vWLBYsWADcmJu5adOm952xWhSF9u3bs2XLFrp27UpcXByurq6yKEiSHdIbBFeytKTkFZNZUExyXjEJmUUk5hQRl1pIwf+d9A3ydCTA3RFPZxVOaiX1fJ3pXteZbg7naHphFY4px1AUFCPc/NH51iHjgQXoAlpgdAu88Uv+dgoKyn+8irm5ubFlyxYOHjzIgQMHeOWVV5gyZQoAr732GgUFBRiNRrZs2QKASqVi3bp1xMTEsGfPHj788ENOnDjBW2+9BcDUqVMZMmRIpWa0SFH44osvOHXqFLm5ubz88suMHDnStMszYMAA2rRpw5EjR5gwYQKOjo6MHz/eErHsRgv/Flx74ZpNHQaQaoasQj3xaYWcup7PoSu5xCTmYRTgrFbi4aQi0NORQA9H2oZ48GgLP5oHuuHn5oCT+n+HZhS6PFzObcbz0Oco9QUUBXcms89cdAGt8a33AOk29p5XqVR06dKFHj160KhRI3766ScAFi1aRLNmzfj44495//33WbFiBXDjUHqbNm1o06YNPXr04M033zQVhapgkaLw+uuvl/u4QqHg+eeft0QUu6TT6zibeZau3l2tHUWqoYxCcDlDy75LOZy8nk9ybjFJOUWmnj11vJ14oLYb/23XgBa13e/YbVOVl4jzpe24nv0Fh/QzCBQUhg8jp+NbGF39KzV7RkGxxdYTHx+PUqk0XYcVGxtLSEgIZ8+eBcDBwYFJkyaZjpp4eHiQmppKixYtTMtX9Qxx1eLwkXR/zmaetfn5FCTbkpyr49CVXOLSCjl9PZ/Y5ALgxmGfprVc6Vbfk1AfZ8I0zoR4O+GgqtjgCcqCVDyiFuB29heEQklh+CPktnmJojo9EeqKD9VQES4OSrycVYxZf7bS1unlrMLF4favtaCggKlTp5KTk4NaraZevXrMnTuXF1988X+5XFx48cUXWbp0KW+88QYfffQRycnJODk5odFomDNnTqXlLYvNT8cpJ9mRk+xYmy1nh7vLvzM+i7XRyZxOLsBBqaBNiDvh/i60D/Ggkb8LPq73OCKjUY/bybV4HZgLQPrAJRTV7V2p2eHGl7Krq6vptjUvXlOr1XfsOVQZbn3NYAO9jyRJqr7ydQb2Xcrhz1PpHLySS8c6Hix8NIyWtd1wVN//8GmOiQfx3v0B6pwr5Dd7muzOk0HlWAnJ78zdSWXzVyBXNlkUJEkq05GruXx7OJlDV3IB6NfIm88faUinupUzmZOiKAffrRNxSjxAUe0HSX9oJQbPkEpZt3TvZFGwAyEeIYxtPpa6XnUxFlTerrBUsxTpjcSnFRKdkMv6mFSyCvW0DXFn3rCKnRyuKIUuF7dTP+BybhMOWedJf2gFRSGyk0R1IYuCHfBx9mFml5n4uvqSVmC7x7Yly0vPLybyaiJr913i5PV84MbJ4u71vXiomS8ta7tV7siiwoj3jsm4XN6Otk5v0h79AeHgVnnrl+6bLAp24HzWeYZuHsqe0XvwxdfacSQbkJhdxLL9SWw9lwlAnzBvPn6oPp3reZpdI1CZFNpMfCPexCnxQIVPJEuWJ4uCHSgoLiBbl02+Lh9fB1kUpNsr0htZGHmNjSfScFYrmT6gLiM7h5GdmVF1jQoj7ke+wuPIEhTCSOqw7ykObFN17d0FhS4XRXFhpa1POLggHD0qbX3WIIuCJNUAeqPgl2OprIq6jt4geLdPKMOaa1AoFBW+huCeGHR47f8Ut1Pfk9v6RfLavFhtDhcpdLkE/L8BqIqyKm2dBidvUp7+p9zCEBoaSpMmTVAoFAgheOSRR3jttdd44oknTNcj6HQ6unfvzqRJk/Dy8jJ7XolvvvmG0NDK74Iui4Ik2bld57NYvCeRq9lFjGjlz7PtAvB3r/ounw7Xj+IdOQ2HzPNkdfuAgmZPV3mbd0NRXIiqKIvUx37G4HL/V0mrClPx3/AEiuLCcouCs7MzW7duLfM6hUWLFtGqVSt0Oh2ffPIJY8eO5ZdffjF7XlWTRcEOuDm64efsh7uje9UO8SjZlLMpBXwccYW4tEJaB7nzxfCGBHk5VX3DQuC1dxZup76n2Ks+10dtx+heu+rbvUcGF3+MbgHWjmHG0dGRqVOn0rVrV2JjY2nevLnF2pZFwQ408GrAsX8dw09j21fWSpXjeq6OX46nsi46hRa13fjumSY00FTuEBFlEgKna/twjf0el8vbyW07ntz2/6n6dm2MVqulf//+psNHr732Go888kip5VQqFc2aNSM+Pp7mzZubngdQp04dVq5cWSX5ZFGwAxnaDGYfnM28wfOsHUWysmX7E1kTlYyDUsGbPUN4vKWfxSard0rYhWbLK+jdapM+6CuK6vSySLu2przDR7e6eRQiefhIqrBruddYf249r3d53WbHPpLuj05v5NvDyayJSuatXiE81sJyxQDA6epeNFteoSi4E+kPr7JYu/bMYDBw5swZwsPDLdquLAqSZMOEEOy+kM2XkddIzNExrmMgj7es3KGly2UsxvnSDnwjJlIU1In0h6rmkEZVUhWmVqv1ABQXF/Ppp58SFBREs2bNKm29FSGLgiTZsN0Xspnyx0Xah7qz4snGeLtY7iOtykkg4MeHURiLKazXn8wBCy3WdmUQDi4YnLzx3/BEpa3T4OSNcCj//M2t5xR69+7Ne++9B9yYfc3JyYmioiK6d+/ON998U2nZKkoWBUmyQen5xXyx+yrb4rIY2kzDlH51LNq+oigH379fRaidSR4RUe1671SEcPQg5el/LH7xWkJCAlB66Oyff/653OfFxcXdf8AKkEXBDjTVNOXQ04doXqs5WRlZ1o4jVbHohFxmRVwmI1/PnIfr06Oht+UaN+pxO7EGr4OfAZDyxGabLAglhKOHzV+BXNlkUbADSpT4OPugpAqvTJWsTgjBnG0J/HYqnXo+zvz2fBM8nS33Eb557KL8pk+S3W06WPBktmQZsijYgdj0WJufeU0qX3p+MZ9uv8KeizlM61+XwU0tPMaVQYffr8+iyk0keeSfGLzrW7b9SmLjE03ek7t9zbIoSFI1V6Q3Mvn3C8QmF7D48XDaBLtbtH1FcT6+//wHh6wLNl0QAJRKJXq9HrW6Znz16fV6lMq7O4JQM7aMJNmoU8n5fLYjgTMphWwY05xAD8tMU1lCUZyP79+v4pR4kNRh39t0QYAbF4BptVqKiooseh1HWUp6GVUVIQRKpRJnZ+e7ep4sCpJUDRXpjXy+6yq/xaZTx9uJP19oYdHupgCqnCv4bnkFh6wLpA1bV22Gu74fCoUCFxcLDPlRAX5+1XNYGlkU7EBtt9oMqT+EYM9gqLzedZKVRJzL5IvdV8ko0PPBgLoMamL5OTJUOQlo/nwBgJQRv6P3aWjxDJJ1yKJgB/xc/VjWbxl+bn6kFVa/Xx5SxSTlFPFddAobT6TRs6EX7/QOxdfVweI53I6vxuvApxhc/Eh/aLksCDWMLAp24FL2JUb8MYKIf0XghZe140h3qUhvZMneRH46lkodHyeebRfAK12CrHLM2/XkOrwOfIq2Tm8yBi2xePuS9cmiYAdydbkk5ieSo83By0EWBVuiLTby5Z5rbDmTwUuda/Nsu1qolNY5AeoS9yve+2ZRWH8Amf3mWyWDZH2yKEiSlSTn6vjw78vEJObx36EN6FrfegXdIeU4PjveJa/lWHI6vWO1HJL1yaIgSVaQll/M+F/icFIp2Ty2uUWmxyyTECj3zMN/9xz0XvXI6fi2dXJI1YYsCnbAWe2Mq9oVlzuMzihVDxkFxUzcGE9Sjo7fn3/AKieTS7jFrkO9bw7Znd4lv+Voq+WQqg9ZFOxAuE84cWPiqm2/Z+l/UnJ1vPTzObIK9fz1Qgu8LHztwc0cUmPx2jcbQ5vnyG/xnNVySNWLHEHNDmRrs5kbNZcsbZa1o0jluJSh5V/fnyE1r5iNYx6wXkEQApdzm/DbOAKjoweGgZ/Kge0kE4u9K2NiYli1ahVGo5G+ffsyfPhws8cLCgpYuHAh6enpGAwGhg4dSu/evS0Vz6Zdyb3CgpgFPN36aTkgXjV1KUPLmPVnCPZy4q9RLVBa60vYWIz37hm4nttAfpMnyO42HT+lyjpZpGrJIkXBaDSycuVKpk6dikajYcqUKbRv356QkBDTMlu2bCEkJITJkyeTk5PDxIkT6d69e40ZuEqyX/k6A9O3XMLNUcXKJxtbtSD4/vMfnK4dIG3IanRBHa2TQ6rWLPKNGx8fT2BgILVq1QKgS5cuREVFmRUFhUKBVqtFCIFWq8Xd3f2uR/eTpOrmZFI+n++6SlxaIVtebIGT2nrvac0fz+OUdEgOWyGVyyJFISMjA41GY7qt0WhKTS03aNAg5s6dy0svvURhYSFvvPFGmUUhIiKCiIgIAObMmYOfn1+lZlWr1ZW+zqrmXewNgEqtsrnsJWxxu5e4XfYdZ1N56adzNPR3Y/fb3Qn0vLvRKiuTes1DKJOi0E04ibd7LfPH7HDb24Lqmt0iRaGsSR5uvYT/2LFj1K1blw8++IDk5GRmzpxJkyZNcHV1NVuuX79+9OvXz3S7snvb2GIPHn+FP+sHr6eRTyOby17CFrd7ibKyn00p4KX1Zwn2cmTZ4w1R6/JIS8uzSj6nS9vRXIsio98XaLUq0JpntbdtbyusmT0oKOi2j1lkX1aj0ZCenm66nZ6ejo+Pj9kyO3bsoGPHjigUCgIDAwkICCAxMdES8Wyes9qZ7iHdcVZb75eo9D9p+cW8+OM5gr0cWfdMU1wdrXciV51+Fp+dUyho9BjaBgOtlkOyHRYpCg0bNiQpKYmUlBT0ej379u2jffv2Zsv4+flx4sQJALKyskhMTCQgwHYnBLekk+knCV4ezLHkY9aOUuMVG4x8su0KHs4qfvh3MxyteA5BUVyAz84pKHS5ZPWcZbUckm2xyOEjlUrF2LFjmT17Nkajkd69exMaGso///wDwIABA3j88cdZsmQJb731FgDPPPMMnp6elohn84TxxuE5o9EIsneh1RTpjUz67QJRCbkseTzcer2M/o/ngbk4pJ/m+r/2yusQpAqzWH/Ptm3b0rZtW7P7BgwYYPq3r68vU6dOtVQcSap0U/+8SFRCLstGhNOitmXnUTYjBN47p+Aat5nMXnMwulh+kh7JdsmLACSpEvwYk8LeSzksG9GIFrXdrJrFa+9HuMZtJu3hVeiCO1k1i2R75IUAdsDf1Z9OgZ2odUtXQ8kytp5OYcHua4ztEGj1gqDOuoDbqfVk9p4rC4J0T2RRsAOBboH8MvQXgjxu381Mqhqnkwt49f8do02IO+M6Blo1i7IgFd+/XqYouBOF4UOtmkWyXbIo2IGE3AT6/tyXy1mXrR2lRknMLuK1DXGE+bvx+bCGVpk+82bux1ehzk0gY8Aiq+aQbJssCnYgS5vFmcwzZBRmWDtKjZFbpGfyHxfQGwSbXulk1a6nGIvx2ToR9+OryOrxEcLBuoewJNsmTzRL0l3KLzLwSUQC8Wlatr7U0rrXImgz8d32Fk7X9pPZaw6FjR6xWhbJPsiiIEl3wSgEk/+4QPTVPBY9Foabk3UvDPGMWoBj4kFSh6+nOKCVVbNI9kEWBTvgoHRArVDjoLbetI41xeaT6RxLzOeHfzcl1Nu6w4o4X9yK2+kfyOzzmSwIUqWR5xTsQBNNEy4/f5kH/B+wdhS7djwxj//uSODJNv5WLwgALuc2UxA2hMKwh60dRbIjsijYgTxdHutOryNPZ51ROGuCHK2eL/dco1NdD17tGmztOLie+gGXy9soaDLC2lEkOyOLgh24mH2RSXsmEZced+eFpbuWV2Rg7PqzxF4vYErfOtaOg0NaLN57ZpDb+iV0QR2sHUeyM7IoSFI59EbBq7/EkZij45fRzfF3d7RqHkVRNr5/vUSxT0NyH5xo1SySfZInmiXpNvQGwZJ914hLK2TDmOYEeli5IGiz8I14A1VhOilPb5Ujn0pVQhYFSSpDkd7IU2tPkZxbzITuwVYvCMqCVPx+fRZ1zhWSn/oboXaxah7JfsmiYAfqe9Vnbre5hGvC0eZorR3H5hmFYPqWS2QXGlj3TBPqa6z7BazQF+K7deKNgjBqGwZ3OcaVVHVkUbAD7o7uPNP0Gdwd3dEii8L9iryQze4L2SwbEW71goBBR8APg1HlJ5P81N+yIEhVTp5otgNn0s9Qd0VdTqaetHYUm3ctu4j/7kigfai7dSfKATAa8P17PMr8FK4/G4nB0/o9nyT7J/cU7ECxsRi90FOsLwZ5UfN9+TYqGb1R8N+hDa0bxGhA88cYnJKiSB2+HqOrn3XzSDWG3FOQpP+zPS6T306lM7F7CE5WHeQuC98tL+GUFEXKYxvkEBaSRck9BUnixhXLH0dcoVt9TwY3te6cxgE/DwMhSHl8I3pNE6tmkWoeWRTsgLezN018muDr4gt6a6exPUIInvv+DB5OKt7sFWrNIHjt+RBlYQapj/4oC4JkFfLwkR0I9Qhl2xPbqOtd19pRbNKKg9dJzitm5VONrXc9ghB4HpiL2+kfyOi/EL1fM+vkkGo8WRTswPX86zz+2+Mk5iZaO4rN+edsBqsOXWd81yB8Xa1zll5ZmI7v36/ifmI1GX3nUVSvj1VySBLIw0d2IbUglQPXD5Ccl0yogxUPf9iYQ1dymPH3ZZ5q48+z7WpZJYPb8dV4HfgUgJTHfpF7CJLVyaIg1Uh6o2DFgeu0CnLjP92sMxS25/5PcT+xGm1oDzL7fo5wlHMrS9Yni4JU4xQWG3hz83lOXs9n3TNNUFh6YDkh8N45Bde4zWT1mElBkycs274klUMWBTugUN74UlMq5SmiOynSG/ngr0scS8znx383I8TbybIBhBGv3dNwjdtMZp//Uhg2xLLtS9IdyKJgBx7QPMC1F67h5+dHWlqateNUa1/svsreSzl8Mbyh5QsC4HZiDW5nN5DyxGb0vo0s3r4k3Yn8aWkHtHotkVcj0erlYHi3I4Tgy8hrbD6ZztT+dehQx9OyAYx6vHZPx+vAXAoaPSYLglRtyaJgB+Iy43jqr6c4nXra2lGqrdMpBfy/oymM6RDIQ001Fm/f89B83M78SG6bl8nqOdPi7UtSRcnDR5LdS8nV8fbmC/i6qnmhU22Lt+98cSvux78ho+88tA0fsnj7knQ3ZFGQ7JpRCKZtuUS+zsAfL7SwePuqrIv4bp2ANrS7LAiSTbBYUYiJiWHVqlUYjUb69u3L8OHDSy0TGxvL6tWrMRgMeHh48OGHH1oqnmSnPt2ewImkfNY+0wR3J5VF21bo8vGNeAOjgzsZg7+2aNuSdK8sUhSMRiMrV65k6tSpaDQapkyZQvv27QkJCTEtk5+fz4oVK3j//ffx8/MjOzvbEtHsQh2POkxsPZH6PvXR58kR8UpcSC/kz9PpvNUzhIaWnkHNqMd791TU2ZdIHrXNsm1L0n2wyInm+Ph4AgMDqVWrFmq1mi5duhAVFWW2zJ49e+jYsSN+fjcmE/Hy8rJENLvg5ezFpAcn4e3sbe0o1Uaxwcin2xNoVdudx1pafoIaj8MLcbmwhbRH1mF0sfyJbUm6VxYpChkZGWg0//tgaDQaMjIyzJZJSkoiLy+PGTNm8O6777Jr1y5LRLMLcZlxhK8K50zaGWtHqTbWRCVzOrmAd/qEWvyKZcfr0XjELCez58cU+zW3aNuSdL8scvhICFHqvls/qAaDgYsXLzJt2jR0Oh1Tp04lPDycoCDzicojIiKIiIgAYM6cOaY9i8qiVqsrfZ1VLaE4gQJ9ATqhw8/ftrKXqMztHn05i28OXWf2I81oF1714xrdnF1x/Tjq30cjfMNw6/oCtjCakS2+50vI7JXPIkVBo9GQnp5uup2eno6Pj0+pZTw8PHB2dsbZ2ZmmTZty+fLlUkWhX79+9OvXz3S7sq/gtcWrgrOysgAw6A02l71EZW13IQTTfz1LuJ8Lves6WWR7lGRXFBfgt/EF9J51SH30F7CRv4UtvudLyOz35tbv1ZtZ5PBRw4YNSUpKIiUlBb1ez759+2jfvr3ZMu3bt+fMmTMYDAaKioqIj48nONg6o1dKtuuPUxmcSy1k2gDLTjik0OXh9+szqPKvkzbsO1BZabIeSbpPFtlTUKlUjB07ltmzZ2M0GunduzehoaH8888/AAwYMICQkBBat27N22+/jVKppE+fPtSpU8cS8Wyeh6MHQW5BeDp7gsHaaaxHW2xk5cEkHnlAQ5ifBXsbCYHXvtmosq+QOuJXhLPPnZ8jSdWUQpR1wN+GJCZW7mxjcnfUOioj+/qjKSzdl8hPzzXD391yv9T90/bjsGEs6QOXUFS3t8XarSw1/X1jLTX68JFUtdIK0ngp4iVS8lOsHcVqLmVoWRh5jZe7BFm0ICi1mai3TCK/8eM2WRAk6VZ3LApz5841u33gwIEqCyPdm6T8JH6/+DvXcq5ZO4pVXMsu4uWfzxHu58JTbQIs2rZ7zHIUBWlkd59u0XYlqarcsSjExsaa3V62bFmVhZGku1WkN/Lc92cQAlY93dhyDRv1uB1fjfvxVegfWQpKB8u1LUlVSA6IJ9m0hZHXKDYI1j3bFKWlLlIz6vH9ezzOCZFkd3oXl+aP20z3U0m6E1kUJJu1+3wWG0+k8fFD9anlYaHzCMKI9453cU6IJG3YOnSBbbHwqEqSVKXuWBS0Wi2vvPKK6XZBQYHZbYCvvvqq8pNJFdZc05y4MXGEBISUGj7EXhUbjKw8eJ2OdTzoFeZtsXZdzv+F6/k/SRv2HbrAthZrV5Is5Y5FYfp0eQKtujNiJFObSRC372Zmb2ZHXCEurZBfRjezWJsOKcfx3jGJ/GZPowtsZ7F2JcmS7lgUmjWz3IdOujen008zaNMgDow+QKhDqLXjVLn4tEL+OZvJjIF1qe3pZJE2lQUp+G55maLQHmR3ec8ibUqSNVTonEJWVha///47p0+fJi8vD3d3d5o2bcqQIUPw9vau4oiSZO7znVd5MNSDAY19LdOgXovvP/9BOHmS0X8BKOWpOMl+3fHdnZWVxbvvvounpycPPvggPj4+ZGRkEB0dTWRkJHPmzCk1uJ0kVZWd8VnEJOax8NEwi7Sn0BfitWsaDmmnb0yWI8c0kuzcHYvChg0baNy4Ma+//jpK5f8uaxg5ciRffPEFGzZsYNy4cVUaUpIA8ooMfHMoiSHNfGkf6mGRNr23T8LlUgSpw77H6OpvkTYlyZruePHa8ePHGTlypFlBgBvzIYwYMYLjx49XWTipYoI9gnmq0VOEetn3+YSpf10kPk3Lmz0t8zodUk/icimCtCGrKQ5sY5E2Jcna7lgUMjMzbzt4Uu3atcnMzKz0UNLd8XX2ZV7Pefi5Vr8JOyrLvkvZHLqSy9InwnF2qPohu5SFGfhsf4di30bogjpWeXuSVF1U6NN1615CCZVKZfGpDqXSLmRfoNXaVsSlx1k7SpXIKzLw+c6rdG/gRcsg9ypvT6HNwmfbmyi1maQN/bbK25Ok6uSO5xR0Oh2LFi0q8zEhBMXFxZUeSro7+bp80rRp5Ony8HGwv5P+3x6+Tlahnsl9LHPYyHv3BzglHiR12PcIJy+LtClJ1cUdi8Jjjz1W7uOPPvpopYWRpFvlaPV8fySF8V2D8HGt+kHnXE/9gMulraQP/lqeR5BqpDsWhRYtWnD48GGeffbZUo999913dOjQoUqCSRLA1nOZOKuVjGhV9T1/lIXpeER/SUHYUIpCu1d5e5JUHd3xnMLGjRtve1XzAw88wIYNGyo9lHR3XB1c8XL0ws3RzdpRKlVhsYGl+xIZ2lyDg6pqTy4rinLQ/P4cSl0eWb1mV2lbklSd3fGTdunSJVq3bl3mYy1atODixYuVnUm6Sw29G3LquVM00jSydpRK9efpDPJ1Rl7uUsVjOhl0eO+ehjrzAqmP/SznRpBqtDsWhcLCQvR6fZmPGQwGCgsLKz2UdHcytZlM2zeNjAL7GSE1q1DPl5HX6N/IByd11e4luB9fjcvFf0gfsgq9j2WulJak6uqOn7bg4GCOHTtW5mPHjh0jODi40kNJd+dq7lW+if2Gy9mXrR2l0vwYk4KTWsn7/epUaTuOiQfxjJpPTvuJ8noESaICReHhhx/m66+/5uDBgxiNRgCMRiMHDx5k+fLlPPzww1UeUqpZCnQG1kYn82gLPxyrcC/B9fSP+P0+mvymT5LX9uUqa0eSbMkdex9169aNrKwsFi9eTHFxMZ6enuTk5ODo6MiIESPo1q2bJXJKNciei9k4qpQ8265WlbXhfOFvvCOnUxTUiezuM6qsHUmyNRUaA3jIkCH06dOHc+fOmYbObtSoEa6urlWdT6phknJ0zPj7Mj0beuHupKqSNlQ5V/HaN5vCev3JHLCwStqQJFtV4YHhXV1db9sLSbKuxj6N2TJ8C839m5OTlWPtOPdlz8VsvJ3VzBhYr0rWr047heaPcaiKssjqObNK2pAkWyZnC7EDjmpHWvi3wFFt22P9G4VgXXQyfcK9q6THkeeB/+J+/BuKNU1IfnaXnBtBkspQ9cNNSlXuROoJgpcHczTpqLWj3JdvDl4nJa+Y5x6s5HMJei3u0YtxP/4N2Z0nk/rYBlkQJOk25J6CVC0UFRvYdDKNV7oE4e9eeV/Yqpwr+P79Kg6Z8WT0m4+2waBKW7ck2SNZFKRq4e9TKeiNgidaVd6cEOqMc/hveAKFsZik0YcQjpaZrU2SbJksClK1sPV0Cp3qeuLiUDk9jpQFKXjvmoZQO5P0bBSonSplvZJk7+Q5BTtQy60WfUL7UNujtrWj3JN8nYGd59Lo1dC7UtanyknA96+XUWfGkTLiN1kQJOkuyD0FOxDgGsDaQWvxc/cjTZtm7Th3bcuZDBzVSrrU87zvdTld2Y3vP6+BMJIy8neMblV3AZwk2SO5p2AHLudcpusPXbmYaZsj1m44nkb/pgH3N6SFELic24Tv3+PRhnYn6fkTGLzqVVpGSaopLFYUYmJimDhxIv/5z3/YtGnTbZeLj4/nySef5MCBA5aKZvNyinK4lHOJLG2WtaPctVPX87mYoeXZjvc31aZL/O/47JxCYdgQMvsvADl3uCTdE4sUBaPRyMqVK3nvvfeYP38+e/fu5erVq2Uut27dOnnldA2y5nAy7UPdeSDo3g8dOSVE4rNjErmtnier9xxQyqOiknSvLFIU4uPjCQwMpFatWqjVarp06UJUVFSp5f766y86duyIp+f9H1uWqr/8IgORF7IZ1vweu6EKgevpH9H89SI6/5bkdnyrcgNKUg1kkZ9UGRkZaDQa022NRkNcXFypZQ4dOsT06dP56quvbruuiIgIIiIiAJgzZw5+fpXXrx1ArVZX+jqrWi1RCyeVE27Obvj52E72P/ZfAeDJzmH3tN2Vh5aijpyOoe0YGPgpflY6ZGSL75mb2XJ+mb3yWaQoCCFK3ae45QO8evVqnnnmGZTK8nde+vXrR79+/Uy309Iqt7eNn59fpa+zqgUoArgw9gJ+PraV/eD5ZAY09iE9Pf3utrsQuJ5ej/eej8ju+Db5rcZBenrVhi2HLb5nbmbL+WX2exMUdPspbi1SFDQaDek3fWjT09Px8fExW+b8+fMsWLAAgJycHI4ePYpSqaRDhw6WiGjTcnQ5fHf6O17v+rq1o1SY3iA4cjWP5zve/bUVnvs/wf3kWnLavXajIEiSVGksUhQaNmxIUlISKSkp+Pr6sm/fPiZMmGC2zOLFi83+3a5dO1kQKuhy9mVmH5rN0GZDCXW4v148lrLvUjYZBXp6NPSq+JP+bw/B/eRasrpOo6D5qKoLKEk1lEWKgkqlYuzYscyePRuj0Ujv3r0JDQ3ln3/+AWDAgAGWiCFVI3sv5dA6yB1fV4eKPcGox/PQfNyPf0Nei9GyIEhSFbFY3722bdvStm1bs/tuVwxeffVVS0SSrESnN7LtXCbPd6rYoSOlNhPPfR/jGv/7/84hSJJUJWSHbsnidp7PoqDYyJBmmjsu63JuE157PgKFgrQhq9EFdbRAQkmquWRRsAMNfRqyrO8yGmsaU5BTYO04d7QmKpn+jXzKnYNZUZSD56HPcTv9AwXhj5DdZQrC6S7OP0iSdE9kUbADrmpXhjQYgqujKwVU76Jw5GouFzO0fDS4XtkL6LU4J0TivXsayqJsMnt+TGHjRy2aUZJqMlkU7MCp9FMM3DiQg2MOEqS6ff9ja9MbBeuiU+gd5k1DjUupxx2vR6P5YxwKQxEFYUPJ6jUblBU8ES1JUqWQRcEOGIwGjMKIwWiAypmjpkrsPp/F/ss5rBjZyPwBowHFxd34/vUSQulA0uhDcg5lSbISWRQkiyg2GPli91UebeFHs0A30/3K/BR8tr2Jw/VodP4tSXvke1BW48omSXZOFgXJIn6ISSVfZ+TlLv/rhuqUsAffLa9gdPamePQ/pDnaxoV3kmTPZFGwA74uvrT2b42fqx8UWztNaXqjYMneRP7dvhYeTmoURTlo/hyHY+pJCusPILPv5/gF1AIbHcNGkuyJLAp2INg9mD+G/4GfV/UcHOzHmBQA/tW+Fk4JkXju+wSH7IukD15OUWg3K6eTJOlmcjpOO3At7xoPb3qYhOwEa0cppUhv5NvD15nQ8Dr1Ng9H89eLCCcPUkb+IQuCJFVDck/BDmQUZhCTGkNaQVq1GxBv3vaLfGKYz8PXDqJ3DyLt4VU3rkqW02VKUrUki4JUZYquHuf9i+OprUonfeASiur2tnYkSZLuQBYFqUo4RS0m6OgiruFH4rN7wPXO4xxJkmR9sijYAZVShVKhRFUN+vcrdHn4bR6FQ2Ycn/FvBj7zFhpXeSGaJNkKeaLZDjTTNCPh+QRa1mppvRAGHc6XtlHr+z6I7KsMNnxO+KBX0bjLgiBJtkTuKdiBAn0B269sZ6TnSIu3rcpJwP3oUlwu/I2yOJ/04D4MujqapzrW5cE6nhbPI0nS/ZFFwQ6czzzPS9teolVoK4v2PnK+uBXfrRMwOriS0/EdtA0GMn1XNkKdxxOt/CyWQ5KkyiOLgnTXlPnJeO3/FJcLf1FYrz+Z/RcggDnbE/j7bCZLnwjHQSWPTEqSLZJFQao4IXA/sgTP6EUAZt1Mt57N4LfYdGYNrkfLIHdrppQk6T7IoiBViCr3Gp4HP8PlwhZy2k8kr81LpgvQdsZnMePvy4xs7U+fcB8rJ5Uk6X7IomAH6nrV5f0O79PQpyG6PF2lrltRnI/7sVV4HFmMUe1KxoBFaOv1NT2uNwiWH0iiTbA7E7sHV2rbkiRZniwKdsDT0ZPxrcbj6exJWl4lDYhnNOBxeAEeMcsByG37CrltXzWb6yBHq2fixnguZmjZNKY5Cjl0hSTZPFkU7MDZzLMM3jiYA2MOEKAIuO/1KbWZeG97G+dr+8h58A3yWo4uNRPatewi3vr1PFcyi/ht3ANo3OS0mZJkD2RRsAM6vY4iQxFF+iK4n+9mIXC6vAOfnVNQ6nJIGfEbep+wUoudTy/kpR/PAbD15Za4OVr/SmpJkiqHLAoSAMq8JLz2zsLl8nYK6w8gu+s0jK6lrzVIzdMxe+tl3J1UfDuqiSwIkmRnZFGo4ZQFaXge/AzXuM0ApA/+mqLQ7qWWO5NSwL6L2aw4eB2VAn4Z3RxPZ/n2kSR7Iz/VdsDTyZN6nvXwdvYGQ8Wf55h4CJ8dk1DlJ5P+0AqKQrqWWsZgFPx0LJWFkddwd1TxRCt/JnYPRqWUJ5UlyR7JomAH6nrWZe+Te/HzqeB0nPoi3GK/w+vgZ2hDu5M29DsMniFmixiMgh9iUlgXnUJmoZ4Rrfx5o2fIbVYoSZK9kEXBDqQUpPDW7rdYNXwV6vL+pELgdGUnPtveRqkvIKf9f8hrO77UYnlFBj7dfoVtcVkMbuLL6z2D8XCSbxVJqgnkJ90OJOcnsz1hO0m5SbcdEE+VcwXv3dNxSjxAYf0BZPX6GOHgZraMEIItZzJZeTCJtPxiVoxsRLNAtzLXJ0mSfZJFwc45XdqO67mNuFyKQCjUJI/8E4N3/VLLJeUUsWRvItvismhR243lIxvh4yqvPZCkmkYWBTulyrqI+7EVuJ3dgDa4C5k9ZlHY+DHTeEUlYq/ns+F4Gn+dySDI05F5wxrQuZ6XlVJLkmRtFisKMTExrFq1CqPRSN++fRk+fLjZ45GRkWzefKNbpLOzM88//zz16tWzVDy7oMg8j8/x+Tikn0adfQmDqz/ZnSeT3+I5s+WMQvBbbDq/x6YTm1yAt4uayX1CGdpcI4eqkKQaziJFwWg0snLlSqZOnYpGo2HKlCm0b9+ekJD/9WYJCAhgxowZuLu7c/ToUb7++ms+/vhjS8SzeS38mpM2cB2aTa9QrGlCXovn0PuGowtsZ7acUQj+OZvJ2sPJXMzQMqSZLy91CaJ9qIeVkkuSVN1YpCjEx8cTGBhIrVq1AOjSpQtRUVFmRaFx48amf4eHh5Oenm6JaLZPX4Tnpqc4l3ESt/oDyOi/uPQiBsFfZzJYui+RzEI9j7bw46PB9WiocbFCYEmSqjOLFIWMjAw0Go3ptkajIS4u7rbLb9++nTZt2pT5WEREBBEREQDMmTMHP7/KnfZRrVZX+jqrjC4P9ffPEJNxknaKAqL6vU/Lm7JHX87in9PJbDiaSHahnodb1GLq4CZo3B3LWal12NR2v4UtZwfbzi+zVz6LFAUhRKn7bnfs+uTJk+zYsYOPPvqozMf79etHv379TLcrdLHWXfDzq+AFYNZkNOAStxnPQ/NRFqaR2eu/sOtVDHoDaWlpnEstYPn+JPZeyqGhxpm+Yd6M7RiIr6sDQptDmtbaL6A0m9jut2HL2cG288vs9yYoKOi2j1mkKGg0GrPDQenp6fj4lJ6h6/LlyyxbtowpU6bg4SGPc5fFIS0WzwOf4ZR4gKKgTiQ/vRV95o29rqhLmUw7nM+51EJ8XNTMGlyP3mHe8uSxJEkVZpGi0LBhQ5KSkkhJScHX15d9+/YxYcIEs2XS0tL47LPPeO2118qtYjWWEHhEfYFHzNcYXDSkDl9PcUArAHKLbgx4NPuvszxYuxUrnmxEs1ryojNJku6eRYqCSqVi7NixzJ49G6PRSO/evQkNDeWff/4BYMCAAfz888/k5eWxYsUK03PmzJljiXjVniovEd8t43HIOEtOhzfJazkWlCoyC4qZt/Mq/8Rn4+U4jC9H9qVLoK+140qSZMMUoqwD/jYkMTGxUtdXnY5RKoqycb4Ygdf+j0FA2mM/ofdugFEIYq7l8dE/l0nNK+bNXiEMaaYhODCg2mS/W9Vpu98tW84Otp1fZr83Vj+nIN0dVc5V3E59j9uJb1EIAwUNHyKr9xxydAr2n8ng91PpRF/NI8zPme+fbUpSwSXarOvJntF78EXuKUiSdO9kUahO9Fq89s7C7ewvCKUDuQ9OJP+BZ9HixPeHU1h96DoALYPcWPJ4OK2D3QEoyC4gW5dNvi4fXwdZFCRJuneyKFQTiqIcfLdOxCnxAFk9ZlLQ+HFyigxsO53Foj3nKCw2MrZDIGM6BMoJbiRJqjKyKFQD3jvfx/XcBgBSH/uZQt9m7IzL4uv9N4awfriZL//pFoyjWmnlpJIk2TtZFKxIocvHJ+J1nK/uIbPXJxSGDeVUqpbZ35/hUoaWbg28WD6yEV4u5f+Z3Bzd8HP2w93RHWy624AkSdYmi4I1GIvx2jsbt9M/YHD2IXX4jxQHtGDG35f452wmjfxd+GVMcwI9KjYcRQOvBhz71zH8NLbbE0OSpOpBFgULUxRlE7B+EKqiLLK6TUdbfwDJBncW/19BmDmoHr3DvVHexVXIGdoMZh+czbzB86owuSRJNYE8SG1B6ow4An5+BGVRNtefjSSn8ZN8c1LHI9/EEnEuk3nDGtC3kc9dFQSAa7nXWH9uPQnZCVWUXJKkmkLuKViIQ8pxNL89h9HVn5RRESQUezB54xnOp2sZ2lzDmz1DcJInkiVJsjJZFKqasRjnS9vwjXgDvXsQcUM3MXd3MjviT6FSwo//bkaIt5O1U0qSJAGyKFQpRXE+mt/H4Jh6gsL6A/g+eCrz1sZRUGxkWv+69G/sg1pecyBJUjUii0IVcUg5gU/ERNR5SWzs+CNT9hrRnr5K13qefPJwA9SqyisGTTVNOfT0IZrXak5WRlalrVeSpJpHFoVKptDlovnzeRxTjqN18udZ7+85sEtPnzBv3uoVgo+rQ6W3qUSJj7MPStlvQJKk+ySLQmXRa3E7tR63k2tR5yUy028eK6/WJszBmbWj6tHQr+rmQ45Nj2XQpkEcGH2AUIfQKmtHkiT7J4vC/RJG3E58i9uJb1HnJ3G29iM8kjYccd2ZBcMb8GAdT2snlCRJqjBZFO6DMj8Zrz0f4XJ5O3GhI3hP14Ooixp6h3kza3A9OQ2mJEk2RxaFe2HQ4XL+T3x2TgFgmuds1sbVp38jH358tLbsYipJks2SReFuGA24nVxrOlQU49mHR1PGEubuxvQBAQxsYp25DGq71WZI/SEEewZDoVUiSJJkJ2RRqCCHlOO4Ry/CJSGSBJemDNbOpKDIlSl96zCkucaq2fxc/VjWbxl+bn6kFcoB8SRJuneyKNyBsjADz/1zcI3/jRRVLQYVfU6eMoQRHfx4vmNgtThvcCn7EiP+GEHEvyLwwsvacSRJsmGyKJTD+eJWvCKno9JmMln9Duvz2rBgeEPah3pUi2JQIleXS2J+IjnaHLwcZFGQJOneyaJwG84XtuAb8QYxPoN4POsZDKj4/fkH8K2Ci88kSZKqC1kUyuAS9xs+Oybxt7I7LyX9mxc61WZMh0Brx5IkSapysijcQnH9OD47JrHHsTsv5bzC5rEP4O9evfcOnNXOuKpdcXGouqumJUmqGeRgOTdR5V5D+e1QomnKszkvs/LJxtW+IACE+4QTNyaOJn5NrB1FkiQbJ4tCCSFQ/PEmqcVOTHL+kN/GtaBpLVdrp6qQbG02c6PmkqXNsnYUSZJsnCwK/8fh6j4Cco6zKPAT1v67BRq36r+HUOJK7hUWxCzgYuZFa0eRJMnGyXMK/yctehMnDa14euhAQGvtOJIkSVYh9xSA+C2LaZryO1fqPEZ4gLu140iSJFlNjd9TuPjXfHokfM0h32H0e2iEteNIkiRZVY3eU0jYu56uCV+z12c4IY/PqVZXKd+NcJ9w1g9eT1P/ptaOIkmSjauxRcGYcZkHYz/ikEsP6o/4BGy0IMCN6xS6h3THWe1s7SiSJNm4GlsU0mK3oUSgeXKRtaPct5PpJwleHsyx5GPWjiJJko2z2DmFmJgYVq1ahdFopG/fvgwfPtzscSEEq1at4ujRozg5OTF+/HgaNGhQZXlU16LY7diDMEfb6Xp6O8IoADAajaCychhJkmyaRfYUjEYjK1eu5L333mP+/Pns3buXq1evmi1z9OhRrl+/zsKFC3nxxRdZsWJFlWbyKLhMppc8Bi9JknQzixSF+Ph4AgMDqVWrFmq1mi5duhAVFWW2zOHDh+nRowcKhYJGjRqRn59PZmZm1QQyGnChCEWtFlWzfkmSJBtlkcNHGRkZaDT/m51Mo9EQFxdXahk/Pz+zZTIyMvDx8TFbLiIigoiICADmzJlDUFDQvYWaeppht3nontdpJUFBQYhWwtox7putbfeb2XJ2sO38MnvlssieghClv7Bu7f5ZkWUA+vXrx5w5c5gzZ07lBbzJ5MmTq2S9liCzW4ctZwfbzi+zVz6LFAWNRkN6errpdnp6eqk9AI1GQ1paWrnLSJIkSVXLIkWhYcOGJCUlkZKSgl6vZ9++fbRv395smfbt27N7926EEJw7dw5XV1dZFCRJkizMIucUVCoVY8eOZfbs2RiNRnr37k1oaCj//PMPAAMGDKBNmzYcOXKECRMm4OjoyPjx4y0RrZR+/fpZpd3KILNbhy1nB9vOL7NXPoUo62C+JEmSVCPV2CuaJUmSpNJkUZAkSZJMatzQ2UuWLOHIkSN4eXkxb948APLy8pg/fz6pqan4+/vzxhtv4O5+Y16FjRs3sn37dpRKJWPGjKF169ZWy56WlsbixYvJyspCoVDQr18/HnroIZvIr9PpmD59Onq9HoPBQKdOnRg5cqRNZIcbV+VPnjwZX19fJk+ebDO5AV599VWcnZ1RKpWoVCrmzJljM/nz8/NZunQpCQkJKBQKXnnlFYKCgqp99sTERObPn2+6nZKSwsiRI+nZs2e1z46oYWJjY8X58+fFm2++abpv7dq1YuPGjUIIITZu3CjWrl0rhBAiISFBvP3220Kn04nk5GTx2muvCYPBYI3YQgghMjIyxPnz54UQQhQUFIgJEyaIhIQEm8hvNBpFYWGhEEKI4uJiMWXKFHH27FmbyC6EEL/99pv44osvxCeffCKEsJ33jBBCjB8/XmRnZ5vdZyv5v/zySxERESGEuPG+ycvLs5nsJQwGg3j++edFSkqKTWSvcYePmjVrZqrMJaKioujZsycAPXv2NA3BERUVRZcuXXBwcCAgIIDAwEDi4+MtnrmEj4+PaZBAFxcXgoODycjIsIn8CoUCZ+cbQ3sbDAYMBgMKhcImsqenp3PkyBH69u1rus8WcpfHFvIXFBRw+vRp+vTpA4BarcbNzc0mst/sxIkTBAYG4u/vbxPZa9zho7JkZ2ebronw8fEhJycHuDH0Rnh4uGk5X19fMjIyrJLxVikpKVy8eJGwsDCbyW80Gnn33Xe5fv06AwcOJDw83Cayr169mmeffZbCwkLTfbaQ+2azZ88GoH///vTr188m8qekpODp6cmSJUu4fPkyDRo0YPTo0TaR/WZ79+6la9eugG28b2RRKIeopr11tVot8+bNY/To0bi6ut52ueqWX6lU8t///pf8/Hw+++wzrly5cttlq0v26OhovLy8aNCgAbGxsXdcvrrkvtnMmTPx9fUlOzubWbNmlTveTnXKbzAYuHjxImPHjiU8PJxVq1axadOm2y5fnbKX0Ov1REdHM2rUqHKXq07ZZVEAvLy8yMzMxMfHh8zMTDw9PYHSw3NkZGTg6+trrZjAjTfZvHnz6N69Ox07dgRsKz+Am5sbzZo1IyYmptpnP3v2LIcPH+bo0aPodDoKCwtZuHBhtc99s5L2vby8ePDBB4mPj7eJ/BqNBo1GY/oF3alTJzZt2mQT2UscPXqU+vXr4+3tDdjGZ7XGnVMoS/v27dm1axcAu3bt4sEHHzTdv2/fPoqLi0lJSSEpKYmwsDCr5RRCsHTpUoKDgxkyZIjpflvIn5OTQ35+PnCjJ9KJEycIDg6u9tlHjRrF0qVLWbx4Ma+//joPPPAAEyZMqPa5S2i1WtNhL61Wy/Hjx6lTp45N5Pf29kaj0ZCYmAjcODYfEhJiE9lL3HzoCGzjs1rjrmj+4osvOHXqFLm5uXh5eTFy5EgefPBB5s+fT1paGn5+frz55pumk9EbNmxgx44dKJVKRo8eTZs2bayW/cyZM3zwwQfUqVPHNILs008/TXh4eLXPf/nyZRYvXozRaEQIQefOnXniiSfIzc2t9tlLxMbG8ttvvzF58mSbyZ2cnMxnn30G3Dgc061bNx577DGbyX/p0iWWLl2KXq8nICCA8ePHI4SwiexFRUW88sorLFq0yHSY1xa2e40rCpIkSdLtycNHkiRJkoksCpIkSZKJLAqSJEmSiSwKkiRJkoksCpIkSZKJLAqSZGU5OTlMnDgRnU5Xqetds2aNaXZDSaooWRQku/Dqq69y/Pjxu3rOjBkz2LZtWxUlqrhNmzbRu3dvHB0dK3W9w4YNY+PGjej1+kpdr2TfZFGQJCsqLi5m165ddO/evdLX7ePjQ1BQEIcPH670dUv2S459JNmtvLw8Fi1aRFxcHEajkcaNG/PCCy+g0Wj4f//v/3H69Gni4uJYvXo1vXr1Yty4cVy7do1vvvmGCxcu4OnpyZNPPkmXLl0AWLx4MU5OTqSmpnL69GlCQkKYMGECgYGBACQkJLB69WouXLiAWq1m8ODB9OnTh9dee42vvvoKDw8PAC5cuMDs2bNZtmwZcXFxuLq6otFoTLlnzJhBkyZNOHnyJJcvX6Z58+a8+uqrrFq1iujoaIKCgnjjjTcICAhACMGaNWvYs2cPxcXF+Pv7M2HCBOrUqQNA8+bNOXLkCJ06dbLw1pdsldxTkOyWEIJevXqxZMkSlixZgqOjIytXrgRuDA/StGlTxo4dy9q1axk3bhxarZZZs2bRrVs3VqxYwcSJE1m5ciUJCQmmde7du5cRI0awatUqAgMDWb9+PQCFhYXMnDmT1q1bs2zZMhYuXEiLFi3w9vamefPm7N+/37SO3bt307VrV9RqNVeuXClz1NK9e/fy2muvsWzZMpKTk5k6dSq9evXim2++ITg4mJ9//hmAY8eOcfr0aRYsWMDq1at5/fXXTcUHIDg4mMuXL1fJ9pXskywKkt3y8PCgU6dOODk54eLiwmOPPcbp06dvu/yRI0fw9/end+/eqFQqGjRoQMeOHTlw4IBpmY4dOxIWFoZKpaJbt25cunQJuDHEtre3N0OHDsXR0REXFxfT6J49e/YkMjISuDGnxN69e+nRowdwYyIZFxeXUll69+5NYGAgrq6utGnThlq1atGyZUtUKhWdOnXi4sWLwI2JZ7RaLdeuXUMIQUhIiGm8frgxGVPJQISSVBHy8JFkt4qKilizZg0xMTGmL8bCwkKMRiNKZenfQ6mpqcTFxTF69GjTfQaDwfQFDpiGQAZwcnJCq9UCN2Znq1WrVpk52rdvz/Lly0lOTiYpKQlXV1fTCJhubm5mk/eU8PLyMv3b0dGx1O2Sdh944AEGDhzIypUrSUtLo0OHDvzrX/8yDcBWWFiIm5tbudtJkm4mi4Jkt3777TcSExP5+OOP8fb25tKlS0yaNMk0oUnJSLMlNBoNzZo1Y9q0aXfdlkajYe/evWU+5ujoSOfOnYmMjCQxMdGsyNStW5c//vjjrtu72UMPPcRDDz1EdnY28+fP59dff+Wpp54C4Nq1a9StW/e+1i/VLPLwkWQ3DAYDOp3O9F9+fj6Ojo64urqSl5fHTz/9ZLa8l5cXycnJptvt2rUjKSmJ3bt3o9fr0ev1xMfHc/Xq1Tu23a5dO7Kysvjjjz8oLi6msLCQuLg40+M9evRg165dHD582KynUVhYGPn5+fc89WJ8fDxxcXHo9XqcnJxwcHAw2ws6deoUrVu3vqd1SzWT3FOQ7MYnn3xidrtXr17odDrGjRuHr68vQ4YMMU2UDjd+YS9evJitW7fSvXt3xo4dy9SpU1mzZg1r1qxBCEHdunV57rnn7ti2i4sLU6dOZfXq1fz888+o1Woefvhh03mFJk2aoFAoqF+/PgEBAabnqdVqevXqxe7duxk+fPhdv+bCwkLWrFlDcnIyjo6OtGrVimHDhgGQmZnJ1atX6dChw12vV6q55HwKkmQhH374Id26daNv375m9+fk5PDBBx8wd+7cSr2A7dtvv6VWrVoMHDiw0tYp2T9ZFCTJAuLj45k1axZfffVVmb2NJKm6kIePJKmKLVq0iKioKMaMGSMLglTtyT0FSZIkyUT2PpIkSZJMZFGQJEmSTGRRkCRJkkxkUZAkSZJMZFGQJEmSTP4/x3B55f/TSooAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SRSF\n", + "EDF\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use(\"ggplot\")\n", + "\n", + "# pass one or more log files\n", + "FILE_NAME = [\"G:\\\\test_data\\\\1_lb.txt\", \"G:\\\\test_data\\\\2_lb.txt\", \"G:\\\\test_data\\\\4_lb.txt\", \"G:\\\\test_data\\\\6_lb.txt\", \"G:\\\\test_data\\\\8_lb.txt\"]\n", + "#FILE_NAME = [\"G:\\\\test_data\\\\wfq1.txt\", \"G:\\\\test_data\\\\wfq2.txt\", \"G:\\\\test_data\\\\wfq3.txt\", \"G:\\\\test_data\\\\wfq4.txt\"]\n", + "#FILE_NAME = [\"G:\\\\test_data\\\\least_conn.txt\", \"G:\\\\test_data\\\\wfq.txt\"]\n", + "#FILE_NAME = [\"G:\\\\test_data\\\\wfq.txt\"]\n", + "\n", + "parser = argparse.ArgumentParser()\n", + "parser.add_argument(\"-f\", \"--format\", default=\"png\",\n", + " help=\"Output format of the chart\")\n", + "\n", + "args = parser.parse_args()\n", + "\n", + "deadline = {\n", + " \"cifar10_1\": 197.588,\n", + " \"cifar10_2\": 197.588,\n", + " \"cifar10_3\": 197.588,\n", + " \"cifar10_4\": 197.588,\n", + " \"cifar10_11\":73.076,\n", + " \"cifar10_7\":54.807\n", + "}\n", + "def plot_pdf(distributions, name, output_format=\"png\") -> None:\n", + " plt.figure(figsize=(20,8))\n", + " # log_normalized_distributions = [np.log(val) for val in distributions]\n", + " for dist in distributions:\n", + " plt.title(name)\n", + " plt.tick_params(axis=\"both\", labelsize=15)\n", + " plt.xlabel(\"Response Time in ms\", size=20)\n", + " #plt.xticks(ticks = np.arange(0, max(dist), 20))\n", + " plt.title(name, size=20)\n", + " plt.hist(dist, bins='auto', density=True)\n", + " #hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['least_conn','wfq'])\n", + " hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['wfq'])\n", + " plt.show()\n", + " \n", + " #plt.savefig(name+\".\"+output_format)\n", + "\n", + "def fix_hist_step_vertical_line_at_end(ax):\n", + " axpolygons = [poly for poly in ax.get_children() if isinstance(poly, mpl.patches.Polygon)]\n", + " for poly in axpolygons:\n", + " poly.set_xy(poly.get_xy()[:-1])\n", + " \n", + "def plot_cdf(distributions, name, output_format=\"png\") -> None:\n", + " #plt.figure(figsize=(20,8))\n", + " func_name = \"\"\n", + " if name == \"cifar10_2\":\n", + " func_name = \"305k\"\n", + " elif name == \"cifar10_4\":\n", + " func_name = \"40k\"\n", + " elif name == \"cifar10_3\":\n", + " func_name = \"5k\"\n", + " elif name == \"cifar10_1\":\n", + " func_name = \"105k\"\n", + " elif name == \"cifar10_11\":\n", + " func_name = \"5k-3\"\n", + " elif name == \"cifar10_7\":\n", + " func_name = \"5k-2\"\n", + " \n", + " \n", + " title = \"The total latency distribution\" + \"(\" + name + \")\" + \" \" + func_name\n", + " i = 0\n", + " fig, ax = plt.subplots()\n", + " #ax.set_xlim([0, 1900000])\n", + " ax.set_title(title)\n", + " ax.set_xlabel('Latency(ms)')\n", + " ax.set_ylabel('CDF')\n", + " \n", + " #ax.axvline(x=p,color='red', linestyle='--')\n", + " #ax.axhline(y=0.5, color='red',linestyle='--')\n", + " #print(p)\n", + " #ax.annotate(str(p), xy=(p,0.5))\n", + " #ax.set_title(name)\n", + " #ax.set_xlabel('Latency(us)')\n", + " #ax.set_ylabel('CDF')\n", + " legent_list = [\"SRSF\", \"EDF\"]\n", + " #legent_list = [\"EDF-10m\", \"EDF-2m\"]\n", + " \n", + " for dist in distributions: \n", + " print(legent_list[i])\n", + " a = np.array(dist)\n", + " p = np.percentile(a, 50)\n", + " ax.axvline(x=deadline[name],color='green', linestyle='--',linewidth=1.2)\n", + " ax.hist(dist, bins=10000, cumulative=True,\n", + " density=True, histtype='step', linewidth=1.2, color=mcolors.TABLEAU_COLORS[colors[i]], label=legent_list[i]) \n", + " fix_hist_step_vertical_line_at_end(ax)\n", + " ax.legend()\n", + " i = i+1\n", + " plt.show()\n", + " #plt.savefig(name+\".\"+output_format)\n", + "\n", + "if __name__ == \"__main__\":\n", + " import json\n", + " f.close()\n", + " #f = open('G:\\\\test_data\\\\srsf_total_time.txt', 'r')\n", + " f = open('G:\\\\test_data\\\\mix_srsf_96_total_time.txt', 'r')\n", + " f2 = open('G:\\\\test_data\\\\mix_edf_96_total_time.txt', 'r')\n", + " js = f.read()\n", + " f.close()\n", + " js2 = f2.read()\n", + " f2.close()\n", + " distributions = json.loads(js)\n", + " distributions2 = json.loads(js2)\n", + " dict_i = defaultdict(list)\n", + " func_name = \"\"\n", + " for key, value in distributions.items(): #srsf\n", + " new_value = [i/1000 for i in value]\n", + " dict_i[key].append(new_value)\n", + " \n", + " for key, value in distributions2.items(): #edf\n", + " new_value = [i/1000 for i in value]\n", + " dict_i[key].append(new_value)\n", + " \n", + " # key = \"cifar10_4\"\n", + " # plot_cdf(dict_i[key], name=key, output_format=args.format)\n", + " for key, value in distributions2.items():\n", + " plot_cdf(dict_i[key], name=key, output_format=args.format)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "srsf+ 5k p10= 11.6401 p50= 81.216 p80= 178.46680000000003 p90= 253.3969000000001 p95= 339.7426999999999\n", + "srsf+ 40k p10= 13.55 p50= 84.95949999999999 p80= 186.122 p90= 266.784 p95= 357.89649999999995\n", + "srsf+ 105k p10= 13.6896 p50= 85.036 p80= 189.6186 p90= 284.63980000000004 p95= 374.95224999999994\n", + "srsf+ 305k p10= 13.287200000000002 p50= 85.882 p80= 203.54840000000002 p90= 333.3860000000001 p95= 463.8849999999999\n", + "edf+ 105k p10= 55.419399999999996 p50= 72.7 p80= 103.60620000000002 p90= 133.7074 p95= 180.3647999999999\n", + "edf+ 305k p10= 153.324 p50= 173.416 p80= 205.94 p90= 238.673 p95= 293.784\n", + "edf+ 40k p10= 25.0354 p50= 39.546 p80= 59.354600000000005 p90= 94.31139999999999 p95= 135.56624999999974\n", + "edf+ 5k p10= 2.622 p50= 12.2775 p80= 25.079400000000007 p90= 62.68380000000002 p95= 93.31599999999995\n", + "SRSF\n", + "EDF\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SRSF\n", + "EDF\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SRSF\n", + "EDF\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SRSF\n", + "EDF\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use(\"ggplot\")\n", + "\n", + "deadline = {\n", + " \"cifar10_1\": 255,\n", + " \"cifar10_2\": 581,\n", + " \"cifar10_3\": 73,\n", + " \"cifar10_4\": 162,\n", + "}\n", + "def plot_pdf(distributions, name, output_format=\"png\") -> None:\n", + " plt.figure(figsize=(20,8))\n", + " # log_normalized_distributions = [np.log(val) for val in distributions]\n", + " for dist in distributions:\n", + " plt.title(name)\n", + " plt.tick_params(axis=\"both\", labelsize=15)\n", + " plt.xlabel(\"Response Time in ms\", size=20)\n", + " #plt.xticks(ticks = np.arange(0, max(dist), 20))\n", + " plt.title(name, size=20)\n", + " plt.hist(dist, bins='auto', density=True)\n", + " #hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['least_conn','wfq'])\n", + " hl=plt.legend(loc='upper right', prop=font1, frameon=False, labels=['wfq'])\n", + " plt.show()\n", + " \n", + " #plt.savefig(name+\".\"+output_format)\n", + "\n", + "def fix_hist_step_vertical_line_at_end(ax):\n", + " axpolygons = [poly for poly in ax.get_children() if isinstance(poly, mpl.patches.Polygon)]\n", + " for poly in axpolygons:\n", + " poly.set_xy(poly.get_xy()[:-1])\n", + " \n", + "def plot_cdf(distributions, name, output_format=\"png\") -> None:\n", + " #plt.figure(figsize=(20,8))\n", + " func_name = \"\"\n", + " if name == \"cifar10_2\":\n", + " func_name = \"305k\"\n", + " elif name == \"cifar10_4\":\n", + " func_name = \"544k\"\n", + " elif name == \"cifar10_3\":\n", + " func_name = \"5k\"\n", + " elif name == \"cifar10_1\":\n", + " func_name = \"105k\"\n", + " \n", + " title = \"The total Delays distribution\" + \"(\" + name + \")\" + \" \" + func_name\n", + " i = 0\n", + " fig, ax = plt.subplots()\n", + " #ax.set_xlim([0, 1900000])\n", + " ax.set_title(title)\n", + " ax.set_xlabel('Delay(ms)')\n", + " ax.set_ylabel('CDF')\n", + " \n", + " #ax.axvline(x=p,color='red', linestyle='--')\n", + " #ax.axhline(y=0.5, color='red',linestyle='--')\n", + " #print(p)\n", + " #ax.annotate(str(p), xy=(p,0.5))\n", + " #ax.set_title(name)\n", + " #ax.set_xlabel('Latency(us)')\n", + " #ax.set_ylabel('CDF')\n", + " legent_list = [\"SRSF\", \"EDF\"]\n", + " \n", + " for dist in distributions: \n", + " print(legent_list[i])\n", + " a = np.array(dist)\n", + " p = np.percentile(a, 50)\n", + " ax.hist(dist, bins=10000, cumulative=True,\n", + " density=True, histtype='step', linewidth=1.0, color=mcolors.TABLEAU_COLORS[colors[i]], label=legent_list[i]) \n", + " fix_hist_step_vertical_line_at_end(ax)\n", + " ax.legend()\n", + " i = i+1\n", + " plt.show()\n", + " #plt.savefig(name+\".\"+output_format)\n", + "\n", + "if __name__ == \"__main__\":\n", + " import json\n", + " f.close()\n", + " f = open('G:\\\\test_data\\\\srsf_delays.txt', 'r')\n", + " f2 = open('G:\\\\test_data\\\\edf_delays.txt', 'r')\n", + " js = f.read()\n", + " f.close()\n", + " js2 = f2.read()\n", + " f2.close()\n", + " distributions = json.loads(js)\n", + " distributions2 = json.loads(js2)\n", + " dict_i = defaultdict(list)\n", + " func_name = \"\"\n", + " func_name_dict = {\n", + " \"cifar10_1\": \"105k\",\n", + " \"cifar10_2\": \"305k\",\n", + " \"cifar10_3\": \"5k\",\n", + " \"cifar10_4\": \"40k\",\n", + " \"resize\": \"resize\"\n", + " }\n", + "\n", + " for key, value in distributions.items(): \n", + " new_value = [i/1000 for i in value]\n", + " p10 = np.percentile(new_value, 10)\n", + " p50 = np.percentile(new_value, 50)\n", + " p80 = np.percentile(new_value, 80)\n", + " p90 = np.percentile(new_value, 90)\n", + " p95 = np.percentile(new_value, 95)\n", + " dict_i[key].append(new_value)\n", + " print(\"srsf+\", func_name_dict[key], \" p10=\", p10, \" p50=\", p50, \" p80=\", p80, \" p90=\", p90,\n", + " \" p95=\", p95)\n", + " \n", + " for key, value in distributions2.items(): \n", + " new_value = [i/1000 for i in value]\n", + " p10 = np.percentile(new_value, 10)\n", + " p50 = np.percentile(new_value, 50)\n", + " p80 = np.percentile(new_value, 80)\n", + " p90 = np.percentile(new_value, 90)\n", + " p95 = np.percentile(new_value, 95)\n", + " dict_i[key].append(new_value)\n", + " print(\"edf+\", func_name_dict[key], \" p10=\", p10, \" p50=\", p50, \" p80=\", p80, \" p90=\", p90,\n", + " \" p95=\", p95)\n", + " \n", + " # key = \"cifar10_4\"\n", + " # plot_cdf(dict_i[key], name=key, output_format=args.format)\n", + " for key, value in distributions2.items(): \n", + " plot_cdf(dict_i[key], name=key, output_format=args.format)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with open('G:\\\\test_data\\\\total_workload.txt', 'r') as f:\n", + " threads = []\n", + " workloads = []\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " thread, workload = line.split(\" \")\n", + " threads.append(thread)\n", + " workloads.append(int(workload))\n", + " plt.figure(figsize=(10,6)) \n", + " plt.bar(threads,workloads)\n", + " plt.title('Total Workload Distrubtion')\n", + " plt.ylabel(\"Request Counter\", font1)\n", + " plt.xlabel(\"Worker Thread Index\", font1)\n", + " for a,b in zip(threads, workloads):\n", + " plt.text(a, b+0.05, '%.0f' % b, ha='center', va= 'bottom',fontsize=10)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "with open('G:\\\\test_data\\\\total_real_time_workload.txt', 'r') as f:\n", + " threads = []\n", + " workloads = []\n", + " for line in f.readlines():\n", + " line = line.strip()\n", + " thread, workload = line.split(\" \")\n", + " threads.append(thread)\n", + " workloads.append(int(workload))\n", + " plt.figure(figsize=(10,6)) \n", + " plt.bar(threads,workloads)\n", + " plt.title('Total Workload Distrubtion')\n", + " plt.ylabel(\"Total execution time(us)\", font1)\n", + " plt.xlabel(\"Worker Thread Index\", font1)\n", + " for a,b in zip(threads, workloads):\n", + " plt.text(a, b+0.05, '%.0f' % b, ha='center', va= 'bottom',fontsize=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "f = open('G:\\\\test_data\\\\real_workload_times.txt', 'r')\n", + "f2 = open('G:\\\\test_data\\\\real_workload_workloads.txt', 'r')\n", + "js = f.read()\n", + "f.close()\n", + "js2 = f2.read()\n", + "f2.close()\n", + "times = json.loads(js)\n", + "workloads = json.loads(js2)\n", + "plt.figure(\"Draw\")\n", + "plt.title('Real-Time Workload Distrubtion')\n", + "plt.xlabel(\"Timeline\")\n", + "plt.ylabel(\"Workload (total execution time - us)\")\n", + "i = 0\n", + "legend_list = []\n", + "\n", + "for key,value in times.items():\n", + " #print(key)\n", + " #if key != \"14\" and key != \"3\":\n", + " # continue\n", + " legend_list.append(key)\n", + " w = workloads[key]\n", + " plt.plot(value,w)\n", + " #plt.ylim((0,30000))\n", + " #print(len(value))\n", + " #print(len(w))\n", + " plt.draw()\n", + " i += 1\n", + " #if i == 2:\n", + " # break\n", + "#plt.legend(legend_list)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "f = open('G:\\\\test_data\\\\real_workload_times.txt', 'r')\n", + "f2 = open('G:\\\\test_data\\\\real_workload_workloads.txt', 'r')\n", + "js = f.read()\n", + "f.close()\n", + "js2 = f2.read()\n", + "f2.close()\n", + "times = json.loads(js)\n", + "workloads = json.loads(js2)\n", + "plt.figure(\"Draw\")\n", + "plt.title('Real-Time Workload Distrubtion(half of baseline settings)')\n", + "plt.xlabel(\"Timeline\")\n", + "plt.ylabel(\"Workload (total execution time - us)\")\n", + "i = 0\n", + "legend_list = []\n", + "for key,value in times.items():\n", + " #print(key)\n", + " if key != \"4\" and key != \"3\":\n", + " continue\n", + " legend_list.append(key)\n", + " w = workloads[key]\n", + " plt.plot(value,w)\n", + " plt.draw()\n", + " i += 1\n", + " #if i == 2:\n", + " # break\n", + "plt.legend(legend_list)\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "f = open('G:\\\\test_data\\\\real_workload_times.txt', 'r')\n", + "js = f.read()\n", + "f.close()\n", + "times = json.loads(js)\n", + "f3 = open('G:\\\\test_data\\\\real_workload_requests.txt', 'r')\n", + "js3 = f3.read()\n", + "f3.close()\n", + "requests = json.loads(js3)\n", + "plt.figure(\"Draw\")\n", + "plt.title('Real-Time Workload Distrubtion')\n", + "plt.xlabel(\"Timeline\")\n", + "plt.ylabel(\"Workload (Real time number of requests)\")\n", + "i = 0\n", + "legend_list = []\n", + "#plt.ylim((0, 8)) \n", + "for key,value in times.items():\n", + " #print(key)\n", + " #if key != \"14\" and key != \"3\":\n", + " # continue\n", + " legend_list.append(key)\n", + " w = requests[key]\n", + " plt.plot(value,w)\n", + " plt.draw()\n", + " i += 1\n", + " #if i == 2:\n", + " # break\n", + "#plt.legend(legend_list)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "f = open('G:\\\\test_data\\\\real_workload_times.txt', 'r')\n", + "js = f.read()\n", + "f.close()\n", + "times = json.loads(js)\n", + "f3 = open('G:\\\\test_data\\\\real_workload_requests.txt', 'r')\n", + "js3 = f3.read()\n", + "f3.close()\n", + "requests = json.loads(js3)\n", + "plt.figure(\"Draw\")\n", + "plt.title('Real-Time Workload Distrubtion(half of baseline settings)')\n", + "plt.xlabel(\"Timeline\")\n", + "plt.ylabel(\"Workload (Real time number of requests)\")\n", + "i = 0\n", + "#plt.ylim((0, 8)) \n", + "legend_list = []\n", + "for key,value in times.items():\n", + " #print(key)\n", + " if key != \"10\" and key != \"2\":\n", + " continue\n", + " legend_list.append(key)\n", + " w = requests[key]\n", + " plt.plot(value,w)\n", + " plt.draw()\n", + " i += 1\n", + " #if i == 2:\n", + " # break\n", + "plt.legend(legend_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "85320\n", + "85320\n", + "85320\n", + "85320\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "D:\\Anaconda3\\lib\\site-packages\\IPython\\core\\pylabtools.py:122: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEUCAYAAADEGSquAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABiF0lEQVR4nO2deVxU1f//X7Mx7NuAECKkopWlqWHu5kJk7rm3mbh/hMQsKVtETfv4o0wptfwkYlnfj6amfFpcQs0dxRDXSnFhZF8GHHaYuff3x8jIwL0zd2buLDDn+Xjw0Ln33HPe586d+z7LexHQNE2DQCAQCAQAQlsLQCAQCAT7gSgFAoFAIGghSoFAIBAIWohSIBAIBIIWohQIBAKBoIUoBQKBQCBoEdtaAHPZvHkzMjIy4OXlhXXr1hksf+bMGezevRsCgQChoaGIjY21gpQEAoHQOmj1SmHo0KEYOXIkNm3aZLBsfn4+9u/fj48//hju7u64f/++FSQkEAiE1kOrVwrdunVDUVGRzrGCggIkJSVBqVRCKpVi/vz5aN++PY4cOYIXXngB7u7uAAAvLy9biEwgEAh2S6tXCkz85z//wdy5c/HII4/g5s2b2Lp1K+Lj45GXlwcA+Oijj0BRFKZMmYKePXvaVlgCgUCwI9qcUqitrcU///yDzz//XHtMpVIBACiKQn5+PuLj46FQKLB8+XKsW7cObm5uthKXQCAQ7Io2pxQoioKbmxs+/fTTFud8fX3RtWtXiMVitGvXDkFBQcjPz0dYWJgNJCUQCAT7o82ZpLq6uqJdu3Y4e/YsAICmady9excA8Oyzz+Lq1asAAKVSifz8fAQEBNhKVAKBQLA7BK09SuqGDRtw/fp1VFRUwMvLC1OnTsVTTz2Fb775BuXl5VCpVBg4cCAmT54Mmqbx3XffITMzE0KhEBMnTsTAgQNt3QUCgUCwG1q9UiAQCAQCf7S55SMCgUAgmA5RCgQCgUDQ0uqtjxp9D4zFz88PJSUlPEtjv5D+tm1If9suluhrUFAQ6zkyUyAQCASCFqIUCAQCgaCFKAUCgUAgaGn1ewqE1glN06itrQVFURAIBLzXX1hYiLq6Ot7rtVes2V+apiEUCuHs7GyR745gW4hSINiE2tpaSCQSiMWWeQTFYjFEIpFF6rZHrN1flUqF2tpauLi4WK1NgnUgSoFgceRKORIuJKCgugCBroGIC4+DTCSzmEIgWB6xWOxQMzFHgvwqCRZDrpRj6fGlOFNwBhQo7fGM4gzsf2E/3ECi07ZmyNJR24QoBYJFkCvlGJ8yHkW1RS3OZSuzcb30Otp5t7OBZAQCQR/E+ohgEeLPxjMqhEaqVFVWlIaZ4uJiREdHo3///hg5ciTGjh2LAwcOANDk8p4xY4be69etW4evv/7aqDa7dOnCeDwvLw9RUVEYOHAg+vfvjw8++MAiyzOHDx/Gxo0bea+X0HYgSoHAOylZKTgsP6y3TK2q1krSMEPTNGbNmoW+ffvi7NmzOHjwIL766ivk5+fbRJa5c+di5MiROH36NE6dOoXa2lqsWbOG97YiIyMRExPDe72EtgNRCgReSclKwcJjCw2WcxY5G1WvXClHzNEYTP5lMmKOxkCulJsqIgDg1KlTcHJy0pkNBAcHY9asWS3KlpWVYdasWYiIiMCYMWNw/fp17blr165hypQpGDhwIH744QcAQFVVFaZOnYoXXngBI0aMwKFDhwzKIpVKMW3aNACASCTCihUrsGfPHlRVVWHXrl344IMPtOVnzJiBM2fOAACOHz+OsWPHIiIiAvPmzUNVlWYG1rdvXygUCgDApUuXMHnyZADQqWvx4sX46KOPMG7cOPTv3x+//PILAE2iqmXLlmHYsGGYMWMGXn/9de05QtuH7CkQeOWt429xKucm4b7JLFfKMf3AdGQrs7XHMoozsPPFnQjxDDFaRgC4ceMGnnrqKU5l161bh6eeegrbtm3DqVOnEBsbi99//x0A8Ndff+Hnn39GTU0NIiMjMWLECPj5+SEpKQkeHh5QKBQYO3YsIiMjWTdmb9y4ge7du+sc8/DwQHBwMO7cucMql0KhQGJiInbt2gVPT08kJibiP//5D956i9t3AGj8G/bv34+srCxERUVhzJgx+O2335CTk4MjR46gpKQEQ4cO1SosQtuHKAUCr9RRhtfBRQIROnp15FxnwoUEHYUAaDarEy4kYONwftbH33//fZw/fx5OTk747bffdM6dP38e33zzDQBg0KBBKCsrg1KpBAC88MILcHFxgYuLCwYMGIDMzEyMGDECa9euxblz5yAQCFBQUIDi4mK0a8e8sU7TNKPCMJTq5M8//8SNGzcwfvx4CAQC1NfX45lnnjGq3yNHjoRQKETXrl1RXFys7e+YMWMgFArRrl07DBgwwKg6Ca0bohQIvMF1SUdNq/G34m+E+oVyKl9QXcB4vLC6kLNszenatavOy/+TTz6BQqHAiy++2KIs08u58SXe/GUuEAjw008/obS0FAcOHIBEIkHfvn31bho3lwUAKioqUFJSgs6dO+Off/4BRT006W2si6ZpDBkyBJs3b4ZYLIZKpdKWEYvF2mv0te3k5KS3nwTHg+wpEHgj7mQc57IlNdxDAQe6BjIeD3A1Pb/2oEGDUFdXh2+//VZ7rKamhrFsv3798NNPPwHQWCX5+vrCw8MDAHDo0CHU1tZCoVDg7NmzePrpp1FRUQE/Pz9IJBKcPn0aOTk5emUZPHgwampqsHv3bgCAWq3GqlWrMHPmTLi4uKBDhw64du0aKIpCbm4uMjMzAQDPPPMM0tPTtUtMNTU1uHXrFgDN/sjly5cBAL/++qtR96ZPnz749ddfQVEUiouLtfnOCY4BmSkQzCItLw2xx2OhrFNC2aDkfB0N7qPSuPA4ZBRn6CwhhXqGIi6cuxJqjkAgQFJSElasWIGvvvoKMpkMLi4ueP/991uUXbJkCZYsWYKIiAg4Oztjw4YN2nO9evXCjBkzkJubi8WLFyMwMBATJ07EG2+8gRdffBFPPvkkwsLCDMqydetWfPDBB9iwYYN2HyI2NhaA5iUdEhKCESNG4LHHHtPuP8hkMqxfvx7R0dGor6/X3Ku4OHTu3BlLlizB22+/jS+//BK9evUy6t6MHj0ap06dwvDhw9GpUyf06tULnp6eRtVBaL20+hzNJMkONyzR37S8NEz9bSrUtNroazf034ApT03hXL4xVEZhdSECXAMQFx6nd5O5+XJKayI9PR3R0dHYunUrevTowekavvtbVVUFNzc3KBQKjBkzBvv372+xJ1JdXQ1XV1fe2jQGR/r9WjvJDpkpEEwm+li0SQoBAJ4NfNao8iGeIbxtKts7ffr0wfnz520qwxtvvIH79++joaEBsbGxrJvkhLYHUQoEkzFmX6ARDycPbH9+O/xd/S0gEYEv9uzZY2sRCDbCKhvNmzdvxpw5c/D222/rLZeVlYVp06YhLS3NGmIRzEQkMD5Us6+zL4Lc2aeuBALBtlhFKQwdOpRxA68pFEXhhx9+QM+ePa0hEoEHnpJxc/5qSrYyGy/9/BIq6ystIBGBQDAXqyiFbt26wd3dXW+ZAwcOoG/fvsTKoRXhIjYtwUpBdQFO5JxAnZrE4ycQ7A272FNQKBQ4f/484uPj8dVXX+ktm5qaitTUVADA2rVr4efnZ1KbYrHY5GtbI3z39075HZwrPGfy9TXqGhTVFKGjN3fPZmNxtCQ+1u6vVCq12W/IkX6/1u6rXfxqtm/fjldffRVCoeGJS0REBCIiIrSfTTXVciSTNoD//i46tAgNVINZddQ01FjMbJSLiWaXLl1w8+ZNi7TPVndeXh4++OAD3LhxAxRFYfjw4Vi+fDmkUqlZ7TXv7+HDh3Hjxg2LRkStq6uz2W/IkX6/1jZJtQuP5lu3biExMRHR0dFIS0vD1q1bbW6SR9BPemG62XU42vIRCZFNaA3YhVLYtGmT9q9fv36YM2cOnn3WODt2gnWpajA/SY4xfpMiuRzeMTGQTZ4M75gYiOTmhc5m4+rVqxgzZgwiIiIwe/ZslJeXAwDu3LmDadOmISIiAi+88ALu3r1rkxDZL7zwAgmRTbAoVlk+2rBhA65fv46KigosWLAAU6dO1U51IyMjrSECwUQaPYkLqgsQ6BqoDS1RT9VbTQaRXA7f6dMhyX4Y5kKSkQHFzp1Qh5gWOpuNxYsX4+OPP0b//v3x6aef4vPPP8eqVavw5ptvIjo6Gi+++CJqa2tB0zQkEonVQ2S7urpi06ZNJES2A8L0WzQ1dLw+rKIUFi9ezLlsdHS05QQhGEVaXhpeP/Q6qlXV2mPnCs6Z7MXcHK7xjzwSEnQUAgBIsrPhkZCAch5TSyqVSty/fx/9+/cHAEyZMgXz589HZWUl8vPztRFUnZ01CYIaGhqsHiK7sV0SItuxsEROETbsYqOZYH/IlXLMODRDRyEAQF6VabGmzEFUwBw6W1RoeuhsY2B7adsiRHZzSIhsx8AaOUUasYs9BYL9kXAhAVUq8/cNDHGl5ArKa8v1llEHMofOVgeYHjqbCU9PT3h5eeHcOY2p7d69e9GvXz94eHjgkUcewcGDBwFoXr41NTUkRDbBajRXCNrjFczHzYHMFAiMsD2EfEPRlPbB9nb2ZixTERcHSUaGzhJSQ2goKuJMD50NaF6uTZdh5s2bhw0bNuC9995DbW0tQkJC8PnnnwMAvvjiC7z77rv47LPPIBaLsWXLFrsKkb1x40ajowGQENmth6KaIubj1czHzYGEznYQjO1vz+97orim2GLyrH12LXoEPQwLLYQQ3f27s5YXyeXwSEiAqLAQ6oAAVMTF6d1kbg2hs8+cO4M3o9/Ex4kf46nuTyHALQBSkWn+Cqb2l0uIbDZI6Gzr4Ofnh35b++Fi8cUW53r798bPE342uk4SOptgNKU1pVZtjwKFOnUd60tRHRLC66ayralT18Gniw+2HdgGACirK0OVqgqdvDqZrBhMgYTIbh086vkoo1II9eSW0tYYiFIgtECulIMCZbggz+RV5qGjl+XCXtgTeZV5qFfrmvXWq+tRWFVoETNDNkiI7NaBJbIPskE2mgktWHpiqU3arW6oNlyoDVCnrkNFfQXjOXNDhxDaJiGeIfh88OcIdg+Gp8QTwe7B+Hzw5xYZQBClQGiBOYHuzIEv/wd7J68yj9VHQyKUWFkaQmtArpRjycklyKnMgbJBiZzKHCw5uQRyJf+e/UQpEFqgoux7g7a1wzYjEkCAADd+zWwJbQM2P4X4M/G8t0WUAqEFthqtmpLJrTXCNiOiQVt1k5nQeiioZnbgPHzvMJKuJPHaFlEKhBb0kPUwXMgCuEqsa97YoUMHPP/889ogd+npmsiv9+7dw/Dhw02qs2mAuqaMGzeO0/WOFjmWwI1AV2YHTgBYnrYcKVkpvLVFlAJBh7S8NGQWZ1q9XaFACH8Xf6u26ezsjN9//x2pqalYtmwZ1q5dy2v9deo6yJVy3Cq/hY3fb0Sdus7gSz+v0vphRAj2jyEroyUnlvDWFjFJJWiRK+WY/ut0qGD9PQWKpnBHeQcdPTvC3all6la5XISEBA8UFIgQGKhGXFwFQkL425iuqKiAl5dXi+O1tbVYtmwZLl++DJFIhPj4eAwcOBBqtRpr1qzB8ePHIRAI8Morr2DWrFna6+5X3ceMqBkYMHwARk4aiYn9J+Lncz/jUvolfLv5W3j6eCI7KxthT4Rh6SdLIRAIkH4yHd+s+wbt/NqhZ4+eyM7OxnfffcdbHwltl1p1LW91EaVA0JJwIQENsJ1JZKNi6OrTVWdtXS4XYfp0X2RnP9zryMiQYOdOhVmKoba2Fs8//zzq6upQVFSEH3/8sUWZ7du3AwCOHDmCrKwsvPzyyzh58iR27dqFe/fu4dChQxCLxSgrK9NeU1VVhZi5MXhu9HMYMXaE9ngD1QAVpcKtf27h671fw9ffF+/MfAfXM6+jS7cu+HL1l0jYloCg4CBs/KjtOOoRzMeQmbiQx0UfsnxE0GKteEf6oGgKhVW60U8TEjx0FAIAZGdLkJDgYVZbjctHJ06cwPfff4/Y2NgWEUTT09MxadIkAEBYWBiCg4Nx+/ZtnDp1Cq+//ro2L7KPj4/2mqioKESOj9RRCE3p+mRX+AX4QSgUotNjnVCYV4h7d+4hMDgQge0DQdEUhrwwxKy+EdoWhjId+kn5y+FMlAJBC1vQLWvTfN29oIDZKqmwkD9rpfDwcCgUCpSW6ob3YAsNpi9kWJ8+fXD25FnWMhKnhwpOKBRCrWo52yFmwYSmqGj9z0NRHX+/XaIUCFqsvdHLRvMXYmAg8xJRQAB/ewpZWVlQq9U6I35AY020b98+AJpc4rm5uejcuTOGDBmCHTt2aIPQNV0+Wrp0KTy9PLHpk02c2w9+NBgFOQUozNXMkv449IeZPSIQTMMqewqbN29GRkYGvLy8sG7duhbnT548iZQUjUmVs7Mz5syZg0cffdQaohGawBZ0y9qIRbqPZVxcBTIyJDpLSKGhDYiLYw4VwZXGPQVAM/LfsGEDRCLd2ccbb7yB9957DyNGjIBIJML69eshlUrxyiuv4Pbt24iIiIBYLMarr76KqKgo7XXz4+bj8/jPkbQ+CbPfmm1QFqmzFNHvR+Oj6I/g6e2JfuH9UFZaZvA6gmNgTW9/q4TOvn79OpydnbFp0yZGpfDPP/+gffv2cHd3x8WLF7F792588sknnOomobO5Yai/cqUc8WficTzvuFVs5ZuHzm6Kj9SnRUyXRuujwkIRAgIMWx/ZOnT21ZKrRv+Qa6pr4OLqAtDAjnU70LVzV8ybN4/TtbboLwmdbR38/Pwg/bdhp8bcubmc67R56Oxu3bqhqIh9zeuxxx7T/r9Lly4t1nUJliUlKwVvHnsTatg+9pBEKGEM9RASosbGjeXWF8hE3CRuUNYrjbrm4N6DOPLzETSoGtD5sc549/13LSQdgcCO3ZmkHj16FL169WI9n5qaitTUVADA2rVr4edn2q67WCw2+drWCFt/T8hPYOGxhTaQiBmBQACxSKy16jEHPuowlRCvEFwtvmrUNS+9/hJeev0l7edidTEeET/C+Xpr91cqldrsN+RIv98zOWc4lePrftiVUrh69SqOHTuGVatWsZaJiIhARESE9rOpU0hHmn4C7P2NSoliKG15KJo5X0O9uh65ylyzQwLzsZxSp65DTkUOqhuqQYOGWChGiEcIo3Ndc0QQwUXsghpVjcntq9Qqzn2wxfJRbW2tzX5DjvT7nZkyk1M5Y+6HvuUju7E+ys7OxpYtW7B06VJ4eJhnf07gjrLOuCUOvsi6nwVazbydZQ85BQqqCvC34m9UNlSCAgUaNBqoBty+fxuV9ZWc6gj1DIVYaPq4iy28tj2gUqkgFNrN66NNU15XbtX27GKmUFJSgs8++wwxMTF6NRiBf1wlrlA2WFYxPOr6KO5W39U5lnwjGQAQ5hUGoUD35SKAAJm5mQgPCIe/q2lmslKpFHV1pm2Y3yy7icsll9nPF93Eix1fNLseLngLvDndA3P6ayw0TUMoFMLZ2dkq7Tk63lJv3K+7b7X2rKIUNmzYgOvXr6OiogILFizA1KlTtVPdyMhI7NmzB5WVldi6dSsAQCQS8R6cjMBMmGcYa1hevjj96mm0/6a9zjEaNLbd2Kb3OrFAjF2jdqFfUD+j2zRneWHUD6P0nncWOGPSk5P0lkm6koTlactNar8pLiIXHJ181OBymiMtpzgaW8duxfM/PG+19qyiFBYvXqz3/IIFC7BgwQJriEJoRnl9ua1FYEVFqxB7PBbnXrZNJjg2aulapOWl6VVWK86t4KWtGnUN4s/GI/mFZF7qI7RN3ARuvNVlF8tHBNtxS3nL1iLoxdp7HlzTG8Yej8Xu0buRcCEBBdUFCHQN1IY3Xnp8KetGuilkFGXwVheh9THn5zkGy6ROTeWtPaIUHBwhbd+bhS5iF6u2F3+WW3rDspoyTPplEvKqHjpPnso9hQa6gfeNwToVSbzjyHB5nsy11muKfb8RCBbHx8XHcCEzWNxzsVnXd/Xpyo8gHOE6KlfRKh2FAADFtcUWsRRpoG1vjUWwHW5O/C0NcYEoBQcn8blEiAWWmzAu7aM/DrwhqhqqeJKEG1xDU5hjamos1myLYH885vOY4UI8QpSCg9MvqB92jdoFkYC/MNR8cq30GqIORWHyL5MRczSG85q/qTgJnTiVq1ZVW1SOpnhLva3WFsH+oMDf/hQXyBCEgH5B/dDDr4ddREhtTh1Vh8Pyw9rPp3NPI2V8Cq9rqE3huodhLccykUCExOcSrdIWwT55xJ17qBM+IDMFB0aulGPaz9PQKamTRRRC1BP8h9Aoqi0ymJrQVORKObIrbJ99rik/jvrRJD8NQtthxXMrrNoemSk4KHKlHONSxqG4ttgi9Uc9EYXVg1ZbpO60/DSL1JtwIcHuQkt8//f3CHIPstjMiGD/dPTuqPd8d+/uvLZHlIKDknAhwWIKwZi47qaggmUCv90su2mRes1h3619yCjOwM4XdxLF4KDcKb+j9/zBKQd5bY8sHzkolnoBbh62mZd6hAYezb7/7Yu0PH5nDP+U/8NrfXyRrcxGwoUEW4tBsBErjq+wantEKTgoN+/zrxRGdhiJ8WHjGc8Zesk3x5DFRU5lDqb9No03xZCSlWIX0VnZyFba114HwXrkV+ZbtT2iFBwQuVJukZSbSSOTWM/dm3uP9/YaYyPxwVvH3zLremOVnrHkVlp2SY5gvxDrI4LFiTsZZ5N2zfVuZoKv2Eh1lHlK0tK25PVUvUXrJ9gv1rY+IkrBAUkrsIz1jiGW9lnKu2LwlHryWp+9Yq/OhQTLY8j6iG+IUnBAVJR10zY2ZWmfpTg77Sxv9fHh2GVpL2k+6N2ut61FIDgIRCk4ILa2xQ/xDMHe0XvNrsffyZ8Xxy57t+yRCCVY2X+lrcUg2AhDJql8Q/wUHBAPsQcqVBU2lYGPl3mvgF48SKKJr2TPNFAN2PXPLmRXZOvkbiB+C47BO6nvWLU9qyiFzZs3IyMjA15eXli3bl2L8zRNIzk5GRcvXoRUKsXChQvRqVMna4jmkDzt/zRO5Z+ytRhm8/u935F0JQmzu882uQ65Uo4b5Td4lMoybMjcoPPZ0jGgCPbD+dzzVm3PKstHQ4cOxfvvv896/uLFiygoKMAXX3yBefPmaXM1EyyDq9jV1iLwAg0ay9OWIyUrxeQ6uCbVsTcsGQOK4NhYRSl069YN7u7urOcvXLiAIUOGQCAQoGvXrqiqqkJZWZk1RHNIbL10xDdLTiwx+drWnOrSUjGgCPbFs0HPWrU9TstH5eXluHz5Mu7evYvq6mq4urri0UcfRY8ePeDt7W22EAqFAn5+ftrPMpkMCoUCPj6WzQrmqFgyqY4tqFXXGlVerpRrcysr662bA5pPVFBBrpSTJaQ2TmzfWPyS9YvV2tP7dsjJycGuXbtw7do1dOrUCe3bt4e3tzdqampw4sQJbN++HU8++SSmTZuG4OBgk4Wg6ZbWMAKBgLFsamoqUlM1SarXrl2ro0yMQSwWm3xta6SxvyfkJ3A677RF2jD2fjrBCfXgxymredts3+8J+QmM2zsONaoaXtq1NYlXEvHt+G8d9nl2BL7c86Xe83zfB71KYfPmzRg3bhwWLVoEiUTS4rxKpUJ6ejq++uorrFmzxmQhZDIZSkpKtJ9LS0tZZwkRERGIiIjQfm56nTH4+fmZfG1rpLG/USlRFvO+NfZ+3pl7B+2/aW92u2KIkXE7Q2fEzPT9ypVyjN49uk15B8vL5CgpKXHY59nWNJ11WsoqLC1X/zKhKfchKCiI9ZxepfDJJ5/orVgsFqN///7o37+/0UI1JTw8HAcPHsTAgQNx8+ZNuLq6kqUjC8FXWAh7QgUV4s/EI3lkst5y8Wfj25RCAIAA1wBbi+CwyJVyTD8wXSdYoSXCnHPNG84XJi8uX716FUKhEN26dTNYdsOGDbh+/ToqKiqwYMECTJ06FSqVxqs2MjISvXr1QkZGBhYtWgQnJycsXLjQVLEIBvCUekLZ0PYUw/lCw2Z7rXlTmYn2bu0RF26bOFYEjdNj8+i1jWHONw7fyFs7YqF19wA5txYfH4+XX34Zjz/+OPbv349ff/0VQqEQL7zwAiZOnKj32sWLF+s9LxAIMGfOHK6iEMwg8blETP1tqtVHH5ZGWa90qE3XwUGDkTA4wWH6a4+whTPnO6Vrrco4Qwpz4WySeu/ePXTt2hUAcOTIEcTHx2PNmjX4/fffLSYcgX+C3IPgKTE+iFxXj64WkIY/KFAGw1X09m878YN2jiaZ2GxNXlUe8/FK5uOmIFfKcb/uPm/1cYGzUmi0ECooKAAABAcHw8/PD1VVVZaRjGAREi4koKzeeB+QY9OPwUfMvs9jiqLhm8LqQr3n5/eYbyVJCI4A2wi+oLqAt+RPtojLxVkpPPbYY9i2bRt27NiBPn36ANAoCA8PD4sJR+AfczJ4/TbpN9ZzyZH6N3mtgbuY3UESAL7/+3srSWJZ3MXuiDka0yqiu7Zl9C3BTvl1Ci+KoaC6wOw6jIWzUoiOjoarqytCQ0MxdepUAEBeXh5GjRplMeEI/FNUU2TytSGeITg77SwGBQ6CVCiFWCBGoGsg9o7ey0uAO7Nhdm3RYosfGBd8RMZZ2lWqKrHv1j5M/mWyRRSDXClHzNEYTP5lMlE+LKRkpaCigT0yAAWKl6yAga6BZtdhLJw3mj08PPDKK6/oHOvdu+2s0bZl5Eo53j79NrLLslFWY174kBDPEOwau4snyfilsqFS73lb5pHQx2+Tf0P/XcabdedW5SL+bDySX+BvlsZkZvm/2//Dl0O/ZM2/7Yi8ffJtg2XM/a0BQFx4HPbd2md2PcbAWSns2sX+Ipg2bRovwhD4R66UY+z/xqKkxvaOPpbGkM3+paJLVpKEOyKIzNow5tvMlsnMUk2rEX0sGgGuAfYxI7QD6lSG07dSAsumaLUUnJVCaWmpzufy8nJcv34dzz5r3WBNBOOYnzrfIRQCF5v9etr+HNdOTbOvEOZsuSVo0Ig9HotzL5+zskStl3bSdmbXYYuNZs5KgcmhLDMzE6dO2ddDTXiIXCnH5dLLthbDKgS6BOqMuO+U38Gyo8t0wg8IIbRYiA9jGPDIAAS4BvASEoFvM9us+1ms5/hYDmkrcMleKK+SIy0vzazZlV1vNDPRo0cPpKen8yULgWcW/bHI1iIYZPOwzbzUk1GSod0QlSvlGPXfUdh3ax/O5p/Fvlv7MP3AdHT27MxLW+aye8xubBy+UUch9PHrY1JdfJvZUjS70mytyyGWQCQQGSzTOLsyB1tsNHNWCoWFhTp/crkcO3fudJhIha2NtLw0pBfav8IeHzaeF8VAg8acwxqv+IQLCbhdflvnfLYyG3eVd81ux1Lsf2m/SYrhk/P645PxSbBrsFlWSSlZKQhLDkPINyEISw4zKzmSrfGUcvPLMTfW2GuPv2bW9abAeflo0SLdUaeTkxM6duyI6Oho3oUimE/0sdbzvYwPG4/xYePNjph6rewaUrJSWF/+DWgwq34+EOv5ye1/ab/R9+Bi8UVzReJMbnUubt66qf1sTPC3T9M/1UkpWqOqwcJjmiXp1mbVlJKVAkWtglNZV4l5WQ63XN5i1vWmwIv1EcF00vLSEHs8Fso6JTylnkh8LpEXCw9D3r1tlbdPvg0vJy9bi8HKF8O+4LU+vvdIJJCwKs9qVbXOZ67B39Ly0lrkmG7k7ZNvtyql0Fy5GUJNqc2KyZVRbP0gjlZJx0lgJi0vDdN+m4acyhwoG5TIqczBtN+m8eIJyWUjjCsCQ15hdkS9qp6TuaCtsPcXYN/AvkaV5zL40DdrrVfZn0UYG0lXkoxSCABQXFuM6QemtyoHQL1KYdmyZTh79qw2zHVzVCoVzpw5g/fff98iwrV1Yo/HQkXr3lsVrcLCo8yhw23labpn9B6rtMMHYqEYIqHhTUACM58+96lR6Vq55HPQZxLtJHbi3JatWXFuhUnXNc6oTKF3O+s7COv99qOjo7Fr1y5s3boVHTt2RFBQEJydnVFbW4v8/Hzcvn0bTz31FMl/YCJsm1CFNYUtTNnS8tLw+qHXdabwTdd0m2eAEglEvITH9hR4tiqHJSeREx71eBQltW3fN6MRuVLOq8GHn4sfJ1NIIYScNkKFAiHYJq7rBq8zVjyboc8yyxCmLueu7L8Sh+WHWc9bYhavVykEBwfj7bffRnl5OS5fvgy5XI6Kigq4ublhyJAhiImJgZeX/a7f2jv6Et68dvA1HJ18VPvCn3FoBuuablx4HCb8PIH3fYR2kna4ONN6G5l8UNFQYZN1WFuScCEBOzvtNLseuVKOMfvHoLSu1HBhaPYzVqatxIGJB/SWcxW5Mma8cxG42P1yGl+YmiHP0F7EwMCBJtWrD07zRG9vbwwZMoT3xh2dxOcSMenXSYznatQ12rg2CRcSUKViDlGercxG3Mk4i2wsW1shrOq3CsvTlptdjz04qFkTvr77eanzOCuERgw5R8qVctZn9wm/J4xqy1RSslIQeyxWu4Hu6+yLb0Z8Y/QMWAop6mDafpWlTEs/fe5T3us0aqM5Ly8PZ86cwdGjR3X+CKbRL6gf/F38Wc83+hnom8oX1RThdN5p3mXbO3ov73UaYnb32VZv05pwuacSSIyul488zXKlHFdKr5hdT3MSLiSggWa2ZvJztryPU0pWChYeW6hjUaWoVWDyr5ONNuh41OtRk+WYlzrPInuAlki0xHlH6aeffsLevXsRGhoKqVSqc2748OEGr8/MzERycjIoisKIESMwYcIEnfPV1dX44osvUFpaCrVajbFjx2LYsGFcxWu1dHDvgOKaYsZz1Q2a5SIPMXvOinau7ZBTmcOrTL4i31a1j2ANunp0xY2KGyZdG+wezNnU+MS0E0ZHTOVjFBp/Nt7sOpjQN6C5prhm8RSqbNFMadBYcHQBMl/L5FRPWl4a/rn/j8lylNaV4s2jbyJlgv077HFWCr/99hs++eQThIaGGt0IRVFISkrChx9+CJlMhmXLliE8PBzBwcHaMgcPHkRwcDDee+89KJVKxMbGYvDgwRCLrZu02prIlXK9+Q1cxC6a/+jZSwr1COU9UuaVWfyPGFszq/qtwuzus012rjMmiJwpL8jv//4eY3qMMfq6ppj6DIW46ZfXQ8I+oMmtyuU9yX1z9JknGxMokg9n0AvFF8yuwxpwXj5ycnJC+/am/SiysrIQGBiIgIAAiMViDBgwoEXMJIFAgNraWtA0jdraWri7u0MobLtuFHKlHJN+maR3lN8Yq4ft4XUSOiEuPE7vEhTBfOx9Wets/lmz6zDVUk1eJUf7b9qjw9YOSLqS1OJ842yXjdbiZMlXpGG+0nRaEs7D8GnTpmHbtm2YMmVKC4sjQy9vhUIBmUym/SyTyXDz5k2dMiNHjkRCQgLmz5+PmpoavPXWW4z1pqamIjU1FQCwdu1ak03xxGKxTeM2zT82nzXxdyN/lvyJ69XXWTf//Fz80LtTb/zfxP/D8z88z5tsJJ6VLo33I8AlAIU1xr/ELH0/C6oLcK/iHjr4dTDp+jvld1jzDXOFoiksT1sOV3dXvNnnTe3xq4qreq8L8Qkx6f5w+f3uur5Lr9GBn7Mf57aFQiFgvoU3lpxcghvRpi1DMmGJZ4uzUti8WRO07MiRIy3OGQqBQdMtjZQFAt01kUuXLiE0NBTLly9HYWEhPv74Yzz++ONwddWNHRIREYGIiAjt55IS0zS4n5+fydfywUn5SU7lJv84GZ28OyEbLXMrB7oGoqSkBMpyJUQQQc3HUwvT72lbpfF+7B+3H0N/HIo6mrsFypDAIVa5n8O+G4YfX/zRpOWnZUeXoUZdw4sc7x55Fy93fFn7+X7dfb3lu3l243R/kq4kYeW5lVDTaogEIvy/Ef9Ppx0m5v+qP4Ls1yO+5vzdOAucUQ/zva/Lasp4fR5MrSsoKIj1HGelsHGj6et+MplMJ0lPaWkpfHx089IeO3YMEyZMgEAgQGBgINq1a4e8vDyEhYWZ3K49o6znFj3xfsN91uWhUM9QpOWlYepvU3lTCAR2QjxD8MfUP5BwIQGF1YUIcA1Ayq0UvaPR/479r1Vku6e8h6UnlmLXGONjlPEZs7/5MpShcCvL05Zj/cX1qKivgFAgRN/AvkgYnKCj3JKuJOmYKqtpNd5JfQfV/ar1Lu3p208I8wwzypiiRsWP0lQ2KNF5W2d8PuRzu/XR4Lxo7+/vD39/f8hkMojFYshkMu0xQ3Tu3Bn5+fkoKirShsYIDw/XKePn54crVzQbnOXl5cjLy0O7duZnLrJXjPFEPJ3DbHLay78XFhxdwIvnciOLey7mrS5TYAuj3d27u5Ul0bCq3yqdzyGeIdg4fKM2J8K9ufdYrzU1JHjzNrlyKv+USWaPxoS1MASXPAPNKasrg4pWoZ6qx8m8k5jw8wSdfrCFlzAUdkKfQurub9zzRAv4iyVWq67FwmML7TZ0uIBmWtthoLq6Gtu2bcPp06dBURREIhEGDBiAWbNmtVjiYSIjIwPffvstKIrCsGHDMHHiRBw+rHHfjoyMhEKhwObNm1FWpsnuNH78eE4Oc3l5+tfl2bD18lHwN8GcgtYJIGAtZ4lMYrlzc3mtzxRSslLw9sm3Ua+qh5PYCesGr+MltLaxLO65GEv7LOVUlk1mUzG1r/7O/gjzCdNmm2u+nMQUlXfh0YUm7ZUw0Wip1cgT259g9drXR2SHSCSPTAag/17oe147ftORdcnn7LSzRi21PfPDM7xnQZMKpbg9+7beMnKlXK+Jsqm/V33LR5yVwqZNm1BTU4NXXnkF/v7+KC4uxs6dO+Hk5ISYmBiTBOOD1qoUOm/tjFra8Oaem9iN1SPUEtiDUmCj+TKCpbHlveBDAbZzboeU8Snal19jVN6mQRjFAjGcRE4tQqiYghhiZM/V3fuKOhiFw/fYY/ew4SR0wvEpxxHiGaL3XujzAem+oztj3gMfqQ+uztC/Ad6ctLw01ugD5mBIOUUditIb+8gSSoHz8lFmZibefPNNBAUFQSKRICgoCAsXLsSlS5dMEsrRcZUanl1tHraZMWaMozK7+2yTl1YckaLaIsQcfThgY4vKW6s2z/KokUD3lqkjVw5YaVLQtnqqHktPaGZpT3o/yVoupzIHU3+b2sLUU66UsybCqW8w/jfVL6gfhBbINDA+ZbzeJT++fZC4YJSfglKpOw1UKpVt2rnMUqTlpRnM3CQSiBDgGoAGyvbZwuwJe/cZ4Iuz08z3PQCAP4v/1L502KLymhP9symJzyW2OBbiGQIfZx+G0oZp3CNZNVD/QEBNq7Hg6AKdY/Fn2D20qyjrzbwNUVRbpFdWPvcLucL5jT58+HCsXr0ao0eP1i4f/frrrzrmoQRuvHHoDYNl1LQa81P5TcpOaD3wGfqhMbCiq8TVpPV9LogFYmy5sgVB7kE6ssuVctyv1W+Wqo+lx5fiTsUdg+Wah4pJL+I/P7mlAi3qi+pridmJITgrhYkTJ8LHxwenT5+GQqGAr68vxo8f7xDxifimUlXJqZyxESsJBCbOF5yHXCm3aJYzFa3CYflhXCu9hj1j9mgVw9LjS80ylz5XdM6k2XJVg/7ZQEpWitGGAPqMPiyFLSL+clYKAoEAw4cP5xT8jsAP1n4ACfaFM5xRC/PX+2tUmjDsinpuyebNoWk8I7lSjtMF5kXw5aoQmpvVukncUF/HrgQXHluI9IJ0rB60mlP9cqXcYr9HfdnV+FraMwa9SuHEiRNas1B9IbKJoiAQ+OfYtGNGR0xlwlXiinMF3IPymUu2MhtypRwTfp5gtYFN/0d079OTvk/iVP4pvdck/6UxeeWiGExNp2mIANcArOy/kvU8X05zxqBXKZw+fVqrFE6eZA/LQJSCcQQ5ByGv1jRTWoJmVNjcioZvbJFPojkhniE4O+2s1oP6TP4Zk+rpE9AHqfJUnqVj5y/FX1j0xyKrBrtLGPzwpS1XynFbqd/+v5Hkv5LRJ7CPwaWkbGXLMDOm4iP1gUggQu92vbGy/0q9+0e2sD7k7Kdgr7RGPwVDtse2xJ79FBqxlM14U+zxPpjiu9DerT32jNmDgbsGWnV92prr734ufvh53M/al2vM0Rjsu7WP8/UuYhdkRWWxnpcr5Rjy4xDWZEHG4O3kjWtvXONc3tB3blM/hbi4OMbj7733nvESOTBypRxXS41znLEWtgolYSwkARA3XMQu2k1fa4dXt+Z+WElNic7yjrGjen0b8Gl5aXhu93O8KARAE+Ii5miMRbKw8QVnpVBQ0NLFm6ZpFBa2jnjo9kLChQSDIbNtxcEpB20tAoFHJAKJdvQc388ymdUsiQQSeEu8OZVtulSlL3EVE2Ih8yp6owc4n0s4tepa7Lu1D8P2DMPY/WPtUkEYtD5qjI6qUqlaREotLi5Ghw6mxXB3VPiOn0IgsOEp9dT+f/+t/bYTxEQkIgnKG8o5lW2ap9pL4oUccE9R29WnK+NxJg9wvqhV1yKjOAMZxRk4V3AOe8fstWhaUmMwqBQCAgIY/y8QCPDYY4+hf3/zrSMciUDXlqEACASLQGvW1+PC42wSLsFcqtXc4jEJBUI8H/IwydT9BuOc5fKr8hmPs3mA801eVR7iz8RrAwDaGoNKYcqUKQCALl26oGfPnpaWp80TFx6HM/lnWk0aQkfEHiyP+CCnKgc5t3KQUZxhk3AJ1oKiKbz5x5sIcA1Av6B+8Hfx15vmtjnldeVa5dl0tG5JD/DmsHk1SyBBA6wb6obznkLPnj2hUqkgl8tx9epVnT8Cd/Iq81BUbdyaJ8HyeEo8EewejL2j97a5jexsZTZEMD7PQWtCTasRezwWAPCo56NGXauiVdh3ax8i9kboBNYL87R9gi9rKwTACI/mv//+G59//jkaGhpQU1MDFxcX1NbWQiaTmZWVzdGIPhZNPJXtkL9m/mVrESyKI4RMKanSmJi/9vhr2H9rv9G/sypVFab8OgVP+DyB+w33oaixvAd4I/q8mq0NZ6Xw7bffYty4cRgzZgyioqKQnJyMPXv2wMnJyZLytRrkSjniz8Rrp4FsjinNA3fZCyQkddvGEQYijaPqLVe2mNxfChSulXH3I+ADAQSY330+Yo7GoKC6gDVBkrXgrBTy8vIwatQonWMTJkxAdHQ0xo0bx7tgrQm5Uo6RP43U2eBiCg4GaMx47ZHWFpJ6ZIeROHiPmNASHtK4b5JeyH+EVEviBCcs+mMRcqseOqLtu7UPziJnm8jDWSm4urqipqYGbm5u8Pb2Rk5ODtzd3VFbyy1gV2ZmJpKTk0FRFEaMGIEJEya0KHPt2jVs374darUaHh4eWLmSPSaIPfHm0TcZLR5yq3JbWBU4CZ1QS/GT1IQvOnp2tLUIRpM0Msnq6TkJ9s+n6Z8ajJBqb9ShTkchNMJX8iNj4awU+vbti4sXL2LQoEEYPnw4Vq5cCZFIxMkklaIoJCUl4cMPP4RMJsOyZcsQHh6O4OBgbZmqqips3boVH3zwAfz8/HD/vukx2K3Nn8V/sp47nncccqUcIZ4hkCvldqcQAOD/Xvw/W4tAIPDChswNEHN/rREY4Hz3Zs6cqf3/2LFj0aVLF9TU1ODpp582eG1WVhYCAwO1fg4DBgxAenq6jlI4deoU+vbtCz8/PwCAl5cXV9FsiqGQunXqOm0oYUtFWjSHVf1W2Y3TDIHAB6ak/yQ8hJNSoCgKsbGx+PzzzyGRSAAAjz/+OOdGFAoFZDKZ9rNMJsPNmzd1yuTn50OlUmHFihWoqanBqFGj8Nxzz7WoKzU1FampmoiPa9eu1SoRYxGLxSZf25T5fxjOjpZbnQs/Pz/k1thHkDWRQARnkTO+Gv0VpnWbZmtxTEYIIW9B3vh4Fgj2gYfUA4o661kONfLqk6/ih2s/WLVNSzy3nJSCUCiEUChEQ0ODVikYA9PmqkCgq83VajXu3LmDjz76CPX19fjwww/RpUuXFtH8IiIidFKAmhrplK8oqaezDScRyavIQ0lJCfKU9hHzSD7nYawVW0WK5YPdo3fzFi21NdyHVf1WYXnacluLYdeEeYahk1cnHL5n3SjEZ6edRYhnCPb9vY+zJzYfmPrc8hIlddSoUVi/fj2uX7+OgoICFBYWav8MIZPJUFr60E66tLQUPj4+Lco8/fTTcHZ2hqenJ5544glkZ/MXw9xSVKsMPwDtXNsBgNUjVTIxKHCQrUXgjbbmZGaI1mYhZm2EEOL/Df5/WDnA+gYqjUuwg9rz//sKVQA79gJHtmv+DbXwJIjznsK2bdsAAJcvX25xbteuXXqv7dy5M/Lz81FUVARfX1+cOXMGixYt0ikTHh6Obdu2Qa1WQ6VSISsrC6NHj+Yqns2QiqSoo+r0lrlUfAkh34TYha34p899amsR7A6ZVGa4EMHuoUBhycklePeZd20mw8r+K3nNlRKqAE4lA8EVD48NvQsMigKyfXlrRgfOSsHQi18fIpEIs2bNwpo1a0BRFIYNG4YOHTrg8GHNzYuMjERwcDB69uyJd955B0KhEMOHD0dIiP1vgHKJj2JPcWfIpnJL/hPxH1uLwBlfkS8Uauuvl7cWspXZWHhsoc3a5/v3teVnXYUAaD5v+RkY+QavTWmxmu1W79690bu3rit3ZGSkzudx48a1Okc4D7EHCtAyHDafm6AEy9KalqGuzLpC/DOshFRoeBUA0DhSWoohLKkW2I7zAWelsHz58habw420FiczvpEr5bhdwZwLligEAqF14y31RmGN4T3TpJFJFpNByLLizHacDzgrheHDh+t8Li8vx7FjxzB48GDehWotJFxIsKulIUOcnXbW1iIQCK0GLgqBic3DNvO2hFXoCoRUMh+3FJyVwtChQ1sc69evHzZv3ozJkyfzKVOroTVlUfN38if7CQSCFRgfNh7/y/ofL7G5XpkEHP0WaBp2tP7BcUvB2SSVCV9f31ZhNmopWlMWtZy3uScdaU1M7ux4A5LcudZ1glzcc7FV22sL8LWkdLojMPwN4LYXoJBq/h3+huZ4exfL7C1xnikcPXpU53N9fT3OnTuHrl2Z85s6Aq89/hp+vv2zxfK4EgyTODwRe27tsbUYbZqlfZYCABIzE+3CrNrRON0R6PxWy+N7xlnmueesFE6ePKnzWSqV4rHHHmsVvgSW4vu/vzdKITgJnVBP1VtQImbaSnpJgvVpzD62tM9SLO2zFN23dScmsRyxdCpNSy0Hc1YKs2bNwl9//YWqqiq4u7vj8ccfR4cOHSwiVGvB2D0FmrLuKMvX2RffjPimVZlcErjhBjdUwfIhone8uEPn85VZV4hi4MiJaSfQf5fhKNKGCFUAq48BQRVAngfw4TDLOa4BHJQCTdP46quvcOLECchkMnh7e0OhUKCsrAxDhgzBv/71L1ZT1baOWGCcm4e1861eef2KVduzFY+6Poq71XdtLYZVuTH3hlX8FZhGo1dmaZ4r4i+hHz5G8qEK4I/twKNN/GMHZQNDZ5pdNSsG32qpqam4fv06Vq9ejbCwh4mss7KykJiYiN9//72FE5qjcKPshq1FIAA4/eppDPxhoMMphtaCtUe69kQ7STsUNRSZfP36g7oKAdB8/vp/ACwUzcOgUjhx4gSioqJ0FAIAhIWFYebMmdi/f7/DKoUaVY2tRSA84PSrD6PVypVyJF5JhLxMjgDXALz2+Gus0VQtbckjksvhkZAAUUEB1IGBqIiLg7oVhG/hi1AFcDIJ6NBkpeu528Dg2Y6hGC7OvIhe23uZrBgG3mM+HnEXKJXLLfIsGVQKOTk56NatG+O5bt26YePGjbwL1VrwlHoajHtkK4TmWRu3Opq+fL0DA/Htv/+NEg8P7fmz084i4UICCqsLEeAaYJXE6CK5HL7Tp0PSxGxbkpEBxc6dDqMYvv6frkIANJ+//h/w4kybiGR1Ls68qP2/sUtuHix2KWIAHgkJKLfA+9egUqAoCi4uLoznXFxcQFGOG87h/T7v2zT4lj7uzWUZYrRBRHI5fCdNgiTvYb4KOj0dot27tS/fEM8QbBxu3QGMZ3y8jkIAAEl2tsV+zPbIEJbHkO04QZcKJ8CFZUFCxCFtgSkYVApqtRpXr15lPe/ISuF3+e+2FoERN7jZWgSr4hkfr6MQAECQkwPP+HiUJSfbRCaRXA7pgwyBLc7dcJy9KBGLwR3bcYIupzsAL7E8LuoH6Y35xqBS8PLywldffcV63tPTk1eBWhP2GObCDW64MddxXjoA4HT+PPPx48d1PkvS0uAdGwuRUgm1pyfKExPR0M8y5rqe8fEQsgyYxFlZFmnTHil0A0IqmI8TDLOuPzD6hm6YCwDI8QAkcXEWadOgUti0aZNFGm4LqCj782R2NIUAAIIa5vm1sK4O0pQU1I0fD0laGvymTYNApfnOhEol/KZNQ8muXRZRDE4ZGezyqltHEMXNwzabXccrE4Fj3wGSJjODBoHmOMEwCzJaKgQASH8E6GuhfSnH2o3kkZSsFKQXpvNeb9QTUSZfa+2YOPYC7cocMlIAwPvttwEA3rGxWoWgPa9SwTs21tLitURo3z87Z5EzNg/bjPFh482u63RHYNgM3dg9y97pA2Wv7jrlunt3Z6nBsenE4iMYYEG/Rasl2WlrvH3ybYvUu3rQaiT/ZXgd3FEVABP1ffrA5TBzCkRhvcZ8Q6RkthJjO262TL17s8qk6tjRIm3yxa1ZtziVOzvtrFEeuwIAEqEI7/Z7D0sYZmfEGa4lgQxhs/Ud5wOrDVkyMzMRGxuLN998E/v372ctl5WVhWnTpiEtLc1aoukgksvhHRMD2eTJ8I6JgUjOnOKoTmU4IxPBOihXrgTF4lVPiTXjHjXL3peaxbLOXCrnz2cNHSe6zZyYyR4YEjiEc9kQzxCDOToG3gGOfQt0ug/41AEdytTwmzQJ0pQUc0V1CArcWY57MB/nA6soBYqikJSUhPfffx/r16/H6dOnkZPTMpQzRVH44Ycf0LNnT2uI1YJGu3LXffsgPXsWrvv2wXf6dEbF4KihPewRdUgI7q9cyfwS9vCASC5HeWIi43mBSsWq+M3B7fvvwfaECFWW2YsKVQA79gJHtmv+DTUyPNGQwCH479j/GnWNIV+PXbsBSbNjAgC+egZcrQlvibdF62fbkLdkkh2rKIWsrCwEBgYiICAAYrEYAwYMQHp6y/X4AwcOoG/fvjazaPJISGC1K29ORw/7XgKwBZK0NPj37YvAJ56Af9++kFhxtlczezbq+vRpcVxUUgKPhARQQUGgJc1fT4C4tBSe8fG8yNB0liltFlXYErSTtNP+vzFGzmtXgOF3Nf/+sZ2bYsidm4vcublGKwQuBFYzHxdQVIvfVWvMjZEUablUnADgyhIuje04H1hlT0GhUEAmk2k/y2Qy3Lx5s0WZ8+fPIz4+Xq8JbGpqKlIf2H+vXbsWfn5+JskkFotbXCtWMP+CnBWKFmXDg8ORdT0Lky4DyT8DziqgVgxEjQX29mBuk0tZrv0xtt9M/eWVEycgYbDuaThwABjCfUnCHMQsG87OCgWka9ZA2MD8S5JmZpp/b+7cgWTcOAiKiw0Wpb29efku7r1zD9J/SwGwx8hZfxCY+Ir+eiz5XOibTzf/Xf0w9Qfs+XfLHAH2HDtpTI8xRpUPcAtAYRV3p7PwPObjz+QBnhb63qyiFGi65cS9+fLL9u3b8eqrr0JowDIjIiICERER2s8lJSUmyeTn59fiWh+pFEwrzHVSKcqalY3tHgufpJ3YdOjhgy9pAHb/BExBy5f9pMuac/rKdvfuzrk/xvabqb984h8VxWjdI4iKQvG5cxZrtym+1dVwZjheJ5W28FloCl1XZ/a98X3tNU4KAdD8Hvj+Lvqz2B2wHW+KJZ8LCuzLEbW+vig30HaoAkjdAYSVPTzWLweIeN32iiHqiSij793moZtZ43Ax4cUS5sK7Higy43sLCgpiPWeV5SOZTIbS0lLt59LSUvj4+OiUuXXrFhITExEdHY20tDRs3boV51mckuwBp5w8fHmo5UhIAM1soDnJPxsue3CK+TldbYWovNyo43wjSUuDlGFJshFBlR4bvjrzjQb0+SVYor1GDG30GsLSpqBqljcMDaCCwfmqeX9WH9NVCIDm89f/40lAE4l6IgqrB602+jpjc5sIWKwV2I7zgVWUQufOnZGfn4+ioiKoVCqcOXMG4eHhOmU2bdqk/evXrx/mzJmDZ5991hriaRFWMLheAhBWtrT/qlgeCxFLPc4M+4guLHuLTGWZaL6JaG+bdDSLQxbbcb7xjo1l39itrIRATzgWgYjtm2SGyUJNX/0t2mNxtjOFRgugwo7+jOcz2zEe1mKrgQgtFDIGBWzsj49IM2gMYv5JIvKuxrLJWFb1W2X8RQyYohCMJVTBvvxmySghVlk+EolEmDVrFtasWQOKojBs2DB06NABhx/YcdtL6G11YCDzcYYYI74F5az11DLcVbZXBpcvl2kKrY6IgOK77ywWpsFY1D4+EDG87NTNZoSWQt+MhHJ3By0QQMCwjAkAlAd3+z6RXA7ZhAkQNwlG5nTmDGipFAKOMwC+7dZCPEMQ8Ghf4OovLc7VMLnDWhFWValHEYd4huDqrKtIupKE/L3xYPqVCAH8309AqJHuQrO7z8ad+3c4+QLZmtXHbONdbLU2e/fujcTERHz55ZeYOFHj4x4ZGcmoEKKjo9HPBi+7irg4NISG6hxrCA1lnOa2VzBvWtLQbCADuqP7GpY73SBkNx9svD4tqeUUWlRVBdnrr+udMbgkJSEwJASPtG8PsasrXJI0lhJcfTGMQVzAHAeK7TifiORyoJrFzAUPlnZYFAIAqNpzd5ryiovTUQgAIC4sRH1ICOfRmyVGeYJmhhuNhHFcdjbnmdAXDqOCRSnRboaDH83uPhsR/znDer8CWGYRhlg9aDX2jt4LdxGLE4ABFvdcbFrDD+CaM53Nmxngf2DRFOLR3AR1SAgUO3dq4vIXFkIdEMCaFMWrgnkHiAZwIZh5dM+Em1pjPjj0LiB6+WHSDC7XC6urWcMwuyQlwXv5cu3DI1Cr4b18OYQKBVx/+AGSJpuiklOnoPifZpHW1IQwbMsnxiyrNMWY4HUeCQmswecAjVmqPimamyEDmpek19KlcEpPh0CthtrPD2WbNsGJxczW6e5d1PfoAenly3r7BQC0M9N2uJmwKIXHOZikiuRyyCZPhjj34a600/nzKN2zh9P3Pz5sPGsI+dOhwEv/tDxez3FpWB0SAlooZHyOhGa8GfsF9cM/s/5BWl6aURu/ALC0z1LTG4b+fYVQhcZirH8uIGMf51h0NE+UAht6RpYAAIr5vBCaaR9gWCE0JbgCqI2Lg2LnTgDA+kPcrmeLqe61YgXjxrbHhg0tHihJcTG8YmIgKinReUFKDx+2yRKVJC0NflOmaF8EQqUSflOmoGT3bkZZRBxmI8a8P0RyOXzHjdNRnOKCAvhNnsz6XAgaGiAQc/w5uZs2QtUHm/LVF6K6q0dXAJqIrk0VAgCIc3N5CT3+1gtAr3xdc1lV+/ZQrlzJuQ7a3R1gCEeilJolGgDjN375CBLIBlOWOltg35G5rIxRHs166gmqYN8g04fT6dMQyeUIVWjC5XKS+fZtZvnYRu5sbWdktBgxi6qqIGvWf7ZlBrWe5QCfqCijliN85s5tIb+AouAzdy5jeba9IK7U9+6t89kjIUFHIWhl0DNQoAGI/mEYEnNojxdYTLkpPQ/qsema0Qvr7IcH58NsX02S+e+7A3UDBqD6pZc4z0AaqWcZlJwIZTzMKx0fLOEe+1aAf071wUSnXibX1fS3k370sRZLxusP2l4hAEQp6GCMR7M+pZDnofkzFiFFQTZ5MvYf8YcTx4VncUEBZM8/3+Kla+y6NdsLT9jQAK+YGAAPlhlGj9ZRmrLRozVt64lU6nL4MGSTJ3NWDCIWJ0K24xVxcXqXhwD2+0EDqJ4wQeeYmGUpRh8CaJSoIRqCgowaJXOF6tuX8fhpDtslAharO7bjTPiK2J0Gsn2B1ycBpbt3o3zjRqNTkSpXroSqna4ZFR0YiLde0H+duWE/QhXAjV0BmuXdOzS6pqZDNmGCSXtwzQec4Sf+wZn/uujIxMWnxBoQpdAEtmUIpiUafS+ZD4dp/kyJcCPOzUWPm/eNu6ayEl5z5ugcq2dxTjFlGdbpzz8BAF4xMS28vsUKBbxiYiA0YHkjzs1lVK58oA4JgbprV71l2PotAODZ7CVtqSQ4NADF3r0Wyc+sTk6GqknUAADIdwXe4JC3gG1AoG9m1Jwrs67oPd/9vrt5xg3NQ5QwhCxpClvYD6Z22Xw9Lqb3YTQq8HrzTSME18A04AwqrsF36R2MrqsRS5mlE6XQBK4mqXKlnFUpUNCMjLJ9gQbjzN+1CFjCMejD6do17Y/OJyoKTnks/vEsqH18WPvU+EJtVA4t2v7zT1AsM4WmcE1DqU/hstHw5JP6K9UTwFBcVKT9gUnS0iCoreVVtqZYQiEAADp2ROkvv6D6pZdw9FHNck3/OZrn0NCImWa5N2zHjWXgHSBji5rTsiwTHgkJLfY8BPfu4bPj7JsK6w8xh/1ginPV6BvxUueXMOCRAXip80s4O+0svNIuMNYtvXDB6BeymMGYAQD6CjpgVb9VEAlEyDYi5JsAsNggiyiFJnAxSRXJ5aiKegkqljsnBLDgwcCj1sS7SxvpTAVoHpLGH53L4cN6v9jmLzBaKETZ1q2c2mA73nyUyoSYY8jo+meeYT6u54VaERcHyondKF/fnoeApjVWV3I5fGfM0OswpO8e6GsDACgpDzujelCHhKB840aMmKlZrsn21byQr23UHTGfTNJVDDSLnwbbcTaYTDVDFUDq/wkhrtb1YWm6LGvIHFZ0hXkWMraKfZQ95C7zcenRo4wv9BDPEGwcvhG7x+zGxuEbEeIZwj6DgnEvZJFcDtH164znKHd3zO4+G/I5cvQpNc6pRMSiaMyFKIVmqB57DGo/P6j9/FATGQnFzp1Qh4RArpRj1c4oNIwbihFpBZCyLGILAHzxILeKxNiF/Qeo3dyMsp1vbNeYspRIBMrdHQ3BwVqrHnNGwdJr1wy3y9E8teL99xnblMrlrHH41SEhqBs6lLVOoQEvYtGDlxSXfQE21I8+ynqOBlC+fr3JdXOh8eXaOCMYeAc4tANwa3bbO1QBXzcJr9LQgzmCI9txNpb2WYrFPRdD8OBpFECAA8eC4dzAYhlVWMjJuEPCMpiQ3L7NGlnVkyVmkFClMnlfoClsI38mPBISIGKZfTb1bhfUswjNgqXychCl8IBGW22Xw4chKinRmGc+eNHJlXJM/mUyBm0/jOBiw16r4gdvNNMs9DVfStkXX4CyYNpGoVqN2uefR/G5c1ozT32jYIBdOQj0XKsDxzwCbLkImqbXZELJllMBhvMiS65c4fRDZwq/3XhccJ95L4gSCKDYvBl14x+mt+TdgfDOHcjGjIHrvn3aGcHh71sqhEaGNGmOLZ0p23F9LO2zFDlzc5A7Nxc5c3Pw2A32IIGUuzsn4w59PjCJwxOZK9czkhEXFpodLl2Qy31XWJ/JtKTJLIg28vcutFBcMaIUHqDPVjv+bDxyq3LxBPeIt5q4JSYuyQqqq+G+ZYtehyw+cD50yKgXEuVrXlhKgVrNKc8C23IB8DC9JhPqkBCTw2oIGxogKCrSW4YGcP+jj1ouvzUeb8ccaEjVq1cLhSCbPFnXissI6ywmRFFREDcJOgkArnr0YFP/BSFLdFchD9FT9SljwY0bRhl3sNHHTzePxsA7YI1L1ogTh2Cb+mbITPHQ2NBnMi2oqtIOEGg9y5+M1xpVmjtEKTyALcql9Ngx7Fj0O/I/BXpwi4wMATQObDfMeIdyeWjNRVhdrZmujxrF6YVE6Vke4YIAgCQnB35Tp+pVDGzLBcDD9Jr62jAVUVkZa1rPxrpdfv+d0SlQevEiVM32oxppflzfAMRUhEaGJy9rMuFhVQpGjIbZUOvZl3C6e9eoeGNs7H9pP5wfBE0PVQAHfzD8YuMUlFDPsyCsquKcRErl7c2uYCgKvpMmwXXfPtYlJmtDlIIBhA0NaFdJI7DKuD2CoApA7m1iozStP9Qzz0jKyuAVEwOKZWmk8TjbS89YBGo1fBYsYD+vZ4bEts7dONpii3TLBWFVFYR6zDAFAGtGNVFhIeOPnwYg/f13BHbqhICnntJYhp0+zViH01kzwmCz3DO23vjVQftSY5vhiAsLzcqeJ5LLIWTwRG5EAKDm+efR0Mx8uiEoSGvcoa/9piPrW3NvYUjgEKw+BrhzWKXksjSmb4AhACB79VVOgyn37dvZ61KrITHSUtDSEKXwAL69TPM8YHLkM9rDo0XCGkvj9OefqIyOZnypUe3bwzsmBlWvvcaqOIxFxDEhTXMEDO033ay09H1jtUy6fx8eycmMswhRZSWEdXUQlZXB5fBhVoXPdrxpYMPAkBBtYEOd9lmWHtjkFQNaD3E2ZS8AIHv5ZbOctYT6lo+g8RFpnnCr6Wd9IdEbunTR+fzfsf/FFPf+nOSrZ0jd2hym5GBNEdbWcprd6fP3MGdma6nw2UQpPEC5ciUa/Jlj0hsLDeDr3sCge6Zd3/Dkk0ZvOpmLEID7hg2MLzXJ3btw3bcP3m++Ccrb26pyNYdpWYFps9KSMJn0Ol2/zvkHzvbNNn85Ag8DGwrVagigMRDwXr68pWJwYcoZqJ9GD/GKuDjWF4ywvt6kZS2u34moqIhxKa3RRFicn896LcVgoccl5Anl7MzJq5zL98k262uKJXMfWAKiFB6gDgmBqhe3uCZctn+/3wf4m5hLhXZ1BeVphCcLTxjanJPk5fGaIIYNVmcqMGfr4hIQj09aKE6KMsr7lw01w0Y+W2BDrxUrdI/pCR1usF0DDnXOf/xh9GyB63fCdt9EN27Ad9Ikg1Zjza24ql57zeBLuKFbtxZ9ZrIG4/KNCqqqEPjEE3oNKOofeYT1emM3l3XaBlhNtM2BREltApf16EoxUCcGZAb2hJp7UxolR26u3iQktsQYqwt9ML0AHzYiBFheBuKLF6EOCYFILteG+RbdMZyCy5Lx5/mqX8XwcuYcktyEmWXjS8/QC19QXw+vpUshunvXYCjzxu+Fa/wotvsm+ftvvUtPgGavRnbpkk4oCuf9+w22STVLeC+Sy+E7aZLO2r7k3DlO36kQAJRKvZF8nVhidgEALRYDRvonNCIA4BsTg6JevXj1lCczhSZwmXqqhYAzfyl2GZFkZek1vbQlvL1cRSJ2G32WmULjj0CSlqbj8GSNRD7WgMnqiqtDIWXKntgDReIZH2/we5WeOgVJTg6ESqXGgmzSJLh/+KFOmaZ7OyIzzVkNKQQAENJ0i9hEQpo22JfmsyrP+PgWm72mbP4KKAre8+ZpPzfOPvRl5DNnhtfYJt/hLqw2U8jMzERycjIoisKIESMwoVlkypMnTyLlwVTI2dkZc+bMwaNmmkAaS0VcHJzOnGnxoDXFi8O72twXp6CuDipvb72WG60dcXExxA82m6WHD6Ny7lyNb0Z9PessAXgQQjs6us0ogqYwbTQbcijUYsryFUXBb+xYiLl4ozN89khOhvuPP6Ju4EAoV660+t6OqUjPnYNI/jChlVN6Om91i0tLtYMc3+nTDd4PPgZZxnhXc6qP19pYoCgKSUlJ+PDDDyGTybBs2TKEh4cjODhYW6Zdu3ZYsWIF3N3dcfHiRfznP//BJ598Yg3xtDj9/rtRTjOWRB0SAomdyGJpRFVV8GTY5GYtb8DJrLXClKKSkkohYhhpNo/zJGDxs9GHEOz+OVwQQKPIXA4fhuTSJVA8GWpYGkFDg07GQtbQ4abUjYdxkbgoSD6UgiGnS2OxilLIyspCYGAgAh5YjgwYMADp6ek6SuGxxx7T/r9Lly4obeadaWkkaWk66SubQsG662y0SAQJh3XytoQxPw6aoiy+R2ALmptJiuRy1qUHYX09fKKiIKyogDow0Oi4OXwjLiwEZaGwC5ZAZ3TNYanKGER//gkYGbvMHCgWPxNTsYpSUCgUkDWJoimTyXBTz0bU0aNH0YujJRBf6LOHtvYLqL5/f0j+/tvKrbYe2qJCoAHUDhqkc8wzPp7dfBWa5EVNr7c1+tbO7Q1Bdjb8+/aFSKnkxXKsKRK5HHWPP85rnfrgK8R5I1ZRCkxOIEw22QBw9epVHDt2DKtWrWI8n5qaitTUVADA2rVr4dfMkoArYrFY51qxGZ6wfEIDEA4eDAEH+2dHpS0qBQEAr08+gdu772qPSTIzjbreEugLF96aEZeWWjR2kPPly6AfeQQCPX4WfCH980/4VVQAHTvyUp9VlIJMJtNZDiotLYUPQ+Cy7OxsbNmyBcuWLYMHS8yUiIgIREREaD+XmGjl4Ofnp3NtOycnu7DPFQCQ/PvfbfKHSNCPoLZW55kMqKkx6Dtiadrqc2hxE+WCAlASiVXunwCAetEilCUnc74miCUzI2ClpfLOnTsjPz8fRUVFUKlUOHPmDMLDw3XKlJSU4LPPPkNMTIxegS2FqoLZ0ocGkG1CvmVzaKs/RIJ+ms6npSkpZsVxItgeoQkZFE3FHIOB5lhlcCwSiTBr1iysWbMGFEVh2LBh6NChAw4/WBONjIzEnj17UFlZia0PMoCJRCKsXbvWGuIBAJxqmddDBQDcatvuNJpgP9AikSZgXkYGBCUlre55a23yEpgR0IaiPtk5eSZGGPSrqIBq2TKICgqgDgyEy759rA+1ta2PCI4JGXgQTKUmMpK35SN7WEa3OiK5HJJXX4VTEw9SvQk1LC8SgUAUAsEkaACV8+fzVp9Dvu88EhIgaBZSgPwgCQRCa0QAwGPDBt7qc0ilYO2omgQCgWBJnIzMvKcPh1QKXALfEQgEQquBx+RSDqkUKuLiQHfqpHOsVe+2EwgEh8acvAzNcUiloA4JQcOWLWgIDgbl6YkGI5KEEwgEgr2hDgvjrS7HtT6aPx+CnBwAaNMhqgkEQttHzaPDr0POFJisjwgEAqG1wmeaXIdUCnwnpSAQCARbIrl4kbe6HE4piORyiHi8gQQCgWBrBDzlTgccUCl4xsdD1LojexAIBIIOfDrfOpxS4DOaIIFAILQ1HE4pEAgEAoEdh1MK9b1721oEAoFAsFscTikoV66EytfX1mIQCASCXeJwSgEAhAqFrUUgEAgEu8ThlIJHQkKLTp/AQHTELXigHC6ogC9KEIB8jMdPuINQm8hJaBvcQSheww4MwxG8hh0WeZ4s3YY1+kBgxhb33uEyr/mNHYuvMp7FYiRCE+Wj0ZiLzairVd8egl3Q9Nmy1PNk6Tas0QcCM2z3ngZQCRpeoAHk5+ZyrtEuMq9lZmYiOTkZFEVhxIgRmDBhgs55mqaRnJyMixcvQiqVYuHChejULJIpH0gzTgFwBnfLXpJ+h8An1nieLN0G+U3YDkGz/3tAgBqo4cJbC1ZZPqIoCklJSXj//fexfv16nD59GjkPgtE1cvHiRRQUFOCLL77AvHnzsHXrVt7laN/eA8YpBAKBQLBnBACkEKGVxT7KyspCYGAgAgICIBaLMWDAAKSnp+uUuXDhAoYMGQKBQICuXbuiqqoKZWVlPEviBqIQCARC20IAgL98ClZZPlIoFJDJZNrPMpkMN2/ebFHGz89Pp4xCoYCPj49OudTUVKSmpgIA1q5dq3ONYYhCIBAIbRGBke9CdqyiFJj2sgUCgdFlACAiIgIRERHazyUlJUZIEgiiGAgEQtuDNupdqG+j2SrLRzKZDKWlpdrPpaWlLWYAMplMp1NMZcynCsRygkAgtC1oAPW81WYVpdC5c2fk5+ejqKgIKpUKZ86cQXh4uE6Z8PBwnDhxAjRN48aNG3B1deVdKeTmVgCoBEBBcyPJH/kjf+SvNf9RAOqQm8ufQ67V/BQyMjLw7bffgqIoDBs2DBMnTsThw4cBAJGRkaBpGklJSbh06RKcnJywcOFCdO7c2WC9xvopNOLn52fk0lPrhvS3bUP623axRF/twk+hd+/e6N0sGF1kZKT2/wKBAHPmzLGWOAQCgUBgwOHCXBAIBAKBHaIUCAQCgaCFKAUCgUAgaCFKgUAgEAhaWn2UVAKBQCDwh8POFN577z1bi2BVSH/bNqS/bRdr99VhlQKBQCAQWkKUAoFAIBC0OKxSaBpUzxEg/W3bkP62XazdV7LRTCAQCAQtDjtTIBAIBEJLiFIgEAgEgharBcSzJzIzM5GcnAyKojBixAhMmDDB1iJxJjo6Gs7OzhAKhRCJRFi7di0qKyuxfv16FBcXw9/fH2+99Rbc3d0BAPv27cPRo0chFAoRFRWFnj17AgBu376NTZs2ob6+Hr169UJUVBQEAgEaGhqwceNG3L59Gx4eHli8eDHatWtntf5t3rwZGRkZ8PLywrp16wDAav37448/8NNPPwEAJk6ciKFDh9qkvz/++COOHDkCT09PAMDLL7+sDSbZmvtbUlKCTZs2oby8HAKBABERERg1alSb/X7Z+mv33y/tYKjVajomJoYuKCigGxoa6HfeeYe+d++ercXizMKFC+n79+/rHNuxYwe9b98+mqZpet++ffSOHTtomqbpe/fu0e+88w5dX19PFxYW0jExMbRaraZpmqbfe+89+p9//qEpiqLXrFlDZ2Rk0DRN0wcPHqS3bNlC0zRNnzp1iv7888+t1DMN165do2/dukUvWbJEe8wa/auoqKCjo6PpiooKnf/bor+7du2iU1JSWpRt7f1VKBT0rVu3aJqm6erqanrRokX0vXv32uz3y9Zfe/9+HW75KCsrC4GBgQgICIBYLMaAAQOQnp5ua7HMIj09Hc899xwA4LnnntP2Jz09HQMGDIBEIkG7du0QGBiIrKwslJWVoaamBl27doVAIMCQIUO011y4cEE7oujXrx+uXr3KmCrVUnTr1k07SrRm/zIzM9GjRw+4u7vD3d0dPXr0QGZmpk36y0Zr76+Pjw86deoEAHBxcUH79u2hUCja7PfL1l827KW/Drd8pFAoIJPJtJ9lMhlu3rxpQ4mMZ82aNQCA559/HhEREbh//742S52Pjw+USiUATV+7dOmivc7X1xcKhQIikajFPWh8WJveH5FIBFdXV1RUVGinurbAGv1r/lw01mUrDh06hBMnTqBTp06YMWMG3N3d21R/i4qKcOfOHYSFhTnE99u0v3///bddf78OpxSYRr0CgcAGkpjGxx9/DF9fX9y/fx+rV6/Wm0GJbYSvb+Tfmu6Ppftnq35HRkZi8uTJAIBdu3bhu+++w8KFC9tMf2tra7Fu3TrMnDkTrq6urOXaan/t/ft1uOUjmUyG0tJS7efS0lLec0FbEl9fXwCAl5cX+vTpg6ysLHh5eaGsrAwAUFZWph3VN++rQqGAr68v4z1orLfpObVajerqas7LG5bCGv3z9fVtUZetngtvb28IhUIIhUKMGDECt27daiF7o4ytrb8qlQrr1q3D4MGD0bdvXwBt+/tl6q+9f78OpxQ6d+6M/Px8FBUVQaVS4cyZMwgPD7e1WJyora1FTU2N9v+XL19GSEgIwsPDcfz4cQDA8ePH0adPHwBAeHg4zpw5g4aGBhQVFSE/Px9hYWHw8fGBi4sLbty4AZqmceLECe09eOaZZ/DHH38AANLS0vDkk0/afKZgjf717NkTly5dQmVlJSorK3Hp0iWt5Ye1aXxBAsD58+fRoUMHAK2/vzRN4+uvv0b79u0xZswY7fG2+v2y9dfev1+H9GjOyMjAt99+C4qiMGzYMEycONHWInGisLAQn332GQDNqGDQoEGYOHEiKioqsH79epSUlMDPzw9LlizRju5/+uknHDt2DEKhEDNnzkSvXr0AALdu3cLmzZtRX1+Pnj17YtasWRAIBKivr8fGjRtx584duLu7Y/HixQgICLBaHzds2IDr16+joqICXl5emDp1Kvr06WOV/h09ehT79u0DoDHhGzZsmE36e+3aNdy9excCgQD+/v6YN2+edpTXmvv7999/Y/ny5QgJCdEONF5++WV06dKlTX6/bP09ffq0XX+/DqkUCAQCgcCMwy0fEQgEAoEdohQIBAKBoIUoBQKBQCBoIUqBQCAQCFqIUiAQCASCFqIUCIRWRElJCV5//XVQFMV4/scff8QXX3xhZakIbQmHC3NBcCyio6NRXl4OoVAIZ2dn9OzZE7Nnz4azs7OtRWNkxYoVGDx4MEaMGMF43s/PDzt27LCyVARHgswUCG2ed999Fzt27MCnn36Ku3fvah16CARCS8hMgeAweHt74+mnn8bdu3e1x27cuIHvvvsOOTk58Pf3x8yZM/Hkk08C0ES23LRpE+7cuYMuXbogKCgIVVVVWLRoEa5du4Yvv/wSX3/9tbau6OhozJ8/Hz169ABFUfjf//6HI0eOoKqqCk899RTmzZsHd3d31NfX4+uvv0ZmZiYoisIjjzyCd999FwcOHMBff/2FmzdvYvv27Rg6dChmz56t04eioiLExMTgv//9L0QiEaOMBII5kJkCwWEoLS3FxYsXERgYCEATJGzt2rWYOHEitm3bhtdffx3r1q3Thm5OTExEp06dkJSUhEmTJmnj83DhwIEDSE9Px4oVK7Blyxa4u7tj69atADTxfaqrq/HVV19h27ZtmDt3LpycnPDyyy/jiSeewKxZs7Bjx44WCoEJc2QkEJggSoHQ5vn0008xY8YM/Otf/9LGFwKAEydOoFevXujduzeEQiF69OiBzp07IyMjAyUlJbh16xamTZsGiUSCbt264ZlnnuHcZmpqKqZPnw6ZTAaJRIIpU6bg3LlzUKvVEIlEqKysREFBAYRCITp16qQ3hDQb5spIIDBBlo8IbZ6lS5eiR48euH79OhITE1FRUQE3NzeUlJQgLS0Nf/75p7asWq3Gk08+CYVCATc3N50NaX9/f5SUlHBqs7i4GJ999plOhFmhUIj79+9jyJAhKC0txYYNG1BdXY3Bgwdj+vTpEIuN+zmaKyOBwARRCgSHoVu3bhg6dCi+++47xMXFQSaTYfDgwViwYEGLssXFxaiqqkJtba32pdv0ZSuVSlFXV6f9TFGUdtkJ0MS5/9e//oXHH3+cUZYpU6ZgypQpKCoqwr///W8EBQVh+PDhRoUp9/Hx0SsjgWAKZPmI4FCMHj0aV65cwd27dzF48GD8+eef2g3f+vp6XLt2DaWlpfD390fnzp3x448/QqVS4e+//9aZUQQFBaGhoQEZGRlQqVTYu3cvGhoatOeff/557Ny5E8XFxQAApVKpzat79epVyOVyUBQFV1dXiMViCIWan6KXlxcKCws59cWQjASCKZCZAsGh8PT0xJAhQ7Bnzx688847iIuLw/fff4/ExEQIhUKEhYVh7ty5AIBFixZh06ZNiIqKQteuXTFkyBBUVVUBAFxdXTFnzhx8/fXXoCgK48aN08mJO2rUKADA6tWrUVZWBi8vL/Tv3x99+vRBeXk5vvnmGygUCjg7O6N///4YPHiw9rpNmzbh999/x+DBgzFr1iy9/dEnI4FgCiSfAoHAkR9//BEFBQVYtGiRrUUhECwGWT4iEAgEghaiFAgEAoGghSwfEQgEAkELmSkQCAQCQQtRCgQCgUDQQpQCgUAgELQQpUAgEAgELUQpEAgEAkHL/wdihSWlDXL4XQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "f = open('G:\\\\test_data\\\\request_time.txt', 'r')\n", + "js = f.read()\n", + "f.close()\n", + "times = json.loads(js)\n", + "keys = list(times.keys())\n", + "int_keys = list(map(int, keys))\n", + "x=sorted(int_keys)\n", + "#print(x)\n", + "print(len(x))\n", + "y_list=list(times.values())\n", + "\n", + "y_queuing=[]\n", + "y_runnable=[]\n", + "y_blocking=[]\n", + "\n", + "for k in range(len(x)):\n", + " y_queuing.append(times[str(x[k])][0])\n", + " y_runnable.append(times[str(x[k])][1])\n", + " y_blocking.append(times[str(x[k])][2])\n", + "print(len(y_queuing))\n", + "print(len(y_runnable))\n", + "print(len(y_blocking))\n", + "#print(y_queuing)\n", + "legend_list=[\"Global Queuing\", \"Local Queuing\", \"Blocking\"]\n", + "#legend_list=[\"Local Queuing\", \"Blocking\"]\n", + "\n", + "#legend_list=[\"Global Queuing\", \"Blocking\"]\n", + "plt.scatter(np.array(x), y_queuing,c='g')\n", + "plt.scatter(np.array(x), y_runnable, c='r')\n", + "plt.scatter(np.array(x), y_blocking,c ='b')\n", + "\n", + "#plt.ylim((0, 90000)) \n", + "#plt.ylim((0,400000))\n", + "plt.xlabel(\"Request id\")\n", + "plt.ylabel(\"Duration(us)\")\n", + "\n", + "plt.legend(legend_list)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "85320\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8847 9 [9, 1, 140, 8847, 0]\n" + ] + } + ], + "source": [ + "import json\n", + "f = open('G:\\\\test_data\\\\request_time.txt', 'r')\n", + "js = f.read()\n", + "f.close()\n", + "times = json.loads(js)\n", + "keys = list(times.keys())\n", + "int_keys = list(map(int, keys))\n", + "x=sorted(int_keys)\n", + "#print(x)\n", + "print(len(x))\n", + "y_list=list(times.values())\n", + "\n", + "#deadline = 73076\n", + "deadline = 472592\n", + "y_latency=[]\n", + "yqueuing=[]\n", + "\n", + "for k in range(len(x)):\n", + " y_latency.append(times[str(x[k])][3])\n", + " yqueuing.append(times[str(x[k])][0])\n", + "\n", + "#print(y_latency)\n", + "plt.scatter(np.array(x), y_latency,c='b')\n", + "#plt.scatter(np.array(x), yqueuing,c='g')\n", + "plt.axhline(y=deadline,color='r')\n", + "plt.xlabel(\"Request id\")\n", + "plt.ylabel(\"Total Latency(us)\")\n", + "\n", + "plt.show()\n", + "\n", + "print(y_latency[1289], yqueuing[1289], times[str(x[1289])])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "key is: mix_edf_105k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[39407.0, 40907.5, 41509.5, 42686.5, 42779.0, 42647.5, 43355.5, 42825.0, 44421.5, 49117.5, 49829.5, 53664.0, 84409.5, 112707.5]\n", + "key is: mix_edf_5k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[8486.5, 8359.5, 8480.0, 8567.0, 8499.0, 8547.5, 8579.0, 8743.5, 8753.5, 9429.0, 9552.0, 9639.5, 11175.5, 13182.0]\n", + "key is: mix_edf_5k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[8452.5, 8351.0, 8492.0, 8474.0, 8500.0, 8527.5, 8545.0, 8564.0, 8642.0, 9059.0, 9258.0, 9337.0, 10575.5, 11916.0]\n", + "key is: mix_edf_105k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[39191.5, 40670.5, 43621.5, 42505.0, 45890.0, 43159.5, 43526.5, 43096.0, 45408.5, 53101.0, 60530.0, 60245.5, 129050.0, 214900.0]\n", + "key is: mix_edf_40k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[410723.5, 418259.5, 425640.0, 430640.5, 435320.0, 444029.5, 446466.5, 455621.5, 450778.0, 570161.0, 565687.0, 649054.5, 916560.5, 1009161.5]\n", + "key is: mix_edf_105k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[39052.0, 40282.5, 41354.0, 41795.0, 41375.5, 42629.0, 42091.5, 42531.5, 42990.5, 46215.5, 47142.5, 47971.5, 54140.0, 62048.0]\n", + "key is: mix_edf_305k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[98351.5, 102523.5, 101660.5, 104906.5, 105660.5, 107348.5, 108452.0, 111088.0, 110292.0, 146353.0, 151145.0, 157395.0, 288961.0, 350863.0]\n", + "key is: mix_edf_40k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[420343.0, 468747.0, 528801.5, 569398.0, 785738.0, 631416.0, 550681.0, 684089.5, 811302.5, 1904813.5, 2025998.0, 2683386.5, 3540664.0, 3685433.5]\n", + "key is: mix_edf_5k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[8484.5, 8344.0, 8646.0, 8609.5, 8561.0, 8646.0, 8690.0, 8998.0, 8880.0, 9920.5, 10621.0, 10562.0, 12573.0, 15143.0]\n", + "key is: mix_edf_305k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[98929.5, 99618.0, 101971.0, 104141.0, 104162.5, 103515.0, 105002.0, 105192.0, 108976.0, 117209.5, 121154.0, 125282.0, 166623.0, 192309.5]\n", + "key is: mix_edf_40k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[419345.0, 436053.5, 455984.0, 495945.5, 467226.5, 497716.5, 509142.0, 544806.0, 528215.5, 908045.5, 991994.0, 1287041.5, 1824481.0, 1933785.5]\n", + "key is: mix_edf_305k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[100238.0, 103678.0, 104580.5, 106372.5, 109152.5, 108466.0, 111061.0, 114064.5, 112115.0, 158098.0, 171311.5, 212157.5, 504321.5, 730586.5]\n", + "key is: mix_srsf_5k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[8138.0, 8363.0, 8477.0, 8636.0, 8699.5, 8580.0, 8596.5, 8766.0, 8769.5, 9427.0, 9497.0, 9869.5, 55344.0, 198234.5]\n", + "key is: mix_srsf_5k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[8156.0, 8398.0, 8580.0, 8733.0, 8884.5, 8839.5, 8733.0, 8837.0, 8871.5, 10249.0, 9769.5, 10327.5, 70668.5, 227010.5]\n", + "key is: mix_srsf_105k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[38857.0, 40277.0, 41387.0, 41429.5, 41592.0, 42286.5, 42294.0, 42977.5, 43106.0, 45965.0, 46325.5, 47381.5, 138172.0, 269600.0]\n", + "key is: mix_srsf_305k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[97059.5, 99283.5, 100329.5, 103911.0, 102017.5, 103598.0, 103913.5, 104284.0, 103395.5, 111571.5, 112430.5, 114111.5, 253773.0, 358876.0]\n", + "key is: mix_srsf_305k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[96899.0, 105799.0, 110738.5, 115063.0, 120038.5, 114895.0, 116038.5, 126349.5, 139700.0, 261598.0, 259753.5, 381527.0, 860311.0, 1006198.5]\n", + "key is: mix_srsf_305k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[98037.0, 103657.5, 104865.5, 106332.5, 108599.0, 109187.0, 109409.0, 127024.0, 119912.5, 170905.5, 177844.5, 200232.5, 435240.5, 566526.5]\n", + "key is: mix_srsf_40k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[398077.0, 409949.0, 410032.0, 410497.5, 412836.5, 412087.5, 411992.5, 414502.5, 414375.5, 425182.0, 426548.5, 431275.0, 552842.0, 735522.5]\n", + "key is: mix_srsf_105k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[39329.0, 41455.0, 43915.0, 46305.0, 44415.0, 45247.0, 44929.0, 47882.0, 48594.0, 76361.5, 81939.0, 103330.0, 379821.0, 501167.5]\n", + "key is: mix_srsf_5k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[8145.5, 8460.5, 8758.0, 9014.0, 8691.5, 8889.5, 8676.5, 9024.5, 9238.0, 10469.0, 10934.0, 12382.5, 92409.5, 231354.5]\n", + "key is: mix_srsf_40k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[418129.5, 474097.5, 504573.5, 513703.5, 543342.0, 542286.5, 523696.0, 592714.0, 650331.0, 967585.5, 997396.5, 1163865.5, 1480062.5, 1606214.5]\n", + "key is: mix_srsf_105k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[39237.5, 41054.5, 43684.5, 43408.5, 42188.5, 44657.5, 43918.5, 45686.5, 45359.0, 53784.5, 54888.0, 70873.5, 205100.5, 340889.0]\n", + "key is: mix_srsf_40k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[414406.5, 584080.5, 576878.5, 691528.5, 651029.5, 795190.5, 704060.5, 747648.5, 842684.0, 2060076.5, 2168513.5, 2697074.5, 3157280.0, 3404262.5]\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "f = open('G:\\\\test_data\\\\total_latency.txt', 'r')\n", + "js = f.read()\n", + "f.close()\n", + "latency = json.loads(js)\n", + "remove_n = 1\n", + "\n", + "for key, value in latency.items():\n", + " print(\"key is:\", key)\n", + " x_axis = list(value.keys())\n", + " print(x_axis)\n", + " x_axis_int = list(map(int, x_axis))\n", + " x_axis_int = x_axis_int[:-remove_n]\n", + " y_axis = list(value.values())\n", + " y_axis_int = list(map(float, y_axis))\n", + " y_axis_int = y_axis_int[:-remove_n]\n", + " print(y_axis_int)\n", + " if \"single-different-deadline\" in key:\n", + " key = key.split(\"_\")[1] + \"-\" + key.split(\"_\")[2] \n", + " #if \"edf-5m\" in key:\n", + " # plt.plot(x_axis_int, y_axis_int, 's-', label=key, c='r')\n", + " #elif \"edf-\" in key:\n", + " # plt.plot(x_axis_int, y_axis_int, 's-', label=key, c='g')\n", + " #elif \"srsf-\" in key:\n", + " # plt.plot(x_axis_int, y_axis_int, 's-', label=key, c='b')\n", + " #else:\n", + " # plt.plot(x_axis_int, y_axis_int, 's-', label=key)\n", + " plt.plot(x_axis_int, y_axis_int, 's-', label=key)\n", + "plt.legend(loc = \"best\")\n", + "plt.xlabel(\"Workload(% of maximum RPS)\")\n", + "plt.ylabel(\"Total latency\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "key is: mix_edf_105k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[38187.5, 38530.0, 38852.0, 39222.5, 39252.0, 39156.0, 39115.0, 39170.0, 39333.5, 39830.5, 39915.5, 39970.0, 40111.0, 40028.0]\n", + "key is: mix_edf_5k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[8113.0, 7968.0, 8050.5, 8063.0, 8056.0, 8060.0, 8088.0, 8143.0, 8099.0, 8226.0, 8353.0, 8297.0, 8319.0, 8296.0]\n", + "key is: mix_edf_5k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[8087.0, 7976.0, 8077.0, 8055.0, 8044.0, 8063.0, 8075.0, 8076.0, 8096.0, 8191.0, 8249.5, 8293.0, 8258.0, 8277.0]\n", + "key is: mix_edf_105k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[37941.5, 38475.5, 39052.0, 39045.5, 39161.0, 39142.5, 39152.5, 39145.5, 39335.5, 39788.0, 39987.5, 40009.0, 40020.0, 40052.0]\n", + "key is: mix_edf_40k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[395086.0, 398686.5, 399635.5, 401206.0, 401369.0, 400050.5, 401458.5, 400635.5, 400953.0, 404593.5, 405594.5, 406439.5, 407019.5, 406474.0]\n", + "key is: mix_edf_105k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[38087.0, 38528.5, 39076.5, 39072.0, 39025.0, 39316.0, 39111.5, 39241.0, 39269.0, 39836.0, 40119.5, 39969.5, 40111.0, 40008.0]\n", + "key is: mix_edf_305k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[95015.5, 96108.0, 95805.0, 96286.0, 96528.0, 96563.0, 96716.0, 97053.5, 96884.0, 98473.5, 98310.5, 98234.5, 98487.0, 98668.0]\n", + "key is: mix_edf_40k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[392463.0, 398575.5, 399122.0, 399762.5, 401650.5, 398597.0, 401608.0, 400883.5, 401433.5, 405331.0, 405858.5, 405953.0, 406617.5, 406484.5]\n", + "key is: mix_edf_5k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[8090.0, 7971.0, 8083.0, 8073.5, 8049.0, 8094.5, 8071.0, 8165.0, 8137.0, 8250.0, 8370.5, 8334.0, 8336.0, 8285.0]\n", + "key is: mix_edf_305k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[95039.5, 95400.5, 96313.0, 96670.5, 96408.0, 96417.5, 96730.0, 96705.0, 97186.5, 98234.0, 98162.0, 98301.5, 98386.0, 98401.0]\n", + "key is: mix_edf_40k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[394659.5, 398492.0, 400447.5, 401042.0, 401610.5, 400177.5, 401730.5, 399939.0, 401316.0, 405109.0, 404931.0, 405936.0, 407057.0, 406435.5]\n", + "key is: mix_edf_305k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[94792.5, 95927.5, 96074.5, 96620.0, 96579.0, 96685.5, 96644.5, 97181.5, 96945.0, 98372.5, 98254.5, 98057.0, 98444.5, 98609.5]\n", + "key is: mix_srsf_5k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[7873.5, 7984.0, 8041.5, 8109.0, 8126.0, 8084.0, 8080.0, 8102.0, 8113.0, 8206.0, 8206.0, 8191.0, 8263.0, 8245.5]\n", + "key is: mix_srsf_5k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[7879.0, 8001.0, 8058.0, 8121.0, 8132.0, 8150.0, 8113.5, 8111.5, 8131.0, 8257.0, 8199.0, 8293.5, 8240.0, 8244.0]\n", + "key is: mix_srsf_105k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[37910.0, 38732.0, 39084.5, 39061.0, 39005.0, 39284.0, 39164.0, 39429.5, 39485.0, 39764.5, 39888.0, 39874.0, 39833.0, 39951.0]\n", + "key is: mix_srsf_305k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[95101.5, 95754.0, 95896.5, 97426.5, 97218.5, 97035.0, 96807.0, 97474.0, 97088.0, 98293.5, 98103.0, 98329.5, 98734.5, 98618.5]\n", + "key is: mix_srsf_305k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[93552.0, 96180.0, 96331.0, 97343.5, 97030.5, 97076.0, 96729.5, 96969.0, 97499.5, 98222.0, 98427.0, 98172.5, 98608.5, 98736.5]\n", + "key is: mix_srsf_305k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[95091.5, 96515.5, 96261.5, 96631.5, 97377.5, 97185.0, 96765.5, 97647.0, 97461.0, 98107.5, 98181.0, 98404.5, 98567.5, 98785.0]\n", + "key is: mix_srsf_40k\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[392637.5, 400392.5, 400855.5, 402911.5, 402393.5, 402639.5, 401995.0, 402411.5, 401585.5, 405610.0, 406345.5, 405494.5, 407358.5, 407566.5]\n", + "key is: mix_srsf_105k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[38073.5, 38684.0, 38945.5, 39182.0, 39061.5, 39217.5, 39058.5, 39374.5, 39459.0, 39698.5, 39759.0, 39839.5, 39962.5, 39970.5]\n", + "key is: mix_srsf_5k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[7869.0, 8002.5, 8090.0, 8153.0, 8069.0, 8164.0, 8080.0, 8139.0, 8149.0, 8205.0, 8242.0, 8319.0, 8296.0, 8248.0]\n", + "key is: mix_srsf_40k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[395495.5, 399961.5, 399718.5, 403486.5, 402924.5, 403288.0, 403165.5, 403098.5, 402306.5, 406035.0, 406541.5, 405969.5, 407642.5, 407529.0]\n", + "key is: mix_srsf_105k-2\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[38165.5, 38715.0, 38991.0, 39187.0, 39127.5, 39422.5, 39049.0, 39345.5, 39445.5, 39827.0, 39865.0, 39896.0, 39996.5, 40046.0]\n", + "key is: mix_srsf_40k-3\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[394812.5, 399416.5, 400480.0, 402430.5, 401989.0, 402583.5, 402186.5, 402546.5, 402314.0, 405051.5, 406204.0, 405866.0, 407647.5, 407762.5]\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "f = open('G:\\\\test_data\\\\execution_time.txt', 'r')\n", + "js = f.read()\n", + "f.close()\n", + "execution_times = json.loads(js)\n", + "remove_n = 1\n", + "\n", + "for key, value in execution_times.items():\n", + " print(\"key is:\", key)\n", + " x_axis = list(value.keys())\n", + " print(x_axis)\n", + " x_axis_int = list(map(int, x_axis))\n", + " x_axis_int = x_axis_int[:-remove_n]\n", + " y_axis = list(value.values())\n", + " y_axis_int = list(map(float, y_axis))\n", + " y_axis_int = y_axis_int[:-remove_n]\n", + " print(y_axis_int)\n", + " if \"single-different-deadline\" in key:\n", + " key = key.split(\"_\")[1] + \"-\" + key.split(\"_\")[2] \n", + " #if \"edf-5m\" in key:\n", + " # plt.plot(x_axis_int, y_axis_int, 's-', label=key, c='r')\n", + " #elif \"edf-\" in key:\n", + " # plt.plot(x_axis_int, y_axis_int, 's-', label=key, c='g')\n", + " #elif \"srsf-\" in key:\n", + " # plt.plot(x_axis_int, y_axis_int, 's-', label=key, c='b')\n", + " #else:\n", + " # plt.plot(x_axis_int, y_axis_int, 's-', label=key)\n", + " plt.plot(x_axis_int, y_axis_int, 's-', label=key)\n", + "plt.legend(loc = \"best\")\n", + "plt.xlabel(\"Workload(% of maximum RPS)\")\n", + "plt.ylabel(\"Execution Time(us)\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.04, 0.04, 0.04, 0.56, 1.26, 2.38, 33.86, 45.03, 49.81]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.43, 1.03, 2.07, 4.48, 3.28, 3.97, 5.34, 6.21, 6.55, 19.43, 22.29, 28.0, 56.0, 59.0, 64.57]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 0.11, 0.11, 0.0, 0.09, 0.09, 0.09, 0.17, 0.42, 2.03, 3.81, 5.51, 38.31, 46.31, 50.92]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 0.0, 0.0, 0.0, 0.0, 0.02, 0.0, 0.0, 0.0, 0.01, 0.03, 0.42, 30.7, 42.74, 48.25]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 0.34, 0.34, 1.21, 0.34, 1.38, 1.9, 3.62, 3.45, 17.14, 19.57, 32.86, 57.71, 61.29, 66.71]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.06, 0.27, 0.25, 0.12, 0.25, 0.13, 0.21, 0.15, 0.15, 0.29, 0.75, 0.84, 30.84, 42.48, 48.38]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.05, 0.13, 0.42, 0.4, 0.44, 0.34, 0.53, 0.36, 0.66, 1.26, 1.82, 2.79, 32.55, 44.65, 49.52]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 0.0, 0.02, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.03, 0.01, 0.41, 30.44, 42.43, 48.18]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.17, 0.0, 2.37, 3.47, 6.36, 39.85, 47.92, 52.69]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 0.0, 0.0, 0.04, 0.0, 0.04, 0.04, 0.11, 0.07, 0.21, 0.56, 1.34, 32.52, 44.35, 48.94]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.61, 0.96, 1.17, 0.66, 1.6, 1.32, 1.13, 1.69, 2.63, 6.02, 7.2, 10.76, 40.38, 48.62, 53.46]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 0.0, 0.0, 0.17, 0.34, 0.69, 0.69, 1.03, 1.03, 18.0, 20.86, 32.71, 59.0, 63.29, 67.14]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[1.1, 3.65, 5.73, 5.6, 6.1, 5.14, 4.98, 7.2, 7.13, 16.39, 15.16, 22.88, 55.4, 63.37, 65.76]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[2.23, 4.65, 7.06, 5.96, 7.24, 7.75, 7.1, 8.94, 7.81, 17.73, 17.59, 24.83, 56.68, 63.68, 66.68]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[1.59, 3.09, 3.51, 3.58, 4.06, 3.77, 3.3, 4.83, 7.2, 16.69, 15.17, 23.31, 53.0, 59.77, 62.62]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[3.17, 3.19, 5.11, 5.28, 3.68, 5.57, 5.38, 4.83, 5.25, 14.92, 16.44, 22.63, 53.0, 57.77, 63.0]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.22, 0.17, 0.34, 0.0, 0.52, 0.17, 0.0, 0.86, 0.86, 5.57, 5.86, 7.43, 35.71, 46.86, 47.86]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[1.65, 3.29, 2.95, 3.21, 4.59, 3.99, 5.09, 3.9, 4.49, 13.15, 12.62, 18.68, 53.79, 63.13, 66.64]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.73, 0.86, 0.84, 1.28, 1.23, 1.32, 1.18, 1.98, 2.34, 9.93, 10.89, 17.37, 51.82, 59.97, 63.93]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.69, 1.42, 1.55, 1.64, 1.64, 1.68, 1.87, 2.85, 2.59, 13.88, 12.83, 20.64, 54.66, 60.81, 64.03]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 0.21, 0.64, 0.66, 0.85, 0.47, 0.57, 1.86, 1.27, 15.08, 15.17, 25.59, 54.69, 59.77, 64.23]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 0.0, 0.34, 0.17, 0.0, 0.34, 0.17, 0.52, 0.69, 11.86, 11.0, 16.57, 44.87, 53.14, 55.0]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.5, 1.33, 1.18, 1.24, 1.32, 1.79, 1.68, 2.55, 2.3, 13.15, 12.87, 21.74, 55.7, 61.0, 65.97]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.65, 0.17, 0.0, 0.52, 0.34, 0.69, 0.34, 1.21, 0.86, 6.86, 5.86, 14.71, 40.43, 48.29, 51.29]\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "f = open('G:\\\\test_data\\\\miss_deadline_rate.txt', 'r')\n", + "js = f.read()\n", + "f.close()\n", + "miss_rate = json.loads(js)\n", + "#color_list=['r','b','g']\n", + "#i=0\n", + "remove_n = 1\n", + "\n", + "for key, value in miss_rate.items():\n", + " x_axis = list(value.keys())\n", + " print(x_axis)\n", + " x_axis_int = list(map(int, x_axis))\n", + " #x_axis_int = x_axis_int[:-remove_n]\n", + " y_axis = list(value.values())\n", + " print(y_axis)\n", + " y_axis_int = list(map(float, y_axis))\n", + " #y_axis_int = y_axis_int[:-remove_n]\n", + " plt.plot(x_axis_int, y_axis_int, 's-',label=key)\n", + " i = i+1\n", + "plt.legend(loc = \"best\")\n", + "plt.xlabel(\"Workload(% of maximum RPS)\")\n", + "plt.ylabel(\"Miss deadline rate\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.02, 0.04, 1.22, 0.96, 1.04, 1.28, 1.34, 1.49, 5.75, 8.1, 11.43, 25.01, 48.17, 75.39, 94.76]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.02, 0.22, 2.64, 3.11, 3.17, 3.58, 4.2, 4.54, 11.54, 13.5, 17.79, 31.39, 53.05, 78.54, 95.65]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.42, 0.89, 1.92, 2.35, 4.38, 4.79, 6.55, 9.6, 17.24, 20.23, 25.31, 43.03, 61.9, 81.64, 94.83]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.26, 1.44, 2.34, 2.3, 3.76, 4.62, 6.34, 8.8, 16.16, 19.35, 24.12, 41.17, 60.36, 80.66, 94.3]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 0.0, 1.13, 0.88, 0.99, 1.17, 1.26, 1.37, 5.68, 8.35, 11.3, 25.18, 48.35, 75.45, 94.78]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 0.02, 1.23, 0.92, 1.14, 1.34, 1.47, 1.51, 5.81, 8.53, 11.7, 25.52, 48.69, 76.06, 94.83]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 0.22, 2.81, 3.13, 3.45, 3.87, 4.48, 5.11, 12.57, 13.68, 19.54, 33.9, 54.74, 79.57, 95.74]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.07, 0.16, 2.7, 3.11, 3.11, 3.48, 4.16, 4.18, 10.98, 12.51, 17.37, 31.78, 52.02, 77.55, 95.44]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.66, 3.68, 6.69, 8.98, 13.0, 14.38, 19.23, 24.92, 33.38, 38.24, 46.41, 58.94, 75.39, 87.34, 92.99]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.32, 0.69, 1.96, 2.48, 4.16, 5.25, 6.72, 10.44, 18.84, 21.72, 26.76, 45.0, 62.88, 82.24, 94.76]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.0, 1.23, 3.39, 4.92, 9.92, 11.77, 14.23, 21.69, 32.46, 35.07, 45.56, 56.27, 76.36, 86.95, 92.66]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.38, 1.13, 3.9, 6.36, 11.31, 11.31, 17.92, 23.0, 32.46, 36.55, 43.94, 60.99, 75.26, 86.75, 92.66]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.58, 1.88, 3.08, 4.2, 7.21, 8.82, 11.97, 15.6, 22.08, 26.68, 31.41, 47.3, 62.7, 81.22, 94.62]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.09, 0.47, 2.8, 4.07, 4.92, 6.77, 7.77, 10.0, 17.04, 20.85, 25.63, 37.61, 55.84, 75.0, 91.95]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.36, 1.21, 2.67, 2.93, 4.63, 6.06, 8.2, 10.36, 16.64, 21.95, 26.24, 43.06, 60.53, 83.03, 96.07]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.73, 1.89, 4.75, 6.04, 7.63, 9.32, 11.15, 14.39, 20.16, 25.66, 30.26, 46.34, 62.38, 82.49, 96.47]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.09, 0.47, 1.78, 2.03, 2.62, 4.08, 3.85, 5.38, 12.39, 15.0, 17.61, 30.77, 49.42, 70.65, 91.04]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.28, 0.28, 2.37, 3.05, 4.54, 5.38, 6.62, 10.31, 13.94, 19.01, 23.66, 34.15, 54.16, 73.64, 91.43]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.95, 1.81, 4.58, 5.6, 6.8, 8.19, 10.57, 13.46, 19.73, 24.59, 29.69, 44.49, 60.85, 81.74, 96.37]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.54, 1.72, 2.93, 3.37, 5.04, 5.91, 7.65, 9.85, 16.37, 20.86, 25.45, 42.23, 59.13, 82.48, 95.88]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.51, 1.81, 4.45, 5.47, 7.54, 8.72, 10.89, 11.66, 18.26, 22.98, 28.13, 43.09, 59.38, 81.59, 96.22]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.47, 1.73, 2.85, 3.63, 5.13, 6.81, 8.74, 11.6, 17.92, 23.51, 26.95, 42.23, 58.32, 78.92, 94.51]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.86, 1.55, 3.14, 3.43, 5.16, 6.23, 8.15, 10.6, 16.5, 21.84, 26.23, 42.64, 60.17, 82.92, 96.04]\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "[0.79, 1.44, 3.13, 4.69, 6.42, 8.53, 10.34, 14.16, 21.52, 24.92, 29.31, 45.8, 61.31, 79.62, 94.76]\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "f = open('G:\\\\test_data\\\\miss_deadline_rate.txt', 'r')\n", + "js = f.read()\n", + "f.close()\n", + "miss_rate = json.loads(js)\n", + "#color_list=['r','b','g']\n", + "#i=0\n", + "remove_n = 1\n", + "\n", + "for key, value in miss_rate.items():\n", + " x_axis = list(value.keys())\n", + " print(x_axis)\n", + " x_axis_int = list(map(int, x_axis))\n", + " #x_axis_int = x_axis_int[:-remove_n]\n", + " y_axis = list(value.values())\n", + " print(y_axis)\n", + " y_axis_int = list(map(float, y_axis))\n", + " #y_axis_int = y_axis_int[:-remove_n]\n", + " plt.plot(x_axis_int, y_axis_int, 's-',label=key)\n", + " i = i+1\n", + "plt.legend(loc = \"best\")\n", + "plt.xlabel(\"Workload(% of maximum RPS)\")\n", + "plt.ylabel(\"Miss deadline rate\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "f = open('G:\\\\test_data\\\\preemption.txt', 'r')\n", + "js = f.read()\n", + "f.close()\n", + "preempts = json.loads(js)\n", + "color_list=['r','b','g']\n", + "i=0\n", + "\n", + "for key, value in preempts.items():\n", + " if \"single-different-deadline\" in key:\n", + " key = key.split(\"_\")[1]\n", + " x_axis = list(value.keys())\n", + " print(x_axis)\n", + " x_axis_int = list(map(int, x_axis))\n", + " y_axis = list(value.values())\n", + " y_axis_int = list(map(float, y_axis))\n", + " plt.plot(x_axis_int, y_axis_int, 's-', label=key)\n", + " i += 1\n", + "plt.legend(loc = \"best\")\n", + "plt.xlabel(\"Workload(% of maximum RPS)\")\n", + "plt.ylabel(\"Preemption Count\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mix_edf\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n", + "mix_srsf\n", + "['64', '70', '74', '78', '80', '82', '84', '86', '88', '90', '92', '94', '96', '98', '100']\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "f = open('G:\\\\test_data\\\\total_miss_deadline_rate.txt', 'r')\n", + "js = f.read()\n", + "f.close()\n", + "total_miss_rate = json.loads(js)\n", + "color_list=['r','b','g']\n", + "i=0\n", + "for key, value in total_miss_rate.items():\n", + " print(key)\n", + " if \"single-different-deadline\" in key:\n", + " key = key.split(\"_\")[1]\n", + " x_axis = list(value.keys())\n", + " print(x_axis)\n", + " x_axis_int = list(map(int, x_axis))\n", + " y_axis = list(value.values())\n", + " y_axis_int = list(map(float, y_axis))\n", + " \n", + " #if \"edf-5m\" in key:\n", + " # plt.plot(x_axis_int, y_axis_int, 's-', label=key, c='r')\n", + " #elif \"edf\" in key:\n", + " # plt.plot(x_axis_int, y_axis_int, 's-', label=key, c='g')\n", + " #elif \"srsf\" in key:\n", + " # plt.plot(x_axis_int, y_axis_int, 's-', label=key, c='b')\n", + " #else:\n", + " # plt.plot(x_axis_int, y_axis_int, 's-', label=key)\n", + " plt.plot(x_axis_int, y_axis_int, 's-', label=key)\n", + " i += 1\n", + "plt.legend(loc = \"best\")\n", + "#plt.legend(loc = \"center left\", bbox_to_anchor=(1, 0.5))\n", + "plt.xlabel(\"Workload(% of maximum RPS)\")\n", + "plt.ylabel(\"Total miss deadline rate\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYEAAAEaCAYAAAD3+OukAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABK9UlEQVR4nO3dd3gU1frA8e/sbnpITyghgEAggIAgqGAJQvRiBfu1IYgVES94/V1sgAUf1IsoYEFQmteCCrnWi0aaiCUUBRN6DSak92Sz2d3z+yNkyZJk2ZDsZpO8n+fJk93ZmTnvDmHemXPOnKMppRRCCCHaJF1zByCEEKL5SBIQQog2TJKAEEK0YZIEhBCiDZMkIIQQbZgkASGEaMMkCQiPNX78eBISEpo7jDPq1q0bL774osvLOXLkCJqmsXnz5jrfA2iaxgcffODyWETrIUlANJtZs2ahaVqtnwMHDjR5Gffdd1+T7dOTZWRkcPPNNzd3GKIFMTR3AKJt69atGz///LPdssjIyCbZ97p161i+fDkDBgxokv21BB06dGjuEEQLI3cColnp9Xo6dOhg96PX6+tc9+jRo/Tp04dbb72ViooKh/vNzMxk3LhxrFy5ktDQULvPDhw4QFBQEPPmzbMt2717NwEBAbz99tsO9/vHH38wfPhwfH196dWrF6tWraq1TklJCY899hjR0dH4+/szaNAgVq9ebbfO008/TZ8+ffD39ycmJoaHHnqIwsJCu3VWrVpFz5498fX1Zfjw4ezcudNhbFC7OkjTNN566y3uvvtu2rVrR0xMDK+88ordNmazmVmzZnHOOefg6+tLv379WLRo0RnLEq2EEqKZzJw5U/n4+Kjo6GgVHR2tRo8erX766Sfb5/fcc48aNWqUUkqp33//XXXs2FE9+uijymKxONyvxWJRo0aNUs8//7xSSqn4+Hg1ceJEu3U++OAD5e3trbZt26bKy8tV//791Y033uhwv2VlZapTp07qqquuUr///rvasmWLGjJkiPLz81MvvPCCUkopq9WqRowYoeLj49WPP/6oDh48qBYtWqS8vLxUUlKSbV8vvPCC2rRpkzp8+LBKSkpSvXv3VuPGjbN9vn37dqVpmpo+fbras2eP+vzzz1W3bt0UoH788UellFKHDx+2e6+UUoBauXKl3fuoqCj17rvvqgMHDqg33nhDAWrdunV2x7l///5q7dq16tChQ+rjjz9WwcHBasmSJQ6Ph2gdJAmIZvPNN9+oTz75RP3xxx9q06ZN6vbbb1c6nU599913SqlTSWDdunUqODhYvfTSS07td9asWSo+Pt6WLOpKAkopNX78eBUbG6vGjx+vunbtqvLz8x3ud/HixSogIEDl5eXZlu3atUsBtiSwfv165ePjowoKCuy2nTBhghozZky9+169erXy9va2xXznnXeqYcOG2a2zYMGCs0oCjz76qN1+evfuraZPn66UUurQoUNK0zS1e/duu3Wee+45NXDgQEeHQ7QS0iYgms1VV11l9/7SSy/lr7/+4tVXX+WKK64AYNeuXYwePZq5c+cyefLkWtv/+OOPtvclJSVs2rSJt956i+3bt6PTOa7tXLhwIf3792fFihVs3ryZkJAQ22f9+vXj6NGjAHTt2pWUlBRSU1Pp06ePXfXSueeeS3BwsO19cnIyJpOJ6Ohou7JMJhOxsbG296tXr+b111/nwIEDFBUVYbVaMZlMnDhxgk6dOpGamsqoUaPs9nHJJZc4/D71Oe+88+zeR0dHk5mZCcDWrVtRSjFkyBC7dcxmc73VcqJ1kSQgPMqwYcPs6s+7dOlCt27d+OCDD7j77rvtTrhLliyhvLzcbvt169aRnZ1N165dbcssFgubNm1i2bJlHD161HaCPnDgAOnp6bYeScOGDbNt880331BZWQmAl5cXAEopNE1zGL/VaiU4OJjk5ORan3l7ewPw66+/csstt/Dkk0/y6quvEhoayi+//MI999yDyWRyuixnVZdbTdM0rFarLV6ALVu24O/vX2s90fpJEhAeZceOHcTExNjeBwcHs3r1aq666ioSEhL47rvvbFfip19tA0yaNKlWF8kJEybQpUsXnnvuOdq3bw9AWVkZf//737n55pu58MILmTRpEhdddJHtar1mEqnWr18/Fi9eTEFBge2uISUlxa5Bd8iQIRQUFGA0Gjn33HPr/I6bN28mIiLC7tmCzz77rFZZP/30k92y0983hfPPPx+AY8eOce211zb5/oXnkyQgms20adO49tpr6datG0VFRSxevJjvv/+e//73v3brBQUFsXbtWq655hpGjhxJUlIS4eHhde4zKiqKqKgou2UBAQGEhobanZQfffRRzGYzb7/9Nu3ateP777/n73//Oz///HOtK+dqd9xxB88++yx33XUXs2fPpry8nMceeww/Pz/bOiNHjiQhIYEbb7yRl19+mYEDB5Kfn8+WLVvw9fXl/vvvp3fv3mRnZ/Pee+9x+eWXs3nzZt566y27sqZOncrQoUN5+umnueeee0hJSWHu3LkNOr7O6NmzJ/feey/3338/r7zyCsOGDaO0tJRt27aRnZ3Nv/71ryYvU3gW6SIqmk1GRgbjxo2jT58+XHnllezdu5ekpCSuu+66WusGBgby7bffEh4ezuWXX05WVtZZl7tq1So++OADPv74Y9q1awfA0qVLOXHiBNOnT693O39/f7755htyc3O54IILuPPOO5k6dapd0tE0jS+++IIbb7yRadOmERcXxzXXXMPXX39Njx49ALj22mt5+umneeqpp+jfvz8ff/wxr776ql1Z559/Ph9++CEff/wx/fv3Z86cOXZdWpvSu+++y9SpU5k9ezZ9+/Zl1KhRLF++nO7du7ukPOFZNKVkZjEhhGir5E5ACCHaMEkCQgjRhkkSEEKINkySgBBCtGGSBIQQog1rkc8JpKenu2zfERER5OTkuGz/TUXibFotJU5oObFKnE2vMbF26tSpzuVyJyCEEG2YJAEhhGjDJAkIIUQb1iLbBE6nlMJoNGK1Whs98mFmZuYZZ63yBI2JUymFTqfD19dXRooUoo1rFUnAaDTi5eWFwdD4r2MwGFrEOOqNjdNsNmM0Gu0GPxNCtD2tIglYrdYmSQBticFgaBF3PEK0dfd8vp8Co6XW8hBfPctviq1ji4ZpFW0CUqVxduS4CeH56koAjpY3VKtIAkIIIc6OJAEhhGjD2lxFuuXxcVBUUPuDoBD0c1e4tOzvvvuOffv21ZowvanExsayf/9+AF544QXWrVvHyJEjefbZZ11SnhCi5WtzSaDOBOBoeRO68sorufLKK11eDsAHH3zAzp078fHxcUt5QoiWqdUlAevHi1Fph89qW8urT2HVNE6fbE2LOQfd3+93uG1aWhp33nknF1xwAdu3b6dv377ceuutzJ07l5ycHBYuXMi+ffvYuXMns2fPZsKECVx99dXccsstrFy5kl9//ZWFCxfWue8jR47w9NNPk5ubi5+fH6+++ipxcXEcO3aMRx55BIvFwogRI2zrjx8/nrKyMq699lomT57MmDFjzup4CCGaX7CvnsJ6egc1hVaXBJrTkSNHWLRoEa+88gpXX301iYmJJCYm8t1337FgwQL+9re/2dZ95ZVXGDt2LF26dGHRokV8+eWX9e73//7v/5gzZw7du3dn+/btPPnkk6xZs4YZM2Ywbtw4brnlFpYtW2Zbf9myZcTGxvL999+78usKIdzgnxd34tkf0nh2RGdGD+zW5IPdtbokcKYrdsv919f7mf6JlzAYDJjN5rMqOyYmhj59+gDQq1cvLrnkEjRNIy4ujrS0NLt1IyMj+ec//8ktt9zCkiVLCA0NrXOfpaWlbNu2jQcffNC2zGQyAZCcnMzixYsBuOmmm5g9e/ZZxS2E8FypWeVoQFykax7sdFsS+Oqrr1i3bh2aphETE8OkSZMwmUzMmzeP7OxsIiMjmTp1KoGBge4KqcnVrH/X6XR4e3vbXlsstW/n9uzZQ2hoKJmZmfXu02q1EhQUVO9VvfT1F6J1S80uo1uoD4HerhnJwC1dRPPy8vj222+ZM2cOc+fOxWq1smXLFhITE+nfvz/z58+nf//+JCYmuj6YoJCGLXeRHTt2sG7dOtauXcs777zDsWPH6lyvXbt2xMTE2KqLlFKkpKQAMHToUP773/8CsHr1avcELoRwG4tVsTennL4uugsANz4nYLVaMZlMWCwWTCYToaGhJCcnEx8fD0B8fDzJyckuj0M/dwX6xV/U/nFx99CaKioqeOKJJ3jttdfo0KEDM2fOZNq0abUapKstXLiQjz/+mISEBC6//HK+++47AJ5//nmWLVvG1VdfTXFxsdviF0K4x6F8I0azom+Uv8vK0FR9Z54m9s033/DRRx/h7e3NwIEDmTJlCuPHj7dr0JwwYQJLly6ttW1SUhJJSUkAzJkzx1YnXi0zM1O6Qp6FiooK2rdv79IyGtPG4k4tJU5oObFKnI338fa/WPDjYZZseYEwk/2Fni4kjMilXzm9r+rq6dO5pU2gpKSE5ORk3nzzTfz9/XnttdfYtGmT09snJCSQkJBge39663hFRUWTjfzpyX8QNTVFnBUVFS6fVq+lTN3XUuKElhOrxNl4vx3OpkN5Tq0EAGAtyGtQ3PVNL+mWJLBr1y6ioqIICgoC4MILL2Tfvn0EBweTn59PaGgo+fn5ts/bqqeeeqpWldh9993Hbbfd1kwRCSGai1KK3dnlnF9wds89OcstSSAiIoL9+/dTUVGBt7c3u3btokePHvj4+LBx40bGjh3Lxo0bGTp0qDvC8VgvvfRSc4cghPAQx4tMFFVY6FvYCpJAbGwsF110Ef/617/Q6/V069aNhIQEjEYj8+bNY926dURERDBt2jR3hCOEEB4vNascgD6FR1xajtueE7j11lu59dZb7ZZ5eXkxY8YMd4UghBAtRmpWGSG+ejqWu7a9QoaSFkIID5SaXUbfKH80Fz/b1OqGjRBCiJYuu7SSrFIz18f5ofv3cqyP3Y520QiipjwjYwc1lqvn63TE1fMJ1OW9995jxYoV9O/fv95RSoUQniU1qwyAflH+UFwI5WUQVXcXz8Zqc0nA1fN1OuKq+QTMZjMGQ93/lMuXL+eDDz6gS5cuTV6uEMI1UrPL8ffS0TXEBw4dAkBrL0nAKUu2ZnI433hW2z79/VG0OuYTOCfUl/uGOH6y1pXzCbz33nusXLkSg8FAbGwsb7/9Nq+++ioZGRmkpaURFhbGlClTmDZtGiaTCaUU7777LosWLeLYsWNMmDCB2267jQceeOCsjosQwr1Ss8qIi/BDr9OwZmZULZQ7Ac/nqvkE3nzzTX7++Wd8fHwoLCy0Ld+5cydr1qzBz8+PZ555hokTJ3LjjTfaxmh6+eWX2bBhA59++ilhYWEu/e5CiKZRVGHhWKGJy7qdfHg2Kx10OgiPckl5rS4JnOmKfcx/9tT72ewrunrcfAIAffr0YfLkyYwePZrRo0fbll955ZX4+VWNLnj++eczf/58MjIyuOqqq+jevftZfQchRPPanV3VHmAbNC4zHSLao9VT5dtY0kW0CbliPgGAFStWMH78eHbu3Mno0aNtScrf/9TIgjfccANLly7F19eXO++8k82bNzfFVxJCuFlqVjkGnUZsuC8AKivdZVVB0AaTQH3zcjbVfJ3OcnY+AavVSnp6OhdffDHPPPMMRUVFlJaW1lrv6NGjdO3alYkTJ3LFFVewe/duV38FIYQLpGaV0SvcF2+9rqp9MivDZY3C0Aqrg87E1d1AnVE9n8C8efPs5hP49NNPa80UZrFYePTRRykuLkYpxf33309wcHCtfX7xxResXr0ag8FAVFQUU6dOddfXEUI0EaPZysE8Izf0Da9aUJgPFUaI6uiyMt02n0BTSk9Pt3tfVlZmVzXSGG1pKOmmPG718eRhemtqKXFCy4lV4my4nSdKefaHNGaM6Mz50YGofX9iffUpdI/NQjt3cKNirW8o6TZXHSSEEJ7q9EnlVebJC16pDmobZD4BIdq2lJOTygdUTyqfnQF6A4RFuqzMVpEEWmCNVp3cPZ9AazluQrQGZqtib3Y5CT1OtfmpzAyIbI/WRDMn1qVVVAfpdLoWUY/vScxmMzpdq/jnF6JVOJRnpMJy2qTyLu4eCq3kTsDX1xej0UhFRUWt3jUN5ePjQ0VFRRNF5jqNiVMphU6nw9fXt4mjEkKcrdTTHhKzdQ+NG+jScltFEtA0zfbkbGN5Uk8BR1pKnEII56RmldMh0Iswv5On5YI8MFVAe9d1D4VWUh0khBAtmVUpUrPLa1cFAZqLq4MkCQghRDM7XmSiuMJCv6hTNRq27qEufFAMJAkIIUSz231yUvm+kafdCRgMEBbh0rIlCQghRDOzTSrfzsu2rKp7aEc0nWvHNZMkIIQQzcw2qXzN3o1Z6S6vCgJJAkII0ayqJ5XvG1mjPcBqhewTLh09tJokASGEaEZ2k8pXy8+FSpPLHxQDSQJCCNGs7CaVr2brHirVQUII0arVnFS+mjtGD60mSUAIIZpJ9aTyfaNOG/EgKx28vCEk3OUxSBIQQohmUmtS+ZNUVgZEdURzwyCPkgSEEKKZnD6pvE2me7qHgiQBIYRoNjUnla+mrBbIOeHyMYOqSRIQQohmUD2p/OlVQeRmg9nslkZhcHIo6crKSj777DN++ukniouLWb58OX/88QcZGRmMHj3a1TEKIUSrsy+nHIvC7iExALIyANePHlrNqTuB5cuXk5aWxpQpU2yPNcfExPDdd9+5NDghhGitTp9UvprKqu4e6p42AafuBH777Tfmz5+Pr6+vLQmEhYWRl5fn0uCEEKK1qjWpfLXMdPDxheAwt8Th1J2AwWDAarXaLSsqKqJdu3YuCUoIIVqz6knla7UHcLJ7aGTHRk+V6yynksBFF13EwoULycrKAiA/P5/33nuP4cOHuzQ4IYRojaonle93ensAVN0JuKkqCJxMAnfccQdRUVE8/vjjlJWVMWXKFEJDQ7n55ptdHZ8QQrQ6p08qX01ZLJCb6bZGYXCyTcBgMDB+/HjGjx9vqwZy162KEEK0NqlZ5XRs50Wo32mn4NwssFjc1j0UnEwCEyZMYOnSpQAEBQXZlt93330sWbLEqYJKS0t55513SEtLQ9M0Hn74YTp16sS8efPIzs4mMjKSqVOnEhgYeBZfQwghWobqSeWHRtdxrnPT5PI1OZUELBZLrWVms7lWY7EjS5cu5bzzzuPxxx/HbDZTUVHBmjVr6N+/P2PHjiUxMZHExETuuusu56MXQogWpq5J5aupzKpnBNzZJuAwCcyYMQNN06isrGTmzJl2n+Xm5tKrVy+nCikrK2P37t088sgjVYUaDBgMBpKTk5k1axYA8fHxzJo1S5KAEKJVq55Exm5S+WpZ6eDrB+1C3BaPwyQwcuRIAA4cOMDll19uW65pGsHBwZx77rlOFZKVlUVQUBBvvfUWR48epXv37owfP57CwkJCQ0MBCA0NpaioqM7tk5KSSEpKAmDOnDlEREQ4Ve7ZMBgMLt1/U5E4m1ZLiRNaTqwSZ90Obs0lzN+L/ufU7gaan5+DtVMXwiMj69zWFbE6TAIjRowAIDY2lujo6LMuxGKxcPjwYe69915iY2NZunQpiYmJTm+fkJBAQkKC7X1OTs5Zx3ImERERLt1/U5E4m1ZLiRNaTqwSZ912pOUTF+FHbm5urc8sx4+gdYutN57GxNqpU93tDE61CURHR1NQUMCBAwcoLi5GKWX7rPpuwZHw8HDCw8OJjY0Fqp47SExMJDg4mPz8fEJDQ8nPz7drdBZCiNYmu7SS7DIzY+p4PkCZzVW9gy64zK0xOT1sxIIFC+jYsSNpaWnExMSQlpZGXFycU0kgJCSE8PBw0tPT6dSpE7t27aJz58507tyZjRs3MnbsWDZu3MjQoUMb/YWEEMJTpdQ1qXy1nEywWt0yuXxNTiWBTz75hEmTJjFs2DAmTJjAK6+8wvr160lLS3O6oHvvvZf58+djNpuJiopi0qRJKKWYN28e69atIyIigmnTpp31FxFCCE+XmlXHpPLVqruHuvEZAXAyCeTk5DBs2DC7ZfHx8TzwwAOMGzfOqYK6devGnDlzai2fMWOGU9sLIURLl5pde1L5arbRQ918J+DUsBFBQUEUFBQAEBkZyb59+8jMzGzQcwJCCNGWFVVYSKtrUvlqmRngFwCB7h2Y06k7gVGjRrFnzx4uuugirrnmGp577jk0TePaa691dXxCCNEq1DepfDWVVTWvsLuH5HEqCVx//fXoTs56Hx8fT79+/TAajXTu3NmlwQkhRGtR76Ty1TLT0XrEuTconKgOslqt3H333VRWVtqWRURESAIQQogGqGtS+WqqshLyctzeHgBOJAGdTkenTp0oLi52RzxCCNHq1DupfLWcE6Csbh0zqJpT1UGXXHIJL7/8MldddRXh4eF2dVbODh0hhBBtVb2TylfLdP/oodWcSgLVE8p/+umndss1TWPhwoVNH5UQQrQC93y+nwLjqVGYn99wHIAQXz3Lb4q1LT81ubyHJoE333zT1XEIIUSrUzMBOFyemQEB7dAC3D9vu1PPCQghhHCd6u6hzUGSgBBCNLesdLcPF1FNkoAQQjQjZapotu6hIElACCGaV/aJqt+eXh1UXFzMpk2b+O9//wtAXl5enZMiCCGEqBLiqz/z8szmGT20mlO9g1JTU5k7dy7du3dn7969jBkzhhMnTvDFF18wffp0V8cohBAt0nMjY3jsmyP8Y1hHLu8eXOc6zTV6aDWn7gSWLVvGP/7xD55++mn0+qoM1rNnTw4ePOjS4IQQoiVLySoH6plEplpWBrQLRvMPcFNU9pxKAtnZ2fTv399umcFgwGKpuw+sEEKIqpnEIv0NRAV61buOyspotvYAcDIJdO7cmd9//91u2a5du+jSpYsrYhJCiBZPKUVKVpnjuwCoGj20maqCwMk2gbvvvpuXX36ZQYMGYTKZePfdd9m2bRtPPPGEq+MTQogWKb24kgKjhX7t608CqqICCnKbZbiIak4lgV69evHqq6/y448/4uvrS0REBC+99BLh4eGujk8IIVqk6knl651JDCC7eRuFwckkABAWFsaYMWNcGYsQQrQaKVllBPvqiW7nXf9KmRkAaM0whHQ1p5JASUkJX3zxBUePHsVoNNp99txzz7kkMCGEaMlST7YHOJou8lT3UA9PAm+88QZms5lhw4bh7e0gqwkhhCCrpJKsUjNj+jioCoKqB8WCQ9F8z9B47EJOJYF9+/axZMkSvLzq7+YkhBCiSurJSeXP1DOoOUcPreZUF9EuXbrIEBFCCOGklKwyArx1dAn2cbxiVkazdg8FJ+8Ezj33XF566SVGjBhBSEiI3WcjR450RVxCCNFipWSV0zfSD73OQXuAsQwK85u1eyg4mQT27NlDeHg4u3btqvWZJAEhhDiloNzMX0UmEnrUPVaQTdbJnkEt4U5g5syZro5DCCFahRRn2wNOdg+lGbuHgoMkoJSydW2yWq317kCnkykJhBCiWmpWOT56jR5hvo5XrO4eGumhdwLjx49n+fLlANx+++317uCTTz5p+qiEEKKFSskqIy7SD4OD9gCgqntoSDiazxkaj12s3iQwd+5c2+uFCxe6JRghhGjJSkwWjuRXcPuAiDOu6wndQ8FBEoiIOPUlIiMj3RKMEEK0ZHuyy1GcYbygalkZaOdd6PKYzqTeJLBgwQKHjztXmzx5cpMGJIQQLVVKVhkGHfQKd5wEVFkpFBd69p1Ahw4d3BmHEEK0eClZZcSG++FjOEOHmZONws3dPRQcJIFbbrnFnXEIIUSLZjRbOZBr5Ia+Zx5iX52cXL65HxQDB0ngzz//dGoH5557bpMFI4QQLdXenHIsCvo52R4AQGTz17jUmwTefvttu/d5eXlomka7du0oLi5GKUV4eLj0HBJCCKqqgnQaxEU6kwTSISwCzbt5u4eCgyTw5ptv2l6vXr2akpISbrvtNnx8fKioqOCTTz6hXbt2bglSCCE8XUpWOeeE+uLvpT/juiozvVlnE6vJqcd9v/76a+644w58Tj7U4OPjwx133MFXX33l0uCEEKIlqLRY2ZdT7lxVEHjE6KHVnBo7yNfXlwMHDhAXF2dbdvDgQVtScJbVamX69OmEhYUxffp0SkpKmDdvHtnZ2URGRjJ16lQCAwMb9g2EEKKZHcg1YrKoM44XBKBKi6G0uNnHDKrmVBK47bbbeOmllzj//PMJDw8nNzeX7du3M3HixAYV9s033xAdHU15eTkAiYmJ9O/fn7Fjx5KYmEhiYiJ33XVXw7+FEEI0o5SsqnNaX2faAzI9p3soOFkddNlll/HSSy/ZTuDR0dHMnj2byy67zOmCqhPHqFGjbMuSk5OJj48HID4+nuTk5AaGL4QQzS8lq4wuwd4E+Z75ulpV9wzygO6h4OSdAEDnzp25+eabz7qgZcuWcdddd9nuAgAKCwsJDQ0FIDQ0lKKiojq3TUpKIikpCYA5c+bYDWnR1AwGg0v331QkzqbVUuKElhNrW4nTbFXsyd3P33pHOrWfkpICSnU6IuL6oXk1bM52VxxTp5PA1q1bSU1NrXWidmbYiG3bthEcHEz37t1JSUlpcJAJCQkkJCTY3ufk5DR4H86KiIhw6f6bisTZtFpKnNByYm0rcR7INVJmstA9SOfUfqyHD0JoBLmFdV/0OtKYWDt1qvvOw6kk8Omnn/L9998zfPhwfvnlFxISEvjpp58YNmyYU4Xv3buXrVu3smPHDkwmE+Xl5cyfP5/g4GDy8/MJDQ0lPz+foKAg57+REEJ4gJSs6klknOsZpLLSPaYqCJxMAuvXr+eZZ56hS5cubNiwgfHjx3PJJZfw+eefO1XIHXfcwR133AFASkoKX375JVOmTGHlypVs3LiRsWPHsnHjRoYOHXr230QIIZpBSlYZHQK9CPf3OuO6SinISke7IN4NkTnHqYbh0tJSunTpAlTVSZnNZnr27ElqamqjCh87diw7d+5kypQp7Ny5k7FjxzZqf0II4U5WpUjNLneqaygAJcVQVuox3UPByTuBDh06kJaWRkxMDDExMXz33XcEBgaeVZ/+fv360a9fPwDatWvHjBkzGrwPIYTwBMcLTRRXWBrwkJhndQ+FBjwnUFxcDFRV7cyfPx+j0ch9993n0uCEEMKTnWoPcO5OwDZ6aEtLAoMHD7a9jo2NZcGCBS4LSAghWoqUrDLC/Qy0DzxzewBQdSeg00FEe9cG1gBOdxE9fvw4v/zyC4WFhUycOJH09HQqKyvp2rWrK+MTQgiPpJQiJaucc6P8nZqFEagaQjo8Cs3g9KnX5ZxqGP7555+ZNWsWeXl5bNq0CYDy8nJWrFjh0uCEEMJTnSipJK/c7Nx8wiepTM/qHgpO3gmsWrWKZ555hm7duvHzzz8D0LVrV44cOeLK2IQQwmPZ2gPaO9keUN09tGcfV4bVYE7dCRQWFtaq9tE0zflbICGEaGVSssoJ8tETE+Tk0A/FBWAs96hGYXAyCXTv3t1WDVTtp59+omfPni4JSgghPF1qVhl9o/ycvxjOrBo4TvOgZwTAyeqgCRMm8OKLL7Ju3ToqKiqYPXs26enpPPPMM66OTwghPE5uWSUnSiq5pneo09uoLM/rHgpOJoHo6Ghef/11tm3bZptT4Pzzz8fX19fV8QkhhMc5NX+Ak08KQ9U8Ano9hEe5KKqz43Q/JR8fH4YPH+7KWIQQokVIzSrDz6DjnFDnZ1dUWekQ0QFNf+Y5iN2p3iQwY8YMp+q6nnvuuSYNSAghPF1KVhl9Iv3Q6xrQOSYzA6I8qz0AHCSBkSNH2l5nZmayfv164uPjiYyMJCcnh40bN3L55Ze7JUghhPAURUYzxwpNxHcLdnobpRRkZ6D1PteFkZ2depPAiBEjbK+ffvppnn76aWJiYmzLLrnkEt5++21uvfVWlwYohBCeJDW7qj3A6UHjAArzoMLocQ+KgZNdRI8fP0779vZjXURFRfHXX3+5JCghhPBUKVlleOs1eoY3oGNMdfdQD+sZBE4mgb59+/LWW2+RkZGByWQiPT2dt99+m7i4OFfHJ4QQHiUlq5xeEX546Z06fQI1u4e2oDaBmh555BGWLFnCtGnTsFqt6PV6LrjgAiZNmuTq+IQQwmOUVVo4nG/klnPDG7ZhZjoYDBAe6ZrAGsGpJBAYGMg//vEPrFYrRUVFBAUFodM5nwWFEKI12JNdjlU5P39ANVv3UJ1ndQ+FBjwnAKDT6QgJCXFRKEII4dlSssrRa9A7wrlGYcvj46Co4NT7+6+vehEUgn6uZ4zCLJfzQgjhpJSsMnqG++JrcPLUWSMBOLW8GUgSEEIIJ1SYrezPbcCk8i2EJAEhhHDCvtxyzNaGtwd4OqfaBP7880+ioqKIiooiPz+f//znP+h0Ou644w5pIxBCtAkpWeVoQFxkAx4SawGcuhN47733bL2BVqxYgcViQdM0Fi1a5NLghBDCU6RkldEt1IdAb8/r4dMYTt0J5OXlERERgcVi4Y8//uCtt97CYDDw4IMPujo+IYRodpUWxZ7scq7sGdKwDfUGsJhrLw9q4H5cyKkk4OfnR0FBAWlpaXTu3BlfX1/MZjNmcx1fTgghWplD+UZMFtWg8YJU9gmwmNGuux3d9be7MLrGcSoJjB49mieffBKz2cz48eMB2LNnD9HR0a6MTQghPEJKZtWk8n0b0CisflwLmg7tkitcFVaTcCoJjB07lgsuuACdTkeHDh0ACAsL46GHHnJpcEII4QlSssroHORNiK9zz9cqcyVqcxIMGIIWFuHi6BrH6SeGO3U6Nfrdn3/+iU6no2/fvi4JSgghPIXFqtidXc4lXYOc3kbt+BWKC9HFj3ZhZE3Dqd5BM2fOZM+ePQAkJibyxhtv8MYbb7B69WqXBieEEM3taEEFpZVW+jakPWDT/6rmEu43yIWRNQ2n7gTS0tLo1asXAD/88AMzZ87E19eXZ599lhtvvNGlAQohRHO45/P9FBgttvfztmQwb0sGIb56lt8UW+92KjMd9uxEG3uXRw4YdzqnkoBSCoATJ04A0LlzZwBKS0tdFJYQQjSvmgnAmeXV1Ka1oNejXZzgirCanFNJoHfv3rz//vvk5+czdOhQoCohtGvXzqXBCSHE2Tj9Kr5afVfxSilKTFYKjGbyy81nPNHXR1VWorb8AAMvQAsJO6t9uJvTk8p8+eWXBAUFcf31VUOhpqenc/XVV7s0OCGEOBuOruI/+D2bfKOZQqOZ/HILxabD5JaZMFtVo8tV27dASRG6yzy/QbiaU0mgXbt23HHHHXbLBg8e7JKAhBDClT5PzSXYR0+In4FQXwOx7QPw08yE+hkI8TUQ4qsn1M/A5K8ON3jfatNaiOwAfQa6IHLXqDcJrF692tbo+8knn9S7g9tuu63poxJCCBf57O+90es02/uIiAhycnIavV+VcRz2/Yl24zi0FjTzYr1JIDc3t87XQgjRktVMAI6E+OrrbVeoy6kG4VGNis/d6k0C999/v+21TCgvhGhrHHUDPZ2qNKF+Xod23kVoQaEujKrpOWwTcOYWKSLCsx+JFkK0LUop9BpY6mjnre8qvtFlbvsJSovRWsATwqdzmAQeeeSRM+7AUXuBEEK4W0pWORYFDw1tz1W93HNVrjauhaiO0Lu/W8prSg6TQJcuXaisrCQ+Pp5LL72UsLCz6/eak5PDm2++SUFBAZqmkZCQwNVXX01JSQnz5s0jOzubyMhIpk6dSmBg4FmVIYQQAKtP9v4Z2T3YLeWpv47BgVS0m8e3qAbhag6TwKuvvsqxY8fYuHEjM2bMIDo6mssuu4wLL7wQb29vpwvR6/XcfffddO/enfLycqZPn86AAQPYsGED/fv3Z+zYsSQmJpKYmMhdd93V6C8lhGibjuQb2ZZeyp0DIvAxuOeErH5cCwYD2vCW1SBc7YxHqUuXLtx9990sXLiQa665hm3btvHAAw9w6NAhpwsJDQ2le/fuQNUENdHR0eTl5ZGcnEx8fDwA8fHxJCcnn+XXEEIISNydh49ec181kKmiqkF40DC0du6582hqTg8lfeLECVJTU9m/fz/nnHPOWVfbZGVlcfjwYXr27ElhYSGhoVX/WKGhoRQVFdW5TVJSEklJSQDMmTPHpY3RBoOhRTR2S5xNq6XECS0nVnfHmVlcwaajxdw4oCPnRLd3ervGxFm+7huKykoJuf42vN3wXV1xTB0mgZKSEjZv3szGjRsxGo1ceumlPPfcc2cdhNFoZO7cuYwfPx5/f+dn6ElISCAh4dRgTE3xYEd9murBEVeTOJtWS4kTWk6s7o5z+bZMlFJc2dWvQeU2Jk7LN59Bh2gK28egueG7NibWmnPC1OQwCTz44INERUVx6aWX2oaSPnHihG00UYBzzz3XqQDMZjNz587l0ksv5cILLwQgODiY/Px8QkNDyc/PJyjI+UkbhBCiWkmFhbUHCrm0axBRgV5uKVMdPwIH96Ddci+a5twDaJ7IYRIICQnBZDLxww8/8MMPP9T6XNM0Fi5ceMZClFK88847REdHc+2119qWDxkyhI0bNzJ27Fg2btxoG6FUCCEa4n/7CzCardzQ130jd6pN/wODF9rwkW4r0xUcJoE333yzSQrZu3cvmzZtokuXLjzxxBMA3H777YwdO5Z58+axbt06IiIimDZtWpOUJ4RoO0wWK1/uzWNQxwDOCfV1S5mqwoj6ZQPa+cPRAlt2DYbTDcONERcXx6pVq+r8bMaMGe4IQQjRSm04XESB0cKN7rwLSP4RysvQWtCQ0fVpeU82CCHESRarYk1qHj3CfOnf3vnOJo2lNq2FjjEQ29dtZbqKJAEhRIv1218lpBebuLFvmNsaZ9WxQ3B4H9plf2vRDcLVJAkIIVokpRSrU3LpEOjFsBj3TXWrNv0PvLzRhrXsBuFqkgSEEC1SanY5+3KNjOkT5vQcAY2ljOWoXzeiDbkYLaB1jHMmSUAI0SKtSc0lyEfPKDcNFAegftsExnK0+KvcVqarSRIQQrQ4xwoqSP6rlGt6h7ptoDgAtfF/EN0Vuvd2W5muJklACNHirNmdh7de4+rYELeVqY7sh2MH0eJHt4oG4WqSBIQQLUpOWSWbjhRyRY9ggnzd8qgTcLJbqLcP2oUj3FamO0gSEEK0KF/uyceqYEwfNz4cVl6G+m0T2tBL0fwD3FauO0gSEEK0GCUmC2v3F3Bxl3a0D3R+YqvGUr9ugApji5xD+EwkCQghWoy1+wsoN1u5oW+428pUSlXNIRxzDnSLdVu57uK+CjUhhGiESouVL/fkMbCDPz3CXD9QnOXxcVBUYLfM+sAYCApBP3eFy8t3F7kTEEK0CBsOF5FvtHCju+4CTksAZ1zeQsmdgBDC41mVYs3uPM4J9WFgB9cOFKeUgvRjLi3Dk0gSEEJ4vOTjJfxVZOLxizu5pI++Ki+D3X+g/tyGStkOeZ4/fWdTkSQghPB4q1PziAowcHGXphkoTikFfx1F/bmNvL27sO7+AywW8PWDvuehXft31Iozz5rYGkgSEEJ4tN1ZZezJKef+IVFODxRXV6MuAH4BaEMuRv25HfKrrvZVt55oV4xFO/d86BGHZqg6LVokCQghRPNbvTuPdt46EnqEOL9RfY235aWorZuhz3lo1/0drd9gwnvFkZNTR/VPUEjd+wlqQBwtgCQBIYTHSius4LfjJdzWPxzfJhooTvfaB7arfUdaUzdQRyQJCCE8yj2f76fAaLFb9smuXNbuL2D5TY1/WMuZBNCWyHMCQgiPcnoCONPy06mKiqYMp9WTJCCE8BhKqUZvr5a90UTRtA1yXySEaDJ1VeUAhPjqWX5TLEopSkxWMksqySo1nfxdafudVVLZqPLVlx9XNfz6+EKFsfYKraxRtylIEhBCNBlHVTmPfX2YrNJKyiqtdp8FeOmICvSiUztvBnUM4Is9+WdVttq6GfXlR2jDLkeb8I9WNfGLK0kSEEI0WoXZSkpWmcN1IgMM9GvvT/sAL6ICvWy/A731duudTRJQR/ZjXfp6VT//uydLAmgASQJCiAZTSvFXsYkd6aVsTy/lz6wyTBbH9fnPjIhxat8hvvp6q5TqjCU/F+ubsyEwGN2kp9C8vJwqR1SRJCBEI5ypDrwlOdN3Ka+0sjOztOrEn1FK5sn6++ggb/7WM4TBnQJ4bv3xRsfRkOOmKiqqEkB5GbrpL6NJnX+DSRIQLZYnnIAb252xqTTFsXD0XZ5NOkZqdhlmK/gaNAZ0COCGPmEM7hTg1hm+alJKoZbPh2MHq+4AOp/TLHG0dJIERIuklGrWE7BSitxys8N1SkyWWvXdruLoWKRmlWG2KqwKzFaFxaqwKIXZWjVEc9Uyx/svrLBwfVwYgzoG0CfSHy993XXuDa3KaQz11Seo5B/RbrwH7bwLm3z/bYUkAeFRLFZFgdFMgdFCfrn51I+x+rXF9tqRxVsz6RDoRcd23nRoV9UI6aW3fyzGmatnpRR55WaOFZpIK6zgWEEFxwpNHC+soLTS8Znzzk/3E+pnoEuwNzHBPnQJ9rG9DvQ5dVJsyFW8yWLlaH4Ze/4qIfNk18oTJSaHcTz5fePHxp9/jXNX2TXjjYiIqHtMniagtm5GffFhVU+g0Te6pIy2QpKAaLCzqXoor7SedjKvPrlXnewLjGbyys0UGS3U1bwY6K0j1M9AqK+BuAg/Qv0MJO7OqzfGHw4WUm4+dZLWqOqd0iHQuyoxBHo5vHp+89cMjhWYSCuqoNR0aj9BPnq6BHtzWbcguoT4sCg5s94Y7hkUSVphBWmFJpIOFmA0n/pmoX4GYoK96RLs4zCOj3fmcKKkqj99ZkkleeVmu+PjrdeICnDcEPrcyBj0OtBrGnqdhl7TMOiwvdbrwKDTuHfNQYf78RTq6AHpCdSEWn0S8IR649bG0Unrsz9z7U70RaYj5JRW2J0Aq+k1CPEzEOZnIMLfi17hfoT46Qn1NVSd8E+e9EP99LWu4gGHSeCjW2MprLBworiSjGITJ0pMVa9LTPySVkxhheMqo5/TSqpO9l2DiAn2qTphh/gQ4mv/X8ZREqg5DaJVKXJKzRwrrODYycSQVlhB0sECh3F8vCuHMH8DHQK9GNgxgPaBXsR2DMPfaqR9O29CfPXoNI0x/9lT7z7O6xjgsIyWRBXkYl34ovQEakKtPgk4OmEppeQqoh4mi5XcMvPJn0pyy822946s/CMbf6/qq3Y9ce0D8dP5EeZrsJ3wQ3z1hPkZCPSpOoG5gqZphPgaCPE1EBfpV+vzskoLt6/aX//3uKmnU38bztaB6zSNqMCqfvFDogNty61KccOHe+vd/6d/71UrAbqqmsWd9flnQ1VUYF0oPYGaWqtPAo7c+NFe/Lx0+Bt0+Hvp8ffWEeyfiQEzAV76qs/sfqrW8ffS4eelI8BLj7+XDm+95pZk0hR3NUopSk1WcsqqqhZyyszklZnJLa88ddIvN1Ncx5Wyn0FHuL/jP5lVt/XCp8aQv66sF27MScvfy/E6zv57NvZu8kxJsK47oLo0xQnck++MpSeQ67TpJHBzv3DKKq2UVVpO/rZSUF5JUbmJ8koLpZXWMz4AA6DTOJUkTksafl46Arx1NRKK3j6pVL/21uGlc5xMztQbprpRtb4Te25Z1fu6vlOIr55wfwORAV70ifQjzN9AuJ+BcH8vwv0NhPsbbCdOR1UPPk005rszPPmk5W6t/VhITyDXadNJ4M6BkbWWnX7larYqyk9LFOWVVkpNllOvK62U1/i8rNJKvtHCX8Um2zrOJBODDvxqJZJTycKRe1cfIN9oxnpaMQadVnUS9zPQI8yXCzt7EeZnsJ3Yw/28CPUz1NvlrzXzlOoPT4nDU0lPINdq00nAGQadRjsfPe18GvcfstKiaiWKstPeVyeX8korZWYrZSYLuWVm0ipNtQbdOt15HQPsTuzVr4N89E1eVRVSWUKBV2Cdy92p3nlkg0KcmhXq/S0v1D994E3um1WqKeJo7LFwxT7smsybIA7153aXtSG1Za0+CXjKCctLr+GlNxDke/b7cFQNM2VYx7PfcQO9/9Pz9X84/gu3xVHvPLL1LW/q7WmaE2dTxNEm9lFc6Pw+hNOaPQn8/vvvLF26FKvVyqhRoxg7dmyT7t9jTlgeSpkqoKwUykpsv9Vp7ykrRZWXQmkJlJc63J/l4ZuqGkk0HWgaWTo9StOg+kenO/laV+N19ftT29mtV/N9zeWO4nhxGlgtYLVW/VgsNd6f/O1o+9mPV41J7+2D5uNb9drHF3x8wLvGawcnPWvSF2AsrxrX3lgOFeUou/cnfzuK46kHapTtB76+FAYFY0U7tczH8ZWF9deNNb6/peq1pY7Xjvbx5cdVx16vB52+xm9d1e/qZY728e1nYKo4+WOyvVaVphrLZVYwd2vWJGC1Wnnvvfd45plnCA8P58knn2TIkCF07tzZLeVbHrkZ9F5gMIDeAF5e5Hj7YNG0qvcGAxi8Tv3WG6rmJzXU2MZgsPvc7jOvmtsYTpVVa3uvU/upuY5OZ1eVE2IqpsC7Xa3vEWIqRmVlVJ2gT56oVfUJu+aJ/LQTO2WlYD7DJB7ePuAfCP4BVb9DwuHYoXpX1xKuB2UFpcCq8PXxxlhWVvW+erlSp07OdSxXygrW05arGutX/3YkKKTqpKXTodlOWrpTJytNh9r0v/q3D2xXdZIuzKuarrDCCCYjVFSAxXE32WrqkyVVLwxe4Ft9Eq/xExKG5uOL+jmr/uPZvTeqwngyYZRBYR6m40eqEnWFESodPy0MoJbMdSpeh/v44sPG72P1iqoE7uVd9Xfl7QPeNV77+EJgEKQdbnRZwnnNmgQOHDhAhw4daN++PQDDhw8nOTnZbUlAu/waMJurToRmM1jMGPR6LKUltveYK6GswraOsphrbWP7XY+znjDPLhkZeL+kuN5VrVvq+UCnO3UC9wuAgEC00AgIOPXettwv4NS6/lWvNUPth3Es919fbxy6m+6xex8UEYHJRV1EHcWhnzLjzNs7SAL6x2bV+5kym20Jwfp/E+pdT/f6h+Dje8aJzS0/r69/H/c9XmtZzc4LymqpimPK3+vfxwtvnUx+hlNX7qe/1umwPjCm/n0sSjx552C1v6Ooucxiwfrsw/Xv463PwOB1xjYqR/+uouk1axLIy8sjPPzUU5Xh4eHs31/7AZ6kpCSSkpIAmDNnDhEREU6XUf/znBD10BO1lhkMBsxm5670alJKgbkSZa6ESnPVb3MlqvLkb/PJZZWVpz47mUzU6csqTac+q04+lSbK/7em3vKDHn0GLbAduoBAtMCgqt8B7dB8/Zq8YdjRMT3938ZgMDTo38tVcbhi+zPtI7Jrt0bvo6446jqmDuM497xGxxEZFdX4fXTs1Oh9uOJvyZV/o03NFbE2axKoa1Lpuk5YCQkJJCQk2N431cNHde2nSR9u0nmBjxf4NM3ucJAESgdcUMfCsqqfphYUUm9j6OnHzpUPizUkDpdsfwZO76OBcdR5TJviu7SmfTSAS/9Gm1hjYu3Uqe4k3KxJIDw8nNzcXNv73NxcQkNDm7YQB39Q4uw43evFxRobR83tz/o/VxP8fTXF8fTEfZztMfWUv6+2olmTQI8ePcjIyCArK4uwsDC2bNnClClTmrSMVvUHJQnN47Sqvy/RJjVrEtDr9dx7773Mnj0bq9XK5ZdfTkyMc/OQtkVNcuUqhBA1NPtzAoMHD2bw4MHNHYYQQrRJ7hvtSwghhMeRJCCEEG2YJAEhhGjDJAkIIUQbpqm6ntgSQgjRJsidwGmmT5/e3CE4ReJsWi0lTmg5sUqcTc8VsUoSEEKINkySgBBCtGGSBE5Tc6A6TyZxNq2WEie0nFglzqbnililYVgIIdowuRMQQog2TJKAEEK0Yc0+gFxzKi0t5Z133iEtLQ1N03j44Yf5/fff+eGHHwgKCgLg9ttvb9YB7tLT05k3b57tfVZWFrfeeivx8fHMmzeP7OxsIiMjmTp1KoGBgc0WJ9Qfa2lpqUcdU4CvvvqKdevWoWkaMTExTJo0CZPJ5HHHtK44ExMTPe54fvPNN/zwww8opRg1ahTXXHMNJSUlHnc864t11apVzX5M33rrLbZv305wcDBz51bNC+3oGK5Zs4Z169ah0+mYMGEC55133tkVrNqwBQsWqKSkJKWUUpWVlaqkpER98skn6r///W8zR1Y3i8Wi7rvvPpWVlaVWrlyp1qxZo5RSas2aNWrlypXNG9xpasbqacc0NzdXTZo0SVVUVCillJo7d65av369xx3T+uL0tON59OhRNW3aNGU0GpXZbFbPP/+8Sk9P97jjqVT9sXrCMU1JSVEHDx5U06ZNsy2r7ximpaWpf/7zn8pkMqnMzEw1efJkZbFYzqrcNlsdVFZWxu7duxk5ciRQNXdnQEBAM0fl2K5du+jQoQORkZEkJycTHx8PQHx8PMnJyc0cnb2asXoiq9WKyWTCYrFgMpkIDQ31yGNaV5ye5q+//iI2NhYfHx/0ej19+vTht99+88jjWV+snqBv37617pTqO4bJyckMHz4cLy8voqKi6NChAwcOHDircttsdVBWVhZBQUG89dZbHD16lO7duzN+/HgA1q5dy6ZNm+jevTvjxo3ziFtYgJ9++omLL74YgMLCQtsJITQ0lKKiouYMrZaasYJnHdOwsDCuu+46Hn74Yby9vRk4cCADBw70uGNaX5x79+71qOMZExPDxx9/THFxMd7e3uzYsYMePXp43PGE+mMNDAz0qGNarb5jmJeXR2xsrG29sLAw8vLyzqqMNnsnYLFYOHz4MFdeeSWvvPIKPj4+JCYmcuWVV7JgwQJeeeUVQkNDWbHCM6YPNJvNbNu2jYsuuqi5Qzmj02P1tGNaUlJCcnIyb775JosWLcJoNLJp06Zmjaku9cXpacezc+fOjBkzhhdffJGXXnqJrl27otN55qmlvlg97ZieiWrCnv2e+S/lBuHh4YSHh9uy6UUXXcThw4cJCQlBp9Oh0+kYNWoUBw8ebOZIq+zYsYNzzjmHkJAQAIKDg8nPzwcgPz/f1qDlCU6P1dOO6a5du4iKiiIoKAiDwcCFF17Ivn37PO6Y1henpx1PgJEjR/Lyyy/z3HPPERgYSMeOHT3ueFarK1ZPPKZQ///z8PBwcnNzbevl5eURFhZ2VmW02SQQEhJCeHg46enpQNV/uM6dO9sOOMBvv/3mMXMen169MmTIEDZu3AjAxo0bGTp0aHOFVsvpsXraMY2IiGD//v1UVFSglGLXrl1ER0d73DGtL05PO55QVW0BkJOTw2+//cbFF1/sccezWl2xeuIxhfr/nw8ZMoQtW7ZQWVlJVlYWGRkZ9OzZ86zKaNNPDB85coR33nkHs9lMVFQUkyZNYunSpRw5cgRN04iMjOSBBx5o9sa4iooKHn74YRYuXIi/vz8AxcXFzJs3j5ycHCIiIpg2bZpH1GHWFeuCBQs87piuWrWKLVu2oNfr6datGw899BBGo9Hjjmldcb7zzjsedzxnzJhBcXExBoOBcePG0b9/f4/9G60rVk/4G3399ddJTU2luLiY4OBgbr31VoYOHVrvMVy9ejXr169Hp9Mxfvx4Bg0adFbltukkIIQQbV2brQ4SQgghSUAIIdo0SQJCCNGGSRIQQog2TJKAEEK0YZIERKOsWrWK+fPnN/izxqgendRisdiWff/99yxbtqzJyzqdyWRizpw53HPPPbz22msuL68+OTk53H333Vit1maLoTk8+eSTpKWlNXcYrUqbHTuorVizZg179uzhySeftC2bMmUKHTt2rLXstttus3vIq6Uwm82sXr2a2bNnA1WDA86bN4/9+/czePBgJk+ebBvG4J133mHw4MFccMEFZ1XWL7/8QmFhIe+//z56vb7JvkNDRUREsHLlymYr35FZs2axf/9+dDod3t7e9OnTh4kTJ9r63a9atYo1a9ZgMBjQ6/V07tyZcePG0atXL8xmMx9++CFbtmyhtLSUoKAghg4dahvX67rrruOTTz7hn//8ZzN+w9ZF7gRauT59+rBnzx7bFWNBQQEWi4VDhw7ZLTtx4gR9+vRp0L5rXok3p+TkZDp16mR7bP7777+nW7duLF68mOzsbNsokfv27aOgoOCsEwBAdnY2HTt2bNYE0BLce++9rFy5kvnz52M0GmslrGHDhrFy5UqWLFlCXFwc//73v1FKsWbNGg4ePMhLL73EihUrmDlzJuecc45tuyFDhpCSkmL3hK9oHLkTaOV69uyJxWLhyJEjdO/endTUVPr160dmZqbdsvbt29tGIly8eDF79uwhMDCQMWPG2Ca3XrVqFWlpaXh5ebFt2zbGjRtnV5bZbGbhwoWYzWb+8Y9/1Ipl69atfPjhh+Tl5dGtWzfuu+8+OnfuDGCbKKWwsJDw8HBuv/1228naarXywQcfsHHjRvz8/Lj22mvt9rtjxw769u1re5+VlcXQoUPx8vIiLi6OzMxMrFYry5cv59FHHz3jMTt+/DhLlizhyJEjhIWFcccddzBkyBDbFSxUJZ4JEybYhiKvtmrVKo4fP47BYGDr1q1ERkby+OOP8+uvv/L111/j5eXFQw89xMCBAwFYv349X3zxBbm5uQQFBTFmzBiuuOIK2zFJTk7m+eefR6/X89133/G///2POXPmUFBQwOTJk/noo4/Q6/XMmjWLuLg4/vzzT44ePUq/fv145JFHWLp0Kdu2baNTp05MnTqVqKgosrKy7LaFqqv3Sy+9lFGjRrFhwwZ++OEHevTowYYNGwgMDOTRRx8lIyODTz75hMrKSu666y5GjBhxxmMZEBDA0KFDWbt2bZ2fGwwG4uPj+eKLLyguLubgwYNccMEFtoQeFRVFVFSUbX1vb2+6d+/OH3/84VT54szkTqCVMxgMxMbGkpqaCsDu3buJi4sjLi7Obln1XcAbb7xBeHg4ixYt4vHHH+ejjz5i165dtv1t3bqViy66iKVLl3LppZfalptMJl599VW8vLyYNm0aBoP99UV6ejpvvPEG48ePZ8mSJQwaNIiXX34Zs9kMQPv27XnuuedYtmwZt9xyCwsWLLBd7SUlJbF9+3Zefvll5syZw6+//mq377S0NDp16mR7HxMTw65duzCZTOzZs4eYmBi++eYbzjvvPDp06ODweJnNZl5++WUGDBjAkiVLuPfee5k/fz7p6enceuut3HDDDbar2NMTQLVt27Zx2WWXsXTpUs455xxmz56NUop33nmHm266iXfffde2bnBwMP/6179Yvnw5kyZNYvny5Rw6dAiA66+/HoPBwOeff05GRgYfffQRjz76KN7e3nWW+9NPPzF58mQWLVpEZmYmzzzzDCNGjOD9998nOjqazz77zOF3r2n//v107dqV999/n0suuYTXX3+dAwcOMH/+fB599FHef/99jEbjGfdTXFzMb7/9Vu9xr6ysZMOGDYSHhxMUFERsbCxfffUVa9eu5dixY3WOlhkdHc3Ro0ed/i7CMUkCbUCfPn3YvXs3AHv27KFPnz61lvXt25ecnBz27NnDnXfeibe3N926dWPUqFF2wyz36tWLCy64wFbfC1BeXs7s2bNp3749kyZNqnMY4S1btjBo0CAGDBiAwWDguuuuw2QysXfvXqCqeiAsLAydTsfw4cPtJsn4+eefufrqq4mIiCAwMJCxY8fa7bu0tBQ/Pz/b+5EjR1JWVsZTTz1FXFwcXbt25ccff+Saa65h8eLFzJw5k48//rjOY7V//36MRiNjx47FYDBw7rnnMnjwYDZv3uz08Y6Li+O8885Dr9dz0UUXUVRUZNvfxRdfTHZ2NqWlpQAMHjyYDh06oGkaffv2ZcCAAezZswcAnU7HI488wrfffssrr7zC9ddfb1c1crrLL7+cDh064O/vz6BBg2jfvj0DBgywxXH48GGnv0NUVBSXX3657d8jNzeXm2++GS8vLwYOHIjBYODEiRP1br906VLuueceJk6cSFFREffee6/d5z///DPjx4/n4Ycf5tChQzzxxBMA3HDDDYwZM4bNmzczffp0HnroITZs2GC3rZ+fn+34icaT6qA2oG/fvqxdu5aSkhKKiopsw/y++eablJSUcOzYMfr27Ut+fj6BgYF2J9SIiAi7YXXDw8Nr7X///v1YLBYee+wxNE2rM4b8/Hy7WcZ0Oh0RERG2iTA2btzIV199RXZ2NgBGo5Hi4mLbthEREbZtT5+tLCAggPLyctt7b29vHnzwQdv71157jdtvv50ff/wRq9XKrFmzePHFF/n9999rzctaXVbNRBYZGdmgCTuCg4PtYgkKCrLtrzpxGo1GAgIC2LFjB5999hnp6ekopaioqKBLly627aOioujXrx87duzgb3/7W4PKPf29M1fu9e0LsA0N7sz+JkyYwKhRozh27Bhz5swhNzfX7t9w2LBhTJkypdZ2Op2O0aNHM3r0aEwmE+vWrePtt9+mZ8+etqrD8vJyj58FsCWRO4E2oFevXpSVlZGUlETv3r0B8Pf3JzQ0lKSkJMLCwoiKiiI0NJSSkhK7E2pOTs4ZxykfMGAAY8eO5YUXXqCgoKDOdUJDQ20neKiaFKN639nZ2SxatIiJEyfy/vvvs2zZMmJiYmxVAaGhoeTk5NjFVFPXrl3JyMios9zff/8dpRTnnXcex44do0ePHmiaRo8ePeqsUqguq2bXS2eOwdmorKxk7ty5XHfddSxevJhly5bVGgly+/bt7N+/n/79+/PBBx80Sbm+vr5A1Yiv1er7d2usLl26cOONN/Lee+81eCIUb29vRo8eTWBgIMePH7ct/+uvv+jatWtTh9pmSRJoA7y9venRowdff/01cXFxtuVxcXF8/fXXtvaAiIgIevfuzYcffojJZOLo0aOsX7/eru6/PmPGjOHiiy/mhRdeqHMaweHDh7Njxw527dqF2Wzmyy+/xMvLi969e1NRUYGmabYJM9avX2/XF3zYsGF8++235ObmUlJSQmJiot2+Bw0aZGvfqMlkMvGf//yHe+65B6i6qk5JScFsNrN3717at29fa5vY2Fh8fX354osvMJvNpKSksG3bNpd0nTWbzVRWVhIUFIRer2fHjh3s3LnT9nlRURHvvPMODz74II888gjbtm1j+/btjS43KCiIsLAw253RunXryMzMbPR+6zNixAgKCwvZunXrGdf9+uuvSUlJsc2rvGHDBsrLy23VYJWVlRw6dIgBAwa4LN62RqqD2oi+ffuyb9++Wkngf//7n13X0Mcee4zFixfz4IMPEhgYyC233OL0f7ibb74Zs9nMCy+8wMyZM+0+69Spk61Bsbp30L/+9S8MBgOdO3fm2muv5emnn0an03HZZZfZ7lgARo0aRXp6Ok888QR+fn5cd911/Pnnn7bPzz//fJYtW1ZrdqU1a9Zw6aWX2qohrrjiCl577TUmTpxY77MCBoOB//u//2PJkiWsWbOGsLAwJk+eTHR0tFPHoCH8/PyYMGEC8+bNo7KykvPPP58hQ4bYPn/33XcZMmQIgwcPBrDNJfDvf/+70WU/+OCDLFmyhI8++oiRI0fSq1evRu+zPgaDgauuuorPP//8jBPLeHt7s2LFCk6cOIGmaXTs2JHHH3/clrC3bt1Kv379XHJn1lbJfAKiVUhKSuL48eO2h4pE6/TUU0/x0EMP2bWbiMaRJCCEEG2YtAkIIUQbJklACCHaMEkCQgjRhkkSEEKINkySgBBCtGGSBIQQog2TJCCEEG3Y/wPLnDznNFXZawAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "f = open('G:\\\\test_data\\\\miss_deadline_rate.txt', 'r')\n", + "js = f.read()\n", + "f.close()\n", + "total_miss_rate = json.loads(js)\n", + "func_miss_deadline_rate=defaultdict(lambda: defaultdict(dict))\n", + "\n", + "titles_dict = {\n", + " \"8\": \"8x-deadline\",\n", + " \"4\": \"4x-deadline\",\n", + " \"2\": \"2x-deadline\"\n", + "}\n", + "\n", + "for key, value in total_miss_rate.items():\n", + " #print(key)\n", + " func_name = key.split(\"_\")[-1]\n", + " policy = key.replace(\"_\"+func_name, \"\")\n", + " func_miss_deadline_rate[func_name][policy]=value\n", + "\n", + "for key, value in func_miss_deadline_rate.items():\n", + " func_name = key\n", + " fig, ax = plt.subplots()\n", + " for key2,value2 in value.items():\n", + " policy = key2\n", + " x_axis = list(value2.keys())\n", + " x_axis_int = list(map(int, x_axis))\n", + " y_axis = list(value2.values())\n", + " y_axis_int = list(map(float, y_axis))\n", + " if \"single-different-deadline\" in key2:\n", + " key2 = key2.split(\"_\")[1]\n", + " ax.plot(x_axis_int, y_axis_int, 's-',label=key2)\n", + " ax.legend(loc = \"best\")\n", + " #print(key)\n", + " title = \"\"\n", + " if \"-\" in key:\n", + " func = key.split(\"-\")[0]\n", + " index = key.split(\"-\")[1]\n", + " title = func + \"-\" + titles_dict[index]\n", + " else:\n", + " title = key + \"-\" + \"2x-deadline\"\n", + " ax.set_title(title)\n", + " ax.set_xlabel(\"Workload(% of maximum RPS)\")\n", + " ax.set_ylabel(\"Miss deadline rate\")" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['5', '7', '8', '9', '13', '11', '12', '2', '0', '4', '1', '6', '3', '10']\n", + "28747\n", + "['5', '1', '9', '3', '7', '11', '12', '13', '6', '10', '2', '0', '8', '4']\n", + "28744\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "\n", + "def parse_file(file):\n", + " #f = open('G:\\\\test_data\\\\srsf_queuelength.txt', 'r')\n", + " f = open(file, 'r')\n", + " js = f.read()\n", + " f.close()\n", + " queuelength = json.loads(js)\n", + " color_list=['r','b','g']\n", + " i=0\n", + "\n", + " length_list = []\n", + " key_list = []\n", + " diff_list = []\n", + " variation_list = []\n", + " for key, value in queuelength.items():\n", + " #print(key, value)\n", + " length_list.append(len(value))\n", + " key_list.append(key)\n", + "\n", + " print(key_list)\n", + " max_length = np.min(length_list)\n", + " print(max_length)\n", + " for i in range(max_length):\n", + " min_length = 1000000\n", + " max_length = -1\n", + " length_list_at_this_moment = []\n", + " for j in range(len(key_list)):\n", + " length_list_at_this_moment.append(int(queuelength[key_list[j]][i]))\n", + " if min_length > int(queuelength[key_list[j]][i]):\n", + " min_length = int(queuelength[key_list[j]][i])\n", + " if max_length < int(queuelength[key_list[j]][i]):\n", + " max_length = int(queuelength[key_list[j]][i])\n", + " diff = max_length - min_length\n", + " diff_list.append(diff)\n", + " #print(length_list_at_this_moment)\n", + " variation_list.append(np.round(np.var(length_list_at_this_moment),3))\n", + " #print(max_length, total_key) \n", + " #print(diff_list)\n", + " #print(variation_list)\n", + " return diff_list,variation_list\n", + "\n", + "q_diff_dict = defaultdict(list)\n", + "q_var_dict = defaultdict(list)\n", + "def parse_files(file_list):\n", + " for i in range(len(file_list)):\n", + " file_name = file_list[i].split(\"\\\\\")[2]\n", + " legend = file_name.replace(\"_queuelength.txt\", \"\")\n", + " diff_list,var_list = parse_file(file_list[i])\n", + " q_diff_dict[legend] = diff_list\n", + " q_var_dict[legend] = var_list\n", + " \n", + "#parse_files(['G:\\\\test_data\\\\srsf-broadcast_queuelength.txt','G:\\\\test_data\\\\edf-broadcast_queuelength.txt', 'G:\\\\test_data\\\\edf-triaged_queuelength.txt'])\n", + "parse_files(['G:\\\\test_data\\\\srsf_queuelength.txt','G:\\\\test_data\\\\edf_queuelength.txt'])\n", + "\n", + "for key,value in q_diff_dict.items():\n", + " x = range(0, len(value))\n", + " y = [int(i) for i in value]\n", + " #plt.plot(x, y, label=key)\n", + " plt.scatter(np.array(x), y, label=key)\n", + "\n", + "plt.legend(loc = \"best\")\n", + "plt.xlabel(\"Timeline\")\n", + "plt.ylabel(\"Diff queue length of maximum and minimum\")\n", + "plt.show()\n", + "\n", + "\n", + "for key,value in q_var_dict.items():\n", + " x = range(0, len(value))\n", + " y = [int(i) for i in value]\n", + " #plt.plot(x, y, label=key)\n", + " plt.scatter(np.array(x), y, label=key)\n", + "plt.legend(loc = \"best\")\n", + "plt.xlabel(\"Timeline\")\n", + "plt.ylabel(\"Variance of queue length\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['5', '7', '8', '9', '13', '11', '12', '2', '0', '4', '1', '6', '3', '10']\n", + "28747\n", + "['5', '1', '9', '3', '7', '11', '12', '13', '6', '10', '2', '0', '8', '4']\n", + "28744\n", + "SRSF\n", + "EDF\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SRSF\n", + "EDF\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def parse_file(file):\n", + " #f = open('G:\\\\test_data\\\\srsf_queuelength.txt', 'r')\n", + " f = open(file, 'r')\n", + " js = f.read()\n", + " f.close()\n", + " queuelength = json.loads(js)\n", + " color_list=['r','b','g']\n", + " i=0\n", + "\n", + " length_list = []\n", + " key_list = []\n", + " diff_list = []\n", + " variation_list = []\n", + " for key, value in queuelength.items():\n", + " #print(key, value)\n", + " length_list.append(len(value))\n", + " key_list.append(key)\n", + "\n", + " print(key_list)\n", + " max_length = np.min(length_list)\n", + " print(max_length)\n", + " for i in range(max_length):\n", + " min_length = 1000000\n", + " max_length = -1\n", + " length_list_at_this_moment = []\n", + " for j in range(len(key_list)):\n", + " length_list_at_this_moment.append(int(queuelength[key_list[j]][i]))\n", + " if min_length > int(queuelength[key_list[j]][i]):\n", + " min_length = int(queuelength[key_list[j]][i])\n", + " if max_length < int(queuelength[key_list[j]][i]):\n", + " max_length = int(queuelength[key_list[j]][i])\n", + " diff = max_length - min_length\n", + " diff_list.append(diff)\n", + " #print(length_list_at_this_moment)\n", + " variation_list.append(np.round(np.var(length_list_at_this_moment),3))\n", + " #print(max_length, total_key) \n", + " #print(diff_list)\n", + " #print(variation_list)\n", + " return diff_list,variation_list\n", + "\n", + "def plot_cdf(distributions, name, output_format=\"png\") -> None:\n", + " i = 0\n", + " fig, ax = plt.subplots()\n", + " #ax.set_xlim([0, 1900000])\n", + " #ax.set_title(title)\n", + " ax.set_xlabel('Diff queue length of maximum and minimum')\n", + " ax.set_ylabel('CDF')\n", + " \n", + " #ax.axvline(x=p,color='red', linestyle='--')\n", + " #ax.axhline(y=0.5, color='red',linestyle='--')\n", + " #print(p)\n", + " #ax.annotate(str(p), xy=(p,0.5))\n", + " #ax.set_title(name)\n", + " #ax.set_xlabel('Latency(us)')\n", + " #ax.set_ylabel('CDF')\n", + " legent_list = [\"SRSF\", \"EDF\"]\n", + " color_list = ['r', 'b']\n", + " \n", + " for dist in distributions: \n", + " print(legent_list[i])\n", + " a = np.array(dist)\n", + " p = np.percentile(a, 50)\n", + " ax.hist(dist, 10000, cumulative=True,\n", + " density=True, histtype='step', linewidth=1.2, color=color_list[i], label=legent_list[i]) \n", + " fix_hist_step_vertical_line_at_end(ax)\n", + " ax.legend()\n", + " i = i+1\n", + " plt.show()\n", + "\n", + "#legent_list = [\"SRSF\", \"EDF\"]\n", + "q_diff_dict = defaultdict(list)\n", + "q_var_dict = defaultdict(list)\n", + "def parse_files(file_list):\n", + " for i in range(len(file_list)):\n", + " file_name = file_list[i].split(\"\\\\\")[2]\n", + " legend = file_name.replace(\"_queuelength.txt\", \"\")\n", + " diff_list,var_list = parse_file(file_list[i])\n", + " q_diff_dict[legend] = diff_list\n", + " q_var_dict[legend] = var_list\n", + " \n", + "#parse_files(['G:\\\\test_data\\\\srsf-broadcast_queuelength.txt','G:\\\\test_data\\\\edf-broadcast_queuelength.txt', 'G:\\\\test_data\\\\edf-triaged_queuelength.txt'])\n", + "parse_files(['G:\\\\test_data\\\\srsf_queuelength.txt','G:\\\\test_data\\\\edf_queuelength.txt'])\n", + "\n", + "q_diff_lists=[]\n", + "q_var_lists= []\n", + "i = 0\n", + "for key, value in q_diff_dict.items(): \n", + " q_diff_lists.append(value)\n", + " q_var_lists.append(q_var_dict[key])\n", + "plot_cdf(q_diff_lists, name=\"\", output_format=args.format)\n", + " \n", + "plot_cdf(q_var_lists, name=\"\", output_format=args.format)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}