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@mikkkee
Created December 24, 2015 15:12
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Analysis on HDB flat resale price in Singapore from 2000 to 2015.
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{"nbformat_minor": 0, "cells": [{"execution_count": 1, "cell_type": "code", "source": "import math\nimport matplotlib\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 2, "cell_type": "code", "source": "######################################\n########## Helper Functions ##########\n######################################\n\ndef df_by_town(df):\n \"\"\"Parses a dataframe by town and returns result in a dictionary.\"\"\"\n town_list = np.array(['ANG MO KIO', 'BEDOK', 'BISHAN', 'BUKIT BATOK', 'BUKIT MERAH',\n 'BUKIT PANJANG', 'BUKIT TIMAH', 'CENTRAL AREA', 'CHOA CHU KANG',\n 'CLEMENTI', 'GEYLANG', 'HOUGANG', 'JURONG EAST', 'JURONG WEST',\n 'KALLANG/WHAMPOA', 'MARINE PARADE', 'PASIR RIS', 'QUEENSTOWN',\n 'SENGKANG', 'SERANGOON', 'TAMPINES', 'TOA PAYOH', 'WOODLANDS',\n 'YISHUN', 'SEMBAWANG', 'PUNGGOL'], dtype=object)\n town_df_dict = {}\n \n for town in town_list:\n town_df_dict[town] = df[df['town'] == town]\n return town_df_dict\n\ndef months_in_year(year):\n \"\"\"Generates a list of string representing all months in the given year.\"\"\"\n year = str(year)\n beg = '-01'\n end = '-12'\n return [x.strftime('%Y-%m') for x in pd.period_range(year + beg, year + end, freq='M')]\n\ndef mean_price_per_sqm(df):\n \"\"\"Returns the mean price per sqm for given HDB dataframe.\"\"\"\n price_tag = 'resale_price'\n area_tag = 'floor_area_sqm'\n ave = df.loc[:, price_tag].divide(df.loc[:, area_tag])\n return ave.mean()", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 3, "cell_type": "code", "source": "###################################################\n########## Read, combine, and clean data ##########\n###################################################\n\ncsv_1 = \"Resale-Flat-Prices-By-Approval-Date-2000-to-2004.csv\"\ncsv_2 = \"Resale-Flat-Prices-By-Approval-Date-2005-to-Feb-2012.csv\"\ncsv_3 = \"Resale-Flat-Prices-By-Registraion-Date-From-Mar-2012.csv\"\n\ndf1 = pd.read_csv(csv_1)\ndf2 = pd.read_csv(csv_2)\ndf3 = pd.read_csv(csv_3)\n\nframes = [df1, df2, df3]\ndf = pd.concat(frames)\n\ndf['town'] = df['town'].map(lambda x: x.strip())\ndf['flat_type'] = df['flat_type'].map(lambda x: x.strip())", "outputs": [], "metadata": {"collapsed": true, "trusted": false}}, {"execution_count": 209, "cell_type": "code", "source": "# Let's see how many HDB resale cases we have now\nprint \"Number of HDB resale records: {0}\\n\".format(len(df))\n\n# A glance at the data\ndf.head()", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Number of HDB resale records: 435050\n\n"}, {"execution_count": 209, "output_type": "execute_result", "data": {"text/plain": " month town flat_type block street_name \\\n0 2000-01 ANG MO KIO 3 ROOM 216 ANG MO KIO AVE 1 \n1 2000-01 ANG MO KIO 3 ROOM 215 ANG MO KIO AVE 1 \n2 2000-01 ANG MO KIO 3 ROOM 218 ANG MO KIO AVE 1 \n3 2000-01 ANG MO KIO 4 ROOM 304 ANG MO KIO AVE 1 \n4 2000-01 ANG MO KIO 5 ROOM 221 ANG MO KIO AVE 1 \n\n storey_range floor_area_sqm flat_model \\\n0 07 TO 09 73 New Generation \n1 07 TO 09 73 New Generation \n2 07 TO 09 67 New Generation \n3 04 TO 06 97 New Generation \n4 10 TO 12 127 Improved \n\n lease_commence_date resale_price \n0 1976 159000 \n1 1976 167000 \n2 1976 163000 \n3 1977 260000 \n4 1993 408000 ", "text/html": "<div>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>month</th>\n <th>town</th>\n <th>flat_type</th>\n <th>block</th>\n <th>street_name</th>\n <th>storey_range</th>\n <th>floor_area_sqm</th>\n <th>flat_model</th>\n <th>lease_commence_date</th>\n <th>resale_price</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2000-01</td>\n <td>ANG MO KIO</td>\n <td>3 ROOM</td>\n <td>216</td>\n <td>ANG MO KIO AVE 1</td>\n <td>07 TO 09</td>\n <td>73</td>\n <td>New Generation</td>\n <td>1976</td>\n <td>159000</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2000-01</td>\n <td>ANG MO KIO</td>\n <td>3 ROOM</td>\n <td>215</td>\n <td>ANG MO KIO AVE 1</td>\n <td>07 TO 09</td>\n <td>73</td>\n <td>New Generation</td>\n <td>1976</td>\n <td>167000</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2000-01</td>\n <td>ANG MO KIO</td>\n <td>3 ROOM</td>\n <td>218</td>\n <td>ANG MO KIO AVE 1</td>\n <td>07 TO 09</td>\n <td>67</td>\n <td>New Generation</td>\n <td>1976</td>\n <td>163000</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2000-01</td>\n <td>ANG MO KIO</td>\n <td>4 ROOM</td>\n <td>304</td>\n <td>ANG MO KIO AVE 1</td>\n <td>04 TO 06</td>\n <td>97</td>\n <td>New Generation</td>\n <td>1977</td>\n <td>260000</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2000-01</td>\n <td>ANG MO KIO</td>\n <td>5 ROOM</td>\n <td>221</td>\n <td>ANG MO KIO AVE 1</td>\n <td>10 TO 12</td>\n <td>127</td>\n <td>Improved</td>\n <td>1993</td>\n <td>408000</td>\n </tr>\n </tbody>\n</table>\n</div>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 5, "cell_type": "code", "source": "#############################################################\n########## Useful names for analyzing and plotting ##########\n#############################################################\nimport itertools\n\n##### String representations #####\n\n# Months from 2000 to 2015.\nmonths = []\nfor year in range(2000, 2016):\n months += months_in_year(year)\n\n# Flat types.\nflat_types = df.flat_type.unique()\nflat_types.sort()\n\n# Town names\ntowns = df.town.unique()\ntowns.sort()\n\n##### Fonts used for plotting #####\n\nplt_font = matplotlib.font_manager.FontProperties(size=10, family='Consolas')\nplt_font_small = matplotlib.font_manager.FontProperties(size=6, family='Consolas')\n\n##### Colors used for plotting #####\n\n# Color for line plot.\nline_color = '#E74C3C' \n\n# Two sets of colors for flat types.\nflat_colors_jet = {flat: plt.cm.jet(i * 0.8 / len(flat_types) + 0.2) for i, flat in enumerate(flat_types)}\nflat_colors_light = ['#3E454C', '#2185C5', '#7ECEFD', '#FFF6E5', '#FF7F66', '#29D9C2', '#BDF271']\n\n# 26 colors for towns.\ntown_colors = list(itertools.chain(\n [plt.cm.autumn(i) for i in np.linspace(0., 1, 6)], # The colors used for data of each town\n [plt.cm.Greens(i) for i in np.linspace(0.2, 0.9, 6)], # when they are in the same plot.\n [plt.cm.PuBu(i) for i in np.linspace(0.2, 0.8, 7)], # The number of towns is 26.\n [plt.cm.RdPu(i) for i in np.linspace(0.3, 1, 7)]\n))\n\n# Color used for bar plotting.\nbar_color_2000 = '#7ECEFD'\nbar_color_2015 = '#FF7F66'\n\n\n##### xticks used for plotting #####\n\nxticks = {\n 'half_year': {\n 'locs': range(0, len(months), 6),\n 'labels': [item for i, item in enumerate(months) if i % 6 == 0]\n },\n 'one_year': {\n 'locs': range(0, len(months), 12),\n 'labels': [item for i, item in enumerate(months) if i % 12 == 0]\n },\n}", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 188, "cell_type": "code", "source": "###########################################################\n########## Average HDB Resale Price in Singapore ##########\n########## from 2000 to 2015 (I) - Data ##########\n###########################################################\nprice_SG = {}\nfor month in months:\n price_SG[month] = mean_price_per_sqm(df[df.month == month])", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 196, "cell_type": "code", "source": "###########################################################\n########## Average HDB Resale Price in Singapore ##########\n########## from 2000 to 2015 (II) - Plot ##########\n###########################################################\n%matplotlib qt\n\n# Get data for plot.\ny = [price_SG[item] for item in months]\n\n# Plot line.\nfig = plt.plot(y, color=line_color, linewidth=2)\n\n# Figure settings - ticks and labels.\nplt.xticks(xticks['half_year']['locs'], xticks['half_year']['labels'],\n fontproperties=plt_font_small, rotation=70)\nplt.yticks(fontproperties=plt_font_small)\nplt.tick_params(axis='x', which='both', top='off')\nplt.ylabel(r'HDB Resale Price (SGD/$m^2$)')\nplt.xlim([0, len(months)])\n\n# Set title.\nplt_title = \"Average HDB Resale Price in Singapore from 2000 to 2015\"\nplt.title(plt_title, y=1.05, fontsize=8)\n\n# Figure layout.\nplt.gcf().subplots_adjust(bottom=0.15)\nmng = plt.get_current_fig_manager()\nmng.resize(800, 600)\n\n# Save image.\nplt.savefig('_'.join(plt_title.split()) + '.png',\n bbox_inches='tight', dpi=96*5)\nplt.show()", "outputs": [{"output_type": "display_data", "data": {"image/png": 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hvlPOrwJMRETyXnzuqwCUDBsRchLpLiwSoeaCy+j1g5/Q5/zLsLIyysfvD0Dz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\newiA0jN/Tclpv8rrf/TDn02g/p5bsS3N+Lr3oPL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"text/plain": "<matplotlib.figure.Figure at 0x1d6f66f0>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 197, "cell_type": "code", "source": "###########################################################\n########## Average HDB Resale Price in each Town ##########\n########## from 2000 to 2015 (I) - Data ##########\n###########################################################\n# Get data for each town.\ndf_towns = df_by_town(df)\nprice_town_overtime = {town: [] for town in towns}\n\nfor town in towns:\n dft = df_towns[town]\n for month in months:\n dftm = dft[dft.month == month]\n price_town_overtime[town].append(mean_price_per_sqm(dftm))", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 200, "cell_type": "code", "source": "###########################################################\n########## Average HDB Resale Price in each Town ##########\n########## from 2000 to 2015 (II) - Plot ##########\n###########################################################\n%matplotlib qt\nsorted_town_data = sorted(price_town_overtime.items())\n\nfor (town, price), color in zip(sorted_town_data, town_colors):\n plt.plot(price, label=town, color=color, linewidth=2)\n\n# Figure settings.\nplt.xticks(xticks['half_year']['locs'], xticks['half_year']['labels'], rotation=70, fontproperties=plt_font)\nplt.yticks(fontproperties=plt_font)\nplt.tick_params(axis='x', which='both', top='off')\nplt.xlim([0, len(months)])\nplt.ylabel(r\"HDB Resale Price (SGD/$m^2$)\")\nplt.legend(ncol=3, loc=2, fontsize=8)\n\nplt_title = \"Average HDB Resale Price in each Town from 2000 to 2015\"\nplt.title(plt_title, y=1.05)\n\nmng = plt.get_current_fig_manager()\nmng.resize(800, 600)\n\nplt.savefig('_'.join(plt_title.split()) + '.png',\n dpi=96 * 5, bbox_inches='tight')\nplt.show()", "outputs": [{"output_type": "display_data", "data": {"image/png": 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mWbNmLFq0iGbNmlnHnfvz1KlTmTJlCmCsi/jAAw+wb98+6tevT/Pmzdm6dSsN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\nRRddRNeuXSksLEy6bqKfpImJiUl77PRsJyIi5Lm60sUR76qvpzsDUT9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eABzfMwuLqrBh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x+3Pn+A+7aqBqg1xTq+UIxY0sTrsnPBrCI+c2EF582ESBy++5Dax9zaKFrevGOOZUqTgVTn/kq3\nmipuyOSohrQwfhHAWHJbcBjSwJQGGho2YSMQSfDohjZe3R1EyvTEgVhGpEkJvmA2xJsWRA5ttFD6\nn2SsWFzZUManVs2g0KMEZbqgwmVzM7NwFi5nggWnHWZ2Y9uoBrrH4JpFpbYTgEAEDnSo611Zl80r\nK085af4whJPKEXUVzMTERKDmiFJwMSAg+BIYoVNyza8r0qSUW6SUt+f8ffcpObKFhYWFhcU/gLS7\nMXbYeCA+wiH/Abb0b+TFzmfY59sNqBy0XFGUruwkNcA8KnXWDnwUKTXafOqL+5k9XQBUF4tMHlOF\n143Hph5/+12TseuQqhlgQW0A3KOLAUB1x0/KBE7NhddemBmaLsmez0Tab0Bu5WYi2zVfdyGE4ECH\nH8OUBCMGMukgbsZJmEmMWFa8DAayYV6H5sSMGP+0UOdEGFtdmnYVZWbqQ1bSzCyajU3YMql9zhOK\ntJm4tCB5TgMpBaGooMTew8yaysyS0nx1HwIRiJlONExsuvI8bZpdCVl7OXiWgIxDYM1JXy+cZOhS\nCLFA/KtIbAsLCwsLC7JTANLVi+nnXuh8hp2DW2kJHGEoNsg+3x788WGahnfTGW7NrE1PGSjQNQxD\nsL3/HI4GZhFNxujxq31ubVb5ZxVF0J8j0vLsSuhMrZ7Gu5aZmX0uqguDfmwz1UTKIXPbPAghMuOQ\njJypARNpvwGjpw5EkkodOnQnhik50OnPrEtGvKq1SMIFMpsz1TY4zGdfvIn1nVsZfqKTvXWPM/iX\nluMe75+NPafqVEPL3CtTpsO02Xtj1+xMS80YFYgTFlyge8FeS5E766CuKHgALUdUO206XpeOlEry\neJw2zFRgOre5MYUq5MnI6jdxhcfyhkWaEOI6IcTPhBDXAAPA9afkTCwsLCwsLE4SKWVmnmbaUQMI\nJZRj5dCcLCxdTJW7GpAc9h9AYhJIqAap+7v99AdDSAk9bWG2725gX+/pAERFT2Z/R/uTDIxEsNtM\nhsLqy73c6yY/NRLKFBpXnxFmSgXUlcGc6vH9jLFd/7WMSEvmrHn9ooE9rT6e2daBJpVgCKWmBTg1\nF619QaLxrOhL9jlJvq8V4+cDAJnqya7hAAd9zTzT+gq9f1L9vjp+sgvTMPlXINfVs2m2TBhWyuz8\n1FwaimaTZ8ujyFl8QnELgGsWJU6Vx6hrkmUFj4Nz6qglpflZMZbndOTM7cypwUzlpeFfrWLIJ8mb\nddJuAXyo5ralJ30WFhYWFhYWpwAT1Xg2t/ksZEccFTmLmVHYyOxilR/WEWrDlCaGTPLywS4W3PwY\nV/z0KHc962Rz+3ySSRuF+VEuPB26/IFRx1q3/1USRpLeEeWeVXjd5LtSyf9mkiKn4DvXafzwIxoe\nRyHjMXYe6Fh3CCbWfmNPq4+OgTBDvpRIS6iKUofuzLTXmF6dcvLu60VujcCfOmEoknk+GbMjEPR3\n9TGwRo1KCrf46Xnm8HGP+88kN9xpGzXkXomhsULMrbtZVrmSpeXLX3/nrkaq3J0ANJb348mrVcPt\nc0gXDwDkOfXRRQOZF5aCXgqJTvVzkrwZkdYPxKWUq6WUN0gpf/JGNhZCLBVCPCWEeF4I8ZHU3y8J\nIdYLIX6UWqMJIX4lhFgrhHhFCDE39fwZY9daWFhYWLz1UZ3/X7/vlCkNusPdHPEfGdVKI5gSLfmp\nQeMlzlKKnSXEkgnW7U3S0guP7VIhz1BM8uzOMHe+2kTC3sLcWa1UFCfY367EwKKpKtl+/cFDNA+E\niSVN8p12PA4b3nzVJT8pk7htBeiaqjh0OCrGPd9sKFN90WuvE+4cD8M0CUWV89Y/pNyktJsYjeh0\n+yLYNMHyxgr0hIHtISW6hCGxPX2YmlIP+S4bAg2vVopjbQBpmGgph+3Qbza93m0/LqFognAs+foL\nJ4B9jJOWJi1ox2vjWuIso8BR9Po7d81iYfErrJpvcn7dS+PmD1YUZPPaPA5b5j8Bo8KdQoeZz8GC\nIXDUvf5xX4c3I9LeDjwuhHhACPFVIcQZE91QCJEP3Ap8SEp5gZTyDuD3wDVSypXAMiHEcuC9gC6l\nXIVq//Gz1C5+N85aCwsLC4u3MF2hDh5vfYiHm//OM+1PsKnvVSLJyLhrDdMgEA+QlEn8iWwbjvQc\nyvT8SCEEMwpm4h/Jp7nbxbo9gpcOqCrLy07XqSnKI5Y0eXhTkKSZpMMXpHMQXHbBNStVAGlDm2Bf\np5rJmW52WpCnxh8Z0sDjrMkc33GcL+yxAizrpGWFTTr0aTvOYJ9AJLt2cFiSzNFEzd1KqE6r9uJy\n6BS+0obwx6AoNUHhqUMUux2UFiiXqFirpPZV9fi0m1ahOXS6njpEsPmNz6I0TJOHX2vl8Y1tb3jb\n8RjlpOW0CEkXDmgnk2bvaqQ0+DhLHX+kOnjn+CItZ2C6x6GRMFPvy9hxWZ7TQR9nBNWb4M1c0Vop\n5bnAh4BXgSVvYNu3AXbgzylH7DogCfQKIX6Yeu0M4EzgSSHEEuBGYKYQomictUvfxPlbWFhYWPwv\nYiDaD6iKx0BihLZgCy2BI+OuDSUDmcrIUCLbBiGYTDlp9mzyfl3eZEJBJdqiCcnujhE0YTKzop4r\nFk6lutBNj0+y4YBkwxElUubVO1mcctJ2dnvY1abE4pRC5aoUupXAMWQSt7M6cyyH81iRJqU8rkgz\ncsKdyZQY0MX4jVFHwtkqVinBN6wEjDTsHO5S4nT2pCJMw8S4d4/a543zMGu9aANhhp8/QmlKgJRF\nyqnd7QJdsGVmCSXvbAQpOXz75nGPfSJGwgliCZNgNEkiefJ5bZrIFguM76SdRB2jaxY200+l7zYc\nya5jxnIBlOXntD/RIpnijFzBeKp5M3s2hRBLpZSbgXWpn4lSAGyRUn5GCFEKbAbCwC+B3wLtkMn8\nuwI4BFwJNAEScB9n7THcdNNNmcerVq1i1apVb+A0LSwsLCz+VYgYyq1aVLaUhJlg99AO/MdpVuuP\nj2S3S4Yzj9M5Wnm2bNd/XdOJhpXg6vaHMSVML46QTOTjcBh8/e3z+Py9m3j0NUlDTeocproo9NiY\nWuGkuS/G0ztU1eSVcwaYVH8WU0rzOBxQOWn59myYzTFOCwhDJpFIdKFnxMd4hQMZJ00b/ys7EFYC\n0WHTiCdNhoZslJcl6epyEk+aVJe4KStw0f7gXhKtfszqfOJnzMLWreH43VYO/3YT9Xe+G4CaTTqa\nITBPryDpdRJ++wx4cB9H/7SNeTedi+6a+Jju4Zy+a+FYkkLbybfzsGk2DMMYJVjT7VNOykmz14Fw\ng0w5tOM4aek2HABSDxNL6c430+x37dq1rF279nXXvRmRtgpACPFfKIH1spTyVxPc9hDw4dTjJKpR\nrgM1aqo99fubwDBwjpTy+6mQ5n4ppV8IYRtn7bjkijQLCwsLi/+9pEObeXZvpsLveCItkMi2moga\n0cwXeCjjpGVFWtIw8QXV/kYSyq0ryJ8MQH1VmOuXLuTbT22lfcCg26f2s3haHjZhY+FkN819MfwR\nlTt22fIrqSmtyOSSJaWBx5YNeTnGSfofWzQAueHObE5aep/6cRybkYjaT2NdIXtafPhHdAIBjc4e\n5WQsb6xASsn+n6xX5/aeWaDrJC+chuPPO+h59ggV7d2ARtGr6j4lz1L3YbDWS9XCKvw7etj9X2tY\n8IMLJ+xYDYfHiLS8UyDShJ0YsVH3Ip1/d5zR4hNDaOBqhMgO0DzgmHLMEruuUeSxMxxOUOEpothh\nw6bZTtwo9ziMNY9uvvnmcddN6IqEECty+qHdD9wvpbwMJbg2TPSkpJTbgCYhxHrgEeALwKeAB4C1\nwKtSyq3APYBTCPES8B3gS6ldjLfWwsLCwuItTDTliLl1NwWphq+BRADDPLaQIBjPVmDGjBimNIgY\nYUxp4tRdo/KHOocjGKaG2xWjy6/ESW1RHkKYNNSquYvXva0MgKQBLjvMqXWjC53FU7IuWXm+Rk2p\nKgzQ0BAIJOao6QDjNYUdWzQAxwl3ynS48zgiLeWkVRS5qSx2IaXgwCE3EiXcSrxOhnf3MrixA0eJ\nG9u7pqgNvU7yL1OPD3z4ScTvNmDf1ocUkDxzEh6njhSC8htXIDTB/h+/wuZPPz7hlhz+HCctEj/5\nYeOQvVe6luukpfuknWTbVldj6vdsJdrGobpQCbJJReXU5tVT6a75h05kmKiTdh3wayHEQeDp1A9S\nygiw5Y0cUEr5b+M8fcaYNUlUztvYbdeOXWthYWFh8dZFSplpLuu2edA1nXy7l0BihJGEn2Jnyaj1\n6VYboByolw514wvHkAXZys40Lf3KjfPmxTnSrVynumIPleU+itzKBbv6jGp+v6aXkTA0TgKHTUcT\nOsunlwEtAMyty7bXSDekTcokemokkynNcXucje2RBseGO6WUGVfteDlpgZRjVeC2M7XSS48vimEI\n7DbBohmqyKHjYTWbctIVc+gpE6TS/Kj/3DyaHmsh1uTH3aRcSGNeBYESPyum1vNaUz8jCyo568H3\n8+oH7ufI77cQGwix8t6rM9Wfx2M4NNpJOxU49NG5e5BtwSFOrj8/uGalfh8b6kzzrtNrmV9XyLTy\n/OOuOZVM6IqklJ+RUi4CbgKKgTuFEK8JIb4nhDhbiON8ciwsLCwsLE6ChKnmUOrClknQLky1VPDH\nh4klDGIJg6RhYpomoVQyt12zk0jo/PqFZv70cjtdPaWZys40Lb1qtFMwFiVhwOQKjfevijN5Ui8u\nm3LBij0e3nOmckqWNQo0oaEJndmVxRTnqa+++ZNGTxJwp8KcweQIK6rOZnnl20Y5P9lrO1akjQ13\nGjJbNDCeY2NKSSAV7vS67VRLgePmtTj/3/OcVp2H26HuWcfD+wCou2IOBenT1ZJULa3h3R1fxrht\nBl3vLyK5agrxj57Orvga6lNCpGMwRNVljZz77IexF7noeHh/RvQdDykl/hyRFjlFIm16wUyKncUU\n5BSAyHEmDrwpyj4Ghe+EyhuPvyTfydKppSfv2k2QN5STJqVsQiXx/1wI4QbOBa5Ctch4I1WeFhYW\nFhYWr0s046K5MyKl0FFMR6iN9QeH2X4kWyiQ59SZOVMnz6Xhtrlp7hSs3tNG0pRUFzYwv8aTWSul\npGXIAOx0+ZSYmDUJkiKMECq0CuDS3Vy8SGNpg6Q0X8tUGLptHpbPyGf1Tj/LZ4x28wodxQQSfobj\nQ0wvmHXcazuRSDPGjLY6XqgzFE1iSvA4dXyvtrH+/X/H1pPKv3upA2bXEDgyxPCuXuwFTirPm8qQ\n/wDN9gg2zwhOvRpnWR69S5Nsq/JznucyjiS20xY9im43KfU6GQzE6BoKU3/WZBpvXMGem9cwuKWT\n+qtPO+61haJJkma24344dmrCnSXOUio9laPKBs1xZne+KRyTYMZjJ7ePU8ybGQtVLoQol1JGpJRP\nSSk/L6W0BJqFhYWFxSknkslHywqstJN2qEt9Odt0gSYgFDPo6SvGoTtw6k72NDsyQqFtKMRLu2Um\n7DYUihNIuHDaJU1dqqN/Yx344yrk58oRaQAlXoFNV0JJEzou3c1X31XN7z8xhXMaRzeqLbAXoaER\nMcLEjCjHYzyRNraZbTrv7nhtHtKVnc5nj/Li+XcS7QmSN7UYgIO3bkCaZsZFq7msEd1hw+Ww4Z28\nF3d5eyZ82BcepNdooaExQpdtGwA9oX7qK5Sb1tanHMriBVUADO/Kjsgaj3SoM204heM5c1RNyfp9\nvTT3Bsbb9ISkhXruRIZTlpP2L8hECweEEOImIcQAcBA4KIToF0J86x97ehYWFhYW/5eJ5DhpaQod\nRcTjNoIRGw6bxnffM5/PndcAQP9gETbhRDc9HOjMfpF3+ocJRiV3b2ojaZi0DCi3qdQr2dWmhOCs\nuuwIJpctLdKyyf9poaQLDZtmp9jjZPG0vGNyxTSh4c2EZI/fBPbE4U517plw53Hab4yE4zAcJf7z\n15CGyeyvnMU79t6AZ1IhgQMDdD11KJuP9p7ZqeNlCxXSBQ39kUEA6opKqMlTokoQIJAAACAASURB\nVLMr1MfkchW6besPIqWkKC3SdvYe97ogK9LKUv3XcsOdPb4ITR1+Njb1Z6pvJ0q6zYbMEWmmHH8s\n1P8U+9qGaesPkjwFM08nekVfAlYCS6WUxVLKYmAZsFII8aUTb2phYWFhYfHmSLffyG1z4LF5CAYL\nAJhS6kbXBPUlHoryTZJJG4NDXgZ9+XT4ss1s24bCOHRo6h7hrldbONzdAcC2tn6iCcm0cheFeVkn\nJh3uVPMy1fNpoZR2u9LnNJ7LVeRQbtZwfGhcIWJKMxPKtItxqjtTDWxft7IzksD+wD5kNEntOxtZ\n+IOL0F12Zn5BDeTZ8rXVDLzWju6yUX2JErLpCleBhi5sSCnpCyuRVuEppTpPVbR2r/89JYeeIt9l\nIxI36B6KkDe5EJvXSbQ3SKQ3OO45AZl8tOpSdY8iOeHOkYh6LRRLZipTxyMcSx5z79JCLF0sANmJ\nAycd7jwFJA2TjQf6eW57F4b5zxuw/iHgA1LK5vQTUsqjwLWoyk8LCwsLC4tTTjTVyDbXSRNCEA6p\nisrqEpF5rrZS5ae1dLs50iPoGQkjgLICiCVgYX0RHofO/u4RNrdL9nf7+PsmNQrqPy+bM+q4aQEm\nhJZx09ICKv270l1DmbOCfHvBMeedbytAFzbiZiyTV5dLbo+03IKAtABMD4rPjoQavz7P3zGC7fED\nAJz2rXMzz0//+GJEvk547xAAfYsM1g1tJ2kmMyLNoatjj8RDRI04eXY3+a/cQfW6PwLQ3bEN8bsr\nmXrgbwA8u6WFXX+6iaJCJXBzQ55DWzppvXt79rxSIq2qyI0AogkjI1pyhVnXULbhcC57W33c89JR\nDnaOjHo+3QvNHOWknaLCgVyCA/DU9yDif/21OfQORzClpNTrxPk61a8TYaJXZJdSDox9UkrZjxrP\nZGFhYWFhccqJJCMEAm7+9lKcvZ3ZL0yfXwmn0kIVnpRS4i3sQ9cNBkd0Nh8ZwTAlk8oFyxqVCNrR\nMcRnzp2B12WjdTDAC01KbHzt8slce8bsnHCmbVQ1ZlqkpUVAWkh5bHlUeerGFQdCCApz3LSxjNcj\nLb1dOqRnYmYcteOFO31/2oaIGZRd0kDJ4prMvfh71zPsOjd73D2L+vnuptu4ecMvM85dOtTZF1Zf\n7xXocO8NVPe1ANA9aR5UzuT07d9nZvP9GMLGlvprGZ6tiiF8O3syx1t3ya949dqH6XvgBXXNKZFW\nlO/E7VT3K5LKSwvkirTBY0VaNG6w9Yhy9va2+Ua5aZlwZ0rEph8DiOMPIXrjPPRVePQ/4cVfjnra\nlPKEYcz09dSUeo675o0wUZEWf5OvWVhYWFhYvGkiRoTe/mKCUZPHd3ZimpLBYIxQVKDrBjanclpC\nySBoSSpKVTJ6eyrUOace5k9VX97P7u2iutDNRXMrWb2nBVPCdWeX8rGz6xBCy/Rcs48RRGlXTU+J\nMX2Cjk065OmP+44J242Xj5YmN+SZHDNtoOPR/Ty9+DdsvfEpOp88QPIhVRQw779WZba/ffe93Lnv\nIfZdGgSbQHPoXHr9u3DqDl7r3kHSlFS6q5hWMAMgG+oMKRFcs/j9AHR5S+HmJozPPYStfIDz7TvI\nMwKEZqvtdj53mD2tPoZ2dBMeUsLv8E13EPP1Eokb2DRBvsuWaQOSzktLtwwB5aSZY+7N9qODmVmf\nvmCcwUAs85oQIiPG0jNaj8lJ+8Xb4QfLwTh+KPWEJOOw/SH1uG3bqJc2Hxzgr2uOjGovkkvaGawp\n+eeKtAVCiJFxfgLAvFNyJhYWFhYWFmOIJMIMj6gKw4FgnF0dwxzuU7lQhd4QIwnVkHYkVZU5uVqF\nFjuHlUibXS9orAOXXbCrw8fRzr187s6/Ezfg8sYevnBxZUYAVbhVUnzuEHYg0zNNGzNfM5d40jjm\ni9ut5+HQnCRlgmBydNjuRCJNEzrJJOw86iMUVUIj7fLt+/7L+LZ3c/CXG3j5nX9DRA3MZTVUzVHn\n6I8Feejws2hC4z8u+yznPXs9q56+jssXXczCclU4sKNnD2974T4a9m0CoC9VNFAx2A5A1YqPANAb\nHsCQJt8a2sU35RC/c3RwedlRZhuPA2AeHmLjgX423ZEdvt7eVE/f77+u3p88FU51O9W5h2MGUsrM\nGCunPTVrNEeEjYTj7G9X72la6BzatgluLIRWNWQoHfJMFw9kB6xr4O+GvU9D80bY//wx93ZC7HsW\nwqmxYx07R73U2hfEMCWd4ziAsYTBwEgMTUBl0RsfFTUeE21mq0spC8b58UoprXCnhYWFhcUpR0qT\nwQAkk1ln68WmXg6lWjcUFIQYifsxpclIamZnSb5GbZmRyUebXQcOm2DZJCWSLrt1NXv6C5hR2MOP\nrp6JpolMaHOydxqFjiIm508bdR7p9h9jw525vLCzmwdfbRklOIQQFDmUO+eLDY5anxZpmrTzyt5e\nWnLaUehCp7XNya7mEY60Z520SG+QwU2dCIfGjGWHcBaEkS4bnnfnwVdr4far2Lj+NkxpsqBsFitr\nF1O5aiqVq6YCsKRS9TXbcug5WPc7uPcGiIezTlpgCMqm4a6aTYmrkISZ5Pbd97Ktby8Am3p2cmvw\nMKeH/gRI9I4RdMNk8MU2ABzuGKZpo2Wtuj/pWZ2edLgzmiCWMEkkTey6xuRUe4/ckOeWQwNICQ01\nBSxpUAUMR8P5GLFIxt3KDQdDNtypoWWEHAAb/3bM+zQhttyXfTxwFKLqvYkljIwLOBg4trVKd8pF\nqyhyY7edmvy4//lSCAsLCwuL/xNs6dvApr5XJ9x2IWrEGB5RAmnx5GK8Lhtdw1F2dSiXo8o7jInJ\ntu4naA2oujaHbqeoIIxhShqqnOS7VWjs/Bo1ZvrwSCVO3eDuT70Dd/FiIBtK9Ng8XFh3KVMLpo86\nj2kFM2gsmkNJKnw5tuXGSDhO12AYKeFI92jHrNipxjIFEn6SZrYNRbpwoKvf4ECnn7W7ezJOXCis\nMTCo/I/h1O50TafryYMAJBdU0fbv1zL1J14iD1xN0XQHmAZse4D1TasBOOvoNkhkBSPA4gol0rYF\nOpSsiQZgx6P0pkVaNARzLwagOq8cgIcOPwvA9XOuwG1z8cJQE787bSHeQh8yYXJ6xEBrGkDaNKIf\nV/end1slSElRSIk3T9pJe/rnBO77GgBejz3jlKVDhId6BmnuDaJpsHhGKWUFToryHERt+XRUnQ0d\nu4CsWI4lkoyE4zlOmhgt0nY8DNHjV6COSyIKOx9Vjwsq1e/O3QAMjmTv51AgBpvugbs/p7bh1Ic6\nYeJ90t4lhPhczt8bhRBHUz9XnbKzsbCwsLB4SxIzorQEj9IWbGEodkwdWobucBfRVNuNiBFm2J+P\nLxTjty/t53D/MIPBKKaEApeNGtseAFqiQQIJpWZcNhdbm1Woc9nUbKDn0iXnZx7/+KoVLJw2J9Mw\n9ngzMdO4bR7mlSxE08YPdx7qygqz5t7gKBFq1xzk2wqQyFEFBGknra1HffEbpmTd3h5MKTnUkt13\nJCpIJFS4s+sJVcVpLKtjuKCBbfUfAJtGwcLz4XstRK/6GVvKJwGwctvjyNXf54ZHv8NnHr4JwzSY\n5K2m3F3CsIAj3tSUhNfuoi+izqsiGoI5aZGWbdD7zmnnce3sd3Hzii9g12w8Mnk2RrVyLn1/2Iow\nJeZpFUQveTeUu0n0CbRdvRRt+i0kYrgd6n6FTRsjHUcANWc0LWZ6fBH6/VFe3q0qbUOOFvJcdoQQ\nNFSqMO6hye+GLiWW0jlpa3f288D6FoIpI05Dg/ZUDpluh3g4K7gmQO9whL+sbeZI2dugfhHMvUS9\nkBKHue6ZLxjDvOcGeOk2eO5nAHQNqc/tP12kAV8BcmclOIGlwCrg06fsbCwsLCws3pKMxLNCJu16\njaUv0sv6nrVs7leulz8SIhjysLWtj9eO9nPf5mb+tukQd286RL4jyrzwHTRGH2Ne5EHOKFvMuTUX\n4dScvHZQibQz6wcpdZVS53Bw2swP8fVL5/GNd8znU+fMBEbPxZwImUHnOV+dUkoOp0SaECopPjfR\nHbJumi8+gJQSKSUJM040Juj3x7FpArdDp3c4ygs7uvCNSGy6pChfnVcgqENM0v3sYQAcCxxUFGQF\nqNdth5JJbJn9NmKaYJa7jLJYhK1rfs2TTS/x9MFXeKrpZYQQLMmrBmBrTYMSMvufoz+gGtNWxKLQ\nqNp41OWr/Lx6bw2fmqcKCRZVzOUDjZcB0DNVuVfdT6tzalkUIK7FSVykigpsTx2isONVeO4neJpf\nBiDiqiDgVOLP67HjdtoozndgmJInN7eD1GlL7OeomXXDZmjdCGnQXr2KaGAEIn40oREMavQOx5AS\n+gfTbVhywp3nfFb93vjXE7+pw11wx3Xw8u0c6hwmLnX2NHwUlrwPauerNam8tIEcJ80wwa+nhO7T\n3yfU34k/FMeuC8o33Aqrv3/i406QiYo0h5SyPefvV6SUg1LKNiDvlJyJhYWFhcVblrTTBdAeas2M\nO8qlP6LEQl+kl6SZ4Eh/CMOAlkGVE3T14hq8ThsDwSiPbmvCa3YzL3IfjdGHqE/uwGv3snqHn93t\nYYrcGitrWih3l9NQuhJN07jp8oV8650LMn3JjDGVkydCSpnJgcp10np8EYLRJHkuG421qndby5gm\nr157IbqwETOiRI0wYSOEiclQKqQ5uTKfs+ao0FpbvxKYtbVxyorVeQaDNvpfbsUIJzCnFVPrbuOS\nJZOpL8/DpgmqilWS+vou5SKtnH4urPwoD3jKMufw3+v/jGEaLPYrF3Nr3WyYdxlxYDARRDNNymoX\ngFv1fLt06jlcOeNivnPmF3HZnJn9nFmzCIB9s0YXPGxbcJDHgr/iwPl+pCawrWujf2MhPHULnhd/\nCEDYXcFIfr26J2517WnXyTAlvclWXos+Sl8k67R6+vZQ27seU3Owb/q10LkHITR6erMiddCXyhUM\nDMBwJ7i8cOl/gmaD/c/BSC+EhuCJb8OOR7InbSTh9++HDX+Bv32ansPKqRwomUfgtKugboFa15ly\n0kaUk5bvUp+XwaLZ4C6EWJCuNSqPrSrZhfbI11T7js49nCwTFWnFuX9IKW/I+bP8pM/CwsLCwuIt\nTbr6ElQ+Vne485g16eR6iUlfpJfm/hid/hDhuMHMwi7+csE9HPzuFRS47LzWJlnbNRvcqS/Sobvp\nC0T4yROqd9ePzj1AiU2Fz5KMnwP3Rpw0Myc5Pbf57OFUDtqM6gKmVqmq0ObewOjeXkLLFBC0BA/T\nHDiIlGTyzmZUF1Bfkc+MarV9nlujojyB16uOGQzodD6h8tGMZbVU5xnYbRoXnl7LtefNoMDjIGkm\n2dC9A4CzahYTufwWnky5YaV2J0eH2nls/xpOb3oFISV7dIgs+yADLiWSymJh9FQ+GkCJq4jPLLiG\n2vzKUfdhemE9pei0NmTvwXBplJHqJKZIsNG7juIvzgJTsu2VS9j84nk4faofXcQ7iUCeCscWeNS1\np2eDOpwG6yL3Y2LQH/FhpJvVdu9jQdNvAdjV+An87YeIxwRDPhtCgF0XRCIa0ahAtKWa6U46Hbzl\nKlxpGvDXT8E3Z8Lj/wW/eQ+s+bVa98TNcHgdFFQSrlqI312TuaaWRCHUpZ20XcTjSfzhBJqA6SXq\n8zJUPAc+/xTodrr86rNUs+sOZal++A6oPf4A+okyUZG2UQjxibFPCiE+BWw66bOwsLCwsHhLk3bS\nyl3qS78leHTU61JKhmLZnK2eSDcdAyZH+tV27566BTF8D6XuKP92oWol8Y3NVyEn3QZoMLKar96/\nieGwwfIZXj5c93Nshtpf0hy/X1bazZuQSEu5brkuWtIwae5RrtmMmgKqity47Doj4QRDwdHtONIh\nT0MaaELHliglElVhzrSbtGJ2BQumlnDGnDw0DdzuOCAJhuDoo8rNMZbVUT2pPrNfXVNiadfAAQKJ\nEPXeGiZ5q3mmcx9BTWdh1M9X+5oA+MW6O8g7upGZgSESmLxcVMKfZqnxURXREIlZF/DMwVfwnaDL\nvhCCMzyVDBfFibiUMNnXOEQyFuM90y8EYM/7gyz/85VoTp3DTYvZvvo8AMK6l5H8ycBoJ+3yZfX0\n5W0kQSxzjwYjqZmnXXupGtxKw+A6DN3Ja6FaOntBSkFtmZNJ5UrkDflsiHRPs3pVEMKya9XvnY9C\naBBqUx3D7r0B7voorP4uCA0+fi/dH38OAHtSJbg19wSV0CuogliQoc5W9T7mOynveQ2AwZqVMP1M\nzPNupLPiTHU9/RuUQFvx4ePewzfCG5nd+REhxBohxE9TP2uB64EvnpIzsbCwsLB4yxJItciYWzIf\ngaA33J0pEADVjDZmxOjrL6ajq4xX9ocJRgRH+9V275myFcwwDP6NL6yIUeH2s6lvBo8dqcP0XsBf\nDpzB/Vt7cdkFt7zbi5BBbHYV6EnPvxxLJtx5nG7+467NaWTb2hckYZiUF7ooynOgaYIplUo0NPcE\nRm3v0t3UeiZT7Z5EY+Fp+IZUQvy0ai9aSmg5bDpLGsoo8arwoqnF8XhMaBnB6Iggi1x4akLkNyph\n9VrrDm56/lcEY2HWd6pcrJWpcOQDu58B4L3F1bzH18wUI06Lv5eH8ypZjDr2j7ffydryGuyGwZU9\n7XyjaR2ffvgmfrj2Dye8F8srTiMWT9A+SV3jvjlDJAb8XDp1FQCvdG2j9gNzuODlj6O7bXQfqccx\nEkMKjbC7EiFN8l3ZcGVZgZOt/UqEelLjv9IVp3SrZr1Ly+M44sN0OibT2qVcyum1TuorlMD1+WyI\ntlQ+2uSUSFvwTqhshNLJ8In74Js74ZrbiNm9PCNW0DT5vfCOb0HjKnoC6v2dO7MOmyboH4mqdhup\nkOdAl3IDSwuclGy/E4Ch/GlIKela8WUi7gq8wVaK3/X/TplAg4n3SeuTUp4JfAdoSf3cLKVcIaXs\nPWVnY2FhYWHxliNpJggnw2holDhLqfLUIJG0BVsya4Zig/T0lXC0tZqOrgraugvpGYkQjCWpzR9m\nUX0q62bgdvJjL/C1haqW7ct/38Jpd32Qj730KQA+e2EFU9yqr5fNe07m+GMxpTm6v9brkJ0PmXXS\n0rlnM6qzszvTIq1lTMgTlJtW6ipHmoKjKRGXu22atLMnMbG7IuivqZRw44xauvQeEm4VFr35hV9z\n19ZH+K8XfsnqFpWc/7baJXSN9PFq63Ycup3Lrv8Dtqln8IXBQwDcUtpA3FOXOdbSoqn8YctzHKle\nwt93Pw3A+tbsDM7xOH3qWSSjMR6+4girP9tG84wRuqIJwrEo0wonEUqE2dq7h9KltZSdqVw/16Fs\nn7j8+EBGmAJ0BHvoCw9S6PBmern1hQcgHlF9yjQb7sXvZOmenyJahtH/vhePLUZxgUZNiQshJMGQ\nTrg7VZBSr4QqDg/ctA++1wJLrlZhyHM+w+Gr7qej6hw2LfwG8YtVS5Aen/oPQ11ZHpPK81LvYTAT\n8kzno5WZPvIPP4MjMUJU2gnHDA4Oqs9Gw7Q6xMrrT3jv3igTbcGxVAhRJaV8UUr5S2AE+KIQ4hdC\niJJTekYWFhYWFm8pAgklSPLtXjShMTlfNVdtDTZnhEzXyCAdXcr5ml6ToLa6n75INwCXT9mOmPY3\nsJVDZBf0/5qPz17DlGJoHQpxeFBQlzfEN8/axQdWlqIZw5C3Er1Q5ViN56SZOUUDuTlmx8MYJ9yZ\nnk9ZUeQCXwccWEt1sQeXXccfTrC3bXic40rW7u4mljAp8Top9TqPWZMbfj0U2IvtWdW2InlWPXu0\nLr636Tc0+zo40K9EycO7nyMYDXPplHOYWTyVh/c+j0RyYcOZFBZUwGcf43KXhwtD/Yzodn7Ysofy\nZBmfn3cdN53zdZo/9Ri3DKp7bddsdPh76B7pP+698BTX4wiF8BfFObAkREGBEjW/XP9XVtUtA+Cl\nTpUJVbZC5aDp+7LFAN5g66j9belVCfaLKudSlerP1hsehJ4mkBIqG6C4jsaBl8j/1Rocf9xO3l3b\nkVKiayaFheq9afXMBmceVM7M7lw7VuYcdalweUJ3caArRCSWZDikqmzLClxMrczmFqadtMGkcvhK\nDz6KAEqlem+7fWHaUhMwGhpnHPeevVkmGu68ndSMTiHE2cD3gT8DfuB3p/ysLCwsLCzeMgRSRQNe\nh3KNqvNqcWhO/PFhfKk8tI2H4hiGzpRyB2+fX0JdTR9NXSo/6MrZQXDNgtLr1Q4TnTh1g7s+spwP\nnzmdBz69ioOfP8xnl3WhawKt4CJoXIfNpo6XNBPHuFrJN9t+I7XelJKR1KDwQo8D7vgw/OxctJ59\nLJ+lhMamA/2092crPaWUbGjqo7UvhMOmsWpeFTJpsv8nr3D491sId6j7lBaCA+Fhml/eitYdxCz3\nYC6uJmB2sq5zCx99QjlAAoEEwsNxPrfgg+ztPcQdW1Rn/veelioEKKhA/8Jqbo/08W1h4LI52dCy\nky8+/H1m/fRSrn/wmxjS5LMrruHMyacDsKXjBJWJQhBOqPvpdNqpz7PjEBpPHXiZeo9Kvl/ftY2R\neDDjpJl7skG3Av8ROgaOMBJX92ZLr+p/tqTiNCo9KnevNzyQCXVSPUfdv6p50KTEUegvhxm8817k\nj1dSXKTey9aaC1TRgHb89zQQSdDnz/Y729fmyzShrShyo2uCurI8dE3Q748SrJxPUncx7ChHICl5\n/iYASspVK5FthwcxTElNiYd896kfwDRRkaZLKdMZne8DfielfFBK+U3g1EtHCwsLC4u3DCOpooEC\nu2pRoQudyd4pADQHjtA6GKS9V4Wt3nN6HVWeGtr6oXcYCt0mK+ddpHZU9snsTj2ns2JmA7+/7kwu\nXzgJ2+RfYNT9GADNOQmEQBc6GhoSmXHC0owVXa/HWCctFEliSonHqWPXJDSr3m507WV6dQGnTytB\nAmt29dA1GKZrMMzGg/3sb/ejCcEFC2sozney4yvPsuMrz7L5U4/xaP1PWb3w1wy8oJymZ1s2Mfk5\ndbzkxTMoCh3llqXXM6NoMn3DKrG+uNSLrmkMjgzzg7V/4Kq/fYnB8DDL6xdw1tTF2QuwlSL+kuRD\ndw/xxAd/wappZ1CVX4YuNAxpcsnMs/j3t13P0kkquX5Tx+7j3ouhsJ9hCWVJNw2hIs4c7uHqaUsA\neGT3Cywsn00kGeVPex6gbHkdCEFiXz/E1T3ckQfXv/Rt3vfkjXxn46/Z2a8KGxZXnkZlqm1Ib3gQ\nulTYmuq5APjiCzCSWSG0/9t9xEOxlEiTdFcsIzb5zBO+j+lcwSmV+RR47ASjSbYeVqHYqhLlltlt\nGpPKlDu4treAlrpLkEKnyH8ImxmDK35EaZ0qgEiPiZpZe2zY+lQwYZEmRKaRzPnAizmvvX7GpYWF\nhYXF/1kCqUa2aScNYKpX/f++LdDCg9taAUF9VYDaogJcNjdPblBfT2c1BNFLU4NtXDPAm5ockP6d\nRgjMlFumkRVeTl198UaM0QOxX69HmpSSHl+YpJEe4j26cMAfVqHOQo8D+o+q7vYAQ2oU0unTS5lW\n5SVhmKze2sHqrR3sbVUu0Kp5VVSXeGh/aB8Hbn0NYdOoubQBW56D4V29bLj6QY7uamH3wYNM3uQB\nDYyLp1MdOsDMukX8/Oyvk4yp8ykuLOAjZ7wHgDu3PkwkEeXK0y7izqu+jy3XUbrzTugdgJ27mH7f\nE9xx1fd47XP3cuDLq9n6+Qf59bu/hSY0ltSl5nuewEnb19bEZ3rm80TT5fxkzRLO7jT5xIpr0YTG\no/te4OoZb0cXOk82r+Ww0Unh3HJImGiHldezucCGjsAwDV7q2EQsHmMKdsqchVSknLS+8ACxQ6pv\nWdpJ6+tWuXSRcxM4ZnuJ9Ors23A2djsUO4YxNQeHKkd/LpKGiZSSZDjOS+/8Kwd+9AoA06u8zE3l\nOaaFVrndRvuDe0mMRFk4vVQ1GPbHeGmJ6vNWOrwXzv8SXPRlSgpcmWPYbdk5pKeaiYq0e4CXhBCP\nAhFgHYAQYgYq5GlhYWFh8X8YKSUxIzruXM708HOvPSvSChyFFNvL2H+kki5fArs9waLpSjCtPdDD\nK01JnHa4fmUM9MLszib9N5R8ECqObSxgcmwFpsemHJFIMjRqbXqOpn6c0NjRngBPbu5g9ZYO4klz\nVOFA3BfJiLSCPEem2SkAPpXkL4TgbXMrqSvLw+O0UVnkpqGmgAtPr2FqlZfA4UE2fvRhABb+6CLO\neeJDXDHw/6h610wSIzFaP7aRmc/noScFJWe4qDW2MNepQoab2ncRNxLMrZjBY+/+DV992yeZXzUT\ngeCrqz7Bjy/9D5y2nGazpom8/Xa+d+6H+eOSd8LNN8PgYOb6SzyFmXmYC6tn4dDtHOhvZmScuZfJ\nI/3M+Ok+PtU3D5dpQ0Ow0FdBfe0cLm08m6Rp8Oz+V3lvwyVIJLduv4vCZWrKgbZX9a0rCbTw27wG\n/vr2n/KR9go+/KE6Lv+ZD/54DZV2JXYKHo7w0P+by9EDC6BGibT+g+qaNs3xc+SrgAZH15Qz8kwP\ndQ5VfblfTs58BqNxg4debeXB9S0cfnAfXU8eJHHfHuy6Rl1ZHg01BThsGpgS+/NH2bz8dl656j72\nfu9lSr1OrjhzCtNTvesASgvc8N6fgBCqmjeVyjityotN/8eMQp+QCyal/K4Q4gWgGnhWZv8VasDn\n/yFnZmFhYWHxvwIpJRv6XqEz1I4ubHjtXircVZxWMh8QBFOFA7kiLZY02HuomiGfga4bzJzWQUXe\nHJKGyZfu2wzAB5b2s6yqavTB3KfB1PFH/YxXgem2eSAGESM0Zu2JnbTOQeWM9fmjPLe9kwWz1POH\n/n097bfvoejGZXDJDAo9dji8i9dcxWxyFXHDYGvGx7PpGhcvqj32PBMGr1x9H4mRGJOunEPjjSsI\nJyI82bqWh9+3mVWv5lF21ElpiyoqmDnlBaaufxH+bQ0ALx7ZCMC505fhuG+GOwAAIABJREFUsSun\n8N5rfoYvMkJNQcUxx2PNGnYHTH658n0AzP5LC2fefDP84hej1yWTOJ9/kfnl09nS08SWzj2cN335\nqCWxh3fiDsMe9wBFHKEusgx0lYj/6eXv44mmtdyz80me/8SdrO3YyBF/G/flBVhBAdp+VTzwtY1/\n55aZ57KieiOT7wzSnignvGE2gUm34fVdRlH9fObfrcTagb3LmFYxE2ma9G9VTmTv7BhH8/fx759d\nzNCv+mj/xGbm3L+UPC3CSNxN52CYurI8th0ZyLhk2+9UPdTEcJRJHntGVDUUuzn8wQfRmwZIZ6oN\nblSCz+XQWTWvmmmF0N7Syox3fTJTiKBrgvJCF73DURr/QaFOmHh1p5BSbpBSPiylzHzSpZQHpZTb\n0mv+USdpYWFhYfGvyyH/ATpDqTYRMslw3MdB/34O+Q8QSgSRSDy2PGypfmSmKfnjuqO0DRjYbEnm\nzGzF641Q4izl9+sOsbdrmKnefn7R+HWqSi8ZdSxTmmqf4zh22byxHCdNV05aOBketc3rDVfvHVYt\nGey6Ro8vwpb9UYbua6f9t7tBSob/ewO2R5pUuLNzF7eUNvDfJdNYM9yDmTAwE6Nz4AzT4Msv/4D/\nePmH7HliK8M7evDUFzLntou4Y9+DXLP637h997302YdpvckJNoEwwVbloq/uCNfOegdPSoGUkjUp\nkXbe9GWZ/bvtrvEFGsBvf8vaadn8tK9c+nmit/8empqya5JJuOYaePvbWfKycgbTIc9WXxe/WP8X\n+oNDmF1KKH1r0mu4bKrth5FUxQJzKxs4a8piwokoD+x+mhsWqGay7TOUSNf39eMiwZ/yy3gsHOAn\n9/yG9t0qvCmlxot738kl0STT7onjDqj3ZXiwEt8+HyMHBokPRQkVJwlUJDGlybNX+Kj5wCzMkMHB\nj+1ien4RAPvbhxkKxGhq9yMElDp15IaOzKVWhbMtWYo3d6E3DeCoyOP0n6nPmm9Hz6jPSn19NSvP\nXo7LlQ1xAqyaX81lSydRXuge/76fAibqz60RQnxeCFGf+6QQwiGEOE8IcRdw6rq3WVhYWFj8r2Aw\nOsDuIdVXa0Xl27h88pUsLVfuy37fHvqiKkRXkOOi7e70c7Q/hNdl4+LFkry8KAJBv0/npsfUaKMf\nLf8brqKlYBvd5ak/2kNz8CC++CBjSTtpucLLrjnQhQ1DJkmY2SkAJxoJFYklGQknsGmCy86YhMuu\nM7RrmM5/V+c26b0qkd3x2y34H9yH2bGLww4lBtfEYqx9+595dPJPiQ9H4JU/wHM/5eBwCzv697O9\nfx8P/07NeQy/I4+Pvvaf3N30OMFEmHllM7nlzC9xy6e/xaTvqCrLkk9M5ZtF9ayPR7nh0e/wyYe+\nRbu/hxJ3IfOrG8d9T4x2H8kmNR6L7m545BFemq56h7lsGkdK67h1xVVw5ZXw4otgGHDddXD//QAs\nXa+qKje372Yg5OOD9/4HP3/lLj5691cx+gIkMen1xKgXLUASM5yHjCrh8+llyq374+YHcUonn194\nHddedDXOco9yscL9/KlQSYkzXq0EqVE2fQjh0AjtqyfWVcus59RUCnuNct6a79pO/zpVTNE7K8a5\n4QBO3cHOwcOY367Hs6KUeHeY/hueRDMk7f0hXt7TgwRm1RWyeCSBiGTbsLj6c5ooH1Cfo1lfWM6s\nL56JqzKfhD9KqOXY9iljyXfZqSz+xwk0mLhIuwQwgHuEEF1CiH1CiKPAIeADwH9LKe/8B52jhYWF\nhcW/IHEjxsa+9UgkMwoaqc2bhEN3Mtk7jWpPLUmZZPegEnBeRzav7OWDKjfpgtmVnF41A4Fgx8F8\nVvzgaXzhOBdNHeTyydug8B3HHNMfV1WNI/HxepAd28tMCIFbV13pc0OeJyocSLto5YUuSrxOFtbl\n4/zuyxAxqP3AbJbd/V7in1bVjHtueIKmvYJ4yr072D6Z3hebifYE6X6qCf72GXjgy2zf9yQAJY5C\najepMOYjk7cSTIRZVDGXW1d9g5+f858sr16IEILaj09h1t5L2Ht+P4d0B6WeIpw2B88fViOJzp62\ndNx8OikloR8/R+h7z2D6I/DHPxISNjbXz0UTcPv7FgLwq5VX09QfgvPPh8ZGuOce8HrhtttY3B1B\nmJJdnfv55EPfonNECe1Ylw8hocMRpKFyKvayOjStC6TAePAZuPVWzqxfyDlTl+KPBnjf3V9iYMjH\nFQ0XUb5SVUOuefFF4kLj8qEhlm1Rzt+z7w2wbcUgQgo+ctcc3FEbh6cPc+Ry5fS13L2L3rWqJ1zP\n7Bhnn/FRLpyyFIA/H3mcujuX4qzLw7+jh5rOESQwGIjhsGksml5G1yNqP8Kt3uvwkez4sZEm1Q/O\nOVN9PosWqvC6b3v3Mff2f4KJThyISilvk1KuBCajKjwXSSknSyk/IaU8cXtiCwsLC4u3HPt8ewgn\nQxQ7S5lfunDUawtKF6GhZfqRpfPRWgZCtA6GcTt0lkwtodBRxJPravjhI8OEYkmuXjKZu8/7GUJw\njEiLGVHipprvGEoGMs5ZmmxO2uivtnTxQDiZrfA8kZPWO6yyk9IuyZZfPYTW6secVMBpv/z/7J13\neBzV2fZ/Z2Z2V7vqvcuyLcvduBtjwMbGgE0PnVBCCYSSQAgBUgglEEIIIQmQECB5KSF0MC2m2OCG\ne+9NVu99pe07c74/zmpXcgEcyHflzbs3115a7Z6ZOXNmzNy6n+e5n1Po9YcJnzMCcelYkLB11amI\nyFQmLimN7qfxnU0QKVDYWL0SgOu0M0nsNPBlWWRPLuLh4+/gNyfcwejMYQPmoHXUQbbBS1uWAPCT\nk67j3Sv+xIjsIQCcMWLWIfMGkB1eZLsHTAvr7ofhkUdYOWgcIaEzoSiNU0bkcvmUYsKazr03PKyI\nWUUFJCbCwoVwww2kPvQI5c29BLHY1LCLguRs3r78CcYLlV9XmdDNmJwyKJ+JrkfC3I/8BW69FbF0\nKU+fdz/XTD6PsGXywKdPcfmrd9JdrsKHnWubSJAW3/7cid1vUF3azRtp9SycsZ+wQ2ILqGv3ydwa\nnh2k4xiaRKDFQ81rKvTaOirE6NLpzCwaT5YzjdqeJhZ1byTnYrV+rvUxcjWpLBO7BnXvKpI27BoV\n8u3ZH1NhW7c3ALBQU+a76eNVkUPn5th+fCE/25v2HXa9/9046nIEKWVIStkopfxyLTCOOOKII47/\nWrQHlAoxNmP8APUKVHeBYWkjor+nROw3lkZUtOlDMnEYOp/ubuLvq2pw2nSeuuxYXrzYQYpWC/YS\nSBgzYJ+9Eb81AInEGx5YfXi4rgAQKR5gYIXnFzVX71PSctMUSfMsUQ/y0JXj6bE0uiM5TWk3TsGV\noyNbM5m0IYfSymRKq1KQNkVImj6rw4dGj2aww2YggJQVirSNvWAaT8y+h0m5ow85PoDe3cTCXatp\n8bopzyrlnFFzKM8u5Z0rn2TRtX9j9tBpWO0eQusHuvebVTECYn60Atxulpx0DgAzhyoPsp+cXI5N\nFyyXKbRv2w0PPQTLlsGMGWrDG25gii0HXQpcIYtnZt7C+IIR3JKt7C0qHW7GbamEb/8F/fwb1LES\nIvlwr7+OXbfx8zk38NQ593BX81TGrgnxSHcklLoul5/8cTx1G1VIPH+SIl8FgwsZ/v3pADhOyqFz\njEkYSe3MSG6YJQk6LfKOKcZpOLHpBleMmo9AsKh6He7j1HXs/Hg/ZfnJlOYkMaIojdYVNQTbvSSX\nZ1J4trofeyJWIGFvkFCdB0uXbHSorg7pfUpaP5L2+Mq/c+bzN/DJvpWHvVb/Tvx7akbjiCOOOOL4\nr4YlLbojIcd0R/phx4xMG41Td2EIg1R7Gu29AbbXd6NrghnDlCv/+1uVEvP9OSO5+vhhCPc/1cap\np6tei/3QEyFpNs0+4PfYnCLE66BHmzNSPOAzY8UDR2quHjataJ/GnNQEGlubSNkJUgPzmFxq23px\nR9pBpWW4GH+hshc55eMSTlmkQnqbTm7FWZCMry3MFcZsTi45jqCmMTQYou0DRQaKzh552DUDQEoC\nLZW8tnExAD868apoaNOu2xiaWYIQAt8Lq/E+9imhrfXRTc1N+2PrcezJsHIlS0cpg9dZwxRJS3fZ\nmV6agSVhcYcFd90FE1XOmgyEkMCVM3/M2m2X8OI/bYy67AaoqCD93eUAlFXs56zHXgavF71ceZeZ\nGercefNNleMGzM2ayMXNw/heyzgco1LYPbwDKcDWlETAn0hScgeXn5LPW5c/zluXP86kB05h6rPn\nUP6X2SQnK2K9dmx99D5oHhFgfN6oqFJall7EecPmIIFnxUfYs114qrrI9bQzaWQSmiaoe0vl1xWd\nM5LkYapIoTdC0nr2tiMkdOeFqPU34Qn5okpa1+am6Dpui6hofQUb/z8RJ2lxxBFHHHEcNdzBbixp\nkWgkRUnTwTA0G3OKTmNu0Xxsmp3l+1qREiaUpJHqtCGl5IOtquruzHGRpt/dKnfr4FCnJU08YVUl\nmOdU1YQDlDUpsTjUgkPNw8CuOZBI/KZSyY4U7mxz+7EkZCTZsdt01ry/At0UuIcISHZQ1dJJd73K\nj0px2SksWk/d4F6Seu2UHkghYDdZOKWa9DkqOd5ZmU+LZiMYDDNxWy3d21uwJRvkaJ9ApXroV7TX\n0hvoZ7bbVc879fvp9nsYnTuEuWX9XPRffRXmz4c9ezCrIorQ9gb8IZP6bh/m2l3RoWbZOGpHHENF\nu5eUBIMJhbG8wNNGquT8D3e1YNW2El68meBfPyb05PuYq/dgfFCPjsAomQ+bN8PIkZiassWY1xXG\n0dwKTz6JXrcbLAsrtQA5tBxaWpQqB5i1sdyvD858lLM+uYGZ9Tcw59c6E6d/yAmnvIY29jQmFIwk\n0e5EtxsMvXoihUVFOBzqntoQ3k/uHNXrtWmkn/E5IxERkmZJi7OGzqQ8vRh32MPe8Spf8Zk//oXr\nFv2cYChI3QK1HsXfGoWrKAXNYeBv7iXk9tO9SynB3YXqXtjfVU1SWQZGoh1vnZtAm1JeO+vbmbg+\nhw3VX9Aq69+EoyJpQuEyIcQvIr+XCCGm/numFkccccQRx38quiIJ/OmOjC8cl6AnkGhLossbZM0B\n9dA+sVyFxrY3dFHV7iEnOYEpgzLB/TF4N4BIgOSTBuynN9SDROLUXSTb0tDQCFj+aMWmjBA0gThs\nw/RoyNP0IKU8YuFAXz5aTiTUWbdoLwBtE9WD3O8zaKtTJC3VZWO/u4YPzoyFHDdPa8LjDLFmUBUA\n5XuVyhgMhChdq/aZn70F/fUb4eHpLH7xBuY+ezXfe/ue6D7MqrW8FWn79J0pZ8XO59VXlU3GwoXI\niy9Ftqtwb2BnIyc/+TnHPbYUX1fMOsKq72LJflUhefyQzAGGq6eMUNcgUNlM+PUVWFsqoVuRksCn\nu0iPqInZtlSs3DxkOIyVqlQm/c6b1U4eeQTxu0fQ3A2g6ZjnfFt9HqkSNWs6o8eTjW4mFY2mOLeA\nnFnDGD5mHWkZrcjhJxP4YDtmfSyDKs2RjMuegGHoBMJB7D8bxo55bipO89Pp7ub29x/BE/Spay4E\nl48+lTRHMvsmKFWzZIOLDn836x5dhLfOTeLgdDImFyA0jaShkS4DFZ24IyStq1CFr/d1VqHpGmnj\nFIHts+KY9mwi579ZRuJiL52+/7/+/UerpP0JmI6q6AToAZ78RmcURxxxxBHHfzy6Io3R044Q6jwY\nb2+sI2RajC1KpSBCgPpUtPnlQbQ942FfpCF42tmguQZs36eaJduUO35ixJm+zyjXPIyRbX8M8EuL\n/Cci//VHc2ckHy3dScgKI1ar/ZfNH0an2YwQBh0Z4wBI3fMu65KSqc7vZsnMOlLKnYSnKeXmBX0J\nlpCUVidjD2iEgmHYWwxA4Zh2OOYs3JqNn9VsQyL5vHoTq2u2ALB0x2LqLYuChETOGH6ymth778Fl\nl4FlQXIyVmUzRPiYWdVOQ2sPrqCJzZYIZhASbMieAOt2qLDdrLKs6DlKKclaX80FiTYu1hXJ1YYX\nYVx8ItJpx6zqia2bJdnz5BvIW+4CzYZIdyFOPxWmT1ddCz74AL1TtcIyR6ucMt58E8JhrOpYfpzV\n0I/cFEWKTIbOILTDg/8f6/C/vD76tRCCXFcmjgSlpi1hK6uv7qS8pIxHlz/He7s+Y8m+TVjSQkqL\nZHsiDx1/KzddfyOaQydnn4PsvXZqfqlMkUf9djYiYkIbDXnua6d9p1qbrqIISeuqAmLFA39+9Vne\n+/ADynYrBXJQdTIb6ndG5/nbDX/log9uoc3XQefmRpoWV/BN42hJ2jQp5U2gjHmllJ3A4XXuOOKI\nI444/mvRGVHS0uxfTtK213exo8GNw9A4Z3zMgf/9CEk7PeN34NsGRi7k3wuDnh6wvZSSnnAfSVMF\nCEmGenD2RFpOWYcxsu0PZ6TCszvYwa4uRYZ0oQ9Q3aSUtHTHigY2795KRqUN0y4ZefIoumRDdKxl\nBkj8+5WsTFWJ5uvO7eL0JedyVkjlL3kSQtQV96CbGkMqUhm/NJP2+kKEISh4biHc+A6/OvEHNBsJ\nOCJFDI+vVJ0UXmxU6t3lRWNIMBKQy5YTvuEnyLAJd9wBH38cVbUADAkzBZzgU8pau0tHL1TGro17\nlH1Gf5Jm1Xbi/9sq7ttey0k9fkxAnzUWrSATt+5Eek38umB9vtpHZXUA80pVIKAVpKocsfvui+5P\nL1bjzJAThg1TIc9FizBXxpq0W9sOxC5GwSi4fRlc9xrhnSpB36yLqW4AOa4sHA7VTP2dPYsAKEsZ\nxI5mlXO3raECiYxW9GY705k0eBx5Jw8F4NRf5YDPZO+EHm7t/nM0FzF5qFJ+e/a307VLrY23RH3X\nR9L6bDiMPUHWP7woOqeiuqSowW+Hv4uPq5bT7u/izX0fseycf7DktBfx1HyzNZVHS9JCQgidCH8X\nQmQD1hdvEkccccQRx38TpJR0ByIk7TDhzqo2D4t2NlHT7sEfMnl7o0psnzc2Xzn0A03dPtZVteHQ\nTU4u3A7Z34ex1VBwD+gD2+z0hTV1YZAQ8TxLsqmeip5wj8pHO4yRbX8k6E4MYURVNF0YZDiyB4zp\n6AkQCFm4HDpJCQZbP1BKjDU+Ed1pgC2mBnUHWwlisd2pCMrQzBJIL+Y4Xyd6hBDUHKMI35nvDWbu\nKwUgYdz9c7CnOVlRtYFXqzdh1wz+0baTZDPEyupNvLntI5aaFnbL5MJpF4PbTeCnz+CZ+SNC19wN\nv/41HHss5jmXqrlF5nPPoBRu3qYS+xc7k6mLrHOhN8iZo/MoTo8pk1ajOg9NglnlZU9zCOl0IKWk\nYauqviXfSZ61AwBjf2s0HKkXRPLaTj4ZZs0CIdDPPwWIVJZeeCEA8sKLsYgd09xRCf27RAw7AdIK\nMCOmu7KtFxmIGc7mujKjJK3H62Vc1nBSRKyP5rbGAwPC1q9u+ZhffPI4BWcog1+HRyecBG/M282O\n5v0097azunEzgSJFe9x72vBXqHUYfEw5htCpcTeyvHI9+kil0ubvdFD+eTKWkFhCktucyMYDiqR9\nVrsGKyJlfrJ5Kd6abqRp0fxpJd8kjpak/RF4G8gRQjwIrAB+9Y3OKI444ogjjv9o9IZ6CMswTt1F\ngj6wVU7YtHh+ZSUfbm/ij4v3cd+7O+j2hShKd3Lc0Jias3B7HVLC7IJtJDoMKLgHKex0BzsJ9usM\noI4XU9H6lC+HnoBNs2NKE5/p/VIlTRMaZSkjKUsZyci0YxjsGk2qEWuj1Nkb4ONNSikrzExECEHH\nElV5mjunFIAuXz0yQgabAq18ljMYv6l+H5Y5CByJJLnSuK6rmsnORPwTVTFAelcCpiYZ+vuZjLrr\nRALhID/58DEAfnD8FUwcNZer3OpYdy58FCkEZwS6yCgcA7fdRihiZRIeOzNa6RgerqoxP3cqMpb1\n4XKGRlz1txgGL9arNTs1xcGTFxwzYC2sFhXOFE5FaAfXeWi6+RUqrvsHpZ0+pAZpmQbDNr8AwCi3\nj469Kn9Lq14DVx8H9QfgnXdg61b0M2eBAKuuE3nueeoYegpoevQYlpaEXLBg4Dw6PFjNkdCqBOvj\nFTBpErz7LsPSSqPFA1ZY8vDxd7C2NqbMuf0eajqbMWWY3oCP3y59nhc3vkPguMTomHWXdtGbrEKZ\niypW8vOVj/Gq/1MA9ry3BYKS3swwpXnFDE4twt3j4YrX7uLx1rewNElih4FuCnaO6qAtz49uCdo2\n1uEPBVhco+w4km2JJFTHtKrmz/opht8AjoqkSSlfAu4AHgIagXOklK9/ozOKI4444ojjPxpdwSPn\no+1ocNPjD5OcYJDqtBEyLTQBF0wuRtNiocW+UOcZgzZB1rVgZOIJ91DrqaTBUzNgnz5TkR2XkTTg\n82RbLOQZzUnj8EoaqGrTBN1JKASvr6jkH0sqWLy5gV21Xby/thavJ4j26Q5WLnuFH3/8MEnrFOkZ\nfroiOdVtNTT7lCrY4W/hufKZhEJqTGl6JIybUcIdnRW83lnBLzrew5MTJmg3efHyXbRN6obmZj6r\nWENddxPDMgdx3dQLYdplXNVdS5JlMdSbgs3SuDw1G/75T8zXP4iGNs3qWLVkW6Syc22Ek5hGJlam\nqoLc77JTYVfrcILTwCYtePd/4LwRcNeFUZJmZNkJDU4iBCR2+8n2KnLsTw8jDA29cCQd+EmWEmOL\nul764qdh6yr4yz2QkgJjxiASbGgFaWBKzIRcmDkTs0zlnRnjihE2CYYD+YtfQSjWNzO8K2ZzAWD+\n7EHYuBHuuovTS2fywrzfUJyWT8gMs6+9muWVKm9tdG4ZoEKepjRZU72DcMQ0uD2xl7G/msOOc3pZ\nMzXmdba0SqmilWlKKXREopJdRSGKkvMoSyvF51NGyevadtBdGJvnihMaaC5VqmherZNPKlayt6sK\nl+Hk9snXklZri45t/qSCkBmirmfguf2r+FfMbHdLKZ+UUj4hpdz15VvEEUccccTx34TOwJHz0VZW\nqGrCOSNz+fkZo7h1bjk/nDucwn7htl5/iMW7lGo1v2Qr5PwQAG/EbLavArMP/rB6QCboA/skpkRI\nmjvYhcUXN0zvj5YuH8GwhSWhqqWXlbtaCIZMjD8vJ+E3mxh0cwdFl7eS1mbH7zRJHZ9Nb8DLrrY6\ndnVtBKC6dy87upsJ9pG0jBhJA6BhB4P83Vy84ESaXi5i74gudjzyCzj2WBbuWgrAeWNPwaYbMPJk\nkozJvL1nDq/tO53HaiYyPnc0XHstoaKJ0XlbzT1ITwApJXpEgRp/7lS0LCcYdqzkHNAE9197LFed\no4obrMpmuGQc3H81plGM2QTmTqX2CIeGb7DGiSWZnJufyIv5bQSKN5JV/6Ladu6NSC1CaiIN42Xx\nSEKn/oZwexLW6k1ItxcZDGFMUBYqofU18NlnmD/4GQBacTraEFUtabb54Be/gLVroakJs4+kJagK\nW4sI49y1C7F8OcXJ+YzLKwfgta0Lafd2kZeUxWUTzgJUyNOUYZZXbImuUb27hTF3zaTj5hTCZqzJ\n/c4WlcvWm2li2mL3VmdBkMKkXMrTSwkEFDFr6WmnvVQR1t7hGjWDevCUK7pUWJfEgkiO3IlFUzgu\nfwLDG2IKsa+plxv+did3rngkapj8dXC0FhzPCyHS+v2eLoT429eeRRxxxBFHHP9rcCT7jRa3n4qW\nXmy6xqRBGQghKEp3kZ82kFw9vWwv3qDFjNw9FBafCo5SAPwRxcyUZtRaw5IWAUvZQRxM0hKNZDSh\nE7D8+CMtnzShETSD9Ia8HAmtEXuJ8sIUJg/LIjPZQdGnVdg/qCVkmHiSQuS0KlJZMaSLj/avZH3t\nHkwpaWx6j9c7HuNAzy5ESCNVV3lSQ9IjPm99JC2CpFETGTNyFAA70w0CdTUs3vc5APOGn4AMW3j+\nuBRPx3Vkh5T/2wz3MMxX1kBTE+GRJ6odRewzzMp2Nu1pISVs4hOC05o/xRgeIwlacTpTh2Zzyowh\nYAik10JWV2MNm4457UbMcZdgdUbsShwaRe/8jH9+fj0LVlzFzUvuIGfRE+jNW0CAbPeRd+4p0X1L\nwlgTv43MLMMqO5XwyipCz35E6In3EfurAAitrUJKsOoiOWwlGdEiBislT+XUTZsG+fmE318BgL1L\ntW2yCsrgppvUwf70JwDGREjaK1uUyfGJgyczvUSpdAVbg7ie2cuumliIsdGtwrKDU4oGkLRmd4ci\n/hp0ZgSin7fl+ChMyqUoMU9V4ALBUBjPfBdJQzPYeqH6A2HMSYosF9UlsTFS4Xly8XEIIShpUH8s\n2OzqGtnW+jDDJq2+mPL5r+JolbRx/dtBRao7J3ztWcQRRxxxxPG/AlLKw9pvdHgCPL9SPSwnDkrH\naT+8ouUNhvndJyq36M4J70Huj6Pf+SJGs+q9IlkBUxEqh+Y4JN9MCBGt9txywM2mLS463fDLNX/i\n8oW30x0Y2DaqD63dap/FWYkcMziDyc1eOn6riNMbF+wn684VHP/EBDg/h0/m1vDY8r+zfP9mAC5t\nr+L5SReT7kyhx++hqacNTWgUu7KUJUV/kpaYCcnZ0fDcjoJklg3LwGOFGJM7jJK0AsIbawivrwG7\nhsP+FjZjNQKNYNtQrEHlmI4csOnYjldVi2ZlGx8uiahCmh/XI99Df7tfpWWpspgQAS9aMFI5Ofd7\nyJufUQPcdchARHW0NSEa9lBaNpiUd/bAdfdC+XjET59ElOSAlOj9kvk1lwMhBPqIDPQtLyFatoPT\nBoaOcOkIu0B2+TD3t2DWKiKvl6SrUChgnXounH02TJiAlVuClZgDIT+2Za+peY6crLof6Dq89RY0\nNTE2V/XkDIQVaT9h8GRK0vLJTkzjqroRpG3uZYo7J3pvNPQo5W9IajHhcIykmaaJNCEcNmnJiBH4\njpwgqfZkfP4YcQPInjWEM/fdyo4iVQF6/OzjsQzIanMSaPeRlZAgesz8AAAgAElEQVTOuGxVpGBV\nq/upaIgi7AUbE2hsaMdgoAffv4KjJWmaECL6r1IIkQHfwCziiCOOOOL4X4GeoIfmDjutLTl8sq2T\n19fXsqfJzU0vreZnCzbQ2O1h+tDMI27/1+V7aOkJMSnrAKeOKQOXUkVMKxxVzyCmqvX97KvqPBgp\ntjQsCxqbdYJBjXXbAzS2BegJeajsrj1kvJQyStIsmxdPTRcrL3sDJHx8ag3bxrUzo34txVu+xYWn\nriZ3TD4tvR2srVHZPXO9reSWTGZa8bjoPgtTcnCcdTYUFkJrPwUvfyQIQUlaPkmmoDXFwQvTleI2\nb9AUAMKRXqaO08eSULwPh/09AIIlJxD88e8BMMYWYAxXIcPevS3URWw10tx7QNcxenZED6nXfA4B\nP/zhx+g9ijRbs67GOqC20UozAYEw3dhevwU0De76M+QWwXX3wD82wfzL0EYqTzfR2IaIKEQiQaN+\nygj0+TPR03zYFv0Cu7Ye+w/OwjhhNFqaSvQP/vk1ZLcPEmyIrCS0fKU0mXlDYcEC2LiR8NufqXPL\ntqOfqYyLrc4gsqAAzjwTwmF49lnG5MUaz2tC4/jSiQghODZ7BIUhlaM4ypfJacOPB/opaalFUZKW\n5FD3zmBXMWbApD3TH91ne1YQIQR7WgdWZWY7MpBSRvdXlJ1P8tgsNCnIr3UxJq1cqbbdfvydfjRd\nUDhUzad4j4tUR/KAkP2/iqMlaY8Cq4QQvxRC/BJYCfzma88ijjjiiCOO/xVYvLuePftLqKjJYvm+\nNtYcaOeZZQf4aIfKMfMGwxSlH55Q+UMmj364FoCfTF6GGPRU9Lv+KhqAL5KH1vd5gjEw1NmHJFsK\nvb06pikQQmJJONZxDmW2iTR5Ww8Z7/aGCIYtfFYPt624l41/XorpDVEz0ceSmXUUhv1kD54GhgN9\n7UvcZ8VI11AsSlJywJHI9EGxIFJprwWLF0MgAA//KXawPNWfUxMao1rUeawoVwT2tL0qKGXuVeRJ\nH54Licega40YwU2g2/CvUjlbtkkl6ENUSNOzt4XiSFguyV8Np1yC9spKhE0RD33JM3DBSHjjz2hh\ntW+zphPZ2g12AzlRhU+1YIsyxr3oB1A+sPoTQB9VgnHZSegzRqHlqVyx93Q7N+3sxLIkXHmnGvjq\nH+HvjyK8tejpKoE+1Kyuv57gVcpbxLajv6GtuTty3nMnI/72NCLdBSET2eaBG29Ug55+mlSbixs9\nU/hsx3mc5RxPmuGEAweYpZdF9zXGl8mVE88GoMGtSO/glGLMCEnLS1Nrblg6dstBe5a6Fl5niFZD\n5fZtbVLedH3FLT0+L11+N/5wgGS7i2RHIvnTVGFGYV0S3W6VP9nXtSAp2caGomYcTh2HV+fp8XeR\nnfTF3Ti+Co62uvMF4DygOfL6lpTyxa89izjiiCOOOP7jEbbC7GxQ1g6DcuD0cQWcMjoPmw69kbBY\nX5VdFL2fQ8sfoXshzy9eQEOPwdiMGs486Q6wxXzK+hSzJEOFL/uaoff12jw4H60PutDxuNV3ebkh\nUrLcCCGYkjCPhuZDbTz78tEafdXUt7Sy939U1d+aE5tAwAxvB1z4GNyhwp8TdnzAeaOV6//8zmrI\nVSGuvrwogNLVW9WboiKoaI4dLD/SRL27m9EVLdGPRzT2MOSlBchAWHmLCYHhCsFvP4Id4BitwoNC\nKh80bXwxWkEqlk0ntTfAhEiCuxZsgtMuhdIRuO46l4TZOeh5NmioUmszZzYA5gFVzKENyUNGOipo\noVbILoDrY6HSg6HlpKFPG47rjvmIs8fxeG4Gm+q6eW1zPUw4ASaeCO5O+P3tiNvnomk9YBMQCT3q\n1Z/D1lWIrESw6chOL9Kn5h6O+KMZI5VxrBYhcmZDF8yZA2VlUFtL+Lm3uebAMNLNBC7wjITLL4ey\nMsZ2xSp9xwayGZ49RF3XnlaklLiMBMyIPYpPU9e8o7ebHq+X5lx1rzXme/EEfbT0trM9QtISk9S9\ndKC9lpaqWpCQl6zu08wpqjikqC6JhbuX4Q700r1FnYcr1eClrN1k5ihLGvfymPHx18G/Ut25I1LZ\n+YSUcueXbxFHHHHEEce/A12BTta2rIzmbfWh2dfEjo6t30i4pQ8hK8SS+s/o6jUAySVTB3PSiBxO\nGZ3H7JExv7GGrn7hPs962DsHam8htPdMfrtI9bj8ySwTkXrqgP33KWYp9lR0oWPKMCEZihYEHCnc\nCdDepR5laWlheh0HWO//EADZXcC+BveAsX2hzuruClLWWrhaNHqzwuwpVTlUUwNuKBgDgyZB4Vjw\ndvFA0Uj+MGgcN3ZVQZ7yLCvLLCErUWX/DG7shosugs8+Ay0R+lKhIkoaGzcyuiHWamne7k5Yvhxz\nxVYwJVpJOuL6a6GtG9JOR9x9L9uSHABsSLDxwKoqvGGLXXaVXTTNF2nlZPfBNEUgjRF5OK45HfHS\nJrjpV3D1z9AuuRIg6kWmlRVgtUbez54Lf1kCSQONgw8HLd1FyoWTuH2+Op/7P9zNxS+sZ+bo+znm\nzPeYOv91Zs55jtUY6GkxOwrNVw0/vRjR242Wp45jNnZjdXlVYYFNjyqEeiQkatV3qxDszTcjjQR8\nC2vQpVK3RjXYVP9SKUmvit1nKUEbST2QmpBM0AzR7u2ipVe1pDIMHcOh8iN3NFfQ2tNBTWkvS25u\n5cOLlNXLqprNVLTXYtMM7jlR9SUt2xgg74F1nNJdQn6KImkZEZI2tCkDT9DHG1s/omudsiYJZppk\njy8ns1iRx6aP9n3pun4VfCWSJoRYEfnZI4Rw93v1CCHcX7Z9HHHEEUcc3zz2dO2kpreKA+6BPQM3\nt61nV9d22vwtR9jy6BCygixrXExVmxcpBYXpCWS5UqPfb+vX0md3k5tg2IRwGxw4D2QAko7n9Ybv\nUN2bTXl6N9+afcchx+hPxvoImbLWsNCFgU2zHbINQJcniMdnoeuS5CSLut4W9oU2sMm/GIDlO5qo\nao4RpD6S1uCtYuIGRS73zuwlEFDEZ0pqDtgUQWLSBWpOm9/mrKCbBGlFSZoQgtPNLDRLMrVLwOOP\nK/XnyT9BF0oCc0ZsOdavZ1RDrIhhfqGqFAy/9D4AhqdehUuzsuDZZ1m0t5UHUxJpsOm8mJ7EX1ZW\ncc6zq9moK7LR9+DWjj8ejIPWxZEAV/0EbnxA5YLZdKQvjLRADM7FalHz0CYcAyXDOBp8a1wBU0rS\n6fSFWLq/jb1tXlrCOrUykX32HF6yMgaQNL0wBZpq4EdnoyWoxHyrvgvf06qq0xidj7BFzqmwT0mL\nhES/9z18s2/EcqSjOcNgaIi2INIWCaU2qevV7VTKrVXVQUGKup4N7hYae5R6qBs6hqHjsifgC6lr\n73TaqZjpxRNpB/Xy5g+QSMqzSzmxdApImFmlQpXHeLPJjyhpKSOzMRLtuNo0EnsNnt+4gJbNiui1\nZQe4Y/Z3yZmlQqIty6uxzK/fkOkrkTQp5fFC2TyPllKm9HslSym/nIYfBCGETwjxaeR1thBiihBi\nqRDicyHEbyJjNCHEE0KIJUKIFUKI0ZHPpx48No444ojj/yK6gyqvqTMQa2QdskL0RBz6e0OHr248\nWlS499MZ6MDbq5Sj4bmpA77fWh8jaSHTYndjJxy4BII14JqKLPuE3207B4DbTj8VzRjYpeBgmw1n\nhKR1BdV5OY8Q6gSobVXnmJUuEALqe1S4cXdoNQes9UgJS7Y14fYGMS1JWyTc2dZRx5jtKlep8xQb\npmWRF/ZTXNwvPytC0tjyDtRHQpoRkkZvLz996C1WPbSC0Xf/BrIjodvLLwf/ifAu8OZC9dmGDQxr\n8TDVlsNp5SdQdtHVAJiVkQrId5SzP888A3l5/HV1NZsT7Cz97gmcdskkALY39bDbFWuVLcI9aKdf\neMR1ARC6hp6vKg6thESEzYgpadnJX7Tp4fcnBH+7ZAK/P3csL142icU3zWDD7bNY/cOZ/PyU4SwP\na5BsqEKDRDv6vY9CagZsWo6+6lUA/M8vJ7ylHpHkwPmdY6P71vsqQCMtq4Ib6wlljYFwANcHD6M7\nQyAE4WFTkGnZaD4daQjEjIjRb2VblEw1PnwfTQ/8HFBKGsDQrOLosYoz1DZ9DdzX1KprOzavnCxX\nGseFiikMqDy83KArSv40XSN9ktp2em0pNV2NdO5X92jS+BxK0wtJm12GK8kgKd1BoNVz1Gt8ML5y\nuFMq3fyDr31EhUYp5ezI6x3gGeBSKeUMYJoQ4ljgfECXUs4C7gZ+F9n26cOMjSOOOOL4PwVLmlEy\n1hmI+TF19XvvCX8zJK3Vp/Ju/B5F0spyBj7gt0TsFkoy1INt2/ZnoWcRGNkw9A0W7+lga10nuSkJ\nXDptyCH778s7c2gJaELDGSkSiOWjHTnUWRN5EJbnZVOSOIS6XjVXgWCt52NKcxMxLcmq3S109ASQ\nEtr9zQzfnIg9pHNgcDdul1I8pvi7ECUx81jyRqjQp7cLIo71UZL2+99jb24hZ/REFersgxDwvR9D\nC/D00yo5f/16DEvy6pw7efT0n/Ne/hhu/tlz9BSMUeuLF269Fc45hz3NPSw/0I7TpnPJxCIumVTM\nLTOHYmiC2ScPjx5GoxOOmXHEdYmOS4q0ZYo4TPR1G9Byjp6kAWQlObhoYhEnD89hVF4KBalOBmW4\nuGpaCabdxhZTwzE8icTrjkUMGQYvb4Xv3oPmVMqX9AFInDeeOIAoatFwZxfSG8T/d1VgkhDeid5U\ngbFKEd7w6d/GPOlMAIKFToKD1T1nHmiLKWnrV9C4W1mmGBF/uWlFMfI9pXgsADnJAxP7x+aVI4Tg\nwt6R0c/yQ4nkJcd86IZcpe6PWZ8V4fDrCLdKwZtx9lx1vLGFnHh6EdPn5JGQdeT79qviaHPSNgoh\npnzto0I4opC9IYSYCISBZiHEw4ANmAocB3wghJgM3AKUR4x0Dx77TcwnjjjiiON/FXpCPchIg2ef\n6Y268nd+wyTNkhZt/jbCYY1Wt4muCUqzYv0R/SGTPU3daEJw4ZRSALZVbgE0GPIq2Iv53Scqffmm\nk0aQYDvUPy1qs2Goh9rBpOxIlZ2BkElzlw8hoDQ7BU8ohN8MkpmQRrYrA4lkcLGGzdCoa/Oycb8K\ngdV7q5iyUSWsb5jUwro65ds2xd8F/UkawOR+apUjCVLzlR/aI4+oz371q2g/zSjmzYPiYqioUH5f\nFRX4klK4s1Iw9uHFXPfaFraG0nGi0ahrTL78Yc4adRErDrTz1zUqb+/CCYWkOlXo8K6Ty9lzyzTO\nbf2nCh+DyvHSvvgRbjW0I8xImLGhBxkMI7t8oAtE5tcnEP3hshtcML6QpSFNKWndkRBzTiFcfy/a\nI3+NjnW0vont5dugpR46WsDdichwQYKB7A3ge341ssuHXpaN/dc/AIcDvWUPAKY9B3PENABCJU6C\nxereMCvbKYiQqYZUB02pSq1Nc6YwPH0wx5Woaly7bmP+MFXhWp5ZSqYr6s/P2LxyZDDMsc0xC5nc\nkIv85FjO5aBLx5I0JB2tNsi8T1VoMzHJRsZI5Y+nZSZiG52PbVIJ0jOwB+2/gqP1OJsGXCaEqAI8\ngECJbOO+cKuDIKUsBxBCnAs8ADiBx4GngNrIfgG+BexDVZTuBuQXjB2Ae++9N/p+1qxZzJo162im\nGEccccTxH42+UGcfOoMd5BuFdPQLfXpCXz/c0hnowJRhgr5sJFCS4cJuxMjBrsYuwpakPDeFY4sU\nIdjSWUZP0TMkJ5/ElroOFu1qJNFhcP2J5Yc9Rp/dRl9Y06450NCwUArXkSo7a9s8SAkFGS7sNp3q\nNtVXsyS5AFNatHjbeWXbu2QaQzHCJdS1KzLYs7+S4qokjCQ7dZMDRLguU/3dUHSQHUVmPx2gOQCr\nVsHbb4PbDXPnwkknHToxXYdrr4V77oEf/pB2ZwpXX/kIl3+wnTGa4I1jirnZEFDXTkNOMkkOnXU1\nnVzwP2ujfO+qqSWwZhFs+Rx2rce1cRl43OjFd2G6ytGO/WJ9QoZMwh9tREvUwdCwmtyY+yJN0jOT\nEF9C8P4VXDGlmFvXV/JDp4m5tx4S7IhkJ1ppLvrgbIxjCtFkN45/roBFblgUa/0tzr8BvWAe5oE2\nQisqQIDTuQ6xswV+/H2M3/4JBJhVnYiyXKCDYLETM92GlWSg9QYYYqmODQ1pCVg2RW/u7hzH9EkX\nYxZkUJ5VyuSiMRybP56fTv0e5WmD6Wzt5dOK1dh1G+VZpYTW1ZAQ0tiV0MEwfxpZYSc4Y6Qt+MoG\nhuTb2HoApq5Q5C0pKwEtNXaPJv183peu1ZIlS1iyZMmXjjtaknbqlw85KgjgADAU1bS9NvLzblTq\n5Uwp5UORkOYuKWW3EMI4zNhD0J+kxRFHHHH8t6GPpAkEEklnoIN8V+E3rqT1FR/EQp0Dm5xvjRQN\nHFOUzNjQbcCNbOkcTrV9FEPCHh6LqGhXzygjPdFx2GMcbFgrhCDBcOEN9yIQOLSEQ7axpGRXjVqD\n4myl7FW7le3BoJRCvGEfq6v9PLP/dQQavzz2j/gDipjkLOoCkhh0yTjOm5rLU2teJdUMMSy9EBL6\nnd/KlXDWZXASkAG0hGDmzJiC9atfRYcGPthGaH0NrltOQktzwTXXwP33U+UJ8+3vPEqZLZO5nWq+\n53b2IBIdhIEZc0ewaVY5z66q4qnPK+n2h5k5NJPhT/8Q3ompTwBMnIlt0iTMtX5sM0YN+EqGwuAL\nIlLUGpord0JnL1pWCvrIRMxtDQSXqYrDfzXU+WUYnptMQmEGzd1N5PqCWGv61C8D2xVzSLxDtZhq\nmjeMO15YwvTWzdzQ8E/oble+bqfPiBbG2q0t6G/8IbpvMasQPc+B2RggvF/d48ESFwhBaFASjh1d\nFG9T92pjdgpWYQHjewwmbckgtG4RIjORd064EfskFdKcXTwdgGPyh/NpxWqGZw/GYdjxrFBFOO9k\nVHBF6ygKQonkhWOqY3h7AwVFLvYn2/D2KDuRlNKYGvdVcbB4dN99h7dC+arVnQlCiFuBHwOnAfVS\nyuq+19FMTAiRLYRYJoT4GKWU/Qy4HngDWAKslFJuAF4GHEKIpcAvgR9GdnG4sXHEEUcc/6fgDqoE\n63yXqiDsDHQQNIN4wr1oQkegETD9h/qWHSVaferB196tkqwPzkfbWqNaD42zvcgg+xqSbQHaeiXt\nPWF2tzTx2roqdE3wgzkjORz6e6H1LxDoKx5I0J2Ig8OJwNbKDlq6/UgtSH62CgtW9yglrTSlkFRb\nMi0tikBKLLa2KCf/kMfD8DWK9A27cSrfmXQupQlJXOquR+sf6nz5ZZg9W4U2tcjcx56snPCDQTjv\nPJg8We0/bOFfsBVzb0s0l4rCQqq+dSlnX/FbDmQW8r2eCGHWBebOJsLr1KPTKM8hyWFw66wy1v5o\nFo+fN44nGl9RBM3hhG/fBg++DAsq4OklGCdMxTV/MKJfUaf0+Am9tET10fz7Z4SXb8fasB+EQD91\nErbRKtk9tLYKAJE9kGgfEb11cJQ2LldMG8SFPXYeMp18kppOXUICBMOEP9mElBJPIMzlKzx84hzO\n/SUX8dS9a+DWRwHQNr+r5qcHSdj/DBQOhtnnQWYutNaj7/swcsIghSSUr66jOUidT9Z6VWnZkJNC\nt93GA7XTEUIDm0C2ewgs2ELP7W/hf2U90qtCkaeUz8Cu2zh9xEysLi/hrfVITfBhWjXNNqVEO7oj\nzeUtidXcg6YJykbHimdSRsX8/r5pfFUl7XkgBCwH5gGjUHliRw0pZStw4kEfL0HlofUfFwYuP8z2\nh4yNI4444vi/hj4lrTR5CA3eOjoDHVEVLc2eTtAK0BvqwRPuJdV+6F/6bf5WDGEM6L95MKS0aPO3\nEgrptPdYGLpgUP9cps632LJnIzCcY9I2ojkGMbook9WVvexr8rNm337CluSiKaUMyjw8MfCbPiQS\nm2ZHCJ1tVZ0UZrpISkimPdBConGo6tPa7WdjhQrrLul9A1kxiu9mj6O6YQsAxUYOH7+2kLH7M8kJ\nJlOd2clb8kMuzGug82PBCYEk0idnkn6Mykv7LLsQdr4DxdeDacJPfhLLObv+emWv0bgdisbBnPdV\nntmDD0bnY+5thshDP7SqktAJZbQPzuKicRfTEhBcUrmDUTITEmwk3T0Pz+8WI9s94DDQSmLJ6ykO\ng/OX/h7efAzsDnj0HTh2buRaSKy1ezFXqBZQ4fp2jDOmIvLSCb+xAjpUDphs6UK2qHtDmzIMLSWA\nXhohuUFFNr5SZeeuZ2D5dTD1YRh/qGXKkTB/VC73f+jkKXcA3D6yheSTFEivbqFrYwXf39nF9kY3\n2Ul2WnuD3PfhbjLOPY8Lp7yHffOnhJ2jcNS9ibBDx4NvkTFmvLomt5+DsXEzwSQVXhbZdtDVeZmD\n1Pk46z2IoZIWPcw9+4dQFExGdFaT3Pw+5gvvEvx0L6HVlQTe20Zw6T5cN81kxJgh7LldFSUEPt4F\nlkSfUITbCtFk94IXrA5F1mSnB0ImIslB8UmZVOzsxtMTIvO4QV95fY4WX5WkjZJSjgUQQvwVWPtv\nm1EcccQRRxxfiJAVwhv2oKGR58rHptnwmz4avMpYM8ORQU+oR5G0kOcQkuYNe1jasAibZueMQece\n0ri8D13BLsIyhN+jcm8GZyVGq+WQFrLuDra23w7AuIn3QPFZjNyyktWVvWys9PD6GkUab5s7+ojn\n4g4pQpFkJHOgsYe1e1vJSHZw7vRBDE0egUMfGOoMhS2WbmtEStgTXEuTWcl7Bxq56JU7qR43HYfP\nwa6Z7zK9OoHp9PmA5fHeGQd4Z/Yerl6iVLER+Qug6wJIK4CajZFho+GMM+DDD1Ve2R/+oFoUCQGR\nxHPOPlu9+s9pk+oRKjJcyA4vnr+t4srBOdQEBOO767m3swWZlol91jD00kyS7p6P9y/LMUbmIfrW\nc+MyePxO2LYadAMefmMAQTOXRdQxQBRmIuvbCb+zGpKd4PYiMpMxzj0O2dSJuadO2W9MzIc3R6J7\n28D4M4SV/KblfImSFvbDhnvV+00PwohrIeGrtThyGDrvXz+dTXXd9PhDNLoD/Gb1Xh5yBAgv2ca2\nbgfpLjtvX3Msi/e2cM/C3dz2zg4SL/sDp+86nqT992KicedVb/LCq408Hs7m/PGF8ODLGNfORhm+\naZAToy9WglJiraRCLmseDEYC53QMJSBMMve+jajYirFrJcb3zyc8fzT+F9di7mvB9/e1JP/6nOh+\nzEgXBMfEEor35dEUUdKsNqWCWk2qmlorSMX1g5M4ttGNr7GX1FlDv9La/Cv4qpmDob43EYUrjjji\niCOObwhrD7Szr5/hKqicq7UH2llf1UFNuwd/yIx+1xfqTLanoAmdNLt6gFb3qCbR6Y4MEg2Vp7Vg\nQwcPL9w1YPvqniokkqAVGOCxBooE9XUqaPU1IyXUNar9jy7o54/Ws4Sa9i66golkJznILz4XhEF5\nngpZ/n1FO96gxfHlGUwoOfID3h1RBFPs6RxoUmvQ0ROgoyeAs7cLrV9tWI8vxEcb6+j2huiV7WwJ\nfEa6IxVv2M8zOfkEpY1Tf5OFrPbRke5n19QuqmepfLcz3x/C7NcLyW9KJJwYpDh7Odw7Cp67CuqU\nAseiTYqgZWbCokVw002HVm4eBuEISXN97wTCBamItl7m7m1mWHYiL915HjJrNAiwnxLp5Wnzk7T9\nThKeOhUuHgeXT4brZiqClpEDv3kTTjgjun9r3T5F0DSBPn8KxoUnoE0brkKRbi+kJ2GcfzwixYVW\nXojtzGkY86cgdv8ZfC0IYWGkxBoEada2Lz6hvc+BN9LWKOSGrY9+6Rr0R2GqkzNG53HJpGJuO6mM\nH35vFpsMB6kC7ksM8/y3JzE0K5HrjhvMzccP5hwjzN0f1fDQt5/H70rl++f+jReaVP7i6uqIB58r\nCfG7N9FNFV4Xu/8ZO2DNWkSoA+wuftQ6gx81Km+518rr0G+/QY35+c8hHMYYmk3iT08Fm45V24nV\no3zzpJTRZvd6eS5DMoposql7R0aUNLOPpH28AO3kE8jSV1F4YTZ63lHbxX5lfFWSdkz/LgPAuHjH\ngTjiiCOOr4+mbh+vra/l+ZWVhMIxh/JN1Z28tr6WV9bW8MfF+7j77W2sjoT4+ohNn0KW7lAkKCxD\nkd8zSbQl4fE6ONBk0toTiPbclFJS01sZPU5zxAMNoL03wC/e2cZzn1diWpJWfwut7al0ezTSXTam\nDYlVudH2NFs7lO3AuKL0aN5YWZ7KXfOHFNH7zolHztcJmH4Clh9d6Niki/r2WDVqxfatcGch/HEe\nBDzsq+zg7VXVNHf5EXqYZd43KU0t4Kelqi3SwsJhzHgmk+zdTrpTArz0/QpW/9jNoptaGTN9EQDT\nV0VMTC8sRh9+HPi6YdVzEPJBxiD409/UwZ95Br6iI4DZ2I3V6EYk2nknYHKNzY4FfLfbw4L6dhz/\nWA9hC2NCMXpu5GH+5M9g/zbobFU/d20AV5Lqo7mgAmaeFd2/9AUw16oEfOOMqegjihBCYMwYhX7a\nJLSRxdguOJ41Tbt54tOXCIUjmkrIA9seo3XoL2k5aRP6uFhDcnP5TdRdeQctv36Ojn2f8dPXHmRt\nZcSs1wrB5l+r92NvUz+3/wF8hzar/6ooSncx+cqZWEIwz24xOTtm4XJXsYvfJYZ4PCnIH2vsTJ73\nBm/7Y5YX1R392ozlFeO49hSMtC700hh90UIBXA1/xt7xEZtSqliR3MALWbvYPlqqAo6hQ2HPHnj+\neUAJcXqKuj/NPcr8WLZ5kJ1eRKIdrSCV8uzB/ZS0yM/1iuhqXY2wcSPas3/CuPp8Ff7+N+GrdhzQ\nD+oyYHydjgNxxBFHHHEoVETa9PhDFruaYn/zrq9WocJBmS5yUxKQwOf71YOyO6KkpdiVspXhiJEn\nQxgk25JJNJJobokpWNvqY90J+kxwAVp8sYbgW+u6CJmSHX4cKHUAACAASURBVA1u3t1cR7Onjbp6\n9cCcNzYfm67x+voqBt/1GmP+MpEfrbwMgGOKY8cpzYn5oJXlOZgwRD9i8UJ3UKkkybZUatu8WBKc\ndrV9RZeGRMDOj1jzowdZP/T3WB/tpzBd56Oep+i2Wrl65DmMf/eXjOxqZey7KZR/loRpM3nxit0c\nM3YUuYFIP9Drh7PlLHXOlpCMv/Vk+PEyuG83nHkfDJkOhfPgwAEYNAjOOuuw8z0ceiPJ+KuTndz8\n9nbW6DrvjikElx29rovwZhWCdpwaqcbcuR4WPKNCms+uQD69huAVbxH+2SL47i8UWesHc80eCIYR\npbloZQUDvtNHlWDMm0w4weC8p27h+y8/wFlP3kSP3wO7/sK6ujzad8yhY6GPz2SeStzvDlHx6g/o\nWldMyws9bLp4BStfXc41D11D57LP6XnlfzDbmzFTR7Aq4zL8BfMh7IEtBzX4CXRB43L1+grFBXpq\nInpxFkJKrMrYHwbWPlXsMcWQTE/SafeGSHPaeOJ85exV2T7QRsY2dyqJT/4Q/e4/RT8Tp12K8ZOH\ncXa+xeeBf3Dz4M/4XcFGclOywGaD++9XA++9FzZsgOnTMZYsACC8YKn6uVf9O9CH5SA0wTVTzuf0\nGcpKw+rwgN+PtWy9GnPycbBsGdys+nxy663g+fp2N4fD0VpwxBFHHHHE8Q3iQFvsf+4bqzsZV5RG\nty/E/uZedE1wzQlDsOsa9767ncZuP209gWjRwMFKGkCaIwMhNHRctHXEwpO7G3sIhi2qIyraoKQh\nVPdW0u5vI2yFMTSDPU2xkOvn+9tJTsonGLJRmOZkfEk6qw+0ctVznxMMW0B+dOxxQxWRk1Ji2EIU\nZ9qpbQ/y3ZlK9ekNuUlzHBry7MtHS7GlszNy7PFDMtlW1UGvP5k9BceT721g/5JCNJpJ+3AlS4f8\nlvasQkZ3tjD1gWMRVpizd51Kyz/UWqy6aDcNhR5u2v0xm7JTaXTks2HKt1ib8Bp1eidpmWlcOibi\n15Y3HM74hXqdouwhuPlmlY/WDysr27nt7W38+qzRzCrLRvpDiAQbLyxYSv57tUwFXrUgwabxwPxR\nXDqpCMIW4U21BFceQEt1oo/OV90HfnOzIjWX3grjZ2Ct2gVhsPa2IE+2YjlqgHR7sbao66UfP9By\nAyDU6sG7qZFP0w/Q0KVCdR9uW84D19zF2fuzSOm5njCKWBQDFbYwjpABODFGeTlQ46ekN4Mndp0O\nQP0KlZunO++m9rxiBk8o4q9cyrXWQhw7ngRfM/TWgrsCPLUwERgOfDYXjn0RXLmHzLE/tLICzJpW\nrP2N6KNKkIEQsirWX/a5sRk860zlzDH5DEp3cctb22hw+wmETRzGwGsi+uVRarYEOP08qPspBZ/F\nbEv62kRx8cXw8MOwdWu0ItcYLAkA5voK+MEPMP8fe+cdHkd5tf3fzGzVFvXeJffeK8YUGzABTIfQ\nE0InAUIgBEghhBdCDb1DgNCbTTHF4IZ7t2XLtqze265W29vMfH88a8mODW9ISL73e7+9r2uvlUY7\nM88U7XPPfc65z3hhWqwME8eQbUvnrKNPx/fGm0JJu/deNEkogPL1P4WheTBrlvDN27IF7r4b7rvv\nO4//n8EP72aXRBJJJJHEfwtN19A0jfqeQS+zPR1egtE425r70IGR+U5STAYMiszIRNucqjYP3lhC\nSTMKYpJisGGSRZjxAGHb1xZD02RSHUGKM1JET81ODy1+Yf0wNHU46eZ0dDR6w91E4ir1vX5Ap7RY\nKB0+v6jkPGV8AS3dDZz99HKicY2rxmxh+9m3sfQKG1/98gROHV8EQFSLoKNzx8JifnfqeC6YJlpA\nHSBjByOiRgirIWRkjIhQpwSU59qpzBbH8urk63li5iNIO0WngP46lc3phdhUlWvbGkCL0+ouxP3+\nDCRdYuMFfawYK87n0e07yUsoaYubv0FWZIb/ahp/eebhwy099uyBpUshJeFv9nd4enUDTX0hbl28\nG/+7W/Fe/jd6//Q+z6x1MTEcQ0XnhIaX2bLuai7c9TpS0I9kVDBOK8N243FYfzJT7POTV2DXBsjK\nh8uFxadWI5QkYnH01t5D9quurQZVQx5RhJxzaPGHrus0X/8pLTd+RvS3G7GoBm6YeRJ/7D6ei7cN\nw+nLIGLWkWcVI88uAYcJc8xAUI7x+8rljEz7KwvHvsPL4/YQs0u4DSFq7N0YM9tRQw4K/uYhevvX\nHNs2hDt7z0eNh2D/a7hNE2gY9wkR50QYaQIHoC+F98ZC08eHnbuDIVeKalq9sQs9pgpFTdUgNWG3\nUtfOTbPKGJptx2SQKUy1oOvQ4g6iuw/N2Ty42GXgel52GwW2wYeBvAMkTZYP8bTjiitQNnwJko6a\nUYL+zAvEl6wDhCUKkQjcey/SzCmgxSEcQ3vwUTS72J5cnFCuFQWeekrkLT70kLiPQKxfX/+d5+If\nRVJJSyKJJJL4D8EV7qHF34Q74sIT6UNW0/GFc7GZDeSnWqjt9lPV2s/WRLL05NJBe4xxRalsa+5j\nR0sfRZVhDJKBcERh3f5OZg/JIsOcSWeogwxzJrqus6FeEKOcHBcV1lJa3EE2NnWSlh8l1ZRGqimN\nHGsefRE3XaFO3B4bmgY2W5jZQzLIMprYUh9lRJ6DrMhbzHumm25fCccXN/LI9McxmPNg7GkgDU4j\nEVUkYR83MoeyaUOIqhF6ou34Y140XTtkYvXGEqFOUyotPSLUWZCRgtVsYEi4mh2UUWYci3F7J1JE\nFD2YggpzAiO49vyryDo3g0fffRrzFU2khjXyLxzFxF9ZWPT5HsrjYYriYfKGHQf+Rtr8IpR1VNFk\nDPLhbal44gnxftFFkH6oJUl/KMbKOkGeDN0+YtsbkQHjHi8fSKI3oWJ2c55nB/S0wBO/gdcegMt+\nIzzODhjfttTCYwkrixseALsT3eVFdw2SD62+E7lUqJJarxetukUUC8waVNGi0Tg+bwRzYz+hKnFc\no5tTebHvNGYG9hOonYMqqTw1cinX33EXJnsZKSlGAr4IWquHFa6vqNurQyuMKKrk1l/+kRxHJnPu\nv4g1tVt5YPocTo4tRHt1J3p1D3p1D5cykzVp4yiank/MMg45O5OmKR/x7KeTafcY+MtUE7l1jfDF\naXDCYig7crjYZ9Aw56QidfejN3ej7RfFCcrEIWi17eitvWjVzSgTRbVkWUYKzX0hlG92E2vqQFkw\nBWWkaJQuHaQxyQd+NlsouOBW2PwyAHkHU5yTT4bnHoPicjjpFCRAGZKDur+H2Nhj0EwZoMVRXn8a\n3n0LamqQALmsBy01HzWtDBQjUpoVyXKQSd20aaK7xPPPw4knivBqY6Mg/F7vP1R48l34XkqaJHCR\nJEm/S/xeIklS0rMsiSSSSOK/gaqrrO5cQa23BnfEhYZGe58gHxXZNiYlCNmyPV20e0JYjQoj8wdT\nfofnOTEqMq19YSJRA3ZDGq+sbeTzXZ28saGZcRmTGJ85mSJbMbXdfnp8EcwmlYw0H2U54qu+rjOC\npkGJvQxJksi1CmWjO9TJ1lZRNZedFmFC1mTOnzySK4+uQIt1M/rhGFXuEoamdvDGsfdhkDXI+hlx\nXacv4hqoBg0nSNoB2wyTYsYsW9DQBroKHMBAVacxjYZEZWt5nsjH6q3/ApfajiIpKBuF0qQnZqvz\nQ8eRZRVqif+hOlK9JjqHRpj13Bm4vEJhPLo2CF9Anmcw3CtLMlNyxx5+Yfr6BhLK+fnPD/vzF3u7\niKk6+U4zt7m8yJqOS2tlh9mINZGKZTzrJPikCZ74EsbNgn43PHoL3HYuhEPQ0QRXHweeXph5Ipx0\nAcAASZEyxXXW6jsGzqWWKBaQx5UjpYkwm67rdHX66esL0fmi8HFvGOGm3exjnC+PQNUcJEWl/MI1\nPHtDCY40oWRmZtkwW40opRlcMvdivrj6VeruWMXX1/2NXGcWkiTxX2fcSElaIUdPvRXTvCGs/KWd\nrJtnIk3KA4uBDI+N4BdeYvetJnLZh6gv7WH33lN5a5OTEz9KwzPqFnEyll8Enr2HnccOTzflv5nH\nc62rxPHtbUFvECRTHlqAMqECf2OIpttX4l0pQrxlGSmMUjQKmsS9qa7fO3B+Dib8B/+cP+PkwZ9X\nfDo4gJod8OLN8OKtEBOedoYR4v6PzL8CZBnF3YR0zx+hpgaGD4fFi5FHCA+0+Bk/Ffs6UiXnvfdC\nVha0tAwqaLm54DlcQf6++L7hzqeAmcCPE7/7gCf/5VEkkUQSSfwvR3eok5gWw250MCfvOI4pmI/P\nJybfTGeMsYVpGGQJV6Ip8/jitEFPMsBkkBmRL0w73X1O2rsy2NvhZWNDN1ub3WxtiDA0dTjBqMZn\nVWJSq8yPI0lgsUTIdZqIqRJen50SexmqppNuykKWFPqjHmoSOWHjC3ORJQVfOMblr6zh+ndr6Q07\nmFPk4pNfXkz62CVQ9jfIu53WQBNtwSZ6I2KyjWgivGg5yNvMZhDE6+AWVTEtii8SxO02UrU/Qpsr\niCRBacK/a5G3joZYFeg6pk2CpFVeKroB9K4RrvJul5uibcKm4dUzdrFo/zJWNWwCYM76ZmiCvCcG\n85PGZA7FYRqsKhzA3XeLpO9589iXU8qkB5bxyIragT9/tKuTMlnjQznM3FCUqCzx9Ygx1A9x0FeZ\nilKainFSoVBMZsyHF1fDwx+BPRWWvQ9XHQPXHA9dLYLA/fm9AXXlQKhTOWoUWE3QHwS3T+Si7WsT\nHQOmDB0YSygUIxKJo3X5CX/TBLLOrWkfctHY99EKIkhmhZInFuK8/V3UWU8Sj2tIEphMChkJE2K/\nL4LPG0GLSXg9Ufr6BHmeVT6JJ2f+iafPfI3XX/qQ42fPIO/yKRQ/eSrm18/CdN88DBeOpbdcQY9r\nqIv2cv/nU7g6PITaRpUfrW4lUHIWxHzwxUKIeNA0ne4uP729AR79+jXcgX6eblkujn1fG8RVpPx0\n4kGVlse30/6Vi2BTgJYbPyNc00tZupU/WGODJix9fvTahAXHQdYsB6tqmSlppBmtWOMqeYteglAi\n5/OxWyEeg4Y98P4z4ryPEPlnWosgU8q04TB1qiBdO3fCaachDUuQNId4l3OPQNIyM2H9evjoI6iu\nhlAIamsPU2X/GXzvBuu6rk+SJGkbgK7rfZIkmf7lUSSRRBJJ/C9HW0B4aZXYy8hNEU/w4WAaoOOV\n9oJcxMgCJ1WtQg2aVHr4F/y4ojSqWvvp6kmnNWpgQ0Mrezr7qO/1YpQlUkwKX+/pwhWI4rAYGF2s\n0xIWjdZzMsN0eRX6egtYvLWHna39ZNlNjB+ZQ4e/l2DYiKKoTM+KQWgXr6+HDQ295Fk93D/7E85b\n+DckYzYHCgbCagh/XFRMusI9ZJlzB8Kd5oPaO6UY7bijvQRifrIT3G1/Zy/b99hQVQkQ2yjPtWM1\nGej397DMZiMW28L5+jTauwJYcu0Mu2EG9S9vpeebJnRdZ+MbqzDFFFpK/XjSIzy46mVcQQ9GZGYk\nQr15uxoAkSg+PW/C4Rdl717RTUCS4P77ue+r/XR4Izy0vJYThudQmGZlbW0PzxmjpO/2ogO2AjOX\nOgA0sAiiEP9wLYZTpiGXZIMkoU+ah/7AV/CXm6G9FcnXgTRyMjy2ZKB6U3f70Hu9YDYileUil+ei\nVbeg1XeiB8Kg68gjigZ6cQJ4+gQJVpfsB03HP6KVvUqEKQUF2H93GWoghmFYlrg+YVFRazYbkCQJ\nm81EZmYK8biGyaSg6Tqu3iCu3iAg4e0Ps+nVnXTV96ItiTPiXqHCOZxmvF4T4ZHZWCbk4rgwm56d\n7eS93AH7+rluywlcLWnsqO7i4eoo5x47luH9VWjLL6F91F/xf7AXAjFiUQ+SDnui3dTH3FQYhRoa\ns6fReNrraL4oslnBnKYQ6orSdM3HTL1xAuOMOj5JJm3mcNS1e1A31SANyUeSJCRkdDTkg0KKkiTx\n2o8fIvLHyzD3uWDxS1A2HDYsBYNRELXn74KTL8YwLFdc+4Q6ZzhtDtx9aKMjOVMQe61ZVFsfUUkD\nYfNR+cOb2n5fkhaTJEkBdBB9OAHtu1dJIokkkvj/G5qu0R4QqkmhTeTUeIJRfCEdg6JhtPjZ2ruR\nyaUTqGrtJ91moiTTSo1nD3kpBQNWGyPznciSTjgsFCRPSJCibl+Ij3c2gSRhkGWK0q1cNrscV7yJ\nljC4Ir3IKW6gnK4+A119Ih+s3RNGqsnAaBPbKU6PYdo3FdBZt/kaYCZ3TFrE+cdfB8ZD/c5c4cGq\nvLgewxN1H0TSBpW0lISSFoz70TSN7fVuttX7AYl0h0J5bhqFGSlkpYp1Ptv+JlHFwFS/l6z2CO1A\n/oKhpI3JwZhmIdjqJdjcT8d7+7AA1pMLGJsXpqqzBoBpQQu2qApnnUX6B+9jCccJWwzMyB9/+IW5\n+WbRi/OKK6jKreDzD9YCoGo6f3tlIzc0dLPNHwHEpCfpHlYoEpuDlSyYWMSkIdlo1c3oDV3E31+D\nPLoEvbt/oC0Tk28U72oEw0mTke2D4dcDoU65UnQdkCvyBUnb14reF0CNaHj2R3Hud2EZmkkkEicY\njEEggPbFHkCidt5I2PYxdy28G00HKcWIzxvBajUSiSRImkVM85IkkZ5xUEuvxLLengCu3gABT5Bt\nn4mWU317/UTDMUwWowiL5znweSOkplkoUTKgbDTeo2+l/a2z0b7aA3v7mOTLZ9JmWL1/AQ/M1vlV\nxY/R/rASbb2wIPkJOZxruZJlk3tZ5N3FLzNFd8i+tV1ovii26UUU3DWX+Koq2p/dQ6TDT8aTW9Dn\nZfCcYuW2yUNQt9ahd/aht/YiFWcjSxKqfmilJ8CY/GFwzq9g01nwxsNC1QS4+m5Y9zlsWQEv/gnp\npoeQSzPQGoX/4IHKzoNxgKQdwL/TuPZI+L7hzseAD4EcSZLuAVYD//XdqySRRBJJ/O9Hbf8+Pm76\nYKB/5sHoDfcQ1SI4jE6cRjFh1PeIMExltgNFkukItlORY2LhhEIumlFKi7+Bne5t7HBtHdiO2SCT\n6hTrKTJ0ekOYDDI5DgstfQG+rG5lfHEa1x07lLQU00DXgY5gGxZLiIKsGNkOM/NH5XL1MZXYzQba\nXDrNrWJymmhbA+igpLOhW6gC04cOh/QzDzmeuCZIGUCWWSS6d4Xa0dExSEYUaTA53ySbMMomVF3j\nqx1tbKt3AzpFhRFOnlrAxIpMctKsYsLVVD7qEu7/p1vzaF8iiFfhKcORZJns2cI8t31JDcb1fjRJ\np+K8cdx2zBUD+5tTnfDguvVW5Isv4aZn1nHtil5KP10lQlGxhNnrkiXi5XTCn/7EQ8tFiPOCyUXM\nleHnu1qx+iNCkTBISFKAFHUJC265kJ/9fB5TfzQRZXgRhoUzkacOA11H29UkCJpBQcpPR8pLhzQb\nKGbiX+1C3bwfXdfRgxG0fYK8yMMKAZBKc0CW0Lv7IRane2uQ7me3UnfWW+y7732+XPEBWocPHnkP\nPSQhjcpm7NzjmVU+ieEZwwaO3++PoOv6IEkzf7sWk5ZmJT1DqJ5bP6kiHhXrxKNx9m9pHvic0SjC\npcpA+F3FkfoktpO9mO79EekfpGH5g42ATWN6fxFXr7sG9eE42vpWJEsU98xUyLFhCxs4dV0eG7qF\nqtxvVfB8KXK4Cn47l5DDSse0UTiuGItslgk2h9i73c9z/SqaoqBMFOqeumm/OHcJCiMficrMXQjF\nQ6C9UeSj5RbD+b+Amx4S6tnbj0NrHYaRQtWWcx3ILVWi8GPRi9Am8uLkrEN9675VSfs34Xspabqu\nvy5J0hbgeEACTtd1fc+/ZWRJJJFEEv8Pod5bS0QNs9u9g6Pyjz3kbwdCnQW2ogG7gAPWGxXZdmJG\nG/6Yj85QO3OGCWf4bzrEJHkgMV+SJILxAHm5vYTCZoZkpaPrMK4wnacumsG8h76ktrufDJuC0SAm\nrQP5YCDmpctmlZNhyRpYdtnscp5ZUUtcE58fmUgx7ipcS4NvEzaTzJgpfznsWN2RXnR0HMZUcqwF\n9EXdA90OLAeFOg/AZrDT7e6npSeE0SBRUREiO105rC/nN+2b6SZOYcDLuIKTWLxuL7JRIW++IIzZ\nR5XS/mkNu+5egRKTaCjrZ97ESeQ6slgw/Gi+3r+OE1fsAZsNJk6E++7j+OHDYfUSeOKgNkJZWcIm\nAeD3v2dn3MwXe7uxGGVuG5MHn+zApOt87bDwo6Fm0OKYPvol0surID2bgy1lJVnCMGc0Wn46Wksv\ncmkOUnE2klEQVV3X0dbvRV23F3XVLmFOG0kQRZMBqUSQXMlsRCrKQm/uwd8cwrfbg2SQ0eMasVfb\nKf/UStT1CWBCl6BhroWRphReOvdBdA0sVgOaqhONqgSDMSLh/56kAWRkpGC1Gtnw/jYAckoz6G5y\ns/ubOkbP/rbwXS2SFCQ37y5aW94kpJ1C2nFVFM2eTN21H2PZ70bv89BuC/DCxLdY60jnsydfxfBc\nFerSOn7mn8vRjU9zat94FoZKsM0owlyRQXdzH0gS8WNHY4/KeB/ejL7dS05mKu3eMEUTKlA37Udv\n7ELrcCOlyKAfZMFxMBQFLrwZ7ku0hbrmT2CxwohJ8KNLhB3KpdMxTjyfKJMxuNbBZeccuo3iIUhX\nPXbIoiPmpP0b8b190nRd36vr+pO6rj+RJGhJJJFEEqKq8YB3WWeo4xA1Tdd12gMtaBr09KazaGsr\ni7a2srtdfD4vXcJuFIrXATIXUSMDnQCiWpRApB1abqA/sItUZ5ATpvno8YvQ4pSyTCYUZ3D1McMB\nWFc/6LWVYhwM1eRY8w4haABlWTbOmybUqQJ7gAxDA76Mq1nbKsKpU8uzMRgOTTvWdA1XRHQ+yDLn\nIEsyGebB7f498QKwKjZaWsV2hpWYSEtVsRucSJKEHo/RePOduB74Fa9vfRWAs5uqaVibhq7pZM8t\nxegQ48k+Sow13CkIbvO0KLkOse/HTruDjcUXUtkbhJkzhRVCfj5s3Ai/+51oil5WJiwxenvB54NR\no+D663lomVDRrh5fgPnxFZhCMaoy7cRLrEiShFL3FdLEGTBkzGHHdgDykAIMx45DrsgbIGggCIQy\ncySGU6eBUREEzWhAyktHOW480kEmrXJFHlpMo3u9yNPLvnEGljsr0TOt4AqhGuDDnD1cNvkjXtVX\nA6Dowg4iM9OGPXGe+j2hQ4oGvguSJNG4vZXm3R2k5zq48A+iOnL36rrvWEuonSZTKnn564A4nr6x\ndEbjmO45HsNpw3HPtHP+2Hd5V4/Q5u2kvecbDOeOBoNM6U6Ih2TG7xaEJ/OCcUSjcSIRFVmWKChM\npfAn01HmV2LQdG7e0kVTjx/JakYaW0Y8qKJ+uRU50Y72iEoawCmXwrDxMG0eLLhwcPn194rl/S4M\nK57EUXcLlt2Pgs0J51wHx54BjjRoqUX+4yBxk9JTkA4mvd98Ak/eLtS6fxP+ISUt0a/zSH0fJEBP\ntoZKIokk/n9Gz0GtlQD29u1mZt6cxN96aeo0095RTDjRBukALEYZhy1MLGof2E5Mi9EeaEU/6Cu3\nr+cN7N2P4Y3ZgdE4jalsTuTRTCkTJGVKqTDY3NI4SNIUScFmsBOI+xmRNvqIY59Ykk6W3Yyz5RQC\nhgk0pV3BVxtFCGp6+aF5aJqu0RlqQ9XjWBTrQL5Zhjmb3nAXOvoRSVqPSyYUUjCZdDKzwkR0cBjF\ntFF/14tsfERGMhrpv8dDVn6AGe2pLHt5IwAjbpw1sJ2MKYXIZgNaJI4m6dhPLhz4m0FWSF0r1uHo\nowd3PmIE3HXX4O+qCj090NWFVlbGI6ub+HKfUNGuQEPv9SMXpjJqfiVTqurRNRWlehE8+OYRz98/\nCnloIcbSXAhH0e0WPJ4wZpMBazCG5+N9YJCwDs/E3SoT98YwDs3EO7sY5FIso2O0rtpIXXmQP3y0\nEk3XKGToQM57SooRq9WIosi4XUGRuwaYEkUDfw89rqJt24mUkY5cWcbnzwnCN+8nMxl3rAid7llT\nh6ZpyPKRCFCiIT3jSUlJJzv7N/T0PCCKEuwmCu4+nhFGhff2jOTcp68lDw/HuB6je+oC4vMrUD+r\n5bF9J+MMS/TbYziOKcfdL4oibHYTsiyxu62W0IXlxNY1M8odof2NKtxjcul5eiuxdh8ZE/1k5Jtp\nn2rDpJjRY3GIa0jWgx4qLFZ4Y/vhw8/Kh9e3QdM+WPMZ8q71MHoanH4F2BN0RlXhoRuR3nkCSfWj\nK/ZDQ52rl8CvThefe/UBoc6dcQWkZoriEKtdvP+LPmn/EEnTdd3xL+0liSSSSOJ/MQ6QtErnMOq9\ntexs9bBrfw19fpUefxhdFwGyXKeFqWUZGBTxxV2amUJQrcUgG7AqVkJqiPe378aU0gMm0UkgGA/Q\nF2qlGOiPRcAo2kFtaRKdAw6QsyllCZLW7B4IjwJMz5lFMB4kx/rtLXuKLXshvpzO1F8BsLVRqHwz\nKgZJWlgN0RpoJKyKyTTHkj+wD6NsJMuSgzvSi9146DO7pulU1QtlqLAgQkQXYTib0UGoy8+2h5oA\nI3rMyPw/55B5XTNblp2KFo1ReflkCk4eRk1PI2/vXMIFE04lc1ohPd800VDRz5jRh4aVWSU8uA4h\naX8PRYG8PFyODK5/bwcranuRJPj9iSMwfVaFCijGGOYqQVTluq+Qigpg6nHfvs1/EJLJACYD3v4w\nblcQbXMb+gtbiXX4D/2gDNJVk0GWWd+wlodWv8KD59/Mz0bNYsjQShZv/5rfLLgSOWKh3xsmM0so\npiaTgtlsGMhHs3xLqFPv7kHvdaP29lG1z8fKt4Xn2kk/m0VOSQZZRWn0tnporu6kbEzBEbYwSNJg\nBKlpf0XTc4iE7yAr244hEW4/buQMOh5YTvxvpZhdDWQZOwifPRp1aT3OXlFz+GrmNgr6OpADIkz+\n0e4v+cuTL1PdUcclk85i+unHc/TfdlHw9m7a3949NoaKuQAAIABJREFUMAL3Nh82116G/Pl4pEAd\nsa21IEkYLz7ukIrYb78YEpSNEK8jQVHglsfAbEVa5RIkracafDOheT/cdo4gaGOmQ/Um+Ogl8ToY\n6yJg/NcMML53xwFJktKBocDA45Ku66v+pVEkkUQSSfw/jO6wIGkZhmJWNsq09srAAfNWCas1zPEj\n8ji6shRZHnyyjqgR9ntFzMZusrOnMcjtr1Rht8Lt5yqcNXoMW3o30KcLxcorCdUsGrHQ7A5gNxtI\nTw2h6U4K01LIc1rp9Iao7fYxNJE7k2HJ4vCumfBZVRvdvhDzRxVQ4H0BgIB9nmiw3irGPr1C7C8U\nD1Dvq0FHxyibKLKVHZLvBpBjKSDHUnCYclPT3o83FCPFAtlZgjykKDYUSWHrlW8QCxuxVnbQYEgn\nb58F9S9z6fNGsJWnM/Hhk/ioehm3fXI/IT3O59u/5NEF19PzTRMbp3VxWsFB/Sw9HuFtZTIJF/jv\nQK8/wsnPrqPFEyI9xchT54xnbr4T72NfAxKK4kIOB5CaNiFvfR/ueuVfVkQOQFU1XG39RB9eh7ZW\nhLctI7Iwlabi2liNsc+McsZIjKUqTeuv4uJV1QzJyOHYETMAOGb4NI4ZPnh8mVkph5xzh8M8QNKM\nRpk3/riEoDfMGb88jtQcJ7Is4alpZckbe1j6RSM9PYJ0DzmqksySDCRJYvScIax8czNff7CDhQVp\nZKZb/+66CpLW3zOUpt0Bxh1jJz39fuBW/j6LymhOxTjiEtj9ONbax7FX3kf8xErUT/ejSirv5+ym\nYulTnDX1Jjyhfq5+63doukaa1c7S/d8w86SLWbqqifnNPswV6WRfMw3FaablpiUEmsM0X/MFxadk\no1hEWFddvxfDCZN+kGuFJMEv/oxc/zRaLyjVX8EZif6c4aAIp/7+ZWitg1fvFy2/QgEI+YVh7r9I\n0OB7kjRJkn4G3AAUAduBGcA64F9/xEgiiSSS+H8Amq7RFeok1ypMX0PxIP6Yj35PKi/s6CYUk1Fk\nlaLCHpyOADaLxqjMEYxMKz2MwAQSPmOGeBcOYzq7mwXZ84fg3rc1Zv1CPAv3GcpRMeBVhKpR0y4m\n4VGFKbiiHRgVhSxLDpPLMvl0Zyubm1wDJO1IaOj1cfpTyw7YQzEhq4hfTZjDqIps9reFCMd0KrJt\nZNnF/j1R90ChQJGtbKB6s6HLR1VjH8eOy8dhNR62H13X2dkgQryjylKQJKEY2Y1O2j+rofnjVhRD\nlNU3wV5LDxf+fgjxtghIElNfWsg9G57nlS2LAEgPRGm3+fl99ru03tZCNFNiZM5Bie1r1ojY37Rp\nYB0sXvh0dye9gSgXTylGliU0Tef693fS4gkxJt/JyxdMoijNSvT1zwAJ2W7AuP4hZHfCOT6nEE44\n7zvuiAR2PQYNH8Ksv0DmoN1Hr68PVVfJdQrC62rtJ/S75ejVPWAxYLp4LGmXDuempxay8L/uZXzO\nSL5uWMPGt8+mLeAD7Fx53CXfEnY8PGne7jDR2ysqgN+++zMWP7IMgE+eXMXEsyaixuLsXLSDaFQ8\nHGTn2hh+2kQmnzeFxupWKtwtDBuRwUpgz9p6hpw0hjSnmewUI+k5DsKRPjR9CIa4n5umf0hng4sH\nVk9h9OwVwF5g9uGDHHkV7H4cal8ny1yI/8zz0ap7kEp24YqHiCoibP3h7i8oTM/l2bOvZ96+mzh+\nC4SjXTw4OYdt0/J55ffzias6oVCMinfPo/nS94j2RujaGqLoj3PRvtiKtrsZfeowpHT74eP4ZyBJ\nGM8+AfX19RisJtieSCeYdRLc+bwgcsVD4I7nfpj9/R2+r5J2AzAVWK/r+rGSJI0gacGRRBJJ/C9F\nR7CNNFMGVsPgpF/nrWGHayul9nKm5sykO9RFn8dOTV0Buq4yIt/J2EofrniEMscwKp3DMCvmI27f\nHxMu/5n9bxLPvJG6dgnQyXCA26ez8PFvuPPsEIX5KXTaFqJLBmyE2NQsfLhGFIon9VBcTMpTSgVJ\n29LYy4+nlX/rcb2zuRFdh4JUK33BINt7i7ls2eW8ODTI7lahrEwqHSR5wbhQ1jLM2QMELRiJs3p3\nF9G4RkOnj3Hlh+t1vd4IvlCMFLOBofnp1PuFt5pVS2H5ta8DkH3UFrbnFpBqcnDcJ5ey46pPKTl/\nLO8Z1/LK+kUYdYnfLdrDibt7OOO6KVRTB6kwLX8cRuWgKWzlSvE+Z87Aok93d/Kzt0TV4up6F4+d\nNY4X1jWysraXdDnOq4a15McroT9E7PNNQDFKmob8yjJ47UHRMeDnfxYmqEeAruuiujDcBetvAS0K\ni2fRf/RSos5x2FONTPrTWfQF+vn8xueZFPfRc3sb+l4XiiOA+a5ZaJUjuPavtxOzT2NCwWgCUR+/\nX/oQ3X4dsGNUDFw264xvvZaHjAUwGBTSM6x8/NgKFj+yDMUgM3H+CDZ/Vs2G1zcOfH7qzAJOObWS\n8eOyaCz30xsKk9PVBWqEobliW207m9Fjcf563YfsW7aP8QvHM/+WE0B6mY9//SidDSIvcs37ld9N\n0jJGQ+5s6FqDcftvSa+I4vnLL4AFvN1yLGWZoqJ5W/1XfHP1XZRuvhqCzfw8L5UvOzagyWNYY4BQ\nJE5nez+aLpGTa6f0lbOpO+cd/NUefDUBHKNKUKsacT26EmVcOelnjjp8LAlsaHJTkWkj237k/82D\nYZozBNOcIaBfCMs/hH3b4NJf4+6PEQoHyc93HqKQ/5D4viQtrOt6WJIkJEky67q+V5Kk4f+WkSWR\nRBJJ/F9ET6ibNZ0rybPmH2Kp0RUUbWma/A2UOirY1dFDTV0Rui5x9LBsTh1/IOR3BPPUg6DrOoGY\nUNJSg2txp/2UhL8pvz5bZt32fBZta+O9b8LccK6VRts5EFNxqi1sbiwDYFSRULpCib6YB/LSNjeJ\nyZPgTuh5Wvxc8hhIgmy8s0nksz1+wXTmyedw2/JhPF09n9+81crQPEFIx5WId00f7LuZogzm+mys\n6SEaF3lF7oTh69+jsVuQ0LKu5Vgjp2OWxXjdn7YQaPLiTOth08Wis8LJ5XPJHVPECeuvotnTzpMv\n/gmA5/+6nbn73XDBBbz41w85++cz8BtgcuFBE/Crr8JjCauEY8W1qu708osPdgJgUiSW7OrgzLW1\n2KMqZKfy+MY/kt+zGV68HT2vjLjj1wAYT5gA+aVw6+Pi9XdwvbaDrifWowVioOlIZgXb0CD2jFk4\nhrUSKx9Fjz4M+sO0Vddx67pJDPdmEFr7BXUGJ/g15Aydip/XELQruBjFOZMuoDxN+HWVF+fz9a9e\n4tTHr6XR1cZZk04g23GkgDW0dvpoavOiatqAKmqUJbZ/uI1P/utzAH75yiWUzx3G6K9r2PbOGlIN\nOuctKMMyvBhUDTnqo0JZQr7NjrX7RwAMLbRjsRvo7/Dz3vX3UL9dEJkdi3fQ19RJanEu+1ZHMVmN\nREMxNn6SwpUPgyBp34JRV0PXGgAystKI2UwEAlEmFYuOEG2eZl5I/YiCrxaDrkH6aE4/800efexW\n7Mbx+GMq1fs7SEsR+XfejkaKho8g/865tN3+FU1/XM6aM4dy4lc9hLuj8E49elQl4/zD+7Wua3Rz\n5osbmDski7cunfrtY04gGIzS7wmTmZWC6bgz4bgzCfgjuN3i/vb7IjhTDy+Y+SHwfUlaqyRJacAi\nYKkkSX1A0w8/rCSSSCKJ/wx0XafKvR2bwUZl6qApqDsiiE53uAtVi6PIBnRdozcs7CficZmPdlWz\nvykVXZeZVGY/iKAdGYGYj7gex2lMI6QGUdEwxloxWUpwB5y4fC3YLTC1KJ0zh0xj0bYP2dtpQdd1\nOmOCEDkj1WxuGgnA6CJBpKJahLgWZ3KiiGBbcy/xPcdgCK4c3Ll9NmReRHW7h6q2PtJSTJxQ1oG5\ndgP3z65jZf9pVLeFaO8TlYGjioVKF1ZD6OiYZDOKLKaMDneQug7fwKb7fIeTNF3XaewUJLRsx3NI\n+59myI1L0VNSWfnM8wCUjNnOU6kjQVc5qezogfX+sPQJIvEoC5uizN3XCzfdBL/9LcOLPuC5l7by\nwp0Xc/74k0W3gFtugb8kvNyuugrmzcMViHLZ61sJRlXOGl/A9XMqePSJVcxyiXBrILqZ43s2w7iZ\nsGsD8UAG2BUki4xhViKRXNeg5XPIPxqMInTmfncXHfcemoKtR1T8u8z4OZPOVSCPzUY5rQ1cHgyv\nVHNMqPSgT2uQb6Ps6WMxD/sF7637mNGRABMLhbWH2WLA4TAzxjmMTXe8yzubP+PH0350xHupu6WP\nZ2/+gNadbWQPyaZwbBGRQISt727Bmzjv8246nuLZQ2hq85I3Io9fv/Eu9l0XIfU72aOkoBoVcqI+\naD8Bq5oB6IRlAxbijJlsZ/NKD/XbzWQVaVz2X5fy19sX0by9C7Z3oRgV7rx7Dg/ctZr2/VFat4yj\naPJ3kLTys6H2TXBWIo+/iXxJIh7X8PsjdPS6GF2SRVbTaHDvBEcZnPwFRlshC8bP5tMGGX+/yuvV\nLlyuTfToWfxyRiU53dWkLRzJng+rcW5qZ+4bewkDsllGi2i037MSU1ka9hnFhwxl0U7xNLSm3kUg\nEsf233jJuXqDRCJxwuE4RcWpSJJEd/dgsYfvfwpJ03X9gOb6B0mSlgNO4IsffFRJJJFEEv8hBOJ+\navr3IEsK5c4hyIkWM96oqHDUdI3ecC+5KXl4oh48fgM9PQX0uGxouiBkOZlezpsy9jsJmj/mo9Ev\nnNKdxjRMiRCoPbQB7HPY3SD2O6XQz4zIUvrTx5FpN+DyQ7cHctOFVOL3eOj1R0mzKRSkGzHJZqJa\nhJAaJMvupDzTRoMrwHp3GTNt+1BSxoJvKXTeBxkX8M7mRgBOn1CMue9ZAJTcK7nnvEIueKKeUFQj\nxSRTmiOj6epAKDUl0b1A03TW7hFhy7Fl6VQ19uEJRNE0/ZCQT58/ijekYom4yXVtgV4V6bGTCJac\nS+cKD7Ki0rDARkRXmZA9kkK7qD5dun8ty+s34pCM3PHaN1BYKCw0HA74yU+Y+eSTzFzthxFNcP2p\nsHWr8ER7/HFB0oAbPxA5ZxMKU3lg4RisRoV7bIMhy5+21Yhm5y+uhq5WYg99Ce2glKcjWRPhrz3P\nw+qrIXsanLKM/mUdtN+1AoD8O+eSce4YUCTUNY/i/+B1fF3H0L+nAq2qB62qZ2Bf8swiDBeNB6NM\nTXc9d21/mrPqVC7OPo1fvH0P10y/hMumnAtAdrZt4B7KcqRz7bEXHHYfBX1h3vzjEj56YiWxhGFt\n174udn26a+Az+UOzOfpnsyk7ZgRtXYJMFOU9R5plH2r/EHQpTiy1GadzHUTHQjgd0CEjDXLyYO9e\nxo0byuaVmygf5+b3z2hk9PsY/34n993cz561+Vx000wmjEpj0pRcVi5vYf2zV3HmrXuRKvUj/x8Y\nLLDg00MXGWTS0qykpRWJBaeuhNrXoXQh2ESe2hXzr2HxU18CabxV3QXYgBC/+HIvL0xuJGNMFlcX\nWXmsSiErrLKqwsllRzvp2+Khr8pP8zUfUXbbZKznTEOSZVRNZ0m1yP2MazrrGt3MG55z+HgTiEbi\nA4UYqqrR1tqP0aigqjoWi4FwJE4oFCMeVzEYvtuT7p/B9y0cOAf4XNd1H3A0MBFoBbb94CNLIokk\nkvgP4EBemKar+GO+gT6Z3phn4DPd4U5CQQeLd7bS0lsxsNzp8JOT5WFskRNF/pYvaF0nooZoCdQP\nLPLGPJAwnbeHNkL6bWxrFpPphBIrSt/ruOznMqrIwjd7/dR16uSmi4lvf6cgc6MLrdiMdqxKCq5I\nD6F4AIfRyeR8Hw0umRXBi8kcfSNZ5mwya+cgh3ejez7lnc0iYfy8SdngFt5f/rQLKLVF+P0Z5dz2\ndh3TKh0oskRYDRNMhDqtCZK2t9WDJxDFmWJkUmUmjV1+fKEYnkCUDMdgfk9jQmkoaf8KedalsHcZ\nNG6k/n0LMJfiSQH+Nnka+No4uXwuAMFoiLu+egKAm1d3kO2PwlP3CoIGcMMN8NRT8Mor8FLC7qC4\nGN54A446ChBhzq9qekgxKbx0wSSsRgWt14+yq31gbKp9ItxyGkgSWk4hcbcRUDHNHjJ43fa/Jt57\nNuJ/5ipan58Jmk7O9dPJPCMPFAn0OIbmR0gb0UzsupcIezNheQPaZ/vxe3w8MnQjv7j+eLLsKaRl\n2Hmg7kU2d+xi8we7uPuTpwlGQ+z31GEwyNgdZiyWI+e+HYwnrn6TFW9sBmD4ccNZcOVsQl2t7Fn7\nAvFonBMuv5QpC85FlmXc/WEaW7pRlI2UFz2A3vUcICOnu5k07nygGDWyCL1eFHcoo4Zjs1pRa2r4\n0bwCCub8hPHHNGDeZgVdJtV1Mfe98Tm+8OXYatvQgbxjx8DyFjZt6OL0/QuRnR1IOUey7fgHYE6D\n0dcdsijHmUm2vYVmb4R8p8xNxx/Dp1VtrGrw8NNNJRg2LMctO/nzmQ7SYiZWaE66c9O44/Iyoo9t\nI1AfoOnPW3B+3UL69XPY1eFl3pZORrnDrCxysGJ/D8cPy4b+AHpPP7ovhDyiGP/mDtr+sBzHbXOg\nPA273UQsrhEJx4nHNWRZIi/PQU9PgEAgis8XIT39H7D++J74vuHO3+q6/q4kSUchKjofBJ4Bpv/g\nI0siiSSS+A/AHxsMW/RH+3CaUtF1HW/UO7B8Y52XPQ2JfoGyxrhSMwtGDqEuuIVmv5cC27d4LQFq\nw2U0205DNZXjkI3k2YfSEmgQfmO6hi20FWwz2NywHIDRlRV4039G1FjA6KJuvtnrp6lLYdZIHQnY\n1iGe+kcXW0k1pqKoQvELqUHQVSakb+Y9plHdEuL0KRobW5rpCb3ACVmLadn9AbXdx5HrtHBM1mfQ\nFgLH8QQkOxDh4pkVzK0YjinFBfgJq6FBJU0RJG1fq9jflCFZGBSZDIcJXyhGnz9yCElr6krko7Ut\nhYv/BCf/Fu3h+dTXTgbAfMf51PiewWG0cVSBWPbK1kW0+3oYbcjgok++hqFD4cc/HjyZQ4fCKafA\nxx8Lq41bboHf/Ea0gUrgxfUiA+e8iYXkO0UIKrq8BnQdg6mNeDgTzVKGljkMGVDX16GHVTDKKEcl\nwt3+ZpE/pViJhvJp+eto9LiG/UQLyojP6FvpJrX7HWR7Afib0VNH4aMAya5TfO10lBumU/nrE2ju\n7+Byq4+pQ0YiSRLPX3o35049iate+wMNva2kmKzcd/ZNlGUfOedsEEuAG+iov4pVbzWiGGQuePYi\nCscWMHNiAUbDnZx27QqI25AsGcD5AKRrYZy9m0AFjLej+yYAPUjZM4AqoAhvtozcvJ1Ybi5ZDhHW\nlbIzMXb1MGN8LnqnDV1tB2sXhHLRdy/AbhYVjr1p2eTNtCIrX1Bd3YvfH8W4axP33NtE7eZmcsoy\nyavIYsycSk668igsKf+cJcVj557PyN+dQndvnHEXTOWc8VO55K/rWd3iA5yo8U7KynooSC1l3S54\nttaDrbCSLQuGcfFb1ZS6IvSt7qRv9bukAJcntju9M0gwTyLWWA+JvqUAustH75uNxDv99D+1EeP9\n80lNs2IyKbS19hONqmTn2JF1SNF0Aoi8tP8JJC3RhIEfAc/ruv6pJEl/+oHHlEQSSSTxH0MgPphb\n5Yl4KLaLakZVj2OUTXT0pFDbICodi/P7yMnp5tSKk7EbzaTbZlDmqCTb8i3hEl2l3TiSiKkcc7SW\norYrUTJ/TEXRg3R7t2FwPYXBOpRA3MTOVg+KDCOLrHRargc9xoR80fqpoVNUfTqNDj5vEQUJM4fa\ncDZdgBaph+IPCMWD4PmA4YWCKO1pi7J4vc49n9QRV3WKM2eRm2oAgpw5RkHpSeRxZV+DP3EO7AYH\nk0tt9IRjdIX8BGI+oloECQmLYsXli+D2RzEbZUpyEt0G7GaaugO4/REOGGJ4g1Hc/ijGmI+C/h1Q\nPh0MJrrmfEzwvjewlaezprAGGmFeySxMiglfJMBzG94B4LaP9qDowJ13guHvpqlnnxU2G+edR6RJ\nJXLbJ5h/NBbTCSNxh2J8sEMoZj+dLnLB9LhGdIVo1G6ufQ0p60RiKROJbW7CtGA04XdEA3vjmFxk\nY2JfdW8DoBWcRssLJ6CGAsgT8ohdNZe+RJNxHYmM5kcBCI2/B03T6Y94aayvwRv209zfQWV2CXOH\nTT0k/Dd/1Gyq/rCY5795lwnFIynPLvrWe1MgBlwPNPDhwx+haWOZcdY4CsYUkJ2egoGn0WozUBve\nRorbkDK3IZU3gE9Gq9kPepo4lv2zARGGlbIz2duVwfs721lV10tck5Frezg3YOaSqcUYc7PRu3rQ\nmlohEARJQplyGlp7F3pdI4QjkGLFOXYYluoeCscX0rK1ha076li70sv21W0A+Le3Ur+9lbUfbOf9\nB77i/N8u4MTLZ2Ewfr+wYGVOCdcfewGPfPUKv3rvfpbe9BKzClpwmoawvbOPPx41ieG5iUb1hk6e\n3NLCwytFW6uVc4s42Rvmt539hOqDyAaZlAIzWkzDVxci7ese4mfkYMhKQUp3oLf2EqtqIbBJHINW\n40Le14tlaBaSJFFckkY8rmEwyDT+dBHBnZ2Y75tPpCyNaDSOyfS97We/E993a22SJD0LnAD8WZIk\nM/9E/88kkkgiif8pOFhJ8yTaNh0IdUb8OdQ1ilDbtGEysrMDi2IdMHKVJZlsS8635qJp4Vq8tmNA\n1ygJr0TRfdD7DHJoB3nWseB9E3J/xZYmN6qmM6rQRopZIabHUCSF+aOPBj6ltiOOqkl4fHbqvDmk\nWhWmZe3D2LUcHQlZ8xOX7cS6nqKs/AokSWV3W4DdbdUAZDvMtLgitLiiAJyVez9EG8BcSdR5EjHv\nPmRJwZKo3jzwfuA8WBVhmFrbLtTFijwRDgVIT1gYuH3RgeNuTORBlXQsp3f4Uexo20h30EX0kT1Y\nge1zeljdJCovF5SLgoGXN3+IJ+xjqimH2au+hspKuODwnCzy8+HOO9GjcSIPvoPujxB+bQOxTY0s\nnlBCOK5x3NBshmSLaxTf0ozuCSGr3SihGgxzbiS2BWIbm5DsRrSeICgSlksH209R9xYAnctOILQn\ngJSdgvHmWThjVbRH03FYS2gp/jl6yTSCIQ9ftEgcUwbv7viUP694amAzlx911hH9zWzmFG6cd+kR\n75kDCAejrFu0g0nzN2NyqNTsvYsvXxKVxRPPFQS0UPkCdWU+RH+KBER1MLkmorsOhNYlpPJ3kLKm\notdPRne5wZZCtU/lxsVVaDrIEozJc7K708tb21r5pr6X38ytYKgkCYIGSMUFSHY78lAbmqqit3eh\njB1Fit1CQY6NytlDaNnawjNP7MPfr5FiM3D1axdSXBigdd8qFv8lTO3Wfp685i2W/20j9y67AeP3\nJDN3nnI1L6/9kK/3rOeyl3/D4m3LWHPtIswGYTVj9m5hR+cuImEHwzLK8McUzhmVz8gsG9ctqaYt\n08ybR+sYIzG6dYnCwgy6n9uHtStM1bYY094+iY92dzKm2YWz1gtq4uRoOtrifUinimIdSZIwGhU8\n7+wgsKEVAPWRNcgPnojPFyEz8/8uSTsXOAl4UNd1jyRJ+cAtP+iIkkgiiST+gwgcEu4UpMQb7Scc\nMVK114GuSxTk9WJO8xDTOISUeSJu2oPNFNnKcJrSDt92uBZdyscab8Nc+iRkXwm1p0JgnXgB2I9m\n3S6RiD+1PH1g3QxzNjmWdArTTbT1RdFChTS2C0Vv1jA7mcH3IOsqJMdxWMN7CVin0G8oRHGOoCKn\nlrquCHlOK89ePJP5o/L5aGs1jy7bTKozg7HlRWA/EbKvIaQKcpWiDCatWxRRNXqgf6jVYEPTdOo6\nBEkbWjDooXYgxHlwhWdDItRZ0r6Um8YU0735eSz9MucvL0KTYPOsTjRd46iCyVSkltAf9vHCpncB\n+OWiXUgAd9xxuIp2EGLrGtD9EeQcB3o4hrq3i5NrulmSk8bPZiZUtJhK5DORUG/qXYo0YhLGq35C\n6Lp3UPd3E+4Q19s0OR85O3FMnhpijbV0rbsMz+4AGGWMvz4KKd3INZ8v4tOdK1l73WL+D3vnGR3F\nlbXrp6o6d0utnCMoIKJIRmCCyTbBgDHO9jjiOE6MZ5zzOM04j8PY4IQTtjEZk5MJIokoBCijnKVu\nSR2r6v4ogYzBAfPdufOtq2ctFq3u6qpTpVKft/fZ+912k52sefMpd1Sx6HqtY4PVaqB/Qgb7TuRh\nNwdw47Dpvzj+TmRgHlqHihggFtk/kL/PnMfeVUcIi/dw7d/fpnhtNV5XDakj4ghM6EmgWIolPxBk\nMxV4ebPKSqFXYFKAzPRAGYMIbanvEZe2HXgDwsyobe3IksTri3NRVBibGs4tWYlEBpjIrXbw6sYC\nSpvauW95Hp+kmonwtoMkIaZoQkgQBKSMNNQeqafulcRYO2kjU9n09kZaWxQkSeDhR7MwhtkI7v48\n6RcsY/S1OrYtXMMH96/lyLYiPn54CbNfm/k7rk0nIdYgnph8J3O+fZnPdiwBoNpTRaqlG0FqAQH7\nLyNebmeTeypbjuQTZAlk+vVfkRaZwKbSJr4+XEWfWhVVNXJVv1hevbwfuyQ7/V7YStCRekrf28Uj\njlbuQeSSEs0rUHdlL/wL8/BsL6P13xswJQSCxYhS56DmtY7WWCL4ShyEvrkB/zWZqCMzfrWA6Fw5\n1yiYC6204mSSgB5o/uXNu+iiiy7+e1FVlTa/JtJEQcItu3DLbhxeB01NAciKQPdIE/GxtfgUTcyE\nmTuXNp2+FhQUKtpP4Ff8Z+z/pAC0qh35bZZ+kLETLIM6N7JdSHaRluMztKNXpoBAqDEcQRDITNQK\nGWobbKztqEoblQrBkXdB4vsQcgVmi2bhUBd0MwBPTU/lwfE9yXlyCpf0iUUniVw2uDcL7uzHC1fF\n4Y17A2KeAX3UqZwzs64zn0Yn6JCEToFk0VkmdwGEAAAgAElEQVSpaGjH5ZWxW/SEBXbaDQRY9Eii\nQJvHj8cn09Tqod7hQe9vpcpfQK3qI9QUxOXHBiPJArYx0bx55bMsufR9nh56LwDzdi/E6WljmDGa\nrC2HIDkZrrvuV39vnjV5ABin98P2ygxq0yMxKyrv1zRxYXMbSquHtpdWI+fXIchtGJw74OH3EKwm\ndH21pTG11YtgEDFerbVcUhWVujcXkf/pEzTnDkDVCbhuy0BMDeXxlf9k0b516HV6Klu1JdXJGWMJ\ns4SQEpYEgsrj02aT88T31L22ncIXVhMd9MtVg528iareDjwAXImqDudfd17D3lVaFLS+zMj7t61j\n/ffaz8OuGorD7SOt1Q2ymTKTg5uLbRyX9bw8ozfx/T/gKVcpV5cauGPzbPaceBHQRLdgtbD4WD3F\nje1EBxqZMzqFyADtd9krKpD3r8hkZt8YZEVlbrl2v/u7JSIYTzd8/akIMeglMrMSCe3w6Lv8wZFk\n9o8g0dXAidKHUZQURNHPiFl7eGzhbUg6kcWvb2DxvO00Odw01ThY8f6P1JQ0/OaVunv0NSSHacvD\n12VNZUy/ASQkBhOYNBhhwvcgSLxsXMa07ik0tzuY/PYdNLQ18dSUngSbdMiqgILA9Ezt9z88K4GX\nB2tVxU0f7EVqcFFgsNBeoaUZLIg2YxinFQo1/lCMkleGsreAppWF+BwyhkgLsQ9qf8uNOxqxbc7F\nc6Lu58M+L85VpL2L1grqpEhzAu/8j46oiy666OI/hFt2IasyBtFIsEFL3m7xNOHwNdPi1JLRByWG\noxc7BUuYqbPpuEfRPsxl1U+Vq4x27+lCrVXQlkptP+1zqY+G9M0QfjfEPIsqBZNdqH2wj0qNx6YL\nJMoci07UKv0uSNIm+s3HatlR0IggwIwBWQj2cad2abZoSzGypEXzLumVxEszB55q63RqO1MSAC7Z\nfeq5k0a45p8Y1QqCcCqadvK1go4oWkpM4GmTtCgIBNu0hPBGp4fjFQ708w9gvWcxa4O0cc3oPoHw\nFVpK84C7LiLZHodVr+2/xe3k4z3fA/DAIm0JlMce02w1fgG5oA6lpAHBZkQ/NJlKWeVai5nPAi3o\nVXC9tYnWv36HfLQGQXFgLfsHwvQboLfW81I/uNO7TD8wGjFCE8JN3x6mZoEFxWeksaeXB8duJ3hi\nX5pcLSzOXc1Vgydx7LmVjOmrGaDeN/ImNj+gdU6wWo2n2WeE2oL5Oaqqkr/3BJ8+tpS7+73AVWFz\nmGE5xhTpTu7sfTsfP3wDH865mNVzozGY/Nz1wRBGj0vE45Fpa/ORlhbMmCQVV+UJjC6BZlXkweNh\ngMDDY1PpERnMpJ6JvD3zdkamrsXls/DoyhQWHaykzeunrtXDJ7tOAHD38O4Yf2YZYZBE7hrejacn\n9mCPz8CsUgP/KPSccQ4Ot++05+KjA7n67au4+r1ruODWi1DNeiyyl4w6H3XFn3RsNZeEfrFMfmg8\nAJ8+8B0vX/sJf0p4gnfu/JpHx71Ou/NL4EmgiLNh1Bv47o43eHLKXbx37VOnR6ziJ8Lwd5EE+CJo\nNQOjYiiqK2P6O3fjU1q5uIf2t2kzqAzt6I7RI8pCQWIAW2Kt6P0Kt+U1cFdSJKoMpggD68oaaMzQ\n/nadhS6cxjB8iQk0HtL+ZqKeGE3wzUMJnNAd1a9S82MTvs1Hzjr2P8q5LncOUVV1gCAI+wBUVW0S\nBOH8O4h20UUXXfw/4GQ+mk1vI8gYRIOnjmZvE81uBw6nJsbSIgPxtERQ3V6JQTQSqNcmdFVV8cra\nBNbolLl9wT4Olm5n5X3jGJEaiV/x4dZFIShuLGbt2/i8H/OpdriYM6EXpgTNauKllYdoaPMQYzfT\nLSwQQbCfNsahydFALqsONOJXIDPBRlJw+GnbnLTHAC0KF6A/e9/Ok0LMJbefaiPk8p9usXESk2Sm\nze9EJ+hQZYnSDkuN7tFn7jskwEi9w0OD00NBcSO6747g9QA/pCLd2cKQ2m5kH9mJMcJK7JTTm9Qs\nPbKBVm87w0wxDNqyHhIT4frrzziGqnb6b3nXalE0Q5qemhfuZZYwnjK/iVXdA7ixohilNhK1xYvo\nLsNa8QZiVAjcrXUwVP0yokFBMIgIJhHDDK2yVHH7qX1Hc8SPuXgpc+ITGJ90ifaazkvxi2tPRcZU\nVUWUBGS/il4woqBgtf76VOj3yTw67kkOb/n54pM2DZfmSpTm2gAbggB/euIixsVHMfGBGBJ7R7Nu\nZRHX35NJsKBwWcct8lK1hEMWuG5gPMO7hXXs71b00ks8PO55wmwDWLAvjH9tLeLf24sJsRpw+WQu\nTA5haJImVLyylz21e6hz1+HwOnD5XfQJ7cNbl/Xh7u8OsqmwntFFDQzvFoqsqDy35ig/FjVwZf9Y\nbhmShCQKSJLImPFpuD1+7AFGiA/Es+cAxtZW9Mf9eLmLMl0QFbXV9JiWyZGthRT8WMDB5YcQBAgM\n9VJV2MT7987lwY83Al8Au4DQM67jgMReDEjsdfaLnDEbHEVYD7zM0sgtDGlIZHvhfiIevBAQsFgu\npNFfzTUfrmXejc9z5+fPYJX68GHvMLKq2hhT4sT3mfZFwZZkZopBJt7RgC/ZTGuxi6p39p86lGVQ\nDAGjtWXg6MdG0br9BO0VHsrfzCXCayHkxkEIuvNP2T9XkeYTBEECLVFBEIRwQDnvUXTRRRdd/AdR\nVZWvdp7A6XMSEgNWvQ27QYt8VLVX4GjToygSEQFG7GY9kd4oqtsrT8tH86t+FBQOlrr525fl1Dg0\nwfbssgOsfXACbV5tCdPiOYgYcgvzswu584tsAFYeKufr2aNYfrCcp5buRxDg1SsGnzWXZWBiGIIA\nHR2YmNL3zEbtekGPJOiQVT8BejuicPbqOb1oQBIkZNWPT/WhqDIKCopPD4p02tqKWWcBD5glK3sK\nGpAVlehgMwGSH3KWQt+poNOEycnigdzSJnw7yzF6tKhZ2gYbpmvjqV15DIDkGzIRf1bZ9/3htQBc\nsTZXe+LRRzV7jZ/ww5Ea7vhmH2nhNibF27lxRzECKjs2fciTKTMpsZno05LPl2sfJcDfhtc+Etme\nhilTh/DAfBg0BtVoQjlYjLzjKLS5MfYOQEiJRorVhEDjF/vw1/swhZchTMlg37IcXr/4OQAGpKah\n/8m4BUHAZjXicLjxdXSCsPyGvcTOZSs5vKUZW5CbUdfUMnR6DN0zP8NgCcbt3cPBzfXsXX6Agi3H\nmXxJIhP7R4CqoITrmfXqtVzxusgba44Q5q4mVq/ijY3h8oxIJvlkLkoJ+8mRugMPIwqFzB46iZSw\nFpblVnGo0kGN04NeUrl2sCbQylrLWFi4kAb36UuNZa1lJAfmcc2gUXyUXcVbWwrpF2Pnw+xifizS\ntl2wr4Ljta08Nj6dYIsBk1GH6aRzv9mEYdgganccIszZAMcvw2C0o1oVoiMCeXzBzbxz59coRj1D\nrkmmZ/gTPDi2N+s+yWDQJQojr9iMlgK/Ci2r6hy44AUQBGJKl7FcqGPkITtOWeTCqDBGDujF2xv2\n8e3eAtbnbqLR7SYssBGdbSYbe4cx8WA9ckEjALZEM/eYZPQqtE+Nw2oIp31vFQ3ZZahemX0XdyNJ\n1fqr68OtJH00g7I5K/GVtVL12k4aFx8n8b2pGOLtvzHgX+dcRdpbwCIgQhCEvwOXA4+f1wi66KKL\nLv7DtHtlck5olZz9Qg3YggOwdyT+17vraHFok15KhLZc2S0gBZ/iI8GWdGofXtlNdn4r935yAr+i\nMjDJxtGqdjYfr2FPST3RQeWAhM1Xwt4TDu76XBNooVYju0saGPT8cpratbyfd6/JYubAn7YP6iTA\npCct0saxai2SNbXvmdsJgoBVZ8Phaz4lNs+Gtoxpoc3vxO1vR1Zl2tpFjuQZKbNXMHlwZ/scuz4Y\nv8nPwXwfxdUtiAJkdguFBffC1rkw4SHUy15GbvcR0iHSWt1+DDu0ije33Y+pRUfaWwInCrTk/e63\nDDxtPIUNZeyvOopN0DNhzX7NmPbGG0/bxuWTeXzlEbyyyuFqJ0OPViEqKussJu7p9gAAGZKTr+U1\n2NMyYMh4DKOmQc/B0FFZqaoq8pbDKHsLtOsQbkc3JB0hVTNd9TS7qPv3DkAgcuwulhvv5bUpUzDo\nDFis+tME2klsAQYcDm3Z2GjUIcl+VEc7BNvPKrZXz10DwDVP7ePS2eX4dr6DK+8SDlh745FlxGg7\nN1+RjG1mDAoCLnsQ1m5xSJFabmJhfRvLCxrZpjPw73FJBCfFkHWWylGNF089Gtk9GIPtGLbi7dQ0\nBWI2tfFF4Vria+Ipby1HrpbRvaOjz+V96DmrJx7Zw6rSVRQ7ijGIlaSET6Cgzstd3+2n0uHGIInc\nmpXIlznl7Kto4c5v9/Pq9D7E2s2njUCUJCyZGRzbV0Bqaw3RnhYiLLswxF2JoBd4etExcnLHYWkM\nJ6HlGW6+4wTvv7GHN24dgBp2Kxn9FhAW/FdE8XUURUVVVSTpd0SmBBEueBEueJF+QEH+Ulgzk3D9\ncRjyLNcNHM20164jv82NQVD48kI4YAvk5dpXGG6ehtUlYUi2IAXrkDq+GH1mNHHvTQPZO76Jqf/e\ngU5R8eVVs+rzvbw5sw9hViOW3pEEvz8F8fV1NOxsQvX40UXafnWov4dzbQv1hSAIe4GxgABMV1U1\n77xH0UUXXXTxH6ThJw3BWxxWrPG2DpGm+ZG1OLSlv9SOD1lJ1NEz+PRGzR7Fw7KcZvyKyo3DuvPq\n6C3cv6U3839s4pXVB3lulhkEifY2lVnzN+HxK9w2IpVnp/XnurlbWH+0GoCXLhvALSNSf3W8FyRF\ncKy6lahAE/3izm58Gm2Jw+4PJlB/ZpXpTzF3iDSX3I5f8VNcYkRRoLrJRavbh63D9V5RVfbm+Siv\nb0MnCYzLjCFGroTtH2s72vgvDmwbytG3DzD02xlgMYOsIHXYEqx9qJ7x/4yA/ZoYDh+eQGB62Glj\n+f6wJlwm5Tsw+xTNmPZnUbR5O0qobHHTMzKAx4dHE/bGGsDEMaGO8SEBxKZ0Y87oFEJsV5z1fFVF\nRV63D+VwKYgC0oQBiBnxp4SUx+On+K0dyK0ChuRWzDc9TVh1IMkRCbj9bhLCzi56zWY9kiQgyypW\nix559z5wtqIE2HjlH3spK2rilY33Yg8LoK6smpzVfnQGlYuufZX2vQomN9iAVE8thaEJdG+rxyZ7\n8OsNKIMHEGA/ffn5o50lqMCojGhCuv26t1pOXQ45dTk4vA6cXq1fLBKMSInGogvncMNhTrSegBbQ\nP6SnvaCdnK05jLxoJOFp4aTYU1hStISjzUeJi91LaUNfKh1uRAEen5DOhcmhjOwexjOrj5JX4+Th\nZbm8dVlfgn8WTQy0GYnolYyzJRR74W6kpnTk3SuQsh5EEBtIjCzCUn4/AJeMj2fXjkpydlay4NFq\nrnjzHXRSG1CMrOgQBIiLCiAp1n5a+7HfIjz1Umh5BHKegw3XkmEKY1faEV6ti2aMtYnR9fMY79nI\nAgs8F7eBF/PH4olbyBrnSC6xprPfL/BCYQsr3rgHjzQDVRAY3TOSXSea2JBfx/h3tvHNTReQGm7D\nGmHHPbobifEVKGGhiIbzbxN1zgumqqoeVVX1HVVV/wUcEwTh2vMeRRdddNHFf5CGtk5PL4fTik1v\nQyfqCNAHIMsCrW1aVKB7+C9/E/bKHkrqNLF3U79aAmof4c+916GTBJbur6CwAarq6rn8m3TKm9oZ\n1j2c168cTKjNyPJ7x/L6lYP58IahPDjhF/JrfsLINK0CbWq/+F+coPSiAbsh+DfL/09Wcbr87RRU\nuGhr65xIyuraTj0+XuGgvL4No15k0qB4YkOtsPwZUGQQddSXh5D3Zg6qrHDkgW8xt9Ug5tUjtHjw\nxojUpnnQ/yX51P66/SyKpqgKi/b/AMBl649AXBzcfPNp29S3eXhri5ZE/mR/Kxc9PYkEjzbeh2cP\n4bMHpvLi1F6E2U6vPjyJ2urGvyxbE2g6Cd20oUg9E067RjXL9+NfrC3Hcts0Sty9SQ5KoMpRQ0CY\nhOEXJlpBEAgOsaDXiwS4neDUIp3fz9vL9qW5lB2u5F9/+hilppa18z5DUUSGzWhCqY7H1Ao+QULW\n6bH7XQxoKcHe2owqiiwzhVPmOT2L6FBVC9mlTZh0ItcOjD/bcE5R6ixlUdEiSp2lNHma8Ll8hDSF\nMDNwJpeFXsb0xOk81P8hJkdOJvTpUNoLNINXv9vPwtkLURQFm97GValXEWGOwCtVMraXH5tR4oFR\nKQxOCKCyrZJwm5FXpvYiJcxKpcPNYyuP4PJpy9xyR+QLIDzEQmhyFNIwF5iroSUW5dgsYCTBTfdj\nUGVaJSMunZH778vEFmCgZGcxhRv3Iis2ZEUHqKgqlFU52Z9Xi8t9ZiX1rzLgSYgaDu1V0HiIoLA0\nnntgC6OvXwf2dHAWcWdYAysi8pk97lOmSsd5uW4jx2nkFX87gmBgT1UPjtV6MYpu7u5ZwoyMUiQq\nqXZ6GP3WKm765BV+yNuIMyUOQS+ia2pEbWr97bH9Br8rkiYIQiBwNxALLAXWdvz8F+AAWpZfF110\n0cX/Cup/4unlcFowS5oYsxuCKKuXUVWRSLsei/GXPyLdfjcldZrYS3ffBzro63+XKX0+ZfF+P88v\nqiS/spUWt55uYTa+nj0KQ0c1nSSK3D36l1tJ/ZzrsrphM+oZ3zP6j5zuaZys2mx2tVN0QhM3iRFW\nSmvbOFHbSka8FonLr9CqObN6RBBuN0HlEdj1BUh65Ju/YdfEVaAKIEBzqUjg6p00NmjWBsf7N2OQ\n9Ey4dzp5O36g7UQLCZefLkZ3vPk0VZ5m4htcDBZDYfEC+JnVw+sbC3F6/IyO1jPqsdH45UhI0CNG\n2xAHZZ22rVJai1JcjRASgBAVjFrZiLw1V2v3Y9Chmz4UMa4zkufdvYzKV/bQmqs9Z+7Xhq5fJD6/\nSllzJf/c9h4r7n/vjOunVFShHC9E7J1BUHgodrsJedsuAI46TXw+X6vu0+lEtq08xs7317DmPc0H\nL+viyVjLterK9uRuhMSFIe/M0Rz8gc/cNr4srCfweDMfXNGfcJuRNq+fV9ZrLckuz4w9I1r1U/yK\nnyVFmodYVmQWmaZMPhv2GdUl1XyF1qdVZ9QR0VPLrazKqcIeZ+em5Tcxd+JcircUs+uDXWTdkYUk\nSkxJmsJHeR/RbtzEvGv+jKL6effwuzS4GxgfP56RMSN5cUov/rzwAMdqW7nru/2oKlQ63IRZDTwy\nLo0+0VpOlmCZhpQ5Bzl7GmrJ5SjWHqjFWieIImsEqslIH305N9/Sm7feyGHtq9lcesNhgiP+gSQp\nOFp3kFcYirPNy97D1fTvFYnV/Dvz1UQdjPkSVowHewqMng/GYAjsBjP3QdF3XBmQxoMv/plslxPQ\nE2U4Rvfof3KLMJVtuaMxGLR+GrVNixjy3u6OHesJCZmNwdCdFcdj+WzH07w59UFmZaThblpKgpIK\n9P59Y/ylof/O7eYD6WjNvm4FNgKz0JY7p53XCLrooosu/sM0tHWKNL9fx8kvvHZDMI4O6420yIBf\n3UdpoxOXVyHc4iVEdwICxiEGjuVvGR8CsKeonRa3yJTeYex4ZBJRP8vZORckUWTmwEQCzedfTG8Q\njYiCRFGJDkURCA1WuLCnFqmrbHTh9Ss0t3mpc7jRSyJJHe2fWP40qCoMv42jq4NpaYrAFtjIgGHr\nAFCWNmHdq/mHlQ5u5+ZelxNhC2XUsuuYdOBudFYDW0v28sneRWx6cQ6f71kMwAwhGnH/fhioRdr2\nljXx3tYi7v/+IJ/tPoEowJMbn4TWFvw9NXNYXXoUqtIZbZJzCvAv3IaSU4i8bj/+zzcibzgAXj9C\nciT668ecEmiqLNPw9+fIv+W4JtDMOizXx9Dt3StISArhq8MLmTl/NsPT+p/af/bSg8wMeJCdSw6g\nHC0Atwdl3yFUZytqTR04W3G44ZW/rECRVbKuHcyMezVx8spLu6mtdRERaWFYeAwSKu3BoYSmJyBY\nLUhDBkBoCBt0QXxZod2XDref59ccwy8rvLapgEqHm5QwK9cO+PUo2o+VP1LnriPUFMqEhAnsfm43\nzSXNGAOMBEQFYA424/f4qdxXSUVOBeYgMzf/cDPRfaOZ/i/t2q7820qaOvI1kwOT6RPaB7/q59vC\nBfw799+nigzWla2jsKWQEIuBpy/sRtzuclxL8yhrakdWVGqcHuYsOcziQ5UdUTUjQtC/ENO0/qhK\n7lFQFITIcFIzk+iXGY9+QB/Gjk+kT78IHPWtzH80EZ3uUtSa/lj35zAoYSEhdgeyolJW6TjrNfhF\nbPFwRR5cvFwTaCfRmSHteqzRQ7hhqCZn4oMjWTzQjNl5lPEtrxIjaRY5afoihpr3ECjJXBHuYfkd\nL7D3oStJCZWQpBCiIubwwb5K9gcHsyd6FCXK+RUNwO/PSeumqmofAEEQ5gJVQIKqqu5ff1sXXXTR\nxX8f9a1aBMxo8OLxGiisbSUu2EKQMYgWh/bhnx75s9wuTyEYEkHQoaoqx2u07XrYS0AXBsmfQdsu\nBjqmc1mvqSw5EsrTQ9by0PWfIv6ehOffQvaBdI6VbmdBEARUr5mmZhBFlV7dDJgNOiKDTNQ0uyna\nX0mLSYv4JUfZ0EkilB2Avd+Czogj9S4O37IQAO9lh3hqVCxTjrXTVm0BWnDbZEIvjGdG6oTTjnuk\ntpAbv3kEWVW08EAfzc7isoffApsmBBfsLWPj/N3sNekp7+ijeYs/lx7FO1B7DsIfmgWtzXCiEt/c\n1Yi9EsHtQzmgLYmKfZPA60eprAXVi25gOEKvXghGTXh7y2qo+PP7tB3X8vqkEbHobh7M51UrKF48\nl/4JGby+6WOaXC3M6K/50KmqyudPrcDV6mHlW+sZ+Jd+qIAgy8h7D6CKInt3V/PZV7nUl7UQ0zsG\n/awYSvXlJG1wU7Jf86obekkagiggG4wEDOyMKgpWCwv14XyQX4JJJ/LMxRm8sjGfw9UO7l98iLwa\nJ2a9xBMTemD4iaWDy+9ieclyihxFxNviSQ5MZnPlZgCmJU+jIruC7PezEXUid269k+g+WhTW1eKi\nJreG2rxaEocmEtkh0PvM7EPvy3pz+PvDvDXgLcY8Noahdw1lfPR4jmw/QlleGWqNSlBTEIJDoEls\n4pPAT0jwJFC8tpiojqXOqzNjGf/ACD7dfYLvDlTy9o9FHK9r5YFRKeglESE5AaGhEbW+ERWBr1uN\nbFx2mDEp4Vw9IBbBZuXuezL58z0bWPfpTpxNw4gP6EN8tEJ8vpe4aVNpbNlAbWMbyfF2jOfSXuo3\nUgGenHIXRp2BW0dcTlSgCY7ORWeN56GqJF7d4+fNq68jM+ZOWHYRVP8IbUshbArLbx/NNZ/tJqcc\n6rxp3Lgsl+QgM1/1Onv+6Lnwe8/ulHOdqqqyIAjlXQKtiy66+N/KycKBiLBmyiojKKhtZVR6BBYh\nhLb2WkQBksM7ErdVBcrnQO0bYBkI3Rbi00dTVKvtIyOoHBI/1kxq7ZNBH8MXWXNoH2QkICQLzleg\nKTIsfRLW/AMufRYufvj89gc0NesBH8FBfoKtmhhNCLdRl13OvjmroWc4vDSus/3Tzvna/8Nv48i7\nx1A8fkKvTOHVSSXIgsCWa9oY/ZaW63Y0o4kHBz2OJHSet6IqPL76DWRVYWBJMwZZoTQ1jov6jiEx\nWKuwLKxvY/eXe3i5roXaABM7bswi/dhmLnj7IdTwZHwjnkHerHVcEIOM0OpG2dmRSyaJSBMGIPWI\nhdx/QdXfQHHDHrR/khm/O4Cij+/D3x6CZG4jeM4AWgcPoMXj4KkVWqP0T7YvAiAjujs9ojVvu2M7\nSyjarxVDHNxegtfbm+KQOBJ85TTk1/HW63s5mqfZNgRGWRj62CV8WdEOXMSYez2U3V6Pqghc+mQS\nutiRIAoIP2l3lVfj5MMdJQA8PDaNQQnBPD4+nTlLNIEG8OBFKcQFdUZiy5xlfFPwDc0dbcyOVBzh\n0FOHUAtUul/Xndjesbw9+21UVWX0X0efEmgAZruZpGFJJA1LOuO+mPHeDFxNLgo3FrJ8znI2vbwJ\nj9ODz9VpXttI46nHXrwUUIAgCiQMTeDEjhPsemYdWVN7cueF3UiPCODVjfmsPlpLY5uXpy7OwKQT\n2RkQhamyhW1OWFysRak+2lVKfZuHu2MiiWlr54Z7hjDv1W3sXJrLTgC0ZWJuuQQp5n2ufOMq4qIM\ndIuPOuM8/ihhAcH8Y9ZPOl0OeAKAq9Lhqot+suGIf8PCfnD0Q0i9Hnv4IJaOPM7Ota+xyDWa5b5J\ntPllYoP/ePT8JL9XpPUTBOFkbFEAzB0/C4CqqurZnRO76KKLLv7L8PhlnG4/ogBhHSKtqK4VWVFZ\ntr8GEEiNDNDc2FU/lN4GDZ9ob27fC3kD8Eb8leI6LRrSo9soCJqivS7oIOwWpKrnCDC4wdL3D4/T\nVdPK1unzSem+hWSr1vCbpU9C5gyISv/1N/8GdQ1aUndIsP+UiW1CuJWDXxzUGksfqsW6IJfIizuO\nk7saAG/KVE7cqk2ZyyYeRRYERgelUDdJoOqbJqKrrRzsUce24hwSM2NOHe/rAyvZV5lHhMPDxx/v\nJ+CFV+DBB0+97vHL3PP1Pl6t16aZCKebq/ZlY/j8TgB8M15BrmwDFcRwK4b7L0WtbEQ5VIJa34I0\nuh9iqA9WXgwVmu8aUcPB0wSOQpBdVG+ajr89AHNcNQnvXUm1Ph48Mu/t+AyAB8b9CYe7lfzaUu4b\n22mmu/zdLZ3jdMvsPdKCMqYHLfpUvnvzY47mNRIYrGPSA7XEjJrDoopOs9oNronc8eVaUkNaiE4e\nhzZldqKqKv/eXowKTO4VxIju2pJs3xg7twxJ5MPsUqb2imBMqmZerKgK26q2sa58HYqqEGONIbMi\nk7V3rKWtVCv6KNhbwHNPPIe31UtYagguoKwAACAASURBVBhjHh/zu+8LW7iN29bdxtGVR1n5t5XU\nHtFy6cLSwoi/IJ7Q7qEExQdhDbfibHGy9uha2tV2bKNsjB40mty/5LLnkz18fd3X3L3jbsakhhNr\nN/HoiiPsLmtmzpJD2E16dp1oAnREBRiZ1S+MqEAj728vZmluNZIriDuAaRNiGHTjoxQtzaYst5IT\nVS7KChuprGxFrnSy9uMdJHcbQ2JMxG9Yc7Sjea2dfxT6FMEZkPkI5DwLqyaD34Wk+hlmgmEX/Ym/\n9xxPSWO7FoU+T36XSFNV9fzrSLvooosu/gto6FjqtJoVjAY/QVaB5jaFxfvK2V/WjEEnMqN/HChe\nKL4KmheBaNGiZQ2fgOMHvK27KalLAaBH99OX9Qi7FaqeB1Qw/0GR1lhG+XOfUL/TR+vBaBJmRyIl\n9oG8dfD1n+G+1b+5dHNWHDW0ubw0Ov0IgordLmNWJPjqHuTacKTdMqpB0pxz5x+g9sYBRGYaaanL\nZ3HaIEJX1yO7fPgHW8gLyCPOFsWcUX9lwYEfeP1PH9CzJoqjaU38Y/M8LkkfQbDZTl1bEy9v0hqQ\nP7nsOAGTp50m0ABeXHuc9PwaYv0KGCTwyrg3VqIPklEvnIPaKqF0eMrp+oQh5L6BkH4z4qSOHqh+\nNywaDE2HwRgKIz+E5Bnaa6pC264Smt9YgaAXiX3vQZoDjHha3HhlL/P3LqJfXA9eveJvHZd0PZAN\nzKWlvpQfvxmIIAgMHRnL9s0VbD9UwaVX5JK3N5qjuQ2YrXreP7aC41UfkF+vcLSpHZNOZGqvaL49\nUME3rZOYO3kAPxdoADtLmzhU5UAneWkz/YDTm0iAQcuFDArNZVDf3XgtRvbUjiEtKI1FRYsoaNG8\n3rJCs1A/UFny6hJUVSW6bzQDbhjArrm7qDuqRadmvDcDvencxIkgCGRMziBtYhrVB6sJSgjCGmY9\n67ZpnjS+L/yeEmcJX+V/Ra97exG8JZjK/ZWseWINk16ZRHpEAG/O6MvDyw9zrKNrhdUgcVtWEpN7\nRSF23MfJIVae+OEIi4qauTRZT4zsI97iJ7Z/EAwIpqxff9y79qGraOa+u9dTt+EojgfHUVX3I3FR\no37hbPKA0WiN6/fwBwwtfpnMR6DoW2jO07zZQjMheSb0eQCDIJIWcf4eaXDuZrZddNFFF/+rObnU\naTZqZfxJYSb2t7nYUaglRE/PjCXMZoDSmzSBJgVBykqwDYXgy6HqOTw+N8Udy53pUT9LDjYkQMjV\n0PQd2H5p8vgF3K3w0XVwcCkNm6YAmbhdNir6LiDh8p7wZDrkrYWc72DgrHPbt6MGnu3DiejJ0OcR\nwoMloq3RiCuehU3vcGTt5UAG/qlpYNSh//IQO65fyEXvB/DogLEct4cx7a8HCMPIj8NKERH42+DZ\nmHRGtpfuoyXIy7SrZiHkbWB76T4eXfU6PcK7sb4wG4enlVEFzUw6VAufPHbasI5UO/hoWzFrOqo3\nzOUf4Akch2JKxNN/LFJIKrSDomrTlc43H7I/gdIlMGkNSEbY87gm0OypMHUzWDqX91S/SuXfdwAQ\ndstAnAFGWlrcIMCTa/+JV/by2OTbtVw9ZTVqyUcgG/EJFhb+axo+TwX9B0cyZVI3tm+uoCCnloTo\nK/lmhVYwceEVXqqdd+Jyp7ClWos8zegbw00XJHK01smhKgevbDjO4xN6YP6JKa6sqMzNLgEgLroI\nLw4WFi7khh43kNeUx7bqbRj04PR5WVK8BAEBFRWLzsJE40R23rSTkm0liJLI6IdHM/aJsegMOobf\nP5yC9ZqQSxmTcm73yE+QdBKxA2J/dZtgYzA3ZdzErppdrClbQ64nl/Bnwmn+UzOb/7kZnVnH+KfH\nExdk5q3L+vHPjfkEm/XckpVEyM+qVPvF2nl1Wh/mLDnE0gY/d4SCcrwQAF94GI+vKyDUq+O1ZDu9\n+oaTe7COjd/uJTisO7J8FEmK1Vq1+RS8PhmLqY346EmIYg1QA2xFUUYAnJPP2i+iM8GlW6D5KIT0\nA8OvFxr9Uf4HZWUXXXTRxX8/J4sGDAYtrTYtsjNbo0+cncHJIVD9d2j4VIugpa5Ftgzhy51FNLT5\nIOYpaow30NQmYzVKxAVbzjxI4sfQtxJM5zhJ/vACHFgCkoHG1oxTT+d/XgQB4TBd6z/JNw9ogu5c\n+OpucNZREqFNVOnhdiKqT8DqV8jxp1NekoEoyfgu60H4lcGEDYvHVeHgm4cLKDSHkVZiIazYiMem\nUHpBO9dmXEpGSHdkRSb7xAEALkzqzzPj7kEnSqw6vpU3tn3GoerjBKgSz36fizBxIgwYcNqwPtlW\nwOUOF9GygugpR9+0HVOclnvmOXEpiiMMVaei1GrLeZL8nfbGqi2w+Vao3AQHXwNB0qwVLNGoqoq/\noZ22nEqqXt6Kp6ARQ7ydQxeItLS4UVE53HSIhQd/ID0qmcsGaE2/1YoclGOzUQr+hHDsOrYu0JYu\np0zqRkrPcMw2iYpjLTiq9Rz5QevjGDVyELnl0znU6KSg2YXVIHFlZhySKPDw2DQseons0iZu/2Yf\nh6paTp33+uO1FDe2YzC4iI+sxqKzUOgoZGXpShYVarlxFydczKzuswg2BqOikhSQxJTGKSwfs5yS\nbSUExgQye+NsJj43EV1HAr0oiqSNTyNtfNq53R9/EFEQyYrK4o7ed2A32KlLqcP+mB1BFFj/3Hq+\nu+U7ZJ9MiMXAC5N78dCYtDME2klSw208PqEHP7ZLKCpaNTHwVK6TaqcHf2AgSmQ406drdhhHF+Xg\nckVQUmGl8EQzRWUtlFc7qW1op6RC4MDRf+L1xaEoekori9i6t5zDx+tRVQ/wPLDj/E7eFKYtq/9f\nEmjQFUnroosu/j/jZCRNMrQjChI9o0Mx6esw6SUuHxiP0PQVVD4BCJD8FVgH8VV2ETd/so0Z/RNY\ncPsojlZruVNpkYFnN48VDSCe2Rz6bKiqSvGn+7GFuAnZ+C4/XvAqddHj8P97IUggGCRqNxbjOFpH\n4IjbYNs8KN0DW96HCX/5fSe991vIWYjHFk1VeBaC4idhw6NQspXD9lBWZE8iBUiYZCH1wA0EtFfg\nfXMDSyZWEJBrZsKrIQxI7Uk1ZWTcNIR3LrmN7vYEQKvadHhaibdHEWfXkrifGf9n1hzfRlp4Er3s\ncQyddhMRjW6tL+dPcLZ7WZpTxpJmTXCaUlwILx9CFxuNNOdl5OYeuHOdiNZm8NkRA2oQ9a3Q8y44\n/ikUfA7FCwEVte9jtBXF4Jy3BceGYnwVp1s0lF0dRlJoNzx+D3d8/yjbSjWvq0cvmY0kSoCCWqUJ\n7n3lXlZ+k0d1dRvhMYH0mT0BU3g7/Sf0Yfv3+/ng/u9w1rkxRtuZ15YKhytPHeeKzFgCTNrUGhVo\n4rXpfXh5/XGKG9t5YNEhenc0qC9u1ERnQkwBmeG9yQjO4PPjn7OzRsv56xXSi2FRwxAEgZ4hPalp\nr6F5QzNfXvklfo+f1AmpXDX/Kmy/Yrj8nyTCHMHsXrP59Oin1E6qxRZiw/Woiz2f7KE6t5rBNw0m\nZGIIjeZGWrwtOL1OAgwBxNniiLfFE2jQrssFCcFcmdWdgwVHyTSr5HsE9rYq9Iux8+j4dPSiysDq\neqKirVRXtVG9/3uyplQhKxYgFYO+Bp2UT2nlzThaLyAn90ckqZB2lyZamxxumlp+ICToCeA7YP8v\nntMfpb7Jhdmkw2LS/aa59G/xh0WaIAhhQIN60la4iy666OJ/ASc90kxGL90CumMzGvjLxB4YJBGL\nWA8lHa73ca9D0KUA/JivRXaWHyynzukiv0YTFRnRv8MHadnTULQD7vgejGfm9lStymfnzYswWP2k\nPzqVovgpiIdqMCkqSkoIcmoIuh8K2P/mDka+dymMewDmXQvHNqCOn4Or0okl9pdrtxx11TjWfEaU\naKRs8juofh3RdbswZc9FBT7LmEW/rVYUSSXn9miG1g6CHYdZcOx1lj2qZ/JTkcTkBFCdUwZA+m0X\nEBQUeWr/20r3ATAsogesWgUTJ3JN5hSuyewopnjtNSivg2HDYMSI08b23TsfMLIthihZQYy0oHvh\n7ygnalGWrkUX2wOlXUD1qigt2nXWBR6E4F4w7E2IvwR1zQx8HiuOwlk0LEjCV7X41L5FmwFjUhCG\nxCC8g4JRkrTcrDWFmyhsKkZVVdIik7j6gskAqO5sWkpS+MdLWzmwr/bUfq77+6XYYjS7kEGX9GT7\n9/vZuewQAG2DEhFFgVCzSJDFTGyQmZn9Tl8iTA238e6sTD7fU8ZXOWUcquoUjwEWJ+EhlQyKmEqc\nLY6syCyya7IJNYUyPXn6qQleJ+qoW17HghsWoPgVsu7IYtrb0/5nrF3+Bwk0BHJrz1v5/NjnnMg6\nQfAHwbTPaad8dznlu8tBBCFLQJouIQwTEKROAXNR7EWMjRsLwIw+0Syub6B7ey2r/Rb+PimNIYmd\n3TQM6d2YMrU7cz84yNp5Hq6+MwL4K6DS1mLg44ezUJR/cuE9r9DqkoA0zMYiAm1mahqiKa0MJtgO\ngnAQaATO3yrjJIqiklfYgKKoZGXGYDzP1lC/t+NAFvAS2tk8h2ZuGwaIgiDcoKrqqvMaRRdddNHF\nf4hapwsAi8lPelBPAIJOLr807wLVo+WSRdx76j27iusB8MkKX+4q7LTfiP71Ppm4nbDqRfB7IWch\nDL3htJdVVeXQUxsA8LbpyFU0Q9HuLV4qgORRSTSMTKT1hwLKvzjImuv7khg6lDhTBLoje9g+8VOq\n1xUxctm1xE4+s+JTbTjBqp3lOAe+ii7TjUGygl8mMVarItwVHofrSDiiKlA6sJ31ri2MHXELDUUb\n+cwIQoKP5MtXULtgCn63SGhWHPvNpTz5/hz+dtFtTO4xih0nRdr3m+CLJ+Cdd+Cuu7QBNDTAyy9r\njx955LRiB3XNN3xaIfGUox0A45RM1JJq/IuzAQOiyYBxkB+pZyDKtidR3aHoo7bCsEUoPmgt7kXd\nwU9xbWsBtx9oxRBvJ3Bid+SsMCoi3aQm9kQSJV5e+gmzQi6lrq2B+yZdzX2TruZA+VHigqPQ6zTx\nJlceYuE3Lg7sq8VgMTDx5qFM/fMo4tI6Bemgi3t2XlxBQB6SzKyMcG4bkXpaheHx5uPUu+oZEjUE\nSZAwSCI3D0nkkoxIqhxuJEGg2FnIrsZ1xFijibVqwu7ihIuJD4gnOSAZo2SkNLuUoo1FFG0pIn9N\nPqqqctFfL+LiFy8+7wjN/y3MOjPXpV/H3CNzqU2pJW5pHOJWkcLvC1F3qajbVfzb/VhiLXR7qBvy\neJliRzGbKzaTHpROnC0OQRCYPro3pU0u/hxkRvpZDpmQnMCFk9P4Yv4RqveW8dJVA/jTC6toa97L\ni1c0UlWo3VOxafkMvHIworiHuKjJtHvHU9P0DxytmTQ7hhNs3wpsAab/j52/s82LoqhYTLrzFmjw\n+yNp/wIeBezABuASVVWzBUHoAXwFnJNIEwThHuB1oDsQBfyjYyzbVFX9qyAIIvAWWj8FHXC7qqq5\ngiBc8PNtz+W4XXTRxf/f+GWFlnatYKBHWOKpPpancGstfbAMOCUonG4fR6o6bRU+zy7CZtaMO3v8\nvGjg5+Su1gQawM7PzxBpFUuP0rinc6nMc9BHwEg94nGtiCFySDxZ12Wy+NXteA7WUPPcZspnZED/\nlRif3IBYrpm4lq44TuwFek0IBoRDSAIUbqM2eyXOEZ8iKH78kgm/Rxt3YtZYFMuXzKvNJvUJTaBG\nTklBpY6XC1ZQ31creLglfy+jDLnUvj2HAx+76fPMGB7JmUdZSzX3L3sBnSixu/wwAEOXbtVO4m9/\ngylTICEB7rsPamu1CNrkyZ0nfiKf7DdfQe31JAM8DWDSoxuajLxoOwCifj2ifgXCDTsRLBHAF5A/\nH5Km07QzmqoX56K0dXp3iX0jkS5NJ2hMNwwBKgOen0lxfTl2cwBDu/XnhXGPAJAQG4ooamKqf0Kn\n4FJVlbqD0axauR6AF9ffS0ZWZ9/Rk4TFBZPUJ4aSQ5UoPSLpkR7BbSPTThMRTZ4mvjz+JbIqU+os\nZVbKLHSiNtUGmP34BSdexUtlUTZijZ/+A/ufElySKNE3tC8NRQ3Mu3Me+WvzT+1XEAUufv5iRj8y\n+oxx/bdh1pm5If0GPsj9gHJfOVwI5uFmpoRMoW1JG9nvZ9NQ2MDh+w8z490ZRE+KZmvVVpYUL+Hm\n5Jsx28wIgkBSyFnyPQFBFAnN6sOttxfx/rv72bIgh+3fHwBBwO/1E909jKrCeuY/vpwhU/sQlDiA\nD3bczqJD0+kWfIQrkgZRUvE8QYEXIQib+C2R5vPJNLa4sVkMWMy/voTZ7NByXYMCTX/08p3G7xVp\nOlVV1wAIgvCsqqrZoDVbP1c1LwhCEjAF2IZWk/wBMFlV1QpBEDZ3RO0SAElV1YsEQRgNvAZMPNu2\nJ8fSRRdddPFblDbXAQJGg49eIWfpqefqEGnmzgl8b2kDqgq9Y4Mob2rnQFkLJr32uXdGZefPObCk\n8/HR9dBcCUGaf5iqKBx8UouixSXlUV6SgbSzgp6vBFG8pwKAkMGxiILAoMdGse3Kb9CtLkS3uhBV\nJyD4VVS7EaHFQ8WOMvj8Te0YP6G4r2Z82zPaSK/UBEpqW7GadNhMetZHJVF2bDWjcuNBgBm3XMH6\n/fmUtVaBAKOrS7iyJBdEiYhrLmX8LXbavS62v6VFzvyKzJ2LnkFFJQ0b4U6PJmxbW+GOO+D22+GL\nL8Bsho8+6oyiyTI8cxOfRY3lKqcW8TCM6A71DtTqJtArSIa5EHcRDm8AOsWDedg7iJFDacwZQOUL\n2jkae4QhD4xGGhaPvWckDocbh9PDmgMbKa4vx2ww0eJyMjwuiwCjDaffQfewM4UXQGVpPhsXnsDl\n8tNvTOpZBdpJkqb0ofhwFYzrwUNj0s6I8qwrW4esamL4SNMRvs7/mvHx49levZ399ftRVAV5iYz8\nTxn8sJjFrLKvIjw9nKg+UZjsJrLfy8bn8mEONtPvyn50G9WN5JHJBEb/77EktRvt3NDjBublzUNA\n4Nq0a0kISIA5MPyB4Wx9fSsrHlrBorsWMfn1yZh1Zso+L+PpnU/T+7LezPxwJpazFeV0oIsII316\nP97PjODz+UfYtOEEqgqX3D6c29+4nLdv/4r1n+3kias+ovmuURjcM7i2roY6TwAHAxvJFLpRVXsd\nJlMzAm6sZj2G0yJf3wIPoChfcuh4Os427cuWXicSYjeRkhiMTnfmcnOzQ4uyBwUaz3jtj/B7RZry\nk8eun712rjlpbwP3oAmuYMAP1AiC8DKa29wFQDdghSAIg4D7gDRBEILOsu1gNEObLrrooovf5EBN\nIWAh2KrDpDuLG/jJSJqpU6Tt7HBEH5ESiayqfLDlOG6fik4U6B7+K1Vdsg8OrdAex/WD8gOw+2sY\nr3mElX13hJZDNVgC2kiZlk/Zh30RT7QQVtXKoaImJLMeey/NxDRhVm9MkTZK5h+g7PsjeJtcRCcU\n0OPP4Wx8yI7vaB211XVE6AwwYBY0laHqjJT0uAFkSE6MIcCiJz3IhOyR8St+PjmykNgDZkS/QNiF\nCQRFh3Cv8Cce3/463e3xPOAyssh2nBER3Qk3a2J0a2kOXtlHv+ge9I5M4Yv9ywEYmq9F/nj7bXj8\ncfjhB9i0SXvuxRch5SdVrgveJq+wgo1Dh/FEmdYj0jC2B/LuPABE+z4Et4f/w955x0lR3///OTPb\nd6/3XilHOdoBRy+KNAUFgw2xxJ4Qe4ym2mISNfEba7Bii4r0IkqV3g+Odo3rvd/ubd/Z+f0xxwHh\nQEw0xd8+Hw8ebJn5zMxn52be8y6vd0fGwzQ12btXE7YMxfmq2sg89rGxGOb0o77ehtGoJTrGgtmi\no67WyuiEESSGxrHx4bfR+HUodj1+xU//jOQePSD1TZ10nOxg9UpV7uHG38w8bxlFUShvb+KDfS18\nnRAGL8zljomZ53l6qjuryW/JRyNouDbzWlaWraSwvZDC9q7OCD7Qv6bH9ne1k4ApwYS7yY2rw0XV\nviqq9lV1jzXkpiFc+eKVWL4jva3/BDGmGB4a9BCiIKKTzlR0iqLI+IfHI+kkVt2/irUPrj1nvWPL\njlFzqIYb/34jySOTLzh+6rihbLfv5cGHc5j7o97YDMFkXz8WtygSd8dohFX5NORVo31uPd66Dj5x\n+jCZtYTcO4Y+14RSXKFWSzvaKzCGGDGbtIQFG0iIcWI03Al0UFZdjs2ehlYjIggCHq9MfZMdr8/H\ngN7R55xTst9PR1dhUmjQv9dIO91x4OxuA3S9v2SfniAIdwGbFEUpEc4cmRHVcHsDqOKM4t8coBiY\nCxSgGoMXWjZAgAABLoqi+Kmz2gATiSE95JIpfnCphgKGM/IXp/PRhqdF0is6iEXbigDIiLagvVji\ndskOcLRBTB+Y+Rv421w15DnlITUX7cktAPQftIXCnJ8g54lotlVQ+MxWAMKGxCJqzjzZR49PJXp8\nKsNenYl1y05Clz6N0JKKJv4+fLU2DoTcyYzkr+DHHwLQ1O7Evq8Ko07EJ3XQftTKxglvA2BanUOd\nvYnpRxIBSLhKzWcbEZvNB1OfJ8IYyqpDq3i4ppTcyBT+3rUPm0vUZ+LLMnP5yagbcfk8LDu2gZkb\nj0JwMNx+O5jNcNtt4HTC2LGwcGH3Mfi2H8S5eDkPDvoF1zm8mBUFqU8MgkFEKW8AjYjkfA1ECYdl\nCDhB8sq43j2MvFad99jHxxF582AKSqvRYOCFTW9ysOEwl2cNIlGfxfi0XD6e/xKZkSlUVrYhoxAV\naUF3Vo9HRVFQGppobbTS1OEhf3keNpuHrOEhDBh/vmzK4sN7+Ps+Jz5Zh0Er8eNxGVxzVqul02N+\nWal2ZsiNzaV/eH/C9eEsLliMS3aRWZ9J2/NtVO+sRtJJzHljDjm35qAoCvZmO40nGqnLr6O1tJU+\nM/r82yQ0vm8MmgubCGMWjkGURFYuXElQfBCW6y009m9E/xc9bUfbeH3c64y8cyTjHx1PeOr5yf2i\nKDJ4Ug6LVu3ltqRgkgVwb9rBdodEYadAyoJhlP91B97SFrxARKSBlmYXzj9/zWqHn3EDnOx8v4hT\nezroNaEXs56ZjcPpo77JRWbKFLTaZqrr1fBy/16RBFu0vLrwFr7+JIar/zAXs0lPepJ6LVn3t60U\n5ZUSPbwfvUfEo9W2oqbu/xuqO7/DjgNXAUGCIMwGBgOvA32B6ahG13PAr4F2YIKiKM91hT9PKorS\nIQiCpmuZs5ftkd/97nfdrydOnMjEiRO/o0MIECDA/yIOnwOnS73kxQT3EEbxVILfAZpY0IQB6o13\nf5nqJRqZFklalInUKB3lTR6yYr+haOBwV6hz0GwYOANMoVCVB7XHsbZHYT3ZhN7kJDTHybao8Ui5\nZbCtgtp1ah5SeE7PQqKSTkPYlLGwLhhayokaEkFdrY3G9kyaJsQT1bVcWVcFaqnnGEs/Wsv1T6bj\na1fzZYoe+RrhQUg4ZEDBS+Ksvt3jx5jVooINVWoF457mCvJqTzIorg+bT6nyEJdljkIURF6Y+XOe\nPNCJuWIj3HKLGtq85RZYtQq2b1fDnF05YL7iBuxvHIbIW/m4GSRR9SZJISLylnwARMMOBNpQEq/E\n7gJ5bzW+tw8hN9hBFNDeORTpmjTuWPwrrsqYQf+Y3uyuPMTeyjy2Fx8kNSyJL36cQ5wpntpaK7Ks\nYDBqCD2rh6K304mcfwJNRzuhgLXCyhdLVU9X59QRvLe/kmGJofSPVUOLb+8t59M8GdARGtTCs9NG\n0jfq3H6RXr+XI81HKLeVY5SMGFYZ+HDbh0RkRDC+13hKvizh6BJ1Pi0xFhYsW0DKqBRAVfi3RFmw\nTLCQPiH94ufUD5BR941iwNwBmMJNtMvtvHTkJXgNRi0Zxe6/7mb367vZu2gvg24YxOifjCZpRNI5\n3qsQo5YxYwfyyPojzAuRGWXyM8ksM8kMTItmqz4He6eXETP7Ez1hMO/d8TZLPy2k7LVtlJ21H8Vf\nF7P5mXVc9+Io6huCeP2BmRRtKWTiwgKm3xJGSFASO5YuZ92rwYCTlY8vJzQ+lCCzjv1LDvDKPUvU\ngf52kNheElfevY2pd+zEHNJzt4atW7ey9bS3+SJ8awkOQRCiABRFafq26yqKctVZ42wGbkEtHvgc\nNYy6QVGUg4IgHAGuEATha8AD3NO12t3/uOyFtnW2kRYgQIAANq8Vl1sNuURYeghFuM7PR6tqc1Bv\ndRJu1pEZHYTd18ncEeG8uLaeURnRF96YopzJRxs8G7QGNQy5403Y+xGNteqlMDq+nK8nvIqCQNqs\nLGpf2I3iVzNIIoZfRO1dlCBjNBxfT1RMI3WAWNTCId0YptIVnutqzl1Uv5/Ln47E1+AkYnQirUfr\nidkLkz5JQGnzYskMJ6hP5DnDe2QvO8rPXF4X7f2Ue3NvoMneSlxQFFlR6d3Haf74U/X1jTeq/wsC\nLF0Kfj9I6vO9YnfjePFLQKRSK5HkldUkGo2A6HWgVDsBGcm/GCV8AC3+3+H++QaUAtWLaRwYjXTv\ncHwJwfz1q7/z6b4veDR3IbJf5sO7/sCRqjXUFq/F7I/BbF6E23kfbrcPURSIiQlCEARk2U/V4VPE\nNFUjOz3kF7azYnUph3epzdMtqWGUxEZQcqCKDw9UEaTXEGnWUdbqAPykJBQTH1POvpYO+kTejCAI\nnGxVOwNUd1YjKzKKohC5KJJ1b6077yfT6DWM+skoJj0+CXNEzzfu/18JilHTBiK0ESRbkqnsrCTl\nlynk3pHL1j9t5cjfj5D3YR55H+YRlx3HsFuGkZybTOzAWPQWPYMSQpgzri9HG2zoIw1ky3b0bico\nCpOuDUcID0XISEUQBG59aiYJcWZefeUwYriBW36+gV45wTwzJ5e8L0/g7txGdVEY1ib13F39m5UM\nHeTHIvbilbvVLhNhsXba6mHFti85MAAAIABJREFU4yuov3kkyx9bCsDAaTGc2mujvtjBe0/kcvmt\nF84G+0fn0ZNPPtnjcpcqwSEAv0XNJZO6PvMBLyuK8tSljPGPKIpyuutrFWoe2tnf+YCbe1hn6z8u\nGyBAgACXwtlGWmRPRpqzh3y0UvVZdHhqJIIg4JTt3DgmnDEZcUzt0/f8MU5TcxRayiEoGtJGqp+N\nvEk10r76E40bCoH+dOb0p92YSIhZx6gRSXw9OommHZWAWjRwIapsdVSmDqLBVo674mtgOFJxM9Vt\nHnaeaCAhwkSny4d4pJpRL/kJrdPSkuLB+kcTNZ+4yHpVQ9oK9fKfcFXf83K19lcdpdPjICE4hiZ7\nK18W7UQnqVIVk3XxCM8+C3FxqhFWVATR0TD5rEbegtBtoFW1OWh+fiPpNpmjeg1tmUH01vpRJD2a\nWTkIDeX4D2xHlPbgCxlO5efzcR5TqzyFED2x940k/MaBtFtdtDQ7CNOGk5syFEmUMOoE4hxuUjvj\nIbSrH2hVATURdXiFOKKiLWi1EoqiULf3OJte2sy+PXVUV9tOi9mjaCX8o9N55JWr8ZqDOFzTwd6K\nVmo6XNjcPkx6P2kpBxiTkkBJh4HijmKOtx6n2l7NjsM78O/2IyaIRPWLQnhL4NQnp5B0ElOfnorH\n7qGxsBFLlIXxj4wnLDnswudMAACGRA2hsrOSvOY8hgwYwvXvX4/uLh3739iP9kstdfl1rHl4Tffy\nKaNTuHnpzVzWO5rLel/kwakLMS2Zy2ZkMnpsAk+1GUiZupOBSTt4bvOveeKyJZzYqT6w9MlNJSrd\nyI6PT/L7a2XSBi3C2gKDL6/ikQ/g/mEKNfnVLH1UNfLnPXGUtNmPIfv8eCqbKTpWR3DEv55PeKme\ntAeBMcBwRVHKAARBSAdeFwThQUVR/vIv70mAAAECfI+UNdlwufToNBBl0YOzK//M2JV/djof7SxP\n2v7yrny0VPXC7fQ5EASBMRlxF89HO+1Fy75K9XoBZI6judcsmrxG6hpSAai9bCaiIDApOw6tRiR+\nZh+adlSiDTEQlNmzwObKUxt5+fAH6pu+I9AniMx/C6SyNpD9FFR3UHCkDt0bB9Bsr8SAFiVNz4bH\nq7HXb0AYB7EbEwkrVPcrcdb5+mqbT6m5Z7P6TaLV0cGn+V+w6qSaQ3fZC4uhsOXcFebNA835t5PC\nBhsfPL+RR+va6RQEjsZq+LFBAb0W3U0TEULNUP4zJONnKAmzqPj0NpzH6hDCDEhX9yXh1qEERale\nJ5NJSwswKWM0aVEJoPiJqCzH32kDgsBYC/4kaO9LvOsE3v7PYgr6EYoyh/ptebz6wGqOHFZFaiWN\nTEr/djSDJnE0K51xgxMZMSAVh9dBhfdLHuk7gDCpH8XNNna0foSXNsbEzSM1KJU1FWv4rOQz/G4/\nvgd9KGUKMjK1qFIqWqOWm5fdTJ+p589rgG9mQPgA1lWso8xaRpu7DZvHxmHtYTQLNYTfH87E0okU\nriukLr+OxhONVOyqYM3Da7jhwxsuaXxBq0VKT8FUdIrbJD+v7vkZQxN3kz5oJjPeupKPnxlBysQ0\n7ntsBpmRZl7QzWHLewkU7CnHFOLhwXdKCY/dwC+WjODR8bNBVhBHpdM67hrcbU6Otzs42ebCnBbF\nPT4/uh4qQL8Nl7r2zcANpw00AEVRSoH5wIILrhUgQIAA/yUcKVeL1IekmtCKLigcDQW5IHf1U+yh\nsvN00cCINNVIc/jUasPz9NXO5uRG+LJLwHXwGf0lu0dm7eAX2B39MF67DiXMgJIYzIg+kUR0VYIl\n/6g/GouOhFl9EEQRp8/F2U1dOtw23j6m9q4cFpXF5Lpy3EF+7FEeFJefKRFmUqMtGH6zBc32Snx6\nhSPzbVxz9CGuyp0GgCJBwgu5CBoRQ6yFyDHnV8+dzj2b5Anhrje+QOgKwRo8MqOCU+CBB2D+fMjN\nhexs+NnPzhujqs3Bb1/fwf1dGnMO7x5+HKkep2bqMNVAa9gDpZ+BZKDxxH04DtQhRZrQ/WUamquz\nMEecmefP89aTV3MMo9ZAVnhvIhpr0HTaQO9GHPorpAnLkUaPgpAgBFckuoN34tugpf6z9Tx92+cc\nOdxIcISJZ748wFLbW/xp3yBKx2VDsJF5g1Wv5f7G/ZxsO8nS0qXIUiNJUVa8tBFcHcymmzcRVRxF\nnCkOBQXpXQmlTCEkMYTUMakYQgwEJwRz+xe3Bwy0fwGDxkBWmPrgdKDxACtKV6CgICDQ4m9Bulzi\nusXXcf+h+8nZmIOgFzj88WGKNhRd8jaE1CQUnY4+eoUoexzbSyewt2IYH9Q9gPf2sZSkJ3DPkiM8\nvPIYm0fcj5yTgiIKpC4MISppLhBHc8wteO6biG/WQJzX59BWryW+o5YrhHYeivTx63g/Vrf3m3bl\nG7lUT5pWUZTmf/xQUZQmQRC0//JeBAgQIMD3SF27k4ZWPYLgZ3zvGLBtB7lLoLZtKUTcBs4T+KRw\nKv2RCLZijGIwhypbAdWT5vV78CleRET04gUq1g5+Du/cpArYjrgJBszo/mpfUTM+v0JwUSs+QDs0\njvSUMPolnSlAsKSHc3X1I0hGLUVtZSzc8jRj4ofyyxH3IokSH55cicPnJCdmIH8Y+wjKzuVUmFtp\nTI8krUmH72QzvYxaGk+1QYyez397iuFDcjCajCzIuobjLcV4ZR/TJ0zDfmA4GpMWUfHDnffAkCFw\n332UtlZT3lZDiGRgyIwb0PhkpoYPYX3fcMak52DY9/w3zndzp5s73trDX8oa0QGibRcpI0YCAuKw\nTMTMeDVvb4/ae9Sm/IKmd4tAFIh8ajIdYUaMRi2g0NLZTn1HM48v/wuXp49nSMIAgjuaCbK1gigi\nDXsaIWQPsBkMeqSRw/AfK8BTWcG65bV89kkhNpuH2NQwfr+5hdi0fcAAVh25CbunkgGxwfTrKhLI\nb1ELGPyKn0+KPyHGpHYbEP8mcmLjCYrWFzH7g9nUGerY/cFuBFHgpk9vImVUSrcx/d/aCeB/iaFR\nQ8lvyWd77XYUFCIMEYyMGcm6inVsrdlK//D+HGg8QJ4uD/E2EfkNmRU/WcGD+Q+iNXyzSSJIElJm\nGv4ThdwSJvObXT+j3RWGogjcNSCSVlHLymP1HKm1IqBh2G805JXM5ohBR1VbFImhCp8emobSF+67\n82MMTjMTmuPRnvPTO5Eu0Ej+23CpRprnn/wuQIAAAf7jbDxZB0BsVAfR5mCo/urMly0fQPBUFL+N\n6rg3cPjdFFa388nuAlxembQoIxEWPVaPatQZNeaeb8QHl8Cb16nGx+T74Ud/BlGk43gjVUfrKQ03\nIIkC0eXt1AKDr+lPr75qDk1ZRzVBOhORxnC0XUrlK0+poqjbavYTdNjMvN4zWFW6GQGBuwbOA0AY\nOpdr9iziq4xU0vaaadlbTcMWNeBRepOMPUpmTPwwAHSSlr9M+GX37uqyuyoU162Dt94CrRZmzWJz\nrRrqnFjtQuOTYcECfvHbx/Ad/Ds/HX3TN861x+fn1g8PsLCwjgSfHzRt6HvFgikCIS4caWx/dcHy\n5dCwE4/Sl8q34gA3UT8ZgZIVCVY3J5qKGPD8T2l3qIpPI8JSGKwxEtlQidmm6quJ2Q04dC00VT9H\nU2tfXJ5qwoINfLGhnp3Pb8PTqBZP9B4dyu9W/JXQKBsdzlB2lS/is7x6AOYNUb1o9Y56Gp2NGDVG\n4k3xnLKeotRailKn0LhJDZP63D6WXb8MS4wFxa8w4ZEJ51RpBvhuSAtOI0QXQodH9XLPTptNkiWJ\nHXU7aHQ2sql6EzvrdgIg3igibhBpKWlh87Obmfr01EvahpAUj1JWQTIuBioRbPOJvJwu0steg5AU\nz5ybhpFX3UF2vIH4kJn8eevd7CmcRcveDkL1u+ls8xNqdDA960s0RQ+itHiw6c0EZyYhiALflULY\nP6OT9o98N70PAgQIEOB7oLnTTX6VFUFQ6JXkUW+mtg1nFujcCtb1NIfczL6W/rywpozDFY7ur6/I\ntuDw2XHKFwl1+v2w4gnVQLvyt+o/QcBZb2PjhLfxtDqRnhjHwFuHUNVVGBA9MRWAals99276DRHG\nMN694g/oJC0Or5Ovq1XhVq2oZW3ZVvbUHUZWZKamjCM9pCtEOeURJo+4kZWvvADAqXcPorj9GNNC\n+Hr4UbSihhGx2RefoDVdSdheL/z5z2wZoeaqTdp6TNU8e+klUsLCeDP16YsOo8h+5MIG1q07wZ0F\nDYxzelBEL2blEErCXNBr0CTtQFjzS5BdYC1Rj//YEyjWdsTsGBxXZKB0qs/9Dyx9hnaHlXBTCG8M\nuYFrYro6RHQZaI5YkWp7K01Vp7ss+FAUhdV/3cz2V79Wf6vkcH78bBPTbvw9smLk2Q2vsrVkIH5F\nBmQyI82M6tLfym9WvWgDwgdwedLl/O3Y32h1t2JZa6FNaWPI/CGEp4Wz6elN2OpsRPWNYspTUy4+\ntwH+KURBZGjUULbUbCEnKoe0YLUDxLi4caytWMu22m0ADIsaxrGWYzgfdcI9sPnZzRRvLKbP9X1I\nn5NORlLGBbchiCJSrwz8+ce5OczH9REaEhT13FOqaomKi2FalupJVeRZ3BHdxp12D0bFAy54JErg\nSEIaOvkQcpWajxia0x8h+CIC1/8E/26dtAABAgT43qnqrKCys5zhUblsLWhEAaLC24m2mMFbB86j\nIJog+ApoX0F97VIey7uXT/eU4ldU7aX5uelcnRNCRLidWkclkqBeBk1SD/IJhVugsQTCkmDmr0EQ\nUBSFffeuxtOqNmnRv7KP+CmZFNXZ0EeZCc5SFc3Wlm3Fp8g0OJpZX76NWRmX8XXNflyyhwERvflR\nr2k8uedlWlzt6CUdt/abc2a7ooguLJHhk3PhtydQ3GrenXJfPH5NPjnR/TFre+iscBpFOWOkAdbF\nb7MvNhdRgQlFLfDjeyDsmysSFZcX+582IBc2cLqzpIKCyb4eZYzqfdOMj0HY/atz1rO7puDY3A6S\ngPGnI5C7ct9aHe2cainnnZufYoGlD0pDE0giQlwMHr1Ao9tDg9+Gs/UqRNFDdEQo4cEGPn5iJdsX\nqR4W3+xB2KZkkTU9BFGczcvb0thc3IxGFBiWFMrYtAgmZkYiCgJ+xc/RFlXHLDsiG5PGxPw+8/my\n5EuKl6u6daPuG0VKbgohiSEcev8Qs1+efUmhtQD/HBPiJ5BkSSI9+Ix23LDoYXxd+zWd3k6SLElc\nmXolsiJzeNBhej/Rm4qXK6jaW0XV3ip4DEJnhjLjoRkMGjOox20I8TFQVkG0rRPwgcmIEBGGUlWL\n/1gBwtiRIMvIh36Cqc0BIuywi/TR++lnUMgM0eAv84PfjxAd+Z0baHDpEhx/vdj3iqKcnzUaIECA\nAP8hTrQdxea1Um4rpbhRvfHHRrcRpM0Eq+pFU8wT2e+4lY92BvNJ+RTaHO1IIjx4WT9+fWU2FoMW\nvyJTbD2JSz7TDa8nT5qy/W+UJ0ylYvhDaAua0WslmpedoG1lAYpJiz81FOlEE5tmv4cERIxTBTk9\nsocvK7Z3j/P3wjVMSx3P+nLVUzAtdRxjEoZx/9Bb+b+8xdzUdxZRpvOrPmcNvYJl0fkENWqwJvp4\nJ2k9AOO6Qp0XJD8fqqogNhays1nVcRyfIjO8ooNQl6w2SP8GFJcX+/OqgdYsiWw06eklFzG+ahX+\nyY+AICKN6YfoeEddIX0eDHoURdRRc98JUJrQXd0Xf2+J9V+v5PbQXljcdqpvfIVQyaAaaBoNUs5g\nhLAQHG1PUVU6B1lOwWRw079XCnqtyB9veJcdn+chaCU8N+cSOi6DVoeXF7cqTM8awqpjJWglgZeu\nzqZvzLk306rOKto97YToQtT+kkCUMYqsQ1kcbT1KwtCE7vZEI+8cycg7R37jvAT415BEiV6hvc75\nTCtqmZ02m8PNh5mRMgONqCE7IpvDzYex/cjGLx//JW++8SbVS6pR9im0L2/n4+UfszZnLdc9fx0Z\nE871rAmCgNgnE//BIwhhoYhDBoIkIbe2g92B/0QRSmsbOJxg0GPv1Ys/rTtFf62P52K96MoqULp6\nt4qZF+73+q9wqeHOs0Vjn0TVTAsQIECA/zqcPgc2r5rHVNVZSbtDzb0yGt3oJQOd1pOYFZi2fC5b\nyqzA5YBCdqLEm3PDGJJ1xrARBYl4UxIVnWpfR42gRSuemwzc3lDLbtMManNHqx9Ud0CrE+PvtyEA\n+p+NpM81WRyf8h5Y1Wqvij5qrtT2moNYPZ1khCQjKzLl1hreOf45x1uKMUh6JiSqspAz0yZyefJo\ndGLPnptIYzjCqBBYaWfvdS04nG4iDKGMTcjpXkZRFO5f/Xs63XYWzX0ajSid8aLNnIlv/k0sWqd6\num7ZWQmzZp3bc7MH/C4vtU+tJaiijQZJ5Ob4cAY17+bOwjfwTXseNHrErCTEnAz4+4c4GxPwhC5A\n35aK42gDnqNNEKLHfV0iC166hxU5t6PzeYmUdNDpATzIGi3S8MEQEkR5zSkqam5TjznMT5/0dEQB\nXrzlfXZ8nocpxIjzrnH4UyN47sr+PLHmBCcbbJzsEvZ9YHzmeQYanAl1DowYiCicET3Y9Zqq1zbq\nvlGBnLP/EvqG9aVv2BmNwvSQdMwaMy2uFna07aBhbAOW8Rbm6uey4eUN1HxWQ8eBDhZNWkTvqb2Z\n/tx04gfHd68vRkUgXDYONJru31gamIW85yBKtRrGJMiClDOIEIOBu0bJbCxqwhWnwVBXD7KCEBWB\nEBL8vRzvpYY7F59+LQjCA2e/DxAgQID/JhqdDd2vGzo7kP0x6LQyoqjQ6W2n3DyHUO/nbCnTotOI\n3Drcy4RhvRhtXklCwgPnjRekDSFYG4rV236eF62yqZNNh634o0ejkx0M6puMRhIp+9larDYPkZen\nc/mzUxAEgVU/gbTn1PW+iD7EZFs9a8o2A3BV+mQsOhPP7H2Nz4tVL9iExBEYz+p7qJcuXik2/bX5\n/N9lb7PPW4u93kktzeypOMKUXqrxeLyhhNVdWmcrj29i7sArYPVqdeWrrmJNpExVhJG0JjvTjjXC\nKw9dcFtWl5fP8mqIfH8nk6weGiWR22NDyGncxh9dO5HnvQ5eHUJ8ONKUIQi1G3DXeCn97HEUXylQ\n2j2W5pZspr57NyuH30GCMRQ5JAhd/77UV7Vgbe2kVWtGPmXFZHBis+sAP2mJW0mKU9WfXrn3E7Z8\nuB+DWceP3p7PooZOekdZyIy0sHBcOr/7sgCAWQPiunOMzsYjezjWegyADDmD92a/R2djJ7JHpjav\nFmOYkUHX9xwuC/CfRxIkBkYMZE/DHrbWbAXg8qTLyYrNIuvNLA798hCf//5z5I9lir4sonhDMaPu\nHcUVT1+BMVRNBRC06sOPzWNjd/1ucqJzCElORKmsRoiMQBwyAKFLB/DqgfFcPTAexedD7ugAh/N7\n86LBP9EWCrXReYAAAQL8x7C5vJj1GsQevBunjTQREbdbvfhqtWpCsCiKIIjkuWcDMCQpnIdnR2NX\nBCyNBaCNO288gHhTMlqXjjDduaHG/NJW/IJIRuUqdP2iWFK3lbsTr6XzixIEUWDUotkIgsDxlmI2\nDylh1Nwo4v0RNCW4eHrvq5zqqMSoMTA5KReDRk9KUDwVNvXpfVrquG81J7/d+Tqb7WplZowlgobO\nFpYe+6rbSFtxYlP3si/v+pDZkQPQ7NsHej3+yZN44zPVKLv76wqknOEwruftbzvVzG0fH2Jcq53/\ns3pwCrA96BRL0wxE3zAH3/EZKI3tEGJEMysXQSOhFLxH7eZ5KD4N+vQwFL+Cp6oDsX80X8QV8pbx\nOgaExKOYjehyhoBWQ7m3E49Bg9moxeP0YrN7kF2NGGy/4eDOW/j04GKK9ldQU9SIzqDlt6vvZa1P\ngYZOxmdEADAuI5LbRiTT6vBy75jzb6Tl1nJWlK3A4XMQbYxm7y/2cnL1yXOWGXXfKHTfgZRCgO+P\n7Ihs9jSo536COYERMWcaEw1NHUrDLxvYee1OpMUS7s/c7Hp1F/lL8pny5BRybstBo9Pg9Dl5r+A9\nGp2N1HXWMdE2kYZTWnr1SyGsB6FmQaNBys0Bt/t7yUU7zT9jpAUIECDAf4xjNe28t7Oca4YkMKZX\n1DnfKYpCo1OVVugdmsWOlioA9HoPBsnYHco6bs8BvPSODcahiICCOeZetZ1RD2hEDXGmxHM+63R6\naehwIfmcjCl/k59nLuBoSxERS9zEeGXiZ/TCkqom3X9csBoESPtdLtdkXMGXXz3GqQ61yvOypFGY\nupL752fN5tl9r5NgiWFARO9LnhO7x8mO8oMICKy59XUizWGMfu0GNpXspsXRTqghqNuLFqy3UNFe\ny8oVrzNXUWDSJLY0nKCwuZwYSwRXP/sODMjucS4UReHJLwowOjw809QGCAQn1HD7H59CcXrwLd+l\nGmiaNrS+uxFKfgF9bqN9fSX2qjFIITqS3rmaJpcXweFFUNyMO7yZwdF9kLUSuuFDEHRaWtqdeLwy\nRr2GYQNi+Or9fXz23OfUF9lRlFTg6+59MgUbeOzvt5E1LpNfvauK8E7IONOL9Pqh8ciKfE6HCL/i\nZ33lenbX7wbU/LNhJcNYuWQlWpOWBcsXYAozoTVpiep77jkW4L+PREsiUcYoWlwtXJV21Tkha4Ar\nkq6gxl5Dxc8qMF5pxP+in85DnSy/dzlbntvCuEfHccBzgMaSRpQyhRN7T3CiTRW3Fh/8gv5z+pN7\nVy7BCcFojVpM4Sb0QXoEvQ70qgFfl1+Hx+EhJTflOz22Sy0csHHGg2bqkuMAVZJDURTl+wnGBggQ\nIMA/sL9MFZg9WW87z0jr9Nlwyg50op6+of3Y4lH1rfQ6L0ZfFaBeQAtaLEAbGdFGFBT0kgFN8PQL\nb7S5DBbfDiGxkDkOwpIoO3IcYueQXL8VZfQCCtrKQAHNijZAR/ptQwEoaa9gb/0RDJKOOZlXEKoP\n5vb+1/LXw+8DMDN9UvdmJiaORFZkMkJSvlUO1M7yQ3hkL0MJoZ8YApYIJqQPZ/Opvaw6sYVekck0\ndraQ4oCFm0t5ZHI0r9TtYrYoIF85g1d3fwTAHcN/hH7EtJ43UlnMtgYfJ+qtvNXcRpAiIFGFbvZc\nvEt2oNQ0g18BvROt9HMEoQX2PIzv4HvUb1Vb9kQ8NIa6Tg+y7Mfk96A9lU9qaCItfjfRuRMQjM3A\nZdQ3vQmkYxYVnrvubXYsyQNAo/UT1ScaR2wUUloEhowogtMjOREZREl+DQ6vKqsRH6IavfWOej4s\n/BCv38vtWbd3i9NurdnK7vrdiILI+Pjx5Abn8tdZan3c1Ken0nvKpRvIAf7zCILA7Vm34/K5iDRG\nnve9JEpcl3kdiwsW05DegPKKgrRRQn5Hpr28ndULV5+3ji5BR1p2GsUbijm65ChHlxzt/k6URPpM\n70POrTkYw41s+cMWir9Sq4Cn/2E6Ex6d8J3lMF5qTtr358sLECBAgEvEJ/spbuwE1C4CPr+Xekcd\ncaYEJFGiqSvUGW2MQSNqEWW1wbFe78Ug+LrHKWtSE/iTIzWAD7Om50ucxyfj8sjIa/6CWFtOSNFW\n2P8JAKWT1PZM6dFminOuwLv9D0SU6Yio0OEJUYiZ2Qu718nf8tXlZ6RNJFSvPs/OTJ9EYVsZZq2R\nXqFnnrwFQeDy5DEXn4Q9e+CNN+Dhh2HgQAA2nVSrQSd9eQj+1Bf++EfmjpnC5lN7WXrsS7Ki1Kq2\n2btKmb25nFeycymPNHH/9f3Z691CS62VEEMQNwye2fM2l/4NnruHN3Ke4kZdFmMdPvA70U7Owb+n\nqx2PAEKkH43jAQSNDXL+gH//H6ldkYPstGAcqMM6JBZkP8F+F8EVBWg0Bna3lTPkqrkIFjPwHB5v\nCy3tiTQU1fP6Q59jberEaJH58QvbSZo+kcfWT8Pt85/ZtyY7R5rs3W9Pe9HKrGV8VPQRbtkNwPuF\n73NXv7tocDawefdmfE/4CNGG4JjmYHXTator20kYmsDohaMvPv8B/iuxaC1YtBduaB6kC+Kn2T+l\n09tJvaOemqQa8mbk0fhFI/7VfiSDRHZ2NpGZkWyN3oqQJjB38Fxoht2v7abwi0I8Dg9epxdbnY2T\na05ycs2Z0LjWpMXr8PLFL76go7qDq/5yFeLF+vteIoFwZ4AAAf5nONXUiafrBt3h9JLfdIJS+3ES\nTEnkxoztzkeLNqoeE7/TCRjR67zozKpnSy+IlDWpN+4ENXUJs+b8i3u73cOK3RWqdlf8TyH+p2RS\nzfiqt7G1tdEcPhCtKJA4/XaWlnwBwGX7MwE7RWNtvFnwGXvqD1Nnb8KkMfKjXmc8dZIg8mjOHd9+\nAt5/n9b77+VYlIHRmzai2bcff2wMW45tBQ1MLu+E1la4804uGzeGkGsiON5QQnFTOQCzD9ej+evL\n/LQ+j0coZ112DLit9I/J5NeX3YdZ14OmWnszvPILTgSlEm7ox2+a1ECKYbARweYGrYg03IwYakPY\nfRuINsh9GZfxRqrXxOAqtiFofIgLZyIrcPTUXiZ6BTQaPR9X7sPfrzfjgkIBP/ABjS3X4Ozws+rx\nv2NtcpM90cGD7y7FE9qHny27CbfPz5Q+0Vw9IA6/otDq8HK4pp2DVe24ZT/DU3Vsr93OpupNyIpM\nv7B+2H12KmwVLC5YTMexDrw/80IbtNPOjoIdAAiiwNxFc5E0AVnQHzIWrYXMkEwyQzIZHz+eiswK\nTs4/SXZENgkWtftES0kLR1uOsqt+F9NTpjPt2WlMe/aMh7mzsZO8j/I48N4BHK0ORtwxgjELx1C8\noZhPb/mUXa/swlZv47r3r/uXtfQCRlqAAAH+ZzhZZz3nfUWrDfRQ46iiqOPkWUZaLCgKDmeXkKzO\niyiplZIGMZb69qNoJYHwYNW71pMnrarJjuxX0PmdGDtr6QxKpkRIJHLKK3h9fihpITnGgkYSOdZS\nhOSB4K/cKEDRpE72nlLxYL7eAAAgAElEQVT12DJCkvnVyPt61De7GB3r1/Dc579HEEUSIhIJ9sGW\n5gJ2PDoSnySyYFcVT159NccfupMmjUxch5uslZvh6FF46CH023cyK2EwHwyOwOP3kV3VQfq0ufCT\nnzDbL7N19XM4vC5uz5nD6JQhFw7PvPYrsLWzO/dJnuky0PRX90PoaAerA0lYhJS/DkUBV0scTubj\nWp1N65JPUVw+tEnBWJ4YjzMmiOamcsa6/QTpTHxadZBFbUf5eszPuza0DUWppLbhJtY+tYbWajeZ\nQxt5bOWXnGiZwOtrHsfq8jMiOYxHJmaiOctLMTY9ghOtJ9hYtZH3S1Z1f54bk8v0lOm4ZBdvHX+L\nht0N+B71gR16TenFxJ9PpHhjMWXbyxg4dyAJQxO+1W8U4H8bQRBIDU4lNTj1nM/Hxo3laMtRDjQe\nYGLCRIyacx9eLNEWxj04jnEPnltcM+i6QVhiLLx/zfuUbCqho6qDyF7nh1+/DQEjLUCAAP82ypo7\nabN7GZryzSr2/4iiKJysVY2EuBADdR0uGqxuIrvS0o62HgbAKJkwaywoth20e1XDKDEkDK2oXu4a\n29T/kyN1SBIYJCMa8fxLYWOHauCNzHuG3pXL2feTfRyt1bK3sAmjTvW2pMcG4Vf8HGspJmW/CcXq\nI2xYPJkjgtnfcJS5mVP58YAfoZO+3dO08tFHPLrheTZknb7AN6v/RUYiISAK8MGoROa8up+tb/0e\nLk8n2jiNWbs7eWH2VfQ5PhWuu45rt+/jg8Gqu/DqIht89GcANKLEy7N/1cOW/4GCPFi+iOqISVzT\nFoQItEzuQ2iwDkuVA8QqROM2/GHjqfp4LLYTXf1AOQKAcVomQQ+Mwur24fW4SGqsIUxvwRMezJRR\nt3NDcDiyrFBU1oLNHoLbXcSuxYcp2V6CLkjAd+do5n30U/yKBPjpE23hN1P7nmOgAdTaa/ms5DNk\nRUYv6ckMyWRgxED6hfVDEASsBVaCnwmmZlkNKNBvbj9u+vAmNHoNmZddXAsuwP9/xJvjSQ9Op9Ra\nyqqyVVybeW13x5FvImNiBvdsuwe3zf0vG2jwAzbS7G4fm082MK53FKGB8ukAAf4r+GhPBe0OL3Eh\nBuJCL9KuqAeabG5a7B5MOokRaRGsPFxDR6dIdLRIZnAfijrU/JBoYyyCIGBr+ASvcidGjZvR8aMo\nsZ5EJ+rJr1cNvdQoPdBzqFNRFBrbVSMtuvkgu4fOZ8VvF9P7muko0ek43DI6jUhChJkqWy1UuBn1\nvirfkXHbUC4bPZQOt5VI4zd7z3x+mXf2LyXSHMbsXuPZ/eJbvHH8OFt63YXSGYNJ0qHxuxD9TsIs\nJlLiE2norKKkfRm/nNsf/DI+70D2eoZCVTsLPjrIF/eMJnz9egY++gg55TsojjZz5fUPQNS3qFRs\nK6D6i1m8PXoh89uGEiT7WZccwcihSUjL9qCESLQMG4E5fj0dr1mxnShBDNJhGJ6AJ9aC0C8KZWAM\nVrfqrdx5cAW3RmVBkAVjzjBM0hLcnijyC7NwOH1AJKf2lPH1a2rlpv2mcRT6ExAF6B8bRE5SGNcM\njEcQvNR01hNrjkUSJNyym0+LP0VWZIZFDWNm8kwOLDrA/i/3s8O6A1eHi7ojdSiKgqSTGPOzMUx/\nbvp3ki8U4IfL1OSpvHPiHY61HkM4JTA3Y+4lG2pxA3uW8vln+MEaaZtONrCtqAmvX2HO0MRvXiFA\ngADfK06PTLtDTdgvqLd9ayPtRFeos29cMIlh6roOp4FgbQgDwgfRYG+jpMHJyOh4kDtpa94L3EmY\nyYBbdgGgl/QUNqjjpEWpD289hTo7XT4cbhm9p50QewX5+3ozeLkLx75dRH/cm0anj9QYC5IocORI\nPjOeisHQKhIzOY30Hw9FEjU9Gmh/3Pom5W01PD7pLpJXbcRdeJKFEbV85WlG9vbnEWcDTikd0tNB\nVtexywAWECy02aG0uE19z3yOROxGEFvwuS4HID7EQGWbkzs/yeOTW4YjvPBn7vhwJe7WVqJuu/2c\nfZGr29V8spjzi/MVReHNd17h2bZXeNFhJ1J2UxRqInPeMLSvbadqZxNSkITgDqejvhN5UxmCWUfs\nq1fSGqJHA5gtOrRaiS+ObmNTwU5+F6fmBIoZqQhSAQ7n4+QXfojb48NktBMsL+AvvxoBioJvaj+y\np/VjelYMo1LDMWpFjrceZ1Xldorbi5EVmXB9OBMTJlLcUUyru5UYUwyj/KN4+/K3KdtWds7xSDqJ\nEXeMYOIvJhKaGPpNp1qAAMSb41nQdwGLCxZztOUoAgJzMub0aKi1udtYXbYal+xifp/5mHpoHffP\n8oM10k7nrlS1Ov7DexIgQACARpur+3VRvZVJfaO/1fqn/6az4oKJDTltpOmxaEIQBZHa6jROVXdQ\nF2EmKXgJbR41pBoeFHzGSBMNFNTVAGc8aaYePGndXrSWPMi5Hul3DkDEVAMxa4tIvnsEveODcdRa\nab9pH5ZmDeLQYMatuBFJ3/Nl1ea287e9n6Gg8HXxHh5afYJNWVHsMvfD67wdBRM+CRA6kDTFjE+P\n409X3oReI2Jz+7C5fHS6fdjcPradaubdvZX4PGcqQR+ZlMmNOUlMe30Xu8pamffePkqbHTR2GoB4\nHHk1XN/1wOo9UIHj/7aAAPorB6K/ehCCTt3vdqeXB1/6jPWOmcyxOZjicCPrBCJuHUVkWT5Ve5oA\nkG0yfNQlS6CT0P5yHK0h6pyGhBqIjDSzp/QwCz5+iOuTR5CYOgmMBoSYKFrbV1JQugyvL4Ig80HS\noh/k0bGj8dgU5OwEfvPqPMZmnPH6fVX5Fdvr1B6nAgJmjZlWdyvLSpcBoBW09NvZj1cefQWP3YMl\nxsK0308jPDUcfZCesNQwzJHmSznNAgToJjkomVv63sLigsXkt6itw+ZmzO3WYVMUhcPNh1lbvha3\nXy1G+rzkc+b3mX+eVts/yw/WSGuyqRNW2+7EJ/vPy2EIECDAv5cG6xkjrbTZjsfnR6e58N+lx+fn\nk31qdWVMsIGypk5EAfrEBmHUSZgNCnaXCL4QnB5fd75aUYONEb6PafOpIYcwkxa3/7QnzUBhQwcA\nuclpJJpCes5Hq6oEdES35VOUchvm2m24TX70DpHSv+xh+oKhuAqa2TbrI7TVMs1pbqYsm43Wor/g\n8eTXFXZpsulwyh6evbI3si8Fn3M2CloGeZqxJFZxwL6FvlEpvH3doxi1arFD1D+MOy0rhpn9Yrn5\no+04PXpGp8NDkzIRBIF3bxzKnHf2sqe8DVC9a7UdLh5bdYzMSDOD2uw4/rpV1TQD3Cvz8eyroOLq\nQaxq6WBZXhW1cjjZXitPtVoBDfaZgxAlF+2LK1FkCO5vI3zhHFo+LcF5vJHgn4/F2TscRYHQUCMR\nkaon4YnlLwHw3NBrARBSkimrsVJVp1a6hoeUE+R9kD/OG0RtUSj+hFCSH76cMelncnmqbFXsqNuB\ngMDU5KkMjBiIzqfjpP0kW2q20NbWRtQbUXy55EsAsudlc/WrV2OOCBhlAf51koOSWdB3Ae8XvH+O\noVbvqGdj1UaKO1R9tL5hfam0VVLcUczWmq1MTpz8nWz/B2uknUb2K9RbXSSGne9+/Op4PcdrO7hz\nXAYWww9+KgIE+I/SaHV3v5b9CqeaOsmKu7AOdmG9lfxq1aA63mWApUWaMXV5fCwmD3aXHofTyNHq\nDnxdRkdJow1Ft40274MAhJl0uGW1wbaEjuKuZtvDkhIx63tI6FcUGmvrwJRCTEoGu5eozdULp9jQ\nOkSyNgSxY96nOCo68Nk9NPRxseMJK/clZVz0+A/Vqgrm17foGb1qPw/PnUeLMh0FiXlDEnhx9lQ0\nkkhh0w0kBMd0G2gXItek4WBEKI5j1YSmpCKXNiOlRzI0KZT3bhrKtpIWZvSLYWiMhVc/yWPT0Vo+\nf3UbGfXtiLKf94JNfGUx8ExTB+l1HcS8sY2T0aHUmg1M8ZXwf/V+RH8wypAE3AMTCF/2FbXFHhAh\n5sV70SeHYRl/ptG1z+fH65UxGNRG1RtP7GJr4T6mJwwiUTSBVstxh5Y2uw2QsRe/wtpF8RzbNgMA\nIViH9+7xTB5koNnVTJQxCq/fy7LSZSgojI0by5i4MXz126/Y9PQmguODiR8Sj6/YR3lROVqTlmte\nu4ZhC4ZddN4CBPi2pASlnGOo1dpraXapxTw6UcfM1JkMiRzCKesp3i94n601W0m0JNI79F8XRf5B\nWyZ6jYjb56eq1XGekbavtIWvjqvtY/Kr2xmd+a9XYZyN1++h0VlPlDEWnRgoXAjwv0+zq4lQXViP\nnqdL4bQnLTpYT6PVTVG99aJGWm1XyLFffDDxIUbaHJ7uv1NFUdAb7IAem12iuL2te71Ot0yDJ5FW\npR8AoWZdt6BpbZuMV/aTHG7u2UADvEfW0mJIR/D7CBs9H+eCVxEBx0wzxbpaeh0KwXpCDfkZronn\ni2t3MyRpINJZ4Q2ry0tBQyeZUWbCuwqX8mpUIy12ewXvDb6fZkU1Ju4ancpvp/ZFFFUJjD5RZ3pM\nKopynjSGf/0aXB/vwevPQFTU7DTflmJ8W4oRU8Ix/ng0EzOjmJgZhVzdTufPV7CguZMFZ43xSZCR\nl0J1ZNoruTsylDs7DcyzuXi5oY1G0wni5FgUbwRiUgj+BCMJG/dRt0VNHQmfNwB98vnVuXvK8lh2\naAM3j5rF4KQsnlj+ElpB4pWR8wFoD42kze5Fp7UTqtzFowsG4vefwmjRkzmzPwf6xhOVEsRx5xJO\n5gtkR2ajFbQ0u5qJNEQyOXEye9/cy6an1R6k1lor1i7jPbpfNPM/m09Mv/MbqAcI8F1wtqHW7GpG\nI2gYGTOSsfFju0V0M0MymZw4mU3Vm1hSsoT7BtxHmOHbV7KfzQ/aSBuTGcnmgkaqWx1w1kNuRYud\npYequ98X1lt7NNIURWHZoWoMWomZ2fHfatuNznraPM1IgkSsKaC9E+B/m2ZXI1trNxJpiGZC3GX/\nVMuT0zlp43pFsfRgNYVdHq0LUdehLj84KYy+CXoONx9Ab9QCZtyyq8tIC6e00UVtuxNJFOgVE0RB\nnZUS53DaZVXJP8goYMePJGgoblC7FfSJ/Qfj8NAyqDgALivNlRUoQ14kgg7qN/sQ7QpNGW6unDKL\nPx5YxKGFDia+FU3m3cNZP7UEuQIGRPQ6Z7iFn+fzVaHakio+xECa4Ga/NQUvaTwzIQ5ZlAjSa3h8\nSm9uHZHc43z6TtTh+OsWxKQwDFcPQsqKw/Pualwba0DMAEVGOywG3bQcvHlVeHeU4K9oxf7kOgw3\nDkdKDsP+l83g8CBEWfAHaTlQ08p+gw7B+hX7B0cR2c8DVSuQbRV4q+bgLp9JrKM/CiAGgy4ChLpm\nOqucOKrdiCYt0Qtzu/fR39SMv7gU2esjpKGMK92h/O6tJ6nSejlVW8ZXE+4nGSOKJFHkM4II/TIf\nYsmTMn4/jJ4zmIVv38RD6wug1UFCbBmCAAoKR5pVGQ8BgTnpcyjdUMqK+1YA8P/Ye+/AOO46/f81\nM9v7Squ26rJkS3IvcU+z0ysJhAQSCIR2lIML7eAK3NGO0I5AAgeEFEggBQJJSOI4zU7suMZNLqqW\nZLXVanvfnZ2Z3x+zlu3YAXLHlx/n0/OPV+uZ2ZnPtOfzfj/v5339f13PrAtnMbZnjHwqz6KbFmGy\nz0yGZ/D/Fo3ORj7Q+QH64/0s9i3GaTq96Og8/3mMpkYxSSZsxv95AcFZS9Lqy2x01Lh4qTvISDQ7\n/X08K/PA1kEUVWNBnYcDozH6g6kz6tbGY1m2DYQBWN9RhcX455XfappGqqjP8Apq7k8sPYMZ/O0j\nmtf7ZYZyQYaSR2l2/fHU3hshKyqRdAFRgCWNXv6wf5xgIs9EIkaV0822gTBuq5F5te7pdSZKkTS/\nx8K+0C7GM6Mk5DiXWmuIF+LYbHp0bKy0XEeNi47qEyQtWtCJmN2skpZLerSS/UZ79YnfYfQA/OTt\n039OzvkIAFV1dXR/52kARtbLfKx+BXfufYCuuZN8ue9fsBosvPK03vJpbe2JFFskU+DFvilEAcwC\njMdzjAPQAIAmqNy6rI7PXjQbn/0NGjZNg75foOTbSd/ZB1kZ5XCA9OEAgsOAliqCaMFQOIQ5/gIE\nLkPbYcR81Uos1y8g9+B2CpsHyf1yx/QmDc1RrIsfQtxq4vyujVzQsQzDV+6CVy6G7hgAktWL1Phb\nBGOYXN8tCHYRU4sbXFam3GXEHtY96Co+eg6GUmWtpmmoh3shk0UCOpzVdDirOa+ije3hQRxtZua5\n/WgmE4ccfmTBQHNdDJvpOV64X680Xf6hNXx6QzdDkQweq4jF2YPb5OZ97e/j1YlX2Rfax/n+8zEM\nGXjonQ+hKioXfuFCVnx4BcBfxIdqBjN4K/Db/fjtbx60EQWRG9tuxCAY/iL9O89aktZe7cTvtSII\nEIhnkYsqRoPI43uGSeSKNPts3LyykcmNOSYTOYbCaVorT2XFx3UwoKdqGv9MIWpBzSOrBYDpio8Z\nzOB/M9JyavpzV2QvfnstZumPa6aOYzAxQE8wgKbZ8TnNmA0SrZUODo0neOLILqzKLLpGExglga++\nbT4GSSQnK4TTBSRBQck+x3hGT7Wl5CTB3CTxQgyLuYAkaiiq/iBc3OClzqbTod7MagqagNkgIkoF\nkEuVnQFdRzLnZJK26W79385LYP6VBLXloIAnrzH00jEUScP5tgYMooHZ3iYOhHroiQySVXKk5Qyz\nPU00uU7Y/Dx3ZBJF1bggNcKDd36Uo2V+Hjl/CT9dUs45Fa18/4Z/oN5r00lOKo8WSaNGMwh2MxLb\n0TbcTnrflyDvxlCrIUkRCqMutBQIxTgW/wTCiqtQx0uVnbEsys8ewrDhH7Fm0xjabyAjXQpFEdPa\nCqRchOLwrRiyd2B0OOFbj0LgYbR8BnznIKz8JtScjxI6gPxqF2arHcEgIDRWEpnbSuyzz6OlCjjO\na8T3vsXTx6kFQ5DJkpXg3I3/gUEy8vR7vok3EGNluZ6y1WxWer0NxHMaHpeZ+pqf8sojLSTCJtxt\nlXz7aBgVgVq3hTktB8mJuvbMZ/VxXct1XNt8Lfl4nh9e+EPyyTwLb1rIJV+75C1cuTOYwV8fRvF/\n1grqZJy1JK2jxoXZIFHlshCI5xiPZ3FbjRweTyEIGhcvNCOJAu3VTiYTOXoCydNI2uHx+PTnyfiZ\nSZqsFhhODVBmrqDMrM/qUvKJNE5ByZ9RVzKDGfxvQqqokzSjaKSgFugK72NZ5co/sZaO7tghhmMi\nYKfSqUeOGiuMHBqH/mEfoE+GZEVjJJKhucJBoJTqrDL205UcB6kKh9FJSk5yNNGHUTQiCFDulAjG\nVcwGkc4aF4bQfXgM7cRKlZ0em4mCpk+UzJKZ7oB+T09H0jIx1B0P8p+dq/CtegfvPeeDBDcNgKIS\n//keUOHYygzzW88DYI63hQOhHrqjR+mN6l5cFzeuPeV4n96vSymu3Pw4ktVC26c+TGaJBengc1yy\n8FKdoCkq6X97GuVo6NTBElQQvwqKDUnqwfbydxG0ImbBTNE+F3FhK8rc96ONR8EgIg6+hFq5FM3q\nR3O1ICi9GLsfwyk9j2KtRUveBoYWAIqt/4LhYgmhohb1D10o6XtAdiAMVhHe3EV+cx9SWEEtxijW\neJANIsqz29AGYxjr3dR/61IESaRrtJc7NtzDv9WspUm0c2ffS+yPj/GN627H1zkfsV1FGx5FzWTp\nET2E00VMRpH2lhgF5Tc88N2rAQgtaUADrp5XzsWdEg8PDOAwOlhaeZLwX4NH3/co4YEw/kV+bvj5\nDYjiTKX+DP7v4KwlaXXjr8Kvfkjd3K8SQGQkkuFwTkbToKkKZDFKUa1lTo2Lzb1T9AQSp+jO4pkC\noyelSQOJM6ct44UYOSXLZHYMj6kMURCnU52gayuKmoxRmNFLvFWomsYzByaocls4p+mt9T38S0BW\nZV6ZeJFys49FvmV/9d//W8LxSNpS3wp2Bl9jKHWURmcLFdY/7nUmqzLpYopsVve8qnLp0bdyz/EI\ns4DVpFLvddM7mWRgKkVzhYOJUksmuzVDSqrCKeRZW30NG0aeYjw9is2gT5hq3GaC8Szz69wYDSIk\nnqXVmmR38hoAyuwmciWPtCf3hNg5GEISBTr9JZL22v0Mm0w8W9cGI1tor7qQvKxijWYZvud1APa+\nI867KjoAaC/TCc+OiX30x48hCRIX1q+YPt5EJs8rA2FE4DJjCnp7obaWPfd+CIAltXoxQ7FrXCdo\nBhGx0ongtaFFk6jjCVBsiLZxrJ3PU5z3AwSrAcmzHUPuCYrqP0Aii1DtxXD9aoTAHJTfbUDRnCg3\nfhfhhjUI2zYgbHwUhE4wNIMQRBD70ZTVFI+BcN9TaInr9R0uQPhnuwntOrUnKr0Z2KxHJbEYaLzr\nSiSXmfFYkMvu/BAVmpGm2ktJyjl+cORFPrrqNtbVXsWW3WN4XGaqfRVMyhmiiRxGg8iC9inC2ffw\nuZ99neju19FMEvYL3TS1bSdqTvHUsJ5CXV29+pQoxOY7NnP4ycNYPVZu+c0tGK1/uQjFDGbwvwFn\nLUkT774CNI16cR67K97FUChNX1CPcHXUa2hoRPJTNPuqMEoi47Ec8ayMu/QQOO5ubjGK5GT1FI+n\nk5EtpgFQNIV4IYrHVEa6FEkzCkZkTaag5DHOVHi+ZYxGs2zqCWIxiixr9P7Vo5GBzDjRfIRoPsoc\nTyfWP+EiXVRUBqZStFY6kcSzJ3KqaRrp0nVeZathtqeD7tghhpIDf5KkxQu65imb06//yhJJU6Qo\nZd4ssmygo3WSVst59E4mOTql/87xyk7ZWQEkWJT6MXbhavy2OsYyI6RLkb0L5tSgqREu7qwGJQ2p\nzbRazdMkzWkVyBRTbO9N8ckH9erKb1y3BJ/DAqoKm+/mqEOvvpIwsKc3gQkH7t8eIVFQGFiTRptt\nocmlF/+0e3WS1hsbAmBVzWI85hNFCM9/515ksYnVo4fx/foXUFtLMp+md2oIgygxv0ovyZe39ANg\nvm4RptWNqHv6ITKO0HA32lAcrekdKPIXwSChyaBOXYwgzkdTHWBOYbjmEgSLCZraET/eivLz59BC\nKbSJBNqCi1CmfGhjYRCihJa2kS2/jPpX7oTsuWgJDYQpDJ05QhOrCe3aBoBnqQfzylYkn5NiNEtm\nOEYukKLspnlY2srJFnK87e5PMB4L8l8XfBKA1wtx7rvpPhwmB7m83iIhlsgTK9mtGA0iCzuGmMp+\nhM8/+TViG0YwAN71LloW7qXVPYvBZIp0MY1VsrK8arl+vcSybP7WZjZ9axMAN/7iRspbyv/otTaD\nGZyNOGtJGpoGRiv1Q09DxbvYPxpD08Dr0PB7JRQUwvkgPkslsyrsdAeSvNp/kMvnLUASpGk92qpZ\nPl7uDk6nX96IjJKe/hzOBzFJZlRUTKIZq2SjJxhlT88E45ER7GYDbquRSpeF9R06OZzBm+NYWB/b\nnKwSz8p/9R6sE5mx0ieNY6kh5ng633RZVdN44LUhjkwkuGqhnwvmvDU3/b9l5JQsqqZgFs0YRSPV\nthq6Y4dIyPE/uW48r1tjZHN6mrPCqZ/DaC7M7FkRREFE1VTcDp2UDYXTKKrGaFQnYVabQp3SS1Vh\nFwS+RYv7A4xlRgCwaGnqXRrvXd2k/1jsedAKtHoLoBdWIhkzHB7L8rlfjVJUNW6/qJPbLy6dx8Mb\nIdjPwIILAFhovhCT5sAajJP83RE0UWPPjTHW1KyeniBU2srxmF3E8vrz4eLGE47/yosv8LsjAWht\n4sq1HXprJ06Y2HZWtWIxmtEyBeTdxwAQsxGKDx4tbcEL/CvUFEA2ASqi8Uk0tRpNWY6mNoIQxyh9\nAeG138H6X4NkRjAZkJbPRtl8kOLGPZAr6Ea1QhLZ/wqZGp2wBpZchvXexynEXFirdqA2fofg93cC\n4PzAImo/uQrBeOZXgqZpfPCBf2XXUBfLqmdzWfkcNE3DWbsCo2TCaTdRXzOOx7mZqch7CYQKyEWN\neW0FRhL/wBf+cAfpHQnMWwdQgep3KDS7Wrm1/VbihTh7pvbQ5GzCiJFX//NVXvr6S2RK3WIu+col\ndFzV8SevtRnM4GzE2UvSPvp7GN1PzdNfR9QUVPTKzI56De/2R0kvu56sQWEyO0G5Jw0BGI5A6sgz\nWNquoH8yiQCsbavg1b4p4lmZbKGI1XRiyIqqjKwWEBERBJGckmUqOwGAnLfz2K4k0bQI6A+bUKpQ\nWjOO2SC95bY4/9dw7KSWXhPx3F+VpGmaSiAzMf33cHKQ2e6ON43mbTwUmG5b1DUae1OSpqgaxyJp\nRiNZxmIZnBYjl8+vQTxpu5qmm7L+regYU6VUp73kBeQ06qnCZCHxJ/WW8YI+OcqVImlmcw5FtRIr\nRAGBFmcb/Yke4uoEFU4HU8k8vcEpxmMZQKLBdIRzaq6ExL9D8C4qI7/Gbr2dtFSNq3gUes6F1j9A\naiuM/QsAnooV+MZMhFIFjMYc//zwGOm8wruWN/Mf1y85sXOb7gLgaG0HlZQzx7QcVVOI3bsRr6LR\nsz6Fs62cj8y/aXoVQRBo97awPbAPh9HGyupF+n9oGl976Gu82PppAC6/4YTb+HET2yV+nRwWNveA\nrCA6JJiIgaghtpph8EFU+TwQq8FuwdDWh9h/PxhdKEsuJDdWhlzXhDr5PkQ5hvOVjyNd8DMQBMQF\nLSi7+yGtTybFxgJi6BMEOl4AQJ1IkvzPEImeuQBEu+rhhe0AWK5oo/72NQhn0HqFklF+se0Jfvbq\nY3QHjlJudbHx0s8jJHOEjXZykomWejd11T9BEL4AqPirXsVf9SgAL/Tezvee+yrKI4cxlgha2UUm\n7J0Grmi8AkEQ8Jg9rKtbRzaW5b6r76N3Qy8Azec1c/k3L6dxZeObXl8zmMHZjrOXpC26FlrXYnzu\nDmqSPYy5OjFLKrF/zvYAACAASURBVM01YN20A1tolGNXfYpwPkhVOYDIeAQm0/vJp8ooqnYay224\nrUaqnBbGYlkmE3mafCeGLFNKAVkNNqwGO6HcJKminurce7RINK1gM2t01plZ29KEXFQZDKV5pmuC\nV3qDrG316TqaGZwRx8InkbRY9o8an/4xpHJFRqIZ2qudfzbxieTDFNQ8NoMdRVNIyHGihQhl5tNT\nLl2jMV44PIkggFDa72ROxmk5XT9z39ZBuidO1f+0VjqmfbuyBYXvPd+D12bk785vnTY4/X+NQGYC\nSRCpsJ5uBno8tWg3OlBVjeGpAuPjNTidMbJKZlofdibEClFyeROaJmIyyqTVKMaCrtV0Gd00Opvp\nT/Qwnh6l2beUqWSeZ7u7UVQXZkOWCy0HkRxfAM/1EHscQR6l1dLHfqrxaWHIdkFXC9PdyM2zwfd3\nrGs38+rAKFOpDEeDeWrcVn723lUnxnP/k9D1NBjMjEsuVhh1MXtw68u0bMpTNGr03JTjjlWfw2E6\n9fjm+2azPbCPdfWrMEn6OVa2vcajtW2AEVEc50hgLxWhNvLBGNLLg1ycamBl2RyKmw5QeEL3/5LK\njYiGjUimxxAmVTBH0YaeRvvsUXA5Se+eQ+KQheyElfxPh9DiPQizy5EuuQ5pbQNy6OdUHPwBzP8U\nglHCcPky1MPDiI051E23EMlcQ2arhjC+n+KzfWgZGcqt2FclycZb0AZjGFrLaPn6RWcU49+39XG+\n87u7GUlHSBZztJT52XbpP+NM5igKIsdsPtqarPgrbwN+W1rLCjxOUfk8P9mynN/few6Gp19CCqcx\nmCTmfaYW8Zok51SdQ429Zvq3pnqmuP/a+wn1hrCV27jh3hvouOrNJ0UzmMH/FZy1JC2nZJnQIlRd\n8QUajhxkzNVJa2UOo2TBGhnHeOglzOs/SN5qxz+6HZ/cTIga7ileiSs8CWY7nZHX4EvXUNX6RcYs\nCwnEczSd1KT3eKrTarBTZvIRyk0CeqZ1cErXZKxfpFHrFahz6XqmJp+d/aMxxqJZdg5FWFMy0c3K\naWRNxmXy/DWH6W8W6XyRUOqEfcmbpZv/HDy2+xiHxhNcv6Tuz+4sMZHRRdN+Wy0g0J/oYTg5eBpJ\nC8RzPLxTT11dOd9PXzBJTyBJ90SCc5pPXTaYyNE9kcAgCSyu9zCYGCEUcbCpZ2KapG0bCBFNF4im\nC+wairDir6DDSRTibAm8jCRIXNP4dqQ3dBRIyylUVaB32M7GHYeJZ2X01JyXRzMj3LCkFfsZmopr\nmka8ECeb03VoVmueSC6EqqkAlFnK8Zi8WCUbWSWDx6mnPAMhPWLXYDyAwV4q2Ki9A+QJcK6nteZf\n8RbieKWLYeAwpLeCsR78X4LyW0Ew0lYbxuZV+PKjekr2vatmYTKUfA6jY/CA7tN17Jrvskxbjl10\n4x2KYfu2nifd9444n7r8wzS6TvdDuq71YtxmJ+fXnSgYePX+u4jWXAYqiIZe4neOk451A3AzddxM\nHeJ9kxSrY6jJIogqFv8XEZe9Ew6mQMmDBsU5nyb0wBFif+hBiRwvXDpxH2i9YYq9YYo/fZ2gq4qo\nOoxY/jNEpxfRakRLBsn1hVCynymtsXN6XfMFTfChpSgOEyZNo9yi4fY5EN9w7opKkc//5ju4xkLs\nX/9PKJpK0ijgNtsR0hkKgsRhdx0NbTVU+T6FTtBc9E49xEu9TgbC++jZ4qXw4H6ME/r4N86r4dq7\nVrPV8jIWycr6uvXTvxc+GubuVXeTjWWpnl/Nrb+/lbLmv36h0Axm8LeIs5akhXKTpItJgivexsUb\nLsatJSi/8DZEuYDxum8h3H01TT+6lczyd+J69jvctuhWHp3z9wwHIWauBqBz29cgPUC1ZTO0LiSQ\nyJ7yG8eLBmySHZNkxml0k5TjyAUb8WwOm0mizKmeYsMhCALrO6r4xWtDbOqeZGVLOal8gZ++2kcm\nr3H7Je24zNa/+nj9reF4qvN4a683jv2fi2xBoTugRzc3HJxgcYMHq8mApmk8tX+c8ViWNa0+5ta6\nT0k5BjLjFBWRySkvkmAgWTjGkHaMheWLEQWJTDGNppi4f+sg+aLK4gYP58+pwCgJ9ASSHB4/naQd\nN0Ze2ljGBXPNvHBsjHC0jb7JDOFUHpfVyKt9U9PLP9M1wYI6D1aTxGg0w6O7jlHttnLJ3Gp8f6SR\n98nQNI1EViZfVKlwms8YmTgSPQjoxS/hfJjKN0TTUnKKgSE/4QiATJndhNuZZWhS5OBIjqOTR7ht\nbcspExiAVDGJohUp5nXSZbXkCeczqJRImrkcQRCotdfRn+hliv3AbFRVj+r4Td1gf6e+MUsrtL8G\n6NFKn0WvFmX2S5DeDvYVIJqnj3kqFyCRVXj+oE4Sblvbqi+vKnDfeyAdZk/s7zn8YzeujgjZ8gDq\nf3RBXiVznZP1X13HKv8JT7CTYRCM1BgXImj647MwNs7nbSvQ1Erc5jy31FezrttDXlAYd2ZoNHkQ\nIwpqpEA+LgNg9O1AbFsIpqtgy6OodeOEDlzK1FgVWlY3jhVqnZjW1GKY7cU6y0t5s4/kljFivz1M\nZu8EWkihQBVEcsDESXvoQLBqUO9D9DvxtldgX1iNbW0D4yMxzNEwnlQYMZVGNRoQzl2JYNbHLp3P\n8PYffZLLjX4+3nE5KhqSKOEpalDMkBMN7HfVMmI0IWTDOAqPk5XLuXfHH3iuu6jv91gLxjufRywo\neOtE3v+1m1l+41zuPnQXFOGyhsuwG+3T5+q3H/4t2ViW2ZfO5pbHbsH8Z17bM5jB/wWctSTtuKg5\nJcjUrno7ywMHOGYAq1SGsGAlLHobxn2/x/30HSAZqXzbF7jGLjKWiDO+o4ey4Z1Ur7gK0KjevxeA\n4UiMUM6IT3SiPfXvZC+4AURxOt1Taakhr+SYjNuAHG1VTgxiHEVTKGpFjIKeGplX66bSaSaYzLPx\nUIDdwyHiGQCBAyNh1rbWnX5AJ0HVVEbTQ7hMHjymv8yMM5LOk5NV/J6/DYJ4vGhgUYOXHUfDTCby\nKKr2plWTmqax/WiYnYMRrl1UO00YugMJlFLj7UxB4fnDk1yzqJaXu4O80qsTov5giiqXheXNZZQ7\nTBiNCl2DBgLBNhTluOddM6AxNd7D1YtqmJIHeWW/iVCqiN9j5YZlemufDr+b3+0do3cyeUoXC7mo\nsntId+1f1VLOeKYbo1GhvCxBKOzh1b5Jqlw2krkifo8FkyQyFM7wwuEAixu8/GTzAFlZYTyWY9+x\nKCtayrlivh+r6cxdMI6F02w4GGAsliFdqrqrdJlZ2lDG0ibvtL4vUYgzkh6eXi+UC55G0vYOaIQj\nbkySwHtXNzO72snRRC/bxrqYGG0hGIOHdgzzmUvmnNKVI57XKzvlEkmzWWVSchJZ1YmKtxSV9JdI\nmtlUxGpWyOb1bfjNA2BbdOYL5DhEEzjPO+WrVDFJQc2zYW+SnKxyUUcNzT4nyDl48kvQ8zKT6cX0\nPOZBohfpyV7MgAzUXtPO2kduRDSceVyzssLHHtvPhiOTeK1Gblhcy8T2PYw454CQ5jvXt3LBi24U\nhhB8Rjob6gHQDD3kx4xo6Perseo10g/4SR78Hln1arK7G1FVM1BEXF6L4cZ52KtFqgLDQBwicYgM\n4a4rw3vPVUSCWcIjcazRA/j2fQJVNqEYL0a1LMbSEWFy3oeRZRWfz47neIeAdIaaoSOQPSkqLRdR\nj/QiLZpPUSly808/y7tts3h3w3JUVAxL/o2iO8rAgYcwZCWSTjdPjSXZNaL3PRb4PQZJRVaKGESB\nS+vc7P7mBmIFhQveLXD7vV/HaHbxWP9jZIoZWlwtLKk4oQvcec9OBl4awO6zc+MvbpwhaDOYwRtw\n1pI0VVOmP8eu/DxqsA/ghI3CO7+vV3cVMrDuk1DVhj03hdMa55yLl9PgKImFCxmq9uumnaGkTCA7\nhv3lhxAOPIm67kaMmSSGklTKarAx2z2XbYd0k8u2SicmMUdWyVBQ89P+P6IgsK6jiod3HuPFI3qK\n1GTQKBQFusaSHJ/0vxnSxSQJWfdn+0uQNE3T+MmmAaKZAp++ZA7V7v//idrxSNrsKie9k0mi6QJT\nyTzV7tNd7nOywm9fH2HvMZ0U/GH/OJ9Yr/dS7BrVyXpFeYypsIctfVN4bEae7dIjD2vayjk0lmAy\nkeOp/eMnbVWP1LRU2PHaTAyGY0RSGr0TBe6aOkalR2AkVMRmknjfmiZMJW1hmd1EjdvCRDzHwFRq\nOo25bzRGVlaoL7NR67VycEQ3PG2qyRIKe9g5GMFp1rVfHt8xyuxGhsNeXu2bYsdgmJys0ul3YTMZ\neH04wraBMIqq8c5zGk4bj2xB4f6tgyRyemTDapQQBAgm8jx7cIJNvUE+c8kcPDYTR2J6FM1ucJAu\nppjKBvVMZgk7j4bpH7UDGu9cUUt7SRfoNLqxWgos7Qxz4EgDY9Esf9g/zjuW1U+vGytECUdcTIR0\nQljtNqMCeSWHJEi4S6l9n6WSCkslkmCgUF3OnmH9PNa4RBDf+rUYzgXRNI0nduvbuW2+HZ7/Hjz/\nHYjr531X73uBCPI5lQSUYeqPOqla2sDqX73jTQlaOF3gfQ+9zu6RGAZRIJqV+elrQ0AZUKDS/iyX\nlX2X9I59IICz2oHgNCA9+SWEiX2YjFayc9+F5hQJv9ZCqP/iU7ZvmVuJ+u55iPOqqPW7MO7VJ4c4\nHSAIkMmghSMoW3bgntNGtNJOvmo1xoX3IsZl1FF9nGXPMmRZxWgUcZXuFy2ZQtm1F/IFcNgRWxoR\n3C6U13aiTQRRa6a4feOPeZ99NlfVzEcVBQzL7kd1H6Sr+2FS+LCX9RMxZtg1UsRukqj39NEfqkdW\njKxuLuNDyxv40TvvITYSpW5RJed94zK6U8MkI0kOhA9gFI1c23ztdDQ3Nhrj6c/pbbeuufMaHBWO\nt3yuZzCDsx1nLUkDprUuMTWNqaoJ5ASW4yStvBHedz90PQNXfgkAh9EJWZ0ETVetmWx4z70ZY0Im\nWzCSK2hMNM7Bk9BdsW29W+HhL8Pb/gOq2lBtZfQH9ZdtW5WDjJDQSZqSx2448RBa3OBl46EAkXSB\n+gqN5XM0Ht8Cg8H8aVWkb0Qsk+f5PQJNVXlanDKG/2ELiqmpMOG0Xnn67IFx3n/uW+vL+N/F/vAe\nQrkg59dchOEkHZSm6c7zAA1lNmrcFqLpAoF49jSSNpXMc++Wo0wl85gMIgK6jcOxcJoat5UjE/qL\nus4fRBIlAlNOntynk7GVbSbam6NcMb+drtEUw+E0sYzMeCKKaExz/uxK6n0CNsmMyzSH3/c/S9+Q\nj1jcyUhIQEDj6qUuyt7Qf7HT72YinuPweGKapG0f0J3lV7WUk5QTpIopTKKZtU0L6R4cIpW2ES4W\nsJplnO4QRQHm1ProHlPIySrza93csqoJSRRY2VLOXS/10TUW5+1LT48uPtM1TiJXpLHcxi0rm/DY\njKga9AQSbDwUYDSaZedghJVtVkZSwwiIrKxay4tjGwjnQyiagiRI7BqK8JvXdbuLlsZJFtaeiGq5\nTPpxpYtxbjqnnu+/0Mf2o2HsrhDrZnViEExs7c7RN6pHhZc1lTHLp9GX0EnSceNn0Hvdne+/CICd\n2TB7hmOIyFSWnSB8fy7ySo5UMcHB4TRHJtJUaAmueeRcpgsL6hYwWfM5kj/rRbMb6ftHK9u0ID+4\n4CN0lr/57OhwIMGHH97HQDhNLXke+vWXyZpt/HLeRWz0NxEv28qVC+cjP30YNA2p3ITU6MPwylcQ\nIvvgg2vA2oM5/mtGNtxKauhiEKD8HbOwX9CBdW4FcUEgFstisxkxp+KoyRSYTUirliFIElo+j3qw\nW2/HdOgIfqeboLeGtGUB9vFDgIomgDEWxWwvo7zWjygKaLEEyu69IBcRyryISxcgGPT7TWybhdrd\nR/z1PVynVXJeTRuyKGBZYadge5HDvb8klZmH1TJCY9MH+MZjPwTcfGR1jis7b6V373yeu++fCT3T\nxec/cpTESAZDmYD3KwWeDvzhlDFc51/Hnm/vYWjrEGanmXBfmHwiT8fVHSy8aeFbPtczmMH/BZzV\nJM1va2Ao1U9ezVEo9dCM52PsC+1hReVqrEtvgKU3TC9vEs0YRROyWiCnZKejbuKFH8P73H6CeSOx\nNFhaliHXL0DTQJgKEDnWi/dbqxGAserVZOfeTbndRLnDTDGrv8ALb+jhKYkCHz6vhV1jfdRWypSb\nfVSXhZmIwMHxxJs67KuaxhN7QoyFBSJJWNeWwm32nnHZPwvhYfp//T2oeT8AhyaSDJZc3wGY7AWz\nAzxv3lD2vwNN0xhM9FPUikTz4VOqCkOpApmCgtNiwGMzUuO2cng8wUQ8x8nJr0A8x08295PMFal2\nWXjv6iZ2DkbY1KOnMhfWu5EVsNuy2C0Cfv84ochsiorAwjo37Y0xFE1D1nIsbfTSWFVkODmGJzWE\nhkpbVRtTuQkyxTQV1mqWVHciGl4nEfcSDFbTXqfhdqVOs6Ho9Lt48cgkh8fjvG1xLeOxLMPhDBaj\nyMIGD4OpHgBqbH6qrDU013TT1a9fa9XVUziMdtLFNO7KPuqzndR67Fy3pG6ajDX57FQ4zUwl8wyG\nUqe0MxsKpdk+EEYU4B3L6vHa9eiKJOjk0SiJ/GTzADsHw7h8epSxydmC11yGy+gmIceJ5EK8PqDy\nwmE9yltbM8Usf/GUY7RIVgyC3iLK6xS5dG61XrV8UGHf0S6SGROFohnQuHR+ORe11zOWhr5SYWuZ\n5czX9+xqJ0ZBpsG8D4PznLd0TR0ci/LvT++kdzLBsckMIPIe425M3mYob4b1n0Kbezl71twDgHpD\nJ3vYiIBAs/vMhFBWVH74ylG+v7kfWdGYm5jgwXs/R3VKT10vOridyz61nJTByZU1H6Twaz1ib6g2\nI/kKCHtfonCpj9hOJ+mxG8kEZqHJBiSPhfrvXYZjpf67xaJKvJQOf+TAE9wkVlGBAbG5EUGSUFWV\n7SOHeWr4ZcTxILfXr8GThNpUAkUQQFURamtIFcAxNUFFNIDZ2ogWjqK8vh8UBaHSh7hoHoJ0UqSw\nsY7xIwfwC1bOq2gjK2pYVyynL/4ke/e/yHhKwG3JUT1i5hsXXk22sYs5N9pYULmJ+764kse/swSl\n+Mr05iSXwOLv+mmdXY/D6CCv5CkoBbxmL8m7k2z65qZTxtfitnDdj66bqeKcwQzeBGctSTOJZiyS\nFY+pjHA+iIaGiMhQcpBQLnhGc1JBEHAYnEQLYVLFxDRJ08wOXF4rwQAUX99K6Jw1bDtiJpoCldtg\nzW3MTe3lvQc+TZ95DgCtHj1KYC6JmQvK6Y3WjeYM9VUyRtFEpbWGpqoQExGB/ceib0rStvROMTSl\nR72yBYGBUIwltf9Nkja0C+66iqONureTLzNMyNbI0wcm+Pi6VoTYGPmvr0RwVWH6ykEQz5wG+u8g\nVUxS1PR0XEJOnELSjuvRGspsCIIwHT0LxE8UD4xFM/z0lQHSeQWXM82qBRkqnHNY2+bjld4gB0Zj\nBNM6CanxFTjPv46XxzbS0jyKR+3kigU1DKV1o9WckmVPaBfB7OT09ltcbciqPs6KplBUZWa52hhK\nDiB4orRUi1RZqyioedLFJA7jCXuQ+jIbDrOBaEbmext7iGV0DdayxjLMBomJtJ7q9NvrEASBNS31\n9I1GQIOmaoV1tZeyM/gak9kA5y5MsKSi/ZSxUzWFhgqBqSQcGktMk7SiovLY7hE0YF17FTVnSFvP\nqnRQ7jARThU4NB7G7Yb20n1QYa0klE7z2M4ARyc1BAEu7LSTsR7GbjiVpAuCgMvkIpIPkyjEWTPb\nyytHj5JKWwknAFQs5jyzmia5qH0hgiBQbjlRWVv2Jml6j6XIZ5s/glUdAPvOMy6jaiqxQhiX0XtK\nBPb2R3axubfkYotInRDjo//2A/CdILETz/YS2zGK5jZT9oG55ANPUuuowmo4XQsVz8rccP9OukrG\n1lbhda7b/wDV5U54/GGYO5fh4W56XvkGTrOdRV0ixaKK6DEitVUhPvJP5Bf4OPrUp1FyJ6LotiU1\n1N1xCaZa/ZrR8gXSA6NY8xoH8lM8u+X3/P3ajxMqpNkwspPBA0/wi21PMBQem97Gz3te5pvz3sYt\nDcsxaBoJo5Gko5KirGCNTGHIpOnb/AKNWQEJgWNmhZfTvSRf3keZzc35c86hzlvNJ3/9dV7Zs5nN\n59+OZjKRmr2Ibz/bS1+8iaKq3x8Uipi+9gxCpIgUGWFoL3zsa36UVA2CAKtvnc9k+xDmeoGbznsH\ny+pP6r1Zwu77d/PYNx9DlESu/eG1WMus5JN5GlY04K51n7b8DGYwAx1nLUlzGT26UWKJpAFYDDYS\nsu7uHcpNMecM69mNJZImJ6mw6FWeWSWNxylAAA7KbQR3iZS06FgMIoqmccixmMdv3k+4ZzcAbd2/\nhNVfwyTpBCOvnm4hEc7rKbAKSxUGwUBzlcj2Ixq9k0kyhSKaBo/vGUVRNRY3ePHYjDxd0lKVOTUi\nSYHuiRRL9I41yGqByew45ebKP9nCSFbyRI48gXLuzfRnVgPw7kP/zM8X3c1QGF7qDhI4sp8Dqzeg\nIdDwzB5aGmpZ3eo7xVRWUTX2j0Rpq3Ke0RfszRDLRwkEvWSyZpodCTjJAm34eKqz1ND+OEmbKNlw\nTCVz/NcmXUjvL9eoazzGRE6jO+amwzuXBXUe9o3EGI/oJ+n8llbKzOW0uueg0Y3X3MdxzRno4vlg\ndhJREJnt7qDR0YzD6KQn3jW9TF7JYzc6WFi+hFcmXiKSi9DsbCVVjBPJh04haaIgsKDOw2sDoel9\ntpok1rRVkFNyhPMhRESqrPr11exqZuWCwyiaxvn+izBLFhaWL+X50Wc4mhygxdWGpxQtVVSFbcFX\nyZmiQDMHRsNcs8iPIAi80jvFZCKHz2Hioo7T/c6O79uK5nKe6ZogMOWmtlzDbnQQyxTo6nfQNdKK\npmmYDCK3rGzEYBvnQOSEke3JcBndRPJhknKCvJJjdusxolEPZnMOp11GMhTwmssQSmlNq5bAoQRI\niz7KEw+D84v6hpQEDH0Aki+BEqFcAEweMLed8RhCuUmCuQly5hx+mx6JOjqVZHPvJBajwD3v9HLh\ng+/Ct+qdCD4nie4pjt6/l/CuMcI7dIIsv3Mumi8OAWh5kyjaAzuP0TWeoM5lYtmhH7GhI86dlzVy\nybt+QFujTmx/O7ARgGtrVlF8VjdhNVabkYRjFEN7GJ66HSXnwLbITfn7VmNfVouhTCfPaiiMNjiC\nGg5j18AOLCqk+dFiXQ/7nZ7n+W7fC6W9Eagvq+PtS9Zx1YILWNu6lKOhEfYem6JZs5PwVKAqgCgx\nWmalcSpJS1Yf958NbuHv9/0WRZNPOb6/W/EBHKYq2uqXsr3aTZ1rDr9+fYIjpZ7FfleCjqpZ9N2/\njclwGs3vpmVdJcee6EdJalhmSTR9wY66MIhHNXK+//zTCJqmaXQ/083jH3lcH6e7rmXlR1aecbxn\nMIMZnI6zl6SVRMlWgw2LZCWnZDEIRvKlZsuh3NQZ3dIdBn3WnSmmprU56WIKT+kdFTBUgwbtdRrn\ndtiZ453NcDjNjzf1s2MwAia9FUzb3h/B3iWYFl0LcIoNB+gPr1xRJyMugxshHcFjNFBdJjMRgZe7\n9WhQuNSl4ODYiRY8c+sN1FYU2LhH4OhkEVVTEQWRYDZArBAhU0zT6uqY1vycDFktEMiOE8+HYeX1\nxNKQek3EaTZQL8W56OhPeGLO50vC+loEQQU0hjISQ91BDo7F+exl7dN2Fa/1h3hi3xjlDhMfu6AV\n95/ZFWDbQJShY7qZ5eHRNEtLBv2aptE9GQREar2lfo9OC5IoEEkXyMkKv3l9lKys0Ol30dI8RCiv\nk7FD0f04jU6a/Vn26VIqnDaVjkqdxc71zmc0NUw0HyGYC0zvS7Sgp5nKzD7mlenamGwxPR3pA51k\n23HgMrlxmVwkCglGUyN4LC6Scpyieqo28MqFNcytdWE16a3AHGYDkigwlBzQj8laNb28JBq4rOEK\ngOnvXCY3s1yz6U/0sDWwmbll86m1N7Bt8lWC2QBOu4DBUCSeNfDy8G78Th/PH9avkWsX+/+oSfKy\npjI2HJwgGnNiRuLQeJxfbR8mX1QBgXJvkvcvX0q128bekE48HGcgaU6THgFJFOLklRwmo8JF7Q2M\npIaIFfRoqNt0UpQ38G3WpH5FXnBhi/WBYxE41kLf5ZDW7TUQTGCsg8q/hzNcv5qmESudr+M9cgEe\n2KaP6/p5Li6degE3SZh3GYneEM+vuYdC9EQUVllQhftd8xnN65G6We43FF88+SSKz8cvd+v33h29\nG/ieawRwIQvwT1t+yiMN32Pb8D7u3vYrAN4/0QFyRI+isR8e/iYjqY9RiFZhadBo/NlNSPYT94aW\nTKHu2lf6SyBjc5BNR/GZ7PhMdjAaqF5wCRdYL0GSnGgYEAW4aH4r6zt0ct9RMwuteiMvHbqP2x/y\no2oal85bw92bH2L7+Z9lntvPE7F+fsd8zl90AVYpRJk5TCx1kExa5qYFN55y2L2TSXYHkwiCyl3X\nf5j2qjuZOFrO3/1WL2D4zD1XsKX8Bdy3eVgUHcOxYD07In3Iqkynt5N1dXqXhWK+yMDLAxx+8jBH\n/nCEeKl459zbz50haDOYwVvEWUvSrNKJSFKFpZqJzCgCJx76slogIcenK8yOwyAapyvdIrkpKqzV\npOUUZU4QBV1L9o5l9bTXmjCVUpmN5XZuXtHIL14bQgNqDSnscgx+/Qmk2RciChKqpqBoRQwlGw45\nNqKXuKdjGP7VDXIO83X/RHPt25mICLzcrUf/aj1WFjd42TsSZSyapcplYcUcBVkDo0EjlhYYi8Xw\ne9zESy+vgponlJuk0lrDGzGeGSEpxwENU3CYQL4J0NNgwsK3sWrzT3i9/YMkDB7O6f05K6IvYk2M\nMVixkseXmer1oAAAIABJREFU/SfBZJ6eQJKOGheqprG1X7exCKcK/NfmAT56QSsu66kRtVd79QrF\nJQ1eVrf66Akk2dmjoTteQc+ICWWRLoAfT8SJpgRA42h2G3XyeTiMDiqdZibiOTYcnGAgmMJmkrjx\nnAZeDuju7c3OVgaT/WwPbgHAYW8ilbaxpL6CoiqTKaZxGt347fUMJHoJ50NYDXqELlnQ01le84kU\n3HELF708QJsm9wUlT6W1klQhRSA7jtvsBkEjkB3Db2uYJsZmgzRdNHDK+Kf1lFWN/VSblTMVf3R6\n5xPKBYkVouye2sHe0G4UTcEsWTivZh3RwDF6xlS6xqLszqeQFS8ed5KAupNm5Tws0umVsAAuq5Fa\nn8rIlMiuIw6m4oNo6Fo6d0UvmjGC0dwB2E60hDKcIZJWKh6I5iPEC3pqrM7eQIW1kpfGNgIanuP3\nlzwJUz/GqWVxll0EkV4YfDdY5kB6h25G2/YsWDrOSM6OI6dkp/WdeTVHUS0iIPKLEkm7dpkX+69+\nCaJEvnINm9c/SCGapfriWcz+xApeNwhMSQLLWst5bbBUFHFyJO3VV+Haa9k0axmj7/oKDWKBRQ/d\nyeEvnYtJNOC0ONg9epDvb/kFD+59ElVT+ULnuyl/JAwIaE6IDvUSn/pH8lPVGJxZGu79yCkEDUDt\n1fdXraxg1F5JVlO46Gef47Z56/j3lTexIyPy3C4JUQLt+DoaPH04wJWd1aVvFAThG6yfN8ptgYXc\n/kieQ5M6qf6dNMW85VdgGu9AeVXPHmSVKsYyVVS7F/OZ1TVQ1HA4RWymEZLpFC8PFlBxcU3nE7RX\nqcDF/PQffoqcL7LmXQvZU/UaiqywtmU1VzTqk4pl2SDDyWEW+RZx7LVjbLlzCz0beihMt8ADl9/F\n0vcu5ZKvXvKm53UGM5jBmXHWkrSTI2QmwQX5JvKMn7JMKDd1GkkDndSlU/2E8kHKLBVkiilsZvjY\numZcFitl9tOjRfPrPFyzqJYn942xsL0V+tfAwFaE3/0jpms/Q65kw2HIpuDZb5AL7IOb78A83q37\nN1lcmGNBGhbD9iMqKiLznTluWjcfs0HigvZKIuk8NpOBwfQhJA2aK4z0ThQ5MBbFYVN10icYKWoy\nU7kAbpMX80kvak3Tplv8tP7kIwipMBsv+R2gW03geRuGTXfxDwc/DrNWw9F74dJ/hN7NdAy+wCJP\nhE1ZF1v7Q3TUuOgNJAmlCnhsRqxGiYl4jp9sHuBD57VMp0S39E3xxD6dmDzTNcFL3ZPIik7Q6v1B\nQhE32ZyZnY/+kBX08xvfh9E0gfKyOBktxktjG1hZdS7VbisT8Rxb+vQU8VUL/RgMCjkliyQYWOJb\nhqIVOZYawm5wcN3SGvpGDaxrr2E8c4yEHKPRMYtyi4+BRC/xfHyapOVKBOxkkpaSdeLmMZURLYRP\nkDQ1j0E0UOeo51hqmIn0OH57DbFChLySp8HRjFE8czQxV8yWmrYL+G1/3AsPwCSZWF97KcdSwxyO\ndpEuprBKVs6rWY/T5GJVk0DP2CDhkI9MXkAQNOY0xgnnE7w09hxrqs8/4/UNUF2RYGTKQzCuIQCX\nz69hXXsle0IhBpMRpnJByi2+U1pCvRGuUg/PSClt7zWXYTfasWOn0zuPo4k+amylXPzkd0DLgvsa\naHoAlDjEnzpB0OZsAnPLnxyT4xOR48gUU2zvyzAWzVBXZmSV34AhFUZpXMur73mGVH8E8zwPPf9u\nIOuLMHXUhyjCjthmDof7gTdE0h54AIBfLNVJyHuef5BdLR40QWBxbSfvXnQVn3rqG/zwtQcBuLBl\nOTfv0FA0kXi4SGJvCji3NEBmfN9eh8mvj5OmaUwGkgjxOOXBEEgSU95qVEXkB688TIV3PosW38q3\nxvK82KfrI29aXMfNS3Xt4nX3bqc3mCKWlfFYjcBzgJ6+/dT6/YxEPsoD2/by/Ru/yC0rryGWlbln\npy6/uLqpnKoKExv6DjIaK+d3vVPc1F7B4jnfQxS/x2uDa+gOfxOHOc/7lkvAI2y8dzs7nurC7DAi\nv3eSnFygydnEpfWXTg9XpbWSckM5L3z5BV7+j5fRSjoQ/yI/HVd10HlNJ/4l/jO2nZrBDGbwp3HW\nkjSA8XiW3x+cYMORSdIFhSsWSDT6dauNlJwklAsyy3W67sVucE7bd4xnjqGiYhLNNHn/uMD13NkV\nLG306gajZffAVxfClnswX/QBchYT+XwC2/evhmN7yF2ot6WxNKyAO5NgcWCWE1hS/Vw0K4X96btY\nZQ0gXn6icqrMbkbTNJRSGq7T76Z3IkxPIE17g/5d1dQk6epmYsU445kRmhyt04S1oOZRNQVDsYhl\naA9a3UImo/r/+csEcJ8HNi8EuiGkz75Z/X4oayBpNVM924E0CT0TCULJPFv79Zfz6lk+ljeX8+Pn\nu5hM5LjjD12c316N02ri93t1grauvZKhcJqjU3oarLoyTIM/iltIcXCshReLs1EGtzEiFjEYilzQ\naUcR/QQy42wNbMJtP1Hp1+yzs6TRQySnR/FcJjeCIHJOxUpaXG14TWVIosTCav3FeCyrp8UyxTTl\nZl28npQTVGmVGEQjueKpJE1WZbJKBgGBMnOFTtJKmsJ8qQCkydHCVDZIQo7TJLagUiSrpBlIdNPs\nnH0KOT6O4dQgGho1tlqshj/P/0sQRBqdzdQ7GglkJigzl2EprTu7yolBEsjk9Rfgmlk+LmttZ+vk\nK0TzYV4e28hi3zIaHM2nTFo0TcVoC2K3mSkW7Lx7ZSNzS0SiwlrJYLKf0dQwVdZqMrJ+vs4USbMZ\n7EiChFLyJKy1n4hIdXrn0+mdr/8hB/8/9s47So7y2va/quocpyfnPMo5CxEkJCQhAQIJgRFgDAaD\nDbbBJl2yL9jGBkw0wWCywJgshBBICOWAhOKMpJnR5Nwz09M5d9X7o1otCUR49953/ZbX7LV6rZ6e\nr7rCV9W165yz9wHnX9X3efeokbKy16DuTEj4oWrV9xO0WARlzSN4Jp0JWh0mjYVg3E8wHuDlrWpU\n6rxJDqzdqrpy/67Z9G5swZBv5b3fNNPVsY9hzqmMN8yhOXKQLbXqw0mprZBsU7IzRCgEb79Nuy2L\ntUOmoVUS/GjfGp68ehoQ55SS8Zw7fBb7t39Ocb8RUYpwfneCRJOIvy+Gty2CoBGxzq8iNCYbcVwu\nHqMWeyyBVivR3x/E74uQ16lG8PwZOYQSItXOLupCY8jKmMSz21TSpZUEbp5VxZwh2alDMC7fzs42\nN2uquyjUaMjO6KG0wIQk5SEIDTxy0SEeXroVdarv4rktBfgjoym3GRiXYUYrhrhz5pP8asW9HHAF\nOFN5F1H8C05fPk9vuR+AKyYPx26czY6VB3jiZ28CkHODloQjypC0ISypWIJ0nIDI1ezizWVv0rq9\nFUEQmHnrTKb9fBqOkv+G4nwQgxhECv+2JO2lHS0s/6otlSoAWFMT55J0iTHplex37aE/3HvSZQVB\nIMuQS2ugMZXGOdlN6mQwHe2DlzsMFtwNK+7GsPMdPKctI3TwYxytuyGrgvCZvwDA4ChVLS4gdWMv\nKrczfGAtdAxA/SaoOi31/UfrpCRBYkxhJh/u7qPLlWAgFMBECPvj52Kddhm+c25Imd4erQs62hDe\n1KVGEJyTryXkBaNOQasPgJQJY86B7a9BPArl0yF3KFgycRkVDDooz1Wo7xRYub9T7UMpCkwpy8BC\nmOt2XcV7WZdyIHsOaw8fO7bnjcvn9OTNpqU/QKOrhz7xIA5nOzmeLo7oC3CTywdDbwOgrLibYvtY\n8k0T+Kr3S5r9jbgTtUAeogDnjsvmsGcfkbhaCH00WiQI4rF2QUlE5HCKRIQTIbINeRgkA+FEmJgc\nw6KxEVfiSIKUqkf0J1OdFq0Vg2REQCAmR5GVRCrVZtSaGJU+jp2926j3HGZ2wXw6Q60E4wFckT6M\nkpnOYDuVtqHoJF3KcgSg3PY9bsUngSiI5JsLTvhMpxEZkmPlYKcXo1birJG5GDQaZubNZlfvDtoC\nLezs3U5HoJ0JWVNS6U9fzIdMnIkjnSwoPjfVFQFUEYuAgDs6wOcdqwEwSIYTVJRHIQgCVq0Nd/Ia\nOZ6knYDuPyajaOeAOVlYLtlh2M7kF/2AKMuGpwnufZvY9PloB7rI+nIFLfOupcMzwIp9bQgCnDsh\nDfP6l0gkRBrWSYCM/elxdMWqyTKmM0I3CWRwCS2cXXoGpxVMZFzWiGMEduVK8HpZ/qNbkYFFYwrJ\nbDjMtpV3QH8rZ1qHEf/Hp9zqngRJnhKtDxL2BRloV8+L/PvPRDyjlGjyYUSRFZxHOujrbSDLWoQl\nGkEfCRGXNPRb1IeCp3fXIEqFlKUbGJZjI9Os5/SKTMozjrbZCgEvMLm4jZ1t57G5oY/F5Vm0d8+h\n17WOiuIMMh2TEIT1CMJWYDm7mpv5rG4+ogBLhmrItNfR7x5Kd8ffmF0QYnXbAK/snUJCvIwXP7yY\n8JE2ch0mxp1WRvWmIzx40d+REzK5PzGQc76JOUVzmJE344Q61+atzbx6wasEegPYC+386LUfUX7G\n90dDBzGIQfxw/NuStNe/akMU4Kwh2VwwJp/Xd7WypcnFjjo7S4cUc8hdTTAeJBgPpNo6HQ+r1o5e\nNKQiKGaN9RtjvhfzboVdb2Gq/hxOW0bAYgejHW5YSUQvgxzGIB2LqGgFLSIiCRLE596M5oM74ZM/\nqLU6ScSTLXU0ghab3ki+Q6DDBS1OhWntHyPGwoibXyRr3q/o1iTwRo+RtFBCFSoYD34OgsiRgrng\n9ZHrAF/Mg6IoMO4CnBYTgpwgK38KAhA1WvBXqQW/w4pUknZUyDCuOA2LQQNv3Iq1ey9XKCGaBz7j\no5xLaUkby/xsf4qggVq/F5JC9LsgrbUGjShRUNJHQ5NKQDJsLtId3mSfU5EJWVMIJULIcjdZ6XZO\nKSnHYo7hDR5Ls9l13x7hPEpMQSVpgiDg0GfQFewgFA9h06p9JE0aU+pm7UuRNDuCIKAT9UTksOr5\nlCRpOlFPsaWUI55aBqIu9vZ/xfC0kQTjTThD3TR5m4grMQYiLk7JOZ3ecA/+uB+jZCL3JLWC/1VM\nK8/gcJeXc8bmp5qcS6KGKdmnkOPPY2/fV3QG2+lv72NOwXyMGlOKVGUaHScQNACjxsiZBfNo9jXQ\n5m8lKkdS7ZuQIyAHAUVVZHo/wxrpwy2UYpdErNpv1uDRvxycjwEC5N174v9+CDkDUBTY+hKeSWoK\n0n5gLcatb8BZ17B8WzvRuMwpQyzk2LWY939Kd/94Yt4Y9tE5rM88CF1wXsnZBDvS0EgCj87+5Tf2\nG4DXXiOo0fNG1amgwI+nFNNrgfr+VhZqhzJkbXvyoS+ImFEPrW7CXcPpb4qCApk/nYBj0XA6koXy\nmXYtSt0RrD43OQDHtd+6/9AnVCg+DruCJKRCDJoQfzr3fDLMXtSWD6X4AmdS37wEraaeNNsBCpI9\nhRs8YQpyq/H6EvgCYzl4BBz2j6kovowDPb/jvb1XsKdrGQCzinzMmTAfUYhSU/8CLs8sJmdrqK/r\noeWFg/ztcAZC6BO0wABwwxNfpLYx6zwD+dcaWTZkGUMdJ2rh9yzfw9s/fZtENEHV3CqWvbEMU/p3\nK8oHMYhB/N/jf52kCYKwGtACBuBngAl4OLktWxRFuVVQNftPAKOSn1+rKEqNIAhTgIeOH/tt67EZ\nNNx11jAmFqlRliun5rOtuZ/aTgst/QkyDFl0BzvpC/dSbPkmSRMEgSxjLu2BZuDkNTnfC40OfvwC\nxodPR4hFiORWEr/2bcScIUTcqrLr+LSYIAjoJQOhRJDIjCvQfPIHqFkNLV9BiRqBOJrq1IgaCPuo\n0jnpIJtth0TaldOZOiONidvuwbr2GbrnX40/7k2pSo82hDe2HoDhZ9HgU8MBBRkScSVOMBHAXTGG\ngdISALSaLByAK9pHModChg2KJBdtCTUKMKMyCw6thQ3PgKSFn/2T0sxybvjnrwlt+CWmYafCzFUn\nHBZ3RCUJac5mhMnLyEz30N+bixyBkrJeNKJEf7gHhy4do8bE9JxTWd+5FrG8GdEUIy4PAY6lHr+t\n7gpOJGkxOUpCSWDXpdEV7CCSiKb+r1eAN3+JfPGj+JOqQWuy5kovqWQ9nAimvNO0og5BEBiXOYmN\nXetoD7Tij/kwaY10B7pTTcS7gh00eOvoS0Zty2wVKUuK/wmMyLfz4JKxiF/rOiAIAqXWcrKNOWzr\n2cxApJ8Gbz2j0scyEFHrutK+xQTZoU/HoU9nbMZEBiL9qr1I6AAcnpYkaceQqZtNm/kqSoIfgbzo\nxDZOvvXQopokU/gomCf913aybS9K10E8Yx4DICJexvvPm6F5Iy/kZwICy2ZkoPf0oQm4aelWI8/p\n51eyo/stREGkTDeSGgIUZ1lOTtB6e/Gs28iPL30Ap6JheI6VqSUOPjr0BWnouU88HSWuIOpWoynr\nQWgfQfzTlbhjQ5ATYJ1ZSvavpxEf8CL19JAeCaE70osOAQWBgMVONO7GSDsuxcVn3kPsemcFU4fd\ng9kIyya8RobZjdoZwYnXX8D+2ktJJOxADi7PqSiKgkPfyUAkTlT3R8aP2EKXcwtN7YUMeIq5b+U7\n7O5VVawCMDHXxq/ndKJ2uYozssrKl1tjrPrL53R8sA9JUSmnJdfGiOlFKHFoq+mhu7GPvDk28m6V\nmJQ96QSC1nOwh88f+Jx9/1AFO9N/Pp1zHz8X6VtaaQ1iEIP47+F/naQpijIfQBCEu4EZwC+AhYqi\ndAiCsEEQhGlAMSApijJTEIRZwF+AecDfvj5WUZTtJ1vPMxeOI9d2jACZjGHGlnrZ02Tnr5ub+MWZ\nSZIWclJsKT3pttq1DjzaASRB+tZi8O9F2VTEs27B2F5DsGwCwYrJaJNF6HpR/w2bjBRJ0+swn34d\nrHkE/n4plE0Bg514+XgYMg6Nqx2ePYspQ6bTPew2GjqgTc6lzZDL59NGcV7NI+jOEohJCXrDTpyh\nbhTiCCgY2w8RvuRvHO5Si+OH5NiR6afd30RMialyMgG64v2YEtkMRPoB0Aa9xEw2Jrs+oc1+KSXR\nZorefwjq1qsbf869UDgGAGHxnzFtfw1qPiUx0E7YmpZKGbt9HSCC3e+FkeciONczaWQ3Q+wj2O1K\nYNCYEQQBZ7iLEksFGlHLjNwzWNX6Id3BTgrMBSiKQjShEqZvUzGCWlgOICogCxD2dWNNbkcoHsSb\nVHbq9FbiO17FPf1CZLsVo2RGl5xzvWSAmFrHBipBOzpvGYZMziyYy9buDbijA6koVa4pnxJLGTuc\nW9jfvycZgVGJ0/dCiakTIJx4eZ7MMgb4BkE7HiaNmTHp49nQtZZmXwMjHKOPkeTv6fsqCiIZR9PH\nvc+pBE0wEtKPoCX7D+SENlFuLMXR9zKO4Fpwjobc29XxoYPQcIG6L9m/hpxff+e6+vxhtJKI3XiS\n62zbywyUTeG9QwqjCxMYH9pHPCLCSje3ZIdpvbmCU4ZYMG/9mHhcQ8cBOyBzsCyDUs0YsjIUevrV\nh5uynJM/bPW++S7LLnmA6twK8m0Gnr1oHIIgsLVlD7dJMzB7BML1bvSlMbRNUdj0ID7rVYRdCQSd\nSMHv56A0NEFjC8csewVWd9cQLtZxSoWAJe1eXty1jA53IdfPG0lT32/Y3CyRbenmwnFfAJ2ADbe3\nj+q6BAlZJNPRQKZDi9s7DF8gxqTCLtY0ZPFlaxUjcpvJz5lMZjqs3d/J7t4QkgBnFllZMqGMqnwb\nMAY4FRigpSaNRxc9js8VQKOVmPLjMRQsszKQ3sFApAudqGNR5gSkuIbt/duw6+3ML54PgKfDw0e/\n+Yjqd6pRFAVJK7Hw4YXM+OWM75zXQQxiEP89/CsiaQuA3wF2YCZqNK1HEIQ/oUbYpgDlwMeCIEwC\nfg0MEQQhDYh/bexk4KQk7XiCBuCNuplQ4eVIl51DPT7+uEpHeb4FfUkvE7JO9g1qNKLEUoGiKDhD\nPTR660nXZzIkbdjJF/g2nP8AZl8TwfgAwbgffTLFqZe+WTx+NLIWSYThrN/Cxmehp1Z9AfHEZSpJ\n278KXK1kOAtYsABM4yup746xsdZJF/m8MuYRSrZ5mDrZysHQfvrCvWQYMij0+pASUXaknUa0rY/y\nLDMljgyafP0qQQNKrBW4In34Yh6afHUklDh6yYDFkU1/xElleQZXfPFbirzVkDQKpnSyqgQ9CksG\njD4H9r5PV+9e3ORTYqnAKJnwC3GERAL7uIuRTerBDyZ8OCOqyMAciyNEQ/gglY42akzkGPPoDnXi\nDDnRiCIyMpIg4Y25senSkBWZqBxBLxoQBIG4HCMqRxBiUWwHPsM94RzC7/0GgyUDJpxKKBEi4fWC\nVotBMhAqGkVfMv151MgYQC+qc+KPukE41kXiKOy6NM4smMf2ni30hnuw6WxU2CrJMxXSG+qh0afW\nouWZ8k+aWj8BCT/UjABDJQxZl/rYF/PQHmghQ591UmuV70KmIQur1oYv5qUz0J7yGXP80HZiSgxc\n/1DfD9uCh2zikR66bRdis48iXV8C9Wug6w+QcRXE2qF+PiTckHYBFD7ynV/f748w5r4VOMx69t1z\nYo0c8SjsWM6tWXfy6rudFPU38cDmVmIGCY9GoNIZZugjRwhNzcass9M16kXiL9WjDM1AybcxhQU4\njBH6+iJoJYHCzG8e/2A0zjmtZlpzM7FIftLTPuPxrZu4aMx8oo2dLBZPJdzlBUUg0jAFXcMtCAj0\nhSYAMunnDUVKM5DYrarHA2Yb77Y0sTNgQEov5M7Jv6THl8dv33kRp19NCX/Vfmz910x/Fq34LH0u\nC919flweBUURyc4wMaz8DARBICfJ/OLW01jTcJgvW6bxkykVgIRGo7CyUX2QOrsqmxtmVn7NJy+f\n9jqJu856FJ8rwIS5w1nwp6msjnxEIwpE1HM6IkfY5VTVoIIgcH7Z+Rg0Bho3NrL8ouX4nX4kncSU\nn05h5u0zSSv69gj2IAYxiP8Z/CsiaauAVYIgzAeeBYzAk8n3bRw1z4LFQD2wBDiMGt/5trHfC2/U\ng06jcOUpdt7YEaLTE6XTk86X9TKxaW2cP7owZdB6PPrCvRzo35PqDtARaKPQUvT9N9uvwWTIAP8A\ngbg/JWYwnIykicfZQtir4O590HEAQh4IuolnqvVdGlM6LHkIafaN5EvqNE4uhQnFDrYfOMLq6i5a\nsBPcpzC0Sq2RcUfcVHTUogybw/Y2Nc03rTwTk2RGK2iJKTEKzaVYtXaMkol670HiSeKWrsviqGNT\nfNoyRo9aAv1N4HVCyA0TloD0tdNp+hXIB1bisaURl+P4Yz4iLbtAFLC5uhHP+AWiqE0paXtCajeF\ngu4OzN3r6Zt1Jc5QJ6VWVYFbZCmmO9RJf7iPNP3RVKQed9SFrMj4Y15kZHKM+WQZcgl61TuhsW0/\nxt5W3EC4aBTEwinxQFSrRUok0Ipaus/5DXGTHUMscUJ91VHiLCdPD534zRZCqnfZLLqCnfRHeggl\n1OM7NmMC/ZE+PFE35bYh332SgOq6H2tTX6FDYByOJ+qiLZl298bc30rSZCWBL+ZNdds4CkEQKLdV\nsq9/NwcHDhCTY+glw0nPv5PC8ykk+sEwAozjCPlV0plQEqqXoG0O2BaAdxU0Xaraasg+sM2FstdB\n+O5U2POb6ujzR+jzR3h3bx2Lx1egETTqPhz4mHcC5bwazEQjCcytVaOZG8otfDY9m0f295PY6aJ5\n6VaqNl1Ny/PrAYidXkJciaERtAz0qfNVnH3yVOfdz39AqzETQegnpv8nR1xBjrjgi9qtrNRcghxO\noPhU8o5oIHr+40TLRhK5fyeiRiDrN6eCyw3RGDGNjgPWXF73BhEECfrg8tffhGTac1i2hcVjDBx2\nvs7+znLK0huZkHM6O/aNJxrrT21TTpaRoaXpqXms7q9mZfNKsgz5aMRyanuHMxC8DIcJPjvspLbX\nT4ZZx3VnVKDViDR5m+gMdDLcNAJ3c4DfnfssAz0+xs0ZxnVvLublxhdRUJiYNZGJ2RMpMBfQF+5j\nZ89Oql3VjMkYQ6W9ki1PbGHlzSuR4zKVsytZ+tJS0goHydkgBvG/hX+lcMADBJPb8EdU0vVH4G7A\nDZyhKMofk+nPQ4qieARBONnYk+K+++5LvZ85cyZylZoam16SxTlDctjS1M9Luw7S2i/y180tfFHv\n4rxReRzo8rCz1Y1ZJ3H/gqFs7/+ChBJHJ+owSEa8MQ9bd+2h8Wd74IwSlv5pPo4f4LJ/lNQdtXaA\nbyFpx0fSALIq1FcS8UAzRF1oTv0Z6DO/sbwkCswYW8Xomud4LDKXXk82UpuD0qIeEkoCb8RD24hL\n6ewPYdJJjClUi+PLrENIKHGMye3UiFryTcW0BZoQEUnTp6cc3qNyFHKq1Nd3QB45j/qzruZIuItY\nMEZv0ElW3ToYNok0jRWMKhGy6myEQkFiSVFE/qiL0K6agWv6UvwG1VnerLWSr0lHRCQQ96NNEkLb\nUdf7mDu13t5QNw6Ph+DeN2DKIsx9HRjm3QW4CE9eihgJYIw6U/5oVsmIIAhEssvUQ755OcLiY5Yf\n+sZdkHUsTabrOQLlX3OpR1WX5hhzcUWdhGJ+5CcXIF36HGfkzcETHTihP+nXseZgJ429Pob3biVw\n79UYHX4mPfYu0dHX0RlsTY2LJMLfmvbsDnXgivSRZyoiQ39ieLjEUsYB196USW+aJCAoERC+PVWc\ngkv1BCPjchSOCVAA+iI9pBuykAofgoOfgi/ZxsjxI9UP7XvKBKLxBH/94lDq72c2HGJkeRC7Lp0i\ncylH1r/NtcI1ANw6M4sRrzaRAFpmFvHET6cxJN/F4aXriG52s+nsNwh1qudo4vQSmmPVlGSko/Wp\nNZZlOd8U/zQ1d/Jmlx4EmKbfwSULf0FpegE7Wvdj2tVCYdzGgLMPAxokwUlCySbSYsCZ3Oa0STlo\n0gx+Fq3oAAAgAElEQVQkDqqigKDFzqvVRxAELVNLrNj0H7K+YQYJWc+lE4u4fGIRGklk9pCrgHl0\n957P/tprUZQERoMGt6aVHb7P0Q9ouDD9Qsrt5ezr28e7De+ioBDw12M2WfE0G7nrk33MH1rCKzvV\n8+OaaaVIYoJ3D6zgw7s34VobRQ4c07cPn1HOzW9fzivNLxFJRBiZPpLzys5Lpe6zjdksLF3IwtKF\nRINR3vrxW+xZrnYbOOPmM5j3h3mDtWeDGMT/ENavX8/69eu/d9z/KkkTBKEUeBlVU+4FbgSGAu8k\nP1ujKMpXgiDsA+YKgrABiALXJb/i2q+P/bZ1HU/SFEXhw+Z3ANWAUxIFTq/IJMuRzorD9Ww7nMXB\nHh8He3wnfMetH1Uzd6JMnsXBzPw5eKMe3tu3BufFW3G0+Qk3DvCTkRlcOq2EC0bnoz3uKb0v7GRX\n7w4mZE4h25iDJEip9lTBZJTlZCRNJ+oREYkrMZyhrm9ETeLyUeHAd/fJtM29nh//eTF/nfR3unsy\nsFmCpDt8dGXlUxOdCISYXJqeiizoJD3w9TSeA0VR0IhaJEFKjoGY/M1m8V+HK9LPl86t+MeeCkny\n5Yl58QxTi8fTiqemxhqPOw4GyYjRlgvn3EfG5uX0zrkW50AtZaufQbv9NXIuuZuuggo8kWTzdGMB\nRq0BnWjAprXT6W/CLwfp/fJ5QoVqf0XT9KsxWPLA41Lbg+n0GGUjA8naLIf1mHWE3tmM7bMnYNyP\noHwa9NQjPnsB2hteIeZQm4zrNr0IJad/M3KIqqw0oCEsxAkFejCveQSW/hmtpEVRFPq3NuLZ20b5\nL85IEa3tjb2c++Q6CvrC3LzKSFooDzew6qw4BY9uw76ogGxDPq6Ik7gSJyZHU3MBgBxFEbQpuxjV\nD+5EkqaT9BQa82gNqillY+hL2PsjsC9UyZT0TQITk6O0+uuxKRa102n6smNee4IWnaQnGPdT19dO\nVfowNDk3Qs8jkHUDFD3+g9Sbb+48Qo83QnGGjm5PjG31fjpcUUh3YXMFWFY7Ah8G5oyyMb81RlMg\nRvbMUtY+dREAf//yMNGbzsDWtxb/YXX/xbE5KFlmekJNXDPiFJSgnX5fhKKTpDp/9rcPUaRSzBzk\ntZv+gNmkHodJtgpiOz9DiSUw9Ku/If3zZiF8eJhInZtIQEbUCGguLOf65b/j/rSp2EQtrZKJBp8H\nSYBfnvYlebZ7+cWpswlGV55QgqEoZTS07qCjR/0tSM+Q2BT4gC6fmjKNxuDlwy8zMn0kNa4aFBSG\nu8fS8EEP8bc3ou+PcmRyCY9dNhU0EiNyrAzND/PHtx5h722dRNrVyJ+gBU26iGWUBv1/uHiy7nHi\nSpx8Uz6LyxeftHVcf2M/ry15ja59XejMOpa+uJQxS8d871wOYhCD+OGYOXMmM2fOTP39u9/97qTj\n/ldJmqIozah1aMejC7UO7fhxceDykyy//utjfwhCiSBxJYZO0BH8sJHuT4+gzbNiLTMyKstL+akK\nvc5xNLuCjM23MzrfxhMbG2hyBVm5M5ubz8pAEjR4fHrc1/ZS0KYWoxuCcayH+nhOVtjZ6ub3C0eg\nS5KeRu8R/DEfB1x7mV2gOnSbNVbCCVV9JSKeVIwgCAL5pmLag804w10oKGQb8lI39KPpR0n4nqnL\nLKO0aijjzQfYHRhLY3MBiUQPUZuGAzVqBGlaRcb3Hru041z4j25vVI5+azQH1FTt1u6NhBMhtKKW\nDEMG1gT0EsYTcqGIIpm2UgAScpyYcoz0pR+1e5h6GRk736QXCCpRlC0vIgD5h7fTVVCBkky9OvQZ\npBsyQJZh28vkbHsB/0+fwjV1CSS9vYyWPCRRg1bUEZOjxOToCWaymYZsfHH1Bp/V14OgKPDMBWDJ\nBHc7BN3oQwFiyRIu6dA21t35DAXDZmA06dA6DOScWY4o90Lfi5h6tHRuLOfIE/OYPvdz3PNqiSkx\nQv1+1s55GU1EwNm6i+kP/pZgLMFVL2+hqjPIbz/rRB+ROZRvJKwRGd8aoPWqnZTfqpB9n4lAeC9x\n/SgicZ9K0hQZOu+Enr/gL36dhKRGXI/2hP060pVOjsbkorZ5dOgk8vofRjyyECo/AekYiVEUhbZA\nM6FEhKj9UjLjjQi6YkJJZahRYyJDn81dH23l6c9q0IgCpRmnMjp/Dn9aeiql30fQ/P0kvniSv+xS\nlYM/n2rmQIeGN/b1smp3mKtna7n25c/ZSwlFNrhrcR7OOVsAqPq5+hPgdIeQ3UXozBLd90yg8u5q\ngg0DhE9To5wFGRa15ZMdKk6SIV65/H2qpVIgxv3TCjCbrCiKQmxDPXJ1M0JMJtRSj6c9jYA3irx3\nxwnLO4r03Fj7KourZmITtcQ1Wp443ALoOXt4Dnm2qwGwGX6GzXCMoCUSMocaXPS7QwgC5BfoeKvz\nBcKJMA69g6UVS6n31LO+Yz3VrmrksIL8vIPXl39xwvqlnS3ogz5yb1nIRFMX9177Gs63QyhxKByV\nzX+8cTWaUplNXZto8bUQioeIK3FsOhvLhixDJ6nXs7vNzSuLXqG7Wu1nqyQUFEUhsyqTy9+7nNyR\nuQxiEIP41+Df1ict3ODCUKESDG/UgxBWyH82QOfadSeMKwFiWX4mn2PHMaqY0PpWggd6uM0g8Uyx\nln3YuPN9H7KyhSnvHmb0/j6iFg2m023EV7m4xJfgRaOG3e1u/rCmlrvnDkMSBXpDvQTCIorST3+4\njwxDJiaNmf4kH9EnU2wnQ5o+HQRoDzTTm2wEnmNUozg/NJIGwFk3U1L/Ls26UlwDdhqa8xCEXBRF\noSLbQpb1B6S6joMkSCmH+bgSRyucuA2RRJieYCcN3gbCiRAOfTrZxix0vn7MdVuQJi1iqDYfk60Q\nhz4dRVHoDLYhHVezlPLkEgQ0Sx5CCnSTMDuIn3UT2imXkf7V8lQ/TRQF2xd/U42DV/0eWr/CCNiP\n7MJTqUbs9OIxI1aDZExZaJgkExatlUDMT5YxG01EVO05Ri8B0x3g7VZfAGVT0RdNxhcbwPNuOx8+\nsxjB10sPH6S2u+jCIcy49yGE8H7oX0jn7X6UsIZNq8+mottHwqFl+TmvUhBR53zzi0E0xb/ljfSL\n6G908edPO9FFZfLmduO7cxk3vN7K7EMefrytl6aHv2LY6c+hHzGGgH4UkZ5Hseb+AjpuA9dyADyh\nRrCoJC0ih5EV+YQoSTjaS1hXhiHaSTQRwaQxMWBbTFg/ivKOyxEaFkHF+xBthuA+eoVsgoKaTk9I\ndoIZ12CGVK2dUTLx6X4XT3+mCkfissKRXh9Hen0cdq5j063zsRl1qsfZe7eh7P8IoWIGuz8dieew\nm1OnPsWKGb/lUE+cdKPAdWsuY180mzeEu3lncwsaTS7vdTgo9YT4vdGE8/wthA4PYMyzUnj+cELR\nOGv3dSImXWXT0kvo/auP0bVTqK7MYCDRzcXDvr1XZG23l5uqA6AxMER7gB8tuEPdjz3thJ5XyaCv\nL4q7zQyoD0ZCjhlxUgG2didGOUa4wsqVp/yECQkRPH30W6y0+gNoJYHLJjUCtUAhcEFqvbFYggN1\nffgCUTSSyIiqdN5rf4NwIkyVvYqLKi/CoDFQZC2i3FbOe+s/Yt+tXfTWNqLVa5h39SnMunQyaBTu\nWPAEkRoXPTcu559uObWOhdefxjUPL0FnUK/Pi3QXEQvF0Nv1hOIhdJIObfL3IxaO8dqFr9G598SW\neaOWjOLC5y/EmPYD6xYHMYhB/D/Bvy1Ja7zon+TdfQbafCsDBw5S+rYHfWsCwagh58bpAET2rML1\nlR5tr462R3dzKLgdh92A2aRFEASuAo6UWdgwLItoKMboL1pRNCKW58pI6KKwyoV/zUHm/irOip35\nbGrs5+Ev6smzafigxoYnmEFZTpAM7WHOLD71hK4F31e0naZLR0CgLdBEX7iHLEMuAkIqkqb5vkga\nQOkkfN6dVJk7EIIGmur89CRUEjSp7L9gzgtoRT2JpF+Y9jiiqCgK7YFmWv0t9Ef60Yt6Ku1D8MXc\nWCUzBrS4AUx2Mgzqzd8ddeGJDZxgoXF8/0zyR6IbSBAiTmTR79BqrSg5JVicW/HFfFgGetB8cMdx\nBy0fFv+Z7PFL8PgOApwg8DBIxpRRrVbSMyPnDMKJMCaN+UQhyH2HYKANNHoQXITkIXS/cJDml/YS\nrvEiYKQjTUdLpp5Jml5MzVra3qnjSLmWynkih27NQgnLKDqRmFPm0OU7WF9sZlZdlIBeQNDIFPbH\nuenjMr4srueX2/vQRWUKzvRR8lwlmTYbNwxt4ymhmCpfgOn7gux7yMLIF1RCFFGA6jJQYihYcB6c\ngKdQTR8fJdHhRCi1T7Ii0+6rAdHGGKmDzPwrEQSRx9d/ScdAGjcOuZgK33LYawcUgvrROPNfQFEU\n6l7aSdrkoWROnKqStGSUrr4rxlUvq2TmpgU5XDQtAyFcyE9e3MGhLg+X/30z7/1iJtLK++jSyXh+\n8gihR5+n9k01Yvlr6+2sshcBMa4p8WDWncH0Q58zMtpGTaSIJz91MqPOyzUbe4jLqqxb1EmMe2ge\naETWf9VBKJKgN9FGSBigWBxDa1wgPj6GNiiSkDyMyjz9G+dvQlZ4bmsTD35WS0yTgSj08fdrL089\nMEVW16AoCr7eGJ4OldCb83XEfnkamtE5SJJIYn8H4j93ERxXQpmjEGNzDQCrvSphPHdkHlmW65Nr\nvB5ViK5eIztqWklENeh0ImOGZnPA8xXNvmbMGjNLKpZgSPaTba/tYeVj29j4cgPRcIy88kymjC5l\n6oyhDJ1aiiiK/Hnzjdw+/zFCzXFEg8DEJUO57KZFVE0spq++j10v76JpUxNtX7aRiCaw5lnJGZlD\n6YxSpl03DWuOlRW/WkH7znYcJQ6u3369akgrMFh7NohB/H+Cf1uSJodidNyxNvW3HhBKzFQ8eT6G\nynSIu2Dkf8KPR7B7//UEftqLkgC3N4K13EH2aTno97uobPJT2eSnpzeAE8jMliiUCqgZ1QlZEnJH\nlPR2P+dM7OOjXdl8Vpu0pEj+MDf1mHh0TQLNrC5G5KQTDGuRpCgG4/c/odp1DpyhrqSRaiilKhQF\n6aS1JF9HTI7ht9gRZZkhBRrm7n2FzdOupd3rwmrTAt9eyP5t0Im6VLN4E2Z8MS89wS56Qt24oy5C\ncTWdW2QtIZJM7dpyxqDJmwDeQ6l6PFmR6Q6p9VFF5jLa/e1E5Sjp+hO9u/Q6G6GoK+n0byWuxLHr\n7fhiPjIsBXDq1dC6G0YtUC1ADBb0QIY+i/5Ib8qQFk4kxjpRj1Vnw8qJLvmyrPD4ly4cpjQuy3uH\nbdfspmPDMJSktDOWoeeVkXbqhyh0i2m8pjj49NQXaXxhDrsfnUvNmkpC+4vwGUT+eE4ht6zqwPHV\nALO+UsnJsPM34SjKZ//D5czb7SOMlkmNfjRmLWNv+5w26wsgx/n9wPPszr6cN0eXM6GmmY4NQ3nn\n2SLy57tZWDGMAiUGio3Da/7G3jtryL65g5Lf9GAwj8cd9xOO9mIKrAf9EHrDccKiDW2snQLbKCSt\nhde2N3DPO2oPydc2nc2vRkncNOodbLZS2nIfA0FDzWNrUe73c7DYS8l+NQIbSgTp8cS4+m9fEool\nuOKUCq6flYs37sZuCvL+9bOY8eAqPqnu4JZHX+Sqgc8YuO4J1tV4CX88jTGo8z9+R4Dl5WGMZi3X\nX3kV2K9HiAT42Zsf8OvtMqfUeblmQw+CAvYlhRQuGc7wc6YQEgU+2dVO90AIWYixJfQ+F1UtINKl\nUCgNI+j3oBVhUnFZak49YR/9QQ9ljgKuemN36hqVNPtZFN9FZY5aWRFvHyBe3Ym7M4rfGQNBJnt8\nDcItd+ExmbBZ9VhtBtpjufTdtRBEgZqGHZQqBmS9jn/WeREFuGhcCFiNKka/JrUdBztaSEQ1hBU/\ne+XP0fim8lnbZwCcV3YeZq2ZSCjKI1e8yua396SWO23xOGLbumlccZjGFYfZ+MhG5v9hPpWzK3lw\ny69Y9dE6Fi2aR2mumuZt2tTEy+e9TNgTTn2H1qjF1+XD1+XjyNojrH9wPeWzyqlbXYfGoOHydy/H\nehJhxSAGMYh/Lf5tSVr+PTNxvrSbhFGkxx4i6Mhg0m1nYshLFha53gAlQo4xjdAuP0oCrGUuYoEM\nfI0D+JoG0L1TyrC6LMyNCvVvqj+aVtGEfF8NQ0r1tI9Jx/t5L9p1MbJuCHLjzBxe3uEiyxalOKeH\nKVmVvLTLS0u/xO9WNwBqI2iNCH88R0DO6KHJ10Bcjqu1IlobYzMmnpAGNWnMRKJhgvEAolYlZj8o\nisYxZ3/7gJPK5b/HOOFixuYXE5RaaA+0Mswx8v/6uGpFHQk5Qb37MAORgZRa8HjkGHPQiCJROYIo\nSKkIooiYrAmL4Yu5SShxDJIJhz6D0/LOJC7HTyyI55jdRTSpxIzJMSxaCxMyJ1FoLoVhF58wPh6M\n0r2mgfYPD+M55CT3sSyYqloGnEDSTkJyFUXhlnd28eS6w6AoRPd2Yd05HFGTIP9MBevF57FwbyN9\nsQSrrhnJK5u28tZhO7flzmbZ6X1YN2YS2qPabLw5PYvciQ42m8MseNWJpIDmrBymLZ0Kc++j9qU/\nUekM86uNPQCMvqOUSPk0EDTYjnyJ8dTrea3vQc6J3swnYxycv9tF+vJe7vHq+aNO5ALDtdyh3Urd\n6yrRcr3SzKgr65CEEOjGEOp7DXrvQUFgoPgT0GRR0PY00riVbD3i5Oevq/aCIwuN1LSHeHD3HF4+\nspC/XjGSMikCAQ3eJ2JYgcxWPz1H+sgprqeuN8QvX2zC6ZM5hXqe2nMzQk8lvqsewxMboNyRxVvX\nnMbZj6/lqXo9T3E9PFBLSV+Y/2wKENcKaIdYsdR4eVZjYvTtZ5FrT86L3sylFy9lxyf/YG6SoOXc\nOZzs3wyl2FxBbVeQXfV9JGQFg05iW/hDQoqPyQVDqQ8LOAfiWIV0ZBKcXjY8Na83fPgA21v3cs3E\nB/isto80oxZL6B8YDS6uyp6DIssgCAQeX0tvfYhIQAZBpmjBy9imQrPVAgkZi1WPXq8hK9tCU2sP\n+w+uY4ElDwQ4IpqIyyFmlKWTZUk2k+cyQI1cR+IRWru8mHDQKR6kL9bDiqYVAIzJGMOIdFXk8vHT\nG9n89h50Bi2zfzyFUxaMZtV1HxDo8VM4qRBvp5eO3R38ff7fkXQSWUOyyBmVQ7+hl+xzM2nZ2sLr\nF71OPBxn2MJhTP3ZVEpnlGJIM+BucdO1v4tdL+/i4IcHqVtdB8DiZxZTMOHEvrCDGMQg/v/Avy1J\nq/Vvo2ldG0LiKOFpZ8NrtQTHZPOuIcF9v13JJAdgvgZluer7VHRPK6PGrGP7n++j9a1q4h+4yX3u\nPDQNMcLP70JnDVF1w+f0r7oImiOk+yN4AeVDD1xvISvdxRuXT+bTtpVIK9w4XtjMPdeO4m9VXg61\nW9AIRmIJBV8kzl83t7L0lG788WPWEc5QN+W2qpStBIBRY2Yg2k8oHkiRjK/Xo/ljfkwa0zeia0fb\n/zjSqzAWToRZN5BrcqAVtbijA3ijnhPW9X1QFIWBiItGb2OqablUGyd6XRuG0x2UPDCZoQUjkZFp\n8qk3AGuy/+XRfQnEfQTjfvrCajQjy5CNIAjfuh1HSVskqSg9WlOWbshMFT67dnfStbqenvVN9G1p\nIxGKpZZff/ZrTFl9OQ02DaeXmxHlILJoQtf/Iv0HriTSHyZ/gUqsHvykmifXHUYrJpi134N1Zxqy\nXmDBK3/HXuHklsNT6YslmFMRY44wgwmTJTa0/JGtPUPYWSlzb3UbRa4owQk5vPTW5eSkaTDs+5i2\n9qc5bLiK7EcmEMlaiNmip+KmGRy8awPaYALDSAvF8/9Cq+0P6r6FozDreoqef4C9F95B96wMNl50\nHUO7w1wQjPK+oOeN2Aw6GodwVbt6/sR7IwRX15E19yDkP0dYWwrG0YRkE30rIvhXbaKqfAPN65ex\ntGsJ0bjM9aUebpsv8jllPLnKye7WABc/vYf/WJSH5vkuSj3HBB0v3H+IyqWNPLJDgz8ic4pSx3s8\nij4YgCNO0te8REPobHbs2sd0+3O8Lif4s+5CeiwleEMJLjmgkvncayqwLcyjceEmNP+oo+oPC0+Y\nb9fuLua+24CgQNGdE0j7TTHheJR39+xD9qgF7BV5VkoL4aV11Vi1ZqocZdgqwnyyS/XFs5pBm0zX\nJeQEO9sPEIvreHJjF6Dl6gl6Xt3XxWrpMqwDBmLPrMLfHqF7dTdyAiRtlKLfxLBE9hIquF8t9B8I\n8tCeViY6Qhhd+6iM67kkvVTdaIuZp1rUWtHzRlqBV5J786vUfq1r2I5JKSdGmEvGncNXfbl83v45\nZo2ZhaULqfmghv3vH+CtN7YCkBeW6Fl+kPderSEeiVM5p5IrPrgCgC1PbGH7s9txt7rpru6mu7qb\nff/Yh5gULckJmSnXTOGCpy9IfQaQXpZOelk6IxeNpLe2l23PbCOjPIOJV0w86bU3iEEM4l+Pf1uS\nVn9PG9qEgGwREfV6pHCcxEAYw4ZWLgVW9Uxi4gs7aVpRgjxwCGGsgcC0EUj+jyi/wUDrWyC/58Xy\nhIn65S8CUDDzCJmzt5I+18vAoeWIz+5E7PQRbvKTf6+bzvvbGJ42ikjTAKXPByAK/if2seCeXCac\n4WVy1nTyjCX89B+7aXYF2VIvM7YMpmbPoNZ9iP6wi0DcfwJhOVpXFEwEsCrq58dH0rqDXWzu/oIK\nWxXjM495ewHHnOWzhsFPVa8rCSgwF9Hsa6TN38LI9B8mrY8mouxwbkkZzlo0FsZnTqH23i/oaIsQ\nXN5N244tFL2eR8aUQvJNxThDXWQc5+VmSpI0Z6iLqBxBK+qwab/b9f6ouW80cZSkqQTsqGih+c39\nbLv0nROWSZ9cQOG5hfRv2UvHp2E+nf0SvzungKvPjfCTM+L4DNNoe/RLqh+PgyIw+4sreVeJcu+K\nvQiCwst5bxB/fiog8PRpOTxa8wC+nR5a/G4EBH4/5j9BCZOePY+XlmXz03ckppRnMepHU8lf18bQ\nX0/HmJmsPxxzLsWjfoZ0tpeBLD1howkzkHP1EGof2UpiIEb+w+NpKZpEQkpD527GXH4G6Eww/C4G\nOp8nraefcaM+Y/e2+Vy0vosrVszkmZUNjF2pHpNEuRmpMUDrBxMonvkqAGH9cOSqXQx89AAdN+9D\n9sTYO2oBV50yhV6izFEO8FDTI8hvZjP21hU889MCnvywmdd3R3nq1Rb+9KHq+7VtiI3pdV4y9w7w\nu5x8QOacKh1vXHUDBvMdxPpd1N7/AUeubSTk2wnAxplns3DWuwz98UQUWzr6wyK7nqhFMmqZfue5\naLONhM7upuuTeg4+uInxD6uth+KJBNt/+TGCrBBbWIXz/Aq2NGxgf2cnZ+gvQxJge3gFs4ov4kC/\n+mA1PnsEkiCS5zCSZtHh9kcZlpedOheaBzqJxKPEomcjJ7SMLdAx0PQuF4sjsIoGkEQ8B9z0bFSj\nzkZ7gpLXl6JpvRvqwZs2m9WNffh6ergjLUFBXAGbqkgNImMZNZLtcR21Bw6TbzMwoeifQACYjdp6\nGBrcjUTdJkwC5OWYMGj1zMibwaRsVdyy47EdfHzLx/QpUaIkMAoiaRodsaB6ro84bwTL/rEMbVII\nMOv2Wcy6fRYRX4Te2l5ad7RS82ENjV80IidkZt0+i3m/n/etwiSArKFZnPfYed957Q1iEIP41+Pf\nlqRpuwWiFTK6/5zL7DVN6MIxAr4YvV0h6vYNULVXZOtlt9PXrcratZen49QW4RPzCOdugclpsDNE\ny6v7aH23AbBSfPEpIG1CTFSTsUjGsfgKuk//Oz07O1DW+rGU91N3wyFyH/MjRkFXkka0xU3an5wM\n/MnKgK2fEmsZN5xWzh0ra3C+FSIeGaBuWDPvBWO05+RimO1i0fBjqQe9aEilCY/adxwfSWvyqjer\nJl8jIx1jU9ElOBZJ+3qPxiJLaZKkNTPCMfo7f8xBJWibutcxEHGlLDWyDNmkyw66PqgHwDzUgb/W\nxZoZLzDt1cWUXjKG9K+Z7RqTFg8RWU1dZuqzv3fdRyNpUTmCoijHhBOijkQ0zv471brD4h+NpnDR\nMLJnlmHMNkPdGURnbuOvDXeReyTO7Ss72FJrZVf1RnJqXbS/fyx68M51H3Dj6RkgCDw18TO0d4wk\nnhBQLhnJV7YYco8CqDf+n49Yw/gcL5S+D2nnMxtoPp4bz/layzCtARbchcHXSjQqsOWIl0gkwPDK\nOOUrTyOtH+QhbqKSWk+UfmADwrmqGrB1+NWsObAIXVGY6TfvIP2OHly1UaJ3H8Rdkc3IzkbCGoG7\np2TyYEuQzs3pdH9o4f2xzbxbnaCl5xCPxbLRedSoZUPNSBKVdsRckV84jqAZ9QuwZGBrO4S3ZBQ3\nXVhJrqaB0B+60McV6oZZOHvhAdyPlDCqM0SJTWLWeAePLJ6BQW8j0OJmw3kf4DnQA5gxFwkE+0T6\n1yd4atFlfLLrNebmTWb8HSrRrrx2EpZkucGY+2fT9Uk9dU9uJ29+FblzKtj0zE6Uvd3INh2RK8YS\n69dTHXQxTj8PEYkjoRb2OH1c9fZqRMVCUJvDxByVCAmCwKkjctjb5CIiCry+q40uT5g2bwvx6FTk\n+Agghqhdz+qew7ynvxQAv85Bz8YWQMCepyPnnlPQVBTD7l34ZD1vHZSYLXUyNEu1fPEmYE9IxGXQ\nseisyYgGHR+tVIUD547MQRSeAiAh30gwFEUREnzRuJ0q4TQUIcHQwuOubUnPzpd28vEtHyMrCl6r\nCD646a0rmXHheKKBKNFA9FtrxfRWPYWTCimcVMgp159C0BXE2+kld9SgZcYgBvHvgn9bkgbguLKc\naWua0EfidBRK1MVtWNJ8DLHrOLyhm9bDqnmt0azh1H16ukWZbSN+z65oC4bFEfJ2QvUDnxPptUNE\nXRQAACAASURBVKK1hslZfAs4W6D3r+B6HbHwYcp/PZ2ey97B5QlT9XaIYP2XmA/HIVNHxT+W0vWn\nzTj/WY3+6i56l8QI/jqP4a5aLv5bNdYDfSiAkx5OA/wOAy/4pxIKt3PxuAIEQaA/0oeS7FDgi6op\no6ORtGgiSlfSnFRWErT6m6i0q0/5cTmOL+ZFQMCuO7GNS7YhG4NkwB/3MxBxkW7IwLWni3CXj7z/\nw955xklV3n/7OmX67Mxs751ddoGl994UC6AiaixYsMbE2KLmnxg1iTGaqIlGY8XesWEUBKRLh4UF\ntsH23mentzPnPC8GQdTkn8/ned48ca9Xy3DKfd9zzpzv+dVzi84QTt8WaBbZwsz0eTR761C0CE0f\nHkH1KZgnJ7Bo8y1U/mYLtU/tZt8Na7CPTCF+9JkPi29nUEqCdLrcxr8hVvZDJnqyiOs37k6dqKNh\nVTm+pkFsJUlMe/Pi066d/rfBu4OHjl7K32fl8WtvG3ldIZYedhI5XEYbKpJZwLDyIP0vjSe+1smY\nEiu3/NRByZN+WvriSJqRzYLXlzN9MEDHoB9dpImqpkHiTVdyyPwQWUIGSf+mVtwZnHU3fZ29HD02\ngBJVAZWDVRqlJQ5yp4xAeeenNJxzI0JUwSE4QBDwBiJsq461CQqLRrZZ5pD35yhcthrWtnNRckyA\n7yuJp8emZ3+uhakNXm5fex+fdcWC8yVVw/P+AImANCaVaEU31+zo4YlrR/Jeya9ZfHnMkhMf8bDq\n9n9i/qKdEW0eJA0USeCy8S+T427huZQHyegJ8MJ4BymLUjHrLfTuamHHsncJ9fiIG57EhKfOozLX\nRt1j20l/7QjWR13IjwtE7mmkb7cFfbKZ0vtmnVoSZ5YR/7I8zB83sfWCtxn+1sV0/HEbInD0siBh\n435GMos55stQ1Fhvyr0dCjD1Wws7jxcVGdOcXo73eFlf083+lkGiqsaZzAQgzniQ6r6DnC8XkSZY\ncbcE6dpwmG8EmqPMjm7WKIh4iQ5U877jfW4xeRAF6FNC9KRaCaSM5MkNtQQVlTffOsj0vAT2tzjR\nSQIZKZt44dg8luYfob99Cv2DsXjDImLzzk13nNGWavVvvmDjnzZh0iQKlo+g8sMD5I/OZMbycQiC\ngMFqwGD9fguyf4U5wRzLzhxiiCH+a/ivFWm2XCuT6nQYQgoduRIfndfOu+tKqbPIXHNdK8dNmdy4\nLhbQXTA3G50C2ftVsvdDmTGLwyNdONO8hLpioiBrkQHJGAeJK06KtHcg4xGyp77HkQwPvo54nK4g\nCRWxh7bjt1OQ7EbSfjObgy/sw+8MwlM+1jz1AggacZpAyCJTNTObOHeY/CYn1k4/E/5Zx0s2Aw19\nPu6cm8f2zk0ICBTYC05ZoCRBptcbYlBpQUVFDkpEDAqNnnoKbcUIgsDgyerzNr0dSTwznV4QRLIs\nudS5a2n1NeH6sI29Kz9BU1QSp2Yx4W/nkTg5C1VT2dG15aRAszInYwFm2RITTWqEutdizZjTrxyO\nwWxk3JPnEHYFaXztEF8vf49F+25G/606S7IooxcNhNUQCYZkxP+lp+M3GEQD/qhyKjNUEiS0sErl\nH7cBMOrBeacEmqa4OHDwKV6uupFXa2Yh6aNMfeY9hjXqePXzhSjH4xEkgbemJtEaHsaSsgGWH+jn\n/rYA46q+YOeG0chmmPraxYiyRF6SFbtRx9r9iSiSg94w9DYplDe1MCLbwbTSlH857m8or+vjUIMT\nELDbYq23ugZC1NSYKLJpxI+7lMK/rwANoivf5s4NDzNSWoQuaic7yUJWkoV9x3tpMkhoN47H8vd9\npPfGrKrzfzcS/UA/+/uSmNrgZXaNm7q5Vq44p4D2NxtI9Ch0x+v501QH99f3k9cf4uxKJ5uMBhr6\nfRQkWvjiH0coeb4GgKgo0J8tkz+rnZLzzobscThbRDLWN9K6ppPsc/PoXt/AjgvfQQ1HSTurkKSn\nz+OO3Y1s33ECMc3E3ckm0rsDLL5jGIn9YUJG2HxPFJuzlzhvkIONAxxoGaRtRiHTGwOUHOqmavn7\niBoMZhjYOXWQv46fR0uzRGOvl3eru2n3hjDqRKbkGal0x9yqg33D2dfs4co3Dpxaa1GA4mQrI9Pj\nyI03s2brR7ToZM6qbmaKeyuPzUnjOnEMij9K91c9gIgtTcSWpsdY+BaCuhSt9xDrMl/gQhIQBajV\nGxlx1hzS5NjP5RMXlPG37XWc6PWx8XgvADPzHWzvrCYQzeSDmlLGnkx0CeBG1gyYDXqy0mIWMU+3\nh2cueY0dO2pOjfvEh7E5XP7bc/4z4T/EEEP8KPivFWmjS+0YQgp9WXayfr2AGX01PDxwHFEQuDGz\nkT9elM5T0XSm9kUoe3oeJsHK0bVrSagMkDCoZ/rBBD6d60P/Xux42VeeDHA2TwbDMAjVQfU4pGAV\no28pY/cDF9Lp9+OwGXGfp6d0duzhffyZvfidQUS7hEEnEewPo2kC8XYjqSkWCkSBzEvKEPL17L30\nM4r3tNMwP5dNgF6nkNPtRbCJuMa46RiI42hblPqeBnq9EdIdKosCfnS3tiHfmITrLoGBUD+JxqRT\ngfnx33F1fkO2NZcTrhrqHt9P+LFYIUudzUD/njY2TH2R4tumEv/7Ypyhfsyy+ZRAA7APRjFt7+Lo\n9k4Eo8iwn4wHYi6nic8uxnmok8GKLvZc9wmzPr78jIdOsjENV9hJouF/FzffoJcM+KM+fJFYpwed\nqKf2hd34W13YR6aQc0ksS3VrTRfXvbKNdvdtp/b97VyVebnHIBfuOsvKrE/vobJjEJ0kMjk7nrFj\nj6I/oeI/2MeeY7GMwLGPnU3cN4WQ/WG+PNhGMBIlK9FMSbaDtj4fJzrcVLUOkp5gIu+kO6qu083R\nJifjCxPJTYnFpLX0ejnUMIAgQH5OlKTkIHGSEX+1gtst8/GuZkz6YVgmvoAl6qaibgC9sxBdvB2d\nrDF7VBpGvURavImDdX3sXphLYEMdo2sHiJalkDoilQd3vkBv8j62xd9EsjPMz9pNTB5mob7cRQj4\nYpQDp6by3qxUfr6unfO2tVKbGccre5q5c3wW7ge3EAdw/TgufeJc9LYzixwnnrMT1jcS3daDdEJl\n52UfoIajDLt5ErXXjOaqtw+gamCURCZk2tlzaSkXPVtOYn+YiCTw8vJS6l12Pn+7hu9StSiPa71h\nRp2IvVS8O7eAugYHS56rPWO7nHgTqy4fz6h0G08dauKfDZtZOTUL/8A41td0MyrdxqKSVOYVJWE7\nGbvFiy/yeeRzdHEmfu0Mkr25msMTRlIWn0rPkT40VcRs9WJPT0NOLEdn+ALtwEPs1BYxXBqBgyDV\nEZGRi6YhiKctYCWpcTx/yTiaB/xsPtFLXZ+X4TnrOeLSI6DiUEpAALfczr7IF0xInsDCggsB2Pvi\nXt658xNO+GNW/Oz8ZLyBEM4uN8PGZzN92dj/+L4YYogh/vsRNO27roH//xEEQVv1xB8I6adx3vKJ\n1ASP8I8dFazbaWd4so1HzsnAGTRx52dH8YQUkqwyU8Z0UFo4iEVn5JaDTcg7ptNs93P0zS7MVgNL\nm36FZDipaTt+B50Pxf6Wk9Hy3mP9/FqchzoRb0wn6Y5uFlj68YQeYt2YZ4kGFZLeGYNrcogJNasw\n7hJpb1iM/piIqJwed7vTy0B3AEuegxOzs0nd1YZU50SQBQ4/PI791tMxXgIghqNc8qedWHuDiBYZ\ncWc++enFZJgz2d29Aw2NKSnTybbmfW+NVFXl01ufI/RiNwgw7olzKFw5nspHtlP7t92o4Sjm14cR\nmSEzOWU6Od86Rld7FT2/3kPlm004lmVzzuobzhBinvoB1k54DtUdImFBPtP/sZS4on/v2gw7A/ha\nXJizbOgTzuzG0BPoor2xnuCWVoJOAdXVQ/erHoSBIDP/eojspQ409IxetZDaPgWbQcfknESmZCdR\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E5HCU8vGpGCSBfFuQiQV6joU+4d0GjWk5JVT21/HCkXcBWFww78whKEpMVNn/g+4WHg9c\ncw1kZsKf/gTWk0WBN2yA66+Htjaq0q08etUk8jtdzLxuMUcvPotVYis6RSVDF89PIqPQoioHot0k\n6YzkB+JR/CGcO48z2Bxz3cclyog2Gal4EoqmMpCez3HNyFutgwiCwC3nLQBu/9bA/gqsAB6gN5DA\n+vpfkh3IJ6ophKz1FKdOpK7Bj6ZpbHjoc9oaYlmfnYQZvnQEba39aOUDXHT3/CGBNsQQQ/zH/Nda\n0ia+vIwZCROQIhL7atup77Rzr9zKL1wqvUaZKXENNLu6GTeslEWpNgKGPLIcC4iXYkHC7S4/q7ZX\nss4ZxgZ8mJ9EunaI3uQO0hNWMn5/Mwn9XvxEeLWwmRVTlyJ/1Yq52/O98XRkJ3BsXA7ueCNxeUeJ\n86pMeCGAwQu60l2YFq1CGL6e2sEqjkaSGFveTnLCIjbmV2KRrZybs5QT2w9zYOHHoIBoFDFLEimJ\nFizmmLslHIlSWz8AAtgmZyIMTyJ/SharEw2k/Wwtcf1BwkaJjuJEmkcnc2JyBiVpcYzNdBBybsLr\nbcRuCjJp9HgGRDtmnQXLlnhqrowJDV2iidI7p1N062SEOAN9O8tJ9rlokt/FYNpAtqmVhvgvGP2k\nk7Ci8vWNLiprVnPzjhs4f3QWn9x6+sG9Y/l7tH1cRfG8FPQmmWNrO0g4J4+iP56gQH0UENjovovz\n3x+D1SDzx0VjyU9z8XVbgD+vbUMU4J+3LcDWF2DH4zsY3eql1yIzbvEIsiZm0nugkfovy8no+X5Q\nuT9fx+HFEULNTpKOw8haB6Im4LFE8FgjZHT/73WmqpN7WV/Uxh27xhGSFP5+dQ3b1FhfVoNBh8Vq\nIsPkYGHCKF5v/Brnt0TYtyl2eTm7x8WAwcL03Iso01JJi4hgtMG3yqb0SwFuiD9A78AoOr3HMJur\nyMxOocCRxaK4Fbjdp7eNt+rRySLeYIDBoJuRmZnkJMWRnmDGcDLmTNM0Htz1DDb3GOKlNFRN5Xhk\nP0X68UjoGD8sEZtJx/ZjXXxTckxD43ionGPh7dw75VrmZk3huYp3+KhuPcaIRlAXeym4quQCrh5x\n4ekWZaEQnHsubN0Ks2fD5ZfD8uWQ+C8SSe6+G9+aL4jodNiJIqx6OebafPxxANpmTuTXF43mJ+oI\nNqoNrNFq0QBR1Xg2UERh2mxyAkbcdW70bo2PEk5wlmMa7k8a0dTYGC3ZZuITBQyTE9CKjPRlDCNk\nsfP0kXaqerxcPDqDW2e2APOAEcAE4E0iagrbO0rZ0TGdIm0uWUIpurgAU0uGIQoibV0ePvzLV2x4\n8isEYMz4PI4cbkY9uYhJWQ5eqP4tJqvxByY+xBBD/Jj5V5a0/1qRdv2b1/PC0ieQVr0CDz4Ye0P/\nFsdG5DFjXgLukJ/fz7mC3zz1IK/NGstHM6eQIuWiqgFqBvtpPDCeoCITPOk6LEo0ctecMRxoWc/y\n7Y1MjJadcdweAWpEAXOckWG5cRzNsNGdkopdbMSl5mNIaMeY0Elcu8rUVT6I6JHyBjHfdSMdSh2B\nFytIqYlZQw5fLiON6GemyYOWdj+1hyuQVJnCsaWEjg8QanCi9PqIdHsJNTip+rgKV7+fpAQT6SdL\nQNRFFAL1TrR8B3EfXYZP02jo87GzsZ9gJPrNgp0af5nQyi+0AvzAA2KI9G3tCEDvTCMPTPqUsP1y\nnj6YzDmih4vtUVYNSHzgklmc9D5vHB1NZa+Ryyfn8/qUW+jobyfvnacx6yW6nrgslk0J9O1pZeP0\nl5CNInqzjH8gTPB3c1EnZzJF2Uf60Zd4tPp8VunSWTgmh3OHJ6EpMvamAWoPtuFqGaQ0oDJ+IMK/\ni+pRjJB0TgmOJSWoAnQ+sJlI23cEkyQgXpxH5Jpc9DYziRUK/vdq8AR9bEqp5x3TPvJCFu5qLiah\nXsdXaR08OaOOeY5sln6SSH5bDkfSevnbjEOM98eTKiWT6h5k+cFyrMoAFBp5eOkcvo56SPZrlHTC\nGH0W2Y0HmZyQi1A0HaVfAtN3AsdDbjyKE7c9kUzFSp+nhvivHmbJknnUa0HSEpOwxBtILzrmXAAA\nIABJREFUFDOZa72EnEQ7kwvTSbabCEcjzH3xajrdvdw+82rumHH1GYfe1raPP+x9ljg5jp8V/JLm\nzhCcdNsr+n5u0mkIbhdtOcPZ2BWmP9LN3sBaPFovPx1zJRcULgAgXH6AW3c8TFOWHUM4yj1Tf8rc\n/BmnT6RpcN118PrrZ5wfux3WroXp08/8vKKCfX9+lLETYvFhihalLdDFQP1+Sj/9BO2eu/lLfIB7\n/eMxnWwLVhts46/RPdzWm8TICUtQWgdxhnxYG2L3kKszjPtkrUObqRbHHVegfVmLYBQxXOCgMaMY\n2Z7M/n4nL5d34zDpeP2KCVgN/wM8DvwSuJ3B0ARerV7OQCgBHUZmC1chIDKpLA2zKTaW/WuP8dDi\n59E0jeJ4B39quJ9DW2p57PJXiYQU7v/kJqZfOObfXLFDDDHEj5UfnUjbOTGL6Ud7Y2/yEHubnzUL\nUlPhxRdh717Wjc7m/MlWEOCfBdM5/5PXWF2Uxa0ZKQSVKPMS47j6RD8bbaM4krqcivYAiqpx+6xk\nxJwdJEYUrn7iKDrHMuoFgX8YZI46wlT5jUQ1mJ2fwmVj88jRf80o4yt86XkVQQ4Tl3sEWZRZ3NFP\n4A0NzWsCsw7FJCL3h1BFDVEVCFmg+6ZtlAmvQ+Gn4LjgB+erKSqCLNK3t5WvZryMpmoELx1BTsMg\nA4c6UaIaU59fSvLYNNzrTuA/3ElkIIgy6EdFIZTtITI8k9bmKCU1IeSTb/5tSSYqL+ynI9XBYddI\nRBTUkx7ya1MULrdE2Rl08fuOZI40dOHyBclLsLDlF8VktsfE6+SPf8/h/jyevWoaK6cXIokCmucw\nX41fS199LDPVaNcRWVZK3pE+zL7TzdFDIkTHy9j1IsGDUaRQ9Ix5hwTYnidRNT6f5KiTeYEwhU4b\nW0xV7M91MuesK7l03DjEaBRt0IdqNND7zD78hzsxFiViTNFjGZGIYc5wBF1sXlGvn73vf0D5QB1P\nRfdywUAhTQY3B6095Hj9tFjN5JoT+OymVzAPRqle9DJCWM+/Qi/0kCB/Tby8F9FsJrL4afimbIQS\nATn2gBd6qoke+JhB41kMugtBEzBmi9Qoh5laMh6zw4ZU/jrVXZu5aOFkFAHOKplOq9JBhAg6UeaK\nkiVcVHgWd61/lI1VsQB+o0HPnQuu4ZKic4g32nGHvazc8D8MhtzcMe5aFhfMo3PAz9bKNpq9rWz1\nv8t9T25i6sE2nrppCl/NKQRgdMDC7SWXkDt+Dogi1NXBzJm0C34+XjyCczadoOjq2+ChhwD4uukg\nn77/NxK27WGypYiSJdeSEVIQPn4PNnyBYDbHhNqsWDX+cCTE2vt/yXmp8wFo0AbJw4548gWiV/Ox\nR9fNeZE8JEEkmpeE1OMBf+z+1jSN7u1O3Cf8CHGQmGzkmNZPWmMs+SE5rQfLpFKi3RGIqOjHyrxR\nnM9+r5GBQIBAVCIcVblr7jDOH5FGzIJWDWwB5vL+iQc4NqAxTJ9O4tGJHH1iJ7kLhrH84UXozXp2\nr6ngT5euQglHSUbH3atXMnp5rC9uc2UHva1OJp4z8l9eJ0MMMcSPmx+dSFNHjECoqoL8fHj6aVi8\n+PQGHg9ccAHali38bkY2vyu1YDfF8cj5P+X+z57BGfaf2vS81EJUi416dwiH6ToOdzgZUdzEOVNA\nJ4cZUdXPY1sLqDKmoNKEEH2Pn/cn8UL6TSiqxvTcZC4o3clLuz/knrPeRVXNmNPqSEmUWJC5CNUV\nIPDC1ygVbQD0J0U5caXA6E+8mFtshEY5STn7bpTuqYRqH0IqTMe49HRT9Eh5C/5nt6OfPQzj1VOo\n+tN2jty/CX2imbQlw2l57RAmo0xhruM/qmSuoVGZZye9P0iiJwxiFMuMbOrDKsf9Cm1pBkbN+pzl\nORp0XEHzHhdV2/up0WtsyDBy1sXjmJvYxIgT91Pfdy73B7PZ2O0gI9HGwrJsFhQmYqhez8Qdenau\nagAgq8hG/MkenW6Ljop4HUZPmEku5YyxBTKtqJkysiWMThDZnDvARsd4gpGY0EnSQtxgi7Ld4+Jo\nNJnUgMJluRZmDgxAIAx6GdXjROtxIWZlIHzjkoszIWeLaIgET3jRnYz5625oxeaMQ9Wi3J7zFTvi\n+9ArKp8UX8WIS1bCvn24l91NS9zFSFE/xgwj+pmjUYMKSl03oXYfiu8bYamiM6roEizo4iX0cRKy\nRQ9RhVDXIMGAHn9LhB8qmiZJEbKXZaGPExFbdtKdnIfZnI6MgIKGT4jwrO0Q++N7IarR2NyFqp6O\nTcvJSUWnl9GJMjpRh18JMDppOI/P/lXMLalp8PbbfPrxkzxzZRnmQIQUv0ZToh5jMMLPXtnPOZvr\nYrY2oxGGD4eeHujsJHzWAnbffCkTrrgVqyailR/i82g7v/ryScYIadwhTmGs+AO9JMMhCAcRHHGo\nDjPbeo4xVxwGQEWBxoQLLqStt532XbtJbAmRp1hP7eobn41jzgQIK0S3HkKtamRwfys9h79fY0xD\nIzHXgCXhtJAWEzQOzY/yu87SM7YdnWHj8aVlSGITUADYUaLdNPX3saVxJ8lCLrZgMjuufBd/e8wi\nG5ceh2NGFus+3I+mQSI65i8Zw7Vrrh3qHDDEEEP8x/zoRJoWCsHu3TB5Mph+oOBlMMivfn0hnzqC\npJU3sy35dJzI+WVzmFU0gUfWvYg7EAsEjzNaOH/k3Xx0WCE+sZ+y8YeIN5poaczj0LFMxhj8zJbX\n8KQ7lv14e+ZKXurNIBJViaoHUbX1nFuyjIvLrkE2uRhZEmVicqwP4cHGY9R9UE2mZuPtxFrmzk0m\n2R1hzDNR5DBo6U6EzvhT4zNe7MAw+hWi3Sa8L58F4ZgVyHjVZPSLStl6/lt0ra87tX3pomHIzS50\nmTbs5xZhm5eHHLgVWVuHajgbv+cpAke6QR3AXnINXwlzEdV0xm7oYGDjHPjOdaMaBKSRAcRaC1Hf\nmdatsF5CHz79mdso8UiegR2ZBuJtcXT0u3kn3cgSq8SbT9Zg6Q4xPC8enVnmo0tKWGeEQ/Wd6CSR\nr1fMJOtoL5rHgyfSSXJLFEIqKBqaCnKSnvdyEziYkYrB08R9gyIJqGiKSqjOh+aLIiXo0OWaEaxG\noh1ewg0+0EC0yegd7Wi2RMTvNILfrbYxrt+O1nJ6HpoMh9MaSKurpfhEK8yYgvDemwiDA2glpQg1\n1bHt5i8isvh60GQ0VcPXGsT1VSU+LQX+rXMWBL2E/ZxhxF86CjnRTKCii4HVlfgPdqAzKGQvy0a2\n/HAts4AW4R7hnxywenE6PYxILaQoMY81VZsYq8gEC5OI6CQ0TcMoGXh+4e/JDJqhtx/hoV8hrF6N\nBvzhz5eyvSB2L2Rb03mw6HLy9lbh27CO15wVTC9vZkz8CNTRU9HECPecbWdN2x6mqCn8fmA4OWmj\nTsejncQrKayJVJNBHGP1mTgUHf9KvnRaBsm9+bozPtM0je6KSvyHjmMtG0bKxJMvKV2t8POz8dWH\naQzdBkgkDtOh+AX6nEGkoEBoZQZjJw0ncqABMU5CtDRQLh7iLW6jesCPXj3Bsz9ZjsNswGHSnbTc\nPQPcRr/zAarqbzwVUwZQ+8wu6t8qJ7kkGZ1ZR8XBJrqIuVOT0TF9XimXv3U5tgzbv/2uhxhiiCG+\nzY9OpAUjIQzyv3ZDhZQw459ehj8SxOYJEq7tpM6u59E2mTsr+hCTkui+9goeSQqiM1u4d9H1iKKF\nrHs+RBQ0ps3ZDlKYfV/PJBQ0ctWiAC9deAN/3/Qmd77/KAbZxMyUJWzvzgNkMuwt9Lg/4Yklr6KX\nDYwbqZJss9PoauPrg62kmkadGltY9WGOC5NTHmD8npjoQxekJaWNnPaYtcG44A3CBxahulKRUhuJ\ndueDAOZfnkU0M54vx/2DQIeH1Pl5zHt+A+Hjm9CXno+Q/TgMvAett4GUACOOgj7j9MIcXwCezbG/\n5WRC5oMEG0McPNJJsM9PwtEerI2DpzaXs438yiFzS/oghr0Wkl0hwrJAS4oFAxrZHbF+m7vjZQ7b\nZAIGgT+mGIn0halqDpDqiaA3yaTPT8D0k2ks31DJxrYBMpPtXFiUxEODvcgtfpSu0A9+j1Kijujc\nAvStPUhRjeNqmJTaAAb/6eu6yWYg6j9EnlKKhEBUAEmDKkMX9+Vs5v0WC4lFy1FFkd8Ku2kZ7OLF\nprNBkNFlm4h6FNTBCIJOQFdgQdAJCIKA6o8SHQygoUeQNURXF0JyAoLFgtDXgVB3BBYshqiCKklE\n+iP4Kr0ofgUlpKGEYtYuvVlEb5YwjUvD9ttzEfSnk66jvjBNKz8lcLQbgzVC7tg+ZKMPofx1iAQI\nNstUrrid0emTaNZcXBJ+H5cY4cPQGJyXXcSNnz5EaYeHL57eh9coc90jl1Ae7uU220xuCYxCQkRo\nPo607VOEX9yEf95CNpWvB7OBhbMvxGyJZYPe/ckf0eo6uUmaQKFw+oUhrEWppZ8yIeWMz0RNRZZl\npGkjEccVsq21nJ+t+T3+SJCJGSP5zawbGPPGGt7tqmBvXjLDVTuL+1Vy/vzoqRhJTVXRGpsQLGaw\nJRD4+DD66QXIBUnQVEvklqX4zZPoaJtK1KthHxOHTdQQLBLG89JRIyqy9fRaCoHdvHT8FeQJb/Pu\niSiyoPLiZSPITUgC9gAuYApwOf2DQSpPvIamiXi0PrxCPwUDaXy8+C0ArvrsGt55ciOHN8Wyoect\nGcNNz12GPfM/yGAdYoghhvgOPzqR9vGxjVw0cuG/3GZbw36uXf0/p/5d0unlxVUHyfae6WLDYoEr\nroBrr4Vp01jw5AZ2nOjhHyvG0uJt4dFPBjCZ/UycvosCRwpT00vYcHQPH27ZiapqyMIwZPFiokiU\npncwMknHgqLF6HUaW0Nv0+sb5FzzjeglAx3+CkJBE/kJxbFzaxqjjrahRlUOZDu5e3uIO5Uwvw6c\ntlSIWRrWK/5BaHsWoT0XgFGHmGJloKKLhspB9FcZmbHsztPzkRJB9YEWhIIPIf7iM+fr/Ahl26/R\nglbk2SsQMu6grc/H2gOt7GzqxW7Xo2v3oDvYwS8n27EPt1BeNIopyXt4YsNudjUuwm/Rc3ZuCzcv\nupTgmhoaH9mKIfTD19mgLCDMsDPKq8BJD12vAEGDSEYUpKh66vO9WXZ2FaQQNOqQOt3cWdmOTtUQ\nHTrkBB3Nshe1I0Cm14IY6cXQuomBgmWYOC3WP8+wszHNwQPH2kkMK3TqfHSK/UywJFFpETD1aOSG\nzIjAobwE0nOMCL4QlhoXVp/y/Qn8LxhyVcSkWFJAZFBDqXchFSSgm1yA2u9F7feh9vlQu90QUjAs\nG4vx4nGn9tc8XhR/lMaVnxFuHETQS1imZBFnrsex/VdIFhNa0hx6ZyzHIVjZpDay5sgbPP9mBaGz\nF3LhdCM/s8xhvpZJbWcFj6d1MU/I52opZo1yayFswg+3ItJkETEvlc6edpJcIJ+0kLVrHr6O6yXZ\nLTBHyI3FiEkC66nj0cB2bnSM4vob/xBrqwBoURUUhUpnMzd/8FtcrkF8eoUx6SVUdNYgCiIvX/wH\n5hVOQVM1PO8dItzSidrThYqFUFeIQK0LJRD7/RLFMKKgoERPZ+Kask0kpkgIKhiWFKErcRANhZD0\nevyhCB50tIk+mv1BdvbYOdrn49KxGdw8vQDYjiu0hHp3Hj3+FNyeaaT4r0VAx4DcSHlkI3OS53Bs\n2TE6KjpIPjufg+VNuPu82JKs3PXaCiafP+p76zfEEEMM8Z/yoxNpy964jY9WPP0vt3lw4995o3wN\nK8ZfwPaG/TQPdnCBo5S/TrgGIS0N9u2DZ5+FzZtP71RUxN+W3869AzYum5SH0xdmQ1UHM8d3IyUe\nQ0Mj3RpHrt1BV4+HHYePMalsGBmVIk+1TUcDRiprOXfB5RQmltAf7cAX9pJjKuZg214ev/InLHzq\nKoI+M+PyS7lszgTGOKbzyZ5m/vDVEXp9IdA0npdlLh4MIdiMWP+wBDGuH61qIoHPLiFyfBIAUUAC\nBgUIXfU4xZN/C30vg2dTbC6J10Leq99bF7XbieeXH4EqISRZMCwu4wuDjoc3VXOse/CMbWvOTiXH\nJCHNnoZg8BM5lM7qnvtwClcxMs7JtFA8KFFOtDRRd6Ce0bYm5PphaIqetoIkqoenstU1yCPVXdij\nEDaKBIIq37VFNJv1PF+YQq3tTLf1MrPMVTtOQPBM8RSJdpKw8TFEUU/k7CW062YQHxEpT9NhXDGX\nE64gaw+28kBlO5nBCN9FEWBnUhx/L0pFPWnVmZti5Se1XfibBzArUeIFAWNOPFJBIlKSGXUwgNrl\nRu3zoyFAKILa6UaIM2JalI/a1kvw8CAEFYxnpSDNHolckHf6nOWH8T1xCGQR66MXIiZbUGvq0Frb\nQZKIxqXQ/mwV/vLOU/uYrAPkRR9FOnsp2vK7CGxrQUZGjQaR92yBoJ/QvKXoRN13p4gaVdhR+xkP\nFg2yWCzhBnE8VkFPjdqHe8BHvN5Mqe10z0pFU/ElGjierHBD5fMENQVJEHntvAeZpstFzEpCsBgJ\nRkIYdTHRp2kaWmMTalUNiDLR5AwaHzpIpMlFZXo/W3Jb2JXbyR3nXs/1k5ajNPfTfvOHeFrC3xsv\nEEtA/dbPlaAXMGabMRUnYex1IkVVdHOLMd0wnZufu46XD+1lRdEYjFn30OQOMiXNRkmChVXHOjDI\nIu+smITD5Kc3MJPnj51HWNVjJYFJXIgkyLRqldSyE32dHutfrByvaKNXF8UfiV0zYxeW8Ms3riYh\nfch6NsQQQ/zf8aMTaXmPLuDzq59nZPowPnxlI2v+vpl7X1hJ2eQiNE1jzgsraHV18fFVT2PWm1j2\n5m34I0Heu+JJpmSfDsynuhpefRXeegs6O6m3pVB6+eOYieJHwiho1OR1cmyEhT96dtPXP8i84sn8\nef699If6eLXiBTrCfmr2G9nVUIpEFJO4jqVjVtI0oNHo9DLgDxFSVJJMEn9frufyt35HRFG4evZ5\nvHbV49zy2m5e3VtPXoIFvU6irsvFk4Wp3HLtdMSUuNg43ZvRqs8lcmIcTqOOkq9u5E2/yqyoxutx\nEssfXU6G3UT4q7dRKnsxXruCE14dA94QU4qTEcXYteF/eSeRLcdBJ8LJwqjH9BIL9OCwGrl30Uhk\nSUQSBa7VuTF4PIiTxsWsRZVluH2DrHZ+xeyvqkjpOFPUqUYRY7aJvjQbm/LyMCU1MPrVdjIGZQSr\nhKHIyomIStQUYrjPAEYZ5aJpDMbHEQ2HUD/4B9HGalSfB83vJT/Yg2TMIhgZC34vojKAGHGi378V\nwZoAmzbB8OGogTDuxj62BmsZFRfLOl3b2MMXx/vJ9YVICCskhhUiokCjRU8keYDPj7xEFAtWQzLu\nQDtvXncPS8fO58vqbv6y5QSiAAuLU3CYdCRZ9CwqScX6rX6kmqbh++OXRKu70M0oADNENjYgphgw\nnR0TP0puDtEEsBz7DTSsxl+zkkj3TIRcPcYFGYhhFQ0N4WQEl6bToyWk4q0P0ftSOZE2N2a5kTzd\nswhEcFnPx21dhGy3orPJ6KwSok5ks9DEp7paRlvSuFItIF4RkIO1iL96AKcU5S/bXuGDinWIwCXi\nOO49XIJPVriy5Eumylk4tSBlE6dx88gLEcI+vu4+zNNHPuOaKZeydGSsHIcWVRl44zDuzfUkXVOG\npcCAerQC9LHrU/EotDzbRLj3TAGmSmCbkIwl2spAlZFIgJjb3iEj6gX0Y1OgyYWOKMZ8M9GuIOhE\n9PNT0JdlgyUJ3+ObwR9GN70A009nsaV6Jwv+dhM6ycrSSY/jDH0/ju+SMZncMiMfVVvBqiqJFm82\nOZZsisLzERQDOquPQUMD1X+upveVXgaUMG0nCwOn5v0f9t47TKr67P9/nXOmt+2994UFlo40USwo\nauzdiIVYY4m9JWoSTYxGTewaxYJdrIiKiDRFemcLbGF7m52dXk77/TEIbNA8efIkz3P9vs7ruva6\ndmZO+ZxzPmfOPXd532lc/PuTmXX+xERrpwQJEvxb+MkZaY998SYnlxzLhuWbefWaDxE0AWuliXd2\nP8L2HXWc8cWNpNmSWXft20iixJ9XLeDJta9zcvVRPHHqPYdvVFHgiy/gL39hbPLR7E6Nq4bPq1/F\nCyv/RkeKhZNvmILXYkCSRCYWl3Lp2HN5v3kpTf54w+Z9e6rY11rwI6PWAYGbhW/oOdbCq0u/RNM0\nrj3qct7ckIc/onD11DKs9laeXgkRWeWB08dx6cwi3tnzMbMLjqBaXgwdN/LH7Zfzm3WzONVp429d\nPiLAvLJU3p5WDq+tB8A9Jp+vx8Wbrx83NpfCTAdafwD/zYtA03E8dBodO7uQF64nQ9O5J9nMtb8+\niersg14DdetO9O5e3OXZpJRWYuq8EfqfZu13ixn5bR+6zcS24hAuJYeiDg9SKO7xGsh0YtJVDB4f\nNsVAk1FhRY6TeWkmnOLBOWr42RTE8v35ck/fAy898OMXXZOgXYUBoLgYedlyBhwpZKa7QNC5/6un\nyRZyOb5oFt/P+Ru/eIfeiJMUezaKbkTWBkkWt/Pp1ncAuHXahdyXMw1F19gYcVM7ZRapOVm8tG4f\nb2zuGLb7mmwnj546GsMhvSbVHh+BOz4EWQWDAIrOt5Oz2J5i58Z0BUmAkN2FKdiIQZbRlQxCnwxA\nTMNY40K3xAiYszH29mPoj6L7FaQ8K+ZpaciWJNr+sBOlL4hVbEGVkojJ/7hJd9gYJU3dh1VswyE1\nYs9XEc+/Bk64gH2CQjQcIunGr/E2x9BUnbArytqkfkqiTop7zaix78OiKhJBbM5B7EdWQlIp7sVN\nyL6DXknXpCSyfpaNEPagbFlPx5o8Yn4jRotIWqkFxWYg5FMI7QkN844ZbCK58/IRu2Oo+wIHvGdS\nZSa2G2YSfHg5WqsH8xm1iDnJhJ9fA7KKYWIhtuuORkZhzN1H0+JTOXH0nfhJI91qwONdzIzqM1nX\nFsRkkHnxvDYchkE29y3h084jcBitnJZ6BT19YaxmA+NrMvngyvfZuGAjGtBsjREOxbjg3rmce+fx\nGM2HeycTJEiQ4F/lJ2ekbVjVRF+rm2fnv4YSU9ElHUEVGFWRjdAUYM1Fe7ngsnM4q2ou6Rl2+oJu\nZj57IYIg8M3Vb5DpSEPRVO76/FE0Xeee2VeRbI1XbP36haU8tKkXgLWGXZSbQpxp20mTU0TUdDRR\nICnJTnrG/qbumoguaPiAtvoJ7OtIQRB6sEhd5CapeL3ryR49jZ1bxmGxhJk04xsG+gbZtWUvunA8\nkjiR/CS4+5gpfLdvBSnJpTz+VTzsZTWrRJR11FR5+PaaV7Bo/Yx7cBO7enxcNqmMq/b0U9I+yC4R\navbndumCgKDrfH3CaNxZLipyXRw5KpvwgrXEltVjnFbKBxMKuOb175gbknk2oqEmWUh57GyEQ7xF\nasNe9OZ9vBbawncuL3+YdBrJDb9j6JnTkWQNQ6kNY0o8H0zXdAIDEeiKYVAPzjlfqsCSOS6uWxzE\nACyJfslMUYa0JKS7H4SkVGjaBReOi+uK3bsAWUpiMCBhWv8tzkWvYBjogSCQkQmnnsrgrTdTH9TJ\ntKfzxtYPWLjrfdzRIT497xXSbam8svFd5k08m40d27jgzevQdZ3zJ59Cui2Vr+u/I6JEeWfeX6ns\n6sccDQ+bW7LNjsnSwq6tf2WXZQortHHIcjY9qg1PYAOZ1ibuOekqJhWPAiVIYOEG1GWtAPQ4TVwz\nupB0i0CNQeX2jLihdijeRj+G9Z5/PL8dBixHpRMNaHQ83466X1vOmOsk9dxRaIMeol+tJ9YXBSXM\noNGKrjuxx4Yr3QvIWMV2zFIvpuJUvD0FRPw/3nFBEGIICGj6DxsokknAmmwg0L9fSkTQh1UGGy0i\nWROdCBENVB3zzDQ0Awwu6iHsVjBmmci+shzTpBqEpGSCf/gCdW8/GCUcfzgVKScJpa6H4O8/A0kE\nNT6hjUdVYr30CASDxIOfPscTq9ZRlXc2ksFJjt3EfcdUUp6fDAQIy2UoaohYZBK79z6Nqlnp1/fh\n6hAJe0wkj85mfE0W3zywnBUPrcBoNZJ0Uilfv7uJkdNLeXj1TQlpjQQJEvzb+ckZaSdyDYIkoKs6\nk86upD9lF63PGzEhUIGNcI7MdcvvQJIkbDYjObkurv7wfr5oXMOvZlzC9dMv4um1b/DwqpcAyHNl\n8fRpvyHDnsqvP3uLpW8ZCGcEmDajlagcpWGglarUQu5zTebClvfQgVEuJyevbePCRTsI1FRy7W1H\n4BFkVFUi6Bti4/q4bMNvT7ueTeoOln9dSyRsY/LEeiwpHbS1QMueuLhnbcY3XDnzV4iChD8yhGay\n8vK6Ruq745puOp089osi5uSfRM29H2E2iNx5bDalSjpzPtyCuP86r6nNJxWBkdvaUbJcfHR8DSaz\ngbNrMgnf8gGoGr8el8dze+NG6OhsOwv6+ijymjGfOwHD3FF4h8L4/FHsg3041zYQXTdIrznKthIf\nx0QrMTR5EFJNWEpsyKKILIqITitPZWxlm2cP4/25tBj7yS4u4Z4plyHdfT737bPTZ3Tx5L5XEL93\nrWQWw9l3w8ePQnsdjJ9DxFRN1wVXoGXsryZUVaxdbaTaRawTx7K7u5k1O3czuyyufO+N+Dn1bxdx\nauEk7jjuV3RHfVzz/h18ctpDOMJBgoqfO3d/wa3H/QrTIdXAKQNdJA31o5lMdOem09dYzxhzEtL+\n86hoCjoCxv3tmxQdmmMCq/t28knHKk5PaeDs1Ays6XcR/rwHfVDmD9U52EdnMLcslyc2N2OWVUaa\nVXwY6FdEmiIaEQ0ubB8gPaISMIhU5bnIzE/DaN5BRtIQoS+K0PYNgiiApiOHVXy9MhaXhGNUOqYj\ny1C2daHW9QBgqrVjNW9A9/tQjp1POJxGaGMnge86iNQPHKbLJhoEUqe4MPgVlKBv3nfKAAAgAElE\nQVSKWOnEmGVG8obQWqJxA8VqQDNKhFoCRHwqiqLjHGEmPe1bhF278NovxdOhEA1oIIJkEDBZRTLP\nqcQW+4pYn4tYTzaCJCM4jGheECtSMJxTg7m8BHF/dasWiBJ9dzOG2nyM4+MeaEVRGfrjUox1Peii\ngHTuBBwnjUIQBNa3NHPNu1+T5KgCoDrVxhW1eYyqzECSROBZ4Go6e29l775rARFd13Fv7GD99R+B\nDknFKZROL2bL61sQJZETnjiFR657E03V+eum2ykb92Oe8AQJEiT41/nJGWkncQ0aMGJ6ASdfdgzb\nXnibld9FiKKTbpXIiViZ/dgplM2tBiAl1Uq9v4GL3r6NbEc6L571e0579ZfImkJZaiFNg22YJCNo\nMGJxFlVrsgg7ZFZd3og3O0KWI433f/4Eua5M7lv2JK9s+pCJ6eW805qOsOBl6Oxkd0U6N//uBGSD\nSKErhV27m+jrCfHiFb9hk2cLX2zSWbUpnQllRo6f3snj79kJh+zkZe6hrHYfaUIeVcoMipLjMhwD\noV7e3Pw5u3pzEIQknK4mLp18PH9d1sQRhWl0+17gjtkPMXJzM1U7u7nXJPJukoXfHTuac5bthj4/\nSwtTWCUrzBoIcJys85FBYL5VQhRgUrHK1vanmUkub3pORbcYcF8/G90WD3s51zVi+azhsPMvG3Wc\nI5NoT0liZVEhZWk28l0WomKYG7bGQ8l20YbeHKFt13d8tnsPOc5UOPUGWPgebN0K5aBb4N38HHal\nOwmLEoWlx3Psz27DYDSxrm0Lg6Ehjq2YgVEyomsq/uZNVGgSocwi+uwOBiKDFNqzMDauJ9fw4x4i\nVZTozy5mraeVEQ4DqTjJ7B9A11UMsRcQJl3Fg1v30trRxf0TL8Q42EOyIh9YV5MkJDk2TAXNEwtj\nlQxYJCMvd8ts6pMI5biYV5UT77ogCSzY3U6H/6AWm90ocUppOkfmJ/NpywCfNrsRgHMrMjiqMJkV\nS05kyuynyfrMh2VHJ7okYMixIKaaUPYG0EOHaNaZpbjlqGpYf3EEhqpUtO4+Ykv3og1FMdUmoRtF\nIp0Ror0xIo1+hCEZV7UL52NnEVu0jegnOzCMzcaQJRBZ2g06CDbp4H6MAuaZeRjH2BE76xEat4Bv\nEHnsJYQ+7ERTNAQRpJJ0LGePwzg2buDoqkboT1+i7IynAZDhYODyGegWI6IoYHeYSEmxYjIZ2NPb\nyp6+fQQiISSMjE0di+AJY1vVSHRUHnJJOoro5eHVb1I/VIPFlIGkBbhkVD6TcrNIS7eTmmoDdHR9\nHE1tZ9DZG9dha9Y30efdS/jiEOG+IEaHiZg/SgAVGZ3p10ylfncn21fs4cQrZ3Dds+f/E98+CRIk\nSPDf5ydnpN3CrcTQMCMeCE8EXVGavTKCGVKjRsxJFmZeN51JZ0/AZDWRnePk1DevonmwnRSrC0/Y\nx/m1J3HvsdfywNfP8fr6j5n8bjGF2w/m/hiTTOQ+WsHc046hOCUPAF8kwOwXLsEdGsJqtGA3WnFE\nFXL29WKSY8gpdi62FrJmTvGwcYejIk+/XYqiihxdZuHrpgg2e4DxU9bjtEi4zBbq27vQO1M4fdRF\nZDvj+2t09/L4yiZ0JAyijqIJnFfr4v1dv+X3c57FaU7iq7UPsTpwNL1+neIUnVmqyCOdwysbVXQu\nzpOwFhQSVXbzye4nD3y2zno9VW4LckEK+tgComIY+0eNiAhER1npG1VBerMPU+sA1iQdJcnI4opK\nfEKEo8oLkfbnmn3u+ZJ39i6md2MLjf54WO/kmM7HgwUIi5fFd5aRAXOO5o+mHTxXGc9Jm5E7iXuP\nuBmAN7d+xG+XPYaKhsvk4LYj5nF9zjgsh4QmFwQbWB1u58miM7AFfaiijmK0YdIUBEBLScYtWLH7\nPdhCfnR0gv7VOMy5YCoBJMTg24iDLwCgjLiWJ3vTmFZ4AqkpFezp3UpZSilR7MTCbnTByZqmNpIV\nmRl2jWJT/L761CfyV7eBLKuJ8ysySTJJSAYJRdHQdZ2IqqFqOkE5hElSqcrJwmU30Tk4xJI9Adbt\n6EJ3mrlyUhEb2z/jmLLpFCbn4gwECZrM2MNDpHp6QdVQ9gZRO0NI2WYMJXaUtjCx79wgCZinpRLb\n4UMf2n/NBTDWJCEVOlH2hVEaPKBo2G46BuOEQrQ+P/6b3gNJRLCZ0H0RjKNcGMelAFa0qIRhcjlS\nTi/wG+B+4q2U4sS+bUb+pgnT7CoM4wsOCxFq3d0E7voYXTMwOP9o1GwXRqOEvL+frCQJfLn7Ja75\n5E0AylJzeOvCp3CaHYSD2xgx8ny6Gq4har6GmAa/X9tAX1jAKLfzpxmV2FxFmM0G8vKTEEUBRf2G\nur17GPQegyBAnb6Kdq2OjHsz6Pqyi5KZJcz/cj5PXvI6S99cP2ysjmQrL+y5j6R0BwkSJEjwn+An\nZ6RtWDCKtU9PAaEa0WLHlGpj3DVTeeKWl+nf7h22fOm4fI4/7whEWSMwLsKdOx4DoMCUzePFt+Ct\n9zDYMkjDmka89UOYnWbOf+N8Nry4gV0f7sJkNzHvo3mUzy4/sM0l9av41eI/EFMPl3gA+PnadrLP\nOJLuqmwygyJHUELM7+HGBgPbmuO5bKKgc+acvWSkRnCYTFh1iea+Hr7c0UDHvn4mF07nwjEXYLPm\n8k1rJwv3J7MnWYwcXdrGGePKiHQaUFNH8Prm5zii8EweW92Muv+aPxhVOFMTcDssDKUYeWTwLc74\n2W8B+M3n11AgyXTbIebXWXbSMxQu3IogD+8wYKxNwlBl4o0FV9N13m+40ZOHIRzliWg95jEnsqN7\nObfOuhhBldElI2rQzZxnzmafJlMRidFvsTCExm+3exgnWJl0ysU8Velkx2ArWzx1GIE77SOZPuce\nJEFibfcGLn7tJlwOG2NrSsketPBU9TkkG21ERJGYMxWXdwBV19imdTNeykMVJbrzK1CMEiXCKqSK\nc9B1nba2IeSoQm7HckzR4V0HhJwsxJHFCDsfh033g64AAqHkaXSM/YBgVCEYVVEPUaOXNY0t/QEa\nvWGUcIhco04bFo7KS6E204HTpFJanoskiQx6I/T0B/EOhXA3DOCr70PXdBylaQyFfSgdYdzLmvFs\n7SKcZaf9lpncPLuCTLuZ9xqa+by5l+NLszinqhSrxUh+QVL8JlcU9I4utNZ29FCY2NpBlObggTGK\nmQ6kETnIq/YcFuo0zqrA+ovpB3/UPPwlytb4nJJGZGO76WgEsxFBOqRaUpsN4tcgjwXDRhD2fxbu\nAzUCjsLDJ3+oG/XzM/EJE/AU3ormspG+788kZ2YQK72c3kGdaFThgTXLaA3lICKQYRUoT02mz9/N\nmtbNlKTHaO73kWlxUlNwAg0emTSLgbvGOXA4sjGbDeTmuZAkkUhUYeeeTQRDuRgMYVoM22kIbyPz\n00w6ft+BNcXKDVtuYMmCb3n9viWIksis8yYgxxRiYZkTr5zBlJNH/+B9nCBBggT/Dn5yRpquCSAs\nB45C13Q8ngY8HgeenhhbvthN//p6mpZ2MigqRDUNIwIlWDELImKJiR7cZHUkocvasG07c5xc9ull\n5I7NRVVU3rv8PTa/thmj1cjln19OycySA8tqukZYjhKKhfFG/HT7B2gebOeB5c8gayp/fb+RCUMx\nchp7D7TJWVlZw3FH3w7AxWzm7vNmkFU7A8ttdyP+7UXCpUX8/A8nsnb3LtLTXSz5fBW7L3qIttRj\neHH9ZjZ2yMytzsOnvseVzkE80iiMBecQVoJYDXa+2tPI2s5eBv0b8UW+QyDKwye/RLI1lbahvRQm\nlxNp+IIP2l+hKS1uLF5ZcxFnVZ3M1l3r+PSThRxBPiNjabwr1fHQGediNJqR7r+CtVPnMLHgOGIu\nO19/dQsthYWo0y7kzNLpaJs/x10xnqSMYn677HH2rn2Hj867m6UffshFej2iIJCamYx30I8sx6tA\nLVYzL877PTPSpxOLqdjtJk782zy2tddz8swJXFI8lVOClYiIaKFvkWzbiJbPx93SQI4aFxfV0OnL\nLSdicxAI76F281yEs3aAPQ/FXYf23W2Yuj5Fs0+DEXcilMwApwPBEM+LikQVxKEdmFZeCEN1eNPm\nsqv4OeT9xQ8Gg06/upkCeymCkoGux9PFZF0nrOuUpNoQEJBEcFqNDDUP0rOjh46NHXRu7qR7WzdK\n9KDO25Au004UASjFim2/0RMsTGLo9llYXWaavZEDy9ekmvnFmEKK8pJwJR0sDNB1HSIRdF0g+Js3\n0brBOCUZ6xUnI1iMKHv78L38HYI/inlGGZZZFQflXPYT29pO+OFl4DTj/MNpiCl/FzL2vwPOcw++\n/toFoUnoQ/XokSHQNcTqS+CIR8EQH1uorxlP227CzgnwvX5b6zOUNf8GQYB+kvnIdh49SdfydXtc\nwmV/Yew/xG4UuG1iEdkOC2aTSm6+QEwRae8S6R4IgC6gST302/aww1eHZZuFwHUBNFnjoncvYmdd\nB6/9ejGiKHDrG5cy69wJ/3iHCRIkSPBv5CdopN0CwsPD3g8Er2Vn47VEZSdJnlUsufAbBtx29hEh\njBZ/kApGXKqEEwlJEimYXEDhEYWklaaRUpJC8YxirEkHRVU1TWPR/EVsfHkjJoeJ+UvnU3REEbFQ\njJA7RFJ+0mGhnpc2LOJ3y5/BZbTxqXEm+XUtsGsXGI1w4YXcYqpiaOU3PPu3OzBYzJCejsfdzQMn\nVbC8Oh2PPZ7gbjea+dy8mXRzlPdzPiZkyKDLFybTYeStvocoz0/F6zNxgn3+gX2vDX9E2NxKhclF\n24fL2R7xM+XomxmfNvPAMgt33Eur0k+q0cys4pFcUXMzoiBy0cIr2dBdf2C5Glll6/S7IL8A6cb5\n6AVZhE+5GffUiTgzDCRbTezuD1PWvQ+DqrDc00rppFORlRhmkxFN0UEUickRhqJBPOEhun199IXc\n+CN+NE1nXH4NE/NqMRolegIN3Pb6g6RYbdwzeQpj9bie3RpLG/VJbk6tuhAdned3Ps+cYCkTojno\n5fm0CWkIusjm0LdktzzEkbFBNDXGDslKm72AqCWdaNZ0zJZ0cuw5ZJpyMESScQ9G6W8aJNg+hDYY\nRO7uwR80okVVUDQkFNq8Tai6inScxPnnzseiOhHQ6fi8kcaPdxP1R4kFQ4TcAfw/0toqvcJO/sTN\n7Ouxs/rrZL6/JQ1WgZve/pa1N05hqMWFryqdPVdNxmk3kSW2UBdIw2Cwk2UzMT3XSaWxgZycPPqE\nfDr9MpFIiNm+p0jVRGStilT3vRjSR0HFRbgpZ4O/BH9M5YhkN/n+dxFSRkD5BSDF51d7425avvPT\n7TAim/agmFLJTHZRluagWKvHbD4PChXwGcClsGT97/my+Vgm56YyITsZUY+Rt/UMzJKMMvYuxLbP\n2Jd7L7pkIxiTWVS/m/Wde2no24PNKCEBUew4rIUkO8oxCAKX1VqoTculzafgFeswGJ+nfdDCsrpx\nVGQbsVsCDIXTuXLqV3SGcxn0z8LDCqqNlYiBucQlnaFXb6aO1ShE0Vt0hKsEYr4Y066fRqcSYfFT\nqxBFgZtfm8fRF0z6579sEiRIkODfwE/OSJPlEINeDaNRwmEzEgwr7N7TjawcDNWE6lrQvnqTmolD\nvPmBi9UrDspL2JwWzrjrBE64YjrJydYDYq8AmqbjHghisRhwuixoqsbb895m6xtbMbvMpBSl0Le7\nD03VGHPOGM5ZcA5G60HZAl3XuerZX+N7rpdMXxK3fnET+RXx3KtgLMyfVv4NXyTAJZ/tpPaZN9iZ\n6+TqyyfSYY+npmd7I9jtTpoMMpVigHfDmwi0n8CSsx5GEET6/M18RTyXR0DgLOfNGDCj6mE+8D+O\nLGikWCxUpKbT0NWJVSrmaNsFAHRF65H1LkZnVOKwG0g1ppNmyOSz1uUs2PQcC5euJyQr9IYlpu4K\nY3n+SUzplewNvkTuwnfYOPIKCi+9H729jpb6t5g8+jIcgYOitr25BYRt8Zw+a9CL3e9BUlUMiowm\nCERsTsI2F1GLFf37Rt1+N4PNGxnvyDnsWntK03gltAxvzIuIiNVgJagEmZQ5iVMKT0KQJIaGwvQP\nennf/SpB1cdRvavZlVRNnzXzsO2l60WkLc2nf3U7nm1dRAdC//S8E8eIjP35RLpea6N9WxdRdOyH\n5ERKFh1zkR0p14IzLZ1gVMXoiFA97XUyCvv4w0VzkX1Qe7EbT6uVtlU2bAUiD767iDd+diHhfhG9\nOIXR8ydTMLucjoCH53c2YzRl/MNxjUq3M6cojVHmDnK3nIZsLebtrIUsrOtDB/IcZo60biG1+Q5G\njaykuaiUNU0nsLG3DFn74e8HEZURWasYn/06Bv1X7PWks7r9YIeCPIeZablJtHv62d03iB8X6aYY\nI7JyaBvqpckHkvjD7agATFKA68cXUpEcv0ZO1xtkZd0MKPiDH9DSPp1oTEFWPOi6hmBfxVfeIVQU\nRjGbDKEIRVbY8813dH+4HbE/SOaMHDJmVVB3bx2B9gCVp1TTpoTZsGQXBpOBm1+9OOFBS5Agwf8J\nPzkjbc3GDhRVO+yzFNduSvJvY2/b7/AF4j0SDZJIssuEsvZxdnyxm283ldHaEE9Crz1+BLMungJh\nmYEOD4Ujs6k+shKfP+4VSUuzkZJqQ1VUXj1rIfUf7wZAlEREg4gSVSiYXMC8D+fhyHLg7fCy/oX1\nrHxkJcr+dkbesgg//+JiUh0p/PKj39E82H5gvOP1JHYJfqJojMmp4pGMqZT/fh7+40TOtE9kr2Zn\nZpObl17cxpZrbmP7KZcxSmnkPd+TbDFmcZTVzKT0W+kY0hmdHsS+4lx+nT8On2TBIklEVBWjaOAM\n+w2IWPi2/z3unHzFsHOmqTGuWn07LYPdlCe7eOLLfVSv2EfzL89jaOZkxsTyWGJsZLB3iGOc1ZhT\niwik5+Lx1lE7qMWr+Ra/j/3Us9BVFU90MynqEILzuH94HRV0Yrp2IOTnlyNs9XZQlmogL2MUQkk5\nYkYaUTXKsvZlrOtdh45OpjWTq0ZddVg7pJWdK1nWsezA62RTMlOypmA32jGKJgaaZTbfvo7eFc2H\nTBgQSgVMmRYMSVZkZwTVEQUzYIKCVDM12niWPbCB8EAELwoeFILEc/es2ZB9no2kaSYGt8boezNK\npGV4Xt+hpM+y8dzSS4iFk7liyp/xN0RJH69y/oN1bLj0SII9ccV+Z0kKo+6cjbEqhUfXf0xx+gic\n1hw8kRh2g0ahy0lUg7Vd3gOGVmWKjWNyjezzKyxpi+epmaUgUdW+f+9xQeVDsQheipPsFCRlMhgc\n4MumbWQlVaFgQwd0XcNhVAkqRkQBJqQ7aRgK4ZN//Bi/Z2SWnQkFqahaGHfwc4zibgpTB0m2Ohib\nNwoxVk1n9yRMhgA5hceyvGskBvlI7L7zEPTDlf5VXQZFYXBjH/0b2uhcXofcM7zDgaLr+FDQ08xE\nTAKD3V5caXZ+/eEV1MwoP2ybCRIkSPC/wU/OSFuxrg3n/rBgMCyjaTr52Q5KC2QEYT66/intPVfQ\n1Xsl0VjasPV1Tadu8VaW/XUFYf/hIars8gxOvO4obC4Lezfso7uhl5nnT6Jiain7lu/FlumgoDYV\nKSLx2mmv4tnnwbbfkIv6Dm6v/IxK6pbXYxwS2XlsF3uPHyCmylSlFzOjZCLvbFuCPxb35Jw3eg73\nmbZibn0PtPiDp73HwunSDNwGnWPdIg899TVqwQhSm+vRTrVRf6KZkUo/HuMIGlzzmOh5ELPmpUN0\ncqfrWLqleA7SWZF6zpTDvKaMorTmGkalV+NqeAXLaxtRr/wl1qmT2TSwlUveuhtF08hMcnLljNNo\nCzYxM1TErEjxYedIE0QQQNQ0drki1PztXcITJmAtG4mMihEJdIWwvIJrOgbwKD4Wnf1n/H1dRPu6\nSVWt8WUA1SDy7tBGHtzxOUX5ybw74wQcI39x2D7b/e1sd29navZUUi3fV+D6gbuAlej6syxuddPo\nbWRa5jSKh4rxd/hRYipNewfY/OdV+Dq8KDaJI6+bRunZ+QSyAxh0A5ufaOazR9aCqJNco2CqdVA5\noZtzjl6KKyXK4idv4aO/DBLdb3gLRjCkiMh98R8KkkVAjcTvNVOyhnWMGccoA1ZHDM9OieAuBVOu\nxO1vX8K4grEA7NxTxz0znibWp5F5npn8q2ykfZVK5LVBhvbJWFINTHvlIiwZDhY3vMP4/Gom5U85\ncD5aPe08u+49tvQr5Gccg0EanlM2K9tKriVIbyyJtX1BIopGmsVAptVEodNMiUOkY6iBdKdKWcoY\nTJIDfzSCgAFvVGFVt5etAwF0wGGUOKs0HbMwhCSYaQ5KdASi5NnNVKZYsUhBAoqdPUP9SNIQs0oj\nJHvKsEhtuMbcxqLmCQxGUnGaXLiM5YxOryU5WkRLhy9+D0v9dCnNlDERUZDo1vfQylYybWlEZQVn\nWz6eBd10fd6AdkgeaVp5GlOvnkr+pHy2vLed1576iqhy0IAsqM7iNx9fRV7F4V7VBAkSJPjf4idn\npPUPhkhLtnx/4Giavl/QEuIeg1eB69F1H5FoLR7fXwgERxPs2kJQzEKVkpC7mlj/17foHCoirSCV\nHPNOvl1jwd19eAjMaDFy26JLqLQuxZd9NrrBiaT6cEoCb89bQtt3bQDY0mzkT8znmHuOoXh6MfVf\nNrDghJfQ0fn6igZmz57BtVXn4XDakXKMfLjrK9LtKZzkXgS7ngBBhOxZoI2DmkvYYpWY984d+GMh\nsiU7f17aybSVOyAWg1LgKGACYAACwDfxP0/Uwm9vmkVXtpMnn1qCUCBz4+nXct/Mu9Gjg5StG48o\nT4GrvjpwjFu6dnPpe3fhDQdwWMxkJbs4Wsvm9uyTAdgY7aQhyc3kSAkVxA3AkNXO6U1PkJuaRnVa\nKjeEpmLRDQyJEfoq06j3dHDzl88yyzDAg6NKeDF5NDF0pmVM4PiU0Yi+Ttj5AJGeVazJmEqpPYey\n2QvhB1TfNU2ja0sX7r1uPK0eQoO7yBnzNoVH7MCZE2Dft2U0Lf8V+9ZC5+ZOhnwhfKjIaCjoRNCQ\nDyl5HD2rlDnzG/n0mSh139oRBB1B0NG0H+/XWDmpiOPmO6ia+yCKOZOtC+/kwwc24HMHKa3N4vSb\nNzDznCXs9I3m833HElatiAikWFIZnTaa2Xmzh+Uwrluxld8d9zc0Raf6jybsRznIMPRhvD1A6/J8\n8qbKjH74OkSDgYzUjyjIWk1QbmZfXw1DgVzcsY8YCPfgCWYhy8+zeUBA1nROLLAyIfOgYaITQ9NF\nJMHwQ4c1DLNBIzv9E9xDP6N9SKF+KMzYDAdjysJkpp3J9o4m1jTmISkXMCrtcr7PCzuUri8b2Xbf\nMnRVo+SSWvLmV+GRemhmEyoyGRRTKxy/f2wawiEqdKrNQ59pNw1dDcTqY2grNLQPNJABAfLG51Fx\nbAWVcyopObIEURTRNI175z7Npi/qKK3NY878adTMLKdoVO4h3wsJEiRI8H/DT85I++eOqx24DPg+\nBFYLWgsx1cDW3e8RjpaTFFhHUegz3FUPga6hyBrr31rJt69+hUnwUFVroy0wlh3L91Ja5Oex98ZC\nsIVe+4lEkiYjyh6yIyvwaMfhKkjDkW5F0GNwiLjqZ3d8xoo/rThsdNYUK3kT8sgtjZARfoHMbC+Z\nl72OrWrG8KMY6uZXi//Ips5dAKRYXThEEy5NpChmoMwbpDDkxqhlIjiS8NqMbBUDbMWLR4tS6JPR\nQkGuuvAvVKaUkbZ8ISnCTXFD6NTvIHN/IvVQAz2KyKWf/In6vpb4GAUjF6dPJCW3gMuOuwxJFNE1\n6NjZgj0cYr06xLVr7o8vazJyb04aU10TWJjiIyKqNLcF+aZ5GzckDxCtOYqA0ckYz07ObPtwmDgs\n5hSY+DsYcSWIIlAHFADxVl2dmzv48LrXaFs7vKn7j+HTFdqI/L0KBSarkeLRubTX9RL2H6yiTMsL\ncOvCZZSPl9n1zcPsXJVM265u2ut66G/vY8KcVs64JYuaGS8gCOOAncCjwK8I+SMMdnnJq8zcb1t6\nADNRVSAgh0kyJWEQf9w4+vAvX/P8je9hccrknCXhrjcT26eS5TfiChiZenMv6efejapZsJoNRGIy\ng9t78DUM4CxOYsSRBcjGGINeM6KxgfKSq8l0plG34gmCskje1FwMBgG70Y4cU3n6jTdJynTx82Nm\noanPE5PzicqzicZS0BUNUeOAIamIUQY7BxhRXUxKZhKgoGgLWNP9AU3edEY5gxg8jxJTDPhoo0He\njf/9QXyPDO92kD65gMorpqAEIkQC/UT7RLSwSiDSS3+gC1vYhS3qwqCAKKuE3CHce90cep/nHFNC\n0CGSnJtEWm4S2aXpTJpbgz3JyrsPLWXBHR/hSrPz5La7SM9L/qfmSYIECRL8b5Aw0n4UjXi7mFuB\n/R4y1UJESWPL7veJyTnYTXJc1V4wIgBWmxFEgXSpm9QtVxNs3cx1D5xNT5+NM24+hvmPnEG0cws7\n1zfjjpYQcXeR0fEYEyvrMCq9oGvgKIK0sZA9HbXyal44YSEtq1swOUw4M0xEfBGCbuUHR2zPsJNZ\nnUn5seVMmDeBlMIUFE3lyW8X8sx3b/2oNtvf4zDaKUsqIqxGKEsq4qbxV6ILGmWlGYjrb4Xtf4a0\nWpjzCay/C/YuBMlCpPRC3m1vhaF6KqtPo3LmA6RYk4Ztu7fHj98fxdjyGEvbP2WhXEqbNx66Or1q\nGieMm8mq7pW89+1GorLCKZPHkmSzUiIHuLj1HQyyD0wpceMs9ygY/xuwNAFvAO/hbgribkrH2zmF\n1jWlbHo5LjfhyAxSPKODlCIfZpdO5+Zp7Fot4h0KUlStM+bErXgFlbceH42mQvWxIygYV8DI2iyq\nanMoqM5HMkiEfPexdMEHfPHCKAprqrj26RpcaQowC8gedqy6vhdBqAFiwCtmGhsAACAASURBVDXA\n00AR0EA8ee1/hq7r/PG8p1j9Tt3wDwQoEiy4MJB1TDbOnBx0UaT7q72EOoZrAVqznbiq00mb6CYc\n8tH+gYTSHQ/7CTUC0mUSSKC/qaOuU5EyJJKfSiZaFEXWZDRNQ9+igwqFmWVU2GrY/tkGuj9qh3gb\nWYxJRlIqUpBPlgkcE0AwxL9v8g15JPens2PDVkybTAQ/jufDSVdLCCMEhPsE5MF/bs4eimgQyRmT\nQ/7EfIyVybxw50coseH3jNFsYMKcEaz/dBeaqnH/p1czae6o//a+EiRIkOA/ScJI+y/pIu6dGQHk\nAC8SDD3O1vrXUZTUH1xDkgQmjcrG7N1EfYODW45+Fk3VyCpOo2/fIH8/hqJ8H9df8CUjKgZBk4nZ\nypEthdi1bvSjXkU2FmLadgc0LkDXwetx0tlVSm+blT5vDX2BMfTX9xMLHkyGFgSB8uPKKT+6nMwR\nmaSNTMOQayYQDeEJ+2jxdLDX3Uantxdd19B0HYvBzKjsCo5InoKkDU+uT8+wk5xsBTkI740Cf2tc\noFRX47pW2iEPU9EEF7SC7fCqS1XV8PuiuOrvQ9zxJ1QdXo4W8HC0mqimMTq7khNGTubh5QtxWa1c\nOH0mOY4czio7C6vB+ndb242u30Zf/Vp2vFvNtneq6ds9XHxWNKhMv3431efWEgyMIhLIor1eY9nL\n62jb3XNguaQM8A3o6LrAEfOmcuTVR1Ja8AqFub8FjMBxwGjgAeJJ9IuBuT94/YdzN/DgIa9fBX7+\nT6z3zxHyR1h476eYrUaKa3P5Zs1G1jyxA9EIpbIVqzA8pGjPtlN4VCHtdR2E6kNx2ZC/Q8gSEGIC\nmufwAhsAnGD4swEsoP5JRd/5I5WeySJaRIODjkekXInSs8roqe/Gv9kPA4fsVxD42VM/w36WHQGB\nwnAhH13/EYPNg5jSbOh2E/Z0O/ZMgcZYAznpOdTm12JxWjA5TXg9QTataCRvZBYjp5fRtKWdv/7i\nDTRNZ878aZSMycPd5aXhuxZ2rNx74D4885ZjuPzhM/57Jz5BggQJ/hdIGGn/EltRlEvxBZIIhisJ\nheeCMAmT0YHXH8Xrj5KeYqWmIm4wvPXA57x6zydAvLozqzgVV4YDo8VE995+3B0eBEFg1vnjMZk1\nvD4dQRCpti+hqnADFWNC2AbdIJkhYzL0b4irtptT4cxt4MhH13W8HV66tnax5Y0t7PpgF2ps+AN4\n4qUTOePZM5CMh+cCfY+iaLS2DAJgNktomo7RKJGT40L4Xm6kYyksmRP/v/AUmPZ43Ejb8Tg0vQk1\nv4RJv//Hp9DfCm+Vxb2H1myajv+ayz58gLahbkRBRNM1Lhh7Mg/MufGwVXVdZvs7t7D74xaaVhTg\n7z7YlseWaiOnNg1Xnofk/B7G/XwEn7+ey9sPfHXYdpxpdvJr8+nY2YW/zw/AkVfPYub8Kopy/0Je\n1oL94bu/nzN/AO74x8d3gABQDXQSN/K28EO5WP8udF3nz/NeZflr63GmWyk+OplgyItJFLEea0CY\nKCBI+6U/VIkyXznRugj+nX4kTaL2rFomHz8ZKSbx3bPfsfrx1QBMuHIC+Wfns/rm1bQuacVgMaDJ\nGpqq4cx2kjkyk2BfkPBQmJIjS5gwbwI5E3Pp0jtZuWslbcvbEF6R2NPiwY9KNibSMGJJtVAyrYSi\nqUVUnVhF3ri8A8fS2+pmyXNriASiVEwspHxCIfnVWRgMw8+f3xPizd99xuInV6L8QPXoBffO5cJ7\n5w7L6etv97DizY1EAlHOu+cEjKb/OucuQYIECf63SRhp/zJh4I/7/2JAGvAskehpbNzRg6rp1FSk\nk55iRdd1Gta1Yk+2klWSRlTRUTUdRVEZ6PGx5C9fs/zFb9GUH/Zc2FxRbripmZk3PA3J1aBGYWAz\n2PPAUXjAIyAI+4BLgLMJDV7Krg930b29m766PlpWt6BEFCqOr+Cidy7C4rL84L58vgh9vQFsNiO5\neUk/uAwAbUtAskDe7H/5DLL8Qtj7Bsx6CaouxR0a4heLfs2Wrnj47rnT7+f4yunDVpHDMouuvJMt\nCw8+qO0ZVqrnjmTMOWOoOLZimBG69qNt/O605xElkZoZZVidZpypdsYcPwKpJAPJIKHrOoNtg2gx\nhUlHV5CXtQmDVAeMAcYCPuKesyXEDa4/8veSFP+YL4CbgOeB6f/Fsv9z5KjM3cc/yc5Ve4e9n3dk\nCjnXWBBLFMZnjGdW7iySzP/gGv8AqqKy6IpFbHp5E4IoMO3aaRz32+MOCDmH/BG+fn0DS55ZTcv2\nTkZMLeGcu+aQUZTCH856kc7GvgPbmjJ3FLe+dSk2Z3wuapqGu9NLR0MvXy5Yy6q3N6P9nVyOxW6i\nbHwB5eMLCQeidDb00rytk7A/sv+HTlzPrHFDG32tbi7702mcduP/YI4mSJAgwf8hCSPtf8xe4GoO\nFhmcT0fPn2lqUzCbJMaOyERVNcJRFfdQmAGPB0UxDdtCstOIt9nN7pV7MJol0rJcDPb76Wropadh\nOc1b48nMp/xyFvMfOR2j+WAoMhyW6en2YbHoZOfMQBAaACdxz83Bdj7tG9pZcPICgv1BcsfmcvKj\nJx+ocAMYah/C3eRGNhsQXBYysuyo7jA9O3sI9AbQNR1d07GmWMmoziCzOpOwN0zHhg66tnRhSbZQ\nMLmAvHF5hDwhenb04N7rJnNEJsUzijFahodPgXjo1LP7YAECEJGj/HrpX2nxdPDauQ9hNR40Joc6\nhnjtjEfp2BjFaJM5/v4xVJ14IpkjMg/r3gDQ3dTP9RMeIugNc/nDp3PmLccCEI0pbNrZi6xoFOQ4\nKch2IkoCoiD84Hb+/0jQG2bJc2voqO+ht3WQPRv2EQ5EEQSBGeeMo6gmF2dqvEils7GPjvp4QURm\nUSqZxWmk5rgw20yYbSYGu7w0bWmnZVsnAU8IXdeRIwoFVVkcecFExs8ZQev2Tr5ZtJX1i3cSDhwu\nT/N9NXXJmDxOuGI6L9/xEeFAFFe6A5vTjBxT8buDxCIHw+aiJDLr/AkUjsxh76Y29mxso2/f4A8e\n7+hZFVzx2JmUjSs48J6u6//PXM8ECRL8NEkYaf8WdOJFBrcAIXTdypbdX+EP5v/g0hZzKyZjH6IY\nw+efiKZbSE/+hjTnAKlpj2IySfR0304gcBrJKV+x9u1HeOFXE1BkiYIR2Zzwi+kcdcFETA4Lne0e\n/ANBbCk2Cgp/gcO5eP9eniKerH4Qd5Obl+a+xMCeeCJQUkESpbNKaV/fzkDjweQgQRQQDeJh4dJ/\nFaPVSOHUQmLBGN52L2pM5bj7j2Pq1VP/izV9wB0EBxpZ85fxfPukSMSrk1I8xLwPx5Ez5qoDS7bV\n9bD0xW/5ZtFW7EkWikbn0rS5nbbdPUw7vZa7F/0CQRDQNJ1t9X34AjGSXWbGVGX8JB7k3n4/b/7+\nc5Y8s/oHQ4L/TmpmlnHS1UcyYc4Ilr2yjvcfWYa7y8us8ydywwsXYLGbaa/v4YEzXxiWFwiQkuUk\npzyD6iNKOOW6WWQVDdcq9Pb7adzYRvPWDmwuC/lVWRRUZ5Gen/IfPaYECRIk+L8gYaT9W9kL3AAs\nIRCqZnvDQnTdgskgYDTqJLteIiNlMTbruQiCCDyHx1vGzsYFaLqF7PTVFOY+gMW8m0h4Gp2dHyFJ\nAsUlT7Fn41P88dyf0dMS98KJkog9xUbAHUTXdSwOM2OOK+DES0KMP+E3yMp59PU+gcViICXVhtkc\nz7kJDYZY/ehqtry+Bc8+z4GRm51mMkZkMtThJdjjR9d0UopSyKrJIrkgGUGKe5n8fX766/rpb+zH\nZDOQP6mAvPH5hNxtdGxspmeHhiVZJHt0CaklaQeahf8QU6+ZyimPn4JkODxHy7NvHS2r7qZphZFt\nb1cjh+LHXXlCM+e9Woo9/SEAGjfu4283v39YaO97cssz+MvG27EnWVFVjfrmQQY8YcwmifE1WZj+\nQX7e/4t0N/Xz3cc78A0E8A8GURWNvMpMCqqzsSVZ6Ns3SG+LG99AgEgwRiQYw5FipWxcAWXjCkjd\nn5uoyCo7V+1l3cc72P51I7kVmUw/cyzTzhhLTunw4g05KtO5p5+impxhBrGqanQ39SMZJIwmCZvL\ngs3198UhCRIkSPDTJWGk/UdoBp4DXmJY+RoQl/T40/7/Y8AePN58djb60faPzWhQSXaGMAqZCDpk\nZ0s4nGXIUS/rP32Jz18cZMvSZjRFQxDAmRrB5z4YFnRlqEw4ZQpHnDWFnPK4MKnNbsJiMSBJIgZJ\nxGAU6FrfQdeWDvInQf6kHjxDmQx5anDa95LsasbscABW4ppjOUAWsB54AU17F0GI7Nf3svG9TImq\nCIiSjiDMIS6LkYq/x0f7hkasKWkkFybTvKKZRVcsQo2plB1dxqTLJpE/KR/RILLtzW1seWMlfXWH\nlAQCuTN1BgwDYLIy7rjTGD2rii8XrOXTp1ej6zpWh5lZ50/k2EuOQBCgdUcXPS1u5lw+ldzyTCJR\nhV17BgiEZCRJYExVBi7H/1wGI0GCBAkSJPhPkTDS/qNEgfeBZ4DVwJX7/z88vOb1R2nv9uELxJAP\nKSCwmiQyki0UFf4NUbwdn/dC+voeJfT/tXfmUXaVZb5+3lNzVWpKVSqTZCaSADIPokBAEZpBGkRF\nEJUWWhp0cft223YrGrV7rXsVr3374uq21daWQRDQi2JoW5BORJApQAiBQIiZk8o8p+Z6+49vFxyK\nqkqdOrt27Tr1e9aqBefknOf8vr33+eqtb+/9ffvaqCz7NjOP+i5FxVfw+gs38Z+3b+K5X73EllVv\nXpw9aXYjs06ezuyTpzNxViP1U+sYV1+JmZHJtFNe/gQNjbdQVvYq69ctob19PlOmXkZl5e8H0b46\nYC/hdO9E4DLgRMJySzuAGcBsYFn0uAE4ATiZtU98gNsve4yD2w/2aa6oa2XGe2HqqRewcs0uHr7j\nqT5P02WKMvzp/ziHq77yJ32Owrg723YeYvX6PXR0dlNRVszRcxupqujjGjkhhBAiRaSiSDOzCsKt\nb1MJQzefIFQA3yIsXPS4u/+NhXOE/w84Jnr+M+6+wsxOBW7Nfm0/n5NwkZbNXuDwd9K5O61tnWza\neoDN2w7QE7emopjGuudoaz0FyNDQcD/14zuBq4FwPc7mTXs5eLCd9S9u4tlf/JxnfrmFQ/tK3/YZ\nFdVlnPGREzj3+rOoHl8F7GPn63ew5pUzOemiI5kzdyFmBwh3sLYSZsLfAmwFmoBrgU8T1pfqJlw7\nVgNvrAWwDrgceC7rU0sI6/NkbZFN5/Hsjy5i47NVbHimmbZ9B5l/6QpOuGoFR553NVvW3MjCC/+F\nLat3YGacefUpHHHiEaz83eusfmotk2Y38tnvfIRZx4Vr/1paO1m3OUzWWlFeQlHG2Lz1AC1tYSLT\nupoy5s9ppKRYy/0IIYRIP6ko0qIgM919jZldRyjCFgAXufsmM1sCfAGYBpzj7n9hZucAf+vu55vZ\nC71f6+5P9vEZI1Kk+b5DdK/fTmbKeGx89eHfENHS2smqtbvYHS2+XpQxxpUXM76unMaGKtyhtb2T\n9vYuqipLKC8tYvOmfVRUlNA08Sa6u+7k9efm8eLiE3jl8QlsXVvFtnWtHNzbAkBZpfPOBfNYu3QT\n+7aGecJOv/x4vvTTP3tjaool9yxlzbKNTH3nRKbNa2LGsVMpr+p7+o5e6YEHgHGsWzGF/7prI2dc\nNom5p2whTElxB9AzipYBTsT9Rczagc+z4vd/ztcv/R77dx1k1nFTueobl9FRP+5tn9JQV85RsxrY\ne6CNlat30tn19v1bXlbEtCk1TGqsGhM3CQghhCgMUlOkvfHBZgsJwzOXAqcTpng/E7iHMHTzCNAM\n3AIcRzh/9kiv197t7rf14R6RIq3rxTV0PfICmaPeQfGFpxz+Db3Ys6+VVet2c6il7+WgeqivLWf6\nlBpqq8uAFwmbYl+vVx3NqqUZvv+FM3kpa37X2im1tOxpof1QO2ddeRLX3XoZt91wD88seukt7y4p\nK+aE847iXR+Yz0kXHs20WQ39Fj57t+/n3295kN/84Am8O2z39374BD7+tYupnwTtLT9h/66H2PDK\neja8UsvOTVVgR+PdZ/Db25+mo62T0y45lr/4/lWsXL8XdzhicjVVFSV0dTtrNuyls6ub0pIM7R3h\nFHFDXTnj6ypoae2kvaOL8bXlNDVUqjgTQggx6khVkWZmlxJmY70O+F30811CtWGEC5xqgFWEq+9X\nAicDT/R+bX9F2sKFC994vGDBAhYsWDBs7emh8+Hn6V6+lqKzj6XopDlDcrg7zdsPsmd/G23tXbS1\nd2IYZWVFlBQXsWtPC11RITSlqYo50+sx6wReIxRsjwP30N19gNfXf4Ut265h0/JN7Fu1jcajJ9M4\ndyKblm/ivpvvpf1QO5niDN2d3VTWlvO+a9/Nvq37WL+imbXLN785eW7GmHbiEbz70uN417tnUlVX\nQUlZMSufXMMzv36Z5379Cm0H27AiY/YZs1n79Fo62wYuNLO5+KazuPbWy3lh5XbaO7qY0jSOI2e8\nOdVCS1snL0c3AwDMmFrDtCk1KsiEEEKMShYvXszixYvfePy1r30tHUWamX0aOAf4lLt3WpiV9Txg\nA7AI+DIwHzjb3a8zs9OBL7r7B/t6rbsv7eMzRmQkrePO/8K37aH4I2eSeUfj4d8wlM/o6GJD8342\nNR+g250pTeOYM70OM6Ozs5utOw+ya88h9uxvpbs7Q8bgqNkNTBhfSXe3s2X7AXbsauHVp9fyk5vu\nof1gGzNOm8mFt1xIdVM1tdVlTJtczWsvN/PUL5fz2pLXWPfsun5XSehh5ukz+fBXL6L2iPFsXL2D\n5+96imUPrcAMSitKKB9XTtOsRhpmNFA7pZaJjVUUZYxJsxo44bx5vPjqdvYdaKdmXCnHHdVEJvPW\nY7Wru5vNWw9QXVVKXT+rKAghhBCjkVSMpJnZScCThOEeJ9wW+b8Jo2UtwMPu/g9mVgz8iHBtWjtw\ng7uvNrMFvV/bz+ckXqR5Zxcd33kQ3Cm56RJsmNcI3L23leWvbccdpk4cR0lxho3N+99yrda4yhLm\nTK+PTou+nfWvNPP68s288+wjOdTSybadh+jMWp6nqMg4ek4jxd1dPHrvC/zhly+ye8te2g+109HS\nQcPMBmaeNpMTPzCf086cSVlpMQdbOlj6UjPucPy8JoqLMry6Zhf7sxaFB6iqKOH4eU0UFRkrV+9i\n265DY3ZOMyGEEGObVBRpSZFvkeb7W/Dte8nMmjTo93Rv2UXn3UuwhmpKPvn+IX92Luzc08KKVTvI\nbmptdRmTGquory2nrDS3Yqezq5tNWw+wcct+ioqMY+Y2Mq7yzbtG3Z3de1tZtzlMIVJaUsTcGfU0\n1L91Sow1G/eyfvM+SkuK6Ojswh1KSzKMr6ugpqqUDc37aWntpLa6jJpxpWzYsp+ijHH8/Ka3fJ4Q\nQggxFlCRNki8rYOOf/4VmFFy48WDHhHreuGPdD26jMz8aRRfcNKQPnsobN91iFf/uItxVaXMmFoT\ny6nA7uiat96nHHtwdw62dFBRFibN7U1XdzfPLm+mtS3MdzZ5QhWzptVRHL22ta2T51/e+sZNAADH\nzG2koU6z0AshhBh79FekDe85uVGIlZVgE+vx5t34xh3YIEfTfGtYeskmJbu24ITxlTTWV8R6EX1/\nxVkPZjbgiFdRJsO82Q1sbN7P5AnjqK99a+FYXlbMsXMn8MIr2+jqduZMr1OBJoQQQvRCRVof2PQm\nvHk33eu3DfqUpzfvCe+dWDec0fokjXc51owrY/6c/pdjGldVyknHTKS1rettRZwQQggh3pw6XmSR\nmRbWwfR12w7zyoB3dOK79kHGsMbDrzYgAhXlJSrQhBBCiH5QkdYHNrkeiovwnfvxA62Hfb1v2wMO\n1lCD6c5EIYQQQsSAirQ+sOIiLJrnrHv94UfTfGt0qjPh69GEEEIIUbioSOuHzPQJAPhgirQRvB5N\nCCGEEIWJirR+sOi6tO512zncdB7dPXd2TtRImhBCCCHiQXd39oM11kBlGRxshV37oaHmjX/zQ210\nPvAHbGIdNqEWdh+Aokx4jxBCCCFEDKhI6wczIzOtie6VG+het52i7CJt654wj1rz7jdfP6EW62Ni\nVyGEEEKIoaCqYgAsui6t980DNnU8xVe8h6IzjyYzdyo2oZbMibNHIqIQQgghChSNpA1AZloTXYBv\n2IF3db8xUmalJeGatei6NSGEEEKIuFGRNgBWXYEdOQWrrYLOLtDpTCGEEEIkhBZYF0IIIYQYQfpb\nYF1DQ0IIIYQQKURFmhBCCCFEClGRJoQQQgiRQlSkCSGEEEKkEBVpQgghhBApREWaEEIIIUQKUZEm\nhBBCCJFCVKQJIYQQQqQQFWlCCCGEEClERZoQQgghRApRkSaEEEIIkUJUpAkhhBBCpBAVaUIIIYQQ\nKURFmhBCCCFEClGRJoQQQgiRQlSkCSGEEEKkEBVpQgghhBApREWaEEIIIUQKUZEmhBBCCJFCVKQJ\nIYQQQqQQFWlCCCGEEClERZoQQgghRApRkSaEEEIIkUJUpAkhhBBCpBAVaUIIIYQQKURFmhBCCCFE\nClGRJoQQQgiRQlSkCSGEEEKkEBVpQgghhBApREWaEEIIIUQKUZEmhBBCCJFCEi3SzKzMzD5rZmvM\n7BPRc6ea2RIze9zMvhk9lzGz75jZYjP7vZkd3d9rh4vFixenxpMWR1weZUm3Iy6PsgyfIy5PWhxx\neZQl3Y64PIWYpT+SHkmbCBwC7sx67nvAVe7+HuA0MzsduAIocvcFwJeBbw/w2mGh0A6CQmtPXJ5C\ny1Jo7YnLoyzpdsTlUZZ0O+LyFGKW/ki0SHP39e7+Q6ATwMzqov/fambfAEqAU4EzgEVmdjJwMzC3\nn9eekmR+IYQQQoikKB7pAEAFcBvwXWADYNHzlwOrgA8BKwEf4LVCCCGEEAWFuXvyH2q2EFjj7reb\n2avAeYSiaxHh9OZ84Gx3vy46pflFd/9gX69196V9+JNvlBBCCCHEEHH3tw08JTqSZmZTgQeAyUCb\nmZ0LfAa4H2gBHnb3pWa2DPiAmS0B2oEbIsXbXtvX5/TVUCGEEEKI0cSIjKQJIYQQQoiB0TxpQggh\nhBApREXaYTAzi/47otsqLTmURVmUpbCypCWHsiiLsrydEW/YcNOz4YaKu7uZFbl790hmiTOHsihL\nUjmUJf1ZCvW4VZb0ZymU71DcWbIp2CKtZ4N71kV3Q6lwzWwu8JqZXTiSWeLIoSzKknQOZUl/lkI7\nbpUl/VkK7TsUV5a+SMM8acPFRRYmwH2ZMN3HbqDSzKrcfWsuHuApwgoHG9x9eVQtdyWcJY4cyqIs\nSR+3ypL+LIV23CpL+rMU2ncorixvo2Dv7jSzp4AXgE3AfuBJ4DrgaXf/1xw8jxBWPTgZuAD4nLvv\nSDpLHDmURVmSzqEs6c9SaMetsqQ/S6F9h+LK0hcFebrTzCqAHxA29tNAEXAJcCFhEtzBeo4Btrr7\nCnf/MfA48DMzOyHJLHHkUBZlSfq4VZb0Zym041ZZ0p+l0L5DcWXpF3cvqB/eHB0cD9RkPX8D8FiO\nrgbgyF7P/SVwY5JZ8s2hLMoyEsetsqQ/SyEdt8qS/iyF+B2Kax/191OQpzvN7J3AOKAK2OTuqy2s\nblDu7g/l4JkONALlQHPkOQKodfeXksoSRw5lUZZcshTad0hZhi+HsihLLlkK7TsUV5Z+3YVWpJnZ\n+cCNwBTgj8Ay4Gfu/mqOngsiz2RgNfBirp44ssSRQ1mUJenjVlnSn6XQjltlSX+WQvsOxZVlQH8B\nFmkPAl8H5hAWat8GnAX8tbuvi8HzeXdfm1SWOHIoi7LkkqXQvkPKMnw5lEVZcslSaN+huLIMREHd\nOGBmBiwlDDHeDbzq7rcBTjhnHIdnfFJZ4sihLMqSS5ZC+w4py/DlUBZlySVLoX2H4spyOApqnjR3\ndzP7DfBDM1sLNJrZemC+uz+XpCctDmVRlrHcHmUZG+1RlvRnKbT2xOkZiII73QlgYbbg84FPADuB\nO939yZHwpMWhLMqStENZ0p+l0NqjLOnPUmjtidPTp7vQijQzM4+hUXF40uJQFmVJ2qEs6c9SaO1R\nlvRnKbT2xOnpj0K7Ji0TDT9eaGb/cyQ9aXEoi7Ik7VCW9GcptPYoS/qzFFp74vQMREEVaVlcSVji\noWcYciQ8PZX1SDuyicOTryNN20VZhscRpycuh7IMnyMtWdJ0/Peg7RKvoxCzDEhBFWnu3m1mpUAL\ncH/PcyPhiarrCuAgcN9IOczMovZUDtUThyPL09OmQwxh28bh6OWpjDw/zyPLkB39eIa6j+JyVBCO\n/Z/l6ojDY2bW8/p8j9s4PL0cQz7m4vL06p/yaU9ejj48cbQnn22rPrdvz4j3ucPYV8bRb+e7bfPy\nHPZzvECuSTOzEsKts9uBMnc/1LMRk/Jk7bQiwrbtNLPx7r4rSUdvV9bjBnffOdj3x+WI3lfs7p1Z\nj2vdfW8ubYrDEb2v1N3b88yStyN6X5W7H8x6XO/uu3PMEoejxt33ZT0uc/e2IbQnb4+ZXQw85+6b\no8dDPf7z9phZOVDi7vujx3XuvmcIWWLxRO/t2b8j7ci7z83XoT53QE8q+twY+8o4+u28+8o4PYP6\nrJh9iWNmBnyLMJHcdmAVcL+7rx4hT7m7tx7uuQQcBvwDcDphJONf3b2r52BKypHl+RZwDGFdtCpg\nXc8vrKQcWZ47gRXAk+7+qJm9H1ic3RkNtyPyZIBfAVcQlhNpcPdVObYnLsdjwPuAuYRtvNvd/yNp\nT+RYTfj+/Z27L80lQ5yeaD//AmgFbgOeBaYCq3P9xZ2vJ3J8nbBdVwIvu/tPB9+aeBxZnrz6yrj6\n28ilPrdvz4j3uTH2lXH023n3lXF6BkshnO78GGHtrTuAdxA6wlvMCoLwyQAACONJREFUbGrSHjP7\nELDDzO43s0uz/unq6CBLxBHxMeBI4BuEW4OPiv5S/Gz036QcEM7XlwGLCL8kfgB808wGPWlgTA6A\nk4AzgCLgfDO7C/g2YaboJB0AlxN+WXr0/vvM7N/MrDZhx/nAM0AJ8B1Cp/w+Mzs6B0dcnouBh4F/\nBD6Y4zEft+ejwAbgX4CbgUeAvyLs/6Q9VwKzgb8HuoAvmtmtQ/ge5uuAePrcWPpt9bn9kpY+N66+\nMg5PHH1lnJ5BUQhF2kzgD+5+P2G9rH8izFNy/gh4JgCfBx4CPm9my81sGXBBDn95x+EAOBa4y91/\nA9wNXAJ8GJju7l0JOgBOAX4E1AMb3f10wl/PZyXpiIainyX8dTiZ8At8H9DJIH9hxuHI4iJgP/BP\nwDJ3P56wpMipCTvagY3A3wHfd/cvArsI+zoX4vBcCfz/aPRtEvCgmU3IMUdcnhOB/yQsnFwCXA9s\nIXTSSXvmAQ94WKz5IHAXsJkwKpakA+LpK+PqtxvJv7+MwwHqc99CXH1ljH1uHH1lnJ5BUQhF2j3A\nzWb2JeACCxfxzSZ0gkl7FgEH3P2H7v5e4N1AE/BvSTqiv/7uA5ZZOI9/DzAL+DLhL9dEHJEnAzwA\nPA/8Afi/0T/NAw4k5YBwUXD0v3cQfjk1ETqgv3H3HyXlgDfatITwl2o9cG/0T0cBgx0ByNsB4O6/\nBWqBPwEORH+xnwX8frCOODwWLh5vBn4T+T4D/Br4upmVDTZHXB7C6aa/BM4MGn+Z8B1YkoMjLs/9\nwJfM7IfAecD3CCOVuYw8xeEA+CnwOTP7AmFUYyh9ZRwOCPt1X559bhwOCPv5eQvTMgypv4zDEfXd\nv4hO8f+OMNoDufW5eTvc3SPPj4F1hAGInPvKODz25qUYJUA14fc95NhXxuXJCXcf9T+EVexvjjbe\nE8A3R8IDFPd6XE34az5RR/S+kl6PrwCWJ+3oxzMZuDdpR/S+yui/E4HHgcdGwtHLNy6rTXcl7SAU\neUXAJwkF1d3AwiFkiMXTyzkN+Md8HPl4CBezQyiyVgC3D/Hz8/YQRgQ/Gu3jOuCOkXBEnncB/4tw\nevsx4P+MhCPy1GT9fxWhuEjcEb235+YDCCOlL4+Eow/nRMI1fyPiAI4jrHG5JM8MeXkI62kemdWe\nu0fSM5ifUX3jgJl9HDiHcG3DIsJfijXANs/tlty8PWZ2DXA2ocr/D+AnhFvKj/VBruEVh6OXZyLh\nAsd7gDbgXHd/KClH5PkEYTRlMvBg1KZDwHE+yIu543BEno9HbZoE3A6sATrd/YXoL9fD7us4HFlt\nOpvwF+EiwqjlQeAYd1+WoOPjwALC8X4H4ZRPped+Q0beHjP7JGG0aRLwS+Aez7pTNElPdPwv4M1t\n+2PCKbrd7r4jSU+Wo5xw/D9E7vs5b0fkmUAYdWrLem6KR3fQJuWI3tME7PG33vFXDsxw95VJObI8\nu929I+u5SuBUd1+clCN6z0RgVy9PKTDb3V9J0DGBsG07osezCQuRP5djX5m3J2rP7l77uYSwnwd9\n0X9cnpwYrupvuH8Iw65PEi4mfJVQRDxKuNMiUU8vxyuEaz1+C9Qn6TiMpzpJR8q3y8poP/8WmJqk\no59jLt/tEofjNcLp0keBpjzaMyTPAPt5SkzH3KA9feznu6P21OV5zOXs6WPb3h21Z3ySjsgzO9qe\n1xIKviOi568hGl1OwtGH5+ye7yBwNdGoZRKOw3g+Sq8zAMPpSNN26WM/T4uevx4oz+OYy9nThyOO\n/TxkT64/o/matPcAv3P3ntOSVxJGEj41Ap5sx7fc/erIcV3CjoE8NyTsGMgz0tvl1qz9fGXCjt6e\nb2a16dMj6PiGu38kclyTgyMuT3/7+WN5ZBmqp/d+/hjxHHND8fTetj2OP0vYAXAacARhXrNLgA+Z\n2VeB6939UIKOvjxXRJ4bPGuELgHHQJ7PedZIVAKOgTxJb5dsx8XA5Wa2ELjGc5jWJCZPb0cc+zkf\nT04UD5c4AZ4G3mNmFwFzzOx0wjUWuc72G4enL0f9CDiURVnydYzm71BcnkLbLnFt28cJ0w4sJvyy\nmkYY0fhxwo7+PH8eQ5ZcHcoyeMf1wL/n4IjLk6ZtmzOj/Zq0PyUMx1YTLlpuAK51961Je9LiUBZl\nGcvtUZbhc0SeJnfflvV4JXCeu29I0qEs6c9SaO2J05PTZ47GIs3MziXMJ9NK6Gx2AE8R5nIZ9PIZ\ncXjS4lAWZRnL7VGWRNpzHGH0bS/h7vc/Aie5+1NJOZQl/VkKrT1xeobCqLsmzcLcS18idDg3EmbO\nrgPWu/tOs0HPMp23Jy0OZVGWsdweZUmkPbdE7/0UMJ1wsXR1Dr8s83YoS/qzFFp74vQMlVFXpAEX\nADvc/SuEWbwXEZYVucksp8VN4/CkxaEsyjKW26Msw9+e7e6+kLDU1n2ESYtvGmyhF5NDWdKfpdDa\nE6dnSIzGIm0psMfM5hFusd9O6IAm59DpxOVJi0NZlGUst0dZhs/Rl2cn4ZdVPlmG4lCW9GcptPbE\n6RkSo+ruTjMrJswGPZNQzZYQZsHfQVhmJDFPWhzKoixjuT3KMjbaoyzpz1Jo7YnTkw+j6sYBM7sR\neD/wLGEj3UtYGHeRhzmAEvOkxaEsyjKW26MsY6M9ypL+LIXWnjg9+TDaTneeC9xGWLbpUsKt5CsI\nq9In7UmLQ1mUZSy3R1mGz6EsyjKW2xOnZ+j4MC1lEPcPYfLFfyZaCDfaeF8FfkFY2zIxT1ocyqIs\nY7k9yjI22qMs6c9SaO2J05Pvz2g73ZkhnKLtMrNq4OdAqbufnbQnLQ5lUZax3B5lGRvtUZb0Zym0\n9sTpyYdRdeOAR6vdm5m5+34zWwQUjYQnLQ5lUZakHcqS/iyF1h5lSX+WQmtPnJ58GFUjab0xMyO0\nIdc16GL3pMWhLMqStENZ0p+l0NqjLOnPUmjtidOT02eO5iJNCCGEEKJQGW13dwohhBBCjAlUpAkh\nhBBCpBAVaUIIIYQQKURFmhBCCCFEClGRJoQQQgiRQlSkCSGEEEKkkP8GTHJlctz0GLAAAAAASUVO\nRK5CYII=\n", "text/plain": "<matplotlib.figure.Figure at 0x16d00710>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 201, "cell_type": "code", "source": "#################################################################\n########## Average HDB Resale Price for each flat type ##########\n########## in each Town from 2000 to 2015 (I) - Data ##########\n#################################################################\n\n# Init empty {town: {flat: []}} dictionary.\nprice_in_town_by_flat = {town: {flat: [] for flat in flat_types} for town in towns}\n\nfor town in towns:\n dft = df_towns[town]\n for flat in flat_types:\n dft_flat = dft[dft.flat_type == flat]\n for month in months:\n dft_flat_month = dft_flat[dft_flat.month == month]\n price_in_town_by_flat[town][flat].append(mean_price_per_sqm(dft_flat_month))", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 202, "cell_type": "code", "source": "#################################################################\n########## Average HDB Resale Price for each flat type ##########\n########## in each Town from 2000 to 2015 (II) - Plot ##########\n#################################################################\n%matplotlib qt\nfrom matplotlib.gridspec import GridSpec\n\nyticks_locs = [y for y in range(2000, 9000, 2000)]\nyticks_labels = [str(y)[:1] + 'K' for y in range(2000, 9000, 2000)]\n\ngrid = GridSpec(9, 3)\n\nnplt = 0\nfor town in towns:\n if nplt == 2: nplt += 1 # Skip top right subplot, which is used to place legend.\n \n row, col = divmod(nplt, 3)\n plt.subplot(grid[row, col])\n nplt += 1\n \n # Set title for each subplot.\n plt.text(70, 7000, town, fontproperties=plt_font)\n \n plt.yticks(yticks_pos, yticks, fontproperties=plt_font)\n plt.xticks(xticks['one_year']['locs'], xticks['one_year']['labels'] if row == 8 else [],\n fontproperties=plt_font, rotation=70)\n plt.tick_params(axis='x', which='both', top='off')\n \n plt.xlim([0, len(months)])\n plt.ylim([1000, 9000])\n \n # Remove y-direction space for a tighter layout.\n plt.subplots_adjust(hspace = 0.001)\n \n for flat in flat_types:\n data = price_town_flat[town][flat]\n plt.plot(data, color=flat_colors_jet[flat], linewidth=1, label=flat)\n\n# Add a global legend.\nplt.legend(bbox_to_anchor=(0.5, 9.1), loc='upper center', fontsize=8, ncol=2)\n\n# Set figure title.\nplt_title = r\"Change of HDB Resale Price for Different Flat Types in each Town (SGD/$m^2$)\"\nfig = plt.gcf()\nfig.suptitle(plt_title, y=0.95)\nfig.subplots_adjust(bottom=0.1)\n\n# Resize figure to get best view with existing font size settings.\nmng = plt.get_current_fig_manager()\nmng.resize(900, 700)\n\nplt.savefig('_'.join(plt_title.split()[:-1]) + '.png', dpi=96*5, bbox_inches='tight')", "outputs": [{"output_type": "display_data", "data": {"image/png": 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PD+fPn6dq1aoF4uQNvxZOp1q1aiQmJiKEoEqVKiQmJrJixQoiIyOvfyWuM1WrVuXIkSPE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TTBCDCCcWPyIw48CHH3r6EHpCM982PKyhHBse+hNGIgFsoZqP2Y8eQTLLySGSArrRh1AupyN2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HKno3PpXEzt7B6ACfjvaSF7ExDAh8CbUspdV3F8Ojo3I7rM6VyQcvLZzzIGMRU87yOM3Yn1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\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p9Vqema1aHmbNhwkXwi2/hguuhh/9HFoqtXn/DfUQFw/L3oBzLup+j+PWVq1TGhs3eBd6\nODlQBJnZYPnmuNcaqnmhfBU/uu43vPzoJdx+/h8gNURgTgatCx04k4oxpUrcLdm0tlrJ+ng3Pp8D\nR6Of0MhJ0FiEqaYJsqbAmf9AJI/VpnUdiftL94HDtrBmh1uypBYuToXhTqjywcT18M5EODYWXqmG\nB0vg0yleLMLW6ckEfjxYcbDVDVfvcvPasVuRSOzEksX4b9lvdoNdwOjw3rQ+WvlX8DYCIRtnPr+d\n1DMf5pOMNGaSQV0wwPwdXo7JXM1jr99BVu0+zCKI/Uof1yb9neK2CQQCPhqDWVzR9AaTmtwsy5nD\n7569iLq4NB6fcQPrUq7GZg7iy9jNdXI0+1Y8xU3ubTwsTuME77vkp48jcGANT0w5n4tKCkm1VPHH\nsd/hiVdvpXHuryjdtYWVWQu4ovD31NhtjKzfwxfX3ETbHgerE1y05p1MMW7qfCamVu3lh+lnkm3r\n5NGzYtDRbYP2xGSE2a51FJvLwF0Fo87UNoB3pUDVFm2bCbMV2uogaRQ0FcO0H2gLrnwthzqZCbna\n1IjMqVpDJ0za5HFfM2RNh5LPoWwN1BVqc+6m3gRW5yGHpNQ6rvZ4bU+02t3ayIy3UfMr5yQYMe+Q\nfWutNmozOPsC9plQzVpwv4pMc1JW/R4udpK4rBFf0Ib0mQmk5uKq34u52Udw1DzMolEbrWppQIxf\nhCz6GLKnIoIS0saBNUbr2CfkwuizD/fl6Q7d5lzIB80LILgVPCEoboVKEww9Cew2MGVAziz43sOI\n6mrYVwN+P1zlgmYrtKZCQSk8cBM8+D+4809wzsVd/9OH7tFW3j/0RM8O7t0Nw4ZrHbCDj917i5Tg\n84G9f7fK65HLF8JpC+H6W6nHy1JZTNqnf2HblGS+d9uruEcOI/mCtVQlnYjtlY0kLanGd3Mejn3V\n+K5+BdOSa7HUVIArjuBtJVjaWrQ8kyFt+zqrPo/h1AuHrROZt7Wa0a4gNX4TPx7VzFvuFpytydyT\nnsgumni5KIHz42I4s5stFuv88OO9MNYF+z3weDfHOQaRfG93iNHxbSzKAAdmRNDCHdWLyUtK5GPf\nUEyuRkaGEtlvrcMWstAig9wQGM8fiszIKhM/TX2WRWl38ePGOm5Ic/J6DbxUDSfHQ4YNfl/+J97c\nvZsXcm7iL+OSGF04kngLLJ1ez0umQorLW/jnc2fz0ahZ1KaNZPHUBdz9v/sZXbOXBHc9v7j6OTan\nZ/LDT/7J2Z8upj4mEUsoyKozfs208v201Wzlxcv+xgjiGEUcU0hhA7VYEEwkabCPAFN0g24btNo4\nYDis9cDIYZCeCrYJQBB8y8E8EqzngnkENPqg8gAicQRs/A8EPGBPABnUOo/NZeB3w4FPwV0JGZO1\nDmDaeCheBUNPhNw5kJAH216Gyi9h4lVaZ9Ndqd3Vr/s/reFKGQMp+drvbDEQm6n9TfYJcPZT8OU/\nYcXPYNLV2jSKj+/ROrrTfhDuwIaLOhQ8bJ1MSQifbKAxtAZ326PkLn4X2SLwJDkwuUOY2yRfjZtH\ncNJ3mZFyCiJ2iPaHQb92LQEvfHI/TLgcPn8QJl+rnhJEgV5zLnDH9bQ8cCvxgSKwnqv56S+AwHoQ\nFggWQWgflK6EhS1w3SzIGwcnjoF/fI4o2geXLoBEH6x4FV7ZC3efDsEWiB0CLRXazdmI02HHJ3Dv\ncrhzIcy6HvatgPIvtDwSp0CSEybMhJW/hGGz4fwr4V8vwPSFcPpEePIVqPsUnvscHnm6yw6hlCGE\nMFEjW9lKA1tEI2f97u/kxWXBD385aOUrpaR18/3YL7yfl5b+k1ePSednm99gxpJ/EMx2YnrWizgr\nhNfqwOoTBOIysF2/CWGLgw1PwvJbYfhcmP4j7fMt/zuD5vuRQp86kUIIJ9o5otmAE/gu8ET4qwd4\nE7i048H0Qgh5evNajo0x8bnbT57VykW2dD6jigPCTSZOCmlmHIlMJpkU7DTjpxk/XoLkylhWNAWQ\nDZk8UirJG1LGjal2zot3kUMMQSS1eKmTXjaHmphrTuf3bGJ7sIVYYQYpMAmJRwTxBU2cyIjEFgAA\nG95JREFUa8riD9tSSPYmU+ez8N4UH8+WWUm2wK9ztbIJSWj2H6Cs4R7GpD2FKVxk398NT1fAluNg\njLmJ2lY3IjaTZCuctQVmxsOd4YXMT5eDefkNXFP6NG2Xvc2vzWdw6pAW5gsTv3j/HZ5KvojHJjVw\njNzPjM3v0jZ8Ns5dyxFz7oXdS6FuN5zwo16GWjGYDGSD1pe88wSLsYXKIVQMMgD4tBES6QXb2RDc\nA/5lECrVXrIORBqYssKvXBDx2uiJeSyYxyJElnbHvmc5DJ2hLXALI2UAZD3ClAYlq7XN6ZHafqeF\ny+GKh8HaDFYbhE9DBqH9D78Jlt0DBzaD1Qrn/QCW/gXq6pBT5iAco2Ht0xDwE0xMRoY8mN0e3FPS\noNqLrVpiHbEA03mLtcVjzWXaoQO2WG33huJVWkc2e3rY1yDU7UPEZ0HtLmRbPYRqIe9shMn+dUdV\nyhYIbKbVY2F9aT2+tAqOse4g5Z2/46psRNpMiHooSs+jbMI5VLeVs3nWz/l1aGL3J2sp+oRec+6t\nTefRNDGTBDJJIofhTMdOHIlkY+LQDY+Ubvh8MeR8DAmVIFwQWAuW4yC4DywngikJvjJBfC648hGt\n1ciYOKh8G0pqEf5RsLUQjrcjy9fD5KsRaRPh0Z/C2zvg4iGQVI/MPBbWfQmrnbB6BTx/C7y3HXY1\nwbgYKAzgvn48Hx53LjZfFVMbN/LJ7Dtw1a0jc/X7jAru4Kv00xiz/iNK8o5Hzh+B7+2vmHTfVna/\n/0uGxQ0n3nE6YucHWn55m5ApwxBeX+dTZNraoHAnTNAWdsoDBbDpLRh9HaKuEsr3I8+7UivTQBAK\nHqbpi63Un15JStJaXPe4kaMtmJIDyCZB0fw80r6CxhlXYoo1kZbzCyzNtdoagPajrQf7OOoRda/p\n80ikEGK4lHKfEOIGYAIwCfg+2mH1P+/sYPr2cyLXNkFzEE7rsOq9kGaKaWEtNbQRJA4LcVixYmJj\noJkVDYKkxFocQlBem8K5qZIqUyvltGLBhEB7chBsjSc2poUT/Tn8bsMw9k03sazazIMlgkvSQlT4\nBI+NEly0DX6YDe/UQZUfPm6ExfkwrYdpJeuaYW0z3NLJ+hR3EJwmvu5wFrbB5NUtbCq6jBEX/wti\n0r623d4Kv9kPL409ZK8wLgM9KtLbvHtGXosFO8cwGz9tNFFBJTtxEA9IhjCOZIYRwMtY5mORJkyy\nFhGqgFCZNmIiWyC4X/s+uBFEDGAF2aSdEhUqgVAd4AOCIGK1E0+kR/uKTzsaL9QElklgGhr2UBLC\nj582pKxDSjd+YYGKFtyJMXidPurNLqSwkBisJdNfQbkYCtKPbDTRZEklJuTHuakFsq1kJu/C9CGE\nQnGY3V6Ex08wOwUa/Ah/G6ZgEEImQpnpBC0hzHF1mDZ5kHExiDYvJEpoC0IiUAHSZUbOFIjdAcRu\nqfV34yHkMyFjrBRn5vDW5Oup8XqRmcdxpnkEJ7nG4SaAGYEDYzyGNyp6zbl/y42YsJBBDS5KaGIP\nHppxU0scadiJI4djyWEKNlw4Sfz6qZKUbu0oYPNEbb9M2aaNYAY+BXxgOgbwaJuziwQwjwaklpfS\nG74JzIAtLkhOhOwGaGkCewv8sg3yTcgbxxCsKkbEt+K7wY5zXStNf4ilaVIGSTsC2K01UOXHnBiE\ndRLxUQhPfhKW84OYJlgxLatF5mcgCqvhuRBysgnPCXZscQFC1U7Mba2IEMhciWl/CP+UREQZNAwZ\ng7OpmuK04Vg8CYz66RL2P3sxKdtXE9NSCm+C55REQiYrcc+UEjrdQjDHhDwg4VOBLd5HaIYZmeag\nYbKLiiGpOBIuZFjcpViTx6snc4NEvz3OFkLcDdQBFwAh4CEpZaeH0vd1A9a/lcKXLXBtto+RMUHK\nWpwcH+7steCnCT9J2KgJBJm81s5wB+zzQJ4DNkzVbj4u3wEvVsN/8+GyQwMnlHkhby2cl9L/HTop\nYcRaeHUcHHeUzHk+WhnEI9iiyruA9NFCNTtYSQwpxJNOBmPw4gYkpWymnhICeNnHagBMWEgk++sP\nZTsxxJNJAkOIl+kkhvxIQjhFJiK4E2nKxm9Kopl6zMQAIWJDDUgRi1X6ADshYaVSVFIjyqlkJ200\n0kYjXlqwk46HGCwk0oaLcizsRZDNEIaRycfUs5Ch4cV1Pq5iBCk4tNOV2tFKE2+2PM747f+lNjOT\nmrQhJMpi4gINBJrSaI5zklWzG1eDFxl0YaoX7M8fRl7xHuryctibOYp63xjmL32WfVPHkNHsY8zy\nt1k3bRYrZs5khz2fIWSTUfgZY/auxT3/Aa4Qo/ARwq46jIOOXnPuabmLACH20cJWGkjESgxWhmIm\nCy8ZhAiwGh/V+GnFj4c40okjg/jwK5lh2HBhxoaTBMzSCrISAl9pN3P2GyC4CYK7tZs862zApj09\nCJWDrAHZiBSpFIsWfKYMml/8K9tOzWHjEBdJspEsWU6CHEbMp6upPNnOKF8hdhnAbx5GTbWPSZ9t\nYfNps2mMN+GyDMFHKx6aGffZRjIO1FI2fw6BoipIn0RGeRVevxfzmGoIxDPSuwTf8kT842Owbmhi\nz7SJZLpLaEyOI7O6BEdjE+JeiVwILWdnUN08DL85jTEblxFymvjigrPIfe9LHMUNJCxuhuMlBx7I\npSjhIoYcaCB11M3EOUdjQ81fHGz6pRMZPpT+GuBC4APgAFAkpfx1F/Z96kSeuwUuT4dF6T3b3rxb\nG1WMt8AEFzzZ7iS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"text/plain": "<matplotlib.figure.Figure at 0x1da6fef0>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 203, "cell_type": "code", "source": "########################################################\n########## Types of Resold Flats in Singapore ##########\n########## between 2000 and 2015 ##########\n########################################################\n%matplotlib inline\nfrom matplotlib.gridspec import GridSpec\n\nflat_counts = df.groupby(['flat_type'])['month'].count()\npie_data = []\nfor flat in flat_types:\n pie_data.append(flat_counts[flat])\n\ngrid = GridSpec(1, 2)\n\n# Set figure title.\nplt_title = \"Types of Resale HDB Flats in Singapore between 2000 and 2015\"\nplt.suptitle(plt_title, y=0.8, x=0.54)\n\n# Switch to first subplot and plot pie chart.\nplt.subplot(grid[0, 0], aspect=1)\npatches, texts = plt.pie(pie_data, shadow=True, startangle=90,\n colors=flat_colors_light,\n wedgeprops={'linewidth': 0})\n\n# Switch to second subplot and turn off its x,y axis to place legend.\nfig = plt.subplot(grid[0, 1], aspect=1)\nfig.axis('off')\n\n# Draw legend on second subplot.\npercent = [100 * float(data) / sum(pie_data) for data in pie_data]\nlabels = [\"{flat}: {percent:04.1f}%\".format(flat=flat.rjust(16), percent=percent[i]) for i, flat in enumerate(flat_types)]\nplt.rcParams['font.family'] = 'consolas' # Use monospace font for alignment.\nplt.legend(patches, labels, loc='center left', bbox_to_anchor=(-0.3, 0.5))\n\nplt.savefig('_'.join(plt_title.split()) + '.png', dpi=96 * 5, bbox_inches='tight')\nplt.show()\nplt.rcdefaults() # Restore default settings.", "outputs": [{"output_type": "display_data", "data": {"image/png": 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ABa0TfluLOk37z3ERPaxNY+6w5ObmNpaysBKJijaBaoW4pZzy9FhTP8VkekXodP3hxhyx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\nwNE16zYl/Gf2gi+uXLl60d52OTIJiUl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"text/plain": "<matplotlib.figure.Figure at 0x16e4d170>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 204, "cell_type": "code", "source": "########################################################\n########## Types of Resold Flats in each Town ##########\n########## between 2000 and 2015 ##########\n########################################################\n%matplotlib inline\nfrom matplotlib.gridspec import GridSpec\n\ngrid = GridSpec(5, 6)\n\nflat_counts = df.groupby(['town', 'flat_type'])['month'].count()\n\nfor i, town in enumerate(towns):\n # Switch to a subplot.\n row, col = divmod(i, 6)\n plt.subplot(grid[row, col], aspect=1)\n \n plt.subplots_adjust(hspace = 0.1, wspace=0.001)\n \n pie_data = [flat_counts[town].get(flat, 0) for flat in flat_types]\n patches, texts = plt.pie(pie_data, shadow=True, startangle=90,\n colors=flat_colors_light,\n wedgeprops={'linewidth': 0})\n \n plt.title(town, fontproperties=plt_font_small, y=0.9)\n\n# Set figure title.\nplt_title = \"Types of Resold Flats in each Town between 2000 to 2015\"\nplt.suptitle(plt_title, y=0.98)\n\n# Switch to legend subplot.\nlegend_plot = plt.subplot(grid[-1, 2:])\nlegend_plot.axis('off')\n\n# Set legend font.\nplt.rcParams['font.family'] = 'consolas'\nplt.rcParams['font.size'] = 6\n\nplt.legend(patches, flat_types, ncol=2, loc='center', bbox_to_anchor=(0.5, 0.5))\n\n# Save image.\nplt.savefig('_'.join(plt_title.split()) + '.png', dpi=96*5, bbox_inches='tight')\nplt.show()\n\n# Restore default figure settings.\nplt.rcdefaults()", "outputs": [{"output_type": "display_data", "data": {"image/png": 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CTypW4sHZX8MwoTqWzedFsUJccNuVgyGzP9z93YE/EoatComOv7M/JesNotUmEZZdRDnu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\nbcr82f7+/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"text/plain": "<matplotlib.figure.Figure at 0x16e4d330>"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 205, "cell_type": "code", "source": "###########################################################\n########## Average HDB Resale Price in each Town ##########\n########## a Comparison between 2000 and 2015 ##########\n########## Part (I) - Data ##########\n###########################################################\ntown_mean_2000 = {}\ntown_mean_2015 = {}\ntown_comparison = {}\n\ndf_2015 = df[df['month'].str.contains('2015')]\ndf_2000 = df[df['month'].str.contains('2000')]\nfor town in towns:\n ave1 = mean_price_per_sqm(df_2015[df_2015['town'] == town])\n ave2 = mean_price_per_sqm(df_2000[df_2000['town'] == town])\n rate = ave1 / ave2 * 100\n town_mean_2015[town] = ave1\n town_mean_2000[town] = ave2\n town_comparison[town] = rate", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 206, "cell_type": "code", "source": "###########################################################\n########## Average HDB Resale Price in each Town ##########\n########## a Comparison between 2000 and 2015 ##########\n########## Part (II) - Plot ##########\n###########################################################\nimport math\nfrom matplotlib.gridspec import GridSpec\n\ngrid = GridSpec(2, 2)\n\n# Plot bar chart of data in 2000.\nplt.subplot(grid[1, 0])\n\ndata = sorted([item for item in town_mean_2000.items() if not math.isnan(item[1])], key=lambda x: x[1])\ny = [item[0] for item in data]\nx = [item[1] for item in data]\n\nplt.barh(range(len(y)), x, height=1.0, align='center', color=bar_color_2000)\n\nplt.ylim([-0.5, len(y) - 0.5])\nplt.xticks(fontproperties=plt_font_small)\nplt.yticks(range(len(y)), y, fontproperties=plt_font_small)\n\nplt.tick_params(axis='x', which='both', top='off')\nplt.tick_params(axis='y', which='both', left='off', right='off')\n\nplt.title(\"(b) Average HDB Price for each Town in 2000\", fontproperties=plt_font_small)\n\n# Plot bar chart for data in 2015.\nplt.subplot(grid[1, 1])\n\ndata = sorted([item for item in town_mean_2015.items() if not math.isnan(item[1])], key=lambda x: x[1])\ny = [item[0] for item in data]\nx = [item[1] for item in data]\n\nplt.barh(range(len(y)), x, height=1.0, align='center', color=bar_color_2015)\n\nplt.ylim([-0.5, len(y) - 0.5])\nplt.xticks(fontproperties=plt_font_small)\nplt.yticks(range(len(y)), y, fontproperties=plt_font_small)\n\nplt.tick_params(axis='x', which='both', top='off')\nplt.tick_params(axis='y', which='both', left='off', right='off')\n\nplt.title(\"(c) Average HDB Price for each Town in 2015\", fontproperties=plt_font_small)\n\n# Plot bar chart for comparision between 2000 and 2015.\nplt.subplot(grid[0, :])\n\ndata = sorted([item for item in town_comparison.items() if not math.isnan(item[1])], key=lambda x: x[1])\ny = [item[0] for item in data]\nx = [item[1] for item in data]\n\n# Plot bar chart.\nplt.barh(range(len(y)), x, height=1.0, align='center', color=bar_color_2015)\n\n# Plot reference line which represents 2000 level.\nplt.plot((100, 100), (0, len(y)), color='black')\n\nplt.ylim([-0.5, len(y) - 0.5])\nplt.xticks(fontproperties=plt_font_small)\nplt.yticks(range(len(y)), y, fontproperties=plt_font_small)\n\nplt.tick_params(axis='x', which='both', top='off')\nplt.tick_params(axis='y', which='both', left='off', right='off')\n\nplt.title(\"(a) Average HDB Price level in 2015 in relative to 2000\\n100 = 2000 level\", fontproperties=plt_font_small)\n\n# Set super title.\nplt_title = \"Average HDB Resale Price in each Town : a Comparision between 2000 and 2015\"\nplt.suptitle(plt_title, fontsize=10, y=1.0)\nplt.tight_layout()\nplt.savefig('_'.join([x for x in plt_title.split() if x != ':']) + '.png', dpi=96*3, bbox_inches='tight')", "outputs": [{"output_type": "display_data", "data": {"image/png": 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s2EFCQgIHDx5UhqoUZ8iQIRw8eBA/Pz+uXbtGbGwsR48eLTRJr7RKctyHDh3K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CgsLKRNmzbl3v/LL78wcOBAxo4dCxTPk7WxsUGlUjFkyBA2b978VM9HCCHquoEDBzJw4EC95zw8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\nExODZfrEaihtFGbPns3x48cBaNSoEfn5+UDpbBz6x5SGDx/O9u3bAWjTp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