{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### all imports " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys\n", "from glob import glob " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from matplotlib import pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from calendar import day_abbr" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import holidays" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from fbprophet import Prophet" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import mean_absolute_error as MAE" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from scipy.stats import skew, skewtest" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### counters locations " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "loc_counters = pd.read_csv('../data/cycling_Auckland/cycling_counters.csv')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "loc_counters = loc_counters.query(\"user_type == 'Cyclists'\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameidName.1latitudelongitudesite_codesetup_dateuser_type
44Tamaki Drive EB100000827Tamaki Drive EB-36.847782174.78935ECO0801168512/11/2009Cyclists
45Tamaki Drive WB100003810Tamaki Drive WB-36.847942174.78903U15G201181326/03/2012Cyclists
\n", "
" ], "text/plain": [ " name id Name.1 latitude longitude \\\n", "44 Tamaki Drive EB 100000827 Tamaki Drive EB -36.847782 174.78935 \n", "45 Tamaki Drive WB 100003810 Tamaki Drive WB -36.847942 174.78903 \n", "\n", " site_code setup_date user_type \n", "44 ECO08011685 12/11/2009 Cyclists \n", "45 U15G2011813 26/03/2012 Cyclists " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "loc_counters.loc[loc_counters.name.str.contains(\"Tamaki\"),:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### read the actual data " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "lfiles = glob('../data/cycling_Auckland/cycling_counts_????.csv')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "lfiles.sort()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "l = []\n", "for f in lfiles: \n", " d = pd.read_csv(f, index_col=0, parse_dates=True)\n", " l.append(d)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "df = pd.concat(l, axis=0)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "df = df.loc[:,['Tamaki Drive EB', 'Tamaki Drive WB']]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### adds Tamaki drive eastern bound and western bound together " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "Tamaki = df.loc[:,'Tamaki Drive WB'] + df.loc[:,'Tamaki Drive EB']" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Tamaki.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### restrict to the period where the hourly weather data is available " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "Tamaki = Tamaki.loc['2013':'2018-06-01',]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "Tamaki = Tamaki.to_frame(name='Tamaki Drive')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Tamaki.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### plots the seasonal cycle " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "seas_cycl = Tamaki.rolling(window=30*24, center=True).mean().groupby(Tamaki.index.dayofyear).mean()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(8,6)) \n", "\n", "seas_cycl.plot(ax=ax, lw=2, color='k', legend=False)\n", "\n", "ax.grid(ls=':')\n", "\n", "ax.set_xlabel('day of the year', fontsize=15)\n", "\n", "ax.set_ylabel('cyclists number', fontsize=15);\n", "\n", "[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n", "[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n", "\n", "ax.set_title('Tamaki Drive: 30 days running average hourly cycling counts', fontsize=15)\n", "\n", "f.savefig('../figures/paper/seasonal_cycle.png', dpi=200)\n", "f.savefig('../figures/paper/seasonal_cycle.jpeg', dpi=200)\n", "f.savefig('../figures/paper/seasonal_cycle.pdf')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### cyclists per day of week and hour of the day " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "hour_week = Tamaki.copy()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "hour_week.loc[:,'day_of_week'] = hour_week.index.dayofweek\n", "hour_week.loc[:,'hour'] = hour_week.index.hour" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "hour_week = hour_week.groupby(['day_of_week','hour']).mean().unstack()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "hour_week.columns = hour_week.columns.droplevel(0)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(12,6))\n", "sns.heatmap(hour_week, ax = ax, cmap=plt.cm.gray_r, vmax=150)\n", "# ax.grid(ls=':')\n", "[ax.axhline(x, ls=':', lw=0.5, color='0.8') for x in np.arange(1, 7)]\n", "[ax.axvline(x, ls=':', lw=0.5, color='0.8') for x in np.arange(1, 24)];\n", "ax.set_title('number of cyclists per day of week and hour of the day', fontsize=16)\n", "[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n", "[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n", "ax.set_xlabel('hour of the day', fontsize=15)\n", "ax.set_ylabel('day of the week', fontsize=15)\n", "ax.set_yticklabels(day_abbr[0:7]);\n", "f.savefig('../figures/paper/cyclists_dayofweek_hourofday.png', dpi=200)\n", "f.savefig('../figures/paper/cyclists_dayofweek_hourofday.jpeg', dpi=200)\n", "f.savefig('../figures/paper/cyclists_dayofweek_hourofday.pdf')\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "summary_hour = Tamaki.groupby(Tamaki.index.hour).describe()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "summary_hour.columns = summary_hour.columns.droplevel(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### looking at week days versus week-ends " ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "weekdays = Tamaki.loc[Tamaki.index.weekday_name.isin(['Monday','Tuesday','Wednesday','Thursday','Friday'])]\n", "weekends = Tamaki.loc[Tamaki.index.weekday_name.isin(['Sunday','Saturday'])]" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "summary_hour_weekdays = weekdays.groupby(weekdays.index.hour).describe()\n", "summary_hour_weekends = weekends.groupby(weekends.index.hour).describe()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "summary_hour_weekdays.columns = summary_hour_weekdays.columns.droplevel(0)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "summary_hour_weekends.columns = summary_hour_weekends.columns.droplevel(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### black and white version" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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tvqvlcjRDcsZHQpr9CkjdwA0A/iCEOAippe4IgBsgdXltluOcBmlW+jEYawm+WkhLv2yDNBbxAQD/ISKl5fwdSD/0tgshnoe0WHZXSHY2G9JkFX8WNvZX/wHw/wCsFUI8BMmeFkIaq7VQHkMGSDOHmwG8LX//ewD4CwBfLZK+9Bwk+94qhHhMzuNuSE7yLQEyfwRwufzjthJApXYMngEZet54kNHnZBaAJwF8IIR4EcAgSLOKPZXzTUjP+P7w3FLIMihukWP50rWQBhS/AWlMTiFM/uIR0VpIs82ugPSSuwHSL32vDyu5e2maXKZcIYS7iRGe0pZDevk1QhoH+BKATyENiA9KRFQF6UU5ENLLuVUXXgvgEkgOxYOQHoJvQeqe2KqJKiC1Gmhbz4It2yZIL5ZJkF5mf4C0xEwoWgF/hHRf/wppOZkzIc1WU50VeVD6JXL+L0Oqi39BGme1I4i874X0Yr4K0mDweyDV8WzNy9ywiKgG0rifDQAegnR/n4XkIOkdk4/lv/+r7z6V854D6aV3LSR7fwvAMHgen+lO+ZBamTJlxu8A/D8iekPORxlnmAzJpr6GtNzIfkjd6E9DquuXIC3BMtnguL15AEZD6h67G1LL458112eFtKTJ+wDuhDRDfQUkO8uHNNEiZJKfCWmQWsaek8s5EtLyL+9r4lVDqrMukCbgPA6pToJanFd2aFMhdWW+CcnZ7gFgBhFtCxB7P6Rn3CeQ7uNf/SyT0eeNu7SGnpPypKaFAIZDeq4sBbAEUou7O24ZpLouxi9r6rEClAjgmcZisVgsDxJC3AXJGT3bz5aTiJWQ9qB9DdLyQl4nfbBYviSEOA3SD/UniOjv4S5PtIu7VlksFssEyRMchgJ4GMDqzuLEsVhmSQihzGq+F9LY6zfCW6LOoQ7tWhVCPC2E+EFIW8OUCWnLkCRdnBuFtKVLi5C2/hmrC79ICPGVHH5ECOFpdhSLxWJ1pP4XUlfad9B0N7JYLFXXQOpiPx/SYtXVPuKzDKhDu1aFEE9CGj/yPaRxGu8DaCOi38vhqZAGr18NaYzD/0Aa2zKMiBrk2TKHIY19eAHSOJ//AphKRLs67EJYLBaLxWKxIkBhHSMnhJgFIJOIesuf34O0XcgN8mdly6OHieg9IW3y+xiAwcqAZSHECgDtRGTadH4Wi8VisVisaFC4x8hNhtQNoSgF0mbOAKQZXkKI/fJ5JXyfbtbZPkizHF0khLgN0nIZSEhIGDtixIhf9iaLiYHD4UBsbCza29sRHx+PtrY2dOnSBVarFV27dlU/22w2xMXFwW63q+mEEBBC+GRoWfHx8Whvb0dsbKzKkK8TMTExsNvtiIuLg81m88hwVx6+Jr4mvia+Jr4mvia+ps51TXv37q0motN8OVJhc+SEEHMgrU+j3fcwEa7r+NRBWqzSSLiTiOhNyNvjXHTRRbRnz54gS+1bRUVFGDJkCHOZy1zmMreTcEPJZi5zPUkI4W5nI9d44ehaFUJcC2m2yhwi2q45/w2Ad4noBc25tZA2QV4qL2Y4hIiu0oQvAXADEV3oLc+OcuSISPX6mctc5jKXudHPDSWbucz1JCHEXiJy2R1Drw5fEFge5/YGgN9pnThZ3wK4UBNXALhAPq+Ej9GlGaMJD7vKysqYy1zmMpe5nYgbSjZzmRusOnrW6t2QNnSeQURfuwlPhbTK8+8hrep+N6RdBJRZq30AHIK05ciLkFbwXgsDs1Y7qkVO6dtmLnOZy1zmdg5uKNnMZa4nRWqL3IuQxrNtF0I0KYcSSERfALgD0n559ZA2Gv6tvO0KiKgOwG8hbW1TL8e7PZKWHqmrq2Muc5nLXOZ2Im4o2cxlbrDq0MkOROSzQ1neD+99L+FfA7jYzHKZqR49ejCXucxlLnM7ETeUbOYyN1h1+Bi5zi6r1cpc5jKXucztRNxQspnL3GAV7nXkOp1iYkLjGzOXucxlLnPDwzWD3dDQgMrKSthsNqfzDocDFRUVQbHdibmRzY2Pj8eAAQPQq5fb1dP8EjtyJis2Npa5zGUuc5nbibjBshsaGlBRUYGBAweie/fuTstW2O32kJSbuZHLJSK0traitLQUAIJ25rhr1WRZLBbmMpe5zGVuJ+IGy66srMTAgQORkJDgsvaYw+EItmhuxdzI5QohkJCQgIEDB6KysjLosrAjZ7ISExOZy1zmMpe5nYgbLNtms6F79+5uw6KtdZK55nG7d+/u0tUeiNiRM1m1tbXMZS5zmcvcTsQ1g+1pF4D29vaguJ7E3MjnmrUzRFi26AqHOmpB4Ejsj2cuc5nLXOaGj33gwAGce+65bsOibQsp5prL9WYbkbogcKdXSUkJc5nLXOYytxNxQ8lua2tjLnODErfIsVgsFosVQnlrdWH51pAhQzB37lw899xz4S6KqqamJiQmJuKdd97BTTfdFDCHW+QiUIWFhcxlbki5DocDR48eNZ0LRFc9MJe5HcUNJTvaFqxlbmi5gYgdOZN11llnMZe5IeU6HA4MGTLEdC4QXfXAXOZ2FDeU7K5duzKXuUGJHTmTFW2/NJkbXVwiAhGhqKjIVK6iaKkH5jK3I7mhZEdDi9G2bdsghEBZWZnKnTBhAmJjY502jx89ejQefPBB9fOxY8cwb948JCUlISEhAdOnT8fBgwed2BaLBffffz8GDRqErl27IiUlBRs3bvRantLSUowYMQJTpkxBS0uLx3jHjh3Ddddd5zH/oqIiCCGwevVqLF68GL1798agQYPw6KOPuqwTt2bNGgwfPhzdu3fHpEmT8N1337nkt27dOowdOxY9evRA3759cckllyAvL8/rtZghduRMVrT90mRudHErKipARPj1r39tKldRtNQDc5nbkdxQsqOhxWjChAmIj4/Hjh070LVrV7S0tGDv3r3o0qULCgoKAEjLs/zwww9IS0tTP6empuLgwYN4/fXXsXr1ajQ3N2PKlClobW1V2XPnzsW7776LBx98EJ9//jnGjRuH2bNn45tvvnFblqKiIkyaNAlDhw7F+vXrkZCQ4Daekv+hQ4e85g8A999/P3r27IlPPvkECxYswOOPP45PPvlEDd+3bx+uv/56pKSk4NNPP8Xs2bOxYMECJ8aRI0cwd+5cXHHFFfj888/x4Ycf4sorrwzpkjiqlF/4nf0YO3YsdYSOHTvGXOaGjDtv3jzKysqioqIiU7mKoqUemMvcjuQGy/7xxx/dnn/00UcJgKHj1ltvdUl/6623Gk7/6KOPBlx+IqLx48fTnXfeSVarlbZu3Ur9+vWj66+/npYtW0ZERGvXrqWYmBiqr68nIqKHHnqIkpKSqKamRmXU1tZSr1696OWXXyYiopycHAJAubm5ZLVa1XhpaWk0d+5c9fPgwYPpnnvuoUOHDtGZZ55J11xzjVN8d1LyP3HihMf8CwsLCQDdcMMNTmlTUlLo+uuvVz9fe+21dO6555LD4VDPPfbYYwSA3nnnHSIi+vjjjykpKcl3RerkyTaIiADsIQP+DbfImazk5GTmMjckXCLCzTffjIyMDBw6dAgUghnn0VAPzGVuR3NDzY4GpaWlYceOHYiLi0N+fj7S0tKQnp6OHTt2AADy8/ORkpKi7huak5ODqVOnolevXmhvb0d7ezsSExMxduxYKCtI5OTkIDk5GRMnTgQANd7kyZOhX2Xi4MGDmDRpElJTU7Fq1Sp06dLFa3mV/JOSkjzmr2jatGlOn8877zyn5Wa++uorzJ4922nduDlz5jilGT16NOrr67Fw4UJkZWWhubnZZ52aJXbkTFZNTQ1zmRsSrsPhwKRJk5CZmYk1a9agoqLCNLaiaKgH5jK3o7mhZkeDJk2ahO+//x41NTXYsWMH0tLSkJaWhj179sBisajnFFVXV2PVqlWIj493OrZv347jx4+rccrLyxEfH4+uXbuqcZYvX67GUbRz506cOHECt9xyC+Li4nyWV8lfy9Xnr6hPnz5On7t06eK0t255eTkGDBjgFKdfv35On0eMGIG1a9fi6NGj+O1vf4v+/fsjIyMDVVVVPssarHzXBssv9e7dm7nMDQlXGXybnp6O2NhYvPjii3jqqadM4wPRUQ/MZW5Hc0PFXr58OR555BHExATWpvLmm2/izTffdBvmcDgC5rrTxIkTQUTYsWMHdu/ejaeffhqjRo1Cz549sXXrVuzbtw/33XefGj8pKQmzZ8/Gww8/7MJS9q1NSkrCwIED8dlnn/ks76JFi9DQ0ICrrroKOTk5uPjii72WV8n/wQcfdOH6u29ucnKyy+b27hz7WbNmYdasWaivr8eGDRvw5z//GXfddRc++ugjv/LzV+zImayWlhaPmyMzl7mBShkLoUh5gJqtSK8H5jI3HNxQss12uELF7du3L37zm9/ghRdeQGxsLMaMGQMhBFJTU/HMM8+gvb0dqampavzJkydj9erVGDVqlMd6mzx5Mp5//nn07NkTQ4cO9dnS9vrrr6OpqQkzZ85Ebm4uRo8e7TGukv+5557rt+Om17hx47Bu3To89dRTavfqp59+6jF+7969kZGRgby8POzatSuovI2IHTmTFR8fz1zmms49fPgwBg8erH6Oi4vDmDFjTH9YR3o9MJe54eCGkh2KfUBDxZ00aRJeeeUVTJ8+Xd13Ni0tDffddx+GDRvmNI5w6dKl+OCDD3DFFVfgrrvuwsCBA1FRUYG8vDykpqZi/vz5mDp1KqZPn46pU6fivvvuw+jRo9HQ0IBvvvkGFovFpcchJiYG77//PubOnYtp06YhPz8fw4YNc1tWJf+pU6fi7rvvdpu/US1btgyXXHIJrrvuOtx88834/vvv8c477zjFeeONN7Br1y7MmDEDZ5xxBg4dOoSPP/4YN954o+F8AhWPkWOxIlxEhLlz57qsR0Qh2gyaxWKx3EkZAzdp0iSXc9rWOADo378/du/ejZEjR2LJkiWYNm0a7r//ftTX1+P8888HIDmbn376Kf74xz/ipZdewvTp07F48WLs2rXLhacoLi4Oq1atwujRozFlyhSX8W7+5G9UF110ET766CPs378fV111FT777DNkZmY6xTn//PNRVVWFpUuXYtq0aXjiiSdw66234umnn/Yrr0DEe62arJqaGpdBkMxlbjByOBzYunUrMjIykJmZifT0dJw8eRJ9+/ZFbGys+svYDEVyPTCXueHiBsv2tp9me3u7ocH7/oq50cHlvVYjUJ4WJ2QucwOVw+FAeno6MjMz1XEXypgTs3+IRXI9MJe54eKGkh2K8XHMjV5uIIqcknQS1dfXM5e5pnG1kxy0zty3336rhpupSK0H5jI3nNxQsu12O3OZG5TYkTNZoWrWZ+6pydXPVlWcuUWLFiEvL88lPFhFaj0wl7nh5IaSbebQCOZGPzcQsSNnssrLy5nLXNO47vYbTE9Px3vvvad2s5rpyEVqPTCXueHkhpLd3t7OXOYGJZ7swGJFqKxWKwYPHowVK1YgPT3dJTwvLw8ZGRnYvXs3zjnnnDCUkMViGZG3Ae2sU1s82SECVVhYyFzmmsKNi4vDihUr1JY3rY4fP652sz744IPBFlNVJNYDc5kbbm4o2VarlbnMDUrcIsdiRahsNhuISG15U5Ye0WvXrl1uz/srIkJVVRUSExNDtjo+i3UqilvkWJ7ELXIRqGj7pcncyOR6mq2qtMxpF8GcMGECWlpagi5rbW0t3nvvPezevRvt7e1wOBymjb+LtPplLnMjhR1tLUbMDS03EHGLHIsVgbLb7S7T2721zMXFxQW9rtGjjz6K1NRUJ7YQAkIIVFZWonv37ujbt29QebBYp6K4RY7lSdwiF4EqLi5mLnOD4trtdhQUFLic17bMff31105hZvwgmzlzJoYOHerC3b59O1JSUrB37160t7fDbrf7nV8k1S9zmRtJ7GhrMQoHd8iQIbj33ntN4fbv3x/Lly8PiOWNG06xI2eyBg0axFzmBsU9efIk5syZ4zLBAfjFmZs3b55TeLCOnNVqxYUXXui06TXg3Ao4adIkOBwO2O122Gw2tLe3o7i4GCUlJT75kVS/zGVuJLG7dOnCXOYGJXbkTFZFRQVzmRsUt0+fPi5j4rRyN2Yu2IWB4+PjAQDV1dXqOV+TLLZv346LLrr4/WRTAAAgAElEQVQIBw4c8NlSF0n1y1zmRhLbZrMxl7lBiR05k5WUlMRc5gbMVRwyd86aVhdccIFTeLCOnMPhACA5kYBvJ04frm2ps9lsOHLkCA4cOKDGj5T6ZS5zI40dig3dzeZu27YNQgiUlZWp3AkTJiA2NhZ1dXVqvNGjRzsth3Ts2DHMmzcPSUlJSEhIwPTp03Hw4EEntsViwf33349zzjkHXbt2RUpKCjZu3Oi1PKWlpRgxYgSmTJnidaJXfn4+xo0bh27dumHs2LHYuXOnS5wNGzZg6tSpGDBgAHr16oXx48cjKytLDf/hhx8ghHB5DlssFvTs2RMvvfSSGm/GjBlISkpCjx49cO655+KVV17xeh1miR05k9XY2Mhc5gbM9TVbVVFzc7NLeDCOnJK2ubnZbydOr9zcXIwfPx4lJSWw2Wyw2+0RU7/MZW6ksaNhL9AJEyYgPj4eO3bsgN1uR0tLC/bu3YsuXbqo43lra2vxww8/IC0tTf2cmpqKgwcP4vXXX8fq1avR3NyMKVOmoLW1VWXPnTsX7777LpYtW4bPP/8c48aNw+zZs93uagMARUVFmDRpEoYOHYr169cjISHBbbyysjLMnDkTffv2xSeffILFixfjD3/4g4vjV1hYiN/97ndYsWIF1qxZg0svvRQzZ85Ur2vUqFEYP3483nnnHad0q1evhs1mQ0ZGBgBg9uzZiI2NxQcffIB169bhrrvuCqk9Okl5cXT2Y+zYsdQRamhoYC5zA+babDayWq1OR1ZWFvXv35+ysrLUc7W1tS7h3333XUBldDgcKmvbtm0uefkqi5Hwurq6gMrmS5Fy35jbubnBsn/88UeXcwDCfvij8ePH05133knt7e20detW6tevH11//fW0bNkyIiJau3YtxcTEUH19PRERPfTQQ5SUlEQ1NTUqo7a2lnr16kUvv/wyERHl5OQQAMrNzaX29nY1XlpaGs2dO1f9PHjwYLrnnnvo0KFDdOaZZ9I111xDVqvVa3nvu+8+SkpKcrpvH3zwAQGgRx991G0au91ONpuNpk2bRosWLVLP/+c//6EePXpQY2Ojei41NZXmzJlDRERVVVUEIKBnsDvbUARgDxnwb7hFzmRFw68r5kYmt7S0FLm5uS7n3bXMablK+B//+MeAyqh0q+bl5eGf//xnwC1x3sKVyRFmKxLuG3M7PzfU7GhQWloaduzYASJCfn4+0tLSkJ6ejh07dgCQujFTUlLQq1cvAEBOTg6mTp2KXr16ob29He3t7UhMTMTYsWOhLAWWk5OD5ORkTJw4UX1GtLe3Y/LkydAvF3bw4EFMmjQJqampWLVqlc/JBl999RWmTp3qtLj5Nddc4xKvpKQECxcuxMCBAxEXF4f4+HhkZWXh559/VuPMmzcPAPDxxx8DAI4cOYKCggIsWrQIgNTtfuaZZ+L222/HqlWrUFlZ6VfdBit25EyW8lJkLnP95ba1tWH+/PmGJjjouenp6XjyySdRU1PjdxlJs3vEvffea7oTB0jjR5SxJGYqEu4bczs/N9TsaNCkSZPw/fffo66uDjt27EBaWhrS0tKwZ88eWCwW9Zyi6upqrFq1CvHx8U7H9u3b1QXNq6urUV5ejvj4eHTv3l2Ns3z5cqdFzwFg586dOHHiBG655RZD4//Ky8sxYMAAp3Pdu3dHz5491c8OhwOzZ8/Gzp078fjjj2P79u34+uuvMXPmTFgsFjVez549cd1116ndq++++y6Sk5MxY8YMAEBMTAyysrKQnJyMP/7xj0hOTkZaWhr279/vZy0HptCMsvQiIcQ8AHcCSAGQQERxmrC/AvirLkkPAP8morvlOEUAkgFof95PIKL/C2W5japr167MZW5A3EGDBqnOmjuHSOvMrVq1CqmpqS7hDQ0NfpWPiJCbm6vmmZKS4hInWCcuLy8Py5cvx5NPPgkighDCrzJ6UyTcN+Z2fm4o2CSPS7Xb7YiNjTWVHQruxIkT1da43bt34+mnn8aoUaPQs2dPbN26Ffv27cN9992nxk9KSsLs2bPx8MMPu7ASExPVOAMHDsRnn33ms7yLFi1CQ0MDrrrqKuTk5ODiiy/2Wt7k5GRUVlY6PW9aW1vR1NSkfj58+DD279+PTZs2qU6ZEk+vW265BRMnTsShQ4fw/vvvY8GCBU7lHTlyJNasWQObzYYdO3Zg2bJlmDVrFkpKSoJerN2njPS/mnkAmA5gPoA/Amj3EXcYAAeAizXnigAs8DffjhojV1FRwVzm+s3VjlMzMg7t5ptvdhuuHWditHzavEpLS00ZE6cPz8vLC6h8RsofCjGXuWayvY2DamtrC5jrTaHgjh49mtLS0igxMVH9Ls+ePZsmTZpEAOjEiRNq3AceeIDOOeccamlp8cjbsmULxcbG0oEDB7yWVxkjZ7fbaf78+ZSUlORzPNq9995LSUlJTuNz9WPkvvnmGwJA27ZtU+MUFRVRfHw8ufMZRo4cSampqYbGw2VmZhIApzGC7mTGGLmwTT4AcJkBR+45APt05yLakfM1AJO5zHWn9vZ2vxyknJwct+E2m82v8i1ZssSJ0djYaLoTl5WVpXLb2trI4XAEUpVuFe77xtxTgxss29vL2m63B8z1plBw77zzTgJA06dPV889++yzBICGDRvmFLeqqorOPPNMGj9+PH344YeUm5tLq1atojvuuIMyMzOJSPoB+9vf/pYGDRpEL730Em3bto0+++wzWr58Of3lL39RWYojRyRNCPv9739PycnJ9PPPP3ssa0lJCXXv3p0uv/xy+vzzz+mNN96gIUOGUPfu3VVHzmKx0KBBg2jMmDG0fv16WrlyJQ0fPpyGDBni1pFTrnXChAlO9fvtt9/S1KlT6a233qJt27bRmjVrKCUlhVJSUnzWaaee7CCE6ArgJgCvuwn+pxCiVgjxjRBisRfGbUKIPUKIPRUVFWhsbERdXR1qa2vR3NyMyspKtLW1obS0FESEoqIiAL9sjlxUVAQiQmlpKdra2lBZWYnm5mbU1tairq4OjY2NqKqqgsViQVlZGex2Ow4fPuzEUP4eP34cNpsN5eXlaG1tRU1NDRoaGtDQ0ICamhq0traivLwcNptNHRugZVRVVaG4uBh2ux1lZWWwWCyoqqoK+pqKiop8XpOyNY0/13Ts2DGf1wTA72uqrKw05T7pr+nQoUOm3Cf9NZ04ccLnNTkcDrU8CvPss89GZmYmsrOzsWPHDlRXV6OlpQV1dXVoaGjA4MGDsWbNGtx777348ssvYbfb1Xvuz3269tprcckll6Cqqgrt7e04duwYAGDPnj3IyMjA2rVrkZ6ejtLSUtjtdlRUVMBqtWL37t148skn8fHHHyMlJQUtLS2orq5GW1sbysvLkZeXh7179yIzMxNnn302amtrcfz4cTgcDpSUlAR8n/TXVFhYaMp90tvesWPHQvKMqKioCOj75OuaFPs1+xlRXl5uyn3SX1NJSYkp90l/TUePHjXtWW7mM0KZ6KNs62S1WkFEaGtrU9detNvt6mB/ZU1Gh8OBtrY2EJFTWj3D4XC4MBSuLwYAJ4bD4VDLoPCUsIkTJwKQxsspaS+55BIA0hIl2vL07t0bBQUFGD58OJYsWYJp06bh/vvvR11dHc4991w17qeffoobb7wRL7zwAqZPn47FixejoKAAl156qXpNANS1KokIK1euxKhRozBlyhT1nau/ptNOOw3r169HVVUV5syZg1deeQXvvfceEhIS4HA44HA4EBMTg08++QSxsbGYO3cuHnroITzwwAPqsBV9Hc+aNQsAsHDhQrS1tan3acCAATjttNPw97//HTNnzsQdd9yB4cOHY926dT7vk8Ph8Gh7hmXE2wvFAR8tcgD+AKABQE/d+XQAPQHEA5gKoAbAYl/5dVSLnJmtDcw9NbibN2/2u9XLYrF4DDd6LU1NTS75WSwWU1vi9OW1Wq2Um5vrNI0/GHVGe2Bu5HGDZXtrdYm2ujiVua+88gr16NGD6uvrTeN26hY5AIsBfEhETdqTRJRHRE1EZCOibAD/BLAgLCV0o2jbDJq54ef+6le/8ms7LgDq/qbuwqXvv29169bN5dzevXuDntjgLlwpb15eHubOnYuqqipDZfSlzmgPzI08bijZbW1tzI1wblFREbKysvDkk0/ipptuQq9evUJW3oBkxNsLxQEvLXIAzoO0YGGKAc4DAL7wFa+jWuRYLH/kcDiora3N1FYwoxMK9IsPh6IlzlO42WPlWKxIlrdWF1bka+HChRQfH09Tpkyh2tpaU9lROdkBQCyAbgCmQVpCpJt8CE2cFwHscpN2MIDL5fixkLpZKwHc5SvfjnLkjh49ylzmGuba7faAHKHDhw97DP/yyy99lktxIPVpCwoKQuLEFRQUuISbMYO1s9kDcyOTGyzb28vaYrEEzPUm5kYHN1oduZvgfruQIXJ4dwC1ABa6SXsegP0AGiGNn/sewP8zki+3yLEiUaFoFTvjjDN8OkmBOpBmhnOrHOtUEbfIsTwpKsfIEdG7RCTcHEVyeCsRJRHRe27S/khEY4gokYh6EdFviOjljr4Gb1JmSzGXub64ra2tbndocDcmTh++d+9ej+Hvvvsu9u3b57Vc0jPCdUybfjV1MxYD1s5+1Zch2HrvTPbA3MjlmsFWvnN6KbMszRZzI5/rySYCAp0KB89aZW6kcZ977rmQtYIVFRV5LZencXna2aVmtsRpudrw4cOH+732ndH6DUbMZa6Z7EOHDlFzc7PpXG9ibuRzm5ub6dChQx7DEaktcp1dZWVlzGWuIe6ECRP8nq2qaMSIEV7DBw4c6DFfIudtubQtZRUVFQDMa4lTwhWuPvzll18OasuuzmQPzI1cbrDsAQMGoLS0FC0tLS6tMDabLdiiuRVzI5dLRGhpaUFpaanLfrCBSOiNqrPqoosuoj179oQ8n7a2NnTp0oW5zPXKVRbdDNRhUriewoUQiI+Pd1umsrIypKSkuM2zra0Nu3btMn0JEm096MOFEIiLiwvIoess9sDcyOaawW5oaEBlZaWLA0Bk7v7DzI0Obnx8PAYMGIBevXp5jCOE2EtEFxkqzKlw8F6rzI0krnZLrkC6MLV7onpK76np/5ZbbvGYV15eXkgmNijl9RQe6AzWzmIPzI1sbijZzGWuJyFSZ62G6+goR66pqYm5zPXK1S/9EYiDdPLkSZ/p3e21aLfbKTc312Mel156aUjG7Z08edJreFtbW0Bj5TqDPTA38rmhZDOXuZ5k1JHjMXImK5JnyDA3MrhVVVXSryiNjM5WVcL1q4q7S6/PAwCampowYcIEl/NKd+eTTz5p6o4Oir799luv4bm5uXjttddczvtSZ7AH5kY+N5Rs5jI3WLEjZ7JiYkJTpcztPNz77rsvoAkO2vAff/zRZ3p3jlyPHj1czmmdsFGjRnkND9TJe+6553ymT0lJcVtmb+oM9sDcyOeGks1c5garyClJJ1FsbCxzmeuRS0RYuHBhwLNVlfDHHnvMZ/ovvvjCJVzvKOmdMH15zZq9unTpUp/px48f77Kuni9Fuz0wNzq4oWQzl7nBih05k2WxWJjLXI9ch8OB1NRUv7pR3YU/9thjPtNfe+21aG5uVs8TkZOj5M4J03YXmLkEybnnnmsovcPh8KtVLtrtgbnRwQ0lm7nMDVpGBtJ1hqOjJju0trYyl7keudotuYKZPNDQ0GAo/cqVK9W8jWzL1dDQYPpiwFqukfT+zGCNdntgbnRwQ8lmLnM9CTzZITyqra1lLnPdcknXIubvBAet6urqDKW/4IILnPIHvLek1dXVmb4YsMI1mr6goACtra0u590pmu2BudHDbWxsjLoyMzc6uQHJiLfXGY6OapELdD0s5nZ+7uHDh01b1qOlpcVQ+ra2NjV/T9tymbXEiLdwpbxG0xcWFvpdv2aKuczV6oEHHoi6MjM3OrlagVvkwqOSkhLmMtct9/rrrw96tqoSXl5ebji98mX3tC2Xory8POzcudPUljhF5eXlfqUfOHCg2oLoTdFsD8yNHu7MmTNRVFQUEna01QVzQ8sNSEa8vc5wdFSLHIvlTna7PWytYXa7nYqLi8OSdzDhHfGLl8XyJYfDQVarlWpra8NdFNYpJvDODuFx5I4ePcpc5rpwlS25zHJ4CgoK/HKI5s2bZyhPd92/ZpT5mWee8Tt9W1ubx23GOuq+MZe5yiShI0eOmM4miq66YG7ouVqxIxcmR47F0ku/JVdHt241NzfTtm3bIqalzZ/woqKicN8+1ikuxZELZAs5FisYsSMXJkcu2rx/5oaeq132wywHp6CgwHD6iooKw3loW+TMdNICbek799xzvXaxRqM9MDe6uEpr+uHDh01nE0VXXTA39Fyt2JELkyPHYum1f//+sLZ2bdmyhSwWS0S1tPkTzmPlWOGU9vvrq6ufxTJT7MiFyZE7duwYc5mrqrCwkH71q1+Z7vAUFhb6lb6kpMRQnoWFhSFx0pTyBpLe21i5aLMH5kYfd9y4cZSVlUWFhYVkt9tN50dTXTA39Fyt2JELkyOnXbeLucy1WCwhcYyam5sNpbdYLLRx40Z67LHHDOWVnZ0dkpY2pbyBpvfUKhdt9sDc6OI6HA71O5GdnR2S1uFoqQvmdgxXK3bkwuTInThxgrnMVVVaWhqSrkhtC5u39BaLhZqammjXrl2G8rj99ttD0l1aUlISVPq2tja3L9FoswfmRhdXWXpE+W7s37/fVD5R9NQFczuGqxU7cmFy5FpaWpjLXCKSXgL19fWmOEL6cC3XW/qWlhZqamoy3NK2detW0504q9VKW7duDfraX3/99Q65b8xlriLtRKWtW7fS6NGjTeUTRU9dMLdjuFqxIxcmR666upq5zCUi6SVQXl5uqkOkhOfm5hpK39zcTNnZ2TR8+HBDeerLa1aZja5j5y08Pz/fZaxcNNkDc6OPq8xYtVqtVF5ern5HzFS01AVzO4arFTtyYXLk6uvrmctcIiKqqKig6urqkDhG06ZNMzRbVXHisrOzqbW11Wde+vKa5XiatY6dvns1muyBudHHtdlsqi0q343KykpT84iWumBux3C1YkeOHTnmhpn77rvvhmwh3m3btvlM37dvXxo0aBBlZ2dTU1OTunG9tzy0jpyZXcFmObT6GazRZA/MjT7url27XL4bZk94iJa6YG7HcLUy6sjFhGeH184rm83GXOYCANLS0vDmm2+63cg+3cdG977CzzvvPJ/pL7jgAjQ2NqrXJj0XJHnawL69vd1ruK/0nsIVbqDpFRERHA6H+jma7IG50ce97rrr1O+XYsPa75EZipa6YG7HcAOSEW+vMxw82YG5Hc1tb283ZZC/u3BlsoOn8JqaGsrJyaGNGzdSv379aOPGjdTU1ORzOZT6+vqQLJdi5qSP/Px8slgsIbtvzGUukTRZyd0EI7OXnYiGumBux3G1AnethseRi7apzswNHddmswW97IancF8L/JaVlVFTUxM1NTU5OXNGnKRQOJ5Kec2qi+Li4pDdN+Yyl+iXGavayTaKHZq5w0M01AVzO46rFTtyYXLkom3xQeaGjmuz2YJeCNdTuHZBYHfhra2tqiOnOHO9e/em5ORkr3mcc845pjtxSnnNrANlrFw02QNzo4urnbGq/26YucNDNNQFczuOqxU7cmFy5KJtOxDmho7b1tYW1NZU3sK1XHfhzc3NTo5cdnY2DRo0iGbOnOmV/cUXX5juxFmtVvriiy9Mb+lrb2+PKntgbnRxtTNW9TZs5oSHaKgL5nYcVyt25MLkyLFYitra2kx3iIyGK2PiFCdOWYLE3SzajiqT2eHe9mBlsYKV3pHT2uLXX38d7uKxTgGxIxcmR+7o0aPMZS41NjZSVlYWHT582FTHpr6+nubPn08zZsygTZs2uU2/ZcsWdUyc1olTHLuGhgaPeenLa5YTVlBQEBIn7/vvvzf1vimKFjtjbui4+kW3le9GVlYWDR482LQfEdFQF8ztOK5W7MiFyZFjsYiImpubQ9IK9fDDDxMAAkA9e/Z0m76lpUUdE6ddR045lIWBI7WlzZ/w1NTUcN9qVieU1Wr1aXsHDhwIdzFZnVzsyIXJkYs275+5oeHa7XbKysqiZ555xjRHxmKx0DnnnKM6chdeeKFLeovFom7LNWjQIOrdu7dTN6uyMLCnvLWtDmY6YaFs6TNz4LmiaLEz5oaGq3x/vdlwaWmpKXlFel0wt2O5WrEjFyZHjsUicl26wAyH6Msvv1SdOAAUHx9P//3vf12cPW13qn4dOWXMXLhb0swMt9ls4b7drE4mI99fs3d4YLH0YkcuTI5cUVERc5mrLl1w9OhR0xyX66+/3smRA0AffPCBU/qffvrJZUyc1pnLzs6mYcOGdejsUqUeQuHEKVyzJz1Ei50xNzRc/dIj7mZ0m/UDItLrgrkdy9WKHbkwOXKh+pXG3OjiKi8CZX/TYB2YLVu2UExMjIsjN2/ePKf048ePdxkTp11HThkzZ7FY3JZh0KBBIWlJ89adGwxfqV+zW+Wixc6YGxqufsaqu++GWbOmI70umNuxXK2MOnIdvteqEGKeEGKHEKJBCNGuC7tMCEFCiCbNsVMXZ6gQIkcI0SyEKBFC3NOxV+BdFRUVzGWu9CsJQHV1NYDg91ZNTExU9xiNi4tTz2/evBk2mw3p6el47bXXcODAAbd7AMbHxyMxMVHde1UpnyKz91bVa8+ePSHhK/Wbn5+Pqqoql3SBKlrsjLmh4eq/H+6+n/o4gSrS64K5HcsNSEa8PTMPANMBzAfwRwDturDL9Od04bEADgD4N4AEABcCqARwva98O6pFrrW1lbnMpX379pHVanVa6iOYVq2lS5eqrXBdu3alAQMGqJ83b95MVquVjh075nFMnH7M3Lfffus2T315zeoOPf/880PS0tfQ0KCGHz582LT7Fy12xlzzuS0tLZSdne3V1hRbNKNVJpLrgrkdz9UKkd616s5pM+DIXQ6gBUBPzbm/AdjuK7+OcuQqKyuZy1yaOnUqZWVl0YkTJ4J2XCwWCw0ePFh13J544gkaMWKE+vnOO+9UuxndjYlzN2Zu0qRJbvPSl9es7tC8vDzTnTir1Up5eXku23aZoWixM+aaz21oaHBrc8p3Q2uTZnTpR3JdMLfjuVoZdeQ6vGvVgGKFEMeFEOVCiA1CiBRNWAqAn4moSXNun3zeRUKI24QQe4QQeyoqKtDY2Ii6ujrU1taiubkZlZWVaGtrQ2lpKYgIRUVFAIDCwkIAQFFREYgIpaWlaGtrQ2VlJZqbm1FbW4u6ujo0NjaiqqoKFosFZWVlsNvtqK+vd2Iof48fPw6bzYby8nK0traipqYGDQ0NaGhoQE1NDVpbW1FeXg6bzYbjx4+7MLp164bi4mLY7XaUlZXBYrGgqqoq6GtqbW31eU3FxcV+X5PVavV5TQD8vqauXbuacp/013Ty5ElT7pNyTY888gg2bNiAgwcPqtfR0NCAuro6jBs3DmvWrMHdd9+Nr776CkSkso4fP4709HSsXbsWCxYswFdffYVdu3ap5e3duzcWLVqE2267TbXzdevWob29HWVlZQCAoUOHYsWKFfjuu++waNEivP322xg3bhxqampgsViQkpKCRx55BHl5eXj77bexatUqnHfeeWhvb0djY6Najry8PHzzzTfIzMzE0KFDYbfbUVFRAavVitraWhQUFOCll17CJ598gnHjxqG6uhptbW0oLy8HEandqWvXrsXo0aNx/PhxEBHKy8vR1taG3bt3Y/ny5fjkk08wZswY9Z5ZrVZUVFQgLy8PO3fuRGZmJs4++2y1XABQVlaG/Px8bN++HatWrcL555+PhoYG1NfX+3WfPNmezWYLyTOiS5cuAX2ffF2TYr9mPyNiY2MD+j75uia73W7KfdJfU2NjY9D3qaGhAZmZmdi5cyfy8vLUcinP9mHDhmHlypX49NNPsWfPnoCfEco1xcTEmPIs11+Tw+Ew5Vmuv6aGhoag75O7a+rWrZspz3L9NbW0tAT1LO/oZ4T2mgzLiLcXigPuW+SSITllcQD6AHgKQA2AM+TwhwHk6dJcrue4OzqqRe7kyZPMZS61tbVRVlYWXXnllUG3Zs2ZM0dtfVu4cCFZrdIaVgkJCer5r7/+2u3equ7WkVPCBwwY4JJ3VVWVqS1xSrjCNbulb/v27U7nzdrIOlrsjLnmc5WJSkZs+PTTTw+6VS6S64K5Hc/VCtHYteoh3iEAN8v//xnAN7rwqwHU+uJ0lCNXU1PD3FOc63A41Id9bm5uUA7L5s2bnWarrlu3jqxWK1VUVNB1113n5OB5GxPnbsycuzwrKipCMru0oqLCdCcuKyvLiascZnR5RIOdMTc0XO2MVV+2lpWVRTt37gx7mZnbebhadSZH7iCAW+iX1rcWAD004Y8jgsbINTU1MfcU52oduZMnTwbluOTl5anOWmJiIjU1Nanc999/Xw2Li4vzOibO3Zg5ZekO7bF169aQrCN38uTJkLT0KVxt+NVXXx30PYwGO2NuaLhtbW1ubW7r1q1ubTLY9cQiuS6Y2/FcrSLWkYM087QbgGkA2uX/uwEQAK4AMBRADICeAJYDqANwpibtAQAvAugO4AIAFQDm+cq3oxy5iooK5p7iXGVVeKtV6gINxoG56667nGarKuGlpaVUUVFBcXFxTo6eu71V3a0jp5zXl+Hmm28OyezS0tLSkLT0KfWrDw920kM02Blzzec6HA4XR87XdyPYrtVIrQvmhoerVSQ7cjcpLx7dMQTAEgDFAJohLSuyGcA4XfqhALbKLXNlAO41km9HOXJWq5W5pzhXO/OzsbExYEeltbWVBg4cqH5HnnrqKTVc4V5++eVqeJ8+fbyOiXM3Zk5ZGFjJOycnx3Qnzmq1Uk5OTkha+pR60IcH+3KNBjtjrvncI0eO+G3DwY7LjNS6YG54uFpFrCMXrg+Le9kAACAASURBVKOjHLmSkhLmnuLcV199VX3YFxcXB+ywbN++XXXS+vXrR83NzWr4jh07yGq10j//+U81zrhx4wyvI6eEt7a2OuWpL68ZTlxWVhbdd999IWnpKy4udhse7FIk0WBnzDWfW1lZ6betWa3BbREXqXXB3PBwtWJHLkyOnNl7PjI3+rg///yz+rD3tBWWEcfl97//veqk3XzzzU7hyozTn3/+WY3TpUsXOnHihKF15JRwfVn05Q1Fd2hHhQezWGs02Blzzee2t7d7tCl967U23G63h63MzO1cXK3YkQuTI1dYWMjcU5xrs9nUh31BQUFADsqmTZucZqtu2rTJKbygoID69+9PK1asoLPPPluNt2LFCq9j4vRj5s444wynMhw+fDgkTpaWayb/qaee8hiem5tLzc3NYbcH5kYPV5mx6s72vH03gvnREKl1wdzwcLViRy5MjhyL5e1lYNRRycnJUZ2z3r17U3Nzs9v0SUlJlJGRocadP3++4XXkBg0aRMnJyUG1GkZ6+LFjx8JtDqwokqelR3zZoBk7PLBYerEjFyZH7ujRo8w9xbnaWW9Ky5m/Dsntt9+uOmfdunVzCVdaBzZv3ky9e/dW4yYlJdHmzZsNrSOnhH/33XdO3FA4WeFq6Qt0IHo02Blzzed6WnrEl63l5+eHrczM7VxcrdiRC5Mjx2J5exkYcVxaWlro9NNPV52zZ5991uOYnebmZtqwYYNTN6y+O9XXmLnCwsKIa0kzMzyY8UusU0fuWqb9sTmLxRLuS2B1MrEjFyZHLtr645lrLle7GLC2JcofByQrK0t1yk4//XRqaWlxSX/48GGyWCyqMzZr1iw1zZw5cwyvI9fU1KQuDOxrzFkwTlY4W/oC6faKdDtjrvnc/Pz8gMdjZmVl0YYNGzq8zMztfFyt2JELkyMXbTNkmGsut7Ky0ulhr/2Vb9RRufLKK1Wn7Pbbb3eb3mKxUGtrq+qMPfnkk2qaX/3qV9TY2Gh471XtsiaR1JJmJNzbTELt0dDQEBZ7YG70cI8dOxaUjR46dKjDy8zczsfVih25MDly0bZmDXPN5TY0NDg97P1dR27Tpk0khFCdMv0CvUr6HTt2UHNzs+qkDR06lBISEtR0r732ml97rwazjtzGjRspKSmJPv/8c5ew1atX01133UXXXHMNbdmyxXQnz9vaXtr0ixcvDos9MDd6uN6WHjFia4FOeIjEumBu+LhasSMXJkfOao2uVaSZay7Xbrc7Pey1OzsYcUw2bdrkNHHB3X6oWVlZNHLkSJcxb1dffbWaNiEhwa+9V5Wy6Mv7pz/9ibp27Uqpqak0efJkGj9+PI0aNYoGDx5M/fr1o/j4eDXPt99+26WsgwcPdtqZwuyWOqM7RuTk5Pj1CzrS7Yy55nN9zTb3tIuIcgQ6sSYS64K54eNqxY5cmBy5aNvXjbnmcpV9VpWHfV5enl8Oys033+x1tqpy5OXluYx5e+utt9S0I0aMMLSOnBKuOIz6vUu1jpqv46WXXnK5Ru1esN27d6eDBw+a5sRlZfm3N6w/a31Fup0x13yudpKSO9vztK+v1uYC6W6LxLpgbvi4Whl15GLAMlU9evRg7inMlb57QHp6OjIzM/HAAw8gLy/PJZ4SnpGRoYa3t7fjs88+U+M89dRTTuFa9erVC4mJiWhsbITNZgMATJs2DbGxsQCAgwcPIiEhwSlcq/j4eKf0S5YswSOPPIKjR4+CiJCXl4eMjAxceumlPq85JiYGvXv3Vq8dgJp+wYIFOPvsswEAra2tWLp0qVN4ZmYm0tPTXZhGwzMyMgyndzgcTmX0pki3M+aay1VeiIrcfT8TEhK8hiucjiozczsnNyAZ8fY6w9FRLXI1NTXMPYW57e3tTr/Qc3NzDbc6rV+/Xm29GjhwoMs+qPouT3dj3tLS0lTGkiVLDK0j17dvX6eWs/fff1/Nc9OmTfTmm2/SypUrad26dbR9+3Z67bXXqG/fvrRq1Sqqq6vzua1Xfn6+U8vd8uXLTZv4UFFR4Vd6o61ykW5nzDWXW19fb4qtBbLDQ6TVBXPDy9UK3LUaHkfu5MmTzD2FudqV4a1WK1VVVRl2TGbMmKE6O3fddZfHl8XRo0cpNzfX7Zi3P/3pTypjxowZhtaRW7JkiVOXbChml95www1qHjExMbR27VpT+FVVVX6l/+KLLwytKxfpdsZcc7krV670aXPbt2/3aZOBTHiItLpgbni5WrEjFyZHzt9lDpjbubh79uxxesjX1tYacjA2btzoNFtVP7ZO3zJQWVnpdsxbcnKyyujatStVVFT4XEdu2rRpapqzzz47JEuIHDlyxGkHinvvvdcUvlK//qQ3MrYl0u2MueZyDx065NN2LrvsMp+2tW3btg4rM3M7J1crduTC5MhVVlYy9xTmTpw40elhf+LECUOOxrp161Qn57TTTqPW1laPL4stW7ZQSUmJx3XitDNFMzMzva4jV1xc7NSt+tFHH5nuxFmt0uSMnj17qvnExcXR/v37g+Yr9etPeiOtJpFuZ8w1l2uz2QzZsBEba2xs7JAyM7dzcrViRy5MjlxraytzT2GufkxcQ0ODIYdk4cKFTrM7fb0stmzZ4nHMW/fu3VXWggULvK4j98orr6hxR44c6VJeM5y4rKwsOv/882nLli2Umpqq5peWlkYWiyUofkNDQ0Dpfc0ujHQ7Y665XGXGqhm29uGHH3ZImZnbOblasSMXJkeutLSUuacwV/8yOHbsmE/HorGxkfr06eO0jIe3l8XmzZvp7rvv9jjm7V//+pfK6t27Nw0bNszjOnJjx451WudNX14znDhlU3Gr1Ur79u2juLg4iomJoTvuuIPWr18fFD8/Pz+g9L5a5SLdzphrLtfX0iNWq1X9bviyyQMHDnRImZnbOblasSMXJkcukFlLzO0cXO0+q/44QP/9739VZ2rw4ME+W6laWlpo06ZNHse8NTQ0UFJSksr817/+5XYducTERKfZpD/99BM1Nzeb7sRlZWU5LWz873//m3bv3m0Kf9CgQQGn9/aLOpLtjLnmcvX7I3uyHa0Ne7MtfxcGjqS6YG74uVqxIxcmR66oqIi5pyhX/0LIysqi5cuX+3Q0pkyZojpTS5cu9fmyaG5upoKCAo97pzY1NdGsWbNU5pw5c1zCs7OznVoBx48fT01NTXTkyBHTnTirVZppG4qWvi+++CLg9A8//HBI7YG50cF1t6xIMDbc1tbm18LAkVQXzA0/Vyt25MLkyLFOXSm7OvjjUKxfv95pturOnTu9prdYLIb2Tj3jjDOclvtwt47cmDFj1Di33XYbNTU1UUtLi+lOXKSGb9++vUM2vmZFtp5//nnTbY3timWG2JELkyN39OhR5p6i3JKSEpcH/eHDh72+DNasWaM6U8nJyS6L6+pfFidPnqThw4dTQUGB171TN2zYQD169FDZffr0cQrfuHEjjRgxggCQEEINLygoCIkTdfjwYY/hxcXFtGzZMmpubvabr3ADLZ+n7pFItjPmmsv97rvvfNpMv379qKCgwLDN+9PtFkl1wdzwc7ViRy5Mjhzr1FUgv+wzMjL8mq367LPPGto7tampiWbPnq2yFy1a5BLe2NhIu3btohdeeEFNP3DgwA5tKXvttdfU9eX+9Kc/dXhLXaAbnbM6j9ra2rzazt/+9jfq1asXJSQkGLatQBYGZrH0YkcuTI5ctHn/zDWPe+DAAZeXgbbFSP+wr6+vd5pw8Oqrr/p0RJKSkmjjxo30888/e1xHTulGfeONN1T2eeed53VMnZL+H//4h9OgbrOcKE8tfY8//rhaRiEErVy50rSWPqPlc7fTQyTbGXPN5XpbeqS2tlZdZzEmJoaSkpIM2Zg/PxAiqS6YG36uVuzIhcmRY526MrKoqDZ89erVqhNzzjnnGFpTbcuWLT73TlXCi4qKKCYmRs1j9erVhvZe/eqrr0LeEqYcjY2NdOaZZ6plvPbaazukJU57fPnll+E2HVaY5G6CktZWtm/f7jSz+29/+5shW8vOzuZxcqygxY5cmBy5Y8eOMfcU5Sr7rGpfBoWFhR4f9pdffrn6gli2bJkhx6OlpYU2btxIf/3rXz2uI6d11kaPHu3U4udr79UjR444ldksJ8rb7NJevXo5vSw3bNhgmP/FF1+YUj79vomRbGfMNY/ra4LS888/72SbS5cuNWxTtbW1ISmzUTE3OrlasSMXJkcuVGNumBv5XHeLimZnZ7t92H/++edOL4ivv/7akAPS3NxMTU1NXteR046Z0+5vOmvWLGpqaqLFixfT7bffTomJiS7p6+rq1K5VM1vCtOvTuQufP3++U+tkfX29If4555xjSvn0Y5oi2c6Yax63uLjYq21olwYCQBdffLFh23r55ZdDUmajYm50crViRy5MjtyJEyeYe4pytY6c8jC//fbb3T7sV61apb4cBg0a5HO2qt6Ry8/PNzTmTbu/affu3enbb791ejH16tXLZe/VQGaP+grXz+jVhx87dszJ6bzhhhv82jEi2PJZrc5LRkSynTHXPO4999zj1UZiY2Odvi+xsbFUU1NjyMa+/fbbkJTZqJgbnVyt2JELkyPX0tLC3FOQ297e7vZhvnXrVrcP+2uvvdav2apZWVlksVhUJ23y5Mle15HTjnnTvoy0e7qOGTPGJX11dTVlZ2ebPiatvr7eZ/oXX3zR6aX5zjvv+ORrucGUz2p1XjIiUu2MueZyv/76a4+2UlNT47TGo79d/0ZbbCKlLpgbGVyt2JELkyNXXV3N3FOQW1xc7PZhXl5e7vKwP3nyJCUkJKgvhjfeeMOQ47FlyxbVScvLy/O6jpy2u1TrNOr3dNWnz8vLo+HDh5s+saC8vNxn+paWFho+fLhavqlTp7q0VOrTK9xgy6e8eJWXb6TaGXPN5XpbemTbtm0uThwA+stf/mLYpoxMeIiUumBuZHC1YkcuTI5cfX09c09B7smTJ90+zKurq10e9pmZmepLYeTIkYZmq2ZlSUuPKGPaKioqfK4jpxxbt251eRnFxsZSUVGRS/orr7ySsrOzqbW11TQnTqkHI+n79Onj1AqiHWPoLr1Sv8GWTwlXxjVFqp0x1zyur72Rn332WdUOtd3+EydONGxb7pa2CabM/oi50cnVyqgjFwMfEkLECCEGCiF6+orLYp2q6tWrFzIzM5GRkYG8vDyX8PT0dDX8tddeU8/PnTsXQgincE/pb7zxRjQ2NsJms7mEx8fHIzEx0W34uHHj0KdPH6dzl112Gfr37++SvqWlxS0/Ly8PGRkZyMzMRHp6ut/h3333naH0q1evxuLFi3HmmWdi9erVSEtLMyV/o+EpKSkuYazOKek9Kcnd92///v1q+B133KH+/9VXX6G1tdWJ5en7q82DxQqZfHl6AOIA2ADMMOIZRurBXavMDSVXGSPnq+tv7dq1Ti1j+/fvN9xq9P3336vdoNu2bfO5jpw2XL/Ex//8z/+4Tb9t2zbq168fffPNN6a2dM2bN89w+urqanVAuS++u67rYFsS7XZ7xNoZc83j+lp6RNnCDgDl5+fT0KFD1c/PPvusIVsyssNDJNQFcyOHqxXM7FoFcBjANUbiRurBkx2YG0qudrKDt8H4H3zwgfoyGDx4sF+OR0tLi9oNOnbsWEPryCnhS5YscXLk+vbt6zZ9dXU1bdy4kSZPnmyaE9e/f3/aunWrKU6W/vA0mSQYvs1mi1g7Y6553IMHD3q0iaSkJLWLPzY2lurq6uimm25Svz9Gt+syMuEhEuqCuZHD1cpsR+5WAHsBnGYkfiQevPwIc0PJ1c9a9bQ8xlVXXeX3y0A5pyw90tTURLm5uYbWkVPCH3nkESdH7j//+Y/b9MXFxdTU1ERbtmyhLVu2mOYk6Zcf8Td9XV2dy7i9rCzPy7sE6ySWlZWZZFnOilT7PRW58+fP92gbzz33nPpdGT16NFmtVnrppZfUcxdccIFh2/I14SES6oK5kcPVymxH7mMAZQCaAeTLn1drjlVGOOE8eEFg5oaSq+zqoH+Yaxesra6upm7duqkvg7feessvR0PryOXk5BhaR04Jv/DCC50cudtuu81t+rq6OjX9aaedZpqTpF8Q2J/0a9eupbPOOoteffVVl3BPCy4H29K3e/fukGyxFKn2eypyve0K8vTTT6vflenTp5PVaqWff/7ZacmgDRs2GLKxiooK08rsj5gbnVytzHbktvs6jHDCefAWXcwNJffLL790+zDXvizee+89l1/5Rh2OLVu2ODlpjz/+uOF15Pr27UuJiYlOjlz37t3dpj9y5Iia3syWrkC3/dLWWd++famkpMQp3NsWaMGU/69//WtIfnFHqv2ealxlxqonW5g3b55qdz169FBt7ayzzlLP5+bmGrKlJ554wpQy+yvmRidXK1Mduc5wdJQjxzo1NWbMGJ+Ow4QJE9SXwGOPPea34+HPmDh9eFJSEi1btkzNPyYmRl1+xFN6Zasus50kf8Lr6v4/e18eHkWR/v8mJBwSSEhCOAyXHLKs4A2oaEBdVhFXQVwFBRV+K6IoKniBy7ECCuuFuroqflUQUJRLJCSTg9wcch9yhRyTO5NkkslkZjrX+/sj6drqnu7pY3qOJP0+Tz2QqalPV731dtVnqt56qxoHDx5M6j158mSvPb++vl6/+LydilTokeHDhxOb27BhA8mfM2cO+fydd96RZVPHjh3zdXN1aaPiMSIHAAEA0B8AgpSW9WXyFpHLycnRcTsgbnJysuBgnp2djQzD4K5duzgrYmfOnFFEMOLj4zk+bZcuXZIdR47O79y5MycQMT///fffJ+X5RM4dkpSdna26/O7duzm6++CDD5z0qzWJY3Hp2x60EH+1346Gyz+xSve9yWQithYUFITV1dVoMBhw/fr1uGTJEs6PCjm2JbUF52td6Lj+hUuL5kQOAKYAwGEAYACgCQBuav38awB4UgHO4wCQDgAWAGgUeEYyAFQAgLn1e3fyvoMAYAMAK5VCpZ6rr8jp4imR2qZhGAa//fZbMgEMHTpUMdG4dOmSIp84sXzaR+/BBx90WZ72a/P2Shw/TZgwgdT7z3/+M1qtVq88X1+Va58idKUeawN0IOAxY8Zw8nv16kXyQkJCZL8jug3poka09pGbAwCNAPA9ADwFAM0UkXtNiY8cAPwVAGYCwFwBIvcEAEwDgDBoiV+3oJWoDaC+gwAwQe7z2KSvyOm4nsJ1tU3Druw88MADqk+rMgyDixcv5vi0ZWRkKIojx+Z/+eWXnHqwd6uy+RkZGZzycm+dkMpfv369W+V79erFIaFr164l+vUEiaNX+i5cuOAXdqbjaod76tQpUVugr8975plnODYRHx+PgYGBJD8rK0uWrbm64cHXutBx/QuXFq2J3EUAeLf1/514RG4KAJTJweFhTuQTOZHvmQBgGvW3XxM5XTqeuNqmYRgGy8rKMDg4mAz+3333nWJiceTIEUU+cWz+I488gv369cNff/2V5F999dWkLqtXr3ZZ3tcrcXT+u+++yyGhly9f9srz+/fvj3V1db42M100lJiYGNE+nzhxIrGzTz75xCl/0qRJJP+9996TZVNab9Hr0jFEayLnAIC7UZjI3Q0Adjk4PExJIgcAY1qfNZz6DAGgpHX79TC4CFQMAM8CwFEAOBodHY0WiwXNZjNWVlai1WrFsrIyZBgGCwsLsbm5GXNzcxHxf0w7NzcXm5ubSQws9n7LyspKNJvNaLFYsLy8HO12OxYVFWFjYyOePXuWg8H+azQasb6+HktKStBms2FFRQXW1NRgTU0NVlRUoM1mw5KSEqyvryenYWiMvLw8zMvLw8bGRiwqKkK73Y7l5eVut+n8+fOSbcrLy1PcpgsXLki2CREVtyk3N1eTfuK36cyZM6r76cqVK5xVnJycHDQYDLho0SLMzMzEDRs2kIH/+uuvR7PZjKmpqThy5EhMT09Hh8NByrL/ZmZmYlRUFKanp2NtbS0WFBSgyWTC4uJiLCkpwYyMDJw1axbeeuutmJ6ejhaLBbOzs9FqteKlS5cwNjYWX331VfLciIgIzM7OxoqKCnzuuefI58OHD8ekpCTMz8/H6upqPHPmDFqtVszIyMDQ0FD897//jQaDAXNyctBms6HRaESLxYIlJSWYnJyMU6dOxZSUFDSbzVhUVIS1tbWYn5+PDocDMzMzMTIyEjMzMzEnJwezs7PR4XBgfn4+1tbWYmpqKt5+++2YkpKCJpMJq6qqsKSkBC0WCxqNRjQYDLhy5Uris2a1WnHEiBGk7nfccQdu3rwZk5KSsLS0FCsqKrCiogJLS0uxpqYG09LScOjQoZiRkcHRLftvRkYGRkdHY1paGmlTVVUVmkwmPH/+PCYlJeG8efMwMTERjUajJmNEbm6uqvdJaoxg7VfrMeLKlSuq3iepNl26dEnWuKe0TefOnZPVT+np6aK2R59M/fTTT4m9nD59GhmGwTVr1pD822+/XbbtibXpypUrmozl/H66fPmyJmM5v5/E5jh3bS8vL0+TsZzfpj/++EPVnCvVposXL3qMR7Bt0prIXQaAxShM5F4HgDNycHiYLokcAEQBwCUAeI/3+T0A0LU1PQYAdpBxfZi3VuQ89ctLx/Vf3Pz8fNHVnOjoaBw7diwZ+NesWaN4tYgOPaLEJ46+luuhhx4ieQaDgXweEBCAv/32G8mzWCwc/CeeeEKTlS6tDk4cOHCAc/DhX//6l9dWCuVcgO5JO9NxtcF15dNaXl5ObKtTp04YERHhZMOnT5/mvD9xcXGSNuTqwEN71LGOq41oTeTehJbDCU8CQEgrkbu5lVRVAMBLcnB4mKJEDlpOxZ4DgM8AIEAC52sA2Cz1PG8RuaKiIh23g+G+8847ooRg3759HOJx4cIFVYSC7/P25ptvSvrEDRo0iDz3zTffJPlxcXHYqVMnktezZ09SPi8vj7Nde/DgQU1IkNFo1Ixk/fWvf0UAwK5du+L777/vERK3aNEip3w592Z60s50XG1waVcIvi3Ex8eT9+KGG27g5LM27HA4sE+fPuR7YWFhsmxN7MBDe9SxjquNaE3kAgDgP9ByWrW+lcgx0HIA4j9yMAQwBYkcAAwGgCsA8L5MnC8B4Aep73mLyNntdh23g+GePXtWlBh8/vnnZMC/9tprVRGL+Ph4J5+4pKQklz5zX3/9NXluly5dMDw8nJM/efJkkv/YY4+R8klJSU4+c1qQJIvFohnJCg8Px8mTJ+OVK1cIrtYrcYmJiYL5UlH6PWlnOq42uGLX6RkMBly7di15L+bOnStqE4888gj53vPPPy/LpsQm/vaoYx1XG9GUyOH/SNMwAJgPAEsB4DkAGKGkfCtGp9Zt0cmtRJDdJg0AgJEAUAgAq0XKXgcAYwGgMwAEA8DD0BKK5G9Sz/UWkSsvL9dxOxhuQ0ODKEGgHaPVnFZlGAbtdrtTnLjCwkKXceTefPNN8tzp06c75W/bto3kjxo1iuTPnTvXKQ6dw+FwmySVlJR4ZLuzpKREcxJnMBg4uHT+2LFj3Qol4Y/229Fwxa7Ti4yMxJiYGPJefPbZZ5z82bNnE9v56KOPyPemTZsmy7aWLFmius5qRMdtm7i0eITIaZEA4Gl6q4lKgwHg29b/W3npidayk1q3XOugJc7cUQB4XM5zvUXkLBaLjtvBcOvr6wWJQnFxMQYFBREb37x5syqiYbfbnXziysvLRX3m9u3bx4lM/8MPPziVLysr44Tz2LRpE0ZHR+OECROcfO7sdrvbJEksYLK7JKyqqkpzEkfjCuW74xvjj/bb0XCPHDkiagN0aBG+WwFtw8eOHSPf6927t6wwPYcOHVJdZzWi47ZNXFo0J3Ktq2DPAsBGANjX+u8/AKCzXAxfJm8RObPZrON2MFyWyPEn/C+++IIM9uPGjVNNOE6cOOEUJy4xMVE0jlxoaCh5bvfu3XHv3r2Ccebuv/9+zmSUkJCAiYmJTj53WpCkqVOnak7iGIZBk8mEBkNLnLnNmzdrhm8ymUTz3QkS7I/229Fwhw8fLmgLpaWl5H0ICgpy2rZnbS0yMhLj4uIwPDycfP/kyZOStlZfXy/4I6A96ljH1Ua09pH7EwDkA0ADABwCgF9b/60HACMAjJKD48vkLSJXWVmp43YwXJrI0YP5TTfdRAb69evXqyYWDz/8sFOcN3a7VCiO3GOPPUaeO2nSJNE4cS+99BInLIrVasXi4mInn7tBgwa5TcJSUlI0J3EM03J9V9euXTEoKAinT5+uGT4bUkAsX+2qnD/ab0fCbW5uFu3T/fv3c4iclE3Qdyfzt2GV3PDQ3nSs42onWhO5dAA4DQADeZ8PBIAzAJAmB8eXyVtEzmq16rgdCFeIHDAMg9u3b+e4DtA3BSglGKmpqU7hRQwGg+DdqrW1tTh06FDy3IiICNG7V3v06MEJtWA0GtFkMgn63LlLwsxms+YkzmAw4OjRozl6Tk9P1wTfbDZLrq6ocXb2N/vtaLjsiVWhvqXjw02ZMsUpn7Zhg8GA3bt35xwYkmNbQj8A2puOdVztRC6RCwR5cgsALEdEI/1h69/LAeBWmTjtXurq6nTcDoSbk5MDqampTp+bTCby/1GjRsGAAQM4+TExMbB161aYNWuWYHk6X6huXbt2hR49ekBtbS00NDSQz/Py8sBobHlNAwICoKGhgZPPSnBwMISGhkKnTp0AAKCpqQkMBgPY7XaSz+I3Nzc7lU9NTYVZs2bB1q1bISYmRjLfZrO5VV4s/7PPPoNHHnmEfL5s2TJARLfxT58+7TI/JSUFXn31VafPpcTf7Lej4gq9f8ePHyf5U6dOdcqnbTgmJgbWrVtH/k5PT2cXN0TxAYDzHaV1Vio6btvEVSVy2B4AnAeRQwXQcm/qRTk4vkzeWpFjGEbH7UC4FRUVgr+8Z82axfFTU7vqRIceoX3ixo8fLxpHbteuXdin9g/cAwAAIABJREFUTx989tlnJe9efeqpp0g9H374YTSbzYJ3t/JXI5SudNXW1mq6Esfm19bW4tmzZzmHSlavXu02/siRIyXLJyQkKPaV8zf77Wi4rkKP0Dc6HDp0SNDW6LI2m41zL+sff/whaWtCgYHbm451XO0ENN5afQgAsgFgHO/z8dBy68PDcnB8mbxF5AoLC3XcDoTb1NQkSAzuuOMOMsC/9957qomFw+EQjBOXnp6u6u5Vfv6RI0dIPbt16yYYRy42NhZ37drlFgljb7/Q+nQpizt//nzONvH+/fvdwqe3aF2VVxok2N/st6PhioUeoQ8udO7cWfCHh5BNsMGpAQBfffVVWTbDJ//tTcc6rnbiNpEDgN8B4AiVyqElIHAJAJxq/bep9fMjch7my+QtIudOjCkdt+3hsr/w+YN1dHQ0GeDPnTunmsDY7XZBn7Xa2lqXceSEfOLEfOquueYap9Or/PIXLlxwi4TJCc+gJp+NcZefn88Jp/LNN9+4hc/iyimv5Oouf7PfjoYrRtDfe+89Yjs333yzYN9HRUU59T3tV9elSxdZtsW3l/amYx1XO5FL5Fz5yJ3jpX0AsAkA4gDgeOu/m1o/Pye9idsxJD8/X8ftgLgxlE9MYmIiFBcXA0CLn9qAAQMU+cQJ5dM+aw0NDVBSUuIyX6o8KwEBATBlyhTy95AhQwTLFxQUuOVzduzYMU184vj5hYWFAABw8eJFCAgIIJ+vWrUKHA6HanwWV075pqYm9sevpPir/XYE3MbGRpg+fbrg+9XY2Ej+369fP6f8mJgY2LVrl9P7eeedd5L/h4WFyXq/WR9WOXV2R3TctomrSuSwvfaQvLUip0vHEv5WjcHQEtMMWn+lX3311W6tOtlsNkGfNb7P2/Dhw3HmzJm4fv16ch2XWJw5fvn333+fc8pVqPzQoUM1XUnzRP7u3buxd+/enC1tbz1/06ZNvjZFXSTEVeiR6dOnE7sJCQmRbQtWq5XjJ/fDDz9I2sq8efN8rQpd2oiAv97s4KvkLSKXk5Oj43YgXCGfm3Xr1klu08glDpmZmYI+a++99x7H523Dhg3kmYMGDXK6W9WVz9zw4cM5oUg2bNgg6FOnZLuRn5+ZmekREpWZmcnJp69O6tWrF+7cuVMVPhsuRm790tLSZG21+Jv9diRcV6FHBg0aROzmiy++UGQTd999Nyn77bffStpMRkaGz3Wh4/ovLi2aEzloueP0XWjZTt3OT3JxfJX0FTldPCH8a3wYhsEvv/ySDOx33323WwRmyJAhgj5rcXFxHJ+3hQsXkmfOmTNHsc/czJkzSfm3335bsDyfyPnLShydX1tbS04fDhs2DMPCwrz2fHeu7tLF80KfWKX7rri4mOPnpvQ2kxUrVpDyc+fOlWU7DOP5E4+6tH2RS+RkxZELCAh4BVpucngaAIYCQG+BpAu0xPHScTsO7jPPPOPkE0P7TjQ3N6vyiYuJiYHPP/8cqqqqnHzWAgICoEePHsTnjWEY2LVrF8mfPn26Yp+5u+++m+T9/vvvguVbxpUWUepzVlBQ4DJfqrxY/p49ezj5nTt3hg8//BDeeustMJvNsH37dlX4R48eVVy/5uZmjo6ExN/styPh0n1Dv3/fffcd+XzMmDEQHBws+H7SNkzn9+jRg3yenp7ulC/0fgcFBcmqszui47ZNXFUih+0BQCEAfAQAAXK+749JP7Wq43oCNyEhwemX9xNPPEF+ob/88suqV33Ky8sFfdoMBgP26dOH+Lz17NmTPC88PBz3798v6VPHz//qq68IRs+ePXH48OFO5W02m+qVLHo1T8uVMHe2e13lC51QlFNealXO3+y3I+Hyr9Jj+5L2cXv22WcV21pERAQGBwcTjLy8PElboe2kPelYx9VWQOM4ciYAuFfOd/016XHkdFytcZubmwUH6wkTJnCcn9USC4fDIejTFhUVhenp6SQ0yd/+9jfO1UJK4six+eHh4RgSEkJwvv/+e6fyhw4dUt0WT8eR05okyo0jx08JCQl44cIFTe1Mjui4rnEbGxsxKSlJsM/o9/XLL79UZRN0QOotW7ZI2gwdf7C96FjH1V60JnL/BoDP5XzXX5N+s4OOqzUuS+T4g/WAAQPIoH7ixAnVBIMlanyfNoPhf1Hma2trsW/fvuR57I0DcuPI0fn0ZPR///d/TvmDBw9WTZJqa2s95hMnVd5ut2NcXJwifH4UfyX1O378uKZ2Jkd0XNe4dXV1on3HP+gg1reubvugV+Hnz58vaTv0DQ/tRcc6rvaiNZELBIDPASARAJYCwPO8tEAOji+Tt4hcWVmZjttBcNlTcPRgHRERgYGBgWRQz8nJUU1UbDYbZzs0Ojoap02bhgzDYFFREVkBYp8VGBiIPXv25Gyj8suHhoaK5tMnV59//nnB8r/88osqEpaamuqRgw+sHsTy9+7di2PGjEEAwNDQUNn4LK7a+okFCfYn++1IuGI3sBQVFXFudIiIiFBlw7GxsQRn8ODBsmyE3ZprLzrWcbUXrYncvQBQAwDNIqlJDo4vk7eInNVq1XE7CC6fyDEMg99//z0Z0Pv378+5o1QpIWCJHL0dajQakWEYgvvcc8+R502dOlW2T5xQ/urVqwnWyJEjBcuXlJSoImG333675iSO1YOr/Mcff5y0adSoUbJ96ty9W1boTk21diZHdFzXuGI3sOzdu5fYx9ixY1XbWlVVFWdF++eff5a0FZbstxcd67jai9ZE7hIAGADgTwAQLKeMvyVvEbnKykodt4Pg0qttbIqPj+cQh7KyMtXEZf/+/U4+bSwRKSsrQ5vNxgk+vG/fPrfuXs3NzSVYAIB79uxxKm+321W1JSUlRXMSxzAMpqSkuMynibXQBCuGz/abO/UTWpXzJ/vtSLh0vEe6z1atWkVs47nnnnPLJsaNG0ewevToIWkzly9f9okudFz/xqVFayJn1Q87yBOz2azjdhDcpUuXOg3W9OnPLl264IEDB1QTGL5PW11dHck3mUz4ySefkGdFRUVhTU2N23ev0v5C3bt3d8pnT64qJTkmk0lzEmcwGHDq1KmS5adNm8ZZaWT16ArfZDK5Xb/09HR0OBxu25kc0XFd4wrdwBIZGYl33HEHsY2vvvrKZd/SNiyUv2TJEoI1bdo0SduZMWOGT3Sh4/o3Li1aE7ndALBYznf9NXmLyFksFh23g+CeOnXKabBetmwZGcxnzpyJEydOVEUEqqurnXzaaBKVnJyMkZGR+P333+OaNWvw3XffVewTJ5RPX1UUFhbmlC+HBAnlV1VVaU7iIiMjMTk5WbJ8YWEhx//viy++kMRn9etu/XJzc922Mzmi47rGFQs9QvuzHjt2zC0b3rNnD8G64YYbZK0m+0IXOq5/49KiNZG7u3V79W0AuB0ARvGTHBxfJm8RufLych23g+A2NDQ4DdZPPvkkGcw///xz1U7+Bw4ccPJpY7c1DQYDzp4926kMe8pVrk+cUP7KlStJ/e+55x7ROHZK20T71mlF4gwGg2yfPXoLLSIiwqVTu5h+1dSvvr6eE2/Kn+y3o+CWlpYK9lVBQQFn9Zxe8VZjayaTiRDDgIAALC8vl7SVurq6dqFjHdczojWR4xxs4CX9sAMldrtdx+0guOyvfHqwvvPOOzk+axaLRRVxyc/Pdwr94XA4yHcTExOdcBwOhyKfOKF8ert2+PDhonHslJIci8WiOYmjcaXKV1VVccK0sFcpieEL6Vdt/engr/5kvx0Ft7KyUrDP6BW0oKAgyT6VYxM33XQTwdy1a5ekzTQ1NbULHeu4nhGtiVyMVJKD48vkLSJXVFSk43YQXHq7hh2so6KiyEB+5swZcspUKQGgY8hZrVY8cuQI5zssLh+DvfFBTRy50NBQXLRoEef0XUFBgWAcO6Ukx2g0ak7iWFy55V966SXSrtDQUCwuLhbFF9OvmvrTq3L+ZL8dBbexsVGwb+jV54ceekiybxctWiTZ97RrwuLFiyVto7GxsV3oWMf1jGhK5NpD8haR89TF2Tquf+HSwYDZRMeSAgCsqalRfTiAjiHH3860Wq34zjvv4NmzZwXLHjlyRFUcuejoaOzTpw8OHz6ctGH37t1O5S9cuKAZyXE3X8m1YRERERgdHU3atmjRIlF8ut+0qP/JkydV2Zlc0XHFccVCjzz44IPEFjZu3KiJjdK+mGPHjpUs39DQ0C50rON6RrRekbtKKsnB8WXyFpHLy8vTcTsALj8MB8MweOHCBTKIh4eHI8MwTiFK5E4WcXFxHJJFb2fSsa+mTJnihHnx4kWn8nJ95tLS0rBLly4Ef9myZU7l58yZo7hNK1eu9AjJy8nJUVT+p59+QgDA4OBgXLJkiSi+O4GcxfLNZrPf2G9HwhULPUKT+uPHj2tia7/88gvB7NSpE1ZWVrq0lfr6+nahYx3XM+IJHzm+bxwnycHxZfIWkdOlY8ixY8ecBnM6hpwcnxupfNYnbdiwYZzvPv300+Q506dPF8R6++23FceRY/MXL17MWVXg56empmpOcryV73A4cNmyZWRV0ZvPp+/X1MV7wj+xajAYMDw8nNj4VVddxTno4G6fDxkyhOMnK1Ve7BYQXXTRmsg9DQBP8dIrALAfAPIB4P/JwfFl8haRy8nJ0XE7AG55ebnTYE7HkJs0aRJGRkZiZmam4snA4XA4+bSxebW1tZwgwGLXTtXV1eHAgQMVx5G7dOkSHj9+nOAHBgaS7Vw62Ww2RRNedna2R0jS+vXrPULCsrOzPULyrly54hf221Fw+fHj2ETfYnLbbbfJ6jvahl31/YIFCzghiKRsQ7cJHVdMvOYjBy13sH7kLo6nk74ip4uWInR3Ix1D7vXXX1dNBNjTp6xPWkFBAcmjT9oFBgZifHy8KHbfvn0Vx5GzWq1osVgwJCSEPOebb75xKu9vK21tJZ8fjkQXz4rQyjnDMLh8+XJi3w8//LCmfbx161ZFK/OnTp3ytZp08VPxJpG7FwAq3cXxdNJX5HRcLXGFHKhnz55NBvD//Oc/yDAMZmZmKp4MiouLyXbm/v37sby8nOQtXLiQPGPGjBmSmOnp6YriyF26dAkTEhLwqquuIs8JCQlxKn/11VcrapPc1Qyl+Vqs9OXk5BAfKTbfkyt9GRkZWFNT41P77Si4RUVFgn0xdepUjn1raWtGo5FgBwcHS8Ys/Oyzz7yiCx23beDS4k0i9xYAFLuL4+mkr8jpoqWwRI4ezMeMGUMG8N9++031xL9x40bBa7kYhsEbb7yRPEPoYm4+lt1uV3X36hNPPMEJzcDP97eVLjX55eXl+Nprr2HXrl3xlltu4cTp8/TzT5w44WsT7hAiFnqkf//+xL6//vprzft8xIgRBP/999+XLO+N4LK6tD3R2kduvUD6GADiAaARAN6Xg+PL5C0iZzQaddwOgCt0dyN93c+ZM2eQYRjMzc1VPBn88ccfonebBgQEkGecO3dO1oRTV1cnO47c8uXLMSEhgXP6buzYsU7lpaLg8/Nyc3M9QpJY/aopn52dzTmh+/bbb5N8GldLEkffz6tl+AJ/eS/8DZd9T+m+ycvLI33evXt32f6eQncri/X9vHnzyDOWL18u+W6UlZV5XBc6btvApUVrIpcrkM4DQAIAPA8AQXJwfJm8ReTq6+t13A6AyydydXV1HCJXU1NDPldKBOjQIfS1XPRJu65du8qOUcf3uXPlMzdw4ECMjY3F3Nxc8qwuXbpgbGysU3klJCYhIcEjK11q735l06uvvsrxOYyNjXXqN61IXGRkJOfgCsNod2LRX94Lf8MVCtr9r3/9i/T5HXfc4REb/v7778kzJk6cKGnDnohJ1tb7rqPi0uK1rdW2krxF5EpKSnTcDoCbkZHBGYwvXrzodNKTYRgsLCxUNeHTZIn97IMPPiDPuO666xRhDhw4UDKOXHJyMrkbNi4uDgcPHkyeN2rUKExMTOSUdzgcsp//3HPPeWS7srCw0K3yJSUlnIMdGzZscOo3LVcS+fZQX1+PDofD6/bbEXCFgnYbDAaO/+fChQs9Ymtbtmwhz+jWrRvW1taK4hcWFnokNE1b7ruOjEuLTuR8RORsNpuO2wFwBw0axBmMDQYDGbj/9Kc/kcGaXZlTMvHv378fIyIi8OjRo5zvfvrpp+QZjz32mGISIRVHzmazYU1NDSkzceJE8ryPP/4YGaZldS8+Ph4jIyPRZDJhWVkZbtmyBfPy8rCxsREbGxuxoaGBpKysLLzuuuswKSlJcxLHMAwmJSW5TbLoiT0qKgorKytJv2m9Hcy3B4PBgA888IDbJ1n95b3wJ1z+qjGbxo0bR/r722+/ld2nSm2iX79+5DkpKSkubcITqzttue86Mi4tmhM5AOgPAM8CwL8E/OXWycXxVfIWkauoqNBx2zluc3Oz02D89ddfk0H773//O8mnB3A5k4XD4SBk6/XXX+d8JzU1FRctWoR/+ctfcN26dYpJBH1/q5DPnMPhwNLSUlK2e/fupE1PPPGEE/aXX34pW2fl5eWCgVndJUmPP/642yRr7969nCj///znP7G0tFRzEscwDNEvP9/drTV/eC/8DXfPnj2CfUMTrI0bN7rdd2Llaf/L1atXi+KzuFqHpWnLfdeRcWnR2kduGgA4AKABAIoE/OVy5OD4MnmLyGkdVkDH9T9cdsuGHozffvttMmi/9tprJH/y5MmKJnqWyCUkJGDv3r1FyyYnJ6v2KROLI+dwOLCiooJ89+OPPyZtGj58uNMzzp49q0i/TU1NhMxpRZKSk5M1IVl0MOeQkBD85ZdfPOLTx+pXKN8dfzl/eC/8DffKlSuCh2PoLU+p0CB0efrdkGMDS5YsIc+aPHmypA1rfcNDW+67joxLi9ZE7jwA/AoA4XK+749JJ3I6rla4TU1NToPxX/7yFzJof/bZZ6oJF3swYejQoS7LKCWIbLLb7YJx5OLi4pwmq5qaGuzUqRNpF70iwTCMIr8eVr/Nzc2Ynp6uGUniT65qSZbNZsNRo0aRtg4YMEBzEsfqVyzfnWDB/vBe+BtuQ0ODk6537NhB+njChAmy+/L06dOKbe38+fPkWfxrwITeZa395Npy33VkXFq0JnJWALhXznf9NelbqzquVrg0kWMH46CgIDJo7927l+Qp3aLLzs4mJMvVd5Vu2dL5gwcPdoojx9/mYdNNN91E2rV27Von4qFGv6WlpXjo0CFNSBK/vu6QrJ07d5K2durUySm8i7v4DMNgSkqKy/ysrCysq6tTZLt8/WopbRlXaPWXvn3lpZdekt2nRqMR09LSFPW5w+HgbNnTP/CEbCIzM9NjutBx2w4uLVoTOQMAvCDnuzKwHgeAdACwAECjQP59AHAOAOwAcBYAJvPyhwFAIgDUAUAhACyW81z9sIOOqxUuHQyYTX369CED9unTp8nnSh2kZ86ciQkJCSTsiNiEoeYQBZ3PDz/CHmDgH0qYP38+Z1WBjy13BYmv3+bmZsFYfEpJEq0Hd0lWfHw8IeTXX389iQWoFb7BYMBbbrlF1uqPUvGH98LfcIVCj9AHHb777jtZfcf+YFmwYIHivp85c6bL94e1YYPBgL1799b00ENb7ruOjEuL1kTuOgA4BQBPtR56uIqf5OC0Yv0VAGYCwFw+kQOAawDABgBPAkBnAHiilbANbs3v1LrN+2nrc28CgHIAeEzquXr4ER1XK1z+VT11dXWcLUh6RU5pGIuwsDCMi4sjoT3YtGTJEgwKCsKpU6fi/v37VYc1YfNtNhshcXQsNn6YkG+++Ya0a9y4car9usT0KxSwVclEyepBC5IVGRmJGzZswFWrVjkFBNYKX+6qjtLDD/7wXvgTrlDokfj4eE5AbfoHl6s+ZPvijz/+UGwD//nPf8jzbrvtNkkbTkpK0lwXWouO61lcWrQmcs1UahJKcnB4mBMFiNwqAEjnfZYOACta/z+pleiFUPnvAMABqefpAYF1XK1wX375Zc5gfOnSJTJYh4eHcwZrpYFl9+/fjw888IBTma5du5JnrFmzRlWgYTqfPfRgtVrx8uXL5HN+0NPTp0+T50ZGRpKVO6WEw5V+s7OzVZOkuro6zUgWXz9akziDwSD7Rgyl/nL+8F74E66QP1tOTg5ndUxq1Zv9jP2xosYW6PenV69eGBcX59LWrly5orkutBYd17O4tGhN5J5uXY0TTXJweJhCRG43AHzM+2wDAOxs/f/LAHCSlz8NAKqknqdf0aXjaoV74sQJzmCckJDAWbWiB3OlVz1ZrVa8cOGC03dHjx5NnrFr1y5VV3/x83JzczEhIQHPnj3L+YwuY7fbMSwsjDz7/PnznHy5DtpS+uWvMMolSRkZGR45XaqFfoXylaz0sVuDWuhXrbRV3P/+979OOv3555+JHQcFBcnuM5ZQG41GrK+vV9TnDoeD43bBjw3JtwktDzy01b7r6Li0yCVygSBDEPE7RPzeVZKDI0N6AEAN77NqAOgpM58jAQEBzwYEBBwNCAg4WlZWBrW1tVBdXQ1VVVVQV1cH5eXlUF9fD0VFRYCIkJeXBwAAubm5AACQl5cHiAhFRUVQX18P5eXlUFdXB1VVVVBdXQ21tbVgMpnA4XBAcXExNDU1QXNzMweD/begoAAaGhqgtLQU7HY7VFZWgsViAYvFApWVlWC326G0tBQaGhqgoKDACWPAgAGQn58PTU1NUFxcDA6HA0wmk9tt6tKli2Sb8vPzFbfpqquukmwTAChuU3R0tCb9xG9TY2Oj7H6KioqCbdu2QUpKCqSmpsKJEyeIzQ0aNAiGDRsGW7duhX379sGVK1dIOywWC1RXV8Ott94KO3bsgJdeegmOHDkCiAgFBQWAiFBcXAyDBw+GgoICSE1NhYSEBNi2bRsUFhaSZwwcOBBCQ0Ph0KFDsGTJEti5cydMmDABioqKSBsAAI4ePQqzZs2C3bt3wx133EF0YDaboba2FnJzc2HPnj0wYMAAMJlMRAcxMTGwZ88emDVrFhw/fhxuvvlm8uzExEQYP3487NixA9auXQtHjx6VZXsDBgxw2U/du3cHh8MBVVVVwDAMlJWVQWpqKmRlZcHWrVvhmmuu4bStuLgY0tLS4IcffoCffvoJxowZA7W1tVBbWwtmsxkcDgccPnwYFixYALt374aYmBhSlv33999/h7lz58LOnTth/PjxnH666qqrICMjA3788UeYOXMmnD9/nvQTi5GamgrHjh2DrVu3wrXXXgv19fVQUVEBNpsNqqurISsrC9auXQs7duyA8ePHQ1lZGfTp04f0E9s/e/bsgZiYGCguLobGxkbST1lZWbBs2TKoqamRHCPYvtN6jOjTp4+q90lqjAgNDZU17iltU2BgICAijBs3DmbNmgVHjx4l9Th+/Dix4+nTp8PKlSvh4MGDYLFYSPsYhoGRI0fC1q1bISsrC06ePEn009jYCIGBgTB8+HDYtm0b7Ny5EzIyMsj7xNreuHHjYOfOnbBgwQI4evQoTJgwgTz3119/hZiYGNi9ezfMnTsXDh8+DBEREaQdWs5PYWFhmozl/H5ixd2xXOkYodb2goODVc25Um3q3r27x3gE2ybZIofteSJBO12Ry8nJ0XHbOS7/NNzs2bPJL+4lS5ZwfpmvX79e9i9/NoYcP89oNBL87t27o91ux8zMTE1Win7++WfOd2j/P/Y7s2bNIs+nrzQyGAzYt29fWdurcvXb3NysaNUjMzNT05U4NmVmZmJ4eDhef/31CAAYFhbGWTlRi8/qV0l5LfWrVNoqrlDokb/+9a/Ejjdt2iSrD9555x0OtlDoIak+XLhwIXnu9OnTJW1Yq8DAbbXvOjouLeDvV3SJELlVAJDG+ywNnH3kulP5/wI/8pHTpf0L/zQcHcH9008/VU0oHA4H2mw2pzJxcXEEnz31qNV2X1NTE86dO9fld3v27EmeP378eKd8NacsXUldXR2OHTtW8+1Spfl79uzBIUOGkLbff//96HA4vPZ8IT8tXeQJ/8dWfHw8RkVFkb5kTyRL9QU/xAT7Q0NJX9KuCVFRUZyDTHpf6+JK/JbIQcvJ064AMBkAGlv/3xUAAgBgaCtRmwkAwa3/Cp1a3QAA3QDgBgAoA4DHpZ6rr8jpuFrgCp2GY1dtAAB//fVXpxUYuRN3fHy84Hc/+ugjgj958mTNVqJYZ12bzYbR0dFoMBicTuQyDIPbt28nz+/SpQu5AJxNxcXFmumXFYZhnMKTCLWPX1+tSBSrX9r/EVpv7XB3pU9NeanDD75+L/wJl/+OGgwG7NWrF+nDnj17cg46yNU5vdqnpM/j4uI4p2VPnjzp0ibcva6NX1+tRcf1LC4t/kzknqYHRiqxZI2OI3cOhOPIJbUSvmIAWCLnufqKnC5aiNBF3IMGDSJ2rOTuRqHJRuharn/84x+c03ZarfTQE8bly5ddlu3bty+pQ1ZWFidPq4mHL/xYc75YCWMYBhcsWEDaHhAQgNu2bfPq89l06NAhdDgcHtF1exJ+wG6GYXDFihWkD2NiYmTpXuzggVAcSam+u+2228jzhQIDC/3A0kUXvyVyvkreInJ5eXk6bjvGTU9P5wzW/Bhy/Lsbc3JyZA/2kyZNEsybMGECwWcv36Zx1ZIEegunubkZ09LScOXKlYIYf//73wX95FxNeGr0KySNjY2i7WP1oDWJovVbVVXFuWid3WJVg5+RkeFW/f744w/N9etK2iKu0AnoN998k/TfjBkzZPUB/wcKW2ebzaa4D9evX0+eP2nSJJc2nJCQoImfXFvsOx2XK5oSOQD4EwCMp/7uBgBroeVwwotyMHydvEXkPLU6oeP6B25JSQlnsL58+TIZoPv06eM0mPMHfVeDfWpqqtNnDocDe/ToQZ7BxnyjcdWQGKGtuqamJlEseiLq0qWLE5ZW+hWTjz76SLB9Qj6F7pI4If2GhoZydhC++eYbVfhCJEBp/YR8qHz9XvgT7j//+U9u5WqvAAAgAElEQVQnXU6ePJn0XY8ePWTpmq9nus78VWmpvjx48CB5fmBgIMbHx4vaWmRkJFZVVWmiC0+IjutZXFq0JnIHAGAN9fd/Wn3X4lq3OF+Tg+PL5C0iV1RUpOO2Y1z+6lBiYiIZoMeOHes0mBuNRlmDvd1uFwxQ+uOPP3ImIHYliMVVS2LEVtEKCgoEy6SkpJB6REdHO+VLrSBo0W9NTU0cR3OGYTAtLc0j25lC+qW3WNlTrErx+fagFQn39XvhT7jHjx93Og0eGRlJ+u7bb7+V1PmQIUNc6njFihWKfxjQh4Z69erl0iY2bNigiS48ITquZ3Fp0ZrImQBgauv/g6Ellts/Wv9+GQDOy8HxZfIWkbPb7TpuO8Zl/WPYwfq1114jg/Ojjz7qNJgnJibKHuyFtusiIiLwq6++wi1btnB8aywWi1srUWIn44TCnzAMg9XV1eQeUgDAHTt2SK4SqdGvlNBkzmAw4JgxYzzikyak36qqKs4p1nHjxjltpUvhWywWTepXX1/PWQn19XvhT7j88DX0qnloaKisk8fHjx93WefKykrFfXffffeReixevJjk0zbBppMnT2qiC0+IjutZXFq0JnI2ALir9f93Qstp04jWv+8CAJscHF8mbxG58vJyHbcd4/Kd76+66ioyONMx5Nj82bNnq5qopSaa1NRUt0iA2IpcaWmpKMZNN91E2vrbb79x8qW2GbTsN9afLzIyUnA72l2S5Eq/BoOBs0X2448/KsIvKSnRpH6sbXlCv7S0RVy+DpcvX076bOLEibJ0LGTP/DofOHBAUR+uWbOG1IMdF8RsWIsDD22x73RcrmhN5M4CwOut//8QAH6n8qYDQJkcHF8mbxE5i8Wi47ZjXH7oATrIKD+GHMMwmJycLGuwFwrE66rMxIkTVZMAodUGVmpqakSx5s+fT9q6YsUKTv65c+c00a9cKSwsxKysLKyqqtKcxEnp96GHHsKuXbvi7t27FeNXVVVpUj8+gfb1e+EvuEL2261bN2K3r776qixdC7kK8OssFHTYVV+lpaWRegwaNEjS1tw98NDW+k7HdRatidw8AKgHgN9bV+NmU3mfAECCHBxfJm8RObPZrOO2Y1y+j9bEiRPJ4LxmzRqnwdhkMska7NnYUnInhgMHDqgmAT/88INLPfDbKLSNfP/993Py77vvPk30q0Sam5vRZDJpTuKk9Kt0O5VOSldx5OQ3NTX5/L3wF1whYn/zzTcTu92yZYukTsVWw/h1ZsOcyO2z2NhYzgo+e3BJzCbcDQzc1vpOx3UWTYlcCx7cCQCLAeAe3ucrAWCKXBxfJW8RucrKSh23HeOmpaVxBtvBgwdzHOD5g3FZWZnkYM9udfK/43A48Pz58+QQBJ3P4iolAX369EGGEb+IvbKyUjQQLx2hPjIykuPTl5yc7HIFwVP9VlFRoTmJc0e/UvnTp0/XlMSx9sO/gUAr8fX7plT++OMPjm4cDgdGREQQu/3uu+8kdSvmdsCvMx14WG7f3XjjjZxDF+wYIVTe3VORba3vdFxn0XpF7i4ACBHJC2H95/w5eYvIWa1WHbcd4/bt25cMtnV1dZwDAL/++qvTYGw2myUH+4aGBjx48KBTXm5uLgIAduvWDa+//npOPo2rZCL5/fffJfUgdLsDwzhHqD9//jwn32azua1fpWK1WhVvccnJV6rflStXck4iiuEnJSVpSuJoIj1jxgwsKirS7K5OVr+eEE/hzps3j6OjixcvEnsNCQmRtZpqNBpl11npdV30itzcuXM5tsYvLyc+oytpa32n4zqL1kSuCQDGiuTdDABNcnB8mbxF5MrKynTcdorb3NzMGWzp03BRUVGCg3FRUZHkhNzU1IRDhgxxmgD27dtH8IOCgjj5NK4anypXekhNTRXFog88bN68mZPnaivIk/1WV1eH/fv313SlS65+i4uLcdKkSeQUK//kMb883x60IHEGg4FDYNgV3qamJrdJXVt6j5ubm50OqdDhe9iA21K6vHz5suw68295kMJ///33SX2GDx/u0takrmWTkrbUdzqusGhN5JpdELkYAKiVg+PL5C0ixzDi21Y6btvGZbdS2MGWHpRvvfVWwcGYfy+p0GBfUVEhOPD/+9//Jvj33XcfJ4/FVUoCpCYGdiWgX79+gphvvfUWqdO0adM4ea5Ioqf77dKlS5qROCX6pW0AeIGChcrz7UGrlUSxMDfJyck4b948LCsrU0UK2tJ73NjYiLW1tRyd0X6d7KlyKTcHJXUWug7MFX5NTQ0GBweTOuXn57u0CXeIXFvqOx1XWNwmcq3bqctbUzMAfEX9zaa1AHAKALLkPMyXyVtErrCwUMdtp7j0oG0wGDAkJIQMyPxrf9jBOD093eUEfPDgQaeTdmy6//77Cf769es5efn5+YpJgJyQBqweDh8+LIi9c+dO0VVCV1tBnu635uZm0UMaakiSEv0+9NBDToGCxfDz8/M1J3EGg4GD66r/2ZU6pfr1VL9pKfX19UQPQj5pW7duldStUhsWsjupvrvzzjtJnZYtW+ay7/Lz81Xroy31nY4rLFoQudegJRCwqXVr1Uz9zaYiaLnA/iY5D/Nl8haR09I/Rcf1L1z+r+85c+ZwAnwKDcZRUVEuJ+IVK1aI/qqn/e9+++03t0mKHOdpVg9i95sWFBSQOgUHB3N8jlwRRW/0G59oa306VCy/srKSc+hlypQpGB8fL1ie3XrVun5K735NTU3FJUuWSF4F1VbeY3a1nNZDfHw8x6fzwoULkjpyRXLF6nz69GlFfbh06VJSp65du7rs43/84x9u6cQTouN6FpcWrbdWcwHgBjnf9dfkLSKXm5ur47ZTXL4/zNNPP00G5BdffFFwMM7MzHQ5oVZUVAj62URERHAco+lL3A0GA7777ruKSYCcgYfVg6vQCoMGDSL1+uyzz2Rt3Xqr37Q6+KBUvwbD/wIFs471QuWzs7M9QjKVxiHkr9Q1NjYK9l1beY/Z94PWw/nz50l/0NfbudKFq3dErM4///yzor6KjY0l9Ro8eLBLW8vIyFCtk7bSdzquuGhK5NpD8haR06X9ysWLFzmDLB1DrmfPnoonZtaZmSZy7He3bNlCsNlrhdRO8uyzlIir0AqPPvooqdvHH3+smU+PFmI2m7F3795eWYnj59F3sYaEhJAtVm89X4v8jIwMXL16NdbW1vq0H5XKnXfe6dSmrVu3claPpXSiljQxDIN9+vSRrfOqqirOavvPP//ssk8YxvO+WLr4p2i9IvcIAMyj/h4CAFkAUA0AOwAgTA6OL5O3iFxOTo6O205x58+fzxls6Xs3N27cKDgYsysEQhMo64/Dxm2jv7N3716CfdtttznlC4UIcTVJy41JRetBLLTC+vXrSd2efPJJTn5xcbFq/aoRIdwzZ864TXKU6pdhGNyzZw8GBgZytljpVSCDwYDr1q3zCAnzxEpffX09XrlyBRsbG7GpqQkrKirw3Llz6HA4PNJvaoU+TZ6ZmUnas3jxYtIXjz32mGTbX3nlFdV1PnLkiCLdjh8/ntTtiy++cNk3agMDt8cxuCPg0qI1kTsBAK9Qf/8GAJcA4M3Wbdf/yMHxZdJX5HRxV44ePUoGW5vNxvlVbTabFU+ULLniX/LNMAyuW7eOYLOhJdyZpKV8oYSEHxiYfcZHH31E6jZixAhO/vLly7VWu2LR+uCDknz6pDF9itXXK22eyK+vrycHKE6dOoWvv/46XrlyBZuamkhqbm72+Cotu6LNryMbFgYA8Mcff5RsY0lJiVt1UKLDJUuWOLlliJV3NzCwLm1XtCZyNQBwb+v/Q6Hluq4HWv+eBQBGOTi+TLqPnI7rLi5NuH744QcyELMx5IQGY/7KjtA2ZFJSktMATvvfLViwwC2fqNTUVNmTKa0HsUMYERER2KlTJ1K/0tJSkn/s2DHV+lUjYrhC29VKSIo7Pmf0FuvgwYNx//79bq30yclX4zMpJ1+rlb7o6GhMT08nxO/KlSuaETyatLM+qfHx8ZybSFi3CFd1laqPKxvmhyaS0tXq1atJ3UaNGuVSl2oDA7fHMbgj4NLiCSJ3T+v//wYAdgDo0vr3XQBgl4Pjy6SfWtVx3cVlJwyDwYChoaFkIL7llltEJzYxB+vRo0cjIqLdbhcc+J9++mns3r27qP+dEp85qS0jMT3YbDZRTJrI0SdqxXzxvN1v7KqcWhLijk8ie4r1/vvvx61bt7p1urS95jscDqyvr8eamhq3+5+PazAYsFevXsQ+IyIinLa4hVYX1doaK/T4IKWT8PBwsg0fEBDA+THEL6/Uv1VufdWKjutZXFq0JnJpAPB/ANAdAH4FgFgq70kAyJeD48ukx5HTcd3FpQfj119/nUwUjzzyiOgEJhZH7syZM4iImJmZKTrgx8XFYa9evXDv3r1OeUrinJlMJtV64N8ty6apU6eS9q9YsYKTJzTA+aLfysrKVJMQNXH66GQ0GgVDkPgyjpya/Ndee80jJI/Vb79+/fDKlSuq+5+9eJ6vXzrEx7333itZNznbl1I2TLsiyNEN7Zqxfft2l/VTQxra4xjcEXBp0ZrITYCWOHJNratz46i8XwBguxwcXyb9Zgcd1x1c/i//FStWkEH40UcfFR2sR44cKTiYsw7MQlc2yZkIEhMTZU2iBw4cUDQJ8PXAv7uSTRs3biTtHzdunGDblOhXrUjhHj161KP6VZqv9kYOqXxv3xjhLj5fvw0NDarIys0338x5BquHV199ldjnzJkzJeso50CBlK3xXRGkdPD444+TOs6fP9/t+imtr1rRcT2LS4umRK4FD3pAy72qYbzPpwDACLk4vkr6Xas6rju4FouFM8g+88wzZBDu3r276GDNv/uRTXTgXTWTpBjB4pdX6l/D10N+fr5gXU6dOkXaHxAQgPHx8SRPaHXDV/3GJ+Ba61dJ/smTJ7GwsNAj25Vq796VyvfG3bBsYuPZyRX+3ce0HujQQD169HBZl759+8p6T+TYmpJDNnFxcaSO0dHRLnV59uxZ2XqRW1+1ouN6FpcWzYlcW0/eInJWq1XHbYe4BoOBMxjTJ+JWr14tOlgLnWalfV7EToZKTZJJSUmyJlGlv+T5ehCaLBmGQbvdzvET7NWrF2d1Ral+1YocXDUHH+TqV05+TU0NLl68GAMDA/GNN97wyEqf2WzWnMTRuFqTRFf6nTFjBtrtdtn9Sj/TbDY72eYPP/zgsk6HDx/WzNb477MrndTU1GC3bt049RTTye233y6rjkrrq0Z0XM/i0uI2kQOA5wGgN/V/V2mBnIf5MnmLyFVWVuq47RC3qKiIMxhfc801ZAA+efKk6GBdVlbmNJjTqw5CfjXLly/HTZs24dGjRzlbZjQGi+tqwmADDrurB7FDA/fccw/RwVtvveVyFdCX9qDm4IMc/crNp7fhg4ODcdu2bZqSONbOPLHSR+tBS3wp/dbX10v+CBGKc5iSkoJnz54l+o6MjCQHIMTqJncVUI6tCQWBdqWbe++9lxNE2pXuqqurZdVTSX3ViI7rWVxatCByzQAwlvq/q9Qk52G+TN4icmazWcdth7h0nKj9+/djcHAwGYCrqqpEB2uTyeQ0mNMDgNBJt1tvvZVgx8XFCWLTuGLPVhO2QEgPQgGLGYbBN998kxMLi81PTk5WrF+1IhfXaDQqIiFy9Cs3v7KyEvv27Ut0dcMNN2BxcbFm+AzD4IEDBzyy0sfqQWuSKFe/Yr5zYqFxpk6dim+99RbR9eTJkyWfIXfVWo6tXbhwQZGO1q5dS+o6adIklzqsqKiQVU8l9VUjOq5ncWnRt1Z9ROQsFouO2w5x6W0cOrRB7969XQ7WLMljU3JyMjJMi5OsUOwph8OBISEhBN9oNApOADSuuxOUlB7EtiZ37NhB6jl+/HhOvs1mU6RftSIXt7GxEQ8ePCh7gpWjXyX5oaGhnAvcr7vuOjQajZrhT5w4UXMSx+rBEyt9SvSblpaGiYmJnP68cOGC4HeTk5M525Vvvvmmy7ooWbWWa2s33nijbF0cPnyYE49S6KQzm5QGBvb1O6fjui86kfMRkSsvL9dx2yEuvQX64YcfisaQ4w/WJSUlnDx6lUzI/+zSpUuc+FdiAzuL62oSVHMKUEgPYqfxfvrpJ1LXLl26cE5kxsbGKtKvWlGCK7aKo1a/SvP/+9//csjctdde6xRnTi1+amqq5iSOYcQP67iLr0a/jY2N5KaIUaNGCZYpKSnB66+/XjSsBx9Tyaq1XFs7f/687DbZ7XbOD8Njx465XJ1UIv7wzum47okWW6ujlCQ5D/Nl8haRk+Okq+O2PVyayH377bdk4L3rrrtcDtb88A30r2qTyeQ0YO/evZtgjx49WnRCsFgsLidBtdHghfTg6jRenz59SH3pFS9+bDB/sQe5sb6k9KuWxHz11Vec+1gDAwNx8+bNbuPzT1VrRULHjBnjkZU+tfplb4YQK1tdXY09evQg+t2yZYtLbCUx7OTaWlNTk6K2TZ8+ndR3/fr1LtuuRPzlndNx1YtWPnJNMpLuI0dJUVGRjtsOcWkis3LlSjLwduvWzeVgvWjRIk4+vUq2ceNGp7K0z0zXrl1dbje5mijy8vI01YPYabzOnTuT+m7YsEGUSPqLPcg9+CClX7Ukxmg04tatWzk3YwwcOBD/+OMPt/DZbVotSVxkZKRoQGh38d3Rr81mw4sXL2JsbKzTd1JSUohew8LCMCIiwuUzDh06pLmtKT1c89prr5E633fffS51oGSV3V/eOR1XvWhB5GKUJDkP82XyFpHz1AXHOq5vcQ8cOEAGUzqG3MKFC2VPSPxf1Oz9j3R68sknOdhimNHR0S6fmZ+fr6keLl26JPis+fPnk/o++eST5HN+W/3JHi5fvizZZ1L6dYeEGAwG7NGjB+fAzI033ujWtWD0dWpariQKXdOmBb47+k1ISMARI0bgoUOHnFwP6NXy++67zyWW0lPdSmxN7ICQUFvpgzDdu3cXPanOMMr8Xv3pndNx1YnuI+cjIqd2JUTH9V/cxsZGzmBKx5DbtWuXy8E6JyeH5J87d46DK7TKNXz4cIIthMdiZWRkiE4MMTExmuvBYDAI1ufAgQOkvvygpvQk6U/2UFdXJ7nS5Eq/7pCYjIwMkr93717s2rUrRkRE4PHjx93Cz8nJ0ZzE0bhak0R39DtixAhMSEhAq9WKdXV1HDI3b948Yo9Lly51ianU/UCJrSmJXZiRkcHZbufH2KPLKyEP/vTO6bjqRFMiBwD3AMDTInlPA8AkOTi+TN4icrq0P+EfShg6dCgZdE+cOCF7AtqzZw8Hl+93Rkd6BwAsLCxUNUlmZ2drroP6+nqMiopyenZ1dTXnzsgdO3YIEjl/EyUHHzyZHx8fj4cPH/bZ89tafv/+/QmJo1NcXBxGRETg6NGjiS3+8ssvLrE9uaLCv1FEqm1Tpkwh9V62bJmobpRsBevS9kVrIncIAN4QyVsCAAfl4PgyeYvI5eTk6LjtDJed9A0GA0ZERHCIS2VlpcvBOjs7m/yfv93ID2iqJKwJjcvPd4dAudLDwYMHBSejG2+8kdS7Z8+egttA/mgPrg4+uNKvOyQlMzNTVnn+4QUp/MzMTI+QKFYPWpM0NfqNiIjA/v37Y2xsrBORS0hIwGHDhnF8NqVWE5W+J0ptTe51XdnZ2bh161ZS71GjRonqoG/fvrIJqD++czquMtGayNUCwD0iefcAQI0cHF8mfUVOF7VCr97QA25kZKTsCY2/jUP/YmfLrFq1SvA0rJJJUunJNiVCB0Wm6/Lss8+Sej/11FOqtoF8IUJx/LQkQWrzs7KycMCAASTmoL/Vz5f5sbGxGBERwSFzrM/cN998Q+wwPDyc+BwKYaWkpHjcvpTco1xUVMQJTbNr1y5RXWRmZnq87rr4h2hN5MwA8KhI3t91Ivc/aWvsX8eVxqWJHO0TNmLECMmJh1154JMaIRJx+PBhXLBgAU6cOJEEMlW6UuIueZK7Mkk/c+PGjUQnU6ZMIfnHjh2Theup+sqRM2fO+NVK1NGjR8nK7FVXXYXr1q3TdKVPab4/rfTZbDa0Wq0cMseSuISEBA6RCw4Odok5Z84cj9taRUWFIpugV7Z79OghWv/c3FyP1Feu6LiexaVFayK3FwCOAEBn3uedAeAwAPwmB8eXSV+R00Wt0L+sv/vuOzLYdu7cWfYExj9tpjTWlNx8Nbc5yBWhVUSDwYAnT57kbAmzd1uOHj3aY3XRSsrKyjgnkrUkQWryT5w4wYnNBwC4Zs0av6mfr/IdDgdnKzU2NhZDQ0MxOjqa+My98MILnBPUrrDVnupWIg6Hg6yqymn74sWLSf0feugh0fqrjRGpS9sTrYncGACwAIARAP4NAK+2/psPANUAcJ0cHF8mbxE5o9Go47YzXDrGF739OWPGDMmJaOnSpXjgwAEnzNzcXM1OP7KfabGtKqVfoYvK4+LiMDQ0lOiFvT7JYDCQ+wj92R6EtsCE9KsFSWEvVXdVnl0lpH8w/Pzzzy7x+Ze1a0WivHF6V055u93u5BMXHR2NoaGhZJv19ttvJzpbvXo1btq0SfQZavxI1djak08+KVvH+/btI/UfOXKkqA7lvuf+/M7puPJE8/AjADASALYBQCkANLT+uwUARsjF8GXyFpHzlI+Sjus73Dlz5pDBdO7cuWSw/fjjjyUnrISEBMFtnNdee82tSXbo0KFO+Vr8UpfSLz9kCltXeluIvqmgsrJSFq6n6itH+DdXiOlXCxJTV1cnq3yvXr04K3NBQUG4detWUfy6ujrNSZzBYODgaomvVL/Hjh1z8olLSEgg26y//vordu/enejrmmuuwcOHDwtiqbUZNeUKCwtl66K6uhq7dOnCOawhpks5RNSf3zkdV55oTuTaevIWkSspKdFx2xnukSNHyGB69913Ozkku5q4CgsLBX+5sXHD1E6SQnHQtNhWldKvWNgO+qLyF198keSxPnv+bg98/z9/uNHg8uXLnFA3gYGB+PrrrwuWZ0PVaL3dqTYEjhr7dUVSBwwY4OQTR2+zhoSEcEgvm2+3250w1f7gUWNrQvcpu7KJiRMnknZ88803ojqR8677+zun40qL1lur74OX7lMFgHMAYKWSvdWwbwKAia3/p/Oz5OB6i8jZbDYdt53h0tft9O/f3ymGnKsJrKamRvDXMz80QWxsLN54443YtWtXXL16teQkV1NTw8mrr6/X5JSolH6tVqtg3egt59tuu82JyLUFezh27JiofrUiMbfccoui8rm5uXjttddyfOZeeeUVp7I1NTWakzgWV2sSp1S/drtd0CeOTtdffz3HP479vK6ujvhssthqf/CotTWp67rovqNvjXniiSdEdSPnXW8L75yO61q0JnK50HKv6hEAeA4AQuWU0yIBwBoAONf6/4kA0KgGx1tErqKiQsdtZ7gs6eIH7KVjyIlNRKWlpS4x2UQP4M8//7zkJFdaWsrJP3XqlMf1wEpKSopT/YxGI8eniyV87OpHW7CHixcvYmJioqB+tSIxQrqTKl9QUIBDhgzh2B4fJyUlxSM+fawetCaJSvRbV1cn6BPHpuPHj3N0s2nTJk5+XV0dZ2VO7QSs1tZYH0w5OqZ9Tfv168cJoUKXl7Oq2BbeOR3XtXjCR24SAGyClphyNgDYCgD3yi2vJgFAEACUAMBL2EaIXE1NjY7bjnDpk5o5OTlkkO3Zs6esCauqqsolJluG9o357LPPJCc5OrSBwWDAHTt2eFQPtIg5cA8aNMipDawfSVuxB3bS5etXKxIjFJJCTvnw8HAcNmwYAgC+8MILThP85MmTNSdxrB48sdInV78Oh0PQJ44mc4888gixu9tvv10wzty6deuQYVoOWagVtbZGuyNI6WL//v2ceHInT54U1GVSUpKkn1xbeed0XHHxmI8cAIQAwDwASGtdpcsHgFUAcI1SLBnPmtFKGsPwf0QOAaCg9bDFPgC43kX5ZwHgKAAcjY6ORovFgmazGSsrK9FqtWJZWRkyTIsfSHNzM4nPw8aHyc3NxebmZuInUlZWhlarFSsrK9FsNqPFYsHy8nK02+1YVFSEjY2NePnyZQ4G+6/RaMT6+nosKSlBm82GFRUVWFNTgzU1NVhRUYE2mw1LSkqwvr6e+FTRGDU1NZiXl4eNjY1YVFSEdrsdy8vL3W5Tfn6+ZJvYO+WUtKmgoECyTYiouE3V1dWa9BO/TRcvXhRsk8lkwoqKCqyoqMC9e/eSAbZLly7ktBkbB4r9NyMjA6OjozEtLQ3Lysqc2mSxWLCoqAhra2sxPT0do6KiOHesJicnY3Z2NjocDkxPT8eRI0diamoqms1mLCsrQ5PJhIWFhVhSUoKJiYn46quvosPhUNVPfNtjr/dy1U/Z2dk4e/ZsTE5ORpPJhGVlZWg2m/HBBx8kbQgJCSGxzVj71aKf+G3Kzc1V9T6J2V5NTQ2aTCbMz89Hs9mMqampOHLkSExPT0eHw+HU15mZmRgVFYXp6elYW1uLRUVFnH5KTk7G2bNnY2JiIhqNRiwvLyc3DmRnZ6PBYMD169ejwWDA3NxcrKurw8LCQqypqcHS0lJMTk7GyZMnY0pKCubn5+Pbb7+NVquVnFJl47xlZWURXdtsNjQajWixWDA1NRUnTpyIBw4cIP3E2l5+fj4aDAZ899130WAwcNrmcDgwPz8fDxw4gPPmzcOkpCTSpqqqKiwpKUGLxYJpaWkYHR3t8l0YOnQopqWlkTZVVFRgQUEBlpaWYlJSEj733HOYkJBA2kRjGAwGfO+99zAhIQHz8vKwqqoKk5OTMSYmBhMTEzE+Ph6Dg4OJ3W3cuBFjY2Nx7dq1GBsbi5mZmThixAjMyspCu92ORqNR8zFCju3x27Ry5Uo0GAxoNBqxpKQES0pKsKqqCk0mE951112kPevXr8f8/HyO7bF9fvHiRZfvU2lpqSZjudwGLvcAACAASURBVJoxQs381FbGCLZNhYWFHuMRbJs8RuTwfyRpUiuZawaAegBoBIA9ADBILabAMxIA4Fvq774AcH3rSl0YALwLAJUA0F8KS99a1XHV4FZVVZFfw99//z0ZYCdMmCC5CtGvXz8sKytzwuQ71u/fvx+7du1KsEtKSiRXKkpLS0n+8ePHPa4Hfv2F6rZu3TrShnvvvZfjk9SW7KGpqYmjXy1XougtRa3w9+/fT2xGq5U4Nv/xxx/3yEqfXP2K3a3K+szR19oNGTIECwoKROPM1dXVueVH6o6tiZ32NhgMTtvMn376KWnT+PHjRXXz5Zdfeqy+Oq7vcGnxCJEDgMEAsAIAcqAlBEksADwCAF0AYAoAnAKN7l0FgKGtJHGcxPcuA8A8KTz9sIOOqwZ3z549ZKL517/+RQbYl19+WXIiOnTokCAu/6qrs2fPEty+ffvKmiSTkpLcdt5Woge+CDlw07deXHvttST/ypUrbc4eDh8+7BGfM9bJX0sS9/e//x0XLlwo6k/lDn5SUpLmJI5vv67Kh4eHi96tGh0djZ06dSI2984772BFRYVonDmr1epWiB53bE3stLeQjs+dO0faFBAQgLGxsYI6On36tMfqq+P6DpcWTYkcAMwGgOTWVbccAPgnAEQLfC8GABrkYMp45noAOCHjexcB4P9JfU8PP6LjqsHNz88nEw4dQ+6jjz6SnLAaGhoEcfnXQm3fvp3gTpo0SdYk+dxzz5F8NcFNleqBL+wKA13X6upqDAoKIm0pKytDg8GA8+bNa3P2cOHCBVUHE6TyCwsLNSNZcXFxOGfOHKLv3r1747Rp03DBggUYFhaGcXFxbtefH35EK5JI26+r8q7uVv3iiy84IUdyc3MxPz9f1KeOjYnHxjZUKu7YmlA7xXThcDg4/qahoaGCupKKY9bW3jkd11m0JnJ2aDnccI/E9/oBwAo5mBI4nQGgHADm8z6/GwCGAUAgtPjqrYSWmyUGSGHqAYF1XDW49OrZTTfdRAbXnTt3Sk5cjY2Ngrh/+9vfON+lQ3c8/PDDsibJhIQEQha9oQchvQi1nw4MvG/fPmSYlkvg26I9uFpFUUtiEhISNFvpq62txYceeohzYpNOYWFhOGXKFHz33XcxIyNDdjBiOp8fEFgrEsrar6vydXV1Lu9WpX9Yde7cGWNjYzExMVEwzlxERASeOXMGDQYD3nDDDareG3dt7fDhw7Jtgj7FPmfOHFGduvoR1xbfOR2XK1oTuV5yvqdVAoDHoeV0bAjv81eg5XBFXSvRiwOAW+Vg6ld06bhqcOmVp8DAQDK48gP6Ck1gzc3Ngrjp6emcso899hjnkICcSZJ1DNcidpwcPfCFT3LYuk2dOpW0ZeXKlSTfU3dbetoexAirWhKzdOlSTbdrrVYrvvLKKxgWFiZK6Ni0cOFCxfj01V9akTjafsXype5WLS4u5tzksH79egwNDcXly5eL+tStWbNGUfgOMZtQK++9956gbnJzc510t3nzZtK2O+64Q1S3rtwq2ssY3NFwadGayF0PAFNE8qYAwBg5OL5M3iJyurQvYYmc3W7nnI6TCiNRX18v+GtZaJVn9OjRTlu2cidJLbdVlQg/hApbRzrC/pQpU0heQ0ODz+rqrjQ0NGhKYjyRHxcXh2FhYbhw4UKcMWMG9u3bV3CFjr+FN23aNFy6dCm+9957GBER4Tftk7pb9aOPPiLt+tOf/oQGg0E0zhxbnv98LX1L5UhNTY1sHRQUFHC2jcXCwGj9Q04X/xKtiVwyAKwSyVsBAElycHyZvEXk2CPHOm77wGUD9+bm5nIckKUG44MHDwri8glQXV0dhyCyR9mlJsHs7GyPLO0r0S8/qDHDMLhx40aOzxbrgJ+dne2RSccb9tDQ0IC33XabJiSFDSGhNQliQ5jQJO3s2bP4xRdf4L333oudOnVy8pm7cOECh+h16tQJx40bh4sXL8bdu3djeXk5CZehNYmj9SCUn5WVJXq3anh4OA4ePJjU+4UXXiD5GRkZgj5111xzjVP9xH5sybEJtZKamipbF2PGjCFtFLsO0NXKYnsZgzsaLi1aE7lqAJgskjcZAKrk4Pgy6StyuqgRlqykpKSQQXXYsGGSE9cLL7wgiMdfkWNXUl5//XVcsWKFoknS17/GL1y44FQnu93O2fK6ePGiX9VZrVitVkHi6uuVOHfyv/76a5dbsYGBgTh06FDs0qULLliwwGv1s1gs2Lt3b9G7Vd9//31Sx65du+LQoUMFfeLo8mLP1+pGFLmiZHV3xowZpJ30/cX8lX9d2q9oTeRqAWCaSN40ALDKwfFl0lfkdFw1uGxoADqG3MMPPyw5GLM+YXxcqSjvcifB7OxstFgsXtODkNChWeh09913E10tXbrUadVByy0tb9qDmF+glitRavHVrPRt374de/TogQ8++CCOGjXKJamLiYlxKr9ixQrs0qULzpkzBzdv3owHDx5Ek8kk237F8qXuVp05cyapV/fu3Tn5ly5dEvSps9vtovqRe/pQC1vjx5B01Xc9e/Yk7fzzn/8s2rdiq4rtZQzuaLi0eGJrdb9I3n4ASJGD48ukr8jpolTq6+vJYPnOO++QQXXRokWSE5UYWZG6d1HuJJyenu5lbTiLw+EQrOMbb7zBWTER2tLytn+SVqJV//ljflFREW7fvh1ffPFFch0Ym+bOnetUng5iTaeoqCi87rrrsEuXLvjMM8/gtm3bnFZvXdXP1d2q+fn5nOvsQkJCXMaZCw0Nxbi4OE6MPf7zlW6xuiO0a4VUH+3Zs4ej1/z8fME2FBYWeqXuunhftCZyd0HL7Q2HAeB5AJgOAC+0/u0AgDvl4PgyeYvIsVdr6LhtH7e5uZkMllOmTCED6ocffig5GLMTAx9XK8f57du3e00ProS9Loiu6y+//EJ0NWrUKIyMjCRXONFkTovJ0xd2dvToUdX9l5OT4xESxl77pSXJ27VrF27btg2/+OILTrgQNn/8+PGSJ2XZ9MYbb3DKr1y5Evfs2eNEsKTuVl27di3BHDFihFN+dna2U/kHHnhAsv1yTrFqZWv0LQ+sLsT6gvaT++677wT7auHChR6tr47rXVxaNCVyLXgwEQAOQsv9qs3QEhw4sy2QOPQikfOUD5CO631cehuEPpCwY8cOlxMD7bfCx+XfGGA0GlVF5PfU9TBK9StETI1GI2dFLjY2FqOjowVX5twlc76ws4qKCqcQMlqTKKX5NpvNI/gsrlB+eno6fvbZZ/jyyy/j1KlTceTIkZz3hE5ff/21U/lnnnkGR4wYgR9++CGWl5eTfLE4cL/99hv279+fYH7++ecu48yx5c+fPy+r/VKrxFrZGh3SRqpOK1euJO2dPHmyYJ9lZWV5tL46rndxadGcyJECAFcBwNUAcJXSsr5M3iJyRUVFOm47waV9oqKjo8mAeuzYMZcTIP3rno9LO15brVYMDg7Gnj174m233Yb79u2TNcmmpKT4jX6FfH4YhuFEpj948CCmpaUJts1dMucrPTQ3NzsdfpBDkhYtWuQRkmc0Gj1CEtlL5uWWj4iIwE2bNuG+fftww4YN+OKLL+J9992Hhw4d4pQ/ffo0duvWjePrNnXqVOzTp49oHDj6EE1oaCi5fJz2iVu8eLFTedY/Tqr+ycnJLuMdamVr/JPrrvouLS2Nc/gkPj5esO5Chx78ZYzQcdWLx4hcW03eInJ2u13HbSe47C9nu93O8cthQwGITYT0kjuNW1tbyxmoT548STAjIyNlT7INDQ1+o18xnx/6xN0nn3yCFotFdLJyJ8acL/Wg5uBKYmKi5iSOYRhMTEz0yEqfxWLRpH78/L1792KPHj0EV+/GjBmDmzdvRrPZzPF5o4nfggULBH3iRo0a5eQz53A4ZNfv999/d8sm5Ar9I8CVjuvq6jiHHvixANkktJroL2OEjqtedCLnIyJXXl6u47YTXJbI5eXlkYG0R48ekhNCRkaGIG5tbS3nu9u2bSO4wcHBsifBxsZGv9IvPSmxdX322WdJ22bPno0lJSUuJ3y1V435Wg9KfR5ZPWhJ4gwGA86ePdsjK30lJSUeWekrKSnBiooK/OSTTzirt3Tq378/vv322/jTTz/hNddcw7lZ5b///a9gnLnk5GSOz5yaa8nEtsy0tLVz585xdOFKVw8++CBpt9jtHEJ19vW7oeO6LzqR8xGR80RICB3XN7hnzpxBhmEwNTWVDKQ33nij5MRAkxIalx++4p///CfBfeSRR2RPgs3NzX6lX9p5m61zaGgoadu1116LVVVVkhO/Gp8TX+uhsbER//KXv8gmCbQetCJxkZGRmJycrDmJY5iW7UZPrPSxemC3Y//973/jtGnTsFOnTk6Erlu3bvjUU0+Rv0ePHi3qE1deXs7xmVNTP7Htfi1t7bfffpNtE/QtFuw9zXIOa/j63dBx3RedyPmIyJnNZh23neDOmDEDDQYDbtq0iQykDz/8sMsJiu+rQuPynZzvuusugvvll1/KnmS8rQcp4beLYRj89ddfOZMxP1aWVmTOH/Rgt9tlBwuWG2dNaT6NqyX+1KlTPbLSZzKZOPns3aoXL17EN954A3v16kVsZ+nSpXj11VeTv7/99lvct2+fYJy5kpISjs9c7969VdVPaLtfS1traGjA/v37y+q7U6dOcXwDhVYZhXzk/OHd0HHdE53I+YjIVVZW6rjtBPfgwYMYGRmJzzzzDBlI2RhyYhMB/5cxjcu/gJ1efeCfgpTagvQn/bI+PvxExyLbvn277IlUSYw5f9GD3GDB7BVsWm9X8q920wo/JSVFcxLHMC03pfBPx/IPN4SHh2NQUBAuW7aM40tqMplw2LBhGBIS4hRHrri4mOMzx7+WTEn9P/jgA7dsQkrYMDZSOo6Pj+cctmLHCn4b+MTTX94NHVe96ETOR0TOarXquO0Et76+Hg0GbuDTDz74wOWEwF9RonHZLUh2O4kmchUVFbImGRbfn/Tb1NSEBw4ccKrrP/7xD9K+Z555RtGEKpfM+ZMe5AQLNpvNHvE5M5vNmpM4g8HAwdUS//bbb+fkp6amit6tSoc0Wbx4Ma5atYr8HRAQgMHBwbhq1Sq0WCxoMpk45d1pf1JSEoccaW1rjY2NgroQqsvkyZNJm1etWiXYFv4740/vho6rTnQi5yMiV1ZWpuO2E1x2sLzlllvIIPrLL7+4nBj4gymNyxLDyMhI/OqrrwjmwIEDZU8yNTU1XteDHHn00Ued6kzf5Tlw4EBN/JS0qq+ncE+ePOmy/4QuTdeCJBUVFWlO4mhcrUliamoq+ayiokLU5+3MmTMYEBBASNumTZs4pzjp1K9fP3z++edx2LBhktdyya0/bYda2xp74luOTYSEhJB23nXXXYJ1Pn/+PAff394NHVe56ETOR0SOYRgdtx3g0mE1RowYwTkt52oC4Puq0Li04/iWLVsI5l//+ldZk8yBAwfIipy/6ffKlStOdafDq4SFhWFERITmZM7f9FBbW4tZWVmibRw5cqRHfM7Y0DZak0T6pLWW+DSuzWYTvVt18eLFxIaCgoIwOjoa4+PjcceOHZxVKjpde+21WPH/2fvy8Ciqpf3qhCRA9oRVQBbZUUFFRUCIoohXXAFFRQX5qYAXkKuCeD9xBUQ/F+RDAa8KsguKIJBkspCEBGQLQRFZQkJCQlYymcy+1u8P6HO7Z3pmema6M9Ph1PP0o+TMeft09enqt+vUqaqv91iWy5fxy/nMWSwWUfduy5YtvB3uQhsk7rnnHh52qD0bFNd3oUQuSEROrrp3FLd5cVkiZzKZeEurSUlJbo2tUP1TFte5Lik37mfevHmiXjJPPfVUs+tBrNjtdpdrMBqNPO/Jjz/+KNkOwkDH600CwfWULFiuihD79++XxdPH1veUmiRy64Y610ZlY94uX76M7dq1I/MnOTnZpfbqiRMncPbs2TyPldBSfqDjV6vVssw1m80mWsc9evQg17dr1y6X9oyMDDQYDAQ7FJ8NiuubUCIXJCInV/Flitu8uOxOsrKyMmI8ExMTPRpboRQALO7hw4d5febOnUuSDL/xxhuiXjIlJSXNrgdf+nGXjtlrueeee4j+NmzY4NcL1ROZCzU9sOIuWbCzl0gqktShQwdZPH2+JNP1pZ3Vg6faqj/88APPG5eWluZSW5Ulgb1798YpU6bwyNx3330nmX7vvPNOv3MdepsnYkv0zZ49m1zbxIkTBcfa0NBAsEP12aC44oUSuSARudLSUorbAnA3bdqEKpWKVyJnyJAhHo2tUOoMFlcoEaxer8fvv//eo5ePey5u/F0o6pe7mYMd84IFC4j+BgwY4HeCWXcv0VDUAytsMDv3WsSmYfG1vaCgQHISZzabsaCgQBZPH6sHlcp9bdUbb7yRzJ0XXnjBpd05pk6r1eJDDz1E+kyZMkVSEnr+/PnAJ5aAnD9/XtSYduzYQa4tPDxccMxcGxTKzwbFFSeUyAWJyFFpGVJSUoLt2rXDhQsXEuP56KOPejS2nnZaCuVa8+UlIpQnKtTEOb0Ku6mDu+twxIgR2NjYKCmZC1VxOBw4YcIEWTxlLaGdTashVFt11apVZM6EhYVhcXGxS3oSoZi66upqvPHGG/Hjjz/G9PR0ycfvS2ocseKcUNvduevr67FVq1YewzyU9oxQ8SyUyAWJyHGXvyiucnFZb0rbtm2J4ZwzZ45HYyvkamdxhaof+PIScTbQoahfd7nUuGSYJcQGg8GvF6mz1zMU9cAVs9nMi5fjeqKkJBlK9PR16NDBJeaNPR577DEe+XduF4qp0+l0ePbsWdlSvBQXF4veTe2LnDp1SvQYRowYQfSycOFCwTAEVkL92aC43oUSuSAROSotQ1jixV2qcc4hxzW2eXl5ovD8fYn4U76quYW709f5Wri1VwEAX3nlFb/jr+Twisgpzpsfgu0JC5V255g4lozt2rWLV1c1Li7OJSZOKKaO2y7n+E+ePCnp/DCZTKJLrHHL+k2bNk1wrM0Ru0WleYQSuSAROaWtx1NcYVyWeN1///2CiTidje2zzz7rEZd9katUKoyLi8N33nkHT5w4gXq9XtRLxJm8hKp+3ZWqWrp0KT7xxBM8MvfBBx/4/WJl9RGqenAW1lvZHDFnSvH0uYt569ixI5kjvXv3xt27d7vNM+fcv6CggJS+Ys+p0WhwxowZmJubG9D4i4uLSbuUBdNLS0tx+vTposa0b98+Xm5GoY8hpT0bFNe9UCIXJCKntB0yFFcYlyUk3BxyCQkJbo1tcXGxR1yuQeYuj7A76zy9RISWc0JVv56WiZKTkzElJYVH5r799lu/CILFYkG73R6yehCSv/76S7G7S6UmiUIludiYN+4zt2TJEo8xcc79nRNPnz17Fm+99VYEuFLeS+zGIm/tUi6xOhwOrK6uFnXuvXv38lKt/PXXXy5jY733Sno2KK6wUCIXJCKntJw1FFcY12KxuOSQ27Fjh1tj6265r6KiAh0OB8/Q9unTh2AePHjQ60tEKIA5VPX7008/CV5DWVkZIXODBw/m7b5jc2L5Q+YuXrwoi0GVQ78mkwmPHTsmOYkzm5WVR06v12NpaalgzFt0dDSZG1FRUVhWVuYxJs65/3vvvcc779mzZzExMZFg3nbbbWgwGPwa/5tvvslrl2pjAWsjsrKyROnwzjvvJNezYsUKl/bDhw8TXDmE4sqLyxVK5IJE5MxmZWWRpriuuKxRLC8v53njPBl8d2TCbDaTxKYqlQo1Gg2J/2EYRlRgtlDag1DVr9FoFLwWNpO/SqXCpKQk7NWrF9FtdHQ0Car3lTCwuBaLBW02G1ZXV/NyaQVLD55wHQ5HwDGTzu1KqRhx8eJFHDx4MKalpQnGvHGrNTz99NOiY+LY9hMnTric/6OPPuJ5gd955x2/xp+ZmenSJkW8JjvXrFarqLFwye7jjz/u0t6lSxeylC+HUFx5cblCiVyQiJzS6rpRXFdclowsX76cGMzBgwe7NfyeUoPU1NTg+vXryW+PHDlCMHv27CnKcBcUFARFD/6KkHeIW7NTpVJhYmIidujQgeiiffv2gstE3oiBcy1Qs/lKhvt77rkHz5w54/fya3Po12634+HDhyUhSdzapVKROLNZ2tqwer2eLIO++OKLLjFvFRUVvF3in332mdeYOOd2d7Vhn376aYLLMAzu3r1bkrmWk5OD1dXVkswJlnx5GxO3TnNiYqKLh1GlUuGxY8dC2kZQXHFCiVyQiJxOp6O4Csdll0JjY2OJwXzkkUfcGnhPSyw6nQ7PnTtH+q1bt45gDhs2zOtLpEuXLoI7VkNZv0KeBbVa7XJtCQkJPB336tULL1686NMLNisry+sL2GKxoNVqRZvNJprYNad+6+rq3G4SEUsynPUrBYlTqVQ4fPjwgPqz9XWdl0JVKpVLzNunn37K+8iJi4vzGhPHbTcYDDw9cMdnMBh48ZnJycm4YcMGn/QjNIfbtWuHhYWFkswJ7u5mT7o1mUyYlJRErkWoti+7JC2HUFx5cblCiVyQiNzly5cprsJx2S/j6dOnE2M5e/Zst4b+3LlzHnG5y2jcSgdt2rTx+hI5cuSI1/FKKVLgsomBuS+jmpoawWuMj4/HyMhIXgzT5cuXRROFJ554wmeiwRK7kpISPHz4sCCxC4Z+7Xa7qBe5ULuzfqVaDs3JyfG7f8eOHbFPnz6CMW05OTm8mDetVov9+/fn5WwUExPHbTeZTEQPQuMrLy/Hzp07k3O0atUK9+zZI/r6uDp2bg9kiZU7J8QuuT/zzDPkOl588UWXdqvVGtI2guKKE0rkgkTk1Go1xVU4LkvkXnrpJWIsZ86c6dbg//bbbx5xucb54YcfJpjz58/3+hJxlz8ulPXLzSfHXsu+ffvcXmtsbCwvb9j999+POp1OFGHYt29fwISlZ8+eWFhYiDabjZC6YOq3qqoK77jjDp+uia0NLCWJU6lUPFxf+vfo0cNjTNvkyZN57Z988gnvA6d3796iYuLY9qKiIqIHT+PLysrizbV//vOfoq+P1YVQeyC7WIVsj7ex/Oc//yHXEBERIfixIkWsqLfxUlx5hRK5IBG5pqYmiqtwXNajxA28jo2NdfviMhgMHnG5y2bXXXcdwTx06JDXl4i7L/1Q169zAtyUlBSPL35uADcA4HPPPUdSX3h6MTc0NEhKXNiXIEvArVYrHjlyBB955BE8cuQI+Rv38KVdrVbzCKM7cTgcPA+dt2tpaGiQnMRxccX0Z6t1iIlp27dvH6+d65WNj48XHROn0+kwLS2N1CvNzs72en3cODwAwM2bN4u6Pm9zzd9drNxnzlNSbe45S0pKeESOXcLm9mtsbPRrPL6Ml+LKK5TIBYnISZkokuIGB5clcv369SPG8ptvvnG7TOcNl/3tb7/9RvDCwsKwsbHRK6Fw98IPdf06lyQTEzTfpk0b3gt2wYIFXl+wVVVVshAYFtff/u7auZsS2CVeu93u9mPA4XCgzWZDi8Xi8RxVVVWS68BZD576V1ZWYv/+/UXHtFVUVJC2kpISXg3RVatWiYqJYw822F+lUuFzzz3n9frS09PxkUceQQDAO++8U3QyZTFzeNWqVT4/K87PnNjaq9yl6KVLlwreOzkk1G2P0nG5QolckIic0WikuArHLSoqcskhV1NTI2hMvX2Fc18yCQkJBO+GG27waqg9YYe6flkyzB5NTU1eX5Tp6ekYFRXFI3PLly/3qKOmpibJyZZKpeLhSol/8803u23Pz8/HOXPmYFVVlQuBt9lsuGLFCrcxa5mZmZKTOK5+3bWbTCbU6/Wi87yx7Q0NDaTtgw8+4OUVFBsTxx7cZMhCKUKExl9TU4OLFi3ipcUJ5N6x/bOysnxeYnV+5i5cuCDqGmbNmkX09vrrr7u0NzU1yVLOLtRtj9JxuUKJXJCIXGVlJcVVOO5DDz2EW7dudckhJ2RMvdVAraioIH2+++47nD59Og4fPhynTJni9SXqCTvU9eu8w6+8vFzUCzM1NRUjIiJ4qSK2bt3qVlcsrtRkLi8vT1JCxB55eXmi+7O58bg7bbkeOm6fuXPnSk7iWP0KtRuNRlKdwZc8b2x7Tk4O6nQ6bGpqwk6dOvEIiZj+bDu7nMuOz3k+BGNO+LrE6vzMsTbD27m2b99O9HbLLbe4tJeXl0uWtNjTeCmufEKJXJCInFzFzSlu8+Hm5+djfHy8YA45Z2Pp7Yv3woULfr9EPGGHun7NZjMvNQg315W3F+fOnTt5S21RUVE8LG5/f7P0e2vv2rWrLMTImXj40p8ldnV1dajT6dBms4mKCZNjuXXYsGGiap+6a+/SpQvu3bsXlyxZwsuJVldXJ6o/GxPmPD6hnGq+XJ+7PHS+zjVfniOh3953331ex7xjxw4MDw8nHzzs2J0/BqSufBLqtkfpuFyhRC5IRO7ChQsUV+G4FosF//3vf5MXzMMPP+zWmOr1eo+47kpWeXvJsPFTYsYrpUiJ+/DDD5NrKykp8ekF+9NPP/F2FyYkJODx48dd+ufn58tCYPLz82UhSKweAh1fVlYW/uMf/8AjR47g33//7aJfqUjce++9R9pNJhPxwomtfequPS8vD+Pj43nhC7Nnzxbdf+/evfjKK68IbgLw5/pNJhMuXboUY2Ji8Pfffxfs78sctlgsooPhhZ65kpISUWMfOHAg0d+mTZsE753UhEMJtkfJuFyhRC5IRI6KsoXdNbZ48WJiIJ3L4LDHvn37vOJxyYcvL9FDhw7Jf7Eyy7lz5wIiEuvWrUOGYch96Nq1K9mdKBVRaSntJpOJLHeyMWudO3fG6dOnY3FxMRqNRjQajWgymXgxZWKxnYvc+xoTJ9TOXVIFADx+/LhP/YV2avqr29dff52Mo0ePHvjzzz8HfG/uvvtuv0mUc31md+fgbhCaPn264Bjz8/MlfrKpNJdQIhckIldSUkJxFYzLErmXX36Zu9hOxAAAIABJREFUGMjo6GhBYyom/oTdEefrS+D9998XNV6pRUpcu91OrpWtpeqrLlauXMkjc4MGDeIlZi0oKJCFLIndyehru/N8kAqf1a/JZMKKigqcOHGiqJi1/fv34+OPP46FhYVoMBjI0m/nzp1RpVLhyZMnccSIEaJj1sS2f/nllzhlyhRyX4cMGeJTf3dL38XFxX7p9OTJk7wqI5GRkZienh7wnBBD5Nw9c952KpvNZvzf//1fMuaePXu61UV9fb1kz7USbI+ScblCiVyQiBwVZQubkPOBBx4gBvLdd9/1Ow6GDUo/fvw4Pvjggzhp0iSPOelYw1tXV9cMVyuvsKQ4ULKydOlSnudm1KhRqNFoJCdDLa2d9aSlpqaKijlrzvbU1FSeRy4mJkZ0/969e8uiyy1btvDm2eLFiyXB93fnqFCFFOfzabVa3k7vv//+W3BML7zwgrQPN5VmEcUSOQBYCwBWANBxjllOv3keAM4DgAEADgHAbd5wqUeO4orBZb093BxNhw8f9stAOxwO8hX//fffE7wRI0Z4fAlkZGR4DVBWin5ZIhuo52z+/Pm8l+yECRPQaDQq1nMmNZnzpF+TyYTp6el+xbSdPXtWkpg45/YVK1aQe9mxY0fctWuX6P6edPTJJ58EdI+4MXvh4eGYkZEhSsee8L1tOHD3zAlVSBE6N/ej87XXXiN/587hzMxMyYq8K8X2KBWXK0oncv/x0D4SAPQAMBYAogBgPgDUAECcJ1zqkaMiRr777jtMT0/nxZ64q9/ojWxxy+089dRTBG/hwoUeXwLekgwrSbj55AIlK//v//0/Hpl79dVXSfUHOchcS2vfu3cvJiUlYWpqql8xbVK233vvveQ+zp8/X3T/vn378u651Lrbu3cv3nXXXWRsnTp1wrKysoDxT58+7dfz45xmRugcy5Yt4y0JuxtDcxAPKtJKSyZy6wBgPeffDACUA8ALnnCbi8iVl5dTXAXjFhcXY1JSEjGM8fHxggY7OzvbK6bVasXS0lJUqVS83Gjr16/3+BIQs2SrFP2yZLa0tDTgF67JZMLHHnuMR+a41R+kfKErbTesr/pNT08XlQfu/PnzksTEcdu5ibHDwsJw48aNovsLJcvlXjOrh0B0WlJSgu3bt+elH0pOTg5oTrRv395tkXVPz5xzYm2hcx09epSMNS4ujmwCcdaFVB+ISrE9SsXlitKJnBoAGgDgLAB8CgAxnPYiAHjNqc9OAPhcAOtlADgKAEe7du2KTU1NqFar8fLly6jT6YinpaKiAh0OB5aWliLif12mpaWl6HA4sKKiAs3mK9nAdTodXr58GdVqNTY1NWFtbS0ajUasrKxEm81G+jr/t7y8HC0WC1ZVVaHBYMD6+nrUaDSo0Wiwvr4eDQYDVlVVocViIROEi2GxWPDChQtos9mwsrISjUYj1tbWBnxNly5d8npN7DZrX66purra6zUhos/XxL60Ar1PztdUXFyMiIhlZWW8ZZ9BgwZhfX091tfXY3V1NWo0GszLy8NJkyZ5vaaLFy9iVlYWPvfcc9i5c2eCmZ+fj5WVlajVanH//v3YoUMHsuRWXFyMdrvd6zU1NDRIcp+c5547DH/nHru8rNfrsbi4GE0mE+7fvx/79++Pubm5qFarsaamBuvq6rChoQGrqqowMzOTJLhlUz6wy0Rnz57FUaNG8cjcDTfcgE8//TSuWLECDx8+jPv27cOhQ4diXl4e6vV68kJjMdglsvz8fDQYDFheXo5NTU1YVVWFDQ0NuG/fPpwyZQpmZWWR+1RWVoYmk4kEkC9btgxVKhW5prKyMtRqtVhZWYlZWVn4xBNP4L59+8g1NTU1YXl5OWq1WkLmuPecndd6vR7z8vJw6NChmJOT4zL3KioqMCMjA99++21yflYvLAlRqa4kCM7MzCTXVFdXhzU1NahWqzE3Nxf79++P+/fvR41Gg7t27cLc3FyyjLp//35s37495ubmYlZWFs6ePRuzs7Px0qVLWFVVhRkZGThlyhRMT0/H/fv340033YQFBQVkKXbv3r24bNky3Lt3L+bn5+Ntt92GeXl5WF9fj5WVlThp0iRy7+666y7817/+hZmZmXj+/HnU6XSYn59PiFNGRgZ+/PHHhMRx71NdXR3m5OTg8OHDMTc3F7VaLZaWlpL7xL3XBQUFLvdJrVZjTk4Ojh8/HrOzs3n3affu3bxNNk899RTRMXufKioqMCsrCydPnozZ2dku90mv1/PutcViwfPnz7s8T1qt1u3zZDQaeXNP6JpKS0t5xPPbb7/F8ePH4759+3jXZDAYQtJGcN9xUthy52uqqKjw653r7Zpqa2tl4xHsNSmZyN0GAB0BIAwABgHAYQDYzGk/DwDTnPqs8+TFw2b0yMlV347iNg+u1WrFjRs38l40Ql/Z3pZK2PQBM2bMwJ07d/LibryVPRKTwFNJ+mWNqVSeLY1GgzfffDOPzHGPTp064d13343R0dG4cuVKv5IG+1KBwZd2Vg9SL6MGql82LYler+fFpM2ePVuSmDidToenT5/GGTNm8ILzk5OTRfc3Go1er5Grh0B1/Pzzz5Nxtm7dGg8fPhzwHBDa6e7tmeMur7rD5oZuLFmyhNge57FJUelBSbZHibhcUSyRcxkgwAi4svkhCn30yHGP5iJy7opfU1xl4FqtVl62+datWwsaam8bHUpLS7Fduyu1Fw8cOEDw+vXr5/ElIHb5Q0n6/fPPP3m7TKV40dbU1ODo0aN5XhN3R9u2bfH+++/H9957DzMyMrCxsVEUWZQjZk2u3bZS6tdkMmFhYSFef/31OGTIEK8xb6mpqajX60n6EoPBgKdOncJXX30Vk5KScN26dTh9+nReeAFL4hISEjAtLY0QSHcxdXq9XtTYWT1Iodvk5GQcOnQodu/eHQ8ePCjZvXO2Hd6eudOnT3s9x+rVq4le77vvPjSbrySNdh6DFJUelGR7lIjLlZZE5O66SuRa43+9bz9y2hkAKAuVGDkp8/VQ3ObHtVgs+MorrxCjOGPGDL+8ZhMmTECVSoXV1dX4n//8h+A9/vjjHo282ASiStLv+vXr3RZ7D/SFy+7GnDZtGo4bN45XWs3dERERgcOGDcPXX38d33//fUxKSnLBr66ulpxscXGlJnNy6Fej0WBOTg6JqWO9do2NjVhdXe01sfAff/yB999/v+A9GDx4MBYVFfFi9tikxkePHsXBgwfzYua4pbM8nbO6ulrSe3bp0iVyz6SaE7m5ubznzNszt3//fq/n2rBhA+/jkw1vERpLoJUelGR7lIjLFcUSOQCYDAAJV/+/DwAcAICfOe0j4UpKkjEAEAkAb0AI7VrVaDQUV8G4FosFx40bR4wiW2KLawy9ec30ej2pDVpfX4//+te/CN6UKVM8GnmxKQKUpF+9Xo9jx46VfJmS1S+33WAw4JEjR/DLL7/ESZMm4XXXXeeV2LFL3uPHj8d169bhuXPnsL6+npwjLS0Nk5OTcceOHVhRUYHnz5/HU6dOYVFRER4+fBiXL1+O8fHx+PHHH+OOHTtw69at+OOPP+J//vMfXLlyJc6aNQvbtm2L06ZNw/fffx8zMzNRrVZLSuaaS79i+hcWFuKTTz4p6C296667cNeuXVhXV+fx/CxpNBqN+Pvvv5PlRW9jkbP2rD+6cNd+4sQJ0c+cw+HAfv36ecXs0qUL0XNaWhqZw77aL2+iJNujRFyuKJnI5cCVjQ56ACgFgM+dSRpcySNXAgBGuBJDFzJ55JQ2aSjuf3HZ5bQBAwYQg3jo0CEXY+gtzqS2tpZn/LnE0FsyYHc724TGK4fIhXvo0CFZXrDuXlZcQnD69GmcP38+RkVF4fXXXy+K2MXFxWF0dLTLcqBUR6tWrfD222/H2bNn46ZNm3DTpk0B6UcuAuNNv9z+CQkJOGLECMHrHTJkCMbFxZFqCVyi7A2fXYrU6XS4bt06/PPPP93GjclFaLk63rBhg9vEu77gs9cl5pk7efKkV2xuDrz58+fzdOzu3P6I0myP0nC5olgiJ9dBl1YprjdcnU6HycnJvGBs7lIYawz//vtvj1jclAHV1dXYvXt3grd69Wq3hnjUqFE+jVcOkQu3rq5OltQbQvfHW/9t27bhtm3b8LXXXsM77rgDW7VqJQtZ8/Xo2LEjRkVF4auvvoq///676LgwVg9SLwOL1W9ubi7vY4V7PPDAA2TZl9vfeYnZHb6njyaHw4F2ux1tNhsePHgQO3ToINsSvkqlwsmTJ+Nbb72F8fHxOHToUNTpdAHhs/FqYp45brk7d+dYtGgR0fvQoUM9LuMHsulBabZHabhcoUQuSEROaYGVFPe/uHa7HX/66SeeV8Y5+ahKpcL169d7xOJ6CzQaDX711VcYExODEyZMQK1W69bI+5I0VIn6dTgcmJubKynZcA7y9+eF2tDQgOnp6bho0SK89dZbBQlJZGQkxsbGYlxcHIaFhWGnTp2wX79+eNNNN+HQoUNxxIgRmJKSgrfffjtGRkbi6NGj8dlnn8UXX3wRZ8yYgXPnzsU333wTH3zwQQwPDxdF7KKjozElJQUXLlyIO3fuxJqaGrfXJ2WQvxj9pqeno0qlwnvuuUdw7MOHD8cDBw64xWdDD7yd35fAfIvF4vH5ClQnmzZtwsjISHKN77zzTsD4VqtV1DPncDi81l6trq7GsLAwBABkGMZjzr3MzEy/Nz0o0fYoCZcrlMgFicgpbaszxf0vrt1ux4KCAmKoe/XqJWiYm5qa3OJwy+qYzb6lsfBluUOJ+kW8oh8plwGd025I8eJOTU3FqVOn4q+//oparVaQzPuLX1FRgSqVCpOSkvCjjz7CBQsW4OjRo7Ft27aiyN3AgQPxwQcfxJiYGPzhhx/I2KRMu+FJvyaTCZcsWSLoxWQYBidNmoSrVq3yii+UGsP5/EVFRX7NMymriTjrYvHixeR6w8PD8auvvgoY/5dffhF1bVar1Svm7bffTsb34YcfehyTv5UelGp7lILLFUrkgkTk5CqvRHHlx7XZbLhp0yaeF8bZWHrbvu/8ErnhhhtEG3lfvQ9ySHPg2u12zMjIkOQFy62FKSWZk2p8zu3scqlzu06nw4MHD+Jnn32GkyZN4iV49XTEx8fj+PHj8d1338Vvv/0Wf/31VywoKMD169eTDP9S6NdkMuH27dtx6NChLmMIDw/HKVOm4IkTJyTTb0ZGBp45c8bveWa1WiX3TrIpVkaOHMm79l27dgWEn52dLerZ55b8c4e9YMEC3oqCp3P7+05Usu1RAi5XKJELEpFTWjkQivtfXJvNxssh99hjjwnGtXgS569msWV9fDUKStQvV8TE/IhpZyscSE3m2NJqUpM5btkkb/03bNiAsbGx+Nhjj+Ftt90meknW2UvWuXNnvOOOO/Chhx7CadOm4fz58/GTTz7BBQsWYFxcHH7zzTdYWlrKi/lix7dw4UL8n//5H7zppptcsFu1aoVRUVG4du1ayfXrbwwXO8+sViuOGDFClnt35swZngd1xowZAeGXlpaKyu/GLq96Okd6ejoZV9euXb2OQUypQXc6lloorqtQIhckIkdFuWK1Wnk55D755BMXY+kt+No5joWbZsGTAQ40t5MSxWazyUKWWmp7Q0MDqlQq/OCDD3DcuHGYmJgo+YaLxMRE7Nu3L44cORIfe+wxwV2+UVFROHPmTDx37pws1y9F0lrEK2lvxFRF8Kc9JiaGpxOuV85ffDHklf1QdIel0WiwTZs2ZFxffPGFx7H4s3xNpfmEErkgETl/4w4obvBxCwsLXXLIORtLT3FsQl6mzp07Y7t27XDUqFFYXl7u1oj7mg5AifoVkkDJHFv7VGoywda1lJqMcXEDxTcajVhUVITz5s3Du+++G8eMGYP33XcfDhkyBLt06SJ56pSoqCh87bXXXILopdZvIB81zvPMbrd79WL5M9fS09Px0UcfJbrp3LkzXrp0KWBdeIu74i6vusN8+umnybhGjhyJ6enpbsdksVjQZDIFpGOphOK6CiVyQSJyVJQr9957Ly9VCJtDjmssPeUOOn36NM9g1tXVEayIiAjcu3evW4MqhQdCqSJHPBNtvxLXVlNTgydPnsQvvvgCY2Njcc6cOfjuu+/irFmzcNKkSZiSkoIDBw7EhIQEtwQuNjYWn376acEKGFKPPysrS/JngSU/Uuu4oqICO3bsSPR09913BxyX2KtXL4+7Ia1Wq1cv46lTp3ibUX7++WeP574WVwOUIpTIBYnIKY39U9z/4ubm5vJeYFVVVTyDl5mZ6fHrddiwYTxDmZeXR7C6d+/u8avYn/HKIcHAdTgcfpM5JXjOuO3scr3UZEgKz2RqaiomJSXhmjVrUKVS4caNG3H58uWylCtzp9933nlHlnn2999/y3LvfvnlF57N+PLLLwO+d96WWAsLC72eY+bMmWRMAwYMQIPB4HYMvtqflmR7QhGXK5TIBYnIUVGuXLp0iRi/tm3buqSd8GTwysrKXAzkqlWrCJ7QDlj2OHXqVDNeZWiKmDxZUpMJ2h5a7aynSQ6x2Wx49OhRWa7pH//4BzIMg++//75k+J68ZOvXr/eKtXXrVl4c35o1azyOJZBKD1TkE0rkgkTkLly4QHEVinvgwAFeWgFnY+fpS7m8vNzFqM6ZM4fgPf/8824N77Zt2/warxwSTFx/yFxJSYksZOO9996ThayUlJTIQoa4epASvzn1K8USn6d55rzrUypdJCcn49atWyWfa+7Ildlsxk6dOnkd8/Tp03k7WBsbG92OyZddwi3R9oQSLlcokQsSkZMr3oDiyotrtVpx8+bNxPANGzbMp69k591kZrMZb7vtNoK3ZcsWtwbXaDT6PF6l6Vcsbkv3zBkMBlnwWdxgX5+/7VLtVPU2z7hkLtR1nJeX57b28tGjR71iX3fddbzYxyVLlkii/2DbiJaOyxVK5IJE5CorKymuAnErKipw6dKlxOjNmjXLxdi5+0J296XPlssBAF6yVK4hzc/P92u8StOvL7jsTkMxL8K5c+fK8iL1tMM4EHyu51ZKfCGPsBT4zaVfqV6KYuaZvwmpfbl3O3bswMTExIDv3fHjxwWvQcxu77y8PIyOjiY2KCEhwWPtXLH3IBRsREvG5QolckEicv54Vyhu8HHLy8txxowZxOgtW7aMZ+wyMjLcfrE6pwRQqa6UYOLGx3ELoHMNqL+JT5WmX19xxe40zMzMlMUr0tTUJDnZ4uJKTeYyMzMlJ1vNpd+BAwdKRuTEzrOvv/5atjnx6aefYlhYGPbq1cvlfvszJ4R0w5YC9DSWpqYm3Lt3L++D8vXXX3d7LrGbHkLFRrRUXK5QIhckIldbW0txFYj7008/4Z133kkMHjfmRaVS4YgRI9z2Fart+MUXXxCsG2+80a2R9jfIWGn69QeX1aunl1VVVZUsnjPujmUp8Z13QkuF/9xzz8niOWsO/ZaVlQVlngmFQwSqi23btvF2sb755psBzzV3y57eaq+yuP/+9795uQCddwxz+4uxR6FkI1oiLlcokQsSkfNUUJ3ihi7uX3/9xSuB9Pvvv/OM3R9//OG2r1DMzddff02wnnzySbcG19+4IKXp119cb2SuoaFBcrLFxZWazGVnZ0tOtsxmM2ZnZ8viOZNbv1LFxvkzz9i0N1LrmJv6IywsjNzzQHTM1oIWejbc9WVxjUYj9u3bl4xp6tSpbscuptJDqNmIlobLFUrkgkTk1Go1xVUgbl1dHbZu3dptDjl3Sz/uljg2bdpECp+zu9KEvrT9FaXpNxBcT54Hbgk0KcmG2NJqvraPHz9eFs9ZXV2dLJ4zufUrddoLX+eZL5trxN47o9GI9957L7ElPXr0wF9//TXge/fGG2+4jN2T/rn3Li0tjUcujx8/LniOzp07e630EIo2oiXhcoUSuSAROXe7jChuaOOePn2aGDqGYTA9PZ1n5Ny9cDwVf9fpdLh27Vr85ptvBNv9jY9DVJ5+A8Hlek6cdV1TUyM52WrXrh3m5ORITrbMZjPm5OTI4jlj9SA1mZNTv4F8yLgTf+aZVqvFHj16SDonzp8/z9sxGhUVJcmccLZDntKpON+7sWPH8nbluzvXl19+KbmOxQjFdRVK5IJE5HQ6HcVVIG5OTg4xcj179hS9BFpUVOTRCGdlZbltD8QboTT9BorrLm2EWq2WnGypVCocPny4LJ4ztVoti+eMqwcp8eXUb3V1tUSz67/i7zyrra2VXBc//vgjL15u27ZtAc8156Vo7vKqc5+srCze348cOYIMw5DxfPbZZ4LnzM/P97jcHao2oqXgcoUSuSARuZqaGoqrQNxvv/2WGLh//OMfPAPqznPgcDjwhhtu8GiEp0+f7rbdU01Fb6I0/UqBK0TmcnNzJSdbZrMZc3NzZfGcVVZWSk62uLhSkzm59Hvo0CFZ6gsHMs+cSZEUOo6MjCR2pX379njx4sWAdcz15Ot0Op9szzPPPEPG06pVK5eVB/aor6+XRceehOK6CiVyQSJyZrM8JWYorny4DocDFy9eTAzczJkzeYb0xIkTgv0OHjzo9UXmLi1EXl5eQGNWkn6lxHUmc/3795fFc6bVamXxnGm1WsnJlkql4uFKiS+Hfq1Wq9c4LH8l0HnmKR7Tn3u3fft2vO6664htGT9+PJpMpoDv3fnz58mYCwoKBH8jlDrmzJkzPHIZGxsreA5PYR+hbiOUjssVSuSCROQqKioorsJwq6ur8YknniDG7eOPP+YZ1K+++kqw37lz51wM4Mcff4x33nknxsbG4p49e7CsrEzQSL/yyisBjVlJ+pUal00YbDabcf/+/bJ4ztj7JjWZc54PUuHv379f0utnD6n0u2/fPrTZbMQLF6rzzOFw4KFDhySdE3v27OEtsX744YcBz4lOnTqRYPsPP/xQ8Lds/WdnrNmzZ5OxdOvWDZOTk136e9pNHKr3rqXgcoUSuSAROTmWCyiuvLj19fW8r1TnclrulhmcA41NJhN27dqV4Pzwww9oMpkEjbQULxw5RCm4bMJgZ++GVGSGe9+kxHeeD1Lhd+jQQRbPZKD6tVgsWFZW5hJPFMrzrLq6GvPy8iTVxaxZs7BNmzY4e/ZsF+Lk71xjyZZGoxHsw+IKLRHHxsYSOzVv3jzB/p526sshFNdVKJELEpErLS2luArDtVqt2KtXL2LYDh48yDNoQg+s89Z/s9nMSwIcGxuLDQ0NvOSbXIMaqBFQkn7lwrXZbES/UpM5T0lTA8F3twwWKH5BQYEsnkl/9Wu1Wj1u5gn1eSZUdi8QHavVavzhhx8k1TGrZ0QU9Jy6sz1msxnff/99Yquuu+463LVrl0t/d7HBoX7vlI7LFUrkgkTkqChLWEIWExNDDNv27du9GjOhslxRUVEE48UXX/T4JU1FGnE4HGi329Fms2FhYSHecsstsnimaLv39uzsbJw/fz7q9fpgTwtJhPuMB1u3ntrZ+e8LRkNDA3bu3JnYq48++kiwv9R5/qj4JpTIBYnIlZSUUFwF4drtdrx06RIxaG3atOEtfbgL+nXOCJ+cnIxt2rQhOOxOtOLiYkFvRaCiFP0GA1en06FarSYvOKvVKpi6xNPL7lrxnHlrF+OZZKsO+OJlVso84xIkqeeEVqvFc+fOBTwnsrOz8ezZsy6/db53zu0rV64k9io+Ph4vXbokylYp5d4pFZcrlMgFichRUZZYrVY8ePAgMWiDBg3iGTN3cSLOxODNN98kGH379nUbn2I2u489oSKvsN67srIynDdvHh4+fNhl+SzY3hUltR89evSa8NhMnTpVcl0WFhbi4MGDsXv37oKbDXzF55YUFNsnNTUV+/TpQ+zW3LlzXfpLXUKNim9CiVyQiJzS1uOvZdyamhrMyMjArVu38nLIcY1ZXV2dSz92yYVr8EaNGkUwFi9eTNqXLl3qYlClMIxK0K9ScLnLs6z37uDBg9inTx9SgcD5yMnJ8av9/PnzspCt5orpY71vWq026PetuXDZOSGVjhsaGjApKYnYiwkTJki+Ccad7XHuu2jRIjKOyMhIQc+e84enku6dEnG5QolckIic0nbIXMu4Fy5cwHbt2uHLL7/skkOONWZCO1ad41FOnTpF+oeHh+OFCxfcGlmp4uOUoF+KK4zLEsfz58/j9OnT8cCBAwF7BuXeDevP8qk3PcghcuJKqds5c+bwUpLMnTs34J3SRqPRZ4zk5GTs378/GceUKVNc+ufn5zebjikuXyiRCxKRU1rOmmsZly2W3bp1a8Eccu5Il3OeqYULF7qtCuGcI0qK+DhEZeiX4orHtdvtgp5BsS90qfPIsR7Eo0eP4q5duyR/aSntviEiqcogBUFOTk7G4cOH88jcCy+8gHq9PiB8vV5PEgy7yyPnjBUfH8+rM3306FGXc3E/aJV275SGyxVK5IJE5MxmZWWRvlZxuV/Yw4YNI4Zs8+bNHkmX2WzGjh07EsNoMBh4ueMWLVrEM5zOWdvLysokGX+o65fiSoPL5gnbsGEDnjlzhrdxg/uy9VaBoX379mSZ12q1otVqRZvNhjabDcvLy3Hnzp3Y0NBAPIb+jlesKA2Xxf7zzz8lWxJvamrCxx57jEfmRo4cGVDMXEZGBk6dOpVne8SMKSIigoxh3LhxLu3Tpk2TXccU11UokQsSkVNaXbdrFZdbV/HGG28kRuz//u//yN+FNiX8/PPPPINYVVWFEydOxMjISIyPj3cxwtz6jOwyrBQS6vqluPLicr13NpsNjx07hq+++iqePXsWbTYb2u124uVzJmfBGK/ScVlsrVaL+fn5knk/9Xo9PvXUUzwyd8stt+Dly5f9wu/YsSNmZGSg0Wh0sT2e+q5evZo3BuffZWVlkXhhpd07peFyhRK5IBE55wzmFDc0cVmvhslk4mU5T0pKIkZMaEfen3/+KWgIt2/fjvHx8S4GUK1WE0Pap08fScaOGPr6pbgFNiUDAAAgAElEQVQUtyXhcrGFkgUHshza0NCAEyZM4BGpO+64A6uqqnzG37NnD6anp6NOp3Mhg94wxo4dS85/++23u8RdssH9Srt3SsPlilgiFwZUJBWz2UxxQxx3//79kJOTAwAAarUatFotAABER0fD5s2b4ZlnnoHc3FxgGMalb79+/Vz+lpubCzNmzIBt27bB6NGjeW0WiwVyc3PhmWeegW3btgU8dlZCWb8Ul+K2NFwuNsMwEBb231cn+3xv2rTJ5fkX0/7HH39ATk4OTJ06lfzt8OHDsHr1ap/x77vvPtiyZQvk5eWB2WwGh8NBfjd69GjYtGkTsW/OsnLlSoiIiAAAgCNHjsCvv/7Ka+/SpQtPD1ILxQ1AxLC9lnA0l0eOLWRMcUMX9+TJk+TL9PfffydfoQMHDiRfrgMHDnTpJ1SWy9tX7r59+7zmpPNHQlm/FJfitjRcIWyr1SrJxofx48eT9uXLlyPDMDhp0iQ0GAx+4ZeXl2NycjJmZmZiRkYGLlmyRPSY5s2bR+xh165dUafT8drtdrvi7p3ScLkCdGk1OESuqamJ4oYwLrssIpRH6cEHHyQGq7Cw0KUvN67ObDbj7t27vRrZlJQU0i7lzr9Q1S/FpbgtEVcI22QyYb9+/QLe+JCdnc37+969e1Gr1fpNEk0mE6alpeHIkSOxa9euJGZOTN+qqireLtY5c+bw2q1Wq+LundJwuSKWyNGlVYnFZDJR3BDGZSc+u8zw2Wefkbbu3buT/7/55psF+7Ly/fffw8MPPwzDhg2DmJgYl9+yyx3vv/8+jB49GhiGEVyq9VdCVb8Ul+K2RFwh7KioKMjPz/drOZXbPmDAAF7bmDFj4ODBg7z+DocDzpw5IwqfYRgIDw+Hvn37glarBavVCna7Hex2O/mNu2XWpKQkmD9/Pvn3ihUrIC0tjfzb4XCAwWDg2UKpRGlzQs655rOIYXst4Wguj5zRaKS4IYzLrZFqNpvx0UcfJV+fS5cu5S0hcIW7rOqce+6pp55y+7Xb1NREvmSllFDVL8WluC0R1xO2s6feV08aayPctZtMJpw5cya2bdsW9+zZIwq/c+fOmJWVhXv37sXk5GTcu3cv6nQ6NBgMPO+cEFZjYyN26dKF2Le2bdvy2puamtBqtUqeW1Bpc0LOucYKKHVpFQCWAcBfANAEAJcA4FsASOK0TwUABwDoOMdmb7jNReQqKyspbojiOhs8rVaL3bp1Iwbr3XffJW3ORopblis5ORnj4uJIvz179rg1jOXl5Wg2S19fNRT1S3EpbkvF9YTN3cXqb0ybp/bFixcTW9OqVSuMjY0VhV9WVoY6nY5H5jIyMnDatGleydyqVat4RI67m58dr9RkTmlzQs65xoqSidwSALgFACIAoD0ApALATk77VAAo9hW3uYicXAXRKW7guKtXr+YZqzVr1hBjxc0BJ1TRgRvY/M4775B+119/PRoMBrcGkW2T+us1FPVLcSluS8X1hu1wODA7O9uvmDZP9sNsNuMff/zB++AMCwvD1atXe8U3GAxoMBgImYuPjycxcwaDwWM5L71ejwMGDCDnfPzxx0k7O16pyZzS5oScc40VxRI5lwECPAQAGs6/Q5rIXbhwgeKGKC63tJbBYMA+ffoQQ/Xmm28SY3bs2DGXvnl5eaTvuHHjSL+3337boxEuKSlBi8UiOZELRf1SXIrbUnHFYK9fv96vjQ8lJSVePXkbNmzA8PBwXq45bjlBof4lJSVoMplQr9djRkYGdu3aFePj48kyq16v90jmtm/fTs4VERGB69atI7VXuWOTyr4pbU7IOddYaUlE7nMA2M/591QAMANANQBcBIAtANDTTd+XAeAoABzt2rUrNjU1oVqtxsuXL6NOp8Oamho0m81YUVGBDoeDJDwsKSlBRMTS0lJ0OBxYUVGBZrMZa2pqSKJFtVqNTU1NWFtbS7Jo22w2cnNZDPa/5eXlaLFYsKqqCg0GA9bX16NGo0GNRoP19fVoMBiwqqoKLRYLlpeXC2JcuHABbTYbVlZWotFoxNraWnpNPlxTU1MT5uXlYdeuXfH999/neeOOHz+OZrMZ8/Pz8eOPP+ZdU3V1NY4dOxZzcnLw9OnTGBYWRvr+/fffWFBQgO3atcOCggJiQA0GA5aXl2NTUxMeO3aM3id6TfSaroFrqqmpQY1GgxUVFajX67G0tBRVKhV+8sknqFKpsLi42MVGZGZm4nPPPYfZ2dlYV1eHNTU1qFarsbKyErVaLe7fvx87dOiAu3fvxiFDhvDI3Pz58zEvLw/79++Pubm5qFarsaamBuvq6rChoQGrqqowMzMT33rrLczIyMC8vDxMTk7G/Px81Ol0ePbsWdRqtVhaWop6vR7z8vJw6NChmJOTg3V1dXjnnXfyvHIZGRn49ttv866luLgYLRaLou6TUuZeiyByADABALQAcCvnb70AoC8AhAFAJwBYCwDFABDtCau5PHLszaO4oYXLDUhOT0/nfd2+9dZbxCiZzWasrq7m9V2xYgX5Sv3oo49Iv9GjR3v9ki4oKMDly5dLcek8CTX9UlyK25JxxWI7V30QEzPHkjwxnrza2lq8++67eWSudevWmJaW5tK3uLiY11+n0wnGzN13332o0WgEz7lv3z7euQ4dOkQ+XJ3HHKhnTmlzQs65xoriiRwATAKABgC4x8vvIgDAAABjPP2uuYgcldAUrnH99ddfiWGKiooiX0rs4WyMjh49imbzld1jvXv35n0Ni4mJ0Wg0QbpqKlSoNLdwN0YFmixYqL2xsREffPBBHsF66qmnXJL3Ovc3Go08MseNmfO0zPrwww+T89x///0exyZHGMm1LGKJXEjmkWMYZhoArAaAhxFxn5efs5NMuiRdAUhpaSnFDTFctVrNkn5ARFi2bBlpYxgGTp06BRcvXiT/5uZ7s9lsJKfcwYMHobi4GAAA2rZtC999953XPFG7du2CuLg4n8fsTUJJvxSX4rZ0XF+ww8LCoKKiQnQeuV69enlsd+7fpk0bmD17NkRFRZG/ZWZmEhvG9i8qKuL1DwsLI6XFIiIiIDY2luSZQ0Sw2+3ETo7m5Jl75JFHSL+MjAzYunWr2zx0iAg2m43g+CJKmxNyzjWfRQzba84DAOYAwGUAuN1N+0MA0BWuELckuEL4ygAgxhMu9chdu/Laa6+RL8eMjAxeAO/GjRt5X5bO+d7Yr2uz2YxTp07lefLEfElLnT+OChUqoS92ux2PHDkiqSfOuT0tLQ1feeUVjImJwQMHDojun5GRgX379sWMjAyXPHN6vR4vX77sgsXd4HXTTTdhZWWlV8+ccy5OKr4LKHVp9epksQI/T5yO0/4pXMkvpweAKgDYDgB9veE2F5FjgyYpbmjgOhwOXr3T++67jxikF198kRgjNoDXeUs5N7Zu7dq1OHDgQAQA/PLLL0UZ4bKyMikvn0io6JfiUtxrAdcfbOd4OXfEp7S01G+SZzKZ8NSpU4LtXFzn9oyMDLcxc7fccgvW1tby+iQmJmJkZCSxnZ07d8a9e/dKSuaUNifknGusKJbIyXU0F5ETykFGcYOHy41X4dYQDAsLw7/++ov3ldquXTusqqpyOZ+zEfzhhx948SSejLDJZJLy8nnjorgUl+I2D66/2FyPvjvCo9frJY+pO3jwIP79999u200mEyFyYmPmoqOjeXF5AIDz5s3zWBfWFzKntDkh51xjhRK5IBE5ZyJAcYOLyy3JNXLkSF5wMNfgVFRUoEqlwnPnzpG+zmW5fDWyFosFL126JLUKEDF09EtxKe61gBsIts1m82g/WNsjFYk7fvw4JiUlYWJiIq5ZswZNJpNgf+7mB7F55uLi4jAhIYFH5oYMGYInTpzwOEYxZE5pc0LOucYKJXJBInIGg4Hihggud2mjqKiIZ3xWrVrFMzQajcblC4tdVvXXyNpstpDQA8WluBQ3eNg2mw1Hjhzp1n5kZWVJRuK0Wi326NGDZ+tuuukmTEhIEOxvNBo9xszpdDq8ePEi71yDBw/GoUOH8s7Rpk0bXLlyJaanp7sdq7dKCEqbE3LONVYokQsSkauvr6e4IYLLrWH47LPPEqMzbNgwF2NTXV3tsjGBLcuVmJiI6enpPhlZFisU9EBxKS7FDS62Vqt1iZdj7cfkyZMlTVGiUqnw+uuv5xGt8PBwnD9/PqrVapf+119/vceYuX79+vHi7XJycjA5ORlnzpzJi5sDAHz00Udx+/btfpE5pc0JOecaK5TIBYnIyZUzjOL6jjtu3DhUqVR4+vRpXgLgvLw8FwNYX1/PMzIOhwOzsrIwOTkZ27VrhzfccAN+8MEH2NDQ4NXIcnMphYIeKC7FpbjBx+ZunOLaj+zsbMlIHHs0NDTg5MmTXWLaevTogTt37nTpr9frPcbM6XQ6NBqNxFayfVetWsWryQoA2KVLF1y2bJnPZE5pc6I58oNSIkeJ3DWN63A4iLEZP348MTIpKSmChrC+vp4Xx1FXV4ft2rXDxYsXk77t27cnSTfFxoMEWw8Ul+JS3NDBZmN2nW2PlCSObR87diyuXr0a77rrLhdCN2rUKExMTOTtfuWSOaGYOZbMseNlx/Dbb7/hK6+8wsNnGAaffPJJTE5OFk3mlDYnKJFrwUROaW7clorLfv1u3ryZZ2BSU1MFDWJOTg4vI/nChQtRpVLhhAkTSN+5c+d6NaLOy7PB1gPFpbgUN3SwHQ4H5uXl8exHdXW15CSOtWlsHNw333yDiYmJPFs4aNAgXj92J6u3mLnff/8d9+/f7zKWn3/+Gdu1a8c7R58+fXiE0dlWcm2u0uYEXVptwUROaYGVLRWXjUeZN28eMSr9+vVzmzZkxIgRPKNSUFCAly5d4sWAFBYWejSiFosFjUajX+P1VSguxaW4zYcrJXZeXh5mZGQQu+Guzmmgy61cXLP5yu7Y+++/n9gzlug592dJnLuYuTFjxmBGRgYaDAaXHbEXLlzg5epkk6fHxMQIxhlzyZzS5gTd7NCCiZzStjq3RFw2d1NVVRUv91FsbKxbA3j48GHS32AwoNlsxs8//5z0HTp0qFcjKpRqpCXql+JS3GsNV2psbrwcW+tZShLHxXVu//TTT/G9995z6Z+eno5JSUmoUql48XLOMXN5eXnk73q9Ho1GI+/cRqMRly1b5rIRIjIyErdv3y5I5mw2m+LmBE0/0oKJnNKSD7ZEXDYR5jvvvMNbRkhLS3NrCLmJe1kjO2TIENJ/zpw5Ho1oUVGR3+P1RyguxaW4zYcrBzYbL6fX6yUncSyuL/1jYmIwKSkJN23a5LL5gRszl5qa6kL0Dh48iCtXruSd4/Dhw9ivXz8emQsLC8NPP/1UkMxdvnxZUv2yosS5xgolckEickorB9LScO12O/bp0wd//fVXXkzIunXrPBo0biktq9WKhw4d4n1Jsl+qQkYwNzfXbbxES9MvxaW41yKuHNhsnsv8/HzJSZzZ/N/SX2L6JyUlYVxcHLF5DzzwAJ48eVIwZu7tt9/mxcxx250/ltVqNb700ksumy0mT55MNo5xx3vo0CHctm2bpHValTjXWKFELkhEjkpwxW63o0qlwrZt2xKj0bNnT69fp2ycBmtcZ82axYvx8GQEd+/eHeSrpkKFihKlvr4eb775ZslJnK/ty5cvx06dOvHIVuvWrXHatGnYp08fjzFzzjF1qampLufctm0bJicn8/D79evHK5PIHdOgQYPw/PnzvLjla1EokQsSkSspKaG4QcS1Wq2o0WgwKSmJGIyvv/7ao4GzWCwE1263Y1NTE6//xx9/7NYIzpo1K6Dx+isUl+JS3ObDlRO7uLgYbTabS8LgQElaQUGBT/1rampwxowZyDAMj3Bdf/31mJaWRoja2bNnBfPMOcfUJSQk8CrolJaW4j333ONCFtkyYsXFxS5jy8rKctnd6qsoca6xQolckIgcleAJ60376quveDEZu3fv9mjI/vzzT4Jhs9lw06ZNpH+HDh1IIkznvjfffHOzxElQoUKl5YvD4RDMM9fcnrqCggLs3bu3y3LolClT8MKFCx7zzAnF1KWlpZFsAUajEZcuXYoRERE87AkTJnhNw2K1WiVdclWCUCIXJCKnNPbfknDtdjvqdDrs3r07MRCvvPKKR4N26NAhNJlMBNdiseDGjRuxbdu22LFjR/z3v/8taATbt28vKo9QS9IvxaW41yqunNjOuFVVVTho0KCASVpBQYHf/dkSXDExMTzCxcYKe8ozJ5SHLjU1lZf66ffff8e+ffvysOPj4/Gf//wnHj9+3ONYLRYL2mw20V46Jc41ViiRCxKRoxI8OXLkCH7//ffEMCQnJ2NDQ4Nbw8UtpYXIrwbBbqNvbGwUNIJ///13EK+UChUqLVnYlBzN6YkTai8pKcHHH3+cV+LLOSZu8+bNmJiY6DZmjkv2Dh06RIhaQ0MDvvjiiy6ePwDA4cOH43fffYeNjY0e7bfVakWtVhvs2yWbUCIXJCJ34cIFihsEXIPBgO3ateMVi+bmSnI2Bs4k7sKFC1hRUSHKyOXn54v+Gmwp+qW4FPdaxpUT2xNuIMutJSUlkpG8HTt2YMeOHTE6OhoLCgp4y6gffPABCWOJiYnBJUuWYG1trds8dJmZmWg0GomH7qeffsLOnTsLErqEhAR89dVXcfXq1R7HfuTIEdy9e7egXVbiXGOFErkgETl3BYEprry4NpsNFy1axEv+6ynmwjnWwmaz4fPPP+/VyGVkZPgUp9FS9EtxKe61jCsnthjcS5cuYf/+/X0iYWxic6k8dcnJybh27VosLS3l5ZkbPXq0CwGLjIzElJQU/PDDD/HAgQOYnp7uElOn1+tdYuciIyMxPDxckNQNHDgQY2JicNeuXW7HeMstt2BpaSmP0ClxrrFCiVyQiFxlZSXFDQKu2WzGW2+9lTz0Tz31lNuHfenSpS79L168iBs3bsRTp055NHK+PrwtRb8Ul+Jey7hyYovFZWPDxJKw8vJyWZZbWVyTyYQGgwFvv/12l52uzkd4eDjee++9uGLFCpeYusOHD+Mff/yB5eXlJKfd9OnTsWfPnoJYDMPgo48+iseOHXM71uzsbBJHF+z7FohQIhckIudca5Piyo/rcDhw9+7dohL4Ohe1Z6WmpganTp2KAICjRo3C3NxcFyPmvBzr73ilEIpLcSlu8+HKie0rrtjl1qamJlli6pqamlzad+7cib/++iu++uqrvM1mzkd2drZLHrrevXtjRkYGqtVqNBgMmJ6eju3atcPU1FTcs2cPTpw40WWXK3sMGzYMv/32W1Sr1W7HrNPpZNntKudcY4USuSARudraWorbzLg2mw1HjRpFHu6ZM2e63e3kjoidP3+eV5d1//79AZM4d+OVQiguxaW4zYcrJ7a/uJWVldi3b1+3JCw3N1eWjRFVVVUe200mE+bl5WG3bt2wTZs2GB8fT+LdGhsbeTFznTt3xqioKExJScH58+fjnj17sKamhrR369YN8/Pz8cKFC/jRRx9hr169BAldfHw8zpgxA48ePeoyNna8vu52leu++SKUyAWJyDU1NVHcZsS1Wq24YsUK8kC3atUKz54967M3jYsxYMAA8lXIGil/4yGUrl+KS3EprrzYgeB6Wm5NSUmRZXerp0wAzv3Xrl2Lf/31F+bn5+PGjRtd8sy1adNGcBm2T58+GBMTg23atMG1a9eiVqtFnU6HTU1NuHv3bkxJSXG7nHvHHXfg6tWrcefOnWSZlTs2Vmd6vT5o902sUCIXJCKnVqspbjPi1tbW8tzuzz//vItB6dKli8fxOBwOHDZsGMF46aWXXHa4SjVeqYTiUlyK23y4cmJLgSu03Lpv3z7JSZzZbMZ9+/b51Z+NqeOmKJk0aZLH2DpuKqnXX3+dl6du27ZtOH36dAwLCxPsExMTgw8//DDefffdmJ6eLjjWwsJCzMrKCtp98yaUyAWJyF2+fJniNiPukSNHeEGwf/zxh8vDeunSJbd4drsdT548STDCwsJ48XX+Lqm6G69UQnEpLsVtPlw5saXEvXjxIvbu3RtVKhXW1NRITuJUKhU+8cQTknj6DAYD6nQ6/PHHHzE6Ohofeugh7NGjh1sy99BDD7nkqfvtt99w0aJFGBMTg6NHj3YbSxceHo5Tp07Fw4cPo0ajcRnTXXfdheXl5T7ZejnnGiuUyAWJyOl0OorbTLgOhwMnTpzI2+TgbEDcLYlyv2Dnz5/vFiPQLeZK1i/FpbgUV35sqXFZu+UumXmgJCwrK0tST5/RaMQTJ07gAw88gF27dsUdO3bgjh07cMGCBZiSkkKqS7Rp08altuuYMWN4H+Ft2rTBUaNG8fKJOh833XQTfvXVV1hZWUnSn3C9mGLj6OSca6xQIhckIldTU0Nxmwn31KlTvDiJr7/+2qU2n5DY7XZSoNpgMOB1111HMLhJhN3193e8UgrFpbgUt/lw5cSWE9fhcKDNZsPjx48TT12gJKyyslIWT9/06dNx/fr1WFJSQrx1Op0OGxsb8ZtvvsHrrruOl4dOo9FgXFycW8IWExODnTt3duuli4iIwPHjx+OGDRuwoKAA582bh8nJybz3h6fdrnLONVYokQsSkTObzRS3mXBfeOEF8lA+8MADPINx4MABl68qm83GCww2mUy4Zs0agpGQkIA6nU6SJVWh8UopFJfiUtzmw5UTu7lwHQ4HIXZWq5V8zPpKwrRarSyevszMTJc2k8mEKpUKe/To4VLbtbq6GmfPno0DBgwQFWc3aNAgt/F0YWFhOG7cOFy6dCkmJydjWloaqT5hsVjQbre7vA/knGusUCIXJCJXUVFBcZsB99ChQ7wM4NzA3pycHCwrK+P1a2pqIoaLPbi55wAAX3vtNdImVd4hpeqX4lJcits82MHCdTgc2NDQgMuWLcMjR4642Ed3JKysrExyEqdSqXi47vqbTCY8c+YMPvHEE5ienk5i5vbs2YMZGRn40Ucf4V133eWyozUiIgLVajWWlJTgjBkzsFWrVm4JX2JiIrZu3RpXrlyJGRkZOHz4cDxx4gSaTCa0Wq0kf5ycc40VSuSCROSkylFDcT3jcr1xd999N3nw2a8nVmw2G5aUlAgaqbS0NEIG27dvj2fOnJFsSdV5vFILxaW4FLf5cOXEDhVch8OBdrudeOwyMjLc7j6VmsRxccX237NnD3bo0AFVKhWvZJhOp8M9e/ZgTEwMJiYm4uOPP47Tpk1zqf3aunVrr168sLAwHDNmDGZlZZG+er0e//zzT1nnGitiiVwYUJFUysrKKK7MuDU1NbB161bytwcffJD8f3h4OISFXZnWpaWlUFhYCElJSfD1119DZmYm+V1ubi5MmTIF3njjDXj55Zdh+/bt0KNHD2AYBsLDwyUdrxxCcSkuxW0+XDmxQwWXYRgICwuD8PBwaNWqFdxxxx1w6tQpuPfee4FhGPK7iooKyM3NhWeeeQY2bdoEo0ePdsHyp72iosKn/i+88AJs2LABRo8eDa1atYJWrVoR+x8ZGQkJCQngcDjgX//6F6xYsYLXPyIiAlq3bu1VJw6HA7KysmDMmDEwbtw4WLt2LajVamhqapJ1rvksYtheSziawyNnt9vRbrc3S+mOa1kWLFhAvpj69OlDAlS5O0y///573LVrF3744YfYoUMHBAC8/fbbScyFuy89OUq5UKFChYrShfXYVVRU4Pr167GiooK887iHv+2sJzA/P5942gL19F28eBHfeOMNzMvL4yUjZlOY7N69GxMSEvDNN9/E2bNn4/DhwzEqKsqjly4iIgI7dOiAP//8M5pMJll1DnRptfmJnEajwZ9++gmTk5MxPz+f7HqRwgVbUlIiwQiVj1tUVISxsbHkodq6dSuqVCqcOHEiOhwONJlM+Oijj+LkyZMFdzQtW7ZM0AgUFxdLuqTKitL0S3EpLsVtXmyK64prtVpdlnotFotfy7nFxcVoNv+39mz37t15KUyca7/26dMHf/jhB1y5ciWOHTuWpD8ROl5++WVZdMEKJXJBIHLfffcdAgBGR0djSkoKzp07F9euXYtFRUVoNBrx9OnTuGfPnoAqBVzr8sEHH5CHqF+/fmg0GtFisaDFYsEjR45gfHw8RkZGujxw3bp1w5kzZ/K2l3MPNoaOChUqVKiEply+fBkvX75MMhAEsvvWZDKh0WhEg8GAWVlZGB8f75Knjj02bNiArVu3dkllkpmZKev1iiVyNEZOQtmxYwcAAOj1esjJyYHly5fD1KlTYciQIZCQkAA33ngjrFmzBn744Qc4efIk2O12cDgcVxi1F7lw4YIsY1YSrl6vh88++4z8e/78+RAeHg5nz56FiRMnwu233w4ajQYsFgv5Td++fWHNmjWwatUq2LZtG2zevFkw5qK4uBgiIyMlH7OS9EtxKS7FbX5siiseNykpCZKSkiA8PJzE8kVERIDD4YCwsDA4cuQI3HPPPcAwDInru3jxomDMHTcm0G63Q2RkJDz55JOQkJDgct6OHTtCu3btoG3btrB69WpYsGABDB06FFJSUqRUgf8ihu21hKM5PHJz5szBpKQkUTltuDVBs7Ky8OGHH8YDBw6gTqcTXIoNlZ1NwcT94osviP46duyIOp0OrVYrjh8/3kW/t9xyC27ZsgUNBoPbLzWLxYJWqxVra2sVpQeKS3EpbvPiyolNceXDdTgcWF9fj7/88guWlZURLx57WCwWwdqxJpNJsDYsuwybm5sbUrtWg06wmuuQm8itXLkSly9fjt988w1u3boVV65ciQsWLMA777xTMAnh559/7uLufeSRRzA8PBwHDRqEU6ZMwc8//xxTU1OxsbGxxeUw8lVMJhN26dKF6C86OhpLSkpQpVJhYmIi0fGoUaNw9+7dbrfIs+TNOXZRKXqguBSX4jY/rpzYFDf4uGxZLjYuj43NO3PmDM6YMQOPHTtGlmIPHjyIo0ePDqk8csyV37Z8GYTQIrIAABaRSURBVDp0KB49elQ2/G7duvG2T7PCMAz07NkTunXrBq1atQKr1QoajQaeeeYZaNu2LSxatAg2btwIY8aMgT59+kB5ebkgfnx8PCQlJUFCQgIkJibCihUrIDY2Fk6cOAEjRoyAhIQE+OWXXyAxMZEcSUlJEBsby9s67iwWi0WWJUV/cfV6PZSWlkJJSQnk5+dDVVUVVFZWwvnz54lu2rdvD3v37gW1Wk3c5YWFhTBs2DC46667CBbrTt+8eTOkpKRAWFgYz+UuxXi9CcWluBRX+bhyYlNc5eE6HA6w2WyyzTVWGIY5hohDvf2ulayjuEbE4XBAdXW1YBsiQklJCZSUlPD+fuLECfL/Dz30ELRv3x40Go3bc2g0Gl77wYMH4a233oJNmzZBdHQ0aLVamDhxoku/8PBwSEhIgKSkJEhMTISEhARITk6GL7/8EuLj40Gj0UCHDh3g8uXLsH37doiMjISoqCiIjIzk/T/3v23atIHevXtf+RK4SorYDwL232q1Glq3bg1NTU3Q2NgIGo0GGhsboaGhARwOB1x//fVEL8XFxXDs2DEoLy8Hm83mVd833ngjj8SNHj3aJe4tNzcXli9fDoWFhdC1a1ePZBYAoLGxETp06OD13L4KxaW4FFf5uHJiU1zl4YaFhck613wV6pGTQMxmMyxbtgwuXboE5eXlUF1dDRcvXiSkRS6Jj4+HhIQEiI6OhsjISCgqKhLdNy4uDpYsWQI333wztGnTBs6ePQvPPvusqL6xsbHQqlUrWL58OQwbNgzCwsIgNzcXpk+fDhERERAWFgZms9nfy/IqiYmJEBYWJrhxgWEYqKyshIiICOjSpYtoTL1eD9HR0VIPleJSXIrbAnDlxKa4FNedtGiPHMMw4QDwMQBMBYDWAKACgFcQsT4Y44mKioJFixZBRUUFREVFQXx8PAAA2O12qK2thd27d8PChQth2rRpEBsbC1VVVbyjtrYW/CHUzl46X6SpqQn++c9/+tVXq9UCAMDzzz/v0ma1Wv3CFBKGYaB169YQGRkJWq0WBg4cCIMHD4bU1FQeiWN3H7FLpz169PD5XGazWZaHkuJSXIqrfFw5sSkuxQ1UFEnkAOAtAHgUAO4EgMsA8D0ArAeABz11klu6du0KjY2NEBERAQAArVq1gm7dusGMGTNg3LhxsGrVKpg0aRIMGjSIEDdEBKvVCjt37oRZs2bBa6+9BklJSVBVVQXV1dVw6dIlqK6uhvr6eqiqqoLIyEhZvV3NIa1bt4bBgwdDjx49oHv37tCzZ0/QaDTwyy+/QElJCXz11VcwduxYaNu2LSm3BQCQl5cHX331FWzZsoXEvLHkLVDhnkdKobgUl+IqH1dObIpLcQMVpRK5lwHgA0QsAQBgGGY+ABQzDNMDES8Ec2Dh4eGEWHAJxg033ACffvqpYJ+IiAh4+umn4YEHHoCsrCy44447oFu3bjwvnVarhbNnz8LChQth8eLFMGDAANDpdKDX68lRVFQEa9asgYkTJ0L79u157XV1dVBUVAQVFRXQt29fCAsLA4PBAFarFRiGAaPRCFVVVeBwOKBTp04QFRVFctwhIpjNZqivrweHwwHJyckQERHB2zVjsVigsbEREBHi4uKgY8eOcMMNN0CPHj2gZ8+egIiwZcsWeOmll2Dy5MnQunVrnn4KCwshPT0ddu/eDbfeequLjgoLC+GTTz6B5cuXw4ABAyQhb1yRsr4qxaW4FLdl4cqJTXEpbqCiuBg5hmHiAaARAG5BxCLO3zUA8Bwi7uL87WW4QvoAAPoBwJlmGGI7AJBjiZfiUlyKS3EpbnBw5cSmuBTXnXRHxPbefqREj1zc1f86B4c1ctoAAAAR1wDAmuYYFCsMwxwVE5xIcSkuxaW4FFcZuHJiU1yKG6iEziKveNFe/W+8098TAKCpmcdChQoVKlSoUKESNFEckUPERgAoBwASSMUwTC+44o37I1jjokKFChUqVKhQaW5RHJG7KmsAYAHDMD0ZhokDgGUAkB7sjQ5XRa6lXIpLcSkuxaW4wcGVE5viUtyARHGbHQBIHrllcCWPXBQAZADAy8HKI0eFChUqVKhQoRIMUSSRo0KFChUqVKhQoaLcpVUqVKhQoUKFCpVrXiiRo0KFChUqVKhQUahQIieBMAwTzjDMpwzD1DEMo2UY5meGYdpJgDuZYZj9DMM0MQxjk2KsV3GXMQzz11XcSwzDfMswTJJE2IsZhim9il3LMMx2hmGulwg7jGGYAwzDIMMwXSXAW8swjJVhGB3nmCXFWK/i38cwzO9XcesZhvk6QLy/nMZqvKoL11IYvmN3Yhhm69U5rGYYJpthmMES4CYzDLOOYZhqhmE0DMNsYhgm0UcMj88BwzDjrurGyDDMSYZhxgaKyzBMF4ZhdjIMU3ZVx1OkGC/DMP+4qtv6q3rezzDM3RLg3s0wTCHDMA1X9VzIMMwTgeI6/W7mVV38jxhcEWNOuYrHndMHpBgzwzAdrs67y1d/U8QwzHUBjvdtp7Hqro7/KwnG+wbDMOeZK++Pc2LtkAjcGQzDnL061uMMw6SIwPT6fmAY5vmr4zUwDHOIYZjbAsVlGGYwwzCpDMNUXdXrSDE6EIn9PHPl3aG++uylMgxzkwS4k5grNkd99chnGGa02HFLJZTISSPc2q8swVgvAa4aAL4GgNckwOKKHQCmAEAyAAyGK2P+QSLs9QAwBBHjAKAHXEkVs0Ui7HkAYJAIi5V1iBjDOQIiW6xcNZjbAeB/4YqeuwLAfwLBRMRB3LECwOcAcAoRCwMdL1yZZ0lwpQLK/2/v3KOvKss8/vkC2g8ERTMZCIXfeEF0lbi8LBMdKUNrNBsE74xhDtIUS8ZM19JSmfFWaFdzNY5iaOaYjmJ5w1vYQgVSLCgMc2owZQVKjMIPQiKe+eN5jxx2v/M7l70Px9M8n7X2Omfv8+7vfs6732fvZ7+X/Q4CngcelHLPhXY70B/YF+jE86Je36joB/JXD90HXIu/W/JaYLak4Xl0gS3AY8CZwGtF2QvsCtwA7AO8D7gTeETSnjl1XwLG4fk7MKW5Q9LInLoASBoGXAj8oga9erT/nPG/I/PqSuoAngQ24eV5IHAW0JVH18yuyfjfwYABd+S09yTgX4GzzGwAcDZwnaSxOXVPAa4ETsV94ybgIVV/sO7x/pACrO8A/4yX53uBh+VvkGhYFz9f9wEnVdFpRHsAcEXa/n7gBeAxSX1z6i4AxprZrinNt/C8GNjAf2ic8vkyY2lsAV4Bzi1b3xt38OEF6Y8BNjfR/hOAt5qguxMeyPyhAK39gN8Ao1LeDi1AcxZwS5PydD7w5Saesz7A74HzC9Jbgo/8Lq2PSPm8e87zvwU4qGzbMUl3WAN6f+EH+A1wXmbbPOCKPLqZ35cDE4uwt0K6N4BxBdrbCzgK2Ah8oghd4AngNOAp4EsFnbvc17UKulOAV4EditTtJs31wAsF2Pt54NnMtvnAF3Lq3g18PbPtf4DL67R5m/sDcBvwvbJ14Q/sn8qjm/nNgKNynL8e72np2mT4VJ9F2dwbGJ90P9Co7Y0sUSOXE/ncr3sBi0rbzOw3+CwTH2yVXXVyLAW+TFnSmfK5b7uAacD0nHq9gFuBi/Cp2IpkfGqO+rW8ebx/XkFJOwGHAxvlTVyrJT0lqcjpXP4Bf8q+vSC96/C82D3VaJwHPG35XumjsqVE6ZqTu9m2TGdRZtsLBeo3FUkfxJ/kf1mQ3pvA23gwuxCvVcyrOQXYYGY/yKvVDb0lvSpven9IBTTnAx8GXgRuSk2ryyR9vgDdd5D0Hvz1V/9egNxdwM6SRsu7jxyNP7jOyanbi219j7Q+qk6d7P1hG58zj2J+Rv0+V+h9p07tY/HWnf/Oqytpr+R3m/BWmB+YWb0117mIQC4/Nc/9+m5E0nhgMh5wFYKZ3WlmuwCD8SAub6GeBqw0s/vy2pbhBmB/fPLjcXht0c0F6O6K+9Zk/GI/BL+hFlnlPgW/YBQV2D6DP1G+gQfgJ+P2N4yZdeE1ONMlDZT0PuDS9HNRvjGA9vW9PfAL/wwze7kITTMbiDdljwMeBnL1rU3NcF/Cm9GKZhkeVHTifrgE+LFq6MtWhd2B44DF+DVoInCppLNy6pYzAdgRbxrPy+t4OZiLBwNz8RrlvMH9A8BESYdK2kHSVLzSoWbfqHB/yO1zzbjv1KotaT+8m8uFZrauuzT16JrZ75Lf7Qycg5+/7UoEcvlp27lfUx+Km4GTrJh+VttgZiuT/oPZzrK1ImkfvG/O1CJtAzCzRWa2ysy2mNlSvA/ehPS0nYdSmfiumS0xs014360dgFr7AFVE0t74k2ERtQGlGs8ngF/j5bgfcDUwT9KgnPIT8RqiXwE/BX6Ythf18u51tKfvDcEv+I8BlxSpbWZvm9n9+IPJP+WUuwW4ysxW5LdsW8xspZktNrPNZvammV0CrAE+nlN6HbDCzL5pZpvM7Hm8H9sn89pcxhTg++lhJS+X4X0xR+HXiIOACySdm1P3drym/fvASnxayyep0fd6uD/k8rlm3neqaUs6APe7682s5utnLTab2XozmwVMk3R8I/Y3SgRyObE2nftV0jl459dPmFkznyD64P0RGn3KPgrvFP5LSavxZjOAJSpwhGliS/rM1cHfzN7C+1V197btIt7APQVYbGYLC9ACH+TQCdxgZmvTze8W/PpwRB5hM1thZqeZ2WAz68T76GzEOwkXwWLKfC9xcNr+riQNxJgHPGJmU1PTVDPogw8yycNY4JrUPWA1MBq4RNK83NZ1zxZy+h/wc5rne6Vg4GgKepACDgFmm9mL5iwF7gdOzCOatL5iZiPM7L3AZ4CReC15j1S5P2zjc2lA1Chq8Llm3neqactH9z+F912eUZRuNxThd/WxPTvk/bUuwBfxUWOdeAB3DzCnAN3eQAfeTLA5fe8gzciRQ/d84A/AYQXnQy+85myPtD4UmI3fvPs0qNkv6ZSWI/AL8qFA/5z2ng4MTN/3BZ4F7i0oLy7CRzsegDv2xfjghF1y6u6IN8VMKfjcvYQ3Ne+U7P003szztzl1R+CBYi/gMOBl6hiIkDQq+gE+sGgDcAZem3EGsJ4aBhpV86+y9VfwJpOOWspxFXv3T+Xiqgbysifd8cAH0rnrwJuANuMj6vLoDs0s84EZwKACbP4IPnq3F94cPB1votszp+6wVCY+l9IdhHcZOC1vmUhpvgnML/DcXYL7374p7Uh8YNdlOXV3SVrCH4Zn4n0H+1bR7PH+gD9cd+GtAjsCXwBWATvn1FWZ/ZbKRwfQu4Z8qKY9Gh/he141rTp1zy4rwwOAy/EH1QPq9e88y3Y70F/zkpzperzKeh0+hLrh0X5lupNSgc4uw3PqGvCn5IzvLAXY2wvvl/M6fjNdgVfr711gXg+nuFGrT+FNOevxYPNr1S5GdWgL+De8SeNNvDp/VAG6p6cyliuI7UZ3JPBgKsNv4Z2ZP1mA7mQ8gN2AB3HTGtDo0Q+AjwFLgT+mz+MK0u3ut+l5dPFXF1jW9/BXT+TRnZrytyuV6fnAKUXkQzc+U/Oo1So2X4AHyevxa8Ycany4rOHcjcE74K9P+fK5gnT7pvz9VFFlGA++v4zX4nfhLTxfpYZRt1V098QH0ZTKxPeoIQCnhvsDHsD8Fve5nwKH5NVl67U9u0wqQHsuXtub9bujc+peVVaG38Cbro+tp2wUscRcq0EQBEEQBG1K9JELgiAIgiBoUyKQC4IgCIIgaFMikAuCIAiCIGhTIpALgiAIgiBoUyKQC4IgCIIgaFMikAuCIAiCIGhTIpALgqBpSJol6flW25EHSYMlPSzpLUkmaUyFdBd391vap/Ap5noizcQwfXseMwiC1hCBXBAEQc98EZ8d4AzgQ2ydJi7LxfiLaIMgCLYbfVptQBAEQTOR1NfM/phDYn9goZk9XJRNQRAERRE1ckEQNB1JYyUtkbRe0tOSDsz83k/StyStlLRR0nOSjsukWS7p+sy2Sanpsn9aH5PWj5f0I0ldwLd7sKtT0v2S1kpaJ+kBSfuU/W74nJLjku7yCjrLgfcCV6R02SbY3pKukfSGpNcl3SjpPRmNvSTdJWmNpA2SHpU0omKmbt3v7yQtTvm2SNKR3aQ5QdLj6dhrJS0oz19JByabj8ns119Sl6Tzq9kRBEFriEAuCIJmsxdwHXA13jy5B3C3JJWluRmfmP5qYBzwKvCQpKMaPOZMYDFwUvr+F6RA6kl8ntnJ+LyVncBPJO2Wkn0In7Nzbvo+rsLxxuFz1M5M6bJNsBcCQ4CJeF5MAaaV2bIb8DQwAvgMcCqwE/CEpL6V/qSkIcAj+FyaE4Cb8PmN+2WSdgIPAP8IjAeeBR6RNBrAzJYCC/BzUM4pwA7AnZVsCIKgtUTTahAEzWY3YLSZvQwgqRcwGw9alkkaiQd455jZbSnNo8AS4DLg+AaOeY+ZXVYlzTl4kLmfmf02HXchPhn4FOBaM1sgaS2wxswWVBIys59J2gy8ViHdcjOblL4/mgKok4EZadsFeOA2yszWJFuewSdS/zRwY4VD/wuwETjBzDak/dYDd2Tse6dWMuX/XOBA4FzgmfTTTOAbkqaaWVdZHj1gZqsr/fcgCFpL1MgFQdBslpeCuMSL6XNo+jwMEHBPKYGZbUnrjdbIPVRDmsOBF0pBXDrua3hg0+hxK/FYZv1Ftv5/gI8CjwNrJfWR1AdYBywCDu1B93Dg8VIQl7gvm0jSUEm3SVoBbAb+BBwH7FeW7K70eUraZ288H75b5b8FQdBCIpALgqDZvJlZ35Q+O9LnYKArE4wArAL6ZfuS1ciqGtIMrpBuFV6LWCTd5UFH2fruwGl4gFW+fBjYswfdvwFeL9+QBnaUatRKNXA/Ao4ELk+ah+FNsh1l+3UBd7O1eXUSsBKYU/3vBUHQKqJpNQiCVvN7oL+kfplgbhCwwczeTusbgR0z+1YKuKzG4x7YzfZBeJ+z7ckaPNi6spvf1vWw30q8z+E7pD51/cs27QMcDHzczOZk0mW5BXhG0r7A2cDtZvbnmv5BEAQtIWrkgiBoNc/hgdeE0oY0EGICPgCgxGv4wIRyxuY47kLgEEmdZcd9P15z9XTFvSqTrWWrhyfxoHKpmT2fWV7qYb/ngLGSygc3nJxJUwrYSgExkoYBo7NiZvYssAy4Fe8/OKvufxIEwXYlArkgCFqKmf0K+E/g25KmSvoY8F/4+9vKa6hmA8dKujS9zuQ7dF+jViuzgN/hozdPlTQeb0ZcjY/+rJdlwAnpFSiHShpQx75fw2sbfyzpTEnHJJtulHRGD/t9Aw/UHpR0oqTzgKuA8vfmLcOD4K+m15CcjvfZW1FBcybeN26+mS2r4z8EQdACIpALguDdwGTgNnyU6g+BYcCJZlZeM/YfeOByPt6XaxMetDREarL9KB7ozEzHfwUYUxo5WicXAevxgRbPAYfUYctq4Ihky9fxQGsGsAs+erfSfiuAv8f72N0LfBZ/xcmGsjRv47V0m/EA+UrgWuAnFWTvT5+31mp/EAStQ2a1dCUJgiAI/j8g6bN4EDnEzNa22p4gCHomBjsEQRAESBqOv47kUmBWBHFB0B5EjVwQBEGApFnAmXiT66lm9r+ttSgIglqIQC4IgiAIgqBNicEOQRAEQRAEbUoEckEQBEEQBG1KBHJBEARBEARtSgRyQRAEQRAEbUoEckEQBEEQBG3K/wGNlAxP0NsPRQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(10,7))\n", "\n", "ax.plot(summary_hour_weekends.index, summary_hour_weekends.loc[:,'mean'], color='k', label='week ends', ls='--', lw=3)\n", "\n", "ax.fill_between(summary_hour_weekends.index, summary_hour_weekends.loc[:,'25%'], \\\n", " summary_hour_weekends.loc[:,'75%'], hatch='///', facecolor='0.8', alpha=0.1)\n", "\n", "ax.set_xticks(range(24));\n", "\n", "ax.grid(ls=':', color='0.8')\n", "\n", "# ax.set_title('week-ends', fontsize=16)\n", "\n", "ax.plot(summary_hour_weekdays.index, summary_hour_weekdays.loc[:,'mean'], color='k', label='week days', lw=3)\n", "\n", "ax.fill_between(summary_hour_weekdays.index, summary_hour_weekdays.loc[:,'25%'], \\\n", " summary_hour_weekdays.loc[:,'75%'], hatch='\\\\\\\\\\\\', facecolor='0.8', alpha=0.1)\n", "\n", "ax.legend(loc=1 , fontsize=15)\n", "\n", "ax.set_xticks(range(24));\n", "\n", "ax.grid(ls=':', color='0.8')\n", "\n", "ax.set_ylim([0, 200])\n", "\n", "ax.set_xlabel('hour of the day', fontsize=15)\n", "\n", "ax.set_ylabel('cyclists number', fontsize=15);\n", "\n", "[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n", "[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n", "\n", "ax.set_title('Tamaki drive: number of cyclists per hour of the day', fontsize=16)\n", "\n", "f.savefig('../figures/paper/daily_cycle.png', dpi=200)\n", "f.savefig('../figures/paper/daily_cycle.jpeg', dpi=200)\n", "f.savefig('../figures/paper/daily_cycle.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### colour version" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "# f, ax = plt.subplots(figsize=(10,7))\n", "\n", "# ax.plot(summary_hour_weekends.index, summary_hour_weekends.loc[:,'mean'], color='b', label='week ends')\n", "\n", "# ax.fill_between(summary_hour_weekends.index, summary_hour_weekends.loc[:,'25%'], \\\n", "# summary_hour_weekends.loc[:,'75%'], color='steelblue', alpha=0.3)\n", "\n", "# ax.set_xticks(range(24));\n", "\n", "# ax.grid(ls=':', color='0.8')\n", "\n", "# # ax.set_title('week-ends', fontsize=16)\n", "\n", "# ax.plot(summary_hour_weekdays.index, summary_hour_weekdays.loc[:,'mean'], color='r', label='week days')\n", "\n", "# ax.fill_between(summary_hour_weekdays.index, summary_hour_weekdays.loc[:,'25%'], \\\n", "# summary_hour_weekdays.loc[:,'75%'], color='coral', alpha=0.3)\n", "\n", "# ax.legend(loc=1 , fontsize=15)\n", "\n", "# ax.set_xticks(range(24));\n", "\n", "# ax.grid(ls=':', color='0.8')\n", "\n", "# ax.set_ylim([0, 200])\n", "\n", "# ax.set_xlabel('hour of the day', fontsize=15)\n", "\n", "# ax.set_ylabel('cyclists number', fontsize=15);\n", "\n", "# [l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n", "# [l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n", "\n", "# ax.set_title('Tamaki drive: number of cyclists per hour of the day', fontsize=16)\n", "\n", "# f.savefig('../figures/paper/daily_cycle.png', dpi=200)\n", "# f.savefig('../figures/paper/daily_cycle.jpeg', dpi=200)\n", "# f.savefig('../figures/paper/daily_cycle.pdf')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### getting rid of the outliers using a median filter " ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "def median_filter(df, varname = 'Tamaki Drive', window=24, std=3): \n", " \n", " dfc = df.copy() \n", " \n", " dfc = dfc.loc[:,[varname]]\n", " \n", " dfc['median']= dfc[varname].rolling(window, center=True).median()\n", " \n", " dfc['std'] = dfc[varname].rolling(window, center=True).std()\n", " \n", " dfc.loc[dfc.loc[:,varname] >= dfc['median']+std*dfc['std'], varname] = np.nan\n", " \n", " dfc.loc[dfc.loc[:,varname] <= dfc['median']-std*dfc['std'], varname] = np.nan\n", " \n", " return dfc.loc[:, varname]" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "dfc = Tamaki.copy()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "dfc.loc[:,'Tamaki Drive, Filtered'] = median_filter(dfc)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SuAOo8Z53BrY756q854VAd+9xd+ArAG99iZc+hJndYGbzzGxeUVFRgtkXEZFoogZ6M/sRsMU5Nz94cYSkLoZ19QucG+mcG+CcG9C1a9eYMisiIvHLiSHNKcBFZnY+0A7Yn0AN/wAzy/Fq7T2ADV76QqAnUGhmOUBH4Juk57xROpcUEQkWtUbvnPs/51wP51wv4CrgE+fc1cA04DIv2XXAeO/xBO853vpPXAuMqlB4FxGJrDn96P8I3GZmqwm0wb/gLX8B6Owtvw0Y1rwsiohIc8TSdFPHOTcdmO49XgsMjJCmDLg8CXlLiIZki6Se+tG1Lr4ZGWvqRy8iEpFvAn0d1ehFREL4JtArvIu0HNWnWhffBHoRyQxLCrezctPOdGdDgsR1MVZEBJq+GHvR3z8DoODhC1ooNxKND2v0OqcUEQnmm0Cv2StFRCLzTaAXEZHIFOhFJGHqfdM6+C7Q63MnknoaGdu6+CbQ133uVMUQEQnhm0Cvi7EimemhSSv45ei56c7GXk396EUkpZ6bsTbdWdjr+aZGLyKZ55JnPkt3FgQFehFpBhel+8Oir7a3UE6kKT4M9LoYK5Jqmha8dfFNoG/qzuQiInsz3wR6v1u3Yj5LP30P5xx3j1umU2IRiZkCfSvx7bd+wAnTrmdPZTWvzl7HT0bOTneWRKSV8F2gVwu9SOp9p+ZLrs6egquqiLj+OCtg64Z1LZwraYzvAj3OsXLeJ3y9dkW6c5JS0Xo7SHqc+sgnvDbbvwFu47qV5Od9zICaJTyQ+yJWXQ5AdVUVs//5q7rgPrHtn9jnue+lM6sSxEeBvv4y7FEfXEr3VwaFrN2xvTimGsa0/C0Ubtud9Nwli3o7ZLbCbXu4a9yydGcjZbq9NJCj/315/QJvypEVsyYyaPMbbHhlaN2qfay8pbPXYrZuWMfOkm/SnY2Y+SjQN636yT50Gdk7arrrX57LOSNmtECORODL+05k5f0D052NuDWccsS5GgDMVaUjOy2uy8jelI/om+5sxGyvCfQHsiPmtKUV1TGlc87x3Kdr2LKzLNFsJey06jkwvCPrVi5q8WMnm6upYdnM8biamri33bG9mC/v683aZXl1y0rLq/jb1C+oqo5/fy2lYGspQ574lMNqCjiqaiUA8yY+z5KHh6Q5Z/GxBk2IDZ8Hy3tmKAzvyKX/+Cwj35uqygoqysso2baVLxZGruzNe/z/kff2owB0ofX0fPNdoK+prq9RbN20PqXHyt+0k4f+nc9v31iY0uMEq50e9rzsOQBsyf9vxHRH2XoOtw0tla1mmT9pFMdPvRa778C4t12dN4nDatZRMuneumWPfbySJyavYvyizCp/2Z5Stgw/jMWfvMnzM9eyesuukPUD5t5O77LWMfmXa/A/llByUtFYABau386WnZnXrFP4UH/aPHQQJU+fzhHjL4yYZsDOqZz0+f0tnLPm812g3/jKL+ufPHtaSo9VVR34mO8qT/x01dXUpOTC8Udth/FJ29uTvt9UqCwuSOr+9nhnZBUZVmvc8tUXfItv6DTz3uiJM1w8V4oOtc0Myvo8ZXlJll41gYrhoTVfp+wYX917DLOeuyll+2+MbwJ9bZthcI2oqVOrxdPegeEd2Vy4pvnHjqMDTNGGAub967m653Pe+SvdXxnEqgXTU3/wVuqbLV+z5esvWVdcyofLNrEufwHzH7uYyorgWmH965COl2TV/d/j8wdOSekx5k96gU3rv0jpMeLW4MU+vnwRXSgJWTaj7a282Sa0FtzwLVq/ahFlu3fRGuXfP4j8BwbHlLan28Dgja8x5/2nU5yrUL4I9PPXfUNpReRa9Zx3R0RcXjP3JQC+Xh5o+qgoL4u7jTiRu+yUjvoRA+bfwa4d2wDI/jrww3TkhIvJnzsl5v00Fsucc1RmWE02uvAXsqqygprqQM280z+O5VvP9+GHT8zgV6/NZ9vrv6T/rumsXfIZ1sSb0JL9k46sWsWxlbH3tknks9N/zm1kvXh2/BumQMOLscHleb7N43WPC9r9NOq+ynbv4tDXz2DF369IWv4i6TVsIje9voBewyby7vzCpO336KoVHF35OfOeuCxsnaupYfZrw9m+dVPI8oGL70ra8WPhi0D/Sf4W2hA50A9cOjzq9ls3rafNQweR9+aDTG3ze27JfjfJOazXuXorADXej8rBO+uDw7Yl/457fzmrPmDJ9Pr83j9xBafeOaaZuYxu+YOnkffWwyHLyvaUsqd0Z1L2n/NAVxaNuCRk2TNZf41p20wdY9DUj1KsvkXquvRVlJcxa+RvKN0Zz0XG8Ne6b9bq+I7rnZl9t3RBXNslYuKSjQC8M/+rkOXJOJsYsGNy2LKV8z9h0OoRFLz482bvvzl8EegB/pz7akLbVZd+Q3Fh4IPZae14DrJtdLA9ce0jnqaCuotY3kY9XOgv/ddrl5M/J/wDU6thrOi7+7/0nv6LuuevzV7HM23+FjUfy74uYeWmxIPycRVLOGnFQyHLdjxyPO0f7RHT9sW7yimrbLp3U79dM+g1bGLd8x9mhwaCaAE90+5rumFB4IfccLSd+08GWH7duqINBTHvZ0XeR8nOGgALx/+NwRteYemYP0VNW1ujdwm2k0Xabj/bwxeLZia0v0Rs3fQV5WWBMTNZj3w7JceorgyMHG5Tld5mKd8E+rh5UeB7S/4cvipJNcLS8qoIg6+aaGpwju6vnMzRk8JPAWuVl+3mquxPmjxue6L3aPjR0//hnCeTO14gntpm//un8NPnvfl6rPGPYT9bFbYs2beN/HDZRjaWxPfjHk2vYRMp2Foasiz4h/Hu3DGMbXtf3fOuI0+Med/H/Ds1TRx10xlUR57WIFj9O+B9V5L0q3rEuB8lZT/ROAddnj2e/CcvAqCNJa///64d25j92j0wvCM7F42rP2Aa+SLQly56v8n1wTWg2a/+ucFFPLCswMtwZNUqOlh4n/iamqbfpPxNO9jtXSOY+UUR8woCAe+K52Zx6iPTohfAk72rvjvguvzIp7FLX/0jD+eO4rys8G54Cz56lfv5R8zHaymN1foWrI/eRPBe2+GNrttZmE/NkneAwI/znPefZkPByri/U796bQE//kfkbqrN8f3HprOzrDKhbfeU7mT2a/dQXZUZA5A2fbU6pONCc35ss6lOd9yrc2LZ3LD281rB1+xKijfHfLF9xQs3Mmj1kwAM2vJW8zOZBL4I9MP3PNzk+uAa0KA1TzH/nUea/KDWrtlTUc3d45Zx+J8msaZoV10wb6jGwU1jAoH5mhfmcNmzswBYvqHxQVo791SETcnQpry+RvztN8+MXJZNE4DIw8v7zbqZy3NmhJSt4cCPOe+OYM3Slp358jfeOIPZo24j7+lrwxO42AaoAWRRU3e+9b1Ff6L/rukAWE0VAxffRc7L59aljWe6iA0l8Q96WznvE9bfd2yTbdplleEXxrvUbI2678Wv/pFBq59kwcSRcecrHp+uKuL8p2ZSWV1TVykfVPQOix45J+RH5uAX+nPQqH51z88tmxR44KCyopzsT5v+DgZ7KfevtHnqWHbt2FbXKaGlBf/OtHk68oj5vDHD6x6v+Oj5mC+2ty2P/v62NF8E+ni5itLoiYA73l3Cq94EVZc/O4tj//wR1UG1++Cz1XkFsX1ga7d+7KOVbH75mpi2CdbJ4mtXbzjwY+DS4Xzn3XPiPm5zfOBdABtU+AInFY8PWz/4y2dCnj8zrfGLeX/NjRz4at+KA11Ji12Krfr4Hg6t+ZovlzTerlx7HWHue0/VLWtn0Wv52Xu8i/YVqZ136Y6xi/l84w6Kd4U21/TZM5vs+zuT987jEbc7Mqu+r/mC8X/nmMrlMR/z9OylHGTb2Dz6ejo80Yv8aa+HpUn0R2DuiCuZ98SP49qmsTl5Bq15io3rAqOW9yv4OGKaWa/cHbYsK0LFxXAs/Gh0XPlKpr0y0A8seI7QtvIGXcW8L6crnMetOe+wD2V8Uxr4ItQ0cs4Zb3Apq66hTU3ol7ixs4xd9xwcdX/Bp5kZclackOoax6MfrWx0/WXZM6KcjbngJyyZ/i6zXxuevAxGcaJF/pGKdC2oKd8rCTQ3uqoK5vztZ0kZ7wGwpHA7SwtLoif0nLT8vibXOxyuKrFRrt8pDjRrZn05PWT56r/0o8MTvejwRK+wnl3RfK/kQwbsiL2bcjTr/vsuqxZM57iKxRHXD14b3vHh+PLI05L0nfXbpOUrXntloM82x6Yd0U/Vj6hezS0577NP0MXNFRtDm2OyqebPOa8wmCUAGDUUtPsps0ZH7rnQ0QLB/Zg94dMmRLoIXFNdHVMvoGhfiGUzx8PwjlH3k24V934rqfvrPf0XDFodeSxFNDvLKllb1HhvieMqAu95ae0FN2B82/gCejSDVj7CwG/+xaYxv0rK/i76+2dc+Pf/hC3PpC6p362u/1Fr2LMraWIsbq+VL1K2ozjm3c5+PfL0CPGc8aTCXhnoG2rYv7k24FqD5xD4onz1zW5vuZGF4xc5H3KcC9TkcgmctvVbWz/6NZJ9a3aF1UwP27M0LN2coHbCpvRY9UqT6/fMfyM0vW3hoBT1ya4djPKb7Pd4MGcUkb5VRg1tCe/d0d6i9/g41LaELetVttzbr0vahb6rR+Xxg8c/jZqudg6XiDInflJRXkY21RxnBZQUbwYaXseI/wKrOZeU8QFN6TVsIrNfuRuGd2zyekh+Xn3zSnWNY3d5JcsePJ1FU99sxtEdu1c03t25oUGrHm3GsVKn1Qf6RHslBH//duyJ3GZaH4hDv63bd1d6S4Pa6+OYxS+wcQ1HVoV2Hdyf0KacMx6dRk5RbBeAeriN9btu8IXdU1Ed1uT0n7a/4+Hc52Pad7x+/85iqior+H3uWH6a8wl9bA1PTK4va97aYu7MGcPKdj+nojz+i6C5EQbHNXztoPkjY5dEaOJ4bfY6Fq6Pve24urqqLqg2SzN/vWqqq2nz0EHMa/u/TGz7J7Y9cxaVFeW4skDgLN2xjb75TzQ/nynSa22gorLjm8iv5fpVi0Lmyb/+5bn0uWcix1cs5tgZ4XPLxHoGYzh6bmm6O3NrEDXQm1lPM5tmZivMbLmZ3eIt72Rmk83sC+//gd5yM7O/mdlqM1tiZv2aPkLzlO6Kvb0x2HFW3+Plnn81NuFS5FAR/CFp+HGJtdvZ10XRa9PrineHXPxN1MgZa1PWne3L5XnMGvnbsOkj1gTNzJhNNX+bWj9Hy5UjZ3NVdqB9tqI8vFnqaGt61tFoPaYcjsuyP+Xif9X3TZ/5RVHE9ENfjjxb5NIZ47k+O3yk8l3jlnFpHF0x80f/ho5PHxlz+lRZtXA6AAda4H3pVfMVS5+6jLyswGC7dWP/lHhf8mbW6ONpU2/sc7y7JLSny9JV4dc02lJBQbufUtDup/y48JGYjpesMTXpFkuNvgr4vXPuGGAQcJOZHQsMA6Y6544ApnrPAc4DjvD+bgD+mfRcB9m2+avoiSLolRV7Lauxj3HoaW/gA/FY7rMAtLGmuwzG8oPwp5zEpjI4kNB25aqamoS/jNU1jl7DJjJyRuSLgZ3euZTBG0azI+huO+dl5fG3Z+rbxX+UHdqd8zALOvuI8M39sO2wsGXBYvnq3ZkzJuQ9uOaFOWFp8jftYGp+eDMQwAmfXMs93mjrkm1bmfPuiLo5740a8t5qPFAcavWfreO2xV8bXP7ZxLBlOTVNN2l9sXAGc578Sd38QGEiLO9XGuh6+385Y2hT1XjvnqY6A1RXJzZOIF5177lzIfceaMzCdvXXNNpYFduKNnJZdn1X46typsd87AwbYJ2QqIHeObfRObfAe7wTWAF0By4GavsLjQZqJya5GHjFBcwGDjCzbknPuefbb5zR7H1ckv1ZyPP+WV4zgxccu1noxZja2JS9u4iP2vwRgKrqGtYW7eLi7OQNvLkhJ/wLH4ueWaG1V+dgnz2RB4VEUztB2uMfh49QBTDvzkIbn7mgbtk/2zwVMg3DT7OnkkV9jX9a29/X/dCtXx5/n/5O1vgF0iyLrQa27OsSzn0ytuH27Z88ioFLh3P42LN5OfcRrsj+lJNWPNho+u7WvH7Uu+eGT+fRWK+PWl3GX83A7ZPYXhz/+3xjzsSIXQJrNdWPjkvwAAAO4ElEQVQZYOO44aQ6FH7bNtGNwGd63dTnOHzs2YHZZ4NFqMgEV6YOfObohGrnhiPXRb9ulIiV8z5h0eTwrqWpEFcbvZn1AvoCecBBzgUahr3/td0lugPB1exCb1nG+mVO6Cl676wvQ56/0eYBINCk0I36oJ/lqvhOVn3ttKkLd2uW/JfNww+vez48t+mLp7Vcki6j9K4I7+VzZvZiVi/+Dwseu5BZLw+jvGx3o5OS1X5FdmwvjlhrPLoqP2xZrbZWxdp2P4u47riPfxI983Eqz58S9Su9YXvsUx4EN2l8P3sxd+Q0fXHvjTYPcHP2+5yZtTCxE/8Y29ny505hw71HsOHL/Lo7qO3ZtZ1ZI38bNvo72hld8c7YxpY0dOqODxLaLh6ftr2t7nH7bwL3btizsfEuuMlkOPZzqZmn5qgPLqXPZ/+bkn03lBNrQjPrALwL/M45t6OJK+2RVoR9cs3sBgJNOxx66KGxZqNF1dYI9rFyulNU16SwmIvC0uZYNS/lNn46X/LxQ3yH2Ltp1apxzZ9yuKkLT7njb6RfTSHsmsGGh97mECuG4UHXPVwN/5s9gYUcQ0lxPzo+fSSzevyC2GbfbipPqdOnYj5khy67NGsmJcP/h33vLCAnt03E7d6cs55uB7TnjCO7Nrn/fWKYS+j23ECNc7M7ILZMB+lYujZqmj2lO6mefC+HuC0w+qS65d1fOZnuwJx/HcbAH98a8zEvyp4Vdz4zwYq8j+h4UK+Y0g7PSWzAUqSL/61NTNVFM8slEOTHOOfe8xZvrm2S8f7XNnYWAj2DNu8BhN3TzTk30jk3wDk3oGvXpr9Y6TBq5lo27qj/Qg8Jmjlx9ZZdbN20nsLP6rss3pLzPmdmh55e7++1lf/lg885dmdiX6RkT+DV0Ldr6uflPsTCf4g2rFnKH3PfZLAtI39KYA7/wYUvpjRPzWW4sNft3tyX6Ugpu70zlkgVlTvfW8Twl8JH7jZHIu9fw95YkSx9/oamj1uVmuaGiFpwmlBrcLZzzL+v4JCXB7JtafjI1YaViRyLv9JkOLJjbA7MZLH0ujHgBWCFcy64/9UE4Drv8XXA+KDl13q9bwYBJbVNPK3JQ/8ObYoYkFV/qvj7dxZT9I/zObOg6YE4T+UGhva/8J8vYxr2niqJ9rjZXLiGw9+qn3PHNi1JUo4gle26h9oWOjcyVUTwxd/FbX/JqNzafs+Ou3JeY1rb3zP7mfrbUUaaKTSWvv6pNnD7JPxxmTAxDT/Tg9c9G5bm9Kzmf15botdNsu7h0JRYmm5OAa4BlppZ7djePwEPA2+b2VBgPVDbiXUScD6wGtgNXJ/UHLegI6zxu9AckxW9t8/B1vwJm5q6SJZqO4s3cVDdsxoiBZZMDDVnZ8+PsLThoLjAKOUh2QuhEgraXV23blBR/YW+h3NHNSsvqTwja2w6jtojt5yW+xScuKf24n308r3Y5rFmH68lSrYqbyIn/uCqlB4jaqB3zv2Hxst7VoT0Dmj5u9+mQA71QXZAVvTT6XDN/7IN3hN9ZGY0uUm46UEnV8I3u7OjJ4xR2k6GM2V+3CTYv3xTZgx53Bz7LRST5cDS5Mz9E/U4ND4DbbK0xEcyEz4mGamn2xBSG+tm8U8XkEt1xGH+Le2g3Yn8SIW2Y1+TM4UOu8PPcFpL2GyYz5ZqVo7lJjCJ+nZW5DEAQHj0SGGBTyoeFz1Rkh29oel7ULQmFdsT6/ocj5h73extprf9faPrYrnhMcB3szYwp+2vGVb5P8nKVkISrjE0uPPTqdnhEzPtH+dtF2ul+iJzQ7WTyZGEXkzxOMAS67Yo0ZXu3M6+6c5EErjK5N7dLBIF+hZwfnb0kXx7m3QFwF0lW+nY+aCQCu5pSbhol2lCRhwP78jR6ctKyuz7eGru8+pHarpJsY62mwuzW/aOTg3lfNn6J2VKlu6vnMzGdSvJqq5vUvmf7MRGIIu0Fgr0e4Ery96JnihITXU18yb8k22TM3PK1ebaPfpKPpsb+Z68vlESuJ7y1b3HpDkjkgnUdCNh8l74HYM3xDZFQ2v0nZovOW3NY2GjZ/1k0KYx5M+5lKNd2FhFyTQt0DNANXoJ4+cgX+v07KURH/tJyZw3oieS9GuB/pUK9CI+ddLWd9OdBckQrTrQf/VF01O3iohkuprdzR9BH02rDvSFM/zfxCAi/jZ4fdP3l06GVh3oRUQkulYe6DNxSi0RkczSugN9C86DLSLSWrXuQK8avYhIVK080IuISDQK9CIiPteqA/2x619LdxZERDJeqw70HdFc3yIi0bTqQC8iItEp0IuI+JwCvYiIzynQi4j4nAK9iIjPKdCLiPicAr2IiM8p0IuI+JwCvYiIzynQi4j4nAK9iIjPKdCLiPicAr2IiM8p0IuI+JwCvYiIzynQi4j4nAK9iIjPKdCLiPicAr2IiM8p0IuI+FxKAr2ZnWtmK81stZkNS8UxREQkNkkP9GaWDTwDnAccC/zEzI5N9nFERCQ2qajRDwRWO+fWOucqgDeBi1NwHBERiUEqAn134Kug54XeMhERSYNUBHqLsMyFJTK7wczmmdm8oqKihA609rKPE9pORCRT7LqtIOXHyEnBPguBnkHPewAbGiZyzo0ERgIMGDAg7IcgFocffxIcX5LIpiIiGaFDCxwjFTX6ucARZnaYmbUBrgImpOA4IiISg6TX6J1zVWZ2M/ARkA286JxbnuzjiIhIbFLRdINzbhIwKRX7FhGR+GhkrIiIzynQi4j4nAK9iIjPKdCLiPicAr2IiM+ZcwmNVUpuJsx2ApuAREY/dQG2JrBdxwSP19Lb+b18kFgZ05FPvYeRqXzJPV482x3lnNsvairnXNr/gHnAyES3TXC7RI/X0tv5unyJljFN+dR7qPJlVD5jzVsmNd38q5Ucr6W3S5TKl9ztmrttSx5P72Fyt0tUxuQzU5pu5jnnBrT0tq2B38sH/i+jyte6ZXL5Ys1bptToR6Zp29bA7+UD/5dR5WvdMrl8MeUtI2r0IiKSOplSoxcRkRTJuEBvZj3NbJqZrTCz5WZ2i7e8k5lNNrMvvP8HesuPNrNZZlZuZrcH7aedmc0xs8Xefu5NV5kaSlYZg/aXbWYLzeyDli5LJMksn5kVmNlSM1tkZvPSUZ6Gkly+A8xsrJnle/sbnI4yNchTsr6DR3nvW+3fDjP7XbrKFZSvZL5/t3r7WGZmb5hZu3SUKapEuv+k8g/oBvTzHu8HrCJwk/G/AsO85cOAR7zH3wK+BzwA3B60HwM6eI9zgTxgULrLl8wyBu3vNuB14IN0ly3Z5QMKgC7pLlMKyzca+KX3uA1wgJ/KF7TPbAJjZb7tl/IRuEXql0B77/nbwM/TXb5IfxlXo3fObXTOLfAe7wRWEHhBLybwpcD7f4mXZotzbi5Q2WA/zjm3y3ua6/1lxAWJZJURwMx6ABcAo1og6zFJZvkyUbLKZ2b7A6cDL3jpKpxz21ukEE1I0ft3FrDGObcuZRmPUZLLlwO0N7McYB8i3E0vE2RcoA9mZr2AvgRq4wc55zZC4I0i8CsbbftsM1sEbAEmO+fyUpfbxDS3jMCTwB1ATYqy2CxJKJ8DPjaz+WZ2Q6rymahmlu9woAh4yWt6G2Vm+6Ywu3FLwvtX6yrgjWTnr7maUz7n3NfAY8B6YCNQ4pzLyBtZZ2ygN7MOwLvA75xzOxLZh3Ou2jnXh8B9awea2fHJzGNzNbeMZvYjYItzbn7SM5cEyXgPgVOcc/2A84CbzOz0pGWwmZJQvhygH/BP51xfoJRAk0FGSNL7hwVuKXoR8E6y8pYMSfj+HUjgLOAw4BBgXzP7WXJzmRwZGejNLJfAGzDGOfeet3izmXXz1ncjUEuPiXc6PB04N8lZTViSyngKcJGZFQBvAj8ws9dSlOW4JOs9dM5t8P5vAd4HBqYmx/FJUvkKgcKgM82xBAJ/2iX5O3gesMA5tzn5OU1Mkso3BPjSOVfknKsE3gNOTlWemyPjAr2ZGYE2yxXOuSeCVk0ArvMeXweMj7KfrmZ2gPe4PYE3JT/5OY5fssronPs/51wP51wvAqfGnzjn0l6jSOJ7uK+Z7Vf7GDgbWJb8HMcnie/fJuArMzvKW3QW8HmSsxu3ZJUvyE/IoGabJJZvPTDIzPbx9nkWgfb+zJPuq8EN/4BTCbTLLgEWeX/nA52BqcAX3v9OXvqDCdSMdgDbvcf7A72Bhd5+lgF/TnfZkl3GBvv8PpnT6yZZ7+HhwGLvbzlwZ7rLluz3D+hDYFK/JcA44ECflW8foBjomO5ypah89xKoQC4DXgXaprt8kf40MlZExOcyrulGRESSS4FeRMTnFOhFRHxOgV5ExOcU6EVEfE6BXnzJzIY3nGmwwfpLzOzYGPYTks7M7jOzIcnKp0hLUKCXvdUlBGYsjCudc+7PzrkpKcuVSAoo0ItvmNmdZrbSzKYAR3nL/sfM5lrgvgTveqMYTyYw98qj3jzp3/H+PvQmT5vpzUEeKd3LZnaZt+8CM3vQm6t8npn1M7OPzGyNmf0qKF9/8PKwxDLovgiy98hJdwZEksHM+hOYBqIvgc/1AmA+8J5z7nkvzf3AUOfc02Y2gcBI4rHeuqnAr5xzX5jZScA/nHM/iJCu4aG/cs4NNrMRwMsE5h9qR2Ak77NmdjZwBIE5egyYYGanO+dmpOzFEGlAgV784jTgfefcbgAvQAMc7wX4A4AOwEcNN/RmMTwZeCcokLeN8bi1x1lK4EY3O4GdZlbmzbV0tve30EvXgUDgV6CXFqNAL34SaT6Pl4FLnHOLzeznBOYEaigL2O4CU1rHq9z7XxP0uPZ5DoFa/EPOuecS2LdIUqiNXvxiBnCpmbX3Zry80Fu+H7DRm5b26qD0O711uMBc5F+a2eUQmN3QzE5smC5BHwG/8M4aMLPuZhbPDTtEmk2BXnzBBW4N9xaBmQjfBWZ6q+4mcPegyYROU/0m8AcL3NnpOwR+BIaaWe1MmRc3ki7efH1M4H6+s8xsKYE555vzwyESN81eKSLic6rRi4j4nAK9iIjPKdCLiPicAr2IiM8p0IuI+JwCvYiIzynQi4j4nAK9iIjP/X+TH3F7OaRf8AAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dfc.plot()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "df_filtered = dfc.loc[:,['Tamaki Drive, Filtered']].resample('1D').sum()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "data = df_filtered.loc['2013':,['Tamaki Drive, Filtered']]" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(12,8))\n", "\n", "data.plot(ax=ax, color='0.2')\n", "\n", "data.rolling(window=30, center=True).mean().plot(ax=ax, ls='-', lw=3, color='0.6')\n", "\n", "ax.grid(ls=':')\n", "ax.legend(['daily values','30 days running average'], frameon=False, fontsize=14)\n", "\n", "[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n", "[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n", "\n", "ax.set_xlabel('date', fontsize=15)\n", "\n", "ax.set_ylabel('cyclists number', fontsize=15);\n", "\n", "ax.axvline('2017', color='0.8', lw=8, zorder=-1)\n", "\n", "f.savefig('../figures/paper/cycling_counts_Tamaki_drive.png', dpi=200)\n", "f.savefig('../figures/paper/cycling_counts_Tamaki_drive.jpeg', dpi=200)\n", "f.savefig('../figures/paper/cycling_counts_Tamaki_drive.pdf', dpi=200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### prepares the data for ingesting in fbprophet" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "data = data.rename({'Tamaki Drive, Filtered':'y'}, axis=1)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " y\n", "datetime \n", "2013-01-01 1163.0\n", "2013-01-02 1112.0\n", "2013-01-03 527.0\n", "2013-01-04 1045.0\n", "2013-01-05 1422.0" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "def add_regressor(data, regressor, varname=None): \n", " \n", " \"\"\"\n", " adds a regressor to a dataframe of targets\n", " \"\"\"\n", " \n", " data_with_regressors = data.copy()\n", " \n", " data_with_regressors.loc[:,varname] = regressor.loc[:,varname]\n", " \n", " return data_with_regressors" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "def prepare_data(data, year=2017): \n", " \n", " \"\"\"\n", " prepare the data for ingestion by fbprophet: \n", " \n", " 1) divide in training and test set, using the `year` parameter (int)\n", " \n", " 2) reset the index and rename the `datetime` column to `ds`\n", " \n", " returns the training and test dataframes\n", " \"\"\"\n", " \n", " \n", " data_train = data.loc[:str(year - 1),:]\n", " \n", " data_test = data.loc[str(year):,:]\n", " \n", " data_train.reset_index(inplace=True)\n", " \n", " data_test.reset_index(inplace=True)\n", " \n", " data_train = data_train.rename({'datetime':'ds'}, axis=1)\n", " \n", " data_test = data_test.rename({'datetime':'ds'}, axis=1)\n", " \n", " return data_train, data_test" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "def make_verif(forecast, data_train, data_test): \n", " \"\"\"\n", " put together the forecast (coming from fbprophet) \n", " and the overved data, and set the index to be a proper datetime index, \n", " for plotting\n", " \n", " \"\"\"\n", " \n", " forecast.index = pd.to_datetime(forecast.ds)\n", " \n", " data_train.index = pd.to_datetime(data_train.ds)\n", " \n", " data_test.index = pd.to_datetime(data_test.ds)\n", " \n", " data = pd.concat([data_train, data_test], axis=0)\n", " \n", " forecast.loc[:,'y'] = data.loc[:,'y']\n", " \n", " return forecast" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "def plot_verif(verif, year=2017):\n", " \"\"\"\n", " plots the forecasts and observed data, the year parameters is used to indicate \n", " the division between the training and test sets \n", " \"\"\"\n", " \n", " f, ax = plt.subplots(figsize=(10, 8))\n", " \n", " train = verif.loc[:str(year - 1),:]\n", " \n", " ax.plot(train.index, train.y, 'ko', markersize=3)\n", " \n", " ax.plot(train.index, train.yhat, color='steelblue', lw=0.5)\n", " \n", " ax.fill_between(train.index, train.yhat_lower, train.yhat_upper, color='steelblue', alpha=0.3)\n", " \n", " test = verif.loc[str(year):,:]\n", " \n", " ax.plot(test.index, test.y, 'ro', markersize=3)\n", " \n", " ax.plot(test.index, test.yhat, color='coral', lw=0.5)\n", " \n", " ax.fill_between(test.index, test.yhat_lower, test.yhat_upper, color='coral', alpha=0.3)\n", " \n", " ax.axvline(str(year), color='0.8', alpha=0.7)\n", " \n", " ax.grid(ls=':', lw=0.5)\n", " \n", " return f" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "def plot_verif_component(verif, component='rain', year=2017): \n", " \"\"\"\n", " plots a specific component of the model\n", " \"\"\"\n", " \n", " f, ax = plt.subplots(figsize=(10, 8))\n", " \n", " train = verif.loc[:str(year - 1),:]\n", " \n", " ax.plot(train.index, train.loc[:,component] * 100, color='steelblue', lw=1)\n", " \n", " ax.fill_between(train.index, train.loc[:, component+'_lower'] * 100, train.loc[:, component+'_upper'] * 100, color='steelblue', alpha=0.3)\n", " \n", " test = verif.loc[str(year):,:]\n", " \n", " ax.plot(test.index, test.loc[:,component] * 100, color='coral', lw=1)\n", " \n", " ax.fill_between(test.index, test.loc[:, component+'_lower'] * 100, test.loc[:, component+'_upper'] * 100, color='coral', alpha=0.3)\n", " \n", " ax.axvline(str(year), color='0.8', alpha=0.7)\n", " \n", " ax.grid(ls=':', lw=0.5)\n", " \n", " return f" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "def add_regressor_to_future(future, regressors_list): \n", " \"\"\"\n", " adds extra regressors to a `future` dataframe created by fbprophet\n", " \"\"\"\n", " \n", " futures = future.copy() \n", " \n", " futures.index = pd.to_datetime(futures.ds)\n", " \n", " regressors = pd.concat(regressors_list, axis=1)\n", " \n", " futures = futures.merge(regressors, left_index=True, right_index=True)\n", " \n", " futures = futures.reset_index(drop = True) \n", " \n", " return futures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### splits the data into a training and test set, and returns these data frames in a format **fbprophet** can understand " ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "data_train, data_test = prepare_data(data, 2017)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### instantiates, then fit the model to the training data " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step in **fbprophet** is to instantiate the model, it is there that you can set the `prior scales` for each component of your time-series, as well as the number of Fourier series to use to model the cyclic components. \n", "\n", "A general rule is that larger prior scales and larger number of Fourier series will make the model more flexible, but at the potential cost of generalisation: i.e. the model might [overfit](https://en.wikipedia.org/wiki/Overfitting), learning the noise (rather than the signal) in the training data, but \n", " giving poor results when applied to yet unseen data (the test data)... setting these [hyperparameters](https://en.wikipedia.org/wiki/Hyperparameter_(machine_learning)) can be more an art than a science ... " ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "m = Prophet(mcmc_samples=300, changepoint_prior_scale=0.01, seasonality_mode='multiplicative', \\\n", " yearly_seasonality=10, \\\n", " weekly_seasonality=True, \\\n", " daily_seasonality=False)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " elif np.issubdtype(np.asarray(v).dtype, float):\n", "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/pystan/misc.py:456: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n", " if \"chain_id\" in inspect.getargspec(init).args:\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m.fit(data_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### make the `future` dataframe " ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "future = m.make_future_dataframe(periods=len(data_test), freq='1D')" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " ds\n", "1973 2018-05-28\n", "1974 2018-05-29\n", "1975 2018-05-30\n", "1976 2018-05-31\n", "1977 2018-06-01" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "future.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### forecast" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "forecast = m.predict(future)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### plots the `components` of the forecast (trend + cyclic component [yearly seasonality, weekly seasonality] at this stage)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = m.plot_components(forecast)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### put it all together with the actual observations " ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "verif = make_verif(forecast, data_train, data_test)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plot_verif(verif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### scatter plot, marginal distribution and correlation between observations and modelled / predicted values " ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "def plot_joint_plot(verif, x='yhat', y='y', title=None, fpath = '../figures/paper', fname = None): \n", " \n", " g = sns.JointGrid(x='yhat', y='y', data = verif)\n", " g = g.plot(sns.regplot, sns.distplot)\n", " g.fig.set_figwidth(6)\n", " g.fig.set_figheight(6)\n", "\n", " ax = g.fig.axes[1]\n", " \n", " if title is not None: \n", " ax.set_title(title, fontsize=16)\n", "\n", " ax = g.fig.axes[0]\n", "\n", " ax.set_xlim([-5, None])\n", " ax.set_ylim([-5, None])\n", "\n", " ax.text(100, 2000, \"R = {:+4.2f}\\nMAE = {:4.1f}\".format(verif.loc[:,['y','yhat']].corr().iloc[0,1], MAE(verif.loc[:,'y'].values, verif.loc[:,'yhat'].values)), fontsize=16)\n", "\n", " ax.set_xlabel(\"model's estimate\", fontsize=15)\n", " \n", " ax.set_ylabel(\"observation\", fontsize=15)\n", " \n", " ax.grid(ls=':')\n", "\n", " [l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n", " [l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()];\n", "\n", " ax.grid(ls=':')\n", " \n", " if fname is not None: \n", " for ext in ['png','jpeg','pdf']: \n", " g.fig.savefig(os.path.join(fpath, \"{}.{}\".format(fname, ext)), dpi=200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### train set " ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_joint_plot(verif.loc[:'2017',:], title='train set', fname='train_set_joint_plot_no_climate')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### test set " ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_joint_plot(verif.loc['2017':,:], title='test set', fname='test_set_joint_plot_no_climate')" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yyhat
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" ], "text/plain": [ " y yhat\n", "y 1.000000 0.452255\n", "yhat 0.452255 1.000000" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "verif.loc['2017':,['y','yhat']].corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mean Absolute Error (in number of cyclists)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "229.47578841652154" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "MAE(verif.y.values, verif.yhat.values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## now incorporating the effects of the holidays " ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "holidays_df = pd.DataFrame([], columns = ['ds','holiday'])" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "ldates = []\n", "lnames = []\n", "for date, name in sorted(holidays.NZ(prov='AUK', years=np.arange(2013, 2018 + 1)).items()):\n", "# print(date, name)\n", " ldates.append(date)\n", " lnames.append(name)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "ldates = np.array(ldates)\n", "lnames = np.array(lnames)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "holidays_df.loc[:,'ds'] = ldates" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "holidays_df.loc[:,'holiday'] = lnames" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dsholiday
672018-04-25Anzac Day
682018-06-04Queen's Birthday
692018-10-22Labour Day
702018-12-25Christmas Day
712018-12-26Boxing Day
\n", "
" ], "text/plain": [ " ds holiday\n", "67 2018-04-25 Anzac Day\n", "68 2018-06-04 Queen's Birthday\n", "69 2018-10-22 Labour Day\n", "70 2018-12-25 Christmas Day\n", "71 2018-12-26 Boxing Day" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "holidays_df.tail()" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([\"New Year's Day\", \"Day after New Year's Day\",\n", " 'Auckland Anniversary Day', 'Waitangi Day', 'Good Friday',\n", " 'Easter Monday', 'Anzac Day', \"Queen's Birthday\", 'Labour Day',\n", " 'Christmas Day', 'Boxing Day', 'Anzac Day (Observed)',\n", " 'Boxing Day (Observed)', \"Day after New Year's Day (Observed)\",\n", " 'Waitangi Day (Observed)', 'Christmas Day (Observed)',\n", " \"New Year's Day (Observed)\"], dtype=object)" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "holidays_df.holiday.unique()" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "def remove_obs(x): \n", " return x.replace(' (Observed)','')" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "holidays_df.loc[:,'holiday'] = holidays_df.loc[:,'holiday'].apply(remove_obs)" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "# holidays_df.loc[:,'lower_window'] = -1 \n", "# holidays_df.loc[:,'upper_window'] = 1 \n" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [], "source": [ "# holidays_df.loc[holidays_df.holiday == 'Christmas Day','lower_window'] = -3" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "m = Prophet(mcmc_samples=300, holidays=holidays_df, holidays_prior_scale=0.25, changepoint_prior_scale=0.01, seasonality_mode='multiplicative', \\\n", " yearly_seasonality=10, \\\n", " weekly_seasonality=True, \\\n", " daily_seasonality=False)" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/fbprophet/forecaster.py:253: FutureWarning: 'ds' is both an index level and a column label.\n", "Defaulting to column, but this will raise an ambiguity error in a future version\n", " df = df.sort_values('ds')\n", "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " elif np.issubdtype(np.asarray(v).dtype, float):\n", "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/pystan/misc.py:456: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n", " if \"chain_id\" in inspect.getargspec(init).args:\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m.fit(data_train)" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "future = m.make_future_dataframe(periods=len(data_test), freq='1D')" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [], "source": [ "forecast = m.predict(future)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = m.plot_components(forecast)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "verif = make_verif(forecast, data_train, data_test)" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "image/png": 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QhCojBgyYMGGC7U2oOURzO4judhDd7ZDJZGxvQs0hY71yxIABqZTIUG1EczuI7nYQ3e2glLK9CTXHMY31J9ZDX++J35hRjpwVgN7e2jvwthHN7SC620F0t4PUgFWfYxrrvg9O/4nfmFGOGDBBEARBEIQqIwYMqKurs70JNYdobgfR3Q6iux3S6bTtTag5jm2sa6jBZaPEgCGFmjYQze0guttBdLeD1N5Vn0HHutamzmsoatB8gRgwQOozbCCa20F0t4PobgepAas+g451rU2d11DUpv8SAyYIgiAIQhXoOQiPrxvkAUlB1iy5XM72JtQcorkdRHc7iO52kBqw6jP4WNfmX/4IeN7gjx8tTTkOEQOGnBxtIJrbQXS3g+huh6MasI4OuPFGcyucEIYc61qD54Dvlt4X/fOGT1OOQ6QyFOjp6aG+vt72ZtQUorkdRHc7iO52KBaLQz/Y0QErV0KxCLkcrFoFra3V27hxyqBjPQiA4bngJyJgT3bB1NPjx2sMiYAJgiAItUd7uzFfnmdu29ttb9H4ZM9vTeQLbcxXMsrludCfh83dcNPXYdOWmqoFkwgYkh6wgWhuB9HdDqK7HYZNQba1mchXGAFra6vWZo1rBoz1fS9BOg3aD6JfZQZrw0Z4/9+A60I2A9PnwWWXVW17bSIGDGmSaAPR3A6iux1EdzsMa8BaW03asb3dmC9JP54QBox1reMUo++Z28P7g6WHNKxZB44TRMY0/LJdDFgt0dPTIyfIKiOa20F0t4Poboej9gFrbRXjdYIZONa1iX6R6AW270WTetQali+FbDaOgF1+hY3NtoIYMEDXUM55tCCa20F0t4PobgfRvfoM0Dz6XQctKDSg4sdaGuG2L8Om7dCyEFpXVHFr7SIGDMhms7Y3oeYQze0guttBdLfDiJcich3TLHTq6Sdng2qAAWNdE7eaCGvAVPQAFPpg4VxYusToX0OmWWZBIvUZNhDN7SC620F0t8OI1+A8vBd2PXtyNmYscgx90gaO9WSvLz+uwQ/vAzNLMkxTigGLUUqdr5R6RCm1Qym1TSn1keD+aUqpnyulngxuTw3uV0qpm5VSTymltiilWhLv9e7g+U8qpd598nZrZOTzedubUHOI5nYQ3e0gutth0Bqw/bvgpaeHflENGYBhCfukXXedua3QhA0Y69qH/S+bn6MeYCouzveD2ZG69pqBVRIBc4GPa63nAiuADyml5gH/AKzSWs8EVgW/A1wJzAz+fRD4BhjDBnwGWA4sAz4Tmjbb+DXWfXc0IJrbQXS3g+huh0FrwA7vhcP7qr8xY41j7JM2YKxrwCnGKUitQSmiFKTvJ6JjujQyNs45qgHTWr+ste4Kfj4C7ADOBd4C3Bk87U7grcHPbwHu0oY1wFSl1NnA7wI/11rv11ofAH4OvPGE7s0xMuIwtXDciOZ2EN3tILrbYcgasCEv8CpIhQlRn7R02vx74YWKomADxvrmbrj9Tti0NW410d+bOAZhBCwwYEf2wc7OkW3rGF1SakRnBaXUDKAZWAucqbV+GYxJU0qdETztXOA3iZf9NrhvqPvLP+ODmMgZ5513Hv39/RSLxWhJiYkTJ+K6LoVCIfrd9336+voAaGhoAOIw6IQJE0ilUvT29gImP53JZKLfc7kcSin27t0b/V5XV0dPTw9aa7LZLHV1deTzeXzfJ5PJUF9fH/2eSqVoaGigv78f13Wj3wuFAo7joJRi0qRJFAqFaB8mTZp00vcpl8vR09MzavcpnU6Tz+fH1T6NheOUzWY5fPjwuNqnsXCc0uk0Bw8eHFf7NNqPU/i++/btM/ukFHWFI+R7+/H7C2S2dVJ/wWzyRSfep6JDf7+Du3fvqNynqh6nmTPJ3Hcfk+6/n/S3vw233w533EHxpz/FXbp0yH1KpVIU2ttxf/EL/GnTmPSpT5k+X9ksh26+kdTCOeSKDj19DuCTS6ep8zQ9Pf1olSJ74CB1RYf8/v0V7VNuwwYmX321idJlsxz+4Q+pf+1rrR6nSlGVTtNVSk0CfgncoLW+Xyl1UGs9NfH4Aa31qUqpnwA3aq1/Hdy/Cvg74HVAndb6n4P7rwPyWusvD/WZS5Ys0Z2dI3TCx8D+/fuZNm3aSf8cIUY0t4PobgfRvfq8+OKL9PX1cckll5g7DuyGV56D+omQP2yiLefPhlNOi1+0fxe8/AzMv9TKNo9KbrzR1IF5nomEXX89fPKTQz798MMPc0poiJQKlh/SkE7BX7wb3nMtNJxiliFCAykT9crVQyYHZ14AB/fA3OUnZftONkqpDVrrJZU8t6JZkEqpLHAf8F2t9f3B3a8EqUWC293B/b8Fzk+8/DzgpWHut47UZ1Qf0dwOorsdRHc7lAQYFHH9kca0PHASi3X39Qa1SUIJyVRkBUs2pR99NK4d831IpYz5ymRNn6+Sei8Av7Q+rLMLbruj8nTiCLdvNFHJLEgF/CewQ2v9lcRDDwLhTMZ3Az9K3P+uYDbkCuBQkKp8GHiDUurUoPj+DcF91hlxrxjhuBHN7SC620F0t4MqMVRh4TeUdGcHc/F/flvwkJjlEsIlm66/3tweZeUA7zWviQ1RXQ4++RH4y/fCLf9i+n1pbSJiSSMWtp/YvA3e8adw822Vz7wc4faNJiqpAbsM+FOgWym1KbjvU8AXgHuVUn8GvAD8QfDYQ8BVwFNAHngvgNZ6v1LqemB98LzPa633n5C9OE7CfK9QPURzO4judhDd7VDSFFSp0q7s0cU/vEtHDwlljGDJptwVV8RrbM67CM4/DVQKin0JjYOGrE4BskHfMK2hc5OJSvp+PPMy/NyegyZ1OdiXmTG6pNRRDVhQyzVUXHblIM/XwIeGeK//Av5rJBtYDfr7+6mvr7e9GTXF0TTv6Oigvb2dtrY2WsfgH9ZoRca6HUR3O7iuW3pHlIJMtDrIH4G6CcRNQDXsfREKeTh3ZrU3eczT399PNNJ939R6ZbImyphOLEEEcV+w8HgsboRsDigOTCe++KQ5HpOmMl6QudEM8kcqnHSG07yjo4OVK1dSLBbJ5XKsWrVKTNgJQsa6HUR3O5TU3qlECjJcHgfghR1w1gzze6HPPHh4n/l5wDx94ah0dMA11wSzEjPw9X+GlubAgGWCxqt+bIQ9LzZgC2bD974FjzwC73xPaVTLL4tYjgOkMAGpz7DBcJq3t7dTLBbxPI9isUh7hQ0AhaMjY90OorsdBtSAaQ19PcQ1YJQ2/9z7YrBWdLJeTBgJudWr4yJ8x4UNW4KZkKHeZXVfTn/wyqAQf+7F8P4/Hjyl+NJT1dqNqiBnBaQ+wwbDad7W1kYulyOdTpPL5WgbQ7NaRjsy1u1Qrvtzu4+w70j/EM82vLS/l8P54rDPEYantAaMIOLilnVbTxSE+8Fj/flxF22pFumVK+Mi/GwGmhcYXSGOfhEW4vvmNjwGnhfMhhzsnXVs4sYJkoLENOyT+ozqMpzmra2trFq1SmrATgIy1u1QrvvLB3o50p/jtMlDH4vn9hxhSkOO+Q3SP+xYKU39BlGtsP+U9suWvyGoEcMUjGdyVrZ5rNPf3ExdWIR/0VmmCN/3SzXWGlR4Gy7QrU1xvhsuzB1waC/UNcTH5vntcME8K/t2ohEDxhALtgonlaNp3traKsbrJCBj3Q7luutEDZLWms6n97D0kjMof5IEYY6PATVgYaQLwCtfBDo0BGGh+PiKtlQLx3HiWYk7N8Ce34AOZ6AG0a+kGSMxKSKMUCoFvYfBc0xj3ElTY5OWP2Jz904oYsAorxMQqoFobgfR3Q4DdY+dledrHDe+2B/OFym6Pn7Js4RjYYDuoQFTqSD9BbEhSKQiUSL+MRJpXugzBgqI+62V1X9FpoxEi4pA/13PmjYV0fMC06bGz4ERA4ZZJ0qoLqK5HUR3O5TrHsZcAHyt8ROhrmd2H6av4AZ9QsfPxcYGJTVgkEh/YdJd2ktc+BMXeSAyBsKIiMb6s91xvVdkbJN91/yEGU78RWgfSJX1bSN+H3/8fImUInziRVuF6iGa20F0t0O57lrD5g3rufHGG1m9ejWer6NlcxQqyNBoNLDvSH+JQRMqx/O80juSkS7fL/2dhAErKdIXRkI01nWZnpTd+v7gz/P9hE9LGLfk0kXjBImAQbRCulA9RHM7iO52KNd966ZOPvq+d+A6Drlcjn+77W5eM+/NKMKlCnXkAXa+dJCZZ0/lVafI5ImRUmLAiv1Ey910dcPcC2HGAuL2E8kUVyD+05tgyunwKmkIVinxWNeltyWpRL/M5OpSc6Z9k370delb4YMeP3EjMWCCIAhVpmtdB07RwfdNr7uN61fDH785ejyMgHm+L6VIJ4rdL8Cmbvh//wCOY1oknH0RXHROPPMuTIn5GtJAsQB946fou6qURBchjmapxO+aeInORApSq6BLflg7FrQH8TWkyiZLjGHGj5U8DqQupvqI5nYQ3e1QrvuipSvI5rJRr7uFi1fQV3R58uVDUbsqwKQlJRU2JB0dHdx44410DLFocy6XaCWh/WCtQcekuRwXHusAdHCBD1Jbyb5UIMX4IyQa6yXlW8kUIqUpyFDv8F/YK8z34/RjXy/Rm5av4TmGkQgYJmQqvZGqi2huB9HdDuW6z29awq3fvZ81v36Uy9vaOPX8uRzsKbLncB+TJ+RM9VfwhX/8VLycWCpZsqwkBelraFkA2ayJeGUysGiOaf6ZSplboDRlJuqPlHisl6UgYWDRfTTjtKwIX6tE01UdtAsJDVmK8eKKxYAhdTE2EM3tILrboVx3jaapeSkz5y1iysQ6XtjTEz6AArZu7GTj+g6WX/pq5ixsCcrxhSSDLVk2rAHTHsyfDbfcABu6oXE2LJxnasNSOXORD2feRT3DYLxc7KtFNNa1X1qAn60zxhfKJj6EJAv0A3OmVFyX57pB9lKPm0MiKUhBEAQL5AsuPqYPWDjLUaPZ3LWej73/Wv7r61/kr979dro3dtrd0FHKiJYse2J9fNFfMMcsj7NxK2zcHBuF0KyVN2cF2P0b0yC0mFg+yvOCrvrC0OhYxvqJsdYDmrESH5/uHXDnvaZeTwfRL8AU4CdmRY4DxIABEydOtL0JNYdobodj0V1rzQt7pBD5eBhMd9fXeJ4uNWAa1nf8OirQdxyHjetXj5eSlxNKuGTZ9ddfP2j6EYI+YFFrg+Dflh3w4U/DN++Gv/h72LydKB3mJ7rjJxuG7n8Zjhwwva2O7DeG7sWd8MyWqu/3aKdkrCebqzZMNh3tB2t8e+qZ5nnbnoSPfAZu/y588OOweWtc8+VrMzPSGT+tdCQFSfl6YUI1EM3tcCy6+1rz4v5epp8++SRsUW0wQHcNWzevp3PNY7zmNVcwLVjbTmtYdumryeaywUS9LIuWypJcQ3G0Jct83y+NsKCha4spwPd9kxLbsBkWL6KkwDu5TmT42tDIFfqCIv5CnFITIqKxHka3tA9bn4BnfgXLWuCsyQNTkJksnHUh3PvT0mOzfqNJG4fPdQomlTlOvpFIBAxpTmkD0dwOQ+mutSZfGMqcBY1Bx8lJzwblum/dtIGP/dm13HnLl/nLd13Dju4NgElBNi9exhdvv4f3fugTfOG27zGncbGNTR4XRDVgSUPVvMC0oEilTCF+83xwiwnDkJytlygED+8cB+0PTialY13Dtp3wtzfA1/4D3vsh83tUgA+cMR1yEyCdgaXNiWOThSWL4pRjeGxSaXNfoc/C3p1YJAImCDWO5/u8uK+X5/Yc4fJ555Q8tmbnK8w5d2rUlV0uPSeGzZ0diTQjbN2wBt76xiDTopnX2MJFc5vIpFN4nszEOz50qblaMBu+9jn4abu50EctERJpyFRg1sKLfLKXFarMmNUoHR3Q3g5tbWbh7QEEem/aFke1HNc0wm2aZx6vn2QiWiFN8+FLn4buJ2DFMmicZ8zxpq3QsQ4WzoIlLbB/FxzcDbOXVmdfTxJiwJB6pErp6Oigvb2dtra2YcP+lSCa26Fcd60165/aw7RJdRSd+ELv+T5KKXyt6S96ccZAHNgxUa5705LWOM2YzbKgZQVgjsehfBGtTXF+KqXRWkQ/VuK1IMMZeYlI2M8eMYbgoVVw8w2mM36yyDvZELS8qWjkx2rUgHVnDvmvAAAgAElEQVR0wMqVUCxCLgerVkUmrGSsb9oKr+yFdNpEDrMZY77Cmq5yAzvpVJg30xixCZPNMdi8DT70qbh57i1fgPNmJdpUjF3EgBHUCQjDUknPnZEwUs09X3Okr8jUiXVHf/I453iM8GC6+35QCJ44Ga5/ag+nn1IPWvPs7sOJFKSYgWOhXPf5ixbzxdvuZv2ax1i64jLOm7XQBFYAzzPHQmuN9rUUihwHumSmXWjCMDMgk1GZjVsCAxYWfJdHuMKCfBK/1/DfQnu7MV+eZ27b2yMDFo31zVvhLz5hjFMmDW9/C7z1KjhrEpGeqmxwKxU/FkbQNmwpbZ7btQWueku19vSkIgYM6OvrO+6IzImMDo1GKum5MxLKNT+afnsO9fHs7sO0zj7rmD9zPHC8RjjUPdT78iuugGkX4vmlvXV8rekreviA0jpKQQrHRqi76/n0Ox4amNu4mOmzm2ioS9PT77Bh3Voe/OnPWbS0lVkLmvG1MWImGybqHwumILys5YH2TBQmmzEX9GzG1IUlZ0sSPrfsX2QMkgtJ1xgdHfDCC6Z+DkwELNECJDq3r98YGydPwTlnQXMjvPyMkTFXD1NPH/wzkpo3B81zwwhYS2NpAf8YRgzYCeBER4dGI2HPnXAfh+25M0Iq1W+8nOuOx6yfCCNcrvdX/vMeLm29FF/Dwd4C/Y5JuWgADV50LhwnB8AiT758iIO9BVzPNx0PAp2f2NLFZ//6T3GKDtlsln/5j/9mxpwmE5CRCNgJIGGafA3zZ8HN15tFuRvnmN89Jz7JhLMnywvAo2ahNvbBIlqbHmi/fATeco0xQ+k0fOAD8K53DV4DtnRRqcld1lL6fpmcKagf9POIU8AL5sB/fBHWrIVXXwazZphWIOPgfCQGDGhoaDiu15/o6NBoJOy5c6KifEnNK9JPMS5iMMdr1o/XCDc0NAzQu2tdB8uWmxqkF/b20NvvREr7OqgHw6SBD/YWJA18DITj3fNNatH1NJ7nR6Z2a9fauCjfhU3rO5g+p8n0B9Pw7O4jnNKQY0JOTtkjIeoDVrIgdPDzgtkwfyY4RUoK9c++GF55rmxGpB74PiW345yeg/DSU7Dq5yblGKYZp08fYL6ic/vyFXDTZ2Hrk8Y4NTeaVO+qX8CiedCyaPDPOmM67H3R/Oz7gA8L58Al58Hp58GhvYFBPil7WlXkr/kEcDKjQ6OJo/XcOVaS+mWy2SH108D+nn76ih7nThubRfzHa9ZPhBEuH6+LlqzA9eMkY/xl39zn+xqVUuw6kGfXwXzNp4GPB6UCU+v5FDzf1HhpmN+yvKT31/yW5Whf4ytQWuH7pjg/NGAv7e+l4HhceOYplvdojBAu7gyU1HIlm62G0a5UihLDFfUDSxbh69Ku+OMZp0A0O3TFMshlg6hWtiT1OAC3aCKLl14GdROM+Xrvh6AYpBJv/me4YpBzSbaOaH3IsMzO94ijjzrRHX9sIwYMyOfzA6Jga3a+wtzzTmVKQ27g8wsumbQilzHh0xMdHaoFkpqH+t39wEPMb15OU8tSiq4X6QvxEmC/2dtLb8EZswbsRJj14zHC+Xy+ZLy+5vLLcafMoK/gEq5DqNGJ64zp0p7SyizPNg6+ddogHO8ppaJWEzowvZ7WzF7Ywle+eQ+dax5j4eIVzJjbhOP5aK3MMUDzysE+zppq/mZ2Heyj4Lic0pCjoS4jkbEhcJygUaoX1IJBoiifgbMbz52ZuL8s/RhGwvb8tsyYjXOe2QJnzoh///0rzTeJP3jboKnHfD5Pg/IDg5pI267rCqJn2qQwN3bDFW1DfGhZ7V20PBRBqtgfF/3Y5K92CEwRsjuoAdv83F6mTKxj3nmnRvedrOhQrdDa2srkc2dzKF+g69k9nHHKBGadM7XkOf44iPqPFrMejlfX8/nVjpfxXK8kKBCVG0fXnSA6NpbFHwUoBT7amNlASz8Y2HOaFnPRvOag9YcbzdRXQW14b8Fhf08/O186RC6TRmt44qWDTJtUz5xzpw73sbWN1uaiXTKzUScW3C6LbkVPCX4v5IP7grSXUzBPGCdRmKMS9kjbtAXe99dB64msMWBD4QQzJP2EplOnxL/7GnY+Z6JizY2Dv0fSJCdnEbvFwBynzPJQvgdTXnUcO2gPMWDAhAkTBt6Z7IZc/hCmlkM4dgbVHCN7wfXJpksrj1UwPTm8gI1lbJr1ct1NravGcUtVjdKRwX9bN3fy08c3csnCJVw2583V2txxQ6i7UspEvrQ21xQVn0t0sCZkGHXUgK99UjoVtVPoK3r42vwdaIY+RwmGTDhTz/dhy3ZY3wWNc2HRAph6hllkGwbpSaXjKIvnUtI/LGpV4YEaooh8PLKuyxgr34dCEe5/EK75kwFPmzBhAji94Lul0cWDh2LTC/DIr2H1OvjWLUOYsLLjEf7uBmY6lYJdz5rjIwZs7JJKDZxmNNx5TWaDDc5IZvcNpnn4t+n5PqmUCS9rrVn75G4uOvOUuCRA5D9mynXf8PQeo7nWpJQCFaYa43qwbZs28Mm/+EMc18zQa5rxfzUZ7T2e2auh7imlCOIJJrWLMgZMmWNgGuASFd8HJchBSwoVRWbCbknytzA84Rc3uh+Hv74unpF38/VwxXTY+jhse8oU48+9KH5hbkIc4fKCJboO7KYkNeZ7kK6FKarBIFvSbJYL8opm/3/wI/irjgFpyFQqZbTxXMzoDVjWAnU5Y95CDR3XGLtyA5aMQCbbiAA0nBIYMF1q6EJ8H/b+1hTzj3JqYfQcld7e3gH3DRMAi1Iya3a+Qm+/LMYK8ey+6667jpUrV9LR0THs88s19xMpLt83J86Nz+4lX3Djx7SODIJwbAzQ3fejiGLyGJjHzIlvy4YOHMfB9zwcx6G9vb2q2zwaGOn4LifUXUEUAYtqwbRGBebKzJI0ARlTJ2aOQxig0ejokqZ9Y9rGQSnMSSOqAevqLm282v2kSX99/J/h1u/Ax6+HbU/GLzz9vDg16fvGTLjBGoeRARvnJyIvsQIAmKjhO66Oa688zzRgLcOM9UR6N3x9c6OJdr3japPCTKcHtqeISNaAMbDeLqzPGwy3aJYqGgNIBGwIono/X5NORGPCb53hN9jegsvE+uxQb1MzHM/svoO9BR5/8SCTJ2Sji5IC+oouR/ri3jyauEj8aIz3xrgnYv/2Hu7HCyeHBeL29jtRuitfcHF9TePiVjLZLJ7LsLNUxzODje/w/pEcg3B5p8e7u9jSuYZ5zctZsGgJaWVMlu8bMxa3rNIo30SFfa3iVlQKvLAmSRgeTbwAt+Oai/9lK4KUWsKUPfUSnL7F3L+sxXRs18HCz74X9wZDm/RaKm1+dorGTAzV02q0cNS1GwOcgulQ//QmOOvCREGoD297C/zggbgp6nDngsEmKTQ3mn9vvSrWebD047YnTPuK5gVmaaLyWFF0LKJYcMyatfDDe+Ad3vD7OQoQAwbU1cV9jZ56+RCT6rNoNK7ns3bnK1w6x0yVfeaVwxzoLUZffCQVGTPS2X1JzYuuH9S1BDO+tB+tSKExQezQ/PaEBmEYxntj3OPZv6TuO18+iB+kvcIvFp7vR+dM1/cpuh5zm1q44Rvf5anuThYuXjGutKyU8vF92mmnjegYhLqnU4qtGzdw/V+/C9cp8qNsjutuvov5TYshiG6l0SVRyae3buKZrZ0sbb2MGb/7uriOOaghG28BsOG+XCQfm3jOLC4+8xS6X9jP8plnBOnGUtLpwCQtnANf/ScTCVv5O/FFP5sB1zVd3U87LW6TkMvCFz8JC+cRtWAIDa8mqP9KmZ+f2WxqkM668GRLc+wMs3bjAJ7eDPUTA2MaTDgguJl7Mdz+VejcDJeuML28gswExX7Y8xvqTjnLGFqNaSmx/Sl48GfmPd56VWzCksZrY8L4Avztv8Tp4q9+xvRsi877iYsDlJq8jg5445VQKMCtdwy/n6MAMWAkCjWB3Yf7yAczkHoLLv2OKXpNKUVvwaXoetE0ffFfMSOd3ZfU3JituK7F9cIiZB1FY8KSANczBuHJlw8x8+wpg773eG+Mezz7l9QdbVoguF6ceiy6JvTia1Ni4fsmCDBrQQuLly4f9r3Hc9SxfHyP9BiEumfSis2dq3GdIr7v4zoOW7vWsqBpSdR7zQ/6fikFT27dyL9+/D24TpG7//Nmzrnvx5w2Yx4KZWolA9OxZucrLLxgGhPrxnY0frgvF+WP3fRf93L6777O1MdpSA/iROOaRw3zZsHsi+DcS8xdzY3GTHR1w0VnwbO7jfkKI2KbtsOCuaUpRwXgm/RbGPHyfVMYPpoZZu3GAWgdt+0IJx2sWw8PPQgrlkDTAqNdbgI82w1nX2QMaP4wHDlAZspZJg3YvR1WrYEf/g+4QT3dD38Md35joPlKGt+3vKk0MrlpGyyYRUmky0+kIJPX4Yd/GjeKPdp+jgLEgGFy1uEsJa3DGWGm67fr+3i+5nB/MSgADwxB8EcvxIxkdl9Sc4WK61o0OK4f9ZyK62TMg05gwPYc6mPqxBynnzJwNuV4b4x7PPuX1N3XBDPvzIXc9zWep0mlFJ7nk1apuBhcB48NdpVj/EcdYeD4HskxCHVXKOY1ryCTzeG6DplMlrlNyyh6HrlMyhgJHfdh27FpbWTWHMehY/WvueqCuWZyng+kdJTWLDjemDdgwxnbgSs4rOZNb3jtsGlYx0ksLzRY3dCypeafU4DTn0g0Gc3A61YSmZCw7UQqHX8bjPLBY4C2NhP5CiNglZwz/MB8bdoKH/wbUzx/251w21dg4VzI1seTEYCw7qv3hSeZsHkjfPifTKoySXnR/cYt8O+3J/qDBRMekksYNc0bRGtddhsw+wJzDIu68v20iBiwMkwbBC+68Ps+7D7Uxwt7jjBpQi6YwVQWoRGOC6XM3/mhfNEY4KBDuA6KjrUOC5E12gOVMhec3Yf6BjVgo6XX1sniRO1fOPvRzLbTeL5JfSkUrq/JYlKSjmfMmY9pyLrhmT0svqh0Ed3xHnUs51iPwYb1a9myoYM/+fCn8fuPcP6cFi6ev4i+ghc0UzWzHXWQkm+97DU8+O1v4DoO2UyWFa2vTnwBNMdj7+G+IcPxYy0qOdyXiwErOCxtjSYmxBWiw1H2nGTaK0yJfeuW0vtefhq27ICuLbC0xRSilzRoDd93lNPaatJxldSAxXlWs4/rNyYigw50boK5lySeXrb/vg8/+slA8wWlRfdh5CucFZlKmcffehW8aSX86lFTAzZ/VrxJYA5hctH0pP6LFsAD95lo3TuGWKNyFCEGDPNNNiQ2XnE/nvCEZ55gbhxPx0X5wohJag6BqQ3qjzw/NrhhS4Tn9hwO/gY16dA4DMN4b4x7rPuX1N0nTu8m07zocJ3CNH6Q9k3+HRSKHtt+s5/550+L3mu8Rx0HYyTHIJfL0dHRwbVX/x7FYoFMNscXbv0e0y6Yi9YwZWIuynKlNJzSkONIn8PcpsX8w1fu4KnuTpa1XkbL0uU8szv4WwjSx0P9LYzFqORwxjZ87P8eeYS2tjb0qRdG/dKGOh2YGjACP6HhrBnm9+TFP52C6/4Orr16YG3S1ifieqQ77oVb/sWk4KKIjB47syFbW4c3JNEC5OG1LoiALW2Ko0qZLCxuwpwMyiKKQTo8l80M9KQXXQhLm+MaMAg64ztQl4EF50HdGfBXH4gfP/80U2cHDDoLctAApIZlS+DcKTB3RcXS2EIMGGUGDI3SCsfT5PzYeIXp/3A6eNHxBvbuEyomqXnYysXxk8XHsRnQQH/Ri851qVTcPVwYGSVj3dcDzmHJchcdXGR8VMmFzsesS5iktbWVh372MB2P/XrMRFuqSS6Xo729Haek9msNl0+fG8369bVmZ/dGHt+0lsYlrZx9yQIALpnfzMLmJZwyIRfVRKrgmPQVXZ57YjOb16/h6je9gTe+vi2Ker3wwgtjMio5nLFtbW0le8YlnDIhy66D+ejLgz+EA0un06WRknRwyVvXFUdeXA+u/yLMunjgjLxN20vrkdZvhMb5xKlJRn9H/EpnP77yPBzancjuBd/KGhfA/feaqNKSRdA03xTcu+4gjRk1uUwmmLmY4F3XmCWMGibH9y1rMcZuch2suBgue+cg/cD8eFuSnxOeqMo/P9zmMZIeFgMG9PT0UF9fH/0ezgzzCSJhQSRmc9d6fvnLdhoXt7KgeTEFZ5T/4Y1iyjXXWpuaFogaUerkRT9ITaZSpg+Y8gd/X2F4krqH2kYRsITmYd2d74NCx1+OlQ5WAYlPbuG6qfVnzeKTn3yNhb0a/fT09HD5FVeQzebQ2iw6v2jppcw+dyr9RZdDeYfHN3dyw0fN7Mj77riFv/vStzj71ZcBRIXmrxzqC9KT5nhs3bSBf/v4e3CKDnfdehNfu+kmPvrRj1IsFkmn01Hxf7Wjkicj9WnS4Zqi69FbUFEUcLjvYsVi0RSKb90B25+BFX3mIr+sxUS+wuJw3x+8IWjTvEHqkcojRYl1Cstxgxq07MAl7arCSGY/9hwIiu9VIhoW3C5dDGdPjmvC1nbCZZealF8SrekpFKk/cDj+Zp1KQf8ueHYLzL8sfm6Y8u1cB6f2wKKFA94LGLzZamjMnGJZZCz4b2z4LzFg5SS/UYVLgwA8+P1v87V//jSe75PL5fjS7fdw4dymIDrjUi+L4QLHduINu4N7vh9c8FW0NI4OjQHQ73hMyKbpdT0m1mXQOpj9NX2a9GI7BqJ2Kn6cSjeRLlOD1BfMBo7q8LTp3B7WiZF4TV/RHTIKIRgWtSzlS9+8m0d/9StmNS1lXpOphanPZTjc59DdFRfcu67Dnme2kHvt5VFE0pRGmDR9f9HUqe7YuBan6OD7Hk6xyH333RdFvQA+8IEPMH369KpGJU9W6vPpXYfZd6TfRMU1UZ0o6CH9DwDrN8Bf/5MxUbfeGS99c93fmciX75tITHlD0I1bYMcz8JH3wcHDJvU29+LYfEUGZZjasxd2mBmBs5Yc9/4fEyOZ/egUiFpKQCLtp80C5L4Hm7fDX3zC1Hd962745s2m/UZHB/zsIZh9PixaYtKNuayJkmWzcM5Zg5vU5ka45Hxo/x7s6IAJp8CFoanTiZuy1/rBGhFh9HHfS6ZDPhoO7iFyYJ5nerSNUsQ1UFaPFEUCiBojbli/lpv++dN4rpmhUSwW2bS+gwvmNOL7mk3P7WPFrDMtbf3oYSQn3gE1YEG0xfN9UJp9R/rR2kyAiKMxYYoyrnsxF3+PifVZiq7HnsP9nDtt4sne1TFLeQoSwlNb+H+gK6YPmIn+qmjCidaK7q5Oujeswb36Sl592WXRiVUmpAxNLpcDBXMWtnDq9LlR648k85qXmdmRjpkduXi5iRZErVi0xvVNCrjomvY4S1a8mh9/5xumL2YuxzXXXMOjjz4a/Q2+613vqnra8URPyOjtd+h+YT9TGoI6OYIvBcTn6qFGXjqdNkXjyTRiGOm69mqTdhysIWiyNUI2A1/5J9OLynUS60YGFwl804LBdUyNVBLPNSbAFpXMftQa+vNEkaOgLZB5LDBhnmv+dW4y5itcD/LBh+C0s+Bt7zSfkc0w4c7bYdF8+NKn4cnfQutySB8YOkoYRrj6eyGVbJMT/KeAydPMv+SDmsCAKWMQJ08z9/f3mtv9u2D/yzB76XFJeDIRA0Zpc0oIG38GaTHgl4+043txziuVStG0ZIWJ0qLlm3/ASE685ZoTFN27nklxub4OUg5efKJFR3WfUQ1YQvo9h/p5Ye8RMWDDkNQ9NLOQWOrGj5cgerx7IxvXdzC/eQUazTNbOzn11Gnc+uXP4RQd7vyPr3LHPT/ivFkLo5KYsGeeUEpdXR1uGFnXsalKcsn8Zv7+K3fwxOZ1NC+9FIDvffPfOePiRuY2LTZfQMxJh6JnLozzmlr44m1307VuNde+5Ure+Po2Fi5caHXm44mekBH2YixfgDyqVUzWY5WRTqdN3VI2Y9KN5UvfJAvCy38v6Qm2LdEOISgAj5qzBo1ai/2xAYuamFqmktmPvYfgtzsTkabQXJZ1/vdcWNJoIkrhYw88ZCJPYZQNTV1nF8y70NSBXX4F1DVA96MMapO7NkFnJ5xagN374OUnoK8+OA6Jc/yESXFkLjfBGMZwhYJUJt7O5K1TCCJloxcxYJj6jPDCZC7y5kRXdE07hHmLlpsTilMklUrx55/4PHMaW+jpd/ntvt54SngNX3g6Ojp44YUXKq45SWoOyZSvTyadMvV1WuNm4qa38QmXoDYv/CYc1goQzaLUWpOpiYVyR0ZS9/AcWrLOoDYrEzze3RV1a/9hULjsey5KpfC1j/Z9HAfWPPYob5+5MEoXr3tyt0SDB6Gnp4f6iadE9XUA2Uw8PpWCJ7o38vimdcxrNg1vP/yet+MUHdKZNK9549t4w++/nYZchq51q2la0sr02Y2klGJ2YwszFzSz5OIzAPszgE9kG5g1O1/hkrOmBBdWFZ0HHNePJokMFwFzHAca58GH3wsdm+ANryvtQfXAQ6Y5qOuZlNknPwbbn4C9+yCTBk+Z20XziQtSE8Yk2SU/yYFdJiqTNq1FrHK02Y/JE2zS3aLhyP5EesIzJ4tZF8K2neZ5rpkcFUXZshl6m5uZUmKICAp7fXj5GThzhqkL27gFNj0A3/olvPsyeGw7HOmDr91j0sRnTICGKZA/VLq9DZPh0N5geSgvXhIq3O7wInFk/wkS8OQhBoyy1El4oQeKrkc6nWJO02L+9bbvsX3TOhY0L2f67MboIh8u3aLD0G0Nkkw9ptNpPvCBDxw19VGerjKam5NpOmgEigo738eLF4eLEfvByTD5LsGKnTzx0kF6+hyWzTzjxO9slThZ/ZtC3Ts6Orjnvx9gfstyzpvZGM3E05iGq9sS9UhaO8GXY41KmQiwVopsNsvS1lfjaziULxC2EhmvHM8xCesYt23awOpf/4pp005jjZunZdmlLGxewuNbuqIC/B9lc7z2qrdFtV1+0eP/fnwPv/rp/aYBq+uRzWa57uZv07JkGb4/+johlJvAY9XO12FLmnhyjiJoGhwU4GvMEmWbn9uH3vdM9DnTp083433zVvj6t0wka8Mmk3aE0h5UYCJen/+3OGWYUvDay+FtvwPzLqG0/1cyBcbACJwfFOYPVkA+WghnRy5tgXOnEqX1ovQjpn5u/UZYusik9j7yWbPMT4jvm1mSf/6X8PBDMPM8nOYmKBwwj6dzpj4r1GHPC2ah81TORBlPycWmKdQ9TBO/91rI5IwBG7DOpi41vpHGQYQyfHyUIwYMyGZL8/Y+4UwwMwPM833mNi2mafFSHNenp9/B9f0gTRZGvmrXgSVTjwDTp08/6kk2qbnW0Ff0THuJ4L6w7YenNfmCSy6biqJkYbqy/EsW5lcKjofrjf4/vqE4mf2bstls9P6FgpmN96mv3skl85tNBNE3Bnde8/KoHikVFLH6nkcmm+Uv/vYz5HsOsXj5pTS1LGVfTz/7ewrReXT9U7tZesnYNb+DcbzHJJvNsmbNGj75539IoVgIzGyKXC7H1+/4gampS7So0BqyuSzFQhDp0RovWO7GrNYB3V1rWLJsefRlcLRyXNolAhtRaVLQeiDcb62ht99lS9d6Pvq+d0Sf097ezmmnnWbWLSyvAQNjuJIRmpQqrdfyNfzyMbj69ZSk5iIj5scX+QEX+7CQfZQel/LZkd+8yUQKQ8E9F7YkCu6/mYUr2wY2V00p2H/ATE5Y8Dfw/HaymTTkPZgwGYp5+PV9cMlio4Xrxlota4HHXzIRRgiOQSpOE+eCJtvnlrW0CIkWow9d+MFESD94fJRnpcSAUVaPFCzJEv7Faw2eZ6bhu27cFsFEY03NUiZtjvnonWtxcjmWmo8BdXe+D6SiwnASBsvH6B1GJsMeVaFJDjGLeRNFcsYqJ7OrfF1dXfT+vu/hurB901ounrfI6IdJ786c38w/fu0utnR2MHfRclDwdHcnCxcvp2nxMuqzadKpZCuAsHExOGPY/A7F8R6TVCbLQw//vGRpHB0sL9S1bjWNi1dwT1iAn81y9Tveydvf+Uc89MC9/OT+u/Fcj1Q6bSJgnkcmk2VO4zJSSuHoeOWOjc/upfnCV50sGY6J49Eu/Ds2waR4hQBN2CCYSM+udatLPuf555/nzDPPNLMXy2vAdj5tLvZgDMDVb4Z5s+GGLxljFuL7pv5r3iWJyFfYgDS8TqiBKUiIDcBoPBWVz45ctxEWzElEv3RpwX3UTiMTG9eUMu01Ll0Bu56L1tisy2TAc8y+q1SsEdrMCA21am6Ex/8H3v2Hpg3FJU3w4ivw/z5hHr/1jrheb7CJEskF0tGJqGN4/2gUvhQxYEA+n6e+vp7HVq/mu/f+mNlNS7lgdlN0/MLp334qxfZNG1i/5jEWtixnxtxFOJ5POpUe8hvo83tMUfh4rkc6lpqPUHMgquIKu9+nlCpJMWpf46vw22544lPxzwmS54+xysnsKp/P52lrayObzeHrAmh4evsWdm7byOyFzYHBNeZ35vxmli9fwcsH8iilWLhoCSql4gauoREOswHRa+M051haBmc4jveY7N53iDlNy8hksziORvs+SinS6TQtyy7l7IsX8Ecf+iRbVq/id656M4sWL6N7YydnnXMeH/vHG/jNS68wt3kZE3MZNq7voHHJCk6/cD4pFQcUHM+nr+ie+J0/To5HuzgbZn4IvqahtcL3obfgRM9pXtpa8jkXXHCBMbxN88yMvGdeiS/oN34laFGQgk//rZkRGfK5f41FzaShaW6itihxG9WekDBlyY0Pd2AUnozKZ0cubY4fMyddWNxoWki4TpwC/NgHYf8hmDIRjuTNBIelLbD3pSgtmz+wl/pNW83yTZctD5oJBtEM1xkYLbz2avjV9+GsM+Ccc8AhnoEaRsfCGr2whUhogDdvN0tFLVsc9xErMcqjOywiBgwTfe8AkLMAACAASURBVOno6OD1K19PsWjSMtfdfBdzGxcHZkCzbfMG2h+6n5//+Pt4rssPsjk+9dU7Wbp8BeGSID39/UybVF/y3i/u72VSfZbTJtcP8enjg5EW/pbXCpnenibSaGoqNZ4Oi+1LG4T6PugURFGyBJo4cjlWOZlrWfq+T2PLEj7yqc/zb5/9e3zfY8Ovf8Hmtb/i0zfdxfxFSxIzTBXplKKhLkO+4BptgzYI5sfkcfGjshitx+YyOMNRfkxOnT6H3oJD9/P7WXrJGaRTw6c6fN9nwaIl3PCN7/KLH9/Hqh9/H88zZunpnTt48L67+dkD9+J7Hts2rQPgpn+5DqfokM1l+ezXv8OMOU1Machx8fzmIBKmyWZS6P6yHPwoY6TjWWtN17N7mX/eqSVfqEq6I2ijaV/BxUez62Ce+YuWlHzOueeeSz6fN5rMmwm/c6V58a13xFEcDRxMFHkfPFSalrz6zUFX94SRihqxBj+rlDEVRw5A/SQTWYvKUkYp4ezI//0ZvObVcGZD0IQ1YHO3iYB97M9hx074ySr48S/gZ+3wtc+Z9RkzOTPJINQhMJupDRvhw582Gn/vB/DRq4hOym5x4Mk5NEy7f2OWiiqZgZo44MkWIhrofhw++llzf+4uuP0mmD+zdMF0NYqPAWLAAMhkMollQkxaZlvXWpRS7Ni4llNPncZtX/48TrEQfbt3HYftm9bSsnQZPmleOZhn18E8rbPPAmD7bw9w2qS6UV2bYZNwtiTAzpcOhUGtkvpPrTVF16QZvMAUhCUaUasQzGoFG57ew7nTJgaVeGpMpyDh5M1ky2QybHluH49v24JOmGDXcdixaR3zFi2O6mx2bu3iF4930bi4lannzzHmOGVagWzbvIGutY9xRVsb589qDI5HYMxSmkfH4eLcyWOy+oldTJ6Qw9ea3n6H7b89wIVnTOZQvsisc6YOeG0mm0H3+8xpbOEXP74Pz3PNFzfX5Uuf/yS+50XnCseBR/73J3GDVQfaH7of539+QF0mzRVXvo25jS2kUipakgjgN3t7Ru24H8l49jUc7ClQcP34y1eYevQ1Oq0i42/acUDB9UihSj7nxRdfJBWmGZO6LGsxkRVHmwhYsi3FKfmgFiwwBfNmx6/VGuommMjO5u1moehFC2IDsn+XmaH30tNw2jmJzxydx4TWVjg1DedcDM/viI3Q5i3w/o+ZgZjNwJWvDWpughq6jduMKQ33+8Cukl2s69ocG1zXh55eeOllmDoxTkFuboemtuAV2qQs9/wGzrwgXqLIcc3xAfD8shYiGjZuTdT2OWaywNyLY/M7WqOPCcSAAfX19VFaRlMkk8kyacqpfP7Df4rrFM3Ue98vMVOpdJo5TcuCNHSiNsw3huFgbyFKzwgDSS5D5Pp+pJUfWKjwTyfsexStEYmOlv8KTZinNYVgSRGtNZu71vPrX/2S7LW/P+Yv+iea+vp6tO4fcF5KpVPMXRTOqNM8tXUjX/jYe3AdE4G5/pbvcu7MhaAV27d08ZkP/TGOU+R737yZL952N/OaFkfHL631uFycu6Ojg5/87Bdc0XYFE8+eFX3LzgerAOw90m8M2CCvraurRx/Os2NzF6v+5wfRuUQpVXJuUcHs0te+4U1s7lyD45heVr948N4oYvaLB7/P9d/4b+Y2Li6J9vpDnG+e3nWI0ybXM3Vi3cAHRyVmhmOyyaommAUZRl8DA+YGX9Bc1y9p6xGSyWRM36rTz6/wow9BNm0u+KmUiYhNnAIPtcNDD0NTE3znXnPh/84D8NXPmLURfY+oKN/3zezBh38Cl7aa+rHRSjRgtDFZKQVruxK1X655TjYbG7Lm+cFrglUAwq70YQRs2SK4LWXeL5zcsOtxmNoSpyC3r44N2NqflG5PuETRui6YOsW0BYHShbw18TJRrmv6ry1tDo5BKk5B6tFd+iMGDFMXM2tBMzff8X1+9ct25jQvp7sznpUUTr33NSVRgyglFhbVonnipUMc6i1EA9vXo34ihhWSNWCeH/fyirqza4B4Iej4S2jcAbuv4MY+ItB728YNfPwD1+IUHb5z29fGfOrrRJPP59Fo3vjWP+AnP7wH1ymSSqX5xGe+wMwFzdF4fvThBygGs/UcB7o3rKGn3+GJzes5uPdlHMeJZuxtXL+a2Y3mm2nYIulkplFt8Njq1fzO619PoVDkS/+W5Wv/dS8XvOF10azd6MvZEN+4iv19aG109AMjpZTi1a99A2t//QiO45BOp/m9t72TK9/6DhY2m6VrHvnfn1BfP4FHV/0sei/XdejesIa5jYsJE11ax/3FwmhRyO5DfXi+HjMGLC61SpwXkj4hcY6If1aDSu/095noSjax71v/N+hfpY3RSq4BmU5DXQ6cRMTl4cfg818yj3d2x/VMYYPWxnlxQbhKwaZueN+HTX3VrXea1NiCV58MqY6fTd1w9//AzLNhzsWgAoMVGq5MBmZdZNJ6ngtven3ckiOMmG3cDOs2wFW/D2dNpnfuHOr+5v3w1W+aCFY6BamgUe2h/XD3fTApsQ37XoL6sHm2hp2d0BRMlLj+i8bc5nLGgEVokwb9+g3Q/QS0NBoj3HckSEEm0sSjGDFgmCjLrgN55i9azKtmzMXzTS+kTDaH65plQd7z0X9kXfvDbF73GFr7+J7Hjo3rWNSytKQes+gEM5KAI32OpCCHIFkD5nml33Sf6O5iW9da5jYvZ87ClijVGNWBBP/coAeb+UZs7tvU2RGlbsZL6utEsnbtWh74+aMsWtLKZ//9O2zuXMP85uX87soreHrXIXxf89yOzTz60/ujq146neaUKacGEbEiqXSGdCYNHmSyWRa0rIiOjet75IJvnbYbgp5IHvjJwxQKpkShWPD56QPf501veG1JdgriNirleL6J4c5vWRGdV7LZLH/y/g/xJ+//EF3rVkc9wQC6N3ZGNWDpTJpUKh1FwDKZLPODZq3hJDtf+1Ftc5BBjhgD16GSCRuLly6Lo18antt9BA3sOpA30S7fx3FN0Xv4hSGdVoOea3XPodLaJoBMMU5xlXfGz2Tgli/Chq3xrLt/v7309WG7hEwaJk+Cb//AFKMvX24eW7chjiA5rkmN/cmQOz58l/qTSUcHvO+vzDZmMnDLDdC8yCy59B9fhDXrYcop8LXbY63etNLUXm3cBosXGsP51/9k9ve2u+DWL+PPnAlvXgkzL4QnnoUJ+0wn/ee2ms/99t3wl68zjVhD8n2QwqR363qh63n4/Bfjgv2iM/hi6QtmwZLm+BhHTXKRFORYIZVKBWnjeNHhS+Yv4h+/dhdPblnP3EXLuGR+MxfNnMv2TeujqeJzmpYGi+QCYUF4YrkMk44c3QPAFmFtxvN7jpQ0s925tYt/+/h7cZ0imWyO626+iwtmNwGBCYsuLRrPDy9s8fIujUtayeayOM7Ru/HXGh0dHVxzzTUUCkWyuSz/+LW7uObdf8kFp08GYGJ9liN9Dk9uWV8SpXnT295Jf+9hHKcYRIA9rrz6nZx6xtksu/Q1zJjTGF3ki47PhOz4G/Mtyy4lnUnjF02t1kMP3EPne97NtAvm8cwrh9E6+MI1hANLp1No7TN7YTOf+/fv8PyOrhLDFd6GdK1bHX2RwIPf+f1rcTyzSsTlb3wrMxeGpkEFK3cYExa2Ykk6sNFaFxZSPmHjvgcfQk+7KEozesFFtd/xgglP4HqaJ7q7eGLzeuY1L6dlybJB91KlUkFbibI0xFveZG7DtFZfT1A8n4L5c+CcU01tFJju+Y+tjV/7vj+GyZNhyhS48cvGnNzxfbjtqzBjgUmFZbOANqYlOcOwdMdLe3GtWlVdE9beHhe7o02/tOZF5kTcOAdmTYdv31faQ+2h/zOF+I4Ld/0ArnxdbDaLDqzfRGpWUB+2YA4sWQwP3W6+mRQcqEv03FzXBacEP+fzMKkeOrtg2cXw5a+UzpZMldXqTTsbDu42n+N5cQuK5NJQaTFgY4KGhgbozeMDO7Z00d21hrlNy5i9sIWmlqXRwrdzFjbz6ZvuYtvGNcxpWsaCRUvM7C80rxzsC+yBisPnY6MViRUaGhoAM0s0TKFoNM9u3YCbSG9t3bCWC2Y34fua+lw6KMo3/aby/Q7pdCpaD04D85oW85Vv3kPXug7+7J1SA5Yk2f/LccxEk9dd8Zro8bOmNnAof5D5LctLojRXvfUdAHz71puixqw+Jpozd2ELvQUXndZBze34/NLRvGQZb7r6Wn5073fQWuN5Hh2PPcqbLphLwfFJp1Q0Y3cw6usnoHUPWmtmLWim7fI4JdW9sXNABKxl2aWmEWvRpBMvmjOfFW94Ow11GfzgxJKMCHvafCFJp6KKqej9R/vRSPYJKxSLPPjTn/N7f/TB6EuZ65kol9JxyceO7g18PlgqK5PN8YX/+B5Ni5fyysE8h/scZp49BYBsOuxDBTzZBYcDXb7/gImChWmtx9eaNFgqeP4v74E//JR5LGxR8b//Z8xY+Putd5Sak/UbjWlb1wU3fA6ee8p0kG+az6CU9+Jqb6+uAWtriyOBmYyZVBAWr/s+dO+Al3ebtKwOamn2Hyzd530HTI0XKWM6lzTRkKY0RRnSFxiwcMbwS7tiA5as0/HLXpdKwXWfKI1+TZgUGDA/Nl/RtoerEwT/Du83z5syuvrjgRgwAPr7+1FKsXXj/8/eecdJVZ3//33vzJ2tLEtRkRJAWHbZOrOVBUTUaNSoQRNNN5b0mGg0Tb8xGjXdihobGsSOJGBDjb3Asss2duk2LID0XbbObef3x7ltZndBE5GNP5/XC3bmzr0z55577jmf+zyf5/PUc+XPvu3d1Jdev4DSigqP3Op6xiYVRLFtQUZqmL3dBrYt6NFNwiHVKZfhThyfPkHKj8t6e3ulGKsQXlFzARw1ezaL5t+MocvwliSGC8YfOoSUsMrGre3ejWULgSoEW3Z3+TwxIZhSWEpuUSnFuYdhWLachD/F9mH1tlxifFzX0TTNqzmYYELWKDz25NNJCYfJLSjywMGvrv0Hy555lFef/hfPLH6Q55/4J3+540HGTylGCNULg32a8FdbV5zuuAkofOFLZ/DUo494HvBp02c6a5XwyuQMdO56PO4ljQSttaneq/moRTRumr+Iolg5RbFyLrz0Kpkhadvcdd1VjBhzBEWx8sSyQ05GivQM2aiK2rcNYnBfk2AClKZplFZO97m1QmDa7i0vvOjC6vrEygGr6msoLi1nx95e9vboHgAzvXI1CrS+AjuHwBASVfFjxXjZDIrqL+CuEGisWIKuoFYYyM88gKdA6xq4c4EjixCB26+Bgtx9nXiiFtcn7a2vroZ5N0JDi9Q6y53gc9lWrYYLLpfnoih+LccVjRKQgdy2bKXjbQrBby6EkgJ6e3VSE0oEOYMvpMKrG2SSA0gQfNmpiW1yhVtTNZlBqSpw2a/69n3Cdwc4QEI4yQSq/9kHb8tr+hkAG5xmmiYQorGuJuGmXtu8QgKwwFgK1iJzU8B7dJNIWJXkV/yJwrQF+5EH+v/WZJ8HwrfyD0Wxcm6av4jnX3iRvGglkwqiHJKVRqp70wrISo/Qq1tO+DdQj9MJRVpCEFYUWjbtYviQVHL7kQX4tNjzL73KF088HtMwiEQiPPfcc1RXVyeQsF2rrq7mn//8J4v//QolZdWMmJDfp3hWfNvr/PbH3/S4R08ufgjTMFFDKt+54HJGHHY4tmX6C9/KGsZNKUY4QNp0soBNS3Ke/tfB7+bdXezpjHPI0DQKo+Vcf9dCWhtWUFBaRay8ik3b9zoPAkqCCG2y2ZaJZbk5vr4FQ42GId+7XrD2tj0yw9q2MQydJfNvRgtdQE5BDKHK31HAK6ZuWTYirPbxeAnn5uqKG2SkaAw2q66u5h8PL+Gll14iVlFNUaxcRhSc+zvB2+dQPoJe2nBYo7As8DDhdEBbVxxhWD76VFUpG/HmNgkYCsf6YS1VlcBDVWHNOrntxtuSxD8da2rxM/T8cinwco2/j2FIHa3C3IHRr6vFdbA4YEJI71xJARg6xLvxwMyTz0tgKAjIOiCTFr54jDz+yRdIWBx3y8Ldpivh4RYid09/SKYUWs06XL6vnOi3JS1V7ltWAmk63HINNK7pq36feAKJwMvdZlt41yWBDzb47DMAhsMBA6IV07z6d2FNIzNrGIv+8XeOKCyXGWL4k9khQ1PJSA2zq7OX9a2NvNVaT2nVDI6aNRNXD8l0vC+D9NofVFNV1Q89eg8xsqOKYuVkjJ7ieRSGpke848YfkokWVnlnR6ez6CuYjgyIaQmvoLf7BG3bn97O37yrixdffCkh6eDBxUs5dGIBkx0PQLJVVVWRPr4EyxZsb+vp83nTSj+JQRi+PIJl2sy/4QrO+fkVSQvfNK+/Lduvz7d+cxtdcYOqnMMOaB8caNNCqtSaQo7Twmg5sfJKT3E+8AzuZPPClt1dpEZCCaLMiqpi2qbnLAHp/Vrb0uRwulXP++N+9sGW9wmFQwhTgrA1DTVsbG3gkuvvIa+oFHCyHd210Zl33GvW3q07QFi+b9m0i4Jxw8kK3E+DxRTggy3v89Sjj6AoCoceUeCEdKX5D77ydU5hKf93wwI2rqojLybpIsFsdICuXoOwafseKkWBgqnw5vPwsx/A+Ii/uCuK1Kpq74SWl+AI+vGSIcGXq9IeLEOQcDKK5H6VFe9/4a+u/uSBV9AEkiDvttO2ZOjxiWd94KSq8p/llHI6/kj49ytJHC1Fnq/zkpR0yD4UOnbjfVFnJ7z9LhSMle9nT/WPT02RWZJpPfJ7C6dCRcV+2i6SFpCg1+1/I/r0GQBD8pGUnh7yS8q49Pp7WNNUS2ZWNvfd9AcvHHnJ9fdQUFKGbQtUVSFVC6MoChtXN/EXRy/pgXlzmffAEsbkFAJyojBtCQh27u1lZNanWw0/2XTTIhLuvxREenq6ky3qqqknsmfc+yoZQKVG5JB1b7EQwsmilKFIeazAFsqnsiZh0N7d2UH1jJloEQ3TkCHbotJpdPQaAx6Tnp4Ootf35iZ5ylzukas/ZZqmJ71iWxa73nud31w3nzdb65kaqyS3KCa9kXYAACCFMa1PAfgNqQqWZQfqiyoeOTxuWoG5XyCcvty0o4P0lLAHwLriBmlp6ZhWrwRHikJrUz0/Oet0DF0HpK7ghZdeRVGsPCEsGQqHmFpYwrrVqxCuZ76plimFPrHbo0jYcuz3GhY72nvZ2taN4bTRu58G4dNgTU0NZ51xCrrTF0sXP8yVN9/PoVkzvbXbtGzCbljJ8TROKYyRHy3DsmyvFFaPbvpOD+T18zMjAq9/cDbUPAZGHLa8AR9sh0eXwpTD4NkG+MHR0kuWnCUZVGlHdSQPHC+bqkg9qi+dAKd8QXq/LFO25M1mGD4ahg2iIvUJvClTgi9FgcbV0tMF8v1Js+ELR0nJjRKnYPfTL/vfo6rwq/MdPTSb9LACZqj/agCGBe7DoZYCOOFe01XYdkHUAHO3632sLIVD0/Cyf9yn+db1UqC1tAjKnHtkEEehPgNgQDweB4c8P7kgxsSpUZ544PbEcGRTLfklpWSkhunR5WBRFVjXVOvtZxhQv+I1Rk8u9ELmCBvDstm0fS8js0Yd1PP8pK3xrZ0DlmmJx+NokRRcXS9IfFh0tx4xKivhOJewfOikYpkEgcySUlDoNf2ixLYlBm0d3P/UbCHrZLomBJRXVnHj3QtZv2olU0sqyY+V7XORlWNdHtzfXm4I2OV93TfvFl557il/B0XeI8WlFVhe9h2sa2lgVX0NldUzOdTJ0Pu0SLBIzOQUeleEx3Pb3taDW4BcFSCELa+Puyg41rJpF2OzQpiW3+eNdcsxDR8oC9tmw9pW7rl9Ltu2vJ+QATklv4g3N67DMKTXMS9a6f1Ea1M9Dz14H8IWHH/qGZRXVLG9rYcde3uIhENeaB6g/yt+8E1WIfH7wjQMWhtrqayuxnI8X5LfpnhyMy7dYENLA60NtUQrq4mVVfbh3UqNUNcDpgY8PbZUZe/thpXPwvptEoAEHxq+8qVE8c+mFkkcD4fAcrxcl1wE72+C0eNgx3aYOUOWwxECmlphZSNUVUBFmdSoGiwArKYGXnwRxmVDUZ5TbNvJHow6Aqeu9MTxs6Ty/VQnK/SBR33ABHDKcXDaibgE+Lgp8FwNwTCgOyHHTUgJQ2Y6dHfIz7q7Je9LNyES7t9zGPQ+RjS4+Q8w+XNIEViHt+aWJtIWwd//DKVRPH7LILTPABhgGAaKEvYWbyEEuSUVCaGWvGgltpAhCVvI8ENIVSmfNpPH7r1VZoyFNaIV1QgnHCMQ9DphnMF5+f97648A7gpB+pyYvgBMTrh+uDAYOpHfIf8FOURBz4BbrzOvSCqwC0WA5T/le2VzPiUgoKamhgWPPM7pp5zAcUfPAvC8hgXRco6adSQ7O3o8b8xAZhgGAtGHr5SciefykL713Z9Q88rzXljezYh0C6HbQrBxdSNXORlpi++5he9dfDki3klhaRUz8k7xfsOyBa3v7CI6cfCQYT9MAoNXGtMZ15YzOHXLz/j0KjU4gMx/qJBjXDcMZ1+ZK11aOV0W5g54wJ7810NYpkUoHPJ01tws1JPmnElj7TJGTipmUn4UWwjWtzbyux9/w/uO155ezN/mPcz4447Gve1coCLbMjipMCNGjEBVVSynzljYSRARwqdxuJnOOP1r21Ky5o8//4437v5824NUTqtKwFDC85Xj87xAgi/blirrO3fCu+9Lcrgt/Cy90aP6Dz2GQ4ngbOvbMHIM9HbKTErLlAKnP/yl5ILd9SDcNRdmH/PJdOhA5mqOjRgBF14oOV7hsNT8yh0v9xG2BJA3/t4n50+dnOiRyhqSOJByJzq8KwGWgWGrUtPLNXffrCFw9CxI6whkLjrmPlj2GhKAJYd2TR3qVwRqRJqw5i2YNNa/2R5/xuetGaZsf6wksQ2DzD4DYMinW0nwlBfpsOw0yI/x62vns+OtFg6ZVExOQUxyErwwi9w3r6iUS69fwJurV1JaNZ2cQhmS6TUshC1L5EgAPjgHwH9jyfo9LgG89vXtTBk9dEAvC/gehWDG8cTDhiTs414PFxwEPQOmAasbasktLMW0hZQBUGRChPS4iX0Ckf8lc/s5HteZf9sNvOCo+wcjCK7H1S1jt2LjNnJHZzMsM1H93A05Bh8KB8rEA+kRu2XBvxLA2cYt7d51E7ZgTaPvBdZ1nVv/chnCFmgRjZIJL3jAxrBsjzs1GOzDFAx3k0SCivPuA5abACeBgSyflcz9lUdLNOSO9xB+vy5dstB7PHl04f2e1+vUM75J2sQKji6ZmHAtNmxuAyEB35qGFQleNNOUSREnHXe002bF85R19hqDcgqqqanhwgsvlN7dUIgZs4/ja+f+mOxxeRJs2QKhOn3vhBk3tEqv144PNidEKZrrl5OWEqKxbjnamaeiZgyXP+LOA4oCbzTJ14Zbk3A14Nw8JRNhSCqc40izDBR6tJREcObeSEL4gqD1zYFyPgbU1cPsow9cR+7Pgppj7mTh6X81w5QAABPI7M3cIwBnv7RMSBsiw4Yi4lcDUBVo6/AFUJ1ohGe27WulhEJw/Ofh1UXObwUBmLu/25e25JyFQhL81q+AzI7+BXSFDavXw+MB3looJEVk775floMaSArkINtnAAzIzMxkt96LJRxVZVUBBSblRznpuNm8vrU9gT8xJE3zs/KAnMIoJWXlpEfCxA3b42RYQHZ6ijNh+k/QnxYL6ve4BPBDJhbIzNC45SzS/c/6mZlOLQrhq+AH+WJ2AHwF+TCeAntYY2q0SpKPLRtFUQkhvROqs9BZg3HF+Q8sQb9L11mw6AmmFMYSwjGq4hYoVpywmASjw0gEYJmZmSB6Pc4M7DsTrz9zvV/CGddTo1Ve8oqiKtiWjRAyJB+sROBmsQ0WSx6/yVUTuuKGNzbd9cYUMrTtgX4HbLU0r2RNYy3F5dVEyyqkVhc+aEtNS0OIbp+vAgmextamepYuWSjL7Tler0Ub+wq0eiZcVX3fixYOaxSVyfbbTpvdDMle3fJEiweTuddA2DZKKMTUohj5JaW8s70TkF5TNxPSFrCutdHT/1JDYdRQGLAIaxrpQ7K58NwzZRmy229k4aNL+VyWk10Hkq/1dqt8bfQ64bYiaH4XUKBHlwDMnYeC2XfBAtFaWGZAujIVozJIMCFkNl+wTmGs6OAO/qDmmKpKgKIo0gNWXuIDL0+/ywFnLiAafrj/XVVliX0RdUsxAUKQGVZ8DvzTd8nQr2spaf5r2/ZvrLADRUaOALNH/v7iG2DScdLzOCwNvlQqQ75t7X525NY35XHJvLWqKFx3m2zjvPth3lzIH3yakJ8BMHxeTEvjSmqXv8YxxxxNtLSCDwJZYtKVL8HT6OGJN5xAksXdMhngPgzYoIQSyMmfHvjl60rpuk4oFOL9995j2fLl5BREvdBHr2HxyBPP8e66xoQwTzweJy2seaC3jwkYNzKTR55IVAQ/9YxvMmr0WEYeUcTkwiggWNvSwNqmWqLl0xmXW+TNGbbdf324/zVL0O+KRIiVV9MdNwPcHleOQIIDy/YX/2SLx+MIYN2qemqWv8Zxxx6TQLzXNI2h2cO45/a5XkZesndsckGUbc694ZKhL73+HtY11zFh7Ciu/8NlnohraWU1vboZSJ4YPBdkfwXDWzbtYmh6BCFgx15JoDdtQTikOtInKrYQrF1Vz//96JuycLmm8afbHmTmTNl3tpOEo+u6nCeSBqSbqOJy74Iesf5saHoEAWSmhjli1HRuWfAvHrz/XlIjYaYf/yXySkrZ1SGLrXuSOM49ZlqDp+9dC16DsKYRq5Se3VBIPkwF51aBYHWDr/8FFrNPOYORh42mqGwa65rqEjKCt23dzNisSTIbDyTwSE0HvUdm3AkbCvPhnddgxjQYKiDeIeUTLDNRByy5QPSfrvPDkV+YxiXcOQAAIABJREFUBWd+RepouUCmaKoM4zWvk99RuA89sE/CkjXHrrgUGhrBNvBc6QjfK+a61tdshLe2QVWPD0hjxXDn9fDI4oBEhY3jZiBuCwasOhoJJKJZboUCIYFSSgCO2EImSNQ1wqGZMjSpIGtJnvstv7an68pP5q0NGxoQjDWkSO43P6a+/BjtMwCGnBwbVjY6k6jO4/fdyoWXXkV72x6GZg9jywfbyY9Vcfjkwn6PF0IguZ4CbDl92kJgmAIiwpuEP23mFly+4e93snjh/Tz2yP089ehCbrh7IeOOOxqB4KVXXuO8r8/xdKrcMI+u6yiaRU/c6tdLNvnwoYRUpQ84OMkpVLxhcxvCFmxY28zVF8gn4oe0m7hs7gLy3SLFymBa7v9zc/v5rocf49QTj2PE+KnOw6bP5dq+V+om9eoWaZFwvwlIIMf6htZGfvPDb0htqXtu5uTTv5Yw3t0ahFpE9re/qAnm3XwN3z3/F2SOznW4ZHKsH5EfJacwxhGHZTFs9BFsXFVHadV0ssbmsWlHJ3ljsgddUsRABcO37ulmxJAUhIDG+jqee/4Fps+cxaT8KJZlyzCvy/HUTVoCoqCGCavqa5g+Q35X/Zs7EAje296GS4w5NDsNw7LpjpvMf3EDF3yxyGvTU0sWMmRsPkuXLOSoSxf1afOoYekJ74ti5by7o4P31jdJkGILzwMPgIBu3WRImuZJtFi2TUgdHPps1dXVPPnUMzz17+cZlxejMFaBblh+ZQHPCSMpBfmxqgSpoCO/cBqTC6JSBBvFmyvCmsbIQ0cj3ALZkEjCr30S0h0uUyQC1RUyPBnH9/ok64C5/26f74cjdRueeB6efQ1u/pMsCu26PQtyobgAtIjvWTpYlqw5tmkNXL5Unsfjz8KNV8ji1qvXQfNaWWZpw5tSbsK0+uqhaSnw7Kvy+GdelmCzTIYEdVvIob5pjdzXu/EFhAMSKJYJQvHEhOXBujzW5ZxVlkLWFrjtRRnuzBsHe3fBiNHyczfeX5gLN1wheV/Dh8G61x0vH9IDOVA5qINsnwEwx5rqlifwWK658hIvlKKoKpFIhF9e8w+mTUt0Y25obaS+dhnF5dMojlWghZ2bXQjpDVMULNumtXklryxZzTFHH/0/Xx7HtGw+aOtm7IhMqqureeSxp7BMy+NmNdXVcOLnZyME1Lz26oDFsVvf3eURwpPNzZxMzspzQzKTD8/irW0dCfwj0zRY01hLXnGZXOr2wTp2Qd//Ski4urqa7oxx5I7JlsWJ3UXWOUW3Tp4LDFxvx4YtbUw5fGjCeTY5gsPCtjF0nSUP30skJcXr52A4UoBXEkfYNiuXv8Kq+hVcct095BTGAkllUp4FYEphjFh5BZGABt6KjdvIG5PttHfwhOL7Kxi+afteTCuT1qaVXHDumRi6zkN33cRfbn+QSQVR2ce2LP3jlmRKFgV15VOCVTTckLEWUrl6USM/PakwQSrF7fvSs67kud9/6UO1v7Wpnr/98hwvMeXqv9/P9OnVkuqvOCA9UBVGN21WvrGDaVMGhz5be7dO6qgcfnxBlDe2tqM4DxQhRXFkTIQs9+aEu3MKZDm41oYVTI1VMjk/6jlgphTG+OvtD7GqYQVV1TMYfsgo0Pf4BO/uXuhqlwt85x7IGoHnP1YCEhUiIInwtYq+RaDdcGRcx4tR6wY0rpL7ueE7F3S5yvqf1OPHG80wagJkJglQBzXHFt7rg0jTkCE824aL/yC3J8+bycWwg5w4w5THl8VACMKt62DVKjjMyXBUVGSGFIklh8BJjAhkVEY0CfjcaxErhvVPyBJQQ9w+DRL03TleSABpmXDx1bJNIRXmnAgnf0EK8A5CGxyPQQfZMjMzmTZ9JmEtgqqGUFUV25bgC3CUqA12vtXKiCG+C7W1qZ7LfvJN/nnXDVz1s7NY01zvKFdLj9joYRmoCtTVruCi877K5b/7Hcceeyw1NTUDtOR/w3p0iw2b27xQV2W11KJSQyHCmkZJxTSPnDzN0akKhUIJYZ7MzEwPRHhlRwawolg53/nBzxL4MCFVhn/cJ2JVDfm8MKf/gxSGZNu4tZ3Wd3d/TD3yyZhl+x4nd95/b1enDNNYwgvn2kJgOBl6uzt6E6Z9EUqh0FER9wj5QqDrOvNuvoah2cO8a+l6HG+av4iK6bNQVNW7F9Y21XqLuhCSF+mCWhFonxvOsIUgblgJGYKD1dy2N9a5orTynFfV10husDO+4oYUsJxSGON3cxfwje9fxNV/v5/colKEgHd3uEBZQCg1gf9lWHYfL6Xr7QXp7XWttamee26fS2tTfZ+2JgBmXeeBO26gpbHe+yn5T3geU2uQ1ep0x4qqyMQCw7KxhCCkqoHx7o8zWwhyCmKc/I3vMzk/5p2jy27LKynlG+f9hMJoOQLhaIchidzrX4eOzuCPO6jUgOW10Nub2LhwCMaP9MneTS3S+wXSG3TMLH9f25Zeo4TahPhgIUi6PNBm6r68Q9BqauBPf5J/K6KydmNIlR6iaL7U+TICoqxBs21H+d8xF4Sqqgz5xaQGGK3rGHrhpXDH/YH2uIk3IpEPBk7JIKQXEpwi5sDiJ+Rft7+fe0kKud52N2x4I6lxwvc6uudg25ITduhIKHa0ywahfeYBA+K6zqSCGJdev4CNLXWMG30YN/zxMskNc57WgyrVrjUGvGaGrvPwvLloP7yQvGI5AYdDCqal8EKSWnky2Xew2kAp+r6MgXxfWl7JDXcvpKmuhmkzZjJxaglb9nQhBJSWV3HD3QvZs2l1wvfouk5rUz2vvfIKU0oqmZA3ULmJgW14ZgpaQZTfzb2X1oYVlE+bzpjJxfLpX4BQFA9EJ1tHj4Ee1LL5HzCP2yb8/reTyjAJhCxYbgtvThLOQz5AR1cPR+RHueS6e2h46XGeeXShJ7bqereC4UjX8/jd83/BqvoVGA7PKTdaiUBgBT1agfa50ite74sgY23wWXCsi2ETQAiiFdUJ4e/C0mkSEDh6Xq5XSxVSmb0gWu5lHtpC8P7uLg/MmWbfLERf3FWa6+1dtBHv75+v/B0b9sDGp+/qk6EKiUW7hW2zqm4ZF5xTywlzvsoZX/0GY6YUyWvhgBlg0F0CgQAnK7pHt1BVBVVVfNmOAPiSWnhw6NA0L+yuKgobWht5vWUlldUzKXLAF4DtjsC6RulZcSUmzAhkHyLLDu1th/QItMchI8Be+un3ga3SC5OsQfWPW2R48YVXZONUFfZ2QPNqaFgFZUWQMx7PQ+PxrD6JDu3nd4JZkJEI/OqncMrx0vt18nF+FmTQs+cS5EGeX1u7/32xYklsf+kFKc5aMAUQUgTVBUCu9cRl/1pWXw+Y+1bTJHA0ZEIJjyyGs4+EG2+Fy74keVwgv3fdBpgxW74/9HOw+wP526s3wradfq1KLex4vg5y+Hcf9hkAA3a3d9LZozC5MEpBtJSxI2SG3jVXXoJlWQkq1UGTWj4RDF1HCJuWlcv4v1UrueqW+5k4VeqPKArkRys9tfL+yL6D0faVou8uKu6QdjW/3A+FkE/47n4FJeUc+fVTEr5/2bJlTsaSrDRw4z8WwuhKoK8m1UCWmarR0WMwpTDGEVOjZKSG6ew1sG0F1MT5wzXXExOkHQx2297ew84OR0Vd+AuSGwZzwY273SNbe5O+RGAdPQbb2zqw7RCTCqLMmDGdU7/8NebdfA0rl7/iebfa2/ZQWjm9D/k+GApOHZXj9G1ASNf56wKTIJfXDrSvJ26ypyvu3WcH25LH+nV3PczYz8+mIFrGrQsW8eJLL1NVPZPRkws9oCv7XEKoda1NrG5YQUn5NHKLylAdtXw16LkxDQRhBMLzZK1b3YJpwPzb51JaMZ3iUpkVuWij7+l67pmlRL/xW2z7jn4zVF3Qdsfcv9FQ8ypCyIfBJx65j38/9gh/u/NhxkwuZO2qBuprl6F/8QscMjH/E+7hgc2Vo3l/V6fHacRd+4NhXBe+CxCKq3Avv+P1NU385eKzpR7Y/Fv4yx0PUlZZJa+ViwMqS+GJZh+AZQ+XZPuWNVJFF6Q3KGjnfQse+ZsEXzffKcGLLfzyRJWlkBIJZEZmw09+47+/7ndQPNW/Dw+0LE5CqDPpt4JZkPE4/OFa2R4tDCcdi8ejchMNiMO726S2lmX3zfyMFUtwM3pI4Ma3IVbok+Fdcyfh/gBYcsqJbjhxOWe722ehEIzIhOwMyJvs76+l4CULXHSlXzx8ykQpEFsweVDP858BMOSltmz/hge/EC7O03x7254+xxXFyrnqlvu597brWNNQgxCSh9TaUMOEqW5dLIUpRaX87c6HaX+nlWOPOeZ/wvu1rxR9L8Tk3FhN9XVcdN5XMXSDe27T+NudD5NfUgZCsHlXJwLRx5u2bNkyL7xjGgar6lcQLavcpyZVf+Z5f3DrEMpwhCxaotAVT9Sd+mBPN+/s6JAq4YP5zgzY7s44bV1xbCG9W0JIYrVNoBC5cz3c6guK6oZm/PnvnR0dThHzELYt0EIKRbHyPt6t0srp/UpTBMPAG7a0OdIX8ruDEhNuW0RgG942wbb2Ho9DOBgseaw31dVwwrGzEQLyS8oZMaGAzDSNts64B4Btx6u4obXJSwL51/wIv7/pXvJKZDUCG8UvteV0xMbVTfz14rM56tJFXHrBdyk/5y8se/QpFi1+jCOrKznxlNMBmHfzNWQf/wtZBkpRB/TCg5yHzvnxRbQ01GLoce/3DMOgeeVy9vboXPXTb2MYOgvvupnr7344QSD3YJo7bnTTDU9L0KQ4fecCeentdTJ9BaiqwsTDhtDerfNEcy2Gy2k0Zai4rKLKe0BAURzJgjJof0/+sOvpytwOPc5in1yxw0Vv5/zE9wq5ITcXhLiApbIUltX43h/TlN4gRYGW9RKYjDriwHbmpjUSVPbn7QlmQSqKr/pvmNDYIj1gCn6iwe6tkDUSvjLHz/z8wzU+uLznVhnac/vYvUgFubRfdzXZra1AUhhUVfuGIJMBmaaBFYfjCvxjAE77ItANsyvhiAmJx4h+PG8b3oS335Pn1BmH6koYkwPpWYlSGAfZPgNgQEZmJlZ7R8KCkZx919/EB1BcWs6c75zPxtYGmZkT1iiIVQGwtrmBhrplpGdm09u1l7O+8sX/CfAFA6fob97dRVhNlHeoq3ktQSC1eeVy8otLPU7S6uZ6fvHdryV40z7/+c9zzbXXYugyY8nt34+sSYWs++gt+k68zQ0N6WZiCNItmEw/3rHBZi5onVhQxuemSEC/vb0bIQQdPVLx2XIApxuiwekP1/uCs72jx0BRIBRJQZg240ZmetIQAyU67Gv8Z6SE6Y5bCSD29TWN1DzeyuE5UWLlFY6XyPVikATIDnznfxiVe+g71iWHUY4lmdwgH87ctcbxxYCAl59ajK5LYGYaBqsbaz0OmCvcLAQoWgrCsFnfLKUSACzTQgibcGo6RncHbWOP4cIfnsWRFy+g7rWXOf74XwACVVWZ89Vvc6KTAexa0FNcEC3n19fOZ9mzS3j1qX9hWRaaplFcNk3en4bLZZMAk68PDgDmqvW79VyFAFsRqCqsXtVIa/0KMrOy2du+h4JYFRPySry1PhIOoYVU8koq0dzMyLBGcZnvqQ97CutdPvgC2LJFhiEBMjKkHEM4aTm8/3ZIwSelKwqMGw3nfjtRksF9He/xvT/hMGRlws9/74OW+0dLCYwjin0ZhY/T4j3ydxNuNMeCWZAjRsAFP5NhvXBYgkNI9BS5ul/u+V3+Z9kPOP2xZGmAWxVQHxY2KdGpEMuDZ+6W+6elAbYDwJIAl+XWggzwxADGDJN/L/ghsAWeeAbOOxLefhPGvgWjJwW+RPgyFO61Ek47r71Tvr/7Abhbk2K4hx9gIPwR7DMABti2JReygAdsoEUJEic+gJ1vtfDNn1xKd2c7JeXTmFJUyupVDfzxwrPQ4zI8qagqD9x5Y79q24PRBkrRf2dHB0NSJeG6O27S/PYuqqbPTEj/LglMgLYts+6SvWnnn38+f7vjIWqWvcqkQl+Qcn/AN9j3OQXRwMOX8IokCyEIOaBMN2W6f7qjMaMMNjXQASwYFtO0CDfc/TCjc4ocrTnhaSO55F6Xl+dqgdm24qmf7+qIs2n7XoZmpGBbVr91boOioO77gcY/wNgRmWzY0oYWUjFMm9fXNPHXi8/x5AGuvuV+YuV+zULhABYvWnGAL8GHUbl3LXms61njPe+hacgSK5br9QVwPDMbVzfy8tJ/euNJDYXIL5XiwLYtCeVaSJUA2XkyzyuplGLCQMhZ8MORNMzebpkx7WRFKqpfsWDosOH86od/TWhzsqf4urseZlJ+lClFMU45/au0NqwgWjGd3MIYnb3ympgmaFqEaMXgmX88tX7nQcHV5tzY2siVP/2259FTFJVHIxFuvmcR7+3q5IX1TVTPOJLCaBnHH3sUoevms25VHRXTZiCEYMEdN3H8549lxIg02LNNShcErW0P1KyFmTn+NtOpQ+haikPYD4fARN5r722GJQ/KBrfv9T1hINXW514lPUqlxbIOpKdFZUJNraypaMQPDACDgEcKye8K+8kcCVmQaSbUNUHhJMnfMuL8xzl5mdnQ0+l5DE233INraakQ75btSvaA9fRAigbv7YRxwyXRPi0gVfGDs+HBP/oALSMCG9+AI48LnLOQ5ZOu/S280iDBoWn5iv9CSLBZ1wBHzf7PzvEA2X4BmKIodwMnA9uFEIXOtiuA7wE7nN0uFUIsdT67BDgPKQT/MyHEM872E4AbkZdmnhDizx/vqfznpsfjWLZNZprGYUN992TyogT+xKfHdRRVQVVkxmRY07j0+nvIKSrFFrC2sRZDNwhmUuq6ztP//t8AYNB/ij7CXYwEvbqFaVmAwnGnfAUFhZNOO4PxuSWeR8oSNiXl1WiO+9v1pnV395BfUsZhkwoZHdA22h/wDS461975MFnj8jzg5RLTpQK4QHU4Oqs27WTq2GFkO2EH2zmPwYzDgmEx0Gmsq/EBmGVjWrbDCfPV2F3PgAN32NMZ94CZENIbbxoGAm1fP+1Zf+M/wQSMGZ6BbtrUPF6Pafhe0JaGFUTLKwLcncTEjQPd9/tTuU+24Fh/afVmzxtjOUAq1e1X4a9xaxprsZ3SM4qiMPukLzOlqNQpEO/IToTkvrZlgPAzRQHCkVSyhg4lWn0UDS8tRQiBpsnFZ9Yv7pHfi0h4MHQt2VPc2lDLMV8uoNewmFpcRlG0XHqgbcgpjHHlLffTUl/DjCOPpCBaxoGQAkn2OAohaOvS+5TDCporlSFwwudOH7c2Sm01P7NWUhWWLlnI0sULMQ2DB+680aMo5BTGmFwYY+sbq/nNj76BaRikiW6GHHs0xV1vy5Ba0EKq732xTHlzDNQdp50C72+Gmjr55HByseRQWUn6WIoiwUx+jvwuvTdRHLSi7L/s4Q9hnpAq8GYzTIomgjDXivNlEe7Odn//fd2Uc06CxY/75zLnJBnuPPRzMuNS+JNQ3IIhQQDmjjNh9/WAuWO75g0YV9kPR8yxDEd9IDMV9rRJXl6wFJRA1tr8/Anyer38iiT+37IA58kDKgefFtiH8YDNB24GFiRtv14IcU1wg6Io+cDXgAJgNPCcoihTnI9vAY4D3gdWKorymBBi7X/R9o/NXE9NJKwSTiZiJllj3XLPqyUssJE3sWnA2qZawiGFNY21ZGYNS8hOUlUVTYswJjfa5ztXbNxG0fjhZKR8uIXxYJpHpgZQoKWpnp+f+1XHU6NxwpyvEDctrwyKbUN+tIx5Dyzm1Vde5jtnnEJ1dTWvNG2EUDog+vT5QAt/8qLTXF/DkWPzEp6eXQ6J6taDxAGCzo2uoHiNH8wcsGBYzPNaCP9cTMvxdgkF3bT8sjjg/aebluxbx0OmKAqueOpHWXtXbNxGeiRM8YQRCdsnjcoiHFJJ0UKUVc1gvusFDWsUlFYlcNOEkOFrhGC3AwwPpO1P5X5f5gIol/9p2oHEB/zXwRJMYU3jyBNOS+CI2SKQfeic7jvrGrGc7NuqH92EbfUy67gvUlEao/Z9nT/OvZsn3/b16YaPzycS6Qtg+vMUv7m2mYbaZUyfMYvCWJnHmQKYUhhl4tRistNTvPv344Rf/Xkc80vKWL95D9W5o/Z5rPD+Cda3NLC6sZZhw0ckJDgpqkpY01DA53slURQ2rm7i8QW3eMfYls0HH2yHLDUxKw8k38sdgp4eyAA9MuckCR4amh2PluMfdT1bCTphAlrXSTmEoilw7f9By0YZ5iuYTIIb+GO3JCDl1XtMss2vB7kAiV6zgSxWLHlfLt8tKMiqdDjf4/6WTb/eNNGPB8y19xxJoGQenmvfch6e0iPwVB3ct9QHviLp2sWKoTAPdrwHkydA6+swvRJKBp8W2H4BmBDiFUVRJnzI7/sS8JAQIg68rSjKG0Cl89kbQoi3ABRFecjZd1AAsNT0NGyhf6in8tLK6aghFSvALVIUhbCmkZGV7dUpC2sRzv/N72nfs4dQaiZ6916mz5xFQUnfpyBbCHTDTsiAHrTmgh0hc8Aa65ajG06dQhOa62o4fFKhzDRUFFavbmJVwwqOPWY2Z33/p1TnSW6BqqVIAPsRJqPkRSdaUe0tiJIPJb9s/CGZjgSAnGRt4PWt7Wxr72FoeuSAh78+Dquuruaxpc/wz8ef5ujZsxk1qYC2Lt0HYE4YUlUFumWTosi0AyEEwlm8ZV1M14Mg1xk1nILQbW+sG6YNihQHTTYhBD26xd4eHdPqO5EHgXOwlM7ebklYFvjzvAzLyd/VDfOAa1ENFEL/MCYEbN/b45XCkdtcLyseoJ1cIOU81jbXkhetZFJB1FNt96Q4BBimRSgcQRg2R846ioV33+T9VmpqKrphM27CJFbveZcpBXk8+XYrQ4dm02NC/mkXkZrad2JI9hQDXHH+t9ANncfuvZW/3PGgw0UTvocU6T2NaGqfNeu/tf48jgUlZR8Ka7j37/qWBi4//9uYhnzoOOtnv6W9bTcZQ4bSubeNqdEqxo3M5MnFCzFNg1AoxLYt79PaVM/mXZ385aKzvZClqqqoIZWxh44AvT2QIeiYGiCBuu7hgaoDHHE41C6Fay+GTVsh3AapKWDHE4tCKwq0bkjkfV1zKXzrNPmZZcp6lB8nAqup8dXtsx0x2eCN15/t3e0Ds+Q+6M+aWnzgVVnqZEmSKE7ru9/JSO7GkWNhckyK3yY/+Q0dDnsV+OXPoec9SO2mX45Egil9hWHXbITHXoZpFXKbFpFtKsyF0qgsJL6/fjkI9t9wwM5XFOUsoB64WAixBxgDrAjs876zDeC9pO1V/X2poijfB74PMHbsWHp7e9F1Hd0pOJuRkYFpml79xoyMDGzbpqdH1qZLT5fhrO7ubgDS0tJQVZWuri4AUlJSCIfD3vtIJEK8txerZy/CBiNFEAprmHoPCIESCqOGNSw9DsImLy+Pi397FddefRnCtgmFwnzxtDMpnnkc65tX+qrshkHbjg/42tnfZ09cIVODNA3i3e309maj6zrvfLCHIWkapmHQ1dWJ1dvxsZ1TJBKhs7PTe5+SkkJnZ6cT5tBISUmhu7tbhk/DYVJTU733qqqSnp5Ob28vpml67+PxOPGudtDD2Kagu7ODgsJitLCGgeP5KCqGeCd2OJUNLQ1cfuG5mIbO/XfcwHW338eUkUcBYOpxLFtF1bvQu2xULQVFUbB0KYaohiMoaghL73Hea+QXFXPdrfNpbqgjVjmdvMISNm/fjapAakSj11QJmXFUQ0ExehCk0Fpfy8ZVDcQqplFSXk3YCqN3txO2NCwRpr29HcMwUBSFzMxM4vG4N9YyMzMP+Njb13XKy8vjm4dMYIgm2LF3L0K3MbV00LswLQXLBpVUiPdgm7CutZlVzY0UlpSSV1CELjTUtHS6uzrRu/bSo8axTB1MA7NHRzdDvPJGOwqC4jEZZKWGCaekIYSgpX4FK5taaBtVTXTiIRi6id7Vvs/rZPR08tSShRi6zmvPLOaPc++mIFaOoauY3R30qgqmDbqSiqH3snPnzo809j7qdcrJySEnJ4eMjAy6urr2e53WbdpGJKxix3V6rRBmT49skwm2CYrehSrAQgUljGLHyZ2Sw+TcPFDDKHoXSkgBRcUOg23GMQ0Fw7BRQipvrqpn88ZVnP+L3+KUhCYS0ejp7cE0IygKxLs6UBXJpcR0SM/CxjJ0hG1hm/IcQ5FUphYUkjtFcpgeuGee5xkyDYNVta+Rk1eIpffyRnMj61qbyC2pJFZShGGH6OjIJNUZax/HHFFaWkooFMK2bUKhELFYDF2PY/Z2sXPnzgGvU2dXL0b3XixbsLo+oKtoGHTs2cGXvv5dsOT+tqpxxKihXH3jnbz67BM8/fhiHl14P0sXL2T2Cad4IUtFUYlVTGPmMSdwyPAUut4XpBhGwmInQirETUlSUFUUYSHCIZR+Fv+OuEGa3os5YiShGWWEV7/K3uv/TLhpNeHqcuL5U9G74mCYDG1sJWyYKLaNMEzMpnWYShi7aR1GZRmRynLo6aG7x/DH3vZ36eqNwyFj9z9HqAop6Rl0dnURqqtj6Je/7Gl7td98DcSKSMWmu7MLuzuO2raH9Kxs/37a/i7plkW818AQNooBmaogbiroKNAVJzMljG7Z6KZNuGU1Q390oQQ8bmkfpzRR+603YBYXkm4KsBS6TaSemypAEbhknp4xeTByPF1ZY6BbZyS+v1HPHokxdiopjU10RWeQ9c6zCTjQfPLORJAiBEJVQFXojBYT74oTeaeNIb/8owS9t81n7203kFoRJW6CbktQmhmx0S0dfW8npOw84HP5h7X/FIDdClyF7MergGuBc+kfQwv6Z/f1C0WFEHcAdwCUl5eL1NRUUlNT++w3ZMiQhPcZGYkFst0OdC0tLW3A93v2drF+w0Za6muYddRsimLlRJLi5qFADavTvn4Ok/MQ8+6PAAAgAElEQVSKEnhKm7Z3YCsRwvfP80ISpdWz0dKGIPQeFC1CKFWTYME5p46t3WhqCmpIIS1dtj+otP/fnBPQp99SUlL2+fmHeR9O6yISCUO8m23dUFg5i7/d+RANdcspLK2iqKKKts44CtDS3ODwgpxFoamBH5/1Zfll7+5G0VKwwhDJ8K9lKImcGtIiCe+1tExCkVTCkVTS0lIZOXIE29t7GZIeoaszTmr6ECIZQ7Da4c21q/jDhd/FNAzuu/tWbrh7Iad+4RjCnTYpqRH0Xp2NO+KMGZ7hFVjfXx/Bxzv2+vsNtw1tXXGUNpP0IemEjRCWGUdRwwgtHRFWsU0b1BC2lsr6dS1c/vPvSTkELcJlcxdQHKtAUcOkZWQQTrfIyMrgxVeXUlvfwIyZs6iorCIU6mTb1q3c/sqLaLs3ctKpUgbhoh+dTSh9GOXn5LA7S2H0mNFEMnwlbPc6BZMiWltbAtIiJq0tqyioOJJuUyGUmokaUlANG1tVCaVkMnLkyAH7YH/vD8R16lVTsdUQaAqqqkJElYHqXhNCGraW4WXRCltAKB0RkoR7RVEQ4TBqSJVJYUoYEQ4TSglhY7Bu1XL++MsfyILdEc2r86iqIboMBaGECKsqobRMQqrqZUq6+4S0SP/6eE5x47Lqo5h/+00YTiZg1rCRLFxwBxlZw7jruis9r/zVt9xPeVUVQ4YMIaSqH9sckZWV5YVNFUVh6NChRFJSUFPS93mdl9XWs/BfT1JYWsXUsumE59/qFTXPi03HDkUYfUg2ummTmaoRCqkcefRxvLVxnVf+zDDlPRUMB599/q8ZduhohLGTjHCIgCSwbGNGOhx1JNCGElLBtBLEhIM2JEUDBcIRzXEjqwwtLwI2Q3lUFp5OAeI2xPyi0IoWRhuaiXaxo0913yKYdwPkFJMeuJcwukjDgkA/DThHbFgJI8eQMmI0NDf72l66LqUfpsXAiJOamQ76XqlNFgmsoTvehHCIVA2pvRSWnquUkNM/ThgmNRyS59TS6pccCnrLDJPsllZI1eDVVyFvIuklUl9upyVIC/lQIC2sghYiTfOJYe6nka4uIhf/DHSDoRENfn1iwnmH9+4g2ZRwCH77Q4ZUlTIEoHVNgvzH0JZWqC4jJSQgZENEgZBCqhqCrIyEfj7Qc/n+7D8CYEKIbe5rRVHuBJy6AbwPjAvsOhbY4rweaPtBt4aGen77Y1mI+5F/3Lxf7SnA+7yxbjkABSVl6IUxfnPdfF779xJvrLpCg6ZtY9uSy+Car6cFccPinR0d++VLHGxzydSy2Lg8p7ziUo7I92vkuQyA/NKqhOyrkoppWLbtcZEAPgoXqD+NMMu2ef6FFzn66Nl8LreE4Q7hVwjB2qbawBO1vFanfuGYhPCLYdp09BoD/+hBNiFgV0evDN055YVsHHoHfuJBa0NNgvd1TWMtRdGKhDmzub6OS84/1ynCfQs3zV/E9l3w1GOPACpvvfoITy66j5NP/5oEABEDFIUPtrzH4aNH9wEAydfjwkuvkiFiR1qkqKxK9r1ly8woRUGAU9B6cNSCBJ88PmJCIbGKKo+TFDctwqrqcQwTOG1J3xHkhim4sht+57c21fu1ZuM+GDAtm/Wb28g029jb3s0/X16NYUFn5x5SMmUqfjzeu199PDck+fLLL5GVPZzbrvk9pqGjKH5ZNdMwaGlYIUVKP+ZIzEsvvSQrKgiBaZoyBBkt22e0raamhlNP+gLxuE5Y0/jd3AVcNncBqxtqqaqewSETCxBARorWh56RTEc4ac6ZRGd9kY0tK8mPVVIQLcPau5PUN96GRxdB3khIDTDDFeDY2bB8id/GgTplncuZUnwekxDw3oa++xZMkQKsja1Seb4ukAlpOmGzOV9LOugj3Avu90Citlck4hecdhJD9jm12k69RSFg9QZoapWK9mNyEvdzSw65tRUhUZjVrQ7gCs8W5vo/rIac0O8+GtK+N7GmZLKFI1Ih3zVFgVNPALFZ1t4sLUlsYzAknJ4lpTlc0uPBLojej/1HAExRlMOFEG5ayWnAauf1Y8ADiqJchyTh5wB1yBGWoyjKRGAzkqj/jf+m4R+n1a9c6RE3DV3fr/YU9A8Gho7NRQCvPb0E09BZ/u8lXDfvYbI/N5Ue3SI9RUNFsGV3lyeoaQtBa/NKlq5rYmJ+GdW5J38i5/xhNZKSLVhaRrdsLKcIc5DzggBbkcVxv3fR71jx4tOcMmcO+SVl1L+5g2EZKahaileftT/r72k/mYR/37xbWPbSs9i2zeP33cpN8xex1dlvQn4pU6OVXpFkzdEH8hZX3ZT973LIDrB91P42LdsD725ZIVUhoHwvV3v3wbQwlkgILyitcsCaywET1Na8hhEI8SxdspBd2uFSEDs1HVUNYfQaCKQGmKIoKGqIw0ePY9vWLVxxsRzvoXCIk0+Xi0jwerS37eGm+Yt49vkXKC6fRl5xmeRR2QLTsh3ajVSQtxFeAfG0yH/DhPjvLEgeD2saN81/hPG5JR6Z3hKC19c0sXHVSiYXVTCpoMQbs5IHqZCeEqY7bpKZqhE3LRBOsoPt88YKS6tRQ7di235mX9DunXczYyu+SNueMBkjx6GoPljo7elmecMbaFmHEd/+zoD6eEWxcg6ZkM+ie/7ugT3psFERQvHGRX8A8r+15KSHiuqZwL7XO5c3ZtsWpgmrG2uZ8+0fMnFqlBGZKezY27tPruCJc85Ecf4WxcrJ2LaXqSVy8RVA9hvryWhogi0fwBFZkBrwVth2gPMlkv4m2SW/h5+c6BfsVvsh9Te1SJmJ3PEShOVNlGBGUUG7W4IDVYWtH0BtneQoLauRIGqENvBv92dCwPsboarS1/ZyOWC28AFagJflHxvgfgkkd+riq2T7IhocMjaR25UsNgv+6+SC3M1roHAK6Yozyw4ZDu079j0IsoYkgqdIBuhdwQb3Pebp5+G4qXDeT+Hum/u20W3/sMNg69t4aR6DkPz7YWQoHgRmAyMVRXkfuByYrShKFHlmm4AfAAgh1iiKshBJrjeBnwghS50rinI+8AxShuJuIcSaj/1s/kMbPnwYrlyEbdsMzR6232P6Ewz9dkkZjyR4XQya62uYNS4P25aq5WE1xNa2bq8w8UP3zudPl/8aYdtokQhFE1444DIVH0UjyTXdtDzl89amel5+6SUqqmdwxNQoES3kZFzhKX8jYH1rE3ded6UUqGyuY8SYSZRVVNKjW17yjXC8A/vyrLhP+8Gn3lAoxGsv/hvbSSU3dJ2lSxY6HCR53G+uu4fLb7qXjS0riZZXM7W41JuT4m4ShePRGGz9vfKN7UwZne1lLQoBYVV1iinjZde5xPacolL+74YFrG2qZWq0kskFMQ9EOKdJ+bQZaFoEw5AE5if/9RBjq04lnDaEcCQNRQ0TdrwJJ805k7qV9WwfOozDDh9Nc0OtN95t3WLJw/cS1jSpaWX5mXhFsXJSR+VI/SsRBCHyr9Rk01CB1e/uxjCtg+r1DZLHBdBQu5yxOXICt4GNLQ2e0n1Yi/Dr6+YzKd/JZBZSfLb1taUowEmnfZX0w6eA4nuCbYe1n1sY48gTT8eYeAy73mzyft/lQwkUhG2BkFNyJD3L2yc9LZ30EcUcmltB96739ykMDVDggnFThiO/ef6ldHe0kxetZEqh9JJ83GM+OemB4ROJG4lCvcnmgra4ridkzrqyG25ZomRLnh9OnHOm95m7xgpbMOS9t/2NyUkmwvYz8oKgpD8zTOjqlmWLxo5zPGABUr9bJzKuS5B1wbnw3XPlZ7FiScR/dhk89RL860l47BlAOJ4kt67k1AH7Kanh8k9nm6ybGNT2WlsjPxc2tO+k385zv8L1CAUV5PtkdOKfg1sPc8lSf3uy5ykq1evVNRtg9Xr4nOL/3kA282T4xzQfPEWL4KE/+Z9bVt9jhLPYWJbf3qAgbvLJCgGr1khdtmOPg7FT+tnv4NiHyYL8ej+b79rH/n8A/tDP9qXA0r5HHHzbvm27420QKKrab9mhZOsvDVxVFcqnzeSxe30eQ7SiOhC6kBOfFB8UrG5ayZ8u/zWWIzJnfEKFuj+KRtKOvT1sb++hs9cgPRJmbXM9v/z+1zB0nUX/uJkrbrqXaHkVtpBAwFOaR7C2MTEE2FxfQ2lFpZSoMOIINd0rzWLoBsPGTeG7553Li/9+El33U82XLlnIypW1lJdXccWti3indTnbtrzPkofv89qpqFL1KwiK1zbVcuY5P6GktAJVVZysNsHa5nqa6pYTq5pBSWk5TQ11LLm38SN7Aw9Ef7sWDHvZziQSUhWnzqNfh9By5DSEgMkFUXIKYt7C5QJcd+x9LreYP9x0F7UrG+hp287Sfz6IbVuoaojsQ0ZxwpwzKJ51MkWxcuY9t44zvnUu855bh6rAqNHjiH7jt6x6+M9Yhsw0syyLU8/4JqNGj03wVCZ4Qp3XpiWIhP3QnKxecPC12IKem7CmUVpRjW7KTEEErG6oTQjtrm+uY9JUCcC6tmzgzxd9B9MpIPzk4of5zfULZPYhgHCoBwKwdWZ+YQ61uxLLL8X1OG++/C8UNYRtmYRTEjknAGnpaRxyaBanf/1sOium7LdGak5RKZfNXcD65jqmRisZn1sihV2FH7Y+EBbUUlu+/gNv3O1r/8eefJr7/vkkBaVVjMstdtZWv+pARmrfJWqgahkKDh8Pea/vHTeBjK3v9w/AwMlIhP2GAEMqdHXB2tdhRSN8vjTRA1bX6Jcqsiy48W6oqPIBQX4OrFovP7NtKQoa7JiVjR8egLk3Vr8dq0DTKulZm3Wk1PkC+Zu1tdJTNn6EI8fg6IVlZXq8toTwXbI1tcB3fgS5h0Hr+1IT7J5bEz1Po7Ng9UZSXM7bebNgdDZ9ENipP4HHboHCI2HEaPmvX/AECRmRww+Xem6qKq9pita3vcGMTfc7W9fBBVfIfp/3ALww3getB9k+U8IHqqqr0SIpHkF2X0+XrvWXBn7P7XMprZzOr675B+tX1XH07NkURst5e3uHs0jKp2K3SHTTyhrsQHq/oqocddRRB+o0PfsoGkm7O+O0O7ICvYZF08rlHtHaMA1aG2spKat0gIL0cOAAAk8nyQkBlpRN8+5Fd/5wS7PYtkXZeX/jmivnYFuSs6KqquepmXnxPTzw47OZ8fP5/P4HP2PJw/eihlRsS6CGQvzid39i0pSpLF2y0APFU6OVHmcNp75cfV0tv/ze1zAMgwfmzeXHv/o9t/71Cgzjw3unDmR/u+ZzinwPmKqqmJbteBpdOSI/lG3ZgpDqAiAloQ6kcDh7UwujHDqlnLZ31/Hs44tk9n0oTMbQ4Rw1/WSe3gQnAe/t6sIV61QUhZGHjWJUbgXjzvgmSxfd55W6OckJ/7Q21XvjP+WwyV4dP/ccLCE88Vgpn+Gf58G0oOdm2IRC8qPlbG/vwbYlQJxaWuXpUSmKQuaQbA4fns6QVI0FT9RimT5/0AVouYWlTqheyAd4B3TmFMSofeV1hmZn4x6laSkoWKihMAib7BEj0ZPaKK8BHDZmLF8+9mf7PiEFbEv+VkFxGYZtEzfsgGsoqUbnAbIPw/HcvKuL4ePz+co5n8O2oavXRCDISAmTlaYxbABdnoGqZaRFwnTGDVRHAL1tUi7Zohs2NUhwkWxvbXIau5/OOPUYsDvw3Py98URgUFkqQZqj74awEz1J6Vl+qRzDSAyFhVR5vEAS7A8dD8MOHbgtwaYmt7u5Bb7nZCzOfxjuvAHG5cHiB+Dcn0qumBaW2yeNhtb1UqjUtmU7LrloYCDkctlOL5cA7MtlctsPzvaP2bZJhiFdj5q7tiV3r5uAUHTkwOfZn2WMh3/XQNEYWbHg4vMT2+t6InXDF8gdleF4+Qwf/L700mcAbDDZtOkz+b8bF7CxuY6jZs/eL//LNVcwNNklPvfuRzj+579EC6sJ3gjb9hXJW5rq2bZ1M2EtjGmahFSVC377R6Z9AgPjo2gkKeBN2oZlU1RW7ROtwxr5MZdrhFcvz33yzSmM8ru5C1jXVEd59QymFpchkCKiSjgCQpZmcSdTcENqMlmhfPosxoz9HI8uvF+m1zsTXGtTPTf88TJsy/bA15yvfhsgARSnjsrBVdgWigBsnnnuBacunnx6fuXZJ6WO2UfwTh3I/nbNnVtdEGUj0A3L14x0xpXvURKe+r/rI5NhSsHm3V0IIRMOlJCGLWymlpRx0/xFPPpKE2+/t5W29r1cecnVVP5gbkIbbFuw8o3tFI0fTigc4oJLruSLp57eb8hYj+uoIZWTv3oukfRMSqumk1MQk/psDgADhzu1n6jPJ2VBbp6VPcFbG11P7pSCGGf97Lf847orsG2b+2/5I8XFRUyrrqa0cjphTcNwwohhTSO3pEICYNuHHrYQCFXDtuSWYcOGs32vlPEQwJwzv8Wm97eyN+VwUtM09J7EpBCFgUtofbCnm1HD0r0w/oT8Uibklfi8Yxd3eW3xqlcdUPOBPx6QT7Z3dkoFdZcb7VYOzUqLEHIQen9c0ODD79DsYV4iVFGsnDe2tjvgXxAC7MlHwPnfg9on+vbf+jcgA4dEHiDoDxkOHbv996MF7AJQIBKSyuprAwT8WDFc9iu46q+yczXHMxP0xhTkyDJFdy+ElU14NZe+dBLESmQpINuWNSv33bPOnwAAtG1JvF/ZFOBkGfL9iadCbYOfLYmQ24843A8/uoOlrX3gny0tTPQiThkFeaXw8GL49wtw/DEwOybDkK76P0DqUBjfj3fvaIcCHgxrzjlpYAAIsPhJeGoVXPYl+b59b+LnyZy0ukY45UinTY6si6ZJvtwgsc8AGLBldze5hTGOmTXTE5fsN+XbMcO00cL+fvNuvkbqiQiBrgua6msoLqsAQFUUstIjdMUNL5S0sq6Wi8470yM0n3Da1/neeecwfPxUL9nmQFu/ZYb+H3tnHl9HVf7/98xdkjRJm+77nq3Zb5amC0vZQQUBEVwRFfSHuKKi8v0KiAouiChUQQqUTWjFUoRSBApSoGmzp2natKUr3bdszXZnOb8/zpyZuTc3pYD45fWS5/WCJrlzZ86cOXPO5zzP5/k8CUzTNJd4LzOcbM75xGX0mRbnf/LTTM4u8oFML9ylwghZBRFyCktJTwlLfhiST6YWlJl5Je5kuh2ppzKu9HwO1L/A1d/8ASBDkEIIQo4iuApBCGEjhBYTMvaD4mcfv4/CsjkUlJSDEFi2Rkn5HEKhkENbCDH/zAvY0FCN6Vz73Simvxs72f5WZgt4a3+7A4JsDNPGEoKApjlgS4tJIrAdGXzl8dNVaBJBn2E6Y09yjdQcXhgp59XG7QSSOkkaOpJ4rVWB9Kr1OAkLSrsyvlKBvzqEZdo88/hf0DSNZx75Ezf98VFKK2bHJBPYNmgB5RH7N3Tue7R4bt7vFi0hr7jMU8J3xmtXR5sz1mQYclNjNXPmzqUwUs7CR5bx/PKlHDtymJGjRpOWHJLOjA31tNSvo6RiHpOyC0HTCDggpL+vD2FbaHqA48eP07pnM8NnltHZE9s+XVMAGw519DF1dGz4EuDPL27ksmzcDWAwFOJ/7nrECUV776I8n4veP3Dkq4CXc7XEU5oQWHbsJsJvJ8r8VP/Gf548LsvZmDghNk14WYvxNisbdju8KWW9GfCZr8fykADGjwORBmmGlGdY+jDMnu59fsUlkDUTXnkJih3A4ffG/PYnUjJk4lhoDDrlccLwCVXTUMT9O2jPuo/QPfbIHjh2ACpKJcAwnBqQ5cXy84xhvjBjCCpkkgnFjlfOtE4cfgTY9QaMdMafAmJbtsHNTj+9uQ6+/zW48Gyiv7uJpA2bYXoYUod4od748KAKayrJFRXWHMw2bJSDpd+Q4cfSwtjPE2ZDCpkUsfB2qGuCs8/50Hi/4CMABsCxji5sO+SCr7raWh5+eT11D/86Ycr3r5c38r+XlboTRH9fP+plEAlI/NKLhMtvqFv3pht2w4JRYycwdkY+UVOl7H54UvQB9z1vbqjlf6/7vJtpd+6FlyGEYFNTPY01a8gtqSQzv0Ry3HDAgK2BExbDWfxtITCNfkRgCGjegn7zklruXvwULzYf4NxvX+32+d2Ln+Lp1ii/vGsRK3bIEEQgGEAYUvQxUcFuOTFHeeaRMLfc/SiZ+RECOuQWl3H7vU/QWLuG8sr5zMyPUFpawr7NDR8YB+y9mFSht9nYVEdD9Rqyi2eTlR+J4RKqTDuQfTokKUi/YcWsscIG0/S8ZbbZTzAQZoiTeThl2gyOJE9F0wMDSt74IyUSgGkJ+UOJqkMIITCMKC31aykqLXegoAQAtm2ja7rr9fggTSUCJCox5ufm9UejNNSs8RI11GYCyItUogeCCGGgBwKUz5nvniMeCDy/fCmfu+5GHr/nNqnJtnghP75zMSUFs5g+djQAvT3HESSh6QE0Tadh3RtMNFLImJInvcNK7cD5od+w2N/Ww5RRHgDb+HYbeZPlPOPnRJkmtDSsJTO/hM3NdayvW0t2YQWZ+RGZzdlcQ8Wc+USmj2LbwU7yJ4+I6ZO1Ww4SmT6KJL9H6F1Y/fYjTBuT5vYfAg519HKwvZfiuFJWtsBJKnECtiJ25huM63Wiz+demOXWYEaAGT+XTj0FttZBuBeyMyUAU0Nw4Stw952J63SlJEOaBh17pfaVH3wpKy2CaWNkYern3oj1xvzzdXjpdflzMACfugiuuAxmTMC9+XdUgMcHJJ3B2dstvV8KUP3lTlhTBfPmyHqPNbXwq99LOQhdhx99BwrzpSp9fjb89kbYcSiWMxXzkGzZrr5+H+/N6Z8XX4k9dvVamDEFs34jSfmjwe702psoPLj8eQ98gee1Ghp7WndJtIW8B+G8ywVxnrVE2ZB735InKMyBgmwYO/Wd+/g/aB8BMGDj+gbW1dZz1plnUBgpp6m+htQx2TEvNuB6xAxLcp1eXr/HEUz0FhF9EBK/wNvNllTM9TgMwRD5pXMwHFmK/+uQTLy5416Dhpo1PkIyrK+tojdq8cvvelliP75zsVsCRQiZxq85i7/u9JNtSz4SOmSOi33bCkrK2NS7ncLITPfY/OIyXtrTTHZ+Dit2NMc3cYCtXL6UaL8kipuGQXPdWmbmlxAMBrAsQW5RKZkFJSSHAvSbFoUlZXzp0vP/7X33fkwIQUtjHTd8TfLVpE7So2QXRJzFTfPAGKrwuBxfYzJSONrZhxAavYZJUijg1iZECPZva+aNZ+qIVMxj0pSptB7bRa8JP7zlt7ziq1fx9JOPYmbIrLneqEnUtBMWhi6MlPODm27nN7fIbF5luqaTV1opw3nC461ZIBXl7Q8afsGeI8fZ19ZD8bSRaECyT/IinoBfVDbXCfkKbCfjV5n0gCV+QeOBQM1rL3rviSk9ZiUFs9yw2pDUNHq7+oAQmq5jm4abkdcTNd0yhbqmYfl6SAhB866j5E8ewZI12/jZFRKM+DlRwWCI1PQMHrjjJlavXIZlGmiaTn5JOZuaG7Atk6cXL2TCiGeYmjNwwbWFoN+0TgqA2UIM0HPrM0w6ewxfCFQW5O7uH6i1Z6sxIBKfbzCul//z+I2Ynzup6BPs3O19qXk7zD4Ldq/GBRJJSSAsCb4GC4HZNmTo0Jn441gTA70x4ONGaTB+jLxW+2EPdZ7MAuB6voQMVx7cCcNGS5BkRCUImzle8s6EDW9UOUDQQbft7d73hQ2nL4BzByZ+uLa1ThbbTkmR9wPe/Zx7pvR8KcucDtffyhDDhOvOgjGjwBRw32IpBaIAadSA2+6ETXE6asprlXUxPPsn7++KoxYIyDakDwWje6AUCCTIhnQGojr2QyZF8V8PwKqqqvjJt74qxSkfkeKURaUVvNXchR4IEAqFGJYxPMbVffqNT9FvWETTJg0suB0OJyTxC8ctLkSAvOIyfnv/Emqq3qC0ch5TsoswTBs9oH3gC9K7NSkOLbcgxWVzY9Lb8yKVNNbGCoBuaqwmu7DUm1RtWZtQkclVrTyhB0mUCm8qcObY65v2EwzocjFyXp6Vy5diGgYqE8+/M25uqOW5ZU+659YDAfJKK90afrYtMB3i+oaGOhpq1rBgwemUzvj4B9iL795soLF2javbZRrQUr+WrIKSGOCl7tNGMDYjhV2Hj6MCTTL5QHmt5DNo3biB//nWlyGYRKRrOGeWy9BraeYIpk/MgLdbaW6oBeCZp5dRdHkmoZR0GnceBWDp4w9RWV42ICyvOHh33PoTbEtmVn71+7dIwCiUN0S4z8DWpCzLB+3s7TeleG3jjiMEAzoVmR7BWXHznvrHSnKKKpiZH/F4jKoAN4LX//m0m6lsmgYrly+Nuf94oFB+2jlsaa6VnuJgiNzi2Wze2MKLzyyBjHmkpAwhyQDTBnQdTdfRAz6VcOUCc0yBXgEsr9lJ7sRYD7ufE5U+NIM/3H6TWxMRQAiL5npvoTRNg5qqN5iaHRfCURc5CeuLmjTuPMqc7LEJvy+EYPeRLuc2RMJ3XSDcepsurvCJ0ccnOp0UN9c37wCEjx2DvyyGC51w3B/+LEVLH7zHG3uBgAzD+Rfu0y6H1Uu93y0D+rpg0gSIHnfCmgkAgAKQ8d6Yw3ukB8x0AFl5BE+k1Lnpk/GAeR2M6+ZWL7zphB4V4NB0mFMeCwTLivGhYwi9g3K7EGCbkJwMv/wp7HhN3lfrczLsCh4HbM8OWQFAiRP29MLR/bBotfT6BQNSnMq2ZTjRPyQK8+HG7yUGwGrsRIrg8s/C3jUSgJ1Uf+HdL5z8d/5D9l8PwP71r3/FiFPWV6/hsquuJXVHE1/97v9SFKmgpT52hwvw978uRowsiyGDdrS3DTpRbG2pZ8eGOsoq5xMpryC/uIypOUWEgwGO90WJmhbJg4CS/1vz5DlmlZRxy92P0tpUTW7xbLIKIvSbsh6mCs/kFFW48wLgcjtU6Mp2lPA3NTfRVF/D/FNOo9jhywE01tfz9i+bA7cAACAASURBVO42Guo6YMQ0TFsgsAnoXvjLD7DiQ5D11WuwHLK+pmmcdsGlkgiu+EdO2K61uZ6brvsCphFl6YN3M2vSB6+/drKmvF+H9u0lEAiCZsXoJHngC3ImZtDZE6XPsAgHA7FeG+dflXVoC8H6hhpMwyAQCDNk1CQ27TmGnj6W9sMHeL7mZUgvkB7fjHmUfennGL2ytllAA0vAk4v/wmP3HE1YLeLiK77IzOxZ7oI5bHKOy0Pa3NxAa9M6cotnSw+prrI2P1gEpuGFvxO9WnPnzmXUtDwOdvTQ02e6PCnVx6rovN/iTxMPFMJjMpmamUtrYzUlFXPp7jOcmqgGZ/70KXp6eggGApi2RSgU5ozzLsQYkUV7v9dm8NZy2wVSUmIhURhYhfF/c/MNRKP9J/SkBPQAFXPnk2gpEoiBN5jADGsgZ8v9PvIUlmV7v/sO7e43SA4FZTkn31yREg7QZ8S2Kp5v6Df1rvs3Yp/7ailR06KtJwoIggcPE1OI2xbSA7NwEXz1ssFvcGJm/I1JC4eQaaqDdNLQUZDqePWVN2bJ0/DPVfCpC2DoMDhlvpSdUNkQLpg6AThw9bDcCcD5VemZOTFXy/TOpWkwcxIs+gNs2AqF2TLsaDhZnDLOPcj1TFj9N9kP6ricLAnAIkUSgAFcfrEHxFb9E0JBhGGiqfapeLClwWWfhD17oara80RpGiSFBwdffotGnbDiGu/eIbH0hLKMsU5ChfKAfQTAPlS2YMECV0FcubmFgGAoyCmf+CzBgE5pUCqDp47Po2uvdJv+9YE/Mfvq38CMkXzp6ydODd/a0sBvvv9lt9TRHYuWkFekwnReqO4/Cb5OVpldbcZVmaGswlIKIuWYlsCwLJdoq2x4WpJ7X2pnJoSX9GPZgtb1ddx43ZUu+PEv5jf98JtknncNN/z5BuZf+wdyxw5h7Pjx6K4GFlimRSCcghXtJSs3P6a98d6I+edd7BGRVV/bgua6tTGeu1WvvPqhAWBrqqr44dVXYBgS1J538WeYd+4nycov9VUc8CbOoUPCLm3Cv+Ap2RNLLdw2FBRHZKFnTUMPhukJpROOGvxjxSOMzKogI50YDqObvWZFQQ8j0NyNSqKF0b9g7jrcBQI2Nddz2/e8MPWNv3+Y/JJyt4rCB2mqmoCmJQYMrjnvoOV4ahUOEQI+dflneXXF37FMwxWqjbd4oBDQS8guiJASDvLXRXe7Y822THp6DQLJsgadrmuccsY5rNl8UJZNQfW5zwPmtLuxrhoreQKPP3QvDKv0mi5kZnFrcz3PLXvSRTS6HnDGin/R0WLW/AHdcJJT0GBZmcJpjxDSwyeQ79szSx/jptUvctHFl1B57qVMHpXmhqT98967mQMThShDQR3DshG2IBTQiY4ZBUHfMqcAQVU17NsBV86Tf/PXZkxoyrWmpCYGaWcgAAGf4v6Spz2i+hrghm/IrDylCYYDbpqaoboBzj4XLpo58Ly7NxLjHox3F7oZF47GmG1JYGZbUJwPZ5wNbYckJ2xdDRTlQs60wUGYEHBot1OaSB0Td8/RXnj1STjvy/L3PFmGqaduI6njhLx+e6fsk1BQZjkC1DV6pY0uufCdsx/VZVWpJVc4107MLfOfK3UodB5xu+ukXbz/IfuvB2Bz587lF3+4n9q6Bs4+60wKI+V09UotmX5Dqr+rHe5TWyB141K6Ads2QdNOqmzRtg21MZyQhuo3mVVY6vJyXKkE8Z8JUb8bZXY1zxpOHUKEcMGULWBTYzW2JWvA2ZbF+tq1nDU9n7TkEMf7DIIBzfWAacjJ2B+2NAyDl9bvJTO/RF4okAS6jtEfpa+3l5XL/8H5F3+GgDaEh15pBSQYPvXHT/LyLZ9k04YmrrvyUj5x6WfckiQDpCj8Hjmnj/PjSveMzSymu88gNTmUsB/+k/bav/7lSmUAjB43wQ3l+b0hCdcAIblDiieGs94IxwOWW1DC7ff+ldYNjbwdTpKVS0wDo7+XjCmS1Nre3gYZ8nTJQ1IxbRmm7DUhEAy5i92JMoVlG+U1W3xg14j2s/qFp2W24ck5W963CQHiBDhPjXHblkBGgTG1eSgum82Pf/8wO1vqOO30k5Op8UEKyirn849H/yRrJVoWSalpmHHHxoCQuF6JRuXR9evWMKn8fB6+748suOFx1tfLUPGB9l6eq9tFeFus93fBJz7NvHM+SdPrz9Nct46d27YA8j1dt+YNJmUVcuy4rDOaHA6Q7PC+TuaZqOX4aFcf+9t6KJgywr0ZdT+WE+p/5KEHueOWGwB49ZWXueGWHr7xja9LD1iC+w0HE4imJrDBQpQKT+gamCNHwVe/AAfWAwGYN9vzwCipBD0A+aec1DWxEtSN3bMFDvcl9sLEE9WffRH6TBkKnC2zs6muhauvl9mL9z8Gr0wamKnX56TIuuPE2eBie+BI+LS3bBt0R55C02V4srEZ/t8PccjHcN/vBtZ+9JumeTtwVYbJ3wYhpCK/3/Kz6c3OIbVxBWSMgWnzITk3tl8SlQ06oTnXO+MUCbg6u2SxYSESS0+MCkspkYwxsecQfBSC/LCZEILc4nImzKpk5rihLK/ewZkFE9HQ6DM8MmphpJynttRywcWX89QWnKwo+6REW8sq5/OQWuyDIQrL5jo144RX5BfhylScjL3XWo5wcsrs6vw5RRUMm5yL4cvOUmRZYUNOcUUMkCkqnwPAxJGyqvy2A52eR8zxPhWVz43xOkbTJkqwq2tMP/1yp1KAzNoxTZMD+/aQOiHHITHb/PGhp/j7VilcK2xZv3P5kkd5fvlSvnvjz2NCwZv3teOvy6d4U1mFpdxy96O01K/j1NNOI7+kDCNeh+HfbFHTcvlsg9lb+zuYPe9UVyojGAxREJnjC+lKkv2Rzr6E3oIZ44aiq/kY73mhPGdakFnFZRSXVvC7Z9eDEASCITRhYZlRAsEwOSXz2LFTnk936t4FHR2dy754NbMjkk9zouLQIK+7dUMDhw/sc1dFIQSrVy7jjI9fSlm5DKn2G7Jf/OFIW0jds+T3WSfSz2E8kQfMHyoXAg8cON+54OwFaGcviNGzOhEAtYVAF9JDkVNYys13PcjbW1vYm5ZGKBzGMiz/xWM2XqZpeWVyAMMyQZP9IJMcZBv++koTSZPlszAtmznKI+QUQ59/3sWUV1QyZXQ6Lyxf4p5PV4R1AW/t73SAkmDCiLST2gC2d/cTCsgs1vbufrp6PelYW+DKiyjdw1f++VzM9//10nNce+3Xfd5cz0GRMzHjnRuAnEf2Hj0+aIhSgbqALhzwBVz6bcjd6nlglDxC5GyYmnfiC6qxEx/CEgJefwp+vTKxFyaeqL51B2xeJOUgHrwbsqfC2nWxQqH/XAlz5sR6plzOmQ/8dHd6A6exWQLLkjyYNUO5wL1QZHcH1NT5rmNC40aY43lSXes9Lotg4wdgjpSHvw5mHFdRxc7DmvB+KS+X//lt0LJBg1jYSZLYuh2+eTNcuwCGpsDKl6FwRizHrSIiAfG46T4A5vSD2o1+iOwjAAYILeBOtA07jnJGwUQ0xwNm2YJnanZyXslkAJcf87mvfoOjI0ad1G64MFLOzxc+Tn31GorL55BbVOrUScP1fLl8iJNo83upLei3d1Jm958/FArz6/ueYGZ+CbquORwRgabLgsqZeRF+fOdiNjVWk1NUwaziMg519MacT+lJBXQNS9jkFZVy690P01hXzZlnnMGqvWFsIaUCRudUonftIxSSE4CuwZjxk+jTNYIB+VLnl5Ty96318h6cbEchBNFolDtu/YkMPzigIDwmEyFg5rihHO7qc8GuJmTJlqzCUkamJZ187OV9WP32I0wemeaC00R2qLOXqTlF/OLPj7Ohbh0zCsvJLiyl1zAdj4xwMlMFYzJSBnw/5MgtTB+bzo6DXV5ICMmCCGgB13uhbjkQCHDV1d+gar/8/YWdCRrmHPvxSz7DQ69uZvLRN04oEQCwZUMDt3/vSzGEcADLMmmpX0ekbDYIQf32w4zLGML0sV5G7N6j3ew5evx914lU3i2B/GHbgU7GZaTEeDob6qp56eVXmFlYQVZ+CQLPJzPZkX6IB80n0qhS/eX37GQXlnHmmWfxwKpWdh85Tko44LRPc4VDfV+Vz9jZEOh6EEuApgcQtoUekG1PmlyMbRq8tXkjQqR4HqF1b1JYPof0ibIUTTwv8vSPfYqsgghRBwQKAVHLdt/vdwoDbtrTRub4YTGOEP+NHzveH8P5PPWsC6hd85p7xOnnfDwGeKnvpw8Z3PscD3ajpsVjr7/FjZdGTthW3d82TYslx1dEoHOTDIXpCbxuBafChtdj/xbfN2pBj/fCKIDhJ6prFqypl8eZBlTXQfYU6Q3zC4XmTJUerxTfPKH5riWc2G7nUUDAm2/CNdd7nq07b4JIoQfAhBOKLI94Iqkn0v1a/ke47PsOANS8vlNA7NW/Dt7hQkgAFg/O3skOvw3Dx8kkAoDTPi05aOBVGWjdKks+qXdx0cOy3JF6nkUzofstCR791xa+Hz7ygH24TAjA6EcQdv+2acN6urv7eXuPwfDcGWze284EjgDwl7t+zdm3PMPUWWUcbw8nPGeinXFuUSmTsgsJB3VnZ+gsimqiwgvjv5O9l9qCfiurmM3CR57iwNamhB40//khSmPtGqbnFbvq5TYQ1CRonDI6DV2PMCOvBASkJYU4JDwAlpEa5khnn8tDsiywg4Lc3Dym5pXStWczXZ0dPPHqBpxIC1k5eVzwxwd5fksvk6fO4K19bdgpELAlD0llQ969+CmeX76UFcuexLIsKRpr224NyfrqNXz6qhL2HeuWOlAOUFOZmGqeMCzbBS4fpNlCvKOXTQjB0a4+svLl5Fi7dg3hgM603GLnc3UgZAxJPP4AwsEASaGAFzrGAflWP5DkLLLy7319vTRUvQHTzgQgORSgz7c4gzeHqXtQEgB2VB6XqID9RqcwffyCrms6s0oqYzxOZpzr5d8lUaFqvCIk9+lQRw/BgOYCsDfefJMrP/1JV4ri5rsfZWpusZO4oDEkKfEU6ZeeiEYFi+65g6u/+QP3fZ8+Np1dh48jkNESzZQM+xFpSew+cjz2ZIIYAKY53i/LtkALuItZScVcepOHUuLzugvbYtkTjzNpwVVALBdt8z4ZHoqXqZh/7iclT8rXAMO0Ceqyr6KmzdotBwdmOKqjlXPFgYr+J7WhoVZqjxVVkF9SjmHZXPCpz4Gm8cLTTzB67HhmZOdSW1PNihdeoqCskklZRQgBI9KSE86dy5c8KrNrbZtgMMgFX/g25521ACF0Nu5pI2pYlEwfRXNDLc8vX4plCSrOupAJxZmYMR4a5x33e2De3O4N7ngy9/CxHpAYbGJWC/oAAVCfXXGJ/O+l56FmvcyE9AulFs6Ce38ra0Keez5kTxt4HTf84MpiO+DKhtWvx3m2WqCkwANqQshMxuJ8WHibVMIvmiULXw9mDz4OGYpr4niPNq2VIc3Db3sDIYE3/7itk6w+P1mL9sn/FACLCY0618jNdMBy3DXV8zy8Bxq3Q/pIYl0Z6vn5wqgfEvuvB2BqGvFPgLf84BsUff5mVtXXMTT8MTQtxKoX/gHZF7m8nDf2woi0gYPvRDtjteB4YUdcXo8Qqi3vPGjfS21B8MKKFXPnk1NYypcv+9g7nt/VR7IBXYIX3QFTAll/TSnhH9u1kbXP1ZJVWA4T5SIxMj2ZYEDnaFef830vFLh5fT23X/8lyq75PYf3dDJ8aj7lM0eTlhxE9LTT29vNri0bGZ8yjqEpw+nt6yM8JExjfQPgLTYfu/hyNxP1rtt+iuFLqJC9qkx58Jy/aZInZVmC6AccfgS8UOwJj5HHbVpfx83flFmaTz+8kBt//7CjrybbHh+qSbRwpaWEaDveT2tzPVvX15BVVEHBrFz3OgrzmKbJqmf/xvxvnXmilgGx74ntLAa2ZXHfffcxfvosKmd7XqDcktluHUXhhEICeoCrvncz2QURL0w6mNfl3+SVjJmKfb8c7zN4fNnzshSVEjGtX8fUnGIyUsO098RXZfRMgRolQVOzZjVNtWvd9z1R6R0gYdan3wvktxEpAY72eb9PyMyndU87laeewSbnb7ZtsaG+hkDWWTQ3EOOFe2tDA7WvPktKOOiG5qfkRpiUXYRp2i7ZXyCpQ7qM1zr1Rgfve3+mo//fqqoqrr/6CleR/1f3PsGU3CIEMD0rl+1bW9nc0kzV6lVoaFLOJhTmxt8/QlZBScK5E6S0iZIBMaJR+qYt4IfXfpEFNzzK0a4+eqMWzQ21XHflpW5ZqJXLl1C47B+MGBZHwB/kjhKSucekvLMnp9/hZp0MrykvS3qnNm6T3qjCWTLxQkcWzs7LhAkzoasNBqwDjt/atmLDi0JAWaGngB8KSpK/sL1jVYxb1yE/B3KmQ1ML3P8wzC4bWE8R4L6H4Ftnw+69kOx89+he+VkoGYw+B4AN1jFxH5woUzHe1LHxgqwzp8uST8ebnHbEadX5n1W8B0y19SMdsA+XSWAcYHyGJ0Y385yvgBCMzKqgsW4dxphCXl/xDKdkX0TSUE/NWQPeOtBBOKAzZbTMahpMvXlEWhIdPVF3E2M7FxeaXzVenFSI+r3UFowPW971wBLm5Vx4wvO/8uqrjJxeyNTcYhkydTgttlAbI889smfren7+nSvdyTOei3VEhf+Eqs0YYGPjOqL9US9FEjh8+DBpk8fT3FiHEJOlvpqjkRQISaX2FTti2+vf9ftlEAoj5fQ6ZXRUQ4XQ2Nxcz6bGavJKK8ktjEhQ+B94MU8GT6xvqGV9bRU7d+6KydLc2LjOFbiNn5tPBPq3tjTw6+uvcjMQf3bXA0TmnOqG5FSYwTYTkIvx1izVduV9rK9eg21ZBFPSGJM7h2ETs1nXsj0GgCFg/rkXo2kwJXMWxzs7yC2u4IKzF7DzcJfr8U1wSwAJZRJO1oSQoTCVLKLuQWjelUzLJlIxl3AoTJSoo20nC7iHgnriRjmmwn2L7rmDmjWrHa+rVMKvr15DUfkc0ibkeO1x+EZKjDUjNQmNqPRECd+75NinsiC3KMLdz29wCtzDpj3So7XuzdcZOl/KJATDKQhnUxivh/er67+EaUhAEgqHWfjIMkZNy6OzNyrLWqEAML6NEexv63EBcSKuqXqPXS+qgB0HO1m+4p8xivxNdVVMzpHercYab14UhlK+F5imwcbGtWQWlCScO8ELxaaNmcrxQ7vkszMtbMt0PZz11WswDW8MW6bBoQP7yc2Y7HVqIgA2ZKgEFNWvDwwjfmI+LpDwu5799o+F8t+T5TXlZUnyvSLGK++MUJpgcdewLSmwqsCDbXkATfFXCmfBvb+BtTWyDNKsmT5vmX/wOy9acyt8/xfyPuM5awr4yLItsGMXzBghOWThZMkPU92ovEoxJghrxIKhd8pUBO/Z+I/96UUD+y97piw67v/OfYslsJsySl7zWBts3AWdunMdb5x+5AH7EJoeDDHUF84ZlV1OX8cRkoeNYv3rS5l26gwnHAenfPs+9zhN09h+sJOUcNAFYH53fyAQ4OC+PTQ31LoTo/Q8yJfB9XoJ6fmyxMBU+cHI9u+2tmB82LKupgo+mxiAARSVlsOI6fQZlqxjKaXs3cl3aErYzZqaPjadqmcbYkIyfi7Wd2/8Odvf3k/G8BF0d7ZTVjmPadn55JVUogd0bNtywy6HjrYxffJ4uoZlQVsvwpYFpMEDYCeyRKRcvzTDxqZ6bvueXJj0QJDTP/4pzrvwMslH+g+YAFrePkbuxOEx3pCqqioeeeQRHnjwQSzTQg8EpAYYFsGQFPMEGJuRQnpKLFdmMNCvAZucMKACchsa6yQA84UP5CLmTUxmgl2AGpUKKKhC1OG0EUybfyntuzYwaeoM9/jmhlp+/f2rMAzJI7z9kssZOTWPrPHDXOkJPwnbb7YQCbPeB7Ot+2UR4azxnpRAV5/B5n3tTBqZ5r5rqhyS/3oFJWU8/tQ/WPHiy8zILyeroIR+wyYtOeSCTb/Fexqv/uYPaKpdi2EYBAIBGQ43LULhED+84yFKymbLyIdDolfPPBzUObd4EuveOkSiOohFpXIMTxiRylvO/YV0MGx4a/suSudDtLuTcOpQZn/tDozujgR6eB4gMR3pkC8Ul7rlqmycItlClgTa19aNbQtnszU419Rdy4XnSd3f3kNWUUVMqLOwbI77fAvL5sTMiyDlZILBEHkllQghGJYxHE3X0NFjPNjhJOmNn/fNhbxyq+RUhcJhAoGgy/GLL4weCIYYM248oaNOUe1hk2MSG1wrOVO+B7O7E4QRfeDCzQAceIqTtpEToO2gA0wcD5Vtexl94CMFO78f2SvrPAZDsd9RAEvYgA4FuZA1RYYaLcu7hvKauaFEW4YolSq/n7P2yl/lfbfu86Q7ZkyDwxvBjMrMQn8frFsRC2qbN0PTRlJyx3vkS0icqTgArGrQtEHqs0WjsZ4q/y6wuh6SXAQo//nDvXBBEVz2RejuhnUbYE8b/PFJz5OpPGD/Jq/6v8v+6wGYADD7gfSYv6emp2MBQmgSBDg712h3OylhSQw+evggR4J9TJo00f2e2hk/tmghb776IsuXPsbzy5dy9+KnSBqb5S46npyA5m6CLFuwaU8b4zKGMG1M+vsm2/stPmwZqTjxeSxLttOyhORtAZotUPIGmobLowkHA5RVzmexM8H6uVgKjNmOZpim6Tz10D3cfOf9ZBZW8oObbue1vZbr5UpOG87B/ftpZyhC9DBk1AS3CPd7saAe68nYUOdJYNh2lFXPPMnrK5/m1395gvLMC97zdU5knb1RV0BTCOjokcK7KU6Gn3rOfX2xmY1nXXQFw8eMI69kDjPyihEIMlIH9sWJSrbkFs+OqV6QXxQZ4IkPBIOc94lLUMw9pbcG3hJkOin7j67eCshx/vnbl3GsaSX9wzIoOedjjJ/oeRuUR0IoD15DNZ8uKaelqY766jWMzSymKFLuASPnklHTon77ESYMH3LSc+WRzl40TXMB2NotB+XPzglsIUFFKBQ7FlSh+dKKSoZNzuXY8X4pP4FMZhg9NDbJQYW5VMbvwkeWxUghHNy3h2eWPu4C4dbGaoodYK+Z/XT3G7R1Sy6YEBCZMYq9x7qJ54ANZsLog0AypV+8BQCl1hBKTiOsxYLmeECiMh8Duu6WptK12HW/u8/EsARJzjgdjGvqJ0oI9X+hUVAiK3ysr61iWn4ZuYWldPcbCAR5RWXc9eBSGqqrKCybg6ZB1RuvMytSyfRZxbQ213PXbT/Ftmz0gM53b/w5hZFymhtqOe/TX0Y3eugB/vTY0zy1BX61cDEvvx1wHC2CwlKvMLplCcrOuJCJQNLqNXJqv/UhGF88uOclUR3BfW95x6lNiWkmDrspL8w7esGEB5r8QMvvYfOPBTfkiOMBsyUYUt4c1wtpe991/yY80BUIescPVoT74E4483NSZPWaKyG9DZJtSEpxrqna6vTF/m2Q4tQnbVgPm16DJWsIXX8ehNJgiLOmqrJMUWNw8v/GLfD92yT4EkKGPFdtgrNmeQkSbx+E9S1Q6Zz39Fzv2ZRPgw2tkNIj4+ma8MDep85xvI18lAX5YTM/GdlvKUPSGJNksDUcRgibcFIKQtgxR3Z2tPFS3Soq55/Cjtf/FsO/efNfL7leMyMapb56DXMuzEQIzQ29aI4wnEC9K7JQ8b62bqaNSX/fZHu/+cOWlfNOITg688RfcEI3UjleChtaujaAL6fMvxD5uVguGHMBp9RCa2msZmpBJRdf8UV2PVPL8e5uokDUljUnk2fOQw+GmDrnIvq7BtbWPFkLBfUYvpTS/3Iz85wwSFNNFeLSDwaAtew+JjPMHI+n5/2Upp6z6iNN0wiGQpx+wcVMyy0BTrxAx/e9Ct3kF5dRUj6bH/1uMTta6phRUEZOwSzQoLXFq6kZDIa47gf/wx3/WD/w5M4C1d3dRSgldpOyrxu+9e0f8vjqrYwekxHDX4wnfpdUzGX35vVuqFQR3ktKK7x+QW5CvNI7J4fA5PvjHWsLmXWrBBsEMtwYDGrYzurZ3t3vcp7qa9bx3D9fYkZBOZl5EccDN3CVXbl8qQtojGjULUmk/lMkcAWElddSMa2adh6ldW+sblLxtJEkhwMIX4nTyb4sWX8rkpKTMQ3oP95OUloGw4YOpctZV7o62vnWVV9xw8+FkXKu/99f8tuf/dgpDRXr/bGFQBMalmW5eoS2kMr1li09kKeffrq7aQsEAuzevZuqqirsoVN8vNVYEJdXVEp+SRnHuvq85yjkBi6/uJy84nLXwzp2ZoH0zFqC1sZqjKgh51ih0dHe5obWy675PS1//y2VeZ922z+roJhVe1oczTtp6r77oib72npI3vym17ioMYjnxWfxYcTh42BWJbSswRVgNc2B3COQXhh/eG0wzpOa7FWA3e9KJBHfzBkBuk+GQoEhTZPt0jUPXLk114Tn9RI26EEHzNknV4T7i1fAykWwYz2o914BL9PHjdQ0qaxfXQtJQW/AdvfACOH164P3wCsvw5nnJL5e4ybJYVPga24FXHeNBIOjJ0NqJnzlWzILcs4n5HemOHQgVcarYBbsb5Bt0gMe2Bs1EfZvx3E1Drz2/6H91wMwQGYaxVlvTzcpqWEWnHchu48H+fJ119OKl6EEyN29ZfDGqy+z47UlLv9G8mM8pK3puvRKuBOdR8J3NyrOomHZoDu50++VbD+YqbBlT79JzbZD0sNlS/mHeAtomkuut3B0jWy10GkJ6RSJuFgKjEX7JRFb03Un7DDbPcfQ9DQC4WQOd/Zx9OgR9r69i5kzPS+OHhh8mNq2cL0q71QvTtM0MgtLueF3D7HmxWdYvXKZ5DE54ZIPyty9rfPc5TQqHI+gFvOcdT3A+RdfQeXZFzpSAbYP9A7KeHXvO54LNquolJl5JZRVVNLZG8XW25EGMQAAIABJREFUDDY11XHrj7/H7GvvAUgMOHwhyhOZ8qLEc5X9oDAvUklZxWwe+cvdHkfIqW1ZVFrugqeeflWIWp7wXU2VAuq2HWbamHS3w4UNBzt6MU3be9ccDtimPW3MHDeM5oZavvfVy11QeOPvH3YzThNc4oS/F0bK+e6NP+fVF1dwxrkf56wFp3Kky6kvpOt0dPeRFNTpN23OK5kEeDIXfoB99dmz3J/PLJyIadts3d9JOBym24iSMiQVG0hLG0JXW49zr9aACgUd7W1uI/01U6UH1EYXOqYNGxprWPP668yZfyoz8kqwhEAHsgtKue+xZax56Rkeeugh7r//fh5++GF+85cnGZV+im9T5W1ihYCNjXVUvbGaooq5TMspxq3IYNtouoawVehTuNV4coorBnhxVWgd23ZlNL511WWcfuNTqLfBzXJNYH3jxsNmZ1MRPIHswmCWkgZjpzkAzHYuOMix/vAaDM55igFcyEFqK2AgvDJB6sEpAVTN0d8SOOWGkCDD7+0a8LNzfsuCkHAAmPO3/Cw4N3ESFgCPLoEM5zoKfPpLOrmmweYamJ4G25FZigCpqcS8ISWFMC5N6nMlspJ8L5EgHIJvXuMUK3dqRtY0yv4UYmAW5Le/DuyDWdnQthHOPB32H4PvneYDe3Heuw+J/dcDMCGAwED9mZ6eHp5Z8gRp46YzruA0nl6xhOwLvo7/DQyGk5lx2hVse/WvMfyb0tnzXN6Cruv84KbbKYyUs+1AZ0wmpK7CUg43RZZCsdGEHMTvhWz/zvfrTZrLV67ixZdf4cpPXxhz7oYdR5g5bqjTThwPFo5QrPJMnHhxjgdjL768ivRhw+k93kGkYh7TcvIwnHdC99V51PQAtrPDUmBXGwSAHTvex2OrNrDspsQE9ESZgcKW2mWZ+RHmnftJNjfVEKmYS27hwMl556Euatat5a0Nte+v/4UDvvDmv55+k+Zdx5iTPTbmOadOzKOgtJwjnX0uMVqdY0j4xCr9g3HBAq6+E6AHeenZv2MoFXDk843XubItEz0Ycr24gz9veW5Jdo9dCOP5ePFesVmRSncjIgQ07DhM/uQRPs/Ku4Fggn7TorMn6rZHIDjeG6XfEcAV4NaoU6CxwUcONw0pnTEYAPvYxZezYtmTbggyviRRc0Ot9PxGDZpq1zJ5RjZjZ+TLPtJDQJ8LaieNTIv5ruq7j5VOifn7mGEpbqhadUdScjK9UStOMV7EhJ+bG2o5sG8PgWAArIGhaWHL97mpvoYfXnMFRjTKU4vv4Rd/epyS0tloAY227n4y80vYs7kB0zRdT3xjbZXLUTvS2euMUaln1txQw0+u/RxGNMrfFy/kxt8/QtnsCmxbYNk6QSXIi7fxREjvmF/VHmD/vj0EglLwWvG3DIdov+SRRVgjKlxaz8H2HkYNTXaTHLY0N3A83INWlM+kbTvgT797d+Kfrvl0sDjBpkTXPY9Ldb3Twbb0mMV43gSuKKhLdFShRE1mVSZC+q4SvQ9kgeMBC8hrNbdCQ7OUmCjMARyApr5nmd7PSU7SWcN6aHwNCiq93wE2r4O8CTDEp6kV9aXkut3j3MfYMdA2DC7/OAIDLSWBtuKJNnQFOfDnX8HTK2RihLKyc2RB73Tb4+jFa7Z9/Sp44jan3zQYMwpmZEL3IV8f+vv5w2MfATBAswamm2u6jtnfS9qYaQBMP+0z6HrA5YIBDM0YgYnk0OiBgDvJxZfIAHj4vj9SUj6H5PHZrjyLur67QNuaGw5QprxWddsPEzVlweX3Y+u2HiJ3YgYbGur44TWfIRqN8vC9d8Xwy3qjJoZpuzwhy5KLmSY8r8Q7+0Y8K4yUM2Z6Hu09UZKCAVLCAfp7utyaaQFdd98LPRDEdMpupKanYyJVvROZLaCzu9ddQIdNn01d9Rryi8toaaob4A0aNS0PgSDscIFmV84hu6CUlHDQmdZiX85Vr63muisvwzSM98nBiyV/C6TWkv85z5kzh7lz5/JS09tORqZwB4kQslDx2IyUE6qvD8oF05T3TbC5qYYXlj9JcoYncKpp+oBNpSLl244Ke0pqGmaCzeOyJxZjjCxzay6+k11w8eVoQMGpHyMrP+Ju1g3Lpt+5gC2kyvm7mSvleyRiMiuVV1n4utOtv+p0bkn53Bj1+NyS2YwZNlDgFuQ4XvjIsgH9b1o2wYA+AAA31lRx7nQJwNo7u902JjJFTanMGjPgMy3ubVOnmDA8lcxxw1jVvJeRo8a4mw9/VmwgGOCTn/68W6bLvZ4DfOrXvem0WWZxrq9dS1FpBToeUIr3xBeXz3XmB0FPvym9Wk4He32gsnfXUlpegSUEpi0I6MKXgelxYaeNGQpjJGBXul/jis9k+oLPkJqWRihJch8Vgf/xRX9i9tfuYN8eCKSP5q+vv8VVZ+YwPDWJDY113H79l/jaNVfzdkqY8iFIXaz3YpoPgKnwWCKbW+F5bQBSL4DbV8B3zoVyZ3Onoidq0lchRwWSVGakHoC11U7NxhyYNs5RoHf4YC753slUFAKaN8H1t3pJBHfcKIn5LjcMx4PlHJ+c6mUcfmke/M9K+PIpXhZk+TSIl2GxTAaYv1xROAwXnY6ofwnNTnCsSwjwmRmV96s+enG1vIdnVnieQ6U8oDh67Ev8DBDQdxy21MrqBpurofRs5yMhd18fAbAPmYn4YrXSdD0Awsbs6wLA7DtOUvoI9KAHBtKGDqW9O8r5n7ycaOGkmEnZzwvxA4Eb7niInMIy6ZbXpUdmbEYKhzv7sDWBbQlsTYIgWwhSk+T1+g3L2fW+PwBm23Lxb6ypcvWPBvDLnHHa0lBL3bo1TM0rJVtJIOBM3u8GgQFjM4YQCgbo6I66WaBbmxt46k8riI4vhxEygy5lSDqnn3EWh4CkpGTMfpNQKJxQwFQDwskprh5T4WU/YGhoB3c+t57R+wd6g86dloctYOoorxByu9MetVjfv2QFR7avZ8GCBdSv84ttvj8OnnDCt919ho9vKzAtm37TYvuBTsKhgIwwOKBBtUvNn35BynA4PEB9XQH/55cvHZgcLiAtOcRrLzwjNZU03U0ukXNoghAkEAgEHZUQWQZK2dNLHgVm8eTivxD5wi0cSYcJEybw2OqtfO7UzAEetfi2F5z6MXft6TcsooaF6SzqQshEAAHsPnIcIQRTR8fyz/ymqZbFza1uH+KsU7bAdksiyWPyisv47V+eZO2aN8gsLCcz/8TK6omybO9/eROXz5s5AACX+BJdXmg+zNQxQwcNq+ZOzGDjnkG4jioJzPlVvQuHDx2kfd82GDKTUaPHAD08fN8fObhvjztusWDshEkDSyXZEgAUqezEqFP2qnSO46QR7ns6PbeYpU+voLl+LQsWLKAndXKM5xKhShAK8ksrZRktAzd7V3rRPV6eYdrowUBMpExZc0Otq/ulB8IEwkNITk7hR7fewSu74ROXfoZuIGXkBOk1PQRlaSImBN7k1JqVm1o1Zt/lhJXoGShPVKKn+M1rPGHTSJHkLl12EaT5jk1KgaGjpJfLrd+o/gPXS9W8Eb72A0lID4Vg0V3y3DFgygFfKtOxvtnLbDSdMkMFuV6neLsS76Gp7EThPkAvC9LfZScELU5cVrmUEZipwwl3HPS4Yzj35nAuY+zgLgkG0aCuaWB2JsRy6SJF0tuVyOTEIX/eu8/7m+Z7gT4CYB8uE+DVBPNZKCmZL3z1G+zogKN9MG7CFLoMCA8ZKrlMmk5/v9whjB47jrPP+XbC88fvindurCerwAt3+YeDsGU9SCE0Nuw+hmnZXimWf9O4kecXFJfPcfWP4vllAkF19Vp+eM1nMBz9qB/fuZjMfElQTg4FBp3OlIdmWMbwGB0wkCrg7d39CAGtLev55fVXYxpRZp5hMvMMR8JA0zjjnAtYsmabz0uY+OY1TSMUDvPNG3/J3b+6GSFs7v7NrZx2w1/JzBg+wBvk5Dy4MgjgSSHYNqytWsu3rvI8Xt/9n1sJhUOYBu+LgyfUXQikpIcz4drArsNdHOqQYRy9X5YbshwQoubJYUPC7GhtGiBIOVgheEkWN9zs2yHjs1xCupqMJpaeg7AtWU+T2D4BuXgKIBgMYEStAeHF3/38fzjrp8ucdtrs27+f3kAabx/pxi9xAbGLqmr7poZ1btg3atqYaoF2gKrh9MH+tm4sOzEA6zMsunqjPi+y/EGuMbF9qAC2ikH6173colLGZxbQ69znyb5qhzp66TcsTEuClXjPd3ZBhIMdvWgamGaUndvfwkoaSdb4eIVJuGL+TG5eUpvwOvHvmmULUkPwwI8uZ1TuPPIv+S7tbUe59aF7OX5kH90Htg0aelSmdAhzisr43f1LWPPm6xSVzyWnMOKuU6p/dhzqZNT0PH5y3hkAvNT0tteHmqwo0WeYhIM62QWl3H7vE6yreoP80kqm5xZjC1vCBCH19kzLJhTUXYDsB+v+sklCWIBGMBhgZnYur+xu5fxPXs7ft0L5Vb+kv+uY2w4/F6zYqTWraToBxUk6CT4jAH3dcHSfp8QeDKtOxy0HlEBMl5zpsKMZZqhQowbPvQC550kvk/LmhMJQVw8NLTBsKLS3y7JBCCkPUVEG6zdJ8KXC/zX1MCvTk59o3gjPr5KZjeedBpFiiOQ7mY2mBG3FeZ5nzXUB+xBvIORlJwrkd0ECvVandmdqKtiOVtlgpjxgCFfmQajw5oAQJPI40/AU78GRyQDKinz3EISMYYm5dEoINt42b4Gu4zJsumQZnJHrAbBx0+HAzhPfy/+BfQTABK7OFMjFrqNHijJOnjqFA28dhr5u6QI3nBRyy0IL6vRHDdDldw+29zJ6WLI7mexv6+HIzo0DeBinnnY6thC81dLAlvU1ZBdVMHrePLf0CcKTCPCP339PYRZcfb1ZRWXc9eAS6qrX8OXLL4rx7AgBb76+GsPwQgmbGqvdckODeSOUt89PuI/31AgHeLQ01cfoFCmzhHDBgJI+iBepVLbsicVER5Sxqz+dCSXnICxLFjIG7rrtpwPEYA+09QzMJnQXGkHVm6tjPF4dbW18+8e38tpLK7jo4kveFwdPToEq9Oj90Ss/JScK01ciRgjBzHFDCQZ0/rm+JnFiR5zFA/7nly9lxJjxzMgvI7ewjFPOv4R/rXyGafMvwYz2ohNiSDg4YJEPhUJETZsF+RNo3dvOrsNdsffjNFLTNEIp6XQmDaXz8HE0cOp+xrYpvu25xbPZ0tzAtg015JfOYfQp87GETb9hSY+VU/w95mJxtvdoN4c6ety223jaejsOdeHy7oTnUXRDkQoWK4eC7/NYbtVAU5uMtKx5DMkY43pfXmrawznOOK+vXoNhWoyankfr+nrajhyj+9BuRsxIpXhwZ15Cy588nMadR/Fz4vr7+zD6+7EcvmRnextDJ+chtCCde7dw0ac/z7gJnlfeH7oePS0P2xZoOmxsqmVzUw0FpZXkFEYwbEGSAFvzabQ5IWxl6m8qecONijmHTJtVxLiZMuRn2s54V15mIVyPmIsLfP16YN8eqQ3oaFlpuo5lmthCaqjNKo7AVukZGZYxgj6HHhHt72fZk48wp1xmYf7ozsVMCvdSMCpFlqc5WQBmxoXddh2CbYdg6kgIBhKDL4Ddm7xsPOR94Ww4YrSvmlrgOzd7nidNg+BS2aGWBYv/Bjd805FtEBJMlUdweSvNrfL7isP57Evw59tlZuMdN0LrLjhlvizy3XE4VnZBdXjGWJlgoKQ3Wv4JN/0QdlfBzg3e8YGAA8DeyTRvUAhbat3pASiRgJ22g5CWIe+1uwO6jnkA130umhSUvfMm2LoHKssH1w+79Duw5NcDm7Gh1SN5qoQFJfkRCPJhA1/wEQCTE7Hz0invTof6TE3KxIIAFbIMBkNEHUCzaNUmfnBRMUlOivK9L27ktdsS8zD+tfoNfvP9L7vq5L9/YAmpE3JcD7HuS8PftKeNMcNSnM2LeN91C1XhXxtBZn6E3KIy5uZPiO0TAfPmn0owFJJly4KSG5McCjAiLbEmV3NDLYvuucORU5D9o9TB/Z4atQvOK4oQCIYwjSghH+lSCNi9Q+rvdPd0E0pOlaKpaifqs9q3exlqH2RKRhKBUMgpVCyHtGEYdLS38aWvx3om41/BnIkZbD/YibAFc+ef5nq8gqEQw4YP585fSFL1+rpqzpw/+z2BMIWvZIarzAZbU1XFS6te4ewzz2BillysZJ1Fge4sbgLcDNXBEjviLV4IWAmDBkMhbv7jo+Tk5nPHA0tZsRNSklMwbLj+wqIBmbAqJJmWHOKqM3IGeGcmFJ0mj3Mzsbx79eNltagGQ0FM03TbnhwOcOu3r3QFcT9x6RXMOediRqTNQzh6cwgtEWvE10Y5nhQI8ACXTCzwso0FNlqMsKonAuuAMuffSSNTYwp1x1tzQy3f+vLlDJ1SQProVs6//CtoJCOE4I3WA4yzD8RQDv73D4+wpakGOzBdPnxNG9RzmRtXXkpZ9oQMt2+VWZYtN3bOX4dlZHBI09ADQUJOgoA/GcXfplvufowZecVsam7g1m990U0q+Nk9jzIjr8SVqLCFYENjLY01VZTOnkfpjAsIBXWpcICcE3VNk2DNgbQ2sgC2XytMzZ22rfCAlBpRfMyoYcfy1kJhSj73Yw5tWkMgGCQtLR3heMrues6TSgmGgmCZHDt6lEMH9vLiE4t4/J5D3HH/ErLyI0xP6mZEnyJiv4sQpB+sVdd74bkTWXc7pPvqoQYCkOTMWX7tq9pGCSb8oUFTcbOQn7W1w9NPwcrn4NzzYPIIWbJIiaiavmxE04S69bJ+ZF4WzJ0nwU53hwe4FEDasFmS9OfPh7lO1nekCA43QNYM2L0Wqp71ddVJApbudndsA5hagKAekPIRAD2djsdLkyHWmIiTr6/Xb4KmjXD66R6XLlGNzQQRKwDGh+Ggc770ZHnqRY/IygP+LNQPkf3XAzDwANXjq7dy7Hi/+3cFViCWGB8MStK2psvUYG8RiH24ltBInzCTrv3bYngYuzbVYyrvkmnQXL+Oc2YW0NVruJwVzUnDbzveLzO4hAzVtG47PGiRXL9q/sy8EnYfOU75zNGx92oL3j5y3LfzF2zd30FQ15g+VgIhgaCsopKfLXyMlrp15BRXMCWnmGFDwqSnhF29Iw3Izitk88ZmVix7UqaM+15aXdcHZl8558/OK+TGux6hqeoVerM/EdPGhb+5hZLP3yJ5eDDo7nVs/in0HNtPtK+Pi6+4kg37ewklSwJ1wtBL3E7ebZPjlSutmM2dDyxlY8M6copn09q4zudNivLqq68OCsA6eqIMSQq64LjfsFwwrrrEtC2CtkZLQx0/ufazGFGDR++9i98/uITCSLkTCrURPqV4ZfHhrcHkNgYTBjUNaGlYx8zMLPKKy1ixs4lwKIjRbyaUIbGd8IdqwXXn57PwhRb387yLvwvArAu/MfC7zoIbTwa/+PIvuJuQh+/7Y4wg7jNLH+P55X/jOz+5lSNHj1BUPpe84jLJBRtkzlTcr4CmIbB9a5rAFj5QJnA5TX6hcXW80rcMh/QTgi9wQmSWoOjyH7H1pcUcOriflDEz3HO5mxCnIHxL/ToiFfPY1ngATdPRNC2h5xLgs6ecWJvPP3b7+mQIpmLOfPqBkaPGMPaMc+nYv50zrr82ZnzEe0Vb6tcyLbeYlrq1XpUEEzbUrWNGXgmmZaNrOg21NXz3K5e7wA3+RmGk3M3gVp5O2ymcLmw5qdiat3m1haC1uZ6NDesoqZhLkaP7psLsQ8JBbNtgra+N4eRURk3PJ3fiMFLHZUJSmuSNabEiwao7jh455GoNGoZBU20Vp07KVUc5g+VkAZgWe+zsUni23nsRDnWCFoaCCjjoE2+L9sXuPIIhWPhbeOvFWBmKiogEE35JhUAA1wMWCspQ3OxymJQBY6bA/h3egC3Jk5445QELBmUIU3VGODn2ftXfn34efvMnOdAfXQ6LF8LYIbKskabJ8N3xHjAsUGX5XPX/E4AW24KtdZBdLs+z9S2C+3ZATJKvj6DX0+mFdVU7o32wZTd81/HsPfJ3r89OpsamSg7o2gdpTth0tkNp+dMDsPABePjP8t7//hJE0yUI/RDYRwAM3OyU9u4oAV3DcDYYyiMFzj7CGUcqPBM1DJSGmIY89s//bOHa8/IBCA9JJ2NyLn1HdsdMum4h334J3IZlDGfokDBdvYazYGjujtxWnBVn1ziYIGe8av7DS//helYAGnccYcroNFePJ2pKgKCjcbizl6CuewBMSP2knPwIswpL3QQAYEDRW3nzWsxLquk6n//KtaQNHTYALKg+FehkFUQoKCln0arWmHsx+vuc86idzoknz3HjJzJ2wkR29xzmF3ctYuUOBhDU/dePN+UN6eqNkl9cRsXsSjp7DdKSgj4eWZjRM4vpi5okhwe+NhvfPsbYjCHMGDuU7n6D5l3HKJo6kk4nk6i5oZY331hNeeV8mmqrYoBdQ3UVBZFyLzzmC8/4LREBPJElEgYNBkPkl1YiNHh5/R5AhnSmjEpLeI6e7uOEUtKYOEJOxoNlBg6fmk+0uyPmb2qM+hf+eDK4VGr3BHGFEBjRKHf+4kZZwioU4lf3PUGkYrabkafMtGw272uXCSqOy0sA/YbtesEsW/i8XCA0pTmltgDeBgRnoxU4iUU6NXMeobDUT9N1jVFjxtOjwZbWjQDUvLkaIWx385EXqSS3qJTVu6vp0W30YOiknmEii/qkQzRNxzQMjh45TNpkCfh3d8DHTllAYVwmZXxyQFH5XCwhyCutjKmSkFda6RNlhZqqNwYksuSVlEkNMU2XySIITEfGRPU3ygMmZEHw3/xAevuXLV7IL//8ODNmlTghSJmABCn0+NqYkp5B+pBkTp13NtsPddHRE+VvVdvpN23SkoMQFxWzh4whLYzr/Ssun+v638Ldx95DT/vGQaQIWjPBcMb4Q2964OCJOADmT+bSnfJAb70YCxyK82WYrWkjZAyFY+2SC7Zlu1yHPn4WFOZ5E+WxA8RwufKz4Y+3wspX5TXOPQ0KsiHaL4GNAmAp6dDfJwn/LZsl+FKcMsMRpT2rSIYpu3vg5ZUwNSk2xHoyqvG2D6T1RWF3HYEx6WBqMssyUhSbSYo20AOmB6T3yyXg+0RzT6bG5t/v9H5WYVPH8YcG9Buw6FF4c60Evg8tgVWr4N8g6/R+7SMABhAM07q3DV2PFRhVO2iArl7DEYnE5bOYlkUgGODwwYME9CC2EBxo72W5kyFmC9ACQbeshjIl2HjHz2RW2F23/ZSZ2bMkN0NNYu71XW6j87fEACxeNb+66nUuycx3P++JmrR3Rx0SrMA0bZKCAWfXGgvshBC0He/zLVCQHA6QEg4OKHrrNtRnGpA2dNiA8J/bfoHURRIDtaPAkT7AA2DxKt5+Gzt2PGPGjZMLqK6RNauAlTs2DOC9KAHKRCYEmLbgQHuP3J07bpKi0gruXLSExtq1nHXGAibnFBG1bJIHOYc/qmALwf62bg529NLSqMQ+ozz14D1c/f2bZKaYKYFdccUcXD6YOhciRsH/nSyRPIXfG2YGh9BSvw7DMGg4KoG2pmkUTBnhniNgR7H0sHMPNklmFyPSEt1tnMVriDkdcaISSYWRcm644yHWrXqWf614Csu2ZLkmp4SVYcpstsJIuSyM7bM+w6KjJ0pqUkhey0kE6zcsF1hZQrghRyFU0ph8tw519CJswa7DXV7IUkjx0Xfs5yPwu7/8lWe2Wnzmyq+hpY2ir62H1pYmSC9GcR/L553Gl679HiOnSg7Y0UP7iXZ3MGrU9JjasO/GTMOUiuYAuo4Qgq2bNhCJXEJ3T69zrwPfp3jvaX5JGdsPdpJdEOFn9zzGpsZ1zIpUkpkXkRxEW6ril84ZmNXpZeh63kVFqlfjF4Q7d25eXxNTi3R97VqmzSpxypp5oW5/G6cUzmNbT6obVdCQofA+w6K3pwecMarGWe//Z++94+Oqrnfv7zlnZtRsSe69yup1JLmJaroDAYcQQwolJISbhBZCQqhJIAQIJZSQACH0HmNagIRQjAEXVau5yN3GNparZFllZs7Z94999imjkUx+73s/l/cN6/OxJU05Ze999n72Ws96lo0rzvneD5hbWcaMwjK27ekCIOnQXvmmt9jzYB4VTXPlIpSdeSF8sAi6dicuJA1wYB9s2g29qTboUMr1CawwR+pe6brkhKnC2MEA5GVB4xr4+tkwIQNfQW21QyvMkaT8QMCN6yquk/c+kpKlLENDix9M6Zq8/+3bYG0TdOyDnZ/BxOk2V+o/MHWPrWsgegh0Da0vBmlJLohSG3RNk+f2AjCVGakI+NGY9B7OGJ/wdAktkTyG914B2ve6fLJIBJYs+QqAfVls7aoa3tudTmYSaHaTKCFHL/dLqTebltRGUivu7t070TOmOJ+9+5brOPHm19B0A03TWbe6ud85Ow4eQAjLx5M6dWqBM7mZwiUQq2uBgb3BXq2eQDDI7Kpj8D7+arJsWVVLU91KZhRVEK6cje453uG+KMlBGV41TeHhc7jE+/gac/GmMhMHCrM492BFWd9+mK6e/iTPgE1mdTTX7Amx+8DnpA4b6/tsckqywwHSNZfnc/G35rN+dQuWZTk6YKOnFdLWUs+yN5r94qxC1rzs6TNJChlumEODgrIKCsOVjM1MZW9nDwOZ8ql0dkfsskP2FkwIGmqUx8siGoty8MB+7njkBVoaVnLqSScwelqhcwwJeq0B+zmRxXN8vN4/9fMn55/teDpOuGmxe92eEy3IDfGKLPXI4fatLDyp+AudX4tbsNRzcKSwadVRVZSUz+TY+QvY2FyLkTyUZx+8jWgsSjAQpKRCLvgBpEdL12DFihW8+977jJtRxoSTjkMIiFqW84wc6OqzvYeeeqseQGAhAZxpZ+N5w5Tvv/4SzSveZ94pp7Pg3PMHvN+CkjBvb2lmE5yiAAAgAElEQVRkwuRJ7Nh3GE2DnIJSdmzH0QP84WXXkFscZueBblrqV2CZYxwQMBAH7EimBwLOOirnFs2RWejr7QEjJeG4MS0roffUsiCnKExuURhd14jElOCyXFeLy+QGpKluBeGZc8kvrcS0LPsa3MxG04KAkHU821rqaa1fSXbJTCaNGMLBPZ/bvEzJQywsn8O6JhmSzCqqJHvc8c71FIcrqTkwhInTxrG9bTeaBp8f6Ka9s5d0O2rV09NNKE0BMPlaWlKArt4YaBo7DkG+ofsTKcZMlT+V7tVACvU7N0Dm6P4O97QMOO18aF7qB1+6gaMOv20btO6A+1+Wx7XpKQmtRRatJlzkL4wdicI9j8prefxFeOQem4Av3CwHr2vc8T7Z761eB68v8YBLzQ1bqlqMug43/lJ+7/FnYXwmpKfA12zxYe8cpwaT6eGcxZvajDethnEZEJSbeg1czpamlP41GTHyzhea/V9xAdz/W5kdWl4CMybwPzP7mo2g9IQZurz3c86E9Rtspf0Q/D+sKvP/lv3XA7CVK1Zw4xUXc/wNi9i+ZSMjJma5bwp/WF9togwjIEUp7RcCGePZ3xt1CvkqD1kgKRU0nTcXPY8GPjFEFYKJxaI+74AjFKnIqh5vmPdnvM2dO5f7n/g729bUMym3jIrKWezYf5iIk9IN9bUrufZH3yZqk27vePh5CsOVjqeracs+JowYYk/CkixvxWX9KDFKxQHbt3cPH7//TwkUdZ2ZVcfyw8uuGXCBGZoid7KasOiNmE5xYmXpKUF+8Zs7+WCbp92xN37aJjbjB2AaOKT1rkMHueupN0kdM501TQ3ogZAvfDL9cJ+d/OAHKhNGpPH5QZkhKSyBqcl2j8ZMP4/IM/fFm3q/dft+ssZmOPQOS0B4ZpVPa6kgPJucojDF5TNJSwrQG4kBGi31tSz7dCm5pbJA8Rc1b6gvFtP7LfDvvPYysagEzOonwNTRQxmbmerzninLyS8moEsBYQWeKrNGUbtxT7/zx2uIeZ+ZwcKmw9KSONQTIacoTLhiFp09EYqKi6hd/inls6vIKQ47npaaDe20b2rlvLPPcDYZL7zyJsMm59MXtUgKSo+QZVmYtmSAIokLkM+y3VHCvsaoadETiREwND5880WevPfXAFR/sgTAB8LeqNnCmTOnIg8hqQMK9GmaRlZOHh9uX8uPrrzWaa9ITJZ+Ka6Yw7rlG9HtbGuvWv0XKaEFsLBqOq+u3IJ9FyQlpxBKSnLaPpScIkvpJRigt79Sz6T9cRUh7PGq5El0u6KBKpGlvIUFZbKeqGVvUmT/CpfoZbeHZcGaxlp+e9n3iMWiGLqBbuiYMRPdMJj39YXM+9o3EAhuueJ8JwFp0lN+qsDWPV1U5VoEdA1N0+i1+SA9PRJgehdvh9xvZxu++uIzzLqklAlN9RSHK4ntl14wsm0g4M2qi68N6UyscRwwZcGQK+qp7JtXw9/vkr+rOojCgtfeghwd3n+5/3EaW+Hnt9oer1fgp+e7nh9Nc8FOJAK1DVBRivR8eSYgKWqHgxSFkKDuF7+XxwkF4bqrYU875EySqvgP3Ao1DTBvHlSEZfHwqOmGVzbvgZ6IJPwri0Rl3cu+PkhAuwCkpISGe13paYhgEA3LD1a7OqQOmq77Aa7XO1aUJzMhNR16uhKfT5kX/HpN9WMwKEOPl1wIM2fKa8nJgo8/gfMu/lJ4v+ArAMbHSz9yFiVJVnalJRQwiTfDMCSh2pDCmfttSRI1IYTs7JdJs75GX+c+zFiM1156xtFlUovSL+9+gvaNTVTOOconk+BwV1CLmatArybIRMWCC8sqOOu0E2jbdRDN5mQ0btlnl/qBFcs+saUlJCm7sXYF+aWV9gIlz7Bz/2EXcCCcrF6veRfV5oZaVn7yIdFo1Nn5e99TQC1eiRtNQ9c09u3fD3ZQT1gmJ0+EEVPz+WDbGgd4qUu46NIr6OiOcO+bTZ7DyIl6TUsT7TsPMmT0FOe9eb96nvd/d44DcOtWfmonP/hL9axpquPjpUuZOfsoyipnOhmIavKPxGQYYDCvlB1Z9QFm2QeQX1rO3X99iWWfLKV0ZhVZBWV2WSebdA801tfwc7skTCAY4tp7nvR5BwYzGeoLEY1GOOaaJykvy/Bf2wDfy5uQyaEd63zes6//ZhGdEfmdeK/aVAMSKVUlp6b5VPIHkg1JZOqjliXQ0MgvqWByTgnJoYAkg+uuhMTSpR85YXYBvPveB3zr4nzHcygEREwpe6AjvWaKN6CybwVS4kJ5PS1LIHSN+k/+7buuD999iwXnnu+ApE2ZVS4AQwF/2b+K/wQkDLvnlZQzZbdOb28PfeATaI70RdANmRk6mNetcNJwFq/Y7PytGwYPPrmIT+pX8zkQCIYgGuk3Rpsbaola8Oj9fyA5bQj3PfqsC8LsTRYKTDpjWPZH1PR4YoWbmYtwxW1VKTUQfPjOq85capoxn+Nk5JjxZBeFeePZR3whyUTewPf/9TbBMbno2oh+ANMIulnYpu0B6uk5DME0Z5z3O6ZlSe/Xzs8lgT2GP6tOmVcS4YtY02r394Ah+UenFkFbPYycAXoCgKCyIJW0QschWRi7cTUc7oEX33SvOX2oR9/D/tfvd6ClTRLXFbE/EoVb75LfDQbg7hugvBQKZsjMRNUWmuYCovQM2LgBJo/0XKyIaxdvW9khVsNW6FfRitQURCgJej2yNboGgWT5HR0pF9H6lkxImDRCnkfpiR2p5JMyL/j1muMitr//nW/KrFCQICxrAoT/z9X9/U/tvx6AHXPscXLyQo7DYDBIn0PCF0Q8oTa1A1RDwwgEiJmC1FCAblu5HiQBfFEbpA4bS6TroHOseEmG+Scfj37KPPdiNJwSYqidqAqvCOjoiTghSiPR+FSLv4cXGTUtMOX5s4srfdISxZVziJom3X0yG0kAsZhl8zyEs0MezAYKM8WT9f+x+EUeenoxI6bky+lDD7F39yb27d1L2khZmHjJHd8h6ydXcvJUWYzYy+1XNfIyUv1yFPv376O6u4fOniDp42fQd+gASXY6uBFK5tiT5vO9H/7Uua4n4zhJzQ21UnA2EuH1p//MnY+8QEnFTAAiUVliJhIzbWX2gYGFT1fKXpSUTEJPxCS/tILR0wsJGpo8ls1JksWQ63jqz/c42XNSd20lXzv5+CO0vtsH82/+O2P3LmNTaka/Be1rCxbyj1dexIxFMTwCiEKIfhlyI9qX0ZlZhb53XT8CNgCZ/UPLhq4T84RbBkoUGaDh7O+4m3GBCm1ZBITueLBmzz3aF2YvrpwrP28J53umDa4suQdH82xmVB/1RGMSNGEDCQtmH38aTdWfOJeVk1foC+2e9JvXaW6otdvNXiuA7Xu72N/Vx9od7nP+es0WsoL7qFnxCRNzywlXzmTI0HSGpGeyY/9hQLan0sszYxZ333IdWTn5CbmLidpVCNnvKWOzeWbp+gHbvL56GWRWkT4hm+yTL3LmH8ej7tlYqLELAhPN16fqfWzKjgMEPP0Xzz/TbSpBMBgkv0wq4heGbeK/7YX2el1V+37wr7cZlbObSUOl80UdH/wATFgWaDo93d0kZ6Q5nNF+9IfNW+Gq30tgEjDgjJPg5CqYMUkKryanyc95F//uQ5Jb5JWW8FpDE1x8GVw7X/6dmgL52bBtK7YYnvQopdjzVcP7ED4RKstcj1cwAFVzIW8aHH0M/Pmv7qSn63Cww+V3Ocr3HvAlgNY2WYLI0RXDzggzbTevrYoftukEL71qgzMTSibDlIkwbpQEe0WzYOcqT4cnvnXZubotTmsvRMW5oEfBlsnxm31RGtCyHq640b3/P/5actriPY9HAmCBAbKVe3qlN9K5h/9gLvq/YP/1AGz2nDn87oHHeW83TM3KIUKAPjNGpK+PNxY9jzW6kKSh0i1r2Qr4YzJT0DWN7fukmzQ5ZNAdibF2davv2JNzSxmdnsTWj1/CNM1+ROT4ci3yHGAgnGfN3YEK9nX2OBNkol2a10umfmqaWqAEecXl3PLQc6xdtZKs4kry7AzHoD1RWkLuKpU4qLBXviONYW/WnQpZxZP11W735Cn5co6zYrTv2IJuuERzK9YnFevtdlGcu5FDk5npkdOYMDzNWcg6OjtJNVIJGTomLm9s6oxcAO586AnfdcaDxaceecCtXReLOsRvx9OP9AZ09UbtrK/+tu9QL0LA4d6oqz3lAArZ9jFTetEsu56mOnZzfQ2/+OG5jn6apuuSKxOePXij26a8od0x6X1JpKZeHK7khvufYUNTDVkFxaw4qL7bnyhfMauKzW1wbDiXvycg0G9qS3AN9s9vH53FC59s/A89YO5YdWtWyr9Ntajbf4crZ3Hf4y+zdU09E3LLyC2S/BgFCAQ4mwfUuNcVoIO1TQ2sXiVlIfKKyzHsUmDogpPOPJee/bt4/vG/IITg78/+jcNdh9wsTlwwowRIdVs4F2DZut32/UDD5n3cZ2sABoJBfvfn50gJDmfjnsPOfZfPqrJDdK5mngK5ifh8zQ21vtCu08aa/28hhE8CpXxWFZvaJE9PNwIu1QGZbS2Br7t5QMi1XkMm6nimH6cvAI8HzAVfx87/Bh++9QpmTN731Tfe5gghp47LAQHZxeXc9MDTNNWu4MR58/rJZZBZhaYbxKJ9rNgF0e5OgqnpHOo6TEABJds0p4asbAQlW6OO2dFrk7M3bXZDj6YGY0dKEnznXgiluABMNaamQec+MKMDAzAVznQ6BCmBELNg1FAYmuI+GI88Cek7JQArLZIer6Y1EvS0rIfUoRAeD6X5LldL0yBzqARfMVvexxuGFMj3GlridMXscwYCEiAFDHlcgQxT3voHV0csZkJaAA7vgbRUKCyAXR4AlpQEwrTV8uO34ir8ab8etMNAnT0yq3L8FM9HFbjS/Jy3aEz+XZTrvo8mz/k/NceJGXd9X1L7rwdgAHmFxby3eytpaWl0H5ST5Nbqd2hfs4zSc904tiIbKy9MvEzknTf/goof3MUVP/g2x177Aj2mxqyq41hQ1b+A70CmUsC7IzGChswsau/owRRChlcYGNQ73hfPjhYhuR2KMZBTWEZJuJLOnogndCN8O1ghBK2NtdSuWEZ+2WzClTOP2IbxRPCrrr/VR9YPeHluCHRhMnbiFDp2S9Lnx/d+3xEX/fxAt93e8tg/nV/oA6snFI3nmaXr7T6QptsALBCSffPMGx9y66L6ftcZz0lyAIjNzyqumEN9bTWrG1ZSXDHH1j1CAjTT6rfLB9jcfgjTBmmWEGzZc8j5nFyo7BqfCnkhbKK9QX3NMqLRqAO+iiqrOPcHV3DCccccsc0Bnv6ojTMqpvhei5kWS1p3clLJROe1GXa/9xw6yIoVu+x+8IPSjMxh1FcvY2Ze/4Lyqs0WtSUulwMwfUw6mvafecAcr4oQPikDYaMmn5QEUFRWyYL5J7JmxwGiUcvR6jM92bwWAl0oTpM8plcO4dUnH+KmB54mXDFLPhv25Q5JzwA0hJCJMQLIP+N/sWmp5PIoMPPS049hDp/JktadHsFaSQRX9668mZGIxQdvvULxGT/yPbfF4Uquufl27r7lOoRlOYkr8R5JLyg79lcvOV4edShVqNsFsnDna6tYkCX4oGkrJ5bKsXHWwu/SOyrX6Uc5twiEpdHW2sCG5hqyiiqZXlDmAOCYKdBUCBcJbjVNkfQFKiyp3p9RGObG+5+htWElJ8w7nrKKWc79btjVYVOXpAD0pJwSsse6ofLnP97gtK8RSkJTC6fi2caBL5AyILJigh2mTIrL2N31uZwgUlP8gp5lskC6LAKtSZHTQMjDL7O9NYN5YVQZH4C2z6GyAjrlvEX2WFkOR6399z8MN50pvWYF2VCYLY99zW0uZ+uJh+Trl10E9/1NApS7H4YZWZA7xQVegC/EUVbg1xUDCbyOPwZKCiFvCsyYaIO11jhRWQ2S7XaxTEiJa2NDlyBNZSoOZpYOuh2SjMZgl8dDpcCVpkFlKTz+gvyMoUP7PgkMZ8+y+0SDmKBfJuoXtXj9s68A2P8HTNMwbJ6UGenms4alrHvnUfutOIVw4OzZ04iZAl3bapcIke+psT33ysfsv+0aceVfTL9Jmr0ztQADR2AwZgoMTaDK1fRGTYbEiUaqDZJXxkLThJMkoyZPxeXwf144r7c21nLDj7/rEGX/9NQiRh/h+uMXjo6DBxyy/v69exgxchQb29bw0ZIlZBVXkpOTy9jxk9nR007UgvsffsJpo6EpQbutJcDt5ynUXGK+euCSktNkgktyKjFT8NHqXV+otRXQ+OTjj8gpkWTjG3/yXUcd/I6HX2BqXglRUzCQY0fTZMkVzbSzRw3pOfj8YI+j6t7SUMeqmuUUhGXJF9X2JRVzXEmKQJBzvn8Fxx1ztI/jlygk1dUbJWZadPVEHS+MMtMSVK9v9wEwNYGOViKL4ExS6pheAD3Fw1X0WlJApy/mP58a/5qmMSRZSkO8U7+N+XbYeDDzjtX1rQ2sXVVNTulMSsIznTZSmxJ5G+4mwUJ6e4SQMiJCuIXMZQaz7d0RsLax2iM6GuWjt1+lrbGG7JKZFJZWAP29gV9bsJC3N8Gc7NFsBza2rQHyefaxh5hz6R/pM4c5z6Aao44nyqOP9N4bf2f87AVAKr88y02uWHDu+WTl5Pfr23jpDvVsfXD7eZx4w9997aeGiV9yQ3DlD87l2F+9xOUXncNx1y/i9G8s5O16N7Nl6qihbNrdSVtrPb//2YXOs37tvU+SV1yOJWSI1nDGvAS5ugPI3H5Q5xWWBGFT80rJGpvuG7fJY7Pd/hMwNDnowzfrdh7kO+dWsqitlqp5pzB83DQ2HIQvwsfKGDaCXhN+/Iub+XSHfG33S89Qtmc7VGXBO+/GkdLzpIK8uoC9n0HGKDcGrukMSMb32lmnQ48FFeVSHqRulQQsPRFP5wiXl1RdL0ERyLBgfOHpM46Cjk53Yo5F5TFzJruvJaVKbS9DVgGgMBv+9iDceb+sEals5Ai49CL5nT3b5M9woVTnj0Ql0DnnTAh2Sl01MyYzBxNa3MSXN9spB+X0j24AFk5Wo49fZ0/Yui49gA/dAW++A29/CG/8W2qaPXK3rKep1tsvSMPrZwElfq1ctZ5rb2iSJPzeNDjmi21w/0/bVwAMIJAEQrCnfTdJAY31/3zUeUvz1vcCrjs7LKUWApqngLHs5MJvXAmAFe1z3NqWJdix/zDJQYMRQ4+sqWRZKsFITnGHeqOkp4bs0KCGDmzfd5i9nT1uoW7nKmySMbI4rk+hXwiEpjkTtJoX1ELmhhxhVfXyIxJl481ZvGI6Y3JnMjq/ip4hk8ktKJaFmFVtN00nGApx7V2PoY/OtR84y3f8tOQgxZOHO7yapx55gIzMYaxb3YwGlJ+8EF2XkhND0jOl58smISsJiaU2APsimkvF4UpmFJaxp7OXfzznIQnHYFXtMqbkldjK3f0RmCIqm5YgaODUumtZVUdT7XKKy+fQFzX59WXfcxa5G+57moLSCiwhyC+t4PZHXqChehkllXOYMKPEN+8PJDHRsm0/+w71ORIcXnv+8b8QG+YnmqqPpKW5wqve7yXyvCRqt18uKEvoWQQ5Zw5JCmJZghXr278YAEOKdS7/9xtSD8yMEQiGuOWhZ5mWX+p4vix7EVOATDkEojELQ9cxTcv2Zkliva2PjGnJcjennHQibzzzF2LRKLpusOTtV7Dsc/36wWfIKihL6PV7b0cT3/zORdz3VrMjL1P0zZ9jJ9rT3d0NetABQIm8f6YZY0/755AxvZ/SfjzI9V5DeOZcisokOJSgrL/0S6rNd/GFcoVJzAbJUZsGED9OdF0GHlsbVvqe9TUNK8ktKpeOA4/nSyA3GQa645F0E4Y88wiC4UOTWN1YxxXf/5Yzbn9x9xPkFVc488yYzJSEiUQA4VlH090XY8PB3aSmDSE6gBPDjMVAMwgEg2BGCWaOhx07aW6oZdst11F+6aWyTSyBdrADvn8eHLSzeB0CumcOdzhg9t8DoQCvnEXpZPjuONi9D5IDUDIRVN1U3eZzpdi8tVnlkqifnCbDgsGABGzehADndVsPq6LMu1OGUBIMHyvB2Z7t8jIrw3D91XDhj10v34KvufepGWDFJNfqiYegug6mDYGCUqh5R34u0uNqgDnkWxXftgdOIEUCuOml8FkbdB1w26SzU8pZ6DpkpvkzIDUPSNM0KMmHmjrpsVAAtK4J8rNs+Q7b6xav2XYkDTevxXvAvH32lRDrl8vWNtbQ263R27EXM9LN1Tfe5iz2vcmpeKpfuOVlgAP7pMhfX5+cGBWZ3LtQm0KwavNeRgxNPiIA08ATcpETW2/UJGZZzvOnQi6JwEBLQy3vvNDA+NwwyZWuB8Eh2qqJUoXHhJ12bqnPyEkov9wlygaCCUr6JDC1cNRWr2DbsDn0xOBf/36Pf/7pV05ZG9k2cqJfu2olRafmOplM8aZrGimGxf4dm3nkL3cgPK7kTxtWE/7ubwBISR1CV2+UQ11djkCj1y6/6JwBVfHjTQhBYfkcvzp4eI4TcmltrGPZGy3MP+UkpyRRy7b9RGImpiVDipYlaGqQvC6VGXr86d/0LXKrG1aSV1JOzLQwdIO8knKm55chEHT3+UUFBwJGjkilJ+SnSMxP/OU+jrn68YTgs7FuJU7Wqef1wURTveYtW6RkNpRpmsZxheMcOZYvYm0t9fzh5993FPFB8gWb62S5HFU+yNJVH+EAA7XZ0DweXcvC9dRgF3fX5Pi89p4nWdtYzcG9n/P+6y86/dFSt4KsgjLABUTqGdQ1Td6PAn3A8KnFRA7LzUFfXy/BlCA9EdlvrY0eDg0QSsskEAwxavQ4PvMrrgxo6hrW7+pgT2evD5Rtivvs2MxUssakO8XShQBDNwgly0U/GFTeZHdNUp6pUVkl5JXN8o33vNJZco6w+1bTBFFLlgFS+l/CcyxnDgEny3T4kGTerlnuG7frm2rILS5H2KHhwez95h1U5cpya/ogelqxWAwjaDggc0nrTkA+I02mxQ80HR2wDB3D0aTy8Lw0XYa/auplbcTsSZJ8H7AB00BhMK+cRcyE/QdgwhT4bJOUbVAaZGrO+qVN1PeChsJsePhuaFrrAoq+bijQpFJ+y3qoKIaSPAlW6pok0T01HVo3yO9MHCYV8NWxn/rLwABFCbWGS6CsGF68HbQyt217utxi4pqOj4cVjcn7um0xPP4nyBgJxy2Etx6RshleJk5ysH/tTAeA2QWxm9fA53vl+TQkX60y7HrgYhFYu9lNLlCyGrff69dwS2S6Ia/dC8A+ehnWdn8lxPpltea6lVgZlWi6gRDwxqLnySsoZv6Chby2QXM70/udhlpeuuMyZv34T+zf205y5miCOkQtlwiua3KHHkz64s3shE9s0qWaOE3LImpqjip4/JS0fPlyrv7huRI0BYLc9dhLmJZFW2MNReWzyS4KO+Ew764VFIkWRw08t6icmx94mqa6FeSWzho0M8trsYypfO8H5fx+cT2vPPc4oYxRPvAFOCTzo6rmEsxIGTCsd0blZJ7/25ssfvhOH/gCOLi9jcyerRxImSLLQQG9fX0EU/oDsPjM04FMtXNOUZiLf3YTKz78J3NPmE9OURjTsmiqr+H6//UdzFiUu++8nVfeeJuRUwts4CUwTRfcNlQvd+Q+ojF5YC+gzS+bZX/HQgQMG4SqAsXqaqTFA6OymVU88eE6iiYNk/3l8WzU2SRmKblgxRVBh3XN9fz28vM57oZFAGzbspnSqSMAtzrDh+++xbxTTgf8GmAJ28zeKXvXtLTkIJFoYhKtZXOIWlbVOWNpfVMtsWjEGYuapjlJCMJe6YVqGxE/frFJ9Oq5ARUqCyoPjQeMZRWUkV0UZtu6Rj56e7HbHwkSHlq2H6C9o0dSE+xj5J56sfN+0MnGUxws+ddjbyxlTNGxzucmVJ5KTlGYEaNG8dlnXU6bjpxaQErIIDMtcXF7eUxha8S5oOzjNbsIGLo/0cHjqNm9ayeWGePH19xEM25GtqwtK3we1UAwyC/veYJr732SzS11TC0sZ0ZBWPp+hPLCa0RjFqGAjlN1wENX8FaiEZ7LiR+3J8yb58wx/S56EEs4PQjLB45i0Yhv8xWeWcUTSSH+MWYKJx7qpee0M5gRLoHDnX4A1roOrvy1BBjPvAb3/UbyrVTfDhSCVPwvxWMaPgwmT4LuAujeCxPHQeRw4u+CBDCp6TAh2y2KDTK8iJCeqgq5IaBxtXuNhu2xU7//7BI4zRNKG6xsj3cOFcK9N6WlZZlulYX4+1ZjLRqTWmLlpdC2Wb5mmjLs5/mKCIX8vavp0ptnGLIY+E+uk4Kohg4L5sMpx0henq3nRihZkvMVYIrG4N0P/H9X18OwQH8VfMsOgzo8OUsK7M46w+6zr4RYv3RWHK5kXc1OMqcUcmDbatY0NbCmqYF/LH6Rnz+wmPp2+bkxnnp49dXL6Ny9HXAnCcveCqSkypqLSUGD3qhJWlIgEYbrZwGbGGsJzZEpUFpDUVOga4KA4XoBvLZkyRJnxymAf73+Mu+9+Yr0woSC3P7wC+SXVNiTIA75WP0uhOTRSCAiyC4KMyWvFNMUCQn2KrvJuzi/VrOFgknDEJZJLBbF+xgagQDfvuhSRCCF6cWVhMvDrN8/cLZLKGBQMauKJ0NBIhHhcmqQPL3SnCks2e4tz5J4soz35gwGJC0hWNtUx+N/vJVYNMLqVTVMnpbN9MIwDTVuWDYSifDBhx/yjQvybADkAgPTEpRUznV4XYFAkOPnf4OqUxbQUi8VxSfnydCa9KxK8KZ4TvGezfiwWH5JOa8vbqB48nB7HtVYv24NCEFXZydkSt6iEBYZmW4Gl0DYpYgidO7aSPq4LLZu3gDHu7Ih9/3+JqKRKA028duMmf2U9QczDckRe+nTDQnf/9eq7Yiudv5wuRTBZRkAACAASURBVFuge+6xJzpK6bphMO/0b3LUKd8gu6icqJ2FJyzh1kQVti6b43mRkhMqauSObQUQBIbttc4en8E/3/+I9U01fO/yG+jt6iCnZBYzCsL9rrUvatLVG5XPnyUIGDpT557peMOTklOIWPQLo3nBl6br6JrGlBl5NH4mM6Yfve9OGZK76wmKwpWDAjAtwZg+Jn9cws8qYPPWqy8xoeI0HvnrnVRd9TjFYcmr6o3EECJOtDcKa1dVc8Z3L6WicjYHD/cxJjOF3R09jjfeEBqtq2pZs6qarMIKckvKXbAlwMTdJEqALa85UTh3/a4O53uD2fGF4xwNvkRPtaHrvqhEIBjyaY4VlVXw4JOL6I3EiKTsJ//YeapBJRiI9EqQ5eVhxaKwqkWGwRTpXB8AgHmLROeNBeMwBJNhSCp0Y5PiB7nBQMhfkNprqenQ2+3qstQ2uteodh0gPW/3/hUmjZVALt5UuC4zA3Zsg6JsKLNrA3sBmNd0jwcM3M88twIQ/lBpXQts3ArFNs80xV0bRTAOVjjhXl1y2qJRF7mPHSNV8J3EB5t/Fy6G0CtuSPWUE6QwbSzmXkdRLiy6Rx7HtBMAIhFICtqZo8A6u7SH6rOvhFi/fJYXnkO4dx2bO/2k+1g0ysE26VWoyh3DeLHb2cGqHR64Hi+XB4Lzs6snyv6uXio9MgoD2fAhSezv6nMWkt6oKYuDx5SEgQo99i/Kffzxx7s7zkAQ0FwvTBQaqpeRU6TI3/biJGOPsj6kZRGJWhiGzfuwvbijM1J44x/upB2JCDtzS2AEDM44+zyC4YX8bIESd5QhEF3X0I0A40uOY1ZRFl8782yKw5Xs3H+Yrt4YRlIKMLjasXcS7+rs4PknHnY8aiuWvg/T5OI9mOqBFzwMVrJHXXtL/QofWbulfiXTC8uc0KRKsZ9bdYwMAdrJGypkbFqCvOIwtz/yAk21knSfVVBGb9Rken4pw4cms7+r102GEK6gpMooi58avTyhqGk5CVoCwcH9e7jr7t8SvuBWPqxppWjyaQ6Ho+Ogh6MhoLB8NsFQCGHGiPUepqJghvO2d2EWUcW3EoPywfrlRmgaoaAhy8IksL6YyfaNG5zzWBGTj9//J0YgyLwzF3LamecwObdE6qQ5oNYOI6qwo5A1NlXbrWuWxP2C8tlMyysFG8gqOYrpY9OddbSloZY7r77I4eLd/MDTTM8P255f/80oDTdD1+wwpkZycpBOu3SWbkgl7mBSUkI8EUhOY/Yl95Dc186wkWPYcmif7GP7eVzbWENhWSUbP+9gwoghJAeNfseITz4baPMQOdxJpEfKNAwdn00oLcMtp2Xbk0vaGJuZ4vNMBQJBZs45mn1bVvNpYzVlM+eSMtouCq/B6sY6lry9mH+/8XdMU5YS+s2DzzCtoMwWcJUOBin0LEhLDnDYE0KP57c5HkstMbDyzmlqfY5EoziEPtsMW74jEJDahUbA7wmxhKA4XMmWzZtJt3q9LYrz8Gi6zMh74iW3/mC4SPKgNE1KUBiDUEaUt2nbGti2GqYVw+4t8r3BahMeyZJSpTYZcm6motjVDbPHnBPiEwI2Jkg2Unynvoj8jK5JZfi/PQijJ+Pw23oO+b+nxwEvZXfcJoGgN7Q5qxw2r3Q/k5IEMRkOTYxbbcHXyjJ5LXKhkn8npbh9on4W57ogV533YDssb4T5J8u/vajbCTnaf8di0jN3z4PwLXsMfiXE+iU1y2TU6FFs7tzjE5FT/KcJxljGmJ/3W7yVez9z2Eh6vc4cI8jethrOmjeTPSJI287uI3rAfLyM4nI7RVx6xaKm6SzypiWc7EqvzZ07l7sefZHGuhUUls0GDf795iK5YQgGKQjP8hGFpcirHT4BO/wl7DHthnmGDUnyTdqa5hZMtiImr730DCcXLPSIVAoCAYPzLvgRjes2Man4KKYktTvp9FKIVSDM2BfyCqpJ/KlHHnAeLjMWY+n7/2TWD090Q7EDhAvidYYGI5oLS5BvC0VGIxE0NNIyMhECcovD/PZPz3BgSwtZhZWUz5zNZ/u6kHl2NpASbrvll5STX1JBX9QkalqOR0Z5aoRKtBDCE062Q5ADbLzbO3rITAs5GlT79+1jx7YtcmyYMYq++XMAMifnAcLn+ctICzFxzhzu++uzvLO+j6FD05g7O4EcR1RWegASatcBzA9P4p2G7f1kWACSAv2BhDJN05g8dQbBUJBIn+Xev2UycvR4Ckor6OyO2psD2RbrmutY11hD6cy5TDtlnu+91Y21/O7KCxxAdf0fn6I4XElbcwPrGqtJSkvnwI4NTiWGhprlRKOu2G1L/Uqm5ZfZz5K/0Xdu28r67e2E0kdzuFeCLu94Vc9fKBjqlxUKEqCFhmQybcoo9rS3A4bzejAYJD8sJRpipgwzegFYzB4v3isabPMQ2L6M/bs0RufPZeQM6aEIJUnP2hOPPASZMsSqofXzTG1sW8Pdt1yHZVmEQiEefHIRGZPyaFklwaqfm4fTZsqTZQlb8kOD1KQghwcA37L9ZCJQouoahq7x7qrPnL83bVgLDCcajRAIpfg+q9olEAjaSTD+Ax443Meo9BT7nN4vai4pXQPKy+Ch22FlLcyulAWu1VMaCB45C9J3UR6qSvQLkv0GNI+nq6RAcsLqm+DEk+GDpfD4c/L9UBDmJJAIUhw1dQxLSI9ZXaNbW1LToOafg2Q+IrMdx0yBkRNl+SKvhUtgVxUclFEgAgEHgAnvJvJwh9vuaJJ/9ug9sKJahh3LitzrdDxlyAmytFBmjRqGBJV/fkYC0YYmWVaotGjga1d9960je+7/b9pXAAzAjDrk4tnFOYw97wJn0i4OV1IMPPXI4n6L94WXXsGitlr0QP9YdKyvm12tyxhecRbQP7TktXhexnV/fIoSe3JVIRDlFYuZgkM9UZ8nS6XA55dUkF9SQU9Uaojd9pfnaKlfSXjmXCbllLjAzdIcPoaG5nhu1jbV0VK/ktzSWUzNK3Wu2csPyskr5O/P/o1IXx858y9h67LXAFdEUT3bmgafbd1M+oQQj71wF937dxIKhfj1A88wfkYxVizqHP/ovLH9GyXOMjKHoekamtCchRvs7DhNTxiuibcjEc0FMo3+4qtu5K93/wbLsnjyvt8xYWoOxeEKcorKyT/tRPZ19ToJThrCIR/LQsV2aNcSaDq23pcny1R5NYSwCcnq9wG5xo499M9Wrj9bToQasG9vO8KyGF92AoGkVCKHOwilZRD+zs0kGzBmeiE79x9m/PA0xtryEwWFxaw6/LkDxpXFL8yA73cvH2xOzhjeadjufDcajYAmp5KkYH/isto4aMC4SZP57V8WseJfL/PW4hcdkJdfJnWATNsLKAS0Nddzh+2xeulvIca//DpjphVia9rSXLeiX3JDIKBz21UX+IADyEoMV994G4FAQGZCGgYF4dlOmNLZQAvB60vqeOGxB8mYUkTq8H28EoVe05+A4NXdSmQX/q8r2ZmWhkaE2uUfM7bkeACOnncK3/vhT0kZm40gcUmxHfsP0xsxfecbbPNQMauK6jdWAGBG+zCCSVx82TWsBjalV6KO0tvT7fTjhZdeQXNDrcxQtrk3kb4+HvvT3Zx5/k9Y01CdkJtXYHPzFD1CJkQIpyGmj033ZIf3Nwfrxn1E1zSatkov4e5du1hVW83EytMSP9eOUHPic/zpnVZ+e67rkY/7sgxVockwZGG2JN8nD3Hn8Ja1dp3IQqhIlZykpNR+RwIkn2u8HQLcb3ucBype3dB05Ow9BeRUrUchZAmhgmz4/BA8+zJ2poUkpic6nuKoKc6UrseVXvK2SqIRbDdsICRLFw1kEydB337bY+c5onetO9whi5k74NcGYXnTZHs7nWh7vrD/aQL27ZTh4gnZsj/iZTvKit3zqASCpJC8p0Rj8CsZii+vGbqGrsF5J1fCyf1R80CL97fmTucfdVv7fV7TDXbv/AwxWaY9D+bsiedlrG5YSVG4kvVN9bTUS0HQybklqPIsMVU/cOs+DF1n2uihJAcNlG51LGYR0HVyi8opKKlA13UO90Xtsiw4n5OTqPzZsqqOX1/mFsn95d1PcPTRRwF+flBj7Qquuv5Wli/9gMjkAnY2vA/g8I2EDeq2bd5ggw4TNB1hSXHLNauqGT+j2P6svP85OWOc8yQKsajzW6YUKzU0HdN+6DVNH9RrFImZ7O3sZfzwtAHFRZUpr2Nnx0GEsFAZm6sbVlJUVoFpCVk8XACam82lVO1N0+YfWRamzZ8RwuXYebO/1CKm/qnzx3s+4k3YfaZrGsNGjOazXe2MyJKE3dS0NNQ2IBgKsm7nQXoiJuOH+wUWdV2TJariLJEkwmCeFyUNEentJZgyJGHWZdS0WF5dz6ebOhgSsNjSfYB9qdM5Z8FCAGejkzoux+bOyrYwBaxZ5dfuqln+CadPLcASslpDkcpYtcn0eWWzWG2HkOM3PLFolHWrm+PaUrbnyPRkJ7tZAA27hazioGmYsSii7xAEhvqOeSTv7XkXXsq9bzTQVL0UzZDtv23Fm6xf8m++98OfopyHXhBhWYKeSExuuDS/U2WwzUNxuJKynbCjCwJIDmhnZyekgxnpRbclcbZuXs/fH73T6cf66mVYnnEghKBm2VJW1azgOz+9zsmO1HWDU89ayNyTzyS7KCx152wglTU2nS3th5yRHTT6A3BluRMyWbfjoA90vlm7larcMei6nWDUB7t2bvdxPgcyde2xWH/A0+tNBFF8qNJ8GYJSp9cN6Dlsyy8ICVQaW+GKm90Q2V3XQ3nJIABslPzX0CSzFfPGyYkgUTtc+GP4xtelRMRgQEw1ptq1qaQDr2dLIEsVJbKpY93wXWaG/Jw3fJjA45vQho0Z/P3i42Q7tdX4HgjnyF0HZCjX8YDhSZ5QgEuFhXF/1zWpxaQAcec+CYYdeQ4bTHofnoCUIiGUBNHe/uj8KxmKL7EFk9H1yKBcooEW76LJw3mjZku/z2uaxusvP0dhdCTjSk8YdMJW3h0dnWBIegPWNdVxyxUyvLIoGOK6e5+ioKwc05KZlcIS9PTFEECzvXNUG1ETOZkqboupZCxU2AvP82K/1lzn1/7au7mZDLtOZSKR1YKSMA2HhcOZ6zh4ADIdbMKUaTNo3rjD5knpqKLZ48aMJntcBsKMIpAcBF0bPMTyzmsvE+mzPRpCJ7uwiLyCYtLToL1H6oENtB3e29nL6zVb+PGphU4/JuIzBQydDS0NLHvvdQ4d2OcQw52sRWSI0TTdUKIizssFyS6sLexQpCWTJiTXy90Vqu9tbF3FusZqKmcfxeS8EgeQDYTUlQdJ2GNL0zUOmSEypxQRMg8TAUKhZGJ21pyuaU5ChbL3m3cQi8U42NXnk1MZzLxtH+95sSwTNIP2NcuZUH5yQq7Y7a/UU/23X5J92qW0bV9D974d5M6/hJ9euBDTThCZv2AhqnyQ05WWcCUS7MzemXOPcjyFUdMkr7icX937JOsaaygIz2ZafinBgCy5Y1l+FnQgGERDJhYIIbBMk9aGFUzPL/XJw0gProZuaFJ13lbFJ5BY42ug53p18yq6uw6xc8sGRuXKMNHatx9B13Xqq5dx9IIcZxwJAet3dTByaDLLli1jfXMNOaWzyCt2xSyPtHlQdvhQB6nDU21Vf/AOKMs0GV9xCofbtzrHCSWF3Hq3QtgbpQi1S9/loqtupK+rk/zwbIrLKujqi6G2EckhmWAUMPQjcep9ljU2nY27O51FeteBw/REYtJhYR9o7PhJtLa0yD8SPNfqlS3VbzFx5un0dPcvU/SH11ZxQcVwjO5ud+ENBuH+39ikb3ugKW2qaASCIakWr0ji0Rg0rpEA7EhWnVgbz2eRKLz8Krz+lgRIA4Iw4YIv9buu+bMvExUTV/bPx+Db1w+SEXmEHktJg9N/BClDBv+clpjM57zUsddtXwdweSocKB02tWg4x/QcVNPg0H6YPl6GYldvhLypA9/bQG5Rr3TIVzIUXy7b9HkHH7V+7nstkTfGu3h737dEorCLvUDZw3GgEKTXu6MbOlddfyszCsO8/cKj/vDKKqkdpWmyrqAMHaowiOYQltXJLSQIsHThEVxVIS/bK2PhyBh4i+R6tb+aG2r5fOdnGAEDTLn7nlFWRcSEVSvWy/ArbpkWpU1Vuxvyi8vYe6iPquNO5v3FT2BZFvfffhMzcvPJLyhk9frNAKxtaaSlLnGIpbmhln8sftG9V8tibUsjm9rW8O2ZC512DIWSEhYOTyRUCvDiJxs472iXhL6mqZ47rpaK4PJ7OhXHnMjXv30JWQVlHv6dJcuz2H0cMy1HjDUmPGrslkAYwinZMjojhYy0EF29UV9ZnNee/jM33Pc0MwrLPFQI/yTyQcsO5mSPISlouCFecPS20jNHsPdQrw8gaAnufenqXQxPC4GmJQQT8dbcUMsbi5532t4wDDIyh/HUIw+QNaWKrYcMYhbsWbeSfWuXc85vbu53DFMg+XS6bhdP1hCmiWmavr6uOjObkKHjiAcD2YVhrv/jU7Q11VBcOYfS8lmSd2dvQta3rmLNqmoKw7OZUVjmC6tKEGVw1PEnM2LkKObbHre3X3tZlp0KBskvm90PPAghJSe+/+OfUdO2k4OHuuno7GRoynB6Il+8Rl1TfQ3CyEYICyPoAjxN1+WGy3OdKmtzTVOdMy6UYG9OUZh1Ow4yZfTQATcPAAf374XQSMdztKs3BZIhKZTsPBcaMGxKIZownXnNW4bqvt/fRF9fH8KyaK1bRltzHbf95TmyCsJEnFqm2BEezYvtEo6nRHOoofu/p8aooWvOy0OGjeK4k+az4SAEQ0n9NsZDkoMM6Wjj0+VvMqHitISLbmpSgIhpoXV79J9iUXhnCaxaIz0qx4yVwEbTpRBpKNkmvXtI4mUFg4cvlM0qhzcbjvw5ISQ5/rW3E4OIULK8Hsf7ZZ981CTYtVqq78ORvWiDXwTOTQ00DxwJfDmm2t7jHUZ58T1eL58HzJ7EhAJwCqDZv2u6xzvmGS+FOTB7JhzyJBeNGC9Dleoyqs6CpiWw37+eu+D1KxmKL53tPtjtc/cfKVsu/v15tq6S13RDRzcMB6AM9Awr75IQFmbMYvnSDyg89kzyy2b7BRLLZrk8FXABlyZ5SAoc6JrG2uZ62hpryC2bRXFZpSOW6GyskPyN9NQgh3qjWEIWyb35gadpqV9Jnkf7S92nETA461vfZf6ChXQkTyDSF2NqFuSdewE7gcKyCha11fFpbRM93VKXZ11rMynDx7Nm2UcOcT8SifDYn+7mmONOYG2S3MH98icXcPnPr0sYYqmvXoYZF2JQx9myab1T4sQwAr5wijLv3OxdENbs8L+2e+dnmCp1GRDCouHTDznjvEtwamVagqhpEbS9fgIZYovZKuzRmHA4exYQEDiLK8hFa2hykM83NLpk8JgMcWYVSjL4qIz+mVcfte6iMmuU9DbYAOXvyzcx1FZVd+oPetpJc+Yu/8g7sK8dNIP0oUMTD0hPm6xuanD4QQCFJeVOKHpM/mzC374egPlfX8BR5UUD64XZE64QFrpuICyTYFIyUWE5fS0lQOpZ9unHTC+qYEaBrDgxozBMYVklhg4HVYawJljTXM8tl8uQ+evBENf98Smm5ZfSUr8Sy4w5PMGCkjAXXnqFcy0PPrmId9/7gLlHHc3o6YX91h/llZoybTo1O6KkDw3S1b6NeDtSAKc4PJP1zR1MPeqbxHpltq9KYLnv9zdx3cjJZBeFnXlH1zSaavtz2rKLykCDSNRMmCmpbMyokWzqcMF7R/L4fp+ZnpNHX8dw8k85PuGmEuAPv7nWabtoNMKqmuVMzy/DFDjgSwhBUtBwxGcTeW4HmkM1TSMpaDjXqep/KjkXkGW2Ro4azYaD7Y7WnNcifb2cUpbFK117WfHwlcy8+M5+95oSCsg5MTXV9RrpOrz9gQwRBgPwxJ9hYqZ83QjIRb+kAB6+C6prpRRC9kS+EAILl8D2YjjcbvOREnwnYEgyvBDw6puJQZQRkEr3nXtdAGYEoWm168lTiS5tGwcILx7BjvQZ9f5/pDyf4PvK86V+93m2dEn38qXEesCZ5vj7YXUbtLRJBf1ZM91zaBqcfKEUlVUHMQJw6sXwwu/91/eVDMWX01auWMGalib09Kmo5etI2XLx71sJQmCllXOZPfZaIhOr+KzLP+a9QKB8VpX0qNjYYel77zC9ZA4nL/g2N9z/NOsbq8ktm8XknFIsBJpwydoqxCiQ12BagjUtddx6hZsZdstDz5JdGLbD/hKIjRiazEg77NK5q0OGIS1BTlE5MwrDTgq7T5ogJtjxmVyIeqMmSUGDIUOGcFLVOTy1pM0Rhly+E/q6u0kaEiJjcgFJQ4fLRAFdtxXlLepra7CyT2H4NHkf0UiEjoMHEoZYEmXnxWIxhGVxcP9eRgyfjBFMGlBRv72jB0tILbOfXnC24+Gbd+PifgBT6me5IMYSFqtXrWB6QSkKypiWIKCAsCWI2v+EgLVNdbQ111BSMYeconJn/vR5pjSNWXOP5umH73NCa0qYFSEzyRKZaQoChuYABHA9YKrt41XpvR4wlaXaefAAeiBE16EOmhvoB5q8bRKPMiKRPleOpOcwSb17+dm3TmRIsgTriuDtPRbIrFVdN8gvKiElqNOZnMy9j75Ac53b12+9+yF3/eL7RCNy3P7xby+RNj7XJXwLjb6Y6ajcr67vD1am5ZVSUOZ6chMlWhSHKwmNnsGYzBT2dPb289wo8PHRv9+GpClsr/knw2cMEOqhP8BVVrdbemVDaRkOgBOys4jaHu2corBDB9CAkko/p60gPNv2DRyZr3P+qRX89uU60oamy+cNEwuDSDRCwBaCPnyogzEjRzNh8tR+329uqOXDd9/yeep1TXfC74p3pDJQR2ekMCo9WTUCgA8gDjaHTh3tgn9No1/1h6hpJUxOANi67FUqyoopDp/nzBfbU9P6lSsydE3ON6mpLh9q/TpZf9CyJJeoph4mnSjDZEbALoODzL4ryJKg57nXoaIE5g1CRleWPkQCsASgEYBvniVDkNJNbhP9EwAbh4gvJP+rtQ2ef1OGziwBEQteWiw/q2vSo/PEQ5DcLTMXvZaonE9NDaSrBktwnSXH+jlTSnk+0bWOmgTrqhO3hzf70esBU+BJeEFZvAfM5oCt3ewWLQ8G4M93QNZE/zkSWaIKCl9CGYr/Ycnx/3/Y8uXLOWP+qaxuqicS6SPVhqNq0Vcp4/GTePz7UzL6D4L0jEwuvPQKx/2/trWRv/71r7z60jNcftE5PHrfnVx+0TmYFhTOPsH33dql7yIE5BSG+eZFP2FGYdhZGIRwFwkleeCQwC1BY42fy9Vct0JORJ4d7Mi4kkjKKxZPFlf3qcJHNcuWcvlF57Bz1+ckBw00zc2GWtG22zmeao2ATVwNBkNcffMd5BfJQsS6ESB9nBv+CwQMZyG+8NIrEtbG+9GV1/LQ04t56OnFzKw6Fk3X6drzGdFuuwTLAADslRWbEUKFniIULriKqM158SU/xPyLgKZpBIMh8kqlXIDSQVTFnnvtItCWJUO965plWHHRY/dxyxUXsK6l3hdF8E5zxeFKLrzyRgrK53DRlTeSZYcfx2SmDOjliFkysUItgAC9PT3yZwLleUsI/tmwHSEEkZgpVfIBYZl0799J7RPXO9IgXvOBbiHQdemtCIZCfP2c7zjjvmvnOk4rHMmQ5KAD2tSYVqbOaZnS+xAKJVE++yiCAYPc4lJfX+/Z1GSf1x639SuZNHKIfa8uwIzEZLg3Pzwbw9Zs0g2DvDLZTzMKy7j23ic5++Ir+mnAPfXIAzQ31JLlzdSLW39aGxuI9PXwr9dfoaenl669O3whRO/4SPR9ZbsO44nAyD41DMOZMwrK5kigZIcgNV0jv6SCX937JAsvuYrr//gUOcVhQOunB5bIVCZ0jz0mIn199nXqmDE53vcf6mFrJ2zfusX3XdV/NZ8uBdvDahgBLrzq12TbGwnLA77i22D6mHSyxqY7dSnhyHOo97o/bNlJZ0/UTUax3OoK8dSNLUue4/gyOXeo+eK08in9jmvYmw9dQy68l14Epx4rw4uGrcyekQ7PLpaK+F4NKk2D5rVw2Q3w+Mtw1W8kILEs2LF+4E5wrnWA3sqfBpXTEmQlJjqW/V/Tann+T1d6CJIes4SbFbjqAxfcxKJQWytB1P0Py58vvSp/PvqU/E6iSz36mzC5wM+ZUsdPZJNyJYD1zJ9a/G9OBqTdtroNyry6Yxq4ArC6zR3TpSK+L/uxDoc46TXVLqnp8uc3r+5/rc1LE9/D/0X7r/aALVmyhEgk4nBTxuxdBlR+IcLr/AULfVIVv35J7vaV41QIObE11a1kZO5sPl3yPtOP/RZP3fotGSKxLKJRWNnQxPRTL6Hp03edY580/+tO2EtDboKSgoaduSackKIQBkJzJ0UhRD8u19D0TF596s/klMwmtzjMtDH+0JMjl2BpDqBSY1u1w2N/upuaZUsRlkX59//Als2bKJgxxeGPGbrGe0073IPaD0NyyCAKXH3zHXy6UyenoJjVTQ14d0SZvZ/xx0efG1RpPT5M8sPLrqGxdgWbPnyW1GGjGVt8nPvwDmBqUhhXejytr98P+L1rmqY5IUxN0ymqrKLy2FNYs6oaSwgKSio9oFewp6PbqcsJgtUNK4lFJYCIRvpY8varFKnwb4LwzNMP/I5oJEJbcx1jpswgu7C/GvvHa3ZRMkWWCorZHrD7/9FELNIHgSSnDmFCAGa50OX+NxqI7dkvkyRsRGj1dfVbFBPx/b79k+sgcpiJuWFOP2UeWTn5/Z6LeG+HsrLKKjZvkNpXGjB63AQ2ft5JT8TEsvye4IrZR/FkXAjaLTSttOosGcrGDQE7k72A4UOTqKupZk1DNXOPOmZQAd4peSVYQjA6w68xtap2EYZtOwAAIABJREFUJSKlmJE5FehGgL7OfYSGZPYfT4PjL0Bmh4aGJKPZnttrbr7dqSAxZHyuBNVBGyjYnuyconIKSmXFipChE4lZ/fxfqt0yMoc5x4u/MJUcY4SSMZUulT0QP/7gX0zLoF//CSGzjGdWHcsPfvJzUsfnAErwtp6W+hXklc4iK65ygCqP5rWB5tB4XpimufV1FcfO9AAwNaPOGQdtmzYnrMpQmTWKN2u3+l4zDCVX43mxKFeGF2vqYdgwuOOPEmQ8+Xd44BYZ3lJgob7Zv/B/tFR+fzA7Umjv+edh7nRo2DqwhIRzLFtr5Z0PXbAEMG0qfPaZDGXGS0ys3ekCsG1roPXj/uV8TimA91f7HxyvTbLv8YsS/kEev6cHVCk4BcYcYOUJRU4plMK18VmRqt1XtcCylVBeDNPGudmP6jqKczzhSY+FkmFqEahnNVGlgZZP5Pm/RPZfDcCOP/54QiHZURoaFXGp3YlAQfxkrsi9ylzvs5Bp3paaEDUH6Om6jtA0RkwtIr+whNWdqVx7y11OHb4F557P+l0dHq0hwbC0JHZ39DicCcvCqVHn1hCUXK7zL7+BmqX/Ykp2AY/f9zufUOWE4/z6J2OHpTphOrUIeK04XMkPL7uGhuplRKMxhoyZwvamD9m5fTqaNpR36rfRGzUZkhxwFdDth8swgkRNmDYjlyXb13HWgoW8tfhFO4tPPniXnHs6Q5IHEQNMYN7J3ZxcxdZO973JHTVsy+gvTlh60kKWfLoSyzQJJac6x/ndI4vY2CgXsz/edpMDXOeffhb33X6Tr+1mFIYdT1iv7YlRfTEkPdOZY4QQfPT2K5x4+tlMsfXUlMOluaGWx/50twP8Y9EoaxpW9iuH09xQy8eru7AOSDJszLTo6+0hZsmQbTCQxGBMJDV29u3Zw5723dS//SZHXXkGQ4YOJZQ+hB8/vXhAXqOX75c8NpuRQ5Np7+xx2iz+ufBl8QbdvswvCfPqhgYWXnAJuzMnsP4AGLrkQ61ubuTaS/oLG8cv2CoKgy6jNko0uNXD9bJMkzWrVpKeGuT2n11INBrhzWf/7CzWicJhecXlpIQCDBvilgJ6edlGSipms6H1MBMrTyPa04UV7UXXXa9kgql/QFM1TIdmDMMEFpx7vvPelvZD6JpGKGBI6RGPs0BZKKgTNf1aYaqfIn0RBzAFbJ7pvBsXo9mq8UbI9doFgkE3jAhs2bieyy/6q9M+8RIXP7zsGqd0kCVgQ2u9T/D2l/c8Qc74ec71DLRR9QI8ZfFAWNfSZUUOPJVELOGEXXVdir/PP7aS+cd+cVHN7q4uBBluX+1YL71eZUUSSD35koecH4P6Vpg1yyV/V5T4yfgF06UmFZr82blXCpT+JxaNye8LBpaQcEz4uPKOzQzDbTf0l5hQtqoJZ4M7crgfRJ1yAlhr4KN1ntMMMJq95ZaOxAGLP4Y3mhCf3ZiShs/75XxGg7YtcPHlbsbqvTdBcZ7MfmxcA+VFUJgrJwTvKed8HXZthMpTB77GL6n9VwOwuXPn8o93/sWDbzXSEwh+oXp38ZP526+97IiQgjsWBdLDstIWSETTsKwYoaQUrvjFDXQcPMCmzCqy8wpord7MgnPP903Q3uNYQjjZQwI5ZyjNKBlisggGJMdqXVMdzzx4G7FohNa6FbY0gsuTOeF4PwDLSA3R3tFjc8Tov2tETqRnnH0ery96QS54sShbN28kY3rY4R15v6NCLlG7SK4CA8XhSh56ejHVNTV8Fgxh4V9wvkjBb+81FYcr+aB5B1tX70IAoYDOD370Yz5es8vnkdM06E0eydmXXMO2GFz+q9/SZL/3763wW5uknTF2KvXVy8gPz2bPxiafBtXqhpVUzppNJGZKHTXTFfBc19zAMw/e5ksCsEyTlvoVTMotcdo54eIZDJJXOssOALvtcPlF51B2wW3c89xThC/8PVHToqerAwIZA/MePKYisnvaP0dYrlp4SkoqkydNpDic43y2vaPHN64xYcz4ic4iDDgkacv2eHr7LD6LV+WC3fumbOWzFn6Pv72/lqhlEtIFPRZ8+O4/Egobg7tgF4crPaFxt75jzHQrFnizdjc01zoCrJFIxDlOvFevfFYVwYDO5JH+TK/W7Qc4Y0EZKZtXEbUgOSWF088+F2+xF81DFocvxnlOSxvilDDymtQe1Gxem/896TyQcE/T3FCc11sFOCDe+V78gYCAESBqWiSlKHV44StSP5C3an1rA22NNext3+mjNaxdVc3pJ8/zjWfd0Lnm5tt9c1j8ZvVrCxb263Mjf75/7kByG9UQH5IUZMrogRNGBrKuzgMIYUtxOKRw3QUClWVuVlwgKBd3b5istAj+bKvklxVC7jT3AnsPQ19P/5O6cdPEF2UYdlmgOI9SIrK74i2ceiy884H0eAUDLnHfC4heehVuvQtuOAMuvQp+fhp88DGMTesPol5YAz84H4x2bFKfK1oaLxQ7WHFv333jn5OEJY81Ph0HDGoaZNrl+PQ4r5f67or/zd6bh9lRVev/n11V55yeuzPPc9JJd3pOpzORgTAHGUQEFEX0Xrl6UVFEUUS5yr04ISCIDKIQEFEIM4RB5iFDp9OdTmcmCZnnoTs9nlOnqn5/7NpVdaZOg/d39fvoep6kz1Cnhl279n73u9Z6V0NixmrzRgnA1D9NkwkJ8ZgEmqo8Uj+976uifzD7pwZgADNmzuS13TpNO2Rq68lAQHJQ+ItP/RkrbnH6fz0L+P3AcRIFEmfMO42jTohf3vtHptXKoOXtW2Dr5g04TnbKcWTWovD2FTJ0r9aaEqJ0vV/E4pYUQHQc1jWu9AZLIWTwu+NIFevJVXVpORMFkIQXr5Tam+vOuoSXnn9aDvyOw9DREzjSY3qTcfAXUkPLL5JrB6LDy6tr6Y7Drm2SDVQr3ZNlnmayheUjeHvDfj41cxylI6UY7NySYQkATBOC40eO8PrSZxm74LPcc9dPmfOth1L2NXPWLE8kdtSAPD+Y281ClS5aebG28AHwhjUrXPkKNdALVxh0BlvWNbF5TT2x0xbSWL/MA18IQXntbC78wte8kkVhV7wxITbNssGxOd4RpaCgkJ4uP/YmFM5Q0Bf/ng4YNJSDHXvRDAPbMsnJzUuYHxzH4XhHlOrps9JmoQYZnxPdJgeOdzF5hO+SCwICxxGeHhz4sWlBwHLs0H6y+w/jzVeXpoCidH0gPHiiNxdZLv1oOzbFZdX84I6H2bu5icETK6iomU7bgR3esRzbpuNEW1pWr7d+pUppmTELwwhx9nmf4sE3fcZAMTKmW6NQvU9nhUX96LH8+Kxk8zJVnQDjI4QfiyykYK4ecK+r8UcVqNc0TdZCVPtMA8CUFRT2o9OUz2c6MddkRlTVzdR0I0EXb978BQAJ/dmK29z6k+8zobjE2897jRvAyMbu6cE05T1M7mMtHYn9QwgVAybb46tnlZIVPvk0FdEhGrgPhYX93Hg2b8/uxO+CrKoy+OMD8MbrEoxNcQGWFgBpFaUSeNmWX9w5GTT0ZqEsKQqq7KrzoK0tMaC9aS185Rpo7/aD3Usn+iCudBLccRNs3Z+eiWpaCzf/QgI0kAAmZsLLr0tR2LKC1PMyovhjlfvZO5vhxPCPJ20xeDQc2Qd2HH7/Llw+U8aa/eqHMnNRMVxDFYgN3IvgScyZDeE7k0CxW5oo2iNrRuoGNK+TcXEqQeD3d0LtmR/9vP8B7J8egIE/yfQFBARXiwf37eHZxx/Fti3qH/gOdf/+y8CWsoMX9evH3o7jtOqDsC2bKWWVvLO8gR995WLm37CEn974LU67+vbUk3KBkKFr3mRakB2msyfugS8VfG/biimDvMJ+CKEhNBn8fsU1N3Ki9RiTK+tkNmS6BnCkOr6G8EBdsr25G2773WM8+4HFqWcuwgwXcuBIm5cJFRxEdUO6oQzDIGrFvWw9gNUNDdz4zS8z82v3IgRsbFnDtNr0bqK+ADCACUMKvFipdCYEHDl0AMuyXQ2q9Mul7LDBxGEFRE2bnBG13HD7YnZtamTm7Lme3IUqNaSp17bDlMq6BNXwuWd/klPO/iS27XiT2LOP/JZPf+7fPOYCx2HmgrOZ6MZ+FQ8v9CYdr9C74xAKh9E1jecadkrGpquDUCQLB4hEstLWIQQSNLFy8/I47ZzziRkhItlZHsBuaWpg9cr3GTyhkrNPn5+WBVGMjxAyOy0ZwadTaN++JXEbGXbmgny3b9gIzr3oMoYOH+kdb/F9d6ZhxWrZur8NcN3uDmhuH504tYozF85j895WdE2CP5nJKoHJlk3r07J6vZlDIvucXNFEKfWbsShGJIdhOQ572mFg5wcczp2UsG04HKan28w4V8t4ZOGG7bijkIBu0yI7bKAJ2La+mY1rVjJj1hxmzU7V7grGgD27sQsjN5/kLpFMzFROq+P8a7+aMcRCjW1KKsVx4oybUsaYiaWc/olPMW26THhQGdwqcdix7YTnNj6olMLh4ziy7QShkGTAFl14SUKJq907txPO859d4TKC6px7K2sUtOsvmsZPnljtvS8oKkTmQQZdYFoigKqtgbFDJBjo6faBQjBoXDckABOqAQP7O35QArNBIxMbWtlF18BfAhIZnYdh6MhEkFPfCN88A378jK8PVurLpuDYUv/qtCT3mmLN9h3wi3PLBnMnBzdW4uZfytfhkIw7A8hu9d2S6pyXb4ervt2ntk6x0z4HT/xSxgccbZctZMZhzQaoLCXF5agKjqs2Vt+dcx78eTG8+QZMq4SJoySoE5pUv9cNGZzftC4xtq2hObVWZdNaPx5Ovf8HtH8BMEA4Mp6nryBArRZbmhpkdp0J3Yc+TNimbFR/wFWIB6/0i+U4vL4LmeYPxGMm3d1dKceYPKKIuGWja4KjJ3owNEFWTpjOaFyyIvglhFYue5e6madwoifGw7/+b2zbQtN0Pv/1H7DwE5diObbntkxn/fIitLoldhzHYeKwNKsmoLSimhc/bGbI0MEc75CBvYrdCopUGrpOPAAAmrYf8V4/tw3iZtxzU/71xaeYVpsah5IpayqdXbGgOOWzT80Yx5Mr5T050NrNkH5D0Q0Dx7YIR1Kz2pTpmkZORA4IZ502H06bD8Dmfa2AL5oJbiwesn7k9bc9xKGtzUybMYecYZOwHXj+0fu8Scw0TbZsWu9llGqaRryn3WcfA4O3mmRfWN/GBd/7CfUHdaYOL6QgJ8yuIx1ouqtxlE73DN9tDbDivTfJGzqeVW+8yqxJZ3tq/cn1R0c8+ASV06an9ndvvpEu8G3r17Di+bUeaErnvlqypSFhF0FMr7kALByOsCiJjcrUBxQoUgkPjtv2qjuPH1qAoQn39xIIh0IhTj3zXJobVqTtU5mY7uSsu2Q5BNuOgzC87Y7UL+HtZ58g1tPjseCplgZEuOBLCbEqlkwTsiqDADY2N3LLt2Ts1TOL7+auxUu8Nk83LpVVOfzPk00oTRtNMbauHTt2hKyCgbSsWc3UYTm9SpDohu7WzYzjODYfblrHnu1buOQzn01g9ILtoxsGNXWzae826egxycvP5xvf+wl71kmwqNpb1aH8+pUXU3LhteQMGE7ekLF+GwcYwUd/fw+1dTNPCpz1JKCmfu+APxEns1fea+HXh9SC2yEnfCUUGkz7WP+BBBgVU+DMkd5RE0zToewUGfytLHkMVsHz6runn4cLFkHJeFlHMdoFhUklgYISEYbuluhxx9/PXwIc96/BtvxMyVffgNOHqUb2/2riJMr8fTB1WaGQVJcIGVDtgi8EFAfu34hJMoZOMbsji2VdTk2H2bN94NXpBvd62ZO6BGs15RB6ovcEgfpGuPcl+O4i9/1qSD+t/V3tnx6ArVyxQmbmFUz4yCAgefLpzh/Ni6t3Ma51GXortDTtoHHFewyeegpmdzuh7HwPsITCLksUMsjKzpFxICJxQFPFeIMuH8AL2t3Q3MCNX70c04yx5A+/4ZRzPunVwXMch/YTx7GVtIT74Ce7Q9REVFU7i9zhxYwZlIeuaSmZVhTNlsOPkCneClAGgZZnasXtvt24tzXh66DL5JVnl3Du+RdRXl3LnQ8+QVP9MmpmzElxh/Q1NkxZcmaWpWdx6ReuomV/D+dffx+HUjFv7+bGPtmOdIVpuubGgMmrnFhazZmnzsPQNXYd6aA7FmdKVR2hUDpAIN/PnD3XDcROPFfHcZhaOY3Gti2MnTCU1Yc/JGzoGO4ko+5gNNqNHk50X2uaSGC/ZBC7TdyysOImthOivb2dB/4YTASA1fXvM2ZKBVvXr6Gx/n1mzZlHeXUtW9c1sX19A+On1pITMfj5t6+UblmXIQZOem+eXLHdm3fy8guJWXD9zbcxfGJZwnaZYpEU2FIxaJqjQJn7LLnPSXl1Lbf//i+0NK70fp8ua7M3pvv+v25MIIC3f7Ap4RyVSn+s/TihrFwEMtvRti32rXmD4VW+pIzj/SaxPUzLdsNmhF/UPbBNSNcQgoTyYGbc5NXXXu+1/yfHpyWLmKoAfdtOdRdC4gIUC87/9OVs3bad9Q3LvDjSNauWUzWtztteMYJCSEYT4OHHniAytBgjO59xE4sZnJMafL+8YQ2F46ql3EngGlRMXNvhfWx7/WFee/dJFvchJEFpzilrP9EK/fIC+xbIIs9BEKYYL/ySOR4L5pbN0XQ8iQQ1ADZvgG//tw8ABrmsVvAm5g6Gm34mX08Jnlngao/uk7/b9ILyRUs2a1WjLH9k9kgAlqxKH5SIsAR8+nwYNgzYB2NMMCMwaQKMGwTh5tQg/KApAKZkJj4uCBtdAh+uhd/eCptflYBuRKHr0iWxbYKuYMWCBZJGEpjIoOtYcxXyy0rgzpvh+VcgNzVDGZCg7J7AMfcd+BcA+0czpQM2YtZFjF8wAaBP9daCllye6OgHq3nt0Z/zkBt0atty9WJ2d0gA5g6Idz20hCVbYN5p5yCAl5t2M2pALhVjM7vSlNm2jOdc607maoDGIUGEckplXUJQfdDNpc43ODB+91cPMX7h/LTB4mf813Osb25CEzpvb9jPhKGyN3dGU4OLVfBwsitTTQ6nnXMBKoQ1HveDgQePn8qcYcVMHFbo/ebjxoaBr7IN0GPGGVE8ml3dB+mMWUCcN9ft69N+QILgzh4Tx5ZB4Lqr2bippZHmVcuZUlnH+CGSLcvLMrBthwmlVdxw+2IObG3OCAjSFd9u2XWMvUc76Wxv56m/bqMzPJjNG9YxYWRycdxUZkUTguCUljtgOPlDxxEKR4iEQ/T0RNm7fROr3n/Hc9UZoRCTyqfz/rJl/OLbX8Q0Yzx6/51cff2PufvnN3nZbwvP/ZQPCNwElJeeefyk9+bwiR4PJBm6QcyKM6G4hDuXruPHl6a6+JP3oa7SBo+lVTVNk61m+gxqpvtilOn2l47pVnai2/QAsePAsrdehfF+fIkVjyMMnT0NL7Fv9Utce+P/eIu2D5b+NhGAZWCco6blBuBL4GI7jhe7JRCeiGjl9Fkp1TBOZomiv4nfaa4chkB47kLVHjV1s1OyWRddeAl7jnawZW2Dl+wwbcYcv62TFqyTS8v5+pUX03/SDIaUzaFs2mxsZ2ja9h46eTZDSo/h2DYiEOOmCcmqt25ZxofvPtnnkIRgIhRA27EjOGPy0Lu6pe7VpBFQU4lX5iaAvxJcZEL3P1OMmGdu2zauTdKmShJUFTrc+KAESQA3XRjYRaBPvPqQrNkIEAnLfemaBAtNa6GqHPL6p15sskREiQ6XXinV380odMcgKwq79sD3roa2bqib5gfhA0QigC0ZtHteh8Ptcl+L7/l4ICwyGnAzMEOG3MehnfhgNtkCbR5JioEOliHSAiAteO8A/vqebIN0tTVVFuemF+T7/m1AATz9ElSf9tGv7/8n+6cGYJ4OWCDDKFkI9KNYY/0ymh79uTdoyAWTooNct2GS1+idt96gJG8y/bNgaNGYkx4jO6zTFY0jHEFZzUxCITkAGkaIuWd9ktlnXsDhbdJFtOdoB8/98T4mV0xn1uzZKe6U5IFx05p6zj5tftpMK4DmxnrEIFnCQbVZPEM8FaQG8ytiZsFZn+Al12NruG4LgJ6YlRAvlu4cVy57jzGTKyjIyRyADoHFrLu7npiEJboQHrP41vq+AzC5U3lNlgsANq2VVQdMM0YoFGbUQ09QUTOd/nlZ9M/LYvPeViaVVUtXpmvJgCBdgLZlOew/eIiNLU2ECwaSNwg2b1zPihcfYepF1/kDUJrfJn9UOHIyDnDFd37BllYNJyahrwLWtbPmsujy/2T05AqeXHyPZFDdbLfXX34+IfsNHA8QhNzi1ulc9lk69CQFpvt1S+Xf5Pvcm00YWsjOw+04tiowr+LK+ryLBEsGDoVF/fj6lTImE/Bcu/G4ScfxY0QCv7XNKCDobjuMZVkpFRyWBOLfVH9PvkuW7aBrmuftilsOORHhMWEKF5RV1XLLvX+iedVyKmpnMmR8GZlMscR2AIR4CyHXsnJysQCh64TCYe+6lcsRSMhmLa+uJWt/G9+99UG2rmtgwfz5aUWS1bV7z6oVx3Ggve04jpPetRwvGsuoMePZvqmFcK6/4FIu2Wl1s1N04U52T995dCkjp0uX04ABAxnUfoTQvq1w530S2Jx3Blx0oQyuV+5Eb6AIuCC9zwEnAAbkCUp2KqhNpVxgapu2wYnaXQnmSEHQIUlj/YN3wzMvwtMvwBPPZC7Y3fga1JyemN2oQEbQiofC5gNg7oZPfRZ2HoL7HvJZoFBYMmy7gCPt8mGKmZlrVPZmyiV6/Tnw1Wvh2+e4X7iCt+lMAAUDYNj4xM/7DYWj+33WUcV9CSTroOtyv0Gdtky1NRW7CDDYvfBf3g3nXAxzE9UA/l72Tw3AlA6Yytr7KHFH6Sx5oFl04SVsa4WmQzB46Ag6THj6L3+EgipvxTb9335O+/7tHD18EKf45ACsKDfCkfYecASTy2u45d4/sXrlMqbWzGDslErMuM2i0xfQ0tTAz9wAcCMU5q6HnqB/TaI+VsoKtnK697lu6Ngxi1EzPsHulbIT5xcWsbunh5KBIbrTuR6TLHmCVKvz4tJyXvqwBYA7HngsEPDtx26kO0fDCDFqSjX7j3edFICBSMi+VK5STRMZmYm+mNT9kikLKuNU1XRsWrWcikAbD++fmxKb0hcTAo4eOYRlxd0JH4SmEetyawq6E2u6QsXJlp8d4kS3ycFYFqbVQ24kgtB8RfYvXX0dhaOmEDVtSqtn8GxA2qFuwdlsam7wGJhTF32KGaddwMFtzd6zomIgg5Pk0KMr2FGUWO5DnaZq+kylo9K2ByqOzEnYR1/uYzr3dSbgoMyyLNB04vE4zQ0rqJt2mfddTnaEV2/5rOdGDsbCtTQ1UBDdz4nIsMSLDnSB1s4oB1u76Z8fkW5tlwEL6bpsEyEQmiDs9pvSymkUl8m6mMc7ol7lieRrVEAqGIeWyoCFsCybsqpaqkcXsGVDi1/1wK3lI9lF4cWu2o7DxKnVzJ93Slq9vuQFRSgckiFVuk5hYT8peVE4NsWz0LzjKINGjKU1JhIAmDyHzO7oTFZeXcs3wQPA40cPY0pro2SDpGiiZD+WvgEP3CmDwxWzohrLczU6ge8c/3vHkdtUlMDtN0FTi9yPmvgHjpB6Y3XTJDBTferFZji3Ut0V2LkN6tdDDn5nrq6ADUt9gdV0zBrIsj8V82HKeP+7ZADmZTAIGbz+wMMwPA6/fhF+eL53GgD0wEkHkZOZcomCC4rc1Vc4ImO70mWhZMpMMUIBxkuA5vY5xYoZYXldNWUSVKtkg0y1NZPNtuGdt/8FwP4RTOmA/fwdGeynBtGPGm+kLN2gUQ40/aWBzs52COez5E8PMfMrd1BY1C/wS4eBg4f0GRio1b/tOEwur2H0ZFmrMGrajHddgy898zixWBQcJy04SHe+4cETEfi6X8/85RFKzv0Ke+pfBGDxHx6g/LIbWfr0k9SedRmZLNOz5amzB66zrGpaym93HW4nNyvEgPws7xzff+8dRpfUUFxejRk/eTt17d/KllceYNJZ/+59tmVfKwdau8lKqvbT0tTQ53vtOLKWr+Pga1HF09cdzM/+aAKzyvbu2iFLygRcU6HsvJSMvKCLNdnUpgoAqmyycDjCuImTqb7memrqZlNaWcPuo53oumBKeQ1XXHMjK958menzzuS08y5lzIRitjSvorhyOpPLa+iMmpx9us/opa3fOX0mO5IqtthJg/xDbyalSvZmLgJTY63q+6OSdLySrTf3dVrg4JmPnOKBAu26gOlTxnBeBoX3r195MVkDxzDjql+5e3HjowIIrK0rJgGKENhCyi3kRgw0DQ629pCfHUIgBVqVTIufKUlCHLiyhNitgCmgpjZX57N+bSMjas6i/t6ve1Igqs6qZVkJfTli6Oia6JNYsnpW323ciDakhPwCKYT67Kod/PjSxPYWQsZl5g1OXHRqmiDXPVamZIPejq8SQLqiFlb/Itjq+ODJQUocNDRJbS//bHxXV16RDH7XNLDdBndLaXnbApSXwOSxUpdKWTQPbHe7xfdIVgZgQTkcdLPyurqhcQNs3g/nV0PjmsDF231Tn9/3AezaBKdclP77nGwZxD5pAuzZBW+shy/OTXK/uNdx7pnw5AsSQOkalH5EtX8hfJcoSJem585127RfcuhE4PjpbNRk+HC93Ea5g4Ubo5ffD04clZmhZy+AF173Y+cy1dYMWigM8+b3vs3/of1TAzCAuhkz4J2/JtS062u8UXcs7tZE9DtTOj0dgK7OLrLD+aiOF9RLGjV2Aj1xWPHum2S1T8hYtiNoCeKUbjyM4ziEdBlA/8JTf054WBIBn2/B8zXjNuvWrKaxfhnFpeWEI9L5ov5O+9IvMLvaseImHR3tYCQKJCY6PFLVLBRYMAPZe8lgTQA9pg2YDHBrVpZX1zKquJzDJ3oQCIToA/MMyJZOAAAgAElEQVSxehnth3YnfBZz8/OVQKyyvkpeCFemQ2WVTiqV2Y87N6zmlLnzPzJgT3veTQ08dM9t9J9Uh24YFBTJYubDx5fwqVNreXuPv21f4LraRtUIjJtRBvYr5AsXyFR3y7bRBGi6YMu6Jh7+taycsGVtA2MnTmFKRQ3lVdMxLSvtEdNNkuXV03jqg9UJn1lWHE03PpZeogC2rGtkU3M9UyrrmFxeAw4JtQfT2UfJalYxmQC6bmA50h2m3NUAN356mgtqUuUs1LHClswalHIY7vkH+rjAz37U3AlG12TWo6YJ93vfM6YJcITg0IluDENzQVRmlnjne0sYc8rFKccFl9lDBpPnDhxB3DS54NLPe1Ig27Zs9KpxqOsbPSivt6kybVvu64A1O48B4DgD026ngu2TLSuk89WzSj/CEdNb/dZDnF4O2dNr4NMXwNMvSmYmFJIMVVBOAtyuLWRG3o51Us1dsWMKnAV7r2LLlCk3nBmHkOs+/PH35Hfb18KhdeBY0NEpwYICDfc+CAuH+vvpk/q8Cyj3fgD9FdsaODdNyIBJ00R2ZPWzNHeyohR+cJ0rV2HBT2+D4gmJx7Ys1/UHtB6GrhOyTSI50H9oYrzVfXfA1lddsdouyMqF/DRxbL1ZToHcv3IHe1mq6vp0eb1nzYe/vtu3cknK7v4pzPrHKcb9Tw/AVAzTt8+r4JHf3fWRtKh2He5gWL+cXt1hytWomAw9LMHM2PLZbHfxQXccWqOw6c3XePKO6/nmDTezeUOLJ/KaDAaDZYNsGzava2R940omVUxn4rAFskRP3F8N25bFHbf8MCXrKdk2tTQmAFClah6cnHAzt3Jy83Hr/XqWnIGXvFpS393zygbvs+CQoBY7mnucZPPCMDJegW81dbN5Zulr3ntd+NlyuisQG9y2LyYX0tJFoxTaJ5ZWM2PGTA8sKvu4TGpj/TLipkn+kDHkDhpFvOMoOqCFc/lg41rIr0jRdVL2rU+Us3bnMV5v2RukPQA4eGA/Of2HsbXpfc74pE+/S6+KQNMEG5tWJsR8bWhaSUlFjecac8gsKhq0tNtkOukky1TnMOhO//7tiznj1HknPY8gMBk6dXbG+7zjUHsCe6JpGpZlo+k6P/rZXby8I/N1Bc83FA5J4WPbQuhaWrAphHDBlUDguMBLgjBdk/dBaLI2pABvWwXOkptv6/42hk0sSxuHppi3MYPz2Xesi/bOLoQuwYRj2whN96RAWpoa+N3vHqD/pNqEsaIv9zu5HR7+y1MMqzkb7A8YmyHzTAjSAjDH6Vsf64ttbGkiVF7BxJu+C6fPkcrqs2fI4Halx5cAxNzXo6bAlgbJgDnIOCTHlur33rkJPzYJEjMT1ft0ACo/T+5D16Trr2E1LDzX16nqi/q8co1urofS2fJ9V6Aem+okRQWwb58Pni75JEqixB8fHFnOSInspXN9HtgOwybIjuoWdpdqxK7IrNIkK0C27dZXJYuoG6QPwMcFcKkC5P41CtyZgIQsVdXuti1LSvUGWNNpf1WUZD7m38H+6QGYUuvWPB2hkwd+qiwmxMlZCCVMqXSvpn9Jpia/GWAyLLMHNCmQGYvFuPUn38e2LM9VlwwGc8IGsbgsL7NxbQM3f8Ov0zZq8RLvOqJR23sYg6VHlCWDhGTGQLF0wckpFI4wpbQ87XWrDLykud+zX7/YkvD+0jkTEtjDLeuaaGlcQWnVDEorfdfkgdYuV5jSdan0YYAur67l6u/8iHddQfz8HL8kUsxK3bYvlh020HXBlpYmtq9rYEJ5LeNLqlKYmL8lc7OmbjbPv/6+J1gajUbJyYP2jnbe/tODzPiP27FtVTQccGRiRsTQKcqNMK90GCe6YzR9KLXXPGeaOxA6wJpVy6iskefTFYtLpkfTKKuZmVDeZ0rldIQQdMcsssN/W7kPdcd6CzdJl30bDodZdOElKcDw7EBiQ6Z9LX3mceZecz/5O1+jszSzAv6Db25OycYE0DSdKWVlvLyjhfLRqav45Pv8zRtu5vCJKIfCIWIW3iIo2tOTuF8XhCmIpALyDV24SvgyDkyxZY7muGyYX6vVshUDDt3ReAITqZ5V1d/DusaA/AidPVEJoo0wjm3xmS9+xfvN6vplaJFcCkdNYXuasSL5uoPjRrAdhlUtlLVKc/IJ5xaybesmyJ2Sso9MDJiD8zeFgQxvX8u+fDkRCwf2HTkGE4bJWK3pNRDOlm6sdsnQJfh1Pb+94b53J3xXvoNoFygNQSUgqsBOX4tX5+VJECjWuQ+De9Bnlkq5ivseSqzxqEBF3HTPC9+lqiYgTYO/PuwfQ4HAwgIoKYaBxcBRycg9dou7kZCgKpTVx3N3vJ8lsIZBTbIfng9rWuS5qXNVOivJVlybOVZFHSiBOtb897ou28Mweges9Y3wRiNc2Adm7O9k//QALOoCMPXQf/OGm2lrPc7U6hlMTYpPUrbjUDs5EcOrj9ebKfCSnZtP0AOfHTLoislMmVA4i3hcpolrmuaKZbrxI0IklGpRA1P2sEnYjkPL6kTWQmVyfvOGm/nlj7+H7VI9uq6nCFEmTx7pauZt34In/ArSZdWypoERoihBPFGea+KL5KaJJUl0J9cUvDlQ8PdHdz7MqAXzsB2Hts4YOWHDdT+e5LkN2PhJxby7dwvjh+Rjxu20A34myzQJ7NzU7GphyfO8/raHmDxiQcJv/xZV//LqWr789e/w3vZ2AEI5kkIQmoFlytWnZUkxUAV4hx56j5rps7x9HDt8WE7+Qvf7kZI5EJrXDw62dtPWFSMvy8DQBSWV0/jRnQ/T0riSksoZjC2pcFlDH1R/VHJCuePU8dM9Lwnq60nZt6Zp4kAiMDyJHENLUwNXX3ERZizGmT+5hBee+jOnll7S53NW12jbFlvWt3BW1UhmTx6asl26BcuX/+MbHGzt4revbCAa7UEPZ7F/7y5yB4329u0DMJfdchkuTWjuXxFIxhPogOHqKVmWTWePyYmuGD2m1etiRLX0+dPHsnbnUTp74hxp72Fs7eloRojcgiIv/vHQoNnoxl8Rmt7r4jPd4iLYDlMvvIamP95E7oARGFm5jB82hEP7U/cjhEibCTtvaCwhM/MTF13mlY/qCzCbPa0i4EoWDB4wAA7vkRl3ahIfWQwbV6ozUSeUJh5CA2G7Lj3dB2bqZ7oBlukzQN+/NhU4qX0HXw/oB6fNg631vszFk8/CD86DO+5RNCCEw34m5FO3w6e/4+9DBQU6tjzPUBhP2yeY/ZGfD3Wz4K3HUgfkfm4VgGDh7aLCVE0wlZjQ00kKMEpm/hrWQCG+ZheBRIaEtj3JQCKStkmQptDlPk+2j7oa+MPi3rf5O9s/PQBTDFhwULnzD08QGTqJE10xinIjqT8SmVXl09kV8yfxxPLtCWrxQQuFQnTHTWbNP50xZ5/CHbf8ENM00XV/AEo+x+t/9RClldMora5LKUoMLnvlxaBIkcRMoouxmMOtP/k+ju2k1Mx7eutq7nppnX/pmoZtxXvt/FpgTOvNgq4G6XpLZDlOWzDPO//g/pIzJdNZS1MD7zeug7wy5pYMo2HbYY51RNNuu3xlA2b+COaVDvN+m4nB2rmh0VO3j5smW5rrWXT6goT9/S2q/gDjJkyk4eBWYpYMvgdVX1PeUEM3MG0Ykm2zde9h7r/9p2i6xmeu/A86Otp5ZekLjJ13KaPqzpU1CwONF7wnrV1RdJdpEcjA8JGTKphUVi1reDoOhi4wbeG5INPd03QT46ziISzfctC7U5rQ3ALyqb8NTri6oePE/TqHKpu4bM45bGquJ6+giE1r6hk1IC/jJKzcuMqCrzPZvmOdRAyNaNz2iqrbts0Pv/UVfvWb+4FUAJbpPuvBYsPufoa1rgZqXRekDCHwPCquC9IHZ8LLCJbxjsItSWbT2hmjrSvmCg3L7TKNRI7jcPXZU4mEdKZPHMymva0cae/BKJBB0Q/ecweLfxvnroeW0GnC1797E/U72riqF8Y23eIi2A4An/7cl9huh7GBkWPHI/ZvT8jeNC0Zd5hcyeGb55bz3KP3efu3YxbP/OURlj7zON+84WY5Lp6EVS6vrmXFvgb2dMCU0nIGDegH9lE8DSllQrguMpDS7QEXpPo++E8Xviuv/ZiMU8KGdVvg2p/4dQnTSUcMHAHjymHbGhkDtucIjJ4g2bQvnCK3UW2h5pVkd6AV90GXirZVrsiUSu6ajDfrbIO2w1AyU/6us03GZKkyQME5TJ2zYrPCIVnLce5cebjudmg7In8vNNeF6ySyZwDTq2HLS/5+MzFgfbFk4BoEy3oITjYPVFfA3b+CD17+eMf/P7B/egBmum6CWDSK4zjEojZLHn+Mz11zU8aBTUszmfVmE4YWpmSBBQGcelU7cy5zpgxNEOsEEtgBNfBtXFNPScU0JrlFidc1ruDUBQu8QSlBVNF140BqzIppSoBj27bU+0qqmacJkSil4EimTrlU09kpU4bSsusYxztjvbZLsP1q6mYnAMmp1TO946lJRtOgO2oRCenuIC7SyjyoST1cNJxZ/3kn2z/YQqwLjhzpAj0nZfuf/uQHnH7V/3gArDcGa/qsU1h87x3eeZ66YEHK/jKl0PfVtSKEkO2r0i2FQDNCXHrFv7Eb3Gw3na2v3M+7r76AKob8xwfu9gZWs0dK/fd0d0HIv2YH4V2P5roehRf1rYogy4lfqHNBspWSCU1s70xg9YzKESzfchDD0Ilbjle0Onnhkk59fejwkQkxYOXVtUT2tTK0Xw7f/vdLicViPPfIbzNOwrIvhTBjsv8pAVLF9qSr8vBM/Q6vrmYs1oMWysKxLeKWddLg/dT6mf59xG2xKWUV3muPbHHdjRqCgflZHGrt8rJVkzMYDV0Qi4vE/bqALXmCO7VsOG+u24fjwOBCP87Ge97cPuUAg8tPZbUbpzph0mQ2HN3sCbRmattQOMTYU7/E0U3LvetW7bAdmLPgDPYu20Z3zGLHoXY3VtVhzc6j1IwfyM+fXsNlcyakMNL98iLeuCUc4QnumqbJm6++2GdWuf+A/uzpOEZ+Xp7bjgERT9WiE6okoDp2ABkXlQRiRkyCPSqYLimrLxR2nzMN1qxPrEuYLvYrv78sRL1tDXz4IQzIhYceg7OrQcWOnu/WMtRcaQVNS3UH/m6xjLPyGDAt8W/yje5sC9xvDV7/ox/DNWKSVK8PWpDNMuNScLauVraZSlLw/rjgL8iesQ+qKmDzS3KjZND7UUwxaI6DNwl4NLwm711fgF1V+b8A2D+yrV0r45I8oUjH4c0XlzDzjPMZOHMWm/e2ppQCUtYb/Z882Sav/B13RWir9Gh8IBbUFUpmB5R7cEpVnfytLZg0tZq4bdO0apmXtXXHLT9MEVVM53Zsaz1OYVE/j3VLZmx0TST0cyMUYtb80+nMHkwynxTSNWJxm0GF2Xz1rKms332Mx5dt7/0GuG1RXFbNj+58mHWNK6mcPotJU/3iqqqVt6xroqVhBQX9+tN67CjVdbNZOD9Vz0VN6tED2zm6bQ31O9t4fcnvqb7yp+QOSAVgcdPN6nStNwarvLqWm+9+lIaV71NaNYPKaendYemyYfsSF7Zs8wEGFWT7rrpAH/v05V/ktufXcvjD9WhGmFWvLU1ZyPpv5N+enh4ioRzvc00Iaup8d6VkwPx4I10XXhKV5/J1t4vFU1X7M4FVv7ahXK3rQhBPs6RJdnsn14dUbZfgonRdk70Bo7sffoqlzzxOFzKWCySDrJiU5CoP7W3HsOMGmhGSz00InCRJhnTWm1SCEQpjOzBi9FjGjRsVaHMtwHLJ+NOwIYGwut1ybFD1HGV2c9yyPRZSATkVF7bjUDsj+ucSMjQWTJUALJWllzsP6QLTBt0IU3Le1VRPgp1bBR9u3cy2LZtY9fufp7j/gtd710NLeHH9cWo+dUGCrIfjwPYPYPsHWwDZ5g3bDgPyGp5dtYPqcQO8LOh0bKgat4SmoQvJ+p2srmcmE46DqVZusoP7X4ZU4pTX4Ikrwnw3a1wIn2lSyFlzg8uFBdVlfYv9UhbWpVSDY0uwE4tDVgiqpIuaa76SGgP2l6fld7+5X9Y23Pah76Z00jBgyiLZEnCpOaa9CwyXaSsYIDMYg5YcC1ZZ6oM3z+UnAgyYayoO67Fb3EVFYOwaPBqSdN76bMFYs6BL0rsnfdAS/KgxE//H9k8PwF566SUYmphRZVsWm9bUM71uhkv9S7B0rCNKTyzuL0BIT/+nm2xtJ7EjWArZg+cmSo6PycQO1NTNJjJkksxkxmHruiZ+fq2s0ffwvXew6MJLvFiaoKhiupiVL/yHlCNIVzMPUgGYrmlMmzmXNxu3qjHWs6yQzncvrPLeTx3VH8gMwFT8XXu3yf7jXRSX1TCprJr87DA9MYuuaFxOTEKwodlVnY9JplIIjeceuYcTP7g5gSmBRAClGIWe9jZEhtXYxIWfo7urk1/c9F1vwulNBPKUU2YzbGLZR8rWaqxfRjxu97qCdxyHV9bs4fK5E9Mu7javl1k9R7Y0sOP9pwAYPaGYPTu3e0kbmpsyv6/pdcbP8+Oe+g8YRFccKmt8wKAJGeytSq3hIOtNCoGmObLklXuNuqa5wfgGZtzGdhwiIT2tqvzi++70JkifrUnfVs89/miK21uZCqRX2cDJi5Deimur/Tyxya+uEGRSgnFmthXnREcbIkdOukova/PLv+Oqr32zz8HoyvKzQ+RGDHpMi9PLh7Nu1zHPbR4yNFlsO+DdUiWJNOFKUyDvh3D8F1pSjJJiJpUiQTRu0WNaXg3U732yil88E9CYQibvAGRHQpjdJlUuEC+pqOb57c1s2dCMQ5icgSPpaT/quf+SFwvl1bWsbf+AMRMGsfitzXxhwWTWNjbwjS9dwrzrH+PuX/2UaZ+9EZBjQo9peWDLC11K057BChwCnU9c/BlvvCuvTi3jZdm27+4NWMKz47muFHhI6oeqERG+pIOyMaWyvqGmWDR1b9wAfBwom9I36Qj1W9UQWWky5x3gP65M/KxpLdz8CxkfpqaMzVthfAFeDJh2EjZo24fQ3QOdUcm4hY30NyDIZtXVwJDcQBuRyEL1yYTrsvwYIKhgIMT2pGqXeQ9OhtiylFNIOvbajf8qRfQPZULQ03Yk+IHrAptB3HIIGcJLODnRFSMatzyWKdMEnI4VsPslrtjiloNlRtFDEU6caEtRg4b0yvpqINy8r9UTpdywZqUXl6RKIKVjcE7G7AQH2edW7WBm8RAXwCR2dMdxCEVk4oCyKf1h6LCT17EMWldUAjC5qhd0RePkRAxyI1Kxe/eRDgYXZiMELHvvHa/QuDwHG9PNGHVsJ4FVCgKojuGV5HftctmF9ACs37gK2vZu4bU/P8wLT/2Zux9+qldmQzGXmui7W7GmbjbzvvMwb//ickKhsNf2wd9PrZrmgfp0lQ7feOlZmHxBwqBy2Re+7E1MyqWmGE3LjHrB75FImK54jKL+/j0SQjoStICbUdclBIgYBtF43HPzahqu5h3sOdpBLG4zeURRQlt7TKq78Jh/wxJvYsg0Btu2hRN32LtnV8LnfkZk1F+YJC1CkkVQgwsekIzXKdc96oOfUIgRZ/4nTfXLsGMq+1nKRuQXFtERC6AE4NDG5byTY1JcPCUtK5eJ0dzc0oR24iB2ZAhhQ5ckhZsV5mU5uqBLEgoiAZDhAjFbyFWesJVuGO7iw71/7j9HkBIXGQnpKXPyhXVjad551FvwrW1sYO58aFnThKHrTC6tYNOKD5iw8HL2N7/JoY3LMzKNchHqsP1gOy1NDTyxtk0mTDgOFZfd6CWKhAxNAjAlwoyD1NPzF6AA86cOY5CZebyD1Lq7r772OnPmzmPIuKmMHZzvgXwvBN19Rv2izwKGjk1sFCH8GLDBoxK/y1G6jZoPwgCEG/iOJb/ui3SEsqFDwOyE08qkWGpMsTwuMm1am7iv+kY/Pky42+V2AvmJrkj/pqQe84OtPmPlfZ0BvASvZf92EoPd3R6n3KTe8QN9L9Prj2pDxsCRvfgrkYD7WAGxTPjLtuHgDlnmKHnM/9oNMgPzX0r4/xh2+hln8d3vfEcOcLrO/EUXM/esCykuq6EnFiccUplkvkvF61YZKLB0QGd7OuHvpAw1x4GOHtNTne6NickO6TJg2HEoqZxBKKDIvujCS1h04SUnLcHSG2A4fKKHdevW093ZI1kV/BWb40hXJAGV8LKBUF42PGU/59WO4fmGnWmPMXqgXGFtaF7N8vffZWr1TKZW1biae3LSUQN2afUMnguFMWO+60gTmhe7lswqqcH67ucbePqxxZ5bI5MpcBbvxbWVYA58sK6JW751hRcPdu2N/5PCxilT2bCXf/tn5I4oSesS/vWDSxACGrcfSTuOHj9yiGjuZna7lQnmnX4OF176eW//QZtQXMKTm21ysiJInOszWcrUAkJ3U+5CuvAiYTTvHoCha16smNflA2NreXUtU6umcfcdtyYsPCD18ZhfOoy3N/hpcULTOOWa+3nv11fR3LDCAzIrGta4bIgCcCKjizLdgudI9jiy+o/EtuNorrspqGennvfzL/4s0UiEwoJszLZugkUWHGDVsncSzqu3Ywbv6cSzrmJY1UL27dmFQza64Q+1kqQUntaXLmRf111GUm4jS2lJR4vAle9y5zvhgmfXZenNgf7JpxuaFBsci0VB85OL1jSuQh8yCyGgqP8AcsOCw6GwV64quFDbdaSDzftaaW9r48nHlsKoOVx9xUWceuNTCaBK0w1sG2Iuy217Cyf/OoJ9fGHZCGBEn8YnD5zHYjz3yD1899YHGXP6goQYt4tmjANnq79IVqxJ0eCkvbmgYmI16c1DxX7pG8WGfZz4pkhYArCC/lLWQi1i1Xk2rIQCW8aogXRHquD/6jHuxlE40Q4Ds+HgTqkBlh0AZMrU66E5cCIC0bj/WboBRmVzFo90QZiA9uOynBAE3LQBJmzfVskcZqepSpHE2n50E/4KQ702wgFh3DT7bloLK1ZJ6ZHkOpMAhvOvUkT/SDa5pJR/+8Z1HP+whZq62eQML0a4i4pozCYrnKrerQlB1LTIjuhpQXg6oPP63haOd6bPwhOavA2O4/DLZ5sTNIkyMTGjB+WzZV8bhqYxsayKXz/4OM0NKygs6ucdV7kXk8/NdsgYaKsYmWNFlTz/6C+YeNZVaEaIbHfgsqx4gqt05W+vxozFeLvreNq4ptoJgzICsCFFObQ0NfD9//gMphnj2VCYH935CMPnzfEXOe6AXVI5jZ/c/SgtDcvJLSji+PFjFPbrzyN3/nfa2DVl7W3HsSxLupz6MBgYfYwvGVKUzRNvvuAFepuxGLf++Hs4Dr3GeM0941w27Ul1CcdiDn/47W30O+NaNu1tTZtc0L9fIS89/AMcyySSlcXn/v3qjOdXXl3LUx+sdl12cfxAwwCl7x5CxRuFA1UdfCkEnwFTa1AzbnuTOUgXclZIZ/zU2oSFx6h8ONitDiUoHlbIwvIRCQBs+ux5ZPcb6sV1vbVmKwPHlrKnoMrbVzAbuLfA8OCC5509kF3QH8e2GF17FiDLXi3ZshorbnkB3kOGj+SAYbjSRTpxUwofm+1HseOxjPFmmdjk5EL2u3dsRx9aimX6z36CyKrva/TEVgUwMD+Lg21drmvSce+HoNXLgJS/NzSNuO2kdO2gyzfIsgKEQhEpbm5IYDq1ajpv745z64+/x4Qzv0T0xBE+cfFn0E6fkwKEuqJxtu06QHPDcvY1v03VZXMSkh3U8lTXNOK2TcyL90oEYBvcZyDZemOeldUvf8+LBYzHTTY1r+LsQCaygxvbGHcwnQAISPf8K7dab0WjPV+xLicG2/JZNQQcPyhdbelASMKO8IGPbsDkOmh5D6xAstKUsbBnswRgTWulMr1SjT6nAqLuyqa9AwYNkUyPbbnPdYbxrdv18BQVgKGBbcpWUoBLxa2pDMiQAbf9EKZO9q8zyHR5n7n7tzIUHv9b46+E+5+DC/40GDAczKjM7rSFJAHkoJuoSRYyYJALJLP7QfdxySSG/x8rRSSE+APwCeCQ4zhl7mf9gb8AY4EdwCWO4xwX8qn/NbAI6AKudByn0f3NF4Ab3d3+t+M4i/93L+XjmeU4jBk3kfPPPBWA7QdPYDkOhlDaPCKwCvf7lK7LDLJMljyQXHNuGf/1eGJ5Ft2QK5tIVjaWI89FIF0DTatOzlI5OOzfuo76Fe+z8NQF1NTNPmmgd0tTA/c9v4Kdy1/gwd/elrBNkJGpueInFIypIHfgCMwuP0A9Fo1yYP8+BHLAaj+0B9u20HT9I+ldKWusX4ZpmknyE3Pp6Da9515WpRCUVtZQXFaN7Tj0mBaGJqirqep1xVxY1A/dME6auVnYfwCfvOyKjJN8shXlRryJUJnlDpTJbFxLU4OXaRZkJtQkHotJ2YXVK9/n1FO/hmakr6yQidnMfI5hul2tOS+mP7BkcLWE/aBuVJyy8GKShPs+qF2lJYHDfcc6GVKUzaSymoSFhxgwnudW7QDgnJpRTEmTzPKlq6/jqQ/w2JaswRNlsXnS15lMZ+kWPE0ntvCf3/kRy3fHmHD6lQltoIBTwdAxVNbO5tAeeT1KM2/XqlfZtfI5NMeBNCxQpmOCf0/3rn6Z7MKB1MyuZW/UP7gDLsvla30pQKbaWIEYgaBfXhZHTnTLsUjzxyQ1N0mgY6W4IJUls6zzb1gi2WvL5JIvXMUeYFJJGX/duorRcy52Y+Isujo7uTrNAk4IaG09LtX+g64vZJ1Rw5BlnJI9XckuyDU7jnpn/I1FZRnvbdBUwtLQiZUYoZCrxRmipLpOtaw8RgIjGHBbja9M3Wn/YXBkT+rn3gUHgJbQJAtmulmKlrvvrhMSBPUGwDx2zl0A2bYUhU0OJJ8wHrYcla+fWQrRWCJbpeacsAO7NvqB9LGgSr8yFW+WK0FLfr78G0kt6EwAACAASURBVDNh3wG47nZfcuKCcxMzINesl/FtQQHUYAyWytJWFGzK9aoR5SOCsOXL4a23YMECKBKuezhwHzUtUSj38B7pyh00ClY2pM9IXXQlPHm7/O0tN/w/V4roIeA3QEBql+8BrzuO8zMhxPfc99cD5wCT3H8zgHuAGS5guwmoRd6t1UKI5xzHSb8M+j8023YS0tRfe+MNSqpmMLVSxuMosWNPMd9lBGxH1YlziJpSGqE3SxeEbOgh4o5f+qQnZuEA1/zbZcR6uk+qor51XRO/vO6LmKZMy1fB970FejfWL0MzshG6kbKyDzIytm1RNFIWZg3l5MsB1xXA27d3N1mDJzE82+TtPuhdRUK6F3AftMX33SnlMEJyH0YoxNSaGbKkkSMlEY6295AdkWUoVAFjHP+x7m3F3NLUQNbeFVxx2ac40bqQvYX9XHdcqhUW9uNbP/5Fxv2kAwKLLryEF5/6M3HT9ER0k4sZexOgaXHaD5ewe8d2bL3IO/e7HlrCA7+5lVXL3gHHT8RI5yEIulf7Yl9fVMYvn2mW+3M/0wKLBuHS+kpvSgWDK1Dm1SgUihGTtQh11z3m7Uf4GmHBvjSoBJSKeEF2WBaYBqaNH8jq7XJVPqW8Gj5o4iq3OPjmnv44tlyIKCHk3mQRVBsn3x9NwJjxE1l7bCdxy6ErFsdBMkkKOB0oqmZl01qsfhU4YR0rboIWoqf9KF1H96Pp6ZMDMh1TnaPavxhTy/BRo9m79ZAXA4aj2lM2mCYEVWMH8PLrb/PcS69SO3MOZVXT1Q2iKDfM0fZuN1hfArQt65rYtGYlU2tmUDWtjs6onTYkpmrsABrrn091C7ud67xPX849r2wgbjnkZGczsLiW1t2bEALGTkhflFkTgoLCfu59l5qAhuvi/dX9f2LpDg0rILiszmnjOpltvq65ibgSCXa/27d1HQP60KcPtXXT1hljYlk1N9y+mPVNK6mbNYeh48sSPW9JiwwPNITTaDoWDoSje3s/cBBoajre6KPckEFF/Ey264D8G3OZUAXYktkjtepsWgtPPw+Th8KmgJKt+wwRiUC36R83bgYKg7vnF3NvuFczLjBw7t6bCFbAz4A0dKicihsYmni9cdNlC0MBAJbB0rD4vdry5XDaaRCLSabq93fK8wgCP2/fGljuNQEc3g0l4yTzFY9LlXzF7Kn7FwrBlDRuyb+jnRSAOY7zjhBibNLHFwAL3NeLgbeQAOwC4GFHPuErhBBFQohh7rZ/dRznGIAQ4q/A2cBjf/MV/I1m2w5CNwIrRalwftNdjzBmSiWaELR1xTjeESU7LCl2QxfELTkY2o5MAc8kVdGb6bpGPDBYrfzgEACmZXluqQd+cyv//rXr0k4+Rz5s8dgjpRie7BZJnihq6mbT8FITmq4zYcFnErZJ0AZDiih2usfy1iCOw7Dho7h4YSmGrlHWB5biuxdUcvOSxpTP77/j54TCIb7y3f/iwMHDVE2fRXFZNRpuXJIDjqa0kiR4ELbjsgCy3bqicXlfkgaCdEHS+3foJBSBDNjuHdtoaUrvks3EKiq5g2TNtmBbSIbPcjNSHT7cuol+xYkrsOEjR2MYRmAAVS3u29ySVCHQk5knc4I/6arFBvhMjBCgu4OcN9G7/VzNX37srUjJjA02/drGVXzji5+WZWkq5lJ58XUAvPz8k8ypKaO8upbzp4/1ANiBVqlXdt7lV7FlXxsi2ulqvgnWNq7mm19Kr4oOfpbkwf7TWXnvzxPuj3DdqnqgPqliRsqqpuE48Ic3NvH2X/9E2YWDMIYOwwjJEkJeX3JdlB+lT4C/KHhx9U7X1QlaIAZM7X54v1yG989h9ap6PnPRecRiMf70uzu54w+PM2zBvAB346vlb1u/hlu+9QWvEsPP73+M4RPL0nbrT84YR0s40VUKvjtQgWjTssjLzeFErIshw4YzuHQKI8eM86412KeFgNz8fKZMLcfo2I8A7nzoSZ7ZKrMpl+5oTjgHVQnhj6+uYmDxdL7z1SuY+bV7MSK+HMzXr7w440KzpamBVSvewwnl0XniOBPKa71saZkxHeJEV5LQriNj94YMbCeW25+SiQNOQsT08qU38bsjoBB+DJL6Z6QBdkFrWgv/eSN8biYU5UBuRAKvdIyZkpiob4S4BZfOgJ8863+v6xK8edea4UEEON4qsx4PHZbHtdwC45EcmDwXwo/7khOlAcA9txKmFuOxfkEZimi3dPfpwo1fc495KDGJxstc+yj21lsSfFmW/FvfCFVlLgum+bFwniUlH5RNgVtvgE27oGRsopK/+tsX7bD/Q/u4MWBDHMfZD+A4zn4hhIpsHAHsDmy3x/0s0+cpJoS4CrgKYOTIkfT09BCLxYi5cQa5ubnE43GiLqrPzc3Ftm26u2WwSU6OfLC7uuTAnp2djaZpdHZKKBGJSJpcve/s7kLEo9S/9wZmzFdi39jwHuMnTIS4hWVp6FYXZpeDEQqhO1lo8W6IajhCk3oz3R04bmyAHo5gx00cVzHeCGfL1XWSSZdVKoWr3AmObbPq/Xdoql/GuRd8mjMWnUdZZTVaKIIQgvLyCo89CoVCnHHWIs44axHNTQ3UzJiD2d3BtV+5EtOMEQqHue3exZRVVFGy26JkcIiD+WWBbWQc1deuu4H6Ze9CTo4UZnX7ruJNsrJzsOIx/nj/r6msmY5jxbFiPdiWSTzahe1epx7OxrEt7HiMTObJYRw+wCcv/zJZIQM71onZ7aBbURA6wopKQKAbCBuIdaEBOZpOV1yw78AhBuZHyM3JQjNCWLEoODYN77+ZsPJveP9NnOGnp56DFXcDhi1Wr3iXKSWlOJa8ho0bN/D739zmaUaZJjQse5vJxZPca8yiZGqZ/z4UoXRqGZYZJdbZhhaKUFVTy9xr/8C7t38JHIdx4ydyNG4S62xjw/oWvvnlz2HGYgihMXlqKYYRksKVSePEvAn5mN0daKEwthmlpWk1zY2rqJl5CqVTy1P6XkvjKtasric+9FRAePUjt6xfyxr2UTq1HC3WgwhlYZs2jhVjTeNaVtbXUz5tBlOnliEcsPUssBziVpeMP9FC6I6DE+9h595OcrOzEXYcq9vEiMdoWP621+5HP1yP2NMAw2t5Yclj/PnXm7n9d49QMW2Gd11/eGMzAKtWNdC4p4tB/QqID8wBx+YPd/tt76miP/04d/7hz1hWnG99+XPEYlHO+PEl3n1e9d4blJZVgG2zadchjnfGZB1LYOvuAwhg6VsreHdVC7YjJ07LjNLd3U04O4+YZaFpuqvCH6a8vIJ4tAuhG1hROcY0LHsrsW8te4vS8gqv7wlNl/cpbmLFZD+3ot2Y3Rp2tBtLhNAi2RhOlBOtUZYuXUrMjHn7W/3+m3zmEwsJo2N2nSDWdUI+8/EYmxvf8ytGxE2al7/N6LHjcRwD24SYLc9RjRGTiydx2z0P0dy0mpq62TS2ZbO/TY6dz9R/CMCho8exetoBHSecz+526H5tKdtz4/z6pz/GNGPousGsuaeSP7qE8Ng6tq9fw+G9eyisihHr7gHysBKylBM78MBiyerFVZp2wEzT5IUn/sjq5e9QVTuD0qnSJblx/Tqu+fLlXiasEFJU+oZf3MPkqVU4uoFjgR7vJNYl43uEbrB31w7eeXwxC648g/fW72Bns83nL72YUFsbkUiErq4ubNvGMAyyNOjqjmEfOYKmaeTk5NDT00M8Hpfv+w0jumcbpmUjLIs8oRONQ8yOQ9wiz4GYY8hkg84ouWGDuO0QdQW+c8MG+vIGQjFTjvRunJ8d66GjZQvJtcqdX96F88Vz6MzpT55KeomEfQ+mG6ZiO3JMtmzbUwNyLIsAVPT/hnX5N9qFE85BIDhROhXnnjsIrW4iPKAfxi23ydiJkEFsThVRSxBzg99zQxA3baIxAU6IXFtKM3WbGtiQY9oQjZEDHOmMMhDobjtOJxE4doxIgZ0w54bDYcLhMB0dHd77SCRCT3U1Be4igXCY9soKYl0xDCArIugqGizvU3snObagJ+4Qjzlomk4OFtG4gzmlBFEzg7yeE0R7YsQsB2yLgYAtNNp64lhHj5JbUPi/iiOSr6mv9r8dhJ8O8maCwmmhqOM49wP3A9TW1jpZWVlkZWWlbJefn5/wPjc3N+G9akBl2dnZad+H98ksv+mnLOThB36LGZMZbZUz50E4DyMSIdpj4oRy5QkbmhtDITCyw8RtG2HG0LNyE2QpVIBrcgBs0Hq6uzCyct0Vt0O8pwsjK0e6+lxXkJJbeHbJn3jp+ScTVoo1sxdw1+IlvPra6yxceCrVrihozewFgHTxBRmytWubqaibS1G//tRMu4DH3ttGS8tadxuLWMzm9VeWsqZhBVVD64haUDRKFtK1rDi6puM4Nq+9/AJbXl3sxbBZcYuHH8igTN5LxXsV91M9ewHCCCMMg3A4QnZeLrRLTSpTD8nsO00gDAMtK88VaHTANrFCOWhZOYRcXR3dkEW3p81awOLf3e2B09o5p/L8dtnlRubDKw/fzoSFn/flPxybmhlzCWXlePftjkdeYPOK93EcvyxO7ez5qZIh4cT+qQfea0aYSH4YITS5Hz2CcAyI5LGmqdGdyG3A5oNNGxhuWWhJsWVAwjE3tKzl2q9eKZmh++5KYYaC38/86njyhoz14tM2rmvmxTse5K6HljBwbCmaJtAjITasWc917m9CoRA/u/8xSiqmoYd1sBzCYR1DxIhbNpqwsR23GoFtgC7QsiLYVozamfN5+P7fSDmUaDvh1u0cjEZwHAczbrJ2TRPVM1IzkO799S8ZUfcJPtx4HNF5iGhPIU2r610GJaCKHjdpWl0PQN7IEo5uawIkazVhwWVMrF3I6h2t6IbOoY5E8P/Yyn3oAhb/7rcUjaskkt8fTTfoPn6AvCFjiQhBSNe47qrP0VwzPlUTz32ma2cvYLF7jaFQiLLpc9l6sCuFBdeMEEYkGyFOyP6TnQcxnXB2BE2D/PwCCnPCLFq0iFtv/RUxYoRCIaafspDC/FwK83OJxS32dggs28awdaZOn4u2+D4cx0TXdGpmL0BE8tAsB80IE85JjB/UQxFqZi/wxoRK4L9dNvpgm4y1e7bpIAea32Zo5UJOtB4jq2AAb7/2Cgda3vKyjG07xjtvvEK/cfuYIIZImQkcHNti/YaNUFiH6QQE5dIsLOX5hFKYGl3Xeen5p7DiVgKjuKZpdUImrOPIxfH6dS1MrJojWXLNwA7lYmTnYrjj0dGjR3Ach6b9Ugn+5feW860rPwuF8hlKmE+i3WRlh2HgQO+jxPmmP1lHdknmJA7oOhHHkCyQJSBmkeU4oFmS2XItPxKYWmfVwv0PAop1Bi0Wo+D6m+AbiYtCcVkd4shR8n/zR09+Qnz/WrA3ytduDJny7uk9fnKH6O6BrFBKzoGIhNzfOvL4lkVhVghmTZP/7ntIgi+Ztkrk4SVErrxYsk8gXZKdbeRn5YGjy0B+HHJtAY4GhvBW6APdNsjWHLJzwtC/n8f0Jc/ByfN65Oyz4Y03vBiwgqnFsG+bZPyGjCGr/zB5UVYnnNDIWrsZVjVBxRQonUiW4bqkIjqYgkgk5LNjSGa/XwgYMMBLuvjfwhGZrulk9nEB2EEhxDCX/RoGHHI/3wMExVRGAvvczxckff7Wxzz2/6rZjkTQKnbjjTffpHzaTMqqajnRHfv/2HvzODuqMv//fapu3e5Op7vTSWcP2fdeb29Jhy0RRECUTQGdYVFURmUbxsEBFYZR0BEHkMURF4QgCCGGTUEdo4Fg1l6SdPaVkH3vvfveW8vvj1Onlrt0EnTmy2+G5/WCzt2qTp06dc7nPM/n+TzoQng1HDXNrdPm6fYIjnfGJSk5A8xMDVVcdt9CTngUACttl2jGuyUA0+WORdN173uqJEcqr6s8VsuAkVOZMCw8kCA9U2vkTFlyRS5o/nf0iI6dkOdZ2ySL1Dq2TUg3y/1B39H3OP7uRqnflHTFLB3ntItOAx7vZ8KMSk50xaU3X9ck/0sTaJqGhk2O4ZazwU3dD5CQg6A3nrQ43hXHsm0GjJ6aRpJ+badceKJ7lrF/zZ+xTJOyy28HoGTocA5ow8lxKx80r1rG2DmXs/l3P6f2899F2/r7rKHg/qzZJd+rPtyxdROFU2bx/NLtjC1zSfhxm2jBYOxkIuNW5YpZE9KOmalenlq4gp+v+PFtnH/vqyTjfXQe2e96WeQ4+tgEGUYWwLrG5b5Xx4TWxhXMdHmQKiyp/lNEcaXCrsaTAEpTyOkAP/1DKyILmV2ZZdnSY2qZrGlazcDpc72kiXETp7Bvz7tp/Lqdg+bwx/suBeCyq6+le+ZVlIyZxLrdx9yMQtmZwSLwtm25tSEFjm1Teu6lDJ1SR6froNY1QVVNLVU12ctHpRLwx02r4MCJnozX5TgO8Xic1xe9SMPs2eSOmMLggTkh0nxDQwMvvPw6b/x+MbH6Bj7+0XneZ9GITtWEEpp3HvHnH/ClQFxuXkQ7BVXwQJuClmN20Nshid+O6yl1kDUsNU1udjwQZNvkl4xh8IRyCkdPwcgroLy0nt074eHftHrZu4qHlZoccP6VnyMRjYag2SVXXMMrL/4Sx7FJJBxvHklNUhGa3PzOrJoFON64S9VjLBkma112u9ymK+fOkX0VJHg3uNUgPFHV/kxpfqlwQFCGQihuRvafK4HT9b8HwwbHgt5ePFJeqglg6jDYc1zOu21teK4ypUKv7mF7G+S5PjDvvrr9UVQEVtzlcRH4TkpblQK+Ivw3tULrZvjhfVA+Q54zmuseVvc5b0L3kWBq+FP1TbaQX6Z7AfLfwde2DQd2QP6gFK7DJrj5G34I9QffgOpKed72I1KuQnEO/OyhcBb4B8DeLwB7Dbge+J7799XA+zcLIV5AkvDbXZD2e+ABIYRb34ELgLvef7P/dmbZDiLi624VnTENQ9PQNZnlGNElh0QWzFVp4nLSU+8hMj9+qVpBxYeWccJdjB3bxOzr9ootAxQWFZEA9IiByMnh9ru/zZaNrfx20Ys4mo6OnXEBmzQi1ZGNdz3BhSIydJLMPhLw7s4dsh2OmgCflUDP/a0k3fsPrkqrH1uSz7J316DpOrobk89EPE9dtIr69tKeOybUPiWT0dWX9LLudPe/iJI+sCUZ3HYsD/RCgMgcsK6+JB29CQxdw7KdNOHGZFKSf2WtQL+4NcDRwwfZu7+Y4W7tPKXdpuk6g8eX86kLyk8bfIWOEzFwHIdDA2dQ4JLtJ0yRIPGNVxbQM/Mq3nrwWlIR2B2fqKAoxavhLUxxOwTO33hlQRqXT/F+cnJz2fHHZxg8uca7VwLpZRRAVRCsRwyq6hq8sS6Ew4hBA+jsTaSAMMANiZiWzG7r7E0QHTaZ62/y+2rqHphRonFWdanXh8X5OSFZlkg06nGECwqLsG0Zyqv6zDdJbPhtRo21hVsb+dJtX2cncOd93+feFxs9MrrSkANCNQeFUJsLgePYlIyf6YGvaETnitkTQpzIbAWgSytrvH939CQyJtmA4MDePRw5dIDf//IXPPefP+Duh+czafhZ7trkt6u2bjYl42fiAKOHhHfhuYaOoWvEhcXG5pXS++Q4WJbFusbljJ9WAZroDwKELK0GYySO+rV65jVdJxqNenPQ6wufxzLN0LyQ70rTTCur4Dc714WP7WGBcL/Ex88jGtFCoHjqzHKClQmKBsllQs1fy/+yFKL5xLvbmVJez5SyGBKAuUBPwNrmRppWvMOZZ5/LiFFjuPKz1zNCO8HMM4ZzxZQSWLsBvviPPsF78WK50EdzYEJ5dkCwfDksmA+1MSgL8qKCi/op9HysAo60wImDeIr2qTwDZUMGQ/kZkLDAcqBqBuw84Pdn6GeyLmyoz5W5VSNCpumyPFBq2556DB5+AhrXyetJmtCyQQIwJb+RkwfxPjzQKTS/HFLq8PeyIDNYKtle3YtMNmioKwibYk3rZBtVEsHajS4Awy89lWpC6bh9cOxUZCh+hfRelQgh9iKzGb8HLBBC3Ai8B3za/fobSAmK7UgZis8BOI5zXAjxbWC1+71/U4T8/9dmOw6a5e9ENPxU7xxDJxKRYEwIt0wLEhgYuiaBQkRzyazpLrD+BFl1TWPKGcO59qNVLFq5iy372xkwYCCJngSf/cLNzKr1J/i6C65i5a42LikddNogIAhCNu9rw3Ecutrb+fWzDzHj0tu49fOf4fa77iOak0MymSSvYBCfvPpzHNCGUjRyDK6ME9FoFBuYWR5L83AEwVY2gvLE3E5a+mmnAleaJkneunsPwM/C8wQoXfdXPGmHAh3KUyN/498L1aazv/4rHNtkx1b3gQ5MWLZlcvzYYRzGs/69455wqlrg3w/4Uv2/cGsjN3zlH9mXl4dpyzGndu/q/tz7YiPXfulW9uhh3blU8KWOqYDbbxe9gGVZ6LruZmSaaLrGZ264iYGFRVTXz2HhVsjNzeG2f7mPlq3vccd1n6Q8Vsuhth63xA1UxGp5Yv5C/rL0bSpqGiiN1cpsRKFAmEqCsD2wobIfNSHo6kuia/KepE5+BYUFnFV/eWij8OWPzeSBRf6IuOn2u1iz+zgjS2rJicDavZ0ITWfYjNn814sPsGPrpowhbtVXrS2NALy3awc2RW4NxfT7ITcZjudJ6OnpgQH57vVA+57N3vhF+NIUqR7ebQfaGVk8gEL3/mRLBtuzeycOeR63dOu6lXz0I2d7QFbZiOI8dh/pJPNWDgYPzKE7nqSsZrYsWu+KLlfVNsh10M7SgAyWeoa+vj4uuvQqNh2HQcVD6LOkyO+Um27hwnPk9V582VW8sKSVNW/+0gNgBQNy6UrCL158FfImeP3gqkVkP3/gw3+4YCZ/WLAMoWk4rsdNlU4DOdbHT6/kUFsPuVGdhCnrYUrcJcHI9g0tskxZMsELP3+Mq+9fyEfOmsekvB4GW+1ApwxVBQneS5b4i35TC8yb5wOCP/9ZfqaAQjwuPURPPgTVFa7HTJHThQ+KDr8ndar0wLLafkSec/AINyobULXPJuSaP0AWkR41DYwOOBIoKaXGjPKeBXehtg07D0PdmXBsW2ZgqEfgzMvD78V7ZNmhz18jPUvKq1RdLhvqUmL8igJIYrwnzBpY+9qPuO1UIChDG+bPh74+2b7Ue3GqVlclsxpd3hpVpX7/eJmqgXNPrJSaaf9/I+E7jvOZLB+lFVRysx8zqkM6jvMU8NRpte5/wCzbIbh39LLANIGuSQXwnZvWsL55BVW1DUwpr0ZDEDXkYIzqGnHbziobkApWlCUTfTgY5EYjnD1jJFv2t3utuPya6xk80OcTTJwyjV19+yirypwafqqmCvueOH4Ey5ZufcuyaW874bVzyPQ5xHMGMwbB/hPd9HZInkg0mkNf0mLGmEEMLRyZFgZVlk0hvL3tBLgUmWRfF0buwLS2KXClud5Hz7uvgJXygLnvp5eCyrwIqTaBxlvf/yyddbOwTIu2vZvZ2/g7xs7+BEIISkqG4Tjw0vKdlI0dDEgv3b0vNp60b1tbGlnetJbiCZV8+rxwPUMAzpiF0adjJizPM75z21aWvhIeG6c6PSjgpnTBDu3f64VxLNPmV08/yX/+8hXKY7UMGdfNopW7mDR1GvFoMeWxSa6nQoXTJcCqiNUxbmolNm7RbbevNUfpVKWIYQe6OxpxeXmu1EPQYuNLGFIQzhRLvXVnTJjEcTGIwrwoq7cfxMgr8DI2M4mhtrY04tgWP3v0Qc6752VPjf3Jhx/go5+7m7xhQ9JCbQC6FiGia1KOw3E4cewYRQOGAhCPx8P1V4O/0/XwMyzwikr3l+x1xriJ7N16SIYJDYPComKe/cljfPyC8ymcOi/QLk3Kr6SgxuXLl7NkyRIml9cybGIpMypquO/xZ9nQvJKzzz6XaRXVdMdN7NMIQabayFFnMHzkKDYd349hGPRZSWaffR6/adrNhe535EYCvvav/87bu82QetVxF3yBVPU3Xe9cNoBhWv6vB+REqK6fQzQazSiobLkei6CHUY1NtQHY0LxSlilzx0l72wmEgJyjh8k5sAucLqirluBKgay5c/0GzZ/vSzXE4/J1Q4OflWfbcqFvWgM1lX4jvExIAEdqbCXjYQDW3eGCLpXF7AKD/AHwpRuAg+kddPAQDBoCF8yDlb91AUWKJU1XGTll8D2/EkqqYPjAUKUSzzItVJ5XyIELz5WT0MfOkd4vnPSsT88D5oKyYMZjV5v8GyxuHvQuAjz1lN+OSCR8LzJZpt1NVTn8+EGp/VU+FWZOVl/2Q8rBSx0ySgLk/yUhyP81ZttOWBtJ0zzPqibg3c1r+c5t12EmE7zyzI/418eepX52A7rrFdA1DSFsehMWxzq7GZ/CxRo4eiqfuTFGNKLzzJOP0tk3goIRE4l3HOdQ7yGgljNKBnptAdi8YT1/2tnLZTPymFlZ7Xp5ZaHmSSMKmTLy/VWXV6n5Q4YMpWjkRLSIgZGTS/5kv4Dxut3H2LK/nbyo5nHfQGp5fe2TlWnio6mWTSE86P1L5YU4DuQYERna1ZTKt1Bfdp91XxJB8/rel1nwr9GfG1LbpOk6uoB5F3ycllXLiLcf4cS7rYyd/QmmTC9j8JAS6Z3Cvxf9WTBUtfCPq+g6spfRNQmmD5YL1ptvN/Lvt3yKc+9eyO4OMDTZn91dnRw9fJCXX/sJRv4gfv74D5j3zUW8/uZ/Uf6pSrRI1NOHynS+VD6S8jy+tvB5T4PJsW1PP2v16lXEh9a73nnZMQdP9JAX1QNirMKbM4Xj958CwLjeSW+DAq5IsZqfBdvWN7NlzSomltUyZeRcr90V7nUo2YjjR48weOhwmPGpwBiQ3rbjRw/TdfQA+SWjPQ6YKkMUXJibVy3DHliroKLL6wIzmaC9/QQjhw/JuNZousYXbv5n1r53jHhvH8fafZHheF9fWnhXnf/jV1wT2mioMdzWHfcU908ejwAAIABJREFU7LvjSeJJO7R5GjnmDIacgMs/cx1GTh5PPfIdTDPJM//5MIsXL6YhZecffDKWL1/OeeedRyKRwDCi/MfPX+CMKRXEamcxs7KWMUMG0tWXkE4QR1bncFzv6unYkGEjyHV1DD0KQpatwITJ01hxcDt9SYu+eB9ouZjxXiJuso3qMztLMgmA7UpTOI7NpvXrmF2fLmrbEzfJNXS2H+hgZPGAEO/Qdhy5cRYy/FtWPYtFRhTTBXCFRcWUbGhhxLYVCMuCn/5EhtgWL84cZsxmc+f6oM2IQF0Mb4EPer+8uxbo90SfD0bU/Rg7A3q7oLtdHuPzfwcL/yP9vPsPwo49UDgKr+i3ci0qMyJSQT94r4WQ79dXw+4lpxdu27gdvna/7/362LnhnZYKQ3oTrOa/zlRlRPXPilVwySd94Hv99b4UkBDwuc+d/F6MGJ+W6IQQ0us1Y6IUobVs6Ot2uWoKFKaM4Q8gB+xk7MP/9WbbDsLwwzwaSH6X6xVoXrUslPa9sWWVPwZxnw8h9ahU6jFIz5rtOCRM2xMhra6fQ+PPpC7SntVv8F8/utP3kODr8zzwzTsw9Ty+/PeXcf9Lqzzg1NmX9JTN349pQtDTZ9JmGoybI93QD/74l7QeDX/HcRzycyJ09fk7KMdxTgq+wPf6fem2r6dpZp3jUsDGleSn/S6iCdf7pdqhuKOuDljo2ZcPu3SShXfGwfBYapsAHnv6JSZNneH/RoUso3k07zrK8rf/hBCkAbtUU2HNnzzy7/zg3+5i0vnXu5lhguWNa+hNmKw4gOt5k2a6E8/m1hYOH9iHZVnMvPRWDzxUXnO3F/LSNcFZAe2v4PluueFToXGjrvFr93xXqv5rMl2/aFAxt9zwKZ75z0fYv2cXO7Zt8fSoTNsmEtG8hW3yiCLpVXDJ617BaIQX5dBQ/C8fAKuxvXV9M9++9Tqef/IhvnfHDaH2tbY08u/33smX//4yXnlhPm//8U1effHZUPstS+pl7TnaIeVbwANgl119bVr4sbp+Do5lobvPbiSag2Nb6JpGQVGx+8yk30PHgbETJ3HGuImMGDUaLeBdiObkemPl0quvxYjKeojRnBwuvuyq0HHU8DrU1ivnECE41tHHkfbetO8Y0SifvPo6ujra5FxiWSQSCZYsWZLWvqAtWbKERCKBZVkkkwnWrl7hbQ6FgJKCHPc+SXB8oivOocD5T9V6E2agukGYw5XqRXQC0ExE3EUxsKgpz6Fjp5KP0s2xLdavldVBymO1XH/Trd493nOsS3IERXgZ3bqhhVd/+WN2bFjjbSimVdTw7See48obb+OxpxdSUFjIyLWrEZaFUHym1S1yob/rrvQF/7rrJDgQQv697jr5fkODBG33fAueehwq3ZCcpyvl/s/DXwEQ0tsFvZ0BrxGy9FAg6zoNtHjo15GAYvsuF0x4J/NNaWJFAt6xvDxJ9ld1HDOCjQzzmhCSQxXkVLWsl++rEk3ejiwozKoF+kKE/yov4NKl4dAvyD7WdcjN9fu6Pxs0LD1RQggZLn3mJVi/NQASA17JeI8PglV7///GAfvfbrbjoNkmlm17u6pgxlfDnLMk5yKZJBIxqK5v8Hb/ygOmuS7oYOhl+4F2ivKjoffKY7VccsU1dAN7Vv02rXyPWjCUOKtlmlhEeHvxmxw1h6IlB+KcxPu1YlUjm1pWMLZsNued6S9Y3X1JNAGdfQm6+kwK8ww6epNMK6uEHb54oiZkZueGPeEiBacTOc+mTj9z5kze3ruRaz9axfdeDvAaXCKt36/BvvWFQhVRf9PaJtasXs6E0mqXkOuaCMyJKQ1WXKzyWC3PPPmoVw9QLRg9rv7L0j/9gakX3EDrmnTh2KAFQ1WqhLWcA3TMEVXsPSb1YYyoL64qNB3HgYEjJxEdUMh7K18H3MLmXlfIe//phokev6i1pZGfPf4DEgkVZsmccXrZ1dcyaeoMz5Og2igMgW1ZbN24jok189yuCpe/GVaUx55jXehC4AhVW1C49BYf8CovGEgApuvySBvdMJDiOgUTAh554FuelpN3mSmLw7Ith8jL0YlHChF6BwC5hTIMfGeGCgXlsVpe3d7IDV+5g93IskWLttp89c57aD0epXnnUYrzMwtkvviXHUwZWcSg4mLGTZziZSYb0ah37GB4tz+R4aCnVoXFMpplMjM2i1eNKJaZJBqNMjcl9KIJgR1YaOfOnUs0GvU8YLH6Brdskc8f89d3CcLauxOMGBROnU+1wQNzON7lJ0D0xE3vrE4Af8mNiNTcVIB657at4LhEfanMi5GTG6i0oMtSRP0AMMe2ELrGu2+9wOVfvDbjd4JcTseRc+uW9c3c70YjIkaU7zzxHKOnliOA6RXVjJ5azqThhcR3HKE7ciYla9+WC78Rgfqa7B2iwo3ZsvJiFbBrPVhJf9ft4HuAgBAQc1+GPgt9gEtczwAqVE8KYPJ4aNuBl53i4AMIBWaCh87N8cVHqz4Ca/4kQWDQsm0sq0rBeNn3gFWVSmFo5WEIevxU6FETgCZBjnJiqGuOuID27LPCod/rrpP/nY4nMpOt3Qhf+iefA/bQPYEkCSE5aicOye8OHOS3+wPmAfs/D8As20FzLA6c6KG7z2RwQU4g3C2oqZ/Nd370HC2rlhGrn0OpqwYtQ2KqLpvPImvrjktuiAinvyu76LKr+Ofbv+ppYKmwStGAqFfuSA8uyMAvf/o40y/5Crs3NTEiHyoDIZ1UAvyzv1/NvqbFVA6azbCWRm/h+P6ra/ncvGkeMdlwU5ODXoJOt/5iX4ayQV+9sDT0Olsplv5sYK4cbmqReubJRyX/Y/hkxgyWXrEB0QiTRxRy4Hi33IDp/qImEGxc18w/f/FqT6/tnkefpaau3v2c0MKU2l71Nxgmjbg7yb7eHtDlwmXbFi1NK6FoVkYeEaSHWgFmnzUXc8jIkAftsacXstANvXqLm7s46e7u8on5i7zv5A3IJ2nDmCH5GLrmeb6UIKnSI8sm55AKfo2ogY0MY0yfWUESh/3Hu0mYlk8ED/SV8ECECvkKhgzMoaQgl73HugLyDsLLFBaaoKxmlrdR0dyEAMu0EJoUgU3rx5TXB9p6qBgnAdfwkWPoSkLN9fcD/jjxNipuNYSoEeH48DOhL8nMimpe29HCpClTaF4mkyyCHlzvtO6TGk9adPYmyM0bIHfKwEfKRvXbl0ETwgcpwfSbTE4Nx3HAcZhaFuM7P3qOQ9vXcuUnLkwLP8oD+P9saGhg8eLFLFmyhCkVdYyYVOo9o8HyT7oQ2O4G0E7deWSwWy8O16Xtjpvp7XZBj+M4/GFpEw/cLEPpb+8FjSSge/wsND1th6aSdjKZrkux4Vu/cC3Vtdn7N+g8AmgJRiOSSTa0rGRiaVVaALB20lCYNJSDQ/MZvG8HPH6/5Az1Z6nyB0HTXOkF223Q1FrY1iRfq7CW2vkFpSBC4cmURmbygGma1LwaPQoGl8C4sdC+K8yxiicgGpEyFnkpCTrnBry040th/dL+rxlkqBSkivwP75Oer8qZUglfjxCSclDAC9y2a4FrTLkLEUP+fu55mUO/7xd4qXM3tvjaZUkT1myUn7VuhVgplE0j1PfDxslKAB96wD5YVj2xhA074sRtP5XWA1ju2jSzsoYJMyrJi0bQEGxc20TLquXE6huYXBrzQmJCwPEuCcCyAYHyWC0PPvJEGni5/ZJyHvi1zAr77Be+yjZAN6LYlollmai6a+/u3AbnZs42bF61DNvSvLnwjVcWMKOi2q1ZKU1xmyzF1XBft7Y0snArzBkFthN+sOeVjSIv6g+Vk5ViyWYFeVGiEY1N6+R1qlJEdz88nzFnSlmE/FyDaEQPecEQKjQc1qsyTdjUspKaunq63cVWiPRNnmpv0YQYb+1q4bGnF3r9NWLmHJbth2juAJJJ6cFybIvy2Cx274Tnl25HIMHpofYeGaojPcFi4VZY/Ze3GD2riIP79zCgew+CMyitrGHhVnexc2wQmlctQPHdlHcOJNk7GfAeKC+W40gdpNo555yyHplqY+OqFXSMmMLkaTPYvOcwnW7GIkKGF1V3yexTGf1QEanpowcxyPUkae5ir7K8lTdMF4Jp5TX862PPsrZxBccO7+dPry3wvIOapuEIga7rNJxzHts2refAvj10Hd7NwGHjAEniV6ZFjJBGkhonKoz8u/WHGR7to88eju6WgXn4N+u8TZFXaicTeHbfOtLRS2/C8mRHAKomlKR/P8U6e5OuHI3wqDkqIy/DcuuZ8t7OrKzhiovPzyodk/r7hoYGGhoa2HmogwMnukMeYvl9eR/1gNf+ZJbqpevo7GLF0rUwYJI3FlZsPezRKP6yPxxKTyQSRKJ59PV0E8nNDz1v8T7JBxtaXJg1HKqSDWaUZyiOrb6jNgFCcKitl9yozszYLF5T0QjDoLK2gWhE80j9mhCYlu3Nd/GSYSQKdRhwkpqFJ7NoruRv7VyHB6yieQEuU5YwYdAlH3wPMnvAlI0eJQtoO3aAUO6E/2aykozFZcKW+vsje6DYzdCcNl4CMS0CZjw4uH1vXxBwCaHc4unePk2HgcXys/7A7fuxIaMkHy/qzhORCBQNhDv+zffg3fYFOH5MgsnRk6GgGLSp8no/QPZ/ngM2anA+ejTH8570JSx0ISjIi3rjTRNqsRJsam3mjhuv5qnHHuSOG69my7pm2YmOP7EpkjJZCLGpfAf1G+UlqD9bqiPfeMudRHSNqBH1jjV2gix7E842TAYyLR0vTfw3C3/FdxdlDqX1uQR7tUjdcoMkRD/58P30xcMK4nNLw56BTOc+mbW2NMrQn2WzpnGFPLf7+y1rV3q8Fp/4rBYt9fzLf1TVNniE+kjEoLC4mBd+/gRL3n7HW5iSlh2ab1V7D29aHsqmu/6mWzmrrhIBXkHhOed+lMKCIqaVSlf+1gPtIOBwew9/2RzOWEq9j4lEQqbTWxYvv/hLhPCBLoCZkpWkvJFBoKDa/eL8n4W8dUqX6WTgq6077oFR1ca/v/ErDBw4UIKliOF5bYOeXICZY4rxX6WvWYpr5CVBuP0tvZQwvbyaqz//Fc696PJQm792z3f50m1f54n5i/j3J37BrLPnAbDq51/3jj1n2nBvbUj1HKtx8sYrC7jlhk+xc+cuFj4/n66ONjrbpIBod9zENJNs2bKl3zXKB5vuIp3B29uf7T/ezcG2Htfz5QTEaP0+ynROzYh6/Z0toD91VBFTR2WvKevfM/lv5RhR3Mm0UnmuvXekk/ae7CXB9u7Zzdt/fBMA0xUvVRptaoNmRKNe2Fik8n7SrhY+e/ZkLqkZm+HzQF9lbVHAkw2eDNCMyhruefRZPnvTHXzr0fmUVtV4NIXuuPQM7jjYETpORDgSUBQOyXCW0zDFL1I2dnr4Ymwz/LnyFllmf6g8/FdZdzvs3uCDNMdJ11RJ855luPmZ7s+gYenvqe/qrnK8HuRSpSYbeAPQ/1zX069FCcb+d5gekaHWnz4C/3C99Nx19gQ4bEn4jyfhqZdkYsGLL0u1/63vSjmQD5D9n/eAAW5sX9bbyjHkYBpWmMvxrj48kity8gwphidhXdMKxkytIGnZbF/fwsY1K5lWWc+0suqsNZiymVqIn1u6HYCrrr+Jx9/cwJ33PciftxynOHd8SME+NduwPFbLkHe2cUBoOLaFaVkE17Kg0KrpumI37ZUkRbXDTSaTJJOmnLSyWLZMx2wW9Jh95JsvUTRILjIqDDuzenaGxT684OjuPSirruWHTy2gadUyonmF/PShf/N2xIOf/BVjppSTF9VDoKa/9ubnGpxRMtBbcGrnnM2KrYf51TvyHvjFnEXWhT0IGhFS4BMHbCvJzuCCEMiqA8n9EoQzLi03kePZnzzG/Cd6Qt66Uwn3HmrrxYhoTMwNcM/UnCkEwlG7djk2BxfkcrzTlRqJ6Cne3/A1V4wbwuZ9bW6I2tfLk9wlBzRZymd6eU2/bb74sqv47aIX0nhgXuHwlGtS40Qgx6kSA7UtCxEYp6ZpsWy/7mWbZvKA+e/Jvx29WdTIs1iq+rqnSy/8fg6Zm4wl3DanigcHbVAWzpo8j/yfLnxJEIBt61t4Z+nbxOobGDGxjISw0zIhexMWup7k4IkeJgwvIBoJL9bSu+7qnVkmCL9P1dD84S9eYtFWJ+13aRbo87rJw9h/oofmnUdDX1F99uL8n1JXVx8aH0nL9mhW4PJxdbnwRzSYVlFNRXWtBM6BDXLCtGXNz5T+tXABxfDxGXr1NC14gzVdHtcUfpgu2Acdx2QYTosQalSmAtyp41R5wLc1QcdRyWHS3fCkOlY0TFPhyjvSjzv7E/CHp8PvnRtOJgl5rvIGQiIe9mgp4KVAlxYY6N57AVHr516GUWR4EP7WJmSppJmTZMKDFoGnF4ApE6Gw3WoBiSR8+0H5OmrA49+FWJqC1v8z+xCAgRzY7sIT0TV3jMmdPri7S3fyjNU1hBbzWF0DmhCsa17N97/2OY8g+o1H5jOtPHZKIQGvGSnPoWk76Lqc8HsSFrnFE3nhmSeZOCg9BKYmsWhODkK4ooZKRymwsKVycf6wdi8ARo7KIhMIPdIv6z7bubNZSFtJCDpcTbAv3fZ1ZsbqGT25nFCJFVQiBCFvDcgFqKK6jhmVtTz1o0cCnBBY9s7bXD21wvWc+6HV5lXLuP3ub6cpqYf63lZhK3nOjl7pMVDnfXfHVg7sa6e1pTP0++6+pBeeLausplfTZTkXIUjG47y8YnvauQqKBpEEPv/Vr9F8WAsBBdOUBa/NZBzb9dalekv7My3LCu+NQ8fx5k0hoKQglxMBQvbYkgJ2HGr3Pg8eLy8aoWr8EN7asN/tFxeAaQIsef8MXaNPWP3yp8pjtTwxfxGNq1bwrvue7QTAUcoY/dJtX0cbP4eqYTKs7igZA8tEBGqNKtCRTCZAj2YEzOq9pOvpUedMLfeUzeQpfCFdIaC7z/QrsgQWW/UvBwfHMRFE6Q/I92cFeVEOtfeiOHpCQPPqlXz52iuJxxMYUYP7Hn+OMVPK0zZ+Qrrr5HWbdjoA0yM+rtAiWI5U3+9LWl7/lFZW8+qOFizbwYjmYDtg5OSmzVk5ublY+M/xpXXj0wCYKgw//8ePMv+JvhCFYefBDimArftzr5I7wd2E6ULIzQKyv5V4czA5wTuX7IDT2wlnNRH2oEythdZ3QDiQ43MJPdekEDI85gS8rLM/Ae+u9183XAoDCmDTcjj4rnxPebMUEDOT0utjWy7wcqQIaUBA3MtWDNqQUenvZbomcD1ZBoi4/75Q4NL9POgRC3rF9Aisda/p5y/Ctz4pKw/M+2/2NglXEBcBsXJ4+F7YuAOKCuEHP5IeMSFkv9mOfN28Ttbu+YDY//kQJAAioDElAvwKNb6EwHDDLGWxOh59agFfuOVOHn1qAeWxOnQdtqxbHSKIbl23ir6kRWDuO22zbJuIpvHW7oSXkm8F9J0yhTJHjxlLJCq5Y9Fcpc0jH5nfNr3nTf6pWlw/fGoBQghu/ud7PU5bf5bp3NksGEYDQaxO8gGuv+lWCsdM97wtwclTuC4azxvj3gwhJBDQBFTWNhAxpFRAxDAor2mQoM39/Rv/9Wduvl5KNzzywLf6BYtqoVm68QAnuuNeWxRn84cPfJMD+/bw1euuCEksfP/VtbSuacKxLfpKypALrAsQbJNk3OfBqGzH3DxJ9h884gwcx5Hq8a4ZhsF7yxZhJ/tOybuYyRwHEqbFuubVPPPko2xY2xwKpwelOoYU5DJ76nDvt6OH5Hu8okkjitKU+JUQrtLJ0zVZEQLA0NVCKEN17x5OycAKWHmsluu++BXvdTxpeX2d+rxcf9OtbG+Tv7n97m8jHIfC0ZPJGzSM/IEB3b3gbj6L2a7ERWdHe+j9yvGnFqISKf/QND9pJdURosxbw4Q4ednBLFZSmOvrYbn3ccWyd0gkEl6IdmPLCnfzkdJmbz7L3C8lw0Yy96MXu9fjZjh649/fvKlf97epdNzvR/XsF6oyj23HF9jt7E1y4EQPQghMt9pCT1zW7EQEohCA0CQAU3O1JvxkkIwty8a1Oh1THZ9axsfdiBDJITTulBq7roffT+278aXymKMmB950wt/t6/aP4SVovd9VJcXUgBGBZnq1H4OeriDwwv3rgjJNhxaXBK8e4sY1/fPV/jaNl+fXXS9j+XSprXbFJfDEA/CFz8DtN/qyF0ZEVjL4ANmHHjCQD4+pQIA/UXm7Wk15xuQEWlZd52ZDSt7WttY1HDu8H02PAJZHEM3PMbD/iji4aTmyFqXmL4KRiMGRQRVpmWHvHe1i3e5jFA8ZwnVfuo3mAyY/ePJ5Xtshd+BCCI529nnZj6lCizMrZRbZ+MmTWXbA99pcXj8+9L3TyX5UoZCgx2ynHqG8qoZF25q8TCshBBvWNLK2cTmfvfxipo06S2Y5ozavqvCzXAbycw26+pKUVtXwwI+fZ13jciaW1jGzstqdGwRCOGxas8oDxf0VCxfCr2EXjWj0JS2vdxQwKxxbKr1aiQRvvLIgdJyW1ctxCmopGjOVE7s3yDa7ZP6c3DyspJwuDcOQ/Cb34G+2SELoY2+0Bu5vhPM/fgVzZ444aR8nTCtDOAnA4b/+9DYPfu1zUl08GuWq77yEQMg6o/iexUymHAY5RmZSkXA9EAif/6UJXIV54S2e5knEbIMLuWllyJTMYO1tJ7Btm+JxZejRXGwnyLGR/4hEDMy/4dwfHPN5I6d4Z3JcT0eOIcUhehKmJ2iqzCtKHc0lxy18frpNU2r40yrrGDJupkeLmD3nLKLRKPFEAsMwqKhtQCABTG+fFQLPcg7wz51j6B7/TTcMzv7IBSxauSut3V5YWKHIQPsz3d5IJELVxKHk52bwyLim6zqmDZoeQXM3Ge09celJdLNCNAE9CZscQ5c5vN66rzLP8Z5zIdzSZaSDTEOBhb/WBRYxMocPhSY9YEY0AK4cGTIMamad1ALfc1L+QgZk/z6u57JbM5/XCR4vAKqCYMstwxcWZFS7AQ2qy2D/cj92XF99+u07HQu2IWL47VP9VFEK0ydKQFhbD6uaZZsmnUKiwv+gfQjAAGwTIQx/PHluWR+IRXSVjac4L7C+pZE3X1nAb19+Ecs00fQI8z7xac658ApmVtbIumXWqT8on6gdx+uNu73XB9t6vAm9aNBg+iyY+7FL2MdAXg5khpXHakkkLd7bf4TuE4eYNnY4eXm5TCsrhR1r3Y2IfJpV6ni6KoAfVglaMDPsdLMft+5vZ8rIIjRNhGoeBucSTRNsaW3h3pv/jmQiyfwfP8LixYvRise7E6y8DcOL8jBth2OdfQzMNTjsvl9aWcO08mopOaDCYQgsBDNis0J187J5k7q7ukgkJO9Ns5PMLR1F044joe9MmvsZTrwnd3mpd7SqtoEdm2XIcuDQMygeV0r5hJF0Fw0hGs2h10yENbDcvwNyIvTETbkYmn7JlSFDh3PhBZkmy7DtOtTJuGEFHDzRE6rA4ACb164i6YHPBB3tJ9zNrjqPv8FINeVxzItmAWDI50Hga7VpmvCEXcP8qOwWXCwt25f4zJTFCrBsZSPF0+Yg9rzlXYcd4Csp741ly6Lr/Z/71LwiqWP+X/7jGaaUVSGE5FbJjDsJqyKaFl4ng4DFNDGiuadFSYBMavgvUuFK4cRq61m8eDHPvPQ61XUNjJ1eSVt3ghNdcdq6Ex4Ay3TKOy+t5NsLZYKObTsZvwNBAHZq7Y1EImnfPXvGCJZu8hNYdF0nV7e4/otfpra+gfJYLfuOdXvjwUGOISPiJ+GoCwkWgld/PX261GsVbi3qYFmc92uaDuNmZvjAPa4eCXvaVBjR8x4FLDcfjBS+X6h5KhSfYfOu63A6WtzT6mHLKvnvjABSQNshyB2IB7hU6EchdiGQwCzlM+/fGlTMlADsC58hMaCIaKzyr0986M9GT4a9WwP9G2wfPoAESdhX+mgdx/772vQ+7MMQJMhMFfAWDyEk+VpxezShyZ0+8kEfP7SADWuauO3zV/Hqgl+STMiFzrYsioeOZGpZzF2k/HBPwjx5tlXtpKGh179esYsCV+tFdxXM+1zB0NQMxHd3bGPzxla2rF/LW627ZX04d4u6fk0zyYSM7ZtJCRQsK/xwq/DJL9/ellUF/lSzH3ccbKcnbrqbq/RjBSdaXQg2NK/wjqsUwlXavtKpmjBclmCaPXW4DMXgq7KrHbOGL42gCZhaFuNbj85PU+UPWmtLI9s2r/f6av+B/Rw/vD9Lu6XC/EUpqugzKmIYbhZlYaGUF4iMqaTHlFeZPvfLY8d7JWck2N3lYwcza0qWTKUM/dibCFdgEAi2r1/D8cMHpCq+S2AfNKjYBWCW+1uybqIFgkH50TTvWvAbWuBZAdjc2syvfvY4G9c2SWmLLOG4zNche0R5VFL7XmXo/uB797O3E2adeS7DR52R+UCAaYZXqGB/6q5C94CB4ZJh2Sw05hNJNq1diewh4crNqL6UgEEgON4VlxuCgCfDsS353VMI7wctXQ1/ueuQkMdpaGjghn+4jbLqOi9cH3Jo4D9vwfsRlKaxbCfjd8CPKPUlrf6VENw3K8YP5iPlYS/D+RVj0r5eNXkEn7vplnB5J3f9tx3H20gZEc2vfCEEuo4nuSHUe0GPWIonyVad8dcCsGymPER6JCAZoT4Q/kUFO+3SW+DjN4WPM7ESqs9POXjgN6r948qkmn7wcib0E1ZLO2bw8K5XM2L4HjwFJD2Eq5wR6nVQ+yuQIamu/bor6Zj1MSn7UDhE1oH87nfl39Oxk/2uYDCh/g0Bb7edXsmoD6596AELmBxHfumV2IQS9h3vdl8LHAFDCnIZUTyAIzvWkkz4ng0hBBHDYGZsljsuFGFU7jB3Hepk2ujsKeaZbEBOhGSXVKRXi8rosRM4ekiWYInomufV2b5lvcxWti2MPLm4KAkupK/sAAAgAElEQVSElsYVkK8U49UDFZ6QWnYdTVuPz54RJlGeavajaTuyvEkGj1qqCQHlNbMxogZmEk8hfProYvKiOo07jmThdcjFTDgO7T1xj5SrMvJUKGxqaYzz556T9fzNq5ax/Y+vMvXCGykaPRVNNziwezvJwqlp3x0+cjRPzF+UBuTe2XwQXdewTFvyvMwknV0SXMXjCX9xc7+vCOAJy0HXZOapqnGXnxuheGD2bLjUvsNNGrBtB8tx2La+he/ecT1mMoGmR7j003/HRZddxcYeV2JCbRA1Levu62RrlQJfKgS0cV0z3/iHz7rhToPv/Og5hk8sO6UgybCiPI529EqQ4mnThb+TcPsraSbpaG9j9NTJmJEB7Dvek/mgKYPuvPLRtPck2LyvzdOgikR0konsm6JgnU8japBMSA7fjKpZsl6oEqEVwjuf5k72R9p7iRp+7zpuLQG1VpyOparh19TPQUNqgKqrrJ5YQvPOo6H1MsyndP9meR7jiQR73t2Z8fyLFjwHBZU89Pq6wLjIvKlykEkYA3L6X1YkHkklqvn/1ISQNXaxMHQdHMurzqAJLQwWPS+56y3LNKjfL/gKFpHOpmMlNBAWFA+HtsPyPTPuN0Sd+9BuWdOwZZ0fDosFgJOmS/V48MdvJtHQ6bPgxAGZrYhLwp99Sfr3gucZUw97V8n3YilgTQiZQahI/EqKwgNX6hpdFmCQxCiC/xDhfze1wP0Pwy9+ITMTo1EpyHoqemDLl8N55/nq+dl+5w34AD9NtUNTXjHLLUru+P37AbIPARiAkYuwfBd26kTl7cwCD/K8efPQdR3bzTY8/xNXce5FlzNhZpWfRSnkQhcUMj4dS+xr5Q8b1zHhnKvp6uzAGFDIsJGj0Y/u48Zb7qS2frYHBqZOL2PT8Y0ITcPs6yanYDB/WCMzHMeXz2bHDpcMnqUdb7bsSeOvpO5cTzX7Majh06+54GFGZTWPPLWAE++uZ+7cuZ5CeMK03L5PP1KOoZNIWmi4GVGuK0LXhEx90uRO+WSRk+r6Ofz88R+Q7O2SbRYa06dMZum+9MmvZNgIzpg6kXjSCvGj3t54QJ7XvSaAg3vfZeDw8Rw/doTcguKQrEcyKTMdVWJFMplARHJcEJK9rX1Jy9scGLoW6pWDbT109koPTTIRdyVHTIaPGkN5rJbNy3eyddN6GjdsZdq4MVTV1GVdmCaNKCK/v0XU3agoD+a6RqmvpqRZWptWMHxi2SmN+Yapw3m9cTcOju8BS+mEM2/+ESC90gMLByFEZv6R377wiXMMnU81TOQ7C31NvP76OTXs+Jmv3EWip4NJ5XVMLYth2Q45uoZt275MSeAZ97IO3de2A0e6bQqKREjv71QsqIZ/zrnnIoZMBMLh42hEZ8aYYhq3H0YJxAJ09CZk1QB3Pst0OxzbwrZtHv3WLcz56o8wdI2EaWO6XtV9Bb5YqpfAEwCdyhQf9lSuzK+mEPg9gdvm+HOIAlWa44e3RaCfhXC8jZf6vu1ySxEQVQDidO1UQQD4QEAImXF3/IAb7lOIUMhwYvMa+PwtUhohagTqNgZ7we0A8FXq1XsX3gj5hXDetbB2icycvPSW9Pa0rIPPfVWeR3mxC3Oh683M5wy6w4MoPuxWCv/VNLxSBwIfmAmNgs2b4fZ7IB73x0kiIcHsqQCwJUvC9SOz/c4LgZLusVMhSQQcfk/2/+gpJz/3/7B9sP1z/1OmZChcXaPRg/MZXOB7IWT2kualRAffBwmy5n38SqaX+6rzQviq4dB/5lA227F1i6fPowbW4tZ92A589vNfTnPfDxo5gTE1H2OEG57ZuFd6z5bsgaibrq/pp4C5+5lFVfYjyBIxqUWhAbZtaGHBU0+wfcOajIcKlgXavqGFl34hF9i77rorrTxL0GsTtJqJQxGqFqGmlMDxPF+6EF4qe3+mJBGGjRgJQFHxECorSjN+VxPwu5Y97DjU4alvKwtmi8mGy3NHcvP9sK+7o9VTCtzqrkin/H32zt99uJM9R7vYdaiTtp6AZ024JbU0QUFhsS87YtsUDSoGoOPEcf7t6zez9I+/44F/vI7tG1uyjslhRXn9kqhD3hwhpDiuYXjhzsrahjQtKpBE+y372tKOBXKeDsqlBG2Am05/y533kj9wIJomQtppytT1RAIp+VfNkYBFZWpmumJdC7+bGmrv7mzn8uu+zNRS6UXW3KQccAE/vgq+6ptg6yTHypYe2/cxDzQ0NHDXXXdx5pw54XOkRqiEPL4SIj7c1suhtkBx8AxX7zgOQtPpPLKPsSeWMcWtNWta6USjSCAUmGre+M0wfFtbGhnavc17XT95KPPcsk+mZbP3mNr8+PdID0S6NOSzLLMdg2K08r+Na5v49TM/YmtrMyDYdsDNcHVcDtj7sUwgIJMNOwOvJUKTIqq6IV97gqaaDO29vVSCIlU+Z1WKSHbwYYAwB8xxpJdNdhRUzZP/fvbXEnAFbVVz+DxJE452Zj6nOrGPagl1MALWrIefzZdSE+qzvIGB32gBACZwmlshmQgidtkX7713aqHIuXP9zMVoVL7OZPlFAdDl9rMaFF6ywH+jIOzfwD70gIHUU9ENDE1z+S853iQzKD9KW3eU3oSFbTuMHyaJjEuWLME0TRzHwbIsNjSvYHp5NTg2Nr5SuK5pHG7vlR6DLMr42SySNxBTacu4T6ca08/94klPxLC1pZGHvn0XZZ/+F6JGnq/2LcBS3mz3PRnqyny+bAtgqrW2NPLV667wBFCDYbnWlkb+/Y4bPD20IT97kZGTShkzxCeA3nLDpzjrzue55YZr5CRpWbz488eoHP+nEADTNUnuDpZBCpqGLBytwJZtB3bSQk7YG1ubWbJtTb8eu/JYLWs6trL9YAeGYbBz84bweVyPi9JgchyHB19dy11X+IXAUyn2yrsVyRlAsk8W5jZdfSrV/2qMmbZayJ2Mna/CYUMnVjCtPAYu4Nq+oYVdG5oYX1rDFLcmXmfHCYTQpMipELy28Hm2bmwlPrKOZDyOZZqyjl7zCm789MUZ++NkJvl3GrYjOVBlsVp+8LMXaW1aQc2sOYydVsmhtp605T6jJzgw92cCVUGbNGUau9fv88K1ae1yu1DTdS+rtfQMWV9S0wTzykaxdOMB2ZbA775+WVXoOKFQe8SgrHo2KvNQ+W42r2ti9Yq/UDv7TCbNrMJGsLW1ifXNK5lcVsfU8ljomBHH8taFU/d/+RmQyjNcPDCHtu4EGpATCHMGRYu7+0wiuuaG7eTY8rjUgbOXs4W1YjLCrS9aUz+HsqrxrHn3mKcHFu5f2cGZaGzZwpPKmyhyCjjr9p+i6RGU3iJIr253n0lBnoEHv4TKwHX7urWZ1qYVlNXMprq23r9WBBvXNvJPX7iaZELON/c8Op+EabPi9XVcGSsn0nMCCqMwY9Zp9Do+CFAesGwgYMgoOLjbBwKO7QMv3fDJkHoEYmVu+Ry3XI7KFFThwmkuwFKhxyCXMTUc2bIOfr4U9p9I96bVV/vnUVw/yw6fc982CeiCfC/lTUKDda3Q1AqDCuF7j0hAl/MMvLYIamsgJ086LvZs8YEO8jh9leXkGlEgKfvi4ovhzTfhpz+FZ545eSiyoSFz/chUGzMV2o/65w5KfoRAJMEB+oGyDwGYa47jkGPoabvX/ByD0jMG8+7hTvqSplfCJMjNiBgGFbWzMSIaSdNB4KAhCaSK4JoSlTgliw4opOfIewAMyB9I0vbBwDNPPsZTP+zka/d8l6PtPZjJpLfo98YToEVJJOLobraNt6nq53wnWf8AOaE+/MC3SCakVyeZSPDqS79iyLgZJEybt99aEtJDa1zxDh8ZPS10jEQ8zp+/+xkcMynb4zgkkxLUhgGYRv2UYVk9NUIDYUvwFdE1TMf2U9SRnrj7b78OM5nAiEb7zdpUp0gkk3zz9i8w57afBT6T7gZvjnXSC5ZbyQS6EfX4XQOLBvt97e7A+ro7yC0sIZlMoEWiaJpU7LcdB8NtQOotCIbDIobBXQ89zaTSGJvWNvHAP/pcr7MvvJxzL7qCmVWzMaJREq77f9O6Fjata6H00iKSXcc4vGEpEcMgVnf6+mJ+h8hx6CjEI6CiupaqmjqGFuWx+3Bn1o1Gtnt5KmE5IaCrs4umzc1YBaMgmiGrK2CX1Y1PP49/Qu+9HENPk1d57OmF/OGPi5k15yzGTav0zp9raLSuaeKB268jmUyw6OknuO+J59A1uPfma72Nx90PPwODJwR09/zrnzDs1BIAghmQ0WiUxYsX09DQgO04mJbtScqotilZSpWIgqParHO8K05ejh82b21p5PEHvsm5d7+EGe/h9ru/HX42MoQZldkZuEmae8IhBbmh95U3MRIxZRF6PT1LUoJwuWGykBuqvKgUh928rpm7XX5hxDB4+KkFlFXVeONorVeZxMY0k7z15iu89eYiahMJvv6VLxMRAn7+M5nBeDr1CE8VBLjtl3+1AIcKN0ynim7rskD0L54Ic8CC4cK8HPiXT/r93tsLOa4310rx5a1qluDLtmWB7lfe8AFYrCJ8HvX9VN5ZMu4DrqAtfA0eeEgeW9NclWRbgtHVLXD+hf53R02CXev9rE9NwyybDi88I0VR586Vffj66ycPKQbt/dSPDEpneIDwg03E/xCAARi56I5G1NDceSd94hmfMmkqbsbLv/k9E8tqGDe9El0TmJavVG3oGknNDvODToLALqsfzyur3gVgzKTpXHB2PS2H5a4e25LeOs1ACI0pF9zI9//163z0X18jYiz0akCKSBRsPPB1qmadBIEpMBDvi4feT1g2nW79wUlldZ70QyRiUF4921uMVejRcRycZFxm6QkNy7YwDIO5GXaZ/YVuNaQcSMQVAzU9z5fkE21oXhnQAUtm1QGTJs+TTCZJxuNuO11BVXc89HR1UZA32PcUBseJAlm9vYhoHvGk6VULycnJxQYOtr7N8JlnEi0oVj/yz+5e55rVK2hb3+2p9gfDYWYSNq1ZxaTSGK1NK7xrs+0Ef/7NAv7yh1f51qPzufaWb/DUf9wbap9tmXz8imsYPnwEkytnUXqKyvoZ+93dWdrC8YJvKgIxbdQgdh/p9JTJD5zoYWCuQUGekXHsq4iBE+iDbLZr2xb2HjxE3pCpJHu7yB4klRabGC6urc4FYaCbTV4lOnwyxfk5WLbteZUiusamNStdzptN0pTeREPX/I2HmWRjy0pmnDfRPZeDY8h6s7EJJf1kl4YtmAGpsoMbGmTljTT9N9z+E4EyUu5VqvknomnedctxlcBK9PHWg9cy9eZ/8voC+vdGWm61hsObVjBsxmzv/JqQ1ICgKW+i0AS2mXDnJMcDvDOq6ikeO8P7vuYuoKryyJoAv9A0YV3jcsqqar11tqrO91ZGIlJKyEwmOMex0QGhytGcKv8oaJlAQCZifjAUJwRe3cjUcJ5FWBIBwuHCvgTELVAYNvg8pILe+mrJ70q4JXd+/ap8/7KLZUHtqvLweTKR7z3Ffvy/azdK8KUyq4MevUyewJwBfjvzi0Bo5BsO1MTg0kC2+Kl4E9+XqV0xbr+717Z2PfxlOcRKYfLYD2wY8kMABmBbGEYkJMJ6KtbQ0MDISWXsPd5FV6/pFSk2dJmpM7akgFd+t5ilb7/NjKp6xg/Lno2nLDahxANgxSXDGTN2GC2Hd3u7IsMwiFsgNI2xsz/B5jeeBOCaG25im5ODA0R0HdMO75iU50yWycm8I8gmP6FMgYHg8mVEo5x70eVeWGBKWRXfeGQ+29atYmplPdMqqmnrTni/Z5D0vAghuOSKz3DORZfT2rSCc845N43/dTLTNMHGltWsXPYOlXUNTCmNefOdBlTUzuZXegTbludXfKhMpu66HjGIqMXNZS6brsdq66ZWzN6xHNp0CJE/NSNgtdXEH0AbuXl59MRNzO42ju9ay7Dps9FTMnIsd4f7Xy88yfFdaxGaRjQa5fa7vx1aYGZUzUIIKKueTcSIeoR7HAczmWRTyyq3XSltcxwuvuwqZswspS1xMoWu/q16Ygkb9pygszfpzXd6ICyoODuOAx09CSzblgAMNe87mLaDoWsUDogytCjvlGQrtmxchx4dD4AezUv73ANXWYbxqMH5jB6Sz+4jXd57QwpyaF7151B9VwXUNeFmTCpPkxtpKauexcuG4UaSpPc7J6KHNh4zY7PYvXcv3Uf2YOdPQHMXgGzh9EwW9LKr7OD+TAg86RbpkAoIlerCEzkFHxi99f2/J6IJquvneED03LsXZvSUq/szvtjg9V/8Bwda3+b8e191PxPUpMjoQDhxp6ysgNd2QNuRA9x3uwt4DYM7H3qaWE29XOMjGqZtu5wvTQKsQF83nHm2KzkjG1MRq+WRpxawavk7lFXPJpG0WPLGIt5OJrjJbRdR42+z6Gcl5qtJR/1V82sAgEHmgRkMFxoRGJAHZl+4wwEGhjcTxCrg8k/AgpflcU1L/vvV38L374LZs/rX4fJAo9teBcIa18pwpTJdhyeegKNHYd68dEAavL4zrwQhpAhysO2n4008XVMTELgSGgLWbIAv3CqBrRGBh+6RNSM/gPYhAAOwkphaFE1oXgr06ZjA5/xpQmAYckCvaV4d4ieM+MUCKmvqT/m4PT29aTt2w4gQt0w0I7yAd3V2YhRLpfX+YJSVTKBHczE0SPazKUjVJIMwN0bXdS654houuuwqisdOpzeQ0j+tPEZFda2nfSYCv9+5VXrzjIjBhZd9mvHTKymL1XJeinbQqVjP/q3c/vmrvIn8/h8/T3VtvS9FIYQEnIBtWTz0nW8waeqMjF6w8rGD2XqgHU3T+P4TT/PqDtA0nRCUERq73tvHvqY/MP2ScbSukYRWJwB2ozmyFp4IjCFVtudfbv48zauWcXRQIR2JcMjXMpMkens4vmute0zptWtvO+EtYCMmVzLZBZnTyqu559H5LP7Nr1n6u5exLVmBobx6Fkm3Xl8yKYn6Z827gIoLL5GCvd3tCHL6izCd1KIRndiEEt7ZdMC7uUMKcjnaIRcOIUDXNUzTTtvQKJ2sox19TBs9iInDCzlnxkjWvXfM+27NxBKaUuoHAkybWcHurdnLGwXpH5kegikjizjS0RsCYLdcVMb6NfGQvEpVbYN/OPeZjho6uNSCaeU1PPjTF2TIctaZTJ5ZRY6h850fPUdr0wrKa2bTEzdZ8eff0dt2hEnzRrJz0xrGjpRFgFN5XdksmAGZ7bvqWLPmnEV02OSARIhal6RHPuLyW5Vlymh+5slHSSaS/Om71/CRu17I1r18fE4Z1cP/ieZVDXTmwRGpIsIlNeMyXkewLmh1jcMzP3nMB7wm/OX3r7CjtZEZsXrKq+pkdq3mVh2pquHBn70oPV/Vs5g1u4GjHb0hqkh5rJYppTGSlkNvIsl9jz1L06plbJ9dz4SeE/Dqor/Not9vdp6LznE9YG7dW//9LJYaLjy4Cjpc3m/U8D03n/xi+m8vu1gCrnhCZbFIILd2I8yqO8nFCOjplGR65bEDqItJ0JJI+uDrS1/q/zhqZLjq/3HLIS3I/n5CiqdiXh87SPFlIcOkXhJCEp5+Ca6/EkZ+8EDYhwAMGULrMZOUFOaSnxPxduunagJXDFCo4sRySK5e8Y4XqjCTSZpXLT8pAAtmFR48sJ81if3AKBKJOGh+u754651swvfYTZlRzhHJL8bKIPrquOrgtmWiA2OOL2fXoJSMw8CifOb04WnHCE7aJRPKuej8uSQtmyPuhAgqlAQdPUkG5Ogc74x7HoTyWC0LtzbyyU//HXYy4U2gAk4b9AIsXfpWaCJf37SCmrp6lAZba9MKr+4c4N6DzGHIivFD+PXKXdgOlFXFeHVHi6cZpRaeAYNHklMwmL2Nv8exTJqa16MV1WJrOhFDXrthRLGSFkZOrq/D6cCnGiZSesZgymO1/Oh3G+hI9IbObxgGiUQEobmF1F1itFocy2O17DzU4faXDC9Nq5Ch7/MuuZLWppWU185mRmUtcdPknkfns2XtasbNqOaij87lT6376Imb9PUlIZoTKO30V5jriXBw5P1THSUEugAzsDmWHSFfW7YTDke6gElF6j9ZNx5NE6zeHq5G8Oc9MCC/QHIh+xE0VVyijE1WXDvHf50KRqLDJtPWHZfSJo4vc2A7uBm3MLOyhmkV1Ri6Jmt5uu/NqKxGIJj/k0exLcuTZtjS2sLcj5yXldcVtFSAlg2kpR7roZ+/yNipFZ4DxibgIBBh6QoIAyMIbLBSxmag82Tf4YR+u2HPcc9r35+psOMgpa2WlGP5z79ZgGPb6HqEj156NeddcgWlZ3zEE1gtq6qhvKrG8+wKAeOGFvDe0S6Z2IT07gnbYcv6Fja0rGR6Vb30ePecOGm7TtlORsz3duFaYIBp/kOQbccTDEu+uSpA2D3J86nA2ytvwMuv+0T7qhTF/kzaY0IDx3L1vxSIcgiS6YnoUF7efxu8nypvn3rzf8pSQpAIqI9J8Jpwd7mN62DdJnh61IeliD6I5uhRNEu4Ssvvg7An8ArBCuHriZ1z9rk+UT9iEKtvOGktxVCYTtN585VfUXrZ7TLjMMfwSN5jxk1i027/d5bjSxhkKsUiNB3HASvRS+uL9/OpB77Lrq1pl+GVAclGAVET79b97XT1yQK6+bkys0lxjratb2F980rKa2YzZkpFWmjpzVcWkEwk+N1vXuF7P/4VFdXvj4909jnnhrLVKmslP8YRcqWvqG1AjxieDIQknzdgWnZICTxonoYQ/rwZMWTmYmFBPnGkB8+xLY4NrsE2/dBwwvRdiroe8WohOo6fjQdwzVmT+OFv16edOycvn0uv+nuOHz3CkJKhXHTZVWGpEXenJ4DuviR50QgRTWNaeTVTymKSC6eDbmtUVNdRUV3H8a44OFLU90hHL/E+hyHRcIj0/Zqm+siRCSfBfvOEMd3rb21pZPWKdxg9tZqqmro0oVCHcJsuqRmXBsAALFOWjBJCCwH44HA1zQSa0NLqpUJ2TmF5rJbBY2dgRDROdMellIPbdqGqK7htlMk6UgRYeb9lXwgXZApmVs2ide9ib16YVik3Xtl4XcpOBaApSz3WmtXLmTijygXoeL3iRcdOkoEZqtma4fPUnlNzWaxuDlef2b/GUirP7va7v82Wja28uuCXnpfaskx+t+g5/vTbXzP2pdcoHDMdRU0KytEIZOJE3eRhrNx2CJD3ddO6Ju796t9jJhOcqUf44pf/Ac224fY7YPGf/noPTLZQmqa59QjdEBgaCNsHBp4H7BQ2PL190msT0U/t+wq8XXaxD7KG5/ufB0n+wWxJIfw2e1AdaGyR4UwV1jwpd055+NQxNPKN97GG/jWmPAeaLj2GsUp5nT/8Maxs8j2Dq5o/BGAfSHMcKfKYazC2pP/MqlQbkBNxeRd4u3hV6HjW7Nm8/NobvPDKm0yuqMWBk9ZSVGE6AKFHsFP0ppSI58b1a6Gg0gM97+zzM44z1cGzLblwta14ns/fcB3lsVoiQ0/wwl92BL4lL0LX+heLlEW0XbCm+an5IEJK7IuejvIvDz3N9PIa77djOpr9rKVkknVNy6msOZm7PLPNmj2bR3/xEquW/4XKugZmlFcjQy4OwoHSqhr+9fFf8qc3FpFnRLj0U9cwZko5Ow52ZK1KYAelQlK6IBFPQE4O53z0YroKCsnLy6G3Kx7aqJoulyvID1PcqCD4TjUzGadqZA4P3b/AGx/nX3Ll/8femYe3UZ37/3NmJNmOnX0hZA9JbMe2bEvew9JQlpalLYULtKWFrrS99EIvXaGFlkILvW1ToKUUaClbLiHsBcItLWUpxLHj3dnZ1xCykMSObWmkmd8fZ87MSJZk2bFTnueX93nAsS2PZo5mzvme7/t9vy9b39nLnKn5HIjE3PncRviaZttXCLcRsexViqNfUp/MsqKZvLmzx6l3OpgUpBuCWVPyeXfPAeZMzeeIiXn2Tz1gSsC2DW1cfcn5TiXnz266h1mL3Z319Al5lMyZzFu7eqkvXOz8fHnpkTy7cXvCO0YiA/jzChI+GnUtlj3m0YEBWu74EX/b8RqBpOrX6kXTeWbDO8RsjwUvSOsdMKRWyv78VaurXL9OfyQmvQAFCNUX1t7x6/ZX6QEsx78wGKK210/v+29xICeXwpJiBGJIXddQAM0byccK1y5DtxuiW5aFETfJsTtE4HlKM4W3Z2u62LppI7c/uZonHlpFPBZ35rLu7aTdXCZ6q8mm6jNnzXHAlzdiMYPmxhc46ZxilPUHgBAWlgUbOlp5clU7Hz/5BPRpi5zPqqul0SmEOMYyEKZ5cCL8VJEqlVZUAwf2q52HuhHcHdwwdMXsyoXeHjjSMz8lN9FOxWiFyqGiFBCw43X5s+jAYE+w5jYXgDmMlebuYryatGwE804KUDhaMjNZAzaWod4f4VZsAhxzrLz+9m7sHfrYNwgfQRwGYIAwDXRfgKnjcynIYECZKmZMzGPAiPP6+/sd9khVIllAXX0DTF3E/v4oT9//Z6KRKJZlEo1YKdNhKk0HUDBh4qBUi+7zY5owv6iCd961qyMHXRCDwEPMiOLL8fHSpi42r3+OxSm0UEo7c0JwdsZxUKyAeitw0z6bO5oSqsG2dDaztNwFYPXVYVZ6WruUVzeM+FnN8emUh2tYUiY9l0wnjSXbRok4FAbDLFxayfQJuYzPC0idkoCd+/uJxS2OnDxu0LWpIVfPsmFE0X0BDvT2MC5nPPMWLOaV3gDKsTvuQTKRgQH0QC6mXUGpIpkB+MjlDyS8byCQwwdbExep1ua1zCrs46kNLRxVWk1pZTVuha1Kd7t98BRgcHpk2ukay1N+q1kGMdM86PmxsbGRu+9/jLM++XGKg2E0IZzuAIoVwtYfbWxrSqjk3NC6jtlLXAA2bUIu0ybkUrEgUTR8dPHMQQAs1YkrXzDTZn6jffuxzLjU0UWjTm/bHUAAACAASURBVM9SBQ58up+oIat2b/U0tc85Yoly1XAKxDQhLRH2iggBm+VTrYWwx1lmmWzYabdsMS1ZRLNw/lwE4BcSmA+l6xqO8N57rGOP+wi+6YsYMGJoQFwIp/rRNTCVoHzrO3uH3RZNDf2kHLjyos8xcKDH2aRFoxZrHlltM9uJm8tBLZ2S2pj5AwHH0gaQnmS22F7hA9VbVBOCjtZmLv7S2cQMg9/8z7X839+eYklZmFd37CNUs4yVdiHEC5rON+x0/uhX3qUbIM3WU9laMEXfubn5oY9RUwtPb038mbeJdjpGC2S7I91TQLTzLaiqSO095pyPAmL2glVppzW3vAEfO2Vo0Ko+JMs9Vr9pkZ/5r0Yv8idCzx55DkfMh+2vyclH98lK0Ft/A+uaoaxQjtOHrBn3YQBmh57GXTvbUMJvla5QD5vaGGgCCiZMkgaZSIuDdFV5P/x0Jdc93IHPn8OXv/nfNL3nunvH4nKRWfuufO3XLvkBryX9fUpmw8nXaGm1UGp6KJs3OWO1lmlZjj5DqDyTgBxdZ2moTlaDGbIarDRUjxDybyzLctIc/3jqScrrllNaUYUQ2QuTveHTNcrnT6X55R0OcBIChOU26lU76ATGBMG+A1HidrqxIM9Hfo5f2obEXeG4aVlM7n+DXT67J6b98+7OVgoWL5MCfad/oZnwGi/4sixrEAOQHGpR8i5SEyZO5n++8yXHW+rHN9zFwuIKcvy6zT5KkKkwiabhADC5aFkOmJC6Kzku8fjwDIGTw5smu/OP1/P0008zx/OZOSAQeWuUhOvw+f3EYvI+LvVYk2SKVK9J/tlXTyjmnT0H+Nfm9+iPyFR8+8qr6Nv1DiA/l979+xLA78evfADiUTav+XNC5eOyT9ppNOGyvEK495FqDO1wMkLeS5pQOiQwTflVOe/3R2KEF01Dj/U5D1gmXVc2wvvk16vXvLx9H+9+cEB+zpaFz+7eAdi+WoIde93zyBTnLDuK1WsHJyLj+3cQ6TuQwJBbpsmeXTsHVZICg9KOyl5FzT2/+fP9PPrAKjQBi4pLGejdT2VNA1U1dby0fW9C6lFD0Nz4IjHDcBjCF1/4F/UNDby2Q1BSUcU1N61kY3sT80vCvDtnAtN3vA5/fXhsBODecHaiyg/LA8DUzjabCJXDG0dBfxrt2iNrXNG9l9ECKfxXqTgVlWWDvceAtA23Zy+W3l6fSaq6zHThym1eXfOhjLlFsHmdhwlDMpLbX5M/qyiF4oVgm2F/2OIwAENqwIZKu2WKHLUztkAT8hiKRdGEsFMUgjfffc8RWQtNY9/e1A9ZwCdnTdOymLfwKJree1UuYCbEYnF0Tx/CUM0yXn/ZLYJJe42OHkQ2DQ/XLuOR++6m494Hqfzsj533k5H+IdrXFyXHpyVMiup6/brG4tJKrrrpHja0rKOytoF5RfKB37G3n/19UYpmTyIYqiZ3+nzyxo0DIVuJfPern8lK95IcKt1mYqGWRiEchbXrD6ZCuM+qhmDvgQgx0+TVTZ3M3r2O1yfVOy8dF/ARnDOfx9ZtY+KcQgdU9eYvwDgQId8Phm12O9B3AF9u6n3fKeF5+PYmgquT5sPf33BfYzG4Mm3d2n8lmNpuam9iUUml039QFxpCmOT4fRgx07EfEDb7JNOW8ut7H/QxLseHpQfI9espvaSyjSHTZJ51RxOCwrIw3//NX3hzcxuF5TUcuSi7Rt2p9VqJP5s7rYC50wowLYt/dMrep4sLi+na/a4U0Gsa27ZsTAAH0/a0Uh2u4p/XPe20T1KMjGKxpQOJpz8sqtBGXZsLMGX1tMvWSAZQOKlimafMvhFwJoA2VEhAKOcyny48HRxcgJ5NSM3iYAA2ZfoR+AN+ohHTmS81TWPKtOmDGK5UaUfVxsx5n4oqpi8owefTyPVr+DQdv+4yd3LqlNejaVDTcPQghrB1fTMrH3yc4so6iivCBMM17O4ZIOrvwZqaA+WVg65j1MOf44rwhcBJ63nZpWzBSX5+agDW3iXF9mqe1rUUjJZnEVDAL9l7zDFg9bBf6qHNZF2RKQTIaxaMy6IF3OiGh8lzWiLhGuE6T+qHLw4DMDsyCc+HihkT83hlx/6EzYQT9gSiAUtDdQQCAUcLk0oLBO4kGTddQbj1wVswcW6CvQHAt774Hxx/2SqE5iPTLsvvlwzaSR8/ndM+8UkAfv2zy9ACbgrOSiHeT473PuhjwriAK7jWoLffIC/H54ChynAtxcEwOT6dXtug1YibCc+As3gh6Fy/LmvdS6qQaSHPfOf5t08XRJLa2qnfqzlxa3cbP7v4CxhRgxN/+ijd7S2UzZvCmXUL0DWNSAya3gNh99GMx+U1RQYGHN2RCj1FSji0cBowbVDZ/9/fcHU2ak71VpcNRGMum+j3UxquQyDw69K8VjFNPl0QN2XLlo1t6ygNyybthu2WHvOMvQRogpK5k4dd7atiqDSZw4wi0DS5MygsC1NUFiY34GPAiDm6nuTw6uTKKqsG/V73pZ6yorvf5vW1jzC34Qxef/UV/H4/8bg0+D3+5NPobFnngIO66qqUNgyqh6C6N4R9M7lrlKu184JMtZZpmkbcNJ2Un2IBNYGskh/JYA8z1BpkWnaFqtPBwe2XOlKef/HMiRxTPJOaOx5gzSO2Bswe41PPOIdTzzhnkAYsVdox5TkDfl33pHY9wFEITCHnwrNOPZGFHoYQ4IQTTiASieIP+LnmDysJhmrscRB2D7YxHnllzlpbBVP9aueBk4pUQEggWwAdMR98GQB5uorw5jbXIBWgqDDx9wLYuA26tslKwEVzUh/n/TchNz+xUtM5wDBD09wbzmGhDjHY0TTJ/uUVwBy768rUWbB7u/vwCgab2X4I4jAAA0Q8ihC5Q78w3d/begsrRQWd7plMCktD/Pq2+/jX889RVFlL3pFL2NM7gCYEE/ICaJpwFiAmLbPbGMnjrL3319R944ZBzbTnLzsTMx5H13w2g5X65s/Lk0LnT577M0CKj824ieahzTRNT6imTHetpilTrRs7W2lufIHC8hqCoWopgbAneceWQxO2QNpMYDQ00zXxDNU2DMtwMumE5Bxna0R8uoYRizsMhXLUTspBOn+qkahR2t75DG17cxJ26oqFVGNvxaRmJSc3l4GeRGo7bn8WKpZ6tDbJZf+JYQ2qkC2pqOKHK+7gle4WFgdrKC6vIhaTFZwiFreLLqTwfmt3Gz/+5nlOy5Zf3bqKqQvccnTFJmhmDE8SbUQxVJrMOb6Q7JBpN4fO8clWXwGfnjLdn8qR/rSF8MRrOF0JfD6/06Mw4NOcMdvx7tts/dtK3mheQ2T/Lj5x1meYOWuOM5aLCpcOAgfJn4e6TRSD5GWxnXlcE471hvNzZ4xxJnxd0xKAG3FX5zSmIdyUKVhOA23n3A9CalGQ62fm5HHMnCzHLRXg8o5nKpCb8pS9mwNcFlF9n+PXMSMmoYXTyPHrCQzhtddeSzQadVi27tZ1lIdr7OMJjEMBvrzmrH/8NYSCHvClLtADquKxzABsUokESSrauySDpQTySlS/cZPUgykd2MaX4Lu/kKnJux6Ai86HuA71NYkMmBCuV5mXPRpJCAFTjoRd7zgMYF8cxg39l6m7CowkFlXCthZAQP4E+TN/DoMYvu2vSM3YhygOAzA7vE7eI4lcv48DpuEIRp3b2Z4Qt21op635RQqDNXzy899g24Y2Hr37j1TWNDCnsByfrvHa5k5nAQp9/idMXRxmztQCZvV00/Pe6/TufIuC6XMT3nfR8Z/DjElGJlOz7+Sfh2uX4fP7UoKtVMPw1q5eqYERMlX5yoZ2fvpfX8Cw9UlX/u5uKsM1cvNm7z69BsvpRlZogvJQzbB0L8khF0TcQReCsnlTaX31fYRI9BgTaizUhs2yKA3VOTv1bU/cxH/dIQXyanEvDsmde/74iRgmzJw1jx5DMmJ54/IxTAjE+zDJHzR4nzlmMeniGyeX8MenNgFQPT02SC+zc9cu5haHOfOCbzJgxPFrgrjDDHg85wRsaFXtcWTLls7WRk5eVCrBr3e8xWA/qJFEpjSZeg/FFsVxz1mAU6WXHMkpq7bmtXz2KxfxxGvtDmDUNI24XRl82gLTGTPdp6P7dAb27nAYmWQwkB78ynhpYzubO5oJVtUzr7CcCePkIqmYXWVDobRe7vpqyw80V2vo0z3XK0cly5E9uFDjq5l2my6fJ21qn5cxzGlOAdOd7+/gzlseTvCmSzWm6rmpqK5n2oISLsii7ZULvtyiEvVVnUVuCl2ql41VRT14j5NwjDGIZHPW1g4Il7sX5KQgLQ8YSArDbu2mWse1dIGNI7jtOTh3lptG/MtN8PvboLFZsk5eHVjnJvm9aUqQdsNf5PvecocL0nZvlx+m7vOkTEdxjLw7kkzR2Cid9RVwfeaZkYMwn2Lyk25stfgcDMM3xnEYgAGWJnuVjVQDBlA6dzItr+y0++Ph3NACyRRdedF5jpj689/6Eff8/ufEjCh/vftmfrDiDmYdfXTCAtS+8ipO/MmjjM/zs6wqyL0BP+v+8C2n9Yc3NN/QqaSK+VMT3OaDoWpOP/MzPLL6Hppu/Q51F/7GqSJTGjRv9EVj6DHhALCN7c0YHn3S5rYmwlW1Dreiaa45LZbFQDSe4L1l2aay6tkfqe7Fp3b1loUGLJgxnnjcYnyeHyXAV8xbgjO/2nVrgqJgeNBOPZmN+dRVD9AXtzUFPj8YBr0DMfICOkY0zlGzp/PA765g2tJlzKk+JatzVxWY1Yum82bro85nH41a/Pqqy6SOx+/np7+7mwXFlQ7zJYS87k1dbbSue4Gq+mOoqG5gladlS2XNMskGxk22dLbSvO5FKqsbWFxcknYdGK1QqSMFEgGnTZcQoFlgpnj/5CKEcO0yt5JPkxIB74ahs8V9XizD5NgTPk5JeSgj25IuuttbuO7SLxIzojx6l7RPqaurt4G95gG96vosp2+hYpt0IT3oFBhrWDKDgZjMfwvH8HJsQ7GPuiaw4iqt56ZDdU0jJuIZN2sqfLqQdh02Anv270+w5Ylb01rowGAW83u/+gtzTj5+6HMWbvWu11PRBWSp/1axsSsffILScB0LllY4ulQE+MZ6yJPNWWvCim50mRdsn6x0GYr33wIsmG0XgdSGYcu70Po67OmT33utJ771NQn0kisbK0tcF3uQc1WyWH+g1z0/3e7P6lRtjjBcehiAvGy0pXfdBXbPXSIR+f3BsGDp7mUvuByNnecoxyF2TPuQhlDC1ZEfQjXqVeaUNrmCENC5vjFBTL3++b8lfL+loxkLy1mAlDD4GBsvKSr/wkt+MOh9E6qRbA+q3vffcC/NvUT8ScDqlDPOIRAIcGCnpLt1XaduyYyUFZCawxoJjJhJqLYBnz+Apuv4/H7KwrJHYW5AR/NMpk7qy6kOdQ7o7MrL57vCz8bGRq699loaGxuzHvcZE/OcB236hDxm2sBGLjzy3GOmxWs7epyfq69qgQ+Gqrng6xc7i0oiG2PQd6DXSd147xMFMKZMm841V1/NcYuHR3GXzJnMJ6rnJ3z2mqbZTbbjxAyDje1NCAF5OT5UVdhLG9v53tfO5e6bV/C9r52L0OB/bl3Fl7/1Pa679V5KK6rwaRovb2znR/95Hg/++XquuvgLbNvYmdaMdLRCAFu62njozpt5aWObPGebDc0L+O3PffA5eO9ztcCnO9fqRdMlQLMne8uyaHz+6RGBL5Cft/eZ3Nq5Hp9Pc2w+FKAEmDY+18luaEIwd1qBAzo3dbbyv3/6PVs62/DbonKZjjwE4Mt+oDSPFMBZG+1JyacNrgpOFz88Q9q7qM/KNC3neVBVjsmR/Nxs6Vyf9vixuCktPYRKWSu2zgXrZfOmMC7Hl7FgpKGhgS998xIpgyCxanLMR12Zs159NTzxV5l+9Kb01CTXuQnufhA2vSTZsndeSn/MUDlMK4IlyyRzBTLVeMMf5VeQP7/464k2FKVFMu2onPjlTiARpDk3ie7++2BHKX+Se6N1biBw5ypoaTu4Yw47UlyDN/0oRuE6xyAOM2Bga8DyD7Yxi30wIQW3QjAux0c0FqeqtoE7PGLq2o98jK1dLc73JaE6sDJrJtS/X012r/dM7GY8hubzs+7miznpyoewhO6w36nAZTBUzbcvv5pn/r4GgDnTxjN/enojWgvQEURNk2ComitvvJutnc2UhGopCoYRwq6ssxkCtRhgao45bcy2edDjBog8hBDk255jw3EBV69/9tlnWVJew5GLSplSkKjjS+yNazmeakLIzaGmSfsRL6uSyrdI13ViRhTLN3gQ1fCXzJ3MwhnzCYaqeXDdq/j69/Dm66/Q3U5GQHDu0Yucz0J99hMnTea3P7/CaexcFpZWHrk+3UlrbfDo1pT25XNf/S/Kq6qJxaR20KcLNrU1JQCLzW2NLDv2uINKtw8VGzpa+d6Fn8GIRll9e4AfXX8XxeUhh7lTC22q8AJg7/cODWOf9ieq5wPzJYt7391YlkU8Hk/baio5kvV2MiXvPqNlVXUOUFRf1f00cVyAnfv7CS2chqbJe37W5HHctuoJLv3KuW5v0ptXMr+4QjJJkTFXI5FjV7fqQkiGUSgQIp9HpclUc8JQJ6Q2bDbBh67rg6pGk8NtZySZ2KWh9K3XXnlvP0dOGeesjw5DqkAYgryAzuIjs9vUOIDTY40z3HTriEKZs/b3wmvdHvd7+yQ6N8GFl7qGoDf/EubPcP8+FcV30lku6/Xue4PNVL/+RQm82rtkirE2DDMLYH+vR1wvoL4K/uvrHg2YBxwqvYi7wxiZLisvH6bPgTWPwtf+G1/UgNv/F/45J/0xzj8fbr/dHhO//H7UIwl8ZerJ+W+KwwDMDl0cXAoSpOA6blpsfGsPU8fnyoayQhAM13DdH++lpelFCsulcejcowrZ1NFEMFzPopJQQmPZTNR+/swlVH/52oTfaULKAVRTaL/fzxlLdLYMTGLbu/vAslJqvbrbW7j+F1dgRA0WBWZR/OnPUjq3KOM1OqklTaO4XLaVicVNZ2JXz7LyCdOEQNNxmKZX3tvPuByfM+l4F+LhuIB7wZrfH+CG21dz4WdPTzpZHDZuc1crTWtfJFhVz5KykP1ZC8fE0zvGye1SnnhoFR/s2cX4mePRdH/SfSIvYOGMCc5PCnP28F9fl8d5MEO6Rr2nFwio1wWmzuWtzW0cVVZNcTBMNB63Xdrl4lRR1cAqbwPpmmXuwuVYoQhKw/WJlZShmjGnvdvXKxZEmvFuaFtHaWUVINNLqqot3XgkC/GXHDmBV3f0ePGXE6eccQ5rHlmNYRgZgcFQ7xEMVXPZijvZ3NlETf3RzCsqR7W1UiBesTPIK0nQJAkhPNcte5N2tzUxv7hSpv1GOpjDiNlT8umPxumPxtAti7gpEoCNwC0K6umPsnP/AEuyADfqfj+uupRjF/8gI8uoNhJP/eOfLDv6GKYtLE1/YCFZNWf9B4dJdNdLkRVjO3V8Lts/OJAgQRKD/jGCGA4gcdJwntY+liWbQxseANXaBfNPkk7tffvd1+56BwomyQpFr+GqT5f/xUUim5VsyvrrH0FlqXyNSk9+88tJAnz7f84gI8951iLo2gQnf8xNpz79dPYgzJcDLR0QlR0IMIboPtDQIH8/GiJ8yPwZd2+GtY1QUQLhioN7n1GOwwAMVwM2kobQ3lBMTvmCqeTYlHmOX2fCuABloSrmF5cTjZmYlsWSspDNGuEYen7QG2FyQU7KYytqf8/r3YN+p0BEfkEBU/dtcBaU0pjJdQ+3c9QR4zm6eGbaY5pmnD2vb2Tvm5uANJVKqNZDOOJ6DakpMU2LHJ/u6nzkSbmpR0RCf9qYaSL7+bkpvMbGRt588018ts3AUNWQXrAGUdrXr4UkACbnGsGW7jYu/4bU4D18h4/lp53FR075NEtKQ/L87dRtunYp8VicjY/8jrJPX8KEWYsT2CPLsqhfMiPhfVOJybPRy3iBWmFpiGUNDezvj9IXjeHXNXTbzVwIKA1VseJP99G+vpFQ7TJKK6Rlg2IA1KK7tDzMj66/i03tTRSW11BUXo4qQhirqKrzaLl8kuH165rd5sm+f0x3DLwANNXYTShcJhvMa/qgTVK2lXbeSPUeAJs7myiprKOsspqefsMeTPl+Ss+onoNU7NFJJ3yUv9z8WwcUV1TZgnANRBr7jNEMIZTjfaKYHaGYcpcB64/Gs6qGFLhed7f/4tKMmwkVwVA1uTOXMH1CLrt6BjIcW7BjXz/jc/0J5+wtXvCuq5nMmhfMGM+e3gi9A4YL5oCDsqRKrnAcCpA4ui8Nt8oHtzm0YYDPB1W2SL9vPxzYZxunWhDpk+L43PzEFkJxAf/xKZg1M9FMNbnNUOcmOO9MuPFqCfrCQbs9EdDXA/092LtSD9Von+OEqfCvFxILCobTvmnCFKdK0zIMhN8/dPeBVG2dRhpCJBrQAgRyYV0TXPgdl338/c+h6uTRec9RiMMADEBojAv4WDBj/KgcLj8nURSf65e6HrUoGjGTgK6DkJqRbV3rCdcuY39flF2vdadcSLwC5XRRvmA6Rxd/lik2iNM1wSnheVQvmj7otd3tLbz37ttSQxOH3ne2cEy4ZNDrvCHs3ZM0AJU/SLC70Ty6E8fIUqBrth0Bpr3pEljCkcomsFm6rvO1r32N888/P2P6MZuWLSpttKF1nZOGM80o/3h0Fc8/+TBX3HgXFeEaiA8eY8WmvLJtM0IT9O18A9O2n4h5vHhMy+KU8LyE9011nFSREagJ9xqUTkbXPCDMsigLyfZESmdnWmrhUT0g5c9LKqooDIbs9K881lhmZirCNfz2z6tpbnyBipoG2zxWw4iZDisqgCeeeob/+e6XiBkuAE0eu4mTJrPqzltZctKX0DQdIyJbPXkjmwrHD3ojaJpg4rhAyveQQFgWyVz3x3tZVFrpMLkIl7nLC/iYlJ+TkpU587QTeeqpv3PPQ2sor6qnMBiiT5nQafpBETHZhtRdapjCdMC6fSe4BQRI25LWprVET/xowthFY/EEvdX8vet4taCKLU/e5mi/sgG5LvmU/qKFgIDt/eXovmzGKz9X+mmlmiMyyRMU44265oSzGWYkVzgOBUhy8iB3HPQfkO+pgFWoAm67HhqboGIplJdCj90SJ6FCz3OeXssJAZQUwbmflhWTpgkfvAc1ocQ2Q5Vl8rWVQSg+yvUTM+MSfA0ccLVfDlAU7uuSCwqG274pLK8ztq4F/8kfG/vuA94oStFPeGEZ/P6PiexjWzd88dCd1lBxGIABIh4h1687abKxCLd6yhWmv7Sh3am8euD23wFgxuMpq4y8O/1kf2pVhVW3ZIYDvkCyT+nAl7d8/1Nnn8cpSWX7Knr6DXr6oyDcPomW5r0mqTNR7JfXoFUxZmrytyylqAERjwLjECKZzYJ58+Zl1YJlKOsKtfiUV8uCASMakQyKZRGLGWxqayJU5WpUktkUgOt/cYX0S9M15sybTy/Q39+PL0c2nja8xohpjpNuwcoE1JS1gRA4nQd8unBkG1u62uhuayJU02CL1ZOuW7j2CdLEEnyahoj3odoUjVUE500hEqvmqJJKZ8OhCWXNYN8jQrC1az2GEcUyTaJRiz/9/td89VvfTRi7tua1spG8HSM97/f39fPK5g52vtJFuHbZoPdIbhBfVB6WbJd9P2sCxuf5bYd40qbujjv2GLRpi4iZJvG4hV/X5LMRiwDp9ZWjFXOm5vP27t6EtKN8/lRaWjZH/9nF5xMzojx2zx8S5prXdvQwf8Z4cu1uG+Gael7bGuft5sezTvGCC7wEUmwfjZlSeoDLes5YVC7f1zMvgjR8negxe4bs5AmK/fX6sx2UBmwkgGTcBIj0y38vKJNfX+mQ4Kj4KNdyYuNLsPEVKF0EpYU46UB1f4fK4bJL4epfSQB17QooXAQz8mSacuAABIsT2wzNmiiP4fO7+q7ogOwJmVuABxbjMGEI6aMFbkHBiNOCAirK2Ld4MdPmLhjm345BaHoikPX7Jfv4IYrDAOyQhKy2U7s7JQbf1O4KpC3LkKyEZaVNW6md/k/ua0k8uv1cZbs2eZkX4nDErDmD3ktNknOLQswuDCY09jWF5VR2aTY74F3wlUmlabk98eR5eiqUPLvU4TQg9sZQ1hXB+VNpfXUnpZVVXH3TSv7x2AM8s+ZBzHgcn89PsKqerd1ttKx7keOPP36Qt9Gdt9yIETWwLBPLEsSMGPhJ6EagQOOg986ClckE1ASqe4C7kPk0DV1obHJE7pI5uuH21ZSHa9CwMFFj61pBbOtupat1HWXhOkqKi8a8Gjs34HN0PRKYy/NR7N2WrjbamtcyfsJk/P6AA8LWr32ezpZ1fPvyq51jhWuX8eTaLg/wssghwi9/8n0EpN04JMcrmzr45Xe+mMC2ec12lXDc5/dTUd3g2VzISGa8po7PbNysCenZBpnlKaMdyupFsdVeqY86r03tzc68461obGtey7SjgsyddqxzvGCoiuaXnqC64ViOP/m0rCtMVZZbIHh/Xz89/QZFsyclbP40Xef40/+Dk04/ywZiJKTG65bMcIBcdoy3iylAbgJ1zXPxw42RAJJpc2DSDDkAytfryKPgnW3uzqhrI3znGpe5WnGFrGBMPtG9+yRzY1qSxWlsgk8tl9+r14bKJYAbOCCLABS4Uh+8rQt2hXbCFTSqdkleG6PRSAsewvt9yKgsl+zj2nVQXQllmTXOhzoOAzDA0nxSlzSG4dgxOGkNCFbV89AdAWIxA83OX5tmfMid5ueOWcz/vvCy87263zM52Hu1NhMnTbYdvbWU7+WdJH1+Pz9YcQdFZWFAAq+YaZHr15wFXvn4SHG+NKl00pB27xP5Ok9rJbvlkRDDb0CcbRTk+mUKVAiC4WqOKq3k6I+dwbau9VTWNKBrgsu/8TkMI8pDd940iHVMXbWxmwAAIABJREFUZqjGT5jIQH8iABPJuoNhRjqgpglB74BBnt1425t+7GxpTEhdtq9v5LxPf5wNb+6RfUY9bOTLG6VhbsyI8pA/wFU3/Jkjjviow0aMRTQ2NnL3/Y9RUllHaWWVm/EANna0cNk3PusY+J73rcvZ2PRP1q993mbCovz6Z5dhmZYDlL71zW/wz87XiU9aQCAnh8Y7rmDXq10APP7QKm666yHHuy0d67il0ws63A2O+ptvX341r729nWBVPSWVVZimzeLYwG9TZytbOpo594xTh7w/HeCJ6wmo6SNr+zSSUJ+9Yt3dNmuyErgsXOcUZiSmYOXzPuNPq6iplT1RN3a0svIX38KIGnS2rGNR4dKsQJgmBJs7W2lufJGK6npmL5HMg3fzZ5px/v7IvTy/5iGu/eO91NXXY3mKM7zpy2znCGWYC5Af0PFFD9LjKhmQDCXK1zSpPfLGpOnSdkI9CC1drmGqEYOOTTYwSJpLFHtjxKQIf/Fs90HyovrevTLF6Avg+L04qUVPiyD1Vf17jHZiAV1LPL9/d1SWQdECj/v/hycOAzBAEzoHBkavTimVWNTryaME6aUV1Vxx41280t3CnGIpCH/vpQ6q6o4esmqOSSkAWhr8lZxyBJy02rcvv3rQe3knyZgBWzqaZcEAAl0HzRTk+n0ejy833eFWjslqPNV7TgGygE+jPxojYIvwyxdID7CDaUCcKTQhd8G6KSfmomCYslA1uX6dB+/4g+0eb6bUtzg2HU89wfEnn0b+FNj5DoPaQY12WHYrhYCu4fPJXo45fp1YXDYkDtU0DEpdFuT6qVk8g6ZtOxCa5Qx6AtsRjbLq9pspmjuDQNGJY3LuSqsTiUTx+/386k/3saQ05KwJnevXOWMeMwx69+/lq9/6rt2r0UC2ujKxPEDpgq9fzPiZC3mo6TUwzQTWMeZhcNIVNAAUV9ZK0BFzqyWTNxqX//YuisurHCZFICmwztb1fPvL52AYBrf+7jdD2qOoaxU26yBAiqsPYXg1VdMn5PL+vn4sS4Kx4mCYn/zubjpbGjnxox8d9Lx3rG90AFi2BSUq9vVFGRfwsW1jOz+/RKY5H74zwA9W3EHhrOXOpsZp5m1ZGDGD7tZG6hvq7UrX1BPZUHPErCn59L5rOIyrQFVfj1K6fbii/EFh3xRVQcl8xWJSlF9ZKn+XXAOmnO+b22DhDChdYt9U3lYruAuLk3NW4Etzf+99fy8QG81o74amZnIqy2HW/NE99khD5qVxCiQ+TMCQwwAMwNYjjU6kEovOWFgKQvnzyN6EJiY+XU6GtXX17OmJYFoWJx9/nJOiTA7vgnHiTz2O+CpNlebe8k6iliGZPsuysCzBvr0fJBw/2QPL5/NTUlln62FAFxq6MPH7NKffna5SkQiOnJzPO3t6Kcj1s78/6lRoKnsEmSIR5IoogtyUpq+jGUoXouuaw9DJOUpQUdOA3+96fW3qaud/fvJ9J63ltelotxf543/8EN6J67MpWg1lYmKyfa3qK+jXddmUXellEZSFqlnx5/voalnHx046gaXlsgJSV6lgS35WQkBFjdK/RbEsk671a/ncWZ/kn//MDCJGGkqro6wYOlsaKSoLOWmwUG3DoHsr2QPt+l9cMchWQt3bH5nv5+ntromlrvuSdFyJQKE/GuPAQIwlpSF+8Js72PlqlzPWKsWsgMfmjiZC1TXynsWy7V0Er25s8XQpSNQfpazME6ptEe65GwMgsuqQd9ChnjXFgmlCMGdqga0NkzfGopJKFhRXcNQR0j7F+5lUVrv3RTqdYrr79r0P+phckMPm9qZBZtOnnrjc+azXPLKaxx9c5TD+5TUN+H26063CG5mqH70xY2Ie297di6qiBIiaZK/NGCqGK8pPCOGCgfIS+O1PoGsrVBRD0UJ7UkpRha9aEDnGrR4wZURlz8hxE9y/VWBD0z3X7QVoCpCAna4Y2VgkR2MjfFlaYgT8flg9Az65aHSOfTAxdZbUwDmg88MVhwEYShQ8OsdKJRb93OIyR/vlA+J2Wl8TShsmmaFozLR3f6lPJkG75QmBdIw+YlLqCd47ieq6ZMDi8figCdXLIFxy2dW8v3MnRRW1jieSackUhq5pbq9HIezNhVz8cwOyqmlqQS49NgCzHLbb3pkqduEQPA9CCDZ2tNDRvJYl5TUsKK5wmLqyymp+eeu9PPHwav75+P08/48nATetlQq4JkfjY3cR8SxCmawlkiPda9W0qQF+XRAx7AXFtnEQCIKVNVRW1bKsKNFeZOakcWzf24ewZPqrrLKKX9y8krv/eD1d61/EskwMI7PHWqYYajFM7s1XWd3ggC9NCIKhan5zm7TPWBysZl6RTE15U7GpGmfPnSYF7MVLS7j0xz/nV1f9ENM0ZYqb9EDhg94IPQMGmhAsKQtx6knLnXP1moYq81VVAeiwu0h7iet+8fNB+qN0lXkCmDAuwK79A4kg7FCFerRUuh+YPiGXd/YcQBMWuiYYMOKyEhscU+VXNrQwtzjMUtvSRP1uqDZd3ntcFY+UetKcjtm0HXMKg1x6RZjQR07npa5mapcdS0l5WLb1isUT8NJwzZmFwEnVOz/IBmRk4/d1MFWCipnypLXdE/bJFwg7ZZjy79X1eICWqbI2Nrjw5yS+TngAmDpGIBf8ufLfRyyAHa9nfw2Z4tlnXUuMmK1X++TZo3Psg2naPX2ODcBID3L/jXEYgAGaXx81LJBKLDpnagE9/Qb7+6JgC0NjtsbEp2s2EJPmSN3tLXS2rEtrRaH7dMxoEgAbIp2fqroveYFLZhB27d7F8jO/zMRxAQaMuKTyTTelp85ZoBgwBk38EmRZDkgj7imLtyf/sV6XNna0culXznHcya/43d2UlFc5+pjSimqaG190vMDATWslA1czaSI3+vZz6/W/TFiEMqVsdu7vZ0JegBy7wizVa4vLwx5DVcneqdYyCNn/cUPrOkK1DVRWDXYZX3jEBPb0RojYPSMBSiur+cxXL2Zz53pb95N9oYM3slkMvVqdXRGdzpZGTNOipKLK0QsGw9WUVFaxv8/gQMT1VfGyKl6BPMDk/Bym58FjD6zkg7dfUuZ5jvv9BV+/eNA9fuctNzJ/aZjZS4Ipr0c9F889+yxHBasJVlY7mwpw7990+qN0lXlTxudy5ORx0gNLZT00X9b3eraMT7ooyPXT228kZFxyAz7K5k2h8/VdBHy67CsqYO+BCKYFs5cEWVpeRX90sBQjWaeY6r5dUFzheT+L4mCYH664g5e717MoWENhWYg9vRF0TfD+3n5i402KgiEqwjVMHOcnbmOFRTMnMnW8W8mdbozTjZEX8JqmhV8TQzNg2aYWD6ZK0Jv6W7cOvvcLV4R/49VQsngIcCDcLwnMlmKzhGS9FJhT7JbSf6i/jfRDIE9+M2EK5A+vdVraWL7c43Xmh4a6If8kq0j32QzLIFelYw/Npn84cRiAAZoeGLVjpZus8wI+h2lTVWrKGgBA1+HljnauueT8tOyJ00D7vrtp/vMPqP3KLwEYn+sfsioreRLN5DOm6zrvb3+HVzZ1EK6pRQjZQkalEjUFwOybWbf9vwBH9OtoPZEl8BoCS1MtMgDd54j4xzLe3tqe4E6+ua2J8lB1AiNfGq5D9/mJGTIV7bMZlOTU2IprfoTR34s/T7Ixz//6i4OAViZriT09ESxLpkqSx1y99tX39gNQ4DQTxxmn9pZmvve1c537Y8WK3/LMgx8MWoTKF0yl5eX3XSAhBEXlVfz85pV0Nr/I2Z86bUQLe7adChoaGuju7uaKiy7CNE0C/gC/um0VZfa4Oyk+26IEhmYOu9tbeODKczAiEXSf7vjXecdY3eOpikgKS0MprykYqmbq/KX0RWJO30c1TwuHtU2tP0pXmVc0axIDRhxluiIQCN2f1dw/XMYnVZTNmyK1gPZ7JxIuAr9Pw69LYb7UhsErmzt4dUMLheW1TG9oYMCIO1YUyZHQbshmOd/dc8D9bO1Fv7SymmC4hoFoDE0Idu7rt41gXYsVdW8rZzr1bGQa44xjJOTxfZrAiJuM0zSwhmDAhpNa9Iryh8XM2J++JqBrc6IIv32jre/SkC766f98kAjfm1ZMEONqbg86r+bL50sEg/7ACK4lRTQ0SL3aumaMUAWBqtTP27Aj1WcDw9fiqQfaygRyD30cBmCAiElPqtGKVJO11EUKuzLQLZeW7JD00dqU1N8vleD1lDPO4fGHVtHzrquDWTBjPMtLZx3UOXu1GU88tIo1D97LU399gJ/ddA9G3GRb53oKK2qYVt/gpE4dl3tPClcTgvrCI6TxpTNJ2H3ocF+jxaMI3+gB33Rx7HHH4Q/4iRk4TcNVzzxhP5RFwTA//O2ddDz3BH5dS7A2UIv6nbfcSDwW59n/+Twn/eQRAHw+DcvSB4GAtB5g9nCYpkzlpnrttnf32YyXy4JptvHt+sYXPFoki29fcrEEOEmLkErBaChLEHm8peVVLFlSSNXShSMay2ztQhobG7nooouIxySbYhhROlrWEQxXM2/aeN7YuT/BrwmGFnu3Na/FiEQc65RPnn0eM2fNSckUJ4jKY7C1o5mislBGKbbaOLhu7HLTNGCkr5rKVJmnSAnsY1lGhGzmmOG040oXmhBMzM8huq8/IfWZa9/3mn1PgTRrfXlju23RIStTf37zSqYvKKVo9qSUx1dp5Oeef47ahqPJnbnEAxCkd+A7L3Wxoa2JsnAd84srnLlOjYd6scIB6XIQqcb42muvTTtG6ig+XcOyLAzTgrwh/NdGklociSBfCND90qH+7oddBixsN/DWhGMKneKPE7+KVN97dpXYKUgr5oIyISQ75d19jvRaUkWoHMqK6OmLMnX4f506Un02w9XiJYzNaJ3Y6MRhAAYIYY3556ImZFPti+2JXhOwqaOV1qYXGT9xclr2JDksjw5stDSmKoUWj8UdYfIzTzzEM2secibnX//pPoqDITmJ2yWOmiYomjWJLe+4gv7JBTnUFx5B1xu7OTBgJAhjNVsHoTyLxjJq6+q58S/3s7VrPXpOARvam8jP9VMaqkZVamJZFJaFWX7sMU47qeRw2SqDyP7d5EyYmrFxejprCcuCl7bv46iZE/Dr2qDXCoGTllYgTJX0b3/H7VygCUE8Hse0rRu8i5AmpAHvum07wFIGl56eeiO82bO1Anj22WcT0rVC06iskcB99tR83tjVg7Dd/dW5DNU9IPn3p2bw//K+1udz9UcizYU7jvE2eyLsn5XMnZzgCp9uTDIDJDX5W1mN+0g98ZJj6exJ7NrfjxDCYZV8usbkghxan2li7Qv/YmmolvlFFQkWHTHD4OnHH6RgygtETzwh7RiXVlYxYW6xU2wjR01+pq9v6eDn3z7fmTO8zdjViFiW5VSGw2CfNW+oMW5sbOTaa69l6tSpacdo9tQCdE2wu2cAy7TrKZNtIQa/wfBTi88+CxHblT4SyU6Qr4BAZRBuuArWd0BdNZQvlWAiYzZADV6STkwIqbmSO3zctiT297Gk1zo5cc/gH1RxweAYVYvndJ/NcADz+CnSJw34sCGwwwAMWUk1xpkwucPWBJZpObtsTQg2dLbwg69/1kmX/NcPr+JAz760FXRegKRi966d3HnLo1n3wksXye2JfD6ZBnMm55hBZ0sjJeVhKcQXkmGpWTwDXRMcMWkcE8YlApilcybT/uou145CaZt0H37f2AMwXUimaXJBDl84+5MY0SgP/OX3/Oa2+wiGa1wgMER42apQ1VRej08jGFrgpLzuvOXGlOPv1TXlzlwifygkC5Zs+wNyTnx5YzvbOtcTrKqntq6erd2t8h4xDHRd55P/cR6nfPRovv3tb6ddqL0bXFVVK9nWg9M7ZmMXsnz5cnJychiIRNA0jUt+9HPpB2a/s6qYVcycilPOOAdhfy2tqEpIgw2n52MwVM0Nt6/mueeeo6JmGfOLyonbu5T9/dImIRn8O/elDcRcA9mRhwsuyHrcR8sTT1kxHDl5HOPz3GeyvaWZ73z1XKft0g9W3OFadBjSHPXpxx4gHo/x2D03J6SCu9tbWPPIaiJGnFPPOIdJ84qdeczubY9AVpN654zNHU0Ul8sG0pZloWmavUgLJ02rMmbpIjnteP3117N79+5BYzRvWgG9Awa6EEzMC2D29Wc3YMM1IJ061RX3m6b8PvWJS/CwcIY0TBVInVawBJYulu2LVAoxowjf/p+uQzyWmIIc6PMcx8v26NC3TwLQ/l4p0lcgzXtvH0xxQYrwa6M8ryd/NsMFzLMXw663SQCdH5I4DMAAzRc4JMBYVQR603FdresSSuH37/2AL//nt9Mew7u7b/vLDwl/6TpeePYpNj7yezRd47tXXssZ535h2OeW7BV22pmfI3z86eia4J9PPCj9k+wSdaEJpk7I5a3dvdLt3l5FVUm7N/y6RsCvOdoQZ4HzZaeJOdjIz/UTnD+Vpx9Y77SbMQyDztZGKqpqMIFozJTgeIhjedkq1dAilXYJSLBUiEaiaLrG+ZdcyafO+XzG3f7LGzu49r8vcNiD395+H92tTQnVrzNnz+HCCy8kGAxmWKgV02olZhwOgR+VAhF33v8YlTUNlFRUETctZ+4LHzWN5pdcjVryGJ54+lns7h1gT08kIQ2WTXcBFUvKwuQeWcjk/Bz6ojGnIGz7HmmT4NUaqeyMAmGjka1IPp6m+wfpm9LFaHnipTr/ZieN7dpDfPK8r/PjG+6iq6WRfbve4+m/3jfIG6+7vYWLzj8TIyp1kv947H4uv/5uKsM1zvVadmV3abhOdjiw54yycF1COlZIsixhjDUh+3Smi+TU7O7du7nsssvSX7uNVbSxqnrbvdsVumua/D45klN7t66wm2PbF+7z4wjvvXRgqnDQvC7BVE4eziD6/R4A50k3elOOluqqoW5Iz7gcdAuixPPMOQSZjeE79nvA6YcoDgMwwIpH0MgZ+oUHEVPG5/Dunl5Me9cvm3MLKmsS0yULSqrY/kEfR05OrRdJZgLWtbTzzzV/wrJM4jGTX//ssiHdqi3LoncglrAzHtyeaDaFZVJI+bObVrKlo4ny6gbKKqvkRkwT5AZ0t9lwhhDYOjfbYFQTYMWiwBCpgVGKglw/J3z0eH5+TYCoEXVSXAoM5gV0IrGR+eEka5fWPLKaJx9ZjWE30VXVlfGYyV3X/4yipSUciMT417YOahqOGfQ5JbMHHesbCdU2cI9Hx3b6x08CMi/U3oVOaciEAGLRg2Z2somGhgYWFFfw6o590lXe1qIBMq3nsF9i0Bg+8+yzfKGwPKu50sswglvdu6ik0sO4QdxS1hLuQWNxk/f39dsWMWoNFLhs2EGOkyflZsYiLJo5ShVn2b59itOvbTgmYb5ZWlkLQhoULyiu4M1tXTz35MOOS753XA3DrViNGZLZqgzX2MlHO8UroLAsxDe+9xOe+/saPnLyqRSXu7YWivNSZjubu9vY2rmeC84+nblF6SUXw0nNCvvihQXRsepwsnw55ORkZo2SU3st7VBRJsFP3OPFpehDBYr2vCfbGSUzSYop0/3y9Y7Dte4K8L2O30KT7viWBZpHfN+5Aba9DacYLogZjRZEdvTF4odoZs8yGhth1UqoqYRg6b/7bBLiMAADLMsc80VpQl4AEM7zoeuAgGBlFb/982pam9ZSVFHDjKNK2d8fTQvAYDATcKfHSNYyzSHdqvujcd7dcyCBXUjW2FRWS82OTxeUVVYRqlY7XVcnM318Hj1+I827JIYmIC7c3oBOm5ZDFA0NDdy1+lEe+7+/M3PGdDrWN6IJQVF5GJ+uYcRHplxIHjcBKb3aAEzL9GjqDO665fpB1X6loXoesR3bfT4/lTXLKKus4sa/3M+q22+mZ+9O3nltG7A84djJZfnys9Mw4iaaXX2a0B7nEMSRk8fx2o79UmenduV2qNSVJiBYVZcwhksrpWYrE1MIqTs8xGNxNF3n42ecQ2j56dTU1iEQjAtoRGJmAigZMOL09BtMzJfMi8NacfDgS1m1OHvuMWx+nimS3zZcXcsNt6/mxRf+xdLKWtuHTdnKCJYGw1x900pam17kxBM+6tybEydNTjiYpuuUVEq3fFnV6G6utm1o54+/ugrDiLK5Yz1HzF1sd9KQmEHTIG6avLa5kx//53nEDIN7brk+Y8XncFKzTevWce/Da/jqmScxNT871nHYkQ1rlJzaq6lyU4lOs1G7PY6wFwSQbYUKJiVp1zzMlUoj7t/lph51H4l2C0nH133yd92b4ZvflwUAv14xcsF9hhjbpn7DDMVCRiLSJuPWFVCaXUP5QxGHARigaTrB+enrNg7Wl0fFhg65Wy8N1bG4TLZnEXY1XHF5mIhhsmt//7BEjMFQNd+98lq7f56JPxDIKN5XkbzAJDNrS0oreW9fPwjp96Waans3WbOn5md9npomEHHsik9kD8VDzAaHqmt5Y1cPP/7P81wrhz+vZkFxxYjboqXyWFvzyGq31YoKIfD7Zao7VU9CFUXBEFfeeBevbmglWFVPeagay4JXX9rCM39fA0DL+vUAXHjhhUB664L508fz6o79brpHEwfdu3K4IYS9JAiB35OaUKwoQpB/ZBE//f09vLGpjWBVHeNnF2d17IS+gh5vPNOM8/gDK3nqrw9wzR9WsnBpJZqmqv5cHKGA1tbuNjrXN9Jw9LGEqqW3mgKHIw1d0yibN4W1W96TbMwhHndIn9EKhmqYXRjEMEz6o3EHD2j2ZzSnMMicwmCCpGDf3g8QQsOyTEDwkVP/g6JgyH0f51a3q7lVi6+YwbNPPszG9iYWl9WwqLQSv65xIBJjU3sTMSN1h4FUkU1qtrGxkdNP/RiRSJTxop+zPnYCS7IdsOFaMQzFGiWDtAngmClaustSOZDFThWmmhgdQKW5/yk/L6UNUzldb6pN2XCoibu10zVMHQXBfarwjVGPyRGFYiFNU3qUtXTAZ//dJ+XGYQCG9AHLT9OceDR8edRxLv7S2c7Cf90t91JZVcOmjlY6Whopr6qnOBhG0wRxc3i75TPO/UJK9/B0oZ7lWNwkGjOdxsxeZq0/GpOTMordVg+VW1WXbagG5Mp2QGgC/RBYUCSHELDBo6eKGdC5vpGjllYmLMzDjWRG0mvnEY/H0XWd08/8DBXHnU5OQOOZJx4a1JPwheefo6KmgTmFQQrLwtTXNyQIm//1jzUJ7/nggw86ACyddcGMiXlMyg/Q9uouT/GDP+NHN1qbDRUFuX56BgyEXazhhLq3kPfWktIQy489BiNm8sauHvmSIW6xVMbEDhtjWY6h7qKSygTbF7B4Z/cB3nm5m0cfWMW/nnyIeDzGQ3fexA23r6Y0VE3tkhmjw4rbwEbzZW7GPdrjbr/14J/Zi7Rm31jCk8mSBIucf3yatHFQYxCuXUYgJ0AkEpGMYsF4hIAt3W10rG+ksKKGJaWyOlpqwPwYMekp+MzjUtTv8wf44Yo7qK6pI+DTKK9qcF6X3GFgpGOhngXTjBM3Td7d8X52fzhaVgzJ4QVpmxpljzBlEaEAlWl/EF2b4MUXoaIEPjLbPUakTwrv/QH7b72eXwp02T9z8t42uHN0Yfa/q0MQWIk96ActuE8I+17JPRQasGzDYSEjUitXM0r+ZKMUhwGYBWY8knayHQ1fHnUctdszDOhuWUfAp3HpV1xjzV/ddh/TF5RgiuEjgWwFyqYH3L2/r5+efiOt3w/2oq0L169J2U8MZ5NTNHsSzbYxqJznBVYsgsjJrLsbi0WporqBVbaeKhAIEKptcHb/oxXqszj1jHNoa15LRXU9ZZXVvL37ALkBnct/eydvb22ntuEYQDaRjkajrPpzgCtvvMvRzChjUEvASad8grXPP+O8x1lnneX8O5M+JuDT8euyY4EGWHEjLf4arc1GwljMnyrtMJLeVROSARPINlxYcCBi4LctOABHw5X22LYx8cP33S3bNGkaxWUVvLR5I6YZx+fzs6S8hhy/LttoCZdr6Ght5lff/RLRaMRhKg3DoH19ozSMPairxj5/GRPGBdjr6bmaHGMx7oln4Mbk/Bx29wwgNMHWDe10NK9laWU9lVU1aMJEE4KAT5Menp4jBEPVnP35r3DPn27CwuLx/70NTQj+74G7nIKRH664g7r6BoqCYX512yramteya8d21jy40hX9dzZTV1ePEFBSWcWv/nQfG9vWccHZn3CsJg5mLNSzEIlG0TWNI4+YMfQfwahbMQyKxkZYfZcEQCWLZWoQcFBw12b4xvckS+P3wZ+mQU0NHNgHe9+3wZcHbHnTjAqUobm/F0pXpoOIYfsFQWUZ3P572PQqnPqJUWa/5OzeFzc/PBowxULedyfUhKXlx4coDgMwyNgrbLR8ebzH8fn9VNYuo2N9Y4L4uKulkZOOKkVYYlgNnbMJdbxpC4Mcd+zRbjViCiTV3d5Cc+MLLCgJo+sar3S3EKppoLRSnsdw2YGAT3cLc7A3akOIY8dqUSqtrOKmux7g/Ze7WL58OebkBfRFYgghnf63vbuXwlnpAOnwQgGxl7bv442dPei6BBpFwTANDQ1s/6CPdY/fRTQaxTJlj8ZN7c2Uh2vkZyOUJsni7PMuYNaUfB588EHOOussh/2C7PQxyvBXZHAFH63NRnKUzJlM1xuJVWIVC6bS8vJOhCbI8WvETYu3dx1g5uRx8oota0gGDKRlxRMPr3Z6Dl70/Z+yY18/b21uY2FpNYVlIXy6Rixu2ro4CSy2dK7HMAwHfAkh3OKMUcyNC6QBqsjAao/VuKe6jGkTctnXF6FxbSM/uejzCear84sqnF6vcaeNjfu327ZsTDhW83N/G9Rwu6GhAYR0wS8qD7Otu52n/nq/o2ksqaxjS3cb69e9SF3DMVRU1VBVXUtD8cxRGYuGhgaeePJv3PvwGj5zxolMGZ+lwfZwrBiGm6pM1iHd8hsJBCzlDSdH7t13AAAgAElEQVSgtUuCL+WOv75DArDogDyG5nMZLkcHplKYuClGJwR0dsPaJgiVQEkhjv1EuEL2aRytNkRJYQ4zgzPm0dAAE+xzGquijBHG//cAzIKM+ozR8uXxHmfi/FJKyqvwaSJBfByqbUDTBC93tnPtpRdk1dA5m/CKlTVd58WPf5rjTjmTCruEfNBrL/gPDNsTSGA37rb1UhXhkZ2HU5KPYj+0jKmwsVqUhIBgZTW1Z58GwNot7zmp0bhpYlny60A0TtyysCwGlccPFxybloVpyY2tPAkw4qaUbuQWYNmTgmWajJ84Cb+uO+kgmRqVA3XhhRcmAC9vDKWPUQJz7OrbVDFam41soqN1PfesfoyjyqopDoaJE3f9yjRPVd0QEQxV8/3f/IUtHc0UV9YyZ0mQiQMGyxoa2NsXxadp7mbD/g8LloZqZfrLkILyj33qHE799NmcdvLxvLGzZ8gNxnDZWZHBG2msxj39FQi62xoxolGnOfuGtiYWLK20iyNkVsxKQmDHn3wazS8863xf95GP8eQDdyU13LY1njZzXhaq4po/rGRTexNFFTVEYxaXf+NzGEaUh++4iRW330fI09N0NMairr4Bffoi5ugf0N/bk/jLdOApWyuGkaQqU+mQKkpdvZcQskLP73cZsKoK6NmDkz7UfK6+S9NdFkxVUXplIUJA1wb4ysVS7+X3w++ugaqQ/N2Ri8YMfAEpN/VOHGzLoxGHSPjyYYnDAMwCzZ85FTZavjzqOP/atB0Ti2ComsfW/I21LzzPkYsriFnwyJ038972d4ZsSTScSBArm3GeeXw1Lz71KF/+7yvYs3t3QrVTW/NaooZkZCzLlNpay8Kw9VKV4ZGlZ9QiCBKA6XpOxuOMzaKUQr8mcNriyPMU7O6JyFZKdv9LLwBL17Pw7888z+ubWqlfdqwzlnFTauyU3gZgX1+U3IBqRC7Yu2cPSoAmhEbvvr028yXH6agjJvDqjv2jUERnG5/60t/ro7XZSPP2Tih2MxKRbPA1f1jpNHNWDunOmpJFLC4NsaQ07NEzqfvMw7ragPal7na6Whs5qqyaa2+5l6a1LxCsrqe2to5cv4+Az02BpgNZWbOzDoMJwh8Y/Hs7xmrcS+ZOcfSdyTFp0hRbUC+B/6RJk6U3oZAVnDFTsL/PYHfvAItt+wzlL/jk44+y7PiPc8IZnyV09Am88LdHMB0mURYgqG+EEJRUVFERrqE/Gufe23+fINDvXL+OU088flTHwgGOOXn4vWzMUOApGyuGkaQqveya3+fqkNRUJIRMDd62QjJWFUtlb8h9uyRQciqfPKyXYzuhqiiFTFOqtay53RXbxwxo74bqMLYQIfvBHEGM86WBFWOls8smxKB/fCjiMADDsj2pDl0IYfc+E3DM0ctYtqyBlQ//jUu/fDZGNIqm+9B0uUgP1ZIom1BWCU5lnmVhRKPc9qufYFkmD9/5e04541xOP/Nc+VrbBkGz3bvjZhy/309VbYMzqQ43Zk8t4I33e7Bs53krbgCHflESmrAnaBmaUDt2gWylYv9cc8Hi3gMR8gI+cvx6yp6FANdcIluvrLz1BgeU7dw3wL6+qGNUmxfwETFcKwQhpGA5EMhxWITScJ0j9dCE7C6wv9/IaFI5VMycPI7dPQMU5PnZv39/xteO1mYjIUTitOcVSsdisLFtHfOLKwZpv4SA9/b2YVmktGUxLUv21fS+gZ3VsTxHUsd7qbudH190npN2u+6Weznj/G8QsHVnKpsTWjgtI8gaDjurPuuh5pjhjns2DFyme2b/vr1OVaPQNHp79jmaQ6Xx7IvGBhUEnXHuFwif8Gn8tnGxTxc8/38PEzOivPC3R/jlLfdKywnh4gvFMGsalIXreMQW3vt9kvVfMGP8QY1FqtAE4M8h5rWXGQ2dVzapymSWR7FrT/0fFM6FsiK3Ubaj5dKkR1jRAjDUvSJcZksI10RZ01wNmdCQDSQ1+fv5JfLntVUy3WkY0oy1qhzH7G6MYyCdD9hY6+wyheoyYB0GYB+usHBSQIcq1KS8sb2Fp+/v4oSPHk+7owczgTjLTz+bKTOO5GS7H1vctJyFPFOkSo95G20//uAqzHhcap5slsuMRvnr/ffwt7/ez+/ueIAfrLiD1za0UF7VgKYLXt3QQrCqXrbuGaFYfd60At7c2WP3JgSsOEPtRsYCDGhAkUfjVb1oOmu3vifTLpZsA/TaxlYWllaxpFQ2cN6xr5/xuX5mTcmXfkg2m6frOuHaZbQ1r/VYSxi0rHuRwIzFTBwXQPmmIcCnabJRNq4RZVEwzA9W3CFTaBW1jl8SAqZOkNPYkiMPLl0we0o+G9/aI8vDrXjWzNJohjed6BVK+3x+Kqob6I/EeOulLv7e3cLi8hqW2ov4vgNREKkB2J6eCLt7BtBtMOAwYAjblV0xr/LfG9rX2YUwUrPU1dLI7CVlNgkhgbhlQY5fzwiyRsLOWhm0d8ON0dBHVtY0EAhIt3qfz09t/dGeFlHCGUzv52ba3QycilILNrUn9pHsam2kpKJKjqdl2dID97iFZWF+eeu9dKxvJFy7jPJwzegX23gwl7cn6bB0XuliqFRlOpanoQHKS+CtrRJgKeYLcKCqwJNexJ0evRWNXkCmtGCmNriX0/EfhdtvgqZmCJdD8UL3vcbYky6WTgM2GuN/UJGU/fgQxP/3AMybsjhUIYANHa1c/OVziBkGv7z251x+1bUJDtXHfOwMFpeGGJ/r58CAwdu7DzB3WgFv7epNW7WYLj0GriC88rjTefGpR/hgz046Gp8jHjNcVswu2z/6UxdQUl7FpPwAFvDxEz7C3gMRZk8tYErByDsGqCo0Ob9r/55HQcCkfPcaVONrIQSbOlq47tIvOgzJZSvuYHFZCHWm3e0trLjmR467vWVPNOHaZbKXnm0tEayqByFL9JXvm2IFdM0GZBYOOFtSGmJJaSjxfBAJQHFULt1Jif1bEJgTit38v6eeZuL8UpZWVLO2cS2/vPSLDhN4+W/vZKm9kKeLmOkaKCumBdS6JnOYWze083JXC8GqOiqqG7hX17EsE03XKa+qRy1mImFBzAyysmVnveM8mi1xRkMfGQxVc92t99LWtJZQzTLqGxp4c1ePIxWQLKIEXP1R2e3izZ29TJ+Y67DguQGd0nCdc+8rMK3YLzWujl4cOQeUVlSztLwKXdd4aWM73/z8WaNebOOyzAk33ui03MmUqszE8oybAFOOhPffSPBNc1CtiQdkqYtI2kV4EbCmu79Lfk5mzIflH5WgLxaBSH/isccw0t7ro9nyaLhhyzw+ZPjrMACzLAtf4NAWzW7oaOXuP/7WqX6LRCL87Ym/cskPr2b7++9TVFHD/KIKAPb3G5i2H08kFs94A6VKj01bUMLWDW20rnuRZccchxDw3JMPETNkqrPq2BPpaHwO0/ar2vHu27yysYPSyiqnfyPIxSTXr1OQm9nPKGPYaT5NCHT/oS9UdoToqX4upMbNu5vf3NHMkmAYLJm0lEyX6/wfj8doa17LBV+/mB+uuINXNrSwsKSK4vIwz7/wItd9+3yMmMHDPj9X/u4eau3ye12D3T0DTjNyoXJmwrZkUIBg9EcALTC2LbdSv6ursft/7b15nBxXdbf/3Kqu7tk0kizJkuVVsrXOvmpa3jeIhM3ymjV5gwMk5E0g4OSFAG9CYiD5CQJ2ZINjMMbGNgYsY7yAzWZARsYtaaRZrM0L2GbzosXaZ6a3ur8/blV192zqmanu6h7dxx95tu7qW6dv3zp1zvee4+JGN3/c+weEgOf6u7NaMMHOns3OHBxbseL5TO71ikxFdinh+R09XP8Pf+m11fnbj/27+pvzfIlbgNQtvCq8KPOJnKyJRGeFEIgT6Ewngh/6SCEEDc3tnFfXTDhkOql49UFwK/i7dvr9vmPOkyCetHl+Rw+7e7fS1rWa5Q2tXP/le1Qa0pZZ77XA7YCQKeKcqQUIsLt/Oz+85xbi8Ti2bfu22SZ764BlDVuvfGy5MyrjRXmEUBXu9/3e+dndiCRQJSTSw5wpkTvJc2p6ZUXF3GNlYxhKP3Zob66TVnAHTFBljVN0uND2H4szl8Mfn1VpjoC6UozGSe+AAdhF1IBlCrIq58tNBT61aSPdW55SguQVzQw5d53ZUWjk+PWqvLY4iYx2rKd7C//1sfeRTCZ45J5buWjN27wLHaRZurKRNe/6AE/+5EGe/PGDPLzhXh59cAP/dvM9dK7KNNH1487hvAUzef6VQ+zu387TWzfRtvpiLlx59dQPPAFGM59bpX1Zc2fO3fzKllXqtA11YV/Z0knIsryGxKEsfd7ShlaaWjs4OpQklbZ58icPkXS0HKlkgk0/fpBVXSri4kbcMlon4Wnj9jzdw67eLbR2ruailQv9PntIJYuegpxRabHyzNmj/s29ma9rXcWDVlg5S47tEcIrDLrvyCA1FRaV4RC2lBw6nkBd5J2NNM6O0aODSSojJhLY1Zvpq5lMwa9//iPSqTRIiZ1OE/v1Js5a3uQdJ2QazJmRuTHwJQXuGFtpHv1hqvrI2TVhXjl43Em7qvEZhshowERmvcmeK4YQ9G/fyjonSnz/HV/m+q/cQ8g0+MWj6qZu048e5Iu330dLWwdSOho8IxPxNZ2DP9u/nY9/8N0kE+r9MQxj0s7kqClMZ+Cp1Il71fpKXlGe4cZ1HK2+XRDbCs0roFm1iOLpPbC1B7o6oK2ZTBrNdcjIOGTDAwkVVZm2RZ7zVfgPfzxdYr0gAaprYVkH7NlCoTchTIST3gFT2beRffsKxUavIKtadBYvXswLL7zg6Yd2bt/iVWZ3LwyAp28Zj4aWdm64/T6eeOIJrrjsUpY3tvLTG7+Ys91cSJST4Ym+uxhKptn38p9IpVJI2yaVhN29W+jq6vK0ooZQEbCpcOrMSh567OfewnvP7bfQdM4v/Bd9j8vIBajCCpFK26xsauNf1t/N809vZVlzp9fQ2d3hVXv6cm74xv384tEHEKgaVG6KV6Au/l4phVFe11s6hfDSMu5jJfCbnb2s+8drSSaTfCts0bLIP9t4N9I+apEmguqFOhLXBssalDboqSc3sXD+PJ7t7yZimSxe2YxtS14/GieVls5GhjT7Dg8yuyaCIQTSTW8ZbspJcPh4gqb2KPffkUkNX3DlGnb2bnV0yRZ1LV2YZCJg4ZB/aUL33Lx5YPvrCEzFOTylpiIrsyWcHqHgOgLu7/u3b+W5Hd0sbezgvDrVOm2X1z5I7WLc1bMFyzSyHF2lrWtp7/Dmu5td2/P0dnq3PkVH9AL6t232NK+GYXDFFVdw/fXXT/icRtPD1TdndmrbRdb3AuNHebLTil4LAgn9u+CvP+qUjQjBP/0d7NoNP9qo0pl3fQ9u/29obshMLC8KJlRPyIXn5b5WuEK1K0rEyYmcFTgClCy1OmDD0RGw0kEii6qJGZ4++PjHP851111HIpHAssKehiKVllhmJnWTq28Zm/rmdmrPWM6s6jAvvHqEmtpZOdvNFy2r47Krr2HHts2sbF2FAXzhn/6KpFMR3DAMQpZFfesqTzwuga6l8305/57up7yFN5lM+ld0Mk9G28dw7oJa+l86QCJps6yhhYaWdlJp1ScvbKkLlHTu4Oua2ujoXDXKcQWmmfGSL/yzt/GrH32fdCqJGbK4bO3bMtXfnQu+l2FwZuCevq3OFn2VQvbbNp4TVkIYQngRrMaWDo4NJfmPj7xX1Ym6S3UGOHt5U46Wx3Vi1fequGo67aQ6naxOxDJoaOngP2+9l+f6u2nqiLK8oZVzl6xg81NPUte6iiV1LVREQqRtu3DXJTHim5LASWY5OkQyEiPUe/Lcjl7+62Pv8/SQn7jhmyxrbGV5U6fXPsgKWdS3Ram0TO51o5dOPUMvsyYEhjDY2dvNp/72PSSTSTbc8WU+9M+fwcrqSDEZ5wtG18N1rlrF3NpKsI9NXd9biLpVArUbz61WLwR0Z5WNSCbhi1+BtJ2ZlCmnflhLYyaaZWRFttyfR3stN8/uPq6ANcCg9NaYEWgHrHSQkqJqwEZLHzQ0NLBx40aWNHZQe/oyBhMp1f7HuaCAWhT3PL2NrbFfc/mll9I4ShHVg065BCEgbauU1vEjh3H74wnD4PiRQ6xoaGOpI/p+8O5bSSUT3t/bui7kzdd+iOVZW8n9pG3V+Xwzq/hsIYt9Dme8czGEUyYileLIQILqSsu7KBmG64C5NYZGP7jqn6d+XFrfwn/e+h16tj5Fc0eUFY2tAIRN1djc3eqffRO8MquHnt+28XajhSt9O6YfCGf7qemkp/b0bvXqRKVSSXb3blUFQrPbc2U5DcJQdrdtm5AhSLuFZp3rUV1TOx2rugD1mahrbueMJQ0g1PXNNAS27e5M9Xdhzp5vRgCax/FxbCRcJyxzQ7D76R6+e/t6L3LuthBa3tjKefUtfP6276goV+f5nL2skepIiHVf/TZ93TE6ohfQ0NyhbimyIpP922I5NxdHDh/kxtvv4/Dvd01p9+NoejjTMFhy2kz+9KdjIzVgE6FQdauE4TTIdh0mAVdcCbd+Qzlf7uT0usYLVUqiow3PYRstFemOeYTDaKh/QqiI2Dg16aZ2XmrG11gl7FZkl/AoAUrYUsXDThdXJzA8feD+/MJrR/jtq4dxWwSpNVFwdDDJH55/ms99RNWaevju/xm1Ov7eQ4OqlYsjohXCqfidVWeqvlVFb9y7lMb2KBvuyKQk3/7+j7B4ZbP3AMOYeuoxm1VdXXzp6/fRv+VXdKz2udhnHox5dybANEGk1FXj+R099G/bTH3bKlraOjk+pLRTu/u2s7tv64gq+G6axcxymJc3tnLOikYioZB3oYtYJlIqhyN7IxQClje08MWvf5cdPVto6/S3BId33unia8DGwwDSjvNlmYJ61wl1dgM3tHWNcJzdSw84jd7dqKJhYBi2F+U0EKrPMepztLNvG33bYpzX0MHyhhZsIXOiQJVh/5dDL+roowbMD9w0Y7YxBbCrfzsf/5t3kYgnvBphIctieXOnt1GhrqmNhuZ2DENwbCgJQrCyqZ36lnbVd9Qt0i4EC2ZV8fLrx2nuiObcXLR0qtZmF//Fm6d0HifSw6XTU5CXFLJulRsidHeCdHaoHo2xrTCjCm64VbUkEgKWnQvXXAUtDc6TPQM775+z6IzmMJ42IxMF88QOBURA3LYp/lafPFnaXlIhupPeAZOy+A7YeLi7hEKm2oHoaor2ZNXbcctFADk1v7xIF4CjH1tS18Inb/wmz/RvZWlDB8ub2jAMCAmTpKN7+tSNd7G7bwvLmztZ2tCiilu6d68Izl1Q69v5VYVD1DW3UbdiGZGawobCR2O0j567NBnCQIg0v93d55REUGmw/++r3+aspY38Zlcfn3c0WiNbRKnFza3xlY0bRfP0NQgnqia9v6edY9Q1t9PS3ulrc/AcfNYiTRUhBEKqGneGYbC8UTVy3hp7ksb2KEvrW51enRIpJXsPD1JbaSGE4NhgkpBpeA6USj8KJ6qVqVklEOzq38b//RvV+D5kWXzulns5r05p/Awhqa6wplxvbTxkidn9jDk1vLj3iBNpz+wC7XfqEUppI4RBQ/tq3nrth5UGzEtVqm9c59L96mrJDNSxOs47FdMQvHLwOPXN7Xzx9vv4ycMbMA3DS7v7wXh6uCk5YIWoW2U6PR09nVTWns3mBqhbCqkEnLUAfvRLeOyX8Mxv4L9ugRUrVMV8D7cavuOAjeYwvufqTKjYMGDemVM/hxOQSJdOim8EJeR8gXbAfE87TIWebVv58U9/zvLmDs5Z0YxM27jB5Yb2Lr53Z2aXWFxUeDW/zJDJVf/r3dRfuJZTo9Ec3ZiNZEl9Cysa21TdJOfDboUMUml14atvaWNJfQu2lBw+nqC2Koy7KAhj/J2XE8VdblzhdDFxBdqj/g2nQKwQPNufW1xy5/bNnHZuPXv6tuSkUbJbRLntc9x0pWHAwWNx1QrGTfOAV7Vd2UBkvX7W7rOxhznFcy89lPMkMQwlgndb15y9vImQaXj6LHfeHjwWJ2KZWZtUMpFiN7XrpdMM5dzt6t/Gnbfc4JV9SaVgV+9mltRnNrt4fSL9PTn1xd+j+sKZc2t4ae9Rz34ACEFzZzSnHuE7PvARznFK4njOF5kImkF2Olg4qV9Bx3nzvJIeDWfPYfsL+xDA4z94gGQyyU8euZ///saGAuz09ZFoFNavhwcegGuu8Sf6Fa5QGqyjB9XPru1D4az2QgY0rIDencqZctsJdfdmRPjIrIq4TiRtVIfRfYwBlTWqDEahKNE1ppQ56R2wrVu28IPHfkQk/taip8OyicVi/OXb30wiofrjfeYr93ipQMNQYf9/u/ludvZsobGtK7e/YyLNQ/fdw6MPbmDdV7/NwiUN3uYCr+a6UNvsQ6bjnJERg4dMg3jKxjIM4naakCm8LhmFKpdqBqRFGmuNcG1hAHWtXTyUVY6isV3Ni7qWLh62/sdLo7R2rubl14+7R1COBJBKqya7hiG8PpNubSVhZCIHhoQjAwmqIiEnI+E6aQW4aDvrtBmu9CX24Ff1cjf6J1DpWeEM1DBUatFtRJ7xEbz4LlZIeDsYTaeMQsgwCLmaPeCZHb18/G/eRXwoDk6pj1DIoq3zfKdRt4qAFQp33GZ4ZCX/oMnotzNzsr65g//+xgZ6tj7F4ro2zq1rIZ5MZyK3WY93nS3nW+9vrYvnZvpBAjUVFgIxQgfW1x2DPy9sGZpweAp6p1gMrrtOOTSbNkFDw8SdsNE0We4iJESm6emseapQ67PdmQKrLfVqR2QqpRpqv+HPsg6cdacmHInIaCUwXtqViYAViZoCpPKnKye1pWKxGO94y1ri8QR3f+3LvlVhngwbN24kkczuj7eVxStbMhcW02BFYxtL6lsJGYLBZDqnv6OU0mmvspkzljZweCBBxDLBztT2eXZHLy/s3EZ96yqa21dlFmDnklwZNkmkbEwhSDuRwZnVBRBsCrBTqUzj2CIxo9Ji/9GReraaSov5s6o4NnQYAaxsbOULX/sO27c8RV3rKuqa2jgylGRZQwtfuO07PNPf7aV9n3v5EBKorrAQUjlcB4/HqQqH1HuHEynwIgZu2lGw++nt9GyN0dwRZVlDC5YnIBcsPKXa13P3XC576iVX/GiF45Jd3NtybhDUfFWbFdJuhEsKnt3RQ293jOjqCzjtPBUJcIt7hkzltlqmwDQN0s55Pr0tRiKewNO+CMH/+di/U9fcxlAy7TmmBcM5dqmlIIGslHjWV1Q5mxVNrRw8FidtS7XJQUp1M+FUx/fWjawUZuZYIw1qCNX+yMragNPSWfi1NlAN2HgifiHgvBZ4vicjCrfCjpjUBAyoXw43/wfsfE71duzsgL2/z3XcINe5Gl4Co2YWxAdGtioqIIm0LL06YCXKSe2AZTcF9qsK82S55JJLCFthEiSwQhaN7Up8PLMqzEA8pUTKIQM7meboYJIldS188bbv8tMffI+fPLyBdDpNKGSxoqUTEE5LG3XZkcBzO3udhtFKA3PD7fdxzopGFZ0x3AU0I2a27TQCQd2Zp/h+rgKBnU4W86YMgDkzKnIKbboYQjCvtpIX9x5FGIJK06SxrYNzVzYrqYYAy1nAVjS1saorOuL5YdMggY0hhCNEFoTIOL/ZFzuA53b0OlXaEzxyz//w2Vu+RUNzuxeJO2NOja/n7r6u7YMI349WOJmBOe6/E6E1nToSXgNnx27P7+rlP69Tm1Aeuft/+Jeb7qauqc1LW1rOfMcR5JvOboiWztUYpkE6ZXt2OHr4oOe4uc5DYStQCF8LsfqF5zg5rlcmIpZZDwBCprqohgyBYYaynpc1tw3hHWu06SUE1Le088Wv38fO7Zu58MKLWLSyqeDnGKgGLNuBi8fh+uvVv/Y2mL1A7WzMxtUfCKl280gDGlfAqo5MI+6zVqh05YtP4zWYFgJOXzL6GOaeDokhVRG/SCSmYvOTjCldAoUQLwkhdggh+oQQ25zfnSKE+JkQ4nnn62zn90IIcbMQ4jdCiKeFEK1+nMBUcLcwm6Y56SrMfhGNRnn854/z1//wz/zXbd9lZVMbIVNQFTGV0Bi16D27s5cffvtr/GZXLzPPXM7b/+5fueXu7/PBj36Cf1l/NwvOrfeiCQJVRVwg2ONVBU+TSiXp3xbz0j3eomu4Ylynn1ehIgMlKBVwS+WYhnBEwjj6N5WGNU31t+FXajcCEA4ZmOBsoDDUxm9hOHW/hNOOJXORGt4YelfPFkIhFcVxxcvZxGIx1q1bRywWm9wJipwvU2Iqn5vh57Fs4SzlMDkOkVvHy3Au6q4TsKdvS06xz929WxDOPM+UUlBnmO0gNLa287F/W0coFMIwDKxwmKaOaCb1JkaP2PhFMWsMThTXXcpOReKlGjN/Czlpc9OJxIusv2U7XdlthkZ/LahvbuMv//YfuPSSC0vYMg5uSu9znxu/BEUsBuvWqa/ZuA6cYSgd1+OPq4jYtu1QNUM9pnpm5nvIpAsNMys0mZVCrJoB4QicuSzjsC1qUL8biwXnFDjMm4XWgU0IPyJgl0op92f9/Eng51LKzwshPun8/AlgDbDE+bcKuNX5GhjuFuaf/exnXHnllYFqwADOX70ae9YiEqk08ZRNOGRiGqZKZQmVgvmsGzWxwnzihjs5t67Fa7T90r6j2La6IzIE6ubIiQjUt3ZlGkaHVPjfLXXh6cGchdeLQBToPAVghitGHN8vXdFkB+U6Al5kHwGGSrk8u6OXvq0x2lapxsXe04R7kVW7+JQTkb1DzDmep7NRGyOa2qPc55ZbsFTE04viDMOPlJ/7boZ80N5NthXO2OehjG8YwrO/q8dzbdjY1sX3v+mUSwllCgW775W729EQqtcohhKBGQg+/+mP8ZYrzueXv/wlcxY1eFXdjaznFiI9414fITjN47g413V3mJqPI5YAACAASURBVF4sTMDO3m38etMmVrZ0srKpDbW71HV2M+fm7e51jjdmmTwBu/q207P1KdpXrWbxGy+jGHdiU6oDBhmna+PG3J9dxkszug7c9dcr58u2R6Yyz1qeezzh3OR5fR+zDZ5l3KpalbJMxFUV/PEwTIp511utNWB5UwhLvQW4xPn+LmAjygF7C3C3VHvvNwshZgkhTpNSvlKAMeRNNBqlvr6eGTNmnPjBRcC9E1U7GFU5ipCz6u3YvnlEs+jz6jKBREOAYaoL17M7etjVs4WlzZ0srW9hpSPif3FXD/Vtq6hv7mAwkXIiPSLjOAiyLk4FdMGGaZH81BVNelRCOVHuBUmlpgS7n+7h//2fPyeVTLDhji/zz1+6kwsvPJ99hwdz7OUKxw2c3ZC2VFHFrCiDukipuklf/Pp3eerXm2juWM3KpvZMBmKY2cdL+eXrtHrpT5/abk2mFc5o5wFw74YfUN/WxbKFl3m7GFULO4GRVgL7FU1t/PvN99C/PUZn9AJVHd+9YSAjiXFN50Zm5tRWeOPt6uoi9uxrDKUy2i/lZOO75m4EPmjv/GZebSX7Dg8A7pqj7PHb3f1c9/53kkyoKvifu+VezlrW6EUavXQlZH11OkYIOWoQ5Mgfn+UfP/BOkokk93zNYuFDjzH3nBUFP8cptyI6UTHWE+nEolHlgG3alGcqU6gUpDBUilLajLoogNLQJovXxzhfUqVQWKAQHQwKwFQdMAn8VKgy1V+TUt4GzHedKinlK0KIU53Hng78Ieu5f3R+F6gDBhCPx0vGAQNXg6EuKq4If3f/dva9+ieEMBBCYpgmK5o7h30uhdNGpMfTF4WsMJ+++W6aWjtY1tDG6tWrvTpfXh0/N+WQFX1II0eNxvhyfkA6lczZ9u+rrmiSGChn10Y6a57aRdq/LZaTLnymfyvtnatI2ZKwaXqOk2kYWUVBVQ9Jt/2Q4Zy44SywhgErm9tZcG49tVVh1QbKifoMZ7Rq3zBRp1XZ2g5QizT8PObMmcPll19OPJ7ACluc/dCjzDxjuRfJEji2cyJjSxtaWLyymdoqi6GEszPPayfgfG7srFSaUClOF29+k3G23ZTbaNpAP/B8bp/t7ke0eMlpM9l3ZDDzC2ewPVt/7bULS6WS7OzZzNnLVXNoITLRRnCkCs5TDaf+2mg3btm7tpNJ6I49ydpFKyc17okwJQ0YnNjBykcnlleDbgcvtCjAcCJc7u+GOzY1oze4H/u4xUAQT6UJ9GpaqA4GBWCqDtj5UsqXHSfrZ0KIZ8Z57GgzYISvLIT4IPBBgDPOOIOhoSESiQSJhPL0q6urSaVSxONx72fbthkcVAtJVZXa7j0woO7sKisrMQyD48dVuYBIJEIoFPJ+di8I+/fv936ORCIcO3YMKSWWZRGJRBgYGFDtTkIhKioqvJ8Nw6CqqoqhoSFSqZT3czweJ5lMIoSgpqaGeDzunUNNTc2Y55QcPII0wshUGpmMM3QszZ6+bv71Q9eScPo1upjpIczkcVLxMMIwMZOq99menqdyI2Xbfk1zcwsiOUh6MI4wQthGBBKDpLDBNjClgUwkMJJx0kNphBUmNRRn//79Uz6n7Pfp+JGDpAbjyHSSVGLIs/uqVau898KyLDo6OhgcHMx5n8LhMMeOHSvI+zSUTCPtJDIVJ51MkjINMMLIdIqGhkZClkUqBaFQiPqGRogfx5QCw05jyCT2YAJhhhHCwEgMOH1vQwgjRHpoACkERjiMMC2S8QFk0sa2LIRMYw/FkYAtIthWmNcPHADwzmnZsmU88MADxGIxLrvsMpYtW8b+/ft57LHHcpzWxx57jJaWllHfp9TAEY4bcex0ioHjx0gNHi3Y52ms92nJkiU8/PDDbN68mc7OTjZt2uRtgkkm4YnHf8pV7zkT04pgJ+NIaatixLaBkClEIoEh4fhABSGZhrSNjYmwKpF2CjudxJZOetu2Sdkp9u/fz86dO3niiSfo7OzkvBWN/GEwgRCCdGIQhCBkRXLm2kTOaby5d+ToMZIDRzh+VGKnUxw6dMiXNaK7u5trrrnG+6x8//vf5+KLL57U+5Q8fgQhIFUlkKkkyeQQTU3NmKaJlDaGYdLQ2IiRGgTbgGSSZBpCpokRUu+TnUojDMFZC+fyu1cPsn//fkKmkXNOzc3NmR2QIYuuzjYaz6zl6NGjBZt78XicdDrNgQMHJr1GVEejqpRFIgGWRXL1aoaOHMm8Ty0tpB95BDZuJHn++USam0mNdk5LlsCSJeqcBgbGPqc0hGyb40Mqche2JeG05FgiASmD8JEjWXMvhDVzIZGhoROfU+VsUoaF8frrvq3lI96n40OQSjKIyaAR5riztvv1ecp3La987DGqEglEOo1MJBh49FHMlpaC+xHZ55QvU3LApJQvO1/3CiEeBDqB19zUohDiNMDdfvFHILsM7xnAy6Mc8zbgNoD29nZZUVFBRcXIu9PhEavq6twUgmtAl8rKyjF/tixrxN8jkVxR4/AxTPTnEx0P1DlZ+5OkbYk0bKQZobq2hl1920kmkznOl51Os2vnDs5tWk3I0QDIyAwE0BK9iO/eeatXx6qu4wJMK4whTazqiKezsSpNhCGQyTShlI0ZMjDsMKHKCBKwLIO5c+dO+Zyyqa5NccweQKYThMIV3vEvu+yyUXVFw9+XiY4h35+PDyUJHd5PGhNCNmHLxE6mIWTR1HURX7jtO/R3xzhzRSvn1rUgKsLIgQSEDBARrKoIaVtihgxCVSamYZBOpjFCJmFLfXhDhmDxglp++2oImVJFds1EHKuyGhuJFQlhGgZz5szJEYZXVFSwZs0a1qxZkzP2tWvXcsMNN3gRpbVr1zLa5yUSiRCuPk7NzCqOJaG6ZgYzq3LLi/j5eRrNzu77dOWVV3LllVcCUFtby4033kjccSQuvfKNhKtqkEDYslRAJm2THEohRAQpwmBL4kkbq7ISwxRYlWGQILHY1beb3u4Yze1RGlrbMYXg+eefZ+3atZ6NfvqzxwnNXqSiOKbl6PbU+Cd7TmP93QhZWPuS1NTOIHQ0yaxZs8Z9fL6fp76+Ps/xBujr6/PmRj7vU3b0rKmxlYpwiEjIYO/x1zh93iyM4/syUiQBRqQaaVVhhCxC4QgRy2DhKTW8emgAYVpOpBfCkQpCldXMnTvX20TintOaNWu4+Y772d79FJdecglr174h55yy8WvuxeNxDOfzNJ5dx/35kktyolfhaJQRhXmuuEL9y2LS5xQx4Y/PUVllqTdAebtU1FTB/Pne4ye87p29ZNy/T2otH35O1RWQNBg8p1F9noY9v1hrOWvXwg03QCKBCIepftOboAh+xGhjOhGTdsCEENWAIaU86nz/BuCzwCPAtcDnna8PO095BPiwEOK7KPH94aD1Xy5T1gn4iJcSNASG01C7sU3Vz0kkJNLO9Gdb2bwqJ67oplbqmtr47C33srt3M/WtXZxX14IhVE9HJaZ1q7WrbcyqkKUSkIdDblqmwLLNUUTPk9EV+UmmNIE6e0+7haChuZ26pjb2HhnKLinlpRvVD0r/otLG7t9cjV0mC+C9gvNLpRlXr336KdV578qbkBhejPptoLjjv+v+H9DcEaVzVRe/ffWwc6PhpriEU+wzk4J56dl+nu3rprmji45VURCwq28b//ev3+V1hljz1nex5q3v4OBLO3OihL96YiMXvW2Rl2LOfl8KgXdoH0X+Y6Wk82G8tLUQsGBWFfdt+hWpdBqkJJ1Os2P7Zs5e1uhpvhCCc06dQSptqxSm11F+/J2Q9a3t1LW0sehU/1qbnQjph92H19YqJDmiexhT/1WSODKHoK+nE0n5BsxUImDzgQedi0UI+LaU8sdCiG5ggxDiA8DvgXc4j38MWAv8BhgA3jeF1/aVwcHBEZ5vULiCbtsTCUNdSxs3fuM+erfGmFE7i7379rOipZNzljfnPtd1CIRgZVMrTa3tpGybdJqMYyCgtirM4YGEqs1nOzobZ6FyS14I94AFOsm5VSazfa51NRWqIiFPI5Rdrd7baefos0KGKu0BjkhfZmpVmcIVkCvn7dkdPTzTv5W2VefT1NruOXjZAnBP2CyUKHrhKROrmJ6v0+q+k3aJiXaj0SicsghbSqorQoQtk3hSRXYMIRC28Op0uTuB3ab0G+4Ic9OdG6hvbqe/e3NOZ4gf3P8tfvLI/dx80005zsqll16KU1wf25nohdrvm90myU77Z/fJ7kKF8bWWy0+fTVUkNKImYVNbVN0oZInvARbNn8Hpc6rpeWGf142g47x5Y7Z0cjcWFZNUqgQL4I5H9Uw45TR47XdKjO8uLqUgbM+TkrieFtNpngKTdsCklC8AIyrpSSkPAJeP8nsJfGiyr3fyIJTIXmQJ41EtQuqa2kk7/RrTUpJIqnr1rxwcoLbScha+XDG9gQBTYoqMuHxebSXHhpJggy1U827PeXAvGqKwZSjmzaxk7qzSac8ihGB2TYTXDg0qAXi2I+a8JxJVZV1Kt6ina2fD2dwoPFvu7t/Ov/79X5BKJrn3tpu4+Y77WfuGS6gIm957m12/SqC6DmS3cPH1/Jx3c0alpfpTlhBLF87i2ZcPATC7OsLew4OcNbeGkGnw3MuHvPsACezOakqfSiXp645R39JOq9PDMLszRDKZ5MCBAyOcldizr3o9Sb2oTpkxluN9InH+eNGz2TUR79jfvO8hfvr4L2juXM2y+haODiW9NWWps7HBNAwqw4Y3t+bVVowbvW1ZNJfeF/c7XQumMVPZgSeEqvXlbS5xylH09sH9P8o9Zinu9Bvt/S/EOEvx3CdBaa3EATE8zxsowr3xyYSe3Yu1DU6BT+GF1gVwdDBJPJmm2r2wikwhVRXdcpwr1C68U2dWcurMSp7500EOHB3ytpF70W/nv7ozTylIbS5Bidk8Czf6CG40MrNzzkZFwFIiU/bAMgyveKhnO0PQvy1TMiSZhN5tMa656gpqK8Oct2Ame/54MJOiLIYD4LzG8rPnl9wFcM6MCi8Nfva8GZwxp5pwSLVnef6VQ2pXrpTEk2nqWlfl1LNr7VyNATS2drD+jg38+KH7eeyh+0in01iW5c3b7Ll76swq9h4e8N6v+rPmjDEy/zCL0HYrn12x+UbPWjtWMW9RnRLop22l6XJuHKorhldwdwo/n2AiRyyTlkVzlcyhSEy5DthE8W0HnnNXJgzo2wnv/xAkU5ljQsnu9MtZ2wuxI7GMdjmeCO2AlRhumN7tuZadojJwUjFOYWUXIcCWEitkkEzbnuNgoI7l+XLD9BnLT5/NU8++6hxbkSmECbv6txeoNldphhzcUeUUo/VShqokhek4w9u3beH5p7tpao8SMgXP9XfT2B6lua0DUwiaO6IZR8GyWPuGK3JKHbgFMA3X3RX+1wLNdp7FKYv8PbjPdC451UtdmUamX6e6BgmMNIQtk+UNrXzmK/ew6ccPIYTgheefoWfrU1x88cU0trRT39zOG9/yDl79TT8dXeePOl8Xz5+BFTL4w/6jIFRUsBAI73/FmfH5lnLJO20tMjchYVeaMMqJzKwKU2GN7LE6GpE8H1e2TLV/JGQWbDcC1t2jnK/sY8L4rzNehKiQ0SMhMLZsgc2b1fH9sMdwJnPMEo2YaQcMtdW0VCIyzYvm0vfifuVoAZAVgREgpPCiY2lbYpkGMquXo9ejzRWBuxcAJ7J2+jDd1dLTZrHrj68rjbOUZBdanGptrjGjZ6K0bJ6NcGzsRgUNz/bKQxIGPL+zly/801+RSib43h1fRghIp1Rz9Jvu2MDKpnbqm9v4/Fe/w57+LXR0XcDFF52f8xqG843XjcDnMNjwaMjd9z/CyksvYmDgSEnafczzdyK3UkAkZHidHn7+wwdIJBI8+r1vIQyDu766npvu2EB9cxsNLe383Z9fPeZrCSGodjR/tZUFaDY/4gUhnUwUvNPDVMT5o2E4aTAhVG9NV5ownEL0i/WLZLLIde+m2j/SRRiqCKthwOou+OqdI4851uvcdht8+MPKQYlEciNEhYwenbkMYjEia98EyaQ6/vr1/tgjm4nauIQjZtoBKzEqLJPWxXOJJ216XtiXE70yJCCk069QNedG4vQZzIjGERlNl6qR66QtBSyYlbttdm5thXeXmwanlYtKzRRst9XUzVQw3Ki/sonbbFgVBrWd1G62DknKpNLHSqlSjd0x6lraEVJQ19JGe+cqZlRaIy/0ng5M+O58wUjn+fmnu3n7m65g/4DvLzUlTuSURCyTVNpmR992tm1+ksb2KLt7tjhlWVQYWNo2yUSCXkcPlo9iORxSWrz6swrrPLjv7K6ne/n437+voJ0epiLOHw0DoTSinjQBKqwQVomlsEsKX3bgZRlcCGhtGv2Yo/0uFoMPfQjczQfxeG6EqBARKZdIJcS2KOfLPf6BA/7vSJyojQt5zlNEO2CMrOURNOGQyfburdy74RHecMXlnLpopbMTTIJUd6Yh0yASMoinbKVbcq45nnDfcyIyOrKxUlze7ia11Uw93hB0FWi3FZSezcF1Xl1HFwQyc8cvMnbydEjJJIZTCd/VHLV2rlZpZKHSlcLIvDcus6rDLDq1lo2/2sTjP/8lndHzHcfBP8ZynkvJ7vloltoWz+Or3/kBH/8bVWLCsiw++LF/zynLYhgG4XCY9779KvV+5ZHLnVFpsWrJqSd83FTI9quf7t1elE4PfpZy8XZJC+l0cID6s2aPaBQ/GoH2dc0iFArgEjfVHXhVM9Tk6dsBW3vhjWtgzZtHHnO019m4MVefYpq5ESK/InRjMdrxC7EjcSLHLPQ5TwHtgOHWwyo8+S5K7oUpHk9wz1dv4sZv3Mc7r76SP+w/xrF4UkW8DEh66UYlCjMQqnk0KmKj0gfCu6FCwOZYjF8/uSlnDLv6t9HfHaOxXf3cvy3G/77mKlg6f9IL+pw5czAMAylljgMwf2Yl4ZBRNJtPlGzdDghm11SwcHYVO3//urNjVLCisZX3X/evxH75Ey64Yg3Llq9kZ+8WWjqiNLZ2eM81DJFxnLMwDYOXnunn/e9+G4lEgnu/fhM337GB8xaM2Dw8acaKhpSS3fNNcfd1xzJtbFJw9PBBvvT1++jfFqNj5SIOHDjgneO+I4M8//LhnOeP9bnLt97aVHA+drR0dPmaHiw0NRUW+44o3aPh3tDlaa9S6OvqUoz32DeydUqv/Q4+8BFIJOG2u/JPm11yiUo7xuPKg/7KV0b2pixkjaxolMRjjxGJxUpHb1XCdcG0AwYcP3684JGBiSxK7oVJtWhJ0Ncd473X/BmVkRAD8STCEJhkdi5GQgbxpKMtkm5TXYM0dmarPYJdvdu47gPvzBkDoBrvJpOYphLIplNp7v7q+kkvnLFYjOuuu450Oo1hGKxfv947Tm1VmNqqMPv37y+paAzA2fNqOHVmJdWREPuPDvHia0eoCpvUVoWdaIYqsPrSnn7uWP8fpJIJ9vR386Xb7+O9H/wHABrPnsOLe49w8FhctR8SggUzR2quNm7cSCKZacPT0x3jLWv8c8Bg9GhIMeZ6vpwoxe06TjNnnZLTxqapPUp9cxv1LW1cUnd6znPcKGX2MYJzBtQnL2QarKyr9zU9WGhOm13FQDzFKwePe2VY8nVlpqod9ZOia8Amy3Cd0jVvVs6XbU8sbZaPs1HgGllH6+uJlNoNRonWBdMOWJGYyKLkXpiG4nGEEMyaldV0VSj9V0pmUhwhwyAlbEdXREZCkBZe5MswBL3bYiPGAHjRBWnbXnmLeDzujXGi6YSMA2kjhOCA09uw1AmHTK/8wYJZVQwl0sytVc7KWXNn8OLeIxgIdvRszqlF9fS2GG3tnUp7l5WeMQ3VfeD0OSOLEmYXuwxbYdpWnV9ed+s+MJ5mKdtxssJhPvzJz/D6gQO0dJ7P8oaWTIHcYVRGzBw7BusMuHX3KkgvnMlp85eWvOOVzbkLannlkOp1p6pR5Tc//d4McFIwXKek+nFlSk9MxIausxGLwbp1JRf10WTQDhgje1AVgoksStFolPXr1/P3H/oQtm1z0+f/jTde3MXpSxtyCoO6bXNU9XUjo9t0juNGbQRw5pwa3vv2q7jr1v8eMQYrbJFKqiekHfGmbdvMmTNnUhGEfM61GDafKuecmukTVhkxceuqNbVHc2pRtXRGvQ0QrgOW0dCOftGKRqPc//Cj/OBHP+PCiy7mf629nMpw4bfol5rdx0pxZztOJBIcOXSI93zgw4RMg3RaemVChlMdsehamumZVwrOgBCCmhLceZoPbsJaGJkCzSfC780AU8GN6pc8w3VKf/kXcNWV0LMD3vauiTtQAe78K7U1ppTRDhjFEWpOdFE6cOAAUkpVyDOR4PPr/oNPfupfWdHUxm9fPZwpnuq0FwqZIlM4NOtONdNGT445hpvvvJ+Xdm9nz3Mv8Mj93/I6zh84cGBSEYR8zjUQcewUcK1qCKhvbuezt9zLc/1baWjrorGlAyFETi0r9/1ZcUamAfPwSOJVb7iUWWcuZ2Z1pGjV6cvF7sMdp9bOqFdiRTgbIvLQghfEGZhIRNgdYrnYfQRZ83ki25eD7uvqUkqax3EZK3X47kkeb6I7/3ysk1W2cz0AtKUoni5mIovSJZdcQiQcJh6PY9s2P3/8cZ7ctEnptmaf412IVD0pJex271C9Gn5kLlbuxrDRxtDQ0s7Vb7yMH/zkF/zkkftHRAsmE0E4UauU5uZm1qxZk9exSgVPXyQEKxtbae/oJC3VNv2Fp1TnRmSEoPHsOV5Kc6xIYrGzjqWkARuPbMfp4osvxp69iETa9nb4GnlGY9xj+eUMTCwiLLwxlovdh3Pegpm88NoR1Z6L0i4hMxplowEDf3VKE9n553O0rFznehBoB6xEcS9A119/PY8//ji2bXsRqIvf9ldeWQS38TPODj3DUHqlgUSK1w4N4PZ0tMZp/7HktFnMqg5zxaUXjRot8CuCkKPrsSx+8YtflMRdcj64Wjrh1ATzvnd3mmaVPgiZxoiWLWNFEgX4XwJ/mpDtOP36mVcyNxSOuVoWzyv6mCYSETYNwYozZo/6t3Lh1JmVzKwKs+23e9WNXNAD0uTHRHb+lXCdrOmOdsBQEZ5SJBqNcv3117Np06acCJR00oyGyPQqzETEhCf6fu3wgNM8dyazq8fOy8+tVS1yFs+vZfH8kdECvyIIOboe5+dyccCskJFJgQHP7ujhWaf90CUXXcCC2RmNz7nza0nNtXOeP6YWSQj6tnfzw2/3FkUvU6pz/UR4tercHXmCvNvf+MlENWUzq5S9y9XuoIrhlusGkbLRgBWCfCNqPtfJKue5Xmy0A0ZpT5jRNCy/23eUl/YdVQ6XU5/nmf7t7OzZQnvX+axe/iZApSdDpsEpNRXjv0iRKAVB9GSpjlgsP30WO373Orv7t/Evf/cXpJJJrLDFhocepeGsy7zHhkxjRMPrsbRIe/q38+Fr30EyWZwyCaU818cl62bD7Z8ZBJPVlJWt3R0iIdPrM1tOnNQOWL74XCer3Od6MdEOGHDs2DEqKkrDSRmN4RGos+fN4Hf7jjptbAx29W/n4x98N8lEknu+Fqb+LFdfJLyyEqVA9sWrubm5bKJfLq4D0LctRiqZ9Gp4xZ7cxJvfeNkJnz9aJPHV3/STTBavTEKpz/WxyOz4BSFFoGKkyUSEy9XuLm3nziORSo+4sSh1EolE0EMoD3zUn5X7XC8m5fVp0ngI3B2Qgqe3ZSqFZ9f3Wnb6LJYunDX+gYpMNBrlU5/6FB0dHSd+cAmyq28br738J8yQiWGaWJZF9IILJ328yy69lHA4jGmaZRcV9JNYLMa6deuIxWKj/r1r6XyvGrsQjJtSLzVisRjr168f89xKkdHeD3dDiUaj8QcdAcO/kGkx+5+5ui/DgOaOqFcpPPsi7qYeS6UvWzblGKbeumUzH33/O0kmVNeAq9/+57zhzW+nrWPVpI85PKUFsG7duoK9V6Vo93x3Fhq4TeVl2Yjbs8/txhtvDLQtT76UUiuhqaJTkMWnFNeYUkU7YPhTOC6IRcsQAlMI6lvaWX/HBvq6Y1z7jqvHrCheSotpORbre3LTr7xIIwIWLDyDxpapR/LclFYx3qtStHu+OwuFEJw5p4bf7TsawCgnx2Tq6AVNOY55LMrSAfOxJlcQlOIaU6roFCQqZz1VRlu0Copb88tQ2piGlnau/duPjFgoiz6uPPHD5sXmjVdejhW2vNRja8dq9YcJyOzGS7UV470qRbu7mzNOlIZdfvpsZlRZRa+dNhXyPbdSohzHPBZlVQcMMjW5Pv1p9bWM0tYuRVtj3FZLZWgjFx0BA1+E6sXe4edWZXf/CSFYNL828HHlSyltDsiXaDTKnfc9xBMbn6CxrYuG1nbsCZzHiSJcxXivStHu+e4snF2j7qwbz55TzOFNCffcHn30Ud70pjeVRSSplFoJTZVSnO/jMg1qchXF5gG2WvIT7YABlmWd+EEnYLKL1mT1WcIpvmo4YrAZlWHm1Y6sPlyqi6kfNg+ClrZVnL2siXRaEjINkql03s89UWqnGO9Vqdp9IjsLswvclgPRaJSVK1cyc+bMoIeSN6XSSmiqlE0rIhefa3IFQVHWmGngqIJ2wAD/ctYTXbSmpPlxtuMbhoqGLVs402sEPdVxFYNi6gT83IQwr7aCQ8fjSENiqNBj3s/NJ8JV6PdK6zOCQds9GMquL6HPNbmCoChzfRo4qqAdMAAGBgYCqVsyFbHr4lNreXHvEdWGqMyi7FA8m0/FyR3NcZszo4LXj8XZd2SQCsskkUwj83wDSiEaGdRcP9kptt1LcedzEJSdBgz87QkZAEWZ69PAUQXtgAFg2/aJH1QApqL5WTC7it/tP0pVOMSxofJbZIpl88k6ueM5bgtPqaLCMll4SjW/33eUOTPyX2yCjkYGNddPdopp91Ld+RwEZacBmwYUba6XuaMK9h+o7QAACw1JREFU2gEDggtTTzUismrJfAAOHY+XXZHEYtl8sk7ueI5bdcSiOqJ0DqNtfChlyi4lM00opt2nUxmJqVJ2GrBpgF5j8kdbCgJNyfgREZlVRlXBXYpl88k6uaW6e3Sq6PRjMBTT7tN17k4G7QwUH73G5I+enWhdTBAU0+aTcXILtas1aG2OnuvBUOz5HrTW8EQU63NQlhqwMkevMfmjHTC0LiYIysHmfu9qLQVtTjnYfTpSbLsHrTUcj2J+DrQGrPjoNSZ/dIIcrRMIgulo8xNVsi+FrgTT0e7lgLZ7hmJ+DkQ5tU04EWVS+V3P9fzRETCgqqoq6CGcdExHm59Ie1MK2pzpaPdyQNs9QzE/B6VaeHjClFHl90Dmepn2z9QOGDA0NKRz1kVmOtr8RNqbUtDmTEe7lwPa7hmK+TlIpVIFO3ZRKaPK70Wf62XknA5HO2BMow9pGTFdbX4i7U3Q2pzpavdSR9s9l2J9DqaNHqmMKr8Xfa6XkXM6HO2AoXPWQaBtHgza7sGg7R4M00YDVkaV34s+18vIOR2OdsDQ+owg0DYvPKNt9dd2DwZt92CYNhowKJvK70Wf62XknA5HO2BAPB7X+owio21eWMba6q/tHgza7sGgU7/FJ5C5XibO6XB0XBxdrC8Iyt3msViMdevWESvRLeFjbfUvd7uXK9ruwTBtNGBlhJ7r+aMjYEwjnUAZUc42L4WCqidirK3+pWb3oDsDFItSs/vJgrZ78dE2zx/tgAE1NTVBD+Gko5xtXg7Njsfa6l9Kdi8HR9YPYrEYjz/+OFdcccW0PL9SZlppwMqEUlpjSh3tgKFy1pFI+TW0LmfK2eZudCkejyOEYM6cOUEPaVRG2+ofhN3HinKVgyM7VbKdzHXr1k1bJ7NUSafTQQ/hpKOc1/ZiozVgQCKRCHoIJx3lbPNoNMr69esxTRPbtrnuuutKVgs2nGLb3XVAPv3pT3P55Zfn2Ml1ZE3TDKwzQKEphfZTJzPaASs+5by2FxvtgGk0k+DAgQPYto1t2/rCOg7jOSBumvRzn/vctI0MnQxOpkajmRw6BYnOWQdBudu8FPo6ToZi2/1Edgq6M0ChcZ1MrQELhnA4HPQQTjrKfW0vJtoBQ4VMdY2e4lLuNi+Fvo6Todh2L1c7+Uk0GqWuro7a2tqgh3LSoVOQxSf95JPQ3V12RVGDQDtg6Jx1EEwHm5dj9CYIu5ejnfxmOsz3ckQ7YEUmFqPq6qshmSy7xthBoDVgGo1Go9Fops7Gjcr5ym6MrRkT7YAB1dXVQQ/hhJR65fWJUg42n45ouweDtnsw6DpgRcZtjG2aZdcYOwh0CpLS7xc2HQtWlrrNpyva7sGg7R4MuhVRkYlGGXjkEaq1BiwvdAQMVTiulJmOtYRK3ebTFW33YNB2DwatASs+g83N8KlPaecrD7QDVgboWkIajUaj0UwvdAqS0tdnTMet/KVu8+mKtnswaLsHg9aAFR891/NHO2CUh05gum3lLwebT0e03YNB2z0YpJRBD+GkQ8/1/NEpSGBwcDDoIZx0aJsHg7Z7MGi7B4Pe/FB89FzPH+2AaTQajUaj0RQZ7YABVVVVQQ/hpEPbPBi03YNB2z0YtAas+Oi5nj/aAdNoNBqNRqMpMtoBAwYGBoIewkmHtnkwaLsHg7Z7MCSTyaCHcNKh53r+aAdMo9FoNBqNpshoBwyorKwMeggnHdrmwaDtHgza7sEQCulKS8VGz/X80Q4YYBjaDMVG2zwYtN2DQds9GIQQQQ/hpEPP9fzRlgKOHz8e9BBOOrTNg0HbPRi03YNBa8CKj57r+aMdMI1Go9FoNJoiox0wIBKJBD2Ekw5t82DQdg8GbfdgME0z6CGcdOi5nj/aAUMLNYNA2zwYtN2DQds9GLQeqfjouZ4/enaic9ZBoG0eDNruwaDtHgxaA1Z89FzPH+2AaTQajUaj0RQZ7YAB4XA46CGcdGibB4O2ezBouweD1oAVHz3X80c7YOgJEwTa5sGg7R4M2u7BoB2w4qPnev4IKWXQYxgTIcQ+4HdFeKm5wP4ivI4mg7Z5MGi7B4O2ezBouxefk93mZ0sp5+XzwJJ2wIqFEGKblLI96HGcTGibB4O2ezBouweDtnvx0TbPH52C1Gg0Go1Goyky2gHTaDQajUajKTLaAVPcFvQATkK0zYNB2z0YtN2DQdu9+Gib54nWgGk0Go1Go9EUGR0B02g0Go1Goyky2gHTaDQajUajKTLT0gETQpwphPilEGKPEGKXEOKjzu9PEUL8TAjxvPN1tvP75UKImBAiLoT4WNZxKoQQW4UQ/c5xPhPUOZUDftk963imEKJXCPHDYp9LueCnzYUQLwkhdggh+oQQ24I4n3LBZ7vPEkJ8TwjxjHO8aBDnVA74uLYvc+a5+++IEOK6oM6rlPF5rv+jc4ydQojvCCEqgjinUmFaasCEEKcBp0kpe4QQM4DtwFuBvwJel1J+XgjxSWC2lPITQohTgbOdxxyUUn7JOY4AqqWUx4QQFvAk8FEp5eYATqvk8cvuWcf7J6AdqJVSXlXMcykX/LS5EOIloF1KeTIXUcwLn+1+F7BJSnm7ECIMVEkpDxX7nMoBv9cY55gm8CdglZSyGIW/ywofr6eno66hK6WUg0KIDcBjUspvFv+sSoNpGQGTUr4ipexxvj8K7AFOB94C3OU87C7UBEFKuVdK2Q0khx1HSimPOT9azr/p57H6hF92BxBCnAG8Cbi9CEMvW/y0uSZ//LK7EKIWuAj4hvO4hHa+xqZA8/1y4Lfa+Rodn20eAiqFECGgCni5wMMvaaalA5aNEOIcoAXYAsyXUr4CalIBp+bxfFMI0QfsBX4mpdxSuNFOH6Zqd2A98M+AXaAhTjt8sLkEfiqE2C6E+GChxjndmKLdFwP7gDuddPvtQojqAg532uDDfHd5N/Adv8c3HZmKzaWUfwK+BPweeAU4LKX8aSHHW+pMawdMCFEDPABcJ6U8MpljSCnTUspm4AygUwhR7+cYpyNTtbsQ4ipgr5Ryu++Dm6b4MdeB86WUrcAa4ENCiIt8G+A0xQe7h4BW4FYpZQtwHPikj0Oclvg033FSvm8G7vdrbNMVH9b12aio2SJgIVAthPjf/o6yvJi2Dpij2XoAuFdK+X3n1685+Ww3r7033+M5aYGNwJ/5PNRphU92Px94s6NJ+i5wmRDiWwUactnj11yXUr7sfN0LPAh0FmbE0wOf7P5H4I9ZkfXvoRwyzRj4vLavAXqklK/5P9Lpg082vwJ4UUq5T0qZBL4PrC7UmMuBaemAOeL5bwB7pJQ3Zv3pEeBa5/trgYdPcJx5QohZzveVqAn0jP8jnh74ZXcp5aeklGdIKc9BpQd+IaU8qe+UxsLHuV7tCGxxUmBvAHb6P+LpgY9z/VXgD0KIZc6vLgd2+zzcaYNfds/iPej047j4aPPfA11CiCrnmJej9GQnLdN1F+QFwCZgBxkN0f9D5a03AGehJsM7pJSvCyEWANuAWufxx4CVwDkocaGJclY3SCk/W7wzKS/8snt2eFsIcQnwMb0LcnR8nOtzUVEvUGmxb0sp/7NY51Fu+DnXhRDNqM0mYeAF4H1SyoPFPJ9ywWe7VwF/ABZLKQ8X90zKB59t/hngXUAK6AX+WkoZL+b5lBLT0gHTaDQajUajKWWmZQpSo9FoNBqNppTRDphGo9FoNBpNkdEOmEaj0Wg0Gk2R0Q6YRqPRaDQaTZHRDphGo9FoNBpNkdEOmEaj0Wg0Gk2R0Q6YRqPRaDQaTZH5/wHWT8d4z2H3QwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plot_verif(verif)" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_joint_plot(verif.loc[:'2017',:], title='train set', fname='train_set_joint_plot_no_climate_holidays')" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_joint_plot(verif.loc['2017':,:], title='test set', fname='test_set_joint_plot_no_climate_holidays')" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7.28876082009843" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(verif.loc['2017':,'yhat'] - verif.loc['2017':,'y']).mean()" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(8,8))\n", "sns.distplot((verif.loc['2017':,'yhat'] - verif.loc['2017':,'y']), ax=ax)\n", "ax.grid(ls=':')\n", "ax.set_xlabel('residuals', fontsize=15)\n", "ax.set_ylabel(\"normalised frequency\", fontsize=15)\n", "ax.grid(ls=':')\n", "\n", "[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n", "[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()];\n", "\n", "ax.text(0.05, 0.9, \"Skewness = {:+4.2f}\\nMedian = {:+4.2f}\".\\\n", " format(skew(verif.loc['2017':,'yhat'] - verif.loc['2017':,'y']), (verif.loc['2017':,'yhat'] - verif.loc['2017':,'y']).median()), \\\n", " fontsize=14, transform=ax.transAxes)\n", "\n", "ax.axvline(0, color='0.4')\n", "\n", "ax.set_title('Residuals distribution (test set)', fontsize=17)\n", "\n", "f.savefig('../figures/paper/residuals_distribution_test_set_no_climate.jpeg', dpi=200)\n", "f.savefig('../figures/paper/residuals_distribution_test_set_no_climate.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## incorporating the effects of weather conditions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### temperature " ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [], "source": [ "temp = pd.read_csv('../data/weather/hourly/commute/temp_day.csv', index_col=0, parse_dates=True)" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [], "source": [ "temp = temp.loc[:,['Tmin(C)']]" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "temp.columns = ['temp']" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " temp\n", "2012-01-01 19.807143\n", "2012-01-02 18.000000\n", "2012-01-03 19.335714\n", "2012-01-04 19.307143\n", "2012-01-05 19.978571" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "temp.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### rainfall " ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "rain = pd.read_csv('../data/weather/hourly/commute/rain_day.csv', index_col=0, parse_dates=True)" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "rain = rain.loc[:,['Amount(mm)']]" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "rain.columns = ['rain']" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " rain\n", "2012-01-01 0.000000\n", "2012-01-02 0.000000\n", "2012-01-03 0.028571\n", "2012-01-04 0.185714\n", "2012-01-05 0.014286" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rain.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### sunshine fraction " ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "sun = pd.read_csv('../data/weather/hourly/commute/sun_day.csv', index_col=0, parse_dates=True)" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [], "source": [ "sun.columns = ['sun']" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " sun\n", "2012-01-01 0.078571\n", "2012-01-02 0.128571\n", "2012-01-03 0.321429\n", "2012-01-04 0.128571\n", "2012-01-05 0.378571" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sun.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### wind " ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "wind = pd.read_csv('../data/weather/hourly/commute/wind_day.csv', index_col=0, parse_dates=True)" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "wind = wind.loc[:,['Speed(m/s)']]" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [], "source": [ "wind.columns = ['wind']" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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wind
2011-01-018.464286
2011-01-023.857143
2011-01-033.871429
2011-01-042.392857
2011-01-056.621429
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" ], "text/plain": [ " wind\n", "2011-01-01 8.464286\n", "2011-01-02 3.857143\n", "2011-01-03 3.871429\n", "2011-01-04 2.392857\n", "2011-01-05 6.621429" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wind.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### restrict to the available period " ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [], "source": [ "temp = temp.loc['2013':'2018-06-01',:]" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [], "source": [ "rain = rain.loc['2013':'2018-06-01',:]" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [], "source": [ "sun = sun.loc['2013':'2018-06-01',:]" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [], "source": [ "wind = wind.loc['2013':'2018-06-01',:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### interpolate so that there are no missing values " ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [], "source": [ "temp = temp.interpolate(method='linear')" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [], "source": [ "rain = rain.interpolate(method='linear')" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [], "source": [ "sun = sun.interpolate(method='linear')" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [], "source": [ "wind = wind.interpolate(method='linear')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### adds the climate regressors to the data " ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [], "source": [ "data_with_regressors = add_regressor(data, temp, varname='temp')" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [], "source": [ "data_with_regressors = add_regressor(data_with_regressors, rain, varname='rain')" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [], "source": [ "data_with_regressors = add_regressor(data_with_regressors, sun, varname='sun')" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [], "source": [ "data_with_regressors = add_regressor(data_with_regressors, wind, varname='wind')" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ytemprainsunwind
datetime
2013-01-011163.020.0000000.0000000.9500006.100000
2013-01-021112.020.3428570.0000000.5357144.428571
2013-01-03527.016.2785710.2285710.0142864.728571
2013-01-041045.017.6357140.0000000.7428578.978571
2013-01-051422.019.5928570.0000000.9642866.185714
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" ], "text/plain": [ " y temp rain sun wind\n", "datetime \n", "2013-01-01 1163.0 20.000000 0.000000 0.950000 6.100000\n", "2013-01-02 1112.0 20.342857 0.000000 0.535714 4.428571\n", "2013-01-03 527.0 16.278571 0.228571 0.014286 4.728571\n", "2013-01-04 1045.0 17.635714 0.000000 0.742857 8.978571\n", "2013-01-05 1422.0 19.592857 0.000000 0.964286 6.185714" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_with_regressors.head()" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ytemprainsunwind
datetime
2018-05-281107.08.7500000.00.2714293.200000
2018-05-291464.07.7642860.00.6714292.571429
2018-05-301298.07.6142860.00.6214292.378571
2018-05-311239.08.1928570.00.6785712.057143
2018-06-011196.09.0857140.00.6357142.178571
\n", "
" ], "text/plain": [ " y temp rain sun wind\n", "datetime \n", "2018-05-28 1107.0 8.750000 0.0 0.271429 3.200000\n", "2018-05-29 1464.0 7.764286 0.0 0.671429 2.571429\n", "2018-05-30 1298.0 7.614286 0.0 0.621429 2.378571\n", "2018-05-31 1239.0 8.192857 0.0 0.678571 2.057143\n", "2018-06-01 1196.0 9.085714 0.0 0.635714 2.178571" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_with_regressors.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### prepare the data and subsets (train and test set)" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [], "source": [ "data_train, data_test = prepare_data(data_with_regressors, 2017)" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [], "source": [ "m = Prophet(mcmc_samples=300, holidays=holidays_df, holidays_prior_scale=0.25, changepoint_prior_scale=0.01, seasonality_mode='multiplicative', \\\n", " yearly_seasonality=10, \\\n", " weekly_seasonality=True, \\\n", " daily_seasonality=False)" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m.add_regressor('temp', prior_scale=0.5, mode='multiplicative')\n", "m.add_regressor('rain', prior_scale=0.5, mode='multiplicative')\n", "m.add_regressor('sun', prior_scale=0.5, mode='multiplicative')\n", "m.add_regressor('wind', prior_scale=0.5, mode='multiplicative')" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " elif np.issubdtype(np.asarray(v).dtype, float):\n", "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/pystan/misc.py:456: DeprecationWarning: inspect.getargspec() is deprecated, use inspect.signature() or inspect.getfullargspec()\n", " if \"chain_id\" in inspect.getargspec(init).args:\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m.fit(data_train)" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [], "source": [ "future = m.make_future_dataframe(periods=len(data_test), freq='1D')" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [], "source": [ "futures = add_regressor_to_future(future, [temp, rain, sun, wind])" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dstemprainsunwind
02013-01-0120.0000000.0000000.9500006.100000
12013-01-0220.3428570.0000000.5357144.428571
22013-01-0316.2785710.2285710.0142864.728571
32013-01-0417.6357140.0000000.7428578.978571
42013-01-0519.5928570.0000000.9642866.185714
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" ], "text/plain": [ " ds temp rain sun wind\n", "0 2013-01-01 20.000000 0.000000 0.950000 6.100000\n", "1 2013-01-02 20.342857 0.000000 0.535714 4.428571\n", "2 2013-01-03 16.278571 0.228571 0.014286 4.728571\n", "3 2013-01-04 17.635714 0.000000 0.742857 8.978571\n", "4 2013-01-05 19.592857 0.000000 0.964286 6.185714" ] }, "execution_count": 126, "metadata": {}, "output_type": "execute_result" } ], "source": [ "futures.head()" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [], "source": [ "forecast = m.predict(futures)" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = m.plot(forecast)" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = m.plot_components(forecast)" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [], "source": [ "verif = make_verif(forecast, data_train, data_test)" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dstrendyhat_loweryhat_uppertrend_lowertrend_upperAnzac DayAnzac Day_lowerAnzac Day_upperAuckland Anniversary Day...wind_lowerwind_upperyearlyyearly_loweryearly_upperadditive_termsadditive_terms_loweradditive_terms_upperyhaty
ds
2013-01-012013-01-011042.856628854.5081171372.1450321024.7866991059.9036500.00.00.00.0...-0.046626-0.041785-0.025330-0.0563680.0062490.00.00.01121.1752341163.0
2013-01-022013-01-021042.853520901.8181181424.9487171024.8085241059.8536580.00.00.00.0...0.0237870.026542-0.015524-0.0458500.0164980.00.00.01161.8144291112.0
2013-01-032013-01-031042.850412612.3777851077.2065381024.8836191059.8498530.00.00.00.0...0.0120170.013409-0.004755-0.0344170.0261770.00.00.0839.107142527.0
2013-01-042013-01-041042.847304728.7701081207.4496771024.9519531059.8239640.00.00.00.0...-0.172637-0.1547150.006833-0.0232770.0372340.00.00.0976.4716941045.0
2013-01-052013-01-051042.8441961143.6696351624.2163461025.0164181059.7642820.00.00.00.0...-0.050378-0.0451480.019080-0.0111710.0494720.00.00.01375.9871691422.0
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5 rows × 71 columns

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" ], "text/plain": [ " ds trend yhat_lower yhat_upper trend_lower \\\n", "ds \n", "2013-01-01 2013-01-01 1042.856628 854.508117 1372.145032 1024.786699 \n", "2013-01-02 2013-01-02 1042.853520 901.818118 1424.948717 1024.808524 \n", "2013-01-03 2013-01-03 1042.850412 612.377785 1077.206538 1024.883619 \n", "2013-01-04 2013-01-04 1042.847304 728.770108 1207.449677 1024.951953 \n", "2013-01-05 2013-01-05 1042.844196 1143.669635 1624.216346 1025.016418 \n", "\n", " trend_upper Anzac Day Anzac Day_lower Anzac Day_upper \\\n", "ds \n", "2013-01-01 1059.903650 0.0 0.0 0.0 \n", "2013-01-02 1059.853658 0.0 0.0 0.0 \n", "2013-01-03 1059.849853 0.0 0.0 0.0 \n", "2013-01-04 1059.823964 0.0 0.0 0.0 \n", "2013-01-05 1059.764282 0.0 0.0 0.0 \n", "\n", " Auckland Anniversary Day ... wind_lower wind_upper \\\n", "ds ... \n", "2013-01-01 0.0 ... -0.046626 -0.041785 \n", "2013-01-02 0.0 ... 0.023787 0.026542 \n", "2013-01-03 0.0 ... 0.012017 0.013409 \n", "2013-01-04 0.0 ... -0.172637 -0.154715 \n", "2013-01-05 0.0 ... -0.050378 -0.045148 \n", "\n", " yearly yearly_lower yearly_upper additive_terms \\\n", "ds \n", "2013-01-01 -0.025330 -0.056368 0.006249 0.0 \n", "2013-01-02 -0.015524 -0.045850 0.016498 0.0 \n", "2013-01-03 -0.004755 -0.034417 0.026177 0.0 \n", "2013-01-04 0.006833 -0.023277 0.037234 0.0 \n", "2013-01-05 0.019080 -0.011171 0.049472 0.0 \n", "\n", " additive_terms_lower additive_terms_upper yhat y \n", "ds \n", "2013-01-01 0.0 0.0 1121.175234 1163.0 \n", "2013-01-02 0.0 0.0 1161.814429 1112.0 \n", "2013-01-03 0.0 0.0 839.107142 527.0 \n", "2013-01-04 0.0 0.0 976.471694 1045.0 \n", "2013-01-05 0.0 0.0 1375.987169 1422.0 \n", "\n", "[5 rows x 71 columns]" ] }, "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "verif.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### clips the forecasts so that no value is negative (can't have a negative number of cyclists ! )" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [], "source": [ "verif.loc[:,'yhat'] = verif.yhat.clip_lower(0)" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [], "source": [ "verif.loc[:,'yhat_lower'] = verif.yhat_lower.clip_lower(0)" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plot_verif(verif)" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_joint_plot(verif.loc[:'2017',:], title='train set', fname='train_set_joint_plot_climate')" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_joint_plot(verif.loc['2017':,:], title='test set', fname='test_set_joint_plot_no_climate')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### residuals distributions (test set)" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [], "source": [ "residuals = verif.loc['2017':,'yhat'] - verif.loc['2017':,'y']" ] }, { "cell_type": "code", "execution_count": 138, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/nicolasf/anaconda3/envs/PANGEO/lib/python3.6/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(8,8))\n", "sns.distplot(residuals, ax=ax)\n", "ax.grid(ls=':')\n", "ax.set_xlabel('residuals', fontsize=15)\n", "ax.set_ylabel(\"normalised frequency\", fontsize=15)\n", "ax.grid(ls=':')\n", "\n", "[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n", "[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()];\n", "\n", "ax.set_title('Residuals distribution (test set)', fontsize=17)\n", "\n", "ax.text(0.05, 0.85, \"Skewness = {:+4.2f}\\nMedian = {:+4.2f}\\nMean = {:+4.2f}\".\\\n", " format(skew(residuals), residuals.median(), residuals.mean()), \\\n", " fontsize=14, transform=ax.transAxes)\n", "\n", "f.savefig('../figures/paper/residuals_distribution_test_set_climate.png', dpi=200)\n", "f.savefig('../figures/paper/residuals_distribution_test_set_climate.jpeg', dpi=200)\n", "f.savefig('../figures/paper/residuals_distribution_test_set_climate.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### plots the forecasts (`yhat`, dashed black line) and the observed values (`y`, solid grey line) for the first 8 months of 2017" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(14,8))\n", "\n", "verif.loc['2017-01-01':'2017-08-31',['y']].plot(lw=5, ax=ax, color='0.7', ls='-')\n", "\n", "verif.loc['2017-01-01':'2017-08-31',['yhat']].plot(lw=3, ax=ax, color='k', ls='--')\n", "\n", "\n", "ax.grid(ls=':')\n", "ax.legend(['observations','forecast'], fontsize=15)\n", "[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n", "[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n", "ax.set_ylabel('cyclists number', fontsize=15)\n", "ax.set_xlabel('date', fontsize=15)\n", "\n", "for ext in ['png','jpeg','pdf']: \n", " f.savefig('../figures/paper/forecasts_obs_2017-08.{}'.format(ext), dpi=200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### running correlations (over 90 days) between observed and modelled / predicted values, useful to identify when things go South" ] }, { "cell_type": "code", "execution_count": 140, "metadata": {}, "outputs": [], "source": [ "corr = verif.loc[:,['y','yhat']].rolling(window=90, center=True).corr().iloc[0::2,1]" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [], "source": [ "corr.index = corr.index.droplevel(1)" ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(10, 8))\n", "corr.plot(ax=ax, lw=2, color='k')\n", "ax.axhline(0.8, color='0.8', zorder=-1)\n", "ax.axhline(0.6, color='0.8', zorder=-1)\n", "ax.axvline('2017', color='k', zorder=-1)\n", "ax.grid(ls=':')\n", "ax.set_ylim([0.5, 0.9])\n", "ax.set_xlabel('date', fontsize=15)\n", "ax.set_ylabel(\"Pearson's R\", fontsize=15)\n", "ax.grid(ls=':')\n", "[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n", "[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n", "\n", "ax.set_yticks(np.arange(0.5, 1., 0.1)); \n", "\n", "ax.set_title('90 days running window correlation\\nbetween observed and modelled / predicted values', fontsize=15)\n", "\n", "f.savefig('../figures/paper/moving_corr.png', dpi=200)\n", "f.savefig('../figures/paper/moving_corr.jpeg', dpi=200)\n", "f.savefig('../figures/paper/moving_corr.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### correlation grouped by month, is there seasonality in the performance of the model ?" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [], "source": [ "corr_season_test = verif.loc['2017':,['y','yhat']].groupby(verif.loc['2017':,:].index.month).corr()\n", "corr_season_train = verif.loc[:'2017',['y','yhat']].groupby(verif.loc[:'2017',:].index.month).corr()\n", "corr_season = verif.loc[:,['y','yhat']].groupby(verif.loc[:,:].index.month).corr()" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(8,8))\n", "corr_season_train.xs('y', axis=0, level=1)['yhat'].plot(ax=ax, lw=3, marker='o', markersize=12, label='train set', ls='-', color='k')\n", "corr_season_test.xs('y', axis=0, level=1)['yhat'].plot(ax=ax, lw=3, marker='o', markersize=12, label='test set', ls='--', color='k')\n", "# corr_season.xs('y', axis=0, level=1)['yhat'].plot(ax=ax, lw=3, marker='o', markersize=12)\n", "\n", "ax.legend(fontsize=17, loc=3)\n", "\n", "ax.set_xticks(range(1, 13))\n", "ax.set_xticklabels(list('JFMAMJJASOND'))\n", "ax.set_xlabel('month', fontsize=15)\n", "ax.set_ylabel(\"Pearson's R\", fontsize=15)\n", "ax.grid(ls=':')\n", "[l.set_fontsize(13) for l in ax.xaxis.get_ticklabels()]\n", "[l.set_fontsize(13) for l in ax.yaxis.get_ticklabels()]\n", "\n", "ax.set_title('correlation per month', fontsize=17)\n", "\n", "f.savefig('../figures/paper/correlation_obs_pred_per_month.png', dpi=200)\n", "f.savefig('../figures/paper/correlation_obs_pred_per_month.jpeg', dpi=200)\n", "f.savefig('../figures/paper/correlation_obs_pred_per_month.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### plot the contribution of the different climate variables to the response variable (in percentage of the trend component, as we chose a multiplicative model)" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plot_verif_component(verif, component = 'sun')" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plot_verif_component(verif, component = 'rain')" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plot_verif_component(verif, component = 'wind')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### plots the combined contribution of the climate extra-regressors" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plot_verif_component(verif, component = 'extra_regressors_multiplicative')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### zoom in on the post 2016 period (test set)" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.1639002173526798" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ "verif.loc['2016-12-31':,'extra_regressors_multiplicative'].abs().mean()" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "data": { "image/png": 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X9VJbKzUprUes/EVqjk9muZ/m4hRCxUabfBMRu0IL4baN2zJ0RMzBxuSs01ivhM5m0DUqSphrRWyiqyYfvqmqqC4BNqoI44zRplgJbYv5VOMVmW2LEC9pJ5ClioBRnywiYml85iLN0nizRJGa4wN7no0VMV05uk7bIJHpqsklC+nxUKl4Tpf8XJz0OcearE111WSd2I4Pz6W9SFO0bdyWYUNYx+ZgYzxiVJ14RhNco9x8PFWrsbFemcWz9bwU54g2eRHaFCuhbTGfary0VZHIALFkwkm1EjbYBYKeVcHOoZJ6PB6XzzVpokz2J9r8LtLmihjtGjBd4/OVcrVH7NlfV362WZ745q5rzvQPWzVZJ7bJUGUyNhRtG7dl6IjYpsJs7rpBMjRNGjQRXKHGgh06tBZZolJkq+abLFVG9p3rQKAVMc/XrR7OeJ7KUtU6owhprMjY6Eh/X0MRc1tM0NZG5vNoAJGtbl+RzJUqNl2SUZDSKpCAJWJ1SK9g3f2vUErzqqEjYg42xyM2X13FtAaiKKr/R2ZFpjf6ffHLp3tSZ4hG8V5StClWQttiPtV4yYQvxXLykSWKgF27bVOT/S01V53xQz7q9corM6l3GNkk6ihiB/fy+2tSSwljDWkCrYhJ/f8iiExvF5VPG+auKxFfTsT8Vd4zB/Op/f/DN61quCFo27gtQ0fEHGwMEUtjNeDOqCy80QAgiVukwON3gG9/8dKssto04NsUK6FtMZ8uEctsmnGZ2kIesSC0RGywY4nY6LH1M50yoqhXToye/TVFpkaPlRIVz6qrRsk8P8eeHAI7N1hGogGEALxgubUkS5T53imOyF1XkanPmgoH5hMg2qp+XtMx8Kn/xX6fxhtXaNW2cVuGjog5iOOz2duxNtJkvTLssmPqVeNoNKr/90TEMm3ulRIblToFlH/t4P7CjxvFe0nRplgJbYv51OKVMt+2YtnCijxivm+JWC+yatrjR9ZQflrndv9VAMDoZFTeOufhm4rUTIaKGNapmkxi64ubTRQh3b2xniJGWxxhyfyYpWo+jae5H+euqxDKi0fkaT4BeoPqz4R0rosBpD3ehu2K0rZxW4aOiG0qqH1F01UZx3wKvP09tU/kg9fXOw5gq6zOsJigMR6+ofbM69Chw2oQ2SBVaBkRI0WM/mWp6ikmhd6ObcVcNXpcj9xkqW3dACjCVDQfzsZKNRppIraMcLgbm3PlK56qPTR7ERDHzVtyVNniiD7vZalCKVQqmDYQTxMg7FUnU+T5k1Cf+9svbRwR66DQETEHG5OazE5REUtjRcDuv2o8Z+ulJlm5ezJf/jfniSQGnvvthUokoF0SeJtiJbQt5lOLlwgBfV3qEdNEzPOtWT/sqb9J5tYYXkY+9t/Oe5ZWQQqjgg0e3wPGjxfnQyHUvJRlwPREedZEVh7HcB/Yv8tiSgDo15LiJ6XaYLvpIpiqJqUsn7+JVFGBgUbuulLVJFe0grD6eUlm1D96CHzx1zfOStK2cVuGjog52BgiRr6L0xg41Hn6+MBMDM0aupIiJmxqcrpBPWruvwJ850vKv+agTY0D2xQroW0xn1q8VAxUxSNmUpNMEQtIEUts6vD+q0r9csEr+KpACEOqtl74otruxz2/ydCmV+MZ0N/Wc1OJ8iacHmEJS2NmqSJQvb4tlmoCSk1KWZ4xEBnQ39HNcG1MCw1d6fOlvwmC6otzoVVKIrDZ5u2K0rZxW4aOiDnYmD5iaby6iqkqpFCS/Y0nzITbzCPmpiZPiSieFr79JfW1oIFhm7wIbYqV0LaYTy1e05SViNiKLY6KiJgQitCcHMJ0jC+q9q7boJqImBRqXja+VIbhoT23NFaKGFWBFkFKSzqFAL7yaUtsKL5ef73u/NS+YpVHrBctfCa560rtK0z7Cb29VNU5l4hvPNfPklSRseF+PWXyDNG2cVuGjog5kJtCLGgiOI3U5MO31PG+/ntqQ1w0jDOe2nLqTSRir3xdrYgLVLqNua7ngDbFSmhbzKcWr0lJ0tdlvqZEG/V9Xc2nPWKQSoX+7D+xld5F/qq6ntKvfBp47Xnr6yoiR+SxSuaKAPa3LeEoAqlngFLQ3viOJaFZoghUpMlcUwMsJ1DLPGJExNhrctdVZnki1ig1SV+lro4VKjOyIUSsbeO2DN3+Ag42Z4ujZLnHoA4+98tqtfjO68CTPwQA6PV69Y8TT4FowFKTG1aFM5sA23vWgMuuZaN4LynaFCuhbTGfWrzUGoErYlKqBdfCa4vM+r4iL/OpJl/SLtRc1G1Q/fihWlRJCd9D8dZFY50CpZ6Lgx1NOMqImGB9ubQaQ6SR+nYNtrVHt/qp5lCloatIFeEDNMFS/81dVyHzqUjJUpVl1yj3HuzzJiXweF+phhsyb7dt3JZhQ1jH5mBj9r6i9hWnkZpM54qEAWbibZSbj2e6j01WnCaogwevn05sHFkCbF9TUrzzIGiTF6FNsRLaFvOpxZsxNQhY7uMq8oiRQpaRgg81b7l7Nd57Bfja79abM2gLNSkQeLAFTBzUxJV8aoMdRTjKGmHzysvJKP8ZUHz9bTv/NkEVs36WKbO+sw1S7rq6WxwJYYlZlc+RF0/Q/5P5RvUSa9u4LUNHxBzU9ohlSwb9Mrz9feDR2+VdqU+zj1gSAx/9s8ATT5tznUwa7D+WzLUiltnVb9PzO94//VVZEgO7NwuNto3ivaRoU6yEtsV8avG6HrFlqlXG+ogFoZoDPE3EaL/JLFGm+tQhYsN9pXDVAXXMlwJpmhR7vyZDbdDXabeBNutnJf0gP/0P2Cbax/nPgBS/vVuamDZcaHKPWNliU2RAyHqwUTj8urqeMPq+atEDETb+HElj4MGrG2Mpadu4LUNHxBzUzlkP91V/rrqYngAvPQd88/PFTRCzZLlfow7SGHj3M3alB0DUVaNIBSMiZjxiK/7ujRd0U0EN2jD8tNUwKa0ilswWFLHa8V5itClWQttiPrV4aRFJitgytSWNlSLD21f4vuoiT/6tw/vAn3xGmfdzJ5xWJxAEGsfkbypS4cdDYGtXkaswtP6usgX1/VdsGx6ad7lHzA90Q9c1UpNcEStDlmoilveImetKSlYQ2LnSVFFWbKRNhQBcmTt8oAsUNoOIicko306kpeiImIPaHjFu/qwDIZV6U/b35Ic4ldSk7lnDtsuonYKNZ+rvg55DxFacX5rk47v3sl49NySZSayURBe0AfFgW52r85luTMr5HNCmWAlti/nU4i3qI1ZKxKiPmKe+pqkiYb6viBbNV/Esr4iJTLdOqFk1SRYDKeBBFnvEJifAYNfOT1u7moiVbLUkMntuU7Z3Ln0GfqB9pmsqYsasv0wR6y2QS3Nd6e88Ruh4qrJqapK+0utpbtwQj1gIAQwfrX7hFUdHxBzUn+AaEgop1CDzUDwoaNI5jb0m01iXMEszWQ4Gg5rHSBQJI49CWtWs73w2Qqg+Qw9eq/f+hGRe3I2aVutbuypWJzVSO95LjDbFSmhbzKcWr0vE5JLUJHmoPE+nyMgjFlgrxeREkSDe6PnN76o+huQhK0JRFV8yM4pR4MH0FMufk25ZEc/U/ESK2Lwk5UXVl4A169NrKb5oqzrZKYKUNjVZatbPmCJmYzLXlYqNfD+fYuR9xVaeB3sdfW4p9S3bDEVs5ztfUFmllqMjYg5yHjGRFXZpz+F3PmFl/ao4vA/81j8CvvUFTWicQUHbhZxaZ/1ETy4SgAdIWT83T74H8ihkWtUSKwY0j+2VbwDf/QrwxreVMtYEv/N/q3YcLpJYr4j31AQe5zv+t8mL0KZYCW2L+fQ8YjVSk5S6o9QkoOeEQBvppSJUUiriRRgPmdG+5NhvvLBo8Kdmp0IgSzMUbqOUparvFyliUV99jQt2/KBUnSFi+hzJM5bGiviE0XrZCJkxs37ZZ1lMxMx1FQKAbxUxUrUoVVlHEePKnNkBoVlopw3/+S+oDMcGFRBcBDoi5iDnEZucAG+9uPwPXv56fbP+8aE9/re+ULzKUyfTLO3JQavIvZvA1o4Z+IL2sax67pmeXILAphro+GU4fAC8/m2YUb9/Dzh6Z70Ozwf3gFGRIpZYIhbPFzbTXfDULCtxv+Rom18KaF/MjeN1U/tFZv1VVZOUmgTyG4ALYdN8pDYlsVKcaMG57Niu+p/MFamhTclFuviaNFHkK9FELOyrlF9aUARFc5ZLxIxaxKpChaw/rxMEay2xLDVJfcTYPGQ9YgLwPXUcKdTnQJ97VVsH38idXk+FTBuSmkSWqvm8LJXcEnREzIHn9mY5PrQrpiI0WTlliTLOf/jjwOR4cVCQp+s0Nv1OE0WeghC4/V7j5fB9X6X4qK3FKpAiRh4xmqSWTQj3XgFe/w47l5iRuIYp3bK0QzpXat3WrhrUjpK54P07uHtlJfGN6YV3jmhbzI3jTeb5jbTd9hXLVPhUN3TlRMzjqUlpyQ6lImOdpqT2FmWNRNO4gGTpfoDUXLVo8UQFRIAa/2EPCCJFAN3jmQ3OHSImHSIWsm2bmkAK9Rl53vKqyV5fx2djMteV5ltSxDLBiFjFTIl5DVfEdHXr5LhZbKcML0uVYlqkYLYI7Zq9KiDXYO6NF1TDwKJ90wh8FVgVVG0U9Irl9tmIyeNrqjaUsgsjNUFpNWp7e1tNdG6ZeRkEO2eR5Sfu0r9xlC9KT5CxtwnSxK7eOShOaujIUyOAipdj2TYolxwLsbYAbYu5cbwPXlctHwhpoh7wxqy/ZMPsLGFVk9pLSyo5kSWaC8kUfv9VtfXYMs8rdePnv5PSLtxEZj1i7t9nKdDTRCwIFBELe5r8FbwWsClQvncu/d73bcuIpv5csoB4XvFiU2h1i+ZSNseb6yqETQHTnEmkt1FqkitiYmOIj5elqno12YzzuSh0RMxByh/yf/DraiIpU07I9LhMMSt8E72VRprYsm6ON17QE523voSczDUR6+W21JjNZmoiqpqbp4khDPMpzWXnR54QmjPI4E+l4U0VsaKVKqUmw55aIc/yLUFms1n+tV/4JDbGKHHKyMXaErQt5sbxPvtJ4O5LefJBhADA0m3VilKTHktN0vEAZQ0QGfDmC6pn4LKdQvbvAvtv5xe09Hq936TIdGrSTRdyRSwItdm+b1U497WAjZXsC7zHlh9Y8tOYiOm5UlViLf6eKrzD3oLKZ64rkTVKRRqPbg1FzByXZVaSuU11bgJEqrIXBdvStQkdEXOQ815ICTx6q3xA0mCYjot/X4YsVYO9v1XcwXk6so0T105NxpaghD3jD0jTFPj9/6e4h1kRRFaiiC0hM64ixlMNEs3UPpEqQlfkq6OJOIwW+gilk7FNV86nytu3Ib10ThtpkWJ4xdG2mBvHm6VqvjJpOt3PCtBpsCV2CNpbssgjZvqREcnRHdwf3WUqeIkd4aWvKi8pn2djRkhEBkkpPFfB54qYH6rzGezqRWZJapK+zqf59CG15wh7dsHYBIKnJkuIGM1TzkLcXFdKb5ICRscMGqQmXbM+XeOHby1kDs4VIoMnJTAfry6Ku+LoiJiDnEdMSmU4X9aTRr2w3ptkWr35gY+p95g4ZIhkWs9ff+WSxGqCCnpq4OuUnO/7asPbqisRvooTGdubrgYRo5451JW/CWhlvOCr00SM0hPO5+bPRlbZpHTAphhWTxlt80sB7Yu5cbxpoh58fFufUNsxaENpGrOTE7VBtPnb2BIwSk2a5q5O9WUyV+N0+NCqS2UEIo0V8YoZyUoYEcsyeGTTKEo3RnqbHEqbbl+zBQLua+mYVOHZ69tzEqT4aRWqKREzHjG/OF4qfKKqSaYEWo+YsLsWkPfOVK1XNesTEYNDxHTadXqyWKl6nkhTSM9XZHC8xP7TArRr9qqAnEeMVg5HJVtz8Bx8HdDKa7CtBiKv8JuO1VYgNAjXLetN58w7YVOT271ADcqqkw31tQkdRWyZqmVStzo+4xGjyb4BGStTxMgjRoZd5/fbvdD+jIhY3e2sON55o1gpvUivw3wKJHHr/FJA5xGrjFRXMRriFFtSRUoQPbRnY2DE/GSk5AC2fYXvpCZpPiCP1vGBIg6GiBWM+TTVpn624KW+YJqoBORjc9ONIrNEjBSx7T2tiBW8FrDp13hqdwoBbDH5Syk5AAAgAElEQVRCoNOvTf253Kxflpr0A1Y1aecq6xHjqUnyiDFFrEqmhJNA4xHTxMukRC8wK5DG2jKzlSf8LURHxBzkJH8yb5aZ8WkweMW/Ln8TvbLsDRYnl5e/Bnzzc2ql5p1CajKJdSPWMNe3Jjl4R/2+qg8iVzXJZPtlsZtNgPVgp21QTPPIBvGsVMT0P2cSnc/nViWj96+79x3HcL+YxL76rdNpwtsEh/eBk0MVa8vQtpgbx5sldg9HQJEgSk2SImbmHKd9DhEVQJEewKo0htjRcXUT6fHQervKPGJ0TnwRE88UwcpUhbYoWzwJnS71tRruB8DONbUAdb27riIWT1V/xZxZP1iuZi3DyZFdZHrLzPqpXdQ6HjFzXaWwJJe8cub7qmZ93r6CKWJ0Duu0EToNZAkkXa/x8OLmzQ1AR8QcLHjEgrC8S7NkN3od8JYSUuR9D9QYMQhsV+WmmE9VC4lAG1B7VDUpkBEJqeoRII+YSU1W9IipF6kvtG2IWYk1UcS0GueuVt3UpDOoe8/91uKqvW61q/t+7rU5uKc8MReliunKtdob119WsMn7Usd8/1UVSw00jjdLHSLGU5OkiOnx8fCt/Dijhq4AU8T03GL2a9QWhiRWLWLIgxXPlihiZURsy6QjZUY+LmdsZZn1wJrU5HX1/i4R4x4xWkz2ImbWp/g8PffWVMQevml9sPBQWmyVpSr9WdBHzFzXBUWMmfWXFVTk4mUZG+EQsZMj4A9/42KJWJpqInZDdSa4yDTpBaMjYg7yfcQk22S1AE1TkzShBYGa/BJGCOiY1MF6HUUsjdUNbjxiPbMSCignX/Xc3T5iVdtX8KpJ6iVEK7EmkwD5RBaaP7LUJK8C03+z/d0vWfLomnbrgvwj7rV5/ovAy1+9QCKmqlEXeuFdVRzeN8Umlzpmdz/WCmgcb5blSU9W4BGj+/o3/n6eIPLUpKma9HJ72CJLdRFSDBw8UGlC6slVqojprAAvHErmShHT490DI0sEqiY0RKynCNTO9cL9ZvMtOvTvfGZZIBLp6/5ddW0hxhzv+LuK4uWFTywLY66r8YgF1tOVa+haJzXJ5lqKe/xY+Z/5+R3cO18yRJmh3Ruqr1nVVkpXEB0RYziexI5HTNoVUhG49FsHvAw8CJVPg0Dl2IOd9RWxLAPmI/UenESJDIO4YrUkPy+fta8w6cVVZn32PVWIrqNElRKxue2KTUUJ/H0B9rCgFGXDz1aX1C927k7UBHdRK7uD+wAkdnd3z/d900S1RDhPTMfAy98w3557zKcJKWqLw43jJUWMSE+WOkSMFbFkSd42QdXeQJ6QuR6x/rYaA6NDm/qjxVfRwpLGJ+/XOJ/ohqdKfffd19J7EeEJIxWHHygiRh3k3djp7wzpCvKKGPnDmlas0wLTA8rbV2TamtJfMOub65ojYo4iVtUjZp5PBQpalmJhE/aHb5Znf84CWQIvCBURm406RayDwsksQcZXQas2WeVeijrIEl0GrlN9uclFAO/9QeAjP9lcEUti4O7LaoDP9dYfjidBDLU5sirRMw0GddqvcmqSpSDJsGtIjPO3yxrn8mMuVcRY+pRAKy1XEWtKcsuqLrMUGB9fTEn4eAj89j8GpDx/v1QaF2/EfpZ49CbwwpfMt5fWI3ZyBPzhb6LuHFI53ixVqU+CcIgYGaYBa9bnRS18nPHUZI6IhYtELJ0rlSMaWCJAC5iFc9Tjcj6x7x3PFLny1UJVCpF/LcVGDVh7kZqbPF892CkVyuGmJj3YvRvpeJ5eeHtB8/mBm/WLLmumvXZkFWGfcc4jxhUwqppsstcksPh6SqHSz4f7wKvPn69PK9Ueset31JxZpR/ncF/NsVcMHRFzkCdiWhErmjyEYOm5JoqYvyjrA3aFSrJtk8kgnqkqlM/+E9UHLdC9f0KriMmTIx1HRfk95xGrqIjRZ0mvyRJAMAMw/1ORAW9/f8U5CCvTL2yHMtcTsWeLEgi00iJCRivQpmnf433lf1mY6FP1gLuIrZPimfH/xfE5ryylbmp8njsVOBsXn3vMp4WTQ+DBa7X/rHK8WZpf4JAyRdYEaugKsPYVwr42V7yUFaQmNTlIWWpysKOM+vOJKkji2xSVecQAZZ6XQqXI5lNdZBQASWqJWOoSMaaChzo1uXfLjofcZ5HZrwsNUiXMzgG+30wRo9ik1NsTlXjERGbP2elXZq7rggKWAr6nSOc6fcQIlA6nc/7en6h+bk23dWqCLIXwAuDmezURK9n+imNyfL6q3TnhTImY53lPe573Oc/zXvQ87zue5/0t/fNbnud91vO8l/TXm2d5Ho1hiFjBTX98oDaxptfVAU9NhlF+whCp9To1TU2mseoVtH8XGD6yqUl6ryyDPz22E28V0MRg2lewxoNlcKVvSk3SXpP8d3/0z2yT1bIGubwJZVFqksy6rlnfTX0YgtiQOLz8dVUduZCa1Irf0YNmx10HplHjBZhvhVAP7LOYxA/vK9XIBfWmqjJ5bzKIBJyVaXr0OK80ZKlqm0NjzO0jRudDajbfkzDnEfPtV76YFJlSwahxbNRnalhJSi1LAXiKfEmpNiWPp9r3FcJUSfMUKJ27r4uebr5b9Q/zfKXIBcHivpaCqXbcc0WEJNM7nlBcdcz6x4dqdwCTfqXKyxKPGJEsPygeN9TAlXxmxqNbwyPGrTMLDbA1EaPxc3BX/f88/a1prBSx25qIrWpSnGXANz53dmPlAnHWilgK4L+UUn4EwE8C+M88z/sogP8WwO9JKT8E4Pf09xuBKIrsN1Q1WbaqIYWlNhGLHdJQILf3t+sRJff486mVe8lHQZOaSBHORmrlWkcRy/nMKipiEsinJqWd+PjfHh+qBoNpArz5YsnxWGVWYWqyZyX/otSka9JvquDMxjYWDiJ8VdN0QtTflaEMCaUaxPn7pciMzdWKNFHXdF2Mh8CoiIhpIq/3zLu0HrGqaSYHleP93C+rxs3mvQSwtWcfwGnC2lf0LFky44uNkVwfMd7QlRU0UbPSaKBUt2ig/iaNFwnE/l29MEwUOeTd9EkR80PlEfNgrRXu+fgB8G/+x8Ct91jVPtpa3Ng6Y+NfZlDVkZR1kHkPXBmJKsOr31SqEoBc+4plHjG3BxvYdTWGf27Wr9u+osCsb87B2YT94L5OWTO1idpxnBXSBEEYqnuk1wdOVvQSm54AX/9d1LYCXQKcKRGTUt6XUn5N//8EwIsAngTw7wL4hH7ZJwD81bM8jzqonJqkgUv/r/UmuvdNoSKW2VVdU0XsM/+X2tyXJFzqi2PUrExtKTHYruERc1KTVSpG3YaBy7pr0yrVMa/mQIQ1TUoUMWpM2XdWziVErOmuBbMJaIeC/Pnp95wcV5vAJsfAvZebnQPH0UOlfGr/3fmnJnV6hROx+VSpWesiyxQZ4y0XAEZg1P11aVOT5Jms6SusHC/186KHuR+oBx+NCV41yRu6Gs8Xu49FUdWkb3uK0Wto/hoREfOd1jUajx+q80gTYGvXdn2XUi0swlD9y3RqMujl5wZTfRjar4CdV90UVk4Ry5wtg6RttE3x1SEhZmEprb+rrI8YecSIxLL7Op+a5Fsc0fk6ux8sQ1FnfQJlJ+jnRw/UtThmtooHr51tJWOWQhCRDnqrxwAv+rhiCFe/5HTged4zAP5VAF8B8G4p5X1AkTXP895V8PpfBPCLAPDUU09hNpshjmNzo+7s7CBNU2Nu3NnZgRAC06li+NSheDJRg3Frawu+72M8Vhe73+8jDEPzfRRF2On5mEwm2N/fRxRF2JMCCTzEsxjZcIh+v4/JZAIhBMLxCFvzOfoAjqYx5OEhtre3MZvNkKYpfN/H9vY25vM5kiSBNznG7vVbmHs++pMx5r1dRLMZQi/AeDpHsr+PnZ0d+NMJ0kxieu29uOkFiOMU4/39WjGFhw8wlx524hk8ACMZYHZ0hL7MsJtlODw+xo14injvNrwkxcnhIUSSIAx8DHb3TIwUw2w2QzAcoicATwBBlgJpisDzkaQZZsfH5rrs7u6a67QzmSCSEpPxFHOxjxtxDF8IiDRD5gEnR4+x7avVuDceQ8YJws99EkhmOL79pwDfz10nbzzELagO2wfDY2BLXad+vw+MR5hH1yCHQ+x4PuJ5gsnDhwijCFvjUe467c6miAAcTex1M9fJ87C7u4v5fF4YEwDcmBwDaYrHR4+BzDf3XjCdoDfYRTYZIR2PMJnHy++9d+4DwyGix0eIshgjGZh7sd/vYzQaQUqJXq+Xv/fCEIPBwF6no0fYHR4iArB/7y0c3/IQRVGtmNYaT6Mh+nGCcDzGeK4etFEWI5rPMdL3bu2Y6N4bjZGOjuFPv4ntJ96H+dY1JEmC6HiIXSkxGk8R7+9jOBwiiqIznyOiKMJoNFovJjZH7MxmCIXA0cEBvHC38nV69OiRGmMrYrqRxJBeD8NHD+GlMW75AQQ8jGKBZH8f1+M5pBciAjARHgZZhmQeY7z/CLcAjOYpwtkMk8kEN9MUwwwYzGaIR2NcA/A4EdiFfZDESQJfekB/G8HxAY69Aa75AUQSIwCwP5pil+by0QQ4OMDNJIbsbSGJY6R/8JvoH92FJzLMpY+BFyCJY/SEQOqHmMwTBOMxfN/H7OAR9uBjGicI4wTjWAJ67t4NQhxPZkj37RwRD4fYAxAnKcR8iggeZqmEhxTebIYwiXGSSsjDQ9zwPIzmCeL9/cW5vGA8XU9iIMswPDjEjSxFKiQieHg8iSH03E7XKXp8hG34iOMEfT/AcDxDX8dE13V7PELf8zCezdFPM6TjMbbgYTiZYS/LMBmN0b8xX3rv7SQxegAOp3P0kWFHXyMR9JDEMSIhcDyeInn0CLeGB/B8H6PjIeb7+wiOHmDn1ecxu/U0Yjk6k/G0fXIMwMfw+AQ34WM6naE3L4+pNxnimshwdHAAgX7heKo7l5/1HFEV50LEPM/bBfApAP+5lPK4Sg8cKeU/BPAPAeDjH/+4HAwGGAwGC6/b29vLfb+zs5P73t0KZGtrq/T7GycnmEwk7ty5Q2eBqNdDFPrA9esAYM/hl/828ON/GQBwsx8Ct27lf69hvr/3GECK/rU7gA/0BxEwGACDLVwPJUDvGYboRxF23vc0EPawFQBb5nxWxERtBOIJeond2Hd3EGH3zhM6fZXhdj+ETBMEW9sAJG7duqVUlfkYGDxRHMP2FtALgS1S0VRFaeQD0bVrxTFHPQAe9rYH2Lt9R/2NFPA9iTAA+jeuAxRLLwBiCUweAyLBndu37AqXYgyl7rad4s5Wz35mAOBJ9LcH6joNthD6Etu3b6sV77663272PHWd3gn0dfNLr1u/3y+OCdAVRxnuXN8FbrNzCAOgv4VACkRbW9jey38uC/deIIBBCEQB8HAfg2c+Vv0c+Pdz9ZkBwJ0oAK5dQ9F4WXU8oOF4mh4A6Qzg9+roMTCUGDj3buWYAGA+xeAPPwn86E8DsyMgvo7Be55WvztU53Vte2Dug/OYI4rOuVZM7vfDuwAk7uxtA7dvVzoeoKrr7rDPdmlMMsGd27eV4uAHCIIA16NQfW5SANqOsT1Qfq5+6KOvx/RuCIA+V5nhxlZffX/jBgDgxlYEzOz5RpBAqLcZgsT13W3ADxFoNerOoGePt9UDbt5UynSvhzDwABmrFFQ0QK8/AKI+Qk8ig0QQDXAtAKBj3drbA8IQe9vbwNYWtvZ22Twa4QafVwH0twZA0EMEYUz52/1IKSyRMs7fHERqTghCXOt5ub9fet3fDAEPuHPrFuB5CEN1/FuDMHeMnZ0d4ME2EAYIt5X95FbPxnT9+nV1XY/eBHwf13Z3gQDoR8p2cfPadcCTuLbVB/r95feKfs7eGoSAF5kCBL8XoS9VduJ6FALbfVVBun0de+kEe3fuAK89B7z9IqJ/46+pzAnDqY2nNwPMgkDdm70edqNgeUyHSsW7JSZLr8vK8fngZeDJH1IWltOOqeQcVuHMqyY9z+tBkbB/KqX8f/WP3/E877369+8FsMZeM6eLxT5iYXEK6+TI+iyqysTGR8Ek8ELfg6cGBvkDqiKZK4l5NlIb9va3rZmVpyZnY733JPm9qLx8SaqOUg68G/SyZrfAYmqSvGGm4s35HfnukoJmqXQOvb6S9t2eMylPTfaQ2waJunG7HfUbe8Qm+vgFHrEwqm6mHR0pC45c41yAfGpLZguTyJnj2V9T7STcVNC6pfDjodoZYjpW6TXuFaPxpK/Bucd8WqD9WGtmWyrHS35K6iRvtvBhv6cHEvlhuUfM7c7u6/kxl5oMWDzaWrGtFyHRVn5TcJpL51M1h1IalMYuWRTIR6sroD3IxSIcSvFR8+uQzd29aNH8LdK8PYOnJiFhtkuiuGrbQnhq0l+91yTNzWzeNdeVjmGa7FIatk5nfVadLqWtjg0ju1+vyJSFYOe6el7Mxuq10xErqjojZClC6v3mB6vfyrQZaWgpAVRsjx8psr9BOOuqSQ/ALwF4UUr5d9mv/hmAX9D//wUAv3mW51EHi1sclfRt4dv8rLqDZmPgy//cfm+20oAmFuyhLjLby6auTyFN7FYR46E69vZe3kOhH9oyjFghglxNHmivs4ATsRVEkZdPA4sesVz7ilSXy8fF2wfR39Ogdat70sROomHftHIwv6MYgNVVk5OT5Zuhx1P7wHDPj0rS3esmZd7En6WqUimLYSbvppDMdCtlfr/U80A8U+/Pq/PIk7QO6BpPhsrIOznOV4KxG+hUY1527U8bxnhd44E3Pq4eL92nRHiIiPExGTByZRZlTlW0MYt79rUAEPg55dq8bkcTscGO+r07Bl/8MvD8s3kiRmQvS3SDZmex6C5MXULTY8pH6PjJALuvJu0M4ul2ELwtDsXiB6hVgUyLArM4WOYRS61HzOl5aK5rbosj/bnwwogqC3QjIOjXU2y9yM6xIlXPp55uIj7Xc9tsZMn7WSFNrEesih/aXUg3QZaqBeN59z1cgbNWxH4KwN8A8NOe531D//s5AP8jgJ/1PO8lAD+rv98ILJr1nd46BJFWr5ocPQZe/w7MZEv9agA9MTDjNylitPpx39ctyeZIE2CktySZnqgB9+SHgN2bthTaD4DpCCKMdI8frVJ98u8AsyXHppUulaaTeXbZ4HErC+l7bmw1v9PkLpnr/y8hYkG4aCKlhq6AnYTN/mquWX+FInZwX5GxMswnyJV+E0RmV+2uupjGqoDCnO8c+Prvq5+9/PX1VmhCWDVKZBfQ0FXvFciJ2ItfBmZrrjqJiD18E/iTf6knUf0eTtuHU4t5PrVVhucBR9mrhHsvYz6u6EExRTDCzjucIMjMjhsaz3yRwQtcfKZ+GUUsWFTEfE3E/MBWf5u5UtjX0UbgqxQxIpK+87gyRMxXZv8nP2R/1+svEqmcIpZa87vkRIy156i1OGLXkDrrL21fEeQXxxrmPjad9X17bnzvybp7TfLrzHceobnK94GtHTWnpYlSoeUpEbEkBl76+mKfyDRGCtbGY5XoYNoXrbFopXvp8aPmxzgDnKlHTEr5RZTuD4SfOcv3Ph1oRUxmOc5gVihVusvT7/k2JlQ1CahBEU/0wNIVmssqd17/NvChH1+clADgO18Cjh/ZSs+gB3z0z+WlXD8AZhPIsKf8VpOROr+jd4BkSWdjWsXt3dCNF1ExNel8b5ocFiiMIlMNT4ASRYxVbi40dI3tZ8J2EABgH+imYzhNUCUDWmSL585BzUvd9CileYraa5jeTHS+qVqViQx47reBH/zR8vdbhjQBfu1/Bt7/EXvu5w3tmculgr75OeD9H4Up5W8Cum5vfld9nidH6h7d2mH30CmnTpK5aYlxLqjbR2w2UWr33nuqH39BEWMkg2+lw/eadPsEms7uRNoC+5W3siDCsH1djYVePz9PcGLHz4tUMxo7GewekrRY9Pz804Q6/dO4Dxgh7EX2c6X7jxTrjKquSRHLLNnxmSJWh4hJiklXI5qGrisUscCxppjjcQWMqiZZqrKSHcZRjzkRo4VbJgBf3xe7N1TX+ixRKlnVFOgqfPV31OLmX/mL+Z+nse0eUEkRYyS+KbJEfeaT4/wC4ILRddZ3ULjXpHtD0iRlym0rEjGuiJnUJFvx0bFNs0RnMjAr1ZL3+94fq1XHnjL9Kh9YlL/ZghCYnsAnRcw0cEyXDwSaiP1QSdhSVCBiDuGilXlR6wsiTmlcTGSEUB4hKnV2UzPxzHpdTPpBv4Y8YiTVF5XmE8ZD4GufXS5/z6cwTUxz55jZ93aPzXdiAHRaUn/mub5NNRHPVL8mUueEOH+/VBrrscDvVVGeYq4KUtgy3d5g+Ig90PXC5rQ9Yp/7FeCt757OsYqQJvkHrxkjFYnY888Czz+LHcccXAoaB1lqLRE87caVF1Lg+fgzSj37WyCviOWU6MxuMxT2gV4v396CXz/yWfLUpGSKmB+YRZVXROjTNK/ScQSRXkA78zYt0iiFyj1iWaZIPsVXy7epfX7UXoFaBi31iC2mJs19bBq6UmqSUpXMx7cKrr8v6FmbihERmM1k95ZtEzMbVVfeVuHFL6t/D9/M/zxN0OuF9rlSNTW5zjmlmoAD9VToM0ZHxBxIfnEor863ggAWZfuViphQA5Qa5PF+NdRHzExQqe3u7KYmaR/DsvcbD1XH/90bADw18Ppb+ZVi2AOmx8ojxlebq/qzmFUcgB1VMaUI4wpFjB6WNJkYdbBMEUuLiVg8VQ0gaeXudqOOZ9YjQr15SlOTSwb0cF81Z1xmCE1m6jq552BW3Fru56m6157Py+G0/5/bt6ku6Bxo70Ap8j7H80DKVtAEKex+dk2RxNb0/aEfV32njL8wT/JPLeb7r9jtf84Cb7yQb1xZVxHTC5XCeIVQOz7kfpZZBWg2sVv40GfHU46eTlvmUpMi/zp30+89Vt0cBJbgPPlDwDN/enEhyK+f2Qg8s81kM/3zNFU9xHqaUEErYlwS4x4xF3xu468vSk2Sui0zlUql+Oo8qE0PMT2/8T5iD990zsPZ4o4RMeF+3nzTb99Xn0nlhq6ORyykHVsC5tlL7ee4e1PNs3SvVCV8q0D3hGsnIY8Y75dWJZ51FLHZaCO3SOqImIOcCZYrYm6FH8Dk+wpEjFSn+68Wm/W5kdwoYk5n/ec+A3z/ufL3I59Rf6C8XP1t9Y+bWIMeMBkhCSKt3rDUhduJmoNWup6vJl+S1pca/PUECuTTgaZSzPlMSTUqImK/8wng3kvFqUl62PR0yTDFZVKTRMQcabts4Cfzcm8EraYlFgsGiIiRsvfq8/Z33/kS8M4bNmbaX5Am7qZEjM7TVE3aHji1ce+VZueRxvozYxMtv6+aIp6qrWs+9lPA9Sc0EWM+HEZgGsfsYnR0dgbl8THwqb/r3Pd1iZiqKJ5OC2wE77yx2ESXmmDu31PNg4lwcUJkttvxbXrRzG0012X294AlQFGfGdw1qfA9VYX39IfzRMzz82MwS7UnNGX+tNT+80OlbGUZpJCLnitS6byCx1jZApqIWBrnidh0ZBfeFF/de5fImJAA3+Lo4F6ePJiqeW9BETP3MSliASNiuU2/qyhiTCigDEYY6owC7Q3K1MG9m1YRow3YT0M1IsXTtXIkMRJoNbZKajJbMW+vwjuvA996FvjW55v9/RmiI2LLQETMXYHUVcT4ZJvGapKhlSW1g8hVTZakJmeT8v24RKa75e8A0bZSwsKe6gETsZ4mYU9XTbKKJFJVlj2EaUXmecC125aUVfKISZh93IwCUPBa+ldExI4eAMODYkWMtkMxqUkyzOtjJE77imVVk1KqCaOso7TZAy/AgiLGzfrf/Qrw1ot20qCUK73n8YGdEKlatAlcIrbOCnY8bEZCUvJdMHM+PezWOZ94qu7dD/xp9bnSfpoAe0icYnpBSu2RWaEONwWlB/lDua4iliX5Mcvx9c8ubg9Gr332k0ot84N8tTNXXugrX8QspCbZ3OT5ebM+KdHkZfIDlZ7kihl/XzLs07ghdYzGfxCYOcojs75XRxErsJQY64Bjfp+eOMUIfr171y1C4opYluYV9jS1HrIgT8Ts8ZzUJLXb8HuWWK0CP38hFKkNaN5nHkDyJe/eUERsNlFEzKj1a/pORabugcC5TrTXJLC+InZytHqfzMN31HPk4F7zhe8ZoSNiDnIeMTLrc18TYC+iuZgVPWJSKtJAe40Bti8WV9m4+ZS/N7VNKBqE42NFRG6/D9je1YRsoPL+7/sgC7APzMYIe5FttWD8AktioAkWUOqEKYNfpogx0kWrUWNadx6iLglzB0oyV5OD8Y2w951PVFyR9s3wXkGAGvD0HjQx0vcL0KSxrKpmNrEPl6SAiBGxvv9qfiVMRmR6ECVztToFtALQcLLLXEVMLjQfrAyekqp7Dls7eUVV6hT8uh4x8g4R6adbxmmN0jhmjtkYxmx9Gt4YF1IohWnItpExi7Cqipj6TLf70eLvivrvkSI2HanrY3o2uR4xImJ+eWqSFl8Aez0Y0Qrt60i57vXyv+dEmi++zNwg7Pv7IfOhFihiabJIzggrU5OZJYxSqMp2TiprK2LS/jOpSZ0Cdot/stiqi0QYNcx97JrzuSJG5GkVXEXs2m3gX//38oSI7g/fVwUW8czuUUzX4/Vvr6cSExFz7800RkTP26AOESuylDxavUVSPLMm/YN71c79nNARsWUwqUl3IDlErGpq8ngf+MwvwZgjAWvW5/ugLShi+vjxDMZ35WK4r1SwD/0Y8J4/parwbrxLDYA+M/beeVJV6/GKJCMZr/CI0XndeMJO3stCL5LjyYPiPntcRcydaOK53cA8JN8IFDF68Lqu0GKbF/NjJHObruSTWNF1o5+V+QjmE/W5+SGom30uRvL8UaqOK2LCIWK0SnSJfh0Yr8cSla8q3Pu8CqRU5GCwq66FOZYwaTQk82Z9e+IZzMbPW3t6dU6LhlNKm3AMH9ljnzYN5MgAACAASURBVIXPzixM2LFpfNdSxErOL5kv/pw+s3hqFzKcZBBpCHvqGtLv+GKFFBmuPm3vAX/hP7DzAGBJEy0k+1t2ngG0IZsrYkIXdCDvhaKFGDX7pGvtO4TLVek4XO8toL43hTxZPjV5eF8tXvkiuJZHDHlVjFdNZs64SlPrxysiKECeIBuzPiditDifqVYTReDznBDq87vzlO0bB8Ckg/0A2NVEbHJi1ed7r6gisHV8WUIUE1tu0fFDACvGXNkcd3gf+Bf/R7Xn8OREPRfdwoELRkfEHCRc5ZDSVnMUVU2KmkQsntmWBTQYeoO8AuR6xHjbi3iGhUogwsmBSkkOdtXxf+TPA9duLcrB73kGkAKz3pZdjWUV0mKCndfNd1vT70qPGABItnr1yxUxmrCyIiN8rOKnqkn6vJI5cPhAKWIhS01yUpHGqm9aJUVMo6yVB6lvQbikajJV56q3lFLnQIoYI2ZhBLMhb1Ni4a5UhTD7otUGPRzrgEzPYQ+5HShEqoiqFGqlylWgqoi1atjrq9W8EEr5BeD6DBvHzEEqaJ1UYR0UpSGbeMSkwGRWcH8mcyyQOhpP8cwSsVw7CZ3yC0J1P7qKmElPURd7PQd4HvD0R+zxAOYF04Qp2rIKNv2eK2JZqq4xP6ccEWOKGJEbPmeYB/kyRYyn5wrM+pQSO95XRGQdRcwQMUor+jYmPtck87xZn72PuY/NMViVpE/VhdIeb/QYePxOySnRcemc9HXmxRN0HUidC3u2mERKVd398M31FibUw8y9x9MYc8lEh5WKGFNnOaZj6/Fbeh5SzUUf/XPAD/+Z6ud/DuiI2FKUpCZdr1GV1CSkVQdEBttHrGe9I3RsXjUp2Ao6npWv1keP1QqUqn6igUqhuf6Jd39AnVIY2dUhkc9VVZN0Xu/5APDMj1TwiDFyMR6qmMkM7L6fSUloT4ub9ksSO4FxOf83/jdlfA/7BR4xUsRiyLC/SMTKPGJAeS+p+UR9bmG4SGCFsCvxNNaKECOMfIWeEBGTdmI9DSLWVBF79DZw9+X6K19qpEv9kLiZnhrzvvDlZpVKiVbEdm5YImZakXBPzinhmB5AZ6C2meM6izrzXjUVsaLrTO1C3HFFpvj5VPf9YmoPPaD/yt8Ebr7HZgB4apLuT9cYT6qPUcR69ueAWhSGkf05V3+InCRz24uMlBsauwEpYoxI8I+Jq+wuylKTRGSos34QKqIwPNCNr7lnqeSaFKXv+TXkitjkWG9lxsbVbKzmKrezf+49uAJGipjHsgomR1+eNnQVMSoOyBExSgPritTBDnB8aP8uS3VF6TpKuygmWmmS94hVbV/hzlFkr1nls5V6PrrxRH47rA1AR8QchCG7SXlqskgRcwlFWcrATYl5PhDojz7aUsoKLyfO9RFjN10808Ss4GE5OlJEbKD3l+xvqYomd5J64inADxBFfZuuSyukJrkiNthRq4pVg4dPBPdftSvqIjM0+aToq0tyssT2FupFluAMHwH7b6ufhSw1yVehyRxeL0LuoQKUrMBY6rAI8cxOZqlzHcjrIlLbhiNl9wp/MCRzRZa5L6bJw58rh/p6uhvQVsJb31VNF+tuH0J7fIZOlRqZxKUA/uS3mnWyjufqWr73A8Ct96j7fqHQQr1fo5hdnBzqnSNKVOd1UaR+mXuy4vtpRWyr5zxITAsGd1zphxSlmtyqSarOe9f7tZ+rZ+9dfn6mjyB7ZARajTJETH8lIvbUh1SH/VwlopOajGdM6RF23FIaNFDzrwdgoV2O2TuzqGqySBHL7Hslcb4K8eRAVQ0GfO4tuSZvv1RQYc4VMQlTNfna8+ofN7zPJovkVL+XuY+JeFGBE6Uqzc/08d78bjERm5xYywlX6d71A2r+NqctLBHzPJVyHh3a86LsRFySIagCIRaUPwBAliCKWCFHU48YfT7LdkMB1LNzPrFixQahI2IOPCIuNGHwbtMEt8qQXvvO66pDvQsanDQYaTIA1KBI5qwhp+sRYxM3KWJFD+zRY3WsrT1FxsII6Bc0uQwj4JmPKZWBl3LzOIrAiwgA9R6rFDHyv1B5OE2aIlU/h/NAMopYCsSLPWfMZ0J7SdJ5HR+o9FXPSU0ys36uOtU1IufOGfZvisBTOS5pIbM+qXr0j86fqyFprM6ZfkaptrpIHSImBfwiz8wqSFnsMVqFRG9FEzgKBFfE6hCN3LFniuBt7VrSagpLiNSobxvF7GJ0pPqWCUZEThPuPADYMVLTI+bapfDKNxQpdtU1V4FzU5OkNFEFpNlyjQgvGzNlipjpsu8oYjSXUhNRbmUg0kVkipQf+j2dp14Iq7N1OtXzflwuuBXBvJ6qLH2riBEBPDlSiljO71ZyzyazAiUa9rMnPxv1zuIWBUDtpGIWjXn7ibmPc54wCVPlSWSY7qF/+Y/U3O/i8AFbTDIiFvXzHjGTmtRK2/Y1tU0ezU1lxVN1IIX1tnGkCXx3n9NlKFXEtDixbPH0+BHw8A117agidIPQETEHxiPGJ4SFDs2MBAB2sD96e9HbxI9FNxBNPICqNkvm+W14jGE0zD+gaVVbdMNSQ9Od62ow9beV+uWi1wd+6Ccw7u/ZSaDKVk2cINJ5+yuIGMX72vPAV/55Po3gZmNIIqdVe+ooUvRZ+74lVYA69/Fj9TMa1AWpyTRgZv0sWTLR6pNKC9QF+n3Z1iTcDJwm9h8AUxlrzPsJS02K4vREFZBKCOjmlwLj8YrqoSJIqR4Ybkq40vuT74RdVJrgaTJftVotApn1qRUAn6yd9hWNYnaRxFYRW8ecXAauQhFEwc+WQRP6Me+b9u0vqibESZIjp+q4ThxUIMJV/CBQC6vrt+2G0DSP0fxDSj23OuzdVAs/WlQa5cshRmEPZm9F/r5SqAcj+ch41oBaV1BvsiLVyyhidVKTrDIUnm25MTm2e/IC9l4rGpNJXEBM2AJESnvPZqm1KRDm0zwRY8rdeDxWxx8/zrfXWFDE2H0zL7j3p8eMTMMSMXpPAKaJLimFRMTGj21FPZGwtcz6GXKFGoQswUSyc6qamnRfR0LJsjH02vPA839gPdlnYT1YAx0RKwMNJtNXpyA1yc3os4lamRRtSOoSMXqQA8pHwYlYxiYdt4dZMkfOM8ZBefid66qjdRCoXLiL/pZ62JAvg1JIFHMZ3Mnw3c9YlaL0b4RVWkaP82bfIkWMVqxBb5EQZFwRY0SMBlWP+eHcLY6yJG/WF1mx0sk/gzQunnzI/8HTo+Z3WV5lNHvawVYQ8vSLefjIReWiKtLYphqKNjquCin0OdfsZ8Y9YkYV0McjRcxNEVU+9jzv5fAD5Pof1VGSqkBKm1o+CyJG95rrEaP3roI0XbxvH7yuFBDjEePHN1KL/WqKgEgpCdRYvqaJWKIXELzvHxURceVx94ZakAVMRQIWSVPQs4U6hqjr62gKcJhHDNDkvmdTVkRsOIpUOoIZ78687QXWp0pq3nSkF3JheTYi974FfiSelpQCJjVJ3qVc38OJUqaAYqUo0ZWLprO+tPMvJ2eA+lrkvxwe5D3MQjIiRvOkLrAhZRG6Ee/jh4pkC2HnsHUUMSL7Cx6xdPHzXnqcJYpYmW+SkKWqVxw1OOe9NTcAHRFzENBNSkTMyeEDKPaIjR8D919GoX9LOpMPqTqAIkYitaX/knmx3FVZUVWUeY/MVj4tMyJ6HrB3C/1+3x7fpCZX3Mh8Eibis9QjRr+j8/Xyk6brlQHs6pgTAr6C4YoYkTdAT6TsgUCqFAAkMYJokE9NUifvsnSgm04w56wfCjw9un/Xko5QP3SoOz9PYxuDcmwfTiSri6z0VMzfu52p6TwH2vOg23r0+/3F162CFLqRbRNFTD/IKQUCwKRT6DNvSsSCMiKWHweNYnYhhS22WLeJZdnxgeL7vk5qUgr0e0yZoiIgPo4fvWV/F/aALb1VFG1xww3gnOBQX0PTc0vYMcP7iHEQGTIVlS4RC+3fGgWQ5jR9//guEeOpydSep6twBSsUMXcBbRQxrTD5gTLP8x6E9P5FNpC7LwN/8KmSYh6Zn6d8roixsRvPLBFwni/9fh8mBZ/ziGX5z5crqZNR/jTGQ+C3/zFTkPQcQ9WlvqOIZZlVLHeuq3vpyQ/bxdRppCaL9pIUKXoR7yO2YswVLWToe+lcaxd0/v0tdY8Pdovv5QvC5pzJhsDk6GlV4/ZtAezDgBOxg/tK+ixKTbplt35o99DzPHVj0KqGK2JcrpXSrnjLCgL80DYJXYbrd1RDVyIsRn1aoW65N+5Kj1iG3OTkcSLm/J2bkuATFycgRhGjlIn+O66I0aqRkSCv17fqTJaylADUtaO2CFwRK3oYS318TgYP76tUKpWs+6HdKqQoNUk9xOjhQw/FZWTl5FCVkrtIE7XK8zy9D53MF5xUBd1fq7pTuyCPmCmG0D/n1XqrVqulx57n7+cgsNeErr++Xo1idiFS5pEqefA0TbMCeRXD/dmqHkr8/YVAyMmHTK0fUQrgq58FXvgj/TudLt/eU99zPxbNNXxc83Y63PBOvaaKvHhkrCcTtEuMijxixlqgK6FpnpVsHqD3yylirkes5Jzcgh0AZh9f8qnSQhtQD2gPjCDRItOZp8aPFdFxx4kZxzo+eh/XokAL375+H1M1qb4NQ6rq1OcahIq0ctLMU7ykZHO884atzqdz4/M336Sdm/UB5R3evgbceY/93bqeyVKzfmbHbZ1Nv915mRTipaIAJ2ID4CN/xi7cNwAdEXOQ8FYOJjVZIHED+dX5a8/TARYPSn+bZdajwSe/aEv5Bui1vAqJVmVuBYyLLLOT1yrs3cI42rGDg9SnZYtykS3euCs9YnqC4UTMEF3nta5Jl/foSh0iRmlBIlYAEDidxoPQTn5pjLnPJmZKTdJn+fAtVhVERMzZioafp+fBbO5Nq0bjV3FSvsncTqycnJgeSYJNJCs+y6K0dxorn87uDaNwNvOI6Ql9Nlr9Wo5kqhcATpUaPbxNp/oGKURSDgl871XjhTpFjxipR8s8YpMTVaXb9PiAo4hliz9bBn3Pjflek5m+dqlWjh+8ZqtUhdAKwI4df1xl4RXcgPbIaeJgUufCpibL9nUkVQtYJEZhzxITkx0g/6bbR4wUpcDOZ1kKafZuZMflDUFdhGF+fgDy6VWzZZA+52hLHZv2q/VKPGJJrBbNC30GWVqSe7mEXozR/E27RQTcrO94xB5qIsXTkGaBTkRMWPKXpaqXFi0QHun7M43V66lgyvWImT6SjIj90MeBH/1pq7rxCvCmKOsjJjJM6LCmVdMKewxQrIi5pNtFlqrK4B/4mE0LbxA6IlYGQ8SKqiYdsz6k2gYCKK6245PP7fcBH/6J/KpxsF2siPEeM1RVWUbEeNuLVdjaVdsUmRQe992UgFaTHKvy+txDBzirb2fQ5VISzqbeaWxX2z4zytMADKMCksik7iyF7DHPSMa8XEcPgH/xD/LKI7AkNSkBePmqLFIV3YaJaapSGNzbIDKbcgsZGVy1ovv8rxQ3mU0T9fD8i399dap4GSjuac1+X3FZ1aT+nKkHUVP/G0+z8/SFILW1/mFLQSt3N6XF8flfVc0/m8B8NkWpyaqKGG1j5JC5VCsXdD9yLx15YnqDvKIiSWVhYyfqw7Qs4EZyU3FYQHxIleI9oTjCiBExoZr78obMhoix+4SIHY1jM186qckyIlaoiDEySQoREf3+tiJjxt7gF18T8vO6vixaFHDlis6Z97iiPoRuapLj87+qyBile3MeMcCQKzq/NFaK+XBfqXX3XrLva641J2IUI/lZGaHdu6kbdnMSvq5ZXyzabABAZJALzcsrPE8WfL36+2WFRlmqijGeeHrj/GFAR8QWYD1ibmqSr6woNclWs++8plWYIiLGFLFeH3j6hx0itqN7hGlpnhtraXIiKXxZarJGzjuKIjs4mpj1+fmVgarajG+CpRGYmqG+z2AaOIahQ8QS9bl5HgCfGeL1ee/dUhNI7twCe/wsQxAVpCalUJskz6eLD0nzwCuIiVKTlMIhLxitto1C4AMpK3Wna2e2N2INXVd5HL73J8pU7II8WoFV2KKoYB/CVaD3LttRoAyJXuGTesKrx+iz4SmbWsfWLT4IVEEHMNKn3q9RzC6ksIuAMgXg1W8CwwbbNdHx+VeAEbGKx8gyQGaI+KLLFIewIiJuHg8jS8aITHEDfs4jNrCpNFJMSBlxzfoEUq5CsgYUeMTIMyWFUhSZf3OhfQWlDOm4htzQ3GHHdeni0yibTiaD9pMkEkrz/fauTd8C9jNaUMT0PDwaOm8o8+fPF528D9d8ouYO8qRxVRz6Pk4Tu52bz54/ngeriLExlSZ2n9TRkSreAPTc4Ns4eEUofUakXPOWI2EEPPF+O4ZJxW8KyVKTziKkZ1KT+posewZlbOznjs8Wf6V/m1q/Ya9TxDYbUiDg6cZVqUnjd9ADKegV+0f4jULbwfDJarCrHmi0Enc9YlLYgVyWwuIrngqIooilJpmyV4aiSW8V8SMPlpSKLN16DzuGo2YIYdN1riJGlXlhpCZzWsnRavov/Q01ceTOzbPHl0J54ujzFeR/EarRLK8cJZAfbwFk5tDp0W99AXj+C9pcG9hVNpGTmBl1c4pYmL++bhrFRZaisBAkTbRHa2AU1EakhGIt21GgDIluX2H28uSKGBGxBqlJWiCELBauiHGigdMiYhKmnUHZtZhPVGuAJihKTZprWic1KREFbKzTPcV9SnRfkXew11eqDxnn6fq4TVp7fXvdjFmfUmMlFYq7N4EP/hhTxAraV/i+TvfJfNqfyEIQ2fuE9pj0NYETGTy+d6P57PRiuQhliljAFTHmEQsi69sF8tkIDiIk46FzLuyzB/NyESijMdOKWJ950WgBDn0fE/EhokgEj0gzzW10P2UJ8Cv/gzr2W99X1YH02ZLaKTL7WVHM5Ot05/adG8Dt98LugiKLC4WqgqomXc+dSBFR0QmlJhd6SxY8d91FnfFgL0mfUgYl64jY5mM+RUyrXZrEitpXLLQtEHb1UtSBmJv1yZzPzcVbuzYVJkReEeOpSc+zE6wLntKsgNFotFhduMqjVFcR45/ZE08DH/zR8lQCEVlSd/hnTN3be1Heg8XTGrs38sfjvXakwFT6MNWJxiMmlD9MZGx7G03Ak3iRnPHfU+PW6Ug9nOmB4vuWUIaROne+fRUnYiY1yR6epZ9lBsymiz+ntEKvb1a4o1FNnxfFBagFQR3SlLBr4yoxkMpDVtZyZRnSxKamCNwjxityZxOMjhuQIyqyMd+LxX1KXcwnzdM0SxWxip+PJomjKSPMIst7HE1FsZ4TwkjvurFj79GyqknyiGWJk56i5qkFc0w0AH7sZ6zfqrB9RWD63OWIbhrbc+QKXk4RExBEbtxmtaWKWLh4Hc3G5cwjRvNwr6dacZhzLjHrExGbjQtUU6aIuUqjUcTGquKaFhi+9ojp+2A0GtnjmvYVws47ppKSjamZ9odNjoFP/+9qLutvO6nJAkXMVE06Kd5nPqY9p76dA+tWUxO45cT4Ou3vRvQRFlWpvv09VQhlXs8tHmy8SHdOKADdz/Np3ne6IeiIWA5soJMXaJkiRhBsUJcZvAFLZt77g/nVF/USI5Mw3++MJsJ4rvtElTywaypiAKw/oQoR4ylTQlnV5PGBNbKb1KRu+UCxsbSSmVRoJUyrckKaMEXMt2kHSsv1t4B3/0D+HHwvp5hI3jeMiiaEUB4xyT4DSPX+aYKFTb0B+zn3+lZJo1QOTfKB3iom7OmWENo0S9c313uLFLElqUlSy4r6BWVakYq2iv0mVWFSkzW765u9AplHjO7PoMc8YjUVsZSphoScIibsxP7gdVvsUgevfBP43h/b74W091ZRxazZuL1mLISlRKziMckHljtGxop9wFQsrXj96M8ok/KHfwK4/i6rLJmtbVyzPlfEHI9Y2RxDKT+gPDXJlThj1tdkIWDkgogb/aOeX2TW557bssUnkQw+hmlupYau5OkE1Pjh6mtZ+wpSjOeT/BxF96KZh51WPTSuZhNnO7ZgcU4n8sPTsTxWun5079B2S6PHal76sZ9VpNsQLEa66XqYrv3aT5i7B7Ri5Ps2xrr9Bc3nwkQKHicvbKBz4gpklgKf+NuKZBJEZlOYLiHnX4vAlbDTqLA+ZXREjGM2RsBTH0YadhQxanZIMDJ3r4SI8YmjoDHh1k6+GSM3MJKaQJ3zyzxi/KauAOsRY2m5Vfl5l4gVmcOFAN76nrONhFQcl4iWOWcnZUsKCO+cD1jiQi0qjCJGKlSBykYkUV+bkJv1hfajpbGexDz2GUBXRCaL3f3NOTOzPpEw/lALWWqSiBpPjcZ6VWbSDtKeV+Fnv0Ryp9TkzjWtiElE7j6EVWAUsXn5eRS+f2xJJ020pOqGet/CJmZ96hGVM+uz8UWT8egIeP5ZRGGDqezlr6oKQwL5FKna0wU9FJoSsWWpyarH1CQmn5oU+bFGXhuRqgXJzjVVWfuTPw88+cHF1KRLxFJOxPR9ae7vslRgYP1Whe0r9Li9/yrw3GfsZ0GKGCc+Yc+qYTor4BW1r5ACuUID9z150QJgH+QePcxZ1eTWTkHz4IJ7NllGxOx8kyNR0cD2gJyc2PiAhRSo8YgBsNWXnlXw6Od8vqDWO8f7ao588oOsHxpXxFimheZNIcu9dl7AKs+bKmLZorIHmHsv6nGPGPv9yZEagydH+WO5hA3IZ5xWncdgJ7+42xB0RIzjrRcRztlku6yhq7uDvXntMkUsW5z4AGUSJeWAJgvApv6kUCmjZYrYstVhAfr9fk1FrIDo+T4WrC2TY+ufoAFD5OVd77erEf5elEIx6QhnoKRExAb2AS90RWJZZ20u33u+muAoVUEDenJsK6XMylna1hRFvgiTmiQvDevhRA8UQ8QiWzFFfgw67yBEfvPlrPi6AnmS6IKUuDtPqklGCvQbecQoVZTUI03Gv8eM3VIA0NczS9g9UANEEnJEjPUaonvr5BB4/Xn0gwZTmTuWyCPG0/Uc6xIxtyCEzkH9sNoxNJnvcx8Wn3N4mpvGVa8PPP1hRQje/xH7cDZ9xCqkJmnxWUbEclWTzrWgrYr8QBGR+dTeb/HUjnmjjEd5VUykjIjxz0KUWsTsfrOuIuYzRUxbDH7kz6u5ZUERK7hv07maM+KZM9drhZ+yHtwjRmlCqRcOvPrUWej3+zwbwIiXa6jnVZOkiM3G6v4dD+24yc2DlJoM7TlIItkFhDaniDVsX0Gfh1s1qYlRnxq6GiKmYyKryMkBO1Zmx6frz6P3KgMtJAa7XWpy4+H5SHklpElNOmoFdZ0mcJm7sAkoJ2JFitg17RET9kEP5G/e+VRNFmVpnppVk8YjJgVb/S95GHCCSOA+LMKjt1VDQTd9AijDfpEixidIM0mxz4iI2Ef/LPDuD9jBuKyhI/np9Ap1nIGt7jN1/eZTq7Lx606pyaJKITpn2ouN+uyQH8OY9XuMiCX5bZdMLyGWSixTOgE2CRb8nu81qe+X0ahBw1Hq35TGyye0hfenFKLeLsUUnGiFmPqI1U2ZmnYJPDXJqyb18TLluRs16SNGvd24Mkv33jJF7Ew8YlUVMUXYFzxi5j2kJcRG8fJU+p5g1GJSK9j4KTPrGzWphPkQeaLjc/zAx4Af+0vq70lxzbT6ODkGeluWkJBHjAz+WrUXpo8YtzQsmfNIPeXzMZn1c33EAuAn/i17D5u/Zx4x3oImidXCOZ4vfu5SWoLJFbH+ll5oS0Uw/NDe11QJrI+V84jx68VVK0rRukrQbKw+u9vvs/3QTGqSkVajNtKzraA1EZD3iDUmYuxz5s8EHc8oEfY8+cKICBgfh6btkLuAqpia9ALgqQ91Zv2NB6/KoRUENdzjA5oTMbqBPDtpLCBn1i9QxAbbi6oKHZseYrOxMpS6hQMEuWR1WADJzZ+mj9gyIiYWJ2G+ahzuq8npW19QJf784cvJZa4Ena1kOAnzffs7wFbmfeyngOt3YPqIme1RlqQm9WQtzYRHqcnQlpLnigN0aoRKyBc+OP050IRArSvmU3vuYaSUP+63MZ6yzLZ8yPXFWpK+4+0vin4XsEldCsgm+02aCTKpp/hQZ31TNSnynxF5qmorYgUkwSWu9DWeQXIvyb1XqlV5mfNl96EHFU9RTyLahqwpETPzAFfEaqYm9eulm3IjGM8hPWALFn6ktJuFoUvE9OLBkGthFYWySeaJp1XREbA4v/Ui3ZsqsEVJ5AmdjpUniStit94D3Hi3fYCXLWCL5iSCu48uoI7P02S835fbi5D3tXr0llKZAEUkt/fUGM4KiJigFCA73/6OWrBIqcznW7v2vnY8YpK8e2AfteflMx5mkench/OJ+kzf/YzaqghgqUlGWqkadbCNwqpJghecgiLGxjFXvPQiWpptl/z8WBzqXn1cmeZth3LFcw4hXXYe158ojvWCsXlndJHwPPuBGKJCMj67EUm2B+wNZFKTRQbvFR4xSjnyvdAAtkoU6sYc7OZvZo4ixWoJej1GJMkLtWxFUZT65IPn6IFa3b71Xfsz85U9ZMw5Og8jnpp0m7MS2di5plY0fGPtst5GzsMm7IX2AUBELI2tImYeiLCTdakBnPkBaV++ZGbTpETuoi2tlsV5Txk1dOXvu6xSb5mHj6oLAXO/9KqaUamHGqA+F+ohVdQmowxZilxnffrnLkyaeMRckp1TxNhxkxg9PmFPT6o9OMzEz1KGdB8WjWOyLTQtiChauXPz8sq/typWLrmSqyDTr4FU915RpaOZ0wrSjaSIZWm+Oz0pvmUPMd9nvqeSh7pRxPSDNOip8+xv5xd1T/8w8P4ftio5T6Hyyju+wCs6H893VG0JQP+cL4r9AIi2F/+ep9rpPRO9k0UyL7hHWAqQpyYH27Zlx/5dpViZxVM+Ndnr9exx6Z7wdWrSZ4vZoowDKWJhzVTmAAAAIABJREFUz+5lbAocBMBJT9BTxVNG7SxTxNLF4qk6MHO74wHThRM98ojxYirA7gzBx7VImfevYAxVSU3WLWg7J3REjMPz4OeqJmEnHzc1yQcSl1+XmfWLPBmAfUjzJn7m2HoiePxQTQBFAxCwE0BFmE2S/cD2uVqliBWmJvXfJLEiiwf3kPOH8eO6vXXo7fiqyQ/t5EGg9JevDfsBJ2IrFDG9ao76gzxRML10+vkHPHRKmioeXRi1h3mJyE9GDw7yiPW3AMGaY3q+OudYb3HEDcFlSidgJ8FSIpa/X/qDitL7nPlcpFTKRFrSyLYMRJj4JsukVNBDtOzclx634MFP78GPpwlFX+gHbjxX6Z8q70cNP81L9bUnxdXFqaUmGypipu9XgH5QcAw6jlHEShR4TyvOomA+6vV1l/7MVh6eHCpFaNVCr6xqErDpMLPnamazCv3t/IOaeo4xb1G5WX/JIywIkNsWjIgbWRFMdaNn+3rxWMxiEvZ907nyYppqaHbsIrO+71urw/GB+htqDQEseJD7UWTHH88i8PZEbtUkoObGmVbEgp5Nv1F2gZNWKp4wLT502s6FH1hbxdoeMcdrrVW4PhcEch4xrYjxOThj9yRfLFYhYkX3+gahI2I5+MgobZCTroP8jViWmizbQZ6vhN1UAGAfMMm8ODUpJTB8pCRxdzVAqOkRm0wm9j3Mzb7kYVBq1teKghDA68+z6kBObJxJAMgrEUZBIROpk5okczufvHj7ikIi5tmJ1PMxyWBJgkvE/GCR7PSi8qpJXsRhiNjcEodQkztKTfJ+Z3SdQ1a1Sp9B2QN+2RZUWWKVCP0wm1T1S1G6hI4dsFRiVRgi5qQmebsCAKi6qTWBFN4FRcxJQ+jvpxMd8/efA7722WoKHFUX8ol8mbJNOxu4ZuHKMRURMTrPikRM71M7nfOUG49V2uvAPWIc3KzvKmaUmiSiRL7GdL56fjFEocT4Tfcpqf+ciPHUJO/Dpc36wm0HQcdZ9mD1netIiic369P8zj10QJ4YcCUniTURm6uFjDm2sGokb1/hhzad9tb3VMrVd+d4O6dPTo6tsh4wVYtnJGh+FJktMNje04pYz1oFzPFl/rPa3lOpSxpPZalJ+pzoniiDEKofY+HvnNSkGb9q3pgkmX0vTsSG++q+4O9rFgeuIkZz2JIFEt9PcwOxuWd2EfB8laMH2ArCszI1IaeIsUHNt2DhMKuAkomRJryYPczp2DSITg7VNj6nZNYXFA/flmmZt0hkWOiYTYP84D7wxU8p/8PuDRXnmG8BQsd1FTEnZUsPXjcOMuvTz/kWR6Vmfa6I+RB0nUgFodRyL7J+L/O3UBPZUrM+S02KTFV/UWl82LPmZSnt+ZP5lXfWr+IRo8moiIBzIqYXBaJIzXExHdmiCgCmWo3St1VBBRNmu5SMqQKMiNVWxArSajlFLJ/mk/RQTOcwm1+vgusR4xaDos9wOgLg1f+MCPx9zDnUVMT0/S5EwTFoY2Vj1i9JJ/L2B65iRmkoeuj9/+y9W6xtyXUdNqrWY7/O6957uslmd7PZfDRpiqJEiqIelhzZkWwJjmU7dgAHSQAnAfyRBPBPPvIfBPkJgiCAP6KvfDiBEgU24Dh2HDtWZAuOZEXWy3pBlCiKZJNU3+d57LMfa63KR9WomlWr1tr7nNPsexq4E7h9+56z91q1alXNGjXmmLOMu85WMK9DNpQ1CVi/QHDAPuccnB9Y/StZJaVtaFICFoImyU7tigIUyQbaGDu3/eaZIUTkgVjX2RDZP/ip8HMCsWaT1PUz4Y8MTZIJNJ09Bu/ogf2+b2PMFBluLqtJvA54gIc4NMlzE2cHrlisK3otGbFUI3b/FeBH/32RFTsga+HPdoUmuxZ48q3h3xGQSpmKm9+dD5cy+uN+z/VOso7cQKe+UkYVhoxr7x21u9uy52FahiY7eNo6DTkOMmKZ1FogHig5jZjUG0nHSDp3u7Zhy8WJBUu5SXHN0GRJHVFR7seIdV1/p0uHfvnU1mO6eGozQGGErgmuP1RwggRw/tptcFpuxx/9nsBFsmoREBvYgQvheOmLUzIsMhCaZFvLOnYCNM+IiarUgHXKXPRmB3Y31wOMpWMXCMykhmqA6QTGQ5PUaAHe2ZXljgUTsMVMf/sXEFhJE8T11wpNtjYTTWo3JKvRCqB5HROgw5sPS5ie8y3JXvLw630YJs7VdPPF46v4mYun9v+vLly4+YaMWE4jdp2sSV9UVaNMj4LxR2YxnGZC+G1I25nTzUggxg3Kz7oD53cxCj6rL+OHXno9AWKdOHppEcAKfaQUm/OavdCkm6tDxvIp6ecdy+Y3xYf3gaPTfB+tLuMzXpuNBT9dFx9nRz/XyXWDLL/w42Vlj4Ty9ykCcAbse9WFOxeUz65jICEzwtmni2P3b5dtSiCmCts408VdpXUANYMasT2B2OO3w7FKqflNtka06XGh1jI6a7IL83t5BhzcjzdV9Nupr5SM9lBB6qESHXfEXgAxaUoH0kfG1DlIaMwoct8JB8i6nXTqVCPmZ4QRSwWxvO/5Y7u4H9yz98pqxEzeAQ7YdCp2UqvLPviRtlnbe6YDmbutxoXfHr0NTGd2UZd1uQzivqRGheaEmzZcV/adwjYJTfb6a7dGbErdVMqIUdwahVIRdB2pSdbEtMHRb9YBRP/gXwI++YUQrpMMGKvr6yKEslOhampjdd4kO+tCk9PJHhqxq4sYUDCL7UaMWBlAkhTrc8EYavvodUfE+hKIUVtjmGbvGMp9DimWoVRey89jN37/7n8P/Oa/sP+/urQA+90MTV6nf9ow3idyyHdd0E56fWY37G+SuRGXrxAlV3Rpmd7H37DPvg8jxo3r0O/5rGTE6pltuxILtWyv+45mxmYEnHdEAXTKbJrwvD5Up+wpJ8z4lPeVyRy8JwsY11NgJQAakwiikKfzTTzKjCUU5HFsMiELwKQs+kBMqxgs+fIV7mfHp8DhA/s7fzoJQ5N81wlo9SFTMV97/ed+VtXjkoVf/AfAH/7r/O+6LgZ9HjTZ+T2dJiFU01mtmy5ckoMop9MO+Eo/h1pLCFxljngbApt3xO5uy56HKYVWOktPMRfxi78uIyYHSg4scYGm4NuDFucwCMQWx2Gnm9rQZBowrxGbH7lCgMXwRHv0NiDTsWleNOoWrafv2N2lBCj2wfmFwHJ4pgxBo3BwYvULQ4wYjQslw2JDTsR0rs81ltsm7CxNohErayEqd89VDwAx7njJFvB7m1V4NtYkYrjOH2nElHoRdiMoG9OIeXYxA5Ci8hVOI7bc47ifVQLEyICw3Ma+RsBEUCnF+kqE9IdC6mPXTcNmuWOU3DU3awe8WI9vn/IVbFOUVKJiYP72l2yiDOAYsXk/NLKvZRmxG4QmlcZqI0NubXTWqP8jWR9pfnHO/J4bnmYDHByHdq2Wu/0Lx/TQ57gQsv/KyjKMBB1pCA3wQMziiHQDtyMKUOY0YjLCoYYJNV3Ym3YdosOom60rTTNLsqoFYJPlK4oinIjSNDYEK0OTsqwOgNXFuf3Op38QuPeh8Jmosr5jBtlXP/4fA4cO3PEYuLHQJFxfsnRGl9lksw+AwIgNjXl5iHtqXqyfiPGdD1yuG9Hf7veXT+08my7ia0uNmNSD0cc8ewT8s/8t384Xocn3kSmx4/KhScdQyYHWCRZCxu+HGIVUDJzOflaKbzfBmQFB5Hn22GZMzhYxy5De4yYasZlLAGAMP2dNE5yKNO5iW8F+HZ4iCtl53YdgxLwYXzKFCvjuPwN89Lv6zpXZpLQiDfkNifXh+7wzCO8q0ohNgjaKzwC4o14GamopiFCc+x5DN1Jk7IHYOuxACcT8mXddHCLI2VhoUiYeuOt0+2Q4rS6dAxMghNmC18mQIqiUz8CxyLR74GZAbEisH4l+7d+GwIuOex+glGrEuGhIYH7+JLyX9TKEJq8bagXy7Nd1xfpu/pg2WYjIiBEMdN1I+QoVNnRKoyc5YCFiyRJtlrsZMZ/pOATEyIh1YQ4SiLGNqcTCfcdEGjHkP5ta78g5E/vznC+W9+VGznThvq3LIpzOLVsoLh1YRsSMGEOZrasnOE0OF89pxF79BDAVRVmjyvo69CHvMzsMz8x7AuHdpn117wM2JOyBWG4z6/wKsybTMW+Mrdk3JmcgQSCPcwP85tt/y29GO6svnszsM8mTPoaiB7zmxZNxrdqL0OT7xLSGoiOT4IEULq1twkLOAaS0AGLG7sjTBXSolgkdP48RkaLXrrMTfiIo/NxC2V0vNKk58eacwCNA7Mk3EOk2wkXgKXfA9sni2IGkTGiIYM6LTZOQrQ8/JlqQy2fBsfC+SodsxMHQZOcdkPYMVBeDFy/Wl+9K2ZpaWefjALrP3iEQc4kWBFgf+UwI19G5SvDGkCrbwh1zzoYKurLvo91vtx8Dv7q01+Mhxl6s3+S1cUPmw6wCZMoFIipfcQ0g5rMmxcPI+UUX7vqkaDehr8fCvOk9JLvG0BUP/t6s48W2beIzQ69ro6HJPa4ngJhOmaHJ3JZgkBqxnBgfCPOP4zDnjz78J8LiznvsDE1qG0bbB4gZA7z2FvDxz9u5RqCVMvsyHEfdSKrpG7I06SJixLo8WyjvK/uRpUtYimZ2kDBiXRiXvC59eTUNc5XHgfn7lNHGQsssQ5klKRkxrZP3qwJoLiv7b+8TBACSz3p4LzB1pu2Dcd4HGNaImc5mNzbr4Y2WTMSSjJgrmaFLQWiwncszO55nB5ac8DrTZiBr0v3/dg1fAy+1oczQO2J3t2XPxagREwM3J9ZvMqFJrQKgMp3VVbA6sMyMy7FWXIh5iHWqTfOZaXUAZzS/0A3sagZsPncFDAmuihLZhXKzBv7uf2fDhnInBwSH3jpGbbYA5gRiGQcIwJeokEYnX1b2OJR058sdkjSW3chlhQHCWdk+n0+ds2ffEYjVs77DVghn7qUsldQR+QxBBwohWMPpPHxmu4Y/wJqZmwyp+qwiHddzi5JDBjRiBHi13Dl3mKc1kXJGRkzek6HJWzFiBL86HquSVbjOdSOxvpsnLNHA6wKoO/eu2u04uyjNh/EkIybE+vKcOwCDoZF9TWqb/DUz4GzIRGhymtYR+/QPAp/4nrCYmS4sPtnQZIfByvt/7q/beSjlAPzemOkCgO7P7+j3sJtG01l/cnxqZQCAAGJ9RqzQKvibfY44AvqMWCTWH5CJyPvK8bFdhXGlK1tcWwrDjfuPFOtz7agndrzImn++jTEjNq2Ef2T/009w3PjIjRuvRw+AB6/a31G836sjlmEPpZwgjXawDwCnEcuwzN/8Q1vvi6zVEBBj0oLcILmxPJ/O+v198dT6+/lhOLkEsN8tyxjQAeG+W1eOZ5Up33NN6c57bXe3Zc/DlIbpktAkVFhkaFFosggOQWpYZEw9Yn4GtFa6sItilDVZBKaEZxfKxIGuBb78G+4eO2j6xFYrl+7vgdiARsy4EMLnfhQ9Gp+aja4BPviGXQwWruhs44CJZL4olM2J9bXrl+kcveyoy7M+CCyKAERyz63ExFYKq802UPxah6zJ2WEcmuR7r6f2+qnzoejVH3Ld2s9uN0Cqo6OTpY6LoT+565U7RrZheQZ848vhOp5ZTdqyPLf3jna/HVZXe2jE1stkh9r1NWJPvrUbIBBUemAqGDH2N6+ftv/8iS19kr0uQYdYICQjlgCYlmf/XTs0aeJ5KkE2Dx6WQE0ebn5dy4Um/c/2+L4IxW+2EmA4NrOcxECMQKtXvsLNDbkJkPbaW4Gx1UWYe3sxYiMsExd7jjutQ7IMEBjrDBBr6YuZ/APsZsTKNDSJeK7lfLG8LzViBBlMYCgLy9bwuCbbGMFSubZKvShDk2lfE6C4jeDmyoWAiwo+NDiZ2zbUs9BPYpOJamL1fHxmQNQRk59NAbnQnuVAtpQ8IDPmf+OfAX/0OyJ8mANi3JTJ5Af4TcKKR4nJo4sunlggNlmEOo1AvBGK1mMRlZCHoUfteMGIvX9MKRjvyMiIIS5vACRifeE85ELxx38UO3BgfPLrIi4Kyp+ZztKzFHtzd8TrSiH3NRB/wzDYwX13rzI/gCNmMHUibmfNUO39VywjVpQho9FeBB7EebF+JjQZpWeLXU67tZNSWlGG0GS2PwkSbb80DN366uSlbdPR/aQ+lfs+NWK9BTdZrLvWOsLLpy5TKVlETBeOYpLHAPF5fYhEIyqZsF1bNvLi6XDW5PLMtlMWb+xMeLdjtloGxwfYHTsLupIl+9Yf7gYcndRymVCVXfYR2562/+JpfvcKDDBiwgknc8vwMGmC570YseRaHKdkAJ65Y1Zk+DDVBl7HEhYv+tl1NGJKo001YloJHY57r7vE+rmCrkBYOBdH9u+jB+HnY8a5KENv6XWBsCCTffTMj+rfhxox+XvaTo2Y2EBHm8HrMGIC2JLZLmrL/jMUxutLwMM/PkmnywvGtYbPXATQbZxPq8TZl1/8Cfc8QrICeS8dQJpnxJJsROmDff+Izf+QWJ8aQoO+L+AYa7aO5cz0IwEQM0f9vLXzu2lNeCbOxXOK9d3RUL7OpdCI5ebQxjFiQ+14wYi9T0wLJsaIQc4FarW04UYetQCISa0Ds3J1Dvwf/0PCsmB8MBC8RFmTRdgteRG4DoP5134W+PrvuWtfjxHzGrFDV9NmMGvS/ezgxGZESku1JpOZLV+hi/AsPswL+LBABNBEv/i+Ec9x/sROyMVRfG8Wos0tJECPvteSgWKYd+JATCrWV8o+C+spRd3h+llqxOqpzahbHCeMmKh3Rm0IWaMxRszAfmd5Bjz82rBG7PKZ1Z+kGrF9hsF62WeD/AkPUme1DyMm2OF2GzYF1Law7en4+p/+S2D5DFkjexAlaYiEAAlqlIImaCYQ3Esj1iWLAzdUbjzwvDu5YcjtyPe1LCOW+IgxY2V9raGj0Ixr9/1XYvAwJMaX8zYL1ArgwSvAycvAB96wfwO7GQVucFItqbyuX3DdGCmrmBFL7yM1Yn6DxvdxDUbM+3Ml5p1GD5zI+8rQpEGo/zeZ2XqJsrSCz5qUQKwI854b1l5o0gEUtwnTpg0s5MJlQr75ncDHPhc2zV5jK9YFyhMORPYk/a0EbdEzlnEGd68P3PtKSmx44zP56M9AaFLKFHgNx6Rr1jyUWZNLF5qcLuDP8gUQEpuSjZDUiMkksLQdLxix94kpjQIQztkNXJ7JtV7aUhIUDQLxYiqPKmob+HPO9gZiCbDwjBh3wkL0CNiMFblY3EQjxt0uJ2xq/NHB/f5OV4r1mblTCyCmNUIlbMcucpcldy4ER35HzBCEcXqBeabOD/urHGYYxQ51Pp3AH1WllN3R/qW/GZevkItyPYszdnx/uGeRrAKB0NH9uC0eSLuQUqorU2LsSCD29pecJqW14cchRuziqdWfJJX156zNM2brq5gR8yGE0oaV9w3vmTa5fxNfS4KP9HqbFbDM1PwBQhguB2xNB0ixfjVF2bkM12ZzjbZ3iBYYz9K4eczz7iTouw0j5u+TsFnATrwLQJQKKTGV6zn7++Sl0M9kBXOhQgIaOQ6lLY6BN7/L3usv/01b4gbIsybS/CZrBNz4g6bdvRdHgcXxjLi4j9eICXZUau3GWA4ZofD+PA1NDj2LYO3Zp6ylNl3Y0wC2awGkEfkbO6cVetnSaR/ys47FnhQO+EzmwMuv80M2+WcyD/0U3UsHH8TPVLUDaCJcnfZVWQVGLNUDAiGxyrNZGUaMZYRyjDcggFii7XJrxnwuwt5eI/bM+t8JGbFtuFYuw5xziBqxXDvkhvEO2gsgJk0pdL3QpIp3wZxQ1BhRb6GU/Vnbil25QPLAOB0uGTEv1qROQThUGZpst0DK4O1pa9Zd4g6qmuQHMCcOBbVJf4UQR2EzrRZHjvJOGDH/nIVwRpIRS0Kf/Mr5YxuW7GnEyn5yQ9Q2saNVGuvG3cOzBNqygWUd6g15R6MCEMtlTSoE8NRsQnX+xUmGwWkDqCDTQoZT7swJ2gDg//7blgnrWsu0eWo+w4jVU7EpsM5uvdqjmOnmyoUTOH5MGMNNA3zlt4Gvfyk/JqRJB8cjZTgWJbiMQoDOutayfoPXTYEYxcWSETNAVaOjXoeM3N6MmGhXynaeP7HjTuroZOHanF0+C0k6ufsBiI4Sy7FkQ+bDtQW2W1kfSwCqSCM2IIWQWXc5NqRyoTfAfneeVLkfsl0aMc4BcB4q4PVPCUZMxX8Dvm0dfx6xiTsYsSIBYgoOHBXiu2MasQSoXz4LLN7syPofOX8AeLE+Sx+VZMIJjAc2jW48NWt3VJoUzysALL0h+0FmfpYV8PkfC0lN5SR+t7n14fC+3ejldIIAwtm/ZTxPaKYL5W4GxfodvFZOfsZFBdbUiPkEks76/HoaajlKICblHbIdgJMlDMyjLgOC75DdXYj4PExpGDn5OFFlfTAOglxo0te3cgvnxgniI0ZsCIhldie6gNcPcBD5mD/cAFXB0VxjoG05Acoqrsrds5EFgmCHLJNvd5kIU4XTkxoxWqpVkQDu/JENd1YJy+MZxAJZZ6o1vNhWK2zbLjA2PsxbwJ8LKcNUCtYJtKIEie8OwZSS+aun9tSDxXHs0HxZCtcXOY0YFwSCMsCxr1e2D5tNqBKfvh8CsSgFvIsX6SHbrEL6OhCDkGZjD3D/1lfGr8HFvBAMbku2w/XvWGiya0c0Ylu7yekxYl0c4nBzw7AtBM/7ZH6aDoAYi1K31DYWrKZ9FLFyGVsvrVbl+LT/u3TRBuAzhvcKTW79eG8isbJgRmQdsVxRXCDM212Cdfthy/QCyJY4kHZ8Cnz8czuAmDuCh4kE0e91v71urtozCd3z0eRczFlZuSNyOF7ogwSgGWqrZOUJbC/PQhun88D+2saENhEcfer73JgRIdKcjxab63adK8kjQB37RGwy/TN8/kdDe6o6ACxuuHpAzJ1dvCs0mYYVafRlrLo/yIg5ZlBuxtxGa0v/wN//65+3Yv3D+yFhSoYmSx7BlRn/DFtnxfpdPjP0jtgLRkyaUm7zIRZkKTr+8m+4+mDtgFi/joHYs1RjMkKll2TEBKCJNFhJLB1w9xED7xpiRCUn5Z/8ty0zlmXEMOJYk/bxc6x8n4Yg+R0+i9TeDIn1zxwjViRh0bJyjJjUnCX3EdWnFcEOGTGt7TPPFqGOmBS11lPrxHtArEuec2t3oUcPgOOXkja4d8XdmBSayn5IGTFjLBBrnBB2mwB6GjViclNgOlsLb8y2InwnQ5PcdLRbkVU5ci1+R551GYUmBbjMhTZMh/gEBmG5mnv+SJak3bqAMsYBV5ax2BE6XF8J8C1ZKSkx2ASQzt9TpjDEuP3W/zv8TBLQyZ9xrO6yxoHTooTuMtfwukj3R451aXLeDrEh/rNFGNe7xIfTBfDZH8EgOCKbpAtkhesEFb0sT+EXAAFod0QB5Ekn9GNKjNcxEAcFH27kn2/+gZVfMNuzbfulZUwT1o3TV62+zmcECj8ujRtuAMqfFiLaNp0Dn/oi8KGPh/5IQ5OATSLgujQ7AN76HuGDCUST/pkdDI+Bsgy+KQe0pFg/pyEDAliUiSSAD9MqJdY10wH/3/8JvPUFe/ZnPQuhT8D2X1Xbf8uTM+RJKXxnqQ31/R2xF0BMmnKHfvsFSAmA1QH/z09bcBVpxIqw8Pg6UUTw1wxNMivHgy7nmJom/hl1CdstfDbLWEggYwcHQnP1se8KotHeIL4GI5YCManp8AkIZXAONE4SnThcwB0kvujr0+ZHNiliaBHxu37rrA7mM/jMRDr8owf2OnSqXJhleCoFYlIgzHfy0e8CPvPDfZGyz5Zyz+fT2DPAMxLrd3Ys/N6/ckVFBxix5ZkFgZJB7Toc7NKIrZeJgwYAsZnYbi1jtjMsGbL47PMynNPGGxg+U8oEGTNcxDa9NhD6T563aiwQK2DCwmhMmHs5M8aejZcNTeqwoeIhzZJ9Swv5pvZz/wtwNcDySVAq+0EXe+EwbK5se4oK00LMER8KFu/UuH7KasQkI7bDbxyfBgCQJuvkbDQ0qUMtRLYjbVeOpVIaZSGApnzuMRDJ98g+kWJ9eb+ceUasC3+//fs2iUH6en8cGDeVJn4O/1nR371+CczxtND9cV9NLKirhJYufSbAltWQJSe+8BMIh36bPJCeH8VgLm0XN5BjoclIh5eYjxaJ8hSA98MHh24d0jow/6981EkuWIdRSDMKl+3OzzKxKN3cp2bEZ+6gvQBi0pS2IY4oNAmR1r8NC7akiQmwWCeKjFha/8mYYcdRVHaXXtaxc1A6DvO5EgX2+k4jNiS6HTGvEQOcwF6ENaRJQJoaHYIXoSYhO4ZK5CrjaXdxry5xKFFDl0A16zNiDz7UP4NSWrTrV1jzuJdcyn5ucZUC27hD4s8Atv8O7/d1bARXBJpkU7hASuApw1OtAwH/8u/b0CzLdPSA2Lm9t2RnjcF6s6My/urSiXi7wBwRYEpGrGvD8xoD/MGvx9dhmFeK9clYkfGLjjhKWBwA6AbYI4Zzc2J9GeJwIfmO1+fCOBaafPv3bf2yQbG+ePdlHRYhY+LwaM7aZBxF/SWZN9EP6cZkyK4ufFmDrTwPVGqFJHCgDuu6GrH0s8xYLvdIAhm71gc/ArzxabEBSYGYyvsxrdEZyZQloeQhk5ISH8ZUgonewYjxHuzLb37ZZqbKjZpPpHFf85ttFe7BMcR5kZpgw5v1ss+I9T7vQGIKpI9OQ4Yr4ModqfAMOQbw4CTPQrJdnMc5xstnMO8AYjmNmNuorzfUiDmWdDIDTl9zZw67d+WLTgvCg+DsnT+yvsqvAwPM3djaewfsubVMKfXjSqnfVUp9SSn1XzyvdkSmcnXEVNjRtK7Kb1q+ggOEx59wEWB1eem0hyZYWdsBRTErTeu4Jle0YG/DJBuaTAO2kYt1VWP0rEnl/xObd+g5RmwbdvoSzD1mdGUQAAAgAElEQVT4kM3uAhB2kYmWxS9Mxk7CsurH9x+8Ej6bbbOgwpXGpnEOYeigY+lQ2CeSFqfJNHAJQF57q1/9Pw1JeKF313/eKIzXWUezXtmSKZtVuJa0q/M+I2Y6bLYD4Ia2XloAJ0XnHEPVxPYRGTEOCdNZAEfgxsxg7ph9P4pNTKQRSxwk70tGLAXCXg+V9KcHYpIRo7bThLk3Fpr87V8Avva77vlFuyQbyiPHOPcZChpjxAhu1gOM2Fhoch+N2OrC6zmjOmKeGdGhn5nkozSGy1d0/bmQs7ICPvnF/YDYGCN2/xXgo5+N2f3cdzOMmAvcJWNyXyAm/bm479h3rUYlgIdnD+315gxNOjmDnD/8WzJMBCFeG5oLTYYoR7vZhGzFwbYVyftzn53MYh9UlBa0cTzknvfoFF7fnBqPnBuKlkjN9FBo0utFS/gTFQAf5dlQz8oxUc/sOZinr4af+81iG/qea9+Tb/UZsR4QYwj+BSMWmbKB4b8F4CcAfBrAv6uU+vTzaEtkZHD8jtvtbPyh3I0Tf7Yufq5iRszT1UTwyST198hYWTkgVuUZMRlL78RgljujmyL+owdOI+Z209LGBLGeEUs0YqzQLgWvvMRb3wN84vPJokwGJeMgt5t8gcgHr4Xv5kxm4fgwQSFYAtFXUSaOid9luuDK/tCCFU1LVwCxA04dsj9XEwG0SN0TC9muL0NIqgfELmIWzmd6jbAr3/gDmw1YT/tsEFQI025WwdHCdotte2PfyR/+psjiY2gyKc8hC2qmYl/+nEcSPXwbePj18Puhmku8Tk8j5n7uNTsjjBgXUMl02V/E7751QEyKgMfE+gSBVwMlOXKMWGcCQ7zLrpau3ErVnz8y+cP30Vho0iBKXNllf/IvDxdqlfbg1eE6YoCdM0NAaCg0GQE0wbDvCjeloUl7k/0ZMUnmr6/CXCMrk2M/u9Z+l5dWRZC2dG1eMF6EuZ/ViPWaJliuoUgCYJNofAJHl197jl+y/ZuWBwJcO4pxRoy1FvcNTUYaMR36qRBArE7ApGTVCRrbLfDobeAf/Y/BnwJhrkoT2cZ31Z4XI/ZFAF8yxvyBMWYD4KcB/MXn1JZgStkOkaHJVC9EKloVYVB0coA08S4f2JMRc6HJIgFipGw9IyZ2z14PkwEXOyzSiLGootxtenM/yDXbgx0Kb1NGzLUnBXOqtNeN6HzJEKnw+2aTd17cMaXZlP4eUkehcTCfh1CZBA++vWRa+DOKcXeI9dNU86h/nIOVxwBxbEkdiActdOrGsl1AqCOWYyxXlzEQc4UXD6aZUiO0i6cO2NUxg+QZMZExyLbQOAfabcKIifIZHoip0N/AMCPGchOXT+O+lmM+6s80NGlBvAbCwsD/HzK5g8+BUTnfo9BkNwzQ2WZ/nYwNMmKZsHPOyIjpAlMtw5sGIcPUhLYObdA4b6lVHBWtO6vqPJuTGs9YHTIZCs2J8gdCkxU1YkA8lsZ8ngxNcoMlxfqjrJPUiCGw/kXlzqdNxkHKqsrQZMSMZ/pGbMJqltcYDU2SEdvh92dHYZ4PsYcnLw3fzxUP3smItSnYFeY3oUWYRwB46PfBYVKjrp6G4rS+b8Q6yshT61h7ZlD6fh1gxHqZqHfLnlf5ilcBfFX8+2sAvk9+QCn1NwD8DQB47bXXsFqtsNlsfEhtsVigaRqvdVosFui6DlfunD0WLF0ulwCA2WwGrTUuL23YYDKZoCxL/++6rtF2Hbquw8PHTzG/vMTEAE/PzjHdbFGuVpgAOL84w4HSeLZqcKwLXOkas67FpjMwrUHdtTg/v8AxgPVmi9WzZ6ivrjCFgoLBsjFYPrR1hg4ODvwzHbQGk80VVrrE5ZOnQHmJxWKBidIw2y3ONwb1comJ0ri4WmP78CHubbfoug5n77yDe1C4XG9RXl1Fz1TXNS4uLvy/J5MJLi4ucHFxgZOTE0wmEyyXS0yuViiaFlivsFyt0XUdtNaYtyvUAB5fXEE/foz5fI71eo3tdov6/BwHXYftaoWmA64ePcLB0REKo9CuNyiMQmkMNm3rf79YLNC1HWadweOLJebLJcrVCm1rcPn4CWZHHeqmwXbTYPnwIe5t1tgajQvXZ/6ZtsADpbHsFMr1GhcXFzDGoKoqTCYTYLtFYxTUxTmmBnjn6Rk+2HXYrjeYQuPscoXm4UNorXHQGahmi2ePH2N6cY6ZAS5Xaxy2DR49O8eBGHuL1QrFbIH1+TmmRqFUCqvWoLu87I291dkZjtsWCh3WHdCtNtDrDWZdh6sWuHr2FPcBbA2glcbl1Rqbhw9xv22B5TmUUmjPn8BM5iiKEqtNg+U776CsKkwnNaamw8NG+feyubjEom3xzrNzvLRa+feklMLBwQHW6zU2T5+hXl1goTS00nh0sQIePsS9psW66aCNwna1xmJ1hbac4tmjx8DkCke/+n8BT76Bs3sfAboGs+USxfISFRSeXK4wOT/HXClcXG2gzp5i5jamqmlQAmjaBu16jYtHj2CMQb29whGAq9UGl++8g8Uv/WOoL/w5LB8/Rtd1OFpdAUcay6dP0TQNtNZYNA3KtsOTZ2c4cdfdNA2M0dBti81mi7rZQgN4fLnC7Ooq6yP05SWw2WLS2lDR42fnQPEQD4zBqu2wXS8x2W5Rtw0aXaLZbHH58CEedB3WRqFuWzw+u0R9dubnkzEGdbvGEYCnV1s0Dx+iLEtMp1Msl0t0XYfF8gozAFfbBpdu7J10LQwULlcbbB89Cu/J+TnpI44unsGcvgHVGVxstugePsRiscDMdHi42kI/fYaTroMyBqbrcHW1Qt0BzWqFy7ML7/eqzQZV12G9WkHrAlivcSF8hnwmzqfl1RZd06CcPY2eSWuN+XyO1Wrl35P0EdHY22yA5Qb3dQGlFB5dbQH3DE3TYGYMFBQ22yaaT/ehsemAZnmFqmnRLpfQRmEKhUdXa0zOz3u+vK5rbK/WqLYNNmdnmNQVKig8vlxhsdlgBuBi22GVeU/W721QdwbnyxWO3TjTbYenmEKdX+CgAOq2waNnF8DDhzhp7Xg8v7Lf6zYbNOfnWDca6uzczmkYPNp0wMOH0fp0YpQtJ3R1he3FGTQUzOUS5aTL+vLFegOUJcrNBm0HXDx5gmrTeF/edZ17pkOL77YNJl2LbdthJebTfD7H5uRVFPdfx+rZGQ4m8dg7NgoKdk4vmgbNam2fyc2nk2YL3TTQpsO6adAurwBdR2tutba+ffnsAve7Dis3lxYXF1AGuLi8tGPPdDgF0FQTPDu7gFm3qKoKR7rAs+UaDedfZ1DqEhcXV9CP3sFh22Cz2UArjQqAMQZnS7s+KqVwMJ1gc/4UC6Xw+GoT+fJvF46Qa+6+9ryAWA7uRzDWGPNTAH4KAL7whS+Y6XSK6XTa+9Lh4WH078UiFkz7CvLOZrPZ4L/PHfV+enIIrKeA1nhwfAwcHQMPv2Lvp+0O9mRWAaevYr6wzNKkKm215a7D8cQi74kymBwfAzVr57SY1yXmp6HGkH8mV2F4Npli9tLLgWVxxVFP5hNgPgfKEsd1AZyeAqZFoRQe3DsBtMbhbALMZr1nTPttMpnAGIPj4+Pw+4ND4KkCJhNM56IPzx4BSuP0YA7cvx9f7+wEUMBEK0yqEouXXrI7q8kU1erCJzRMtMak1FjwuSc1oIDTxdQ9kwbqCrPTU7vbqSpUVYH56QPANCjqCtPTuC7TdDoFDu9hMZ0Ck4kFX9GLnVvWZjYDigKzyQRVXaPSVrR5criwfQgATxYAOpweHQCLBaAVjk7uAV2L02kJyLFX10ChUR8e2ufQ9tpYLPpj78FLgDssdzapgeMT4Jt2ZzqbVJjdt/evCrvLO6q0a5Ox7MfhfZQXT+09ywrzUmH+4AFCGQ6F08UsvJeTewAMZlWB3HyZVCWgG2A+9bvd06kbSxqY13YMT7UBmjW0Ak7vnVhdTLsGrs5xenwI/Oz/bHe3r38MKEvbb4eHQFXjuFK2D4vCtttN61IBZVVics+d5HD+2L4mtJjVCvitfw587kcw1S1QKKttqUrUJyfhAR7ZI0xOD2ZgBlitAFQlWmNQlU4mUFS4Pynsu0ffR9j5CM+UnHIsGINZXWF2eAQoyxZW9QRV12B27x5gDKaTCdB1OJ1VwJHdzfuxd/4EAHAy0WFsQcyX2oblZoWyYx0AEwCO6hJ48CC+Xvr9dgNMp0AzRX15hYPTU8+knC6m/vuAgTIGi6oAqgLVfIHZkQgrNksABvPShWtmM0wTn9Frw4c/atvqGOh0bO36t7/e9hw8M/f0YBb1E0qraZpN6ng+FRa4HR4c2nDbfGaTTbQb/+799vzeyT1AGUwPFp4ROj2YAyvrsw8mpe3DXJvPHgMKOJ7ZdtfogKLA6esfsf28sSdfnM5KN38sK3VYKfsc0ylweIjDz3zBFX61bNDpwTR65vl8DlQ1Sq38eJ1NK/tMRZn35XNX1qHQqKoS0wcPvDast0bO58Azu5YUZYmpnE8Aph/5JHD2A1icnPT9aG2LXZ8cHcIewVraZ+J8UspLASZaAVO7RkVrblEAVYnZS25+ldr5+QIwGhcATtkfSqGcTPHg9DRo3YoSJ7X26920KoHJDCcVgJlNOJp0W6Cy41sZg+NZFfr4K7+FydyemXp6uIh9ubB3E0cAmfeww55XaPJrAF4X/34NwNvPqS3BSEf7Mgawf4oqpMtKgfK/858HGlUpOxhkJo2MbQ+lbNOov5CHvfLzUrgcifVFmYxrZk1mn53C5fVVSMH3/TAk1u/6WhPq3XjsRhrvrKYxfSwrzdvGBCq8aYZDHT/0V634P2c+kUCEmCn87GVNMhOO4SaGBxD0frReaHJEe0Dthxfru5At35UcE2kdsc0qHHx78cyOQanhk4J4/8wJ/Z/aV34L+IX/PS4NYQTt7w+8bvolM0znam819lit9VWoa8U2RGJ9LcqYFOiFNrzOcWt1a4B95qsLGxZlP0mTzxeJ9QsAXQi1yjMGcyYLUEahyS6En6h98cV+3Z+isn2WSwbYFRbtOnihNc23P3lnF0/79+CcKioo/95E+JFlKfhnqDwFdUOcC/tYWQ3LAK5jr7wZ9LWZEGS2vVrDcA5TPsExNhqazJWvQCKBGDD+yocm3RymFMCHrwdCk1EyUBFCpLnwblEgqiNG2ctg2+jb9pCkyASO3POyoHfWv1N+MxKa9HrokdBkrnxFTnqgtKuLKPw9+w6AL1/BgsvbdfCJ3g8m8hrKibTOh4XviD0vIPZLAD6hlHpTKVUD+GsA/t5zakswZcOHYdA5JFbV9vw9IBEoq1h46o+wSRyyFJWOZU0CtnKwNF24DBMpiBaDOQUbe1qK+CN9ycUTWzYh/DJ/EaUteKMGilaUdqHmsUmpE3gjyctIFwx5u2Y7DHTe+PTw4uAXf9s3i8XctTeTNcnkAqk9orYjW74i0YgNArFyGIhFGjEKxBONUVnbMz43VwgFEdkMB5xK4Vy0BroOi8mAqPrh163zogMns8Z7Mmuy2YbxLusjba5sf1w+Sxwcx6Y4CsxrxNq82FdqxFjBnwCMcyjtVwJ/n4ThFhmtbUFXD8Tq+L1t1/F1vMC4Q7TAUGslT22Q+h7fBtMH6LyufzcZkxmS8p68prR3vmaBlzTOqaK0WiJek+/SA5VEI9YDYkos5M9hCeDYz2rEMn5MFaii2lp7+ry0PqC92O5NMT8nhd+p3o6b5XRsUawfZb4X9t8EJKmJTViJzrK9oxoxucnMvN/oMYTWbehzs4P874oqr+/yz9qFMhJDG0CC/axYv4jXIa29BjJqA30KYJ+3nsRAzLHKth3inbFd9PkvKuvHZoxpAPxnAP4RgN8G8L8aY37zebQlMinwjsT6ZRhwBGIU1XuApeNsKyBG8vJzOSMjVieUJut7eYFryojtOSETa9JCmn4xkEAUw+yKfxYjxPrOCpEB6q8hxfqI78ETBbzAVezi2u0wI1aJStK9tqnIWTWtsRNxtI6Y60/2Iw8WlyZBZVHlFxSaZiV4J9KVhW7TLFHPeCH8XU1CqQ+KbntHqYh7u/fRsGxKamePQqYXFza5WSAQ21zFY4G/36yAzcYWkiXzKxnBNGuSQMwXepWMGIFYAzx0ctGLp8Dv/5pLkkjAPRAvQAQwviBqF8TTlaiGD1gmMKq7JVgS/0e0raxC7TZmq7bCmUsBsbR0A3b2KD530oNS0a++/eL+F0+Br/xmf+5tVjZcpAt0FEgz45jj0Ij561mHPsP0fIHYACM2ItbvgAAqgOBTxhg9fwpCG+ZtxCLvAjDhdmgzwI9Hufn2IAbGyTP0koRoYnNttus9wFXKiO14jjFGDABeei0cFh612Y31apZnvCKGfgcjRia4FfNe63gd0qVtR5RIVYR3yHFeTd2JI+vAVufKVxhjS0hxU3fTqgLvgT23lhlj/oEx5i1jzMeMMf/V82pHZMrVEfOhScF8cOfjwzHanS944r/rFzcZxgQQpQ6PZU0C/cO105o7UZmDFr6swDWzJqOCrkAMfn75H8OHrGS2UWp06GmIo6xsDayKGqFkQZE7WwA4ezhMj7cjocmyHsmaFCyMUrbIqdJhQY3aK+tT+Qu4Y6fS9HTHRPE5Rxkxl/FqEMB7k2PEdMx00pFUta29BIQzD+UCLsErr2MQDtKlLc/sfc8fxaCCQMbf0wGxlIkBbP9s15Ypu7qAr2Ivn8PX3GKIr0jAR2dD3k//OACZZgM8/pb9//WV1Z+1zXDWpAxNMhTHOeEz20QGatfaMGsKAnkdhuPlAlq4gpFFEd4Ly7EQeI5mTbpr/8x/Y88npPkMyTTEnDBi3/h94Hd+MV7YGpchXVhGrJVAjPNTsh9RvbpMaNJn8T2HJaAo8j4lKlMhf16ghbJMkUH8vsbAlNxgSX8+VD6jZxIwJ5ndfI6Uxc7NS/cMUc296HdhvBoe2zZm3JzvA6Sj0OTAZ49P8xtabjq8xCIBWunh9WNZk2T5ZNkapeN1SGtbRilqQxmP5aIIjBjntWTEgPAuvvwbwL/4O8HfPY9Nx552d1v2PMzvHrjgkRGTGjHBAtQToRHjrrSIT4sHwu6dn8sZQ5NZRgwx69BjxAZCENd9djqeX/z7wIYOZuw7Ol7Y/bNU9ovVJDjOXttMuPbjb8b0ON8DuKsfAGLzwwBUUkt3/TJUloLWqDYU3zuCI4+abYKPpUZs6J2y5AQX9KIQ40eAQa0DiAHC+60mwMsftv/vy4tIRkzF/l6pPrtjDPBHv2PLYZw/jneXkl3lwlZPxGH1iBeY7drq1Vhywu805diUockyMFts1+bKhr7lzvj8kR33BICyNEbUn2TWBCMmyz+wzIfcrPzazwG/+k8RDeToWBYZnnQLqGfEytDvvu4RQXOmTplnR9zC8dXfsUkXNMl+sTnG9BkxAj/5s9WlHQ+Tqfs8gZgACL6IMcHYAGMimbPb+IybGo85uwYjFuasBDw7fF7vJIaEEdvJJEHcL9OXRSWO6EoYsQyYHGTPy9K/b8XTVcbMM2J7hGflmrZPmRJphWPxdVIVnxaVYXHj6Vf+KfArPxuTBcqxslwvgDzj/fHPAccP4p9JMM25V01DCR2CNC8jEBv/1aUrcZFqkO+e3d2WPQ9TOl9HrBShSWqWUqaKi6LWfSDWtbsnf1mFQSZNivT5t9/Ny9Dn9RB/XyMmJndnU62t8e8RRizdWXN3MuRQPNBy9vRbwFwWgXSgkNXBBxmxavj8OxmuUgqL+QJRTbYoxFCEZ/dASw0suFyw4TQUI4yYBNFpaFIuOAT7aU2icgJ84A17isDsILTv7LE98zQFlO59LCrRX1fnlnE0AM6f2u+vr/KMmFLA4QMLlPzjigVmu7ZsFn++3cQOTp4F6UNlEny4P7IQJgX6h/dtu4BwKHlOQ9RjxCwgU6YLZ7ISqADWGW/X8YaiB8IEA049C8cdNz7+fFAVxlFqMjRJUCaL1Mq+iIqSJowY9XdSf7ReWobUnaRQ8btetJ4wDnzOnE8gW0ww817bDRixksVJ0xDgqFhf1PqSDNo+Yn36oIgRS4FY2Z+z3UC7WJMrt6mkX2gbFNtVfzPea1qyydwZYnXj7bqg+098P/CdPxz0qb1i33KsuTn0mz8P/PzP2GKrQLwRVjrMS7chjdahP/PvAdMkw1meN8mNbz0NdcRkoWVfMw3h3sbgXUlm+zbb3W3Z8zDJCvndogriXUCcgZdMZk6IohTn3V2TEStrewirNMk28N+ycCUQwibXmGhdSjNLfZy0HPPiv6MSh+CMBT6rCSJnJr9nL277anluw7z+93yu7TCdv8sSQWsH9w5yIQa/wIudM58jzVyTLEK5QyPGRZuCV44NfidK9CgFQDD23nVt++XzP2aztegMtysLMNKX4hiD6N0+fcd91gDLZ4452oS2mQSIfeAjojK8cL685lMXRvSMmI7HKDPJyIgBMZP19/6WFftTy3X+xIJMyYixUGOOEfPAqQtAks/RboWGS4RAjNxYIGZJIvG/YMAB9854LBXnmHuXrejjqwvbzzI06Y85ExrDTrRZAgqGmuTnujYwk4A96qqauEOzi/AMEePrFjq2cygrUmv4zMPnwRKQHcqFTAeAmJHn3crQ5JjLk0VXs4zYyLN7FyXGfy7bOseI5c7m9RmImU0bk3iarWWM0814ahHbv6MPotDkNYHYdGH9jxbAXVqPEevsfH78TeDXfw6+mLXX5ukQznTkROSrqFGVRp/SEIgV1lc02zA/qEMtnRRGZrqm+rI7ane3Zc/DlIKRmhEkjhnoM2ISkPndsmDE5O6dn8sZgdigRiwJTcoq3kN0+IixYJ18dr/zB4BLsiIJiJImQ3qpRgwQDiV1Aio4hyffsgvx4b3+7zn5bgLEfCKB7Zur1TowGSl4kqDNnyRAcJQwH14DgpBVNDbBtQsZpVmTESOmBZvk/jDsfXBiBaxe80ZWKbPzdsD4aivaTMDWdRbwem1QgRiIufH+4JUw1qJQqPvcs3fC77IasTaAg+gwcNf2d77mgFgXgPrcVQBfOSB28QS+JEral1wQqHmJQpPr8Fxeg7a1zl9uXDhmPRhDzLAwE1UPMGJFFQOs9VXIJOUYyQExqRHzC7xB79QECbL8PRwQq2qgmqDdbm0fSQaGjBjHd64ECBDmuvRL76XxMOpsCDLD8OgCjQE8SxVlTe5gxHzWZBcuu49GzLNvkhFLwGNZBYZHsjC5rEduyHLs+ezQlYPZQG1W/TUg2zbJaO5i9nAzIMZ7+YztZC2QIIpjevkMeP2TwB/9tt2gyE16FJq0fjhah5TOnNfr/OJWADF/Hq77btsCi3vAR74jfmfUUfpyPTd4/vfIXgAxaWTEZJYNEAMBLj7pZOZgSzVinDC7QpOVE56nh6/2gJjb7cssMB+euMXr9MJ7d92tqA+TpmPTykko+5DuFAGrZ5FUMU3S5U++aRfiIxFi5LUoXN3njLuh5zFi1+jLKSQONQp5IfyO6e+RCefjxfpjQEw4YF2G8FkEBgUjRud2/xV7IG9R2nChd4adzcYzmd2wEs9M+71fBn7ln1hA1gnHRD1jGposSguKpY4ICA70ybdCmRa+Hx+aFOU6lIKvmSQdObMvuzbsfqcLCzZ5WLY/tiRlxHTQhBCIkakwndgk6YQRS0CNXJzlH/anP7KpCNmsknUmQ86++ec/4w5EF4xYk8wjQLB3Sb+mYn0ZTqOtLl1yigPo7SaU4ciFupWOF0FpqcbovbaCGrGUERsKWRbh3XCdlSHZsfswaxmImRn+e9C4FuwITXr/IEOTmXZ5FjDzPhbHQc/UtftpxNimXaUuvEbM3Gx9IPjJifH5b84Rbvbe/Czw8GsuS1tsqDhPgbxG7OgB8PLr8c/oF7frsCnPMWLzQ+B7fyJeb+hPpRTjjtrdbdnzMKWhDMTAdYNcAoFmE79UD8SEk/Y7YxFqSjVlqRWVY8UyQCzHLsidttyt72lppWD/3TQLiJqp3LWrGv7Q5hwj5g9vFeE+3osO9fE3rSOSB70qd99mGxzBdU2JRVtpzKVGLO0rDzoEIwYMiPURA/RdIlAyNNQetduwGEQasTo4DqWAH/orwL0P2N+fvBSEqF0H/PR/bR3TACM251i5eAr8y39oHdb5Ewt2/A5R9xkxPtfRaaD509Dkaun0am2cQcz+8KHJHCPm/qzcTpk18xbHwGwRQpPMmsyJuYEwr4QGTfnxUoRsTV4r3c3LxTkn1udGoijcQsDQpA67dha0BYDf/aX4rMxBRqxNxhri56B1bdxGIIj1yxqopyg710eRRkwwDwxN5lwC7/dcQ5Oqf2+t+2Pafb7y80WOx4ENIo3Sgsb107XE+rxVyojJDaeQLpjkc2m7xnzF4tiO/eUzf7LIqGkHrvZJ0vJAjP11TfvwpyzwyTFiHog537S5gpc3NBvgS/8q+DsgbHgBz3hH61COMaQPlqHJ9DzctrGP9vIbQBqapF94EZp8P5mbfR7950KTSaaYdH5QITMOiEOTuzRiH/6UzRpJNQS8l2cX3MIgKxrvU09m56O7SZKrGD40gVk4c0gjVk8BGeqLruf6ZXluq8dH2gD32XYTND/XtZ6OQoUFWmlEFa5l1poR7WWhV2kSsBSV28WPtM+zYULrJjUyEuzLTDfA9gtgAdnBvQAUt2tRey25lwRPZ4/CM62XzqF2iBkxsZDweqevBtBG38vnPnsHOHnZla/YhNAr+0MyYkMJJo0D76ywfnBiWTECsY5MT9KvXKQNxdfa/22gwtyUAJqLcAp05HOn4X35noq6z4jdf8XWB6OYvutsKn1OIxYxYqYfmmS4Mqdhk6Gf5bkNWRUVUE+hGqcpkuM7ShxSLlSbCetLPeidCk0OaMc0K+vrAI7kRnnIyKa0WzG+E8A6aLzuCCOWK8I8xEIWZMEzvuLgxGUTP4Upa6DO1PSKmsbQZDv+/PKzwM3WBxZYlWOWxmQJ60QAACAASURBVH8zfL88s35jfgi88R22Ft7ls9AfUiOW22jljHKHrZCpVCxfIRgxpe1mLmWWqR2VEoo7aHe3Zc/DpLAxFevT2gRdR4wYXPjJpdFzIHhni+HJcHgfePUTmR2BEHsDghGTBSqvH5rkIaa9Z8+Vaxgy7kxyGrGiistXRPdC7LiK5PgUhi63G3idznXNa8TsJF0uryxgyGVNkj0j0OHvqho9jZgU85dVeD9DpsVOmM+RWzSlsJgbgOOX7WfqqQVlBMrMBEKymLl3uGQdse3aPoMXsgu9E8eU3z2KHfN3/WngY5+LmZuus1qWl98AXv14HJr0oVxRQLM3Zt21GFbvWvs+7r9i6xhND4JGTBad7fWnY3o45jhPtQ7V8Ms6tJuhyVzoj+9T6m2k1lMXoY/k709ftSU3CMRMF2vEciF+fi7NIBXvrde+CIid2XHgssa67Saw0V5zKHyR1hYclpm5w7HXDoCGb7cxNJnaSNbk1k87GdLdAcT8MUSijtjejBg3i+7fQ4yY95cpc5Y+20ipm8WJrbt4/hRtWVtJx5hFm8wd74+MmH+mG1jkH4VxfJIRW55bIDaZA5/6PitjWF3GJASv0dhNdm8dSo3h3+3a9rc/4khkFUufCYjSOC1APWHq8++YvQBi0rxGrIsnLkNtZdWvJh4BMoYmt7FQtDPoAbec5cJwMqzFz5CqBcKE3KUV2OfZjQlZQH5hGNl5sk1tg4gVKkoLAA5OkGXE2Be+7UVfF2HQr1N1reehs5LaHzJiSVjEh2roeN27zGnEUu2g0uMaNh+aLGJgkoaRGALzFdxL4P4H4+swrAiIHbp8ZvcP7jq365DSzXIMMtNOasQkAD2879oq2DXTAZ/5IeALP2bfNZkG6eAkmJQaMZ816a7ntU0K+LG/bkEYw51AYMRyGWZKhXfFBYJOuBHAXerhOhODGmZzefF/a8tyyHEuwyCdQThPVVsgdvEkZsQYKuS7kaFJ/1ydGGudGJtiseT3JVgELBBzxxuhnkK1m8AsynZ7ltUB01RzKvuRgPm9NjJiufIkOV/jy11Iv7GHRiwtX8HJIrWZYyY3kUNi/VxoUqv+tceOQztyh4hfPLGM2K6sSfo2ZiSOflYF5vOm7zrVNdK4sZCMGPWen/o+m0m8WYX3JqUQm/Xw2JTmGTGhEeMxbDwPV/aDnEv+CMD2ds//HtjdbdnzMBlP9xNXMGJlHXbdaaiRk5QlCjiAUi3G2A6GdamkyYUcCEybr56+p1YgsfS0+MAGpgzQjgux2K1OHFQ1SY44kvciYOjCYiAnCdksnzV509BkCCnNZnMMasRkqAbGv3YvSpcmGTEe0D7G2EVArAr3G2TERJkEad75OgB+/gRZLYpSmBXuZ2TEutbuuCmq5XhkoUY+F+85nfd1IV3n2i80WE1C+adAr5AO2F2LGYx8D2UJzI7i2kmsIp9btCRrzXes3M9ZvsJX+Hf6kCwj1ghw29p6X0osoATOObH+yx+2hW2vXHIBWcYhjZgs1BsxYl0AJFH7utCPtKtzu0C79H3NWmN8l6lQX2sHxHcAsefBiA2xQ2nSgfh8xfkSJTlk5kn0PdfXzQZe23ldRiwS4ScgUTLmY4ANCJu2HBg4cufJnj2EHjstxLdNbCB2MmJ6v74aM7lRlWZMAEedsadITOZWQzk/tBuWR2+HcSyTaNwmsbcOpeazJhMg1jZCAiTDnHxv7ufvlnTn22wvgJg0z4i1MSMm62KlFDVfLpkBivXT3dg+QKzMMGLUFvB7XGQ8I4YbTTSdE8rCiPpIghEbE8WW7jiYHiM2CYd+p2J9aTlnwo9uRV2o65oMtSptnzfKmswwYrICNxBATCT0Fhqxo1Or3RoF10UAK157JBkMMW7SujvSfGZgyoj1gZjHxNt10N6tLwMTQVDBDFz/XO57k3l8YLt87nZjs1z9od8yNEnQQtZRiN795saFST0Qq4CDJFmD181lj0nhPx27D0061spvgkzQB0UaMbbR9f0f/Drw9pcAGd4gg+F1byIEePqavd6ZO0eS40yeOyizJmViQBqm9Yu2GGNkDKX84OrCasRcaFI1W/gD0qOwpPAz2xHWQekwDt5r8xqxdIwnvk58XknAL0HsmBF0MTxtf9iPZuS/HP/T67HkhjOzURsqkuszpTO+jDqsq/MANnY9l2/TLiAGZEHkdSzaqAozbnPGzcryWaz3fet73TxMrsP1q57016HUPCO2gq/yTyDWbO0DSq1cxIi1kGvAC43Y+8XkQJEhubRSfCTWV/HfnhFzk9TrWchojXT50YN+VWVPaUvWQYQmYcSisv/rvLy8TJ5dhYXLXdb+TYZoYBKzppJ8rpOXgQcfSnRfyff8/XL0On/nQk1DRxyNmQw7KYXL5TJhxFIGDkkYUgWxvnRAEpR96ovAd/6pHe0oQijba8R0AK5cRL2weKA4r2T4AAG++313uXbvcLNy47AT2jgdh3wlIya1b6evJgDUzYfZoa0T5BkxHY99GZqMxPqCEWua0J75sa1dxtpJSrmMUJ1fkJQS0gHt/7ZifRYArsIc5vvLMWLsv4dftXqWXGiylHXEhD+YHwJPeMpAF1g+Xl8yYpIp0wX88URyAyXbx3EYMWIXYYGrZ0EjI4Goe/9+THFDmDP28z7hoXfbPPOVGeMDY3/dIWYO96kjBgSNkd9YQ4DVMUYMMfjwG7iE+R/KmswxYmOZe9MFsLrEpprt9nep7GLnZ28JxAbLVxg7P3xo8hyYLMK8/fT32/Ws5rrp2sJxV1b9dSg1Rgo269CHzNZvt+7/B4BY14gNzy0YwffA7m7LnodxZ5o6bq8RywGxZFIXVXCA8kw7lQC3nL30er58hbyfZ05uV9C1ZxEIBaId+piWgjsWOcg/+Cbw3X86OJTuuoyYew/+4OWbMGJKOCsdFivvUJPPUkshNWDlJNDbNPl7YDcAlkBaArEoNKkBLSu4Zxy5D02Sjqc2Ku07sVhtVuGwcFnIloU+UyAm73n8EiBPReAY++QXbV0zbgZkWyMgpvsJJmRHuyY85+LIatIkyFhfufB2jhHj7pxAzPWDFgCzFExmk2PE2njzQrCUAjF5xFH6XooKgOi7rgkMlgTMzTrWc8r2y7EZhYHdd2XG7uoybNIojl5dZRgxFS86g0DMMWY5Mf+324oqvzCO1RHzNK8bQ/v6PF2EzTAZrX3qiEn2DRjQiNXBP0QasSEgNpLYMzsAzh7D1NPd/s5vMvdgNLlxyVX739c4ZlO9LOUKpRuPzcbJNdyYOjgBPvtvAA9ec9dxDPyG83tH4Vog0Yi5k0xmhzaxp9mGqIV/NhW/CznPXmjE3iemlK0jJieu3NnTqenE8QHC8SUaMYY19glN5kxm3QF5RuwGGrHJJJkEBCK5LMGx68o+kRZR7Im2wN4wtD03QQxCpt+tQ5PKPm8EngeATlRZvwq7ad+uZBc6nY87TsmISVbUC1hTRmwsNGn6ocnecytMCgX88VdtHbEqw4iRySKozz2X1GIBYVc5nYd+SfV2cpPQY8S68Kdt7HPI71KgzKOOKEzvPZ8Aj3K3T7ZTS41YN8CIBabU94cP0yWMWKp783q4ImyuuEjJzVGzsc+y3cYFnn2pFANflDcVQ/titGLhW12GsgYcm80GoxoxYDw0SQ3he21ebpFjxDI/ryYoyyr83CAA8V0+ryjFZor+fA8gBvTHTPp5D/gd+wrkQ5hAABFDdnAPOHuEoprswYiJTeYucCHnyE3qiPF+HtAJM10IFzIxRs7Z6YGtKTZbxG3hwebVpL8OpUZ2e3MVGLH5oR2327XdLEvfxU08EMT67wZR8W22F0BMmlIwCmHiyh0UKVEg3tmkk7qoHIBwNWaIym8CJuS9/ALgFgafOo94UdnTynQnnIbnvBPKgSh5oTr+Pk0mHuTAnHcmGUDBycQyILeuI6bt88pwcrY9HXqV9dMyAjKEBwBvfHpc0zHEiEkAr1RfFN4Dig6AtIJ1GXiOEsaCGVZj53UJCMkG9RgxHV0nAqbMvAJCuECCOz6rD/tJsCmyJumwu+S7ESO2tO3O9SuZL6UsS9IJUMZ6QZFGLFfQtQvPo5TTWmUYMRm+TQGyZ+MQ+pf379x7qmeBEfNlXmSYVoZM5KIvwDb/bjbR8S+mmljdTKoVVI7tTfs1Nb7fcg9W4t22QY2Yzv/8T/1VmDc/A0CMyX11T9TsSs3vPhoxHx1JGLFIIyY3anLDkmPEigBAc/a9PwF0LXRd72bEIt+5C4ip22vE/D1zockqroEofXVVA699MgBL+uTNyn2v7q9DqdGnbFYh4QGwOk2gv/5EoUkHkG+wPr7Xdndb9txMhUVD0rl08EA8IaU4FggDJwpNdn3gtq8VJfxZhfL6Xshr4kVlT+vF5lMNEo3rw9C1KxH/j9otM0BHwNxgaBKhUvqNGTGhEbu8TBipAcZJtlXWSfNmrrexlKFl7sajXbkDI8xE9PXBBton9UZZIKax3LTBeZW1/Yysgs/QZMSIJQDTsw8CiHkNmdSzJeG6bEFX96wSHDUJWOM4mhCIVXmxvtKCnVAekBqlAjAsa3gdlmfEktAkn1Fpy1q1bdzvrFlUyEUmYZ5835gwJwt3/mDb2Gdh4dWHX3d113TMDpK9kmPPa8Rcm1lVX+hHu6Ky7U4XfsmI6XI49MjP3aRG322NC2rK1vnQZOIPJgtcmiIMT3MNnycZSCYd7aMR82c0Co1YOt8Ymuy64DZydQoBkbQzcM8PvgF837+F83uv78GIOeA+xIpHn1X799Wuew6J9T0Q6/og8uXXgVc/Zv+fY39z5U+R2a0RY5UAoREDbOZyUYbMbIjx78X6UiN2y+f/NtsLIJYadxAp46DLWCPWC01ykRJ6Mi5Kkk24Liov6FQF0DNdECZLivrWOx4jQpOCERujtbmjTp/r/gfCDn4nI5b2iQrhnTFdxZgljBiA4CRy74ALvATgUegB4Vmug8TIrEh2SAIQuSDuCk0y2w8Iuo9M+Qq9WQL/5G8HOt+zRe5e6RFHXnOV9IcM6cl36AW0qxgsUYguGTdeS6kQViUDJccsQQYZsaoeyJrUDkgpscgoGP+MOoQmGSZNGTHPorlr+OxD0Z/VJLAYnekvxGnotnWsVelS+RvHiG0dI/b4W+OMWNS+hBGjUH8aKq4b1lJKd/tso1K2LUPnFirXT2ly0Hth2jFiPT2szi+Yyv1HMoeepd4FxMR7Ugr+zFlg3F8quO+5f+f8lGTEohB+xr8U1biPLirg/isw1T6MmI7Hz67PviuMWA6IGVvr8Phl+LI0vaz/0mpAAQu0jQka0H0SRbhZpFifz/CBN9w4SkG1YzIBoRHbA7A+Z3sBxFKTC5B8eUW5n0aMgysqX2GwFx2ebU9SCJAlGAhSgBtRr3WdOGil7fj1DIn7OR3M0DgeYsROXrZ9IHco8Q3tTdoWUQ0yIPQpj7W4CaWcOKu6rsffgVwM6fiZNSm1Ors0c6l5jVgCxCRDqpTQIu0r1h8AbEqhbtfAN7/saoeVQT+lCCxE0VgfMkw1YnxviUbMt1k7wCScaS9rMgGbZHHbNhzRxM8whDZ3QtzB0GQh9FrKt0tJjZh/LscwphoxqTHTWgAaye6VoQ2yZpPU9jFEBsCL9cmgNdvAiC3Pgb/z3yJkTQ4wYp5VSbImry6shk6U+FD1NJRlyIW6yTgNhia1P7fyPbeSczrdbHCDm84vhbos7M+9vm5PlsP78y7M632AmGfEkvEvv1PJjZpY/HMbR10EAJqzogRgUEugONg0FbOCu0yO95tazo+bDvjoZ4HX34rnyOg14JKILCPWW4dS84zYKvYHH/q49c/pu5SZtR4kD+j27pC9AGI9UzEQk0zX9MD+f8SIJYicYK2nEbspI5ZqxEQdMWZP3aBgXR6IydCknHQj16Wj3xk+zOxyDYadiWfERpzX6O105Bzquk4W0fTz4r37EFwdgIVv1x67UGl0FjLELStvczHRkhEDev3lQ8fU8A1rxCplrOPaOi0Gw5FaIzrmyWvETPzc/n4CHKTPXRROgyYWeg8mBcBg3yod+lEWdE21TPMj+7mqzo8ppTI7XAXl64gVgbEjg9iZeDcvdWVKOw1XMoemcyuOJ/BLw7BygeczySSddmtBTrOxhV+367AhG9SIicVc/n113gtNqnoWisXmGFYyXkOhR638Yviemy/omv5cD47puirD5+k3yPCO3ssxmjmx/phfS0PzQ1mTaTLIEBgp3HFoY/UYu9b5qT1Zvn2OqPKMmM77vX1N6kkvntq/eWKMj8y04+sAfez6yoc09wdi6z4Q+8G/KHS3ghHz72Ir5llmvN0hewHEUlMQuxyxYBZlOAMsy4iJzwHheJy0jth1QYXM3uK/uzaUdgDChLgGyLu4uIh/IEOF0nzIaqDdO4GY6oe9+HOZ8Zm2BfDnkd1oJxeFJpV93rF34BkxwYrJ7MBe2/e0tH6QD02KBd1nMIqw3i0YsauN+wwLROrCMVDOaVKfxYKuPnSj4/tBAJgUiOnSZfKlQIxifck8aBFShH2GXA2yz/2btp4SYOdPbkx5Rkw8u1LooPpZkz40mTBikUZM5cX6P/4f2TM1Zfg/CgESqAoNEZN0jAnsGAt18rm9RkywkAw7S22LbCcP/BbsVsP6fR0BSQrsHSM2ljVZDOjwvt3mAWJmjOf8WFHiYnbPft4AgYlUu6eiDL9L1oT3GzI/1iXASm4mD6SmDQGxycxuWob8fz0Djl/ChdlDD+vH3p4asZTNvYmRfQaAr/+eG5uuTwsmBO0AYmSRmYyjy/46lFq03gkgpjXw0mt9n664w0eYU7lEiztmL4BYYoaMmHe87hc/8teA+x+y/68EONgZmmwEIyZ3Y3saw5IEXf54GcmIDYSzrmMcwHT+UdbkPozYwHMpXqsPGAY1YgQBzTbWBVzHcjqKMQfsa/OIz5dVKBxI67rrzeeiilm9NGOMIC0qk5DZ6fvsPSnWzzgXpeFPR7i6CKFRVp0vyIipeJGSZ00C4f34506AGh2krIiflnpIs1RlfSwmDEiR7ff82QDsynogxKPFohi+a3ThrqlCMgHLsaRifR+qIVNHplFcs545Vk4wX+kGjOOLz+TnZBeE+UVltXpAkBOQoYnYLKkzEu8YsECsmkSLnKmmSUhVMmIq9MOgWF8/P0bsU18EPvsj/XlN5jizubAnWIhF1nTYC1xEY5x9c41N8RjTxZqRZDuB2H9I+/6/AHzic8P31Br4yGdc/b4dpjQAwTyPflaFDe1NM/fZPmOAs0f2eDW5kfjgR+xnumZc30afzGzufdZC+pQmAWIAsDju636l34rE+plxdYfsBRBLTA1pxD7ymbDoRA45Wdzp2Jhx5w/m1bFWaF/zGXcEelKsb3UFIUy1/7V7lPBQ0T6vmxphxGT7eqbiRTA17uhTMwhA7MZi/SQ0OZa5KjVitGoS2JuoYddhxIp495/qYOggCLBHK+uL9zMWmtTuOVZLu1gwHElwJA8Wj8T6GSCWy5oEglOUGiOCMx/WF3OjF5p0QEw2vyjDHLsOI8bQpD8xQGjVUjF1JNwW18iwbL50itfuJQA6ZcTS0KR2utL10n6GmasEdjK7NBX+85qAPUw5KfSppnPnWzIhUwrbRxkxtb9g+t22amKLfebC71HoMFgUskvf4ZgVAohx3u1bR0wu6jk/NXHJGNs1sEsjVtW7ZRbTOeoPfni8TbJd+4r1Wd/rNqFJrou/+rPA7/1yzKLfexleA7ozNGmcWN+2Z+/QJBlmaS+/EfxFukECwtx/IdZ/H5pSQlOSLJh1JgyXMmNRaJLVto3Y7V2zy33Wnbh+jxHbU7gqrF/QVdDdAMLO04xft6rDYjJomWtEC2AuNMkJdMNdHK/htCT9gq7p5wUAtz+wmsDNOgZi1xXrP/iQ3blFjJh4V1KsH4nCM0wXGR5gJDSpUcmMVzpgqQuDCf/PWjspWE5DtT2NWOmLMkY/IxADYkaM4TcglHQgS0zTZZhjgxoxLcZMmJua9aJ0EWqnyaxlD5i6MF4lo5L2Z1HZxAH2e1puw88XsftuRGiSjFhZ2YUHEOUr3Pc8cEz6OtWILc/chicwAsVskWjbJCOmQ4h2SCOmtC8h8FwsN8a5Uc3MT+uvEmAkNzRDJpMjGOHguNrn2SVLmbZrcWzf7XqJMOWGWCqFfTRtOwucAmKTtCcjdpvC2P46jDC0yZwSfiyXNZm7BstX6GKPgq6iVE46liezvkYsCk02N14f32t7AcQSsxIEsaun6SLs/uXOIhoACJqLsrJX227gQ5M3AWJvfgZ49RMIA95RtVK8eAOx/qBGzDMu/EXCEqVWTeD1RjlLQ1zhF2K3kvaJdDQ3nDzScShtn9frtHIhL8EA8Z6zhdvxCg1ILsw6Zl/888Drnwr39MkXgsEgeyEzDgcZMRm2yixESmG1FcCRhWxZbFQWlU0ZMbnj90B2AJDzCKIeIyZAT06sr9Qw8zc7sGdPAiOhyaIfalAKrUHQYHlA2AVg2BNd6/gavfIVNfChj4V3NSTWl1Xw28aFRbvADpS1zRKznRgzNJLxTdso/+aB32KOrVUhTgTIAHu+6yGwwXprz4MRA/IsuCxHkJidv0BvY7DLP2iNSKwvGTGOtUGTi3rGFy2OXeHkJSI/md3o7ef7d2qmgJiN3cVyKXW7wtjRPbswd1NfScC3l0bMATH65TErBMOczaLOADG+Cg8YTTy376A9h2p+d9wkIyYn+sFJGGQREEtCk9FCVwEtBbXcgV+zPR98E3j0DbFTT6haifivYSYFRxK4RB8EkCswSqsmg7tYcTPkAINnYnqMmPt7H+p9yBLNl2HGGjDgKN3npUOdOiDmF1JcnxFL2cJ0sVFi4fRniOYAlmvfrkO/CXRoDPHJ0CTg+meHWD8NTeYYsUmqEWuDji4HxMo6MGL1LL7m0X3g8qXQ7lw/81nkmFSsIyZLdIhFQ2Z8ef1aEgYb28xIECkBj2QSWdizqBxA2tjknqoOGrG0X32dPEoMREhFqQDyrs6t/xELkSld2NwDWr47FcaTVjsYsep24arbGIu3Svvgm5b9y7wDQx9icD2WI2LEEEA4sAeIQR/AS5sfWd+wuog3m0NZ2Xto2np+Odsuucnc8fxy3bhN8V5qKemD2oSsUDouqTTW7vUSOHoAaL37eWXx6NymwW9O2A86fmdyQ393cdgLINYzv9NNgYoKNbOiBUs6ZoTBzh3nlqHJGzJiQABxQFhkmm04bDXNnNrDqioZ1BQMe42YCG8pYHAU19OwsGVNiWskZuA0FekvuRO9JuiJLuF2ws5hV1U1DsS0ACW8J8NuyzPR5lsCsV45CzcufGX9HYzYHqHJgodRA471ECUrpLi1UAFIpNq3XmgyAWrMuEvF+pIlkpsUiuyL0oXUtvkxIzWWOWOIM3puBVUU4gxNec6r2BUDCMWP+UeEFoc2HB7kiYVUhof4fdPZ9l8JRqya2Hpuvv1F+J5nKYu4r7s2PAMQ6oiJcaSn81CIVjKsEmCO1eDTaliH917Y0YM+W/fW98SJMcKqimdNun7amxFLNGJ+g6BGfBZNzI/cvCcrvDx300cPs/hs64729vxytlmCrd4JxMS6dBsgJje2MjwZMcRmfDz50OTK+9adzyuJhyrTfkl8AGKMwK1lkqi4u0jsRWgyMaWV2EElE0eCLP8FFf8tB0ZZ2bPmTAefaXkjIKbj6zMbM6ojdr2BNnjoNzViHoftCMUxhDT0XJwXOeYmmiRpW2CB1K0YseCwrUaMO+EBRyn1YbxvPQU2S/HBPXasUTsK4ERkQvlyFsKBeaZK2TBoVj/jFmtZWX+AEYtcG4EfgY88982DT7dQ9ca1DJclC0xZhoXIt9GNTTpazwK45yTTU5SWacyNGYb2hwqRDpSv0Cy+Kwu6UtuXC02mNavGGDGtM2J9UdaC328dgDLdQGgSMTBohHYnbWOZALGk8Go5P7C6tSYZL+xzhiWHFkYy9s+LEXv59QFgkH8Hk8kk+AVA+Ocd7Ze18iTTzJp6O21HyHF24MqTJOxQan4ujPuz/TRi0rftEZoE3h2NWJcCMRP60PvWPcT625X3G3sd+s2jAg/u93+fK18xyIi9AGLvG7P1iBK0T8sxKhESR58RaxsLKLzjv0GjUiBG8XBPI7b/JZfLZfwDWXcLQA9wDF27qncATE6MDOs1FFaVYcub7mLI8LnrL5dLESrLMWJJKI42mQexNXB9RkxrexwHjWeH+qKxldi1Fm5hzTNdvfIVAyHMDY8SUtqm/UeZkmIMe1CQeS7P+EhGTAKxOmSCyWdl6EFmGJN9YJuLCthsxhmxw4zTBQQQi9mp1mtmivAZX3NNivVFKE9ewzN+A4yYZ57EGEoZMQIoyXbxcO60jyRYywExyYitl9HxRgCw7pAPTXKxZ+h4sKyMjsfeXbGBd2D9Ff0CwljahxGTTDc//xf+k2HW1bdFxf4gC8QOLVCWoGgoK5snjYxYzy9n2yXYqesAsVszYsZu1CMgloDPsfIVco1xa+nO5y1Kd+B3ZUFv7vfAMBAD+u/+DtqL0GRqSiXizuR3KfuTLu6SEatqd76eERqxGzi+Vz4mAF4ZFhmdZE1eA7R0/qw28WyScaHtEjo60WV2koBfy7BIvNyYWP+2oUnBbHZdh9H6QVIjJn8/nScasVuAQ8A5xCJ2YBWTQIpQCyuX2i+BshnKrlThM0VpmRQCMa9HcvdNxfU9jZi4bvrcLFgsHS/DsOvLOK2cQIEbhrK24CQ3F7g4srBragOMmJGLoCzxkmrdGJrMlUoYY8R6Yn0yyDIMglBMliCrnsRAnuC3c2DN13dKQ5NlABDrqx4Q67wWLTkqis9w7wPj/qasbNueFyM2ZIvD7DvoqDukX/AM7o65yLNCU3/+oY8PhkEji4BY5l4U7EvGeIgR+9h377xdzy/nTOv8r4zh3gAAIABJREFU5ilnEiDdBnQrMW7J/gLxM0v/MtQWXsONu53PW5R28/TS68gymCkDx3lpL+7+zmS83jF7AcRSU9ouckOxfh7P4T+v4r+5MGkdaonJYpA3GRAHJ+H/6aCleDENm+xhZVroUQpAAeGABvRdNB6OPLi7VHmH4RmXTD/zn2P1x3ZZEposy7IPmqPPJ6wE2zQ9cHWC2KZbgEMAPnuJ1/j0DwQQq3Q4g3EfRkwh+zltTNgB80/KiBGMsCJ2yqh6oDGgkSldokjqCLVj9SI9pRbhPe1YonUeBFRT4K0vjIQmdR+IQUH5jQpDk6LESyfOC2VJFA+q9gFiGfDngbFj4TqnMSMIJPCtpklokjq6JmSzUWKQhiaNC/MWhWVmZZMms1AyIwXQSgGf/zHgna8OAy1dAJMBsPs87fVPZX9s/ZV4N9fWiCXzJTd3euYYOP/PISC2ws7QJLAX6O355WyzyAzuA8QEI3Yb0C3He9faZJRoPrjNwK6Crl7fZz+383k5rz/wBlCOADHZ973s4y4vR7lD9gKIJaa4cx8CYkUZ79Z71KwDR6qwR1q0m7Bg6SIGVTcxWfjTO/A9M4iETafJYb8+lHeTrMmx3VZC78ufM3TYcxAiBHFrRsyGnKZTIXbO7lj5ed7f2SwBYsmvr22vvBn/+zt/GPjmH9r/p6g+B9h9+QoRbsuxoEqjVCaMUZbLoJBd9oEEBWmY02cFun/nsibJqkkrCkBNQohRF/ACabIGVW11Nbn3UBTAD/2V4feuiwA+RGiyoOhXlq+gBqvZxM6Ziwb1a6HzBoCYFkdPZUKT1KcZwJ8Fa4zboEzirEm+x+3GtS8XmuzCM/CcyYQhrA8O7fc3q3hB5NjRmXcj7Uf/A+DyfPj3d8ym0ylw4Z7Ra/P2AWKiRItkmnURTqAYsjQ0mQMyi2Ng+VUR2satNmo9vzzYrq4/J/Mftn/d9IQSGjdt3Lil5WfIiI2NOZYIEsBo5/OWlY0I3ftgXn8mN2BAAKmAAGJ3nxG72617DubT4Lucrgn9wTaoEVOW+mfNFTrH22YpkU1ptm6HMKCz2mG92DydTk8jlgNRwl550x6+OmQKA8wWneqIWP82jJjUOCkVa8Sy9akYmuzi104gRpr7tqHJL/554KUPy4aKXaVgrtJbcGfv67wNZU0qNE1js9K+/yctMCBLI4GTFOvnjlXyi5DUiInff/oHbWXrHiNWxgdUez2WYJWomxpjDgbrXxX99iqFhkNFJWJ9qaPk314fJgAZ2zqkEUsXHrkwFaUt/Gs64PgBfL0lhiaFJsbLFZptXL5CLvheI9YBl2eWVUvYq6vGhTZ5XEwkQnfM3MG9fB8CwOmr8Tmhd9yWy2UMjPZlxOR5qkhY310uUyEJTeaA2ElgPP3YuLmP318jNhBN6H1W+JZbhSZ1GNeMyHBNA4I/GWPdMkkGO59XF8BP/qc2NJ+wwv73QLwRyTFiL4DY+8sM2YNBRqyI65n0GDFqcNxuuHGhyaMHwA/85O12JTSGf+jAGVq6hvU1YmRcWKfK/XwX/a0L4PS1kc+4HcpQaDJXC4f/vk0YUMeTvmMICchPykFG7NAusqnw86ZGHRWtrENoklokZBgxpe3mQDqXHCOgFAzZm8MTdz8BvuT4LFIgJq6VaqtMAlA/+ll7tEkuNFnWwWlKLZYEYlkm1NmYsJhALCo/oGAkQPJAbB02LiZxylr8IejbFZrUYuGhhq7rHBAyFvhMF/BnV2ptWXEgANNqatvVbMJBxr2aZCJr8urcfjcBTS3POfTFMYUf4jt/9eP5PnR99tyq6t/AOp+cYpIowI4lLK2sz0GsFHZnTSaM2FBokmdNSrb0hraXRiydm6OfJUFwS42YzBL2oX7Zn0WI+uzTbteu/TRxCjj5gO3r1HwoVGymUiB2g/XxvbYXQCw1CpuHgNif/Q/trpc2xIgxLNFuQ2jytU++e23cboIj3afCcnqJ9PNSA2AvGv9+bCAXO7KBhiKTkeg2+aV3NLcJTYZJr9OwXGp8/rSx80O7cHog5ht/w3ap+HnriS1kCYRwVA4QeD2X1IjlP6fRBVZE6sIYjgSC0/QsWwrExKIH9BkxH4pIHC/1gtR4UY8VATHqxwb6sZ7F9cnS68vwIq9TJM/F0CTD5rLMBEsXcDEuRXsGQ5MMbwjWgws8wd7iyAItz4iVAYDxb27ktmuRNSk3AYizJpfndoxUcQhH19MQmpTZeAQbuxae6dwev/U+MU1Ab4AQBdhjHkZlRkS/HL9kNxI7bQcjVlToCedvoUfq+eWcyU3smCYLiAmC22rEZOkKJonIJJlRiQrEhiP01V7POz8CXv/kwNxMsybdPYB4zt9xRuyFRiwxTXEvBJMg7bW37An0tCEgRlHyZhUGnixDcatGauvIKZjeSysQ23ye0LxceCPAgf3A0GwRFrPU/A4lvYZzqrlJ4kHa9Z/LmwwdKW2fd/0s/K73eaHTkfecH9p3KAvdvpuMWNqGoazJXjJFN/i5EgyFl/EuVQInL9YXi1qUhKLDogf03yHBTy40WVYCiKkAePiufUblgHN88Er+53yGrWODRRZsSXBH6YDpwtmOEogxxMhz/3QRM2JDcoS0RAwXFd93pQVi07kAYhrQCSMGFTIpGZr0AmOxgLCi+NKFJhNR8+zoxIn11wkQE2HXMStK4HAkdHnHbD6fA6snCOORG5E9GDFmBiuEftmHDUw1YtkISRn8VRoduYH1/HLOvF60xc4jquS6dCu/JTa2PjQpgC392j6MmAgV7vW8Q6VsALHJFH0vWXwgH3W5Y3a3YeJzsI76q6GXly6kQ6FJrWNGTGmrJxja6V/HCBALFxLxtP3+tlqt4h/Q6ZBx2beyPgC8/OHh8hWAe/7kZx745cCWGvj/a5iKgdVqtYoZlNS8RixhxGaHdkFnRfvbgEMgLJQ5KwqRwTjAiHWJc8mEJls6yaIKwITXKFz2GXewpgNM0wchSsUsTQpQudHIPUM1iRkqz4i5cTqRNcauaVqHbEjxPlu2U2q/IsZJgBxq1vg5vyhfgxGLGFfHOh6eWi0XmQNdCEZMgM96ZosEE4gVYqyyjdSILc9cCZIYiK22jW3K6iqEP11fDDJ772NbrVbhmRgS3uc5/dmeN9EJpUAsx4i5n0nG+BbMU88vZ5tFQLPjkG1+FrhdDTEg9COLifc0k3uEJqOog/3eXs87ZtS+SUJEhiaV2p89fY72AoglZpQLTQ69PKX6tZPk31KDU08dsHGL2MlLvXpANzLen0cc3QAcNCz6SUsZFxpDcTcdxwRcQ4xYGvLid/xz3eK+om+apon1Pb3Pk0FLgFg9swumrNL+boYmpUVi/QwjBgRAOFhZXzuNmLKJFPKMQjJADM2NhiZ16D+gP8aqGnjjO/rPUNYJEBPAiI6R+rGbMAe67AMxKFuIGRDh50IwTireHUd1xIrdGjGZaOAXHh3PvVc/Adz/gAWZUqxPpk4mL0zmVncoK+tHYWDWEWutWL+e9hbSpnHla1aXyekGezJi7zNrmkYssgIA73pOWf8KuEG/7GDEOIbl/LgFEOv55ZwpbcfI/8/eu8fKktz3fd9fd8/0vM7j3nvu3dddcpfcpUiKohjqknpEjiOJEiVaFBMpUmjAtqDA3kCgHNuw5EghICAIiCRKgCBOLBtELCRCjMjKQzYBC3bEIMoDMCFTisSIciRuxFjikhT37O49rznz6JnKH93VXd3Tj+ru6p7prvoAu/fMTE93fae6q3/9+/3qV4yhMM8tbFNNQ0wcD8JZk8LvL+ZdFu1DuLdK6c3DFh6oAOF+A0SlZQ4/NHnYrdsHvIRA1uw4ZxhfbiQzNElCsn6KsVGH8OkjOFaFp72d2PxO6EvwiNUltY4YAGz9AWWnLcKTb1WjJ7xR+r99LEcsNzSJeFu5t0KcxFDnHjdw/WKSacTKV+x6ukAkzJrk5+fudsR/b76oczJZX5zByycApB1PLDKa1odps+5sxzde+XXgDPyHDzG8V8cQ46sP2E48P4Q/nHAPBd+OG1zJfJHQUyfmiGXc2GPlK0SP2Da6qXzLh4P1E4dCsr4deQ1FQ4wvJh+bTJDwiDnDIFk/CE0mcoEsy/K3WSYMsXDGbb8MMX+8Cs7JrEk+aYQeMSAz9JzFTmgy7QGOj1Vijlj1sV46R2zjBWkAkoZYXY+YWIiY51+Kv2c4azIvNMm97CVzxIraFQuRit7vIE+zbhSjBYwhliBcsy7rQp+d+lV+OWkeMbL8wXY4iuo+qTwReBFIMaRRcv+pOWJpHqFk/Z3SCE8oyffFEEPad+pcQKKHi8jXKzNrUlwwG4gMtDBkWz4MHD8O+Tl1adgDhMV588oo8NUVMjxnYY5YWENITNbnA5cVD3fy98Rj7cyalLnxOXEPTpirZkVh15Ewo7IsPEdMzE8jwoCvWSfmw+3kYCGarcl/B1swxNIMW74vbiCH7yU8YkTA5CQewhGNvIFgiI0DQ2y9jmazJXPEuEdsfh3V6hOYTCa+AcZYPEQcesT6NbRPJpNgjArekA1N8ocN2XIXScShK/W7ghEdPpQXGEc5SOVMcUPMFh7G87YFFBhifDzdRDMnS4cmg8+EsURKb1G7xLFLNJ7ZNprcYwyxbrHlNzvZGla8g4+CmZTcY3Z8N/CIZawdWAdeBNIeIDRYShoHy2WiSGmYfFyyjlgRhPRwXuxJMis0WcP9lChfsVwKi0yn5nrwATtxTHF2XNjehi5q20kPE3KIomVxcmZNbpNetWSOmGUJhUTF8hWJYzHm/yaAvFd34Pr5gvyY7jhYk1KRR4xsIaQXDb5hHTExNy1miCU8YtwAkglN8gk8YntDD+o20nT6IDLatht/HBA9Ytz4dafxOmI7Rm+yfMWu53G5XO562/hvqnq8OQCi8Ur4jWQ0Jq/f0h4x4T6Q9uAgeo4VeMR2xuU0xPzHwlmTikKT4uxTvnyYOE6FaQ9FHrG40SqlN7ddQc4r79ZkaNIWHloPmMNu3R7wF/3OyRFLwr0X/AQcjoAf/in//eE4e8maOnBvAK+sv01Jhi9gvU6ss8ZnyYUGR/A+N0wqtz+4+HacXgQ/NLnNeYIsryvaf9wjtl6v80OT4faIH1N0yQPNGmKh5yXDoxF6xOzsJ3wisKSRlpw1GQtNBoZY0hvEvxurnyYxXHzwx/zlSPgxf+ivA3efQuqsySo3LNsSQpP8vCFsuREjludITdbnoclgFhlfHBv8J0jp22GwTFFsVilFNyaQX+Po3lP+NquF7/UbzwRjaYwwl4WHJtfLqB07yfqOn9awuIkbWgHr9dpvtz2Iz1juqSG2Xq/jmrYJr28WtnD9hmFbWQTvCpDxcGSFdlh0fVS/re6My6nNEsaBIk9XmKxf3UsHQHjwYLyhiTGGP9wV5YjFQ5NSeovaFfOIJVJsyIryQg+Yw27dPuBPv2XCYmJNIyBYxoiCKtqJ5VhUwMsSiHXESg68lJYTJBocnNCIqhoiRLZna4t0w0aFR4wCD1/w2xAJfZSVBxQmpydCUGFl7obhYfGkd0psy2Yd1ZhKC2HyRF4xbGmlhAn5E2zMI5ZiiJUNTU5PAgOB54gFx4sl6xeUr8iDh2UTHjHfKBP62HaiZZ1EzwYflMNcObt41uTk2C83Eft9hAT72G8d3PBGM98Y4/lb7jjqr/EsWOJoJdy8EqFJd+LPrFzdps60JiLfyHMG8Rpj/KbUM0OM+PnJxwXGPccFXxTLV2SFnjMPioQhlvZwBETnQfDb29XH+p1xOX2jKPRdaIglvOJVCeuI8TIw68R5b0X/Ze4j4UWGpN6idiXHLf6AJJauOfDrwdQRS+AMh+U8YsCuS/b4LqLK+ivEbhAqsG0htFQtR2w2S5SbSM6SiydH1Gis4CqOvU3RBZmZrF/D+5RI1p/NZsAmcIOnDqh2eji67dBkmHuRFj4dBPlRtlCBP9EWy4Ij3hT4foPPohu1Ff1GmTMwg77jNyMZw4ks3/gI90WRwcOPExpiFX5Hfq7ElmwhDMfjyMACIo8YWfG+5cYgn6kohmvTDFvAN5ySE2Is/uCSnE3pRN9xp1F7T+7720xPfCPNEwq6xgyM4Bo8PQOuH/v9PNo1xGazmR+ydIbx0CXv0wO/8ZRlNpsBl3zNTuGcLRqbkmtNlvpdEmNXnkcMwv6LSkrksDMupzZL8HIVlq8I2lx3FYVkZICn3CRnKxeFJhMFXaX05sEfqGKT5oKcXl6iRuccMSL6T4jo/yGizxHRrxDRqfDZzxDRy0T0+0T0wabaUIVNGJrk4RoJ/o2/Hk+YnRz7CbmhR6zkk1gRYmgS2PXiSLATm+cncBiCC94Pb8IV28pvMjsXAr9A0p6i+ABYwwuVmCq9XC6jQSLNTZ818UF8igPqeemKsBxhOY4Mz8z8qiA0aWGbTOQXk/XDgYviocmMfcW0yz6ti3Wt+HkayxGrY4jxPkzmiLEoDMk/95bRdsnQpBOEBJ96i5/bJRSH3WFyvPsZr1OX9Ezy449m/s2Phw2nR/533DEwmQmV9R3hdxa8BaOjyAPh7IYm/RyxkX+MtByxns2a9HM8KfE7SXj+wrUmK3hFpDxigrHGx7Ia0Q+pnCm+/6KcLHHbosKvRYTjIF82KBGalMoR24061M8R4w+X4jEAvPHVqH2a54j9GoB3McbeDeAPAPwMABDROwF8FMDXA/heAD9PVGOaiWK2jPJnTaaRtdbiwI3qT6m0yPmNrYZHbLVaxd/I9IjVDE0C6WG90COWMnARCXkXdTxi/EnY8vXy45ymLG0ibp8bmmzQ2+AMdgc4kelJEJp0curcCXXEkl4a/gTNQ+mhty8lRwyI+ijpYcvDduK18qbHvrHDQ5MIDDWiauES0RATPGK+IWbFtS758j9WvHxFuB0B7/5XgadeEAb0PENM9IgJ14v424ShyUk0cced+DMq3/dB/5g8NMlnvnEDI/T0BPk2x2f+w9xod5btarXy9+0kcsR4mYcD9wCUZWe8kjWskp6csh4xxvJTGsRZk+FqDdVvqzs607BKGGL8mq7rEQvzu3hoskZBVyHfVEpvHjs5YsGY9fqfIJwIo7NHjDH2PzPG+Jz/zwB4GPz9EQC/xBhbMsa+COBlAO9vqh2l4dPsy8aVswyxJspX8EWRbQdiHlQtwjBVRkHXygRPjGlhr+12N78uPC5L/570YUXDkidyBxdt2qDEPRzJCQJpyfpNeRucwW69KhG+6G3empREoGQ+TLiskR0NTrEcsaywjeAllU10dsfAs2+PvxdODBBqeA3cyMApQ4ZHLNQWanX8pHl7kPCICYaOGKLl50aayGmKISaeX8lcGQqMLWfgG1I/8lP+v+/8Nn/3o8AjxhOuRY+Y6CW++2SwgHrGahzDUVBAN5msX88rc7CI3qcy5SvE8Hupa5ePXfw8k/CI8fO7SURPt0xokqz0h88yhJ7FQOsmkUIhji2ZbbGEMVbR+cknu4ieOcaAdbASg5UVkTks2soR+7cA/P3g72fgG2acLwXvxSCilwC8BAAPHz7EYrHAarUKLejpdArP80LX5nQ6xXa7xe2tn0fA65PM53MAwHg8hmVZuLm5AQC4rgvHccLXw+EQnudhA2DjrbH1NsCG4fK118AYw2AwgOu6mM/n2G63cBwHo9HIf31xCYttMVkssFgs4HkeLMvChFlwvRWYPcQbizVmyyWWy2WoYTabVdJkbxgAC9u1B3fL4HkbLJYe6OpqR9NwOMT19XX42nVdXF9fY7Va4eLiIqbpDMB2s4EF4PFihe3rr2O2WoG2DBePL2FtbUwmEyyXS6zXaxARZrNZrqa7YMAWuFqusT4/DzW5my1ubhc4Jgu36w3m5+dhPzmrFazA8Fmtt7Bub6U0xfrp5hp3GQPbbrEkG57n4fzxBSbf+AFYqw0Wjx9H/TSZgDwP6/UaDtvAHk1we3mJ1WoF6/oCd7ZbXN3eYnV+jruMYbnZwru6UnruDYdDvz83a9+7s1rh+noe08QGE4wBrGHB2W6x2DDcnL8GazDAZDLBYrHAyPNgb7fwANxcXmHNGEaLFWYALlcAvDkmsODZQ6xv5phut7i4usYJgJvlCsugH6bTKUZEeH2+Ajt/FfeIcOttY/0ko4n30/FmC2ezgWcRLi8uMfmmD8EajDF//fXd62m7Dfsldj1NJmDLJcYArjbAeLOBA+C1hQebMTCycLX0sDo/xzEDnNUtVmTDZsDN7RLu7S2s27lvU3tb2AC821vMb9e4S4TNlsFbLHBzeRXTtPSAUwDzDYO1WOD6+hrjxQKO58FarsC2DJePLzEg/1x0ycLjwRHo+gaj8RZzj7C9uoVFDBPHw2q9xWS1hLXdYMUsePM53O0Gl48vMXNnGBLhtfka49k9jJ0/wjUNsRL6xfM8rFYrzDcMQ2eI5XKN2+Dz0y0DY8DFa+eAZZfup8zrKW3cy+mnMmOEzLhn2zZef/0xTrYMi8US7mqFxXqLxfl5rib3Zo7RxgN5K6y9LW5efx2D8URK0xAMy/UGIxAIwOV6g9X5eUzT9vISU28LGyx4niG8MV9ientb6f60Wq1wXqCJbh7jHoAt2Xjjag5G55n9dHtxgRPbwePb1e79qUQ/TZdrONsNyPPgALi6XWIKwu1iidvzc8w8D7ZtY317i3lw/STPvaP1GtZmgwFjOL9dYXh5icFggPPg3K1y7k09Dw4jvHF9C+v113HCgNUbr4L+6AsYEIFAsAC8sdhgc35e+Z5bdizn15MstQwxIvo0gCdTPvo4Y+wfBtt8HIAH4O/xr6VsvxO7Yox9EsAnAeDRo0dsNBphNNrNlTg6Ooq9nk7jbvxkwbjxeJz5+urqCht3BJttYFsMcGzcu3cvtn2yDaPRCGCLIKk20UbGgNEMtFnj3pNPA64L13Vz9yejCeMJsLgCJlOAgKFFGI6GQPC9pMbkMVzXxeXlJY6Pj+OfE4UG0Kk7AO7eBb7qALaFszsnwMndzP1lHi9wFZ+4Q+DsLHrfsXEy9J+gJu4QE/Ezd+Q/yQAYDB1gPJbSlPY5ETA6uYfJZOLr/eYPAY6N0ekp4l8Yw8UGIN/TMgh+G4z8ZN9jd+C3nzGMBzZwdKT03AMAzI6A7Qa2bQOjEdyjRP2oM/9SGwwGANtiPLAxvn8WPhWPRiPAHWHDtrAtGyenJ77nKNByPB4Alr+AtDMaYxQsGn9n5IfvjkYjHIn9QIR7o+A8INrtJwlNYT+5I4BtMXRsnN05Bd77HcDiBqO7d9O3z3iNqZ/cezQahSG5e5MhbtkYZFk4noz9fnJHwBsLjFwXGAxw6vrnERzLr0Y+mQHzSwyPjjB57gXAdmDZNgaTCcbHcY/p+EnfmT8ZOtE1Pp0Br5M/Q86xcXb3FDgOPJbH93Dn7Angjr+o9uj4yPcAuhPAdjA6PvVnQ1o2RsMBcHQMgOHe0SSYZWrj7GgCPPd24CtfwPHRzE/eF2CMYXJ8Clx8Fc5shin3lgbh7bOz+zFPs3Q/BRSNU2Vf1x33PM/D8Z27AAFTdwDYFmbuADPhfEzV9NXgOrcsOAMH47Oz0CNeeK6RhbEdeOw3wHFiDHNdFzg99eNKW8CyfU/m2dHUP9cKNAG7Y8R6vQ7H5UxNI/+2bdkO7t09jZ0bO5runQEDF3dPjnbvTynbZ/bTdApcX4R37yPb92pNx2NMz878CSVsi8F0ikki4hBqGI3D759NR8DxMS4vL3GWGFNKnXs3r/r3p6eeAe7cBWwb49tL4Cu/7882Dq6BO5Oo75q2I7KOkUctQ4wx9oG8z4noRwF8P4DvYixMsvkSAKE0PR4C+HKddqhkyyAsSyTpzhyOdss+AP73n3gO+PIXVDYxqqovJq/WzREDECY2AojbxipCk2nHyki45TlitYvJkh/+cseRXktwp4vYYmgykSMWW3Gg6WT9nMr6x8FDAQ9NZlXfTxa75CEDsYYYD+dlla8AonyLqlXJRcQK1zw/rEqRSTEZP2xPRrL+auEba1wnENU/evgi8NqX/d/j7pMIy1+kMTnafS8541T87p/7WeD8leh1YIDhyDfMwmt2vQhmQDtR2CecaGEB7/hWP88t5XdarVbA170vaIsQnrIsYHvYYZgqrFYrwKboOpRNwE6uHlEGAsBn1gLp3w/fY0JYuPrvL5UzVWbW5OwU+PCP1w+XiikaROk5YqwgjzRMnI+2q50jZjvwZ0cKfcSXYHInCK/LAw9NNpZIQETfC+DfBfADjLG58NGnAHyUiFwieh7AiwB+o6l2lIVZdlBHrMQN9+gucHKW/tlTz1fITSiA54fxKfjKEsjJ125ZQq5+YERVztWijN8yuGDSDKMw76KmLrKCKu/CE1pssejEtmn1wsKE9uD9pstXJBPtRfg5JtYFS/6ufHKBeM6F5RlsIck9xRBLwmuxbRM5Z1UQZ02CfOPm+G7h19LbhOhBBAiMSiHXCwiKHW+D9TZFQ2zp9+HXvQ946q3xG0lWv45TDLFwVm5KGRGiaPUAwDf0TuKeRsxO/O/zmmvbTfSfFewvXKUg4yb65FuA+w93DbEe1hHzCTQxyBtWSQOibN6vWMg4sxA0iyYWtZGfl0yQL+L4TIEhJhi0trNriPHllvJ+X/Hh21J0fu7UEbMiZ4J4HRx4zmSTrfsvARwB+DUi+m0i+jsAwBj7PIBfBvB7AP4xgI8xxjbZu2mXgetGSxypGMyefsGfZq48WT+YDcZQKYF8J9wJ+PvjixVDoQeo7KxJ/p26ifE8aXo4ivTefRI4fWJ325jBlfAmbbkxAjTqEXOCJauyBo3j4GYelqNI82JZsMLfNXiPe8Qs218n9c1f739mWb62TfwpNdqX6HGteXMXk/WJ/JmA3ENUdj9A3CNGBHc0jiYBAJHx7QyjmyUgrHSR0BPOvkrR6Ax2p//HvIXJ3yZhiKUxC7STjXCN0dAotiLDcnqSOrt0Op0GBqgTv8nytvSsJYCYAAAgAElEQVTMEPP1AuEDWhlDbBuUXSjtYE8YYlnXpZiAnjQMSpI6LieJzZqUuIWrMA55LT629c/X5Ioxlu2H/PO0c2NOGGuk9OZxfAa8+Z1COwRDDBD67rCvh8aS9RljL+R89gkAn2jq2HXY8hCH56npvNMHwDd9T/39iNiDKDyZKJAni+d5u29agUdMvGjDwaumR2ynfcLTUVpIDIi8cVUhyy8bMBhGerOeDMOZdRmzJsWln5p6ugoXys64kc6CfJe8m7zo/heLLfIb+8kZ8LZHiHnEMquUc0NMQWhS9IjV3Q8QzRgGACL481ccwRALtnOGkZcQCAosw39PLLNh2cgt0zJK/Oa8Gv4m5bc5vpf+8CFyfA/4yh/6Ny/HiWZqi6FJAHjTO+KzIgM8z/PzkOxBwiNWcDPsKJ7nRQ+eQGQAFyF6xKyyXt3E2JXlEQv/Ds6DGt6n1HE565iWDakFxoPctVqI9RTDFUCEsft9HwK+8v8WeMSsnTFASm8ek6P4/VVMrxGvS409Yp1ks9kEFn9QEb8u41l+/kkVeO2g2HTgcvtPLaQnesSSdbNqNT/DI5Z5YybhO3Vu2pZvvAzc4sKBvHzFTmgyeIrbpOXOKUY0xNJwx34YnBfwTPvtwgr2wiApLnDNt+FPpVxblkcMig2xujWuYoZY5BFbb7bxcCVPGHYS5StuHgceagt47l3RfvlvlMX4aLdwqljQVdQ0SFS7T+P0gb+P8VGUIxaGJoW+SzHCAOH6ff5d8dCl46R60LpObNHvWCHdAsIcz/JFr0MPXFH5ipjXuJ5HrFRB16w0iyT3ngGO7hVvl4eYEymGJvlvev+ZqMxLFmFoMrpeahd05W0TDa6NaIgVeDMPhMNu3b5wHN8Q29a01gE/tOCOS48BuXzz9wNv+cboIlRV28oJDFDx4mZ1DSLKbl+YL5B4qiOKQq51btrjo6goZhF8ceBkW8UbLhS0KQ9uPOTlFP7wT8YNsSRhyFf4XPSIAUKyvpXwoKXtq2oNpgRi7lotQ0y4Ce3kiAmGWCw0KeSIXb3ue7fSDNhUr2DAO77FX6aIEz4EVfxtTu77x+Q5jNuN74XPuiaySNYY+9aPAM+/u1xbugIfFwB5w2onR6zUAREWdOXnWFqbBM9s3dCkXLOE61rmWIOhmkW/+QoFaTli3MOeB3/wQ8pDXx12csS86H1HzKc9XA67dXtgMBj44Y31Kl6xuiruJEj2VXhxTo6CqcCW8DRWbv+psfl7zyBcTFbVrElCeoiRP6mmDVzh4FbTwPzzP+snhFt2cS4Cbw+28UPypyoxkb+pgdYWBo2sQwzG0YCXNrjwHAnxM76MDq/QLhoOKeGCkNjTvsLQZF2DDogq5gMAWRg+9Rzw5PPRvvlvORwJfQvg5iL4HVIMsby2PfpgNGsViAze0PtYcii980Q0680JcsS23q5HLIPM83l2ml0AtsP4ermHtmyOmLjEUYlzLxy7KNvTxa+R2KzJ6rdVqZwpMVTaVhg6fFANcsTSZk0W5UXS7thUO0eM7zdMwyDBI5aYTXnAGEMsAeMzmfiAWBfLAk7vqz0R+MAQmzVZbhfbtHIbD94U7F/Mxag5azJsWJpHLKuKPMWPXRXL8auYI0Nv7JCCUZs2E5FtWjDEeEJ4zg1jPBFWBki7MVhBqpPwGV8knudPDdy40bfJCBmGv8k2/fMyxJL1a1xX3Ah1hIXFibC5+3RQuT54zwlCl8lZk/PLwCOW2C/3sGVptBMhP3EliipG6hPPAfeejq5jxqJlj4gKw4uZ5zNR6pJIXWe7FR+QhHB5EWJIrTSB4cfHqMwcscSsyRr3jcJxChC8wgXhdJWIy+llzZp88zvz9xF66yOPmJTeIu49LZSYCYy9cBlAY4h1Es/zAkPMA6anxV+Q4ekXollSKgif0KwohFfSYuGVg2PcDwwxnogMoLZXij8xphlb2/hFKX5U1dO3w9g3xFL1iojroCXhT3Jhe5r2iOXc2E8fRLMN07YJBx7RIxYk9fLtH74tSj63Ald+mq5YjljNp29VyfrhTVEMTVp+/4rnkjUIlhhy4zeRxQ3gZnjE8vp1fOTPOBXbIXpmymo6OQPe+z3Rd/nvs174l1yBMZV5PlsSN8QO4vevkOtXtnxFpUW/+djFPV0ZoTcxTzdtPCtB4TgFCF6egnIRKuHnZ5gjtkbuA2PqPsT0BP8tKb1F8OXEwmNs/OtrMov6zIQmO8hoCjz37mhtv7qoiNHHICHnR0GZB86D4EYjxvqLZn/JkFm+Is8jpiBZf3Lkh4BkEMtX7OQPWfHwhqoaOGltAIpv7CRsl7cP8b2sfBKy0mf+8X2ExgZQqy/CSQQKPGu243u8whufEB7hu7Ydf3AeulFo8vqx73UcuLtei0KPmB1PRg7DthWNVKIovYAff+MBN5eoMvlGHwLvU3J2dxb8vNtW9OoyRCHArOsn/Jv2kCPWpkcsmSNW0rtNOQ/fqiDyDbH7zwLv/e7OeMT6N72mJoPBAPgzLwF/8JuH23n8CVp80i/Z1OSSDQCAs4e+4WI5idBkjZtnmO+VcpPf8hyxpEeM1CTrC16FVL2xY1rCgJ3ymZjI33iOWMH+hZCc1Gf3ngZefC9STxLRI5aZI6bCI8b7WIEhZjlCjpi/v8lkAlwK55ITbOO40c348jU/j2WQMqPRLuld4GkB4flSQdNoFh2Texne+JPg6T5/f4Xnc8+YTCYAWyNccSOsd1hA0iNWpo+TobTcHDEInrPqRoZ0vxLFZwk3jZhrFyyjVf73DFI8hO8pP4/FPDRxVumh3ssDjEcsjfGstNe1VSwLeP4bIiNHLDpYh9kJ8C//YLxGk4pyDWmGYuzpKCMk5r+of3wZwtBkymysMNm7rdBkQV+KRk2StOnakyPg7e/P8KBZwnJJyX4QPK61PVnigFhzP44TJc6LT9dHd6IJNvYg7v1iLDLE0pLZZUsBcPhNOqsWngyTIyGkEoR+/vC3gQdvPvgbx34QxoUq5StK/6ZiaDLDixMzxCgyAJqGP4y3dZ6Is8qdoZ/PWMUQ49dLU2MoUWCkW8IqIoBUvbU9YgyxBGu+Fh1jqLQWXlsMR5HnqEIog68mH8OygXtPxa+R0A6reuFQunEDMTSZPA2Dbesm6wuk6o0dUjS2kp/x6txd8IhlPAFmPtHn5W6Jocma4QTRQKwdmhxEM0GDds/nc3+5H16qhIcmR5PAw7v1S1e443g9MHG/pcIsNZP1AeCpt0RFem0HWMyBP/n//ET+gv0Vns89Yz6fR9cl/91lDOfYyhgVwsd8rck8jxgEj5hlCZNpyiPfryRf4kQFoUeM+XX4Khliuw/fys/j0MNv+dd6WDvxsB9sDtjS2CO8E8Xk3ENE9IipslgevNm/0akq6Co+MSbfz6ysjygBti1iyfoZHrE2k/XzyJuSnVXA0M5IRg/LXeSFJhUYoLL5b0Uc3fUnv4T7ydifmKjP+/bmsW+EpRliZT1i4fki6ZkpwnaA17/i1xcbumjNE9wlaifrVzgmv+Ytypg1mXgYthr09sSOa7VviPHfceAC3rL8WMjDhk0+zPJjWJZ/L+Me8gNP1jeGWAKH55bce6baWnitQpVzqcbjjFpD0+P4E50qIy9tF5meFtEjpuaCzdTLieXbJQ0xMZEfzY2zaYn2qdvlGGL8yS/Nq5cZmsyosSSGa1WEFLPaXIajO8C3fjieQE2027/OMKqgz/tvtfANnrR6R8+8ANzeyLeDG6l1QpMithO0L8gPK5jcU3g+94xIrxCaLJMjVtUjxlhwnCwDi3vEgnNRnDBSAel+5cdqi5hHzI2HbKX3Ye3k6ik/j8UH/KO7gkfMGGKdgoj8JO+3fuO+m1JM6BYvb7BYuSem4G7nL6uOLmG7UkJl/Mkl2ZbQi6bO05evN2hPmJC/82WhoGsLHrGi/ed6xDKma0+O0pPUeWgSKV7PWLL+gXjE+L5INMSs3f5957dFq0RYNuBtgNXSN3TSCjW/57uAL35Ovg3J0GTdc8J2gPXSb+vR3cLyFYXnc8+wLAugbfTg2VaOWKwsRYYHmjGAhDIXNc4F6X7lyfptYdsIaynycaRqaFLwGio/j8PyNXbkoaxbu7AFDrt1e2C9Xu+7CfLEQkfluLnJefoP3e1Q4BHL+C5Pdk4NTXKPWM1DC+TqBVLCj+JnNWZelUE2WT/XEKP0z86e2V24GoiHJtOWmoIir0+oSYHREs5Oi/pip3+Hrr/gexia3PqGjj1Iz+EpmwPHDXfZEFkR9sD3iDkD4Om3FG5eeD73DF8v/525IVYyR6xsPxEiz49lAZOUtRTD9BD45Y5O79e66Uv36z5Ck3zWZLiOahVDLF6ySPl5vLOMm41Gx2xFGI9Y58kIp6nYr/hv1f2HDrGU72fWlRI8fW3lyoT5JxkesbR1KFUjmyOWVrRV5rPUfdnRkiA7A7uQN6fUI1Z9NwD8CSVDXoMrp10874vfRLyV/zSfaYiVDbOIyfqVlEQ4gSE2moarQRgSiEZPmWT9cFWMCh6x0BCz02dD8odhYv4ki+O77QxZrYcmnWgMFD1iZXPEmn6YTT6ICl7zQ+awW7cH7DbdvXURK+uXPLFdNyVMJe6Xw1Az9FIQmkxzG4d2mDoDM1cvkChfkYDPmuQzKhv3iBWFJjN+U6B8LpaYt5EVIlaZI6YimXki5DEGA21q/9qOfwMRlxByhsJSUiIVPGKx0jEqQpOBR0zCwCg8n3tGqJc/J4VlEAqwxGu3gkdMTMLP80DHvlT9XJDuV8sGpkfF26lCTM+oHJq0dh6+lZ/HyclKPI3hwEP5xiOWoFO5F3ygqOA5cpycrucuefD9l959fF9p3ycgrNKc5RFTUdU/IFcvkEjIT4Ymkx6xhgwx2WR9qVmTsoaYmCOWY4jVnjWpKFlfJAxxUHr/vunt8cr6PFk/bds0QzT32BR5xFTMAnMGQQ6bs9sPaZsXnc89w3H47xKMd9IeMSFHrHSyvuV7i8cz3wObuo2QHsI9LzXOBel+JQLslFzHprCd6HcMZx1XCE0m1ppUfh6LBhggTOo57Pv6YbduD3QrRywROipBYY4YR1mOWNIjRjlrTVIUJlR04y7MRchN1k/miClp0i624OXJI8+oySpfkbkvXkcM2BHGl9BSsTRRWFBRYVhCSKJO7V9+w+AeMW8ZLQacxHb8lSVkEReTVhFqsQe+R8yW84hpmSPGHxDF2apFJGc8l4b5Htg/9UMZfZwyrtU4F6T79cGb/bUU2yI5axJA6WuZe9WE30z5eZzqEWswFKoIY4h1GsFzpPRE47FB4WXdWZOUMHDyQpNh+Yoaxy2LZcWLtsY+44MQQg9MI4ShyYLtqiTrZ2EFT/1pB40Z+jWT9UXjUZkhVpAjFh6bhyaX2VXPLctPtC5z7Mqz8VLgOWKOnEdMT8QHxBIeMSL/2i7dTxQ9mGWFn8WHxtCr3MKY9ZGfaDeXMPScIwr5E8qdq7ljviJ4+Z5Y0r6ZNdk5upUjRgiLCZa8+IfDHLe20lmT4U5338qdNanWI5arF4jCHmlPzuKi32H7GsAWvEZ5xGYgZnxWJjS5WafXP2oiR0xpaBJhu3L7l1fbXi3TS1dUOnbCI1YXZ+AvpCzpESs8n3vGcDiMxoUyHjEgMgCq1hELPa8Z+2YsGoIlc/yyKNWvbd6rQs958FsMKqweEAtN+m8pP493IgKR1/yQMYZYgs4ZYhU9YsUXgKpZkxnfE0OTqUniEDxQ9SnUy0MYaUZtMn+sqYvakjTEcgu6VjDEQk9RhkGsso6YSm9B6BErerAQZk0qM8RImDWpYBi1haWZJGbDaWmIAdGDZ2lDzKt4/gbjX1a/EN8mGDee+/paSxxJ9ysBra6faAezq/mD8yAI+1dZFkxIR1FviCU9YiY02UlWq9W+myBPaLCUN8Sur6/z98upbQzxUFnS2LKihNvU/WeUkqhIrl4gUbQ1gbjgbZNhB6J0z1TaduK/qZ+VyBHzVulP10mvT60csZK5a1L75E/WlN+/tu17m7x1rZtkjJ1VB2rCk5Yl21d4PveM6+vruNdaNjQJRLXyqnrEQMCTz2fUEbPiY0bNc0G6XwcjfxJBW8Q8YlaQJ5bhJcxCHLeCv5Wfxzs5Yjw0ediGmF5Tb3pHgzliyVmTTZCbrI8GdOWQN/FhZwp8g22SubnkGTVVQpPeOnpyjO2L4r+JCo+Y6vNUZpDlOX6bdfrqApUOHeSIVbnBp8ENsKwcNgOiZH0EY4ekRyjMTaoamkR2GDAWlSi3+1pMj/3/2sIKHmYQRDCGo/SxO4/Y2NTQj5X0iCUKPx8qxiOWoHOhyYpLARXmiHHCZNW6ocm0m3xWxfZgcFNoBBaHJi0hNJn8TJg1qXLWX2o7Mhbnjm3DB5mUz6p4xNarjGKVgtenbtmORnLEovyP3P4dTfzwq+dl1BCrcmzFOWK8XZLt0zM0yX/n4HeXLWgaW0+1LEVjKwlDRv3z4GD7NZkjFhpiJTQnjSM0oDdZ0Nok63eTzhliQCXPkXQhvbpeqawwGln+E1Zagc8aurIo1Csm3SbhhtjFa80/XaV5ppKoTNa3bb+sQ6pHTJzAUHfWZAMeMcHIz+3fyQmwuPZnVKmqW8RLe7ASuUp58Nw1yfZpWdCV9zefOCMdmhRLtJRBjAxkbSJ4xBRwsP1q2/EZj+6kmoeR/xv83VhBV+MR6zbdqiOWCB2VoDBHbCc0WfdEThmotptoGnTm8dVcQMU5YnbkXUwekoe23vhq8xe0TGgqLzRZKVl/7ffDzmfUQI5YMx6x3P6dHAG3175G5cn6CmdNAtIeMT1zxBIPaG3liOX1rxiVUHAeHGy/xpYoI8AdlQ8xJmcyookcsUREIEzWP2xT57BbtweYwmruzSM+jZUbBPJ1poUmy7YtucsUr1eWR0w8tqIbd2G/xqrnJy4LnqzvBUZ6k8aYPciu4s3JLehaITQJ5mtMq+cmJqTX8og1laxPwPgov38nx74hZjvqkvXFHLE9GGLdGqfqE9MbemYkoxe24481VXPEirYBlGVRHGy/8ge1MDQ5lptYJJKSI6Zcb5gjJlbWP/xkfWOIJejWEkfVn8YGeXVgiABsE6/r5oilvL/xspPEFS/6nasXiEKTafASD6+9Uu+3kMGyi+sDZYV7gfywZdbxgGiB7NhnQfjt4tX6uhtb4sgGLCu/f6cnQSjLVucRC2dNKnpY4O2SzJkpPJ97RqiXKDLELMnf3R5EieZlkPKIWdEYrGBcONh+tRJG1GiWXvImj5TQpHK9Sc97uMTRYRtiZopOgk6t4dZkjpiygq6U+Je/pJzyFdVDrlnIL/qdNmvSAV75AnD1mj9tvFGPmEQdKdVrTfLjppUYYUxNblxTOWLBDSK3f4cj//iWXa0QZdaxVZav4CFpyfUDDzaXqCFierdBfpisR8wZAPOadcRyN1EUNcAB92syNPmtHwZe/p1y+xC99SRx3VYhPIYd/dv0w7MCOuT+aYfO5YgBlRKG5/N58X79nSOqYF6Dna8LHrGsbRXW7crVC+SHISwbWN36swubfrJyBsV5YlaO1yvPW5a3r7SK7mEeVOBNOLQcMaFqduH57I59T6OjqnyFLRjuKpL1B4HHTs5QLDyfe0akl/waYmTJV5avGpoMk/ULPGIV00PSONh+FRfPJsuvYeaWfCiNLXPm/6lcbzJZvyOhyQ65f9rhYGP0eVTwHG232+wPRaOEAbUGmMzQpJBMmfZZ3bIZCXL1hscMylckj2nb/vI4beSI/ZmX/DUH88gzasrmYvHfP80A4P3gefUHs0Yq60dPuoX9607830ZZjlj1tIBU7IFcfmBAod6eEeolxAuLyuAM/RpylUOTEtso4qD7NZyBiMDDXHJMEMet4G/lepM5suGEnsP2OR126/ZAp3LEgN0TT5LiEKwwa7JWZDIrNBn8mxqGU2/oFOrlv19W+Yr1Aq0UdD25L5EjJpOsXzI0mWag8HDt1gOvYF+ZRpL1rbA/Cvt3PAvyERUdPyxfochr6zj+f9MTyc31eoaO9AopDbJjtTMIZrdWOXKRR4zS/67IQfcrn1hFln8tjY/KfT9lbFKul+/b7lb5igPu9f1w0BdCKoQqT+Wj0Shnl7SbI6Y6NCkmU6Ztq9gjlquXHydvrcn1Mmpck9c0EQpzX3JnTZY0eOw8jxgBX/wcML8CHrypnhHTSI4Ywif0wv4dzXzPnqoHLbHYrSqPmDOUriNWqLdnhHrFZH3Z3z2coFHRI1a0DaDMID/ofhXXbSTy19Usg/hQHowlyvV2dImjjrl/mqdTOWJA5KEpeZ7lx+YD404JWR6xnNAkSCiZoOYULc4RE8Ohic/ENtb1DBUiYfTmeUHL5mJRQWjy4hy4fqPcPlOP00CO2JPPA+/6dgAS/Ts9zijRURFuuKvKEbOdIE9PLu/pYHOJGiKmd7OJbrAyOMKMy1Lw0KTE9ciqetziHHS/Ch7oat/nD2NWuIvGcsRs8ViWuhU1GsIYYgk6mSNGhLJdWZgjxmmqsn64GHhajpiQJKvovl2YiyDOmkweNBkqbPLpSsb4zPu8bGgy9IilJLETCZ7AEvtMowmP2GgKPPt2AFTcv5PjICFeYWhS5czep94KvOc7pI2Lg84laoBIL0XGb5nQJFC+n6jEA6mi+8ZB96voEauCODY1niMm1BGzLGB4oLNRA7oWh2scOnAX5g5lb7wB+blwgktecYX76BA8NJlliCkoIipQmPuXN+jG2tjw+TEcFecJNVW+Im1f243wWkWOmOrfj4LdF/Tvi4/Uea8A9aHJoQs8/YK0cdG5XNaahHoJQtmbEsn64ZdLID4QqthOgoPu17pV6mOGmOR1W/UYYQHaEufJHjGGWIKDLaiXCT/xyg0Ck8mkcJc+NQeYzGT9HENMfOpVdOPO1cvbk7nEkRPfrklj3R37/+WRl/heZdakZfsLY2ftK0SBIabaCW/5/TGZFPxmT7zZL8irPEdMXa271FpuGRSezz0j1Bs+pFUwxEpHJvk4VLhhUFKj5P5TOOh+DZP163wfsfCmcr1haFIYB/NWbzkQDt9UbBnP8/bdhHKENVnKnWiLRU6JBNE7JDUQ5UGxf+LHQPoMQRK3UXMB5eoFhBur2ICAWBvV1TarjOpZk7bjF6rNOg6A2mUaSPBoKMXfYWH/2nYpQ6cQ1aFJIH11gwwK9faMSC+1l6wPyHvEqu4/wUH3K591XNkjligpgQb0EsVnR89O/LSEw7bDjEcsyUHH6NPgRljJiyPf4KTErElUP5EzByluMKS1W/iOoptcoYFdtMRRtOH+L+o8Y6tsaJIbKFmhybTjVkGcbdUAhf3LNSrziJHaZH3AD0tLLsHUuQfGmsT0biqUrwDKn3vSOWLV0kPSOOh+DT1idXPEIiNauV5uKPIx+7l3+YW49z5o52MMsQSdyxGrOAjkxuZ3BqA6v0nGd3PLV4hetBZzxDJDkzyhvcaTtUqkKuuXCE1mGSgxg0+B5iamkQfGXWH/Wo5aj1hYUV1RjhgAPP1W6U0POpeoASwxrBV6xCR/gwEPTZaOTcrPmqy0/10Oul8tu14uXIpHrJEcsaSR3nQ6iQIOuNf3Q+dyxCp6GvJj88K+6oYmY2FG8f2c0KT4ZUXXT3GOGL+xBscV4YbYaHIYF7VMsr7sABcaYin9wPcxmiGs2VUHstRVRQn3KZlrYucYnJWOmzPLtgUOOpeoASK9gSeyTFX3JuuIVdhtHgfdr7VnTYoPkE3liFHcI5Y43qFiDLEEB+0aTqXahbFcLrM/JCE0GeZE1XRHZ71v5YTEFOaI5eoFopyfNEuB37zdqZK21EblEkc8ZJcXmpydqPEkWQ0YsSf3geFYon9tv5aQ8hwxhR6xEhTq7RmhXqKgSj6VCE1W9YgBciuLqMsRO+h+VVq+wv9buV6enL/jEVN7GNUYQyxB93LEqnnEcgvXEhAl69f9PTIGqWThvbSvAMpucoWFemM5P4lj8pAWX+R23x6x3Mr6VUOTKYYYP87sDpQ8VVIDs5dOzoDBUK5/n3y+eEF1WfjvvN2PIda5wtM1iendeOWWqxpUrCElXb5CXWmWg+5Xy0bVB3//+7uhSeV60zxiw1H6+HZAHHbr9kDncsS496pku/N1iqHJ8vtO3VVyF/x16o1RXc5FuEeZPI+8ZH0nWIJmtYRyY6IsMRd/xmelZk0OMgziYEB763v9tTbrym6wpo/UdXvngeqDRsZ7y3RunKpJqLdK+Yq6OWJltq/JQferbQNejTzPlIdE5Xq5p1Tc77Nfp/YYDdC4R4yIfpKIGBGdBa+JiP4mEb1MRJ8jovc23YYydC5HDKgUwpvNZvn7ixV0reMFyrLEeC5TWkhM+I6iCzVXLxANDmlPwJYVrAM4OIx0gzyvF1lg/KlQhvvP+v+l7ot8zSf3gON7qC28TF5PSQr7twnI8mfw7YG96N0jMb1thSZlk/AVntMH3a+1C7ruppwo18sN9GFBXcEDo1FDjIieBfDdAP5IePv7ALwY/PcSgL/dZBvKstnTwFqZiqHJ/Ni8uK+6yfp8MEt5n6yM3CRxAGwpR4wfM23NOMv2n6rdCQ7CEuM3oON7u5+FrnnJNj71PPDCv5QxazIwQK2MfioLH8gbYC+5NUR+Ic+SxZRVcNC5RA0Q6aV2k/Vlvqdw1uRB96vl1EvNED35wS7U54iRP1YND3jx9BSa9oj9ZwD+BuIZ0B8B8IvM5zMATonoqYbbIU3nDDFuGJS8OFarVc4uCVGOGD9GXZI5YsETbe6sSUWHRoFesU2pHjHbH8yHY3+bqjknqshbMD2s9VPi0s5aLoasKCRrO/VvNJYNTI7q7SMDqf5VTZg4LrdQt0r2onePhHrD8hUlcsTqLPot/FO4nQIOul9D47duaDLah3K9Ych632GLcjSWI0ZEPwDgFcbY7yTiwM8A+GPh9ZeC976S+P5L8M4qPeoAACAASURBVD1mePjwIRaLBVarVdhx0+kUnueFFvV0OsV2u8Xt7S2AaFosX919PB7Dsizc3NwAAFzXheM44evhcBju7/z8HMPhEK7r4vr6GowxDAYDuK6L+XyO7XYLx3EwGo3C15ZlYTKZYLFYwPO88PVyucR6vQYRYTabYblchhpms1ltTRMAWwBvXN3Cvbra0TQcDnF9fR2+5pouLi4yNWG1ggfC6vXXcbxZY+1tcfPaa5U03WEMNoDz2zVwfh5qosUCI7Kx8Bgwn+/00wgEBuBmsYZzeyulKa+frq6uACC3n47JwmazwXbDsLi8DDUcMwI5LlbMwmALbNYbeFdXSs+9UppsG6cAXr9dYHt+HtPEHl/ghAjLDcPy4kKun5ZbTFerHU2254EsBxeejcmWgNvbWpqOyMLFYg3v/Fz59XRxcaHkeiqj6R4I2Hh47AGbBjTljREXFxf7Off2NO4tFgucn5/jDmPYrNawADx+4wJYeIWaRssVZgAeL7xS557leRgCuFptMFgsMjXdAWADuFxtsDo/r3Xu8X49xH66Qxa2DLh4fAl4VP7cGw5xBODG2+D2/BzD0Qir1QrnwW+mQtPMW8MiwuOLS9DWbuSeW+Z6kqWWIUZEnwbwZMpHHwfw7wH4nrSvpby3kxHJGPskgE8CwKNHj9hoNPKNhARHR/En7Ok0XmIgWadkPB5nvr66usLR0RHOzs7C91w37v1ItqHs66L9ASU1kQUbwNnxBAi+l9SY1obpdBq+v9MG1/WfOu/eBSwbzsDGWPhNSmkKvDZnkyEg7AOTCWDbmIxGwGSyW0+GACILR2MXGI+lNOV9/tRTT8XeS+0nIjgEwLEwPD6OPrx7B1hcYXD+CvAnFjBygcmR0nOvtCYi3D2axX7T0WgEeDdgloXRwMboJL54eOb+vjYCxmPgKKHJdYHBEGcP7vu5UCn9VErTaILTk9PdNmdtL/Gaa5rNZmhjjIi1wbKA1QJ3zh40oinrc8DPZRXfb/Xcq/C67rhnWZb/HcuCbTHAtnF2dg8YRzlGmZo8/yHsdDws1U8Y+iHNo6EDpJxboaYgrH88GsTHuAJNwG4/PfPMM7HjHFQ/OQPYtoWzu3eA47vh26XOPSJMhwNM798HiDAcDtVqungFsB2c3Tn1c1sl9gc0OEZIUssQY4x9IO19IvoGAM8D4N6whwB+i4jeD98D9qyw+UMAX67TDpV0LjQZhhHLhyYzT5aYB7PmjLDMcEAQmnSyTkFS6l3O1Ssec7tFamhyPDuc8hUA8KF/25/tmIQsMBAodTH1DLJKAYihyftPVG8r59/8aeDmcf39pCDXv4ohy++DUfv15faid49EeoNrtEqOWOX5RkVfVBuaPNh+tR0AdSfcxHOaleudnqTnzh44jeSIMcb+b8bYA8bYc4yx5+AbX+9ljH0VwKcA/IVg9uS3ALhgjH0lb39t0j1DDJWMg/zYfMqsydqkrFto2el5TuCHVGf0SOUiWJSerA/47RzNstvbNm9+B1IbynPvju7ufpZF1rp9YbK+Is0q8swy2FuOmDtWV62/BAedS9QAUY4Yyi9xxHPEKifry2ynZhLPQferXbOgK7DzfeV6H7wJ+LZ/7TAelkuwjzpivwrgQwBeBjAH8GN7aEN/qFhHrHCfIU3NmrTyDTGFRpg8Gcn6gN/OF94LeOv0z9uGKP0xiieqljEOsjxiVjAxQZUhdijeRFUQdW52VucJJ0hUmTVZ+mCJf3Pa1KPTOpO6syaBesn+sjRYJqcpWjHEAq8Y/5sB+Fgbx61C9+qI8UGg3ImXjIEndxnNmqxbrDJjMCNke2IA4UJSc0Hl6g2PaWWvJOAEIaijO0raUxu+NmYSxwk8ACV+tyzvwnPvAha3ig2xZjyKUv2rGiJ/Ju0ePGJ70btHIr3BrElnUMIQqzimyw5BfPxVUMbkoPuVe8TqjMkJo7UZvS0Ye4oxlfUTdHKJI/FfSfLX1BQWZ65bviKzfQWhSf4dRU82UmuI8vIVaYd8+gW/lpjtHPY1fnQX8w/+RczK/G5PPe+H2JK86R3AxXlxiRFZxkc1vBP57GWNWMsGhi72cUJ0b03ceoR6CUGOWLDcjgxhLmXZh0pZSyxnpYuSHHS/co9YnQezREHYRvR20CNm1ppM0LkcsUTyoyz5i34D0aCVkTNVF35BZ+Z5qH2qkSocSEGOWNpx+TIpaQny+8AZRG1KsBhMUeq3mxxnnz9FxnIZBsPG6ojtpRCmZfsesUH74cmDLvzZAPGCrptyYx73iLklvS+yOWgKHxgPul/5eF0rNBn/fjN6u5cCYTxiXUdxCC++TzTnEaMgLJmXrN92ThE3xPIOaZd4Em+S05x1E1XmrKg0xPoGkb/agmvyxNqjQo4Yr7Ze1htbKjSJzt38S2MrMMTaCBvaeQ/4h4kxxBJ0LkcsKxm+gPzYPAmhyabKV8DPF8pL1leIXI5YTrJ+uKPT6jknLTEdKQyXDRTOmmyQ/eSIWb6Hr6Fwax4HnUvUAKFeXlmfryAhS5UZu9JLHKmr5H7Q/apiibLEw3Ujep9+QV06RUsYQywBq52c3jbVkvVzc+HEJY7A1Dzp7XjEgtBk1gXDL1hFT5lSuX9kFRueTz6npD1Nsj25D8yOizeU4S3fuJdk9LLsJbfz7lPA7O5eDPPO5bLWJNRLEMpXlNiBPahwHssegCIPfk0Oul9tR1FoMuqHRvR2zAgDTI7YDgedLJkGN8JKXhx8CYecnfoomTWZ4o6mYJ3JomR9RU+a+XqF47Ft50MMtxumzjjogBEGSPavan7gY8D0eC8esb3o3SORXooKupYZG/70j/i5kGWQnQhFO39U5qD71bLrzwxNPFwftN4W6cYoa8iGP6EorSMGdQVdM+wwv3xFjqu74mzQWvAaRQaDDETBygOHHaruFeHDUknPzFvfUyHELpuD1r1Fpisxnvl1BWuXr9DgtyqJCU0m6FyOGFDJc7SztmN8h/4/jGWXc5AmaFtqsn5ezoHaCzZfr9AmfuwOI6W1Z+xN88Ddi9dQtz6O6eU5YmXGB6tEJX5OmckAipz3B92v3/TdwPi4ns6EAX3QelvEeMS6DmUYOrX3KRYSUzBrcic0SRK1gPYwazI4rMFQCNFe1pnUGrGyfqnvWeXDatIhxxZmAh4CZAN2Te+f8YilYgyxBOv1et9NKEf4NFbu5J7P53k79e2v0COm4MLb2QXlTzMOv6Pmos3Xy4/ZD4+YlNaesTfNaYVwW0C3Po70UpSsXwayUH5VB8kHM4UlhA66X1U89CcKuh603hYxocnOk2bk1N2l6BGrvTPhP4EnnweuXi/IEWtAWx7mSc1Qhsl+EvW1hgjYbMpfq+NZ+Vw+2QczxTO8DxYVk6c6Vt+rLYwhlsBxOvaTVHxKGY8ln+SVJesn9vHCe4DlPL/dCmdNSunlg0THB1Tpvu0Re9G8x0R93fo4pne7KZ94P5r4/5WhTI5Ym+PUviBSNGsyMsYOWm+LdMzqaB7q2k24oiFm5SUYh4VNoS5ZP+s4ecn6CnPEcvWK7ekBUlp7hm6atdXLPWJtFhkuHBfUee4Pvl/rev4S3z94vS1hfoUEncsRq1jQ9ebmJmeXfF8MtUOUefkTeVPQFdtEuXrF9jRx8JaR0tozdNOsrd5YZf2GKeURK7F9Dgffr3VLdSTG/IPX2xLGI9Z1mqq3paqOWFh1Ov2j3EW/97HWZHBog8FwiBCw8drJNZJe4kiTWZMA8OBN9YxgHXLpKmAMsQR215ZHqDhjx3Xdgn2KSxxVaZi4ryyvV55HTN1MJKBAb0PH3BdSWnuGbpq11UtozyNWZtakohneB9+vd56o933b8f8LOHi9LWEMsQSdi1lX9IjlT0qgKCrJgtdVoZ0/hEYM83PEUsteVENqEkaYrK/mmPuicxNOFKCbZn31UrVk/SpIj63qZnj3vl8tC3Ai46v3eiXpmNXRPJ3MEauQ1C6XIwbUL2ORE2J8/huyB9RwpqUaq0gqF8EyOWJdRTfN2url40grhtjOHxnbqRsv+t+vVsyb2X+9chhztOs0Em8XQpMqCrpmket9VDtrUo5uG2AGgzaULs5aBUk/RZhiYcaPQixqd8ZrRzCGWIJu5oiVN5aGw5xClKEdxqKk/cpUNKZCj5gacvVyrH7UEZPS2jN006ytXp4+0MY4LVszS+Fw0ft+/fYfAoZRaLL3eiUxockE3TTEyhs7+YZYIlm/9lqTVYwxtbNBpS74jhtgHB0HN900a6+3zWT9wtCkuge43vfrm94BDIwhlsQYYglWq9W+m1ASquQWv76+zt8nAMwvAW+9H4+74mnO+Xr5MfuRIyaltWfopllbvXxMsFsI5siWs1E4VvW+XxO/Ve/1SmJCk12niTpivLL+TWCI1fWIVZravYdSEj2ZNWkw9JY2k/WlMQNGOYz/J4kxxBJ0MzSJ0oZYcWgSANv6/9Wh6uLdPEdsL6HJbg+sOrr7ddOsvd42PWKyBV1NaLIYolhYufd6JTGGWILOGWIVPUf5hfSCHDGG+rMmKxs1amchSRUO7FoNuQx0LJKom2Zt9baZrC9d0NVSNlT1vl/HR8CDyPjqvV5J+nHnUUjn6ohV9DjlxuZ5rj7b1J81GXq1SjZQsUdMLkesgTDvHtAx70I3zXrrJcAeNH9QaY8Y/1/9caP3/WpZgDsOX/ZeryTGI5aA1S7X0DIVw2n5OhMesTqEzStriPHFZdUYRVL92sb6dS3QuXNYAbpp1lYvD20dUo6YwtxSbftVc4whlqC7SxyVa/dgkPNEGRpNW1SpURaHG1QVUeScytUbHqsfsyaltPYM3TRrq5fID0u2OmtSMkdMAdr2q+Z0zOpons6tfVUxNFkYm2cMePn/UuMRqzJGVQ1pZlBq0e9u22Fa5l3opllrvWS3kyMm+2Cm06LfitFNbxbGEEvQvRyxastrzOfznH0G5St+/e8rWuKoRq6XonytXL2cQwp31EBKa8/QTbO2eilYq9Bq44G5RLK+IrTtV80xhliCTsasKyS1b7d5ZSkoKlvBtqj3pFehdEX4PXWuqXy9/JD9KF8hpbVn6KZZa72WfYCLfqsZr7TuV40xhliC7uWIBTlYJQeB3BAsIQpJbrc17TDurSubrE9KZ01KhZx7EprsXHhdAbpp1lYvT9ZvtY5Y4YbKxgxt+1VzOmZ1NE/nToyK+Qmj0Shvp4JHbFN63zv7Ev6R/1pFAy6DfL0B4VN2ty0xKa09QzfN+uql9jxisuvdKvSI6duvemMMsQTdyxGrNgBI5YgBvkesDrweWJUvKqzpKpWL0JM6YjrmXeimWVu9RFGeWNPIjgMK26Jtv2qOMcQSdC9HLBiYStoOxTliwe/AtooMkwoFXRVaYnI5Yv24HHTMu9BNs7Z6aQ8eMalN1YxV2var5vTjzqMQ6po3pGKCeW4uHCEKTda+UKq67dXmiEnl/vUkNNm5PEcF6KZZX73cEGvDI8b/LQpNqmuLvv2qN+ZXSNC5AnMVjZXJZJK3UyFHTMUSR1W+F/5PCfl6+TH7EZqU0tozdNOsrV5Ci5X1JceBihOm0tC2XzXHGGIJPM/bdxPKUTFRdLFY5O9TVY5Y1fAiD7cqMopy9YrH9P9Qcsx9IaW1Z+imWVu9bS5xVGatSUVDhrb9qjnGEEvQuZh1RY9YocEp5ojVWqKojpdJ3QgnZWD3xE3euYcJBeimWV+9QWiyDa+1bDkbhaFJfftVb/px51FI93LErEqDUn6OWKKga92fpMpvGtYRq3nsAKlchHDx3o6dAwl0zLvQTbO2eokAatkQK/SIqQtNatuvmmN+hQSdzBET/5WkOEdMDE0q8IiVLyRW8XvplMoR6zg65l3opllbvTw02cYMZ9nxQOEDo7b9qjnGEEvQOVepZVcalJbLZfaHhCg3rG75ijoV8hXOmszVy7H64RGT0tozdNOsr15uiLVxjZYs6KrAGtO3X/XGGGIJOpcjFrrEyw0C+YVrE3XE9oHiyvpShXp7Ukesc0WJFaCbZm31Ek/UbzM0WbSdpcwrpm2/ak6jdx4i+stE9PtE9Hki+jnh/Z8hopeDzz7YZBvK0r0csWpeo1ydYo5Y7dCkVe37inPEpPq1JzlinTuHFaCbZm318hmTreqX8YgpOpKu/ao5jS2sSETfAeAjAN7NGFsS0YPg/XcC+CiArwfwNIBPE9HbGGObptpShu7liKGSwTKbzfI3CD1iTEGyPioMVmpzxAr1Asq9cPtCSmvP0E2ztnp5Zf02c8RaDE1q26+a0+TZ/OMA/iPG2BIAGGNfC97/CIBfYowtGWNfBPAygPc32I5SbDYHYQ/KQxb8biw3COTniCVDk3WT9febHwaUyBHrtg0GQM+8C900a6s3NMRazBEr3EzduKFtv2pOYx4xAG8D8KeI6BMAFgB+kjH2zwA8A+AzwnZfCt6LQUQvAXgJAB4+fIjFYoHVaoXVagUAmE6n8Dwv7MjpdIrtdovb21sA0WwMvqjoeDyGZVm4ubkBALiuC8dxwtfD4RCe52E+n+P8/BzD4RCu6+L6+hqMMQwGA7iui/l8ju12C8dxMBqNwteWZWEymWCxWMDzvPD1crnEer0GEWE2m2G5XIYaZrNZbU3uZoPlZovb83O44/GOpuFwiOvr6/A11/T48WMwxlI1eTc3cDcbDACw7RY3Kw+L8/NKmk48DxZjeOPyBhicS/eTs9nA87bwbuZwGElpyuun1157DavVKrefBrcLjEFYbbdYXl4q7aeic6+Kpqxz7/LyEsPhsPFzr01NRefexcUFhsNhrzTl9dOrr76K1WrVK015/XQZXI9HqxXIHmCzWOLmet6opu3iFhMAbyw9jBeLTE3TxRIuA65vl1idn9c693i/drWfyp5719fX4f77oknsJ1lqGWJE9GkAT6Z89PFg33cAfAuA9wH4ZSJ6C9KfHXbW0WGMfRLAJwHg0aNHbDQaYTQa7Xzx6Ogo9no6ncZeJ6fHjsfjzNdXV1dwXRdnZ2fhe67rxrZPtqHs66L9ASU1OQM4AKb374dPiUmNaW1gjOHk5CS9DbMZQH6XEGOYuQ5mwm9SStNgCFgWzk5mgLCPon6C42AwsIHZFHDHUpryPj86Oor1a2o/TX03ues4cI+Pc/fH9ylS59xLO0adcy/telF+7qFdTUX7a2OMKGqDTJtVjBHL5TJ2PvdBU14/zedzX6/r+h6oyRjjYXwfqjVh4h//zmgA5F1PkzFAhOPJKDbGFWkCdvvp5OQk1q9d6yeg3Lm3Wq1iemXacOiaso6RRy1DjDH2gazPiOjHAfxPjDEG4DeIaAvgDL4H7Flh04cAvlynHSoZDof7bkI5iACrvF88PzavMjRZ9Xt1KvLvIpWLYKmb/bRPdMy70E2zvnoJsJ0DC02qGzP07Ve9aTJH7B8A+E4AIKK3ARgCOAfwKQAfJSKXiJ4H8CKA32iwHaXoXI7YM28DTh6UHpi4azaVnRyxOlQrr1H9e+nk6g0PqXaCwL6Q0tozdNOsrV6eI9ZK+Qr+b3uV9bXtV81pMkfsFwD8AhH9LoAVgB8NvGOfJ6JfBvB7ADwAHzuUGZNABw2xb/h24A9+q/TXCi+AcIkjVr+gq/hvqe+pe9KUM8T6UUdMx8FNN83a6rUcwBkcnkeszPY5aNuvmtOYIcYYWwH4cxmffQLAJ5o6tnaoHpNEj5iKfVVtoEKPmBRhaLLbHjGDobd8558F/sXn2y1fIVNHrPtVbwx7pB8uAIV0ro4YqNKglExG3NlnLCRZZ4SpY4SpI18vPyYvA9LtEVVKa8/QTbO2eifHgN2WRyyg8FDqxgxt+1VzjCGWoHtLHKHSGJC7pmbSI1bXDqvkZSKl3impNUR5PaBu22HdWy9VAbpp1lpvW15raY8Yv43Wb5PW/aoxxhBL0LkcMQBVBoDCQnoH4RHbQ0HXrlth0LNIom6atdZLLS/6LbOZovZo3a8aYwyxrtPE06HyHDGgtIGzj1wthU+2BoOhIdoaF0rNmpTYzmDIwBhiCbqXIwZUMRyKc8TE0GTNAaZKnZ295Ij1I1Ffx7wL3TRrqzcsX9ECsrm3pM6Trm2/ao4xxBIwVZ6gAyc3F46goH4Y31fVqd1qc8Skcv+sfjzZdjLPsSa6adZar9X2bavII1a8iSxa96vGGEMsQSeTBytU1udraaWj0iNW0ZhSbAvl6+XH7LYBxpHS2jN006y13rbq/YU1EIu2U1fQVet+1RhjiHUd2wGeeF7tPokAVU8qFPyvdEHXthJy93xMg8FQghZDk6ULuhoM1TCGWILO5YgRAcd3S39tZ5HtJLEQ7R5mTYbfVTPIFeoFepN0K6W1Z+imWVu9Qxd4+LZ2Dko7f2Rsp66yvrb9qjnGEDPsQomCrrVsqaqhyX3MmuxBETGDoe+445YOVCI0qXDhb4N+GEMswXq93ncTWmE+n+d8mixfocAjVrmga41DC+Tr5Yfkx+v2iCqltWfoptnobYEySxwpwvSrnhhDzLCL0lmT4f9Kfm8PxlCYdNv+oQ0Gw4FSOEuThP8MhvIYQyyB4zS2DvpBMR7nufcTA0rtWZMp+5T6qrrBLV9vQOvT4ptBSmvP0E2z0dsCsuOeZSmzwUy/6kk/7jwKoY4nasti5RkdTfwGpSOTak/NXL3hMdUl3e4TKa09QzfNRm8LyK60wR8YFYybpl/1xPwKCXTJEbu5uSmxdY0BpqpXS+HgBkjqDZNuu22IlevbfqCbZqO3RQqT9dU9wJl+1RNjiBl2SRoidceXKqHJva41aTAYtCccfwrGBVN/0FATc+dJYNttFQvcL67r5nyaHFT24BGz1FWrBor0BvSkfIWU1p6hm2ajtw1KFnRVMHSYftUTY4gl0CVmnTspQaktUnXNSLUeMalJGLx8RcefbnWZcCKim2ajtwXCiGNhbNL/Z1DfqDD9qid6WB0lMDligNJZk7LVqXe+p9YQk8pF4F64jqNj3oVumo3eNijhESNSktpg+lVPjCFm2EWpR4gn3Vf43l7WmgyObTAY9CYMORbNmjQ5YoZ6GEMsgS45YsPhMOdThYMKD/eVXahX8cCWr1c8ZvcHVCmtPUM3zUZvi0hFJtWMG6Zf9cQYYgmMIYaUXP2agwxZgFPygiNSWmBVzhDji34rO+xe0HFw002z0dsC0kscqfOImX7VE2OIJVitVvtuQitcX1/nfNqAR6zal5U1I18vP1wwoI6myo67D6S09gzdNBu9bSC5dJFsCFMC0696Ygwxwy47dcRqLnFUtaBr6zliwTEVzH4yGAwdR/ohsvtFoA37xRhiCUxoEimDSt1Zk/s3xKRc4D2ZNamju183zUZvC4Sre0hupwDTr3piingk0MUQK1fQtQ4Va3N98/cDf/JHylohXdC1Bwn7OhZJ1E2z0dsiRWUpQs9Z/XHD9KueGI9YAl3qiOXG5lUm61f1bJ09A4zV5WpJ54j1AB3zLnTTbPS2QFgfTGI7RQ9vpl/1pB93HoUwxvbdhFbI16naI7R/D5NUv/akHpAu57CIbpqN3jaQNLDsQfnyPBmYftUTE5pMoMsSR4PBIPtDboxYNrDdQM1akxXzxBSRqzd2vO4bYlJae4Zumo3eFgiHroJ7wte9D/BWSoYO0696oofVUQJd1r6Sy5lSUVfrMGYUSevtwVqTOuZd6KbZ6G0DyXHAGSgreWP6VU+MIZZAlxyx+Xye/WHoEeOnRw3DxB0Dg2HFJY7UnZ65esND9sMjJqW1Z+im2ehtgVLefDXjhulXPdHD/VMCXWLW2+0259OkIVaDtz3CIRg3+XoDju4Cz7zYfGMaRkprz9BNs9HbBlTCDlPzEGf6VU+MRyyBLjliuSHYcGUPBaHJqksVKQ4RSoWcp8fA+z6o7Jj7Qpfwuohumo3eFihjXCkaqky/6okeVkcJdDkxRqNRzqdCsr74uhb79Yrl6xXp/iUhr7U/6KbZ6G0B2bUmpbcpxvSrnnT/rqMYkyOGlByxmlT1bCn0iEnnIuxjaSXF6Jh3oZtmo7clpMcCkyNWBd30ZmEMsQQmR0yAAo/YPgwTywEmx8p2p1Mugk5aObppNnpboMxi3opSKUy/6okxxBJQx70hsuTmwqn2iFXBtoGn36psd9K5fz3IEdQlz1FEN81GbxuUScBXc98w/aon5ldIoEuBuclkkvMpfxJUUL6Cf3/PBm6+3n6hk1aObpqN3hYoZYepGd9Mv+qJMcQSeJ637ya0wmKxyP4w6RGrbYft38uYq1ekB7XEpLX2CN00G71tUCY0qWbMMP2qJ8YQS6BLzFrK4FRR0BU4CENM3sDu/iWhy8OEiG6ajd4WKFPQ1VGz3qTpVz3Ro1ZDCUyOGIQk1T0m6ytGOheh+1K1zLvQTbPR2xKy48Gb3qHkcKZf9cT8CglMjhigtLI+ABzd8Z8Y94h0LoJld97w1DHvQjfNRm8LkIWwun5LmH7VE2OIJdDFVbpcLrM/5AOPqtDk/WcBe7/O11y9IvefBaYnzTamYaS19gjdNBu9LbCH5zHTr3rSmCFGRO8hos8Q0W8T0WeJ6P3B+0REf5OIXiaizxHRe5tqQxV0yRHLL1ybmDXZbQcRgBKFegfDzpew0KUosYhumo3eNqDWJ++YftWTJu84Pwfg32eMvQfAzwavAeD7ALwY/PcSgL/dYBtKo0uOWK7OcNZk/eTTQ0GXfgX00srRTbPR28pB4/+2ckjTrzrSpCHGAPDS6CcAvhz8/REAv8h8PgPglIiearAdpdAlR2w2mxVvpCo0eQBI6e0JOmnl6KbZ6G2Jlg0F06960mTizl8F8E+I6D+Fb/B9W/D+MwD+WNjuS8F7XxG/TEQvwfeY4eHDh1gsFlitVlitVgCA6XQKz/PCGPN0OsV2u8Xt7S2AKAmQr2U1Ho9hWRZubm4AAK7rwnGc8PVwOITnebi5ucH5+TmGwyFc18X19TUYYxgMBnBdMsv8owAAFGRJREFUF/P5HNvtFo7jYDQaha8ty8JkMsFisYDneeHr5XKJ9XoNIsJsNsNyuQw1zGazxjUNh0NcX1+Hr7mm6+trnJ6epmpaXl7iBMByS3ABPF568M7PD15TXj+9+uqr4b671E9Vzr3b21vcv3+/V5qK+unm5gZPPPFErzTl9dPrr7+O6XTaK015/XR1dQXbtlvVtL6+xoQBFxsbk8Wilevpa1/7GqbTaWf7qey5t1qtcHV11StNYj/JQnXWViSiTwN4MuWjjwP4LgD/G2PsfySiHwHwEmPsA0T0jwD8h4yx/zPYx/8C4G8wxn4z6ziPHj1in/3sZyu3U5ZXXnkF8/kcL774YuPH2jfn5+c4OztL//Brfwz8/L8DPP9u4IufA37wrwHv/lfabaBicvX2DJ20cnTTbPS2wCsvA3/vPwD+0s8Bd55o5ZCmX/sDEf0mY+yRzLa1PGKMsQ/kNOIXAfyV4OV/D+C/Cv7+EoBnhU0fIgpbGg6BnVmTBoPBoBm0/6XZDHrQ5J32ywD+dPD3dwL4QvD3pwD8hWD25LcAuGCMfSVtB/tgOBzuuwmtkB+bT86a7P5gpFMugk5aObppNnr7iS46ObrpzaLJHLG/BOA/JyIHwAJBvheAXwXwIQAvA5gD+LEG21CazWaz7ya0wmq1wmg0Sv9wZ63J7htiuXp7hk5aObppNnpboMwSR4ow/aonjRliQQ7YN6W8zwB8rKnj1kUnQ6yQMDTZ/RCllN6eoJNWjm6ajd4W2ENo0vSrnnT/DmtQDyVCk6f399cWg8Fg2AvdjwQYuoExxBLoUkdsOp3mfJoo6NqD0GS+3n6hk1aObpqN3hbgHrEWhz/Tr3piDLEEuixxlLumJh94qD+hSV3WEAX00srRTbPR20900cnRTW8W3b/DKkaXHLH8xVaTyfqNN6dxdFpcVietHN00G70tsIccMdOvemIMMcMuO2tN9sASMxgMhlK0P2vSoCfGEEtgcsSAHY+Y3f2BSKdcBJ20cnTTbPS2wOwEePqFVg9p+lVPjCGWoM6ST10iNxculiPWfSMM0Cf3D9BLK0c3zUZvC0yOgW/9cKuHNP2qJ8YQS6BL8iBf1DQdwSPWDzusQG+/0EkrRzfNRm9btDsAmn7VE2OIGXaJ1REjmNPEYDBoCaEX5XsMh425wybQJUdsMpkUb0R28TYdQUpvT9BJK0c3zUZvS7RshJl+1RNjiBl24YOPbQPueL9tMRgMhr1hvGGG5jGGWIL1er3vJrTCfD7P+VQoX/HDP9WLsShfb7/QSStHN81Gbz/RRSdHN71ZGEPMsEs4a5KAwdDkSBgMBoPB0BDGEEvgOM6+m9AK43FeyJEn6/enmGG+3n6hk1aObpqN3pZo+SHU9KueGEMsAWni/bGsnK4PfwO+6G33T5NcvT1DJ60c3TQbvS3S4j3B9KuemF8hgS45Yjc3N8Ub7WGttaaQ0tsTdNLK0U2z0dsSLY9/pl/1xBhihl1ICE32wBtmMBgM1ejHg6jhsDF32QS23Z/aWXm4rpvzaSI02QPy9fYLnbRydNNs9LbE9BgYtpfHZPpVT/TITC+BLjHr3EkJ4qzJnhhiukzCAPTSytFNs9HbEqcPWj2c6Vc90cPqKIHJEQPisyb7cYrolIugk1aObpqN3n6ii06Obnqz6Mdd1qAW0Qtm1lozGAwGg6ExjCGWQJccseFwmPOp4BHrSag2X2+/0EkrRzfNRm8/0UUnRze9WfTjLqsQY4ghkSNmoQ8zh3S64HXSytFNs9HbT3TRydFNbxbGEEuwWq323YRWuL6+zvlU8IjdfRI4vd9Km5okX2+/0EkrRzfNRm8/0UUnRze9WZgpC4ZdeE4YI8A2p4jBYDAYDE1hPGIJTGhSoEdJ+jq5wHXSytFNs9HbT3TRydFNbxbGEEugiyGWW0iPG2DjaTuNaQGdCgfqpJWjm2ajt5/oopOjm94sjCGWQJc6YnI5Yv05PXTKRdBJK0c3zUZvP9FFJ0c3vVn0506rCMbYvpvQCrk6xVmTPUGXfgX00srRTbPR20900cnRTW8WxhBLoMsSR4PBIOfTwADr0W+Rr7df6KSVo5tmo7ef6KKTo5veLPpzp1WELmtfSeWI9ej00CkXQSetHN00G739RBedHN30ZtGfO60idMkRm8/nxRv1yCMmpbcn6KSVo5tmo7ef6KKTo5veLPpzp1WELjHr7Xab/SH1L1k/V2/P0EkrRzfNRm8/0UUnRze9WfTnTqsIXXLE8kOwQmX9nqBLyBnQSytHN81Gbz/RRSdHN71Z6GF1lECXE2M0GmV/yO0vuz+nR67enqGTVo5umo3efqKLTo5uerPoz51WESZHDBDqV7TRlFbQKRdBJ60c3TQbvf1EF50c3fRmYQyxBCZHDFFI0urPKgM65SLopJWjm2ajt5/oopOjm94sjCGWgHqUF5VHbi4c9S9HTJfcP0AvrRzdNBu9/UQXnRzd9GZhfoUEuhSYm0wmElv1xxCT09sPdNLK0U2z0dtPdNHJ0U1vFsYQS+B53r6b0AqLxaJgCwJ6tAB6sd7+oJNWjm6ajd5+ootOjm56szCGWAJdYtaFBufDF3tV0FUXAxvQSytHN81Gbz/RRSdHN71Z9OdOqwiTIxbw4R8HqD8eMZ1yEXTSytFNs9HbT3TRydFNbxbmV0hgcsQEemSU6pSLoJNWjm6ajd5+ootOjm56s6hliBHRDxPR54loS0SPEp/9DBG9TES/T0QfFN7/3uC9l4nop+scvwl0cZUul8t9N6FVdNKrk1aObpqN3n6ii06ObnqzqOsR+10APwjgfxffJKJ3AvgogK8H8L0Afp6IbCKyAfwtAN8H4J0A/myw7cGgS45YceFaq1ceMV0K9QJ6aeXoptno7Se66OTopjeLWuv5MMb+OZCaV/URAL/EGFsC+CIRvQzg/cFnLzPG/jD43i8F2/5enXaoRJccMV10cnTSq5NWjm6ajd5+ootOjm56s2hqYcVnAHxGeP2l4D0A+OPE+9+ctgMiegnASwDw8OFDLBYLrFYrrFYrAMB0OoXneaFrczqdYrvd4vb2FkAUe+ZLKIzHY1iWhZubGwCA67pwHCd8PRwO4XkePM/D+fk5hsMhXNfF9fU1GGMYDAZwXRfz+Rzb7RaO42A0GoWvLcvCZDLBYrGA53nh6+VyifV6DSLCbDbDcrkMNcxms8Y1DYdDXF9fh6+5puVyiYuLi2xNF1ew2AaTxaIzmvL6ifdr1/qpyrnneR4Wi0WvNBX102q1amWMaFNTUT+dn5/3TlNWP1mWhfPz815pSusn3q990pTXT4PBIOzXvmgS+0kWKlrSh4g+DeDJlI8+zhj7h8E2vw7gJxljnw1e/y0A/5Qx9t8Gr/8ugF+FHwr9IGPsLwbv/3kA72eM/eW8Njx69Ih99rOfLaOrEq+88gqWyyXe8pa3NH6sfXN5eYnj4+PsDb72R4C3Bp5+a3uNapBCvT1CJ60c3TQbvf1EF52cPuslot9kjD0q3lLCI8YY+0CFNnwJwLPC64cAvhz8nfX+QbDZbPbdhFbgTwSZ9MxlXKi3R+iklaObZqO3n+iik6Ob3iyaKl/xKQAfJSKXiJ4H8CKA3wDwzwC8SETPE9EQfkL/pxpqg6EuPTPGDAaDwWA4NGrliBHRvw7gvwBwH8A/IqLfZox9kDH2eSL6ZfhJ+B6AjzHGNsF3fgLAPwFgA/gFxtjnaylQzHA43HcTWmE2m0ls1R9DTE5vP9BJK0c3zUZvP9FFJ0c3vVnUnTX5KwB+JeOzTwD4RMr7vwo/X+wg0Sk0ORqNsjcgC30yxAr19gidtHJ002z09hNddHJ005uFqayfQCdDrJD+2GFa5SLopJWjm2ajt5/oopOjm94sjCFmyKZHhpjBYDAYDIeIMcQS6LLW5HQ6ldiqP6eHnN5+oJNWjm6ajd5+ootOjm56s+jPnVYRuixxJLWmptUfl5gua4gCemnl6KbZ6O0nuujk6KY3C2OIJdAlR6xwsVV74P/XE3RaXFYnrRzdNBu9/UQXnRzd9GbR1BJHhq5z58G+W2AwGAwGQ+8xHrEEJkesn+ikVyetHN00G739RBedHN30ZmEMsQRFa2/2BV1y4Tg66dVJK0c3zUZvP9FFJ0c3vVkYQyyBLsmDfHV5XdBJr05aObppNnr7iS46ObrpzcIYYgaDwWAwGAx7whhiCXTJEZtMJvtuQqvopFcnrRzdNBu9/UQXnRzd9GZhDDGDwWAwGAyGPWEMsQTr9XrfTWiF+Xy+7ya0ik56ddLK0U2z0dtPdNHJ0U1vFsYQMxgMBoPBYNgTxhBL4Dh61Lgdj8f7bkKr6KRXJ60c3TQbvf1EF50c3fRmYQyxBET9WV8xD8vSq+t10quTVo5umo3efqKLTo5uerMwv0ICXXLEbm5u9t2EVtFJr05aObppNnr7iS46ObrpzcIYYgaDwWAwGAx7whhiCWzb3ncTWsF13X03oVV00quTVo5umo3efqKLTo5uerMwhlgCXWLWukxK4OikVyetHN00G739RBedHN30ZqGH1VECkyPWT3TSq5NWjm6ajd5+ootOjm56szCGmMFgMBgMBsOeMIZYAl1yxIbD4b6b0Co66dVJK0c3zUZvP9FFJ0c3vVkYQyyBMcT6iU56ddLK0U2z0dtPdNHJ0U1vFsQY23cbCiGiVwH8i5YOdwbgvKVj7RNddHJ00quTVo5umo3efqKLTk6f9b6ZMXZfZsNOGGJtQkSfZYw92nc7mkYXnRyd9OqklaObZqO3n+iik6Ob3ixMaNJgMBgMBoNhTxhDzGAwGAwGg2FPGENsl0/uuwEtoYtOjk56ddLK0U2z0dtPdNHJ0U1vKiZHzGAwGAwGg2FPGI+YwWAwGAwGw54whpjBYDAYDAbDnui8IUZEzxLR/0pE/5yIPk9EfyV4/y4R/RoRfSH4907w/tuJ6J8S0ZKIflLYz9cR0W8L/10S0V/NOOb3EtHvE9HLRPTTwvs/EbzHiOisxzr/LhH9DhF9joj+ByKa9Vjrf01EXxT28R6VWg9Q7/8hfP/LRPQPVOs9QM3fSUS/RUS/S0T/DREpX4l4T3p/gYi+RkS/m3j/h4M2bImokdIBqvQGn/21YB+/S0T/HRGNMo75o8F+v0BEPyq8/wki+mMiuu65zn9M/rj8eSL6O0SkvDr5gen99eB65tfCA9V6W4Mx1un/ADwF4L3B30cA/gDAOwH8HICfDt7/aQD/cfD3AwDvA/AJ/P/tnVuIVVUYx38LxxE1LcfIJhO06Ao9FGUS2UNFmpQXMrJ75ktP0UMgEUEFRVQo0WthUmY3haQezAwxosyymzFZ3tBs0sxKgzKtfw/rm9jaHmfOnH3OXmf7/WCzz6y1zl77xz57nbW+tfYZuL+XYw4CfiT+IFte3hbgDKAd+AI43/IuBMYD24GTK+w5MlNuQU/9FXV9AZh9vHyGjyq3DLijys7EwehO4Gwr9ygwr9V9Lf8K4CJg41Hp5wHnAGuAi1O+vsBYYBsw1P5+Dbgrp74OYKvtR9nrUZY3yc7n94p7jrR9IN67cyru27DPb7O3lo+ISeqWtMFeHwC6iBd5BrDYii0GZlqZPZLWA4eOcdirgC2S8n7NfyKwWdJWSX8Br1hdSPpM0vb6rf5PYp77AUIIARgKFPrER0quzSBF3xDCCOBKoCERsYScRwMHJX1r5VYBN9Qll0MJvkhaC+zLSe+StGmgLv2hYN82YKhFKocBP+SUmQKskrRP0i/E6zjVjv2RpO7C5DIk5rk/c5x2Cm6XrY5kfKtEy3fEsoQQxhOjUuuAMT03n+1rCVvOAZb2kjeWOILu4XtLaxopeIYQFhFH4+cCz9ZQZ02k4Ao8FuI07MIQwpAa6qyZRHwBZgGrM417wyjZeS8wODNFNxsYV0OdNdMk32Sox1fSLuBpYAfQDfwm6Z2coi3dLhflGUJYCewBDgBvDFClX6TgCyyyacmHLDDQklSmIxbiOqVlwH31fHmEENqB6cDrvRXJSWvab4Ck4ilpLnAacUR000DP41gk4voAsbN5CTE8Pn+g59EXifj2cDNN+JIv21mSiB2ahSGEj4lfYIcHeh590UTfJKjX19YazQAmENub4SGE2/KK5qS1TLtclKekKcTpwyHEiHZDSMT3VkkXAJNtu73W80iFSnTEQgiDiR+KJZKWW/LuEEKn5XcSRwn94Vpgg6Td9t5xmcWA9xB75NkR8+nkh1QLJzVPSX8Dr9KAqZxUXC0UL0kHgUXEKa7CScXXyo8mer5dj1NfpOIs6UNJkyVNBNYC39XrlkeTfUunIN+rgW2SfpJ0CFgOXBZCuDTjO53Wb5cL85T0J7CCBi2vSMXXomo9U6Qv06C2uRkU/nRQs7Fw5PNAl6QFmawVwJ3AE7Z/s5+HPCISIGkn8N+TcjaffVYIYQKwiziavqUeh/6Qiqedx5mSNtvr64FvBiyWQyqultcpqdvOaSZwxBNoRZCSr3Ej8JY16A0hJecQwimS9ti083ziwuJCabZv2RTouwOYFEIYBvxBXBf3iaR1HHl9O4DHLdICcA0xmt1QUvG0CNUIa6vagGnA+3ULHkVCvm3ASZL2WsfwOuDdugXLQgk8MVDPBlxODFV+CXxu2zTiItzVxNHtaqDDyp9K7GXvB3611z1PmwwDfgZO7KPOacSnRbYAD2bS77XjHSb22p+rmicxivoB8BWxU7KEzFOUVXK19Pcyri8BJ1T5M2x5a4Cpx9F9+xRxin0TcaqlKr5LietvDtn751n6LPv7ILAbWJm47yPEwd5G4EVgSC913g1stm1uJv1JO94/tn+4ap7AGGC9ncfXxHW7bVW9rsBw4NOM7zPAoEbcu83Y/F8cOY7jOI7jlEQl1og5juM4juO0It4RcxzHcRzHKQnviDmO4ziO45SEd8Qcx3Ecx3FKwjtijuM4juM4JeEdMcdxHMdxnJLwjpjjOI7jOE5J/Assm3IEzcEBQAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plot_verif_component(verif.loc['2016-12-31':,:], component = 'extra_regressors_multiplicative')" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plot_verif_component(verif.loc['2016-12-31':,:], component = 'rain')" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f = plot_verif_component(verif.loc['2016-12-31':,:], component = 'wind')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": false, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": false, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }