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@SqrtMinusOne
Last active November 15, 2019 17:54
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Google Android activity dump analysis"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from dateutil import parser\n",
"from datetime import datetime, timedelta\n",
"from functools import reduce\n",
"from matplotlib import pyplot as plt\n",
"from IPython.display import display\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"plt.style.use('dark_background')\n",
"np.random.seed(0)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"FILENAME = 'data.json'\n",
"GROUP = True\n",
"\n",
"class Apps:\n",
" LAUNCHERS = [\n",
" 'Launcher 10',\n",
" 'com.farmerbb.taskbar.androidx86',\n",
" 'Главный экран One UI от Samsung',\n",
" 'Home',\n",
" 'com.huawei.android.launcher',\n",
" 'Evie Launcher'\n",
" ]\n",
" CLOCKS = [\n",
" 'com.android.deskclock',\n",
" 'Samsung Clock'\n",
" ]\n",
" \n",
"SIMILAR = Apps.CLOCKS, "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"EXCLUDE = [\n",
" *Apps.LAUNCHERS,\n",
" 'com.duokan.phone.remotecontroller.peel.plugin',\n",
" 'Android System',\n",
" 'com.estrongs.android.pop',\n",
" 'com.android.quicksearchbox',\n",
" 'CyberGhost VPN - Fast & Secure WiFi protection',\n",
" 'Android',\n",
" 'Peel Mi Remote',\n",
" 'com.google.android.packageinstaller',\n",
"]\n",
"WEEK = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n",
"PROG_COLORS = {\n",
" 'VK': '#4a76a8',\n",
" 'ВКонтакте': '#4a76a8',\n",
" 'Instagram': '#b031bb',\n",
" 'Trello': '#026aa7',\n",
" 'Sync': '#ff7d26',\n",
" 'YouTube': '#fd0101',\n",
" 'Hearthstone': '#f3c72a'\n",
"}\n",
"NAME_SHORTCUT = {\n",
" 'Google Play Books - Ebooks, Audiobooks, and Comics': \"Play books\",\n",
" 'com.miui.gallery': 'Gallery',\n",
" 'com.android.camera': 'Camera',\n",
" 'Total Commander': 'TotalCmd',\n",
" 'Google Chrome: Fast & Secure': 'Chrome',\n",
" 'New Scientist': 'New Scientist',\n",
" 'Hearthstone': 'HS',\n",
" 'The Guardian - World news, Sport and Finance': 'Guardian',\n",
" 'The Independent Daily Edition': 'Independent',\n",
" 'The Economist: World News': 'Economist',\n",
" 'su.operator555.vkcoffee': 'VK Coffee',\n",
" 'com.huawei.camera': 'Camera',\n",
" 'Samsung Health': 'Samsung Health',\n",
"}\n",
"for clock in Apps.CLOCKS:\n",
" NAME_SHORTCUT[clock] = 'Clock'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def shorten(name):\n",
" try:\n",
" return NAME_SHORTCUT[name]\n",
" except KeyError:\n",
" return name.split(' ')[0]\n",
"\n",
"def random_rgb():\n",
" \"\"\"\n",
" Get random bright enough color\n",
" \"\"\"\n",
" color=[np.random.random() for _ in range(3)]\n",
" if sum(color) / len(color) < 0.33:\n",
" return random_rgb()\n",
" else:\n",
" return color\n",
"\n",
"def round_time(t):\n",
" return t.replace(\n",
" minute=t.minute // 30 * 30,\n",
" second=0,\n",
" microsecond=0\n",
" )\n",
"\n",
"def select_range(df, start, end=datetime.now()):\n",
" start = pd.to_datetime(start).tz_localize('UTC')\n",
" end = pd.to_datetime(end).tz_localize('UTC')\n",
" return df[(start <= df.time) & (df.time <= end)]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"After load: 49915\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>header</th>\n",
" <th>title</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Android Settings</td>\n",
" <td>Used Android Settings</td>\n",
" <td>2019-11-15 09:47:37.529000+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>FastHub for GitHub</td>\n",
" <td>Used FastHub for GitHub</td>\n",
" <td>2019-11-15 09:47:15.866000+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Weather Underground: Forecasts</td>\n",
" <td>Used Weather Underground: Forecasts</td>\n",
" <td>2019-11-15 09:44:00.933000+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>New Scientist</td>\n",
" <td>Used New Scientist</td>\n",
" <td>2019-11-15 09:09:09.313000+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>New Scientist</td>\n",
" <td>Used New Scientist</td>\n",
" <td>2019-11-15 07:47:21.820000+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30069</th>\n",
" <td>com.android.gallery3d</td>\n",
" <td>Used com.android.gallery3d</td>\n",
" <td>2015-04-26 21:50:43.159000+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30070</th>\n",
" <td>com.android.deskclock</td>\n",
" <td>Used com.android.deskclock</td>\n",
" <td>2015-04-26 21:40:05.028000+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30071</th>\n",
" <td>Clash of Clans</td>\n",
" <td>Used Clash of Clans</td>\n",
" <td>2015-04-26 21:00:02.215000+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30072</th>\n",
" <td>Total Commander - file manager</td>\n",
" <td>Used Total Commander - file manager</td>\n",
" <td>2015-04-26 20:58:18.877000+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30073</th>\n",
" <td>Opera browser with free VPN</td>\n",
" <td>Used Opera browser with free VPN</td>\n",
" <td>2015-04-26 20:49:31.863000+03:00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>30074 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" header title \\\n",
"0 Android Settings Used Android Settings \n",
"1 FastHub for GitHub Used FastHub for GitHub \n",
"2 Weather Underground: Forecasts Used Weather Underground: Forecasts \n",
"3 New Scientist Used New Scientist \n",
"4 New Scientist Used New Scientist \n",
"... ... ... \n",
"30069 com.android.gallery3d Used com.android.gallery3d \n",
"30070 com.android.deskclock Used com.android.deskclock \n",
"30071 Clash of Clans Used Clash of Clans \n",
"30072 Total Commander - file manager Used Total Commander - file manager \n",
"30073 Opera browser with free VPN Used Opera browser with free VPN \n",
"\n",
" time \n",
"0 2019-11-15 09:47:37.529000+03:00 \n",
"1 2019-11-15 09:47:15.866000+03:00 \n",
"2 2019-11-15 09:44:00.933000+03:00 \n",
"3 2019-11-15 09:09:09.313000+03:00 \n",
"4 2019-11-15 07:47:21.820000+03:00 \n",
"... ... \n",
"30069 2015-04-26 21:50:43.159000+03:00 \n",
"30070 2015-04-26 21:40:05.028000+03:00 \n",
"30071 2015-04-26 21:00:02.215000+03:00 \n",
"30072 2015-04-26 20:58:18.877000+03:00 \n",
"30073 2015-04-26 20:49:31.863000+03:00 \n",
"\n",
"[30074 rows x 3 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_json(FILENAME)\n",
"print('After load:', len(df))\n",
"\n",
"df = df[df.header.map(lambda item: item not in EXCLUDE)]\n",
"df = df.reset_index(drop=True)\n",
"df = df[['header', 'title', 'time']]\n",
"df.time = pd.to_datetime(df.time)\n",
"df.time = df.time.apply(lambda time: time.tz_convert('Europe/Moscow'))\n",
"df.to_csv('_csv/excluded.csv', index=False)\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>header</th>\n",
" <th>title</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Weather Underground: Forecasts</td>\n",
" <td>Used Weather Underground: Forecasts</td>\n",
" <td>2019-11-15 09:30:00+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>FastHub for GitHub</td>\n",
" <td>Used FastHub for GitHub</td>\n",
" <td>2019-11-15 09:30:00+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Android Settings</td>\n",
" <td>Used Android Settings</td>\n",
" <td>2019-11-15 09:30:00+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>New Scientist</td>\n",
" <td>Used New Scientist</td>\n",
" <td>2019-11-15 09:00:00+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>com.android.deskclock</td>\n",
" <td>Used com.android.deskclock</td>\n",
" <td>2019-11-15 07:30:00+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26590</th>\n",
" <td>Google Camera</td>\n",
" <td>Used Google Camera</td>\n",
" <td>2015-04-26 21:30:00+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26591</th>\n",
" <td>com.android.gallery3d</td>\n",
" <td>Used com.android.gallery3d</td>\n",
" <td>2015-04-26 21:30:00+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26592</th>\n",
" <td>Clash of Clans</td>\n",
" <td>Used Clash of Clans</td>\n",
" <td>2015-04-26 21:00:00+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26593</th>\n",
" <td>Total Commander - file manager</td>\n",
" <td>Used Total Commander - file manager</td>\n",
" <td>2015-04-26 20:30:00+03:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26594</th>\n",
" <td>Opera browser with free VPN</td>\n",
" <td>Used Opera browser with free VPN</td>\n",
" <td>2015-04-26 20:30:00+03:00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>26595 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" header title \\\n",
"0 Weather Underground: Forecasts Used Weather Underground: Forecasts \n",
"1 FastHub for GitHub Used FastHub for GitHub \n",
"2 Android Settings Used Android Settings \n",
"3 New Scientist Used New Scientist \n",
"4 com.android.deskclock Used com.android.deskclock \n",
"... ... ... \n",
"26590 Google Camera Used Google Camera \n",
"26591 com.android.gallery3d Used com.android.gallery3d \n",
"26592 Clash of Clans Used Clash of Clans \n",
"26593 Total Commander - file manager Used Total Commander - file manager \n",
"26594 Opera browser with free VPN Used Opera browser with free VPN \n",
"\n",
" time \n",
"0 2019-11-15 09:30:00+03:00 \n",
"1 2019-11-15 09:30:00+03:00 \n",
"2 2019-11-15 09:30:00+03:00 \n",
"3 2019-11-15 09:00:00+03:00 \n",
"4 2019-11-15 07:30:00+03:00 \n",
"... ... \n",
"26590 2015-04-26 21:30:00+03:00 \n",
"26591 2015-04-26 21:30:00+03:00 \n",
"26592 2015-04-26 21:00:00+03:00 \n",
"26593 2015-04-26 20:30:00+03:00 \n",
"26594 2015-04-26 20:30:00+03:00 \n",
"\n",
"[26595 rows x 3 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.time = df.time.apply(round_time)\n",
"if GROUP:\n",
" df = df.groupby(['time', 'header']).first().reset_index()\n",
"df = df.sort_values(by='time', ascending=False).reset_index(drop=True)\n",
"df = df[['header', 'title', 'time']]\n",
"df.to_csv('_csv/grouped.csv', index=False)\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def total_dynamics(df, ax):\n",
" df = df.copy(deep=True)\n",
" df.time = df.time.apply(lambda time: f\"{time.year}-{time.month:02}\")\n",
" df = df[['header', 'time']].groupby(['time']).count()\n",
" df.plot(ax=ax, kind='bar')\n",
" ax.set_title('Number of measurements per month')\n",
" ax.grid(alpha=0.1)\n",
" ax.set_axisbelow(True)\n",
" \n",
"fig, ax = plt.subplots(figsize=(14, 6), facecolor='0.1')\n",
"total_dynamics(df, ax)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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l0aJFREVFERISkme7IeuFouzHEkqWLCm9cQ0F369OnTrlyqtEiRKoq6sjk8mkn7NZWFhIjzfUrl2bX375BX9//0/qv69NjPAJgiAUgpUrVzJ//nxOnDiBQqHA09OTDRs2SOejo6NJT0/n8uXLvHv3Dnt7e+mlgX+Li4tT+qxQKIiPjycpKQmA7du3Y2hoyMmTJ8nMzGTv3r15/sIH2L9/P23atOHKlSu8evUKJycnfvrpJ6U0R44cYfbs2TRq1Ihr167x22+/KZ0/fvw4crkcLS0t9u3bx+HDhwFo1qwZCxYsQFtbm+fPnzNjxoxPfpM1JSWF4cOHs2TJEqZMmUJMTAx2dnafPMqWk5mZGe3btycpKUlp6Y2BAwdy9epVbty4wYIFC9iyZQulS5cmKCiIefPmSelsbGxYtmyZ9PnevXvs3buXmTNnUrFiRRwdHdHX1ycxMZHz588zYsQIMjMzKVu2LFWqVFGaivT396dmzZq4u7tTsmRJPD09peVLkpKSpHsMWdOkGhoa0vfBwsJC6UWgoUOHYmhoyKxZs5g1a5bUj9kvyZw4cYI1a9awb98+1NXVCQkJYdKkSZ/UhzVq1GDQoEEkJSVx7do16fikSZM4duwYz549w87OjsWLF6Ovr09YWJjScjPt2rWT/mDJ7sOgoCCGDBki5WNubk5mZiaBgYGMGzcOyJpCbtWqldIfKurq6ty7d0/6HBoaSnJysvT2eUH3y8LCItfLRUeOHKFp06YArF27lrVr19KrVy8uXbpEhw4dcHJyQlNTk+fPn+Pq6sqmTZs+qQ+/NpmBgUHe47uCIAhCoWjfvj2Ojo60adPma1cllw0bNhAeHp7nw/zZv1ibN2+e5/OEQsEGDBiAubl5rgD6UxgYGODu7i4t3vy/omXLlkyfPl3pBahPpa6uzsWLF2nevPknj3J+y8SUriAIgiB8AbGxsezYsaNQ8tLS0mLx4sWFkte3JCMjI9cyQZ+qTJkyLF269H8y2AMxpSsIgiAIX0RhLSMCEBkZSWRkZKHl96342KV+CvLs2TP27dtXaPl9a8SUriAIgiAIQjEnpnQFQRAEQRCKOTGlKwhCkXPt2jVpWYtvnZqaWq69cL9FxaUdINpSFBWXdsDXbYuxsTGNGjXK85wI+ARBKHKio6OVNoH/lpUvX15ph4hvVXFpB4i2FEXFpR3wddtS0ELlYkpXEARBEAShmBMBnyAIgiAIQjEnpnSFfLm6urJu3TqlPQxHjx5N9erV2bBhA7t376Zjx44A/PTTTwwbNoxBgwbx+vXrzyrX2tqaRo0a4eDgwNChQ0lKSsLNze2z8syLoaGhUhs+RNeuXbl37560PIK1tTWnTp2SdhdYuXIlW7ZsKZTlE/T09NiyZQtlypQhJSUFa2trEhMT80z7888/M2zYMK5fv87EiRM/u+xPZWZmhq2tLcOHD1e6jx9Lv3ZNVl3/+wvUUBAEoeia0tDsi+UtAj4hX0ePHqV3795KAV/v3r1zLf7Zv39/Ro4cibW19WcHe//27y1wvrZu3boRGBgoBXQDBw7kzp07UsA3bdq0Qitr+PDhhISEsGrVKipVqkRaWlqBaYcMGUJ0dLTScVVV1U/e21QQBEEoPsSUrpAvHx8fOnXqJG1KbWhoSKVKlQgNDZXS9OrViwkTJvDTTz/l2v+zMNjb2zNu3Dhq1qyptIm6oaEhcrkcgIYNG+Lm5oavry8uLi5UrFgxVz7ly5dn27ZtyOVy5HI5zZs3B7ICohUrVnDixAn27duHhoYGkDVi6ePjg1wuZ8uWLWhoaNC8eXM6d+6Mg4MDAQEBjB8/nsaNG7Nu3ToCAgLQ0NDA1dVVekMqIiKCGTNmIJfL8fLyonz58gBUq1YNLy8vfHx8mDp1KhEREXm2PTU1lcqVKwNZC4bmF/AtW7aM7777jp07dzJmzBjs7e1Zvnw5+/btw9nZGRUVFRwcHKT2ZO9dCWBraysdnzJlSp75t2/fHj8/P+RyOQcPHgSgSZMmHD16FH9/f44ePSrtYZmfnj17SvuxZu/DKgiCIPx3xAifkK+4uDiuXLlC+/btCQgIoHfv3nh6ekrnDQ0NcXR0pGvXrrx48eKL1iUqKoqSJUvy3Xff8fDhQ6ysrPD29kZNTQ1HR0dGjhxJbGwsVlZWzJgxI1fwsnjxYkJCQhg9ejQqKipoaWlRunRpjI2NmTBhAtOnT2fTpk306NGDI0eO4OvrK63IPn36dAYPHszOnTuRy+UEBgbi4+MDQIcOHVi8eLHSZuLZtLS0uHTpEsuXL2fOnDnY2Njg7OzMokWL2LZtG0ePHmXo0KH5tvnBgwf88ssvXL16tcCRzpkzZ9K+fXsGDhxIXFwc9vb2NGrUiL59+5KcnIyNjQ1v377F0tKSkiVL4uHhwalTpzA2NsbY2BhLS0tkMhm7du2iZcuWnD9/Xsq7bNmyrFy5kn79+hEdHU2ZMmWk+9GvXz8yMjIwNzdnxowZjB07Nt86Tpo0CRsbG54+fYqurm6eaWxsbLCxsck3D0EQhOIue2DgSxABn1AgDw8PevfuLQV89vb20rlXr14RHx9Pr1692Lp16xevi5eXF7169WL9+vVYWVlhZ2dHjRo1qF27NgcOHABARUWF58+f57q2devW0gbmCoWCt2/fUrp0aaKjo7l58yaQtfZb1apVAahduzbTp09HV1cXLS0tpWntD5WSkiKNQl6/fh1zc3MAmjVrxs8//wyAu7s7c+fOzXWtvr4+v/76K23btmXPnj28evWKY8eOIZfL6du3L+/evSuw7ICAAGm/yHbt2lG3bl0sLS0B0NHRwdjYmHbt2tGuXTsCAgIA0NTUxNjYWCnga9asGSEhIdJUcXx8PAC6urqsWbMGY2NjMjMzKVGiRIH1CQsLw8nJCS8vL3x9ffNM4+LigouLCwAXo8ILzE8QBKE4+pLLuYiATyiQn58f8+fPp0GDBmhoaHDjxg3pXFJSEkOGDMHDw4OXL1/i7u6udK2Kigp+fn7vLaNbt24oFIr3pvP09GTz5s34+vqSmZnJ/fv3qVOnDhEREVhZWX1848gKyrJlZGRIU7pOTk6MGjWKW7duYW1tjZnZxz9Im3PhzYyMDNTUPvyfW4sWLbh16xYvX75k2LBhHDx4kAoVKvDo0aP3BntArpc7HBwccgWt7du3Z926dfz1118F5pWZmXv3xWnTpnHu3DlGjx6NoaHhe1+qmTlzJiYmJnTs2JGAgAC6dOnyRR4BEARBEPImAj6hQImJifz999+sXr0aDw+PXOdjY2OxsbHBzc2N2NhYpaBCoVDQpUuXQqvLgwcPyMjIYNKkSdLU8t27dylbtizNmjXj4sWLqKmpUb169VzPxZ05c4Zhw4axbds2VFRU0NTULLAsbW1tnj17hpqaGn379uXp06cAvHv3Di0tLSldQkIC2traH9WOS5cuYWlpiaenJ717984zza1bt3BwcKBSpUo8e/aMBQsWcODAAezs7D6qLIBTp04xbNgwzp49S3p6OtWrV+fJkyecPHmSadOmceTIERITE9HX1yctLY1Xr15J1168eJGlS5dStWpVaUo3Pj4eHR0dqU+sra3fW4dq1apx+fJlLl++TOfOnTEwMCgw4HsaHsUUky/3ttp/qbgsKFtc2gGiLUVRcWkHFN22iJc2hPfy8PCgfv36HD16NM/z0dHRjBw5klWrVmFiYvJF6+Lp6Un//v3x8vICIC0tjXHjxjF79mzkcjkBAQHSCxk5zZs3j1atWhEYGIifnx+1a9cusJyVK1fi7e3N/v37iYqKko4fPXoUOzs7/P39qVatGocOHWLZsmXSSxsfYv78+YwZMwZvb28qVqzImzdvcqW5e/cuy5cvx8XFBT8/P8aOHYudnR2zZs2ievXqH1ROtn379hEZGYmfnx/Hjx9n+fLlqKmpERwcjIeHB56engQGBrJly5ZcwWtsbCzTp0+XXnjZuHEjABs3bmTWrFl4eHigqqr63jo4ODgQGBjI8ePHCQkJkabRBUEQhP+GzMDAIPd8jSAIX4yGhob0fJ2VlRV9+vSRnukTsvj4+HzxPx7+K0X1r/2PVVzaAaItRVFxaQd8/a3VevTokec5MaUrCP+xRo0asWTJEgDevHmT73IogiAIglBYRMAnCP+x0NBQOnfu/LWrIQiCIPwPEc/wCYIgCIIgFHMi4BMEQRAEQSjmxJSuIAhFjn7tmqy6/vfXroYgCEXIlIbFY6mmr0WM8AlCMePu7k6HDh2kz7169Xrv4sr/lr3UTFBQEFFRUQQEBBAQEEC3bt3yvWbo0KF57hoiCIIgfH1ihE8QipmZM2eyefNmzp07h4qKCjNmzPjoPWpnzpwJgJGREVu2bCnUBbQFQRCE/54Y4ROEYiY8PBy5XM748eOxt7fHzc2NBw8eYGdnx/Hjxzl+/DgjR44EsgK67L10ASZMmCDtOZwfLy8vaeHqypUrK+2uUrVqVfbt28fp06f55ZdfpOODBg3C29sbuVyOo6NjYTZXEARB+ABihE8QiqHVq1fj7+9PamoqPXr0oEmTJvTr1w9LS0tUVVXx8fEhJCSEpKSkQi23SZMmdOrUifT0dPz8/AgMDERFRYVOnTrRu3dvMjIyWLVqFb169ZJ2S8lmY2Pz0SORgiD87yhfvvzXrsIHKVeu3NeuQp5EwCcIxVBSUhKenp4kJCSQmppKy5Yt8fHxkXb48PPzw9TUVGl0rjAEBQVJW8X5+/vTokULNDU1MTExwdfXF8jaaeT+/fu5rnVxccHFxQWAi1HhhVovQRC+fd/SThxFsa4i4BOEYkqhUKBQKApMk56ejkwmkz6rq6uTkZHx3mtUVFSk9AXJzMxEJpPh4uKCk5PTB9ZcEARBKGwi4BOE/wHnz59n+fLlbNq0CRUVFbp27YqdnR0vXrxAX1+f0qVLk5ycTMeOHZWe6ctLdHQ0DRs25Pbt21haWiqda9++PTo6OqSnp9O5c2fGjRuHmpoa69evZ9euXcTFxaGnp0epUqV4/PhxvmU8DY9iiknxWIKhuOwRWlzaAaItRVFxaUdRJgI+QfgfcOXKFTw8PPDx8QFgz5493LlzB4A///wTHx8fHj58SGRk5Hvz2rBhAxs2bOCnn34iJCRE6VxoaCgbNmzAyMiIgwcPEh4eLpVx6NAhANLS0pg+fXqBAZ8gCIJQuGQGBgaZX7sSgiAIOfn4+GBiYvK1q1EoisvIRXFpB4i2FEXFpR3wddty5coVevTokec5sSyLIAiCIAhCMScCPkEQBEEQhGJOBHyCIAiCIAjFnAj4BEEQBEEQijnxlq6Qr/Lly7NgwQKaNm3K69evSUtLY8OGDfj5+RVqOSEhIXTv3p24uLgPSq+mpsa0adOwtLQkJSWFpKQkVq1aRVBQEBEREdSqVatQ61cYzMzM2LFjB9HR0QDExsby448/flQehoaGNG/eHA8PjzzPGxsb8+eff6Kurs6rV6/yzV8mk7Fw4UJat25NZmYmKSkp2NraSnUrCvRr12TV9b+/djUEQfgPTWlYPJZiKqpEwCfka8eOHbi6ukp7olapUoUuXbp85VrBtGnTqFSpEhYWFqSmplK+fHnMzD78fxSqqqrvXVz4SwgNDWX48OGffH3VqlXp27dvvgHfhAkT2LNnD4cOHaJq1ar55mNlZYW+vj6dOnUiMzOTypUrk5iY+Mn1eh8VFZX3LgAtCIIgfFliSlfIU5s2bUhNTWXv3r3SsZiYGHbu3Alk7bCwevVqAgMD8ff3p1WrVgUe19DQYNOmTcjlcjZu3IiXlxeNGjXKVW6/fv3w9vYmICCA5cuXSzs6ZNPQ0MDGxgYHBwdSU1OBrC1scu7LOmPGDORyOV5eXtLei05OTsyfPx9XV1fmzJlDmTJl2L59u5Subt26ANjb27NmzRr27dsnjTzOmTOHwMBA/vrrL9TUsv5GatiwIW5ubvj6+uLi4kLFihU/qZ87d+6Ml5cX/v7+HDhwQKrvDz/8QEBAAAEBAfj7+6OlpcXs2bMxNTUlICCAMWPG5MorLS0NAwMDgAJH6ypVqsSzZ8/IzMxakenJkye8fv0agLZt2+Lp6Ymfnx+bN29GU1MTgMaNG3P06FHkcjne3t5oaWlhbW2No1PUsdYAACAASURBVKOjlO/u3bulwDsiIoKpU6fi5eVFs2bNCq2/BEEQhE8jRviEPNWqVYsbN27ke37EiBEAdOrUiRo1arB//37Mzc3zPT58+HBev35N586dqV27dp67OdSsWRMrKyv69OlDeno6S5cupV+/fri5uUlpjI2NiYmJ4d27d3nWS0tLi0uXLrF8+XLmzJmDjY0Nzs7OAFSvXp1BgwahUChYvHgxN27cYNSoUbRu3RpnZ2dp9LJatWoMHDiQWrVq4enpyZgxY1iyZAnbtm2jY8eOHD9+HEdHR0aOHElsbCxWVlbMmDGDKVOmMHToUAClQDlbdrAG4O3tzdq1awkNDaVXr14ADB48mPHjx7No0SJsbW2ZPXs2YWFhaGpqkpKSwtKlS7G1tc13lPCff/7hl19+4caNGwQGBuZ777y8vHB3d6dly5acOXOGw4cPc/PmTfT09Pjtt98YNGgQSUlJjB8/nrFjx7J+/Xo2btyInZ0dV69eRVtbW9qTNz9aWlqEh4fzxx9/oKamxuHDh/Psr5xsbGywsbEpMF9BEIqv7D94v3XlypX72lXIkwj4hA+yZMkSTE1NSU1NxdLSkhYtWkijfXfv3uXRo0dUr1493+OmpqZs374dgPDwcG7fvp2rjDZt2tCwYUOOHTsGZI3mfezilSkpKcjlcgCuX7+Oubm5dM7b21uaWjQ1NZVGyc6ePYuenh46OjoABAUFkZ6ezu3bt1FRUSEoKAiAO3fuULVqVWrUqEHt2rU5cOAAkDVl+fz5cyDvQC9bXlO6lStXZuPGjVSsWJGSJUvy8OFDAC5cuMD8+fNxd3fH19eXJ0+eFNjuBg0a0LFjR7p27cq+ffuIj48nLCyMc+fOSaOs2Z48eULbtm1p3bo1rVu35uDBg9ja2qKhoUGtWrU4evQoACVKlODixYvUqFGD58+fc/XqVYB8g+2c0tPTpV09CuqvnFxcXHBxcQHgYlT4e8sQBKF4KS4LL0PRbIsI+IQ8RUREKK3WPWfOHPT09PD19QWyHvzPy8ce/3caV1dXli1blm+a+/fvU6VKFbS0tEhISMh1Pj09Xfo5IyNDmoIFlJ5Ty6s+2VOcKSkp0uec+SkUClRVVZHJZERERGBlZfXeNr3P4sWL2bJlC3K5HDMzM+zt7QFYv349x48fx8LCAi8vLwYNGlRgPubm5oSEhPD48WNGjRrFrl272Lt3LydOnMgzfWpqKkFBQQQFBfHixQu6du1KcHAwwcHBTJgwQSlt3bp1pb7JKT09XWnKXV1dXfo5JSVFCq4Ls78EQRCETyOe4RPydObMGdTV1Rk2bJh0rFSpUtLP58+fp2/fvkDWVGmVKlW4e/duvsdzTl1+//331KlTJ88ye/bsKQ2HlylThipVqiilSU5OZv/+/SxevJgSJUoAULFiRfr16/dR7QsJCZGuMTMzIzY29oNGriBr5LJs2bI0a9YMyHpr+FPfDNbV1eXp06cADBw4UDperVo17ty5w4YNG7h69So1a9bk3bt3aGlp5ZnPjRs36Nq1Kzo6Oty9e5eNGzcyf/58jhw5kittgwYNqFSpEpAVjNWrV49Hjx5x8eJFWrRogZGREZA1wlq9enWioqKoVKkSjRs3BrKma1VVVYmOjqZ+/frIZDIMDAxo0qTJF+8vQRAE4dOIET4hX6NGjWLBggXY2dnx6tUrkpKSWLp0KZD1gP6yZcsIDAwkIyODyZMnk5qaWuBxZ2dn5HI5N2/e5Pbt27x9+1apvMjISFasWMH+/fuRyWSkp6czZ84cYmJilNKtWLGC6dOnExQUREpKComJifzxxx8f1bbVq1ezevVq5HI5ycnJTJo06YOvTUtLY9y4cSxatAhdXV1UVVXZtm0bERERBT7Dl5dVq1axefNmnj59yqVLl6S3a0ePHk2rVq1QKBREREQQFBSEQqEgIyMDuVzOoUOH2Lp1q5TP6dOnOXLkCF5eXiQlJREdHc3kyZNxcnKib9++xMbGSmnLly/PypUrKVmyJJC19+KuXbtISUlh8uTJrF+/Xjq3YsUK7t27h52dHY6OjmhoaJCcnMygQYO4cOECDx8+5Pjx44SHh3P9+vWP7q/8PA2PYopJ8ViiobjsEVpc2gGiLUVRcXl+ryiTGRgY5J6rEYRCpqKiQokSJUhJSaFatWocPHgQc3Nz0tLSvnbVhCLIx8cHExOTr12NQlGcfiEXh3aAaEtRVFzaAV+3LVeuXFF6HCsnMcIn/CdKlSqFq6urNA07a9YsEewJgiAIwn9EBHzCfyIhISHfvzoEQRAEQfiyxEsbgiAIgiAIxZwI+ARBEARBEIo5MaUrCEKRo1+7Jquu//21qyH8j5rSsHi8IS4IOYkRPkEoAv69RMm/96n9HIaGhvTp0+eT87a2tpbW7RMEQRC+TSLgE4RiTFVVlapVq0qLYX+KgQMHioBPEAThGyemdAWhiCtbtizLli2Tdh2ZP38+YWFhNGnShIULF0qLIdvb23P37l2sra3p2LEj6urqaGpqUqpUKWrWrElAQACurq68fv2aSpUq8ddff2FkZISvry9LlixBRUWFVatW0ahRIzIzMzl48CCPHz+mcePGrFu3juTkZKysrGjevDlz585FVVWVq1evMmvWLFJTUwkJCcHV1ZXOnTujpqbGuHHjuHv3LqVKlcLR0ZE6deqgpqbGqlWrCAgI+Mq9KgiC8L9FBHyCUARoaGgoBUFlypSRPi9atIitW7dy4cIFDAwM2LdvH+3btycqKop+/fqRkZGBubk5M2bMYOzYsQA0a9aMTp06ER8fj5mZGba2tgwfPhzImqKtX78+Xbt2JTU1leDgYHbu3Em5cuXQ19enY8eOQNa2b2/evGHEiBEsXryYa9euoa6ujpOTE4MGDeLevXs4OzszbNgwtm3bBkBsbCzdunVj+PDh2NraMm3aNH777TfOnj3LlClT0NXVxcfHh9OnT5OUlKTUBzY2NtjY2HzxvhaE9/mWdn3I3oryW1dc2gFFty0i4BOEIiA5OZkuXbpIn62trWnUqBEA5ubmSnvPamtro6Wlha6uLmvWrMHY2JjMzExpUWuA4OBg4uPj8y3vzJkz0tZ2ERERVKlShYiICL777jsWL17M8ePHOXXqVK7ratSowcOHD7l37x4Arq6uDB8+XAr4fH19Abh27Rrdu3cHoG3btnTu3BlbW1sA1NXVqVKlClFRUUp5u7i44OLiAsDFqPAP6TZB+CK+tR0fvrX65qe4tAOKZltEwCcIRZyKigpWVlYkJycrHXd0dOTcuXOMHj0aQ0ND3NzcpHOJiYkF5pmamir9rFAoUFNT4/Xr13Tu3Jn27dszYsQIevXqxZQpU5Suk8lkBeabkpICQEZGBqqqqtI1Y8eO5e7du+9vrCAIgvBFiIBPEIq4U6dOMWLECDZt2gRA/fr1uXnzJjo6Ojx9+hTIGhHMz7t379DS0npvOXp6eqSlpXHs2DEePHiAk5MTkLVLira2NgBRUVFUrVoVIyMj/vnnH/r3709ISMh76z9y5EgcHByU6l+Qp+FRTDEpHktjFJc9QotLO6B4tUUQPpR4S1cQiri5c+fSuHFj5HI5QUFBDB06FICNGzcya9YsPDw8pNG0vNy+fZuMjAzkcjljxozJN13lypVxc3MjICAAJycnfv/9dwAOHTrEsmXLCAgIQCaTYW9vz+bNmwkMDEShULB3794C679mzRpKlChBYGAgx48fZ/r06Z/QC4IgCMLnkBkYGGR+7UoIgiDk5OPjg4mJydeuRqEoLqNJxaUdINpSFBWXdsDXbcuVK1fy3bdejPAJgiAIgiAUcyLgEwRBEARBKOZEwCcIgiAIglDMiYBPEARBEAShmPvmlmXR09Pj4MGDAFSoUIGMjAxiY2MBsLS0JC0tLd9rXVxcGDt2LCVKlKBXr17vfbvQ3d0dBweH9y4hkVNYWBgWFha8efNGOtatWzeMjIykZTU+V4MGDShfvjwnT54slPw+hbm5OQcOHGDSpEm4uroC0LhxY44dO8b8+fOlhXjzu3bEiBGMGjWK1q1bk5SUxKVLlwAYPnw4b968wd3dPd/rBw8eTJ06dZg/f37hNqoANWrUYP78+dSoUYM3b97w9u1bVq5cyYULF/6zOuRXr7Vr16Kurs6zZ8/y3anCyMiIwMBAacFkyHrLt6B+/hyf+x3Vr12TVdf/LtxKCZ/l9w69vnYVBEH4DN9cwBcXFyftSGBvb09CQgKbN2/+oGuzfxkaGRkxdOjQ9wZ8hcXPz69Q82vYsCF16tTJ85epqqoqGRkZhVpefm7duoWVlZUU8PXu3fujgmOA1q1bExsbKwV8u3fvLvR6fqx/96GGhga7d+9m/vz5HD9+HIC6detSv379rx7wTZw4kR07dnD48GGqVq1aYNp79+4p7ebxpaiqqhb4HRUEQRD+e99cwJefiRMn8ubNG3bv3s3ixYupUaMGP/30E+3ataNPnz5MnjxZGn2bPXs21atXJyAggKCgIH7//XcmTpxI7969yczMJDAwkOXLlwNgZWXF8uXL0dXVxd7enrCwsI+uW/aIlJOTE76+vpiZZS0oq6mpycmTJzEzM+O7777D0dGRsmXLkpiYyLRp07h37x5WVlb89ttvKBQK4uPjGTp0KJMnT0ZDQwMzMzOcnZ2pX78+5cqV47vvvuPFixdMnjwZBwcHWrRogbq6Ojt27GD//v1oa2uzY8cOdHV1UVVVZfny5QQGBmJkZMT27du5cuUKJiYmXL9+nSNHjmBvb0/ZsmWZMGEC165dy9Wuhw8fUq5cOfT09IiLi8Pc3JygoCDpfM4R0goVKuDu7k6bNm2k89WqVWPw4MFkZGRgbW3N7NmzsbCwIDY2lm3btuHu7s61a9cwMTFBU1MTe3v7XPXo0qULEydOpGTJkrx69YqJEycSFxdHcHAwPXv2JD4+HhUVFc6cOUOPHj1QU1Pj999/p0qVKigUCubNm8elS5eYPn26Uh/++uuvUhkDBgwgJCRECvYga22727dvA9C0aVMWLFiAuro6SUlJTJ48mfv37zN48GAsLCwoWbIktWrVYuPGjWhqatK3b1+Sk5MZOnQob968wdjY+IPu/cCBA3Pdg9TUVCpXrgxAdHT0R383VVVVcXJyol69eshkMlxcXNixY0e+fa+np8fq1asxNDQkMTGR6dOnEx4ertR/b968wcTEROk7Gh8fz4IFC8jMzEShUNC3b99ce+kKgiAIX06xCfhCQkIYMWIEu3fvpmHDhqipqaGqqoqpqSnnz59XSrt06VKMjIyk0Y7OnTvToUMHevbsSXJyMmXKlJHSymQyevbsSefOnZk0aRJDhgzBwMCAJUuWMHLkyI+qY3x8PJGRkZiamhIaGkrXrl05ceIEGRkZrFixgqlTp/LgwQOaN2+Oo6MjP/30E/b29gwYMICXL1+iq6tLcnIyTk5OSlOa9evXp379+vTv35+UlBSGDx/Oy5cv6dmzJyVLlsTLy4tTp07x/PlzRo4cSUJCAuXKlePo0aMEBgYCWVODtra2REVF4e/vj6WlJb1796ZHjx788ssvjB07Ns82HTt2jJ49exIZGcnly5dJT0//4P548OAB+/fvlwI8AAsLC6U0JUuWxMrKitatW/PHH3/kGqE6f/48AQEBAAwdOpRx48axdOlSjh49Sp8+fdi1axft27fn6tWrxMfHs3HjRjZu3MilS5cwNDRk9+7ddOzYUerH7D7MqVatWly/fj3fdkRGRtKnTx8UCgXt27dn+vTp2NnZAVC7dm26du2KlpYWZ86cYeHChXTt2pXFixfTr18/du3a9cH3Pr8+HDduHDdu3HjvaFr2HznZZs+eTUZGBnp6enTq1AlAqZy8+n769OlcvnyZkSNH0rZtW5ycnKQ1n3L237+n3ffu3Stdq6mpmauPIWsEPr8paeHrK6obwn8K0Zaip7i0A4puW4pNwHf16lUaN26Mrq4uCQkJ/PPPPzRo0ABTU1MOHz5c4LVt2rThwIED0l6lOTedz94M/vr169KU2ePHjz862Mvm6emJlZUVoaGh9O7dmy1btqCrq4uJiQlbt26V0mXvnHDhwgWcnZ3x9vaW6pKXgIAA6Zdo27Zt+f777+nduzcAOjo6VK9enRcvXjBnzhxatGhBZmYmlStXRk9PD4B//vmHyMhIACIiIjhz5gwAd+7cwdDQsMD2rF27lnv37nH06FFat279Sf2SHw8PDwDOnj1LuXLl0NTUVDpfpUoVNm3aRIUKFVBXV5eeUdu/fz+bN29m165d/Pjjj+zbtw/Ien6wRo0a0vWlS5dGQ0MDUO7DguzcuZNq1aoRERGBra0turq6ODs7U61atVxpz549S1JSEklJSSQkJCCXy4Gsfq1evfpn3fvGjRtjbm5O9+7d2bdvH5MmTeLKlSucPXuWVq1a5Uqf15Sunp4eNWrUYOHChZw4cYJTp05J5/Lq+xYtWjBs2DAAgoODcXJyolSpUu/tv7CwMBYuXIi7uzvHjh3Lc69fFxcXXFxcALgYFZ5nPsLX8+rVq2KzMC4Uzc3tP1VxaUtxaQcUzbYUm4AvNTWVZ8+eMWDAAC5cuMC9e/do06YNVapUUXpQPS8FbQifvcl8zs3gP4efnx9Tp05l1apV1KlTh7///htdXV2lZxNzmjZtGk2bNqVTp07I5XJpJObfcv4ClclkzJ49Wwrasg0ePBgdHR26detGRkYGYWFhUrCT3U4AhUIh/eJWKBSoqeX/NXn69CkymYwffviBWbNmKQV86enpUt+qq6u/r2vylJmZWeDnJUuW8Oeff3LixAnMzc2ZMGECAI8ePeL169e0atWK+vXrKwUy+b3ck1cQAlkBcJMmTaTPI0eOpGnTptIWYTNmzODUqVPs3r0bIyMj/vrrLyltzn7NzMyUPmf3q0wm+6h7//r1a+l827Zt+fvvv4mJiWH06NHs2LGDv/76SwoqP0RcXBydOnXCwsKCUaNG0aNHD2bMmCHVN6fMzMxc/1Zyfs6v/wCcnZ0JCAigY8eO+Pj4MHDgQO7fv//B9RQEQRA+T7FaluX8+fPY2tpy/vx5QkNDGTFiRJ5Tcf/eTD44OJgff/xRCn5yTukWtnfv3nHjxg0WLlxIQEAAmZmZvH79mmfPntGtWzcg65dovXr1gKzn3C5dusSKFSuIj49HX1+fhIQEpfr/26lTpxg2bJgUoNaoUQMNDQ10dXV59eoVGRkZmJubS89+fa4VK1awZMmSXAHCo0ePaNSoEZAVZOXl3bt3aGtr55u3lZUVAGZmZrx8+TLXc186Ojo8ffoUINczbgcOHODPP//E09NTqtuZM2cYMWKElKZ+/frvbZ+bmxtmZmbS1C8gjWpB1jTokydPALC2tn5vfjl97L3P6caNG3Tt2hVtbW0iIyPZunUr8+bNe++Idk5ly5ZFJpPh7e3NH3/8QcOGDaVzefX9+fPn6devH5A1WvrkyZM8n8X793e0WrVq3L59m3Xr1nHz5k2lUVZBEAThyys2I3zw/wHf5cuXSU5OJi0tLdfze5A11Hrt2jVpM/fff/+devXqcezYMdLT05HL5axcuTLfct73DN+JEyekn93d3XONMHp6erJx40ZpyhVg/Pjx/P7770yZMoUSJUpw5MgRbt26xYIFC6hatSoymYzg4GDCw8N58eIFtra2+Pv7s3bt2lzl7927FwMDA+l5rVevXjFy5Ejc3NzYtWsXx44d4/r16+8d+fxQ+b2pmv283KBBgzh37lyeafz9/dm8eTPdu3dnzpw5uc6/e/eOo0ePoqWlhb29fa7zq1evZtu2bTx58oQrV65QsWJF6Zyvry+rVq3i0KFD0rHZs2ezbNkyrK2tUVNT49y5c3mWm1NycjIjRoxg3rx5LF68mJcvX/L27Vv+/PNPANavX8/q1asZP358vu0syMfc+5yCgoKoU6cO3t7eJCUl8fDhQyZPnoyzszP9+vUjLi5OKf2/n+FzcXHh4sWLrFq1CplMRmZmJkuWLJHO59X3K1euxMnJCblcTmJiYp73BLIC65zf0TZt2mBqaopCoeD27dtKI655eRoexRQTs4/qx6KquOwRWr58+a9dBUEQPoPMwMAg8/3JBOG/9ynrIObUtGlTZs2alefbrULBPrfvP5ePjw8mJiZfpezCVpwCvuLQDhBtKYqKSzvg67blypUr0ot0/1asRvgEIduvv/6KjY0N48eP/9pVEQRBEISvTgR8QpHVt2/fT7527dq1eU53Cx/mc/peEARBKHqK1UsbgiAIgiAIQm4i4BMEQRAEQSjmRMAnCIIgCIJQzIln+ITPUrlyZZYsWUKtWrWQyWQEBgbi6OiY58LGX4qTkxOBgYH4+Pj8Z2V+KY0aNWLAgAHMmzcPMzMz0tLSpP2bP7SdP//8M8OGDeP69etMnDix0Orm5OTExYsXlRaW7tq1KzY2NgwbNoyHDx9y584dVFVViYqK4rfffiM5OZmYmBg2b97MokWLABg3bhxaWlqsXr0637L0a9dk1fW/C63uxcWUhsVjqRpBEP57YoRP+Cxbt27Fz8+PNm3aYG5ujpaWlrRTw+dSUSm8r2dh7JLyX5R77do15s2bB2QteNysWbOPLnP48OEMHTo0V7D3uX3g4eGhtHYkQO/evTl69CiQtV5hly5d6NixI6mpqdIWbMnJyXTv3l3axk8QBEH474mAT/hkbdq0ISUlRVrYWKFQsGDBAmnXEmtra2m7r+DgYCZPnixd269fP7y9vQkICGD58uVScBcREcHUqVPx8vKiWbNmTJo0CR8fH44fP87y5cvzrYu5uTlHjhzh9OnT0vZz1tbW0n66+/fvB8DBwYHjx48TGBgo7SSxdOlSOnfuDMC2bdtYtWoVAD/++CPTp0+nVKlS7NmzB7lczvHjx6XrGjZsiJubG76+vri4uEiLPru6ujJz5kzc3NwYPXq0Uj0DAwPR1dUFsnbKGDBgAJD1VrG5uTlmZmbs3r0bQ0NDhg4dypgxYwgICMDU1BSAli1bcvToUc6dO5fn7iXLli3ju+++Y+fOnYwZMwZ7e3uWL1/Ovn37cHZ2RkVFBQcHB3x8fJDL5QwZMkS61tbWVjo+ZcqUXHmfPn2aGjVqSO3U0NDA3NwcPz+/XGlDQ0MxMjICsrYldHFxYezYsfneP0EQBOHLElO6wierVatWrq3r3r17R0xMDMbGxgA0adKEjh07kpSUJAVuiYmJWFlZ0adPH9LT01m6dCn9+vXDzc0NLS0twsPD+eOPPwCIjIxkzZo1QFZQ1Llz5zz3ijU0NKR///4YGRnh6uoq7enbrFkzOnXqRHx8PD169KB+/fp07tyZsmXLcuzYMUJCQggJCaFly5bI5XL09fWpVKkSAKamphw9epQOHTrw9OlTacRKR0cHNTU1HB0dGTlyJLGxsVhZWTFjxgwpUNLV1ZWCuZzCwsJo0aIFjx494sGDB5iamuLm5kbTpk2ZOXMmjRs3BrK2pdu7dy8JCQls3rwZyNoLuVKlSvTp04eaNWuyc+fOXNO7M2fOpH379gwcOJC4uDjs7e1p1KgRffv2JTk5GRsbG96+fYulpSUlS5bEw8ODU6dOYWxsjLGxMZaWlshkMnbt2kXLli2VdqpRKBT4+vrSq1cvtm/fTpcuXTh37hwJCQlKdVBVVaVDhw6cPHlSOrZr1y4CAwPZsGFDvt8nGxsbbGxs8j0vfN3dLsqVK/fVyi5soi1FT3FpBxTdtoiAT/hk2dtxFXT89OnT0hZfvr6+mJqakp6eTsOGDTl27BiQNVKUvSp5enq6UhDTqlUr7OzsKFWqFGXKlCE8PDzPgM/Ly4vMzEzu37/PgwcPqFmzJpC1T3J8fDyQFcB5eHigUCh4+fIlISEhNG7cmNDQUMaMGcP3339PZGQkpUuXpmLFijRr1oy5c+dSqVIl5s6dy+zZswkMDCQ0NJTatWtTu3ZtDhw4AGRNPz9//lyqj6enZ559dv78eVq2bImhoSF79uxhyJAh6OvrExcXR2Ji4nv73M/Pj8zMTCIjI6lQocJ70wMEBASQnJwMQLt27ahbt640Oqijo4OxsTHt2rWjXbt20tZrmpqaGBsb59qa0MPDg7lz57J9+3Z69+6Nm5ubdE5DQ0O6/vz589KoKmT9IeDm5saoUaPy3HsXsrZ6c3FxAeBiVHieaf7Xfe2dCL52+YVJtKXoKS7tgKLZFhHwCZ8sIiIi1xYu2traGBgY8M8//9CoUaNcAWFmZiYymQxXV1eWLVuWK8+UlBQUCgUA6urqLF26lB49evD48WPs7e1RV1fPsy55lQMoBVEymSzPa58+fUrp0qXp0KEDISEhlClThl69epGQkEBCQgL37t2je/fuWFhYMGvWLE6dOoWfnx8RERHS9O6/5Re8nT9/nhEjRvDo0SOWL19O9+7dsbS0JDQ0NM/0/5aamvre9ryvLg4ODrn2sm3fvj3r1q1TeiEjLxcuXKBixYrUq1eP5s2bK+1kkv0MX362bduGn58fBw8e/KB6C4IgCIVHBHzCJzt9+jSzZs1iwIABuLm5oaKiwrx58zh06JA0omRubk6ZMmVITk6ma9euTJkyhaSkJHbu3MnWrVt59eoVZcqUQUtLi5iYGKX8s4O72NhYNDU1sbS0zPcN1Z49e+Lq6sp3331HtWrVuHv3Lg0aNFBKExISwpAhQ3B1daVMmTK0bNmSxYsXA3Dx4kVGjx6NtbU1enp6bNmyRSqrUqVKxMfHc+TIERISErC2tmb9+vWULVuWZs2acfHiRdTU1KhevToREREF9tnjx48pW7YsJUqU4OHDh4SGhmJra8ucOXNypU1ISEBbW/sD7sSHO3XqFMOGDePs2bOkp6dTvXp1njx5wsmTJ5k2bRpHjhwhMTERfX190tLSePXqVa48vLy8WLNmDSdOnCAlJeWDy46Pj8fLy4vBgwdLI6P5eRoexRST4vFGfZRpnQAAIABJREFUanHaI1QQhG+XCPiEzzJ69GiWLl3KpEmTkMlknDhxQmnk7sKFC6xduxYjIyPc3d25du0aACtWrGD//v3IZDLS09OZM2dOroDvzZs37Nu3j8DAQB49esTVq1fzrce9e/c4fPgwFSpUYObMmXkGIr6+vjRr1gy5XE5mZiZLlizhxYsXQNbIW9u2bfnnn3949OgRZcqUkaYz69Spg4ODA5mZmaSlpTFr1izS0tIYN24cixYtQldXF1VVVbZt2/begA/g8uXL0ksqoaGhzJo1iwsXLuRKJ5fL2bx5M127dsXBweG9+X6Iffv2UbVqVfz8/JDJZMTGxvLzzz8THBzM999/L01FJyYmMnHixDwDPg8PD8aPH8/SpUs/uvzNmzczcuTIz26HIAiC8HFkBgYGuR/CEoRCYG1tTaNGjQotWBH+d/j4+GBiYvK1q1EoissIX3FpB/wfe3ce13O2P3D89W1RRJQsk2YMNRrjYrJETIwlkhmyxDVZxm7GvUiWax9jZ8gyxj4pNzSFxFfLt5ClCTWMZSLbRZYwydpC9fujR5+fpk2mlK/386/p8zmfc8778/02vZ3z+ZwjsZRF2hIHlG4sp06dyvWoVTZZlkUIIYQQQsvJlK4oMb/88ouyRp8QQgghSo+M8AkhhBBCaDlJ+IQQQgghtJxM6Qohypya1lYsPfNraXej1Lk31I6laYQQpU9G+MQ7Y8yYMezfvx+NRkNoaGiJvgX6xRdfcPDgQfz8/Eqsjbxk78Wbl6ioKExMTADYvXs3kLUlnbOzc771Va9eXanPzs6O2NhYQkJCOHjwYI69kV+FqalpoQs7CyGEKBkywifeCdl76jo6OpKWloaJiQnlypUrsfb++c9/MnXqVCIjI1+pvK6uLunp6fmez28bu9fVvXt3AN5//3169OhBQEBAnuVGjBihbHcGWesGDho0iPLly6PRaAgLC8uxn3JBcSQmJnL37l2aNWtGdHR0scUihBCicDLCJ94J1atXJzExUdma7MGDByQkJPDZZ5+xceNGpZy9vT0bNmwAsraOmzx5MhqNhj179igb15uZmbFx40Y0Gg0ajYZmzZrlaGvcuHHY2tqycOFCpk+fjoGBAcuWLSMsLIyQkBBatWoFZK1TuG7dOjZv3pxj31nIGnk7ePAg8+fPJyQkBHNzc9q0aUNgYCDBwcGsW7eOChUqAFnbokVERLBr1y66dOmi1GFiYsLWrVsJCQlh0aJFObZiy14geurUqdja2hIaGsrw4cNz3TcnJycOHjyY63hycjKnT5/mww8/zDOO6dOnEx4eTlhYWI7t54KDg+nZs2dBH5UQQogSICN84p0QERGBm5sbhw8f5vDhwwQGBhIVFcWRI0eYN28epqamJCYm0rdvX2UpGSMjI3777TcWLVrEtGnTcHV1ZcWKFcyZM4eoqCiGDRuGjo4ORkZGOdpavnw5rVu3Zs6cOZw+fZqRI0cC0LFjRywtLdm2bRv29vbA/488JiUl5eqzpaUl48ePZ+rUqZiYmDB27Fj69u1LcnIy3377LSNGjGDNmjUsWbKEPn36cPXqVdauXatc7+bmxvHjx1m+fDkdOnSgf//+udqYP38+o0aNYtCgQbnOvf/++zx8+DDH/r3ZTExMaNKkCcuXL+fTTz/NEYeTkxMNGjTAwcEBU1NT9u3bR1RUFHfv3uX06dNMmjQpz8/I1dUVV1fX/D7Cd1L2PzLKgqpVq5Z2F4qNxFL2aEscUHZjkYRPvBOePXuGo6MjLVq0oFWrVqxZs4YFCxbwyy+/sGPHDnr16oWvry9NmzZl7NixAKSmpqLRaAA4c+aMkqS1bt1aKZORkcHjx48LbLt58+Z4enoCcPnyZeLj46lbty4Ahw4dyjPZA4iPj+e3334DshLDevXqKc/e6evrExMTg5WVFdevX+fq1asA7NixQ0nsWrZsybBhwwAIDw/nwYMHRbpnNWrUyLW1mq2tLSEhIWRkZLB69Wri4uL49NNPc8Rha2tLQEAAGRkZ3L9/n6ioKBo3boxGo+H+/fvUrFkzz/Z8fHyU6eOYSxeK1FdtVdZ2Hihr/fk7JJayR1vigLIZiyR84p2RkZHBr7/+yq+//sr58+dxcXHhl19+wdfXl82bN5OamsrevXuVZ9BevHihXJueno6e3uv9urw8lfpXz549e6VzKpWKQ4cOMXr06BxlGjRoUOCzfX/nub/k5GQMDAxyHMt+hq+wvubHwMCAlJSU1+6TEEKI1yMJn3gnWFpakpGRoYyENWjQgPj4eAASEhJISEhgzJgx9OvXr9C6jhw5wsCBA9m4cSM6OjpUqFCBJ0+e5Fv+2LFj9OjRg6NHj1K3bl1q1arF5cuXadiw4Sv3PyYmhnnz5vHhhx/yv//9D0NDQ8zNzbl06RIffPABtWvX5tq1azneuI2KiqJnz56sWLGCdu3aKW/ovuzJkye5pqSzXblyhffff/+V+/hyu/3798fPz48qVarQokUL5syZA0DdunU5f/58oXXcuXAJdxvtWJJEm/YIFUK8veSlDfFOqFChAsuXL+fAgQNoNBo++ugjli5dqpzfuXMnt2/f5uLFi4XWNXPmTFq1akVYWBjBwcFYW1sXWN7LywtdXV3CwsJYs2YNbm5ueT4XV5DExETc3NxYvXq18hKJpaUlqampTJo0CW9vb3bt2qUksQAeHh60aNGC4OBg2rZtm+NcttjYWNLT09FoNLle2khOTubatWt8+OGHReprUFAQsbGxaDQafvnlF+bNm8e9e/cAaNWqFeHh4UWqTwghxN+nMjc3L761HoR4S82dO5ezZ8+yffv20u5KmeLo6EijRo1YvHhxsdS3Y8cOhgwZwsOHDwssp1arS3SdxDdJW0b4tCUOkFjKIm2JA0o3llOnTuHk5JTnORnhE++8oKAg6tevz86dO0u7K2VOcHAwN27cKJa6TE1NWb9+faHJnhBCiOInz/CJd97La9eJ3P66RuDrSkxMJCQkpFjqEkIIUTQywieEEEIIoeUk4RNCCCGE0HIypSvEW2j37t3Kfrj5WbJkCevXr3+lN48LYmFhgZeXFx06dMDOzi7fnTmKU01rK5ae+bVE2yir3Btqx3I0QoiyRRI+Id5ChSV7ABMnTnwDPSmYrq6uspC1EEKI0iNTukIUUe/evdFoNGg0GlauXEmtWrXw9fVFo9Hg6+uLubk5kLUO3oIFC/Dz8yMyMpKWLVuydOlSDh48iIeHR551+/n58d1337Fjxw4OHjxI48aN2bBhA0eOHMmxB21cXBwAdnZ2eHl5Kcfnzp1Lnz59lLoaNWqUq43sbc4CAwOZPn26si6ehYUFO3fuJDg4mODgYJo1a1bgfShfvjxLly5FrVYTEhJCp06dAOjTpw/r1q1j8+bNbNu2jZUrVyrnAFatWoWDg0Oh91kIIUTxkRE+IYqgXr16jBkzhu7du/PgwQOqVKnC8uXL8ff3x8/Pj759+zJnzhyGDh0KQOXKlXFxcaFTp05s3rwZZ2dnJkyYwL59+2jQoAHnzp3L1UZaWhq9evVi6NCh/Pzzz3Tp0oWkpCQiIyPZsGFDkffE/atly5YxefJkoqOjmTJlinL8/v379OvXj9TUVOrUqcPq1avzXc8JYOzYsRw9ehR3d3eMjY1Rq9UcPnwYyNr7t2PHjiQlJdGyZUuGDx9OaGgolSpVolmzZowbNy5Xfa6urri6uv6t2LSBmZlZaXchT2V1Q/jXIbGUPdoSB5TdWCThE6IIWrdujVqtVpKupKQkmjZtyrBhw4CshYWnT5+ulNdoNACcP3+e+/fvK9uKxcXFYWFhkWfCFxoaqlwTFxfH3bt3Abh27Rrm5uZ/K+EzNjamYsWKREdHAxAQEEDHjh0B0NfXZ968eXzyySdkZGRQt27dAutq06YNDg4OjBo1CsjaJ7dWrVoAHDp0iKSkJCBrq7V58+ZRtWpVnJyc2LdvX57TvD4+Pvj4+AAQc+nCa8f4tivLi8+W5b4VlcRS9mhLHFA2Y5GET4giUKlUZGYWvDnNy+ezt1DLyMggNTVVOZ6RkYGeXt6/fi9f8/IWbBkZGejq6uYo++LFC1QqlfKzgYFBof3Pz/Dhw7l37x4ODg7o6Ohw5cqVQusaMWIEly9fznG8SZMmPHv2LMexHTt20LNnT7p164a7u3uB9QohhCh+8gyfEEVw5MgRvvzyS0xMTACoUqUK0dHRyksUPXv25Pjx42+sPzdv3qRevXqUK1eOSpUq8dlnnxVY/uHDhzx58oQmTZoAOV/+MDY25u7du2RmZtKrV698E9JsERERDB48WPm5QYMG+Zb95ZdflFHQ7OcPhRBCvDkywidEEcTFxbFy5Ur8/f3JyMjg7NmzzJgxg2XLljFq1CgSExNxc3MrUp1Llixhy5YtnD59usj9uXXrFnv27CEsLIyrV69y9uzZQtuYMGECixcvJjk5mcjISB4/fgyAl5cX69ev54svvuDo0aM8ffq0wLaXL1/O7NmzCQsLQ6VSER8fn+9yLffv3+fixYuvvNPGnQuXcLfRjuVJtGmPUCHE20tlbm5e8PyUEEKrVKhQQZlyHT16NNWrV2fWrFkl2qahoSHh4eE4OjoqCWZB1Go1NjY2JdqnN0VbEj5tiQMklrJIW+KA0o3l1KlT+b5sJ1O6QrxjOnbsSGhoKOHh4bRo0YIVK1aUaHv29vYcOnQIT0/PV0r2hBBCFD+Z0hXiHRMYGEhgYOAba+/w4cPY2tq+sfaEEELkJiN8QgghhBBaThI+IYQQQggtJ1O6Qogyp6a1FUvP/Fra3ShR7g214y1kIcTbQUb43jEmJiaEhoYSGhrKyZMniY6OVn7W19fPVb5KlSoMGDCg0Hp1dXX5448/8jxXo0YN1q5dy5EjRzhw4ADe3t58+OGHfzeUNyY6OhpjY+MSqbtbt24cPHiQ7du3Y2Njw3fffQdAv379mD17dom0KYQQ4t0jI3zvmAcPHigb2Y8fP56nT5+ybt26fMtnJ3xbtmx57TY3bdqEj4+PsgXXP/7xD8zMzPjf//732nWWZTo6OmRkZLxS2a+++opJkyYpizWfPHmyJLtWZujq6ua5vZoQQoiSIQmfUHzzzTf07t0bgP/+9794enoydepU6tatS2hoKAcOHGDVqlX8/PPPGBsbo6ury6JFiwgLC8u3zjZt2vDs2TO2bdumHMteHFilUjFz5kzatGlDZmYmHh4eqNVq7O3tGTNmDA8ePOCTTz4hMDCQK1euMHjwYMqVK8fgwYOJj49n5cqVPH78mHr16mFubs748ePp168fNjY2nDhxggkTJgCwaNEiGjZsiKGhIYGBgSxfvhzIGrnbunUrnTt3RkdHh5EjR3LlyhVMTU1ZvXo1JiYmuRIwFxcXBg0aRLly5YiOjmbatGno6Ohw5swZNm/eTJs2bZg1axYxMTGF3u8JEybQpEkTfvjhB4KCgjhy5Ahff/01Q4cOzVHOzMyMBQsWUKtWLTIyMpg5cya//fZbjjL9+vWjffv2lCtXjnr16rFmzRoqVKhAjx49SElJYcCAATx69IgBAwbwz3/+k3LlynHlyhXGjh1LSkoKK1eu5MGDB3z66adUq1aN77//nuDgYCpWrJjv5+3u7k63bt24desWSUlJxMTEsHHjRurUqcPcuXMxNTXl2bNnTJw4kStXrrBy5Uru379Pw4YNOXXqFPPmzSv0HgkhhCgekvAJAD799FN69uxJ165d0dXVRa1WExUVxfz58/nwww+VUUE9PT0GDx7M06dPqVq1Krt37y4w4fv444/z3UHiyy+/5KOPPsLBwYGqVauyb98+oqKiAKhfvz6ff/45jx8/JioqCi8vL7p27crIkSMZPHgwc+bMAaBSpUq4uLjg5OTE5s2b6datG5cuXSIkJARra2suXLjAggULSEpKQldXFz8/P9RqNRcvXgSydoDo3LkzQ4YMYcSIEfznP/9hwoQJREZGsmrVKjp16sTAgQMBsLa2xtHRke7du5Oens6iRYvo3r07e/bsoXLlypw5c4bFixe/8j3/4YcfaN26NdOnT+fcuXPY29vnWW7OnDmsWbOG3377DQsLC7y8vOjQoUOuctbW1nTu3BkjIyOOHDnC7Nmz6dy5M3PmzKFnz55s3ryZvXv3KqO1U6ZMoU+fPnh7ewNZiWX37t2pX78+a9euJTg4mJSUlDw/7yZNmtCxY0ccHBwoV64coaGhSpK7ePFiJkyYwLVr12jWrBlz587lq6++AqB27dr06dMnz/2IXV1dcXV1feX797YzMzMr7S4USdWqVUu7C8VGYil7tCUOKLuxSMInAGjRogVqtZqUlBQAgoODsbW1JSIiIkc5lUrFtGnTaN68OZmZmbz33nuYmJjw6NGjIrfZvHlzAgICyMjI4N69exw/fpzGjRvz/PlzTp48qaxUfv36daUfsbGxNG3aVKkjO9k8f/48CQkJSiIXFxfH+++/z4ULF+jevTv9+vVDV1eXmjVrUq9ePaXcvn37ADh9+jTt27dX7kX2c4uhoaHKYsH29vY0btyYoKAgIGv3iNu3bwOQmpqqHC9u9vb2WFpaKj9XrlwZQ0ND5bPKdvToUZKTk0lOTubp06doNBrl3tStWxfISqQnTJiAsbExFStWzJGsZ297FhsbS82aNYH8P+/mzZsTEhJCWloaaWlpSj3GxsbY2NiwYcMGpV5dXV3lv/fu3Ztnsgfg4+ODj48PADGXLrzezXqLvI27CryNfc6PxFL2aEscUDZjkYRPFEnv3r2pVKkSjo6OpKenEx0djaGhYb4J34ULF+jYsWOe51QqVb7tpKWlKf+dkZGh/JyZmZkjgUhNTc1VJvtnXV1d6tSpw7Bhw+jatSuPHj1i5cqVGBgY5GonIyMDPb2Cfx1UKhW+vr4sWbIkx3FdXd1cyVc2CwsLfv75ZwA8PT1zTG0XRdeuXXn+/HmBZV6OPzMzM8/YVqxYQf/+/blw4QL9+vWjSZMmyjXZ9xL+/7PJ7/PO77NTqVQ5nhP9q+wt3YQQQrxZkvAJAI4dO8aiRYtYu3YtOjo6dO7cmW+++YYnT55gZGSklDM2NubPP/8kPT0de3t73nvvvQLrjYiIYPLkyfTt2xdfX18AbGxs0NfX59ixY7i4uLBz505MTU1p3rw5M2fO5JNPPim2uCpWrMiTJ094/Pgx1atX5/PPP+fgwYMFXnPs2DF69OjB6tWrcXBwoFKlSkDWjhHr169n48aNPHjwABMTE8qXL09CQkK+dcXHx+eb/Lyq7Gf7skfNGjRowLlz516rrvLly3P37l309PTo0aMH165dK7B8fp/3iRMn+P777/npp5/Q19enffv2bN68mYcPH5KQkICjoyPBwcGoVCrq16+f7xvc+blz4RLuNtqxbIk27REqhHh7ScIngKwNlwMCAlCr1QB4e3tz/vx5IGu6MywsjPDwcNavX8/mzZvZt28fZ86c4cqVK4XWPWTIEL7//nvGjBlDSkoKN27cYNasWZw4cYImTZqg0WjIzMxk9uzZ/Pnnn8Ua15kzZ7h48SL79+/n+vXrnDhxotBrfvjhB3766Se+/PJLIiMjlWnb8+fPs2zZMnx9fVGpVLx48YL//Oc/BSZ8xWHq1KksXLiQPn36oKenR2RkJNOmTXutun744QfUajU3b97kwoULOUY78+Lv75/n5x0TE8PBgwcJCwvjxo0b/P7778oo77fffsuCBQtwd3dHX1+fnTt3FjnhE0IIUbxU5ubmeT9QI4QQBahQoQLPnj2jfPnyBAQEMG7cOGJjY4ulbrVajY2NTbHUVdq0ZYRPW+IAiaUs0pY4oHRjOXXqFE5OTnmekxE+IcRrWbp0KZaWlhgYGLB9+/ZiS/aEEEIUP0n4hBCv5ZtvvintLgghhHhFsrWaEEIIIYSWk4RPCCGEEELLyZSuEG+h7777jvj4eDZu3AhkLVp869YtJk6cCMDMmTN58OABDRs2ZMSIEfTp04dGjRoxffr0HPUMGDCA5ORk/P39/3af/Pz8mDNnDqdPn8bb25t//etfr7UgN0BNayuWnvn1b/epNLg31I7lZIQQ2kVG+IR4C0VHR9OsWTMga7FjU1NTrK2tlfPNmjXjyJEjjBgxosB6tmzZUizJ3l8NHDjwtZM9IYQQxU8SPiHeQidOnFASvuw9g588eULlypUpV64cVlZWPHz4kPDw8FzXdujQgcDAQExMTBg/fjwjR44EskboZs+eze7duwkPD+fTTz8FshZrXrp0KWq1mpCQEGUhaUNDQ3766Sc0Gg1r1qzB0NBQaSMqKgoTExMANm3aRFBQEPv373+n9soVQoiyRKZ0hXgLJSQk8OLFC8zNzWnWrBkxMTHUrFmTpk2b8ujRI2JjY3NstZbN0dGRESNGMGDAAB4+fJjrfPny5enevTstWrRg6dKldOjQgbFjx3L06FHc3d0xNjZGrVZz+PBhZTrYwcGB+vXrExwcnGdf3d3dSUpKwtDQELVazb59+3jw4EGucq6urlqREJqZmeX4uaxupF5U2hIHSCxlkbbEAWU3Fkn4hHhLZY/yNWvWjPXr11OzZk2aNWvGo0ePiI6OzlW+VatWNG7cmH79+vHkyZM869y9ezeQtb1cpUqVMDY2pk2bNjg4ODBq1CgADAwMqFWrFi1atFD2CY6Njc13Hb4hQ4bQpUsXAMzNzalTp06eCZ+Pjw8+Pj4AxFy6UMS7UXbkteCqtiwoqy1xgMRSFmlLHFA2Y5GET4i3VPZzfB9//DHnz5/n1q1bjBw5ksePHyv7Fr/s+vXrfPDBB9StW5fTp0/nWWdmZmaun1UqFSNGjODy5cuFlv8rOzs77O3t+fLLL0lJScHPz6/Q7dyEEEIUP3mGT4i3VHR0NB07diQpKYmMjAySkpIwNjamadOmeY7wxcfHM3z4cFasWEG9evXyrLNbt24ANG/enEePHvH48WMiIiIYPHiwUqZBgwZA1ihgjx49gKznCOvXr5+rvkqVKvHw4UNSUlKwtLSkSZMmfztuIYQQRScjfEK8pWJjYzE1NSUgIEA5dv78eYyMjHjw4AFGRka5rrl8+TL/+te/WLduHV9//XWu80lJSezevZuKFSvi7u4OwPLly5k9ezZhYWGoVCri4+MZNGgQ3t7eLFu2DI1Gwx9//MGpU6dy1Xfw4EEGDBiARqPhypUr/Pbbb68U250Ll3C3keVNhBCiuKjMzc0LnpMRQrwTXl5Hr7Sp1WpsbGxKuxvFQls2hdeWOEBiKYu0JQ4o3VhOnTqFk5NTnudkSlcIIYQQQsvJlK4QAgAXF5fS7oIQQogSIiN8QgghhBBaThI+IYQQQggtJ1O6Qogyp6a1FUvP/Fra3Sgy94byZrEQomySET4hipmHhwddu3Yt0jUTJkzA3t4+13E7Ozu8vLxKpE0gx166hbGwsMhzb95X8fLeukIIId48GeET4g3R0dEhIyMjz3M//PDDG+6NEEKId4kkfOKt1Lt3b2VkKjY2lkWLFrFs2TJMTU1JTEzEzc2NW7du4eHhQUpKClZWVtSqVYvx48fj4uJC06ZNOXnyJG5ubrnq/uqrr3B1daVcuXJcvXqVMWPGkJKSgoeHB48fP6Zx48ZUq1aNefPmoVarAZg7dy6tW7fmxo0bOeqKiopi+/bttG3bFk9PTy5fvszChQsxNDTk2rVruLu78/DhQzw8PAgLC0OtVvP5558ze/ZsEhMTOXPmTL73IL82GzZsyKxZszAyMlLuxd27dxkyZAgDBgzgxYsXXLx4kW+//TZX3F26dGH48OHUrFmThQsXUrVqVdLT0xk5ciTp6elKWQMDAxYsWECjRo1IT09n9uzZREZGoqOjw7Rp02jbti2ZmZls3boVT09P5TpDQ0M2btzIvn372Lp16yt+2kIIIf4uSfjEW6devXqMGTOG7t278+DBA6pUqcLy5cvx9/fHz8+Pvn37MmfOHIYOHQpA5cqVcXFxoVOnTmzevBlnZ2cmTJjAvn37aNCgAefOnctRf1BQkJKMTJo0iX79+ilJS40aNXB2dsbKygpPT0/UajVdunTB0tKSDh06UK1aNQ4cOJBjL9vU1FRlCzKNRsOMGTOIiopiwoQJjB8/nlmzZillDQwMWLJkCX369OHq1ausXbs2z3uQX5t6enrMnTuXwYMHk5iYSLdu3Zg8eTLu7u6MHj0aOzs70tLSMDY2zlHf119/Tdu2bRk6dChpaWmsWrWK1atXExwcjIGBASqVCjMzsxzlATp27IilpSXbtm3D3t6evn378v7779O5c2fS09OpUqWKco2RkRFr1qzB398ff3//XDG5urri6upa8Idfxr18j7JVrVq1FHpS/LQlDpBYyiJtiQPKbiyS8Im3TuvWrVGr1Tx48ADI2g6sadOmDBs2DIAdO3Ywffp0pbxGowGyth27f/8+58+fByAuLg4LC4tcCZ+1tTWTJk3C2NgYIyMjIiIilHPBwcFkZmZy8eJFqlWrBkDLli0JCAggIyODhIQEjh49mqO+wMBAIGtf2cqVKxMVFQVk7Wyxbt26HGWtrKy4fv06V69eVWLp379/rnuQX5uWlpZYW1uzfft2IGsa+e7du0DWSOiPP/5IcHAwwcHBSl29e/fm9u3bDBkyhBcvXmBkZMR7772nlElNTc3VfvPmzZUk+PLly8THx1O3bl0+++wztmzZoowGJiUlKdd4enry008/sWvXrlz1Afj4+ODj4wNAzKULeZYp6/JbXV9bdhDQljhAYimLtCUOKJuxSMIn3joqlYrMzIJ3BHz5fFpaGgAZGRk5kpeMjAz09HL/Cnh4eDB06FD++OMP+vTpg52dXa66svuRV3t/9ezZswL7WlDfi1pOpVIRFxdHt27dcp0bOHAgLVu2pFOnTowbN4527doBWYlwgwYNeO+997hx40aOuPKTX5mCrj1x4gTt2rXLN+ETQghRciThE2+dI0eQgiw+AAAgAElEQVSOsGnTJjZs2KBM6UZHR9O9e3d27NhBz549OX78+GvXX7FiRRISEtDT06NHjx7cuXOnwPJRUVH0798ff39/zMzMaNWqFQEBAbnKPX78mIcPH2Jra8vx48fp1auXMtqX7dKlS3zwwQfUrl2ba9eu4ezsXKQ2L1++jKmpKU2bNiUmJgY9PT3q1q3LxYsXMTc3JzIykuPHj+Ps7IyRkREAZ8+exdvbG09PT1xdXUlISOD27dt07tyZkJAQypUrh45Ozhf6jx07Ro8ePTh69Ch169alVq1aXL58mUOHDjFgwAAiIyOVKd3sUb4lS5Ywbtw4FixYwJQpUwq8p3cuXMLdRpY4EUKI4iLLsoi3TlxcHCtXrsTf3x+NRsOsWbOYMWMGffv2RaPR0KtXL2bOnFmkOpcsWUKjRo2U/967dy/btm3j0qVLhV4bFBTE1atXCQ8PZ8GCBbmSuJeNGzeOGTNmoNFoaNCgAR4eHjnOp6amMmnSJLy9vdm1axfx8fHKuUaNGrFkyZIC23z+/DkjR45k6tSpaDQaQkNDadasGbq6uqxatYqwsDBCQkLYsGEDjx49Uuo+ceIEc+bMwdvbGxMTE8aMGcPQoUPRaDTs3r2b6tWr5+inl5cXurq6hIWFsWbNGtzc3EhLS2Pr1q3cvHmTsLAwNBpNroR11qxZGBgYMG3atELvqxBCiOKjMjc3f7X5IyGEeEPUajU2Njal3Y1iYWZmViaf5ykqbYkDJJaySFvigNKN5dSpUzg5OeV5Tkb4hBBCCCG0nCR8QgghhBBaThI+IYQQQggtJwmfEEIIIYSWk2VZhChh1apVY/bs2TRu3Ji0tDRu3LjBd999R1paGl5eXnTo0KHIdcbFxVGvXr3X6k+5cuXw9vbG1NSUH3/8UVkYOtvIkSP56quvePHiBRkZGaxbt07ZxWTOnDmcPn36tdotiprWViw982uJt1Nc3BvKEjJCiLJNEj4hStimTZvw8/NT9q5t0KABZmZm3Lp1q1T6849//AM9PT06deqU69yAAQNo06YNXbt25cmTJ1SqVAlHR8dS6KUQQojiJFO6QpSg1q1b8/z5c7Zs2aIcO3fuXK6FoS0sLNi5c6ey7VmzZs0AqF69Ojt27CA0NJTw8HBsbW2VayZPnoxGo2HPnj157uFapUoVNm3apJSpX78+VatWZeXKlTRo0IDQ0FBq166d45p///vfTJ06lSdPngBZi0X7+fnlqnvBggXs27eP/fv34+7urhyPiorC3d2d4OBgwsLCsLS0BLK2ggsNDSU0NJSQkBBl0WchhBBvhozwCVGCrK2tOXPmTKHl7t+/T79+/UhNTaVOnTqsXr0aJycnevToQUREBCtXrkRHR4fy5csDYGRkxG+//caiRYuYNm0arq6urFixIked7u7unD17lqFDh9K6dWtWrFhBp06dmDhxIqNGjWLQoEE5yhsZGWFkZMS1a9cK7e+iRYtISkpCR0cHX19f6tevT2xsLACJiYk4OjoyaNAgRo0apbQ3depUoqOjqVChQp7787q6uuLq6lpo22VRXgl3trK6kXpRaUscILGURdoSB5TdWCThE6IM0NfXZ968eXzyySdkZGRQt25dIGsRzaVLl6Knp0dISAjnzp0Dsnbk0Gg0AJw5cwZ7e/tcddra2jJ8+HAAjh49iomJCZUqVcq3D6+yR3G2L7/8EldXV3R1dalRowYfffSRkvAFBQUBcPr0abp06QJk7eQxa9Ysdu3aRVBQELdv385Vp4+PDz4+PgDEXLrwSv0oKwpbZFVbFpTVljhAYimLtCUOKJuxyJSuECUoLi6Ohg0bFlpu+PDh3Lt3DwcHB7p06YK+vj6QtWdtr169uHPnDitWrKB3794AvHjxQrk2PT0dPb3c/3ZTqVS5jhWU0D158oTk5GQ++OCDAvv6/vvvM3LkSPr27YuDgwPh4eEYGhoq57NH79LT09HV1QVg9erVTJw4EUNDQ/bs2aNM9QohhHgzJOETogQdOXKEcuXK8dVXXynHGjduTMuWLXOUMzY25u7du2RmZtKrVy8lgatVqxb3799n69atbN++/ZWSx2xRUVH07NkTADs7OxITE5Vn8/Lz448/Mm/ePCpWrAhAxYoVc02zVqpUieTkZB49eoSZmRnt2rUrtC+1a9fm/Pnz/PTTT/z+++9YWVm9chxCCCH+PpnSFaKEDRs2jNmzZzN69GhSU1OJj49n1qxZOcp4eXmxfv16vvjiC44ePcrTp08BaNWqFaNGjeLFixc8ffqUsWPHvnK7y5YtY9myZWg0GlJSUhg3blyh13h5eVGhQgX27dvH8+fPefHiBevWrctR5o8//uDs2bMcOHCA69evc+LEiVe6B61atSIjI4O4uDgOHDhQYPk7Fy7hbiNLnQghRHFRmZubv9pDO0II8Yao1WpsbGxKuxvFQls2hdeWOEBiKYu0JQ4o3VhOnTqFk5NTnudkSlcIIYQQQstJwieEEEIIoeUk4RNCCCGE0HKS8AkhhBBCaDlJ+IQQQgghtJwsyyJEKfLw8CAsLAy1Wv3K10yYMIFjx45x+PDhHMft7Ozy3DLtbVTT2oqlZ34t7W68MveGsoSMEKJsk4RPiDJIR0eHjIyMPM/98MMPb7g3r6+gOIQQQrw5kvAJrde7d29GjhwJQGxsLIsWLWLZsmWYmpqSmJiIm5sbt27dwsPDg5SUFKysrKhVqxbjx4/HxcWFpk2bcvLkSdzc3HLV/dVXX+Hq6kq5cuW4evUqY8aMISUlBQ8PDx4/fkzjxo2pVq0a8+bNU0bx5s6dS+vWrblx40aOuqKioti+fTtt27bF09OTy5cvs3DhQgwNDbl27Rru7u48fPgwx6jg559/zuzZs0lMTOTMmTP53oNvvvmGXr16kZmZyf79+1mwYEGBfX+V+9CmTRsmTJhAuXLluHbtGm5ubjx79ixXHNm7dfy1HSGEEG+OJHxCq9WrV48xY8bQvXt3Hjx4QJUqVVi+fDn+/v74+fnRt29f5syZw9ChQwGoXLkyLi4udOrUic2bN+Ps7MyECRPYt28fDRo04Ny5cznqDwoKYuvWrQBMmjSJfv364enpCUCNGjVwdnbGysoKT09P1Go1Xbp0wdLSkg4dOlCtWjUOHDiAr6+vUl9qaio9evQAQKPRMGPGDKKiopgwYQLjx4/PsUOHgYEBS5YsoU+fPly9epW1a9fmeQ/atWuHo6MjX3zxBSkpKVSpUqXQvhd2H27dusXYsWPp27cvycnJfPvtt4wYMYLly5fnisPExCTfdl7m6uqaaxu3t4WZmVm+56pWrfoGe1JytCUOkFjKIm2JA8puLJLwCa3WunVr1Go1Dx48ACApKYmmTZsybNgwAHbs2MH06dOV8hqNBoDz589z//59zp8/D0BcXBwWFha5Ej5ra2smTZqEsbExRkZGREREKOeCg4PJzMzk4sWLVKtWDYCWLVsSEBBARkYGCQkJHD16NEd9gYGBQNZ+tZUrVyYqKgoAPz+/XFucWVlZcf36da5evarE0r9//1z3wN7eHl9fX2VULSkpqdC+F3Yf3nvvPerVq8fu3bsB0NfXJyYmJlcchbXzMh8fH3x8fACIuXQhzzJlVWGr6mvLDgLaEgdILGWRtsQBZTMWSfiEVlOpVGRmFrx74Mvn09LSAMjIyCA1NVU5npGRgZ5e7l8XDw8Phg4dyh9//EGfPn2ws7PLVVd2P/Jq76+ePXtWYF8L6nt+8rsHr9L3/O5DRkYGhw4dYvTo0YXGUVA7Qggh3gxJ+IRWO3LkCJs2bWLDhg3KlG50dDTdu3dnx44d9OzZk+PHj792/RUrViQhIQE9PT169OjBnTt3CiwfFRVF//798ff3x8zMjFatWhEQEJCr3OPHj3n48CG2trYcP36cXr16KaN92S5dusQHH3xA7dq1uXbtGs7Oznm2GRERgZubG7t27VKmdJOSkorc95fFxMQwb948PvzwQ/73v/9haGiIubk5V65c+dv3CODOhUu420hiKIQQxUUSPqHV4uLiWLlyJf7+/mRkZHD27FlmzJjBsmXLGDVqlPLSRlEsWbKELVu2cPr0aZYsWcLevXuJj4/n/PnzVKxYscBrg4KCaN26NeHh4Vy5ciVXEveycePGKS9tXL9+nfHjx+c4n5qayqRJk/D29iYxMZHjx4/z8ccfA9CoUSMGDBjAxIkTOXjwIA0aNCAoKIjnz5+zf/9+Fi5cWOS+vyz7vq1evZpy5coBsHjx4jwTvr/TjhBCiOKhMjc3L3xOSAgh3iC1Wo2NjU1pd6NYmJmZlcnneYpKW+IAiaUs0pY4oHRjOXXqFE5OTnmek502hBBCCCG0nCR8QgghhBBaThI+IYQQQggtJwmfEEIIIYSWk7d0hRBlTk1rK5ae+bW0u5Ev94ayZIwQ4u1SYiN8N2/eZObMmcrPI0eOzLWsREmIiooiLCwMjUaDv78/tWrVKvY2+vTpw9y5c/M8FxcXB2Rtq7V+/fpia7NBgwbcvHmTtm3bKscsLCwIDw/Ps2z79u3/VntRUVGYmJgA/x/Tm+Lh4UHXrl3faJvF7d///neRr/Hz82Pfvn3Kz40aNcLPz++12vfz86NRo0aFlnuV7+nL34WX2dnZ0axZs9fqnxBCiDerxBK+lJQUunTpkucfipLm4uKCg4MDv/76K2PHjn3j7QMkJCQwYsSIYqvP2dmZY8eO5bu47suKI+ETf8/rJHyQ9Tp/u3btirk3edPV1f1b31M7OzuaNm1azL0SQghREkos4UtPT8fHxyfPPyampqasX78etVqNWq1WRgnCwsIwNjYG4OzZs/Tu3RuAlStXYm9vT7169di7dy+hoaFoNBrq1KlTYB9iYmKoWbOm8nPPnj2V6xctWoSOTlb4cXFxzJw5k+DgYHx9fTE1NQVyjpKYmJjkWCTX3Nyc//73vxw6dCjPhXtfHn3T0dFhxowZysjj4MGDX+0mvqRr1664ubnRpk0bDAwMcp3/4IMPCAkJwcbGhgkTJtCtWzdCQ0Pp1q0b48ePZ+TIkUrZ8PBwLCwsCrwn+Rk1ahRqtRqNRoO7u3ueZV4eEezatSseHh5A1sjd999/z+7du4mMjMwxijd37lwOHDiAt7d3vhtPf/XVV0rb69evx9DQsMB6VSoV8+fPZ//+/Xh5eeHt7a2ca9iwIf7+/gQFBeHj40P16tUBGDJkCAcOHECj0fDTTz8B8Omnn7J7925CQkLYvXs3lpaWABgaGrJ27Vo0Gg1r1qxhz549NGrUiClTpmBoaEhoaCirVq0q0n1es2ZNnv9IsbCwYOfOnQQHBxMcHJxjZO2bb75RvltTpkxRjn/xxRfs3buXw4cPY2trC2SNTq9bt47Nmzezbdu2V/6eDhkyhODgYMLCwrC0tMTCwoIBAwYwfPhwQkNDsbW1zff3evz48SxduhQ/Pz8iIyMZMmRInrELIYQoOSX6DN/mzZsJCwtT/nBm+/7779mwYQMnTpzA3NycrVu38vnnnxMdHU3z5s2Jj4/n2rVr2Nra4u/vT5MmTfjPf/7DlClT2LRpE7t27UJfXx9dXd0C22/Xrh0hISFA1kbz3bp1w9nZmRcvXjB//nx69uyJv78/RkZGnDlzhu+//55x48Yxfvx4pk+fXmDdn376KR06dCA5ORm1Wk14eDinT5/Os2z//v15//336dy5M+np6VSpUqUIdxGaN2/OjRs3uHbtGr/++ivt27cnKChIOW9paclPP/3E+PHjOXfuHD/88AONGjVSYshvKr2ge5KXNm3aUKdOHbp27YpKpWLz5s20aNGCY8eOvXIsNWrUwNnZGSsrKzw9PVGr1XTp0gVLS0s6dOhAtWrVOHDgAL6+vrmuDQoKYuvWrQBMmjSJfv364enpmW+9Tk5OWFhY0KFDB8zMzDh48CC+vr7o6ekxd+5cBg8eTGJiIt26dWPy5Mm4u7szevRo7OzsSEtLU/7xcenSJXr27El6ejr29vZMnjyZESNGMGjQIB4+fIiDgwPW1taEhoYCsGDBAgYPHkynTp2KfJ9jYmLo0qULrVq14smTJ8rx+/fv069fP1JTU6lTpw6rV6/GycmJdu3a4ejoyBdffKFsm5ZNT0+PL774gvbt2zN+/Hj++c9/AtC0aVM6duxIUlKSkvhDwd/TxMREHB0dGTRoEKNGjWLixIls2bKFp0+fsm7dOgB+/PHHPH+vs++Bi4sLRkZGHD58GG9vb168eJEjdldXV1xdXV/la1TqzMzMXrlsfv+AedtoSxwgsZRF2hIHlN1YSjThe/LkCf7+/gwdOpTk5GTlePZoXbaKFStiZGTEsWPHaNGiBRYWFnh7e9O/f39q1qzJgwcPePbsGTExMYwZM4b33nuPoKAgrl69mme7fn5+VKtWjfv377No0SIAPvvsMxo2bKg8I2VoaKishJ2enk5gYCAAO3fuZOPGjYXGdvjwYR48eABkJSK2trb5JnyfffYZW7ZsIT09HYCkpKRC63+Zs7Mzu3fvBmD37t307t1bSfiqVq3Kzz//zPDhw4v8rF1B9yQvbdu2pW3btkpiU6FCBerUqVOkhC84OJjMzEwuXrxItWrVAGjZsiUBAQFkZGSQkJDA0aNH87zW2tqaSZMmYWxsjJGREREREQXWa2try969e8nMzOTevXtERkYCWQmytbU127dvB7JGtu7evQtAbGwsP/74ozKSBmBsbMzy5cupU6cOmZmZ6OvrK/Vv2rQJgAsXLhAbG5tnv4t6n1esWMHYsWOZN2+eckxfX5958+bxySefkJGRQd26dYGs3yVfX19SUlKAnN+t7PZOnz6dI7E7dOhQnt/Bgr6n2d+306dP06VLlzz7nd/vNWSNKqelpZGWlsb9+/epVq0at2/fznG9j48PPj4+AMRcupDv/SkLirqKvrbsIKAtcYDEUhZpSxxQNmMp8bd0N27cqEyVZtPR0aFbt27KH6lsx44d4+uvvyY+Pp5FixbRpUsXunbtqmxuHxAQwMmTJ+nQoQM+Pj5MnDgxz+TAxcWF5ORkPDw8mDhxIrNnz0alUuHn58fChQsL7XNmZtZuc+np6crUW/b04V/L5Pfzy1QqVYHtmZubs3nzZgC2bNnCli1blHM6Ojo4OTnRqVMnxowZg0qlwsTERPlD+vjxY27dukXz5s3zTfhejgNQpoSLck+yy//444/897//LbDcy/fir9PPaWlpOerL65r8eHh4MHToUP744w/69OmDnd3/vymZX715UalUxMXF0a1bt1znBg4cSMuWLenUqRPjxo2jXbt2TJw4kcjISIYNG4aFhYUyMldYOy+3V5T7fPToUSZOnEiTJk2UY8OHD+fevXs4ODigo6Oj7FmrUqnyvXfZ9yQ9PR09vf//VX/27Fm+/cxPamqqUld+I+v5/V6/fH1hdQghhCgZJZ7wJSUlsWfPHvr166eMqERERPD111+zdu1aIOslg3PnznHr1i1MTU3R19fn+vXrHD9+nFGjRjFt2jQg6zm1a9eu8fPPP1O7dm3q16+f72hQSkoKs2bNIjw8nBUrVnDkyBE8PT3ZsGEDf/75J1WqVMHIyIibN2+iq6tL165dCQwMpEePHkqCeePGDRo1asSpU6dyvTVqb29PlSpVSElJoXPnzvk+zwZZIyoDBgwgMjJSmSp7efTk1q1byvTfX9nb2/PHH3/kmOpavnw5jo6OHDt2jLS0NIYMGcLWrVt5+vQpAQEBPHnyJMcG9Tdu3KBjx44A/OMf/+CDDz4AKPCe5OXgwYNMnDiRnTt38uzZM2rWrMnz58/5888/c5S7d+8eVlZWXL58GUdHR54+fZrvvYGst0D79++Pv78/ZmZmtGrVioCAgFzlKlasSEJCAnp6evTo0YM7d+4UWO+JEydwcXHBz8+PqlWrYmdnR0BAAJcvX8bU1JSmTZsSExODnp4edevW5eLFi5ibmxMZGcnx48dxdnbGyMiISpUqKW316dNHqf/48eN8+eWXREZG8tFHH/Hxxx8r554/f46enh4vXrwo8n2GrOdWFy5cyLVr14CsUcbbt2+TmZlJr169lAQuIiICNzc3du3apUzpFnUEOVth39O/evr0aY7vWX6/16/jzoVLuNvI0idCCFFc3sjCy+vWrVNehACYMWMGjRs3RqPRcODAAQYMGKCcO3nypDJ6cfz4cWrWrMmJEycA6NatG/v37yc0NBRLS8t8nzXLdvfuXQICAvj666+5ePEiixcvZtu2bWg0GrZt20aNGjWArD9c1tbWBAUF0bp1a+Ulg7Vr1zJgwAB2796do/+QlUysXLmS0NBQ9u3bl+90LsDWrVu5efOm8jD8q7xpm83Z2VmZWsymVqtz1JGcnMygQYMYPnw4nTp1UhKQ7Jc29u3bR5UqVQgNDWXgwIHK/S3onuTl0KFDBAQEEBgYSFhYGOvXr8/xBz/bggUL8PLy4pdfflGmSguSPT0fHh7OggULcrwc87IlS5awd+9etm3bxqVLlwqtV61Wc/v2bfbv38+iRYs4efIkjx494vnz54wcOZKpU6ei0WgIDQ2lWbNm6OrqsmrVKsLCwggJCWHDhg08evSINWvWMGXKFAICAnKMTHl5eVG1alU0Gg2jR48mNjaWx48fA1nTk2FhYaxatarI9xlg//79ORJpLy8vevfuzZ49e6hbt66SRB88eJDQ0FCCgoIIDQ1l1KhRhd6X/BT1e6rRaHB0dFRe2ijo91oIIUTpUpmbmxc+l6bl4uLicjx7JLRHhQoVePbsGSYmJuzduxdnZ2fu3btXLHXr6Oigr69PamoqtWvXxtfXF3t7e54/f14s9b/L1Go1NjY2pd2NYmFmZlYmn+cpKm2JAySWskhb4oDSjeXUqVM4OTnleU522hBazcvLi8qVK6Ovr8+KFSuKLdkDKF++PH5+fspLHFOmTJFkTwghRJkkCR/I6J4Wc3FxKbG6nz59mu+/pIQQQoiy5I08wyeEEEIIIUqPJHxCCCGEEFpOpnSFeEvcvHmTHTt2MGbMGCBrL9yTJ09y8uRJBg0aVCp9atSoEb1792bmzJnFWm9NayuWnvm1WOssjHtDWQZGCKG9JOET4i2RvXyQoaEhKSkptGnTptC1CEva6dOnC1ySSAghRNkgU7pCvEUOHDhAhw4dgKw1Gl9eoLp8+fIsXboUtVpNSEiIsph3vXr12Lt3L6GhoWg0GurUqUP58uXx9vZGo9EQHh6u7Doybtw4ZW/o7G0JAWV9vcDAQKZPn054eDgAdnZ2eHl5AVl7Ni9duhQ/Pz8iIyMZMmSIcv24ceOIiIhg27ZtrF69mpEjR5bsjRJCCJGDjPAJ8RbZvXs3bm5uhIWFUb9+fbZv306LFi0AGDt2LEePHsXd3R1jY2PUajWHDx9mwIABbNq0iV27dqGvr4+uri7t27fnzp07DBw4EIBKlSoBsHnzZpYvXw5k7fbh4OCARqNh2bJlTJ48mejoaKZMmZJv/6ysrHBxccHIyIjDhw/j7e3NJ598gpOTE507d0ZXV5eQkJA8RwVdXV1z7CjzppmZmZVIvWV1I/Wi0pY4QGIpi7QlDii7sUjCJ8RbJDY2FgsLC7p3787+/ftznGvTpg0ODg7KbhsGBgbUqlWLmJgYxowZw3vvvafsanL+/HlmzJjB1KlTCQsLU7YTbNWqFd988w3ly5enSpUqXLhwgWPHjlGxYkWio6OBrD2ts7fq+6vw8HDS0tJIS0vj/v37VKtWDVtbW0JCQpQ9djUaTZ7X+vj44OPjA0DMpQt//2YVUUkulKotC8pqSxwgsZRF2hIHlM1YJOET4i0TGhrKzJkz6d27NyYmJspxlUrFiBEjuHz5co7yly5d4uTJk3To0AEfHx8mTpzI0aNH6dKlC+3bt2fKlClERESwZs0a5s+fj5OTE7du3WL8+PEYGBigUqleuW+pqanKf6enp6Orq1uk64UQQpQMeYZPiLeMr68vHh4enD9/PsfxiIgIBg8erPzcoEEDAD744AOuXbvGzz//jEajoX79+tSoUYPk5GR27tzJ2rVradiwIQYGBgAkJiZSoUIFunbtCsDDhw958uQJTZo0AaB79+5F6u/x48dxcHDAwMCAChUqKM8gCiGEeHNkhE+It8zt27fZtGlTruPLly9n9uzZhIWFoVKpiI+PZ9CgQXTr1o2ePXvy4sUL7t69i4eHB40bN2b69OlkZmby/PlzpkyZwqNHj9i6dSthYWHEx8fz+++/K3VPmDCBxYsXk5ycTGRkJI8fP37l/v7+++/KCyPZ9RZ2/Z0Ll3C3kWVShBCiuKjMzc0zS7sTQoiyrUKFCjx79gyA0aNHU716dWbNmlXk6w0NDdm5cyeTJk3i7Nmz+ZZXq9XY2Nj87X6XBdqyKby2xAESS1mkLXFA6cZy6tSpfLf8lBE+IUShOnbsyL/+9S90dXW5efMm48aNK9L1ixcvpl69ehgYGODn51dgsieEEKL4ScInhChUYGAggYGBr339v/71r2LsjRBCiKKSlzaEEEIIIbScJHxCCCGEEFpOpnSFEGVOTWsrlp759Y205d5Q3gYWQmg/GeET4h1kZmbGjz/+SGRkJEFBQQQGBuLo6FisbURFReVYGFoIIUTpkRE+Id5BP//8M35+fsrLFLVq1aJTp06l3CshhBAlRUb4hHjHfPbZZ6SlpbFlyxbl2M2bN/H09MTAwIBly5YRFhZGSEgIrVq1Asj3uKGhIWvXrkWj0bBmzRr27NlDo0aNcrXZs2dP9u7dS2hoKIsWLUJHR/7XI4QQb5KM8AnxjqlXr16+6+B9/fXXQNa6e5aWlmzbtg17e/t8jw8aNIiHDx/i4OCAtbU1oaGhueq0srKiW7duODs78+LFC+bPn0/Pnj3x9/fPUc7V1RVXV9dijfVVmJmZlWj9VatWLdH63xRtiQMklrJIW+KAshuLJHxCvOPmzZuHra0taWlp3EwLtiAAACAASURBVL59G09PTwAuX75MfHw8devWpXnz5nket7W1VbZ5u3DhArGxsbnq/+yzz2jYsCH79u0DskYF81qF3sfHBx8fHwBiLl0okVjz8iZWxNeWHQS0JQ6QWMoibYkDymYskvAJ8Y6Ji4vLsfXOtGnTMDExISgoiDt37uR5jUqlKtLxv5bx8/Nj4cKFr9dhIYQQf5skfEK8Y44cOcLkyZMZOHAg3t7eAJQvXx6AY8eO0aNHD44ePUrdunWpVasWly9fzvf48ePH+fLLL4mMjOSjjz7i448/zrM9T09PNmzYwJ9//kmVKlUwMjLi5s2b+fbxzoVLuNvIcilCCFFcJOET4h00dOhQvvvuO7755hv+/PNPkpOTmT9/PiEhISxcuJCwsDDS09Nxc3MjLS0NLy+vfI+vWLECjUbDuXPniI2N5fHjxznaunjxIosXL2bbtm2oVCpevHjBtGnTCkz4hBBCFC+Vubl5Zml3QgjxdtLR0UFfX5/U1FRq166Nr68v9vb2PH/+/G/Vq1arsbGxKaZeli4zM7My+TxPUWlLHCCxlEXaEgeUbiynTp3K8cjOy2SETwjx2sqXL4+fnx/6+voATJky5W8ne0IIIYqfJHxCiNf29OnTfP81KYQQouyQ1U+FEEIIIbScJHxCCCGEEFpOpnSFKMDu3bvp3r17gWWWLFnC+vXruXjx4hvqVW6NGjWid+/ezJw5Ezs7O54/f050dPQbabtPnz5ERESQkJBQbHXWtLZi6Zlfi62+grg3lOVfhBDaTxI+IQpQWLIHMHHixDfQk/zp6upy+vRpTp8+DYCdnR1Pnz59Ywmfi4sL58+fL1LCp6urS3p6egn2SgghxMtkSleUWb1790aj0aDRaFi5ciW1atXC19cXjUaDr68v5ubmAHh4eLBgwQL8/PyIjIykZcuWLF26lIMHD+Lh4ZFn3X5+fnz33Xfs2LGDgwcP0rhxYzZs2MCRI0eYNGmSUi4uLg7+j717j8v5/h8//rgqFdFHNCY5FZo5bK1pTjlXDEWo7ZPjnHL4ITltmPN5chhzPs1CrphUqusq5FBpmeYUxnwmNjYLI9I6/P7o1vsrHYRSuzzvt9tun67X9X6/3q/nm3327PV6v19PspOo7du3K+3z5s3D3d1d6atZs2Z5rvHZZ59x+PBhtFot33zzDZD9VuuyZcsICQkhPDwcJycnIHt7kxkzZhAREYFWq2Xw4MEAxMbGYmZmBmTP4qnVagAmTJjA4sWL2blzJytXrlTGZ2lpSf/+/Rk2bBgajQZ7e3tiYmIwMMj+3a5ixYrExsZiYGBA3bp12b17N1qtlrCwMOrUqQOAl5cXISEhaLVafHx8ALC0tOTIkSMsWbKEQ4cOsXPnToyNjenWrRvvvfceq1evRqPRYGxsTNOmTQkICCA0NBQ/Pz+qVaum3KepU6cSEBDA0KFDX+wvgxBCiFciM3yiTGrYsCFjx47F1dWVu3fvUrlyZVasWEFAQABqtRoPDw/mzp3LkCFDAPjPf/5D3759cXJyYtu2bfTs2ZOJEydy8OBBGjduzPnz5/NcIy0tjd69ezNkyBC2bNlC165duXfvHtHR0WzcuJG7d+++UgyjR4+mZcuWpKWlYWpqCsC4ceM4ceIEPj4+mJqaEhISwrFjx+jbty+1atXC2dmZjIwMKleu/Nz+mzVrRq9evUhNTaVly+xlyRs3brBjxw5SUlJYv349ADExMXTq1Inw8HBcXV05ePAg6enpfP3116xZs4awsDCMjIxQqVS0bduWevXq0a1bN1QqFdu2beOjjz7i5s2b1KtXj9GjRzN58mTWrVvHxx9/zL59+xg0aBBz587lzJkzGBgYMG/ePAYPHkxycjIuLi5MmTJFSRxNTU3p06dPvvF4enri6en5Svf8ZZibm5do/2W1kPqL0pU4QGIpi3QlDii7sUjCJ8qk1q1bExISoiRd9+7dw87OTpkZ2rt3L9OnT1eO12q1AFy8eJE7d+5w8eJFIHuGztLSMt+ET6PRKOdcvnyZP/74A4Bff/0VCwuLV074EhMTWb16NWFhYYSFhQHQtm1bHB0d8fLyAsDIyIiaNWvSpk0bduzYoSxz3rt377n9azQaUlNTn3vczp07GTVqFOHh4Xh4eDBp0iRMTEyoUaOGMq4nT54A0K5dO9q1a6fcmwoVKlCvXj1u3rxJUlKSch/PnDlDrVq18lzL2toaGxsbdu/eDWTPXObcV4ADBw4UOE4/Pz/8/PwAOHXl0nPjKi6vY4NUXdlQVlfiAImlLNKVOKBsxiIJnyiTVCoVWVmFF4F5+vu0tDQAMjMzleQl53POcuaznj4n5+ecz/r6+rmOTU9PR6VSKZ+NjIyeG8OAAQNo0aIFTk5OjB8/ng4dOqBSqRg+fDhXr17NdezTfT97XT09vXyv+ejRo+eOASA+Pp5atWrRokUL9PT0uHTpEhUrVsz3WJVKxerVq/nuu+9ytVtaWua6rxkZGRgbG+d7/uXLl3Fxccm3/6KOWQghRPGSZ/hEmXT8+HF69OihPL9WuXJl4uPjlZco3NzciIuLe23juXnzJg0bNsTQ0JBKlSrRpk2bQo9XqVRYWFgQHR3NvHnzMDU1xcTEhKioKOX5PIDGjRsDcPToUfr3768kmjlLujdu3FCeD+zWrVuRxpqSkpInoQsICGDNmjXs2bMHgIcPH/L777/j7OwMgKGhIcbGxhw5cgQPDw8qVKgAwNtvv/3c5Ymnr3f16lWqVKmCnZ0dAAYGBjRs2LBI4xZCCFFyZIZPlEmXL19m1apVBAQEkJmZyblz55gxYwa+vr54eXmRnJyMt7f3C/W5dOlSduzYobzN+iJ+++03goKCiIiI4Nq1a5w7d67Qa1y4cIGvv/6aSpUqoVKp2LhxI3///TcrVqxg9uzZREREoFKpuHHjBgMHDmTnzp1YWVkRERFBeno6fn5+bNu2DV9fX5YtW8aff/7J6dOnizRWrVbL+vXrcXZ2Zvr06cTFxbFv3z4mTZrE/v37lePGjh3L4sWLmThxIunp6YwYMYKjR4/SoEEDZen10aNH/L//9/8KfaN2z549LFq0iNTUVFxcXBgxYgRz5szB1NQUfX19Nm3apLz8UlS3Ll3Bx1a2SxFCiOKisrCwKHzdTAjxr9etWzecnZ0ZO3ZsaQ+lSEJCQrC1tS3tYRQLXSkKrytxgMRSFulKHFC6sSQkJBRY7lJm+ITQcXPnzqVDhw4MGDCgtIcihBCilEjCJ4SOmzFjRmkPQQghRCmTlzaEEEIIIXScJHxCCCGEEDpOEj4hhBBCCB0nz/AJUcwuX7783L3nYmNj6dq16ytX83ja8uXLiYiIICQk5KXOf//995k2bRo1atTg4cOH/PHHHyxYsECpWvIqli5dyoYNG/j555+LFPvbNvVZdjbmla/7PD5NZesXIcSbQRI+IQTm5uasW7eOMWPGEB8fD0Dz5s2pU6dOsSR8kyZNeuU+hBBCvDxZ0hWihLRs2RK1Ws2GDRuIiori66+/zvX9yJEjCQ4OJjg4mLp16wJQs2ZN/P390Wq1+Pv7Y2FhAcCWLVvo06cPAP369cvTVw4HBwf27dvHsWPH6Ny5MwD79u1TKnoA7N+/n0aNGuU6b/DgwajVaiXZA/jhhx8IDw8HsmcPFy5ciFqtJjo6mhYtWrBs2TKOHDnC8uXLlXMWLlzIwYMHOXToED4+Pkq7Wq1WKoYIIYR4/WSGT4gS1KRJEzp27MitW7cIDAykefPm/PDDD0B2ebPu3bvTp08fZs+ezcCBA5k/fz4BAQGo1Wo8PDyYO3cuQ4YMYfLkyezfv5/r168zYsQIevToke/1LC0t6d27N3Xr1kWtVtO6dWt27dqFu7s7M2fOxMrKCkNDQxITE3Od17BhQ9RqdaGx/Oc//6Fv3744OTmxbds2evbsycSJEzl48CCNGzfm/PnzLF68mHv37qGnp4e/vz+NGjXKc62CeHp64unpWaRji4u5uXmJX+N5pen+LXQlDpBYyiJdiQPKbiyS8AlRghISEvj9998BOH/+PLVq1VISvpwyZ/v372fWrFkA2NnZMXToUAD27t3L9OnTAbhz5w5fffUVarWaoUOHcu/evXyvFxQURFZWFteuXePXX3+lfv36BAUFMW7cOObOnYuHh4dST7cwQUFBVKpUiaioKGbOnAlkl2wDuHjxInfu3FGWei9fvoylpSXnz5+nR48eeHp6oq+vT/Xq1WnQoEGREz4/Pz/8/PwAOHXlUpHOeVWvazd8XakgoCtxgMRSFulKHFA2Y5ElXSFKUFpamvJzRkYGBgb/9ztWVlZWvj8/7en2d955h7t371K9evUCr/dsP1lZWaSmpnLs2DGcnZ3p0aNHrnq6OS5fvkzTpk2Vzz169GDp0qWYmprmiSUzM5MnT54o7ZmZmRgYGFCrVi1GjBiBh4cHjo6OREZGYmxsXOBYhRBCvD4ywydEKXFxcWHNmjW4uLhw6tQpAOLj43F1dWXv3r24ubkRFxcHZL9B27FjR5ydndm7dy9RUVEkJSXl6bN79+6o1Wpq165NnTp1uHr1KgA7d+5k27ZtxMXF5Ts7uG3bNoKDg4mKilKe4ytfvvwLxVOpUiUeP37M33//jbm5OR06dCAm5uXetL116Qo+tvIGrRBCFBdJ+IQoJYaGhgQFBaGnp8fo0aOB7DJovr6+eHl5kZycjLe3N4aGhixduhRvb29u377N7Nmz8fX1pW/fvnn6/OWXX9i7dy9vvfUWU6dOVWbizp49y8OHD/H39893LH/++ScjR47kiy++4O233+avv/4iOTk51wsZz3PhwgXOnTvH4cOHuX79urJ0LYQQovSpLCws8l9LEkLojOrVqxMQEEDbtm0LXD4uS0JCQrC1tS3tYRQLc3PzMvk8z4vSlThAYimLdCUOKN1YEhIS+Pjjj/P9Tp7hE0LH9enTh+DgYBYvXvyvSPaEEEIUP1nSFULHBQQEEBAQUNrDEEIIUYpkhk8IIYQQQsdJwieEEEIIoeNkSVcIUea8bVOfZWdfbkuXF+HTVLZ+EUK8GWSGTzzXzZs3WbVqlfJZX1+fM2fOsH379iL3YW5uzvbt29FqtRw+fJhvv/0WyC4F1rNnzxcek7u7O/PmzSvy8RMmTGDEiBF52gMDA5Wfp0+fzqFDh5TqFq/C2toatVqNRqPhyJEjLF68uNDjY2NjMTMze+XrFnRf3N3dOXPmDBqNhsOHD/Pf//630OOFEELoFpnhE8+VkpKCjY0NxsbGpKam0rZtW27duvVCfUyaNImjR4+yefNmABo1agRArVq16NWrV77VH14HV1dX5ed+/frRrFmzXNUxXtacOXPYuHEjGo0GyK6SUdoOHDjA9OnTqVq1KocPH1bGVlr09fXJyMgo1TEIIcSbQmb4RJEcPnyYTp06AdCzZ08lQVOpVBw/fpwqVark+vzsbFW1atWUmrKAUl/1iy++wN7eHo1Gw7Bhw/LMOG3fvp2WLbOX3dzd3Tl27BgBAQF8+OGHAJiYmBATE6OULKtYsSKxsbG5SpgV5vLlywBs3bqVChUqEBwcjIuLC1WqVGHDhg2EhIQQEhKiXK+ono03p+6snp4eM2bMICIiAq1Wy+DBg5VjPvvsM8LCwoiIiMDa2hqAypUrs3nzZrRaLUFBQUqiXFB7Ufz111/8+uuvWFpa5mp3dHQkKCiI8PBwdu/ejbm5OZA9O7ps2TLUajXR0dF89tlnQPbs7JEjR1iyZAmHDh1i586dSim1OnXq8N133xEaGsq+ffuUeJYvX87MmTNRq9VMmzbthe6pEEKIlyczfKJIAgMD8fb2JiIigkaNGrF7924++ugjsrKylDJgmzZtwsHBgQsXLnD37t1c52/bto21a9cyePBgjh07hr+/P7dv32bBggV4eXkxcOBAIDupy0+1atWYOHEiXbp04cGDB6jVas6dO0dKSgoxMTF06tSJ8PBwXF1dOXjwIOnp6S8U3+DBg7l8+TJOTk4ArF69mo0bN/LDDz9gYWHBzp07ad++fZH727hxI3v27CE+Pp6jR4/i7+/P33//Tb9+/ahVqxbOzs5kZGRQuXJl5Zzk5GS6dOnCwIED8fLyYtKkSfj4+HDu3DmGDBlC69atWblyJU5OTgW2F0Xt2rWpXbs2//vf/2jYsKHSHhcXR48ePQD49NNPGTVqFHPmzAGgfv369O3bFxMTE44dO6YsyderV4/Ro0czefJk1q1bx8cff8y+fftYsmQJU6dO5dq1a9ja2rJw4ULlz9bKygoPDw8yMzNzjcvT0xNPT88i3+PikJPUlqSqVauW+DVeB12JAySWskhX4oCyG4skfKJIEhMTsbS0xNXVlUOHDuX6zt/fny1btrBp0yY++eQT9uzZk+f8qKgoWrVqRfv27enYsSPh4eF07NixyNe3tbUlJiaG5ORkIHt50srKCsiuEztq1CjCw8Px8PBg0qRJrxBpNgcHh1zJUMWKFTExMSElJaVI5+/Zs4eoqCjat2+Ps7Mz/fr1w9HRkTZt2rBjxw5lKfPpurahoaEAnDlzhq5duwJgb2/PsGHDADhx4gRmZmZUqlSpwPbCuLi4YG9vz5MnT5gyZUqemro1atRg7dq1VKtWDUNDQ65fv658FxkZSVpaGmlpady5c4e33noLgKSkJM6fP6+Mu1atWlSoUAE7OzvWr1+vnG9oaKj8HBwcnCfZA/Dz88PPzw+AU1cuFRpLcXldu+HrSgUBXYkDJJaySFfigLIZiyR8osg0Gg1ffvklffr0ybVk+9tvv/Hnn3/SunVrbG1tGTNmTL7n37t3j/3797N//362b99OixYt8swEpqeno6f3f08aGBkZKT8XVCUiPj6eWrVq0aJFC/T09Lh06dWTBT09PVxcXEhNTS3wGF9fX5o0acKtW7cYMGBAnu9v376Nv78//v7+REZGYmNjg0qlKrC/nLq3GRkZ6OvrA+R7fFZWVoHthcl5hq8gc+fOZcOGDWi1Wlq2bMmECRPyjO3Z8T3bbmxsjJ6eHn///XeBM46PHj0qdJxCCCGKnyR8osj8/f158OABFy9eVJ6ry7Fr1y5WrVrF3r178529ad26NadOnSI1NRUTExPq1KnDzZs3yczMxMTERDkuKSmJgQMHolKpqFGjBu+//z4Ap0+fZs6cOZiZmfHgwQO6d+/OhQsXlPMCAgJYs2YNK1euLJZYo6KiGDRoEOvWrQOgcePGykxWjqcTome1b9+e48ePk56ezltvvYWZmRm3bt3i6NGj9O/fn+joaGVJ99mZtqfFxsbi5ubGihUraNmyJcnJyTx8+LDA9ldhamqqvIzTt2/fl+7n4cOHJCUl0b17d4KDgwF49913c/15Pc+tS1fwsZUtU4QQorhIwieK7Pfff1fesn2WRqPB19cXf3//fL9v2rQp8+bNU2bwdu3axU8//YSBgQEZGRlotVr27NnDxo0buX79OpGRkVy6dImzZ88C8Mcff7Bs2TIOHDjA7du3OXv2rDLLBLBv3z4mTZpU6Nu+48aNU5ZBgUJfxJgxYwYLFixAq9ViYGDAyZMnmTp1aqH352nt2rVjzpw5ygzYvHnz+PPPP9m5cydWVlZERESQnp6On58f27ZtK7AfX19ffH190Wq1pKamMn78+ELbX8WyZctYv349t27d4scff6RWrVov3deYMWNYuHAh48aNw8DAgMDAwBdK+IQQQhQvlYWFRaHrQCqVCjs7O+Lj41/XmMS/ULNmzZg1axZubm6lcv1u3brh7OzM2LFjS+X6oniFhIRga2tb2sMoFubm5mXyeZ4XpStxgMRSFulKHFC6sSQkJPDxxx/n+91zZ/iysrL48ssvcXFxKfaBCd0wevRoBgwYUOCzeyVt7ty5dOjQId/n6IQQQghRxCXdqKgoPv74Yw4ePFjS4xH/QmvWrGHNmjWldv0ZM2aU2rWFEEKIf4MiJXzDhw+nQoUKZGRkkJqaikqlIisrq0xUDxBCCCGEEIUrUsJnY2NT0uMQQgghhBAlpMhv6bq5uVG7dm1WrFiBhYUF1apVIyEhoSTHJsS/nrm5ObNmzeKDDz7g/v37/PPPP3zzzTeEhYUV63ViY2Pp2rVrnn0NC6JWq6levTpPnjwhJSUFHx8frl69+sL9tGzZkn/++afYX+p626Y+y87GFGuf+fFpKlu/CCHeDEWqpbtw4ULs7Ozo2bMnACkpKcyfP79EByaELtiyZQsnT56kVatWdO3alZEjR1KjRo3SHhaQvXWKo6MjarW60A2ZC9OyZUvs7OyKeWRCCCGKW5ESPltbW6ZNm6bsKXb//v1cpZKEEHm1adOGtLQ0duzYobTdvHmTrVu3AtlVRHx9fYmIiCA8PJxWrVoV2m5sbMy6devQarWsXbuWoKAgmjVrlue6bm5uBAcHo9FoWLx4ca7KJfmJjY2lbt26yufPPvuMsLAwIiIisLa2BqBy5cps3rwZrVZLUFAQjRo1wtLSkv79+zNs2DA0Gg329vbUrFkTf39/tFot/v7+WFhYANC9e3ciIyPRarXs3bv35W+qEEKIl1KkJd1//vkHPT09pXRTlSpV8q2mIIT4Pw0bNuTcuXMFfj9o0CAAOnfujLW1Nbt27cLBwaHA9oEDB3L//n0cHR2xsbFBo9Hk6bN+/fq4uLjQs2dP0tPTWbBgAW5ubgQEBBQ4DkdHRy5evKh8Tk5OpkuXLgwcOBAvLy8mTZqEj48P586dY8iQIbRu3ZqVK1fi5OTEjh07SElJUermbtu2jYCAANRqNR4eHsydO5chQ4Ywfvx4PD09uXXrFqampvmOw9PTE09Pz+fd1mJlbm5e4tcoq4XUX5SuxAESS1mkK3FA2Y2lSAnfli1b2Lx5M+bm5kyZMoVu3bqxZMmSkh6bEDpl/vz52Nvbk5aWRrdu3WjevLky23f16lVu3LiBlZVVge329vZKpZNLly6RmJiY5xpt2rShadOmyhZKxsbGBW4Aunr1alJTU0lKSsq1tU1oaCgAZ86coWvXrgDY29srVUpOnDiBmZkZlSpVytOnnZ0dQ4cOBWDv3r3KUnF8fDzLly8nKChI6f9Zfn5++Pn5AXDqyqvXQy6K17U5qq5sKKsrcYDEUhbpShxQNmMpUsL3/fffc+bMGdq0aYNKpeKzzz7jypUrJT02If7VLl++nGvH82nTpmFmZqYkPCqVKt/zXrT92WPUajWLFi167rFjxozhzJkzedpzHt3IyMhQytfld+2cGf/C5BwzdepUbG1t6dSpExqNBicnpyK/GCKEEOLVFfpwT+XKlZV//vrrLwIDA9m/fz937tyhcuXKr2uMQvwrHT9+HCMjo1wVQMqXL6/8fPLkSXr16gWAlZUVNWvW5OrVqwW2x8XF0aNHDwAaNGiQ7z6Yx48fp3v37sqSQuXKlalZs+YrxxIbG6uUzWvZsiXJyck8fPiQlJQUKlasqBwXHx+Pq6srkP0sYVxcHAB16tTh9OnTfPXVVyQnJyvP9gkhhHg9Cp3hCw0NJSsrC5VKRc2aNbl//z4qlQpTU1Nu3rxJy5aypYEQhRkyZAizZs1i5MiR/PXXXzx+/JgFCxYAsH37dhYtWkRERAQZGRl4e3uTlpZWaPvKlSvRarWcP3+exMREHjx4kOt6P//8M0uWLGHXrl2oVCrS09OZNm0aN2/efKU4fH198fX1RavVkpqayvjx4wHQarWsX78eZ2dnpk+fzowZM/D19cXLy4vk5GS8vb0BmD59OvXq1UOlUnH8+HHOnz9f6PVuXbqCj638/4sQQhQXlYWFxXPXZRYtWoRGo+HQoUMAdOjQAQcHB+bMmVPiAxRCZNPT06NcuXI8efKEOnXq4O/vj4ODA//8809pD63YhYSEYGtrW9rDKBa6UhReV+IAiaUs0pU4oHRjSUhIyPUo0dOK9Azfe++9x9SpU5XPhw8fZtKkScUzOiFEkZQvXx61Wk25cuUA+Pzzz3Uy2RNCCFH8ipTwJScnM27cOPbu3UtWVha9e/eWB66FeM1SUlIK/M1NCCGEKEyRNl4ePXo0VapUYfPmzWzZsoWqVasyevTokh6bEEIIIYQoBkWa4bt37x4zZ84s6bEIIYQQQogSUKSEr0qVKowaNYqGDRtibGystLu7u5fYwIQQb663beqz7GxMifXv01TeABZCvFmKtKS7evVqrly5Qu3atfH19SUpKYmEhIRCzzE3N2f16tVER0cTGhrKgQMH6NKlS7EM+mmxsbGYmZkV+Xi1Ws3Ro0fRarXs379fqRWqVqvzrUv6onL612g0HDly5JVKRV2+fPmVx/Os69evo9FolH9yluZf9D4WZPny5XTr1u2V+wGYPXs28fHxRdpw+FkTJkxgxIgRAEycOBEHB4dCjy+L8b+sli1bsn379ny/e//999m7dy9Hjx4lKiqKpUuX5vol7mUtXbqUBg0avHI/QgghSkaRZvjMzMzYvXs3Q4YMITY2ltjY2EJrc0J2OTa1Ws2YMWMAqFmzJk5OTq8+4mKQU2HA09OT6dOnM3jw4BLpv3Llypw4cYI9e/aUmbcpU1NTy8yfQ2FUKhVdu3bl999/p0WLFsTEvPxsz1dffVWMI/v3Mjc3Z/369YwaNYpTp04B0K1bNypWrEhqauor9S1v7QshRNlWpBm+9PR0AP744w86depE48aNqVGjRoHHt2nThrS0NHbs2KG03bx5U6kPamRkhK+vLxEREYSHh9OqVatC242NjVm3bh1arZa1a9cSFBSU72ycm5sbwcHBaDQaFi9ejJ5e4eHFxsZSt27dPO0LFy7k4MGDHDp0CB8fHyWmTZs2Kcc4ODiwcePGQvuvUKECjx8/JiMjAwBXV1ciIiKIjIzkiy++UI4rqD2HmZkZBw4coFOnTlSrVo29e/ei0WiIjIzE3t6+0DG8iJEjRxIcHExwcLByX2rWrIm/vz9arRZ/f3+lQkJB7U+bOBPmgQAAIABJREFUNGkSy5cvR6VS8fnnn3P48GG0Wm2uuq0Fad26NRcvXuTbb7+lZ8+eSvvTM3cAkZGRWFpaAjB27FiOHj3K7t27lZlbyD3r1qZNG8LDw4mIiGDZsmUYGhqWufgtLS3Zt28fYWFhhIWF8eGHHwLZM3dqtZoNGzYQFRXF119/rZzTvn17oqKi+P7775X6t88aNGgQarVaSfYge7+7nMo5mzdvRqvVEhQURKNGjZT7vWLFCnbu3ElsbCxdu3Zl2rRpRERE8N1332FgkP0749Mz5O3btycsLEy5NwAtWrRQZpXDw8MxMTEp9B4IIYQoXkWa4Vu5ciWVKlVizpw5zJs3j4oVKzJr1qwCj2/YsCHnzp0r8PtBgwYB0LlzZ6ytrdm1axcODg4Ftg8cOJD79+/j6OiIjY0NGo0mT5/169fHxcWFnj17kp6ezoIFC3Bzcyt0JtLR0ZGLFy/maV+8eDH37t1DT08Pf39/GjVqxPHjx5k/fz5VqlQhOTkZDw8P9uzZk2+/q1ev5smTJ9SrV49Zs2aRmZlJ9erVmTZtGl26dOH+/fvs2rULZ2dnEhIS8m0PDw8Hsmdltm7dypIlSzh27BgjRowgKiqKVatWoaenl6tUV1EYGxvnun+rV6/mwIEDADx8+JDu3bvTp08fZs+ezcCBA5k/fz4BAQGo1Wo8PDyYO3cuQ4YMKbA9x7Rp0zA1NcXb25vKlSvTtWtX2rZtC4Cpqelzx+nq6kpgYCDh4eFMmTIFAwMD5ReP/DRt2hQXFxecnJwwMDAgLCwsT51YIyMjli9fjoeHB7/88gsrV65kwIABSiJfVuK/c+cOn376qfJ3aM2aNcp2LE2aNKFjx47cunWLwMBAmjdvzpkzZ1i6dCnu7u5cu3aNdevW5duvjY0NarU63+98fHw4d+4cQ4YMoXXr1qxcuVKZCa5Tpw59+/alYcOGHDhwgGHDhjF//nw2bdpEp06dlL+rkP2879KlS3FzcyMpKUkpwejl5cUXX3xBfHw8FSpUUOr1Ps3T0/OVHoF4Eebm5q/lOoBS5u7fTlfiAImlLNKVOKDsxlKkhC8iIgKAS5cu0bdv3xe+yPz587G3tyctLY1u3brRvHlzZbbv6tWr3LhxAysrqwLb7e3t2bx5szKGxMTEPNdo06YNTZs25eDBg0B2YlPQTterV68mNTWVpKSkfGdbevTogaenJ/r6+lSvXp0GDRqQmJjI3r176d27N/7+/tjZ2TFu3Lh8+89Z0q1SpQoHDhzg8OHDNG7cmJiYGJKTkwHYt28fLVq0ICsrK9/28PBwDAwM8Pf3Z9q0acTGxgLZu2gvW7YMAwMDwsPDn1ui6lmFLenu379f+d+chN7Ozo6hQ4cCsHfvXqZPn15oO8D48eP58ccfmTJlCgAPHjzgyZMnfPXVV0RGRip/nwpSrlw5OnbsyKxZs0hJSeH06dO0a9eOyMjIAs/56KOPCAsLU5YmtVptnmOsra25fv06v/zyC5A9KzVw4EAl4StL8c+fP593332XzMxMrKyslO8SEhL4/fffATh//jy1atXi0aNHXL9+nWvXrinj6devX6HXeJa9vT3Dhg0D4MSJE5iZmVGpUiUge6P19PR0EhMT0dPT4/DhwwBcvHiRWrVq5erHzs6O2NhYkpKSgOw3/AF++OEHZs6cyffff09oaKgSw9P8/Pzw8/MD4NSVSy80/hf1unfB15UKAroSB0gsZZGuxAFlM5YiLelaWVnh7++v/Ae3UaNGBSY7kP2yQZMmTZTP06ZNw93dXcl6C3oI/0Xbnz1GrVbj5OSEk5MTbdu2xdfXN99jx4wZg5OTE0OGDOG3337L9V2tWrUYMWIEHh4eODo6EhkZqTzU7u/vj5ubGz179iQ4OFhZqi1IcnIyZ8+e5YMPPnip2DIyMjh79izt27dX2k6ePEnv3r25desWK1eupE+fPrnOsbW1VZbOHB0dCx3fs7KysvL9uaBjCmpPSEigWbNmyuxORkYG3bp14+DBg3Tp0kX5j3pB2rdvj6mpKZGRkcTGxmJvb4+rq6vS19NL9UZGRs8dW47n/T0qK/EPGzaMP//8E0dHR7p27apU1gBIS0tTfs7IyFCWVJ8XO2T/e1nQi0n53ZucPnNm47KysnLNsmZmZqKvr1/geU9bs2YNkyZNwtjYmKCgoFxL7kIIIUpekRK+JUuWsHDhQuX/7BMTE3FxcSnw+OPHj2NkZMSAAQOUtqeXHk+ePEmvXr2A7GSyZs2aXL16tcD2uLg4evToAUCDBg1455138r1m9+7dlaSycuXK1KxZsyjh5VKpUiUeP37M33//jbm5OR06dFC+u337Nrdv32bs2LEFLuc+zdjYmCZNmvC///2P06dP06JFC8zMzNDT06Nnz57ExMQU2A7Z/+GcMGEC1tbWytu0NWvW5M6dO+zcuZPdu3fTtGnTXNc8ffq0kvTmN8tVmJw/UxcXF+U5r/j4eCXZcnNzIy4urtB2gCNHjrBmzRq+/fZbTExMqFChApUqVeLQoUPMnDmTd999F4AuXbrkKtmXo2fPnkycOJEWLVoo/7Rr1w5jY2OSkpKUmJs0aULt2rWB7Ocxu3TpgrGxMSYmJvkmu1euXKFWrVrK83m9e/dWZk7LUvympqb88ccfSlWbnKSuIDlv0NepU0e5f/nZunUrffv2zVWj1s3NjbfeeovY2Fjc3NyA7GcFk5OTefjwYaHXzc+pU6do2bKlMvOXk/TWqVOHixcv8s033/DTTz9Rv379Qvu5dekKPk1bltg/QgjxpinSkm758uXzbMPyvNmtIUOGMGvWLEaOHMlff/3F48ePWbBgAQDbt29n0aJFREREkJGRgbe3N2lpaYW2r1y5Eq1Wy/nz50lMTOTBgwe5rvfzzz+zZMkSdu3ahUqlIj09nWnTpnHz5s0XuR9cuHCBc+fOcfjwYa5fv84PP/yQ6/t9+/ZRtWpVfv755wL7yFkyNjQ0ZM+ePZw9exbIfhlErVajUqk4dOiQ8ixdQe2QPYsyatQotm3bxsOHD3n06BFeXl6kp6eTkpJS6Exrfp59hu/w4cMsXLgQAENDQ4KCgtDT01MSzBkzZuDr64uXlxfJycl4e3sX2p4jODgYExMTtm3bxujRo9myZQtGRkaoVCpmz54NZCcBzyYVxsbGtGvXTlkOBXj8+DFxcXE4OTlx8OBB+vTpg0ajISEhQVmePXfuHEFBQWg0Gm7cuMHJkyfzxP7kyRMmTJjA+vXr0dfX56effsr1YlFZiB+y//3YsGED3bt358SJE6SkpOT/h/lUXJMnT+bbb78lOTmZuLi4fH8punPnDqNGjWLGjBmYm5uTmZnJyZMnOXjwIL6+vvj6+qLVaklNTWX8+PGFXrMgycnJTJ48mU2bNqGnp6c8jzh06FBatWpFZmYmly9fVpaFhRBCvB4qCwuL564F7dixg+nTp7N+/Xq6dOlCt27d+OSTT+jfv//rGCN6enqUK1eOJ0+eUKdOHfz9/XFwcCiVrU7mzZvHuXPn2L1792u/tq5ZtWoVs2bNUp5ffNO86fEXJiQkJNdM5L+Zubl5mXye50XpShwgsZRFuhIHlG4sCQkJBdZcL9IM37Rp01iyZAn169cnPj6epKQkZX+916F8+fKo1WrlWabPP/+8VJK90NBQHj16xJw5c177tXXR2LFjS3sIpepNj18IIcTrU6SE79atW/j7+xMdHU3lypV58OABffv2ZcWKFSU9PgBSUlIKzFhfp4L2NxNCCCGEKMuKlPBt2bKFv//+m7Nnz3L79u2SHpMQQgghhChGRUr4atSo8cL7egkhhBBCiLKhSAlffHw877zzTr5VKYQQeY0dO5aePXuSkZFBVlYWU6ZM4fTp0yVyre7duzNx4kT+/PPPl9oY/WW1bNkSLy8vBg4cmOe7nDJsd+/eJTAwEFdXVywtLfnwww+VDa4L87ZNfZadffn6yc8jW7MIId40hSZ8ERERZGVlYWBggIeHB9evX+fJkyeoVCqysrJeeGNfId4EdnZ2dO7cmS5dupCWloaZmVmumr3F7ZNPPuGLL74gOjq6SMfr6+sXuq1Szr/fxSVnv8JatWrRq1evIiV8QgghilehCV9+v7kLIQpXrVo1kpOTlaoYd+/eBbLL/w0aNEgpyebg4MCAAQMYNmwYly9fZvPmzXTu3JnU1FQGDx7MnTt3MDc3Z9GiRcqmyp9//jnx8fHKtcaPH4+9vT21a9dGo9GwdOlSFi5cSLNmzcjIyGD27NlER0fj7u5Op06dMDIyokKFCri7uyt9WFpa8t133xEdHY2dnR2fffYZ1tbWTJw4EUNDQ3799Ve8vb159OgR7du3Z/bs2UoVmRxmZmasWbOGqlWrkpCQkKtyx+XLl2nYsCFffPEF9evXR6PRoFar2bhxY8n9IQghhMil0ITvRTctFkJAVFQU3t7eHDt2jGPHjnHgwAFiY2M5fvw48+fPp0qVKiQnJ+Ph4aFUbDExMeHHH39k8eLFTJs2DU9PT1auXMncuXOJjY1l6NCh6OnpYWJikutaK1asoHXr1sydO5czZ84wYsQIADp37oy1tTW7du3CwcEB+L+Zx5z6tk+ztrZmwoQJfPHFF5iZmTFu3Dg8PDx4/Pgxo0aNYvjw4axdu5alS5fi7u7OtWvXWLdunXK+t7c3cXFxrFixgk6dOuX7zO+CBQsKXAIG8PT0xNPT8+Vu+gsyNzd/LdeBsltI/UXpShwgsZRFuhIHlN1YivQMnxCi6B49ekSXLl346KOPaNWqFWvXrmXhwoXs2bOHvXv30rt3b/z9/bGzs1MqpTx58kQphXf27FklSWvdurVyTGZmZp4KM89q3rw5W7duBeDq1avcuHEDKysrAI4ePZpvsgdw48YNfvzxRyA7MWzYsCGBgYEAlCtXjlOnTlG/fn2uX7/OtWvXANi7d6+S2LVo0UKZuYyMjFRmNV+En5+fUmf41JVLL3z+i3jdm6LqyoayuhIHSCxlka7EAWUzFkn4hCgBmZmZxMTEEBMTw8WLF+nbty979uzB39+fbdu28eTJE4KDg5Vn6XLqVEN22cLn1c8tyNNLqc969OhRkb5TqVQcPXpUKS+Xo3HjxoU+21ecz/0JIYQoXnqlPQAhdI21tTX16tVTPjdu3JgbN24AcPv2bW7fvs3YsWOV5dzCHD9+nAEDBgDZJQYrVqxY6PEnT56kV69eAFhZWVGzZk2uXr36QuM/deoUzZs3p27dukB2fWMrKyuuXLlC7dq1lecJe/bsqZwTGxuLm5sbAB06dMDMzCxPvw8fPsyzJC2EEOL1kBk+IYpZhQoVmDdvHqampqSnp/O///2PyZMnK9/v27ePqlWr8vPPPz+3ry+//JIlS5bwySefkJmZyeeff86pU6cKPH779u0sWrSIiIgIMjIy8Pb2Vl4eKark5GS8vb1Zs2aN8nbxkiVL+OWXX5g8eTLffvstycnJxMXF8c477wCwfPly1qxZQ1hYGLGxsUqC+7TExEQyMjLQarXs2bOn0Jc2bl26go+tbJ0ihBDFRWVhYSHrMEK8RvPmzePcuXPs3r27tIdSZoWEhGBra1vawygWulIUXlfiAImlLNKVOKB0Y0lISCiwFK0s6QrxGoWGhtKoUSP27dtX2kMRQgjxBpElXSFeo65du5b2EIQQQryBZIZPCCGEEELHScInhBBCCKHjJOETQgghhNBx8gyfEALIfrNs1qxZfPDBB9y/f59//vmHb775hrCwsFfqt3///jx+/JiAgACWL19OREQEISEhhZ7ztk19lp2NeaXrFsSnqWz3IoR480jCJ4QAYMuWLajVasaMGQNAzZo1cXJyeuV+d+zY8cp9CCGEeDWS8AkhaNOmDWlpabmSs5s3b7J161bc3d1xdnZGX18fGxsb1q9fj6GhIb179yYtLY3+/ftz7949/vvf/+Lp6YmhoSHXrl1j7NixpKamMmHCBFJSUli/fn0pRiiEEG82SfiEEDRs2JBz584V+L2NjQ3Ozs4YGRlx4sQJFixYgLOzM7NmzaJPnz5s2rSJ0NBQdu7cCcDkyZP59NNP2bp1a5HH4Onpiaen5yvH8jzm5uYlfo2nVa1a9bVer6ToShwgsZRFuhIHlN1YJOETQuQxf/587O3tSUtLY/v27URHR5OSkkJKSgoPHjxAq9UC2eXS3n33XSA7KZw8eTKmpqaYmJgQFRX1Qtf08/PDz88PgFNXLhVvQE8pjR3wdaWCgK7EARJLWaQrcUDZjEUSPiEEly9fzlWOZ9q0aZiZmREaGgqQqx5vZmYmT548ASArKwt9fX0gu57ukCFDuHDhAu7u7rRsKS9HCCFEWSEJnxCC48ePM2XKFAYMGMC3334LQPny5V+oj4oVK3L79m0MDAzo1asXt27deunx3Lp0BR9bSRiFEKK4SMInhABgyJAhzJo1i5EjR/LXX3/x+PFjFixYgLGxcZHOX7p0KcHBwdy4cYOLFy9SsWLFEh6xEEKIolJZWFhklfYghBDiaSEhIdja2pb2MIqFubl5mXye50XpShwgsZRFuhIHlG4sCQkJuR7PeZpU2hBCCCGE0HGS8AkhhBBC6DhJ+IQQQgghdJwkfEIIIYQQOk7e0hVClDlv29Rn2dmYYu3Tp6ls8yKEeHPJDJ/QWWq1mnbt2uVqGzp0KAsWLKB69eps2LDhpfpt2bIl27dvz/e72NhYzMzMAAgMDMz3mOvXr6PRaNBqtYSFhfHhhx++1Dheh5YtW5KYmKiMd/fu3c8tG9S4cWM6duz4mkYohBCiKCThEzorMDAQV1fXXG2urq7s37+f27dvM3z48BK9/rPXzpGamoqTkxOOjo4sXLiQqVOn5jlGT690/tXMqZrxtLi4OGW8CQkJDBo0qNA+JOETQoiyRxI+obNCQkLo3LkzhoaGAFhaWlK9enXi4uKwtLQkMjISgKCgIBo2bKicp1aradq0Ke+//z6BgYGEh4cTGBiItbV1nmuYmZmxc+dOwsPDWbx4MSqVSvnu8uXLzx1jpUqVuH//PpA9m6ZWq1m9erUytuHDhxMZGUlkZCRDhw4FYOTIkXz22WcAzJo1iz179gDQpk0bVq1ahZ6eHsuXLycyMpKIiAiGDRsGQJ06dfjuu+8IDQ1l3759SjzLly9n5syZqNVqpk2bVuh4K1asqIy3fPnyLFu2jJCQEMLDw3FycqJcuXJMnDgRFxcXNBoNLi4uRbqPQgghSpY8wyd01t27d0lISKB9+/ZoNBpcXV05cOBAnuMOHDhAjx49WLZsGdWqVePtt9/m7NmzVKxYETc3NzIyMnBwcGDKlCl5ZgW9vb2Ji4tjxYoVdOrUiX79+j13XMbGxmg0GoyMjKhWrRru7u7Kd++//z4dO3YkKSmJpk2b4u7uTvfu3VGpVAQHBxMTE8PJkycZMWIEW7ZsoVmzZhgaGmJgYEDz5s2Ji4ujcePGvP3223Tq1AkAU1NTAJYsWcLUqVO5du0atra2LFy4ULm2lZUVHh4eZGZm5hmvvb09Go0GMzMzHj16xKJFiwAYN24cJ06cwMfHB1NTU0JCQjh27BhfffUVzZo1Y/r06QBFuo8Anp6eeHp6Pvf+vSxzc/MS67swz1sC/7fQlThAYimLdCUOKLuxSMIndNr+/ftxdXVVEr4JEybkOSYoKIhdu3axbNkyevToQXBwMJCdKK1YsYJ69eqRlZVFuXLl8pzbokULZeYtMjKSu3fvPndMOUu6AHZ2dqxcuVJZAk1ISCApKQnITrTCwsJ4/PgxAKGhoXz00Ud8++23NG3aFBMTE9LS0jh79izvvfceH330ETNmzOCPP/6gdu3azJ07l8jISKKioqhQoQJ2dnasX79eGUfOzCdAcHBwvskeZC/pDhw4EIBRo0Yxffp0pk6dStu2bXF0dMTLywsAIyMjatasmef8otxHAD8/P/z8/AA4deXSc+/jiyrNXfx1pYKArsQBEktZpCtxQNmMRRI+odPCwsKYOXMmTZo0wdjYmHPnzuU55tatW9y9e5dGjRrh4uLClClTAJg0aRLR0dEMHToUS0tLAgIC8r1GVtbLVyc8deoUVapUUX4jfPTokfLd08vDT0tPT+fGjRt4eHgQHx9PYmIirVq1ok6dOvz8888AODo60r59ewYNGkSPHj2YOXMmf//9t5JoPuvp6xZGo9GwceNGZXzDhw/n6tWruY754IMPcn0u6n0UQghRciThEzrt0aNHxMTE4Ovry/79+ws8LjAwkJEjR1KpUiUuXrwIZD9fd+vWLYBcy65Pi42Nxc3NjZUrV9KhQwflDd2isra2Rl9fP9+ZwdjYWJYvX87q1atRqVR06dKFsWPHKt95eXnh4+NDYmIiM2fO5MyZM0D2c4X//PMPBw8e5Ndff2X58uU8fPiQpKQkunfvrsxgvvvuu1y4cOGFxmtvb8+vv/4KQFRUFIMHD1aWbhs3bsz58+d5+PAhFStWVM4pyn181q1LV/CxlW1UhBCiuMhLG0Ln7d+/n8aNGxe4TQpkv+Dh6upKUFCQ0rZ27Vo+//xz9u/fn+/bq5D9wsNHH31EWFgY7dq148aNG88dT84zfBqNhnXr1jF+/Ph8l1PPnTuHWq0mJCSE4OBgdu3axfnz54HsZdZq1aoRHx/PnTt3ePLkCXFxcQDUqFGDgIAANBoNy5cvZ+HChQCMGTOGTz75BK1Wy+HDhwuc7XtWzjN8Wq2W3r17M2fOHABWrFhBuXLliIiIIDIyksmTJwMQHR1NgwYNlJc2inIfhRBClCyVhYXFy69HCSFECQgJCcHW1ra0h1EszM3Ny+TzPC9KV+IAiaUs0pU4oHRjSUhI4OOPP873O5nhE0IIIYTQcZLwCSGEEELoOEn4hBBCCCF0nCR8QgghhBA6TrZlEW+smzdvsnfvXmWrE319fU6fPs3p06eVjYZfJ0tLSz788MNCt4/J75wjR45w9epVjIyMePjwIdu3b0etVhd6XuPGjalevTqHDh0q9Dh3d/dcVTNel7dt6rPsbEyx9unTVLZ5EUK8uSThE2+slJQUbGxsMDY2JjU1lbZt2yr7xZWGWrVq0atXrxdK+AB+/fVXnJ2dAahduzabNm1CpVIpNXbz07hxY5o1a/bchE8IIYRukCVd8UY7fPiwUnO2Z8+euZKt8uXLs2zZMkJCQggPD1f2rXN3d2fz5s1s27aNmJgYBg0axPDhwwkPDycoKIjKlSsDUKdOHb777jtCQ0PZt28f1tbWQPbefXPmzCEwMJDo6Gi6desGwBdffKHseTds2DCMjIzw9fUlIiKC8PBwWrVq9dx4rl+/zuzZsxkyZAiQXZs3MDCQ8PBwAgMDsba2ply5ckycOBEXFxdlr7z8jsthYWHBd999x9GjR/H29lbaN2/eTGhoKIcOHVJq4Orp6bF8+XIiIyOJiIhg2LBhhd4LIYQQr4fM8Ik3WmBgIN7e3kRERNCoUSN2797NRx99BMC4ceM4ceIEPj4+mJqaEhISwrFjxwCwsbHB2dkZIyMjTpw4wYIFC3B2dmbWrFn06dOHTZs2sWTJEqZOncq1a9ewtbVl4cKFSqWJ6tWr07NnT+rXr8/WrVsJCQlhwYIFeHl5KcvJI0aMAKBz585YW1uza9cuHBwcePLkSaExnT17Vkmorly5gpubGxkZGTg4ODBlyhSGDx/OV199lWuptmLFivkeB9lJY6dOnXj8+DEhISFERkZy5swZfHx8uHfvHsbGxoSEhHDw4EEsLS15++23lSTa1NQUoNB7kcPT01NJHEuCubl5ifVdmLJaSP1F6UocILGURboSB5TdWCThE2+0xMRELC0tcXV1zbO82bZtWxwdHfHy8gLAyMiImjVrAtnVJFJSUkhJSeHBgwdotVqlv3fffZcKFSpgZ2fH+vXrlf4MDQ2Vn8PCwsjKyuLnn3/mrbfeyndszZs3Z+vWrQBcvXqVGzduYGVlRWJiYqExPV2D19TUlBUrVlCvXj2ysrIoV65cvucUdtyxY8eU0m+hoaHY29tz5swZPvvsM7p27QpkzwLWq1ePq1evUrt2bebOnUtkZCRRUVHPvRc5/Pz88PPzA+DUlUuFxvgySnNTV13ZUFZX4gCJpSzSlTigbMYiCZ9442k0Gr788kv69OmTqxauSqVi+PDhXL16NdfxH3zwAWlpacrnzMxMZdYtKysLfX199PT0+PvvvwssX/b0+U8naE8rqP15mjRpwpUrVwCYNGkS0dHRDB06FEtLSwICAvI9p7DjsrJyF+PJysqiZcuWODg40KNHD1JTU1Gr1RgZGXH//n0cHR1p3749gwYNokePHsycObPQeyGEEKLkyTN84o3n7+/P8uXLuXjxYq72qKgoBg8erHxu3Lhxkft8+PAhSUlJdO/eXWl79913n3uOiYmJ8vnkyZP06tULACsrK2rWrJkn+XyWpaUlM2bMYMuWLQBUqlRJeRHl6SXUhw8fUrFiReVzQccBODg4ULlyZYyNjXF2duaHH36gUqVK3L9/n9TUVKytrfnggw8AMDMzQ09Pj4MHD7J06VKaNm36UvdCCCFE8ZIZPvHG+/3339m8eXOe9hUrVjB79mwiIiJQqVTcuHHjhbZrGTNmDAsXLmTcuHEYGBgQGBjIhQsXCjw+MTGRjIwMtFote/bsYfv27SxatIiIiAgyMjLw9vbONTOYo06dOoSHhyvbsmzZskV5Q3ft2rWsWLGC4cOHc+LECeWc6OhoRo8ejUajYfXq1QUeB/DDDz+watUq6taty/fff8+ZM2e4ePEi/fv3R6vV8ssvv/Djjz8CUKNGDXx9fdHTy/5dcuHChS91L25duoKPrWyjIoQQxUVlYWGR9fzDhBDi9QkJCcHW1ra0h1EsdKUovK7EARJLWaQrcUDpxpKQkMDHH3+c73eypCuEEEIIoeMk4RNCCCGE0HGS8AkhhBBC6DhJ+IQQQgghdJy8pStI4s59AAAgAElEQVSEKHPetqnPsrMxxdKXT1N521cIIV7rDJ+ZmRkajQaNRsPp06eJj49XPhdUAeBZ33//vbIfWnx8vFK6qaQYGhoyd+5cTpw4wfHjx9m8eTPVq1cv0WtCdk3Sffv2lfh1iqp169bKXmsAq1atwtnZOc9xFhYWrF279rWMydbWllmzZr3Q+MTzTZ48maFDh5ZI33Xr1kWj0ZRI30IIIQr2Wmf47t69q+y2P2HCBFJSUnKVW8qhUqny7O5fWqZNm4ahoSEODg5kZmby3//+l40bN+Li4pLn2OIcd2ZmJm5ubsXSV3Fo3bo1ycnJyn5rBfntt98YOXLkaxnT6dOnOX36NFD08YmSp6enR2ZmZmkPQwghxFPKxDN8devWJTIykkWLFhEeHk716tXp0KEDBw4cICwsjLVr11K+fPlC+xg5ciSRkZFERkbmqo7wKkxMTHBzc2P27NnKf8B27twJQIsWLfIdd79+/Th27BhqtZqlS5cye/ZsAJycnAgKCiI8PJydO3cqxZUnT57MV199RUBAANHR0crGvvr6+srGtFOmTFFmQk+dOsWSJUsA6Nu3L8HBwWg0GhYsWJBvKS4fHx+l4P2iRYuU9u+//57PP/+c4OBgjh49yocffghAYGAgNjY2ynFBQUE0bNiQTz/9FC8vLzQajXJsq1atCAwMJDo6mi5dugC5Z3A+/fRTNmzYgJ+fH8ePH2fq1KlKvwXdp6cdPnwYExMTVCoVFy5coGfPngCsWbNGKe21efNm6tSpU+TxPWvbtm2EhoZy6NAhPv3001z3/vPPP0er1XLgwAGqVq2Kqakp0dHR6OvrA9n1Z2NiYtDT06NJkyYEBQWh1WrZsGEDlSpVKvQ+6+vrM3PmTIKDg9Fqtcq1C7N48WIOHjzIoUOHGD9+vNIeHx/PhAkTCA8PR6vVYmVlhZ6eHsePH6dy5cpAdhIWHR1N1apViY6OBrJn3JOSkpQxHThwAEtLSwDeeeedPH8nIf+/czn3a/LkyQQHB2Nra8t7771HQEAAoaGh7NixA3Nz8+fGJ4QQouSUmWf4GjZsyIQJE5g6dSpVq1Zl9OjRuLu7k5qaytixYxk6dChff/11vue+//77uLm50a1bN/T19QkJCSE2Nva5Reafp169ely/fp1Hjx7lav/pp5+wsbHh1q1bucZtYWHB6NGj6dKlC48ePSIgIICEhAQgu0xWTiLUv39/RowYwYIFC4DsslkeHh6YmpoSFRXFjh07cl1v8eLFLF68mP/85z/s27eP7du3Y2NjQ5cuXXB1dSUjI4PFixfj6urK/v37c527efNmli1bBmQnSh06dODw4cNA9oxk9+7dcXR0ZPz48fTr149du3bh7u7O3LlzadCgAQCXL19m165dJCcns2nTJgAGDBjw/9m787ga0//x469TKJWIKImGLGMMMZaGkT2ihIaamT7MjCXbWKYsIVu2sWYduxFCky11Ws4pyzBUlkkxtmgsY0JDEpW23x/n1/3t6BTRjCbX8/GYx6Pu9Xrf5xhv13Xd1xtjY2P69etH06ZN2bBhA2FhYYWe4UcffUSvXr3IycnhxIkT/PTTT2hraxf5nAo6e/Ysbdq0ITk5mcTERKytrTl06BAtW7bEw8ODtm3bAnDr1q03bt/EiRNJSUlBV1eX0NBQQkJCSEtLo2rVqkRFRbFo0SJmz57NF198wbp16zh79ixdu3YlIiKCAQMGEBQURG5uLmvWrGHKlCmcOXMGT09PJk6cyLx584p8zv/73/9ITk7GwcGBSpUqERQUxPHjx7l3757mLyOqqhUpKSloa2sTEBCAXC7n+vXrgKpQd69evRg6dChubm54enoSGBhI//792b59O126dOHChQv8/fff3L59G0tLSxo2bEhcXBzt2rXj4sWL1KhRg7t37xb5nWzUqJHG71xQUBBVq1YlPj6eJUuWUKlSJQICAvjmm294/PgxAwYMYPLkyUydOrXI2ABcXV1xdXUt9pg38a6Tzfx/3P3XlZc4QMRSFpWXOKDsxlJmEr5bt25x4cIFANq0aUPjxo05fPgwABUrViQmJqbIc62trZHL5WRkZAAQFhZGu3bt3jrhK2qItuD2gu1u1aoVv/76K0+ePAFU1QLq1KkDQJ06ddiwYQM1a9ZER0eHmzdvSteLiIggKyuLv//+m5SUFGrUqMGjR48K3XPt2rX8+OOPXLp0ieHDh2NlZUVoaCgAurq6/PXXX4Xa2rFjR0aNGoWOjg7Vq1cnLi5OSvjyz42Pj6du3bqAqodPqVSycOFCvvjiC6lElybh4eGAqiSYqampxmNOnDjBs2fPAEhISKBOnTrUrl27yOdUUExMDJ9++ikPHz5k+/btDB48GHNzc5KTk6XPujiv074RI0ZI0wxq166NhYUFly5dIj09XXpOcXFxWFtbA6oe3qFDhxIREYGzszPjx4/HyMgIHR0dzpw5A0BAQACrVq2S7qHpOXfq1IlGjRrRr18/QFXLtkGDBsUmfP369ePLL79EW1sbU1NTGjduLCV8ISEhUlu7desGwJ49e9i4cSPbt2/niy++kHqno6Ojsba2plGjRqxdu5YvvvhCbXgcNH8nbWxsivzOZWZmStsbNWpE48aN8ff3B1S9i5q+my/z8/PDz88PgHMJV195/OsqC6v3l4U2lIbyEgeIWMqi8hIHlM1YykzCV7AXTSaTcezYMcaPH19q17e3t2fChAnFHqNQKFi2bJn0+82bN7GwsEBPT0+tfc2bNyc4OFhju4uyYMEC1qxZw5EjR7CxsWHs2LHSvoL1UXNycqhQofDHMmXKFG7dusX+/fule/n7+7N06dIi76mrq8v8+fOxs7MjKSmJKVOmoKurW+i+OTk50jBleno6p06domfPnvTp00dKhjTJzMx8Zewvx6atrV3scyooOjqaL774guTkZObOnYujoyN2dnZERUW91vmvap+NjQ3W1tb07duXjIwMDh48iI6OTpHtBoiKimL+/Pl06NCB7Oxsbty4gZGRUbHt0PScZTIZ06dP5+TJk68VS/369Rk+fDj29vakpqayevVqqa0F75Gbmyt9f+7evcuTJ0/o0KEDzZo14/jx44AqkXZ2dsbc3JyFCxcyZswYrK2tiY6OLnS9/HZXqFChyO+ctrZ2oQT88uXLGueg/vHHH8V+pwRBEIR/RplJ+Ao6e/Ys3t7e1KtXj9u3b1O5cmVMTU1JTEzUeHx0dDSLFy9mw4YNaGlp0atXr0IvDsjlcuRyeYna8ezZMw4ePMjMmTOZPn06eXl5uLi4oKWlRVRUFB988IHa8efPn2f69OkYGhry/PlzevfuTVxcHKDqwUlKSgJU86BKolevXlhbW+Ps7CxtO3HiBJs2bWLLli08fvwYIyMjKleurNZDVLlyZXJzc3n06BH6+vr06dOHgwcPvvJ+e/bsYcuWLZw6dYqnT58CkJaWhoGBQYnaXZTinlNBt2/fxsTEBB0dHe7du8eZM2cYOXKk2lzAfG/SvipVqpCSkkJGRgaNGzfGysrqtc47cOAAa9askYbKHz9+TEZGBm3atOHs2bN8/vnnr0xKjx8/zpAhQzh9+jQ5OTlYWlry559/8uLFC5RKJd27d1c73sDAgLS0NJ4+fUqtWrXo0qULx44de2Vb9+7dy5o1a/j555+lXulz586xYsUKEhMTycrK4vLly681nFrUd+7+/ftqx12/fh1TU1NatmxJbGwsFStWpH79+ly7du2V7c2XdDUBj1ZiORVBEITSUiZe2nhZcnIyHh4erF+/Xpo036BBgyKPj42N5dChQ8jlcoKCgtixYwdXrlwplbYsWLCA3NxcTp48ycmTJ7Gzs2PEiBEaj7137x4bNmxALpezZ88erl27RmpqKgArVqxgy5Yt7N+/n4cPH5aoDSNHjqR27dqEhISgUCiYOHEiV65cYcWKFfj7+6NUKtm9ezc1a9ZUO+/x48cEBARw5MgRtm7dqjZkV5zffvuN9PR0teHc8PBwHBwcCA8Plyb5v6nintPLLly4wI0bNwBVYm9iYiINnRb0Ju2LjIykcuXKKJVKvv/++9d+PgcPHsTQ0FCacgAwfvx4Zs+ejVKppFGjRmpDuprs3LmTxMREFAoFkZGRLFq0CG1tbWrUqKGxNzI+Pp7r169z5MgRli5dqvEZaBIaGoqhoaHaZ5mRkcH9+/c5e/YsoOrxq1y58isTstf5zoGqd9DNzU16HuHh4bRq1Qr4d5ftEQRBEP6PzMzMrGysf1JO5A//VqhQgW3btrFz506USuW7blaJmJmZsWfPHjp37vyP3eO//JwcHR3p0qUL7u7upX7tXr16YWpqiq+vb6lc75NPPmHatGkl7lV+1+RyuZQk/tcZGxuXyfk8JVVe4gARS1lUXuKAdxtLbGwsffr00bivTA7p/pdNmTKF9u3bo6Ojw7Fjx/4zSUw+Z2dnJk+ezKxZs/7R+/xXn9OiRYuwsbH5R94mhf970aQ0jB8/HldXV8aMGVNq1xQEQRD+m0QPnyAIZY7o4St7ykscIGIpi8pLHFB2e/jK5Bw+QRAEQRAEofSIhE8QBEEQBKGcE3P4BKGcqVmzJnPnzsXKyooXL15w584d5syZo7bY9+sYPnw4u3bteq1Frl/WrFkzTExMOHLkSInPBTBt0pDl8aff6NyXeTQXy7sIgiCIHj5BKGe2bt3K6dOn+eyzz+jatSuLFy9+o/Jiw4cPf2UN66I0a9ZMqvghCIIgvHuih08QypHPPvuMrKwstXrMly5dAsDLy4uuXbuSl5fH6tWrOXz4MO3bt8fd3Z3Hjx/TpEkT4uLiGDduHEOHDsXExISAgAAeP37MoEGDWLRoEVZWVujq6iKXy6WFp62srPD29kZPT4/MzEy+/PJLJk2ahK6uLu3atWPt2rU8ePAAb29vAPLy8nBycpJK7gmCIAj/PJHwCUI50qRJE+Lj4wtt79OnD82aNcPW1pbq1asTEhIiVQP5+OOP6datG0lJSQQGBtK2bVu2bduGm5sbgwYN4vHjxwAsXryYlJQUtLS08Pf3p2nTpiQkJLB+/XpGjx7NhQsXMDAwID09nWXLltGiRQu8vLwA2L59O9OnT+fs2bNSYviy16n28SbepHezNJXVQuolVV7iABFLWVRe4oCyG4tI+AThPdCuXTsOHTpEbm4uycnJREVFYWVlRVpaGrGxsfz111+Aqjewbt26Git59O3bF1dXV7S1tTExMaFRo0bk5eXx4MEDLly4AKhK3Gly5swZZs+ezcGDBwkNDZXuV5Cfnx9+fn4AnEu4Wlqhl4mlHspCG0pDeYkDRCxlUXmJA8pmLGIOnyCUI9euXaN58+aFtmsq15bvxYsX0s85OTlUqFD434F169Zl5MiRuLi4YGtrS2RkJLq6ushkMqlGb3HWrVvH5MmT0dXVJSgoCEtLy9eMSBAEQSgNIuEThHLk5MmTVKpUia+++kraZmVlRUpKCo6OjmhpaVG9enWsra2JjY0t9lppaWkYGBgAUKVKFdLT00lNTcXY2JiuXbsCkJCQgImJCVZWVgDo6+ujra2tdi6AhYUFV65c4ccff+TChQs0bNiwtEMXBEEQiiGGdAWhnBk+fDhz585l7NixZGZmcvfuXWbPno2+vj5KpZK8vDwWLFjAw4cPi028/Pz82LVrFw8ePGDQoEFcvHiRo0ePcvv2bWnINysri9GjRzN//nx0dXXJyMjAxcWFU6dOMXbsWBQKBWvXrqVt27Z06NCB3Nxcrl27xtGjR4uNIelqAh6txHIqgiAIpUWUVhMEocwRpdXKnvISB4hYyqLyEgeI0mqCIAiCIAjCOyISPkEQBEEQhHJOJHyCIAiCIAjlnEj4BEEQBEEQyjmR8AmCIAiCIJRzYlmW98CcOXO4e/cuW7ZsAVTLbdy7d4/JkycDMGvWLJKSkti0aVOJrz1u3DjWrFkDgLm5Ob6+vnTv3r1U2u3s7KxWngsgICCAefPmERcX99rXuXbtGo0bNy6VNv1bXvdZRkVFkZaWRm5uLoBUvuxdMzQ0ZMCAAfj6+r7R+aZNGrI8/vRbt8OjuVjaRRAEAUQP33vh7NmztGnTBlBVXKhevTpNmjSR9rdp00ZjKa3XMW7cuFJpI4C2tnapXettFFeVoqCy0t5BgwbRs2dPevbs+drJnpbWP/tH39DQkCFDhvyj9xAEQRBen+jhew+cOXOGOXPmANCkSROuXr1KrVq1qFq1Kunp6TRs2JCLFy8CMGrUKPr27UulSpUICwtj+fLlAGzduhUzMzN0dHTYunUrfn5+TJs2DV1dXRQKBVevXmXx4sVoa2uzZMkS2rRpQ1JSEkOHDiUjIwMLCwsWLFhAjRo1SE9PZ/Lkydy4cQMfHx9SUlL4+OOPiY+Px9vb+7XjunbtGlu3bqVHjx5kZGTw7bffkpycTN26dVm3bh3a2tocO3ZM7RxN8Zmbm7Nr1y5OnTpF69atGTp0KDY2NowdO5akpCQSExN58eIFXl5ehdq7evVqli9fTr169cjIyGDKlClcvnwZd3d3nj17xsaNGwGIjIzk66+/BmDXrl3ExMQUekbNmzdnxYoVpKenExMT81afuZeXF127diUvL4/Vq1dz+PBh2rdvj7u7O/fv36dZs2Z07doVJycnhg4dSqVKlfjtt9+YNm0aubm5dOnSBU9PT7S1tXn06BEuLi60bNmSuXPnSgssu7u7c+PGDRo3bsyKFSuoVKkSMpkMNzc3Jk+ejIWFBQqFgl9++YVNmzaxfv16qlSpgra2NtOmTXvrGAVBEITXJxK+98D9+/fJzs7GzMyMNm3acO7cOUxNTWndujWpqalcvnyZrKwsOnXqRP369bG3t0cmk7F9+3asra2Jjo7Gw8ODlJQUdHV1kcvlhISEsGjRIr799lt69uwJqIYh69evz9ixY5kyZQobNmygT58+HDhwgCVLluDp6UliYiKtWrVi0aJFODs7A9CgQQNcXFykYcnXpa+vz/nz51m8eDEzZszA1dWVVatW4e3tzY4dO9i3b5+UZAFFxvfnn39iaWmJu7s706dPx8TEhIkTJ2JnZ0daWho///wzv//+u3Sdgu2dN28eFy9eZNiwYXz22WesWrVKeh5FKeoZrVixgpkzZxIVFaU2jG1iYsLSpUuL7DELCAggNzeXzMxM+vbtS58+fWjWrBm2trZUr16dkJAQoqKiAGjZsiXdunXjzp07NGzYEEdHR/r37092djYLFy7EycmJI0eOsHTpUpycnLhz5w7VqlUDVGXUnJycyMnJwcbGhqlTp+Lm5sbgwYPZunUrBw8epGLFimhra7Nw4UKaNGkiPYuRI0dy/PhxVq9ejZaWFpUrVy4Uh6urK66urq/56b8eY2PjUr3em6hRo8a7bkKpKC9xgIilLCovcUDZjUUkfO+JM2fO0KZNG9q0acOmTZswNTWlTZs2pKamSsOAnTt3pnPnzigUCgD09PSoX78+0dHRDB06lN69ewNgZmZG/fr1efz4caH73Llzh0uXLgEQFxdH3bp10dPTo3Xr1lJvF0ClSpWkn4ODgzUme3l5movA5G/PzMxEqVQCEB8fj42NDQBt27ZlxIgRAOzfv58ZM2YUG9+ff/7J3bt3OX/+PKBKiqKiokhJSZHa16BBA43tbdeunXSvX3/9FSMjI6pUqaKx3cU9oypVqlC1alUpMdu/f79Ur/b+/fvFDo8OGjRI7bNo164dhw4dIjc3l+TkZKKiorCysiItLY3Y2Fju3LkDQMeOHWnevDkhISEA6OrqkpycTOvWrYmKipKOy38OhoaGrFy5kvr165OXl0fFihUBOHfuHOPHj6d27dqEhoaSmJhYqI2xsbEsX76cChUqEB4eLsVfkJ+fH35+fqprJlwt9hm+rrKycn9ZacfbKi9xgIilLCovcUDZjEUkfO+J/Hl8H374IVeuXOHevXuMHDmSp0+f4u/vD6jmrq1du5Zdu3apndu+fXtsbGzo27cvGRkZBAQEoKOjo/E+mZmZ0s85OTno6uqipaVFampqkT1fz58/17j98ePHVK1aVW1btWrVePToEQDZ2dlq96pQ4f++zpqSxaLiMzc3V2vDq+bwverYvLw8cnJy1ObJFXxemp6RTCYrMsEtqeLa/3LbAwIC+OGHH9SOsbW11diWyZMnc+rUKYYPH465uTn79u0D4NChQ/z22290794dPz8/Jk+ezK1bt9TOjY6O5vPPP6d79+6sWrWKDRs2SOcLgiAI/zzx0sZ74uzZs/To0YOUlBRyc3NJSUnB0NCQ1q1bSz18x44dw8XFBT09PQBMTU2pUaMGVapU4cmTJ2RkZGBpacknn3wiXTcrK0st0dIkLS2NO3fu4ODgIG376KOPXtnm2NhY2rZtS82aNQFo0aIFOjo63Lt3r9jzzpw5Q79+/QBwcnKSthcVn6b7fvrpp1StWhVtbe0i6xKC6i3Z/Hu0b9+eR48eSfE2b94cgI8//ph69eoV2+bU1FRSU1Np27YtAAMGDCj2+OJERUXh6OiIlpYW1atXx9ramtjY2ELHnTx5EgcHB+kZVKtWjTp16nDu3Dnat29P3bp1pe0AVapUISkpCUAajgeoV68et27dYtu2bSiVSpo2bcqzZ88wMDCQjqlTpw7Jycns3r2bvXv3Ss+mKElXE/Bo3v6t/xMEQRBURA/fe+Ly5ctUr16dQ4cOSduuXLmCvr6+NBz4yy+/0KhRIw4fPgyoeoPGjRvHsWPHGDx4MEqlkps3b0pDn6AahouIiCA+Pp7FixcXef/vvvuORYsWMWHCBCpUqEBgYKDavDhNkpOTmTVrFjt37kRLS4tnz54xZsyYV/aEzZo1i3Xr1jFs2DBpuLK4+HJyctTOT0pKYs2aNQQHB5OUlMT169d5+vSpxnutWLGCFStWoFQqycjIYOLEiQCEhIQwcOBAFAoFsbGx3Lx5s9g2A7i7u0svbRR82eRVc/heFhoaSuvWrVEqleTl5bFgwQIePnxIw4YN1Y67fv06S5YsYc+ePchkMrKzs5kxYwbnz59nypQpbNmyBS0tLZKTk/nyyy9Zv349K1euxM3NjV9//VW6jqOjI05OTmRnZ/PgwQPpxZYzZ84QGRnJ0aNHuXr1KqNGjSI7O5tnz54xYcKE14pFEARBKB0yMzOz0hlHEoRyRE9Pj+fPn6Otrc3WrVvZu3cvYWFh77pZ7w25XE6rVq3edTNKhbGxcZmcz1NS5SUOELGUReUlDni3scTGxhY5KiV6+ARBAw8PD2xsbNDR0eH48eMi2RMEQRD+00TCJwgazJs37103QRAEQRBKjXhpQxAEQRAEoZwTCZ8gCIIgCEI5J4Z0BUEoc0ybNGR5/Om3vo5YmkUQBEFFJHyCUI7dvn2bK1euIJPJyMnJwcvLS1p3URAEQXh/iIRPEMqxjIwMqcJJ586d8fT0ZODAgWrHaGlplbiOcWnQ1tYutAaiIAiC8M8Qc/gE4T2RXzEFVFVBAgICWLt2LZGRkQC4ubkRGRlJZGQkw4cPB2D06NEMHToUgDlz5vDzzz8Dqjq8q1evRktLCx8fHyIjI4mIiJDqCltYWLBr1y5CQ0M5cOAAlpaWAPj4+DB79mwCAgKkGseCIAjCP0/08AlCOaarq4tCoUBHR4datWqplURr2bIl3bp1k8rAOTs74+DggEwmIzg4mNOnTxMdHc3IkSPZtm0bLVq0oFKlSlSoUIG2bdsSExNDs2bNMDU1pXv37gAYGhoCsGTJEjw9PUlMTKRVq1YsWrRIuneDBg1wcXEp1Kvo6uqKq6trqcZvbGxcqtd7E5rK9/0XlZc4QMRSFpWXOKDsxiISPkEoxwoO6bZu3ZpVq1bRrVs3QLUi+507dwBo164dYWFhpKenA6rybNbW1uzYsYPmzZujr6/PixcviI+Px8rKCmtra2bOnMmDBw+oV68e8+bNIzIykuPHj6Onp0fr1q3ZuHGj1I5KlSpJPwcHB2scQvbz88PPzw+AcwlXSyX+srJyf1lpx9sqL3GAiKUsKi9xQNmMRSR8gvCeOHfuHNWrV5f+9fn8+XNpn0wm03hOdnY2d+/excXFhbNnz3L58mU6dOiAhYUF169fB8DW1pYuXbrwzTff0LdvX2bPnk1qaqqUaL6s4H0FQRCEf4dI+AThPWFpaYm2tjaPHz8utC8qKgofHx/Wrl2LTCbDzs6O8ePHS/tGjRqFh4cHly9fZvbs2cTFxQFgZGREVlYWISEh3Lp1Cx8fH9LS0rhz5w4ODg4EBwcD8NFHH/H777+/dluTribg0UosqSIIglBaRMInCOVY/hw+UPXiTZw4UeNw6sWLFwkICEAulwOwZ88eLl26BEBMTAzjx4/n7NmzpKenk5mZSUxMDAC1a9dmxYoVaGmp3v9atGgRAN999x2LFi1iwoQJVKhQgcDAwBIlfIIgCELpkpmZmeW960YIgiAUJJfLadWq1btuRqkwNjYuk/N5Sqq8xAEilrKovMQB7zaW2NhY+vTpo3GfWJZFEARBEAShnBMJnyAIgiAIQjknEj5BEARBEIRyTiR8giAIgiAI5Zx4S/c9ZGxszJw5c/jkk0948uQJWVlZ/Pjjj4SFhZXK9aOioujdu3eh5T9sbW1p3Lgx69atK5X7jBw5kq+++ors7Gxyc3PZuHEj+/btK/J4Hx8fIiIipDdRS6KomAoaN24ca9asKfG131T79u3Zt28fHh4e7N27F4BmzZqhUCjw9vZWW/j4Zb169eLmzZvSWnoBAQHMmzdPWm5FE3Nzc44dO8bNmzepWLEi0dHRTJs2jTp16qhtj4uLw8PDg+zsbADatm3L7NmzqVKlCgCbNm2SFlguimmThiyPP12i56GJR3OxtIsgCAKIHr730rZt24iOjqZDhw707t2b0aNHU7t27ULHaWtrl+p9lUplqSV7gwcPplOnTtjb29O9e3ecnJyKXDz43zJu3GeyQL0AACAASURBVLgSn1Ncm6Oiol55/u+//46jo6P0e79+/aTlVIpjZ2dH48aNX6+RBdy6dYuePXvSo0cPGjVqhJ2dndr27t27U7t2bfr27QtAzZo1WbduHZ6ennTu3Jn+/fvzv//9TyrFJgiCIPw7RML3nunYsSMvXrxg586d0rY///yTn376CQBnZ2c2btzI9u3b2bNnD3p6evj7+xMWFkZERIRUPcHc3Jzjx4+zcuVKlEolmzZtQldXV7rm0KFDpXMsLS2la8+fPx9Q9bZ5e3sTGBjIqVOnsLe3B1QJ0MKFCzly5Ai+vr7s2LFD2lfQuHHjmD59OmlpaQA8ffqUgIAAACZOnIhcLicyMpLFixdrfA5WVlYEBgaiVCoJDg5GX19frX0Avr6+tG9fuIdo69athIaGcuTIEan267Rp06Q17/J7+dzc3IiMjCQyMpLhw4dLz+3YsWMsXLiQ8PBwzMzMiv/AXuHevXvo6OhINWO7du3KkSNHpP1fffUVcrlc7TNq06YNtra2eHl5oVAosLCwAJAWSj5x4gTt2rUr9r45OTmcPXuWDz74QG17bm4uv/32G6ampgB88803/Pzzz1y8eBGAx48fs2DBAsaOHftWcQuCIAglI4Z03zONGzeW/vItSuvWrenRowcpKSloa2szbNgw0tLSMDIyIigoSFrIt2HDhnh4eHD27FmWL1/O119/LQ0jPnr0CDs7O77++mtGjRrF5MmTC93HxMSE/v3707BhQ3766Sfkcjl9+vTB3Nyc7t27Y2xszLFjx/D391c7T19fH319fW7duqWx/du3b2flypUArF69GltbW5RKpbS/YsWKrF+/ntGjR3PhwgUMDAzIyMh47Wfo4eFBSkoKurq6yOVyQkJCWLRoEd9++62UEDdv3hxnZ2ccHByQyWQEBwdz+vRpnjx5gqWlJe7u7kyfPv2171kcuVyOg4MDFy9eJD4+nhcvXkj7QkND2b17NwBTpkzhyy+/5KeffkKpVBYa3q5QoQIODg5069YNd3d3vvjiiyLvqaurS8eOHVm2bJnadh0dHT755BNmzZoFqL5v+Yl4vgsXLmjsXXR1dZUS6NKSnwi/S2W1kHpJlZc4QMRSFpWXOKDsxiISvvfcggULaNeuHS9evJB60n755RdSUlIAVY+bp6cn1tbW5OXlYWpqSs2aNQFVz+DZs2cBOHDgAEOHDpUSvtDQUADi4uLo3bu3xnuHhYWRl5fH9evXpWu2a9eO4OBg8vLyePjwIadOnSp0nkwmIy+v6PXCO3TowOjRo6lcuTLVqlXj6tWragmfpaUlDx484MKFCwBSL+HrGjp0qBSTmZkZ9evXLzS3r127doSFhZGeng6onoe1tTUKhYK7d+9y/vx5jddesGABbdu2BVQJcX5yHRwczOrVqzWeExQUxPr162nYsCGHDh2iTZs20r4mTZowZcoUDA0N0dfX5/jx40XGFRISAqg+M3Nzc43HWFhYoFAoyMvLIzw8nKNHj2Jubi5tr1+/PnK5nMuXLwOv/qwK8vPzk+b2nUu4+lrnvEpZWci1rLTjbZWXOEDEUhaVlzigbMYiEr73zLVr19RW4Z4xYwZGRkZSggbqxe2dnJyoUaMGvXv3Jjs7m6ioKHR0dAAK/UVe8PfMzExANfRX1FzAgj1RJZl/l5aWRnp6OvXq1eP27dtq+3R0dFi4cCF9+vTh3r17uLu7S+0teC9NSUh2drZUIiz/Wi9r3749NjY29O3bl4yMDAICAjQeV1w8BZ/vy2bMmCH9HBUVJfUYFufhw4dkZ2fTqVMnZs2apZbw+fj4MGzYMH7//XecnZ01DlHny/88cnJyqFBB8/8a8ufqFbW9Vq1a7Nu3T+pVvXbtGlZWVmoJd4sWLbh27dor4xIEQRBKj5jD9545efIkOjo6DBkyRNpWuXLlIo+vUqUKycnJZGdn06FDB+rWrSvtMzc3p3Xr1oDqZYEzZ868dfvOnDmDvb09MpkMY2PjIhOUtWvXsmDBAgwMDAAwMDDA1dVVSr4ePXqEnp6exvl/CQkJmJiYYGVlBaiGiLW1tblz5w7NmjVDJpNhZmZGy5YtC51bpUoVnjx5QkZGBpaWlnzyySfSvqysLClRioqKolevXujq6lK5cmXs7OyIjo5+u4dTjGXLlrFgwYJCdXINDAy4f/8+FSpUYMCAAdL2tLQ09PX1S70dDx48YOHChdILLNu3b8fZ2ZlmzZoBYGRkxPTp01m/fn2p31sQBEEomujhew8NGzaMOXPmMHr0aP7++2/S09NZuHChxmMPHDiAr68vISEhXLp0SVrGA1S9hYMGDeKHH34gMTERX1/ft26bXC6nY8eOHDlyhJs3b/Lbb7+Rmppa6DhfX1/09PQICQkhKyuL7OxsNm7cSGpqKrt37yYiIoK7d+9Kw7YFZWVlMXr0aObPn4+uri4ZGRm4uLhw5swZbt++TWRkJFevXiU+Pr7QuceOHWPw4MEolUpu3rypNjTr5+dHREQE8fHxjBs3joCAAGmO3J49e7h06VKRQ6VvK39o/WVLly4lODiYu3fvcuXKFSlBDgwMZOnSpQwbNgw3N7dSbUtYWBgeHh60a9eOmJgYxo0bx5IlSzAwMEAmk7Flyxa1Hj9Nkq4m4NFKLKkiCIJQWmRmZmavN8FGEAowNzfH19f3H1leQ09Pj+fPn2NkZERwcDD9+/fn4cOHpX4foeySy+W0atXqXTejVJSXovDlJQ4QsZRF5SUOeLexxMbGqk3bKkj08Alljq+vL1WrVqVixYqsWrVKJHuCIAiC8JZEwie8kbt37/5ji+cOGjToH7muIAiCILyvxEsbgiAIgiAI5ZxI+ARBEARBEMo5MaQrCEKZY9qkIcvjT7/1dTyaizd9BUEQQPTwCa8QFRVFREQESqWSffv2UadOnVK5bvv27d96GZfbt2+jUCiIjIxk48aNarV831SvXr1o1KiR9PukSZOwsbEp9hxbW9s3rg1rbm5OQkICCoUCpVJJYGCgVHu4pF6uBVzUMXFxcSgUCo4fP86IESPe6F6aBAQE0KJFi1K7niAIglB6RMInvNKgQYOwtbXl9OnTTJgw4Z20QVO1joyMDHr27En37t158eKF2mLS+UpSwQPAzs5Orc7rsmXLOHHiRLHnKJVK1q1bV6L7FJRfpcLW1paAgABp0eJ/yuHDh+nZsyf9+/dn/PjxmJmZ/aP3K0rBqiaCIAjCP0v8H1cAVCXUgoODUSgULF68WONfxufOncPU1PSV5yxatIiQkBCOHDmCh4eHdHyXLl04fvw4Bw8eVKuvW7lyZZYvX45cLic8PFwq3eXs7MzGjRvZvn07e/bsKbb9MTExfPDBB5ibm3Ps2DEWLlxIeHg4ZmZmdOrUicOHDxMWFsbGjRvR09MDYNq0aRw9ehSlUsnMmTNp06YNtra2eHl5oVAosLCwwMfHR6rW0a1bN6n93t7eUg9lwZ61OnXq4O/vj1KpxN/fv8TJlIGBAU+ePAFUpd1WrFhBREQE4eHhdOjQodjtBXXv3p3Dhw9jZGRU5L0eP37MH3/8Qa1atQCoXr06mzZtQi6XI5fLpRJtLVu2JDAwkPDwcLUeSF1dXX788UeUSiXr169X62Et6plHRUUxceJEDh48iIODQ4mejSAIgvDmxBw+gYYNG+Lo6Ej//v3Jzs5m4cKFODk5sW/fPrXjunbtSnh4+CvPWbx4MSkpKWhpaeHv70/Tpk25efMmS5cuxdnZmcTERDZs2CBdd8KECfz66694eHhgaGiIXC6XetVat25Njx49SElJKbL92tradO3alWPHjgFgaWmJu7s706dPx8jIiAkTJuDi4kJ6ejpjxozBzc2N7du307t3bzp16gSAoaEhqampKJVKIiIipAoZ+XR0dFi8eDFOTk7cuXOnyB69BQsWsG/fPgICAnBxcWHevHkMGzYMW1tbrKysWLZsWaFzLCwsUCgU6OvrU7lyZSkR+uabbwDo0aMHlpaW7NmzBxsbmyK357Ozs8PNzY3BgwdLyaMmZmZm6OjocPnyZQC8vb3ZvHkzZ86cwczMjN27d9OlSxcSEhJwcnIiJycHGxsbpk6dipubG0OGDCE9PR1bW1uaNm1KWFgYQJHPfOXKlYCqznLBMm/5XF1dcXV1LbK9b8LY2LhUr/cmatSo8a6bUCrKSxwgYimLykscUHZjEQmfQMeOHWnevDkhISGAquem4CrhAQEB1KxZk+TkZBYvXvzKc/r27Yurqyva2tqYmJjQqFEjtLS0uH37NomJiQDs37+f//3vf4CqN8jW1pZRo0YBquQqf67gL7/8UmSyp6uri0KhACA6Opo9e/ZgYmLC3bt3pZJnrVu3pnHjxgQGBgJQsWJFzp07x9OnT8nMzGTZsmVERkYSERFR7DNq2LAht27d4s6dOwAcOnRIan9BrVu3Zvjw4VKMXl5egGrYt6hyYvlDugCOjo4sWbKE//3vf7Rt25affvoJgBs3bnD37l0aNGhQ5HaADh06YGVlxZdffklaWprG+zk6OtKhQwcsLS2ZPHkymZmZANjY2KgNZxsYGKCvr4+hoSErV66kfv365OXlUbFiRQCsra3Ztm0bAJcvX5YSx6Keeb7Dhw9rbJefnx9+fn4AnEu4qvGYkiorK/eXlXa8rfISB4hYyqLyEgeUzVhEwicgk8kICAjghx9+0Lh/0KBBpKen4+Pjw+TJk5k7d26R59StW5eRI0dib2/PkydP8PHxkYb68vI0V/GTyWS4ublx48YNte2ffPIJz58/L7Ld+XP4XlbwHJlMxi+//KLxpQp7e3s6duxIv379+Pbbb3F2di7yXm+qqJiLolAoWLFiBVD0/MPi5iXevn2bevXq0aBBA+Li4jQec/jwYby8vGjdujW+vr4cPXqUhw8foqWlhaOjIxkZGWrHz58/n1OnTjF8+HDMzc3Ven41xVfcMweK/UwFQRCEf4aYwydw8uRJHBwcpG7oatWqFXobNyMjg9mzZzNw4ECqVatW5DlVqlQhPT2d1NRUjI2N6dq1KwAJCQnUq1cPCwsLAPr37y9d+/jx43z77bfS782aNSu12M6dO0fbtm354IMPAFWvYIMGDdDT06NKlSocOXKE2bNn89FHHwGQlpaGvr5+oevcuHEDCwsLzM3NAVUvmSZnz56lX79+gGqOY0xMTIna27ZtW/744w9A1WuZP/TZoEED6tSpw40bN4rcDqoKKCNGjGDVqlVqvXWanDt3jv379zNs2DBA9TnkDxfD/30OVapUISkpCUAtKS7YjiZNmtC0aVPpupqeeUkkXU3Ao3n7t/5PEARBUBEJn8D169dZsmQJe/bsQalUSkOjL3vw4AGHDh3im2++KfKc33//nYsXL3L06FFWrFjBmTNnANW8rSlTprBjxw4OHjzI3bt3peuuXLmSihUrEhERQWRkJFOmTCm12B49esT333/PunXrUCqVBAUFYWlpiYGBAb6+vtJyM3PnzgUgMDCQ0aNHEx4eLiWnoEp4p0+fjp+fHwcPHiQ5OZnU1NRC95s5cyYuLi4olUo+//xzZs2aBaiWbpk0aZLGNubP4VMqlXh6ejJ58mRAVVNYW1ubiIgI1q9fz/fff8+LFy+K3J7vxo0bfPfdd2zcuFEtBk1+/PFHXFxc0NfXZ+bMmVhZWaFUKjl69CiDBw8GYP369UybNo1Dhw6pvS29Y8cO9PX1USqVjBkzhtjY2GKfuSAIgvDuyMzMzEo25iQI7yk9PT1pOHLhwoUkJiayefPmd9yq8kkul9OqVat33YxSYWxsXCbn85RUeYkDRCxlUXmJA95tLLGxsfTp00fjPjGHTxBek6urK4MGDaJixYpcvHiRnTt3vusmCYIgCMJrEQmfILymzZs3ix49QRAE4T9JzOETBEEQBEEo50TCJwiCIAiCUM6JIV1B+P9q1qzJ3LlzsbKy4sWLF9y5c4c5c+Zw8+ZNPvzwQ9zd3alduzZaWlr07duX3NzcEt9DS0uLkSNHYmdnh46ODjt27GD37t3/QDQqFStWxMvLix49epCXl8e1a9eYMWMGf/31V6nfy9jYmHXr1mFgYMChQ4feavjbtElDlseffus2iaVZBEEQVETCJwj/39atWwkICGDMmDGAah06Y2Njnjx5wtKlS/H09OTSpUtvdQ8PDw9yc3NxcXEptMDxP8HT0xN9fX1sbGzIzc3F2dmZzZs3/yN1bJOTk3FxcSn16wqCIAhvTwzpCgLw2WefkZWVpfbm7aVLl4iJicHBwYHc3FzWrl1LZGSkVDoNVIsrBwcHo1AoWLx4MVpaqj9S165dY9asWYSFheHv70/16tUBGDBgANbW1gQHB+Pv74+ZmRmgWqcvKCiI8PBw9u7dK9WAdXd3Z+TIkdL9fH19ad++vXQPUPVMKhQKafHofLq6uri4uDBnzhypN/Lnn3/mxYsXdOzYEXNzcyIjI6Xj7e3t8fHxkX738fHh9OnTKBQKEhMTMTIyQk9PD39/f8LCwoiIiJAqnRS8VoUKFTh16hTz58+XrmNvby9dNzIyUlrAWhAEQfh3iB4+QUBVKSI+Pl7jvurVq2NgYECfPn2QyWQEBwdz+vRpMjMzcXR0pH///mRnZ7Nw4UKcnJzYt28f+vr6xMfH4+3tzcSJE3F3d8fLywsLCwt8fHwICAjAxcWFefPmMWzYMGJiYujbty8AX375JWPGjMHb2/uV7TYwMGDbtm3MmTOH33//XW1f/fr1+fPPPwvV1I2Li6Nx48ZSRY+iaGtr4+3tTWhoKFFRUYBqAe1hw4aRlpaGkZERQUFBUj3jfK6urjx79uyVbX+Zq6srrq6uJT6vOPmJ87tUVgupl1R5iQNELGVReYkDym4sIuEThFeQyWSEhoaSnp4OQGhoKNbW1uTm5tK8eXNCQkIAVY9a/mKbOTk5HD58GIADBw6wZcsWafvBgwcB2L9/P15eXgDUrl2b9evXU6tWLSpVqsTt27el+48YMYLPP/8cUNUq3rBhA6CaD7h161YePnzIqVOnNLa7qFq3+dvzq3yAqoRafmKXH09mZmahcz09PbG2tiYvLw9TU1Nq1qypdo6Liws7d+5UK+3m5eXFhAkTpHtq4ufnh5+fHwDnEq5qPKakyspCrmWlHW+rvMQBIpayqLzEAWUzFpHwCQKq4dGCw44FpaWlYWhoWGi7TCYjICCAH3744ZXXz0+wXu5ty98+b948Nm3ahFKppH379ri7u0vHbN68mY0bNwKqId18lStXRqlU0qtXLz777DN+/fVXtWsnJiZibm6Ovr6+Wo/bxx9/jFKpBODWrVvSsKy9vT09evSQjjMxMeH+/ftq13RycqJGjRr07t2b7OxsoqKi0NHRkfaPGDECPz8/srKy1M6bP38+crkcQG0YWRAEQfh3iDl8ggCcPHmSSpUq8dVXX0nbrKys+PTTTzl//jx2dnbo6upSuXJl7OzsiI6O5uTJkzg4OEjd99WqVaNOnTqAajg0P4EcMGAAMTExAFy4cIF+/foBquQpf7uhoSFJSUkADBo06LXa/OzZM7Zs2cLUqVPx9vZGV1dXbX96ejoBAQHMnj1bmls4cOBAKleuzMmTJ4u99gcffIC5ubk0TzBflSpVSE5OJjs7mw4dOlC3bl1pn6GhIb169WLv3r2v1X5BEATh3yN6+ATh/xs+fDhz585l7NixZGZmcvfuXWbPnk1iYiLBwcGEhoaSm5vL7t27pbd1lyxZwp49e5DJZGRnZzNjxgz+/PNPnj17RpMmTQgNDeXp06eMGjUKUA1tLlu2jFGjRvH3339LPXnLly9n48aNJCUlcf78ebVE6lVu3rzJoUOH8PDwYMGCBWr7Fi1axMyZMzlx4gR5eXkkJCSovXSiiYmJCdu2bWPq1KmFeuoOHDiAr68vISEhXLp0ievXr0v7zMzMmDdvHjk5Oa/d9qIkXU3Ao5VYUkUQBKG0yMzMzApP8hEE4a1cu3ZNbQ6bUDJyuZxWrVq962aUivJSFL68xAEilrKovMQB7zaW2NhY+vTpo3GfGNIVBEEQBEEo50TCJwj/ANG7JwiCIJQlIuETBEEQBEEo50TCJwiCIAiCUM6Jt3QFQShzTJs0ZHn86be+jkdz8aavIAgCiB4+4V/2559/snr1aul3bW1t4uLi1BYU/jdFRUWxadMm6feX68mWhK2tLWPHjn2jcw0NDfn6669LfF6lSpXYunUrERERhIeHU69evSKPjYqKIiIiAoVCgUKheK3SbZq8XN9XEARBKPtED5/wr8pfn05XV5eMjAw6deokLTj8rlhZWdG4ceNCiwyXlFKplCpYlJShoSFDhgwpceLbt29fnj59So8ePahatarGUmoFDRo0iMePH79RG9+UtrZ2qazNJwiCILw50cMn/OuOHj1K9+7dAejfvz+HDh2S9rVs2ZLAwEDCw8MJDAzE0tISAGdnZ7Zt28auXbv45Zdf+P777wFVebEdO3agVCqJjIzE0dGxxO3ZsGED48aNK7S9qLYEBQWpvYUbEBBA8+bNcXZ2Zv78+YCqXmxQUBByuZxJkyZJyaSenh7+/v6EhYUREREhlTWbPn26VNc2v77uqFGjkMvlKJVKPDw8NLY9KysLU1NTAJ48eUJqamqJYtfW1kYul9O+vWro09PTk6lTpwKqHsHp06cTHBxMcHAwH3zwQaHzmzVrRlBQEEqlki1btlC1alXpmXh6erJv3z6GDx9O9erV2bRpE3K5HLlcTps2bUrUTkEQBOHtiB4+4V8XGBjI999/T0REBE2bNmXv3r1YW1sDkJCQgJOTEzk5OdjY2DB16lTc3NwAVQLWvXt30tPTkcvlREZGYm5uTlJSEkOGDAFUpb9KKigoiK+//rpQQlNUWw4fPkzfvn1Zvnw5tWrVwtTUlPj4eJo2bSqd6+3tzZYtWwgMDGTw4MHS9szMTIYNG0ZaWhpGRkYEBQWhUChYuHAhTZo0kRLATp06Ub9+fezt7ZHJZGzfvh1ra2uio6PV2njr1i2aN2/OtGnTWLRo0StjDQgIIDc3V/p58+bNfP/992zatImZM2fStWtXHBwcpOPT0tJwcHBg4MCBzJ07t9Cw88qVK5k5cyZRUVFMmjQJd3d3Zs+eDah6LQcOHAjA2rVr2bx5M2fOnMHMzIzdu3fTpUsXtWu5urri6ur6yhhKwtjYuFSv9ybyS+/915WXOEDEUhaVlzig7MYiEj7hX3f58mXMzc3p168fR44cUdtnaGjIypUrqV+/Pnl5eVSsWFHad+LECWk4MjQ0lHbt2nHkyBFmzpzJ9OnTiYiIkGrTlkROTg7r16/nu+++4+jRo69sS1BQEHv27GH58uX07duX4ODgQtds3bo1Q4cOBeDgwYPMnDkTAJlMhqenJ9bW1uTl5WFqakrNmjULnd+5c2c6d+6MQqEAVD2D9evXV0v4dHV18fHxoVu3bixfvpzhw4ezZcsWduzYwfz58zUOUWsa0r127Rr79+9n+/btODo6qpVTy+99PXToEHPmzFE7r0qVKlStWpWoqChAlUBu3LhR2n/48GHpZxsbG7VeUQMDA/T19Xn27Jm0zc/PDz8/PwDOJVwt1PY3UVZW7i8r7Xhb5SUOELGUReUlDiibsYiET3gnFAoFs2bNYuDAgRgZGUnbJ0+ezKlTpxg+fDjm5ubs27dP2vfy/LS8vDxu3rxJ79696datG9OmTeP48eOsXLlSOsbMzIzt27cDsHPnTnbu3KmxPfv372fcuHFqSVJRbUlKSuLx48c0bdoUR0dHaQj0dTg5OVGjRg169+5NdnY2UVFR6OjoFDpOJpOxdu1adu3aVeS1PvzwQ/7++2/u37/PiBEj8Pf3Jy8vj6pVq5Z4PuKHH35IampqoeSz4DN/1fzAlz1//lz6WUtLC0dHRzIyMkp0DUEQBKF0iIRPeCf8/f15+vQpV65ckeaPgarXKP8lDmdnZ7VzbGxsqFatGhkZGfTq1QsPDw9MTExISUnhwIEDPHv2rNA59+7dk4ZJi5Odnc3mzZsZO3Ysv/766yvbEhgYyOjRo6lSpQpXrlwpdL3z589jb2/P4cOH6devn1p8ycnJZGdn06FDB+rWrQuoXmYxMDCQjjt27BiTJ0/mwIEDPH/+HFNTU7Kysvj777+lYxITE2nYsKH0womHhwcKhYJly5a9Mt6CevfujZGREZ9//jm+vr7Y29tLcwEdHR1Zt24djo6OnDt3Tu28p0+f8uTJE9q1a0dMTAyff/651Nv3suPHj/PNN9+wYcMGQDX379KlS0W2KelqAh6txJIqgiAIpUUkfMI78ddff7F169ZC29evX8/KlStxc3OTEq98Z86cYfXq1XzwwQccPHiQuLg4OnfujJeXF3l5eWRlZTFt2rQ3btOePXsYP378a7VFLpfj7e2t1ptY0OzZs1m9ejVubm5ERkZKCdSBAwfw9fUlJCSES5cucf36dQAeP37MmTNniIyM5OjRo8yfP59GjRpJw6LPnz9n3LhxagnfkydPmDhxIqtXr0Ymk5Gamsq4cePw9PQkOjqas2fPFmpXwTl8ly9fZs6cOUyfPh0XFxfu3bvHTz/9hLe3NxMnTgRUy74EBQWhpaWlccmZiRMn8sMPP6Crq8vt27dxd3fX+DxmzpzJwoULUSqVVKhQgejoaDw9PTV/EIIgCEKpk5mZmZVsnEYQ3gFnZ2datGghvcFa1uUvOwOqXrL+/ftLc/r+K6Kioujdu/e/vowLqBLqVq1a/ev3/ScYGxuXyfk8JVVe4gARS1lUXuKAdxtLbGwsffr00bhP9PAJwj+gRYsWLFiwAIDU1NQil1URBEEQhH+DSPiE/4Sff/6Zn3/++V0347XFxMRga2v7rpvxVj799NN33QRBEAShlIiFlwVBEARBEMo5kfAJgiAIgiCUc//akK6dnR1bt26lU6dO3LhxQ+MxPj4+REREIJfLi7xOaUwkpjPoUwAAIABJREFUnzt3Lvb29rRt27bEa4uVVrvat29PVlaWxjcpnZ2d8fLyIikpCR0dHXbt2sXmzZtLpZ0BAQHMmzePuLi4t75W+/bt2bZtG7dv30ZHR4fAwEB8fHzUtleuXJmHDx+yfv16IiIiAHB3d+err77i0aNHgKrUWsEqEc7OznTu3FntrVAjIyOOHz9OmzZtWLBgAZs2bZLecH0XzM3NOXbsGDdv3pS2bdq0SW3dQFB/2WTw4MGkp6ezb98+nJ2dOX78OPfv33+rdnz11VeMGjWK7OxsfH19i63FO3DgQEaPHo1MJkMmk7F37161hZLfVLNmzTAxMSm0iPbbMG3SkOXxp9/6Oh7NxdIugiAI8C8mfP379yc6Opp+/fqxYsWKf+u2hchkMnr37s1ff/3Fp59+yunTr/+XipaWlrSkxdtq3749z54905jwgapKgZeXF0ZGRvzyyy/I5XLu3btXKvcuiVfFHBMTw9dff03lypVRKpVSUpe/HVQJwdatW8nIyODkyZMAbN68uchkIyQkhJkzZ6q96erg4IBCoeDFixdMnjy5NEMskra2Njk5OUXuv3Xr1mut8Zev4KLPgwYN4sqVKyVK+F7+LLS1tZk6dSqfffYZaWlpmJubF3lu165dGT58OF999RX3799HR0eHzz//vNBxr4pZk2bNmtGiRYsSJXxvch9BEAThzf0rQ7p6enq0adOGSZMmqS1CCzB//nyOHj3Kjh071OrPdezYkfDwcCIiIli+fDmVKlWS9o0ePbpQQffXLc7+2WefceXKFXbs2EH//v3V2rhixQoiIiJQKpXSa83Xrl1j0qRJBAUF0bp16xK3y9bWlqCgIMLDw9m7dy/GxsaYm5szePBgRowYgUKhoF27dkU+u8ePH/PHH39Qq1atYuNs2bIlgYGBhIeHExgYiKWlJaBaHuTHH39EqVSyfv16dHV1pWt36tSJw4cPExYWxsaNG9HT0wNUvZUTJ07k4MGDanVVi5Oenk5cXFyherQAly5dwsfHh2+++ea1rpWWlkZUVJRaMuXo6EhgYCCg6qVs0aJFkTG0bNlS6hHt2bMnCQkJVKxYER0dHU6dOgWAhYUFu3btIjQ0lAMHDkjPy8fHh9mzZxMQEMCMGTNeq70vc3Z25sSJE+zbt0/te+ju7s7IkSOxt7fHysqKtWvXolAo0NXVLfJ79arPQltbW6pUcvfu3SLb9N133zFv3jwpwczMzGT37t3S8/T09GTfvn0MHz68RN+xihUrMmnSJBwdHVEoFDg6OlKtWjW2bt2KUqkkKChIqjHs7u7O4sWL2b17N6tWrXqjZysIgiC8mX+lh8/Ozk4a/kpJSeHjjz/m4sWL9O7dG0tLS7p3707NmjU5evQo/v7+6Ojo4OPjg4uLCzdv3mTVqlUMGTKELVu2AJoLunt7e7+yODtAv379pL+0pk6dSoUKFcjOzmbixIk8ffqUHj16AFC1alUA9PX1uXr1KsuWLUNHR4eTJ0+WqF0xMTH07dsXgC+//JIxY8bg7e3Nzp07efbs2SuH1MzMzNDR0eHy5csARcaZkJCAk5MTOTk52NjYMHXqVNzc3BgyZAjp6enY2trStGlTwsLCANUQ6YQJE3BxcSE9PZ0xY8bg5uYmLSScmZnJgAEDABg8eDBAkWXJ8q/3ySefsHLlSo2Foy9evMjo0aOl30eMGCH1MC1YsIDjx4+rHR8YGEj//v05fPgwJiYmNGjQoNDix0XFsGbNGj7++GMArK2tuXr1KlZWVlSoUIHffvsNgCVLluDp6UliYiKtWrVi0aJFUjWNBg0a4OLi8sreXAsLC6nWLYCXlxd//PEHkyZNws7OjqdPnxLw/9q787ga8/7x46/TKUIykXXKvsxYosmWQWTEYISxTmPGPZi5jWWyG2PNNoyIW7f1ZjDZszdxEspWkVKJjG1oiDFZshTV+f3Rr+vrqNNi63S8n4/HPMa51vf7us7Deftcn+vz2bqVmJgYnf38/PwYMGCA8mg9t+/78/fieaamppw7d47Vq1fTq1cv7t27pzfWOnXq5PgY39LSkp49ewKwZMmSfH3H5s+frzNG4owZM4iJiWHgwIF8/PHHLFq0SCne7ezs6N69e7ZTrLm5ueHm5qY3xpdhbW39Wo/3Mgx1IvX8MpY8QHIxRMaSBxhuLm+l4OvWrZvS4pL5Qx4TE0Pz5s3ZuXMn6enp3Lp1S/lBr1GjBteuXVP6R23dupWvv/5a+QHMbkL3vEzObmZmhrOzM9OmTePRo0dERETg5OREYGAgrVq14vvvv1e2vX//PpAx5VZmn8KXiatixYosXbqUcuXKUaRIEa5du5ana9a1a1datGhBjRo1GDt2LCkpKTnmaWlpiZeXF9WqVUOr1WJmZgZkFDyrV68GMmZWyCwcHRwcqF27ttJqZmZmpjN11vMT3+dU6DVt2pT9+/eTnp6Ot7c3Fy5c0JkqTZ+cHukCHDhwgNmzZ2NhYcFnn32Gn59flgJMXw5paWlcvXqVmjVr0qhRI1asWEHz5s1Rq9WEhYVRvHhxHBwcdM7/fEvt3r178/ToPrtHuh06dODEiRNK/8Tdu3dTvXr1HI+T2/fq+XvxvB9//BFfX19SU1P59ddf6du3L+3bt6dhw4bMnDkz1/if9/w58vsde1HTpk0ZPHgwAMeOHcPKyoqSJUsCGXMo65tP18fHBx8fHwDCL8blK359DGUgV0OJ41UZSx4guRgiY8kDDDOXN17wWVlZ0aJFC+rUqYNWq0WtVqPVapUfpOxemlCpVDkeM7sJ3fMyOXubNm2wtLQkMDAQgGLFivHkyRMCAwNRqVTZxpKSkqL8+L9MXDNmzGDFihUEBATg6Oiod+qpF2X24XNwcGDt2rUcOnSIv//+W2+eM2fO5Pjx4wwaNAgbGxudlwf0XePg4OBsp8sC3Ynvc/J8X72c1K9fP18vWSQnJ3P48GE+/fRTXF1dlQL6eTnlEBoairOzM6mpqRw5cgQvLy9MTEyYMWMGJiYmPHjwQG//u7zmrk9+XwTK7XulLx4nJydWrVpFfHw8ZcqUYcWKFTx+/JilS5dm2fbChQvY2dllaSXN7hwv8x3LLZ/Ma/Kq11YIIcTLeeN9+Dp37oyvry/NmjWjefPmNGnShGvXrtG0aVNCQkJwdXXFxMSEcuXK0aJFCwAuXryIra2t0h/sxUnZu3btqvw/s1Uqc3L2TPXq1csSS7du3RgzZgzNmzdX/nNycsLc3JygoCD+9a9/KdtmPtJ93svEZWlpSUJCApDRUT/To0ePsLCwyPX6hYeH4+vry8CBA3PMs2TJksp5Mh9NQkbhk/k4sE6dOkp/qvDwcJo0aaLkYm5unmtL1Mv68MMPcXd3z/EN0uzs3LmTb7/9Fmtra53Wx0w55RAaGsqgQYMIDw8nMTERKysratasSVxcHA8fPuT69es6feLq1q2bbQyNGjXKV3+ziIgIHB0dsbKywtTUVG8fyOfvf27fK31iYmKUx7ArVqygRIkS1K5dO9tHt0uWLOGnn36ibNmyQEaLpr6p3vL7HXv48KHOdzkkJIQePXoAGS8nJSYm8vDhw1zzEUII8ea88RY+V1dXvL29dZb9/vvvdO/enR9//JGPP/6YwMBALl++rPzIpaSkMGrUKJYvX45arebMmTM6jxWzm9A9t8nZzc3NcXJyYvz48cqyJ0+eEBYWhouLC4sWLWL27NkEBgaSnp7OggUL8Pf314n7ZeLy9PRk+fLlJCQkcPr0aWxtbQEICAhg+fLldOjQgUmTJhEWFqb3Gv73v/9l3759/Oc//9Gb59KlS/Hy8uLbb7/VacVZt24dCxYsICAggNjYWCIjIwFITExk5MiReHt7K48z582bpzPMSKa89OF7Ueaj3mLFinHnzh2mTJmivKGbV0FBQXh5ebFx48Zs1+eUQ0REBNbW1sp3KjY2VnnxBTJeYpgzZw4//PADpqam7Nq1i9jY2CzneP/99/W2Gr/Yh2/Tpk2sXr0aT09Pdu/eza1bt4iOjkatVmfZd8uWLfz8888kJyfTtWvXHL9X+kydOpW5c+dy8OBBkpOT2bdvH9WqVWPatGlMnTpVZ9uDBw9ibW3Npk2blNbszZs3Z3vc/H7Hjh8/ztChQ9FoNCxZsoQFCxYo37nk5GTc3d1zzeVFCXEXGW0vQ6oIIcTroqpUqdLrGYhOCCM0adIkfH19lb6P4u3w8/PD3t6+oMN4LYxlUnhjyQMkF0NkLHlAweYSGRmpjDLyIplLV4gc5PflByGEEMIQydRqQgghhBBGTgo+IYQQQggjJwWfEEIIIYSRk4JPCCGEEMLIyUsbwqhVqlQJX19fPv30U+7du0epUqXYt28fPXv25K+//srTMRwdHfn3v/+dpwGm8+vatWucP39e+fzNN99QunRpevbsyZQpU+jdu7fOtGV5iXXbtm2MHj2aTZs2ARnj6Gk0Gjw8PHKdys9QVKhTE8/oE690jNENZFgXIYTIJAWfMGo3btxg3bp1/Pjjj4wfP56JEyfi4+OT52LvZajVatLS0vK0bXJycpYZP+Lj43Oc9zY3sbGxdO3aVSn4XF1dOXv27Esf703Jz3USQgjxaqTgE0Zv5cqV+Pv7M2jQIJo0aaK3tWzhwoWkpKRQu3ZtypYty/Tp0zlw4IDONu+99x6enp5UrlyZ5ORkxo0bx7lz5xg1ahTly5fH1taWxMRERowYwcSJE3F0dKRIkSKsXbuW3377LU/x6mtRLF26ND///DPvv/8+kDHw8qlTp7Lsf+PGDSwsLJSxoNq2batMJwjwxRdf4ObmRpEiRbhy5QojRowgOTmZhQsXkpSURMOGDSlbtiyzZs3Cz8+P4sWLs2bNGkqVKoWpqSnz5s1TBpx2d3ene/fu3Lhxg8TERKKioli+fDlVqlRh1qxZlClThidPnjB27FguXbrEwoULuXfvHvXr1yc6OhoPD488XRMhhBCvRgo+YfRSU1OZOXMmGzZsoG/fvjx79kzvtjY2Nnz++edUrVqVrVu38vHHH+usHz16NDExMQwcOJCPP/6YRYsWKS10dnZ2dO/eneTkZNzc3EhKSqJz584UKVKEnTt3EhQUxPXr13WOZ25urhRP165dY9CgQXpj8/DwYOXKlZw8eZJKlSqxYcMG2rRpk+22fn5+dOnShZiYGKKjo3n69Kmyzt/fnw0bNgAwbtw4+vXrx5o1awAoX7483bp1o2bNmqxZswY/Pz9SUlIYOHAgDx8+xMrKij179qDRaLCzs6NTp0506NABtVrN/v37lZbJefPmMWHCBK5cuYK9vT1z5sxRpmOrXr06ffr0UeaozuTm5oabm5ve/PPL2tr6tR3rVZQpU6agQ3gtjCUPkFwMkbHkAYabixR84p3g7OxMQkICH3zwAUeOHNG73Z49e9BqtVy5coU///yTmjVr6qxv2rQpgwcPBuDYsWNYWVlRsmRJADQajTINm5OTEx9++CGdO3cGMuahrVatWpaCL7tHuvq0atWK2rVrK58tLCwoUaIEjx49yjaPpUuXUrNmTXbu3Enjxo2VdXXq1GHcuHFYWlpSokQJgoKClHX79u1Dq9Xyxx9/KPPuqlQqJkyYQLNmzdBqtVSoUIGyZcsq0+dl5hwQEABA8eLFcXBw0OkvmDn1HcDevXuzFHsAPj4++Pj4ABB+MS5P1yQnhjRqvyHF8iqMJQ+QXAyRseQBhpmLFHzC6NWrV49WrVrx2WefsXPnTnbt2sXt27cZP3487dq1A1CKLq1Wd6bBFz+rVKosx8/c5vHjxzrLJ02apFNMvSoTExO6du2qd27f5/3999+kpqbSunVrpkyZolPwLVy4kIEDBxIbG0vv3r1xdPy/lxuebwnMzLVHjx6UKVOGTz/9lNTUVEJCQihatGi21yIzzgcPHugtZF+8TkIIId48KfiE0ZszZw5Tp07lxo0bLF26lMmTJzN8+HDmzp3L3Llzdbbt0qULW7dupXLlylSpUoVLly7x0UcfKetDQkLo0aMHXl5eODo6kpiYyMOHD7OcMygoiK+++opjx46RmppK9erVuXnzJk+ePHnpPIKCghgwYADLli0DMgrZnF7GmD9/PmXKlMnSmmZhYcGtW7cwNTWle/fuJCQk5HjekiVLcufOHVJTU2nRogW2trYAhIWFMXfuXJYsWYJaraZdu3b4+Pjw8OFDrl+/TpcuXdi7dy8AdevWJTY2Ns+5JsRdZLS9vGUrhBCvixR8wqi5ubnx119/KY9x165dS+/evWnevDkhISFZtr98+TK+vr6ULVuWCRMmkJKSorN+wYIFLFiwgICAAJKTk3F3d8/2vBs2bMDW1pZ9+/ahUqlITEzkm2++eaVcJk+ezOzZswkICMDU1JTQ0FAmTJigd/vsXugA+OWXX9i7dy/x8fGcP38eCwuLHM+7fft21q5dy++//87Zs2f5448/ADhz5gwajYaAgADi4+M5c+YMSUlJAAwbNow5c+bwww8/YGpqyq5du/JV8AkhhHi9VJUqVdLmvpkQxm/hwoUcOHAAPz+/gg6l0ChevDiPHz/G3Nyc7du3M27cOGJiYl75uH5+ftjb27+GCAte5tvShZ2x5AGSiyEyljygYHOJjIykU6dO2a6TFj4hxEubN28etWvXpmjRomzduvW1FHtCCCFePyn4hPj/Ro4cWdAhFDrDhg0r6BCEEELkgcylK4QQQghh5KTgE0IIIYQwcvJIVwhhcCrUqYln9IlXOsboBjKsixBCZJIWPiHeYdeuXUOj0RAYGMivv/6KpaVlvvYfNWoU3333XZblNjY2yvy9dnZ2ypy5jo6OOoNACyGEeDuk4BPiHZY5tVu7du24d+8eAwYMeO3niIqKYsqUKUBGwefg4PDazyGEECJnUvAJIQAIDw+nQoUKyud///vf+Pn5ERAQwOjRo5XlI0aMIDg4mE2bNlGjRg1leYMGDQgICGD37t06haOjoyNr167FxsaG/v37M3jwYDQaDU2bNn0reQkhhJA+fEIIMua/bdmyJRs3bgSgdevWVKtWjc6dO6NSqfj1119p1qwZjx8/pmvXrri4uGBqasq+ffuIiooCMmYhmTx5MiEhIUyaNCnLOeLj41m/fj2PHj1i+fLlWda7ubnh5ub22nKytrZ+bcd6FWXKlCnoEF4LY8kDJBdDZCx5gOHmIgWfEO8wc3NzNBoNNjY2REdHExwcDICTkxNOTk5oNBogY0aNatWqYWFhwb59+0hOTgYgICAAyJhvt1SpUsp0db6+vrRt2zZfsfj4+ODj4wNA+MW4V87NkEbtN6RYXoWx5AGSiyEyljzAMHORR7pCvMMy+/A1a9YMMzMz5VGsSqViyZIluLi44OLiQsuWLdm0aRMAWm3W2RhVKlW2y4UQQhgGaeETQpCUlMTkyZNZs2YN69at4/Dhw4wdO5bt27fz+PFjKlSowLNnzwgJCWHhwoV4e3ujVqtp374969ev58GDBzx48IAmTZpw8uRJunfvnu15Hj16hIWFRa7xJMRdZLS9DKsihBCvixR8QggAzp49S2xsLK6urvj6+lKrVi12794NwOPHjxk+fDgxMTHs2bMHjUZDfHw8oaGhyv6jRo1iwYIFPHnyhMOHD2d7joCAAJYvX06HDh2YNGkSYWFhbyM1IYR456kqVaokz2GEEAbFz88Pe3v7gg7jtbC2tjbI/jz5ZSx5gORiiIwlDyjYXCIjI+nUqVO266QPnxBCCCGEkZOCTwghhBDCyEnBJ4QQQghh5KTgE0IIIYQwcvKWrngnWFlZsXnzZgDKli1LWloaiYmJ2NjYcOvWrXwPEpypd+/eeHp64uLiwrlz5wAIDAzk66+/Jj4+/pXjbt26NWPGjKFr165AxowY+/btY+LEiZw6dSpPxxg3bhyJiYmsWrUq2/Xu7u5KJ98PPviA8+fPAyiDID948IAdO3a8air5UqFOTTyjT+Rrn9ENZBgXIYTQRwo+8U64e/cuLi4uQMbwIZnTe9nY2LB27dpXOvbNmzcZMWIEQ4YMeR2h6ggODqZv377069ePjRs38s033xAZGZnnYk+tVue6jZeXF15eXqjVaqKjo5XrJIQQwnjII13xzlOr1cybN4+DBw+yYcMGzM3NAahSpQq//fYb/v7+bN++nRo1amS7/4EDB6hdu3a261u3bs3u3bvZt28fy5cvp3jx4jRq1IiVK1cC4OLiwsWLFzEzM6No0aIcP348yzGmTZvGsGHDqF27NgMGDGD27NkA2NrasnXrVgICAti4cSMVK1YEYPHixUyZMoWtW7cyYcIEnWN99dVXrFu3jqJFi+bp2owbN45BgwYBsGPHDqZOncr27ds5dOgQdnZ2rFq1iqNHjzJq1Chln169erF37140Gg2zZ89GpVKhVqtZvHgxBw4cIDAwkG+++SZP5xdCCPF6SAufeOdVq1aNoUOHMm7cOJYtW0anTp3Yvn078+bNY8KECVy5cgV7e3vmzJlD7969s+yfnp7O0qVLGT58OO7u7spyKysrfvjhB/r06cOTJ0/4/vvv+fbbb/nPf/5D/fr1AWjWrBlxcXE0bNgQU1NTIiIishz/9u3brFq1it27dzNlyhTu3bsHwOzZs9mwYQM7duzAzc2N6dOn8+233wIZxWrv3r3RarWMGzcOgEGDBtG8eXMGDhzIs2fPXupaJScn06NHD7777jtWr15Nx44dSUpK4vjx46xatYqKFSvSsWNHXF1dSUtLY+7cubi6uvLnn39iZWXFJ598AoClpWWWY7u5ueHm5vZScUHG2FeGyFAnUs8vY8kDJBdDZCx5gOHmIgWfeOddv36ds2fPAhAVFYWtrS3FixfHwcGB5cuXK9sVKVJE7zF27NjBiBEjsLW1VZY5ODhQu3Ztdu3aBYCZmRnh4eGkpaVx9epVatasSaNGjVixYgXNmzdHrVbrnXni119/ZeLEiWzZskVZZm9vz9dffw3Atm3bGDt2rLJu7969OnPb9unTh/j4eAYNGkRaWlp+Lo8OjUYDwLlz5zh37pwyuGh8fDwVK1akVatWNGzYEH9/fwDMzc25efMmQUFB1KhRg+nTp3Pw4EGCgoKyHNvHx0fpNxh+MS7fsRnyoK2GHFt+GEseILkYImPJAwwzFyn4xDsvJSVF+XNaWhrm5uaYmJjw4MGDPPdnS0tLY/ny5QwdOlRZplKpCA4O1lmWKTQ0FGdnZ1JTUzly5AheXl6YmJgwY8aMbI+v1Wp1CrjcPH78WOfzuXPnqFevHhUqVOCvv/7K83Fe9PTpUyWezD9DRiunqakpKpWKzZs388svv2TZ95NPPsHZ2ZmBAwfSqVMnxo8f/9JxCCGEyB/pwydENh4+fMj169fp0qWLsqxu3bo57rNlyxZatmypNOeHh4fTpEkTqlatCmS0dlWvXh3IKPgGDRpEeHg4iYmJWFlZUbNmTeLi8t6ydfr0aT777DMAevTooTOv7YuioqL46aef+PXXXylbtmyez5FfR44c4bPPPsPKygrIeKxdqVIlSpcujUqlYu/evcyfP58GDRq8sRiEEEJkJS18QugxbNgw5syZww8//ICpqSm7du0iNjZW7/bPnj1j9erVSitdYmIiI0eOxNvbW3kcPG/ePC5fvkxERATW1taEhIQAEBsbS7ly5fIV36RJk/D09GTYsGHcuXNH58WJ7ISEhDBnzhzWrVtHv379lL6Ar9P58+dZsGABmzdvRqVSkZqayoQJE0hLS8PT0xOVSoVWq2XWrFk5Hich7iKj7WWYFSGEeF1UlSpVyvtzIiGEeAv8/Pywt7cv6DBeC2OZFN5Y8gDJxRAZSx5QsLlERkYq46q+SB7pCiGEEEIYOSn4hBBCCCGMnBR8QgghhBBGTgo+IYQQQggjJ2/pCiEMToU6NfGMPpHn7Uc3kDd6hRAiJ9LCJ0Qh9Ndff7F48WLls1qtJioqirVr1wLw7bffMn/+fGV99+7dWbduXZbj9O7dm6ioKDQaDYcOHeKLL75Qls+cOfMNZyGEEOJtkYJPiELo0aNH1KlTB3NzcwBat25NQkKCsv5///sfdnZ2NG7cGEtLS8aNG8ekSZOyPdbu3btxcXGhZ8+eTJgw4a3MSatWq9/4OYQQQvwfKfiEKKQOHTpEu3btAOjWrRs7d+5U1qWlpTFx4kRmz57NTz/9xObNm7l27VqOx/vnn3/4888/sbGx0Vnevn179uzZw/79+9m0aRPW1taoVCqOHj1K6dKlAZTPVlZWlC5dmhUrVuDn54efnx+NGzcGYNSoUcydO5cNGzawaNGi13kphBBC5EL68AlRSO3atYuRI0dy4MABPvzwQzZt2kSzZs2U9adOneKPP/6gVatWtGnTJtfjVa5cmcqVK3P16lVq166tLA8LC1OmcOvXrx/ff/89Hh4e+Pr60qNHD1atWkWrVq2IjY3l7t27LFmyhJUrV3Ly5EkqVarEhg0blPPb2dnRvXt3kpOTs5zfzc0NNze3l7oWb6NV8mVlTrVX2BlLHiC5GCJjyQMMNxcp+IQopM6dO4eNjQ2urq4cPHgwy/rixYvTsGFDzMzMKFOmDDdv3sz2OF27dqVp06akpKQwfvz4LFOuVaxYkaVLl1KuXDmKFCmitBRu3ryZ1atXs2rVKvr27cuWLVsAaNWqlU7BaGFhQYkSJQDQaDTZFnsAPj4++Pj4ABB+Me9zCgMGP0K/oceXV8aSB0guhshY8gDDzEUKPiEKMY1Gw5QpU+jZsydWVlY668aMGYOvry937txh2rRpfPfdd9keY/fu3Xr79wHMmDGDFStWEBAQgKOjozJn740bN/j777/5+OOPsbe3Z9iwYQCYmJjQtWvXbAu7x48fv2yqQgghXoEUfEIUYps3byYpKYnz58/j6Ph/Q5N88MEHtGvXDhcXF54+fUqfPn1o1aoVR44cyfc5LC0tlRdCevXqpbNu48aNLF68GF9fX9LT0wGkTWzaAAAbz0lEQVQICgpiwIABLFu2DIB69epx9uzZfJ0zIe4io+1lqBUhhHhd5KUNIQqxmzdv8r///S/L8jlz5jBt2jRSUlLQarVMnDgRDw8PzMzM8n0OT09Pli9fzvbt20lMTNRZp9FoKFGiBJs3b1aWTZ48mYYNGxIQEMChQ4fo379//hMTQgjxWqkqVaqkLegghBCFk52dHdOmTaNHjx6v9bh+fn7Y29u/1mMWFGtra4Psz5NfxpIHSC6GyFjygILNJTIykk6dOmW7Th7pCiFeytChQ/nqq6+UvntCCCEMlxR8QoiX4u3tjbe3d0GHIYQQIg+kD58QQgghhJGTgk8IIYQQwsjJI10hhMGpUKcmntEn8rz96AYyhIsQQuRECj4hCqFr165x/vx55fP69etZv359AUYkhHidrKyscHd3p2rVqqhUKr3bqdVq0tLS3mJkb4ax5AFvPhetVsvVq1fx8vLi7t27ed5PCj4hCqHk5GRcXFwKOgwhxBvi7u7OqVOn8PDwyLF4MDU1JTU19S1G9mYYSx7w5nNRq9V07twZd3d3pk6dmve43lhEQoi3ztXVleHDh6NSqQgMDGT27NnKugsXLnD16lXMzMxIT0+nXbt22NjYcPjwYS5fvoyFhQX+/v7MmDEDR0dH/v3vf/P111/z3nvvceLECby8vFi+fDkAW7dupXz58iQnJ1O1alVl7tzevXszadIkEhISqFSpEuPHj8fPz48LFy7ozK+bHTc3N9zc3F4qb2tr65fa720w1InU88tY8oDCkUv16tWZPXs2KpUKU1P9P9VqtfotRvXmGEse8HZy2b9/P7169crX331S8AlhJMqXL89PP/1Ex44duX//Phs3bqRDhw7s378fAJVKhYuLCzY2Nqxdu1bZ788//8TFxQVra2sOHTrEjBkzdI47bNgw4uPjdZap1Wq+//57YmJiuHDhgrLcxMSEnTt3MmXKFBYuXJiv+H18fPDx8QEg/GJcvvY19AFbDT2+vDKWPMDwc9FqtaSkpORpW2NpGTOWPODN55KamopWq83X91je0hXCSDRs2JATJ06QmJhIWloa27dvp3nz5kBGgfbkyZNs96tSpQoajYYjR45kmaatQoUKfPTRR+zbt09nubm5ebY/Rjkt12g0BAQE4OHhkWOfJCGEEK+ftPAJYSRyKqJsbW1JSEjIdl1mC5+5uTn+/v5s2bJFWTdy5Ei8vLxo3Lixzj7ly5fn9u3bWY5VoUIFbt26lWV5Zp9DtVrNpk2baNWqFcHBwXlNTYh3Xn7eWs+LvLzZrtVq8fT0ZMyYMRn7jB6NhYUF06dPf+Xzr1mzhr179+Lr6/vKx8pJz5498fDwICEhAWdnZ2V5lSpV2Lt3Lw0aNHij58+UlJREyZIl38q59JGCTwgjERERgYeHB1ZWVty/f59u3bqxevVqALp06cKBAwdy3P/p06ekpaVRqlQpIOMvRDMzM4KDg3UKviZNmnD//n3u37+vs7+5uTnt2rVTfhyyk5aWRlJSEkWKFMkxloS4i4y2l6FWhChIycnJ9OjRgzlz5vDPP/8UdDgKExMT0tPT87TtwIED+f777zl8+PCbDaoQkEe6QhiJ27dvM2fOHLZu3UpAQADR0dFoNBrat2/P2LFj6datGxqNhvXr11OlShX69+8P/N8j3YMHD3L8+HHOnTsHQK1atZg/f77OORo2bMiMGTMYPXp0lvOvX7+ePXv2cObMmSzrzM3N2bFjB3v27CElJUX+8hWiEEhNTWXFihWMHDkyy7o1a9bw+eefK5+TkpIAcHJy4vDhw2zevJm4uDjmzJnDF198QWhoKFFRUVSvXl3Z55NPPiE4OJi4uDg6deoEZBRz8+bNIywsjDNnzvDtt98qxz148CA+Pj5ER0dniadv375ERUURHR3Nzz//DMDkyZNp2bIly5YtY968eXrzrFKlCsHBwYSHhxMeHo6jo6Nyzj179ijb/ec//+Hrr78G4MqVK0ybNo3w8HCioqKoU6cOACVKlGDVqlVERUVx5swZevTooew/c+ZMIiMjOXHiBOXKlQMyXjjbtm0bYWFhhIWF0aJFCwBat25NREQEERERnD59GgsLC73x55W08AlRCOl743Xnzp3s3LlTZ5mVlRVjx47VeVRbp04dOnfuTHx8PDVr1sxynBMnTvD+++8rnxcsWKD8uWPHjtnG0qtXL53lz/9IVK5cObeUhBAGyNvbm6ioqBwLphc1bNiQDz/8kMTERC5fvsyqVato1qwZI0aMYPjw4crfDVWrVsXJyYkaNWpw6NAh9u/fz1dffcX9+/dp2rQpRYoU4dixY2g0GgCaNm1K/fr1uXr1qs75KlasyNy5c3FwcODu3btoNBpcXV2ZMWMGzs7OjBkzhvDwcL3x3r59m/bt25OSkkLNmjXZuHEjTZo0yTXPO3fu4ODgwJAhQxgzZgyDBw9m8uTJ3L9/Hzs7OwDee+89ACwsLAgJCWHSpEnMnTuXwYMHM2vWLBYtWsTChQs5duwYtra27N+/n7p16zJmzBiGDh3K8ePHKVGiBMnJyXm+/vpIwSeEkTtxImvfnxs3buDn51cA0QghCpOkpCTWrVvHiBEj9L749aKTJ08qfYYvXbqkFGzR0dG0bdtW2W7Lli1otVouXrzIlStX+OCDD3BxccHOzo6ePXsCUKpUKWrVqsXTp08JCwvLUuxBRjeTw4cPK2+s+vj40Lp1a3bt2pWneM3MzFiyZAmNGjUiLS0t1yGkMm3fvh2A8PBwpSXvk08+4csvv1S2uXfvHgApKSns3btX2b59+/bK9nXr1lW2t7S0xMLCgmPHjrFgwQJ8fHzYvn07f/31V55iyokUfEIYuevXr2dZlpSURFxc/oY+EUK8m7y8vDh9+jRr1qxRlqWmpmJi8n+9wp7vl/v8m/rp6enK5/T0dJ0xBbVarc55tFotKpWK4cOHK0ViJicnJx49epRtfK/61v/IkSO5desWDRs2xMTERGlNezFHc3Nznf0y80pLS1PyUqlUWfICePbsmfLn57c3MTHB0dExSwve3Llz8fPzo1OnToSEhPDJJ5+88t/Z0odPCCGEEHrdvXuXLVu2MHDgQGXZ1atXcXBwADIGfM/tRazs9OrVC5VKRfXq1alWrRpxcXHs37+fIUOGKAVRrVq1KF68eI7HCQ0NxcnJiTJlymBiYkK/fv0ICgrKcxylSpXi5s2baLVa+vfvr5z7zz//pG7duhQpUgRLS0vatWuX67E0Gg3ff/+98jnzkW5O2w8bNkz53LBhQyBj4O2YmBjmzZvHqVOn+OCDD/Kcjz7SwieEEEIYOH3DqLytKck8PT11CpOVK1eya9cuQkNDCQwM5OHDh/k+ZlxcHEFBQZQvX56hQ4eSkpLCqlWrqFq1KqdPn0alUvH333/TrVu3HI+TkJDAjz/+yKFDh1CpVPz+++/s3r07z3H897//xdfXl169enHo0CEll/j4eLZs2UJUVBR//PEHERERuR5r5syZLF26lOjoaNLS0pg+fTo7duzQu/2IESPw9vbmzJkzmJqaEhwczJAhQ3B3d6dt27akpaURGxuLv79/nvPRR1WpUqWsbY9GwMrKis2bNwNQtmxZ0tLSSExMxMbGhlu3bun0I8ivNm3aMGbMGEqWLElKSgqXLl1ixowZ3Lhx43WFrxg1ahSPHj1i+fLljBkzhtDQUI4cOfLaz5MpOjqali1bcv/+fcqVK0dERATdunXj5MmTAERFReHk5JTnCZt79+6NnZ0dkyZNyrIuL9NtFYQ+ffowePBgtFotJiYmzJ07N8vjhZdRr149ypcvz8GDB19DlLqenwrtxeWrV69WHusmJibSt29f+vfvz5MnT9i2bdtrj+V1CL8Yx4ZLMXnaNi/jiRUka2trg5/VIS+MJQ8oHLmsW7eOr776KtftjGUOWmPJA95eLtl9RyIjI5U3nrPE9cYjKiB3795VJpd/vmh6cVqp/KpTpw4zZ85kwIABXLx4EYD27dtja2v7ygVfbmMLvThExpsQERGBg4MDBw8epHHjxkRHR9O4cWNOnjxJjRo1SExMzHOxVxjnRqxYsSIjRoygY8eOJCUlUbx48dcy76ZaraZevXrY2dm9kYIvJ2FhYVkKwfXr17/VGIQQQhQsoy34cqJWq5k3bx6NGzcmISGBb775huTkZKpUqcKsWbMoU6YMT548YezYsVy6dEln36FDh7J48WKl2AMICAhQ/rx161ZmzJhBVFQUVlZW+Pv707x5c2xsbFi8eLHSF2HSpEmcOnUKR0dHRo0axa1bt6hXrx5t27ZlxIgR9OzZkxs3bvDPP/8QFRUFwMKFCzlw4AB+fn64u7vTvn17zM3NOXXqFOPHj1fOHxERQYsWLShVqhSjR48mLCwsz9fm5MmTNG7cWCn4VqxYofxrwcHBgVOnTgHw/vvvs2DBAkqXLk1iYiIjR47kxo0bLFy4kHv37lG/fn2io6M5f/68cmxbW1u8vb1Rq9V6x2GzsbHht99+IywsLE/358qVKxw9epQWLVpgaWnJ2bNn6dmzJ6GhoWzfvp1Ro0ZRoUIFPDw8gIxOwT169NDb+bdMmTI8evRIWf/48WMeP36sXNvY2FgaNWqEhYUFo0ePJjIykvfeew9PT08qV65McnIy48aN49y5c4waNYry5ctja2tLYmIiTZs2xdzcnKZNm7JkyRKdRw65fT/u3r1LnTp1iIqKYvjw4UBGS/P06dNJTEzMdlyqnDz/jyB935mXialhw4Z4eHhQvHhxUlJS6NOnD0+ePGHixIk4OjpSpEgR1q5dy2+//ZaveIUQQryad7Lgq1atGkOHDmXcuHEsW7aMTp06sX37dubNm8eECRO4cuUK9vb2zJkzh969e+vsW7t2bZYtW5bvc965c4d+/fqRkpJCtWrV8Pb2VgqpRo0a4ezszPXr12nQoAFdu3bFxcUFU1NT9u3bpxR8z/v111/x8vICYPHixbRv314pPE1NTenSpQvOzs6MGjWKvn375jnOU6dOKWMkNWrUiPnz5zNo0CAApaUPYNasWWzbto2tW7fSp08fZsyYoXTorV69On369CE9PV3n+nl4eLBu3Tq2bduWpcXpefm9P5cvX6Z27dpUrlyZqKgomjVrRkREBBUrVuTq1atMmzaNiRMncurUKaUQ0Sc2Npa///6bkJAQjh49ir+/v05BX6xYMVxdXWnWrBmenp60a9eO0aNHExMTw8CBA/n4449ZtGiR0rpsZ2dH9+7dSU5OzvHxdk7fj/r16+Ps7ExCQgK7du2iSZMmREVF8csvv9C7d2+uXLmS43eyadOmyiPpvXv3snjx4izbZPedyW9MkZGRLF26lCFDhnDmzBksLCxITk6mX79+JCUl0blzZ4oUKcLOnTsJCgrK8vawm5sbbm5uevPQx9raOt/7vE2vo4XYEBhLHlA4clGpVBQtWpS0tLQctyuMT1KyYyx5wNvJRa1Wo1Kp8vX33ztZ8F2/fp2zZ88CGX3SbG1tKV68OA4ODixfvlzZLre3jjL7CRYrVozffvtNZ98XmZmZMWvWLOrWrUt6errOaOORkZHKj1+zZs3Yt2+f8or288XG81q0aMGQIUMoVqwY7733HnFxccq2v//+u5KbjY1NbpdDR0REBPXq1aNYsWKYmZnx+PFjrl27RtWqVWncuLGSo4ODg1II+vr66hQxe/fuzfbRdJMmTRg8eLCyz08//ZRtDPm9P2FhYTRv3hxbW1uWLFnCF198wYkTJ5QZH06ePMnUqVPZsWMH/v7+3Lx5U2/+6enpuLm50ahRI1q2bMnUqVNp0KCBMvBw5rhOoaGhlCxZEktLS5o2barkdezYMaysrJQ5EzUaTZ4GzMzt+5EZ89mzZ7G1tVXuy5UrV5Tr+fzYT8/L7pHui7L7zuQ3pqSkJG7fvq1c98yOz05OTnz44Yd07twZgJIlS1KtWrUsBZ+Pjw8+Pj5ARh++vDL0vlhQOGLMC2PJAww/l8uXL9OhQwf8/PxyLfqMpe+bseQBbzYXtVpNhw4duHz5cr6+x+9kwfd8C09aWhrm5uaYmJjw4MEDpWVGnwsXLlC/fn1iY2OVfoLfffcdJUqUUI6XOW7P82P2DB48mL///pv27dtjYmLC5cuXlXWZjwwzZTeGz/OKFi3K7Nmz6dSpEzdu3GDUqFEULVpUWf/06VMllufHPMo0fvx45fXyF/NNTk7m6tWr9O3bV3lMePr0aZydnbG2ts7yiDu7mF/MJz+5Qf7vT2hoKP3796d8+fLMnz+fIUOG0KJFC0JCQoCMkeIDAwNxdnZmz5499OnTR28emSIjI4mMjCQ4OJgFCxYoBZ++caP05ZnTtXheTt+PzPuZeT0y72lermVeZfedyW9M+safgozHwfkZJkGId52Xlxfu7u58/vnnOY4zp1arcy0ICwNjyQPefC5arZarV68qT/ny6p0s+LLz8OFDrl+/TpcuXZTRsOvWrUtsbKzOdv/9739ZtWoVp0+fVvrxFStWTFl//fp17OzsiIyMVFo0IGP07Mxxfj7//PNsCzGAkJAQFi5cqPR1a9++fZYO9pnFXWJiIsWLF6dz5875mjVh7ty5zJ07V+/6U6dOMWjQIKXICQ8PZ/HixZw+fVpnG1dXV3x9fenRo0ee+gmePHkSV1dXtm/frjO/YF7kdH8iIiJYtGgR165dIyUlhbNnz/Lll18qrVpVqlTh/PnznD9/HgcHB2rWrMmlS5cICgrCyclJ5zzly5enbNmyxMRkvCFar149nRHOu3btyvHjx2nSpAkPHjwgKSmJkJAQevTogZeXF46OjiQmJmY7RMHDhw/1zoeY1+9HposXL1K5cmWqVKnCn3/+meuwBS/jZWIqX748DRs25MyZM8p0QEFBQXz11VccO3aM1NRUqlevzs2bN3MctT8h7iKj7Q377Vsh3qS7d+8yderUXLcrDG8c54Wx5AGGm4sMvPycYcOG0bdvXwICAjh06FC2rUnnz59n6tSpLFq0iKCgIHbu3EmtWrWU+UuXLVtG//792bVrF6VLl1b2W7t2LT179mTPnj1Ur15d70sDMTEx7NmzB41Gw8qVKwkNDc2yzYMHD9iwYQMHDhxg9erV2U5W/ypOnjxJ1apVlbkHo6OjqVixovLCBmRMSt2nTx8CAgL4/PPPmTJlSq7HnTJlCgMGDMDPz0955Jkf+u7P06dPuXHjhlKQhoaGUqJECc6dOwfAoEGDCAwMJCAggOTkZA4dOoSVlVW2/2o2NTVlypQpBAUFodFo6Nq1q05u9+7dY9euXfz888+MGTMGyJhn1s7OjoCAACZOnIi7u3u28R8/fpxatWopx31eXr8fmVJSUhg3bhzr1q1jx44dxMfH5/Eq5l1+Y3r27BlDhgxh5syZBAQEsGnTJooWLcqGDRv4448/2LdvH4GBgcydOzfX4lEIIcTrZbTj8AmRk08++YTKlSuzevXqPO/z/BvY4s3y8/PD3t6+oMN4LQz1X/v5ZSx5gORiiIwlDyjYXN7JcfiEyMmBAwcKOgQhhBDirZEWPiGEwblw4YLOWJeFWZkyZfjnn38KOoxXZix5gORiiIwlDyjYXGxsbLCzs8t2nbTwCSEMzsWLF/U+lihsfv/9d6PIxVjyAMnFEBlLHmC4uchLG0IIIYQQRk4KPiGEEEIII6cuWbLktIIOQgghXpTf+YENmbHkYix5gORiiIwlDzDMXOSlDSGEEEIIIyePdIUQQgghjJwUfEIIIYQQRk4KPiGEQWnTpg3BwcEcPXqUoUOHFnQ4uQoJCeHAgQNoNBp+//13AN577z02btzI0aNH2bhxI6VKlVK2HzZsGEePHiU4ODjLXM5vm6enJ2fOnCEwMFBZ9jKxN2jQgAMHDnD06FE8PDzeag6Zsstl1KhRnDp1Co1Gg0ajwdnZWVlnqLlUqlSJrVu3cvjwYQ4ePMjAgQOBwndf9OVRGO9J0aJF2bt3LwEBARw8eJDRo0cDhe+eSMEnhDAYJiYmzJo1iy+//JK2bdvSrVs3atWqVdBh5apXr164uLgoY28NHTqUo0eP0rJlS53CtVatWri6uuLs7IybmxuzZ8/GxKTg/hresmULbm5uOsteJvY5c+Ywfvx4WrZsSbVq1Wjbtq1B5AKwcuVKXFxccHFx4eDBg4Bh55Kamsr06dNp06YNn332GQMGDKBWrVqF7r7oywMK3z1JSUmhd+/etG/fHhcXF9q0acNHH31U6O6JFHxCCINhb2/P1atXuXbtGs+ePWPXrl106NChoMPKtw4dOrB161YgYw7mjh07Kst37drF06dPuX79OlevXi3QOYNDQ0O5d++ezrL8xl6uXDlKlixJeHg4ANu2bVP2eZuyy0UfQ87l9u3bxMTEAPDo0SP++OMPKlSoUOjui7489DHUPDI9fvwYAFNTU8zMzNBqtYXunkjBJ4QwGBUqVODGjRvK55s3b+b4I2EItFotGzduxN/fX2lhsra25vbt20DGD1+ZMmWAwpFffmOvUKECN2/ezLLcUPzrX/8iICAAT09P5ZFbYcnFxsaG+vXrExERUajvy/N5QOG8JyYmJmg0GqKioggODi6U90QKPiGEwVCpVFmWabWGPXJUt27d6NixI19++SUDBgygWbNmerctjPll0he7Iee0bt06WrRogYuLC7dv32bKlClA4cilePHirFy5kqlTp/Lw4UO92xl6Li/mUVjvSXp6Oi4uLjRu3Bh7e3vq1Kmjd1tDzUUKPiGEwbh58yaVKlVSPlesWJFbt24VYES5y4zvn3/+wd/fn0aNGnHnzh3KlSsHQLly5ZSJ1AtDfvmN/ebNm1SsWDHLckNw584d0tPT0Wq1+Pj40KhRI8DwczE1NWXlypXs2LEDf39/oHDeF315FMZ7kunBgwccP36cNm3aFLp7IgWfEMJgREZGUq1aNWxtbTEzM8PV1RWNRlPQYelVrFgxSpQoofzZycmJuLg4NBoNvXr1AjJe6Ni/fz8AGo0GV1dXihQpgq2tLdWqVVMecxmK/MZ++/ZtHj58yEcffQRAz549lX0KWuaPMcCnn35KXFwcYPi5eHp6cvHiRVasWKEsK4z3Jbs8CuM9KV26NJaWlgCYm5vTqlUrLl26VOjuielbO5MQQuQiLS2NSZMmsWHDBkxMTNi8eTMXLlwo6LD0Klu2LP/73/8AUKvV7Ny5k8OHD3PmzBmWLVtGv379+Ouvv/juu+8AuHDhAnv27OHQoUOkpaXx008/kZ6eXmDxe3t74+joSOnSpTl16hTz58/H29s737H/+OOPLFy4EHNzcw4dOqS8eVnQubRo0YK6deui1WqJj49n/PjxBp9LkyZN6NmzJ7Gxsco/dn7++edCd1/05dGtW7dCd0/Kly+Pl5cXJiYmmJiYsGfPHg4cOEB4eHihuicytZoQQgghhJGTR7pCCCGEEEZOCj4hhBBCCCMnBZ8QQgghhJGTgk8IIYQQwshJwSeEEEIIYeSk4BNCCCGEMHJS8AkhhBBCGLn/B92HRYDyWAMiAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"N = 40\n",
"\n",
"def plot_top_N(df, ax, n=N, log=True):\n",
" title = f'Top-{N} apps from {get_limits(df)}'\n",
" df = df[['header', 'time']].groupby(['header']).count()\n",
" df.columns = 'Number of launches',\n",
" df = df.sort_values(by='Number of launches', ascending=False)\n",
" df.head(n).plot(ax=ax, kind='barh')\n",
" ax.invert_yaxis()\n",
" ax.grid(alpha=0.1)\n",
" if log:\n",
" ax.set_xscale('log')\n",
" ax.set_axisbelow(True)\n",
" ax.set_title(title)\n",
"\n",
"def get_limits(df):\n",
" start = df.time[0]\n",
" end = df.time[len(df)-1]\n",
" if start > end:\n",
" start, end = end, start\n",
" return f\"{start.year}/{start.month:02d}/{start.day:02d} - {end.year}/{end.month:02d}/{end.day:02d}\"\n",
" \n",
"fig, ax = plt.subplots(figsize=(6, 10), facecolor='0.1')\n",
"plot_top_N(df, ax, log=False)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6, 10), facecolor='0.1')\n",
"LAST_SEM = {\"start\": parser.parse('2019-09-01'), \"end\": parser.parse('2019-12-31')}\n",
"plot_top_N(select_range(df, **LAST_SEM), ax, log=False)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def get_color(name):\n",
" name = shorten(name)\n",
" try:\n",
" col = PROG_COLORS[name]\n",
" except KeyError:\n",
" col = PROG_COLORS[name] = random_rgb()\n",
" return col"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_time_of_top_N(df, ax, n=N):\n",
" title = f'Top-{N} apps from {get_limits(df)}'\n",
" df_ = df[['header', 'time']].groupby(['header']).count()\n",
" df_.columns = 'N', \n",
" df_ = df_.sort_values(by='N', ascending=False)\n",
" apps = list(df_.head(n).index)\n",
" \n",
" for header, group in df.groupby(['header']):\n",
" try:\n",
" y = apps.index(header)\n",
" except ValueError:\n",
" continue\n",
" ax.scatter(group.time, [y] * len(group), alpha=0.05, color=get_color(header))\n",
" \n",
" ax.set_yticks(range(N))\n",
" ax.set_yticklabels(apps)\n",
" ax.invert_yaxis()\n",
" ax.set_title(title)\n",
" ax.grid(axis='y', alpha=0.06)\n",
" \n",
"fig, ax = plt.subplots(figsize=(10, 10), facecolor='0.1')\n",
"plot_time_of_top_N(df, ax)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_top_N_by_year(df, ax):\n",
" df = pd.DataFrame(df, copy=True)\n",
" title = f'Top-{N} apps from {get_limits(df)}'\n",
" df['year'] = df.time.apply(lambda time: time.year)\n",
" df = df[['header', 'time', 'year']].groupby(['header', 'year']).count()\n",
" df.columns = 'count',\n",
" df = df.reset_index()\n",
" \n",
" res_df = pd.DataFrame({'header': df.header.unique()}).set_index('header')\n",
" for year, group in df.groupby('year'):\n",
" group = group[['header', 'count']].set_index('header')\n",
" group.columns = str(year),\n",
" res_df = res_df.join(group, how='outer')\n",
" \n",
" res_df = res_df.fillna(0)\n",
" res_df = res_df.astype(int)\n",
" res_df['sum'] = res_df.sum(axis=1)\n",
" res_df = res_df.sort_values(by='sum', ascending=False)\n",
" res_df = res_df.drop('sum', axis=1)\n",
" \n",
" res_df.head(N).plot(ax=ax, kind='barh', stacked=True, colormap='jet')\n",
" ax.invert_yaxis()\n",
" ax.grid(alpha=0.1)\n",
" ax.set_axisbelow(True)\n",
" ax.set_title(title)\n",
" \n",
"fig, ax = plt.subplots(figsize=(6, 10), facecolor='0.1')\n",
"plot_top_N_by_year(df, ax)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_time_dynamics(df, ax, mean=True):\n",
" df = df.copy(deep=True)\n",
" df['year'] = df.time.apply(lambda time: time.year)\n",
" df['time'] = df.time.apply(lambda time: f\"{time.hour:02}:00\")\n",
" res_df = pd.DataFrame({'time': df.time.unique()}).sort_values(by='time').set_index('time')\n",
" \n",
" for year, group in df[['year', 'time', 'header']].groupby(['year']):\n",
" group2 = group[['time', 'header']].groupby(['time']).count()\n",
" if mean:\n",
" group2 = group2 / group2.sum()\n",
" group2.columns = str(year),\n",
" res_df = res_df.join(group2, how='outer')\n",
" \n",
" res_df = res_df.fillna(0).astype(float)\n",
" res_df.plot(ax=ax, colormap='Set1')\n",
" ax.set_xticks(range(len(res_df)))\n",
" ax.set_xticklabels(res_df.index, rotation=90)\n",
" ax.grid(alpha=0.1)\n",
" if mean:\n",
" ax.set_title('Apps launched per hour (each year is normalized)')\n",
" else:\n",
" ax.set_title('Apps launched per hour (without normalization)')\n",
"\n",
"fig, ax = plt.subplots(figsize=(14, 6), facecolor='0.1')\n",
"plot_time_dynamics(df, ax)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(14, 6), facecolor='0.1')\n",
"plot_time_dynamics(df, ax, mean=False)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"def plot_by_week(df, ax, n=5):\n",
" ax.set_xticks(range(len(WEEK)))\n",
" ax.set_xticks(np.arange(0.5, len(WEEK) - 0.5), minor=True)\n",
" ax.set_xticklabels(WEEK)\n",
" ax.set_xlim(-0.5, len(WEEK) - 0.5)\n",
" ax.grid(which='minor', alpha=0.25)\n",
" \n",
" df = df.copy(deep=True)\n",
" df['weekday'] = df.time.apply(lambda time: time.weekday)\n",
" max_ = 0\n",
" for weekday, group in df.groupby(['weekday']):\n",
" group2 = group[['header', 'weekday']].groupby(['header']).count()\n",
" group2.columns = 'used', \n",
" max_ = max(max_, group2.used.max())\n",
" group2 = group2.sort_values(by='used', ascending=False).head(n)\n",
" for i, (name, used) in enumerate(group2.itertuples()):\n",
" delta = (i - n / 2 + 0.6) / (n * 1.2)\n",
" x = weekday + delta\n",
" ax.bar(x, used, color=get_color(name), width=0.7 / n)\n",
" ax.text(x + len(WEEK) / 600, max_ * 0.015, shorten(name), rotation=90,\n",
" ha='center', va='bottom', color='0.0')\n",
" \n",
" ax.set_ylim(0, max_ * 1.1)\n",
" ax.set_title(f'Top-{n} apps per day for {get_limits(df)}')\n",
"\n",
"fig, ax = plt.subplots(figsize=(16, 6), facecolor='0.1')\n",
"plot_by_week(select_range(df, parser.parse('2019-09-01')), ax, 7)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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