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Shutterstock earnings trend evaluation
{
"cells": [
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"earnings_data = pd.read_csv(\"earnings.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"plt.rcParams['figure.dpi']= 300\n",
"import matplotlib.dates as mdates\n",
"\n",
"years = mdates.YearLocator() # every year\n",
"months = mdates.MonthLocator() # every month\n",
"years_fmt = mdates.DateFormatter('%Y')"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dates = pd.to_datetime(earnings_data['Date'])\n",
"\n",
"plt.plot_date(dates, earnings_data['Daily Total'], label = \"Earnings, USD\", fmt='-')\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Earnings, USD')\n",
"plt.legend()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"rolling_mean = earnings_data['Daily Total'].rolling(30).mean()\n",
"#plt.plot_date(dates, earnings_data['Daily Total'], color='#eeeeee', fmt='-', label = \"Earnings\")\n",
"plt.plot_date(dates, rolling_mean, color='g', fmt='-', label = \"Moving average\")\n",
"\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Moving average, 30 days')\n",
"plt.legend()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Slope: -0.0010351710983862127\n",
"Intercept: 4.042743805287226\n",
"Yearly decrease: 10.309607241663699\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot_date(dates, rolling_mean, color='g', fmt='-', label = \"Rolling mean\")\n",
"\n",
"start = 365\n",
"x = np.arange(len(rolling_mean[start:]))\n",
"z = np.polyfit(x, rolling_mean[start:], 1)\n",
"p = np.poly1d(z)\n",
"\n",
"slope, intercept = z\n",
"print('Slope:', slope)\n",
"print('Intercept:', intercept)\n",
"rate = p(start+365)*100/p(start)\n",
"print(\"Yearly decrease:\", 100-rate)\n",
"\n",
"\n",
"plt.plot_date(dates[start:], p(x), color='r', fmt='--', label = \"Forecast\")\n",
"\n",
"ax.yaxis.set_ticks(np.arange(start, end, stepsize))\n",
"\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Moving average, 30 days')\n",
"plt.legend()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Slope: -0.0010351710983862127\n",
"Intercept: 4.042743805287226\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot_date(dates, rolling_mean, color='g', fmt='-', label = \"Rolling mean\")\n",
"\n",
"start = 365\n",
"x = np.arange(len(rolling_mean[start:]))\n",
"z = np.polyfit(x, rolling_mean[start:], 1)\n",
"slope, intercept = z\n",
"print('Slope:', slope)\n",
"print('Intercept:', intercept)\n",
"p = np.poly1d(z)\n",
"\n",
"from datetime import datetime, timedelta\n",
"\n",
"t = np.arange(dates[start], datetime(2024,7,1), timedelta(days=1)).astype(datetime)\n",
"x = np.arange(len(t))\n",
"plt.plot_date(t, p(x), color='r', fmt='--', label = \"Forecast\")\n",
"\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Moving average, 30 days')\n",
"plt.legend()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/IPython/core/interactiveshell.py:3331: RankWarning: Polyfit may be poorly conditioned\n",
" exec(code_obj, self.user_global_ns, self.user_ns)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Peak dates: ['2014-03-27' '2015-01-14' '2016-01-18' '2017-02-24' '2018-03-20'\n",
" '2019-02-17' '2019-11-20']\n"
]
},
{
"data": {
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zevzxx/X1118X4ispGtcCiHHjxmnixIl5rvv6+qpXr15q0KCBmjdvruTkZEnSli1btGvXLruHdKelpWn48OFWfQMHDtQHH3wgHx/rTWMCAgLUt29fde7cWbfffrv27duXZzWLp10LIKZPn66nnnoqz/WwsDDNnj1bKSkpev/99yVlf1jogQce0G+//aby5ctr2bJlat++fZ659erV03fffaeWLVvqt99+k5S9UmHp0qXq1auX3ZqmTZum1atXW9qtW7fW4sWLFRERkWesj4+P2rZtqxUrVmjkyJGaNWuWpOyf74kTJ2rmzJl2n/Pcc8+pefPmeVb65Fa7dm1NnjzZ8nt1LYibMWOGRowY4dKh23/++acqVaqk77//Xrfcckue66GhoXr11VdVoUIFPf/885b+t99+mxAiH2zHBAAAALcQQgAAADhmmqZmzJihGTNmWPU/9thj+a5QeOutt6z29m/atKnefffdfM+RiIqK0pdffmk1ZvHixXbPESjuevbsaTOAyKlu3boaMWKEVd93331nd/zChQt14sQJS7tevXqaN29engAip7CwMP33v//Nd3WAJz3wwAM2A4icXnrpJavXcC1UeO2112wGENeUK1dO48aNs+rL7/uXnJysqVOnWtpVqlTRsmXLbAYQOfn4+OiNN97Qrbfeaul77733dPHiRbtz2rRp4zCAyKlZs2ZWtR0/flw//PCD0/OvmTdvns0AIqexY8daHTS/c+dOnTp1yuVnlRaEEAAAAHCLKbZjAgAA2LZtm3788Uerr+XLl+vzzz/X888/r+joaI0aNcpqK8s2bdpo2rRpdu9pmqbmzZtn1Td9+nSnPtHdpk0bPfDAA1b3evfdd914Zd7n7BkMOV+vJG3fvt3u2NzbW7344osqU6aMw2fUr19fgwYNcqqewmQYhsMgRvrfORE51ahRQw8//LDDuffcc49VgJHfQd0LFiywrDSQpAkTJqhSpUoOnyFlr1555plnLO0rV64U+rkl/fr1szq3YePGjS7Nb9WqVb6rQK7x8/PLs5Ip93Zr+B+2YwIAAIBbWAkBAACQvYe+s/z8/PToo49q2rRpKlu2rN1xv//+u06fPm1p33TTTercubPTz3n44Yf12WefWdo59/wvKRo3bqwGDRo4NbZRo0by8/OzHA587Ngxm+OunU9wTVBQkHr27Ol0TQMHDtQ777zj9PjC0KRJE9WtW9epsY0aNdKWLVss7XvvvTfPQcq2lC9fXlFRUZYtsI4ePWp37LJlyyy/9vPzU79+/Zyq7ZrOnTvLx8fHcmj0unXr8oRIBREUFKSIiAjLapf8AhVbXKmlWbNmVm17P3cghAAAAICbOJgaAADAeeHh4VqyZIlat27tcGzug5U7duyY7zZMud1+++1Wb8rv2LFD6enpTn3iv7jI/an+/Pj7+yskJERnz56VJF26dMnmuP379ysxMdHSbtGihUvb/bRq1crq+1oUHB1enlPuQ55btGjh0txrIcTly5dtjjFNUxs2bLC069atq4oVKzr9DCk7JAgLC9OZM2ck/W/bKEf27t2rhQsXavv27dq3b58uXLigy5cv6+rVq/nOu/Yz4SxXfu5yb0Fl7+cOhBAAAABwEyshAAAAnHfmzBl169ZNCxcuVJcuXfIdGxcXZ9Vu0qSJS88KCAhQ/fr1tWfPHknZhzGfOnVK1atXd61oL3J0xkBuQUFBljecc56lkdO1A7uviY6OdukZgYGBioqK0sGDB12aVxDh4eFOjy1XrlyhzLX3/Tt16pTVVkz79u1zKRyzJef9bNm9e7eeeOIJt1fz5HfmhC2u/NwFBQVZte1930AIAQAAADcRQgAAIFWrWE2HRx72dhmlQrWK1RwP8oLVq1crNjbWqu/KlSv6888/tWzZMr3++uuWrZUuXbqkHj166Keffsr34NsLFy5YtStXruxyXbnnXLhwoUSFEK6sUMjN3ord3G9IBwcHu3zvkJAQt2pyV0G+DwWZa8u5c+cK9X5S/qsHvv32W913331KT093+/5paWkujffEzx0IIQAAAOAmDqYGAEDy8/FTVEiUt8tAMVO+fHk1adJETZo00cMPP6yuXbtq165dkrI/Lf3AAw9o9+7deT5Jfc2VK1es2vbG5Sf3nJzbEJVWud+Qdmd7qoCAgMIqp8RxdVWBM66dDZHbH3/8oT59+lgFEIZhqFWrVrrtttt08803KzIyUoGBgXmCg4EDB+rUqVOFXivcRwgBAAAAt7ASAgAAwLGIiAgtWbJEzZo1s2w9c/jwYU2YMEHTpk2zOad8+fJW7aSkJJefm3tOhQoVXL7H9Sb3yofcYY8z7J2XUBrk3u6pQYMGmjlzZoHuae+A9qefftoqNGrVqpU++OAD1a9f3+E9C7pFFAofIQQAAADcQggBAADgnOrVq2vatGl65JFHLH3/93//p+HDhysqKirP+NDQUKu2O9vg5D6QN/c9S6NKlSpZtRMSEly+x4kTJwqrnBIn9xZfpmk6PN/EHVeuXNHSpUst7RtuuEHff/+90z/Dubczg/f5eLsAAAAAlEzseQoAAOC8QYMGWR0wnZ6erkmTJtkcW6NGDav2ta2cnJWWlqb9+/db2gEBAbrhhhtcusf1KDo62upT8jt27HBpfnx8fJ5wpzSJjIy0WrkQFxenq1evFvpztm/fbrUNU//+/Z0OIA4ePOjyORDwPEIIAAAAuIWVEAAAAM7z8fHRxIkTrfo+/PBDxcXF5Rl76623WrXXrFnj0gdA1q1bZ/XmcIsWLdw6/+B6Exoaqtq1a1vaBw8etAprHFm8eLEnyiox/P391bZtW0s7OTlZmzdvLvTn5D7PoV69ek7PXbVqVWGXg0JACAEAAAC3EEIAAAC4pkePHmratKmlffXqVU2ePDnPuHr16lmtXIiLi9Pq1audfs57771n1e7QoYMb1V6fevToYdWePXu2U/MyMzM1d+5cT5RUonTv3t2q/eabbxb6M3IHbjlXRTiaN2fOnEKvBwVHCAEAAAC3mGI7JgAAAFcYhqHnn3/eqm/+/Pk6duxYnnE5z4+QpNGjRyszM9PhM7Zs2aLPPvvM6l6DBw8uQNXXlyFDhli158yZo59//tnhvGnTpmn37t2eKqvEGDx4sEJCQizthQsXWp3fUBgiIyOt2uvXr3dq3pw5c7Rz585CrQWFgxACAAAAbmElBAAAgOvuu+8+NWzY0NJOT0/Xq6++mmfcsGHDrPbf3759ux577LF8t2U6evSo+vTpYzWmZ8+eqlWrViFVX/LVq1dPAwcOtLQzMjJ011132d3GJysrSzNmzNCzzz4rSVZnSpRGwcHBGjt2rKWdlZWl/v37u7xV1bZt2/TAAw/YvBYTE2O1fdhXX32ljRs35nu/b7/9Vk8++aRLNaDoEEIAAADALYQQAAAArrO1GmLevHlKSEiw6qtWrZqmTp1q1ffuu++qU6dOeT65n5SUpHnz5ikmJsZqVUWlSpWc3m6oNHnjjTestrs6f/68OnfurO7du2v27NlasmSJ/vvf/+rll19W06ZNNWrUKJmmqcaNG6tNmzZerLx4GDNmjO68805LOzExUb169VLv3r21atUqmwdDp6amasuWLZo8ebJiYmLUsmVLffHFFzbvHxQUpPvuu8/SzszM1B133KG3335bqampVmMPHDigxx9/XD179lRaWpoiIiIUFhZWSK8UhcXP2wUAAACgZHLlcEQAAAD8T9++fTVhwgTLochpaWmaMmWKZs6caTVu+PDh2rJliz788ENL35o1a9SmTRuFh4erevXqSk1N1eHDh5WSkmI1t2zZsvrkk09UtWpVz7+gEiYsLEzLly9Xp06ddP78eUv/8uXLtXz5cptzKleurIULF2ro0KGWPl9fX4/XWhz5+Pjok08+Ua9evbRmzRpJ2f82WLRokRYtWqSAgADVqFFDoaGhSk1N1cWLFxUfH+/UdmLXTJo0SUuXLtXly5clSZcvX9ajjz6qkSNHqm7dugoICNCJEycUHx9vmePr66v58+dr2LBhOnfuXKG+ZhQMKyEAAADgFlZCAAAAuMfHx0fPPfecVd8777yjkydPWvUZhqEPPvhAo0ePlo+P9dt4Z86c0fbt27Vv3748AURkZKR++OEHdevWzTMv4DrQtGlTbdiwQbfddptTY9evX6+6devqypUrlv7g4GBPllisBQcHa8WKFXryySfl52f9Ofe0tDT98ccf2rx5s3bt2qW4uDibAUT16tXt3r9WrVr68ssvVb58eav+1NRU/frrr9q6datVABEYGKiPP/5Yd9xxRwFfGTyBEAIAAABu4WBqAAAA9w0YMEC1a9e2tFNSUjRt2rQ84wzD0NSpU7V9+3b16NFDAQEBdu9ZtWpVjRs3TgcOHFC7du08Uvf1pH79+lq/fr2++eYby+9HUFCQypQpo5tuukm9e/fWZ599pm3btqlevXqSZLVyojSHEJLk5+enGTNmaP/+/Ro6dKgiIiIczomKitLQoUP1ww8/6MiRI/mO7dq1q7Zu3ap77rkn3xr69OmjXbt22T1jAt5nsIwe7jAMo6GkPdfae/bssTpUCQAAXB+MF+0fvLf38b1qEN6gCKsBAMAzMjIydODAAau+OnXq5Pl0L1AcJCcna/369Tp69KjOnj2rgIAARUREqGHDhmrWrJm3y7uuXb58WaGhocrKyl4RHBsbq9WrV3u5quLDNE3t3btXe/fu1dmzZ3Xx4kUFBAQoODhYNWvWVIMGDdzeHuzEiRNat26d4uPjlZycrIoVK6p27dq67bbbFBISUsivxLs88WfS3r171ahRo5xdjUzT3Ov2DV3En6YAAABwC9sxAQAAFL1y5cqpa9eu3i6jVFq9erUlgJCkli1berGa4scwDDVq1Cj3m92FokqVKurbt2+h3xdFg+2YAAAA4BZW1AIAAKA0efPNN63abdu29VIlQMlCCAEAAAC7DNnfjomVEAAAACipXP1AzX/+8x+tXLnS0r7hhht01113FXZZwHWJEAIAAABuIYQAAABASfXvf/9b48ePV0JCQr7jUlNTNWnSJD3++ONW/cOHD5e/v78nSwSuG5wJAQAAALsMw7D7KTFTbMcEAACAkunixYuaOXOmXn75ZbVr105t27ZVgwYNVKlSJWVkZOjMmTPasmWLvvnmG506dcpqbvPmzfX00097qXKg5CGEAAAAgFtYCQEAAICSLisrS2vXrtXatWudGt+wYUN9/fXXrIIAXMB2TAAAAHALIQQAAABKqqpVq8ow7J9/lpu/v78effRRbdiwQTfddJMHKwOuP6yEAAAAgF35HUzt6mF+AAAAQHExefJkDRs2TN9//702btyo3377TXFxcbp06ZLS09NVsWJFhYWFqUGDBoqNjdV9991H+AC4iRACAAAAdhmGIXtHP7ASAgAAACVZ9erVNWTIEA0ZMsTbpQDXNbZjAgAAgFsIIQAAAAAAjhBCAAAAwK58t2Oyt0QCAAAAAIC/EEIAAADArvwO62MlBAAAAADAEUIIAAAAuIWDqQEAAAAAjhBCAAAAwK78ggZWQgAAAAAAHCGEAAAAgF35nftACAEAAAAAcMTP2wXgfwzDCJDUXFK0pFBJZSVdlnRa0nZJB032PQAAAEUov796cDA1AAAAAMARQohiwDCMGEn/ltRHUkA+Q48bhjFP0kzTNM8XSXEAAKBUYyUEAAAAAKAg2I7JiwzD8DEM41VJWyT9XfkHEJJ0o6TxkvYZhtHd0/UBAABwJgQAAAAAoCAIIbzrP5LGKu/vQ7Kk3coOJw5JeT6CeIOkbwzDuMPjFQIAgFItv5UQ7BIJAAAAAHCEEMJLDMPoI2lwru59ku6SFGyaZhPTNFubpllb2aHDC5LSc4wtI+kDwzBCi6RgAACAXFgJAQAAAABwhBDCe17I1f5FUivTNJeZppmR84JpmmdM05wo6Q5JOa+FS3rMs2UCAIDSytFKB0IIAAAAAIAjhBBeYBjGzZIa5ep+3DTNpPzmmaa5StK8XN33FGZtAAAA1zgKGfLbqgkAAAAAAIkQwlvq5WrHm6a51cm5/83Vrl0I9QAAAOThKGRgJQQAAAAAwBFCCO+olKt9zIW5R3O1QwpYCwAAgE1sxwQAADdkHYsAACAASURBVAAAKChCCO+4lKtd1oW5uceeLWAtAAAANjlaCeEopAAAAAAAgBDCO3bmakcbhhHk5NxWudpbCqEeAACAPFgJAQAAAAAoKEIILzBNM17SxhxdAZL+5WieYRgBkv5fru7cB1UDAAAUCocrITiYGgAAAADgACGE94yVlPPjgxMNw3jQ3mDDMEIkLZQUnaN7iWmaSzxUHwAAKOVYCQEAAAAAKCg/bxdQWpmmud4wjCckzZZkKPv3Yr5hGMMlfSVpv6QUSZUltZY0QNYHWq+Q1L8wajEMI0JSuIvTahXGswEAQPHlaKUDIQQAAAAAwBFCCC8yTXOOYRj7Jf2fpIZ/dd/y15c9f0qaKukd0yy0f/k/LumFQroXAAC4TjgKGTiYGgAAAMXFoEGD9MEHH1jahw8fVlRUlPcKAmDBdkxeZprmKmWHDtMlZToYfvSvcZ8UYgABAABgE9sxAQAAAAAKihDCywzDeEzSIUmjJPk6GH6TpLckHTEM42FP1wYAAEo3tmMCAACQjhw5IsMwPP41YcIEb79UAPAItmPyEsMw/CV9Kum+HN3nJc2S9K2kA5KSlH0mREtJD0nqpezzIypJmmcYRrRpmqMLoZy3JH3p4pxakr4phGcDAIBiytFKCEchBQAAAAAAhBDeM0fWAcQWST1N0zyZa9wJSUskLTEMo4ekzyUF/nVtlGEY+0zTfL8ghZimeVrSaVfmGIZRkEcCAIASgJUQAAAAAICCIoTwAsMwYiU9kqPrtKS7TdM8k9880zQXG4YxXNK8HN3TDMP4zDTNlMKvFAAAlGacCQEAACBFRkZqxYoVTo394YcfNG3aNEu7SZMmmjFjhlNzb775ZrfqA4DijhDCO/6Vq/2GowAih/mSxkqq+1c7TFJvSR8XTmkAAADZHK2EcBRSAAAAXA8CAwPVpUsXp8bGx8dbtUNDQ52eCwDXKw6mLmJG9j5GnXJ1L3F2vmmaWZKW5uq+vaB1AQAA5MZKCAAAAABAQRFCFL1QScG5+g67eI/c4290vxwAAADbOBMCAAAAAFBQbMdU9AJs9GW4eI+rudq+btYCAABgl6OQwVFIAQAAgII5fvy4tm3bpoSEBJ07d04hISG69957VbVq1XznJScna8OGDTp+/LhOnz4tX19fRUREqEGDBmrRooWyN+ooPPv379fmzZuVkJBgeVarVq0UHR1d4HufOnVKa9eu1fHjx5WSkqLw8HA1a9ZMMTExhf46AHgGIUTRO2ejr6pcWw2Re+WDs+dJAAAAOI3tmAAAADwr55voHTp00Jo1ayRJS5cu1WuvvaY1a9YoK8v671w33nijevXqZfN+GzZs0Msvv6xVq1YpLS3N5piIiAg9+uijGj16tCpUqOCwxiNHjqhmzZqW9oMPPqj58+dLyj6I+7nnntMvv/xic250dLSmTJmie+65x+Fzcvvtt9/05JNPasWKFcrMzMxzvUaNGnruuec0ePBgwgigmGM7piJmmma6pBO5unOfEeFI51ztQ+5XBAAAYBsHUwMAABQt0zQ1YsQI3X333Vq1alWeAMKepKQk9e3bV+3atdN3331nN4CQpNOnT2vSpEmqW7eutm7d6natY8aMUbdu3ewGEFJ2kNCjRw9NmjTJpXvPmzdPzZs31/fff28zgJCkuLg4DR06VH369FF6erpL9wdQtAghvGNlrvb/MwzDqVUphmF0kNTGwf0AAAAKzJmVEIv3L9bD3zysfyz6h3449EMRVQYAAHB9evbZZzVr1ixLu2zZsqpfv75iYmIUGRlpc87p06fVoUMHffnll3muVatWTTExMWrWrJlCQ0Otrp08eVKxsbFav369y3U+/fTTmjZtmqVdoUIFNWzYUC1btlR4eHie8ePHj9dXX33l1L0//vhjDRkyJE+QUrFiRTVp0kSNGze2WsHx1Vdf6fHHH3f5NQAoOmzH5B0fSRqYo91I0luGYTxmmvb3NTAMo7akT3J1H5C0qfBLBAAApZ2jlRAzN8/U4Yv/21Hyo18/0ie9P1H/xv09XRoAAMXXkSOeu3e1apKfE2/lxMdLGa4eP+mkyEgpMNDxuJMnpdTUgj8vKqrg9ygh9u3bp3Xr1kmS6tSpo8mTJ+vuu+9WYI7v9549e1SuXDlLOysrS/369dO2bdssfeHh4RozZowGDhxoFVxkZWVp06ZNGj9+vFatWiUp++yI/v37a+fOnQoLC3OqzrVr1+rw4ey/A7Zu3VqTJk1Sx44d5ffXz6Zpmvrpp580bNgw/f7775Z5//rXv9SjRw/LOFv+/PNPDR061OrDMLVq1dJrr72mO++80zI3PT1d3377rZ588knFxcVp3rx5iipFPytASUMI4QWmaS43DGO1pI45uodIijYMY4Kkn0zTtPxtwTCMMEmDJI2TFJzrds+apml7XRoAAEABOFoJkTOAuGbot0PVvXZ3hZYNtTEDAIBSIMfe+YXu8GHn3pRv106Ki/NMDatXS7Gxjsf16yf99FPBn1eKtn88cyb7yM/27dtr2bJlKl++fJ4xjRo1smpPmzZNq1evtrRbt26txYsXKyIiIs9cHx8ftW3bVitWrNDIkSMtKy7i4+M1ceJEzZw506k6rwUQgwYN0rvvvitfX1+r64ZhKDY2VmvXrlWzZs2UkJAgKfuQ7aVLl6pnz5527/3EE08oOTnZ0m7RooVWr16tihUrWo0rU6aMevfurY4dO+r222/Xnj17dMSTASCAAmE7Ju8ZoLyHUbeT9KOkC4Zh/GoYxmbDMA4q++Dp6cobQMwwTXOh50sFAAClkaOVELZcSb+iBbsWeKAaAACA619oaKi++OILmwFEbsnJyZo6daqlXaVKFS1btsxmAJGTj4+P3njjDd16662Wvvfee08XL150us6WLVvq7bffzhNA5BQeHq5x48ZZ9X333Xd2x//+++9W18uVK6dFixblCSByCg0N1ddff62AgACnawdQ9AghvMQ0zZOSOkhaY+NyeUmNJbWSVEuSkev6VUlPSxrtwRIBAEAp5+7B01sT3D/gEAAAoDQbPny43bMfcluwYIHOnz9vaU+YMEGVKlVyaq6vr6+eeeYZS/vKlStavny503VOnDhR/v7+Dsf17dvXqr19+3a7Y99//32r9vDhw3XTTTc5fEatWrU0bNgwh+MAeA8hhBeZpnlMUmdJfZUdRtg9D+IvlyTNkdTYNM0pprvvDAAAADghy/5RVfny82HHTwAAAHf07+/82VrLli2z/NrPz0/9+vVz6VmdO3eWj8//3hq8dh6FI8HBwerWrZtTYytVqmQVJBw7dszu2DVr1li1//nPfzr1DCl7aygAxRf/QvSyvw6i/lLSl4ZhVJDUUtLNkkIkBUq6LOmcpF8l7cvv4GoAAIDC5M52TBIhBAAAgDsqVKig6Ohop8aapqkNGzZY2nXr1s132yJbgoKCFBYWZjmL4rfffnNqXosWLazCC0ciIiJ09OhRSdKlS5dsjklPT9fOnTst7bCwsDznX+SnadOmCgkJcWlLKQBFh38hFiOmaSZKWv3XFwAAgFex6BIAAKDo1KhRQ4aRe0du206dOmW1FdO+ffucnmtPzvvlx9GZE7kFBQVZfp2SkmJzTEJCgtLT0y1tVwKIaxo3buz0ag4ARYsQAgAAADa5uxICAIBS7fBhz927WjXnxq1fL2VkeKYGJ88r0GefSampnqnhOuXKSoZz584V+vPtrVLILTAwsNCfnXsFQ1hYmMv3cGcOgKJBCAEAAACb3F0JwQoKAECpFhXl7QqcDys8ydmwAhbOHPR8jSe2HcrK8t4O4FeuXLFqlytXzuV75FxxAaB4IYQAAACATayEAAAAKJ5yv0nfoEEDzZw5s0D3LFu2bIHmF0TuACE5OdnleyQlJRVWOQAKGSEEAAAAbHJ7JQThBQAAgEdVrlzZqm2aprp06eKlagouJCTEqn327FmX7+GJLaoAFA7nj7IHAABAqUKYAAAAUDxFRkZarVyIi4vT1atXvVhRwdx4440qU6aMpb1nzx6X77F79+7CLAlAISKEAAAAgE1Zpvf2BQYAAIB9/v7+atu2raWdnJyszZs3e7GigilTpoyaNm1qaZ8/f96lIGLXrl0eOScDQOEghAAAAIBNbMcEAABQfHXv3t2q/eabb3qpksIRGxtr1V6wYIHTc+fPn1+4xQAoVIQQAAAAsIkwAQAAoPgaPHiw1VkKCxcu1NKlS71YUcE89NBDVu3Zs2fr2LFjDucdOnRIc+bM8VRZAAoBIQQAAABscnslhJvzAAAA4Lzg4GCNHTvW0s7KylL//v21ePFil+6zbds2PfDAA4Vdnsuio6PVrVs3Szs5OVn33nuvEhMT7c65cOGC7r33XqWlpRVFiQDcRAgBAAAAm1gJAQAAULyNGTNGd955p6WdmJioXr16qXfv3lq1apXNN+dTU1O1ZcsWTZ48WTExMWrZsqW++OKLoizbrlmzZikwMNDS3rZtm5o3b64lS5YoIyPD0n/16lV99dVXat68ueVA6qioqKIuF4CT/LxdAAAAAIonVjQAAAAUbz4+Pvrkk0/Uq1cvrVmzRlL23+EWLVqkRYsWKSAgQDVq1FBoaKhSU1N18eJFxcfHKzMz07uF21G7dm3NnTtXDz30kOXvoocOHVKPHj0UHBysqKgomaapw4cPW62QGDx4sK5evaojR454qXIA+WElBAAAAGxydyUEKygAAACKTnBwsFasWKEnn3xSfn7WnzdOS0vTH3/8oc2bN2vXrl2Ki4uzGUBUr169qMp16MEHH9R//vMflSlTxqr/0qVL2rVrl3799VerAOK+++7T7Nmzi7pMAC4ghAAAAIBNrIQAAAAoGfz8/DRjxgzt379fQ4cOVUREhMM5UVFRGjp0qH744Ydit4JgyJAh2r59u7p27SofH9tvX9500016++239eWXX+YJLAAULwb/uIQ7DMNoKGnPtfaePXvUsGFDL1YEAAAK286TO9X8P81dnvePJv/QgnsXeKAiAAA8IyMjQwcOHLDqq1OnTp5PlQMlhWma2rt3r/bu3auzZ8/q4sWLCggIUHBwsGrWrKkGDRqoatWq3i7TKSdOnNC6det0/PhxpaSkKDw8XM2aNVPLli1lGIa3ywMKnSf+TNq7d68aNWqUs6uRaZp73b6hi/jTFAAAADZlmVneLgEAAABuMAxDjRo1yv2mY4lUpUoV9e3b19tlACgAtmMCAACATayYBQAAAAAUFCEEAAAAbOJgagAAAABAQRFCAAAAwCZWQgAAAAAACooQAgAAADa5vRKC8AIAAAAA8BdCCAAAANhEmAAAAAAAKChCCAAAANjE2Q4AAAAAgIIihAAAAIBN7q6EILwAAAAAAFxDCAEAAACbsswsb5cAAAAAACjhCCEAAABgEwdTAwAAAAAKihACAAAANhEmAAAAAAAKihACAAAANnG2AwAAAACgoAghAAAAYBMHUwMAAAAACooQAgAAADYRJgAAAAAACooQAgAAADa5vRKCsyQAAAAAAH8hhAAAAIBNrIQAAAAAABQUIQQAAABsyjKzvF0CAAAAAKCEI4QAAACATRxMDQAAAAAoKEIIAAAA2ESYAAAAAAAoKEIIAAAA2MTB1AAAAACAgiKEAAAAgE32VkL4+fjplc6vFHE1AAAAAICSiBACAAAANqVnptvs9/fx19PtntawlsOKuCIAAAAAQElDCAEAAACbTl05ZbO/crnK+c7jLAkAAAAAwDWEEAAAALDp5JWTNvsjy0dKkgwZRVkOAAAAAKAEIoQAAACATY5CCHs4mBoAAAAAcA0hBAAAAGw6meRgJYTBSggAAAAAQP4IIQAAAGCTuyshAAAAAAC4hhACAAAANiWmJdrsr1S2Ur7zOJgaAAAAAHANIQQAAABsSr6abLM/yD9IEgdTAwAAAAAcI4QAAACATfZCiHL+5fKdx8HUAAAApduECRNkGIbla82aNd4uCYAXEUIAAADApqSrSTb7r4UQHEwNAAAAAHDEz9sFAAAAoHhydyUEAAAoxkxTSkyU0tOlMmWkChUkPljgkqioKMXFxeU7xsfHR8HBwQoNDVV0dLRuueUW3X///WrQoEERVQkAxQcrIQAAAJDH1cyrysjKsHnN4XZMHEwNAEDxsnu39OyzUpcuUliYFBwshYdn/29YWHb/s89Ke/Z4u9LrRlZWli5cuKA///xTS5cu1YQJE9SwYUN16dJFBw4c8HZ5AFCkCCEAAACQh71VEJIUVIaDqQEAKBGWLpVuv11q0kR65RVp5UrpwgXrMRcuZPe/8orUuHH2+GXLvFNvKbBy5Uo1a9ZM3333nbdLAYAiw3ZMAAAAyOPopaN2r3EwNQAAxdy5c9KIEdKnn7o+d9267K8BA6T/+7/slRLI1/Tp09W0aVOrvszMTJ07d07bt2/XZ599puPHj1uuJScn6/7779fGjRvVpEmToi4XAIocIQQAAACsxF+OV5O59v9BzMHUAAAUY7/+Kt1xh5SQULD7fPKJtGaN9P332SskYFdMTIxiY2NtXhswYIAmT56sMWPGaObMmZb+pKQkPfXUU1qxYkURVQkA3sN2TAAAALDy2qbX8r3OwdQAABRTv/4qxcYWPIC4JiFB6tAh+0wJuK1MmTJ644039Pe//92q/8cff9QezuEAUAoQQgAAAMDK6z+/nu91DqYGAKAYOncuewVE7jMfCurCBal79+z7o0BeffVV+fhYvxX3ww8/eKkaACg6bMcEAAAAl5T1KyuJg6kBAChWRowovBUQuSUkSP/6l/Txx565fylRrVo1NW3aVDt27LD07XZilUl6erp+/vlnHTlyRGfOnFFWVpbCw8NVp04d3XrrrfL19S1QXadPn9aePXt06NAhXbx4URkZGapUqZIiIyPVunVrRUZGFuj+ReH8+fPavn27Dh48qEuXLikjI0PlypVT5cqVVbNmTTVs2FChoaHeLhMotQghAAAA4LRy/uUcngXBwdQAABSxpUvdO4TaFZ98kn1Y9V13efY517mbb77ZKoQ4e/as3bF79uzRxIkT9d133+nKlSs2x4SEhGjgwIEaN26cIiIinKrBNE2tX79eX3zxhVasWKH9+/fnO75x48Z66qmn9Pe//11+fp59K3Hjxo265557dP78eUvfI488orlz59p89sqVKzVlyhStXLlSWVlZdu9rGIbq1aunnj17avjw4apevbpH6gdgG9sxAQAAwGlVK1S1/JqDqQEAKCamTCma50ydWjTPuY75+/tbtTMyMvKMycjI0IgRI9S0aVN9+eWXdgMISbp48aJmzZql2rVra+nSpU7VMHr0aN1+++2aNWuWwwBCyl6tMWjQIHXs2FGnT5926hnuWLRokTp37mwVQIwfP17vvvtungDCNE2NGDFCXbp00YoVK/INIK6N//333zVlyhQtX77cI/UDsI+VEAAAALDIMvP/B1x05egiqgQAADhl925p3bqiedbatdKePVKjRkXzvOtQQq4ts8LCwqzaycnJ6t27t803yiMjIxUZGSkfHx/Fx8dbBQKJiYnq2bOnPv30U91///351pCampqnLzQ0VJGRkapYsaLS0tJ06tQpnThxwmrM+vXr1alTJ23dulVly5Z1+Fpd8dZbb2nEiBGWMMHX11dz5szRkCFDbI4fP368Zs2alae/UqVKql69usqWLaukpCSdPXs2z+sAUPRYCQEAAACLlKsp+V6vX7m+w3twMDUAAEXI09sweft515Hk5GRt3brVqq9mzZpW7WHDhlkFEOXLl9e4ceP0559/6sSJE9qxY4e2bdumU6dOaefOnerTp49lbGZmph555BEdPHjQYS0VKlTQQw89pIULFyohIUHnz5/Xvn379PPPP2vHjh1KSEhQfHy8Xn31VYWEhFjm7d27V08//bS73wKbnn32WQ0fPtwSQJQrV06LFi2yG0AcP35cU3Kt/nn00Ue1b98+nTt3Tjt37tSmTZv066+/Wl7bt99+q8cee0zBwcGFWjsA5xBCAAAAwCLpalK+1+tUqmP5NQdTAwBQDGzZcn0/7zry5ptvKiXF+gMfnTp1svz6888/14IFCyztWrVqaefOnZo4cWKesEKSZbumqTm2yUpMTNRTTz2Vbx0PPfSQ4uPj9d577+m+++5TlSpVbI678cYbNXbsWO3cudPq+e+8847Vlknuunr1qv75z3/qlVdesfRVrlxZq1at0j333GN33jfffKOrV69a2uPHj9fcuXMVHW17xW5oaKjuuusuzZkzR/Hx8erWrVuBawfgGkIIAAAAWCSl5x9C1Aip4fAeHEwNAEARMU1p+/aifea2bdnPhUuWLFmicePGWfXVrFlT7dq1k5T996cJEyZYrpUrV07Lly9XrVq1HN579OjRVlswLVmyRH/88Yfd8TExMapYsaLTtdeoUUPvvPOOpZ2SkqLPPvvM6fm2JCYm6q677tKHH35o6atZs6Y2btyo1q1b5zs392t7/PHHnX5u+fLlOZQa8AJCCAAAAMg0TZ28clIXUi/kO+6m4Jssv+ZgagAAvCwxUbqQ/5/dhe7CBSmfg5KRLTMzU2fPntXy5cs1YMAA9ezZ0+rT+5L00ksvWQ6qXr58uX7//XfLtZEjRzoVQFzz/PPPW35tmqYWLVpUwFdgrXPnzlYrJjZu3Oj2vU6ePKkOHTpoxYoVlr4WLVpo06ZNqlOnTj4zs+VeTZL7sG8AxQ8hBAAAQCm35fgWNZ7TWFVmVFHM2zH5jq1ekU+OAQBQbKSne+e5aWneeW4x1bFjRxmGYfXl5+en8PBwde/eXZ9++mmelaJPPvmkBgwYYGkvW7bM6vo//vEPl2po0qSJIiMjLe11HjisPCoqyvLrHTt2uHWP/fv3q02bNlbzu3Xrpp9++kk33HCDU/eoWrWqVfujjz5yqxYARYcQAgAAoBS7mHpRd39yt/ae2etwbKBfoILKBDkcx8HUAAAUkTJlvPPcgADvPPc6EBQUpLfeekszZsyw6s8ZGgQFBal+/fou3zvnNkO//fabU3OOHDmiqVOn6v7771d0dLTCw8MVEBCQJ1QxDEObNm2yzDt79qzL9W3atElt27bVkSNHLH3//Oc/tWTJEpUvX97p+/ztb3+zaj/11FN6/vnndfLkSZdrAlA0/LxdAAAAALxnXdw6nUk+49TYoS2GWrU5mBoAAC+rUEEKDS3aLZlCQyUX3jCGFBgYqObNm6t3794aNGiQKleunGdMztAgKSlJPj4F+9ywo4Oj4+LiNHLkSC1evNit87wuXrzo0vjFixdr7ty5VlspPfPMM5o8ebLLz77tttv0t7/9zbKdU0ZGhl5++WW98soruu2229S5c2e1b99erVq1UoUKFVy+P4DCRwgBAABQiv1xzv6hhbm9EPuCU+M4mBoAgCJiGFKLFtLKlUX3zJiY7OfCYvr06WratKlVn6+vrypUqKCQkBBFRUXJz8/+W3BJSUlKK+Qtri5dumT32pYtW9S1a9d8xziS7uJWYK+//rpVe8qUKRozZozbz//kk090zz336Oeff7b0ZWVlaf369Vq/fr0kyc/PTy1bttTdd9+tv//971bbSQEoWoQQAAAApdjltMtOjasRXEOVylay6uNgagAAioFWrYo2hGjVquieVULExMQoNjbW7fmuripwhr0PhZw7d0533nlnngCiSZMmat++vWrXrq2qVauqbNmyCgwMtPr73lNPPaVff/3VrXoCAgKsgpaFCxdqyJAhCg0Ndet+lStX1tq1a/Xuu+/qtdde08GDB/OMycjI0M8//6yff/5Z48eP14ABAzR9+nSnz54AUHgIIQAAAEqxiKAIp8aFlQvzcCUAAMAt/ftLr7xStM9DoSpXrpxVu1KlSvr888898qyXX35Z586ds7Tr1Kmjjz76SK2cCJdy1+mKuXPnauLEiTp8+LAkaevWrerUqZNWrFhhc3sqZ/j7+2vYsGEaNmyYfvnlF61cuVJr1qzRxo0bdfmy9QdtsrKy9NFHH+nHH3/UmjVrVK9ePbdfCwDXEUIAAADAoeCAYKfHcjA1AABFqHFjqX17KcfBxh5z++1So0aef04pExISIj8/P2VkZEiSUlJS1KVLF488K2e4ERgYqO+//14333yzU3MdnTORn6ioKK1du1adOnXSgQMHJEk7d+5UbGysVq5cWeDVCS1btlTLli01duxYZWVladeuXfr+++/1+eefa9euXZZxJ0+eVJ8+fbRr164Cn7sBwHn81wYAAFCKORsYBAfmDSE4mBoAgGJi7Njr6zmljGEYqlGjhqWdkpKihISEQn/O0aNHre7bvXt3pwOIlJQUyyoGd1WrVk0//fSToqOjLX179+5VbGxsob5eHx8fNW/eXM8884x27typ//73vypbtqzl+p49e7R8+fJCex4Ax/4/e3ceJ1dZ5X/8e7JvJCSBEAgSIsimoMERGZBNUBFUFpFxkGEAR9AZNwRREeGngAjIMoA4AooKKCIg+xYIhCCEIEhYAoSQhSyEJJ2lk3TS6/n9UVXd1Z1ablXdW/dW1ef9evWrqu7y3Ke7lq77nHueQxACAAAARfWz4F8bKUwNAECVHXlk9NMknXCCdMQR0R6jgR1yyCG9Hk+dOjX0Y7z33nu9HpcyJdH06dPV3t5ecR+23XZbPfnkk9pzzz27l73xxhs66KCDtGjRoorbz+XYY4/VmWee2WtZpng1gOogCAEAANDAggYMNrRt2GwZhakBAEiQa66Rttsumra32066+upo2oakVFZCtmuvvTb0Y/T93tfW1hZ43+uuuy60fowbN05PPPGE9t577+5lc+fO1YEHHlhxtkU++++/f6/HK1eujOQ4AHIjCAEAAICiNrRvHoQAAAAJMnas9PDD0ujR4bY7enSq3bFjw20XvRx99NHaeeedux8/99xz+vWvfx3qMcaPH9/rcdBsgAcffFD33HNPqH0ZO3asPWt43QAAIABJREFUHn/88V4FsRcsWKCDDjpIc+fODfVY0uZBh9Fhv08AFEQQAgAAAEVtMzx4sUAKUwMAEJM995SmTQsvI2K77VLtZU2dg2j0799fF1xwQa9l3/nOd3TDDTeU1M6cOXN02mmnacmSJZut22GHHTRhwoTux88//3yvQtW5zJw5UyeeeGJJfQhqyy231JQpU3plKSxatEgHHnigXn/99bz7/c///I/uu+++wBm9ra2turpPJs9HP/rR8joNoCwEIQAAABpY0IDBKR85ZbNlFKYGACCB9txTevnlVA2HSpxwQqodAhBV8+Uvf1mnn3569+P29naddtppOvTQQ3X//fdrw4bNM1Pb29s1a9YsXXXVVTrggAO022676YYbbshbv+Gkk07a7PHFF1+s5ubmXssXL16sc889VwceeKBWr16tIUOGaMcdd6z8l+xj5MiReuSRR3rVxHj33Xd18MEH69VXX825z9///nd94Qtf0KRJk3TWWWfpySef3Kz/Uupv8/DDD2v//ffX888/3718/Pjx+tznPhf67wIgvwFxdyBsZraPpDMkfULSVpJWS3pB0vXufl+cfQMAAKhF40eM16HvPzTw9hSmBgAgZmPHSrfemgokXHqp9NRTwfc98EDpBz+gCHVMrrnmGq1evVq3335797KpU6dq6tSpGjBggCZOnKgxY8aoo6NDa9as0ZIlS0qq7XDWWWfp5ptv1uLFiyWl6kKcc845Ou+887Trrrtq+PDhWrFihRYsWNDrO93VV1+tW2+9VQsWLAjtd80YPny4HnjgAR199NF69NFHJUnLly/XwQcfrClTpmjy5Mk591u4cKEuv/xyXX755TIzTZgwQWPHjtXQoUPV3NysefPmadOmTb326d+/v2688UYNHTo09N8DQH6JzoQws0+b2VNZP7sU2f67kp6RdLykCZIGSxov6QhJd5vZLWaW6N8ZAACgmooFDPaZsI+mnTxNQwYM2WwdhakBAEi4I49MTaf0yivSOedIhx22ec2I0aNTy885J7XdtGkEIGI0cOBA/eUvf9Ell1yy2UB5R0eH3n77bT3//PP65z//qfnz5+cMQGy11VZ5B9nHjBmje++9V9ts03uqzY6ODr322muaOXOm5s+f3/0dsV+/frriiiv0ta99LaTfMLehQ4fq3nvv1ZFHHtm9rKmpSYceemivLIZ83F2LFy/WrFmzNGPGDM2ePXuzAMTo0aN155139joGgOpI+oD8qUplNOwvaaS7z8m3oZkdJulypX4nk+RZP0ov+3dJv4qywwAAAPVgz3F7at2P1um5/3pOu4wteB0IAABIug99SLroImnKFKmpSWpullasSN02NaWWX3RRajskwtlnn6358+frrLPO0g477FB0+/Hjx+vEE0/UXXfdpaVLl24WZMg2efJkvfDCCzrxxBPVv3//nNuYmT71qU9pxowZOuOMM8r+PUoxePBg3XXXXTrmmGO6l61evVqHHXaYnnnmme5l9913n6699lodeeSR2nLLLYu2u9122+n73/++5syZo6OOOiqSvgMozJKcLm9my5WaUskl/djdf1Fg25clfSi9beayvPckjZQ0NGu5SzrA3Z/J1Q6CMbMPSuqenO/VV1/VBz/4wRh7BAAAynHVjKt0xiObn1jutc1emvX1WQX3Pefxc3Tx0xdvtvyw9x+mKf8xJbQ+AgAQtY6ODr311lu9ln3gAx/QgAF1N4s1atTcuXP10ksvacWKFVq9erUGDBigUaNGaYcddtDuu+9edr2GVatW6amnntLChQu1bt06DR8+XJMmTdJ+++2ncePGhftLRMDdNWfOHL311lt655131NzcrM7OTm2xxRYaP3689tprL+2yyy7q1y/p12EDPaL4n/Taa6/pQ70DzR9y99fKbrBEif1vambvVyoAkfFQgW0PUU8AQpKel3SCu79tZgMlfVPSL7PWn6HUtE0AAADIIUjRaQpTAwAAVMfOO++snXfeOfR2x4wZo6OPPjr0dqvFzLTrrrtq1113jbsrAApIchgwO++/XVlX3efw5fStpbc9zt3fliR3b3f3KyX9Or3eJB1pZlSgAQAAiECSM20BAAAAANWV5CDExPStS1ro7p0Ftv20euo/3Ovui3Js879Z9wdL+nAovQQAAKhhlQQMKEwNAAAAACgmyUGILbLur823kZntoJ6AhSTdnWs7d39L0oqsRbtV1DsAAIA6RoABAAAAABCGJAchBmfdL5QFsV/6NnOmPLXAttkZEqPL6RQAAEA9cYU/dVIUbQIAAAAAalOSgxAbsu6PKrDdQVn357n7sgLbtmXdH1ZWrwAAABoAhakBAAAAAGFIchCiKX1rknY0swF5tvtM+tYlPVWkzS2z7rdU0DcAAIC6EEURaQpTAwAAAAAykhyEeDXr/mBJh/XdwMz+VdKOUnfO/5NF2hyfdX9VBX0DAACoa0FqQlA3AgAAAABQTJKDEK9IWq1UgMEkXWhm3XUizKy/pAsyD5WqG/FovsbSBayzMyHmhd1hAAAAAAAAAADQI98UR7Fz9w4z+7Ok/1YqEDFZ0otm9ntJ7ZKOl/Rx9WRBPOLu7xVocr8+j2eH22MAAIDaQ2FqAAAAAECUEhuESLtA0lckjUw/3l3SL/psY5K6JP2sSFtfzLo/192b8m4JAADQ4ChMDQAAAAAIQ5KnY1I6s+F4SW1KBRv6XlaXOfM9z92fz9eOmW0p6bPp/V3Fa0cAAAA0BApTAwAAAACilOgghCS5+xRJ/yLpIaXqPljWz1uSvuLuPy/SzNclDVNP0OK+aHoLAABQHyhMDQAAAAAIQ9KnY5Ikuftrko40s5GSJkkaKmmpu78TsImFks7Iejwl5C4CAADUJOo3AAAAAACiVBNBiAx3b5Y0q4z9/hxBdwAAAOpWJfUeCGwAAAAAADISPx0TAAAAkonC1ACAepFrikFqHAEA4tDV1bXZsn79ansYv7Z7DwAAgIpQmBoAgNyDO+3t7TH0BADQ6Pr+/zGzmq/Hl+gghJk9a2Ynm9nQuPsCAADQSChMDQBoJGamQYMG9Vq2fv36mHoDAGhkzc3NvR4PHDiw5s+9Eh2EkPRxSb+V9K6ZXWdme8fdIQAAgHpC/QYAAFK22GKLXo+bm5vJ7gMAVFVHR8dmQYhRo0bF1JvwJD0IkTFS0umSnjezF8zsdDPbothOAAAAKA+FqQEAjaZvEKK9vV1LliwhEAEAqIq2tjYtXLhws5oQ9RCEGBB3BwIwqftM1iRNlnSdpF+a2e2SbnT3Z+PqHAAAQC2rZGCFwtQAgHoyZMgQDRw4sNdc3OvWrdPbb7+tkSNHasSIERowYEDNFwcFACSDu6uzs1MtLS1av369WlpaNjs/Gz58uAYOHBhTD8OT9CDEhyWdJukrkrZML3OlghHDJZ0s6WQze13S9ZJudvfVMfQTAACgrlQy5yhXjAIAapGZabvtttM777zT639Ze3u7mpqa1NTUFGPvAACNZuDAgdpmm23i7kYoEh2+d/dX3P1bkraT9J+SnpK6L7nLzo7YQ9KVkpaY2S1mdlDVOwsAANBgar04GgAAfQ0bNkw77LAD/+MAALEaPHiwJk6cqMGDB8fdlVAkOgiR4e6b3P1mdz9Y0m6SLpe0Qr0DEiZpiKR/lzTVzN40s7PMbOs4+gwAAFALqN8AAEBvmUBEPUx/AQCoPVtssYUmTpxYV/+HaiIIkc3d57j79yVtL+l4SY+qJysiOzviA5IukbTIzG43s09XvbMAAAA1isLUAIBGNmzYMO20006aNGmSxo4dq0GDBsXdJQBAnerfv79GjRqlCRMmaJdddtH222+v/v37x92tUCW9JkRe7t4h6Q5Jd5jZDpL+S6kaEdtnNlEqGDFI0hclfdHM3pF0o6Sb3H1p1TsNAACQMBSmBgAgNzPTkCFDNGTIEI0bN07urq6uLmofAQBCYWbq169fQ0wBWLNBiGzu/o6k88zs/0n6rKSvSTpCPb9f5pmcKOlnks43s4ck3SDpQXfvqm6PAQAAko3C1AAA9GZmdXdlKgAA1VBz0zEV4u5d7v6Aux8taQdJ50ial1mtnuyIAZI+J+keSQvM7Bwz2yqOPgMAAMSpkqmTGuGKHQAAAABAZeoqCJHN3ZdJelHSrL6r1Lt2xPaSLpA038x+bmZDq9dLAACAZGKqJQAAAABAGOouCGFm25nZuWY2T9JDko6Wel3iZ1k/Uk92xHBJP5D0ipntUcUuAwAA1BUKUwMAAAAAMuoiCGFm/czs82Z2r6QFkn4qaUf1BBoyQYeFkn4saTtJh0q6TVJbeptMMOL9kh4zs7HV6j8AAEBcKEwNAAAAAIhSTRemNrMdJf2XpJMlbZtZrN71H7ok3S/pN5Ie8Z4z7WWSnkgHG85I/wxJ77NN+vG5Vfg1AAAAEofC1AAAAACAMNRcJoSZDTCzL5nZo5LmSvqRUpkN2WfKJmmpUhkRE939GHd/2HOcEbt7k7ufK+lfJDWrJ3jx+Yh/FQAAgNhRmBoAAAAAEKWayYQws10kfU3SSZK2yixW76wHl/SwUlkP97t7V9D23f11M7tWqemapNS0TAAAAA2JqZYAAAAAAGFIdBDCzAZL+pJSwYdPZBanbz3r8TJJv5N0g7svrOCQL2bdH1ZBOwAAADUhiqmTKEwNAAAAAMhIdBBCqeDCyPT9vlkPkvS4pP+TdI+7d4RwvOb0LWfOAACgoQWZaolsCQAAAABAMUkPQoxS74CASVop6feSrnf3uREdNxPwAAAAQIkoTA0AAAAAyEh6EELqyXqYrlTWw53u3hbRsZ6WNCmitgEAABKHwtQAAAAAgCglPQixRtIfJf3G3V+P+mDu3iqpkpoSAAAAdYGplgAAAAAAYUh6EGI7d98UdycAAADqFYWpAQAAAABR6hd3BwohAAEAABAPClMDAAAAAMKQ6CAEAAAAohVF1gKFqQEAAAAAGQQhAAAAsJkgWQ4UpgYAAAAAFEMQAgAAAAAAAAAARCLphal7MbN+kj4taT9JkyVtJWlLSYNLbMrdfaeQuwcAAFBzKEwNAAAAAIhSzQQhzOw7ks6UNKHvqjKa48wYAACgAApTA5VraW9RP+unIQOGxN0VAAAAIDaJn47JzIaZ2aOSrpC0vXoHHUypgEKQH4ngAwAAQC8UpgbCt7F9o75y11c05pIxGvWLUTr2L8dqXeu6uLsFAAAAxKIWMiH+KOmw9H1XKvDQJWm5pG2ztlueXj9avadnypwFr5S0IdKeAgCQcO+ue1e3vXqb3l79tg6ceKCO2+M49bPEX5OAGFCYGijf1x/4uv70yp+6H//tjb+p629duvvLd8fYKwAAACAeiQ5CmNlRko5VTyBhtaSzJd3m7i1m1pW1+VfcfWp6v50kfVLSNyR9JL1/p6Svu/sj1eo/AABJsnDNQh30+4O0cO1CSdKvnv+VTv3IqbrxCzcymNzAyFoAwtXW2aa7Xr9rs+X3z7lfTS1NGjtsbAy9AgAAAOKT9Esfz07fmqRNkj7p7r9z95ZCO7n72+5+g7vvLembktokjZN0n5kdF2mPAQBIqP997n+7AxAZv3vpd3p1+asx9QilaOts05LmJVULGlQSmKIwNRrZwjULtb5t/WbLO71TD899OIYeAQAAAPFKbBDCzLaUtK96ajpc6e4vl9qOu18n6UvpNgZI+oOZ7RxmXwEAqAVXzrgy5/Lrnr+uyj1BKTq6OnTu1HM17KJh2v7K7bXHdXvoH0v/EXe3JFGYGshlUP9Bedc1bWyqYk8AAACAZEhsEELSvyqVAZE5u/1duQ25+/2Srk8/HCLpwsq6BgBA/bj/rfvj7gIKuOmfN+mi6Rep0zslSW+sfEOH33J4aEVuKUwNhKvLu/KuW7VxVRV7AgAAACRDkoMQE7Lur3T3eUW2H1Jk/RXpW5N0jJmNLLtnAADUmObW5rzrGDBOtqueu2qzZU0bm/TEgiciPS6FqYHyZAKGuTS1kAkBAACAxpPkIMSY9K1LWpJnm/as+wWDEO4+V9Li9MMBkvarqHcAANSQK5/NPRWTVPiqXcRr2fplmr1ids51YU3JRBAKCFdnV/4gxKpNZEIAAACg8SQ5CJFtU57lzeqZrml8gHbezbpPXQgAQMO4YsYVeddRRDi5nlv8XN51qzeujvTYFKYGykMmBAAAANBbkoMQa7Pub5Fnm+yz7/cHaHNw1n2mYwIA1L3Xlr+myb+ZzHRMNWrpuqV5140ZOibvulJUEjCgMDWwuUKZEC3tLVXsCQAAAJAMA+LuQAHz07cmaes828xWT0ZDwemVzGywpF2k7jNtzgAAAHWtqaVJh996uBY3Ly64HdMxJdfKlpV5123s2BjpsSsJMBDYQiMrlAnR1tlWxZ4AAAAAyZDkTIjXsu5vbWa5Lvd7MX1rkvYxsw8UaO8kpepGZM6oC4/IAABQ465+7uqiAQiJqXOSrFAQIglXVFOYGthcocBue1d73nUAAABAvUpsEMLdl0hamLVonxyb3ZHZXKnf5Q9mNqrvRma2r6TLpF6jLNND6ioAAIn0s6d+Fmg7rlpPrpUbow9CRPH8E9hCIys0HVN7J0EIAAAANJ7EBiHSHsu6f0Tfle4+Wz3BBJf0cUmvm9nlZnaamX3TzG6T9JRSNSAsvd197v5etF0HAKA2FJo6BPFasWFF3nWRT8dElgNQFqZjAgAAAHpLck0IKZXp8FWlggf/ZmZnuXvfb+7flPS8pIHpx+MlfbfPNpngg0laL+nsyHoMAEAClHJ1e2tHa4Q9QSWqMR0ThamBcBXMhGA6JgAAADSgWsiEuEvSA5JmSprcdwN3f0XScZLa1BNsUPp+5sw4E4BolnScu8+JttsAAMSrlAHq1k6CEEm1auOqvOuirglBYWqgPGRCAAAAAL0lOhPC3TuVCjAU2+5+M9tL0iVKTds0KGu1KRWguFPST9x9XhR9BQAgSdZsWhN42y7vUmdXp/r36x9hj1CO5tbmvOs2toczHVMlAQOmbAI2VygTgiAEAAAAGlGigxClcPe3JB1rZsMl7S1pG6UCEMskveDu0V4uCABAgqxtXVvS9q2drRrWb1hEvUE53F3r2tblXR95JkQFAQYKU6ORFcqE2NSxqYo9AQAAAJKhboIQGe6+QT3FqgEAaEhrN5UWhGjrbNOwgQQhkmRTxyZ1dHXkXR91EAJAeQplQhCEAAAAQCNKek0IAABQhpIzIShOnTiFsiAkaWNHSNMxUZgaCFWxmhBd3lXF3gAAAADxIwgBAEAdKqUmhMQ85UlUqB6EFF5NiHwoTA2Up1AmhEQ2BAAAABoPQQgAAOpQqdMxtXaSCZE061oLZ0KEVXeBwtRAuAplQkgEIQAAANB4CEIAAFCHSp2OiUyI5CmWCRH1lC4UpgbKUywTIuosJgAAACBpYilMbWYnxXHcbO7+x7j7AABAVErOhKAmROIUqwkR1pRHBAyAcJEJAQAAAPQWSxBC0u+l2M94Ex2EMLNdJX1Y0vaShknaKOk9SXMkzXJ3RosAAHmVWhNiyrwpmrzt5Ih6g3LEngkRoCYEhamBzVETAgAAAOgtriBERrXPXD19zLgDIDmZ2RaSviXpvyRNKrBpm5nNlHSHu/9vVToHAKgppU7HdN4T5+ns/c+OqDcoR7EpspKcwUBhajSyYpkQGzuYjgkAAACNJc4gRDkBiL5ntIXayLVtYi/XM7PPSbpR0jYBNh8k6ROSPiCJIAQAYDOlBiFaO1vV5V3qZ5SLSopiA/lhZUJQmBoIF5kQAAAAQG9xBSFOKXH7oZLOljQx/dgkrZD0d0mvSGqStEHScEljJe0laX9JW6knGDFf0qWSEvet38zOkHS5Ng+SbJK0VNJKpf4G2yr1OwEAUFCpNSEkacWGFdpmRJBYOKqhWKZD1NkGFKYGylM0E4LC1AAAAGgwsQQh3P0PQbc1swmSHlQqAGGSZks6R9ID7vm/4ZtZf0mfk/RzSbtL2lHS6ZI+5+5Ly+58yMzsq5Ku6LP4IUlXS3qib+0HM9tO0iclHS1pn6p0EgBQc0qtCSFJS9ctJQiRIFXLhCBgAISKTAgAAACgt0TPuWBmwyQ9ImnP9KKbJX3E3e8tFICQJHfvdPd7lCrufLNSAYwPS3rEzIZG2O3AzGxnSddmLWqXdIK7H+HuD+cqPu3uS939Fnc/TqnfBwCAzaxsWVnyPkvXJSZGjwCiDh5QmBooT7FMCIIQAAAAaDSJDkJIOk/SHkpNqfSUu/+nu3eU0oC7d7j7f0p6SqlAxB7pdpPgeklDsh5/xd3/HHRnd18dfpcAALVuwZoFenf9uyXvRxAiWYoFGZJQE6KabQK1olgmBIWpAQAA0GgSG4Qws8GSvpG16OwKm8zsb5K+YWaDKmyvImZ2lKRDshb91d3/Gld/AAD1Y8biGWXt17SxKeSeoBLFBvKTUBOCwtTA5siEAAAAAHpLbBBCqcLSW6TvL3f35ytpzN1nSlqefriFpE9U0l4ITuvz+Kex9AIAUHeaWsoLJoR1ZT3CUbQwdYJrOSS5b0DUqAkBAAAA9JbkIMTu6VuXtCikNrPb2T3vVhFLF9v+TNail9z9tbj6AwCoLwQTGgOFqYFkemX5KwXXb2xnOiYAAAA0liQHIUZl3R8RUpvD87RfbYdL6p/1+Im4OgIAqD/lDiozj3+yxD4dE4WpgZLd9+Z9uumlmwpuQyYEAAAAGk2SgxCr0rcmaZKZbVFo42LS+0+Sukdm4izq/LE+j2dl7pjZZDO72sxmmdlqM2sxswVmNsXMzkpnUQAAkFe5g9NcEZ8s1ZqOicLUQDi6vEtnPHJG0e0oTA0AAIBGk+QgxML0rUsaJOmkCtv7T0mDpe5L9hYW2DZqfYMQ88xshJn9VtKLkr4laS9JW0oaKmmipMMkXSbpLTP7uZkNrGaHAQC1g0yI+hDk+YjyOaMwNVCaOU1z9Pbqt4tuRyYEAAAAGs2AuDtQwJOSNkgaplTg4CIzm+rur5fakJl9UNJFSgU0TFKL4p0Caec+j7skPSVpcoB9h0r6kaSPmdmx7r6u0s6Y2ThJW5e4206VHhcAEA2CCY2jy7vU3/oX37CAKDJgyKpBI5q9Ynag7QhCAAAAoNEkNgjh7hvN7FZJpykVPBgpabqZ/Ze73x20HTM7RtINStWVsHRbt7p7LHnQZtZPUt+ppa5WTwDCJd0v6UFJi5WqYzFZ0n9I2i5rn8Mk/V7SF0Po1n9LOj+EdoCqcXe1tLdo+KDhxTcGGky5BYsZOE6WIM9HlM8Z9R6A0ryz9p1A2zEdEwAAABpNkqdjkqQfSnovfd8ljZF0p5nNMLP/NrM90oP63cysv5l9ML1+hqQ70vtlLE+3G5dR0mZn9Xunb5skHeTuX3D3/3P3+939L+7+Q0m7SvpTn/2ONbNKp6kCas7U+VO19/V7a8TFIzT+l+P119f+GneXgERhOqb6EOT5KDfgFBYCFUCPuavmBtqOTAgAAAA0msRmQkiSu68xs89LeljSaPVMp7SPeuoqdJrZWqWmWBqm1CB/Zl6CzJlxZr/Vkj7v7muq8xvkNCLP8k5JR7r7c7lWuvt6M/sPSVtJ+nTWqnPM7GZn5AgNYknzEh13+3FavSlVW/69De/p+DuO17QR03TgxANj7h2QDPxLqA+BMiFCeK4pTA2EI/PdpJiW9paIewIAAAAkS6KDEJLk7v8ws4OVygL4kNR9Rp4JMAyQNDb9s9nuWdvOlvTv7v5KdL0NJN+lTzfmC0BkuHuXmX1D0lvqyWLZVdJBStXQKNd1kkq9lHwnSfdUcEygLFfNuCrnSf4fZ/2RIASQVnYmBNMxJUrcmRAUpgZKE/T9uKFtQ8Q9AQAAAJIl6dMxSZLc/VWlpiz6oaSl6j2dkef4ybD09j+SNDkBAQhJWp9n+Q1Bdnb3eZIe67P4oEo65O7L3f21Un4kvV3JMYFy/fLZX+ZcHrQYJNAICg1eP/SVh/Sx7T6Wcx1Xr9eeMAJHFKYGwhH0M3R9W77TAQAAAKA+1UQQQpLcvcPdL5U0UdIRki5V6ur/dyQ1S+qStE7SovTyyyQdKWmiu1/i7u0xdHsz6YLYnX0Wr5P0zxKamdbn8b9U1CmgRhSavuDZxc9qZcvKKvYGSK58A8D7TNhHh+98eN6C7gwcJ0uQ5yPSTAjqPQAlCfoZuqGdTAgAAAA0lsRPx9SXu3cpVSPi4bj7UoHlkrbNejw3/XsF9Wafx+Mq7xKQfMWuHNz28m31zY99U1d85gqmCEFDyzcwzaBybQlyVXXcNSF4TQE9yIQAAAAAcquZTIg683qfx80l7t93+9EV9AWoGcUKOXZ0deiq567S7/75uyr1CEimfANh/Sz1bz/fwDHTMSVLoMLUEWavVBLM5bWERkRNCAAAACA3ghDx6Dt5/eAS9x/S53HhkVmgThQLQmTcN+e+iHsCJFu+genMoHK+wWWmY6o9UU7HFARZZ0CPoJ+hZEIAAACg0RCEiMeLfR5vU+L+fadfaqqgL0DNCBqEuOfNeyLuCZBs+a5Cz2RAMIVObajadEwUpgZCEfT92NrZqo6ujoh7AwAAACQHQYh4PKBUIe2MSWY2poT9P9rncd8aEUBdChqEABpdsUyIvPsxhU6iUJgaqC2lvB+ZkgkAAACNhCBEDNx9uaS/91l8bJB9zWyApGP6LH4yhG4BiccJOxBMscLUTMdUGwJlQoTwnFGYGghHKe/HDe18pwEAAEDjIAgRn9/0efx9MwtSG+JrksZnPW6W9EhovQISjEwIIJi80zFZ4emYyISoPZFmQlCYGihJKa97LqwAAABAIyEIEZ8/S3ol6/Eukn5jZnmfEzP7uKRL+yy+zt3XRtA/IHGCBiFGDBoRcU+AZMt3NW6//P9ikEBBrqqOuyYEhamBHmRCAAAAALkxGhETd++SdIbU62zlPyU9Yma9aj6Y2Sgz+56kxyRlj67OkfTzqPt3Ab6HAAAgAElEQVQKJEXQIMQWg7aIuCdAshUtTM10TDUhSIAhqTUheC2hEZXyfiRbCAAAAI1kQNwdaGTu/riZ/UjSL7IWHybpH2a2TNJiScMl7SRpUJ/dmyQd5+7rqtJZIAGCBiFGDh4ZcU+AZCtWmJrpmGpDoEwIBvuBxCjlM5T3LgAAABoJQYiYufslZtYi6XJJA7NWjVfv2g/Z3pT0eXd/K+r+AUkSNAgxqH/fmB3isLF9o4YOHBp3NxpSuZkQqD1hZEJQmBoIB4EFAAAAIDemY0oAd79G0l6S/iKpvcCm8yV9R9JeBCDQiILOnxzl9CQo7t4379Wu1+6qYT8fpg//34f11MKn4u5Sw8n3HigWfGAALVmCBAeizF6hMDVQmpIyIXiPAAAAoIGQCZEQ7v6GpC+b2UhJ+0n6gKRRktZLek/Si+7+ZoxdBGLX2tEaaDsGUuPzj6X/0Bdv/6I6ujokSS+/97I+e+tnNevrs7TzmJ1j7l3jKFaYmumYakO1pmOiMDUQjpJqQvBdBQAAAA2EIETCuHuzpIfTPwCyBD1hJxMiPre/dnt3ACKjpb1F9715n8741zNi6lXjoTB1faAwNVBbeN0DAAAAuTEdE4CaEXSwjau543PZM5flXP69R79X5Z40tmKFqVEbAmVChPB5R00IIBxMxwQAAADkRhACQM0IesJOJgQaXdFMCKZjqhuRZkIQtAJKwvcPAAAAIDeCEABqBtMxAcEUK0zNdEy1IVBh6oQ+ZwS00IhKeT8m9b0LAAAARIEgBICaEXRQixN7NLpyC1MjWYJ8loURdKUwNRAOgm8AAABAbokuTG1mQyXtIWl3SbtKGidpRPpnqKRNktanf5ZLeiP9M9vdW+LoM4DokAkBBFNsOqZS90M8AmVCRPicUZgaKE1JmRB83gIAAKCBJC4IYWajJR0v6WhJB0saVEYz7Wb2hKR7JN3u7qvC6yGAuATOhODEHg2uWGFqpmOqH7FnQpBVA3TjIggAAAAgt8RMx2RmW5jZ+ZLmS7pO0qclDZZkWT8Fm8j6GZTe/1eS5pnZ/zOzkVH1HUB1kAkBBENh6voQ5DMvysARUy0BpSnlM5SgLwAAABpJIoIQZvZxSa9KOk/SSPUEHDz9071pgR/l2MfS7f1E0qtmtm9EvwKAKqAmBBBMsUwI1IYgn3mhZEJEEHwioIVGxHRMAAAAQG6xT8dkZgdIelDS8PQiV+/AwgJJsyUtkrRE0gZJGyW1KpUpMTS97wRJOyhVP2LHrENk2tte0mNm9ll3nx7ZLwQgMmRCAMHkew90Z0IwHVNNCJQJEXNNCAJbQA8CCwAAAEBusQYhzGyspDuUCiJkZy9Ml/RbSVPc/d0y2h2v1HRMX5V0QFbbwyTdaWZ7uPvKCrsPoMqCBhcYBEiegf0Gxt2FhpLvPdDPUgmQTMdUP5IadCWghUZUyvuR9wgAAAAaSdzTMZ0vaWv1ZCsslHSYux/k7n8sJwAhSe6+LL3/QZI+lW43Y6xS0z4BqDFBB0iTOijXyAb2JwhRTeUWpkayBPnMC2Mgk8LUQDgILAAAAAC5xRaEMLPBkk5W7wDEJ9x9apjHcffHlcqGWJR1rJPNbFCYxwEQvaAn9wwCJA+ZENVVrDB13v147yRK7NMxEawCSlJSYWoyzwAAANBA4syE2E/SCKWCAi7pu+6+NIoDufsSSd9VT52J4ZL2j+JYAKJDJkSyFXp+yISorqKZEEzHVBMoTA3UFr5/AAAAALnFGYTYLev+Wne/J+Lj3SNpTdbj3SM+HoCQBc6EYPArFh1dHXnXrWxZqetfuF6bOjZVsUeNi8LU9SFQJkSEzxmFqYHSlPJ+5PMWAAAAjSTOIMTo9K1Lmh/1wTw1Kpl9nC2jPiaAcAU9YedKxHi0dbYVXH/6/afr0D8eqg1tG6rUo8ZVrDA16kcomRARDIYywIpGxEUQAAAAQG5xjkZkj1aNqtIxs49TeLQMQOIEPbln8CserZ2tRbd5ZtEz+uvsv1ahN42N6ZjqQ6DC1FHWhAiSCUFhaqBbSZkQfN4CAACggcQZhFicvjVJO5jZ+CgPZmbbSpoodZ8dLInyeADCRyZEsj0277FA21389MUR9wTFClMzHVNtCPJ88HkHJEcp70c+bwEAANBI4gxCzEzfuqT+ks6N+Hjnpo+TGXl5LuLjAQhZ0JN7ri6Mxy0v3xJouzlNcyLuCcrNhECyBMqECGEgk8LUQDh43QMAAAC5xRaEcPd5kl5MPzRJ3zCz70dxLDM7W9I3lAp4uKSX0scHUEOCntxzZXA87ptzX9xdQFreIESR4AMDaLUnys+7IEWnKUwN9GA6JgAAACC3uCtUXqhUAMLTt78ws6lmdmAYjZvZQWY2VVJm7o/MmfKFYbQPoLqCntwzxUHydXZ1xt2FupZvYLo7E4LpmGpCkOcjjIFMClMD4eAiCAAAACC3AXEe3N3vNrM/STpBPYGIgyQ9YWbzJE2R9Iyk2ZIWufuKfG2Z2daSdpC0h6T9JB0m6f2Z1eqpBXGbu/8tgl8HQMTIhEi28SPGa9n6ZYG2fXf9u9p+5PYR96hx5Xuv9LPUtQcUpq4NQZ6PSDMhKEwNlKSUz1ACdQAAAGgksQYh0k6VNELSF9QTKDBJOykVRDg9s6GZtUtqkbRJUpukQZKGSBomaWCfdjNnxZkpmEzS/ZJOieKXABC9wJkQDKTGYuKoiYGDEO+78n36w9F/0EkfPiniXjWmcqdjQrIEyoRIaE0IoBERWAAAAAByi3s6Jrl7m6RjJP1I0nr1ZC1kByQyP4MkbSlpvFJZD+PTjwf12U7qHXzYIOkcSUeljwegBpEJkWytna0lbX/y3Sdr2oJpEfWmseV7r2SCEEzHVD+iDCBUUu+BwAYaUUmZELxHAAAA0EBiD0JIkqdcImmSpMskrVTugEKQH2Xt2yTpl5ImufsvnG/7QE0LOkBKECIebZ2lxXhdrrtevyui3jS2vJkQmZoQTMdUE+KejikIClMDPeJ+PwIAAABJlYggRIa7r3L3HyiV4XCApF9IeljSO+lNrMCP0ts9IumS9P7buPvZ7t5UtV8CQGSCDpByNXc8WjtKy4SQpKtnXh1BT5C3MHWRTAgkS9WmY6IwNRCKUl73vEcAAADQSJJQE2Iz6YyFv6d/JElmNkTSVkrVjxihVC2ITUpN4bRe0kp331T93gKoFjIhkq3UTAhEp1hh6rz7MSiWKHFnQlCYGigN0zEBAAAAuSUyCJFLOsCwOO5+AIhPKYNt7s7V3lW2qYM4cFKUPR0TQYiaE8ZAZpSDoe2d7br+hev1wrsv6ANjPqBTJp+i8SPGR3Y8IE58hgIAAAC51UwQAgBKusJQzhW6VbKhbYO+9dC3tKJlRdxdQVrZham5MjdRggxoRpoJUWFh6i7v0mdu+YyeWPBE9/Lf/vO3evrUpwlEoC6VdLEEAQsAAAA0kETVhACAQkqaa5nB1Ko5/o7jddNLN8XdDWQpNxMCyRLkcyzumhCFAhV/e/1vvQIQkvT26rf1m3/8puzjAUnGdw8AAAAgN4IQAGpGKSf31IWojmXrl+nBtx6Muxvoo1gmRN79uDI3UWLPhKggWOVynf/k+TnXPb3o6bLbBZKMiyUAAACA3AhCAKgZJZ3cM5haFfe8cU/cXUAO+QamM4WpmY6pNgTKhIj5OSsUqHhtxWs5lz8277GougPEigsgAAAAgNzqoiaEpUZTPilpP0njJbVLek/Sy5Iec/fWGLsHICRkQiTPhvYNcXcBOVCYunGE8VkXRSCjrbMt9DaBpCu1dhUAAADQKBIVhDCzz0g6TtLukraStEbSC5L+4O4z8+xzrKTLJe2Qp9kWM7tW0gXu3hJ+rwFUC9McJM+g/oPi7gJyKHc6JiRLkM+8KAcyKylM3dnVGWJPgNrA9xQAAAAgt0QEIcxse0l/lHRQ9mJJLuljkr5uZr+X9HV3b8/a72eSfpzeNsOz9pek4ZLOlnScmX3S3RdF8ksAiByZEMkzsN/AuLuAHMrOhGBQLFGqNR1TFIWp+QxGI+IzFAAAAMgt9poQ6QDEk0oFIEw9wYPsb/Em6WRJf8na7yuSzlVPsCI7+JDdhqcf7yRpmpmNjeDXAFAF1IQAgimWCZG3JgTvm0Sp5cLUxfrV3tlecD1Qi0p5P/J5CwAAgEYSexBC0h8kvT99v28gIfOTCSQcZWanmNkQSVdk7WOS1ku6W6mpmS6XdIektVn7S9JESVdF+csAiE4pJ/dchVsdGzs2xt0F5FBuJgRqTxgDmZVcvV1ufZF1bevKPiaQVAQWAAAAgNxinY7JzL4o6RD1Dj48K+lWSW9LGiLp45JOkzQmvf7Hkjolba2eAMT/Sfqhuzf3aX9wevsfZ217gpld6e4vRvrLAQhdSQUfmRKhKlraKbWTRPmCcP2s8LUHvG+SJcjzEWkmRAU1IYppbm3WmKFjImsfiAPfUwAAAIDc4q4J8fX0bSZb4Xx3v6DPNveY2VWSpkjaU9IkpaZhyrjc3b+fq3F3b5V0npmtVCoDIvNt/6uSCEIANaaUKwzJhKiOje1kQiQR0zHVh0CFqWOuCVGu5tbm4hsBNYbPUAAAACC32KZjMrMRkj6pnroND+YIQEiS3H25pH+T1JFetFP6dp6kHxU7lrtfLekZ9UzvdFxFnQcQi5KuMGQgoCrIhEgmClPXh7gzIYIoN1uCIATqETUhAAAAgNzirAnxUfUuIn1ZoY3d/Q1JD6l3nYgb3L2j0H5Zrsu6v5WZ7VBadwHEjUyI5KEmRDIVy4RA/YhyIDPK10tnV2dkbQNxIZALAAAA5BZnEGLnrPubJD0dYJ8nizwu5OH0bebs4CMl7AsgAZhrOXnIhEimopkQTMdUE4I8H2EEXKMoTF30mLzWUIdKeV3zPQUAAACNJM4gxKj0rUua5x7oLHp+n8dzgh7M3VdJWqKezIutg+4LIBlKObk/9d5TdcG0C7RgzYLoOgQyIRKqWGFqpmOqDUGejyifsygLU/NaQz1iOiYAAAAgtziDEEOz7q8LuM/6Po/XlnjMlVn3R+XdCkAilTJodf+c+3Xek+dp3xv31esrXo+wV42NTIhkKrcwNZKlapkQMQyGMgCLWvPw3If16Zs/rV2u2UWn3nOqVm9cvdk2BNcAAACA3OIMQmSPXA0JuE+vb/Ze+jf97Et2gx4TQEKUM9j23ob3dOWMKyPoDSRpZcvK4huh6opNx1TqfkiuuGtClBvQYrAWteTJBU/qC3/+gqbMm6K3Vr2lm166SWMuHaNP3fwpLW5e3L0d0zEBAAAAucUZhFiVvjVJY0vct9xv7Vtk3efyXaDGlDvYdsOLN4TcE6zauErH/OUYzVg8I+6uIIeimRBMx1QTgjwfcdeEKPuYBLxQQ2548Qa1d7VvtvyxeY9p79/srY3tqeuc+AwFAAAAcoszCPFO1v0JZlZKZkK580iMybrfVGYbAGLCyX1yHHHrEbr7jbsrbmdgv4Eh9AZ9UZi6PgR5PuL+XCy7MDWf56ghf3rlT3nXrWhZoW8/9G1J1IQAAAAA8okzCDE3675J+lCAfWZImpz+2buUg5nZaEnbZi3qW+QaQMJVcsLe3rn5FYwoz5sr39RzS54Lpa1JoyeF0g56K5YJgdoQqDB1lNMxRVmYmgFY1JEb/3mjljQv4XUNAAAA5BFbEMLdFylVWDrzbf2AAPtscPdZmZ8SD9k3aEGlWqDGVHLl7KqNq4pvhEDeWPlGaG0N7j84tLbQI9/VuP0s9W+f6ZhqQz0Xpg6j30CS3PbqbSV9hvJ5CwAAgEYSZyaEJL2onqmVPhnxsb6QdX+BuzMdE1BjKhkoa9rIWz4sGzs2htYWA5HRYDqmxhHlQCaFqYHgzppyVsX/05ZvWK7rX7he5049V9MWTAupZwAAAED8BsR8/OmSDlEqEHGomQ139w1hH8TMBkj6knqyLqaHfQwA0atk0Gply8oQe9LYMgU4w8CgdzTKLUyNZKlaJgSFqYFQlPK67rvtvNXzdOgfD9WCNQskSRdNv0g/O/hn+slBPwmziwAAAEAs4g5C3C6pf9bjrSWFHoSQdIqk8en7LunhCI4BIGKVDFoRhAgPmRDJVywTIu9+XJ2eKLVQE4LC1GgEg/oPUltnW9HtKpmO6dK/X9odgMg478nzdOrkUzVh5ITA7QIAAABJFGsQwt1nS6rG5T2rJZ2R9fiBKhwTQMgqGbSav5pa9GEJNROCgchIFM2EYDqmmhDk+Qjj/RjH885rDbVkp9E76fWVxcvJVfK6/s0Lv8m5/I7Zd+g7+36n7HYBAACAJIg7E6Iq3P2OuPsAoHKVXDUfZPAAwZAJkXwUpm4cM5bMiLsLZeG1hloSNLhQyv+0oG1OXTCVIAQAAABqXtyFqQEgsEquMHxj5Rsh9qSxURMi+cqdjgnJEmSg/ul3no7s+JEWpua9D3Rr72zPu27LIVtWsScAAABANAhCAKgZlVw5u2TdkhB70tjIhEg+pmOqD0Gej2Xrl6mppamy48RRmJpMCNSQKF6v2W2u3rQ673ZbDiYIAQAAgNpHEAJAzahkgLS1ozXEnjS2ZeuXhdYWA5HRKJYJwXRMtSHo8zF7xexIjh9pYWoCXqghUb9eV28sEIQgEwIAAAB1gCAEgJpRyQDppo5NIfakcS3fsFx/fvXPobVHJkQ0ys2EQG2qtOZNLIWpCXihwWW/7wpmQhCEAAAAQB1oiMLUAOpDRZkQnWRChOHi6ReH2h5XQ/fo8i79+vlf68G5D2r0kNE6+SMn67D3H1ZWW/n+rpnC1KXuh3gEfT7WbFoTyfHLzXIIgtcaaknUQbNCmRDDBg6L9NgAAABANRCEAFAzKhkEYDqmcPx90d9DbY9MiB7fevBbuu4f13U/vu3V23TH8Xfo6N2OLrmtfH9XpmOqLUGfj5b2lqocJ5eyC1PzWkODy34PrNq4Kv92BOwAAABQB5iOCUDNqOREvNM71dHVEWJvGtPzS58vuP77+32/pPYYiExZsWFFrwCElHrNXvbMZWW1R2Hq+hD0+ag0CBEHApCoJVF8Ngadjon/kwAAAKgHBCEA1IxKT8TJhojWv33w33TIjoeUtE+jDUSu2bRGX73nq9rlml108O8P1r1v3itJGvfLcTm3f2bRM2W97osVpkZ9iSoIQWFqoDoKTcfUaP8nAQAAUJ+YjglAzaj0RLy1s1XDNTyk3jSm/tZfnd6Zc92+2+9btOZAX400ENnlXTrkD4fopWUvSZLeWvWWpr8zXTd+/saC+7V2tmrIgCElHatoJgTTMdWEqk3HRGFqoKAoXq/ZbRbMhGig/5MAAACoX2RCAKgZlZ6IkwlRuYlbTsy77pAdDyn5SvtGGoicOn9qdwAio8u7dOq9pxbcr5wB5mKZEEzHVBvino6JwtRAdRSsCdFA/ycBAABQvwhCAKgZFU/H1EkQolKFslH22mavkjMhGmmaiZ9N+1lZ+5UzwJzv75p5fqIcXEZ4KEwNJEOsNSEI2AEAAKAOEIQAUDMqPRHf1LEppJ40rs6u3FMx3XTUTTIzpmMqYPo708var6xMiCLTMZW6H+IReyZEhDVEGum9j9oX9WdjoZoQfC4DAACgHhCEAFAzKEwdv3z1IAb0S5UYKvUK+2KZEO+sfSeyAdZaccFTF+iKZ6/QorWLAu/DdEyNJc6aEGUXpmZgFQ0uaE2IRsoYBAAAQP0iCAGgZlRcE4LpmCqWLxOiv/WXpNIzIfIMRL66/FXtcs0umnjVRI25ZIy+/dC3G3Yg5paXb9GZj56pPa7bQzMWzwi0D4Wp60O1pmOKAwEv1JIoX68dXR1aum5pLMcGAAAAqoUgBICaQSZE/IrVGgijJkRbZ5sO/eOhemvVW5JSwaNrZl6jXz7zyxJ7W1/Wt63Xdx/+bqBti2VCoDbEPh1TlIWpCXihwXV5l34y9ScacuEQClMDAACg7hGEAFAzqAkRv3zTMfXvl8qEKHWQO9dzOm3BNC3fsHyz5be/dntJbSdJW2dbKO3MXDJT69vWF90u36BVd2FqpmOqCXVdmJrXGmpIFIGAy565TBdOvzDv/9XuY/NeAQAAQB0gCAGgZlQ6HQ/TMVUu7OmYcj2nlz5zac5tX3j3hZLaTpIggYMgXK41m9YU3S7fe4XpmOrThvYNkbQbaWFqXmtocLPemxVoO94rAAAAqAcEIQDUDKZjil++we1MJkQYNSHqsfZDWEEISWpubS66TbmFqZEsQa+ArjTTJpbC1FzdjRoS5+u1Hv8nAgAAoPEQhABQMyhMHb9800Z0T/NT4oBkrsGVfNkWtWxd67qqtlWsMHXe/RgYTpSggdeo3jPUhADix+cyAAAA6kFDBCHMrDPrp8nMfmxmI+LuF4DSVDpotWLDipB60rjCno4p1+BKPV71mbhMCKZjqglBBx+LzSlf9DgxPO/1+D5H/Yrzs5HPZQAAANSDhghCSLKsn9GSfiZpvpn9wMyGxdozAIFVejXgdx/5rpatXxZSbxpTscLUYdSEqMfByWoHIYrWhKAwdV2JM3uIwtRoBHG+XnmvAAAAoB40ShBCkjzrxySNlfRzpYIRZ5rZkDg7B6C4MK4G/MnUn4TQk8aVb3C7ezqmEgckcz2nlV7VnURhBiHWtRWejunpd57WO2vfybmu1CAR4hX0M8/lkVwtTWFqIH68VwAAAFAPGmk0IjsbIttWki6VNK/qPQJQkjCuBrzxnzeG0JPG5O75C1OXOR0TmRClK5QJ0dTSpMNvOTzveqZjqi2lfOZVEryjMDVQWJyfjfX4PxEAAACNZ0DcHaiSQ7LuD5G0n6RPStpH0sD08m2q3SkApWGANF6FBkIy0zGVOiDZKDUhmjY2hdZWoSDEI28/og3tG/KuZzqm2lLKZ15nV6cG9Av3ax2FqYH48bkMAACAetAQQQh3n9Zn0SOSzk/XgzhA0qGSDq52vwCUhhPxeBUMQlQpE8LdI50iJiqvLn81tLYKBSF+Ou2nBfctlgmB2lVRJkQMAQE+z1FLYq0JQcAOAAAAdaCRpmPajLu3uPsj7n62u+8Td38AFFaPV8jXkkKDnJngQzk1B/oOsBQqsjvm0jH63J8+p0VrF5V8nDi9tOyl0Npq62wra51UPPjAYFe8Fjcv1u2v3a5Zy2apy7tKm44pguLUQQJ+ZRem5rUGBELADgAAAPWgITIhANQHBq3iVWiQMzMdUznTwbi81+B4oWDTmk1r9MBbD2i/3+2nud+aq8EDBpd8vDjMXTU3tLYKvQ8G9y/89yhWQJzBrvhc89w1+vbD3+5+/MXdv6jWjtbA+8dVE6KWjgmUK87vH3z3AQAAQD1o6EwIALWFQat4FRrkzEzHtNWwrUput+8AS5CMl8XNi3X/nPtLPlYc3F1rW9dW5ViD+g8quJ7C1Mk0p2lOrwCEJN35+p16fP7jgduIIhMiiLILU/NaAwIhCxQAAAD1gCAEgJoR1qBVXIN1ta7QQEjmCvvRQ0d3BySC6htcCnpF94XTL5QkzV89X7+a+Sv99sXfaknzkpKOXQ3r2taFOohUKBhXLDOEWhDJdOfsOytuo5JMiHwiLUxNUBk1JNaaELxXAAAAUAeYjglAzQjrRLy9q717+iAEF2Q6pn7WT1sP31rL1i8L3G7fAfqgA/YvLXtJj779qI667Sht6tgkSRo9ZLQe/Y9H9S/b/Uvg40fJ3XXy3SeH3mY+xTIhMn8npmNKlvOePK/iNioJrsZSmJpMCNQQpmMCAAAAKlOTmRBmtrWZHWtmPzazy83sRjP7nZntFnffAEQnrBPx9s72UNppNEGmY5KkccPHldRuKYWp+/rqvV/tHliXpNWbVuvbD327wB7VNeu9WfrbG3+r2vECByGYjilRyino3lckmRBRFqYm4AUEwnsFAAAA9aCmMiHM7ChJZ0raP88mt0h6I8d+v5C0T/rhQnc/JZoeAohSvhPxCw+5UFfPvFrLNywP1E57F0GIchTKUMjOLCk1CFFuJoSUqg3R17OLn9Wqjas0ZuiYkvoRhcfmPRZ6m4UGpAb2G1hw3z223kNS+QPHiEYoQYhKMiHiKExNwAs1JNbpmHivAAAAoA7URBDCzMZK+r2kIzKL0rfe534+MySdndnOzH7p7q+F3U8A0cp3Ir7bVrvp5a+/rL/O/qvWta7TR7f7qD5zy2fyttPR1RFVF+taoUHO7EHUUotT9x3cCaN+wooNKxIRhLj1lVurerzWztaC6/eZsE/B9VxxG48wai/EVROi3L5TbBcIhvcKAAAA6kHigxBmtpWkZyTtpFTAIXuEJPO42BnwPZIWSXpf+vEJkn4cbk8BRC3fAGk/66dtRmyjb+7zze5lWw/bWitaVuTcnumYyhN0OqYtBm1RUruVZELkE8WAbDkmbTlJLy17KdQ2+wbj1mxao2kLpqm5tVkL1yzMu9+jJz7aXbia6ZiSJfZMiDhqQhDwQg2p5D0yuP/gogHigsfmvQIAAIA6kOiaEJaaL+JeSTtnLV4v6UpJn5X0IRUPQMhTZw53Zi3Kf4k0gMTKNzida2qZnx7807ztMB1TeYIUppak4QOHl9Ru38GdUIIQFQzIhmniqImht5k9IPXGyjf0kf/7iI7+y9E66e6TtHBt7iDErmN31ad2+lT3YwpTJ0sY02MlJfAWFAEv1INPTvqkjvzAkXnXH77z4XrfqPflXR8E7xUAAADUg0QHISSdJGlf9WQ/PCNpF3c/090fcffZ6eVBvp0/kL41SR8xs9Iu1QUQu3wn4rmu6v78rp/P2w6ZEOUpFBzIvpJ7+KDSghB92w1jMDUpA7LbjNgm0vbPfPTMvIGHbN/71+/1ehzG9D8IT9yZEPlQmBpIyfd6Pf2jp+v+E+6Xn++6+ZibNXrI6O51u2+1u6474rrIjg0AAADUkqRPx5Sp42CS5ko6wt2by2zrhaz7JmkPSc9V0DcAVZbvRDzXINiAfvk/3siEKHEJZOkAACAASURBVE/Q6ZhGDBpRUrtR1IRISiZEFIP9mWDcxvaNevCtBwPtM3TA0JLaRnW1dpQ/VUtGJYE3ClMD5cn+jD9xrxP1pT2+pJlLZmrwgMGaPH6yBvYfWPH/Ad4rAAAAqAeJDUKY2Y6SdldPlsM5FQQg5O5rzOxdSdumF+0ighBATSklE2Jgv4F526EwdXmimo4pipoQSQk0RTG4m2nz3fXvBt5n6MDeQQimY0qOzq7OiuaLz24nbFEWpua1hlqS9/tHn8/SwQMG64CJB4R6bApTAwAAoB4keTqmfdK3JmmTUrUhKrUq6/7ovFsBSKRSMiEG9s8fhGA6pvIUGgjJzoQodTqmvoM7YQymhnFledIt37A88LbDBg7r9ZjC1MkRVsAsZyaEu9TcLK1cmbrN8/zGUpia1xpqSCVBs0prvhCwAwAAQD1IchBiXPrWJc1z97YQ2lyfdb+0UTIAsQsrEyIpV8nXmkLTvfSqCZGATIi2zjD+ZVSu1IHWu46/SyfseUKgNpetXxa43aDTMaH6wnqtdgfvXnlFOucc6bDDpLFjpVGjpK23Tt2OHZtafs450quvFm0zjILZ+TCwiig1tTRp5pKZ2ti+MdLjVKO+DgE7AAAA1IPETsckKXtS8fV5typNdjHqDSG1CaAKurxLGztyDyaUXBOCTIiyBJ2Oqe/UP8X0HYwMo6h0GNPbhKGUgdadRu+kY3Y/RkftdpT2HLenfvT4jwpuX1IQgumYEiusIMTIx6ZLv/u+NH16/o1Wr5Yefzz1c/HF0gEHSD/8YSxXeTOwiih0eZfOf+J8XTT9IrlcQwcM1X9/7L91wSEXlPy/KVslr9eKa0LwuQwAAIA6kORMiKas+2NCanNC1v2VIbUJoAp+/PiP867LdYJfKAhBTYjyBC1MnZ0VEUQ9Z0KUYsshW0pK/f1++Ikf6ssf+nLO7TIDUpVkQjAdU3JUOnXYmBbp1juk3U8pEoDIZfp06cgjdf71czSmpaJulIyBVUThvjfv04XTL+x+fW3s2KjLn71cR912VCTT9EWZLZTB5zIAAADqQZKDEJnRFZM0ycyGFdq4GDPbS9KorEXzK2kPQPV0dnXqt//8bd71uQa9zSxvIILpmMpTKDhQauAhWz3XhChl8OicA87p9bhYoGBDW/CEvqCZEKi+SgJmey6TXv61dELxmZUK+vRzK/Xyr6UPvdd7eaSFqRlYRQRuePGGnMunzJuiR95+pOx246wJQWFqAAAA1IMkByFmKFUPwiX1l3Rkhe2dknV/g6SZFbYHoEoWrl2oFS0r8q7Pd4Kfry4E0zGVJ+h0TKMGj8q7XS59B1jCyFRJSiZE0IGrkYNH6rM7f7bXsmIDV6UMigWtCcHV6dU3c0l5X0f2XCY9+Xtpwrpw+jFhnTTtps0DEVHhtYawubtmLJ6Rd/20BdNCP2aUgboM3isAAACoB4kNQrj7CkkvSN3f3M8xy5rvowRmtqukr6knqDHVPYRJxwFURbFB6Xwn+GRChCvodEz7br9vSYGIeq4JUUjmdTtu+Dg99JWHAs9XXs6A1GaZEEzHlAhT3p6iL9+Ze9qtQsa0SA/dKo3ZFG5/xmySHr5F3VMzRVqYmtcaQrZw7UI1bWzKu37NpjVlt53v9cp0TAAAAEAwiQ1CpF2bdX8vSdeU2oCZbS/pbknD1BPQuKzyrgGolmJT6+TNhOhPJkSYCk0JkZ0JMbD/QH1zn28GbjeKAZYoMiGWb1iuH0z5gY75yzG69O+Xau2mtUX3yfe77f++/bXi+yv0yjde0dLvLdV+79tvs22KBQpK+bttVhOCwtSJcP6T55e13zUPhpcB0deEddLVDwXfvtxBWKaYQdiWrltacH1zW3OVetJbpYEKPpcBAABQD/JXbk2GmyV97/+zd97hUVXpH/+chBR6CUUQQWVFUUAFRUSaiq6Ca8eCXde2dlwb/tx1XV1FXfvaF8sKuNhXUVRAqggKIqAgKB2pgZAA6Tm/PyYTJsntZWaSeT/PM08m95577knm3jv3vu95v1+gB5EEwrVKqf2AkVrrFVYbKqUyiUgw/Q1oA1V38J9rrWeHN2RBEIJmd6m19r1ZsNZMjkmMqb1hJcdU8zP4+/F/p13jdrzz0zukp6XTp0MfHv36UcNtwwhGBp2E2LRrE0e/cjTr89cD8OGyD/lw2YdMvnQyjTLMLYvMgkdKKXIa5ZDTKMfzmFzJMTmsshDiR1FZkaV0jBlDl/v3gLDjosUwrgeoE0KshJDAqhAwdhMM8ou9JyFMr+U+pZYc7VsqIQRBEARBEIR6QFJXQujIXfdwIJe9SYShwDKl1BylVLQyIvoEcKVS6jml1CRgG/A80DamzTrgkrgMXhCEwNhTusdyvdksQ5FjChYzmaQ0lVbrM1BKcdMxNzHjihl8ddlXXH/09ab9xgZ3gkpIBGFMXVxWzKRfJvHIrEc48c0TqxIQUeasn8OkXyZ56tuRjnhA1QqZ6Zm1jMNFjinx7CrZ5SkQf9esEAZjwJ0Op2uIMbWQLNhNMPCVhPBxvPpNVEjVkCAIgiAIglAfSPZKCLTWK5RSfwA+IpJQ0EQSCn0qX1EUcGGN34lpvw44TWttLhYrCEJSYpuEMKuEEDmmQDELhKQ7sOuxCsLE9htE8gD8V0LsLNrJ6W+fzow1MyzbffHrF5zd7WzT9WEGrpz2bWRKLXJMiWdXyS7X23TfDAPXhjAYAwatgeUrN8GAcPqXY00IGrskxPbC7YHvMy6eEHKuCIIgCIIgCPWApK6EiKK1ngscDnwOtaIyOuZVczmV7T8HjtJahyxgIAhCGOwusZFjMvOEMJFjkkoIb5jJMdWcZe+2TWwwPShDab/9vPDdC7YJCIDXF75uud5Kjskr0T6dBqaMpJjiISEiWGN3XTPiwsUhDMSCw6YsCq1vqYQQgsYuCbE8d7nnRLefRIBvTwg5VwRBEARBEIR6QJ1IQgBorTdrrU8FjgUmAPlEEgxmr0LgE2CQ1vpUrfXWhAxcEATf2FVCmAW4sxtkGy4vKivyPaZUxEyOKdaU2gyrIEwyVkJ8uOxDR+0OyjnIU/++5JhcGlMbVUKYIcGu+DF/43zX2/TZEMJALGi/dL1tG68BVpndLQSNE7+nySsnB7rPuHhCyLkiCIIgCIIg1AOSXo6pJpVVEReoyFNvD6AbkAO0APYQ8YJYBczTWst0Z0GoB3g1pm6S2cRwuRcZFMG8EsKJHJNlJURMgGXuhrnuB2aA30ST03H8rtXvLNcnUkc8imElhMgxJZwrPrrC3QYaem0MZyxm7PPzBtAaQpCckYSXEDROkhBTV01lWNdhrvtO5LVcrsuCIAiCIAhCfaDOJSGiVJpWL6p8CYJQj/FqTC1JiGAx9YRwUgnhwBNid8luznj7DG+Dq4GpAanWUFAAJSWQmQlNm9YKsLo5PtxUGcQSVzkmI08IMaZOKIWlha7NZpsWQ6s4F3E1LCiEXbsi54kJno2pJbAqBESFruCFb1/gxs9utG27cPPCQPft5FruV45JjKkFQRAEQRCE+kCdTUIIgpA62HpCSCVEXDCTYwrKE2L6muneBmZAXlHe3l8WL4bx42HePFiwAHbs2LuuZUvo1Qv69IERI6B7d1bnrXa8HzvvCVNPCB9yTFV9O5VjMqiEEBLLjqId9o1qkGl8+oVPcbFlEsIrkvASguKGiTfw4vwXHbVt27itp334uZb7Rc4VQRAEQRAEoT4gSQhBEJIeqYRIDswCIX4D6tFZnv+Y+Q9vAzMgrygPJk6E0aNh5kzzhjt2wJQpkdfDD8OAAZRcdrLj/dh5T4QRPHLbp2ElhMgxJRQv16AS+4KjcMjKCqVbOdaEINi6eysvzX/JcfummcEn1OwQOSZBEARBEARBkCSEIAh1APGESA5MZ4I6kJpw4gnhRNbJCa32wN3PL4LvTnO/8cyZ9Jo5k7d6wM2nwvZG1s29Gmk7kvAwk0xyK8dk5AkhckwJpaC4wPU2f/gZNMRh3vVeihpnk93E+DoaxbMxtRxrQgBMWz3NVZDeq7SRaRI+BL8Up/sWBEEQBEEQhLqEvYaGIAhCgrEzGZZKiPhgFrxxIsfkxBPCq79CLD02waIXYOh3O331c9HiSD/dN1u3s62E8DGD1W72rGM5JheVEEJ8KChxnoRIL4enPoOxH8Q3AQGQUVRiXUnkA5ndLQSBG/k8MJcVtMPXtdzn9VbOFUEQBEEQBKE+kNSVEEqpvwTcZRmws/K1BligtbaeYi0IQsKxTUJIJURc8CPH5MQTIrtBtreBVdJjE0x7PTjz3n0LYPprMOgKWNLOuI2tJ4SP/5nbPs1w4wkhwS7/LN68mCe+eYKftv7Ecfsdx70D7iWnUU61Nk4rIbJLYdx7cNayMEZqT3p5BZx0Erz1FgwfbtjGszG1zO4WAqBdE5OLswlBmzzHwxNCjKkFQRAEQRCE+kBSJyGA+yHUiEiFUmox8G/gP1rr/BD3JQiCR+ySEKUVpYbLzbSfJQnhDT9yTE48IfwYKLfaA5+NDS4BUdVvEUx6C3pebyzNZFcJYYaf/5lrOSajSgiRYwqFpVuXMuj1QVXG0/M2zGPqqqnMvnI2jTMbV7VzUgnRvBA+ehsGrQltuM4oKYHzz4ddu+CKKwLrVgKrQhCUlht//5tRXuGxEsLHtdG3J4RclwVBEARBEIR6QF2SY1ImLy9to7+nA0cAzwC/KKXOCmXkgiD4wm62uVlSQSohgsWXMbUDOSY/lRDPfhqpXAiDfQvgmc+M19l5QoRZWRCGHJNUQvjj9YWvVyUgovyw+QemrJpSbZldJUSzIpj8ZhIkIKJoDVddBa+/HlyXcqwJAVBYVuiqfeCVEPHwhJBzRRAEQRAEQagH1IUkRGwCQce8aq6vmWzQBu1rJiOi6xTQGnhXKTUy+D9BEAQ/2FVCmAX0zJIQeUV5vseUioRlTF2VhEj3loQYuhxGLPG0qWMuWhzZT03ClGMKqlrBT4WJ4I5Hv37UcPldk++q9rtVJUSjEpg4Fo7aGOjQ/KM1XHklTJhQbbEYUwuJpLA0PkmIhHpCyLkiCIIgCIIg1AOSXY7p+MqfbYFHgP2JJAwqgGnA18BSIA8oBpoBHYhUNwwD9qncvgJ4EZgANAFaAT2BEyvbxiYpHlVKLdVam8x7FQQh3tglIZplNTNc3rZxW8PluYW55Bfnm24nGGMWCHFiTJ2elm66LmoU6rUS4q5ZnjZzzZ2z4dOu1ZclQo4pisgx1R2Wbatu6mBVCdE5Dw7ONe9rZxZ81x5OXB3Q4NygNVxyCbRvDwMG+OtKZncLAWB3f1ATr8bUZvitBHSCnCuCIAiCIAhCfSCpkxBa6+lKqUOBN4GORJIEbwGjtNbrrbZVSqUB5wKPAfsB1wElWuvbarQbALwCdCWSjEgDHgUkCSEISYJVkKFRRiMG7z/YcN1BOQeZbrcidwW9O/T2O7SUwmwGqZMAS7qySEJUeE9CdN8MA9e63swTg9bAYZvhxxgf1ETIMVV5QjiVYzKohBA5pvhSM1FnVQmxtC0Mujwix9ShhnLcxiZwysWwvhkseiEcCbINTeHNnnDPbJMGJSVwxhkwZw4cfLAYUwsJJV5yTKZVbXGQYxL/FEEQBEEQBKE+kNRyTEqpVsDnRJIIAH/SWl9ql4AA0FpXaK0nAEcBPxBJYNyslLqnRruZQB/gx5jFhyqlhgbxNwiC4B+rJMTIviPJapBluK5js46mge3luQbaOoIlfuSYrCoh/HhCXLjY9Sa+uLCG7JNdJURSyDG5qIQQwqFBWvU5H3aeEEvbwsArYE3zvctWtoB+V8GifSIm6adcDNu926gYsj070u+ok2DUCRYNd+yAU0+F7ds970sSXkIQuJVj8mpM7QeRYxIEQRAEQRCEJE9CAA8B+xKpUBijtX7RbQda663AcKCISCLifqVU5xpt8oFLKtdH7/RP8jFuQRACxCwJ0bdjXx44/gHT7dJUGge0OMBw3ebdmwMZW6qwZMsSrvjoCsN1vishKuUxnMg61aTPBteb+KLm/uw8IcyIqxyTC08ICXaFQ60khEUlRJRfc2DAFbC8FaxvCideBqtb7l2/pB0MuiJSuRAEG5pG+ltSWenz8ED4+o+/N99g1aqINFNFsDPLBcENbuWYgvaEiEdCVxJ2giAIgiAIQn0gaZMQSqnGwGUxix722pfW+hfgncpfGwBXG7RZCExlr3H1cV73JwhCsJgFGW44+gbbQG3jzMaGy0vLS32PK1X4dsO39Hihh+l6pwF1s2BNdGaq6+CQhl5xNu/t/RvExoNsKyGSQY7JqBJC5JjiipckBMC6FpGKiBNqJCCiLGkHPa+HseanpyM+PbolPa/fm4CIMveKk+HqWrdMMRt+StunXva0TznWhCBItByTE3x7QkjCThAEQRAEQagHJG0SAhgAZBMJ96zTWq/02d/UmPdmVQ5TKn8qoL3P/QmCEBBmSQgn8j2Z6ZmGy70aCqcahaWF9Hm1j2UbpwEWM0mmaCWE2+BQ02Jo5W4SrG9aFUGTmEOnrKLMctxJIcdk5AkhxtRxpWYlkJ0cUyybm8KK1ubrtzeCi8+BW2/8HQwc6G5gAwfCxImMurIT2xsZrFcKnn8+Ir1kQtvHXuD3K9ztFuRYSwRr8tZw39T7OO+d83j868frxfeg2yRE4MbUcfCEkISdIAiCIAiCUB9IZmPqrjHvg9BN2VL5UwFmbrW/xrxvFcA+BUEIAElCJI5pq6fZtnEqo5Su0imjrNZyr5UQmfGX9gYgqwx2xdiQlJSXuPazCCJw5TQw1SjDKLosxBOvlRBumHRwOjw7HZYsgfHjYd48mD8/4t8QpWVL6N0b+vSBCy+E7t0jy18cZdinUgoaNIAJE6BvX/jxx9pttOaND6HH9bC1ifPxSmA1vqzduZb+r/VnfX7EVu2dn97hk+WfMOXSKZaePclOouWYnCCeEIIgCIIgCIKQ3EmI2EfZ5qatnNMs5r2xPgvsjHmfzP8bQUgZtNaShEgQCzctZOi4obbtnAZY0tPSwSBx4LUSoiRBcbPiGt8Ou0p2mR6LYQSu3MoxNc+q/RUqckzxJSM9o9rv+cX5ge+jqs/u3eGhhyLvtYZdu6C4GLKyoEmTSHVDDWw/9yZN4P334aijoKB2AqXdbnjlYzjzAnCqPCOB1fjy4ncvViUgokxfM50pq6ZwcpeTEzQq/yTamDoenhBeEyeCIAiCIAiCkEwksxzTtsqfCjhAKdXCZ39HxbzPNWkTO110t8/9CYIQAFZyN5KECI9dJbs44Y0THLV1LMdkYk4dDQq5lckoyILt7goQfLM9G3bVOKS2F2533Y8fOSa3NM82SEKIHFNcqXns7//rdk77Odh9GCY2lIKmTaF168hPPzOyu3aF1183XX3Gz/DHBc67k4RXfHl5vrF3x12T74rzSIIl0Z4QjjyR/HpCyLkiCIIgCIIg1AOSOQmxqvKnJlKVcKXXjpRSTYARlX3pmL5rsm/MPoOQgBIEwSdWUguShAiPySsns6Noh31DXFZCGOC1EgIFC+Ls3jO/A7VmeufuMctr+wtc2fXpNDDVIrt2Dj8eOubCXqrJMRUW8tz4nXw8Hl75CJoU7111c5+bPe9jd+nuwJNItYKnZ58NI0eatn9qEhzoMCcnCa/4kltofJ1auGlhnEcSLPGSY/KDyDEJgiAIgiAIQnInIWYA0Zp/BdyvlDrSY1/PEzGajj4FfGLSrnfM+19N2giCEEckCZEYHpr5kOO2QVVCeAkOzdvXvk2QGO1v255ttRdWEqock8O+jeSYzJAZt+EQm4SouHcU3bZG/s9//B4WvQADVkfWnd3tbCZfMtnzftzOCo/iKsj5j39Az56GqxqXwksfg5PDSCRmhCAoq6jtM2SFV2Nqs2tjPOSY5LosCIIgCIIg1AeSNgmhtS4G3iSSONBEPCKmKqUudtqHUqq9UuoD4CL2PhIXVvZbs20acErMovkehy4IQoDsKd1juq5hg4a225smISokCWGFG51tx8bUQVdCAON7uN7EF+O7115mNsPYinjKMWU1yKq1TOSYgqOsooy56+fy1qK3TNtUJSGmTUM99XS1dQfkwbTX4dEvoEl6Q/p36u95LFbXSy8YJsKysmDs2MhPA4asgtMdSE1JYFUIgtLyUlftE1IJ4VeOSa7LgiAIgiAIQj0gaZMQldwLbKp8r4kYVL+hlFqilBqllBqslGqnlMpWSqUppZoppQ5RSl2olBoLrABOJ5LIiCYz7tdabzDY10lAO/YmK6aF+HcJguCQXSW7TNc1yWxiui5KZppUQnjBLGFghGM5phAqIZa0gxmdXG/miemd4cd2tZcnTI7JR2BKjKn989r3r3HA0weQ8fcM+v67L5d8cIlp2wZpDSA/Hy67DGXwuaUBnfMgMyO7lom1G3aXeLOzcv25d+8Oo0fXWlyQCTeeCp90dbBPCawmDXX5syitcJeECNyYOg7SdlI1JAiCIAiCINQHGtg3SRxa63yl1KnAl0AOkQSBAg4F/u6gi2jiIbrdq1rrx03a3hOzzTZguo+hC4IQEL6TECLH5AmzhIERjuWYQqiEABjdHwaO87Spu/0cZ7zcqhIiDDmmIPoW/PHuT+9y5f+cW1U1SGsA994La9cart/YBK4/DWamNyBNpaFQnj7fwCshrM7tm26Cd9+FWbMA+Lgr/GkYrHeo/iXHb/JQoStcXfOTCbdyTF6+Z/wmaXx7Qsi5IgiCIAiCINQDkr0SAq31D8AgYCG1kwpWL2LalQL3aa2vtdjVZcABla8eWsu0I0FIBsySEApFwwwfckyShLAk2SshYqW4Pu0K4wxkkoJkbA/4zGR2t1UlhBl+5DmCCEiJHJM/Xl/4uqv2R6wugn/9y3T9VafD9kZ7z5FqRtYu2F3qsRLCy+eelgYvv0zpvu05/1w4/ULnCQiQwGoyUZdn2idajikunhByXRaEuFGhK1i2bRnbC7cneiiCIAiCUO9I+iQEgNZ6KdAHuAX4BWrd8euYVxQFlABvA0dqrS1dVrXWa2JemwMbvCAIvjBLQjTObOzIi0CSEN5ItkqIP82D/mv2/t66Uetq628aChuaOhqGazY0hZtPNV+fW5gLpaVgECjyI8dklyhwEpi6utfVrvYvgWFnTFwx0XHbBuVw739WGx4fAC/13pvgip4jXiWZopUQFbqCDfkbwg9eduvGr99+zoTu1L4zs0ECq8lDnU5CuJVj8mBM7fe66NsTQq7LghAX5m2Yx++e+R3d/tWNnEdzuO6T6ygqK0r0sARBEASh3lAnkhAAWutyrfWzWuuDgX7AncAEYDbwE/ArsICIdNPTRMyoO2qtR1QmMQRBqIOYJSGcSDGBJCG84tRsGsKvhDhlBTz7KUx9A679FtDQpnGbam22N4JTLobt2Y6H7Yjt2ZX9NjJvM+2792DIEHjiiVrrEinHlJWexVVHXmXcdxxm7woRbv8aumwwNnpf2wz+fPLe331XQpTsZuyisbR+tDUdn+zIfk/ux4fLPvTUFzhMlmUYX2PtkMBq8lCXkxDxkGOyIh6eEJKwE4Tw2VO6h2HjhrEqb1XVspfmv8Qzc59J4KgEQRAEoX6R1J4QZmitvwG+SfQ4BEEIn7CSEFNXTWXOujkcu9+xnsdWn3Ejx+Q0YWFXCWFkGNohH956P5IxT6uAFydCr43wwZ9q674saQeDroBJb8G+BY6Hb8qGppEExBIDM+ooh22Gj8cDeTNg5kzo1g2GDrXtO2w5ppO7nMzdx93NMR2Pcde3BLsMKS0vZdrqaews3sn+LfZ3vF2XXPirhcPU9afBrqy9v0fPJbPrlh1TV03l8Tl7ra82FGxg+DvDWXjtQg5re5jpdolICMixljzU5SSEWzkmL8bUVseqk2u530RFXf58BKGuMHvtbLbt2VZr+V2T76Lffv3o36l/AkYlCIIgCPWLOlMJIQhCahJWEgLg92/9ni27t3gaV33HVSWEUzkml5UQqgLe/AByakwiv2YBPDl6IfsYJBqWtIOe10c8HPwwtkekH6sExLCfYc6/4YC8ygVaw8UXVzMfToQc05VHXMnnF3/O8Qccb963yDE5ZsvuLfR+uTcnv3Uyw98ZztGvHO1sQw3PT4SGJhO1/3tYxM8klmiiLqdhjqexvjj/xVrLyirKPFdDhFkxI8da8lCXg9xu5ZgS8beKHJMgJD+Ltyw2XTfgtQF8+euXcRyNIAiCINRPJAkhCEJSE2YSoqCkgMkrJ3saV32nuKzYcVvHckx2nhBUDw6NnAMnrjLaAg5ZsYN+64zXbW8EF58Dw0bAskMtsghGDBzIu49dwcXnWEsw3TIH/jcemtZU9dqxA84/P+IRQbjBI7O+g0hwCHu5e/LdlsEJM85cBievNF6XlwW3nFJ7eTRR166Jy+O2ErPr5d9n/N1yOz+fu9dZ3nKsJQ91OQlhJsd0xsFnGC738rdaXcdFjkkQ6gd259nJb53M3PVz4zQaQRAEQaifSBJCEISkJswkBMDNn93sekypQNTg1glhVEIcvhH+McW8r8/OOZz3D7Xe36dd4aEHT4LFi2HUqIhvQ8uW1Ru1bBlZPmpUpN306fza92Dbv2VbI4sv0G++ifRngR8JD7vEhvg9BMvHyz92vU12KTzxufn6O06GzQZG6tFEXbvG3pIQZhSXO08qxhJYgFXDoFWRn3sXSWA1WajLSQgzOabsBsYGQV6Mqf3i9zySc0UQwqdplsGXcg1OfutkcvfkxmE0giAIglA/qZOeEIIgpA67S3cbLm+c0djR9nZJCDfeB6lEYZmxka4RgVVCVAbCGpTDax9BpklcbE5HmHzFIPjuB9t9VugK6N4dHnooskBr2LULioshKwuaNIEa4zcL+HRp2YVfd/wKwNjDoccWuGu2yY4ffxxOPDEUOaaqcYYwe12CXdXZU7rHUCPajtu/jpHpqsHuILhysAAAIABJREFUY47k30d+b7gumqgL+nOwuw76MlC3OU77rYVHv4Tj1kWqk6ISVDK7O3moq0mICl1heuxmNcgyXO6pEsKnJ4Rf5FwRhPBxYnKfX5zPlFVTOO+w8+IwIkEQBEGof9TpSgilVJZSqp1SqpPbV6LHLgiCM8xm5DfKsNDKicEu+JaRluF6TKmAm0oIx8bUDishbpsDR24y7qMgEy4+G3ru28vRPmsFb5SCpk2hdevIT4NgvFmQqm3jttV+v/cEmGH1bXLVVWTvKnI0TjdUeUKIHFPorNphogdmQcedMGqmycq0NNY9dBfa5JSJnkutG7Z2vV8rah678aDbFvhwPMweE0lAADwyOWIwD3U38F0fqaufhZUpdWaa8Xe/J2Nqn0lBv4mKuvr5CEJdwkkSAuDWSbeGPBJBEARBqL/UqSSEUuoQpdQjSqkZSqkCYA/wG7DK5ctEpVkQhGSjqMw4iNuwQUNH29smIdIlCWHE7hLjChQjHMsxOaiE6JILf5tm3seNQ2FlKxhy4BDaNGpju08vwRuzbdJUGm+c+UbV7+XpcOG5sNUsH/bbb5z/gnE0Ogg5JtMqCx99C3vZWLCR7i90d73dY19AI7NYxnXXsbvb70y3jZ4j/Tv1d71fK7wmIbwGT2/6Bha/AGf8XH15jy1w8aLIe6m6SR7q6mdhZUptJscUdEA/Lp4QdfTzEYS6hNMEpTw3CIIgCIJ36kQSQinVWin1AfAjcAdwHNAYUD5egiDUAcySEGYBhprYPSxIJURttNbkF+c7bu9YjsmuEqKinJc/hoYmAdwPDoE3D4+8z26QzRO/f8K0zyhBSm8opdi/xf7Vlv3WDC45y7yvPtNXcM6ProcQ2V8Cvqok2LWXkV+MdL3NgNVwgdnn3bIlPPCA5TEZPZ6HHjTU9b6tsJOvC1raa3YnSDfp8u9TIatUqm6Sibo6095q5nK85Jic4NsTQs4VQQgdp5UQDdJEzVoQBEEQvJL0SQilVBfgB+B09iYPoj91zCsWbfASBKEO4jcJIZUQ7tlduttVMDqoSoi+s9dywmrjbXdmwQ1Dqbr6Z6RncHHPi/nmj9/w10F/Nd2nl6C6VSVETsOcWss/PwiePsa8vxc/gbY1/NX9BKVEjik+vL3kbVft0yrgmc8sGjz4IOTkWBrjRs+Rlg1bWibYmmc1dzW2MI2pjY6lBR1gvEkRSad8uOFbSXglE3U1CWElx5SVbpyECNqY2lHlmc+EstG5UlhayI9bfnQcOBUEwRqn55Ld5BdBEARBEMxJ6iSEUiob+AhoH7NYA98A46le1fAF8Hblz9+oXfGwDHij8vVmqAMXBCEwQk9CSCVELdxUQUBAlRC7d3PJfxaZbnvHSbCx2d7fo5/bUR2O4v7B93PD0TcYbhe0HFPTrKaG6+45EUq6HGC4rnUhPDWp+rJklWOSwLB3LvkBjthsvG5Vp2ZwzTWAteRD7Dly6kGnmrbbp8k+rsZmdh2N4udzNxvL/50AJSZ3mffOgIa7SzzvU3CH3XUw7CREaXkp01dP5/uN3wcaNLeSYwq0EsLi/HDy/Wd3/tnuv8a1fvSs0eQ8mkP3F7rTanQrPlj6ga/+BUGQSghBEARBiAdJnYQArgYOZW8lw3zgEK11P631RZXLouse1VqP0FqforXeDzgYeAYoI5KM6Aqs11pfobW+In5/giAIfigsKzRcHlQSQh4mauM6CRFEJcTo0bTebvxZT+8Mr9bwoa75uZmZY3uZ2W9aYYCiSWYTw3WFmbD6mb9BmvE4LlwCv1/heihCHSG7FB6car7+lcu6Q4PIMWs1Ezv2OLZKVgSdhDDDybndONNY6mllK3jxKONtWhXBqZ/JCREv7IJrYSYhFm1eROenOjP4jcH0erkX/cf0Z33++kD6tpRjMquE8GBM7Re/1Rexn8//fv4fd0+5u+reqKCkgHPfOZcVuXI+CYIfnJ6n8twgCIIgCN5J9iTELUSSDIpIdcMQrfUvTjbUWq/QWt8KHAOsJfK3jlJKPRrWYAVBCB5TY+oMMaYOC7dJCLMEQE3MKiGa/bYdHnvMcF2ZguuHga6xi5oPgWbB0qArIay09bd2PxDuucd0/QsToWHl5O8gJJNEjil5yNkDP7c2XjfhUFjcrVXV71ZB0NhzyWqWd+CVED4/d7PxPDgQCkwuwX+Y+AtzFn/GJR9cwolvnsjDMx+2lNcRvGMXeA8rCaG15sy3z2Tjro1Vy+ZumMudX94ZSP+Wckxx8oRwkqjze37FXus/WvZRrfUVuoK3Fr3lax9C/UGuo95wWgkhzw2CIAiC4J2kTUIopToBB1b+qoG/a613uu1Ha70QGALsJJLMuF0pdWJgAxUEIVREjin+hCbHZFIJMfSVaVBk/Dk/1weWtrXfp1kiJOgkRGZ6pmkyZXfpbvjLX6C7sRj+AXnwl+mR934kk6KIHFPysKE5DLkUTrkIFsUcryVpcM+Q6p+V2WzLNJVW7XOxCoi0a9zO1fj8ysHYccURxgWmW5vAE8cab9NkdymTb/kDby16i6mrpjJq6igueO+CEEeZuiSqEmLF9hWsyltVa/n4JePJK8rz3b+lHJNJJUQi/C/8Xldjrx9jFo4xbPPAjAd87UOo+4z5fgxdnulCo3804oQ3TpDqGJeIJ4QgCIIghE/SJiGAoyt/Rp/I37Fpbxp1qayeeDBm0d98jEsQhDgixtTxJzQ5JoMHt+PWwBGzjB+UtzaCvw12NgZTOSYPwR/T4L5SKKVM5Wd2leyCzEx46SXTvv/8NfTY5HpI1ccXQKIgGSsh/rvkv5w74VzOe+c83v3p3YSNAzz+H1TEpPzI6+DyM2B9U3j+6IgsUWzg0ywIWvP8sAqItGncxtXQisvCM6YGuOrIq0yvyU/2hTzjeDA3fV1O8xgVtveXvi+BsxCwkxkJKzC/Om+16bpZa2f57t9SjsmkEsKLNJJfT4ggKyEEwYgPln7AVf+7ipU7VlJWUcZXq7/ihDdPiNyXCI5wKtUmckyCIAiC4J1kTkLEzn1dp7XeYdPeTpvldaCcSLLiWKVURx9jEwQhTkglRPzZWeSu6MxzJYSGRyabt/+/EyDPmeqW6RiCroQATH0hdpfsjrzp1w+uvdawTQMNL30CaQ5iSmHKMSUbT8x5ggveu4D3lr7HOz+9w/B3hvOvef9K2Hj8BP0q0uCNI+Ggm+Evx1cuizmmzAIdNc8PqwBro4xGrsYUpjE1QJdWXfjqsq/ot1+/WpJlOxvCkybVEC2K4bZvqi97eu7TvsYi1CZRlRBW39Nfr/vad/+WckwBVkIkOokgMnmCHa8tfK3WsvX565mxZkYCRlM3EWNqQUhepq+ezjGvHkO7x9tx9n/PZunWpWws2MjIz0ei/qZQf1MMGzeMJVuWJHqogiDYkMxJiBaVPzWw1aRN7FO1uVA3oLXOBWJrwvt6H5ogCPGisDRcY2qphKhNQUmBq/ZeKyFOWw791xm3/X6f2mbUVgRpTG2XhDDzhfhx6497f3nkEWhnLJlz7HoYMH217TgSIce0u3Q3P275Ma6SJRW6godnPVxr+cOzHk5Y8C2I/RZlQEHlZSo2CGklxxRL333Nb1OcXv+iFJcXe/qbnJ7bAH079mX2lbMpuKeAS3peUm3dU31hh8mQb/0GWsRc5pduW+p6nII1iUpCWB1zD8962HOFThRLOaYAPSGsiIcnRCIkpIS6xcfLPzZc/szcZ+I8krqLJCEEIflYnrucE944gcFvDGbehnls2b2FD5Z9wKHPH0qHJzrw5DdPVrX9dMWnHDfmONbuXJvAEQuCYEcyJyFKYt6b3RXks1eGaV8HfebGvN/Py6AEQYgvYVdCyMNEbZyWpEdxbEwdM9M7rQL+McW87cjfR2aUG3Fyl5NrLQvSmNq0wqByH2ZyTKNnj6bvq33ZsnsLtGgBT5vP6D7/re+hwF2yx258VeP0YUwN0P2F7hzz6jFs3rXZ9di88O2Gb9m2Z1ut5RsKNvDT1p/iMoaaBB30c1QJUSNJd3Xvqw3bXdLzEtdJCIgkIswIMtmjlKo1vvxsc2+I5sVw25y9v4ftX5GKJMqY2q7fg587mJU7Vnru3ypoaHaOuP1+gwDkmPxWQogck+ARt/KaqYxTqTZ5bhCE+PDztp/pP6Y/X63+yvE2+cX5jF00NsRRCYLgl2ROQsTKLzU3abMl5v3BDvpsEfPeociHIAiJoryi3HSmY8MGzk5hSUK4x21AyrEcU0yQdcRi6LHFuN2kLjDtAON1DdIacMsxt9RaHi9jarCWwpm7YS4Xvndh5JfzzmNRL2PlvxZ5RfDgg4brotjNsPUTmLL7zL777TtunnSz5/7dsKPIXG0xUQGUoIN+1ZIQJoGOmnJM3Vp3Y/ihw6sta57VnFv73ur4+heLl+C+V2kvowDw08fAdpPcyU3zoGnl8PzOjhdqk6hKCLt+1+xcQ/fnu3vu30qOyey7PyHG1H7lnESOSbCgpLzEdF1Oo5w4jqRuI5UQgpBcvPjdi2zdYyaIYs6oqaNCGI0gCEGRzEmInyt/KqCDSZtFMW0GWXWmlGoDHARVkQV3oucJQCk1Ximla7xWJ3pcghAvrGbuiidEeLgNwDqWY4oJspYr2GwionfPkBrbqXQGdBrAuYeey6cjPmXoQUNrbROkMbVdEsLO6HHa6mlsL9wOSjHuj30oMfumnTYNypw99MZS5QnhQ47JCRN+nJCyAeGgA5Wxn5XTSgilFOPOGcezpz7LWYecxa3H3MqsK2fRq30vT5UQVkmIoJMuzbNqzx0pyIZ/9jNu37IIrp0feW913Re8YTfDN6wgt5PzqLCskNe+r61n7wSzSQppKs00UOjJmNri/xPU9daKCl3By/Nf5sy3zwx9X0LdY3vhdtN1OQ0lCeEUSUIIQnLx1NynEj0EQRBCIJmTEEvYmzBoamIkHWtneJBS6iSL/u4k8vdGnxZ+8T/E8FBK/QG4INHjEIREYhU0E0+I8AirEiI2UTC+J3S5Ge47HvJjPqLx3WFh++rb/WXQX5hxxQzeGf4OJ3UxvswHaUxtGtyv3EeXll0st6/QFSzdGtG139yhWS1T3q2NYMx1x8DXX0MD84dZs78pbDmmWH4r+M1Ru7BIlMm2l6DsZYdfRu/2vQ3XxR6HZsdkLeN2IsGOG/vcyPvnv8+TpzxJ97aRWeNekhBVxulx4ICWxqVMz/Yx94YYOQeySkWOKQwSVQnhNOB/5f+u9NR/7p5cw+UZaRm1knqxxLuywG+Sb+m2pVz7ybV89PNHAY1IqE/8uv1X03WtGraK40jqNiLHJAiCIAjhk7RJCK31TuCHmEVGlQ4TgHIiyQoFvKGU6hPbQCmVppS6AxjJ3qRGETAz8EEHhFKqOfBCoschCInGKhhlZjpZE6mEcI/bAI1XY+rdWfDgIDjwFniiL+zKiCQlauLEcyKeckw92/W07SM2eP7gQNjYBMoUPHUMdL0Jpv/+YEg3D5JBYuWYohh5NcSThBlTW/xvT1kBj30OOTVi+lcdeRV/6PoHw22cyDE59VYBaJjhXo5pd6n7JITXWd4HtjzQcHlBNjzXx3AV7XfB5QtFjikMktUTIpYN+Rtc9//1uq8NlzfJbGJ5Prn9e317QsTpOiYJvNRDa03/1/qbrpckhHOkEkIQBEEQwidpkxCVfBHzfljNlVrrLcB/iCQgNLAPMEcpNV8pNU4p9S6wFniksk203ata6z1hD94Hj7HXaDt+UxcFIcmw0rnNSneWhLBLMkgSojZuAzSOjalNZqbmNobbT4F9b4dfDZQD/CQhvAR/7JIQF3S3L1KLzjrXWrMrCy49C3peD7edCnkN/Ul4xEuOCWDz7vDNqa3G6zQoEDRmx4CqgEcmw5/nwKqn4f6voFlR5DrSb79+jmTBnMoxWdEks4njtlF+2W5eABp0kLRT806m6545BvaYxHDunA1lJRJIDZpk9YSIpbCs0HX/3238znB57w69Lb833Eoy+fZ0iJOx9J7SZH60EcJg/sb5luvlHtc5koQQhOTB7/eu3eQLQRASR7InId6u/KmAM5VSrQ3a3AFEp09FKyKOBM4HziLiJxFNPgCsAP4vrAH7RSk1GPhj5a8VwN8SNxpBSCxWDwROHwLsZimmshyT1pon5jzBES8eQddnu3LP5HsoLS8Nz5jaQG4mlnwTmRYnwVmzQLYnOSaTgFF0H4e0PoS+Hfta9hH1jYj2NbkLLG3rbhzJIMe0adcmR+38YHWeJ8ofwOzhZ/hPcHhlXqZpCfx1Oqx6CtaW3EB6YZGjihynxtRWNM4wMVSx4JwJ55jOHDfDqxzW/i32p2MzY1P2bY3hZWPVKg7Mg6ELrD1XBPfUhSSEl+SpmT/PsR2PtTyfgvx7nYw7XpUQ8ZRcE5KD1xe+brk+Xgmw+oDToKWb72pBELyxZucaX9vnFhrLNQqCkHiSOgmhtV4I3EQk0XAf0MagTS4wmIjHQzTZEHvHFX2vgIXASVrrgvBG7R2lVEPgVfb6VjwLfJu4EQlCYgkiCWGHGwmU+sY/Zv6D27+4nR82/8CK7St4ZPYjXP3x1eEZU7uY6R2Lr0qIEIypAYYcMMSwTZSCEuuvmSC8DuIhx7SxYKPnfTjFquLJal2YGB0D6eXwwFe127Yqgn0efAqWLzdPHHkwprbCSyUEwHWfXGe4POhAVZpK47a+t5mu/2c/TA3bb5tWBBXhBMVTFbuZ/8mQhDAzmfbSf6uGrawrIVzOkPR7fkglhBAWS7cttVwf1rldH5FKCEFIHq795Fpf25tNUhAEIfEkffRNa/0vrfU/K1+Gd1pa61+B7sCtRMyqy9krv1QOzAauBfpordfFZ+Se+DsQdTxdSxJXbAhCPIhHEiJRmvOJpryinGfnPVtr+djFY137AARVCWGGkyREkMbUTpIQdkHgqkoIH5JJZm2CkGNymjhan7/eUTs/JGMSwihoeMkiONhkYpU+91w48khHlRBujKnNaJzpvhICYPGWxZYmpjXxI+018tiRvHTaS4br1jeHt0ysVX5toWHnTs/7FWpTFyohvEivmZ5LKt0yqRdoJUQSeUJIEiL1sDtvUvUe1wuOkxBKkhCCECa7S3bzxa9f2De0QK59gpC8JH0Swila61Kt9TNa6+OALKAt0A7I1loP0Fq/orVOjLi0A5RSRxNJokS5QWstKVwhpSkrL6VpUcQAtmkR1WqcAktCpGip+pqdawz1/ssqypi1dparvpwGKu1Mws2ItzG1aXA/JtjUNKupZR815Zi84LVawsl2Ts+f1TtXexqDG6wSDYkyKa55DGSWwV+nGbctV6AeeABwJgsWhDG1FzmmKD/n/lxrWVgPa9f0voZ7B9xruG50/4jmJET+h2N7QI/r4YwRQMuWoYwnVakLxtSl5cFVQqSptGCNqS3OD0dyTFIJIYSE3bmdqve4XnCahEhlGVdBiAff/Wbs9yQIQv2gXqbydeRpwd1U3gSilMoA/g1Ep229o7X+JIFDEoTEsXgxjB8P8+bRff635OftXbU9Gxa0h3n7QuYflkOvY3zvLlVnSljd4Ln1AXAaLD+83eGu+o2SbMbU4LwSwgxfxtSVQQU/wYX2Tds7ardqxyrP+3CKle9Dssgx/XEB7G8yOf/93o0Y3q0b4EwWbEP+BsM2buSYvCb0wFuw1w9mx/ry1jC2J+zOgMeOg5Wt4jqslCLVKiHskhBujan9EjdPiFLxhEg1isqKLNen6j2uF5xeF7xKiwqC4Iwtu7f47kMSsIKQvCRtEkIptQ/QJ2bRIq316gQNJ2zuAXpUvs8Dbk7gWAQhMUycCKNHw8yZVYtqXqBaFcGQVZEXvfvCgAFw990wdKjn3abaTcr2wu0Mf2c4U1dNNW3jVkfTNkkwcyZUVDCsj7fPyZEcU4DG1BXYJyGaZjqshHBQVVFFURE89xz8/vfQo0eockydmneybQORipkKXRGqd4rV7N2EGVPHXBcalsD/zTBuV5oGv9w4oup3u4qcbzd8y4MzHzRs40aOyY+niF3QKqj9OOnj0rPARz5OcEh9TUKYzQJPU2mW55Pl7HGtoaAASkogMxOaNrW8T3AkxySVEEJIbC/cbrlePCGcI54QgpAciJ+DINRvklmO6Wzgg5hXo8QOJxyUUocCsVoFd2mt3U1DFoS6TG4ujBgBp51WLQHhiJkzYdgwuOiiSD8eSLVZYld+dKVlAgJgZ7E7PXbLoLfWcNttMHgwLY4/ldH5x6BcPhPH25jaSXDfsSeEk/1XVMDYsXDIIXDHHXDnnZH9hSjH1CijEW0atbFtV1Jews6i8PT5l+cu55ZJt1juPxHEBm5unAftTZ6HPhrQhmuGP1L1u503iZXRXrxmV+YV5dVaFmaQ1DJgY3KoujUOFqyxSzwlQxIiSGPq9LR0y++NWsf74sUwahQMGQI5OdC8ObRpE/mZk0PTYWfx0GQ4rLaCoSPEE0IIC7vPPNUm2vhBkhCCkBwEUdWXas/3glCXSOZv0RbsfTzdqLX+KZGDCQOlVBoRGaaorsJM4JXEjUgQ4syiRXDqqfDbb/76GTcOpk2DSZOgRw/b5rGk0gPazqKdTFwxMfB+LYPeU6fC/PmR93PncudcOCMHHusH/zkcShx8CyWjMXVWgyzLPgpKCizXVyU0pk6NJB4WLNi7ctIkmDwZTGSHg5BjAujcojNb92y1bbe7dDctG4aj0T/8neGW6xNmTF358NKsCO6abdymPCuT096YQ3ajnKplVrJgeUV5fL/pe9N9ejVud8uOoh2O2/qRDYvSKMP9HJLCskLbRJ/gnLqQhIinHFPVdgYVmLXYsYOMr2YwChg1C2Z0gkf6w2ddI6vFE0JIJLZJCAnEOcZp8jte39WCkGpsLNjIvA3zeH3h64keiiAIIZLMSYjotGYNGAso131uBvpWvi8BrtEJuFtUSrUF7KfEVqdLGGMRUohFi2DwYNjhPCBmyW+/waBBMH16rUTEhd0vZPyS8YabpVKp+sJNCz0FeuywDMKMHl1r0cG58OrH8E1H+LGdff/xNqZ2koSw6zcaPLeUY5o5E0480biDu+5CPX665T78yDEBdG7e2ZH5W1iBrTV5a1i0eZFlm4QZU1cGDW+bAzmFxm3Sb7yJ9M7VvwqtjkO78vIwJa9iMZLvCPPWw0sSYk/pHklCBEhdSELE05hab9sG14yM+E+5ZOBaGDguYqR+86nOtnF6fmWkZXiqCIkiSYjUQmttO2M4lSba+CWM+2NBEJzx7k/vMuK9Eb6+A2ORa58gJC/JLMcUOzW6ccJGERJKqQOAWGHoh7XWyxI0nD8BS1y+PkrISIX6QW5upAIiqARElB074JRTakkzXX7E5aabpNIsMbvZ+V4xrYRYsAC+/NJw1ScHOUtAgLNZZ/Ewpo4N7ndpaZ2HdRQ8798f+vUzXrdgAd1mGBcA2v1NTmWcOjfv7Kjd7pJwzE6/Xve1bZtEyjG13AO3fWPSoEmTiB9NDay8SewCsm7lmI7f/3hX7aPsKHRRCRGAJ4TXJIQQHLbmtSE9rLuR1fLkCWFiJGuVhOixCdr2G+IpARHLRYth0QuQvXSFbVun/9/OLZxdk80I61otJCcl5SW23yupNNHGL06vQan03CAI8SC/OJ+L3784sASEIAjJTTInIeYDFUQkmTorpTJt2tc1XmZvcmUZ8I8EjkUQ4stNN/mXYDLjt9/g5ure7id3OZmMNGNtm1SaKbF1t730jhdMZ5w+9pjpNqP7B9B/DEEaU5sdE7Hj2K/5fvRs19O0j6pKCJO+FAqUsvwfHf/qFBoYxNiClGNyQhDarEY4SS4lzJhaa/78NTQ32/1tt0Hr1rUWW3mT2AUu3Eo8DN5/sKv2UQrLapd2hHkdbJzhfh6JJCGCpU5UQgTpCaGMPSF6bIJpr0P6Ro/mDjXYtwAOOOuKiKeEBU6Dlk4Tw2bIeZNaOPluloC5c+yuk1FS6blBEOLBF79+Efj9vlz7BCF5SdokhNb6N2Ba5a8NgWGJG02wKKWuAoZU/qqJyDAlZrqnIMSbiRN9z0C0Zdy4yH5iOPfQcw2bptJNysZdG0Pp1zABsHIlTJhg2P7rjjCrk/P+421M7USOCeCVP5hb+ERvpm2Pr3794MwzDVflrM/l8oXmmwYhx+SEsAJbTj7XRFVCsGULN881XlXevBmMHGm4zkqOKehKiD8d/Se6t+3uahuIfwDFdyXEunXw7bcBjii10FozZuEYyzbJkIQI2hOi5nWw1R74bCy0chZndEyDvHzDCsxYnJ5z+7fY39dYNhTUV/VawQgn380SMHeG1pql25Y6bisIQnBs2rUp0UMQBCGOJG0SopInY94/rJRy/ySbZCil2gOPxyx6VWtt4YgXF54Hurt8nZGQkQp1HwOPgFB49NFqv5rJiqTSA1pYN3mG/9t//hMqjANEjx4Hbvxuk8UToubf2WffPtxyzC2Gbe2C59X6evBBSDMe/1+nQXaNCcJByTG1bdzWUbuwJD6cBN0TlYRo+tTzNDGZmL3zpquhRQvDdVYG6XbXGreVEK0btWbmFe5vH9wEUIIwpm6c6b4SorC0EL7/Hi6+GA48EK66CiTw44k7v7yTBRsXWLZJhiRE2J4Qz34aqVwIBYMKTC90bNbR1/Zfrf7K9xiEuoOT72aRY3LGki1LEj0EQUhZ8oryAu8zlZ7vBaGukdRJCK31ROBfRMJVBwETK02U6zL/AqLRi03AnQkcCwBa6y1a6x/dvIBfEz1uoQ6yeHHEjDcezJgBS/Y+VJgF01JpRlNonhA1/7e5ufDaa4ZtS7t24X8Hu+vfkRyTRfDXLWbHhNE49mu2n2HbqCeEpRxTlMMOg0svNWzXsQBumFdjfAHJMTkNDoclx+Rk5nNCjKl/+40m//6P4aqtjSD/mstNN7XyJglDu7tFdgtuPeZWV9sYHTfJYkytKmDocjj0gpugVy8YOxZM158VAAAgAElEQVTKyiLfHSb+MoI52/Zs44lvnrBtlwxJCE+eECaeEzWTEEOXw4iwY4wGFZhRnJ5fzbKa+RrC6rzV4guRQjiqhEihe1w/OPGoiiLBTUEIll0luxy1u6PfHTww+AF6te9F5+adGdh5YMgjEwQhDJI6CQGgtb4JeISIbNFA4Cel1P1KqUMSOzL3KKWGA2fFLLpFax186lcQkpWwZZgs9hekXE9dJaxAU60EwEsvQWFt3XmAwltvRLv85vElxxSgMbXRPrIaZBm2rfKEcLr/+++HTGPro3tmQTMDCRG/ckxOtfrDkmNyor+cEE+Ihx8mrch4v6OPA5o2Md3UqiLH7ljwGjxs2bClp+2cEIQxtRtPiAPy4ONxkPPND7VX/vOfvseSakxcPtHRdb+uJiGcVkLcNct1196oUYEZxel9RtPMpvRo28PXEBLloyPEH5FjCo5te7Y5biuJHUEIlvzifEftmmU1475B9zH/mvmsvnU1/z33v6Zt5TwVhOQlqZMQSqmpSqmpQF8gl0hFRCvgPuBHpVSeUuoHpdTMaFuHrykJ+pNiHUgnaq2NBdMFob4yb559m5D2F+RM+bpKWDdk1YLeJSXw3HPGDdu3h4suct1/vI2pTeWYDPaRmW6cOLALBNU6Hjt3huuvN2ybUwh/jpmkF5QcU5NM82B6LGHNrDUySK5J3M/PtWvh5ZcNV21sAs8fbX08mlZcYV8J4fQhrCatGrZy1d7o+AkzUOWmEmJlK/jIbIrJF1/AUmea3UKERZsXOWo38vORDHlzCHdPvputu7cGtv+EGVOn7TWm7r4ZBq513bU3alRgRnH63ZuZnsmpvzvV1xAk8JI6iDF1cLhKQkhiRxACxen9b07DnGq/ByEZKghC/EnqJAQwGBhU+WpNpBpCE0lGKKAZ0APoF9PO7jW48pUIYkWkhymltN0LqCnw2tmg3RFx/BsEwRtawwJrXerAmT+/SkfcKjiYKoQV0K0WlH3nHdhoYoB9441kN27uun8nEhVBekKYHROGlRDpNpUQTuSYoowaBU2MEwMj50DbGtXKdV2OyUklRNyTEA89FEmkGfBwfyjMtH7osayEsPm8VuWtcj7OGFpmu6uEcHPcBPGA59aY+p/HWqx89ll/g0kxmmc7u96uylvFlFVTGD17NIPfGByYPnMyVEJcuNh1t/4wqPh0es5lpmdy36D7XCcWY0mliRWpjpNKCDkenLGt0HkSQhCEYHGahHAjv5RKz/eCUNdI9iSEGbrGSxCEZKegAHbsiO8+d+yAXZHIrakxdQrNEgvrhqzqf6s1PPmkcaPsbLj2WjLTMzliH3d50+ZZ9oG0IOW23MgxmVVCrN25lv5j+vPuT+8633HbtnD77YarGpfC/82IvK/yhPApx+Q0OJxIOaa4BlBWroQxYwxXrWsGL/eOvLeqhLBKQtj9LV6CsOBejsmwEiLE66BbY+rZneDbDiYr33gj/t8jdZiftv7kaZuPln0UyP7DNqYu1/aeEH02uO7WHwYVn07Prx7tetAkswmzr5ztefcSeEkN8ovzefOHN23byfHgjNw9uY7bptJzgyDEA6dJiMPaHlbt9yAkQwVBiD91IQmhAn4JgpAITGYXh05xRBZHKiFC9ISI/m9nzYpUnxhx6aWQEymj/eugvzqSWIrSIruFbZsg5bZM5ZgM9mHmCQEwe515IMn0xnnkyKr/U02u/Q7237H3Adi0ysLhTbnTzyA0OabSJJNjGjMmYoJswIMDoTgj8t7q/2uV7LT7WzLSMpyNswau5ZjcVEIE8IDXsEFDdxsoeOYYk3V79sC//+17TKnAgo0L+O+P5nrJVtz2+W2BjCHhlRAaepkU5oVGTAVmFCfnXLfW3TisTSTA0iCtgefdS4C0/rN251r6vtqXD5Z9YNtWjgdniByTICQOJ0kIJxPSYpFrnyAkL0mdhNBap4X0Sk/Qn3QGcJLL159r9LHZoM0vcRi7IPjDxHQ3dLIiQWLTJEQK3aSE5gkRDVQ+9ZR5o1tvrXp75iFnMvXSqVzS8xJH/TuRFAnSmNpsGzeVEHaYVis0awb33mu4KrMC/lZToC8OBF0J8d5P73H5h5dz//T7bdvGNQnxwAMwYQJ061Zt8aoW8FpM8Y5nOSabY/GGo29wPtYYurTs4mm7eJGels7h7Q53tc2Ew2CTWQHFc89BufEMeAGKy4o5+79n0ztauuOBHUXBVJskzBNCRTwhmhZDK/uCq2CJqcCMYnfuH9XhKD696NOq71I/SQiR36n/PDjjQZZuc+aPIwFzZ2zc5TxbmUrPDYIQD5wkIYy+F8UTQhDqJt7vcgXXaK2nu91GKVVzaliR1npyQEMShPjRtCm0bBlfKY2WLas09k1nKKfQA1qolRCrVsGHHxo3OOWUWoHdQfsPYtD+gxg9ZDT7P71/lYeCEU5mv8TDmNqNJ4Qvrr8+Imu1bl2tVRcvgk/XRyoT/MoxOSVIT4gHpj/AX6f91XH7uAbU0tJg+HA4+2w2vPQ4e+67m4O2wwODoDTmbsmLMbUTOaZzDj3H07DbNG7jqn28jakBRh47kss+vMxx+5IG8MLR8LdpBivXrIH//Q/OOiuw8dUnRs8e7WiGdDxIdCVEZqJyVcXFkXueSqzOr1W3rGL/FvtXW5auvM+VSqV7mlTllQWvOG4rSSl7cvfksj5/veP2co4JQrBYPQNGSU9z970o56kgJC9JXQkhCEI9Qino1Su+++zdO7JfgjUurquEdUOWptIihrEVJv/LmCqImrRv2p73z3vfsv8mmcZmzbXGYECgckwGAWbPlRBWMjfZ2XD//Yar0oA/fRgROfcrx+SUoJIQu0p28dDMh1xtk5DzMz2dvHNPo9sNMOJs+E/P6qut/r9W3iRW59/TpzxN/079PQ0XYFDnQY7bxtuYGuDSwy9lVP9RrrZ58SgoNnvmfPpp/4Oqp3z0czB+DkFg5tlghBdPCKskhFKKkkTVPWc5T053bNax1jK3wZZYUumeJhVxK48os/btmb/RREZUEIS44OS+1LASQjwhBKFOIkkIQRDiR58+CdufyDGFF5xouKcUXn3VeGW3bnDyyZbbD+s6jJ7tepqud3KTGaQxtdk2hpUQFp4QVtgGdy+9lNzObQ1XDVy0E77+2tN+vRCUHNOHyz50NNsplkQF1DSa8nQY3xPKa8QDwzCmvuxw51UCRpxx8BmO28bbmDrKVb2uctV+SxN4u7vJyunTYeFCIKKPfuOnN9LnlT5c9dFVrNqxyudI6zYb8uPtxGxOmJUQVn1HKyEKsmB7tqtu/ZORUUsuzOr8Mrpm+KqESKF7mlRk7c61rtrLbGB7VuetdtVezjFBiD9uvxflPBWE5EWSEIIgxI8LL0zY/kSOKbwbsv6Tl0NBgfHKW2+tqkaxomV2S19jiIcxdZCeELY0aMCsa04xX3/33WiTyhM3s9dPP/h02zZBGVOvyF3hepuEJSEszhWr/6/Vceg2EOmGq3pdRZ99nSV5Y695peWlTPhxApt3bzZsG+QsM7emgmBhUA3w7LNs27ON4984nn99+y++/e1bxiwcQ78x/VxJa9Q3nGgrxws35+93G78LrO/0tIgnBAoWtHfVrX9KS+HYY2HlyqpFVvcZRtcTP5UQqXRPk4qs2bnGVXsJxNlTVObOOEbOMUEIFifXKaPvRfGEEIS6iSQhBEGIHz16wIAB8dnXwIHQfe80WqmECCegm1YBJ3zyo/HKnBy4xJn59J/7/dlw+cldrKsoqsYRoDG1qRyTQUDWqyeEk+DuL4N6MK+DycqZM+mzeLvnvqOc+rtTbdsEJcfkJaCdqCSE1X49yTFp7blPJzTLasa0y6bx2hmvcddxd/Hu8Hdtja4rdAWXf3Q55797vq99uxmjWxZ0gF8PNYkijx3LpDn/YeWOldUWb9q1ibGLxnoZYp2nrKKMwrLCRA+jCjfn7xe/fsFHy5xLSZn13SEful88kvRfIxUx8/Z13GVwLFsGfftG/EuwSWoanPtiTC2YsW5nba8oK+R4sKe4rNhV+1R6bhCEZMHJ80oskiwUhOSlziUhlFK/U0rdoZT6n1JqhVIqVylVVvk6wWSb9kqpTpUvdw6OgiAEy113JWQ/UgkRzt96+s/QZrNJFcR110HDho76OX7/42nbuLb80EU9LnK0fZCeEGYPmEFWQjiavaMU9wwxX33mtE3e+67k6l5XM6LHCMs2QckxeSGRckxmeJVj8tqnUxpmNOTyIy7nkSGPcM6h55iWrkeP77nr5zJu8TjLPoOcZZaRnuFpuy9P62a8oriYjU88YLjq7il3e9pXXaeg2ORanCDcnr8jvxjpOMBn1HePTTD3FWgx81syzziLFoUwvoerIQTHSSdBp06A++9ekWMSzNhVsstV+1S6x/WKVEIIQmJxck4ZTawRTwhBqJvUmSSEUupApdQHwDLgEWAY0AVoSeTvsLoK3Q+sqnwtVsrH3b0gCP4YNix8WaYRI2Do0GqLpBIinIBuj81QkWbwv83IgD/9yXE/jTMb89VlX9GrfcS8PKdhDo8OeZRLD7/U0fZmn2/YckxePSGcoJRi6oHw5YHVl+c1TocnnuAv1x3sex/paemMPXssP/3pJy7ofoFhm6DkmLwEtJOyEsJKjsnsOoNNJUQIJeV2idfZ62YHvk87uuZ0db3NjVlT2dO+teG6ETPzaODc+7jeE6QU0yfLP/Hdh9vzd+WOlSzZssRR2/KK6h987w0w7XXoWJmHUctX8O4EWNYaZnRyNQz/DBgAY8ZUSRG6vc8QOSbBDNcB8xS6x/VKcbm7SghBEOLLZYdfxqFtDnW1jVz7BCF5qRNJCKXUOcAC4HRqj9nJFeaf0a6ANsBpwY0uXLTW07TWKua1f6LHJAi+efZZ6GCmM+OTDh3gmWdqLZZKiHBuyP4+GP76ykVw++3QLEZu5fzzXX/Gh7Y5lPnXzGfHXTvYcscW7jjuDsfbBmlMbSrHZBAoDlOOKbq/USdGfi9sAA/3hz/8vRvcdhvFGcZ9eJkZ1K1NN8479DzDdfVNjmnKyik89OJF/PW/1zN3/VzDNl79GywrIUL0hDDCLvE6bfW0wPdpx2tnvOZ6m/J0+Nth2wzX7VsA5/zkd1T1hyCTELdMusW1WXRNvJy/To13Y/vuuw6mvAmtasRnT1wFz0+E0ce5HoZ3unaFDz6ArL3fDfGshBD5nfqNW7k1OR7sETkmQUgsZudUk8wmjD17LGPOGGP4DCGeEIJQN0n6JIRSaijwNhArJqyAzcC3WFdAAKC1Xg7ETvk7O8gxCoLgkpwcmDQJWvozI65Fy5aRfnNyaq0KUq6nrhLW37pjn+bw+OOwfj08/TR06RIxpPZIi+wWroOyQRpTmwWMjMbUPNu92S64u3H+bl+4bhgcdBOMGgIFDa0DVF5vyhtnNjZcXp/kmF6e/zJD3hzC7x8Yx58vfZHPLzmWid+Nr9XO0kjWgydEha4I1RPCTZ/Rv23fpvZi+UGPq2/Hvp62e7UXFJok3W4xziOlJEEmIVbuWMnX67721YeX89dp4iPa91Eb4Iv/QHOTOOLVC6BTPozrbrw+MNq1g9at4dNPa92DxLUSQgKk9RqRDgoet5UQ8j8VhPjw0mkvMaLHCE8TdeQ8FYTkJamTEJX+DeOBdCIVDwp4Bzhca91Ba31MZVMnV5n3ot0CFirbgiDEhR49YPp0itvVThh4okMHmD490q8BIscU3g1Z1f+2aVO4+WZYvhx69w5lX2YEmWRyI8eU3SCbxhnGwXu/xAaAXzoaNtTIdwR97Jr9HWUVZfy01f9085ryKU4IMglRXlHOvVPv5Zyf4KiN0LQE/jJNc+zxl8BTT0HR3uCOZzkms8C/jTF1GJUQdvgxv/WK179zeyP4Tw/j4/3Y9XD0+trLU+naHsUsCZGZnknpfaV0b+suEj9x+URf4/Fy/pZWlDru++Ct8NlbkXPZjDkd4f1ucNNQ2NDU9XCc0aEDfP89zJwZScLXQCohhKAQOabgkf+pICQWr8+nVhNl5DwVhOQlqZMQwH1A7CPDnVrr87XWiz309VXM+32UUvFWiBWE1KPcJujYowffTHyZsX6NI0eMgEWLTBMQAI0LijjLII6aSjMlwgpO1LoJTIv/V4upHJOHm1BTOSaTm92cRu4TaX5mmEePWbNj12vfZpUQAIc9fxibd2321G8UtzISEOwxO2vtLHYUbOOhqdWXt9pVDrfdBgcfDDt2ACHJMVlVV4ThCWGTeN1TZl/hkkyl7s8cY77OqBoikRU8icIsCdEsqxkN0hq4TgKty1/nazyekhDlzpIQev06Pn8LWltcVj4+GE64DLY0iSSyTrkYtme7HpIl5S2aRyow27eHQw4xHqvL7yGllOeEXSrd06QihaXuvkfleLBHKiEEITlJpntQQRCCI2mTEEqpNOBiIlUOGnhXa/24jy5/AmLnSnXz0ZcgCE546CEYPBimTAGTh/DSls24+BwYNgKmd3bZ/8CBMHEijB1rKMEERPb79tvcc81/+O+70GNTzdWp8zAR1t+aDDeJQRpTm/2fzIJCOQ09JCEc/M+8Vu94/Ty65nQlMz3TdP0Hyz7w1G8Ut8ETCDYJsXbnWi5fCAfnmjQ48sgqiTiv0kle5ZhC8YSwkWOqa0H6H9vBxmMOM1x33o/Qvkb8PbfQ7IOuv5h9ptEqp6Bk7pzi5fz99JdP7Rvt2EGz08+j806LNuecw/nnp1OUsXfRknYw6AooCqgCc0NT2PTJ25YTIMBb0NJrNUQq3dOkIkXl7mbtS2WMPW49IQRBCBav31tWzzuSLBSE5CVpkxBAX6AFez0fHvTTmda6DNgQs0gqIQQhTPLzIxIn06fDkCFw3HHw2We1khHRB6RPu8LgK6D79fDQAPjywNozFrdnw4LDcii7+05YvDjS99Ch5mNYuxb+8Ae48EKa7iwkoyJiUhl7X5JKNylhPYwmQkrG6RjCNqYGb5UQTrALAAYdbGqU0Yje7c1ltO6fdr+v/hNdCZFWVMz904zXaaUiSdPo7xbHjdXxbpo4Qlt+XqF4QthVQjhIQlhVxySCmWceabg8owKG16h021G4Iw4jSi5Kyo11iaLJRbfXar/nn5ft31r0Fos2LzJvUFYG559Pg2U/mzbJP+MUePttyjNqB/KXtIOvP34hUkHpg7E9oOf1UHaY/Zymmud+WgX03mDSuBKvvhASdK7fiCdE8LiuhJBEnyDEBbt74zDunQVBCJ/ER47MOSjm/RaPEkw1yYt5781NVBAEZzz/fJW0CQBz5kQSBkcfDUuXVi2ueTP/Yzv4vxPh5Esh5y5oeg+0viPyc9r8dzl04XoaPDwauttoW7/+Ohx2WKRSIob+6+D8JXt/T6WHidA8IZLgJjBIY2ozY1QzDX1PlRBJKMcE0GffPqbrNu+u23JM7d54j44Fxuvyzjs9cr2oxDJhYDHzykslRFiVRHbHgZMkRJtGbYIaTiAs6d2pmuZ+uYL3D4HBl9WWawrSpLmuYOankJEeKQdwm4Tw4uMSxPaHv3g4d0++21ia6Y474MsvTbed1AU2vfAYNDCXnypu0SRSQfnJJ5GKShdM7wxDR8DF50QknpwQe61uUQifjIPZY+CIjebbeK6EkKBzvca1HFMK3eN6xW0lhJxjghAsYZxTcu0ThOQlmZMQ0SdfDRhYDnoiNrIUf0dGQUgVSkrgmWeM161YEdFOrsQyyKhgVxbkNob99u3G2YeeQ3YDh4LO2dmwa5fhqse+hEaVE0ZT6WEiNE+IJJBjCtKY2m42cU32abKP632EIceUWQZnLPX3eXhJqNixPHc5r33/GuMWj3O9bWDHbF4evV6bZLiqOB3W33aV4/0G7QkR70qi6DicBLPaNA4+CeH4Gm5AoS6BG2+EFi3gz3/mlueGcc4FMP0AqHnYp2QSwsRPISPNYxJCR5IIXuVK/Jy/o2eP5o8f/7H6wjFjIhWWJszdF849D9KyIseY7ffCsGGRisrFi2HUqEjVZqUkWxUtW7Jn0HE8NCBSqTn4Cvis697VTpK+0Wt2j03w3ctw6i+QVQ7j3gP2GCcDvVZCSOClfiOVEMEjxtSCkJzYPc8kw/OnIAjuSeYkROyTS1DjbBXzPvXq9AUhXrz7Lmw0meJ3882RAFIlTh+QGmU4nHIY5fzz4aSTDFftlw93zo68TyXpArMHp/MPO58j9zGWOalJO4OZ5MlQCRGkMbXdbOKanHSg8XHmF6dyTKoCLlwES5+DD/8L+y5a7XmfLRu2NF3nJVj+2vev0eOFHlz5vys9jSeo83Pn30bRyiTO8MJRkN++VbVllibSFp+LqQ+D1q4Nz/0ShBxTGJUQUX8CLxSWFcI118D69fDYY2xpY/69kIpJiKDlmOaun8uRLx1Jw4ca0vXZrkz4cYKr7f2ev+MWj2Pbnm2RX775Bq67zrTtspyIt9TurL1/p+PkdPfuETm2L7+E3NyInOTWrZGfublsfP8N/u/ESKVmTZwEQTSaCxbDN69Cl5inj27bgNtvN9zGrPLOjlS6p0lF3FYkyvFgjxhTC0JiCSOxJ+epICQvyZyE2Fr5UwHup5nWQCnVCOjMXjX4rRbNBUHwg1kVRMOGcOut1RY5fUBynYRQKjJjMt14NuGds6FTXmrNaDL7X3dr3Y0F1y7gX0P/Zbl9h3xY+yR89h84ZUUk+A3JMRMlSGNqt5UQp/zuFNf7CEqO6cRf4dtXYNz7cGCl4ODxz39qagRvR8ts8yREq4atTNcZsW3PNm6edLPp/9MJgQRQVq+m8fOvGK4qyIR/DKg9E9LSmNqDHJPGPAkRViVEEMbUYXhCHNL6EM/bFpUVQaNG0DgyLqvPKRWTEEHLMW0o2MDCTQvRaFZsX8GF713IjDUzHG///+ydd5gURfrHP72BZckZlCAgoIigoohiAlTgMJyoYEZMGDDxU898Zj0PT0VFOEXFUxRFzIgBFVSiKEoSyUjOeZdNU78/ZmeZne3qrg4z0zNbn+fhYberurp2tru3+33r/X69Xr/FoWLmb5oP27eHFxYUmf9826vC2ZeGqybhgJSRqwo5w4CaNaFBg/D/PiQJT1xVwrsToJqZ0t+oUfDppxU2u71v6sBLelJUUsQ1n1zDgs0L7DtHUZmecd2ijak1mmCiPSE0mvQkyEmIVVFfNzEM4xCP4/UgLMEUuVv95nE8jUZjxqxZ4X9mDBwI9cvLvai+IOVm5zqfyxFHhKU7zMYrhqe/qVwv7HZyMHYa1Df+DFVC0Gc5TBoLf4yAIbOgar55YCiR+GlMbSdpEotb2Qw77JI7t49fw+S34NiYoqOmC/+C995zdcycrBxpm1WCwozXfn2NvYXmkmiq+JGEyL9rKFmF5j4f/zkRttSouBLSrYm01e8s4Z4QPlRCxINHezzqet9YXxGdhCiP33JMsYREiHfnv+uov1c27tkAV10Ff/1l2l5sQP8BsDzq0cJxJYQNbiujIkxvYfD+ERYdrr0Wtm4tt8ntvVOvfE9PHvz+QV7/7XXH+1WmZ1y36EoIjSa5aE8IjaZyEeQkxExgLwcqFwZ5HG9o1Nd/CSFWeBxPo9GY8eKL8rZbbqmwKW6VEBEeeii8otGEixdCm+U7TduckF+Uz+M/PM5pY05j4EcDmb1utucx44GdHIxVMD2nCK7/pfy2w7bBS5Pg+rvcBbz9JJmeEG7wEniOPFj/0LG2vNM//iHVGlcZ2wyZHJWMJ3960vHxY/EaUNv07afkfvCxeVt1ePbE8NexlRBS02+b35tVkFdm0ptoT4gIdkbhPVv1jMtxTz3kVDo26lhuW3ZGNvecdI/tvk4qVnYV7HI3wRTGbzkmM0b9Mkq5rx8B8YNee9+0UiDC0D7wXevy2/xOQnhFGHD9ObCmlqTDli0VqkRdH0sHXtKSdxeoJ/+i0eeDPdoTQqMJJtoTQqNJTwKbhBBCFAFfEq5cMID/MwyjpZuxDMO4FuhJOKEhAGeithqNRo1t22D8ePO2M86ADh0qbI6bJ0SEunXh8celzde8v8zduKUIIeg/vj8Pfv8gP6z+gbfmvcVpY07jp79+8jRuPJC9ONkFbAAunQ8NJTHtuWce6XluXrFajer0hdGpJwTAzV3MK25kqKyetZPTmXNYDSa2ley8Zg385z+O5gRwYvMTpW1t6rVxNJYfK9E9BQuFoOA2+e/lwR6wp9QjWTW4bRfEtWrfsd/ciipunhAW509IhGxXWl965KXxmBZZGVlMGTSFa465hnb129GnTR8+u+Qzzm53tu2+sWbauhKiPH7LMXklhLdg//Fr4ZQRn0nb3zgaXjq+4nbfKyGsKqNUPCGEYGcuXH4+8k9k7FiYONHRvEyPpVdppx1FJUX8tcu8EsgOXRljj1M5Jn2NaTT+oj0hNJrKRWCTEKU8Qvh5XQA1ga+cJiIMw7geeKl0DAPIB57xdZYajSbM2LFQKNExvvVW082qL0i5WS7kmCJcey0bW5kbrHZetD1sRumSBZsXMHFp+cDB/uL9PD/zeddjxgs7ORipHJOA2yQKW7urwK+9O/kxPU9YBdecPoi6qYS4pvM1jo6hgkpw685eYTkSU/71L1i3ztExm9VqJm2rWaWm8jgb9kiM6R3iKYDywQe0WLjGtGl+I3g9you9QiWE5IXILmFwUM2DpG3frfzOdHvcPCEs5JjW71lvqTn/0GkPcfUx7szEVaiXW4/R547mz5v/ZNJlk+jdpreS/4STSgi3Qbt4sadgD4u3Lo7rKlo7OaZErxr0cv3W3A/jPoDMEvMxFjSEIX3B7EeKVPX5KdPnhcjxfmgJ/z7JouMNN4TNsD2gg87px7b8ba731YE4e2R/C3My5fKUGo0m/mhPCI0mPQl0EkIIsRAYSfgVQwBtgfmGYTxmGEY7s10ADMNoYhjGpYZhTAdeBqpEjfGwEEKbUms0fiMEjB5t3ta8OfTtK+/GKLcAACAASURBVNlN7QXJSQC0ApmZfH3d6fL2u++GkLsX9/cXmhdWTfhjgqvx4omtJ4REjunU1XDUJvMx3zgGCqtX9WV+XnCjxS/DqScEwNFNjua53s8pH8MPOSYhBIsbwstdJB3z8uDeex2Pf0qLU8yPqxjMWLZ9GR1HdrTvqIDrgFpBQfi6lnBHLyiJOt1jV0K69W9oVaeVNJHz8/qfXY3pFqtKiCmrpkj3W/9/63m4+8MJf7mrUaWGbZ9YCSmrc/LTPz6RXsuJpCRUws1f3Eydp+vQfkR7WjzfIm6SfXYJ1Hj518jwEhB//ktoJVFL3JcNA/pDviQvHPmbJru2Eu0JEf2c83B3+MNcIRLWroUHHnA0N6tjadKDrXlb7TtJ0OeDPSXCXCoxKyPLdLv+TDUaf9GeEBpN5SLQSYhSbge+5kASoTpwH/CHYRiR5UKRN4D3DcPYC6wD3gK6Ru0H8L4QQldBaDTxYM4cmD/fvO3qqyHTPPihGgw4oqGVq6M9y7q2YarM3n7uXNdGvn9s/UPaVhwyN8NNFnaeELJVo7fNlIwHvHh8MFaiWFZCOHgQLQmVSF9I7Twhbj/hdoZ0GaJ0HD/kmCL/P9wdtsvyQG+9JTeKl3B4g8PNj6v4Of572r89rdyMxnUQc/hwWLnStGlSG/gmRllK1RPCrmrBMAy6Ne9m2rZml3lVRjIqIYZNH2ba1qBaA8tqjnhSPdufSojDt8DLn8OM16DKY1VYvHWxb3N0w/BZwxnx84iyua7dvZZeb/ViX+E+349lJ8dUK0dmShAfvCQhZjSHvZK875C+8Ecj+b6B84SIup8UZMM151rIMo0YAfPm+XIsTXqgkoSQ3T91ZYw9Mr8maRJCX2MaTULQnhAaTXoS+CSEEKIE6Ec4qRCdUDCAGjHf1weqccBHgqi2/wJXJGDKGk3l5LXXzLcbBlx1lXQ31Yf5Lk1ly73VMIwM7j7DosMDD8ilpCw4qIY8YLdpr6R8IEnYeUKYyTEdsgP+/qf5eBPbwfL6yTPWjcZqDk5ewmVBPFAzZm5So4nysfxiRzV4qIdFh9tvd1Tp43X18Ku/vqp8LDtcBVDWroVHHzVtKjHCElax+CXHBNCspnklxJ7CPabbE339CATLty83bTus/mEJnUs0SpUQEk8IIwR9l8BX/4M/RsCNc6DrOui5Ev4+7u9xXxG3dNtSrv7kaoxHDE5+/WSmrppa1vbO/Hcq9N9VsMuyGsUt0iREaRVXnZw6vh/TCi8B0NHHQqcbYWbL8oHAMUfBm8dIdioliJ4Q0cxoAS92lXQOhWDIENzGOXXQOf3Ylmef1Jd56uiAuT2yhSeyyjG9wlqj8RftCaHRVC6SHzlSQAiRL4S4ErgE+JMDCQYR9X/sP0r7LQMuEULcKIQI1rJkjSZd2L8fxo0zbdpz2olwiKwEQe2FuWG1hnRoWNHU2gmGYTCrOXxovsgbVqyQJ1IssAo6r9vjTI8/3th6Qpi8cA35GTIlz3EvdC2/fzKxCg47SkJYyLfYVUKAekBZ5TOzWske/T/AqONgkUziY+ZMGDNGaV5gX4FhxXsL3FUUyXAVULvjDthnvsr8lWNhkckKar+MqQEOrnmw/RyjSLQx9e6C3ewrMv98Dq13aFzmokK17Gq2fcx+TzlFsGgETHwHeq0o3//WWbBk2xIWbF7AnPVzPMmayJi5dibtXmrHG7+9AcC0NdPo/mb3Ml+gXzb8YrrfK7++4vtc7OSY6lT1Jwmhel16DYivrAcnDSzmo6tOpCATltWFm82VHcsRSaj7loTwKsdksv/9PeEvWWHKTz8xYseJqtMrfywdIE07VO5bDaqZPwDo88Ee2f1AV0JoNMlFe0JoNOlJSiQhIggh3hNCHAH8DXgR+B0o5EDlgwGUACuA0cCFwOFCCH+jIhqNpjyTJsGuXaZN1zaYzv9+/590V5UXpPtOuU9pFboVkYDufaeHV0Ob8sQT4YSKA+rm1pW2rd+z3tFY8cZOYiY2YFOtEK791XyshQ1hcuvw10F4CPTLmNrKrFclCaGakPEixxQh+ucqzoT/623R+R//gG1qEkl2yQ8rhs8arnQMVRwHMb/9Ft4392nZlQMPdTffTVWOSeX36zQJkWg5pi375LZYd58k99GINyp+BbGeECERoiAbFksScOf8Ca23Q6dRnejyahcaDmvITRNvkspvuOGeyfeYbh/61VDLFczxSN7a+dn4lYTIK8pT6ufH5xzKgFdOr81xg+HiC2Gfglds4OSYTO6d+3JgaB/5Pte8+yc1nT2OALoSIh1RkTeUeVbpgLk9svuUWXWwRqPxH+0JodFULlIqCRFBCPGVEOI2IURnIUQuYVmmZkA9IUQVIURbIcRgIcSHQuincY0m7rxTUW4CYEdV+PhwGPzZ4AoyGhGsXphPb3U6Y/4+httPuN3zFCMB3T8bwusyKYd16+AVZ6tTrR5yVEroE4mdJ0TsC9dVc6GuJAjyQsRxh4BUQvhkTG0px2RhTB0hEdI6sof1r9rCxLaSnbZtszRqjsZLJcSMtTOUjqGKo4BaYSHccou0+cEesEWi+FNQomhMrZA8cuqpkGhjaqtVtU1rNo3LXPxCVrEy/ATz/hnAzTEe0CPnjOS/v/zXl/mERIipq6dK2xsMk5UnQe2qtX2ZQzSyJGokie9XEkLVz8KvgPjy7ctZ0Bh+UTw9AyfHJLl3ftgeOMNcJzJny3ZGzXWW0LQ6liZ12Vu417aP7H6vk1L2aDkmjSa5SCVQtSeERpOWpGQSIhYhRJ4QYr0QYmey56LRVDp274bPPjNt+uAIKMwKB/i+XfmtaR/ZC3PTmk2ZPHAyVx59pS/TjH5QefQ0KJAtcHrqKchTW+UJ1i94fpnz+oWtJ0TUC1dGCIZKDKm3V4W3Ox34PuiVEBv3blQex3MlhOJn4bccU4Tb+kBxFXMJAV57DaZPtz2u7LO0e/GOx4u5owDK1Kmw2NyE+PfG8LKFrYyqJ4RKkklFVsjpmG6QnT+x1QQRsjKyEm5c7JTYZHbk9zSlJcyTGBVfPRdqlM8x8f5C82oZp1jJt9kRD38GWRLVbzmmXQXmlY+xyK7f9g3aOzqe06rCoFVCSDGAF1+EbPME94DvNnHIDmdD6gBp+rGnwNxPKMKQLkM8VTBWdrQck0aTfujrVKMJLmmRhNBoNEnko4+goMC06Z2OB76escZ8hbSXFcdOiA5GrK0d1oY3ZeNGGDlSeVyrYMbdk+/mhNEnsGjLIuXx4omtJ0RUJcTfF8OhkuDHq8dCXlQ8PggrUawCuWPnjVUexyqoqCIJpuwJ4bMcU4Tl9WHOQAsH9htvhGJreyS3xtSxgXw/cBQsPPNM+Pln6FrR8fXmvlBioawQK8fgRY7JaVIhCEk8gHq59QIzFxnFofLnbtn5YRzwqImldgFc+Vv5bVbVC06QraBVoWZOTV/mEE2i5Jh6v91bSZJJdv32adOHp05/ipzMA9pKz/Z6lurZ1U37yzxMZPheCeHRE8KSww+HoUNNm7KKSnjiO2fDBSbBovGNPYXyJESTGk24teutnioYKztO5Zh0Ykej8RfpM7f2hNBo0pJAJyEMw+ic7DloNBobJFJM62rCD1F+1DLvBC8rjp0Q+6Dy5CmQL1kwzr/+BXvty9/B/oV/1rpZ9Hyzp+1KtkTgxBPiDomqTlEGvHi8+f7JxOpB9OGpDyuPkyhPCC/YBRV+veJMOFRiMDxvHjz/vOX+boMZO/f7X4zoOKB27LEwfTp3DajLltKChLc6wU+HWO9WLCTB7RhUznWn50DcKiEcvpzVz60fl3k4wc5PI/YcjP49je0EW3PN97t1Fhgxv1I//ApikyJO8NOXIkKi5JhW7VzFa7++ZtvP6jq65+R72HDHBqYOmsrWu7Yy9MShviVmIlV9ga+EiPDgg3CQuYzbZfPh2HXqQ+mgc/phJcc045oZtKvfznUFY2VHCCG9ZnQlhEaTuuh7n0YTXJIfObJmjmEY8wzDuMMwjCbJnoxGo4lh06awEawJ444MG0pGkAU/7Fbn+0XseBtrWsizbN0KL72kNK7Ky8imfZv4bqXD5YxxwNYTojRw03UNnLTGfIxxR8K6GCnzIKxE8SuQmyhPCC9yTBFkD9glOdkwYoR8xwcfhKVLHR/X7oFeVaLFCW6ChSUInuuwm8NuhudOgH+cab9PbDBZqk/rQwVLhf7x8oRwOG7D6g3jMg8nPHPmM476R58f+7PlFW7ttkPv5eW3bd632en0KuAlCWGV8HSLnRxTjSoSUxQXTFo2ybaPXTKvbm5dTp23i/pZ4eRDzSr+JCEi575fgVmvnhC21KgBjz4qbR72DajGPXXgJf2QVULc1e0uWtZpCbivYKzsWH0+Mk8IjUbjL9oTQqOpXAQ9CQHQAfg3sMYwjC8MwxhgGEaO3U4ajSa+bM/fTv67b0GJ+WrOd48s/70s+GG3Ot8vzAKDT58E+VVijpOTA7ffDoMGKY2r+oL36q+vKvWLJ7aeEKWl57IqCID/nFhxWxAeAv06XxLmCeEhcVPmCWFVvty7N/Tvbz7A/v1wzTUQciaFZpdw27U/GEmIDXs3UCJK2FEN/q9POOFoR+yqdC/JUafnYlAqIU5pcUpc5uGE/h36c+ohp1r2ib6Pxf6eRnaBYsmPfVuMx826PQ6Wl0vwUs0QlySEjRyTU78SK1Q+P9uKosmT4dxz4bjjYPZs35IkkXM/ZSohIPzM0aGDaVOPVXDWErVhAvmzaTwhq4SITtppOSZ3WEnqaTkmjSZ10fc+jSa4pEISAsLWbZlAb+BdYKNhGKMMw+iW3GlpNJWP3QW7Ofuds2k4rCFfjbrLtM+SevBLjKqG7MU4UZ4QZsHDLTXg/Z6lbqbZ2XDTTbB8OTz3HDRRK75SfeGPh1SNU+wCqxlGBi13wPl/mO//bSv43UQxIgiVEH4lQqwCg356QqhgF1SwXTn03HPhFbZm/PgjvPyyaZPb1cOBkGMC1uySlPEAF3W4yHR7hUoID8lRp+divK4fp/O4rettcZmHE7IysvhwwIe0qN1C2if6nIg9P9bWhglHmO/XZzkctuXA9xv2bPA0V/BWCVFQYu6l5AU7OabqVcw9F9wwb9M82z6WSYi8PBg8OLxh/nw48UTu+XAz1XzMzciurUB5QkTIyoKnn5Y2D/lZbRgdeEk/ZHKe0Uk7bUztDqt7gZZj0mgSg/aE0GgqF0FPQkQ7B0buTgZQG7gO+NEwjCWGYdxvGIb8jVWj0fjGVZ9cxcSlEwmJEBcOgB5Xwme9W0GzZmV9xh0Jse9DshWjyfKEiPBWryZhs96lS8MSNk2bOhpX9QWvQbUGjsaNB3aB1cyMTG6fCZmSH8msCgJSoxJCdcWypTG1ghyT6mfhhxyTLU2bwrBh8vZ77oFVq5SPaxe4C4oc04795o7q2RnZNKxmLjnkpxxTUCohnHBS85MCIccEUL9afd7u97a0Pfo+ZnZPkxlUA9wy+8DXKsbKdqSaHJOflRCt6rSy7WOZhHjoIVi5MqpziAFfr2PBy3DqKn/m6JsxdbzlmCL07Qs9epTf1qQJd55dhX7m+dMK6EqI9ENaCRHloZJSVT8BwurZUJqE0IkdjSYhePn7qq9TjSa4JP/N1wIhRA+gFfAQsIwDYc3ohEQb4FFghWEY3xmGMdAwDP+Wemk0mjL2Fu7l8yWfl31fkglTWsF53VazdfGvjB41mKdOhveOrLivLFiTLE+ICDurZ4ZXhB9i41wrQfUFLwhJCLuqkyq79nHNr+b7LmoAX7YxbwtCENUuOLwtf5vSOLLAYIaRoaQPHBg5pgiDB1cMakUYNAgaN1aem93qv90Fuy3b3eAmgCLbJzszW1rNUhwqpiRUwpz1c/jpr58szwM7AuMJ4WAeTWoEy3bLau5WckwA05vDHHOPX678DWrnh7/2oxLBSsrDjmTIMVXP9u/xeH/xfts+smuxycot4UotE1r5WFCVcoFZw4BnSn1RGjQIf718Oa90y6HAPgcO6MBLOiLzhChXCaHlmFzhxhNCf6Yajb+4/bsVhEVwGo3GOeYp/gAhhPgLeAx4zDCME4ErgQFAxOVWEE5GGMBppf9GGIYxAfifECL5brAaTZqwbPsy08BJSIT44a8fWdK6NsPOMN9XFqxJlCdEvIIRqvvXzqlt3ynO2FWdNHn3U2pICgGePRGE5FcShHJYu/NlR/4OGlVvZDuO3Upir/Nwgmc5JoCMDBg9Gjp2DMufQDi49frrcM459vtHH9fmJcGLPr4M0+srFIKdO6FePdN9rM5z2crGpduX0u31bsxeN9u0PUI8Klji5gnhYB6q53eisJq7QDDmtzFM+GMCv24wyZoaMPwEeOujik01iuDqufBcNygo9p6ESDU5piqZVcgwMnwJwqtUkpgdxwjBuc9PkvpJ/fdY+KGl19mF8a0SIhFyTBE6d4YJE6BXrzI5PSfH0AHS9EPJE0LLMbnCjSeERqNJDF7kmPTfQo0muCR/+aoDhBAzhBA3AE2Ai4CJQOTpIbo6ojpwBfCNYRirDcN4zDCMtgmfsEaTRgghGDF7hLR9R/4O9hXuk7bLApQJ84SI0yox1f29BKv8wrLqJBSi0TufmLZvqg5vd5KPG4SVKHYv2rLkQizSIJ6CFBMETI4pQuvW8NRT4a/PPBPmzZMmIMDCE8LmXI/H6mLTMUeMgCOOgC++cDQPA0MaVFi8dbFtAgLUEgZBkWNycg8NXBLCYu6PTn2Uqz65qlxVXizvd4CNkkX/t8yGjJA/SYCgyTHJfqaczBwg/LnmZuX6cqz84nzbPmbX4sDfocUCc9+WXfWqc7dkIYMbUq4SIsL555fz83Fyjwj8z6ZxRHGoWFp1FF0J4fbvdmXHavGEtBJCJ3Y0Gl/R9ymNpnKRUkmICEKIQiHEeCHEOUBT4A7gd8zlmpoD9wGLDcOYbhjGYMMwkr8kWaNJMR6e8jCj546Wtu/cv5O9ReartUAerEmYJ0ScVompvvDHI+DkFMuqk4wMln7yBv86CXbHxCNHdMFSCiIIlRCylYIRVD9/2ct+1ayqSvurnrcJk2OKcPPNMHYsfPklHCTRqrGZm925LmvPNDK588Q7+Vubv1nurzTm3Llw112waROcdVbYTD4vz3qfUqwqIVRR+b05lmMKgDF10JIQVtfRsOkWPielFGbBqOPM21rthPMWJ78SIi5JCMnPlJOVU/a112sgQmFJoW31U+wq47p5MOwbef8pt/djlz85EiAFPSF8OIYOkKYXMlNqKO8J4ZcJe2VDG1NrNMHF7m+fZdWs/luo0QSWlExCRCOE2CKEeE4I0RnoBDwLbMI8IdEVGAlsSPhENZoUpqikiOGzhlv22bB3g3UlhKTkOWGeEHGqhEilJIRd1UmocSPuPRNaDIX7e8KWapCXBSO7WI8bhEoIu+C/6ucvC+KpJiH8DCjbjaUkxxQhIwMuvTT8v91xXSbsZOfX4Q0OZ1ivYXxx2RdMvHSi7fGlY+7cCRdeCAVRv6ORI+GYY+Dnnw/M0yLZ5jkJoXCuB6USwgmRlfJBwepzVr2WRx0HhZKP9q5pUKDgaWCHFwkyP5IgFca0qYQA/5IQYF8NEXtPePJbaChTcerVi8NvuN/znLo171b2dcpWQsTg5B6hA6TphdUCi3KeEFqOyRVWckzamFqjSQzxuKb030KNJrgk/83XR4QQC4QQdwLNgL7A+0AB4QREdDIiWG/bGk3Ambl2JrsKdln2Wbt7reXLkrQSIkGeEJ5f0ISosOLayf7x0P92il3VSaT0fFcuPHkqtLwd+l4GW228TINQCdGpcSdq5dSStgeuEsJD4sbuwdrr78Ntwk7lWlaVtYpQFiwUAq68ElasqNhpyZKwzNTu3eX3MZmH1wCskjG1w99tEIypg1YJ4cc9ZVNNGHekedsJ66Dxb8s8HyNIlRBCCKVKCJnEiBvsfCGir8Uua2HwL5KOVarASy9xWMPDeaLnE0rHPrnFyZzRuqJ2003H3VT2tV8SNQn1hPB4jFRLsGiskZlSQ4wnhDamdoWlHJNEvlF/phpNYvDiCaHRaIJLWiUhIgghQkKIL4UQFxP2j7iTcDJCo9G4YOf+nbZ91u5ey76iNPSEEAImT4YTTwxL2sSQFpUQpUHQ2BeuvCowtZX9uPEwJHZKZkYmt3W9TdruNQkRHcSzQtkTQkXWxyZxFq8XYb8rIaJ/1ohBriplYz75JHz6qbzjv/4FtWrZziOIckzamLoiXhMzL/d9mVuOv4X/dJP3OeG9aZ6OAcFKQhSHiqX3hLhVQhSpVUJkhGDkRIuXjnvugbZh67Z7T75X6dhVs6ry0UUfcXOXm2nfoD1dDu7CW/3e4rJOl5X1SUQlRCIqAR1VQuhV2mmFaiWENOGmzwdLrO4FfiZsNRqNnHi8z+h7n0YTXNIyCQFghOkFvAw8iq5+0GjiyprdayxflmQlz4nyhHD1gjZ9OvTsGV5lPWsWvPlmeNV1FKmUhLBbqe72M1+1c5XbKfnKI90fkbYVlagZU8sqVvyuhFDBVzkmB2SGoInJ4ku3xtTRn4lT2Z+QCMH48fDAA/JOF18M11+vNI9EVEI4PQfi5gmRwpUQXq+jzIxMhvcZzvC7v+erQ837tJ+xFP7809NxrKQ87PC7Os5qvHh4QoC6HNMNc+BYmRBqq1bhJEQphmFQP7e+7bFzMnOoUaUGL/Z9kUVDFjH7utlc3unycn0S4QmRCMzu6UYIDt5dsa+uhEgvrDwhqlc5UKYq+7uvzwdrtByTRhNcgiD3q9Fo/CftkhCGYRxhGMbTwBpgEnAJUC25s9Jo0gQBN8+CIzZDbDxy/Z717C4weSMuRbZiNGGeEE5e0DZvDpvennQSTJkS1TkEDz1Urqvq6g1ZEiKvKI8XZ73ItZ9ey6g5oyw/Q6/YrVR3u+pr2Q7vsiZ+YBiGVJIpUXJMqoHfwMox5edz8aMTmPYaNIrJKbo1po4OBNauWtvRdI5bUwIDB8o7HH44vPoqRP3MVonNRHhCOP3dBsITQrHSJ1F4lhTDwDAMurfszqyLTzbtkyGAZ5/1dJwgVUJYeUxEJ/+qZ9vo6zlARY6p8R544luLTi+9BLnl3aijV3jLULkn+xWYTbYcU/Q9IqsErvgNFrwMk94OJyOi0VIx6YVscU/17Orlzgstx+QOy0oILcek0SQE7Qmh0VQu/FsOlUQMw2gAXAoMBI6JbC79X5T+i3w/E3gzoRPUaFKcSKClw2Z4cVJ426raMLEdfNEWvmsF+7OLWbHDRK+9FJlkT8I8IZy8oNWtK18hO24c3HsvdOoEeKuE2Fe4jzPeOoOZa2cC8Nrc1xjz2xi+ueIbaubUrNDfK7aeEJIXLjsGHDHA9Zz8RraiO2ieECokXI5pyxY491yOmBk+9z97B3oMCstyRR9XhkpVU73cesrTabcVPnkX2C8xEK5eHSZMgBrlA5ZWic1EyDE5roSIlydEJZZjiv4d/HlMc35vDEdtOtAeAuaecAjHDhrk6TiBSkIoVkJ0bNyRP7b+4csxVeSYhn0DdWRT69cP+vatsFklCaGSOEsXY2rDMMgpgkG/wd3ToFWUQubZS+Czww98r1dppxcyT4jYZ0RtTK1GSaiE1+a+xs/rfqZd/XbljOxj0ZUQGk1yUZWu1QkHjSa1SP7yO5cYhpFtGMYFhmF8AqwDngM6Uz75QOn3a4EngcOEEN2EEP9N+IQ1mhQmIrlw1tID21rugiE/w8R3YPMwyLWJpziuhPDbE8LJC1p2Njwil/bhn/8s+1I1mGEWIJrwx4SyBESEWetmMX7ReKUxnWLrCWFTCVG3al3T7Se3MF9pnAy8JiGkxq6KMkJ+ekLY4asc07Jl0K0bzDxwPh6/PpwEiFzbbuWYoucjO4diabkDvn0TGsttZuCNN+CII5TnkTBj6qB4QqSwHJPX66OcBFhWVZ4pjTPlZ8HI4+CwW+C5u04Oe/24pLCkkBdnv+h6f6vKBb/Hi75/XX301b4d006OqfOfu7linqSxWjV4/nnTpmiZGRlVM+0Tw4mQY0qEXETNAlj2AoyaWD4BAXD/j5SrTE21BItGzseLP+aKj64wbYs2pQb/TNjTGSEEZ797Ntd/fj2j547mH5P/wclvyJ9ftSeERpMYtCeERlO5SLkkhGEYJxiG8TKwEXgfOBvIJpxsiE485ANvAWcALYUQDwghlpoMqdFobIhILpy1xLx9bhPIt4lhJdsTwnGp+sUXQ4cO5m2ffAKzZwPeKiGGfDHEtO8rv7yiNKZTon/WJnvCZqGg7glxZ7c7OaJh+aDvP0/9J23rt/V3oh5IdiWEn3JMbuUVHAdw588PB2OXVZTVOmMlfDIOqha5N6YuHxC2T+Y03xlOQDSTS2HD449D//6mTVbVVYmQYwqMJ4SD4KhTr45442clRE5mDuOOhLvPgBZD4aazYVl9b54MRSVF9H67Nx8v/tj1GF78JMxQrYQ4vfXptK3nzz1bVuEIQFER94+TGUEQTua3aGHa5JccU7pUQuTnZjGzmXlb13XQc+WB73XQOT1487c36fdeP2l77DUi+zuSaud6PPlq+Vd8uexL5f5ajkmjSS5e3pU0Gk1wSYkkhGEYLQzDuN8wjD+BacD1QF0qVj0ATAWuBpoIIa4UQnwndCpUU8lYtn0ZS7cttQ4QOCCvKI86+dBtjXn7xHb2Y8jmkmxPCOntITMTHntMPmCpUa7q7WX2utkVflaZ1u+sdbOUxnRK2fFFeIX7vJFw4UIwSn8GOzmmZrWaMevaWbx53ps81uMxpl89nYe7PxyXubol2UmIRMgxRfDtRbhlS2gmiXABZ66Az9+BannW5t4qSQg7jtgM01+D1jstOg0cCPfd53gehuFdjkmpEiIgnhCpXAnh9TOJTXwVZ8K/T4atUQvsvVQifLH0C6asmiJtz83K5dzDzrUcw4uUkxmqlRBZ50O5+QAAIABJREFUGVmMPnc0jas39nxMy59h+HDabDSf0/ZWTWDoUOmuQZNjSrYnhIHBk6fI2+/78cDX+pUn9Vm7ey2DPhlk2adadnm7Qy3HZM8/v/+nfacotByTRpMYtCeERlO5CHQSwjCMqwzD+B5YATwKtMVcbmkF8BDQWgjRQwgxRghhHt3TaNKYHfk7OOWNU2j7YlvavdSOo0YdxdJt3guA8ory6L0MsiR/zycqLKqUBSsC6QkR4bzz4LjjzNu++Qa+/tpRMOPoUUezPX+7cn+/iTzknbUkLLXTYQuMHw+nX3AXfPwxmTafeYaRQY0qNRh41EAeOPUBTmx+YuBWoHiWY5KsJg6SHFOZJ4Rfckw1a8LEidC8ubTL6SthxFPz4K+/5PPyeC13+wt+et26AmJnt2PhlVfKGVHHEk85JiV9Woe/20TIudgRtCSEr3JMkmvXSyXEvd/ea9leJbMK75z/Ds/2khtf+56EUKyEADj1kFNZNGQRky6bxJeXfcmfN0s8kGyQ/gxr18LDD0v3++nuS6CK/JxTMc+uTJUQGUYGcw+GSW3M209fCcesD3+daj+bpjyPTX2M5s/J/xZHiP1bpo2prZm3aR4/r//Z0T66EkKjSS6qnhAajSa1CHQSAngNOJXwPGPllvYAo4FThBBthRCPCSFWJ2eaGk0wGPz5YH7666ey7xduWcjAjwd6HjevKK+cH0Q0f9WChY3sx5BJTyTKE8JVMMIwwrIvMu68E1GsHkiav3k+l394uXJ/vwmJEAh49Pvy22v/uQr69aPuqb2pZhGrT4UHPa9JiH1F5iYEfldCBEqOCeDgg+Grr6CR/GI+dF0edO0KP/5o2u76WhZw42z4fgzUlXhQA0xrDqf120FxtnXFjpXEWxDlmOJWCVGJjamjzznZivmvl3/tulrQztg5MyOT6lWqM/TEoXx2yWemfZJVCRGhXm49+rTpQ+82vZUqD8yQ/gx33gn7zO+lb3eETce1txxXqRJCITEsu7ZkVYgyku0JETmfn7CohrhjRvh/HSBNXX5Y/QP/nKK2Wj/WryBdEm7x4PMln9Pl1S6O99OVEBpNYtCeEBpN5SLoSYgIIur/r4HLCMstDRZCTEvetDSa4FBUUsQXS7+osH3m2pks2LzA09j5+/fSp6JcPFAqxaTwDi6thEiUJ4TbUvVeveAUyZv//PkcP3mRo3lMWjaJuRvmsmLHCmmfWjm1HI2pikBw/h/QeaOkvUkT8ixikfEKlvpJdka26XbVJIRM491vTwilsRIlxxShfXv4/nv21bVYhbxxI3TvDo8+CkXl5ZlU5Zhu7nJz2dcN9sG4D+DlL6CKRaxkzkHQ9zKYt28F09dMt/wxrCTevBpNpqsck4q0TSJJRCUEwJUfX+npODKig1eyQFaiKiEM7GXIDqpxkKtjmv4M334L771n2n9XDtzZy/6cj3clxMg5I9lXaOV6r04iqgEjP8e0Q+AnySL5ixaE/XR00Dl1Gf3raOW+sav0ZX93/L7PpBpCCB6a8pDyM2A02phao0ku2hNCo0lPgh9RCoc3FwP3AC2EEH2EEO8KISzWS2o0lY9dBbvKDKRjeXf+u57GbrRoNQ3Nh1aSYoIAeEK4LVU3DBg2TNrc/fXvqO5Q1ePuyXfz2q+vSdsbVmvobEBFMotK+NdkeXvhQ/db7p8KD3peKiH+2iWXGvK9EiJIckzRHHEE7w6/jk1WMcBQCB56CI45BqZOrTCvWGI/k0FHDyLHyOaqX2HRCLhoofWUZjSDXlfA7tJfwWljTuOb5d/Ip5dkOaZUNKZOt0oIVTP0sfPHsnqn/0W0SUlCSCohcrJybM8xwzCUAv+xmP4Mu3dDgwam/f/ZAzbVtL9G4m1MDfDJn5/Y7h8h2dUF0dfDM93M+2QJuG2WXv2Zyrw17y3lvrEBctk1vmDzAr5a9pWneaUyW/O28uuGX13tq+WYNJrEoD0hNJrKRdCTECOA44UQHYQQ/xZCrE/2hDSaoGIVZF263ZsvRLvZy02352fBd63UxpDJMSXME8KDaZ84/ng+7GS+wv7gPXCn9cLsCnyz4hue/OlJaXvz2vZ6wG64ZnYxbWWWFP36hYPKFqRCJYSXJMSrv7wqbZPJNMWi7AkRx9U9XoPa21o14aSrYUk9m44LF4arIs44A776SipNFnveHHvwsUy6/EtuX1RLmtyM8HlbOH0g7CjvwUnfd/oyY80M032s7ikJMaZ2+PkHoRIiaEkIP42p6+Van8gz1850NLaKlI9KEiIkQr6+eHv1s7n+2OsdH9P073q/fvDnn3DjjYSiTsF5jWBEqSKK3e831nTXDC/G1ABP/ij/GxxLsuWYon+Ozw6T35sH/wLZe/yp8NAEm9gAudW5fs6757Bp76Z4TymQrNq5yvW+Wo5Jo0ku2hNCo0lPAh1REkLcIoSYk+x5aDSpgJUe9MqdKz2N3X7uGtPt37eEfMXYlWzVZ6I8IbyY9hWWFHJHjyIKJJXZd02Hg3Z7mV156ufW92+wCDt3cu/3RaZNIiMDHnlEuuorQio86LlNQszdMJfHf5T7f+zcv1Pp+IlI1ETO2Xit8jEMg+X14cRr4ccWCjt8+y306cOdl7zAfz+Fgb/BSashu/SSNztverTuSac3JloOO/oY6Hex+T2mOFTM63NfN93P6p6SCE8Ip9dJEK6roCUh/JRjOrP1mZZ9y+4Nc+dC//7w/feW/VWCedH3UqtzTpacd4NVJYQK2ZnmiXYrpNUc9erByy9z9m0NmdU0vGnIWVBS+rHYyZyonI8qlRBW59HCLTYlWAEi+ucIZcCzJ5r3q1kIbSZMScykNEkl9lnD6u9IUaiICX9MiPeUAsnqXe4r3WT3Kb3CWqPxF+0JodFULgKdhNBoNOpYBVllMk1K7NzJocvMl89/2UZ9GGklRNA9IQh/fqvqwgtdzdurF8HTFjJHTomLpvNTT9FAchqsu+BM6NjRNjCUzpUQz8963rK9W3OJBkYMqsFTL6t74irHFLX/9mpwxkAYdazafrW27WXwr/Dmx/DTG5BbGp+Unjcnnwxnn11hc0EmXHcOXHcuFFuckvM2zzPdnmpyTEEwpvb6ufiNn3JMzWs359KOl0r7NvxtKZx1FnTuDB98AI/Lk5EAW/K22B5fpRIC/JVk8loJIfPTscJu/r81y+LEa6DHlfDTIQe2253zKkkIL8bUTrEKkCTSEyLC/46CLZJikQ7vToZC5/r3mtRCVY4pwh1f3xHP6QQWL3J7uhJCo0ku2hNCo0lPgh9R0mg0SsgCEBA2rXbNlClkSp63vzlUfRjHlRBB8YQA8ovzAXjiFNiWa97ninlw6iq3s3M+J0esXg3Dh5s27cuG5beHzVntAjbpnIT43+//s2zv0bKH0vGVPSECLMcUvX9hFtx4TniB+J5cdZPGvdmwuzRGaPmZPPlk2HellIUNods1MPpYbA3vZ6+bbbrdKrEZRDmmuHlCOBg3aNe253M45uQZe/7YCn2OXQffjYE+gx6DL7440PDddzBTLtG0ZV8wkxCyv/OqVS6+VkKUEhIhRAZMiZFt9CMJodLHrrovVYg9n/OrHJC2iqX65h1SY3BN+qBqTB1hf3HltFLcsHeD632D9ndRo0lXtCeERlO50H9dNZo0wSrIWhTykISYbL7Ef21NWGzuPWmKzJg6UZ4QsvFUqg7yi8JJiF258Mhp8n4jJkKWD+oavldCDB0KBeZJqme6QVGTsBG2rRxTCqw28eIJYUXb+moO7ImQ1om3HJPZtfJBB7jg4fZwySVKY6yrRVkSwfJa7tgRLr8ckZ3N46dA5+vh14NdTDoKq8RmIuSYUrESImjBFj89ISK0rNOy3Pe5xdBjlWSAJ56Qjr1532bb40evUra6r/qZhJBVG9pVuEWIRyWEVVWS5VwUEiIqP1edqnVs+6jg1RPCq8SimRzgy13CvlymPPMM6NXaaU3s+R+0e3hQcLsIy+q+rYObGk1i0J4QGk16krJPLIZh1DcM4zDDMLoahnGq03/Jnr9G4zdWnhCeKiEkSYjJrbFdqRyNLECSME8Ij3JMEUYdB4skyZcjt8BtzjxOXc9JmS++gI8+Mm3aWB2GdTvw2dh95ioa3MlGmoQIuU9C3HTcTcp900mOKZbNtTLhnXfCK8VPPtlyjHU1o8az+1mfeopVMybx4OnhygsnmN3b4inHpFQJERBPCCf30KC9xPkpxyQb86dD4AeZ58nnn4c9IkwIqhyTLNGvWg0Qr0oIM/yohFA5R+xMyRPFiL4jTLc/0v0Rpf3X7VlXYduWGvDmUZId5s2DH35QnZ4mBalQCZECi0RSiQwjw9N7g0ajUUd7Qmg0lYuUSkIYhtHbMIxxhmH8BWwGFgHTge8d/vsu8bPXaOKL1UpvK6kmS9asgT//NG2a3NrZULJgRcI8IXyQYwIoygobbMp4eAo03eV0duXxrRIiPx9uuUXa/M8esC9H/bM+rP5h/swrjshW81pdH3afd93cusrHTzc5pmjKrpUePeDHH2HKFBgwAKpWTE6tj0pC2H4mTZtS0uoQ6z4StuVvk88zhkR5Qjj9/IOwgjUIc4jGT2Nqq21PWC1Jeegh080b9tjLeyQlCZFGlRAqSQiVc9ZrBUIEr54Qfdr0oUPDDuW2Na7emMs7Xe5pXs+dCNK/XhIJRk1wKCop4pvl3/Cf6f/hu5XOXk0reEIELJEcFNwGNzMzMj29N2g0Gu9oTwiNJj0J1lunhNKKh1+AL4D+QDPCa7C9/NNo0gqrRMO+wn0ArNyxkrd+f4sfV/+oFvz49lt5k8MkhGyVZsI8ITysaIrIMUWY0grGdjTvW6MIRk4EL+8ovr3g/OtfsGKFadMvB8FrncNfqz7AHVLHXaA4kcgCfrLzD+yN2+tWVU9CpIMck/K1ctppYe3xjRvhnXf46axO/NYY9lQplWMqRSVY6DYIvi2vYhLCqroqiHJMcfOESGE5pnhUQpht+/pQ2NJeUg7x2Wcwu6LvyPzN822PH71KOVFJCLcB/whuKiGMfGud+WQnIfySY7JC5VytXbU23135HUNPGMoJzU5gcOfBTB00ldZ1HT5IxbCkAXzeTtL4ySewapWn8TXxo6C4gH7v9aPX272485s7Of1/pzvaP/b814E4c9yuhtaVEBpNaqOThRpNcAnWW6cJhmEcB8wBjqZi8kBE/YtF2LRrNGmFlRxTfnE+L8x6gdYvtGbgxwM5dcyp9Hm7D7v22yzZl0gxLWgIG2uaNkmRVkIkyBPC7YqmkAixetfqCtvv7AW7csz3OWcJnPSX4ymWO6Znfv8dnnrKfHzgprMgVPoRR3/WLWqbB+SOO/i4wAUqzZAmISSrhAH2Fu61HLNh9YbKx1euhPBB5zRuckxOr5XateGSSxg/pDvH3Ai17oP7ex5ojmcSYmve1grbUk2OKW6eEE7kmAIWwEpUJQQGzLmmr3ygf/6z3LdCCH7b+Jvt8VUrIaySo07xKsekamAd4W9L4IaLnwlLtEnuRXGVY1I4R3KyJH+kHeJH0LFR9UY82/tZZlwzg/+e818Oa+BPZeELXSUNoRCMMJeB0iSfsfPHMnHpRNf7x17XqfB8lgxcV0Kkiam9RhN0LD2XtCeERpOWBPqJxTCMOsBHQPWozbuBccBTlK9qeAv4F/AKMA0ooHzSYhHwSOm/R+M6cY0mCdgZ79725W3lvv925beM+NniBVUIaz8Ih0xaNokPFn1Q4WEjqJ4Qs9bO4uTXTyb3iVyu/PjKCu0ba4bljGJZVxP6XgrTPBQNeA54FBbClVdCkbkXyKvHwuxmB76P/mz6tjEPyA06apC3OSUImfSI1YpjuyRE05pNlY+v7Anh4aHZ7vyIRwBX5bjR13JJ1K9B5WfNyXQXLNxdsLvCNiuJtxpVarg6ToT61ezlXRxXQsTLEyKFKyG8zsfsGpBdFytPORKOO858oK++gmnTyr7dsX8HO/bvsD2+ahLC7u+2ExIpx1StEF6eCDW37YHLLoOePWHhwgr9kl0JYfczPfDdA5zxvzO4ddKt/LVLvnLAqxxTPPm2NSyU5clHj4Z9+xI6H40a36z4xtP+FTwhdCDOFLfP01qOSaNJDaTXqa5Y0mgCS7DeOityC9CUA5UMXwCthRCXCiHuL90WaXtTCHGfEOIGIcQpQGPg/4BdhJMR7YFDgSeEEGpOcBpNCuHG9+H9he/LGxcuhE2bTJvcJCEA+o/vz51f31luWxA9IVbtXEWvt3sxbc00yyDRiC5hWaMIY46CI2+CSTJ5BEU8V0I8/ni4EsKELdXgvpiq/+jPelivYfRs1bNc+5VHXcm1na/1NqcEIQv4eUlCHFzzYOXj+3ne2p2ziZZjsjsvvcjB1MxxWFpVyp7CPcrzMDA4pLY8OzikyxD+1uZvlsdrVaeV7ZyC4gnhZB5BS0IkSo4JIISAxx6TD/bgg2VfmiW9zFBNQgz+fLBvL8qJNKZ+aAq0jC6knDIFjj4a7roL9hy4JmWJEbvzTSUhonKOtKprfb0+8eMTfLvyW16c/SInjD7BMhERWAyLaoidO+HttxM6HY0a4xaM87R/BU+IgFWzBQW3z0lajkmjSQyWSX6dXNVo0pJgvXVW5EbCSQYDWAKcL4SwX4IGCCH2CCGeBzoCv5eOcRkwJj5T1WiSi5sVlb9v+l0eWJRUQRQbMLWl40OV8dzM51i3e13Z94nyhJAGoEyO//Hij5WCTSWZcOV5sKo2nHMJXNUPduZ6nqq34PLs2fDkk9Lm/+sN26uV3xb98lqjSg0mXzGZZbcs47NLPmP17asZc94Y32Qt4o0bTwg/kxCq521ayTHZtKsEuKtlV7PtY4bZdWqVDDEMg8d7PG7a3vvQ3rYm5CpJCKcB/SAkAIIwh2gSJsdE6XXUuzd062Y+2Pffh/9xwF/Jjua1m5d9bVWJMGXVFP7Y+ofSmHYkqhKi00b4vxkmDcXF8J//lKuISHYlxHEHSypcTNiwdwNvzH3DtM1SLiIAQZK3O8GOqpLGESOkclma1MVNJURlDJ67roQwdCWERpNsvLwr6etUowkuwXrrjMIwjLZAk9JvBfCoEMJxlFUIsQ7oBWwknIi4xDCMAb5NVKMJCFaeEFZEJwTKIUlCzGwGez3EowWC8YvGl/veDN8rIRysaBr61VDlcRc2hra3wucx8s5HNznatSmm60qI7dthwAAoMQ9GfXxYOFgRi5nB4aH1DuXsdmdLPSKCSjwqIWrl1LJsj0bZEyLAckxuV/95qYRwK5W0p6BiJYTdPeXuk+/m7HZnl2sb0GEAfdr0oV7VepbHa1mnpe2cnP5ug2BMHYRAajQJrYQQITAM62qI++8HIdhXpJaE6NbsQELDzofklV9eURrTjkRUQmSE4JXPIEtyK5jcqw137/mIRVsWAcn3hMgwMrjmmGts+0V4eOrDyn2DRF4VGN05ZmPt2nDHHWGDar1KPu2ITS6q/J21eg7SlEdXQmg0iUFfTxpN5SOwSQgg8jhtEPZR/dSmv/RnEUJsAR6M2vSAt6lpNMHDrbb0km1LKm4MhWDePNP+3xzq6jDl+HbltwcOlShPiDiuaCo2ifF0a9aNDXds4JIjL3E8nqsHMiHCPhCrK5poA+yonsn154DZO1XQApBekAXc3CYhTm5xctIMfpMlxyRdMa5g4m6G6mfiKgnhRI6pdB5ZGVl8OOBDvrzsSx7v8TgTL53Iuxe8S3Zmtq0s1BENj7Cdk5Zj8k4iKyHKzpeePaF7d/MBZ8yAjz6yTVhGOL7p8WVf2yUhvl/1vdKYdnhJAoJaJcQNc6CrZN3ChhpwwTFL+ff0f9PttW7MWT9HOie7xIhflRCAL1KCyfaEOO2Q02z7jOgCJQZsa9kYRo6EtWvhmWeglX31lib1MFs8YoefHjSpgmtjasUKMo1GEz9U3k+1J4RGk3oE662zPA1K/xfAaiGE3fIzOxGU94BCwiG4DoZhtPE4P40mULjxhADYmre14saMDFi5EmbPZsUd1/BdSygofR536wcRTfRDRcI8IRK8oinDyKBqVlV6H9rb8b6uKyHOOguqmAdvrv9bCZslMd6gBSC94KYSIr8oX9o2pMsQR8dXroTwIXCVaDmmeHpCgLskhFM5pgjZmdn0btOb+0+9n75t+5a1Wc314JoH06ae/aOD40oIbUxdAa/zMdtfyevEqhrinnvI27dL3h5FtBeBXRKiapZMR8cZnuWYbCohDtoNT5kXSAJw699gd+mPsqtgF8OmD4tvJYTi+e3X5+t1Hl44v/35tn1W14VjB8OYt++EG26AGs7vp5rEUbeqtfSfHW7kmNy+J6QyWo5Jowk2+nrSaCofwXrrLE/tqK+3SfrkcWBdr+XTthBiL7AyalMX91PTaIKHWzkmqbxEZiZ06cLSG/pz+iCoezf0vhxmN3U9xTKiAxCJ8oRI9MtE5Gd046Xgak6GEQ48zJhRYeXjm0fB+COtdk2fSgipJ4QkQAfWCYqLj7zY0fGVPSFUVvfYJM5k50my5Ji8JhRrVnFuTm0qx+RhHlZ92tVvp6ZPm4KVEEG7B3hOpJnsr1Thc/LJ8DeJOfnSpTR55xOl40dLuCUsCeFVjsmmEmL4l1BLspB6Ylv4IKZI6P2F70vHSpQnBEBuljOjJrNnkmSvqLypy030P6J/2feyn/33g0qN1jWBp3qV6p72dyPHpCsh1CkRJVqOSaNJMtoTQqNJT4KchIhemiq7A0UvgWymMObOqK/VnUY1mhTA7cuFnbxEUagIgPwq8HUbc+khp+wv3l/2dRA9IVSDNpbHK31wig4wnbEcnpgMds9FrishADp3hl9/ZXWPYwBY2BBuOst6l6CtgvaCm0oIWZvKqvdYEiHHFG/cJuxCJKESolC9EkIlsG01Vyf3BSfXVBASAEG7ByRFjinC00+HqwFN6DByAjX3mzZJsUtCOA2Sy/BaCWEV+D/vD+i/yLxtXzYM6Yv8Sd0Eu/NNxZ9C9RxpVL2RUr8IO/J3OOqfiOs3KyOL9y58j0U3LeLDAR+yZugauhxsvpZKB15SA1UjeBkVKiG0HJMpbhMG6/es15UQGk0CiFdSTycLNZrgEqy3zvJEVz/IlkduiPraXqgZGkZ9bb/MSqNJIdyWWd/25W2W7UUlRa7GtWLTvk1lXyfKE8KJzr3XFWrRx4skIXotg8/egft+gqe/wTIR4fnBqU4dRtxzOrf1gQsHhE0rrUgrTwhJwM1NEsIueGhGIuSYyjwh4iXH5LMxtep87PwYzDCrhPAiC2U1V0eVBQGQQgrCHNyScGPqaDp2hEGDTPvm7tzL3dOsj33uYecqHTdCYCohJIH/enkw8nP5fg91D0sBOSGRlRB1c+vSsVFHpb4Am/dtrrAtCEFHwzBo37A9/dr34+CaB7uWzdMEA6/SSLHPOkpyTC4rplMZL9duOj0bazSpiBdPCI1GE1yC9dZZnsWl/xtAc0mf36P69LAazDCMFkBrDoT+nC110mgCyra8bdz+5e0Mmz7M9Rhrd6+VtkUqIfwkOnCYME8IBy/s1bP9S0LkZObQZyl88i5ULY0R/WM6vPIZZEkUgvwIImzct4kXToDFDe37Bi0A6QWpHJMkQAf+JiH8fGlNlhyT38bU8ayEMKvk8jIPqz7xqm6ImydEAObglrh4QjgJ2j76KOSaVyj83wxoZmENcVGHi5TmGMGvJITUBFrVE0KyMnv4JGgiUW38rTEMP0Fp+HIk0hMCoHvL7sp9zczug7iiUkvFpDZeEwLamDp56GtMo/GPeCX5g7B4QKPRmBPkyNNCIBIZyjUMw8wO96eor5sbhmEl3v1o6f+Rp7Q/PM5Po0k6u/bvovMrnRk+a7inccYtGCdti0clRHRiI2GeEAov7CERYvKKyWzYu8G0r5vjNZn6Cx+PO5CAiHDdr/DVW9CkYrzDlwen6GoTO9JpFYmfckxxrYSI4+qeZBlTe00o1qpSy75TDGa/Oy8Sb1afuZPAeLz6OiGlKyESKMdket42bQp33GHaP7cYnvna/LhDugxxnITIzY6vHJPq79asEuLcxXD5fMnxDBh8jjuJxkRWQgAcVOMg5b5WCesg4TZZrAkGnishDOeeENqYWp1uzbtpOSaNJsl48YTQaDTBJVhvnVEIIfYBc6I29TTpNgEoIFzdYACjDMMYYETdsQzDqGUYxghgIAeqIHYBM+IycY0mgfzv9//x166/PI/z28bfpG1uKiHsVjRHr8ZKmCeEzctESIQ4b9x5nPnWmb4cL8PIgK1baTfkn+RIYho9V8HCEXDZ72BExXelL01z58IDD4DNS1VBcQFfL5dEyWRzTROSnYRQDZ7GU47JK37LMameX01qNFHqF43Z786LxJvVXJ286DgJZAYhCRi0e0A8EmnKckwR/vEPaGheSnbRQuixovy21bev5qW+LylXHkSomhkQOaaYSoi6eTDKQoZpWDf4WcWNzYREJyHqV6uv3NcsmSOtOkti8EPLMaU2Xish3MgxVcZKCLcJg16te+lqI40mAWhPCI2m8hGst86KfBn19TmxjUKIXcCLhBMQAqgFvAtsMgxjumEYc4BNwA2lu0T6vSCEqHxPYpq0Y8rqKb6MUy27mrTNTSVE81oyBbUw0S9CifKEsHuZ+O+c//LZks98O16GkQENGrD+pacotvhR6u2Htz+COa/AoLlQJz/mMykqgm+/hQED4Nhj4Ykn4M03LY898OOBjuaaTqtIZAG3oFVCqGD3e4mXHJNrY2qPVU0H1zxYqV80ZknSIMgxyValm1Ej27kMlQpOzoPAJSGSaUwdoWZNeOQR06Yt1aB2VAzxog4X0aJ2C8fzBB89ITwaU8dWQjz/JRxUUe0MgD8awMPdncyuPHbnm0rixMk5Uj9XPQmRKkF8xwHSUAgmT4YLL4RN6pWSGv8JiZBnqVNtTK2GmyREx0YdufeUe3UlhEaTZLQnhEYAOiJrAAAgAElEQVSTngTrrbMi75b+bwB/MwzDLLL5MLCAAwkGA2gAdAU6AzlRbQCzgSfiN2WNJnFMXTXVl3EskxAuXpTsHtCjExtBqIQQQnD/d/fH5XhF553DRf2hwCam0nkjvPEJbHsaxj8wD046CY4+GurUgTPOgPHjD1RA3HorrF5tOs62vG2MXzje0VyDFoD0gtQTwiIonAxPCC+JH7vVPUEzplY9v5rWaqrULxpTOSYPslBWn128rpOWdVrGZVwn50HQXuLiYUwtG9My6HzdddCp04G+GQYvdYHDboaP2x/o5rT6IRo39xkz/KyE6LcIBs6THMeAq/4OBeYWEkrYXUuGYdhWQ8StEsLkc5TdU5J53SjLMe3YAc8/D+3bw5lnwoQJ8NprCZihRoYfyYDYe46ZP1IsldKY2uFq6PYN2jPvxnlUyaySVgt0NJqgoj0hNJrKR6AjT0KIpYQrIPoDl2AyXyFEHmFT6qkc8HsQUf9HvjaAL4A+Qgj/Re41mgQjhDA1UHRDblapJvWECfDDD1B44AXJaSXE5Z0ut91HqRLC54d/WaCnqKSIVTtXsWO/v171kQBB1ayqfHgE9LwyvHrWdj/gkM0FMH06/P475OVV7LRnDwwaFF7ZGMOiLYscP3gFLQDphWTLMSl7QqjonNqswotXqbFbrXGvCUU3lRCO5JgU7imWckxxuk7iloRI4UqIeBhTuzqvs7LgpZfCX3frxmPPnMstZ8GOmHu5l/n6tfLeqzF1/Wr1qZJZhaa7YPSn8n7/ORFmWRc72qLyedklT5w8I9TLrafc10kVU+DlmB56KOxvMnQoLFlyYPuoUVCSGt4X6YgfyYDY62PljpW2++hKCGuu63wdC25aYD+mlnnRaBKC9oTQaNKTYL11miCEmCiEmFD6z3TprxBimxCiB/B3wtUTq4B8YH/p12OB3kKIs0slnDSalGfH/h2+vVAUh4rDq+xvvRVOOw3q1oW+feHZZ1n5wyeYPcNXy65mGki45phrbFcwRldXeDWzVaUs0RKDQPDLhl98PRYcmH9OZg4A01tA12vhF3V/TGumTIHhFQ3JrYLtMoIWgPSCLOAWNE8IpbECJsdkFyz1WgnhxDw2wpJtS9i1v/yf9SDIMTnBTQWICtqY2n4bKCQBTjkFpk6FH39kVeu6pl1Uqw3McBL0djOO6tyqZVfjjEN68r+PwjKBZiyuDw/1cDvDA3i9FlXHiNCwmrm3hxlm50MQV1QqVaxVrw75+RU7rVkDEyfGaWYaO/wwiI49/w9vcLjtPpUyCSF5xxh09CCW3rKUt/u9zbSrp1H0YBGvnPNKuc9VyzFpNPFHe0JoNJWPYL11ekQI8ZkQ4jIhxKFCiBpCiOqlX18hhPgm2fPTaPxka95W38bKK8qDxYth/frSDXkwaRLccQfP3/09Zy+puE/HRh0Z3398mdZyblYuI88aSfeW3bnvlPssjxcSoTLJg0RVQuRmmychAOasn+N4vEhyQUZk/tF63yvrwQnXwkPdociPu+/UqRVMqt0EtNJpFYlUjsnCKFiWhHATWFSuhKhEckyqAeVaObWU+sVS79/1uHXSrWXH91KRYTXXeAXqj2x0ZFzGdULQ7gFe52N27bpOQgCceipkZEjvI17ODScm5pbjeExCALy3ugs9V0nGN+Cq82C/BxmmsjkpVGfY9XGSqGpco7Gl7GQ0qWIqr3Q+X3015EieVUaMiMOsNCr4UgkRc330bNXT/rg+JD/SBQODNvXacFmny+jWvJvps6M2ptYEnZ37d7J652r2F0tWDqQ42hNCo0lP0ioJodFUJvKKTGR63I5VnBc2LDShxIAfDjE//vntz2fTnZtYdssydt+7mxuOC3vA923b19ZsM7IiK1GeELJKCIBfN/zqaKzDGxxOTpZ1EqKsEiKmX3EmPNodjroBJrSvuJ8S7dvDJ5/ARx9BzMOXm4BW0FZBeyHZckzKnhABlmPy25ha9fyqXqW6Uj+z4744+0VG/jzSch4qn7mlHFMcAvU5mTmOpGKckMpyTF5fKs0SWm4rfFT6ekpC+FUJ4TVBMncuNR79l7T58VNhpkcZJidz8rMSIsPIoE29Nkp9zX4fQQw6Kt2nGzSAAQPMB/j6a1i6NA4z09jhRzIgNrnYuEZj230qZSWEh6oFXQmhCSpCCO6ZfA9NnmlCy+EtaTisIQ9+96Bv8o6JRHtCaDSVj2C9dWo0GmX2Fe7zbay8InkSYnZT2G2ST4hUYmRmZHJovUPLBWzr5dZj4qXWpf4RSSavq6dVsaqEWL5juaOxrjnmGttVlZEAiSyQ/UcjuPAiOOImePYEWGO3CLxmTbjggnCFyoIFcO65FRIQ4LISIo1WkSQ9CZEGckxS7XybQJxXaTWvgfCx88cCqSXH9H7/930fM0JKyzF5TPjUrlq7wjZPlRCluK02OL7p8fIx410JoWqa3bYtDBxo2rS2Q3MeO9XtzCqSaE8IgFZ1Win1cyLHlMwKIuX79E03yQcZNcrHGWlUWLljJV1Hd/U8jtl1vfp2U9XiMrQx9QGCVv2n0Thh9K+jeXra02UJzb2Fe3n8x8cZNm1YkmfmL9oTQqNJT4L11qnRaJTZV+RfEiI/fw98/71p2+TW5vvYrTDo2aonc6+fK20vq4RIsicEwIodK5THOarxUVx9zNVUz7Zeta06/z8awR19oMVQaHsLXNgf/n1+Y3j0UXjqKRgzBmbOhK1b4YMPoE8fyJCP7SaglU4PcLLAVX5xPrPWzjJtS4oxdQrKMcXbE8IrM9bOALzdU6w+u3j8HE606p2SypUQXudjJpfnNrkWjdtzvFfrXtK2eFdCKMsx1agBo0eH/87UjfK+qFmTojffoMS97UUFEl0JAdCteTelfn4lheKN8n26a1fo3Nl8kDfeCMtvahJCSaiESyZcwvb87Z7HMruuW9RuwWUdL5Pu41clRGFJIS/OepG+Y/tyxUdXMHeD/Fk/2XhZrKHlmDRB5f1F5gtYxvw+JrET8QHtCaHRVD6C9dap0WiU8VOO6ZA/N8GePaZtsiSEysuMlSRTUUkRk5ZOYvyi8abtifSEUOWUFqfww1U/UC+3nq10jOPV6AYsqw8TOsCYnvXgwQfhnnvgyivDQYQq1mbfEdwEtOpUreN4n6BilTjo9no33vr9rQrbU02OKUKqyDElOsnlZR6Wckw+VwxVzapKp8adfB0zGiefe9CqoeJhru5LJYQs0B9ZlTxtGqxdW6HdyifJrySE7OdQroSIcMEFMG8e9Ch1oB4xglbHnu5xduVRqoTw0RMCwka0KjiRY0rmdaN8nzYMeTXEjh3w3ns+z0wjY/KKycxaZ74Ywimy6+PN896U7uNXEmLQx4O49ctbmbRsEm/Pe5vjXj2OsfPG+jK233iphNByTJqgMnmFuXrB4q2LEzyT+KI9ITSa9EQnITSaFEVFjumSIy9RGqvj/E2m24tzc5jZzHyf/KJ823GrZMoD55NXTObccedK2xNZCaHKrV1vLdMar1GlhmVfL/P38oLjdBVnvdx61M2ta98xRbBKHIREiKFfDa3wGSWjEsILZZ4QcZJj8tuYOtGr7L3MI5HG1Be0v8C1D4bfBK0SIh6JK7cVPip9s0LAI4+EDawHDoSS8veY3OxcaRA8SMbUZTRrBt98Ax9/DJdfDsB5h5/nZXrlSEYlRKPqjZgwYIJtv1TR1HZU2XPJJVC7okQZAC+/7OOsNFa8t9C/hI/s95+ZkSmVf/PDi2LJtiW8u+DdcttCIsTgzwezaucqz+P7ja6E0FQ2Us37RXtCaDSVj2C9dWo0GmWs5JgaVW/EjcfdyBt/f0NprGMX7TDdvqXz4RRK4rD5xd6SEP/95b+WOv1+r2zIzsz2PkbGgTH8kmMyw0sQxOmq2nb127k+VhCxSxxsy9/Gj3/9WG5bsUi8J4TS6h6XL8Ce5Zhcrv5LlMm8HV7mkQhPiNysXC7reBmvnvOqL+PJSGU5pnisbIuXJ8QhO+DWuz+Chx+GUCgsbfjvf1foJ0sGxF2OyWklRNmOmfD3v5d5D1n9PXdKMjwhAM5vf75tH7PPMYieEI6SatWqwVVXmQ80Zw78/LOPM9PIWL3L2rPBCVb3LdmiGz+85H5eZ36u5BXl8dLslzyPnyh0JYQmVbF7B9hTYK5skIpoTwiNJj0J1lunRqNRRibH1LFRRzbesZGXz3qZnKyKutixVC+ATivMx1rbtb2nOUYH7WOZtmaa5b5BC4pB+USGXSVEPDX/rXCawGhTr43rYwURlYDb8u3ljciT4gkRYDkmt9r5Qa+EUPnMLeWYfHrR2XnPTt4+/21fJOKscCTHFLCXuHjMR/a7fWH2C3Qc2ZFXfnnFdozYc+ui+fD7KGi9aH35jg88AJPLyyVIkxBxroTw6/qz+nvulGRUQkQ4vMHhlu1OkkIpIccU4YYb5IONGOHDjDR2+GkMbXXfkFW37thvvuDICTv375S2fbX8K8/j+42uWtCkG3ZyzHsL9yZoJv7g9RqV/i3U175GE1iCF+XTaDRKyFY0Va9Svdwf5Lu63WU5zqmrIVsSt1553KGu5wfeVk4GLSgG5YPSdjIqSauEcBjQapDbwPWxgohK4iA6UVFYUsj+4v2ux4olEedtsuSY3BpTJzJQVxwq9ibHlABjaj9XlFuhKyHKY/UzLti8gOs/v54xv42xHCP63MoIwW2zoLZZXDEUgosvhlWryjbJEqSBMaa2wY9qwgjJ8ISIYGcGb1oJEcBghuPKnsMOgzPOMG8bNw62bfNpZhoZsmcNN1j9Pa5b1TwJ4YchtlUSYt3udZ7H9xstx6RJN6yuQYA9hWlUCRHAWECEcQvG8fdxf6fv2L6M+W2Mvi9oNA4I1lunRqNRRibHFCsTNKTLEMtg6hkrJA2NGrH+kHpupwd4C1oELSgGiZNj8uQJ4TCgFfG4SBdUEgdZGVkIIXjwuwdp/ExjPvzjQ9djxaJcCeFBjile+5Xt71aOSfIAnshreX/x/sDLMSUKJ+dBEH82t+fxCc1OMN2u8jPaVUNEB6hDGXDZ+bBbllPatg369YO88KrFeFdCKBlTh0LwyitQVOR4/HSphKiXa/1c42QRQBDlmCwDIUOGmG8vKIA31OQ7Ne7xMwlh9awnO8f9SEJYjRFEPxVtTK1JN+ySEClXCeHxepL+LYzjdfrCrBe4ZMIlfPrnp0xaNomrPrmKJ398Mm7H02jSjeC9dWo0GiVk5ZjVsquV+/6QOofwct+Xyck0l2aSJiFOP539Ibm5Ve0ciclhFJ4qIZIocyDDkRyTh/knshKiZk5N18cKIkqVEEYmz818jsd/fNzyYT6unhA+nN/xWnWTTGPqYWcOM93e69BeSvvnF+XLKzIUgg7plIRwQhDvt27nNLjzYNfjzVg7Q9oWEqEKciMr68H151gM+Ntv4YqI4uL4V0LYGVMLAbfdBtdfDxdcAPudBUQTnYSwq+Bwez3WqVrHst3scwxi0FEqm2c117PPDpuOmzFyZDhJpYkbviYhLJ71ZEkIr3JM0/6axrMzn5W2BzIJoSshNGmGbSVEinlCWF1PQXs2LSguYOqqqdz25W0V2p6Z8Yyl16VGozlA+r5RazRpjpUcUyzXHXsdy29dzu1dby+3vfEe6LRZcoAzzrB8YZIFC6PxErQIYsAv+uex0/aNnv+QLuarD7u37G663csLTmWvhFCRHjEMg7fnvW3bL56VECpYPXwLIeInx+Ry9Z+X4H+EC4+4kJpVyifGcrNyubzj5Ur75xfLkxBKckwWn12Qy8LN8NMkPRm4nVf/Dv1Nt6tem7KXyHsm32O6fVxHmH7+8fIBP/sMbrqJTMkjt2+eEHbG1A8+CC+9dGBOZ50Fe9VXTAZOjsnl+XFkoyMt253IMQXRE8IyEJyVFU5CmbFiBXz9tQ8z08jwMwlhFeyKhxzTvsJ9/G3s3yz7BDIJoSshNGlGZZJjUiFRnhALNy+k6hNV6f5md9P2nft38vO6n309pkaTrgQvyqfRaJTIKzavhJDJBDWt1ZTz259fblvPlRYHsElCnHvYubZzNAzDVSAXghkYi/5ZCkvkVSJQPshyWcfLKiRkGlZryFltzzLdN5GVEOmWhFA53wpLCpm7ca4vY8Wiet4GWY4pmcbULeu0/H/2zjtMamr9459sX2CXDtK7KEiRIuhVulJU7CBFRLGiIvZe7lWu/afoVcReUdGroIAgiggqeC0gCBZQQJHey3Y2vz+GhdndnOSkTmb2fJ5nn91NTk7OzCSZ5H3P+/3y2ajP+Eejf5CRkkH3ht2ZNWIWHY7oILV9XlGeK1moRKqEkD0Owvq6nIxrzsg5wio12f725O8pt6youIjnf3heuM3cK06Gnj3FnT7/PANfX4xR7MqLSghd11n450LDdckkwa23woQJpVfMmwcnnww75WZHe1kJIZMs9kuOaVSHUaZVmmEMpBrhWN7rkksiyQgjnnnG5agURhQVF3H/gvv5e693nglByzF98vsnlsHNMJ47fk3WUChixcZ9G03XJ5IcU1hiAau2r+KYSeYTGEAsla1QKEoTzidPhUJhiagSoqwcUzQZKRml/hdKMbVqBY0bk1uYa7j66FpHU7dKXalxOpVkMgoEucXKpNuK6KTM8Y2ON20bHQg4vtHxTDt/Gl3qd6FSaiX6NuvL/NHzqVvZ+D0M0hOi7KzzeEcmcSA7G9FXTwiXD8A6euByTFYBBjdeDNF0bdCVLy/+kpzbc1g0ZhG9mvaSDoAqOabDyB5jYX1dds+R/wz8j6lsl+zrNJpl+OOmH01nH2ppaTB1KjRqJGzTb8oiJnxGuUSEF5UQ//nff4zHVQwDn5gBDz1kvOHixZGKCIlriZeG6l7IMTm9htapXIe7e9wtXG9HjimWAZLM1EzD5c989wxLNpok2Y84IiLHZcSMGaXM1BXecNH0i7jr87s87dPsulE907gSYlfeLsf3DdN+nWbZJoxJCBFuJoIoOSZFLPlr91+m6+NNjsktQXhCnDrFeNJgWcrGWRQKhTHhfPJUKBSWyBpTR1Pqy1E3SUL06weIg7Xt67aXGiM4D1xYzfRwwhVdrnC1fc1KNQ/93a95P9O2Zd+7Qa0G8e2l37Lvtn18OupT2tRu40xOwQJVCWGdOLCS0rLTV1m8nF2XKHJMToPc0eOQ/SxcyzGZBCbibeakdFVOSF+XnQDvu+e9y1XHCUx3bfZnlGyQqnyrUwdmzYKqYr+k27+Ex+ZEkgMluA3c7c3faxjgrFQAb78HnaZ9I944LQ3uvRckjoGg5Zj8qoQAuO2k24Tr7HyHxvLcyUwxTkIAdH2+K+///L5447FjjZfresS4XOEZm/dtlpJ/tIvZdUPk2VasFwv95KyQmV3tlb+Nl7hJGCg5JkUY+WuPeRLC6TkeK8LqCfHN+m8Y+OZAtH9qrNqxSmobLytGFYpERiUhFIo4RdaYOproJESr7dBYVGxw8skAPPeD8cOonUy/0y9kP5IQzas3Z1CrQY62rVu5Lq1rtj70f8PshlzX/Tphe1ECJ/qGyqnsjRkV3hPCQkcc/K2ESAQ5Jq+Nqb14iJD9LPKK8lxVZCRSJYQsYX1ddo4bs+R7CW4qIayuK4f6PuYY+PBDSE8Xtr1+cSQ5kHkwr+E2cDd/7Xx25+8utazhblj4EgxZaTboJHjrLThFzvQ9cGNqnzwhSvbf8YiOhuuMrmNhnPlsdq93QD/ADZ/cIB73SSdB27bG6154AfLlEvUKa6aumOpLv2bXDZEkHTiXaqmWbm7oDuGshFDG1IpEY/7a+abrw3ge+okfnhBLNy2l96u9mb16tq3tCosLHe9ToahIhPPJU6FQWGLHmLqE6OSBsAoiKQl69TL94jWbgWe2Tzts3Ot9EgKgTa02trfR0Hi8/+PlbnSu7XatcJvcImMpq7L9GhFkJURWemLJMckEymQfwiusHFNIKiGika6EMJNjkgk6mLQJa7BeRNzLMdkIMnsxs74EoySE1VhKSQf16AFvvhn5LhUwZCUsfBlabHcux7QrbxdTV0zl5k9vLrX8tF/h+8nQaZPZgJPh9dfh7LNNGpUmPUWcWLFLrCshzLa3kxSKpRyTWRICYO2utazdtdZ4paaJqyG2boX//tfd4BSHmLBwgnUjBzTMbihcZ3ZfJzujtyx7CqwlUsMY/PTDmFqhiBUTF09kzS4zQ8f4q9QJkyeEruu8+MOLHDv5WKnn+LIUHlBJCIVChnA+eSoUCkucyDFFawgLkxBdukD16ry74l1hP3YSC1UzxNIUZtTPqu9oOytEOspG3NXjLm48/kYWjVnEsHbDyq03CwLIzLYXVkIE6AkhM4M4nrAKzACW5oolhFmOCfwzXBQdl2UDDJO/m0zX57vS4skWXDf7OqGHTJBJiJzCHFfJELM2YTHIk8XLqpxYYOe4kTnm3SQhpOSYojnnnEgiIlk8m7/zRlgyGQYs2CDlyRDN7zt+p8OzHRj63lB+2fYLADVy4LkP4aO3oI6ZGkNaWiTIPHy4rX02rtrYVnszYukJYdW/UVIojEEdme+6rTlbxSsvuACqGMyYT0+Hv8zlPhRy7C/Yz+b9mz3vNzUplXPbnCtcb1YJcdLLJznyXNues12qXdiqBPy4Twrj9UCR+OzO2834OeMt24UxGegUVxVLDs7T8bPHc8lHl9jergSre0WFQhHBfoRFoVCEAjdyTEnF0EcwkaKgdw/SgJeWviTsx46ET/UMY4M8K8Z1G+doOyvsVHH8q/e/TNe7TUKEwRPCTlImHpB5PaGohHAZ+DXVUA1Ajuk///sP13x8zaH/n/jmCWF/QSYhtuzfInxvKpocU9xXQtgIErn1+4jG6Ppg9WBpKB10/vmRgP/550Oh8ey4rAK4/ZXfYXUPmDgROnWSGuONc2/kz91/ApBeCGOWwD8/h1pWE/cqV4Zp0w75PtnhqFpH2d5GRBgqIURyT4bG1KLZ1DGcKS2ThDANHGdlwahR8Mwzkf9btIArr4TRo6FmTfF2CmneW/meL/3eeMKNpokGs3UAn/z+iWkSw4htOduk2hXrxZYJxCBxVQmh5JgUIWLemnlS7eItCRGW82lbzjae/vZpV30oOSaFQo5QJyE0Tbvb4y6LgN0Hf9YBP+i6bjydXKEIOW7kmDpvgGoCyd/btM942CKQXS3DWhvWSdsSjqhyBKe0kNOptouXQXezvlxVQgToCeFULiusJGlJpCenk39ArGntayWEh7PKzfrycyaejBzTU/97Sr4/D94TWVPcDXs3iOWYXPpwhDVY75awvi47x41MW9nXaXT8mF1PTPs+++xI0H/IENhvcrv55ZfQuTP8/DMcZR3sn/bLNBrtglE/wpXfQQOZS1qTJjB9OnToING4PK1qtHK0nRGx9oQAcSVEvARwZCZUWAaOr7wyUvVw1VURLzATCbEg2V+wn8zUzNBem2T5fO3nnvRz/jHnk52Wzc68nZx+5OmMbD/StH1achppyWnC5OmU5VNsJyE27TPTdztMsV5MMuFJQohwI8+oo1OsFzP397n8tv03jm90PF3qd/F6iApFKRatXyTVLixBfS9wI5tm9334Zv03rj26lByTQiFHqJMQwL3ga81jsaZpy4EXgdd1Xbdfn6pQxAgnckwpSSkka8l02mj8JZuTAk8nL2HIhu9M921HYsluEqJ30948NfApalWqZWs7WexUQlhh9oAcD54QSVqSp2ajYaFSaiXzJES+f0kILz0hzNqYVkK4nJ1rddO/r2Afv23/Tbq/ICsh/t77t39yTHGmDy0bpA1roM/rSgjZ12l0Dc0vMk9CmM78HTQIvvqKPf17kb25vNTTIfr0sU5AzJhB8SdzWDIVOtpReTnxxIgEU506NjYqjZcJ/DBUQgg9IWzIMYXZEwIkkhAlRuohYdO+TVw8/WJmr55NclIyV3a5kof6PRS3FZsyk1Fk6NG4B1d2vdLWNlXSqrAjd4fhugXrFtjqa3febnNpryjClsRzc+6K2uQW5nLu1HP54JcPSi1fevlSOhzhLMmrUFghW2EUtnPQCr8mVdntd2feTtf7VJUQCoUc4XzyNEYT/DhpW/J/MtAReBJYrWnaWb6MXKHwmMIDhRQVFxmus3owzUjJYHJXqHsjjDgbXukAfx/0sFvYBPJT4bM1n5n2YSexYEeOKUlLYt6F82hbp630NnYJKuAWD54QGSkZcRdYlcEqYBEGTwjXckw+GrmZnSO6rkvPiJTpTxbZz2LD3g3C90bJMblrFzS2KiE89IQweoC37QlRlg4dePvF65jb3KTNbbdZD27WLJKe+o90AqIYWDZ6IHz2masERAn39rzXdR+pSalSn5fvnhA25JjCiCdJiJBx9jtn8/Hqj9HRKSou4qn/PcV9C+6L9bAc41USwsmxLnpGAGhSrYmtvlbvWC3dNmwBUDezwkXv+8Z9G8slIAA6Tu7IX7uVn4rCH2T9BhLJs8SNJ4RdjPzA7KIqIRQKOeLhiTo6gaBH/ZRdXzbZoBu0L5uMKFmnAbWA9zRNu977l6BQeIuoCgLM5ZjgsPzOliowpT1cdBY0vB7ajIXb+kbafPP3N6Z9+CXHFIRJclCmUYOPHGzZxg9PCDvbelkVEiasgjNhqISQwVSOycdya7Ob/mK9mI17N9rqL8gkxMZ9G11VQpi99rhLQsR5JYSdcbn9bKMxCkI7lmOK7qNWdfqPhJtOhoKyzbt2hb59rQfXooV1m4P8UQ36XAhLrh0a8abwgCu6XOG6j7RkubH47glhx5g6Tj0hZGevh4F1u9YZyo08vvhxaR+nsCFTESuDkyCbmfl0k6r+JSHClsTzw5jajPd/ft+XfhUK2Zn6YUsEWuHX84zdfj1JQqhKCIVCinA+eR6m98GfoUCJja5GJHHwOTABGAmcBpwMnANcQ0ReaTOHkw46MOlgX6cDFwKPAT9GrS9JRjysadpA/9JizZcAACAASURBVF+aQuEckSk1WD+Ypqekl1+owc91YEn9yL8tq7c07aNqurwcU/VM+UqI2pVrS7d1ilUwqQSZB3yAq7teXW5ZspbM2UefbbmtH6Z3duSYDI+FBMDqs5MNaDhJ0sgGC9zKMZk9ZPgpx6Sjs3GfvSSEFw/7smXouYW5Yk8Il7PlYym94gRlTG2/DTirhLDyLyhpoyfBo/+AdmNhTnQ+4bbbQOb1tjT/bgbIS4Z7e0Lbq+CLZnJjk6Vulbqu+5D1d7Eat19yTP/+8t/SfYRdjsksEB021uxaY7g8ryiP2atnBzwab8gt9CYJ4eRY796wu3Bd3cr2zmM7yaywBUD9MKY2Y8XWFba3UShkSNQkhBluPCHsoiohFIrgCLUnhK7rX2ia1gZ4DWhIJEnwBnC7ruvrzbbVNC0JOBd4BGgEXAEU6Lp+XZl2JwHPA0cSSUQkAQ8DH3v7ahQK7xCZUoN1NYHMjGKrh3871Q12EhZ2H4ycIBvgf+TkR6Ta3d3zbr7860uWbloKRG6YXj7jZanki+jB0pUnhI1ZaFY65/GKVfJAVo7JiWm3tCdEiOWYrLwoYiHHJPuQUVhc6JsnRFiD9W4Ja3IlVsbUTjwhpIyWoxJpv9WCASPh1N/gst+yGHzGGVJjM0tC5KbAc53hkRPg76ivXTvfwTI0rtqYP3f/6Xh7ryohXBtTm9zn7CvYR5W0Kof+D6O8hYxPQjxVEJjJBy3fvNy2kXIYiKUcU9NqTVm8frHhOrvHs2z1KIQvAOqmEsLJ+273/kihkEXk8VKWeDOmDosnhKqEUCiCI9RP1Jqm1QDmEEkiAIzVdX2UVQICQNf1Yl3XpwJdOFzxME7TtNvKtFsIHAdET11oo2naIC9eg0LhB27kmGSMiEUz0kqIfji3Iis9S7qtF7MsrRjc2lomqValWpx51JlS/dWuXJuvLv6K2SNm88LpL/D7uN+5oMMFUtuKHnBceULYqITwSiogbFjNEDVL4kXjJAnhZYl/zOSYLCohtudst9VfkMH7wgOFwvdGSrLH5LXHWxIi3uWY4qoSQqJSp1zQW4OZreG6UbUhSfIzaF7eVGJZHbj+FGgyHsYPLJ2AAPMZ0U5we7zIJiGs3lO34zD7TKf9Mk2qj1jKMcnIV5rdK4YNs+tVPL2OaGSSED2b9LRs4+RYP/docdLGzn0iyE/cgBAmIQKuhAjr96ki/tmZWwErIZQnhEKRkIT9m3IC0IBIhcJLuq4/a7cDXde3AucBeUQSEfdqmtakTJs9wAUclmaCiLyTQhFK3MgxndrqVMv+31v5nul6O7JJWWk2khABVEK0qtmKNrXbmLaZf+F86mfVl+6zUmol+rfsz5hOY2hWvZn0drGuhPBKKiBsWJ0DZudPNDIzTcvipRyTGaaVEC77tjKmtuurEuRDeVFxkViOyeVs+bAaOIuIdzkmO+Py8kHVL08IOx4EQjIz2T2wNy91hDGDofk46DAWHj8BthrMDRjdcbTnModOvHKi8awSwuX5aBYsKDubOYwzS1vXam15f+VJJYSuw2ZJJ3QXmN33eFVREDQy8p/dGnSzbOMkyGYmCWrXt2FfwT7QISsPau6P/BbdgsRLANSv7/N4TZgpwk+iyjElkifE+Dnj+eDnD0J5z6BQhIlwPnkCmqZVJuLdUMIDTvvSdX018O7Bf1OASw3aLAXmcdi4+h9O96dQ+I1oJneSlkR6srnO/7B2w1zt+5JjL7EVHLJVCRFAEgLg4xHmamtt67QNZByx9oQIo8SEF1glD2QfwGMtx+TYE8JHOaZivdh2ubFXs5SePdV6HoJbOaaKaEwd1uSKnePG70oIKzkmWU8II+wGBH97/iHGnAkvdYI1NczbPjngSVt9y/Bwv4ddbS9TjQn+e0KYXcfmr53P+j2Hi66Fki4xlDJLS07jxhNuNG3jKgmRkwMvvRQxTe/UCQr9neFp9p0Wr9KRMsdo1wZdLds4uUZrmsbojqMN15lJX5Vi+XK4/XYuv/U9tj8Eex6EbY9Efm9/COa+ChM+hbZROaqwBUDdnLtO3nfZSluFwi6ylRCJ9GwXb54QAGdPPZsJCyd40pdCkaiE+Yn6JCCDyFyLv3Rd/8Nlf/Oi/hZVOXx28LcG1HO5P4XCN0QzbSqnVrb8Mu7WoBu9m/Z2vO/H+j9mq72dSogG2Q3sDscRjas2DmQ/VogeUF3JMdkMaCUisqbiVsSrHJPfxtTSAYyDeBW8v6DDBdSrYv7VvCN3B1+s+8LxOBLJEyLeKyHsHMd+e0JYVf8EVgmB3OxqgFfPfNXWJABZ+jXv58pnIiyeEGaVEDNXzaTR4424aPpFtj+fILmrx128fMbLwvWOkhC//QbXXw8NGsCYMfD997BhA3z4oYuRWmN275J3ID4rIawC8t0adKNBlvV9r9NrtPCaY3WfOHMm9OgB7dvDAw/QdtlGapT5CGrkQb81cPuX8NMk+OIlGPhbCJMQLib1OLnGqEoIhR8UHiiUPrbCdg5akUieECXcO/9e1u5a61l/CkWiEc4nzwhHRv3tRR3wloO/NaCVoM3vUX9bzC9TKGKHSE5GJviqaRqzRszijpPucLRvO0kFsOcfcVyD4+wOJ64RBdlcyTGFOGASFJVSYpeEkK6E8FGOyS1WxtR2NU+9CnJXSq3E/NHz6dusr6PtZd5zUzmmkBo4uyW0SYgwVUJ4IcfkUSWE7KzwOpXr2OpXlqz0LOZdOI+WNSIm2VXSqnB3j7stE4QlxIMnRAmvLH2FZ759RqwrH+MqopLZ7u+dZyyhuX7Pen7b/pt8h/v3w7HHwuOPw64yAZlnnin175TlUzjrnbM44+0zeGv5W3aHXo5ErISw+q68t9e9UvfITr97RNJpwokE27fD8OFw2mmwcKGtffX4E2ZNgeyLr4z0ExKCNqZWlRAKP5CVYoL4S0KYEW+eECUc0A/w2o+vedafQpFohPPJM0L0XZnzKVeHyY76W+Tmtjvqb3eitwqFj4huck1NqdesgVdfhQ0byEjJ4P4+93PD8TfY2m9GSobtm3LZmZiZKZkcU+cYW33HO8JKCDdyTKoSguqZ1T3pJzPFvidEspYslwwMsxyTRSWEXTkmL4PcR9Y8kk9HfconIz+xva1bY+pYBxztUpGMqd0mmKIxuoZ6YkwtaGM3YCBTCZGsJfua1O9UrxOrrlnF+uvWs+PmHfyz9z/N7z+iSE32Ro7JtSeE5HXszeVvsid/j+E6J98RfmAWyG4/qT3rdq2T66hyZRgmkOycNw9+/hmAR79+lBHvj2DaL9P48NcPGf7+cJ5Y/ITdYZfCNAkhWf0TNqyOsQEtB0jdI3teCWE0WWXZskjlw1vuEkqV3p0W6Wf5clf9eEXQxtSqEkLhBztyd0i3jTc/ArfjFd0L2OlX13VPkxAA32/83tP+FIpEIpxPnhG2HfytAc00Tavmsr8uUX+LpmhER47UXYQitIhuck2Dn++/D6NHR0rs27aF8eNp//16KtnwmP1nr3/aGyjylRO1K9d2bXgZb4gecIIypk5UvJoB7FSOyY6puVM27N1gOgY3mAU8HHlC+BC8lw1kRuN2tny8VULIvu9hfV12Am9u/T6iMQrQWc3EdlMJYVfeTGZWeNcGXamR6X9Bb4PsBofOxcqpckmIeJBjiuabv79he67xY0OtSrVcjcErzJIQ+QfyaTqxqfxxNnaseN2zz1KsF/PwV+V9QR788kFXwaRENKY2S16WHDsy9wtOv0Olq6+WLYNevSKyW16wYQP07BmKRISbSggnqEoIhR/YSUIkVCVEQPen+wv3e/78HK8VfApFEIQ5CbHm4G+dSFXCxU470jStCjD8YF96VN9lKRHm1PFGAkqh8AWRHJNpEOCTqJnDK1fCxImMuv0dPpoiv19ZQ8lo0lPSpbbLTs+2bBMEJzY+MbB9+eIJYUOOaVSHUY73E2ZimYQA74IKZjffYz4cY2tMdrCSY4qVJ0Q0ThKWXvoGxANxXwlh4+HTy8/W6AHeshJCwphaNElgf8F+W8FbmVnhzao1k+7PK2QrIbySYwqqEgJgW842w+XxkIQoYfzs8XKddeoE3boZr3vlFb5ftYCtOVvLrdq8fzM/bflJbh8GVDQ5ppJzXuZ88FWOaft2GDgQdsrLvUixcycMGBAqaaZo/DK83VuwN+5moivCz92f3y3dNt6Mqd2OV3Qu2+nX6yoISKxkkELhNeF88oywANh78G8NuFfTtGMd9vUMEaPpkqvUDEG7zlF//y5oo1DEHNtyTHl5sGCB4ap5NmIVMoEWI2QekO16Tbjlgb4PGC6/9R+3BjYGswccp7Op7MzkOL/t+Y72EXZqZtb0pB9fkxAuH4C/2/Cdq75N92slx2TTE0JGqsYuThKiXs6WjwcqkjG1l54QRtdQLzwhRIn2wuJCW3IzMgFZv/wgzJCthJA9d/02iZfxhChhe45xILVmJW++a9wic481+fvJwmRKOUTVEHv2kD71v8LNcoty5fo3wCxgI5p4E3bMjjE7ASpf5Ziuuca7CoiybNgA48b507ckbvxcnN5LfbHuC0fbKRQiFq1fJN02kYLfQd2TyyYh7EyYjLdkkEIRJOF88gR0Xc8HXiOSONCJeETM0zRtpGwfmqbV0zTtA2DEwT4Acg/2W7ZtEjAgapESclOEFttyTF99FUlEGDC3hfx+ncolVc2wtnVxIq/ihos6XkTrmq1LLevTrA/9mvcLbAxmD5b9Xu8n1KE2Q7YS4souV9K/ZX/b/ccDMsebFclasuNjskFWA+tGPuL2pt3SmNqmHJPszGc7OPlsXBtTJ1CCIpqwvq54MqaWSbSZPbzaudbLJCxikoQIsBLCC4kGO8nUbbnGwXuvEt5ukXnvi4qL+Gb9N3IdDhkCNYzlvFInv4AotuLmWm927/Lthm/p/Fxn3v/5fcf9xwKz78roANXdPcxnOTu9Rovu2Q8lWmfOdO0BYcmUKZH9xAg3gUCn7/vF0x2LNygUhlTPkPe6i7ckRBg8IWSTEOOOk0+qxtvnoFAESWiTEAe5A9h08G+diEH1q5qm/aRp2u2apvXSNK2upmkZmqYlaZqWrWnaUZqmDdM07U1gFTCYSCKjJJlxr67rfxvs62SgLodvref7+LoUClfYlmOaPdtwcX6VTL6zIV/vNAnRMLuhZRu7s6vdUrdKXRZctIAH+z7IyPYjeWrgU8wYNoP0lPTAxmAWSFm8fjFv//S27T5FlRCXd76cxWMWM/m0yfxw2Q88Pejp0M6AdkvdynVd9+G0CgLkAlN+zsJzi9lx4aQSwpckhINKCBkTWdPXHmcSC3Evx+SxMbXs+2EUDLWaNe+mEgLsJSFk9PFjkYTo0biHVDsvPCG8OGbtJFNFlRDxJMcEsGTTErkOMzLYO3KI4aqj1+fRfb3xZunJzu+frAI2P2z8gXOmnsNz3z/neB9Bouu66XXjmuOuOfT3mE7m8oqOKyGsfGgeeshRv7Z5uLyHSFAEbUwNsGbXGnbmeixvpajQ2Emmxdu9qhlBPQftztst1e7cNudKP38k0uegUHhNOJ88D6Lr+h5gIIeNpHUiyYQ2wH3AZ8AGIibShcBOYAXwBnA+h42mS64CL+i6/qhgd7cd/K0d3J+qpVSEln0F+wyXC5MQH39suHhzt2MotnEVcFwJkW49M92ONIJX1Klch1tOvIXXz3qdq4+7msxU6yCll1g9WN76qX1pKNFswpSkFLo17MZlnS/j2HrHhnb2sxc0rdaUFtVtlPgY4CYJIVOuKxMQd/oZ+SnHVKwX2/aECEslRFa6teRbWE2anRDvckxeG1O7qoTwwJjas0qIkMoxXdjxQql20pUQJvKPXnx/2bnnEJmChqUSQlgFW4Zlm5dJ97n8zBMQpQWu+p/xcjfXEtlZo498/UhcBHespDGjPbkaV21s2tbp95KpHNPy5bBwoaN+bbNgAfzk3C/EDUEbU5ewt2CvdSOFJ2zet5nz3j2P2o/U5rjnj+Odn96J9ZA8x86s+nibgR8GTwhZKeMOR3Tg3fPelWobb5+DQhEk4XzyjELX9R+BnsBSDlczlCQjzH6IalcI3KXr+uUmu7oQaHbwp52uqyuHIrys273OcHn1TINyzT//hBUrDNvn9JObuViC0yTE6UeebtkmFkmIWGP1ELQzz/5MKtFNjx+6/GFF0zTu7HGnqz7cJKRkkhB+GrGHTY7JD6k1J9ciGd+ZRJJjkg1chTXxEitjaqOHUS+Mqc2Ov0SQY6qRWYMu9btYtpO9HvheCWGjokv0nssG//0mSUuS8uTYnitvErytflVmtzReN2QF1DWIsboJushuu3rHarbs3+J4P0Fhds24oP0FtKxR+s01uz54LcdUVFzkvwxTWYLe30FcVUK4+M5XAchgKDxQSM9XevLeyvfYlrONbzd8y7D/DuOjXz+K9dA8xU7iNZGOvaDuu+28Z2ccdQb39LzHsp3yhFAoxIQ+CQGg6/rPwHHAtcBqKHfnoEf9lKABBcDbwLG6rk+w2Me6qJ/Nng1eofCBX7f9arj8yJpHll8oqIIAaD5srC2dScdJiNanW85+tBvYTAT8mIEsms3h1FQ8XhndcbQt7c6yuJHZkJlxL5OEiFVw2Gtj6rDIMUlVQlgkYOKJeK+EiJUxdfTDaFFxEUXFRZ4YUycnJQtlc2SlAEDOpLd2pdrS/XnJQ/2s5V3Sktx7QnhxzMrOfARxQNmPa5tTZCSZ7ATvcwpzePo443VpxXDld+WXB5GEgPgwqjb7nhzffXy5ZWb3117LMR3QD8D/BOUsfhH0/g7iphLCzT2YrD+bwh1f/vklv24v/Uyso/PKj6/EZkA+Yef6GG/B7zB4Qtgdw2lHnuZ5nwpFRSKcT54G6Lp+QNf1p3Rdbw2cANwMTAW+AlYCvwM/AHOBiUTMqBvquj78YBJDoUgIduTuEM5ms5WEaN+etCbN+WDoB9L7dpqEqJ9Vn3/2+qfpDX3Tak0d9R3P+BFkFj34VKRKiBIGtx7seNsTGp7geNtYV0K4DdAlqjG120qIRCWsr9lWJYRMQEkyqVESnJ6yfArNJjYj9b5Uvv7ra9NtZK+vovPeTiWETNtYVEIAHFHlCMs2XnhCBJ2gXb/H2AQhTEkIGXPqn7b8xJKNcr4Q+wv2M7sl/FHNeP2V30J6ma8CN8EvO0mheEhCmFVCGB03ZvfXnssxHSiCH35w1Kdjvv8eQhSU87sSws7xrHDOHfPuMFwebyb2ViSyHJMZQX3X2/3u6lK/Cy+c/oKptG4ifQ4KhdeE88nTAl3XF+u6/qiu6+frun6SruvtdF0/Utf1rrqu99d1/Tpd19/SdV2+7lihiBM27N0gXFe2vJv8fPjsM+PGAwcC0LNpT9Zeu1Zq306TEAC3nngri8YsEq53M2s9XlGVEP7iRgaob/O+jreVSTDIzMp38pllpGRwdK2jbW8XjdlxuWbXmoSuhKiIckxhTULE0hNiycYljHx/pDD47LTvoJIQskbFXlOvSj3LNrLXZbPrX1iO2TAlIWSviRd/eLHUDM39hfspToKnuhmvr5MD55eR+Q+qEiK3KNfxfoLCLFlv9Fn5UQkh6jM9pwB2BmycvHMn7DP2s/MToRyTz5UQKgAZDPEgzeYFdoLk8XbshcETwsl7NqbTGHbcsoOzjjrL9f4ViopGOO7iFQqFNGYzwMpJK335pfim/2ASAqxN8Upwk4QA6NawGzOHzyx3w9CsWjP6NOvjqu94ROYhyG7AV1VCHMZJoLoEGR8TEV4ZUxtWNllwaadLXRusmz14v/3T26EwpvbLE8JUiipEszhlkE2ahDW5YmdcnnpCFB/gwa8etPUAKZswDCoJEavPtFpGNdKT003beFIJ4cHr69ZAEF23QXqK+WsNEhmvEIClm5byw0brWfAl95ovHQt7BR/Z+MWUEsJVckyH8bQSwuHxLrouJRXZ+w73jHy5Y9RL/AwEmlXbKjmmYJC97sU7FVWOKah7Gaf39xkpGUIvrHhLBikUQaKSEApFnGH28FUu+CiSYsrOhhMOy81omiYVGHCbhAAY1GoQb5/7NscecSxV06syuPVgFly0IFQP80EhExSb8dsMW33Gg2xEULiphHCzrVSwW+LGOi05TWpmcTRPDHjCVnsjzMb24+Yf41eOyWUlRLwR75UQdmahyrwG2f4O6AeYumKq9L7t9B1UEiJWaJpmKckkmxz22xPizh53uu4jTN+rZlWyZfnm728s2+wv2A/Angx4uaNxm46boefaw/+rJMRhzCaQBCXHJOozT4tRcCw9+Pt8P42pzSrOVAAyGMySfYlERTWmlsELTwg375nofiTeJi4pFEESzidPhUIhJLfQuAw9PTm9/BehKAlx8smQWjoQYDV7EbxJQgAMaTuEHy7/gZ237GT6+dNpmN3Qk37jDZmHoNeWvSbd38a9G8sZtJXQqmYr6X4SBaeVEFXTq7rar5d+D6+dJf/5pySleBKcM3v989fO56ctPwnXG+GmIsXLPt16QngxIytWhsFmhDYJ4bExtayEy6/bjK+hZsjOPPQiCbE739zE+u4ed0v35QdWSQjZSi2/PSH6Ne/nuo8wJSHsBOP+3vO3ZZvoQP9T3UAUork2Kp8RmByT4D44TJh9HkZJdF+MqQ0SeX1/h+vf3wDVqxts4TPjx8P+/YHu0k9jarN7CuUJEQwVJQlhqxIizoLfZvdPYfWEiEY0xoqWDFIo7BDOJ0+FQiFEFEgp92C/bh2sXGncSZQUUwkZKRmW+/Za0iesMiBBIfNgua9AXkNXlIAA6NW0l3Q/iYLTagaZc8GMSqmVPEtENMhqIN12RLsRnuyzbpW6nvRTQlgqIWS28eqadF/v+wyXPz3oaU/6l0Fajilgk19ZvDamlg30r9qxSnq/JchKbwiTEAXeVEK0r9uesV3HSvflB7Uq1TJdL+tX4bcnREZKBtd1v85VH2FKQsiYgpfw247fLNvsLzwcLF5dE2YK1AHP+AWa7Yj8rSohDhM2OaaMQnhmBnz6Ogz9eg/Us1dl6QkvvQTHHQc/2ZvI4AY/KyHMkhAqABkM+UVKjslN20TAC08IN4kbYSVEnMliKRRBEpdJCE3TjtI07WRN087VNO0CTdNG2f2J9WtQKJwievgqpzE/a5a4kwEDyi2SkUPyqhJCEUHmwXJH7g7p/krkE8qSkZJB/az60v0kCk5n4LuVBtM0zdRT4uTmJ0v3VTVDvipjQMvy57VTREZrTvAjUGc3CCmr/+5VVcAF7S8od851qNvB08/IiniXY/LamFo2CZFXlCe93xJkZ71mp/knxzSw5UAWXrTQ8ySiXWpWqmm6vnJqZal+gjCJL+ejZZMwJSHGdpFPPm3P2W7ZJjoJAfBEd+N2ScA1/4v87Sb4ZUdDXxlTy1HSZ8vtsOgFuPK7qJV//OGoT9esXAldu8K778Zm/wfxohKiWkY14TrlCREMFaUSIqGNqUPgCeHmPRONMd4+B4UiSOImoqhpWn/gMuAUoJIHXcprXCgUIUJUhl4ptcxp8eGHxh106AANys+ulpn9rZIQ3iLzYGknCSFKUJU7NioITishvAgsPTHgCT75/RO25mwtt+60I0+T7kd21nCj7EYMbTtUul8r+jTrwwe/fOBJX2EI1F3V9Sqpdl4F5JtUa8KC0Qt48psnWbZlGd0bdOfGE26U8qXwCtmHt7AmIbw2pvbTS8F1JYQHSYirul7lqRScU2plmldCVE6TS0L47QkB7hPOYbi2lXBOm3O4f+H9UkE5maRZ2fuJec1geR1ot6V82zE/wD29gquEuH/B/Zzb5lzTIHCs8bQSwmG1WrKWzGm/wpT/QlbZ4eTZT7Z6Rl4eDBkC334LXYxNXb1CKMfkQQVg9UxxElMFIIOhosheJbIxtVu88ITwQ44p3mSxFIogCeeTZxSaplXTNG0aMAs4E6gMaA5/iPqtUMQlwkqIaDmmvXth3jzjDk491XBxkJ4QiggyD0F2khBCqa6yVTIVBMeVEBLnghW1KtVi042buLrr1aWWDztmmC25FNlZw1POmeLpjCHZ5IcMsQ7UnXP0OVzQ4QKptl5KE7Wo0YKJAyfy+YWf80C/ByxniHtNvFdCeG1MbeWl4Iai4iKpdm6TEMV6sbBSQza47zdWx7nstcVvTwhwf62P9bUtmja12zD9/Om0rtnasq1M0qxcZaUGEwUFZdkFMHppcEmIdbvX0fe1vuzO8++cdouZMbXRvbTZpAlH3+26Tts3P2H6WwYJiDBw9dXQubPvuxHKMclUQli0Ma2EqCDBcUUwJLIxtV+eEEFVj4juVeLtc1AogiScT54H0TStEjAHOJ3DyQM3aUWVgFDEPaJAc6nZ7rNnQ4HgqeOMMwwXq0qI4JGVEDF7mI1GVUKUxunx6nZ2bAlJWhJPDXqKTTdsYvaI2ay6ZhVTzplia1xmuujRyJgu28HL/mJ93bik0yXSbcMakPeTsHrz2KqEkGjrRGZJFtmAk0hezU4SQkSsz7MSamZ6I8fktycEJFYlBEQk+X65+hf23LqHtdeuFbaTOV6Nzpc328O2MnMa/sqGW/rBG+2DS0IA/LDxB95dGVtJHzNElRCpSamG1ytP5ZiKiuCqq+jy6JRwPuifdho88QQE8N3jxwznEszk3JQck8JLKqonhBeyaTK4qVoQVmJUsIoUhcIO4XhiEXMb0JVI4kEnkkTIAz4BlgJbAGMRdIUiQRHJMZWa7T59uvHG9eoJS59lytrDEuRIFGSDbLvydlG7cm3LdtJSXRWEWBlTl6Vulbr0b9nf0z7L4rUMi5eVELEOcts5/mM9Vi+JezkmGw+WMg+Q47uN59M/PnUzJCG1K1lfn0F8nsrO6DbVTg7JPBtLTwgP5Ji8Ok/dJhHCloQoISs9i6z0LP7V61/cPf/ucutlAqRGgay8VJjcBe5YCIsaRnwi3j8aipLF28jivUNy6gAAIABJREFUZNtXf3zVVpI5SESeEKL7Es/kmPLzYehQ8XNACQ0awOuvw/PPw1tvyfdvl3PPhcLCw+M59tjI/pLlJli4xU9jarPnpkQKBCtiT1Amy7HAr/F6Lcd024m3GS4XGlPH2eegUARJaCOKmqalAeM5nHwAeB64Rdf1XTEbmEIRYyzlmAoLYeZM440HD4Yk4y/LRlUbWe5bJSG8RTb4tzVnK7NWzWLBugW0qtmKke1HkqwlM3XFVP7c/Sf9mvdjQMsBclJdFYhYyjEFjddeA14mIfzi+IbHs2j9Ist2dpIQYQ3IOyHe5Zhkx1U/qz51KtexbNejSQ+y07M994Y4osoRdKkvp2suOq/2FeyT2t5UtiAkCbSjah1lut4LOSbPKiFcXuvD/l0h+u6XqYQQBVGfOg4+bA3/ayi/jQxOtv3yzy8d789vJn03yXC5SB7TEw+UnBw46yz45BPTZp8emUK/L5dA7drQvj188QVs2CC3DzvUrw/PPgs1asCECZGEx4wZUCW4+wuhJ4QH10slx6QIigpbCeFBslAGmffswg4XGu9fMMZE+hwUCq8Jc0TxRCL+DyVVEK/oun55bIekUMQeSzmmhQthlyBPJ5BigoixrRUqCeEtskHCQW8OYt3udYf+v+2z0rMx/m/x/3HLP24Rfj4VtRLCaUWDV3JMQeK5HFOABspOGdFuhFQSwo4nSlgD8k6QfTALywz6ssiO/+quV0u1zUrPYvaI2Zw99Ww27dvkdniHeKDvA9JjFR2L+Qfy0XXdsh+zh9qwHLvH1DnGdL2sHJPZe6HkmOQQBbadVkIAbM6K/NjZRoZECtpO/2U6s1bNMlwnMjM29UCRub7s2ROROVq40LTZhJPgof7p7Kl9sHqrZs2IhGvPnrBzp/V+ZKlePdJvzYOVUXfeCddeC1nhuLeQCm5atMlOzyZJSzI87lUAUuEliZyE8Eu2SLpfXSdlbw4190NBMuxNp5SAu4bG5NMm07qWsd+SsBJCyTEpFELC8cRiTMuDvzUiSYg7YjgWhSI0CGe7lwQ3duyAhgZT1CpXht69hf02rtrYct8qCeEtsoGU6ASEiIe+eohftv1iuK7CGlMnpzqa0d+naR8fRuMvXidO4qESYmzXsdzf+37LdrbkmEIakHdCvFdCyIz/8f6Pc+uJt0r3eXyj4/n7+r9ZfuVyru9+vZvhAfDS4JcY3XG0dHtRYrRYL5Yyt44HOSaAU1qcIlwnK8ekjKndI/LVcFMJYYYb+QmngbOPV30cKv39A8UHuG7OdcL1Ih8BMw8Uy+N93z4YONA0AVGQBBeeCXf2hSLKvNft2kWqIerXN9+PLPXrR/pr16708hgkINwYU1t9N2anZ7tK9CkUMti9riZS8Ns3T4jly+H226FfP6hZk1E9r2HbI7DnQdj+EMx9FSZ8Cm03w5abtnBp50ttjzHekkEKRZCE88kzQomorA6s1nXdu2lrCkUcY2k+fO658Oef8P33cPfd0KFDZPmAAZAhnhmuKiGCx2v5jP/+/F/D5RW1EgLMjQONSNaSufjYi30aTfzgdWWFH2iaxh09rOcn2JEjC2tA3k9kzc+Dxur6mJWWxfju421fR5O0JI6pcww1Mmu4GR6ZKZmMaD/C1jZm1VkyxtnxUAkB0KJ6C+G6UMkxuUzeOvUdCgo/KiHMpMeClmMCGDRlEIPfHiz0xAqapZuWsmbXGuF6kYSPYzmmvLxIlfPXXwub7EqHUy6A1zpG/jdMeLZrB8uWwfDh4n1JsP60HpF+yiYgYoRQjkkicCnjbyP6/lQBSIVX2E0qxNux59Y7QWgMbdTvzJnQo0dEhu6BB+Czz8pVgNXIg35r4PYv4adJUGvA2TDLuLINlCeEQuGE8DyxlCf6btLD+lCFIr5ZsXWF4fJShpeaBp06wT//CUuXwtq1cL/5jGHlCRE8QQWNKqonBIilD0Q8fPLDlg+eQROL2bbxUAkhS4X1hJAMzsvK4wSN1Wfh9jx1m3w5odEJts9Nt0mIePCEAOjfor9wnWz1gWt5GgncXFtTklJCf71wEyAVtRnadqhpRY9T3Gw7a9Us3v7pbcfbe8mv2381Xe+pHFNBQWTi0bx5wm23VoLeo+GLZoeXCSthataEN9+EGTNY2rqqsE8jvmgCg4bDd49cd1iCySk7d0a8LZYscdcP7ioh6meZV4YkaUnCzy2R5MUUscV2JUQCBb89q/Dcvj2SYJWQrCvHwoVw6qkwYkSkH8kxxlsySKEIkjDfPa+O+jtcESGFIkbsztvNii3GSYiOR3QUb9ikCRxlbhapKiGCJyj5jEopFbcSws5s5yFth3D98e4lWrzm333+Hfg+M1IyQh9gk8WOHFmYArlukb2+yMrjBI3V+Gtmurs1dHt8H9/weNvbuE5CxIkc08BWAw2vvYNbD5Y+x8JuTB12KSYwqYRwIcekoQnf/1glIQAeXfSoq+29ouBAgel6UVLcLClq+H4XFcHIkZGZvQLy69Sk52hYWq/08mK92DxQeeqpXH3zMRxzZcRDYm5z2FHm0rUzU2Nu88j6Y66EXhfBx0eW/hz3F+y3fD/K8fPPcNxxMG1apMJj82Z725fBjTRN3cp1LduIzjEVgFR4hd1jKd6OPbfyUaJ7n0P9LlsWqXx46y1X+2HKlEg/y5eXWqw8IRQK+4Q5wrAAKCDiCdFM0zR701kVigTk952/C7/UnAREoslKzxKWiZcQVtmOeCX/QH4g+6nQlRA25Jha1zQ2HYs1w9oNk0oSeommaZ5IMl3aSayj6hXXdRfrb4M9yZQgdOiDQjbYG9YkpdX4XVdCmMifyFC7cm3b21QUOaa05DQmnza5VKC+YXZDHjvlMek+AvGEcCHHFBdJCJEnhAs5JrPZ366MqV1q6K/cutLV9l5ReKDQdP3aXWsNl9s63nUdrrkG3n1XvKMGDVg29Sl+rmO82ioRVVhcyIq6EQ+JU0ZBzVsg6zaY+NGdsGcPre6pzimjIutXRMXqi/Vidubu5NQpp1LtoWpUf6g6F0+/WC4ZMWsWdO8Oqw/OQ/zrLzjnHMh3fq8srISQuIbI3DsIKyGUJ4TCIxI9CWGG64lBy5ZBr16wYYMn42HDBujZs1QiQnlCKBT2Cc8TSxl0Xd8DTDn4bxJwQQyHo1CEgu055csAIXIT3Kx6M8N1drAKdKpKCG9pWq1pIH4NFdkTwk4lxK68XT6OxDn1s+qz4KIFge/XriTTWUedVer/mpk1ubbbtV4OyZC7etzlWV9mgaB4m9WU6JUQtSrVctW/26C9E08Js6B3IskxAZzb5lxWjl3J5NMm89Y5b7HsimW0rNFSentVCeEePyohLJMQubkwaVJEEnTHDumxehGwCUPg1yrYfkLDEwyXmyVFy53bDz8Mzz4r3kmdOvDZZxQ2byJsYpUsKecbocG+dCisURWyskgSJLgKDhQw8M2BzFo1i6LiInIKc3h56ctc+7HJvYCuw6OPRqRS9uwpve6rr+Dmm03HaobQE0Lyeil67hnSdgjgzvxd4Q6rYzhRsHvvGW/3qn55QqTv2gcDB5bzfHDNzp0Rn82D0kzCSowEksVSKLwmtEmIg9wOlNzB3qVpWtPYDUWhiD3bc42TENUzqnvyUN66lvlMcJWE8Ja05DTOa3Oe7/uxI0eTaNiphOjbrK+PI3FH02pNA99nVrp8JUSl1EpMPW8qTw96miFth3DLP27hq4u/om2dtj6OMEL1zOo8M+gZw3V2/Q7irdrBC8KapLSshHApx+S2ss/J/s0qIZZtXmb50BovlRAltKjRgss6X8b5x5xv258nCE8IN5UQYT1vogmyEqJGDrR6+u2I/OfYsbBkCe9c9g9u/fRW/tr9l+P9NakqDqSXZf2e9dJt/aKw2Dww2qNJD8Pl0nJMU6bArbeKd1C9Onz6KbRuXdorrgyi54kSRAHe1KTU8mOKYuqKqXzz9zfll6+can7cffddJBlhxJNPwgcfmI7XLrLf9Vd2udJw+SXHXgKI3wc1C9p/9hfuj/UQAqFCV0K4uCfv/X/ve1cBUZYNG2DcOEBdAxQKJ4TviSUKXdc3AWcRMamuCXymadqxsR2VQhE7RJUQTmZkGtG7aW/T9SoJ4T3PnvYsozuO9tUcNh6CJX5h57X3a97Px5G4556e9xguv+OkO3zZn51KiKy0LFKSUhjbdSzvnPsOD/Z70DKp6SUj2480DPCObD/SVj8VUY4prMbUJcEuEa6TEC7lmJx875olIUZ+MJITXz7RtCIrXjwhvCDslRB2K8ViQVCVEPd+Dn8+Dm3+8zZs3Xpoef8ZvzDps4fo9kI31uxc42h/7eq249lTTWb9R7F5vzv/AC8wq4RoU7sNvZsZ32ebVdYcOreLi+Hpp8U7z8qCOXOgXTvA3Fh5w17z4Fy5SoiDlDwHiJIm03+dbrh8R+4O8bVN0+CllyLVMyIuugjWmB9DRrgxpga4+rirqV2ptPRezyY96ds8MmlFeI6FoCon0dlXsC/WQwgEuzPq4y347YcnxKDf4Ki57o3tTZkyBWbOFF5L4q0iRaEIklAnIQB0XV8I9AD+AJoB32iaNkXTtDM1TWuoaVr466EVCo/YkWtc2u5WG7sE0QytElQSwnsyUjJ4+YyX2X7zdh7o+4Av+6jInhCyM13v6XlPaGVpSjj/mPPLBSrSktMY2naoL/uz4wlhp2rCD7LSs3hx8IulrlHt67bnvt732erHLDARbw8UskHpsCYprcbl9nsvFnJMKUkppsmPr//6mnEfjxOujyc5JreYHb9eJVzcSCp54ZnjN2706u0kIQqToLLBxPlq+XD1/2Djvo08+515IsFsf6M7jrYcL8DuvN1S7fzETCJm3qh5wmOuanpV4XaH3u+kpEiSYdCg8o3S0uDDD6Fr10OLqmdUFybarJIQooqOEp8EJ9dP05nrlSpFzKjrCEwsdu+GoUOhwJ7RtVCOSfIacmTNI/l6zNdc3/16Tj/ydB7s+yBzRs459PrVLOjgeHPZm/R9rS8tn2zJGW+fwcJ1C2M9pECweywlkgyQ0/uaW770eCAiHn5YbEydQJ+DQuE1oU5CaJp2QNO0A8C3RBIQOpACDAX+C6wDckva2fgxnt6hUIQcUfl0DRuSM2ZY6TWrJIR/pKekm5bOuyGsQcYgMJt5HM3Vx13t80jcc1Sto/h4xMe0qd0GiMyqnH7+dNrVbefL/uxWQsSa4e2Gs+qaVbxyxivMGTmHby75xrZ5cBglbZwiXQkR0uSbVfLUrSeEWzkmu/JCJVhdk2atmiV8eI03OSY3BFIJ4UKOKdaJVxnc6NWLgrdGSYinusEuwVt5/SKokg8Pf/2w6f7MkhCyn9Oe/D3WjXxGFLzv0aQHdavUNVwHUC2jmnBdqWt5lSowfTpcemnpRq+8EjFgLbOdqBrCbSWEk3MwpzDHvEGjRpHZxaLvrm+/hbvseUB5EQhsWaMlj/V/jA+HfcgtJ95S6nhUnhDBMOnbSYz8YCTz1szj952/8+GvHzL8/eGxHpY0u/J28dQ3T3HZR5fx/PfPS3lAlWB3Aky8JcC89oQ4ZjP0+NNVl/IsWED11X8broq3z0GhCJKwP7FoUT8l6GWWO/1RKOKOv/YY6Orq8OQ//wejR8OsWbZnCUVjFhypyL4CQeGXLEpF/uxk5TbMZiGGiT7N+rBi7Apybs9hxdgVDGg5wLd92UpChCQg17RaUy7seCGntDhFOgEVTULJMSV6JYRLOSa3gWyniTer43J77nZhAEvJMUXwzBOiosoxeVwJsScDnuhu3E/NXLjyW8vdCY/5kn29fMbLln2EIQkhkmOykpcz868qd26npMDkyTBhQuT/Bx+EYcMMt3WahHDqCWGGZRICoG9fuPtu8fpHHoEv5ac5uzWmtkJVQvhPsV7M/Qvvj/UwHLMjdwe9X+3NuNnjeP6H57lsxmWc/tbp0okI5Qlhj2HLfRiICc1mLzZcHm/V0wpFkIQ9CQEcOoO9SCCoq4Eibnl80eO8//P75ZZ3/RtarNoOr74Kp54KdevCxRfD7NlQaG6QZ8SZR51puPzOHnfa7kthD7+CGmENMgaBzAzKzJTMQxID8UIQElt2grxh9RWwS6IFcmUI62dXKcVfOSY3nhCpSamOZ9HLJMdEs5BVJUQEr85TV5UQIaj+ssLNLG27xtQTu0NhZeNj+8avoVKB+fFrtj+wrtQF2J0fXjkmK+mvqhkSckzRaBrcfjssXgw33yzcVlQxZpWw8aMSYn+BpJHwXXdBb4FHna7DqFGwd69UV0JPCI+uIcoTwn9Wbl1pmTQzIixyOG8se4Olm5aWWvbpH58yZ/Ucqe1tyzHFWbjLa0+I44wLE3yj5k9/GC5PpGSQQuE1YddWWYBKHCgUfPL7J1z/yfWG60b9WGbBrl3w8suRpMSGDZGkhA2u6HwF036ZVmpZdno2l3a6VLCFwiv8kkWp0J4QEjNdzWQQKjJH1z5aum2iHGOJFMiVnekZ1iSl1TEVy0oIN0lLN0mIiuQJYfb5uJXSit7Hyc1PZu4fc21vGxdJiIAqIQB2ZcIv559Muxc/KreuTg5c9j1sz9kulMgT7a/kNTTMbmg55jBUQlh5KYgwuw8RXQ8A6NbNtF/RfaVVQkD0OnyVYyohORnefBM6doQtW8qvX7MGbrwxUg3iEK+ul6JrkQpAeseXfzoT+NfRQzGx5O7PjSt7JiycwBlHnWG5faIbU5th+zzVodNGf8YiosbKNdCfctOkw5IEUyjCSKiTELqu94r1GBSKMHD/AuMy1NQiGPaTYKNTTrGdgAA4pcUpTBwwkVs/vZXcolyaVWvGM6c+Y1tbXWEfv2YkhzXIGAQyAT+zGYgVmba120q3dSJ9FEYSKZAr+/AdVk8Iv42p3QSyTYOCFsicK6IgsZJjiuCmiqUsD/Z7kO9f/54duTsOLTv2iGP55IJPGP7f4cIERVgk6MwIshICYMWIU2j5xiwy88v3f/NXsHHz79Rubi8JUbKvxlUbUzOzptAbDcKRhHAqx2SWhHBT4SG6ryxrEp1XlEdKUsqhJIPoGufGmFo6CQFQrx48/zycIQjSPvdcZJ2RSXcUbo2prRCavytPCM9YuXWlo+10XQ9UgHvdrnXM+G0GDbIb0KdZn0M+f6Lz99sNEjp1JL4xtZeeEFn5UEPebsMT0vfsp0oB7Csz5y2RkkEKhdeEOgmhUChgy/4tLPxzoeG6QasieruGjBrlaH+apjGu2zgu7XQp+wr2UTWjqmUZucIb/JJjqtCeEBJyG34Zgsc77eq2IyUpRSrgmpGcIEmIBArkxn0lhMl1q0ZmDdfXSzeVEKJAowxKjkmOIIypATrV68SSy5cw/ZfprNqxii71u3DmUWeSnZ5t+v2hPCHKk1e9CnP7t2Twh7+WW1dvH+yb/BI8ZGweYZWESNKSGNl+JBO/mSgccxiSEE7lmI6ocoRwnZt7OKskRH5RPlfNuoq3fnqLouIiTj/ydJ4//Xnh6yhJUjhJBJZNfFgyeHBEXvall4zXjxkDK1dCdbGfhlCOyatKCCXH5Dt/7nbmMlysF5OMdwlrMyYunsj4OeMP/X90raP5eMTHNKnWxHXfiW5MbYbde/K0GJ126UXlkxDxJoulUARJYj2xKBQJyJKNS4TrykkxlZCVJZ49JElmaia1K9dWCYgA8WtGcliDjEEgI8cUVk38WFMjswbD2w2XapsolRBmwU2Rtna8E9bj3+y6ZadKR4SXs+ntUD1THDArQWhMreSYLNc5oXHVxlzT7RqeHPgkozqMOpSYNvv+iAs5poArIYr1Yqad2oIcwRS3ppPfjkiG2txfCXecdAeNshsJxxwKTwiHckxta7elUXYjsvLgrXeh6c7I8qrpVelcv7Pj8VjJMY37eBwvLnmRnMIcCg4U8N+f/8uF0y4UmuaWfNf7XglRwuOPQ9Omxus2bYKbbjLdPFaVEIkUCI41bpIQQfD4osdLJSAAft72M3d9fpcnY0h0Y2ovPSEKYnNbR77Bd168fQ4KRZCoJIRCEXLW7FpjuLxGDpz2m2Cj886DShU38Byv+BUMTBS9fidIGVNX4PfHisdOeYwhbYdYtkuUJERqcirHHnFsueUpSSmcf8z5MRiRc2SDLGFNUvqdhIhV5YDZjOcSVCVEMJ4QVph9f8SFHJNJos0qQOI0CbGlisYzXY37TN29Fx591HCdKDESva/alWvz8YiPhWPelWec4AgSp3JMmqZxy/E38cb7cP4K+PY56LkGbjrhpkPVB04wq4QoKi7i7RVvl1v30W8fCQODJf05OQeljamjyc6GV16JGHEb8eKL8Pnnws39lqZxk+hTyBHmJMT+gv1Cz8bXl71O3UftyyKXJdGNqc2wO7libzrsDPhxpCC7CvsM5mvGmyyWQhEkifXEolAkIGt3rTVcPmw5pInuSy680LfxKPxDVUJ4j0wlREV+f6yoVakW75z7Dvf2vNe0XaIkIQBuOP6GcgH8KzpfERdBx2hkH97C6glhlhxsXau16/5lEpR+cERl6ySE8oQIthJCRKJWQoC1XIzTJET+gXwePBH2iIpoH388MoNdcn9lEylt67Tl/t7GPmk7c3cKdhocokoImariqz7axOCDk4tq5cK8N5O5/SfryikzzCohtuVssy1hVXK/tDvPftWJo0oIgJ494XrjQC8Al10GucbatMJKCI8qx1QlhL9sz9lu6gNjht/B+Plr59Pr1V6mbbblbHO9n0Q3pvbSE6JKASQF/PJ3tW1u6D0Sb5+DQhEkKgmhUISUouIiZv42k4e+eqj8Sh0u+16wYdOmcOKJfg5N4RNV06tSr0o9z/utyJ4QMsHxivz+yNK2jvnM80RKQoxoP4L3h77PWUedRZ9mfXi8/+NMHCjWIQ8rskHpsB7/ZkG75tWbu+6/4xEdHW/bIKuB423dVEJUJDkms9cTlJSWWRIinj0hwHqmttMkRF5RHtsrw2MnCDrOyYEJE2ztryw1MmsYtt2ZF4IkhMBLwaoSgrfegn//u9SipKIDaFddBVdeCYXG/VphVgmRX5Rvu7+SJMTI9iNtb+s4CQFw333QsqXxutWr4V//Mlwl9ITwKGmrPCH85au/vnK8rZ9B4Dvn3UnvV3vz3YbvfNtHCRVZjsnOeZpZAB9NgarOLbscsattC8PliVSRolB4jUpCKBQhZGfuTk55/RROe+s0w/Xd10P7LYKNR46EJHVqxyOapjG642jP+02kALFdpOSYQhqEDRNNqpqb6yWapNWZR53J+0Pf57NRnzG++/i4lLqRCUpnpGQEJm1jl+054tmPzao1c91/46qNLY9rEbefdLvj/So5JjnCUAlhFkSIh8oos3PbLzmmksD2/x0PW0VFhpMnw5rSUqN2khAiX5UwVEKI5JhMKyG+/z5iwCxi7lzYt8/ReESVnvsL9gt9H2T669e8n+1tXSUhMjPhuefE6x95BH4UGeWVR1VCxAdvLHvD8bZ+fQZrdq5hwsLyiVQnyFQB2A1mVzQZIA0NrRhe+wB6rQt+/9m/r8foI6pon4NCYQfnIpMu0DTtpTKLdF3Xx0i08wrD/SkUYeH5H57n87VijdPLRRMvNA3GqEM7nrm/z/28/dPbQi8Qu9SpXCfhZsjaQckxeUOTaubB2oqc6Ipnwnzsm1U7NKvuPgkB0KZ2G9bttvfUWq9KPc4++mzH+2xZQzCbNwqhMbWSY7Jc5yWigDLEiRyTWSWECzkm0bFWIscEsC8dJpwET8wxaFhYCLffHpn9L7G/slTPECQh8nZSrBfHNCFn25h60yY480zIEyQEsrLgww+hujNZJqEcU+F+7ltwn+3+Sr4zZOSlyiJKrkrTu3ckWfOSQXjgwAG45BJYvBiSDx/3fhtTK08I/yg8UMjMVTMdb+9XEHj26tme9XXVrKt4etDTps9pCV8JYXZfI/n8es8XcO7PXo3IHkd8/i1XZ8B/upVeHm+fg0IRJDFJQgCjOZwz1A7+bRQ5jW7nFWb7UyhCwQe/fCBcVy0Xhq4QrOzfPyLHpIhbkrQkXhj8An1f6+tJf/9o9A9P+olXlDG1N4jkL0pQSYjwIRNkEUl1hIGTmpxEWnJauUBw1/pdPZPCyU7Plmo3qNUgft32K10bdOVfvf4lVc0gomuDrjSv3pw/dv4hbOOkEiLRks1hMKYWBZQhTuSYzDwhfJRjKuHZLnD9ImhsZDvw9ttwzTVwQkS3SZQUsSPHVKwXszd/L1UzqhquDwJbckz5+XDOObB+vXFnmgZTpkCbNo7HI7rG5xTm8ObyN233F9MkBEQqHmbMgC0G5eDFxbB5M9Svf2iRUI7Jo+ulKNGnApDu2Zqz1VX1jF+fwbPfP+tZX5O+m8RpR57GoFaDhG0SPQnhlj7f7+CeL2I7hsfmwOKG8F2UUqeSY1IoxCRW7bZCkSAsXr9YuG7Uj5Apuo+/4gp/BqQIlFqVannWl5OS+URCeUJ4Q0pSimlViUpChA+ZIEuYKyGqpFXhthNvK7UsNSmVe3re49k+rJIQ444bx/rr1jNz+ExWj1vNW+e8RauarVztM0lL4qNhH5km9oTG1CYPtUqOyXtMKyHiQY7Jp0oIGTkmgPxUuLeXyU7Gj48Eji32VxaRHBPAjtwdJjv0H2k5Jl2Hq66Cr78Wd/bAA3CasSyrLKJKCCcka8mHXkfMkhA1asBTT5VeVr06PPMM/O9/pRIQ4H8lhOhcUJ4Q7rFrml4Wv4LxTo59Mz774zPT9XYrOuIt+O3KE+KPP7jjFfGEjqBIK4Z3p0LV3MPLKloySKGwQyyfWDQMveSF7bz6USjiF91EiqlBAzj11ECHo/AHL5MQF7S/wLO+4hElx+QdZsEMlYQIH1KVEB4GqPzgnp738M657zC83XCu6noVCy5awKlHevc9Z5aEaJjdkIkDJ9Ig27kJtYg2tdvwxzj7lRBKjilCUMbUcS/HFOONATS/AAAgAElEQVRKCIDXOsDyOoKdfPstvPmm6f6MXoNZAi/W5tTSckxPPw0vvijuaNgwuPlm1+ORrfaSoVJqpUPJbUdJCN2DJATAeecdTs6MGQO//hox704uf6z4rcuu5Jj8w20Swq9gvNfH1O783abrVSWEgMJCGDaMynnG51pBRirUrh3YcJruhieilLqUJ4RCISZWckyyYr7eiP4qFHGE2UPvgNXQZptg5ZgxkBKrU1rhJTUza3rSzw3H3xAXszX9RKoSQskxSVElrYpwlqlKQoSPeK+EgMhrGNJ2CEPaDvGlf7MAnZfBOyOEGvGIA1jKmNp6nZeY3Y/JSP3FmphUQhzIL7XsQDJc3x/mvi7Y0a23wtln26qEqJoulluKtTm1lBzTvHmRKhARnTtHEhQeSAZVy6jmuo8Sor8vYlYJAZH35Zln4I47oHt306bCSghlTB16wlgJoeu6Z5590X2ark9wY2rHnhB33RWpfhIw/c7zOG/wrdCzJ+z08HuhUiXIMZYJG/0jvH80fHSUugYoFGbE5IlF1/V1ZX9k23n1E/RrVihkMSslv+krwYqkpIghmyIhSE9Jp2v9rq776VSvkwejiW9Sk1Mtg4mioIGiNGb+AUrSKnxEy6KICLMnRBDEMglhFiAWVkKYyRZUIE+IoJIQ8f7dEItKCKPrzqct4MMjBTtq3Rp27rSVhEhOShYmIqzkmLbu38qY6WOo80gdmk9szsTFEz0N2lnKMf3xR2Qm/wHB+1+3LkybBpnefKcmZBICoFEjywSEGZ4ZUwuu40qOyT1hTEJsy9nmueSbVZKhIldCCM/T+fPhoYeE293dC347qQ20awdffFFOps0x9evDokVwgVhlYPIMqJETf7JYCkWQJNa0KYUiAdies91weee/oc9awUZnnBG5IVckDGW10J0gI0VUEaifZX7z6cb4riJhFnRQlRDho2Yl64qqsMsx+U0skxApSeLKRUfG1BVIjimohMt5bc4LZD9+EXQlxN78veQW5Rquu6E/HEiJGk+LFpFg+2efQcOGtpIQIJZkMpNjOlB8gCHvDeGlpS+xNWcra3atYfyc8Tz97dPCbewiSkKkJqfCvn2R+/UdgiBmWhq8/z40bOjZeDJTMo1NsR0QqiSEJH4bU6tKCP8IYxLil22/eN6n1TjtJknj7dizHawvKoLLLhOuntcUJvSI6rddO1i2DIYPdz5IiGy/bBm0bw+TJkErY3+wevvggU/j73NQKIJEJSEUipCxPdc4CXGTiXedF7qxinBx1tFnue4jHuQigsAqCbG/cH9AI4lvzN6nqhlieQxFbJCZAVs9Q2zwWhGIZRLCLMguNKY2CUYkmhxTGJIq57Q5x/B9HXfcuBiMxj5BV0KYBfNX14Rfh50C2dnwyCOwYkUkIH8wGLxk0xLh/owQmVNfPuNy9ubvNVw37ZdpzF87v9zyO+fd6TrgWcLeAuN9V0mpBKNGwU8/iTeeNAlOOMGTcZSgaZpn1RBxmYTw2ZhaeUL4h2tPCB9kiVbvWO15n15XQiTSDHzDZGFKCrzySqSKrgzbMmHk2VBc9mujZs2I/9CMGdCjh71B9OgBM2dGtq95cHJP5cqRMQiSmZf8AF3/UkkIhUJEYj2xxCFahGaapg3WNG2spmm3a5p2g6ZpF2uadpKmaWp6aQXDSM+22Q44d6Vx+7/aN3VVkqxIXFQlRIQGWebGsr2a9gpmIHGO2QOhVaJHERse6PuA6XovpTrikTqVRY655n4AXqBpmnCmuqNKiAokxxRUgqJGZg1eOP2FUvvrVK8Td/a4M5D9uyXoSggrU+gfLxsMq1bBjTdC+uH7k735e9m0b5Nwf0aYmVOfM/Ucw+UvL33ZcPnu/N289uNrwv7sIEqAdJ30IXzwgXjDa66Biy/2ZAxl8eo6H+0x5uT+UlVChIelm5by+KLHeXPZm+zK2xXr4Rhy34L7XG3vx2fgR+W0VbIk0eWYHCWLTjgBli6F226jKOoUHH0mbMw26ffUUyPyTMuXw+23Q79+UL10QntHBsxtDhNOgqse7BFpP2iQ8RhuuMFweEnA0zMRy+4pFBWcULvYapr2JPCKrus/xHosXqJpWnXgTGAA0AeoZdK8UNO0mcATuq5/EcT4FLHFqJT9+kWQLPiOTr31dp9HpAgjZ7Q+g+m/TjdtoyohIlgFyHs0sTkrpoJiloSo6DPqw0rPJj1N11f0JETrmuVn0pXw956/fd9/SlIKBwweUkWzaM1mOCZaJUQY5JgALjr2Ino06cG8NfNoXLUxPZr0IDM1PjxwnFZCWFXcOD3W8qtkQJ3yib9Xlr4i3EaULDH7zpn7x1zW7VpHk2pNDi3TdZ2v/xKXFF/z8TVkp2czqsMoYRsrCg8UGt7Dj/keWn30rnjDPn3gsccc79cKr67z0T4ccVUJoUPZvGVF9oR46punGD9nfKlg9WOnPEab2m3o17yfqVRgUOi6zracbcL1qUmpFBYXckSVI4QJTF+MqX2oMrDq0+4+4y0JYYbpeZqRAf/+N5enfcw1zy7lu/owU3xLV5pjjoEJEyJ/6zq3TbuG5xc9TX4K7Evj0PXitMYWFbH/+he5704hc92Gcqs6bwR90iS0q6+WHJRCUXEI+xPL1cC3mqb9pGnajZqm1Yv1gNyiadrTwCbgJWAI5gkIgFQiCYv5mqa9qmmav/oAiphT1tSv5n642LhKnb3NG3LE0DEBjEoRC8we9GVmniud/ghmgdj3znvP0cN0RSSvKE+4LtFmYScKVdKqmK6v6EkIs0qIIK6foiCx0JjaJDgcBvkiLwlTUqVFjRZc2vlS+rfsHzcJCHAm+QXmQSw3SQhRv7N/ny3cRvR+WyW+X1zyYqn/f9/5u2WlxoXTLuSPnX+YtjHDSIqp3+/w7AyTjZo3h6lTIdUb3wYjPEtCRMkuJicl2z4OAk9C5OYy7tO9fPwG+KVQI7qGhzUQvHX/Vm6ae1O58d3wyQ0MfHMg7Sa1Y/O+zTEa3WE27xePYWDLgWy5aQu7btnFojGLhO18SRj4IPFkdazYlmPyYYx+4vZzWtUki66XwfgBDvvVNPIyU9leGfalUyphaXmNy8xk9b3XitffdRdsN5bZlqFYL2bRX4uY9O0kvln/Tdx9tgqFiPDc4ZvTBngI+FPTtI81TRuqaVq8TvHtBhhFvA4A64HvgWXAboM2o4C5mqaZRxUUcU3ZQF9OKtzaD9YaSK5n3fFPSIqX01hhF7Obn2htXhFKjilCv+b96Ne8X7nlHwz9gHPaGMs2KMpjJWulCB/R8hlGVPQkhKZpnNj4RMN1F3a40Pf9i2acigLESo4pQqIlXPzCVI7JrBLCouLG6yTE+j3rhdt0rtfZcLnIE6KE+xbcx5b9Ww79v2LLCokRwnsr35NqZ0RZKaY2W+C9qZAiejurVIHp0w/rjPuE1feALNGVEGC/GiKwJISuRxI7Rx/NbbP3M+B3GFrGisNvOaawekK8s+Id8g/kC9f/su0Xxs8ZH+CIjMktNDa4h4iEarWMalTNqGp6LYqbSgiLwLLdwPPfe//mpy0m3jNxhOx5WpQM+1088rrxjtnV+3g+OMp4nbZr1+GKC5sUHihk9LTRnPDSCYydNZbuL3bnso8uC3WVlUIhS7xEL0sKKZOBU4ApwCZN0yZrmvaPmI7MHbuAZ4BTgeq6rjfSdb2LrusdgJpAb2BhmW2OA14JdJSKQCmbhMhNg6e6Q8txMOwcWNvsoA5uvXowYkQMRqgICrOb68wU69mYSo4pQmpyKtPPn87Tg55mRLsR3HHSHWy9aStnHnVmrIcWV9x24m2Gyy859pKAR6KQxUw3HVQSAuCC9heUW5aSlMKgVgYawB5j1xNCyTEp7GAqxxSiSggjL7QS+jTrY7hcZiLGxMUTD/0tkmwpy73z75VqZ0S0ZGG1XJj5JlQVxXuTkuDttyOyID7jVVVXXCQhfvgBevaEoUNh3bpDix+eCxmFh5tVVDmm53943rLNnNVzAhiJOUayZiWMbD/y0N9mn6MvSQgfZqJ7bUwN0G5SO6E/Tdhw+56KEhV2+jXzQLIiSUti/ADIEamY/ec/sGaN9FhK+PDXD3l92eullr2w5AVmrxZXDioU8ULY7/AvAuZH/V9yNdGAqsAlwAJN01ZpmnanpmlNiA/WEhl7fV3Xr9J1fZau66W+KXRdP6Dr+nwiiYjnymx/jqZpvQMZqSJwRJInB5JhRd92JP+wBObOhSefLGXsp0g8VCWEd1RKrcTYrmN54+w3uL/P/dSqZKWEpyjLGUedQVZa6RmVGhqjO46OzYAUlmSnZ9Mou5FwvUpCwOiOo7m88+WH/q+UWol3zn2HBtn+V/6IKiEcGVMnWHWASkK4x2klROBJiDIySckHYPgyeO7UyVROq2y4jcw90Fd/fXXobzN5l2jMgp9WRCchdmXAy8eaNH7yyYhJagBkJHuThMhOL60IHMokxJ13wsKy8/eg8R64McoSpKIaU8tILe3M20nBgYIARiPGTP6zcurha4LZtSho6aR/NHI2L9ZrY+oSsh/MNq0oiQeCuq9xY2CvaRp/VoMHThI0KCyMmGDb5IUlLxguf2P5G7b7UijCRqjv8HVdf1XX9b5AU+Au/p+9846Ponj/+HtCQgghhN6bdBAsgKiAiAJSLIAgTbGgoog/FEVQURG/FgQUe68giKKAgiIgTZoFERGkSBHpvZfU+f2xueRy2dnbu90rCfN+vfKC25mdmet7zzPP5wP/kKPU5p2QqAWMArYIIRYKIW4TQphftUaekUA9KeWHUkq/3wxSygzgPmClT5PeelpAsbrw+uWuX6haohq0awc9eoRxVZpIYFkJYUOXWldCaNykSvEqzO03lyYVmwBQq2Qtpt40lZbV8nNBYsGnU+1OyrYqxauEcSXRSeFChXnnunfYOWQnS+5YwsFHDnJjgxvDMrdSjkllTO3HMLggES3G1PmZUFRCCCGCfvzNxk3LSONk6sns27UPwZKPYdI0uPI7taSInWrQzYc3Z/8/HDr3uTwhBDzTBm7pBqm+T8ODD8KgQSFfjwfXKiGK5INKiHHjoJD56/7RpVApK0/kWiWEytdHht+E2w6HztjTpz969igfrvqQayZeQ9cpXZm+fnqIV5Ybq+C59+s5WuSYLqpwEf0v7m/a1v+i/gxvOVzpT+dvnU4koIo+X9SRxFw4cCpxpXovBzKu6jmw8znheQ2+fDnsNhNMv+oqGDrU9lo8qCoepqydEvBYGk20kS9+sUgpd0gpn5NS1gcuB97FkDLyTkgIjPvTGsP0eW+WkXPbSKxZhZTyOyllQNsLshIRY3wOd3BvVZpoQpWEaF+zfb4yRNQ4p02NNsq2Y2fNbGNyoyshNG5zWZXL+H3A75wZcYbNgzdrT418wJ1N7jQ9fkH5C6hRokZ4FxPFVC5emVbVWoX1ezZgY2qLH9UFLTBf0JIqkSBUlRDBBvQzZSZHzhyh3/R+VB1flabvNeXN3940GiUM/BVWvwOXZ1lE1H7+HfjtN9Ox7FRCeHsh2K2EcIJ3JYSHSRdC97uSoGSWh8UNNxiB8jASLXJMYZEoatgQ7rvPtCkxDUb/aPzfrc9L1XV2pCsJVNhNBNV/oz53zbyLeVvn8c3Gb7jxyxt5+7e3Q7y6HFS/hQUi1+suz/MoIekslD4FHD9u+IO4iHLHfFZV8LAWw7I/d0sllGJev3l82OVDRrcbTcOyDc3HDIEckze3TLuF/47952iMSBHz5xo4fTrk86ieAzvXIZ5ExenC8KSXeuC6snB2xtcwfz40Nfc20mjOVfLdFb6U8hcp5UCgInATMBPD1BlyV0ckArcAc4UQ/wkhnhVC1A37gt3Dt7a0tBDC/xW4Jt+huvBy60eEJv/waMtHTY8PvXyoLakQXQmhCRX68yj/0Lxyc8a2H5vrx1T15OpMvWlqBFelAZeNqc8hOaaCdl9DhVUlhNVryV8SwizYboeMzAzKji3LZ2s+Y+fxnazas4ohc4ZQ6TjM/gze+t4IFGfPlZoGN90Ehw/nGctOstBbtiWQJESwwXLV47K2QWlYscK4L5MnK3fqhwq3Equ+ckx7TuwJ6PywGVOPHJmT9PGh3xporvZBDxjVtZBVVXukSMtI898pC1+JNIBRi0cFNIYTVLJoCXEJuRIPMSKGRvvguR9h3qdw6EU4PhoOjoV6tZobpu/t2hlyOGudmzUrDYyFIEbE8GL7Fzky/AhrB65l/9D9tKvZLqePase+y8bUvqRkpPDWb285GiOUqO5f0VSI79od6tSBjz+GDPPPZTc8IZzIMXlfq3xyEcypBXdfDxfeCxmdOkAB2yCi0bhBvktCeJBSpkopv5ZSdgEqAUOA1ZjLNVUBHgPWCyFWCCHuDfuCnWPm2pZsckyTz0nJMHex00G/c4/Lq15Ox9odcx2rWKwi9za7l4sqXOT3fP2a0Wg0AENbDGXPw3v4ru93/HrXr2wevJm6pfPzvoyCQcDG1OeQHFNBq+yIBIVEIeVrzCNVJKUkNSM112vOXxJCdZ3qjwfnPGhagZGUAlduNzkBDHPhfv3yBKDsVEJ434+Dpw/aXmew909lBFs8vjjUqwdffgmJ4VcLdutasFjh3FojdUrXCej8sCUhSpeGUaOUza/8AMKlDfL5KQmx/uB6R+fvO7WPX3b94tJqrLG1Ie+77yjZoQt/vQ2PL4V226CU72lHjhg70V94ARo3htat4fvvg16XVSWEh6T4JM4vd36eJLAyWB7iSgiAF5e96HiMcDNkBcTs3gO7d0P//nDxxTAnNKbpToypvZ/XzBjo2A8+aGp4eUarN4xGE2kKxC8WKeVBKeWrUsqmQGPgJWAveeWaBHAp8GZEFuoMs23P9oQdNfkK1YWX3tV+7hEbE8uMXjMY32E8PRr2YMQVI1jWfxm1StXK1uX3d75Go9EAlEssR+c6nbmk8iX6syFKcNWYuoAF7bUnhHOEEDQo28C0beG/C1m7fy1XfHwF8c/GU3ZsWZ5f8jxSSr9JCLfNTjeWhQc6WnT4/nsYNizXITueEJ778duu39hwcIPt9QQbQFZVQiQVTjI9Hi7cSkL4Jn58kxL+CFsSAuDee6GB+Wv/8p1Q7bulrkyTn5IQD815yPEYv+wMTxJC9RmTEJsAhw5B375w3XXELfs5sIGXLDEM4W++2RgnQJwEq4M1MXcrkL3p0CZXxnEbsyRMuZMwfJnPwb/+go4d4frrITPnMXHDE0JZ4RKAJ4TTNXgTFuk6jSaCFIgkhDdSynVSykeAqkBnYApwFiMR4a4wYHi5wuf29kC9JTT5A+Xuj0J6V/u5SHxsPA9e9iBTb5rKs1c/y3klzwOMi57G5RpHeHUajUajCZaAjamtPCEKmESRlmNyh6trXG16fPXe1XSZ0oVlO4xIz9GzRxmxYATv/v6u/ySEQirFCe83hQkXWHR4+WV4O0eT3m4lREp6Ch0nWWU48mI7gJyZmSsYpkpC+MoYhZtQJSHaVG8T0PlhTULExcH48crmRi9PhFOnHE+jemzdTtS5wfxt8x2PseXIFtPjZ9LO8NEfH3HztJsZuXAku47vcjSP6jPmwn0CLrgAPv/c0fhMnmyM89dfAZ1mJcfkj6DlmFwKX32z4RtXxgkHIxdBkirKVacOxLgbwlQaUzt4Xq3G9cfRs0ct251KdGk0kabAJSE8SCkzpZQ/AAOAJ4Dgamujh/4+t4OvJdRENV0nr+Ke36CIj+ymltbR+FIxqaKyzc4PdI1Go9FEjoCNqS1+eBa06oCCJi8VKVTm82v2rWHrka15jj+18ClOp6mNQGNETGh2eQsYeB2sLWvR5/77YeZMwJ7PQabMZOG/Czl8Jq+nhBXPL3meN3990zqQmpJi7Ma+997sRMSJVHM5Jm+D7EgQqiTEA5c9END5YU1CAHTowA/1zBO9CfsOw9ixjqdQGVOv2Lki/Pc3DJgl2tIz0yn6fFHu/PZOJv81mWd+eobLPrzM9PPFLmafMY33wuQ3suR53GD3brjyyoASEXbkmFREUo4J1AmkSOP7mNY7AAN+V3QuUQKeeCLXoVB6QgQqx+RkDd74+84KxUYAjSacFMgrfGHQQQgxGdgHjAPyrZaNEKIz0Nrn8Ccujl9OCHF+IH9ALbfm13ixdy/dvt3EO9/B9vHwxGIolfVbUCchNL6otJ4Bep/fO4wr0Wg0Gk2guGVMXRArA7QckzsEKplz4PQBFv+7WNkeyuTQ6cLQvRccU/1iy8yEHj1gzhzblRCfrfks4HW8+dub3D/7fs5/63xmbZqVt8Px49C5M3zxBbz/PgwcCJmZ6kqIwgWjEsI38VOhWAWeav2U7fMjEZQfcW08aaqX7JgxsGOHo/GtHttvN37raOxoxPc1nikzKfViqTz9dh7fybsr3w16Ht9KklKnYfYkSD7tskzNkSOGxI9NaaaIVEK4tOtdlSSNNp5bALGqu/zEE1Aq7+vNKdEmx3QqzbpK68gZM6tYjSb/UKCSEEKIRkKIscBOjEqBXkACOd4Qnn+jT6hRgRCiFOD7LT5DSvmri9PcB6wN8C//1PTlJ95+m7h04wur3Gn430L4bzy8+j0UT9U/ujW5sdJ1f7nDy2FciUaj0WgCRZVIfmz+Y8zcOJO0jNwlkaoftAWxaqAg3qdIEMwufCv/hFA/L5vKwE03QUaM4po3NRW6dqXkslV+x8qUmZxMPRn0Wo6lHKPXV7349+i/OQd37DDMbRcsyDn23ntw332cOHPMdJyCKscEULNkTdvnRyIJ8U+ZGN5ormg8cwYee8zR+FaP7Yd/fOhobLdJjk92PIZvEuLXXb8qg9sL/10Y9Dy+Y77+PVQOVQx9924YPNhWVyeVEJH2hDiREp1JCO/rmia7obvKP71GDaMazgc3PCEcGVOHQI7JqhoR/CcpNJpoJ99f4QshygohHhRCrAL+BB4CKpLblJqs2yuAe4FKYV9oEAghYoDPgCpeh48B9r4pNfmLs2dz6d16SEyDGzZCoaKB7WbTFHxUUh4Q+R+9Go1Go7FGlUhOy0zjhik30Hda31yBOye6xfkNnYRwh0ArIQD2ndqnbAvH8zKvNnxwdxN1h7NnKderP93XWY+TKTMpXKiwo7WcTjvNhD8nGDcWL4amTeHPP/N2fPdd7vp4tan7YKTlmOyYeNvBLODerFIz2+dHIgkhkTxzJRxUPQSTJsHPAZobe2GVhPj+n+hSTnbj8T+WkjvRtnCbOtGwcvfKoOZIy0jjuSXPZd/uvAn6rg1qKPtMngzffee3m6NgdZByTFbtgUjvOknIhotnrPJWL7wA8aERNnFS4WJZCWGWtDp+HF58Efr7Kq3n4DcJkaqTEJr8Tb68whdCFBZC3CSEmIlR9fAScBHmiYcdwHNAPSllSynle1JK860q0cdYoJPPsXuklM5qRzXRyeefw4EDpk2vXwqFi2iNf01urOSYCmJQSqPRaAoSVolkgK/+/oofNv+QfduJbnF+QxtTu0NS4cAD4FY7uMP1WvvjumYwfLiyXaSk8OVUeHCFeoxMmenKLuLNBzfBuHHQtq3yOh2gw/L91D+Y93ikN4W4UQmREJtg+tw3LNvQ9hgRSUJIydEEeOoqi04PPpjLYDwQ8pNUblpmmv9OfvCthFBJkEHwUjTZSb8shi8NapjAGTPGb5dIyDGpPsNiY2J5//r3c/0WrFCsAgObDTTtH61yTJ77f/l/cO0/ik4XXww9e5o2ueEJoUwu2QiVWj33ucbdvx9GjIBq1eDRR+Hjj2H1atPzdCWEpqCTr361CCFaCCHeAfYAU4DOQBxGssE78XAamAi0lVLWkFI+KaVUfaxFJUKIwRhVHd6MkVJ+EYLp3gIaBfjXJQTrOHeRkhMv/s+06URh+KBJ/rrQ1YSH6+peF+klaDQajSZIrCT1PORKQjjQLc5vFMTESiRwexd+uJ6XkkVKGjtfB5oH1MD4ETt+DnwyHRJT8rZnykwOnFYnDexQ9Sg89vR8eOQRyLDQoy9Xjt73V2CDibF2MIkgN3Hj94OqokQIwbAWw2yNcSL1BMPmDWP3CZeMhQPgvaawTmV6/ssvxkawIMgvv82klHnk/YLBN+lgZZAbGxMbsJ9BemY6d828K/t2o33Q+r/A1hg0P/0Ea61LLqLJmDpGxNC3cV/WDFzDm53fZELXCWwYtEGZGIz2Soj/WVVB/O9/EBO67x7l8+q0EgJpKF0MHmzIST3/PBzz2gs9erTpeboSQlPQiforfCFEdSHEk0KITcAS4G6gJHmrHgAWAXcAFaSUt0kpgxcjjCBCiL7AKz6HPwEeDcV8Usr9Usp1gfwBW0KxlnOV4z9+R9LGbaZtH18Ex4tAYlximFeliXa6N+hOfKG8pal3XHRHBFaj0Wg0mkCwE5x887c3s/9/LskxWQV1CuL9DRXByDFZEa4kRPli5UEIeOMNuOsuy763/Qm/vQ+X+dSJZ8pM9p/aH9T8cenw0HJY+xY0WLvXunOtWrB8OX9UNn9s4mNDIyFiFzcC5b4yPN6USrBvFDt2+VjafNKGQ6ftGQE7xRPgzSgEQzpYdBw+HE4FHtjLL0mIDJkRdGWCN3mSEGnqJER6ZrrfYKovMzfOzHW7z18Bne4cP8moUMj2BGtM7RmvYdmG3HfJffS7sB/JRZKV1xXR7Alx1VZoax4Ggcsvh86dlee74QnhZIOHX0+I+HhYscLwoPFl6lTYvDnPYV0JoSnoRHUSQgixGCPY/TRQG3O5pS3AU0BNKeXVUspPpZT59p0phLgO+BRyfaJNA+6SgW4n0OQbdr1iXgWRCbx2qfH/xMI6CaHJTVJ8Eu9f/36uC9v6Zerz7NXPRnBVGo1Go7FDnVJ1/PbxrpbQckyaQHF7F364npeOtTtmTRgD774Ld99t2b/BQVj2IbwzEypkxdqCSULEZEKPdfDnO/DSXCie6ueEVq1g+XKoVYuMTOsju9YAACAASURBVPNKCSvpzHBQpmiZkI7fpkabgPr/c/gfvlz3ZWgW44P3Z+a82jBL9ZG7axeMHRvw+PklCWFVBTH75tn8NdBetD81IzVX4uFsxlnL/q/87Lun0prv/snty9B8V0CnO+fXXy2bHVVCKPoEa0ytGk9V/RatckxIaV0F8eyzRkI6hDjx+vDrCSEEPP64YuJMUxkwXQmhKehE+xX+FRjBeF+5pRPAB0ArKWVdKeWzUsrtEVqjawghrgKmAt71+fOAPlJKixpgTb7m+HFqzPvNtGlWXdhS2vi/roTQmNHvwn5sGLSBd659hxm9ZvDrXb9SKalSpJel0Wg0Gj/UL1Pfb5+KxSpm/z/QYER+RntCuEMoKiFe6WAdWKxRoobjeXK9NzyJiGeesV4bcM/vsOBTQEJKRgqHzxy2NV+p0zD4Z6PyYepUI6nhl/vvh/nzoVw5QO15YEd2LZRUS64W0vGbVWpG+cTyAZ3zxbpQqAvnxXeH88MdIE310TJmDOwIzHYx3yQhLPwgyhYtS6NyjWyPNXfL3Oz/W1VCADyx8Ane/PVNyz7e/H3g75wbEprssX2qO/z+O1js+YwmY2rVnKrP/JOpJwOWxwoHJRauoKXibZd5VRu4+mrL893whHAix2TLE6JLF2jQwLzTJ58YSVAvdCWEpqAT7UkIbyQwB+iLIbc0QEq5PMJrcg0hxKXAt4D31cxyoJuU0t8+HE1+5osvSEgz//J7v2nO/93+IakpONQpXYd7mt1Dl/pdXNd/1mg0Gk1osJOE8E4qO5GCyG9YJiEK4P0NFYmFE11N2sSIGLo37E6FYhVM2+uXqW+rwseKeqXr5T0oBDz5pBGwiYuzPH9cC0BgWQVx/j7osh6eWgSLP4J9Y+HVH2wmH4oVgwkT4PXXoXCOV0KGYr+YPwP6UCOE4OrzrAN5/mhcrrGyrVBMIabeNDWg8RZvX+xoPXbxDS5uKgNvNFd0PnMGHnvM1fndMEZ3g9QMdSghrpDxfqpbuq6tsZbvyAm/WHlCeBj24zBb8lsnUk6wYmeO03xSCpSyLrRwnyNH4KTaOyGajKlVc6qq3zJlJvtO7bOcK+xISfVxH6ibR43yO4Qb328hq4TwvF5iYgwzajPS0uCll3Id0pUQmoJOfkhCrAeGA1WllJ2klFOklOH+SgopQogLgNmAd5T5D6BzfpaW0tjko49MD+8pBrNr59zWckwajUaj0RQc7CQhvHfaajkmTaDEiBiaVWrm6nhVildh0W2LuLjCxbnaShYpyYSuExw/dwlxCerG226DpUsNk08TtpSECRf6n2PuVwnM+AJGLTKMb2Ptbppt2RLWrIF+/fI0RWslBEDXel0dnZ8tj6XgiupXcOzRY3zb+1tebPeio7ncxCxo/MyVkFrCJFBbpw706hXQ+CkZJo7oXkRLsNBKjsljOl40rqitsbyri/xVQoARUPVOXKj4bM1nudcVKQ2IFPVz6kSOSekJ4cCY2gwrj5bv//necq6wM306Sev+MW36vjbG522QRI0nhIc+faB6dfOO770Hh3PeV/6SECMWjGD6+umumM1rNJEg2q/wL5FSNpJSjpVShrsgLywIIephSC6V9Dq8HuggpVS7gGkKBuvXw88/mzZ9eqFhpOZByzFpNBqNRlNwsKPV7r3TVMsxGRTE+xtKHmv1mGuPmed5qVemHqvuWcWR4UeY0WsGU2+ayubBm7mk8iXOkxCxFkkIgObN4Y8/jKCOD89cCek2Cg8qVlNIY6hISjJ2qy5eDOedZ9olWj0hAO5uau2p4aF2qdpcUe2KXMcqFqvIvc3u9Xtu8fjiXF/vetqe19Zv30jKGB1NgM0PeCWRkpPh5Zdh7Vq4/vqAxrKqEIG8Rs6RwkqOKS7GqITw+77Lwrvix04lBMDuE7v99vGuggAoYp7TCz3xaiN5R5UQij7+qmUC3XxQp3QdShQpYdr2++7fLecKKxkZ8NRTyuYnr3Yuh+SPTJnJyt0r+frvr03bnchsgc9zFxcHjzxi3vHUKXjrreyb/pIQKRkp3Pjljdww5YaoSXRqNIEQ1UkIKWUUfVK6jxCiOvAjUM7r8DagvZTyQGRWpQkrU6Yomz7OvcFMV0JoNBqNRlOAEELQomoLyz7eO00D1YbOzxTE+xQpujXoxpxb5rgylu/zUqJICbrU70KPhj2yd+CGtBIie+ISMHkyfP89pyqXBWBTKZhkHRMGoHRCaUSp0rbXM+vy0rBpEzz0EBRSJxSiuRKiSGwRVty5wm+/2JhYfrz1R15s9yLdG3RneMvhLO2/lJola9qeyyPvY0W5xHJ++7iBKoC7q8910Lgx3HcfbN4MQ4bkktayS3KRZBqUUSe0cnkcRBA7cky23nfkDprbqYQAa2k0DxPXTMz+f7EUWKFW6QkdJUsacmsKQmVMvWT7EsYuG8uMDTPyJCUC3XwQI2JoVa2VadvJNLXUVNj54gtYt860aVp9WOXQ3tCfzNWp1FO0ndCWS96/xFFyyZYck4f+/bM9hPLw2muGJBz+kxAeftj8A1P/DkwKT6OJBvQVfoQQQlQE5gNVvA7vAtpKKXeZn6UpcEw1/+JYWtXQLfVGV0JoNBqNRlOwaF+zvWX7+oPrs/8fqDZ0fkYnIdylfa32rgR+nWpk28HujmwAOnVi7sxX+b9OMKx97gpiFaWLljaCjRZkCJjcCBoNhBG3VoYK5h4Yuc6JUk8IDyWLWN9nMKo2ChcqzLCWw/iq51eMbjc6oAQEQJXiVfz2CdfuXaUkS2ws/PYbvPkmlPFfkWbFj7f+qGwLl/eFP+zIMdmpzAOfJITNSgg7SQjvoPrJePjGv1qh+zRtavjPKAiFMfVP23+i9SetGfbjMLp90Y32E9uTkp4jCRXM5oOqxauaHo+aXfPp6TBypGlTJjDyKuP/TpI7/uSYnlvyHIv+XRTU2Hb75Hm9JCTA4MHmnQ8cMDyPgGMp9sVQok5iS6OxQYG4whdCFBNCVBRC5AvnXiFEKQwJplpehw9gVEBsi8yqNGFn3TpDjsmEz012culKCI1Go9FoChb3NrtXGTAAY3d1/2/6A852YeY3tDG1+7jxOglLEsLmjuxsihThjUvhG5sKS8nxyVDKXDf932QY2QZqPgA394B15a13kXsTzZUQAEnx5oa13riR/CuVUMqyOgCMIJu/ncpuoPzMFMJSdicQKiVVolv9bqZtW45scWUOp9iRY6pdsrayjze55JjsVkKc9p+EuLLGlbluP9YOjgVenOKM5j6u5WfOGAHzLEJhTO3Lgm0LGP7j8OzbwWw+UPl72N1hH3ImTDAqkEyY0gjWlg/9Et5f9b7fPo6Nqc0+f+67DxIVMZ1x4yA9nc2HzR8bM7Ye2Wq7r0YTLeS7JIQQIkkIcY8QYpIQYosQIhU4BuwEjgkhUoUQm4UQnwkh7o62xIQQIgn4ATjf6/BR4BoppXlEWlMwUVRBZALTTK7d4wu5c7Gs0Wg0Go0mOqhQrAKr7llF7VLqANDHqz/m4ncvdrQLM7+hEw3u48brJOoqIYKYL7lIslEJIQSbS8L0+vBIe2g8EM57EJ5pA/95SarbSUJY6bpHgycEGJ4N/nCrasOfL0R6ZrrtXfROcGI4GwgVi1U0PR4txrF25JisvoO88X6tn00/a+scO5UQnmSIh5Px8Gg7W8O7h7fPjJRw551wzTXGLnVCY0xtxqu/vMp9391HRmZGUN/7UZ2ESEmBUaNMmzIEPN0m57YTTwh/Sc6Dpw8GPbbdPqbPXcmSMGCA+Qlbt5I5dSqbDm3yO6+H3/cUaPV6TQEl3/xqEUIUFUK8jCFZ9BbQGzgPiAWE118sUBPoA7wD7BJCjBNCBLitJmR8C1zic+xloIwQol2Af/7rajXRy9fmJkhLq8Fek81K+ge5RqPRaDQFjzJFyzC+w3jLPqv3rmbBtgWmbQXx+kAbU7uPTkIYJMcnw5NPQmoqPZ6/kBt7w7iWWbtvTV5adpIQqioIiJ5KiMS4RL+PlVsJk0daPuJ389Sxs/YlR4LFshLCRVTJG5VEV7ixSoZkV0IEkYRwU47JrFrjneZwsoR5QN1tTl7WBBo1yjkwfjx8/jksXGhUSGzaFBJjahVvr3yb6RumB5X4iOokRGYm3HOP4evjw6cXwj/O1NFcxXElhEoSasgQQxLOhLTRz3E2zV5yz4MYJXjtl9f8mpxrNNFCvkhCCCEuBFYDDwDFyLlElBZ/ZPVLAoYAq7PGiTRtTI49gyHPFOhfNNwfTTDs2AFr15o2TT0/77GCuMtRo9FoNBqNgZ3A67QN00yPF8RrBJ2EcJ98k4QIUI4pqCREQgLExnJeyfP89reThMjIVAebo8UTQgjhtxrCrc+SasnVWNZ/GfXLqIX97QSmneJPF94tVMkbq+RUOLGSY/J4QjQub8PVndyvdbtyTEfPHvXbR/VYzbm/k605nPLfvV5VEAsWwCOP5Nz+919o2ZIqG3abnuvUO0DF+6veZ90Bc/Nmq/eqykfyt92/2aoACCkJCfD447BtGzz5JOmJxud9agw8c6Wfc00I1hPCydh2+yiTAlWrws03mzbFr1lHuyAUlh744QGG/DAk8BM1mggQ9b9ahBD1gB+B2hhJBe8EgwBOAtuBv7P+PenVRlZ/AdQB5gkh6oRt8RqNitmzlU3TTa7XX2z3YggXo9FoNBqNJpLYCbyqggcFMShfEBMrkSZcSQinu8zDIseURZd6Xfz2t5WEsNjxHi2VEOBfksnNhEnTSk1ZO3Ct8vnZfcI8oBsOAvrM3L/fkOaxQPUcWyWnwomqEkIgsp/zEkVK2KqG8ARW0zLSLJMb3uRJQpg8nqo1brqmaW6ZpBAwqTHsueJi48b27dCzp7Fj35uDBxk4/CuuMZHrD9Xn4twtc3luyXOmbcHIMQH0/qp3WPxY/FKiBDzzDCsWT2JMC3j9UtjupfERDdc1dp6zgD0hPAwbpmwavtTvtKa89utrYakw02icEtVX+EKIOAz5otLkVDgI4GdgAFBLSpkspawppWyc9W8yhuHz3cAKchIXEigDfCuEiJ6rQc25iSIJsaYc7ErOfax55eYMumRQGBal0Wg0Go0mEgQaePWmIMoxWQUgCuL9DQe6EsIgOT7nQvvWC2/lkkq+Krm5cSrHFC2eEGAjCeHyWgvFFKJCsQqmbbtO7HJ1rkCw9Rly9iy88ALUqgWTJ1t2jWY5JiklIxeNNG3z+EF46H1+b7/jeZIQJ1NP2l7D6bTTOUmGVaugVSvYty9XH1VCIzYmFl5/HSpVsj1fIOxKgsGdvKSK7r4bDh0y7Rt/No1Zk+GGDbmPOw1WB0MwxtQA87fN56ftP7m6FieklizO8GtgaIfgzg/WE8IOTpNLlvJXDRvC9debNrXbBk2CzNFG03Or0aiI6iQEMAijgsGTfDgB9JZStpBSfiCl3GZ2kpRym5TyQyllS6AncNyruW7WuBFBSilc/FsUqfuhcUBqKvz4o2nTbJ86nYcue4gFty4I+AeZRqPRaDSa/ENSvIkZlE0KYtWATjS4T75JQoSxEiJGxDDnljk0KtdI2d+pHNO5WgnhoXJSZdPjoa6EsApCWu6ylhK++goaNDBkY06ehKFD4Zh6h7HqOY4GOaY3f3uTZTuWmbb5Pg5DWwxVmmx78CRWTqSeCGgdx1KOwZIlcNVVsHy5Yfh85Eh2u+qxiisUB6VLww8/GKa+LnK4CHS8BQ4X9fK3ePdduFCteB2XCVO/hOs25hwLlRyTFcFWQgDM2DDD1bWEgmi4BnBqON78g+Y8vehp9WfR8OHKc4Othth7cm9wJ2o0YSTaf7XcR04C4jRwtZTyy0AGkFJ+BVwFnPEaS28r10SOZcuMC1oTZntVwcYXiuelDi+RWNhc11Gj0Wg0Gk3BoFRCqaDPjQbZAk3040ZQx2lQxg6li5YOqL+TSgiAkgklWXjbQrrV72baPz0z3a/hp2UlRJR4QoD/JEQoEpqVksx3sO86HtpKCCtNeOV7Yf16aNMGbrrJ8AHwsHcvjDSvJgB1BUk0yDFN+HOCsi0lIyXX7eQiyay7bx2PtXpMeY7nvXAiJbAkxOHpk6FDBzietTd0zRq49lo4dQpQyzF5jLNp3BgWL3atImJXElx5R5YhPV671s87z0iWtG+vPLdwJnz9RU4iIhTG1H7HC8KY2sPuk5GTQvPFqXdDKD0hbFVC+PlOHLV4FJ+v/dy8sWVL48+E7uuhlnlBjiUliuQ1/NZooo2oTUJkeTd4QrISGCmlXBXMWFLK1cDT5PhE1NLeEJqIER8PXbtCqdwBh+OFYVm1nNu6+kGj0Wg0mnODEkVKBJ1MKIiVEFbopEtwuPE6CYfsSPXk6gH1D3S+MkXLmB4b2mKo8hxVgNRDgfGECIF0VNmiZU2PB7qTPlCCqoQQwtilb8brr8Pq1aZN0VwJsfHQRv+dvCiZUJLn2z7PsBbmmvXByDF1/Adq3PoAnPExsl6xArp1g5QUpRxTLsmoxo2N5EXfvrbnNmNSY7hgYE4CAmDdfi8D6KQkmDXLch5PIqLdlvxXCZEffANC+T3vL6mcvQaXkkvT1k9TNyqqIQpJeHiF36HzcDb9bOAnaTRhJpp/tWS5AyGANOBDh+N9kDWOh4scjqfRBEeLFjB9Ohw4AGvX8uuI2/m8EXzeGNK9rv2d6ENrNBqNRqPJP8SIGL+BAxXRIFugiX6cJgcS4+xV5jqdp1pyNf+dHMxXLrGc6fHChQorz/EnyZRfPCGqFbd+bENRtVEktojpcd9d+G4T1E7o+vXhwQfN2zIz4b778hoWE72eEBmZGRxPOe6/owmq91VGZgb7T+3nvu/vszVO639h2hdG0N6UefPgpZeU76E8CZ7SpWHSJCNJ0Lq1rTV4WFojhs594ZbuhgSTN+NWjMutp1+4MEycCIMHK8crnAnTp0CdLUeVfTyE0xPCn4rCsZToSUI49W4IxhPCbnLQLfnBr9d/rWx7t/xO1pnnabnjDyhnP9cHeMmKaTRRTDQnITxXiBLYJqX0/+luQdb5W70OlVf11WjCQkwMnH8+f3ZrQd8ecK+PN5Hqol2j0Wg0Gk3Bw9ck1C7nWmWATroEh9MgmF3JsBiHPy+rJlcNqH+g96tsonnEx0kSwmpncTRVQlxT6xrL9lBUVcXHxpsej+SOXcvPkJEjobK5jwUrVsDHH+c5HK2VEP4SEJdVuUzZpkqs/Lb7N8qPK8+qPf4FKprtgpmTIcHqYbjxRnj4Yf9yTL5cey0sXswDY6/muStgXk3D48GbM0kJ0K4dPP44qX/8zhW3ZzK7rnopD899OPeBmBh45RV44AHlOcXSYMToZbBhg7IPuP+9ZRUnKJ9oHebKF5UQIfye91fZlr2GEFe4nE47zZB5DzO2Rd62LSVhSEc4bv7xqeRMmk5CaKKfaE5CFPP6f3Ap/Lx4131qoX1NVHAq7ZTp8WKFi5ke12g0Go1GU/AINjBwrskxaYIjbEkIh/MEugkn4CSEQh7IKglhtWs/U2ZyzWfq4H40eUJcWuVSy/ZQVG3EFzKPoqWkh7gSIlhj6mLF4NVX1e3Dh8Oh3GLt0eoJcfSs9R7OG+vfqGxTva/8jenh/H3ww2dQ3Cp/d/vt8MUXEB9vT47JhJt6juKJtnDNrVB6OCQ9BmUeMf59YcbDRqXFc89xqJa14TbAyt0rOXTaR4hfCBg/3rIioviJVMPvYudOZR+3NwtYxQkqJlWkWaVmyna7z6Fj9uyBpk1h6lTTCiKIjCeE3eRgqOUHf9n5C2fSzzC5MezIUsr7vSL07AF1/w/euQTOBrg35cE5D3L959ez6N9FQa9Lowk10fyr5WDWvwJQbEcIGG8noyCsXjQa91FpauokhEaj0Wg05w4da3cM6ryCWhnQqFwj0+P/1/z/wrySgoHT5EDJhJIhn6dNjTYBnxPIfPGF4pXX11bJD6vdpSt3r2Tvyb3K9miqhEgqnGTZvvuE+4a1qsc11JUQQRlTe7jxRuio+Dw+dAgey23cHK1yTFbB5t6NevNwi4eV7U7ex7UOwbyJUNpqU/agQfDhhxBrvD9syzH50KpaqxwzXgEn4+FQovFvmteYh88ctrV208dMCHjlFRZ1bqg+8b//oFMnOGa+mcDt72l/7+XPun2mbAubHNMLL8CqVdCzJzRpAjNngk35pVBWeKoSXr7YMqZ28LxuOrTJWE8sDO4E7fpBswEwtRFkWkxdPbk6raurpchmbZpFh886sOy/ZUGvTaMJJdGchPC+CqoohDD/JWITIcT55E5CuH+VpdEEgU5CaDQajUajqVvaQifCgoJaCdGzYc88xxqUaaBMTmisyQ+VEKPbjg74nECCQGUTyyr7W113W5nwfvTHR5ZzRpMnhL/H6o+9f7g+p0qOadmOZZxOO+36fB6CroQAI+j8+usQr9BCef99WLo0+2a0yjFZJSEmdpto+V4N9nV7YWopfpwAFa207Pv3h9deM+SOsghYjsmLFlVN9GzIHWy2u/tf+V4XgikDWjLZ6utn7Vro1QvS8z7vbn9P+4sT1CtTj9k3zzZtO5122rYkUdBs3QrvvJNz+88/4YYb4LLLYNGi7MOR8IRwU47JyfPqfe6MBjC/FvibspAoxIvtXvTrIZaakcq7v78b9No0mlASzb9algHpkL2N4WmH43mfnw4sVfTTaMKKTkJoNBqNRqPp06hPUOcVVE+IEa1H8OClD5JUOIkYEUOraq2Y129ega38CDVOXyelithLQjh5fpKLJAd8TiBBIKtrayvjbZV0KsCafWss54ymSohIYFVhcsHbF/h9/ILFUSUEQO3a8Oij6va77oKzRjVHfpNjSiqc5Pd1GUxwtexJmPnRWWpYbLT/6vwYeO+9XAkIUO9Ot+OVpEpUeAebT6SeMO3ji9V7PUNIbu8Kc2pZDDBnjiHd5BMEd/t7OineuhICoEKxCsq2YA3LbTNiBKSZPKe//gpr/L/nQ/k976YxtZPP90AqUlpWbcmjLR9lWf9l9GrUi4TYBL/nTFwzMei1aTShJGqTEFLKY8ASjHygALoJIZ4KZiwhxAigO0ZCQwI/SSlD/Mmr0dhDJyE0Go1Go9FcWuVSpnSfQski9mRvPBTUoHyMiGF8x/EcGnaIw8MOs+SOJVQu7pZC67mHnYBKucRyyrZwVEIEc+0byHxWAfEisUWUY51KVQcm/e1IjSZPiEig8oQA2HJkC/2/6e94N7QZjiohPAwfDrUUEeeNG2HUKCB6KyFUQc5s+SILAn0flzgDcydC1b3q6pbv6kDfbpnImLxjq3an2wnyqhIV3okNq2omb6ze6xJJWix07wm/WH0Vvf12Hl+RcMsxARSPL65sC2kSYuVKmDLFvK1KFRgwIPtmJDwh7Mox2XnOnCQh7FbndKnXhZ/u+IkX2r2Q7euTEOc/CaHRRCtRm4TIYlTWvxIjETFSCDFDCGGVf85GCFFTCDENeMZrDLJuazRRgU5CaDQajUajAejVqBeHhh2ytcvNQ0GVY/IQVyguqB3ymtzYeZ20r9le2ValeBXX5lFhVY3gxnxWSQghhHJ+qwDmqj2rLOeMJjkmMPTEVdzT9B7X51PJMXn4fc/vdJrUidd/ed3VwKjT4CYACQnw5pvq9rFjYdWqqPWEUAXU7fzGDCR5lpgC30+Ci/ap+yyqDj16Gvr3qRm53aqllMrHyo4ck8pU3nueEyn2KiGs3uuexNapeLi2L/xjlZd96CHDAyGLcBpTe7B67DKluVG0Y6SEYcPU7c88A0XUn8MeQuoJYVOOye53y50X3xnUOuwmId67/r08aykaa5381miimaj+1SKl/An4DCN54EkiXA9sFEIsEkI8JYToKoRoJYS4OOvfLlnHFwGbgC7kJB8k8JmUckn4741GY45OQmg0Go1Go/EghKBmyZr2+xdQOSaNu9gJqAxoOsC0EicuJo7OdTq7No+KxMKRS0KA+tpbJdFy9OxRjpw9YjlmtMkx3d/8fmVb2/Pauj6fv8ccYM6WOQz+YTDN32/OwdMHXV+DLwHtSu/QAfr1M2/LyIA77yROkWuIdCWEKtBsJ8Fg930VnwbfTIHLd6r7/FIZru8LZ7Ni4ikZKbnarR4nR3JMme7KMXkntg4lGomIw6qXt5TQpw9s2ABEphLCas6QJSF++AEWLjRva9QIbr0116FIeELYfV/avbbqVLuT3z5m67GThEiMSzT9TrZbCRGKKjONxilRnYTI4k5gPjmJCDDWfQUwEvgaWAyszPp3WtbxK8i5f54Exo9Z42k04WfUKBg/HpYsgZM5iQedhNBoNBqNRuNNIMHYgirHpHEXO0HFskXLMrn75FwyHsnxyXzS9RNqlbJViO4oCaHa0ezWfP4C4qr3nWpH+fyt8/3OGW1yTH0a9aFs0bJ5jnes3ZHuDbu7Pp+VHJMvGw9t5JWfX3FlXlfkmDyMHw/lFFJlq1fT+NMfTJsi7Qmhqi6wU51jSw8/A76cCm23qfv8VQ463QwnvV4GZ9PP5upjJY9jS47JhieEXTkmy0oIn+qaf8pAt96QHqt4rG67LVvOK9zG1P7mdKVSyJeMDEPCTMWLL0Ihe5+Hdq9rgtmE4aYcE9jz50jPTOd4ynEGzhpIgzcb0OqjVkz6a5Lf866re51pIs5utaxVUs0JJ1NPcibtTEjG1hR8oj4JIaVMA64Fxmcd8k5GCIs/yEk+SOAl4HopZWS3JGjOTTIyYMwYozSzdWsoXhwaNmR/944c/22Z6Sk6CaHRaDQazbmJP515bwq6HJPGHey8TmJEDB1rd2T7g9uZ3ms6s/rMYvuD2+nbuK+r87iJq0mIAOWYJqyZ4HfOaJNjqly8MkvuWELvRr2zj03rOY3v+34fkufOTiWENzM2zHBlXsfG1N6ULg1vvKFsbvzudM43kSKK1koIO8+zv9dtTCZ8Oh1u2KTu808paN8Pjvh8naWkB1AJYUOOknSDtQAAIABJREFUyY4nhF05JitPCLPH86ca8PHAy3MfLFTIeL28+SbEGWuLhDG11ZwhqYT47DP46y/ztjZtoFPeioGQJEP8jOu2HJOdqpRh84aRPDqZd35/hw0HN7Bsh3n8x5d3rnvH+M+pU/Daa3DvvYD9jSrXTb7O9v21Q3pmOoO+G0TZsWUp+nxRrvj4CrYc3uLa+Jpzg3zxq0VKmSqlfBi4FJgCpIHfT3KR1W8ycKmU8hEpZaqfczSa0LBhA5z2MuqSEtavp9y0ORRRXHfpJIRGo9FoNOcmgWjjazkmjR3sBFQ8wdkSRUrQtX5Xrq17bcB+HPk5CRGoHJOd4E40VirVK1OPz7t/jhwpkSMl3Rp0C9k6/XlC+LLuwDoOnznseF5XKyEAevSAbt1MmwqlpTP5a0OayJtIe0KoKjEcyzFJeHsW9F2r7pJepRLtboV9JvHZPJUQFu8jR3JMGYHLMdnxhPBleds6MGKEcSM5Gb7/HgYNytXH7feXmUSPL1bPoetJiFOn4Ikn1O1jxkAAj4Hd92gwj6vbckx2Yjav/BJ4hdeNDW6kxMl0ePppqF4dHngA3n0X1q6lTNEytsZYvH0xL614KeC5VTy54EneWvlW9nt46X9L6flVTy37pAmIfJGE8CClXCml7AuUBzpjGFd/AnyDIdn0TdbtUUAnoLyU8hYp5e8RWbBG42HlStPDaTGwprz5KToJodFoNBrNuYmuhNC4jZ1gjRuvpfychFDtLt1xbIfp8YrFKtqe+1wl0EoIgD/2/OF4XlcrIYyTjJ3tJUqYNl+wH573Uefy3fEfbhxVQlgkKh5dCgOs/NjLleP4zK/5z/yhyuMJ4ViOyUYlhF05JrueEN4IhGG4/PDDsGIFXHONeR8XuajCRX77WL3OXQ8ajx4NOxXGIL16wSWXhGcdNsa1K8dkuxLCRlVKoMSnwcAJG6BaNUPS+9ChnMYxY0wl9VS4VV2258QeXv755TzHV+1ZxU/bf3JlDs25Qb781SKlPCal/EFKOUpK2V9K2U1K2T7r3/5Zx+dIKY9Feq0aDQCrV5se/qscpCg2eARiSqnRaDQajabgoD0hNG5jV44pHPOYEYwfRKDzFY6xnkO1AeiDPz4w3Z1vdzfquUwgnhAe/jn8j+N5Xa+EAKhYEV7OG4Tz8NDP0M5LmeRU2ikGzhpoWwrIbULlCTHhQliveumXKAHz5hHX4Hzl+b6VEI7lmCJcCSEQEBMD48ZBgwamfdxOztqJE4StEmLbNhg71rwtLg6eey7gIUPpCWG3EqJRuUa2+oVi42hKLNTbdAjOmPgufP45VY/aT978susXV9Y0c9NMUjPMhWWW/LfElTk05wb5Mgmh0eQ71q0zPfxnBfUpDcs2DNFiNBqNRqPRRDOB7LDWckwaO9iSY3LhtRTsGMHsmIfAgnv+Am/J8Wrpqa/+/irPsUhr/ucHApVjAhj43cAQrMQlbr8dunRRNn86HUp4xQ3f+f0d7vjmjtCvywQnlRBWfXYXh9Z3wCrf37GJifDDD3DBBZbPu2+FiGM5Jhc9IXwTJN4oKyFsBMzd3Czw4KUPOq5sc9WLYehQSFFU/QwalG3OHfJ12Bx365Gtfs+vW7ouraq1sjWXHU+IgBGw7o5rzdvS06n3/jT35/TDvK3zlG3LdywP40o0+R2dhNBowoEiCbG2nHn3xLhEiscXD+GCNBqNRqPRRCvNKze33VfLMWnsEA2VEFY7sBNiE1yfz5d0aZ00uKD8Bcq2xdsX5zlmFbDUGASbXDp69qijeV2XY8o5Gd5/Hyrk3UmWUgjGtYBjPvH3aeunceDUgeDnDBInnhD+qiUOJsKN9ySTdnnWd1V8PMycCZdeChjVCaqEpO/7xizB58GWHJONSgi7cky+UlHeOEnquLVZoFG5Rjza6lFbfcNiTD1/PkxTBMTLloWRIy1Pt6wusUGg7+V1+9dx98y7le2lEkpxU8ObWHTbIhLi7H0nxcfG266asEshUYgGA0ZA7dqm7SUmfU2NI/bHc2JOfTzlONdMvMbyfTp782x6f9WbKz6+gmcWP6O/GzWW6F8tGk2oOXoUdu82bVqnkPO7u4n6y1Gj0Wg0Gk3BJpAkhJZj0tghGpIQDcqaS5VAeCoh/AVirHa+bjy4Mc8xq4ClxiBYqRKnO2tDIsfkoWxZ+PjjXIfWloXmd8P4FiB9XpISyebDm53NGQShqoTw8Nsj/xA3bwF07gxffQVXXZXdJoRQVkP4vm8mrpmonMPOpjxblRA25ZgsKyEcBMx9v6dbbofEAD4+YkQMk26cxK93/Ur5YgpDSZNzVLjixZCaCoMHq9ufe07poRJqVPdvzPIxynOKxxfn0LBDfHnTl1RMCszvZ8hlQwLq749BlwyieumaRpWJCSI9nWd+sv/ddywleJX6wbMHW1ZBePhi3Rcs/W8pIxeNpPuX3bVZtUaJTkJoNKFGUQUBsE5RCfFwi4dDtBiNRqPRaDTRTiByTLoSQmOHaEhClCxSUtnWrFIz1+fzxZ98kh2zV2/0bk//VChWgQZl1MknFa/8/Iqjea3MZ11J3HbsCP/3fwDsvL07lwyANRYyu06CgMESKk8IgHua3kPZxLKGBNOsWXDddXn6qBKL3u+bfSf38df+v0z7Na/c3F4Swo4nhE05JiszcSdyTN6P54CVsOgTmDgdhM2ChLm3zKVv4762d+f7W5crlRBjxsDff5u3NWkC/fv7HcLJYwqBJxTnb52vbLPjP6Ki/8X9+aTLJ0Gf7039MvUZd80448Ydd0D16qb9+q7OpL7NAqtgK8syMjOCMrb+/p/vWXdAHQPTnNvoXy0aTahZu9b08LF42GlyXbV/6H6qFK8S4kVpNBqNRqOJVgIJkmlPCI0dbEmGuBCctZqnSGwRbm58s2nb0BbmOz6dzOeLVWAaDOmXq8+72va5uhLCHs9e/Wwe4/FpPaexb+g+5Tnzts7jdNrpoOfce3Kvsq10Qumgx83Fiy/CggX8O+pBzvqJXx5POe7OnAHgpBLCn2RTLsNxxeeGypTcO9Bv9Tw9e9WzlmvwYKcSwg05JkeVEAgKZcD42fDuLIiV0G0DPLfA/5pKJ5TmiupX+O/oQ0iNqTduhP/9T93+2mtQyH+yK1Sokhu7TuxSnqMyXbbLrRfe6uh8D591+yznNV24sFLSqpCEMcvsJaWCTUIcTzkedAJ19j+zgzpPU/DxL7IXQoQQ/l1hQoOUUqodcjQaN1FUQqwrC77XLP/83z/GrhKNRqPRaDQaG2g5Jo0d7ATKQl0JUSS2CIMuGcS09dM4k57j3ntl9Su5tPKlrs/nix1d7D6N+rBgW97IoFkQ2WrXtCaHGxvcyLL+y5i1aRbHU45z+0W3Z/tvtKnRhkX/LjI979ddv9KmRpug5tx9wlwKN0bE2Jaz8UtCAlx1FbE7f/bbNRJJCCeeELGp1lVDduTT7FRCWHl3XFL5Er9zgM1KCJtyTKGqhCh88gwzP4dOPqpcjy2FDWVggqIIq2hcUSZ2m5gniWcHq898R4bQmZkwYIAhx2TGzTdDy5a2hgqVJ4TZuP4SL8lFkm3NabWWwoUKO05m5Kl26dcPRo+GTZvy9L1+9Rm+f/x5Ov/9uOWYB08fDGotTj63/tj7B3tO7GHWplmUL1aeK6tf6fgx1hQMIpqEAGoAkjyh2JCjBco04UOVhDCRYkqMSwzxYjQajUaj0RQktByTxg7hkmOyMpItEluEy6tezoLbFvDGr2/w79F/ubL6lTzR+omgk2mBrNlO4FQl/3LsbN7doP7kmEollLK3sHOAZpWamUpuWe2E//vA30EnIXYdN9/xXD6xvC2z40CwI2+Uryohpk/n+vuGUrcHbCpj3kXl92Cnj3e1gVVg2O57W1UJcSrtFGDscLcbGA6VMXWrx96mssIW5P1vYUtJWJalujPksiFcW+daDp05RJsabSiXqNBv9kPIKiE+/hh++sm8rWRJePnl4McOIadST1m21ytdz/EcyfHJHDjtzIS+aFzR3AdiY2HUKOjTx7R/p3fnU+eG2vxzRO07s3zHcjrW7hjwWpx8bv2570+qjK+S/VqrXao2P/b7keolzOWlNOcO0fKrRYbxT6MJL1aVED4EovOo0Wg0Go2m4PL0lU/b6qflmDR2sCXH5MJrKU8AxQtPEuCyKpfx2Y2fsbT/Up5r+5yj699A1nx/8/v99kmON9+peTzleJ7dtf7kmO66+C7baztXsfKLKFNUEQG3gUp2pXLxykGPqcJOZUFEKiEUnhCWnwVTpsBNN5G49xDzP4XzDpt3c6sSwioYbve9rXqd7Dy+kwOnDtiWYgI/lRAOdu3/+WAfjiuKGQpnwvQvoMYR43ZiXCJta7al5/k9g05AQIiMqVNS4Kmn1O0vvQTl7K85VJ4QZuP6q4YZ0HSArTmtKFHEuRF3QqzJ92HPntC4sfkJ8+fzxIkmlmP+uPXHoNbi5HPr7wN/53p/bz68meE/Dg96PE3BIVqSEGBUQ4TjT6MJH0ePwj5zvVOzSgirH24ajUaj0WjOHfo27mtrx66uhNDYIVyVEHaSEG5id83VkqvRomoLv/1UlRAZMiOXhBRYV0K0qtaKJ6980tbazmWurXOtsi3oQCnw37H/TI9XSqoU9Jgq7HxOnzl+GObOdX1uK1QBfmXlxqefGlI6GUbyosoJWPApVDWRk1f5Pdjp4x3od6MSwsrUfvH2xbZNqcGPJ4SDgPnxutXo3QMyFF3LnoaZkyHprHsSiyExpo6Ph4UL4RITqaw2beD224MbNwxYJaOevepZep7f0/EcriQhzJLyMTHwrNojpdcnvxFrnnMEYOOhjUGtxe3kabDJEE3BIlp+tQggA5gH9APKACVD+KdrYzXhYbO6LG6Dz6aNGBGj1LTUaDQajUZzblGndB2+6/sd1ZKrWfbTnhAaO4QrCZFYWC0tGqkkRGxMLAtvW2grWGylWe0ryaTaNd27UW8W3baIYoWL+Z3vXKdL/S7KNn9G4lZsObLF9Ph5Jc4LekwV/uSYyp6EAcOmQMeOMGmS6/OrUHlC5HnPSAljxhgB5Mzcwekax2D+BKjoE4t0zRPCItFk9/OoSvEqVClexbTtpqk38dXfX9kaB0JXCSEQzK4LD1+j7tPoAEz5CmIdekZ7sKyEcCIQUrcuLFtmGCZ7zKfj4+G995Qm5cp1hNETwioZNaj5IFvz+SNklRAA118PrVubNsVv3san+y5Xjnn4zGHOpJ1RtqtwOwlx6MwhV8fT5E+iJQkhMdbSDpgArAOeBKpLKY+F4i+Sd1ZzDqFIQpyJhV1JuY8VjSuqAwkajUaj0WiyuabWNWx/cDuvdXxN2UfLMWnsYEuOyYXr0GishFh33zpqlqxpazyrIJKvuadq13Traq1tSfRorCWX0jOtzZGt2HzY/DdY7VK1gx5ThVVyq/4B+PkDqLXxgBHsv+02+Ppr19dghrISwvu1mZEB//d/MFwtk1LnMPRbk/tYNHlCAFQsVlHZNnTeUNvjhKoSwtPn1cvgPQvlnM6b4YYx3+ZJBgWD1bWBI08IgLg4ePppIxlRu7aRkKhTx9mYXoQiJmJVCeFWwtiNJITK4wQhLP02+kzdwMsXP6Zs33NyT8BriYSMnKbgE+kkRH9gcdb/vSWTygNDgD+EEKuFEEOEEOUjtEaNJngUSYgtJUH6vPu0FJNGo9FoNBozrIz8tByTxg5hq4SIU1dC2JFwCRQ7aw4kwFS2aFll8G73id25bqvkmOwEaDU51CpZy/R4WkZwlRBn08+y8/hO07ZQJCFUCaert8KKD6Cmt5xRRgb07m14L4QYv54QJ05A9+7w5puW44xuCWNa5j5mJ6Goer/b9oQIIBDtRvAXciohTqScYObGmUxZO4V9Jw1pZSfG1Nl9BAy6FhbWUPe9aO6f8MADRtLKASHxhPDl0kth9Wp45JGgTndUkUFgnhCqJESR2CKumdWrPIVco2lTuPVW0yZx5Aj3f/mv8tRdx819cqw4etZEi02jcUhEf7VIKT+RUl4NnAeMBHwjtgJoDIwDdgghZgkhbhJCKGx9NJooQ5GE2GwiCKYsvdNoNBqNRnNOYxVEtZKP0Wg82AnohdoTIhS4nYSIKxRH+WLme998zY5V0i2hqPgoyKgCgMFWQlgFzqoWrxrUmFaYrb/uQfjhMyhh9hJJT4e+feGtt1xfizeWnhAbNxoB5G++sRxjZBt4rB15nDXtJBRV7wPv941VEDqQzyPXkhAZKWw5vIXGbzfmhik30OfrPtR+vTYLty10LMfkIb0QdO8J/1gJhL/xhrUBtA1C4glhRmIixLoTxPcQigrPw2fMXdaTCieZHg8GUz+HALi58c3+Oz3/PCSYzxM36XM67zBv8/3+ssPKPSsDPscfrr72NPmSqNg6JaX8T0r5PyllXaAV8AHgqf3xfALFAp2AKcBeIcTbQgj/7mIaTSTZYq5HapaE0JUQGo1Go9FozLD6kax15zV2sCXH5ELgx+p6VrUz2wl27pdVdYYZlZMqmx733Unqa1TtIRQVHwUZlfxIsJ4QKi8EgMKF3N/LaOYJsakMPN3G4iQpYdAgeOyxbCNot1E9Ds1W7obmzWH9esvzH2kPz7QhTwICbFZCKCqC7FZCRCQJkZ7C4B8Gs/3Y9uxjJ1NPcuuMW5VrDUSOycORonBdXzhi9TA++yy88IKtdSvnVXymR0sg2GlFRiCeEMt3LDft6+Y1lJUsmB0GXWLDm6JyZeNzQ8HrM9MpbJK/7fN1nzy+RlZIKVn631Lb/e0SLa89TeSIiiSEN1LK5VLKAUAFoC/wA+B5pXrkmkoAA4AlQohNQognhBDqOnWNJlIEUgnhMHOu0Wg0Go2mYJIUb5GEiNNJCI1/osGYOhTBB39rTohNCNifoXJxRRLCaydppsxU6mUXjy8e0HznOm5XQlglu0Lh1aFa//Ot4bkr/Jw8ejRcey0cNt+l7YRMcr/fiqbCW7PgodGL4biF1ntcHH+9NJxxLdVd7EiOFSmkqISw6QkRSFLUrSREWmYa3//zfZ7jO4/vZMXOFabnBFoJ4WFTGSMRcUphAQDA448bfgtBBuuVQXqHMkihJhSeEPO2zjM9btcvyA5X1rjS0fmlEqzKY7wYNgzq1TNtqrk/jZGLzE9rN7GdZZLWm9Npp/NIELqB3fk1BZeoS0J4kFKmSCmnSCk7A1WB4RiG1d4IoDYwCtgihFgohLhdCKF/jWkiz8mTsHevaZNZEqJs0bIhXpBGo9FoNJr8iNVOPaugr0bjIVxJCMtKiBAEH/ytOZhdrqrdrF+u+5LTaacBY3e0KoDqVkD0XCEuRlEJEaQnhFXywqxqwSnJRZKViYgnroZxl/sZYM4caNIEFixwdV3e77c22+CPd2CgP3WV4sVh9mz2d21v2c2tSgirnfCBBKLDkfhTyXzZqjJT3Jfl1aBbL0i1GuKZZ4ygcxCJCNXa/CaEf/oJ5s8PeL5ACZcnxMnUk2w5Yq5Q0aVeF0dr8OayKpfRpkaboM8vXbS0vY7x8fD228rmR5dCE5P8wcrdK/l558+2pghF5SLoSghNFCchvJFS7pVSjpVSNgaaAW8Ah3y6xQCtgQ8x5JomCiGsvz01mlCikGIC8ySEllPQaDQajUZjhqUnRKiNEDUFAieBskCwkj6KRCVEMNfXqiTCkbNHqPlqTf7c+6elrIX2aQkM1yshLJJdoaiEKBpXlNbVW5s3CnjkGhhxtZ9Btm+Htm0Niaaj7pjBZspMqhyDz6fCwk+hrr9ii5o1YelSaNvW7+PkyBPCRiVEoAlR2zvIQ4BTv515taFPD8iwGmbcOLjrLkhNDWhtqnktZZB+/hmuuw46dYKJEwOazy3c9oTYeHCjsu3aute6Nk+MiGHuLXODPj+gBPZVV8Ftt+U5nF5IMKItrK5gftqrv7xqa/hQJQt0EkKTL5IQ3kgpV0kpBwOVgG7ADMBzheKRayoK3AzMFkJooX1NZFBIMaXGwA6T3yYXlL8gxAvSaDQajUaTHykeX5ySRUqatvVo2CPMq9HkR2Js/OwLdSVEfklCWCX29p3aR6+venHk7BFlH10JERiue0JYyTGFoBIC4JMun1CnVB3zRmFIM2197hHwF7B+6y2oXRteeQVOnQp+Qdu3c9t7v7D5NejtqyVhRqdOsHIlNG4M+H9f2aqEUCQq7HhCBBqErlBMEXENA8HKMXkzrSHceYOfQT76CDp2hCPqzx678yo/i3/+GTp0gBMnIC0Nbr3V8KZw6N2gImSeED6VEOsPmvufJMQmUD3ZXVX3uEJxvN7p9aDOVSVklYwbB2XK5NyuW5cXx3Rh9BWQqXgLbzi4wdbQVsncxuUaB7LK3OOGqMJCk3/Id0kID1LKdCnlN1LKGzESEoOB3z3NWf+6Lyan0dilcWMYOxbuuQfatiWlSgUyga0lzb8UutXvFvYlajQajUajiX5iRAzdG3TPc/ziChdTr4y5LrBG443T3bp2UQWUAaoUr+J4fF/8rblacrWAx/SXRNh4aCNLti9RtuvqpMBQyTHll0oIgKrJVdlw/wYW3KqWVNp18/UwcyYk+3l9HDoEQ4ZA1arwyCOwapX9IPDJk3DDDVCzJu3nbCbeX7xPCHjiCWNdJXMS3f7eV7Y8IVSVEOnuV0K0r9neVmIkFARjTG3GpxfDbV0hM8ai78KFcOmlcMyewbCyEsJMBunbb41qHF+/kCefhAEDjKREmLBblWc3WbXv5D7T47VK1QrJZ8LAZgNdH9OUMmXg/fezJh0Iq1ZxrLEiGRogVpsGhrYYGpJxNecG+TYJ4UMqcCbrT6OJDurWhaFD4Z134McfWbJ4IglPQLtb83ZtU6MNjcsHn1HWaDQajUZTsHm106t0qdcl+0f3xRUuZkbvGRFelSa/YEuOyaX9Wy2rmjva3nLBLa6M742/YFWzSs0CHtOOnNL9s+83PR5fKN5WgFaTg2r3b7CeEJGohADjPWalB58hMwwT6t9+g4YN/Q945Iix07lpUyMh0bMnLF5sfU5ioiHtlGkj0FetmuFD8b//QaHcj4u/x8k1TwiFJ0CgSYik+CQ+7fqpLZkot3GjEsLDhItg9qh+EGuxI75NG/+JLM+8is/HXIHgzExj42S3bnD6tPlAH3wA775ra85ACJVBtm+FxYnUE6b9QlW1Fkxi45EWjwQ3Wdeu8OefRhVVYqLf+2T3MbdKFjSv3Jyu9bsGtEw742rODfJtEkIYdBRCfA7sBd4DWkKIPsk0GoecTD1JaizsMrlm+Kb3N+FfkEaj0Wg0mnxD0biizOg9g/2P7GfHkB2sumdVULu8Necm4fKEABhy2ZA889164a2UL1belfEDoUnFJgGf46SSQUsxBY6qeiYUlRABy50EiBBC+V7Lvj916hiyNwMG2B941y6YOhW2bfO3ALjzTv/j3XYbrFljBLRN8FsJ4cATwo4cUzBVWT3P78nmweZyyKHEzloDuT+b2zWBadMM82FfGjY0pLocri37cd+9Gzp3NoyvrRJXPXvCvffantcpdpM2dr+zTqaeND2eVDjJ9poCRRWkv+viu/IcixEx3N3k7uAnuyBH1tvfd9Da/WttDWmVzI0RMUzvNZ2e5/fM0/bsVc8yo5d6g4zV53NYOH3aSNhMmQJz58Lvvxufq8eOhUx2TJObfJeEEEJcIIQYB+wCvgN6Agme5qy/s8AUoLOUUpHO1WjCy4kU8wx8paRKFI8vHubVaDQajUajyY+UKVomJLI2moKNvyCYG1JMHro37M6sPrPo3qA7rau3ZnTb0Xx0w0eujR8Ijco1CvgcJ8bS2pQ6cJSVEKHwhAiRHJM3qvuTK/iWlGTsLJ8716hysEt1G/r1t9xiHsAG1pSD18b0gE8+sdxNH0pPCDvG1MEmRKsUr0Lb89ra6psQm+C/kw3ckmPyECNi4PrrjSqVsmVzGooUgS++gKL2LU9VwfyYk6dh9GhDuWHOHOtBevSASZOsqzOCxKknhHJcn33JqjhMMJ5BdhnecnieJMegSwYxvuN4WlVrlX0sRsTwYrsXqVPaHRml0gml/fbZemSr3z5WFQuez4cvenzB7wN+5/mrn+fTrp9y6vFTjGg9grql6wY1bljYswcGDYI+fQz/k2bNoGZNKFEC/v03sms7RwjtVgCXEEKUwzCavhXwpPnMPlGXABOAL6WU5p80Gk2EUJUBhvLLT6PRaDQajUaj8RdUdEuKyUOnOp3oVKeTq2MGQzCmo06qGUK5s7ag4rYnhNV5oZRj8jeH6brat4e//zZkl8aOVcvheKhmo/qtVCm48Ub4/PPsQ/8VhxeugPebwAMX+B/DX7LGiSdELjkmRRDaSVK05/k9mb9tvt9+fRv35cM/Pgx6Hg9uyjGB131v0QJ++QWuu854jYwfD41sJFVTU+HgQahUKdfjWCgDLt8J3dbDNS/fBcdtGJ/ffDN8/HFIEhBWuO0JoYrDhPLz+rIql7H8zuVM+HMCu0/spkOtDtxywS0IIVh02yJ+2v4T/x37j0sqX0LDsjbk2WxSNdk6qRmTCXO3zOXeZtaVLVbJAu/PuCYVm+SpOLR6/0Y8CXH4sLqtVKnwreMcJmqTEEKIwkBX4DagPeB5pQtySy5tBSYCE6SUfuoTNZrIEYkyQI1Go9FoNBqNJpyVEOGmVEIpDp/JG1ioWKxiUDvfncgxJcS5s7v6XMJ1T4gIGFN7o6yEUFVoFCsGTz8N99xjBJrfe09tPFzFZhXcnXfC55+zoTS81AI+vRDSspblhnyQHTkmO54QbsoxebiryV1sOrSJl1a8pOwzvOVwyie6Iw/ndiVErr7nnQcrVhiJgHvusTfA8uVw1VVQrhwL4/6fvTuPr6K+/j/+nux7QsK+LxHZQQFBBBFFBLXFBVAE17phraL164I/17pXS9VabbUurVpErVLRqpWq1KVuiMqiiAqI7PuSPczvj5tUW8mkAAAgAElEQVRAcjNz78y9M/feJK/n45EHuTOfmfkQ5g43c+acs0cVkvLKpR7bpLT9P24HAYjrrw/0C/GoTJ+VWPWEsL0Pk+7vfZh+rfvpnmPvabA8OSlZY7qN8eWYnfLsgxC9NksvPic9oEelMEGIUNfRaD5PhMpUi4mtW62XJydLeVQniYWE+7RpGMZIwzD+rECfh79LGq8DwZLaK+BuSY9JOtI0zWLTNG8hAIFEt7PM+sOk3//5AQAAoHlrykGI0V1GWy4/75DzItpfNCWVnJSpQX12PSF8KccUi0wIm0BH2MyOdu2ke+6R1q4NBCLGjq3fMLpdO9sySw2MGaMrbhym3pdKjw0+EIAINb+6wl0PnOzD7kG7XeW79n9vW44pisysJCNJ9467V+cMOsd2zCVDL/Hsd3Anc3VzfW0wNi9Puvxy58GAt98O/Llpkw75qVrDfpJ6b6kbgAgjO1v661+l227zNQARiuOeEFFmQjTFihTtcttZLu+0Q3rzb1KfLdKDdywO9EUIUQ7LSTkmO6GuDwmbCVFYGLfzvblJiE+bhmF0MwzjJsMwVkp6V9IvJBXoQI8HSdon6XVJZ0hqa5rmhaZpvheXCQMR2FpqHXUtzCTtCwAAAP4Jd7PGq6bU8XDX2LvUPrd9vWUD2gzQZcMui2h/OWk5Ed8E9arOfHOSYlhnDvjRmDoWwTZHPSFCycmRLrhA+ve/pU2bpPnzpVmzAr0enEpK0tLiPMsC1k5+Bl4Ea+zKmpVVle3PhrB7Et6Lf6dTep1iu659bnvPbkA7maub60nUpfFqgxCROPRQadEi6cwzo5uDQ371hAi+0d2cKlKkJKWoVVaresuK9gYCEJ1q4n+pVfsCfREmTJBWrLDcTzS9dRplOSZKMcVMXMsxGYZxgQJ9HkbULqr5s+7VaIkCfR6eNk1zQwynB3hqS8kWy+VOmgcBAAAAkWrKmRA9i3pq0YWL9Nq3r2nZ5mUa1HaQfn7wzyN+0jnJSFJ+Rr52lO1wvS3lmNyLVSZEkpEUk2Cb3Q38iP4+hYXSCScEvlyy+zk4CTB4cT0I1VtlZ9lOZeRk+FKOqdbR3Y5WTlpOgxvQxx90vFKSUjy7Ae1LY+pIlZRI//uf++3y86VbbpEuuURKtX4/xpLjnhA245756hk9MfGJ/deWeDSmjqdJfSbp4U8fliTllEuvPSP1snoe9o03An1GzjxTuvJKqW/f/auiyYQIWY7JaTDWLwQh4i7enzb/pEAAom7GgyRtkXS/pMGmaQ4wTfNeAhBo7OwyIVpmtYzxTAAAANCcNOUghCS1yWmjcw85V78d91tNGzAt6lIrkfaFIBPCPbvMAa8zIWJRikmy//tM+8c0fbftu5jMQYqu30KoMU6vFaGCELUBPttyTB4Ei7LTsnXvsffWyyxomdVSt425TZJ3JZF9a0wdiQ8+kCpdBLtatJCuuSbwNPzll8c8ABFtT4hQ7+l538zb/71tY+omWhb76iOuVvcW3SVJ17wnHbYuxODKSunxxwPBiP79pWuvlV56SSnffKuccutNwl1LQ62PeyaEXU+IIh4MjpVEakxdLeltBbIe/iWpUpIMw/ClO4hpmrvCjwIi9OCD0urVUufO+7+qN20M5PgEfQYhEwIAAAB+CndjK+oSIE1Mfka+ZNMbOBR6QriXmmSTCRFpY2qbDAC74IDXQh3nhGdP0PJfLvc1I+P9Ne/rkc8e0Tur3rFc76SfQ6gxToM50QQhvAqKXjTkIg1uP1ivr3xdLTJaaGKvieqYF2ju7dVT8E7+Ld38faI6NxYvDjukJEXaNvJQdZx+iXT66YEeEAnG6f9H3Vp0s133yopXNKnPJFXtq7KtSNEUyzFJUteCrvr4/I81/C/D9ZvRK9V5p3TWlw42XLIk8CWpWIFGvKUpUlmKVJ4sladIVUlS4bMjpLQMKTc3EPgKktDlmLZYnwsEIWInkYIQSZKOqfnym6nE+rujqZk7V3qvfsuShZLuGCldP7b+0KIsLngAAADwT1PPhPAamRCxY1eOKdJMCLvtnNx890Ko43yz9Rst27xMfVv3tR0Tjfkr5mvinIlRlVKRQt+cdVpWKictR0lGkuVcaoMQdj0BvLweDWk/REPaD2mw3LNyTE4yIWJVjumqq6Rp06SlS6XVq3XXi1doR8VuVSZLP+ZJX7eUvmkp/WXyFZo+wEWPEZ9E2xNiRKcRtuvW7Fyj0spSrd21VhXVFZZjuhZ0jer4iawoq0hXHX6VLn71Yp19svReZ+mBf0kZLqshZVYFvurZvjLwZ671eyhkOaYQvSZiYvNm6+WtWlkvh+cS5UZ87dWHR3DQNKxZY7l4rUVeD5kQAAAA8BNBCHdCPcUdCj0h3LPLHIi4J0SClmOq9dzS53Rr61t9Ofb1/7k+7JPGTt7r+RmRBeHqMgxDBRkF2lbasAZ72HJMMbgt1Dm/c8j1WalZKqksCbufhGtM3a5d4EvSQ7tu1tpdDUsR+dUQ2itOgzZD2w+1XffOqneUdUeW/TFk6OCWB7ueW2Oy//8xQ3p0iPRhJ+mR+dIRP3p0AJvyXaECsXHPhLALQrSkRHqsJNqnTTMGX4C/qquln36yXPWjxee5HoU9fJ4QAAAAmjOCEO5EehOWTAj37MoxRZoJsbPcuo5WzDIhwgQ7Iv17hfPjzh/15cbwNVecBGO8KitmF8yLVTmmUNJT0kOuH95xuGYOmxl2PwnVmDr4uDYBjbjfCK4RbU+IzNRMFWZG1lC4a0FXZaXaBymagrz0+k/ALmkjjTpXOv/k5EDJ8GjZBCFsz2EzARpTkwkRd/H+tLkmDl+ra/4E/LFhQyAQYeHHoEyIlKQU9W7ZOwaTAgAAQHMV7iaYnzXqG6NIyzHRE8I920yICHpC/O7D3+nceedarkuUTAi/bsItXL3Q0bhYBhyzU637DZRWlUqyvwkdqznOnTTXdl12arbuO+6+sPtIqMbUDvcV7c1/r9hlZLj5ed08+uaIjt2USzHVsmq8bSZJfxlYrYoVy6Vnn5VG2Je0CstFEOLo76V/PS0lbdmqsqqy+GTjmKZ9TwiCEDET13JMpml2jefxAV+sX2+7Krgc05FdjuSXPgAAAPiKTAh3Iu4JQTkm17zoCfH1lq913rzz9OHaD23HJEJPCMm/p9C/2PiFo3Gx+jlI9tkG5VXlkuKbCSGFbmxc29MinIRqTO1wX4mSCeGFSBuMt85u7fFMEk+on82efWUqnDpVmjpVWrtWmjcv0NP044+l7793dgC7ckxBAd/2u6S/vyC1LpFWjzlO/c40tbYwRecOOlfnDDpHeel5Orjlwf6/7/fskcrLrdcRhIiZROkJATQdNkGIyiRpW9DvJR1yO8RgQgAAAGjOCEK4E3FPCMoxuWaXPfLjrvCFyzfu2ahRT4zSt9u+DTs2UTIh/HoKffmW5Y7GxfK9np5sE4SoDh2EiNVDet1bdLdtnn1a39MkSQPaDAhZ5iqhGlM73Fei9ISwey+4+XkRhLAXqvn67vLdB0pZdewo/fKXgS9JKi/Xp5/8U1c8PkV55VJ6lZReLaVVS6nV0p+Oe1DJ1fukHOuffd3zLqVamvt8IAAhSV22VOntv0hjzq7WI589okc+e0RSoMn40yc/HTIwGDW7UkwSPSFiiCAE4DWbIMSGnED6W11NvQ4hAAAA4i/cja1YNIJtTCLtCWH3VD/sHVR4kOXydbvX6cedP6pTfifb9YMeGaTNJSFuLNURLjjglXDBjkjKTDnx9ZavHY2LVTBGCp8JYXczPFaBksLMQo0vHq/Xvn2t3vJD2h6iE3ueKEm6Z+w9Gv/MeNt9JFxjagf7akqZENlp1iW/wmkWQQiLcky1dlc0bFi+X3q6Sju11XtdrFf/acYMKURGVd33xD3/btgIu9Mu6fWnpcPPl7bU/PN98OMHuuKNK/Ty6S/bzytaoYIQZELEDI+8AF6zCUKstwgUE4QAAACA38iEcCfSckyRPpXbnA3vONx23ZJNSxosK68q1/ULrleH33VwHICQYleGKFywY0/FHs+PaZqmVu1Y5WhstO91N7+/RpoJEcvr0SMnPKJD2x26/3Wvlr308ukv7z9fWmS2CLl9IjemtttXogQhvOgJQSaEvZDlmMJch6pN+9414c7R2vfOqUulK/5nPaZ4uzT/WSm9Tkx23jfz9NOun0LuOyp2/SBSU6W8POt18ByfNgGv2QUhLALRBCEAAADgN4IQ7kSaCXFI20M8nknTV5RVdKAsSJC9lXvrva6ortC4p8fpjvfucH2cRCnHtKtil+fHrNxX6biHhtNgzH3jrJsy3z32bsfzirQnRCwzszrld9JH53+k5b9crk8v+FTLLlmmzvmd96/PSw99c9LJXN1cX728FtsFPxKlMbUX7Jqfh9McghCZKZm259Pu8hCZEAr93gwXVKs95uftpC/a2I8b9pN075v1ly1avyjkvqNilwnRqpVEn9aY4dMm4DUyIQAAAJBAwpZj4hfwekJlQozqPEp3HnNng+XHdj/W33rWTZjdE/NlVWX1Xj/8ycNauHphRMdIlMbUVjf/vtv2nWYtmKVp/5imhz5+SNX77J9ClqTqfdV6YdkLun7B9Xp+6fPaWbbT8fyc3uQ+vd/papfTrt6yjnkddWrvUx0fy67fRyJlQkiBwFGvlr00uP3gBtfCUHX1JYeZEG7KMXl4LU74TAgPekJEUo4p2UjWEZ2OcL1dY2MYhu35u7tit/7+1d81ae4knTvvXL39w9v11kfz3qwd832hNPoc6YOO9mMv/USatPTA68UbFofdf8RCBSEQM/SEALzmIhMi0sg9AAAA4FS4m2BkQtQXqjF1eXW5rh15rdrltNODHz+o0qpSHdXlKN077t4YzrBpsb1ZXfPEfK3XVr5mOc6JRMmE2Lh3Y73X3279Vkc8fsT+0lLPfvWsXv/udf1jyj8se4xUVFdo0txJemXFK/uXDWgzwPH8nP4c2ue21/vnva/fLPyNFm9YrMHtBuu6UdepXW678BvXCFeOye4mdCJdj7zIhEi0ckyJ0pjajt/lmK48/Eq1ym4eN55z0nK0s7xhkPK8eefVW/7U4qf07KnP6vR+p0uSbSDUSTC37nm3M1OaMF1a+IQ0cKP1+IfnS+92kTbnSCu3rwy7/4jZBSFoSh1TBCEAr5EJAQAAgARCOSZ3QpVj6teqnyTp7EFn6+xBZ8dqSk2abdme6vpBiGjqhccsEyLMTf7VO1bXe33BKxc06G0xf8V8/emzP+nSwy5tsP2rK16tF4CQpC83ful4fm7e691adNPjEx93PD6YbRAiXDmmBMrMyk7LliEjqoAJjamteREMCRUwtvLMKc9oar+pUR+3schNz5UsKi8FByZMmZq1YJZO63uaDMOIOkspyUjav49dGdKEadKnf5baW7SiaFkqPfgv6fTJ0ua9zvv8uLZpk/VyMiFiik+bgJf27ZM2bLBcRU8IAAAAxEO4p7NjWYO9MWiT3UZtc9parrvi8CtiPJumL9zN6lrBPSLcSJRMiO1l2/eXT/ph+w96d/W7luOe+uIpy+W//+j3Uc0vVsEYKXxwKVHKMYWSZCSFfNreScAkXj0hbDMhErwnhJsgVE5ajqtAxBn9z0ioIJffWmY5f8r/hx0/aPmW5ZKif28Gb78+TzrjVKna5kd/2lLp+BXSv1b+S8UPFGv+ivmO5+2YzcPCamv9fz38kThXd6Ap2LpVqrJuCkYmBAAAAOKhbqNVK4l00y8RJCcl68JDL2yw/KLBF6lf635xmFHTZnezOrgnxI6yHREfI1xwwCtObvKv3BYoOfLZ+s9sx3y+/nPLJ8Uj7YlRK5bv9XDBJbsn4RPtehSqJFMil2OyO27CZEJ4FAwJVzKrORvcbrCr8Qu+XyBJqjZtyjFFEcx9t5t025H26+97Q0qplr7b/p1+9vef6YsNX0R8rGDbS7dr03c2GWPtnJeYQ/QS6+oONHZ20VWRCQEAAID4GNphaMj1djX5m7Obj7pZd4+9WwPbDFTXgq6aNXKW7h9/f7yn1SSFa2AsBW6cumnAHCxWGQBOgh215ZSsmlTXqjarlXxrssb+daxWbF3h2fxilREiNY1MCKmmpI2NxtiYuin1hJCknkU9fZpJ4zey80hX4//y+V8k+ffevH2U9FVr63W9tkozPjnwOpqsL9M09eqKV3XWS2fppDknqfCeQp09fINmnCDdeqT02KHS18N6yBw8WCoujvg4cI+eEICXbEox7ZO00aIHdWZqpr/zAQAAQLPXIbeD2mS3adAUt1bf1n1jPKPEZxiGrj7ial19xNXxnkqT56Qc0+7y3QlfRkZydpP/9ZWv6+ajbtaeCosC6XWYMrXghwU64vEjtOLSFa7r31tJpEwI254QCVYertFmQjSDnhCSdHDRwXrr+7c82VdTM6F4gqvxX2z8QrvKd0XVmDqUyhTpFz+X/veY9RPxN78jPT1A2p4lPbn4ST0x8YmIjnPvB/fq6rfq/9/9+kHBo77Ta2e8pgkHufsZITqJFWIGGjubTIjN2VK1xfW6MLPQ5wkBAACguTMMI2RJplGdR8VwNkB9TsoxBTdSdWvNzjVRbe+Uk0yIResXqayqzHGPiy0lW/Ty1y9ra+nWaKcXs7JUUvhMiGiaPcdSqCCEk7m6+ft4GYCxO26iBCHsuM0GmXjwRJ9m0vhlp2VrYJuBrrbZuGejr1lKn3SU/mozpcIy6f8+OPB6016bZtIhlFWV6Ya3b3A01pfeEwgpsa7uQGNnE4Sw6gchBZreAQAAAH4rqSyxXee2ZAPgJSflmML1gyjIKNCcU+fYro+mlJMbTm7yV+6r1JvfvRk2E6KuG9+5UdtLt0czNUmxzXqKNBMi0YIQuWmxK8fUnBpTezWPY7ofo24F3cKOu27kdZ4cr7E5d9C5rsZvKdni+3tz1jHS3lTrdZd+LBXWfFxZtWOV630v27ys3v8dofy0+yfX+0d0EuvqDjR2dkEIi88tyUayirKKfJ4QAAAAIE3rP812Xd9WlGNC/DgpxxQqCDGgzQC9Mf0NTe472XaM06yDaDntuTBxzkTtrXA+p7W71mpX+a5IpyUpEKg5uOjgqPbhRqQ9Ibzsi+CFRluOKcEbU9txmw2SZCTplamvhBzTIbeDLhx8YTTTarRaZ9s0YbCxpWSLL42p61qfJ91l8+xDboV05YeB70P1zbFT9/+NcOZ9My/h3w9NDUEIwEsbrevsbrDIhGiV3SrhnvIAAABA0zS2+1jL5VP7TY1Z017Ail0Q4uN1H+uVb17RjrIdITN5vrj4Cx3W4bCE+N3KzXvprR/c1bH/YccPbqdTz4A2A2J6g7+pZEKEDELQmDpiVfuqLJdH8jNokdki5Pr3z3tfXQu6ut5vU9Aut52r8Zv2borJe/N3h0ubs6zX/eojqUWJIgq82p1XdmbMn+H6GIhcYl3dgcZu82bLxZssmlJTigkAAACxMrTDUJ3Y88R6yzJSMvSbMb+J04yAALsn5pdsWqKfz/m52tzbRnOXzrUcE6pUTjy4ybhYsmmJq31P+4d9NpMT2akWv5T6KGxPCJub4YkWhAhZjslBgMHN36c5Naa2y27KT893va9QvTZP7X2quhR0cb3PpmJQ20GuAmHnv3K+nlv6nOU6L8/PkjTp3hHW6/IqpMs+knZXuM+EcBuE+POiP6vT7E767fu/dX0suJdYV3egsduyxXqxRYS3fW57nycDAAAAHPDyaS9r9nGzdUb/MzRjyAx9c+k36lHYI97TQjNn1xOiVkV1hZ5Y/ITlurTkND+mFLF1u9f5tu+K6oqots9KtXns2Cd2mRC1DcdtyzF52JzZC02tMbWTXgwrtq7Qnz/7s+YunavK6krP5lTX1hLrRuuhAgp2MlIyNL54vOW6CcUTXO+vKSnIKFD/Nv1dbWPXsNnrrMmHhkpbMq3XXfKJtHeX9TkSitsghBQodxeu7xC8Eb5rEgDnLrhA+u67QEbE5s3auuYb7V23WussHp44utvRsZ8fAAAAmq3kpGTNHD4z3tMA6rG7We1EcwpCRCs7LbaZELnp1hkEu8t3yzTNZlOOqXV2axkyHN38T4SeEA9+9KCufPPK/TdzB7UdpNfOeM11WZ9wtpVus1weSRBCkv4w4Q8a+7ex9ZoZn97vdJ018KyI9teUTO03VV9u/DLq/Xj93tybLt03QrpzQcN1rUukTq/+Vxp1hat9RhKEkALZovBfYl3dgcbu0kul2bOlp5+W3nhD9zxwmrpcKT07oOHQi4dcHPv5AQAAAEACsSvb4wRBCOeyUmKbCWF3877arFZpVantTflEC0IUZBTYrnOSuZCbnqu+rfs6OpaXf/dIekL8tOsnXfPWNfVu5C7esFi/+/B3ns2r1rYy6yBEUWZRRPvrUdhDS2Ys0evTXtcfj/+jFl24SM+c8oxSk1OjmWaTcOlhl3qyHy/Pz2uPuFaS9PAQaY/FP9GXraWt2e6PF2kQ4rAOh0W0HdxJrKs70MTYpXRNPHiictIsulUDAAAAQDMSTSZENAEMPxzb/dh4T8FWrDMhQmUQ7Crf1WgyIUIGIRw2UR7WYZijcV42po6kJ8SLy19UaVVpg+XPLnnWs3nV8rIcU63stGwdV3ycZgydoUPaHZJw51K85KTleNL/KdnwphxTenK6Zg6fqWn9p2lnpvT4IQfWzT9IOuYsaeAM6aNDW7ved4MghCm984T0wnPS716XZn4onbJMGvKTlFmnwh3l0mODckyAj+wa6UQa3QcAAACApiRcT4hQgjMhHhj/gC57/bIG4+485s6Ij+HGmQPO1EtfvxSTY7mVmWJTfN0nkQYhvLwR74VQQYjSyoY37K10zu/saFwsMiFCBSHufM/6fbJu9zrtKt8V8t/ULbtyTEVZ3CvxQ8e8jlHvw6vz88bRN6pNThvdPfZuPfPVM7p/uJS6T/r9cGlFywPjdpXvcr3v4CBEfpk0erX12CPOkz7oHHhIGLFBWBDw0Z6KPZbL7epjAgAAAEBzEs0T+sFBiMl9J6t1dv2nZ4syizSl75SIj+HGuB7jNKT9kHrLWmW1apZZ8OGCEHZlgRLt6fVQQQinN0nb5TjrpxCTckwhelNsL91uu27JpiVRz6lW1b4qrd5pfWc4mkwI2Gub0zbqfXhxft51zF26buR1kqQOeR00oXiCvi+ULjmxfgBCkraUbHG9/+AgROed9mPX5Af+PHPAma6Pg8gk1tUdaGLsMiFy0whCAAAAAEA0T1cHl3Jqm9NW75/3vib1maQeLXpoUp9JWnDWAnVv0T3aaTqSnZatN6a/oRuOvEFjuo7RxYMv1kfnf6T+rfvH5PihlFeXx/R4oQIvF82/SIs2LLJc15iCEDvLQ9zhrMNpqRcnPSaciqQxdaiHJU+ac5L+u/q/qqyujHpuX238yvaBzeLC4qj3j4a8yIRIToq+HNM1I6+pd24+MOEB27Ertq5wvX+nQYgqQ1qfI5036Dyd1Osk18dBZCjHBPhod7lNEIJMCAAAAACI6gEtq8bUxYXFen7y89FMKSqFmYW6dcyt9ZYlQiZEWVVZTI+XZCQpNy3X8sG8ReutAxCStzfivRAyCFHmLAjRLjeBMiFCNKYOdY5sLtmsI588UoPaDtKb099Uq+xWEc/t8w2fWy5PT07X4HaDI94v7HkRiPUjQFhcWKy5k+ZqygsNs9VW7Vil0spSZaY6LyXnNAixu1WuPr1koQa1HeRqvohOYoWYgSbGLhMiET6EAgAAAEC8RfOAllUQIhElwkNosQ5CSJFluSRaJkSoniVOMyG6FXRz1NQ3no2pTdNUSWVJ2P0u3rBY17x1TURzMk1Tn677VNe+da3l+oNbHpxwzeabiqzUrKj34dd7c2DbgZbLTZl6fpm7gLLTIER6t54EIOIgsa7uQBNjmwlBOSYAAAAAiKocU2MJQrh5CK1Hix6+zOHkXif7st9QmkIQIlRg4Iz+ZzjaR4vMFppw0ISw41KSvCtW4rYnROW+ypClmup69dtXI5rTSc+dpKGPDtXmks2W60NlnSB6TsuC2XESSItE9xbdlZline1wzVvXuGpQHRyE6LbDepzZKfryVHAvsa7uQBNj2xMiAZ6EAQAAAIB4i+YBrcby1HROqvMgxHOTnvP8+Nmp2RrTbYzn+w0nVBNkO15mA3jl8mGXN1iWk5ajI7sc6XgfT058Un1a9bFdn5OWo14te0U0Pytue0I4yYKotWnvpgY3e8MZ89QY/fObf4Yck5+e72qfcGfmsJlRbe9XgDAlKUXji8dbrtuwZ4Oue+s6x/sKPi8P2mo9Lq1HT8f7hHcIQgBeefhh6dZbA3++8IL2vfO2Oq3do1yLrFcyIQAAAACATIhgg9uHronfLqedVly6wvENwfTkdM2dPDdkWSG/WN28DyfRMiEk6ZajbtFRXY/a/zorNUvzTp/n6mdalFWkpZcs1cfnf2y5/rLDLvP0fLb7OXoRhJCc98OQpGWbl+mdVe+EHRfNtQDhnX/o+Tqsw2H1lp0z6BwtvWSpo+29aExt58LBF9que3TRo9q0dY302Wdh91MvCGFKB22zHpfau6/bKcIDNKYGvPKXv9S7KCZJWibp+qOlO4IekKAnBAAAAAA0j54QTn//G95xuCRpcp/JlrXQc9Nyte7X6yRJ43qM0+srX7fcT++WvfXIiY9ow54NGtN1TFRNhKNxSu9TNOPVGa62ScQgRH5GvhactUBLNy3Vut3rNLLzSGWnZUe0r6E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\n",
"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"start = 365\n",
"\n",
"plt.plot_date(dates[start:], rolling_mean[start:], color='g', fmt='-', label = \"Rolling mean\")\n",
"\n",
"x = np.arange(len(rolling_mean[start:]))\n",
"z = np.polyfit(x, rolling_mean[start:], 34)\n",
"p = np.poly1d(z)\n",
"\n",
"x_poly = np.array(dates[start:])\n",
"y_poly = p(x)\n",
"plt.plot_date(x_poly, y_poly, color='r', fmt='--', label = \"Trend\")\n",
"\n",
"from scipy.signal import argrelextrema\n",
"indices_max = argrelextrema(y_poly, np.greater)[0][:-1]\n",
"plt.plot_date(x_poly[indices_max], y_poly[indices_max], fmt='ro', label = \"Peaks\")\n",
"\n",
"peak_dates = np.array(earnings_data['Date'])[start:][indices_max]\n",
"print(\"Peak dates:\", peak_dates)\n",
"\n",
"plt.xticks(np.array(dates[start:])[indices_max])\n",
"plt.gca().xaxis.set_major_formatter(mdates.DateFormatter('%b')) # 2 decimal places\n",
"\n",
"plt.xlabel('Month')\n",
"plt.ylabel('Moving average, 30 days')\n",
"plt.legend()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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