{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Elaborate statistics features for Silvereye\n", "\n", "## Dependencies imports\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/envs/silvernote/lib/python3.6/site-packages/dask/config.py:168: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", " data = yaml.load(f.read()) or {}\n", "/opt/conda/envs/silvernote/lib/python3.6/site-packages/distributed/config.py:20: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", " defaults = yaml.load(f)\n" ] } ], "source": [ "import xarray as xr\n", "import os\n", "import sys\n", "import pandas as pd\n", "from functools import wraps\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from datetime import date\n", "from dateutil.relativedelta import relativedelta # $ pip install python-dateutil" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns # noqa, pandas aware plotting library" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "if ('SP_SRC' in os.environ):\n", " root_src_dir = os.environ['SP_SRC']\n", "elif sys.platform == 'win32':\n", " root_src_dir = r'C:\\src\\csiro\\stash\\silverpieces'\n", "else:\n", " root_src_dir = '/silverpieces'\n", "\n", "pkg_src_dir = root_src_dir\n", "sys.path.append(pkg_src_dir)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from silverpieces import *" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from silverpieces.functions import *" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "if ('SP_DATA' in os.environ):\n", " root_data_dir = os.environ['SP_DATA']\n", "elif sys.platform == 'win32':\n", " root_data_dir = r'C:\\data\\silverpieces'\n", "else:\n", " root_data_dir = '/silverpieces/notebooks/'\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<xarray.core.options.set_options at 0x7f922e02a1d0>" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "# the default cmap_sequential for xarray is viridis. 'RdBu' is divergent, but works better for wetness concepts\n", "# # https://matplotlib.org/3.1.0/tutorials/colors/colormaps.html\n", "xr.set_options(cmap_sequential='RdBu')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# Can get tassie_silo_rain.nc data from https://cloudstor.aarnet.edu.au/plus/s/nj2RevvD1EUD77n\n", "fn = os.path.join(root_data_dir, 'tassie_silo_rain.nc')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "tassie = xr.open_mfdataset([fn])" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<xarray.Dataset>\n", "Dimensions: (lat: 79, lon: 99, time: 4383)\n", "Coordinates:\n", " * lon (lon) float64 144.1 144.1 144.2 144.2 ... 148.8 148.9 148.9\n", " * lat (lat) float64 -43.95 -43.9 -43.85 -43.8 ... -40.15 -40.1 -40.05\n", " * time (time) datetime64[ns] 2007-01-01 2007-01-02 ... 2018-12-31\n", "Data variables:\n", " daily_rain (time, lat, lon) float32 dask.array<shape=(4383, 79, 99), chunksize=(4383, 79, 99)>" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tassie" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "daily_rain = tassie.daily_rain" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.collections.QuadMesh at 0x7f922c769470>" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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noEJEREREZhCVlG1FCtFFRERERKQhmqkQERERkRlEMxWtSDMVIiIiIiLSEM1UiIiIiFS5cKeDwvaXr/7zFI9EQgbWVvLn4pqoaJiCChEREZkWUfWlobG038BI/I6vJ3hjuWtv/Namtz09Rldb2jY0psKirc6acPmTlRBVmNlLgWOBQ4EnAPOAC9z9VRPsY8CrgdOAxwO9wP3A74H3uvstDQ9siiioEBERERFp3HvJgomNwCogrZlcxcx6gIuAFwB/Ab4NbAB2AZ4K7AcoqBARERERKZ1RfqJ2OZc/vZ0smLiNbMbi8u30/zRZQPExslmJR83TmVlnKaOaIgoqREREREQa5O6PBBHZVU3FzGwf4I1klzm9x92T6+7cfbjsMTaTggoRERERmUFmRUnZvyGrwvp1YL6ZnQg8BngYuMzdb5vqATVKQYWIiIhMi6ia0o/3fELStuvW+O1Ke5Do3VGQqD02NFrTmHqA5628vqa+Mk0MrL0plz8dYGbXRJvd/YhyT8iR+e0C4HZgSfXpzOzfgbe6e20v3BagdSpERERERKbWTvnth4A/AI8jqxb1DLIg403A+6ZnaJOjmQoRERERmUGadvnTzU2YkShSuQP3ASe7+2D+82V5adprgXeY2b+4+9AUjakhmqkQEREREZlaa/Pbn1QFFAC4+/XAnWQzFwdO9cAmSzMVIiIiIjJjtOrid3X6C/BsYF3B9krQ0Ts1w2mcggoRERGp2x+e/4y6+j/x0v9p0kjK99P9Dg/bn3PLtVM8EgkZtLXmOhX1+B/gLcAhyVDMuoF98x9XTuGYGqKgQkRERFpGo5WXfnZgfEl85/zupG14y0hD5xJpwI+BO4DnmNmz3P1nVdveR1YV6hfufv+0jG4SFFSIiIiIyAzSmutUmNlJwEn5j8vy26PNbEX+/UPu/i4Adx8ys1OA/wZ+bGY/AO4iKzX7NOBB4A0ND2oKKagQEREREWncocAp49r2zr8gCxreVdng7r8ysycCHwCeDiwEHgC+AnzY3Vc1fcQlUlAhIiIiIjOHUf5MRQk5Fe5+FnBWnfv8GXh542effgoqREREZFrcfsYrkrbBhzYkbZ19aT4EwIZV60sf00TGJ3BPtEq3VuVunllS/WnWUVAhIiIidWvVak49C3sa2n90OA4Uxka9oeOKzHYKKkRERERkRik/UVsapRW1RURERESkIZqpEBEREZGZw5pQUtaUU9EozVSIiIiIiEhDNFMhc94bbc+6+n/JV5a6v4iIiNTDsPbWW/xurlNQISIiItNih2VLkrb2nrR87PDApnD/nkW1V3oaG0urN3nQZu3xm8uRLSNpY5eShadFi65TMdfp8icREREREWmIZipEREREZMbQ4netSTMVIiIiIiLSEM1UyJxRb0J1s48jIiKz188OPCJpe9ZN10zDSGYh5VS0JAUVIiIiMi2W//MXk7bbz3hF0jayZSjcf3jTcNIWJWQDjA6N1jSmjp74rVF7kJQ9MhgkbwOjw7WdSybLaGsrOwpQVNEoXf4kIiIiIiINUVABmNl5Zub512Mn6HeKmf3OzDaa2Xozu8LMXlDnuU6tOlf09cbG75GIiIjI7GVtVuqXNG7OX/5kZicCrwE2Av0T9DsbeCewCjgX6AJeAfzIzN7i7v9a56l/CFwXtP+hzuOIiIiIiEyrOR1UmNlSsgDhQmAZcGxBv2PIAorbgSPdfW3e/ingGuBsM7vEva6lki929xWTH72IiIjI3GMGZuXOLpR8uDlprl/+9JX89vTt9KtckvTRSkABkAcRXwS6gdNKH52IiIiIJNrarNQvadycnakws1OBk4CT3f3h7US8x+e3Pwm2/Rh4X97nA3UM4VAzexvQA9wDXO7uq+rYX6bJl8ZNSE1UYnZ8XxERmdg+53w3afvLG14c9u3s60zaiqo8Ra2dfZ0cfdkvHtX2y6OfvP1B5jp6O3jab6+qub/IbDYngwoz2wM4B/iWu1+8nb59wK7ARne/L+hya367X53DOGPcz6Nm9lXgbe6+pZYDmFlRwesD6hyLiIiIyIyh5OrWM+cufzKzNuDrZInZb61hlwX57fqC7ZX2hTUO4U7gLcD+QB+wC/B/gJXA3wNfq/E4IiIiIiItYUbOVJjZSmCPOna5wN1flX//drKE7BOq8yNKEK+2M76T+y+A6rnWzcBFZnY1cD3wN2b2CXe/voZjpct18sgMxuG1jEdERERkRrEmlIFVpnbDZmRQQVaFqaZLhHL3ApjZvsBHgfPd/dIa963MRCwo2L69mYyauPtfzexS4JXA08gCDBERERGRljcjgwp3f8Ykdz2YvFKTmRVVa7o1T9o+2d0vdvdNZnYPsKuZLQ/yKvbNb2+Z5JiqPZjf9pVwLJkiSsYWEWmu4U1ba+7b0Ru/tRkbq+mCAp76m1/XfC6ZHga0lV1SttSjzU0zMqhowErgvIJtJ5CtVXERMJD3rbgM+DvgucD54/Z7XlWfRj0pv72jhGOJiIiIzEpK1G49cyqocPfrgNdF28zsCrKg4kx3v23c5i+RBRXvMbOLqxa/25NsjYutjAs2zGw52aVR97n7+qr2p7r7L8f1NeCfgKOBh4hL14qIiIiItKQ5FVRMlrtfZWafAd4B3GBm3wO6gJcDi4G3BKtpfww4hWxRvBVV7Vea2S3A78nWp1gAPBk4hCxp+5XuPtC8eyMiIiIyg1kTZio08dEwBRU1cvd3mtkNwJuBNwBjwLXAp9z9kjoOdTZwFNlieYvz49xNtjL3Z9xdlz6JiIiIyIyioCLn7sfV0OfrZGtc1HK8U4FTg/Z31zk0aXETragdUWK3iIjI5BnQVvJMhSYqGqegQuaMojfz9QYFIiIytQ654L/C9ute8pykrb2rPezb29XO475TazV5aWkGVvbyzYoqGjbnVtQWEREREZFyaaZCRERERGYQw0pfAVtTFY3STIWIiIiIiDREMxUyZ5SVO9HocaL9lbwtIiJSu7ITtaVxCipECkRv9JXULSLSOg79/k+newgyDawJ61SUfjXVHKTLn0REREREpCGaqRARERGRGaX0FbWlYZqpEBERERFpkJm91My+YGa/NLMBM3Mz+1Yd+5+X7+Nm9thmjrUZNFMhIiIiIjNKW2smQbwXeAKwEVgFHFDrjmZ2IvCafN/+poyuyRRUiBQ4vW3PKTtXUQJ4I1WhmnFMERERKfR2smDiNuBY4PJadjKzpcC5wIXAsnzfGUdBhcwZve3xpxpDY17zMQoOwRfHViZtqhQlIiLSBGbl51SUMPPh7o8EEXUuzveV/PZ04PsND2SaKKgQERERkRnDaEJJ2ezmADO7Jtru7keUesLKec1OBU4CTnb3h8tfKXzqKFFbRERERGSKmdkewDnAt9z94ukeT6M0UyEiIiIiM0qTVtS+uVkzEuOZWRvwdbLE7LdOxTmbTUGFSAmaldQd5WU0mmitBG4RmWr3fez0sH10y1DSZm3pRRRb1qwvPPY+53x38gMTmT5vJ0vIPsHd1073YMqgoELmjKKE7K7g046ivqNBc1HytoiIiDSB1Z0IXdMxp4qZ7Qt8FDjf3S+dujM3l3IqRERERGRGsbZyv6bYwUA3cFrVYnduZs62crK35m0nTfnoJkkzFSIiIiIiU2clcF7BthPI1qq4CBjI+84ICipEREREZMYwyk/Unsormd39OuB14TjMriALKs5099umcFgNU1AhIiIiItKg/FKlyuVKy/Lbo81sRf79Q+7+rikf2BRRUCEyw2ilbhGp1++ee3zYftRPLpvikZTvgU++5VE/jwymFaUqdv3Al5s9HJkKLbqiNnAocMq4tr3zL4C7AAUVIjNdVOUJiis9Reqp9BT1japHiYjMdr1LFoTtbZ3p25COHXqTtk33rg73HxseaWxgMmO14srT7n4WcFaDxziujLFMB1V/EhERERGRhmimQkRERERmjJmeqD1baaZCREREREQaopkKEQGmNgH8S75yys4lMpdc9vijwvb+XfrD9htfeULS1t7VnrR1zd8h3H+fc76btK38v+PzVGHhPruG+4tMitGERO1yDzcXKaiQOaOehOx6FCVfR4naSt4WkekQXSrSs6hnys7fOS8OStqXLE/arC29iKKvozM+8Mhw0rR1zfr6BicipVBQISIiIiIzSnvZMxXSMAUVIiIiIjJjGFZ6UGG6/qlhStQWEREREZGGaKZCRERERGYMs/Ivf2rBtfRmHAUVMitFlYzqWQ1bmit6flQRSqQ+P1h2cNK2YKe+KR3DlU86Jmnb/bh9p3QM9Ri8+LOP+nnT3avCfju+9dNTMRyRWUVBhcwZ9VRZqicAqadvV/DJyqDKP4lISYa3jITtmx8eTNqi0rEA3fN7k7aBu9YkbRvu2xjuP7h6bTquDZvDvh3L0wpU7QuWBB27wv19aEvS1tM9dVWtZPooUbv1KKgQERERkRlDlz+1JiVqi4iIiIhIQzRTISIiIiIzhgEdpZeUlUZNKqgws6+VcO6L3f0/SziOzHFR0q/MPGU8j0r2lqnyqf79wvYox2pBZ/FFAa9dc3NN5/v20oOStl5VnxCRFjLZmYpTGzyvAysBBRUyo0SJ1kWGxtIE7KhNRGQyoiIPQ+vSxGWAtiAA6eiJ3wJsfGBT0vbX29Lk6zVDo+H+T17en7R1LZgX9u18TFopyremSd1tvXFVq9HNA2nf/oVh3yipu3fporCvtLryF7/TXEXjGrn86XPAOZPYz4A7GjiviIiIiMxRStRuTY0EFevc/a7J7Ggt9syZ2XnAa/If93X328Zt3w04BTgUOAzYmyw4SvrWcc5TgNOBg4BR4I/A2e5+yaTuhIiIiIjINJlsUPFu4NcNnLfR/UtjZieSBRQbgXTONvNE4CNkl23dCawH4vnV2s55NvBOYBVwLtAFvAL4kZm9xd3/dbLHFhEREZnt2ttUwLTVTCqocPeGlppsdP+ymNlSsjf1FwLLgGMLuv4BeBpwvbsPmNkVE/Td3jmPIQsobgeOdPe1efungGuAs83sEndlnIqIiIjIzDDXS8p+Jb89Hfh+USd3X0U2q1CGN+a3H60EFPk5VprZF4H3AacBHyjpfCJzRlRBShWhZr7T2/asqV9ve/zJ5ajXXiChPbg8N6qyNL8jXo26XiuWHLjdc8nUe+jz7wzbd3xrS3wmOucpp6I1zdmgwsxOBU4CTnb3h6cwz+P4/PYnwbYfkwUVx6OgoiVF1ZuK3shkV8ttX9F7iKCwi4i0iKJKblGFuKGx+BjNCCCK/m5sXJtWPhraOBz2HRpOqzpFlZ6Kxj8YnMv65od9fXBD0jZy/91pv7GCB7Gjq7Y2oHPZ7um4Hro/adtww7XxuURkQqUFFWa2L3AGcBSwCIg+xnF336esc06Wme1BVrnqW+5+8RSetw/YFdjo7vcFXW7Nb+MC6OnxrinYdMAkhiciIiLS8qwJJWVNJWUbVkpQYWZHAz8HeoER4IH8NulaxvkaYWZtwNfJErPfOsWnX5Dfri/YXmmfdBK4iIiIyGxX/joV0qiyZio+BnST5Qt8zd2jgKI0ZrYS2KOOXS5w91fl37+dLMn6hOqchhZT04Uv7n5E1J7PYBxe6ohERERERAqUFVQcCXzP3b+y3Z7luB2Ilw2N3QuPXKL1UeB8d7+0GQPbjspMxIKC7dubyRCROkXJ22VQAniqWY+1cpdFpJpZXFSh0WNKY8oKKoaANLOqSdz9GZPc9WCyGZXTzOy0gj635knbJ5edb+Hum8zsHmBXM1se5FXsm9/eUuZ5Z7vozV2z3txEBkcLEghFpBS1Fi0o43exK6i7MOrpu42iilLRG53omFl71Dd+ZxMlhtdTzGEw6Lx+OE7UjsbQ35HeiaKx/vWmh9LGT10Y9t3ruY9L2jp60kTrzr7ecH8PnvPuxfHndh07Lkv3H0o/n+w/4CB6nv3a8BgiUqysoOIqspWmW91K4LyCbSeQrVVxETCQ922Gy4C/A54LnD9u2/Oq+oiIiIhIQDkVraesoOJM4Coz+zt3/2ZJxyydu18HvC7ali9otww4091va/RcZrac7HKm+9y9+nKmL5EFFe8xs4urFr/bk2y9jK2kwYaIiIiIkFX9Kb/6kzRqUkGFmb0/aL4MWGFOXpjUAAAgAElEQVRmryNbGXpd0Mfd/cOTOed0M7MVVT9WSrZ+wswqRba/6u6/qurzMeAUsoXsHtnX3a8ys88A7wBuMLPvAV3Ay4HFwFu0mraIiIiIzCSTnak4a4JtT82/Ig7MyKCCLEAY78VV318B/Crok3D3d5rZDcCbgTcAY8C1wKfc/ZIGxykiIiIya5kZHaWvqK25ikZNNqh4eqmjaAHuftx2ttf1anP3U4FTJ9j+dbL1MkRkBmq0GEArVo8quk/TXQxBRERa36SCCnf/RdkDEZltosooUQUWlcsUKUc91ZCKRFWWssnkR+tpaw/3L6qIFOkNfvmLymT2d6fnGxoeTdrWD8cVsKK/PUVVqaK+UfWnhQt7wv1vfWBT0nbPtfeHfUeH0vvQv3Nf0rbDTv3h/h29aaWonoLqT133rk7axobjZbV6nh02SwtRonbrKWtF7VcD17n7DRP0OQQ43N2/UcY5RURERGTuMWtCorZilIYVfE5RtxXASdvp8yJU1UhEREREZNYpq6RsLdrJErVFRERERCZFJWVb01QGFfsBa6fwfCIiLWsmJTrPpLGKiEwXM3spcCxwKPAEYB5wgbu/Kui7L1kV0ecA+wI7k71Pvhr4nLtfPlXjLsukgwoz+9q4ppPyBdzGawd2Jysz+1+TPZ9Iq2o0MbNIlDBaTyJqPQngZSS4ijRLra/lMl7HtR6jt732q4fr6dsZJGQDdPSm/66H1qZJzvVYMxQndUdJ2dF96F0UJ2of1JOOdXDtlrDv8KbhpG31nx9K2rruWp+0AfQEY2jvShOyoXi8j/vOpWG7tLYWTdR+L1kwsRFYxbZ1zSIfJluj7M/ApcAaYH/ghcALzewMd/98c4dbrkZmKk6t+t7JorJDC/o68Fvg7Q2cT0RERESkVb2dLJi4jWzGYqLZhp8An3D3P1Y3mtmxwM+AT5nZRe5+X7MGW7ZGgoq98lsD7gA+B5wT9BsF1rp7WmNORERERKQOZtaE6k+NH6/6kqXtHc/dVxS0/8LMrgCeBRwDfL/hgU2RSQcV7n5X5Xsz+yBweXWbiIiIiEgztOjlT2WpXBcYL6TSospK1D4V2Am4sqTjiYiIiIhMpQPM7Jpog7sfMRUDMLM9gGcAm5lh76vLCip2BOIsKhERERGRkszWxe/MrBu4AOgG/tHdZ1TV1LKCij8B+5R0LJGGfclXJm1FZTHrqZIUVXpqb9Jfoq46lqasdQyjHpe2iSpNFVW1GpxBpaJUAWtmKXq+ospD0Wu5Wa/N6PcjqpAEsDj4xS36XYp+b4e31l7RKdq/6Hd840ha6WlgJD5XdH93DapPdfZ1hvsv2nth2B5ZtzL9PPLOVQNJW/vD8WO44L6NSVtPUH0KoHt+d83jkjnr5qmakRjPzNqBbwJPBi4Ezq5j3ztKGMLnGq02VVZQ8Xngq2b2eHe/oaRjioiIiIg8ymxb/C4PKL4FvAz4f8Cr3As+IYjtSXbF0LpJDmF3oPZPAwqUFVSsAn4O/NrMvgz8HrifYAVtd59R14eJiIiISGuZLYnaZtYBfJssoPg28Gp3n8wiNJ919w9NcgzxojV1KiuouIIsgDDgHQTBRJV4ZR8RERERkTnCzLrIZiZeBHwDOM3dS3mDPx3KCio+xMSBhIiIiEjL+fbSgx71c+8EyVgn3/+nZg9HatCq61TUeb5u4D+A5wPnAW9oIKA4Eri3geE0uj9QUlDh7meVcRyRZir6P1GURFmrevavL3E4SgqP+3ZGCZ/h5ZjxAaL81qJztVvaOUoCrUfRP/EoYbRI9DxECb5FonMNjsb3S0ndUytKPo6LE8RPTPTyKnptRK/FA+elCb7LlveH+298cHN6/oKk7qHh9AqHomTz3uAxqOf3I1L0Ot4ylr7uexemj8GO+y8N91+432OSNit4vDc+8Iek7fZNw0nbjl3xRQ7Ra6O34I4NbRhK2hr9+y9SzcxOAk7Kf1yW3x5tZivy7x9y93fl33+JLKB4CLgHeH8Q2Fzh7lds77zuHpbBrVWj+1eUNVMhIiIiIjIlmlV5sUGHAqeMa9s7/wK4C6gEFXvltzsC75/gmFeUNbhmKz2oMLOnAIeRZZGvB65191+VfR4RERERmXsMaCs5qCjjaPmVO2fV2Pe4Ek65XZZNfywDwhrQ7n53WecqLagws8PJymHtX2kin4s2s7+QZbOn85wiIiIiIlIaM3sZ8E/A4ygukuSUGAuUciAzeyxwGTAf+FX+/X3AcuDpwFOBn5nZUe5+axnnFBEREZG5qZ4cxbnGzE4nW0NuhOx9+T35901VVnTyPqAfeLm7XzRu21lm9lLgu8B7Sa81ExERERGRcrwdWA0c4+53TtVJywoqnglcHAQUALj798zsh3k/kWlRTyWgMio6RRWZosSyqHpJtn90rvhk0Xj7G/wUp6ii02BQYac/qG5TtH/Ut+jx7g/+QvW0xc9j+BgE56qnolNR34HgvkXPY1Eln0h9lcFq7zuTFN2vqMpRV/AyKKoiFv3ezC+oyPTY/q6kbcminqRteEvjH/pF44qqq0HtlZ6K/s4tTu9W4eO1tDu9UqJvp76kra2r9rcQvUsXxeN67JKk7dhVG5K2zQNbw/2jx2XNUPx7u2YorbYV/d4u7VYNm1ZnBm2ll5Qt9XDTbVfg3KkMKABqf5c1sR2Bm7fT5+a8n4iIiIiINMdfgbQOdJOVFY4/CBy0nT4HkNXiFRERERGZtBYtKdsqVgBvNLN57p5O/TVJWTMVlwEvNLNXRBvN7CVkS5D/vKTziYiIiMgcZBhtVu6XlVJUtmV8Avg98HMzO9bM5k3FScuaqfgQWdBwQZ5xfjlZ9adlwHHAU4ANwEdKOp+IiIiIiIzj7qNm9kXgIrIP/glW6867emuVlHX328zsmcA3gCfnX862tUT+ApyicrIync4eviNsP7N7n6StnqTZosThSJRMXE/ydXHftC3qW5QQHSUkFydPpydbO5wmQPa2x2Wx53cUlcuu7VwLOuPHO0o67epMz9VW8ORuCRJv7xmMk3GjxzZ6DAiS2osUJSmrbGIsSkjuqSNxsyihOXq8x4IE37E6suWHwtdGnMhflDzd01Pbv+uicfUGYyj6e9I9L83q7g2S1YcGNof7b7p/TTqu4fh3qW95mqi965FpUvbmhwfD/beuT/vOv29j2HcwOMbGkfTxenDrCO8fvC08hrQO/W0sZmYvAr5Htj7FncC9zKCSsrj774EDzewY4HBgAdmK2n9091+XdR4RERERESl0FrAZOMHdfzVVJy29bpq7XwVcVfZxRURERERUUna79ge+MZUBBTQhqBARERERaaa2WRYFlOwhYGiqT1paUGFmnWTJ2kcBi8iu4xrP3f21ZZ1TREREREQe5fvAc82s092Hp+qkpQQVZrYL8DOytSgmCh0dUFAhIiIiIpNilJ+oPcvmPd4LPAm4yMze5u4rp+KkZc1UfBo4EPgOcC7ZSn5NzzIXKUP0h6mzjmnVoipJURWXuCJT0bhqr94U3Yeouk1U5QniKku9BUWa1gSVcBYFVZaKxrq0u/bqT9F96F0YLxLaszCtTtPelZ7LCv4TjQSVntpXrg/73r05/eBnU8Fj26haiwwVVQ0aGksPUEfhoqaJhrsgeB3Vs39x39o7LwxeR1Hlo00PbAr3X78lfR0UjTV6zoqqPC3ce2F63OD1HVVDAhjelL5mtw7EfSMbg/sbtQHMq+O4fcsWJ207P3G/pG3rurii09BAOobNq+Pf277b1iZtG+6Njysyw/0v0EkWWJxoZuvIiieN5+6elsCcpLKCimcDV7r7K0s6noiIiIhISDkVE2oj+3D/7qq26AEr9UEsK6joAX5b0rFEREREREJm0K7qT4Xcfc/pOG/tq3ZN7EZgj5KOJSIiIiIiM0hZMxWfAr5hZge5+59LOqaIiIiIyDjWhMufZtFUxTQpK6hYDfwIuMrMzgGuAdZFHd39ypLOKVKKKCk7ShAuUpQgGyU/R+pJvi7uGySFR8nXNY1oYov6OpO2levSxMyiBPT+7vTPTld/ekyIk687euM/W/0796V9g6TXxQfGk6ptnWnfO396fdh34zX3J233bmlObYrFQTJuPUnKUVL2+uE02b6ob6OKk5TTF0hfwe9d9LpfG9yHUY/vQE9w2N13iF9zB77kCUnb+pUPJG0P3xUnA0e/9/1Ldwj7LgqSr3c6bK+w7+iWtOT88ObBpG3DqjQZGWDzQ2nfIsPBa3nLui0177/54fRc83ZbFPbt22WnpK1tUdo2vy1+bYxt2Zy0bfnrX8O+3fNvS9o6elaHfUVmAzN7PPAEYDeyxO3x3N0/XNb5ygoqriArF2vA+/Lvi9Re3kNEREREpIpKyk7MzBYD3wSeW2kq6OpAywUVH2LiQKKlmdl5wGvyH/d199vGbd8NOAU4FDgM2JvsCUr61nCuU4HzJ+jyD+7+pXqOKSIiIiKS+xzwPODnwLeAe5iCpR5KCSrc/awyjjMdzOxEsoBiI9Bf0O2JwEfIAqc7yWr9pvPW9fkhcF3Q/ocGjysiIiIyq6mk7IReAFzl7s+eypOWNVMxKWZ2CnCKux8/TedfSrZY34XAMuDYgq5/AJ4GXO/uA2Z2xQR9a3Wxu69o8BgiIiIic4pKym5XO3DVVJ+0rJKyk7Unjb85b8RX8tvTJ+rk7qvc/ZfuPjAFYxIRERERmaxryS7Vn1LTOlMxnfLchpOAk939YZv6EPVQM3sb2cKB9wCXu/uqqR6EwPsH07SYz8zbr+b9o8pLEFeiiSrD1FPRqUhnd231D7r6u2s+ZpGRwfSyzD0XpscdKygl1LsorehkBRl3Ud+eoA2ge35a22rhfo9J2vr32j3cf+vqB5O2ecvjKyIXBFWlejam1XmKRHc3qvIEML8jba+1shjEr8Ohsfi52TgyVvNxI1EltHpexw8NxZf81nqMwdF4/IPB79hgwevzrituSdpuvOnhpG3NUFxB66D5XUnb/N3mhX13O/bgpG3ewYeEfUcfvi9pe/C6W5O23iVpFTSA9uD1VfR717FpOD1/cH/7goprADseuCxpW7Rf/HvXNi+9krh9wZKkzXZPHyuAtva0oM2CA+OKTiNbvpO0bbxPnxXOVCVPVMw2HwYuNbOnuPuvpuqkczKoMLM9gHOAb7n7xdM0jDPG/TxqZl8F3ubuNdXuM7NrCjYd0NDIRERERGRGcvfLzOwVwA/M7BKymYuwDra7f6Os8865oMLM2oCvkyVmv3UahnAn8Bbgv4FVwALgKcDHgL8H5gN/Ow3jEhEREWl5WUnZknMqSj3a9DKzLuBFwCKy6qWnkFZptbxtbgcVZrYSiFewil3g7q/Kv387WR7HCe4erxLURO7+C+AXVU2bgYvM7GrgeuBvzOwT7h6vuvXoYx0RteczGIeXMV4RERGRVqPqTxP6GFkg8WeyYkT3MlNKyk6D24Hal/fMHkzMbF/go8D57n5pMwY2We7+VzO7FHgleaWpaR6SiIiIiMw8rwD+FzjS3WtP+GvQjAwq3P0Zk9z1YKAbOM3MTivoc2uetH3yNORbVDJF4+w3mTLv2JAmawL864L9k7augpzZRqdm24Nk3LaixMre9Fe5e36aPN0RJBgDjGxJP8CIErIBhjamSZwPbk7bihLQRx/cnLQt3H1+2Deyw04LwvaOnvT+di9ME2Rth/hc3Tulbb07LQr7ztvloaStf136OUeUuAywqDNNmi1K1I6SsqO+Rcn6K9dtrXlco562FyV197an45pfRwL52uE08bcoebrRtVWj+3B38JoFuPu6B5K2e4Pfj6Jk+fXDabL4rgWP4cDKNPl6aCD9/QAY3ZK+Lxge2JS0dfbFhQw6etME8ij5GmA4SNSOkrIX7B4v1xT9LhbqSMfVvuMuSdumBbuFu9+9Ph3rAe3rwr7RYzu4tp7PJ6VVZCVlyz/mLLIQ+PZUBhQwQ4OKBqwEzivYdgLZWhUXAQN536n2pPz2jmk4t4iIiIjMfDcBy6f6pHMqqHD364DXRdvyBe2WAWe6e1pjtE5mtpwsCfs+d19f1f5Ud//luL4G/BNwNPAQ8JNGzy8iIiIyO1kTcipm1VTFp4FzzWw/d48vvWiC6Q4qrqPErPNmMrMVVT9WSrZ+wsw25N9/dVwt4EqSzGlA9b5XmtktwO/J1qdYADwZOIQsafuVWmRPREREJKbqT9t1D9kH1L81s3OAayguKXtlWSdtalBhZgcAzyN7s/zd6k/sAdz9h8APmzmGEp0StL246vsrgFoWGDkbOAo4HlgMjAF3A18EPuPuuvRJRERERCbrCrJkNAPez8SJabWtnluDUoIKM3s/8A/Awe6+Jm97JvAjoJKF9Y9mdpS7p0uTtgB3P2472+sKYt39VODUoP3d9RxHRERERB5NJWUn9CEarXAxCWXNVDwPuLkSUOQ+RnaHPkCWq/AmslWk31/SOUWm3JvX/yVpW7HkwLBvVGEnqohUNIUbVXqKqjwV6ezrTNsKqj9Fx900lFaWqUdUBQcgKjzUX1BpaiyomrP+zrTyEkD/8rSqU+fSnZO2tnlxxRp60+o2vUviicN5y/uTtr3uSmeWiypg1VrRCWDRnnG1q/GiCl4AvRtqL/4RvRZ3LqgqFd2HBZ1pW9HrYNjT53ZwNK5G1KioqNQDW+PHq+g5q/1c6cm2rk8rcAFYW/p4bbznwaAnDG9KjxE9515QQSv6HS+qBhe9voeDcw1tiCsnRZWmNtydVtUCsKCEj3WlFax6B9YkbQB733N70nbTd+KK8Rvu21hTm8hkmdlLydZCOxR4AjCPR6+VFu1zDPBe4P8DeoDbgK8BX3D3Sf1RdPezJrNfo8oKKvYEflD5wcx2BY4gu5znI3nbAcBJKKgQERERkUlq4ZKy7yULJjYCq9iWg1twTnsR8H2ytdcuBNYAJwKfJcu3fVkpo5oiZT0li8geiIonk81SXFLVdg2we0nnExEREZE5qs2s1K+SvB3YD5hPlhZQyMzmA+cCo8Bx7v7a/BL5Q4HfAC81s1eUNbCpUFZQ8SCwa9XPTweGgd9WtXWVeD4RERERkZbh7pe7+63uwXWQqZcCS8kKGf2h6hhbyGY8YDuBSYWZXWpmf1v3gEvav6Ksy5+uA15oZoeQTeG8HPiVuw9W9dkTSJcPFRERERGpwyzI0z4+v43WJruSrHLqMWbW7e5xYtY2zwWubmAsje4PlBdUfBK4HLi+qu3TlW/MrAc4Doizp0RmsKLEzloTPtuDhFeAtoLE3UiUcBklZXcv6A73H1ybJlwWJXwODad5Y1FyatQGMBgcdzQ4JsCmB9Jk8YV7xInLOyxbkjaOpEnKvjVOLrX29PGet88eYd/5QTLtwiBRuyd4XAG656fPw9aB+H9G76I0aTVKuh1YtSFpK1Lw1IaihOwiUaL3soJk4GgM0Wsja0+Tveu5D7Wef6IxpPvH/e7fkr6WF9+5LuzbHvyOR8934RiG0nNFCdUAw0FCcrR/kZ5gXEUJ6KNDa4PWqA3autLXR+/e6e/tyH13hvuvueaGpO3BP8fFHO66O10Cquh5lDnrADO7Jtrg7keUfK7989tkcTp3HzGzO4GDgb3JVsjenkPN7NUljq9upQQV7v5LM3sB8HqyXIoL3P3HVV2OAVZSlcwtIiIiIlIvA9pKXq5uGiY+Kp+QhYvSVbUXlCxMnAS8aBLjKO2ul7b4nbv/hHgKB3e/DDisrHOJiIiIiJTs5ibMSExW5c1+LdNpp5VwvusaPUBTV9QWERERESnbLMipqMxEFC1GNH9cv0Lu/vVSRtSg0qoxmVmbmb3FzK42s/VmNlK17TAz+zcz26+s84mIiIjIHGTQVvLXNFz/VFlNN3lvbGYdwF7ACBCvwtqCSgkqzKwL+BnwOWAfYAOPfnruBF4DvLKM84mIiIiIzGCX5bfPDbY9DdgBuKqGyk8to6zLn95NtjbFWcBHyFbNfl9lo7uvM7MrgecAHyjpnCItob2OTze6OtNqL139nWHfsaAKTVTlCeJqQpGiai9tQaWqqNoLxFWKhoKKNw9sjavQRH92hjYOhz37dupL2nbYqT/su2VNOkO86e5V6f6jBY/BvEVJ28hAWi0GYGQwrU7Tt3M61qLHcPChwaStsG9QQaq/Kz1XkcVBhaFdCl5H0XO2cSStvAQwELRHfXcNKlVBnb83wetzaCyqOFb7MRsVnR/goaH0MbxtY3xn229Zk7Qt3H1+0DN+fXT1pX87iqo/jQym7etXp9XVIK7iVWuFuSI7HhKvfdu/69KkbeTBe5K2jX99INx/YGVaqX5LQdW1e4LHoNYqfdJ6ZsHlT98DPgG8wsy+UFmrIq+Y+pG8z79P1+Amo6yg4pXAr939QwBmFv21vZNs6XERERERkVnFzE4iq8IEsCy/PdrMVuTfP+Tu7wJw9wEzez1ZcHGFmX0XWAO8kKzc7PeAC6dq7GUoK6jYC/iv7fRZAywu6XwiIiIiMgcZ1oSSsqUc71DglHFte+dfAHcB76pscPeLzexY4D3AS4Ae4DbgHcDna1yZu2WUFVQMsv06ursD8QpAIiIiIiI1asXLn9z9LLJUgHr2+TXw/GaMZ6qVVf3pOuDZecJ2wswWkOVT/K6k84mIiIiISIsoa6biXOAC4AIze231BjNbCJwPLAK+VNL5RFrGy1f/OWz/z+WHNHTcKAmzHmNBImlRonfU3lGQYBu1r73m/qTt9k3xrG1vkKG7w469Yd/oMejsixOa5+2+c9LW0ZMmsPtQnMQ5tnZ10ja0IU5kHdqQHmOXJ+2TtN3729vD/TuD+7Vwz6JS5ako6bYoCb+9I/3sqD9oAxgaS5O6ixK1o+cxSvAdrCN7OjpmNobajlG0fz1629PHpigpOzIaXK0wOBo/hg8GifHt924M+0avGYK23oKE/4FVG5K2KHEZ4vv7uHXpa37R3vEFCov22y1p614UF1jw4LFZd8tfk7aO3vAzS3p3SgssdPSmid4Aa4fT35F9+uLjSutTjn3rKSWocPfvmNkzyVb0eyGwFsDM/gAcDHQDX3T3S8s4n4iIiIiIgJl9bZK7uru/dvvdalPaitru/loz+yVwBvB4snUqDgf+BHzG3c8v61wiIiIiMjc1Y626GT7xceok93Og9YIKAHdfAawws16yy53Wu3t8/YCIiIiIyCS0tWKm9vTZa7oHACUHFRXuPkhWEUpERERERJrE3e+a7jFAyUGFmS0lq7N7INDn7q+rat8L+N884BARERERqZ81oaSsJj4aVlpQkVd9+jzZwh1Gdp3W6/LNOwO/Ad4AnFfWOUVa2QvvuzFp++l+hydtUSUfKKjIVFS9KajIFFdOSqshZfunFVC6F84L+44NpeNdsv9OSdt+tz4Y7j9vt7TK0dhw/BhEfCyupDO4Ol0GZ8OWB5K2vuVLwv3be9LHYODO+8K+i/bbNWmLHpeiSjxb1qaVdAaDtqJjDG+p/fGKXhu9QdUhgK6gnMrirrQiFNReEWn9cPx8RVWS6igUFY41qj4FcVWoRZ3x/YqqVfUFXaPzZ2NI24ruV/TYtG8eDvvO25S27/qkvZO24c3x53YbgqpS7as3h33Dyl7B4+UFr4HN9z+ctLV1xX+7vCd9DObvtTxp69wxre4G0L0qrRR1yKvjSlP7D8T3d/ePKeVTZjYz232y+7r73WWNo5SgwsyeBXwFuAH4ANmaFG+sbHf3G83sT2RLlyuoEBEREZFJMcpbaK36mDPYSrIP8+vllDjBUNaB/i9wH3Csuw+Y2WFBnxuAo0s6n4iIiIiIwDeYXFBRqrKCiicC33X3gQn6rAKWlXQ+EREREZmjTNWfHuHup073GKC8oKIL2F7p2IVAvOSriIiIyDTYcum/J209z/+HaRiJ1EMrareesoKKlcAR2+nzJOAvJZ1PZEZ6zi3XJm0/OzD+1RkJknG758eJ1lEyr9XxF7dncZo83TV/h7Bv3+5pknLPYcclbTsvOzjcv/N3/5G0DfzxD2HfDXenidZFidpRgurI4FDStum+NIkUYN7uaSJolDAKMLwpTaqOxto1L07U7oyS6AuS8IsS+RtRlGTc39HYVcobR9LnJkp8rleUgB0lekcJxgA9bbXfr+gY0eNVdK5lfWnC//2b0tchwJqh9PG6ZWPcd8Fd65O2RStrf83N2yVNXj6gIOG/PUjO32FJb9q20/xw/6WH7peOa+f4d4mO9PGy4Plqm7co3L1/eVqef4eNadEGAOtKH5vRh+NiDCJSv7KCih8C/2hmL3P3i8ZvNLPTyFbZfk9J5xMRERGROUpXP22fmR1JVjxpVyD6VNLdveVW1P4k8ArgO2b2UmABgJm9GXgq8GLgVuALJZ1PRERERETGsSzhZAXwKrYt81AdhnlVe2lBRSkVudx9LXAs8CvgZcCzyQb7+fznq4BnuPv28i5ERERERApVSsqW+TXLJj7eDPwd8E2yYkoGfA44BjgT2AB8F0gXu2lAabVp88UzjjOzx5OVjl0CrAeudvdryjqPiIiIiMxtqv40oVOAv1SqQuWP1Tp3vxq42sx+ClwN/AwobfXHsha/exow4O7XufsNZGtSiIiIiIjI1NqfbO2Kao+853f3P5rZJcCbaLWgArgc+DLZ4ESkDs+6KZ7Ii6pCbR3YGvbdYce0Mkukd8d5YfuWNWllmaIqS327p22+Od2/d+Vvw/1H29PKMv37Pjbsa+3pFZpbHo6XwxnZklbNiarIbF6djhWgrSutyFSkoyetWBNVy4qqTwEs3COttlX03A5tGk7atqxNq095HVWWompKAAs6G7siNqqIVFQlaeXm9H6tH46rjkfVl+KKUPG4okpRox6PKxpvdK7e4LUJMBpUwFraHf+rbbf0/g6NxXfizwPpa2nHlelreafHxdWf5u++JGnr2yn+e9AevL6jSmjzjzwm3N+3pq/Pzl32jPt29SVtNpre17HutOTnFy4AACAASURBVB/A2A5pVSjvju9X28D96biWpdWjZAawJpSUnV0TH0Z2tVDFJmDxuD63kqUrlKasVc4fAtJ6jiIiIiIiMpXuIav4VHEH6dIP+7L9NebqUlZQcQVZ8oeIiIiISNNYk75mkd/x6CDix8BRZvY+MzvYzE4HXkSWV1GasoKK9wL7m9mHzaz2awhEREREROrUZuV+zTLfB9rNrHJ93yeBu4APkuU9fwFYB/xTmSctK6fin4EbycpUvdbMrgfuJ6t/W63URTZERERERGQbd78YuLjq5zVmdhjwemAfYCXwDXcvdUn5soKKU6u+X5Z/RUpdZENkNosSuC97/FFh3w33bkzaOnrTX++RwQfD/eftliYOjw2tDfuuvfHWpG2H1Q8lbV0L+8P9O5bumrQNP/hA2LcoKTvSFiRlR6nmnX3RoqIwuDq9v1HydT26F8UJo1vXbkja2rtGwr4jD9WWrlaU6D28NU0Gbu+IJ6nTFHpoK0i07p6fPo6dfelE9cCq9L4C3BiMN0rILhIlXxddwLAlSH5utzghuj94bLqCh2twNC5kED1cCxfGydO796S/o4sf3Bz2fXBr+vro3zlNXu5bniZkA3QHv48dPfHvQvfi9O9Bxy5pQnPHkvhfvY+kSfhjfeNzRIuN7bAwPWZHmjwOQHvQ7vFz4x3B/R2Lf++k9amk7DZm9layJRx+V9TH3dcDZzdzHGUFFSqfICIiIiIy9T4HnEWWS4GZjQJnufuHp3IQpQQV7n5XGceZLmZ2HvCa/Md93f22cdufTJbQ8nRgT2A+cC/wP8DHx/ev8ZynAKcDBwGjwB+Bs939kkneDREREZFZzyg/D2KGz3tsAaqn4qYl97ysRO0Zy8xOJAso0utHtvk+8E6yJ+0CsgSXe8ku5brOzI6u85xnAyuA5cC5wLeAxwE/MrM313kXRERERGTuuhN4jpntXNVW++JFJSlrRe1gOazEGNmq27VfJN1kZraU7E39hWR5IMcWdP0s8E13v3fc/mcCHwW+QhYU1HLOY8gClNuBI919bd7+KeAa4Gwzu8TdV9Z9h0RERETmgBk+s1C2L5NdAnVvVa7JWWZ21nb2c3cvKxWitJyKldQYEZnZA2Sf/H/Q3dPszqn1lfz2dLIxhdz9EwWbPkFWTvcQM1vi7g/XcM435rcfrQQU+TlWmtkXgfcBpwEfqOFYIiIiInOM0VZ6ovbMDVPc/fNmtho4AdiF7HL9u8nen0+ZsoKKbwB7kH3Svw64DngA2Bk4FFhItkDeJrJP9E8HXmBmR7l7XI6myczsVOAk4GR3f3iSVQQcqJSOSEusxI7Pb38SbPsxWVBxPAoqJHD8DXFhh8sPe1JDx92wan3S1t4V1QKCLevS6jQP3rAyaetdklamAehbnqZgbV0XVwgaGogr4UQ6etIqMGMFFXpq3X/woXhc3fPTijGbVqd9+3aKqz9FRofiPyFRe1TpacuWuIrN+uH0MVgQVk6C9uDvYFd/XCGoZ1Fa0Wj+brXf38es25K0rR2u9c9obLSOyf4FnfHVv7sGVdO65wWvrYLnK3pcokpZEFdo2+lxS8O+Rz9xv6Stb5edkjbrmx/u374gqArVES8rFVV18qH0+RqdH1d/atuS/i7YcFydzLvTvxMjwXEHg9cxwOBI+qR3Ffw/n9cfPbbx413aR7ciU8Tdvwt8F8DMxoDz3f1DUzmGsn5vPgb8Bvg42Sfwjyz7bWZ9ZG+UXw8cDdyW//wBsvUt3lHSGGpmZnsA5wDfymv5TtbLgHlkZbzW1XDePrJl0zcW1Aau1OpM/3vEx0trjmYOqGV/ERERkRnHQBMVE/og2Yf5U6qsRO2PA9e7+5nVAQWAu29y938iW8Hv4+4+5u4fJJvNOLGk89fMzNqAr5MlZr+1gePsRZawPUKWI1GLSvHv9GPhR7enRbpFRERERLbD3T/o7ldO9XnLmql4GvCl7fS5im35BABXk+UO1M3MVpJdblWrC9z9Vfn3bye7TOuE6pyGOs+/E9mlSkuB0939qskcZwI1TeK7+xFRez6DcXipIxIRERFpAeaOFVzG2cgxZxszawf2BxYRr29KmcFHWUFFN8WraFcs59E1dDeyLR+hXreTlXet1b0AZrYvWbWm89390smcOA8oLiN7ks5w93+rY/fKTES6XOmj24tmMkRERESkYOV0yZjZ+8g+SC96z1kRJ1BOQllBxfXAy83ss+5+4/iNZvZ44P+QXfJUsScwqSRtd3/GZPYDDiYLbE4zs6JZklvzpO2Tx+dbmNlysgXvDiCboagnoMDdN5nZPcCuZv8/e3ceJ1dV5n/883T1ms4eSAgJhH1TccEFNzYHXHABl9+MMmoA10FQdFwGRFBHGdQRHXcUCYiOu+gMIC6siiIDgqLsEtaQhJClk3R6q+f3x62WTp/nJtVVt3r9vl+vflX61Ln3nKpb1alT5zzPsYVBXMXeldu7RnJekcP/eENSduWBz07KvBx/E9O3qS8ps5ydhfqDgOCuRzclZaXmeHVlc8fypKy1Mw4YjYJe87QHwbBRIGzrjPicUVB3S2ccYNuzoTspiwLTo3oQX4fe4BqMRHdOlPLG/vRxRWUA04NrtqA7/u4nChZf9ecgmDcn+HpukAigNec1FwWQ1ysKyAaYsVN6HXfYLw1ybm6Pj2+bPT0p83L8fJfa09dXdDzA9L33Sspan/KCpKw8bU54fPgBzOL3aH8pfWxNPel7nKb4s0i5PQ3Yt4Hequs29aevrdZSGiwP0B+8lzznG+e716XvsZk5CSmWdITFIhOCmX2ALK5iPfAt4EFq/yK/akUNKj4GXArcaGYXA7/liexPLwCOA1qAjwOYWQdwFPA/BbVfreXA+Tn3HU022/IDYAPD0nCZ2WKyGYq9gHe4+3nDT1ClK4E3Ai8BLhh230uH1BERERGRgGmmYlveCjwMPGM0s6wWMqhw9yvM7DiyuIoTyXaoHmRkI6UT3P2KSlkr8I/AnUW0P4J+3gK8JbrPzK4mG1Sc5u73DLtvV+AqstmVE919+GAgOt9CsimnFe4+dDnTV8kGFaeb2SVDNr/bjSzVbg/pYENEREREpBq7AF8f7W0bCkvF7O7fM7NLgVcBTyf7QL0B+CPwU3fvGlJ3PXBFeKLx6RqyAcVNwJKcHQqXDdsF+2zgzWTB6MsGC939ejP7LFkq3T+Z2Q95YpA1FzhZu2mLiIiI5PEGxFQUE6htZkcD7wYOAOYBK8g+P37W3X9XSCPbt5Ix2G6l0AbdfSPw7crPZLJb5fagyk/kaqrcudDd32dmfwLeBbwNKAM3A5929/+tp6MiIiIik944zNZkZucAHwDWAJcAj5Etm38V8Boze5O7XzwKXfk+cKyZtbl7vPNkAzRkFGNmc4Dp7v5gI87fCO5+2DbuG3GUoLsvBZZu4/4LyfbLEBERkXHkzlUbwvJ958c7louY2U7Av5LNEhzo7quG3Hc4Wbzsx4DRGFR8BDgY+KGZneLu941Cm8UNKsxsOlmk+XFk+zf44PnN7DlkO2h/2N1vLqpNERmZKGMPQFuQOWnzmjhz0ebgHPdsTLOqLN8cZ3vZf0ba1o5tcQaW2UFGpI6cjFBb1qaZhzoXBBmZ1tf/pc2MxWmGvuaONDtN95ogYw5xpqf+nCxLUbatqG6UuQng8d40+1JepqjecpCpqSu+jnN70rotwXXsC+pBnP1pVkv8GPL6O1xHKf7+Z3rwmole8wAzF6fZiKYFHySnL9qxqj4B9KzdGJa3zJyWlM3aY3FYt22fpyVlfTvskZRtKlefHXJ6eXNYXm5N3zfeFmR0CrI0AXhz8NwOxNnNmjYH20U1pR9N1vfFH1e6gtd3c04WsXXB++b+denfjb3nKfXTuOcUv/yp/omPJWSbSt8wdEAB4O5XmVkX2efj0fAXsgRJOwMvM7P1wLqgnrv7nkU1WsiO2mY2C/gdWT7cR4Db2XrD8z8DLwReX0R7IiIiIiLjyN1AL/BsM9th6B1mdggwA/jVKPWliSyF7AOVn/Vkn8uH/xQyDhhU1EzF6WR7QCx194vM7EyyqRcA3H2zmV0D1Lq/hIiIiIgI4A1IKesA+5nZTeG97nkxtYP3P25mHwQ+C/zVzC4hi63YE3gl8Evg7YV2Ob8vu41GO8MVNah4NXCFu1+0jTr3A88qqD0RERERkXHD3T9nZsuBb5LtFTHoHrIsoavCAyeJogYVi4EfbafORra/VbiIiIiIyLY1ZvO7O7Y3I7EtlZ2sPwn8F/BF4FFgP7JtBr5tZk9z9w8U0tNxqKhBRRcwfzt1didLrSUio6A7CFxund4S1o0Cf/MCh9f3pX/Ie8tphFtHqfrA4bwA244gSLgpp2777DQYt96g7Lyg8N6u9LnNC8qu1kDwvOTZEgRvR88rxEHOG/qrbysvRnpjf/o6mB70IS/4ur09/e+nlNNYa/Cybe5Ij8+7Xs1BW62d8Xuhc34akBwFZXfsOCc8vtwXv28ifZvS15F1xtmFvG16UrayJ30vrNwYv+aXzEoTCQwE5wRoygnATvpk8bXtteD5Jg7UHpi1c1LW1Ze+DvrL8QfIjuYmlsyLH8dwP78nTYDz+Mb0b8yCzvS5kvFm/O1TYWaHAecAP3H39w6562YzOxa4C3ifmX3V3f9WV2Np22+q/PMn7t415Pft2s4qoxEpalBxI/ByM5sxdJO7QZXdpV8GaA8GEREREZlsXl65vWr4HZXY4j8Ax5JtEF3ooIJsk2UHfk/2Rf/g79tilTrjblDxeeBy4DIze9vQO8xsf+DrQDvZdJCIiIiISO0as/ypHoO5lPPSxg6Wx3m663MC2QBhReX34xvQxnYVMqhw9yvM7CzgLOA2yOY5zewxYA7ZaOiD7n59Ee2JiIiIiIwj1wHvAt5mZl9z94cH7zCzlwLPB7YAhX8Wdvdlw34fk82VC9v8zt0/ZmbXAaeQ7eI3j2zUdBlwrrtfWVRbIiIiIjJFOZATZ1PXOevzQ7J9KP4BuN3MfkIWqL0/2dIoAz7k7mvqbmmcKmxQAdmOgQRryUSkGOfP3S8sj4KiZwXBqSIiIhNfw/apqP1o97KZvQw4CfgnsviJacDjZF+w/5e7/6LeXo5n+tQhMkn19gUZfjbm1U4zs4THAwOe/uFtbUqz0MxsjjPDRAOg3pz/G7oH0jtKG+MsMlGGHw+yCbXnZAiKsi/1borbKgfZriItOQO7kWR66lzQmZT1R9mfVsbZp6LMWt0DcQatvuDaruyJsxlF17dk6Xk7SvFzVepJn4O2GXHWneh5HAhen9FrAMCC5yDvdTB91wVJ2cwD0sG8NcWvbw++Pe3fEsdkRtmfeh55OKgJ1pSumNj5qenzNXPukvD4zu40+aIPxM9Xb3ua2Sq6ii2l8HCag9eB9aePFWAD6XXYHGSYA6rO8pRn77npe+lPwXtxRU4GLZHtcfc+4HOVnzFlZp3AvwAvBhbxRMzHUO7uexbVpgYVIiIiIjKxjL9A7XHDzGYDvwEOADYAM4H1QCvQUan2CNE3inWIv2rZDjMrm9lADT/VJ/AWEREREZGR+jDZgOJEsoRJAOcC04HnATcD95LFexSm1pmKa0lnQ+cABwJl4EGy4JSdgF3IBi9/AtbW2J6IiIiISCZYril/90rgWne/AMAqSxLd3YHfV2I//gycDpxRVKM1DSrc/bChv1c2t7se+DHwfne/b8h9uwOfIdvs4yU191RERERExBuwo/bkGqTswtYbTpcZElPh7qvM7HKygPKxHVQEzgHWuvtrh9/h7veZ2WvJplrOAd5cUJsiU86Jj98Rli+bl85gRgG6ecHXvUHgcRDjXKmblgVNMT0nUDsK6m4dwULMgf74P5IoeLltZhqXlhck7dFzkFM3CvydHgRUW/BYAfqCvvZ3x6tDt6yNA1yT9nOe7+6B9DFEwfIABIHxjwfHZ+eIH9tw0fUGaGlLo3ynzesIauZcm+C1nPdc5QVlh3Vnz0jb7+lOyprmLQyPbyqlj2v6XvHzPW1RGlzfsyoNqAbouvOupKz5/vvTtp5xcHh8aU66H1e5a11Yt33nfZIyt+AxlFritjY8mrbVnj6vAB1z0qDw3pxEAvVqD94jB++Stj+7Q+GmMuFtBob+kVxPtnpoqJVkAdyFKeqd82Lgm3l3urub2RWM0Q5/IiIiIjJ5FJ9SdlJ5kGy2YtBfgUPMrOTug4ONF5CFKhSmpkDtwAxg1nbqzKrUExERERGRxrgGONTs7/mdvwfsCVxqZieZ2Q/INqq+rMhGi5qpuB34RzM7290fHH6nmS0B/pFspCQiIiIiUqMGxFQUsKX2OHIhWfrYxWSzFl8FjgCOAY6q1PktWZaowhQ1qPg08B3gj2b2X2TZoVYCC4BDgZPJZio+XVB7IiIiIiIyjLvfDLxzyO/9wKvN7CBgL2A5cKN7sSOzQgYV7v7dSgaos4Ezh91tZJtr/Ku7f6+I9kRERERkClNMRS4zOwTY4O63DC1395uAmxrVbmEpDtz9XDP7MfDPZOljZ5FFm98MfNvd0zQVIlKIgSAV3uM5mYuqFWV5ypOX4SdSsurrRuct5WQ5qlaUSQjiTE3NOVlg2oOsUlH2pukLZ4bHb16TZhOasfP0sG53kNEoamvmtDgTT5TFK8r2BfB4b1rWUWoN60bZn+YGabza2+PnMO+5DesG54iegyirFoBt6EnrboozQvVvSeumVxssyPIEYK3BeZvj57A0L319tPXHG9z2P7IqLB9uYP2asLzcnWaaynsMpTUPJGVNwePqeyDNSAXQu/rhpKxl8V5h3dYD06xUOzZB66wdwvr12GlGeh1WbUyf73Xd/bxwj3mFty8F06BiW64Cvgb8y2g2WmjetMrA4RNFnlNERERERKr2GJB+e9VgSsYsIiIiIhOGuReeUtYm1+Z3VwPPG+1Ga1pHYGbPNrOda2203uNFRERERCT0YWBfM/u4mcVrYxug1pmK3wEfBT42RseLiIjIJNW9JY0l6mivfmf0ej3etTksnztj2qj1QbajrJiKbfg34DbgNOBEM7uVbKO74dMx7u4nFtVorYOK6iMtG3O8iNQgL0g6CvTOE9WNAn+LCN4eSVB3qSUNOo2CeVs6q//SxqMoZ+Lg6SjweNOqrvD41qAPvZviAN2WKEh5BI9hTlC2JSegeVZLOnmdF9Qdmd6W9jUvILstCHYvteYEPwdB4ZHoeueV513b9jn3pmXz0r1d2xfskpQBDMxJy+NHBaUN6Wa2pVlxgHDzrmmgdblrXdXHj4T3pK/vgbWrqz6+aUbwqmuOX7PWm354758xv+q2RqIl+Js0tyPt18LpWhk+IUyu5UpFWzrk3ztVfiIOjPmgAuA9Zra0xmP1ShARERERKd7uY9ForYOKB8gGBrXOODwApF+xiIiIiIhsk3bU3pax2sahpkGFu+9WcD9ERERERGSC0sJBEREREZk4nMJTyk6iiYoxo0GFiIiIiEwgWv40HmlQITIJnPj4HUnZV2bvl5S1NlX/R7M1Zxeb3nIaStVRZXaevLojyRSVpy/IaBRlWerPyXzUPqf6dJVRRqZIXjaicpBRqdpzAkxf0JmUDfQOhHV7N6WPqy3IXgUw0Jeeo5yTJana/uZlf7LgmufV7VnfU1Xd1r44w1CUGWzj6jhl6EO/fzgpW3z4M5Ky/h3iOMgVPjMp62iOX9+zdwjSkz7yt7DuwJoVSVnT7DRLUmnHxeHxXkqfGxuIM45FdUtBpp3yyuXh8c077Zq21TEjrNs7fce0rjvtHR1h/XrssUPcBxEphgYVIiIiIjKxFD5TIfWqaUdtERERERGRQZqpEBEREZEJxKEcL/ms65xSF81UiIiIiIhMEmZ2q5m908xGNZBIMxUiU0jvCJag5gVqDwQBmyWLgq+rb6sITUEAuAdBxiMJyM4TBQmXWtNg4DxRAHdekHIkCnKe//Q4cHjtXQ9V3VYU7B09hyNhOUH8MxZOr/ocHcE1i57DmYvj/z875qWB7S2d8eugub0tKes8+Mi0/fDo+P2xsS9+DnfYsDwpW/mb68K60xelAc2dB74wKVuzwwHx8cEbsqk/DYAHaF6T9itS2mHn+A5L2+qfHdf14G+HyHY5eFkpZbfhAOCLwKfM7LvA19z9/xrdaKH/7ZvZK8zsu5UR0j1Dyvc3sw+Y2aIi2xMRERGRqaay/KnIn8k1qlgMnAGsBk4EbjCz/zOzt5pZ+i1LQQoZVFjmQuAS4HXAnsDQr83WAp8E/rmI9opmZuebmVd+9gruf76ZfcrMbjSz1WbWY2b3mdk3ovrbaWvpkLain3cU98hEREREZCpx95Xu/kl33wN4Kdnn8wOBrwKPmNmXzexpRbdb1PKnfwHeCHwTeB9wKtkICQB3f9TMfgscDZxTUJuFMLNXACcAG4G8+fgfATsC1wPfJpv5fi7Z6O+fzOxId//dCJv+KXBLUN7w6SkRERGRCcspPlB7Uk1UPMHdrwCuMLMFZJ9bTwTeDrzdzG4kG2h8193jDYxGoKhBxYnArcBb3d3NLLo0dwMvLqi9QpjZjsDXge8BOwGH5lQ9F/iWuz8y7PjTgE8A5wFPGWHzl7j7shEeIyIiIiIyIu6+0szOBv5CFm+xCHg28Czg02b2CXf/XD1tFBVTsS9wlXsQofaEVWTf9o8n51VuT9pWJXc/Z/iAouIcoBt4spnNK7pzIiIiIrI1x/GBgWJ/JutUBWBmi8zsTOB+4MdkX6T/DDgG+DgwAPynmX28nnaKmqnoB7aXUmUR2RKjccHMlpI9mce6+xqrLQOF80QSkJHOwz3NzN5D9rw9TDYoS9O0iIwzHTnZfIaLMkLlHd9Rqv77jSjLU54o01Ne5qOmIKNSuRz/JxNmb2pPz9s2syNua36QPSrIOpSn3NuXlPWs6wrrduyQZkSavniHEZw3/rPdsyHNHBQ9B3miPkTtAzS1tlRVt3Nh/N1Ox45zkrK23fcN65b2SpcZb567R1L2UFfc1x/dtiIpO+aAncK6BNmXHr7ujrDqrCUrk7KFr/1gUnbD/RvC4w/YcVpStqgjft/ZQPDYokxRzTmv2aBu82P3hVVLravic+xW+HJvmUwcUPanbbLsg+1LyZY6vZTsM/9Kshjn89z9wUrVn5nZfwK/Jlt5dEZwuqoUNaj4K3CYmVk0W2Fm7cARwB8Laq8uZrYE+DxwsbtfUsepXgfMAH7v7utGeOy7h/0+YGbfAN5T7bo2M7sp5679RtgXEREREZkEzOzDwFuAXQADrgW+DPzY3ZNvxdy9y8z+BzirnnaLWv70LbIPsueabZ2g2sxKwGeBnYFlBbVXs0r/LiSbNTmljvPsDnyBbKbifSM49D7gZLIlY51kz8v/A5aTjSa/WWufRERERCY/pZTdjo8Bs8kGEk9298Pc/fvRgGKIm4CL6mm0qJmKrwGvJPuQ/jqgC8DMfggcTPbB+afu/u0iGjOz5cCSERzybXcfTGd7KllA9tHuvrbG9ucDl5PFiJzk7tdXe6y7XwNcM6RoM/ADM/s9WbD7683sHHe/tYpzHZTTv5uAZ1TbJxERERGZNN5JthpnU7UHuPtlwGX1NFrIoMLdB8zs5cCHyYKe96nc9WpgHVkQSF3BH8PcC4wk9dUjAGa2N1m2pgsqT96IVQYUV5LNNLzb3b9cy3mGc/cHzewy4DjgELIBhoiIyJQzcNuvt/rd5+Ts3g00L9q/0d2RcciLTilbIDN7IfAe4HnAXOBx4M/A52r9/DkS7v61RrcRKWqmgsqUyllm9lGyQcU8YD1wh7sXeuXd/UU1HvokoA043syOz6lzdyVo+9jh8RZmtpAskGU/shmKQgYUQ6yu3DZst0ORSGudCyHzgrKrNZCTOK49CPxtai2FdasNEh7ojf8ctcxMg06bRxAU7kFQd8vM+K3c3N6alJWCsry6/Vt6q6oH0L0qDfeavc8uYd1IXgB4dN6+zd1Vnzfqb8u8mWHd/u708bYtSgO9o4BsgKaO9Do0z18U1u0OgrJvfyz9Duvki+KQtofvTPNtLDj58LDuogOenpQtOfLAsG5kfU8aqLphSxxAvqkvrWul+HoNrE4fQ99D96THt8WJCDb8NQ0271mbn6dl17Mv2Lr9YQMKkYR7AwK1i1n+VIln+DjwGPC/wApgB+DpwGHUORswnhU2qBhUCdS+s+jzFmQ5cH7OfUeTpdj6AbChUvfvzGwx2QzFXsA73P284ScowHMqt39rwLlFREREpEHM7HVkA4pfAa92965h96ep7Ippt9bPje7uexbVj8IHFeOZu99CFg2fMLOryQYVp7n7PcPu2xW4CtgNONHdL0hOkJ5vITALWOHu64eUv9DdrxtW14APke3S/Rjw8+oflYiIiMjUMt6WP1USAZ1DFiv7huEDCgB3j6cS69dEbZHm9S0zGKamQYWZXVlje17H0qWxdA3ZgOImYImZnRXUWebuy4f8fjbwZuB4ts56da2Z3QXcSLY/xSzg+cCTyV6Ix7l7nGhcRERERMaj5wG7Az8E1prZ0WSf7bYAf3D33zWqYXffrVHnHolaZyoOyyl34lHPYPlEzde1W+X2oMpP5GqGLZnK8RmybdGPIAveKQMPAF8CPuvuWvokIiIikscrKWWLPifsl7cHWF7GzSGeVbldCdwMPGXonWZ2LfBad189/MDJoqZBhbsP34uiFfg+2Yjs42QfsB8lW050OHA6cBvZfgzjkrsfto37Rjw95O5LgaVB+ftHei4RERGJ9T98e1KmjFAyBuZXbt9BtifZPwA3kG2B8J/Ai8nidg8bi86NhqJiKs4Ankm2wcbQlCD3A8vM7GdkqbTOAD5SUJsiMkJ5WZbqXVbZ2pQen5c4qaOUppoqNcfpp6JMTy1VZnmCONNT26w0yxNAc0f1560201ReRqZyb7r/UF72p5bONMNOVJafPSp9vBZcA4COJz0rKZsW1oTZ/enSGZEj0QAAIABJREFU4Meu/GVStvnRNeHxXQ+sTNufH2dvKvdWtwx5+l57xXc0B89NZ9xW70D6Hlnfk16v/faYGx5/84++k5Sdc+GssG7fG9PsTyeceEZYt6knzZ50f3+a/eaA+dPD41uC96j1p1m1AMpd6RZOvWseT8pW/O628PjLf5hmf1q0jffXrmdv/fvA2vSL3OZp8XNYblOyxCmr6OxPmTuqmJHIM/gflpHNSAxuDfAXMzsWuAs41MyeW/RSKDN7U+WfP6nsjv2mbR4whLvXteHdUEUNKo4DfjRsQPF37v54ZSO8f0aDChERERGplTs+0JDlT/UYHI3/bfgGxu7ebWZXACeSLYEvOr5iGVmIwe/JNqAe/H1bBsMSxt2gYmcg/srjCX3AwoLaExEREREZLwa3Uwi/YOeJQUe8wUt9TiAbIKyo/J63F1tDFTWoeAh4lZmd7u7J4MLM2oBXkWU7EhERERGpUQMCtevPJXQt0A/sbWatwefhJ1dul9fb0HDuvmzY7xcW3UY16txH9+8uJNsU7kozO8TMSgBmVjKzQ8l2od6DrVOrioiIyBT359e/bKsfkYnI3R8Dvke2VcBWS/3N7EiyQO31TOK9yIqaqfgPslSrryTbJK5sZo+TpUxtIlu39bNKPREZBe9clwZLfmX2flUfX7Lig7chDspuyovqDgz0xd9OtXWkAclR8HVeoHd/dxqM2z6nPazb1JKeo7kjDpQOj28N+tUZt9U6a0Za2Fz9pqwtOyxIyqw1boud90nLyunzAuDT0kDnHYN+PfT974fHP/aHB5OythVpMDJAR3AdogB0zwncbN0njbu0/p6wbmdT+vraYVr6uDqCJAIAS573iqTs/uv/J6x7w/OXJGVH7jkvrDuzNSjvTR9vXxBoDlBqSsvLHTlB3bumr4PeR+5PyrpyrtddG9PV0HNznq+Djto9Kdt02y1JWUcQPA5xXwFQ9qfJb5xtflfxXuA5wOlmdgjwB7LsT8cCA8Bb8+KPJ4NCBhWVHQKPMbM3kK3jejrZgGI9Wa7eC9z9v4toS0RERESmMPfcLxHqOWf9p/BVZvYc4MNkA4mDyQKnLwXOdvff191IlcysE/gXshmSRUCU+tDdfc+i2ixqpgIAd/8OkObTExERERGZ5Nz9cbIZi/eOVR/MbDbwG+AAYAMwk+yL/laeCBR/hCyJUmGKiqkQERERERkd5YFifyaXD5MNKE4EBteqngtMB55HtoroXqDQdYIaVIiIiIiITB6vBK519wvcn1jX5ZnfAy8D9gNOL7LRQgYVZlY2s4EqfuKIPxERERGRargXP1NRQEzFOLIL2WzEoDJDYircfRVwOfBPRTZaVEzFtcQJfmcD+5Ct37qV/A1BRGQURBmhAM6fm2aFysve1FsevT+8UVao5pzsTRb014NMOH1b4u82ogxDeaJMT6UgG5E1xd/btM6clp4zOD67I8081NTRGdSLs081z9spKRvoiv8U25oH0sKmOGtPaf3KtLAtfQ7nPyPOOPa3y28PyyOtnelzsOGBVUnZtIV/C49vefoRSVn/jnFsYvPqe5OypwT1Tnh2mrkJYO8FQUalfzowrPuk+Wlmr7nt8fM9rTl4LwSv+Xsf7w6PX7MmzcjUsXhWWHfX4Llp2z3N1jX/qfeFx79h7ZawPNI6o7r3nffG5+y95090HHNq1e3J5ODkZ3ur55yTyGaybFOD1gPD/zNYSRbAXZiisj8dlnefmc0gW8f1PODVRbQnIiIiIiKhB8lmKwb9FTjEzEruPjjYeAHwaJGNNjymwt27gLeR7TL4iUa3JyIiIiKTWQOWP02uuYprgEPN/r7h1PeAPYFLzewkM/sBWbrby4pstNCUsnncvWxmVwGvI8uZKyIiIiIixbuQLH3sYrJZi68CRwDHAEdV6vyWLEtUYUZlUFHRzhNprURERERERs4pPg3sJJqocPebgXcO+b0feLWZHQTsBSwHbnT3QgNTRmVQYWb7kc1S3DMa7YnIyPQGf1ZKFv+FjQK4g3hqShYHeg/0p401leLg1EipNSdwOChv7kj/xDXlBKBHBnrj/7TKvWmwd8u0jqQsCsgGaJ8XB8iG+qvbmygM3gZsXhCHtzYNcgbYfPN1Sdn6ex8O67bNTgOSZx38grT9zpnh8XP3Tr9j2vxYHGQcBtxvSp+XR2+IExH0bfpiUjZrj8Vh3eiKd93/SFLWfP2d4fHv+uDbk7Km3eJA7YEZaXB+qSt+vr2UBqtPD4Lzp7XEAf89bel7YSAn283G5vSazdzjqUnZwpfG74/otdG9am1Yt3Vm+rq1Uroyu2fVama/7ZPhOWQqcnyg6L0lJtGoIoe73wTc1KjzFzKoMLNvbuP8uwDPB0rA+4poT0RERERE8pnZEmBHshHTancPUvwVp6iZiqXbuf8O4NPufkFB7YmIiIjIVORAwSllJ8tEhZntAJwGvB6YP+y+lcC3gbPd/fGi2y5qULF7TnkZWOvuGwtqR0REREREhjGzvYFfkq0SMrLMq2sq/55LtlfFe4HXmNk/uHu8uU+Nitqn4v4iziMiIiIism1efKD2BJ+qMLMmslmIXYGrgX8HfuPuvZX724AXAqcDhwIXk+0hV5hC9qkws2+a2Su3U+fl24i9EBERERGR2hwFPBP4PvAid79ycEAB4O497v4rstSyPwSeY2ZHFtmBImMqlgM/20adpwJvBk4oqE0RKcg716VZc86fu19O7eqyJ+VllmltSbM0NeVkdGpuDzLW5GRksiCrU5T9KS97VNRWnpYgY03YpyCLDYAPpGuB8+rmZU9KztmTkzlpbfUbpg5s6U3Kokw+EPd39S9+kbafs+559l47pW3NjDME5V3z4abNj7NqbbhvRVVlAPOenK7mnXfk0UnZrKc9LTz+vgu+nZT95oenh3X/+fsfTMqadn9SWHfgsTQDlXdvSsqeefBrwuMf7kqzZXU0x6+5KEHawOw0W1bLrmn7AAt23ZemPZ4Z3idSCAdXStnhXgP0ACe75/wHDLi7m9m7gFcCryVbLlWI0dynoo04W5+IiIiISJU89wuLes45wT0D+K27r95eRXdfZWa/qRxTmEKWP1XkXo3KOq5DgOq/MhMRERERkWrsAvxlBPX/AiwpsgM1z1SY2fCI8VPN7PigaoksR24b2TbhIiIiIiK18XgZab3nnOBmAutGUH8dMKPIDtSz/KmJJy6Bky20jhZb9wF/Bn5NFokuIiIik1jPr7belmpg/ZrcutNe86+N7o7IVNDKyMIMypVjClPzoMLddxv8t5mVgXPd/WNFdEpExt70nCDO7oH065yOUvp9QsmqC+gGKOcE4noQPB0FXwO0zWqrur169W1IA1Q75s9JyvK+SSv39SdlTSP4cxytJbbm+P+G/tUPp8f3bgnrts6bm9YdeCyuGwRwl1paqqoHsOZP9yZl/VvS5wWge23a3x32TwO9dz7yheHx1tqelrV1hHWbF+2VlJVb07pbbrw2PH7m7guTssPeGF+bKAh/88KnhHXbN6T7VJWa0+e7aV16vQF2mTE/Keu1+D3e6ul1sJ6upMyb4tds/z1/DMtFiuJ44TMVPgmmKhjj+ZaiArUPJ8v+JCIiIiLSOJ6fWa6ec04CZ5nZWWPVeFGb311TxHlERERERKQm1S8RyBQ6lKppUGFmb6r88yfu3jXk9+1y94tqaVNEREREBBoQqD3BuXuRGV1rUutMxTKy0c3vga4hv2+LVepoUCEiIiIiMonUOqg4gWyAMLglaZRKVkRERGSbhmeKAmj7B32skG3w4gO1yd+EWqpU06DC3ZcN+/3CQnojIuPGP676a1j+nR0PqOr4gZw/0C1Bpqim1lJ8jr40K1RLZ5rxBmAgyCBVyjlvtce3dMYZpZpa0z+dpfbqM/OF/xnGDwvv6U7KrJQ+Lt+8oer28zR1dCZl7Qvj57A0L81y1LvulqRs9S13h8eXe/uq7teMhWkGqYWHPiutePjS8PgNfelrsbs//kCyoC2tu/dJlyRlS550ZHj81a9KX98PXph+aAboufvPSdm0ndPsUwBeTl+f/WuC/WTXPEr7UScmxQP335qUlVqnxW2V0hej9aWvQ3IyvEWvjbxsW9HrW2R7HCgPjCR7anXnlPoUsv7KzA4xs123U2cXMzukiPZERERERGT8KCqo4ypg6XbqvKlST0RERESkNu54uVzoj5Y/1a+oQUU1KawGA7VFRERERGQSKWrzu2rsSpYpSkRERESkZkopO/7UPKgws48MKzrM4qCtEtmA4p+A39TanoiMD29YnQZwf29+GrzdW44nJlsH0vK8KdO2mWmgdP+W/rBuFJQdBV9PmxcHjEZB2U2l6idz+zZsrvr4gRGct3laGtAcPbNNre3h8dY5M20/CvAFvHdLWjaCYMj2XXZJytbe9UBY9/E7VyZlfTnXtmNO+thWXHNjUrbLwa8Mj585Y35SNnft38K6bEif3bu/mJ63afPa8PCBe29Kyi76r9+GdY97W09StrDtsrhfgf7NcZBz9EoYeOD2pKx55z3iEw+kr7ly17q0XhDYn1VOXzNN02bEVeMziMgEVM9MxVlD/u3AYZWfPA8DH6qjPRERERGZ6pRSdlyqZ1BxeOXWgCvJNsCLUssOAGuAO919XH4pYWbnk+29AbC3u98z7P5DgLcCTwcWAp1ke3T8Gfi8u/+6hjbfDJwEHED2HP0R+Iy7/2+tj0NERERkKvDyuPxIOaXVPKhw92sG/21mFwKXDC2bKMzsFWQDio1Amgw9c0Tl5wayAdQmsiVdrwReYWb/7u5njKDNzwDvAx4Cvg60ki0P+x8zO9ndv1jjwxERERERGXWFBGq7+4Tc+tLMdiT7UP89YCfg0Jyq/+HuZwXHLwJuBk4zsy+7+4rkyPSY55ENKO4FnuXuayvlnwZuAj5jZv/r7stH/ohEREREJjd3KBe8/Emrn+o3mtmfxqPzKrcnAT/Kq+TuafRiVv6wmV0PHAPsQbYkanveUbn9xOCAonKu5Wb2JeAM4HjgzCrOJSIispUVZ5+UlM17wQvHoCciMpUUNqgws4XAh4EXA4vIlvQM5+4+LgYyZraUbDBwrLuvyclctb1zzAeeA/QAd1Z52BGV258H911ONqg4Ag0qZAIJEjoxvbn+bXCi7E0j0R5kj/KcrFSRptb4z5U1pY+tHKzv7Vm7MTy+Y/7s9Jzt8fPVuz7NxN0yY1ra/sYgOw9xZi3LyRRFUF7KyfDjPWnmoeh5aZsdZ/0ptT6WlK29L34Mq29fk5RNvzvNvtTU+rHw+I55aQasOc99fli356BXJWXTlt+QlOVl0Cp3pf160ylxW22z0xW3a+9YHtZtnZle8/4tvWHdyJZ70qxtLWvi78FKC3aN+/Dc12x9zsu+Eh8/b2FSZs0tYd2maTNoPujo8D6RfA0I1NZWanUr5AN+ZRnQH4AFwF+ANuB+sg/be1TauQVYX0R79TKzJcDngYvd/ZIRHPdM4OVkj2cxWUzFTOBkd0//h0yP7yQbcG3MWSp1d+V2nyr7k+YuzOxXzfEiIiIiE443YJ+KBowpzOyNwEWVX9/q7t8ovpXxo6hZg4+QxSS82N1/ZWZl4AJ3/5iZLSaLW9gNeFFB7dXMzJrIslRtBE4Z4eHPZOsZhC7geHf/VpXHz6rc5g2uBsvTrzFFREREZEIws12AL7DtRECTSv3rEzIvBn7u7r8afoe7PwS8DugAPlpEY2a23Mx8BD8XDzn8VLKA7LcOjWmohrt/1d2t8lgOAC4ALjKzrxbxuIY2VWV/Dop+gDsK7o+IiIjIOOF4uVzoT5FTFZatqb+AbEuFoj8jjltFzVTsBHx/yO8DZB+8AXD3jWb2S+BVjHx2IHIvEAZP53gEwMz2Bj5BNotS/balw1QCt28H3m1mbcDbzexX7v7D7Rw6OBMxK+f+7c1kiIiIiMj4dgpZfOxhPBFLO+kVNajYwNaB2WvJYgeGWg/sWERj7l7rMqonkcV7HG9meWlw764EbR9bZbzF5cDbyV442xxUuPsmM3sYWGRmC4O4ir0rt3dV0a6IiMioWXfeaVv93r54lzHqiUx13oCYiqJSyprZ/sB/kG2OfK2ZaVAxQvcDQ/+63AocYWbT3H1zJY7hKLLN3sbScuD8nPuOJptx+QHZIGl5leccHDz1V1n/SuCNwEvIpsaGeumQOiITxhtWp5llRuLKA58dlnuQVqq5o74/W3kZpcp96Vu4XIpXiEZZoZqCzEd5orb6t/SEdUstadac6HhrzXlcWzYnZU3Tc8K2+tNsQnmZopoXpB8oB9auTsq8fHN4fPfadLK5HKURA1raSmm/SmnGvvt+Ea/8vP+BDUnZkafEmZPm73twUta7R1rW3BUl8IOB9WmmqrzXxoPX3J6UtbTnv76ffskvcu8bdNtxcSalx/50X1LW3x3/tzVzydykbN6T9kjKtjz0YHh8e3OQ/DF4bQ0aFykhZWJpXKD2fnlJcCrLy7fJzJqBbwEPAKdtp/qkU9R7+dfA28ysxd37yAKhLwKuryx7egHZLMEnC2qvJu5+C/CW6D4zu5psUHGau98z7L5DgevcvTysfE/g9Mqvlw67byHZcqYV7j50OdNXyQYVp5vZJUM2v9uNbL+MHtLBhoiIiIiMbx8Bng68wN3TvNuTXFGDivPJljztQPYh+mIzOwg4GTiwUue7ZPEME9FPgXVmdgPwINnztifZbEMz8AV3/+WwY84G3ky2kd2ywUJ3v97MPgu8F/iTmf2QbOnYPwJzydLTLm/ooxERERGZsDzcG6jecwJ3VDMjETGzZ5PNTvynu/+uyJ5NFIUMKtz9buCcYWWnmtknyfapWO7uK4toa4ycSbZ862DgFUAJWAlcAnzD3a8Yycnc/X1m9ifgXcDbgDJwM/Bpd//fIjsuIiIiIo0zZNnTXWSbGE9JDV3K6O6rgXSR7Tjk7odt477Pk22WN5LzLQWWbuP+C8mWiYmIiExZq889NSnb8dRzx6AnMmGMv83vpvPExsVbKgl/hvu6mX2dLID7PXW1Nk4pPkpExlzfljhgtGNOHCQciQK4o6DsUmsa9DtS5d4gqLs9/Q9uJMHbA1viQNbWGZ1JWfSfqfdWn2U7779iC/rbtzwNJgboX/1wWnd1OiG9aUUauAxxoHVe4HBk9pI0M/f0hTPDursekr42Zu8TZy6yvnQZdKl7XVIWBWQDdK9Otz/qXhNnCY9enwO9Azz3ymvC+tV48rcvDcsv3eXApOyWNfGS790705wqR562MCnr3Hl+eHy5K30OrBS/7zbe90BYLjLB9JCfCOgZZHEWvwHuBCbt0qiaBhVm9s0a23N3P7HGY0VERERkinMcH4gz3tVzzpqPzYKy8xIBnUU2qLjQ3b9RcyMTQK0zFUtrPM4BDSpEREREpDZOZRfsYs8p9al1ULF7ob0QEREREZEJq6ZBhbvfX3RHRERERES2z4sP1G7QVIW7nwWc1ZCTjzPVRxGKiIiIiIgElP1JRMbci++6OSy/9jnPS8qijDl55U3t6Z+4KEtUEcq9fWlbM9PMTQD93XGmp0jPuq6krKWzo+rjR5LryvvTx9A0p/oMPxuWr0jKmjtaw+P7NgXPV861eeixzUnZks6WpKxnQ3eY/Wjz985O6z4eZ2Tqu/RbSVnHHnsnZd333h0e37N2Y3rOTT1hXR8YvUXcRz/4p6Tsgdn7hXVnBe+bTY8+npR17rooPD7K9NS3Nn29ZHX13abUYPyllBU0qBARERGRCcSBcsGDCo0p6qevCEREREREpC6aqRARERGRicO9ASllNVdRLw0qRERk0lj5qZOTshlLdh6DntTul/sfFJYfeftNo9wTEZHqaVAhIuPWITdcn5Rd99znh3WjoNe+Lf1JWdustvD4/qBunub2NPi4qTUNHC73xucsBce3zpwW1i33peeIAhR7t2wKj4/CpPOCt6O2bPOGsG7vmjRwN3q8LdPioPI5e8xOymbmBOHv3Jr2eOauaQB525zp4fGbHlmVlD38m7+GdWfvtVNYPlxzZ3tYPrAlDcLfvKY7rNu1Ig3qbipZVe0XYaf2+JUwY+f0eezbkL6+Nj3wcHh82+wZSVn0vGyrXGR7ik8pK/XSoEJEREREJg5vQPY0rX6qmwK1RURERESkLpqpEBEREZEJw92LTymrQO26aaZCRERERETqopkKEREREZlQvKyZhfFGgwoRmVBe+LvfhuW/O+LQpKx9Zprpqb87zsjU3JH+ORzIyUbUNjvNqVTu7UvKmtrjTFOR7lXrwvIwU9SMzqrKAHq70qw9baV4kjrOxLM+rBtlXon62twR5Z+COa3p892zrius2z53VlLWt3lLUrbunjgbUW9XWnfFTY+GdTc8lPahe9XapKxzp3nh8X2b00xPLe3xf7Udc9IMUtY0etmfjn30L1XX/fPrX5aUPfqHO3nKf19WVx/+duob6jpeRMYPDSpEREREZOJwKCv707ijQYWIiIiITCDegH0qNKqolwK1RURERESkLpqpEBEREZEJwxuw+Z0yytZPgwoRmRSi/2C2bOhJyvKCZqNA7ZbOONA6CmhuCgKPy+V4er4lqBsdD9AcBD/3b0kf10BfGigOUGppSY/flAYu552jqSXul+UEe1d7/PRFO6bnbIrPuWH5iqQsCqKPgqwB+rekwfmdCzo55Ibrw/rV+Mrs/cLy575oSVLWHgRkD5bvf8HPau7DaKo3IDvPHud+pyHnFZHRp0GFiIiIiEwohQdqS900qBARERGRicPjtNb1nlPqo0BtERERERGpi2YqRERERGTCcJxywTtqu6Yq6qZBhYiIyDZcsc8zGnbulZ86OSlb8IEvNKw9EZFG0aBCRCaF511zbVX1/njMUVWfs29TmmUJoNRaSsqiP6Z52Yyi7FF5yr1p5qLmjjQjVFPen/M0+VNupqjm9jTbVW/XprBulFUq6lfb7BlxWzNnJmVRViuAtnXTk7KVtz4cHJ8+VwDda+NsV/V48v7zwvIdD9wtKZux64KwbvfqtUV2SWTqaEBKWU1U1E+DChERERGZOBzKCtQedxSoLSIiIiIiddFMhYiIiIhMKIUvf5K6aVAhIiJT0uW7PTUpawriZUREZPs0qBCRKeXpl/wiLI8CuK1kVZ+3dWb65zQKfAboDwK1y71x8HRTaxoQ7eV0LXFeUHi17UMcQN46ozOuGwR7R3Wbp3WEx3tvGjzdtykOqI4eb73KvQNV1525OA02n7tXHKg9e59dqj7v9F0W0Pn6D1ddX0Qy7l74TIW7Zj7qpZgKERERERGpi2YqRERERGRCKTz7k9RNgwoRERERmTgcvOAdtZVStn5a/iQiIiIiInXRTIWIiIiITBgOlIsO1C70bFOTBhUiIsRZoW477uiqj+/dsDkpy8vIlJflKNIWZH/Ky95UreaO1rA8WqPcv6UnrNvSmWZ1KrXH541YU5q6tX12mmUJoGfdxrT99vS/ry1r4+e1tbOFw/94w1Zlv9z/oLBuc3DeqK08fV3p68C3sfY7zq0lIjLxaPkTYGbnm5lXfvYK7j/EzL5lZreZ2Roz22Jm95nZz8zsRSNsa+mQtqKfdxT3yEREREQmGXd8oFzoD0opW7cpP1NhZq8ATgA2AtNzqh1R+bkBuBLYBOwKvBJ4hZn9u7ufMcKmfwrcEpT/3wjPIyIiIjJ1eAN21K7zdGY2DzgWOBp4CrAI6AX+DFwAXODukzpl1ZQeVJjZjsDXge8BOwGH5lT9D3c/Kzh+EXAzcJqZfdndV4yg+UvcfdnIeiwiIiIi49DrgK8AK4CrgAeABcCrgW8ALzWz1/kk3mVvqi9/Oq9ye9K2Krl7uFDX3R8Grid7HvcotmsiIiIiEikPeKE/BbiLbAXLYnc/zt3/zd1PAPYDHgReQzbAmLSm7EyFmS0FjgGOdfc1ZlbLOeYDzwF6gDtHePjTzOw9QDvwMHCVuz804k6ISMM8+duXhuW3vObFSVmYMz0IMM7TNjtefTkQBEqX2tuqPm/f5uqDwqMAbivlBZt3B/2qPlC7d31XUrbp0TVxWxs2pW21BoHec9qrbv/I228Ky//vZWmYXHTetjlxUHn0vIjI5OfuV+aUP2pmXwU+ARwG/Gg0+zWapuSgwsyWAJ8HLnb3S0Zw3DOBl5M9b4vJRqQzgZPd/bERduPdw34fMLNvAO/JmxkJ+hP/r5iNikVEREQmHXfHy8WGJzR4VVJf5ba/kY2MtSk3qDCzJuBCssDsU0Z4+DOBM4f83gUc7+7fGsE57gNOBn4BPATMAl4AnA28nWyQ8oYR9ktERERkyih6n4qK/fK+sHX3OA/1dphZM/Cmyq8/r7VjE8GEjKkws+XbScs6/OfiIYefShaQ/VZ3XzuSdt39q+5uQAdwAFk0/0WVaa1qz3GNu3/R3e9y983uvsLdfwAcDqwFXm9mT63yXAdFP8AdI3lcIiIiItIQ/wE8GbjM3a8Y68400kSdqbgXqH6hMDwCYGZ7k61pu8DdL6u18crypNuBd5tZG/B2M/uVu/+wjnM+aGaXAccBhwC31nouERERkUmrcSll76h1RiJiZqcA7yP7sveNRZ13vJqQgwp3H9GGc0M8CWgDjjez43Pq3F0J2j62yniLy8mWLR0G1DyoqFhdudUmqyIiIiITlJmdRBa/+1fgRe7++Bh3qeEm5KCiDsuB83PuO5psr4ofABsqdauxqHJbRPDNcyq3fyvgXCLSINV+Q9a/pZ+n/Hc6Kfrn178srfvourDunW+rLgNhXkaocm9fUpaWVMo3b2G3cy7cquyhM98a1m3pTDMiDWzpTcq2rFkf96uv+j+ZUVapafPTbFnT5k9n3/N+XPV5I8+87Nd1HS8io8MHxu8+cpXsnucCt5ENKFaNcZdGxZQaVLj7LcBbovvM7GqyQcVp7n7PsPsOBa4bvhOime0JnF759dJh9y0kC8ItQyKWAAAYm0lEQVRe4e7rh5S/0N2vG1bXgA8BzwUeY5IH8oiIiIhMRmb2QbI4iluAI2vIDjphTalBRR1+CqwzsxvINjBpBvYEXlL59xfc/ZfDjjkbeDNwPLBsSPm1ZnYXcCPZ/hSzgOeTBfFsBo5z9w2NeygiIiIiE5d7YRvWbXXOepnZGcDHgJuAo6bCkqehNKiozpnAUcDBwCuAErASuAT4xgij+T8DPBs4ApgLlMm2cv8S8Fl319InERERkTyNC9SumZm9mWxAMQBcB5wSbKy83N2X1dfS+KVBRYW7H7aN+z5PFmwzkvMtBZYG5e8fYddEREREZHzbvXJbAt6TU+catl69MqloUCEiMkJPv+QXdR0fBWTnqTfwuF6LP/r1sPzhj749KO2q+rx9m9Ks4NYUb50U7Zzb3NHKnp//btXticjkUm7sDtgj5u5nAWeNcTfG1ITc/E5ERERERMYPzVSIiIiIyIThwEDBMxXja95jYtKgQkREREQmjGxQUfw5pT5a/iQiIiIiInXRTIWIiIiITChFL3+S+mlQISIiI7bozK8Vfs6HznxrWN42e0ZuFioRERkfNKgQERERkQnDvQExFZr4qJsGFSIiIiIygXgDlj9pVFEvBWqLiIiIiEhdNFMhIiIiIhOGUsqOTxpUiIjIuKBgbBGRiUuDChERERGZMLSj9vikmAoREREREamLZipEREREZEIpOqZC6qdBhYiIiIhMGNqnYnzS8icREREREamLZipEREREZEIpfvM7qZdmKkREREREpC6aqRARERGRCUOb341PGlSIiIiIyISi5U/jj5Y/iYiIiIhIXTRTISIiIiIThpY/jU+aqRARERERkbpopkJEREREJoxs87ti5xYUolE/DSpEREREZEIpevmT1E/Ln0REREREpC6aqRARERGRCcPx4pc/KVS7bpqpEBERERGRumimQkREREQmlPJYd0ASmqkQEREREZG6aKZCRERERCaMbPO7omMqpF4aVIiIiIjIhKKUsuOPlj+JiIiIiEhdNFMhIiIiIhOGdtQenzRTISIiIiIiddFMhYiIiIhMGFmgdvHnlPpoUCEiIiIiE0rRy5+kflr+JCIiIiJSADNbbGbfNLNHzKzHzJab2efMbM5Y963RNFMhIiIiIhPGeF3+ZGZ7AtcD84GfAncAzwbeDbzEzJ7v7msKaGpc0kyFiIiIiEj9vkw2oDjF3Y9x9w+5+xHAucC+wCfGtHcNpkGFiIiIiEwoA+6F/tTLzPYAjgKWA18adveZwCbgjWbWWXdj45QGFSIiIiIyYQwufyryp4DlT0dUbn/h7uWt+uveBfwWmAYcXH9T45NiKian3W6//XYOOuigse6HiIiITAK33347wG5j3A0A1tHHj1hR+DmB/czspuh+d9/eh6p9K7d35dx/N9lMxj7Ar2vp43inQcXktKG7u5ubb755+Vh3RHLtV7m9Y0x7IdXS9Zp4dM0mFl2v8W83YMNYdwK4ox/nMXobce7d6jh2VuV2fc79g+Wz62hjXNOgYhJy993Hug+ybYPfhFTxzYeMA7peE4+u2cSi6yXVcvfjxroPNbLK7aTdYEMxFSIiIiIi9RmciZiVc//MYfUmHQ0qRERERETqc2fldp+c+/eu3ObFXEx4GlSIiIiIiNTnqsrtUWa21edrM5sBPB/oBn4/2h0bLRpUiIiIiIjUwd3vBX5BFux90rC7Pwp0Ahe5+6ZR7tqoUaC2iIiIiEj9/gW4HvgvM3sRcDvwHOBwsmVPp49h3xrOvIBdBEVEREREpjoz2wX4GPASYB6wArgE+Ki7Pz6WfWs0DSpERERERKQuiqkQEREREZG6aFAhIiIiIiJ10aBCRERERETqokGFiIiIiIjURYMKERERERGpiwYVIiIiIiJSFw0qRGpgZq81sy+Y2XVmtsHM3MwuHsHx51eOcTPbK7h/6ZD7o593FPuIJrdGX68h9aab2RlmdquZbTSzLjP7i5mdZ2YtxTyaqWEU3mPLt/MeczM7o9hHNXmNxnvMzOab2afM7LbKe2uNmd1kZu83sxnFPRoRqYV21BapzYeBpwIbgYeA/ao90MxeAZxQOXb6dqr/FLglKP+/atsTYBSul5ntBvwS2Au4DvgKYMBuwGuB9wJ9NfR9qmr0NfscMDs6HPg3oAW4fAT9neoaer0q768bgPnA1WTXph04CvgU8M9mdrC7d9f6AESkPhpUiNTmVLL/OO8BDgWuquYgM9sR+DrwPWCnyrHbcom7L6u9m1LR0OtVmYX4CbAEeJW7/2zY/SWgXGvnp6iGXjN3/1zO8S8mG1D80d01eK9eo/8mvp9sQHGWu390yPEl4BfAEcDrgItq7L+I1EnLn0Rq4O5XufvdPvIt6c+r3J5UdJ8k3yhcrzcCTwM+P3xAUWl/oIa2p7QxfI+9rXL7tRqPn5JG4XrtUbnd6v3l7gPApZVfdxxh2yJSIM1UiIwSM1sKHAMc6+5rzKyaw55mZu8hm+Z/GLjK3R9qXC9l0Aiv1xsqt8sqyzReSra05gHg5+6+pnE9lUE1vseGHr8AeAXZMpzvFN5B2coIr9dfgJcARwN/HHKOJrL3Wxm4smGdFZHt0qBCZBSY2RLg88DF7n7JCA5997DfB8zsG8B73H1LYR2UrdRwvZ4FbCH7cHM2W/9t3WRmp7j7N4vvqQyq4z021AlkS5+WuXtXYZ2TRA3X61PAy4GPm9nhwM1AK1lMxU7AW9z9j9s4XkQaTMufRBqs8k3ahWTffp5S5WH3AScD+wKdwM7A/wOWA28H9AG1QUZ6vcysDZhJ9mH008C5ZLEV88g+pDrwDTM7olF9nupqfI8NP4cBb6n8et626kp9arle7r4KOJgsdukI4F8rx+4LfB/4VUM6KyJV06BCpPFOJQs+fKu7r63mAHe/xt2/6O53uftmd1/h7j8ADgfWAq83s6c2sM9T2UivV2nI7Y/c/QPu/oC7P+7uFwCnkWUU+mBjuivU8B4L/APZuv2bFaDdcCO+XpVlhdcCTwFeBswCFgLvBI4DbjSz3RvRWRGpjgYVIg1kZnsDnwAucPfL6j2fuz8IDJ7nkHrPJ1ur5Xq5+2agt/LrT4Iqg2XPrr+HMlyB77HBAG3NUjRQHddrGdmA4jXufrm7b3D3R939a8DpwALgzMI7LCJV06BCpLGeBLQBxw/fWIsnUifeXSk7pspzrq7cdhbdWan5et1ZuV0XnHPwm9iOxnR5yqv7PWZm84FXoQDt0TDi61XZ2O5Q4HF3/1NwzsH0tQc1uvMikk+B2iKNtRw4P+e+o8kCDH8AbKjUrcZzKrd/q6djElpObdfr12Tfoj6ZJ9JbDnrykHNL8ZZT/3vseBSgPVqWM/Lr1Vq5nWlmre7eO+y4wVSyw8tFZBRpUCHSQO5+C08Ef27FzK4m+w/0NHe/Z9h9L3T364aVGfAh4LnAY8DPG9HnqazW60W2p8G7gFPN7NuDaX/NrJ1sqQfAdxvS6Smujms2WGdogLb2pmiwWq5XJd3s7cD+wBmVn8Fj2sl284ZscC8iY0SDCpEaVKblB5dS7FS5fa6ZLav8+zF3/9c6mrjWzO4CbiTbn2IW8Hyyb703A8e5+4Y6zj+lNPp6ufsdZvZB4D+BW83sEmAT8GJgH+AG4Jxazz8VjcJ7bNARwF5kAdo3FXC+KWkUrtcpZLOAHzazI4HryZYUvpQs29o96D0mMqY0qBCpzdOANw8r24Mndn29nyzlYa0+QxbYewQwl2xjpweALwGfdXctfRqZRl8v3P2zZnYn8D7gtWTrxv8GfAT4jLt313P+Kajh16xCAdrFaOj1cvdfmdmzgPeTxVe8Cxgge4+dDXzK3aOYJhEZJebuY90HERERERGZwJT9SURERERE6qJBhYiIiIiI1EWDChERERERqYsGFSIiIiIiUhcNKkREREREpC4aVIiIiIiISF00qBARERERkbpoUCEiIiIiInXRoEJEREREROqiQYWIiIiIiNRFgwoREREREamLBhUishUz283M3MyWjXVfqmFmy81s+Rj34azKc3ZYg86/tHL+wZ+fj+DYwyrHnNWIvsn4ZmYbh712dhvrPonI5KRBhYhMOkM+hC8d674U7KfAR4GLx7ojMj5UMaj+JNlr5tbR6ZGITFXNY90BEZE6vWisOzCKLnH3ZWPdCZk43P2TkM1AAk8d086IyKSmQYWITGjufu9Y90FERGSq0/InEamamS00sy9Vllz0mtlqM/uxmR0U1P37EiQzO9zMrjazLjPbYGaXmtn+OW3sY2Y/MrO1ZrbJzK43s6PzljQNX/5hZlcDF1R+vSBaT25my/LWl28rBsHMDjKznw95HL8ys+du5znbr9Leg2bWY2Yrzew7Zrbvto4bKTNbYGbnV87fbWa3mNmbt3PMXDM728xurxyz3sx+bWZH/f/2zj34rqq6458vb3mYB6I8koaHViSFIE20yUQJIIpgC4LgA1ujLUpVENRxpI5C/1Cpzggq1gK1Te0w4gMwCDFQoxFigm2QlBGKA0o0CaAQDU3kGbL6x9rHnJyck3vv74b80uH7mdlzkr3XPnudvfdN9jpnrb075MdIulTSSklPSLpH0gclHdwWh1Pr54MlnSPpztLOwobc6yTNk/RI6aOfS/qspLEdekyQdJmkXxT51ZKulzStRXYvSR+X9NMyZmvL/b/eNm/7ZZBxLXP6YklLy2/mSUm/lHSFpAkt8pL0jjL3Hy59vULSTZLeXGRmSQpgEjCpMc/njPS5jDFmpPhLhTGmLyQdBCwC9ge+D3wNmAicDpwk6bSIuKGl6huAk4HvAv8EHAacCEyTdFhEPFJr41DgR8B44EbgTuBg4DpgXp+qzgHWlDbnAstqZWv6vMdmSJoBfA/YBbgWuA84ElhI9kdbnROK7M7Ad0qdCcCpZJ8dExE/GalOtXb2BhaTfbWopP3I/r65o86kovuBwK3AfGAPcrzmS3pPRFxZk9+tPOdRwB3AVcAY4GPAq3qo+PkicyM5js/U7vsJ0uf/t8ANwG+AI4APAydKmh4R/1uTP6o803jgJrJ/XwCcAiyS9MaImFdkVZ5rBrAE+GdgPTlvZ5Xnvr2H7psxgnE9FTgb+AE5Tk8Bk4G/Af5c0tSIWFWT/yRwAXA/8A3gUXI8p5G/t68Dy0u/nVfqXFqrX5/zxhizbYgIJycnpz8kcpEZwJxG/k0l/2ON/BnkQm01sGctf3aRXw8c16jz6VL2kUb+gpL/t43815f8AGY3ypYDyxt5s9tka+VzSvmBLWWzStlFtTwB95T8kxvyH6jpNquWPw74HfAIcFijzmRgHfCTPsek1/NcUcovaeRPBZ5uPk8pWwhsAN7SyB9LLkofB15Uy/94uc/XANXyJwIPd8yZqp9XAQe16H1MKV8MjO145ktqeTuRC/gngKMb8vuXdh4Edi15h5d7XNfS9g7AuBH8PgYeV+CASqdG/mtJA+vLjfzVwEpg95Y6L+g1/wed805OTk5bI9n9yRjTk+Ki8VrgV8Bn6mURsZhcaI4n38g2uToiFjTyrijXV9TamAgcSy4aL2+08V3yK8FoMQN4KXBLRMxtlF0GtMV1/BW5QL8wIu6uF0TEXcCVwMslHTaMYpJ2Bs4E1gIXNdpZSn5RaNaZAhwNXBMRVzfqrAEuBHYDTqsVvYM0Qi6IiKjJr2DTt+RtfCYi7m/JP7dczyrt1vWYQxo3Z9ayTwIOAb4YET9syD9Azs192Tx4//FmwxGxISJ+10PvNgYe14hYFRFPtuhwM3AX8LqWdp6m9kWnVueRFlljjBl17P5kjOmHl5frrRHxdEv594G3F7mvNsqWtsivKNdxtbwjy3VJRGxoqbMIeE1/6m51jirXHzYLIuIZSYvIxW6dKtZiSlt8BvDH5foy4O6W8n45FNidHJtHW8oXkgZBm25jOnTbp6Ybkp5PPt+KiFjeIr+oh47/2ZE/nVw8ny7p9JbyXYB9JO0dEatrek/q0PslNb3nkf26DHhrcfeaW3RdGhFP9dC5i4HHtbhhnUl+fZlCzvsda3WaulwFnAPcJemb5Lxb0jG+xhizXWCjwhjTD2PK9cGO8iq/LbB2sziGiFif66xNFlZVG7/uaKMrf1vQS7eHWvL2Ltezetx7zxFptJFhdDu+pC4q3Z7fo41eY9OmQ6XHTuSXkS2xJ+kSVOndZoA05SuD71jgE8CbgH8o5Wsl/Rv51WVdj3u16QyDjevnyNiHB0k3wlVs/Hoymwy2rnM++fXrXcBHS1ovaR7woYi4b0CdjTHmWcdGhTGmH6o3pPt2lO/XkBsJVTDuizrKu/JHQvUlpO3fwDbDqHquLh3a+qWqMyUi7hxAt0EZRrcPRMQX+mhj2LGJjvxHgR0iYnwfOlTykHEt1/dTobg4nQ+cL+nFpNvXe4D3k2P9l3223dShr3GV9ELSzeunwIyIWNsof2uLzs+Qwe2fL/VnAm8hjanJkia3uVMZY8xo4pgKY0w/3FGuMyW1LcSPKddhdjKq2pguqe3fppkD3KvyRd+xo7zypZ/YUja1Ja96rqObBZJ27NDttnLttTPSsNwDPAYcKWlMS/mslryBdIvcfekXwAFq2YaXwcamqcc4SZMHkIcR9mlE3BcRXyHHcR25Q9igDKrDweT/tTe3GBQTSnknEfGbiLg2Is4g3QwPAf6kJvIM3fPcGGO2GTYqjDE9iYiVwH+QO0OdVy+T9ErgbeRC/boh2lhB+v+/mHyTXG/jBAaLp1hdrn/UUV75+G/iwiLpcHI3pyaLgZ8Br5bUXIi+n83jKSDPylgDXCjpFc1CSTtImtWhX9+UGJergL1oBGpLmsqmgc5VnaXkdqqnSnpX230lHV7ekld8lfw/49MlRqCSm0hjTgzAJeV6paT9W3TYQ9Kf1bLmkm5B75N0Yofe0yXtXv58UIfBMg7YlZYA7j4YdFyXl+vMYoBWcnuSQd2bGOmSdpV0XL2PS/7O5GYIkEZkxWoy7uR5I3gWY4zZatj9yRjTL2eTZ0h8Vnk42lI2nlOxAXhn803sCHhfaeMfy6KxOqfiNHJBeTIbXZe2xBJy4XWepPFs9Pn/Ygl2nQvcSwbwTgB+TBog1dkWZ9RvFhEh6a9Jw+oaSdU5FVNIY2c+cEKjzmpJbyINrdskLSB3+tlQ2ppO+ufv1l/XbJG/I3c8Oq8YEtU5FW8mA5b/oqXO28g331+RdC7ZB2vI8xaOIN+GTyfPjYDcWekU0g3npZJuJuM5zgBuKWX9jM0fiIgFkj5KbjF8b4kZuJ+MR5hEflFYROnbiHha0qlkXMKNkhaTgdiPkXNxGjlf9it5U4DrJN1Ouh89QAahn0yeMVHFWAyi80DjGhEPSbqa7LdltX47ntwadxkbNykAeB6509lyST8GflnudTwZ/H19RPxPTX5Bee75km4BngT+OyK+M+izGWPMUIz2nrZOTk7bV6LjnIpSdgDwZXKh8xS5V/+3gWktsrPZ8tkKASxsyT+UPFhsDfB70kA4iTwMLYBTGvLLadmnn1yILiHdXKpzJA6slU8kDxH7LfnG+r/ILXFn0XKuQ6nzp6QBsbak75GLyItonFPR6M/LSCPmCTI+4R7g35vPsoUx2WJfFpl9gX8hz4x4nFyszu7xPHuRBsntpZ8eJxf1NwLvBvZoyI8FvkAuzp8sz/EhcmvgAC5tyM9p9nuH7jPJQ94eKPPq4aL/54CpLfIvBC4mDYXHiu73At8idyHbqchNAD5FGqoPFZ1Xkgcxvn4r/E76Gldyd65PsvGMjRXAl0jjYyFpt1ayOwMfKTr+qsg/TLpdnQ3s0rj3HuRvciV5JkzXb7evsXBycnIaaVJEV/ycMcZsP0i6iny7fmhE/Gy09dmWSJpNut28M/L8hu0KSWeRZ4+cHRGX95I32x5Jc8ithQ+K9m2BjTFmKBxTYYzZbij+6JvtViTpONKV5+7nmkHR4F8lhaT5o9F4R9zDRPK07fXADdtcKbNFJK2TFGx+VokxxmxVHFNhjNme2AVYIekHpCvJemAy6U/+FBlz8VxkGfD3tb+P1jkF15SA4dtJ97QDgTeQ7j0XRMSqUdLLdPMp8ndVsdm5McYYszWw+5MxZruh7I5zKXAs6Q+/Oxm3cQtwcUTcsYXq5llG0nvJcx1eQgYbryO3Ar4sIq4dTd1GiqSx9L971Ry7DhljTDs2KowxxjxnKedu3N+n+DERsfBZU8YYY/4fY6PCGGOMMcYYMxQO1DbGGGOMMcYMhY0KY4wxxhhjzFDYqDDGGGOMMcYMhY0KY4wxxhhjzFDYqDDGGGOMMcYMhY0KY4wxxhhjzFDYqDDGGGOMMcYMhY0KY4wxxhhjzFDYqDDGGGOMMcYMhY0KY4wxxhhjzFDYqDDGGGOMMcYMhY0KY4wxxhhjzFDYqDDGGGOMMcYMxf8BcTWwpHRf8q4AAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 277, "width": 394 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "daily_rain.isel(time=4300).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use case - inter-period statistical comparisons.\n", "\n", "We want to be able to compare a grid of statistics for a period compared to all periods of similar lengths.\n", "The start and end of the period should be as arbitrary as possible. The sliding window could however be limited or fixed to a year: it is probably moot to compare windows with shifted seasonality. \n", "\n", "### How does the cumulated rainfall 2016-2018 over TAS compare with all 3 year periods over the whole record?\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "s = SpatialTemporalDataArrayStat()\n", "start_time = pd.to_datetime('2016-01-01')\n", "end_time = pd.to_datetime('2018-12-31')" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<xarray.DataArray 'daily_rain' (time: 4383, lat: 79, lon: 99)>\n", "array([[[nan, nan, ..., nan, nan],\n", " [nan, nan, ..., nan, nan],\n", " ...,\n", " [0.7, nan, ..., nan, nan],\n", " [0.7, 0.6, ..., nan, nan]],\n", "\n", " [[nan, nan, ..., nan, nan],\n", " [nan, nan, ..., nan, nan],\n", " ...,\n", " [1.8, nan, ..., nan, nan],\n", " [2.3, 1.9, ..., nan, nan]],\n", "\n", " ...,\n", "\n", " [[nan, nan, ..., nan, nan],\n", " [nan, nan, ..., nan, nan],\n", " ...,\n", " [0. , nan, ..., nan, nan],\n", " [0. , 0. , ..., nan, nan]],\n", "\n", " [[nan, nan, ..., nan, nan],\n", " [nan, nan, ..., nan, nan],\n", " ...,\n", " [0. , nan, ..., nan, nan],\n", " [0. , 0. , ..., nan, nan]]], dtype=float32)\n", "Coordinates:\n", " * lon (lon) float64 144.1 144.1 144.2 144.2 ... 148.8 148.8 148.9 148.9\n", " * lat (lat) float64 -43.95 -43.9 -43.85 -43.8 ... -40.15 -40.1 -40.05\n", " * time (time) datetime64[ns] 2007-01-01 2007-01-02 ... 2018-12-31\n", "Attributes:\n", " long_name: Daily rainfall\n", " units: mm\n", " _ChunkSizes: [1000 40 40]" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "daily_rain.load()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "three_years_rains = s.periods_stat_yearly(daily_rain, start_time, end_time, func = np.sum)\n", "three_years_rains.name = '3yrs cumulated rain'" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "<Figure size 720x864 with 13 Axes>" ] }, "metadata": { "image/png": { "height": 854, "width": 712 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "TIME_DIMNAME = 'time'\n", "g_simple = three_years_rains.plot(x='lon', y='lat', col=TIME_DIMNAME, col_wrap=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's define \"percentiles\" of interest as boundaries to classify against " ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "q = np.array([.1, .5, .9])" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "y = s.quantile_over_time_dim(three_years_rains, q=q)\n", "\n", "y.name = '3-yr cumulated rain quantiles'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following color scheme may not be the best to see the map of quantile values, but should give an idea " ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<xarray.plot.facetgrid.FacetGrid at 0x7f9215e5a8d0>" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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68EpgH4oEone7e8fQvZvWFOtwRv72rXYpIiIiEmjC2U/u/gkzuxP4MPABoBu4Dfiyu18xgEOdBxxCUSh+Ru04j1KsWHS+u4/Zx+n+X3nfzhqWyxCRLeCLz8n6tt8ZA9peRFqTJpw17n5kP7b5HkUNz/4c70TgxDqvf2qAlyYiImOcO/jG1k4a8tZ+e2PemCv8LiIiIiJbl+5wyohhMc5y7z62b77Ucr5t8rhe8ZwiIiJblyacMjp0gJ9VdntNNvsoDC8iw0MxmiICeqQuIiIiIkNsUHc4zew7FZz7cnf/nwqOIyIi0tocfONwX8QQU9JQSxvsI/UTt/C8TrGSjyacIiIiIi1uS2I4vwp8bRD7GVq6UQbBzk86WxCzaaHeZ3+SiOolKHndNatEREQk2pIJ53Pu/shgdixWchQJmk0i41iT1YTsl2FgctJ+auCXJSIiIltmsBPOTwHXb8F5t3R/ERGRscMdNrV4kKMqv7e0QU043f2ftuSkW7q/iIiIiIweqsMpLcNuHOR+gywKHx/d++sHd36Rkc7e/PL8hc7tG29cZ8yv+4+Kr0hERhtNOGXkeHmTsRizuUPoT0rak2lseuiv7uuianbp53YiIiLSS2UTTjNbAJwGHAJsD4yvs5m7+x5VnVNERERERr5KJpxmdhjwf8AUYBNFLvCmeptWcT4REZExxcE3tnhSTYu/vbGuqjuc5wJtwAeB77h7vcmmyIhn1yadqcN2GSKD1iveEvArbhqGKynZoR9qOOa/++ZWvBIRGS5VTTgPBn7s7hdUdDyRPG4zxmzGyeCUpB2Xf0v//Il1ODuS9oIm1zKnyZhIq+vYvf/bdm43dNchIqPWuIqOswF4tKJjiYiIiEgLqeoO5w3A/hUdS0RERFIOLR+sphjOllbVHc7PAK8ws/dWdDwRERERaRGDusNpZn9f5+WrgIvN7BTgVuC5Otu4u//DYM4pMtLZI7XGujCwpslOd+RdP6XCC5Ixwf7kjfkLbf3YpgH/35+X+6SJPnWOKSIyEIN9pH5Wk7HDa//qcUATTqkvJu2kxdzjd+qU0J/QoA0wMWm/EMbSQvAxMWlKgzb0nlSKjBTNVgEarJUHNB6b9Gze39Dk/HFbERkzBjvhfE2lVyEiIiIiLWtQE053v7bvrURERKQSDqjwu4xiVa009JfAYne/s8k2+wAHuPv3qzintAa7cbivYGSJnw8/bHiuQ0a2/sZkDvi4e1xYdmYNySkan3PWbb3GVBRepHVUVRbpYoq4zoYTTuCtwOcBTTilvmlNxmIM5cTQT4u9z2hynBinmR4nhp7NWJZ0JuVjm0IWxYQkM2jNTvnYMw3OB/n7apZcJDJYzWI6O3Yr22t2y8eeODo5RijmnsZp9hWX2WzbaUua7ysiLaOqskj9MR7dMBcREREZc6q6w9kfewFKURQRERkoB4/L9rYa3ZJqaYOecJrZd8JLx5jZ/DqbjgdeRFEq6WeDPZ+IiIiIjE5bcofzxKTtwH61f/U48Dvg9C04n7QAJQkNzObP14Yw8FTvbf3tQ301Mhg2+9dlp63eehglf/y4+sdIi7BD83hnEZERaEsmnD0R5gY8DHwV+Fqd7bqAZ939+S0415Ays4uA99W6C9z9wTC+M3ACxYR6f2B3ivfda9sBnPME4FRgb4rP0e3Aee5+xaDexGjV3qANeYJNfJTULPkmJhhNSbJxpsSTJKZen/c3JgkN4xfmY+PDcbqeSI5zbz62TTI7GBcSirafWbaXhUSkpxtfqoxx/U0Egrxoe7Pkn3jM2clxDgznSCe8HWHsrtDf0KANsDLJTO9jMi4io9ugJ5zu3rOQH2Z2NnB1+tpoYWZvoZhsrgW2bbDZQcAXKO7ULgFWA9s12LY/5zwP+ATwOPBtihTodwI/NbOPuPu/DPbYIiIiIiNNVUlDJwJzgOsqOt5WYWazKSZ8PwJ2BI5osOktwKuBO9y9w8yuabJtX+d8BcVk8yHgYHd/tvb6lynWoD/PzK5w96WDOb6IiLQed/BNrZ1V46399sa8qiacsyju+o02F9Q+ngpc1mgjd3+c4m5kFT5Y+3hOz2Szdo6lZvYN4HPAScCZFZ1PxghLanb7KcN3HaNJVug8ympU7p6PtT9ctputHQ69Srg2vZ7pySPmeVcl5+v/MVpJGruqIvAio1tVE867gD0qOtZWYWYnAscAx7r7KjPbWqc+qvbxF3XGfk4x4TyKVp1wDuQ7bnKT/WKcZhrjOSVUUE+LsreHsa4kTtNXhoMmAWddIS6TEG+Z6Qz935fN7hX50KQ/LdtzjqKhGCe3PvQfa3I5MrzSCWmcuLb1s1Jc3K8z2S9OeFfsH86fFHCPyUYxNjP18qT91jCWfj/eGsb2Dv27k3a8LdGRxJc+HT4Xuze8ByAio1BVE86vAxea2b7NlrccKcxsV4oEpx+4++Vb8bzbAPOAte6+vM4mD9Q+7tXP48Vf9T0WNnhdREREZKurasL5OPB/wPVm9m8Ut3SepE4ZV3cf1jhPMxsHfI8iSeijW/n002sfG4Uf9Lw+6IQkERFpQQ6+scWDHFv87Y11VU04r6H4VjHg4zT/thm/pSczs6XArgPY5RJ3f0+tfTpFws+b0hjKEaZfP3buXveBWO3O5wH1xkRERES2tqomnJ9n6/5t8hC9o9iaWQZgZguAc4DvuvuVQ3Fhfei5gzm9wXhfd0BF+sX+K+k83qANEArx+ygszG97n9f/jWONymahuCIiUplKJpzuflYVxxnA+Y7ue6u6XkLxX8xJZnZSg20eqCUQHVt1fKe7P29mTwDzzGxunTjOBbWP91d53pHED8779sd+7tismDv0TgbKTpok8Wy6JQym+4V0YkuKsns8/h/y7rikBK1PzcfGJ1Ek3QflY92ryvY2Ifx5j1nJZYaC8TPC5cxJ2g8g/ZVOQGPyTTq2dxi7O4l62bmPLPU0waYzPFRJC7FPi+dfQkNrkgSzSeGYc8Kvx9cn7ZfnQ1lCz86NT9crMehlSfuwMBYT3NJEpfgHT7rt4+H933sKvloPakRaRVV3OEeLpcBFDcbeRFGL81KKX4NLh+gargLeC7wB+G4Ye2OyjYiIiEhLqHzCaWavolj+cTuKR8O3uftvqz7PYLj7YqBuhcJaMfcdgc8MdrnKcLy5FI/Il7t7+oj8WxQTzjPM7PKk8Pt8inqgnfSeiIqIyFjm9F7it9UoaailVTbhNLMDgB8AL+55idq3j5ndB/ylu8fnmaOGmV2cdHvKDn3JzHqetV4YJtbnUqy/fhKweV93v8HMzqdIrrrTzH5M8Sz3HRQPSj+iVYZkuNj5SSd93HlT7229XiXZKq9lvzPy8y0+pxybnDxuDiUqRURk5Klkwmlme1I8Bp4G/LbWXg7MBV4DHA78r5kd4u6jNcLshDqv/XnSvobivffJ3T9hZncCHwY+AHQDtwFfdvcrtvA6R5f0L/Z1YSyN25wSiqlPCDGVHoutJ7rS2MgYi5nGbYYMEm9U5rSeF8qmvZAPeVJQwULh93FJdk9XqK7dlVzP1BDD2R6SX6Yk47G4d7rpM2EsLdIdY+9Gi16FzpvEVMZ4x7Sg+h7hc/qSJud8SXKOWOi82Zpkd4VrS7eNMZQ3NVkIII33XBne0+S8m30/xHTFNzU+BS80GUtrhDwdxuL50xjPmJSW/iHT2UcsrIiMalXd4fwcsC3wDne/NIydZWbHAz8EPkv9iduwc/cj+xgf0FJE7n4ixRrzjca/R1EPVERERKSlVTXhfC1weZ3JJgDu/mMz+0ltOxERERkId3xTiwc5eou/vzGuqgnnLCAuNh3dC7y5ovOJyDCztyedu5J2fDS/Iom3bH84H2t7rvEJZuXdPKazbu6fiIiMUFVNOFfQO5IpWgisrOh80io2Je0Yw5mKdTe7w7eSJ/1YMzOLxdwmHDitmRnjK+/Z3Jw0/tpsaOb6fNsNScDFqnFvzMawskbnS5+5OxtalsTUrRofzp/GfnbHhbVen3fnJLGo7e352PZJLGis37mQxpYm7RgXWieJqHJpLGaMvUzrV3461J2Mz1nSa3/ssnCO5LivDzGcqfjbLf0yviaMxSUpHkvacTK+S5NzTG8S05hue3fYLn6tYp3MVFq/NX5vTEjiottC3dmuXyf7fSgfeyR8/6XvOV5bWr9j/91G5cIDItI/4yo6zlXAn5nZO+sNmtlxwFsp1lsXERERkTGkyqUt3wpcYmanAldTZKnvCBwJvIoiPfgLFZ1PREREREaJqpa2fNDMXgt8H3hl7Z9T1OIEuA84YRSXRBIRERk+Dq7C7zKKVVb43d1/Dywys1cAB1BUfFsN3O7u11d1HhEREREZXSpf2tLdbwBuqPq40pr84LJtv2+25YawY0wiWpUc6Hf52Lg0GSdUs7bnk/Yj2VB70p/5/PPZ2PxVWZfO5Cfp/jk/z8YmJYlRS2fmSUvpceevzROT/rDD7M3tDXZQfsKu2Xk//XxMCkkbbUnS0Hb5EJ5kdGx4ZT62LtnvwLBfTP5oNvZ4kozzWEjMSRNK0mx2yBODor2TRJlQL7/X+dP+j4/Lx9KEnpiwkibb3B3GXp6043ObZp+rV4WxNFHuZWEhtseSr/mysF/6eYvvf2aTc8wLYzsk9wK6w+ff0u+jPBqqfWKZULdm08vy/drfkPcn0dhoXWxARAasqqQhEREREZG6qlxLfSLF39qHANsD4+ts5u5+clXnFBERGTM2KshRRq+q1lLfCfhfiqp+zZaAdEATThER6cVmJ/U9p+WP+P0hFfsXGc2qusP5T8Ai4D+Bb1NERm1quodINCX00+/OWOi9+76w8dKk/XwYS+I2LRRXt3K/w5aHGM6kgPeayfluk8J3dxrT+dJwqfcnoYjLpufXtmFC/TbAgcvKa121TR4Xen8I06QrfV+xgHwaNxo+N57EgraF4Md5SQzhxHC+ZnGSO4SxtLb+z8JYGsP3eIjvvDHpPx4Kv6fF1mMcYKwG/ETSblbAPsZwpsc9NYylsZBfDGPxHOk6AJNDVXpLAhzttHCO48v2i+IFJDHNmy7Phya8Pe+vbVLQfkP5NZ45MQ8wXTU+WWyg6/hsbE3X35Sdifvmx4wLOKTh1zEWNvX0r5sMishoV9WE83XAde7+7oqOJyIiIiItoqqkocnA7/rcSkRERETGnKrucP4RiIs9i4iISBUcfFOLJw21+Nsb66q6w/llirXU967oeCIiIiLSIqq6w/k08FPgBjP7GnAr8Fy9Dd39uorOKa0mJg1liSqh8Hs0Pi2aHYq7J4kyk8aFxKBNIcEmsdPqsj15fT42LhT9mpwkymzqzMcWri3bneEnLk1MiolIaRJRei0A7TPyJKJl08t+TD5KrZmQF4zfsPH8stN1Z75xmmu0x/x87KFZeX9B0o5JM0mN9izZByD9vIb3yM5Ju2P7fCxN6Lk17PfS0F+YtENtcx5P2tPDWJpEFBOT0lobHwhjMcFqyi/Ktj+Zj6UJXR7+Xh+ffI09XxRg/rry+32fJ7Ihrtjj4PyFbZJFAfwf8rHuMmmoPXzfrpqSfK94eIA1MVkkYFPIYHsm72Zfn5iY9fhtZXtW+OK01f0vRERGqaomnNdQrp3+OZrfGK9Xn1NEREREWlRVE87Po+gLERGRIeEOvnG4r2JouWYRLa2SCae7n1XFcURERESk9VS2tOVgmNkJwAnuftRwXoeMDL5H3rd1aVDZpHywV7/UPu6WrN+ZVB6fuT6P2ZyfxJulxdsBJjUJ/pg0Ne9vSMJGJ8ei7ImZa/P+TkkM44S2sHFyN2NCKDwfS3m/8AgNvZBc28pt8vd/xZ5fa7xjWuzbjsnHdgpvckpy8fEuzJTk67govMmHGp+elyftx8NYGlN5eBgL8baZ+IlL65nHOM20SPlFYeyupH16GHtV6He8oWxvekM+NmdZ2e7K4zTpTuImfX42tDSNr5yXx/O+9LmjaeTAR+MrP97cit/vF7w0+V4Zf1k+uCn5htt4Tj4WP//p5zXG96bqxGz63Z9ssoOIjCZVZakP1nzgiGG+BhEREREZQsM94RQRERGRFjesj9RFRESkH1T4XUY5TThl5JrYrPbms6FfBiru9dTz2cikrrLfFmpdzkw2bQ+/7MYlPx2Woy9AAAAgAElEQVQxLrM7HCety7l+TT6WxnvOCmFqE5Kxqds13i/W/ZzQlgd1Tt2uvKAN6/KLm5Rcz9RQovSwJ8t411Xb5GP3bzu/7GzaPR+cMjPvb0piM5/Oh3g6GZsRxkJsasOxX4WxNL4z1m+NsZhpTGks0Zpu2yxONMYepvUj3x8CQ18faoa+L2nvEo4zM6k9aaEmbFqXc3yIy7S3b24ubftGNnTco/+U9S/b8+vl6WZ+NBu7ZueyDif2g/wcXcm1Tdg3H+tMvv6LQ1zupXm31+c1NenZ+m0RaTl6pC4iIiIiQ0oTThEREREZUppwioiIiMiQUgyniIjICOcOGzfYcF/GkNJKQ61NE07AzC6iDO1f4O4PhvGdgROA/YD9gd0p1o3vtW0/znUi8N0mm/y1u39rIMdsWROSbJfumEAUsz/K7J/2znxk7uqyHZOGVqaJMqFg+YTGteV7FX7P9osF3BOzdmq87eT2PINmxvgyi2gGIaMoWDe+rLa9MbzJRdvtXG4X9ttuzU2b27eEnJU1bWVR8OXjD8oHY3H3bV5ctncPGVYrkqSakFBFeqnxt1H6Jf+rMJYmCsVjPhb6aQH3m8JYuu3dIWll7yT5JyYipQkuu9+Wjz0aMsPenxQvf1s4zuRXlu39v5+PLZlVtuMXLrXwzKx72YvzhQ/oKn9Wrtk2/I9+f9KOOTtfSb6mMWkqTdq6O4z9MvTTpKHOJfnYvNAXkZY13BPOxcD3+9xqCJnZWygmm2uBbRtsdhDwBYqiDUuA1dDHDKBvP6F4/9EtdV4TERERGbWGdMJpZguBN1Lcjvqhu69Ox939JxQTr2FhZrOBbwM/Anak8apHtwCvBu5w9w4zu6bJtv11ubtfvIXHEBERERnxKplwmtnfA38NvMTdn6m99lrgp5SLXv+NmR3i7qsaHGY4XFD7eCpwWaON3P1xmleTExERGTLusGFDa+f5KoaztVV1h/ONwL09k82acykeQZ9JcffwQ8BpwN9XdM4tUoulPAY41t1XmW31YOz9zOxjFOWtnwCurk1spcYpAx7NY6xX4yDKZdPzfhrDOSkUUN+pDH3MCr1DHl8Z4zljnGZamH3H9h2zsSlJBfN1rG84No+4X2MTCcGoSTTIlHCO+dy7ub2UnbOx9Fp3f+zJbOwPaWf8teF8od/1xmTbcPN/zsqkE2JxJydBrfeFU6Sf8xiye0fSjkXho7uS9kPh+6gtCVyM8YQTk9jMeaGYe6ozRNfMCjGd7R8q25eeko/98oCyffKsfCyNG41xkn+XtO33+enG5VE5a9KC8s/+bX6cHybt+NvnxnQsBHheRGPTwucqjf9c/3A+1pbEu25o8jkWkVGvqgnnfOC/ezpmNg84EDjf3b9Qe20hxQRv2CecZrYr8DXgB+5++TBdxmmh32VmFwIfc/f19XaIzOzWBkMLt+jKRERERCpU1f357YH07uYrKe5uXpG8divwoorON2hmNg74HkWS0Ef72HwoLAE+ArwY2AbYCXg7sJQiF/c7w3BNIiIiIkOmqjucK4B5Sf81FIVTfpe8NomKJrhmthTYdQC7XOLu76m1T6dI+HmTu2/1xXvd/Vry55EvAJea2U0UDwrfZWZfcvc76h4gP9aB9V6v3fk8oN6YiIiIyNZW1YRzMfBnZrYPsB54B/Bbd0+rx80Hlld0vodq5+mvZQBmtgA4B/iuu19Z0bVUwt0fM7MrgXdTy4gf5ksSEZERwruNDa1e+L27td/fWFfVhPMfgavJJ0n/1NMws8nAkUAlkzx3P3qQu74EaANOMrOTGmzzQC2B6NhhiO/sie7fpulWY5CPf2XWt+6YRDR7c2tNSOhZniQRbXg+H5s7sWx3d+VjaaLQ3B3yhI4dyPsTkx+lCU1+rDaFZJ80aShKk39m8lzDMYCNyTnndzbOPVvXlp9vfpJEtGynPGkoLaC/vO2R/EDepPK9h0rsm5IvSEdIjEnfRswZST9VsbZFWsA9FnqPRdqbpeJNavKQI00omn1b47GO3RuPxf7LzsvH7jm5bE8Lv9bSAuqxYPwh6eoG/5oNHfho/k1+35wy42h5/NZMc8jeG8bSpKGYCDUt+fl7+Lh8LF5reo5Lw3t8POm3NywUIiItoJIJp7v/xszeDLyfInbzEnf/ebLJKyhiFP+7zu5b01Ia51e+iSKb/lKK/7KWbp1Lyhxa+/hw061ERERERpHKCr+7+y+AXzQYu4piSchh5e6LgVPqjdWKue8IfGagy1U2ON5cYDqwPC14b2aHu/tvwrYGfBo4DFhJg8+jiIiIyGg03EtbjhpmdnHS7Sk79CUz63l+eKG7/zbZ5lyK9ddPAtJ9rzOz+4HfU9TfnE6R1b8PRQLRu909PhQUEZExrCj83toxjir83toqm3DWyg2dSpH0sgjYxt0n1Mb2p3jc/lV3v7+qc25lJ9R57c+T9jXAb+tsE50HHAIcBcwAuoFHgW9Q1C3V4/R+8Invyfq26frN7VWTZ2djy6avoJFJSVH4HUL97rS4+wzywRjDmdrYqyh76SlWZv15WQxnvt801m5ux5jNdSH2c0K671PhpN3J+abmcZodc8qC8Q9sl7+n+Q+X17p8eh7DOakrjxNcNT79nIdYPD+9bM84OB97Oin8Hivdp4XWQuF99k7a08LYW2nsQ7vl/buTr+u8q/KxNUlsZlseQ0t7EsM479f5WNw2LQzfGQJV90viO78R4pLTbX8V4iQPS745D84rqV0zd1F+qRPPLzs7/SA/DsnP0RHh65bGbS5qUjA/xnfeEt7jL5KCGW9oEu/58TAmIi2lqqUtJwE/p0gMegZYQ7r0SVF78n0USTFnVnHOqrn7kX2MD+hPS3c/ETixzuufGshxREREREa7qgq/f4qi9ubZwA7Ahemguz8HXAe8vqLziYiIiMgoUdWE893A9e7+eXfvpshUj5YwAlYaEhEREZGtq6oYzt2An/WxzTMUMYsiIiIyAN1jIGmoW0lDLa2qCec6CFkVvb0IQvVqkar4/M3NDd17Z0Nr2sqVRJdNz4aYlOTazOzMx8Yl39FTQ5JOTOJJbQw/VkuTyuMLmJ+NzaBM4tkU9kuThuIx25MxgB2eTpKR1oYHF21J1lAobj+/O7m2cftkY49NLI856f48SWh5+Dyumv1Cue24u7OxDXyh7Gz8y3zH2W9Ori0kYrW3l+1Ynz1NDIrJRjvliVlZ4fn/ac/Hzk0SXH4QVoNNE2OaFXMnfOOsnpn3O5MLbAsFKNJEpfaQmHPHJ8v2jSEx5w3Jte4d3tPpn8+6aw5N+jGC/H+Sc772y/lY+71lu3PHfOzepLrcKZ/Mx3bOu1kh/rgY760NthORllPVI/XFwOtqyUO9mNl0ivjNmys6n4iIiIiMElVNOL8N7AJcYmZZkRIz246iDuX2wLcqOp+IiIiIjBJVLW35n2b2Wooi539G7QGYmd1CuX75N9y9krXURURExhIVfpfRrsqlLU82s98ApwH7AgYcANxFUdD8u1WdS6S3pPB4d174ennb0s3tWc/nBczbk/C7TeGX3YRJ5Y/HhPCjEmMq03jLJ8KVTUtK0k4Ixd3TuM2OrHRtHqc5v/PxbIzlNNY5Pu93J/9JTQ5BnIn4HqfNKft7Pp1f9yPxN4eVxfVjDO3M7jKGdlW4NLqSeM8kDheAKR9LOm352IwkTnPTLfnYphBTOX5h2d4pnONtyXHvCkXhH0viO2MMZxq3GWM2Yz81fVXefzoJeIzxnYeckZwuFFPfkAQYrwixp38ZAjX3T97Xg6FI/Tv/tP61AKxJPm8/+3k+9vrkemLh/ZtCPy2GF9dESLddEWJYgSIfVURaQaVLW7r7xcDFZjaF4hH6and/vvleIiIiItLKhmQtdXdfR5G5LiIiIiJjXKUTTjObDRxHuZb6KcnruwF/qE1GRURERGSMqGzCaWYnA18HJlPEbzrQU6xtB+BG4APARVWdU6SHT3zf5rZtDIPdZY3IpTMvy4bmri4jPnaI+yU6Yt3L8KOT1uXcNcRirklK1K4J9TsP7V66uf3MuLyU7byVZY1OVoVkgWfyuqC94jZTU5PAuSl5DOeUjeX1rGvLr+1lbWVdzt+wOBvbNoRJvm5JGYu5IfxW+cNOScdeyActicX02fnYpCQ2c8qL87GuO5PO/+Vj8TibkmKPUz6Yj+2aXFysA9krbrOBzinN+23J39gxTrKtn39/x9jPjUkMZVrLE2D3/Hs8izfdPsSXptez9tB8bOp/lO0Yp/nH5ByPhthLC3U50xjO/wzHuQvpJ3djw4aqCsuMTO6tnRQ11lXy3WtmfwJcANwPHAv8azru7n+k+NVyTBXnExEREZHRo6o7nH9LkTd7hLt3mNn+dba5EzisovOJiIiIyChR1f35g4Ar3L3Z4mSPAzs2GRcRERGRFlTVHc5JQF/lj7aj10rOIiIi0hfvHgOF37uH+wpkKFU14VwKHNjHNocC91V0PpGG0gQiANtYFiVfY3nh9zWTy6LkE8Lv8kltZWLOVPIknRk8l/UXvfBg2cnzi/LnCI9NzMeS5J95F67Ix/ZPzjk5XNzckCSUjsfsp43JBWyyMFQe51CezMZuo0woSYvAA7Q9FSt4NzYz+VN0VfvUfDAr0r9XPuZpcfc1+Zi1l+0Jnw77hW3Z0Pji0m+H+Hym/TkaWj+18Vjn1Ob9weiVbJQkEXWHX+Prdw3nD0lMqV0eSI55Tdhvj7J9VEhumpwkf918Xj4WP92nJO3Xh7H0c77HbriSiERaVlWP1H8CHG5mb6s3aGYnUaw+FNMnRURERKTFVXWH8x+BdwL/aWbHA9MBzOzDwOHAnwMPAP9c0flEREREZJSoZMLp7s+a2RHA94H0LufXax9/A/yFlrkUEZFGbL8zsr4vPmeYrkREqlZZ4Xd3fxQ40sz2pSh/NBNYDdzk7rc23VlkCPnEv93ctq67s7G1bWV78qR8v/lJDOO8EMO5A4/nG6f1zJeHH6uzkkj4y/P4wlVfKGPj1l8ZCr//cM+yc9BD+TEPCrGgi5JzzgiRMuM8uc782iY+XcZ7zpmzMhtbN3EWjewVwhvXJKGhq7bJx7K+zw9HSvrjdsuHxif9Te1hLPk8PhKuc13j62Zh/h45OjnOf4VzvOLksj3v1/nYrNvLdoyRnBaKtKfjq0Ph9cGak3z/TQ9Bw2vC57H93uT8+aIE2bXFIvSTk++xNSG+Nj1lLDxP6D9xVNn+Sbi2tuQbadZtSGPuYyBpyPveRkavSiacZvZqoMPdF7v7nRQ1N0VEREREKksauppi2UoRERERkUxVE86VQD8XBRYRERGRsaSqGM5rgFdUdCwRERFJdI+BGM5uxXC2tKomnJ8Ffmdm/wB83t039rWDyHDw8d/L+m0zf765fdideeH1jlllZkQHeULPlO71+YHT7/ju8J/CA2XS0BPT2rKhO28ot31qQf7b9l2Ly3US2m55T37Mp36Y95ckhdjX5+fgqCRpaVz4jZ4845jYmRdznzexTJTqaMsLj6/faWl+mKfL9v0xaWjcG8tO10H5IEmm1riQ7JMmCj0REnqWJv2naG7fpP10OEeS+0MsOn769mX7opAt/afJe1p7aD62IJQbfmxB2Z4Tks3Sgu4DKRCf7tf2QOPtAJ44umx3hKSde5Oq7J8OY2c/W7YPPzUfSxN8YtJQZ/6zwsPHle0N2+dj6b5tzyIirauqCeffAX8EPgOcbGZ3AE8C8e8Vd/eT484iIiIi0rqqmnCemLR3rP2rxwFNOEVERETGkKomnLv1vYmIiIiIjEVVrTT0SBXHEdnaOimDD6ftmxfFXnVPGW+3aNc89m7G1P2y/qHTF5edjjwWkg+UxbXnnXZINtTx+5s3t+eOz3fraCtfmP3CnvlgqC1ORxK9sqQrH3s2Ke4954V8rDNp57XtmZZU996BPPbxsfb88/H0Y+V7XjadxsYdnPfHLyzbnhfF55kkTvOZcJx0KYkQFtmrn4rX9pUm205L2rEoeRqXeHOI70wLnQMckq+ek0suNhaFT+M0p8cveCIWnp8cqvJPe7hsxzjJlcn7OjvEXqbvOT0GwLQlZTted7zWRRcm1xpiONN4zzgmGXfYsLG1k4ZU+L21VVUWaVQzs4vMzGv/9qwz/koz+0cz+72ZrTCzTjNbYmYX1tu+n+c8wcxuNrO1ZrbazK4xszdv+bsRERERGVmqWmnoRf3YrJtiNaKOKs5ZFTN7C/A+isXatm2w2WXAbOAG4BJgE8XynScD7zSzP3H3GwdwzvOAT1Dc3vg2RaruO4GfmtlH3P1fBvl2REREREacqmI4l9I7I70uM3uKYgJ3truv7Gv7oWRmsykmfD+iSHQ6osGmXwH+3d2Xhf0/A5wDXAC8tJ/nfAXFZPMh4GB3f7b2+pcpHhSeZ2ZXuPvSAb8hERERkRGoqgnn94FdKSZszwGLKarj7QDsB2xHURz+eYqJ2anAm83sEHdfUe+AW8kFtY+nUkyC63L3LzUY+hJFDdJ9zGymuzcJtNrsg7WP5/RMNmvnWGpm3wA+B5wEnNmPY4mIyBjgbmzY0NpRcO6tHaM61lU14TwXuBH4IsVE6vmeATPbhmIS9X6Kx9AP1vpnUtTv/HhF1zAgZnYicAxwrLuvMhvUN7pTPF4H6Gq2YaIno+AXdcZ+TvG5OYp+TDjN7NYGQwsbvC5NdCRJMgCzFpTfEzPvzre9bd/85vwOU8sEj/lTQtZKmifzsTuyoUVfLZOIOsfnURltXUk1dX7f4Kprmi21kBaFnzopH9s+GQv/l72QZBHFz013V54Y1Zn8Jlnetmt+oE1JkfQJoaDFsp3KdkhaIs0hCnX2myYGRZ9I9wtJM9OaJKp0Jokxr70wH1v8qbL9+nCM40/J+z9K/pbtVSR9dtmeHBK6su0GUBS+WQH1mJiTJv88EbadnVTFnxQSkdJEoY4Zza8nTT5aE77+Hbs331dkEMzseIobYPsBLwPagUvc/T1N9nkFxQ2kl1P8NnoQ+A7wz+5e9/93MzuB4obV3hRzgNuB89z9igbbTwE+TRFCtyvQQXEz7kx3v6fBPjsDnwfeAMwElgOXUzwlHlWrJVT159IXgTvc/TPpZBPA3Z93908DdwJfdPdudz+b4i7oWyo6/4CY2a7A14AfuPvlW3Cot1F8I9/k7s/1tXFt8j0PWOvuy+ts0rNkyF5bcE0iIiJj2WeBD1NMOOOfUr2Y2VuB64BXA/8NfIMit+IrwA8b7HMecDEwlyI07wcUT3B/amYfrrN9G/C/wN9TTDS/BvwfcCxwi5kdWmefPShC7U4Cbq5dz8PAacCNZjYz7jOSVXWH89XAt/rY5gbKx8kAN1F8ErcqMxsHfI8iSeijW3Cc3YB/prjD+Yk+Nu/RU5RldYPxnte3azCecfcDG1zbrcAB/bwmERGRVnI6xXOQBynudF7daEMzm0YxYewCjnT3W2qvfw64CjjezN7p7j9M9hlMLsbHgVcCPwbe4e7dtX1+RHHH8jtm9tKe12u+CcwBPuru/5yc//zaezyHfF41olV1h7ONxqsL9Zhb267HWsrH0QNiZkuTMkb9+feDZPfTKb4B3z/Y29FmNofi8fds4DR3v2Ewx2lC1chEREQGwd2vdvcH3PtV2fN4iv/Lf9gz2awdYz3FnVKAvw77NMzFoLg72kZyQ82KmL2eff4mnVS6+0+A31A8lj8i2Wd34HUUSdnfCOc/kyIn5r21J6ejQlV3OO8A3mFmX3H3P8ZBM9sXeDvFY/Qe84HBJgw9RO+ormaW1a5jAcVfBN919ysHc+LaZPMq4MUUk81vDmD3njuYjUpj93UHVLailRPK31X7zstjfLddlgcR3rZTWQh+4ovyv6PmTXyy7BwfY/HKmM62fw8/jhObXFyzsfXeuN8V/sZ8Njlne37d85NAyT+EimGbNuSHuX9O2ou//5J+V15APivoHh98pT8F8WHTy5P22WEsFl5b/+uyvfuSfOyJo+mXFU0eGNwV+seH/j1JTOesUD1tffL90BGejqUF3WNx97Z1ZTstEA8wPY8TzsT329mvhyl5rGe9c2bHDNeaLi4w5/Z8TDGc/eYOGze0dlLNMBV+b5ZXcR3wAvAKM2tz985+7FMvF2MP4EXA/e6+pME+h9f26bkb23OOX4W7nrj7GjO7nmJC+nLg14wCVU04Pw/8DPh97W7i9ZRZ6q8C3k3xX+Q/wObA2dcBPx3Mydy9n/9L9PISan95mFmjx/kP1BKIjo3xnWY2l+ILuxA4dYCTTdz9eTN7AphnZnPrxHEuqH28fyDHFRERaRELGyXENgoj20Ivrn3s9f+uu28ysyUUc4fdgXsGmYvR8BxbuM/ravuMnQmnu//SzN5NEcd5MkUh9R5Gca/ife7+y9prk4B3APdVcf4BWApc1GDsTRRhAZdS3CNZmg7WMsWuAvYEPujuF8QD9NNVwHspMs6+G8bemGwjIiIiQ2uguRWDycXYWvuMaFXd4cTdf2RmPwPeCuxP8cnqoCgT8BP3cqFkd18N/LLugYaQuy8GTqk3ZmbXUEw4P+PuD4axF1Hc5p4PnOzucaJY73hzKT4Hy2vvt8e3KCacZ5jZ5Umw8XyK8gqd9J6IioiMObZfuQ69Lz6nyZbSQu4dojuZg9UTxzDQB/4D2X4w5xjsdQ2byiacAO6+lmLpx0uqPO4IcC3FZPNWYFczO6vONheHjLRzgRMoAocv7nnR3W+oZZh9HLjTzH5Mecd3BvARrTI08tw3c3bWP/D2PPz4np3Kv1HmsWc2Nm96EsM5J9RafFdSfPKeJvFZq8LvlHVhPA0NnRyOs10StzmxOx/bNonbDJe2Q1tZa3TC1PyP6D8+nW97657JIl1di/JBS2ptjl+Wj218cdmOf4KmcZpraOwloX9pzAVM4i/bQvWyhUl9zRin2JHUjLw5THbSepoe1oz4cIj3bEuOsz7E8KZxmzEuMsZCpqYla0zEGp2rQyxo+v03qUmeZKwR2v5w422biedPtYVv3LRG58PHDe58Ilumr9yKaWG7weRiDPQcg91nRKt0wtnDzLYHtnX3x4bi+MNgfu3jgbV/9VxDeAzfiLt/wszupKgT9gGKdeZvA77cqGCsiIiMXdYNbS2eNGTdfW8zBO4DDqKIhcxiR81sArAbRUWdh2HQuRg94YONamxXtc+IVtk6WWa2rZn9k5k9CawEliRjh5rZlWY2YmtDuvuR7m7xcXptzPrx75qwz4m11y9ucL7vufvB7r6Nu7e7+xGabIqIiGxVPbf231Bn7NUUz49uSDLU+9qnXi7GQ8CjwF61Gt792acnW/11tfrhm5lZO0VNz3UUNc1HhUomnGY2nWJpy9MpShDdQxlfAPAHipT/d1VxPhEREZEK/JjiJtk7zeygnhfNbDLwhVr3X8M+PQvdnFF7otuzz3zq5GLU6oH27POP6QSytsrR4cDdFOF7Pfs8BPyK4gnrqeH8Z1PUm/t+XN1xJKvqkfoZFJFUJ7r7983sTIrlmwBw9xfM7FpgsOWMRERERPpkZscAx9S6PYvSHGZmF9faK939kwDu3mFm76eYeF5jZj+kqBD8ZxSliX4M/Cg9/iBzMc4H3kxRqfd3ZvZritqcb6OIoH9frLcJfIhilcavm9nRFDfzDgVeQ/Eo/QxGkaomnH8O/NLdv99km0eAgys6n8hWtaHrjVn/ht3zb/XtHlu7uf3ELvm+D06dv7m955yl+WB38pTmL0Lyx5NdZXtJVz72wMa83548rIhJQ1OS/viQfLQp3TYfWzq1cXHvtZMbDoHPz/vjk2Lvy1+cj6XJR3kt/bwfw+bTsWlhLCb/pOaFcnWzk6SVWIR8TfLkK01u6esca+o9MauZvirvr08Sg5oVU4/7pYlCbeETFxNz0kSlRRfmY53bl+0njsrHViYRUB0hoagtqa7fLLmpxq+/ue7r9uaX1329OMegFoJrWeOASYNam2/0qCzGr1hD/YTw2u61f1DMRz7ZM+Dul5vZERQTuOOAyRTLYn4c+Hq9FYsGmovh7p1m9lrg08BfUDwR7qBY1vJMd7+7zj4P1e66fp7i8f2fAsuBrwNnu/szcZ+RrKoJ587AZX1ss5bG2VYiIiIiW8zdzwLOGuA+11NM6Aayz/eA7w1g+3UUqw+d2de2yT6PkSyTOZpV9QfFGooF5pvZjSJOQkRERETGkKrucP4eeLOZtacF3nvUiqD/KaAsbBmx7KHwwh76+0hERKQKVU04v0ax+PyVZvaBdMDMFgHfpoiJ+HpF5xPZurqPyLr3T7sl689fVYbfTOv8Y75v2z6bm/Pa8+DHKavXl509QpjQgiS+cnL4UY1xmuu98di6ZKwrjE1IxkLAy6Ymvx72CvXT75uzObmStq5rs7GlbZ8oO9u/NN9xXlvZjnmYTyXtGWEsrYYbYz/TuESAQ5K4+hiL2ZYURZ91ez6WFn6PRdFTd3yy8Vjcd+X++dic5OI7QsH0NDZyWojhjHGajfaDPP6zc8d8LI3TjJ+3tEj+hrB63qwkhjWer20dfmX8662B9HO+IlTNWzliq+iJyCBUuZb6WRQxE38ENgKY2Upge4oSSX/r7jdUcT4REZGxxBzauvrebjSzUbNIowxGZUlh7v55irJH/wM8C3RRpL1eCbzW3b9c1blEREREZPSoei31qymr44uIiIiIVFn2SkRERESkt0rvcIqMZr5H3jc2JL1J+WD33ln3/h3KpKF9VuXVmTftVPafGZcnX8wbnyStTO/MxpiSBGy9pD0fmzs+79+TFIJvVvg9Sgu/r88DqOZNLa/twHHz89PtlB/mwEfL9hULds0HPUmwarsvH5uzb+Nr2yFpPxXG0n4sl9z+cN5PC4jHgu1psfWY/LLfeWW7IxRzTxNa2sMxdw8lidNEJe/IxyYn2VC73J+PrU6SiGLh99SckDU1eWK41sMa75uKBevT9xXfY3pt/Sj83mrDqq0AACAASURBVFBn8vMQvza9iuufMvjztABzaGvxwu+K4Wxtg5pwmlk3cVmS/nF31yRXREREZAwZ7OTvOnpPOLcH9qVY3ukx4EmKNUx3oXh0fydFMpGIiIiIjCGDmnC6+5Fpv1bY/Qbg/wGfcvclydhuwHnA/hRrgYqIiIjIGFLV4+0vAc+6+/FxwN2XmNnxFIvafwk4oaJzimxFG/KuLc26S6eWcYuPPPpI2LcsBL9qp52zkb9Oa22PC0X20pDOGevzMfIC8mzXJP8vLfzeHeI500LwnflDiykby3O+dOO92di0Wdtm/X0mrC07D+Tv/4o9k3jX7hCXNyOJG5wS4lTTw8S3f1PSfoz+i7GY05OHLutDMfU0TpEQe5nGhaaF5aF3nObqJE5z9YLG55gczh/7qTSmMxaBb1ub99N401j4Po3NnBZiXyel1f1DfPHTe2Vdv/7mxtfaTCw2H/j//nxwxxWREaeqCefrge80GnR3N7Nf0iIL0IuIiGxN42j9wu8qm9Paqvr6ttNrYbxepte2ExEREZExpKo7nPcA7zCzc9291wMuM9sVeAe9C5iIiMgoZ688JOsP+hF7PO6bX14e84qbmmwpIiNdVRPOLwP/AdxuZl+nyGJ/iqKS3hHARyjucGp5Sxk9ulcmnRX5mL2Qded2lgGHy8K9/vakZuTD4/OaiRfvsOfm9p9MzWPv5j2b1OjsDAX4ukJM3W5t9Mu4/hfyWzexjBN9qm1WNrZD+NXx9LPltc96Pj9O+7jrNrfXdB2RD46fl3QOanwxd4X+L9OT/zofW3RR3p93VePjpnUgYz3JLL4y/3oz58bGx3w6j9PNY0GDZvU1s/OFWptp3GY8RoxTnRc+P9lxnms8lr6PR1/W+PxbIo2FjXVA21TURKSVVDLhdPcf1jLVzwXODMMGbAQ+6e4/quJ8IiIiY4l568dwqvB7a6usCLu7f8XM/h/wHooSSNOB1RTZ6Ze4e0zdFREREZExoNJVf2qTynOqPKaIiIiIjG6qQiAiIiIiQ2qwa6kfAjzu7suGY3+RrcHH7bu5bV33hcFds257Z1mAYWaouz1pfNlevyYfe2KHMjGogx2zsXlTk87G8LfhxO68n277TAiE2qFJ4ff0uC/kx5yyvqy2/szU7bKxCaES+9SkfveK8P7nri6ziNZM+34+uClJGprw0nxsXZIIFetbPJQULD8kJAnNvCbvPxASXlJpolCzRJhpz4T9kq9VLPS+fmreb3bcNBkoJi012y9NFOrMvza9km3S4uoxMScVi8LH62ky5rdc23jbJvw/n+p7IxFpCYN9pH4jcDbw+WHaX0REZMwY59DW/yITo9I4JQ21tME+Ure+NxnS/UVERERklNiSpKGPmdmJg9xXf8eIiIiIjBGDnXA+SjFpHOydykeBJhWHRUY43ybrrknCDWOtvFUTy/bccJgplMXV72HbfLCtLAq/aOaD+VgI4WTbJDh04jY0FGM/05jOzvFhrHwjO7AyG5oW4k0nTSl/lUwfnz/322l12X7tk3kw5jd339D4WtPDhLrnWTHzeVfmY01jNkN85fokFjEWUE/jKyeHL+o9x5XtmT/Jx2Lh99Q+YbWc7LghZjMtNr9mYTj/MWV72hKaSmM603hOyOM/YwxnsxjSqgq/i8iYMagJp7vPr/g6hpWZXQS8r9Zd4O4PhvFXAm8FXgPMB6YBy4BfA1+M2/dxrhOB7zbZ5K/d/Vv9vngREWl5xhgo/D7cFyBDqtI6nKORmb2FYrK5FuItps0uA2YDNwCXUNx7OQw4GXinmf2JuzdZ666unwCL67x+ywCPIyIiIjKijekJp5nNBr4N/AjYkWLd93q+Avx7LONkZp+hKHR/AfDSejs2cbm7XzzAfURERERGnbFe+P2C2sdTm23k7l9qUDP0SxSBV/uY2cyqL05ERESkFYzZO5y1WMpjgGPdfZXZoKJHnDK1YaDRNfuZ2ceAycATwNXuHlMjmjKzWxsMLWzwugyWted9n5V1104uE3Xun/N8NjY3SZqZnddLZ01XWSV9yvjJ2diUNFEnJgmtDd+vzQrYpYlCXbHwe5LRtH24uCRnZd4LT2ZDC+bkxcY72uaX7fY8pDnNRfrmgoPyc3Qln9dJIZpk11eW7Wn5EG1JzuHqPv7WS8ebFVePiTBp0lBHKJi+WxKG/diC5udPk5FiYlJ2PSGhKbXigLz/cJK01BbyL3e/LO+nSUPTHg7n375+G6Az+e8hfm7ShCYRkX4YkxNOM9sV+BrwA3e/fAsO9TagHbjJ3QeadX9a6HeZ2YXAx9x9fb0dRERkbLIxUPjdVDCxpY25CaeZjQO+R5Ek9NEtOM5uwD9T3OH8xAB2XQJ8BPgVRbGX6cCrgHOBv6K4l/MX/TmQux/Y4NpuBQ6oNyYiIiKytY3KCaeZLQV27Wu7xCXu/p5a+3SK5KA3ufuzTfZpdv45wM8pMtdPdfcb+ruvu18LpAsPvwBcamY3AXcA7zKzL7n7HYO5NhGRrc1OTArRxrXd0ZrpIjJKJ5zAQ8BAHjsvAzCzBRRZ5d919yub71JfbbJ5FfBi4DR3/+ZgjhO5+2NmdiXwbuDVFJNPGSlsUt7vnp1113Qv2tzunJDHIi6fXrYnhUdik5cl38a75GPXJ1W6ZszLK3ZN61ybb3x3EovZHeI0xyfPqe4Nxd1TrwyBommYXggvnBHWbUgLwc/dJZ9wtD1abts+7p5sbE1XZ9nx/85PsmMS3/l3++ZjR36ybMeC5XN+l/ebxXhOTmITm8Ulrt+Y9ztnlO0Ylxn7U5Kv3eJP5mOLvpEcM8SXpmJc5prdy/ak8HdzW+jPur3xOWYl7z/GqU57pmyvjwXzp+LX3wyEyaaISAOVTjhrNS3fDSwCtnH3PWuvLwLeQnGn8YktPY+7Hz3IXV8CtAEnmdlJDbZ5oJZAdGyM7zSzuRTF3hdS3NmsZLKZWFH72GSpGBERGWvGeesXfm+W+yijXyUTTitmaBcDPY+t1wHpn9LPAv8fxUICX6rinIO0FLiowdibKGpxXgp01LbdzMx2prizuSfwQXe/IB6gAofWPj7cdCsRERGRUaSqO5wfAt4LfIcigeZ04HM9g+7+pJldTzGpG7YJp7svBk6pN2Zm11BMOD9TZ2nLFwFXUyxrebK7N1uasmefuRQJQcvdfXXy+uHu/puwrQGfpli9aCXwi/6/KxEREZGRraoJ58kUMYfvd3c3q1vc4AHg9RWdb2u7lmKyeSuwq5mdVWebi919adI/FzgBOIni7m+P68zsfuD3FPU3pwOvBPahiJp7t7t3VHv5IiLDx15dFt7w6/5jGK9ERIZLVRPOFwP/5u7NIjCepsjqHo3m1z4eWPtXzzWEx/ANnAccAhwFzKAo6f0o8A3gfHfX4/RRYX7ol9/aa0IORXuSFxRjsMYlOTzTyDOKdm5y9o62kETUliS8xOLuE5OTrg+Li+2V9B/Lj8n8kJiUeDxJEgJ4Ki1SH8xM6uBvuz4vir9mfJLg4odmY3utednm9v37/Hu4gPeU7Z3DBOZloarYi+4s20+HzKxUTIxpJi2EHpOEYpJSd7Ltzr9ufMxmSUOTw9eifQC/JtLj9nqPyTfrE0flQ/OuKttzmqxJEbPSbz6n8XFEZMyqasK5iWLFnGbmUdS+HJHc/cgmYwNehsjdTwROrPP6pwZ6LBERGdvMe1e5aDUq/N7aqlpL/W7gSGuwPqSZTaa4o3d7vXERERERaV1VTTj/naJU0FdqK/lsZmbjgfOBnchjGUVEZJSyo/fBjt5nuC9DREaJqh6p/xvwZxRLRb4NWANgZj8GXk4x2fyJu19S0flEtiofn8e3Wfel+Qbde29urpqcF35v71xRtsNyBZOTQM2lIeJkUfLjObG7j2dpaXH3iaGAexrTuT48s7o5Oe5u4dfB3GS/bfP9NoVfHROT/rqu/E3ukPwJuqHXb5xHGrThz5LD3LnqvdnYjbt/cHN7zf+FSJ1jj8v7hydrPMQYxo4mReHTQuirQnzjokbV1cjjOwGeTr7IMRZzYpO40TQWNB4zLQS/Mqxi27l93l95WONzLEve48PHNd4uvt/HFiTXGWJ/X3ZeOL9W2RWRiiac7t5lZm8GPgucCuxVG/pz4DngH2r/REREZICM1i/8PuBkCRlVKltpyN03AWeZ2dkUE86ZwGrgXndv8R8TEREREWmk8rXUa6WR7qv6uCIiIiIyOlU+4RQZC3zi27K+bfzD5vaG7l2zsQ0TyhjOpSFkcNunyvbS9rzW4TzKhIwpG/O4yHUTQxWymUmM5Qsb8rGNSbHP74ZYwCMnle1F4YHWhOSY7WEo1AydRhnH90hnCFRN9CrrMunusu15md47k5KdMfZzzcZvNbw2Ph5iEX+U1L7c6fKG19bLtCVl+8pQzezeb5btQ96Yj028P++ndTBjrc1mtT/T+NK43y4PlO22Z/Ox/5+9O4+zqyjzP/55OksngSRkY0kChH1TRgiogCyCoyAgIjriSlBUHEQEHHVkEEQZdECQUfwxyhJQZlDgNUEZEBXCIghKwr4vaSQLSxJIGrKnn98f53ZOVfW9t7dzu/ve/r5fr37dqlt1Tp3udHeqz3nqqTQWM4zpbN2mcltqwSF5edLcuG3Tp4Lxk++pNC/nlNvw/3kFERncejThNLOeZvJ1dz+k824iIiIi0ih6eofzoArvO+XjftvfV1pXERGRbmpyaF7X2MshmjRDaGg9ysPp7k3hB9kuQ78F5pHtHb4NMLL0+jngBeBGOt+NSEREREQaTFGJ388E9gL2cver3P1Fd19dep0JvIts//AzCxpPREREROpEUYuGPgXc4O5vlGt096WlJPCfBr5T0JgiA8jb86I/GbW0NueJ4JdsFB/1TLCIpmlenBT8yW3yRUTTmqdGbWOSJPEjw4zyo5KVOcuCRUPTkr8xw0TwY5OE8evC6Jjqid9XBNcztDl+kNEWJIKfvCweYtr6WzaU/7LZZ6O2P2yVtzFkp/hAb83L2/0kbjv1iLh++rl5eZdt47YpwYKijR+O28KE7Qe/L25bu2NenpgsqGF1XA0TuI9YEbeNWZqXw2TqAKuShUKh5ePz8pbJjsFTkhD7BUHS+mpJ2NPFR+GiqeXJ12148Ku+NVkkBPhN91UeR0QGpaImnJOBNZ30WQtsUdB4IiIig4bhNK/vZMexOmda5tHQinqkPh84ysyGl2s0s2bgKGBBQeOJiIiISJ0oasJ5FbA9cLuZHWBmQwDMbIiZHQjcBmwLzCxoPBERERGpE0U9Uv8BMB34EDAbaDOzpcB4skmtka1i/0FB44kMKGEi+DAJPMCSIXttKE8Y+kDUNjoM90tyOCwlj5N7lJ2jtl1YHNVXBnGTU8a8HJ9oVfAYbo9hcdsuQX1skrB94/zx1tqm+FdFmvh9WPCrZF2S+H14EIq446vxEGFM6wS/Om4jSIq+Lk4KD0HdZsRNf08ywS8JyjO/HrddFNSHXxa3hbGZ294QtzUHcZJhjCTA3T+L60fvkZfTRO9hQvexS+K2MPYzjed8bJ/K59whvdYgNrM5CbMPrz2N/QT8ia93eE9EpCcKucPp7mvd/cNki4JuJ9tDfXzp9TbgU+7+4dJ+6yIiIiIyiBS6taW7/zfw30WeU0RERNYBSzvtVd90T6qRFRXDKSIiIiJSVqF3OEVEpHHYO86o2OYPnVuxTUQkVciE08za6No+6e7umuRKg9sxrra9tqHYMvbFqGnCW3nb6Ffiw0YszpOpvzIxXiS0KXGy7VHkC3VGbxEnhR+zNqj/Y7JoqC1I9r5x8jhr47zYOmzjqGlY8uhrZLDiabtR20dtj496bkN5QrIV9DPBoqHhyfA7rr406Hdi1DZ9yfc2lOdMvCs+cKu/xXVuzYu7JQnkw3z6nz8hbpsflG9NFgJ9LCh/qfJwAFwULMb54GFx26tVksJv9UzQb8vkpMECo+UT4qY0gfyWwfjVksIv3yZuWz0OEZGiFDX5u4vyE85NyP73HQk8DJTdiUhEREREGlchE053P6hSm5mNBi4C9gU+UsR4IiIig8t64PVOe9W39Z13kbpV80VD7t4KfJFs+ZmCfkREGoCNzT9ERDrTJ/GU7t5mZrPJIp/+uS/GFOkvPuzTUd3W5ncl1qyPYzEfm3zLhnLzureito2DAJSlE+NolOeSLPHTgoDLBWweX9BWeSL4MUPi+E5agqThSf7wcIiRbXEy95FNcX1d0HkBceL5NSvKlwGmraWity/My5MnXBq1HbBZ/qtrjsVfN/z65EyteXHrpOnKoLzzwritLfi3Onty3Lb2P/PysDi+dIs9pkT1RWfncbqMTQJ1PxjE4i5LYjFDY5Kk8M1xInh/4M4NZTvkbXHfaued+Je8nMZwtgb1NJ6z9ZjK5xQRKaMv0yKNABSFLiIiIjLI9MkdTjPbmezu5nOd9RUREZGUEr9LfSsqLdIVVc6/JbAfMAQ4vYjxRERERKR+FHWHc0Yn7U8B57v7lZ30ExEREZEGU9SEc5sK77cBr7v7mxXaBwQzuxz4XKm6g7s/l7QfAHwB2APYAtgIWAQ8Clzs7rf1YMzjgJOAXclyQTwIXODuN/X085CByYedvKFsySKZYDkLj06OF7ts8WRenrg+XqTzxIqnovrK0dM2lPdLfqyfJE/EvsOUlqhtfHOwGGmJxRc3Nk+t29I8NWpqYWJUX0G+wGbVivjHfXiwGOnt20yL2sYEi51++cxjUdsdQf781ub40g4Isqcc8dwtUdtNO1wSd348+PXUGjdFi4h+kywMel9QfzQ5bvY5efnYuGnR+CQl8f1BeXmS1mbBB/PyhDuoaNP5cX31yPL9AJpXVm5Lk8uvDhaYpQuDFgeJ8D+QnOelykOIiJRTVB7OFzvvNTCZ2ZFkk803ifZWiRxc+rgfuB14C9gK+BBwpJl9393P7MaYF5CFF8wHfgEMJ/tv63dmdrK7/7SHn46IiIjIgFNkDOcsd/9tlT5HAB9x989V6tPXzGwS2YTv18DmwIEVuv7A3c8uc/wUYC7wbTP7mbsv6sKY+5JNNp8H9nb310vvnw/MAS4ws5vcvaX7n5GIiDSm9TT+oiElfm9kRaVFmgG8o5M+/wAcV9B4Rfl56fWkap3cfVWF9xcA95J9Hbft4pjtSfvObZ9sls7VAlwCNAPHd/FcIiLYJzbZ8CEiMhD1SVqkkmYG0J8vZjYD+DBwtLsvMbNOjih7jk2BdwGrgae7eNjBpdffl2m7BTiz1Oesbl+Q1IEkKbvnQYRLhsRZyReNzSNVJsyL/+YZmsQ0vjI6j6FcHsRsAowiP3YucVLw8UFC+TET49jL0eT1KUky9zS5/KtBDOe6NfG1tQU/9S+tjmMRJzbnsaBbJaGPOy7LyyNGx23XtuXpU1q3ittYd09c3zSI4VyQ9L0gKCdhkjwRlC9K2vYJykkMJz9I6j+bl5f/4bK4bdsb8vKrcZxsZOySym1pXGaHeM9gEtq6c4fD/ab7ALBJSSh6+Dnumhy0K3R85iMiUlmRE06v1GBmzcABkPyv1U/MbGvgYuBX7j6rG8ftBRxB9nWbShbDOQY42d0XVzu2dPxGwBTgzQqP358tve5Ypq3c+eZUaOr4v4qIiIhIP+nxhNPMXkjeOtXMyj0KHgJMIrvDeWmZ9j5lZk3AVWSLhL7azcP3Ir7z2Aoc7+6/7OLx7bsOL6vQ3v6+nouJiEhAid+lvvXmDmcT+V1NB6z0kVpLllTkNuD7vRhvAzNroeOuyNVc4+7tG1yfSrY46PAwhrIr3P1S4FIzG0GWCupE4Goz28/dT6x+dLdUvFucXM/0cu+X7nzuWeD1iEiDshGlR/6jq/cTEemNHk843X1ae9nM2oCL3P2cykcU6nmg7EKeChYCmNkOwLnAle5+c08HLy0iehI4pRQu8CUz+5O7X9/Joe13MMdWaO/sDqjUOR/2seSdsH5B1LLT2Pzvt41fiY/atsqNgKWMiOoTyOM0hyZ3EF4JMoFtRhwVMizo+2QSF/pK0ndt0Hfd6vh6hg7Pyxs1x5nHWhbmUTbb7RTn9pz3XD5GeA6Az0/MHwLc/cwbUdtNaVbgMGVl+mdquFzw1aTt1qC8T9IW5toYlrSdktQvCh5YrElyXYaWTYjrYWzmq1Px2+I8pe1sRhLQu3iPuB7m11xwSNz2wjHBeElb+DkuLzu0iEiXFRXD+V6gpaBzdcrdD+m8V1m7UVoFXuHxP8CzpQVER3cxvvMW4EvAQUDVCae7v2VmC4ApZrZFmTjOHUqvz3RhXBEREZG6UFTi9zuLOE8faAEur9B2ONkS4uvI/p5v6eI5p5Reuxp8cjvwGeBQIN3q87Cgj4iIiEhD6NGE08w+Wyr+r7u3BvVOufvVPRmzCO7+EHBCuTYzu4NswvntMltbHgjc7e5tyfvbAWeUqv+XtG1B9oh8kbuHj8gvJZtwnmFms4LE79PIHvCtpuNEVEREBrX1QLeWHdShAZM5UWqgp3c4Z5ItbLmPbKV2e70aK/XptwlnL9wIvGFm95PtIjwU2I7sLuVQ4Cfu/sfkmPPIEt0fT/b1AcDd7zWzC4HTgEfM7HqyrS0/DownS7HUUtPPRkSkl+yf8rL/pv+uQ0TqQ08nnJ8jmzy2xyA2+s44ZwHvB94NHEmW6ukVYBZwmbvfWuXYDtz9dDN7BPgK8EWgjWyLzPPd/aYiL1zqV2uwFmRN8pPaltwIGBMs/mklTuDeQp5QfGWy1i5c/LNL8utgbrBQaAnxwpx1SQTJ+CCT1/Ih8fjhtbauiM/TNCQvvzgvXoj0ZmtefixZNMTf8/Pcu+OkuG1t0nf0wuBCJ8dt4acRr7WKE7+ntgzK6Tqg9CbUB4IOzyYZzxYcnJd36BhJ4zNXd3ivsz72j4fFHZaHie8PjtuuTldYBao0cX6nlyUiEunRhNPdZyb1qwq5mn7k7gdVabuYLFF8d843g2zLz0rtV5HlAxURERFpaIUsGjKzA4AWd/97lT5bAtu4+11FjCkiIjJ4KPG71Lemgs4zmyp380o+W+onIiIiIoNIUXk4y+0wVK5Pl3bQERFYOCL/cXnv0PhHbF0cJhklXl+b3CVYGsRfzuflqC2MvbwnCWJcGcR3bkaclD2N6dyezTeUp02cGrUtCMac19oSta1bk5fTuNTJQa75T41+T9Q2u/XPG8p3rD8wPrDpxrju++Xl0UlM5GNBoOzdcRPvBj8tK9puSdtpQfkDSdtRSX1MUE4Tr08J4jbThO095H+8Jarb1Bvyyq7JBmThFhRj4iaCvPMkGw8wFRGRbinqDmdXbEW2ol1EREREBpEe3+E0s+8kbx1U2qEnNYRssnks8OdyHURERESkcfXmkfrZQdnJtnY8qEr/BcC3ejGeiIjIILWexl80pMTvjaw3E873ll6NbCvGmZRP87MeWAI8ne7UIyIykNk+/Tz+u/55Q9nv/1k/XomISO/0eMIZ7p9uZlcBs+poT3WRujJ7q3i93fEPxuErCxYGSdOT3Oat6/MVRm3r4gVFI5vzhUIrkzEnkCQpr+JRWjaUxyfHhUnpp49+R3zcqKc2lBfPi5PSh4uIng3ODzA7jAYflVyMxX1Z/0heHvpA3Lb1x/JyevPo7KA8P2lbPS8v75ZkSF+e9N01KN+a9g3qza9XbuuNMNn7oUnb+KA8L2nbrMo5089RRKQThaxSd/dG32lIRERERHqoqLRIIiIiUjNK/C71rbC0SGa2hZldYmbPmdlKM1tf5kPfTSIiIiKDTFFbW04B/koW9fM40Ay8CKwGti2N8xCwrIjxRAa7K/eIYzpPejqP6Xxl8eKorSn4KW8aEp+ntTmP7xyZJH4fGvx6eJLnorY0ufyHgkzgTya/VsL4y3Xr4+OOHJJnd39k+ziG89GF+Zgt6+Igysnhb5It/ha1vX3pi/F5xv1XXlmfRP9MDGI6t98rbgvCO7kubuLBoHx5Ens5dVxcDy89TZj+1Al5efHcuK21mBhO93EV2+yypO8J5ft1OO67vbggERmUirrD+R1gc+BQd/+H0ntXuvvOZBPOW4GRwEcKGk9ERERE6kRRE84PAL939z+lDe4+n+xewUhAfxeLiIiIDDJFLRraHPhNUF9PNsEEwN3fNLM/ku0y/NWCxhQRERkk1gOvd9qrvinxeyMrasK5HBge1F8HpiR9lgGTChpPRHogjeEcHeTITK0kj6lsXfFG1fP+dlSaqDIXxm1uOmRi1HYPebzp9kyLj5ucHzcmuc7NJr68obxwYRyzuWhsPP4Rz92yoXzTNofFjW8FgZprkwsfE5S3TNq23Ab/DV1iFkwSTk3jKbeJyn5h185ZlK7GbHY47vFir0NEGl9Rj9RfJP6V/DBwsJmNAjCzJuD9dEyfLCIiIiINrqgJ523Ae81sWKl+Fdl+J/ea2fnAPcBuwK8LGk9ERERE6kRRj9QvJ3uMPhFY5O6/MrPpwMnA7qU+1wLnFjSeiIjIIKLE71Lfitra8lngh8l7p5rZv5OlRWpx91eKGEtEZCCzEemm5F3fk96eiuu+c++vR0RkIKjp1pbu/hrwWi3HEBG4ZCev2PbNxXlS+LZk0dCr6/NFO0OHxL8OWnmTrlqzOl9gNLY5nmC91pqPsXSTePHRqhVB4vlRceL5Jxe2bCini51Wtebl5uFx27HJ4p+hQbL1x9bESTJaNtonqCWJ3/8hKP+Bnvt8sFDo60nbyqCcLloSEWkghW1tKSIiIiJSTo/ucJrZFT0cz9398z08VkRERETqUE8fqc/o4XEOaMIpInXP2vN9rk5jNkVqQYuGpL71dMK5TeddRGQg+OHEPL4zjOcEGDo8SK4+JI69XFvll//Q5hEV29Ik7UuG5DGcYRJ4gBGj8r7peEuDZYYTJydjbJaXd18ct03aJE4u/+iDeYeWt58Yd24LDk63qgj/b981abuIyiYlvx7DBPKTF8ZtKydE8ty5AAAAIABJREFUVR/ZXOXEIiL1q0cTTnd/sfNeIiIiIiJaNCQiIiIiNVbTtEgiIiJShPUw7PX+vojaWru+v69Aakh3OEVERESkpnSHEzCzy4HPlao7uPtzSfsBwBeAPYAtgI2ARcCjwMXufls3xpoBXFmly5fd/dKuX71I14ULiADOWj1sQ3lo8utgdLD4Z9mQOGH7+GSB0UjyRUSvEK/iCZO2bz1katS2kjxh/Lpk0VBrsC5pv82mRW3hwqRnR7dEbbsTb8+zbNf7NpQnEP9oLfGD88rQ1VEbrwYLeA4H3zuv2nVBvyeSnYTGULnemqx+WpD01c5CItKgBv2E08yOJJtsvgnJ8trcwaWP+4HbgbeArYAPAUea2ffd/cxuDn0j8FCZ9x/o5nlEREREBrRBPeE0s0nAL4BfA5sDB1bo+gN3P7vM8VOAucC3zexn7r6oG8PPcveZ3btiERERkfozqCecwM9LrycBN1Tq5O6rKry/wMzuBT4MbEv2mF1ERKRYth6GNXji93Vk28NIQxq0E85SLOWHgaPdfYmZdXJE2XNsCrwLWA083c3D32FmXwNGkEVyzXb3+d2+CJFe+G7z2g3la9glalvOmxWPS5O0L3yjpWLfFcHC2geJwqPZb5u35f2I/67bIg8v5Z4H4/MfuMf2G8ofYfOoLQ2L/PsT+bUu2f2zcaO35uWRS+K28Um8ZXjY43nZthwXN+6TdH5vUF6ZtLUiIjIoDMoJp5ltDVwM/MrdZ3XjuL2AI8i+blPJYjjHACe7++Jqx5ZxSlJfb2aXAV+rdEe1zPXMqdCkpQciIiIyYAy6CaeZNQFXkS0S+mo3D98LOCuotwLHu/svu3GOecDJwB+A+cBY4D3AecCXyCawn+zmdYmIiIgMWHU54TSzFmDrbhxyjbt/ulQ+lWxx0OHu3q0suqV0RZea2Qiy/eRPBK42s/3c/cTqR284x53AncFbK4DrzOw+4GHgE2b2Q3d/uAvnml7u/dKdzz27cj0iIlIHjDr9H7sbDMVwNrB6/fZ9HujSY+eShQBmtgNwLnClu9/c08FLj7yfBE4xs2bgS2b2J3e/vhfnfMnMbgY+BRxANvkUERERqXt1OeF090N6eOhuQDNwvJkdX6HPs6UFREd3Mb7zFrJH4QcBPZ5wlrxWet2ol+cR6bYFvBzV31odLxoKFxhdyKSo7bxN8tsSpy+MF+C1Vdmtbs7ixzaU31jYsf2/ds/Oe+Qz8Tn/8Gi++Kj17fGioSee+HNUv2PHoGKvEXsrL3qygmfbp3HbqfyFB/ylTrtUtmkvjhURqSN1OeHshRbg8gpth5Pl4rwOWF7q2xVTSq/rqvbqmneVXl8o4FwiIiIiA8KgmnC6+0PACeXazOwOsgnnt8tsbXkgcLe7tyXvbwecUar+X9K2BdmCoEXuvix4f393vzvpa8C3yBKqLAZ+3+1PTkRERGSAGlQTzl64EXjDzO4HXiL7um0HHFoq/8Td/5gccx5wHHA8MDN4/y4zewb4G1nKwLHAfsDbyBYQfcrdl9fuUxERkbpjwLBOe9W37qfDljqiCWfXnAW8H3g3cCQwBHgFmAVc5u63duNcFwDvJNubfTzQBvwduAS40N31OF36xTdIkjY0V+57GmksZO5Hk3u4zHRi5abf7RifM4zpfOrpOPb0hRHxsS2jgoQWviI5c/B5rLsGH3ZOV65URES6SRPOEnc/qErbxWSJ4rtzvhnAjDLv/0s3L01ERESkrjX19wWIiIiISGPThFNEREREakqP1EWk7qQxnV1l/sH4jSEP4E093gNCpO9o0ZDUOd3hFBEREZGa0oRTRERERGpKE04RERERqSnFcIqIiAx0iuGUOqcJp4gMGlogJCLSP/RIXURERERqShNOEREREakpTThFREREpKYUwykiIjLQGY3/P7YWDTU03eEUERERkZrShFNEREREakoTThERERGpqUaPCBEREal/SvwudU53OEVERESkpjThFBEREZGa0oRTRERERGpKE04RERERqSktGhIRERnotGhI6pzucIqIiIhITWnCKSIiIiI1pQmniIiIiNSUYjhFREQGOsVwSp3THU4RERERqSlNOEVERESkpjThFBEREZGa0oRTRERERGpKi4ZEREQGOqPx/8fWoqGGpjucIiIiIlJTmnCKiIiISE01+g36wWrak08+yfTp0/v7OkREBo0nn3wSYFo/X4bIgKQJZ2NavnLlSubOndvS3xcygOxcen2qX69iYNLXpjJ9bSrT16ajacDympxZid+lzmnC2YDcfZv+voaBxszmALi7bvsm9LWpTF+byvS1EZHuUAyniIiIiNSUJpwiIiIiUlOacIqIiIhITSmGU0REZKDToiGpc7rDKSIiIiI1pTucMihoJW1l+tpUpq9NZfraiEh36A6niIiIiNSU7nCKiIgMdIrhlDqnO5wiIiIiUlOacIqIiIhITWnCKSIiIiI1pQmniIiIiNSUFg2JiIgMdAYMbfBVNeb9fQVSQ7rDKSIiIiI1pQmniIiIiNSUJpwiIiIiUlOK4RQRERnoDBipGE6pX7rDKSIiIiI1pQmniIiIiNSUJpwiIiIiUlOacIqIiIhITWnRkIiIyEDXBIxo8EVDugXW0PTPKyIiIiI1pQmniIiIiNSUJpwiIiIiUlOacIqIiIhITWnRkIiIyECnRUNS5/TPKyIiIiI1pQmniNScmc00MzezacF700rvzey3CxMRkT6hCaeI9JqZnV2aPB7U39fSl8xsiJl9zcweMbOVZrbUzG42s327eZ72r1+lj0Nr9TmIiPQFxXCKSF/4V+AHwIL+vpCimJkB1wIfBZ4GfgqMBz4O3GVmx7j7jd087VVAS5n3n+vFpUojMBo/hrPBP73BThNOEak5d18ELOrv6yjYsWSTzXuBQ9x9FYCZXQr8GfiFmd3u7q3dOOdMd7+j8CsVEelneqQu0o8s8xUze9zMVpnZAjP7qZmNNbMWM2tJ+ld8dF0pJtLMdjSzH5jZA2b2mpmtNrMXzeznZja1zHkOKp3nbDN7h5n9n5m9YWYrzOzO9HFx6RrPKlVnh4+Cgz4dYjg7+bqMMrN/NbOHzOwtM3vTzP5iZp/oyvF95Mul139rn2wCuPvfgF8Dk8gmpCIig57ucIr0rx8DXyW7+/dzYC1wFPAuYDiwpoAxPgKcCMwmuxu3BtgNOAE40sz2cvdyj7r3Ar4B/AW4DNgKOAa4zcze4e5PB5/Dh4EDqfxIuMvMbBPgdmAPYC5wBdkfxx8A/tvMdnP3f+vNGL1lZs3AvsAK4O4yXW4BPgMcDFzZjVO/x8ymk/1ubgFuc/fFvbtaEZH+pwmnSD8p3Sn8KvA88E53X1p6/wyyyeEWwIsFDPVL4CJ3X52M/36yidG/kd+tCx0OHO/uM4NjvgRcCpwC/DOAu/+4NEk8kGIeCf+YbLL5TXf/j2DsEcAs4Ntmdr27P9TZiczsw8A7ujH2G+7+4y702x4YArzg7uvKtD9bet2xG2MDfC+przaz84HvuLuXO0BEpB5owinSf44vvZ7bPtkEcPdVZvavZJPOXqtw9xJ3/4OZPU5257Cce8LJZskVZItj3lnEtaXMbALwaeCBcLIJG74u3yS73k8CnU44ye68HteNS3iRbMLbmbGl12UV2tvf36SL4z4MfA64g+xu96bA+4Hvk/1BMAT4dhfPJY2oyRp/0VCTAfq7qlFpwinSf/Ysvd5Zpu1uoNyds24rrab+FDAD+AdgHNkEpl2lx/YPpG+4+1oze6V0jlrYm+za3MzOLtM+rPS6S1dO5u4zyD7vvtY+M+jS/57u/r/JW38HLjOzucB9wNfN7EI9XheReqUJp0j/ab9L9kra4O7rzWxJQeNcCHyN7M7ZrWSpiVaW2mYAW1c47o0K768jnrAWaULpde/SRyUb12j8rmq/gzm2QvuYpF+PuPtcM/srsB+wD/C73pxPRKS/aMIp0n/aJyObAS+EDWY2hGzylT4Obyu9lvvZ7fD41sw2JYsTfQzYN03RM8BWfUP+NbnI3U/r7clqGMP5HLAe2NbMhpaJ49yh9PpMN8au5LXS60YFnEtEpF9owinSf+aSPVY/kGTCCexP+Z/P10uvW5Zp26vMe9uSrfD+Q5nJ5tRSexHWl157e+fzr2ST6v17eZ52NYnhdPfVZnYv2XXuT8d428NKr7d3Y+wOzGwYeehF+j0ig4kSv0udUx5Okf4zs/R6hpmNb3+ztBr7vArH/LX0eryZbZiQmtmWwHfK9G8pvb6ndNe0vf/GwC8o7o/O9sf/W/XmJO7+KnANsJeZnRl+ju3MbDsz26aL55vh7taNj2nduNz/V3r9funfrP369ibbbeg14Ibk2rcys53NbFTw3mgz63AX1syGk01+twKeokxMrYhIvdAdTpF+4u73mNlPgJOBx8zsevI8nK9TZmced7/fzO4CDgD+ama3kz2SP5IsPnPLpP/LZnYt2a44D5nZH8jiDv8RWEW20rs7j5wrmU12Z/I8M3tb6fpx9+/34FxfIXskfQ7wGTP7M1mc62SyxUJ7A58A5hVw3b1xLVmO048CD5rZ78jCID5Odqf3C+6+PDnmarI72u8lW5FO6ZgHzewh4BGyf/dJpT7bAIuBT7h7GyIidUp3OEX61ylkE85lwJfIJlK3Au+j8urxo8gSsU8tHbsHWYL2b1bo/3ng34GRwElkaYVuIktc3qtFLe3c/UmyR9cvk+Xn/B4dc0p29VzLySZlJ5NNto4BTiObgLUCpwJ/7P1V904pL+YnyK5tHdn1fgS4CzigG/uoLwV+Aqwm+7c5jWzS2gr8ENitKzlHRUQGMlMuYZGBqX1by24+5hWRBmNmc/bczPacc/zw/r6Umpp+5RrmvuJz3X16b89lZoeT/UG/K9lThEXAHOBCd/9Lmf77kuW8fTcwgmxh4BXAT9x9fdq/dMxxZH/E70oWx/4gcIG731Sh/0jgW2RPnLYGlpM96Tir9Ed7Q9MjdRERkYGuiewZRSMr6Jmrmf2Q7KnPErLdyRaT7Q52FHCMmX3W3X8V9D+KLN56FfBrsqcORwIXkaUk+1iZMS4ATgfmk8XDDyebSP7OzE52958m/ZvJnszsRxaPfTFZCNTHgMPN7GB3v7+Yr8DApAmniIiINAQz2xz4Olnc9+6lhYjtbe8lyxxxDvCr0ntjyCaM64GD3P2B0vtnlvp+1MyOdfdrg/PsSzbZfB7Y291fL71/Ptld1AvM7CZ3bwku7TSyyeb1wMfbY7LN7Ndkk+IrzOztjRyrrRhOERERaRRbk81t7g8nmwDuPpssNnpS8PZHS/Vr2yebpb6ryB6xA3w5GePE0uu57ZPN0jEtwCVAM/nWxe27vbUf841wUlmK9b6b7LH8gd35ROuNJpwiA5S7T1P8pogMMjub2ZxyH108/lmyBZfvNLOJYYOZHQCMBv4UvH1w6fX3Zc51F7AC2Lf0SLwrx9yS9AHYjiy92TPuXi67RrljGo4eqYuIiAx0TTR+4vcCboG5+1Iz+ybZlr5PmNkssljO7YAPkcVRfik4ZKfSa4ddwdx9nZnNA3Yj2yTjSTPbCJgCvOnuHVLXkU14AXbsyhhVjmk4mnCKiIjIQPFUb1epu/uPS1k+rgC+EDQ9B8xMHrWPLb1WShHX/n771sHd7d/TYxqOHqmLiIhIwzCzb5AtzplJdmdzI2A62faw15jZf3TndKXX7uaQ7E7/no5RVzThFBERkYZgZgeRbZjwW3c/zd1fcPcV7j4XOBpYAJxuZtuWDmm/uzi249kAGJP066x/ubuZ3R2jIWnCKSIiIo3iiNLr7LTB3VcAfyWb++xRevvp0muH+EkzG0q2vew6srujuPtbZJPWjc1sizLj71B6DeM1K45R5ZiGoxjOBlQKch4DtPTzpYiIDCbTgOXuvk3hZzYaf9FQMZ9e+2rySRXa299v3zr4duBTwKHA/yR9DwBGAXe5++rg/duBz5SOuTI55rCgT7vngb8DO5rZNmVWqpc7puFowtmYxjBy5Hh22mV8Vo3DQvZsavBfWiJS1tyHW+M3muId+/Z8e75mYe6jb+QNbUPi49aPysvDkrYxcZXXqawtGN867h645x71tZXjk08+ycqVK/v7Mga7u4GvAF80s/9y9wXtDWZ2GFny9VXAvaW3ryd7BH+smf0kSPw+Avh+qc//S8a4lGzCeYaZzQoSv08j2+pyNcFE1N3dzC4F/h34DzMLE78fBewPPAHcWchXYIDShLMxtbDTLuO5q5S2bOjqqHHOyOYyh4hIo7NJt8VvNL8RVefMOSbvO/WGvGF1snh28Z55ebNxcdsHkkGvq3JBy4PZ6PA3OjTPmVP8jcJamj59OnPnzm3p7+sY5K4ny7P5PrI0Rv8LvAzsQva43YBvufsSAHdfbmZfKB13h5ldS7a15YfI0hldT7bd5Qbufq+ZXUi2e9AjZnY92daWHwfGAycnuwxBlqbpCLJE8/eb2W1kuTk/Rpbr83ONvMsQaMIpIiIiDcLd28zsg2R3Go8lWyg0imwSeTPwn+7+h+SYWWZ2IHAGcAwwgiyF0mml/h1Wj7v76Wb2CKW7qUAbMBc4391vKtN/tZm9D/gW8EngVGA52baWZ7n7E0V8/gOZJpwiIiIDnRK/d5m7rwV+XPro6jH3AB/s5jhXAVd1o/9K4KzSx6CjVeoiIiIiUlO6w9mo1pAlbgCgGd+5H69FRAaGNeM61H3ZnmW7+vwgnnO7y+LGMPZz+TFx29TkRLsG5flJ2/KKVyoiDUZ3OEVERESkpjThFBEREZGa0iN1ERGRgc6s8RcNmdHg24kParrDKSIiIiI1pTucDWrPETBHC4VEJFBpgVCnxz1/QlS3sXPzSrpIKLVblbblwSImLSASaWi6wykiIiIiNaU7nCIiIgNdEzCywWM4dQusoWnCKSIiA5KNmLeh7Kvqa191EYlpwikiIt2zPJj8pZv0vS+pzwyPS9rmV2kLk8uLSN3TDWwRERERqSlNOEVERESkpvRIXUREZKBrovETv+sWWEPTP6+IiIiI1JTucIqISLe45wnb7eykccukPj0opwuDHg/KU8cljePwl3pydSIyEOkOp4iIiIjUlO5wioiIDHRG48dwNvinN9hpwikiItjUG+I3Vm8SVf21Q/rwajJmr+fje/rIXUTqiSacIiLSY3521/vaed048fzXO+8jInVDMZwiIiIiUlOacIqIiIhITemRuoiIyEBnQJP391XUlhYNNTRNOEVEBJ9/TJf72oh5eWXSNnHjr5LOs4NytbyaY9J6uEhoLjY2GHN4HN/ZHwuaRKR79EhdRERERGpKdzhFREREBgkzGwI0u/uK5P2DgaOAFcDP3X1eueN7ShNOERGRejCkwWM4pa9cAHzZzDZz92UAZnYscA15JO0JZrane3EbzGrCKQOW/SaojO3Y7h8I+t5Z/Vx+YCGXJCIiUu8OAGa3TzZLzgLeAE4BNgfOA04DTi1qUE04RUSk56Ym9TS5+7uDcrowKDQ/qYd9529TuU1EumtL4N72ipltC+wEnOPuvyq9dwBwKAVOOLVoSERERGTwGAMsD+r7AQ78PnjvcTr+OdkrmnCKiIiIDB6LgPCxwfuAlcCc4L2NgXVFDqpH6jJg2GXJG508NussblNEBgebdFtUb8i8nEr8LsW5D/iQmR0BrAI+Ctzm7muDPtsCC4ocVBNOGbjChULp5HNNUh9epU1ECuWr8psjURJ46JgI/tYgSfvUcXHbbkH5vjiZO+8O+qbHPVE5CbyIdOrfydIf3ViqtwHntjea2RjgIODaIgfVI3XAzC43My99bF+l33Fm9lcze9PMlpnZHaW/ELoz1oxgrHIfJ/b+MxIRERHpyN0fBd4FXFT62Nfd7w+67A78AfifIscd9Hc4zexI4HPAm2QxC5X6XQCcTraW8hdk99SOBX5nZie7+0+7OfSNwENl3n+gm+cRERER6bLSpPPrFdr+DPy56DEH9YTTzCaRTR5/TZZ3qmy2RjPbl2yy+Tywt7u/Xnr/fLIg2wvM7CZ3b+nG8LPcfWbPr15ERESkd8xsHLBxkUneyxnsj9R/Xno9qZN+7Y+5z22fbAKUJpiXAM3A8YVfnYiICACe7TTUyB80+KKoAcTMNjazH5nZy8BiYF7Q9i4zu9nM9ixyzEF7h9PMZgAfBo529yVmVZfHHVx6/X2ZtluAM0t9zurGJbzDzL4GjCBbCTbb3dPUx1WZ2ZwKTTt35zx1aTj4PnnV/lK5TURqJ1xABGUWEY0J2ucnC3xeeyMvN3eyGCkyrsO4ItI1ZjaW7JH5bmShfYuBXYIujwL7A58A5hY17qCccJrZ1sDFwK/cfVYnfTcCpgBvuvuiMl2eLb3u2M3LOCWprzezy4Cvufuqbp5LREREpCvOIJtsznD3q83sLOA77Y3uvsLM7gQKzS826CacZtYEXEW2SOirXTikPTnPsgrt7e9v0sVLmAecTLYCbH7p/O8h2xDuS2QJgD7ZlRO5+/Ry75fufBZ6K1xEREQawkeAW9396ip9XgT2LnLQupxwmlkLsHU3DrnG3T9dKp9Ktjjo8DAeswBdCj5x9zuBMGX5CuA6M7sPeBj4hJn90N0fLvDaRESkninxuxRnKnBDJ33eJM6G3Wt1OeEkWy3encfOCwHMbAey5KZXuvvNXTy2/Q5mpS98Z3dAu8TdXzKzm4FPAQeQTT4Hl+U9bEMxmyIDRnPyd/zy4OFP8xvV+wa77SlGU6RmWoFNO+mzDVlsZ2HqcsLp7j2NK9iN0opyM6u0qvzZ0gKio919lru/ZWYLgClmtkWZOM4dSq/P9PCaQq+VXjcq4FwiIiIiqb8BR5jZaHdvTRvNbAvgg8BNRQ5alxPOXmgBLq/QdjhZLs7ryO6ntQRttwOfAQ4FrkyOOyzo01vvKr2+UMC5RERERFIXk2XYudnMvhg2mNkuZPnJRwD/WeSgg2rC6e4PASeUazOzO8gmnN929+eS5kvJJpxnmNmsIPH7NLIcnqtJJqKlvxDGAovcfVnw/v7ufnfS14BvAfuQ3cIul35JREREpFfc/VYzOxs4G3gMWAtgZouBcWTRtN9093uLHHdQTTh7yt3vNbMLgdOAR8zserKtLT8OjAdOLrPL0HnAcWQJ4WcG799lZs+Q3dJeQDYp3Q94G9kCok+5eycRi5KyW4PKiI7tXnYPKRGROjKkwRcNSZ9x93PM7G6ybD3vBiaQLX6+GbjI3Yt4ahvRhLOL3P10M3sE+ArwRaCNLCHq+e7enTiHC4B3kiWKH186z9/Jdiy60N0H7eN0Py2u22X9cx0i0nO+LM7IZmOr541O+4tI33D32cDsvhpPE84Sdz+oC32uIsvh2ZXzzQBmlHn/X7p5aSIiIiJ1bbDvpS4iIiIiNaY7nDJg2NnJG1M76X9n9faob7DXunJ2ikjdMaCprb+voraU+L0mzKyNLm5Ok3B3L2yeqAmn1A0P8gt0mGyO6dNLEZEuUoymSL+7i55NOAulCaeIiIhIg+rKGpW+0KMJp5ldUcDYs9z9twWcR0REREQGsJ7e4ZzRy3GdbCcfTTily8I4zCLP05WYznJjKxZURESka3rzSP3HZNsjdZehrRulK7YMymmMZpmYTd8je7XHkoa1QXlV7y9LRKTv+SBI/N7on1//MLPvkH1xL3H3paV6V7i7f6+o6+jNhPMNd3+xJwdmOzmKiIiISI2dTTbh/DWwtFTvCgf6fcL5L8A9vRi3t8eLiIiISOfeW3r9e1LvUz2acLr7j3ozaG+PFxEREZHOufud1ep9RWmRpGHYwh4e18Ok8GmsqL+tZ+OLDHQ29YZeHe/zjynoSgYxA5oaPMZR0XZ9wsw+Czzk7o9U6fM2YE93v7qocTXhlIEjvck/PCiPSNrSRUMjg/L4pG1pUF6XtKX1SkZ3sZ+IiMjANpMsjrPihBM4CjgHGHgTTjPbATgFeCcwDhhSppu7+3ZFjSkiIiIihRtCwWkDCplwmtk+wJ/I7jOtA16h/L0j3TAXERERGdh2BF4v8oRF3eE8D2gGTgSucPeuPqgUGVCiuMyRFbuJDFi23WUd3vPnT+iHK8nZ2LlZYXjH/7/8tUP6+GpEBp8yO0R+2Mymlek6BNgK2B/4vyKvoagJ597A9e7+84LOJ4PR8KQexm2mMZvjkvqY1ry8Mgm4XFuhDPF9+GpxmmnbsCp9RRpN6zb9fQUCgyDxu9TQjKDswDtKH+U4cD9wapEXUNSEcw15ficRERERGTja/2ps3+2x0m6R64HX3f2toi+gqAnnvcAeBZ1LRERERAoS7gxpZt8FZvd0t8ieairoPN8G9jWzzxR0PhEREREpmLt/193v6utxe3SHs8LG77cDM83sBGAO8EaZPoVuBC8ykNi6UhxpGkPa2rHvBq/EVddzAummDknZm7vQp4IwQfuGhT4yMCjxuxTMzIYAO1E5lSVFTkx7+kj97Cpt+5c+yil0I3hpMOlCoGFV2sYks7ihQX306qQtmACuLPO/cbtNk3p4npHJeOmkctiayucV6Uur0x+WAixPFg2NCcZY/nrltg7tWnwkMhCY2Zlki4LGdtK17ES0J3o64eyXjd9FREREpOfM7BvAd4FlwC+Bl+j6vns91qMJZ39t/C4iIiIivfIFYAHZXumv9dWgRe001C8bwUv9sz5dIzfw2fNxXRvBSjlxcvfiHqGbBY+/09y3NWIbHuh1jBn1ZXv2zUWIDC5bAr/oy8kmFJcWaSb9sBG8NJjxST3c6Wf04rjNlyT1KucdEcRfTkliyMJE8OMXxm3rnwrKyTmbk/+NPYj33Hhi3DZ6QlBJYj1HTM7LhW4iJoPGmHlxffUmST2YkKYJ3NPYzEgw2ZuaNIX1sZ1NeIP2ZUnTE50cKjElfpdivEJx878uKyotUlcUvhG8iIiIiHTLb4B/NLMqq2iL15cTzsI3ghc6FjRUAAAgAElEQVQRERGRbvkOsAi43sz6LHVEj2+pDoSN4EVERESkWx4nSzw4GfigmS2jcu70wlYS9OYZ/oyg3C8bwUv9SRfF9H0USX3ZsKhqZdJQJpm8713rq5GesN2CyvLqff2lCudIk7BPLN9PGpgSv0txmsjSIP09eK/cV7/Qf5He/Hff7xvBF8XMLgc+V6ru4O7PJe1TgePIJtR7ANuSfd4d+nZjzOOAk4Bdyb5GDwIXuPtNPfok6lWYPz1dtBMuxEl/z7Yli4iqChf0pG3BIp6198RN9rdg/P2S45JFS7wcXFs6RrBooil5erFJ8HmM3Clue7VPw2ukXqULf9JFQ2sOycvp4p9q9gnK707atgzKnS0EWl6hDHHK6VuVFF6kL7j7tP4Yt8cTzoGwEXwRzOxIssnmm5SZjpTsBXyfbNozj+xX7CYV+nZlzAuA04H5wC+A4cCxwO/M7GR3/2lPzy0iIiIy0BS1aGgG8PGCztVnzGwS2YTv12T7v1fyAHAAsEkpnuHhXoy5L9lk83lgd3c/1d1PAqYDS4ELKsTCioiIiNSloiLoJtLxwUo9+Hnp9STghkqd3H0+2d3IIpxYej3X3Tes2nf3FjO7BDgTOB44q6DxZJCwv+Rl36dyP8nZiHmVGycFj3jTJOjhb4O0rRcJ06N4zyf6Pgn7QGOTbttQ9tcOqdJTRLqrlBZpb2AKUDaGq8jNeoqacD4O1NWeKGY2A/gwcLS7LzHrs2jlg0uvvy/TdgvZhPNgGnXCmX7HDavSN03uHllducmT5OpeZoVNu7aWoNISt9mKoJLEd7JRUq8SomxBnKYlY6z/bF5uTq57ShDTuWB03JYuIlpVeXjpZ+FkccukLfwzvZMFRZFqydxJducJ//iolsA99d6g/PakLUxwl153+jmGC6HSP9vDr83jSQL5Vbchib5MZCgNzcw+B/wHlbcqM7IwwgE34fxP4DIz273a9pYDhZltTbbA6VfuPqsPx92I7C+JN919UZkuz5Zed+zi+SqFAezcg8sTERGRBmdmhwKXkd0sPBf4ETAL+CtwEPB+4Drg5iLHLWrCOR/4E3CPmf0X8DeyZbsdcji4+10FjdkjZtYEXEW2SOirfTx8+5rMSuEH7e/3eEGSiIiISBWnk6Va2dfdW83sR8BD7v4D4Adm9nngUuAnRQ5a1ITzDrLJpQGnUX0LyyG9HczMWoCtu3HINe7+6VL5VOBA4PAwhnKA6VKyNXefXu790p3PPcu1yeBgwTbwUc7OFUnH5B65n1ajC6ohs05+jJuDfMZpyiBlnhKRwWdP4Eb3KN5sQ8CGu19uZp8BzgAOK2rQoiac59C3+6Q/T/ei1hYCmNkOZLePr3T3Qm8Vd1H7HcyxFdo7uwNa9zz5M8GWhrXhSe+gnsZhdojTDPNyprOIMJ/ndXFTUzAD81HJOScFlSRGs+mB+Eqb8uSDa5Lz7Lg8zxbWMnZS1LamLUhauD4JpQljP7dKcnRuOjmuvx58zt2JBRzsmqssDArjG3dL2uZX6FfuPNX+PcZUKANRaNX85HujNfh7cnWy8OlDyWk+GpTTcM/w5298hWsESBPeTQnKI5O2NL64q//LdFh8dQj+eBePHQyMAm7XDHBK/N5XNiLb2rLdKjr+BD5Anp+8EIVMON397CLO043xerpccTey2cjxZnZ8hT7PlhYQHV10fKe7v2VmC4ApZrZFmTjOHUqvzxQ5roiIiEjJy0B492MRkNzVYCwF/4kz2DYWbAEur9B2OLA5WaDscjosWS7M7cBngEOBK5O2w4I+IiIiIkV7nHiCeTdwrJnt7+53m9nbgH8q9StM4RNOM3sP2faPm5A9Gp7r7n8uepyecPeHgBPKtZnZHWQTzm/3dLvK5HxbkP2FsMjdw0fkl5JNOM8ws1ntcaSlZO8nkT3/TSeiIiIiIkW4BfixmU1294Vk6ZE+BtxhZkvJAmyMbIfFwhQ24TSzPYFfkc+a23M4YWZPA5919wcqHD7gmdnMoNqeduiHZtYeXHhZMrE+j2z/9eOBDce6+71mdiHZ4qpHzOx6smDFj5P9I5/s7i21+BxEOhNuHx/F95X5O7fWC4zSpOy+Kg9AtENrO7aISAP7L7Knua8DuPsTZnYI8G9kOdUfAH7s7rcWOWghE04z257sMfAY4M+l8iJgC7L0wfsDfzSzd7r7sxVPNLAdV+a9jwTlO8g+9065++lm9gjwFeCLQBswFzjf3W/q5XXWl3VhOVnsEyU5ThK9R4uEANZUKANNdwaVZJm2TwwqSTL3YCFQx+XdseagffT616K21uDTGr0ublsz9Jd5v3UkgutZl3y+w5PVH5ODpyObJl/HpUHS+HRBxwQqt9WLXSvlLW5XpT1MUv7upK1aUvQwvH6zpO2VpB4uEUwn7uGConS8sC0N5w/P+VLyvZAuUgr7pr/xw4Tua5O28PsxXRg0MUi3vDoJ/RqdfP+F502Twhe1f9tgocTvUgB3X0vym8rd7wOOqOW4Rd3hPBPYGPi4e7oMmLPN7KPAtWSz53ITt37n7gd10t6t9XPuPoNsj/lK7VeR5QMVERERaWhF/b30PmBWmckmAO5+PXBjqZ+IiIiIDCJF3eGcCDzVSZ+nqPHtWhHpO/aboHJfUE4f6T5epa0744UxnQelCSVFRKQrzKyNruVOd3cvbK1PUSd6Ddi1kz47A2ngnUhu5ei4vnEQC9aWJH5nQVy1lqCcfJs1BSthPE68Hp8jzm49PEjuPm1ZHHu5YxqnF5izVVyfGOSM3y857jXLG+/d5tKobcmI/FrX+C3xgetOT0YNYlwtiaGbGHxdm5KE8WHc7Nok8f6LQVuaFDzJNV4TYVL2NLl5GO94VnJc2ecsFdrC/BHvrXJcGkMZbjuxadKWxnSGsbHVtnSoFt+Y/nYN608kbWks6BQq2+yevGzJz18YC73+t1HLhLbvbSgvGZakKx65X1IP4qSrbQr1+frc6UqkDt1F+QnnJsCOZFHbDwNvlOnTY0VNOG8HPmlmx7r7tWmjmR0DHAVcU9B4IiIig4d2GpKCVFuzYmajgYuAfYkXRvdakVtbHgVcY2YnAbPJVqlvDhwEvIdsR+dCczqJiIiISDHcvdXMvgg8RLYV+D8Xde6itrZ8zszeB1wN7Ff6cPK/V54GjqvjlEgiIiIiDc/d28xsNlky+IE14QRw978Bu5jZvsCeZNnflgEPuvs9VQ8WERERkYFiBFWTGHdf4Vtbuvu9wL1Fn1cakwcLLixdFxR1TBrDRUIAwQKfLdbEG1o1r8/Lrc3xwqBsQ4XM6FVxy4Q38/IWyWKPaVUSijUn61uGBwm0X0hyy08OznvUC3HbPZvlC5VaJsSJ51uHXB93bgtWkfio5IqChVLrk6YwoX3zYXHTlN3z8qvJYelvjmpJynet0C+VJgGPkqQnq9LDhTHbJcd9osoY6eKbcMHN7KQtXESUXveYKm3pIp1w0dBhVdrGJSua3vaxvJx+/cPj0s8pXeAV9k0XOLUFG4kMuStp22VD8f0vxQvatg+Suf9sh4uS45J/q2HBoqFq3zfSOSV+lz5gZjuT3d3s9TbfocInnCIiIiIyMJnZFRWahpLly9iPbIlamg6lV4rcS30Y2cKhd5Ldhi23ns7d/fNFjSkiIiIi3TKjk/anyLbavrLIQYvaS30y8EeyXJvVEhs4oAmniIh0YGEu0vlx0k73QsPJRAazSjtntAGvu/ubFdp7pag7nD8CdgH+B/gF8BKwruoRIqmhq+N6FLeZJHpviuM0J7Tl9eYkTjGMoZyQfFeGcZvTk6Tsw4NQyLYkRW5Tcv9+TJDse2LziKht+Sv5IOOSUNQwMrMtubb9g/z1Wy95K2qbs1WcCH5Rcx6MODpJfL+a/BNpJokF9a3zyrok+DBMvD8ySRi/NEkSPiwop79V3hWU01jE8HNO4/nCOM00vjOMr1yZtO29MK6/Glz7yKRvOMF5PGkLvx/ek7RNDsa4NfnaDIur7PZ0Xl7/47htZB7Uu+NbP4qanhm9V17Z6hvxcRYm6f990vbpuD5kp7ycxkKvn76heMzT34vbuDO/liT28w/jw++bJDB1aPK9EcR7Vt0w4PIqbSJSGHdPFzP0iaImnO8H7nL3TxV0PhEREWmnxO9S54qacI4A7i/oXCIiIiJSA2Z2QE+Pdfe7Ou9VXlETzseArTvtJSIiIiL96Q7K76XeFT2+z17UhPN84Goz29Xdn+i0t0g5I5P4srawEscwYnEs4rQleXl4h1yTueYkTnLjIIazKflpGLVJXh7aHLcNHxXHaW46JM81uC4JXx46OY+/XvxSHIu98YTK17oq+HLsmIw/+Zm4vmRYHpKzusOvg/xr92Z82dwxJYgTbLoxbly3Ji9bEqc4fr+4HsbtjUn+HYcE8Y7DdorbojyUcVOU63INlaX5W9viGFYmBvVXd4/bwvyqaf7Q+4JyGkP6/uDrsXfSlsZwrv9FXk5ij8Mcqa3Jv/HbX8/7rh76T1FbmL91xzfi436+S5KYsy34+g/9l7itaRqVhNezOMkfy7ovB5Vt47ZVyfdKGLd7X9xEkAY0XSTEmDTgU4uGRApyDllGoUOB54E/Ay+TbUf+HrLsxrcAfy1y0KImnK8CvwPuNbOLgTnAG+U69uZ2rIiIyKClxO9SjN8D3wJOAS5x9w23d8ysCTgZ+AFwjrsXFi5Z1ITzDvK908+k+q3aRg97FhERERmovgf8yd1/kjaUJp8Xm9k/kt0J/UBRgxY14TyHnscDiIiIiEjfeCfQYbKZeBj4SpGDFjLhdPeziziPiIiIiNSUkcVpVrN90YP2617qZnYccJy7H9yf1yEDgzMxqpsHCbNJVi34JCrZKUngHi54GJ3klp8QJAIflSS3DhcRpYneRw/ZOKq3ki8G2jT5PIYGP2Zvjk4WDW2Sn2ck8YqeZaPzMOimofGP6pTJ8fhLWvOFMem1hmt/1sRrrVjyxtVU8ui4lryy/pS4selvcX1cpY0riBfxbDE8bnstOK7aVhFpcvdQmh/DksTj4Yqj8UlTuL5mbdK2Q1C+JGkLFxF9ImnbOakPOSkv+7Fx2/qnNhTfHBGHty8ZkSfsX9MWf5KLxj4Z1OIFdUfM+2pUDzdC2DL+tmHMpvmGCuumxm0PvJaXd0oS9jdP+NaGckvzrLhxZbL6Kfx3TRdmhfXmJOx/9Th8VZXvKxHpqXuBY8zsCHe/KW00sw8BHyHbQbIw/TrhBKYBB/bzNYiIiAxsSvwuxTkDuAu40czuLJVfATYjm5MdQPZn/hlFDtrfE04RERER6SPuPqe0KOgK4KDSR/vCb4Cngc+7+4NFjqsJp4iIiMgg4u73Ajub2b7AnsBYsszEc0tthdOEUwawMOAyjdmM49bWBN/JGychfGHYWlMSwzY8D5PrkNy9LYh9GzEqidlcH8diDh2SX8ACXo7aNgtiOtP4ymHBj+B4Nonaxjfn9Q7J5JMf3fGj874rWRW1vdqcx1AOHR63HRjkBE/jO1cPzROPPzP6v+PG9cfHdYIvXlOS+LspiGn1JXHb+KBtafIPFyZQT+Jy2SwoD00Cc9fHMbRR+/LkPGHcZtoWjpnGHl4XlG9N2j6W1D8axCFOTmISR9+2oTh8Xfw93TokiNtMYmhb2/LP8Y6pP4jaTnzqzqh+6c6HbSh/8bFborabx+TfV8+M+mV8bVsH4VttSeRTuBHAykPjtufjKi8F5fTrGH7Nm5PE7wAohlOklkqTy5pMMFOacIqIiNQDJX6XOqZvXxERERGpKU04RURERKSmNOEUERERkZpSDCdgZpcDnytVd3D355L2qcBxwDuAPYBtydIHdOjbhbFmAFdW6fJld7+0O+dsWB4k7E4WCaVWB9/J4WIfgBHBWpRqSdHTRUNh3zWr48U2GzUnq48C6eKfcIHP5qM3j9pGB0uaxhCfM0wEPxKStvh61gVjrE1+rD8+JFjgNCpOLv/b7fPFJ4+/En8rT/97Xn7mbU/EF9D0m7jedkBQnhe3Ddk9L9uEuG1l8I9T7bfRDkl9XLAQqDX5h1ua1FuDMe5OzhN+WvOTtjARerqgKDR/bly/JFn8cushefns5Ni9v7mhuGTse+K2N/fLy2lS+nBB1UbxIq0rdn1f3Lctz+D+87e/kIwRLMpJ1+w8/+m8PCJpCxf/pEn5H07q9wXlvyRt4dd89ThEpHH194TzIaDyVid9wMyOJJtsvglUmkXsBXyfLE/VPLLUAZtU6NtVN5J9/qkHyrwnIiKDmRK/S52r6YTTzHYGDgNWANe6+7Kw3d1vJJt49QszmwT8Avg1sDmVdz16gCzz/sPuvtzM7qjSt6tmufvMXp5DREREZMArZMJpZt8Bvgzs5u5LS++9D/gd0L558jfM7J3uaSK+fvXz0utJwA2VOrn7fDo+cBMRERGpS2Y2BNgJGEeF++fufldR4xV1h/Mw4Kn2yWbJeWSPoM8iu3v4z8ApwHcKGrNXSrGUHwaOdvclZn1+L/8dZvY1suioBcDs0sRWSnxonlDa1i5OGneNqks2yiMRnhsWd92+NS8PHR63NYWxn3Fu9ahv09D4RyVNvB4mcJ9CHKcZxl+uJE5KHh43mjiZ/CjeCMaLL25M0jc0vu2NqD5yaR7vuXJ8HIy3Q1MeGfLixLiteWF+3I7LX4za1gyN6y0jW/LK+i/HF+TBv13bwrht4yCIdtFOcVv4JU7jBJcHcZppUvhVSf3xoHxd0hb+xM1PghjHBLGoVeMLk7aJSUznS8HfsiccE7d9ICh/bL+4LXwelP5mOCoob3V91DSt9bWovmhsntG/dV2SFP+xoJz+bxCGUKdft2qmJvX3B+U0Fla/8UT6hZmdCZxKtsNQNYUFchQ14ZwG/G97xcymANOBC939+6X3diab4PX7hNPMtgYuBn7l7rP66TJOSerrzewy4Gvunv6XWZaZzanQtHOvrkxERAYe5ZWRApjZN4Dvkv1Z+0uy/cDWVT2oAEVNOMcB4d3N/cjubt4UvDcH+FJB4/WYmTUBV5EtEvpqP1zCPOBk4A9kf9+PBd5Ddkf4S2TrPz/ZD9clIiIije8LZE9W93T31zrrXJSiJpyvAVOC+nvJEnncH7w3nIL+PjOzFmDrzvoFrnH39hwfp5It+Dnc3ctt3ltT7n4nEG52vAK4zszuI0so8gkz+6G7p8lFyp1rern3S3c+9yziekVERKShbAn8oi8nm1DchPMh4ENm9jayCKqPA3929zDyahqwqKDxnqdjpFY1CwHMbAfgXOBKd7+5oGsphLu/ZGY3A5+itCK+ny9JREREGs8r9ENazKIG/A9gNvEk6UftBTMbARwEFDLJc/dDOu9V1m5AM3C8mR1foc+zpQVER/dDfGf7Xxsb9fG4A54P+3RUt7XPRPUlQ/Mb3v+fvfMOk6u40vd7lEYSGkkoIiRAIudsk9aAcTbGGDBOeBdhcMQ5/OwF2+CAcWDttb2wGMMiMI6AFxzA2GRMWnIwAhE0GCRAASGNkDQKc35/VM/cqprunnRnJI2+93nm6ap76lbd7unpqa77na9eGJMmtAyLfBEmpPk0jI1yKFZniSkjNy+SaPYYnMpip6ZNE+P1XAqTJvykiTlD63xvis3dJ5EmTY1eUTtpqEM+UWSEP2JFOt7kUUW/UwenyU7zBze1lxsydU9eT53p8y/NUTLQ4BlpyKLkn8Y0lCQKvZzF4nsTT2axPDEl86yv2zZmWDTI1Btrt2vJLHkbM+P7huhN13JhGrvulKJ8fNZvbJj+liw2o0iSm7L6W0noiHlp03tWFZsm3Dcye5Hjt+MezWlsVtT2umz8x6LX5uQsaer1Wdv4XlR+TybO/bsoe28IIfqK3wHHmFmDu7d02rokSplwuvttZvYOgi7ACbewr42aHAw0ESUWrSeagItqxI4kZNNfTvg31NQ/l5RwQOXxmbqthBBCbFrI+F2Ux9eBA4ErzOzT7j63sxPKoLQlVXf/C/CXGrEbCVtCrlfc/UHglGqxipn7FsBp3d2uskZ/UwgJQS/Ehvdm9jp3vy1ra8BXgIOARdR4HYUQQgghesk/CBvkbgm83cyWAq9Uaefuvl1Zg67vrS03GsxsVlRtu7/6PTNruw91obv/PWpzNmH/9ZOA+NxbzWwOcA8hS2wMIat/d0IC0QnuXu9GnxBCCCFETxlE0H79MzpWbX251DXn0iacFbuhUwlJL7sAm7n7kEpsH8Lt9v909zm1e9mgObHKsWOj8s3A36u0yTkHeC1wBDAOaCX80s8l+JbqdnoX8KHfTOrWWig4WobkJuVFeVh2S2p14YnNqPF5rNA7Dm1M/1RG1jFeX5HpNGMWZOdtH5VHZHrOcdEXzqGZK/1LI1MD79GtRb8jnllTc3xa1iXVSZGGczTTk9iQSF45/tUkxLBMw9k8/N4odm8Sm7PZx4pKayZUjLWxIzIN4cpIQ5iZ+SfskNWnZ/XYJP3cLBZbHv8j0yIu3LYoj87uOMU6zdzovSEzv6hnGr8oWlQ4OjOFT7ShWR/b7N9efGHHe5LQ+Tunxvt7LIl+HyO+mF3AOUXxdZm+867oeeTPf0IUuygzxLgzu9b4V/6RbPivRr/zabmIVwjRF7j79PUxbllbWw4DriUkBr0MNAOjoiZzgQ8RsgnOKGPMsnH3wzuJd2um7+4zgZlVjn+pO/0IIYQQDqwZNLBvSnrfe4+L9UhZ+xZ8iZCb+A1gMpCkYrr7K8CtdMy1FEIIIYQQA5yyvi6dANzu7t8EMDOv0mYucFRJ4wkhhBBCiE4ws3+rFP/X3Zujeqe4+6VlXUdZE84ZwJ87afMyQbMoRPlEkpTFm6Uawi2XFuXFmRZwcp0uh42srcXM9ZZroj+ltdmfVVOk29w+03dO5fmaY4xbHun7susesS7z74y9F5tHpLHB0fe/dakyZPSi4tp2mZDeznpkq6K863Npl62pFJRYmJ3rPfdYe37R5+az0+DarxTlQakulYmRqHZI5tEYywTHpR6lZBpSLNIGfn/PNPb7KPY/aYjrMn/NWozOZNfDsmTPWOOZ6znjcxuzfh6K1DcXZefdGZV32z+NfTTVdD4SW8jOSptyRVR+6oY0tlfkPboo02lapDfNfqWMzurxn8PEJ9LYksijVamSQvQVswiqjLsIkse2ej2s0maDm3CuBDr7dN6a6mn3QgghhBCib/gQYfLYtttjrY1v+pQyt7Z8s5kNc/fVedDMxhD0m3eUNJ4QQgixyeBmrB08wJOGbB2dL7yJ7uLus7L6JevjOspKGvo5YTP4X5pZckPFzMYSlm83B87veKoQQgghhBjIlLW15a/N7I2EZdp3Utnp2Mzupdi//Fx3L2UvdSGEEEIIsfFQ5taWJ5vZbcBngD0JgtN9CVso/dDdLy5rLCE64EXCyeLBuyahxZs91l6esjQJMSRyi12biUEaBxfBEVmyz7LEZjZNIlqW/VmNi+TNIzMZ89B6vnNxYk6WF8OCLKGpIeqnNbOMXTOoejsI2w7UYJuR09vLg6anyU1Pzkn7iY3gm7LUwD3mF+Xm4bcksaaRTUUl9yL2nxTlzTPj8dao0zXXpbFBWRaLb1OUrSWN7XdEUX4sDRF325DJzydGiUCN+TbE2RgxuYF6bO6eJxvFY7ZkEvmVURLRX3Lj9cxAPjajy14qRn2iKO+dXdvsaBfg92R9xmb6WY4aL2X16OXHst0V4j0a7kII0U+Y2WbAJwifEFMJC4M5G+7WlhWdwCwzG0G4hb7U3V+tf5YQQggh6uHYJmD8vhppOPueitTx78CuBH+I0cBSYBjFV8j5QJ1t67pPWRrOBHdf6e7zNdkUQgghhNig+Cphsnkyhcncjwg7RB4M3A88TdimvDRKnXCa2UQz+5iZ/djMLsyOv7ay8imEEEIIIdYP7wRudfeL3b19SdkDdwFvB3YGTi9z0NLW583sZOAnwHAKw9A2EdBkglXxR4CLyhpTiDZ8yH+3l23d8UmsaXwhFNtmcbroPj7SSQ4ZVrv/ZZF5O8DUzPh9dBSfXuc6c1P4cYsinV6up/xndEFLMs3m7PxOR+QMPyX7Hjku0nSuyWJr4mJ6bQdEutXM953G7K7XEZHxfGsmE50TyQ8bM7/68Q3F72bx4M3S4Npro8rUJDRs6Ofby6c8tTA9LZNQNkVy279utXca3DJqvCyTMOW6zSS2pHa7BdOytiuL8qqRaWz4iqjdi2ls2yuLcq7hjE3hp2aG7WT1RyJt5k6ZTnN11O/dZ6Wxc99QlHN9ZeTX32Hvgv/I6vGv7tHM3P++qCzjdyH6i62AP0X1ViINp7svMLNrgfcBXytr0FJWOM3sTcAFhA1HjgH+O467+6OE5KF3lTGeEEIIIYToEStI01KXAltkbV4i/6bfS8pa4fwywcH+MHdfZmb7VGnzMHBQSeMJIYQQmxDW4Q7JwMM6byLK4DnCKmcbjwGHmtlgd2+biP4L8GKHM3tBWRrO/YE/uXu9myLP03EGLYQQQggh+o9bgMPMrG2G/1tgO+DPZnaqmV0OHAiU6p1e1telYUBnGeljSZdwhRBCCCFE/3IJYd42jbDaeT5wBEH2+OZKm9sJ2eylUdaEswnYr5M2BwBPlDSeEDXxwZcndWt9TXv5hTH3JrFpi4tyPYu7oR3M3NNEkckLCmf2qc3ZyYOj8iONaezGKDHoF5nz/FZRfUgWm5bdnJgeXd8uQ9PYiijDpzE7L8qT2bfl0ST0SMPO7eUtGtKbEy9mmSJ5olDMqChR6IlJaWzxoP2jTlLDfgbHJvFpYlADRbLNeTum5w2ztG3CmjlpfX70AuT3Z+LEoGFL0lhu0l6Plh6ac8QJRnFyEcBro+TRZTPSWG4uX495kfH93ueksZ9H9ZbN01jyFvtVGstfxz9E5d2yWPw2OhD8zBrXKYQoDXe/H/h4VF8LHGtm+wHbE+Z097h7na1Buk9ZE86rgf9nZse7+2yRAFUAACAASURBVOV50MxOIuw+VGqKvRBCCLEp4HR0khhoyPK9fzCzQ4Fl7v5gfNzd7yP1jiiVsjSc3wf+CfzazH5LJTnIzD5ZqV8APAn8tKTxhBBCCCFE97mJYFPZr5Tydcndl5jZYcClQGyC2LYZ8m3AB7TzkBBCiFrY8FQO4Ktm1GgphOgFi4CVnbYqmdLW5939n8DhZrYnYYVzPMHb6a7KMq0Q6wUfdE97uWFyKiKc/nKh95uQGb/vEFm478KiJDZ5aVpnaVR+ITMw/0LxPetvL6cCt9f9pjAev2lOaglyxHWF+LNh3U5pnyufzuqRg/s+mYZzRNTvqsFpbHEUG5ze0FrWUDimD82M7kdmkr7VkcRwRSY3fHZ8NNzwiWlwXaS/bN0/jcWmFpb+cprXPR7Fdk5iq8kM3InM3Qf9Pg1tfVlR/uYH09id+0ad3pjGFu1LTSZlGsql0QuQ6znjesPK2rFcw7kocp5bmF3LQ1m9Mbqeifd3vN728bJfaqzvzJ9vrGltzp7vhzOT+gOzfmNiDefCbmhPhRC94WbCFpb9SikTzlgP4O4PEzw3hRBCCCHEhsVXgbvN7FvAN90937quTyhrhfMm4GfAJ0rqTwghhBAVfBMwfncZv/cX/w48CpwGnGxmDxFM3vO8LXf3k8satKx373rRAwghhBBCiG4xMypvQe1NeRzY4CacN7Me9ABCCCGEEKJbrJdsvLImnOtFDyBEd2lhQVKfsXVxC2fyc2nblTsViTId/O9a0iorovjSzG3soXHtxWXbp6FX/1rcGHjNa9O7Gb9/rki2OHLOU0ls9D9OTTtadl5RvjQzg/hMbDaf3TEZEtWzv9rJUaLUSqYlsXlbplvsvjK/eK2eynKWHhm3TVFZ95o06FESkW2dxmxCUV6dJRQ9fTQ1yczlGX97UW59UxpbFSUKvZydd0ZU/vAX09iEDxTl/zsrjW17ZVqfekNRtuzFaYhex9joPSePTXigKOfJPs3bpvW5xxXlh7LncXJ0bvaW4tyofFmW0BMnIo2+IY3l1zMmGn9pGmJZlMSU53oB6+n/ohADGnd/dn2MW9aEc73oAYQQQgghxIZPWRPOmVG53/QAQgghxKaAY5vATkNKGhrIlPXu1X0PIYQQQghRlbJ2GloveoCyMLOLgA9Vqju4+1NZ/BDgaOD1wHRgNDAfuAH4bt6+i2OeSFBN7QqsAx4AznH3P/XwaYgeMHezQvUxY1r27fqJR9uLi3dKNYzjJk1I6pNXREbwY1rTfo58pb143FV/SEJX/vKd7eXWSWuTWOuoop+WwfkutJkWcnGNMsAdq4vyWzINYUvU78j0ukdEZu/jeCWJTR2c3sR4eW1Te/mFMdn4REb4rZn2cnBk2t6amen7nkX52Uzg91g+RkT+/A+J+rE909ijUTnT8Ca0ZBrGZyJd4lbHpbHbjkjrrz29dr9TI0P54UvSWK4TjonN5BuW1G4HqUn76Cz2fKS3/EUW+0dUnpAZxsf1fPxcQ3pfpPFsSN9HDItM4lfXMYgXQmz0lLWX+kaLmR1FmGwur9PsSuALwCrgl4Q94ecT5AEPmtlB3RzzHGAWMAX4OXAZsAfwRzP7ZDefghBCCCHEBk1ZOw1t3XkrWgm7ES3rtGU/YWYTCRO+3xJ0p4fVaPoj4BfuPj87/zTgLOACwoSxK2MeTJi8Pg28xt2XVI7/ALgPOMfM/uTuTd1+QkIIIQYkMn4XGztlrXA2AXM7+XkWWGJm883sp2Y2oUZf/ckFlcfcECTB3b+XTzYrfI9geL+7mY2vEq/GxyqPZ7VNNitjNBGMSBqAk7rYlxBCCCHEBk9ZX5cuBbYhrBC+AjwIvARMBvYGxhLM4V8lrASeCrzDzF7r7gtLuoZuYWYzgXcBx7j7YrMefbNyoE14t66L57QJvP5SJXYt8LVKmzOqxEUfEus5AQ5uLN4TI196PondP/nApP62KZH+cGkmvvtQpGFsTjWMx91wcXv57uaZSaxlcFGeuKKeoA9YMy4qZ4aSTZE2dGGm4cw9KyNWMry9vIxR6XCZprM1evfPzzWc695WlGPNJsCrkb/miOY09nLkH5rKW8MnSxvDstg/sjpRP0/msYj83stdUXlq5jW56JSi/JbsvB9mWsQP7hv1cyM9omVEWm+INnYblusiM03l6Eh/Oi/TV8a+mPnzj3WyE+r0mWs4O+g0o3iu01wW5Zvm5wGwb5VjQoiNkbImnGcDdwLfJazctTtPm9lmhEnUh4GDgKcq9TMI/p2fL+kauoyZbQP8GLjM3a/qRVfHE/6b3eXu1T4t83E3A6YCy939hSpN2v4d7tiVwc3svhqhnWscF0IIIcQmhJn18Jsu7u5vKOs6yppwfhd4yN1PywOVyedXzOwAQkb3scA3zOxo4Cj6ecJpZoOASwhJQp/uRT8zCMlDawmazK7QtvaT77dBdnxsjbgQQgghRHc4vMZxh6rC2bbj+eY9vaKsCeehwPmdtLmDQr8I4YZVj7SKZtZEuIXfVX7p7m172H2OcOv/yFhD2c3xJxFuf08ETnX3O3rSTx269Et29/2qHa+sfOpelBBCDBBk/C56irsn+TpmNgz4HbA78C2C5PFFQvL064HTCaZx7ynzOsp69zZQe3ehNqaQ7pa7nI7KrK7yNEQmgZ0zH8DMdiBklV/s7tf0ZODKZPNGYCfgM+5+XienxLStYHZwKsyO11oBFUIIIYToDV8D9gd2z+SAzwKzzOwPwCOVdl8va9CyJpwPAe81sx+5+6N50Mz2JMyUH4wOTwd6lDDUC03BblSywM2s1urqk5UEomNyfaeZTSGYve9MWNnszmQTd3/VzOYBU81sShUd5w6Vxznd6Vf0DXdsWSw0HzUn/eY9cuy9SX1cw97t5QN2fpC0cZQM89E0+YY1xdvwgFvvya7g6a5f7NAoUWhNFlsVLZgvyUzpF0XJKKNeTULbtzS1l2c3pKYSzZlt7QvRmKuHbJbEWDOyKA/aMo0tiMpxkhCkX0d3SkPJc8wNy5/P6hdRm9hBt55h27zsI2dinfGGZ/XVUYIRmZQqTr5ZmhldxIlCq0amsTGRu/2YF2v3CdAcJeZsl20KF1/7bmmIZdENoKl1JOqdGc9PjOLLsvHzuhCiPzgBuLJW7om7v2xmVwAfZAOccH4T+DNwj5ldBtxOkaX+L4QnN5SwdIuZjQDeDPyxpPG7ShO1//0cSVilvZzwr6cpDprZNMJ/i+2Bj7n7BXkHXeRG4F+BtwIXZ7G3RW2EEEIIIcpmS2B1J23WEO5Ml0ZZW1teZ2YnEHScJ1NsEwlBeLoU+JC7X1c5Ngx4L/BEGeN34zofBE6pFjOzmwkTztOqbG25NXATYVX2ZHfPJ4rV+ptCuEX+grvHt8jPJ0w4TzezqyLj9+kEu6gWOk5EhRBCbMIED76BruEU/cTzwNFmdrq7d5h4mlkDYTvveWUOWtq7191/a2Z/JlzkPoTJ1jLCHuFXu3tz1HYpcF3VjjZMbiFMNu8DtjGzM6u0mZXtDnQ2cCIhMWpW20F3v8PMfkjIzn+4smzdNgEfB3xKuwwJIQTYxML/1BeW5s4ixKbOJcA3gBsrOybe7u7rzGww4a70WcC2lOwHXurXJXdfTthr/Jdl9rsBML3yuF/lpxo3k92Gr4W7f8HMHgY+CXyEsO3n/cAP3P1PvblQ0Tc8OjWtT38uzXd7ZPtCCjOtIc2fmxpr7GZkXyY/GWk652aS4Pivc3EaYuW4tD66RhlgbJSguHm2uVhjZCi/PIsNLfSeI6akwsSnH06lP3/csxA1rm7dn5Ro19fWbMOuNZGm86HstFhTmHnC19Vb5rG4nzuzWCywacm0jw2RvvATmdbwuhrlzsZfl+kdY93mgmlZP1GsYUXt82ITeIDRz6T1lshl7XFqkz+PqkbsVfps2bx2u5y8z1j/uSgz1sgN7IUQZfFdwlzmnYS7t61m9jJh0WsQ4c70HyrtSqNP1ufNbHNglLs/1xf99wXufnidWLe9Gtx9JjCzTvwSwrcMIYQQQoh+wd3XAO8ysw8Q7sLuQ5hsLiUsfl3s7r8ue9yy9lLHzEaZ2X+Y2YvAIsL+6W2xA8zsGjOTN6QQQgghxHrG3X/l7m9y9wnuPrTy+Oa+mGxCSSucZjYG+Dvh5tGDhAnnLlGTR4DXAe8nzJ6FEEII0UVk/C42dspa4TydMNmc6e77EqyF2nH3FYTEG6m+hRBCCCHWM2a2p5l918yuNrPro+PTzew9FXlkaZT1delY4Dp3v7ROm2eB15Q0nhD9StOIw5L6fSNvSeqjm5vay8837p3Exk0oEiVGrMo2yGqJ/gQPGZzGFq4rypknOC+9nNYjj3CGZm3jpKGx2XfMNdGYI9NEqDUTimtbk20K1lxvIaI123V2UHTxr2YJRXEyUG6gvlVUzj+p4pcxy7XpkPwSK8mfz26wTIjqedLK6ChR6LGsz/ha8ySteglNeYLN0OgXlycN1SNOFBqeJRQtz8aIjeBnnJ7GYlP4Z45LY7tGsaVZ0lSc0JM/3yrJRn7rrzocA7DtLqx6vFY/QohyMLNvAqdRLDzGrlSDgF8DnwV+WtaYZa1wTgMe7qTNcmpv6SiEEEIIIfoYM3sf8FXgb8DeBBvHdtz9GeBeQhZ7aZS1wtkMTOqkzQyCtlMIIYQQ3UAaTlEinwaeAo5299VmdkyVNrOBw8sctKx37z3AO8ysMTZ4b6Oy687bAXlMig0WW5AdmDi3ajshhBBiI2YPwmY19ba3nE/Ynrw0yppw/hi4FrjGzD4SB8xsF+DnwHDgJyWNJ0T/su7QpDpnUqrh3OmRonz/PtlC/qCd24sHjHwwjY1cU5QPGpbGhkff9n+fmXvX2wRuZO0Qq7LzJkQ60dFprHloYUq/NtNwTh6bVNlp8cL28qiW85PYnZMjjWHjnumJ4yYU5SOza42HbMxi8SdXZ26/qyKd4IzsS8TESMM59cY0dtu5RXlZnS8fu3Xi9nZdpHfc9og09rori/LSTKjbEuk7x2TO/7nZe0xjdq2xTnN1pu+Mdaujs1iszWzONJwxEzJdbMvm+INn1W4fE19rrqHN60KIsjDChjP1mEyqlu81Ze6lfiZwJvAoYdN3zGwRsDnhyX3Z3e8oYzwhhBBCCNEjngQOrhWMtrj8R5mDlmb87u7fJNge/QFYAqwjLMNcA7zR3X9Q1lhCCCGEEKJH/A7Y18y+UCP+78D2QHV7iR5S9l7qNxH25RRCCCFESTjGWiUNiXL4T+B44Ptm9h4qGi0zO4ewSc/+wF3ABWUOOrDfvUJ0A898FizRU2+WxBYP3jWpPzG5MGqctiI1lNxz5BZFJddXDop0k3tmPpwNkb5ybqbvfHFdWn8uEjwOyT60h9f5EF8XxTJFz7jlhQ/ivqPS53TvpPSjY7/HivH/uEc2xqBI79ralMYmTaAmsbfoS1ksVhblHpmPLUnre0U6wYl1fDhz38eGqJ+FmZ5wXqTFzG86+ZVpfa9ojHz8ZZE2coeH0ljsy5lrOFfFb6SG2tcGqRYy9wGN2TWrx7/yXBc69YaiPLqk5LoOY2SaWr5YzjhCbOK4+0ozez0h/+YEoO2fz+cJ/wkuAz7p7mtrdNEjNOEUQgghhNiEcPelwEwz+zxhU57xwFLg/9x9Yd2Te0iPJpxm1krdNNmauLtrkiuEEEIIsZ5x95fpuD9bn9DTyd+tdJxwbg7sSViOfQ54EdiCsEHdIMJORNm9LiGEEEJ0hozfRVmY2TrgTHf/Vp02pwPfKHORsEcdufvhcb1i7H4H8HvgS+4+N4rNAM4B9gHe2uMrFUIIIYQQvcUqP11pVxplzVy/Byxx93fnAXefa2bvBu6vtDuxpDGF6Fu8Jaq8moQa7dmk3jSuKC96Ju3mL9PvbS+/NHLvJHbshMgIfuiKJEZLlER0xIg0dmdLWn+ljodvbPaeG7+3Rs5o2fBxLsrU5heT0BZTpiX1YfsUCTfHPbw8iV2w+8Sisu7xdIxRkdn5iCyB6KnI7X1ZGuK+qHxnFsuTWOoltcSG5g0PpLE4aSU3N48N1BuzJKFts3qcjNSS/R7j5J88Fpu7r8qyzYZHSWN5IlCe/BTH89ciTox6KrsBFT/HCVks68f/di09Ijeij1k2A3/+uJ71K4ToLZuzIRq/A28B/qdW0N3dzK4DTippPCGEEEII0QXM7NDs0PQqxyBkrG9NyF5/osxrKGvC2QiM6aTNGDpuUCeEEEIIIfqWmylyb5xwt7nWHee2rS9rGcP3iLImnLOB95rZ2e7eYWdjM9sGeC8dHfOEEEJs5Nj7Jyd1/3VunNrDfvc+veizq/uzD2AGuvG76FO+SZhoGvB1wgT0lirt1gGLgZvc/fEq8R5T1rv3B4QtkB4ws58QsthfImz+fhjwKcIKp7a3FBsP3lyUrb4t2ZZLi/LC3Hc98ux+pCH9+x039cD28uGb35WeOC/SZa4YmsZ2yepL6riUxcbv9Uzg841uhxfFNWPSj4ppbJHUmxYVLuFDMh/yKasLDesLQ25Pg+si3WZ+4ojohkg+f7k8Kj+QG4ZnestYp9iQaRGH1dFXLo30pbGeEmCv6KMs11Cuygz8l6Z61/TaVtaODY9FtQ01myU6VICWsWk915/GDItfm0z72RiJkXNdalnEY+TXnRvBCyF6jLuf2VY2sxOBq9z9J/15DaVMON39N5VM9bOBM7KwAWuAL7r7b8sYTwghhBBCdB93n9F5q/IpbX3e3X9kZr8HPkiwQBpDcK2/H/iluz9b73whhBBCCDEwKVUQUplUSmgjhBBClIgDayh1a+sNjp5sXyh6hpkZ8G6Cy9BUqut23N3fUNaYUiALIYQQQmwimFkDcA1wOEH22JZM1IZHx0ujp3upvxZ43t3nr4/zhegPfPAh7WVb8/ck1uypSfn4Vwtj+InZn+igKIdkVXPqo9s0dlF7eeXw4UlsxKio7bwso2dclvyzeVTPE4hmZEksMeui85ZliUjj1rQXnx1VJ/EFGN5YfJQsX5yuwuy0IKpMOj+JvRCb3bdmxu9rtyzKub/FXVGyy14XprFpN6T1xihRKzdQXxUlCuXJPXFCz5jFaWzeEUU5NogHeG6H2v3kxAbu+QJDnowUEycK1WsHqbn6wn1qt8tN4beNko06mMmnCVb+6yzeRfzu83p0nhBdwcxeB3wWOBgYB7wMPAL8p7tfk7U9GPgqcCAhZfIpgr/4T909/kONzzkROBXYlZDd/QBwjrv/qUb7EcBXgPcB2xC2tLgZOMPdZ/fmuXaTLwOvB74F/ARYCJwJXECYhH6XsHvkv5Y5aJ6X2lXuBE7pxbi9PV8IIYQQoipm9lWCY86hwF+A/wD+SNhB5/Cs7dFR2/8FzgWGAT8CflOj/3OAWcAU4OfAZcAewB/N7JNV2jcAfyNYEi0DfgxcDxwD3GtmB/Ti6XaX44H73f0Md2//Nu3uL7r7b4AjgHcQJuul0dNb6r3dX7PU/TmFEEIIIQDM7HjC6t31wLHusccdmNnQqDyaMGFcBxzu7vdWjn8NuBF4t5m9rzIRazvnYIIp+tPAa9x9SeX4Dwgb755jZn9y96Zo2M8DhwBXAO9199bKOb8FrgL+x8z2aDvex2xHeM5tOND+mrj7M2b2Z2AmYaJeCr3RcH7WzGb28Fxpg4UQQogu4jhrB3zSUO+nBmY2CPgesAL4QD7ZBHD3NVH13cBE4NK2yWalzarKKukNwMdJVzo/Vnk8q22yWTmnyczOBb5G2Mr7jMo1WXTO/4snle5+tZndBryO4Ft+U4+eePdYQ7pPejPhNYh5FnhnmYP2dML5TzqKTLt7fs9EP0JsEGyW1Joj+eWQ7Pvp6kimOCyTEI6M3NVnD9o+ie0xodAeDl1cRwcI8PZIp/nY0NrtcuP3NZGqpjU7b03xmbzNmueT0OKhqUn3hIZCf7ls5ItJbHohU+XgTG74nWTIYVUvGYDns3psZp6bkvuytB7rNpeNqz1GTqy9XJRpH+dFiZujHkpjC7aq3ed+md7zmeOKcm7QvmjfaLwj0tiySMOZ6ytzYrP71dkvINZ/TnygdqxDn528H4VYfxwMzCCsJC4xsyOB3QkTrP9z9zuz9m1/XH+p0tethInrwWbW4O4tXTjnWsKE8wgKX/LtCPuTz3H3ajsaXEuYcB5B/0w4nydkprcxBzgoa7MPQfNaGj2acLr79DIvYn1jZhcBH6pUd3D3p7L4IcDRBJHtdGA0MJ/wzee7eftOxpoJXFynycfd/fw6cSGEEGKgsrOZ3Vct4O77deH811QeXyL4gO8RB83sVuDd7t62fdxOlcc5VcZba2Zzgd2AbYHZZrYZYbK23N1fqDL+k5XHHaNjNceoc05fcjvwxqh+FfDtylzo9wSN6xsJO0iWxiZvi2RmRxEmm8uBUTWaXUlYbr4D+CWwlvBt4GTgfWb2pirfmjrjauDBKsfvrXJMCCGEEJ0zqfL4MWAuYeJ0NyEr/D8IvpOXUyQOjak8RhsUJ7Qdb7ut0932PT2nL/kVsJWZTa/oTP+TsKh2EkG3aYQs/a+UOegmPeE0s4kE4exvgS0I+olq/Aj4RW7jZGanEYzuLyD7FtUFrnL3Wd08RwghxCaI45uA8bsDPN7FlcxatOmLjLCS2aZ5+YeZHUNYZTzMzA7q4kJRmw6puwLT7rTv6Rg9wt1vJtgxtdVXRHdytweagD+6+4pq5/eUntoiDRQuqDyeWq+Ru3+vhmfo94CVwO5mNr7sixNCCCFEt2gTLT8TTTYBcPeVwHWV6msrj22ri2OozuisXWftq61mdneMfsfd17r7lZX5zm/LnmzCJrzCWdFSvgs4xt0XhySybuPQ/pWzqjFsHfY2s88SDGbnATe5e54aUZdaOhdg525ei+iULNvH0/ryyLP7hewjIzaCX9uSxpaxvL08IvtzHNoar2Zk5u3NWYLN0Dpvvyl1jN9fit7307Jspyi3c+iiNLbLrk9lTfduL784Nk0aeq54ivy0MU22Ys02UeXhNLblTkV5WmaKHifKNKTjsTT77heblOfG7zG5uXtsyr4mDbHXt4vygtwwPvucnhT9WefJP6OfKcqrs7tpLVF9Xra73HZR0lCWI8WqzPg+ThrKE5PqJgZF57X0150+IXrNE5XHWtl0bW/stg+GJ4D9CfrJ5H+qmQ0hJCCtBZ4BcPdXzWweMNXMplTRcbbt/BDrNduuqZZGs9o5A45NcsJpZtsQTFcvc/eretHV8UAjcJe7dzfr/jNZfZ2ZXQh81t1XVTtBCCGEEHW5lTBB3MHMhrn76iy+e+WxqfJ4I3AC8Fbg11nbQwmrDbdGGept5/xr5Zw8CfhtUZs2nia48+xoZjOqZKpXO6c0zOzfenquu19a1nVschPOikfXJYQkoU/3op8ZwE8Jb+wvdOPUucCngL8SrAnGAP8CnA18lLC0/oGudFRL51JZ+dy3WkwIIYQYqLj7ooqZ+gmEXX2+2hYzszcRkoaWUlgaXUGQx73PzH4aGb8PB9puZfx3Nsz5hAnn6WZ2VWT8Pp0g0Wshmoi6u5vZ+cB3gO+bWWz8fjTBEukx4JYyXoMqzKL7+tC2vdQ37QmnmTURMs66yi/d/YOV8ucIyUFHxoat3Rx/EsE3ayJwqrvf0dVz3f0W0jfVCuByM7sLeAh4v5l9L9eeCCHEhoq96W1Fpcpter+1VHeVTRIZv3eLzwMHECaEhwL/R5gzHEOQv3247a6kuy8zsw8TJp43m9lvCP6T7yTYGV1BSCwurtP9DjP7YWWch83sCoKR8HsJe7Z/KttlCOCHhO0i3w3cbWY3ELw5jyfMAz7Uh7sMndRH/XaLjXLCSVie7s5t5/kAZrYDIav8Yne/picDVyabNxLeiJ9x9/N60k+Ouz9nZtcQvpUdSph8ig2GTHuYbcowP5KCb5NJARdGUsBBmfDi2cam9vIhI1Pj99sb9i9iW2VuWS2Z8fbj+fVFDIo+xK/P7y5FbJ991i2JdKLDU43o6OXLk/q4UcUT26tx9yQ2d+2j7eUpS19NYs0jo+sefGE6vhVm8pz01jR2eWSY/kymWdzlorT+3A5FOdZzQqrbrGdm3vh4Wo91oqMzb+S8Pjf6rM81nAecHo2R3WWLJ247Z6/NQ18syrnx+4S8fn/ttrE2s3nb2uPn1wb4r18CssmmEBsA7r6gsjf5VwmTzAMJqvQ/A2e7+11Z+6vM7DDgdOA4Qm7FU4QJ5U/cvcNM2N2/YGYPA58EPgK0Enw/f+Duf6rSvsXM3kiwGvoAYfFrGcED8wx3f6yUJ18Fd7+kr/ruDqVOOCuelicAuwCbufv2leO7AEcRVhrn9XYcd39D562qshvQAJxkZrVm/E9WEoiOyfWdZjaFYPa+M2Fls5TJZkSbEW2d2YMQQggh6uHuLxMmjJ/vYvvbgbd3c4xLCBK9rrZfSdh96IzO2g5ESplwVvYJnQW03bZeSZEBBiEr7DsETcD3yhizhzQBF9WIHUnw4ryc8K2jKQ6a2TTCyub2wMfc/YK8gxI4oPL4TN1WQgghhBAbEWWtcH6CIKD9H0ICzecIe4kC4O4vmtnthEndeptwuvuDwCnVYmZ2M2HCeVqVrS23JuxvOh042d3rbU3Zds4UQkLQC+6+NDr+One/LWtrhGX2g4BFVN+fVQghNkpsu0IS4E9X/QgWnbAJGb+LPsbMurqo5e6+XVnjljXhPJmgOfxwJRur2rvmSUJ22MbILYTJ5n3ANmZ2ZpU2szKR8NnAiQSx7qzo+K1mNge4h+C/OQY4hGDVsAI4wd1zZz2xoeGphnP1kM2icqpTbIzMNAZlEsJBg4s/wdGkusjJLCoquZQ8s6VMNJarsv0chtbRoe8SfQTck/3Z7hv9cxuUxppGpd6TTdFHyZpMXj0msgFtzJXXmy0syutSLeBxTxX1K7f/bnreQ58oyjMyZUuetLL3OdQk1m3m+s7h0e8jOyQ5MgAAIABJREFU9+9MPDvreIQC7HJuFMvyFIfFfqJ1tJfLZtSOdUbiWZqNH2s4F+6TXVvUtoqGs+gje71nn5zWR9c5VwixPhhE9az1MRTba86nowNxryhrwrkT8LNqwtqIBeSZFhsP0yuP+1V+qnEz2W34GpxD2OHgCEI2WyvBn+tc4IfurtvpQgghhOgT3H16rZiZbQ/8hJBLUuoiYVkTzrWErK56TIVsCWcDwt0PrxPr9jZE7j4TmFnl+Je625cQQgghRF/j7k+Z2bHAo4Tkpn8vq++y9lJ/DDjcauwPWTFQPQJ4oKTxhBBCCCFEyVR2O/wb8P4y+y1rhfMXwH8BPzKzxILAzAYTDE+3JCTGCCGE2Mix97dJvbrlJCN6iMMmkDQkNiDWEhKpS6OsCefPCK78nya45jcDVNz3DyRMNq9291+WNJ4Q/YoP/VBStzVNSb3ZdmkvvzAmNWmPk4aGZbknExoKc/Mm0kScXXiKLjMoSgyaMjSNxbLvF1MD96Q+Y3Aaa41ugAyu/69gaPRR8nKWNDR6UlTJhmdQ7HW8MAkdvEvx2kx8LP2ueuPUoj7n99m1vfaLaT1OWpma7fewIHrNc+P35ihRZ3aWWb1XnUQkWtJqPMaWV6Wx0VHyUWwmnzM122I5TgRalO1imycYPROZ5MdJQgCr44SfrJ9F0RjTMnP92Ah/ahbLx8gN5YUQGzRmNoFgmP9cmf2WMuF093Vm9g6Cq/+pwI6V0LHAK8C3Kj9CCCGEEGI9YWZfrxEaAmwFHE3IWC9Nv9nWeSm4+1rgTDP7BmHCOR5YCjzu7vm6hhBCCCGE6H/O7CS+DPi2u3+/zEFL30u9Yo30RNn9CiGEEEKIXvP6GsdbCTtDPl5ZRCyV0iecQmwK+NBvJnVrvbW93JwZhLVE0sgVmbf3i40vtpefbByVxCZTaOHGrclOzI3fJ62OBsz+rFdE9d9lnyEHReVdsvOGRjcmRqU6yaFZ8kJj9FEym+xa43aZvHHYoELvujoz03/yscL4fml2j2TOyJ8UlanZIPdnRuQHnVWU35jZ3I7+Z81rxaLnsTrTcK6I6is+kMbG35zWY9P43EA+NpvPjefjtpOeT2OxbjLXbM7LjNd3jV6Pg9IQ8RYTuVrrgUjTuTDTd8aG9aszzWZu9D56Lv63axG9w3HWDvikIaUN9Qfufsv6GLdHE04zu7HzVlVxd39DD88VQgghhBAbIT1d4Ty8xnEHqnlxth3X1xchhBBCiPWMmQ0i3COaBgyt1sbdb612vCf0aMLp7olhvJkNA35H2A/8W4RtHl8keDi9Hjid4Fr/nl5cqxBCCCGE6CVm9iXgi8CETpoO7iTeZcrScH4N2B/Y3d1jAdezwCwz+wPwSKVdrXR8IYQQQlTB8U3A+F03QfsDMzuTMBdbDFwCzIO+f3OVNeE8Abgym2y24+4vV0zgP4gmnGIg0loYvy/eLDV+Xzzq1fZyw9L0tEHzi/LTW6VG7+NH7t9enjrhxSQ2YlVqrk6cizJyTRqLk4ZSb3lYEZVnZB8Hq2J1TNrnMtIEp+bos2oEadbU2iifafyrSYiZDxdm7xfsvk0SO3+H3xWVwTulJ3pzUZ58YhqbdGxaf+fRRfm689LYjCuL8i4XpjGi1/xfssSYZ6JEoYlZItLwLMNpePQi5+byY5YX5QVZ0lCcRLRsXNZnlES07ZVprDlLInosMn7fLUuoilmW1Ruj55Wbt8em8LnRO+B3n9fhmBBig+Fk4BlgP3df2lnjsihrL/UtgdWdtFkDTClpPCGEEEII0X3GA3/oz8kmlDfhfB44uqLl7ICZNRCc6+eVNJ4QQgghhOg+TwF1bnf0DWVNOC8BtgduNLNDzWwwgJkNNrPDgBuAbYFZJY0nhBBCCCG6z3nAO8xsi/4ctCwN53eB/YB3AjcBrWb2MjCOMKk14A+VdkIMOHzIf7eXrXV2EnthTOGxO355EmJQ9JWvNZP+vURhfD570PZJbJfhqd4zlk2OWJrpO5ujGw8zMteyg6PYlq1pbEzk0p4ZZuTG73Eyw8vrUin3kGiIKVk/a6McgR2bU+3rnFF/KiqtufXvZkVx8GlpaN2Waf23kRH5rZmB+dlR/Zrj0lhjdF6u75x4f1F+PrMWnntWWn/dgVGfC9NYS7TIsNWT1CQ3jH80cnDfak4ay6+1Ifp9XHdE1nH0/IfdQI4vbHtusk9e38j4XZSFu59vZjsCt5vZN4H7CVuRV2tbZ3eM7lHKhNPd1wDvMrMPACcB+xAmm0sJT+Rid/91GWMJIYQQQohe8RAwE/ifOm2cEnekLHVrS3f/FfCrMvsUQgghhBDlYGanAD8jWCHdDMxnI7JFEkIIIYQQGz5fABYAB7v73M4al4UmnEIIIapi2+XepAX+9Cn9eCWCTcD4Xbtf9xvTgQv7c7IJJU04zayVrr1T3N01yRUDm9b9k2rTyCJRpHH8Y0lsQiTHHtKQdvNSY5E0NC/bfWzyoNRse0hsvD4lSxpqiczGT00N2xPGrEjro6IkojFpaE320RGbve8xeOck9sDIB9vLeWLUw5ERfEP2v3SPVy5tLz+y+duS2HFPXNtevnLnK9Lzlj6b1B8ZU7RlZGaKPjoq/y5LKIoTai7PEor+NSrnZvpZPhfvuaso7/WBNDb1GmoSJxE9uVcaa4h+V0vHp7GtH0/r20avT2NmUj8vSgaacH8ayw3khRADhXnU2Du9Lylr8ncr1SecY4EdgREEgWrVnYiEEEIIIUS/cClwipk1usfbtvUtZWWpH14rZmaNwI+Ag4Fja7UTQgghhBB9zneAPYHrzezLwH39MfHs89vb7t5sZh8BHgTOAj7R12MKIYToW2y3ouz/WH/XIYToNm0my0bYmAczq9auVBlkv+gp3b3VzG4CjkcTTjHA8SHnJHVbV2gKHxn3ata6iO2X2esObyxc4hePTdUos0mN4KfyYlHJPMInTy+0oAzNvsQ+3liUGzKBZdZPzAhW1YzFhvUAq1dULwNsG3UzLNNwTovqu8+/Nontv0ehaf1rNt4jo3+RduRRfJvsYn8Qlbd+Io21Rjvxvnlq1udHo3ZfSUJvtlRv+tcl9xSVQ3LXuMlFsYXajFmc1ltGpJdzw6PtZTsmM75vrJMXMDqKzcvM3WNT+lzPOS3Xu4q+xmETMH4X/cRtrIeXuz8TeIazHvbuFEIIIYQQgXoyyL6krL3U62JmOxNWN/P8TSGEEEIIMcApyxap1tZIQ4CtgEOAwQSzUSGEEEIIsQlR1i31mZ3EHwd+4O4XlzSeEBsNPvjy9rKtOzGJPTG+0CaOalmYxEZF0sOVY1PN5N08mNR3iTSdh2TuY0+NnN5e3n7rpvTiYk3nguFpbPNizHkNWyShlzJf0JiVmb5zeGPxMXPAhN2TWOzf+YfH7kpiD0VWo6sHp2O8LjrvX59INZznbZdd28tvLcp5HuaWkXDyrp3S2N7Ti/KjmUnqipuL8h5p6K8zMh/MZ6J+n8/GXxmZp+99DjXJNZz1yNsuq+OnGcfydhZ5j74lP6/rlyPKwTcB43eXirNfMLOvd7Gpu/u3yhq3rAlnrU+0VmCJuy+vEd8gMLOLgA9Vqju4+1NZ/FDgw8A+wBRgM+AF4BHgx+5+Qw/GPBE4FdgVWAc8AJzj7n/q6fMQQgghhOiEM+vE2mb9VilvWBNOd3+281YbJmZ2FGGyuRyotQ3LEZWfu4EbgVeBrYF3AkeZ2bfd/WvdGPMcgrzgeeDnwDDgfcAfzexT7v5fPXw6QgghhBD1eH2N42OB1wCfBv4MnF/moGVqOK9y9z/UafMO4Fh3/1CtNv2NmU0kTPh+C2wBHFaj6Xfd/cwq508F7gdOM7Pz3P2FLox5MGGy+TTwGndfUjn+A+A+4Bwz+5O7N3X/GQkhhBBC1Mbdb6kTvtrMfgv8H/CbMsctK0t9JrB3J232Ak7spE1/c0Hl8dR6jdy9qumgu88D7iC8jtt2ccyPVR7PaptsVvpqAs4FGoCTutiXEEJgx+7c/iOEEL3B3R8BrgZOK7Pf/vThbCBoFTcIzGwm8C7gGHdfXMNlv7M+JgEHECybn+ikeRtHVB7/UiV2LfC1Spszun1BYsOnddekutqKRKEXxqTm5stfKspNi9Jsk0HZX+5LY4vEmeZMGRKbtN/dkH4vHD+9SDAaNz1NNmpcUyQoTF3xYhJ7eeTYpP5UHSP4QUOKi81N4cdT9DM28yt/w7DoWrLxrnqmeD2aG8m4Oq1OjJJ2ns3k5jdFyUCPZd38I4pdkcUOjMq7ZLFbs+Sjs6PysAvT2LQ68u/Y3L1hZe12ebLPvCPSemzgvqijYbs/9kUAbEwWODkq70oH/JSOx0Tf4Thr1ylpSPQb/wSOKrPDMiecNd8pZtYAHAq8WKtNf2Jm2wA/Bi5z96u6cd7+wDsIr9s0goZzNPApd19U79zK+ZsBU4HlNW6/P1l53LGL13NfjZCWOYQQQgjRUw4A6nzT7T49nnCa2TPZoc+ZWbVbwYOBiYQVzlIFqD3BzAYBlxCShD7dzdP3J115bAZOcvdf1Gif07aGsLRGvO342BpxIYQQQogeY2Zb1wi1ead/GPgX4HdljtubFc5BFKuaTkihr3Zfeg3BPugG4Nu9GK8dM2ui467I9filu3+wUv4cITnoyFhD2RXc/XzgfDMbTrCC+hhwqZkd4u4fq392t+jSfQV336/a8crKpzY7FkJ0ir218zZCiAFFE/XnGUa44/rFMgft8YTT3ae3lc2sFfiRu3+zjIvqAk9DHdFYR+YDmNkOwFnAxe5+TU8HryQRzQY+U5ELfNTMrnf3XOmV07aCmaulyI7XWgEVGzk+9MvZkai+WRp5y5ji+9vIzMt79OS0PjT6U16cLZDvQFPRT/ZnE7fdZk2qEx3aWujF5o1Mjd/zMdZE2szc+H3E4MKkfXx23pPRtb1mbKovva+5MLfPDa/fv21hdH/nw+mOuXdOnE5N8q+pcT3/+nZTVJ6WxWIj9PxT9LBMXXN2bZP8hKXja8dWjcT/d37VkL3pbemBZ45L67HGM9dwviXSdx6fdRz7iZR6Y030CHda1w5sDScuDWc/cSnVJ5ytwBJChvrV7t5SpU2PKUvD+XqI/nP0Me7+hh6euhuVLPAat/8BnqwkEB3TRX3ntcBHgcPpmFqQ4O6vmtk8YKqZTami49yh8jinC+MKIYQQQnQLd5+5PsYty/i9nqfThkQTcFGN2JEEL87LCRu3NXWxz6mVx65+9bwR+FfgrUC+1efbojZCCCGEEAOCHk04zezfKsX/dffmqN4p7n5pT8YsA3d/EKhq5mFmNxMmnKdV2dryMOA2d2/Njm8HnF6p/jmLTSHcIn/B3eNb5OcTJpynm9lVkfH7dIIfaAsdJ6JCCCGEEL2mMnc5BPizuy+uEp8AvB34u7vnCeI9pqcrnLMI9//vImRqt9Xr0bYv53qbcPaCq4FXzOxu4DnC67YdYZVyCPBTd/9bds7ZBKP7kwivDwDufoeZ/RD4PPCwmV1B2NryvcA4gsVSU58+GyGE6CV2XVH2t9RuJ4TY4PgKwYf81zXiS4FzgCuBj5c1aE8nnB8iTB7bNIgDfWecM4A3E+yejyJYPb0EXAVc6O7X1Tm3A+7+BTN7GPgk8BGCUPd+4Afu/qcyL1xsvDQXuTasXZ7G1mZS7tGR2ftKhiexeRQJPyuy2ILoI2Dt4PTj4JGhhZ3rssxMPs8hmUyRGLMgM3dfua5IIlo2OHsiEQ+seDCpr2ouyovmpuf9k+ImxJW5Kbm/mtbXRXsyTMpc4pujhJ4RaYhlUXl0Fou72XxunSCpafp9mUn7smiDsql5P+C/fqnDsQ5t/pZuGGATMzP51ZHk/XPZyZ+JyvkvdVKdQe/p9LJEybhD60A3flfOUH9xOHC9u6+pFnT3NWb2N4qNakqhRxNOd5+V1S8p5WrWI+5+eJ3YjwlG8d3pbyZhy89a8UsIfqBCCCGEEP3FVDpJcibsNPTOMgctZS91Mzu0jpFoW5utzOzQMsYTQgghhBA9YjUd79vkNNJFT/CuUsqEk+BYN7OTNv9G6mwnhBBCCCH6l0eBI81saLWgmQ0jbOP9WJmDluXDWW2HoWptpNAQoovcsWXx5/KBxemf2MjVtc/LpXixSfs8Xkli46LY3YNS4/W4n8mkGsq1mYH7dArT+GlkJvGDi7b3k5q0r1pR9Ls2e07Ttyz6OWrL9KPqj5EL2QXekJ7IlWl1XeTo3pqZpy+INJzPZt0cVCTD2Huy2H9G5TdnuswDsraxafzqzEJ4WeSA1lDO5mC+MB3DDooqeXLP0BplSI3e8v8U9fSdos9oXbe+r0AMEC4DzgN+Z2Yfd/cX2wJmtgXBTWcr4PtlDlrWhLMrbE3IaBdCCCGEEOuHC4DjgKOBN1WSmOcRtJ17AiOB6wkTz9Lo8YTTzL6eHTq8skNPzmDCZPN9wN97Op4QQgghhOgd7t5qZm8HvkGwPTowCr9CuIfzjdx7vLf0ZoXzzKjshDT7w+u0n0fwfhJCCCGEEOuJiiXSaWb2VWBnYCxhsvl42RPNNnoz4Xx95dEIWzHOorrNzzpgMfBEXz0JIQY6v9ojlT9/Zm56N+Gh5kfby7s27pzElkX6y7XZDqwjIl/O5iw2qY6357JM0/n36KNkfObZOS7q95BE0AiPjCzazl3XRC2asvMef+KuorJjasQ5fUWqc28adl9Rab0t7XhGtEnamj3T2G/A7qxxQbHz7oFZLBfRRhLS7GlAc6b/jFm9ObbrOe1Vf+yLtdvWY7eoPDyLxf8BXs5isS9p/pwW9OxShBAbFpV5WanJQbXo8YQz3j/dzC4BrtqI9lQXQgghNhqC8fv6voq+RcbvA5tSkobcfaDvNCSEEEIIIXpIWT6cQgghhBBCVKW0CaeZTTGzc83sKTNbaWbrqvwM7I1ghRBCCCFEB0q5pW5mU4H/AyYD/wAaCDbKLcC2lXEeBJaWMZ4Qmzo/npGKnb70UpFE9NTIpiQ2ZHDtP/PGKPlnZIeMkoInM8P4PPnojVH9kezc2SxqL6/JzntvNP7DjWn2zS3rHmwv3z84NYwfMqwoj1+X6t0Pn5OO/8c9vtVeXuxfS4Prri3K22cJPK9vLMrPpyGWReWLsthWWT3+1Nsti11+XFFuSF9jWlJz/Z7iF9aO2QNZ23261qedkx3IDeVF+Ti0DvQlG2k4BzRlrXB+HdgCeKu771U5drG770yYcF5HyHk8tqTxhBBCCCFENzGzrSs7CvUrZU043wL8xd2vzwPu/jxwPGHC+Y2SxhNCCCGEEN1nLvCd/h60rAnnFoRb6W2sI3Jxc/flwN8I2ygJIYQQQoj1wysQaZ36ibL2Ul8GRKoqlhD25IxZCkwsaTwhRMTa1UW5dW0q9IprjYNTU/bRkUn70DofB7lmM+f2xOw9NYWPzeWnkuoSb4/63T77/Dtk8P7t5casz2kzirtBjz/zaBJrGp9e2/ubivJ/zXg2DQ46sygvaUxjq6jN8fW1kTEW6zY/lwV33TyqbI6fSb/SVc1mh/O6+NyFEBskdwE9/OvvOWVNOJ8llco/BBxhZiPdfYWZDQLeTEfpvRBCCCG6wEA3fhf9xpnAbWZ2inv/fX0sa8J5A/ARMxta2Z/zEuBS4A4z+xvwL4T8zH7XDAghhBBCiHbeBtwM/MzMPk5wGXqRjj4B7u7foiTKmnBeRLiNPgF4wd0vM7P9gE8BbRsU/wY4q6TxhBBCCCFE9zkzKu9D7dvrDmxYE053fxL4Xnbsc2b2HYItUpO7v1TGWEIIsSFjB/Xi3AVp3Sf17lqEEKIKr18fg5a1wlkVd18ILOzLMYQQ8KOtajsmn9EytL28dnCa/LMsSsYZTZpQtDL6eMhj9WjM2jZF0u08MWlFlJkzgtQW7m4epBYrmovrHv9qGttuu7S++cgJ7eX9Xro0id034cSi0pwZv8eTvdE1L6VzzojKR7WksZUNRXmgm3oLITYI3P2W9TFun044hRBCCNF73Ad+0pBrp6F+wcwmufuCzluWS48mnGb2Pz0cz9395B6eK4QQQgghesdzZnYV8DN3v7G/Bu3pCufMHp7ngCacQoiNHntPpbCsbjMhhNjQmEPYAfLdZvY08DNglrsv7stBezrhnNF5EyHEhsA3Gta0l7/P5jXbjYsM2nNWZh8VI7K2sTH8uMwxvSkqD8n6qacNfeWlQqc5dnLabovGQu/ZutWLSWybkdOT+j0PF1dw327vTgfx5ujEbOONoYX2kwOzi7ui6iUH8qShyVF52L1prCE1m/dBeyKEEH2Ju+9hZgcDHyFMPH8AfNvMfk9Y9by1L8bt0YTT3Z/tvJUQQgghSmET0HB2cIEUfYa730HwSv8M8G+Eyef7gfeZ2RzgfOBSd19S1phl7aUuhBBCCCE2Itx9qbv/1N33IGzScymwNfBDYJ6ZzTKz/et20kU04RRCCCGEEIsJm/isAgwYRlj9vNvMrjKzcb3pXBNOIYQQQohNEDMbambvM7ObgMeAzxL80z9P2D3yCOA64J3Aub0ZSz6cgJldBHyoUt3B3Z/K4ocCHyZs/zQF2Ax4AXgE+LG739CNsWYCF9dp8nF3P7/rVy9E1/l/pHKcX7JLe3lo5jw+jlfay82MTWKTI8P4nHlZQlGcYDS5zkfOsmz8tauL8iHsnsTGR9f28Nj02vK0m5f3LOI7Lk2zfeaMfFvN6+HlqLwreHQJ9nwUeyw7b1pWHxaVB22ZxlZl9RG1L0cIIcrCzLYn6DZnAuOBdcBVwHnZnOZm4GYzuwJ4a2/G3OQnnGZ2FGGyuRxqpsweUfm5G7gReJWgcXgncJSZfdvdv9bNoa+Gqlup3FvlmBBCiE0YB1oH+G5UyhnqH8zsesL2lgbMJ+yXfoG7z69z2n3AMb0Zd5OecJrZRODnwG+BLYDDajT9rrufWeX8qcD9wGlmdp67v9CN4a9y91ndu2IhhBBCiF5xBHATcB5hLtIV/4M/EianPWZT13BeUHk8tV4jd19V4/g84A7C67htuZcmhBBCCFE6u7j7G9z9yi5ONnH3R939kt4MusmucFa0lO8CjnH3xWbWkz4mAQcALcAT3Tx9bzP7LDAcmAfc5O7Pd3KOEKVyArPby7PZIYmtrGsEn8aejDSVZMbvz64r3tZz1zYlsaMbdm4v5/LFUeOL8h/n35XE3rPl3kV5zaNJ7Kmh05P6vLnFtc2Zvms6SHw9sQk8wLgJ1MI/X5Tth1lwv6w+KSpbQxpbkNW3qTmkEEKUgrt3d75SCpvkhNPMtgF+DFzm7ld147z9gXcQXrdpBA3naOBT7r6o3rlV+ExWX2dmFwKfrbWiWuV67qsR2rnGcSGEEBsjMn4XfYSZnQF8zd37dE64yU04zWwQcAkhSejT3Tx9f+CMqN4MnOTuv+hGH3OBTwF/BZ4HxhDMVs8GPkqYwH6gm9clhBBCCNFTun+bt5tslBpOM2syM+/Gz2XR6Z8jJAd9uLtbNrn7+e5uhLt/uxLsjS41sy7bGLn7Le7+X+4+x91XuPsL7n45IWNsCfB+M9uri33tV+0HeLw7z0sIIYQQoi/ZWFc4nyYXitVnPoCZ7QCcBVzs7tf0dPDKLe/ZwGfMrAH4qJld7+5XdHJqvT6fM7NrgBOAQ4GHetqXED2hiVSzuDbzxTyKe9rLN3NQEpvJk+3lHzIxibWuLfppXZf2eXek/fznKx0lzGePDffYPjU//fL9u/mFo9jKLQ9MYte9kuo9n1lTlMevS00zFw+Kdmxbl8maJj2BD+ncdi7Wc3ZO5rspzaYQYhNho5xwuvsbenjqbkADcJKZnVSjzZOVBKJjuqjvvJZwK/xwoMcTzgoLK4+b9bIfIYQQQoiuYPTDLfWNcsLZC5qAi2rEjiR4cV4OLKu07QpTK49lWPIeUHl8poS+hBBCDBSUNCT6josJvpx9yiY14XT3B4FTqsXM7GbChPO0KltbHgbc5u6t2fHtgNMr1T9nsSmEhKAX3H1pdPx17n5b1taArwAHAYuAv3T7yQkhhBBCdBN3fxZ4tq/H2aQmnL3gauAVM7sbeI7wum1H2Fd0CPBTd/9bds7ZwInAScCs6PitZjYHuIfgvzkGOATYHVgBnODuy/ruqQghhBBCpJjZOGBdvEhWJppwdo0zgDcDBwJHAYOBlwgb3V/o7td1o69zgNcStpYaB7QC/wTOBX7o7rqdLtYLb+POLrc9vE7bz7dLkSs0VG/XgbG1Qz/dPr3X9pm5hdzohhVpktDyzBH3hTFFeVgufBkWJRHZ1/BB9yCEEAORynbc/w7sQEhM/l5l45u9gUsJeS6Y2e3AR9y9VMcbTTgruPvhdWI/JhjFd6e/mcDMKse/1M1LE0IIsYnjDHwNpyScfUdl9fIuiryTNwFvNLO3ECSB4wmT0C0J3uDXm9nu7v5Ktf56wkbpwymEEEIIIbrMJwmTze8AewNfrzzOImxis6O77+vuWxAkgVsSNqkpDU04hRBCCCEGNu8C7nH3r7r7w+7+beDvhFyUL7v7P6O2XyW45byjzAvQLXUhxEbHj2fUufm2fe3QlqtSq7kpq+9l/nDdyBNCDHi2AS7Ljt1LSFq+Iz7o7m5mtwDHlnkBWuEUQgghhBjYjABezY4tBXD3hR2b8xIlb0KjFU4hhBBiQ8ehtYztRTZkdLOhL1kETMqOvQosqNF+PFBawhBohVMIIYQQYqAzB9g1PuDu57j7lBrttwOeL/MCNOEUQgghhBjY3AfsZ2bDOmtoZpOBQ4Hby7wA3VIXQmwyKEFICLEp4u5fBr7cxeZjgS8B15d5DZpwCiGEEBs47rB6oBu/6/vgBoG7PwE8UXa/uqUuhBBCCCH6FE04hRBCCCFEn6IJpxBCCCGE6FM04RRCCCGEEH2KkoaEEEKIDZxWg5YB/h+71TpvIzZetMIphBBCCCH6FE04hRBCCCFEn6IJpxBCCCGaO5rGAAAgAElEQVSE6FMGuCJECCGE2Phxg9UD/D+2S8M5oNEKpxBCCCGE6FM04RRCCCGEEH2KJpxCCCGEEKJP0YRTCCGEEEL0KQNcgiyEEEJs/LhBy+D1fRV9i5KGBjZa4RRCCCGEEH2KJpxCCCGEEKJP0YRTCCGEEEL0KdJwCiGEEBs4rQx84/fW9X0Bok/RCqcQQgghhOhTNOEUQgghhBB9iiacQgghhBCiT9GEUwghhBBC9CkDXIIshBBCbPy4DfykIRm/D2wG+Nt3k2X67Nmz2W+//db3dQghxCbD7NmzAaav58sQYoNEE86BybKVK1dy//33N63vC9mA2Lny+Ph6vYoNE702tdFrUxu9Nh2ZDixb3xchxIaIJpwDEHefsb6vYUPDzO4DcHct+2botamNXpva6LURQnQHTTiFEEKIDRw3aBng/7Gl4RzYKEtdCCGEEEL0KZpwCiGEEEKIPkUTzv/P3p3HyVXV+f9/fTprh3RnTwgJpIOEHWRXQATRcRlERMQNHVYdFVHQcZxBHdGRL6K46ww/FlmEUQdwYEQUHSGgLAphk0XCkoYkhCUhZCFJJ+n+/P641X3POV1VveR2uqv6/Xw8+lHn1jl3qerq7tP3fj6fKyIiIiIDShNOERERERlQdR6CLJJRJm1lem8q03tTmd6brcsNNo4Y7KMYWEoaqm86wykiIiIiA0oTThEREREZUJpwioiIiMiA0oRTRERERAaUkoZERESGuA5gY53/xe4Y7AOQAaUznCIiIiIyoDThFBEREZEBpQmniIiIiAyoOo8IERERqX1u0Fbnf7FV+L2+6QyniIiIiAwoTThFREREZEBpwikiIiIiA0oTThEREREZUHUegiwiIlL73Oq/8LuShuqbznCKiIiIyIDShFNEREREBpQmnCIiIiIyoOo8IkRERKT2dRi0jRjsoxhYHYrhrGs6wykiIiIiA0oTThEREREZUJpwioiIiMiA0oRTRERERAaUkoZEZMCZ2eXAicBcd28tPdcCLAKucPeTBunQRGqCMwwKvw/2AciA0hlOEdliZnaOmbmZHTHYx7I1mdkIMzvTzB4ys/Vm9rKZ3WRmh/RjW681s1+Y2fNmttHMFpvZxWY2ayCOXURka9KEU0S2hn8FdgOWDvaBFMXMDPg58F1gNPAj4H+ANwK3m9kxfdjW3wN/AY4H/gx8H7gfOBW4z8x2KvboRUS2rjo/QS8iQ4G7LwOWDfZxFOwDwHuBO4E3u/sGADO7EPgTcLGZ3eLua6ptxMzGApeSTVqPc/dfBn3HA/8NXAIcMRAvQkRka9AZTpFBZJlPmdkjZrbBzJaa2Y/MbIKZtZpZazK+4qVrM2sp9V2ePL+zmX3DzO41s5fMrM3MnjGzi8xsdpntHFHazjlmto+Z/drMXjGzdWZ2W3q5uHSMXykt3lpa183MgzGXl55r6eX7Ms7M/tXMHjCzV81srZndZWYf7M36W8knSo9f6pxsArj7PcAvgGlkE9KeHAJsC9wbTjZL27oGWAAcbmZ7FXLUUpPcGtg4cpu6/nLTlKSe6bsrMri+B/wQmARcRHaJ9u3A/5Gd8SrCe4CPA4uBn5X29yhwGnBPlRjBA8jO3o0lO8N2I/AG4A9mtkvyGm4rta8Avhp89ZmZTSQ7Q/j/gHbgJ6XtTgP+y8y+3p/tFsnMxpBNFNcBfywz5DelxyN7sbltS49PV+jvfP7NvT5AEZEhRpfURQZJ6Uzhp4GngIPc/eXS818EbgVmAs8UsKufAt9197Zk/28lmxh9ifxsXego4GR3vzxY5x+BC4HPAJ8EcPfvlSaJhwOXu/v8LTze7wH7Al9w928G+x4LXA+cbWbXuvsDPW3IzN4N7NOHfb/i7t/rxbidgBHA0+6+uUz/E6XHnXuxreWlx7kV+ncsPe7ai22JiAxJmnCKDJ6TS4/ndk42Adx9g5n9K9mkc4u5e9lEHXf/nZk9Arytwqp3hJPNkp+QJcccVMSxpcxsCvBhssvL3wz7Su/LF8iO90NAjxNO4N1k5Zh66xmyCW9PJpQeV1Xo73x+Yi+2dQewEjjQzI5x9xs6O8zsPcD+pcVJvdiWiMiQpAmnyODZr/R4W5m+PwLlzpz1WSmb+gTgJOC1ZBOXEcGQjRVWvTd9wt03mdkLDNzk50CyY3MzO6dM/6jS42692VipvudJRRxYH1nnIfQ00N1fNbMzgCuBX5rZr4CFZGdH3wU8BOxNFl4gIlKTNOEUGTydZ8leSDvcvd3MVhS0n+8AZ5Jlid9MVppofanvJGBOhfVeqfD8ZuIJa5GmlB4PLH1VMn6A9t9bnWcwJ1Tob07GVeXuV5vZYuALZGWV3gE8CZwBdAD/AbzY76OVmuc00Ma4wT6MAeW0kX3cpR5pwikyeDonIzNIEkbMbATZ5Cu9HN7527jcz263y7dmNp0sTvRh4JC0RM8Qy/qG/D35rrt/dks3NoAxnE+SnXHc0cxGlonjnFd6XNjbHbv77cDt6fNmdkWpeU9vtyUiMtRowikyeO4ju6x+ON0zlA+j/M/nytLj9mX6Dijz3I5k1Sh+V2ayOZs8IWVLdV7u3dIzn38hm1QftoXb6TQgMZzu3mZmd5Id52F0j7d9R+nxlj7su5tSTOuxwBrgV1uyLRGRwaSySCKD5/LS4xfNbHLnk6Vs7PMqrPOX0uPJZtY1ITWz7YF/KzO+tfT4htJZ087x44GLKe6fzs7L/ztsyUbc/UXgauAAM/ty+Bo7mdlrzKxSRne6vZPc3frw1dKHw/3P0uPXS9+zzuM7EHg/8BJwXXLsO5jZrmY2Lnm+qczrHA9cBTQBX3P31X04NhGRIUVnOEUGibvfYWY/JIvTe9jMrgU2AceQncnsdmced/+zmd1OFuf3FzO7heyS/NFk8ZnbJ+OfN7Ofk90V5wEz+x1Z3OHfARvIMr37csm5klvJzkyeZ2Z7lo4fd+9PzcxPkV2S/hrwETP7E1mc63ZkyUIHAh8EFhVw3Fvi52Q1Tt8L3F9K9plCNtkcAXy0zCTxSrIz2m8C5gfPn2hmnys9t4ys5ujRZN/bi8nicGUYcxrY6PUdw9nLkGepUZpwigyuz5DF+Z0O/CPZmcL/Ac4GHqywzjHAt0qPZ5DVfPxn4HfA+8qMP5Xskv37S/t5CfhfsjOi15UZ32fu/piZnQj8E1l9zs4zfn2ecLr7ajM7HPgYWfmj40rbe4HstZ4F/L6I494S7u6lGNg7gVPIvhcbyOIwv+7ud/Zhc/cCj5EV/Z9Cdgn9HuA/wzJJIiK1ytx7rNohIoOg87aWfbzMKyJ1xswWsN/o/bh35mAfysA6YBnct/E+d9+/58FSaxTDKSIiIiIDShNOERERERlQiuEUEREZ8hqAbQb7IAaYzoHVM004RYYoxW6KiEi90L8TIiIiIjKgNOEUERERkQGlS+oiIiJDXgPUfeF3nQOrZ/ruioiIiMiA0oRTRERERAaULqnXITNbBDQDrYN8KCIiw0kLsNrd5w72gYgMNZpw1qdmGsdOZrd5k7PF9qhzv67bXIvIcHLfo9X799u9wtgRycBRVfqak+WVQbsj6Wunqv12qd4/1Dz22GOsX79+sA9DZEjShLM+tbLbvMks+G225GuizgVWY7/FRaQQtkf1/gULKoxNJ5HbV+l7a7J8bdBenfSt6uF47qreP9Tsv//+3Hfffa0Ds3UVfpfapu+uiIiIiAwoTThFREREZEBpwikiIiIiA0oxnPVq8yh4cbuuRZ8+iMciIkNDGm8JeIU4SX8kb9uEpDNMKHpb0jcjWQ4SkaiWtNRDPKc0ACr8LrVL310RERERGVCacIqIiIjIgNKEU0REREQGlCacIiIiIjKglDRUp/YbCQuUKCQigUoJQj2ulyT02MHBwuxk8OhkOUwaSgu/L+nf8QxPDeAq/C61S99dERERERlQmnCKiIiIyIDSJXURERmSwkv3/Q0HEJGhQRNOERHpm+2D9ilJ3x6Px8tjd6m8nd8F7TS+U4XgReqKJpwiIiJDnu40JLVN310RERERGVCacIqIiIjIgNKEU0REREQGlGI4RUSkT/y/87al2ePPJklCzUF7RjI2LRqf9PklfT+2uuUN4HUew+k6B1bP9N0VERERkQGlCaeIiIiIDChdUhcREWxC8kRzvOiLt9qhdLG3B/v/7dbfv4gUR2c4RUSk3/zg5GtO8vWa/IsFydfq4Cu1ZOu9BqlvZvYRM/PS12kVxhxiZjeZ2ctmts7MHjKzM81sRJXtnmhmfzGztWa2yszmm9k7q4xvNLOvmtnjZrbBzF40s/82s92KeJ1Dnc5wioiIDHkNwDaDfRADrPhzYGa2PfBDYC0wvsKYY4DrgA3AL4CXgaOB7wKHAseXWecC4HNk/xpdDIwGPgD8yszOcPcfJePHAL8vbe9e4Ptk9+w6HjjKzI509z9v6esdynSGU0REROqOmRlwGbACuLDCmGayCWM7cIS7n+runwf2Ae4C3mtmH0jWOYRssvkUsLe7n+XupwP7k01WLzCzlmRXnyWbbF4LvM7dv+DuHwLeS3YLqZ+YWV3PyXSGU0RE+sQODhb2SDrPTJZXDMA+k8vtgxFfKjXh08CRwBGlx3LeC0wDrnT3ezufdPcNZvYl4A/AJ4CfB+t8vPR4rruvDNZpNbMfA18GTga+Al0T3851/tndO4J1bjCzPwKHAYcDt/bvpQ59dT2bFhGR3vFVydfi+KsQS5KvUHOVr1UF7V+GjVJc5DeA77v77VWGdk5Ey6Wl3Q6sAw4pXRLvzTq/ScYAvAbYAVjo7ot6uU7d0RlOERGRIW8YFH7PzoHtamYLyvW6+/692YqZjQR+CjwLnN3D8M47FSwss7/NZraI7Dz+jsBjZrYNMAtY6+7LymzvidLjzr3ZR5V16o4mnCIiIlJP/g3YF3iDu6/vYWxnQbBK59E7n5/Yz/H9XafuaMIpIiIiQ8XfensmsxwzO4jsrOa33T298Wq/Nll69D6u15fx/d1HTdGEU4Ysuy1YKHMlyQ8Mxt5ffVu+byGHJCIiQ1RwKX0hWeJOb3SeXUxvfdCpORnX0/hyZzP7uo+6pAmniIj03+xk+dpk+WAqC+9m9GgxhyPD2njyOMgNWXJ4Nxeb2cVkyURnAo8DB5TWi2JHSxPYucBm4GkAd3/VzJYCs8xsZpk4znmlxzBe8/HSY6UYzXLr1B1NOEVERIa8EdR/4feKN/XprTbg0gp9+5HFdf6JbALYebn9FuAE4O3Az5J13kh2fe12d28Lnr8F+EhpncuSdd4RjOn0FFkC085mNrdMpnq5deqOyiKJiIhIzXP39e5+Wrkv4H9Lw64oPfeL0vK1wHLgA2Z2QOe2zGws8PXS4n8mu+osIv9FM5sUrNMCnE428e2aiLq7B+t8MyzwXrrL0WFk5/jDQLK6ozOcMmRYH3/UeorbFJHhwZLIOK/rSDgpkruvNrOPkk0855vZz8nuFvQusnJG15Ld7jJc504z+w7Z3YMeMrNryW5t+X5gMnCGu7cmu/oO8E6yQvN/NrM/kNXmPJ6s1ucpYUH4eqQJpwxdYaJQT5/UUUF70wAci4h0CXN/Lb3TULp8c9DePukL4z/T4vIHVxgHcE3QXl32EEV6zd2vN7PDgS8CxwFjgSfJJpQ/KJ2hTNf5nJk9BHwK+BjQAdwHfMvdbywzvs3M3gL8C/Ah4CyyT+/1wFfcve6jmDXhBMzsUuCU0uI8d3+ywrgTyU6X705239X7gQvKfbiq7Oskusd8hD7h7mXv+SoiIsOVUbZcR10pm+RTCHc/BzinSv8dwN/3cZtXAFf0Yfx6sttdfqUv+6kXw37CaWZHk00215JluFUadwHwObIbsl1Mdvr8A8CvzOwMd/9RH3d9A/BAmefvLfOciIiISM0a1hNOM5tGNnn8BbAtcHiFcYeQTTafAg5095Wl579FVkbhAjO7sUzMRjXXu/vl/T96ERERkdow3LPULyo9nt7DuI+XHs/tnGwClCaYPwbGACcXfnQiIiIidWDYnuEsxVK+GzjW3VdUKBDb6cjS42/L9P2G7I4GR9K3uIx9zOxMsuDkpcCt7r6kD+tjZgsqdO3al+0MWZuDdplPanj3IHs46BgFvudAHZSIhPyReLlbElFY3D1NDErWDbfVbTvJNtP9isjQNiwnnGY2B/g+cJW7X9/D2G2AWcDaMncUAHii9FjpDgKVfCZZbjezS4Az3X1DH7clIiJ1TYXfpbYNuwlnqeDqFWRJQp/uxSrl7osa6nx+Yi8PYRFwBvA7sgSkCcAbgPOAfyQ7H/Ch3mzI3fcv93zpzOd+vTweERERkQFVkzGcZtZqZt6Hr6uC1c8iSw76aBiPWYBudbrKDnK/zd1/5O4L3X2duy9z92uANwErgQ+a2WsLPC4RERGRQVWrZzifAvpy2fk5ADObB5wLXObuN/Vy3c4zmBMq9Pd0BrRX3H2xmd1Edk/XNwIPbsn2alL6HR0dtDdTlWI2RYaINBK9ueyoTJWi7YrRFKkvNTnhdPc393PVPShllJtZpazyJ0oJRMe6+/Xu/qqZLQVmmdnMMnGc80qPC/t5TKGXSo/1HqgjIiJ9YsT/hdejgSv8LoOvJiecW6AVuLRC31FktTivIfu/uzXouwX4CPB2ut8l6B3BmC31utLj0wVsS0RERGRIGFYTTnd/ADitXJ+ZzSebcJ5d5taWF5JNOL9oZtcHhd9byGp4tpFMRM1sJtnl9mXuvip4/jB3/2My1sjur3owsJzy5ZekiqgsUrkSSvVRKEpERKQmDasJZ3+5+51m9h3gs8BDZnYt2bWN9wOTgTPK3GXoPOBEsoLwlwfP325mC4F7yOpvTgAOBfYE1gEnuHuVyKb65W+Ll+2uwTkOEek/T6LZrVL0e4XxIlKfNOHsJXf/nJk9BHwK+BjQAdwHfMvdb+zDpi4ADiIrFD+5tJ1nye5Y9B131+V0ERERqSuacJa4+xG9GHMFWQ3P3mzvJOCkMs9/vo+HJiIiw56R5bzWMyUN1bOarMMpIiIiIrVDZzhlyLD/Tp7Yvofxf+vDtp/K2/6a3q8nIiIiW04TTqkNm8EPzhe7TTYnB+1N3dcVkcGhpCARAU04RUREaoCBqfC71K5+TTjN7CcF7Pt6d//fArYjIiIiIkNYf89wnrSF+3WyO/lowim9FsZhFrmd3sR0RoXlO9fT/dtFRER6ZUsuqX8P+H4/1jN060YpJ00SGhu0m5O+yXTj07NHW5N0rA/aaZ+IiIgMuC2ZcL7i7s/0Z8XsTo4iIiIiMhz0d8L5eeCOLdjvlq4vIiIyjDRQ/4XfVRq8nvVrwunu396SnW7p+iIiIiJSO1QWSeqG8VyptV3f1gsSgvqSCGTPxcvet92K1Awbu6j3g9smdnvKfVKBRyMitUgTThk60r9JjRXaAE1tydgVeXt88sdxZDATXJ9ckuptElFTsjyql+uJiIhIcRNOM5sHfAY4iGzqMKLMMHfXjQVFRET6xIZB4XclFNe1QiacZnYw8H9k56E2Ay9Q/oaC+jSJiIiIDDNFneE8jyx97uPAT9xdd6+WmmRhoa/0Mr5IDSgXb+kb5g7CkeRsQuU+3WtdZHgoasJ5IHCtu19U0PZkOOoWpxm0m5NgyxFJxk778rxtSZxmY7ChzUlf+BNQbYJZptC8yLAxrcqEdXWyXO+Ve0SkX4oqerUReLagbYmIiIhIHSnqDOedwL4FbUtEREQiRv2fPlaaRz0r6gzn2cAhZvaRgrYnIiIiInWiX2c4zezfyjx9C3C5mZ0GLABeKTPG3f3f+7NPkaHOOh4qNZKindHyxrjv5bhavCtWVPrIbGX8RJmTYBWTdprjRV8crHPwFh2WiEikv5fUz6nSd1jpqxwHNOGU8tLi6mGi0IjlcV9HsuxhUlFSFL4jSDBqnBr3hT8Bs9LEpGAfnvSliUme7FNksKR3+mku4C4/1SafadJQSlnoIkL/J5xvKvQoREREpIqG7v/o1p2iovxkKOrXhNPdbyv6QERERESkPhV1p6F/AB5w94eqjNkT2M/dryxin1IfrLf3Mh8mzOOi3W6DW7Bbhqa4uPvEiuP6vN3TCttU7/f5vlJjcfc+v2urHoqIDKCiyiJdThbXWXHCCRwDfA3QhFPKq1bcvWNp3JfGVIY6kr7wKs12SexntF5rvLy52se5miQYtSFIDEqPe2JYsD4NYhXphTFJfma3GM6gPTtZd/sK4yCO20zXS8eGqsV0pn2PVhkrInVlawZMjCBLGhIRERGRYaSoM5y9sTOwssdRIiIikjBg9GAfxABT4fd61u8Jp5n9JHnq3WbWUmboCGAHslJJv+7v/qQ+KGazb7piOtuTck6ru19+Vw3PoalqPcukPqb/tsI2elFrU0RkKNuSM5wnBW0H9il9lePAn4GztmB/Uo+aghjGNIayPYy3TOpc+opkQ69W3kcU05nWzwz7boj7Rt4eHMsbk/Wmxcsj7q28f98maCfbaQ/iVBta4r4GJQxJL4xJPievSfrDCe/uVbaTxmmGm03/mWkM2uuTvpeT5XVBe0OVfd5d5dhEpOZtSQzn3NLXjmTnwb8XPBd+7QA0u/sh7v70lh3uwDCzS83MS187lemfbWZfNLNrzOxJM+uoNLYP+zzRzP5iZmvNbJWZzTezd27ZKxEREREZevp9htPdn+lsm9lXgVvD52qFmR0NnAKsBcZXGHYA8HWyM7WLyO6d0e9aJGZ2AfA5YAlwMVlgzgeAX5nZGe7+o/5uW0RERGSoKSpp6CRgOnB7D+OGFDObRjbh+wWwLXB4haH3Am8EHnT31WY2v8rYnvZ5CNlk8yngQHdfWXr+W2T3oL/AzG5099b+bF9EROqRDYM7DSlpqJ4VNeGcSm3eMfei0uPpwHWVBrn7ErKzkUX4eOnx3M7JZmkfrWb2Y+DLwMnAVwranwwTFlxf8DmDdxy1pGpCzx5BO41vLOq3QSIqvH7zwOyjltjb83alhCoRqQ1FTTgfoXuo+pBmZicB7waOdfcVZlvtP6sjS4/lfn3+hmzCeST1OuFsTNLUw6QdTxODwrFJHy8ly+OC9rqkLxjbkZQVsTvydkMaERIkIo34TXJsSdKQ5fsYbfH+mzbnfU0br436Wse+Nzi2dyT7D85mjEzPbCRZ6sr+H7rC4urpxLVakfRQ86TkiWA5TQTaI1l+a9CekfRNCdrpX4PpQXvCHXFfQ1A1YUNL3NeUfFbDz2aaYBQmI6Xvxe8QkTpS1ITzB8AlZrZ3tdtbDhVmNgf4PnCVu1+/Ffe7DTALWOvuy8oMeaL0uHMvt7egQteu/Tg8ERERkQFR1IRzCfB/wB1m9v8B9wDPU+bOQu4+qHGeZtYAXEGWJPTprbz7zqp7lcIPOp8v7ubIIiJSBxqo/8LvW/Pmh7K1FTXhnE82uTTgs1S/heWILd2ZmbUCfYlSu9rdP1xqn0WW8HNUGEM5xPTqFqDuvn+550tnPvcr9IikplhYC7HaJc3kJ8CrxTQOUVXjMEVEZEgoasL5NbbufdKfonsJ4WqeAzCzecC5wGXuftNAHFgPOs9gTqjQ39MZ0JrnI+PYQ/PlFUamNlbvtkeDnUyrPG7EJcl6aSxoINxOGpfZ8Fi03LIij/dsS36q9gpqu/91u2Qf4f7D1wDQEfSl79PEWfFy8y55u8xdiKSC8Ccxja8MYyPTuMhHgnZzD/tYXaGdrptup1piUnqsoY9UGTs96Qv/GZmUxkkHfO94uSOInBqTrNeY3BWrMfjQp0Xhw5+V9DWdAv6+yockIrWlkAmnu59TxHb6sL8393PVPcgyMU42s5MrjHmilEB0bNHxne7+qpktBWaZ2cwycZzzSo8Li9yviIiIyGAq6gxnrWgFLq3QdxRZLc5ryM5DtA7QMdxCdg7i7cBlSd87gjEiIiIidaHwCaeZvQHYlyzxZRVwn7v/qej99Ie7PwCcVq6vVMx9W+Bsd39yS/dlZjPJLtgtc/fwEvmFZBPOL5rZ9UHh9xayeqBtdJ+IiojIsKbC71LbCptwmtl+wFVAZzCZUYrrNLPHgX9w93uL2t/WZmaXB4udZYfON7POKKhLkon1ecCJZEXcu9Z19zvN7DtkyVUPmdm1ZKmH7yerSneG7jIkg8WCeNMo3rBMnU8/cICPZft42RcHfZ8d2H2LiEixCplwmtlOZJeBm4E/ldrLgJnAm4DDgN+b2UHu/kTFDQ1tJ5Z57j1Bez7Za++Ru3/OzB4CPgV8DOgA7gO+5e43buFx1pbwP3arluySJPdYa5VtJoXfG24L+pLtVEkwmtKR/3+0ceQ2VY4t1pSksz03oXLfzuTHtrA5TWAKCs97S9zVnhSJbwgSNyYmZ0EmB0kbm5P3OEww6ksa3lCSZqmnyTfhxDnJy4oSVd6a9M2jsrBgeWPSl1YCCKX3JAilFW+qJSOFfT0Vjw9rxqc3XthmUeX1op/HJGlvc/Crzl4b96UJbuODz+bIJGvuxeCzmhalF5G6UtQZzi8D44H3u/s1Sd85ZvZe4OfAlyg/cRt07n5ED/19Otfv7ieR3WO+Uv8VZPVARUREROpaURPOtwDXl5lsAuDu15rZDaVxIiIi0idG/Rd+VwxnPStqwjkV+FsPY/4GvLOg/YnIILPwJz4sIJ+WTA1vwJpe0g4vB/dQzzKK6Ty+h4MTEZEhpagJ50vEZZLL2RXobZVvGY7SDEwL/5tP4hsbnknG5jOZ0UkM55QN+bobk0/8ihF5bGaTxducEoS77fzCq1Hf7M3xdjqC5QVJLNqUtcF2xsd9G57P2y0r4tnYmrHhUnxsd20bbycqEt+R3ISrPYg/tSSGLpzkTUjiOycdkLdXJt+bnuIGixDGV6ZF0MO+Y5K+dGz4MUqTjcLXn8ZsjgraaXhxGKeZ1OBnU7K8pkIb4t/A6YR7LJWFMaTpNtOY0snPUdHmK/N2Gs8cxElP4cKo6+iH8/blr03iiZX1PtoAACAASURBVNs/lGwnKASfxpCOCj5X88DTGyOISN0o6saltwDvMrMPlOs0s+PI/iz8X0H7ExEREZEaUeStLY8Brjaz04FbybLUtwWOAN5A9n/41wvan4iIiIjUiKJubfmkmb0FuBI4tPTl5BHAjwMn1nBJJBERkcHjDbC5zgu/e1EXXWUoKqzwu7vfA+xmZocA+5HdZWcVcL+731HUfkRERESkthR+a0t3vxO4s+jtSn1y8iwB4/EqI+OkHZIEn5Z1+XLLispbaUs+8RtHBMlG7XFfmOyTJgk1T4+XO4J1D0z23zAib69N0ubGBUW590mSPV4M7qzzeJKI1LL+tmh5zZh8eeOouEj9Gp9KJVPa8/dtRceX487RQcHu7faO+8Ym2xxFZeOC9v5Vxr2QLFfLWg+385rkTR1Z+fXyjWQ5vObyYtIXfo/TYu7hsb2c9M1JknQap+TtHVorH1vHl+LlGZ/I2yOS9399kMU0KykL0JD8HHkwtj0uJjKFb3e1918cdbEi+BgdPTXOYJq+b/4eL1jxm6jvrxOS/NEwE8jT7Ksq3ysRqSs6fy0iIiIiA6rIe6mPIkscOojsZmojygxzdz+1qH2KiIgMC26wqc4Lv/fthn5SY4q6l/p2wO/Jam1W+8Q4oAmniIh0Y3cFC4/EfX7aVj0UESlYUWc4vw3sBvwMuBhYDGyuuoZIytuS5SA2rSGO02tZFxdJ33Np3h6TxGK2Befak7rr0dg5E+K+kUFx7Y5kmw3JT86MqXks2qgZceeL6/Lq7huSutcbgxr16T62nZu3m1fGfS89HS+vCZJXm9rieNeNI/Pl0clPZbjejfOuizs3B0F8nsQJTkwqdDfukrdHJWNfE3xfn0ti9sLYyCROlfDOQmmh+XBsmrk7O8lRHBEeW7L/MBYzjeEM36tdkzjR9ofy9mNHxn0vJu/N5Bu6mlPa3x11rRmZF1s/5fH45gZ/G39tV3v+7MPjbY7JA2Nb1scxlK1j/yE51r8LFuLvzQr7XFf7zTteGvWNDP48LF4cv/571+fV9Vt3jmOG2TQuXg73aUkMZxgaWi2EW0RqXlETzrcCt7v7CQVtT0RERETqRFFJQ2OBPxe0LRERERGpI0Wd4XwYmNPjKBEREekHq//C71VTQKTWFTXh/BZwpZnt7u6P9jhapKyNPQ8paUtqIGy3IW+n8ZUbgpDG0cl64diGpK95ah7x2Uhch7A5iQadxbZd7fVsiPoax+XrLmpvjfrGB/UNR46ID3zDurwQ6PS58f7Gr1kbLW9Owl9DYWxoGie6IAi/2+vl+Ef3r5OvDFY8IF7RT4yXw7+DnsQ7bmrN29OPT/qqZN02BxvdVHlYVJMSYOyieLkjqIs5Mtl/GKcZf4vhwaC9Lon9nBfEbe6Z1N1MYpFH20e72ns9Gw99bkIctxnaJ/jbu+fTcd3VscFLnjgj/mycTxyLu6bh3q72x/4af49XhPVTd5sYr9eef8bWJTHEt+2df3DWeHquoSVebAhiWl9O3sewnG5SBxT9JRGpK0VNOF8EfgXcaWbfBxYAr5Qb6O63F7RPEREREakBRU0455PfO/3LpXYl5epzioiIiEidKmrC+TWqTzJFRESkv5zqoSX1QLOIulbIhNPdzyliOyIiIiJSfwq7tWV/mNmJwInufmSPg6XueUOcmGLtQfKHx8kGK8ZOi5dH5ckXs5Lkj44gMWRkkuQ5fkreHjcpXnFUlR+PNGnoBfJEmdlBAlG6naXjno/65oyYne8/yVpZMS4Pg073N6Mpfj9eaMr3nyY4hUlMq4mTjd7yeF7AO02aGt+WZ23cNWP3uLNjfrxs+wftJImHsBB9UpS9ce+8vTlZb1LQTrNzwzM92zwU97WnmbxBEs/0JKFpfZLEEgqLwt+Q9D0RtN+QFHrfNU4i2rg5T76aP/OJeOyIvGj7W0bEBdzDmwI8myTvTg120TAi/p6e1RR/brcZkw/ebe/4Z2x6kDW1Pvnc/H7d3fn+5kZdnPBo/j29cNf4ZxHS73+gObnzwahg7JK4i9ngn628KRGpLUXV4eyvFuDwngaJiIiISO0a7AmniIiIiNS5Qb2kLiIiIr3gxHVj65GShuqaJpwyhAWxdx7HiW30cdHyiqCA+ZzkUz0+COlL4xRHB5tJC69vCn67TyeO9UtjIUOtSTDajGDdphFxLGYY3zmZuPB2uDwy+UvTmOy/KYi/25z8WL8Q9KVxqdN3ymMaN7fFBet3eTxvL5x+bdS3wj4XLeMr8nYaw2k7BOOSGMowTnfkLlS0MonLnBQWV09uGNAwJV72oD8tEh8WPn852Wf4ls9O+n5XoQ1wahLTeWCwPDHum9Lx6a722OTQ1gZv1Y17pTG0eSzmEUuvjLpOnNoSLd/42JNd7cbd4s/mLYvzmOLvzY4LuLcE179aG5PIp12CsR3viftG7h0vW/C964i7oo9jMyJSx3RJXUREREQGlCacIiIiIjKgdEldRERkqFMMp9Q4neEUERERkQGlM5yAmV0KnFJanOfuTyb9s4ETgX2AfYEdye4b321sL/Z1EnBZlSGfcPcL+7LN+rWx5yEla8K8hGS1cUEuzsjR8Ud+w5r8lEHDiDhpZvSYPNlmTbcknTj5JzQlSf4JC7HPoyXZzshgXLyPUcHpjOakr5H4WKs5dGlQbD65Nd6TLfnx/H5cfPpkw3Z5gsmUV6Mu1kyIE1U2dgRJJN4SD/b35W1LCq03BEk0nhQF3xRk0WwXF1OnI6x8niTprImLm0fJQMlmeCRop4XHkzydSJjgcnPSd83KePnbQQX7Y+KEmhVz7+lqf2f6pfF6Mz4cLCTvm+VJU/Nnxgk9uz56arTcFORXfXrTmfF2tt0xb3uctNW6PDjWxni1bgX0Qy8nxxp+VNPErPVBe3XlTYpI7RvsCecDwJU9jhpAZnY02WRzLVScRRwAfJ3shP8iYBUks4q+u4Hs9afu3cLtioiIiAwpAzrhNLNdgXcA64Cfu/uqsN/db6D7TeO2GjObBlwM/ALYlsp3PboXeCPwoLuvNrP5Vcb21vXufvkWbkNERERkyCtkwmlm/wZ8AtjD3V8uPfcW4FfA6NKwfzazg9zDgn2D7qLS4+nAdZUGufsSul9wExER2TqcbiExdUdJQ3WtqDOc7wD+1jnZLDmP7OPzFbKzh58EPgP8W0H73CKlWMp3A8e6+woz29qHsI+ZnQmMBZYCt5YmtlLio07patum5GOTFoIf+UxXe90L8dDRQfzZyNFx39im/EegYWTvfxw2dyvEnsdpzkriK5vJ493WB+NSTUmc5mReybexLik0X+0PT9q3KsgNHB9X3p7Vkcd3TmnYKep7sj3/OO6cvKc7v/BStLxwRr68sCn+3sBf82b6B6U9LOB+JBWtSeI0NwXLSchkFBcI2U9XpyRMksVBO40hDJfTwu+htGD5mFfi5a8GMZzpT/gxQbxpSxJ7Goa0pq9p36Bz5AejrrSAfHyzg1lx54bjK+8jXP5b0jc2iNNM6uwzPR1bYZsAPwvaj9LdZ8s8JyI1qagJZwvwP50LZjYL2B/4jrt/vfTcrmQTvEGfcJrZHOD7wFXufv0gHcZnkuV2M7sEONPde5URYmYLKnTtukVHJiIiIlKgosoiTSLOPzyU7FzGjcFzC4AdGGRm1gBcQZYk9Okehg+ERcAZwC7ANsB2wPuAVuAfgZ8MwjGJiIiIDJiiznC+RHyt5k1kF/b+HDw3moImuGbWCszpaVzganfvrDFyFlnCz1Hunl6MG3DufhtwW/DUOuAaM7sbeBD4oJmd7+4P9mJb+5d7vnTmc78ijldERIYAFX6XGlfUhPMB4F1mtidZ1bX3A39y9zBipwVYVtD+noI+FCIsVd8zs3nAucBl7n5TQcdSCHdfbGY3ASdQyogf5EMaUnzU16Jl67g9Wm4LPslrknDcsVF5x/g39pSpeXWrTUnf5KDy1W5JEN8Ukji9wMgqH83JyXqTO/Llxg3JemFNhySEk7YR8XJD8Jt6XfJjPSLoGxfHcDZuyvc5fUxcFayjPW+HtRwBNia7COugZv9DhbYJ2kkMoQUBhw1JbceRQd/LY+K+8K1K4wLTtMTFVLa6QhtgSfD/6EvJ93tM0Ld6btzXnPwfG753lyZjQ2mQTfg60hhSz4t7HPe3OPhx+93iOpgvLA/eV0sCPEcGBzf51rjvmbfn7WuS/Yfv1eeTvqkPxcvtQaW315wS9wUhpN3ia0WkrhQ14fwmcCvxJOnbnQ0zGwscARQyyXP3N/dz1T2AMcDJZnZyhTFPlBKIjh2E+M7OzIttqo4SERERqSGFTDjd/Y9m9k7go2Qnxa92998EQw4hi1H8nzKrb02tVP4/+iiybPpryP5/b906hxR5Xenx6UHYt4iIiMiAKKzwu7v/Fvhthb5byG4JOajc/QHgtHJ9pWLu2wJn9/V2lRW2NxOYACwLC96b2WHu/sdkrAH/AhwMLKfC+ygiIiJSiwb71pY1w8wuDxY7yw6db2adEYKXuPufgjHnkd1//WQgXPd2M1sI3ENWIXACWVb/nmTBbye4u+4qLCIiORV+lxpX2ISzVG7odLKkl92Abdx9ZKlvX7LL7d9z94VF7XMrO7HMc+8J2vOBP5UZk7oAOIisyvVkoAN4FvgxWd1SXU7vBW+YHy1vNybPFEoTWsLkl9SadXkyyJxxLVHfyODHI00Smk6c4LI5GDsyST5q7sgzftY3xIXfG18Isl/SxKCVwdhNSYGHcclfnvYgU+rRUVQ0L3lzxucZN41j4qSlsGB+U5IHMzI5nL2ey9tHvHpb1PezPVvzhc3/kBxQmESzMe5anyS4hMKXn/4WO3RNvLxfsJ20SHuYjJMWHl8dFGxvS5KGRgdvyKxFFQ8TgKagvy358f5uUEwi3B/ExxrXdoc5x3Q1r9vpB1HXc8/F1d4ODtotbe+O+lobgu/5198e9XFz0E4L1lcrir957+RYg+Vtk4Sig8Lv1aGISP0q6taWo4HfkCUGvUx2j4ww5XURcApZUsxXithn0dz9iB76+3QrInc/CTipzPNpTqeIiIhIXSuq8PvnyWpvfhWYAVwSdrr7K8DtwNsK2p+IiIiI1IiiLqmfANzh7l8DMLNykRiLgKML2p+IiMjwocLvUuOKmnDOBX7dw5iXyWIWRQq3dmxeunTFNq9GfTOCwuCbkzDBkUk98dCUoPB7E89HfWFcJnSPzQytbsijS2YsTYqbt47L2xuSYu4LgkDFbZOIjsbkwO8MXtgrSZX2bYPtzhod9wWhiLtNjYszzJ66bVe7YWT8+juSP3yjgxvbNiV/ND748DNd7fnz/j3qi+4E0bFXstGlebtx17hvUvAaO56L+/yqeDmIReW44+O+uUfm7fQ3WFgw/qmkb2MQb9mcxHA29RDTGQrXvSopL/zhIL71j3EXi4K41LlnRF137Zosj7slX2g9MupjQdBOC8atvi9YSG5cFr6N5yaft9H3xssefOY7khdix+ZtpbCK1LWiLqmvh+Cvc3k7QJXbs4iIiIhIXSpqwvkA8NZS8lA3ZjaBLH7zLwXtT0RERERqRFETzouB7YGrzSwqPGJmE8nqUE4CLixofyIiIiJSI4q6teXPzOwtZEXO30UpMszM7iW/f/mP3b2Qe6mLiIgMKyr8LjWuyFtbnmpmfwQ+A+wNGFmk+SNkBc0vK2pfIqk1Pqer/dyEuIJ3y4q8PTapJT5ydP4jsJ648HmY4daY9G1qiH90Gjvy/pcb4nDmWW1Bws3y5Efujo68vSzJxHks+OuyOvlNvCJeZNugndZ9HxskHK2jovXEiU870dLVbpo4Pup7cHGcYDQmKK7fGg9lp+BlHJLk07ROzpOIViTrtY7+73zB74k7Pc92aRr1nahr5xfipLEF0/PPBptb4u3sGRQbfzlJxLo7aKdJQ1PvK98GmJYsjw5C19fMjfvGBFlbY5IQ92uCBJ+2pCh8W/AZe33Sd2pyrPsH27k16TvvD3k7TX5qDu4CfEncxU5BuzEptJ8WfueOvOn7JH3B2JcRkTpWaF6gu18OXG5mjWSX0Fe5+6vV1xIRERGRejYghSjcfT1Z5rqIiIiIDHOFTjjNbBpwHPm91E8Lnp8L/LU0GRURERGRYaKwCaeZnQr8ABhLFr/pQGcQ0AzgLuBjdC8vLLLF3B7pajdPiIMBW6fkUR0T26MuGkbmPwKNVC7evoZ4m5M3xfF2o4JK6NMbkuLuYdzkuiTA8qvB/1/pT+Pq8E6wSZxeeg+FhTfn7blJwOHIIDZ0ZUfc15YXhR+V3MZkP/I4zV8m701DUqN+3sy8nRaFXxvEmzbFobAE3xo2pq+/8Zt521uirpa2a7vaH04SKZJdcOBjeeH5C3dJipKP+WveHnsA/ZLGXqaF38P4yzBmEyCs6ZFuJ4wNXZ3Efq44N2/fn+zvU8nxNT2dt6fdn+w/iAUde1rc97ugncZXhgXjb5ga9x2XjN1+u7zdcWjc92QQVL0Y6Um932lI6lohZZHM7O+Ai4CFwLHAf4b97v4wWfLQu4vYn4iIiIjUjqLOcH6B7C51h7v7ajPbt8yYh4CDC9qfiIiIiNSIogq/HwDc6O6rq4xZQly8RURERESGgaLOcI4Geip/NBFo72GMiIiIpJz6j+FU4fe6VtSEsxXYv4cxrwMeL2h/IhWtZm20vPc2eeHzDS/EYze35SkmjeMqJw2NTH7Tj2pLfvMH2x21PvmtuWF03n5/XKTh99vmY5sPiauyr75zXFd7WlKwfZ/nlyVHGCYRfT3uCo/nlSRpqCHvm7w8Tlp5YWqeDDKDODFkYfuSaHlzW7DJJKEoXF6+TdzXOiVvL5sQd87ckCf4jGmPk31mrsrbTyVF8NPko4UzggVL/i/u2IWKwoSetokVh3XrS4u0p4lClcY2P115XLqNMZ/M2007xn1NyXbCZKT0WFe/Oei7Lu57fTB2Y/KawiSmi5O+tA7JwqC4e5LrRviy9gBX0JVI3SrqkvoNwGFmdny5TjM7meyWEteV6xcRERGR+lXUGc5vAh8AfmZm7wUmAJjZp4DDgPcATwA/LGh/IiIiIlIjCplwuvtKMzscuBIIz3L+oPT4R+BDus2liIhUYnvEy/5I+XEiUnsKK/zu7s8CR5jZ3mTlj6YAq4C73X1B1ZVFBtBDU/I4xbetsqivOYiNTGM4Z/F83t70fNTHqniR1UFB9yfHxH2fyGNK/3BYXJb8LT/Pj23drfFqy7fNiz7ceXNz1Ddt3cxoedbqA/OFNLEgLIy+LInhXN6Yt8fF/w++PLVy3OK4pCuM4dy8Me5bEcT0PbNd3Nc6YVpXe2NHXHh9zcg5+ULym6p15u1d7bumvzE5uiRQ1PNYWCyJ6mk4Om+/4dy4b0NQpPyuJE5x+X55Oy3YvjQ5nOagMHtaFD4s7p5KY0Gj/QfV1Ze+Oe6blhSJfynY56w/xH1hbGi6v43BdqvFVt7dw/Lre7nuXVXGSZZQs7HHUbVNSUN1rZAJp5m9EVjt7g+4+0NkNTdFRERERApLGrqV7LaVIiIiIiKRoiacy+leDENEREREpLAYzvnAIQVtS2TA3LxjHCR08v15TOeDTQ9HfbPG7NnVbh4V1/acvCmJ29sQ/CgtSoIoV3ypqzl6dLz/V3+f/5/W0BjHl054Td7e+9B4/7czPlo+auG78mNd/IF4/3N/HhxnEiQ1Ilhui/cfxrBuZnbU93JTS7T8zIjWrvbqF+Nd3BWUiWwdNyfu7MhjOGmPYzgh2MeIpG/tf1JR0/J4eVMQHNueFDQd8dG83TAl7gvCYvlKso9PBfGO9k9x39NJnOSsW/L2S/vFfTv2slLc6OTzFm4zjb1cncRwHhEs735a3PfBoL1nW9z3l6B9XnI8j1RoA8lHJU4jXZz0hXGbS5BqOoANPY6qbR09D5HaVdQZzi8Bu5jZv5vZqB5Hi4iIiMiwUdQZzn8FHgbOBk41sweB5+mec+bufmpB+xQRERGRGlDUhPOkoL1t6ascBzThFBERERlGippwzu15iIiIiIgMR0XdaeiZIrYzWMzsUuCU0uI8d38y6T8UOAZ4E1kmQzPwHPAH4Bvp+F7u80TgdGB3oB24H7jA3W/s58uQfrhs3zzq4+iFcdLMugkPdLX3mbFr1Pe+WXESz6h1QcLFbknh8QO+3tXc9cZ/j7qeGJ8XW99hx8pVnZ99dmzFPoC2EeHSTnFnmKiR5KywIVhxUxzS3bwuf42zxsWF71vYM1p+htau9kvx2xjb/A/xsu0fLPwt7gsThV7ZO+6r9huneWq8PHeXYH/Jdp7dhYqCmvjdElr2Df7HPifpuzkpxP7TyruICq83J0XhwyLxG5NK+81PV15vTbKP8CYF6esIc6j+ltywILxdR5oYtCQ47rTwfXNy/uG7VbazGumtdrrfcKLetA/2AchAKippqGaZ2dFkk821VYZdB3yOLEfwarJ7wj9HFh7wgJlVuw9HuX1eAFwOzAQuBq4C9gJ+Vbr/vIiIiEjdKOpOQzv0YlgH2d2Ihsz/tGY2jWzC9wuyuNPDKwz9LvBTd38uWf9s4FzgIrIJY2/2eQjZ5PUp4EB3X1l6/ltk5xQuMLMb3b21zy9IREREZAgq6gxnK7Coh69ngJVm9pyZ/dDMplbY1tZ0Uenx9GqD3P38dLJZcj5Zwfs9zWxKmf5yPl56PLdzslnaRyvwY2AMcHIvtyUiIiIy5BWVNHQlMIfsDOErwAPAC8AMYB9gIllx+FfJzgSeDrzTzA5y95cKOoY+MbOTgHcDx7r7CrNqgWcVOdBZ5bu30SdHlh5/W6bvN8CXS2PSUtMywH61c1zFK4zpHDkmji9smRgXIj905r35wsrko3B0Hhs37YX4c7b8V/k+Hzg0LrwdFolft2h01Dc1qdE9ptqnL7wHWGtSlJ4kbi+waVT+62F1Umh+E/F2OoL9r0hCWFsbg/eqY/+4c2RQXb0jif1r2C5vpwWvw2q/jUnfpmR5YRC3mcY3hr8B0wrCYQH7m5O+sNZGEjLLG5NvzjVBTOeGpCh8WLS9LYmFnHpf3g5jPdP1Rid9qfCaUnOVcel7fHeFbaTHllqSHM+jwfc1jffskfJRu7RT/zGviuGsa0VNOM8ju2fEN8jO3HVlQpjZNmSTqI8CBwNPlpa/Qla/87MFHUOvmdkc4PvAVe5+/RZs6nigCbjb3Xv8TVp6L2YBa919WZkhT5Qed+7Nzs1sQYWuXSs8LyIiIrLVFXVJ/RvAg+5+djjZBHD3V939X4CHyDK6O9z9q2RnQY8uaP+9ZmYNwBVkSUKf3oLtzCVLHtpMFpPZGxNKj5VyDTufn1ihX0RERKTmFHWG843AhT2MuZM8fhGyCzb9ilU0s1ayS/i9dbW7f7jUPovs0v9RYQxlH/c/nezy9zTgdHe/sz/bqSK9Q1P5Qe77l3u+dOYzLYAjIiIiMiiKmnCOofLdhTrNJA4YWwukAWW99RTdI46qeQ7AzOaRZZVf5u439WfHpcnmLcAuwGfc/T/6sHrnGcwJFfp7OgMqIiIiUnOKmnA+CLzfzL7r7g+nnWa2N/A+ssvonVqAfiUMufubex5V1h6UssDNrNLZ1SdKCUTHpvGdZjaTrNj7rmRnNvsy2cTdXzWzpcAsM5tZJo5zXulxYV+2KwMjTCI6+f442efP+7ZGy7Mmze5qt+ySVNceEyT8rIyTf3b7eb7dHX8V//81pj1fbhsRR9O3jYwqvdPcFn6UXo73HybRrOmI++4Iis0fHUfYjHoxX3H9rLjw/Prk/711QQRzW7ffKkEWUVqc4uUgMWjldnFfeNy7JMXNw2SSvyZdaWJMmvATelPQHl1xVBZ9Xmkf65O+xhXx8lnB6zovGRsmA6WJOGGCTVuSGVWtYPzoJDFpdfDrcvdk/7cG7TdRWVtalD44tm4JTVWSn8JkJ4DluhDTax3Uf9JQR89DpHYVNeH8GvBr4B4zuwq4gzxL/Q3ACWQ5oP8OYGaNwFuBXxW0/95qBS6t0HcU2Vnaa8h+rFvDTjObTXZmcyfg4+5+UbqBXroF+AjwduCypO8dwRgRERGRulDUrS1vNrMTyOI4TyW/TSSAkV0iPsXdO881jAbeDzxexP77cJwPAKeV6zOz+WQTzrPL3NpyB7JzAS3Aqe6eThTLbW8m2SXyZe4eXiK/kGzC+UUzuz4o/N5CVi6qje4TUREREZGaVdQZTtz9F2b2a7J7ju9LNtlaTXaP8BvcfU0wdhXVL3QNNbeRTTYXAHPM7JwyYy5P7g50HnAiWWLU5Z1PuvudZvYdsnJQD5nZteQT8MnAGbrLkIgImOWX690nVRkpIkNdYRNOAHdfS3av8auL3O4Q0FJ63L/0Vc58ksvwlbj758zsIeBTwMfIIlfuA77l7jduyYHKwHh8Rrw8ffnyaPmvU/Pi5rMmPB/1jZoQxEm+s6niPsZ878PJM0/lfe0fjMe2vy0ZG/7/dk/cFcYbTotjP9k3CFxM4ztH5cuNs+KYzXteiS4C8OdgswunJ4fWERR+T2/YFYatJqGvhO95exL7GcZ3pjGbjyTLYdzi3Unfj4N2Gh8XrndK0heGaT6a9K1PYlEr/caAOP5yTPy5YVWVm5eNDWJ60xjKNKZzeRBD+WiVmMkbkuXFlYdG0mLuTcn+N1aZKDY9HYxLQvNX96uISP1S4XepcYVOODuZ2SRgvLv39lfWoHP3I6r09fk2RO5+EnBSlf4ryOqBioiIiNS1ogq/Y2bjzezbZvY8sJzs/umdfa8zs5vMTCmJIiIiIsNMIRNOM5tAdmvLs8hqXj5GlizU6a/AYcAHu68tIiIiIvWsqDOcXySrcXmSu+9HVlqoi7uvI0u86W/9TBERERGpUUXFcL4HuNndr6wy5hngwIL2J7JVLdhuWrTc8tf4ngWPTc2TaPYaFd90q2V6kA3Tti7e8CFBQe/f/zzuC4e+kCQCrftkcoRBD3ONVwAAIABJREFUsfdxydjwvlYTk/8xVwaJQpOTO6pOqRzBv7mtYhcrRiR3nd0cZN+MOjTuezFoP5FsKEwGejFJtgqTjeKa9N2TeEJpbYxHg8SU1yfJLbOD9tJkvTAxKU1aqnb/tDSBJkz4SZOEwmLv09OMquCmbWkx9XQ5LLx+Vbr/oIB+mocWFrt/dG7SmRSpj7a5stuy/7n8PTJsWlCkPk0SSpORGOZZ6koakhpX1BnO2cBDPYxZS+VbOoqIiIhInSpqwrkGSIuhpOaSJROJiIiIyDBS1CX1e4B3mllTWOC9U+muO38PqMakDFm2PrlOPPrevJmUrxQREZHeK2rC+X3gN8BNZvaxsMPMdgMuJou0+kFB+xPZqja2Hx4tP7zdtdHytEV5vNl9c1vilYNAkpaVSSxeGBo6L7ngEMZb3pYEBr6QxMRtmpy3G+m9mcFMesKrcV8QG7k+CZQcNzH+1dGyMD++vZY/E/Vdvve/dLU3duwd72O7oEj6G5JjGxW0JyX/DDQFMYzrqe4/gkLkYaFxgN3uz9uLkzjFu4/L29fEXVFw0FlJXxpnF67bnFSGW71j3p71NyobEy+uSWMqA1OT+MpwbNvEuO+I8NiS7ayu1hdsM43ZbNsPf6rsHYS7mxa8/8uT92Zaldc4HCmGU2pckfdSPwc4B3iY0n1AzGw5WaS3AV9w9zuL2J+IiIiI1I7CCr+7+9fIyh79L7CS7H8VB24C3uLu3ypqXyIiIiJSO4q+l/qtwK1FblNEREREatuA3EtdpBZ5YxwnZ1E80bior3XKNtHy0hfz+McnaY369iaIm4s3Aw1B7cs3JXF6YXzl02vjvrTA2OKwDmfSF8Z0jrW4b0Ow/03JBY9V+Ruw26gno67tx7dEy2untHa170p2v8uKvGbpX5uT6mmTgtqTo5KYvaagqMXLU+O+MKQ1TVNM63CGcZuzbon7moP4zll/iPseDvpe2jfu2xjcw2J23NUt3jOsWZnuP4ypXH5w3NcU7L9azObqpG/RcZX7Z1epZbl7shy+j0uSOM1ZYVzsIvotfP3NyXY2pLU+dd8QkVqmCaeIiMhQp6QhqXH9mnCaWQdZfGZfubtrkisiIiIyjPR38nc73Seck4C9gQ5gMfA8sC2wPVly0kNkyUQiIiIiMoz0a8Lp7keEy6XC7ncCvwQ+7+6Lgr65wAXAvsDb+32kIiIiIlKTirq8fT6w0t3fm3a4+yIzey9Z5Pz5wIkF7VNkgLVV7Jm5Ki6SvjC4sev2i1+J+n65fd4+aPrro74jlv8lX9g/Lq7OhiDB55AkoejO5NjSwtyhTeE2kwsT4fKG5NdBW5CZ0xonFM3ac9touXG7/NhHLo8LmP80zK+ye+J9dLTk7W2S7J81QZH4NDHoxaCdZiktTpbTZJRK0uSXXS/J27OSxJwHgvatyXqvTROTgqSl0fFnIyqa3pYk9GxMirSHXgqKpG9M1ktfR5g09FLSd3Owj8XJdqp9psL3dOMk/NF/qjK4ivQ1hzZOwlftV7l/uOmg/mM4Owb7AGQgFVWH823AzZU63d1L/TrDKSIiIjLMFDXhbKJ7oZbUhNI4ERERERlGirqk/hjwfjM7z93TC1qY2Rzg/XSvkCciIjXOXvfJaNn//B/FbHf2dfk2lxxXZaSIDHVFTTi/BfwXcL+Z/YAsi/0FYAZwOHAG2RlO3d5SaocHgYMNL1UeB8xclbfXJTXaVzTmcXv3TY0LqE/Zfeeu9l7L4thHFgcxnXNHxH0bRsfL6zbm7VHJwYXLaeH3asYE8Z1T4gJ5s4ljEe9jSVe7IfmtsksQb7ls9r1xZ3tQbXxEUvg89HKy/Meg/d2kb0NSwH3HoID4mCSGsppqsZ+7XZq325JYy6lJwfIxVYpzhDGMaczm6h3z9vIklnF0GPuZrFfteNJ4z/DYqp0OCF9vuv9qr68n4bppcfstKSgvIkNOIRNOd/95KVP9POArSbeRpS38k7v/ooj9iYiIDCvtwKoeR9U2FX6va4UVYXf375rZL4EPk5VAmkD243EfcLW7P1PUvkRERESkdhR615/SpPLcIrcpIiIiIrWtqCx1EREREZGy+nsv9YOAJe7+3GCsL7I1+Mhjutq2+bdR37IJ20TL+z+bF4IfmxT/CpNoVrXFSSutY1q62nsldd8ZHyQCvZIkCU1Kkn/GBe11yXbmBAlHaeH3lUGl5YlJtlHbhrw9M15vU/KrYwZTu9pribOmdg0Xl8RJQ/NnBwvtcTF5Nh2Qt1+Mu7gmaPt1cd9uyXKYNJMmAq2akrfHJG9cW2PeThN6wiSeWUmSUrqPMIknLXS+9EgqShOFQqvnVu5LRYlCyTarFXdvCt7H0UliUJIo1N+sdH/qtCq9KvouUk/6e0n9LuCrwNcGaX0REZHho536v9OQkobqWn8vqfehtsqArC8iIiIiNWJLkobONLOT+rmu9zxEREREROpBfyecz5JNGvt7pvJZoA8VmAeWmV0KnFJanOfuTyb9hwLHAG8CWsgin54D/gB8Ix3fw75OAi6rMuQT7n5hrw9etpJtqvauCLpnJD9VG4PQwNGNcV9T8CO4dFIcwzir/fl84fVJ4feO5Edv3yDG87+SWMSw2PvE5KJGGNO5aHPcNytYb1X8P+KM6cuj5cnkx/5MEm46LghhfN92s6O++R4cq1W58216/7L7gzjJwy6J+9LC66EwZhPiOM3UhBV5++kknvDp4K43r03uZ7F4XuVtNmwfL4dxmmlR+nAfs5PYz/BGwo/2UHg93O60pC/8dtydbGd0ErcaSmNRRUR60K8Jp7u3FHwcg8bMjiabbK4FxlcYdh3Zr+o7gauBzcDBwKnAB8zs79z9rj7u+gbggTLP31vmORERGc4Uwyk1rtA6nLXGzKYBFwO/ALYluw1nOd8Ffppm1ZvZ2WR1Ry8C9urj7q9398v7uI6IiIhIzRnudTgvKj2eXm2Qu59foYTT+cB6YE8zm1KmX0RERGTYG7ZnOEuxlO8GjnX3FWb9Ckd1ssvr0PeLAfuY2ZnAWGApcKu7L+nPQchW4OOixTU+NV4em9fhfOWFeNXmIBSuoz2Ok1xDvtzIhqiPTUE7jdl8Nsm7C0MR01qbYdxm2vdYcDwHJ8GXa4PllfH/prNGPR8t7zcpiEUdF8eiLnwuH3vpC8lHfNo7goX/i/sm7ZK3t69Sd7IpqXuZxkKGVs2u3Dc2iX1dvm/eTmMW3/LBYKGt8jYBtn8ibz9wTNwXxpuu2THuC+t5Hpzsf/egvSTpuyZeJKz9uiSJ01wdrJu+b9PuD/p6iBMVEenBsJxwmtkc4PvAVe5+/RZs6nigCbjb3fuaBPWZZLndzC4BznT3DeVWSJnZggpdu/bxWEREREQGzLCbcJpZA3AFWZLQp7dgO3OBH5Kd4fxcH1ZdBJwB/A5YQpZv+gbgPOAfyTLgP9Tf4xIRkTqkpCGpcTU54TSzVmBOH1a52t0/XGqfRZYcdJS79+s6kZlNB35Dlrl+urvf2dt13f024LbgqXXANWZ2N/Ag8EEzO9/dH+zFtvavcHwL0H3hREREZIioyQkn8BSkAW9VPQdgZvPIssovc/eb+rPj0mTzFmAX4DPu3r+bCCfcfbGZ3QScALyRbPIpIjLk2e4X5Atl7vPuS47r9pyIDC81OeF09zf3c9U9gDHAyWZ2coUxT5QSiI5N4zvNbCZZsfddyc5sFjLZDLxUeqxeZVwGQfIt8biC9rIJz3S1d0mShjasydsjx8R9j43L7xlwOHFCUevMPMGlZV2SbDM9KTBx7ai8vT5JDAoLv/9pIxW9JymCvibYx9jkWteaeLF50tqu9kG0RH1Pj8mThmauSvYZvI0zN3876loWvseHfCFe713BpGbBP8V9uyWF4Jv+RkVj1pdvQ/wad7wuWS+4ONIWJ0nRmJTz/XXwv+3G5FfXrp/M22nB+rYg2+zmuIvVwQWMtCj+6uTCzaxgu2nyTzQ5TJKPRgdjyyRi+e3/BSSTTRGRCgqdcJaKqJ8A7AZs4+47lZ7fDTia7NL20iL32UetwKUV+o4iq8V5DVmkTGvYaWazyc5s7gR83N0vSjdQgNeVHp8egG2LiEit6mjv/s9E3VEQZz0rZMJp2SnBy4HOOMn1xIVaVgL/j+xWmOcXsc/+cPcHgNPK9ZnZfLIJ59llbm25A3Ar2W0tT3X3arem7FxnJllC0DJ3XxU8f5i7/zEZa8C/kN29aDnw296/KhEREZGhragznJ8EPgL8hCxj+yzgy52d7v68md1BdhZx0CacW+A2ssnmAmCOmZ1TZszl7t4aLJ8HnAicTDYZ73S7mS0E7iGrvzkBOBTYkyyB6AR3r/dcRBEZRiy497unYRUiMiwUNeE8lSzJ5aPu7mbmZcY8AbytoP1tbS2lx/1LX+XMJ7kMX8EFwEHAkcBkoAN4Fvgx8B131+X0mhDHcLaNyNtrxiYjg5+GhhFxXyP54Oa2uJh684a1VDSmI17eNtjw5uTHb1IQw5mEKTIviNP8yatx32lBsfuGZJsz4sVW8njTzcmvlZFB/fimbqGAL3W1lo1+R9Rz5tJ/6Wp/b9ZtUR+/+HHePiS5aPHnJGllnyDGcOpd6QHk2pIY1rDY++jkwNcE+1idFGxP4yRf98Xg2NJ9BvtoTgrYz7ol2Efymh4J2j39ezqmeixmLilssTRYr7lSJFKZY/v/27vzOLmKcv/jn2eyTBKyQBIIJMGEPbIISpBFhQDKIiKIoCh6CYjKvQgC6tUrInjvRVH4gV71iggSFLwoIousyhIBWZRdJCwBBkKAhIQlCdkzz++POj1dp9I9M93pnpnu+b5fr371Oaeqzqk+3dNTfU7VU5smA4Se6LR2ItJP1KrBuQ3wc3cv1dAsmE/6X7oPcfdpnaRVPA2Ru08HppfY/rVK9yUiIiLSyGrV4FwNDOkizwRCsHURERGphK1Z+0p7s1m5JkwYLU2ppess3fIEMM3KTEhuZkMIt5AfLpUuIiIiIs2rVg3OXxNiU56fTR3ZwcwGAOcB48kPnhERkQZlh03BDpvS29UQkQZRq1vqPwc+Spib/AiykMlm9ntgN0Jj81p3v7xGxxPpUT4oH3jc1uRHQrzSWpxpdeF6L+TSxkR3wdLA7+MY27Hc1pr/c5y8PAn2HkvGDLFB9Dtvw2Rk0hvRPaqlSblHox0l8ctzeUd0fp9rUBS0/vWkd83644qB0OfOz/eqGdEyq2N5+PIHcmn7bbpbx/LAeTfl0p58qzhQ5/orkrodmQRXfy4ajJMGV1+enKtYPKDnb2fl03bsJNj5iGTwTxT4ng+ckE9bEA3USQcbxXWNg8ADzI0+VIv2KV8XgOeiQTwTk+DuG0XLuyflbonO44Lk5tSUKLh+Gmj/kaSui9JZdpM6iEi/UJMGp7uvMbOPAN8CTgC2zpIOA94E/it7iIiISKVs9do/SprNqtXqw9nEajbTkLuvBs40s+8QGpxjgLeAJ91d0weIiIiI9FM1n0s9C430VK33KyIiIiKNqeYNTpH+wAdcmls3365jeeF6+bwrFxaXlyZ3xJ5Zv61jeTQ75dImDCv2/Ru0Ium0mQZ+32xlcfmdyZ/1K1He51/Opw0bX1xO+3AOiYJOjFqRT0vuWYym2KfwmaQP56Doa2ZU0mVy63nFYPNpwPyZS+7rWG5Pjnf9FocXV9J+qenEs7tGgeHn3p5P2/yq4nIa+H1kNAfDtkk/xKm/KS7fnPTnnHBbfn15FEA/jdIe502Dsr81JsqX1DvuX7ogqdu0JBD7xGh5P8pLA8jH63e8O582NjpmGvg9DWA/8nn82ZIzCotIP1JVg9PMbu86V0nu7vt2nU1EREREmkW1VzinldnuQKlYnIXt6g4sIiJSKVsDg5t80JBpuEczqyoOp7u3xA/CLEPXAc8DxwCbAUOz52OB54Br6Xo2IhERERFpMrUK/H46MBWY6u6XuvsL7r4ie54B7Aq8N8snIiIiIv1IrQYNHQVc5e4lJ3p199ezIPCfAb5do2OK9B3t23YsLlgvHxR+QTSIaMiyfLEFc4qB0B/a9PFc2uhBxVlc3jM2n8by5PgjVhWX35mMWno+zvzf+bSluxSXR+YDr/NmNNjoHfmkVYPyXx2LKAZ3H5rcyFgVBYUfMiK/n32jQUTX5JP4wfpfidY+kE9sf7G4vN4u+bQt/iW/fsqJxeXzf5NPm9tJAPM4gPuIcfm0a6NA8GOfy6ctTgbRtL9WXN4oCeYfB2WPBzBBfhDTqFfzaWne2L1JkPr9y2dlVLSczjMwJ1pOByY9F33Vp68X8LfSYO8i0t/VqsE5HljZRZ5VwCY1Op6IiEj/0bJm7UgGzaZlzVoRMKR51OqW+kvAIWY2uFSimbUChwBza3Q8EREREWkQtWpwXgpsCdxuZnua2QAAMxtgZnsBtwGbAzNqdDwRERGRHDMbY2bHmdnVZjbbzJaZ2VtmdreZfc7MSrZ7zGwPM7vRzF43s6Vm9piZnVxoz5Qpc7SZ/c3MlmTHmJlN810u/1Az+46ZPWVmy81svpn9zszeWYvX3tfV6pb62cDOwEeBO4B2M3sdGE1o1BphFPvZNTqeSJ/iA67sWLaWybm0V0a90LE8Nom7PjyK7R33dQSYF/WLnLfR2FzauAUL8jsaEkUcG58GhY++L8f8bz5t02h5nySIxLhony35iGaD2vN1jS1LOpiOjF7Hyo3yaSuXFfez84u5JF7Z4YKO5cV+Uz7Ro2Dq7d/Kpw2ckl8//a/F5SPfl0+7MQpIfn4SnPy1qA/njufk0+L+nXE/TIANknP86mnF5VUP5dNWrF9cnrtPPm3svcXlXPB4YP7I4nLa93TlBvn1W75KWXEg+CvXTvaOKiT7JHnNIn3HEcDPgFcI7ZEXgXHAYcBFwIFmdkQ2KyIAZnYIcBWhd/xvgdeBg4Hzgfdl+8wxs3OBrxDu8P4CGAwcCfzRzE50958k+VuBP2f7ewD4EeEb+AjgIDPbx93vr9E56JNq0uB091XAoWb2aUJYpHcTGptvAQ8Bl7j7/9XiWCIiIiJlPE24+HWDu3f8+jazbwJ/I/xaOozQwMTMRhIajGuAae7+QLb9dOB24HAzO9Ldr4j2tQehsfkssIu7v5FtPwd4EDjXzK5397aoXqcSGpu/Bz5ZqJuZ/ZYwZvKXZrZDXOdmU9OpLd39N8BvuswoIiIi3WerobXZA7+Xv3PSXe5eciZEd3/VzC4AziJMXlMI9XA4sCHwq0JjM8u/3My+RegS+K/AFdHujs+ezyo0NrMybWb2U0IIyGOAMwDMzKIy/x43Kt39WjO7ixCKYy/CVdmmVKs+nCIi0mTM3giPUaz1EGlAhfhxccu20Jfl5hL57wSWAntkt8S7U+amJA/AFoTgck+7+/NrFylZpunU9AqniADt+biQbWOKfThHrMhnHb64uLykdUkurW39YmDEcWycSxs3IunDGYXhZNOl+bQ9i30oeb6TmCM7D8qvj472k3QhTI2kWPd3JX1RlxH1U2zNJTH75WJ8yRHJxLefeuztjuWrts3HNj0qihF58+hDc2k7JP1kr9ryf6KKJn04J0bLd+eTcvEl70v6Ze4WLU9KyqWxOL4dxcV8/Nx8Wtw3NI11uWD34vKE5KJNHKPzreH5tClJn864n+h1++bT5sSvscmvnkmjmGJmD5ZKcPedq92pmQ0ECkF644biNtnz0yWOt9rMnge2Iwx8nmVm6wETgCXu/kqJQz2TPW/dnWN0Uqbp1KTBaWbtdG+edHd3NXJFRESkJ50NbA/c6O63RNsL1+vfKlOusL3wy63S/NWWaTq1avzdSekG5/qEFvtQ4FGgyaPWioiI1EF/CfwOT67LlcxSzOwkwiCfJ4HPVlo8e+7ORbVYJfmrPUZDqdUo9Wnl0sxsBCG0wB6EkWEiIiIidWdmJxBCED0B7OvurydZClcXy/VMHpnk6yp/qauZlR6jKdV90JC7Lwa+QOike1YX2UVEpAHYRcWHSF9kZicDPwEeB/Z291dLZHsqe16r/2TW73MzQvvlOQB3f5vQU3u4mZWarnur7Dnur1n2GJ2UaTo90p/S3dvN7A5CgNN/64ljivSWOAg8gEWDiJ7a6IFc2uBogMvWyTig+dHAoHkDJubSZrVumVufPKg4wGhoEnidAdFgpC8Mzaf9LhpENCoZ0TQ0SkvHGiWHWNVa/CqZRz5I/SJejZbzA6NGjisutyTfRnFQ/KPn59M+uFlx1M5f592XS7tqq68klS0O2mJ8cpIPi0cxJQNzPIpEP+UduaTBAz/fsbxy1em5tK9ucFJu/dzLo/kuvv71/DEeiALBj02Cwq+MunOtSLp2tS7LV/Xq4gfJDksC36f7jc2JArq3JoOWNowGFG2XlDu8/C5F+gIz+zqh3+YjwIfcfUGZrLcDRwEHAGm88D0JQybvdPcVSZnPZmUuScocGOUpeJYQgH5rM9usxEj1UmWaTk+GRRrC2tNViIiIiNRMFrT9bEIQ9n07aWxCCMS+ADjSzKZG+xgC/He2+rOkTGEatNPMbIOozGTgBGAFUUM0m9WoUOYH8fSa2SxHHyDc8v9L915hY+qRK5xmNoVwdXN2TxxPRESkqdgaGNzkoausk7Bt3d2F2dHAfxLuy9wFnBTirue0ufsMAHdfZGafJzQ8Z5rZFYSpLT9KCGf0e8J0lx3c/R4zO48we9BjZvZ7wtSWnyTMsnhiMssQwHnARwj3B+43s9sIsTmPIMT6PLaZZxmC2oVF+mUn+9+UMJ3TAMIoMREREZF6KPQFGQCcXCbPX4AZhRV3v8bM9gJOI0x9OYRwgexU4H/iedejMl8xs8eALxHGqbQTpvI+x92vL5F/hZl9EPgG8GngFGARYVrLM9z9ibRMs6nVFc7pXaQ/SXgT0r4OIk3PW/7esWyD80HhW8cV+3QOTgKGD1lQ7Ci5bFy+0+T9yTEWtRT77e3KI7m0VRsV/8wHteT7/jE9+gqYn0R3H7UyWk6ONyofbHxQFOx9GUNyaWOi0HIfTYLCj4gO+f01+f6dr0fB3Ven3UvHF5f3T6r9oCeR2G16tNMR+bT1oz61cw7Jp73jqeLyc9vkklYuivLu9FQu7dzRv8vvZ1AUbH5kPolZnysu7/pcPm1wFAInDkKfpqXSvCu62ZNpw6TcKdHyB5K8ydwCIn2Fu58JnFlFub8CH66wzKXApRXkX0aY7vKMymrXHGrVh3OzMo9JwEh337YvNzbN7GIz8+yxZYn0Pc3s12b2uJktNLPlZva8mV1nZvuW2mc3jnm0mf3NzJaY2VtmNtPMPrLur0ZERESkb6lVHM4Xus7VN5nZwcCxwBJgeJls+2SP+wmjyN4m9L34KHCwmf23u59epmypY55L6F7wEvALQt+PI4E/mtmJ7v6TKl+OiIg0I1sNrc3eh3N113mkYdWyD+c17n5dJ3k+Ahzm7sfW4pi1YGYbEhp8vwU2BvYqk/Xs7DJ9Wn4Coc/GN83sf8vMq5qW2YPQ2HwW2MXd38i2n0MYUXeumV1fosOxiIiISEOq1S316cBOXeTZETi6RserlQuz5xM6y+Tuy8tsnwvcQziPm3fzmMdnz2cVGpvZvtqAnwKtwDHd3JeICLbrv3U8RET6oh4Ji5RpZe3w0b3GzKYDhwIfc/eFJcImdGcfGwG7EmJuPdVF9oJ9suebS6TdBJye5emyU7GZPVgmaUqZ7dLbfHJu9eX1ir1RNhn+Wi5t+eLi8j/GPplLGzgg/6c7JnrLlw3LD9oZurz4e2neJvmg7ONGR+HpJi/K1zUeqJPcyRs6LP8bbPagyR3Lq5KBQfF6G/kA9uMoHn/MiHy9t9qmONhoIhvn0q6afXfH8uqV5L3zgvx6exTQfPH78mkvTy0uL0z283I0UOjiJC2ejdmTEU2vHZFfvzBa/k5yIt97VXE5HQgU3z7tbCDQoiTtuY+Xz7sgCe4O+PJQ3k5NEvaLlpOxVgDp2CwRkc7UssFZdtJ5M2slROwvNa1UjzOzSYS5VS9z92sqKDeVEEdrIDCR0IdzJCHmVmeBZQvl1wMmAEvK3H5/JnsuN/2ViIiISMOpusFpZkkMD04xs1K3ggcAGxKucF5QIr1HZRH+LyUMEjqpi+ypqeSvPC4GjnH3X3ezfCG4zFtl0gvb1y+TnuPuO5fanl35XPtShoiINKaWNdDaSTisZtDSZ26CSh2sSx/OFsCyh0fL6WMV8A/g+8DX1qWyBWbWFoUx6s7jsqj4KYTBQZ+P+1B2h7tf4O4GDAW2JUxd9Sszq3VDuuzVYhGRWrLfhYeISD1VfYXTvdgZzczagfPd/T9rUalueBYoOZCnjJcBzGwr4CzgEne/sdqDZ4OIZgFfzroLfNHMbnX333dRtHAFc1SZ9K6ugEqD8wFXlk8cn1895uFiv+LB8/If95Hj8v0dGVBcfL0lf4F8QnuxJ8ugpH/l3NZi38gJi5MeL6ui5XzXT+YPym+Ig73PI9+7ZFD0NTMwOf7MaHla0k/zVl7qWB6WBJP/wpbFPquXLcj3b8U3zK/HnVEnpT1fog6g85M34Nloebek2OT4eIvzaeP+ml9/Kek3Wk5rcv5boyD9E27HZyR9RTO2xUX5DQuOy69vGy0fkBSO+2kmce/ZPjpXq1tLHLlEx04RkTJq1Ydzb6CtRvvqkrtXFWwd2I5sFHiZ2/8Az2QDiD7Wzf6dNwFfBKYR5lwty93fNrO5wAQz26REP86tsuenu3FcERERkYZQq8Dvf6nFfnpAG2uPNy04iBCL80rC/KZt3dznhOy5uxFrbyeMcT2AcEs+dmCUR0REJLA1/SDwu/pwNrOqGpxm9i/Z4tXuvjha75K7/6qaY9aCuz8CHFcqzcxmEhqc33T32UnaXsBd7t6ebN8COC1bvSFJ24Rwi/wVd49vkV9AaHCeZmbXRIHfJxPiga5g7YaoiIiISMOq9grnDMLAlvsII7UL6537CajYAAAgAElEQVQpDC7qtQbnOrgWeNPM7gfmEM7bFoSrlAOBH7v7n5My3yMEuj+GcH4AcPd7zOw84FTgMTP7PWFqy08Cowkhltrq+mpERNaRzS8u+0a9Vw8RaQzVNjiPJTQeC30Qm31mnDMI3et3Aw4mDNGYB1wDXOTut1SyM3f/ipk9BnwJ+ALQTpgi8xx3v76WFZfGtSL662xP7jS1r8734BgRBYJfxPBc2sDhxQE+y5LBN69HEbgmJGFy500YWzJfqf0MjcbwDUq+VuLA76+vVa64fj/5kC9vr1hSTFv4eC7tr9H4mb+XGs8Sa/9ncdmS0U8WDXxJvw3ndLLPeLxM+/PJPpNjxEHi790gnzY36o5eIuSN3/mbTiqR5Xk2f9PGdk8y7F9mGWD3l6OVwfm0NY9FK0l0/dfT0UciIp2rqsHp7jOS9UtrUpte5O7TOkn7ESFQfCX7m06Y8rNc+qWEeKAiIiIiTa0mg4bMbE+gzd1f7CTPpsBm7n5nLY4pIiLSb9jqfjBoqLtjb6URrUvg99gddHI1L/MvWT4RERER6UdqFYfTus7SMWhIRLrhNzsU/1xOnJ3/E1u5LH8lYHVr8U+5s36abUkE99FR38t/jJ2SS1sVfT2MS4K5r06+OiZFQdonJ2nx8Z8hL+7fmfb93Lt1asfytPXuy6XdOv79HctXLr87lzamPR+lbWFHtDGg/eVcGsuivojz80m8Czw7JXZqkjYyzveZfNqU5Bhx18i0f+VltZ+B1u/Nr1vcw3xSmjkKWu9pYPmoc2z6DT+ik7wiIiXU6gpnd7yDMKJdRERERPqRqq9wmtm3k03Tshl6UgMIjc0jgbtLZRARERGR5rUut9TPjJadMLXjtE7yzwW+sQ7HExHpUXZR13nqevxRxeXc9BHS/7SsgcFrh85qKi2aaaiZrUuDc+/s2QhTMc6gdJifNcBC4Kl0ph4R6Z4fb5nv/vz1Bfm7CffzSMfye9g+l5bvx7IktzYy6u+Zxu9M+212ZhZbdiyPSeJpjoiO+T7y8TTjcrOj/qQAg6L+nctG5PulPhTtZ2XyLTYt6Sh61ZRorgnfMJ84NFoencSWvI7y/hQtb5WkLR6fX49Db05M8m64WXH5tSStdTNqIu5vOiRJi/twtkxO0hYWl21MPu3lpM/mFlXWTUT6jaobnPH86WZ2KXBNA82pLiIiIiI9pCaj1N292WcaEhEREZEq1SoskoiIiNSLrekHgd/Vh7OZ1SwskpltYmY/NbPZZrbMzNaUeGgaAREREZF+plZTW04A/gaMA/5JiAL8ArAC2Dw7ziOAxlmK1MD3x+YHEZ2+tDiIqG3YS7m0oWuNFCmKBwqNJP97cGC0Hg/uSdMApi0pBmZvG54fGTObyR3Lq5KvnGkLiuW2Grt+Lm1mVO6vLVNzaYuXFiOsTU6i+24yKL8+bc4TxX1OPDCfaBcXlzdMBunsvA1lxYOG0vnTkuOzLFreNkn7XLT8RHL8dIBRlTwNNh+xZTvk8w6Ng72PpRxLX7MGDYlIF2p1hfPbwMbAAe6+Y7btEnefQmhw3kIYD3pYjY4nIiIiIg2iVg3O/YGb3f3WNMHdXwKOIDQ4v1Oj44mIiIhIg6jVoKGNgd9F62uIIty5+xIz+zNwCHBSjY4pIiLSP9gaaG3ywO8aNNTUatXgXAQMjtbfACYked4CkqjLIlJvq6P+lml/ztFJsPV8ueLXwyrS8X75r477h+/UsTwoyTs0Osa4JPD87LGTO5Ynrcr3PX3PoGLg+aHk0wYO261jef7s+3JpS5L/WVOjOOwz14qu/tXiYhrcPDYyWT8c/BPls8fs1Gjls0li0qfTt6dH5fpsVlLuuBpXRESaXq1uqb8AbBqtPwrsY2bDAMysBdgPkv8aIiIiItL0atXgvA3Y28wK4zMvBcYD95jZOcBfge2A39boeCIiIiLSIGp1S/1iwm30scAr7n6Zme0MnAi8K8tzBXBWjY4nIiLSf7jBiqFd52tkvhrwLrNJY6rV1JbPAN9Ptp1iZt8lhEVqc/d5tTiWiEhfZmeuQ1l/Krfu1kksUBGRBlLXqS3d/TVYq5e+iNTYfw0rf1XgZ1H36vT6yOvRIKI08HscFD4tN6iTwUbjWJBbb+skgvmy6PgDB+WPPzM3wCk/2GkujxfLJeNett9m49z6aIoB5T/1jwdyaf835Z/FFd8lv6Nx0fJ8qndstLztY+XzWXUDeEREGkHNprYUERERESmlqiucZvbLKo/n7v65rrOJiIiISLOo9pb69CrLOfnZg0VEGpKdly0s6tVqSH/R3gLLh/V2Leqr/W2gvbdrIXVSbYNzs5rWQkTq5l+Z07E8g63K5huZBGXvzNCkD2cc7H3gWkHiy5eLrU6+jubyasfyBPL9MrdicrHclrNzaZOTPqMzXy7227x+h/WSg75QXLakf+X46Gtu3vh82h2UlwRzz72sNTclifm5MHzQsYiINKOqGpzu/kLXuURERERENGhIREREROqsrmGRREREpAa8pR8Eftc1sGamBqdIPzKdZ3LrN7F7x3La93I0b3YsxzE50zTI982cz9hcWrzfCVG/TMjH4Xw9ipcJsHJFcZ/vb83XbUS0n9EDpubSduDJ3Pqi8VM6lvd6Op92/RadhAleHPXb3BJ8RHHV4ricc8gbl6zn2gib59MGqDu8iPQP+jkBmNnFZubZY8sS6Xua2a/N7HEzW2hmy83seTO7zsz2rfBY06NjlXocX7tXJiIiItL7+v0VTjM7mDAXyBJILuMU7ZM97gduB94G3gF8FDjYzP7b3U+v8NDXAo+U2P5AiW0iIiIiDatfNzjNbEPgF8BvgY2BvcpkPdvdzyxRfgLwEPBNM/tfd3+lgsNf4+4zKquxiIiISOPp1w1O4MLs+QTgqnKZ3L1k8EB3n2tm9wCHEjpnVdLgFBER6R4NGpIG128bnGY2ndBQ/Ji7LzSzavaxEbArsAJ4qsLiO5nZycAQYC5wh7u/VHElRNbBgdzbsTwvCUIeD+hJpUHa/8GUMjlhHgs6lmclAdw/2V78yKeB5zdtLQZwv3xNfrDRcQOKA4w+uODuXNqisfmeMU8sLg4UevAdSeUsGjTUvjifNmJBfj0aDOX7R7u4Jck2JlnfaEWUeUQ+rWUyIiL9Qb9scJrZJOBHwGXufk0F5aYCHyGct4mEPpwjgRPdPf3v1JUvJ+trzOwi4ORyV1RL1OfBMknl//uLiIiI9LB+1+A0sxbgUsIgoZMqLD4VOCNaXwwc4+6/rmAfzwMnAn8CXgJGAe8Hvgd8kdCA/XSF9RIRERHpsxqywWlmbcCkCopc7u6fyZZPIQwOOsjd36jkuO5+AXCBmQ0hzCd/PPArM3ufu3crnJG7/wX4S7RpKXClmd0HPAp8ysy+7+6PdmNfO5fanl35fE936iMiIg2gvQWWD+vtWtRXu/pwNrOGbHACzwLduu2ceRnAzLYCzgIucfcbqz14dst7FvBlM2sFvmhmt7r779dhn3PM7EbgKGBPQuNTpMfMTfpXpn0438ffO5Znkw9Y/kHu6lj+A+9O9lP+T3Vmy04dy7OYnaQu4VRCH8vTlub7WF80rBh4/uixE3Npf0iOt2hesW/oDsn/syWb39mxvHhNEqRi1aP4oK+XrXtB3J+ztNZo+YAu9yci0owassHp7hUFW49sR/j2P8bMjimT55lsANHHutm/8ybCrfBpQNUNzkxhBMN667gfERERkT6jIRuc66ANuLhM2kGEWJxXAouyvN0xIXte3Wmu7tk1e36uBvsSERER6RP6VYPT3R8BjiuVZmYzCQ3Ob7r77CRtL+Aud29Ptm8BnJat3pCkbUIYEPSKu78Vbf+Au9+V5DXgG8DuwALg5opfnIiIiEgf1a8anOvgWuBNM7sfmEM4b1sQOmQNBH7s7n9OynwPOBo4BpgRbb/TzJ4G/k6IvzkKeB+wPWEA0VHuvqh+L0VERBqOAr9Lg1ODs3vOAPYDdgMOBgYA84BrgIvcPQ393JlzgfcS5mYfDbQDLwI/Bc5zd91Ol17xHv7R7bxb8nzZtMN4uKrjH9hJ2lkjPLd+ejSI6KZk4O7CxfmQuCuXFpdHDMrnnbzw7WjtGzw2Jn8cERGpDTU4M+4+rZO0HxECxVeyv+nA9BLbv1Zh1UREREQamq5fi4iIiEhd6QqniIhIX9feAisU+F0alxqcItJw/mtYJ30tRyTr7youHvx0PoD8pIXwx63Vb1NEpN70c0JERERE6koNThERERGpKzU4RURERKSu1IdTRESkr/MWWK7A79K41OAUkX5DA4RERHqHfk6IiIiISF2pwSkiIiIidaVb6iIiIn1du8GKJu/D2W5d55GGpSucIiIiIlJXanCKiIiISF2pwSkiIiIidaUGp4iIiIjUlQYNiYiI9HXeAiuG9XYt6kuB35ua3l0RERERqSs1OEVERESkrtTgFBEREZG6Uh9OERGRvq69pR8Eftc1sGamd1dERERE6koNThERERGpKzU4RURERKSu1OAUERERkbrSoCEREZG+zltguQK/S+PSuysiIiIidaUGp4iIiIjUlRqcIiIiIlJXanCKiIiISF1p0JCIiEhf5/1gpiFdA2tqendFREREpK7U4BQRERGRutIt9eY0edasWey88869XQ8RkX5j1qxZAJPrs/fXgJ/XZ9d9xmu9XQGpIzU4m9OiZcuW8dBDD7X1dkX6kCnZ85O9Wou+SeemPJ2b8nRu1jYZWFSH/T4Jq4FX6rDrPkefpyZl7t7bdRCpOzN7EMDdddk3oXNTns5NeTo3IlIJ9eEUERERkbpSg1NERERE6koNThERERGpKzU4RURERKSu1OAUERERkbrSKHURERERqStd4RQRERGRulKDU0RERETqSg1OEREREakrNThFREREpK7U4BQRERGRulKDU0RERETqSg1OEREREakrNTilIZjZ4Wb2YzO7y8wWmZmb2WUVlL84K+NmtmWJ9OlReqnH8bV9RbVT73MT5RtuZqeb2aNmtsTMFpvZP83sQjMbVJtXU1s98Llp6+Jz42Z2em1fVW30xOfGzDYysx+Y2ePZ52WhmT1oZl8zsxG1ezUi0tcN7O0KiHTTt4AdgSXAS8CU7hY0s4OBY7Oyw7vIfi3wSIntD3T3eL2g7ufGzCYDfwa2BO4CfgYYMBk4HDgVWFVF3eut3ufmh8D6pYoD/wEMAm6qoL49qa7nJvvM3A9sBMwknIchwH7AD4DPmNlu7r6s2hcgIo1DDU5pFKcQ/inOBvYC7uhOITPbEPgF8Ftg46xsZ65x9xnVV7NX1PXcZFcvrwYmAYe4+3VJ+gCgvdrK11ldz427/7BM+f0Jjc2H3b2v/lip99/U1wiNzTPd/TtR+QHAn4B9gCOAX1VZfxFpILqlLg3B3e9w92e88rlYL8yeT6h1nfqKHjg3nwV2An6UNjaz46+p4tg9ohc/N1/Inn9eZfm664Fzs3n2nPvMuPsa4IZsdcMKjy0iDUpXOKVpmdl04FDgY+6+0My6U2wnMzuZcOtvLnCHu79Uv1r2jgrPzaez5xnZbdIDCbeRXwRudveF9atpz6vycxOXHwccTLjd/JuaV7AXVXhu/gkcABwEPBzto4XwGWoHbq9bZUWkT1GDU5qSmU0CfgRc5u7XVFD0y8n6GjO7CDjZ3ZfXrIK9qIpzswuwnNBI+B757423zewkd/9l7Wva89bhcxM7lnA7fYa7L65Z5XpZFefmB8BHgP8ys72Bh4DBhD6cGwPHufvDnZQXkSaiW+rSdLIrKJcSrjCd1M1izwMnAtsA6wHjgU8AbcAXgWZpUFV0bsysFRhJaECdA5xP6Ms5htCwcuAiM9unXnXuKVV+btJ9GHBctnphZ3kbSTXnxt3nA7sR+v/uA3w1K7sN8Dvg1rpUVkT6JDU4pRmdQhjI8Hl3f6M7Bdz9L+7+E3d/2t2Xuvsr7n4lsDfwBvApM9uxjnXuKZWemwHR81Xu/u/u/qK7v+7ulwDfJIzI/np9qtujKv7clPBBQt/Fh/rwYKFqVHxusu4XdwI7AB8GRgGbAP8KHAX83cw2q0dlRaTvUYNTmoqZbQWcBVzi7jeu6/7cfQ5Q2M+e67q/3lTNuXH3pcDKbPXqElkK29677jXsPTX83BQGCzXT1c1qz80MQmPz4+5+k7svcvdX3f3nwGnAOOCMmldYRPokNTil2WwHtALHpAG4KYZveSbbdmg39/la9rxerSvbw6o9N09lz2+W2GfhatfQ+lS5x6zz58bMNgIOofkGC1V8brKg7nsBr7v7YyX2WQjBtHO9Ky8ifYMGDUmzaQMuLpN2EGGwwpXAoixvd+yaPT+3LhXrA9qo7tzcRrhStT3FcDYF20f7bmRtrPvn5hiacLAQ1Z2bwdnzSDMb7O4rk3KFcEjpdhFpUmpwSlNx90coDtrIMbOZhH+O33T32UnaB9z9rmSbAd8AdgcWADfXo849pdpzQ4gl+SXgFDO7vBAmysyGEG61AlxRl0r3kHU4N4U88WChPht7sxrVnJssZNIs4J3A6dmjUGYIYZYjCD9mRKQfUINTGkJ2q65wK3Pj7Hl3M5uRLS9w96+uwyHuNLOngb8T4m+OAt5HuIK3FDjK3Retw/7rpt7nxt2fNLOvA/8PeNTMrgHeBvYHtiZMX/j9avdfTz3wuSnYhzDt50Pu/mAN9ld3PXBuTiJcEf+WmX0IuIfQ9eJAQqSD2fTRz42I1J4anNIodgKOTrZtTnE2kxcIYVeqdS5h4Ms+wGhCUOoXgZ8C57l7X76dXu9zg7ufZ2ZPAV8hzJ3eSuhi8G3g3D48H3bdz02mEQcL1fXcuPutZrYLYYrLvQhXydcQPjffA37g7qX6BYtIE7I+OiOdiIiIiDQJjVIXERERkbpSg1NERERE6koNThERERGpKzU4RURERKSu1OAUERERkbpSg1NERERE6koNThERERGpKzU4RURERKSu1OAUERERkbpSg1NERERE6koNThERERGpKzU4pc8zs8lm5mY2o7fr0h1m1mZmbb1chzOzczatTvufnu2/8Li5grLTsjJn1qNu0reZ2ZLkszO5t+skIvWnBqdID4gaaNN7uy41di3wHeCy3q6I9A3d+MH1XcJn5tGeqZGI9AUDe7sCIk1o396uQA+6xt1n9HYlpHG4+3ch3LkAduzVyohIj1GDU6TG3P3Z3q6DiIhIX6Jb6tLQzGwTM/tpdhtvpZm9ZmZ/MLOdS+TtuK1tZnub2UwzW2xmi8zsBjN7Z5ljbG1mV5nZG2b2tpndY2YHlbtNnt5SNLOZwCXZ6iWl+q+Z2Yxy/dk66/NoZjub2c3R67jVzHbv4pxNyY43x8xWmNk8M/uNmW3TWblKmdk4M7s42/8yM3vEzI7uosxoM/uemc3KyrxlZreZ2X5l8o8ysx+a2UtmttzMnjSzU81s81L9fqPzvLmZnWhmj2XHmZnk29/MbjSzBdk5etbMzjGz9cvUY6KZ/cTMnsvyLzSz68xslxJ5R5jZ6Wb2ePaeLc72/9tSn9vuquR9zT7TZ5vZA9nfzAoze8HMLjSziSXym5kdnX32X8vO9Rwzu8XMPpnlmWZmDkwCJiWf8xnVvi4RaQ66wikNy8w2A+4GxgO3A/8HbAocARxkZh939+tLFP0IcAhwE3ABsC3wYWAXM9vW3RdEx5gC/BUYDdwAPAZsDlwN3NjNqs4A3syOeS3wSJT2Zjf3sRYz2wO4FRgM/AGYDewEzCScj1JlDsjyDgL+mJWZCBxGOGd7u/tD1dYpOs4Y4B7Cubo7e2xCON9/KlNmUlb3ycBdwM3AeoT362Yz+6K7/yLKPyR7ne8BHgYuB0YBpwEf6KKKP8ry3EB4H9dE+/02oY/h68D1wHzgXcBXgQ+b2e7uvijK/57sNY0GbiGc37HAocDdZvYxd78xy2vZ69oDuBe4CFhN+NxOy173g13UfS1VvK+HAccDdxDep5XAdsBxwMFmNtXd50b5zwL+A3ge+B3wFuH93IXw9/ZboC07bydnZX4YlY8/8yLSH7m7Hnr06QehAeLAjGT7Ldn205LtexD+iS8Ehkfbp2f5VwP7JmW+l6X9e7L9tmz7vybbD8y2OzA9SWsD2pJt00vljdJnZOmTS6RNy9LOjLYZ8GS2/ZAk/5ejuk2Ltm8AvAEsALZNymwHLAEe6uZ70tXruTBLPz/ZPhVYlb6eLG0m0A4cmWxfn9BgWQaMi7afnu3n/wCLtm8KvFbmM1M4z3OBzUrUe+8s/R5g/TKv+fxo20BC4245sFeSf3x2nFeA1mzbDtk+ri5x7BZggyr+Pip+X4EJhTol2/cjNL5/lmxfCLwEDCtRZmxXn/9KP/N66KFH8z10S10aUnbbbz/gReAHcZq730NohIwmXMlJXeHutyXbLsye3xsdY1NgH0KD4ufJMW4iXF3sLXsA2wB3uvu1SdpPgFL9SP+F0Hg7w92fiBPc/Z/AL4B3m9m261IxMxsEHAUsBs5MjvMA4UpkWmZHYC/gKne/IinzJnAGMAT4eJR0NKGB+h/u7lH+OeSvrpXyA3d/vsT2k7Lnz2fHjesxg9DwPSrafBCwBfBjd/9Lkv9lwmdzY9YeSLYsPbC7t7v7G13Uu5SK31d3n+vuK0rU4U/AP4H9SxxnFdGV4KjMghJ5RURydEtdGtW7s+e73H1VifTbgc9k+X6VpD1QIv+c7HmDaNtO2fO97t5eoszdwAe7V92ae0/2/Jc0wd3XmNndhIZQrNC3c8dS/UGBrbPndwJPlEjvrinAMMJ781aJ9JmExmKpuo0qU7cNo7phZiMJr2+Ou7eVyH93F3X8W5ntuxMaVkeY2REl0gcDG5rZGHdfGNV7Upl6bxXV+0bCeX0E+FTWheDarK4PuPvKLupcTsXva3Zr/yjCVdsdCZ/7AVGZtC6XAycC/zSzKwmfu3vLvL8iImtRg1Ma1ajs+ZUy6YXtpQZ5rNVv0t1Xh//BuX+6hWPMK3OMctt7Qld1e7XEtjHZ8+e72PfwqmpUtC51+1D2KKdQt5FdHKOr96ZUHQr1GEi4otqZ4YTbzIV6l2qcpvkLPwb2Ab4NHA58P0tfbGaXEq7WLuliX6XqDJW9r+cR+lq+QuiaMpfiVdfphIE/sVMIV82PBb6RPVab2Y3AV9x9doV1FpF+Rg1OaVSFKysbl0nfJMlXjcLAkHFl0sttr0bhCmqpv8lSjebC6ypXh1LnpVBmR3d/rIK6VWpd6vZld/+fbhxjXd8bL7P9LaDF3Ud3ow6F/BD60V7XnQLZbfNTgFPMbEtCV4IvAl8ivNef7eax0zp06301s40IXQceB/Zw98VJ+qdK1HkNYaDVj7Ly7weOJDS0tzOz7UrdohcRKVAfTmlUD2fP7zezUo20vbPndRlxXTjG7mZW6m/l/RXsq9D3bUCZ9ELfvU1LpE0tsa3wuvZKE8xsQJm63Zc9dzWCe109CSwFdjKzUSXSp5XYVlHdPIwSfw6YYKWnRqzkvUnrsYGZbVdBfqjynLr7bHe/mPA+LiFEMqhUpXXYnPDd/6cSjc2JWXpZ7j7f3f/g7p8gdF3ZAtg+yrKG8p9zEemn1OCUhuTuLwF/JoxgPzlOM7NdgU8TGnFXr8Mx5hD6G25JuAIVH+MAKuu/uTB7fkeZ9EKfwtxtUTPbgTDqPHUP8BSwp5mljZQvsXb/TQixQN8EzjCz96aJZtZiNZh7PetTezkwgmTQkJlNJT/oplDmAUJIoMPM7NhS+zWzHbKrawW/InyHfS/rk1jItynJZ6IC52fPvzCz8SXqsJ6Z7RZtupZwq/kEM/twmXrvbmbDsuXNyjRmNwBaKTGYqBsqfV/bsuf3Zz9OCvmGEwYY5X7AmVmrme0bn+Ns+yDCwDwIPzAKFhL6uQ6t4rWISJPSLXVpZMcTYmSeYyEw+AMU43C2A8ekV3CqcEJ2jP/NGhSFOJwfJzQ2DqF4O7wz9xL+KZ9sZqMp9jH8cTbw4lrgGcJgkonA/YTGaSF25yfinbm7m9nnCI3uq8ysEIdzR0JD+GbggKTMQjM7nNAIv8/MbiOMSG7PjrU7oT/gkO6dmk59kzAy++SskVmIw/lJwuCZj5Yo82nCFbOLzewkwjl4kxBP8l2Eq2i7E+JiQhgBfijh1u42ZvYnQv/RTwB3ZmndeW86uPttZvYNQpisZ7I+is8T+j9OIlyJvJvs3Lr7KjM7jNAP8gYzu4cwKGgp4bO4C+Hzskm2bUfgajN7kHBL+2XCgKhDCDE0C306K6lzRe+ru79qZlcQztsj0Xn7ECG80yMUB8wBDCVEZGgzs/uBF7J9fYgwEOk6d58V5b8te903m9mdwArgUXf/Y6WvTUSaSG/HZdJDj64elInDmaVNAH5G+Ce4khCL8BpglxJ5p9N57EgHZpbYPoUQVPtN4G1C4/EgQiBwBw5N8rdRIg4hoZFyL+HWaSFO5uQofVNCAO3XCVe6/k4I6zSNEnErszI7ExqXi7PHrYQGxpkkcTiT8/kTQgN3OaE/5JPAr9PX0sl70um5zPJsDPySEBNzGaEhM72L1zOC0Fh9MDtPywgNvhuALwDrJfnXB/6H0HBbkb2OrxDCWznwwyT/jPS8l6n7+wkBzl/OPlevZfU/D5haIv9GwNmERuTSrO7PAL8nREsYmOWbCHyX8CPm1azOLxEmITiwBn8n3XpfCVEEzqIYQ3QO8FNCw3Qm4TdNIe8g4N+zOr6Y5X+NcCv/eGBwsu/1CH+TLxFi3pb72+3We6GHHno0x8Pcy/WdF5HOmNnlhKtyU9z9qd6uT0+yMJ3nJYSryDN6tzZrM7PPE2KrHu/uP+8qv/S8bLrLowkB+Nt6tzYiUm/qwynSiaz/21qjqs1sX8Lt4Sf6W2MzUZgb/ubeOHiZfpabEmYhWk2YmlL6EDNbks25nsZiFZEmpj6cIp0bDMwxszsItydXE6YL/BDhVusJvVi33mOGbSsAAAD+SURBVPQIYd7sgt6Kw3hVNnjlQUKXh8mEudeHEWJazu2krPSO7xL+rgrWiosrIs1Ht9RFOpGN4v0hYYrLiYSGzALCoJSz3f3hTopLnZnZvxHiVm5FGPiyhBDO6ifu/oferFu1zGx9uj/KfoZuR4tII1CDU0SkD8niipaa572Uvd19Zt0qIyJSI2pwioiIiEhdadCQiIiIiNSVGpwiIiIiUldqcIqIiIhIXanBKSIiIiJ1pQaniIiIiNSVGpwiIiIiUldqcIqIiIhIXanBKSIiIiJ1pQaniIiIiNSVGpwiIiIiUldqcIqIiIhIXanBKSIiIiJ1pQaniIiIiNTV/we7wW1VLPNXBgAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 288x648 with 4 Axes>" ] }, "metadata": { "image/png": { "height": 638, "width": 334 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y.plot(x='lon', y='lat', col='quantile', col_wrap=1, cmap='gist_ncar')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So now we want a map that tells us where the last three years, for every grid cell, sits (which side of every quantile)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "last_three_years_cumrain = three_years_rains[-1,:,:]" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "cat_q = s.searchsorted(y, last_three_years_cumrain)\n", "cat_q.name = 'Quantile categories 10/50/90'" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.collections.QuadMesh at 0x7f9214276d30>" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 277, "width": 397 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cat_q.plot(cmap='bwr_r')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, the three years 2016 to 2018 have been the wettest on most of the mountainous areas of the state compared to the last decade, except for the south west National Park which has been the driest comparatively.\n", "\n", "That said, the deviation from mean may still be quite small and it may not be a \"drought\" as such.\n", "\n", "Now let's look at inter-annual variability rather than 3-year moving windows." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "yearly_rain = s.periods_stat_yearly(daily_rain, '2016-01-01', '2016-12-31', func = np.sum) # Yes, xarray vanilla would suffice in this case.\n", "yearly_rain.name = 'yearly rainfall'" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<xarray.plot.facetgrid.FacetGrid at 0x7f921432d668>" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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j+X7Oc8XnQqHEetqpPR+D87SPhRBioynsYXAI4ZEA/h7Ag1Y+wrKOcAjh+wB+I8b49aL6K5oY41OPsn5N0TzGeCmAS3PWvw/A+9bSphBCCCGEEEIIIYQQQqyXQh4GhxAegJ7p2RR6b8deC2AfgD0AngbgSQA+E0J4bIzx5iL6FEIIIYQQQgghhBBCCDE8Rb0Z/IcAJgC8MMb4Ybfu9SGEXwHwPwG8DoPlFoQQQgghhBBCCCGE2HAk9SFOZYp6GPzTAD464EEwACDG+JEQwj8t1xNCbGK+8synAcjXomW9rbbTX/PbZfHxMx/aL1cnBuvcCSHEVuf6pzwZwGpN3iyt3LwYfDS98k+e95MAgOr4cPqgQgix1WCDTc6B83RzW+R1shZ54qtO63mWT1SG0zkXQgghhqWoh8E7AXzvKHW+B+DnC+pPbAHYeIJNfQBn/kI+GN6cxZsD9eu59ni76vhov1wZyzYgaB5OBkI8vpGdp9kxLMwP7IdN5wCgTGNtzg424ACAKm23ylSH26MxcYI6f9AazrDJmH+wWySlnF9WeQxjO9PxbzZamdvM3TWXua46Pvjhcp5x0cjUcOEw1yQpw1hp1TjIDI6POR8HX4/NK7adv7tfbs3Y88mwOZE3aDn8g9v75cb+2X4575iz0UZtrIpn3fLNzLri5KFrTNjsvOVzXq6ldd6Ay5iKoUzbOPPPDhs/5sR4MkKqmPicHZPZNM7HzbHd0wPH0Jy110/IMPuav/u+zH6ZGn3h9zGeYaOmhQPzZl3TmOwdP0Mwf67Z+IbjV92ZT3rDnRXYlBKwx3JkKs2J1cabdK7olp1rJkrnkB9+l52xErfB/fp9Z4POTiu17c01jQkgjWF017Spx3O2NpWSlJHdu2x7u85KY7hrb7/cPHTY1OP5wvPXz7Hq+AgueOdHIE5u/Lzj+cqxslJ3Bp20zpvLmfapXnshXXTeoLNE85jb4zjMObNn6XDKLfx4Rikmc67u7y1sNMrjW7j3kB1rhglad9zGUDaaq9GPXvzCAwC05lIu1Kmldc257BzpWPHGcAu0v/x24sSE/a7DMZDnStPtExu51XN+8GNTNn6o7WNyuUrGaSau2+9efGb4h0Y2A/fw/cOfG74/cZ7MjO+2JolZRtplN2/4+0Njf7o3+/sb309il4zv/DhGK3j23m8N7FsIITaaon5mvBfAxUepcyGAAwX1J4QQQgghhBBCCCGEEGINFPUw+FoAzw0h/OqglSGEXwbwiwD+paD+hBBCCCGEEEIIIYQQQqyBomQi3oDew96rQwhXAPgcgH0AzgDwVAA/BWAWwJUF9SeEEEIIIYQQQgghhBBiDRTyMDjG+MMQwk8DeD+AJy7/iwBWRHS+D+CSGOPNRfQnTm4e9K7/p1/+4StekFnPaDdWvZ5khdYlfSevE8nrup2kOVWuWU1Z1jJjncjSuNVZZUZKGfpkzUWzXB4d65fHxif65dZhqwlYXkh6VKw3yFqBQLbuld93bmOJ9I19vcVDSTOTdcK8pmKlwxpzpNHo9LZY95Z1vkI5W5eUdchGSZ/St51F1+lqsg4v64l1F+yx435Zm3N0OluXtH6/ycx1k+ec3i8v7E96douHrSZolsGT12PjeqxtVyUt6/EzrEZ1l+bL5Lln9sthxO4T66u2GmnuLRyy85fnS9bcEyc3j7/28/3yioHkCqwDyOVyjudjJUNnEgBA24UyaQvnxXhqL0/H3Wzv2mPtytpk0hIcO2OHqdckDe72fLoWfHusA8v3Kr5e8rTpF/bb+M+E8kK/zHqNeZruHL+83iiTZToHWB1G1t8cmbK6pFnjqG+354a1d/O00bO0fHmf8sYwsi2tKznNzcn7Jd30xcPpuPoYzPteJT1O3y/HQKubavd9/Myk6x4oj6iefYHtd2J7WmD9zK6/p6UYzWNozS9AnHo85OpPmOXvv+yX+uUS5bVea51jDMdUX4/h2BbdPOZ4xuVhvTWy+gGA1kzKiyrU78TZp5t6rA3cpG1GtttcrJaRn/gceqSVNH/5WmLvBMDGEvZS8HHT6t6yDr6tV2GNWdb95vuq08at0feMOh1/r+Perqd9NHq6LlZ3M8yfve5uVrz2cbNG5s82h7bfnVhfffLM9D1o/oCNX16Xtz8+lxuzxju3zfVqzpia99H4X0xZzWue53wcVplq8/cOkpH280MIITYzRb0ZjBjj1wBcFEJ4AoBHAtgG4AiAb8YYv1RUP0IIIYQQQgghhBBCHA8CQq4BuhhMgI7ZyUJhD4NXiDFeD+D6otsVQgghhBBCCCGEEEIIsX6KMpATQgghhBBCCCGEEEIIsYkp7M3gEEIVPRO5xwKYBjBI7DPGGC8vqk8hhBAbxz/surhfbnatTtqlB2860cMRQogtz02XPRfAav3Nh//jpzdiOEIIsaX5yOkPBgAsOF3rFx9QniyE2FgKeRgcQjgTwGcAXAjkioREAHoYLDIpldh8YbCBEGAN4LwhGmPMfEpkQjRlzQ1C1bbf/7xC/Yy5baaTQUy3MZM+dwZysdWk8aTfSGqn7zH1qkvJSCFSG91WtmkQm1B4g5Assy//OR8jNhXzx5W3G5kic7qZpqmXZSDHZgvRGSxYM4i0bnLPhKnXbPCxTKGmNdcy9Vpk+sAmRmM7rVEEmwPN3J7OIZuFAMD286f75dMuOpfGYI/R2J5kfLem/ScAACAASURBVMJGgrO33WPqdRbTfvDcXjw4Y+qx6RXDhirTF55n1rFRXFxKY1jclz2Gbo4xXKvB9dK5OZJjZiVOXvLmQpbBGLDaAG4Fa66TbQw6Mm2v9VXGcxmwkdHIdDIUajdsHO400zXdIQOhsGivYTaGK1G85nHnjYFjQmU821iJr7/2oo2h3BebO5ac8aY34lzBx6+s2LvKCInN0erZx5/jKJvq+PFwXDb3AmeSVB1P91k2ypw/kMyiOPb78bGBXHXc3ssnztpF5fS5j618bx7Znuain0fN2QZtk84TG1sBwNRPps7K28iksG3PTXv/7f1yd6GBLCr1tI98n2YzRACYu/PezDbEyUspw8jN58a1yTHaZkgD3lK6Hkt1u02NroVAZmaRDA6DM1Nmw8R6Rp7cG/vgPNffM8ZO39kvV8fTNdJqWPMxjl98jLpNZ8JM7fO15OPwsIa5Wf36eM1xmI1BeTzlpjfXHGyO5hk/PZ33vJjcYTM4kyfbmMy5Mcfa2X1zyGLq7HT/3XbOdrOus5jiXn1HqleftnGzcc/gGMjfOQD7vSPrPC0dsT+GTZ6T7gVdygdaq2J8WrbGgbYfvpfy+fTnvZFhGC2EEJuBot4M/jMAFwH4IIB3A7gdgKKfEEIIIYQQQgghhBBCbBKKehj8MwC+EGN8UUHtCSGEEEIIIYQQQghxwsn4IywhTgmKMpCrA/hKQW0JIYQQQgghhBBCCCGEKJii3gz+NoBzj1pLiKPQJe2sPL0ur5OWBet3sQ5jcFpqpbGkYYVKajtUk5ZhqW61+QykLdw9cjC7bdZcc9qBpYmkscWaweWu1fICLXttNaZ5z75+ub5jW7/sdW5Zm3NYjTSmvUoPK7VXqrE+KOlv5vzManWQ7Xmq15JWpdfFHGZ8c3dZvTPWcJs4nbRCXb/je5LmI2s3ep1mni+VcdJPq4+ZeqDzxtsc+vYPTLUqaY7WdyQdPnOenF5fJD3UzlLSTJvff8jUaxvN0nSMWu64Nkn3k3WCvWGcXxanBqwl2O1kx4pQH6xp6bV2S0PqvWddZ15LuDxK1xbFxooL16wZzBq/vj3eL9bLzNP/5TYC3T/g9r1x252pbdJ69VqERu8yRzO+XOOYmrZh/UIP6xxWO8Nds/5csy4vlzt3DdY4B6w+sb9n8DKXaxPZ9/kqrQulQGU/39K5qW9PMXnqfKvZz5TH03mfveXHZh1rW0+cnTTiQ83Oj9K49RhYwd/3u4f200aDNVkBew647HVT87T5xclLXqzMIi9m8RziDML3w3rArAXM/h6cMwOrr4W0jc1VOFeuZFwvgPXdqO1KGsTV7Vbjl/W4Y06ezHrt8/sPp7YnbZ5mjlGNvTBse6xzzrlt2eWRrIFervH9MsWoSj1blzYP1vXN0/jN+s7gY3KX4kib9q8+7eIc7e/YjnRfLXsPE+qXj3/FfZeb2EOa+6N0nxmzfh+Hbrk7tU3naWJP+q7TaWbfO/m+ynrGALBwKH3/4njadj4Z7E3Cx2/R3S85N1ZIFkJsNop6M/itAJ4bQrj4qDWFEEIIIYQQQgghhBBCnHCKejN4P4CPAbg+hPB2AN8AcHhQxRjjFwrqUwghhBBCCCGEEEIIIcSQFPUw+DoAEUAA8IfL5SzKOeuEEEIIIYQQQgghhBBCHAeKehj8BuQ/ABZCCCGEEEIIIYQQYlMTAlAqZfvciMEEHbKThkIeBscYX19EO2Lr8YB3/C+zfOv/+eJ+mU0BvIkOr6uQsUDXm7KRsVsYTYY9wZvBlQa/sM5mQF0ydQOsMRyLb8c8Ixky3fBGMoHHOr0r1XP9hgwTuti2Zho1NqDJ2D8AaDVS+5Xx0eHqkenD+On2WDbuafTLXWMGly1RzkYb1RzTIKY2no6XN9mojKbQ1hlPx2H+gDXbWaBlbmNspz0OjX3J6ISPw9ju7aZebUcymuNz02k4Ew+evxPJkGj7RfdHFqWM+evnUfveOzEINsEDgMX7jqTxkeFU1x3LUobZ3yDDuJcd+t7AuuLk4fHXft4sf/VZT++X2VSmU7XXMxvflMn8zcPGQ2wEmmcKytcLG9UBQGeBTHlGUr/eSMyMgQzfeBvAGg+xEVJ12hoc8XVX8gaR/baskczI9pnUL+1vp2Wv4aXDKV7UplLbHHsAez4AMr6bqJp6TQo/HaRtfEzmGMhGSBxPe/UortOx9PXYaInb8zFlaSYZXXYO0xyj7TneA0BrLt3vIvXrTZu8QVG/z8PW7K5cHWxsOPXAnzD12Oi1vOustM3200290KH4f/Cu9HnF7kfl9HP65fY9t/XLfu7wmNhYlOdKb7t0DiujFTz0g9dAnPxwrrz3dy/pl725I88bnjM+Rvm8sr+Ny1/DSMqFsmKq/5zb5rwFq9pOy1lGy4CNtSEjpweAuJByT9OGy43Li+meMX4o2/SSzU7n7jjQL49MZd+r2HCsUrfxcGxnOgfNOWd+t4K7r8YMY96qi4ddqscPrvwYmHI1bdNyMblFxsEdOp/Vlu13ZCrdP9msbvGQ+95Cc5Hza5+7G8PaHPPUybOmqe10rtlo2RsCNmfTeW/NpLniDa1HySRv5vY0P7wxK99/uzH7fTifK1968KbMukIIcaIpykBuXYQQLgkhXLuRYxBCCCGEEEIIIYQQQoitwIY+DAZwHoCnbPAYhBBCCCGEEEIIIYQQ4pRnox8GCyGEEEIIIYQQQgghhDgBFGUgJ0ThsF5Uri4a6Y6VR6wmGeuGGa0xr33GOpHUhtHhdTpm3fmkJVUiDddQdXpi1BfrsZWc3lnmuH17NNYsfUsAKE1ZjdgVKk4/rU46lG0qR6f76c9Bv99yKXO5VB78e1PHaF1aWE+ym1OvvZCtJ5bVvte0bDXSsWjsTxpirGEJAM1G0k8b25HWec1ghvXr5u6816xjnceJs3am8oUXm3pz3/tu6mtP0qRc+vGP++XDt1iN4DJpeLYX01i9BuXcvqQZzPubdZ49HVmGbglY08/oIbprifXBeQ76+GD0emvZKUi3k/qqsr7uYobWIuw9Y1gNYh/XS3wPIc34VfXG3L1mpW3W4nTbVKenMYhy1eq+VqntDl3D/r7VbAzWPPfnhpd5332UbC+m41fN0WTneFiudgZ+Dtj5wm17XXLeL47JHONbDadHvD0do4laupfWd2wz9XiZ72/z++4z9ThWsr761MX2Psqa7KVtaV33NqsD2bztB6ke67U6jXeeI+25NA+asw1TjY8RX1NeEzlPI1ScGrDuur9fZ+n6+nwzkhawyX+dprXZhvPuGufJ2XO6S3mQH4Ppi3Nel8cbbWAeq4uvYTLlY8ZPo2sjHY99/Kzkz+HvLW1aHt2ZNI3n98+YekbPnMo+DpdrfA2nPJfjnI+1Lb6nVbNza96u1Rysu+7rsT5vHo021TtstxmdTcdobCHNKa+rPHlm8sbg+NV2x3yBtIatj4fN9yfOSrF35rYDGMTcbfeY5SM/PjSw3tKMHQMfFx4P6ygDVie4Q+W5tsu128Pl1EIIsREoaxRCCCGEEEIIIYQQYplSGGykLcSpgGQihBBCCCGEEEIIIYQQYgugh8FCCCGEEEIIIYQQQgixBdDDYCGEEEIIIYQQQgghhNgCSDMYQAjhKgAvWV68IMb4Q7f+fgAuAfBwAI8A8BMAwqC6Q/R1KYD35FR5eYzxb9bS5qkKG2N486tukw0X2PxtFFkYkwtvPEFGFrGV6oVqtplGiQ3byLSjNGFNxUwb3K8fAxt/lGmbmG0+EKbP5AbMuupcMlVoH7w7c3yl2sHULZnRVMatiUd3MpngLN6XzMe8AQQbwLHhRbebDBaM4QZWG22skGfkxuu8YRwbT5RqZGYypCHdwmHbb6dJpkvURqm819Sb33+4X148ONigzY9v6VAyIqyO2/nLc+L2z/xbv9ycTaYWS0ds2/MHk6kUmwn5Y87ng82duAwAi7TcyTDMEFsPbwLGMbpL5YoziWPzmA7FcTaWA4AyxU02hvP1uF+/juFrq8Rj8oZLbGREMd4bdGbF9ep5yQQyVp0J54FkPtbed2vaZmrM1AsUO0a2J+Oict3GWjbgWziYzMf8ucky2/RmRWwaV6XY0XIxoUPxrEux0cc5NuLhMZWr9t7H8Pxozqd4v+jG4PcxYU2DmjPJwGrhYMNXTmOi+0Rzdr5frk1a0yu+Rx76/Gf7ZX8fZDMqvhdUXIwf2Z6Mlfh88rUB2Gug28w2TxWnPnyNeIPOTLwBJhvAUQw1BphwxoUcK9mULS+XNSaczkx0kgw1jcFzTnzgOJxjdmdi9577Z9Yr7bsl1bvjFrNudEe6htn0t77dxuvu5OAcffHwglnOyiPZTM7nsmzExjHKx3STw9G6PFNPjv88Bk+Z9FJXm6Olvk47mOKmzyPZyG6ETNkWD9n5xhijuRzDaF53x5d+lDkGXp6jfv2tpFai80F5brPrjFS7g9c13XTw2wkhxGZiyz8MDiH8AnoPgucATGRUezSAKwFEALcCOAJge0bdYfknADcM+Pzrx9iuEEIIIYQQQgghhBBCrGKjHwbfAOD9G9V5CGEXgHcD+BCAMwA8JaPq1wE8GcC3YowzIYTrcuoOy0djjO89xjaEEEIIIYQQQgghREEEADkvzosMdMhOHo7rw+AQwoUAng1gHsD/jDEe4fUxxn9C7w3ZjeJdy/9fAeAfsyrFGO8AcMcJGZEQQgghhBBCCCGEEEIcBwp5GBxC+CMALwfw4Bjjfcuf/TSAjwFYETz6v0IIj40xHsxo5oSyrN37PADPjzEeDOGE/4bx8BDCfwVQB3AngM8tP3Te0pz/tg/0y3t/95J+ub3gtBJJt6/TSFpeXmkslLM1eo+VMMLaZaSL1s3WpWVtYqMLDBjN31jKuTR5rnK9jj1G3D5rsHUW50011tkc37MjjaFjha8WSPewXE9amDVYjB4uaUgG+ty3zTTnksZZs2H3ibXBuO1V+qXcV069LLweLuuasb7e0owdX+3HrKU8WMMNAEZ3Jt3I7Q84fagxtRppP2bvSnN+lS4a68XRsfTabKzTzBqe9e1WG9WcjxzNZXFq8rjPfK5f/uqznt4ve/1tXm43rFYiw5GNtSXzYgLj9eOZ8ghp9HqNzMpgjctQtREsSye4NGq1YzmWB1oXOa63rV5jls6w14Ct0P2tTJqy7Xl7DTeaqf3aJI3V6YguzaTzwZriXieS9X8XFjjm2XjIcTQrJgOrNYn725Tt/rIWJs+DEt3rvO7i0myTtknrWk4jc3ZfipVWp9Meo8k96ThPnrOrX/ba+WYMpCPKusAA0KX9YL3fxcP2/rtAOvMj02keje6aNvVqpNk/e3vSRZ7fP2PH5DTkxanH2Vde1S/fdeXLzbqs+BgXnV722NTAeiFHh9fAMTRHd700Pkn1bEyOGblyqLisknWLOad39axWcboXdN0+hVa6Rkr1dM0FH+PLdG1SHOZrEbAa40uHkwdEycXX2sTgY8u5mY/dHF+5XscJ0/J553ULLofOSoGbreFyY/+GJLfHesKdOdsv679XD2R/F+N7y8hUOocTu+0xZz+MrvnOQVrtLuddpJjMY83T9OX9ZS1hD5+OIy3lyUKIk4ei3gx+NoDvrTwIXuZN6Gns/jF6Egz/B4BXAfijgvpcNyGEcwG8HcDfxxg/ukHDeJVb7oQQ/hbAf40xZivqEyGEb2SsuvCYRiaEEGLNKCYLIcTmQTFZCCGEEGIwQ9rQHpXzANy0shBCOAvAowD8jxjjlTHGVwC4Fr03cTeUEEIJwPvQM4z7rQ0Ywq0AXgngQQDGAZwJ4AUA9gL43wH83QaMSQghhBBCCCGEEEIIcYpT1JvB0wD4reAnovdW8Mfps2+g97DzmAkh7AVw7ho2uTrG+OvL5VejZ/72nBjjoSLGsxZijJ8H8Hn6aB7Ah0MI/wbgWwB+LYTwlhjjt4Zo61GDPl9+E+KRRYxXCCHEcCgmCyHE5kExWQghhBBiMEU9DL4XwFm0/DQALQBfoc9qKO5N5FsADCWlsMxdABBCuADAGwG8J8Z4TUFjKYQY4+0hhGsAvAjAk9F7MCyEEEIIIYQQQgghhBCFUNTD4BsAPDeE8BD0HtK+EMC/xhjZReY8APuK6CzG+Ix1bvpgACMALgshXJZR5+ZlM7nnb4Ce8L3L/4/n1toinPeW9/XLt7/ucrOODXfajezfBdgcjQ2AYtNuw6YZ5cnt6XM2lMgxhjPrfD0yzYhkKLTKTKNMZhhskuEMQWKVDG1iWhc61pSH17EBR1zKNneqTqT9bc1ZwxFvbNEfnjM/YlMiNilj8x7vdcewgZA3IPJGRmkM2eeGzSU67WzzKTYr8iYbHRpTi0wpRp2JR7U+eH+r49Y4hM2Kxnan+VadsqYusZMMTNgojo/L+G4bLo6QiV2rkX2g+dxMnEnmKG6sfN47t6Q/prjTmeKJU5/HfurafvnrP2dvwy2an6Va9rzrsunZVJq77cVsk9A6mfewqVuvweGM5wze8MisY3M5MonzJkRkIBrqaXzD2fDY9jqLOQGR6KyKtYONeDotW4/jJptF+vjapnuIN6Y07bFBZ87xb9G6Mhuftm2/eXE5C2P6M9/KrMexl42VRqZs+jtGpp6TZ+9O259xtqnHRlytxg/65a4zQBzdsa1fPrI3Gb4tOFMjPpa1qTSGsd3WQG5kdzK1M4ZVh+x92puailObM1/3TrN871+8ul/m3KxUtzlSaNM84Zjn4qvJWSlmlThPzovJuXlzRo7atnM4y9Qzz4S5WxvFUFC/pfpYZrVyLcWLlvvO0VlMhnScv3ZcXspmcF2KX97I0zZO21NM9gZyZhPOtX0uS+bIZZPz2oocX/N8l+063saOj83XtlXYONY2znnp6HQ612M77bmpTaXl2EkxkO9HXbdP49T2ETI7nXP3H973bXS/3Fa1eQPvUyemY97s2noLQ5rjis0Lfz8U4lSjqIfB/w3A52DfZv2zlUIIoQ7gqQA2+m3cvQCuylj3HPSM7j4MYGa57onmccv//2gD+hZCCCGEEEIIIYQQQpzCFPIwOMb4xRDCzwP4L+j9NHh1jPGTVOUJ6D1c/X+L6G+9xBhvAPDSQetCCNeh9zD4tTHGHx5rXyGEPQC2AdgXYzxCnz8pxvhFVzcA+D0AjwdwAMCnjrV/IYQQQgghhBBCCCGEYIp6Mxgxxk8h4yFmjPFaAI8oqq+NIITwXlq8cPn/t4QQZpfLfxtj/Feq8yYAlwC4DABv+4UQwg8AfA3Aneg9MH4igIegZyb3ohjjTOE7IIQQQgghhBBCCCGE2NIU9jB4C3DJgM9+icrXAfjXAXU8bwPwWABPB3AagC6A2wD8NYA/jzFKImIAZ19p1T3uuvLl/XKJtLzCYp5HYdKVKo07bdZ2tuZg2sjpM5IWWmwljbPu/KypVhqbTOOrki5wyB5raC5k1ou1wbpmsWwv58C7RDpaXmeSdZVBmnCVMasDN+GW+0037bFjvUrWp2Tt3lLZaUaS/hlrqY2fbvVwu0Z3OJW7XvsyQ8/W6z6xplgrR/uS9dRYqq0z5/QZ9831i6wDF5zecmN/0nwsfXsvjdu2V9+R5unUOTv65Zk70hy7+4Z7zDZZ+pt+35dIM411huvT9jyPn57mG+9T5/sHB/YjtgaPvuazZvmbz/uZfrm9kB1POUqx9uII6QIDVkeXdQBLXie3zBq4rN1ur4Muxfgy6f36uG60gWld1+nMl3g70q40mu5dp/Hr7yErbdVcKkYysOVaapt1EgFg8pzT++WZW5Mlw/zd9tpc6gynaWnGmqERDwBjO9M+slbuHMU/ACg30/4aHUsXozi+cij3OpZZcEwuudg/f3CwRn6nZcfQuCcd9Pu+c2tqz823+tlJQ/i0i87rl+/+6ndNvbu/+eN+me9H/pizJvvcviO0xv6BWn3Hvf0yn/fxM3aYep3WjRBbl12v/ot++chVr0srvPcE54QVykudxq/x2qD4anR8R5w+L2n+RpOH2ra7C5yTU57sYzLnzURcmrf1OHaPJs3umJdrc9u+34wYyHr2AFCbTMeoTlrhpX02Ds/vT/Gx0xh8j/TxwcepNDabz41MjfTLnCc391tN8XKGN0Z5lSYq57xr1w/2MsjcRpM03ll3FwAmKObP0dg7LXtcJvekexrv+wT5ccw5ffY7Dw/WCW46LxK+7xyhfr32L4/9tFqaO+eM2fu5/DWEEJuZwh4GhxBKAK4A8CIAFwEYjzFWltc9Aj0Jif8eY/xBdisbR4zxqUdZvyb18BjjpQAuHfD576ylHSGEEEIIIYQQQgghhCiCQh4GhxBqAD6JnkncfQBmAfBrPrcCeAmAewH8cRF9CiGEEEIIIYQQQghRJCEA5dKa3gcU6B03cXKQ9zf1a+F3ADwNwJ8AOB3A3/LKGONhAF8A8LMF9SeEEEIIIYQQQgghhBBiDRT1MPhFAL4UY3xDjLELFhtK3ArgnIL6E0IIIYQQQgghhBBCCLEGitIMPh/AJ45S5z70DNOEOGa6ZFLGRkOhNNzvGyVnZLHKHG7Q526buJTMCdg0jg3jgGzzC0/okOlGKV2accSaqPE6RDIB8UZz5dRvqJMJ2Jg1zzNb0f62Z2ZMPTbNGCPTGn/MG3ff1y93FpNhQ7mezlmrsWS2YROdEhkxjO2aNvW6ZHrCphH7v3vA1IvkZMGGHN50o4y03GxmG0VkGWh4kwyQodzERDperYY1hmNDITYuOvSjw6beyFRq4/CP0/lg87e5JWtOsUADnKik4zoxUTX1dj4onUM2jfOmKXx+l2bSflSHvNbE1oCvM76GS2UbN9twpovLdFvOoLKeETezYjUAtJIxjTd8K7NBUZ1iqjcNGhlslFmq2c9L23amvsoZMTnaOGJMl8jEtDphY7zphww+mzPWDIjN4NhUrDJqj12ndfvAtv213qQ4VZtI6zgOAcDojjRejt0TzvCT4xnHrOacNx0lc7m4duOicshe2Z1N+zQymfbDm4zOkvkdx7m5ffY+OHm/H9G6ZPjm21s6kva3RWZRlVGbdo9MpzHtuOh+/fLo7u2mXnU8mXSN7Dkr9bPvTlOvNjl4/oqtB8cHn78aeJ2/r5c4N6P4RXmtMW6DexuI8uTOrM1v2Jwu1LLnrW8/a5tuPcX4rDx5VRsjlBuP2vjFcbnbpO8cLRu/WjPJyI7zpfE91tyR4zLHjhbljV0XH1oUK0uUcFbqtt7YzhQfOP/1hsBsPrzQGHwvBrLjbZ6pZ15uzMt5sZwN28pkAFc+bO/nM7en/ahSbnuY6s05o1JebtC14TPZUbqnsRncaI6panUk5RENGcYJIU4iivo2vwBg+1HqnAPg8FHqCCGEEEIIIYQQQgghhDgOFPUw+AYAP7NsJLeKEMI29PSCv1pQf0IIIYQQQgghhBBCCCHWQFEyEe8GcDWAq0MIl/OKEMJ2AO8BMA3gbwrqTwghhBBCCCGEEEKIggkoBa8JKI6OjtnJQiEPg2OMHwwh/DSAywA8F8AhAAghfB3AgwGMAPjrGOM1RfQnBOt3tUtJ94r1FQGgXEtaUqyPGJ3mVylL/7RNmlpOW9JoUubpp5IeG/e7SmdtZCJtQuX1wnqVsU39Op011jjrHLw7bdN1urmHk6ZibXsa38i01Ugu1dI54PM0s3dfv1yu2fNUIT3EsV1JcYZ1EgGgTRrErIc3cWDe1OuSfukS1es07T4t0jrWCZ5rW1Ez1kkr5yQFRmuYdOBW66elDzjJaDbsvJw/SHq9R1J79yymem6XsK2atpnclnSVR512XJeE2xZJm421mHukY9mcy9aYE1ubTou0cnM082p0MXBM5ljh1xldcq99WRmsLew1frlelgZlb8MU58uTpH41bvXLI2u0h4z472KoGTvH5HGr414j3eL5O+7qlzstpw9+76F+eZT01ctOb3nqvD2pDdLYP3jTHaZevZyu/ep4Okbje6zdQ20y6WzyfaLk4jprA3O88fq6JJdvdIJtGZnUzOG3FTsxzbcO6Rb7OF4mfXWOw6xnDACtRco9aD/mDyyYenxcxnak4zV1tr1f1rePYRCLB51mfzWdj/ahe6neEVOv25JepejRadI8XrI+DZURuug4Vvp4SvOY42ZeDOV43eU4V7XbmPbKKe76/JyJNdLxrTt/DtYGNte3i8+Z8dpe6xyXOSuau/1uW4/uVa15yqW22zy+NpnGPkXHokv7e+jme802rIc7Vqc8ebdtuzqeziHHeNbvB6x2O8evubaLyXFw2ZO9zufQqWz1g3MaJ3y8Zv3fGuUO7Jlx75KL3dRXvZTa21a1x2iUBlijenw/AoB6hoawr5d3/IQQYqMpzAEoxng5gJcA+C6AXej9JPBIAD8EcHmM8ZVF9SWEEEIIIYQQQgghhBBibRQlEwEAiDG+F8B7Qwij6MlCHIkxNvK3EkIIIYQQQgghhBBCCHG8KfRh8AoxxgUAC0etKIQQQgghhBBCCCGEEOKEUOjD4BDCLgC/DOAiAOMxxpfS5+cD+I/lB8VCCCGEEEIIIYQQQgghTiCFPQwOIVwO4C8B1NHTC44AXrq8+nQAXwbwMgBXFdWn2Lqc86b39Mu3/f5l/XLLCfqzoVyFDBbyDN+M2dpoMnzwBnKlMTKvoG14ewAobd+V2quRoc7YdlOPjTFi1ZkfMZ1klhA62UYbpm0yxjCmSADa99w2sF51ypoamSEszGeuK1cHG4uwwZE3p5s4Kx2j0QdcmOqxSR+A7uzhfnnuzgNprBODTaQAa1zUdWYVbPTAxhPe1CLL/MIbw3E9NpNjEwoAGCezohYdi0Vn0MZt8Fi5HzaMA4BdO5PJCO+7NzhaINO4yT3JjMQbjrC5XIuMlfyxFFubx33mc/3yV575tMx6ZZqvbAIZXOw2hp8cL5zBERtiGnNMbzTHxnDTuzPHV9q2I/U7QmZFVWf0xSZEZFwUusMZeMUOxeTpXWZd7pcyFAAAIABJREFU+45b0njIWGn8jB2mHh+j5kxS5OLj6usx47utARMb1HFMPu3inxi4PWDvGQdvvMWsq5H5USnDOBDwJj1k+BazYzLD23jjIo6bbELkY/L0SDrObEDauMcqnfEyx9fKqE2nOaaedkEy4OO2AWD+YGqvsX82bX8/a1jIBlHz+5Nx4OJ91kCuvSgDOdFjxyve2i8feufvmXWcG5c5bq4y3qR8jmJoNMZyznSWYmOJ8s24ZPM5E6PJoLPkYmh3dFsqU54MlyebK59cKUNnyGvC5aVluhe0G8nQ0Rtljp1B1zfF0FbD7i/HvTIdf74XjJ8+braJFGPGyMhzx4PPN/XYNI7vBYuHbzb1ypTfdePgnNLTyamXZa48bHt5sJHbgrunzdEp5fa8eRszTsf/jHo6DgtusGxOd4SMcXeNOKO5WhrfIsVdPwb/PUGcXAToHK4HHbKTh0IM5EIIzwTwLgA/APB8AO/k9THGbwP4DoDnFdGfEEIIIYQQQgghhBBCiLVR1JvBvwtgH4CnxBhnQgiPGFDnRgCPL6g/IYQQQgghhBBCCCGEEGugkDeDATwawMdjjDM5de4AcEZB/QkhhBBCCCGEEEIIIYRYA0W9GVwD0DhKne0AOkepI8SaYf3g2193uVnHOlpGn7LqNGZJCy2QRloYSTqR3RGr5YUpunxIMzKOWa2/VjVpuC6G1G/NiRAF0r0yupNO+zJ05miB2gjutx0aU2k86f92G+43G9LgNNqcbatfm0V7Ycks8zFnDcrKaOqnXM/W+G3e8aM0HqcT1pxNYYb111jXttdvOmasuea1vIbVLhtWLyqrntdPm2kNDoV548vSLfZaarfe3RhYz2tk7j4tzcsO6VjO3G7nB2vMtUgXbWSyhp/9wb8P2g2xxWH94K8+6+lmHWua8vXNGpYAEEjXvUQ6lkarHVb/12i8O+JE0luMI6mNrovX3baNZ2mjbuZyaCY97lhK+xGcNj3rybMeZXfusKnH+9Ht3Jc+b1nty9Ad/Ht+e9HG7tbMPK1L++fjcGV8FIM48qM7zDLr15pz6LQ0Oa6EEmsG21hUCoMDZ17ctTGVY3xesM7WIC7Pp3PDsTJP+5LH5zWDG/tTHGa99nItWxt72/3SvPR6o4d+cHu/bPWDV7+D8dAPXpM9aLElmX75m83ykate1y+XRtNcC3UbQwN7ZVA849gWy9YnojuS9LIxQXroLoZ2x1MM7FTSnJ5zutoj5LFgrjl3qQejE0y5v8uNQ4bee2nqNFOvO0OxdyTbx8PoJ7MusI+HFJc5DvPnfG0DTtuZyrO33ZM5nuZsivfB5X3thXQPydNkHzY3Nv0affY1b77cbyr73JbhNVljrbr7Crd3SyO7bZ4tu0ayH5McoVxmNGeHJyolXHrwpsz1QgixkRT1ZvBeAI86Sp3HAfh+Qf0JIYQQQgghhBBCCCGEWANFPQz+JwBPCiH8p0ErQwiXAXgYgH8sqD8hhBBCCCGEEEIIIYQQa6AomYj/BuBXAXwwhPArALYBQAjhFQCeBOCXANwM4K8K6k8IIYQQQgghhBBCiMLJkrIS4lSgkIfBMcZDIYSnAHg/AH47+C+X//8igP8cYzyarrAQQoiThH/YdbFZ/s/3fneDRiKEEAIAvvj4J/bLT/rylzZwJEIIId4+9aB++VUzUswUQmweinozGDHG2wA8NYTwMACPB7ADwBEA/xZj/EZR/QiRx9lXXmWW77ry5f1yl8x3Qs2aNLCZT2lye9qGTONidcxsE+vJ7GW2lNbdfJ81fvni3nv75f/t7GRWtGfSmvdsG0lGHfVKujSrZW84k9axbUIILVMvllP7oZLWxcV5U48N6owpSNcaLLBRUHMm/a7Tnrf7y8Y3bGTUbdrxMbWpdJx5+9ixRiJ8DmuTaZvt5zsTKBpre4HMmRayTSO8wVoW7BNRzvm1OG8d98XtTVTsuWZDDja/yDM1YiOLPAM5NhJp7E9zolJ3pidkdrc0m87nXDv7WAqxwmM/da1Z/ubzfmZgPTaYBID6jm39MsdkjtWANf3pUkzubDvT1Lt9IV1bX78rmW49dLe9mE4bTSZqE2T2VYWd76FD8azTHvg5m8kBQBhNRp58NcZD2WadVTJ18zG520z9chxuO/MxNivi+NpZtDGZ42ZlNJlCeSNPNjViw6PR3TYO73zIOf1ybfxuGs9+Oz6KRbUOm7dlx9AmDSnfCGnw9j4+83KV7oOjzhiOj0WXGu860yuQ8ebIOB2venbavTizNLAMWCPPUmm2X2ZTT8AeSyGy2Hb5lf3y7Ptf3y9XXW4cODeeSHE4Vkb6ZWMYByDWKGbVUp52oGXn/o13JjPkT92UDBKf8aBdpt79p1N+vb2eroPxqr2Ga+U0pkqZY5uNrxyXIxk8hxGXQ3P+SUZ6VWe0yXG400ptdJr2WmRDZc5lOU/u+DhCVEZTnubjDedp3EZt3H3POHcbBrGwb84ud9bu98755rDGm3nYPNnH61TmPJnLPkPl7Lqe0zbD7d3njjnn2mxcuuB23htDCyHEZqKQh8EhhCcDmIkx3hBjvBHAjUW0K4QQQgghhBBCCCGEEKIYijKQ+xyAlxXUlhBCCCGEEEIIIYQQQoiCKeph8AEACwW1JYQQQgghhBBCCCGEEKJgitIMvg7AEwpqS4jCOPN17+yXD/zla/rl6uxhUy9O705l1mU02mIjvAliOWkqzi2lbeZbVlfqjMmkwXZgPmmDjVXLph5LHbJW5VjV/mZTJw220vwhZBIHa7p6veTQSmMqjaa2O41ZU491ghcPJs3NzqLVY+vS8Ws30m9ErIu25PQQl25KepKR9La8fu3YTtKiI+3GI7fZ88m6ifXptL+dptVLZh1e1uv1Gl+sQ8n6Yl6fMguvkWa3G6zxCwCjpBM5TlrRFdKxHJmy83LhUNIEnafj7DXcOhmav7XxqlmORguNdKOlgybWwSM++v/1yzdd9tx+ueV0brMIIzZ+sXZlrKR1i8FqJTZJy3fnWFrHMblHWteki8bH4VHqt1pP10jgmFzKTrE4DgeKu4D9lb5C8bnTsLqOHJOXDqV1rXn727zRtCSdYK83u0ixg+NI2e372M6k4bnt3LSP/l4we9s9A/saP93ub4cEgJsHU4yerqW2G217X2VdRo5tTRfWsmK0j4esgW504Z1ecpU0ODkOj07beTm5J+momph8wN6DOq3Ufmxk67DzMe/Q4JdmnB5qR1ruYm1M/sbr++X5D73JrOtwnBpPmucmtpVsLgvyq+hSnJxzsZZz5XNpfvuYbHPl1F4n2rjEqcsY6RiX5++z4wu0HcWHULG5D99rSmNJj7465TTZ5yj2Us7bnLXXOufDrCfMGr9tF5P5+vZ5sxkraeCObKNj5ALizB0pd+eYPOW+j2Rp5W5z9wKOw7xNzb1qlpUvrspL4+C47tvjvHmUfFUmaFp6Dw4e+xGKu1xePYbBuXpvTEOKH4uTmhCAss71msmR4habjKLeDH4dgAeFEP40hFA9am0hhBBCCCGEEEIIIYQQJ5Si3gz+fQDfBvBaAJeHEL4F4G4A/qfAGGO8vKA+hRBCCCGEEEIIIYQQQgxJUQ+DL6XyGcv/BhEB6GGwEEIIIYQQQgghhBBCnGCKehh8fkHtCCGEEEIIIYQQQgghhDgOFPIwOMb44yLa2ShCCFcBeMny4gUxxh+69U8E8IsAngbgPABTAO4C8FkAb/b1h+zzEgBXALgYQAfANwG8Lcb48XXuhjgKO3/rz/rlg+/4ncx6lTPOSeUaGZaVrSERmxVtG0lS2WdMWEMvplpKMt2trjUt6JKEd4fMFqIzwIllNrUj0xoySAKAEIaUBGfzjwoZfzStkUV7PplmdFtp3cLBI6Zeq5FMLiqj6bgsHkrmGWyoA1iTDDbACWW7DyVy9ul2UnvzB7xhkjUb6o/NHXM2gBgnM6C6M91g8yI2kPNmRUye8YRl2HqDac7Z88777s05zHY0x+rGkMialLSWUntZZiFCrIeL3vPP/fIPX/ECs25m775+mWyLUNq2w9SrjCZjn9BJcaTesTFhus7GQ2QS1842i+Ry011M7KNToXtDrCUjJCw1wBiDom6KoSVn6slhpbSYzNbaMzOmXnvRm98tj3XGGhc1GylGVMmUszVnt2fjTY7D0TlbNhtkakf3iYX91tCU4zK3V8oxY6nXB5tjVho2zpVp7HyeFtx54qFzzMoz9TRGSK49NpjlWMvHDgDm9jcGrvMGUWzw1CFDrZIbIBvPsclqNy/IC7FGxl74+2Z57uo39MuxSaaSu87ql0vOQK5LuWeJDOSmR2y987anWFnKcRvifJiv07bLQVrdwetK1TFTL7Qp36SYzPcPwMblbjvFH2/4CTKQ67Ts9c00Z8hcjmJomYyCmy7ONSnOca4X/fcHigMxJzdjk1BvLsfwcWaDNm8gN1pO9diIrbzqfFKco+HlmTDz6HyYW20od/S2relodr9ZIdXfM/y9JqveqP9ACCE2EUW9GXzSEkL4BfQeBM8BmMio9o8AdgG4HsDVANoAHo+e5MWvhhCeGWP88hr6fBuA1wC4A8C70bMv/1UAHwshvDLG+I517o4QQgghhBBCCCGEOAZyfr8W4qSnkIfBIYRzjl4LXQAzMcaZo9Y8QYQQdqH3MPZD6OkcPyWj6l8A+ECM8S63/WsBvBHAuwA8dMg+n4Deg+BbADwmxnho+fO3AvgGgLeFED4eY9y75h0SQgghhBBCCCGEEEKIDIb8O/KjshfArUf592MAh0IId4UQ/iqEsLOgvo+Fdy3/f0VepRjjW/yD4GXeAmABwENCCDsGrB/Eby7//8aVB8HLfewF8NcARgBcNmRbQgghhBBCCCGEEEIIMRRFyUS8H8C56L1ZexjADQDuAXA6gIcD2A7gOgAN9N6gvQLAz4cQHhtjvLegMayJEMKlAJ4H4PkxxoMhR68qh4ieZATQ0/0dhqcv//+pAes+CeAPl+v88XoGJIZjxyveapaPXPW6fjmMHuyXSxPbU7lqtYAj6QmPlpPu2JkT9rKqkV7UXIaWLQCUMvRivfxX5LnKusA5GsGsL8a6b345LiVNs47To2QdykXSCV48bLU5WXO2XE1tsFai11fM0vjtON3iwz8+Quuy9c54f7kvr/E1UUnHrEKawaM7rT506470Bw3NDP26VWOnVU2n78Z6arWcvz9ibchAunKBtKfztOOYfI1f0npbtO1l6QRLM1gUyQPe8b/M8m2/n34T5XhT3rbf1OuOkWYwxeTSov0jpNNGUywPYyle3ztvYwzHYb4yvXZ7J5J+OW/D2vJlG0MjxWjWdI9dF//aVjcyC9Z1b84mjVqvO8kxOSvWAkCJhBhrSPvBsREAAt/T9s32y6wLvGqsrOfp4j/fG1gnuD6dNDun7jdpt7khzYPFDmtV2vPE8dXG7syh5q7j+Fqps4a93XfeRz4f/r7FOsF5cBvmviA9SnEcmXjRH/XLs+9/fVpBOsHBaZ4H8rUI5GsxWZ8y9c6mxTrlYvc0rG8Be21w7rQqN6Zls85pGkfyxghNq+tu6rX5msu+Tq2OOOW5DZsbtyjOsU9GmXR4Oy4+Z+n/cg7Y2zBtx1rtPtYyXaO1np33cZ486nw8tk2me+ncQdJEXmd+aLSGaXx5YY7z8Lx8ej1YDwG7jkO5zeltvdX6yUIIsXko6mHwmwB8GcCb0XvjtX93DSGMo/eA87+gp7P7w+XlPwbw+wB+u6AxDE0I4VwAbwfw9zHGjx5DU/8JwCSAf4sxHh6i33EAZwGYizHuG1Dl5uX/HzhM5yGEb2SsunCY7YUQQhSHYrIQQmweFJOFEEIIIQZTlEzEmwF8K8b4Wn4QDAAxxkaM8fcA3AjgzTHGbozxT9B7e/gXCup/aELvdZz3oWcY91vH0M75AP4KvTeDXzPkZtuW/z+SsX7l8+0Z64UQQgghhBBCCCGEEGJdFPVm8JMB/M1R6lyPpJcLAP+GdWrjhhD2oidLMSxXxxh/fbn8avTkLJ7Dmr1r7H83epIOuwBcEWO8fj3t5DDU39fEGB816PPlNyEeWeiIhBBC5KKYLIQQmwfFZCGEEOslQFIf60FH7OShqIfBIwDOOEqdPcv1VphD0ttdK7cAWDxqrcRdABBCuADAGwG8J8Z4zXo6Xn4QfC2ABwF4VYzxf6xh85U3f7dlrD/am8NCCCGEEEIIIYQQQgixLop6GPwtAC8MIfxFjPHbfmUI4WEAXoCeNMQK5wFYl3lcjPEZ69kOwIPReyB9WQgh663km5fN5J7v9YRDCHsAfBY9rbEr1vggGDHGRgjhTgBnhRD2DNANvmD5/x+spV1x7Gy7/Mp+ee7qN/TLJTInqoyOm23YkqJbT2YQo6P2Wf/O0WSwwCYIZWd0wJotfh0TyNDAGhLZbWIl9Vsis4lQH7P1DiUjnu4imcQdnjX1Oq32wHJrzpokLR1J5h9sDMSmN6M7R802nVZyYlg4MI8sFg8NNijyBkdZRkZ55hJs7DMyZevVqulsH5lPpiLrNcnIMp7z7dVpwpTJlYKPa9m5VfBxzjO4yxqP9+XLMueQb5E4npzzpvf0y/vedEW/XD9y0NQLY8mFqFJO12lpItvwZ3p8R78cvTnaOuY1XyNlNiuqWCPKWEv3kNiha3h6t6nX3rc31SNzopYzJMrCm8SxiRDH55IzA5o6O93vmnMpzi0esr+9s9Fcay7b7I7jMhusedOz2jjdq2rW7GlQW4A1l1uke8Zqk5/hYm2m0VzbmX9SB2UaK9/D/DrGG8ZlGfr5O1iWYaqP/0IcLyZ/4/X9MufJgXJNAKhUU9wrR5q3bZsrTlEc5vy14i4dfiuPU7iKy+eyYnd05srGvLOa8uHYssZ1pfEUD7uz9Iekbj/aC3a7fns5ppLG2PhQO3ObsZ1pfGxe6WMyb7dI+aGPhxx684wyR8tsiJbKPqfkWD5RSeV7l+x+ZJl3Dp+jZi/z+EZzEtOsVesdA++TDcO2o2HbF0KIjaCoh8FvAPAJAF8LIfw9gC8BuAfA6QB+CsCLAFQB/CkAhBBGAfwMgI8V1P+w7AVwVca656D3dvOHAcws1+0TQrgfem8EPwDAb8YY37XOMVwL4MUAngXgPW7ds6mOEEIIIYQQQgghhBBCFEYhD4NjjJ8OIbwIPd3gywG8hFYH9GQPXhJj/PTyZzUALwTw/SL6X8M4bwDw0kHrQgjXofcw+LUxxh+6decA+Bx6bzNfHmP0D3EHtbcHPdmHfTFGln34G/QeBv9BCOGjK7rFIYTzAFwBYAmrHxILIYQQQgghhBBCCCHEMVHUm8GIMX4ohPAJAL8I4BHoPQidAfBNAP8UY5ylukcAfHpgQ5uTz6P3IPgbAM4NIbx+QJ33xhj30vKbAFyCnknee1c+jDFeH0L4cwC/DeDGEMJHkB6Onwbgla4dIYQ4KfjAzov65RcfuGkDRyKEEOKT5/1kv/zsvd/awJEIIYS46rQL++XL7/veBo5ECCEKfBgMADHGOQBXL/87lThv+f9HLf8bxHVw0hJZxBhfE0K4EcArALwMPXm4fwfw1hjjx49loOLYaTeSFld57nC/3HValeVa0r0NlaQZFlpW15Ekg9GqkTai06/qZGgb5ukH5xFIkxLl1G+o1QfU7tG4M8l4L+w/ZNZ1FpNOWquRyl4bkbUTl2ZSvUo9hRvWSwOydRO9TiLrk7GW45zTLTYaniQkN+50J1tLqd8maQF37rLjydLh9bqTWRpsXquMx5TXHitHlhcG+222FwZrSa6FYTXcrGaw3an16icLcTQ4JrdmraZ4aZJiNGk8lkcnTb3QJq3c+RTbRkd32no0r9usc+jmd8goGx13OFjvvUba7SWnaUkxunlPshaYv/s+U4+129sUn6vjVsNzcWaJtknxwuvwMiUKWr5eh+J1dSL15fWDl7hf2iY4reLx05OWcpNiOWujN+6x531kinRJD2brzNvYllktZ3sX42k/ujkNcr0sDfvV25A+dNduw13x/aS7ZMdQHRmsVSxEkSwdSp4SpbrTcSd/jQrFslLF5Z5LqY1J0lNvu5ySU428SylLWziP0KW8ymkfhzr5hJAWfPOg3d+lw3P9cms+3as4JgMujlJ6zfk058mAzZVjju56pJSVPS7mlmzeuNAZnG/6fO40Ogdcb8HHPIrxuZ4ctFkrDs6nPWZMq+pl6RhnjyErR/X7njWm1Z/zGLgfW4t1jKUffHJSWo+ZhBAnCYU+DF4hhDANYCLGePvxaP94EGN8as66NUeBGOOlAC7NWf8+AO9ba7tCCCGEEEIIIYQQQgixHgqzIQ4hTIQQ/iyEcDeAAwBupXWPCyFcE0J4ZFH9CSGEEEIIIYQQQgghhBieQh4GhxC2AfgygFcDuAvATbB/q/EfAJ4E4NeK6E8IIYQQQgghhBBCCCHE2ijqzeA/APBgAJfGGB8J4MO8MsY4j54J2zMK6k8IIYQQQgghhBBCCCHEGihKM/iXAHw6xvj+nDo/BvCYgvoT4rixdDiZWlTGyfxizBoSlSa398uhlC6lENxvLLQ8PjLSL3e9MQ2ZL0RaV/WmDOQUESI5FXhjgtLg33q687MDPweATpPMKryBDZsVkanF/AFrmJdleMHttRrWaKjTGmwutNix5hdlGlKWEQZgjSxqdBjYMG7Qdv1t2t68h/saPAZfj00pVhtrrMPwgo4re4dU3Xku0w6X6fivMkLKMbJ48YGbBn7+od0X0xjsuL1JnhBF0Zxt9MscnwGgOpmceOK2Hf1yl8w/ARujYzmZj9VL7jqgec1z3FoBDWlQ5O8FZEIEMi4KTRtDmW5zsHFkb12Koxxr2bizV687sJ7HG3uu4E2NmnP+aCx/3rCfswFcmUyNyjVn2ENma2xwxyZ23jCpXE7t1Wl8c+1sM9Gs+JyHr8dmosZItWpNr3jstfE037wpKpunds1YV4/lV+75zqrP/nnPQ2x763HJE2KNsGlauWaN10pkINedoDyZ4i5gc+USlceq46Ye58NdCqltl79l5SAmTwYAWs4z/IyLDQzCx1Be5pjcccbIbKjZotjI12x01y/X43Ult7NLlNtynPM5Ki9zEzV3q+LcM89ojuE8d9SZhC50yKw5x2w46xzm5Zu8i3Ptwfvn2+DxNVeZdQ7Ozwfl0L/XuHnVWN+5/cLM9hSehRCbjaLeDL4fgBuPUmcOwLaC+hNCCCGEEEIIIYQQQgixBop6M3gWwO6j1DkfPWM5IYQQQgghhBBCCCE2HSEA5aJendxCDPnHV2ITUNTD4K8B+PkQwmSMcdXfoIcQ9gD4OQAfL6g/IY6JG375Z81yfXq0X55+4NknejhCCLGl+cLjnmCW69NJomfHg472W7MQQoii4Vx5ZCrJnG27/1kbMRwhhBBCFEhRD4PfDuCTAK4JIbyMV4QQLgLwbgB1AH9ZUH9CHDdajcV+eelQ+m2jVLvX1AvjU/0yqwWG6oipF9usK5j0xMpdqydWqqSHHyyp5X9dC90Mzcecn+FiaylzHTOyfaJf7iw23bqkmRxKB/vlptP/rSwODiusGVyqlQfWAaxupdfouq/JGrjpc69Bxlphu0bKVC9bL3Oikn769f1m6ax5TbL16IENux9cr0Y6wV5Lc1jNSF/t0oODdYIZPg4TFdvval1kIYqBY3JzZt6sWzx4pF8uTaa45DXTK6xd2UmxLbRtbAyk5VuupxhvVTEtJRN7U7/RaQabK4TGAK9pSYycltS1Oi0bayequ/rluTvT/am9uM/UY032ymiKz+WqHR8/7GFY6xIASvSaTGN/0tX0erhZGsRjO0fNcnMu7ZfR2qUfBDx83+F9GnV92tjNetC2vay47u8FVbqfBJpj1XE7Q8p0j8vT+gzmlaN0nmqlgOfu+zaOhr9n8JEt59xnhTgWmrMpDlfqVgu4cijFojA2OE8GgFBLszVSPBypWc3gQLlyk7TffcoRMvTe4VMi9vjg2Nu28TV2bI7eb9vv72haLtWm0/Yu32Qt9/+fvTuPk6wq7wb+e26t3dXTPQuzMeybKLggRIJEQEwiCbglGn01iYwo0SAaNYvrizESJfDqhxiDURFwi0Z8g8YFgwLqK4oBUZSdgWEWZqOnp/fu2p73j6q+5zmn762u7qmZ7pn+fT8fPnOq7rlLFTNPnblT/fxyxZR1ctCP2NYLNeP6hP+ibB3YbXoVhz2D/f6/7vl85P/fGTG5Gfa9DNd9acfuCuqcfVzR9GPYatiqXtuXlVa7w2tI60cc9ku2VzFe89+Hdw4/nHwQ79rC33C2VzHXyUS0sHTkZrCqfk9EPgjggwB+A6ACACLyFIBlaFTCv1PVOzpxPiIiIiIiIiIiIiKanY51QVHVDwF4EYBvAhhA4ysOCuA7AH5XVa/s1LmIiIiIiIiIiIiIaHY61SYCAKCqtwG4rZPHJCIiIiIiIiIiIqK919GbwURERERERERERAcuCXIhqD18zw4UvBlMi9Jzvv497/FDF/9RPLYBDjZErToy4u0TDe+Jx5klJpyo6gevSd4EQlTG3TiYlzEBDjbKQetBNxcbeNEieMiGF0VZF24TFf1wDixbFQ8L5jXVK0EQz063Ld/rjpEv+e9LWmiQDcII59iAo8qkCQupp4df2HGrzLRdk34oj2Uf2+PZ8IzGtuRryEh6SIYNkZgeVpT8IRnOs9dn9/GOHRzDhhXZ8IswSGRuYXfJx57r8YimnHWnHylw1x++KB7bmlwNgi2rYy5cTkeH3Ia+Fd48L0TTpGxJ2Q+kk5oJM8u6QLVc5C+XqmldtlrV5IwJLjLH06wflJZZsSYe1wZ2ussOQkfHdw3EYxv+mV/iH8+GStZNuFAYembrsJjaU5nw63V51Hwu2sDPIEBuwqs/bjyxY9SbVzQhaoU+F8ZUNecNQ+zsuew1hDW0z4Tk2breKvDShol2lYKwKBP8ZIPrQnab9x6hmSkFAAAgAElEQVRV/P+H5TH3+y2sqXNh6789NtFc2LXyg298eeKcaTXZBH5mx0xNXrbSm+etlU3Ymth1MvzAz1zRBWpms34Nrpm1Wbv3buw6WcLAz4L7oIjMGj9T8IM2baBc2ayTM0V/nq0JaUHLIVtr7Z/tyoj/Z9vWDrtGDWtK2vp1sOLPs/UxHyWvuxvHT942PQzZHa9k6n2r0OS06wkftwqaS9vHrlfDtWu7f7dolz1GuA4nIppvc7oZLCJ1TM9nbYeqKm9AExEREREREREREe1nc70x+yNMvxm8DMCzANQBbAawHcAaAIejEVR3LxrBckRERERERERERES0n83pZrCqnmMfi8haAHcA+L8A/kZVHzfbjgZwFYBTAJw35yslIiIiIiIiIiIiojnrVMuGKwAMqOorww2q+riIvBLAL5rzXt+hcxLtc1He/RGpjPp9zLKD/W6b6eWYWTbszZPDTM9B2/MxbGpWdn0UNeP2kSjoCqspHVqCfmfeY9OfUgpBf8qC608Z7dwSj0uH+v0kxfT5GtywNR6HfRPtYzENvGzPx7AHpe2p2Kpfl33cqk+Y7W3b6nh2v93l2ffDrWl6X7TW+9snkvuYhY/Dc00p15N7NAN+f7KkXmVvH3oodd+ZJL0nF/Y/MOfjEbUjk/PrTcX0pywPmtobbfLm6aSr39njlrhpwfHV1krbuzLX5c3LZP1+kO4AyU9Pm2ZqPLL+n2EtuJ7stlelBP3eu/Oulg8+HP8bPHIlv8bXJkx/SdPz1vajBII+vKZGl0eCnqBmm+3xnlajGtvceHpPdrdxmf0sMH0xy2Gv3ZS63qomd5nPsPAzw25rFRaT1vtea/7vJLX9S02vynpQOMPPmlfvvD/13Ela9ciMRHDBk7+e1fGI2hFF7vd7tuj31bZr5bzJoahu3eDNy0y4fu3REd3xWIO+615fX1uTgxocSZig0AZzbM36a16btZExPeirXX4d7lrpapPtbz+8aYc3L2dqb7WYvE6eGJjw9rE1uWLqdaWevkZNWycD6bkWYe9eP/PCvUe7g77wtn61qsP+NaEttia3Yo/XqiVv+LkzpfVrB945/HBb1zEl7G8cvt6Ldj84q+MREe1LnboZ/GIAn0vbqKoqIt8DsL5D5yMiIiIiIiIiIuooQfoXfSgd37EDR3v/7DazJQD6ZpjT15xHRERERERERERERPtZp24GPwDg1SJyeNJGETkSwKsBzO7n34iIiIiIiIiIiIioIzrVJuJKAF8GcI+I/DOAHwHYAWA1gLMBXIrGN4Ov7ND5iIhoL13Zc0I8/puR2fVFS/LpZSfG44sH2BeNiGg2vnDI0+Pxnz219z3Y/3PNSfH4Fdvv2+vjEREtJlwnE9HBrCM3g1X1KyKyFsBHAFwWbBYAFQB/rapf7cT5iDotMkEFkhJakMn74RL1sgl6GB1KPXbGBG1kVhzq9i8GXVPCALgmhR/OIZocgoC05+EHcHghdgDq4y64LjLBGOUd24LLc8fIdbswpVzJD7zIm1CdiVryNdXL/jWMm8eDJigoDD2zQQ82lKFVPyf/EGF4Tzv7pAcjhedtN8gifZ/w9aZdX/rB7Xs2WHEHCEMs5tIDy15PPkoPCCHaW5m8CwOKculLFbutOuFCKqORkWCiqfGb3V/Asqv9H2iqd7vANmRMzQ/qc2SDh1Jq9zR2nvnzN62mT7ggvMiExlUH/VA8y4bGVUt+2F1twgQPjbr3SMP6agKKJofcOAw1Ko+5YLfBSkoRDfhhRenbMOqObYN4WoX8WGF4j32cs5/F+fT/Z+KtB/zjheGn8fUE70Nk5tmguSHz3gHTX9dsTQtFNe9Lq88Jotmy4Z3SYs2cLbpgt9rkpNkw6s2DCWHObnfhctGyNd60epfpQmgDc4PQxihr17np62FPm+sgu04Ogzzre3a7azDvUb7Xn2frsK0X4wPpNdTOs2GdYRiaXff54ZrthhyHtcLNSwofTj5X6rTU0Ljw+bB+p82zryOthk4PjE7eJ3wv2/27RZpWQdVcJxPRQtOpbwZDVT8uIv8XwJ8COAWNbwIPAvgFgC+p6hOdOhcRERERERERERERzU7HbgYDQPOG7+WdPCYREREREREREdH+Es3hG+JEB4pOBcgRERERERERERER0QI2p28Gi8jzAGxR1SfnY3+iTjv+mhvj8ab3rI/H9bLrTxYt8ft/RVnXT1Iyrr+llv3+ivVR1/8xs8wdTyrBvLw7vlRdbzFELf6Y2nlh30qzn+ZcD7coX/Sm6fAes497HZmi36u4POx6pmVNf8pivc+bp6ZPsO2vaPtT1sphvzP3eKSa3surYvqatfqXLNt3zPb8CvuRdZlmXva8obS+YV1pjdBa7NPYljxuxV677TsW9ktrt39aTRXvG3ukvZM3vWUPwy5o/zjlpv+Oxw+sf2k8rlX8nq2FvKtzmZzf192ydbluerxr1e/hKhXX47JeTOlVCfg92k3tlZp/vNTrsfU5qPFRfdxts9cW1G6Yz5ac6RNcX+pfq33P7LgeFIWK6ddr+wSPjJS9ebtNj/dWPW/t4VvVuYx5/9L6BI8H/efTanxX0L80Y/qI5nvSf3/Y90JTxoDfQziTyyCN7fU5YT4Hp/c+9ve7sH92oXGv3MFQONo/7Dp549+9Ph7Xg5qcWeryMDIFt/a062QgqMljriZn+w7x5knN1R8Vd2wJarJqSo/3sCZ7vdtN7/dsUF8jU4fNtdr8DMB/jVHGzQvX0MUV7vOkbupZeaRinvcLgu03btfD4XrVbgtrpVVH8ho6XK/aluq21obH9nM8bE32z5tW16fV69Tewu2ttVu0gvd61bf7ucV1MhEd7Ob6zeCfAnjjXpx3b/cnIiIiIiIiIiIiolmY683gvW2ewuYrRERERERERERERPvR3gTI/ZWIXDjHfdN/PoOIiIiIiIiIiIiIOm6uN4M3oXFDd67f8N0EYM+Ms4iIiIiIiIiIiIioI+Z0M1hVj+rwdcwrEbkWwBuaD49X1UeD7WcCeBmAFwI4CkAvgCcB/ADAR8P5M5zrQgDXtZjyFlX9VNsXTx1Xr7uUATXjMCTDhq3ppAmX6PKD5sSEGtUH+93uS5b6h8sF4RVT+1cnvcf1ggmasyFG9Zo3T22oUYsQOhsopzYUL+uHX9hwpowJbVp67Dpv3vjOAXe8MB2nqVIPA+SSg4JsYBzQCHOIx/ba2gxrCwPfeky40GAlPeQnbZ/wePbl2m1hcF3aPtO3JW+0rzec44d48Icw6MDnB3r5da5WrobTASSEGtkwH1O7a6YmA4CNOIryLpQtDOhUGzTX5YdoxruEoXP2GJls8vMIAuVMTbbX3Xjs9otybp8lJ57gTRvb9XN3rSb8zYacAUDNbLPBRYPBPFuvvZoclBu/PKbXQ/u4mLE12QUrjQcHt2FAKwtuHxsYF7KBb9mu9M9EG+ikwWeVFzRntoWhUvb98wOJUk9LdFDw/syY+qWVIKzTrDHtWMcG/Xl2LZvrQprIhDJrcUnqPBv+qaYOh6s0u4aOSr3u+Ykx//rMmj/Ku6DlXMlf0/esWxmPx7x1cj1xDAC1lGC4MFzZbrNb0taQABC1Gfhm17KDlSB01Bzfjnuz/mdVeuBn+meB3dRqTW61CrHzw+5aHaOtU9EiIQJk5tpUdRFr8ddyWmD2pk3EQUFEXoLGjeARAD0p074OYCWAOwB8CUAVwBkALgLwGhH5PVX96SxP/Q0Av0x4/q5ZHoeIiIiIiIiIiIhoRov6ZrCIrATwGQBfBbAGwNkpUz8O4Auq+mSw/3sBXA7g0wCeOcvT36Sq189yHyIiIiIiIiIiIqI5WexffP9089dLWk1S1SvCG8FNVwAYB3CyiKzo9MURERERERERERERdcqi/WZws3fvywG8QlX7ZW7NTRSNlhGA38K0Hc8Rkb8CUASwFcBtqrplLhdBnWV7dtVb9PKqjozEY68fZaXsH8/0E0a36zs2rf+j3cf0jJzWd9L2Y1P/mjz2+DVzTdmCP23Zane4aiVxDAAZ83rre4bj8e4HNnrzbN/JQq97X8oj7hpyUfjvUG4f29erVb8z23uxVY+vLtPsKewtvNs0nmzVyzGtf1rrfr/J+wP+66+b1xj2gbPS+p217n3Gpk10cAl7uNq6XBkdj8e5kt9b0vYQzlRdLZJpfXiT67Jm8sETpl+stleTvbpenUh8HgBg+l1GpnZrecKbVh9zdViHhuLx0P0P+uc171G+170v+VH/s2rUjG1dKgcvKa1P8PR6bfsEu2fDPpH24VOT7fXa7ckm9yAeL/tLMbutMuGOXegNPgfztse+22dij/+e2/7VVXMuCZoK2nmt+l2yPyUd6Oq19JpcN/11I9v/vLGj26dq16hBrbX5HLa/ejjPrpXtvLq/lrXbNOv6+kptxJumOVcjJOu+7xOFa3zTxz437qqo/TwCgD0Pb3b7mM+xQp87z+SQf+xI3Ptn6/Bo2Fs4Za3cuo+7fT69EO2aNH3mpx3P7ZeT5Joc7td6vZ58jLCG2rWyf03t9bBvtXbnupmIFpNFeTNYRI4EcDWAL6rqTXtxqFcBWALgZ6q6Z5b7vj14XBORzwL4K1WdSNohJCJ3p2w6cZbXQkREe4k1mYho4WBNJiIiIkq26G4GSyOW9gY0AuPethfHORrAJ9D4ZvC7ZrHr4wAuBfDfALYA6APwOwA+AuAvAPQCeO1cr4uIiIiIiIiIiOYu4rfF6SB2QN4MFpGNAI6cxS5fUtU/bY7fgUZQ3PmqOjDH868C8F0AKwFcoqp3tLuvqv4QwA/NU2MAviYiPwPwKwD/S0SuUNVftXGsU1Ou724Az233moiIaO+xJhMRLRysyURERETJDsibwQA2AGirlULTkwAgIscDuBzAdar6nbmcuHkj+FYATwPwdlX917kcJ6Sqm0XkOwBeB+AsNG4MExHtM1f3Pg3A9B5ubx18aB6uhohocbtx9UkAkvtqvmL7ffv5aoiIFrd/6Wusk8M+yABw8cCD054jIjqQdPRmsIi8BI2bmU8HUFLV45rPPx3AS9D4hu7WvT2Pqr5ojrueBKAAYL2IrE+Z80gzTO4VYT9hEVkL4Ado9Bq7pFM3go1dzV9LHT4uzYINg6iXXSBFdWLSmxfl3R+f2oQLfQjjh+ojrp10Ztkqt0//dm9exgZemHGttAKpTGiE5ruCbS5gIZo0QUMZP8RDai5cQ/ImTCMI+8gtW+aOt8t9qT7KB6EgRnGZu6bquHsvK6N+oEffdhsg597BwYofkjFRTw5nCuPo0gIgxoPUCBu6YYMrwoCjvlxyCN3uIKwoLZQifB09pvK2CsmzoRlhiNOUfBQ+Tg/d+JuRh+Px1I1gooWuVZCnrb3ZLhcoFNZrG/CVGTY1ecVa/3i73BIla2tgNOrPW7IKiUyIkRaW+Nts6JwNTJIodR5s6FwQbhf1LHUPdu1wz+fSl3bFFX3uNGEoqqnRZVOjlwfzdptLbxV66Qddpv+Ypa3L7dbk5V3u/02+x43Lu/3vCYyba8+Y1zfWP+bNs4FyNgS1HhR173PMfB6Fr8/+WGmrwKSaAhf2PwDA3QgmWui0Vbiyqb02XLkOf90XmXDl+qhbo2ZXrvPm1feY2pYxtS0I3qz1rHTXZGpq+MevVuhx20yIHcYHvXk2XA4m8FMK/lpbCm5eZNb4md3+8ex7ISZEuHuVC5a29QUAyibks2+Le4/Ga/5nxpCpw60CK9uVFtAW1jJb95bn3edTeOPUroH9MGR/nj1vTzZK3Cfkh06758NrsGvlVuvkcl3xvrFHALgbwUREB6uO3AyWxt3T6wFMtWIYB2A/LQcA/CMan8lXdOKcc7QRwLUp284HsAbA1wAMNefGROQwNL4RfByAN6vqp/fB9Z3e/PWxfXBsIiIiIiIiIiIiWsQ69c3gvwTwZwA+h0aY2jsAfGBqo6puF5GfoHHDdd5uBqvqLwG8MWmbiNyOxs3g96rqo8G2IwDcBuAoABep6nUznav5LeI+ANtUddA8/wJV/XEwVwC8G8AZAJ4CcHP7r4qIiIiIiIiIiIhoZp26GXwRGj1u36SqKiJJP8/xCIAXd+h8+9sP0bgRfDeAI0XkgwlzrlfVjebxRwC8HsB6NL41PeVHIvIwgP8BsBWNG8ZnAjgZjTC516nqUGcvn4iofZ9edqL3mH3RiIjm17cPf1Y8Pn/zvfN4JURE9OWVz4jHr911/zxeCe1LLbpcER3wOnUz+GkA/k21RfNLYCeAlS22L2RHNX89tflfktsRtJZIcRWA5wE4F8ByAHUAmwB8EsDHVJUtIhaQesX0fwz6otnHtv/XNKbPo+Rcb0PbZ2z6id15pe73ELM9f+228A+f7UlZN70ro6AvmnfaMffvEPWJsdR59vVmgv6UkenNWTH9zlY/96h4XOjb5u1j+zXi4X537OAT2PaqrLQoN6368Fq2D6XtNRb2Ft4+4frK2f7BYY9gv3eZG9veZ+E8K7xue/y015QJ+o1mzL/FJQVeuHlu3G5vNqL5Viv79bBu+rba3sJReitzryYjqN1eH16r6vcghum17vUCrpmarP5nhu3PrrZv5cSwN8/rOzwx4p6eGA3mubpke9jb/sjh4/KQO8bq5z3Dm1dYujkeF5eZz6f/8et1fsi9F7vM2xLWzTRh30m7W5ft7SzJcwBg97h7L5fVbA/K9GOPm17A0bg/MZNzvyfCPsGW7RNsa2UpqPHZLvf/ozRur8fvM+9dg7mkbvuZiOm9RIkWCrtOBtL7CYe9zL31sK3DWf/3vvS6roO2FzCCtbGYelu36+7geu1SKjLHqHcv8+ZFo/1IouOjqY/t67A1GQCypmdwxmyrjLp+xGtOP97bJ1faaPY3OSWP7Pbm2bXyYMXVmHCd3Kp3u5VWAlvtb/sC23VyY7/kY4frTbtmbfPjpMU6OewZ7B77uR3pr8nuY3siA1wrE9HBoVM3g6sAWtzZAgCsAzAyw5x5o6rntNg2638TUtULAVyY8PzfzPZYRERERERERERERHurxdcZZ+V+AOc0e99OIyJFNL4Je0+HzkdEREREREREREREs9Cpm8FfAHAigI+L+D+zLCIZAB8DcCj83rlEREREREREREREtJ90qk3EvwF4KYC3AXgVgGEAEJEbAfw2GjeCv6GqX+rQ+YiIaJY+WnL96MI+xkREtP9NBXauLGRmmElERPvalT0nAJje+5iI6GDTkZvBqloTkQsAvB/AJQBOaG76IwB7APxD8z+iBe+Yj385Hm/8u9fHYxvyAAAZEwZhA3okm/fmSd61066PuqCgaElKUFEoDCGy4UKSvlDRnGnjbUKNwsAkpOTZhKF49YoL7MmVXKDHRP+QNy8yIQt23LPO5Ufa966xzbUTnzThRLVtfptxG9gwUnXvS6vAOBtcEQZA2KCNtGMDfgiHPVcYppEeKOEfzw9McscIw49seEVaGFz4fNp7MR4EIPphT25buwEjRPvLyV/6djx+8I0v97bVJly9qJddzdMwrMjWaBNcZGsyAGT6VrgH9fSwLxtWpDbIKKjXlhf+mRJAFz7WShlptOqOEeVtbIMfEmpDPm2IUeHI47x5h/S4ULu+49bF47H+cW8eHtvj5u2xn4v+60irh2HN6u1278uoCUqztaxV/SrX3fvQKqzTq90TQRChOZ4Nf4uComyD3XrMtvDzMpN3j22IVqbq/56yoUu7TcAdhvzAwlyrkFqi/ezoq74Qjze//yJvW3XC1aycCZcLA9Vg1srSVYrHNjQTANDV68Yt1ryWeClx/rqvYmpCPXLXkNMgpLHdc+XcMeomTC7X2+vNmxxwnzVZs4a2477jjvT2sbW75zBXdyf2/Ma/iF3Jgc+t1rJ2S7j2tGtlu04O2ZqaVmuB9GC4cN64d6r21qVd3sWnr5ltOGnNfMaG8+xnix2H72WrgGY6eAiAaFoMJc2E79iBo1PfDIaqVgF8UET+Ho2bwSvQ+BvJg6ot4pOJiIiIiIiIiIiIaJ/r2M3gKaqqAB7q9HGJiIiIiIiIiIiIaO74c2dEREREREREREREi8CcvhksIrfO8Xyqqi+a475E+91RV9wQj7dc9iZvW930QtO863lYG/d7d0nB9AzOmp6RXo9HQIquX6PtGSmTo/Anml6EZlzr8nsQZyZd3zWppvedRNX1JrT9jsPrw7DrV2b7b4Z94GxPylrZvUdjOwdSL2Fka7/b3/RrXLHMv4bxp9x7W1PXkaic3qbT62NWzPj//tVl+qJtGnbvUdg/zfY48/tg+v3O7GX4vdCCfpLitpnWksgHfSH9bck918K+nLa3mj1P2HPNvsawh9vbh/jDHbQwnfjZm7zHj771T+KxV5PrflGojrs6lzF9gsM6p6Z3JWxf96B/sEyYY9jekqY/ZSXye6NnTYWQiuvDa/vAN7a5a/X+dAe9L9N6Gk/rX2tqsu1fW92xKdjPHX940454nCv6NX7pkX3uEkyf29poxZtn+/z6Nca/3oLpw1ta7d7/PZtcP3rbWxdI70dca9Gz2Qr7P5pPX2TM50LOXBsAZEygUKHPbdPgRVVt72PzAZUPehXbum5rcvj6yvUaXr3z/vBlEM27wz98rfd420cuicdaa9FDfdLVQDW9dut5P4ciU+h22yJXi6bVTbvmNf3ZNfLr1x7TmLav4P4854KOhvb4Xk0O+3ebdb1Xk1vU4fwS95pqpsfy5FO7kWbcrKELQV1aa86V2Rn8ncFIy9oI683KgitGy83fb7aO+++5XXvXvef949nymLb2DLel1UYg7P9r19N2n/Supe3kcYTHmN7fWHHR7gdT9yUiOhDMtU3EOSnPK5J7Rk89n57yRERERERERERERET7zJzaRKhqZP8DUATwTQCPA1gP4GgAXc1f3wDgMQDfaM4jIiIiIiIiIiJakET432z/owNHp3oGfwDAaQBOU9UbVPUJVZ1s/no9gNMBPK85j4iIiIiIiIiIiIj2s07dDH4dgK+r6p6kjaq6G8CNAP60Q+cjIiIiIiIiIiIiolmYa8/g0KEAWiRUAQAqANZ26HxE+111wv8tnjGPs0UX5mBDjACgZoLXbLiE5PxwITHBRTYASII/Wlozj7Ou80pkguCmMaE6YZiGDQ1Sc31hAJMXkmHYUAwAKK1bGY9HTAjRU/e5sKLKiP+abCDdIU9bEY/HBya8eWNDJgTK/BzKeC0M20kOxnh42H+P+nLJIRTTgyeSt4XBE15gknm+EgRP+CEeycFwANAVpmYkzJseNJR2rf4xwkO/dZChcXTgsXU5W7GhXUG4UGRCegZM+Nu0MCAToll0IT/T6rUd57visUZunA3+jEndBsj5tc2bZ+t11YSyVf2AtmmBclPn7SqkPh7Zsiseb//Zb7x51XH3HuVK7rNlzenHe/NskNGYCfVcFlxHz6SrgrbmhTXr8S0uMGplwX0+2Xoa1tq0OhzWTPvZYOvm9M8Md63LzWduJiicmaXmM9ecV3L+/wsbIGc/S/PBvJ6UYCUAeMX2+0B0oLGBaLWKq1nZIExOy64G1kcSv0sEwA/5jLxaG6xla5XEcTgva/7c2lJkA+gaO6aE34VrY7uu98Lk/Hm2Dud7TVDmw5vj8faf+yGRE2YNHJlgy7XPPdSbN9Y/mrhPGHpma+VgxYR/BmvPx00YaE/W1cC04M6Z2Lpsa+9E+F7CrsnT63+P+XBNC4oLX7vlr5P9ba3C5S7sfyD1mEREB6JOfTN4C4CXiUg+aaOIFAC8DMDWDp2PiIiIiIiIiIiIiGahUzeDbwBwHIBbReQsEckAgIhkRORsAD8AcAyA6zt0PiIiIiIiIiIiIiKahU61ifgogFMBvBTAbQDqIrIbwHI0bjgLgG825xERERERERERERHRftaRm8GqWgHwchF5LYD1AE5B40bwIIBfALhOVf+9E+cimi9HXXGD93jLZW+Kx5XR8Xicz5S8edN6Ujbp5Lj3uD7YH4+jJUvNFr9PpJg+wTC90GyPNACA6S3s9VKr+700/WvNmHFw3aa3l+0TnF/S7U2z/eIKS5e43W3/x5Lff1hND7GRna73WWXEf01rnnFIPO7e4vp+Tg77PYjTeqFN7xPpxran2cqC39dx63j6e2Z1md7H9vWGvcvsY9szOFRTd7x8lNwLOHxNAPCWPQ+2db1EB7oTP3tTPN7w9tfE41rOX95k8u5xlLF90lv0sRza7fbpWerPq5j6mjc139bkil/jpTphxq5/udSCyAXbqzKlL3DjAm0PeldTs91Ff5rppVxY1mNO47/2/BLT09jUsqHHt3nzKqPu2tee6qIgBp8Y9ObZnu8F0++9Xq5580ZNfbW9HEtZ99qXr/C7kGV2uV7Fth6GPYNt3fT7FnvTvG3eefb4febTPs/zPf71Tdr+9rkMzr3354n7ER1sDvv7z8TjHf90aTyujvp90vNLXS1qVedsTY4m3foQBX+tDbu2NT3ZJeOvN7tMX9/ujKsPEuZupK2VwxoQJX+eSMGvw7kesy6ddOcqmPfB/l0CALJmrW3XlCPbhrx5ZdPjd81zVsXj4hP+vLHd5u8q5mW0qoe2Joc9dG3uxuYW62S7TLXHCNe/dm08ZK6hGLzndj+77rb72+cBvwc9AFy0m+tkaoMAUfpf0ygN37MDRqe+GQwAUNUvA/hyJ49JRERERERERERERHuvUz2DiYiIiIiIiIiIiGgB481gIiIiIiIiIiIiokWgI20iRKQOYHrjyulUVTvamoKIiHzXLD0x8Xn2EiYi2v++e9SzU7f9wcZf7ccrISKia5c31sm25/yUC/sf2N+XQ0Q0Lzp1Y/ZHSL4ZvBTACQC6APwKwJ4OnY9o3lVNUFpkwookCC3wtpmgiXp2zJsnha54rJMmaCMITpAJF5wmZhEjkyPpF2sDiqp+KJvax/ZcWT8QJ+pb4R6Y4KJcyQ9lqI6ZsA8T2tS9alk8nuj3g2vPy40AACAASURBVIa617hj53sH3CWUurx5Aw+5IKPRnP/+WauWu/0iEyhUDQIuCr2FxPFYv3/szG73mrZPuGOkhQ4BQE5sSEb6v5VVzLYwDC4j9rEkPh8eO2lhS7QYVExAURj0Zeuyrcm2RjUeu4Ciet4FAEnRD8r0jj3iwj9tTY6C4CLYP6s2nKgahn8Gj6dk/ePZoNGaOUbkl01Ux9z1ZUzQXMnUXQAY2+lqb99x6+JxGBKa73XBTf33PRaPJeOHFdnau+K4ZUjTO2RCR3vd505xmXv/x/r9YCVrxATVhTXZD5eLzPNhqGdyKKcNIwWAjAmGs2FRlVH//5kNdNJa+ucE0cGsOp68TgaAaMw9zplaawPjAEAnxszYBMhl/DUqxNT4CbfGrAefBaWCCzaeVnvt4UyQpxe8nAvWxvZzYtnKeFzr92uHVR9xr8N+Bi05YrU3b2TrU/G4Z50LUC4s2+3Ny5nQ0N0Pbo7HmXzw9xFTDw87xNV1DcOVx9z7kjOBytku///h5KD7/2tD6MK6adepNkCuJ+tfnw2rs/mmlXCd65VUG3Ynic+H15fnz0UTEQHo0M1gVT0nbZuILAHwcQDPB/BHnTgfERERERERERHRvsDv2NDBbJ//25iqDgO4GEAVwOX7+nxERERERERERERENN1+6d+rqnURuQ3AqwD85f44JxER+b688hne49fuun+eroSIiADg9tPOiMfn3PXTebwSIiK6+dhT4vF5G+6ZxyshItq39meYWxFAetM4ogPMUVfcEI83v/+i1HlhD+Ep2aD/o1Zc7636mOu9GBVL/jx7bDMOz1Lv6nPzalUzLvsTTT81CfoEe6puPzU9g23fRADImt5l3mlMv7hsyZ9j+6RN7Ha93gYf3+kfI+96l+V73PsX9jHrPsQ1zczk3D61oI/ZypNdX8zxna6l+fEvf643b9Otv3HHuMv1LQ57/Kb1Bg77+Ibz/mFiAwDg8u7jU+f5p3LHs/3Xpp/XjbtSfh8SHSxO/OxN8fiRt7zS21bJuDpg+wm36vEelVxvyfqwH3kgXa4u2x7vErm+u9NqcrHXzbM1uV5Fqij9z63XW94+X/PrXK7HXWt1zPXezfb0+PN6XQ/J3Lpj3YZt/d48r0+wub58yf9Ms33Ye9a6z6NMseDNq5ddf8rlTz8qHo+a8x53+qn+Ndx5dzx+7GZXn8sbBrx5tkbbejhTr/WpsM3rVzzde75sP0NMm/4o4/8/9HpUm88t20cZAHKlFp+5RAe4dZf9Wzze9pFLvG32z4itI+FfTMX2E/Zqrd+jXAqmt7np9xuN+TVBzVq23uX6rtsewSE1/Ykl78+z1+T1NK4HPYNt1kaPv66PrzXoq5w1tbK47tB4PNHvv/bBDU/GY7vmtTUYAPKl5J7s4Rra5muUVrtrHXzCz/tYed7aeNz3syfi8eZH/fd8qzlerZ24efi5GwDwvrFH4vFHS8eH0wH4PYd3l/0T9eXMZ1WU3EseAHp6WJOJaPHYL3cHRORENL4V/Oj+OB8RERERERERERER+TryzWAR+VyL4x8O4EwAGQDv6sT5iIiIiIiIiIiIiGh2OtUm4sIZtj8I4EpVva5D5yMiIiIiIiIiIuoogSBCejs+SiZ8zw4YnboZfHTK83UAA6o6krKdiIiIiIiIiIiIiPaDjtwMVtUnZp61cInItQDe0Hx4vKo+Gmw/C8CbAJwCYC2AEoBtAH4N4GpV/cEczvl6AJcAeAaAGoB7AFylqt+a6+ug+XP4h6+Nx5vesz51ng3JyBSDkAITLlEfdME5Wql40zLLVrptoy5EIvw3uMgE5GjBBUBIzT9e3RxDy8mBRIAfFGcDPQor1nrzbFzF6MMPxuPy8Fg8rk34IXb2felZ517f8BY/hGJ0hzlG2b1f+SCEx4ZcFJe6a53Y47++oc3D8diGzo0P3O/P2+Lm2fCLnqzfdn2kaoNF0qL+0pu1Z+bwD6nhPjYMo8tsbDe0g+hgcPw1N3qPw0C5KWGAnA3syZqaVx8IwiyrLg83WrHGzTNBc+Gfc68m59x5pDrpzfPqcNXVa4ky/jwzFhNIml25zptn6zUedsnolSE/hKhediE/+SPcuXoOX+PN2/2gW/KNPDmMNDZ4aOCRXYnPA8DoDhe6NPCom7f8ae68A/f8ytvHfp7Y8KPebj/ErjziPmtsDQwD4/JRcoFsFdCp/gG9bZm8+79vQ5xyQchevZweWkV0MFn7nk96j22gXKtQTym4tVlk18lhTe4xYXB9q9zzk6PePLVBcaYm14tLvHnRmKuHUdkFb2rVX0OnhXxKEP6cXWu+N2X20ft/Ho8n+v2AtnrFBI2aGm9DlwFgzwYXbDz8pPv+lV0nA0CXCY0b3ubm2fUvAIyYY+z8tXufw0C6em1rPK6MuvclrJvLTT0crKTXPFuXW61Z7fHtPrYMh2tju8+yvPvMsEF6RESLTUcC5ETkcyLy0hnmXNCit/C8EZGXoHEjuNW3l89t/vcwgC8B+DiAOwC8EMD3ReQfZnnOqwBcj8aN5c8A+CKAZwL4LxF56yxfAhEREREREREREdGMOtkzeCOAb7aY82wAr4f7Bu68E5GVaNyM/SqANQDOTpn6UVX9YML+6wD8AsB7ReRfVXXbtD2n7/N8NIL0NgD4LVUdaD5/JYC7AVwlIt9S1Y2zf0VEREREREREREREyTp1M7gdBTTaISwkn27+egmAr6dNUtXEn51X1a0icgeAlwM4Bo3WETN5c/PXy6duBDePtVFEPgngAwDWA7isjWMR0UHgyp4T5vsSiIio6aurnjHfl0BERE3XLD1xvi+BiOig08mbwandfUSkAOAsANs7eL69IiIXonET9xWq2i8y+2adIrIKwOkAJgE81OZu5zZ/vTlh23fRuBl8Lngz+IBVMz2+ACAyj22v3Gl9c02fYMm4fo1ev0cAMH0sYXqI2T7DACDjrk+a5Nw8zfr9daNSrzuG7YVW9a/PO7a5vrDPsO1rlu91PdMKy1w/Ngl6rA1ucH3H7PsS9icrm55kk0Ouz6btfQYA1fFq4rgy6f97VK5gXofpGza0xe+lObLL9ae0fYHHa37vs5rpP9einWTQ48yNu4JeeXa/sAfbxQONfsxfXunftLB9gvM5v8fo+ZvvBdFiZOtyZPqw14N6XZ1wdSVra3JQs2zdU9PH0tbrWtjT0tbkgpsX1mTba9L2jNdyen9eW3c1qN12W9S3Ih4XV/i9gG1vzvGHfxOPbS/hxn598djW4bGnxrx5A4+5/sm2d6Wt4+Exug/pdtdj6qH9jGgc2/WTHzH1f3Tcv1Zbh219DuuprcN2W1fYC9jW7rz/e+IPNrq+xrefdkY8tj0pM0FNRgk49b9uAdFiY+uKtzbO+321M5OuX29twPUUn1aTTe2N6u7YGgV/1R11dSljewGH80yPdttPOFJ/3aemrtt9EPZ4N58Z9nMiY2pyyYwBAOazYeRBl2UR/v2huNTVzfKIq6+jO/1+yTb/ojJh1saj/vFGBty15sz7HOX912SPNzzo6rifnwGMpzQADp/2ewEnPw/4eR2t5v3ZUw/E42+uPTke25pc6A3yWwC84Kc/SbxeWpzmcIuI6IAx55vBIvJY8NQ7RCQpOSsDYCUa3wz+1FzP10kiciSAqwF8UVVvmsV+pwG4AI337TAALwXQC+BSVX2qjf1LANYBGElpKfFI89e2viYoInenbOI/nxIR7WesyURECwdrMhEREVGyvflmcAT3bWAFIM3/QhUAvwbwAwAf3ovzdYSIRABuQCMw7m2z3P00+N/YHQawXlW/0Ob+U1+nGUzZPvX80pTtRERERERERERERHMy55vBqnrU1FhE6gA+rqof6sRFzURENgI4cha7fElV/7Q5fgcaQXHn25697VDVTwH4lIgUARyNRv/fz4vImar65tZ7z0pqy43gek5Ner75TYjndvB6iIhoBqzJREQLB2syERERUbJO9Qx+IYCNHTpWOzYASAx1S/EkAIjI8QAuB3Cdqn5nridvBso9AODtzX7IfyEi31fVG2fYdeqbv30p22f65jAREQDgxtUnzfclEBFRk+0TTERE8+t7J/Dfe4iIWunIzWBV/WEnjjOL871ojruehEbv4vUp/Y0B4JFmmNwr2uwn/F0AfwHgHAAtbwar6qiIbAWwTkTWJvQNPr7568NtnJcWqKOvaq9ryMA17/YeR3kXvhMVu8PpMRsOZMPfUPVDeWxYRVRy4RfTQi0mXMBEvdzmv7GYUIsw4K4+7L5wn1t1qLu8/vT8yKVPOzoeDz76hLu2lNAJAMiVTChSEGpRLbpgDBtOZAOEAKCry5VAMSkUNsQIAPYEAXVTMkGqQHh89zzwvrFHErdd3fs0dz1BWJENw0gbh/v0LAsCB4kIJ362vXiAnVe9PR5XR02IzhK/JtjworRgIAmC4Wx9zZjabQPeAL8me2FwQWASTHBdq5pcG3aBSdnVR7jn+5OiCxq6n/W8eFx+ND14Mld0NbQrqD0ZU5dtqJGtyQCQNcewwT6Reb2lNX6w0q77XJBUrezCisIaXK4n1+TxmsYhnCH7D23For9Mtp81Ngwu2+XPy5vPp+4VLphPU66HaLFZd9m/tTVv9N9dh0EdM+G+3b0Js5uqpsYUerxNXu2umHmlLm+eipsnZp4Ga+1pdXlqn4JfD8Ws6+tDu+Nxdq1b/1Z3bEo8FgAsOfnZ8Xj80bB2uVpugy3DEGb72Nbh8QF/7W9D42xNzgX10D7es6e9vz/YMLkwXHm8pnj36PS18rXL/Rbffab2eqFzJlgurMldS91r7z18CYiIaI43g0Xkz5vD/1TVYfN4Rqr6+bmcs0M2Arg2Zdv5ANYA+BqAIbT/Ted1zV+rLWc5twL4MwDnAbgu2PYHZg4REREREREREdGiISJXoJHZdQKAQwCMA3gCwE0A/kVV+xP2eT6A9wP4bQBFAI8C+ByAT6hqLZzf3Of1AC4B8AwANQD3ALhKVb+VMr8LwLsBvAaN1rVDAG4HcJmqPjDHlzsv5vrN4OvR6Gv7MzRC1KYetyLNOfN2M1hVfwngjUnbROR2NG4Gv1dVHw22nQ3gx6paD54/FsD7mg+/HWxbi0bbh22qats+fAqNm8HvE5GbpvoWi8hRaPwmnMT0m8RERERERERERLQfRDLzHNpn3gHgFwBuAbATQAmNm7wfBHCxiPy2qm6emiwiLwPwdTTayX4VwG4ALwHwcQBnAnhVeAIRuQrAuwBsAfAZAHk0bvL+l4hcqqr/EswvNK/nTAB3AbgawOHNY58vIueq6p0dev373FxvBr8BjRu7Uz+XktZy4WDxDQB7ROROAJvReN+ORePbvVk0/qXhlmCfjwB4PRrvzfVTT6rqHSLyMQDvBHCviNyIxm+6VwNYDuBSVd24T18NES1Ktzzdz9L5vQfunqcrISIiALjn5b8fj0+56b/n8UqIiOjO33thPD79ltvm8UqIFr3eZlaXR0QuB/BeAO8B8JfN53rRuJlbA3COqt7VfP4DaPzU/StF5DWq+hVznOejcSN4A4DfMl/SvBLA3QCuEpFvBffm3onGjeAbAbx66suiIvJVNL6x/DkReWb4JdKFak43g1X1+uDxDR25moXrMgC/j8a/RLwEQAbADjT+h39WVb83m4Op6rtE5F4AbwVwMYA6Gv/qcWXa19Hp4Ke1lJoR9J1E3c3TcdNbsu7/5IOm9P+tD/o/UTGt/1mTdJX8x+Z4aq4BwXkl5663bnpVWuU9fg/e6oTpXbbT9RyuVfxj2x6Nth9lqz6Mtaq71rDHr+1VafuL1crBeSX5n4XDfmdh/953Ds/c/vvtQw/F4+tXPD31eKWse709h7oeeOHvG/ua7Hs0unMURNSarW32z5ZX8wC/Ltt9Jlzv97Amh33d493Dmhzu1xT2AtaKO55kMuF0t830rqyPJNdkAKjZ6xjYGQ+rY/5nSd70T66Z2i1B/bM936OM66RVnfC7aont+ZhzPR8zxeCzzyj0uf6PE6ZXZT74Ck9P1u/n+dpd96cec8ord9wXj8MAIvsZVOh119d7uN+/NDLvRa5UMM/71zOybQhElG5a7U1he7Tbda1E46nHs2to9Cz35kWTZlvNHS9cbUrB9Rq262SE120fmz7xrWqyzeCom8+WMbNODtm+wLafOuDXXlt36+Ga1/Qdzve4a7U1DwDKo+596SmYNXRQ4/21sV8D3zr4EGZy0W6/R/K3Dn1mPLZrd3t9S4/0s9rtut72Qc4EmSNDW4ZnvB4i2j+SbgQ3/QcaN4OPN8+9EsBKAJ+fuhE8dQwReT+AHwB4C4CvmH3e3Pz18qkbwc19NorIJwF8AI0vdl4GANIIFpva52/tDV9V/YaI/BjACwCcDeCA+Jek5K73syQiZ4nIETPMOVxEzurE+fYFVT1HVSVsEdHcdrWqnq+qR6pqt6oWVPUIVX1V2o1gVb2webzrU7bfoKq/paolVV2iqmfzRjAREREREREREdE0L2n+ahOOz23+enPC/B8BGAPw/Gabh3b2+W4wB2h0BjgCwMOq+nib+yxoc20TEboNwN8D+FCLOX/e3J7+9RUiIiIiIiIiIiI6EJ0oIon9CFX11KTn04jIXwPoQSOP6zQAv4PGjeCPmmlPa/467cdyVbUqIo8DOAnAMQAeEJESgHUARlR1W7gPgEeav57Qzjla7LOgdepmcDuttacC5IiIiIiIiIiIiIjS/DWA1ebxzQAuVNVd5rmp3jCDKceYen7pHOfPdZ8FrVM3g9txBAA24iEiIiIiIiIiogVJ0N43HsnXfM8enO03gNOo6hoAEJHVAJ6PxjeC7xGRC1T1F7O7rFl/OXU28+d6jnkz55vBIvK/g6fOkeSQpQwaN4JfA+D/zfV8RAebZW/5qPd46DrzR6qaHgzkhQuZjIb6uB8QZkODagPuH87CcKKoaILiTPiFdC9JnVefcOcKw4/CQLkp2WUr43HhhHXetuq2jfF4z8ObzaH8WmoD5Ww4UXnED2ayIRn57hzO23APAOCba0/25o09NZ64jw3gAICMCSGyQRjlFsF1c3Fh/wPe4/9cc1I8zpkQDxtO1CpkyQY62WA5Ikq2+m8/EY8Hrnl3PE4N+ASgNVuTy+75ST/3wgtyC+umnVd0AW02dCgq+TU507fCnct8ZtRHW4SSmeCi7Io13qb68sPdsYe2x+PJ7d/25uVK7nVM9LvaGOX8GjM24IJCJ4Zc0FyulMMZt/4wfnzbKafH48En3LVXRl07tu5VLjQzlCu5Glgc94OLMpPJn0ftevHD/t8xbj/tjHhsQ+xs8B3gB8XVK+6atO7PC0P3iMjX8zq3Nh772j/FYzG1dhqzDg3DlG1onA1KljE/yM0GzUnehMRVJ/15BVeboqKr0VLzr68+tDv5WiNXE7Jrj/K3rTBr5V1ubTy27bvetNI6t74e3erW+9kuf21sg4QnTU3OdmXxew+4n+b+7lHPduey6+SgvtogNhs011NN/7zMyN6vmy948tfx+NZnPS/xemywXPjY1mcJQj3DkDwiWjhUdQeA/xSRX6DRquHzAKb+cj/1rdy+pH0B9AbzZpqf9C3g2Z5jwdubuwMfNGMFcE7zvzRbAby7xXYiIiIiIiIiIiIij6o+ISL3A3iOiByiqk8BeAiNfsInAPB6FYtIFsDRaHyN7rHmMUZFZCuAdSKyNqFv8PHNX21/4Ieav6b1BE7aZ0Hbm5vBL2z+KgBuBXA9gBsS5tUA9AN4SFXT/6mQiIiIiIiIiIiIKNmhzV+nfhTkVgCvA3AegH8P5p4FoBvAj1TV/njHrQD+rLnPdcE+f2DmTNkAYBOAE0TkaFV9vI19FrQ53wxW1fhn/ETkBgA32eeIiBaKbx36zHk57zVLT4zHb9nz4LxcAxHRQvOj058/L+f93gnPjcdhCwgiosXq5mNPmZfz2nZoAPCK7ffNy3UQ0cIiIicC2KOq24PnIwD/AGAVgDtUdaC56UYAVwB4jYh8QlXvas4vAvhwc841wWk+hcbN4PeJyE1TxxKRowBcAmAS5iaxqqqIfArAPwL4JxF59dSXXUXkZQBeAOB+AAfMPdGONJFU1fWdOA7RYta7/kPxeOyrH4nHtYGd3rzMslXxuD7ZojdkzvXvsn2CvR7BLUzrb2Z6TSJyfYwzK9Z602qmF6basem/phNj3j7lXe411kx/xYkBv9fbuHncZXqDFWp+jy97rsnB9L5yNdPXTKIodZ7thdZVdu/lSNXvfWbbP+ajve8FmTPXlMllEseViaBHpuldWRly2yaHWvTXI6JpbF/34c9/0Ntme/5mTD/0etCf0rI9g1vVZNsn3tay+rDf09Lrd5l3x84U/f66OuF693rHiPx+9FJ1117dtdXt36JfcpQ3fSKXBj2N826JWX9iIB7bvpWN47s6avtY2j7plVG/T6dfD13Ns/2DG9e3dz2DQ/Zc3jXk/feyPOp6deZMv/bqRDl1HhG11v2qv43H49/6pLet1u9+wteuS7Xq1xvLrtJs33XAr6ktjbraJgXX710j/6/YstxdU2bcrd3tZ4nkgn61NbeGq5p5uVKXN624wrWvrI66Oh7l/Wuom/WrzeQI19reJZh9UMp522zt9uph1l9Pd6mbZ9fGnWiZbnsB21ob5mTYWpstuhPb9wSY3heZiObNeQCuFJEfofGN3H4AqwGcDeAYANsBvGlqsqoOicib0LgpfLuIfAXAbgAvBfC05vNftSdQ1TtE5GMA3gngXhG5EUAewKsBLAdwqapuDK7rYwAuAPBKAHeKyA/QyEd7FYAxAG84kLohMFGIiIiIiIiIiIioKRIGvc6T7wP4NIAzATwbwFIAo2j04/0CgH9WVe+ba6p6k4icDeB9AP4YQBHAo2jc7P1nVZ2WYKmq7xKRewG8FcDFAOoAfgHgSlX9VsL8SRH5XTSy0F4L4B0AhgDcBOAyVb2/A699v+nYzWARWQvg/QBeDGAdGnfVQ6qqvAFNREREREREREREMVX9DRqtGma7308A/OEs97kBydlnafPHAVzW/O+A1pEbsyKyDsDP0fjq9n0ACgCeQKPPxjHN8/wSwGAnzkdEREREREREREREs5PeJHN2/jeANQDOU9VnN5+7TlVPRONm8PcAdAH4ow6dj4iIiIiIiIiIiIhmoVMtG14M4GZV/X64QVW3iMirAPwGwN8DeFuHzkl00Op+9Xvi8djXr/K21UdNaFwQAGSJCR5KC38DgPqICxTSmgtSyK45wp9nwitsSBzqfvhCdu1Rbp4J4KiZQKLquB/oUR5yj21YUXFZeoCHDbXI94QBcq4lkA3JCIMiKpPusQ0uilqkWhQz7t/Q+nJ+66GyOW8ngjEuePLXic/f+qzneY/PvffnMx7rxtUnzTiHiJIt+fMPeo9tyGfdBGJ6QZRhfbY12W4Lwivro8OJ1xCt8msyJl3d9D4XQquOdsfoXhqPdcALaIaYWq4VF7YjGf/6utesSNw2OTCSOq88NO7mDflhcLZG2/CesafGkcYGF0XmGmzYZ+PYne1M9oKf/iTx+V/+8YunPfecr39vxuP9+Iwz9/qaiBajrgv8nx6e+O9r43F9zNVDySZ1LWzQSRecJjm/dkBcXakPB4HK1iGHu10mTO0eT6/J9RVHxuOoq9ddz+5t3jzBAJJkiv5ryva6Y3SvXR6PBzds9eZ1r3LhojZQbdra2AQT18dtELFfu9P2CQM1i2ZBbD8zpAML5bPuvCPxedZkIqKZdeqbwWvQaA8xpYbGN4EBAKo6AuAWAC/r0PmIiIiIiIiIiIiIaBY69ZWJIfiBcQNohMhZgwBWduh8REREREREREREnSWAdOAnPRcdvmcHjE59M/gJAIebx78CcK6IdAOAiEQAfh/Alg6dj4iIiIiIiIiIiIhmoVPfDP4BgItFJKeqFQA3APg8gDtE5BYAvwPgJAD/2KHzEVFAgr6Tkk/ptxv0+NVKOXGa7fHb8rzBeex+Uoi7xSBa4npVhtdQXOF6buZKps9w0Mes78i+eDz4xGA8DvuYhfvF1xP0vsx3Rzhvwz2Jc61vrj3Z7OP6yvUl9Ds7f/O9Mx5vb7XTIzj0yh33zTyJiPaO6QUsWb8HpVcro/R/i1dTH8UcT/fs9I9nelxKzv1w1rTaP+p6vGuh5OYtXZV67blD3bHDz4J62fXZLB1zTDyu/Pp+b97Iph1um+knafv9Nh67XsqZfIQX3nMnZnLbKafHY9tbPts1fVl7+i23zXi8vdVOL8okaT2IiWiW7LrS1s1gvWlrqhTScymgpsd71fXXDXvBy6Crc15lC+fl3Xo4Y2py3dbkZWv8a8iYmmwzOPr93sK1UdevvXvt6ng8vMn/zBh7wvU+rpu620q2K4sXP/yLGed969Bnums4pMvbFgU9hM+566dtnXtvsCYTEc2sUzeDr0WjNcQhALap6hdF5FQAlwJ4VnPOVwBc3qHzEREREREREREREdEsdORmsKo+AuCK4Ll3iMg/AjgGwEZV3ZG4MxERERERERERERHtc536ZnAiVd0FYNe+PAcRERERERERERERzWyf3gwmIjoQffvwZ808KcWPTn9+PD7rzjs6cTlERIva90/6Le9xJt9+/vED618aj59+3Tc7dk1ERIvZzceeMqf9fvO68+PxyV/6dqcuh6jjBED7qw2aMj1RhxaqOd0MFpHPzfF8qqoXzXFfokWp+4//OnXbxM2fdg+CQCI1IT+wQUZVb5oXPNSSOYZ37DCQzmwTE7pR2fmk26XiX8TkwHA8jnKuLPUd7Ydp2AA4Gzq05wk/CKM67o6fK7rjlUcrmIvu5S4Mo7S6O/E8AKB1PxiJiA5O3a9+T+LzE9+5xjzyA+S06sI6JWvqbtWvSzZ4zoYdTQudM8fQyfH0i7WBdOKOUdu93T+vOVdtYtQ9n/NfR/6wY90lFV34Ud/4qDdvon/IXd9OXqcMygAAIABJREFUV+PDkLfyaHKIaSv5knvtS9b2uOsJQkIlIeSTiA4+xfMuTny+/JP/8B7bVZpOmrVsi1BPtKrDhhRdLdKxQX+j2U/rbs1qa7Lu9oPhLK8mZ/xAtvwRxyfus+QIv0Pj+M49bjzgXntYk2uV5BDmVnoOda+977Al3rZcKRdOJyKiBWCu3wy+cI77KQDeDCYiIiIiIiIiIiLaz+Z6M/jojl4FEREREREREREREe1Tc7oZrKpPdPpCiIjmw1x7nhERUedN9Qf2fpS61Y9wExHRPnPL008FANRrbIVGRHQwYYAc0QHM9kib/P51qfOifDEea71FLzDbWziY5/WxNMcL59neamp6YVZHXX+yKO+XnlzJ9eTtWrXMXU7R72c8vMn1P5scmozHmbzfPy2tP1m4kK1OVBPn5Xv8/W1YUfchrmdwZWR6r8vTvvODxGMS0cGv+IdvicetarJXQ8Nt9oGtu0GfSFuT1fbrjfx5HnU3WOujw96mqOT6PEbdvW7DCr8ne2bJ0nhc2bIhHo9t8/tT2vpd6C24SwjqcHnEfR5MDiX3D46C3r+2F3BxWSmc7jnuX/6j5XYiOnjlz/wT73H5p193D2w/9a6gjti1rZ2XS+9/q6b/77Q6bB571czU5NpYUJO7k2uyLvX7zNvaXXnsvng8tm23P8+slbsPcevuME/DrpUrLXq6Z00mh83nWHLYUm+eBL3cj736K6nHJCKi/YdftSAiIiIiIiIiIiJaBPjNYCIiIiIiIiIioiYRmXkS0QGK3wwmIiIiIiIiIiIiWgR4M5iIiIiIiIiIiIhoEWCbCAAici2ANzQfHq+qjwbbzwLwJgCnAFgLoARgG4BfA7haVdtOjBKRCwGkp8oAb1HVT7V/9UQNhd9d7z0u/zg5oCEKQjJqZRvslh5qVDfBFjbZXUxwBeCHEqk5dq3iAioKqw4JDm5S403QRLbkX4/W3LyKCaSrlYPQDXOMigmJy3Zlcc5dP40fT6XWh8KwIhtQVx13x6ukBNAREU2ryT8xQWa2hha6vHk6OpS4zdZdwK+v3vFyBW8ebKhRddKM/WCgzPI17tiRWx5mCsHnQsmEfK52db3Yv92bNtE/hCRh3Sz0FfC8m28FANz6rOfFz5ty7wXGTTue91nQIiCViBa9/Bl/HI+rd387Hof1FaaO6qSrMdPCP7Om3lbG3T5BgJwWzNq7ZgLpaq4O6+S43QXRuuPM8VxNzgYhdtLd5+ZNjMXj0i4/QK4y5o5vQ5jDUM+uZUWcfsttAIDbTjndXXbZDxPNdrlrikzQcq3s1/jahB9QR0REC8OivxksIi9B40bwCICelGnnNv+7E8CtAEYBHAHgpQBeIiIfVtUPzPLU3wDwy4Tn75rlcYiIiIiIiIiIiIhmtKhvBovISgCfAfBVAGsAnJ0y9aOq+sGE/dcB+AWA94rIv6rqtlmc/iZVvX52V0xEREREREREREQ0N4v6ZjCATzd/vQTA19MmqepEyvNbReQOAC8HcAwarSOIiIiIiIiIiOgAFaV3qSI64C3am8HN3r0vB/AKVe0Xmf2fdBFZBeB0AJMAHprl7s8Rkb8CUASwFcBtqrpl1hdBlCL/gtfE49pvXFtr2/sMgNevV6uur1d9eMCbpnbemOsFqQO7vHmZlevise3Bliu53pejm7Z6+5QOWxuPC4e6/W3vTAAoD7teaLYHWSbv93qzfcxa+d37/ice275otkcwAGSLycerB/3TiIjS5M/8k3hcu/92tyHo3eupu96S9dHkHrwAUDf9g21/dwDIrD3WXISrZRL0j688fl88zh19kjvesnXePJkcjcfVHZvi8fhO/zPD28f0cc+l1FMAOPfen8dj29N9Wk02Nd72u6yMsjclEbUne+r58bj+WNClr2763ob9hO20wacS59nevQCAwf54KOuOd8+bv39KqdfbpbLxfnetR5/sznnIUd68aMLV/Jo5T23C/2zJL3E1v2B6rddb9Fp/4T13xuPbTzvDP14pZ8b5eGz/vgAwX4OIaKFalDeDReRIAFcD+KKq3jSL/U4DcAEa79thaPQM7gVwqao+1WrfBG8PHtdE5LMA/irtm8gJ13N3yqYTZ3ktRES0l1iTiYgWDtZkIiIiomSL7mawiEQAbkAjMO5ts9z9NACXmcfDANar6hdmcYzHAVwK4L8BbAHQB+B3AHwEwF+gcXP5tbO8LiIiIiIiIiIiIqKWDsibwSKyEcCRs9jlS6r6p83xO9AIijtfVdN/pjGBqn4KwKdEpAjgaABvBvB5ETlTVd/c5jF+COCH5qkxAF8TkZ8B+BWA/yUiV6jqr9o41qlJzze/CfHcdq6HiIg6gzWZiGjhYE0mIiIiSnZA3gwGsAFAW60Ump4EABE5HsDlAK5T1e/M9eTNNg4PAHi7iBQA/IWIfF9Vb9yLY24Wke8AeB2As9C4MUxERERERERERETUEQfkzWBVfdEcdz0JQAHAehFZnzLnkWaY3Cva7Cf8XTTaO5wDYM43g5umkrhKLWcRzVJteI97UA+CIqIoDjYq//Tr8dNS6kX+jD+OH49/65PxWCsmpCc4Xq1/WzyuDrnAI4ki9K7/EABgxz9d6u0z/PjmeNxz+Op4PLJ5hzevYgIvIhMolKmkB75li1mc+l+3YCY2JIOIaF/S8dGW26eCjWzQnHSVkHnGOfHjyp1miVJND06r73Ihb3X7WQCgcO6fx+OJ71wTj8uP/DIe5485ydunsunheFwb2OmuL5MespTJuZrcs7YXx18z83LJBnwSEe1LOjHiP2HWtpLJIHNy46+e9Ud/5k2LlixFdNxvAwCqd3/bHS9YG0tk1qn9LkS5FgR+2nX3xM2fjsfVDe47QjbgEwAqmx9x5zVBoza4GQBqFRfkll/S7Y2P+fiXMZNz7vrpjHOIDjYm45HooHNA3gzeCxsBXJuy7XwAawB8DcBQc247pmK2OxGVenrz18c6cCwiIiIiIiIiIiKi2KK6GayqvwTwxqRtInI7GjeD36uqjwbbzgbwY1WtB88fC+B9zYffDratRSMcbpuqDprnX6CqPw7mCoB3AzgDwFMAbp71iyMiIiIiIiIiIqIFSUT+fOZZyVT18526jkV1M3gvfAPAHhG5E8BmNN63YwGc1xx/QlXDn0P/CIDXA1gP4Hrz/I9E5GEA/wNgKxo3jM8EcDIaYXKvU9UhEBERERERERER0cHiegA6y32kuQ9vBu9nlwH4fQC/DeAlADIAdgC4CcBnVfV7szjWVQCeB+BcAMsB1AFsAvBJAB9TVbaIoI6zPcjmOq/rgks6dTlY/bef8B5v+4g79tj2/nhcHS9787TmerDZHpRa9L60j2wxi6df982OXCsRUadN9QSeie0RHMqd/vIOXU1D8Q/fEo9tj/jKlg3evLrpcVkdS8/yzRTz8bjniNVY+55Pps4lIppPrWqtNdUfOEm7db1dxfMujsde/+DtG715Oua+Q1Q3/eOjvP/X/Fyp6MZHr8Uhb/s/nbpUIiKanbT8sv2KN4ObVPWcFtuuBnD1LI93IYALE57/m1l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\n", "text/plain": [ "<Figure size 720x864 with 13 Axes>" ] }, "metadata": { "image/png": { "height": 854, "width": 705 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "yearly_rain.plot(x='lon', y='lat', col=TIME_DIMNAME, col_wrap=3)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "yearly_cat_q = yearly_rain.copy()" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "y = s.quantile_over_time_dim(yearly_rain, q=q)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "for yr in range(len(yearly_rain.time)):\n", " x = yearly_rain[yr,:,:]\n", " cat_q = s.searchsorted(y, x)\n", " yearly_cat_q[yr,:,:] = cat_q" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<xarray.plot.facetgrid.FacetGrid at 0x7f92014758d0>" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x864 with 13 Axes>" ] }, "metadata": { "image/png": { "height": 854, "width": 707 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "yearly_cat_q.name = 'Quantile categories yearly rain 10/50/90'\n", "yearly_cat_q.plot(x='lon', y='lat', col=TIME_DIMNAME, col_wrap=3, cmap='bwr_r')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:silvernote] *", "language": "python", "name": "conda-env-silvernote-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }