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@zurk
Created November 13, 2018 07:26
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Portfolio estimation\n",
"\n",
"Small functions to visualize stock market data and calculate basic portfolio numbers"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from pandas_datareader import data\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import scipy.stats\n",
"sns.set_style(\"whitegrid\")\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"start_date = \"01-01-2010\"\n",
"end_date = \"06-01-2016\"\n",
"tickers = [\"AAPL\", \"MSFT\", \"NFLX\"]\n",
"tickers_data = data.DataReader(tickers, 'yahoo', start_date, end_date)[\"Close\"]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def corrfunc(x, y, **kws):\n",
" r, _ = scipy.stats.pearsonr(x, y)\n",
" ax = plt.gca()\n",
" ax.annotate(\"r = {:.2f}\".format(r),\n",
" xy=(.1, .9), xycoords=ax.transAxes)\n",
"\n",
"def plot_adjusted_price(ticker_price):\n",
" ticker_price /= ticker_price.iloc[0, :]\n",
" ax = ticker_price.plot(figsize=(16,9))\n",
" ax.set_ylabel('Adjusted closing price ($)')\n",
" \n",
"def plot_instruments_correlation(ticker_price):\n",
" g = sns.PairGrid(ticker_price, height=4.5)\n",
" g.map_upper(plt.scatter, s=1, marker=\".\", alpha=0.25)\n",
" g.map_diag(sns.distplot, kde=False)\n",
" g.map_lower(sns.kdeplot, cmap=\"Blues_d\")\n",
" g.map_lower(corrfunc)\n",
" \n",
"def plot_mean_avg(ticker_price, windows=(20, 100)):\n",
" fig, ax = plt.subplots(figsize=(16,9))\n",
" ax.plot(ticker_price.index, ticker_price, label=ticker_price.name)\n",
" for w in windows:\n",
" rolling_ticker_price = ticker_price.rolling(window=w).mean()\n",
" ax.plot(rolling_ticker_price.index, rolling_ticker_price, label='%d days rolling' % w)\n",
" ax.set_xlabel('Date')\n",
" ax.set_ylabel('Adjusted closing price ($)')\n",
" ax.legend()\n",
" \n",
"def plot_accumulated_log_return(ticker_price):\n",
" ticker_price /= ticker_price.iloc[0, :]\n",
" ticker_price = np.log(ticker_price)\n",
" ax = ticker_price.plot(figsize=(16,9))\n",
" ax.set_ylabel('Accumulated log return')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 972x972 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_adjusted_price(tickers_data)\n",
"plot_instruments_correlation(tickers_data)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_mean_avg(tickers_data[\"MSFT\"])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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/V2n/+zWwseGxtRrF/Gz7Z6QdTCM1MZWNORs5VHKo2nZ5pXmVzrflbQOo8RrY34uwRjCw7UCW7V0GgNlkxuvzVkqUG9pN82/CYvKv1RWtgQ2KUaNG8c033+Dz+Vi3bh39+vUDYPr06SQmJvLYY48xbNgw/vnPf1JW5v/h37p1K1dffbXx68CBA6H8CiIiIiIiR+T2uSudl3vKyS/Lp21UW9pHt6/S3khgPSWYTWaiw6ONisU18eDSBwGMvt9Kq36wKq80r9pk9Wj7wB7LsPbDjON7BtwDhG4KcVF5Ecv3LmdpxlKK3cUhiaGxaR4jsKdcUaPR0vpy3nnnMW3aNDp16sTAgQMBKC0tZePGjdxyyy3ccsst5Obm8uCDD/Lee+9x5plnHnEKsYiIiIhIY+P2ujm789kUlBWwav8qFqUvAvwjq9WxWQ+PwNosNmNKcU1UrHQcb4sHYGvu1mrb5pXmERceR0JEAnsK9hjX20W1q9GzqjO0/VDjeGSnkTz949Mhm0L83e7vjOPV+1czouOIkMTRmGgENgg6duxIUVERs2bNYvz48QCYzWbuu+8+duzwLwBv1aoVHTp0IDw8PJShioiIiIjUmsfnoY29DS+e/SKR1kjed74PHCWBtdgodfvXwNqtdsIt4TVOAtNdh5fbeXweusZ2rbbd8ozlrM9eT7uodrwz9h1O63Caca9d5PEnsBWfF27x/909VCOwgcTdZrGxNH1pSGJobJTABskf/vAH9u3bR7du3QAICwvj+eef56GHHuKSSy7h0ksvxefzcfHFF4c4UhERERGR2vF4PVjNViKsEZzW4TR+2PcDcPQE1u1z4yp3YbPYsFlsNa5CvPXQ4dHWVrZWjO46GrPJjM/nM64XlRdx07c3sTN/J0mRScTZ4uif1B8Aq8lKnC3ueL+qkbQGvgf4izg9uvxR3tjwxnH3ezwOFB2gQ3QHTm5zMr/m/Nqgz26smscU4hAZMmQIQ4YMobi42FjLCjBixAhGjPAP77/zzjtVPtexY0fef//9Y/YrIiIiItIYeHz+BBb802rn75oPQKyt+gQ2wuLfFza/NN9IYGs6ArsldwsAT5/xNIPbDeaDzR/g9Xlxe92EWfzb9WQXZxvtz+lyDnC4cFNMeAwmk6m2X7GSwfGD6dWul5HMPrnqSePetSddW6e+a+NA4QHaRrbFbrVTUFbQYM9tzJTAioiIiIjIUbm9biwmCwDDOwwHINwcTt/WfattH0j88srysFvttRqBXZK+hE4xnRjTdUylvko9pUYCGxiN/M+o/3B6h9MBiA6L9v83PLrW3+/37j3hXlJSUnB73VXu+Xy+OifIR1LiLqHYXUx8hH/tb05JDj1b9cTr81LuLa+XZzY1mkIsIiIiIiJH5fa6sZj9CWx8RDyvj36d+ZfMNxLK34uw+kdg80rzsFlsxEfE4/a62ZC94ajPyXBlsD57PYPbDTauBabxVlyHet+S+wBIiEgwrhkJbFjdE9gAq9nKeV3Pq3Stpon48fjbD39jxHsjWJK+hDJPGfml+cSGx2I1W6tNplsiJbAiIiIiInJEXp8XHz6spsOTNwe1G1Qpefy9QNKZV5pHhDWCszqfBcCmg5uMNj6fj+UZy8kpzjGuHSj0by0ZmBZcsa/qpiB3jul8uJ3V3y4mPKbmX64GurXqVum8sLwwqP0H5Jbk8sX2LwC45btbuPnbm8kvyyfWpgS2IiWwIiIiIiJyRIFtbQJrYGsisAY2tzSXCEsEiRH+fVkrruNctX8VN317E9N/nM6yjGXcvehuMosyAWgT2cZoV10l4KiwKCalTKo0XbjE7R8ZDeYILEDbyLYA/KHbH4D6S2Av+OSCSvvtrtq/inJvuX8E1mStshdvTWw+tLnZJb5KYEVERERE5IgCiVNgCnFNtI5sbRzbrDbsVjtWk5X8snzjeqAQ09KMpdy58E7m75rPrwf9a1uT7EmHP/+7KcQLdi+gsLyQpMjDbQBO63AaY7qO4YHBD9Tm6x3ThT0vZM64OYzuOhqovwT2YMlBAM7tci6rr1pNTJh/JNlmsR3XCOx3u7/j4nkXc+lnl7I9b3vQ4w0VJbAiIiIiInJEgRHYQBGnmqi4D2uEJQKTyURMeEylEdhAIphXmmdse7Nq3yqg8jTgwAhsekE6+WX5fL3zawDG9RhX6Zl2q52nz3ia5OjkGsdZE2aTmd4JvY2YKibhtVHsLq5Ru8B2Ra+OfpXEiET6tul7XAnssoxlAOx37eeJH56odbyNlRLYOli5ciUDBgxg//79xrXp06fz4YcfctZZZ3HVVVcZ2+vceuutAJx11lmUllbeCHnOnDlcd911xt5WmzZtYsKECbhcrob7MiIiIiIi1fg+43ugdlOIW9tbG2tmAwWdYm2xlZI/V/nhv+seKPKvfd2YsxG71V5ptDeQwN656E6u+fIaftj3A+d3P5/W9sOjvA2hU0wnAHbl7ar1Z7/Z+Q2DZw9my6EtxrX0gnSeX/M8H235qNIetzedfBMAJyaeyKLLFnFym5MJM4fVOoHNLMrEEe9gomMiG7I3VHpGU6ZtdOooPDycRx99lJkzZ1Ypp/36669js9mO2ccll1zCsmXLmDFjBldccQX3338/06dPJzo6uPP3RURERERqw+fzGRV/KxZxOhaL2UJSZBJ7C/ca+7PG2eKMabIArjIXZpOZ5KhkMlwZxvXfr2ENTKUF2Jq7FYBh7YfV/svUUdvItsSExfBL1i9c1vuyWn12acZSAH7K/IkT4k8A4N1N7zLz15kARjXnqcOm0j2ue5XPH88IbGZRJkmRSfypz58Y3G5wvW3909CaRQI7b9s8PtryUVD7nHDCBMb3GH/MdkOHDqW8vJzZs2czadKk437e3/72NyZOnMjy5cu59tpr6dWr13H3JSIiIiISDPsK9xnHNZ0CGxAfEc/ewr3G1NvkqGQ2HdxEbkku3+/9noKyAqLDohnVeZSRyEHVfVzbR7ev0vep7U+tVSzBYDKZGNt9LHM3z+WWfrfQIbpDjT8bSMoDU6h9Ph8/Zf5EhCWCEk8JDy59ELvVXqn6ckXHm8CemHgi0eHRxl65zYGmEAfBww8/zJtvvsmuXZWnE1x33XXGFOJFixYdtY+YmBjGjBlDWloa55xT/Q+uiIiIiEhDWp+93jgOTPOtqUAiGhiBTY5KZp9rH9d+fS0PLn2QDdkbiAmPoUerHpU/97sR2Fa2VpXO7VZ7g08fDrihzw2YTWZmbpx57MYVBNYPBwpXbcndwrrsdfyp75/oFe8fuDqnyzlVkvcAq9lfhbim04DdXjcHSw5WqubcXDSLEdjxPcbXaLS0vrRq1YqHHnqIKVOm0L9/f+N6TacQA6xbt46FCxdyxRVX8Oijj/LMM8/UV7giIiIiIjWyMXujcVxx+m9NBKb+BhLY7nHdKfOWGdOAN+RsICUhhW5x/n1W42xxRFojiQ2PrdSPyWTikaGPsC5rHZ9s+6TWI8HB1DaqLYOSB7HmwJoaf2Z91npjhHnhnoV0jOnICz+9AMDZXc4mqziLzYc2M7b72CP2EZi+7fa5CTOFHfOZOcU5+PDRxq4EVo7grLPOYv78+Xz00Ufcd999tfpsXl4e999/P8899xwOh4PJkyczd+5cJk6cWE/RioiIiIgc9um2TzGbzFWSqPXZ6+kV3wtHvINb+t1Sqz4Do4mB7W+GJA+p0iY+Ip6+bfoyvsd4BrYdSI9WPYxtcyq61HEpZ3Q8g0+2fVKrGOpD7/je/LD3B3w+X43WlQaqJgNkuDKYtmoa4B9J7hzTmdv73U6/pH6cmnzkadGBAlpur5sw87ET2KziLAAlsHJ0Dz/8MD/88MMx211xxRXG8fnnn8/q1au56qqrSElJAeDpp5/m8ssvp1+/fvTo0eNI3YiIiIiI1JnH6+Gh7x8CYETHEcaaVZ/Px6aDmxjbfSx/GfqXWvfriHcAEBfu3yKnfXR7usZ2ZWf+TqNNXHgcZpOZv5/+92P21zaqLTf2uZG2kW1rHUswRYdH4/F5KPWUGhWWjybBngDAmZ3OZOGehQDMHTeXzrGdsZqtRIdHc163847ah9nkX/k5b+u8GhWQyiryJ7C/3yu3OVACWwdDhgxhyJAhFBf7pzFER0ezcKH/h/Kiiy6q9jMLFiyocu26666rdJ6cnMzixYuDHK2IiIiIiH966dM/Ps0Dgx6gVUQrfsn6xbi3O383qa1TAX8BJ1e5y1ijWVtXplxJ59jODO8w3Lg2rP0wdubvJN4Wz6HSQ2zJ3XKUHqq6vf/txxVLMNmtdoAaJ7CBassntzmZhXsWcl6383AkOGr1zNzSXACeWPkE53U/r8o0698LjMCGaq1wfVIRJxERERGRFmT+rvl8vv1zHl72MMPfHc4jyx4x7u1x7TGOAyOlgTWqtWU2mRnRcUSlabandTgNgEscl5BkT+L6PtcfV9+hFGHxJ61HWoubVZSFq8y/x21mUSa78ncRZY0yfh9Hdxld62dWXH/82bbPjtk+qzgLEyYS7Ym1flZjF/QRWIfDEQa8DnQFbMATTqdzXoX7dwE3AFm/XbrJ6XQ6gx2HiIiIiIhUZcKfUC5JXwL4R/d6turJ1tytpBekk1WUxYs/v8gHWz4A/NWDg2Vg24H0iu9F/6T+3NbvtqD125ACo65v/foWo7qM4pSkUyrdP2vOWXSM7sgH4z/g7DlnA5AQkcCZnc7kswmf0SW2S62fmVuSaxwvSV/ClSlXHrX9lkNbSI5KNtbONif18Y0mATlOp/Nqh8ORAPwMzKtwfwAw2el01rx01xHUdOF0c1LT0tkiIiIiItU5WFq1mvDwjsM5WHKQL3Z8wb/W/qvSvWCuOY0Mi+SD8R8Erb9QCIzAzvx1JjN/ncmSy5YQHxFfqU26K50MV4ZxfrDkICaT6biSV4B7B91LuCWc1vbWvO98n7zSPOJscdW2LXYXsyxjGRf2vPC4ntXY1ccU4jlAYB6CCfj9jrsDgAcdDsf3DofjweN9SEREBDk5OS0qofP5fOTk5BARcey59iIiIiIi1cktySUmLIaLTriInq168tzI57j1lFvpFNOJLYf8a1L/dea/uHfgvYzsNJIwy7Gr3rYkv1/3mlmUWW27wJ6vACM7jazTM7vEduGZkc8wptsY3D43P+7/kfEfj2faqml4vB6mrZrGrvxdACzPWE6Jp4Szu5xdp2c2VkEfgXU6nS4Ah8MRA8wFfl+y7F3gRSAf+MjhcJzvdDqPOpG7tLSUtLS0Std8Ph8ul4u9e/cGLfbj1ZAjwSaTCYvFUuX3QxpeSUmJ3kMLpXffcundt0x67y1Xc333OzN3EmWO4vL4y7ms1WWYikxs27yNs+PONgo6JRcmk2xOZnDy4Gb5e3AsR3v3e/Mr5x9rnWvxtvIC4PV5jetv//Q2AM/2eZYOER2C8vto8Vqwmqx8vOFjduTtYEfeDk62nMzstNms3L2Sf6T+g892fEakJZKog1Gk5Ta/d1cvk6IdDkcn4CPgJafT+XaF6ybgeafTmffb+edAP+CoCazNZjO2mGmM0tLSGnV8Uj/03lsuvfuWS+++ZdJ7b7ma67v37PGQZEmq8t1SSCGhbQLl3nJSejW/710bR3v3WelZsOnweUTrCFJO8Ld1lblgtf/6ouxFAAw9aaixNVEwnLTrJBZlLTLOE9snwgYwh5tJSUmhbG8ZXeK60Ce1T9Ce2RDWrKnZCtOgTyF2OBxtgW+AKU6n8/Xf3Y4FNjgcjujfktmzgDqvhRURERERkWPbmL2RjIIMEmwJ1d6/oOcFTOw1sYGjalo6RncE4MY+NxJni2P1/tXGvSJ3UZX20WHRQX1+v6R+lc6v/8ZfydlisuD2ulmSXnVNbnNSHyOwDwHxwCMOhyOwFnYGEOV0Ov/rcDgeAhYCpcB3Tqfzi3qIQURERESkxfP5fHy6/VNGdhqJz+fj8s8vB6Bvm74hjqzp6t6qO4svW0y8LZ69hXtZsW+FsaSwuq11gr3UsF9SP97Y+AYRlghKPCXG9TBzGO853wPgp8yfgvrMxqQ+1sDeAdxxlPuzgFnBfq6IiIiIiPj5fD42H9oMwMPfP0xiRGKl7V5a2VqFKrRmISHCP4Ldt3VfPt/+OVnFWSRFJh2xrD5ZAAAgAElEQVRxb9hgOr3j6UxKmcSp7U/llu9uAeCcLuewNXcrX+zwjw12iO5Q73GESvPbGEhEREREpAXz+Xw8tfop3kp7y0hkckpy+G73dwD895z/kpLQste4BkusLRaA/NJ81hxYQ0FZQaX7A9oOCPozw8xhTBk8BYBHhj5Coj2RlftWMn/XfKPNK+e8EvTnNhZKYEVEREREmgmvz8tTq59idtpsAPYX7gfgkws/YWP2RtpHt6+XpKqlCuwJ+9IvLxkJZP+k/rw55s0G2aXkUselAGzL3WZcu7HPjSRFJtX7s0NFCayIiIiISDOxav8qZqfNplNMJ54b+Rw5JTlsyN5At9hudI/rHurwmp1wSzgAewr2GNemDJ7SYFtsBpzU+iSsJitPn/E0o7qMatBnNzQlsCIiIiIizURmUSYAr4x6hU6xnQAY1n5YKENq1gIjsB6fx7h2YuKJDR7HsPbD+Gly8y3cVFHQt9EREREREZHQCKzBjA4P7tYtUj2b1Qb418ACXOa4LJThtAhKYEVEREREmon8Mn8ipQS2Ydgs/gT2QNEBerbqycNDHg5xRM2fElgRERERkWbgYMlBth7ait1qJ8wcFupwWoRAAguQFJnU4GtfWyKtgRURERERaQbGfDCGYndxs65A29gE1sACJEYkhjCSlkMjsCIiIiIiTVxeaR7F7mLAvw+sNIxAFWKARLsS2IagBFZEREREpIlbkr7EOB7YdmAII2lZ7Fa7cXxet/NCGEnLoSnEIiIiIiJNwIHCAyREJBBmqbq+dXH6YlrbW/PC2S/QJaZLCKJrmSLDIpl+xnROan0SHaI7hDqcFkEJrIiIiIhII1fiLmHU3FHE2+L55MJPiI+Ix+fzGUWD0nLS6JfUj9TE1BBH2vKM7jo61CG0KEpgRUREREQauZ35OwE4VHqI19a/Rpwtjnnb5jHj3Bm8ufFNdhfsZmz3saENUqQBKIEVEREREWnkAglsTHgMM3+daVx/avVTzN81H4BT2pwSitBEGpSKOImIiIiINHIl7hIAxnUfB/j3H+2f1N9IXgEGJQ8KSWwiDUkjsCIiIiIijZzH6wHgmtRrGJw8mD6t+3Co5BAv/fwSPx74kedGPkeYuWpxJ5HmRgmsiIiIiEgj5/a6Af++o2d3PhuApMgk/nXWv0IZlkiD0xRiEREREZFGzu3zJ7AWkyXEkYiElhJYEREREZFGLjCF2GJWAistmxJYEREREZFGzuPzJ7BWk1YASsumBFZEREREpJEzElizElhp2ZTAioiIiIg0coEiTloDKy2dElgRERERkUYukMCaTfrru7Rs+j9ARERERKSR8/g8WE1WTCZTqEMRCSklsCIiIiIijZzH69H6VxGUwIqIiIiINHpun1tb6IigBFZEREREpNHzeD0q4CSCElgRERERkUbP49MUYhFQAisiIiIi0ui5vW6NwIqgBFZEREREpNFze7UGVgSUwIqIiIiINHqBbXREWjolsCIiIiISEsXuYrw+b6jDaBK0jY6InxJYEREREalXxe5iDhQeqHSt3FvO4NmDmbpiaoiiaji78ndx/5L7KXGXHHcfbp/WwIqAElgRERERqUcr9q7gnLnnMPajsby36T02ZG9gZ95O/v7D3wH4YMsHzXYUNqc4h0+3fcpD3z/Elzu+ZNDsQcxOm13rfrw+L/N3zSfDlVEPUYo0LZqHICIiIiJVeH1ePF4PYZawOvUzZ/McXGUuPD4PT6x8oto2mw9tpndC7zo9p7Ep95Yz8v2RVa6/9etbXJVyVa362pC9AYASz/GP4Io0FxqBFREREZEqHlz6IP3f6s/baW8fdx97CvYwf9d8zux0Jud3P58TE0/kxj43AtAtrhufT/gcOJygNSdrD6ytci3eFk9WcRZlnrJa9bVq/yoAbu93e1BiE2nKNAIrIiIiIlV8seMLAJ5c9SQX97oYm8VW6z4+2foJABf2vJAzOp1hXO/RqgdDk4eSEJFATHgMG3M2MpGJ1fbh8XpYlL6IMzudidnUNMZetuVu4x8r/4HNYmPGuTP4ZOsnPDTkIZbvXc5tC25jwZ4FjOk6psb9bTq4iQ7RHbix7431GLVI09A0/hQQERERkQbV2t7aOP5i+xe1/vyhkkO8nfY2IzqOqJS8AoztPpZEeyImk4nUxFQ2Zm+stg+fz8etC27lzoV3Mnfz3FrHECr3Lr6X3NJcXjz7Rfol9eOxYY8Rbgnn9A6nE2eLY3nG8lr15zzobHZTrEWOlxJYEREREanCkeDAEe+gZ6uevL2p9tOIX1n3CoXuQu7qf9dR252YeCJbcreQlpOGz+erdO/V9a/yfcb3APyU+VOtYwiFcm852/O2c0mvSxiSPKTSPavZSvuo9uSU5NS4v6LyInbl78KR4Ah2qCJNkhJYERERkQZW7C7G4/WEOoyjKnWXEhMewzldzmHTwU2Ue8tr/NlyTznvO99nfI/x9IzvedS2qYmpuL1uLv3sUp5b89zh53tKefHnF41zV5mr9l+igeQU5zB99XTKPeWkF6Tj9XnpGNOx2raJ9kSyi7Nr3PfmQ5vx4aN3vEZgRUBrYEVEREQahKvMxYs/v8j4HuN5cOmDePHyyQWfYDKZQh1atUrcJbSKaEViRCIAeaV5rD2wllPbn4rX56XEXULbqLZVPufz+Vibuda/z2u7wcd8zvCOw43jr3Z+xd0D7wZgr2svHp+HOFsceaV57C3cG6RvFjxPrnwSu9VOQVkB729+nxMTT+SrnV9hMVno26ZvtZ9JjEg0Rptr8u43H9oMoCnEIr/RCKyIiIhIA3htw2u8lfYWl352KdvytrEjbwcr9q4IdViGnzN/rlQdt8RTgt1qp1VEK8C/n+s9i+/hkWWPcPq7pzNq7qgqfSzYvYCL5l3EDd/cAPgrDR+L3Wrni4u+oE/rPuwr3MeoOaO4f/H9jP94PADPnvEsV594Nbvzd/PB5g/YX7g/GF83KN7e9DavbXjNKC61YM8ClmYsZXyP8XSP617tZwa1G0ROSQ5LM5bW6LtkFmViwkRSZFJQYxdpqpTAioiIiDSAjIKMKtde3/B6CCKpynnQydVfXs0LP78A+EdRS9wl2Cw24m3xAHy67VMAvtv93RH7uWPhHWzN3Wqcpyam1uj5nWI6cd+g+wA4UHSAL3d+adxLjkpmQNsBlHhKeGzFY9y18OhrahtKYXmhcWy32gH4eufXuL1uUhJTjvi5Md3GkBCRwC3f3cI5c8855tTsQyWHaGVrhcVsCU7gIk2cElgRERGRBrAuex0dojsQZg4jzBzG+d3PZ+X+lTgPOkMdGuuy1wGwKWcTdy28i77/60u6Kx2bxUa7qHYArNhX89Hi09qfxqzzZtVqevRJiSdVe71tVNtKU5HzyvJq3Gd9qpjIv7HxjUr32kZWnVodYLPYGNt9rHF+oPDAUZ/zS9YvxNnijjNKkeZHCayIiIhIPcsqyiLDlcGVva9k9VWrWXXVKh4c8iB2q53//fq/UIfHPtc+AFbuX8m3u781rkeHRdM5tjOOeH8F3N9X1XV73ZXO423xXOa4jJfPeZlTkk6pVQxhljBuPvlmHPEOXjz7cPGmcEs4MeExxnkbe5ta9VtfPtj8QaXzlIQUHhj8AKO7jmZA2wFH/WyXmC7G8b5C/++9x+upUmk5sygT5yEnO/N3BidokWZACayIiIhIPVi5byVXfHYFEz6ZwFlzzgKgX1I/LGYLVrOV2PBYLux5IZ9u+5SfM38OaayBbV3O6XKOce2RoY8w6cRJAFze+3KiwqJ4eMjDnNPlHM7tci7gn0Zb7innUMkhfD4fBWUFlZLN2vq/U/6PuePnMqLjCCb0nFBp5PX6k64HIDo8+rj7D5Z9rn2szVzLXQPuYu2ktcw6bxbPjHyGq1KuYvoZ0485YlrxfiA5fWXdK0z+cjLrstYZ9zKLMgEY2Wlk0L+DSFOlKsQiIiIiQbYtd5tRyKii3omVK8nefPLNvLvpXRbuWVjrEctgyinOoXdCb54a8RTto9szttvYSvuOTuw1kQk9J2AxW3h25LN8tOUjvtn1Da5yF39Z9hcW7VnEyitX4va565TAVjT1tKmVzu8ccCcr963E4wv99kM78nYA0Ld1X8IsYbV+dxXXyG7M3sglvS5hY85GgEpb7OSX5QNwbeq1dQ1ZpNlQAisiIiISRJ9u+5RHlj1inPdP6s/azLXG+teK4iPicSQ42HRwU4PG+HPmzzy+4nH6J/VncfpivD4vvRJ6YTaZuXvA3dV+pmIRofgIf2GnjIIMFu1ZBByeChusBPZIMXi93nrrv6bSXekAR9zr9Vi6xHZh3eR13PzdzazLXsfOvJ38mvMr4C+gFRBIYGPDY+sYsUjzoQRWREREJIh+yfqFcEs4cbY4JqVMopWtFWsz1/K/86pf65qSkMKiPYvw+XxkFmVWu7dqsL2y7hW25m41KgZbTBb+3PfPNf784HaDsVvtzNs2z7j2n1/+A0CHqA7BDbYCi8nSKEZgM4syMZvMdVqPazKZ6NO6D6/88goTP51IqacUOJy0AuSX/pbA2pTAigQogRUREREJosLyQhIiEvjq4q+Ma2O7j8Vqrv6vXf2S+vHR1o/o+7++AMy7cF6N9k89XmsPrOX7jO8rXTur81m1mgYbGRbJ6K6j+Xjrx8a1r3d+DUDXuK5BibM6ZpO5USSwBWUFRIVF1Xlrmz6t++DDZySvADvydzB1xVTuHHCnMa1YI7AihymBFREREQmiwvJCosKiKl07UvIKcEHPCyhyFzFt1TTAvx61vhLYrYe2cs1X1wDwfyf/HweKDrA1dyt3Daj93qqX976cZRnLGNt9LM6DTqLDo4kNjzW23akPFpOFMm9ZvfVfUwVlBUFJKk9uc7JxvPbqtZz+zum8scG/JU9UWBSfbP2EC3pcQIQ1os7PEmkulMCKiIiIBFF1CezRmE1mrkq5ij0Fe5idNpsid1G9xfb4iseN44HtBjKo3aDj7is1MZUFly4IRlg11mhGYMsLiA6rezXkOFscp3U4jdjwWMLMYZzZ+Uw+3/45AG9ufJPosGjuGXhPnZ8j0pwogRUREREJosLyQqPIUW1c7ric2WmzK62BDKb8snx+zvqZW0+5ldM7nE5q69R6eU59spgteLyhT2BdZa6gbefz8qiXjeOx3cbyxfYv8OEv5HR9n+uP62dJpDlTAisiIiISBG9seINB7QZRWF54XNVpA9V7C8oKgh0aAAeLDwLQPrp9k0xewT+F2OsLfRXigrICkqOSg97v8I7DWXjpQvYU7GFpxlKuOfGaoD9DpKlTAisiIiJSBz6fjxu+uYFV+1cZ1wa2G1jrfgIJrKvMFbTYKsotzQVo0iN6jWUKcYmnBLvVXi99J9oTSbQnhnRfYJHGTAmsiIiISB0Uu4srJa8AA9vWPoENt4QTFRZFTklOsEIzfJ/xPVlFWUDTTmAbywis2+s+amEuEak/Qf8/z+FwhAGvA10BG/CE0+mcV+H+OOCvgBt43el0zgh2DCIiIiINpdhdbBy/eu6r7MrfxZiuY46rr+SoZPa59gUrNAB25+/m5m9vNs4TbAlB7b8hWcwW3F53qMNQAisSQuZ66HMSkON0OocDY4AXAjd+S26fA84FzgD+5HA46n+3bhEREZF6Ekhg+yf1Z0jyEC51XHrc+4MmRyWzrzC4CWzF/vq26Vuv29zUN7PJ3ChGYD0+T533gBWR41MfCewc4JHfjk34R1oDUoCtTqfzkNPpLAO+B0bUQwwiIiIiDSKQwF6RckWd+2of3Z69hXvr3E9FmUWZAMwdN5cZ58zAZDIFtf+GZDFZqqyBdXvdrNy3skETW7fXjcWkBFYkFII+98HpdLoAHA5HDDAX+EuF27FAXoXzAiDuWH2WlpaSlpYWzDCDqqSkpFHHJ/VD773l0rtvufTuW6Zjvfctri0A5OzLIa24bj8flkILeaV5/LThJyIsEXXqK2DRzkUAFO0tYpdlV1D6DJWC/AJKyyr/vXBt7lqmbZ7GuUnnckPXG4L6vCO9+zJ3GQW5BfrzoBnTn/eNV71M3nc4HJ2Aj4CXnE7n2xVu5QMxFc5jgNxj9Wez2UhJSQlukEGUlpbWqOOT+qH33nLp3bdcevct09He+32L7+OrnV8B0KtbL1La1e3nY4dtB2+nv01sx1h6tOpRp74CNm/azJDkIfQ7qV9Q+gulxEOJmAvNxvvw+XwsXb8UgG8yv+HWYbeyPXc7bSLb0DWuK7HhsXV63pHevW+tjzaJbfTnQTOmP+8b3po1a2rUrj6KOLUFvgFudTqd3/3udhpwgsPhSABc+KcPTw92DCIiIiINIZC8AkHZVqV9dHsA9rr2Bi2BdZW7GBhT+6rIjVHFbXRmp83mzY1vsr9wv3H/lu9uYU/BHuN8zrg59E7oHfQ43F631sCKhEh9rIF9CIgHHnE4HIt++3WVw+H4k9PpLAfuBr4GVuCvQpxRDzGIiIiIHJcSdwnbc7fXqG3X2K7GcTCm/CZHJQMEtZBTYXkh0WHRQesvlALb6BSWFzJt1bRKyStQKXkFuHfxvcb2QcHk8XlUhVgkROpjDewdwB1Huf8p8GmwnysiIiJSVz6fjz9+9Uc25mzk/fPfJyXx6FMIA6OuPVv1JDk6uc7Pb21vjdVkZa8rOIWc3F43xe5iIsMig9JfqAVGYNML0qvcG9lxJIvSF/HZhM84/6PzAdiVv4t52+ZxfZ/rgxaD1+fF6/NiNSmBFQmF+hiBFREREWlyNh/aTN//9WVjzkYAbpx/I2WesqN+xu1zc1ans/jogo+ICouqcwwWs4W2UW2DNgJbWF4I0KxGYD0+j5Hg3zfwPgAmnziZ6SOns+CSBXSJ7cKMc2cwc8xMrGYrBWUFQY3B4/VPYdYUYpHQ0D8diYiISIu2M28nDy97mMSIRAD+0O0PDGo3iMdXPM6BogNH/azb6w76VNKEiAS+2PEFfzvtb4Rbwo/YbubGmfRo1YPTO5x+xDZF5UVA80pgvT6vsdXQ2O5jmZw62bjfJrINAEOThwIQExaDq9wV1BjcPv8OkZpCLBIa+j9PREREWrTZabNZl7UOgL6t+/LPEf9k+d7lAOwv3I/dd+TiTB5v8NdC5hTnALAsYxlndj7ziO2m/+ivg7n+mvVHbJNb6t/sISY85ohtmhKz2YzH659CbLfaSYhIOGr7qLAo8kvzgxqDMQKrfWBFQkJTiEVERKRF2V+4n4MlB43zWNvhrVYCa0XbRbYD4Lqvr+OpzU8dsa/6GIF9cviT/jiL9h+j5bGlu/xrRTvGdKxzX41BYAQ2w5VBh+gOmEymo7ZPd6Xz5c4v2ecKXlEst1cjsCKhpARWREREWoz8snwu++wyxn00ju92+3f725m3E4DY8FhjOm6X2C5MSpkEwE95P7F4z+Jq+6uPBPaUpFMIN4fjPOjkqs+v4qfMn467r935uwHoFNMpWOGFlMVkwe1zs9e1lw7RHWr8ua25W4MWgzGFWEWcREJCCayIiIi0GO9teo9DJYdIikzi3kX3klmUyYI9CxjVeRRLL1/KNanXAP4CPVMGT+Hbid9iwsRtC25j66GqSZDb5w76VFKzyUzn2M58u/tb1mWv46b5N1VpU+4pr1FfzkNO2kW1C0qBqcYg8Hu9u2C3sWfu0cSG+0fXM4sygxaDijiJhJYSWBEREWkxtuRuoX10e+7ofwdun5tn1zyL2+vmnC7nYDZV/WtR26i2/LX3X4mzxfHYiseq3K+PEViAXvG9yCvNA6DYXVzlfrGn6rXqpOWkcWLCiUGNLZTaRfmndhe7i+kYfexp0d9e8i1Wk5V52+YZU3/rSkWcREJLCayIiIg0SaWeUr7b9V2tPpNRkEHHmI50ie0CwOfbPwegQ8yRp6OmxqZyVuezqt3axuPz1Esxn9M6nHbU+yXukmP24SpzsTN/JycmNp8E9pSkUwBIsicxtvvYY7a3W+1MPW0qazPX8u6mdwFYuW8lmw9tPu4YVMRJJLSUwIqIiEiT9Pcf/s6di+4kLSetRu19Ph878nbQJaYLXWO70jmmMwB9WvfBEe846mcjrZEUl1cd9XR73YSZw2of/DGM7jq60rnzoJPHlj9mjCJWNypbkc/nY87mOQDNKoHtFteNTy74hK8u/opEe2KNPjOuxzjaR7VnXfY6Sj2l3PDNDVw87+LjjkEjsCKhpQRWREREmqSaFDf6JesXlqQvwefzsTFnIwXlBfRO7I3JZGLehfOYd+E8Zv9hNhHWiKP2Y7faKXIX4fP5Kl2vj210AGwWGxN6TjDOJ30xiQ+2fMDuAn9RpoojsNUls59u/5Rn1zwLQEpiStDjC6XurboTZqndPxocKDrAlzu+5OMtHxvXjvXz4/a6OVBSdR9gVSEWCS0lsCIiItIkZRVnAf5pvEcy6YtJ3PLdLfz7p39zxedXkBiRyPAOwwF/EZ5ucd2OuRUL+LfX8fg8lHpKjWs+n89fxKmeivk8PuxxHh/2OAAlHn/CWuYpo9xbzkdbPzLaZRdlV/ns6v2rjePW9tb1El9TMqjdIACeWn14S6T5u+Yf9TPTVk3jtnW3kVuSW+l6YG2yzWILcpQiUhNKYEVERKRJKiwvBPxJ3bG8uv5VAN4Z+45RCKg2Iq3+/WGL3EXGtfreTsVkMhFvi690rbC8kJd/eZnZabONbWQyi/0Vdg8UHuCNDW/g8/kqJbAC/z7r35zX7TzKvP6flU4xnfhk6yfsde2ttr3P5+M953sAbM/bXunekvQlWM1WYz2uiDQsJbAiIiLSpP1+VPSjLR9RVF6Ex+vBxOHR1dM7nE5ydPJxPSMyzJ/AVtyOpSG2U4kOj650XlheyI68HXSP686/zvwXAAdLDlLuKWfU3FE8u+ZZ1mWvI8OVAcCNfW6st9iaErvVzpRBU4zzc7ucS35ZPqM/qLzW+Id9PzBt1TQeWPqAcW1H3g7j2OfzMX/XfIYmDzW26BGRhqXJ+yIiItLkFJUfHgkt9x7eE3VJ+hL+uvyvbMvdxrge4/Dhw4QJHz6SIpOO+3mBirN/XfZXXhv9GhGWCGMtZH0UcQr4/f6tReVF5JfmE2eLw261A/71sB9vO7y2c0P2BgBeOvslhnccXm+xNTWJ9kSeOO0JFu1ZxODkwby24TXjnvOgk5u/vZns4mx8VF7nXDGB3XRwExmuDP7U908NFreIVKYRWBEREWlyAiOMUHkK8a8HfwX8RYwmfjoRgFPbnwpQo31Dj2Ro8lDAXwzowk8uZPqP0421t/W5nUpMWEyl88LyQvLL8okJjzES2GJ3MT/u/9Fosy5rHQA9WvWot7iaqgt6XsBzZz7HoLaDKl1fvX81WcVZRvI649wZrL9mPV3sXdiRfziBXbBnARaThTM7ndmgcYvIYUpgRUREpMlJL0g3jismsAt3LwT802oD7h5wN3f2v5PJqZOP+3ltItvwx9Q/crDkIJlFmWzN3WqM/NZnNdqOMR25Z8A9PDDYP6XVVe6ioKyA2PBYo3JysbuYPQV7jCmtG7I3YLfaj2utb0sRZgnjrgF3AfDMj8+w5sAaAFITU3ns1MeMf7Bob2/PkvQl/PnbP1NYXshe116SIpOIj4g/Yt8iUr+UwIqIiEij9kvWL2QXV660u/nQZuP4lXWvUO4pJ70gnbSDh/eE7RHXgwt6XIAjwcH1fa6vc9XY1NapxvGq/atYe2AtADHhMUf6SJ2ZTCb+eNIfubL3lYSbw/nfxv+R7konJjymUgJbUFZAcpR/fe/ugt10i+uG2aS/5h3N2Z3Ppo29DbN+ncW3u7/lvK7n8e7573Jxr8N7xHaI8BfKWpaxjKXpS8kvzdfaV5EQ059sIiIi0mh5vB4mfTGJa7+6ttL1NQfWkBiRCPirxC7JWMJ3u7+r1OYfw//BE6c/EbRYzux0JvcNvI+rUq4C4J7F9wBwQvwJQXvGkZhMJsIsYUbF4Tb2NoSZw7CarZS4S8gvy6dtVFujfY84TR8+li6xXXhp1EvGVPCK/0AR0N7e3jg+UHSA/LJ8Ym1KYEVCSUWcREREpNHaX7QfgJ35O/k582dj65I9BXvondCbZXuXAXDnwjsBSIpMIiEigU0HN9WpaFN1bBYbk1MnU+YpY0SHEXy580uyirPoFtctqM85ksC2QYAxhdVutRsjsO0iD08Z7hrXtUFiauoc8Q7ibHHkleYZlaYrCozAgn8mQH5ZPl1iuzRkiCLyO0pgRUREpNHanb/bOH7X+S6nJJ3CkyufJN2VzhmdzjAS2ID2Ue15asRTLM1YSmt763qJKdwSzrAOwxjWYVi99H8kL539EhtzNrIhewPndj0XALvFTm5pLuXe8kojsIE9YuXoTCYTXWO78kvWL0RZo6rcbx9xeAR2/q75AKQkpDRYfCJSlRJYERERabTySvOM462HtgLw9qa3Af/o2e9FhkWSHJ3MpY5LGybABjS84/Aq2+JEhkUa27zEhccZ15XA1lxgbfTvtywK3Ptx0o98teMr/rLsLwCM6TamQeMTkcq0BlZEREQaLVe5C4DosGich5xkFmUa98b1GMfnEz5nyqApxrXAutiWom+bvkbhqsHJg7nMcRmt7a1JSdQoYU2FW8IB/2hsdWwWG4Pa+bfdsZqtjOg4osFiE5GqlMCKiIhIoxVY9/nMGc8A/mqwAA8MfgCr2Urn2M70bdPXaN8cR16PZnTX0cZxt7huPDzkYeZPnF/nisstSXRYNICxLVJ12ke35+oTr+aVUa80VFgicgSaQiwiIiIhlV2czYHCA6S2TsXtdfPPVf9k8omTWZy+mPXZ6zFhIjnav0XM9rztALSNPLzes2IV4ECRp5YisF9pgMlkwmrSX+9qY8rgKcSExzC8w/Cjtrt/0P0NFJGIHI3+hBMREZGQuu7r69iRt4NfJv/CttxtvOt8lwV7FhjThaPDoo29Vrfm+tfBVqwwbLfauaP/HbE76OsAACAASURBVJzSpmUlr+Cf/vr0GU9rb9I6aG1vzV9P/WuowxCRGlICKyIiIiEVKEKUXpDOodJDAJXWukaFRRnTPLfnVh2BBbihzw0NEWqjNKarigqJSMuhBFZERERCKikyicyiTD7f8TlznXMr3bu93+3EhMdgs9iwmqzsLdyLxWSpty1yRESkcVMCKyIiIiGVEJFAZlEmL/38UqXrdqudG/rcYFSHjbBG4Cp3YTFZsJgtoQhVRERCTFWIRUREJKTsVnul80BRphNanVBpa5PAljpl3rKGC05ERBoVjcCKSJ0cKDxAZlEmfdr0CXUoItJElbhLAH8xnezibAa1HcSZnf4/e/cd3lZ5PXD8q2F57+3Y2cnNHiSEbCALCHuVTaFQ9gpQfkDLLC10Q1vaAAFKIewwCgkhJCQhZE9n2TfDdjzivWXJttbvj2vJNl6y453zeR4/SFdXV69jJN1zz3nPey6XDLukh0cmhBCit5EAVghxSi754hIsdgsHfn6gp4cihOijrHYr5w8+n+dnPc8fd/6RW8be4lk2pznvnP9ON45OCCFEbyIlxEKIDjlaepQbV92IxW4BwOVy9fCIhBB9TUZ5BresvoWT5pP4G/3xN/rzzIxnWg1eAcL9wrtphEIIIXobCWCFEB2yPGU5yYXJnvtVtqoeHI0Qoi96ec/L7M7fTa2zlsTgRK+fF+gT2IWjEkII0ZtJACuEaLciaxHfpH/TaFtFbUUPjUYI0VcVWYsAGBk+klvH3ur18ySAFUKI05cEsEKIdvs+83ssdgvvLX6PM2LOAOBw8WF25u3s4ZEJIfqC1RmrWZq8lENFh7h8+OV8dNFH+Bh82nxehF8E0LRrsRBCiNOHNHESQrRbVmUWJr2J8VHjWTJlCTd9cxNLNiwBYNeNu/A1+PbwCIUQvdmvNv4K0DKp902+D6Peu9OR5YuXc6DoAHqdXH8XQojTlXwDCCHaLbMik6TgJPQ6PROjJxIfWN9wJcec04MjE0L0dmqJ6rl954Q7iQmI8fq5icGJXDDkgq4YlhBCiD5CAlghRLtlmbNICk4CQKfT8fCUhz2PfXbkM+5Zew92p72nhieE6KUsNgtXfXUVAMPDhnPTmJt6eERCCCH6mjZrdhRFWQg8DHhqAlVVndeVgxJC9F4ul4vsymymx0/3bJuRMMNz+53D2vqMJdUl7cqsCCH6v+Upyz23f3Xmr7wuHRZCCCHcvPnm+BvwEJDVxWMRQvQBRdYirHYrA4MHeraF+obyy/G/5I0Db3i2ybI6QoifWpm20nM7xl8ucAkhhGg/bwLYTFVV13b5SIQQPcrmtJFfld/mWoyZlZkAnhJitwfOeIA1J9ZwouIEoJUKCiFEQ4XWQs/tmEAJYIUQQrSfNwFsgaIoS4G9gAtAVdXXu3RUQohu99Tmp1iZtpIt120h2BTc4n6ZFVoA2zAD6/bmojc5WHSQhzY8hNlm7rKxCiH6nkWfLqKitoK7Jt7FLWNvkbVchRBCdIg3TZzSgVwgDoiv+xFC9CPfZnzrKe1LLUltdd+syiyMOiPxQU0/CmIDYz3bc6tyO3+gQog+y/2ZEOkXKcGrEEKIDvMmA6uoqnp9l49ECNEj7E47j2581HP/cPFhzow7s8X9syqziA+Kb7H5ivvE9KnNT3HZ8Ms6d7BCiF4jtSSVQkshcxLntOt5Q0OHdtGIhBBCnA68CWBNiqJMAI4ATgBVVWu7dFRCiG7z3YnvGt1PKUlpcV+LzcKh4kPNlg+7BfkE1R+rOIXRkaNPfZBCiF7n1tW3YraZ2XTNJsL8wlrd172s1i/H/5Jp8dO6Y3hCCCH6KW9KiEcBXwIpgAq0Xl8ohOgzqu3VLE1eyuCQway4ZAVzE+eyMm0l5TXlze5/3/f3kVWZRYhvSIvHjPSP5IlpTxDkE8T9399PkbWoq4YvhOhBDpcDgLcPvd3mvu6u5OF+4V06JiGEEP1fmxlYVVXHdcdAhBDdb0feDtLK0/jDnD8wMnwkA4IGADD7w9msvWotRr2RSP9IQFv/dWfeTgCCfVpu8gRw/ejrmRwzmWtXXsvH6sfcM+merv1FhBDdLsw3DKvdylsH32JK7BTmJs5tdr+vjn9FqG8o0LhCQwghhOiINgNYRVHWU9d92E1V1XldNiIhRLc5VnYMgNmJswGtvO+D1A8AWPDpAgAO/PwAUL/8xfio8Tw45cE2jz06cjRGnZF/J/+b28bfhq/Bt9PHL4ToGQ6ngyJrETeOvpGv075mXea6ZgPY8ppynvzxSc99ad4khBDiVHlTQnwXcDdwD/AmsLtLRySE6DZZlVlE+EUQYtJKgqMDoln/s/WN9nGv5/ry7pcx6Aw8P/N5z/5tqXVq0+V358nHhhD9RbW9mtcPvI7NaWNi9EQi/SKpqKlodt9tuds8t4N8ghgeNry7himEEKKf8qaEWG1wN1VRlNu6cDxCiG5UWVvZJBiN8o9iyZQl/G333wBIr0jHXGvmq7SvuGPCHQwP9/4EVIcOFy70em+ulQkh+oLVGav5175/MSl6EnMS5/B+6vtU1DYOYNdlrqPWUcvG7I2ebe8tfo+hYdKBWAghxKnxpoT4jgZ34wGZwCJEP2GuNTc7J+0X437BqPBR3Ln2TgqqCnh4w8MYdAbumHBHM0dp2X8v+C83fXOTp4GLEKLvczd5+9eCfxHoE0iIKYR8S77ncZfLxUPrHwJAr6u/eJUUnNS9AxVCCNEveZMWiW/wUw1c3aUjEkJ02JHSI9yy+hae2fIMmRWZbe5vtpkJMjV/TWpgiLZUzvKU5dhddhwuR7vnsbo7jrrLkIUQfZ/7glSAMQCAEFNIoxLizMr6z54AYwDnJJ0DgMlg6r5BCiGE6Le8WQfWoarqC+47iqK8CDzRdUMSQnTUjtwd7M7fze783UT5R3H/5Ptb3d9cayYmIKbZxyL8IgDIrcrt8HjcDVusdmuHjyGE6F3MNjP+Rn8MegMAIb4hnhJim9PGiqMrPPvOSZzDH+f+sUfGKYQQon9qMYCtm+t6OzBaUZTFdZsNgA8SwArRYQ6ngw3ZG5iXNA+dTtepxy6pLsGgM+Cj96HWUdvqvkXWIo6XH2dC9IRmHw/wCSDIJ6hRNqW93BkaKSEWon+otlezO393o27CIaYQzDYzDqeDV3a/wjuH3/E8dsWIK3pimEIIIfqx1kqI3wOuAz6u++91wFXAjG4YlxD91ofqhzy0/iG+Sf+m049dUl1CuF84JoOJGkdNo8dcLhdPb36al3e/TGl1KbeuvhUAJUJp8XgNO4Z+cekX7R6Pn9EPAItdKyEushbxyIZHyCjPaPexhBA976+7/8rh4sOU1ZR5trkbwd2w6gbeTXkXgJHhI1l71Vqmx0/vkXEKIYTov1oMYFVVrVFVNQNt+ZwFwG3AMCC4e4YmRP/kDt6Kq4s7fIztuds5f8X5bMnZ0mh7sbWYCL8IfA2+TTKw2ZXZfH7sc948+CZrMtaQUZHBskXLuGH0DS2+zowE7XrV8LDhDAsb1u5x6nV6QkwhlFaXYrVbuX/d/aw5sYYdeTvafSwhRMdU26s5aT7ZKcdyz623O+2ebe559IeKD+F0OQF4ac5LxAbGdsprCiGEEA1508RpKTAIWIgWvP7XmwMrinKWoigbmtm+RFGUQ4qibKj7aTn9I0Q/ZHdpJ37uE732KrYW89gPj5FjzuGLY42zomqpyuCQwZgMpiYBbJY5y3P7he0vEO4bzrS4aa2+1j2T7mH79dv55OJPOjRWgAFBA8g2Z7M8ZTkHiw96fgchRPd4YtMTnLfivEZBZ0cNChkEaJ8NbjanDYBxkeOI9o/m+ZnPMyJ8xCm/lhBCCNEcbwLYYaqqPg1YVVX9Cght6wmKojwGLAP8mnl4CnCzqqrn1P2ozewjRL9lrjUDUGAp6NDzf8j+gZLqEsJ8w8ioyPBsL6suI7cql/FR47U5sM7GAWyOOafR/VkDZnk1BzfAJwCj3pt+b81LCk4iuzKbXHMu4b7hhPuGU2Qt6vDxhBDtsz5rPQAHig54lsA5FSGmEO6eeLfnfmyAlmm9cuSVrLt6HZePuPyUX0MIIYRoiTdnpUZFUaIAFEUJBrxJGx0HrgDebeaxKcATiqLEAStVVX2xrYPV1NSQkpLixcv2jOrq6l49PtE1Ovp3TytKA2Bn1k5Sgtr3fJfLxXsp7wEwLXQaPxT9wN6De/n78b9zTtQ5ANjKbLjsLorLihuNb1vGNnx0PthcWrZkjGFMt/x/61/rT3ZlNvZaOyZMmPQm0gvT+/R7Rt7zp6+++Lf30fngcDm4+ZubGR8ynqdGPdXhY50sOokPPo3+DaKJ5ndjfsdw+3BSU1M7Y8i9Tl/8u4vOIX/705f87XsvbwLYXwOb0daB3QY82NYTVFVdoSjK4BYe/hB4FagAPlcU5SJVVb9u7Xi+vr6MHj3ai6H2jJSUlF49PtE1Ovp3LzuoNT9JqUxh8IjB+Bv9vX7u05uf5oj5CKMjRjMuaRxrCtZQFlLGrrJd7CrbBcDYoWP5vux70qrS2Fi7kR15O3h94escPnyYKXFT2Ja7DYCpylRGR3b9/7cTDRP5MvdLcqq1DPD0+OlY7JZG/3Y/ZP/A0NChJAYndvl4OoO8509fffFv77PXh2pnNQAp5hSGjBjiabDWXqZ8EyG2kCb/BqPpW/8m7dUX/+6ic8jf/vQlf/vut3v3bq/286aEOElVVQWtgdM4VVXXdnRQiqLogJdVVS1SVbUWWAlM7ujxhOhrbA4bhZZCz9I1f9n1F6+f63A6WJe5joHBA3lt4Wue9VuX7l/aaL8IvwgOFh+kpLqEV/e9ys68nezI3UG2OZsrR1zJ0gVLuXnMzd02Ry0xqHFQGukf2WQO7L3r7uWCzy7olvEIcbpJCkkCYMmUJdid9lMq4bfarZ7lsYQQQoie4E0AeweAqqqFqqq6TvH1QoCDiqIE1QWz8wDvQm0h+oF8Sz4uXFwx/Api/GNILfG+3C61NJWK2grunnQ34X7hJAVrJ6WHiw832i/MN6zJc788/iUGnYHZA2Yza8AsfnXmr05pXmt7uMfpFuUXRbG1GJdL+zhxN4ABOFFxolvGJMTppLymnMVDFjMkZIjnfmscTgcpxc2XzVnslnZVjQghoLSqlo93ZuF0nuppdGN2h5Nyq63VfVwul+f7Voj+wpsA1ldRlL2KonyoKMr7iqK8394XURTlekVR7lBVtRx4ElgPbAIOqaq6qr3HE6Kvyq3KBWBA8ADmD5rP0dKjXncj3pGrLT1zVtxZAIyPGs/8gfMBCPUN5ctLv+TeSfd6Gqo0tCp9FROjJ3qWu+hOcYFxnttjIscQ4R9BtaMaq90KgMVm8Tz+00ZTQohTU+uoJbcql6TgJML8tItbDddwbc4re17hZ1//jPTy9EbbXS4X6eXpJAQldNl4heiPfrvyMI+t2M/Go4Wdety7l+9h4nNrWg2ML3t1M099eZC3fkwnvajqlF8zu9TCP9Yd7fRgXIj28CYF838dOXDdGrLT626/32D7uzTf3EmIfq/Qon15xfjHMDJ8JBa7hZPmk23O/SywFPCR+hHDQocRHRANgE6n45axt7Aucx0JgQkMDRvKXWF3NXre2qvWsuDTBQBMjZvaBb9R2xpmet867y2+Pq5NebfYLQT4BGC2mT2P/3TpHyHEqcmuzMbpcjIoZBChvtoiAptyNjFrwKxm93e5XLx96G2gaab2RMUJSqpLmBwjM3+EaI89J0oB2JdZxrlKTKccs6Sqlu8O5wOQU2YlKaJpaX96URXJ2eUkZ2vv5ZfXHuHHx+cR4ufT4df9xX92ciTfzKwRUZwxMLzDxxHiVLSZgVVVdeNPf7pjYEL0R6U12pdYuF84I8NHAnCk9Eibz1uVtooccw6/nPDLRtvHRY0jxBTSJCOycNBC/I3+xAbGMiN+BgBXjLiiM36FUxJgDMDfRys/tNq0DKx7WSGAGkdNj4xLiP4qvULLog4JHUKkXyQAy1OWk1Ge0ez++ZZ8z+2fZmr3FuwF4IyYM7pgpEL0T+lFVWQUa5VGr6w7SmFl53zP/WdLhud2al5lk8fTCs2c++cNjbZVVNuZ8Owa/r7uaIdes6CimiP52nf2vszWKzmE6ErelBALITpJWU0ZOnSEmEIYHjYc8C6ALakpwUfvw+IhixttN+qNvHLuKzxwxgONtv/1nL+y4wat5Pj1Ra9z4OcHGBA0oJN+i/Zzz4PV6XSeBjAWu/aFLhlYIbqOe155wwwsQHp5OrevuZ1/7P0H+wr2eba7pzkAlFaXNjrW3oK9hPmGMSR0SBePWoj+42/fNf6Ov+b1rdzy9o5G81JdLheOdpTkVtscvPVjOnNGRAHw8Ef7+GxPNjV2BwD7ssqY9xct33TZpATOGhIBwKWTtIvdf/3uCJnFFlbszqaqxu71636yO9tzu6yNubdCdKXu6eIihAC0E8JQ31AMegMB+gCSgpM4Wtr2ldDymnLCfMPQ6XRNHuup0uD2+PCiDz2dh90NYNxzYBs2i5EAVojOlVGeQaRfJMGmYAD+ds7fWLJhCTvydrA9dzvbc7fz+v7X2XLdFoJNweSa6wNYdwa2vKacxzc9ztaTW5mTOKfZzyEhRFNbjhfxv+STBPsZGRQZwMGcCtIKq0grrOJgTgXjE7WLSiv25PDoJ8ns/PUCooN92zzu//adxFxj55dzhrLpaBGVNXYe/jiZkqparjwjkb+sUQF465apzBsVS43dQU6plaHRQTx2/ijO+dN6Lnn1R8osNralFXPttIHklVcT4Gvgu8P5PHvxWEzGpjmutSn5TEwKI73QTIUEsKIHtRnAKoqyHmh4WcgGZAEv1M1zFUJ4weVysb9wP1H+UZ5tI8NHepWBLasua5Q96WtCTCGEmEKA+gDWYrdQXlPOa/tfY3jYcI6VHZMSYiE6WUZFBoNDB3vuLxi0gLjAONacWNNov70Fe5mbOLfZDOz6rPX8mPMjALMTZnf9oIXoB/6yRuVfG44DsPz2sxg/IJStacW4XHDDsu38eY3K6PgQHr9gFMs2pQFw5b+3cN7YWJ5cPBqdTofd4eS2d7Q13t1B8KIxcTy2Yj8AUwY1noP6wsoU3voxHacLpg+NYN4oramjr9HA0GitieOAMH/+fcMU7vtgD6BlVRtmVgFGx4dw3thYQvx88PMxAFBrd3Iop4JbZw2m2FxDRbUEsKLneJOBzQA2o3UNngFcDGwF3gTmd9nIhOhHjpcdp9haTEpJCvdPvt+zfWjoUNZnrcfhdGDQG1p8fllNWbPL4/RFAT5aCbHVbuWH7B8oqynjD3P+wJ1r75QMrBCd7ETFCc5NOrfRtmGhw9h8cnOjbfeuu5eZCTNJDEokxBSCn9HPM2e/Yafw2YkSwArRlmMFZv7x/TEWj4/j+UvHERWkZVVnDovC4XTh56Nn45FCNh4p5IH5w6m1a6sRZJZYeGNTOhOTwnj6y0MsGhPLxiONOxe/ul4LiiMCTQT6Nj2NP1leDcDCMU1XJHBbMCaWr+6bzf+ST/Ld4fwmc2j/tf4Yf/gmFUutncsmD+CJC0azI72EWoeTSUlhbDpaRIXV+9JjITqbN3NgB6qqukzV/AcIUVX1TaT8WIg2FVmLAO3k8LY1twHayaNbmG8YTpez0TzQ5rhLiPsDdwb286Of8+SPTwLa8joAyYXJLDuwrMfGJkR/Ul5TTkl1CYNDBjfaPiys/jNo4zX1fRm3nNxCamkqCUEJRPhFUFatlRBnVWYB8NT0p3p0Lr0QfcXh3AoAHpg/whO8uhn0OpbdfCZ3na29D48VmDlRol0kMhm00/L/+3Q/JVW1fLgzy/O8py8aw/xR9R2Md/9GW2HAXdE/sa4ceUJiKAEmA/NHt97teERsMI8sUlj90FwyXrqQ7x85m2O/u4BlN08lt7wac42dodFBfLYnh1fWHeFXnyYDWhAe4m9kbUo+lZKFFT3EmwDWpCjKeYqihCiKcj7goyjKUKBpv24hhMdJ80nmfzKflWkrqbLVr73WcMkc97y0ho+71Thq+MOOP1BeU05ZTd8uIW7IHcBuzK4/cQ71DUWv07M2cy2v7HnFE/gLIdrmcrlYdmAZaomK0+X0NIdRS7R5cINCBjXav2EAG+7buATxcNFh4gLjCPMNI9+Sj8vlItuczfCw4fxM+VkX/yZC9A/phVXodDA4MrDZx2ePiGLxeG2N9Ev+uRmH08U7v5jGdw/PBaCq1uHZ98f/O5e1D8/l1lmD+ef1WgfwW2YO9sxF//Sumdw+ewi/Om8UE5PC+Pu1kzn03Hmc087leoZGB2E06Jk3KoYRMUHEh/qx5qG5jE0I4b1tmVhqHTy5eBShAT5cPlm7kPXvuhJpIbqbN1nUW4A/AX8DDgK/QFvf9eGuG5YQfV+OOQeny8l/Dv0Hk97E9PjpXDT0Is/yOQCBPtqX29aTW7ly5JWNnr8hawPvpbxHZW1lv8zA+hv9PY2cdDodJr2JaodW+nSo6BBnJ53dY2MUoi/JqszilT2v8MqeVwBtmZv/nP8f1mWuw9/oz7T4aY32Hxo61HNbp9Px7gXvklaexjNbnsHushMXEEeYXxhLk5dy77p72ZSzqUkZshCiZelFZhJC/T3zR5szKKI+uF04JpazR0ZTbasPXKcOCmfBmFgSw+vzRf4mA8nPLCK4QenwlEHhnrmws0fU99joKL1ex7KfT6Xa5kSv1zEgzJ9DJysYGBHAbbO1z45rzhzItrQS/rXhON+nFvDFvbNa/V27mruLs9Egi6ucLtoMYFVVPa4oytPAGOCIqqppQFqXj0yIPq6kugSA1JJUABYPXcylwy9ttE+Qj9ZU4dmtzzYJYIN9tOzsl8e/BOh3AazNqZUevXzuywCYDPUBrLtkUQjRNrur8Vy0PQV7eHHHixRbi4kLjPNcKHNrmIEFmBQzqdE+NY4a7pl4D7nmXM/nT8PKESFE69KKqhga3Xz21S00wMdz+9W6zKqfj4GHF45k87Eilv18KsF+Pk2f5990W2cb1CBznBCmfWfPGxWDQV/fgfyx8xU+35tDal4ly7dnctvsnlte67mvDrPqQC4//t+8Zrsni/6nzb+yoigPAG8AM4HXFUV5tMtHJUQ/4O7gqddpbzN3F96G/Ix+nts/bWBU62x8P8I/orOH2COMeiMmvQm7045Rb2T+QK0XXExADJcPvxw/g1+jTqhCiNY5nVoDGB06HpisrQn9QeoH7M7f3eyFr2BTML+d9VtWXb7Ksy3Cr/7z5c6Jd6LT6Zg3cJ5nm/vCkxCidS6Xi/TCKoZEtR7AAjx+wShevf6MRkHXA/NH8NGdM5oNXntCWF2g7W9qnGGND/Vn71MLmZgUxmd7spt7ardwuVz8Z0sGBZU1PPTRXs9auKJ/8+YyxXXAHFVVHwJmAdd07ZCE6B/cHTyvH3U9AHGBcU32aZj12JW3i/vW3cf6zPUAVNurG+17dmL/Kan196kvI3Z754J3eGr6U8QFxqGWqKw9sbbRQu9CiOY5XNoJ21/P+Su3jruV1xa+RqhvKMXVxYSamp87f9nwy0gKSfLcbxjouhs1zU2ci0GnnbQmBkkGVoi2lFtt7M8up7LG7lUAe9fZw7hwQnw3jKzjfOrKch3Opt/H4YEmLp4Qz6GTFWQUab08uvN7e1dGCUOeqL8Qt+pAHje8sb3bXl/0HG8CWJ2qqnYAVVVtaOvACiHaUG2vxkfvw5IpS3hv8XtcNPSiJvsoEQpvLnoTo87I12lfszF7Iw+sfwCb0+YppwVYOGhhv2niBBBg1Ob0+BvqA9gQUwg+Bh8i/SPZnredJRuWsDxleU8NUYg+wx3A6nV6jHojMxNmej5vvP3caG4ZL6PeyN6b9vLq/FebTH8Qoq9xuVxsOV5Edqml7Z3bqchcg83hZNLza7j0VW2JquExQZ3+Oj3B3c34/HFNL8IDXDBeC8BXHsglq8TCkCdWsfpg11ZRVVbb2JVRwkvfpHq27X92ETdNH8TuzFJPsP3toTxWH8yj2Fy/xnxGURWFlbLmfF/nTROnHxVF+RRtHdg5aGvCCiHa4C6RNRlMTIye2OJ+0+KncVb8WXyV9pVn26q0VdTYtQ/YJ896kitGXNHl4+1O7sxrwxJqt4ZdUdecWMONY27stnEJ0Rc5XVoJsTtbCvUlwc29x9pDp9MxN3HuKR1DiJ7mcLoY9qSWqTMZ9aQ8f36j+ZynoqLaxtQX1jbaduH4eGYOO/WGSr3BqLgQMl66sMXHB4T5M3lgGKsO5BJYV2a8NqWA88d1XWb5qS8O8sW+kwyM0C6Gr3pgDiF+PoyIDcLlglJLLQadjjvf3e15zh+uHE+51cZf1hyhxu7kz1dP5KopUlnSV7WZgVVV9VHgbcAHeEtV1V91+aiE6AHLDizj/u/v77TjOVwOjHrvlkuekzin0f3jZcc9HXovGnoRvgbf5p7WZ7UWwLpPxgEcTpnLIkRbGmZg3WICtKzJ5JjJXh/nvxf8l48u+qhzBydEL7DmUJ7ndq3dSUrdOq2doaCivlrqHCWaNUvm8s/rJ3dagNwXzBgaSWpeJSm5lQAMigig2FxDbrm1S14vu1Q7bmaJhYVjYhmToPUYiQg0AVBsrmVfVlmj5/zfigP8flUqNXbtHOPRT5IbdX0WfUuLZ9eKotzxk00VQKKiKHeoqvp61w5LiO7nXoKis9iddnz03jVhmDtgLi/xkuf+24fe9tz2M5xaBqU3UiIUDhUfYkT4iCaPuRs4hfmGeU7MhRAtay4De8mwS0gITODMuDO9Pk57gl0h+gqbw8kr644C2vqp/9mSwba0YsYN6JxpOYWV9Q0Xl944pUeXk+kpkUG+OJwutqYVA3Cy3MqUF9ZiMug58NwifI0t/5vkV1TzfWoB10xNQu9l0B8TUn9RP6xBV+bIQG17brkVNV8LppfdPJUTJRYCTAae/vIgNoeL8QNCOZBThqOuSAAAIABJREFUjppXycSk/rHCw+mmtQxsfCs/QvRbNkfnTPO2O+0Ydd5lYJNCkrhyhLaMzk+7fXqbxe1Lnp3xLHtv2suLs19s8tivp/+ay4dfzvio8Y2ysUKI5rkrFfT6+q90vU7PtPhp6HSnTxZIiObcs3wPqXmVvHjFeJ69ZCwDIwJ4YWUKT395sFOOX1ylTff57J6Zp2XwChBZl/nMLNHmF3+wQ1sKr9bhJDmrvNXnXvfGNp747ADb0oopt3h3/lVSVX/RoOGyQuMTQwnxM7J043GKKmvw9zGwYEwst80ewnXTBjI5SZuipMRpyxS65yuLvqfFM2NVVZ/rzoEI0VuU1pR6yu9Ohc1pa1fw+ezMZ1kyZQm3rL6FY2XHPNv74wmoTqdrMbifGD2RidETefD7ByUDK4QX3O+ThhlYIQTklVfz3eF8AK6ZqnXdHj8glMwSC//deoLzx8Yxc/ipzVV1B1NJ4QGnNtg+LMi36ff5VVMS+XR3Nvuzy5g2pPllADcdLSStUOtefP0yrXvwxKQwXr9pCrEhLVef5ZTVlyYXNWjQFORr5PqzBrF043EiAk1EBpkaPe/yMwawI6OEmcMi+XR3zy39I06drPYrxE+UVJd0ynHcTZzaI9Q31NOhd1bCLP589p87ZSx9kUFvkDmwQnhBAlghmlp9MJfZf/ge0IJWd3nqvecOJ64uOLp+2XYeX7G/yXOf++oQV/17C1/uy2nzdSqr7QAE+/W/ailvTUgKxceg45GFIz3bnrtkLOEBPqS1sLxOjd3Bfe/vZWh04+WGkrPKeOvH9BZf62BOOVklVm6aPgiARWMbd0ceHFnX2OlAnmeurNu1Zyax4u6ZXD55ANdMTSI6uH/1FzmdSAArBFBeU1/iUmLtvAC2uaUp2uIOes+IPYPzBp/XKWPpi/Q6vWRghfCCu9S+YRMnIU53G9RCfI16fj5jEJ/fM9OzfUxCCNuenM/1Zw0E4MOdWrlrmaWW5Kwynvz8AG9vzmDXiVLe2JTW4vEttXYeX7GfP32rAuBrPH3ffzHBfhz93WLun1/f1yLQ18jAiACySixU1dg57+UfuOJfmzleaAbgaL6ZcquNhxeORIkNbnS8j3dltdhg6bM92kWFK6ckkv7iYhaPbzyzMSqoPii9dFJCo8d0Oh1TBoWj0+mIDfWjyFzD/uzGzZ5E39BaE6ebW3pMVdX/ds1whOgZ+wvrr8AWVxd3yjE7koEFqHVo5Uhhvqd3YwGDziBzYEW/4nA6uHfdvVytXM38gfM77bjNNXES4nS3P7ucMwaF89yl45p9/MLx8by/PRPQsoHXvbG9UXfieaNi2HikkFpHBOYaO//ZnM7i8fEMjdbWd/1kV7Yn+IX+Od2nI/Y9vdDzb5EQ5s+R/Er2ZJZyJF8LXOf/ZSPLbp7K7f/dBcCY+BC+uHcWpZZaskutVNsc3PzWDjaohZw/Lo5icw1/XnOEiYmh+ProOVZoZkx8CJNaaL7kLhueOiicV65tuTHdFZMHsGJ3Nte+vo3tT84n2M+7pps9Ia3QzNKNx7n33OEMigxs+wmngdYuF42u+7kVuAZIAq6ouy1Ev7KvcJ/ndkl1CdX2ap7d8iz5VfntOo7T5fQ0gbK7vG/i1JA76ygBrEEysKJfOVB0gM0nN7Mnf0+nHre5Jk5CnM6qbQ6O5FcyIbHlTsMzh0V6MnRf7M3xBK+j4oKZMyKKiyfG43C6yK20s+ZQHn9ec4Tffn3Y8/yjBZWEnMZlwy0JCzB5GisF+Rqx1DoorKxptI87eAVIDA/A32QgIcyfaUMiPF2Bs0stpOZVMOWFtXywI5PHPzvAko+S+eFIIaPjQ1p8/YmJYTx90RjevKX1DuyDowJ59pKxWGodPPZp0zLynnYwp5yXvkmloKKad7Zk8PGubL45mNf2E08TrTVxegJAUZTVqqp6VjBWFGVNdwxMiO6UXJDM6IjRHCs7xt/3/J0/79LmntY6avn9nN97dQyr3cr96+6nylbFBxd90K5ldBqKCYghpSTltM8+Sgmx6G82ZG0AoMpW1ezjLpeLfEs+cYFxzT7eEsnACtFYSm4FdqeL8QNavhCs0+l4+ZpJfJ9SwIGccoZEBTIwIoB3fjENgL2ZpQBkl9sgUKuMWq8W8r/kk1wyMYG88hoSwvypyKvs+l+ojwowGZoNYBsy/aT02n1R4IWVKc3uP3lgGE8uHtXi8fR6Hb+YPcSr8bnn3/a2wDC71MJF//gRgBV7shlel/XPquvyLLybAxujKEoYgKIokUBk1w5JiO5lc9jYX7SfSTGTCPMNo9ZZ357d5vSupXuuOZebVt3E9rztHCo+hMVm6XAJ8WNnPsa0uGnMSJjR7uf2J0a9Eafz9A7iRf+yMXsjAGabudnHP1Q/ZOGnCzlSeqRdx3Vf6JE5sOJ0Zq6x8+r6Y1RW29iRrvWyaC0DC1oQOzw2iP3Z5eRXVDOsLlAAbamViEAT/0stp9RSf17wwAd7OV5oJq/C2mqnXAH+JiPWugDWz0eP8SfrvI5pJpPasBQ7LKA+CfDoopGMigvm83tmERnUOc2XhjQox/1pk6mekltuZfYf1nvuF1bWcPCk1qdFlYslHt582/0O2Kcoyh5gB/BU1w5JiO61LXcbVruVWQmzCDY1biRQba/26hhfp32NWqqyYOACXLhIL0/vcAA7MGQgb573JqG+nbPIel+l1+mxu+w9PQwhOkVWZZZneSxzrRbA2hw2CiwFnn2SC5MBOFR0yLPtvnX3cfmXl7d6Mc0dwHZkyoIQ/cVvPj/An75VGf/sGl78JpWhUYHEh7YdYF42aQD7s8ux1DqIDakPjAJMRu45Zxj786rZmVFKcIOlYjaqhRw6WcHEugDZoJf5r80JMBmodTgpsdQS5m+iYYi47+mFrHpwTqvP//jOGfzxqgk8OH8E980bweqH5nbq+PR6Hb9ePBqArBIrL65KIafMyh3/3UV+hXfnf51t1QEtGzw4MsCTna6stjMoMoBdJ0rJKGq+gud002YAq6rqCmA4cCkwSlXVVV0+KiG6SbG1mHvW3UOAMYAZCTOanCRmVma2eQyH08G6zHUMDhnMbeNvA6DIWtThAFZo9Dr9aV9GLfqPzTmbARgQNMCTgV2yYQnzP5nv+dyJ8NPWSmy4lNfG7I0cKzvG2hNrWzy2ZGDF6W5PZilf7DsJwIiYIG6cPpDnLx3nVWOlG84aiI9B2++nGVV3h9sd6SVEB/uy6bFzAXhl3VF0wDXTBrL/2UXsfXphJ/42/UeASZvWUGSuJcDXgLMuy7n/2UWEBZhafN7mx+ex48n5jIwN5mdTk1jSYHmezhZXd5HjxW9SeO2HNGb/4XvWHM7n5bVHu+w1W1NSpZVbf3jHDP501QSU2GB+dZ7CB7+cjkGv44OdbZ+Xng7a/LZTFGUusA9YAzylKMptXT4qIbrJ58c+B2D2gNmYDCZyzI3XfMuqzPI0SHE3Z/qp5SnLOVR8iECfQM8JaHF1MfuL9qNDrsp2lFFvlDmwot/Ynrud2IBYRkWMIrkwmSpblaekOL1cW/PQ3+gPaBfA3Nzb1metpyUyB1aczsotNq741xZAy+p99/DZvHDZeGaPiPLq+UaDnslJ4QCE+De+6JwQ5s+gMK2MNTbEz5PRLbfamDcqlgFh/oT4+RDSizvY9qQAk/bvWVRZQ5Cvkb9fO5kx8SGNstnNGRDmT0w3lWe7/6buebDuSuIKq3dTyDrLxiOFmGvsZJZYGRgRQFyoH5dOGsC3S+Zy77nDSQjzZ/6oGF7bmMYGtaDtA/Zz3lyufQGYC+QBvwfu6dIRCdGNKmq1roO/nfVboP5EcMt1W3hmxjPYnDbyLflsz93OGe+dwa68XU2OsTNvJwBXjLiCcD/tS/D9lPcB2Hxyc5f/Dv2VXqf3XDwQoi+z2CxsyNrA/IHzSQjSup66y4UB1BLVsx/Aeynv8dnRz3C5XJ5pDJtzNmN3Nl9SL12IxelsbYq2WsDs4VGtZvVac8fcoQAocU3nZE5JCABgdHwIRkP9e+zG6QM79Fqnk/oMbA0BJgMXT0xg1YNzetWSQ/Fh/p7b/7huMrfOGgzQauOpzuJyuXhv2wn+9G0qP39rB3e/t5vMEguDIgOa3f++ecMBeG+bZGG9+bZzqqpaArhUVa0GZAax6DeKLEUkBCYQ4KN9WDw+7XEmRE8g2BTMoJBBAJyoOMGhYm1O2q9//DUZ5RmU15R7jlFWU8a4yHFcPfJq/I3+BPkEoZaq3f/L9DOyDqzo67bnbueRDY9QUl2C3WVnVMQoLhyqNfX/PvN7z357CvYw/p3xfJD6gWfbM1uewWq34sLF+KjxVNRWNAp6G5IMrDhd/Xi0iHe3ncDXqPd0D+6IBWNiyXjpQgY0CGbcLlRCuGpKItdNSwLgqYvGMG1wBHNHRHf49U4X7ox2QWUNgabeOaUqNtiXKYPC+dNVE7h4YgLPXDyWq6YkciCnnKfW5pLehXNOd58o5TdfHOTV9ccB2HS0iAPZZSRFNB/ATkgM4+YZg1ibks9zXx3C4ewdjad6gjcB7DFFUV4EIhVFeRw40cVjEqLbFFoLifKvLzO6YfQNLF+8HIDEoEQAcsw5nu50J6tOcvEXF/Pzb34OaFfPjpUdY2zUWM8VxZ82ghIdI+vAir7u8U2Ps+bEGlJLUgHtsyHUpDV9WXFkBaDNif30yKeANpc10CeQ8wefD8A/9/0TgAWDFmDUGfkh+4dmX0fmwIrTUVWNndve2cm+rDJmDovsskZKCSE+/PnqiYyI1b7bb5s9hI/vmoFeGje16czBEZjqstaBbZQN9xSjQc+Ku2dy9dQkz7ZFY2JJivBnV46VjV1YrpucrSVDVj4wm+RnFvHoopEMiw5ibivl708uHs2N0wfy9uYMvjmY22Vj6+28+ba7Cy1o/RGoAm7v0hEJ0Y2KrEWNAtiGIv21FaOe2/oc3534rtFjx8uPc9x8nMd+eAyzzcyIsBGex6bETgHgl+N/ybsXvNtFI+//ZB1Y0dcNDNZKDNdlrgMgyBREiK9Womh32RkdMZqxkWMbPSfUFMq4qHEAvHtY+/yICYhhbNTYFjOw7veJZGBFX1FutVF+inMMjxWYqbE7WXrjGbx1y5mdNDLRmYL9fJg1XDuXcpcT9wWLxsbx7UNzMRl05JRZu+x1jhWYiQg0MTYhlFB/H+6bN4LvHj6b88fFt/gcPx8Dz10yjkCTgV0ZpV02tt7OmwD2ZVVVl6qqeq+qqv8A3uzqQQnRXYqsRUQHNF8GZDLUz6U5VHyIMN8wZsTXr8364pEXWZ2xGoAR4fUB7K/P+jWrr1zNA2c8wKSYSV008v7PoNdKiHvL2mxCtFdisFbF8XXa1wAE+wQT5BPkyZRGB0Rz6fBLifKPYmrsVABGR47mwqEXMiZyjGe/hMAEYgNiKbYWN/s6UkIs+pIv9+Uw+6XvefST5i/IlFlq+fFoUbOPNZSap/WwGBYd1KvmVIrG5o7UzrGGRAW2sWfvotPpiA40dmoAq+ZVctmrm8koqsLlcpFeZGZgC+XCrTHodQT5aWvsnq5azOcrinIv8BsgQlGUK+o264DD3TEwIU7VsdJjfHHsC5ZMWYJB3/TEzuawUVZT1mIG9qfKasr43ezfcdmXl1FRW0GFvcLz2PDw4Z7bQaYggkxBzR1CtIP7ZNzpcsqJueiT3E2Z3IJNweh1euYmzmVD1gaGhAxhbuJc1v9M6zC8KXsTE6InEOobykcXfYTL5aLQWki0fzSrM1ZTfLL5AFaaOIm+wOVy8cdvVf69QZvvl11q9Ww/XliFXgd5FdX8d8sJVh/KY9Nj57Y4FxDgq+RckiL8GRot37e92Q1nDSLI18hlkwf09FDaLSbQSE5p5wWwaw7lsS+rjJvf2sHAiAC2pZVw9ZTEDh0rwGTEYpMAtglVVV8FXlUU5UlVVX/fjWMSolPcsOoGLHYLlw6/1JMhzarIIq08jbOTzvYsVdFaAHv3xLvZnb+bQ8WHUMIVogOiWXn5SuZ8VL/49tDQoYSYmnYuFKfGHbQ6XA4MSAAr+h6L3cK4yHGcrDpJSXWJp0v5P+b9g1xzLmF+YY32n5M4p9F9nU5HTEAMAJF+kVTaKqlx1OBr8AW0daxDTCGSgRW93vrUAh5bsZ/CyhomJYUxKDLAU/745zWqp4lNQ1vTikkM9/dkV3ekl5AU4U98qNZoKbvUwuSk8C6b+yo6h8mobzS/tC+JDTKyK7dpAPvIx8mMigvml3Xdq72Vmq/1wc0ssZBZYuGGswbyxOLRHRqbv48Ba23znelPB97MqF6qKMp1gA9aBjZBVdUXu3ZYQpw695ITKSUpngD2ncPvsOLICjZdu8kTwEb7t9xJ8J5J2qpRNocNF1opa6hvqOfxVVes8jqDK9rHXT4p82BPT+VWG5/tyWbB6NhWszC9WZWtiiBTECvmr6DKVtWowVt8UMtznJrjnpNfYi0hPigei83C/E/mMzJ8JOcNPg+QJk6id1p1IJd7lu/x3L9x+iAO5pRTUW3D6XTxxg/pzBkRxaaflA0/9ul+Hvt0P3+5eiJKXDA/e20rUUEmVj4wh5hgX/IraogN8e3uX0ecRmICjRSZK6m2OfDzqb9AuGJPNqD9v+zv5dzeYwVm1hzK42dTE9lyvJhqm5O7zh5GUAebWwWYDFi8KCE+kF3O/5JzuGTiAMYnhra5f1/hzb/a50AKMAGwApbWdxeid4gJiCHbnE1KcQqXDLsEwLOcxc68nZ6ANCqg7QDUx1C/SLlOp+PG0TcSYA0gKbhvXlXsC4x67eNJltI5/bhcLh74YC8bjxTy3FeH+eq+2X3ui7fIWkRyYTKToicR5R91yhe6Iv20ALa4upj4oHi+Ov4VDpeDlJIUFg5aCEgGVvROH+zQ1qx8//aziAnxZVh0EJklFiqr7RRX1VLrcDJvVAwvXDYOvU6HQa9j5kv1y0w90mCubJG5ltvf2cV7t52F1eYgNsSv238fcfoI9dM+U9/fnsnzXx9m6Y1TOG9srOfx0U+vJv3FxV7Nwd6aVozN4eLWWUP43eXjPf+vd5S/yYC5pu0M7F++U9mgFvLGpnSWLBjJgwtGtPmcvsCby7U6VVXvAlKBhUBE1w5JiFNTZC1i68mt1DpqAThcXD9t271+65aTW7zKwLbk/6b9HwtiFnTCaEVL3NkkdyZdnD7e2ZLBxiOFTB6oldj+5osDfW69u4NFBwEYHz2+U47nDoCLrcUUWgp5dd+rnsdOVp3E1+CLj96npacL0WVOFFdx7etbySxumt8ot9jYl1XGtWcmMXN4FMNjgtHpdIT4aRcob39nJwBRQb4MigwkKSKAhGbWYnX7zYWjOZBTzlub0wEYP6BvXdgSfUugSTsP+d2qFADuem831bbGF9VrHd5dZC+3aOekQ6IC8THoT7n0XSshbj0D63S62JFewhVnDGDa4Aj+l5xzSq/Zm3gTwNoVRfEDAgEX3mVthegx9667lzu+u4PyWi1Y3VOwh+e3Ps+JihOeAHZr7lYKrYXo0BHhJ9dkeiN3ACsZ2NPPW5szOGtIBJ/dPZPfXz6e5OxyUnIr2n5iL5JVmQVoy2l1BncJcXF1MXsK9lBaU8r0+OmAdpEuIShBOrGKbudyuXjs0/1sSyvhmf8dbPL4s18dwlrr4MbpgxptHx6jNV5yr4MZFdR8KfDah+fyxb2zuG32ECYlhTFnhHbB+ZV1RxkcGcC0IfL9LbpOUF0A2/ACamWNtvzTgLoLLdW1zZ+jvLvtBFuO1ZfFl1tt+PsYGpUinwpvSohzyqxYah2cOTiCuSOjyCmz9puVHbwJYF8FlgBrgCwgvUtHJEQbymvKmfPhHPbk72n28RyzdoWpxlHjKfH95MgnvL7/dUprSjHqjJyoOEFyQTLhfuGeUlXRuxh12t9F5sCeHuwOJ5/syuJkmZXMEgsLRsei0+kYN0BrkPbQR/uo7uUdF50uJzandnKTWZFJsE8wYb5hbTzLO54A1lpMRa0WzLtLh90BrBDd7c9rVLanlwCw4UghtgbZqHUp+Xy+N4d7zhnGuJ9kSmcOi+L8sXFcN20gMcG+noDWLcTPSHyoH8NjgpmUFMZTF43hi3tnMaLBfldPTZKLNqJLuTOwDR0vqAIgIUwrX3/u60PU2hsHsQ6ni6e+OMj1y7bjdLpwOl0UmWsJC+i8KpkAXyNVbZQQHy3QmkaNiAni9jlDWX779H7znmnzzF1V1RXu24qifKKqat+6DC76nYNFBymrKePfyf/mjUVvNHk83Dfck2mdET/DkwlZnb6aWmctV428ik+PfMrW3K0o4Uq3jl14z70kiHuJENG/uFwu/rMlg7EJoUxIDOWu93azQS3kXEXLsIyK1xoexdXNcTtWYOaTXVncNGNwTw25TXevvZstJ7ewYOACcsw5JAYndtrJgq/BlyCfIIqri/n73r8DMDBkoOfxAYF9b4kK0fe4XC6+2JfDOSNjCPYzeroHP3fJWJ753yEKK2s8JcBLNx4nKcKfu88Z3uQ4JqOepTdNqbvXtMx+128WNvv6+gZllzOHRZ7ibyNE69wZ2KQIf/x9DBzJN3PdG9sAiAg0AfDZnhwOn6xg+tBIfnPhaIwGPSeKqzzHGPrkqvrbnbgWbmSgiVJLLQ6nq8Vy5CP5ZgBGxAbj52NgyqDwTnv9ntbaOrBbgSZ5ZkVRUFV1ZpeOSohW6NDeqK6m/3sCEOEXQUZFBgBDQod4ttc6axkaOpQHJz/ID9k/UGAp8CxRIXof93w+d0ZL9B8FFdXsyCjhua+0+emTB4axN7MMgPVqIQCDIrQv+sgGpYUny6u5+73dPLl4dK/sTLzl5BYA1mauBfB0B+4skf6RngtyAHEBcZ7bkoEVXWnl/lxW7Mnm3FExPPXFQW6fPYTb52hLiDw4f4QnaJ350vesf/Qccsus7Mwo5ZaZg73u0tqQydhygeClkxL4ct9JlLjgFvcRojNEBRgZEObPExeMZvH4eHafKOW+9/eQW17N4AbBaGpeJal5ldw4fSDDY4L55mBek2MtGhPLorFxTbZ3eGxBvjhdUGapbfQ96VZjd/Dp7myGRgUS6t//+iO0loG9tttGIUQ7OKkr1WihjH9I6BD2FGjlxf5Gf85JPIcN2Ru4Y8Id3DbuNgJ8AggxhVBgKeCs+LO6adSivdxrXbqbcYn+IavEwpw/rm+0zR28NuQuz2p4Zfm9rSeorLFTUW1j+e3Tu3agnWBg8MC2d2qHSL9IjpUe89x3rysLMCBIMrCia1hq7dz7vvad+n1qAQAHcsrJq6gGtEZKwxqU9l77+laqahz4+xi4/qzOfQ8A/PGqCTy6SCHAJNN/RNfy89Gz+fF5nvtTBoWz9Yn55JVXo+ZX8trGtEb7/+27o1w4IZ6Pd2UxNiGEiycm8NI3qQC8dtOUTi3fjQzSMsD/Sz7JkXwzv798XKPjL9uUzrECM2/femanvWZv0uK7X1XVEwCKojzdzMPPd9mIhGjDh6kfAi1nYG1OG3GBcTw69VFmJcziypFXNtnHvR7juUnndt1AxSkxGbQP5xpHTQ+PRHSmG9/c7rl919nD+HhXFjHBvnx9/2x2ZJRw/Rvb0enAaKjPwDxxwShe/CaVyrr5Pt6sfdcTEoMSyTZne+539jJbw8KGeS7OAY3WlZUMrOiotYfzSYzwZ1RcSLOPv705A4CxCSGYjHqGRAXy2Z4cLnt1MwDxYX4MiQrk4HPnkZxVxg3LtPf4h3dMZ2Rs52dJfY2GXlmBIU4fcaF+ZJY07bq98kAuKw/kAvC3ayZy+eRETwDb2XNP3UtIuSuZbp8zhGHR2oWkgznl/OlblbgQP85V+meloTeXr/Lr/qsDzsC7xk9CdImT5pNszN4ItB7A+hp8Wy3fe2nOS+zM29loDpnoXfwM2oezBLD9h8Pp4kSDpTYeWTSS++cNx9/HgF6vY/qQSG6ZOZgx8Y1PpO88exg3Th/EVUu3kpJbQUlV78zKJwQleALYYFMw46M6Zwkdt2nx0/jkyCcAvH3e255O3e7XFqK9ThRXcft/dwE0u57l7hOl/OlblfmjYnjzFi2Ts+VYEZ/t0ZolBvkaPYFvkK+RWcOj+Pt1k3E6XUwfKnNURf/lW1fm7mvUc+usISzdeLzR4xeMiwdgw6PntFoS31FjE0Iw6nXY6zokbzlWRHaplUmJYVz0jx8BuGnGoNYO0ad508TptYb3FUX5puuGI0Tr3j74dpv72J32NtdDTAhK4NLhl3bWsEQXcGdgpYS4/9iTWQpoyw98fNcMfAx6fBpkWvV6Hc9eMrbZ5wb6Gln1wGz+vEbltY1pmGvsBPka2ZZWTJmllvPrThZ6UsOO2Zuv3dzpV9wXDVrEa2GvcazsmGdd2NkDZnOw6CCRfhIsiPZxOl389bsjnvuF5hpigv089+0OJ099oS2Ns2ThSM/2IdHa3L/wAB8+vnNGkwYyl0yUiymi/4sP1d4rv71sHD+bmsTVUxNJCg/g3xuOM3lgmGe5nMGd2LipoQCTkcfOV9igFrLleDFPfXkIgAmJ9R2/7z23aQO1/qLNAFZRlJEN7sYD/TecF72aw+lgZdpKz/2W1rKyOW1tBrCi93PPgZUMbP+x6UghBr2O1Q/NIdiv/e9RnU7HuUoMr64/zrcH87hySiLXvq51hEz97fmdtr5eRzXsmN0VSxXodXo+uugj9hbsZXDoYAD+Nf9fVDuq+83SCKL73PHubtam5KPEBqPmV/LgB/sIMBl4ZJHCmIQQ/vityuHcCv5+3eRGy+DEh/rzp6smcPbIaGJC/Fp5BSH6r5gQP4797gLPdBd3+e6DC0Z02xjumDuMO+YO4+3N6Z5S4v11aytvaTB3tz/yJqf9WoOfx4FHunREQrTgaNlRKm2VPDfzOQYEDWgxsJEAtn+QJk79z/GiKpLC/TsUvLpNGRTOwIgAHvkkmWWb6htopOa7CUXNAAAgAElEQVRVdsYQT4ndaWdWwiz23bSvy17DZDA1aj6n0+nwN/p32euJ/qnMUsvaFG2G2L9uPAOArWnFrEst4NmvDlFutbFsUxo/m5rYbEb16qlJEryK017DXg096dZZQzj6uwu4dJL2Xo0P9fN0Bu+vvCkhli43olfIrMgEYGzkWMZFjUMtUZvdz+6wY9RLd8K+Tpo4tezHo0Us+zGNYD8f/nHd5J4ejteOF5hPuZxKp9Nx+eQBvLLuKC+sTPFs33SkEJvDyZmDI051mB1md9nxMfhg0PdsJliIljidLp768iCRdWtYvn/7WQyLDmL60Aj8fQyMjAvm9R/SmPjcGgAumyTdrYXoC3wMeuJDtaB1UlJYD4+m63lTQvwCcBsNFi1RVVUmOIhul1uldXaLD4onyCeIKltVs/tJBrZ/kBLi5u0+UcqNb27Hx6DD5nDx/CVjCa87Ge3NfvPFAVLzKrm4E+bH3Xn2UF5Zd7TRtr98dwS+g4yXLjzl43eUN/PvhehJ2aVWlm/P9NwfXzdf7oNfastS5ZZXc7Ksmq+ST6LTwZTB4c0eRwjR+wyK1LpzTxvScxdyu4s3ue+LgMGqqia4f7p6UEI0J68qjwCjtoZroE8ghdZC7ll7D7lmLbC12CzkV+Vjc9owGiQD29e5M7A2p62HR9K7XPnvLQDccJbWjmD59hM9OZw2WWrtbDpayHvbMhkSFcg1Z5760jIBJiO/v3w8Oh38/vLxhPjVv9+dzhYWiO4Gdqcdg06yr6L3euZ/Bz23pw2O8JTz63Q6dDodCWH+/OO6ySy9cQrfLZmLr1H+fxair7jyjEQ+vGM6P58xuKeH0uW8OcvfC/gBkgYRPcpitxDko02Stzu19SA35WxiZfpKHE4H/9z3T0BbezHSXzpy9nXuDGy1vbqHR9I71NqdNGz2efc5w8gutfDW5gzum9d9TSPaY/n2E/z6c+2EeXBkAN88OKfTGi39bGoic0ZEkRQRwO9WHvZsL7faeiwjbXPaZPqC6LVS8ypYrxYCkPz0IvxNLb8Xzx8X113DEkJ0EpNRf9osX+VNBvYgkKsoSpqiKOmKoqS1+QwhuoDVZsXfR6vvHxc1zrO9vKbcE7wCZFVmSRlfPxBgDMCgM1BWU9bTQ+lxLpeL+X/d4Mm+Pna+QmyIH2cMCqekqhZLrb3bx5ScVUZVjfa6+RXV7MwoafT4sQKzpyvixKQw/nn9GZ3aJdho0JMUoZVLVdXWd/99ee2Rlp7S5exOmX8veieXy8Wz/ztEWIAPu36zgNAAny5Zm1IIIbqDN59e1wBDgNHAqLr/CtHtrHarp9vmxcMuZucNO4nxj2FfQdOOnxLA9n0GvYEo/yjyLfk9PZQed7TATFaJleS69vhn1c1viQ7SstSrDuSxP1sL9D/elUVOmbXLxlJkruGxT5O59NXNnnmol/5zM1cv3Yrd4QQgs9jCgr9upNbuZMeT8/ny3lmNluHoSu9s7bmSaofLIQGs6JVScivZllbCg/NHEFX3uSGEEH2VN9+0J4AqVVWlhFj0qIYBLICf0Q+L3cK+Qi2AvWH0DeRU5rAhewMBPgE9NUzRiWIDYymwFPT0MHrM7hOlbDxSSExw4xPOCYlah8Houu2PfpIMwN6nFvLYp/uBrmtm9PSXB1l1IA+A139II62wirwKrcx7g1rIgjGxLP3huGf/7lhq4xezhrD5WBHDY4L45mAu5VYbof7dfxHL7rRj1EkAK3qX0qpaXt1wDIBFY6U0WAjR93mTgU0CjiuKsrXuZ0tXD0qI5vw0gAUw28ye249Pe5yZA/6fvfMOb6u6//Cr6SV5bzuO7cRRnL0nZBBWgAApO9CWPQqUAgUK5Ucp0LJXWYW2ECCsDCCEQMgig+w9HWUn3ntbW/r9caUrKZZjO/HCPu/z5Mm955577pF1Jd3P+a4JgOQuJfj1kxCa0KMtsG+tPMS/Vhzi1aX+JaM07tpzKafUecutbJC383y22wqXy8XOk5Kl94YxUjKm5TnFpLszH97+yVY+3XiCYHfil3l3j2/zOQTiqRkD+OnBSdwyMR2nC15dauyU7wDhQizobPKrTLy21Ch7QzicLm7/ZCuLdxdy56TMRt8ZAoFA8GukpS7EY4Dr3f9uaNcZCQRN0GBvaCRgHx75MACTUycDyEmewoPCO3ZygnYhPjS+x1pga8021h8uB6CywcaTl0rRG/dO7SP3yYgNI8gnji2/0us6vP5IeZvP6UR5AwXVZp65YiB/mS7N5/zsBFY9MpU1j0wlJkzLqgMlFNeayYgN6/CarCN7R3H7ORl8suEE57z4M6W1Hes4JASsoLMwWR2YbQ6ufm89/1p5mK0nKnE6Xby36jDbTlTy4lWDeeISEQEmEAi6By35pf19gLZn2noiAkEgFh1ZRK21llnZswJaYG8edDPjk8fTSy9Zgy7OuJii+iJuzL6xM6YraGPiQ+Opt9VTZ61Dp9V19nQ6DKvdyaJdhVgdTn47rjf7C2u4aVxvrh6Z6ucaq1Yp6Z+ol2Nj83wE7MYj5Vw76uxL1vjiEcXjM2OICNGw7MFJJLstOmkxoWQl6KhosFJSZKFvfMe/XwqFgr9emk1uZQM/7Stm2f5iZo1NC9jX4XRRa7ahUSkJC2ob0SkErKCzuOl/m9h2olLe/3TDCV748QA7cyWPibb+LhAIBILOpCW/tB7/PQUwgpZZbTEYDGOBF41G45RT2mcATwF24EOj0fifFs9W0KMwVhh54pcnAPhN1m8CClgAQ7RB3tYoNdwx5I4Om6OgfYkPjQegpKGkRwnYh+bu5PvdhUSGanj68oGo3PVzAmXxTY8N8xGwktuwWqng6x35/H5COkN7RZ7RHCx2By/+aOTcrFim9o/HYnfw3urD9E/U0ydOei+yEvR+54QHa1i6X/rJ+PvlA8/oumeLQqHgzeuH0///llBaa8HpdKH0rT/k5o3lB3lrpRQX+NAF/bhpXG+iz6L8jsvlwu4SAlbQ8ZhtDlm8npsVS++YUOZsPCkfj9MHoVA0/gwIBALBr5Vmf2mNRuP7vvsGg+HH5s4xGAyPAr8F6k9p1wCvA6Pdx9YZDIbvjEZjzw1yEwRkfcF67lp2l7xvrDRSbakmMujMHsYFv04SQhMAKG4oJjMys5Nn03H8tE9KknTp4CRZvDZF72hvwjJP9uEphniW5xRzxTvr2Pf3i1psYTRZHSgUklD+aksuH647xofrjrHkT+ey7UQluRUmPr1tTEBBCBDutg73T9QzLTu+RddsD4I1KkI0Kl5ffpAVB4r5+p4JqFX+a6+z1x2Xt19bJpXe+eO0M6+n63RJMYcqRduVChIIWsK+AmkB69krBzFrTBoFVSa+2pLL5UNTmDk8hV7RIu5VIBB0L5p9qjEYDP18dpOA3i0Y9wjwG+DTU9qzgcNGo7HSPfYvwCRg3ukGs1gs5OTktOCynYPZbO7S8/s18lPeTwDcnHYzs0/OZuW+lThcDuzV9i7ztxbve/tTZ5aSdO08vJPI6q6zeNHe732faC0VDQ6uzVI1e504pTdZ05EiyV1wXAIsd5/23brdDEtq+gH2lbUlJOk13Dgsij98l0eVycEr05P5cHWR3OfiN9YywxCOTqsk1l5GTk5ZwLFsDTUAZEUqOHDgQItea3thskm1YXfnVbN2214S9V7Xa4vdidl9fOaACBYdqGb74Xxykpuvp9vUe293SueWlZaJ74VuSFf+vl+yT/rcZ2prOGiUPnefXZNGmFaJ0l5KQwnk9MxUAm1CV37vBe2LeO+7Li1Zln8fcCG5EJuAh5s7wWg0LjAYDOkBDoUD1T77tUCzxQGDgoLIzu66yQdycnK69Px+jaiqVEQFRXHXxLuYfXI2JSrp13dgxkCy07vG31q87+1Phj0DdoM6Ut2l/tbt/d6bvi9iXN8Yhg4a0Gzf7Gzom1HOYwt2c6xCErPDs/uwfER/zn9tNaHRCWRnpwQ8t6LeyoqjRwH4v2vGcqxS2r7tm1wA7pnSh/dWSSVxFhlrUCkVp33dicdzIKeGUf16kZ2d3uLX2x6Mzahi07EKAOJSepPtU4f2l0Nl2JzH+ejm0UztH0/Z/zZRabK16D1t6r23OqywFRLiE7rUvSpoG7ry933Bju2kRIYwccTgzp5Kt6Qrv/eC9kW89x3Ptm3bWtSvJfGs04GHjUbjVOADYPlZzKsG8A2a0gNVZzGeoJtSbionJiQGnVZHRFAEK06uACAxTNSw60kEq4NRKpSY7KbmO3cjKuqsrYrHHN8nhnGZ3oy/QWqlXCP2gS93kv1/S3hxidciuuNkJX2f+IFXfMrzvLr0oN+Y8fog7j+vLzufukBuczhPX5rm9+PTefD8fswYmtziubcXn90+ls9uHwtAtcnmd2ztoVLUSgVjMqS/WXiIhlpL89bX0+FxIRaxhr8uDhXXcrikrtG9/dO+Im7870YarGd3X7Q3doeTTUcrGJ7WdTxUBAKBoL1piYCdAwxzb/cDPj6L6+UAWQaDIdpgMGiR3Ic3nMV4gm6Iw+nAWGmUxWpyWDImu4m+kX0ZHCtWmHsaWqVWsm71ECx2B7UWOzGtTCj00tVD0bpL6gRrlIQHex1sTDYH7606QkmtGYCFOwuwO118vsmb6OWDNZL1deXDk/n8jrEsvG8ioVo1kaFa5t41nvP6x/PiVaf//CVHhvDA+VlnlQyprVCrlPI8fAXsn77cwftrjjK+T4wcGxyqUWG2Os7qei4kAaRUtCjPoaALsHh3IRe8vobzX1tN9lNLWLrP6zb/zs+HWXe4nL9+s7cTZ9g8B4vrKKuzdGrMuUAgEHQ0LfmlTTEajR8BGI3Gl5DiYFuFwWCYZTAY7jQajTbgIeAnJOH6odFozG/teILuzcrcleTX5XNl3ysBSAiTEvncOuhW8XDYA9GoNFidPUfAVtZLYita13oRmOIuaeN0SZbAP1/Yj3dvHMHKhyejVir414pDOJwuZq8/Lp/z6jVD5e3LhiSRGadjQp9YkiK8cbNjMqL58ObRXDc6cEmarkpkqBT3WtUg/U2dThff7iwA4MIBCXK/EK2KBttZCliXW8C2LFG/oAuwM9dbdsZqd/L3Rfups9hxuVyU10nfOd/syOfez7bz6c6KzprmafFYiGPCgjp5JgKBQNBxtCQG1mUwGPoZjcaDBoOhD9CiFItGo/E4MM69/blP+yJg0RnMVdADcLlcfLT3I1J1qZyfdj4AT4x5govTL2Z6xvROnp2gM9AqtdictuY7dhPK6y3AmT2Qvj1rOG8uP0R6TBgA953nzap7/ZhefLk5l2tGeutBLn9oMr2iQzhUUsdUQxwDU5pNSfCrwlMz12OBLauT/rYhGhXX+NTFDNGoMJ2lBVa4EP+6mLPxBP/75RgAo9OjuGBAAv/84QCD/vYTV49MJb/KxB+nZfH5phMs3lMIwJ8v97r2f7XlJK8uPciaR6fyzY58VAoF147u+FqrZpt03wUqsSUQCATdlZYsFT8IfGUwGAqAr5AsqALBWePJ2unLipMr2FO2h5sH3oxKKf0gJ+mSuDTzUmF97aFoVT3Lhbi4RnLzjTkDC+zA5Ag++N0o2ZXYl2tH9cLudPHxhuMA3HFuBn3jdQSpVfxlen/GZsaga2G5nV8LIRoVGpVCFrCeMkNvzxru98AfolVhsTubjfF1uVw4XYH7OJGEhPie6vqYrA6e/X4/Thdo1Urm3T2BWyZmEKuTFo3mb8sDYHK/WN69caR83g9uIQvwxvJDlNRaWLq/mMe/3sOjC3azZG+RbInvKDzZtIMCfOYFAoGgu9KSb7ydwK1GozEZeA7Y1b5TEvQEPs/5nOGfDqfaUu3XvqlwE6HqUK7qd1UnzUzQ1dCqtNgc3dsCW2O20WC1Y3c4eXP5IaLDtBgS9c2f2AoGJkcQplXx9XYpauP2c7t/XV2FQoHN4eLfq49QY7ZRUCUtDiRH+pcVCnGL2Z25p88peP8XO7j2ixMBj8kuxELAdnnWHynDYncyOCWC+6b2BUCjUrL6kSksuGe83G9gcgRjMqLZ8/SFhKgVHC6pk4957pl/LvaW2Lh7zjbyKhsnnHM4XWw5XsGxsvoWz9HucLbIK8Bsl/oIC6xAIOhJtOSX9jPaLomTQADA2zveBqCovsivvbC+kF76XqiV3csSJDhzNMruHQN7uKSWUc8u545PtjJ/Wx678qr524wBhAdrmj+5FaiUCgYkhwMQqlURr+9ZMXPnvbKKJe4kPacK2Aa3ULjhg43sza9u0or2/e5C6m1OqhsaL6jILsQIF+KuzqZjFWjVSubfM54/TvO62YcFqRma6s3m6xGF+mANoVols9cfJ/0vi1llLJGt+kU1ZqJCvZ/V+lOyFi/aVUCfJ37gmn9v4I9f7GjxHB+et4vsp5bgdLqYtzWXzccCx+BaZBdisXAiEAh6Dh2SxEkgOJVaWy0AlZZKv/bC+kKSwsQtJvDS3V2I523Lw+pwsu5wOW+tPEzfeB2Xt1MZmvjwYAB6x4T1uFjNsjori3YVoAtS+2VoBihwuxZbHU4ue+sXOSOzLzaHU94+WFLb6LhHwAoLbNfnZHkDadGhBKkbWy3VKiWf3T6WlQ9P9mvvHxcsb9/80RbK66XvpF7RIax97Dzeu3EE4BWUHtYeKgVgqiGOnMIaLPbAVtXyOou8cOJwuljoTjb2ylIjj8zfza2ztwRcWBEWWIFA0BNpyS+ty2Aw9AMwGAx9aWESJ4GgKcpMZfJ2hcl/VbnWWkt4UHhHT0nQhdEqtd3aAnuwqJZYnRa1UkF+lQlDgr7dxGWcO8YvIza0XcbvipybFUvvmFAuGewuyxUZ3Ojve6/bjdTDsv3FrD9cRk5hjdzm6/5ZUmNpdB1RRufXw8mKBnpFhTR5fGLfWDLjdH5t94+LZflD/qL2wfP78cUd46RFEXfCMIvdK2BLaszM3ZrHuMxornHHoBuLvIsfTqeLOoudhTvzGfncclm0vr/miNzn3VXSdp3FTm5FY/dkOYlTADEuEAgE3ZWW+Gl6kjglACZgdrvOSNDtmTp3qrxdYfYXsBaHhRB10w8Wgp6HJwa20lxJSUMJhmhDZ0+pTTEW1TKxbywmq4Ol+4tJPc2D9dniyaDqWyKnu/PpbWMBeOUnIwAJ4cGN+qTHhnHTuDTmbJTq4taa7cz67yYAjr9wKYCfmPXU0/VFZCHuPDYeLef6DzZy1+RMfjM8tVH8eL3FTqhWJb83uZUNjE6PatU1IoJV9I3X8dEto7nloy2cmxXLXZMzZcunJ4mS2acc0+bj0u/bb0akMihZyvC9J7+aIamRuFwubvt4CxuPVhAeIj2KLcsp5l8rD3G0tJ7pgxL5x8zB7MqrorzOyp/n7WLB9jxsDicPXdAPtUrJnrxqnv1+v3R94UIsEAh6EM0KWKPRuMlgMNwF3AdcCCQ0c4pA0GLqbHV++ya7iSBVz4rNE5wejUpDg62BixZchMluYs/v93T2lNqMsjoLBdVmDIl6xmfGUFJr4eJBie12vQl9Yvhhj75dr9FVSYyQhGtTAvPx6dnUmOx8t6tAzlYMUnImhULB/sIa1EoFdqeL+dvySIsOZVq29+dQdiEWdWA7nC83SwsP768+ytwtubx67VC+2VHAc1cOQqtSMvBvP3HrxAyemjGA6gYbtWY7vaLPzAthqiGeDY+fR2K4vyXf447sa4FdeaCEUK2KK4eloFEpCNGo+Os3e/nrN3v9xhySGkFxjYXFu71Zju+Z0ofoMC1TDfE4nS7+u/Yob644BMB5/eOJDtPy+482+1xf3HcCgaDn0KSANRgMWuAG4F7AAoQDGUajsbEPi0DQCuJD4xmbOJalJ5ZS3FCM0+VEqVDicrkw280EqxtbSAQ9F61SS6mpFJNd+uqxO+3dIslXjdnGtf/egFqp4Jy+sQxJjeTbeye26zVHpUez5E+T2vUaXZWxGdEkRQTzwLS+AY+HBan51w3D6Ruv47VlB+X2n40ljMmI4UBhLVkJegbGKJi/t5rbPt7KrLFp/HPmYEBkIe4sTFYH37pdbwEqG2zcOnsrABqlgkuHSDkVPlx3jBlDk5i9/jggxYGfKYE8GDxJlDwxroXVJr7bWcBN43rLZa1mjkjh800n5XMemJbFvVP7olUrmbsll0cX7GaKIY4nL82mb7zXiqxUKnjogn7c+ek2AJ5bnMP+whqC1Ur6xIVxpLReWP4FAkGP4nS/tMeBIcCNRqPxXKBAiFdBW1BvqyciKAKVQsX8g/N5ftPzANicNly4hAuxwI8QdQjFDcXyfo215jS9ux5V5iqWn1jeqH21sZSjZfW8d9NIhvhkPhW0D1kJejY8Po2RvaNP2y8y1D/7862zt3LrR1vIKawhO0nPbSNjZFH0+aaTsmDx1IEVQqJj+c9aKeHWDWPSGh37ekc+t328Vd6f+e56Fu4sYHK/OCb1i23TeXgssJ6Y1C825+J0ubjtnAy5zz9nDmbRfefI+w9e0E8Wt1ePTGXj49OYfcsYP/Hq4YIBCbxyzVBAKvdktTs5JyuWJX+axK6/Xdimr0UgEAi6OqcTsG8A5wMvGAyG6SBqAwjOHqfLSb2tHp1WR4O9AYAvjV/icrlkC5twIRb4kh2d7bdfZT59rc6uxgM/P8CDqx4ktzZXbjtZ3sD97pIaUwxxnTU1QQAiQrwC9vnfDOayIUlsPl5BSa2F7EQpwdyD53tLr+zNlxZUyurccbEu8VPZkfzkLo30f5dly4m6lj44Sc40PcUQx/y7x/PclYPkc/7zu1EBMxCfDb4WWJfLxeebTpKdFN7IVXlgcjgJ4UE8PWOAX7tSqZDd3AOhUCi4emQqyx6cxFOXDWBcZjR/mNIXjUrpd88KBAJBT6BJPzx3yZyXDAbDZOB2YLTBYHgR+NRoNO5t6jyB4HQ02CTRGqb2d986WHmQqGApqYZwIRb4ckH6BawvWE9WVBaf7P+EvLo8MiMzO3taLcLmsLG9ZDsA24u3U10TTmWDlSV7pYfumyeko1EJl9OuRKhW+llMiQzhhjFpXDggge/dsYl943XgstA3Xs/mv05jzD9WsONkJSN7R/Hs9/tAA7mVjRM8CSQsdkebCscT5fXsK6jhyUuzCdWqefP64bx8tZOwIDXXjurFf385xls3DEcfrGFUejRatZKhqZGy1bMtkWNgbU6W7i+mrM7CtP7xjfoplQo2PXH+GV8nK0FPVoKeW30suwKBQNDTaPZb3Gg0rjYajb8F+gB5wKftPitBl2Ff+T4GfzyY5zY+x5aiLWc9Xr1NKkURpvUXsN8e/pZDlVKCimCVELACLym6FD648ANuH3w7SoWSVbmrOntKLWZN/hp5u7ihmMve+oXf/m8zX2/P56oRqfztFCuMoPMZ1iuSEWmRfHTLaABidEF8eec4+ifqGemTuTZeH0yv6BCeW5zDwp35HC+XEtKJciaB+WFPIYYnl7DtREXA428sP8j6I2UBjzU9prQQNH2w5NKtUSkJC5IWIB6/JJutT56PPthrnbx2VK9GGYrbCk8WYJPNwdJ9xSgU8LfLxedbIBAI2oMWZ0IxGo1VwFvuf4IewvdHvgfgK+NXLDuxjNXXrT6r8Y7XHAcgKSxJbosMimROzhzm5MwBhAVWEJio4ChSdCmy63lXZ65xLt8c+oZglZSttKyhHEgBpIfc287JEPGSXZA4fRBf/8E/mda4zBg5+VW+T/vItChyK0w88OVOlFoLYYDTKd7TUympNXPf55InwlXvbSAxPJjfju8t19/deLScN5YfYubwFCb0aVlsqtPpYv62XIb1iiQlsnHeBJVSQayu48JRgtRKYnVa5m3NxeFyMblfnGzNFwgEAkHbInzXBKfFN2GOJ8vm2bC3TPI+HxI3hNkXz+bdae9SZ/UvpRMZJBLaCAKjUWqwOWydPY1m2Vy4mWc3Psve8r2k6lMx2U18YfwchUq611MiQxiQHN7JsxScLf7vofT96AzctUdz/Qcbcbogxl2HuKjGzLc7pKWABdvyuP6DjQB+5YuaY8m+Io6U1vslSepMFAoF52bFcby8gdwKE+cFcB8WCAQCQdsglgcFp6XcVC5vmx1muSZiIKwOK0qF8rQlTupsdagVasK14YxMGAmA3WX369M7vHcbzFzQHdEoNdickoDdWrSVwXGDu2TSr1e2viJv9w7vzeGqwwCoI7YT5TiHuXeP76ypCdoQj4UvVhfEfRdn8+o+cAkLrB9mm4OjpVLoyJa/no/D5eKRebvYcrwSgIfn7QJArVSQX9kyAbs3v5pnFu0nIzaMSwYnNX9CB/HMFQOZlh3PuX3jiAgViZUEAoGgvRAWWMFpOVotlSgYEjcEk91Eubm8yb5jPhvDHUvvOO14Zru5yTI5aXqpDEJciMjKKgiMR8AerT7KLT/dwstbXu7sKQXkZK231uO4pHHckzkbgOCEHzAlP0HyabKNNoXdaW++k6BD8WR/HZAcji5Iin11nr2jSrfieLkkXt+6YThKpQKNSok+WEN+lYmH5+6SswVfP6YXVQ1W+TyH08XjX+9h63EpZvZnYwkFVSZsDid3fLIVpQLenjUclbLrLBjogzVcNiRZiFeBQCBoZ4SAFTRJva2ewvpC/jj8j9w15C4A8mrzAva1OW04XA62Fm8NeNyDyW5qMsZ13ox5LLt6mYgLFDSJRiUJWI9ngCfxV1fC5XJhtnsz0faP7o/FrMde73V1/OPKP7ZqzPd3vc+4z8fJSdAEXQO1O4O0w+nEo6McwofYj7wKyarqW07GUy5mwfY8asx2Hjy/H9GhWhpsDpzuFYBjZXV8sfkkV/97A9/vLuCWj7Zw4etryPrrjxRWm3n2ykEMTI7o+BckEAgEgk5HCFhBkxyrPgZAZmQmqbpUAPLqAgvY3BpvjctDlYfkc08lkIAdmzgWgFBNKIlhiWc9b0H3xRMDa3FYpH1V17N0eBZzPCSFJVFRb0XjSN6lef4AACAASURBVJbbVuWtori+uEXjlZvKeXvn21gcFrYXb2/z+QrOnEHuGNhbJ2agUkrCS7gQ+1Njllz+fWuV3nZOBv/93ShmjU3j+d8M5vZzMwgLUuNySQnOAA4We3Mj3Pe5VDO5zuL1QphiEDGmAoFA0FMRAlbQJEeqjgDQJ6IPyTrp4bspC+y+8n3y9m+++w2Xf3s5TldjU0QgF+L3LniPzTdubqtpC7oxGqUGu9NOlaVK3u9qmOz+cXyxIbFUNFgJU/QCvEnK1uavbXasvNo8psydIu/7fs4EnU+MLojjL1zKtOwEPOV8T3UhdjpdPPjVTl75ydjxE+wC1Jol0akP9uZGCNaoOH9AAv+cOZgbxqQRFqQm1F3+pt4q9T9YXNtorMn9pPCSeH1Ql3IdFggEAkHHIgSsoEmOVB9Bo9SQqk8lWB1MfEh8IwHrdDnZUrSF5SeWNzq/wuxf76/WWkuNtaaRBVaj1DQZFysQ+OKJga0yNy1g39v1Hj+f/LmjpybjEbCPjX6MxTMXo1KqKK+zEKWRYrx1Gh1JYUmszWtewJ6s8cbSpupSu6TLtEBCKQtYf2H13uojfLMjn7d/PtwJs+p8at0WWF8BGwhPDHG9RbLAHiquo3dMKBsfnyb3+fjWMax5ZKpc0kggEAgEPRORhVjQJLk1uaTqU+Wswkm6JBYeWcjByoNcZ7iOq/pdxZJjS3hs7WMAXJV1FQsOLZDPPzXpzJXfXkmJqYQxiWM67kUIuhWeGNhKi5TBVKnwrsFZHBb2le3j3Z3vEhUUxdS0qZ0yR4+AjQ6OJi1cEq3HyuoZ26cvuWYYGDuQyKBIvjvyHVaHFa1K2+RYVqeU1ObyPpdTZiqjsL6w/V+A4IxoKgb2s40nAIjqYYl9rHYnGpWCWrMdrVpJkFp12v6emqkv/3SA341PZ/GeQqYY4kiMCGbVn6dQXi99FtJiQk83jEAgEAh6AMICK2iSUlMp8SHeOKMTNdKDWE5FDk9veJqi+iK5pAnAo6MfZclVS3h6/NMAfnGAACWmEgD2lO1p55kLuitqpdrPAltnq+OHoz8wde5URs0ZxeNrHwdgePzwTpujR8B6vAqqG2wU11jonxDHgssX8MyEZ5iYPBGT3STXRW6KWqvkRnnXkLuIDo5u5NUg6Doo3TGwTp8Y2Mp6KwXVZvRBaiobbAHdYrsjeZUN9HvyR+Ztk5I0hTdjfQWp3A7AD3uK+LO7tE6D2xqbHhvGyN5R7TdhgUAgEPyqEAJW0CRlpjJiQ2Pl/dGJo/2OV1mqCFJLdRDvH34/oZpQUnQpskXpVAus54H+4ZEPt+e0Bd0YTxInjwU2rzaPx9Y+RpmpDICC+gKATq0NKwtYjXS/bzgqZUwe3iuKflH9CNWEkqSTaldWmitPO1aNtQaAcG04UcFRQsB2YVRu3eobA+spIXPHpEyUCnhk/u5WjVlQZWLOxhM0WM+shNKiXQUc6gTR/OrSgwA8On83u3Kr5KzDp2NiX+9vTUK41P9PF2S1zwQFAoFA8KtGCFhBQFwuF2WmMr+arM9MeMavT7WlGptDssBenH6x3O6JS/QVsC6XC4vDwh2D7+C6/te159QF3RhPDGy1pRqA/Lr8gP1cdF4xTqtDcnXUKrUUVZt5+rt9JEUEM6J3pNxHr9UDXoG65PgSVpxc0Wgsz3GdVkd0cDQmu4mc8pz2fgmCM0COgXVK33cABVVSOaULBiRwx6RM9hdU8/qyg+RVNjQ73snyBqa8vIonv93Lv1cfbfV8Fu0q4P4vdnDVe+tbfe7ZUFRt5psd+aRESgs4+wtrmJTVfG3vWF0Qz145CIDtJyu5dHASE/rENnOWQCAQCHoiQsAKAmJxWLA4LEQEeevs6bQ6Xpr0EvcNuw+QHq7lh3WfOD5PzKyvgLU5bThdTpGsSXBWeARsUX2RX/zrhOQJfv0CZcDuKDyu86W1Nia8sIKiGjMf3jzaLwbQI2A9LsLv7nyXt7a/1WisbUXbSNGloFaqGRE/ArVSzf0r76e0obQDXomgNSjcLsQnyk0M+ftSVh4o5u+LpKzRyREhnGeIJ1it4s0Vh/h0w4nTjlVjtvH9ngKs7oDa7SdOb6kPxP1f7HCPdWbW2zNlx0lprm/P8rrxT+3fspI34zNjAHC5ICM2rO0nJxAIBIJugRCwgoDU2aQafHqN3q99esZ0ruh7BSBZYD1JZnyzwQYSsB63ylMzEAsErUGj0lBlqSK3NpfpGdPl9jR9ml+/zrTAesTzpxtycbpgTHo02Unhfn10Gh0gxYN/d+Q7jlUf42j1Ueqs3tqXFoeFbcXbZO+GEQkj+OLSL6gwV/Dh3g876NUIWorHhXhfQQ21Zju3zt5KSa1Urzg8RM3YzBj2/P0i0mNCya8ynWYkeHjuLl5aIpXduXBAAicrmrfY+mIs8ncbTv/LYvYX1DTq51tXtS2wO5zc85lUq3hAsveeH94rsqlT/OgT5xWtQsAKBAKBoCmEgBUExGMZ0ml1jY6Fa6UHk+YssL4Jnsx2yZVOWGAFZ0N2dDZ6rZ6ksCRm9Z8lt6foUvz6eVw4OwPPws2GIxWcnx3vZ4ny4LEeLzm+hL/+8ldAEt17y71JnQ5UHMDusjM4brDc1j+6P2MSx7CpaFN7vgTBGaBQSPdcSY3Nr/2eKX1QKLyJnRLCg/l+dyFvrTjEztyqRuOYbQ6W7S8GIDspnH4JevKrTNhOTW98GhbtKkClVDDv7vFyduRdef7X2ni0nEF/+4kBTy3hnTYq8bPluGR9HZoaQZBaxbf3TuSjW0ajVrXsUUOhUKB19x2e1jLRKxAIBIKehxCwApmShhJqrbWMnjOabw5/A3hdHX0JUYegVqqlGFi3SA0kYH2zEJsdkoAVFljB2TCjzwzW37Cen67+iSFxQ+QFkeiQaL9+nelCvCtPSrQUExbC69cNIz488D0fGdT4AX1PqTdDtydD8aCYQX590iPSKagraKvpCtoIj1B0oWB4WqRsQYwO1Z7ST+r46rKDXPnOOrlOqoeN7qRfL189hAX3jCctOhSH00WhO562Jaw9XMbItChGp0djfG46CgUUVkvnO5wu9uZXs/6wlPiswerg9WUHG83jTPjlsOTa/uHNUsK/Yb0imWpomfuwhzm3j+XGsWnCAisQCASCJhECVgBAbm0u0+ZN494V92J2mPlo70dAYAGrUCiI0Eb4WWB9XYhVCinWz9eFWLbAqoQFVtB2RAVJpTVOdXXvTBfiOZuOAXDLhEz0wU3X/vx+5veoFd7yInqNnt1l3iy1e8r2EB8ST0JYgt95iaGJ1NvqOVlzso1nLjgbnLgXTVwKrhyWwph0aVHFYvcvJ/bkZdl++z8b/eOZVx4oIVSrYsbQZEK1anpFS3VPT1TUt2geS/cVsSu3ilHp0mdDo1ISrw+isMrE19vzuOTNtVz21i/8a+VhkiOC+eKOcdidLj5ad7y1L9mPqgYrn6w/wYUDEojRnXkW8DEZ0fxj5mA/q7VAIBAIBL4IAdsD2Vu2l5kLZ1Jv8z4QHa8+DsCOkh1+fX2TOPmiVWmZf3A+VocVtVLtl1AnUBZiT9bYMK1YVRe0HR4LrK+re4oupVNdiHtHS3O6aGDSaftFBEUwJmmMvD8iYYRsWT1WfYzFRxfL5XZ8SY9IB+D5zc+30YwFbYHX6q9gxtBk7piUAcCUUyyQA5MjOPb8JVwxLBmANQe9Ara01oKxqJb+iXqCNdJCYL8EHUoFbDnWshJKd366DYAhqV4Lf5w+iPwqEw/N3YXRp6zO5cNSGJQihYS8tuwg7/x8+Iw+O4XVJoY9s4xai52HLzS0+nyBQCAQCFqDELA9kOc3P8/hqsMcqDggtzXlkpgenh6wvbC+EJCsRFqlv4tcoCROnvqcKWH+sYoCwdngcUnXKDX0jewLSDHasjWsE7A47PKcmuN6w/WAVKIqOjiag5UHufWnW9lZshOAyzIva3TO5NTJZERksLdsLw6no9FxQefgEX63n5NJdJiWvvF6jr9wKYNSGi8CKhQK3rx+OKN6R5FfKSV0Olhcy+h/LGfTsQq/uqkxuiDGZcawaHehfI0dJytZuDNwCSkPE/rGyNtRoVrWH5Fck2N1Qex++kLWPjqVhy7ohz5YQ6hWEssv/2Rkxtu/tFrEepJG9Y3XYUhs7LUjEAgEAkFbIgRsN6bWWstT656SEzJ5KGkoAfzjUYsbiuXt5LBkXpn8Cm9MecPPshqI/Lp8v/hX8ArYWpv3ugV1BShQkBiWeGYvRiAIwCUZlwAQHxrPJ9M/YclVS1AqlJ1qgbXaJQGrVDb/9To1bSrzZszj8j6XExUsuXxuKdrC/EPzATgn5ZxG5ygUCv4w7A9UWarYWbqzDWcuOBs8Ftgrh6e2+JyEiGCKaswUVJl49vv93vZT4qZnDE3mWFk9L/x4gMp6K4/M380DX+5kX0F1ozHDg9XcPCGdcB/39aoGb3zr5iemER6soVd0KFq1dI/ueOoCjM9J2a735tfwwpID7M5rnGDqVMw2B0v3FWGySgsp/7q+ccIygUAgEAjaGiFguzEf7f2Ibw5/w1zjXL/2SrOUKdITvwqSi69OoyNME0Z0cDQXpV/EtN7Tmhx78czFgGSJbWSBdcf1Pb72cbmtpKGEqOAoNKrmrVICQUv57YDfsua6NSTrktFr9aToUlAqlB1ugXW5XLy98hD7C2qos0qfK08seHP0j+6PSqmS43kBdpdKsbCBYtABzkk+B7VSzc8nfwbgaNVR5h+cT4OtdeVWBG2H555rbtHPl6TwYI6V1TPhhZWsPVQmt/eJ88/+fvFAaeHv/TVHeeHHA5TXSeV5Vp0SP2uyOqgx24nV+X8nHyuTwkWeumwASmXj2NIgtYogtYohqZK1+P3VR3l0/u5G/Ty4XC4sdgcjn13GnZ9uY4177vpgdZPnCAQCgUDQVggB242psUp1/4JU/gk1PNmBvzn0jRz7WmWpIjYklruH3M2MPjOaHTtFl0JiWCKh6lCmpk31O6ZSeh/cPZawaks10cH+mWIFgrNFoVDIlku5DUWHW2APl9TxytKDXPKvtZTVSQnLWipgPcSGxjZq89SLbdSu1TE2cSxr8tcA8MiaR/j7hr/zxYEvWjlzQVvhuecUtDz50NjMGL/9q0ZI1tup/f3jZqPCtNw8IR2AXw6XUW+RvsNf/snIyz95Q0G2n5QWJ31rsAI8e+VAekWHyGM0xbd/mMhfL8lmaGoER8vqcTgDf44enrcLw5NLqHdbXr/YLCUUEwJWIBAIBB2B+LXpxnisMaGaUL92z4PWN4e/YW3+Wn6+9meqrdVEBkVy86CbWzS2SqliyW8kd81Ts0V6XIhBin1N0aVQaakMWDZEIDhbzDYH3+0soMFq55ysWBSK9hewVoeTF348wJbjFfSODqWs3uvNgEKyxPku5LSE3vrejdpON0ZmZKacdM3jVbGhYAO3Db6tVdcVtA0eF+LWWGDPzfIuWlw2JImXrx7C368YiC6o8U/z05dL7W//fJhe0SFM7hfHnI0neefnIzxyUX8A1h4qQ61UMDbDXxjPHJ7KzBa4NiuVCu6YlIk+WM1fvt5DfqWJtBjv74fZ5qCszsLX26X423dvHME/FueQXyXF8YYFmLdAIBAIBG2N+LXpxtTZ6gB/V2HwLzFSZamiylzFpsJNDI4d3Krxm3q49k1ec6jyECm6FKrMVWRGZrZqfIGgJSzdX8yjCyR3xzHp0QSlKdrdhXhLnol/r5bixredkMRjalQIeZUmcF+7tRbYtPA0AC7NvJTNhZspNZWetr9eo6fB3oDdaZfrMe8v34/L5RIlSDqBM3EhDtaoCFIrsdid/GPmYJRKRUDx6uG343vjdLm4/dxMLHYHczZKlk+7w4lapWTd4TJGpEWdtZDsEy9Z/o+U1ckC9s3lh/jfL0cZkyF50vzxvL5cMjiJadnxGJ5cAkglewQCgUAgaG+EgO3GeMrkNNj94+J8rVPRQdEcqjoEQL+ofm1yXd8HuPtX3s+mWZuEBVbQbpTUmOXtOH0QdQol7V0GdneRiWCNkk2Pn88PewtRKRVMH5TIwp0FGE3H+fZk6wVsRFAE82fMJy08DZfL5VfmKhCe+Njhnw6Xz6+2VJNbmyuLYUHHIbsQt3Lx4Kc/TWKVsYSIkObzAySEB/Poxf3l/ZTIEPKrTDTYHLisDvYWVPPAtKzWTTwAnhjcQ8W1THWXAXpjxUFcLlieIyUBvHNyH0CKn33qsgGsPFBy1tcVCAQCgaAliOXSbown+/Dr216X67CCvwU2MjiSCrNUX3BW9qw2ue6p5UO2Fm+lwlxBfGh8E2cIBE3z79VH+NOXO7A7AltVK+qtqJUKMuOkGsMKRftaYF0uFzsKTYxOjyYiVMMNY9K4dlQvHv3lj8zJv4vMOMli1RpLnAdDtIEQdQihmlDiQuNO29e39i3A6ITRgGSFFXQMs/fOZtzn47A5bbILcWtiYAHSY8O4eWLGGV3/3qlS6agGi4MT5fW4XJCdFN7MWc0jlQHSyaLU5nCiQPJw0KqUzBye4mcpvvWcDObcPvasrysQCAQCQUsQArYb4+uC+NKWlwJmKHXhkgVsWyVZigqOYsHlC+T9e1fcC0BCaEKbjC/oOVTWW3nhxwN8u7OAPfmNS4aAJGCjw7TogtTUW+0oUMhioj1YsD2f3GobM4Yk+7X/kv8L+XX5cpK01sbAtha9xj9D8ZC4IWiUGiFgOwiXy8Wr216l3lZPbk2uHKpxatK89iQsSLrH6q12ciukONReUaGnO6XFTB+UyJbjlVTWWymqNuN0wVUjU8h59mJeunpIm1xDIBAIBIIzQQjYbordaafcVC7vf3fkO2784cZG/cpN5bKAjQiKaLPr94vqx6fTP/VrS9W3vD6iQACw+qB3Eaao2hywT1GNmVhdEKFaFQ0WB7VmB/UWOztzqyh2uxdvPFrOol0FZzwPh9PFf9ce5faPt/Lkt3sYFB/MVSMD3892p1QHtrUuxK3l1BI7Llz0jezLgYoDTZwhaEt2le6St49VH5NdvsM0YR02hzCtZAWtM9t5zB0H3is6pE3GnpadgMPpYtXBEvYXShntM+N0qJQKEesqEAgEgk5FxMB2UyrMFX6uwgCHqw4H7Lfw8EKyorIauf6eLb3DvVlVn5nwDKMSRrXp+IKuid3h5OlF+7h5Qjp94wPXMW0pKw6UoFIqcDhd3PPZdh65yCC7TXo4WFTLmIxoas128qtMnCioBYWNKzesA+D2czL47y/HAJgxNLnRNZrD6XRx6+wtfmL6z+fGoQpQTxO85avaW8AmhiX67es0OiKDIqm3nz52VtA2rMlbI2+XmcpkARuqbhsLaEsIdVtgtxyvoM5iJy06FH1w23yPD0mJIE4fxD8W53DxoESCNUqGpoo8BgKBQCDofMQyajfl2Y3PBmz3ZCsFGBAzAIDC+kKu7HNlm88hXOuNxboo/SKRGbWHsO1EJXM2nuTp787OldXucLLaWMLM4Sly2ytLjVT4lKzZm19NQbWZQSkRhAapOVBUCy5Q4CIpIhhAFq8gidHWYiyuZfXBUqYa4tAHq5l/93gSdE2LhNKG0oDlpdqapLAkefuLS7/gqqyrUCvVOJyOdr2uQKLcXC57rdRYa6i316NRatCo2nYh8HSEu8XqjtwqQCpr01YolQom94ujrM7KnI0nGZ0ejVYtHhkEAoFA0PmIX6NuyqrcVY3aFCjkZE6PjX6MJ8Y+IR+7NPPSNp+DbwxgiLpt3NoEXZ+VRinxiy5IzX/XHuVwSe0ZjXOopI4as51z+say9tGpLLhnPC4XLNyZL/fZelxyf79sSDIRIR6HEkk4/mV6/1OHpKLB2qitORbulFyPn7liEHuevohR6Y1jxX0ze+fV5p1RAqfWolFp0Gv0zOo/i0Gxg1ApVaiVatmFWdB+zNk/h2XHl5EQmoBWqeVfO/7F/vL9Heo+DBAfLsXbrsgpRqVUyNmD24rnrhwkb0/oE3uangKBQCAQdBxCwHZTLuh9AclhySy8cqHc5sIlu70lhSURpvY+bMWExDQaoy0R1teeweGSWj50WzxXHyzlucU53DJ7yxmNtTtPsioNSY2gV3QoI3tH0zdex9pDZXKf0joLKqWCeH0Q0/p7koQpSIsJ4cIBiQztFcnfZgzg3zdJlqnimsBxtABmm4NVxhLmbsnl+90FuFwuyuosfLDmCGMyoukV3dg1dHvxduxOOya7SW7LrctFreiY6Iz1s9bz+NjH5X0hYNsfk8PEi1tepNZWS1RwFFantCiyqXBThwvYmDBJwJptTs7rH0+Itm3d1oM13vEm9RMCViAQCARdAxED202xOW3otXoyIzJZf8N6ShtKuWLhFfx47EcAEnWJhGraP1ZLq9TKD3iC7s/X2/NxuWBEWiTbT0oCNLfCxL6CagYmB04SZrE7WLizgElZcSS63X4BduVVow9Wkx7jFQX9E/XscgtbgNJaC7E6LUqlgnOzpAfsxPAQokIdhGhVLLx3IgDbT1YCUFJjYWCAMFiL3cFdn27zi3PdM6maK4al4HTBzRPSG52zr2wfv1/ye+4YfAfXGq6V26st1R0aB+mLWqGWsyAL2gdjrVHejg7yt8Z3xHeqL75x2DeM6dUu13jz+mGsO1zW5OdXIBAIuhUNFbD4YZj2VGfPpDFHV0NdMQy5tvm+3Rxhge2m2J121EppfUKv1ZMRkUFsSCwbCzcCkByW3CHWgqVXL2XxzMXtfh1B5+NyuVieU0zfeB1vzxrBqN5R8rHyuqYXMWavO86j83fz2jKjX/vuvCoGp0Sg9HlIz4zTkVdpwuauCVtSayFOL1mh1ColOc9cTHZSeKM6sAnhkjBed7iM9L8sll2PPfx71VFWHyxFo5KulZ0UztytuVS6XY6jw7SN5l1tldzxd5bulGsue2jvEjpNoVaq/eLcBW2Ly+ViaclSeT9Rl8hF6ReRGZHJG1Pe4K4hd3X4nF66egjnZycwuV/71Nm+YlgKL109tF3GFggEgg6n/AgU7AS7+7lk0wew9jVp22GHvQtg39ew6I+dN8dANFTAJ5fD13dAqbH5/t0cYYHtpjicDr+HaIVCQZo+jTJTGcGqYCKDIjvE1TAmJKbd3ZMFXYODxXUcLK7j+tG9SI4MYf49E1i6r4g7P91Grdl7rx0vq6d3TCgKhQKT1cEHa44CsL+wBpfLxbxtefRL0HOgsJbbz830u0ZyRDAul1RSp1d0KMfK6hmU4rUMhWhVKBVKv5hUgDidJHI9CZ3+s/aoXyzrygPFjEmP5v3fjqSoxsz6I+U8+/1+jpbWAYEFrOfzU2+rbyxg2zkDcVOolCrhQtyOrMlbw9aqrfK+AgUvTXoJBYpOC5O4dlQvrh3VPtZXgUAg6HZ8OhOqTkBEL3hgF/z4iNSeOAQ+u8rbr74s8PkdQeFuOLkBDJdApPv7ffVL3uPvjIGnqztnbl0EYYHtpthd9kZxeCEaKZFSYlgiCoWiQ7NlCro/BdVSHOg1Pg/TQ3tJZTeqTO44waPlTHllFc//KNUq/dlYQnm9laG9IjEW1bLhaDmPzt/Nle+sw+50MTTV320xKVK6hwurzZhtDk5WNND3lMQ1CoWiUQkprVrJDWPS5P3Keq+V0uF0YSyuZXBqBFFhWrKTwkmNkq7zr5VS6anI0MafFU9CNJPdRJ1NErp9IvoAnSdg1UrhQtxWXLPoGv656Z9+bVUWyX09OzobgHFJ4zok47RAIBAI2oAVz0jiVZcA1bkw/xbvsdUvSP+f+zCMuRNKcog6OBdqCpser6ECjEvA1foKB01it8I3d8GPj8Ibg6DsEOyZD5veg6E3tN11fuUIAdtNsTvtjeq6euLyknX+QYApuhQEgrOluFpKkJTgzowKEBEi3YNVDZJgfHfVEQA+WHOUBqudgipJ9F43qhc2h4u3V/rXKh7Sy7/uZL8EHUoFfL09j5eWGHG5ICvBX8AqUeJ0+bsQA/zfZdnytkdQgxRHa7Y5yYj1utT3jgmVj80amyZbcH3xWF1P1Jxg0ZFFABiiDQCNBHRHoVIIC2xbUNpQyoGKA3xx4Au/dovDAsA7095h601bGZ88vjOmJxAIBIJTWf0SvDMO7JbAx60NsPZVabvv+dL/+72JTsnbAgOukGJfp/0NkoeRuOM1+Ojipq+55X/wxXXw3f1nPu/CXZJbs4ftH0PJfkgeLu2/PQoOuUNXLnkZht0E4eK5XQjYbopvDKwHTykb3/qRC69YyFeXfdWhcxN0T3IrG1AoIF7vTcQUrFERqlVRXGPmkLueqj5Yui+Lqs08tzgHgPF9JDfz9UfK5XMfu7g/KZH+5ZeSIkKYPiiJL7fk8uE6yR24b3xjC2wgARuqVTPv7vGEalUcL2vg1tlbeOHHA7y0RLIGJ0d6521I0POn87N48/ph/HPm4IAWNo+AdbqcLD+xnPN6nceYxDEA2BydE4eqUWqEgG0D/rvnv/K279/TY2kP04QRpGq8qCEQCASCDsJUBfu/k7ZLjfDzP6A0Bza84+1TVyKJ1D3zoWC7tz06E8LceQN6T/S2j/i99H+QDmbNlbYrjzc9B1u99P+OT6G2qPWvwVIH70+CDy+WhPeJDXB4OcRkwdQnvf12fyWJ6yA9aILBZmp6zB6CiIHtpgQSsJ7alL4CNjPSP8ZQIDhTVuSUMDItCq3af11sZO8oPtlwgk82nADgyUuzeWzBHr7bVSD36R0dSniwmlhdEN/eN5EGi8MvI7Evd0/uw+I9XpceX8spcNoarKPTo5l713gue+sXVh4oYeWBEvmYr/BWKBT86fx+p329vnGvM/rM4JmJz7CrdJd0zHZmtW/PFuFCfPbk1+Uz1ziX2JBYykxlrM5bzbS0aQDUWetQohR1rQUCgaCz+fYPYFwMg68Fz+++Kgh+eQMmPiAJwe/ul7L2nkrqaCjJgb3zYepfYfYlkmjsKMihAAAAIABJREFUO83bRxdP6cDbidv3P7CZJeF4KtZ673Z9KegTW/ca8ja7zy2B59yCWqmBrAsh63yY+T4cWgZFu2H8fdJxTQjYmy4J2FMQFthuis1payRgPTF7SbqkQKcIBGfM4ZJaDhTVctmQxvfW4BT/OFZDYjgAu3KleMI3rx+GUqngo1vGMOf2sYQHa5oUrwCDUyOYOdzrPhOkbhxv6rHA1tvqWXFyhd+xQSkRjMv0L3+iUEglelqDr0hNDJN+tAxRkgtxZ7nlqxQqkYX4LPnx2I/YXXY+uOADQHIRBzhYeZD/7PkPTpwi5lUgEAg6myPu3/Y9c6F4H/S9AC5/CyzV8HwqfH6tJF4veMZ7zh93wl9yIXMyXPw8XDMb0ifCXWvg7rWNLmEPiQVc0NBEQqdTBWxrKdjZuM1pg0h3zo6h18PV/4P7tkAvycMLdQjYGto27vZXiLDAdlMCWWA9AjYhNKEzpiToxny/uxCFAi4Z3FjApp9iIY1xZ/Q9Xt4AwEUDJfE30qfsTnO8ft0wMmPD/ErseFAqlHIM6oubX+Sbw98w97K5ZMd4Y2AfucjAVe9tkPcX338ualXr1vN8LbBp4dKPTbA6mLfOe4usqKxWjdVWqJVq7E47LpdLiKwzJKc8hzR9GllRWei1egrrJGv/kmNLOnlmAoFAIACg9KC/FbJ4jyRKsy6Q9m0N3mMTH4DMKZIoDPF5ztDFw8CZ0nZS4FJhjiB3Ho6GcsjfJrkJj/Upl2atA6UanPaWZS3O2waxWZIr8Lo3YeO7Unu/6TD9BdAlwtInYdBVTY/hsQTbLYGtwk1xbC1owyBlRMvP6cIIC2w3JZCA9cRyRQW3XCgI2ocas41jZfXNd/yVsGRvEWPSo4kPb/xlmnmKgI2WBWw9GpWCIPWZfQ3dPy2Le6f2bdSuxFtGp8Is1Xudd3AeleZKuc/I3tG8cd0wed/QSusrQI21hsGxg5k3Yx7T06fL7VN6Tek0C6znMx8oBljQMnJrc+mllzJpp+pS2VW6i9KGUnaX7SZEHcJzA57r5BkKBAJBD+foz9L/1/sk2ht5C4RGw2+/9balTZD+TxrqL15biN0jYPd9C3N/J2UG9sVaD9FS9QGqc/2POR1SrOrK56C2WIql/e958P2DsPBeWP43CI2BW5fCrC8hKl0SpJe+Ar1GNz0pTwiLvRVxsMfWwMeXwX+mdhvLrbDAdlMCldH5xzn/4OvDX9M3svFDv6Bjuea9DRiLazn6z0v8rIgFVSYSwoNRBbAsdkXMNgcqpYJDJXXcM7lPwD6+FtgrhiUTqlURpFZisTvRB2va3lKo8Ao4z2LNvIPzOFZ9jI8u/shvLp9vPkladOgZ/b1rrbXEhsTSP7p/28y7DfAIWLvLjorOKeXza6ewvpBBsYMA+N3A3/H42sc5b955AFzb71r66U4fGy0QCASCdsbsroHadxpkTIYRv4NY97Nt5hS44SvoMxVUjWu4twZHkDsE6pfX/A+seBaCw6U424xJkpAt3u/f5z/nQaHbRbjyuDdZ1OHlYJZCqBh0NaSNbd2k3CUxyd0M/S5qvv+xNfDxDNAnw8z3pJipbkC7CFiDwaAE3gWGAhbgdqPReNjn+JvAOYDHB+8Ko9HYsyvytjGBLLDpEek8NPKhTpqRAGDe1lzK6qwYi6Vb/1h5PX3cdUw3HCnnhv9s5KZxaTx35eDOnGaLWHmgmFtnb+XhC/rhcLpIc5eeORWPyzDA87+RMvrGhGkpqDbLGYnbEl8X4pjgGLn9aPVRv34KhYKv7hx3xgK6xlJDRkTGmU+0HfAsWtmddpEl9wxwuVzUWesI10px2pdmXMrWoq0sOLQAgCFxQ0CEGAsEAkHnYrdIiZvUQfD77/yPKRRgOE3pm1ZgC0mQrKQN3goJOJ2w9hXvvlINqaMgZ5GUGTkkUrJyFvrEt+6ZJ/0Dr3gFiAm88H9aPAL282sl6+2pAtjlgl9eB8MlkrvyxzOk9hvnQeKg1l+vi9JeLsRXAsFGo3E88Bfg1VOOjwQuMhqNU9z/hHhtYwIJWEHncqK8nkfm7+bFJQdkt9lDxd44yi3HJXfXORtP8qK7tEtX5qN1xwF4ddlBAIakRgTs5ysQg90Jl6LcorZdBKxPHViVUrrebYNuo9pS3ci19mysv7W2WvSa1rsetyee1ytK6ZwZVqcVu8tOmEbyGlAoFDw94WkeH/M4AMPjh3fm9AQCgUAA4LBIGYfbGZcmFB45Ak94Kx9gqjillwIGXC7NqSZfamo4tY8PHqtwyihvDG5riM2SMhWDZF31JX87/D0SVvwdVj4rJbcCqW5sNxKv0H4C9hxgCYDRaNwIjPIccFtns4APDAbDOoPBcGs7zaFH43A6hIDtYizb703lvvaxqQDkVUoxDDtzq3ht2UG5BM17q45wz5xt3P/FDvkcs81BnaV5YVJQZeJvC/eyM7eq2b5nQ26FN0nCRQMT6O/OLnw6PO7St0zM4IphyfxpWtu7YyoUCjkG1uawEaQKIi40DofLQZWlbf4mLpeLWmstem3XErCyC7EQsGdEvbumn0fAerih/w38fO3PcrIugUAgEHQidotkfe0IFArQhnrL2JQapf8HXyv9nzISwuKkbY9wLXP3uebjxuMlu5MoDb/pzNx5U0bCU2UQPxBOrve2O51SjKs8b6U3Lvf6z1p/nS5OeymccMDXquowGAxqo9FoB8KAt4DXABXws8Fg2Go0Gnc3NZjFYiEnJ6edpnr2mM3mLjG/kw0nWVS0iDvT78TqsFJdWd0l5tVdOfV9P13mV6fLxZz1+STo1Lx+STJluUcJ0SjYdSSfvdFmrvz0GAAOh5Pnzk/kyeVF/LhXKop9++AgtCoFz6wsYkNuAwk6NS9fnExcWOOP7+FyC39eUoDF7uLjDSe4aVgUgxOCiQlVY7E70aoUpEacXUwIQEWDnRPlDdwwJJKIYBUjkjWnvddevCiJnFLv32tgKAwcGgxUkJNzmpXKM6CmugarzUpOTg5FZUWoUGEul7IVTv5qMl+N/uqs426rGqpwupyYqkxd6jNWViJlQcw5mEOMNqaZ3oJTKTZLi0zVpdXk0Ph9LaW0y3zfCzoW8b73XMR73/VILCtGj4pD7fy++L73QfqxZCjeQzH7EgDywwZin/IODXFDCSo6RiaQd2g35nIrvVfchSI4hqPWWLTTPkBtKiN1/ROYogdSMPghEi0vkK/qh+Ms5p+o70f4yeUU/fg6Vl0qTq0eP4fknO+wH1mNGjhUWIO9unvdw+0lYGsAX9OE0i1eARqAN41GYwOAwWBYiRQr26SADQoKIjs7u6nDnU5OTk6XmN9rS19jY9lG+iX1w+K0EBMd0yXm1V3xfd8brHYmvfQzd0/uw+3nZjbqu3BnPscrj/Hm9cOYMEzKUDusVw3GSgtHbF7X24cuNHDByFSeXF4kt0Um9aZ3TBj750oracV1dp5fV8WPD5zb6DorVh7CYndxx7kZ/GftMebsrGzUJ+eZiwnR+if4WWUs4bNNJ3nz+mGEapv/Wnjy2z0oFHDXhcMalckJREfehpEVkagaVGRnZ6Or0hFcHcyQvkPgiHRckaDwK6lzJqzdKdWLy+qVRXZW1/mMlenL4DgEJwSTndh15tXVya3NxWK3kORKgt2Q1TuL7N6B/35d5fte0LGI973nIt77LsiBUAgKa/f3xf+9z4aUxfCRFF+b0n+0VEMWoCYWfoLU6BDIWwAOE9y2lH4JA72DTbqJEKeDPqHRMOYiztr/rHIkHPmGlE1P+7fftgyW/AXyt6G2SrbErKHjOs5ifZZs27atRf3ay4V4Hfw/e+cdHlW5ve17ZjLpvQcSSEgZAoTeO9LBAqKi2BW7gvV49HjUY8V2VBSPfpafDcQKSBEpSu89QAikAQmkk96mfX+8UzIppFfe+7py7b3fXeadZDIzz15rPYsZABqNZjgQW2lfFLBTo9GoNBqNGpFufKiF5nFFoTfqAfjp9E8AjAsZ15bTuaL49WAq2UUVvLY2jtIK8XdIzi7mYn4p3+xKYeHyI0T4u3JN3y6Wc6b0DuB0RhE/HTiPu6MdsS9P4eHx4fi7iTeZMJMwTMsrpahcR36plmemarh+YFdOpReQW1xRbR5J2cUEujvyz+nRtWam/HLwfLWxu7/ez8aTGdz11f46n+vR83ks3XuOO0eG1ku8tjaVTZwq9BWolWobM6eb1txEenF6bafXixK9SJ92Vbs26TrNjcZbA0D8pfg2nknHYsZvM5j9+2z+SP4DqJ5CLJFIOiidpGWIpAq6crBrejZZg+k+Al7Kg4VHreIVwMUX7F0hYTMcXQ4hw6CyeAVw9BBtfpoLz+41j/tEwD1/wpinrGMdRLw2hJaKwK4AJms0ml2AArhbo9E8CSTEx8f/rtFovgP2IPwcv42Pjz/RQvO4osgvz7csVQoVA/07R7Pi9s7hc5f49yrrS3j5/nPcOSKUmYu3U2ISswA3DQ62aZkzuVcA/1l9kp0JOQwN9cbNUW3Zd+b16ZzJKGLG4u3klWj561QmAOF+LozX+LHqyAWe+fkon98x2OaaydnFhPm6oFIqSHh9BjqDgbwSLXZKBd4u9vT9zwZOZxRhNBrRG4zYqZSczy2xfMbvS8nlfG4JId41OwoDfLj5DL6uDjw5uX22E1FgrYGtMFRgr7LH29H2Q+NgxkFm9pjZ6McoM4iUZGd17b+ntsDPyQ9PB0/OXDrT1lPpkHx5/EuAaq8XiUTSAfnlHkj8G3rOgKs/BJX0Bek06MrBrnrf+VZBoRA9WyujUsPIx2DLm2LbvxUi9t1HQdR00Q824yRc/b4QzWaRPPFFGPZg9f60nYQW+W+Oj483AA9WGT5Vaf87wDst8dhXMmYBCyIaa3YklbQsZsfgL+4YzP/bnsRnW5MY2M3LRrzO7BvEPaNsW64Ee1nFzw2Dgm32qVVKPJyFoM0pKrcI5B5+rkQFuPHvmdG8vPok3+89yx0jQi3npWQXM61PEAAqpQKVUkWAu/V1EO7nSmxaPle9t5UgD0eW3TeclYeFa96vD43gls/38tFfZ3j7hn61Pt8zmYWMDPexEdztCYVCYXEb1hl02CvtcXewNZhSKZr2v6E1iF4q7a1VjUKhQOOlIT635SOwRqORhzY9RKhHKP8c+s8Wf7zWpL21R5JIJA2kNA+O/wYO7nD4exh0t2h10tkoyYWf7oCRCyBqSlvPpvXQlze5x2uzM+JRq4Cd8HzLP56LD8xbfvljXP3FTyekpVKIJW1Afnk+czVzuS36Nh7q91BbT+eKID69kD1JufxjmoZJvQK4d3QY6QVlfPSXbQTs/jE9sFNV/3d7aLwoub9uQJdq+8wtZtbFWtNdQ31EauPtI0IJ8XbixVUn2JWQzR+xF8koKONSiZYel0nrnRTtz5HzeSRnF7MrMYdtp7N4b+NphoZ5M6i7N/OGduPXQ2nkl9Tc7LJMq+d8bildPZ3q+M20HUqU5JTl8OnRT6nQiwisUqHkl2t+4ZdrfgGgVFfapMeoMIj07fYmYAEivSJJyEtAb9DXfXATKNOXsfPCTpbGLW1ySnZ7YXjQcG7W3Ix9e/tiJJFI6kdFMfw6H97qDhiF0yvAl1NAZyq7KUyHpTfCyx6gLWuzqTYLFw5BynZYdiMUXLCOn1oLOxe33bxamtZ0Ia4vDq7wj2R44gTYyzKUlkYK2A6O0WhkdeJqCisKKdOXEeAcwLNDn+Xh/g+39dQ6PRV6Izd+ugu1SsEtQ0R7jT5dhSHT5lOZuDnYoVYpeG56T/qFeNZ4jX9M1RD/2jQc7KpHBF1NZkq7k3Jwc7Dj9GvTLW12VEoFPz0wAoDHfzzCQ0sP8chSUUoedhkBO2dQsE1t7B1f7QNgRp9AAMZG+aI3GEnIKqrx/MnvbwWsQro9YnYYXnJkCUezjqJWiUixxltDgHMAACW6klrPrw/tNQILEOUVRZm+jPOFLZs2VDnjY23S2k7Ruudmzc38a/i/2noaEomksZzdDbE/Q1A/GPsMjHlSjBv1cHaHWF82F85sEOvmpRmjET6/Cja+2Hpzbgr5qdb1b661tnFZPg82/hvyzrXNvFoaXTuMwIJI3/UIrvs4SZORAraDszV1K8/veJ65a+YC4Ovk28YzunLYebaYgjIdM2KC8HIRb6RB7o442CkxGhFmS69O54Fx4bVeQ6FQ1CheAZva1h5+LhbxaibIw4mHx4eTWVgOwIGzwnE4zK92cRnk4cSUXgEM7ObJc9N7WsbnDRNmAGG+wpTo/m8P8MSPR5jw7hZA1Nb+v22JnM8Vkcur+wXV+hhtjQLr7y2vPA9HlbVOxlyz2uQIrFHcyW+PkbrWMHIqrChk1qpZlu0PDn3AgO8GWGqP2zMXii4w87eZzF0zl5hvYth0dpNlX4xfTBvOTCKRNJns02J5229w1QvCXCewrxg7vx9O/g4Xj1iP3/ImVM5WObsT0g7Czg/h3N7Wm3djyIqHQ9+CQgV3roacM3Dw/6Ci0g3az8bZitzOgF4Hl5LbXwRW0qpIAdvBuVQmRMv5wvP08+vHtLBpbTyjK4c/zxQQ4u3E+zf1t4wplQpLBHRUhC8qZdP6jZq5Z3TNNXkLJkbSM9DasaqHn0ud0dGPbhnID/cP54Fx4Xwwtz8bnhhrEcehPs5M6RVATnEFKw6nkZxdjE5v4LYv9vLGOlHru/mpcfVqtdNWKBW2b2vu9tb6V7VSjUqhokTbeSOw4Z7hqBQqvjr+FV8f/7pFHmPJkSUUa4sBbMziskuzW+TxmpNVias4V3iOkzknAfFcIjwjmNRtEv7OnbNWSCLpMJxa23jhaDTC6T/ArQs4V+qD/cA26DEBtrwBP90OLv5w+wohcDNPws4PxHFJW+G760HtDI6eIs34oqnDY945WPWorThsa/Z+JuY3/S0IGwvuXWHzK/CG6QZz2FgozRVmVhXF8ONtQsS3BBUlsOZJOP1n8zs/F1yALNONiVPr4N0IKM4CJ6/mfRxJh0IK2E7EojGLcLJrv7WJHZ2conIMBiOnMwrZdjqLo+llzB0cYhMpBSEilQoYHu5Ty5Xqz7oFY9j05FiuM/WOrYqjWsWax0Zz18hQAF67rk+dotneTmmJ+s4a0JWoAKsAVigUPDVFY3N8UnYxaXkiYhns5US4X/tqHVMVRZX+QWaxad7nbOfcbDWw7TEC66ByINQ9lJM5J3nv4HvNfv396ftZGrfUsj00aKhl3SwK2yOlulK+OfENey7soad3T4tPQEJeAgl5Cdgp2+9NGYmkU2M0gtb0nrx8Hnw1BfZ/KdJEG8L2dyF5G4xaiE2tjEIBNy+DiEngFQYPbofwq2DM0xA8RIi+nEQ4+DXYO8Pjx+HBHaB2gj9NZjx7/geHvxMRTjOXzsL654WoaovsE20puAbA0PvEtm+VzgDDHoJes+D8Xtj+X4hbDV9OglWPNK32t6IYvpgMydutY2d3wYEvYdlN8Jo/xP4ibgZ8MhLKChr/WACfT4QlQyD9OPx6L5Sa+tt3grIVSeORn9gdnMpfzoPdZN59SxGbms81H++oNn7DoJBqY3eOCGVwd2/cm8Glt1cX9zqPsVMpeXJKFFN7BzKiGURzmK8LPXxdyCosp7Bcxwsrj1v2/d9dQ5p8/ZbGnELs6+RLdml2NbHqZOfUqWtgASK8IkjMT2yRa1cVqdeGX8unRz8FYMPZDe22//TqxNW8e+BdAO7sdScP93+YQJdAXtr1EoAUsBJJW1BeCN/OgvICGPsP6/jaJ6HwooiSgjBgOvAVDLlXtCypStoh+Os1iLkJhj1Qfb+9M9z2q0g/NbfTUSiE6EvdD0uGgmsg+EQKd1d8oP8tsON9PH1WgIsps2nvZzBkvkhfPfg17Fkifm74P+hzfXP+ZupGX6UXqqvweCD6WugzBzTTIWIinF4Ph76xHnf4e3HsxBetv4/SS5CTBMGDLv+YpZdg40uQug92LYawMSIynWAtxUBfIYSmmfN7IXJy455jSS4UmsypPjX1Xb3+czixEsa3gtOvpN0iI7AdnIKKJt7ZklRDqzfw9c5kFi4/zJz/7WLWkp3c/bUwOwr1cWbuYCFaNb4OBHpU70M2rIdPrSm/LYW7o7pZxCuICO1fT48n9j9Tienqwb5kYQqhVimIrBStba8YEXfCIz0jger1rs5q5yanEH97/lsAm/ra9kRLCuuq4j/YNZiNN2xkSvcp/J74u010tj1RWFEIwC09b2HBwAUAXB95PR4OwnhNrWyfbaEkkk7NzsWQdkDUrv4233bftndgw7+FaNr/Bax/VojYquQmwecTxPrEF22jr1Wp2gt2/D+h+2hQu0BBqm1aanchmIIOviXmApB3FnZ8ABeOwI7/Wo8tyannE25GdOVQ+b3e/LnWYzz0niV+D3YO4iaAOWoZcyMExIgId9pBeNVHpG3/eDt8cRWU12zgaOGHeVYx7N0DirJEZLrwYvVjJ78ilunHGv8cVz0qanyv+RAC+oix6GvglmXgG9H460o6PPKWcwcnryyvrafQrsgtruB8bkk1198zGYVsPZ1FYlYR1/TtwsiIms2u/o7P5J6v91fLBvJ3c+D7e4cxOlKc98C4HmSmprTEU2hX9O7iTmyacJtd89iYNp5N/cgtE4J7YMBAdl/czfSw6Tb7neycmpxCbKa9Ru2uC7+O3xN/B8BgNFSrC24KpbpSHFQOzI+Zz9mCsygUCgJdApkTNYcNZzewaN8ibo2+tdker7nYn7EfDwcPnh9me9c+xDWE/PL8dvu3lEg6LVnxwiyp13Uiwnr6DwiMEem+H5gM1XYtFj9mqgqlo8thRaWIq3vN5Ta14tkN7l4Lvy8QwszZ27qv23AIHYM28wzqknTRUzZsrKil3fKG7XUamu7cHOgrbCOw3qYb56FVPqtHPgaRU0TKc9QUOLECfr4L/jQ5rm99Cy4eFetvdhW//54zqz+e0Sgir74ayI6HvZ9CyDCx78avIXQsZJ4Q/XfL8kQq966PxQ2GxlCUJaLHIx+FQXdB37miv69alspJpIDt8CQXJAPw8VUft/FM2p7SCj0DX90IQPKbM2xqIR9ZdojTGeLO4g/7zrP1mfF0N5kd6Q1GDp69xOPLD3Mh31oXsmBiJHePDKWoXEeQh6NNH9cefq6UZ9fsHtyZuHNkKMv3i3Ysl2vP057IKRV3wqO8oth/6/5q0cjmSCE2U7Xetr0wNGgojw98nA8OfUC5vrxZa+NLtCU42TnxYL8HbcZHBIm2TmO6tv2Njh9P/cii/Ys4cOsBVEph2rUzbSdzIudUOzbQJZDjOcelgJVIWpvNr4jU3unvgJOnqNHsNUtESfvfKmotLx4VjrNmqpooba9U5x8xCZSNvFnnYrqp7ehhHXNwg7vWkLrjZ8I2zQe9VkQwT62xHuMaAEUZIp23takagR3/PPS5Afyiqh/rpxE/IFKMQ8eI/rFgFa8ALn6w8iF4PNb2dwFCiBp0MPhuWP9PMfbL3WLZbaRIvQ4bK37MeIUK4dwYTq4U7Y/6ii4bqJ2keJVYkJ/YHZzEvESmhU5rt3VnrcmnW601fwWlOjycrSmBucWiZtHDSU1+qZbYtHy6+7iQX6Jl8Osb0eqtIdcP5vbnuv5dLOLE3CLnSiQ6yJ2egW6cSi+s1sanvWIWsH5OfjjaVU/xdVI7NUvmwuCAwU2+Rktifu4V+opmFbClutIar6dQKIj2jm7WaG9jeefAO+gMOval76Ora1cKtSJ9eFTXUdWODXARdWNSwEokLUT6cZGuGn0NKFWweiH0ni3GIqeCm6l2M+YG6zmzPhHLtEMiffiIqTSh6nt3RbFI9b32I/CpvWVdnRgNYmlf3aSw3MOUqjrxRZGeC8Ll+L6/hGPxu5Eigtza6CtsW8moHSGob93nKVUw70dYfitcSrHeIFh4VNSyrn1KRE6vqtQT22iEn+4EO0fh6FwV11oc3D26Wp2cG8qpteDXEwJ6N+58SadGfmJ3YEq0JaQVpTErYlbdB18BJGcXW9ZPXMxnZLi4o1pcriO3uNwSUR3w6kYyCsTd0vu/O2AjXgGu7hvUbiNrbcHvj46moExb94HthJwyk4B19qtxf0ZxBgl5CWxP3c6Y4MZFCxUoGOA/oNFzbA3MkecyXZmlztMcPW3K67s2AQuihZHB/EWwDbFX2VOuL+f+jfcDYKewQ6VQ0dOrZ7VjA50DAShvixRAiaQjoy2D/PMiDbe2npx556zmO6sXWMdPrBDLLnW8j3YdCF0/gQn/gvd7iRRSM8XZUJAG/ec1TbwC2JsyjLr0r7bLaOcIL+cLEadQiHRZv2gRXQRQ2bddBNbJuXHn2ruIVkIGPeQminZCXqEw+F44vBRifxL1wUpTptm53ZARC1e/D/49hdgtK4B1T4NbUO11xw5u4iZDY8hNtKYoSyRVaPtb5ZJGk5wv7ppFeMpCdoD8UqvImvf5Xl7+/QSxqfkcOncJgxEGdffC01mNvUpJRkEZB1Jy2WsyKAr2cuKFmdFc3TfIJlVYIkydfF3bp9tuTbiqxR10H8eaTa0S8hIAWJmwslHX1xv0GDGirskJsx1hFrDl+nL+OvcXMd/EMGzZMNYlr2vSdUt1pTjb1fylqb0IWBe1bbq7zqjjs8mfEeJe3TU80EUIWPOND4lEUg8O/B+8p4GPB1tbzVTFoIevK9VSamYKQx6VAwy+Bzy61d+516OrSE2tHIF9xyRazUKyKYxcADd+Az2vrv0Ys0jrPVuIODMqhzasgW3CZ7NCIdK1/TTiOZnHRj4mIrOn/7Qeu/czUQNsTuf1ChXR3ns3wE3fVL2yFXvXxglYvQ7y08Cze8PPlVwRyAhsB8b8RTzcs4l3HjsJ+aVahoV5U1KhJzYtn693pfDDvnPcOky8AfYL9kChUBDi7cTn25P4f9usxgKLru9rMWiSdGy+mPoFsdmxdQrMxho5mVvo2Cvbd2pM6VTCAAAgAElEQVS5JQKrL+Nw5mHL+LGsY8zsUYNBRz0p0ZbgVEsdUnsRsMYaejIODRxaw5HWSH12aXaLzkki6TQUZYk00+AhcH6PSPENGwe9rrU9LuO4iMDO+hT63SzEUWG6iNzVVKdZF46ewvipKs2RYmrnIJx7G3Wufd0C1mgUTsCVTaKaiq68aQK2NqKvFSnSy28RplgFaWJ8xKPWSHV9sXeBiiJr9LomyvJh9xJxU8M1QBx38Yiof/XT1HyO5IpHhpo6MIl5iaiVakLcqkcVrkQKSrX4ujnw+6Oj+PS2QXxxx2DKdQa+2pmMr6s9ns5CcHw/fxiaSu1gEl6fLsVrJ6Kra1emhU6rdf99MaLpe2ZJZqOuX2EQtU7tve2KuQa2XFeO1qC1pP06NPELT3tPIdYb9GSXZjOzx0xu1txsGa8tbdrXSfzvm2unJRJJHaRsF+Ji2htw93oxtuZxyKnSe/rgN6BUi7pR8/+fW2DjxCuIFjdFGcLIKfuMGFMoIbAedZ8ticqh5hTinEQh4CuK4cfb4O0w+G9v2PMpFDfD+42+iolTc6Gyg4F3iHV7F+EM7d1D1AA3FHsXwCj6/e77XNQ0m0neJsb3fymckN/TwOIB8Peb1hTzxvaPlXR6ZAS2g2I0GknISyDUI1SajwAGg5Gc4go8nNQoFAqm9Qm0icJc1dNqMBDk4USvIHdOpRfy1OQomTJ8hbFg4AK0Bi3L4pahM+hq/P85kXMCbwdvglyDqu3T6k0RWFX7jsCa03yLdcWU6kpxU7vhonYhvzy/Sde9nIBVoMBA2wrY3LJc9EY9/f36c5PmJpQK5WX74ga7BjOp2yTu6nNX601SIunI5KeKpW+UqHF8eC98fpWoh7x9hfW4pL8haiq4V38fbRTR14pWN2+YrufkBQ/usNZpthV29jWbOH03W7T90Zv2eYSImuH1z4p+stPebNrj6qq00WlOJrwAUdNEKyEQ6eCN+T2bTbESN4vXB8Adv4sbGt9cA72vt00xvpQMWxeJdbcg2768Ekkl5Df3DsrzO55ne9p2Ijxk/SvA1tNZlhRiMwqFgok9/XFSq3jxGtsUo0Gh4k0xwL26S62k8xPpFUmFoYLzhedr3H/zmpu5ZuU1Ne4zpxC39wis2bgpvzyfUl0pjnaOeDp4NtmB+XICVqVUtXkE1hxZ93f2R6lQ8tyw53hy8JO1Hq9Sqnh/wvv08+vXWlOUSDo2pZdAaWcVJ/49YcTDkPi3cKpdfquIMuYmQUjNqfuNInISzKzUNmfqG+AR3HzXbyw1RWDLCoRINc8vbBw8cVy0p+kyQJgiGZr4Xqkra5kILIgorFm8QuNvEphTjs0Rc4BvrxXiFeDEb3CmUq3tw3ut0V8XmRknqR0ZuutgGI1GXtvzGmuSRB+yYLd28ObdDvjlYCq+rg5M72N7p3fJrQMxGsHJ3vbNd97QboT7uTKgm2drTlPSTjDXjSfmJRLmEWazz1wbW16Lq2RHicCaBey5gnP8kfwHTnZO9PLpRX5F0yKwJbqS2k2cUKIz6pp0/aZSWcBKJJIWoDQXnLxtaxp7zYJt74jenSB6parsxXhzMmS+qL+Ftk8dNlNTDWyOSbBNflWk4Jp7qnp2g8gpImX2z+eh/y0QZLp5lnESzu0SrWr631p7zSjAlkXC0Mo3svmfT3NiEbCnL39cxCSY8S54h8HEl0Wt9MjHWnx6ko6LjMB2MBLzEvnp9E+WbXd79zacTftg/fF0tp7OYmyUb7VepY5qVTXxCiI6O7yHDw52bZx6JGkTzA7FBRUF1falFabZbG85v4WYb2IsqbcdpQbWLGAXH14MCGHu6eDZoinErVUDW1BRwJ6Le2rcJwWsRNLClF6qntoZ0BsC+lgdgaOmwVPx4NUCLrI+JtHWEtduDJVdiPVaKC+CDaZ6Ud8oMU+nSjfLR5raCe39H3w2VqTn6srhq2lCnK96RLS1qY3ibNhiSj+Ovrb249oD/r3EMn492DmJyL2ZUY/DnWtg6psimu5tupns4gO3/ixcpyWSWpAR2A6EzqDjlT2vAPD04KeJy43jRs2NbTyr1mXF4VTKtQZmD+yKg52KonIdjy47RLifKw+Pl+nUkvphFmDF2ur2/lXTir89+S0AsdmxjO462ppC3EHa6FTG08GTo+VHG31NrUGLzqC7rICtyQG4uXlk0yMcyTrCvlv3VZtLRkkGKoWq1jZKEomknhxZJvpwVu6xWl4El84Kl9rKKBQwf7NINT3+G2imWaOOzc1dayHtgKi/bQ84uAkzIoD1z8H+z637amrx4+Aqoq4XTe/FBRfg2I9Qnm/qKVsBxVk1P9a5vbDnE7EeNrb56otbCp8I4SxclAFuXcQSRAulCc8LF+WwxvVjl1zZSAHbgfj19K+Wdhi397odpeLKCqBr9Qae+FG84Z+4UMCrs/qwNykHncHIU1OiiPB3beMZSjoKzmqRAluiLam2L7VIGJSYI6y+jqIOxxyZrdB3jAgswMKBC/nw0IeWbQ8HD/LK8zAajbW68l4Oc3p1rSZOCgV6o75xk20AR7KOAEJQO2E7l8ySTHycfFC1tbGLRNJRSd4O31Tqhzr5FSjMEL1BE/8CXakYq4ra5CnRb27Lzs8tAHo2vhVYs+PoLgyrLhwWzroAoWNEdLQ2k6WZ/4Xt70H8OpFubXZwnvEurF4AJTW4FBuNsOxG0XYG4PbG9TJvVRQK6D5K1Lo6uEJRuhi//++WaQEkuWK4shRQB2dv+l4Aevv0vuLEK8CWeOsdye/2nCW/RMu93xwAIDpIplJL6o9aqcZeaU+xzjYCuz99P2/vfxsQjrpGoxEXUw3PxrMbASiqKAJqF3Htifkx89l9y27USjVzNXPxdPBEZ9Cx5+IeFh9ajN7QMLFpFvy19YFVKVrXxMlcj1yZzJJM/J1k+rBEUi8KM6zrCZvhZU9b8Qqw8UXYswTi1wrxet0SGCHrEy0Umb6bLL0JchJg7D/grjUw7P7azwkeDDd+Aw4eELcGMk9AUH/QzBD7K7fZuXAY/vwXvBlsFa/Q9u7L9SV0tFgWZVpTnh2l/4ikacgIbDvmQtEFDmUeYmaYuNN4MOMgM3vM5M3RTbRe76CsPnoBX1cHbhgUzKdbE1myJQGAu0eFEuJds6mMRFIbzmrnahHYe/68x7JeYaggoySDX07/AogbSKmFqRzMPIgCBT29e7bqfBuLq70rh24XvfdWJog79vdvFF+soryimBZWe8/cqpgjsLWZOCkUitYVsIbqAjarNItubt1abQ4SSYtScBG+nAwjHoXhDzbvtU//CctuEqZCfefC6oWAEXw1wlyoOFu0MnFwFb1cj/0kBFRdBkNXGmbDv2JTb/GYG+p3np29qB0+u0Nsz3gXnL1BoYJcU0RWr4Xv54iIrIM7aGaK1ONrPmje59CSBMaIZVkezP4MprwmXI4lkiYgX0HtmMWHF7M2aS06g44vY78ktyyXQQGDGpX619EpKtex/UwWQ0K9eXxSJJ9uTWTjSXHneGS4tFqXNBwXtUuNKcQArmpXirRF7L6w2zKmQMHKhJXsvbiXCJcI3OzbSf1VA/Bz8rPZziqtpc6qFupKIVYpVK3aB7YmAZtRksHggMGtNgeJpEU586e1d+iwB2oXjvmpwkzI1a/m/ZVJOyTamsSvMz3GBvHj30tEBd27CNFalXH/aPzz6MxETYO0g2I9eCj4aep/rrnW9ZbloJku1qOvEfXHSjsRqS3JETcZZv4XPEOad+6tgUul16TasWM+B0m748rLQ+1AnCs4B8Dre14npSAFgEH+g9pwRm3HmqMXuFSi5YZBwTiqVdw1MpTkbJH+6eXc/msRJe0PJzsnGxOnyum0/fxFW4Pj2ccBmBM5h2FBw1iVuIrj2cfp496ndSfbTPg62d7s2Xxuc4POr0vAtpaJk5mqArZUV0phRSEBLgGtNgeJpEWoKBF9Qg98ZR2rqS4SRG3k+73h43reuFn7JKy4X7S8CR0jBBMIIeYXVbN4ldTOmKetIs3cw7S+zP5URNejKmXCjH1aRGJ3fww/3yXSbecu7bjCz1WWdEiaHylg2xn7Lu5jXZK4K2puB1GmLwPgjdFv0MOzR5vNrS35Oz6TLh6OTO4lvpg+MSkKHxdhjuDl0r77cUraJ96O3uSW5XLT6puY/ut0vj7xtWVfmLuw8ze3rJoQMoFo72jSi9PRG/XEeMS0xZSbTNXWMgczDvL5sc9rORqe3PIkf6ZYm8xbamBrM3Gi5U2cKgvkqjWw5vfMqpFmiaTDUJILy2+Ft8Pg/V4iXTR8oti3+2N42UMcs+pRiP9DjF8Q5o6U5cH5/dZrHfoWfrxNtGk5/D2cWifqEC9WciJ39oaRC8V6+FUt//w6I0qlaJdj7wq9Zzfs3ODBMPV128h6YAwsPApmo8DgwbWbQXUEzL1gnbzbdh6SToUUsO2Mezfcy7Pbn6VYW0xGSQajuowiwDmAW6Nv5Zrwa9p6em3CwbOX+PNEBuN7+lvSpz2c1bx0bW+CvZwI8nBs4xlKOiK+Tr5klWYRlxtHalEqJ3JOWPZFeUXZ1Lg62TkR7BZs3e8a1apzbS68HL34YsoXlu2ZPWay+PBi4nLiqh2rN+jZeHYjT2992jJWnxTilo7AFmmLLOs6g85m36WySwD4OMkWOpIOyonfhCutrgwKL4q2KqNMfUN3vC+WaYfg8Hfww82w80PY8G/r+Ye/s67//hjErYaU7aK36PJb4N1IMBpg6AOgdhGRv5Ah8EKmbGfSFIY/DDPfa97o9SN7wc5RmEJ1dO7+Ax7c3tazkHQiZA1sO2XT2U0AzIqY1SCTlZbieFo+zvYqFAoFYb4urfrYcz8TdYjjomyjKtf268K1/bq06lwknQc/Jz+yS7Mt25XTiWdFzCLGN4bZv4u76U52TozpOoaxwWMZFzwOe0PHvRs+LGiYZf2ePvewNmkt5wrPEe0TbXNcZaEIkFeWx/Y08QXE3IaoKq3RRscsUkGkEJfry9mRtoOrQq6ypBTX1ANXIukQmN1np7wGG14QPUG9wmyPSd5iXd/4olj2vBpUahGVLcuHza9aj/n2Out637mQdQqu+hfMeNs6LluaNI3oq+s+pqH4hMMLGXUf1xHoPrKtZyDpZEgB246obCjzws4XUCvV9Pfv34YzElToDFz90Q7L9sEXJuHj2nofdsFeTqTklDCxp6yjkDQfvk6+lJvdI7EVRgqFgjAP65dGZ7UzQa5BLJm4BIC4uOoRy46Ij6OIVOaW5VbbV1nAavValhxZYnExvqyJUwu7EFeeq9ag5bOjn/F57Oc8OehJ/nvwvwDYKeVHm6QDotfBljfEet+5QsACeHWHm5cJF+CTK0W7G4An4+DoD8JN+NqPhJHQiZWwyOTC7RMJOWdM1wiFm76DoL6t+pQkEomkJZCf8u2IswVnbbZviLqBQJfARl3rfG4JT/50hJuHdGPOoOC6T7gMR1PzbLb/js/ihiZesyHkl2q5dVg37FQy413SfHhW6UMXlytE6ZdTvgRAVanHXkfo+doYPB08USqU5JRWN4cprCi0rD+55UlKdNYbbK7qmtPkFApFi6cQ20Rg9VqLoDWLVxB9fiWSeqEtE9HH9uDuX2p9bePqL0RnzE1iu+dMiJgMyVsh8yQ4+4gWN2OeEj8AkZNh1iew8iGxfbfJZdjBDWrp3SyRSCQdESlg2xFmp2FXtStqpZpH+j/S6GttO5PF/pRL7E+5xKtrT7JuwRi6eDbuA+xMhojE9OnqzvG0At5cF8f53BIWToxEqWzZD/3ErCIulWiJ9JeuiJLmxcvBq9rY04OfZmjQUMu2v7M/mSWZONp1rjrrpTOWUlBRgEqpwtPB00YUmqksYLekbkGpUDI1dCr3xdxX6+9DqVC2eApx1Qisu4N7tWOkgJXUi6JMURM65TVhnNNjfNvOxyxgJ/1HLBcetd1vZw+3r4ATKyCwb82iu88c2PEBjH1Gur9KJJJOixSwbUxeWR4PbHqA54Y+R0p+CgoU/H3T303+wmwWnQB5JVpGLvqLj+cN4Oq+Da8ZTc4uwsFOye+PjObfq46zdO85Ptx8hjkDg+nmU3MtXHPx3oZ4HOyUTI8JatHHkVx5VI3AAnR17Wqz/c20b1ifsr5GsduR6etnTSN0tnOmWFdc7ZjUwlSbbYPRQF/fvmi8a+9x2BomTq/secWyrjVoa+zlK1OIJfVi98diaU7VfXgP+EfXfnxzYjRWiqSaMq3MAjbwMm26ugwQP7Vh5wCP7mu+eUokEkk7ROZktjEbzm7gZM5JXtr1Esn5yXRx7dIs0Z7US6V0rRJxfXTZ4TrPu5BXyidbEqjQWevYMgrKCfRwRKlU8OhVEfQLEV/8C8q0tV0GgJyict5ef8pyrcrXrA8rD6exLjadx66KIMC9c0XAJG1PTaJU42UrzoLdgpkfM9/ift0ZcVY7U6otJb88nz0X9wBQri/ns2OfWY6ZFTGLPj59GN119GWv1RomTpVrbJccWUJeeV61Y2QEVsKptZC8XZgi7f1M1JdWJvYX4eBbmYtVIp4tRXqsqFP930h4TwN55+HziRC/Vux36lw3zCQSiaS5kbep25jk/GQAkvKTSMpP4uoezeNkl1VYRri/K2l5pZYxR7W4X7HpZAb5pdoaa2M/357E/+1MwdPJnnnDupmuVY6fybQpyMOJZ6dqmPfFXgrLdNXOr8yHm8/w7e6zBHs5s+FkOgmZRTw3PZpQX2d6d/G47Lm/H73A4z8eIdzPhfvHhjfouUsk9aGmCGyIewdtFN8EnO2cKdGVsPDvhRzMOMiMsBlM7DaRtKI0bu91O9+d/I45kXPqZSinUqgwcvkIbIm2hAc3Pcjdve9mQrcJDZ6vu707ff36siNtBwl5CRRUFFQ7RgpYCcvnieW4Z2HrW1CSAxOeF2PaMlj7FPhEQE6CGLNzFMKy381Ne9yETRDQxxpVrczmVyHjBPhGQHml1+1XU6EgDdIOiG0XmforkUgkl0MK2DbEYDTwfdz3NmPjQ8Y3y7UzCsqJDHBjUnQAm+KEDbuLvfhzz/9WfEhWFbBavYHdicLM5fwla1peZmEZUQFulm03R/HlsNAUgU29VEJCZhHjNdYP3TXHLvDtbmFK9fyKWMv4I8sO0d3Hma3P1P7F1Wg0EmsyjvrtoVHY28lEAUnz46Z2s9nurEZNdeFk50RuWS7xl+IBWJe8jgH+IkXxnj738Gj/R2ttm1MVBYo6XYiT8pM4nHmYw5mHib0z9rLH1kSprpQwjzD2XdxHhaGCzJLMasfIFGKJha1vieXuT2DgnbDnE2vq8E3fCoMjoxHWPV1zBFZXIWpP65Mar9fB93OEudJTp8RY2kHRvzWoH2x/DzDC6UrnePeA/Erp+kMfAM8r70aaRCKRNAT5Kd+GmHu9VqaXd68mX9doNJJTXI6vqwPv3tiP87klfLkjmW92p1Cmtab3FZRpcXe0RioWbz7DqXRh3JJZUG65VkZBOWMirT1Y3RzFy6awTMeZjEImv78NgLfmxDB3SDfyS7Us+ME2XXlslB/RgW58vj2JszkllGn1OKpVVCW7qJwJ725BqzcQ6e+Kh7OMpEhahqppwVeqgHVWO7P74m6bsbSiNEAYyjWkpKEuE6eU/BSOZjU+TVNn0KE1aHGzd2PZzGXcsPoGAKK9ownzCGNdsnBdlRFYSTUqCuH9Kp+voWNAabpB2nUQHFlmFawgzJC2LALPboTYeULU6sv3Sy0y9ewsvGgdW/kIZMVB3GqxfdW/4a9XYcSjMGS+cBrWV0BZASRsFO1zJBKJRHJZpIBtQ346/RMAi8YsYvO5zaQWphLs1vT2NBV6A1q90SI0Q7ydGR3hy9e7UtiTZG2XcSajkEHdvQFIyytlyd8J3DAomDOZRWQWlgHCAKqoXEewl/XLvVXAajmTaTWL+s/qk9w4KISkrCIMRnjvxn6cyy3hw81neHh8OMN7+NDNx5l/rTjOpZIKgjyqC4YzGUUUluno5u3M9D6NayEkkTSU+THzmR42va2n0SY424noqlKhZEr3KaxPWc++9H3YKexwUDWs37NSobysidM1K6+x2S7VlTboxkGprtQy52C3YNzs3YjxjeHDCR9SUFFgFbAqKWCvaLTi84uRj0HXwWDUw+GlkLgZIiZB+FXgHW4VrwBhY2D/55D4F4RPgIpi2PSS2JcdjyvA7iUw5knrOXnnwCPE6gZcmG7dV14oXI6z4mDaW+AbKVrZdB8JvWeLKK29KbPBzgFc/aD/vJb6jUgkEkmnQgrYNmL5qeXsvbiXBQMWMLPHTGaEzcCIsVnMYkrKRQTExd4a4ezTVdSc/nTgvGVszv9289Vdg7mqZwCHz13CYIS7RoaydO9ZVh25QF5JBZ9uTQSgm7c1hdDT2R57lZKLBWU4mKKoj0wIZ8nfiWQWlpOUJRxN+4V4MmdQMHeNDMXLRdzR9nYWy0vFWtwc1egNRjycrF82zcL5q7sGE+Fvm+IpkTQ3vX16Y6+yZ+HAhW09lTbDLCCHBg7lheEvsD5lPSdzTuLp4Nng96PLRWCLtVan42FBw9h7cS8HMw5yPPs498XcZ9N3tzbMAtbJzgkXtQvb5263nGfeBzKF+IqnzGTs5RUGvWeJ9bRDQsCGDIMRNbSoCzLVeP8wFxw8oDxfbN/zJ3QbTvEnV+Fy6BsY9bgQvsd+ht/mw80/gKM7rHkCBtxuvV7qATi5UqxrpolIqxkf6esgkUgkTUEWF7YCS+OWsjRuqc3Y63tfB2B25GxApDMqFc3z5yiuEOZKzg7WL3GeplTcPUmih2LPQDdc7FUs3iwMLM5kFKFQQGSAK/OGdqekQs89X+/ns21JjI7wZWiYt+VaKqWC7j7OJGcVk1ci6mDNpkz3f3eAvck5uDnY0d3UYscsXsU8xPr6E+kMe30Ts5bstJn7xXwhYKXrsKQ1WH71cr6d/m1bT6NNcbUXPZbDPcPxcPCwtBIq15c3+FqXa6NztkDUxN/d+25eHvEyAA9teoglR5YQlxtXr+tXFrCAjeitLFrtFFLAtgqGlnWcbjTF2WLpbP3cYvhDoJkp0nZrwrMbdDe5bJvFq72bRdjmhV0Dl1Lgx9tErWvyFnFM0hbY8z/IPg0b/w3OvmL8u1lw8GsY9qCteJVIJBJJk5ECthVYtG8Ri/YtsmybvxiODx6Pr5Nvsz5Whc5ASYU5Amv9EueoVmFvpyS3uAIntYo/Fo7hjpGhHE/Lp0JnILe4Ag8nNQ52KmKCPegX4smhc3k426v45p6hFuFpJsLflVPpheSVVmBvp7QI3GOp+fwRm86gUC/UquovL3O0dfHmMxRX6EnOLuZ8rtUwaseZbLr7OFuMoiQSScsyr+c8+vv155aetwBwW/RtAHWaMdWEQlG7iZPZbGlK6BSC3YIZHzzesq++YrmqgK1M5brX+kRzJU0k+wy8GQwHvmrrmVTnknD3xyvMOuYRDLcssxW1lVEo4O61MH+z2FbZw4LDoBY3UwvNr9f4teI5m0Xyvs/g1BrrdfreBOETxXrIMJj+VvM8J4lEIpFYkAK2Ffnu5HfsSNvBh4dE77nmchw2U1imJeqFP3juN+Hs6exg+yXOLB6DPB1RKBREBbiiMxhJySkmr1SLVyWRevMQ4YKo0xtRKaunEfYL8eRcbgmrDl/A00mNr6sDe5+fiL1KSWG5ji6eNde1Rfi7Vht7+fcTlvVT6YWM6OHTwGcukUgaS4BLAN/N+I7u7t0BuK3XbSy/ejlfTPmiwddSKpR1Clg/J2EI9+8R/7bsK6ooqvGcqpiFbk21uTJtuBUxGkUbGm2J6LfaHtCWWSPCZjdh77Daj6+N4MFw6y/w4A5Rl2rCaOcIg+4SG388A6fXQ9hYGP2E7fm9Z0PoKLHuE9nwx5dIJBJJnchP/FbAy8GLS+WXeHv/2y36OLFpIu3p4NlLgG0EFoSAzSosJ8hD3FHu6ilSfN9eH8+muAyig9wtx5rb5lToa/4yOik6gEV/nCK9oIx3bugLiLTfq/sF8duhNOxqEL0A9nZK4l6ZxtO/HGV/ci7XDwzm062JHEjJZUA3L3KLy/F3a5hxjEQiaV56+/Ru1HlKhRIDNb9nZJdmo0CBj5O4QeXv7M/vs37n2pXXUqStn4Ct0FcAYK+yr7ZPpZBR10ax73PIOwtnd8O0NyFkaN3nrHoEkreK9ezTQtA2g39Dk1gyBFQO0GUAxP4EUdPB8fL9xmslcnLN4zPfF2nBZrzDYcILYO8C0dcJN+HAPmDvCptfgSH3NO7xJRKJRHJZpIBtBfyc/bhUfqna+LiQcc36OMdShYAN8nDkYn5Zte8T5ghsoLuIjro7iT+/uU9s3EVrY3WzyK2NCH9Xlt03jG7ezgR7WQ2eHhwXzm+H0mxqZqviZK9iybyBAJRU6Ph6VzLrYtPp7uOCwQh+UsBKJB0ScwTWaKxuSJdZkom3o7dNpNRVLTIy6huB1epFzX1NArY5DPCuOLITRP9TM99dD/9IvHyrGIALR8Ryxrvi/JxE8I1ouXnWhV4nHIGVdpBzRoxd93HzP45SKdrcHPtRbLt3BZUdjH3G9riAXvByfvM/vkQikUgAKWBbBb1BT1fXrpbeigALBy5s1vrXdbEXWXEojRBvJ1Y9MpovdyQxIMTT5hhLCrFJnFbuARvg7sDD461fQMxR0CGhXrU+5sjw6vOPCnDj1KvTcLCrX3a6s70dZVoDX+1M5nSG6EHrLw2cJJIOidJUlWLEiAJbQZlVmoW/s7/NmNlAqmoEdlvqNpzsnBgSOMRmXGsQAlb2eW0E5UUiKujdA4Y/CNvfE9uVqSiE2F9E2xm/aAgZUvO1ijNFOq2nSDu3uP62NiW5EP+H9fEnviRqXf17gUvz+ktYmP0ZqNRw+HshXiUSiUTS6sh331ZAb9TTx7cP82Pm85/d/+Gdse8wNXRqs13/ti/2stNr6GoAACAASURBVCMhGx8Xex4aH463iz3PTO1Z7ThLBNYsYCu1r9nz3ESbCIadSsmax0YTUql9Tn1xVDculW9HQjbX9e/CuCi/ug+WSCTtDrOTut6gR1nJxC0lP4VzBecIcQuxOd5R5YiL2oWLxRdtxh/ZLNqcxN4ZazNeYRApxFLANoJf58PpP0DtAp4h1cWrb5RIB171sNh29IB/ngODAYwGq1jT64SBkWtApTFt/ecRt0a0nQkb2/Tn9OPtcHaHddvRHfpc3/TrXg6FAgbfKwRsaDM8B4lEIpE0GGni1AoYjAZUChXXR17PimtXMC1sWrOlu204kc6OBOGGuO0fE5g/pketx1aNwFbuE1vTfPp09bDp0dpSzOrfBYBXruvNhzcPaLQAlkgkbYujnXhvKdWX2ozf/efdpBSk0M29m824QqGgt09vjmcfr9f1L1cDC/Bo/0f5bPJnDZ32lUHaAQjsC9piWD5PjM14Fx47BFHT4Jbl4BpoPb4sH4qyYPN/4O0ecHKVGM9NAowi0mn+O5j+LvXix1vhm2tA1/A2TTbErRHitf9t1jH76iaBLULXgfBSHgQPap3Hk0gkEokNUsC2AnqjHpVChVKhJMKreeqEyrR6VhxO5dEfDtMryJ24V6bh4nD5gLp7lQisWbTGdG2k0UUz8f7c/iS+MYM7RoS26TwkEknTcFG7AHCpzFrzrzVoyS7NZq5mLk8MeqLaOT29e5KYl1ije3HV2ti6BOwD/R5gZJeRjZ5/p0VbCsVZEH2tdWz62zD0PvAJh3k/iuX8TaBUQ+gYcUxBKuz9VPRF/ekO+O0BWHaT2Bc6ppKAbUAE1oy5jrQxJG2Fn+8Ev54w7Q3ruL1L46/ZUGTNtUQikbQZUsC2Anqj3pJa11w8vyKWJ348SrifK0vnD8PJvu6oZVdPR+xVSoI9rWnBe5+fyI8PDG/WuTUUhUJRY6seiUTSsXC2E+8tV6+42jKWZ6pPjPSMrLH9TbhnOGX6Mi4UXQBAZ9BZ9n10+CO+PfGtZdtcA2uvrFnASmohJ1EsPbtBz6vByQsG3ln9OM8QeDwWrjK1OMpOAF0ZjH9ObB9bLmpL534vWtSoTBk6hgYIWGdTm7TjvzbsOcSvF/W5BgOseUI4AN+7wdZpuDUFrEQikUjaDFkD2woYDAZUyuZNi910UjgH/99dQ/Byqd+XudkDghkW5oOHc2XzJmmYJJFImgdzBBYgKT+JHh49yC3LBcDT0bPGc3p49LAcH+wWbBN1XXZqGQB39L4DkCZO9cZohC1vijTg6W9B/DoxHjZG1IgaDbU7DbsHif6uAOv/KZYBvWGg+Bsw879W4dqYFGJtmVjmp4rIraqGv2XpJTi/H6KmWLd/mCvWLyVDbiJMfcMqXtXOYs5SwEokEskVgYzAtgLmFOLm4uO/zlBQpmPBxEhLOnB9sLdTEuorP+AlEknL4Ky2Znf8cvoXjEYjC/9eCIC3Y82ttcI8wgBIzBNRwppajhVUiBZfdaUQS0xsfRu2viXSf8sKIG41hAwH9y5CMNbVJsfFZKRXIvwVCB4C134kfioLTvONhPqmEBuNVnGckwAf9hcR1aosvRGW3SiEq9EIpzdY9/31mlgG9rWO3b4C+t4s3IclEolE0umRArYVMBgNzZZC/OvBVN7dcJqpvQN4eHx4s1xTIpFImoPKPV53X9hNblmupX3YAP8BNZ7j4eCBn5OfRcDuTNtZ7Zg9F/YAVgGrrilqJxFcOgtbF1m3U3ZAxgkIHVX/azi4gfmm68Kj4BZY83GqBgpYfQVgtEZOC1Ih/Zh1v9EoXI5T95v2X4A/noUV94u05+u/sB7rFWpd7zYcrv8M1E71m4dEIpFIOjRSwLYCOqOu0RFYrd6A0WgEhHHTUz8fBeC6/l2lW69E0lnRlsGZTTVHp9oxld/nUvJTSMhLAODTSZ/aiNuq9PDswZm8M6QXp/PT6Z9wsnMiwtNqeLfhrIjAaQ1aFCiwU8jql1r5sK9IER7ztBChG/8t+roGxtT/GgoFPLgD7lpnKxSrUlcK8YGv4NjPkGK6KWGOvkZMsh5zfq91fddieNXHup2fCklbRLT15h+g13XWfe5d6vtsJBKJRNLJkAK2FTAYG1cDW6bVc81HO3hk2SGMRiMJmdbasBCvhvdnlUgkHYQfboalc+DkSrFdXgQJm0WEqh0T4xvDyyNe5tkhz6Iz6th7UYiTUI/Qy54X7hHOyZyTTP5lMsn5ycyOmG2pc/Vy8GJb6jZKdaVUGCpQK9XN1oas01H59RE6SrR7yUmAoP4QNb1h1wroVXfU9nICtjRPmC39Nh++niHGtKb2SmFj4dZfwNETzu0WY7lJsPFF22ssuwmy4yFqKnQfAXb2cM+f8MA2aGZfCYlEIpF0HKSAbQXMfWAbykd/neFUeiHrYtMJe24dV38kGra/MTuGmOC2bX0jkUiakfxUq/ioKIGkv8X61rdFv8z1/4Tvr4cDX4p00JpSNvd/CXvbtgeqQqFgTtQcglyCAIjNjsVeaW/Zro1wT9tyiACXAFxNPT1viLqBUl0pyfnJxOfG09Wta8tMvjOQFS+WXqEQNg6GPwQRk2Hud6BuAcO+y6UQF1yw3c48ZRWwameInCwisef2iNd+/B9i3/S3RW/aO363nhs5xbrebTgE9Wu+5yCRSCSSDocUsK2A3tC4Njprj11kbJQfk3sFWMau6unPLUNDmnN6EomkLclPg/d7w+ZXRP2fuSaw3y2QFSfE69EfxNjap+B/I2HXR9Wvs/ZJ+OMf8LIHHF0OJbltFrF1d3AH4FjWMbq5d6vz/c9s5AQi4josaBivjnqVe/rcw7CgYQA8u+1Zdl3YxbjgcS038Y5O3GpAIaKUShX0mQO3/SLa57QEZgFbUVw93b3QJGCHzBfLFfcLUyYA0+uDbsOh8CLknYX0WHDrAsMeED1pe4wTacMz3hUmUhKJRCKRmJCFRK1AY1yISyv0pOSUcP3AYBZMjGRvUg4fbDrDuzf2k+lzEklnYtdisdzxX9HnMv+c2B7xiEjDPPCV2B76gKgHLMuHxL9gzJO213HvCgXCMIkVD4jlqIUw+ZUWfwpVcbN3A6BEV2IjTmujcgR2283bLOtPDHqCuJw4AFIKUgAYGzy2GWfaiUjeBn+/BgExtZsuNTfmFOK/XxM/Cw6LeZzbY9039H7Y/4XoKZufKsbM9avdRojluT1iX1Wh3XNGyz8HiUQikXQ4pIBtBfRGfYNqYLMKy3nypyMA9PATbW+G9fDhh/t9LneaRCLpiOz91Lqef06kR055HQL6wNTXhaHOwDtAY6phXPUInFgpoquVb2ZVFEHoGOEg23UQ7PkEdi6GAXeAbwStibu9u2U91D20zuPNLXZGda1ec2lOJTZTm5vxFc+aJ8Sy93WXP645qWrMtWRY9XpYn0gYfI+4EfPznWLMI1gs/aPBzlFEX/POQsiwlp+zRCKRSDo8LSJgNRqNEvgE6AeUA/Pj4+MTKu2/D3gA0AGvxcfHr2mJebQHDEaRVtWQFOKDZ3PZfiabsVF+jAz3bfiDVpTAzg/ATyNSyCQSSfuhOAdOrYYNL0J5vhgL7Cv+Vze9BDd+Dd49xLhPONzyg+35Lv5CrH4/B277VYjYv98Qkdluw+GqF8RxoaPhq6mQcbzVBayHg7VGvy4DJzM7Zv6MY0G67eCuj3ErumjZdLd3v6yb8RWN0SCchkc90XqPWTUbyCxeQ8cI8yg/DSiVMOllYUKWd1bsd/ISS6UKPEJMKe/ZMOKx1pq5RCKRSDowLfVNYBbgGB8fP0Kj0QwH3gOuA9BoNIHAAmAw4Ajs0Gg0G+Pj48tbaC6tyvRfp3N3n7sZmO+Ba5dIfLqIetWGpBDnlQhDjDevj8Hbxb7hkziyVDSxB9BVQMyNoJJf+iSSNsdohI8HWWsBQUSgZrwjok9954L75Q2PLCRuht0fw7AHrf/vDtbIJ75RYllwAS4eE/WRE56vLjpaABe1i2W9PhFYAI8fbhWi54UsIeTj1kD+OVwAwkRq6crrVjb/ZDsLJbkQPrH13+v7zYOIiSK93S1QvIZ9I22NnRw94PYV8Ou9MOtT29egR1fIOQNqFxh4e+vOXSKRSCQdkpb6pBsNrAeIj4/fo9FoBlfaNxTYaRKs5RqNJgHoC+xvobm0KBXaCt7YchtuO/yYOfExUotSeXXPq8Qmn2O/+xQ8F3wHNFDAlooPfi9ndcMmo9fCsR9h9xLr2MoHxc81i6H7SPHFQiKRtD4GPejKhHjtNkKIVtcAcPW3HlMf8TryMWGec24PbHhB/JhRVbrh5eQFdk6QeVKI13O7ILCPbS/NuohfL9qYjFpY/3NMvDLyFQ5kHCDaO9o6mHECTq2DmBuEU65CIep8K4qFeAU4tlykP/tqAFADPVWuzB36FH7Ofg2exxVBeRGU5YGzd+s/9uz/iWXMDbbjqiqfXz7hcP+W6uePXADF2aKmW+3UEjOUSCQSSSejpQSsO5BfaVuv0Wjs4uPjdTXsKwQu2xOmvLycuLi45p9lM1CkK+aIcwWQxvbt/wRAaTSSY3TDvTCBuFNi3tlZ2fV+Donnc7BTQkrC6QYZNnkm/ErQwXcAuDjoGewLU/E5bUo/XL2Acvcwkqb/cJkrSBpCWVlZu31dSlqWhv7tveOX4XviK9IHPUNX4KL/OPIu2cGlHCCn4RMInI13fikBbAUgL3QmRV1GUew8GEOleQV2m4LX4e8s2+XrXySJCKhnSUP0j3MBOF/mQrHfANzSthJ04C2KA4eSOvINSw2kY85xnHJOcClqruXcnvSkp09PEk5bqkcI+/MuHPNOw9+vkRN1C3bluXic/RO9nTMKOyeUulL4XaSRJg38F0aVPV4Jv/LzmZ9JiHJrF/9v7fH/Pnj7M7gB2RkXyGpnc6ubLjD+C7HajufeHv/uktZB/u2vXOTfvv3SUgK2AHCrtK00idea9rkBeZe7mIODA9HR0Zc7pM0wGo1wyHZMiYLf9SO5ka3ownvAQQgKCKr3c1CcOIqncxm9evWq/0TSY+HiJrE+aiFBk/4lohv6j+BVUUfrYChtt7/HjkhcXJz8fV6hNOhvbzTCj8JpuOuelwAICosmqMmvnWEgvN7wvON7PJU1iNIeS+DNVWI9fCIOiZuJDnSy1theDp21qiNk+1Mw4V+w93UA3NK2Ee2rhADTc3h5OACBM58HuyplDxePwYoHIWwM5J0W9ZEp26031wCVrkSshI4R9cDdR9Ij+mrTc+gBZ34mQp0N0VPrnncL0y7/71eJ1ku+MRPxbW9z6yS0y7+7pFWQf/srF/m3b30OHjxYr+Naqg/sTmAGgKkGNrbSvn3AGI1G46jRaDyAaOB4C82jxakpQqowKEkyBuGqKONCajJAvV2If9p/np8OpNI/xLP+k8hNgk9Hw4XDMPxh0TbDPC+VWqRtRU4FXWn9rymRSJrOmU3wQYxY9690Q8qpAf/ftWFuQTL4XmGUUxMObvDQbrj2I1H/CiKNtz4UZdpu/y3EK9eZShRSD4hl5V6zl1JszzEY4Lf7IfOE1W055gboPlqs37laLJ19RPpz5BSY9gaYxSsIF1tnH9FuSFfF4fZKZeXDwvEXxO9EVy6cqnvNatt5SSQSiUTSCrSUgF0BlGk0ml3A+8ATGo3mSY1Gc218fHw6sBjYDvwF/Cs+Pr6shebRqiwuGwOAfbkv5R4iwnEy7jAAcReK6jxfqzewaP0pAP45XVPzQcd+hi8miboxM+km/T/jXZj4UvVzugwQTeHL8qHgYvX9Eomk+TEahRt46SWImAzzN0Pv2WKf42WrJuqHiw/8IxmmvXn54wJ6CXHj30uIxPN76752xgn4oE/N+2JuEqJy7VPCWbas8nvRMdtj0w5CVpx4b5rwAqgcIGwszPkCpr0lIq6P7IOFx+Bf6TBqQfXHUyqh9/WQdQqSt8IPt8Bfr9X9HEAI6Lzz9Tu2I3Fkqfh9AFw8KmqrIya1ikGXRCKRSCRtTYukEMfHxxuAB6sMn6q0/3Pg85Z47LZkxF3v4/f1bNIVelyCvTl41oGTCafBB1Iy8us8f3NcJrnFFXx552Ai/N1sd2YniC8pv80X21/PFBGYme9CVrwY6z8P1I41XzxsrFimbIe+NzXyGUokklopzoYti0BfDtMWiQhlynYY/YRoIwLCgbXn1RDUv3kesyGmPfbOwsjt+G9irp7dYcJztsfknQOlWjjKmnloF/xvpFgfdJdIEZ6/ET4ZCfu/BLdKxlMJm6DwImSfFmL957vByVtEBp19hBmUOcV4uOkjwq+Wm3WVmfgi7P8C/n979x0fVZX+cfyTkITQQ+8lChzpRYoNQVRUVCyouCpYQXGta1t1Lbvrqqvuz97bWrCLqIAKig0VlN7kUKQrvddAkt8fz8zOpJKQZIbJfN+vV173zp07kzM5yWSe+5zznImPwbKJ4MfCwvEwdIItxZKVadvcvrjdMr+3/GYBf3m0YpJtmx4R3XaIiIhEiNZWKQX/bvdv0tPTSa1Ykc6t2zJ++Rd8sPchPmhUnzPXjweg4668Y7qzs7OZ98dW2jSoTmJiAqOmr6JetYr0bp2r0ub6Rbb0Rrg1c+zrpPvtSnyNZpBShQIF57xtWWnPt3cnNOxYkpctIuEWfQW/BK7LTXs9dLzn8NB+cmreaq2R1OE8+PhqmBmYf+pOhg+HwqA3od5hoeHOR1wNCRXgsi+gfju4eSGkVLUgGKzCccu+MOcjaBQIxmsdYkHlr6MhY1voZ/Dnn6Fq4D0t8QCWBQNIrQ7tzoS5H0FyZcvIznjT3vvG/Q2W/QRDRtk6uAB7d8MHl1qgC7BlRfkJYLOyQvv7MmDTMkhNg2r1o9cmERGRCCqrIcRxJb1KOm1q2yTvE5r3pXXN1lza9jLSMjP5MW0HANUyduZ53JuTl3PqExM55I6x7NizjynLNnFMqzokVQjrlskvwFuBjOkxN8I5r8ANs21OK8Db58OCL+zDZ2FSqkBKNZvX9tzR8HwvzScTKU0Z2/Iea3f2wRVY5L5oNXKYrcH505MwfUTo+KRnoHpjaNrdbletFwpeg+p3gL07bG5s/Q7Q+zbYud5+Dg06hM4LrkdbUmc8A+0H2vJD3S61Y68NgMUTbH7/r5+Gzl2/IBS8gmWFy4s9YaN59myFnRugSp3otUdERCTCFMCWsv6H9OfDAR9yY7cb6LdjJ2uTLMmdvmtrjvMWrNnGfaPnUY2ddEpYxFEPTmD99j2cWnUhzAtUDV07Hz671YbG9X/EhiG2HwhpzeD0xy0Tsfgrq+7ZrwhzwqrVtw9y+wJTjme+ZZkKESm5PYF57me9AFUbQK+b4NxXo9um3OoeBm1Oh64X2+31C2y91bmjYMFnOc+t367w56rTMrR/xZfQOqxCcM/hNiqkRtPSm5eZUtku4HW5COoFqkLuXG/riKY1gx3rQufuXG/bgS/bduuq0mnDwWDnxtD+xt/sf0DlcpJdFhERKQINIS4jCQkJNN1V0Va9BdJ3b+Xr+WvZvCuDs7o04ckJi0hNrsDk9mNJnT+SG/cMZ1pCK47/+S9Wp/neLfD9IxakXvp53uFv1RvCld/bh7rqjYrWqKoNYN6o0O1Pr7eqoSfcW/IXHK+mvWHZ7fZn573vhydg4Ti4ZHTk2yWRl7EdSLA55p0G7ff0qKiQbMOFM3YC2VClrg0HHvc3u5hVMx02WeV0znym8Oeq0TS0n5xqX5VqWtGqJt3gml8gO6vgx5dEShVI7w1LJ8IRw2HZj7B9Tej+YJBXv53NwR1zE3T6U+HTLA52m5bBrPdyzhl++UTbJlfO/zEiIiLlkALYMvTwtltIrP84aZlJ1N63lZFv3E31hB1kd36d7xaso1/b+qSuthWGHk15NueDnznKqncedW3Bc7fCMyBFUbVeaP+ikTD+Hlj6Q/GeQ3L65Brb1mhiH9Znvg1bVsEF78L4u+y+vbsguVL02iiRkbHD5onGQiXYlMq2tA7A7A9su2i8Df0d/qNVUN5fgagaTWxbqWbo2IUfwMx3bNhwWf8cLnjPsq7VG0HV+rBhUei+YDa2Sj3odL4NiZ47CrpcWLZtKgt7tsGHV8CCzws+57BTI9ceERGRKFMAW4aGH9ebt1ePoO7evdTMWsrtyVY45b0pK9myay8d6yaCXwHdLoMpr9iD2g+EOR/auomdL7J5r6WlQrJtj70FWh4Pv30Nk5+3NQSTKpbe9ymvNq+woYmNuuS9L5gJCfroytD+rs0WwGbug83LoPahZdtOiayMHTaS4fcZULFqtFtTfGnNQvuNuux/6HBQShWrtnxIn9CxJt3sKxKSUyEtkAVu2h38GBtSu2M9fPeIVUeulGaF7haOg+lvHpwBbOZeq67cdUjO+dILx9tFhLW/WvDasJMtmVO7pS1jNPBFu12ndc6LkyIiIuWcAtgydE3fVvT449/MGv0qFZj9v+O3fjiTcyp8xxkzvrPgsctgMvbsIiEzg+QznoFW/eDQvmXwoSSQEQkWgGrSHX580tZ8bNy1lL9XOZOxE14fYB+Qj7oW+t5N0s41ec9rdxbM+wRmvx86tnuzDfl+b4h9yL568v6LbsW6pRNtqZhYDOiKIisTfn4ROg6Cdy6w5XJiVZPuNre0fnuo2aJ4jz1i+P7PiYQO58KX98JHV9mFhOqN4ML3Q0vrdL4AvvqHVWEPZo7LUlaWrV8bbvtay6bu3mJzeIOjMqa/AV/fZ193bYCfnrIM8k9PhR6b1hyGfZs3q93imLJ9HSIiIgchBbBlrEfDHsyqu4UXl20mmwSGJY1haWogC7AZy4Y27krKwOdCD+p0ftk0pt8/4ZDeoQxJ9ca23bG+bL5febB9Lbx+pmVCNv4G7lQL+n98klbBc/rcDhMftblpZz5nj1n2A5zykBXhenewFc7assLOX/Jt+Q5gf/sGXj/DCo/1GBrt1pSJyuumwTc3w7cPwY610PF86+PirMt6sEhIsJEfsaxGE8ser5hsty/8IOcUiwadbLtlVdkGsKvn2Lqzs96Fem2tHVXr2jI/b5xl1ZIBel4Fp/zblhoac1Po8Y91gG2/53zO9GOhy+DYGJouIiISAQpgIyChTkvu23cRQ6pNg71jQnd0+hP0/mvkGlK1nmUiglLTbLt7c+TaEGumvGLDucHWuTx/hM1zHXU1O+t0oHKTDrZmZp+wfhz4sn0ITQhkfzYsDN2XkGjr95ZXWVkwLjD3d+zNVu026QDX/jyIVdzym+3sWGvbHkMjN3RW8nfWC/B0d2jQMe8w/Uq53uv+mGXLj/W6KW+mNCgrC35+wQpyBef57t5C0s61QJv8z//wCqtdAPDHDFtz97RHbbmzxCToe5dlXCc/Z1n8X16095Vh39qxHx63YntnPQctekEF/YsWERHJTf8dI+DMzo1Iq5TMye36MXpyP07d+jYJbU6DlidEt2HBD3W7ynkAm51tFUqrNSj+Yxd8Ds2OtGxiciXLgnS+ANwpLFu6mjZt8vkgW72hfe3LgB5X2hDtZROt2vOCcbDOl/QVHZzmjoL3L855bOn3Nt+6nKm0YQ5UrG5Z9woV858XLZFVtzXcszn/TGVqrve6r/4Oi760uf9HX5f/8z3QxNa5Xf4jnPe6HXvpBFqtXwCHb8l7/rxRFrz2uQO+ud+OLRwHj7az4l5Dv7Y27twIk5624BXg1P9AanXofat9iYiISKEUwEZA7aoVGXi4DVs7rXdPoGd0GxSUWsO25T0DO+11+PQ6q65a1AI14cHY0TdAg/Y5769UE1hd+HMkpUD/h2w/c68V0dq+zj64TnrWCrEc2rfgDFCs+eCyvMc+vd4qMhf1555b5l6bT9u4a+j3NbdNy2Dqf2HjYps/Xqe1DddOax7KimbuA7JDhcxKqPK6Gbbu6cCXSuX5pJQUNMw2dwZ2eyBzPv4umD8aLh9ntzcusd/j/g9b8Aq2Lvee7Tafe/2CwOPX2dBggJnvwupZsGGx3T7mRsjMsGXQgrpdZsErwBFXWWAbHJmR3rtkr1lERCTOKICNZxWSLTMQXDOxvFoY+HD67FHw1xU2lC+lgHUTN/4G6xbkzCS6/iVvQzBw6nCOVUP9PDDk+Ph7oNdfSv78B4PKtW1IbUIiXPypBZ4/PA5TXwsF8sWxazO80MfWJQ3OGcxtzzZ4vGPo9ryPc95/byBT9ko/WDsf7sw1v/BA7NtD8q51Vg1WYkMwA7tzoxXOW/sr1O8Aa2aH5s0CLP4Kfp8GL+UaNTDhn3DcHaHba+dC1T6wZh58NCx0vG4bu3B1/F32tX6hLVfWNez9JK0ZXDvFKghn7AwVmhIREZEiKSepHzlg9drCyl9Ct7OyYNzfLIgrD/btsaxK0INN4Zme9jrz89YgeHuQ7Scm2ZDEZqWYMW/cFW5ZZEEewA+PWeGXHRtK73tEypLv4fFOsGqqZZ9Sq9vxQSOsOmqfv8LenfDz87BtP9nq/Mz50ILXGs1g8df5nzPq6rzHajQN7f8+w7arplpG7aUTYOWU4rcl3NZAEByJarZSOiokQd3D7KLKHzMha69VEw/a+ofNSV0+Oefj/vIrdL7Q5qc+dEjo+IbFdkFk7C12250Kg0flzcjXaQV/eiv/NbsbdoLmR5bO6xMREYkjCmDjXat+sGoKbF5ut9f9alV2R4Utj7F6jg2Zi0UT7rNsyfF325BdsNe6Znbec7MyQ0MEW/SyD69lUfkzKQWunQqXfWFDE587Gp7oYtV7S0t2NjzcEn58av/nHqifnrL1T1/sC092hQ2LrIDOYWEZ6/qBodf7m/e7aSks+S7nsfULbIRAqxNs/d3cdm8NzVG+czXcMNsyrm0GhM4ZfQOsDuvrlb9Ydm3l1OK80pzWzrNtWvMDfw6JvHZn2Vz04JrNrU6ESz+3/elvwD9qwez34JDjLGM7aIQtxxPM/GftCz3XmL/YhbBlE+HYW62426HH5Z1qQV7nsgAAFpNJREFUICIiIqVOAWy863iebWe+a9vNgaVeKoRVjn3uaHikpVXtPFDRyjDOHwOtT7Zqo9dOgetn2vHfp+c9d9cm257yMFwyugzW4Q1T6xBodoQtwQOwZ4stPbNlVek8/6altpbkuDtL5/nys35hzmwn2DJN4c4KLA+1v3nWTx8Br52eMzO+fqFVk61c2/omd9Z82ms21/D4u63AVlozO94lsExV65Otn58LWyuzYiBLvG7+/l9fQeZ8yL6UGtZ/Ejs6Dgrtn/msLXnUsBNUawhf/yt032n/B7cthTan2e2K1eDsQGa1/Tks7ftcqCoxQN87tcSNiIhIBCmAjXc1m1u2ccYIy9ptDBQiCa5nmZ0dOvf9SwPFcIooc68tV7FwPDx8iFX9jKQ922xOa3iF2BrNLKs3+QVrW7gdgSxzlTqRa2PvW+DWJXDaY3Z79A0FD2/ObedGKwaVsSPvfcGfde4As7Rk7LDhvZ0vgCu+sjl+ty6BE/+Z87xKtUJtLUxwfczNy2DW+zZkeMMim2daqSZkZ1mQH7RtjQ11B2iaa4h3/XZw9yYrnJNb48OBhNCavMW1ZzvMH8u2pseXWkEoiZBa6XDZuMCw4MByYimV4bLPbXgxwEkP2MWl3AFph3PgmilwzsvsqtsZbpwLPYfDBe9H9jWIiIiIijgJ9mFu1HAYfWPog1uwsEgwOEqoYHMIF3weykwUJjsb3rkQFoZlbWe+G9mlgxZ9CWRD86NDxxIT4eQHLTM5/m4YMip03/8C2LqRayPYxYJ2Z1nwunAcLPvBAq2CCk0FffV3q7479yM442mbbxcUHI5cuZbN02vQAboOKXlbs7Phmwes8E12FjTpbpV+C1oDNZip2lVIABsegK+aCiOvCNxIsLWSw4Pg4POtDwxJbn9O/kVwEhOheuPQ7TOftXYfd4cV8ClKALtpmf0OrfOhtT0Dw5y3NO9HzUIeKgep/Oaz12wBw3+yebFJFfN/XEJCzr+vlCpwyoNl0kQREREpnAJYsSAEYOqroWPB9RKDQz/7PwwTH7WCPPsLYLMy4dX+sGJSzuPrI1AYaulEWPGzVfad/qZlIJvlKpTSdTAsnwQz3oTvHoYO59qH2ODSGpEOYMGW+Rg0At69EF4L/Hyvm2HzLBMTLSv7/SPQ6fzQUNlggaI18+CLO+DC9y3oytoXmtP8x0z7Apj1Hgx4wjJMB+rHJ+Hbf0NSKhx6PDQ/qvDzUypbxruwodFr5oX2Z4wIuyPbikHt3Wk3g0O8wTLrYMOHC1IrHWqm21DizheEsm41msCWlfk/Jpj93r3Z5vbmN/cW2FWnY77HJUYlJkJiAcGriIiIHFQ0hFhCS0wAtDndAqTVs2D9Ilt6BmweYpeLLAMVHkiEy862bNqWlRa8Vq5jw0ubdLcM4x8zbEmJ374tm9exeTn891TLTGZlWqXQpj2sAmluDTvZdsJ98ERXm6O7IxCsRCOABbswcE7YRYQnOtv84+xsK7T19b9gxHnw3SOWYV0z19acbHtGYF3JxbakzJNdrfJy7vUlV06xx5bE+LtsO3QCDB5pmaj9aXYELP3eAujMfTa0O9yCzyzDX7sVLJ4QOn7sLRbABjOwv0+Hp3vCsp8sgE1MLrwScEoVuH5G3kxZjSahud5B88fAnJFwfyP4R014KD1v8DrsW1u398Z5oSrSIiIiIhJR+hQmlv0LGvQmnP6EBamf3Qq7A/MOq9YLzSUtaImdtwbBI86CSLACPk26wRVfQvqxduyHxyyTWBx7tlvGdPSNocxwbtnZ8MHlodsfXmFzNKs2yP98d3LYYzPh149t/mVChZwFWiKt/dkW9AetnWfB2tTX7Pa6X21NytfPsHa3GRDKLH73cOhx2ZnQYxhc/iWc9qhV53WnWCGuos6xzS18PnQdV/THNe5m2feRQ+GTa+GBJhbMBp9z9vtwSB+49DOo09qCwxvmQN+/2dDN4Hzsyc9Z8aX3htjPpGaLA1tDs2YLu9ixNzDvdvdWeOcC+ODS0Fzc3G5dAo06w+CPoEbj/M8RERERkTKnIcSStxhNem+odSgsDgRS57xqw3A3L7Pb637NO5csc29ovmtGIMMWXsW3RS/bVqxe8PDN/GRlwtvnWwYPbG5ol4vynrfoK1j5c+j23JG2LaggU1ozW+N19Sx4/lgLjoMSo3xdp0k36HCeLeHxw2MW4M140woatTzBArmmPW1YdzCT3O0ymPKK7TfuBhd/GppD2zQwRPzQ4+znMuudUNBbHMHh5Cfdn39WuyD1Dgvtz3zLtmNvgfYDLau6eTn0uQOq1rWlhdYvhLSw4lPBCwobFtl2x1qbx1ozvfivASC9l/1c535kP4fg0HGAThfY70Tfu2xJlCp1LVsbDKJFREREJKqUgZW8EhPh8EtCt9ufbZmwGs0guXL+a3qunpX3WHj2s06rUGXYzSss4C2KUcNDwSvYOp752bDQtp3+ZNv67W15jOD83vwkJOSs0tt9KAx8uWjtKmsDX4Sjr7f9bx6w7RlP25qU926By8eFgleAUx6Ceu1s//BL8i8A1WWwDcdd9FXe+1ZOtYrGhQn2e3EDx3ptc95OTbNgeOvvNgwaoEWg0FblWnkvjoQPcT/iz7bdsAiq1i9eO4LS+9jvxee3w7bVsH2NHU9KhZP+BcN/sAx9jSZW1KdOywP7PiIiIiJS6pSBFdPhXKgbNiy01Ymh+Y5BiYk2xDO/NTRXhAWWtVvCwJegWq4AIzHR5qT+8JgFpXt3w77dFiAXZFZgfdq/zLcCR3NGgutvGd3wIG3TMkiuYtVm3Sl2TlGWOalcC4Z9A3XbQHLq/s+PpEo1bT3ezAybQ1zYuqMVkuGiD2wuZ6fz8z8nIQEOOxXmfGhzflOr2+MWjod3B9vw2a5D8s5rzc62+bPLA0W5CrsokJ/cRaPOfMaG7K5fAJ9eZ8cKGuoN9ntzwr0WyNZrC5OetuMHutxRhST7PXmqG0x7AxaNt+NDJyjTKiIiInKQUwArZuBLOW/XaW0ZriOuznm87mH/W0okBz/GApWjr7eiQgXNIw3OhV08wSraQsEBbOZeK9Rz1DVQvaFlS1dNhbfOs/Zd9QMkpcDyyVbUqH5bC9LanlHklw3kXCf2YJKQYEOFl/+Utx/yU70R9Bha+Dk9r4Tpb9i6vE16wLmvWvAanEu6ZRXUbZ3zMUu/h9dOt/2a6TbUtzhyX0gIZnCnvRY6lpRS+HMcExjivS/Dssi7NpZsrnKdVtCoK8z/FFbPtmO1WxX+GBERERGJOg0hlvwlVoCbF8AxN+Q8Xq8NbPsdloQN6536mgW1HQfZ8NXCAouK1SyACQavYEV08rNpqa3NWCcQUAWLTVWubdm70TfAzHfglX42L7ftmcV9lQe/IR/D7assc10aGnSABoElYFb+DDPetszrcXfYsfzWR/WfhfbrtM57f3EFiyAtn1T4eflJSoET7rH91Bola0fTHrbEUHYWXDJm/0G0iIiIiESdAlgpnsMvtgq071xo1YHXzg8NA+1wbtGeo/sVNty3SSAo+29/8J/b/q7N8PJJttROcN3YYMXbXjdbEafLx1uRoxkj4KMrbTjxTd4yteVNYoXSH9o85GObT1uxOnx9nx077FQgwTLcQWvmwifXwaRnbO4zWAXfAzHsm9B+ag1IqRaYe5oAd64u3nN1vRguHn1ghajChf++NtvPerYiIiIiclDQEGIpnko1bX3OkVdYEZ5gwNP2TKh9aNGe46hrbEhsdia83A9+nwZvD4KbFlgxqBWT4P2LQ+uxBovopDW1eYoAJz8AswNLsfS8CqoVModScqpcyyo5790FY2+2itM1W0DjrjDvY9i5ETqeBy8eZ+fXcRaA/vIiHH7pgX3P4DDtVifZtnojWO+tLcmVivdcCQlWSbikmnSDiz604k3RrjwtIiIiIkWiAFaKLziUd/cWW2s1IRHOfrF4z5GYCCTCsK/hs9tsaZj/tIbWpwAJkLHD1qKF/IeKVqkD1RvD1lVFD5wlp+5XWOGuYJGlJt2tH9bMgclhFYnTAwWzglWRD9Q9YWv4tjrRAtjcFYojreUJ0f3+IiIiIlIsCmCl+IIB5e7NsHSiZfBKMn/w5ActcAJY8Bkcdhr0vg2e72XL7hTk0s9g+puhIcZSPAkJoaJaYMsIpVSFxCT49sHQ8frtS+/7BZ30L8ucFzf7KiIiIiJxTQGsFF9wXc6F461C7skPFn7+/iQE5kG+NwQWjrNKxw072nqnhanZHPreWbLvLSF1WsLxd0FWlmXX25xmFXq7DC6b75fWdP/niIiIiIiEUQArxRfMwP78vM2J7Tqk5M+ZXAlO/Acs/hraDij588mBS0yEUwIXJVocE922iIiIiIiEUQArxVe5Vmi/xzBIqVI6z1uvDdy9vnSeS0REREREyh2V3pTiq5Ac2u95VfTaISIiIiIicUUZWDkwl39p8yTDs7EiIiIiIiJlSAGsHJim3aPdAhERERERiTMaQiwiIiIiIiIxQQGsiIiIiIiIxAQFsCIiIiIiIhITFMCKiIiIiIhITFAAKyIiIiIiIjFBAayIiIiIiIjEBAWwIiIiIiIiEhMUwIqIiIiIiEhMUAArIiIiIiIiMUEBrIiIiIiIiMQEBbAiIiIiIiISExTAioiIiIiISExQACsiIiIiIiIxQQGsiIiIiIiIxAQFsCIiIiIiIhITFMCKiIiIiIhITFAAKyIiIiIiIjFBAayIiIiIiIjEhITs7Oxot2G/pk6dug5YFu12iIiIiIiISJlofvjhh9fd30kxEcCKiIiIiIiIaAixiIiIiIiIxAQFsCIiIiIiIhITFMCKiIiIiIhITFAAKyIiIiIiIjFBAayIiIiIiIjEBAWwIiIiIiIiEhMUwIqIiIgEOOf02SjOOOcqOedSo90OiSz9rccudVwROOcud84Nds7Vj3ZbpOw55xIC297Ouf7hxyQ+OOeuc87d5ZzrG+22SGQ55650zl3hnGsW7bZI5DjnBjjnHo52OyTynHPXAi8DraPdFokc59xtwIPOuZ7RbosUnwLYQjjn0pxzY4EjAAfc45w7MnCffnbllPc+O7B7NXCKcy4t7JiUY865ms65z4B2wELgDufc0VFulkRA4P3+c6AncAhwnXOuUZSbJZHTDRjunGvtvc9yziVFu0FStpxzjZxzvwH1gOHe+1lh9+midTnlnKvinHsNqAN8BKSF3ad+jxEKwgqXCizy3g8F7gF+AW4H8N5nRbNhUracc+dhV2OzgXOj3ByJnIbY3/yV3vt3gCnA7ii3SSKjNrDMe38Z8AzQANgY3SZJWQu7GL0FeAt4FsB7vy9qjZJIWQ98D0wCbnfOPe6c+zPkuJAt5U8S9t7+GnABcJxz7iJQv8cSBbABYcNGrwz+IgMtgFbOuUre+0zgfWC7c+5P4Y+R2JWr3y8Mu2sacAMwHmjrnHPh50vsK+Bvvhb2YSboeGBP+PkS+wro+5rAx4H964H+2KibKwLn6v9ljCvo/d45lwYc6b0fBjR0zr3vnOsTpWZKGSjgb74asARLTCwGRgADnHO3BM7V33yMK+Sz/aHY//ep2Pv+Bc65GwPnqt9jgDopIOyqywnYlbhE7/0kLAM3PHDfTmAc0Nw5l6ArNbEvV7/fEfbGtcp7/y0wG7tSd2qu8yXGFfA3P9F7PwLAOXcssN17Pydwnt4vy4kC+n6K935s4PgYoA3wDXCxc66iRt3Evvze7wP9WgeY7pwbAOwFegPfgS5clRcF/M1vAGYBL3nvX/Te/4yNtjvSOZesv/nYV0C/z8Q+z58PjPXe/wTcD/RSv8eOuP9A5pxrELZ/LDakZCXwVODwXcAQ51z7wC91U2CDApnYVkC/rwAeCxzOAPDeL8WGkbZ2zh0f4WZKGSjkb/6xwLEKgbtbAk865zo6594D+kW6rVK6itD3wf+Jk733a4BKwJfe+z2RbquUnkL6/fHA4RrAjcAZ2AfducC9oIuWsa6Qvn8icPgLYIRzrlrg9mHARO/93og2VEpVET7b/wubJtgucLs1ME39HjsSsrPj873ZOdcE+wdVD/gU+AwLWmoDy4BFwLHe+0XOuVuBxtiQgxTgLu/95Gi0W0qmiP1+tPd+iXMuyXu/L/BG2B/40Xs/Pzotl5IqZt8nYMOKXOD4U977z6LRbim5Yvb9AKAv0Az7gPOI935CNNotJVPEfu/lvV/snOvivZ8eeFxrIN17/0VUGi4lVsy/+fOxixdVgQrA/d77idFot5RMMT/bX4cFsM2BisDfvfffRKHZcgDiucreJcDv2FWYwcBtwO3e+7UAzrmXgUeB04H/Aypj/+jGRKW1UlouoWj9fiaQCeC9Xw28Eo3GSqm6hP33/WPYB5lUbFjh/3nvn49Ka6U0XcL++/5xYADwOTAD6OG9/yAqrZXScgmF9/sr2P/3M8KC1yTv/QJgQVRaLKXlEor+Nz8S+BqbBz0qKq2V0nIJRf9s/zQWuB7pvf8qKq2VAxZXGVjn3KVAH2yyfjrwT+/9b865lsAwbN7j42HnbwSGeO9HR6O9UjoOsN8H62JF7DvAvr/Ue/9xYN6jho7GKL3fxye938cv/c3HJ/V7fIqbObDOuQeBU7Arbp2Ai4ErA3evBL7EijPVCnvY+cBvkWynlK4S9PuSSLZTSl8J+n4RgILX2KX3+/ik9/v4pb/5+KR+j19xE8BiRRpe8N5PwyZxP42Vze7svd8NrMWGDW4PVh303o/z3s+LWoulNKjf49eB9v3cqLVYSov+7uOT+j1+qe/jk/o9TsXFHNhAZcmRQLDw0iDgE2yJlMedc0OxyoO1gQre+4yoNFRKlfo9fqnv45f6Pj6p3+OX+j4+qd/jW1zNgQVwzlXHhhQM8N6vds7dCdQC6gM3Bwr2SDmjfo9f6vv4pb6PT+r3+KW+j0/q9/gTFxnYXBpjv+Q1nHNPAHOAv2rtp3JP/R6/1PfxS30fn9Tv8Ut9H5/U73EmHgPYY4G/Al2BN7z3I6LcHokM9Xv8Ut/HL/V9fFK/xy/1fXxSv8eZeAxgM4C/YYvTazx8/FC/xy/1ffxS38cn9Xv8Ut/HJ/V7nInHAPa/3vv4mvgroH6PZ+r7+KW+j0/q9/ilvo9P6vc4E3dFnERERERERCQ2xdM6sCIiIiIiIhLDFMCKiIiIiIhITFAAKyIiIiIiIjFBAayIiIiIiIjEhHisQiwiIhI1zrk+wHvAPCABSAYe896/V8D5zYBO3vtPI9ZIERGRg5QysCIiIpE3wXvfx3vfG+gH3Oac61zAuX2BoyPXNBERkYOXltERERGJoEAG9irv/flhx4YB6UBdoCnQEPgEuAeYC1QGrgGWAE9gmdsNwGXe+y2RbL+IiEg0KQMrIiISfWuALsAk7/1JQA8syM0EHgTe8t5/ArwI/Nl73wcYC9wapfaKiIhEhebAioiIRF9z4Eegu3PuOGArUDGf89oAzzjnwObOLoxYC0VERA4CysCKiIhEkXOuOjAU2AJs9t5fCPwHqOycSwCyCP2/9sCQQAb2VmB05FssIiISPZoDKyIiEkG5qhBnYqOhHseC07ewQHYPNhf2eKAe8A42H3YhFtwmAdnA5d77BZF9BSIiItGjAFZERERERERigoYQi4iIiIiISExQACsiIiIiIiIxQQGsiIiIiIiIxAQFsCIiIiIiIhITFMCKiIiIiIhITFAAKyIiIiIiIjFBAayIiIiIiIjEhP8H7wtSj9XJrI0AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_accumulated_log_return(tickers_data)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"log_returns = np.log(tickers_data) - np.log(tickers_data.iloc[0, :])\n",
"portfolio_weights = pd.Series(1 / 3, index=tickers_data.columns)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Portfolio cumulative log returns')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"portfolio_log_returns = portfolio_weights.dot(log_returns.transpose())\n",
"ax = portfolio_log_returns.plot(figsize=(16,10))\n",
"ax.set_ylabel('Portfolio cumulative log returns')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total portfolio return is: 418.06%\n",
"Average yearly return is: 29.27%\n"
]
}
],
"source": [
"# Calculating the time-related parameters of the simulation\n",
"total_days_in_simulation = (tickers_data.index[-1] - tickers_data.index[0]).days\n",
"number_of_years = total_days_in_simulation / 365.25\n",
"\n",
"# The last data point will give us the total portfolio return\n",
"total_portfolio_return = np.exp(portfolio_log_returns[-1])\n",
"# Average portfolio return assuming compunding of returns\n",
"average_yearly_return = (1 + total_portfolio_return)**(1 / number_of_years) - 1\n",
"\n",
"print('Total portfolio return is: ' +\n",
" '{:5.2f}'.format(100 * total_portfolio_return) + '%')\n",
"print('Average yearly return is: ' +\n",
" '{:5.2f}'.format(100 * average_yearly_return) + '%')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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