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Created March 29, 2017 15:39
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"df = pd.read_csv(\"train.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jose/anaconda2/lib/python2.7/site-packages/numpy/lib/function_base.py:4116: RuntimeWarning: Invalid value encountered in percentile\n",
" interpolation=interpolation)\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>MSSubClass</th>\n",
" <th>LotFrontage</th>\n",
" <th>LotArea</th>\n",
" <th>OverallQual</th>\n",
" <th>OverallCond</th>\n",
" <th>YearBuilt</th>\n",
" <th>YearRemodAdd</th>\n",
" <th>MasVnrArea</th>\n",
" <th>BsmtFinSF1</th>\n",
" <th>BsmtFinSF2</th>\n",
" <th>...</th>\n",
" <th>WoodDeckSF</th>\n",
" <th>OpenPorchSF</th>\n",
" <th>EnclosedPorch</th>\n",
" <th>3SsnPorch</th>\n",
" <th>ScreenPorch</th>\n",
" <th>PoolArea</th>\n",
" <th>MiscVal</th>\n",
" <th>MoSold</th>\n",
" <th>YrSold</th>\n",
" <th>SalePrice</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1460.000000</td>\n",
" <td>1201.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1452.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>...</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" <td>1460.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>56.897260</td>\n",
" <td>70.049958</td>\n",
" <td>10516.828082</td>\n",
" <td>6.099315</td>\n",
" <td>5.575342</td>\n",
" <td>1971.267808</td>\n",
" <td>1984.865753</td>\n",
" <td>103.685262</td>\n",
" <td>443.639726</td>\n",
" <td>46.549315</td>\n",
" <td>...</td>\n",
" <td>94.244521</td>\n",
" <td>46.660274</td>\n",
" <td>21.954110</td>\n",
" <td>3.409589</td>\n",
" <td>15.060959</td>\n",
" <td>2.758904</td>\n",
" <td>43.489041</td>\n",
" <td>6.321918</td>\n",
" <td>2007.815753</td>\n",
" <td>180921.195890</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>42.300571</td>\n",
" <td>24.284752</td>\n",
" <td>9981.264932</td>\n",
" <td>1.382997</td>\n",
" <td>1.112799</td>\n",
" <td>30.202904</td>\n",
" <td>20.645407</td>\n",
" <td>181.066207</td>\n",
" <td>456.098091</td>\n",
" <td>161.319273</td>\n",
" <td>...</td>\n",
" <td>125.338794</td>\n",
" <td>66.256028</td>\n",
" <td>61.119149</td>\n",
" <td>29.317331</td>\n",
" <td>55.757415</td>\n",
" <td>40.177307</td>\n",
" <td>496.123024</td>\n",
" <td>2.703626</td>\n",
" <td>1.328095</td>\n",
" <td>79442.502883</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>20.000000</td>\n",
" <td>21.000000</td>\n",
" <td>1300.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1.000000</td>\n",
" <td>1872.000000</td>\n",
" <td>1950.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.000000</td>\n",
" <td>2006.000000</td>\n",
" <td>34900.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>20.000000</td>\n",
" <td>NaN</td>\n",
" <td>7553.500000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" <td>1954.000000</td>\n",
" <td>1967.000000</td>\n",
" <td>NaN</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>5.000000</td>\n",
" <td>2007.000000</td>\n",
" <td>129975.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>50.000000</td>\n",
" <td>NaN</td>\n",
" <td>9478.500000</td>\n",
" <td>6.000000</td>\n",
" <td>5.000000</td>\n",
" <td>1973.000000</td>\n",
" <td>1994.000000</td>\n",
" <td>NaN</td>\n",
" <td>383.500000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>25.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>6.000000</td>\n",
" <td>2008.000000</td>\n",
" <td>163000.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>70.000000</td>\n",
" <td>NaN</td>\n",
" <td>11601.500000</td>\n",
" <td>7.000000</td>\n",
" <td>6.000000</td>\n",
" <td>2000.000000</td>\n",
" <td>2004.000000</td>\n",
" <td>NaN</td>\n",
" <td>712.250000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>168.000000</td>\n",
" <td>68.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>8.000000</td>\n",
" <td>2009.000000</td>\n",
" <td>214000.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>190.000000</td>\n",
" <td>313.000000</td>\n",
" <td>215245.000000</td>\n",
" <td>10.000000</td>\n",
" <td>9.000000</td>\n",
" <td>2010.000000</td>\n",
" <td>2010.000000</td>\n",
" <td>1600.000000</td>\n",
" <td>5644.000000</td>\n",
" <td>1474.000000</td>\n",
" <td>...</td>\n",
" <td>857.000000</td>\n",
" <td>547.000000</td>\n",
" <td>552.000000</td>\n",
" <td>508.000000</td>\n",
" <td>480.000000</td>\n",
" <td>738.000000</td>\n",
" <td>15500.000000</td>\n",
" <td>12.000000</td>\n",
" <td>2010.000000</td>\n",
" <td>755000.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8 rows × 37 columns</p>\n",
"</div>"
],
"text/plain": [
" MSSubClass LotFrontage LotArea OverallQual OverallCond \\\n",
"count 1460.000000 1201.000000 1460.000000 1460.000000 1460.000000 \n",
"mean 56.897260 70.049958 10516.828082 6.099315 5.575342 \n",
"std 42.300571 24.284752 9981.264932 1.382997 1.112799 \n",
"min 20.000000 21.000000 1300.000000 1.000000 1.000000 \n",
"25% 20.000000 NaN 7553.500000 5.000000 5.000000 \n",
"50% 50.000000 NaN 9478.500000 6.000000 5.000000 \n",
"75% 70.000000 NaN 11601.500000 7.000000 6.000000 \n",
"max 190.000000 313.000000 215245.000000 10.000000 9.000000 \n",
"\n",
" YearBuilt YearRemodAdd MasVnrArea BsmtFinSF1 BsmtFinSF2 \\\n",
"count 1460.000000 1460.000000 1452.000000 1460.000000 1460.000000 \n",
"mean 1971.267808 1984.865753 103.685262 443.639726 46.549315 \n",
"std 30.202904 20.645407 181.066207 456.098091 161.319273 \n",
"min 1872.000000 1950.000000 0.000000 0.000000 0.000000 \n",
"25% 1954.000000 1967.000000 NaN 0.000000 0.000000 \n",
"50% 1973.000000 1994.000000 NaN 383.500000 0.000000 \n",
"75% 2000.000000 2004.000000 NaN 712.250000 0.000000 \n",
"max 2010.000000 2010.000000 1600.000000 5644.000000 1474.000000 \n",
"\n",
" ... WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch \\\n",
"count ... 1460.000000 1460.000000 1460.000000 1460.000000 \n",
"mean ... 94.244521 46.660274 21.954110 3.409589 \n",
"std ... 125.338794 66.256028 61.119149 29.317331 \n",
"min ... 0.000000 0.000000 0.000000 0.000000 \n",
"25% ... 0.000000 0.000000 0.000000 0.000000 \n",
"50% ... 0.000000 25.000000 0.000000 0.000000 \n",
"75% ... 168.000000 68.000000 0.000000 0.000000 \n",
"max ... 857.000000 547.000000 552.000000 508.000000 \n",
"\n",
" ScreenPorch PoolArea MiscVal MoSold YrSold \\\n",
"count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n",
"mean 15.060959 2.758904 43.489041 6.321918 2007.815753 \n",
"std 55.757415 40.177307 496.123024 2.703626 1.328095 \n",
"min 0.000000 0.000000 0.000000 1.000000 2006.000000 \n",
"25% 0.000000 0.000000 0.000000 5.000000 2007.000000 \n",
"50% 0.000000 0.000000 0.000000 6.000000 2008.000000 \n",
"75% 0.000000 0.000000 0.000000 8.000000 2009.000000 \n",
"max 480.000000 738.000000 15500.000000 12.000000 2010.000000 \n",
"\n",
" SalePrice \n",
"count 1460.000000 \n",
"mean 180921.195890 \n",
"std 79442.502883 \n",
"min 34900.000000 \n",
"25% 129975.000000 \n",
"50% 163000.000000 \n",
"75% 214000.000000 \n",
"max 755000.000000 \n",
"\n",
"[8 rows x 37 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"del df[\"Id\"]\n",
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 1460.000000\n",
"mean 180921.195890\n",
"std 79442.502883\n",
"min 34900.000000\n",
"25% 129975.000000\n",
"50% 163000.000000\n",
"75% 214000.000000\n",
"max 755000.000000\n",
"Name: SalePrice, dtype: float64"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"SalePrice\"].describe()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Let's focus on numeric data\n",
"df = df.dropna(axis=1)\n",
"df_numeric = df.select_dtypes(include=['int', 'float', 'float64'])\n",
"df_numeric = df_numeric.fillna(df_numeric.mean())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jose/anaconda2/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
" warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
]
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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FmO47Pe7vD1wObA7UAi8Bx7v7JDM7ATgGmAb0B04u1QF3X2hmXy/7aGYXA9u5\n+56ZbV8AZ7v7fdkpxJn9axOWosbMaoGd3f2Nln00IiIiIiIiTfIvYCGwHVCoQ3YGhpdo+yahPspa\nnzBTNYlWOQIL4O61wGnAwWZ2AHAWcKq7F+Zr/xbYFPg+sDvQE7gfwMx6AI8DTxA+8L0AI8znLtiZ\nMEV4e+D54vObWbWZnQHMIhS/Bc0dSR1FKMBrCL/p+GczjxcREREREVkscYboPcBNZraVmR1IuGTz\nWgAzWylzyeRNwKZmdr6ZrW1mFwFrAn9O1Z/WPAKLu78aF3T6K/Cguz8HYGZdgFOATd3d47ZjgYlm\nZsAM4EJ3vzZGjTWzx4BNMvG1wBXuvjAeD/AjMzsi7u9A+AXBT4sXkmrme8ib2bT4PO0N90RERERE\nZKmp0EWcAH4B3AC8QKiVBrt74XY5Ewj3f73H3cea2QDC+j2/Bj4G9omXeCbRqgvY6DLgKOLU4Wht\noC0wPK7wW5AnrFz8hJn92czOJIzSbki4/9FLmbYTCsVrxiPAOUAO6EgYpf29mU1z9/sSvicRERER\nEZGlIo7CHhcfxfuqil7/A9hqSfVleShg5xb9CeF954FtWXRJ6C/NbHXCnO43geeAm4EDCSsLF5Qa\nVZ3p7qMzr0eY2VbAIOA+Sk8fXh6+BiIiIiIiIi22vBZPnxGmAPdy91cBzKwPcAtwOqFYneDuBxYO\nMLOzCCOrzZUDquPzBYRViQuZ3YBeTcjQCsQiIiIiIhUuV7lTiMvG8lLAfus7xd1nmNldwM1mdgow\nhXARcm93/9zMpgBrmNmuwOeElYoPAF5v5DwdzWyl+Lwa2CUeOzhuGw4MNrODgBHARYSitjGzgWoz\n2zR034tHjUVERERERFq9VrsKcZFSI5hnEK5pfZhQmM4G9ov77gMeiPuGAzsRVtrayMwaKvqPBMbH\nx2hCgTrE3a+J+58h3N7nduBV4G3CSsYN9RPC0tUvElYg3rOeNiIiIiIiIq1aqx+BdffP+WYKb3b7\nXOAn8VG8r46wSvEpRbsKqxLfHh/ZY44Gjm6kL3ngl/FRcFVmf//M86Mzz+cD32soW0REREREyluu\nenkZP1xy9AmKiIiIiIhIRWj1I7AiIiIiIiLloILvA1s2NAIrIiIiIiIiFUEFrIiIiIiIiFQETSEW\nERERERFZCnJVmkLcUhqBFRERERERkYqgEdhWLFdXkzQvX7XI3YhapE2H9N9+l27XNWneq5v0TpoH\n8OCHE5NeMGshAAAgAElEQVTm7bJ2v6R5AAvr6rsl8eLJz/sqaR5Ajw3WSZpX1a1n0jyANv/zpHlr\nrWhJ8wAWvv+fpHntNt8taR5AhzZpf9fatnOHpHkAbXr1SZrXfgks8pH6cwRg4uikcXU9V02aB7Dy\nVmskzevYu0fSPICqdmm/J+u+mp40D+CgTbZMmpf6ZxSA6rQ/piwR7RLfQiVXOz9pHkDbutqkedXt\nNF4maamAFRERERERWQqqdB/YFtMnKCIiIiIiIhWhySOwZnYfsBOwnrvPK9r3LNDB3XdO2Tkzuxg4\nD8gDhflUc4FPgQvcfVjK8y0OM6sGFgI7ufsbme1rE/p5p7ufsDgZmf17AH9397ZJOy8iIiIiIlJB\nmjMCeybQDTg3u9HMDgZ2Bk5K2K+sV4A+mcc2wAjgfjPru4TOmcIRwGfAIWaW4uKWtBclioiIiIjI\nUpWrzpXNo1I1uYB19wnAEODMQuEYC7Orgavc/eMl00UWuPskd58YHyOA4+K+fZbQOVM4ArgWqAMO\nXsZ9ERERERERqXjNXcTpOkLx+DvgMOBXQA1wMYCZtScUtD8gFG5PAWe4+/S4vz9wObA5UAu8BBzv\n7pPM7ATgGGAa0B84uYF+1BGm3H69hJ2Z/QT4JdATeAv4qbt/FPd9AfwGGARsFM97CqHAHAA4cIS7\ne2y/I3AlsBnwJXCFu9+WOdcQ4FTCqOi5FI2Omlk/YH3gBeAZ4FjgvqI29WaYWTfgVmBvYBxwRwOf\nhYiIiIiIVIBKHvksF81axMnda4HTgIPN7ADgLOBUdy+s4f1bYFPg+8DuhGLyfgAz6wE8DjxBKO72\nAgw4O3OKnYF3gO2B50r1wcw6A5fGvj8Ztx1EKAJPBbYA/gm8YGbZe6pcHPu7M2Ea8nvA34CtgQXA\nJTFr43juZwkF7KXAdWa2b9z/k3ieo+P7/HGJbv4AGOnunwDDgN3NbJXMe2gs4zZgLcI1xz8jTN8W\nERERERFZrjX7Njru/mpc0OmvwIPu/hyAmXUhjGpumhnJPBaYaGYGzAAudPdrY9RYM3sM2CQTX0sY\n7VwYjwfYzcxmxf05oD3wNjDA3cfF7b8ELnb3v8fX58WC80jg5rjtdnd/Oea+BPRw99vj6z/zzYjv\nScA/3X1IfP2ZmW1IGG3+G3AiYcr00/HYHwPvF31MhwMPxef/L76vowmjujSUYWYrEKYc7+DuHwAf\nmNmlhJFtERERERGR5dbi3gf2MuAo4tThaG2gLTDczLJj43nCysVPmNmfzexMwijthkA/wnTeggmF\n4jXjTcLU4mrCNa8XAle7++uZNhsA15jZVZlt7YF1M6+zd1ufC0wvet0+Pl+fMIKb9QZhGjCx318X\nrO7+oZl9fRdpM9seWIMw8oq7zzKz5+PxVzYhwwiFerYoHo6IiIiIiFQ03Qe25Ra3gJ1b9GchKw9s\nC8wvav+lma1OKMTeJEzRvRk4kDBNt2Aei5rr7oXi87o4LfheMxvl7u9mzn0aYcXirBmZ5zVF++pK\nvbF6+lAdH/DtW/oUZIvuI2KbFzOFfA7ImdnW7j68CRkU7V9QT19FRERERESWGyl/BfAZYapsL3cf\n5e6jgDmEhZK+Q5gWO8HdD3T3ofF+p+uwaCHXmCuATwiLHBU4sHrhvPHc5xOudW0uB7Yr2rZD3A7h\nFj5bF3aY2TpAl/g8BxwK3EkozPvFx1bAbL4Zxa03I763uux+wnW9IiIiIiIiy7XFHYGFosLT3WeY\n2V3AzWZ2CjCFULz2dvfPzWwKsIaZ7Qp8Tljo6ADgdZrB3WvN7HTgJTM72d1vBq4BbjSzkYQR3p8Q\nCuYLFuN9XQ8MiqsE/5mwkNLJfLPQ0h+Ba83sQ2AkYWXm2rhvd2Al4A+FFZAL4nXDPzCznzeU4e7T\n4zW5Q83sRKArYQVlERERERGpYFqFuOVaMgKbL7HtDMI1rQ8TCtPZwH5x333AA3HfcEJheCawkZk1\nq5B291cIqxtfYmYruPt9hBHXS4EPCSsN7+PunzfQ1/qyxwD7AwOBDwirJJ8ez4G730249veG+F6f\nAAqLTP0AeMfdPywRfSOwArB/IxkQCvDhhJWQbyUUuCIiIiIiIsu1XD7f5NpOKsyCGZOTfnHzbdo3\n3qgZ3tln36R5AFs/9Oekea/ucWjSPIAHP5yYNO/6McOS5gFM6rFO0rzvjEu/DtmC/7yXNK+qR++k\neQBt+m6QNG/KipY0D6Dry7cnzWu3+W5J8wDm91q38UbN8OW5xyfNA+h7wglJ82b03T5pHsCEr4qX\ngmg5m/hm2sCeq6bNA8Zff1XjjZqhY+8eSfMAVuj/vaR5dfNmJ80D+OfKeyTN23bF2sYbNdNX1V0a\nb9QMndqkHymra/aVcw2rri1ediaBurRfm4+POyJpHsBmDz9dscOYb++zR9kUX1s9+XxFfo5aBktE\nREREREQqggpYERERERERqQgtWcRJREREREREmiin+8C2mD5BERERERERqQgqYEVERERERKQiaApx\nKzYl3zFpXq9/P5s0b8shJyfNA5jZoVfSvB2vHZQ0D2CXtfslzTttjQOS5gFcPOOjxhs1wx5LYLHA\nq194Mmlej7V6Js0DWHju/knz0q99Cm1WXiNp3uNb/yBpHsC+/346ad5qg9OuSguwsOMKSfOmz06/\nYnCPDtXJM+v6bpY2760nkuYB9Bm4X+ONmqFm/OikeUtC1RqbJM9crX27pHn56vSrEHdZOD1pXvXk\nL5PmASzsk3Z1+oVVab8uAG1zaf/9WXnb9ZLmVboq3Qe2xTQCKyIiIiIiIhVBBayIiIiIiIhUhLKZ\nQmxmdUWbJgHDgJ+5+5wlcL5T3f3G+PxY4E4gD9+6w3Qe2BOoBV5w9ybNvzKz3sCVwD5AN+BT4BZ3\nH5ppMwb4bonDX3P3/kV55wHruPtxTXpzIiIiIiJSdnKaQtxi5TYCexDQB1gV2B/YBvhd6pOYWX/g\n+qLNX8RzZx8rA68Ar8fnTfUU0BkYAKwPXA5cYma/yLTJAz8tcc6BRX09ArgwthcREREREVlulc0I\nbDTN3SfG5xPM7HJCoXla4vNUsWhBWOvukxo4ZmID+75mZpsAmwG7uvusuPlzM1sTOBG4JtN8Zub9\nFudUA0OBY4DPmnJuEREREREpX7oPbMuVWwFb7FtTh81sd+BqwqjmOOC37n5L3FcHHAZcBPQFHgPO\nA24HtgPeAQ4H2gEvxGNqgd0a64SZ7QK86O5VZtYXGA0cQhgdXhV4Djja3acDdYRpyAOAhzIxQ4H7\nmvHeuwAbA9sCZzbjOBERERERkVapbH8FYGa9gNOBP8XXVcCDwAPAesBg4HozWz9z2BDCiOU+wKGE\nqb/XA9sTpgD/ChhLKD7zhCm7bzSxS8UjtucQCuL+wNbEItPdRxAK5AfN7B0zuzQWwF+5+5gmngt3\nn+HuO7v7v5t6jIiIiIiISGtWbiOwT8WR1BzQCZgMnBL3dQdWBCa6+xfAX8xsPDAhc/w17v42gJm9\nB3zi7o/E1w8D/dw9b2ZTAQpThs0MoK+ZzeSbRZzywB/cfXA9fT3f3d+Jx99LKGIL9gHOAo4Gfk0o\ndkeZ2ZHu/lam3U1mlr0WNw+s5O5zG/ugRERERESksug+sC1XbgXsCcBbhCKyFzAIeMPMNnb3yWZ2\nA3CbmZ0PPAHc4e4zMsdn7y4+FxhT9Lp9A+ceB+zCt1chnlZP2zzfvi51JtC28MLdFwCXAZfFa1/3\nIxS0w8ysb9wPYRT50WywilcREREREZHSyq2AHe/uo+LzkWb2LjCFcG3rDe4+KI5YHhgfJ5nZQHd/\nOh5TU5RXfGuehtS4++jGm31tQdHrHICZHQz0dvebAGLmH83sGeBjYBPC9bgAkzLvV0RERERERBpQ\nttfARnlCH6vNbCUzGwp85u6Xu/u2hGtNBzaYUH/uktIXGGxmxaO9M+J5m7SasYiIiIiItC65qlzZ\nPCpVuY3ArmhmK8Xn3QjTbquAYcBU4GAgZ2ZXA6sRblfzUKmgRswGMLMtgBGLcXxDX/G7gDOAZ8xs\nCDASWBf4DfBwvH5XREREREREmqmcRmDzwMPA+Ph4l7Da8F7uPtbdFwL7A/2A94H7gVvd/fbM8cV5\n9fmQcOub14G9F7OvJbn7NGAnwvW49wAO3Aa8RljUqSn9ExERERERkSJlMwLr7tVNaPMOoThs9Hh3\n373o9ZDM8wWE+7Rm3d3AeV8GquPzzwvPS2XH1/8FflRfXmyzVkP7i9oe19S2IiIiIiJSnqqqy2n8\nsDLpExQREREREZGKUDYjsCIiIiIiIq1ZTveBbTGNwIqIiIiIiEhFUAErIiIiIiIiFUFTiEVERERE\nRJaCnBZxajF9giIiIiIiIlIRcvm8bkfaWn05Y3bSL26vr8amjGNql+8mzQPowdykebOqOiXNA1hY\nl/bvXHUu/WIAg7tvmDTvsE+HJ80D6N9patrAXPrf541rt3LSvD4d0v97XVvVNmleh3H/SpoHUNt9\nlaR5E9v0TJoH0Llt2r+HbarS/71eUJv++yd1NzvVfJU2EPiqukvSvHZLYAGWdnOmJM2r65z+ezy3\nMO3/r/OqOybNA+g0a3zSvHzH7knzAOradU6aV7MEfoxvW5P2a13bNv3PUp06dqjYlZA+OfHAsim+\n1r/tsYr8HDWFWEREREREZCnIVWkCbEvpExQREREREZGKUDYjsGZWV7RpEjAM+Jm7z1kC5zvV3W+M\nz48F7gTyQHYoPQ/sCdQCL7h7dROzewNXAvsA3YBPgVvcfWimzRig1Bza19y9f2xzNnAy0BN4C/ip\nu3/c9HcpIiIiIiLlokqLOLVYuX2CBwF9gFWB/YFtgN+lPomZ9QeuL9r8RTx39rEy8ArwenzeVE8B\nnYEBwPrA5cAlZvaLTJs88NMS5xwY+3gK8AvgNGBLYAzwlJl1aEY/REREREREWo2yGYGNprn7xPh8\ngpldTig0T0t8nipCAZlV6+6TGjhmYgP7vmZmmwCbAbu6+6y4+XMzWxM4Ebgm03xm5v0WOxb4nbs/\nFXNPBaYBOwLPN6UvIiIiIiIirUm5FbDFvjV12Mx2B64mjGqOA37r7rfEfXXAYcBFQF/gMeA84HZg\nO+Ad4HCgHfBCPKYW2K2xTpjZLsCL7l5lZn2B0cAhhNHhVYHngKPdfTpQR5iGPAB4KBMzFLivGe/9\nTMKoa0FhenP6JfFERERERGSJ031gW65sP0Ez6wWcDvwpvq4CHgQeANYDBgPXm9n6mcOGAMcQrj09\nlDD193pge8IU4F8BYwnFZ54wZfeNJnapeMT2HEJB3B/YmlBw4u4jCAXyg2b2jpldGgvgr9x9TBPP\nhbu/4e7Z9eB/DFQDrzU1Q0REREREpDUptxHYp+JIag7oBEwGTon7ugMrAhPd/QvgL2Y2HpiQOf4a\nd38bwMzeAz5x90fi64eBfu6eN7OpAIUpw2YG0NfMZvLNIk554A/uPrievp7v7u/E4+8lFLEF+wBn\nAUcDvyYUu6PM7Eh3fyvT7iYzy16LmwdWcvdv3YDLzLYFriKMODdpKrOIiIiIiEhrU24F7AmE1XZz\nQC9gEPCGmW3s7pPN7AbgNjM7H3gCuMPdZ2SOH515PpdvT8GdC7Rv4NzjgF349irE0+ppmwc+y7ye\nCbQtvHD3BcBlwGXx2tf9CAXtMDPrG/dDGEV+NBtconjdHngS+Ju7X9BA/0VEREREpIxpCnHLlVsB\nO97dR8XnI83sXWAK4drWG9x9UByxPDA+TjKzge7+dDympiiv+NY8Dalx99GNN/vagqLXOQAzOxjo\n7e43AcTMP5rZM8DHwCaE63EBJmXe7yLMbFdCof534Mhm9E1ERERERKTVKfdfAeQJfaw2s5XMbCjw\nmbtf7u7bEq41HbiYuUtKX2CwmRWP9s6I523qasYbE+6D+zfgcHevTdpLERERERGRClNuI7ArmtlK\n8Xk3wrTbKkIhNxU4GMiZ2dXAaoTb1TxUKqgRswHMbAtgxGIcn2tg313AGcAzZjYEGAmsC/wGeDhe\nv9sUNxMWnDoT+E68ThdghrvPW4w+i4iIiIjIMpSrKvfxw/JXTp9gHngYGB8f7xJWG97L3ce6+0Jg\nf6Af8D5wP3Cru9+eOb44rz4fEm598zqw92L2tSR3nwbsRLge9x7AgdsIqwcf3ZSMWMRvB2xIKGLH\nZx6HLUZ/RUREREREKl4un1+Ss2llWfpyxuykX9xeX41NGcfULt9NmgfQg7mNN2qGWVWdkuYBLKxL\n+3euOtfQhIDFM7j7hknzDvt0eNI8gP6dpqYNzKX/fd64disnzevTIf2/17VVbRtv1Awdxv0raR5A\nbfdVkuZNbNMzaR5A57Zp/x62qUr/93pBbfrvn9Td7FTzVdpA4KvqLknz2lWn/9q0mzMlaV5d5/Tf\n47mFaf9/nVfdMWkeQKdZ4xtv1Az5jt2T5gHUteucNK9mCfwY37Ym7de6tm36n6U6deyQ/i/iUjL6\nrKPLpvha86o/VeTnWE4jsCIiIiIiIiL1UgErIiIiIiIiFaHcFnESERERERFplXQf2JbTJygiIiIi\nIiIVQQWsiIiIiIiIVARNIW7Fps6tTZrXveeaSfO6DPt90jyAUbueljRvvdkfJc0DyM9Lu8rmHk+n\nX0Du/MSrBj+47tZJ8wDWPW+PpHkrbpT2+xtgpQPPTBtYMz9tHlA9/PGkeceP3yBpHsCQASsmzev9\n8i1J8wDm7nFy0rxO/303aR5A25U3Sp7Jm4+mzdtyce5s17CuHz2TNK+qc9ekeQAL1tkxaV67/3nS\nPIAFK1njjZqhwxL492x+t7QrltckvmsAQHXiyHaJVwwGmJ3rkDSv6wd/T5oHwLYHps9cSqp0H9gW\n0ycoIiIiIiIiFUEjsCIiIiIiIkuBFnFqubIuYM2srmjTJGAY8DN3n7MEznequ98Ynx8LXOjui8wr\nNLPRwAXufk8TMtcGHgbWA37n7heY2RHAWcCGwGzgeeBcdx+ZOfedQB7Izg/NA3u6+wsteJsiIiIi\nIiIVqRJ+BXAQ0AdYFdgf2Ab4XeqTmFl/4PqizSmuVBgE1BGK1WvM7ADgRuBKYAPge4RfJLxsZp0z\nx31BeN/Zx8rAKwn6JCIiIiIiUnHKegQ2mubuE+PzCWZ2OaHQTLtaTyjm01+tD92B9919DICZHQPc\n4e4PFhqY2ZHARGBfoLC91t0nLYH+iIiIiIjIMqApxC1XCQVssW9NHTaz3YGrgfWBccBv3f2WuK8O\nOAy4COgLPAacB9wObAe8AxwOtANeiMfUArs1tTNmdicwlW9GiKcA57j7vXHfsbHdMcCahNHY7cys\ns7vPBnD3+Wa2OaGIFRERERERkRIq6lcAZtYLOB34U3xdRRixfIBwjelg4HozWz9z2BDgGGAf4FDg\ndcII7vaEKbm/AsYChxBGYPsAbzSza6cBw4GNCNe73mxmXYEzMv3rQ5gWfD2wNTDOzP5iZieY2cru\nPsrd095fRUREREREpBWphBHYp+JIag7oBEwGTon7ugMrAhPd/QvgL2Y2HpiQOf4ad38bwMzeAz5x\n90fi64eBfu6eN7OpAIVpu2bNut/Z++5+dTzufELhupG7v2lmc4F8ZjrwS2a2E6Fw3p8wQlxnZje5\n++mZzL5mNpNvFnHKA39w98HN6ZiIiIiIiJSHnO4D22KV8AmeAPSLj+2Bp4E3zKyXu08DbgBuM7Mx\nZvZHYKa7z8gcPzrzfC4wpuh1+3rOu5D6P5+quL/g08ITd58Vn7at7w25+z/d/RBC8b0XYYT2J2Z2\nRqbZOL553/2AzYBr6ssUERERERFp7SphBHa8u4+Kz0ea2buE60wPA25w90Fmdj1wYHycZGYD3f3p\neExNUV7xrXnqM50wwltK97i/YEGJNrniDXGV4SuAy919vLsvAJ4FnjWzasKKxH8o9NvdRxdniIiI\niIiILK8qYQS2WJ7Q72ozW8nMhgKfufvl7r4tYTGmgYuZm/UB0K3oelrMbAOgK/CvxTjHXOAowrW4\nxaYT7nMrIiIiIiKtUK66qmwelaoSRmBXNLOV4vNuwFmEAnYYYfXfg4GcmV0NrEaYavvQYpxnNoCZ\nbQGMcPf/mtkw4F4z+wVh6rER7t96v7tPqDepHu5eZ2aXApebWQfCqshtgT2BI4FdFqPfIiIiIiIi\ny4VyL2DzhFV9C+YAbwN7uftYADPbnzDt9n1gFnCru9+eOb44rz4fAs8RVik+glBcHgVcBtwD9Ab+\nB9wPnN+Efpc8l7tfbWZTgFOB38TNw4G93X1xRnVFRERERKQCVPLIZ7ko6wLW3aub0OYdYKemHO/u\nuxe9HpJ5vgAYULR/LvDz+Kjv/Mc1dN569t8F3NVA5t3A3fXtFxERERERWR7pVwAiIiIiIiJSEcp6\nBFZERERERKS1qNIU4hbTJygiIiIiIiIVQQWsiIiIiIiIVARNIRYREREREVkKclUaP2wpfYIiIiIi\nIiJSETQC24p9NnVO0ry1Pvhr0rwPbnsmaR5Amx1OTZr3vwfuTJoH0GODdZLmXf3Ck0nzAPodPjRp\n3rrn7ZE0D+DSS59Pnpnaj8cOSpq39grtkuYBTH5oWNK8G3YemzQPINd5w6R5tbNnJc2Dhm8yvjhq\nvrN24kSYWts2eWaPOWk/ywWPpP23B2Dqx58nzZs7cXrSPIB1fjwpaV7NwgVJ8wAmdkn7PdmnbW3S\nPID2s79Mmtdx3sykeQBzv7Ne2sDq9H+v2+VySfOeP3JI442aaa+RBybPlMqhAlZERERERGQpyGkV\n4hbTJygiIiIiIiIVYZmMwJrZncCxhFlXxfMU8sD/Z+/O4/Qa7/+Pv2bJjkRsCSqW8hFFiK2WEmpt\nUUsttQWxry2t1tbYvhRF0ZBSSlRRu5+9KpaIIvb1UyQSkjS7rJNt5v79cV03J7fZ7yuTuWfez8fj\nfsx9zrnO5zrnzOTOfObadnb3l+o5f1XgR+7+YCPq+jHwtLt3MLMKYFFBXVOBh4Ffuvv8pt1Jg3WX\nASe6+9DMvq2By4Afxl1vApe4+/B4fD3gU777bHLAxe5+ScprFBERERGRlqEW2OItqyd4BtAL6A38\nEvgSWC2zb2QD5/8R2KMJ9RUOT9on1rUmsC+wPXBlE+I11s7AjfkNM1sL+BcwHNgC2BJ4GXjazPoX\nXO/m8Rrzr96E+xYREREREWmXlkkLrLvPBmYDmNlMoNrdmzKDQbGjy2e4++T4fqKZ/QG4BjizyLiF\nylkyeT4QcHe/IrPv92a2PXA08FZm/9TMNYqIiIiIiLR7rXYSJzMbBPwa6AO8B5zt7q+Y2aXA4bHM\nAHffwMw2JiSg2xLu6XXgeHf/tJHVLTFdr5ntBlwNGPAV8Ad3vy3TBfkgQjfgtQjdjy8Ebge2Bt4A\nDgGWA56N8aqBHwE1wHpmto67j8lUeQSwuLHPRkRERERESo/WgS1eq3yCZnYccB1wCdAPeAl4ysxW\nA/4APAjcDWxjZuXA/wMc2JTQHbgzcEUtoWuraxXgNOCuuF0J/DPGXx+4CBhqZutnThtMSKL3AQ4m\ndAO+HtiOkNT+Ghgdjy0mdAF+DbiXkAB/YmZPm9nZZraRu09sYgu0iIiIiIhIu9NaW2BPB65x93vi\n9jlmNgA4xd0Hm9l8oMrdZ5jZcsAQ4EZ3XwB8YWbDYoy6PGtmOUIC3wWYDAyKx1YEugOT3P0r4G4z\n+wqYlDn/Gnd/C8DM3gPecfdH4vZDwIbunjOzGQCZ5HSSmW0JnA/sD+wGXG1mzwG/cPdpsVwZ4GaW\nvebX3H3Xxjw8ERERERGRtqi1JrAbEroBZ70K9C0s6O5zzGwocGxMDjcE+hMmhqrL0YTxpmXAyoSx\nryPNbGN3n2JmtwB3mNnFwGPA7e4+K3YhBsh2/60CvijY7lRXxTEpPhk4OV7vzwnJ9lBC1+S83Vky\naU46Q7KIiIiIiLSs8oqKhgtJvVprAltbslYRX0sws+WBUcAEQlfivwObELoF12WCu4+O7z83s2OA\n6YRk8hZ3P8nMbgD2i68TzeynwAvxnMLxqjWNuSkzOw8Y6e4vALj7KGCUmX1JGFOblwPGuvuExsQV\nERERERFpD1prAvtfwjqpT2X2/RB4Jr7Pzuy7C7CSu3/T39bM9qFpMxXnuxNXmFlvQhffM939cuBy\nM/sXYbmdF5p4H4XL92wPbFZLnJmAxsCKiIiIiLRhWge2eK01gb2WMHGSE2b1PYHQffiQeHwuYTbf\n3sA0YAUz25/QLXgP4CRgaj3xe8YJoQBWAM4htKI+FuP9HKg2s+sJkzJtSmjZbaq5hKR4U8IkU1cA\n/45dnv8CzCKsBXsFcGnmvGKXCRIREREREWlzWuWfAOLkTb8HLgfeJSyPs6u7fx6LDCN0E37L3UcQ\nZiYeCrwDHAacAvQ2s1VrCZ8DHiV0OZ5ASHrXA/Zw9/HuvpAwu/CWse67gZvd/c7M+YXx6vIOMJww\nA/Fu8Vp/DKwNPAe8D/wOON/db2lkTBERERERkXZpmbfAxsTwzlr2X09Ymqa2c14Feme2f09IeLPu\niF//DXSM5aqpZRxtLfHfIHT3Ldz/nfPdfceC7Qsz7xcAuxYcHwHsWU/dnzfmGkVEREREpLSoC3Hx\n9ARFRERERESkJCiBFRERERERkZKwzLsQi4iIiIiItAdl5Wo/LJaeoIiIiIiIiJQEJbAiIiIiIiJS\nEtSFuA1bVF2TNF7N7BlJ462w5vJJ4wHUVKb9m0yPH1jSeADlK6yUNF6PddPGA6As7XPs+YN1ksYr\nFXMWLk4ar7K8U9J4ABPfHJ803vcO2DtpPIBcLu3KYvMmTksaD2BmVXXSeD2qJiWNB7BSt7Q/jwCT\n33w/eczUctVpvzc1if9vXRrKl++RPGanyrRL1JdVL0waD4Bc4u9N4s8eWArrJFYvSh0RKtOmBxUd\n1V6WpVmIi6cnKCIiIiIiIiVBLbAiIiIiIiItQC2wxWt3CayZdQJGAae6+0uNKH+yu98c3w8E/kbo\nAVDEVakAACAASURBVJLtS5MDdgOqgeHuXudPppmtB1wJ7AJ0Aj4ArnP3ezNlausDkwPudvejGrpm\nERERERGRtqhd/QkgJq/3ABs1svyOwJCC3V8CvQpevYF8Mlzn8AYz6wIMByYCOwCbAHcCw8xs/4Li\n+9dSx6mNuW4REREREZG2qN20wJpZX+AfTTytnO8mpNXuPqWOOhqKtyvQzd1Pz+y7ycz6AccDD2f2\nz3D3yU28XhERERERaaW0Dmzx2k0CC+wE/Bu4AJiX32lmlcDNwH5AZ+B54GSgQ3yPmVUDOzelMjPr\nA4wBfg+cBfwdeAZYwcy2cffXMsXPi3WLiIiIiIi0KrEn603AAYRc6hp3v7aOsocTcqDvAW8Bv3L3\nN1JdS7tJYN19aP59QUvp6cCPCK2jVYRk9lrgF8CBwAOELrwzgOasBbIdsAWhNfcrwIGRZjYSeBZ4\nxt1fb0ZcERERERGRlvBHoD8wAFibMATyC3d/KFvIzHYA/gocC7xKGAL5lJmt5e7zSKDdJLD16ENI\nXMe5+wwzOxpYyd1zZjYdIN9lOCa+fcxsFt9O4pQDrnf3C+uIf527j8lvmNn2hBbXg4GLgIvN7G3g\nEHf/LHPeUwWTOU1x93WLu1UREREREVlWysorlvUlNJmZdQUGAXu4+7vAu2Z2FXAa8FBB8V7AJe5+\nTzz3EuBswhxEo1JcjxJYuAU4FPifmb1AGId6Rz3lxxO6I2dnIZ5RT/mx2Q13nwn8FvitmW0E/Izw\nTb0f2DxTdBCQbZlNuxK7iIiIiIhIw/oR8sZXM/tGEBrlluDuD+Tfm1lnwlDKScBHqS6m3Sew7v6R\nma0N/BTYG7ic0H14pzpOWZxtUW1ADpif3zCz44CZ7n5/vm7gIzN7C3jSzFZy92mx+AR3H93kGxIR\nEREREUmnNzDV3Rdn9k0COhfkL98ws10IwyUBDk/VfRiUwGJmRwIL3P2fwINmtg1hjOoq1LMkTjNt\nQlg+5/6C/TOBBcCsxPWJiIiIiEhrUYJdiIGuhFwlK7/dqY5z3ieMmd0buNPMxqSa96fdJ7BAd+B8\nM5tKmDX4CMJkS1OBuQBm1h/4sBmxywq2rweONLOHgauBCcDGhFbfP7v7ombdgYiIiIiIyNIxn+8m\nqvntWltW4xxCU4D3zGxb4CSWHB7ZbO11IaJsy+oQwpjXYYQktR+wr7vnCH85eA54BdiryHqIXYK3\nJ4xnfQj4BLgm1v3bus4TEREREZE2oLy89bwabzywspllT+oFVLn719mCZralmW3Okj4CVm7W86pF\nu2yBdfeKzPsccG58FZZbCOxRsPvOeuK+CFTE92Pz7wvKfAz8vLHXJyIiIiIisgy9AywCfgiMjPt+\nBNS2tusgwtKje2b2bQG8mepi2mUCKyIiIiIiIg1z9yozGwYMNbNjgTUJq6gMBDCz1QgT1c4nrPDy\nHzM7HXgKOBLYKn5Nor12IRYREREREWlRZRUVrebVRGcRWlGfB24ELnT3R+OxicDBAO7+NrA/cBzw\nLqEldnd3n5jg8QFqgRUREREREZF6uHsVcEx8FR4rL9h+EnhyaV2LWmBFRERERESkJKgFVkRERERE\npCWU5jqwrYpaYEVERERERKQkqAW2DdvrozpX/GmWyt2/0+W9KH2SRgsqlqtJGi+366Ck8QAqJ3nS\neIvO2ydpPIDxlWn/trXafmcnjQdw/LjTksabs3Bx0ngA93x/y6Txtp0yImk8gI8/mZY0Xtf1900a\nD2CDxCtjz582K21AYPQOOyWNN2+z1ZLGA+g79LbkMT/4+6ik8XZ94Iqk8QDKOnRIG7DbimnjATVd\nuqcN+OWHaeMBPatnJo23oHP659ipPO2vtTVl6dt5OubS/1+TWnXiz9xtL/hZ2oClTi2wRVMLrIiI\niIiIiJQEJbAiIiIiIiJSEtpkF2IzWx24AdgZmAf8EzjX3Rc2I1YNMMDdXzKzO4CjgBxQlimWAzoA\nvwd2cved64m3GzAY2BxYBIwELnD3t+LxnYDhddRxvLvf3tR7EBERERGRZa+sXO2HxWqrT/BBoDOw\nPXAosA9waYK4OeA+oFfBq7e718TjdY4cMLMtgEeAu4BNgO2AscBwM1uroJ7v1AHcneAeRERERERE\nSlKba4E1MwO2BlZz96lx3++Bq4HfJqiiyt2nNPPcw4Bn3P0vmX0nm9nOhET7qvzOIuoQERERERFp\nk9pcAgv8D9gzn7xmdDezgcDRwIvAqYT7v93dv5kiNSa7pxK67/6uuRcR6zoemEzoynwKUAP0M7NV\nChLU3YDZza1LRERERERKgGYhLlqbS2DdfSbwr/y2mZUBpwH/jru2AybGr1sDd5rZk+7+bzM7ATgD\nOBIYD9xMPV2CG2E7Qtflc4EpwNvAScBYM3sWeA540t1HF1GHiIiIiIhIu9DmEthaXE2YMGmr+Con\nTIY0F/jUzM6K+/8NHAdc6+5PAZjZcUDhYmpHmNlBme0c8HN3f7aWumuAy919QdyebmZbAecBexPG\n5t5gZvcDA919fixXZmaz+HYSpxzwsLsPbN4jEBERERERKX1tOoE1sysJLaoHu/tHMXmcFJPXvFmE\nGYQBNgIuzh9w94/NLFsW4FHgHJacIXhCHZcwOZO85mN+AhxlZuWEFtpDgRNijF/FYjmgX0Edc+q7\nVxERERERaeXUhbhobTaBNbMbgROBw939kcyh2pbSKavjPYSlbrJmu/uYRl7G/OyGmV0NDHP39+Os\nxSOAEWY2m9Ai+40m1CEiIiIiItIutMkE1swGE1o1D3H3h5tw6geE7sSPxzhrAz0SXtruQAVwVsH+\nmYQxsiIiIiIi0kZpHdjitbkE1sz6AhcAlwMjzWy1Jpx+IzDEzN4F/gv8CahOeHmXAveY2QLCmq4L\ngR2AXwMa3yoiIiIiIlKPtvgngH0J93UBYVzpBMKswxOofUbhb/a5+93AYEIi+xLwDDAj1YW5+wPA\n/sC2wMuEWYmPB45x9ydS1SMiIiIiItIWtbkWWHe/EriyniLDCsrvUrB9PXB9ZtfVmWPHNFB3dgKo\nO4E7aynzOLGLch0xXiR0MxYRERERkbZEkzgVrS22wIqIiIiIiEgbpARWRERERERESkKb60IsIiIi\nIiLSKqkLcdHUAisiIiIiIiIlQQmsiIiIiIiIlISyXK62lWWkLVj49eSk39yaTsunDMeCmqThAOhc\nsyBpvLenp7/IdXt0ShpvKTxGVqxMHLUm5XLKQVVZx6TxKsvLksYD6DhvWtJ4Z6yyQ9J4AEPGPJI0\n3tcrbZA0HkDXDq3/b60Lq9P+X9pt5rik8QAW91gzecwOUz5LGm/eKul/fqZXpf386VSZ/rOiS2Xa\nn/HOLE4aD6Bsweyk8aq79kwaD6B80fyk8coWzUsaD9Lf9+Ka9L/HL4WQyXXv1iX9P8QWsvDle1vN\nE+74o0NL8jm2/t8KRERERERERNAkTiIiIiIiIi2jXO2HxdITFBERERERkZKQrAXWzGqAAe7+UqqY\n9dR1HHASYMAs4FngYnf/IlH8gcBF7r5O3K5tQGAOuNvdjzKzMcBgdx/WyPhnACcC6wHTgSeB8919\nUjw+GBgc68j2Tc8B67v76ObdmYiIiIiISOkquS7EZnYr8FPgHOAloBfwW+B1M9vZ3T9MVFXhAOv9\ngVcL9lXFr1sCcxoTNCavZwMnAx8AqwNXAU8Dm2eKjox1Fg6untKYekREREREpJXROrBFK6kE1sx+\nAhwO9Hf3T+LuccCBZvYwcDuwzVKqfoa7T67tgLs3ZarRgcA17v5k3B5nZr+IX7d299fj/oXurmRV\nREREREQkarEE1sz2Bi4G+gKjgQvd/WEz+yVwuLtvFcsdDtwFrOPuY82sG6GbbV/gOOCRTPKadQnw\npplt6u7vFXbrNbOdgOHuXh63twf+APQntLa+CByb78bbxHv7pi4zGw78C9gxvr4ETnf3Z2PxGmBH\nM7vZ3RcBuPt4M9sI+KKpdYuIiIiIiLQXLTKJk5ntAjwI3AFsCtwG3GdmmwPPAP3MLL/I6I6EJG/7\nuD0AGBvHfW4DvE4t3P1tYB6wdT2XkovXswLwOKHbbl9gN8J41HObdYPfdR5wN/AD4B3glsyxG4AD\ngK/M7HYzO9zMVvQg7SKmIiIiIiLSapSVV7SaV6lqqRbYU4H73f3GuH2dmW0N/NrdDzez/wE/Ikxm\ntCPwFCGB/QfwY0KiCbAyUN9K2l/HMg3pAlzi7tfF7XFm9hCwVT3nPFUwmdMUd1+3jrJPuPtdAGZ2\nGfCOmfVy9/+5+11mNhn4FXAYoUvxQjO71N0vz8TY0cyy95oDznL3vzbi/kRERERERNqclkpg+wI3\nF+wbCRwT3z8LDDCzUcBqhEmZLo3Hdo3bANOANeqppzshia2Xu08ys2Fm9itgM2AjoB8wop7TBrFk\n6291PWU/zbyfFb92yNT/DPBM7B79Y8KMxJea2Yfu/mgs9gYhwc1O4qQxsSIiIiIipUrrwBatpRLY\n+bXsq4gvCAnsb4DXCDP9vgz0NTMDvg+8EMu9Rpjx9zvMrB/QDXgz7iqcRbgyU3YNQoI4ijBe9RZg\nb+qfAGpCE5avWVjLvjIzW5PQvfhMd1/k7nOBx4DHzGwkIVnPJ7BV7j6mkfWJiIiIiIi0eS31JwAH\nfliwb9u4H+A5wtjYnwAvu/uMeGwwMMLd88vV3AL8xMy2ADCzFc3sv3EW3wuB99z9jVh2IZAfVwth\njGvefsA0d9/X3W9091fi8cIla1JbABwP7FXLsZmohVVERERERKROqVtgtzGzLgX7XgSuA142s9cI\n41z3IaxxuhuAu083s3cIXWZ3i+e9TOha+5t8IHd/ysxuAR43s98S1oEdRpgwKUfojpv3BjDIzF4A\nVgHOyhybBqwVJ5caAxxMmFip1gmiEiiL1z/FzIYCt5vZ+YTW3+6EZ7EVIbkVEREREZE2qJQnT2ot\nUrbA5gjL0jxZ8Fo9rm16JHAy8D5h4qKD3P3FzPnPxBj5JPLl+PXpTBnc/RTgAuBM4APgFOC++Bpm\nZj+NRS8gjIcdRUigL8iE+Sfwd+B+QqI7gJDg9jWzDnxXYXfk2o7nMu/rO/9M4PJ43e8BzxPG3+7o\n7l81UI+IiIiIiEi7VZbLNZSblQ4z2xVY7O4vLOtraQ0Wfj056Te3ptPyDRdqggU1DZdpqs41aVci\nent6+otct0enpPGWwmNkxcrEUWvqm/OsearKOiaNV1mefgRBx3nTksY7Y5UdksYDGDLmkaTxvl5p\ng6TxALp2aP0TXiysTvt/abeZ45LGA1jcY83kMTtM+SxpvHmrpP/5mV6V9vOnU2X6z4oulWl/xjuz\nOGk8gLIF9S0C0XTVXXsmjQdQvqi2KVear2zRvKTxIP19L65J/3v8UgiZXPduXZb2sL+lZvGbT7Sa\nJ1y5xU9L8jm21CROLcLdn1vW1yAiIiIiIlIrdSEuWuv/s7aIiIiIiIgISmBFRERERESkRLSpLsQi\nIiIiIiKtVrnaD4ulJygiIiIiIiIlQS2wbVhZ4tn4+E/a2UrfPOevSeMB2IvDk8bbcvrLDRdqokXv\n/jdpvMreayeNB7Bo492Txqt447Gk8QCmPvBo0ngT3xyfNB7Ax5+knYU49YzBAKeus1/SeNfPfCtp\nPICFNYXLixfnJdsmaTyATQdulTTeZ++mn4W431/+nDzmqWv/LGm8s0/aMmk8gJrqtLOqV9Wkn/t9\nxcMOSBpv4Vejk8YD6PDz3ySNV7447aoBABWzJyWNVzZrctJ4ANVrp52FuNOCmUnjAczrsELSeHeu\nvnnSeABnzvLkMVtKWYUmcSqWWmBFRERERESkJCiBFRERERERkZLQJroQm1lX4Fzg50AfYC7wAjDY\n3T+q45y/ATl3P7aWY32AMcDa7t6oflxmNgB4HrjU3Qc34zZERERERKQt0zqwRSv5Flgz6waMBA4B\nfg0YsDswGxgZk9GmGgf0Ar5swjmHAp8BRzSjPhEREREREWlAW2iBHQysDPR199lx35fAsWa2JnAW\ncGZTArp7Dmj0yH0zqyS0/p4F3GZmO7r7S02pU0REREREROpX0gmsmZUBA4E/ZJLXrCOBr81sIHA8\nISndGTilgbjfdCEGTga2dfcBmeOXA1u6e36q1j2AFYBHgRPiNb2UKT8ceB/4KVAB/ABYEbgJ+DEw\nCbiD0P04F885DjgbWBeYBdwHnJ4/LiIiIiIiJUZdiItW6l2I1wNWAUbUdtDdJ7l7fp727QhJ5A+B\nZxsRO58o3gtsb2YrZ44dANyT2T4EeMXdZxKS2J+bWeG6D0cDhwH7u/tc4CFgItAvHvsFcB6Ame0I\n/An4HbA+cCIwCEi7XoGIiIiIiEgJKekWWELX4RwwPb/DzH4MZBdLHAtcDdQAl+cTWjNrKHYZgLu/\na2afAvsBfzWzTQgtsw/HOJ0JieWF8byHgD8Qkty7M/Eed/fX4jm7AGu5+9bx2Gdm9htCK+z/AXOA\nQe6eX+hynJm9TWi5Tb8QpIiIiIiILHVl5aXefrjslXoCO4OQaPbI7HuF0KoJcCChCzDA5ExrbGNk\nu+reR0hI/xq//svdv47H9gGWI7S84u6fm9kHhG7E2QT2i8z7vsDKZpbt9lwOdDKzFd39LTOrMrOL\nCEnrJsD3gaebcP0iIiIiIiJtSqknsJ8B0wjdg98EcPf5wGgAM8tOxDS/iHruBc41s+6EpPiqzLFD\n89eSadUtAzYyszXcfXwt9VcCHwP7xrJZM81sD0IL753Ak8BFwM1FXL+IiIiIiEjJK+k2bHevBm4H\nfmlmy9VSZM1E9TjwEXASoSX0EQAzWx7YC7iC0Oqbf+1MSEyPrCsksBYw1d1Hu/townjeSwgtv8cB\nt7n7ye7+t1h+Pb6b7IqIiIiISKkor2g9rxJV6i2wEFondyCs+XoxoSV2FcKsw8ewZDfeQmvG1s6s\nz4FFfDdZvA84H3jS3efEfQcQZhW+wd2XWHbHzJ4mzpBcS73PEsbm3m1m5xFmJP4L8Ky758xsGrCd\nmW1MSGjPJaxL26meexEREREREWnTSroFFsDdq4CdgGHABcAHhLGiawIHuPvR9Zz+Y0IX3ezrqHis\ncLmae4Fu8WveocAThclrdDOwgZltXRjL3Wv4tvvwf4D7gcf5dr3aiwhL/rwKPAPMi/E2r+deRERE\nRERE2rS20AKLuy8G/hhftR2/kzCeNLvvGEILbV2WaFd397G17Nurnmt6IlN+l1qOf0GYAKq2c/9H\n6JosIiIiIiJtRVnJtx8uc3qCIiIiIiIiUhKUwIqIiIiIiEhJaBNdiEVERERERFo9dSEump6giIiI\niIiIlAS1wIqIiIiIiLSAnFpgi1aWyxWuFiNtxfyqqqTf3I7j300Zjpou3ZPGA5ixfJ+k8VYcMyJp\nPICynr2Txntsq0OTxgP42YjbksY79vWOSeMB3FTxTNJ4FauskTQewAfr75s03to90j/H5XLzk8Y7\ns3v/pPEATp/wXtJ4K3VNv3h7l8q0v5CMm7UwaTyANZbrkDxmdeJfIXpO+yRtQEjfXW/e12njLQXV\nq34/eczZnXomjde1Q/pf4ssXL0gar2z+7KTxABZ0XSlpvJql8Gt8l6ppaQP6yLTxgI7bH1yWPGgL\nqR7zVqtJvirW6V+Sz1F/AhAREREREZGSoC7EIiIiIiIiLUFdiIvWogmsmdUU7JoCPAr80t3nLYX6\nTnb3m+P7gcDfgByQbS7PAbu5+/MNxBoMDHD3nc3saGCwu69jZn2AMZmiNcD/gL8D57l74T3XFX9n\nYIK7e7zWi9x9nUbdqIiIiIiISDuwLP4EsD/QC1gD2AfYGrg6dSVmtiMwpGD3l7Hu7Ks38FIjw+Yy\nX3MF+7eM8dYCjgAOA85uwiX/G1itlrpERERERESEZdOFeIa7T47vJ5rZFYRE89TE9ZTz3SSw2t2n\nJK4nb2rmviaY2RDgEJZCci4iIiIiIiWorCTnTWpVWsMY2CW6DpvZLsA1wIbAeOAqd78lHqsBDgYu\nAfoAjwDnA7cBPwTeJCSNHYHn4znVwM4NXYSZ7QQMd/fyzL6/ATl3P7YZ9zW3IP5GwLXAdkAH4A3g\n+NhlON8FebiZXQyMBcpjt+XTCN+nW939nGZch4iIiIiISJuwTEcRm9nKwOnAXXG7HPgncB+wAXAh\nMMTMNsycdjFwFPAT4OfAK4QW3G0J3YHPAcYBBxJaYHsBjZ2/O0m3XTP7HnAc395XGfAY8DmwabzW\nCuDKeMpW8esBwB/j+7UIz2Bb4ETgbDPbPcX1iYiIiIiIlKJl0QL7VGxJLQO6AlOBk+Kx7kBPYLK7\nfwncY2YTgImZ869191EAZvY28Im7PxS3HwT6uXvOzKYD5LsMmxlAHzObxbeTOOWA6939wiLvqQz4\nMNZRDnQBPiVM5ETcvhm4yd2r4vXcCfwmXuPUeO4Md58X3y8EBrn7fOAzM/sd0A94tshrFRERERGR\nZaFcsxAXa1kksIOA1wlJ38qELrIjzWzjmMjdBPzVzH4P/D/gdnefmTk/O+NvFfBFwXaneuoeD+zE\nkrMQz2jujRTYC5hASGB7EVqPR5jZpjEpHQoMNLMtCd2j+xNmK67LpJi85s0EOie6VhERERERkZKz\nLBLYCe4+Or7/3MzeAqYRxrbe5O6nxQmQ9ouvE8xsX3d/Jp6zuCBeo5apyZ/r7mPqOFZb9+FKYFEj\n4uaAce4+Lm5/FpfCmQDsZmYvAqOAyYSuxP8A+lL/LMXVtezTqG8RERERkRKV0zqwRWsNTzBHuI4K\nM1vNzP4MfObuV7j7NoTJmPZtZtymWAhgZt0y+9ZtRr15+WdbAQwgtMoOcPdr4pqzfVBCKiIiIiIi\n0mjLogW2p5nl1ztdAfg1Idl7FJhOmMiozMyuAdYENgMeaEY9cwHMrD/wYSPKfwjMB843s1uAg4DN\nAW/EuWXAqma2IG6vDFwGTAGGAxsDywEHmNkoYDfCskHZrtFzgY3N7J1G1CciIiIiItLutHQLbA54\nkNC1dgLwFmGm3T3dfZy7LwL2IUxW9C5wL2H5mNsy5xfGq8v7wHOEWYr3aujC3H02YebgXwAfAJsA\nNzbutsgBr/HtfY0g/HFgd3ef4+7/ISz9M4RwX0cBpxCS3t4xxg2ENWMH11OHiIiIiIiUqrLy1vMq\nUWW5nPKitmp+VVXSb27H8e+mDEdNl+5J4wHMWL5P0ngrjhmRNB5AWc/eDRdqgse2OjRpPICfjbit\n4UJNcOzrHZPGA7ip4pmGCzVBxSprJI0H8MH6zRn9ULe1e6R/jsvl5jdcqAnO7N4/aTyA0ye8lzTe\nSl0rksYD6FKZ9heBcbMWJo0HsMZyHZLHrE78K0TPaZ+kDQjpf0mb93XaeEtB9arfTx5zdqeeSeN1\n7ZD+l+fyxQsaLtQEZfNnJ40HsKDrSknj1SyFX+O7VE1LG9Abu5pl43Xc/uCSHYa3ePzHrSb5qlyj\nb0k+x9JNvUVERERERKRdWRZjYEVERERERNqfEu6621roCYqIiIiIiEhJUAusiIiIiIhIS1ALbNH0\nBEVERERERKQkKIEVERERERGRkqBldNqwqvnzk35zK+bPShmOORXLJY0HsMLMMUnjzeq+TtJ4AJ0T\nL7dROXdq0ngAZbmapPEmlKddfgFg1W5pR0CULYXPwkWJQ1aWp5/tfnHiNRjGzVyUNB7AjatvmjTe\npTM/ShoPoFviJUEqF6T9vIWl85nboSLtz2TH6rTLoAAsrOiUPGZqnRbNTRqvqrJb0ngAHRJ//lQs\nmpc03lJRnn7JrerEP49L4znOKeucNF6nxJ8TAMt17VKSy78ALPrf560m+erQa72SfI5qgRURERER\nEZGSoARWRERERERESkKLzEJsZoX9EacAjwK/dPfkfR/M7GR3vzm+Hwhc5O7f6QtqZmOAwe4+rBEx\nvylrZisBDwFbAffFIgOBHFAGVAFvE+5vVCOveTlgf3e/q6nXJiIiIiIiJUCzEBetJZ/g/kAvYA1g\nH2Br4OrUlZjZjsCQgt2p+5ofAawH9AN+HffdR7i/XsBmwGvAE2bWtZExzwKOSXydIiIiIiIibUZL\nrgM7w90nx/cTzewKQqJ5auJ6ykmfsBbqAXzq7p8CmBlAlbtPiccnm9k5wPHALsDjjYhZkoOoRURE\nREREWkpLJrCFlug6bGa7ANcAGwLjgavc/ZZ4rAY4GLgE6AM8ApwP3Ab8EHgTOAToCDwfz6kGdm7s\nxZhZB+DKWM+q8Roud/dbC8oNBgY3VIe7V5vZgoJzzwOOI7RCTwX+4u6XxG7O38R09/y0dxub2StA\nf+Bj4Gh3f6+x9yQiIiIiIq1ImdqsirVMOmGb2crA6UB+vGc58E9CN9wNgAuBIWa2Yea0i4GjgJ8A\nPwdeIbTgbgv0Bs4BxgEHElpgewEjm3BZ5wJ7Ebo6bwDcAfzZzFYpKHc1IdEeGet4tZb7qzCzU4EF\nfJtQHwWcARwLrB/v5yIz2wy4tyBm3iDgCmATYDowtAn3IyIiIiIi0qa0ZAvsU7EltQzoSmiBPCke\n6w70BCa7+5fAPWY2AZiYOf/a/IRIZvY28Im7PxS3HwT6uXvOzKYD5Lvzxu69fcxsFt/tptsl8/4d\n4Dl3fyOe9wdCq+gGhEmniHHnmdkcYGFBHUeY2UGxWGfCHwfOykxSNRY4xt1fiNu3mNlFwA/c/Z3C\nmNFN7v54rOMG4J7aH62IiIiIiLR6msSpaC35BAcRJj3qR2g1fQYYaWYru/sM4Cbgr2b2hZndCMxy\n95mZ88dk3lcBXxRs17cy9PhM3dnXNwmyuz8GdDWzP5rZ47G+HNDYVawfBTbNxD4ZuCK2vOLuLwLT\nzOxyM3vYzL4AVmsg/ujM+5mExFhERERERKRdaskW2Anunk/IPjezt4BphDGnN7n7aWY2BNgvvk4w\ns33d/Zl4zuKCeIVL89RnsbuPKdxpZosz7y8jJNl/A+4kJKBjm1DH7II6PjKz/sBpwDAzOw64KAmH\nqgAAIABJREFUFrgVeAA4G3ihgZjVTahfRERERESkTVuWkzjlCC3AFWa2GmHc66/c/QpCy+VTwL6E\nltqmxm2OE4GT3P1BADPbKO4vZqR1Od+2sJ4IXOzu18T4PQgtsPn4S3vmZBERERERWYZy6kJctJZM\nYHvGRBVgBcL6qeWErrfTgQOAMjO7BliTsJbqA82oZy5AbP38sAnnTQP2iS3DawB/IiSV9XVNzuqS\nub8KYAfgMMLMyfn4u5rZY4T7/z/C88/HnwusbmZ93L0pLb8iIiIiIiLtQkslsDngwcz2PGAUsKe7\njwMws32A64F3gdnAre5+W+b8wnh1eR94jjBL8S8acV15xxLG4X5AGDN7K7AI2Bx4toE6IXSFPji+\nXwx8CVxGmLUY4EzgdsJkUZMJMy7PifEBHiZMavWhma3TiPpERERERETalbJcTnlSW1U1f37Sb27F\n/FkpwzGnYrmk8QBWmPmdoc5FmdV9naTxADpXpu06Ujl3atJ4AGW5pgwxb9iE8p5J4wGs2i3t39/K\nlsJn4aLEISvL068dt7gm7UWOm7koaTyAG1ffNGm8S2d+lDQeQLcOif9dL0j7eQtL5zO3Q0Xan8mO\n1QsaLtRECysa25Fq2em0aG7SeFWV3ZLGA+iQ+POnYtG8hgsta+WNncez8aoT/zwujec4pyztnKGd\nEn9OACzXtUvJLqa6cPqEVpN8dey5ekk+R3XCFhERERERkZKgBFZERERERERKwrKchVhERERERKT9\n0CzERdMTFBERERERkZKgFlgREREREZGWoBbYoukJioiIiIiISEnQMjptWPUX76T95palnWn7taNO\nTxoPoPpvDyeNt+ofjk8aD6BDt7TT06954R+TxgOYUtY9abyeL96SNB5A9dzZSePNmzgtaTyA+dPS\nLoWyyuCbk8YDeH79rZPG2+KDV5PGA6hI/NlzYfeNksYDGDLmkaTxZjx2V9J4ACvue2TymK8NPCNp\nvC0uPjFpPIAxf78/abzlv7da0ngAq+13YNJ4iyd9mTQewFebH9xwoSb4Xqf0S25Vd+iaNN7SWM5q\nYcflk8bruGBm0ngACzql/R3gvd13TxoPYPsRL5fk8i8AC7+e3GqSr449Vi3J56guxCIiIiIiIi1B\nXYiL1q4SWDP7AlirlkMj3H3HBs6tAQa4+0tmNgYY7O7DzOwO4CggB5QBVcDbwC/dfVQjr2s5YH93\nvytufxO/UTcmIiIiIiLSDrS3PwHkgDOAXgWvfYuMeV8m1mbAa8ATZtbYvixnAccUcQ0iIiIiIiJt\nXrtqgY1mufvkxDGr3H1KfD/ZzM4Bjgd2AR5vxPkl2f9cREREREQaL6cuxEVrjwlsrcxsODDc3S+J\n232AMcDa7j6uKbHcvdrMFhTEPw84DlgDmAr8xd0vMbOBwOBYptrdK+IpG5vZK0B/4GPgaHd/r/l3\nKCIiIiIiUtqUwNavybOEmVkFcBKwAHg+7juK0HX5UGA0sCcw1MweA+4FNga2BfbPhBoEDAQ+AYbG\n13bNvREREREREVnG1AJbtPaYwA41syGZ7RxQ15z4je3ae4SZHRTfdyaMLT7L3efFfWOBY9z9hbh9\ni5ldBPzA3d8xsznAwkw3ZICb3P1xADO7AbinkdciIiIiIiLSJrXHBPZCYInFQt29ysyKifkocA4h\n4e0M7AD8ycxmuPswd3/RzLY2s8uBvsDmhKS5os6IoaU2b2aMKyIiIiIi0m61xwR2iruPrmV/YXfh\nylr21WW2u4/JbH9kZv2B04BhZnYccC1wK/AAcDbwQgMxqxtZt4iIiIiIlIIyzd1arPaYwNZlIbB8\nZnu9IuOV820L64nAxe5+DYCZ9SC0wOZ/gps81lZERERERKS9UQL7rTeAo8zsPkJieXETzu1iZvlx\ntBWELsSHAZfEfdOAXeOkTSsA/0d49p3i8bnA6mbWx93HFncbIiIiIiIibVN7S2Dra+m8ljAb8IvA\neOBMllzDNZc5vzDOwfEFsBj4ErgMuDruOxO4HXgHmAzcB8whjIWFMCb3JOBDM1ungesUEREREZFS\npFmIi9auElh3X7eeYzNYchkbyEyylFmfdYk47n4McEwD9TqwfT3HRwPrZ3atW3D8Reqf8ElERERE\nRGSpMLNOwE3AAcA84Bp3v7aOspsDNwObAB8AJ7v7W6muRX8CEBERERERkfr8EegPDABOAQab2QGF\nhcysK/AEoVdrf+BV4Akz65LqQtpVC6yIiIiIiMiykivBLsQxKR0E7OHu7wLvmtlVhBVXHioofigw\nz91/G7d/aWY/AQ4ChqW4ntJ7giIiIiIiItJS+hEaPl/N7BsBbFNL2W3isaxXgG1TXYwSWBERERER\nkZZQVt56Xo3XG5jq7osz+yYBnc1spVrKTijYNwlYs8nPqg5KYEVERERERKQuXYEFBfvy250aWbaw\nXLMpgRUREREREZG6zOe7CWh+e14jyxaWazZN4tSWzfs6abjFfbZIGq//b3+RNB7ArJU6J43X/bAD\nk8YDqFy5V9J4i7qsmDQeQLfqtEsRV/34xKTxIP1iyTOrqhNHhNE77JQ0XvcL0i8RvenArZLG61KZ\n/u+iHcrLksYbMuaRpPEATl1nv6TxbhhxVdJ4AFNWXL/hQk30g6N2TBqvYvkeSeMBrDvoyKTxKldK\n+xkOUNOtZ9J4lTU1SeNB+n+HNR27Jo0H0GH25KTxarp0TxoPoDLtY2Rx5/T/ZlKv29j/nIMSRyxt\nubLEPwQtYzywspmVu3v+A6YXUOXuhQnH+HgsqxcwMdXFqAVWRERERERE6vIOsAj4YWbfj4A3ain7\nH2C7gn3bx/1JqAVWREREREREauXuVWY2DBhqZscSJmQ6GxgIYGarATPdfT7wAHCFmV0H3AKcRBgX\n+89U19MuElgzGwMMdvdhBfsHAhe5+zoNnL9EOTM7AbgM6EyYKvrDTPEa4H/A34HzMs3sDV3jzsAE\nd/fGXpeIiIiIiJSOXPrRQC3lLOAm4HlgJnChuz8aj00EjgaGuftsM9sb+AtwAvAesJe7V6W6kHaR\nwDagsT9G2XJXAtcBtwMd47GtgK8Iz3QDwkK904CrGxn/38AAwJt4XSIiIiIiIktNTECPia/CY+UF\n26OAtJPnZCiBbZ7uwIvu/pWZ9Yn7prp7fvaACWY2BDiExiewIiIiIiLShtWUcBNsa6EENjKz7YE/\nAP0JrZ8vAse6+6SCcjXx+HAze4HwV4japhObW3DeRsC1hEHNHQiDno+PXYbHxGLDzexiYCxQbmaD\ngdMI36db3f2cFPcqIiIiIiJSitr7LMRlAGa2AvA48DTQF9gNWA84t5Zzesfz9gcOiPuW+FOKmX0P\nOA64K26XAY8BnwObAtsSZim/Mp6SX8fiAOCP8f1ahK7I2wInAmeb2e7NvlMREREREZES155aYIfG\nbr1ZlYRBx52BS9z9urh/nJk9xLeJ5TfcfZKZAcxw96/NrDshof0w7i8HugCfEiZyIm7fDNyUH8Bs\nZncCv4kxp2ZizovvFwKD4mxen5nZ74B+wLNFPwkREREREWlx6kBcvPaUwF4IPFyw70DgZHefbGbD\nzOxXwGbARoRkcUQT4u8FTCAksL1ifSPMbNOYlA4FBprZlsCGhK7K/6sn3qSYvObNJCTaIiIiIiIi\n7VJ7SmCnuPvo7A4zmxy/rg6Miq9/EdYs2puwRE5j5IBx7j4ubn8Wl8KZAOxmZi/G2JMJXYn/Qeiq\nfHY9Matr2VfbWFsREREREZF2oT0lsPXZH5jm7vvmd5jZmRSXMObHF1cQlsfpBWzk7rkYf88i44uI\niIiISAmpUR/ioimBDaYCa5nZLsAY4GDChEqvN/L8MmBVM1sQt1cGLgOmAMOBjYHlgAPMbBRhkqhT\nCd2C8+YCG5vZO0Xei4iIiIiISJvUXmYhbuhvHf8E7gbuJyxvMwA4C+hrZh0aES8HvEboMjyBMHa2\nEtjd3ee4+3+AS4AhwLvAUcAphKS3d4xxA2HN2MHNvAcREREREZE2rV20wLr7unXsvxO4M26eEl9Z\nN8Sv2XK4e0Xm/VhCN+GGruFS4NKC3dmY5wPn13YsHt+loTpERERERKT1yuXUJlWs9tICKyIiIiIi\nIiWuXbTAioiIiIiILGuaxKl4aoEVERERERGRkqAEVkREREREREqCuhCLiIiIiIi0APUgLp5aYEVE\nRERERKQkqAW2DZu39jZJ43Wd9lnSeLnN0q8M1L2yJmm86ZvtlzQeQKeKsqTxvp67OGk8gFW7pv1o\n6PrVW0njASxeZb2k8XpUTUoaD2DeZqsljddt5rik8QA+ezdtzK9nLUwaD8C6LEgab8ZjdyWNB3DD\niKuSxjtjh3OSxgP481srJI/593MeTBrviPcOTxoPoKyyc9J4iytqWx6+SJUdk4Yr75X+17velfOT\nxltQ0y1pPICKDmm/1+VVM5PGA6jutlLSeJUL5yaNBzCvcrmk8VbYcIuk8USUwIqIiIiIiLQAzUJc\nPHUhFhERERERkZLQ7BZYMyvsqzkFeBT4pbvPa2bMwcAAd9+5udeVmpl1JdzbKHffqeBY0ddrZvsD\npwP9gM7AB8DN7n5Hsy9aRERERESkDSq2BXZ/oBewBrAPsDVwdZExW1vD+r7ABGB7M1u7luPNvl4z\nuwC4B/gXsC3wA+A24DozO6u5cUVEREREpPXJ5XKt5lWqih0DO8PdJ8f3E83sCmAIcGqRcVuTXwAP\nA7sBRwGXpAhqZpsAg4FfuPsDmUO3mNlc4Hoz+5O7p52VSEREREREpESlnsRpia7DZtaR0CJ7WNz1\nNHCGu8+Ix/sCtwD9gVeBjzPnDgSOByYDOwOnAPcCvwZOAnrHc8509w/iOT2Aqwitpp2Bx2J9X5vZ\nTsAdhAT0cqATcAXwn3gNawAPu/vAzDX0APYAbgUWUnsC29HMbo33OAE4z93vN7M9gIeAldx9foy3\nO3A/sCpwNPBRQfKadx8wPJ+8xu7al8Zn8Iq7p58aV0REREREliq1TBUv2SROZrYyYSxndn2CK4At\ngD2BAcAKhAQun9w+AXwGbA48CJxYEHY74H3gh8AzhBbLs4Az4jnjgKfNrEss/wiwKfATYFegL/C3\nTLzVgf2AHYHL4vVdR0hMDwUOMbOfZcofCCwGniOM713XzHao5Rpr4vUMBf5hZuvGc+YAe2XKHgA8\n4u4LgG2AEdTC3Re7+4SC3XsTuhn/rrZzRERERERE2rpiW2Cfiq2DZUBXYCqhdZSYVJ4KbOHuH8Z9\nA4GpZvYDYG2gJ3BybKH8r5kNAFbJxK8BLo8JH2Z2GvBbd38ibh8PfA4cYWb/ISSm67v75/H4EcDH\nZrZ+5n7PcvfPzewm4I/Aje7+Riz/DrAhIVmFkNQ+G6/vDTP7ChjIkonneOAUd68GrjGznwLHuft5\nZvYQIQl+2MzKCcnzsfG8lYHp2YdpZp8B2YUj93T3V+L7oe6ediFWERERERGRElJsC+wgwuy5/Qit\ng88AI2Nr7LpAR+BVM5ttZrOBL+N5GxBaRz/Nd6+N3iiIPzmTvK5KSHhfzx9098XAqBirL2FM7ueZ\n4w7MiMfyxsRj+XrHZo5VEboWY2a9CK3Gj2aOPwwcZGbZlbLficlr3luZ+u4FfmpmlYTkugPwbDw2\nA+hRcL+78O3z7AZUZI6NRURERERESlYu13peparYFtgJ7j46vv/czN4CpgEHA/mWw+2BuQXnTQbW\nI7TcZi0s2J5fx/usivhq6DgAtUyKVFdX9IPjebea2V8z+8sJsy/fE7erC84r59v7eInQjXg3Qlfi\nh2PSDfAa8KPsie4+Lv/ezAqvp677ExERERERaReSjYGNcjFmOaFrbzWwsruPjonuHOBPhEmMPgA2\nMLPlM+dvXldgd58FTCKMhwXAzDoQxth+AjjQI9NdGDPbCFg+HmuqQwjjWPsVvEYTuhHnbVxw3tbx\nenD3HGHM797Azwgtsnm3ARub2T6FFZvZGs24XhERERERkTat2BbYnmaWH7O5AmGG4HLgMXefE2fn\nHWpmJwBTgGuB7xG68Y6Lr9vM7PeExPQQwqzAdbkWuMTMJhImf/odocvvP919mpk9DQwzs9PjdfwZ\neNHdP4qzEDeKmfUhdIk+0N0/Ljj2F+AKM+sdd61tZtcDNwMHEZLwgzKn3EdY53Ue8Hx+p7u/b2bn\nAvfE5YceIbSy7gFcGJ/NF429ZhERERERad1qSrjrbmtRTAtsjjBz8IT4eoswtnXPTFfYswnJ2wPA\nSGAB8BN3z8WutD8ljGt9kzAD8Z8bqPMawpI2txDGvq4ODHD3afH4kYQW0ueApwgzGO/fwD3Utn0o\nIeH+f7Wc8zdgUawrR5hJeSXC/R8K7OPuE/OF3f21GOuBwu7L7n4tYcmfbQnJ7XvACcCNwCaZ56gf\ndRERERERafea3QLr7hWNKFMFnBZftR0fS1juprZjdwJ3FuyrAX4fX7WdMx04vI5jL7LkpEjfuQd3\n3yWzeWUdcaYRZlxuNHdfr55jz5Npma2jTIPPWkREREREWrdcKc+e1EqkHgMr/5+9+46Tsrr+OP7Z\nQhdBUWwoxqhHNIoKsRc0Go2xa4wdOzZsqFGjYu8BJUSNxo7dxF6ixljBFg22eCxgV1BQ6uKyO/P7\n49758TjOsot7d9mB7/v1mtfO3Oc+57kzLAtnz733ERERERERkRahBFZERERERETKQnM3cRIRERER\nEZEmaOj+ndJ0qsCKiIiIiIhIWVACKyIiIiIiImWhQjthLbhqHhiR9A+3fqtDU4bjra9rksYD6NW1\nfdJ4E2bUJY0H0LE67e+NundMv0l1p+qKpPG6UJs0HsDk+nZJ4/Wo+zZpPAAq0/5Z5zp2SxoPoPq7\nz5LGm9p1+aTxWkK3Se8lj/n1YqskjbfEuOeSxgM4et3Dk8e84omhSeN9stbuSeNB+p+R9S3w/6ba\n+rQx21Wm/RkOsHjl90nj1VZ3ShoPYFZd2s8x9b+FAO1npf23Jt9unm6M0cSgaSe5jq9Jv2JxtaUW\nTf+H00o+njS9zSRfvXssUpafoyqwIiIiIiIiUhaUwIqIiIiIiEhZaPFdiM0sBwxw92czbdsCDwDn\nufs52T5mtiSwubvf00jc3sB4YEV3/6QFx78iMA64xd0HFh27Aci7+0HNiH8wcCjQB6gAXgMuc/eH\nfvKgRURERESkzclp+WaztXoF1szWB+4G/uzu58TmpYHR8fnFwHZNDNca3wF7Ah8Au5hZ0oUGZvY3\nYBhwI7AO0A94FLjbzHZNeS0REREREZFy16r3gTUzAx4C7nD3IYV2d5+Y6VZB6ySmTbUX8GdgKLA7\ncHOKoGa2HXAAsJG7v5w5dLGZVcfr/SPFtUREREREZP5rS0lOuWq1BNbMlgUeA54CDis6lgMGAFsA\nA2PbAHdfKU4pHglsC8wAbnD3P8ZTK4BdzexoYBngSWB/d58SY2xKqHCuAbwPnO3u/4jHbgAmA8sB\nOwCTgNPcfVRmXKsDvwD+Dawfx1acwHYzs3vj+N4DjnX3p81sEHCKu/8sE+8wYIi7G3AQ8EhR8lpw\nOXB1PKcwVfpM4ARglLsf09DnLCIiIiIisqBqrSnEiwH/jF8PcPeGfvlwKXAXcCfQP7bdDywFbArs\nARxoZkdmztk/tg8gTMH9A4CZLQ08CFxPSEIvBm4ws40z5x4FvEJIcP8OXG1mXTPH9wI+dve34jg2\nN7Pie0TsAowF+gJPAPfGGPcAy5rZOpm+uwJ3xOcbACXvk+DuM9x9UlHzRvH9XVHqHBERERERkQVd\na1VgrwY+AaqAE4FzS3Vy95lmVkPYGGmyma1FqHz+rLBRU6xsLpI57SR3fy0eu4uQSAIcCTzh7lfF\n1+PMbF3gOOCF2DbW3f8Uzz0TOJaQzL4Yj/8euC8+fwSoJSTM52eu/4q7nxVjnATsDOzl7teY2VPA\nbsDrZrYYocJ8QjxvCUIFmHhue0IVOE+oLEPY2KlguLuPL/W5iYiIiIhI25fTHOJma60K7FfArwnr\nOk83s1808bxVgcnZXYbd/UF3vz2+zBN2CC6YAnSMz/sAO5rZtMKDUHHN3m3+/UzcafFpOwAz+yWw\nMqHyirvPIFRY9y8a48uZGHngv8xJPO8gVF0BdgLec/d34utvge6Zc2sJyffawG+Bzvzwz+djRERE\nREREFmKtlcCeENelXg68AdxoZk259uwm9Kkvel2oXlYDtwBrERLDvoTq6g6ZvrUl4hXO3yt+fcLM\nZpvZbEJiubKZbTiX61dm4t4LrBjX0u5KmBpd8BJhWvD/c/dx7j6OHyereWBWibGKiIiIiIgsNFor\nga0HcPcccAghqTy1gb7Zwvr7wOJmtlyhwcyOMbPC7rwVNMyBVdx9fCYx3AXYp7HBmlkF8DvgJkJF\ntJAArwtMI240Fa2ZOa8q9nkXwN2nEjau2gP4FXPWvwL8FdjezNYuMYRejY1RRERERETKSz7fdh7l\nqlVvowPg7mPNbBhwppnd5+5vF3WZAaxhZsu6+ztxHen1ZjaEsG70DzSwhrbIlcBgMzuXkIiuR1i7\nekATzt2MsDvxiMyUXwDMbBSwt5kVdgLezMxOJdzy5ljCFOTbM6fcCVwLvOvuHxQa3f1RM7sKeNLM\nzgIeJ/xCYRfgFOBtwhrZHsw9URcREREREVkotEYFtlR+fxZhmuyNsWqZ7XMLsBphLSnAfsB0YAww\nCrja3a+eS2wA4rrZHYDfAG8C5wDHu/sdDZ2Tibcn8F93f71En6uAboTNmvKE5HjTON7+wHbunp3u\n+yAhAb29KA7ufhwwiDC9eAxhR+SdgNOA/u4+vbH3KSIiIiIisrCoyJdz/VjmquaBEUn/cOu3OjRl\nON76uiZpPIBeXdsnjTdhRl3SeAAdq9P+3qh7x6qk8QA6Vact+ncpudy8eSbXt0sar0fdt0njAVCZ\n9s8617Fb0ngA1d99ljTe1K7Fdxpre7pNei95zK8XW6XxTvNgiXEl77LWLEeve3jymFc8MTRpvE/W\n2j1pPEj/M7K+Bf7fVFufNma7yvQTtxav/D5pvNrqTknjAcyqS/s5pv63EKD9rLT/1uTbdU4aLwTN\nJQ03vib9hM/Vllq0bGcn+sSpbSb5sp7l+Tm21hpYERERERERkWZp9TWwIiIiIiIiCyNNfm0+VWBF\nRERERESkLCiBFRERERERkbKgKcQiIiIiIiKtIKcpxM2mCqyIiIiIiIiUBVVgF2BVm++dNF6799Pe\n1mHp225NGg+g/WlXJo3Xt/rrpPEAmDg+abhc77WTxgOYWbFI2oAv3ps2HtB95rSk8Sb+582k8QDe\nGvVq0nhbP3Vj0ngAR624U9J45055J2k8gI6Jb2Xx0sBjksYDWGP/zZLGG3Xy35PGg/S3vAE4duuz\nk8a79KaPk8YDqJ06I2m89p06JI0H0HPT3ySNVzfh06TxAHL90/6sqCL93Tu6Jb4dWkVN2lsHAeS6\nLJ44YH3aeEBNZcek8aYO3D5pPAAeeyp9TCkbSmBFRERERERagXYhbj5NIRYREREREZGy8JMrsGZ2\nAzAQyMOP5oHkgS3c/dm5nN8T2NTd/x5fPw9sVNRtKvAqMNjd//dTx9qYeO21gKXcvSbT/ivgMXdv\n14zY6wKnAJsAiwMfAXcAF7p7k+emmNm5wAbuvvVPHYuIiIiIiMw/OVSCba7mVGCPAZYGlgGOAz4F\nlsq0jW7k/MuAbTKv88BF8fxCjO2AxYD0i4EiM1se6A9MAnYt0eUnf5eZ2bbA88B04LfAysDJwO+B\n239CSH3Hi4iIiIjIQusnV2DdfRowDcDMpgD17j4vO96UWr0/3d0nZl5PMLPjgX+bWZ8WqsLuCbwG\n/IdQUU6ys5CZdQSuBa5x9+Myhz4zs7cAN7M13T39zjEiIiIiIiILoBbdxMnMDgZOBHoDbwBD3P2F\nOB12n9hngLuvOpcwtfFrXez/KXA6cDSwBvA0cDhwOaGi68Be7u5m1g74K7Aj0AH4F3C4u3+Vib8X\n8HiMc4SZLefunxe9j2OBM4B64Gp3H2pm3YEJwJbu/kLs1y22bQYsR6hI/2iLRncfZ2aruPtH8bzn\nCAn0jrHLGoRq7VXAOsALwAdz+YxERERERKSN0yZOzddimziZ2SHAcOAcoC/wLPComS1FmCr8d0K1\nc/25xFg2nj/W3d/PHDqXkBhvCqwHvA48DPySkPCeF/sdF+NvSZgm3J0wdbkQ34C1gQeAp4AZwH5F\nw6gG9gC2AA4FjjWzvd39O0Lim512vCPwubu/HK/7P3cvuad7IXnNOIAwtXhXIAc8BLxLSGDvj9cW\nERERERFZaLVkBXYw8Cd3L6z1PNnMBgBHxgrmLKCmKME708xOjc+rCGs+HwMOLIp9nbs/A2BmTwPd\n3f26+HoUMCj26w3UAJ+4+3dmtj9hTW3BXsBEdx8dz32EMI34okyfPDDQ3T8A3jSzEYSK722EzZjO\nA4bEvrsBd8bnSwCTs4M2s5uBXTJNZ7t7IaF+wN1fif12AroCR7v7LOA9M9sytomIiIiIiCyUWvI2\nOqsBLxe1jQH6zOWckYRq7fqEBPFL4PTiKb3A+MzzGsLOvtnXhbuM/xVYHvjKzB4DtiVUNQv2BB7M\nvL4XWNXM1su0TY3Ja8FrmfdwP7Ckma1rZl2AXxOSWoBvCRXfrBPj++sbx9E+cyz7HvoAHpPXglcQ\nEREREZGylcvn28yjXLVkAjurRFtVfDRksruPc/d33P0Q4EPgETNbpKhfXdHrXKlgcYOkFYF9ga+A\ni4FH4P9vb7MqcICZzTaz2czZwGlgJkx9UdhK4rpcd58OPEqovP4W+Njd34j9XgL6mNmimfFMjO9v\nHD/+fIpfF29yVYuIiIiIiMhCrCUT2PeADYraNmBOBbQpaf8goCdz1rTOEzMbCGzn7ve4+wHA9sAA\nM1uMUH39hrAGtm/mcQ/w+7gBFED3uBa3YH1+WMW9I8bdmTnThyGsYZ0InFZiXB2AHnPCDTz7AAAg\nAElEQVQZ+lvAarGqW7DO3N+tiIiIiIjIgq0l18AOA642MydMfz2MMDX29/H4DODnZraMu39ZKoC7\nf2RmFxHWxl7r7m/P4xgWAy4ws0nAJ4Sdjz8CpsRx3FIc08yGA78jbMj0XWy+2cxOiOM/grB2tuBh\n4HrgZ2Q2pHL3WTGBvs/MegB/I1SB+xN2UV4BeLWBcf+TMH36b2Z2NrAxsDvw3Dy+fxERERERaSPq\nS84blXnRYhXYuHnTmcAFwFhgQ2Ard/8wdrkZWJOwphQarsheAnwMjGikXykjCNOCbyVUNdcgVEo3\nBHoB15UY94vAf5kzjXgi8ATwDCEp/6O7P5zpP4uwi/G44vvUuvu/CTsjVwF3Eyq3lxAS0V+4++Ol\n3pO7zwa2I1Sf/wMcBPxlHt63iIiIiIjIAidJBdbdbwJuKtF+BXBFA+eMAZbJvN6sgX7fE+6JWni9\nQtHx/YpeX0dMTN09B5wcH8UaXIvr7utmXhamD188l/7Ft97JHnuPkIA2qNR7d/fxwK/mdp6IiIiI\niJSPct48qa1oyTWwIiIiIiIiIskogRUREREREZGy0JKbOImIiIiIiEhUrynEzaYKrIiIiIiIiJQF\nJbAiIiIiIiJSFjSFeAE2rbJz0nhdPv+w8U7zoH3XtOMD6NQu7e9kKmumJI0HkOuxXNp4Lz+YNB5A\n5/V2SBuw32/SxgNq/zEyeczUtrrnwqTxZi65atJ4AEMO75803uKT3k0aD6BuiZWSxut39qCk8QCq\nunZPGm/fN/ZJGg9gfLteyWNeetPHSeOdNPDGpPEAht11ZNJ4lV26Jo0HkJv2XeOd5kHVkmn/nQH4\nPvGsx3bUpw0IVH3xv8Y7zYN8jxUa7zSvMavaJ41XWTctaTyAquqKpPG6rZD252O50y7EzacKrIiI\niIiIiJQFJbAiIiIiIiJSFsp2CrGZfQQUz+3IAy8A9cC/3f2cFrjuDUDe3Q9KHVtERERERBZc9bn5\nPYLyV7YJLCFZPQa4q6i9tuiriIiIiIiILADKOYEFmOruE+f3IERERERERBqjTZyar9wT2JLM7N/E\nKcRxyi/AOsDSwMbAN8BIYEdgGvAP4CR3/97MNgdGAZcAQ4HZwJ/d/YIGrnUacAiwXIz718LUZTOr\nAs4FDgA6A48Dh7v7ZDNrD1wK7B1DPQYc4+7fxnOPAU4AlgLeBI539xcSfDwiIiIiIiJlaWHZxGlf\n4DTgt+7+IXA9sAiwIbAz0J+Q0BYsBewH/AoYBJxsZgcXBzWz/QnTmA8CVgHOBs4ys7Vjl/NinIHA\nBjHu1fHYhUA/YFtgALAocHeMuw4hgT4cMOB5fjxVWkREREREZKFS7hXYq83sL5nXeUKSWOwVd38E\nwMxWAnYCFnP3abFtEPC6mZ0Q+1cBB7n7W8BYM7uckMheVxT3Y+BAd386vr7GzM4C1gD+S6jMnuDu\nT2Sus4eZdQKOAvq5+9vx2EDgGzNbA+gN5IBP3P0TMzsdeNDMKt1dS79FRERERMpQvaYQN1u5J7Bn\nAPdmG9y9xsyK+32Ued6HUHn+okS/lePX6TF5LXgVGFLc2d2fMbP1zOyCGHcdQgJdZWZLAD2A1zL9\n3wXOiUlqe2CMmWXvFl0BrEqYTvwm8JaZvQ7cD1yr5FVERERERBZm5Z7Afu3u45rQb1bmeTXwHWH6\nbkVRv88JU33ritqrCBXRHzCzQ4BhwLXAPYQk9+l4ePZcxlNNqBZvDMwoOjbB3WuA9eN63B0Ia2gP\nN7N+7v7lXOKKiIiIiIgssBaWNbBZDnQDcPdxMQHuAlwGdIh9uptZ9h6zvwTeKBFrEHC2uw9x91uB\nyYQKbIW7TyFs6tS30NnM1jazT4EPCAnxEpkxTAMuB5Yysw3M7DR3f8bdTwRWAzoBmyT6DERERERE\npJXl8m3nUa7KvQI7z9z9XTP7J3CbmQ0mJJLXAN+4+9Q4rbgCuDauiV0NGAwcViLcJGArM3uAsAnT\n+YTPtJAIjwDONbMvgK8JCeoL7j7DzK4lrOE9LB4bBiwPjAe6AkPNbALwJGGTpy6UTqJFREREREQW\nCuWcwM7t9waN/U5hX+DPhOSwDniUsJtw9vxHCbv/TgNOcfc7S8Q5lrCj8X+BicCdwHTCWliAiwjV\n3juBdsCDmesMIdxG55547BlgO3fPEzaOOhA4M47zY2Afd/dG3peIiIiIiLRR9eVc+mwjyjaBdfeV\n5nJsy8zzA0scnwzs00j8ywkV0+L2AzPPnbCOtaEYdcBJ8VF8rAY4Oj5KnXsbcNvcxigiIiIiIrIw\nWRjXwIqIiIiIiEgZKtsKrIiIiIiISDnJ6T6wzaYEtoi7P0O4bY6IiIiIiIi0IZpCLCIiIiIiImVB\nFVgREREREZFWUK8ZxM2mCqyIiIiIiIiUBVVgF2AVieO1t35J47095G9J4wF03a8mabyKQT+6A1Kz\nLdN/xaTxlt5x+6TxAKZXLZI0Xtd3Hk8aD2Dy/z5OGi9fX580HkBFu3ZJ402uST/GXH0ubcCK9L8X\nra3qkDTe56PuThoPYKWD90sar6K6Y9J4AN07pt/eoXbqjKTxht11ZNJ4ACfscWXymKmNeP6SpPEq\n6mYnjQfw0ZTapPFW7ZL+51n9cmskjZdv1ylpPICZdWnLb4u0wM/c2YlLhP7ge0njAVjyiFJOlMCK\niIiIiIi0Au1C3HyaQiwiIiIiIiJloc1VYM2sM3AqsDvQG5gBPA0Mdfd35uPQ5srM9gOOAtYApgJP\nAKe7+2fzdWAiIiIiItIm1OdUgW2uNlWBNbMuwGjg98CJhCnuvwamAaPNrPd8HF6DzGwY8Cfgr0Bf\nYGdgGeAZM+sxP8cmIiIiIiKyoGhrFdihwBJAH3efFts+BQ4ys17ACcCx82twpZjZJoQxbeLuY2Lz\nODPbGXgXOA44Y36NT0REREREZEHRZhJYM6sABgIXZZLXrP2A72LfQ4AhwEqE6bp3AoPdPW9mN8T+\n6wBLAxsDHYBhwEZAO+AV4FB39xivHzCSUD19DfgXsJm7bxGP7wKcB6wIvAmc7O7PxuvsD7yUSV4B\ncPcaM9sR+CrGaAdcDOwB9AQ+By5w92vj8fHxfewPfOnu/czsAuAAoDvwEnBUW55GLSIiIiIiDdMm\nTs3XlqYQ/xxYEni+1EF3n+Du35vZZsDlwCnAKsAg4GBgp0z3fYHTgN8C44AHgA+BtYANgSpCMomZ\nLQo8Skhq+wK3E9bg5uPxvsCNwDnAmsAo4BEzWyleq288t9SYx7r7hPjyVOA3wC7AqjHmSDNbMnPK\n3sBWwAGxgnsosBthXe2XwPWlriMiIiIiIrIwaDMVWMLU4TwwudBgZr8C7ovtFcDHhErswe5+f+z2\niZm9Tkjy7ottr7j7IzFGZ+Aq4Ep3r4ltNwGFG3zuSVhje6y754H3zWxjQvUWQqX3Gne/M74eaWYD\ngCNijO7AlCa8v/8CT7r7K3EMFxGmTK8KfB37jCpUWON7/x74zN0/NbPB6LZXIiIiIiKyEGtLCey3\nhCS1e6btBUKFE0Il8gh3f93MZpnZWYSkdU1gZeCxzHkfFZ64+0wzuxoYaGb9gdWAdYlTe+P5r8Xk\ntWAMoVIK0Af4nZkdnjneLnO9ScBijb05d3/AzLYys8syY8gTqsE/GjehEnwUMN7MxhCS8+sau46I\niIiIiLRN9ZpB3GxtaQrxB4RkcKNCg7vPcvdx7j4OmAhgZr8G/gMsBTxCSGxHF8WaVXgSdzZ+FdgL\n+B9wJnOqrwB1hMQ5K/u6mjDduG/msTqhAkscS79Sb8jMjjGz8+Pz84BbgFrgJmD9Etf9/3HHqcer\nATsAbxB2ZR5jZh1LXUtERERERGRB12YSWHevJ6zxPM7MFinRpRch4TsUuM7dj3D3GwAnrJ8tTgYL\nBhCmAw9w9z+5+1OE+8sW+r8NrF10Tv/s0ICfFRLpmEwfTljPCnArsJ6ZbZgNEN/D8cz5jAcBR7v7\nae5+N9A1tpcct5ltR9ho6lF3PyqO0QgVYxERERERKTO5fL7NPMpVW5pCDHAWsAnhnq9nE6qbSxKS\n1gOB24CZwEZm9gvCFNxTCQlqhwZiTgIWAXY1s1eBrQlTcwvrVm8HLjCz4cCVhIT398zZTGo48Gw8\n92FgR8KtcbYEcPcXzew64AEzOxl4BlgeOJdQ3b04M44dzOw1YDnCRlT5uYy7ErjMzL4CXids8DQD\neK/BT09ERERERGQB1mYqsBBuPQNsDtwMnA68RVhr2gvY1d0HAmcTphOPAf5JSGivItw2p1TMFwk7\nCP8FGEu4Tc2RQE8zW8bdZxCm6W5GmKq7H2Gn4dp4/kux7UhCtfYQYE93fz5zjUGEhPW4eI1bCInm\nZu7+Xex2IKGK+hah0nwn8HJm3D/4NYi7P0S4f+xwwtTn3wE7untTNowSERERERFZ4LS1CizuXgdc\nFh+ljn/FnOm7pY4fWKLtXEKCmXUTgJmtCFS7+/+vYzWzkYTb1hTOvwu4q5FxjwBGzOX4GH48VfnS\nzPGVio7h7sMJCayIiIiIiJS5XK58p+62FW0ugZ0PugFPmtm+hPu59ifcR3bP+ToqERERERER+YE2\nNYV4fnD3sYQ1sRcC7wIXAMe7+2NzPVFERERERERalSqwgLtfT1iXKiIiIiIi0iJ0H9jmW+grsCIi\nIiIiIlIelMCKiIiIiIhIWdAU4gXYtNpc0njdvp+ZNF7nHp2TxgPo0r4qabzqXl2TxgPo1LN70nh1\nX4xPGg+gfd+KpPEqu6T/HGsmftd4p3mQq0/79wWALoslDdehOu2fC0BNLvH7npn2z6UldF1+qeQx\nq3ssnTReXVW7pPEA6lvgpvXtOzV0K/OfpiV+VpSFyrT/duVqZiSNB9CxKnXNoz5xvPQqatN/jlUd\n0v67kG+B/8pXVab9t6Zdh7Tf3+Uu1wI/ixc2SmBFRERERETkJzOzi4CDCDN8r3P3P8yl7zbAxcCq\ngAOnzssGuppCLCIiIiIi0grq8/k280jFzIYQbkG6E7AbsI+ZndBA358D/yBsoLs6cDNwn5mt0NTr\ntbkKrJl1Bk4Fdgd6AzOAp4Gh7v7OfBzaXMVxfw286u6bz+/xiIiIiIiItIJjgNPdfQyAmf0BOBcY\nVqJvL+Cv7j4ivh5uZqcD6wGfNOVibaoCa2ZdgNHA74ETAQN+DUwDRptZ7/k4vMbsCHwBbGxmK87n\nsYiIiIiIiLQoM1sGWB54LtP8PNDbzH606YS7P+PuJ8Rzq83sYKA98HJTr9nWKrBDgSWAPu4+LbZ9\nChxkZr2AE4Bj59fgGrEXcC+wNbA/cM78HY6IiIiIiLQludwCt4nTMkCeUMgrmABUEKqtE0qdFKcS\nv0soqJ7i7k2qvkIbSmDNrAIYCFyUSV6z9gO+i30PAYYAKwFTgTuBwe6eN7MbYv91gKWBjYEOhBL2\nRkA74BXgUHf3GK8fMBLoC7wG/AvYzN23iMd3Ac4DVgTeBE5292czY+8ObANcC9RSlMCa2VBgbWBx\nYA1gF+Al4FJg79jtMeAYd/82nrMxcBGwLuGb4hngIHcv+U0gIiIiIiKSmpl1BJZr4PAiAO5em2n7\nPn6d21b1E4H+wIaEacQfuPu9TRlPW5pC/HNgSULJ+UfcfYK7f29mmwGXA6cAqwCDgIMJi4YL9gVO\nA34LjAMeAD4E1iJ8SFWEna8ws0WBRwlJbV/gdsIa3Hw83he4kZCQrgmMAh4xs5Uy19sNqAOeBO4H\nVjKzTYrewo7x3C3jtS4E+gHbAgOARYG7M2N6iJDU9iFUdX8exyUiIiIiItJa1gfeB94r8VgPwMza\nZ/oXEtcG78Hp7tPcfay7Xw38DRjc1MG0mQosYepwHphcaDCzXwH3xfYK4GNCJfZgd78/dvvEzF4n\nVDbvi22vuPsjMUZn4CrgSneviW03ASfFvnsS1tge6+554P1Y/Szc1G8IcI273xlfjzSzAcARRTEe\nd/dZwCtm9hmhmpxNxie4+7Xx+p2Ao4B+7v52bBsIfGNmawDfAOe4+/DMe/wH8Msmf5oiIiIiItKm\n1JfhDGJ3f4YGCp9xDezFhNypMA14aUL+9mWJ/qsDi7t7Nk96B2jyJrhtKYH9lpCkds+0vUCoikKo\nch7h7q+b2SwzO4uQtK4JrEyoVhZ8VHji7jPN7GpgoJn1B1YjTMv9KnZZE3gtJq8FYwjTfCFUQH9n\nZodnjrcrXM/MliZUUA/JHL83Xm9wTGp/MCbC1Of2wJg4dTprVXd/28xuNrPjCVOPV4+fQ8nqtIiI\niIiISGtz9y/N7FNgE+C22Lwp8EkDSx93AA4g5FgF/YH/NfWabSmB/QCYRFin+h+AmPyNAzCzifHr\nrwmV1puAR4CzCBXWrELSWNjZ+FXCPOsHCB9sH0JlFcLU3+IkMvu6mvBbhZuL+tTEr3sQpiRfa2Z/\nyxyvJCTBtxePKcbME9bnziiKO8HMlo1jfhV4ArgG2J5QvhcREREREWkrrgIuNrPPCXnUhYS9fgAw\nsyWAGnefQVhSeYqZXQhcR9hHaG9gg6ZerM0ksO5eb2bXA8eZ2Q3uPr2oSy/CB3IocJ27D4aw/TJh\nfei/Ggg9gFDGXr1QZTWzbZmTpL5N+E1AVv/s0ICfufu4QoOZXULYNet6wi1/niTsjpxNfO8nTCO+\nnR/7EKgHlnD3N2PMnoT538cBvwEmufuOmWsWxxcRERERkTKSy5fhHOLGXUrYy+gfhOLg39z9iszx\nV4AbCEskPzezbYArCOtePwJ2d/exTb1Ym0lgo7MI5efRZnY2oRK7JCFpPZBQPZ0JbGRmvyBUMU8l\nJKgN7XI1ibA71q5m9iphQ6SjgCnx+O3ABWY2HLiSkPD+njnTdYcDz8ZzHyZsxnQcsEW83+uGwG7u\n/oOyt5n9Fbgwzgv/AXefHqu1V5vZYcDXhF2SlwfGxzGvYGZbxtd7ALsyD/dHEhERERERaWnungNO\njI9Sx39W9PplQg71k7SlXYiJmyxtTpiuezrwFmGtaS9gV3cfCJxNmA48BvgnIaG9inDbnFIxXyTs\nIPwXYCzhFjdHAj3NbJlYyt4B2Ax4g7BJ1CjC7XBw95di25GEau0hwJ7u/gIh0Z0IPFji0jcAs+O5\npQwhTA++BxhN2G56u1glviuO4W7CbywGEO6B28fM2jUQT0RERERE2rD6fL7NPMpVW6vA4u51wGXx\nUer4V4Qptg2df2CJtnOBc4uabwKIVdRqd+9XOGBmI8nsmuXudxGSyuK4FxNvx1Pi2CSg81zGWQMc\nHR/Fx3KEKvFRRYdGNBRPRERERERkQdfmEtj5oBvwpJntS6h29ifcR3bP+ToqERERERER+YGFPoF1\n97FmdhRht6xehPsXHe/uj839TBERERERkaarz5Xv1N22YqFPYAHc/XrCjsIiIiIiIiLSRrWpTZxE\nREREREREGqIKrIiIiIiISCvQFOLmUwVWREREREREyoIqsAuwHp2q0gasTBuv/3mHJ40HkFusQ9J4\nVYcNTBoPoLJ9x+QxU8vNnJQ0Xu3KGyeNB7DyoV8nj5larlO3pPE6Vaf/neNie++aPGZqHWbPSBpv\nqZ13SxoPINdl8bQBq9unjQfU1qf/rX/PTRu8q91Pkpv2XdJ4ACOevyRtwMT/FgIcs9GQpPFGTBqd\nNB5Ari7t909NZfp/C2tyaf8PsERd2n8LAdpVVqQNmE8cD+iYr00ab9Pz0//MLWeqwDafKrAiIiIi\nIiJSFpTAioiIiIiISFlo8SnEZvYQ8JW7H5Jp2wu4FTjL3c/JtJ8O7Oru6yYew3hgqLvfbGZDgaFA\nHqgAZgOfAaOAc929LsH1csAAd3+2xLFq4HRgP2A54Cvg73F802OfG4CBmTEW5IF27p5r7hhFRERE\nRKR1aQpx87VGBfY5YL2itgHA58AWRe0bAE+3/JAYDSwdH6sCpwCHAde0wrUvAXYBDo7XPhD4NXBb\nUb87M2MsPJZR8ioiIiIiIgur1tjE6TngPDPr7O4zY9sWwGXARWbWwd2/j+0bANe2wphq3T27A8zH\nZjYJeNLM/uzur7fgtQcCB7r70/H1J2Y2CHjOzJZy9wmxvaZojCIiIiIiIgu11khgXyFM0+1HSNJ6\nASsQEtXTgI2Bp8xsVaA78KyZdSdUKncEOgIPAMe4+3cAZtYHGAZsBEwFrnH3cwsXjAnhaUA34NKm\nDNLdnzKzDwnV0dczcf4ALBnfxzHu/lY81hkYDuxGmNr7D2Cwu/9g6zYz25lQXd3J3Z8AcsCWZvag\nuxfmEIwB1gC+acpYRURERESk/GgKcfO1+BRid58NvMScacQDgFdjNfZZ5kwj3gB4y92/Be4D1gK2\nA7YC+gA3AphZj3jeZzHmkcBgMzs2Ht8GuBw4FdgQ+CUhYW6K/wGrxzg7AGcCRwFrEyrJT5lZ4b4Y\n1xES6O2BrYFNgPOywcxsI+AWYL+YvAJcARwDfGRmV5rZrkBnd3/X3eubOE4REREREZGFTmvdB/ZZ\n5iSwWwD/js+fBvaKzzcAnjGzNYHNgFXc/UMAM9sXeMfMVgF+A8wABsX1oG5mZxCSzSsIa0tHuftt\n8dyDCMluU0wBesbnJwEXuPuj8fVQM/stsK+Z3QrsDmzp7i/G6xxGSHQL+gDnA8e7+98Lje5+Xqz0\nHgkcChwOTDOzY939xsz5+5rZ7zKv88Du7v54E9+LiIiIiIjIAqW1bqOT3chpC+Zs1PQ00M/M2hOq\npc8QEr9vC8krgLs78F08thrwn6LNjEYDS5vZooQK6n8z504GxjVxnIsSpiQTr3WJmU0rPAhV4VWB\nlQmf3WuZ67zg7n/JxLqCMCX60+KLuPvt7r4pIVneG3gL+JuZrZPpdn+8Xt/4WJvwiwARERERESlD\n9bl8m3mUq9aqwI4GljWzfsCywAsA7v62mU0hVFxXJySwGzcQoyo+ZjVwLPu1ouh4LU2zJnGqMuGz\nORZ4qqjPVMLtbxpzJWHt70gzW93dZ8fq8kB3PxEgTpe+w8z+DnwAbElcfwtMc/fxTRy3iIiIiIjI\nAq9VKrBxvet/gUHAy+6eTUKfI9xK5j13nwQ40D1OFwbAzFYHusZjTqjaVmVibAR8HRPCtwjrXgvn\ndiVUTOfKzLYEegP3FIYNLO/u4woPwv1bNyBUdHOEymjh/J3M7NVMyHsJa2K7EDaCgpAUn2BmfTP9\nCuuEZwITGxuniIiIiIiUp/lddVUFdt48S1jvObyo/WngYmLl093dzB4DbjazwYQkeyTwjLu/Y2af\nAGcBfzWzywCLr0fGeCOBJ8zsOUJyfBbQqeia7c1sqfi8E7ApYdfja939ndg+DLjWzN4nVJAHAb8D\nznf3aWZ2EzDCzI4grE89H3goc42K2O9U4Eozu9ndXzezh4D7Y3vhfrQHAB0IOxmLiIiIiIhICa21\nBhZCMtmZOetfC54mJJHZ9v0IVc4ngUeBNwm3t8HdpwPbEqqqrwEjgGHufk48/jyhonsq4dY3X5FZ\nExttCHwRH28AQ4ALgSMKHdz9LuCPwDnx+lsA22fW5h4HjAUeBx4G/gWcEY/lM3FuitcYEZv2IOxM\nPJSw6/FDhOryZu4+48cfm4iIiIiIiEArVmDd/QHmrFHNtr9d3B43XtpnLrHGEm7H09DxO4A7Gjh2\nNnB2E8c8kjmV3eJj0wk7Hh9c4ljx+9kw83wWIdE9o/i8TJ8DmzI+EREREREpH+U8dbetaM0KrIiI\niIiIiMhPpgRWREREREREykJrbuIkIiIiIiKy0NIU4uZTBVZERERERETKghJYERERERERKQuaQrwA\nq6qsSBovt1ivpPHqxz6fNB5AbV0uabxFOndNGg8gN/27pPEqV1wzaTyAXJceSeO1n+BJ4wHUza5N\nGq+ya/ek8QD49O2k4Tqu3jNpPIDaz8YljVex1pZJ4wHUVHdJGq/DhE+TxgOozqX92VO5dPp/ntt1\nSvs5AtQl/iyrllwuaTyAirrZSePlatLf8W7EpNFJ4x3TY6Ok8QBOm/RW0ngdqtPXULrUTEwaL1+V\n/u9hLp92+mi7milJ4wF82z7t/wG6VKpelqUpxM2n7ygREREREREpC6rAioiIiIiItII6VWCbrcUT\nWDNbGjgH2B7oDnwI3Ahc7u71rXD94nldtcDbwHB3H9UC17sByLv7QXPpsxdwIrA6MAP4F3Cau38Y\njw8EbgDyQHYecB7Y2t2fSj1uERERERGRtq5FpxCbWS/gZaA3sDvQh5DMHg080JLXLrILsHR8rALc\nAdxsZpu04hgAMLOdgKuAiwmfx1aEXyQ8Y2bZBUqfMmfMhccywLOtOmAREREREZE2oqUrsCMJFddt\n3b1QL//YzF4E3jazI9z9qhYeA8C37p5d2X+pmR0E7Aqk30lo7vYHrnf3uwoNZrY3MBH4LVBor3f3\nr1t5bCIiIiIi0kK0iVPztVgCa2Y9gR2A7TLJKwDu/qmZ3QgcZmYzgUMIieRRwGTgXHe/LhPrDOBw\noDOhAnm0u38aj+WA/YBTCNXVl4H93P3jRoZYR5hOjJl1IFSG9wIWJ0zpPcrdPzOz3sB44EzgBGCU\nux9jZvsCfwRWAF6PY/pvjN3NzG4HdgS+AU5x99vjsRywgZl1cfcZ8fP43szWISSxIiIiIiIiUkJL\nTiFeN359tYHjzwNrAe2B9YC+wAbA2cCVZrYVgJkNJiSWewLrAxOAx82sKhPrLMK05HWBJYDzGhqU\nmXUws6MI03fvj81/BXYG9o1jaJc5VrBRjH+FmW0DXAcMA9YE/gM8aGaFXwjsDLwCrAHcCVxnZoX7\nsfwF+CXwuZndbmYHm9ky7j7O3ac3NG4REREREZGFXUtOIV48fv22geOF9h5APaFqOgl4x8w2Bw4D\nngROAo5w9+cAzOwI4AtgW+DhGONP7v5MPH4VoZKb9WhmM6cuwCTgBHcfY2bdCYnrNu7+bIyxD/Cp\nmW0NvBfPG+7uH8XjlwC3uvu18fWJwPeZ9zzG3YfFY+cRNmxaDXjF3Z+Oa29PJhhMl+UAACAASURB\nVFSo9wByZna1uw/OjLm3mU1lziZOeeAKdz+jgc9TRERERETaME0hbr6WTGAnx69LExLOYsvGr5OA\nD2LyWvAqMChuatQLuNPMsn/aHQnThQs+yDyfSqigZh1MmFqcB2rc/avMsVUJSeLLhQZ3/9bMnFCl\nLSSw2SnJRtiIqdB/NiEhxcwgrPstHJsa2zpm2l4CdjOz9sDmwEDgSDP7wN2viN0+j8eyuxA39MsA\nERERERGRBV5LJrCvEtZ79qN0AtsfeIOwDnV20bGqeG5hfLszJ5EsmJx5Xlt0rKLo9RfuPq6Bcc5q\noL0qPkr1Kx5vsVK3B6qICflFwIXu/oW71wJPAE/EKdFbAYUEts7dxzdyHRERERERKRP1eVVgm6vF\n1sC6+zfAvcAZZvaDhNLMlidURa+JTSubWedMl/7AG+4+hbCxUWGN6DjC7WUuJVRBU/iQsKHTBpnx\n9SBUeN+NTcXfae8T1uwW+lea2Tgz27CRa9UA+xAS8mLfAdp1WEREREREpAEtfRudY4HnCGtQzwU+\nISSnlwBPuftVZjYQ6ApcbWbnA5sRErwtYoxhwAVm9jXgwBmEDZXeJQF3n2FmfwNGmtlhhGm6FxOm\nDD9JmOpcXNH9M/BPM3seeCG+T4DXGrlWLr7HC82sI3AfYbrz1sDehCnDIiIiIiIiUkJL7kKMu39J\nqGw6cCsh6TwHuJJwi5mCT4AvCdOOTwT2cfcX47HLgGsJOwW/BixP2HBpSjzeWB2+KXX6EwlTee8h\nJNwzgK3j2tYfxYgbSh1JuLXOWMJuytu7+/eNjcHd/0TYZGo3wvsdQ9jM6TeZ2/CIiIiIiMgCpj6X\nbzOPctXSFdjCVOJjmVOlLCXn7n8A/lDi/BwhUTyzgfhVRa9vAm5q6HgDMWoIt+E5usSxj/nhWthC\n+43AjSXaD2zCGEuemzn+g/cgIiIiIiIiLVyBFREREREREUmlxSuwIiIiIiIiovvApjDfE1hNlxUR\nEREREZGm0BRiERERERERKQvzvQIrIiIiIiKyMNAU4uZTBVZERERERETKQkU+r98CLKhm1sxK+oeb\nS/y98tWMuqTxAHrzbdJ4fxg9NWk8gF3WXCZpvF6Ltk8aD2DZ9rMb7zQPcu07J40HMDHx90+H6oqk\n8QAWr5/SeKf5LNexW9J4M+rTf46dqtP+rvWL6Wm/vwHaVaZ938tUz0oaDyBfkf531vl2nZLGm90C\n/yX5aEpt0ngdq9J/jrkm3bK+6VL/nQG4oMcvksa7aNo7SeMBTK/NJY3Xs2J60ngA+fZdksab1QKT\nKVP/PPt0Wtq/gwDWc9H0/9i0kv1Gvdpmkq9b9u1flp+jKrAiIiIiIiJSFpTAioiIiIiISFlIMu/A\nzD4CVihxKA9s4e7P/sS4mwP/dvdWTbTNrDcwHljR3T8xs6eBzTJd6oFPgVuAc9y9PvH1BwJnufvP\nUsYVEREREZH5R5s4NV+qifN54BjgrhLHJieIPT/ki55fFh8AVcC6wO3AbOC8Fr6+iIiIiIjIQi/l\nyu+p7j4xYbz5rXhR8/Si9/ewmd0K7ErLJLAiIiIiIiKS0Sr3gTWz8cAlwP7A2sC7wEHu/no8/nNg\nJLAJMAn4k7v/uUSc5YDhwK+AHHAbcJK715pZNXAVsDPQEXgKOMLdv4jn7kJINFcE3gROLkxtjucO\nB/YFpgEX0bQKaB3w/1urmdkBwMnxGm8BQ9z9ucxncGf8DL50935m9ktgGKGa+ykw1N3vjOEqzWwo\ncDThz+ladz+5CWMSEREREZE2SFOIm68115aeBVwArAlMAUYAmFkH4HFgKvBLQsJ2vpltlz3ZzNoB\n/wY6AZsCvwN+C1wcuwyO7VsB/YBFCMkhZtYXuBE4J15/FPCIma0Uzz0nxto+xj1mbm/EzCrj+tx9\ngPti2wHAn4Hzgb7Av+I1svdM2TuO7wAzWzK+79cISf2FwI1mtmbsuwKwKrAhMAgYYma/ntu4RERE\nREREFmQpK7BXm9lfito+cvdCQnaDuz8IYGZ/Au6O7dsASwAHuvtM4F0zG0zYKCnrN8AyQH93nwq8\nY2ZHAQ+Y2R+B3kAN8Im7fxsTyh7x3CHANZnq5kgzGwAcAZwEHAwc7+4vxPEdDzxUdP0/mtlJ8XlH\nwtrXW4E/xbbBwOXufmt8fWpMco8G/hjbRrn7O/Eag4FJ7n5sPPa+mS1GSNAhVHYPdvdZwAdmdgoh\nMX4cEREREREpO3WqwDZbygT2DODeorbs3eI/yDyfCrSLz1cF3ovJKwDufhP8/y7EBavFflMzbaNj\nnJWBa4A9ga/irsH3EqquAH2A35nZ4Zlz2wGPmdkSwJLA2MyxV/jxGtiriFVjQnL5lbvXZY73IVSZ\ns8bE9oKPMs8NeD3b2d0vBzCzPsCEmLwWTCEkziIiIiIiIgullAns1+4+bi7Haxton91Ae7FZJdqq\nCl/d/Q0zW5E5U4EvAPYCNie8z4uBm4vOr8k8zyaspcY6uZH319D4qhro09j7LnVrnuKkWkRERERE\nZKHRKps4NeJ9YGUz61ioOJrZZYSxZSu6DqxqZt3d/bvYthEhEfzQzPYDvnf3u4C/m9n6wOi41tSB\nn2UTUDO7BHjX3a83swmE9bdvxcPrMu+3sXFgA+DBTNsGwDNzed/F63zvBF4GvpnHa4uIiIiISBun\nTZyaL2UC283MlirRPq2R8/4JfAVcY2bnE6bWHgbsEY8Xqo5PAOOAW8zsVMK03xHAre4+1cy6Edap\nfgOMJ+wo/BkhGRwOPGtmrwIPAzsCxwFbxNgjgXPM7BPCVN1h8/TOg2HAdWb2P+AlwrratYD9Guh/\na7zmxcC1hB2YdyBsArXOT7i+iIiIiIjIAi3lLsSXA19kHl/Gr8cxl2qmu9cDOxE2aHqNkGwOcffH\nYpd87JcjJJ4ALxJuoXMvUFjX+hfCmtebgbcJGx7t6O55d3+JkEgeGY8dAuxZ2LSJMN34ZsJtbh4k\nrKfNavRXJe5+N3AaYUfjscBmwNbu/n6pGO4+hTDdeXPCbX1OAvZy9zcauIR+XSMiIiIiIgu1inxe\nedGCambNrKR/uLnE3ytfzahrvNM86s23SeP9YfTUxjvNo13WXKbxTvOg16Ltk8YDWLZ9U5emN02u\nfeek8QAmJv7+6VCdfon54vVTksdMLdexW9J4M+rTf46dqtPe8e2L6Wm/vwHaVaZ938tUl9pWoXny\nFenvnJdv16nxTvNgdgv8l+SjKQ1twfHTdKxK/znmEv+OOvXfGYALevwiabyLpr2TNB7A9Npc0ng9\nK6YnjQeQb98labxZLbAaMPXPs0+npf07CGA9Fy3bfWF2uGZMm0m+Hjxsw7L8HFvzPrAiIiIiIiIi\nP5kSWBERERERESkLbWEXYhERERERkQWediFuPlVgRUREREREpCyoAisiIiIiItIKVIFtPu1CvACb\nNG1m0j/cRSoS79xZDt97+bQ7GgJU5NLunpuvSr8L8azKDknjdcyn34GQXH3ScBX16cf4fYe0O/xW\nJ94ZEqCy7vuk8XLVab93ACprZyaPmVrqnbbryuQ/OFUVab8nK/Np/14DVCT+Hm8JNZUdk8br0AK7\nEH9fl/bfw1O6rp40HqTf2bh9C+w4XZl4x+kW+f6urEoarmJ2TdJ4AO279yzL3XMBtrnyhTbzA/6f\nR25clp+jphCLiIiIiIhIWdAUYhERERERkVagKcTNV1YJrJn9HPgLsDEwCRjp7pfFYz2Bi4HtgEWB\n94Fr3H1kgutuDvwbyAOFUvt04AXgLHd/qbnXKHHN8cBQd785dWwREREREZFyVDZTiM2sAngYmACs\nDRwOnG5me8YujwJdgG2A1YALgfPM7PhEQ8gDS2ce6wJTgIfNrGuia4iIiIiIiEgDyqkCuxTwOnCk\nu88APjSzfwGbmNnbwDrAAHefFvt/bGY/Aw4FhqcYgLt/nXk50cyOBb4EtgAeSHENERERERFZMOU1\nhbjZyiaBdfevgL0Kr81sY2AzQiW2sDXeNsA9mdNGArdlzjkGOIGQDL8FHOfuL8QpwjcSpiCfDnQH\n/gEc7O5z23q3sF1ibYy/HCFZ/lUc023Aie4+28wGEpLpiYSE90jgLuBc4ACgM/A4MMjdv41xf2Fm\nLxCqvf8DDnD3Nxr5qERERET+j737jpOrrP44/tnddAi9oyIqHEMTRJEiUgSkIyAgRXqXgDQpgoHQ\nOwSkF0GKFOm9SQelC0IOJUD8UQIESG+bnd8f505ydzKbnZl9Nsnsft+vV17ZvffOuXd2Zu7cc5/z\nPI+ISJdUNyXEeWb2IfAU8Bxwu7v/F3gcuMXMXjazU7KkdKy7f5g9ZmXgTCLhNeBpIoEsWgLYFtgI\n2Dr7edeZHMOCwNnAF8BzZtaT6CfbF1gb2A7YLNtn0ZrAG8DqwEPAycDvgN2yZYsCl+W234sohV4R\n+Aq4tLK/kIiIiIiISNdTlwkssA2wBVE2fH62bFOi9bQfcDSRTL5jZqtl679LtIoOd/fh2ba7mFnx\nb9ADGOjub7n7I8CDwE9z+2wws9FmNsbMxhEtqWsAO7j7aGATYHFg5yzGE8DvgQPNrDhBYAtwqoev\ngL2BY939EXcfCuxHtAwXXezu97r7e8AQ4Ecd+aOJiIiIiMjs09JSmGP+1au6KSHOc/dXALIBmq43\ns8PdfTJwKnBq1vd1c+AI4C4zW4po8XwDeNPMXgXuAq5w9xYzK4Z+L7eb0UDP3O8FIoFsIBLRUblS\nX4iBo97Jktmi54i/8Q+y3z9390nZsS8ELAi8knteQ4HBuccPy/08Ckg707mIiIiIiEgdqZsENpsm\nZw13vyu3+C2gN7C1mS3o7pcCuPsHwIVm9jDRd3RFd38Z+FlWWrwF0e90fzNbtRjM3ZtLdtuQ/yWL\n25aJZZY1ZTGaymwzs761RVPb30REREREROpBoVC/LZ9zinoqIV4auN3MFs8t+wlRyrskcLyZ9S55\nzCii5fQLM1vdzI519yfd/QiixbQv8PNEx+fAsmY2X27ZmkSi+v4MG7uPAr4kVxZsZiub2f/MTC2t\nIiIiIiIiJeqmBRZ4EXgJuNrMDiMS2jOJgZBuAA4FHjazE4mEcRmin+s/3H24mc0PDDKzEcCjwLrE\nvLH/IeZ17ahHiJLfv5nZMcDCRL/VG9x9dK5MOW8IcJKZfUIMBnU+8Ky7T2xjexERERERkW6rblpg\n3b0F2AoYR/QtvRw4390vyvqirgV8AFxHtIZeCTxDjPKLu78O7AEcSZQVH00MuOQJj2/L7NcXiCl0\n7iBGPW7L6cR0PTcToyJ/RAzkBNFyLCIiIiIiXUShpTDH/KtXDarD7rpGjhmf9MWdu6GSbrtVqIf3\nXqGl/W2q1NBS2tW6YwpNvZLGA5jYWFqN3zF9CpOTxgOgJW0X8Yap6Y9xUu95k8br0djQ/kZVamye\nlDReS4+07x2Axsnjk8dMraVXv/Y3qkJznVxYNDWkfU82FtIP/dCQ+D3eGSY0pu051LtH+vaJSc1p\nvw+P7r9c0ngAp495K2m8Xk3p/46NidsnOuX93djU/jZVaJgyIWk8gF7zLZL+C3EWWeecJ+aYE/yT\nh69bl3/HummBFRERERERke6tnvrAioiIiIiI1K16nn91TqEWWBEREREREakLaoEVERERERGZBTph\neJVuRy2wIiIiIiIiUheUwIqIiIiIiEhdUAlxF5Z6yo2G5sTT6EyZmDYeQFPat/SopnmSxgNoSjs6\nPXNP+SZtQKDf5JFJ402aZ4mk8QB6j/ssbcBOqOnp3Zj2/VhIHA+gacyItAHnWSxtvE4wtWfaKW8A\neo75PGm8pp5pp1UBGNU4d/KY8zZ/nTRe0ydvJ40HMHXJ5ZPHTG1CS9rpp+aakPb9CDCyaYGk8VJP\neQPpp+YZ8tULSeNBJ0x9l3jKG4BCQ9r2raZxaa8pAJhvkfQxZxFNYdpxaoEVERERERGRuqAEVkRE\nREREROrCbCshNrMewHHA74Algc+AfwCD3H3s7DqucszsQ+A7uUXNwPvApe5+QSfsbxCwrruvlzq2\niIiIiIjMHpoHtuNmZwvsmcDWwF7AssAewEbAjbPxmNpSAA4GFsv+LQ2cBpxtZrt04j5FREREREQk\nMzsHcdoN2MPdn8h+H25m+wFPm9mi7p54ZJEOG+3u+VERrjOzHYFtgOtn0zGJiIiIiIh0G7MzgW0B\n1jeze9y92Nr4PLA88KWZ9QPOA7YlWiNvBwa6+2QzawFOAg4EnnX3X5vZ2sC52ePfBU5099uLO8uS\n46OAhYEXgYPd/c1s3QdEi/CuwMrAUGBPd3+1nefQDEzOYjQARwD7A4tnz+WQ3D7KHfPGwCnAD4F3\ngMPd/fEsdi8zu4gosZ4AnOHu51X4txURERERkTlMQSXEHTY7S4gvIMpyPzSzi81sG6Cfuw9196nA\nVcCawObAhsDPgZNzj98cWAM42swWBe4BrgZWAM4ArjGztQDMbAvgz8DviQT1aeBxM5s3F+8E4FRg\nRWAUMKStAzezHtnxbgTcmS0eBByWPadVgOHAg2bWt41jXg64G7gNWAn4O3CnmRXHBV8TmJgd7+nA\nOWZmbf41RUREREREurjZ1gLr7ieb2ftEi+Q+RMvlGDM7GLgL+A2wvru/AGBm+xLJXNGl7v5etm4w\n8Ii7X5KtG2ZmPwb+ADwLHAmc6u4PZOsHmdlmwC7AX7Jl17j7PVm8c4BbSw75UjMrbtsXGAec4+5/\nz5YdBBzl7vdlMfYhBnraBbiizDGfAzzj7qdl687IWp3ny37/P3c/Ivv5fDP7M5Ho+kz+rCIiIiIi\nModSC2zHzc4SYtz9JuAmM5sf+BUwkGh5fZtoHX4lt+2zRDJa9FHu5wHAlmY2JresB9OTvQHAmWZ2\nem59b2CZ3O/v5X4eDfQsOdzjgTuynycCnxZLn7NW0wWAf+eOt9nMXsr2Xe6YDXg5vwN3H5TFA/ig\nZP+jgPQz24uIiIiIiNSJ2ZLAmtmKwG7FFkZ3/xr4u5n9g+i/+osKwkzM/dwD+BvRn7Qht3xKbv0h\nwOO0Njr38+R29veFuw+r4FjymrJ/5babwsxNLbOsocwyERERERGRbmF29YHtARxmZj/KL3T3KcSA\nRROJBG7aejPbKmvRLMeBZdz9A3cfliWaWwM759Z/u7guW38csHqKJ+Puo4ER+XjZPLerEgNClfMu\nueeXPeZZM9s+xTGJiIiIiMicpaVQmGP+1avZ0gLr7q+a2b3AXWZ2DPAcMb/q7kRp7zVEf9cLzWx/\nYhTiU4B72wh5MTDQzE4CrgVWy7bfPVt/LnCFmb2b7Ws/YDtaDwrVUecCg83sU6Ic+ejsudzcxvaX\nAv81sz8QA1BtDywHPEXrsmMRERERERFh9o5CvD1R9juI6PN6L9Af+IW7jyMGYHoNeBi4D3iM6IcK\nkdBO4+7DgS2ATYA3gMHAocUBltz9FuBP2fI3gPWAzXMlwe3dgqjkFsU5xGBNlwMvAUsA67r7V20c\n8zBiiqC9smPaJjumzzpwDCIiIiIiIl1WQ6GOm49l5kaNm5D0xe3bPC5lOJjSVtfhDmhKW1Qwqmme\npPEAmhL3ZJ57yjdpAwINkyckjTdpniWSxgPoPaatez01KrSkjQcU+s7b/kbVxGtMXzTTNGZE0nhT\n51ksaTwAWsoNCVC7qT37JY0H0HPs50njFXqmH7NvVOPcyWPO25z2/NP0ydtJ4wFMXXL55DFTG9nQ\nP2m8haaMTBoPYETTAknjzd0rfRvK0f2XSxpvyFcvJI0HUGjqlTZgY1P721Qp9XdNj6+HJ40H0GPJ\nAXU7LsxPBj00xyRfL534q7r8O87OFlgRERERERGRiimBFRERERERkbowW+eBFRERERER6S4KLXNM\nBXHdUgusiIiIiIiI1AW1wIqIiIiIiMwCLWqB7TAlsF1Y74a0o6o2TBqbNF5njKg6te98SeP1r4NR\nupu+TDwaLzB1ge8kjdfcCSfrvhNHpw3YCa91S0PiIpeevdPGAxpGpx09t6HXXEnjART6pB2htcek\nxO8doCXxiNONE0YljQfQd660f0eAhgmTksYrLJj23ANQ6Nk3abyGyYlH5AcWak47anAh8Yj8AIs0\npL0GaG5K+30N6UcNPniB1ZPGA7hg9GtJ402gZ9J4AJOnpP0+nD/1yMvS7amEWEREREREROqCWmBF\nRERERERmgUIdVPfN6bpkAmtmHwL5OqRm4H3gUne/oIOx1wH+6e6NJct3B64G9nL3azqyDxERERER\nEZlRVy0hLgAHA4tl/5YGTgPONrNdEsUv9VvgPWDXBPFFRERERESkRJdsgc2Mdvf86CTXmdmOwDbA\n9Sl3ZGYLA78Eds/2s5S7f5RyHyIiIiIiUt8KacdY7Za6cgJbTjMw2cwagCOA/YHFgeeBQ9z9TQAz\nmw84E9gS6APcDRzs7t+0EXd74Gt3v8HMTidaYU8qrjSzD4Cbs+WfuvuqZrYCMARYHfgIGOLul+Qe\ncyywN7Ak8CVwmbsPTvNnEBERERERqT9dtYS4FTPrYWbbABsCdwGDgMOIMuNVgOHAg2ZWHGv/TmAl\nYFNgA2AAMLN+rTsA92U/3035MuKdsli7m1kf4H7gKWAFIpk+3sx2zo531+zY9gSWAU4ETjCzlat+\n8iIiIiIiMkdoaSnMMf/qVVdugb3UzP6S/dwXGAec6+43mdmXwFHufh+Ame1DDPK0i5m9APwCWMbd\n38/W7wK8bWbLlO7EzL4FrAWcnS26HdjfzNZy92dzm17v7m9lj9kTGOHuJ2TrhpnZqcChwA1Ei+we\n7v5Etv5yMzsBWB5IO4GYiIiIiIhIB2RVqHsSDaRXuftRM9n228BlwDrAx8Cf3P3WSvfVlRPY44E7\nsp8nEqW7BTNbBFgA+HdxQ3dvNrOXiJbWUUQ58Pu59W5mX+fW5+0ITAAezn5/EvgG2A3IJ7Af5n4e\nAKxsZmNyy5qAydn+njSz1bKkdgDRSrxoto2IiIiIiMgcwcwOJwa03QroBdxgZiPc/dwy2zYRlajv\nAisD6wHXm9l/i4197enKCewX7j6szPKJbWzflP1rb32p3xItvGPMrLisEdjOzAa6+6Qy++0BPAoc\nCDSUBjSzvYFzgSuA24DDgSfaOC4REREREakDhTou3Z2Jg4Hj3P15ADM7ihgPaIYEFtiMGONndXcf\nB7xrZhsDawIVJbDdog9snruPBkYQgycBYGY9gVWBoYAD8+XLhc1sOaB/to7c8mWJ1tGBwI9y/34L\nzANs3dZhAMsCH7r7sCzRXjOLA7AfcKK7H+7uNwBfES2wMyS7IiIiIiIis4OZLQ58G3g6t/gZYCkz\nW7TMQ9YBHsuSVwDcfRt3v7LSfXblFtiZORcYbGafEnO3Hg30Bm5x95Fm9iAxHc5AIsm/CHjS3d8y\ns3VycXYERgJXuPuU3PK3zGwQUUb89zL7v54YSOpyMzsb+D5wAXBWtn4ksIGZ3U0kwqcQr1XvBM9d\nREREREQkhcWBAvBJbtkIouHtW9nPed8DPjCz04DfAV8AJ7j7XZXusKsmsO21zZ9DtKheTiSIzwHr\nuvvIbP3vgAuJMt+pxKjEh5WJvwPwt5LktegS4PzsrkSr43H3sWa2CXA+8CqRsA5x99OzTQ4BriYG\nbPqcmIJnLNHaKyIiIiIidageS4izGVSWbGP13ADuPjm3rNiFslzj29zAHkQj3+bA+sBtZvYzd3+l\nkuPpkgmsu3+vnfUtwJ+zf+XWfwXs3Ma6J8n+bu6+3Ez28RegOAryDMfj7q8B67bxWCdGNhYRERER\nEZmdfgb8k/KNhEcBmFmvXBJbTFzHl9m+GfjS3Q/Ifn/NzNYG9gX2r+RgumQCKyIiIiIiIh2XNeCV\nHTspqzY9A1gMGJ4tXoxIdj8t85BPgZbSXQArVno83W4QJxERERERkdmhpVCYY/6l4O6fAv8Dfp5b\nvDYw3N1L+78CvACsYGb5wWkH0HrK0ZlSC6yIiIiIiIjU6hLgDDP7mBi86TSmD06LmS0ETMhGHr4J\nOB64OBvM9lfAxsBqle5MCayIiIiIiMgsUI+DOFXgLGBh4Haij+uV7n5Bbv2LwDXAYHcfY2YbApcC\nbwAfAdu7++uV7kwJrIiIiIiIiNQkGyD3iOxfufVLl/w+lDYGs62E+sCKiIiIiIhIXVALbBfW0tCU\nNF5j77mTxhvf1C9pPIC5xnyeNN64vgsljQfQqyntfaMpiw1IGq8zNHVCtcyEhZdNGq8zCnp6FZqT\nxmtp6pk0HsDU7y6QNF5zJ5RGNTU0tL9RFVoaeyWNB9Aj7SEyda4F0wYEek38OnnMlrnSvn8KTelf\nm/HNad+TTb3nTxoPoGdj4vd4osFZ8nomPp81dsJZN/X754LRryWNB3DIPCsnjXfu+KFJ4wH0Sfyl\nPbHnEknjAaT/Npx1umgJ8SylFlgRERERERGpC0pgRUREREREpC502xJiM2shqgaXcvf/K1m3P3Ax\ncIK7Dzaza4CCu+9Z4772BP4CLOju40vW9QY+B/Zy99vaifM08IC7n1rLcYiIiIiIyOzTohLiDuvu\nLbBTgC3LLP810JL7/WDgkA7s5/bs/83KrNuUSKTv6UB8ERERERGRLq+7J7BPUZLAmll/YA3g1eIy\ndx/j7mNq3Ym7fwM8BGxbZvV2wJ3uPqnW+CIiIiIiIt1Bty0hztwFnG1mc7v72GzZZkRiO1dxo3wJ\nsZnNC1wNrE+0nN4HHFhMcM3sMGAgsBDwLLC/u38I3AhcYWa93H1ytm0fYHNyia2ZHQ/sCSwJfAFc\n7O6ndNLzFxERERGRWaTQCaOEdzfdvQX2DeBjYOPcsq2BO4G2xrQfDCxCtNKuC/wI+BOAme0HHA8c\nCawMjAZuyR53TxbzV7lYmwHjgMeyx+8JHADsBiwDnAycZGYr1P4URUREREREuobunsAC3E1WRmxm\nvYANiZbZtiwFjAU+cvf/AL8BrsnW7Quc6+63ufv7wEHAP82st7tPyOJuq/1S6gAAIABJREFUk4u1\nHXCLuxf7234A7OHuT7n7R+5+CfAlsHyKJyoiIiIiIrNPoaUwx/yrV929hBgiqbzNzBqBDYA33P1L\nM2tr+wuIFtovzOxR4DbghmydAa8UN3T3z4Gjco+9CbjOzJqAXkQL7C9z2//TzFY3s9OAAcAqwIJA\nU4efpYiIiIiISJ1TCyw8k/3/c2Ar4I6Zbezu/wS+TZT6TgQuA67NVk9pZ18PE6Mbr0ckryPc/d/F\nldn0PQ8BPYnS43WBEZU/FRERERERka6r2yew7j6VGIhpK2JApZkmsGb2B+An7v43d/8tMeBScRCm\nd4k+scVtFzSzz83sO9m+mokW218TfW1vKgm/H/Bndz/C3W8ERhGDQbXVH1dEREREROpES0thjvlX\nr1RCHO4m+rG+7+4ftbPtt4B9zWwP4CuiD2yxbHgIcJ6ZvQkMBU7JYg7PPf4m4G/A3MDaJbFHAhuZ\n2X3AfMBpRPlw71qfmIiIiIiISFfRnVtg87cdHiKS+TvaWJ93PFF2fBcxV2w/YBcAd78eOBu4GHiJ\n6Oe6Xf7B7v408Xcf7u5vl8Q+GJgfeB24FXiRSK5XaeeYREREREREurwGzUXUdY2fMDHpi9tj8tj2\nN6rC+KZ+SeMBzDXhy6TxxvVdKGk8gF5Nae8bNdbBfY0pnXCIqevqO+Ov2KvQnDReS1PPpPE6Q3Mn\nlCQ1NaR9tVs64XuvR/I3ZEv721SpceKo5DELveZqf6Nq4jX1ShoPYHxz2te7qTF9r56eiWN2xnu8\nZ+LzWaExfRFgw5QJiQOmb+c5ZJ6Vk8Y7d/zQpPEg/XVFZ1wD9O/Xt267131375vnmAu3D6/coS7/\njt25BVZERERERETqiPrAioiIiIiIzAKFlqmz+xDqnlpgRUREREREpC4ogRUREREREZG6oBJiERER\nERGRWUAlxB2nBLYLSz0KYUvi0SbnGvtF0ngAzf0XSRqvTyecZBqmTkoab0pj+lE7U+vVnHhkSIDU\nI/JOnZI2Xidobkh/yu49Ke3ItJN7zZs0HkCv5vFJ4/WYOjlpPIDmPvMljddj8rik8QAKPdOP/E7i\nc2Rj85ik8QDmTjySbKEzLp0KaQcC7Tkh/YjT4/stnDRen+a034UANDYlDTeB9CO/px41+LB+P0wa\nD2DgJ/9JGm+ZvhOTxgOgX9/0MaVuqIRYRERERERE6oJaYEVERERERGaBwlSVEHdUt05gzawFKABL\nufv/lazbH7gYOMHdB1cYb0fgCGA5YBzwGHCsu79f4eM/AAa5+3Vl1i0FfAB8192HVxJPRERERESk\nK1EJMUwBtiyz/NdAS6VBzGwr4BLgDGAAsAFxg+BJM0vVeTRtp1YREREREZE60q1bYDNPEQnsxcUF\nZtYfWAN4tYo4uwJXu/stuTg7AZ8DmwG3tPVAERERERHp+jQKcccpgYW7gLPNbG53H5st24xIbFu1\nnJrZ7sAfge8CbwKHu/vT2eoWYHUzm8vdxwG4+yQzW4VIYiuJkd9XD+A8YBdgDHB6gucqIiIiIiJS\nt5TAwhvAx8DGwG3Zsq2BO4nkEZiWeF4I7A/8G9gTuN/MlnX3T4G/AI8AH5vZA8CjwP3uPqyKGHmD\niUR6c6AZuDbdUxYRERERkVlNLbAdpz6w4W6yfrBm1gvYkGiZzRsInO/uN7j7u+5+DJH8HgTg7k8A\nPycGbtoCuBwYbmYXVhqjxF7Ace7+rLv/Czg0zVMVERERERGpT0pgw13AJmbWSAy+9Ia7f1myzQCi\n1TTv+Ww5AO7+L3ffFliAaNG9GTjQzA6pNAaAmS0ELAy8nlv8IpB2pnMREREREZE6ohLi8Ez2/8+B\nrYA7ymwzscyyJqApG2X4dOA0d//E3ScT5cSPmFkTkRRfMLMYbRxXPmGd3O6zEBERERGROZZKiDtO\nLbCAu08F7iOS180pn8A6sHrJstWBocAEYGfgN2Ue9w3wRQUx8sfzJTAC+Glu8Y/RNDoiIiIiItKN\nqQV2uruBa4D33f2jMuvPBa4ys7eBfxF9VFcCfufuLWZ2CnCamfUhBoDqSfSl3QlYp70YZfZ3ETDY\nzIYDo7LHioiIiIiIdFvdPYHNt2g+RPw97ii33t1vNbNFidGBFwNeAzZ093ez9eeY2UjgAOC47GEv\nApu4+2uVxCg5nlOBfkQ/2inAicRIxyIiIiIiUodUQtxxDYWCqlK7qrHjJyR9cXskHkKqaewX7W9U\npeb+iySN19AJJ5mGluak8aY09koarzP0bJ6QPmhTz7Txpk5JG68TTO7RN3nM3pNGJY03ode8SeMB\n9Jma9v3TMDX9kALNfeZLGq/HpNFJ4wEUmjrhXFFoSRou9fkxgqbtLVVo7IR7/w1pv2AbJ6T9XAOM\n77dw0nh9WiYljQck/ztOIPH3DNCrKe378bB+P0waD2DgJ/9JGm+ZvuWGgOmYXvMtUrcDmy6+3UVz\nTPL16a0H1eXfsbu3wIqIiIiIiMwSaoHtOA3iJCIiIiIiInVBCayIiIiIiIjUBZUQi4iIiIiIzAIt\nKiHuMLXAioiIiIiISF1QAisiIiIiIiJ1QSXEXVjqMbqbEweclHhIfoC+E9NOPTG5V/+k8QB6Ji4d\n6dnQCdNOJJ5SZlxDn6TxAHolni6BHulPh1NTfwg7YeD98T3nSRqv34SRSeMBjOm9QNJ4vXqnn46o\nKXG88T3mThwR+rakn8piQmPaz3ZT6vnagCmJP4hNjemPsU8h7dROX/daMGk8gLmTP+/UnxooJJ4y\nafKU9CfdPk1pY6ae8gbgwiVWShrvjLFvJ40HMOdPINg2jULccWqBFRERERERkbqgBFZERERERETq\ngkqIc8zsRuDnwLLuPrFk3SNAH3dfu8zj5gZOBrYFFgY+Aq4HTnf3dmsxzWwd4J/uXvaGgpkNAtZ1\n9/WqfEoiIiIiIjKHUAlxx6kFtrXDgXmAY/MLzWwbYG1g3zYedx3wI+A3wLLAEdm251Sx7/Y6RXRC\n7zcREREREZH6oRbYHHf/1MxOBE42s6vc/SMz60Mkome7+wy90M1sHmArYGV3fyNbPNzM+gOXAwfP\nquMXEREREZE5V2GqWmA7SgnsjIYAewBnAdsDfwSagcEAZvYBcDOwK/ApsB7ROroh8EYuzu3Ai8Vf\nzGw+4ExgS6APcDdwsLt/U3oAZjaASH5/DDwPpB++TUREREREpM6ohLiEu08Ffg9sY2ZbEeXAB7h7\nfoz7nYANgN3dfTTwV+BsM3vbzM4xs02AFnd/N/eYO4GVgE2zxw4Arindv5n1Au4D3gNWAf4B7Jf2\nWYqIiIiIiNQftcCW4e5PZwM63Qrc4u6Plmxyvbu/ldt+bzN7FdgT+ANwKDDCzPZy9/vNbCWiD+2y\n7v4+gJntArxtZsuUxN4QWIBImicC75jZusTgUCIiIiIiUqc0iFPHqQW2bacSs2wPLrPuw9IF7v4X\nd18VWBLYGxgJ3GpmiwE/BL4pJq/Z9g58TbTE5g0A3i0ZBflFREREREREujklsG2bkP0/scy6acvM\nbB0zmzZqsbt/5u5XEy2uAGu1EQMiQW4qs7yh5PfJZbYRERERERHpVpTAdtwCwPFmtkjJ8nHE4E+f\nAw7Mly8XNrPlgP7Zurw3gWWzUYyLVkl+1CIiIiIiMksVWqbOMf/qlfrAzlxpS2g59wBvAY9mLbFv\nAN8BDgHedvenAczsQeA6MxtI3Di4CHjS3d8ys3Vy8R4FhgNXmdmfgdWBHYAXEj0nERERERGRuqQW\n2JkrtLfM3ZuBXwJPABcSLao3A58BG+c2/R0wjEhQHyAS3a1Lg2fxNiNadl8mRiC+qGNPQ0RERERE\npP6pBbYN7v4RZfqnuvv3yiz7Bjg4+9dWvK+AndtY92R+X9m+N6j+qEVEREREZE5Vz6W7cwq1wIqI\niIiIiEhdUAusiIiIiIjILFBoaZndh1D31AIrIiIiIiIidUEJrIiIiIiIiNQFlRCLiIiIiIjMAhrE\nqeOUwHZhoyam/YAs9O8bk8Y7atNTk8YDOHbkf5PG+2yHLZPGA2jqlbbwYfGfLZs0HkD/gWeljfef\nB5PGA3hspxOTxkv9ugCscdxWSeNN/fWRSeMBXLvEKknjHfDASUnjAfReZYuk8V7faKOk8QB+/Mft\nksab54erJo0H8M68KyaPOXq3zZPGm/c78yWNB+D3vJM0Xs/eM0xQ0GFrn7Jt0nhzNaY/n/3vl21O\ntFCTpXtNTBoPoGncyKTx5m/qlTQewMSeSySNt0zf9H/HM8a+nTTeUXMPSBoP4NLCh8ljSv1QCbGI\niIiIiIjUBbXAioiIiIiIzAIqIe64LpXAmlkP4Djgd8CSwGfAP4BB7j62nccuBXwAfNfdh1ewr9Ix\nsCcD/wXOc/fr23jMOsDj7p6+/khERERERKSL61IJLHAm8EtgL2AY8H1gCLAMUElnxkKV+9saeD77\nuTfwW+A6M/vQ3Z8ps/2zwOJV7kNERERERLqAFrXAdlhXS2B3A/Zw9yey34eb2X7A02a2qLuPSLy/\nr93989zvZ5nZnsA2wAwJrLs3A5+XLhcREREREZH2dbUEtgVY38zucfdia+rzwPLAl2a2BNEiuz7Q\njyj5Hejuz5UGMrN5gYuIltsxwO3AH929veHemolyYszsA+BmYFfgU+BwooS4MVv//WwfPwdGAue4\n+4XZuhWyY10d+AgY4u6XVP0XERERERER6SK6WgJ7ATAY2NrM7gMeBR5y96EAZnY98DXwM6AJOB24\nGFi5TKyriVGa1yCS3SFEsrl3uR2bWe9s3QBg39yqnYANsv0tQFamnG3/MPAS8FPgB8CNZvY+8Dhw\nf3YMxZhXmNlod7+h2j+KiIiIiIjMfoWpKiHuqC6VwLr7yVkCeCCwD7A/MMbMDnb3a4E7gH+4+ycA\nZnYJcG9pHDP7HrAVML+7j8mW7Qe8amaHFpcBD+QGc5qLaEU9zN2fz4W73t3fymKsk1v+K2AhouR5\nPDDUzAYCU4mkd4S7n5BtO8zMTgUOBZTAioiIiIhIt9SlElgAd78JuMnM5ieSxIHAVWb2H+BSYEcz\nWwP4IbAq5efCHZAt/8TMStf9AHg1+3kv4N9Eq+oEd/+sTKwP2zjUZYF3suS1eOzXApjZWcDKZjYm\nt30TWWmyiIiIiIhId9RlElgzWxHYzd2PAHD3r4G/m9k/gPeIMt7zgHmJfql3EyMH/6NMuB7AN0SC\n21Cy7uPcz5+4+7B2Dq2tPrNTZvKYHkT584Fl9i8iIiIiInVI88B2XLnWx3rVAzjMzH6UX+juU4Dx\nwDhgbeCX7n66uz8ALNFGLCcSXdx9WJakzgWcTSS9KbwL/MDM+hQXmNnZZnZ+tn8DPsztf03g4ET7\nFhERERERqTtdpgXW3V81s3uBu8zsGOA5YDFgdyLpvIsY5GknM7sbWA04AcDMemVhGrJYQ83sIWJQ\npYHE6MaXA1+6++hEh/wQ8BlwuZmdQiSs+wLbE1PwnJCtO5uYz/YC4KxE+xYREREREak7XakFFiL5\n+xswCHibGKCpP/ALd/8YOAD4I/AmcBTRP7YZWCV7fCEXaxdgGFHK+3AWb8fc+vy2bWlzG3efSgwU\ntTjwClHefLi7P+juY4GNgWWI/raXEdPonF7BPkVEREREZA5UaJk6x/yrV12mBRYgm6P1+OxfufVX\nAleWLL4593NTbtuvgJ1nsq+mttbltvleye9PluzjHWDDNh77GrBue/sQERERERHpLrpUAisiIiIi\nIjKnqueWzzlFVyshFhERERERkS5KCayIiIiIiIjUBZUQi4iIiIiIzAIqIe44tcCKiIiIiIhIXWgo\nFCqZDUZERERERERk9lILrIiIiIiIiNQFJbAiIiIiIiJSF5TAioiIiIiISF1QAisiIiIiIiJ1QQms\niIiIiIiI1AUlsCIiIiIiIlIXlMCKiIiIiIhIXVACKyIiIiIiInVBCayIiIiIiIjUBSWwIiIiIiIi\nUheUwIqIiIiIiEhd6DG7D0BmDzPbGHjF3T83sz2BbYFXgJPdfdLsPbo5n5mtCfzL3aeWLO8NbOju\n986eI+s8ZtYHWAuYF3jG3T8vs357d7+ugljrA0+5e3OiY/szcLa7j08RrzNkn7MbUn++zOx7wAfu\nXkgZV+ZcZnYncLS7D00Ycwhwgbu/nypmvcnOYSsC77j7qE6I39Pdp7SzTaO7tyTeb9LzrczZzOw7\nlW7r7sM781hEOosS2G7IzI4H/ghsYGYDgMuBK4BtgAWA31cZrx+wL7A80JQtbgB6A6u4+4AK41xd\n6T7dfc8K4v25iniDK9028zSwGPBF6W6BW4G+lQQxsylARYmHu/eq5gBTyt4nDwALEq9tk5md6e6D\ncpvNC1wDtJvAAo8AiwPTkmAzOwk4192/ruEQBwGXAtMSWDN7FNjV3T+pIV4xxnXA7919TK0xcq4A\n7qX1c74WOLL0ZkCV3mXGv+XewM0dOW4zawC2ou3P9SY1xt0I+BHQJ4s3TQ2fQ8xsJeK1L8Zsxd2b\nZnhQ/VsLSJ2M7AKc15EAZvYIlZ/PNurAfhrdvcXMFgd+DvzH3b2GOMsBVwOHAW8BzxPn8HFmtqW7\n/7OGmIsCx1D+czMAmL+dEFPMbPH8OSH7zDzl7hOrPZ5M6vNtp+qsz7SZGbAS5c89lXxvJWdmx1a6\nrbufWuGmH1L+c1h8zvl1M/1bmtk/24g1A3dfv5Lt2tjPzsChwA+AHwMHA5+5++m1xpSuTQls97Qv\nsK27/8vMrgSedPcDzOwnwINUmcACVwK/BB4DtgNuBpYBfgJUc0Ha0P4mVVkv93MTcaHzCfAaMJn4\ncvwOcH8lwcxsf+BC4mTeAHwc34etNAHVXPRsnPv5x8DhwCnAi9kx/hg4DhhSaUAzu4bKv3DavRGQ\nGUJcBB2Qxd4HONvMfgjsVNoSXYFyr/UhRAJcywVVuXg/o8zFT5V2Bo4ApiWCZjYMWM/dP6oyVrlj\n3Bo4kdyFZQ3KxT0XeJzccdfgQmAv4FVgNeA54PvEjZtLagloZmcS7/HXgdIWrgLVnS+K/gp8BexY\nJmbVOvHiOWXifjFws5ldCnwEtEps3P2pGg7xXOAvZnZeGzEraal5IffzgsR54m6mn89WAX4D/KWG\n48PM1gJuAXYxs6HAy8TNwrnMbGd3v7XKkH8BhgFOvNfnIxK9PYFziPNvta4mPie3E+eOc7LftyES\n5faU+zzfBqycHWstUp9vZ5D4/f1XEn6ms+M7lHgtvikTs0BlN17LxV2Ztm/yHVBBiEpvBBaAShPY\npXM/b0Ykg4fS+rriXKLxoj1P5H5eCNgPuIPWn+kdgIsqPLYZmNkBwPHE8zszW/wScIGZ9Xb3E2uN\nLV2XEtjuaQFgaNbCsjlQvMM1mtreE5sA27n7o2a2PHCeu79sZucQJ/aKuPseNex7ZvGmJbBmdiFx\nh/2gYhlV9vzPARatMORlwDtE3/GHgZ1o/eVfAMYRCXKlx/hY7hgvAnZz94dym7ySJUxXEF84lXgP\nOCH7/4WZb1qx1YADciVol5rZq8QNj7+b2Q4J9pH6BkYK5Y5pYdq5a93B+HNK3B2And399ixZOIC4\n0P8rUGs1wD7Aju5+S4LjKxoArOju7yWK91fSXzynTtyPz/6/rMy6ArW9P4vHULypVrwJ1lBpTHcv\nHhdm9jDwB3dvlaya2RNEgliL84gbpP8iksOJwHeJ12owUf1SjZ8By7v7SDP7NXC7u48wsxuZ/jeu\n1jpEN5LnzWxD4F53f9bMjiK+Kyu+GZnTGeeJZDE74f2d+jMNcBRwmLufnypgVuV1AvAZcR3xcfZ/\nDyLJa5e7r53qeHIxp91cNbOjieuzf+U2ecLM9gXuIW7WzSzWtOQxq2o6xN1b3cA0syeJxLZWBwP7\nuPt9ZnZatt/rzewr4hynBFZmoAS2e3oNOBIYSVyM32FmSwCnESVU1epDJHYA/yVaXl8mTjy1tAR0\nRvni7sCq+T5A7l7IWjBerSRA1sfw8ez4lgGGJe53uCTwaZnlY4jWjIq4+ylZ0nsl8cX1ZoJjG0m0\nqk+7oMha8DclkvkbiQsY6TrmIe6CA7wBrObu/80uMB5q+2Ez1Uz0tU/pFeCH5N6bHdQZF89JE3d3\n74wBGJduf5OqrAUcVGb5s9SWxEH0T/2Nu483s62IhHNylhTXUhXwDbCYmTUDazC9hWsVYESNx9hA\nJDIQN01/TDznW4jv3a4o9Y2p1J9piJb6uxLGg0ja9nf3y83sQ2B94ubX36nx2M1sBdq+7hlYQ8j+\nlL/WnxfoWWWsNYADyyx/gRqrKjJLAW+XWf4+VVz7SPeiBLZ7OoAol/kuMRDIR2Z2PnES2b6GeG8D\nGxClU28SpbqXESfIWks4U5cvfkK0LLxTsnxbKizLMrMZym3KlBAD4O77Vnl8EH1MrzKz3xN3shuA\nnxKlObdVE8jdbzKzXxB/qxR3eC8D/mpmZwE3FvuVZq0MWxAXBhW3thN35UuT/3LLqom3mJmVntMW\nNbPSUsia+8R2UOrn3F6MjsYdRlzIDyduTK1GlBw2EJ/tWlwEnGhme3WgPx9mtmvu12eBa83s4uyY\nW5Wz19C3rTMunpMl7vlBfrKS2nzL6Ie1DspSbLUxs2/ReoaCr9x9bA0hXwX+aGYHFV9rM5uL6K9e\na2XICGA5M5ubeG8WS3I3IN6n1forUeI8CfgAeDjrKnI2tbfAvgL8jugK8hqwIfF9tjSVtXp2xue5\ns849RR1+f3fyZxrgb0T3qCNqPsgZLURUIUG839dw9xvM7E/Ed/bR1QTLHncS8CWRuI3I9tFEvE9r\ncT3wNzM7jtbXFYMpX8ExM68Ax5jZAbnPdP8sVi2NH0UvALsSrdkAhawR4wjg3x2IK12YEthuyN3/\nQ/Snyfuju0+uMeQJwK1m1kR8SfzXzO4hBkt4cGYPnInU5YtHE33GtiAuKoon8Z8AW1YYo6KBmTpg\nH6LV9DmmX+i0EF9Atdx5PQiYO8WBufsZZjYK2C07vk9y657ILqSr+TJsAF4ys/yFyVzAk1lrSH7f\n36swXmlLegNxIVR1KWSJNcwsXyreCKyWXejnj7O9aoMG4LOSmx4NwHulN0Kq7GfZQFRR5D+/fYEb\nzWxCSdxqBtk4B7jBzPYiyjZfzl6bNYFnKg1iZh8w/TVoJPqdb2tmI5jxwrSS1xpmLCkbTQxCVKqi\nvm2z4OI5VeJ+GHCsma2U3Yh5kPjcFA03sxWrGbzLzLYhksr13X0kcUOyX26T/5rZT2r4fjiAGLTs\nEzNz4n36Q6LKZNMqYxWdC9xJnBdfdPcns0FwBgFVd0Fx92PN7N/Ezdyb3H2qmQ0Hfuu1jyR/NHCv\nmY0n3ntHmtkbxPv++goe3wAMKfns9gbONLNWr2sVYxikPt+WSvH+TvqZhhkGIOoFrGlm2xM3K0o/\n17UMQPQx8D3i5snbRGv7DdmxL1JDvAOJQQMvMbOPgHWJkuybKd9CWYlDiSqu84iKO4jE+CIq71Nb\ntC9wH/E99i7xvlqWeP6b1Xh8ECXE95vZZkSjx8XEYGr9aD1OiMg0SmC7oSzR3Ae4392Hm9lg4oLy\nFaJ/w1fVxHP3uy1GqW109/+Z2drEF09HSsWSli+6+x3ZYAu7A8tli58H9vQKp41w999Vu99quPto\nYHszm584eQMMdfdvaow3lUR9+LJ4l9JGf5msTHktixE4K5G0vzNR3txZyvVlurHk90oS4/XaWV+r\ncv2DnuxoUHe/0szeAca6+9tmtjWwNzF4xwlVhKpm20qPraJyVzNbuP2tgM65eE6auJvZ7kSr4EG0\nHvTrB+4+zMyWJM6ZA6nwwtTMNicuuE+m9aBN6xEDOX2LGORuH6ovEXyPuLjdmCjLhqjQecjbmUqm\nLe4+xMyeJqqFit8DjwP3ufvr1cYzs5eB3d39ztw+KhrUbybH+KyZLQX0zfrW/oQYrG0kUUbcnmuz\n//OttTeUWVaN1Ofb5O/v9j7TZtanhuT4iZLfH6ny8e25khgDYg/ixsqjZvYJURFQ8VgYOQszfVDJ\nYovujWZ2DNG/u+IRi4uyblPHEje+FsqWfVnDsZF9D/yQqCrIf6Yf9Q5M0eTub5rZssS4IgOI3OQu\n4Poaqz+kG2goFDR1YHdjMd/ftsRd8O8SJ8bjs9//z913rjFuf2II9LeA3llCVusxvk2UN99lZicA\ni3qMlLwC8Ly79681dgeO6VhigKoJ1s7Q917hcPcW88lWxN2fqzDmU8CW+cTXzPq6+4SZPGyWx5T6\nkd1UGQUUOtLv29qYr9fM5gEGuXvV/aizVqXF3P2LkuVLAf919yRVCFnMhUv3M5Ntd6s0rrtf2942\nZvYv4Cp3vzy3bAzwI3cflv1+ILCvu5dW2LQV8wngAXc/I7dsNLByLuYxwFbuvnqlzyd73DBgG3ev\n5UK+vdjLE8nxw8SgOTXNg1xMNtz9rcSHmOwY51Sp398lsecnKnre9GwEYzP7H3FTfD+vcY5eM1sE\nmM/d38l+356YnuizWuJlMXYFPsqqAfYm+sWOJBoDqpraKbspsJu7P5XdrO/p7keY2Q+A1919rnZC\n5I+pIjVWlCRnMZ7GVM8GsbTo1vagu9daxSddnFpgu6cdiAuS1y1GRnwwKxG9lygPrYrF5O8XMv0u\n77LEFCv9iIEdahmmP0n5Yu4Y5yMGGfopMXBB6TD/lZQPbUKUtkxg5kPfVzPcff655EtdJwFTiBLg\nqUQJ0AIVxvw5M5ZZjzCzaRelNUge06I/3GZEJcDYbNkhxN3rL4Ah1Vz8mtmPiRb2k9z9CzNbkGgx\nLsY7O3/x31FZ/NHVtCZZTDD/W+Byd/8m++ycljvGc9z9vhqPZzXiImdS9vtWubhXu/v/VRmvgbhz\nfygxvciywGAzG0tcnE2qMI4xfaTvQcDrJSXZACsA+1PhQGBm9jumn2/KlVADLEH5QdHaiz3ThJgK\ny/LzF+3tJe4VHtoKRDKUN4LW88E+BJxVYTyIksd9SpaVtvLdQQ1AFd1FAAAgAElEQVQtP5lqB4mZ\nqSyxuZUorWwgKi/OB75vZpt69VNbXQc8aGbXE3NnlvaXr/rivuQYIT43VR9jVs3yZVZJg5mtQgwS\n9DkxeNW4Ko8r6fm2NCk1sxWJVud/Z78fDjzi0WWpWpcR54z8XO5bEH/HIURXlqqY2fpEK+l5TP/M\nHQJcZmabu/uzNRxnq/eIu19JtMrW6mqmt+jeBTyUJe4bEf1XK1XpqL3tVpSYWQuVT8tX6xRjA4k+\n4/muUs3ALWZ2uLtfUUtc6dqUwHZP/YjkoweRiB2VLW+k9cVQpc4kBvBZhekJ8CBiwJchxIAWVUlY\nvlj0NyJ5LfZPqZrnhrv3dEPf5y/wdicuJvdx9zcAsjuvVxDD3XfEHDUNg5l9nyhz7U+8b8ZaTHV0\nIFFmN4non7VJJS3PZrYe0R/wGaaf124iRkL9I9F6eJqZTaz2ojR77xVfl4+z1+RWoo/3JIvpj45q\nr3UlS7D/SSRVNxEjoF5LlBeekx3jtWa2h7tX/HpnF7oPZsezHOBZhcBJxHQjo4CDzewXVbY0HU9M\nT7I7cROJ7HgvI5KkgyuMswQxR3RRuZLsccTFaaXuYPqgOOsS3QHypWbFKa0qmsqiMxLiTkjcJ1Jy\nE8ndf1CyTR9a/x3aU6Ck3BNY0Fv3d20h5nus1t3AI2Z2N+WTw2r730F8n4wjBrb5X7ZsL+L8PoQY\nub4aOxDPf8cy62qdG7TcMe6dxWr3GC0GqLqRSDaXJ6a8251IjD4GxhP9TX9R6U2p1OfbMvF3IMan\nOIbpg+6sBpxkZju6e7Wj/24ErO7uQ4sL3P01iwEOn672+DLnAKfkqw3cfa2swuB84vqgama2M3GT\n7wfEDaGBwAh3P32mDyzD3U8ys4+Bye7+QtbAUGzR3buKOClHFO+sri95hxPzyU/rd561PD9F3HBQ\nAiszUALbPT1HXICOIpLZO81sJaJT/2Mze2AbtgF+7e5vWDYYTfbzvszYYlAxzw2Kk5WV1Dp1B8Rd\n5l+4+4sdiDGNme00s/XuXtpHsq3tpl08mtmpwEbF5DVb/56ZHUz05al0Hth6cCqRXO3k7pPMbHHi\nQv4md98FwGLgl5OAX1YQ78/AGe7+5+yxyxGv+ZmezUNpZlOIAVYqvig1s99m21/D9Avwm4FvEyX3\no4jJ4D8nRi6dmZOJEZwPyGJ/D9gOuNjdj8mWfU60dlVzw+IUooX+O1mCPT+RfD7o7ptlcQcTLb3V\nXODvTvQPfCq7C4+7P5KVDt5KhQmsu/+TbFTbrETup15jH6xczLFkc0taTF/x90pbhNuQNCHOpE7c\nXye6fpw2k21+Tdzkq9TbRLIwrW+7zzhYU7WtP0WrEuMXLM2MU/RUU6WStzGwbla9AEBWbXEYNVQP\nJb7QLyp3jJ9XcYwnEn+vtYmbUXMBFxDny3XdfYqZXULM316un3Y5qc+35Y55/3yrrLvvkCXep1L9\n9DXjiXPs0JLlCxOVSbVYlvKj+d9CjSNOm9kB2WNPJW7kQ0wheIGZ9fbcHKozifEb4J7i+cvdry6u\n85mMO1HlcS5O9J0fQIzVMBS40t3fbe+x7j7DeAoW0wgWY3mCEvwFKT/quxMzT4jMQAls97Q3kayu\nCuyRfbkeTFyE/76GeP2JL5xSjdT4HrPWowfOoMKS37yPiZaEVM4o+b0Hccd9MvEFVlECW6KBOFmX\nXix+n7hD3pX8kuh7VnxemxLvl3xZ2iNkSUoFVqX1ROqbEO+f/AXLS0wfHKtShwJ/cPeLYVqZ7irA\nn3J9dY4l7u63l8CuSespHDbNjvHvuWXPEOX41diU6Gv4ce73XrQeFfoOqh/JelFyo03nfE2No1vP\nLGEws8XdveqSX3e/1sxWtuhzWG7uxAMqiJE6Ie6MxP1C4CYze9fdZ7gQtxhh/RgqH1UdomXjXDN7\npVj6WRJzZaLiZb/Sde1JWKVSqtzUbDUnNhYDfS1L+fdO6Xm+Uh05xm2J7+XnsuP7FfEde2Guu8Jf\niRGeK5X6fFvq25RPzp+htmnv/gpcnZ1bi9Pz/IhIsGvtszmUmCaw9AbQFsR8o7U4mKjMuc+izyru\nfr2ZfUWcfysp5b2KmDbmTqJC7DHPpslKwWJQzfuJm0nPE+/zdYCBZrZhNaXTFl2xriFuhH6dxepv\nZk8CW3uNfZOJ98mJWfXR+GxffYA/UcONKekelMB2Q+7+P0paYtz9uA6EvBs4xaYPHFAws6WJC66a\n+vMx4+iBPYjh6jcjWrKqdSRwSdYX7T1KSuK8yrkT3f3bpcuy/myXM3305GpdQszXdjat52s7jPji\nrsb2FoOxFDUBW5tZq359VZbTpow5F1FCW7QB0bc4f7e32gvS/A2PDYEv3D3/WsyT7aMaK9B6Kqhf\nZfvJtyi8SYyK2p6etC6j3IBowc1/Qfei+nLNBWidaP6S+NvlW/9GUX1/xMeIz00xeSlYDNR2KlEK\nXbWsrPYMojSyNGFYhBq+k7LP9AnAZ0TS/XH2fw+qazEF0iTEZWJ2OHH3GEn9ZCKJPZ646PuK6J+8\nJvFePcbdH6/iuK4yszWA58zsfqI8Mx9zc+ASd/9HpTGz57RirhvEEbQufX7J3WutzLmRaN3aj/gc\nzpV1H7iU6WXu1RznPsTN3J5ZvGK3iAJRCltLAtvRY1yM1gnVBkSZc74C6TNaT5/Uns443+a9QrTw\nHVKyfB9qa70/nngtziVa5yDmRh1CtDzX4k/A3Wa2IXGTGSIpXpu4aVCLpSg/vc37TD/u9ixC3FDY\nDvgHMM7MbgFuKHdTqQbnABcVq3yKzOx0ohKv4oEkib//t4AB7jFAVVbt9FfitdqrxmM8iKjW+9Si\n6xhESfZnVN8tQLoJJbDdkMXgLFtR/iJyFXef2QBF5RxEDD7wNXFX92VgXuILt5b5S2mr9CYrSdqW\n9lu7ShUvwPJTJBQvWGqZG3QG7j46u5h+uobjw90HWUxBsDdxJ7xADBrzB69uFMfhzNinbgTxOuVV\n08crdcy3iD5SH2YlcpsQ02vkk7dfU/ncdy8AvyH6uS5N9Nu5umSb/aiuvBKi5TvfmrIRMLykZGoJ\nWl8ctuVVIrG+LGv12Qi4reRu+85Uf8H3PpG8DDeznsRNnie89SAvG1J9K8OBwO1m9hkxr+zdxFQZ\nH1FdK1/eFcRn7SyidPZI4iLw99R+8bMfUb54edZ6uj6RhP2d8mVpM5U6Ic5iJknc3f1kM7uLKO/+\nGVH18TVxztk93/2gUu6+t5ndDuxJJCDFmP8iuoY8UGksM+tN9O/ewsyWcfcPif6/Q4mbNwsS03ms\nkK2r1pFEC9rLRFL8GlFZc0W2rlrHEjdkTifmBv0Z0dp5HXB7DfHaOsapRB/WSo5x2tyi2Xf1ZsAL\n3nowxDWJc3KlUp9vSx0GPGwxj2dxPu6ViNe7lvlBtwfOcvdjLKZ+mdKB1j0A3P3BrKJgL6L8dQrx\n2uzvtQ9u+AKwK9PH5Shkr9kRTO8L3N5xTSLOK3dkrY6bEcnsY9n1wE1E15NaX5sViO+VUldR+TgG\nRVsSLfnTRld297fM7CDgAWo8h7v7+1ki/CuiGmIK8C7xHi3toy8CKIHtri4kTjSvEl9qzxFlqotR\nW7nPQu6+bdanrziHl3tuAIaEniRGAq5WZ/R1Kmd5OjDyZlaq2ur5mVlPM9vG3Su6oHL379a6/1kY\n82zgcjNbHVidaCE4E8DMliCS0UFUXtJ+HDFgzNbEe/lrom8oZrYukYxtRfX9ux4HDiDKrX5GXDiW\n3pw4kspGxj6R6G/+K+LO/1SyfoAWI3juQdzw2brKY7yMqC44B/gFUap4Xha3J3GxegrV9zn82t1X\nsxi9c9rnGni4AyVuPyXmNnwtq9h4293/kt1134vWJY2VWojpreTFuRNvMLM/ESXkR1cZL2lCnEmW\nuHuML3BsR0ucS2LeT+ube7U6hnivWEmCuoPHXLW9iYv+w6j+4rnYP/dwMzuOSPJ6AO95lSPy5iz5\n/+ydd5gkZdXFf8uCigoiooKYBY7Kh0qUoCRBURRlkShJBBQEyUFyFljiLjlHyVkQRMlBMgaEC4IL\niMRFTLDE/f44b+3U9PTMVL1dzS5Mn+fZZ3erp2+/011d9d57zz0HODXNhd6NhYPOk7QlLoDVUXQu\n8GXc7Suv8eGo7md5Ou7g7orPvY9ROoclfREnyKfXWFPT19t+iIg7ZB/PNfCYxquYpXFmZuJ5VFrn\n8x3S7qcgUXR3jAyrriHwM+CKlLi/C697HqwtUrcRQNjn9gLgAkkz4mR2ZeBGSY9FxAIZa5yA93mt\n865fxkW6OphE+1GsN+iwCZCuZ5d2EqOHkYVeAjsysTrwg4i4UNIDeIMemAbSapVSBTdLWjEi7gJy\nK5n9INuNtGImvPGbUDdeJOuCRB8qCxn8NmrYoJTWdzUDZ3RnwiqE4+rGG+Q1FsZ2AWsA76fDG4Sk\ndwDzAc8kGnnHyI0ZEWdJehFXr58AdoqI29LDP8cV490i4pSK8W5PSeAq+GZ6dkQ8nR5eHG/YvhYR\ndS2YdgCulUW7ZsYdiiLpXBVvLD+F1Y6HW+PVkpbEZu0PY0/PosizLk6u14ySEmMVRMQ4N/hYD//u\n6xXzuVj8ZSNMX6yj8gtwn6SVEyW1Mi11GLxKX7f6ATxPfA2ev6vNWkiY0rHCn88C9KmNfygjXtMJ\nMTSfuD+TNuTn4IJCjnp8P8giPmcD50S+KMsawPaDdbRSorgPTp5qJ7CSZsXncj9/UEm5/qDP4ILP\nBPrOx/PwOTVn3fUlXAQsG7aPuS/j+fvga83J+Pu8W0ScBZDGS7bG86/7Vg3Y9PW2FZLuwgyAuvP7\ng+FaYC1J+zVYqFmCPJeFQRERf06J+1r0FfkuAc6oUbAYDK/ga+U/saDcbJlxDgSOkfRZ+rrCi+Ji\naV17rEuBoyT9ICIehimCTrXHxWS7sjnCGixDWvVEpj1PD29v9BLYkYmZ6ZvT/BOwSETcJ4sQ5Cj9\nFlS7JjGB/hRf0r8fx1S3WpD0UXxjEU7WR2MPwUdlIYMnhnp+G/y+5f+T8Q1nDzpQXk7V8HVwMiKs\nUvpLanbGZcXLDYFvRcQEWXzoEvw5TZZ0AbBOnc1BkzEl7QkcEhGXpGJFOfndEfuM1uryheeYD5W0\nOJ6XKo4XCec7Zb+/ygliojYJz4y9gQsexe/3Ptx5XbUqBS0Vee6StCbePBfHtyOPAlk8fxztCyf7\nAbtHi6dpRbxOXkFrKNwCbJfmIu8E1pR0CLAQLTYrNXACfd6JFwO/lfQP/JlV9rUsoemEGJpP3FfF\n6u8nATNIuggnn9d00B0/OMXcMSXW5+BCUJ2u8yfpE90pcBH9FZ3vxLT7HBxDs/6g5wKnyX7jV2IN\ngrtSzGEVWgfBfbi7leN/SipGbJ3+tOJU3NW8p81jw8W9hPZqwFnX2xbMwUA7pk7wITwHu7OszN5q\nwfTpjJhHAedIOgaPQbTGvKHts4ZAKXFvHVfJQioIfwN/D7+D7znn4/tqln1QRJySCpyb4zGgSXgP\n9KOIOK9muO3xNfZBScX1bBb83ak7LlYwW4p/V/Ka7aGHAr0EdmTiEbyBegzfbBfB1d5ReFNeF/cA\nl0i6g/Z+f7UTTtrbLryC/dVyLnRH4pnN5YpZIkkfAM7AXarv1wkWEVmy++2Q5l7G4M3Xsngj8DtM\nRVoyapjLp3ib4Q3egcDzkqbDSfAruEr8L7zZ3RXT3KZGzO3wOfcvPHs2O/AsQAd0wAI3luOVfw3c\nXZmxTrCIeAm4TNI4nHw8nI53Ylg/hSLXQYxBIWl2TGUfBcxYMBqinljZ5ZiW/Svaf69zFEu3xlX8\nR3AysgV+D95LpgJqROwn6e/Ai6kTvzV93ok5156mE2JoOHEPiyD9RtKmmDY+Bs+0vVPS+RHROpte\nJeZxmGb6fky3HwP8PLF0zoqIKon287ijOcWfNCLWbfmZdt/NqmjaH3QHXFiYLSIulXQiPi8n0ucL\nXBfP447XnrT/3lRW0E/F1atLzy2EsT4OjIuI7+UsUBZj+yymvY5Kx4rXqJ3I4ZnhKyWdQfvfua5y\n8PE07/1Z3LOPbfNYrg5Gx4m7pHdjqvAqmHY8Chca1qUhdkXqrJ/SQJwXgKVl28XPkpLhiL6Z2Bqx\nygJiB5M5w9/DyEUvgR2ZOBg4M1Wdz8Edodcw1bIuxbLAGaV/jyr9O7eq9hieZZwNJzlRVIgTZefF\nqGjinvA1vPGZIoQRERNlo/DKG5+UbC6d/ntdRExK9NLN8A3wnIio7NeaNkwF7fU3+Kb1q4j4j+xb\nWleRFmBjYJMS7Wwp3FHaorjRJBrfCVRMYLsQ80EsEFSoLY+T1FYhuEoBRNJPMI2p6No/UWzIShhN\npnpuwtqk2dIG0A2KHJK+jpWwW1Wyc8TK5sNCNHOkP2VMJiPhDAt+zA3MGBEvSloIf58mRkQrq6FO\n3NNK/z4Bn4e5sZpOiKELiXta6xuSbsJFmdGYvVF79q4l5j+BUyTdjsV0tsbzkVUS2JtwJ2ao92lD\n4LeZy2vUHzQ8PrJX6f+7UP2aOBjuJb/Q0YpLJK0TSQVanmnfAdN+szq8if1xIu2tfnITudVxIrfm\nIDFrJbCRRAtTcjdXWtPDEfHvIZ84dMzpcp87BJpI3Cemv6/C4x6XpaJpR5DFulYErijozJK2wIW4\nZ3EBJOs8jYg/ps74ErhbXjuBbUHTHfweRgB6CewIRESckChi/42I+2Xhmw2xQuseGfHaVqplwY5a\nEujphrU7rn5/gL6N938lnZIeOxXfgOtsUp/HdiOteD8Vk0RJC+Cu1Ex4s/QfSQfgjd2Zaa17S5o+\nIg4cPFI//BALwxyG6X9NCF/NTX9rlq/j97BMnX2IegbhTcdcBSf9Rcd/FP0LH3VxLE6Kp8OFgLXw\n7FCByZiO3cnG8hDgSEmH0p6CVqe72Q2KHDiJvw3Tz7I3e2kNywz2WKKP58adDLyYNuNL4c/sz3Xj\npGtF0c26JiXE61IqJmEl09pFtCYT4hSj0cQ9FdK+ib9HK2KK7nnA8qXZxtqQNH+KOQbTga8kbaor\nhtgfuEm229qzXDCUbcZ2wknxwplLPIUG/EET+2ZLbC/ydOn4vvh8PCB1m2ojBlfQnwMXGOpgLUxr\nfj8eszgCz/NvGvWU6cvYP8XZp5OEsIwYwiYqB+nacCAW35se3xtelXQmFljLKewiCyOtTX8djHMi\nIpcJ00Ti/lPgwvL5JumdRWFT0sdr3luQ9BkseDkTZtv9V9J4/H6ei9X1r5f0zUh+w0PEmgE3PTbA\nLhUPSfoWvt4AvCbpfmCF3O8MzXfwexgB6CWwIxRlmlBY8CVn9rUtZF/B9fBG5X34glnlee8GbsDV\n9F/gav4/8YzFElj0Yx2c8J1cc1lnAccnyl1ZyOAIqvsHHp5+druIeDVVM8cBP42IY9Lv8Ftc0a+a\nwM6Nb34/BcZLehjTFi8hv3v9b5yYP5r+vwLwYET8rfQzn6E0J/pmxwwLQGwFU2ydtuiwuj6ZJDSU\nEoVHMqnmQ6Ho1KyQ/i7PZtftXHSDIgfuTq3Q8rk0Aklz0jefPQ8Vf99EN98Gb/bA6qln4O930SZ/\nVtLXI6KShVBKAC/HnceXgZcljcXXjdNwErJb+ruSb2Q3E2JoLnFPmIiT1gux/ckNnZ7vkv6GZ1Ov\nwZY/F9X9TkbE3ZLG4HN707SxLXxlP4fnvr8XEQ8OEWYodOwPKushXI/3P+fj0ZICT+Pr0vclLRkV\n/HmHea13YRXZ9ejzZ656byAiCtXyS/F7eDBOPP/TwbJmA45qKnktkBL0zeifHJ4QETmzxAfhwsxK\nuHA6GjPExmHxqtp6AZIKT+/XMY1/NC7U7Clp6cgQLhsqcU/vR5UYU+ZnJX0S75euxZ12gDvTvmDV\nGqyz/XAhc62wcNocwE/wKMDa6bUCF36GU+bfEZ/DGwOPy3O6J+LRn6/Sp9OxDwNt9aqi0Q5+DyMD\nvQR2hEDStVRMiOrM6JTifwzTX9fFlJ//4E1qHfGhn+Nzcr42N9c7Jd2LL+w3R31vsN2w+MdV9HX6\nXqeef+ACwAbRp1p8BL7RlinI12OvzEpIidw+wD6yPcIa+GK+Lf68tpZ0eM3ZkCuw1+KPsCDE/JRo\ncakzvjv1aHzdiAm4gy9pJtnioZjbLDA56otX/Bc4UFZdfGeb1/t63TUmNNZl6KB7MhxuAL6CNxcd\nI3UsivnsZfBncyU+P6tiP9xJOhJvdjbEnYAJKeZ06bF9cOe4Cg7D15ftI+L1NAM5DtPcj0tr/y19\nHp9DoksJceOJewljsKBYk7S7/bEv8cRhf3IIhP0258Yd4rJX7b54PCJXrIv0+/4cz+bm+oPug4ug\n32ulaoYVvU/C17u98blaG5K+gr8zq+Iu2CNp3cMWXmWl8lbsjAuoMwBfSkW/3HnVS/H5U3nUZThI\n+ip+z/4E3IqTw6Ww/djyEXFzzZBr4YTtutKxK9KYyS/JE7w7HIumbRRprlTS9JhdcRhmFXWEdB8s\nChbLUd9S7xh8XTy4dOxz6fiRVGe0fQ3rfRTjKd/C167yfedqqo0vrI07/pcBSPom3kvtHH16IkVx\nPyuBbbqD38PIQC+BHTm4rumAqWPxfXyxXgpTca/GnbglwzYCdbA6Q3fi9sMdh5VI3buqSBfy9WV/\nv3kwReXhqCcYNCOexy1ivi5pElDeBL1O5vcqbWL/gDdni+Fq5PeBH0q6KyKq0jZ3wKbiL+CE4xrS\n/FqaFd0VdwLamZu/mTFJz/8BpgC/u83DOTNZ5+AiwoX0/2w6QiQrplx0u4iUcAP2hP02pnT3o9pF\nReGltIleD59/78WdwlHAMhkFhbWBtYvNqKRLcCf/RxHxVDq2C/Xm7+cHflhK4AqboHKMmxg4CzwY\nGk2IE7qRuANmzUj6tKQN8Qb3FdzxOia3axgRx6ZC0sYtMc+qm3SGtQGeiIgcy6EhIelL2G97dPr/\nKFyomj8iNqkQYnnaJK8FIuK/sgdrHZ/VontWFHE/jYWsTiV5UNfo8F03xGNbpj9Q49qYkvIC7wDG\npk75w7TMHkae6OLBmI7985bX3R976S5eM950lFTaS3gWFwRysBhOxKaIIkXEa2mNdw7+tOEhaQn6\nChaF3dqWQz6pPZYAvhQRZYX6ibKFV501voc+1XNwMv0SLrAXqDoz/gm8LynHmkx/3+jHaD+iNSRS\noWcMvtZcEhG31o3Rw8hFL4EdIRhsLicXkk7FlcZXcEdmTSwW8D9ZfChHOe+jDO2btz/eUNXqVkj6\nGnBrRLyYZjRul7Q6Fg6oS51ul4A0Lv+eLuS3JprysrgzW/W5zwALyr6ob0RE+T19Bieep5Tn06ZG\nzBJ+gTvhu3VIjSuwMLB4RldrADSMP10ZMbxX3fVVY3WA5fEs+4cYaPkyrPCSrJy6Ni4A3IaTqwvD\ndkKv0ic4Ugez4/lkACLi8dRJear0M8/hjV9VDFZMKidadYpJTSfE0J3EnfS8VXEn6kY8Czod7rps\nK+k7Ye/eujGXxpY3E/Gs+HS4qLiPpG9lfJ9ukPQEfXY8WaJDLWvcDes0FNZtT6S/p09rr4KZGf48\nfhyPTFRd1/U4+fgTVmO/JCLuSI9tWjUOdE1sqMxq+Tf9KZmdaA8U+D/aFy9PJMPvF6vwHyD7jf4b\nQNIs+F6RK8T3JGaHtQoOzUWGXoCkT9C/YPECPrfWiPr2NAWew9eih1uOf7bmGv+C3SUmyGJO3wSu\niv6zw9/DifZweBbvlYo53G8B9xbXsIT58PtbGZLWxudh4P3itpK2DlvC9dDDsOglsCMIkubCNM9d\nyt2kVJ2dEfh5REyoGK6YRR0PXBsRubNcZfwdz4S2FSyIiMskLY83LcMizR+diy+4SwFlGtPyuCN7\nMfCDqK4Ee4j6q+W+E/iFLFoCNS1aZM/S4fAS9Wd+p1gutBy7sG6cbsfEs2yHN5S8gmecP0XNQscg\nGFTIKAN7RWdei8MihhBeqohd8ff6R3gTXpee2Q7TMbCg9Ub6k4vJNFtMajohhu4k7gX2A3aMiDLV\nkNQ5HI87lHVxOE44tivmaSWNTvGOxxviOvgwZsusAvxe0qM4mT0nIqpsnNvhx1jE5zhJE+jzkjwb\nn7dVcB++Hwzl3Tzc461YCNP2r8Ye4Y3YgaR5w32ARyPiyHTsTjyqsWtpnGVIRIvQYqLOzlp0+hLj\n5+4a98FWTMDnR+u865fpf75XxVY4UX1CFpwEM6cewedUDo4BTkhFo7IOxl7U0COQ7bXWxfZV/8CU\n7AtxgfIlhi7CD4fxWKvjc/QXKduKen7RB2FLrEXx7/ge0uy17DX/fbwX/GmFWBcA+0v6Gd43iZLn\nq6QP4etRVaG3AlsBO0TE2BTnp7g41Utge6iEXgI7QpAuiDfim3yrfP6v8azWHZIWryi68GncFdwQ\nOCxtTjoVHzoX2E8WzxhwI02VxH3xZqUKdsRUuPlbE6+I2FBW5bsUz/PtWyHeL9Pf5ST1nDbHfkl1\nlLsvZVGglzHF57144/wf8ig6s+DPdmEGzpfmzjs3HfMyvMk9eLgfrIgNgBsTjXYCLYlSROxXI9Zo\nLJDTsRcfVtGco0wPk21vbuhkLlAWGjonLNbR6rlZxuSIGI4WWXT7D8GbvZtxZ+uS3PUlfDQVlMr4\niGzfBQO7xcOhnfXSO/Hsc1EIqVNMajohhu4k7gU+QvsN43l41jIH8+C5wym/c0rkDydDvTsVP07H\nKrqFpcf3gNskPRIRX8pY42yY8QP2H18sIs5MFMvz8TV/OBwJHCzpgXaUxZTMHYhnYKvigzixWhN3\nHF+T9Bv67oe559F4PNO+cenY3vh+NSO2Y6qFRMG+DAsbbp8On5ke+3YNqnMZB2Lv28/SPzncHCtP\n10JEPCFpXtw5nOI3ClzdQRHwIJzIHUDfvfRpfK2rc+85Ee+j1o2IM8sPaKB1Wy1ExCGS/oc/7x3w\nHuAhYKuIOGPIJ/ePc5akF3Gi/QSwU/Spk/8cd8t3C/vDDtwnGDkAACAASURBVIddcKf0Xnwen1Qq\npuyEi55/wRoBdTAv/fdyJ2Ahy9lburs99NAWvQR25GBffONfJ1rUKiPiPEkX4CrifniOY0ikTu3+\nuDL3eXzjXp2+uY/tJI2LiHtqrPEXeJNzj2xVcgdO3ObEFe5tcMXzFxXj/QD4WbuuYfod/iBpW/o2\nBEMiknofTKHw/S7y5fcLlEUe1seWFRtFn2H9XLg6XLe6WeB0nGieSYe2Kl2M+QSwr6TVaD+3WXcm\na2+cEH2JPrGcApPxOV4VV2P6VDnp3Bs4JIMu3Y6qd35aZ51uTyv2xAJEL6d/D4bJDDPXl+iu10na\nDIt1rY7fz8L/dq30vW43nzYU7mj5/yg8r9uq5FwVhRhJ+T09s+XYJKqrVzadEBdoOnEv8EtgG0mb\nRn8hp03wdTwHV+KZ3T1ajo+hM/9k8Pfwi3jTOpn8DuUTuHj6GKY/LkDfdajSexkRp8t2QTdJug2f\nm//ClOEFcSfxxDpUxoh4EW/Gz04FvlVwIegEXAQ7XNLR2OOzTjFsDLZGmlJAiIhLEjX7cjISWCw+\neCEWhiowF6bMH0Wfz3llRMQpKXnbHN+ni4TzR3XotJJmwqyXV4BbIuJSXGTuGGnfswewR+oaToo8\nJeYN8Gd7StqnXI6LfL9paJ3HYk2ITuNcQvvC445Ya6RSISDsITtGtsGi5T27GV8z6p7X4FnsKY2K\nVID9H3nX2R5GIHoJ7MjBV4CvtSavBSLiDUn7kdFpSRXbXYFdJS2Mk9lVgfUk3RsRC1SM87801L87\nTihnw5udUXhm6STsLfhixaXNiSuDQ+FO6s21FTgWi0J0lMCWN5/p/f96OeGOiL8m6s515KlGLocF\ntVoTiE7QdMxZcTegQKczWStjK5nac4Bt0G4tW2BKd868b5X4tRAlBcdoSM0xbUYuBy5PCdh38KZt\na1ycujwixlQM1y2FyW3DAidL4hn3qqIk7XAafdeaAp0kxAWK70iRoGcn7uovAvYOLIzzLVmd/XU8\nh/hJ/LlVgvqL+7wB7CarjN6eYs6HqZK1VbNlYZsx6c8HMdNnL+DyDhgHJ+Ak8YeY8fNbSf/A16TK\nXeKI2FrShbhDtSi2qJkI3AVsHRnevKXYL+Au3YmSZsd2cqtjKuYz1PPfHsVAxlRx/B2ZS5wfdw+n\nfF/S/f9wOhi7SN28U3KfL+nL+NwtuqPPSlo9+isR58Rdmz6hoIsj4uyMAtwUFL+npA/S99lehOnD\n0wFLS3oo53qUEvid8f3lQfy9WwXTideOTCFBtbE4klTL4igi/i3pLknrF3uUiLh+uOdloImZ7B5G\nAHoJ7MhBv2rXIHieDqtfKam5Q9I2eONTy7g9rAq8vaQdsZrxbHhj8XDUt4x4DF+wh7roi7wZnRuA\n1STt3+HGuYxReHPTuon4DMN/doPhCZqhLHYtZut8VgN4jP4KjE1jmrrBSjoNexE3NUPcDynZOA84\nL22wxlBPVKwj9eZBsDrupE/E3cHZsdhIFiJi/WaW1Q/z4u9tU1Y317X8/+qW/xdslzqd7FZxnyJR\nfW/6+zGszpwjLHQN7krtguep/5sRox8iYj9JfwdejIjbJW2N52In4s5YnVg3kSGgVfM1nsIzfeNk\nleLVh37GAFxAn395eSZyHPmd9sew4Fcr62MJatwL03z0zyklh8DBHdwP98CzvVvg78xBuFCczcuV\nRRAPSnFnAE6V9IWIqE1rbkVEPIvp6EfK3sJr4uviEdhb9vSI2Lpm2KPw53sSZpCtgs/r76fHVqy7\nTjVrcTQHzV3PABaTVC4ETwcskt7PKYg8u6ge3uboJbAjB3djMaOhDOS/zUCFvmEh6XVg9nRBB0zX\nSSIbxZxslTit/qkv0yfYNGd5viQi2go9teAsLLB0a7QRo0mUmKyuM6ab7Yk7Fk/SX+yFiJgnI+bR\neF7sIJzEjsJU3a2pN49VxnbYVmU3PLfTSs+t8j42HnOIWc1XcfJ5b2TageAN8ymSDsbCKv2oTRFx\nS2bcTtGNOUvwRmdbTLcHQNIj2PImO3lMM3xnARelrhIpST6VGh05SX+jupLzpyuGvQO4VtJD+Hty\nkaRX2v1glZnsYWaHW+NV7cLeBnw+Iv4u6RpgTPE+5iAqKMmnTkvlomGV4pEsJPS9qjFL+HAnv+9g\nKL//EXEC7spmQ9KnMfV67vT3N4EHU4LbZMyIiANqhtoKd3Ovoa+I8Ab+/uXYtIDZTSemWd+70rEv\nkvw+a8TZLa3vTHyN3R4XWzfKXNcSwAIR8TRAKoI/I+n9GeMaBX6CacynpZhjgJMl7TwYGy0HEfF3\nbBc0VtI89I1U1U1gVwSWjogHJR2IqbnnSLqbvgJVXTRpcXQacKWkM7C+ROu+py5DpZ1yeKuGSI6V\nXg8jAL0EduTgYOAcSU9HxFmtD0paA9/YNh7wzDaQtA5QbH4G20B+BM+sVsUEBqfWlSl4VS9o+wMr\nYLrMSZguXJ51+iGWfq/kjdmC06hPJxwSEbG7pKdxwr8X/j3vA7aMiNoUvoQL0t9X0P79zLkxNBFz\nsM34dMD7gJkknY2tTdomJkOgmLlqp9xc93dul3TmirJUmbMEas/9tusIf5DOb/p3YiGRoyVdjQXL\nLs7opO1J8/ZBY/CGexbcTbgV6KTDV9VmbDLVv/eTgA1ki5WlgaVaug1T0EmHIVG8V8Y+lF/DRaAD\nc+OV4i6WYq6Gv5Pn1nl+RLwgaS2cRJR9ZQ+JiFya83CvWasLm+jnV+D53xUwA+mzWJBojchQWG8y\nZhqXWVPSJnhO9VXgkU7YFhFxhqRn8b1+E/qEgr4R9Tye1wHWLD5LSecDv5a0ScY8JLjrP2W+Mo0H\nTMLnXm4C+xlsyVPgUizkNAf19iaVEREP4utJjnXhKOAVSTNiWnzhazwr+de3Ji2OVscd2DXbPFbn\n2tgtu6geRhB6CewIQURcLis1nixpLK68FsncAvgCuVe0qOoNgYvwbNsovDlr3UBOBv5HdW8+aHhW\nLokCLIkrw+vRX53zPixacXjOPFZEnDjYY7JFQRYi4ihMFWoK3Zg/7DjmcLOasmr2L3EiX0VZtIwZ\nhv+RyhgF3JlYBgXeA1xfEuIBKnUPq8xZTjNINLudZO/fMfh7dJykK7Cv5/kV45zShbVNxLYvhfLn\n2Bqz8e3ideN7sgtWPN0Df+6DXQuzCklJL2A9rDcwE6aE/pwMy61SzI/R5205F+7qn4HZIXVj7Ynp\noOPw/P502FblrNQBG18xVDe/GwdiO6IjiiJSRGyf5mr3Io+m22hMSe/DCcg8mImzlKT7I6LVK7Rq\nvHH4vrdKzvNL+Bh9tGawy8EMmM7/9w5jF3iDPPp6gelxgg54tj8VENvNFVeCqnuDT46IunuBa7Bo\n439xoniJpGUxLTlXzGoCHVgcSboR2Dgi7u/SdbL8WjPh685fgHdGnshWDyMEvQR2BCEiDpd0KVaN\n+wL26ZuINxfn1aGTpi7MXgCJKnx25HvIFTEbn5VL8zj7YpXbGXHH5vlO15oEHHbAc27F5nMU7qjN\ni71Nc+KuiBOFQmwhMP2njjXPFHTpPe3GTGPra9wvaQfgOGomsGHrj7mBp5PwxNewxcXdGZ3sxuZz\nuzRn2XUkwY4/SToMd9N2xh2/SkmX+osPDfdalSyYWii/fwO+r0EsLKrQ2lKhqwomV+1SRcRx+Pwt\nNr1zFPTIXKQ5yiLB/DROFE7F1M/vRoYFiqR34xm79XA3+xU8X/sZLNb2x8zl/gSLBZU33hcmOuQh\n2CJmWHRhRr6M+XC3tBWXUl3tvmsxJf0fTmoew/fsw3ExaVXZ8iZHRGdt8gQBWzGa0jxkWAhqEvni\nUk2yXbqJJr3BW7EB3ld9Avheun99AZ9Pu2bG7NTiaBJ2hjgINznqMqKGRWKRHIGdGMDFmoPStWnN\nDijkPbyN0UtgRxgi4m9U8zytE/NUSfPLljTlxOvIOjfYGpVNImLYzXObmdoCH27d7GbMgp6ExSUu\nxrNIh+HK4bLYRqA2JG2IuxVHpnij8XzK8ZLeFRGVqHSpWzhHRDwz3Hta5X3sVswKCFxkqQVJP8Km\n9ctJegErW94IrCHpUxGxR+UFlBLelOTc0kqPk/ROPOM23LqqJkk5lNKuiGFImg3PP47B5/ZfqOfF\nDAPFh5pA05Tf62rEq31+N0GXS1TkJbAYy9lYGOmO9Fid2cVyzFNxMeIVTHldE7girAj/KgN9bOtg\nNC4utOJ+4N25QdP3+8f4XvMG8Edc5DtnyCe2xwSsM9AqaLRieiwHTcYcBxydxkuKbu4GiQI8FnfW\n6uIQ4CjZAuZRBs4x5ugiNIFRwFMt9+ZRwF/b3K/rfAdXk1Tu5I0GVk7vYTlmJfpruz1NKphO2fvk\nFJJS7H/RYo0UEYflxCo9vyOLo4hYPs0OHwysnijiv+1kTW1wIPB5rJBdaFTsjtkk46gpBtrDyEAv\ngR2hSJvp1tmkQ6PkN1cj1sp4Pu4CfMEZjS1mrpa0atiPrAqarmxOoP9MLfSncNadqS1jaWzVcrOk\nZfBs4C2Sfg4sjxPQutgRq8mWKYDnS/oT7vZWnQVblj57n6be027EHA6fpOS/WgM7AutHxPWyNcQf\n0014aUzZ3SNzPYOp3c6LxY6GU/C+ruX/xfn3P0xzmwV3NP5JfX/QxsUwJF2HE6aH8Pd7q4ioLfIW\nFcSHMmI2PW7Q+DyWmhevWggnhFcDvyffS7WMdbAQ23jg2oj4cwMxC+yNOz/rRcRfASR9BCdQ++cE\nlLQTZqgchjtVo3GyeJykWSOiLtW5EHxbCO+H1pX0KSw+mLtpbjLmwrQXRToW26LkoNB8WKF0LPde\nuK2k8ujQO4CfSepnLxcRVXQmunFfeYyBBeWnGfje1ZrfLCB7/p4MfBdft0dj/YbrgZWjjXhkmxgn\nYV/W/ww37113xrv0vFPowOIoIi5MoyPbYxbFpfg8aqr4MQZ3nP9UFCvSvzemIX/dHt5+6CWwI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jcBW8jMo2SlWQNiiHthw7PTPcawy/Sc1BR1RVSSdVeI2P1lxTN2yd2l3DPoYtSsqFlazOSkJH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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9eee73810>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Compute the correlation matrix\n",
"def correlation_from_cols(cols=None):\n",
" if cols is None:\n",
" corr = df_numeric.corr()\n",
" else:\n",
" corr = df_numeric[cols].corr()\n",
" f, ax = plt.subplots(figsize=(12, 9))\n",
" sns.heatmap(corr, vmax=.8, square=True)\n",
"\n",
"colnames = filter(lambda x: x not in [\"Id\", \"SalePrice\"], list(df_numeric.columns.values))\n",
"correlation_from_cols()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index([u'SalePrice', u'OverallQual', u'GrLivArea', u'GarageCars',\n",
" u'GarageArea', u'TotalBsmtSF', u'1stFlrSF', u'FullBath',\n",
" u'TotRmsAbvGrd', u'YearBuilt'],\n",
" dtype='object')\n"
]
},
{
"data": {
"image/png": 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Ui8QNMX4JxQ6O5sypzq6pstIKSovLiR0cbZWcfmF+SGVS8i51njTkpOUQFBl0w/sNuysR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GKWWC3kFrw8azydottTW6Ni6/JdbF35R4Nlo/q0Y8zUEbh5upB6JZ2fP11J6pV0w/6Rk4fRd2gP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\nzwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fca02e51550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# looks neat\n",
"def correlation_top_ten(cnames, dataframe=None):\n",
" if dataframe is None:\n",
" dataframe = df\n",
" corrmat = dataframe[cnames + [\"SalePrice\"]].corr()\n",
" k = 10 #number of variables for heatmap\n",
" cols = corrmat.nlargest(k, 'SalePrice')['SalePrice'].index\n",
" cm = np.corrcoef(dataframe[cols].values.T)\n",
" sns.set(font_scale=1.25)\n",
" print cols\n",
" hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 10}, yticklabels=cols.values, xticklabels=cols.values)\n",
"\n",
"correlation_top_ten(colnames)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index([u'SalePrice', u'OverallQual', u'GrLivArea', u'GarageArea', u'1stFlrSF',\n",
" u'FullBath', u'YearBuilt', u'YearRemodAdd', u'Fireplaces',\n",
" u'BsmtFinSF1'],\n",
" dtype='object')\n"
]
},
{
"data": {
"image/png": 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PH2fx4sUcOHCAbdu28cQTTxAREcGkSZMYNWoUw4YN46mnnuKTTz7h6NGjbNq0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"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9ee892bd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# clean data: remove columns with high correlation - almost 80% correlation\n",
"colnames = filter(lambda x: x not in [\"TotRmsAbvGrd\", \"TotalBsmtSF\", \"GarageCars\"], colnames)\n",
"correlation_top_ten(colnames)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('MSSubClass', -207.6841100268725), ('LotArea', 0.39551025845605459), ('OverallQual', 20052.669142281793), ('OverallCond', 2629.9272653485068), ('YearBuilt', 327.27047278969764), ('YearRemodAdd', 214.56081017336695), ('BsmtFinSF1', 8.605567477394457), ('BsmtFinSF2', -3.718208924341126), ('BsmtUnfSF', 1.2154760479051248), ('1stFlrSF', 14.33688018139738), ('2ndFlrSF', 15.225561297302853), ('LowQualFinSF', 8.882314308259625), ('GrLivArea', 38.444755795436009), ('BsmtFullBath', 12266.282143636334), ('BsmtHalfBath', 96.707824461285483), ('FullBath', 5854.8476560686559), ('HalfBath', -717.60253460832689), ('BedroomAbvGr', -6002.9947829481598), ('KitchenAbvGr', -3808.7215284562294), ('Fireplaces', 5781.1072313731665), ('GarageArea', 35.130549408780958), ('WoodDeckSF', 24.044131473731969), ('OpenPorchSF', -23.923762882342182), ('EnclosedPorch', -3.5606648038245257), ('3SsnPorch', 41.995402233341373), ('ScreenPorch', 73.431023256835886), ('PoolArea', -49.540649265405932), ('MiscVal', -1.7328725516271919), ('MoSold', -81.346311057833915), ('YrSold', -337.35713484559386)]\n",
"0.819457330811\n",
"22761.5241148\n",
"1271738017.76\n",
"16377.8188818\n",
"0.817752804515\n"
]
},
{
"data": {
"text/plain": [
"0.81945733081052585"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# train and check metrics\n",
"# http://scikit-learn.org/stable/modules/classes.html#regression-metrics\n",
"import sklearn.metrics as metrics\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"# Ordinary Least Squares\n",
"from sklearn import linear_model\n",
"\n",
"def test_prediction_metrics(cols, dataframe=None, console=True):\n",
" if dataframe is None:\n",
" dataframe = df\n",
" X_train, X_test, y_train, y_test = train_test_split(dataframe[cols], dataframe[\"SalePrice\"], test_size=0.3, random_state=42)\n",
" reg = linear_model.LinearRegression()\n",
" reg.fit (X_train, y_train)\n",
" y_pred = reg.predict(X_test)\n",
" if console:\n",
" print zip(cols, reg.coef_)\n",
" print metrics.explained_variance_score(y_test, y_pred)\n",
" print metrics.mean_absolute_error(y_test, y_pred)\n",
" print metrics.mean_squared_error(y_test, y_pred)\n",
" print metrics.median_absolute_error(y_test, y_pred)\n",
" print metrics.r2_score(y_test, y_pred)\n",
" return metrics.explained_variance_score(y_test, y_pred)\n",
"\n",
"def get_linear_model(cols, dataframe=None, console=True):\n",
" if dataframe is None:\n",
" dataframe = df\n",
" reg = linear_model.LinearRegression()\n",
" reg.fit(dataframe[cols], dataframe[\"SalePrice\"])\n",
" return reg\n",
"\n",
"test_prediction_metrics(colnames)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('MSSubClass', -214.519669124941), ('OverallQual', 19563.22238919654), ('OverallCond', 2651.3124453821674), ('YearBuilt', 313.59577197799661), ('YearRemodAdd', 209.4095323587232), ('BsmtFinSF1', 9.8691126877411079), ('BsmtFinSF2', -0.57182407843970395), ('BsmtUnfSF', 2.139491718784484), ('1stFlrSF', -52093960755478.234), ('2ndFlrSF', -52093960755477.797), ('LowQualFinSF', -52093960755486.156), ('GrLivArea', 52093960755532.844), ('BsmtFullBath', 13237.943716567372), ('BsmtHalfBath', 1041.266271019296), ('FullBath', 6412.9969733815005), ('HalfBath', -890.00513722376343), ('BedroomAbvGr', -5919.2335725396497), ('KitchenAbvGr', -4933.7926945093714), ('Fireplaces', 6864.8601034706198), ('GarageArea', 36.170764256049097), ('WoodDeckSF', 25.900976355757109), ('OpenPorchSF', -23.595391130026627), ('EnclosedPorch', -6.2184298368959467), ('3SsnPorch', 43.685393080539825), ('ScreenPorch', 70.657512058663826), ('PoolArea', -49.700924945507637), ('MiscVal', -1.1625945445862271), ('MoSold', -100.91524156314932), ('YrSold', -383.98180063788527)]\n",
"0.81941751607\n",
"22864.0632635\n",
"1270731475.6\n",
"17124.9031037\n",
"0.817897047656\n"
]
},
{
"data": {
"text/plain": [
"0.81941751607037161"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 'LotArea' has weight/coef small, shall we remove it?\n",
"test_prediction_metrics(filter(lambda x: x != \"LotArea\", colnames))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc9ec383690>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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fDtn2nhISovv8sDHWGY364b6EUcHjcUCv1yEqKqLPMi6nDnFx0YiPj+6zzHBjfysL+1tZ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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc9ee6692d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# histogram\n",
"sns.distplot(df['SalePrice'])"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ALERT: we erase 14 rows\n",
"[('MSSubClass', -160.32160836784234), ('LotArea', 0.3854179146894372), ('OverallQual', 18988.949476740676), ('OverallCond', 3238.2888196946742), ('YearBuilt', 343.87007566099476), ('YearRemodAdd', 200.30168575975452), ('BsmtFinSF1', 3.8912002522731517), ('BsmtFinSF2', -7.7516254994405225), ('BsmtUnfSF', 0.020311713242571743), ('1stFlrSF', 15.56975811340099), ('2ndFlrSF', 10.734718437659888), ('LowQualFinSF', 6.2396466514446072), ('GrLivArea', 32.544123204307702), ('BsmtFullBath', 13508.200352051705), ('BsmtHalfBath', 3646.9454078942413), ('FullBath', 4288.8701837850676), ('HalfBath', -292.11269775784115), ('BedroomAbvGr', -1649.9799584355053), ('KitchenAbvGr', -7975.3719217959997), ('Fireplaces', 7649.0518320137717), ('GarageArea', 38.784474478458868), ('WoodDeckSF', 36.918142695602718), ('OpenPorchSF', 2.6036613373266233), ('EnclosedPorch', 21.381195184979479), ('3SsnPorch', 58.445314769798202), ('ScreenPorch', 42.393569947448256), ('PoolArea', -192.13701282507037), ('MiscVal', -1.3600851047217086), ('MoSold', 323.72520922744451), ('YrSold', -746.97566353686477)]\n",
"0.833126463627\n",
"19026.0668425\n",
"676888501.147\n",
"14808.4706912\n",
"0.832192750519\n"
]
},
{
"data": {
"text/plain": [
"0.83312646362689902"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# We can get data upt to 450,000\n",
"print \"ALERT: we erase %d rows\" % (len(df) - len(df[df[\"SalePrice\"]<450000]))\n",
"\n",
"test_prediction_metrics(colnames, df[df[\"SalePrice\"]<450000])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>440000</th>\n",
" <td>0.850177</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" value\n",
"440000 0.850177"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#looks like it improves, where to stop?\n",
"variance_scores = []\n",
"limits = range(400000, 610000, 10000)\n",
"for limit in limits:\n",
" variance_scores.append(test_prediction_metrics(colnames, df[df[\"SalePrice\"]<limit], console=False))\n",
"variances = pd.DataFrame(data=variance_scores, index=limits, columns=[\"value\"])\n",
"variances[variances[\"value\"]==float(variances.max())]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>MSZoning</th>\n",
" <th>Street</th>\n",
" <th>LotShape</th>\n",
" <th>LandContour</th>\n",
" <th>Utilities</th>\n",
" <th>LotConfig</th>\n",
" <th>LandSlope</th>\n",
" <th>Neighborhood</th>\n",
" <th>Condition1</th>\n",
" <th>Condition2</th>\n",
" <th>...</th>\n",
" <th>ExterCond</th>\n",
" <th>Foundation</th>\n",
" <th>Heating</th>\n",
" <th>HeatingQC</th>\n",
" <th>CentralAir</th>\n",
" <th>KitchenQual</th>\n",
" <th>Functional</th>\n",
" <th>PavedDrive</th>\n",
" <th>SaleType</th>\n",
" <th>SaleCondition</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>...</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" <td>1460</td>\n",
" </tr>\n",
" <tr>\n",
" <th>unique</th>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>25</td>\n",
" <td>9</td>\n",
" <td>8</td>\n",
" <td>...</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>4</td>\n",
" <td>7</td>\n",
" <td>3</td>\n",
" <td>9</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>top</th>\n",
" <td>RL</td>\n",
" <td>Pave</td>\n",
" <td>Reg</td>\n",
" <td>Lvl</td>\n",
" <td>AllPub</td>\n",
" <td>Inside</td>\n",
" <td>Gtl</td>\n",
" <td>NAmes</td>\n",
" <td>Norm</td>\n",
" <td>Norm</td>\n",
" <td>...</td>\n",
" <td>TA</td>\n",
" <td>PConc</td>\n",
" <td>GasA</td>\n",
" <td>Ex</td>\n",
" <td>Y</td>\n",
" <td>TA</td>\n",
" <td>Typ</td>\n",
" <td>Y</td>\n",
" <td>WD</td>\n",
" <td>Normal</td>\n",
" </tr>\n",
" <tr>\n",
" <th>freq</th>\n",
" <td>1151</td>\n",
" <td>1454</td>\n",
" <td>925</td>\n",
" <td>1311</td>\n",
" <td>1459</td>\n",
" <td>1052</td>\n",
" <td>1382</td>\n",
" <td>225</td>\n",
" <td>1260</td>\n",
" <td>1445</td>\n",
" <td>...</td>\n",
" <td>1282</td>\n",
" <td>647</td>\n",
" <td>1428</td>\n",
" <td>741</td>\n",
" <td>1365</td>\n",
" <td>735</td>\n",
" <td>1360</td>\n",
" <td>1340</td>\n",
" <td>1267</td>\n",
" <td>1198</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>4 rows × 27 columns</p>\n",
"</div>"
],
"text/plain": [
" MSZoning Street LotShape LandContour Utilities LotConfig LandSlope \\\n",
"count 1460 1460 1460 1460 1460 1460 1460 \n",
"unique 5 2 4 4 2 5 3 \n",
"top RL Pave Reg Lvl AllPub Inside Gtl \n",
"freq 1151 1454 925 1311 1459 1052 1382 \n",
"\n",
" Neighborhood Condition1 Condition2 ... ExterCond Foundation \\\n",
"count 1460 1460 1460 ... 1460 1460 \n",
"unique 25 9 8 ... 5 6 \n",
"top NAmes Norm Norm ... TA PConc \n",
"freq 225 1260 1445 ... 1282 647 \n",
"\n",
" Heating HeatingQC CentralAir KitchenQual Functional PavedDrive \\\n",
"count 1460 1460 1460 1460 1460 1460 \n",
"unique 6 5 2 4 7 3 \n",
"top GasA Ex Y TA Typ Y \n",
"freq 1428 741 1365 735 1360 1340 \n",
"\n",
" SaleType SaleCondition \n",
"count 1460 1460 \n",
"unique 9 6 \n",
"top WD Normal \n",
"freq 1267 1198 \n",
"\n",
"[4 rows x 27 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"non_numeric_cols = filter(lambda x: x not in list(df_numeric.columns), list(df.columns))\n",
"df[non_numeric_cols].describe()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"-2.7610449355134038e+19"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"\n",
"df_final = df\n",
"df_copy = df[non_numeric_cols]\n",
"for col in non_numeric_cols:\n",
" df_copy = pd.concat([df_copy, pd.get_dummies(df_copy[col], prefix=col+\"_\")], axis=1)\n",
" df_final = pd.concat([df_final, pd.get_dummies(df_copy[col], prefix=col+\"_\")], axis=1)\n",
"\n",
"dummy_colnames = filter(lambda x: x not in non_numeric_cols, list(df_copy.columns))\n",
"colnames_final = colnames + dummy_colnames\n",
"df_final = df_final[df_final[\"SalePrice\"]<440000]\n",
"df_final = df_final[colnames_final + [\"SalePrice\"]]\n",
"df_final[colnames_final] = scaler.fit_transform(df_final[colnames_final])\n",
"df_final = df_final.reindex_axis(sorted(df_final.columns), axis=1)\n",
"test_prediction_metrics(colnames_final, df_final, console=False)"
]
},
{
"cell_type": "code",
"execution_count": 566,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index([u'SalePrice', u'ExterQual__Gd', u'Foundation__PConc', u'HeatingQC__Ex',\n",
" u'KitchenQual__Ex', u'KitchenQual__Gd', u'Neighborhood__NridgHt',\n",
" u'ExterQual__Ex', u'SaleType__New', u'SaleCondition__Partial'],\n",
" dtype='object')\n"
]
},
{
"data": {
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X77Py5FX6tdJ+gVFSRnZxzsC6nA+PZt2pa0Q+SmPBgfNcj0rk7aIvOxrYpgHr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btmzi3N9nuH/vLgvnzaFV2/bofDDfe3BQECVKqm82GF1tLVo6lWb2/vPcff6a0/eesvn8HbrX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sqkqEvW7u7uOHDggNxfdH/99RcCAgJ4U5AfOHAAPXv2xLp167B161bk5+fDzc0N586dw6JF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\nAXhMwfaCPZg5AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4fdd4357d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_test_final = df_final\n",
"df_test_final[\"SalePrice\"] = df[\"SalePrice\"]\n",
"correlation_top_ten(dummy_colnames, dataframe=df_test_final)"
]
},
{
"cell_type": "code",
"execution_count": 567,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('1stFlrSF', '1stFlrSF'), ('2ndFlrSF', '2ndFlrSF'), ('3SsnPorch', '3SsnPorch'), ('BedroomAbvGr', 'BedroomAbvGr'), ('BldgType__1Fam', 'BldgType__1Fam'), ('BldgType__2fmCon', 'BldgType__2fmCon'), ('BldgType__Duplex', 'BldgType__Duplex'), ('BldgType__Twnhs', 'BldgType__Twnhs'), ('BldgType__TwnhsE', 'BldgType__TwnhsE'), ('BsmtFinSF1', 'BsmtFinSF1'), ('BsmtFinSF2', 'BsmtFinSF2'), ('BsmtFullBath', 'BsmtFullBath'), ('BsmtHalfBath', 'BsmtHalfBath'), ('BsmtUnfSF', 'BsmtUnfSF'), ('CentralAir__N', 'CentralAir__N'), ('CentralAir__Y', 'CentralAir__Y'), ('Condition1__Artery', 'Condition1__Artery'), ('Condition1__Feedr', 'Condition1__Feedr'), ('Condition1__Norm', 'Condition1__Norm'), ('Condition1__PosA', 'Condition1__PosA'), ('Condition1__PosN', 'Condition1__PosN'), ('Condition1__RRAe', 'Condition1__RRAe'), ('Condition1__RRAn', 'Condition1__RRAn'), ('Condition1__RRNe', 'Condition1__RRNe'), ('Condition1__RRNn', 'Condition1__RRNn'), ('Condition2__Artery', 'Condition2__Artery'), ('Condition2__Feedr', 'Condition2__Feedr'), ('Condition2__Norm', 'Condition2__Norm'), ('Condition2__PosA', 'Condition2__PosA'), ('Condition2__PosN', 'Condition2__PosN'), ('Condition2__RRAe', 'Condition2__RRAe'), ('Condition2__RRAn', 'Condition2__RRAn'), ('Condition2__RRNn', 'Condition2__RRNn'), ('EnclosedPorch', 'EnclosedPorch'), ('ExterCond__Ex', 'ExterCond__Ex'), ('ExterCond__Fa', 'ExterCond__Fa'), ('ExterCond__Gd', 'ExterCond__Gd'), ('ExterCond__Po', 'ExterCond__Po'), ('ExterCond__TA', 'ExterCond__TA'), ('ExterQual__Ex', 'ExterQual__Ex'), ('ExterQual__Fa', 'ExterQual__Fa'), ('ExterQual__Gd', 'ExterQual__Gd'), ('ExterQual__TA', 'ExterQual__TA'), ('Exterior1st__AsbShng', 'Exterior1st__AsbShng'), ('Exterior1st__AsphShn', 'Exterior1st__AsphShn'), ('Exterior1st__BrkComm', 'Exterior1st__BrkComm'), ('Exterior1st__BrkFace', 'Exterior1st__BrkFace'), ('Exterior1st__CBlock', 'Exterior1st__CBlock'), ('Exterior1st__CemntBd', 'Exterior1st__CemntBd'), ('Exterior1st__HdBoard', 'Exterior1st__HdBoard'), ('Exterior1st__ImStucc', 'Exterior1st__ImStucc'), ('Exterior1st__MetalSd', 'Exterior1st__MetalSd'), ('Exterior1st__Plywood', 'Exterior1st__Plywood'), ('Exterior1st__Stone', 'Exterior1st__Stone'), ('Exterior1st__Stucco', 'Exterior1st__Stucco'), ('Exterior1st__VinylSd', 'Exterior1st__VinylSd'), ('Exterior1st__Wd Sdng', 'Exterior1st__Wd Sdng'), ('Exterior1st__WdShing', 'Exterior1st__WdShing'), ('Exterior2nd__AsbShng', 'Exterior2nd__AsbShng'), ('Exterior2nd__AsphShn', 'Exterior2nd__AsphShn'), ('Exterior2nd__Brk Cmn', 'Exterior2nd__Brk Cmn'), ('Exterior2nd__BrkFace', 'Exterior2nd__BrkFace'), ('Exterior2nd__CBlock', 'Exterior2nd__CBlock'), ('Exterior2nd__CmentBd', 'Exterior2nd__CmentBd'), ('Exterior2nd__HdBoard', 'Exterior2nd__HdBoard'), ('Exterior2nd__ImStucc', 'Exterior2nd__ImStucc'), ('Exterior2nd__MetalSd', 'Exterior2nd__MetalSd'), ('Exterior2nd__Other', 'Exterior2nd__Other'), ('Exterior2nd__Plywood', 'Exterior2nd__Plywood'), ('Exterior2nd__Stone', 'Exterior2nd__Stone'), ('Exterior2nd__Stucco', 'Exterior2nd__Stucco'), ('Exterior2nd__VinylSd', 'Exterior2nd__VinylSd'), ('Exterior2nd__Wd Sdng', 'Exterior2nd__Wd Sdng'), ('Exterior2nd__Wd Shng', 'Exterior2nd__Wd Shng'), ('Fireplaces', 'Fireplaces'), ('Foundation__BrkTil', 'Foundation__BrkTil'), ('Foundation__CBlock', 'Foundation__CBlock'), ('Foundation__PConc', 'Foundation__PConc'), ('Foundation__Slab', 'Foundation__Slab'), ('Foundation__Stone', 'Foundation__Stone'), ('Foundation__Wood', 'Foundation__Wood'), ('FullBath', 'FullBath'), ('Functional__Maj1', 'Functional__Maj1'), ('Functional__Maj2', 'Functional__Maj2'), ('Functional__Min1', 'Functional__Min1'), ('Functional__Min2', 'Functional__Min2'), ('Functional__Mod', 'Functional__Mod'), ('Functional__Sev', 'Functional__Sev'), ('Functional__Typ', 'Functional__Typ'), ('GarageArea', 'GarageArea'), ('GrLivArea', 'GrLivArea'), ('HalfBath', 'HalfBath'), ('HeatingQC__Ex', 'HeatingQC__Ex'), ('HeatingQC__Fa', 'HeatingQC__Fa'), ('HeatingQC__Gd', 'HeatingQC__Gd'), ('HeatingQC__Po', 'HeatingQC__Po'), ('HeatingQC__TA', 'HeatingQC__TA'), ('Heating__Floor', 'Heating__Floor'), ('Heating__GasA', 'Heating__GasA'), ('Heating__GasW', 'Heating__GasW'), ('Heating__Grav', 'Heating__Grav'), ('Heating__OthW', 'Heating__OthW'), ('Heating__Wall', 'Heating__Wall'), ('HouseStyle__1.5Fin', 'HouseStyle__1.5Fin'), ('HouseStyle__1.5Unf', 'HouseStyle__1.5Unf'), ('HouseStyle__1Story', 'HouseStyle__1Story'), ('HouseStyle__2.5Fin', 'HouseStyle__2.5Fin'), ('HouseStyle__2.5Unf', 'HouseStyle__2.5Unf'), ('HouseStyle__2Story', 'HouseStyle__2Story'), ('HouseStyle__SFoyer', 'HouseStyle__SFoyer'), ('HouseStyle__SLvl', 'HouseStyle__SLvl'), ('KitchenAbvGr', 'KitchenAbvGr'), ('KitchenQual__Ex', 'KitchenQual__Ex'), ('KitchenQual__Fa', 'KitchenQual__Fa'), ('KitchenQual__Gd', 'KitchenQual__Gd'), ('KitchenQual__TA', 'KitchenQual__TA'), ('LandContour__Bnk', 'LandContour__Bnk'), ('LandContour__HLS', 'LandContour__HLS'), ('LandContour__Low', 'LandContour__Low'), ('LandContour__Lvl', 'LandContour__Lvl'), ('LandSlope__Gtl', 'LandSlope__Gtl'), ('LandSlope__Mod', 'LandSlope__Mod'), ('LandSlope__Sev', 'LandSlope__Sev'), ('LotArea', 'LotArea'), ('LotConfig__Corner', 'LotConfig__Corner'), ('LotConfig__CulDSac', 'LotConfig__CulDSac'), ('LotConfig__FR2', 'LotConfig__FR2'), ('LotConfig__FR3', 'LotConfig__FR3'), ('LotConfig__Inside', 'LotConfig__Inside'), ('LotShape__IR1', 'LotShape__IR1'), ('LotShape__IR2', 'LotShape__IR2'), ('LotShape__IR3', 'LotShape__IR3'), ('LotShape__Reg', 'LotShape__Reg'), ('LowQualFinSF', 'LowQualFinSF'), ('MSSubClass', 'MSSubClass'), ('MSZoning__C (all)', 'MSZoning__C (all)'), ('MSZoning__FV', 'MSZoning__FV'), ('MSZoning__RH', 'MSZoning__RH'), ('MSZoning__RL', 'MSZoning__RL'), ('MSZoning__RM', 'MSZoning__RM'), ('MiscVal', 'MiscVal'), ('MoSold', 'MoSold'), ('Neighborhood__Blmngtn', 'Neighborhood__Blmngtn'), ('Neighborhood__Blueste', 'Neighborhood__Blueste'), ('Neighborhood__BrDale', 'Neighborhood__BrDale'), ('Neighborhood__BrkSide', 'Neighborhood__BrkSide'), ('Neighborhood__ClearCr', 'Neighborhood__ClearCr'), ('Neighborhood__CollgCr', 'Neighborhood__CollgCr'), ('Neighborhood__Crawfor', 'Neighborhood__Crawfor'), ('Neighborhood__Edwards', 'Neighborhood__Edwards'), ('Neighborhood__Gilbert', 'Neighborhood__Gilbert'), ('Neighborhood__IDOTRR', 'Neighborhood__IDOTRR'), ('Neighborhood__MeadowV', 'Neighborhood__MeadowV'), ('Neighborhood__Mitchel', 'Neighborhood__Mitchel'), ('Neighborhood__NAmes', 'Neighborhood__NAmes'), ('Neighborhood__NPkVill', 'Neighborhood__NPkVill'), ('Neighborhood__NWAmes', 'Neighborhood__NWAmes'), ('Neighborhood__NoRidge', 'Neighborhood__NoRidge'), ('Neighborhood__NridgHt', 'Neighborhood__NridgHt'), ('Neighborhood__OldTown', 'Neighborhood__OldTown'), ('Neighborhood__SWISU', 'Neighborhood__SWISU'), ('Neighborhood__Sawyer', 'Neighborhood__Sawyer'), ('Neighborhood__SawyerW', 'Neighborhood__SawyerW'), ('Neighborhood__Somerst', 'Neighborhood__Somerst'), ('Neighborhood__StoneBr', 'Neighborhood__StoneBr'), ('Neighborhood__Timber', 'Neighborhood__Timber'), ('Neighborhood__Veenker', 'Neighborhood__Veenker'), ('OpenPorchSF', 'OpenPorchSF'), ('OverallCond', 'OverallCond'), ('OverallQual', 'OverallQual'), ('PavedDrive__N', 'PavedDrive__N'), ('PavedDrive__P', 'PavedDrive__P'), ('PavedDrive__Y', 'PavedDrive__Y'), ('PoolArea', 'PoolArea'), ('RoofMatl__ClyTile', 'RoofMatl__ClyTile'), ('RoofMatl__CompShg', 'RoofMatl__CompShg'), ('RoofMatl__Membran', 'RoofMatl__Membran'), ('RoofMatl__Metal', 'RoofMatl__Metal'), ('RoofMatl__Roll', 'RoofMatl__Roll'), ('RoofMatl__Tar&Grv', 'RoofMatl__Tar&Grv'), ('RoofMatl__WdShake', 'RoofMatl__WdShake'), ('RoofMatl__WdShngl', 'RoofMatl__WdShngl'), ('RoofStyle__Flat', 'RoofStyle__Flat'), ('RoofStyle__Gable', 'RoofStyle__Gable'), ('RoofStyle__Gambrel', 'RoofStyle__Gambrel'), ('RoofStyle__Hip', 'RoofStyle__Hip'), ('RoofStyle__Mansard', 'RoofStyle__Mansard'), ('RoofStyle__Shed', 'RoofStyle__Shed'), ('SaleCondition__Abnorml', 'SaleCondition__Abnorml'), ('SaleCondition__AdjLand', 'SaleCondition__AdjLand'), ('SaleCondition__Alloca', 'SaleCondition__Alloca'), ('SaleCondition__Family', 'SaleCondition__Family'), ('SaleCondition__Normal', 'SaleCondition__Normal'), ('SaleCondition__Partial', 'SaleCondition__Partial'), ('SaleType__COD', 'SaleType__COD'), ('SaleType__CWD', 'SaleType__CWD'), ('SaleType__Con', 'SaleType__Con'), ('SaleType__ConLD', 'SaleType__ConLD'), ('SaleType__ConLI', 'SaleType__ConLI'), ('SaleType__ConLw', 'SaleType__ConLw'), ('SaleType__New', 'SaleType__New'), ('SaleType__Oth', 'SaleType__Oth'), ('SaleType__WD', 'SaleType__WD'), ('ScreenPorch', 'ScreenPorch'), ('Street__Grvl', 'Street__Grvl'), ('Street__Pave', 'Street__Pave'), ('Utilities__AllPub', 'Utilities__AllPub'), ('Utilities__NoSeWa', 'Utilities__NoSeWa'), ('WoodDeckSF', 'WoodDeckSF'), ('YearBuilt', 'YearBuilt'), ('YearRemodAdd', 'YearRemodAdd'), ('YrSold', 'YrSold')]\n"
]
}
],
"source": [
"model = get_linear_model(colnames_final, dataframe=df_final)\n",
"\n",
"test = pd.read_csv(\"test.csv\")\n",
"test = test.fillna(test.mean())\n",
"ids = test[\"Id\"]\n",
"test_data = test[colnames]\n",
"\n",
"for col in non_numeric_cols:\n",
" test_data = pd.concat([test_data, pd.get_dummies(test[col], prefix=col+\"_\")], axis=1)\n",
"for col in set(colnames_final) - set(test_data.columns):\n",
" test_data[col] = df_final[col].mean()\n",
" \n",
"test_data = test_data[colnames_final]\n",
"test_data = test_data.fillna(test_data.mean())\n",
"test_data = test_data.reindex_axis(sorted(test_data.columns), axis=1)\n",
"\n",
"# BldgType\n",
"print zip(test_data.columns, filter(lambda x: x != 'SalePrice', df_final.columns))"
]
},
{
"cell_type": "code",
"execution_count": 568,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ -2.58650980e+14, -3.89749587e+14, -3.34360850e+14, ...,\n",
" -5.17941638e+14, -1.41732528e+14, -3.20550200e+14])"
]
},
"execution_count": 568,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pred = model.predict(test_data)\n",
"pred"
]
},
{
"cell_type": "code",
"execution_count": 569,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df_predictions = pd.DataFrame(data={\"Id\": ids, \"SalePrice\": pred })"
]
},
{
"cell_type": "code",
"execution_count": 570,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f4fd0507290>"
]
},
"execution_count": 570,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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8AgAAwDaETwAAANiG8AkAAADbED4BAABgG8InAAAAbEP4BAAAgG0InwAAALAN4RMAAAC2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\nJCIiIiK9YfgkIiIiIr35P9uZaR7CSHjjAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4fdd180550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(df_predictions[\"SalePrice\"])"
]
},
{
"cell_type": "code",
"execution_count": 545,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"2253511811156.9614"
]
},
"execution_count": 545,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pred.max()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [default]",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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