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Created December 28, 2017 05:55
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califorinia_housing_prices-part1.ipynb
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "### Introduction\n\n* Dataset available in scikit-learn\n* contains metrics such as population, median income, median housing price, etc.\n* sample data are for different block groups which can be treated as districts\n\n\n### Machine Learning project checklist\n\n* Frame the problem and look at the big picture\n* Get the data (scikit-learn)\n* Explore the data to gain insights (pandas, matplotlib)\n* Prepare the data to better expose the underlying data patterns to Machine Learning algorithms\n* Explore different models and short-list the best ones\n* Fine-tune your models, adjust parameters and combine them into a solution\n* Launch, monitor, maintain the deployed solution\n\n## Frame the problem\n\nDetermine whether it is worth investing in a given area or not via predicted housing prices\n\n* Supervised or unsupervised or mixed?\n* Classification or Regression or something else?\n* Batch learning or online learning?\n* Which performance measure?\n* Prices into categories like cheap, moderately expensive, expensive?"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Get the Data\n\nMay need to deal with relational database, documents, authorization, download, conversions\n\n* http://www.dcc.fc.up.pt/~ltorgo/Regression/cal_housing.html\n\n* http://scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_california_housing.html\n\n* https://raw.githubusercontent.com/ageron/handson-ml/master/datasets/housing/housing.csv\n\nOptional exercise: write a function to automate retrieving the dataset"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import numpy as np\nimport pandas as pd\n\nimport matplotlib.pyplot as plt\nimport matplotlib.style as style\nstyle.use('bmh')\n%matplotlib inline\n\npd.options.display.max_rows = 11\n\nfrom IPython.core.interactiveshell import InteractiveShell\nInteractiveShell.ast_node_interactivity = \"all\"",
"execution_count": 12,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "housing = pd.read_csv('housing.csv')\nhousing.head()",
"execution_count": 13,
"outputs": [
{
"data": {
"text/html": "<div>\n<style>\n .dataframe thead tr:only-child th {\n text-align: right;\n }\n\n .dataframe thead th {\n text-align: left;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>longitude</th>\n <th>latitude</th>\n <th>housing_median_age</th>\n <th>total_rooms</th>\n <th>total_bedrooms</th>\n <th>population</th>\n <th>households</th>\n <th>median_income</th>\n <th>median_house_value</th>\n <th>ocean_proximity</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>-122.23</td>\n <td>37.88</td>\n <td>41.0</td>\n <td>880.0</td>\n <td>129.0</td>\n <td>322.0</td>\n <td>126.0</td>\n <td>8.3252</td>\n <td>452600.0</td>\n <td>NEAR BAY</td>\n </tr>\n <tr>\n <th>1</th>\n <td>-122.22</td>\n <td>37.86</td>\n <td>21.0</td>\n <td>7099.0</td>\n <td>1106.0</td>\n <td>2401.0</td>\n <td>1138.0</td>\n <td>8.3014</td>\n <td>358500.0</td>\n <td>NEAR BAY</td>\n </tr>\n <tr>\n <th>2</th>\n <td>-122.24</td>\n <td>37.85</td>\n <td>52.0</td>\n <td>1467.0</td>\n <td>190.0</td>\n <td>496.0</td>\n <td>177.0</td>\n <td>7.2574</td>\n <td>352100.0</td>\n <td>NEAR BAY</td>\n </tr>\n <tr>\n <th>3</th>\n <td>-122.25</td>\n <td>37.85</td>\n <td>52.0</td>\n <td>1274.0</td>\n <td>235.0</td>\n <td>558.0</td>\n <td>219.0</td>\n <td>5.6431</td>\n <td>341300.0</td>\n <td>NEAR BAY</td>\n </tr>\n <tr>\n <th>4</th>\n <td>-122.25</td>\n <td>37.85</td>\n <td>52.0</td>\n <td>1627.0</td>\n <td>280.0</td>\n <td>565.0</td>\n <td>259.0</td>\n <td>3.8462</td>\n <td>342200.0</td>\n <td>NEAR BAY</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " longitude latitude housing_median_age total_rooms total_bedrooms \\\n0 -122.23 37.88 41.0 880.0 129.0 \n1 -122.22 37.86 21.0 7099.0 1106.0 \n2 -122.24 37.85 52.0 1467.0 190.0 \n3 -122.25 37.85 52.0 1274.0 235.0 \n4 -122.25 37.85 52.0 1627.0 280.0 \n\n population households median_income median_house_value ocean_proximity \n0 322.0 126.0 8.3252 452600.0 NEAR BAY \n1 2401.0 1138.0 8.3014 358500.0 NEAR BAY \n2 496.0 177.0 7.2574 352100.0 NEAR BAY \n3 558.0 219.0 5.6431 341300.0 NEAR BAY \n4 565.0 259.0 3.8462 342200.0 NEAR BAY "
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Explore the data"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "housing.info()\n#housing.isnull().any(axis=1)\n#housing[housing.isnull().any(axis=1)]\n#housing.loc[:, housing.isnull().any(axis=0)]\nhousing.loc[housing.isnull().any(axis=1), housing.isnull().any(axis=0)]\n# How to deal with these missing values?",
"execution_count": 14,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 20640 entries, 0 to 20639\nData columns (total 10 columns):\nlongitude 20640 non-null float64\nlatitude 20640 non-null float64\nhousing_median_age 20640 non-null float64\ntotal_rooms 20640 non-null float64\ntotal_bedrooms 20433 non-null float64\npopulation 20640 non-null float64\nhouseholds 20640 non-null float64\nmedian_income 20640 non-null float64\nmedian_house_value 20640 non-null float64\nocean_proximity 20640 non-null object\ndtypes: float64(9), object(1)\nmemory usage: 1.6+ MB\n"
},
{
"data": {
"text/html": "<div>\n<style>\n .dataframe thead tr:only-child th {\n text-align: right;\n }\n\n .dataframe thead th {\n text-align: left;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>total_bedrooms</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>290</th>\n <td>NaN</td>\n </tr>\n <tr>\n <th>341</th>\n <td>NaN</td>\n </tr>\n <tr>\n <th>538</th>\n <td>NaN</td>\n </tr>\n <tr>\n <th>563</th>\n <td>NaN</td>\n </tr>\n <tr>\n <th>696</th>\n <td>NaN</td>\n </tr>\n <tr>\n <th>...</th>\n <td>...</td>\n </tr>\n <tr>\n <th>20267</th>\n <td>NaN</td>\n </tr>\n <tr>\n <th>20268</th>\n <td>NaN</td>\n </tr>\n <tr>\n <th>20372</th>\n <td>NaN</td>\n </tr>\n <tr>\n <th>20460</th>\n <td>NaN</td>\n </tr>\n <tr>\n <th>20484</th>\n <td>NaN</td>\n </tr>\n </tbody>\n</table>\n<p>207 rows × 1 columns</p>\n</div>",
"text/plain": " total_bedrooms\n290 NaN\n341 NaN\n538 NaN\n563 NaN\n696 NaN\n... ...\n20267 NaN\n20268 NaN\n20372 NaN\n20460 NaN\n20484 NaN\n\n[207 rows x 1 columns]"
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "housing['ocean_proximity'].unique()\nhousing['ocean_proximity'].value_counts()",
"execution_count": 15,
"outputs": [
{
"data": {
"text/plain": "array(['NEAR BAY', '<1H OCEAN', 'INLAND', 'NEAR OCEAN', 'ISLAND'], dtype=object)"
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<1H OCEAN 9136\nINLAND 6551\nNEAR OCEAN 2658\nNEAR BAY 2290\nISLAND 5\nName: ocean_proximity, dtype: int64"
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "housing.describe()",
"execution_count": 16,
"outputs": [
{
"data": {
"text/html": "<div>\n<style>\n .dataframe thead tr:only-child th {\n text-align: right;\n }\n\n .dataframe thead th {\n text-align: left;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>longitude</th>\n <th>latitude</th>\n <th>housing_median_age</th>\n <th>total_rooms</th>\n <th>total_bedrooms</th>\n <th>population</th>\n <th>households</th>\n <th>median_income</th>\n <th>median_house_value</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>count</th>\n <td>20640.000000</td>\n <td>20640.000000</td>\n <td>20640.000000</td>\n <td>20640.000000</td>\n <td>20433.000000</td>\n <td>20640.000000</td>\n <td>20640.000000</td>\n <td>20640.000000</td>\n <td>20640.000000</td>\n </tr>\n <tr>\n <th>mean</th>\n <td>-119.569704</td>\n <td>35.631861</td>\n <td>28.639486</td>\n <td>2635.763081</td>\n <td>537.870553</td>\n <td>1425.476744</td>\n <td>499.539680</td>\n <td>3.870671</td>\n <td>206855.816909</td>\n </tr>\n <tr>\n <th>std</th>\n <td>2.003532</td>\n <td>2.135952</td>\n <td>12.585558</td>\n <td>2181.615252</td>\n <td>421.385070</td>\n <td>1132.462122</td>\n <td>382.329753</td>\n <td>1.899822</td>\n <td>115395.615874</td>\n </tr>\n <tr>\n <th>min</th>\n <td>-124.350000</td>\n <td>32.540000</td>\n <td>1.000000</td>\n <td>2.000000</td>\n <td>1.000000</td>\n <td>3.000000</td>\n <td>1.000000</td>\n <td>0.499900</td>\n <td>14999.000000</td>\n </tr>\n <tr>\n <th>25%</th>\n <td>-121.800000</td>\n <td>33.930000</td>\n <td>18.000000</td>\n <td>1447.750000</td>\n <td>296.000000</td>\n <td>787.000000</td>\n <td>280.000000</td>\n <td>2.563400</td>\n <td>119600.000000</td>\n </tr>\n <tr>\n <th>50%</th>\n <td>-118.490000</td>\n <td>34.260000</td>\n <td>29.000000</td>\n <td>2127.000000</td>\n <td>435.000000</td>\n <td>1166.000000</td>\n <td>409.000000</td>\n <td>3.534800</td>\n <td>179700.000000</td>\n </tr>\n <tr>\n <th>75%</th>\n <td>-118.010000</td>\n <td>37.710000</td>\n <td>37.000000</td>\n <td>3148.000000</td>\n <td>647.000000</td>\n <td>1725.000000</td>\n <td>605.000000</td>\n <td>4.743250</td>\n <td>264725.000000</td>\n </tr>\n <tr>\n <th>max</th>\n <td>-114.310000</td>\n <td>41.950000</td>\n <td>52.000000</td>\n <td>39320.000000</td>\n <td>6445.000000</td>\n <td>35682.000000</td>\n <td>6082.000000</td>\n <td>15.000100</td>\n <td>500001.000000</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " longitude latitude housing_median_age total_rooms \\\ncount 20640.000000 20640.000000 20640.000000 20640.000000 \nmean -119.569704 35.631861 28.639486 2635.763081 \nstd 2.003532 2.135952 12.585558 2181.615252 \nmin -124.350000 32.540000 1.000000 2.000000 \n25% -121.800000 33.930000 18.000000 1447.750000 \n50% -118.490000 34.260000 29.000000 2127.000000 \n75% -118.010000 37.710000 37.000000 3148.000000 \nmax -114.310000 41.950000 52.000000 39320.000000 \n\n total_bedrooms population households median_income \\\ncount 20433.000000 20640.000000 20640.000000 20640.000000 \nmean 537.870553 1425.476744 499.539680 3.870671 \nstd 421.385070 1132.462122 382.329753 1.899822 \nmin 1.000000 3.000000 1.000000 0.499900 \n25% 296.000000 787.000000 280.000000 2.563400 \n50% 435.000000 1166.000000 409.000000 3.534800 \n75% 647.000000 1725.000000 605.000000 4.743250 \nmax 6445.000000 35682.000000 6082.000000 15.000100 \n\n median_house_value \ncount 20640.000000 \nmean 206855.816909 \nstd 115395.615874 \nmin 14999.000000 \n25% 119600.000000 \n50% 179700.000000 \n75% 264725.000000 \nmax 500001.000000 "
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = housing.hist(bins=50, figsize=(20, 15))\n\n# median income attribute is scaled between 0 to 15?\n# max median age 52?\n# max median house value $500,000?\n# different scales\n# positively skewed",
"execution_count": 17,
"outputs": [
{
"data": {
"image/png": 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T6mLZ9zb6/pbb1910YtkNbPtZdnPss++omesIcpFaf03JNyVXiOdrZtCoVCoV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\nAABJRU5ErkJggg==\n",
"text/plain": "<matplotlib.figure.Figure at 0x7fc999450f98>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# Split the dataset into training and test sets\n# 1. Randomised split (works for large datasets)\nimport sklearn.model_selection as ms\n# `random_state` is the seed; use it so that the dataset is split in the same way on every single run\nrn_train_set, rn_test_set = ms.train_test_split(housing, test_size = 0.2, random_state=42) \nrn_train_set.shape\nrn_test_set.shape",
"execution_count": 18,
"outputs": [
{
"data": {
"text/plain": "(16512, 10)"
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "(4128, 10)"
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# 1. Categorised split (might be needed for small datasets)\nhousing['median_income'].min(), housing['median_income'].max()\n# can compute n = (max - min) / (splits + 1), we just use n = 1.5 below\nincome_categories = housing['median_income'] // 1.5\nincome_categories.min(), income_categories.max(), income_categories.shape\nincome_categories.unique().size\n\n# Or use np.ceil or np.floor instead of `//` operator:\n# income_categories2 = np.floor(housing['median_income'] / 1.5)\n# income_categories2.min(), income_categories2.max(), income_categories2.shape\n# income_categories2.unique().size",
"execution_count": 26,
"outputs": [
{
"data": {
"text/plain": "(0.49990000000000001, 15.0001)"
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "(0.0, 10.0, (20640,))"
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "11"
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# You can add income_categories as a column in housing dataset\n# housing['income_category'] = income_categories\n\nhousing.groupby(income_categories).size()\nx = income_categories.plot(kind='hist')\n# Too few values from 5-10 income categories, so let us put them in one category\n# i.e. if income_category of a row is greater than or equal to 5, assign category 5 to it\n# why does this cause no problems?",
"execution_count": 20,
"outputs": [
{
"data": {
"text/plain": "median_income\n0.0 815\n1.0 6550\n2.0 7250\n3.0 3652\n4.0 1423\n5.0 543\n6.0 189\n7.0 105\n8.0 50\n9.0 12\n10.0 51\ndtype: int64"
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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SKXK5HJ2dnRSLRWZnZxfqW1pa2Jyssq2tytOFGH3JOVJx5dBEnCs7KuRKTRQq\nwtbWKkcKcba0VmmNLdZnTzVRnoPNyTmemoyzfWOVuChPTsbZma4wOFtzW1/LHIfzcS5rr1BR4ehU\njEvbK8QEdqQq9G6YW2hzpiqcmIlxSarC8ZkYqbjSnVisL1SEwWITF6WqPDMdozsxR0fzok0TZSFX\nagpN08liE81NnFGTqjI8PLxqPyWTScbHx+nu7qZQKFAqlRbqk8kkiUSCfD5PT08P+Xyecrm8UL/S\nubdx40YA3849gGw2GylNK/lJRBgcHIyUpuX8ND09zfT09DlrOhOienb90yLyW8DrgVup/ZJf+KKq\nruppqIjcCswAfwhsUtWKiLwO+BNVvV5EHvA+HxSRODAEZIBbvON9ymtnYb+l7R88eFB37NixGpMW\nmJiYoKOj45y+ez6EuX70ltYqJ2ZsjXy65x0XhuLnMAnr3A4Ta5rPV+/AwMCh/v7+q+rLV3OHcAdw\nM7VnEyWgTC2forzSF0Uk491JzE8m+CbgCPA94B3ebnuAe73P97E4h9Q7gO9qLaLdB7zLGxV1IbWE\nvx+sQsOK5PP5Rja3Ltjaai+PwqKfnebo45feFbueRGSTqg4BF57HcfqA/d4IpSbgHlX9loj8GPia\niHyC2uy0d3r73wn8rYgcA8aojXRCVX8kIvcAP6YWpPZ5XVoNo6enp5HNrQuOFOw9zLboZ6c5+vil\n92yuEE8D7ap6AkBEvqGqu1dzEFV9Arj8NOXPcppRS6o6C7zzDG19ktr05r6Qz+dpa2vzq/k1yZbW\nKsOnbE3jYdHPTnP08Uvv2Vwd6h8gv7HhVqwhyuUVe9IiR2vMXh6FRT87zdHHL71nEyhMXUWsjbsG\nl0dhBac5+oSZRxEXkV8RkWtF5Nr6ba8sMlgbdw0uj8IKTnP0CTOPYphaJvY8ubptBV7ZSKPCxFJ/\n5jxZY88nwKafnebo45feFQOFqm715chrlFjMVj4BQNnenIAm/ew0Rx+/9Nr7KbkCk5OTYZsQOJsN\nzh5r0c9Oc/TxS68LFHVkMpmwTQicpybtPcy26GenOfr4pdcFijrGxsbCNiFwtm+0l5lt0c9Oc/Tx\nS68LFHWc7dxXUSIu9jRb9LPTHH380usCRR3WblUBnnRdTyZwmqOP63oKiGw2G7YJgbMzbS+PwqKf\nnebo45deFyjqWGle9igyv7aDJSz62WmOPn7ptXeFcDgcDseqcIGijqmpqZV3ihh9LfbyKCz62WmO\nPn7pdYGijt7e3rBNCJzDeXsPsy362WmOPn7pdYGijpGRkbBNCJzL2u09zLboZ6c5+vil1wWKOkTq\nl9+IPhW1p9min53m6OOXXhdb04OqAAAPWElEQVQo6ujq6grbhMA5OmVr4jSw6WenOfr4pdcFijqs\n3aoCXOq6nkzgNEcf1/UUEO3t7WGbEDgni/ZOA4t+dpqjj196A7lCiMgrROR7InJERH4kIh/0yrtE\n5ICIHPXeO71yEZEviMgxEXlCRK5Y0tYeb/+jIrKn0bZWq/YmyGu2FydM+tlpjj5+6Q3qElEBfl9V\nLwGuAfaJyKuBW4CHVHU78JC3DfBmYLv3eh9wO9QCC3Ar8FrgauDW+eDSKKanpxvZ3Lqgd4O9PAqL\nfnaao49fegMJFKo6qKoD3ucCcAS4ALgR2O/tth+4yft8I3C31ngE6BCRPuB64ICqjqnqOHAAuKGR\ntlpbjB3g0IS9PAqLfnaao49fegO/QojIVuBy4FGgV1UHoRZMRORl3m4XAM8v+dpJr+xM5S9ieHiY\nvXv3Eo/HqVar7N69m3379jE0NERbWxuxWIzJyUkymQxjY2OoKplMhmw2S7FYJJPJMDU1RW9vLyMj\nI4gIXV1djIyM0N7eTrVaZXp6mk2bNjE0NERzczPpdJrR0VHS6TSlUolisbhQn0gkSKVS5HI5Ojs7\nKRaLzM7OLtS3tLSwOVllW1uVpwsx+pJzpOLKoYk4V3ZUyJWaKFSEra1VjhTibGmt0hpbrM+eaqI8\nV1up7qnJONs3VomL8uRknJ3pysJcTn0tcxzOx7msvUJFhaNTMS5tr9DZPMdPpuL0bphbaHOmKpyY\niXFJqsLxmRipuNKdWKwvVITBYhMXpao8Mx2jOzFHR/OiTRNlIVdqCk3TyWITzU2cWdPx4wu+WI2f\nkskk4+PjdHd3UygUKJVKC/XJZJJEIkE+n6enp4d8Pk+5XF6oX+ncm5+nx69z79SpU6TT6UhpWslP\npVKJjRs3RkrTcn567rnn2LZt2zlrOuN1O8j52kVkI/BPwCdV9RsiMqGqHUvqx1W1U0S+DXxKVb/v\nlT8EfBi4Ftigqp/wyj8KzKjqZ5Ye5+DBg7pjx45zsvGFF17g5S9/+Tl993zYdcfjgR9znl/oLPPY\neHNoxw+DL7+lNxQ/h0lY53aYWNN8vnoHBgYO9ff3X1VfHthjTBFpBv4e+IqqfsMrznpdSnjvw175\nSeAVS76+GXhhmfKGkU6nG9ncuuDEjL08Cot+dpqjj196gxr1JMCdwBFV/YslVfcB8yOX9gD3Lim/\n2Rv9dA2Q97qoHgB2iUin9xB7l1fWMEZHRxvZ3LrgkpS9PAqLfnaao49feoN6RvFLwHuAJ0XksFf2\nR8BtwD0ishd4DninV3c/8BbgGDAD/CaAqo6JyMeBx7z9PqaqDV0k1tovEIDj7o7CBE5z9PFLbyCB\nwnvWcKZJSPpPs78C+87Q1l3AXY2z7sWUSiW/ml6zpOK21hUGm352mqOPX3oNplotT7FYDNuEwOlO\n2MujsOhnpzn6+KXXBYo6rI27BpdHYQWnOfr4pdcFijqGhobCNiFwruyw9zDbop+d5ujjl14XKOpI\nJBJhmxA4hYqtOfvBpp+d5ujjl14XKOpIpVJhmxA4gwZnj7XoZ6c5+vil194VYgVyuVzYJgTORSlb\nM2yCTT87zdHHL70uUNTR2dnQyWjXBc9M28ujsOhnpzn6+KXXBYo6rA2nAzc81gpOc/Rxw2MDYnZ2\nNmwTAqej2V7CnUU/O83Rxy+9LlDUYW3cNbg8Cis4zdHH5VEEhLVx1+DyKKzgNEcfv/Ta+ym5Ai0t\nLWGbEDgTZXt5FP/rB1l+eKCh80meFQ++9/LAjzmPxXPbmma/9Lo7ijqSyWTYJgROrmTvNLCo2eK5\nbU2zX3rt/beswPj4eNgmBM62Nnt5FBY1Wzy3rWn2S68LFHV0d3eHbULgPF2wl0dhUbPFc9uaZr/0\nukBRR6FQCNuEwOlL2sujsKjZ4rltTbNfel2gqMPaQidgc+Eii5otntvWNLuFiwLC2rhrsJlHYVGz\nxXPbmmaXRxEQ1sZdg808CouaLZ7b1jSv6/UoROQuERkWkaeWlHWJyAEROeq9d3rlIiJfEJFjIvKE\niFyx5Dt7vP2PisgeP2y1NpwObA4VtajZ4rltTfN6Hx77ZeCGurJbgIdUdTvwkLcN8GZgu/d6H3A7\n1AILcCvwWuBq4Nb54NJIrC10AjYXLrKo2eK5bU3zul64SFX/GahPg70R2O993g/ctKT8bq3xCNAh\nIn3A9cABVR1T1XHgAC8NPudNPp9vdJNrnq2t9nIKLGq2eG5b0+yX3jDvv3tVdRDAe3+ZV34B8PyS\n/U56ZWcqbyg9PT2NbnLNc6Rg78GuRc0Wz21rmv3Suxb/W07XJ6DLlL+E4eFh9u7dSzwep1qtsnv3\nbvbt28fQ0BBtbW3EYjEmJyfJZDKMjY2hqmQyGbLZLKVSia6uLqampujt7WVkZAQRoauri5GREdrb\n26lWq0xPT7Np0yaGhoZobm4mnU4zOjpKOp2mVCpRLBYX6hOJBKlUilwuR2dnJ8VikdnZ2YX6lpYW\nNierbGur8nQhRl9yjlRcOTQR58qOCrlSE4WKsLW1ypFCnC2tVVpji/XZU02U52Bzco6nJuNs31gl\nLsqTk3F2pisMztZ+D/S1zHE4H+ey9goVFY5Oxbi0vUJrTPnZTIzeDXMLbc5UhRMzMS5JVTg+EyMV\nV7oTi/WFijBYbOKiVJVnpmN0J+boaF60aaIs5EpNoWk6WWyiuYkzamppUv5tNha4pvHx8TOeexs3\nbgTw7dyrVqu0tbW95NxLJpOMj4/T3d1NoVCgVCot1CeTSRKJBPl8np6eHvL5POVyeaF+pf8nvzWd\n6f9pXtPc3BwtLS2R0rScn06ePMmFF154zprOeFFWDWY8uYhsBb6lqpd62z8F3qiqg17X0sOqerGI\nfNH7/NWl+82/VPW3vfIX7beUgwcP6o4dO87JzhMnTrBly5Zz+u75sOuOxwM/5jxv6CnxT6O2+nLD\n0hzmpIBhndthYk3z+eodGBg41N/ff1V9eZhdT/cB8yOX9gD3Lim/2Rv9dA2Q97qmHgB2iUin9xB7\nl1fWUKyNuwabOQUWNVs8t61pXtd5FCLyVeAgcLGInBSRvcBtwHUichS4ztsGuB94FjgGfAl4P4Cq\njgEfBx7zXh/zyhqKtXHXYDOnwKJmi+e2Nc3rej0KVX33Gar6T7OvAvvO0M5dwF0NNO0ltLW1+dn8\nmiR7yl5OgUXNFs9ta5r90mvv/nsFPnrgZzwz/fzKO0aIsr358UxqjsXszZhrTbNfeu39rFqBzQZn\nFXWabTA5ORm2CYFjTbNfel2gqOOpSXs3WU6zDTKZTNgmBI41zX7pdYGiju0b7WXsOs02GBsLfo3w\nsLGm2S+9LlDUERd76xQ4zTYIKmdqLWFNs196XaCo40mDXRJOsw2sdcOAPc2u6ykgdqbtja93mm2Q\nzWbDNiFwrGn2S68LFHXMzyFkCafZBivN5xNFrGn2S6+9+2+HI0TCnNPrq7/6c6Ed27G+sfezagX6\nWuyNr3eabTA1NRW2CYFjTbNfel2gqONw3t5NltNsg97e3rBNCBxrmv3S6wJFHZe123vI6TTbYGRk\nJGwTAseaZr/0ukBRR0XtraXsNNtAxGmOOn7pdYGijqNTtiYRA6fZCl1dXWGbEDjWNPul1wWKOi41\n2CXhNNvAWjcM2NPsup4C4mTR3p/EabZBe3t72CYEjjXNfum199+yAs0G/yJOsw2qVXsTIVrT7Jde\ng/8uy9O7wd74eqfZBtPT02GbEDjWNPul195g8hU4NGHvT+I02+B3vzfKVCX4abcffO/lgR9znk2b\nNoV27DDwS6+7o6jjyg57DzmdZhtY1Dw0NBS2CYHil951+bNKRG4APg/EgDtU9bZGtf2v3/sOXHZj\no5pbFzjNNghLc5jzW711+p/54Ac/GNrxg+ab3/ymL3rX3R2FiMSAvwTeDLwaeLeIvLpR7T/+8Hca\n1dS6wWm2gUXN3/jGN8I2IVD80rse7yiuBo6p6rMAIvI14Ebgx41oPLnuQuf54zTbwKLm4cnZUO9o\ngqZS8ad7UdbbUoEi8g7gBlV9r7f9HuC1qvo78/vcf//9hcHBwYV/i/b29pGurq7Rs2l/bGys52z3\njQpOsw2c5ujTAL1b+vv7X7JM3nq8ozjdZCYvinZvectbUgHZ4nA4HJFnPd6MngResWR7M/BCSLY4\nHA5H5FmPgeIxYLuIXCgiCeBdwH0h2+RwOByRZd0FClWtAL8DPAAcAe5R1R81om0RuUFEfioix0Tk\nlka0uVYRkVeIyPdE5IiI/EhEzIwhFJGYiDwuIt8K25YgEJEOEfm6iPzE8/frwrbJb0Tkd73z+ikR\n+aqItIRtU6MRkbtEZFhEnlpS1iUiB0TkqPfe2ZBjrbeH2X7hDbt9GriOWvfWY8C7VbUho6nWGiLS\nB/Sp6oCIpIBDwE1R1bsUEfk94CqgXVXfFrY9fiMi+4F/UdU7vLvwVlWdCNsuvxCRC4DvA69W1aKI\n3APcr6pfDteyxiIirwemgLtV9VKv7M+AMVW9zfux26mqf3i+x1p3dxQ+sjDsVlVLwPyw20iiqoOq\nOuB9LlC7O7sgXKv8R0Q2A28F7gjbliAQkXbg9cCdAKpainKQWEIcSIpIHGglgs8xVfWfgfo5WW4E\n9nuf9wM3NeJYLlAscgHw/JLtkxi4cAKIyFbgcuDRcC0JhM8BHwaszAr4SmAE+Buvu+0OEWkL2yg/\nUdV/A/4ceA4YBPKq+mC4VgVGr6oOQu3HIPCyRjTqAsUiKw67jSIishH4e+BDqjoZtj1+IiJvA4ZV\n9VDYtgRIHLgCuF1VLwemgag/f+uk9sv6QuDlQJuI/Ea4Vq1vXKBYxNywWxFpphYkvqKqFuY6+CXg\n7SJynFrX4rUi8n/CNcl3TgInVXX+bvHr1AJHlHkT8DNVHVHVMvAN4BdDtikost7zx/nnkMONaNQF\nikVMDbuV2irsdwJHVPUvwrYnCFT1I6q6WVW3UvPvd1U10r80VXUIeF5ELvaK+mnQdDdrmOeAa0Sk\n1TvP+6k9g7PAfcAe7/Me4N5GNLoeM7N9QVUrIjI/7DYG3NWoYbdrlF8C3gM8KSKHvbI/UtX7Q7TJ\n4Q8fAL7i/QB6FvjNkO3xFVV9VES+DgwAFeBx4K/DtarxiMhXgTcCPSJyErgVuA24R0T2UguY72zI\nsdzwWIfD4XAsh+t6cjgcDseyuEDhcDgcjmVxgcLhcDgcy+IChcPhcDiWxQUKh8PhcCyLCxQOh8Ph\nWBYXKBwOh8OxLC5QOBwOh2NZ/j+E+HWD2n8kygAAAABJRU5ErkJggg==\n",
"text/plain": "<matplotlib.figure.Figure at 0x7fc978992cc0>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "income_categories[income_categories >= 5] = 5\nincome_categories.shape\nhousing.groupby(income_categories).size()\nx = income_categories.plot(kind='hist')",
"execution_count": 27,
"outputs": [
{
"data": {
"text/plain": "(20640,)"
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "median_income\n0.0 815\n1.0 6550\n2.0 7250\n3.0 3652\n4.0 1423\n5.0 950\ndtype: int64"
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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IU1NTpFIpJiYmUFVSqRTpdJpoNEomk2F6epre3l7GxsYQEbq6uhgbG6O9vZ1KpUKhUKCv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\nN+hc5WQAAAAASUVORK5CYII=\n",
"text/plain": "<matplotlib.figure.Figure at 0x7fc9783af668>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "split = ms.StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=42)\nsplit.split?",
"execution_count": 11,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "for training_indices, test_indices in split.split(housing, income_categories):\n stratified_train_set = housing.loc[training_indices]\n stratified_test_set = housing.loc[test_indices]\nstratified_train_set.shape\nstratified_test_set.shape",
"execution_count": 12,
"outputs": [
{
"data": {
"text/plain": "(16512, 10)"
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "(4128, 10)"
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# measure how close randomised and stratified shuffled splits are in \n# maintaining the income category proportions of the original dataset\nh = housing.groupby(income_categories).size() / len(housing)\nh.name = 'housing'\n\n#str_train = stratified_train_set.groupby(income_categories).size() / len(stratified_train_set)\n#str_train.name = 'stratified train'\nstr_test = stratified_test_set.groupby(income_categories).size() / len(stratified_test_set)\nstr_test.name = 'stratified test'\n\n#rn_train = rn_train_set.groupby(income_categories).size() / len(rn_train_set)\n#rn_train.name = 'random train'\nrn_test = rn_test_set.groupby(income_categories).size() / len(rn_test_set)\nrn_test.name = 'random test'\n\ncompare = pd.concat([h, str_test, rn_test], axis=1)\ncompare['stratified test %'] = 100 * (compare['stratified test'] - compare['housing']) / compare['housing']\ncompare['random test %'] = 100 * (compare['random test'] - compare['housing']) / compare['housing']\ncompare",
"execution_count": 13,
"outputs": [
{
"data": {
"text/html": "<div>\n<style>\n .dataframe thead tr:only-child th {\n text-align: right;\n }\n\n .dataframe thead th {\n text-align: left;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>housing</th>\n <th>stratified test</th>\n <th>random test</th>\n <th>stratified test %</th>\n <th>random test %</th>\n </tr>\n <tr>\n <th>median_income</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0.0</th>\n <td>0.039486</td>\n <td>0.039486</td>\n <td>0.039971</td>\n <td>0.000000</td>\n <td>1.226994</td>\n </tr>\n <tr>\n <th>1.0</th>\n <td>0.317345</td>\n <td>0.317345</td>\n <td>0.322674</td>\n <td>0.000000</td>\n <td>1.679389</td>\n </tr>\n <tr>\n <th>2.0</th>\n <td>0.351260</td>\n <td>0.351260</td>\n <td>0.359254</td>\n <td>0.000000</td>\n <td>2.275862</td>\n </tr>\n <tr>\n <th>3.0</th>\n <td>0.176938</td>\n <td>0.176841</td>\n <td>0.168605</td>\n <td>-0.054765</td>\n <td>-4.709748</td>\n </tr>\n <tr>\n <th>4.0</th>\n <td>0.068944</td>\n <td>0.069041</td>\n <td>0.064438</td>\n <td>0.140548</td>\n <td>-6.535488</td>\n </tr>\n <tr>\n <th>5.0</th>\n <td>0.046027</td>\n <td>0.046027</td>\n <td>0.045058</td>\n <td>0.000000</td>\n <td>-2.105263</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " housing stratified test random test stratified test % \\\nmedian_income \n0.0 0.039486 0.039486 0.039971 0.000000 \n1.0 0.317345 0.317345 0.322674 0.000000 \n2.0 0.351260 0.351260 0.359254 0.000000 \n3.0 0.176938 0.176841 0.168605 -0.054765 \n4.0 0.068944 0.069041 0.064438 0.140548 \n5.0 0.046027 0.046027 0.045058 0.000000 \n\n random test % \nmedian_income \n0.0 1.226994 \n1.0 1.679389 \n2.0 2.275862 \n3.0 -4.709748 \n4.0 -6.535488 \n5.0 -2.105263 "
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "housing = stratified_train_set.copy()\nx = housing.plot(kind='scatter', x='longitude', y='latitude')",
"execution_count": 14,
"outputs": [
{
"data": {
"image/png": 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rF9zzbTVYkbcZnCvKggcu3CwQYCuf8iNoXnxRmlAnN7sXm1VaWpQS4ijicYJH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\n+gAAAABJRU5ErkJggg==\n",
"text/plain": "<matplotlib.figure.Figure at 0x7f70b7617a58>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = housing.plot(kind='scatter', x='longitude', y='latitude', alpha=0.1)",
"execution_count": 15,
"outputs": [
{
"data": {
"image/png": 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jIatVLy3t0Ziakh4Hn88QiSxt2KsrykpF1WaAb1S/ReN5IxGh2ejtrc/0rlSo\nhnAsuroMjtPP9euKYtEmnV7sQU1P+zh9uszQkCjuRpTL0NOjOHtWQnWNNChy/5YnYpQyX7kHQ0Ny\nTUt5oYxRJJOyphAx1gkaBwYMV69Cuazw+zU7d8rvjJHu85MnxcDMzGj27BEDs9Tou8/aS/CizOBN\nuUOhUNu9i3sdhrqvkKoOjFjaJbx0p9wY3kinRSH7fKZKXbHYuDT2Afh8kieAjeu3aDyvGAzNjh2a\nvj5Db68iENB0dSnGxjTd3YpyOUmhAJ2dldvGshojSX7b1gQCDo2blY4OzZEjDoWCdL0nEjAxoRgf\nV4uI/ECGPS2m7li578SdTHjzpkU6LdMDXap3mcEBAwOGAwdknodwUQEY0mkwxqKjQwzi5cuGYlHW\nK5Xq4T/3WXsJXpQZvCn3Rsi86Vk0oNUdSGN4o06NLV3giyfKLU6kj4xsfL/F0vNGo4aTJw1vv22j\nlObIEblOrS06Ow1ah+nqcviZn7E4ebLM+HjdIvT2ws6dhpdeUvT2VnjzTc3kpKK72+L55x1++qcV\nc3PSoe2SKAIkEkJtsjSM5IaZlpso6H7vTiYEmVeRyQgHVCBQn0cuM0hM7Rm41Vijoxbz83UvrqdH\n5mbUKePF+/HqbtOL8KLcoVDoweyzeFBQKpUW/b1cNU1jaEnyD3K8u0te/nfrayBrhlaqrBxH+Kyu\nXJHwUiQiNCTJpHgG/f0KrRc4ciREb6/hP/wH+C//pci1a+ItPPMMvPyyUIMPDcGHP6z5ylcsfvAD\nzXe+ozhxQvHMM7Bnj2J42LBvn5TSJhJyL5aGkdwcjXsfxsfNbUq8kR7FDV+VSmI4XFZZGaHq0qos\n9kzm5jRa2/h8ss7cnNM0d7H0WXsBXpQZvCn3Rsi8aSwaUCgUFv196xZcuKCqiklTqUipqONIB7Mx\nsnO37cX5hxMn6squUUm2E0vLUZudI5GQ6webWEyS2pcvG8Jhw/79YuhSqQK5nKaz02JkxPAHfwCO\n43D5MpRKNoGAKOTz5w1nzlgcPWqRSolVymYhlzMEAhVGRoQQcMsWIWKULm2hSonFJC8xNaWqs0Lc\nIVPNE9CuMbZtmf0B9Rkc4+Mrz9zetUtx9aqmVLLw+zW7dqmmBQtLn7UX4EWZwZtyb4TMm8aiAW49\ntrtr//rXLU6fVti2QmuL0VHD009rolHFyAg1j6JxLka5LHOhz5+3cBzDY49pnn22tUT2WnoyWiEn\ndBwxdLLzVoRCQqvx6KO6ZuDK5Th798qoUsm5SF5lzx7FuXOa8+ctzp+XfEexaDE/b9US5VpDPq+Y\nmBCCws5Oi6kph/5+Nxlt8PklEaGPAAAgAElEQVQUoLhwQUbbNhq39dCjuHLXc0GLw36dnYZDh6Rv\npHH64dL1KhVv1t57EV6UeyP6LDaNRQMmJyfZvn074+MyAvQHP7BQykelIkrv6NEyjz1m1SbnNSvV\nPH9ePIt83sYYw9mzCtuusG8f1WOWNwiteAsuWinvtW2Dz6cJhawqKy10dDgNSXvD9HSCQGD7IuUL\nVKfZKW7csBgbkyqjhQVDpeKGhery5PNiGCcnHXbulEa5yUkxKn6/IRSS2dnRqKkmlyWPMTysMcZU\ncx7iRaxOUb6y3I0zvm1bxrKePFnnsHLv982bk57r6nXfb6/Bi3I/FH0W9zMCARmn4U690xrm5mT3\nvHUrFIuKy5cNAwOKWEzotpeWySaTNuWyhc+n0FqRz8PkpM3YmEbKbKmV2TbSmMPaqMxbISeUHbTh\nzBlNuSwlp/v2LTZYCwv+aqVWndYjnYazZ23On1ek0xalkkJrw/S0pqdHMztr1byqaFTT3e2glKGz\nU6qXkklTyxlEo3INgYBhctJaRJ9i24qpKVObTe4ayOodaGo0m8ndSM9y8aKhULC4cgWOHbMplxVb\ntmg++lFFNivPYNu2+rP2ErwoM3hT7o2QedNYNKCvTwhxlZJ4/MiIdD13dioKBeEuCoellLTZXAvZ\ntWosS5RhTw/MzBj8fjESFy5YZDKKvXsNsZjM9o5E6gahHSNNG2Hb8MgjLOrtMEZx9qyp9UYMDPSR\nTst1uOeLRuXfWltkMhJu0lrR3a0YGdFs315hfl68hZ07JZ+wY4cYlFRKOqr37tWk05pkUjqtn34a\ntDaMj1ucO2ewLEUoJJ3chw6ZKmW6VC/5/ZIod3sxGo1msyKBsTHxBKemFFeuWOTzcOqURalkUyxK\nA+H3vlfmmWcsEgkpue3v76vmT+7oFj9QcN9vr8GLcvf19TExMdHWNTeNRQPS6TS9vb0MDorSe/ZZ\nKBTKWJZFuWz44AfB79ccPCgKdGmIyLbhQx8yJJMOFy5AqSTT83bsMFy+rMhkRJGl09Sa01zKc3d8\naSJBNSSzclJ8LSGrRo/FGKEGHx2F8+dh584slUofP/MzQjAoIRtFJGLYt8/hvfcMWvsIBKC7W7Gw\nAD/2YzA/71KHaLZurTfZiUGSprlk0iKVUuRyitFRQyCgefttuH7dpqPDYudOzdatDrOzFoODhmDQ\nYm5OV/sspGGvFaOZSKhabkQpyGQsymUby5Lfz81BImExMSG5m6tXDU89lcHn62XHjhZejIcE7vvt\nNXhR7nbnK2DTWCxCOBwGxAik05pKxeIznzEY45BKifKKRqmFn5rlH3w+eP552L9fV0e1ahYWLK5c\nUVUqDWkg6+tTRKNOzTNpHL3qhnhW2vWuJWTV6LFMTYmiv37dAmzS6Qhg8f3vCy+TZcl6kYiE2g4d\nMly54mDbFj09mr4+kXXXLsPCgpAKRqOadNoinRaPIhQyXL1qcfWq5G7m5uDqVbmn5bJNoQDFIpw6\nZZNOQ1+fYXZW0ddn2LVLEQ6bKjUKy4bYGtE4PKm/X3HjhqZUMszP+0inJawGMDNjs327Ynpac/16\nBJ9PsWPHxrMu3y9w32+vwYtyh8PhzQT3RqJQKBAMBnFHgiYSumYIHntMErMuxYdLabF0dw+i8Lds\nMdU1Fb/3e4a//VsflYo0iH3oQ5qBAYd4vN6MNj6uqFRkzGh3t5R9RqOy22+eFG89ZNUY59catm4V\nevBy2dDbW0DrPm7etAkGTXUdmVjnOIoDBwyJhOGddwwLC7LeF7+o6OuzePxxzYsvSoWV228yOmoY\nHhZiADle7k+5DHNzFgsLIo8YXEilbEZHK0QikMsp8nlTbcozNZ4ol0JkOeM5OCgGIRRSaK3Zv1/y\nF0ePVkinbWxbEQzaLCyIsQyFFJ2d82jdx0bRrdyPcN9vr8GLcm+Wzm4wFlxtSPPY+O1zvG/f3buj\nQWVnLLvYb37TBiwCASgUpKnt05+2CAREyU1NSU7ju99VzMzYgCSLv/lNw+HDEItpDh1SBAJ1o9RY\n9RMIaA4dcq+pebWVe+22LQqzo0Pj9/sYGCgwOqrw+x1sGzIZMSgup9OpUxYnT1osLCxmhpmdhbfe\nsvD5HAoFGZsaDBoyGYu5OYP8f1MS/OVy/T+XUsSYOt/UwoLkLmxbSnSTSVPtr2gtzCbVXeLpbdni\nJtCFE+rddxXFongyQl9iUMrQ1VUgHl/bVL4HHY3vt5fgRbk3QuZNY9GAtdZjN9vdx+Nw6lS9w7iv\nz2JhQRQ9QHe37Hrn5zVKiaK8eFGRSCi+9z1FpWIzP2/YssXQ0QFgKBQU58/L3319ikhEc+hQ4xhV\nSZYLnQispGSlesiwZ4/i4sUK2ewQ3d2akRHF1BTMzAhBoITQJPHcfKihGMPLlxVPPkmtTyMQkFnb\ns7OGgwcNFy5UmJiwsCxFMCjd4y66uqRc1hiNUort26VCCtYaZltsyMfH68l82zaUy4pSSXowBgcr\nHD4ModDQomY+L8CL/QbgTbk3+yw2GGutx15axhmNiqIaH7dq3cc+n6G31zA/L0qtVILubon9G2OY\nnRUF+e67ikDAR7ksxuTMGUUkIsq7s1Nx/LgmFvNh2xWefFJRqUilk+tBuCR7yynZpR7HU09Jd3Oh\nMM6NG9vp6BCjIKR9kmS+dctixw5ptpudbW4wSiXxjECxe7f0YJw4IUZy9245x1tvKS5dMmQyEr7K\n5+W3lqXp7RW68nzekE5LvmJwkBrD7Hoqw+JxQyql6emRHJPWbrmzw0/+JOzYYbDtCQIB79Xee63f\nALwp92afxQajs7Pzjn6fSAgLrbCzSihqYMDwK7/i8Pu/LyGjUEjzqU+JMoxEIBiEUMhNegufUrks\nYROlhE48m7WYn5eQTibj4/hxw9atZX7jN8RgaS3hLlg+l7HU40inDZYFltVJX9/iXXtfn6JSMczM\naIaHFZ/4RJm//EubfN6m0cvo7oZwGOJxC6V0taPb0NMjHsbCgsXCgnhJN29CpSJ5A2OkEKCjQ9HV\nZdi+XbNzp6p+LkZ3clIxMUGtmW4tdCmul1GpGMJhacwDjdaKmzfhD/4ARka6eestmw98QPNrv2Y4\ncuThL6O90/f7QYUX5d4ImTeNRQO6urqW/a5ZLmCpApaGO1UdVyrhD2MMn/kMvPyy5uxZUeSxmPze\nskRBa63Ys8fh6lWbYJBaQ2ChINVJ8/NynpkZ8Pup9iQE+K//tcjnPifKe2BA4v7LNa1NTNSp1KNR\ncBzhgpqf72J21lAsuh3VksiPx6WqK5sVRf3JT1a4cMHh29+2uHFDjFkgYPP449R6SsJhCfe8+y5Y\nlsXEhGb7dgtjDNeu1T0KF93d0t0dCkmprtxnmZHh8xkOHBD5YXVFvvT5SB5DjF0mo0gkLBIJzR/9\nEWQyAebn+0in/Rw9Cr/zO0V++7dNlcn24cVK7/fDDC/KvREybxqLBmSz2WWrJprlApaGfNydMUjn\nsjGaeFwqmlxF5DbIgYSIRkak2ugzn1H8+Z+XCAZtrl417NnjI5dTLCwYHEeGK83NidIMBIQ+fH7e\nh207xGLUZkqMjCyO3zsOnDoFyaQQ80Uikt+wbU0iochksjhOCL9fdt5KacJhqczKZk1VDrn+554z\nvPSSQyqlOH3aYnzcoa9P0d9vqqNZ4f33YWDAT7EoUwGPH3fo6LDI5RYnyI0RryQU0tVyXYPWkmA3\nRsJh585JE6RLAd84h3tpAr/Z84nHZT634ygsS/ONbygyGaFgf/LJNOfP9zM3J97a1FSlRnP+sGKl\n9/thhhflzmazbV9z01g0IOJOJmqCpY1tExOixCxLchP1mRZ1RlqXi8iFDOlRpNNiKBYWNN//Piws\n2HR3O/z8z4Pf7/DlLwuJn98vx+/aBWNjDoWCjdbQ0yPnKxY1ExOKgQEZl+qW9TYikRClPTgofE/J\nJEQics3pNJTLUSxLPhseNty6pareC0goTQgB5R7ImuWy5DWGhsRT0Rr27JG8ybVrMqHu+HHp5DZG\n5maUyy6lu6zT1SXDoJ5+2uHAATlXNitsuNms5C8cR7ywRkO4XAJ/ucq0wUFFPG44exbm5+vuybFj\nMUAqsuqkgw83Vnq/H2Z4Ue5IJLKZ4N5IzM7OLtvpubSxrT5vgRr1h0vQt9wOdWml1PvvK5Syq/xJ\nPn74wwof/rBMf/P5HCoVxfy85AD27zdcumQ4flxIDfv7Df/0n0oJazYryr9ZEliUqHg7sZgo+pER\n2W3LSNMZ/P5eKhUJmUlDHly8aCiXLSzL1Mpy3cbBQAAOHKgPLkqlpMR3bMyQTGrefNNHPl/3JHI5\nCZVJjkQMxd69wuArhIyKZFJz8aJFPm+hlKmV2GrtliALa24+D7t2wdCQqY57XUxrvjRXY9tCVKi1\nRSSiCQZtZmZgz54ZrlwJ0t/v8OM/bmqG/mHGSu/3wwwvyj07O9v2NTeNRQNWGhiytLHNDX9Eo/Ww\nyGrNY24YyA1Flct2reludhbyeZt0WjqpBwcNFy6Icg8END09FpGIwwsvWIyPG7SWjmfHEYrwcNjh\niSeandPU5j+UywqfT1f7JwzJpIXfX6JYrHNHgeHGDSmJXViQ3ERPj6p2bEve5NYti5kZ6al45x3p\n1k4kYH5eMTdnsdy03s5OYaENhyvs2SNU7+fO2fh8DmNjNuPjEi4rFi2KRcPgoJAWlstiNNxIgm1L\naM+y6kp+OWJFaXiUMNeHPwz5fIVr1yy2bFngyJEyH/847Nuna5VsrdDDP6jw4hAg8Kbcm8OPNhgr\n1WMvbWxzq4JSKdktt9I8JuvUd8B+v0MuZzM9DbOziq4uzdmzFsGg9ATs2iXDhfbvh8uXHSoVi5kZ\nMTjCtSQGo6Pj9rkOjUysdaZXXVOeqZQim1UoNUI2C9u3yw59bk7xu7+rOH3aplKBYNDiyhXNP//n\nmmQS4nFVMxR//deGs2cDFIut3d9CQZLaO3ZISOittyRh7/PZ2LbkZLJZC6XEOKRSNp2dDr29UikV\nDEJvr3BSlctCXOgaheWmEMrndS9keNgwPV3B54vz2GPw6KOaeFzmbbjkiq08xwcRXuw3AG/KvRF9\nFs23gB5Fq7XJ9dkP0pEs3cayM5e8QWu/feIJQzDokMlIz8G2bZLg/drXLL7xDZtvfaveTb1njxiY\n3l7o79dUKnKucLjeHCc7YzmPG9vv6JB51u78akkGK0DyGMHgBI5jYdtiPI4eVZw548O2bWzbZnbW\n5s03La5ds3Ac2eWfOaP4whfgxAmrZUMBYlT7+xULCxZTUz4KBRtjfNy6JWy8btmwSweilNClGGOq\nFWFiqMNhGB7WDA+blnb/buVZLGZ49FHNT/2U4bHHJnjsMV27J6WSVeOYauU5PojYiNr7BwFelHuz\nz2KD0Wq52XJeRivNY4t3wIqdO+HkSc3srPA1LSwo8nmZIZFIOIAYjKEhUXgDA7JGKCQGpr55ULz/\nvkUspnniCdejuL1pD2TXPj0tFOTGdGOM/F2pSCd5qSRKe2FBFGdHh1B7RyJSufT1rysuX177q+Ma\nu54ei9lZ8cbyeTEi3d3CPZXNyjF+P9UcimZgALq6NB0d0NNjeOQRQzS6OsHg0nsej5tayNDn66yO\nvZXnFgjottLD34/wYgkpeFPuzdLZDcZ6BoasNoRopcl4xhjee0/xjW9I3qFcFqWZzRrAIpHw8f77\nmjfecPj4xw19ffCtbwlvlGXJnI1jx2B21mJ4WJrsymXpl0inJVSktUyucxxdo+O2bUNfn1B1FwqB\n6lwNUZL5vMayrBppoDEyKvbYMfgX/0KmAK7HUABs3arZuVPKbLu7LTo7xXDFYg6xmGLfPjhxwmFh\nQehBBgc127fD0JBDMCgltY8+KjO31zPbpdFQ9/QEqpP/5LkcOgSpVGvPsR7qerDyG14cAgTelHtz\n+NEGI5fL0S/tvi1juVi5i+Xq/8fH4Y03FN/7nsX4uIR4tDbcuGGYmZF1FxZkNsO1axbHjwNofD7Y\nuVPzwQ9KnF2m1llUKnDzpgYcnnhCLRpPKopOMTZWp/GWXgvFzp3TFIv91ZyArg0fcqEUbNkiVVAz\nM3Lda4NDb6/m8cfhqafk3Nks+P0VtJY+kt27FT09Dum0xXPPiQGxLI1t6yqliYVliddx4YIFiPd0\nJwp6djbH9u39rEQU2YjG5zg56fZ+PFj5jfW83w8DvCh3Lpdr+5qbxqIBUTcu0UY0q/9PJKSP4NYt\nm64u+bJQqFcTSR9Gs9XEKFy6ZJHNGoaGhJJ7cFCqqRYWxAv49rel+mffPjEOly9LTD6d1tVeCMP4\nuM3Nm4q5uTg3bohBKRQUV68qurtt+vuF96m31+3LkIT7mTNrkd7w3HOaT31Ks3evcFnJzG0ZKZtK\nGYpFxeiowyOPWKRS0NurGB/X9PZKKG1yUkqTQyFFf78YjPPnbWzbqXoDzb22lTw6WPuzbnyOWqva\nCNrVSA7vJ2zE+/0gwItyR6PRzT6LjUQul6Onp6etazar/5d8hEyQm57WzM/L+NJSSYxGc0OxGHNz\nomx7e6V5rViU8FU8LvxHxaLi/HnN7t1SZbR7t+RILl+WMNbrrxveeMPiYx+b5qtfDdLRIYOY+vqk\n6qhYFONjWZpYzOG550ythLcVKKV56inDoUMyIfD4cQetLbq6ZN7EhQvSb9LRYdi2zSKfNzXvq7cX\nZmYsikXxpJQSGS9dEiMwPGzYtcvi7Fm9bAXTauy7a33Wjc/RskwtGf4g5Tc24v1+EOBFuTc9iw1G\nuVxu+5rNchqnTpkqZbcmmbQpFh2UsqoDgVqrwvH7hcgvmYRkUuPzSd7h2jXF229bXLwoCezubs0r\nr8hvolEoFi0yGc0PfuCjXLYJBkXmYtGu9koYdu+G/n5hvN2yxeHll2FkRLN/v6JQgNOny/zwhzKj\noxk6O6Uxcds28Up8PkVvr83cnMbvFyUvFBxy/MyM0Jls3Qpvvy25Fp9P5pQLVTpcvarp7rbx+cSb\nev99zaOPWkhlmarSwcswKel5Ydk53rD2Z934HKNRWWe5/Mb9io14vx8EeFHujZB501g0YCPqsZvl\nNPr7hfSvt1cxMuLg80GlYjh9WmZWt4KeHjcha1GpSI4inzfMzEjoxsXMjM3f/Z0kMG7e1MRimnff\ntcjn5Tyvv761dmyxKHkLmf0AR45ofvRHDc88o2thmHhcmtt8Ps2tW+LNyFo2Pp90Z0u4R65tfNzl\nmNLEYpIPmZiwsG2p7EomZdxsV5emXFaMjFhV2hHxjnp6hJV3elrmn3d3q2p1lM34eIW9eyWfkUwq\nTp8Wzyoclt4SoDamdunuf+2zS5rlNOo0KA9CQ58X+w3Am3JvzrPYYNwt3vtAQGY4HDggYZrLlw3T\n04pKRZNIwNmzUkLbOE1uKSYmJGzj7s79fonxN+MPW1iwuXy5whNPKN5/X/HGG/Uu61deuckXvrC7\nduzwsOGjH5VJevG4orNTV2lNJAwzMwOBgOKFF2TwUqkklVbXrmnee09RKCi6uiAY9HH5slMrcx0e\ntrh+XWPbQuMeiUA6LR5FICBJ7slJqcYqFISOPRAQL0LG1EJ/v6kl6JUSgsJbt+DkSZiZUeTzikcf\nhV27pMEulaqPoF26+2/ns14t5HW/wItzHcCbcm/2WWww7lZc0w1phMPSob1li9B4P/MM2LbD3r2K\nt94SxTM/b0gkmj0mmTnR0VEn5wsEhNW2WLzdOymVbBIJh5s3/RQK9e+vX69z5oTDDp/4hObIEU0k\nYuHzSUL87FlR0Om0JMa1hnDYEArBe+/ByIji4EFNJCJhoFxOjgkEZOSr4xgmJw25nEUmY9ixw9Qm\n2UWjBq0NFy9KY+GuXYa+PuG/yucdenokT/DYY5rxcTF8tu3UpvFls4r5eZuODsnbTExInmV4WMJy\njTxdjUnvYrEHx2mPB7CWqX73El6L27vwotw9PT2bnsVGwr5LsYOlTWITE5quLglP5XIQDBoOHTKE\nQhZTU/DFL5Y5d85/2zpKKfx+4YkKBCQ01dHhVOdGLH60Fy5ANGrVPBEXCwtyXCjk8Au/4PDii8LZ\n1NFRH5rkJqItS8JFO3daTE/DtWuG7m4YHNQ88ojiu9/VjI35OHvWNUaSlH7+ealkCoUUs7OS1Jcp\neRKiUkoRjUoozbKkiz0cln+HQqKAOzsVO3YIwWIoJN7Yzp2KS5cUWkv4Z3hYjK/MEdG3kQM2egCW\n5asx2d4pliMxvN9wt97v+w1elHsjZF6TsVBKvQz8LDBojPlJpdTTQNAY861VftcJfAfoqJ7zi8aY\n31BKvQT8RyQmkgf+lTHm8jrkaAtmZmYIh8N37XyNRmN8XNhse3pE4fT0WORyUq76sY8ZUimHZHLx\nC2AMRCIVuruFEmPXLti9W3P1qs1Xv1qh8fFWKopvf1uze7fB7xcSQ4ADB6a5cqWfT36ywqc/7c7x\nFuWntUsNQjWvIgp7elozPS0cVrt2SUVSOm3o6LA4e3axjIWCzbFjmr4+iMc1wSAMDEA4bBGLOTiO\nzCC37brSDYchFqNqRAyWZaqJeTFY585JOCwYVNWxtQ5+v6K7WzE7K5PxtJZRsmNjjUOg6h5AsThD\nR0eYdngAqzVm3i+42+/3/QIvyj0zM9P2NVs2Fkqp/xn4ZeCPgU9WPy4A/zfw/Co/LwI/YozJK6X8\nwPeUUl8D/jPwU8aYc0qpXwT+d+BfrU2E9iEWi92rU9dmdl+4YLBti0BA0dkpMy+eeMKQTFb4ylek\npNSlF+noUMzN+RkZqfCRj0hcP5ezKJU0zSuVbK5cgeFhh2KxjNZw4kSUnh7NF79o8Td/I9VLP/7j\nmpdfllCQZRm6uxVvv62YmpKu6pdfhkjE1KbupVKG996z+NKXVNPzzs5a3LzpVPsTDJkMDAxI2Gp6\nWphjlZKBS1evGnbulD6RcFgM1qOPwtmzmrk5RThsMTcn1zU6qqlUpFRY+KOkq71YhPfftwmFDE8+\nKVVRjrOYxrynJ9Y2D2C1xkwXq/V+bDTu5ft9L+FFuWOx2D0NQ/0K8JIx5rpS6teqn50H9q/2Q2OM\nQTwHAH/1P1P9zx1hFQLW3B/cTmQyGbq7u+/6eRvDI8WiXS0XlZ1xpaLo6bH42MckofzOOxLfB6le\nKhalMU1ri74+UainTtUNSjNMTNi43FQvvpjlb/4mVPsunYaLFzW///saMOzbp9mxQ9HdbbFjh9B0\nvP22ruUohHYd/uzPNNlsx7LnTKchHNaMjCgGBgz9/cJHVShIvqZSkXDTzp31edilkszwuHXLolIR\nQyDDigzBoCKdljkX589L0nxuDsJhm1jM0NGhGBx0iESEUwqEuNH1AObn02zbtnXZ690I3OtE+L16\nv+81vCh3JpNp+5prMRZ9wFj13+4Wyg+0RJyulLKB48Ae4A+NMW8rpT4H/L1SqgDMAB9aw/W0HeYe\njUtrDI90dGiUshgYoGo0NI4Dly4JfXeh0Mxj8PH22xAK2eRyYgRWh5ywkdqjjnq11MWLklPZs8di\netohGpWE/KFDDmfPGkolmYw3MbHyq5TLWYyMaDo6NKWSeBDPPy+J4M5OMYSDg+IBWBa1sa7790uo\nye+H2VlNOGxhjAxaunRJce2aIpm0KRSE/FAqqqSxz7IUqZSEtUolGuaNGMbGWmOshfZ5BPc6EX6v\n3u97DS/KvREyr8VYfAf4d8D/1fDZ/wK80cqPjTEO8IRSqh/4klLqMPC/Ah+vGo7/Dfhd4HONv5ua\nmuK1117D5/PhOA6vvvoqn//855mcnKSnpwfbtpmZmSEWi5HJZDDGEIvFSCQStelY+XyeeDxOMplE\nKcXAwADJZJJgMIjjOMzNzTE0NESpVGJ8fJxQKEQqlSIUClEqlSgUCgwNDTE5OUkgEKCvr490Ok04\nHKZQKLCwsFD7vrOzk66uLrLZLJFIhNnZWUqlUu37rq4uAoEAuVyOaDRKLpcjlysTDA4zOzvJyEgP\noqhnMSZGLJYmmTScPTvEwYNTKBVkaEgmvX3zmyO88MIk5bLFO+9E+ehHJzl/vp/Ozgo7duR5/fWt\nvPLKTWZm/Jw+PcDzzyc4dSrMwECJLVvmeP31rYRCJV555SaXLwd59tkkJ05EGBmZJx4v1H6fyXSh\ndTeHD6cZH48QjWa5cKHEwIBcszHdHD7cwZEjM/zgB3EOH84QDJZrv79+vRetfWzbliEUihOPp9Ba\nk07HCAQSLCz0UiopxsZmiESGKBanCAYVwWCEmZkknZ1BenocRkbmmJ8foq9vkkOHfMzNhdm6NcOJ\nE2GCwRLx+Bxf+9pWPv7xm5TLHZTLfYTDU3R09BONFshkFqhU4hgzWXtvWnlOxkQpFHJoXaGvb4hz\n5yYYGlr7uzc7q+jujjA3l6SjI4jWFUZH52rn9Pv9G/ru+Xw+pqenF7175XK59n27//90N2Rq9v+n\npTIFAgFGR0cfKplWe05+/+0FMXcK1aoFUkoNA38HRIEtwFXEG/hJY8yainqVUr8BzAP/2hizu/rZ\nI8A/GGMONR579OhRc0CGNG84RkdH70k99ko715MnIZGw+MpXLDIZm5s34dSp9s1a+NSnrizqs2iG\ngQGpSvL5pKz2s5/V9PQYtmyR7xMJePVVm+np5fce3d3w4osVDh8WUkGlpIrLnTWhtfSeuBVFjcyu\njZ+NjEjS2ueDP/kTxeuv+7h5U+ZqlMtyXF8fRKMOQ0OG3bsNn/qU9GqIxyLltNevjxIIbG/JW3DP\n58JdY6241zmLe/V+32t4Ue7R0VHS6fTxl1566el2rdmyZ2GMmVBKPQM8CzyChKSOGWOWaRurQykV\nA8rGmGmlVBfwo8C/B0JKqX3GmIvAy8C59QjRLtyrOb0rJUhLJck/HDhguHVLmtpOnTK0q+r58uXg\nkk8qNCrq/n7Yts1GKcX27YYnnzSUy6amwI0R5fnpTzv84R8aJDJ5O+bnNZ2dDiMjQtFx+bJwY23f\nLtTr169btdni+/cL0W/in5kAACAASURBVOC2baZplZFtC6VHb6/i4EFDoeCQy1mUy6ZWSTU8LDmc\nwUGn1rzYWNZaLvcSCLSWP7iT0thSCc6elecYCGgOHZKmzHsBr82hduFFuXt7e+9tn0U1Uf129b+1\nYBj4s2rewgL+hzHmK0qpXwD+SimlgSzwP61x3YcegYDMl9i9W2FZMtnt6lWHs2c3okXG8PTTml/8\nRejqMkxOKm7ckN6FQkHR2yuNeAsLilJJ873vKf70TxWnT0uvQ0+PZm5uccluHRZvv21jWZq9exXJ\npHhH3/iGxbVrhuvXFUrZdHQ4/MiPaH7iJ5zaYKmlu3CXXysSMTz+uCTNM5kKnZ3CWnv5MvT1KbZu\n1Rw4YJFMamKxxZ3cWqtFk/FWyh9Eo9TyM67CbxVnz4IxFh0dUoRw9qxuOit9E5u437GixlFKjdFC\nBs4Y88gq378PPNnk8y8BX1pt/buFfD5PJBK515exCIcOwalTmkTCYtcuw8GDhq4uxW/+ZoW5uTs3\nGHv2zPDOO25poeLCBYu/+AtDIGAxPy+VTgcPOuzaJfQbxihyOSmrffNNxbFjAbSmyg4LoVCZUEhz\n48btifiZGZuzZ31861tlFhYsCgWFZdVnb0gvh803vymhpJkZw759krCfmBAqEtdoRCKKj37UcPGi\nIRi02LvXsGuX4do1WXPXrnqHvN+vsG29yOCUy7MYE2nJW0ilZDStUuJhpFKtVzGVSlatGsuyhMgR\nVnXGm+JOw1j34/t9N+BFufP5/OoHrRGraZvPNPz7GeBfIn0Vo8B24JeA/6/tV3WPEL8Pu6kCAfjA\nB6BRwRQKimeftXmjpdKClfHNby7WerOzPl5/Xdhh/X6qtOSGwUGZSeHzacJhRSYj3dPGUAvzyExy\ni4MHNTduKJZWZfn9iqtXYWGhHqpqHNJUqcg6MzM2k5OGsWrt3eCgsOA6jngU/f3Swd3XZxGNGvbu\n1aRSYlR27zaEQtJnks1SDUvJd42hpp074+RyZpFH0djA16iE76SKKRDQ1fG1MDYGb71l+Id/sIlE\nNK+8Ij0lrSr8Oy29vR/f77sBL8odj8fbHoZacTiBMebb7n9Is9yPGWP+mzHm68aY/wb8BPDzbb2i\ne4hkMnmvL6EldHXBwoKzylGtKbMXXmhWmyAjXmUOtsU//qOEddxcwcyMzMa2baojW4XwUGvo7DQ8\n95zhxRcdoIzkQBy6uoTJ1h3XuhxKJVHIfr9idtbi/fctJicVmYzhzBnF5KQMh+rvt5idNbUS28FB\nab7btg0ee0wxMqLZvRuGhkT5K+WORBVkMklGRiRRLd3jrkFQVaVcZ5OdmpKSXK3XnrM4dEjKnycn\nhX7dGB8LCz7Gx318/ev1c7UCx1kcOmuUpxU8KO93u+FFuTdC5rXEMUaoN9a5yCOVUQ8FlGpfldFG\noqNDs22bzdGjqx1ZQfYDt+/yXZTLKw8z6ugQBen3a5QST2JgQBrm9u93mJxUjI3JrO/e3jI/93Oa\nD31IMTRkePFFRUeH5tYtxdGjMDbW2ha6q0szPS0VVI4j4ahoVKGUdG6nUoqhIeHS2rLF9Q6oKVI3\nTGXbmqXVVC6V+OysqhEJlkqK6el6eKe/XzwHdycfj0soamICRkbWRucRCMATT0jH+w9/aFMuSyNj\npaJIp20cxwFMSyGmO+WgelDe73bDi3JvhMxrMRZ/C/ytUur/BG4C24Bfr37+UGBgYOBeX0JL2LHD\n4vx5h7ohaAbF4sfbnALknXeWHzkZCMh/0ajDnj0KaYIVBTU+rvilX4J9+ypcu2bj92uee05z+LA0\n3HV1yaS73l6baNThiSfE65iaWv2Vm56WeeGDg/DIIw7BoIRdfD7NwIDsxqemxJD4fKKIbZtFitRV\nwFNT8rdLKug4inQaSqUop07BkSPSSW6Mhc8nie/paV071ucTpR2PS5hsvR3Xtm3w+zWlklXzUHw+\nXVP4rYSY7pSD6kF5v9sNL8o9MDDA1NRUW9dci7H418BvAn+EeBkTwP8A/o+2XtE9RDKZfCDqsXt7\nNfv32wwOaqamWs1wGsTTWPzIP/rRySV9Fg5btzoEg4aeHou+Pof/+B+ho2PxrtYYmc/96qvyG1eR\nJhKScAbNiy8qcjlNLmdx9apm926b48crNabb5SEJ7WLRYetWl8hQs28fZDIGtzVoYEDV/r1UkYKE\nlkZGqB3jGgrHUczPT5FI7GRqyqFQkGR+OAzRqITaxsZk3kY0qqqG6M7YZONxeOEFzRtvVJielhLh\nF17QNYXfSl6kVQ6q5fCgvN/thhflvqdhKGPMAtLB/e/afhX3CYLBpT0H9ycOHYJz5zRPPGHx/vsy\n06FYXO1XzY3K+fP9tx1386bhxRc1v/qrDs8+K96FhEkW72qXC4nYtjvqVMpO331XMzjoq84Ct7l6\n1TTM1GhOT+I4kotIpRSdnQ59fYrvf19GvkYisHWrNPNBfbxpoyIdG7u9NNa2DeWyxbVr4Pf3k0wa\nurtt/H4xCmDIZqVPQzwWqXySkNadscnaNnzwg7Bjh24aarobNOcPyvvdbnhR7mAweO/6LJRSP7Lc\nd6tRlD8ocJzVksb3BwIB+MhHDJlMBcvykc3a+P0wPe1w+jQsZxiaobOz0uRTH2++CceOlXntNcM/\n+2eaI0dkV+s4phZbT///7L15dGPXdeb7O/cCIEhwBklwKNY8S6Wq0mRJJcuyVGo/yXLbkYdYzlvp\nlXayOolWkn7pP3pI+sV5q/utlX5ZL+3ndOyk7XTH7cTpRB07sWVHsiVrnkpDSaWiapTIIgsEQIAD\nSBAkgHvO+2PjAiAJTkWQLBbrW4urWARwcfYdzj5n7/19OyHxfZ/P5Ff24Mb4R0YM0ajkLjwei/p6\nQyql2L1b09Sk8fthaMjCtjVnzlhMTs4MkU1NGQYHFc8+C/X1NmfPSunu1q05PvMZEQ70+URQ0OcT\n/klpjL/c5BsKiXrt9LQHvz9HTY3IwDc2qrwYo2hKZTKGt9+W3iKBgMJxRDSxqC217EuWH9P8O4Ny\nIabZeYyWFkm4v/OOcFsCAcW+fQ733itFD7Bwee1Gub8rjc1o92rYvJww1Ldm/b8V8CH5i50VG9E6\nIpVK0dIyfwz/akJnJzz0kKG2Nserr0ry+ZZbNMeOweOPaxKJpWnDbN8+wSuvlF8yT056+drXcuze\nDbYtZDLXIVRVCffAleCAYrVOPC6NjoaHRV02EHCoqZFbraZGuA/BoIVtS/WSMZpTpyxyJX6rtdXQ\n0eEhmaTQI6OxES5etPnKVzIYo8hmLbZuNXzhC4qJCVeQENraTD4pPbM0NhxW1NeD1g4eT4qpKY0x\nEmZqaZEeGKOjEjZLJqU8+NVXDa2tHnbscNi5U/Huu7LzaGszcxzUSlDOkYTDcq7dPEZPj+y0zpyx\n8HhsMhlDby+89JLD8ePymYVyHxvp/q4kNqPdqVSq4sdcThhqR+n/82zs3wXGKz2o9cJGauxu27Bj\nh0h6P/CAQzQq1ULhsGLfPsPjj2d5+WWLxXYZTz65mEy3hz/6oyx/9EeSh1gotm7bhlhMKq+8XklQ\n+3yGX/gF+Mu/zOHz2di2OIqxMaipEdmQ3bsVdXU5xsaE+JbNSj6iuRlGRiCdhvp6KeUdGICJCV9h\ndGNjkMvluP12ze7dQnrz+x2OH5eQlVsB5VZFeb0SxlIqRCAA2aymoUEqo9raRII9lYJYTPHhh5DN\neojFNOGwxenT0lujtdWQSFAS+lodzD7XmYzF9LQ4yepqOfeOo5iasgGn7GdKr89Gur8ric1od3t7\n+9XTVtUY4yil/iOys/h/Kzek9cNGbeweCklZpzFCAjt0SEIQN92kOXUK3n3XYny8fNXUJz4xsKiQ\nYCzm5cyZKT72sYVj66GQrIaVkr+L5LjIhDz0kMiVPP+84q235LNVVdDXB11dmrvvNiSTimwWLl7U\nVFV5GB/XNDRYeL3FXYNLTHW1nhwHIhEP5887tLYK87uvz+a73zU8/LDDwYMzJ9C2NjlXPl+E9vat\nhd2Ba08sJu1eL140+P0eJicNuZyUBksZr8PFi9LJ0HGkdetMAl/lxALnnmvpVzI5Kb3Ia2uloZPf\n7yzwmeL12aj390qxGe2ORJal7bokrFQv4gGuVLvgKsRqyPquBWxbpDBAiGmxmIR/brxRJuz9+zW9\nvRLOkb4TRceRTC5u8+Skw8SETTrtFCZDN9xTurKWUIqMY/Zk5RL6QHYKliUihbYN27ZpDh2SBkge\nj+ahh+DEiRwXLlhYloPfb/IJa0V1NaTTHpQSkhxALicVUlqLI7Bt2QUZI1pMbW3FCVQpd4yefA6m\nmCsAOW+Dg1IJNTbmYNuqkEgXNrYilyPfk5w5fbwr2eBodh6jtVXGOzlpOHPGIZOB7m6HHTuK7HO3\nc2G58tqNen+vFJvR7tWweTkJ7tk6UTWAH3is0oNaLzQ0NCz+pqsU7sQist/SklQ0iTThMLz8sqK1\n1eLkScOZM0Vn8d57i9eg+/0WJ05ofv3XbY4eNdxxh0yAljV31TwfF8AV/2tokJ2GZQEY9u/X1NZK\naMjVbwKorTXcc48mFjP5yihp6PLkk5onnlCMjdkFnsWuXTn27zckEoqBARE1rK83DAwAWDQ2GkZH\nZybjp6bkWpfmCsJhKbetrobbb4d4XNPfL934tmzRbN8Ovb1uy9fizqn0sVisBHY5O4/ZeYz+fkV3\nt7DOP/EJca6u2KI451LdqrlJ9I18f68Em9HuhoaGiu8ulrOz+N9n/T8FnDPGVL4z+DohHo8TCATW\nexhXhLkTi6jGaq04e1ZW+YmEYnp6Zjjqrrui9PUtLOFcU+OgtYcPPxTC2uBgjs9+1hAKLZ0L4LKq\nm5sNvb2G4WGLyUlDIACtrZpcTvp0JBKKlhYRTOzuFkcxOioJaNs2/PN/rti2Lcszz2hGRmD7dsOn\nPy2yHn/914ZUysvUFPj9Hr7//Rz336/LJuPda106ecdiLvlO4bZt3rvXMDSkcfOjXq+msdGaw71w\njxOLiRNtayuG40qxkp1HuRDTcnSrNvL9vRJsRrvj8XjFj7kcZ3GbMeYPZ/9RKfXbxphrImdxra1A\nimxmaWtqWaIaW1VFgZdx6lRTySccJERlCj/btsG+fVZBHuPSJYtw2Es0muWf/TNTqCSKxxdfLdu2\nlNPeeqvirbcccjlFdbUmEFD82Z9J7kEp2LVLY4zG55MdQS5nMToqIoUej8Nv/Ab8y3/pFBLXxkiI\nrbraorXVkEzaJJOia5XJSGOlSAQiEYvBQZE2z2Yb6O9XBeKdK4YYj4PHI5NyKCS7h/Z2sXNwUBU4\nF7mcIh4XufJwWCqtXF7JyMj80iArESUst2uLRpfOz7jW7u+lYjPa3dDQsK4J7v8TmOMskIqoa8JZ\nZDJLaie+QaDyE5VMdB98YJiclG5ypQS+5uZMye9w8KBIewSDhoMHDefPG954w2JqSngSLh8hmfTS\n2JjhN39TSjrb2hZfLbuJeMuC7dsp5BJef10chddrYVmS9K6rg1BIMzamePppw9SUTVWVYdcuizff\nNHR0iJxHIlF0VE1NMDBgUVNTFDa8fFnR22t48knFiRMK27Zoa3P4xV/Msm+faGOdOSNhO1cipK0N\nRkd1QSPKPZ/GKCxL8hlNTTLRR6MG21YFLZ6REbOgNMhKyHfldm3LkQC5tu7vpWMz2r0aNi/qLErI\neLZS6uPMpNvu5BoqnU2n0+s9hIqhdFJqaYHt26WKJxyeKSrY1VWsxx4etunpsQmHHQIBeOIJaGuz\nGB/PYYzF0JAHyxLiWiCgOHnSw4ULOerrLZQqJrbnWy2XJuJdx2JZwqq2bVNgXGezUvVkWXDhgsFx\nPNTWSmK5t9dhyxYhJhpDXs5DMTpqOHwYLl50GBoSPsX+/QbHMXzjGxYvvGAzMWHltZ5sbrwxzbZt\ncOKEIZGwaWkxeQem6e4ustYdR3YUliXfITkKq0TTSdHV5U76ilxOYYyZ1wmsVN9pJbiW7u/lYDPa\nvRo2L2Vn4ZLx/MCfl/zdABHgNyo9qPXCtVSPPXtSuvNORXOzZmIix8WLxUqJ2TyLTAbicZvLl2XS\nPnMGfD6bPXtyeL0yIdbXu3LjhsuXLRzHwbJUXpXW5B1H+ZCUO67GRlVYvbe1OWzbBkNDMDGhqK3V\ndHfrPE9DuBmZjBzP57MxJkcu58p5GDweYXKDdM47e1bR0QFNTSZfDmuRSlklzkjxN3+zhS1bwHFc\n9ruU9G7bJuE2N3kfjQrLe/duaGpSvP9+cTfQ2irnKBIRBzk6Kp0EYX4nsFJ9p9lYTg7kWrq/l4PN\naPe68CxcMp5S6tvGmF+s6LdfZbiW6rFnT0rhsOHQIcXHPmZ4+umiAu1snoXfL6v60lBVNquIx73s\n2JEjFlN4PIpUSibP06cdXn3V4q23LHw+Q2en4ctfVoUV/+zJa+5kKRPrz37mcP685AtuvlnT3i7E\nuHRaEwhYSOddkLyK4b33FOfOQShk0dKi2b1b4/Eo7rpLengbI82PcjmF31+UL5ekM3z0o5c5fXo7\n4bDh1CmLSMQimTT58yLOrqtLEtwHDsDQkPTHUMqwZ4+QDrVWjI9rqqvFcbW2igLuahL1ZmM5OZBr\n6f5eDjaj3evKs7jWHQWAz+db/E0bFO6K/pZbYPv2LL290utzeLiq8J5gUEJWk5MzP2uMxOJ37FA0\nN+ewLMkpHDoEiYTN229bBAJSIdTbC1//epbf/V2Z8LVePIFbXQ0PPQQuCxmkq5xScPgwnDzpkMlY\ntLVpGhoMjmMRiUBdnU06DePjoot18KCEtzo6ZHJ3HMXEhHT4O3XKYnRUobWwuLNZH7298MILFqOj\n7tZnZqXY5cvy88EHmgceMDQ2mryEuZQAe73SrU/kz4uihovZu7rEvfm/+1q+vxfCZrR7NWxerAf3\n+8aYA/nf5+3HvVgP7o2Curq69R7CqsFd0YdChv/wHxRf/WqGS5csRkYC3HJLjp07Tb5aSsQCP/zQ\nJpcrivvlctKlbu9eaGoSYUGweOMNm+lpKYGdnJSJcGLCJpEwWJYp9JFYPooJ+h07IJfTdHcLOS8a\nhQ8/tApVXaOjitOnbWzbYc8ehc8nSepgUOM4kEppLl3KceqUxdQUBAKGmpp6LlwodRTzo6/P4tQp\nsG2Hu+8WFVqlpFIqFtPLTlivJnFvoRzItXx/L4TNaHddXR2Dg4MVPeZiO4tfKfl9Ns/imkMikaC2\ndmHOwUaHbcORI4ZvfQuiUYexsSHC4RpaWoQHYYzhRz8y/OQnig8+EHE/x5GJcGBAMTJi0dqqaWmx\nqK/XgKGqSjE9bRdW7Q0NkmQOBmdOXssjpJVfMdu2weMRpncuZxONGgIBRSAg/Ifz5zX79hUly20b\n7rsPvF7DzTcbzp1TTE4q2tsTPPfcbHn2+fHmm0Jo/Md/1Pzcz2kOHbIAh337ZNdVrpf3fCXFKymf\nnXuelp4D2Qz3dzlsRrsrna+ARZyFMebFkv+2GWP+dvZ7lFKfq/io1glNTU2Lv+kagLsabWtTNDU1\ncvfdJj+pQU+PobbWpq1NdJqmpgzhsIRvcjkYG1Ok0x7Ons3xqU8pfD6HUAief17jOBbbt2s+9zlh\nYHd0zNRNWs6KeiEmuOMYDh2Cd97JYVnitG66CUZHYXLSJpFwaGyU47e0SEXV6dM2Ho9VmJw/+CBI\nVVX5XhrlIFIkNuPjNt//fo4dOxziccXly4quLs3Bg3IOS9nU5UqKQyEpvRXOiCmQDVcLpQ7acZoK\nrWQ3EzbLc12KpqamdeVZfAuY4yyAPwMer8xw1hfpdHpTNEopXY2eO5fm85+v54UXSmcQm9paxa5d\nMD2tChpMLjIZxdQUHDigUUp2KuGwQyymiccllNXaqueERJazol6ICe5KXhw7JvkMYywSCcmPiOy4\nlQ+DKU6dku8NBMTxSYtV6OqaYHq6josXYXx84T7kLqam5Gd42OLf/luoqVHs2aP54hctXn7ZUFtr\nEQppDhyQHVYmM7ekOBqVMJY4DCH2SUivMpi9exPnIOd9cnKKaLR+TRPwVwM2y3NdinUpnVVKub0q\nLKXUDubyLKYqPqp1wtTUNWPKkvHMM1O88IJ/zt8nJ+HCBZn0pSS2eNktC/x+RSgkYajSyWnfPgr6\nS7NXsKvRDe7gQWloNDVl4/drtm4V4lwspgrSHT6foaVFo5TkOTIZzbZtU/j9Drat+du/VWSzyxFe\nk2ZNjgOvvmrz/vsON99s2LbNkMvZnD2ruesuA2iiUZXvGijMcddhuvmY0jawLlaSAJ+9e4vFiuTA\nXG5qjpbVZsBmfK5Xw+al7CwuUOx9eXHWaxGkL/c1gc1Yj/3MM11l/64UZLMGv18mq1isuMNoa3M4\neFAzOCihl+Fh4ULs2rVwj4fVIKT5fHDkiIwJFLGYyVdgCaqqNM3N0nY2mdRkMtKPoqurncZG4WLY\ntuJnP9MkEhbugszvFwb4QkTY6Wk5T6OjNu++K3pcjY0i97F3r0NzszjFUtmVpTjMlSTAZ+/e3H7p\nSkFdXfuqhryuVmzG53q9eBYWgFLqOWPMxyr67VcZNmM99q23DvLTn+6Z83etwe/X+V2Cwut1SKVE\nouNzn3P45CfhrbcUiYSF16uor1d8+KHGsiREVA6loaVKlo/CTLJfIiFls5GINFACQ3s73HyzkPuq\nqmB4eJCqqu1kMoq9e8U5xOMOg4OGqSlpWRqJwOCgRSbDjC5+pTBGdlqOI+E5YyCZhA8+UDQ0qPy5\nKJbVtrQYenoMmYyFzyfaUrOxkgT4bGfkVqPlcopkcpADBzbX/Q2b87leb57FNe0oAPz+ueGYax0H\nD/oIBLKkUqVhGE0goLnjDkUoJAKEfr+mpcVh/36L7m7hNjiOvAaK8XGDz2dx7pyD1sWJcL5y70qW\nj8JMR+SWzrp5AcvSHD4s7wmHZTL1ePx4PIZk0mBZVr5fhMmX2yo++EDR2KgYGXHwem2mp8WBGiOO\nw90p1NQITySblR/LgqYmIQSePevwzDMwMiI7r7vucjh8WBRwlZKx9fSYgjih6zBXEq6bvXsrtn41\n+Hz+NU1uV3pBcKXYjM/1ati8nH4WHuDXgY8BLZTkLowx91R8ZOuAarfr/SbCRz5Szb//9w6PPw7j\n44rWVsORIyIaWFWlCglaYwz791tUV2tyOUnQtrZqbFsUYYeHhc9w6JDrAKTx0JEj5b+3kuWj8x27\nXF7AnUwtq5pg0FBXp/IaU5qBAaiuVmQywnbv6ZEOfYODObxeD+3twtEAh+ZmkVNPJCQXUl0t4axY\nDNJpQ02NYWRESoqnpxV+v+K11wxer+HoURlnIkGhKqrUYa4kXLdQKe1a39+VXhBcKTbjc70aNi+n\nGuqPgPuQ6qf/CPwO8GvAX1d8VOuEkZGRTVc1MTk5woMPNnD77brQZCidVvT3O2hNnqin0RqqqzX7\n98/URjpzRmL9TU2Gri4J+wwMGHp6YGjI5uWXdaEfdumqcjWS3Us5tjuZ9vYOY9t1gIgZ5nKKwUHF\nxAQMDSlGRhSxmI1SslvwejVVVQ6dnSLp0dVlE48b3nlH8e67IDIh4vA8HpXXltKEQtJ0qrHRMDlp\nEY9rIhHJqwwNSf4EZjrMSutHuVjr+3s1FwTLwWZ8rkdGRip+zOU4i0eAO40xl5RSv2+M+apS6kng\nT7lGktzBYHC9h7DmCAaDJJPFcs7GRkVLi8Px49DT4xCJyMq3qcnQ2akKTX/c3tMHDypaWqRM9swZ\n0WR67TWFMTaBgEEpi2eeyVFbO3NVuRrJbjfskcmoOZ3xZsOYICCvDw9bvPyyoq/PZnxc1G1HRihw\nEoQEaNHQoPnMZ2RnNT6umZhQnDolKrRFyOfPnrWprlb09lp0dMCePZLvsSxTcGKyo3DHs7p8C1j7\n+3s1FwTLwWZ9rteTZ1ED9Od/TyulaowxZ5RSRys6onXE+Pj4pmN6jo+PEwrVFur/3damtg233AJu\ni/XSXtWzY+Fua8+9e+HsWc3UlIRlOjpkoh0dtXjuOU1dnYXP57BnD3g87nFMxeLYbtijtDOeOKW5\ncfN0egK/v45gUHHxojSHqqoS/ohInsgxXfVZUaKVyW9qStPUZPHee2BM+cFLQtwim4VoVDM+brjj\nDk1XVzE81t4uY5P3zmR/r0Z8f63v7/WUYy/FZn2uK43lOIv3gduA14E3gK8opZLA5YqPap2wWZuk\nLCXssdB7WlooVPi0tmqOHnUYH1fYtqyyBwZEORakzDSR0Nx7b2Xi2I4jneqiUZXnVsgkbFkS9giH\nDUNDiqEh4Yq0tkoeRevpwuq+vl5RXS3NoWxbPltbW0xagwgn7tghoaWqKsXwMFycXUheAqUk8a01\n1NdLQybLMly+nKOpqci9aGszdHdT6Prnsr9XI76/1vf3aoXTlovN+lxXGstxFr8FuAWEvw18Hahl\npn7UhsZmrcdeKeLxYoWPMYrbbze8+WaOwUGb6WlxFNLvQlbt8bgNOBWJY1+4AN/+tmJ42CaXM9x5\nJ4DsamzbMDioGB4WxwUwNGQRjWp27WpnZERCVbbtsHs3gMiZSzjOkMsJiU5rww03wIMPigy6yJOT\n7643F5ZlCoq7bmltNiuChxcv2uzfr2dwL2Bt4vuLXeurpXqp0tisz/WahqFKuuSV+9v/nf93US1c\npZQfeB6oyn/n48aY31PSi/I/AJ9H9Km/boz5/5Y+/Mpis9Zjr9Tm2RNddbXi0UdFAgQUf//3ksuQ\nMlVwQ1uViGP/3d8pxsd91NSIltUrr2Rpb4eODgmnhcMyaUtFjkzyg4OKRCJKMLg1z4NQ7NypOXHC\n5GXMDffdZxgfV2Qy8NZbmpMnLb7xDZFJ/8VfFMdYPrJh+OQnc/mEuUiD9PUJV+P0aZEFCYfh0Ueh\nsZECo3ot4vuLXeurpXqp0tisz3WlsdjO4luLvA6y/Nm5yHumgfuMMRNKKS/wolLqx8ABoBvYb4zR\nSqm2JXzfquF6E2JhKAAAIABJREFUid2VYb6JznUiN99sOHnSIZ2W/tc7d5aPY1/JyjaTsbAsmfCl\nT4WirU3T2SnHU8qQSBiUUjQ3y6RsWVBVVQ3IhChNmxR3323I5UAp6dIXjcKbbxouXrSprfVg2zA1\npfnBD7J86UuKw4dzPP+8Zni4yFHp6sqxezc0NBjGxgz/63/B1JSV30UokkkPTzzhYWoqw2OPSbdA\nWJv4/mLX+mqpXqo0rj/XlcFiqrM7KvElxhgDTOT/683/GKT09kvGGJ1/X6wS33eluN4k5cow30Tn\nOpGuLqiqMuRyDp2drhOojMxFW5vD9LTF5KRGa0Vzs1NgLYfDIoQ4MiI8kMZG4TgEgxCL+RgflzDR\nTTcJq7qoBCvltEePilptJqOoqRGWt20rlJLOfbffDl/5isM3vmEYHbXx+Qw33igkwJYWqaASQiOU\n6roZA+fOWfT2Otx+e7Fc1j2PjlNUqK1kGGixa321VC8tB0tZYFx/riuD5eQsVgSllA28CewG/osx\n5jWl1C7g55VSPwcMAb9pjDm/VmOajbGxMRobl97j4FpAJWx2E5mOI6KC4XBpPweZgNraSvs5yERe\niT4PX/oS/NVfZYnFbHw+zSOPFB1MNKro71e0tFi0tgoBbmrKIZFQOM4YVVUiXR2PSy8Pj6f4Xa7j\n6+pyaGyUqid3Ag0EHDo7ZVLdtk12LOPjwlzv64PaWjeXIVpRs0PHPp84nkBAqsNcrHYYaLFrfbVU\nLy0HSzlnm/W5rjTWzFkYYxzgiFKqEfieUupGJIcxZYy5VSn1CPDnwEdLPxeLxfjyl7+Mx+PBcRwe\neeQRHnvsMSKRCIFAANu2SSaTtLa2Mjw8jDGG1tZWotFooVxuYmKCUCjE0NBQPhzRzNDQEPX19TiO\nQyqVor29nWw2SzgcpqGhgXg8TkNDA5lMhnQ6TXt7O5FIBJ/PR11dHYlEgqamJtLpNFNTU4XX/X4/\n1dXVjIyMEAwGGR8fJ5PJFF6vrq7G5/MxNjZGS0sLY2NjZLPZwuuVtikSieD1eue1KZvNMjg4WBGb\nBgbGqK1tZWpqlFwuRy4XwpiiTQMDYlNvr9hUV9fG8HCUVCpAczOMjU1QV9dOKhUDLGpqmujrm2lT\nW1s7Fy9GUMpLINAAxHn00Zk2DQzIdTKmjkBghFyuGduexLKmqKlpZ3p6EGPEYfh8I0xONpPLjZPL\nZWloaGdsLILP52d01MeOHWM89FAL58+P4/VmyWTauPdeGbNl2UxNJbGsNpqbh0kmNR5PiEAggtdb\nS1cX/PIvj/M//2cHnZ1xpqct3n67hYceiuDz1eL3Z0kkUkxPd5BKDQJeamsbSaXiVFeLTdnsZMXu\nPcuyGB0dXfDeq66Wey8YbGVwcHXvvUrYlE7X4PP5SKfHCARaSKVG59jk8/no6+tbk+fpapkjvN7l\nqCgvDcqYtd9qKqV+D0gBvwz8b8aY3nyye9QY01D63ldeecXs379/TcYVDofpvBYyestAJW3u7y/u\nDED4A+VEBed731JCCjNLTAHmX33398MLL6hC69SmJs3evZqODhgbC9PY2FU4xnx8jHKYPYaBAeks\nODjoQSlFTY2o8h44YOjpsejrE8Xe3l5IpSAQgE99SrN160yiYyxm8lVli9t2JbgW7++l3A/Xot2L\nIRwOE4lE3rz//vtvrdQx12RnoZRqBbLGmFGlVDVwHPgD4PuIhMifI5pT59ZiPPMh6xbVbyJU0ual\nxrznb5m6eF3+ckJVnZ2we7fhwgXpk93UZAgGJdwyPJwll2OGY1gqJ2B2uKatDbQWLkU4bBgftzDG\ncOyYoavL5DW24NgxYXAHg9DeDpcvW8Tj8v1KQWOjyofy5P1tbUUWeSVwLd7fSwmdXYt2L4bVsHmt\nwlAdwF/k8xYW8DfGmB8qpV4E/lIp9X8gCfBfXqPxlMVmrceuFJYa817K++bbZdi2yQsZkie26RI2\n+UzYNnR0zJUJt23Dnj3t+baqy8dsx9LbK7uDy5fh3DnJbfj90vf72DHpluc4IjK4d684ARBCoOvs\njJGmUSDHXg1ynnutZ5/b+XqFbwQsxclv1ue60jyLpfWTXCGMMe8aY44aY24yxtxojPm/8n8fNcZ8\n0hhzyBhzpzHmnbUYz3xYjdrkqx2VtNl9cLu7zbwT+Oz3ueGf/n6VT3rLe0oTl1LiKn8v9rBWhcol\n97Xy31Vef6mSdo+OGrZuNZw5U9wJ+Hw2L79s4/NBS4swyw8cMGzZItpQIFVZHo8uyH1If3FVeF0p\nl4dRLAqYfZ6WA9fm2ee2p2fm/xc6nxsR15/rymDNEtwbAYFAYL2HsOZYb5vnq2ZJpxUffgjT0xZV\nVZodO4olpuUql+ZbWc63iyln95UymBsbFfv2GTweybs4TlEmRGtTaEnrVoRFo4bp6aLY4VJ6WZQ7\nT4vlWWbbU10dyP9djqM1DA1BX59NNCrCiG++CV6vxf79Dp/6FPMQDzcW1vseXw8EAoF1FRK85mFv\nlL13BbHeNpfLQTiO4cQJQyzmIRIRzSmPR/PpTyu2bJGQ0lL5APOFKcrZ7U7IliVlt4OD0NGxsNMY\nHoZvfcswOWmTzTp4vR6qquS1xkaNZUn5bGm4rLNTchvFZPbivSwyGdGjEo0raG6WUmXbnr9sdLaD\nSSZt2tqKDmloSM53JKKZnrZ55hnD8LCHsTFDQ4PNCy9k+E//aeM7jPW+x9cDq2HzdWdRgmQySVNT\n03oPY02xFjZnMtDTw4xWoi5nqNxKOhqFqSmbDz+EZNJDNmtoa7Pp78/h90NLiziM2RPqcnYG5ex2\nHVcsBkqpQvhqvryB48Af/iEkk1VkMrBlC/T1ZenutvD7NXfdpaivl8ZKc1f95RP18zm30VFDImFh\n2zKusTFxFO64yiX7Z39HOj0ONOVlUAzhsMXYGFRXW/T2wuXLNhMTCp9PkU7DhQtefvSjLF/4Qvlz\nuFG0pMbGkqTTTVf9OCuJZDJZ8WOuSc5io6C1tXW9h7DmWAubT50SAb+REcXQkMWpU8XXit3s5N+W\nFiH19ffD8LDKE+ssPvxQMzFhobW0cS2XG5kvz1EO5ex28xtunsDjMTPyBrMRjUIiYVNVpfB6ZeVv\n24quLs399wtj3Oeb6yhKvwuWxpZubJTyW1fCpKlJnMZCx5j9HXV1Lfm/u8l/Q3OzSLorJTsqpcDr\nLbaPnZycf1ZdzvleX7SyMcZZOazGc33dWZRgeHh4vYew5lgLm6NRC6XkYVVKEY0Wb7vZSfF4XHpg\nNDRAJAJ9fXDpErz/vocf/EBz+bIkuMsleOdLDpdDObtdxyXcI3FcC03kmYyEzEZH4fRp+b6qKotY\nzObFFw1790qPkNmTk5vXGByUCirHmVsRNjuhLSW6hlDI5KVETF7WxMxIkJezx33dtodLjq/yISlN\nfT3U1jr5EJ/kMjwe2SnV1MyfSV/O+V5PpFIjG2KclcRqPNfXw1AlWA+C4npjLWwuF2pyHCHNnTkj\nvR28Xs2ePaLj1NIirUuNkYfb7S0xOOihvz/LzTeXLyldjrZRObtdxxUKmUJ4ZfYk7E7isZji3Dm4\n7TZ4440syaRFdbXFXXeBz6eYnhaJk9On4fnnbb73PUMsVpQsD4XgwAF49FGdn7RnjmV2vkGcl4xL\nOBgzG1CVP+8zQ1r9/aXtZUV88cABiMU0990HXV1Ztm3TXLwozvrWWx0eemjeU7hqWlKVD2/pwr20\nUTSvVorVeK6vO4sSXA9DrQ4OHDCcPasLieoDB2TSO39eWpL290M87uHHP9YEgxbBoMORI9JTIp0W\nxrNbkqq1hW3rshVQy9E2WsjuhWr3JfQk/TEaGmQM991nMEZTXa3yYTSD1vDss/CTn1g88YRLLxKI\nTLr8RCJZ/s2/ETZ3KWbnG0D4IuUY8UtFqc2lDat8Ps3NN4vje+ABZ8mT9GppSVVaI2v79lbGxjaW\n5tVK0draytDQUEWPed1ZlCAajW463fu1sLmri3xZqS48rOGwIpu1SCbh8mXF6dMW587ZuD2vH37Y\noaYmRzJpMTZmUVsLW7aYfGvT8qvD5bCwr9Rux3F3QqKk29SkaG01dHVpnnpKMzRkEwhobrvN8JOf\nWJw44QHmD3v09Ni8/bbhwQdntpddjVV7qc2zG1bF4zIhL6ez3Wp1wqu0VHo87tp97e8oXERXITFz\n3VmUYLP16YW1sbncpGLbBq9XMzxsY4w4C8sS5rPH4+Ef/sFw8KCs0iU/4TA97fDwwxKnX+nq8Ers\ndhzJl8jOAurrYWxMQhw7dhj+xb+AwUGNzyd5hZ/8RJL0C8NibEzx9tuqRL59dVbtpTZfzb0rKu0o\nN+tzfZ1ncR3XBEIhyGQkPOX3S4VTdbWEampqhCz2yivefPWPSITHYjavvz7N8eNFGfS1LIOMRoWN\n7TjS13t42HDDDTMrsmxbA5KbqK2VcNTCMKRSUi1m2xrHkZ7cq92/2p2QRcBQQmOuk1rvstK1kErf\nKGW/VxOuV0OVYGJiYvE3XWNYL5ttG7Zvh09/WvPgg5qdO3OFipVMBqqqJKltWfJT7INhEY3KJBeN\nKk6evDL5i/HxiWXLZziOtG49dw7OnVNcvChtV0vhViANDsLddxtCoYUE3QyHD2vicbHj7FnFwICq\niLTHzHHL8cLhVOF4peNUyv3/1VFWulTZmKWi3D2+ccp+rwyr8VzbX/nKVyp+0EpiYGDgKy0tLWvy\nXX6/H49nc2221tvm2lpxBrfcAu+9l6OqytDY6HDLLUUin8snyOUgHtds2SITXl2dQmtFXZ1If9fV\nLf17x8b82LY3PxGpJX0+lYJnn1U8/7zN5ctehoaKITH3s5YlvztOkQvS22uIx4tihpZlOHwYPvKR\nHD6fRW2tYvdumJpSTE1JCAvUjLHV1EiZ7dmzivfeUyQS7u6FfF/z+XH5MkQiimi0mvff9zIwIMfr\n6JAEcn09BY6F4ygaGhY+ngvHkfLm0dHiGBcby3qg3D0+OqoKTmi5dm8E+P1+hoaGBnfu3PlnlTrm\n5poZF8HQ0BDd3d3rPYw1xXrb7K4iOzsNX/2qqMgCvP02DAxoXnwRMpni0jKX8/Lf/3uOX/olQ0eH\nKRDnpqdVPr+xtLDC+PgQweBWYOkx+1AIXnvNwnFsqqvB6/Vw4oThvvv0nM+6pan33gs33qgLK1el\nFJGIIhIxeL0iteE2cdPaUFsrO4vZ+YRo1BCPK5JJhWUpxscN8bh8z2KVQtGoOJeJiRh9fTvQWufD\nZWZF+YHV7uxXKZS7xzdiC9nloNKVUHDdWcyAUoslI689XE02lz7Ara2KW24xBAKKp5+WkJTXKw5g\naMjmqady9PcrDh821NXB+LhoLS114rIstezae9uG6uqiVMnkpOwGEom54RI37u62lD14UCbXWEyY\n3TfcII7twgVQysIY6fvd2amRZkizeSmyi3IT07lckdHtOirHEQLjq69KpVko5HDPPWKjtJK18Xjk\nGMPDFoODmo6OIncjGJSKrP7+pTncqzlJXopy9/hGbCG7HKzGc33dWZSgubl5vYew5riabC59gL1e\nzU03WUxMOIAqsIUzGVmBe702b75peP55i8cfz/FrvyYcB9te2sS1dWszyeTyJ4sjRxx6ehSiAK3Y\ns8fJs7RnOqdyCeru7pmdAx3H0N4O77+vcRxFKKQ5dEg+Gw7PbIIEppC70VrGbFlmhpOLRuH11xVK\n2fj9MDJi89JLDvv2Gc6eNcTjzRgjwoZKwcgIbNmi6OoSpzQ4KE5KQlyK1lbNkSMLSc0vf3W+Honl\ncvf4ahcQrDeam5uJxWIVPeZ1Z1GCoaGhTcezuJpsLn2AOzvBcTS7d1vccIPDe+/ZZDLCbwgG4b33\nFPG4BMjPnbPp6Znma1+DQ4eWNnElEkNXVHv/mc+Az5djYMAmEHC4/34KK/3SFf5SJkTbhq1byRPy\nZoexZjZBchxhcGezMDIiE35Ly2x2uSKTsfD75f/GKKambDo7Hfbt09TXR+nrq6G+XlrMNjVRKCpQ\nCiIRC59P9K0A4nGLaFTPu0Mrde5Flnipk55r/3qErq6me3ytcD0Mtcqor69f7yGsOa5Wm20bjhwB\nkbnQPPWUIZm0GR+HVMpw4sTMTOrQUBV/8ifT/Of/LB3nFtspXKndtbXwhS9AOCw7nnKr6kpMiFfC\n4LZtES50HDufsDb4/U7hXNbV1dHRIbwQ0ZWaGe4S4qRVEBIsiiouLiciVVbSwTAatcjlDNPT8MQT\nNu+/D01N8JGPOHz606rQKfBKck1XguVe62uhrLa+vv46z2I14ay0RnED4mq22VVGbWuDiQkYGXHQ\nGk6fVpw4IQnkUsRiFqOjTiGUsxBWavdCMW83ZBaPy45DSlNNofx3abuO5Yd4QiE4csTwve85TE9b\ntLU5PPigezxobnbYu7c0DDbThn374Px5TS5nYduG1tZimGuxcTuO9MdIJERZuL/fcP48nD7tZXpa\nck7PPutheHiaf/WvXEcq0uvz5ZoqNWkv91qv5e7HLWu+fFmafdXWKjo7JRzp5sau7LiVf66vO4sS\npFIp1qpM92rB1W6zOynv2iXhF61VnuimgZkzx8SEIpdbOHTiYqV2LxTztm0RDSxOODIBdXZKAvr1\n11VBk+n22w07dsw9/pUkYG0b0mn4xCckWa61SLvLDm2uzbNtEP0tQzSqC2KF7vcuNoHatskTCxU+\nnyshIrwUd4LPZhXptE0iIXke25ZOgaWhsNKQVqUm7eVe67VM3LtaY319CqUs0mnD8LBFT0/xul0J\nUqlU5QaZx3VnUYLN2tj9asZcJVhobdU0NYlCbSn27XNDKRLjX2hVOp/dlVjNivaVTDQiLV4M57z6\najEB7Tg2r77qsGNH5dRaw2GZsD0eQ1MTZLMW4lgXv9a2PTcJXzz2whNoKATvvmsKsu3GMIOw6PIv\n/H6RbXe/IxyefwdVqUl7uff4WpbVulpjbvjPrXLLZIrX7UrQ3t5e8TDUVUihWT9cb+x+dWL2BF5T\nA3v3OoWH2OuVRHEo5JDJSHnqqVNSNeQydIXBXGRFDw6Wt/tKmL2zGdcgvBG3JavrNEAmb3fitCx3\nMl/eOOZjeIuNhq9+Fb74RZvjxy0+9znFH/yBhPHKXeulssUXa9Zk23DDDZIzaWqSsufjxx22bcui\ntYNSOXbsyHDPPYZYjDlM8nI9OZbbIGo+LPceX2hMlYZtC1dIpF4oVLn5fFfuKGB1nuvrO4sSeL3e\n9R7CmmMj2Dw7HPHtb0Nfn6fQxCabzbFrl8O99yqSScP+/VLZE48bWluFZXzmjEUwCK2thlBIkU6X\nt/tKVrPlwiXzhZFCIYeRETu/cjWEQuVn54XGUfp9jqM4edIwOan4u79TPP20YmCgaNvEBPzxHys6\nOnIcPz7X5sVCPa6jzmQUo6MSNpqvgKCzkzxnQ3IdBw/CPfdoQDMyUnQORWmRhZVuK8WFWO49vpZl\ntaGQlFBv2wYffuhQXa1obpbWwyvBajzX151FCRquJb7/ErERbJ49cf70pxaRSGlsyEM0atixQ8IH\nWhvOnzdcvmzzwQeaSMRieFjCK3v3wvHjhra2xrLfdWXcgbkTu8usdsNhrvDhsWPw6qsOU1M2fr/D\nsWPzHdUQiQgRz7JMvu/4zO/TGs6cgUjEZmDAcPash5GRuTuVdNrDO+8YPvvZhkI/9HTaIpXS+P0W\ntbWmwFGZ7RxdZ1JVJSKKLtFwcLCY04jHS8N2psB1MUZk5V3n099fPE+wuCOu1KR9Nd/jpaG/O+6A\nSjmohoaGiu8urjuLEsTjcQKBwHoPY02xEWyePYG7sXB3wtQaJicVliWJ2XPnwBiLy5cN4bCHSET6\nYYyOCgFOKYcHHhhi+/Ztc/IRV5ZYnt/BzF65J5OG48cBFq9WcY83l4wrjiQWEwKdZYkUei6nmJ6e\nexyt4Ykn4OMfTzA2FqCpyWZiwlBfbzMwoAutX0MhQzA4s1oqHFYoJecik4HXX7fQ2soTGg1DQ9IX\nY+dO6XQoxEE5fx4P+XyN2/d7fSQ21useX88S3Hg8XvFjXncWJbiaVyCrhY1g8+wJfOtWw+XLIizo\nPnzV1QatDcEgDAzYefkKi1jMwuMRmY7JSQgEROajubmxUKHk4kof7nIOxj3WwICFzyfhMMtafDXt\nfm5wUD7X3i4rdZePkMkozp41eckOlU/ouyKELkFw7nG19vL97zdh2x4CAUNDg6KmhnxnQqkym92K\nMxqlZCegeOMNGB+3sCzFhQsWr79umJy0yOVAKU0waLj1VsOBA9DRobn7biH4ueGm2d35Dh5cmwl1\nve7x9dTOamhouM6zWE1kZutNbwJsBJtnhyMee0yTSmU4f97CcRTd3Q7/7t8ZOjpkIt6yxcnX+kuv\njKoqRTYrOYKaGk1rq8ZxMnnGs+GNN+DJJy3efFNkRWprJe+xb5/DZz4DyeRsctrciW16Gl56CeJx\nG49H090tHQK9XllNDw2ZfK/tpeU/fD5xPmfOGKqrFc89p3EcD5OTcpz9+yXko7WEgVpbIRTSjIxY\nxOOKXK6YrK6tFcl3284RjSqCQRvQeSHDHFu3ihKuq77q2pnJSGXO0JDsBIaGZOcQi8Fbb1mMjMgu\nT3yMzfQ0PPecEBZvuEGhlGhTaS3HLNedzz2fK+VZLPTe9brH11M7azVsvu4sSpBOp9d7CGuOjWjz\n/fdDW5smEhF9o717DV1dxQfy4EHDqVMiFTI9naW21iISERbxDTcYDh9WDA+nOX3a8Bd/YdHTYzM8\nbFFK8nv6aQCb3/xNh927Fffd5+D1KhIJi/p6uPNOzeHDhu3b4eJF+NrXFL29HiYnFV1dFpcuaY4e\nFVkOyzJks+KYbBviccWPfmRIp22qqjQf/aihs1OUZNNpC79fZD0uXoRUyuKllzQ9PV5SKclHeL2w\ne3eOhx4y2LbkNG6+2bB3r0MqpXn8cUgkbKJRhc+nCuSuUGiSTEZ2I1NT4PXm8Hgkx9PWJpP16Kgu\nTLw9PZBMKhobJbkdDGqUsnjrLQnpFR2FIJeTn2TSZnDQ8OGHsGePQ2eny+MoN3nOVdi9Ep7FQu9d\nr3t8JWG3le64VsPm686iBFc752A1sBFt9vmk/wXofKnqzAfSff2WWzSPPALg0N8vq+KhIfJqr+08\n9ZTF8LCP+fvEWIDFhQswOmpTVSUr+LY2RTyexbI0nZ2Gb35T8corPrJZ6ZFgjDCWt241jI4annpK\nMT6uaG/XPPyw4pVXDFr78Hohm7X5x3/M8fGPG4JBi1TKMD6u8nIbitdegxde8DE+LgS3qipobJSk\n9ttva+66y6G5WRxQMAhNTYZf/VW4dClDT4/NO++IAqnIb4Rob3eorZXdz333QSSiaWsjn2Mw1NUp\nTp0y5HKyc7Asl8+i6O6GdFpTV2fle6HPVTZNp2Xyz2YNyaQk948eldfmmzwrwbNY6L3rdY+vpJpr\npSGs1eBZXHcWJYhEIptOcGyj27zUB9LtLxEKgTGGkZEImcwuHGfm6ng+ZDIygWstE6IxFn19hp4e\nwwcfWORykjOYnpaw0OgojI9LyCaT8RY6/33721lqaiwaGiymp6GqSpPL2Vy6pInFDJcuWZw8KbuQ\npibDe+9ZpNOqMMbpaZlIolGLvj6ZuO++2+DKH2ltOHrU8MlPAjiF1engoGFiIszExA7C4SwdHQrb\n1txwA/h8bmgIYjFxFF4v+cQ2NDTI7shxRKX29tvh4kWDZSlGR4vnyOcTe+rqJGdx6JA4DndFLGRF\nYbeLPhX5aqry1285K/OF3rte9/hKqrlWGsK6zrNYZfhWIsayQbHRbV7qAznbqdTVeamudvD7hU2d\nXaj7KfLA+nwSAspkpL92fb0wbScnFckkMybOiQmb3l75vampuNsYGbHZssXBsiSENjpqAQ6vvgpD\nQ+7jKOEmCUfpeYlyExMevv71HN/5joSaurs1v/VbzOitUarie/68l0BAc+utxRLX2fpQbsjJGEVL\ni0zsw8Niq9crUuo7dhhaW4V1bFluUl0qqbJZ4Qr4fIaGBmGRl2JwEC5cUPk8jmZw0OQd19xQy3JW\n5gu9dyPe4yutHFsNm687ixLULacv5zWCzWLzbKdSXV3Hz/+85hvfyDA1ZeW7zsnKWnIX7qOhqauT\n/INtK5JJC79fc9ttmv37NT6fVCqVOorZGBlhhjRJMGjR15cjmbQRCR+b2TpXIBVO5f4+Ex7Gx+W3\nRAJ+6ZfE6z38sOFjH4NDh0RjyOeDLVvqqK0188TDi/IbLS2SfBbH4bB9u1Rm1dVJJdaHH0oF1dBQ\nlsZGm3hcU1VlYYxh+3abTAb6+gzPPy8J7v5+Off9/fCDH1icOGGTTCq8XoujRx0efVTCa45jKG1o\nt5SFwFzS4NzY/nLv8atBdXalhMS6ujoGBwcrOqbrzqIEiUSC2tra9R7GmmIz2gyQTCa4//5a7r1X\nE43qwsRQXw/PPw/nzhlSKelo19ZmSCSkVHV83KG7W7Fli4RZAPx+8vmHpXyzxTvvzBVBrByEufvD\nH8IPf2gQfSHpvvcrvzJCLlfHXXcJEWw2kxqKk5Q4Ck1np3Aq6uoU584ZJiZsRkYUsZjF5cuKyUkR\nb6ypEWn4yUnJrSglfcctSxfav545ozhxwmJszC7srN5913DXXZq9exWx2Hy6VHNZ5K5zi0ZdJjtY\nlpVPxAurHSTcVVWV4ODB2vz7F3cCV0O72JUSEiudr4DrzmIGmmbvmTcBNqPNULS73EP50EPw0EOz\nYz+lDYpmPsAHD0ruYmxs4VaWRQ7EWkmyuTsTG8eBZ59t5cyZKr75Tde2ok3BIDQ3QzptGBhQhc/X\n1EiL244Ojc+n6O21uHRpZuUYCIdlclJx+TK0t0NdHVRXK8bGVIF3Im1h5f2uPlY6LY6nuVk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"text/plain": "<matplotlib.figure.Figure at 0x7f71004f13c8>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# size of the marker represents population, colour represents median_house_value\nx = housing.plot(kind='scatter', \n x='longitude', \n y='latitude', \n alpha=0.4, \n s=housing['population']/60, \n label='Population',\n figsize=(10,7),\n c='median_house_value',\n cmap=plt.get_cmap('jet'),\n colorbar=True)\nx = plt.legend()",
"execution_count": 16,
"outputs": [
{
"data": {
"image/png": 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ffz0qhobS0RuUjt5RUFAwKqFAZ7kKBXqBMqwGQX19PWlpXWsTTZsWZNq0ke/r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\nv9xm6Bhz+eJKn1nnDWrubDV86V6f//C8iwgks2ot7l97btbKGMhNhq/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Cq0L0Z3gGJBKJ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zLsTGj2j0WcK1o0ejRND1KBIbuiB/XLHwr4w7+KUawJ794XkHmDtBQRGHgDJftXuJ76443Mhh1X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\nlUmSDG9+0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o9obBojk4rYvqtCuO8pQixiro83ZxM7EmGrkPlsH91zLQqbbRYinzueeIqf\nfOA+7FibvO3jRJqx2iSPFzfxfxz9V9w+8SKOFdJ1tsEns9/gx7EyoY6TqzeYHhxjpmucs3cLptli\n//CL3J2o45CkrmrEdZb7sgmmPc2ZtoWHwXc0+7s9Gpbwf/5OyKOPaf7ibxw8JwQdwkACejU4CvIx\npmPCi8pi0DLEFbQ8KHnCZMliqK0pJoVgADKBw97uiKhlc1Pb5b7kxRImewqaHT0+83Uh4UA+8Vr0\nygvgvz/hYiy4e18E++CRH0OxorBqmq4lwwd3R/zSUMiPZi3OLCnsEI5XLPb0RliqIyj64qLNvSMX\nt/tKf1xqCostYVfP9Zsgfj3z/7P33lF2Hfed56fqhpdDd7/O3YgNNHIiQZAAo5gkUpJtWrJkW7Zk\ny/LIchiHM7ves+NZz4z9x56dkb3e47E9tsYzsmTJli3ZSpREkRQhghQpBgBETo1Go3N4Od1QtX/c\nRiIy8YAmgP6cg3O6b79br+4Pt9773qpffX+30rieS+bj2DhSqdQNn7WSOkzSu5Bn59VTaUgrNwUX\nzKG4UbsCL7Yj4GsE+VY3BVNTU8RisbnuRkNY3H8n4tln8LWid8tWkqITgGT/Nt7Iv0wsPk5d1ykM\nOiT7mtjwiE8uL5joEHTUttOUyfPt40/wV/s+wxPiaWK1GtrUPJR5gXK8E2eTjb2/Sn/2JC90PMg2\n71U0LocqS7h/YIL3R76DfVijbKiNSXrf3MGDd0qOW5upmSap8jTJmMHazgwZXaffiJHRGcp+jWlZ\npMdP0+d3sqbZY4eu8Jzv8mY2xg8mbeIC2jdoFhQ9HnfCPD0YxvVc6NbghyBpQEKQqwt2T8GUrxEG\nODUIVTXqMJS04E3LwKjD6qWKelRweMbgZRd2a8nH++skwxox6/tiyqAW4Nv50WETT3HawBRg7Qqf\nk6OaRd2K3WMGKxb4fLTXJZeH7lbFznGTfFkwaQtaExrLgLHy+Q9Gp+7Hl0ZMBvKSFc31K6o3eD1R\nGgqeIGXqOe/LlXIrjeu5ZD6OjWNq6jzj8uuOL2pkzYMNam1Lg9q5OZl3Xr8KbqUnsnRfH+sWLkRr\njWGfKQtT/diDdP2XFxlYlGJx2wjJDTZ2SxvR6TJyqeaoSuKEovSVBkkN5skaHfyosI0HzRfwXUHV\njrBn1VoOspi/6P80Hzz5TUIln+FoB9GZGn2jAzzS/RqhsAYJ1WIYtUTQP32Q9HGD7Ru2MZVsxlQK\nq1imtaUXoeKMGOM0oYjqEGHfYonfjkDwlszyV36RN052MlO08eomVtgnnayT2eQRjxaxJmJ0HB9m\nKLMK9gooKIRQ6KggqxWuVkSWKIbLEnVUUvGgUJPUBOgxGJ0QHOiWTAwIyjOCNxI1frAnxx//wm5a\nRBdt/rKLxvnouDxHVAFkmjWZ5mAJbpvyyOQ0YgF0RTUVR9AX89k/bLC3aNDToujrVOclx8OZ+/G9\ni11qHu9IyOzb53PwoE8sJrj7boNk8toMAv92wGa4LtmU8Xl/67vTt+rt3Erjei6Zj2PjSKVSN9zH\nCsR1Mwi9hZnTpcBbAse5kly2mwd5gXV8Ha/wxic2sbbpZUIzAiMVoU1XiPoeZdukU04zbEZQHhhJ\ncGsmR6pLkUKxOD/Ajuo9jIoufjSyhYl4F8/WHuNXPv1nuOMxVoq9PNbyPNPhbSghcUMW9WiEiWoL\nzlqLbC3FhK3ICUXEDdNXdMgsCJLTK24/h40RWrMGleGFrO+TYL/Kc+YxZibWkp1ZRO1YCDR4IYnT\nLCmnXPo7XZb6R4jvGWYovhJsAT7ouoAOhd8EpW6oLvTxPY1xzCNSc3CyNjocBgXViuTwAQKbOtOn\nkIOTbpQf7uning1D2DpKyTwOWtLl3oWczVNQCmquIBq6+I47Q0KpHozNTR0eb02FKFYDMSYFlGqC\nkiN4oOd8kXLqfrQNTifKXw0vv+zy5puKaFQwM6M4dsznE58IEQ6/s6mmbFXw3EETKQRRqXn/Jb2J\n3z3cauN6rpiPY+OYi1gaOkza629IW3NTQnpO+MKFDs4Lq6ugWq3OdReuOyNimlTfKGbZw04IKq5F\nrqmZ8OQUUV1GS4nUHqVwjL6Nhznx9aW4yubVk1t4ZWoLnmuhLQFoWtZOYOHwA/sRzHU+7eVx5BEo\n1XsohaJoJOXpBOGIz1BpMYNqAbmUTVyO0+JOMdkdZZQod7GUKGHy/mJKR0MUsgb3LsjSFH6NQW8x\no+VOGBNIfLSQ6LrALxjohMsEUbr7OnllZFOgYmqAIyGi4V6FMDQi4+N7BgiFLSuUp+JoIYOaLCED\nQgoqMii9YwvcQpiC5fNG2UI7EXrkCVaIAkIIPFHD1sFyiJRgykvbGCh9xvwzacNDvS7P+RbTFYny\nBd0Zxfo2j8Xp89u51vtx375AVAEYhsD3Ydcuny1b3tnHghTQF1GMOpIH0tdvtkprmMgJTANaLrD8\nerXcDuP6RjAfx8YxF7H0RI0Z83CDWrujQe3MHSKohP0rBCahGa31OiHE/UCH1vofAbTWv3ahc6/q\nE1QI8SiBtXyb1voDQog7gaTW+rlruoKbhI6OixeWvBUoiSxZ8zjatMjZSdKRPEWzBd+0GFnYSmKk\nSklGKYVj/Kh7I0v0ST70k3/PK3u2cKCwllIhhXYCKwOaFLWUzbjbhjctiTaV+bvkL1DIpPnQ1Hcx\npSKbS6KiAqfXIBWZxvN6WMQAE2TwDBOrWuekM8MboRqb9BoiCDKrHB4tGjRFfHyg4sTwFZwuZC4A\nocGbNbyTiv4TFpUFHjuHTWiVQf9MjUgojKQKzqsAVUkpmYS0GXheSYLXvk4gyDSIlI+Z8fBtyeQJ\nl/0leEN2svjOVjqTknw5jq+gIx584fdmNCNZgXGRGfZqXbBx8Vmu7q2KZc11Di6UeBp6wwr7wrPN\n13w/KhVYfZ1CSnCcdy5UUmHN72yp4ynIxK6PL5bW8LUdFiengoCuWezznvWXrId6WW71cX2jmI9j\n4+jo6JhfCpx7/hOBW8GfAn85e+wk8CcELuwX5YqFlRDiN4F/C/wNQUFDgCrwZ8DWq+vvzcmt7tMy\nYR3BFD4uJnujK9GOj2OGMPAoR6I8vfxxClYT0zRh41OuhuhLn2Dh3V9h+9AEr9S3MDzZC8sEcpHC\nscOk7s5Bt6Cq4hie5mvNH2T58SbWjv8Nmgq1+1McbV2IY4cxpUdbdox9qX5GdSdhr053eZis1UZd\nThDWHRCChZYGEqD6yWifZLzATLQZUVWAgRQKFdOko1k2RAeI25JHj2XoqPZw0LIAgdvsM1KV0KTQ\nPqA1/rQJ+ww4IgPvqzpB8aVmApGVA2qSxPISTU1ZinWT3IjF7hf6+dudgj/4tRqf32+jNXx8jUNT\nWNMT83jxdZu+pecnczsedKQVnWmN54M5K3JCBqxrU+Tz8IUv2CgF99/vsX79ubv+rvV+XLpUcuiQ\nOr30V6tpNm68tknsdORcQTWqoYaiEwiLa//QnioIhiYlqVnhtn/Q4L7VHtY1dPtWH9c3ivk4No65\n8LEydIiUt7whbV2gVuDNyCeAjVrrKSHEX8weGwCWXO7Eq/k4+m3gYa31cSHE/z577ADQmEXZmwD7\nrCTvWw2XOjUqlIgT1h4OEXakHsBzTZQwKOsYdTNMRJRJYFAliqE1mVwWT5k8kHyRmkhS3RAjl06D\nFph9LnaoRnd6CN81yXspjowvY0/nSdKRVuLpMmPJDvxpD0Qdq8PFSrloJNo0yIk0oVCdld4hnHAL\ntt9OWJ9RJ4b/MMvkDM/JNIllZXRIoByBHzGIWpJl9jCJaphQXRHuHic62E6ba1DRgmkDQtrHq4NX\nlTBpwC4Jh2dnrzxgiqCCZR2IAQKivT7V4QSphTUmvThTT68k5prs3KUpZAW2BIU+vQT4w5csYjVB\nuaTBFLgORKMa1xcsblU8tNrlS6/YZCuCiK356U0OyUhwfVNTEqUEsZhmZMQ4T1hd6n780S6DXF7w\n3vsvPpvz4IMmoZDH4KAiFBI8/rhFPN6YrXwazVeUz9cKeTyy9ER8PhNpYZnKXFO7pgyWHE8hhT7n\n93fCrTyubyTzcWwccxFLT9SZNo80pC3B+oa0M8cYnKlxfOqJMX7WsYtyNcIqAQy97U0sggogtwWJ\nRGKuu3Dd8IUHQlNXnVREFldKFCZVO46LjUIQURV818IxQkR0DWFoSirMgukRHom/QLTDYbzYws7Q\nerQpSadnWLLoKGkjjyF8IqrMYGkRP0otQa15kI3iTbyiRpcVWvtYqoTuBsP3cZUCQ4OCJitHBKhO\nT3DHmzuwNLhb3weRGO+XKXbYkLUinOj3qDkmTcInNuzSVANTCuKeBgs2xXwiJZ/tNZPeJCigpn2K\nJYG/w4Q3ZCCqTt3RCigTLC9mgQRU8gZWWJCbzmDHPFpbNWIUpBAMnZB8clMdTTDrBLCm32cmp3ny\nYZdvfN9i+26DB+/zefQ+j1gInj9gUnIgGtIoDc8fsPiJjcHS4OLFiv5+n2JRcO+95+csXfJ+1KAv\nsoToquDSQlKwbZvFtm3v4Ia5DM+beb5creCZU3jlKAcKEZ5ePMkimrAuYEKoZj9RLieSmhKadUs8\n9hw3kUKzbY13znLmO+FWHtc3kvk4No5EIsHo6OgNfleBapBB6C1iM/pt4LNCiN+B0zlX/xn4xuVO\nvBphtR34fc6tKv1bwPNX0cZNzfT09OnCmbcalrYRSCzdTNHLUDOraClQCAx8TFcTzlcx91XIlIY4\nuaqdWJMiJstk4wne6F7N+8vfYOvkTj7d/sfs7VrNirX7aAnlUFqglEk6XOD+/h+wcijJMVbQHJ9m\nQXUAX5p4WFiOS33CJqIreJaJihpsEjtpspLUnTi9h3bSWimBUlg7vo37yIdpweBXwhN8qVakJ+Th\nhjoxdYK2xQYnjy4kbRxFGxr3aCf1rM1SPJoe8IgsMNg1bPDmcQN7RlGdEVCYzQ/T4syjwylj8mCV\nEY3ESQoqHkRljaJtkvShPAXff8Gkt0vR0x2crDXcf7d/upEt6zxUFd6zyTtd98/xOJ1/JQW4Zxmh\nSwmPPXb+jNPAuGBgwiBjzrBu5fn3o1LQv1gRjZzvql724fOTIXzgQ80OHfb1yYUq4xMyqzh1gRYg\nhI+jBOpUIM/i5bzBzpKB1oK1cY/70pd2g39gnc+21T5SBDG6Vm7lcX0jmY9j47jx+VVg6hAJr68h\nbeUa0sqc87vA54E8wSRSCfge8IuXO/FqhNVvAt+YdUtPCCEOAgXgA1fd3ZuUpqamue7CdcPAIqrS\nOHoaS1QxUNSwCOFQ1lGS00VEwYfJGqrFZsnIMOmj0ySaq4TiUKlHmfFSdIqD/I/CZ/j1ez5L0sqD\nBOkFAs3WDlaszrFUC3Ujw1B4EeV0iM6Tg6RGJomYikSThxsLUSFBZ1uezg5NluU01dM8efwoxOLB\nt6lbB0DhsCD+Mr9qJ3m10saEN0rKa6HNhF9eH8WbWM3/+prJ8TGTSARWLtd8eI3Da7ZPb8an8r/C\nvL5PQs0H3wRmRZUkqFtYE0HiukWwK1ACiwSVmCA7E2JR1WKyIOiKaLrbNc//0OIXPurw1RGLvCf4\neK9zehamu1vzoafOnXm6e6nHl1+1qXsCQ8AjKy69m27PkOSFPRaRkOa420o4JVnedWaJUCn45+9a\njE1KDEPzM+9zyZxVYLmiBI4GS2imXHHdhNUjbhO77ToHazVqdoWWqMk9MknIP9fiY7wu+HHBJGlq\nQLOraLI0oui6hEUFnMlHawS38ri+kczHsXE0NTXdcHHlijqT5rGGtGWxuiHtzCVa6wLwk0KINmAh\nMKS1vqLktysWVlrrUSHEZuAuYAHBsuCrWuvbpo5GtVolmUzOdTeuG93uCmr2FBnHYsqs0VTLgy/w\nwgZKG0QmCijt0z8wQKJSIJyoYluQT6UwujTH5ELqYzZmvs4jg8/xVttKPN9CCwPPNwnZDkU/Rrtb\noxiZwTdsppM95Ne3U26O8PPPfpWu8RixBXsoNDWjp2zKbU/yuLuZLtvAyHQgJkdACLzNDwGgRB2N\nImPVeSI1hE+NVmcRBsGUUKlZkGwz2bYo+KJ2PCgeMPil9T57RiTfGZWkKwZeWeFKH6oSQgIiAlKz\nImtKQ0oFHljtwKCAZoPicJjBIshWWLjah7NmUKKGxtVn3OPKFfj+8xblSmAQ+tD9QS3AVAQ+vtUh\nWxEkw5pYKJjpeuEFk5ERQXe34oEHzszgHBo2iIU1tTrIeoXte1Is7zqzGl8oCcYmJYm4Rmt4fa/B\n4/edmfVqtTT3J11qSrAqev2GbkRI/jeni5fDbZQidVYjWehHzntdzhcY4oyIMoQm64rLCqtGcquP\n6xvFfBwbx1xZV8zvCjzDbI3jqtZ6QggxDfyiEMIDvng53XNVe2m01hp4ZfbfbUetVpvrLlxXTGyW\nOvcygUt95u9wJ/Pktk+xqlYh1ReGWJrEZI54tUwpHCHSpinGErjaxpIOpnSYsFspLEyQFDNM5ttI\nNeUIU8U0Lap+mLIbp9OrICNZFAYSn7odotUe4WsLH+Cpw/tZ/XIIs3sVEgOxbHbDqQT3oacQ+Wl0\nKAzRIJ/D0FFMHUNRBzSWTiE5k/ipdVBa9BRSgOcLnj1ksuuEQS4n6DA0YVtwPCHR3mwCki3AJtgd\nuMhHdimEDX7Vhp5TARO4CcUTT3i4RwRlIfjgw4HIeW/7GTHjefAPXw12CxoGHD8p+JdvWXz4J4PZ\nqbAFnakzfdy/X7J3r0Esptm716S9XbNiRTCOkxHN4KRg1wGTjT11Tgwb/LDdIJ7UjOcMOlMe0yWo\neoKoBd3t54//jbEb8yxkCbgfk0t9zPSGFILg/wkCHbswcmOf1W71cX2jmI9j45iLWJo6RNpb2pC2\nCg1pZc75JvBp4E2CFKgPEHwjbAJ+51InXlJYCSGGuEiRwbPRWi+40p7ezNwOPi0mNl08TvvIV9n1\n5e1EDY1E4A36rHjvBNHJAlN+hpawoqYjVNIR7JqDMiQRt4JKevgzgh3d20jtK1LoS1DLhImHyyig\nPTxCblkdy/AABRJCVpV0Sx5jQYzXQs102YKm8mGWDy07NxtHSnTTuXbeAoMW5yHKxlGkNoiqJYiz\nkrYTUVjcpRkYkRhS4yLYl5K8dlByeNJkfJGg7oExCbG8ptwh0VECIxFFsGXDFlhRF69oB8dPPdS5\nwS619XGfiS5Jt+Hhe+cPl5msoFQSJGfNLG0LJiYljgMX2vxTLgtMM3itYWjK5TN/e3CNx8t7woQs\nzVS1m6604q+/EWLTOo9oBP7++xG60z4zOcnyXp/VyxS+D2PTgngEUokbNxN0JUQN+Gi7y4686plx\nCwAAIABJREFUiQa2Jj3iNzjz9XYY1zeC+Tg2jrnwsfKEw7g52JC2IreGWcByYOfszx8jsJUqAXu5\nFmE129gpNgMfJ/CtGiRYc/wNguSu24LbyafFSn2MSO2rEJJoBdQhVvKxmzWdB2eom3ESpRITba0I\nQ2FnPUwfSlVBzTSwJgps++L3SHg1jq9bw8x7u6hvSOMZBm3HOhhePkiNODXPZtpp4Y3wHbQvGGaj\n8wracRltruAmB1mDf7pEzMWQWCT8FRf9+xPbXAZGBJWaQLfAXw2G2FkwiUiNFQdRExS7BIahaF7t\ngAI9IalmTZwC+FOS+lT0TDG+A7MN5yC1SjO5EyI1n3xK8MUvmixbpjlyxGBoyEBpTXevYtc+g1gU\nUinNksU+4hKJ1+vX+xw8GMympdOatWvPzOCYBty70mNPSCLdYf7lxeVUBVi2SXubj22Ci2TTap9C\nWTBTEDzzssn4tESieXCzx9rl767V+2ZL84HM3NUVvJ3G9fVkPo6NYy58rDTzS4FvwwdsIcRyIK+1\nPiGEkASWC5fkksJKa/3CqZ+FEH8OPK61Hj7r2NPAd4D/+k57fjMRDofnugs3DB3roaV/GeN7BkH6\nNHXa2IkmXOlQ3j1J9FieaKckeqKGafnouKBSNiiOwVQ8yqMDX2PVuiG8zjC5rin2TS5kV3Ez48lu\n8hFNWSeIukWGiz1IoRBSMRBdRm1NlOKBPSzIj7B/cQdJcyeLvGsrj5ArC5Z0B8nRABvHPHYpA5dg\n8kmGNCYQboNEqybT69M7YXDyhGBgVFIaEJRrAtoIkth9Ap8rrVnVozi5Q6JdqLT7PPecTSIBhaLA\nmB1dr70Oy1b7OK4gmxP88EWTDz7pYF5k9Nk2/PzPO9TrEAqdX1x5w3KPLzwTpTUSxfFBmJpsCTIt\nUPcgYqnZJVDIFQUT05LUrBP8nqPGaWFVc8DzIX5+6tO7hspsapvZGHutC3I7jevryXwcG8dcxNLS\nIZLeZb0vr4jy5V9yM/A0gcN6C/Dl2WOrgOGLnjHL1eRYdXG+MVYJ6L6KNm5qIpF38TdQg5HeCL2P\n/AytS59G1bIk28P4vqDuefhb0xzbPkpyooApy1RkDJUxyWVNVMjAdSzWRIbQCop9KcJenZV6gJk9\nJuX8BMWlG6gLC8dtoi5DgEArge/ZTMtW3ui9g+lIK05HCG0MssDbcNlZq4tRrsN/+06I33hf/bRb\n98PdHl98y0Z4grIIVvxcF+wKpA6aLIgJtkQVb9qKk5bEbSEoZJAFmgjueh+a1iuGPqeZnDCodoJ6\nxcKogTMezPKZQtPSpomYmolxQevS4H1WrvCZmZGnhdOFEAIu9tk6PCXZtMLD1iFGJ4OlPm1BR0az\n94TAdQ0GxuD9d7l0ZhSlKpyYMKgqMFsg/6KgXISQE9R07GjW/NRW95r9oBqJo+CrWYtpTyAF3Bf3\nWDObbD9SErw5YZCb8HEmNdGoyZJuzR3L/Xdkv3A7jevryXwcG8dcxNIVDnnzsprhikhc3pz8ZuBX\nCFbpXODvZo9lgD+83IlXI6y+DnxdCPFHBF8zvcD/MXv8tiCbzd4+u16EjTajhJb/LMKbRqkRBILa\n+DjKsAmtbmV47x78QzNM39uOcCzG63HCo2VajxzGXupRWRDF8Dz8ukZ6HjIk6Vijic9Y+PUpSnYS\n35FIBY60KYo4SEUxnGaqtY0l/gAHrRzD8gS9avF5XayKMrYOY1xCdMVC8LsfrBE5K5dpUULznuUe\nz+y3SNY0JQlxF5rCGmGCd1TzQs3EE9Cf9CmuMHBqIqjTkAXDAZnWeD/SHD0o8Fs1jAr8mkCclSrv\nakGuAtOeYLIsmIkq0u0aryJZF/PZudtgy+ZLezZdiIgNSgnaU9Pcf0+Kag2WL1AM5yQ/ea/LTEFg\nSlCGoFwVeDLII9tXlrTamq6y4M1jBqvafBakYLogeO2wwZYVV9+X68WLJZOiEsRm/2u3lyyWhetM\nlAVfPWzx+u46L2UNyq5NPAebbPilJyTvvevMkqLW8MM9BgdPBo309/jct8Y/bwbwthrX15H5ODaO\nbDZ7w99TA/5FTIVvR7TWdeC/v+3YD67k3KsRVp8mUGp/STB7NUowTfYfr6KNm5qWlpa57sINww/1\nY1ReBcNGmy34BNeeWtFHfscOZK1Gy7Juhl6EijFOgQju8wcxTpioagnd5ROu1Jjx0oQcDz1jkkor\nquOCwoIZTMPHkB4dkTHyXpqcSGEZLkoaOL5FnShlJojlh/h+ZIRfcs4VVqPGECPmEFEdY6Vz6fIJ\nkQskiP+f6+rc1ezx/LBFWiuWxzSHdgqeed7kZN2i1KmxMoKVPT7Rt8AJKfwOgVmFhcsU41OC8luB\nwEEHPl04oE+91+znU8kSENJUuyQ5V8II4Cp2dvh0dWu2bIa6Cy/sNBECHljvYVvn99fz4FvPWszk\nBN2diu6MYjzbSs2HaATuW+vx+edtQja0NQXSzvXgwJCku00hogL3mMFIQXB8l8SRgkJZ4Ec9EgZ8\nN2sRcjUbrHdH/lXJF1hnfcYrDXUNPx4zOTni8pZtUVUmhiGodcIbo4rOVwzes9E9Hb83j0r2DRmE\nZ/9P9p4wiEc0m/rOvcbbaVxfT+bj2DhaWlpuePK6pW06vEUNaetW2B8qhPg7LrJ5T2t9SZPQq/Gx\nqhE4r//+VfXuFqJYLN4+zsJGEm11I/wpEGfdJm+9RcqyiGdaGMWk9fH3Yr70T9QOvIYVV5SKHlN5\nn8M7+vjE/Ydo8rMU7ST7OhaTz0dJRiqkBhTjrSEsocjbNliapMrhCBuPEPVQFE9rtAuOssl6P6Yq\nFxJRPae7odAITjl5Xx7P45ycJiHgsV6fx3p93jhm8PUdJttfNBkbkpgmRIuQmAic0JOmJqEhX4O6\nL7Dq0O5qiknNTB1UDmoRDSEJrghElQaiBPlYiwRECAzHq4AtGRkK8TfPwd0bXF7cbVJxNZYtcV2L\nJ+45P5H7pddMxqcEtgWHByQPbfUQHVkiiTDdGY1lQmeTZjQnCFlB/lRfp6ItrXnrqGCsJJECjuQk\n2hCgNCFLcChtUC4KHljl8UPXolU6dBtzv3Nwedjn+wWLuKHxNSQMTVwCAka0QNd18IsA4YFuEUzm\nzn3aPjp6RlQBREJwZNQ4T1jdVuP6OjIfx8ZRLBZv+Hu6wmHGbEzSfBO3xCaGtxdO7AA+BHzxcide\nsbASQrznYn/TWj93pe3czDjObVMWEQA3+QR2/p/Ay4ERnT3oQkhjKIv2x/+EjlgL+oMPY/7hr7P7\n6R9juApTC0oncvz5/xtjQ6xAc6rGyKc2Io+PUNce4VV9GPFpWNNJmDpSKCxRx0BxtN4HaLRh4GgD\naQqqlmS/2M7G2kcQs8t+XX4vKZUmrKOXvY58XvDlL9v8m39Tv+Df95yQ/HifRcERNMc0RUdQcQXL\nbJ/V3YoNixXPvGliGGCbilXNPn0LFC/VDfa+LikVoSmqySZmlwtPVW0JE2THn0qX8Gd/LgAhycBB\nm3/3nwz2vlXH8KosWgK/+OnYBftYrZ4RhoaEWg1aknUWdpwRQU/c6fLDfSYzRUFfh2LriiDnaHzG\n45nBMLlK4KMlBCgLxgqC7B6D9g7F3uMao63M/dqk+12wHLAiolDa5UDNICLhwaSLFLCx1ePpE5Jw\nRSOzGl8LLKnRCu5Z7Z8z2xe2oVg7U39Q6QvPXt5u4/p6MR/HxjEXsdQI/Fulyl8D0FqftxonhPgc\n8H9d7tyrWQr83Nt+byWwUDwJt0am2uW47XxahI2T+iiyfhCjtgd0FVZvwjtQR/U/iIy14Bs/RrUc\nYN1nHyS5pc7O/28Ap6qIZUKYVpliPUSnMDD3DOM5PqozSr50gNB3yzitEapt7UzTgoFP0i+wUb3B\nq/nNGBHFuNVF1HJJGSNkdYWCHCKlFgVdQxDXV5bPkUppPvnJC4sqgFU9Ck9Dc1QxOiTIVQW+hqMI\nHk1rFPBT24JZpHJF8Pi9LsePBen0m9crEnHNZB2+XZUc/bbAL8hAWAmgTiC0TiVVn5os8UDXBUeP\nKYTSaGExPFCnNFQlmzVJp0GclQx0950eX/lGiEpdk07Cmn6F1ufej6YBD609v7Zg32LFfdMe9bcM\nqtMC3wBlgO8KIglNJqKpFwzaxiT9C2dngt4FrIqq89zhF6c0v71O8XvPh6jEfeq+QNiSj7d6/NqT\n5177tpUeX95uYc1+yrke3Lvq/PjcduP6OjEfx8YxFz5Wtrbp8hpjSelc4UrCTchO4IHLvehqlgLP\nSXIRQhjAvwdu/JzlHHFb+rQIiQqvRIVXBr83AYsDneDLQyjzLYSOgtXKoo99hMSKExz78gmqhkBU\nX8LdN8HYkSr2dIFo3CBnRslkVlOc3kntaJVie4K4KuFqC0dZ1LHpsQYZLbTiJQ1mRJqV9lEsL864\nnDotrK6Wi1kbANzZ5/O+exye/55F0ZdoKRAayiFBW5PH0IRJpSYwpGbpAsXSBYqFXYqZGYuJKfA9\nwZ19imTG4dVOg+O7JOP7JZ4LxXENWQNSBHqlCkHj0NPhU5/SaMOnNeEwM6N5+nuC196EpUvgd39T\nY876DKQS8EsfqVOpQSwSeGANDl78fqy78Mphg7G85NC0QSSked86H/fHgiklySkwDEFbRLM0pFli\n+9wvLV56VXJ8WGKYmvX9Phv6L/wBuf+w5IWXTDLNmqeedBtSDPlKeeOQxVOtipEmSTql+OQdNRIX\neP/mpOYTjzrsOmYgBKxb7BO9wC7M23JcXwfm49g45sLHyhEO4+ZUQ9pqo6sh7cwlF1iliwIfBfZd\n7tyrKmlzNlprXwjxxwQzVp99p+3cTMxvJz4XbRwORNVpTHJbejjS/ylqr75GeGYjSyb/lOMnJim8\nMYH9RC865lIpzUDFxYxBTJewvTolkUAKn4oKB/vqDIF9YJzOTeOElIuja0ybI4zoH5Nxl2DLxibK\nrljq871WEx2HsK9pTmmkhkpV8skPOUzOCCJhTXI2hcSy4MNPuZQrwdKcYcHJ12ysqGDhFk14gaYj\nqnj9nx0m91nQa0JcgK8hC6aCn/moy7b1VT77/7iMjmrCSZtUswUG7N6n+Z//KPiVnzurjp4BibNW\nCi92Pzoe/P0OG9cH2wR8zQtvGthVaBZgVBS9HRoRF3RGNQtiip5mzciwZOCkJGSD1oIdb1jEwy59\nC88XV/sPGYRDMDYhKFcgcYNSazwfilVBNKRZZGqoi9OiyvPg6JDE9WD5IoVtQTQE96y89G7H+XHd\nGObj2DjmJpZi3iD0XN6+SlcmmLH62cud+I6F1SyPwq075/d27AvVH7mtCaPJI2YH45BUTGISTSTR\nDz6MeegZpnt/ntbPfZ3SV49Q/dcjpJ5oRXcNEUm7JFYI6u4UuXqcZmOCGdmKdmGs1op3qMJSdye9\nlk/EL1CuFqjXJ4mO/IBJoWmt9tLd8wl0ovmar+LlAYNjWYOt63yKE4LJSUnI0JgW3He3h5TQnjk/\noVsIiM8Kne1HTYSGh7o98o5gxFCUB+DntsI/jnpMnvDwPIkQgngaPvYxj0fuVaxZZvKlL5ns3O3z\nf/+pcbrETciGwRMSrc+3BzjFxe7HnccNHA9Cs/lGmYgmPx4k5S/tUKQTUHfgQ1sc3r/WDcxEBfz1\nPwe7Ck8Ri2reOmJcUFjdtdHj+R0Wy/vUDRNVECx3tiYVEwUBCFZ0BKKpUoMvfdOm5gQ5VT98DT78\nuEum+fKJ+PPjujHMx7FxzEUsLW3R7fVc/oVXgM/5S+43G29fpbsariZ5/e11A6ME6bm//k7f/GYj\nn8+TTqfnuhvvGqR3B779z2gdZGlPyyIVfz2ueI3dfoKohIUqivrIB+mY+p/IoRnq01W6f6qbzXe9\nwJAfpl8fZuhfyrzVfieJSJYxt4vuoRdZOvEm8V9eTLgCwvJIFCbJTGaJ+gbPTjxJSaf4rem/w9r6\nGyCvLeFy/5hB1IJol+bhBzz27DeISs2//8UarU1X1kbZEViz3UjZmlSXphIBa1jyMz8NP34DKmVN\ntAnWbNAsWyHZ/rpBteaxea1PR4cklxPkctDcrAnZ0NQqOT6oiUU1bW3nC4SL3Y+jOXlaVAEUCoKu\npGKiIqk6wSxW0tbcsyD48Dsl3My3PaxqHQiZC9HTpfmFD19Zgm25CvuPGMSimhVL1EWF4pXy1B0u\nB0YlIQOWzhaZ3vF6UGswFjnT9+2vmTz12OVL5cyP68YwH8fGkc/nb/h7OsJlypxoSFtdtDWknblG\nCNFEUHy5m8Bx/Zta65nLnXc1M1Yfe9vvZeCQ1voWKWR9eTKZzFx34V2F1GlE/SP45psgHI77d2Mb\nBxl3bExrhKElraTNQ4R7NEP9H6JjMIegwPGDAwjVRmfrGPFSDStmk3z+G+RjSaqxOK4H5uYMTiRJ\nTE6QrBcQjiLsVtBCsDr9IsJOM+wkWDIxgOroa9g1LVqo6enx6G/3Wb7ofDGjdbC7zHibCFmW8Tg2\nbROzg3MqjuDBDS79jyiOD0p+4gPQ3qZ55lUTpQNlEY1ojpyUuBI+/yWTg3uzFPN1olHJxrtjTAyH\n+Na3BcoXrFnj856Hzn0KvNj9GAtpporidB/jMY0tYVFasXWZh2FArSZIRM9c3+CwYGwCDp0w6GyF\nvgU+lbrgffdeWw2/Yhm++A0bKYOlumNDmicfvLY2DQmru99mmVAW54hAIaBUubL25sd1Y5iPY+PI\nZDI3PHkd5msFno0Q4h7gWwTVYQeB9wN/KoR4Umv98qXOvRphtVlr/V8u8Oa/q7W+LXKs8vk8sdiF\nt8PfrgjimN59VDUIu4aQ+4A6i8VbLLYdisuiTJhteLZEtQzRbkuSLUtxjj7DiNlGExWSiwWd3Sli\n+2tkUxb+nYvxOpaSnhwgbk8iDEHbzFQw5G2P1sgwhjuKz0rwrn1b8op2n13DBhEL8hXB8Izk0eUO\n39lhUSjDqiU+0zOCv/maTaEqWLtBsWqF4om1DunZ26GvVTNa9nj6qE1ryOf+hR6rZmdTli45IwJC\nlqBSn7U8UDAyI3ntoMGL382Tm64hpKRS0hzbV2PzGoN4PARo9u4zWL7cJ18ShGxY1KsueD8eGxDk\nBwQTFUFnZyCcolFoySj8qsD1oFwT3LPujBFpNi/4+rM2na0ajWJoXDI0KvnVn6nTcdYSqNbw+pRB\nS1ixOHFlXle7DxqYZjDzZVtwfFjiuFzQBPVa6G5XTOwP8r4gyMXqucKH5vlx3Rjm49g45mLGytY2\nPV6jKtRdfBf2TcSfAp/RWp+qE4gQ4iPAnwGbL3Xi1Qir/wCcJ6wIdgbeFsLKda/tSftW5XXH4GXH\nJFc2SSRXs9b8AoPKx5GS8VIbJT/G8vBBYmEfV0exwmFS94VZte8gmVA/KucQ0ib1znspNLUy0rIe\n1/OwSjlq1l5s20VEFE5M4NoRBpzF7K+uxC9EIJbg95RP5BqWA7cu8YnYmt0nDA6cMOhv8/nsP0RY\n0e4TtuE//HmYo4cMZqoCVwte36PYepdPuQ6fvM9BSqj7sMcz6FvsU/Ggo+XCqYePbXX52nMWlaog\nHtV0dCtGx0xKeQ8hgrp4aI1CMpN16e4JoRTsOygp/aNNOqVRGiwT1q306Tpr843rwne+ZxONacws\nhHohWxZYhuYnHvBY0eYzNi1Y3K1IxgP7gcEpyStvSCLhQCh1tWq6Wn1qNc4RVQDTdcGOcZOoqfnU\niisTtNGIxnXPLClKoc+b7WsEm9f6TM1Ijo9IQNPWrHno7isbr/PjujHMx7FxzEUsg9HeGKuVd4dh\nyzWznKC6zNn8E0H1mUtyWWF11pZDQwjxEOfGbAm3kd3CvE/LhdnrGcSlJo6kWuqlJ54gJyZ5rdBH\nQSZpNScIhRzGRQeW51FtK7K55kJfDXV0F5a3BNMMoTFoEhmk14+lJeFEB+6ub3FsdYhSbwiZVzw9\n8z5ej2/CT5kQh1LRYXdumP/aJOlNzyZe6jq28xXAwbF+GmTqstewsUeRMKGYF8TDUCoHhnkTeRg4\nZpCtCuqWQEtwPMlzewU65vLEOkF3k6biCzwtkDXN/u2ComXy+EaPTZvOFSdNKc0v/5SD68Fbu6v8\nwzfrDA4bNLfZFLIOvgLTDHysrFmPiNfeMDh0SDIxKUgmFWvX+sRaBLv29XJywqRSlYRD8NgDDkJq\nfB+aE5qf3eagFOdYIZxKwh8YF3x3l4Xnw5EjknxOsmmJT9jWmJJz8qC0hm85FhO+oDvtszRy5c7s\n6/sVA0Oa0UmBEIL777w+xZ6lhCcfcqnWgqXa2FVsqpof141hPo6NYy58rBzhMmo2pkbhIm6JXLvD\nBPYKf3/WsQ8DRy934pXMWJ3achgG/sdZxzUwBvzmlfXx5mfep+XCpIRmTAXFh5cZFmv9EBMzaYyk\nSUKXSYgCjrKxpAsoMkOdVGWIsXg7J3otWp0CWhkItZOB5QXGzeOcVOvpkstZvuhX6Zr6CpWIx9Ph\nx3ghdD8FP42rbLSEVHOOmSnJX0+M8odGDZnoQ6hJhJ5BYyPVUZTcdEXXsTCjaI4Hszzrl/t4NcHQ\nhET7gB0IDPSs16cFNdvEV0HeU9rSxKouf/EHJrUZwT2rBS8UDKJRnxUrzhciTl3x0ktVVvRKkFAr\n16ipFKpUo7Ud+ldaPPgeixMnNLt2B4ajRw77FAs+L/5AsXad5qmnhvjmM/08uM2jVIHnXrJ46idc\ndu0x2Lwx6NeF/KV8Bc/stghbwXWsWKbY/qLkX1+16MkolA/vudM9La7qwHFfEhGa5jbYaF95sWYp\n4anHXCq1YJbNutZ9yJchEr76c+bHdWOYj2PjmAsfq3m7hfP4beCbQojfIsixWgQsI8i1uiSX/Zg7\nteVQCPH5yxUevNWZzx+4ME+GXV53DSyCIr4u7+Gt6bcwYi4pWaauw6T9HKnxUSpmiGxTmuHMBhKU\nkFrhxmw61SRtTKHUIVxdJad7yFoDZLueosUrssh9kT2l9VSSMTzXwhDBUltepVkQOskJFWLf5ABr\nEn1o2YmSfUANZay+4uuwTPi5+xwcL9g5NzYlePpVk9IUbH/TQhjgO0HpRDMKCxdpups0WsPT363z\nuT8KMzYY2Bo8OyI5ckiSzUoefFBx330elgUvvABHjoBhaDwvmBla2ePTEtY8/HCYWCTE0AicnLSY\nKLpUquDbguFRj3KuBrUq+B4/eBaiYYuS9PH9wOPq+Khg+hWLugtDL9k8fIfLoo7zRd1YVlB3BbYZ\n/C0cBjsDoqYJhTTdHYqiISnXIRaCsIBNpse4kmyx3tk26ug7EDw3ivlx3Rjm49g4YrHYHDivWyz0\nOhvUWrlB7cwdWuuXhBBLgSeBLuAbwLcbuivwdhdVAMb1WMO4BTAFbDlrFkOzHFXymS6P0xI7zoLS\nEDPtKQpdHVTMOL1jEmkYwdIgLovrAyyoHaOtPEPFiOErxfNiC6/IXtrVCZ5IWsRSreiSga9MhNCn\n30nMFjyOWAWO12KsARAGrv3EO74ee3ZUdGQ0H3rQpViVzBQ8dp80qMUFOgKrl3n8/iN1DAnP7TD4\nk7+MMZ61sGd3BboeHDsmWbFCc+SIZHLS4pFHXHbuFKRS4DgG1aqJlIFQuXNTiPEyHDkhOTpkkIhD\nqSb4l50W4y6Up32onRI1AlCMjvqcnKxyz5Ywh04YDBYkLc2wos+jaAq++WyE5ZsU4TisNT0eS3sk\nI+cnjns+YEL3Is2mfp+QBZU6nJiUrOwJBOxW2ycodvjupV6H0TFBUzooY3SlzI/rxjAfx8YxF7Gs\nC5eTZmM2+fdxaxTj1lpngS9c7XmXFFZCiP1a65WzP7/dx+rsN29MgaF3OYVCgaamKzQ2us1J1Su0\n5JOM0UvIzDMsewjrMgaKeLGJoaYWDDP4onaxSVXL1ESEUb+dKdHG+/zvsa+2hqyI8kx2HSeVhW04\nRCmTpRkThRICo+4ToY40qxTaW5iUw2RUF67IofGxvQjm9OtIL4cfXYhKrQVx5dPdiSj89AMOrU0W\ndw15FIuCh+9xeeyOM8npnqtxZ2efIlFNrSbQSmCFIZEA24apKYnjnJ27JNi6NcHKlT6GIWhpMfA8\nh3/4loXvQ2+n5q2CQVYJKiGgrgGHYCHSBFxW9Fc4NlBlKiuZcmMUPMnIOLxWsomsDGTQydckyRb4\n3jGTv8xr7sr4/MHHa9RsOOFKlpkK2wgsDGIhzVRVkM9KwlLTlrxycTLXVKrwhS+FqDsatODRh11W\nLL8y7+L5cd0Y5uPYOAqFuXExml8KPIMQYjHwx8AGOFcpXk7zXG7G6lNn/fx2H6vbjtbW1rnuwk3D\nkrSLOyIRqky9zQ78nwwDhxDHu+qYOkhWEoDt1rGUz4xOUTKSaC0wfUVClagQ42Sol6KTJB4q01zO\nYlkORZ3E9BQZL0vKqiL8ZlanJEPmEd5iP5NEifllHhh8mrS/GCESmNVhdOUEbtcHrupaujOan33P\nxXfBPXK/z87Xynz1n5IUizaRiEZrQSajWbIkECemqWlvh02bNEeOQCYDW7cKrNmko3odKlXBY/d6\n5IqB63KxAu0dmqkZiXvOM02gzrZvTyOF5ugJjdGiKc6AE4FSi6TsgGFrqh7MHAZrGCYWCiZDkpMv\nC3o7NeVRyc6qYI1UbFzscWhGsnfcwJaQisORGUlL0sd1YWBQkkhoOtvfnWJr924DIfSsC7zmzV3G\nFQur+XHdGObj2DhaW1vnZClwkdcoYXxL2Fv+PUGi+u8BV+iKF3BJYaW1fvGsX9u01l95+2uEEB+6\nmje8mZmZmSEajV7+hfNwR9+dHChM0ZvtYNApEk+UcAwTIpqeMYtCe5WqESLh5cioCXwEPhJH2ygt\n8ZDkSaGRaA2+L5mqtxM1Nd31HD4VtISwVaHux7g/ZeELl38quhwptpNzenhUPk+CNMutSRZ6CTAi\niMogws2jrcvvFLxSpBR87OfCVEpFduwIUalYrF2rufNOi+lpybFjBgsXunzqU5pw2KOJU2OnAAAg\nAElEQVStTfDLvyyxrODp8OSw4BvfsfCVIBLR/MTDDgPDkk0bPP51j01aKp57w0SVLMAjqCKl2by5\nyCuvxhgdM2lPgWEqnLDGSyn0tA9VRVUIiJkQMTBNgVvR7KsZZLVmQbvPAluxvsXnzmafv95u01PX\nxMMQDWn2jRrc2evzD1+zyRWC+oH33Olx58Z335JgPBHYOlhW4A8WuoqKIPPjujHMx7FxzMxcNo2n\n4dSFx6A52ZC2VnCBauc3H6uBbVrrqy7bdzV7dD4HnCesgP9O4O1wy6P1u/Np/d1I2DL56MYOvnVI\nQEVR23kCkRpjZW0PnaqXWluFbv84C9QQSV2iHjbwpk1UWBCSNbbL+yioNFqDrLtUdYS0KLM+OoNv\n1xitxBCYVMw4Xa15hkIlvjOcYrjWwkixG+0L1nkOBxIRHOnQg8ZAILQCtwQNFFb1uubIEc3DD1t8\n5jMCw1A0NUGt5vK5z9nce6/H0087HDumKJRMYnHFiWGfP/qP0Nkp+eGPLCJRgMAqYd8Bg8dmXdZX\nL6rxbMZibQf87X+zyY1pwEMIi1RKs6zPpH2lZPv/z957R8l1XXe63z43VOzqnJFBJAJMAAiSokgx\niElUpGRZwSPRkkdeY814lp/fyLKfLQfZ4zTO46dny6OR7JFIZUuixCQxU0wAiUAARCS6gUYHdKru\nijec8/64hRwbLHQ3yPqwenXh1k21u869v3vOPr/9epkg7pNP1sFAANkQPCuqUzMawCoIhm1y84Wc\nbTHmaYYFVmY0rxYstuYttIK2Y3KTlBjGs8LYuFBXF02J3LlXzUphtXKFpq9P03tAkUzCbbeeuw9Q\nrV1Xh1ocq8dMxVK/WRyoqsNTwFXAhqlueC4+VosqL1VlzPFEH6vSVA96sVLr6p4aKRfed9kkS8w+\n8vkMjr2IOreIF2Zp9BM0jo7i2pqkZ6NjaUYT83g2eBu9dZ3szC9DVICyNOn0BI4XEi+XePVQA412\ngRhJirKYtjmTLPZ2sj807CvMZ8Krp86ZpK1uiJhTpEEPMmwlGZ2EVsAoFxOvbh2r73zHp1g0aA39\n/SEf/nCUeDowoCoO64bh4ZDxCYswhFArNm8VHn9c87GPqYqPQ9SsRCr/reA6cNcNPnfdADddAS++\n6PLQQwpjhEKhizvfFeehXsPYaxZeZxwWKnhdwHLAjcwysS2YMNBkopkGozAWKDq7DT8r2LynLkAb\n8OsgNxHlWwVaeOeygFTKYFvRCXketM3SqiUicMdt5zdjsdauq0MtjtWjtbWVQ4eq03t0rsSMw6Lg\njRe1jxiv0n6mFxH5o2P+uw94WES+R2QtdQRjzBfOtJ9z6bHaTZS0LpxsjDUA/ME57ONNweDgYM2n\nZYo4JkHaVWTcIoLgMYfs5jmUOzcy7i4hUxwmLCtCbMz4Gl46+EtsJYbVWcBNlkg3TKJMiK8shhLN\nNHi7yBVcMqlR7GKMlTsfJW77LE55lEdvIR/LMKduO14Yoz/WRZMZZ2l8H+XxUaAOv/2doKpXTyUI\nDNmsIZmMhNHIyNFe42TSoLVgjCGREHTlLd83tHXC/oPR6+vWBfzkUZcghETccN3VJwuEvb3CvkMO\nJgmplhiNrXDZmtf53uYmtmy18TzA0bAfWGxDnURpDmMh5E3Ue3XYNNMA44YBS5gILe4vCS2NhngC\n/tuKEn4AnRlDczoSVO9/t8+LL9vUpQw3XHfxV60/kVq7rg61OFaPwcHBaT9mWQL22MNV2deqKQ2G\nzSrmnvD/HwHOCcvP2p14Lj5WCkBEnjTGvGMqZ/hmI51+c0whnU4UFvP8NQzZOzBoJgcW0dufwPUW\notteZNK7GkuKhFbICyMfxLZiKEtTHEiTWFGgJTmCLkPpQIrCeJpN3pWkvSIWhkXpQRzLI2enKE/U\nc4WziRetdXg6Rpezn/ogy0RDhgOZbi6NXYtnXQtS3WnMti00Ngq5XORn1dJydFZNR4dh4UJNb69i\n3jzF8Ch4ITQ1aYb6PZ550rB7h/CBD7jc+zFDLi80ZAzuCflBpTI89KTL4AA88bTDZB62DYNJNTA4\nalH2BVoFXgdSQEogG8BrE7BDQUFgjgt7FVzmRrMiHWGsLiq1mPGE8kFh/vyQp/pt7l3l4RwTps52\nw/vuemMlNoyBhx528H14993+KY1LZ4pau64OtThWj3Q6Pe3J64barEBjzC9PZX0R+agx5r4Tl0/F\nx+otLapqnD8xk2KuvxovgIe2uDQ4wxQmlhMGaVL1u8iaRp4cWcsB6tjbAIFnYTmaejdLOe8yubMR\nsQ1OzCfQNqFSBGXFrvFOWv3LWdLUS8Yvs6DdYb0OWBF7lYQuU5fMUdeYJ4FQiI1AeGG8YT74QYcX\nXwxQCq6++vgm9e53++zapbjsMos1azy27oTnnwvoaDV0dUW9Wd/8ZpmlSxWXXHLqi1qxJIyNwfr1\niuERDQImAxOhMFxQkAFGiXrfXwMWGnh5GPYGoJNRjZd+BUFFcK1LgihU0VDIw+s7NXHRpMua0hXC\nhCc0n6ZsTRDCvoOKUMOCTn0kSdwYCIIoefxU+D7s3hNNRCgUoHYPrlFjdhEzNouDauWeTn/y/Qzx\nT8D5CysRsYFfA94BtHBMrpUx5sYqnOCsJ5fL0dzcPNOncdGyeb+FNhBnggIteIU55AtzeA6bvIIt\n7RojBuVGeUk6UIweaCVme0esGWI66jnRCEP5Nl72WmiMbcBL20xkV/PX1xbZIAGXWs+jxEXpJHVh\nK6v8LGd7GMsVIe4eLRh8rriu8Pa3n1pRiMDSpZqlS+HGG22GhjRf+ILGmMM5VYJSmu3b9WmFVSZt\n2LgRtr3mU/ZsUIJKwqLWcbYcbMdXQqBNlO3YZ+Bbk1DIAzaYAEKJfidcKGno8WGRTbhHYJcmOKgp\nBoYXHg4YuU7IfN7mykzIFXXHT4bxA/jmoy5jk1GpGteCj97psbdHsX6TTbEspFOGm671md99vDBz\nXXjXXR5hILNOVNXadXWoxbF65HK5aT9mWUJ22dURRFdWZS8XBafM9p/KQOjfALcQzQL8E+D/Af4T\ncP8bPrWLhPb29pk+hYua7f0WcQcmOFo2oRcBge0Zg7EMogW0gA/FUhxvPEas3sMmIOyzmXwtAwjW\nfJ9soZ79JuD5wg1ckvbJFoQl+Ti3xe/EBK9TtAzxMElCWxhp4kyDWaNZ4V9/4tLZovnF2y5cZfl4\nXGhuVvT1BcRiCq0N8bgiHj+96vN9GNgbEhYNCdfDL4RYocv6je20YzAKRhsUZCSaDTjqEbX3gKi0\nhA1ZDX0N0KQgF8CYDeMGBjSUBBCCXk1/YBj6eJx/ydl0aM1VLZrbr/CxLXhpq0WhFJmmQmRr8L2f\nukyMRoIqlYyGQx/4mcsv/0KZ5AmFkBcvqhRbnGXU2nV1qMWxerS3t8/IUGBItXr1Z9/M4QvEKS9o\nUxFW9wDXGWN6ReQPjTF/JyIPE3WF/UEVTnDWc+jQIebOPTG3rca54AUwURRSMUMdg0zaTTQ0bmRb\nuZ2J3ALGRpOUNtvRN3KexsRhbKgF2w8xWRtXl/G2xBAXSl6C0qYELDCULaHkSWTLYOD1EixMJFH6\nQzQGj4HxMNKML7ed8fwcx5CMQ0P6wt74Mxnh6qsdwDAxYbBtYd48l8WLhUIBNm0SggCuuSbKtQoC\n+Pa3XTCCeAE6sDBBgOtp1q4cYmNPhrX1mq2ThkOLBa9fQx9EXleHxVqlZs2Qjnq1jIqSveoFlI6q\nLB80EAhBLuTVjYJOC35a0TpmeHyrzS0rffr6NQrF4Yc0pWDXbsWi7uN7thzH8OoOi3VXRhfXkVFB\ngKammRFVQeUaf2xP5OioMDoqzJmja+26StTiWD2me0YgQNzYLKmaQej0n/9sYirCKkk05wigKCJJ\nY8xrInLVBTivWYnIKXv9apwDw5NCWLn/iiqSXvE1dNtWFuabeOx7nyG/Z9nRb+MeBctCrAVQ9uOU\nChZ4YAoCIQgmek7wI40QVobVNIakFrQBpebjce55iHVJ+MwHylX9zKfjPe9RdHTE2L/fEI9Df3+M\nB35ssWunYcWKEMeBAwcMH/2oZtcuxcQE3HYb3PcNRbFosJRDcxiQDOGGJQGXLtBc0aJ47kXF9oMl\nRrCIKjD4RALLArsO4gZEQ8qK3hoxsKEM5RCMDRjykxZPf1MReIJoi4MrFIsWFfnffzZG/xAEboyb\n35lg0dI4xRK0Np/aO++whOrdL3zvBy4IfPgej67O6RVXT2+22LzXBoHLFwbccHnIq68qHn/cRiTK\nCbvttlq7rga162P1mIlYliRghz1WlX1dXZW9XLxMRVhtJ4rXi8B64A9EZILK8/Fbgaamanl8vPXI\nlwVLRTfVcstrJOp+ziG3jcHxVm5a9xiL1u1m8GAHW1++HG0c2G2h54Jj+YTaQExh2kAPqagjpg3Q\nYGuIO5pQw8Cow893Cq840J7S3L7YJz0FB+7pwrKEa68Vrr0Wcjn46tcUmYxhdEzwfYjFDE8/rSkU\nfAoFG6Vs5s0x/Pp/gc2boa9P6O626WhuRSnDzTf5OLZNbkLomBfjpz9yGB8RIM4RpxRDlF9VtmC3\ngU4DIxp8A8YnUloG6tOM7yqDH1W3fiUXY/emkJaUxnVhcrTME49oOrscLlsOCzs033/YJZ06Kph8\nX7hsWdRNVCjIETf0YrFSMXuaGJkQNu6ObCIAXtltc+kCzcaNFnV10TphCAcOtLFo0Rl2VOOcqF0f\nq0dTUxNDQ0PTfFTBVG0o8M1ny3Iaek+1cCrC6r9yNFr/F/Alosfi/3jaLd5kHDp0qObTcp4c+wBm\n9Q/iLvcJfRfdbxgeCAlaS8TmlphLDwdeWkgoFmbYxk3n8QsGE4CZZ0G3hSkLZlhhWRpXG5rTITsH\nHTqVoikZ9aCMl4VvbXW590oPNYsfpFMpaGs1DA4pWlsMtg2vvqoxRmNZIOKze7fDZZcpEglh1SrF\nr/6qj+PAtm2DHDy4iN/7vQQtLZoll2gO/tymscXGdhST2YByUUe9VAqw7Gj8zjdwsAx+Gdww0jqK\naKqeZ0ezJ0MDWpPvK5N3FG6nEGiFDiE3HrB3wyQfvCVOW5vihnU+L220mSxEdhF33+Idya9atlRT\nKEU5WosXnVtlCC+EPROK1rih5TSzE8+FYgnMsX97iawrHCcSsCJR/prrDgBviTryF5Ta9bF6zMRQ\nYMxYLK3aUODA2Ve5CBCRemAZJxdhfqzye9WptjujsBKRW86w7L9Xfs/CPoELQyaTmelTuGhpTFXM\nMsOAsewosVGbzL6DdD64i/1rbsGd6Ce2ugnfsXG1TxGFPRCSWpfD8+O46SL5Yh3F8SThsIvthCRt\nTXMsjAa9yhbLOjTlAGIWKIG8HxUSXnqa4arZgAh86EM+k5NCPG7Ytk0oFEKamqJzTqeFNWvK1NfH\n8X1YuzZg+XLNl7/s0tycIRYzFArC/v0WmUxIcRKKBRDHJpYSAgXKBjcOxbKgCcDVkZeVWJCKQWsc\nUBBqOAA4EnUxaQ0E4Pv0Hoij4gZNiG1CNm7U/NVfBXz+8zaphBCUQWmDLgvpxPGfb/UVU4v/t/a4\nZL1oiPeDizy6U+cnrtqbDOm4wa88DtYlDG2Nhttv9/nBDxyKRejuNixZUnde+69xPLXrY/XIZDLT\nnrxekpDtdrYq+7quKnuZWUTkXuAfgRzHF2E2RFVnTsvZeqz+1zkc/6wHebMQhm+ZmQ5VpzFpcOzo\nBmmG66j7t724ky7lhmY6duxiz3XXMZRrY3RnKyYEF49VDdtp2TJMrH2CvRNLSQ96HNIOsbocDcqj\nI0iykCSxgrBt0GJHr01ooLXOcPOlPnMaDIN5YeksnwGuFNRXavStXKnZtSvk2WdDFiwQHMfipptg\n1aqjMxUnJ6MhLJGj38diEV5+2WJo0OAXIVMf0tEYMjDhIo7QOcfgOpoNL/rocggxBYlk5NB+OM9d\nFKQNjBF5XwGHCz5jBO0Byia0FNu2aZqaNC+/bNjZ65BIQDwOYPjRIw6//FHvvGLhhZD1hJRjCI1h\nT9aiO3V+wwqODR9/p8eGHdHwxpplIY4NjY2Ge+/1MCYSfsPDtXZdDWrXx+oxM7GUt7xB6An8CfAh\nY8yDU93wjMLKGLPwvE/pTUg+n6elZZYWS5vlKAXNaUO+bNGk2yiuL7Lw9Z0k1yzESibZ++/1HGyc\nC6GFS5nVizbwq0v/BVcCNhxYzfy+cSyBfhaTy3SRFI2fg1Qswf5CSJ9vk3TACYWRSeGpHQ63rgy4\nfdGFs06oNqWS4etf9wgCmDMH9u3T3HSTsGrV8R5ZqVTkCxWL5YjF2shkDCMjQltbVGKnsyNkYjKa\nndfaGGInLeZ0RMOBLY0eQ6MKlFVJd5KoUHMo4CjIBJFdQxgSiSqi34aoGxDB0ho/NGzZImgjBOHx\nuVPFUlS+R6loRt5Lr1uIwNULQ6yzXLddC+amND05ha0MlzW9sRtMzIG3rTr1Pg4PT9fadXWoxbF6\n5PP5aT9m3Fgsr5pB6PSf/wXABh453w1rnCMdHR0zfQoXNWvmBzy42YWuW0hPfhk72E/nE7vprOtB\n3STMmdiD05HhxgVPY5ZZdDgDGEe4oeEZhuni9b7LyU8mKSUyBGJImybuuSXPF54Gx3bwFAgWooWS\nB9mCcGC/4pVXFU0ZzZqlIYnYuZ2rxrDJHmdSfBaHabp18oLGBmD9+oAwhFhMaG21aG2FoSGD7xsc\n52iykFKRo/sjj8yhUBBWrQq56irDo486GGOwLE1Ls6a9PaCjy1D0onI1L26yuOKqGFteGmfQjywq\nKJuo0rMriDK0t2YZycfxBwLw4GiZUIP4oJSJSl9o8H2NUmCdkO+aiJsjJWt+vMlhYCJKnh/JKe6+\n4uxC9z0LfLKekLQN7oUxyz+OWruuDrU4Vo+Ojo5pHwosSsg2e7Iq+7qhKnuZcf4c+F0R+aIxZkr5\nDDVhNQUGBgZqyZlvgIWthqaUIRmbZP8df0nHoX8gMfAcdkxzbbiB1e52mlNJDnU30uvMoaDqiOkS\nlh2wvHMPl7g+m1lMf+IS7FyKaxcFuC0eDfU2SUICpdBaYxmLBkczuAfu2+WSSWrmNAtb9lh86B0+\nrY1nz9nZaU3Sr0o4CC8747SV4zgXuJt8fNzgusdn2vu+oVg8uVRMV5fh5pt7aGyeT7Yg7N0n7Nyr\nKBQ0Y2MhlhXS1GjR0mgxZ07A+lcMuhjSP2bRObeROck8rx2MUzAxbBON/NlFjwWLQ+JuQI+yMPv9\nyjChAidERBDfYEw0Q3DxYpunnjS8954yz693efJxj8GBgA++PyQIXGxbGC8IscpVZrTyEJvzo+PV\nOcdPajiMCDTEpm/2YK1dV4daHKvHwMBMJH/XhgJP4DeADuBzInKcyjXGnHG2S01YTQHndIXQapwT\nIvCuKzweesHFWnkVL07+HdZzf8Y89tCRHEfCEgNtt7I1eT2m8SVyVoamiUHssEQp28netoXsrJtP\nIIO05RpYvSBNIXS59YYJdu5IoEuQLika0xolhvyYEEvCwTGLkm+4dE7IT9c7fPS2s+f/+HL0EmMw\n6GmwCVi40KKnJyCVOqo2Egk5Yg1wLJMF2NEXZ8+WGH4Ar21X7DhgUBlhTotClWHvXos1awx79oRs\nekXR3h4NtZVKirvvTPJPH/D4839QvLDZIYwZrl6ZpZD3KTTGWHKpJmv7TIwp5iy1ScdcXtviE5Q0\ncVsxf45LMmUzbjSv7DM8/MA4L70UzTr8H/9D07svz1/+ZYplHSHr91kY4LrFmp/22GwfsxCgI6X5\nwGL/rMODF5rZ3q6NMReFR9Rsj+PFxEzEMm4UK4JqTUCoThL8DPNL57thTVhNgfr6ao0/v3WpT8Jl\ni+p4fBccqo8xesfvsGXHBroLHk3LrkUSaRgMiWVG8VIuI60O5Jrom7+CHc4iVNnBBlasmEBMmhQW\nH1H1rPxYkYdeTrKpoEk1aXr2CYEjNE4KpbKwZVAxMix4PugQ3na5z8Ku04ul5UGGMcejIJqlQR2x\nqvm7nJ5LL1Xs36/YsyckDCNRdddd9kk31bFJ4ZtPOqTdRhKuIeFCOgHaNyhbcdBTpIIQz4uG8fJ5\nTaFo0T8kZEXwQ3hmu2bxcpvf+c0yu8cCCkXDwQMpnnq4yPxUljnzDXuaNR3dCZxEip69iq5Q099n\nCBLwer1hoL/Irj7NwKTFCy9HFg8YwTcuDz6S5wtfgGsvCbm0O8pxygbCc3tc6two7iNFYf2QxTUd\nM5v0PJvb9WOP9bBjxygtLQnuuWcp1kyr0DMwm+N4sVFfXz/tvVZF0Wy1q1OjsK0qe5lZjDFPnu+2\nNWE1BYaHh0mlUjN9Ghc9KYa464okX92q8BxFcOnV2KGLmIp4MRblXR9AxUcoaxtTrkeLEHbtJ+Ya\nVs7zaCN9pBxVAsW6tKL3Rp/5+CjgoaLNgQmbnqJQHFIkY9A7CqNFhfUS7O0T7r4+YPXyU9/UHRQ3\n+tN7eRAR7rzTIZezKRYNTU2CZR0vqoyBHzzn4DqQcYYY9SN7lUsuCVm/XlEuGyxLGPIsSgH8zTds\n5rfCvDkl9hZi7O81gGbgMdjwc8W173e56fqQeMLQNc/wKx9q4t++Ns4jT5cxTTH6ckLvQY/JDTqq\n4SgK4jZkHAqLHdKTRXZtLWGUi+9XzlUMk0XryDBfpmK/0Dss2OqomI3ZkC3PfE/MbG3XQaDZvn2E\nVMrl4ME8g4N5urpmrzXEbI3jxcjw8PAMHFXQ0/AAeTEhIlcSpYy1cEzBZWPMF860XU1YTYHaE1l1\nqK+vp6HB8NvXa/7PNotDwzZJW3FcmzYWuhgJm6IXTVy7Q3VQN2+UtEmxQJ98g/GAwzqke47Bywfs\n2xOjI2nom1SMphVWEl4xFkM7BWOE5QtCkvEL/5mnQjotpNOnFhz7BoR8SUjFDcXwqJmfZcG8bsW2\nrTA+riiE4IuFNQH9w3GUJ3gTk+BUzD8twQsUL3w3ZE67y9rVIZtfV8R32ezerWloiNNfH2AuHcWR\nRjjYAQUHdBA5b04C+4R8QyIq6GwLhEVEQFmGljYhm1PU1Rn2TQqbxmzEGPxQSFRsN3IerJg781P0\nZ2u7tm1FfX2MsbEyjiM0NMyyL+oJzNY4XozU19dPe/J6wihWBumzr3hOzIQwrC4i8hngb4hmBt4F\nPAjcDvzgbNvWhNUU8Lzz8+apcTyH45hwhP94BeTLAS/vsxicUGQLgq+jR4OEY6hPwtqFISs6NZYS\nCE9vStUADBF9qVcsCNmx1WFeg8YuCmOuYCxDspIwPeoqDgxqXt5h8fYrZv7mvvt14ZmXHEIN3e2G\n2270T5ptB7Bln00qHgkTS47WNuw/GBU6XrkSnnxaUfJAW+BrIs+DyTDKGD9sm6AjZ/XysMf2Vy3W\nroaJrCKmywRBlCxvusqMvdpCdlMbFCuBs1zIAJNZGCljPCGXj6GcOGKniafLdHcGvOfdcXr6FU6D\n5oEDLmnHEGjBcg3pirC6vjNkbt3MFGY+ltncrj/84eX09U3S2pokmZzdOUyzOY4XGzMRy6JottjV\nsUl4k8wP/RxwpzHmaREZM8Z8QETuAj5ytg1rwmoKFIvFmT6FNwUnxjEVgxuWhRwZ2ztPbgUeMNGz\nklhwQyOYuZpt+y3sssbEo16tGIJoQ6hhfFIdOa4fwOadiqFxi7ltIZcu0kdsAy4ko2PCQ09E9fYs\nBT19wmPP2tx248nGmOVj3ApcVTgSspgbaaWRYUWhZNBepfafikV1XcJKXcC4iYb0LAWFAEJhf59h\n/XabX7yizEuHHJQSciXF+JYMkk5E2wtH6jkThGBNgu9AyQNPo3UGZVngWSxfacg0woIujz2TirgV\niSdbgaeE913i4cyiVKHZ3K5d12LhwoaZPo1zYjbH8WJjJmIZJQnMooY587QZY56uvNYioowxD4rI\n18+2YU1YTYGaT0t1uFBxjAEfJConbAE/ixl66wzXLQ/Y9YzLiAZbhFgAKQ+aWmG0CPuGhPaM4f5H\nXcoexGOw76DN1tcNv3Crf8HF1b4DguMck3vkwsCh44cCDxwwHDxoKBYMh4sfZoPuI++3thu6RjTj\nY4IV+JHgUQJGQyIOthV5Vk0EELcgMFAKiaeEqxrHuCzVRGFCGB9XNDe3sXmvTzkdoEcT4NtHi+5p\nAzEf0gqGDfgqMhO1o1FCPwjZsUPx0Q+GdHcY/EnNKyM2tjIYAzHbzCpRBbV2XS1qcaweM+FjlTCK\ny4JajtwxHBCRBcaYfcBO4H0iMkzF4e9M1ITVFKj5tFSHCx3HwwMma5aF7OxVpBJw6wqfZ15zKPuG\nmAVdmZCfj1n8bIfN/9xlWO4FXN2lqav4gCbiMDwu7OxVLF9wYWsN1teBHwixymw5YyBWMQT1PMMX\nvwi7dgEI+SCgfqHNO25SNCX7GPWPVpNadqlmwWLN4IBm52tEPUxiot8Ji4QRvHJAmIuOE09qVl3l\nccnSFDEXnnjCZenCkM55gr0zzgtPQj6sfPbDnYkZAwuSMDIW1Rzs8cDUgS5DOEF5IuD1VzU/ul/x\nzuvqWVAH61oDXssqHEu4rfNkg1AvhJ/1OBgDty7wiU1z/mytXVeHWhyrx0z4WBXFsMmuTk9ZV1X2\nMuP8BbAC2Af8EfAdotrIv362DWvCagq47lum3vQFZbri2FRvWNyteX1AsbDdsKDNI5cXtMCP9lj0\ntyrqYoYQ4Snfxe7zuXHJ0eHIVAJ6By68sFo0XzO/W7O3V6GUwbHhvbdHAuTLX9b09gr19ZHQyhjD\nrt2wuSnk5mtOtpGPxeDm24X+EUVxFFQ8jrINTSlY3JnEsQIG+8t0dBapa7ZZvDRD97wExRLUpzUi\n4AWQHYH8qAEVwqSOer9iEtUYzEKqsxV/chxdUJjRGGEwXsnBiurYPPhgiauucvjUp1JcEtfs2Wnh\nBYY9oaL5kuOHfJ85YHNgUhCBp/bb3Lbg/GoDni+1dl0danGsHjMRy9pQ4PEYY7ciB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+fj\nH6/j4MFJtm7ViAhXXJHm/e+PFMjb3x7nxz/O4HlR8rplCddfX53hg1WrXF57zadU0lx+eZyFCx0u\nvdThvvsK5HKRweq+fR6/9mtHp9aPjUEspliwQKj4FpPJuGSzhlWr5LjkemOiH6Wgo85w8+KAl/bb\nFAMh7Rres8KbNlEFtXZ9Nm6/vfWc1qvFsXo0NzdPe/J6HnjJqo6f3JJTLKvkV38X+Lox5nuVxYMi\n0lnpSeoEDqcDHeB4n9E5wMHK8ptOWP5EZfmcU6x/pmOckUrx5bdVEu+7gH5jTO+5bDtdswJbAb8i\nqhLAO4E/B/6dSIF+BXgHUQXpWcvk5GTNWbgKTFcc1wQ2Y46hLIbr/LPPdpnbHLK51zrSYwUc15Ny\nvux1+hDgdaePFf6J2QenJ5Ox+eIXGxkcDBkfh85ORSYTCZS2Nptbb9UMDcWwLGHlShfXrY5PQX29\nxac/nTky27BQgAMHUuRyOYpFKJeFdNrnvvsmefe7k7S1WWQyUVL/4sUWW7cGWFbUi+bWO3z/CRdR\ncO3lAVcu19x/v0MuJ3zykx6uC6vaNavaPQIN9gyUKqu16+pQi2P1mJycnJHjanNhGmBllt//ArYb\nY/76mLd+SDTz7s8qv39wzPL/LCL3EyWvZyvC6GGi4bnDPU63A79tjBkVkUkRuZZoiPETwD+c5Rjn\nct7NREKu0xjzFyLSBShjzIEzbTddPVadwNcqeVYK+JYx5gEReQb4uoj8BlFy+69M0/mcF543e0wN\nL2amK44xhLvPMvx3LAtaDYvbNHsGBW2EmGO484o3bgLZpDOMqCyt4fk5U8fjFl1dcGIpNmN81q69\ncEmuh3uZnn8ehod9gkATj1sEgaJUMgwMBDz7bJH3vS/F44+H7Nvn4/uKdescDh3S+KFCNbkkEpFQ\nffYVhxWLyoShoPXhnq2jzISoglq7rha1OFaPmYhl0ghrgwtjtwBcD/wHYIuIHM5R+h0isfMtEfk0\n0EtkvQTRrL53EdkfFIBfBqgIqC8CL1XW+6PDiexEk+G+SjRJ+8HKD2c4xhkRkXcQ9bCtr5z/XxB1\nxv3fRLYLp2W6ZgVuJkpWO3H5OHD3dJxDNaj5tFSH2RpHEbjrKp9sQciXoS1jsKtwnVkczGXxG6ie\nNTIixGJQV3e8EpmuOHqeqYgpC2OiCb1RbqbFq69arFoV8sgjZfJ5zcCAIghsrrnG5dq3GR558eg5\nawNBCB/7mIfWkbv7sTz1rMWuPRaZjOF97/Jxp8luYbZ+Hy82anGsHjPhY5UXeFGqk3N9YlZ0JVfq\ndF3qt564oDIb8LOnWtkY8xWiUa4Tl68HVp1i+cipjnEO/C3wi8aYn4nIYd+rF4B1Z9twhp4RL05m\nwlvkzchsj2N90tDVeO6iqlSGoRGhcIYqFMbAQFkYKJ/cU3M2Fi0ydHefvNF0xXF0VAMOIjGCQBME\nQmhcJvKt/OShBD/+sc/wsMa2hdZWwxVX+BSLORbONyzoNmQnhWxOWDIvJJWIcqtOFFVj48LGLTaW\nDeNZ4fmXpi/9c7Z/Hy8WanGsHjMSSwNaq6r8vElYYIz5WeX14Quwxzl0SNVqMkyBRGKqNpA1TsWb\nKY4Dh4TvP+zg+YJtwR03elyy4HgRNOwLPxxxyIXRA1vaMry32afFeWNPh9MRx/5+zeioobtbiMfr\n8AIDyqm4qit29Vh894EYV71LEQ4ELG03uC4UCobdu33uvlEYGhWUgtbG039eJRyp5WgMWNb0zVY+\nMY5hCBM5IR4zRxz1JyY0zz4bks1qmpoUb3+7TTL5li9YexxvpnY908xELFMI6948oqgabBORO4wx\nDx+z7J3AlrNtWBNWU8CdrrGJNzkXUxw1mmGVJS9FmnU9GXO8G+jjzzkk4pCoJLw/+YLDJQuOz4/4\n8aiDABn7qHB4YNTh3vY3lkcxHXHcuNGQTILjmKi2oJUAo0FHRoJaC7tIsrhLkLku9fk8EA2rBkFk\nsNrefHaRVF9vuHZdyPYdis52uGbt9JiDwvFxzBfhmz92yRcEEbh+TcCKRQH33efjOKCUsH+/5r77\nPD7xCfeIeWuNi6tdz3ZmIpZ54PkqPc9cWp3dzDS/CTxQsX5IiMg/Ae+t/JyRmrCaAtlsloaGhrOv\nWOOMXCxx9AnY5O7CI8DG4qA9QrOuY5k/H6mkC3ihoTem6HUVnhJUaGgZd7gmFdDhGCYCyAWQOqal\niUAuELKBUG+f/5VsOuIYhpGYaG83KKXB98CEgEQZE1pgrIg/brCbbUIRbGMwBpYundrN4erVIVev\nPr2gWr/d4tU9FpYFt6zx6W6rzl3g2Dg+/pyDAerS0b5//rJN9lAJEY74cFmWUCwatm4NufLK2iX0\nMBdLu74YmAmDUGNAh7Ueq8MYY54XkcuBXyLK6eoF1hpj+s62be2qMAVaWk5rJltjClwscdxjH0Rj\ncIlMlWJGMaomGZNJmkwGT8OO+YpnBhyUgdCHlrThQEnY77msSwWsjIeYSqHj4zFYbzBR9ExxNAa2\nvabYvccimTRcd01QKRw9NRYsiHpoWlqgsdHQ318C6/BMRAMizM0EFPcallo+5WKASihuvz1OLFa9\n3py+Q8Lzr9qkk4ZQwwPPOvzKe70T6jaeG3v2CM88Ewm0228Pjotj2QPrmHuLMTA6KjhO9J4xgBH2\nH1CEzymWLIXUG/dkfVNwsbTri4GWlpZpT15PEfka1IgQkXrg08BqIE00I/BWEcEYc/uZtq0JqymQ\nzWZJpc6zMFyNI1wsccxLAXXC/A7XOAxZ4zQFGX6UtdkaV+QaQoq5gOb4BCSEJ/Y3ckOH5iWx6bA1\n7a4mGwqHS/GFBtpdQ/oNzjg8Uxwff8pm+w5FKgnDI8LuPS53vDNPzIWODvuMxXSPZflyePBBw7Zt\nBtcNUQp06EXdbgippKYtKdw63+bD73cAl+ZmdUqXdYBDo8L6rTadbSFXLjt3M8JD44JtRz1hpQKU\nNZQ8SFVSUfbsETZtsnEcuPlmn9PZKWkNjz5qEY9DEMDDD9vceuvROC6aG/LcKw7JpCHwYWjAJ9Xi\n8/gzismizd5+xf7eGAQGceH+H2m+8Ftw243BSXUl32pcLO36YmAmeqzywHNVyrG6rCp7mXG+DVhE\n5uVnmJp0MjVhNQV8/417GtW4eOJoYRFw/NBUQEjCOEyG8FBB0V+EyVFNc/0AJS30F0IylxziJ0E7\n9WWQksOnmn0eGnXo96KLVoeruavpjcfgdHH0fdi50yKVjHrERGDTphI7XgtYNL9MU5Piwx+uO6uh\nqNaGP/mTgO9+N2RiwlAqRUnlsZjGsoT6+sgGIpOJCjYnEop0+vT7DAL47k8dYi7sPeCQjPssnX9u\n4mphp+bBJ4U9W4XxMciOCKV9Lp/9rEexKPzkJy51dQat4Vvfcrn3Xg91inuEMZG4OkwYHh/Hq1Zq\nEJ/Xey32vu7Tmijy8h6XjXuEQAsDPRVLeBFMEPUK/vXflkknbd529fTlhc1GLpZ2fTEwI7E0gqkN\nBR7LtUCzMWbKf4yasJoCNZ+W6jBb4hgwgec8hk2ApTtR4XXIMT1U3WEru5xeXBPlCpnKv66wladL\nZQ6YgLHRNOn0KIFSiGj0HE0JyKiAwNg8Wi7xoXqH97dAUBn5s0/QHq+OKjYNWxQCod6F6zt8utNn\nHyY8XRw9H0J9dPu9e308z5BOWWQyimLR8OyzRW6++cxjWPffH/LP/2zw/SgmYahRKsR1NYsWWYho\nQKiri0TWmUQVgB9CEApxMTiOYXRc4BxLy2VSkChqMklF/z6L+R2abdsVX/2ay9VrQ+KVyQNKQS4H\nxSKcqvPEsmDt2pD16y1E4JZbwpPieNWlmqsu1TzwQJmBARjIutS3wOuDLqArY4WKaH56yM69mp88\ncm7CamDA48UX8+TzIYmE4uqr03R3vzmSvmdLu34zMBM+VgDUZgUeyzPACmDzVDesCaspMDAwUCsy\nWgVmQxyHVQ9D8e8REOIjtIT9zJEQK7jxyDqtugHjaw5Yh/AlIGHiLA3a2OruYUc5TiLVQmClGU+k\nsG0XsQ1xKRDXATEliIZyyeKl0ONuyz5JUAFsHFb8fMAh6RgcCwoh/Ps+lw8u8uhInllcnS6OqSTU\n14PnRUKjXDKEoaKrowSA4wiFwtmF29/8TWQOenjY0BgLYyAIQnI5Q1OT0NwMLS2K668/+6UkEYPL\nlgRs22ORScNVK869h2dyMhKky+eHjPYJloJ4DPbtE97/Ps2GDTaOEw0Vui7Ez2BIv26dYfXqaOjO\nsqCn59RxvP56m+9818OxNC0tLnsOKMCD/5+9Nw2S67ruPH/3viX3zKqsvVCFwk6AIFaCC0RRFEGJ\nuxaSoixbbrdkt2Imome6wzOescMfJmKmpx0x0e6YmLE/zEw4xh32tN22rMWUSIoSF3ERQYIbSOw7\nUKh9yazc8233zodXAAigsBSYQAHF/EUwSBSz3nt5kPe9f55z7v/oSNi4H2gQ4difqdyVH0gffljm\n7bfLxONhqbRe9/nxj3PcdVeSe++99UfBnPk8+n44lDuR4HNfHr1WFsLHKgFsb9CswEXC94AXhBDv\nAuOf/h9a6//lcr/YFFbzoNk/0BgWOo51UWLc2ktF1CmKsNFpSlaYMfaw3t+OybkJwJ0qS6fKnv3z\nJ9YRPDw6TZuU1lidikIhTjRZQVoKpRK0ygChwuNKpfF9wkr9HHw0ZRK/wM8qbmp2jpk8teLyGejL\nxfFrj7u88Aub/IygpdXAkCWyraGQqVYVy5dfeRh0sRjuhNMCdKBRSgOhwannabJZyZYtBr/1WzZ9\nfVfXMPbAtoAHrsFKIRYD0ww9stJpTaEocB24+25Ff79m+3aPffsMTFPw+OPeFZvaP21QOlccx6YE\nb3wYo2Ugyh9sDNh9BI6dEAxNeeBJELMZKzz6l1pkrqCLajXFO+9USH6qsU4IQSpl8N57Zdavj5FK\nXbdxIjhOwNRUDa2htTVCItH4KdeJRIJcDv7pnyxcFzo7Fc88E1zTBoPPO4lE4sY7r2vY6TbmL2tj\nQ46y4Px7wkHQJ4H0p35+xW+lTWE1D4zmHaIhLHQc88YIWpsUhMaatU0wMCgJl1PWEVZ6c7uwVESN\niqxia4v+aA1rWrAkW8dNxCnXEuAopAuBF8NK1ehKzJCOlrnD6JzzeJ6Cmi8uElZCQOkqqvqXi2Mm\nDb/9bRfPC7Myu3cb7NnjozXcdVeU22+/srDq7g6bzdEBYtZCAQReYLB+fYRNmyWbHrAYqQq6/ADr\nOt5NLAs2b1a8957Bpk0Bo6OCdBq+970wUFu3KrZuvbZv2xfGUWt47nUL2wKtBZWayQ++6ZAWiv/9\nrxNMDFZRngkS0qss2vpN/tXvXb63de/e6kVu82eIxSQffVThS19Kz/2Cz0Cl4vHqq8MMDVXwPHXW\nNqKrK8aXv9xLe3vjjCgNw+DNNw0sKxTAExOC48cFq1ffOLPXxcLC3CNFaJ/S5AzfAdZorUfn+4tN\nYTUPisUira3XNki3yTkWOo5Sm5Skg0kLmhnOeH4bajkVUUSjEQg0GtBn+66m5AyGDm94hoA1sTL7\nyimMuI/tBliejzAVSgpKpTytxhQPZnPUEsPkvJVkVc9512EKiM7hY6U1JK+i7eZq4mjNJia2bo2w\ndeuVxdQZfvMbwcMPGxw+rnBqoM/0XkiNUia/ftNiZEYw4sFtWwyOjhp85/5zDeO1mmJ01EdK6O21\nsG2Bi8JCnPUAuxKOA9WqIJPRSAn33qsYGNAcOCC5++6Adev0JcXKfLgwjkEAni+wrdDg1PXCHq9n\nn/Y4pCXDh+MUSoJ4D9jt8McP1Fm94vLioVQKMOeqBQOmKajVGl+CKZVc/v7vj2IYkljM5NNm3qWS\nxz/+4zGeemo5PT2NySAXi0Wi0XaC4FxGsGnGfm0Ui8Ubfs6E0Gy3/Bt+3puY48A17SJoCqt50NHR\nsdCXsChY6Di2Bf0ctT5BqA7CDK+PxiQVLEUTPuBmjBMUjBNo4WPpOB3e5ovkwAPZHK/XswzXJVEv\nQMyupqhZwfLr6PFOBroVlq4xZp6kxe06z75BCNjS7rNztsfqDBVf8Gj/Ezo2LQAAIABJREFUldfz\n9Yzj/v2SJUsk/+N/p/mbvw2YGNe4LhiWxDAtAiXI5QTFnKZaE+zeKylMW0zU4ch7VYb2G/i+QTIZ\nsHlDHntbQNf9BrEIfE220BG/fE/S2LjgJz+1CHxBS6vmO992MU3o6dH09DR2992FcTRNWNUfcOiU\nARq2rA0fNi1RuO8LivHNmqgJdR/aoppNK64silatinLgQI1E4uJMRKWiWLHi6kXv1fLCC4OY5tzW\nF0II4nGLF14Y5PvfX3tJe4z50NHRQXd3wPPPG5RKgk2bFH19zWzVtdDR0XHjS4FKsLPeGEmwSEqB\nfws8J4T4Cy7usXr1cr/YFFbzIJfLEY833QA/KwsdRxObde52dkffQGIjSdASdACChM5QE1PkzYME\nBNTkDIay8C2HNm87Q8Y4BmE6yRSaf9V+ij890Y1nmuCHD6eocMCGVLTAkVyapZkaAQE+Ljbnd1Vv\naVcYwuPjaYPa7K7Ah3pdehJXfiBdjziWy6EtQr4UNoEnUyZbNsOhQwYTE1DzNAiwDYEnJcfyguJu\nk4oP+woRjv6qTn0sAWU3bO5ORth1uBV+piDtMfCtGvvWuXwlleLRe71LNjfv2nUmw6KZKcCxY5Lb\n5uF7NR/miuMjX/DZui7AkJDNnPu7+PqAx+5pyXDFoKdFsaXj6kRef79NJmPiOOo8D7Eg0CQSkpUr\nL9Ntfw3MzNSZmKiRSl0+9VmvBxw7VmD16s/umJ7L5ejri/P0059v24lGkMvlFubEzd71T/OvZ//9\nZxf8XAMrLveLTWE1D7RufvtqBDdDHLOqmw31+xkzBwmEDwhsHWHAW82ktRulNTPmaQSCullmghMc\n1B6DQCwYYK3URPxJ7nQ/5k62ckisQgAiUPjCwjAUUauGO1s6NDGxmPsht7FNsbFt/ne0RsZRa3jh\nBYtjxwV7Rg1GhjUtiXBOYDIV0NamiEQk+byk6kO0HayEphq1GfQEwyVB5aQHVQkRFd6gqyZUDKgr\nkBqKklP/d4qf3a7p/Jqmq1Wyde3c7zuR0IxNCGwLUIJU+vp9Zi4Vx7mGRhsS7uxQ3Nkxv78vIQTf\n+laW55/PMzrqoVS4Y7Oz0+KJJ1oakjH6NPv25YnFrnx7TyQsDh1qjLC6Gdb1YmEhYpkQmu12sxR4\nBq318mv93aawmgcLXcJaLNwscexQPWTdTmqijIVNRIcNIRKDmgx7rypykiqKPUE7UzLsxpoS0+x3\nAv5N7ZcEIsJd6aOMTXZSN6JoLYhRJyuqRIUmnhrDR9HnrTnPI6sh19/AOO7ZIzl1SjDpCJQUdPWC\ncsAwFJG0xUMrHIaGNCfGDMbqEsvS9G8BLwXvnRBUpiV4AmwZNin5BigDtAClITizi04xtQ9eNAz6\nu/QlhdWX7vep1SwKBbj77oDenuv3oLlRn8doVPLMM22USgGlkk8yaZJOX58mZccJrlqsBUFj0hQ3\ny7peDHR0dDA5OXlDz1lRgp21ZimwETSF1TwYHx9fcP+lxcDNFEcDg6TOnPezjL+CSeMgPi4+kpM6\nSV6lGBQxKiKGh03dm+GgjHAHER5LfMzJyR7GdBYZhzQ1+pwJfNXPl1rSrHFvQ17Kb+Ez0Mg4Tk1J\nolGozUhMAzAEyTbYsAEiluDbD0gOHND8zfvQh2Jgo8TxTF78tSRXkaGvk2mELqDjkVBcnTHR1KGg\nQhGWB6uKyQmDwZOXfvBbFjz5xI1xn54rjocOubzzjovW8OCDUQYGGnerTKWM62qtANDZGePQocIV\ns1ZBoEgmG2O9cDOt61ud8fHxK7+o0WigWcVtCE1hNQ+SlxpA1mRe3OxxjOgMy5wdnIq8Tk5WqKso\nJ+mlLm0CDFzfYiLaykdOgvvqZXYfqRN95ROEvYrs7QFLu+ssTRe4o+ct+vij6yKqoLFxXL48YP9+\ng9aEYrpqgIJsVuF6sKQ9NAm94w7BulbrbF+U72kmioTjSUtAxIC6nr05FwjHa6VA24AFcrb+VffI\nj7icPhKgdWiwuZBcGMd6XfPyyw6JRHhdv/hFjR/8INnwct31ZO3aVt5++8oP51rN56675rYDmS83\n+7q+lUgmkzd+CLPUbI81S4GNoCmsmjSZg4Tu4vb6t0nKE+QiezmuV2EEPgVaWaoGkQRMGa18bH/C\nLw/dyakNvXh9UaZsl9TGPNtzu+lREJjHwetb6LdzWapVzZ49PuPjHqOjEhWx6Fxt09oG7RnNg5vP\n3WwTUlPVocCQBnitQA7IEpqgJgzI6rADvhyAKgIWiBhYydAnR1tErABTebz2mmLHjsbviPssuK6e\n7XEJ36fvhyav9i00ecY0JevXZ/nkk+lLZq0cJ2DZsjTp9C30xppcNypKsLPSLAU2gqawmgflcpm2\ntraFvoxbnlspjnGirAoypM0ijoqA1kSp084UCMHpSIr6xjgl2mhtK2O2mUxYXfyo7Uusze1kTOQ5\nYe0DBG2qlb6g+6p9nK5Eo+L44x/7OI5m5UrBypUBtZrPli0u2+4ywrLgp9iUCng5Z5EwQ8PQZBZy\nJcLkVA2ICqjqMEvVYkF+MiwxGK2hYzkahKBStNh30GNiwmflSv9sqS3QcKIuKSvoszXt1vVv4r0w\njqmUoLvbYHQ0rIusWGFecWD1zch993VTq/kcOJAnkbDOZty01lQqHr29CR59tL9h57uV1vXNTrlc\nXpgTN3cFNoSmsJoHXV1dC30Ji4JbKY5tqpuaKtMSVBk3IaFrs6IKlnun0FETdVealppHxBAYMY3S\nBmXZwluRFG2GJBEAaEaNCXx8lgeNeZg1Io5jY4qZGX3eAOVYTHDwoOLeey8uYd6WVEx4PrtLJlJp\nrBLQCpwmTPC0ACUBMhNmqyIJ8FtARQAN0kdIDx0ojh3VFNot/vzPHf7tvwXVa/N60cQlvDG9pQUd\nluIbWY/odZwNe2EchRA8/XSckyd9TBP6+2/d2+RXvtLHpk1t7No1wfR0OCsylbL56lf76OtrbOnu\nVlrXNztdXV0LUwqMN0uBjeDWvWMsAJOTk/T3N+4b3ueVWymOAkG/v5o/cgP+2+gUgeEyKdt5sPw6\n63WFIWFjBAEqamEbFbQ2MAKfuooyGUmxtD6KlAbKWIqJyZSRYyBYcp5R6LVyJo71ejhwOX0NE1HC\nste5PzuOplJRRCKXztDc3xqwORXw/+yOsLolYOSYoBaXkAciQEZA2QI3C6lW8IGiAMPFFEUCZRNo\nKBU1tSpY0uf53xgYDydIGvrspMYImnIg+GnO5jvtLsUavHfMpFAVmAZsXOoz0K4/86DfuT6PUgpW\nrGj8PL2FoKMjxhNPXP+m8qtd1ydPCjo6NM3Rq5fmRu8IBKgEgp2lZimwETSF1TxY6CbbxcKtGMe7\npcEr9SyviJdxRIFnvIPENbzgJ7l78n1+lniCQipFnDp1L8kdtb3YaROpFTI4idBVAnMdSmgUuiHG\nC0IIjh0TvPSSTRBo1qxRPPLI/L5x9vZKLCssee3d67DrPUU+H9pKHDqk+fM/j87ZW5QyobWmeXAg\nYOagYHdZUI+LsGc9QiikfMABlEYYPrZVxCCg7lQQIo4QAtP0mZxweW0iwRNzePcYAqY8wcuHTQ6e\nNIha+mx58vmPbDrSiqfv8i4qWc4HzxMUCoJ0em6RduaybsGP7Q3latb11JTgRz+yWbZM8cwzN2bX\n563Igt0jm6XAhtAUVvMgm80u9CUsCm7VOKbZy7PqZNiIHbsXo/Y+22dGOZjXJKv/yK/8r+BFDNZE\nT9Mh87TIPNXYabTXSsx3gJVY5Ams59C6E9P/wmfqt8pmszz/vEk8Hj75jx41ePBBf15N1qYZzgT8\n6792+ecXTer1cFKiZcKLLzlobfEXf3EJ1aLBMuFrD/k4zwlOHpVUKgK/ItACbFvjVwIQikyLiy1r\nlMsaA9C6jG36WDKc9zdd1JcUR5UC/OqIxbpMABqmpgW5GUm2RTFjCH61x+KxzfN/SNdq8Gf/R5Rc\nro+ZUoy1qwOefdJj7Zrzny4j5XCWZF+qaYB5Oa5mXbe2ajZtCli1qrmv/3Jks1kmJiZu6DkTUrM9\n2aBSYKExh7lVaQqreTA5Odn0aWkAt2ocBR6csU4woviRTbRV3qPfH8VSPnfauxlK9EINRoNuPlBb\nuZ1DbDVPU9IamwJr9CCIOL48hAxWYujua76eyclJMpk0uZzAtsNda9Y1VK9WrDCYKtsEfh3fr6O1\ngecZRGyLXbscPC8+53G7M5rRgiAWhd95xuOjDwwOHZXkpwVmDdoTinLOYXLMpS3jUChoLAvqdYFh\n+Ni2xrIEQkBvr3HJjNDxQcmymEIr+HCPQaksqNdhd9Gkb4nC26iouRCb5+a2v/wrmw93G3zx7lH2\njazm9PuSw1MG//N/XWPF0nMiakmDBdXJkz47d3qAYMcOi66u6+tpdaO4mnVtGPCVrzT7eK7EgpUC\nC81SYCO4ji2hi4/0tTSxNLmIWzWOgVgPBKAVaI2sn8Q3t7Fn2Zep6HaGEkuwAg+TgHokhhIG+9Vt\n7FU9tOpBYuSxhI8mQKARhPPppuVpDttvc9h+m7wcvurrSafT7Njhc9ttio4Ozbe+5V5Tucr3YXTc\nIAh8QGMYARKN4wQkk1Aszn3Q+2/z8AMIVPjA3HZ3wLee8Xjiax7/4X+q8n/9xxq//JnPn/yRQ3e3\nTywGmYxPIuESjYbeWKap6e42+YNHJbVLlCGcGnRZmqFRQaUicF0YG5O4juDQYYPBYRjNz+9WNj0t\nePMNi2pFsPtgKzNjAikgYsP/+9z1s3+o1zUvvODhOALHgeeecxfNKJhbdV3fjCxYLFWD/vmc08xY\nzYMgaKavG8EtG0eRwBXfxeQdBApf9CDkaZyYzZGVMTxtYkoXPyqpWjEs5VJXMU57vaznNO9PpBmO\ndLG+5TC97leROk1dlBg3j50dzjxqHiXhtWLrKw9XDoIA04Qvf/mzZQCEgGXLDT7cFWaPhBBIw8f3\nBJGomBVcF2dVUlH4ne0ubx22GJ0JxVd/u+a3v+CSjp09Ov/iX8R57LGA99/3ePddj/HxgOFhTb2u\nWbbM4k//NEb/UijkNNOeOLsDUGuoKFgZVUgB+RmJZUEuJzCM8LoFMJWTSHmxOFEK9h2QDA4ZdLQr\ntmwMzmbexiYEtgzLnkop8nlBplNhGFCpXb/+lnpdo9Q5jyzP0wQBmIvgTnzLruubkIWIZUJqtqcb\nlE2sNuYwtyqLYDnfOCqVCu3t7Qt9Gbc8t3QcZRqfh8P/TlaJTP8n1lciHMtajPsddESnUBgYSmGY\ndZJuiXvYyVC9jY+cFO9MrmRbroffGpig319KTVTO2yEogLqoXJWwalQcDQN2fAl+85bN6JCP7yqU\nksRisG6t5Ec/qvN7vxcjkbg4K5SKwmMbr9zf1N5u8OijBo8+GqVa1ZRKilRKEo+fEzFPZz0+rkgO\n1Q08BWkTHk357Go3mS4LIjYUy5DNakolgedDLA4tKU3vHAOTn3/J4vSwoJATvPiiRRBo/uzf1Xng\nAU1fryIaFSyJKZYsKfLxgS5Uu6Ba12xeEz7UjhyRHDpkEI1q7rsvzLgVCopXX/WZmdGk04IdO0xa\nW68+W5ZOC1pbJcWiRino6zMwzcXRFX9Lr+ubjEqlcuPPGQh25pulwEbQFFbzoLv72vthmpxj0cRR\nxnHTX2dV5ddszHuMWTlc2yTAxNU2BJod+lUOqnV8lLuL0nSU4XqCESfC5rZRuqM1kqqFMaFDE00A\nIYipqysDNDKOjz8UUCxG+c//YHDipIctFQ8/ILhjfWjlcOCAz7ZtjXHojscF8fjFGTBDwNakYmsy\nrCXkyoLpvGDLgM9zH9osWxowNmFiWbBypcLzwVfw0J0+9gV3smIRTg4KIhH4+c8MiiWN1oI/+VOT\n115xyWQE3/iGwwsv2gweW8LS5QrRBf2xgO9/w2XvXsnrr1skEpogEJw6ZfM7v+Pwwx96SBnaMRSL\nmh/+0OP3f9++anEkpeDb346wf3+YbVy37rP1VzmOxrZvjp22i2Zd3wR0d3ffcB+r5qzAxtEUVvNg\nbGzslmy6vtlYTHHUkT7cyO9yv9KM7Jvg3Za3UbZDxioQcRyqkSRvje6gVMgQBAbDh9MECv704838\n7TcnuC0xwFJ3E5PmcUDQ663D4up6fBoZR9OE330WfucZi5dfCTg9GPZAQdiDFbnBU2de2mtyZMIA\noREIVnb5nJww2HBHwNCQpFKDSEzw2DaPR7dcXL6o1gRaC1xX43rhPEIhwPclY2OKZcsMnn3aZ8sm\nxdFjg8yUlrOkR3H3nQGRCHzyiUEiEapdw4BKBd5+G+r1sBR57FhAterQ1qbZvl2yYcPV7xqwLMGm\nTZ/t1js8rPjVrwLKZU0sJrj3Xsn69QvbBL+Y1vVCMzY2dsPPmTA121saVAqcasxhblWawmoeWNey\n5arJRSzGOL75rkn+UD93rFnLqdQpjh/sZeJgN78S30DdBYErOH5kBZ5ngYSj011s/z/bOfCvq3Sl\nW0h4W+d9zusRRynhi/dF+LtTVWo1TRBoslnJunUXn8tX8Oq4yUhVEpGau9p9VjVgB91wXnBkwiAZ\nPXMszVDB4Pe/7LJvSDKx1CBiabYMBLQk5j5fR7smEgl3IXb3aIaHQr+qu7Y5ZLPnSnerViriMUlv\n7+XLmVqHAmtkBIaGYHDQRwiTet3j/ferbNiQ+UzvuV4PM09nxs4cOSopV+CO29VFOzJ9X/Pzn4cC\n8Ixj/quvBvT3S9LphctcLcZ1vVAsRCwrvmBnrlkKbARNYTUPMpnPdvNsErLY4qg1HDxqEIsCgxux\nCr2c3l9nfKgdY6lG5wKmxtP4eTuclycBCxCCx19RfPDUtW3OvV5xjMfDhvOjR8ORLqtWmWezV5/m\npRGL4brAluBowYsjNt8ZcOmIfjZxNTwjsc3zj+EE4CnYuvzqth0ZBjz5iMevXrN46CuKgwc1y5e6\n/NazinT6/MzOXHHcsiXg1VdNEokwY5dKwfbt8Nxz4U7GcPckeJ4km732bVC1muaf/iksXZomPPGE\n5vhJkz37TFxX8+qv4ctfCv8eOto1vT2akRGF6+rz3PFjMdizR3HffQuXtVps63ohyWQyNz5r1chS\n4MJXpheUprCaB1NTUySacxg+M4stjlqD7wtsK9ztNX2ym0RBYwYe2VidwcEUQSDBnxVVGnABS5Bz\nNDNighbdOe/zXs84RiKC9esv/a1ZaThdE0Q/9RxPmJqP8gYP93y2csLyNsW7x83zxFXcgsQ8W7yW\n9Gq+912XWj00MlVKYNsXC4+54rhunSIW8zh4MDRgvecen0hE8Lu/a/FXfxXQ1maQz2vuuUfx4IOp\ni47pK6gqiEmwLqObX3kl7GGzLBgeNvjrv9b09Ev27gnYd8Dg8BH49/+rjZSC9q6ABx8y+K++V+XC\nJ6DnQTIJBw5L9h8wEBK2bfZZ2n/jrBwW27peSKambnwtLWE2cFdgvjGHuVVpCqt50PxG1hgWWxyl\nhPY2RbkskBISCU02KqkmTIQGXTDQdSvMUp15yGpAaHoyQ/j6PyL9Z1HGfSCuPnu1kHEUXPylVGlo\nxAa3jrRm81KfT4ZMAgURU/PYHd41eXQpBW+8bXLwiEQagmxG89ADHt2d5wTHpeK4bJlm2bLzS4Rb\ntwr+8A9Njh+3GBiAtWvPFy5Kwxt5k8MViasFpoAVsYCH2nzmSPpRq4XC/N13I9RqUK1CdD9U6pq9\nBzTUbUCilGZiyOS1VzzqTpyvfrFIqRRmrXxfY9uCumfx1i7rbG/Ycy9YPPmox7KBGyOuGvV5zOU8\nfv7zAt3dFg8/vLjuFVdLJpO54c3rFV+wc6pBpcDF4Xl7zTSF1TxwXXehL2FRsBjj+NgOj5++aDMz\nI0gmPEwp2NgXsLuaZlWHw25PkE3lWdl+FNePsG9qA8GAwzfX/jNuUMYMXkSrKTz7qas+50LGUQi4\nLa14I28wISSBhrjWPJO9+JqKNSjXBS1xTfwqm+DvXx2wbSCg7AiyCY1xjVbGz/3C5Ce/CFNdsShs\n2+jzk59bfP+7LtHZa5lvHFevhtWr5xYrr+dNDlUkUQPs2a2eJ+qSF6csnuy4uI9r1Sr4+7+XHDsm\nCQJBLAbj45p8BXDN2QGFs75XQlOYMhgegWQmyrJlLmNjmkxGsH27wQ9/eq7hHiCZgvd3mywbOHfe\nSgV+/nNJoSCIxzVPPqloaZnX278kjfo87t9fx3EUx47V0Tp9U+x4DALwfM5+Zq43C7K2G1kKbAqr\nJldLrVZb6EtYFCzGOCbimo1rJtj5ThlcjzvXBQRKUCxmiURNdHKaraueZ7zai93ikN08yRFu45ix\nhnH/BMtEC1KNgK6FswivgoWOY3tKUa+bGC5EJPQnNK9ULL5ln3uQf3Dc4NX9JhVX0BrXfPNOl4GO\nq8ugxGyI2deebVEKXnvbImKH+sR1YWRc0NGu2bPf4K4t4VOkUXH0FByeFVWfJiLhZE1S9iF5wR13\n82bBP/yDgWUJWluhowOOHNGo6mxO8KyXaGjJESiNaUr2H7b4kz88/yno+wLjguMHF1R2nntOUquF\nI5A8T/CTn0i+//3GWGU3Ko7btiUolQL6+uybQlQdPiZ55U2TPR+XOXWixub1Pn/8xy0X9eo1koVY\n2w3dFVhszGFuVZrCah40fVoaw2KLo+sqfvzjIXI5l3jcpKdLcGZprbIcjpUt1IxN97IxIsJFmprx\nSje+ZxKTFSL1Noh2EtoVX/2SXOg4flQ3WJM6/6E86kumPUGbpak68JMPLU7PSIamBZW6pOZq/uTr\nN+bb+FRdkGuFkiMwfU3RF5STBjEJR4YNjqYDNmd9lnc1Jo6lQOAqQcS4WAxqNDlPkLygKX9oSNDX\nB5alGB0N03J33hmg9wqmJgXUOedxBsRSinLZp7394nMMLFUcOyHPWmPUarBx/fnia2YmzIpBKDYr\nlXDuYjR67e/7DI36PEajkscea1Aa7TPi+/DKmya+5/PJ7jKlEpw+5VMoTPGXf9l13c67ED5WFV+w\nc7xBpcCr+264aGkKq3nQ9GlpDIspjkGg+fGPhyiXfeLxi5dTX7xOLTAZr7Tw41/9NtvvfY1TseV8\nGGwhnnDYHC3QL1oQuoxvbAfxqYZxpWbntsz9rf1q4qi15rXX4OTJcNfZjh3Q19eYLEBNhTsCP41A\nM6MEbWjqnuBkTmJJGJuRSAEv7bWuu7AadwWvFiymfZC3CU7kJI4PCQnaVJTrsLRFUfPhtVGTQ/VJ\nHlzfR+Yzlnni8tIlS6EFmTnutoVCuINx5cqAlSvPiaBITJOvBIyOGPhlQEOqxadvIEAB33z84rLi\ng/f7aG1y8pRESth0R8DWTecL32j03DgdCJvmG+VRtpjW9RkcNywDqiDM/oVL0iCfv/K0gc/CQvhY\noWnO+WsQTWE1D2y7Mc7Tn3cWUxw/+WSGfN4lFrv0UlqdKrM0XmGXF+f9Qw8zFc+yalmEe5IWfeL3\nSSencUQERPLs75hHXsGYPIRG4A9sRy3ZDIBTLJI/coR4V9dVxfH99+HQoXA7vlLws5/B97+viUY/\nu7hqMzWFIBxefAaJoNcK787pmMaSoaN63IaaB33Zqyvt5V3BGzmTSgA9Ec39WR9zDtFS8UOZcEbT\nDjuCn+ZtokIz4go+jBtMO5LA0cx4MKwMEklwy4LDdcX2Tp9ARvgvx22+u8oleYmNkHUXHE+QjutL\nNtFHDeiPKsYccd5OwEBDh63IWBe/9/7+0Nn9TFqq5oJtwqoV8LihEJZiZMSgMKOYnPQRUvP1xx3a\n2y7+vBkGfPXBy5dyHn9c8dxzBo6jsSzBo48G17QpYC4W07o+QzwGqST4vsnylTEOH3JIJQMefvjK\nI6c+CwsRy4TVwF2BN34iz01FU1jNg1Tq4m3VTebPYorj3r2Fy4oqCB+ZR1I+J+508YoRVkxP8v1W\nyVeXSFIWaNpQaI4ZM1SEx9rxGTLjB9DRUGhZJ9/CaV/F+IGjDL35JqZtE3ge0YEBup988rJ9KKOj\nnC39QLgtv1RqTOlnR9LnhzMWvgZLQF0JvpDwic2KCtOA72x3+Id3I6zv87FM+O8fq1/xuI6Cfxi1\nsCVIAUeqghnf4qnuc1mCggvPj9mEiQNBu615vNvlhRkLS2h2OjAUlPBTAjWewJuIQkRADFwHSpMG\nfRmoj1k81Z3CkvDKiMU3Bs7PRGgNL39kcmTYIFCQjGq+dq9He2ZugfhIm8fPJy1GnNDpXWlBu6X5\neufcGY5MBpYvVwwNCQZzBkPTkoit2dDr89/8wGVoXHLwmCKXl0RtwZ2bfO7ecu237a4u+IM/CKhW\nw8+F0cA2ocW0rs8gBDz7dZdX37T45lNpTOGwZUPAsmXX99GZSqUYHR29rue4kIon2DnToFLg1U3l\nWrQ0hdU8mJ6eJplMXvmFTS7LYonj1FSdQsEjeak0xywfTxu8tj1NJRfByUUZsuEv9/pMFko8e/cQ\nGbWWQ0aZ00YFC8EedYztpnFuNLPWaLfK6K5dRGYfXkYkQtFxKA4OkrlM+aWzM3QLPyOkLCs0u5wv\nOVfwfsFgZTxg5ezOs1ZT8/02l4N1SSUQ3B4LuLCf95H1Abf31pgoCpa1adqSV85YHSiF7/xMJsyW\nMFKX1AKIGaHY+emoTaAhYQJoKgH8xWmDfLLKsUgZlXSYGrWpjqUIJg2Eq9AFCUpAGvw2GCwYeIGi\nXsgR7UozXJHUfJiaEew6ZjJdEozlJWNTgrW9AelYeO6f77L43lfnLmfaEp7u8phxBZOeIGtpbMdj\n/+4Knqfp6LBZvjx21mEd4LHHAt5+W7LnJRNTghKCxx4PWLJEs2RJwD1bGzvATcrQ86rRLJZ1fSHx\nGDz58BlhLIFr3KI6D274nEBolgIbSFNYzYPW1taFvoRFwWKJ4/S0e8VdS24Ax7VFSURwjQiiSyPi\nASMJn58diHHP7TN0t7zBjL4de/aGPdM+gH/kKKYOkFqjoinKskz3hfbHAAAgAElEQVQgqpicKxHY\ntRqV8fHLCqu77w77eE6dCkXVI48w7zKg1vCjURtTag6WDf5ln3u2rGUJ2BC7/N24v1XT33r1u/vm\nujr9qV+fcgUFT5D+VGmtKDzerGrau6apKMH4dASnYuKMxCEQaEcgLI32gZIAG1QaZlzBG/kO7kwL\nUrbmh3stiuOSRCR0Vj8yLpkoSQ5MG/S3BqzvVsRMTbkGyUs06HoeJKXG1B4v/vM0ExMOpikxDHAc\nRTQq2bo1zZYt4dd6KeGLX1SsXe/wxkcmAz2KVSsuHS/f13z8ccCGDQa2vfC75s6wWNb1zUBra+sN\nF1cJS7O9u0GlwCsnphc1TWE1D2q1Gun05zzH2QAWSxyV4rzMw1xoYEZFqE0nEUUAQeACqTojpsAL\nTAKKLAki7LXCLuVSzOKFu79E++AeWrHpFMMUx/6cwo4axqRFdLSTRGEVnpS0rl592fNLKXjkkc/2\nPjXgo7Fm36p3HfwmNZq8qFMTLtmMgZrJonQosjwNfTFFbDYb5s2h404bDiKiKQufmVoMz5EoR6IF\n4H2q/9/QYAuIAzGoSIEwqvzTYCtfbveZGhHcmw2ouPDRkEmuLvFVWNY8nTdAhv1TirkzVvsOSV5/\ny8LzFMMnclQrcbROkk77LF9eJZEIxfPOnTPUagFf+MI5MdLeqnl6x5Wboo8eVfzyl+ED8M47b55b\n+GJZ1zcDC2G3UPEaaBDa1pDD3LLcPKvyFqBe/5zL8AaxWOKYyVj4vuJybngRAwZpRzgaYgIygAZv\nJIrTWiMarWMSp1e10e5mOCJneMvOcyRtUL7jNjrH99FdzbNqYprbpiY5ll1KOTNGQIJMz4PEbkCW\nQAp4qM3n46LBbZmA9st4SwUEjJiDWMqmS/UirmJo2Akjz2mjQF34GFqg0NCT4+3xDqhm6bY1j7Q6\nZ1/fFdXEPmVp4KBwZAWjpYAWAb4TBSGQtsKMebhlA+oaLQREgMysuJqtsGVFndfrkv/viM0KR+GV\nBNMFSXdK0d2iOD4mYXaDZqEiWL804LmPbb57j3tR4/e+AwbxuOaf/9mjWm6hPeNQLgtsWzI2FuHO\nO2eIxhTETP7m/RIf356hLWXyRaHona0wVR2oOoLW5Ny7DFevljz1lMWqVde/JDUfFsu6vhlYkFg2\n0iD0c05TWM2DhfYNWiwsljj29ERJJK68hAw5W4qKKghC00eR1nT7il67n1Z3OQJBQlucMlzqAqrS\nxfBK1Kw6p1rb8XavZHJPG13JMit2JKndv46lassNeJcha5KKNckrN2AMWscoiQKBEWB6Ju3q8l4/\n+80JRo0StjaI6TCWI55kPDCx7Ao17TNT7+A/nIryP/TXWRLzkULwcKfHL8YtJuqCU3WDcrbEyt5p\nhmsZLCOgDkhLk1laJO9IfM8mcAxIC0RMoaNGOK/RgV/qpXgIEHCsKBGAViAqkp6UYkW3YqokCXzo\nbFWs6VPMVAWDOcFA2zmBV65AJq35cLdgdEyQsHyGhyV1IanETeoVye7XIwx0zlDodGlJCI7tKhB/\nqI2/K0qe0ZpDJw2OjYWN8lFb88DtPrctOT/uhiFYu/bGWlsHCg7mJIdyBm4AhoTWiObuXp/0bHV6\nsazrm4GF8LFKWJrtvQ0qBTboMLcqTWE1DxajT8tCsFjiKITgtttS7NtXxL7Q0OlTbNCTvHl8CZE7\nHITUgEblTP5gTZI2vea81/rizJxmgWvViaMw/IDuE1M40Ri5Uitrp06RW1/k5PHdrOrfjMENmrNx\nFSgUAoHUAnWFTtgpUWHYKBDV55r/tYY3RlOMl6NIoZBS45gzaBz+t9ppumWV/rSLEcmSiC7j2Kkk\n2XhAT/8gNVOQsOKkEg71mkE8UcaM+0jHpRBrwxMmJAXKN/ErRvjtXMNXWgb5L8U1aAXKgOOTkpaY\nJtCajkTo/9XdqlAa2md7sxMRzcenTQbaPLSGX75mcuS4gdJw8qSiLV2lVJKctuJUtYVfEkgbZhw4\nNR2HQ5LIqjpHW+q88VdR/BHBj8uaNkuw4x6P1ll/zJf3WPS3O+eNAvJ9KBYFqZTGuvy+iYbw8aRk\n14iJp8Jh2AAEUHAEB3M2vUnNEyu9RbOubwYWwseq4gl2jjWoFPg519hNYTUPoo3Yo95kUcVx27ZW\nDh4sopS+ZL/V19oL5IZs9u5sR6YV2pX8mx3jbNxQJudnyOrE2ddudbMcj5VJKItJU5BvybLp9Ed0\n9EwymFtGd0+BajJCRAtkvMRk5BU6na8guYTvjVNH5KbQLa0QS8z9mnngozgpS0wbdQSC3iBOr0og\nZ0t+A94qTpvHsXWEDnX5u+txM09En38L2jWWZqoSwTIUWvjo1AhWIkcyVkQhGNSC/aUE8dQIKjbB\n4LLbKaBIyG6EOUEmNcY2lSPWP83B4m0MF5YQiQZkB6YoVjK4KoKbj54rewgY92LoWQ2oYgIfTaAg\n7wjyNUHH7C5Iz4el7eELhQBn9lv5keOSw8cMdETjKoEZ0Yzno9S7JE7OQGmJtgSBL2DKgBpgg5NP\nMFyOI5cIpA/WGBQNzXMv2zz9qEcqqTGE5sioZNOy8Lx790l+87aJ6wpsW3PXtoCtW65f/ebdEYMP\nxk3ilsa6IElmSkjakKsL/u6AzcNtt866npryEULQ1nZzDrVbkHtksxTYMJrCah7EYp9zn/4GsZji\nGIkYfOtbffzjPw6hdVimuRBDwL/snWCiOMaXv9RLdMM0RaNGEYMJu8Rmt5+sDg0Hl+sYjzh9fGTO\n0BFIXPs96it6mdJl7hoeJyojeG2raZGd1OOAVlTlIEm16twJlUKOnEAc3os4cRTDskAa+BvuIth0\n9zW/15yos8uaBMCe7Sv7xMxxiAL3ud1EMTAxWe6vudxhgLBZvSjr5wmrkbLNaDlCxlIUZYlI+3Ha\nzDESsSJIRSAllSBJkjyd5UkyosjG+oe8GPkWedHOqopkeewtsskJZhyLtsgMQcLgVDSK78awIw5+\nJQJKhg8QqUEKRrxzglNb4HVBXYJZC7MyHQmNF0BHWhOLhCJLayj78MtBk9d/YzBYMZCz/ca5ToPc\njAFK4dsmgZKAgEkJAsyES0fnOC4Reu4/zb53NuLPWAQ+TAaCwFV8uN/ggbt9Ag3R2SxRtQq/ft0i\nmdREZq/jNztNVq0MONMz/s47BocPG6xcGXDffXM/JbXWuG64S/Rymy+GS4L3xkySV5jXaErwFXyQ\nS7Gk57IvvWn44Q+rmKbgBz+4Ob23FuIembA12/saVMO7DhtcbiWawmoe5PP55q6XBrDY4pjJ2Hz3\nu0t5441JTp2qolQ470wIgeMEBAEsWRLl6ac7aG21+bVRxZ5delFtMWLMkPXPOTlvDBJsDBJoevGd\n5ZTkFInOVqJpn9LkT7EqBdy6S2U6SSQDAkFB5DhtHsVw3qB98E16T52gNONQtRM40RZajE2kPqgz\nVnJwHJfUwADxtjbsVAqtFIO//jVeuUyiu5vee+9FyPNLmw4Bz6mjJN56l6WjObJWhJnb1xNLpam3\ntPBuZIQH/P6rjplCoy9obD+cjxOzFIga0bY9dEeOoxHULQNT+sRwyRgzJFSVKd1GVcaIKpeHS7/g\nJ23fplccYZU7zUxEEJcBa9NHqHsR+vtOcWJyGc6URSWXDLcaCg2GRhiKLfEpDqosGCA8iAeg6oJ6\nDKqepqCgPa1Z2xMKlUDBO8MGS/s0fkGxr2owXZAkI9CfVKQzUM9Y4CmEJ8ERoMMGeJKwbsM+xr1u\nZEyjlpgsffI0p36yAl0Kx6fMFCSj44qaA7YpWNkdZqtOnJQYF8whjEQ0Bw8Z3H1XgOfBBx+YJBKa\n3btNtm0LLhpX88knLh984FOtaiIR2LzZYtu2ubOd746aJOZwi58LU4JbylF042d7rm5m7rsv2lBz\n1EaTz+dv+DkrbgNnBV79rWBR0hRW86Ct7XO+h7RBLMY4xuMmjz7ag+cp9u8vMjnpoDW0tFjccUeG\nWOzcXdz81C5Cj4C4nvtJJBBYRMmqPgDkiXfJHJqkHD1F9PhJKl98CKENJic+4ZPWfVTMOvVIQEdP\nluxSje35mI5L5tQko+Jt3hlq48Svf4Xzmyniox4tq9ew9Ks7qC0rEbR6yHaDyfxhai9Ps+rhr529\njtOyyn+KniR64NcU2mtMtrv0nT7F/X/1HDPrb0fEA4KBCodXPUtX6iEy+vwyRt4XvO4Y7FcBvhHw\nhUjAlw0TQ58TVoGCgmMhZEA1foylkRME2kTYDilZQQiNrwxcZTJRW07FT6KBDcYeWkSepAmGU0BK\nySb3IJOqg2GZZFNqP6O6g7FqH5OnMwjfRyQE0tToIJxtuMvpOuv7aEYha2vcUrijU8UEVgqKQvBe\n1eSuuM++KQNhCvpaAwanBMksjIwLCgUo1CTKh64lMD4u0QUdHlgCUUAprISHjCmkF2BYmli8Ct1A\nEVQVXFNzZESilebZe13M2Y9La+v5428APFeQnR0TZJqQTGoKBUE6fXH/1bFjPm++6ZFICBKJMPa7\ndrnYNmzceP5nsOrBaEVetbACqEXaeXfE5KvLbv7O5Qvf781GW1vbjTcJbZYCG0ZTWM2DUqm0KJ2F\nbzSLOY6WJdm0qeWyr9ng9bLHGsEnoFXHWRZcndCUo6cQ0XaSIoVXPQ6TKbom4YWudzgabaEWTSFc\nzYm2Adbow8SDKh3OFEG/zf4PM0xNaaqVCs5X1xF7aS+lXe/g9roIL4b43jKU8onOBOQmSvTqrxIX\nUUrC4zdWDuG9TbY4hooaCAFTbRnGlkWwS4NMdPbSOl3jw63TtFsHMYIsq90eeoXFdCD425LJ6yKg\nqAx0zWBn1eHDjEPPYCunC5BMB6QG6lQFTLkO67uPEigDLTTt1gQGATUdZcrr51B1DRJFwqjjORYf\nlbZye/QQANOyi4IapM1oZa0YpqNqYdWjTFdHGTPWUUqvICYc6loRSJNoxkUFgtV6hmPlDEJD1NRk\nbU0yqRgqGmQiivissPE1fFI0KLmCe9f6CAGTFclQVZIa0NglKJYE8TaNXYdoCpxS6NPgu0Zo9SAk\nvmchMwEtm2awEh75Qms4W80DHI1RhXgajo8ZmOY5X6veHk13t2JyUhCLQb0OrS2aFcvP9X399m+7\nTEwIOjs1FyQd+egj96ygOkM8Ltmzx79IaExVBUrPr56TUCXy9ZuztHY9mZkRVCrQ0aFp1Ii/UqnU\nmAPNg4St2b705hfFtwJNYTUPXHduU8Am8+PzHseMjvFFd+W8f0+1dWOc3I9h2xhyOUIvoV57m9G0\nQSUSQUofbQrSFKiIJLb0ic045IMW3EyEuBC4yQT+y6PU7liKNVpgemiQyL+7j1R7gZh0mEp20W7n\neCv6PjucL3DYqDBqnAI966ujQz8oieLU8h6WDk6jBAwl1rDXXsmefDdDhXYSSrBNaDZHPuBdljAW\nZKnUo/zW5H8m6xd4P/pFRmZuw4xUeT8ZxZ6IMpE06agUiRpVAgFxM0/aKCJzAaVaGpUSdCYmcYII\nvm+T0GUC1+K1+JcBOGLeznp3DyXVTkVoUuYUypyhqO+jxRtgwI6ScwTRbA4zPk2xEKc4005/dpTl\nLQFf7PGZLAu6JSQtRW+PJqsVhbwkUGAbsLQrwHAEeUNwXEn2YTBjCtICEhlN3QJTQKEoEIYgnhTU\ntcYPgCxQhCOn17Dxrt2UOtJMljsYer8fTgIumAqEhN7lAdGI5sOjJl+649zD7qlveHyyVzI8ZNDd\npdi8OThPQNk29PXNLYgcZ84f4zgXv95V5w/XvhpM5TDHoRY1O981eP8DEw1Eo5rvPOuSboC2XIh7\nZMUV7BxuUClwRUMOc8vSFFbzoOnT0hiacbw2go33o+NJZHGaYPU2uiNxZkYlQvoooF3PUDdsPEwM\n7SMJaCWP3VYj7gumR6IUi5346TigoTuJuUySzo+xxC5CS4SWZIExbseUQ5yWJapCMWVMYZoWlUyc\nWLWGkALXtnEsm0rGBh/+dvNj7Jlcy1ihDW1JhAHT1Tr7SusotyrqOiBGkUyQZ8ZK0lE+yvHEUvq1\nS9UGKhZ2NgDLwxQeIMjYBVwsMuU6rfEcw6oXhSBtFCn6aTzTIk+WU6MDyGSUtlbBS5GneVztpNVP\nkTBvY5h7ODm1FVuFJb42W1Ort+BVW0kLjWxRGNFefnRnhVQEpIIP8wa2oUnHNW+VLVb3h/WRaiC4\nN+bz0gmTg9okKiCRguI0lIzwd21LI4NQHNlaI+Pg1mToISuAVqiR4N2f3hf+zAQmgXr4ei2hfZlC\nRyRLshdnDwwDtmxSbNk0/6FuHR2S06eD8zZYKKVpa7vYKiRpaQJ1ftnxShQiS85m9z4PuC58sNsk\nlQ5jpBS8+ZbFE49d2T3/SiyEj1WzFNg4msJqHjR9WhpDM47XiBCo1VvPukONnTqFMbCNRPUoGatA\ngMQWHq62aNOTJLwiOq3IDBcodi4lHXFwThnU1y0h+d5h4l6VSDKNEQnLe0FJYWUDZCqGGQjyhkNK\nRZn4/9l78yi5rvu+83PvW6perV3V1fuKfScBEAQJUiRFUqQoUaYkWrI8lizZVmLZo3g8k8QntpyJ\nMplY1kzOxPaRHTvxiSzJixxKsU1bFs1FoiRKAjcQBAgQW2PpBnqt7qquvd527/xRDS7iIoIsAiJR\nn3P6oHHr1Vt+fV+9X/1+v/v9ESUTxnhi3Wp6ZvOsX5wAW1HYnmJ5roelMMMZmSNfzuBHzedqw4vx\nKFbBot4A2/EomkkOxTcy6M2yN34dI75mlTOFsiS1mGJNMqRYqREEAQqBlGFLuX0AuusFVlmnOK42\nEiIJhMlMY4hSvYv8cgY7CKkt2wwmZkmGSxSzO5lPDnK1zHLtVpfHZkxOFDVnyoKyL9Fo+mKan1rl\n0eOeYTzx/Hy89QX90kJ8DjVa3sK1iYCdccU9loG9ItUQjyiSPZLKoqCMoM/UeKFm7WDIzEmDmhZE\nopp6TRAqWrVW5/0VCVQBUxNNwo5NPsmcIJ1sqa9XG7B9dftSM+94R4SvfrWO62oiEYHnabSGd77z\npfmr3ri+oPoqgFhjmg0Do+063Z94ghUdtPNIuTLWBi6FjlXc1uwZ66QC20HHsboA3k4yAZeSjh3b\ng+M4ZMQARuo6RngGKU5RJc4q5okpD3nKxxNVGl0pImGDuf4+KgMDOMUZRuOa9WtjLOUMPDNCsZog\nVi9TDruI5QJ8tZFMGOVIkGR+eQ3zXhbhKOaTvZw01jASPcuO+lPUxyRhxOeO4B+5N/4BTgdrScgq\nKaNCqAUZZ5kocZZUlkC7uKbJPvsKetKz/IvGF3D8CptDh/lkhnmnj8zaCCrUlIwUo8onqjyQGhWT\nDIpZyvU0iypHs2JTLOWoVBJ4pQhhOSQ9MI97rs5MLMqQ9128xN306SjChtvGA24ZhVoASglsQz8n\ndrmw8MrzcWdcsTP+4ujQ5lzAw/MWhoZuB6pJMBxNUIcrjIDNvSEDUfiriuDYgoS0IKkUy4uy9SDW\ngAXUgWVNchiuu9LnrmtCppcEs0VJzIZfuNUjFXuZk1pB6VbR/3l9qaYHri9IOi+trwKIxQQf+1iM\n/ft9FhZCslmTq66ycJyX5vykgPWZkKMF4yX6Va9EYMTY1H3hkbS3KjEHhocUc/MC24ZaTXDLTW88\nWgWX5jOy5gr2TrYpFbixLbt5y9JxrC4Au12ViZc5HTu2B9u2sbC5qbGH70QypFWKMVEmxCQVjDM+\negum+mWUmmTCEXh+kvduPM3AiVncVe+mZ1sXg7mnOTN/lkpfCmVaGF4SGVyNobsZCBPc0zDIT2/C\nHZojVApp+BgRTXKyhGPXqWcdzpwaRxQNrkgdIDuwTNItkirNIaOSqwcOsOD2cUJswKwHjDemuKp7\nHziabn+Kg4ObOJ1eTSAtGtqhqmI4soETNiioLgbMPGEoUD545ZBBMUEhSHP45HbK5RRNL0bf8DRb\njYOsGjhNZE2T/KzgG5VRgnmP4fQRtstNCASGZEUKQL/EjhfC1kRIUQtmKwYlD1alQ0IFwz2KnUHA\nrkHFYLfmpjGfP/07mxNFg2e6DXR3q16LCq30n4bYqGZ4l8/un51mVU8Z++AQW1WcPVt80q+i5zqd\nF/zu/VEqdcEVmZBtYwEnFk20gmRM85F3eERf5rIiEcG117626716IOR4saUm/+Pqreq+YGvOfNne\nhm9n7rrT5+mDkuVlyeZNIf197Skyu2SfkZePX/ym0nGsLoBSqURX16uv+Orw4+nYsT2ct2OPTnB3\n8yqm5FaaosywskjqVnNmwb/Csv4L2908O1UdP/GzBB+9HcTKra8UA3KOU/Z+FoVEq410BUk2BRkq\nSA4ULGwklWocv9pARaL0+Qs0RmIc9bYQy9ewCJlkhB2JfcSLFYK4IuiPsq52AGcpz+ahJSJejbqT\n5Fb5IDmzyExigKORNZzpWkUgbITQGCgsESIFaAyOeluIqCeIqSYNGaGeS7BUzfDk5B6ceJ1yJIUl\nXVwjxlTvGpZUN2uPHsIue2xcOsDP/tVvoONdVH7qX5Pa8PM/1o6vitaIYArDP8ourTgj1mOk1pBS\nNjOBIK6hNiE40zSYPG1wx66AdYOKX7nb41N/6yCr0B3VBElNMwrK0Vj9msw1AcltszwyP80jUyZX\nrz3EteFG0vGXD1VVXfifB03+9MEIi9MSWYeDyiCOxQfu9MjlwA/h+0dM3nXlhaV1tOZFTaWjJnxo\ng8fXj9n4L4iM/eh7ar5gV19AT1AE3j76dK8FKWHndkW7PZJSqdTW/b0W4hHNnjamni9nOo7VBZDL\n5S71Kbwt6NixPbzQjgaCVSpKSyzpebS4Ci/8r0ATZPzFT04AKYkyyGZv8CX7NwFXCZT0sBcXaAxk\nUYaJafjUZJKSTmPWQywjJGMvY4gQ2/KJdTeJqgKVaC+en2RH9FlGvWnO5Ufwh23OyUEEikWvGyVM\nBBo0uNrGFh4GCiUMQgMOeNvJyQVMGaKFybHiFpSUuNKCqABfUK8nKFQClmQXjajD7YV/ZDndyxNb\nbuDq/Y/Al/4Nf/tBm7k1O9nqzXOD40PyKjBSz9mxqQJONRReaJH2fR5/6CSeF3L9df2s63kSu3of\n6CZaplDOOAmheGIRztZ76BdF4kaJqb5BDuh+epoWfTOadYOKzx+KsL/PJN6nMaehx1XMKolXkAQ1\nzfSURWaoToiDGdHsm01ytuARrSexNKwbCEmv+Fh1D/78CZu/eNbkrAipXiMRCmKPQnFC8NV7IuzY\nFpDt1gx0vfbISbEIDz0kWVwUSAljY4pbbmlJB6Qj8NHNHo/PGpwoGlRdqFdDzIiBVII4mmv6fLb3\nKjyvc1+3i1wud9GL12uuYO/JNqUCt7ZlN29ZOo7VBVAqlYjH33i/tcudjh3bw2u2ozCBC9cNSwu4\nIu1z/9EalhMQces0jThF2cXa8BSyGbIoMkgvYODwD3B391DrStCrSi0nSwcQMXjW38o69xjJrgpa\nGFg6oFsWcCINHtCDrWJ3NAKNRCF1gCRg1h9FhBpfOUSdJlpAaFgsB124iTgxu4zdG9D0ogSWRGhN\nfrmPfKaPbeYz+JEIzbxD6Ychxw8c4sv9tzKQa3C9/0PuKD/AP6r3s9yIsrba5OlYhmFZZ6NxChbn\nMYc0662jzAaLzFkZ6r095DyXsWqB358a48nCVkaNGT4S/zozyV6ahkOf2k9NJDngXMPveOv43CM2\n000JEY2wFJHxJrXTcVgQMAU6IsCF2e5u1uxcprDUTX7OJl/r5t897jCeCbh2jcEnb2ktvT84beAK\naIqAxppWE2kNeJvBmIDiskBKwfSMwHBfW+Sh2YR77jEIgtbv8TicPi343Oc0mzdrUinYuVPTW2uw\nc43NF+9pMnHI4PRRg5hpE4uYPJ6QbNok2b27wg03xF9U33XwYJ2JiSbZrMkNNyRftuXTy+F5imZT\nk0pdRssMX8CliFh1VgW2j45jdQH4fnsKEy93OnZsDxfDjh9Khuz3KyxUXcyYzaC3xIg/wyo1yah5\njrqK8TcP3MJNhx+i3pMh9p46voxh+RWklHh2FA+B2x1BuoqYrDAczhIEFimrhBNUCAwbJQxSuoRf\nViTtGgf01WglMYTPbGOATe5+KqkugoSBsgwMw6Wvfx5DhDRjUQrVHIFhsnrgBMlEA6scksyWOHfL\nao6s3cbx6V24x6MsLgxydO1GduQe5Z2n/y2nKuvpCa5iMLMfT8Tw52OM/vAUq9RJgqTByStXERiC\nvuAQx6xx/iaxm+bwMjd038va0gSPRq6nSpLFWJayk6IuHYJAsbxcphJPtz5hFwDXIJiKQ1G0CteT\nwBwwKFg62UOzFMVK+JCIUgrjxJKayrTJ1aterGcUAYaGfGZcSegCBqgQEhrScU0urbliXEHw2hyY\nxx8XPLXfoLnS51BrTaEQkk5rcjmoVOBrX6txxRVNLAuOHoozc9oAV9AQIfWKTT4PpYpiaMjnvvsM\n7ryz9XQ+caLJI4+UiccNFhZ8fF9z223p13Re995bYmbG41Of6iEavcwKt7g0n5HxiGbPmk4qsB10\nHKsLoKO/1B46dmwPF8OOWwz4/+QT/OlTpzhdGGV7/FnceAqNwbQ5ChLu2P4Ej936C+zacIiKYYCU\nSMtAidYqOEsHaGli2wEVkaQhlqmbMQwZcqv7LR70bqYRTRNbXEAeKxGkTfxxiRXx0J5GSxMfm67m\nEqf99UQH6owZC7jYCEsTxceNRvCaEVY7Z1CuxuzyOGuOsxT0UKolKAS9xGSV9HCNBa+fw0eGiM3Z\nxAcFLocIvSjKlHQ9NIMMmkzHBin6adxHbQ5HtrC0/hb6gnmiVo2SGeX68Lv8F36NqdlxytEMfsNA\n2QK7u4myJP6yCdMCYhpsAVMC5gGXVmQgTkttfRYQkhopmBbExhRDSYVtQTAEH9j9vGN1xVDIwWmD\nd3dZeGGR00OS8qEuso8a2BHBXbd4jA9qanVY9xpqZQ4dFpkY/E4AACAASURBVPzmf4xRLgmiUc3G\nUZ9mI+D0aQ/D0GSzkh07JEGgKRQsDFNx4KBFpSyxIxCNGESjUPYF5YLF3zw4ys27JIVCSDYLk5Mu\nsVjLKYpGJfn8a3cWNm2Kkk5LbPsCVUrfJlwKHataU7D3eJtSgTvbspu3LB3H6gLo6C+1h44d28PF\nsuPGsMH/sd7gmemvMFnLsDi0mqbdhQo1BAohNK6fw3WdVkhFahCgEYQY9IVzNIIoOgxwVQTfgqjR\nxCQgDCLcPPcAoupyZr9DJYgSbutnvXuA/dZNrYbWsk53bRrLlLhVg67EIqZuEvohwjRwjCZXRifp\nSpRIGVVkJmTZz1BtJHn6+NU0lEMtnaDRSKOnLDYuPkAwMQ2JGov7bOx33sX3nRjZySJX68d41toG\nEhJehWbcpuvZIk9s38Op5hjmiZCe0gKfm/osp9Or0aaBW7cJfBMjE1I9l8A4GuJHouAB+RXHYAEo\nAedES2bB0tALNATYwKSANNSnJbUeRVRq+lKaKV/Su1IYHbPho7s9fnDS5JcsC797mWEzSmaPYPWY\n4vGnTao1wZ4dIWtGX73G6tQpwe//UZRGFZSAoi95/KiBW6zj132EgAMHQAiTK6908H2XyekUUUdQ\nr/toLUkmLTwPAiVIxjVbN0yjGWX/foNbbw1ZuzbCsWNN4nFBs6kYH3/tEgJbtzps3Xr5yrJcCh0r\noLMqsE10HKsLoFMX1B46dmwPF82O0RiDToTZ7WuYLvtoYWDoAGgSYtGwHLrCMn+x9HHu5O8YSE9j\nyJbD1avnsVSI55tIN6DesHhWrGWsawEpfHQIKgixvnqSK5OKSjXC0S1pNiSmSOsHKJAisZjHqZVg\nQRGPLuHpBF2VBRbHB9ihnyJFiXjEJUqTgurCk1HcaIxKJYWTrGKECrPpY6ebFLwM3hK4qSSn3FF8\naVCYSbFXXM87Tn6bopGhYcZQgYQo+IGJ0QgIXIO5745SmU9QnUhhrlVYjQAz7hN6kuCMhZ8zwRMo\nU6KQ4AtaKqBAGjimoUnrU1cLmNaQ1mCJlmhoAwhgpiyhL2Q0q/h/H5S8d2eV926Q9OoocRtu3xSg\ntYkX5ojsPC+MBdft9Ni/v86GNa9eT1cswu/9nsXZSSg1oakFIgXKgcAzEKGJ5SlqNc1TT2ls2+BT\nvxLnP/+BhRODnGgJgIVaMzSkMPMKI2LQqMQQyedb54yPR7n9djh2rEFPj8Xu3Z37/rUSj8cvvvI6\ndByrNtFxrC4Aw7g8CynbTceO7eFi2THYcDXWw39NOplh2DjBbHIV0g1R0oCIQVzVOZ5YR8NyeKj5\nXozsI9ysvgE1jW+ZNKWDwkBON5j7tk/s2gTYDhSbaEuQeHwCZ0YQ2NDd53Jt9CiVxQU2Th4mPj9P\nc7qOl3H4evkmum+apPFgHVlaZt37F3FSZZxuDwJBzbPILM/yjN6NFfVZLmXozhWYmXHwPYu43aCn\nK099TS8zU+s4JzbjY5I11+K6Dgcyu1h16DRh1iJiebg6gtKwFMlw7q/HKE5mCbVN2DQJhSZwLXQ9\ngjguETFFeE4iu0NEj4H25PNyWT4Q0GoiKGmNrwSyhAxJjpQJA4u6H0dHJJgwUzAoWR52KJibc/D6\nF7gpE7AhTFBuwtcO2DRDwWBK8f7NPlK20m27dr2686I1/N3fSZpNyXC/5mRREgHqjsDwRGvVaNrE\nKLpYFoShZuNGGB4WJFNgWZpaVWAYYEgoFMBtCHLxEHular2v7/mn87p1Udati77C2XR4JS7FZ2Q8\notmzvlNj1Q46jtUFUC6XyWQyl/o03vJ07NgeLpYddTpHuOU61j37PSpdUQb0PPNOH6E0sWTArN3P\nfHcPSbPGqmgeW6/FOP4hrp99mOODmmJ1ii6/xsJxC3FgkdTyHPqOfgg9+P45yn95nKqUaN/mwEyT\njd+bYfCjTdLdHh4Gke4oxX0G6ew8XR/6XWJLBUCRURtJfng1iZRgailF7WvT1GuauhjhxPqfQgtB\nMlGiaUYolTP0ZueIJcAesAgSo1T2pakODrMjGnBACc7GVvFk/2525PdBWiH8EDfh8JB3B7XpOKFv\nETYNaEoINaEUyGVQSKReiU1VJDpLq5bKFS2HyqcVCUjRqqmSgAGG4THwM9NoJRGWJm0UmX1qCK0N\ncF3873jU/DRFw+Ez+5Osf3eN//lezcE5EyEhbmjOlSTTZcHIiryCZb16TdLMDFSrglhMU64KursU\n1aaAGGBKotLCLTTZc51gzzXQ1SX4xCckQsCH7/b5z79vEeRBGjDQr5ACHEeTTMLYWAnfz7Jt22XW\niflNoFwuX/Rj1pqCvUfaVGO1py27ectyURwrIUQU+B6tCgwT+LrW+rMveP0LwC9qrS98TfhFpKen\n51KfwtuCjh3bw8W0Y7huJ4xsYOPxR1kInsKLNpkTUY7H1vJY925yRpEhe5mRZMg1YZKfCvqITfZi\nHyxx5ohLdONO1s3vY3LiEGLKQDx8iNBXLBUUfmjQCCSubxBJJDhypIb/+4sMdUeoD8Rx/ZBKSRF5\n+vtEZYAZB+KSdelFekxBOczA4yc5ag9QrmVwjzXQqxSGpTiTX0WxnsOM+pQbXay3jzAwPEMh3cOs\ndzV+PcK3mwElPwEmPLzxPRzccCWbis/QHItS6Omm8a1US1vLN9Ce0XKW8hpGWw6J8DU6AkJrdFyj\nliQstnocPhetUkA/MEOraF1rum9dQAUmWKAVCFuRWleidDwLeQsvYq68X6AqgmOHHX495fOBnOb4\njKS3S2NYLSHP10o+Lzh+XFAshpw7Z6GignQc/AACWzC61mY4ofm5dyh6ugU7dxqIFe2zq69S/LvP\nuPzFXxpMnpGYrXUKxGIQiWiCoI/bbgvpNFZ44/T09HSaML+FuVgRKxe4RWtdFUJYwPeFEPdprR8V\nQuwC3hIy3IVCgVjsVZp3dXhNdOzYHi66HaNx7Ctu5XpuoSwDpmWVBE1uoUBCwrB2+HAjxZB2YKyX\noFqm+M1/xBi9Gt/I4FoZ7EQSv1FHK4mUkMtJnGwG3TXM9NkmbqkMwuBUpcn8QpPe4018DRN1cGIg\n+x1iMYmZtZkYuA5bzeHqKPaqBPJQk7mzOTyZJlgyaNoOVSON50YIhI0GFss9rEpOcHx6F1bdoxYm\nudqYYZpEq/me1izF+nisp4s1q48xeGKOk0tdVOeSKEc8X4MyLWFQoyImrFawLGCdgrKEU7LlEC1o\n6KH1mqRVXzUCVDU8A3bWR5lmKy2oQAuJlfZaD7dwpTbrfAmVJ9Hn4JEJxb79mpyERMVkdTbE2PLa\n/nxTU/DFL0r27xeYJoRhQFCGRkSyakCxZXvI4CBctRFu3mW97D42bYLf/kzIww8rHnvMoFKBdetg\n0ybNhg0LrF07/HpnV4cXUCgULvox41HNno2dVGA7uCiOldZa0+rjDi0VFwvQQggD+E/AzwEfvBjn\n8kZoXUaHN0rHju3hUtnRQXC3sni36mIWjQQGEUR5cRoq3LKb4PQCLC4CsJzZhdlzmqhfIvA1VixG\n6HnYiQTpbTvRyTkM26S5VODcyWVmjpxkoVpd6bUC0S6DaBIML2S+fy2luWGcTRnsagMvN8B3h29n\nOXQoxDbgLzqEdYmbjEBKI82AiOnStCLsL1zNXDDKmsQJIotN+sQsvdUIiwNZIlkXK/DosRb47ZOf\n5/j0JtJBlccKu3HNOJVEstU4Two4qmG9agmA9gi0rWFQwZmW5Cm1lhAoPi3HymdF00rAkMYPIxhm\n0NrWABkLqJ9KQ8pribo2Vuq0PFpRr7LAdS3C2+tUzgl4RHCyFFDcH/Jb/9rgqqteeT6EIXzmMxGO\nHZP4fkufyrQUsURIbzLE0II9OxTb1oVsHH/1CuZYDO68U3PnnS9+CJ8927mv28WluLdrTcHeZ9uU\nCryxLbt5y3LRaqxWnKh9wFrgj7TWjwkhfh34e631rPjRVhsrLCws8MlPfhLTNAnDkLvvvptPf/rT\nzM3NEY/HMQyDcrlMT08PhUIBrTU9PT3Mz8+TSLQyi9Vqlb6+PvL5PEIIstks+XyeVCpFGIbUajX6\n+/uZm5vDsizS6TSLi4uk02k8z6PRaNDf34/neczOzpJMJllaWiKTydBoNGg2m8+9PxqN4jgOxWKR\n7u5uKpUKnuc997rjONi2TalUIpfLUSqV8H3/udcv9jXNzc1h2/ZFvaYwDDl79uzb6pouxd9JCMHk\n5OQlu6ZCPk905ZrmX+Gawv5+3IUFVC6H2WhQ3/VzqOYiXScfobn+KiKWge1XaK6/mnDhB6jcEPrK\nQcaudonMzFCemKB28jjp3dtxwkMQW4WMpTk5mKVvfCdPN7qQXhXjVC/CirJrc4OwUuP+w93cvKbA\nyUaBpm2yZ80ppmJN1jgh+cU+CrLObaVl/NIEKtbFzyWPMZFrsltUIRKQT1SINzZzTc85EjHNtitc\n7j1xBddvaLCgUxxSGW4cOstxL4ETk4wli/xAZ9kZ+hSuiDAxk2Z3sMD+uR4G0zX64g3u3z/Ku6+b\nYt5zmKnE2anLnFSS1d1VUlbAA4uDvD8yQ37QJF+Nszld4YeHB9jas0Qq4nP/46O8e+0UZ56K4UYk\nG66t8MgjA/T2zPGtb/mcONFHOj3PunUJMpkXz72FBUmj2ccttyxw+kwaz1MMDVW5/7uDvHPHDH29\nBhsHEjgiz/Ly67+fJicn37L30+v5jKjUIhw4VOG63VlUuNy2a/K8FwvDXhQ6qcC2IS62ZyyE6AL+\nFvgs8DngnVrrQAhRfbkaq7179+qNGzde1HN8JSYnJzv6S22gY8f28FawowoCDv73/44ZiTw3prVG\n+T5RUcFuLtA1MkRu525mZ3zOPXkAKxZDSEllbo78M89QX1igYU5gNl3GfmWMkUaVf1z/YY4fiVCJ\npCiMjJHPbWTyz9YRnLFQdUHoGa0VbobGGvTYeeeTZLcWOK1WM1/to+7GSDYrJKwqvxR7hkOxCpbh\nMxg9RWzYxezSSEIMVzN+z+NM/pPJmdFbOdZ9HWK1R6mU5WxpnBDJ4IazjK8/jVeMcOLUJk4eXAcz\nsqVXtUAr4uQoRJ9CNwUoo1UsHtXggpn0kCmF1gZaCZwNJWzhs/xIhvDZKCzT+gps0or711f2iQIF\nhg7IJJu8/y7YshlqNc3P/zykVvohz80J/uRPTP7H1xTLoU3oGASugCpIGWImBO/Ypdi1I+Q3f/31\nP9DfCvOx3RSXBQ98z+R97/J5hb7Zr4vJyUmWlpb23Xrrrbvat9dX5x/+6VE9UdjWln1d0ffoi85d\nCPFF4H3AgtZ668pYFvgfwDhwBvgZrXVRtKIsfwC8l9Zs/wWt9VMr7/kE8G9XdvsftdZfXhm/CvgS\n4ADfBH5da61f6RhtuchX4aKvCtRaLwshvgPcTCt6NbESrYoJISa01msv9jm9Vs5/w+jwxujYsT28\nFewoTZPV73kPE//wD5jRKNJoFUMbtk297sDgbrru+iChlPSOQmx8HXP79hG6LiPr1rHtE59g5rHH\nmHjiXhan9gF1SlsiDH75q3DOYbJvK7EdRfrWL7L4rh4Wvzjw/Gq8FXkDpQWOrmPHXKw5D7dm4zVt\nGiQIA4sgukS6WkWnJHP+KLu8H7DUHEDJKKFhMP3BK7lxx+O8t3kPj3edoiYTnAuGmKiuw9URtBNS\nne1Cu5K+xDwnuze0RD/nABPEeIjcEkBTo2oCvQAsrjh+AYShifCClU9jjXJNorvLdFsGC5M2uBIM\nWjVaHq3IgqSlhSVBhZKma3LoiGbt2hDDEJw6pdm+HR580OQb37A4OalZ7DUJq+cdTsASqBBCBw7N\nGAQKvvIVi40bFbt2hS/q+fdaeKPz8ehRycGDBl1dmltuCTB/QtasP/10kXLZ48Yb+17yWqZL85G7\n2t9+JpFIXHzl9YZg7zNtSgW+1FRfAv4Q+MoLxn4T+JbW+vNCiN9c+f+/Ad4DrFv5uQb4Y+CaFSfp\ns8AuWnfBPiHE3684Sn8M/DLwKC3H6g7gvlc5xpvKRWnCJIToWYlUIYRwgHcB+7TW/Vrrca31OFD/\nSXaqOnTo8PpIjY6y+WMfIzE0hApDAs9DWhZD11/P+g9+EPGCJ3iiv5+1d97JhrvvZvj660kMDLD+\nAx/g3b/zJ2z5D/8MlbmNgcl5zCPzZJtFepsLmItljFKdG9d+n8z7lrBGGgijVYiOBGVZ7CtdxURh\nNWcrYwRuBClAGZKYVWOu0k9ksUogLMqkKYVZos0KSkpEoGiENmedHpb60lQycbRWVMLEc02jTx7f\ngBGE2JbH2ZnRlvJ8QrXWQDs+csyHhkIYKz38uhQY6rmqU+23rl8DSgi01BiGYv0qWH2tj2Hqlnjo\n+RWGgpbDtiJ1JARIqcl0QbUKQdCKVhWLgqNHDVZva3K2p0nYI1uRMq1aB0sp2GAQZiR1ILiyRHFk\nlkfyS3z9HwTqx4hFBgHU6+2ZI+UyPPigRb0uOHNG8p3v/IR4VcCaNQm2bXtLrK96Y2haizPa8fOj\nu9b6e8CPVuS/H/jyyu9fBj7wgvGv6BaPAl1CiAHg3cCDWuvCijP1IHDHymsprfXelXrur/zIvl7u\nGG8qF2v2DgBfXqmzksA9WutvXKRjt41qtUp3d/elPo23PB07toe3kh2j6TSr77jjdb/fIMLYultY\nkA/g/MAj3Q3B6RKrvIP0ZmssBCEpPc/ITaf4y+ATLD/dRViysOI+V3z4aeLpGnKVj9UX4C/bnJ0e\nBwEVnSJqpPmWfQeGESJiAiPSoCss0t0sEfWqlAom9WNVamkPsVUh45ogNFFItBJUKl08enIEZQj8\npg2ORjoBoldg2S7DI5M0mg55lWvpYJVFy0nygbpG4OHbFqJHIw1F2LRZnu6mfDLNYCYk3RNSOGW0\nHlgm4AuEBG0IUAphwOCQRq/4kmNjmlWroF7XCAHnrBpLy1ns1R7GLQHBsoHyIMxHWqsPu0MSo4ss\nJELm7SaZroDDYgnmUrxnMEeSl69//drXbBYWBB/9qEcup9/QfGw0nnfkbBsqlZ+cHoHJ5MuvkHwz\nqVarP36jNhN3NHu2vv5VgXsf/iJ7H/4zAD6867dyr+EtfVrrWYCVOuvelfEh4OwLtju3MvZq4+de\nZvzVjvGmcrFWBR4EdvyYbX7i8xp9fS+Nb3a4cDp2bA+Xmx27gy2UjvwFbl1z5W0w8xQ06k3s/nMs\nrj7DM82dfKv5brwbLeIbajSOx9ixfh+GUCTXlLCTLo7jUoxm2FZ/imNL23BllL3RDBUrhistwqZk\nsdpF1Aiwyz4j5gQjziny5gCx2ROYmwK8mE2k4aK0RGvoicxSMRKIYCXFJjSmGSK6Fc2mw7QxgDke\nopYNREVDQ6AXZEuExhBow4ZlgQ404TCE5SjBaQdLCI4+ZaI9AVmeV2yvgy6BQOGkFDtucPnUHbB6\nTNHbo8mtPNLicXjXHS5/8KSPWOXjXOER+gYqpwl1BOICM/TIrs2Tji9RKXfxQCHD0JoKQsMB0+eR\nYgl7Mkn/hMUHdsC6Nc+HIyxLY5jiuZTdG5mPPT2awUHF3JzENDW33XZ5L/vv6+u7NKnAA2/AJcj+\nMnt++pdbv2a/v/gGTuXlvGr9OsYvGT858da3APl8npGRkUt9Gm95OnZsD5ebHQWCmb8+QXNNQC4G\nw1ugmYziZm1OqRSPLN/MYiKH6SncrijGjS7xWI1MucBAYh5tAFIgw4C83c+gmKYSTbJZBzwtBnFU\nHTvhYkhBoxan1IjQMB0CaZJM5ekqzhDRDQIMEtEKlu2hmg5D4zPEMlWmz4wx6/cTzdQxkz5GXZFM\nFxgamKZiJ5hdHsE1TfScbKX0zsfv7RWdqxVJBRxJ6EK4TKuu6rxcQ7jyniSQUJhRTf86zej1JnOu\nYlBALvfiZV0b1mp2Dla4L0xi2CFhKNC2jXA1VsxjdMskOgLYkmRPibnpAYKYheVropMhp09LShMm\n2Io//MMYY7bgN/93lxtvDPjpn/YJQ55zrN7IfJQSfvqnfUolgeNoopd5F5x8Pn/xD3o+FXjxmBdC\nDKxEkgZoLfWAVsTphRNpmJa07jngnT8y/p2V8eGX2f7VjvGm0nGsLoBXkoTocGF07NgeLkc7VpYb\nVJ4EcRU4DUjkJPGgQdN1qESi9CXnUNJkOUiz4PWhc5J3ie8wF/awYPYSaJNBa47QtYjE8niWQShH\nCGxB3Y9ihCG1Ugq/GUVoRcnLUFR9bJiZZUOtQOponiPjW5k010BcYEgfP4jQ37dAj7/Ikn8bRjzA\njPkkxkt0hSUqjQzuok1k0qdxOgGLsuUombScJZ+VSJQAJWDNyrhLa03U+eBNiuerYqXEVzCf15h1\nOOJJhosvXS8vEFxtx4mNNaidczCSCt0EoSHTVyBEIqXCDywiaRdsTTOw8bSi5EWRgcb3gLpE73I5\n/PU4v/Hvo3z6F3zuustjePj5wMAbnY9SQibT0cKCS3Nvx2OaPVdc1Ejh3wOfAD6/8u+9Lxj/F0KI\nv6ZVvF5acYzuBz4nhDjfx+t24Le01gUhREUIcS3wGPBx4As/5hhvKh3H6gLIZrOX+hTeFnTs2B4u\nRzvGN17BiT9/HM9TDG6FhjQwElHqsko6t8yS14tpNskSIM2AZ2e3IJP30FNdQngar2Yz2JjDrCsm\n42PU+2KcKueIGw08z6ZSSGNIhWM3AYgKj2Kjhzl7iNXZSYxykQ3HJjiTW0XVieNJm7QqkarX+PqW\n95PNLmCIEFlU1GeSlKWFqhl4eQdVllCk1dLGpyWTXKZVmG6sjK1qaY8qaH23Pq+8fr638vk6KwkI\nqCtJI+Fz06jmtiufX5227MNE02A0othuZ7ixe5n7oxb+pIUOBRgKpQQyHqC1gdQKjcbsCwh9STN0\nWj0PK6Ll0C2BzIZoQuamJfc/BPW6xa/9msd5JY3LcT6+WWSzWRYWLkpw5TlqdcHe/W1aFfgjgUsh\nxFdpRZtyQohztFb3fR64RwjxSVpSuh9e2fybtKQWJmh9tfhFgBUH6v8GnljZ7j9orc8XxP8qz8st\n3Lfyw6sc402l41hdAPl8/rLTaXkz6NixPVyOdhy7/XZKj/wTC4enmDsIxn0Nkr86RnLNHNeOPcQP\nxbuphUlysXmG0lN859TtHAk3s6F8gp5qiShN6sJhbeUkstuHZwTvtGr84eAeQmGjkAShiespTCOA\nEIxQM+OM4QZPoqxuYtYiQ/4MA8Y5tAmBYXK8aw1Z02XYqBNzayzMZ5mtpog7AQGw/GwUf9lqNXBO\nAqdpOVNlWs5SSOvTuKGRhsZshHh1s7XkD1oRLbHyHsFzDpe0YC4DA10aY2WVYDWEv8rbmAL2lk0+\n3OPxhfVp/tmxMo9tUwTNBn4+Qn0uRoIyluUjVUhDRlE5QehZrUJ4BLpqwLCAMogoCAe0C/sPGySc\ngMceM7jxxlaU7HKZj0q19KvSKf2mSUK83VKBWuv/5RVeuvVlttXAp19hP18Evvgy408CW19mfOnl\njvFm03GsLoDUecW9Dm+Ijh3bw+Vox7Gbb8b/5D8n+mf/lZnZWWgGuPedxfjfNjBmnGbI+lNqsQRL\nRg/7xE1oV/CN2TuJOH/DqugZPEyMZY+N9nHWPHyc6eQQhizxscMT/LcbfgVhaggVTd9GSpsUJWxc\nojQIUlEcWUP6PrFohcpwkrjXYFbFCE9V2bZ0H8/230lmMYGqdRFX0FhI0ixJtCfw3AgYAvoAT0Nd\nt5T8NDANLIEoK1JrF7ETIeVqmvrZCNSs1gNvgFaUKwAWAR9iVwSksoprR55P4cx5EgXYEqTQnG5I\n+tOaL21O8e3gNI8sChbNGG56hm+76xFSIwxNGDcRTcASz/ludujiYxFqEx3QKqQ3NA1lcHJKc+83\neM6xejvPR61h72PwT9+STJySRB3FDXtMfvGj7dewgpYtL3bxejym2bP98l400C46jtUFEIYdvf92\n0LFje7gc7SiEYN0vfZq+vhQHv/hlJvYfxXymTOR3nqD8e+/C7lKYSwXc/j5y2Rl+fsOf8NTx3Rys\nrSZVmGNH4YeMRmfxGikWIpsJEyZJy6d7doE1s8c5NrwZlAQkOtQYoU9U19lmHiSsCuxsg0Wrm6n1\nIxhmSJ4sTBTpq5+i6GZJnTnAdPYmlpVDqCPk80nqJy1Uw2gtU4oCcdXSoC7TWjxu0pJCRKOPhwSe\njQh9khtrGK6kWhdozwDrvPApUFc4e3xu/ZDLRwY1MeN5Gw3aqrVJ2Io6rYu1whBCawaj8L5RF0Zd\nlLLY/2STopUg1Aa6qDCSAYYO8A2Td5z9AVfog4Rli3vMD7IwNdiqAZMKU4LrSw4eEZyZ8hkf1W/r\n+fgHfyzZ+7igXDE5esxCoTh+zOU9tyr6+9svB3kpbFmrC/bua1MqcLwtu3nLclEEQt8u1Gq1S30K\nbws6dmwPl7MdU3f+PDd+4Y+54zc+xeY9uxmNjLD2d/dSvbdIodSN7I6zXS7zQXs7/3Ksyp3pAlu/\nN4vOp3ly03WcHepHRBRR1UBaGXpj8/QnprC9JqLhYTUb2LU6xWaCq4rfIubXSBULLJjdPLNlM1bE\nwzEbxMMKZs7GGrGRDoiDZ5kt57CqkkAYaC1AiJaKuQkkFWxhxUHRkAtbrW0CjciEiE9r1FUG/ngU\n4wbJ5vfPsvWOKbo3LEFvAKMKaSo23Bhw93bFNSOa64wX2yZmwMf7PG7pCvhYj0vOaglc2Y0/Z7Ty\nAC41AgVn8hZXKg+xZKICEzcfIWiahEqgpgSbZ45SW0rQbNrsdvbhfj8CoQJTk7BbD/5ETPPUwdbD\n+FLOx0IhZGIiYHm5/bmsEyfhoe9K5vIWp860NK3CQDKzEOXLf/7mFNtfElueX/vQjp/LnE7E6gLo\n7++/1KfwtqBjx/ZwudtRDa6j/1f/T3o+6bF8+BD68P1s6jqEP2BScYawVQ/9znYMJwK9N2A0B5n5\n0pfwx7MsXGMTKzcYWpomqNZodMUwwyrv2ftHHJFb0+qXlwAAIABJREFUKedGkaHP1nMPMiAe5eSt\nozQMn5Njm0npGslGDeko4naAkiZhl0VwVOH6CQYjTWTdp6YjmHaA6JaoMxJpgRoG4WsSfhlLeSSy\nZeYy/agRCY5AxDWhNHG0hxcaLOww2TK+xNg1S1SiJmYyR3kyRvNAguHRkA/QKtk6T7EmeOqsgSlh\n96oA54XaljogqwPW+4PcO9mk2hRsKmcZNeGbE5q8gvpTMYyGwEiHlO0UyaCEmVdMPLwWCiEIgS1B\na0nDg/FViuVl+Pa3DcJwCMMQL1op+GZTqSi+8Q2PxUWFEAKtNbmc5K67IsTj7VlZ95/+2KRQlhSL\nklZvZI29Uv721DM25XJAKtXeVXz9/f2XJhW4s5MKbAcdx+oCmJubuyyKM99sOnZsDx07tjBsm+4d\nO2HHTkI8anKGntAkrgYRLwjKh7tvwvnBD1j7wDGiRpTSgM/hazYwvDhKMHCY8YcPkI/1MnzmWYR7\niuHiMa468U3GRgOmJzSRaoi3HMUeWCZUBtoDLE3ECagUJLOLvfhbrubq7CKHmxlyyzXqwsLthaAB\nYUljRH1yhQKhIUlkKugB6OueozCQw6/ZWIZPT3SecTGFrxzqkS6a/Qa7BhZoOj5xbdAd2nQlfGYL\nBg/uM/jwlR4Rs+VU/dWTNo6lURpOLET42DUuUQsQAi/2cSCkR0eJTtqYCuoe3Lku4LPvUFS9kP/n\nv0U4OmlQPGHz3dLHWRPZz/x8hmNzq4kYAUqB0CZ+qEgnJE89axL6PniC7u5Z7r13FZkM3H138KZr\nUSml+frXXbSGZPL831nQaGi+/vUmH/949A3LFmgNjaZGCjANQCu8ukYrSGc0Ak3wJvgic3Nz7d/p\nj6FWF+x9sk2pwMu8OV3HsboALOvitzZ4O9KxY3vo2PGlGNik1PgrvGiQ/Je/jfrmN4g1nkD5GquZ\npJyN0Fua592Lz3L4SJbDu3cje4tc+9h+xhZnWVvTjJT2U1zbS/Kf9nLkjjU42Qa25SNCjWoa1E5B\n0LeeaxIWyZhLd9zFKCp27/1b9ovtHB6/ET+tiXvL2LaPk6ki45pSNokMNM5SgyBhkjWXAEGoDXLR\nOSrCw9Ewj8keT+GbMT7SF+EvpyWOBWUXTi5JNvcpHj9jELNabWykADfQPDsn2TmiCBVIYSFEa87c\nts3nu0cshjKKDQOt9FnCNvi//leXA8cke5826Upp4vYVfPs7Bov3u5SXW8rywgyIOIKefpNkAuqh\nRAiFUhbxODQacO+9Jh/5yJsb/Th5MqRe18TjL65okVJQrSpOnw5ZvfqNPeKEgOv3aCZOaBAQtRXx\nSGtcKVgzHtL1JrQRvCT39ktl0Dq8TjqO1QWQTqcv9Sm8LejYsT107HjhCCnpet9dpMM7qYTzjMbK\nPFtd5kCjn9mdZ2k4p5EL09hPLzF937NsGdNkJaRq82RPLZPxSvR/9xxT7xxB+QYqYpBYrJEolYmG\n20CY+I5m88AS8/M1hmoVouIQx8IbEUA6UsU2A4yYop5aEYAS4EsTKUKEqZFaEbXrWJEQjYXUAWif\nWTbTpzUumuG05plZiWlowojmyws2xUZLckoABU+w7MLOEP72MYvZokQIzVWrQ3avC+nr0vzMHg9o\nRWX8ACyzJdK5Y5NixybvOZs52mekW/PD/Ra2pYknQtCa2XMh2YxN04VSVRCJtDwMw4B8XrC4CLkc\nzM4KwpC2pwhPnw5f4lSdJxYTnD6tWL36jR/nn/+sIj8dsO9pxbmzFqWCQgjFqlHNhz6okNL48Tu5\nQNLp9EWPWsXjmj27OqnAdtBxrC6AxcVF4vH4j9+ww6vSsWN76Njx9SMMg5QxSCoYxJ+f5OaxazgY\neZyJ0Cd/8HuY2sONdZN3ZzCzCmkArkuvWySx1MBYgGUvzVKmC68oyJZKNMUj1Ba2YWbeCcDqrZqo\njLAQGeFaO6BiFvFzZWhKGsogcEyMMEQohRYKY7lJeSDDkDlFLFJnWaXxRBdpXcZrhBxTIb3dgmqo\nqSMYzoXcvirgoarVWnHYDbUpaCjBgZKBZcK3JiHraWKRllPz+ITJQJdipOd5J+fbT5kcnTT45Ptc\novZLbRUEGicKybQmuuILVisQhs+n2ZSCRCJPodBq+WpZmqkpwbFjkn37TISAjRvDtvYATCYFnqew\n7Zem+3wfksmXedPrwDDgM/9K8MMfehx4xuWB++toFfLZzybYsePNiSwtLr6RVnuvj1pNsPfxNqUC\nN7RlN29ZOo7VBdCJELSHjh3bQ8eO7SGdTmMg2HHlNey48hrq7/sIxfwCC9NTzH7+FwliCkuD0wtN\nM8B2XPqr85BUNI8p+o0qcoPPvDeP8NfznKy6EDS3XMUIMOpM43Ud4kAzyYwn0PkoWsQxggDPjrR0\nraSJ17BZjPUj3VZRTw8hlSUPEBTKcGypSVTZLNYEoRbszxvs6Q24v2RRSggSW2BpXjASDVkzoDl6\nyKA//nx+J2JqzhUkIz3Pj430hjQ9gf0KT4MrrxScPKmwX+BDhAEku1rRItOAdFLTaPz/7Z1XkFzX\neaC/c27qPDkih0EiIgMIkAQoioIo0lqVJVmWJWud42rLKq1ryw9+2d0Hu2r3Zb225a0tOa3lLZZl\nWbRKsmRKFE0xDAmQBEQkgchxQk/s6XjT2YcGBYAEiGnwYBozOF8VHjC4ffr0V31x//n/c/5zpSYW\nReB5cPSoJJerB3Hnz+vdhL5li8Obb4Y3CKwUmzbpC3osS7Brl8WuXfCFz6eYmopZvvz2letaWlrm\nfPG6KQXqwwRWDeD7/s0vMtwU41EPxqMe3u0x1d1NqrubRfds5L4N/5n81/8c71SJXDoi7FOEnk0t\nZeNSYpkskwgmsVsdTtsXSAydYjxaTWytumZMkb5EAo8HEz6v2TmO9Sap4eB7SRzXJxnUiK2IsBYi\n20IqpGkVZVr8SVQcUQl7cS3JzEhMrg+GY4gVpGxFj6sYyETUfAtHgNsPqzpjipFgR0/I9LSoL7wG\naqGgt+3algRrlijWLLlxo8tFiyQPPgiTxYgjJyWpJKzdaHHpvEXNh5WLYsbHII587Mu75YSAgQHF\nyIji6NF6GXLZMr2lwFRK8PDDDi++GJBOC6QUxLGiVFLs3u2QTN76wvVaTbF/v2L9emhpuTYgbG21\nb8u6qqtpxr2dTit2bjelQB2YwKoBKpVKs6ewIDAe9WA86uF9PfY+Qf/HjjJ16BhHf3KK3haLyV6P\n6VqSjkoJT5ZRjuD8ywG9951lJm5BsOs9wyg/i3CnQdlsYIJ/K/YxZbWiArDcmGS6SHs0iYihGOUI\nPI9akKJi5SiVIqRj0VLz6S3Z7F4ckbLBsRTbuutB0lI7Zl/NJlSKdkvxVE89UPK74RuDLuNFAMHG\nJREruhsPcLZvl2zbpjhxFg6dsan4grbWiJlhKE8rDp+K2Lhxmtdfz/LYY0m2b1e4Ljz2WMjixTFB\nAOvX6+8xtXWrw+LFkr17Q0olRSYj2b7dpqPjg617euEFxZkzMadPCz53o8NYbiPNuLdLJcHgq5pK\ngRu0DDNvMYFVA9ztfYN0YTzqwXi8ijBAnDkCfoBas5VGDnF7P4+xtYFoxf3k2pbi5V/gO5cE5aOK\nwnDEPX1FelfY+CVBXIsI9o4QrbfxZZZ3P9ZVYSWxCBFegX84vYpJu52E6yOCGDVjISMoZdK0yWlS\n1QjLtalKxUycZHF/wOhkxGIZ8msPdmNJeLD/2prNIkfx8YTPjwo2bUKRrwm6vHq/pV94xKdUA1ty\n3TVUV3PQl5yKLJZZEVvdawMhxxGsXw3rV1/Jahw7JviTP7HI52vs3dtDsajwvDI7driAQAhYs+ba\ncWo1xfnzIf39FqnUBy8PdnZaPPWU3gXkS5fCmTOCxYv19qeaLc3oY2VKgfowgVUDmL5BejAe9WA8\nXiao4n7jf1AuHSDKRHgvr4Rf/e+zDq7e16OwCJwncdu/w7Jf/AXyL5zju6MjBGscjh6IcKxREomI\n6oxNMO1wbMvDJEX/dQaSjBfWcFIqjgYerleuH6KsAFk/7LkaJ8AqUKvZpABLKmwF5aTNjkzE56NO\n2tT11/UMVwXfHXXxLMUwgqdHJI+2hWzOxggBmVn0lDodCl7wHTJSccF3SImANc77Z5nWrlV89rMh\nf/u3io0bhzl1qp+ZGcFXviKwbYvPfz7i6iME41jxp386zrFjFfr7Xf7wD7uvu0aq2axbJ1m3rnnv\n34w+Vum0YucOUwrUgQmsGsB1b/LrnmFWGI96MB7r2Cf2UvROUlliIwOHWtcJspfeRiydXT3iZh6V\ntRxffAo79RIrHnHJjS6F0QMUNmzlzaGLtAUFrFSWfN9uAvchMtF7g5+3UexTMZU4Jk4q4khi2z6O\nCIhjSdorkHDKTPqdRJZFRoZkYsGUrJIUZXYjWaRuvLDnxSmbtH2lxJe1Ye+0zcaMj5xl3DIcSRKi\nPkZSKC5F8qaB1dQU1EKbL39ZceqUxyOP2Kxfb/EHf2AxNiaJoogvfvHK9UEAhw4V8TzB8eNlisWY\n9nb97QrmO824t0slweArmkqBm7QMM28xgVUDZHXt373LMR71YDxeJo4IOmysGiAFsQVxhveU427E\nbDwq2UcgP0PolmFdSOJ8iBemCFrvIy9KqEoZ+97P0BP1vOe1p1TEc1aAXxJM/MQj6pZYi3xkEBIK\nSSJVZqN9iE8P/yP/In6GF7ofQ1LFjqv0VGt8tHaAaqGILKwi3rj7uvMrRaLewOoqarHAjyExSxH3\n2BEHAotSCLEPW9pvXhfa96bNkaMWvT0xK1dmGBwMuP9+m/vvjxgZqa+zuhrPE2za5LF/f4VVqxza\n2sxxtdcjm80yNDTU7GkYbhETWDXA+Pg4mUym2dOY9xiPejAe64SrHsArvULRPoaoBdC5Htk2MOvX\nN+Ix46WwEi72k79OtP9F3JkJ3GQP9iOPILOd77l+OFJ8i5iZaahNCIJUiMwLyueS3LP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"text/plain": "<matplotlib.figure.Figure at 0x7f70b7526198>"
},
"metadata": {},
"output_type": "display_data"
}
]
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.3",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
"description": "califorinia_housing_prices-part1.ipynb",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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