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@rahuldave
Created August 17, 2021 18:32
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Improving a visualization by removing Chartjunk
State Population Votes popmills
Alaska 710000 3 0.71
Alabama 4780000 9 4.78
Arkansas 2916000 6 2.916
Arizona 6392000 11 6.392
California 37254000 55 37.254
Colorado 5029000 9 5.029
Connecticut 3574000 7 3.574
District of Columbia 602000 3 0.602
Delaware 898000 3 0.898
Florida 18801000 29 18.801
Georgia 9688000 16 9.688
Hawaii 1360000 4 1.36
Iowa 3046000 6 3.046
Idaho 1568000 4 1.568
Illinois 12831000 20 12.831
Indiana 6484000 11 6.484
Kansas 2853000 6 2.853
Kentucky 4339000 8 4.339
Louisiana 4533000 8 4.533
Massachusetts 6548000 11 6.548
Maryland 5774000 10 5.774
Maine 1328000 4 1.328
Michigan 9884000 16 9.884
Minnesota 5304000 10 5.304
Missouri 5989000 10 5.989
Mississippi 2967000 6 2.967
Montana 989000 3 0.989
North Carolina 9535000 15 9.535
North Dakota 673000 3 0.673
Nebraska 1826000 5 1.826
New Hampshire 1316000 4 1.316
New Jersey 8792000 14 8.792
New Mexico 2059000 5 2.059
Nevada 2701000 6 2.701
New York 19378000 29 19.378
Ohio 11537000 18 11.537
Oklahoma 3751000 7 3.751
Oregon 3831000 7 3.831
Pennsylvania 12702000 20 12.702
Rhode Island 1053000 4 1.053
South Carolina 4625000 9 4.625
South Dakota 814000 3 0.814
Tennessee 6346000 11 6.346
Texas 25146000 38 25.146
Utah 2764000 6 2.764
Virginia 8001000 13 8.001
Vermont 626000 3 0.626
Washington 6725000 12 6.725
Wisconsin 5687000 10 5.687
West Virginia 1853000 5 1.853
Wyoming 564000 3 0.564
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Population</th>\n",
" <th>Votes</th>\n",
" <th>popmills</th>\n",
" </tr>\n",
" <tr>\n",
" <th>State</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Alaska</th>\n",
" <td>710000</td>\n",
" <td>3</td>\n",
" <td>0.710</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Alabama</th>\n",
" <td>4780000</td>\n",
" <td>9</td>\n",
" <td>4.780</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Arkansas</th>\n",
" <td>2916000</td>\n",
" <td>6</td>\n",
" <td>2.916</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Arizona</th>\n",
" <td>6392000</td>\n",
" <td>11</td>\n",
" <td>6.392</td>\n",
" </tr>\n",
" <tr>\n",
" <th>California</th>\n",
" <td>37254000</td>\n",
" <td>55</td>\n",
" <td>37.254</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Colorado</th>\n",
" <td>5029000</td>\n",
" <td>9</td>\n",
" <td>5.029</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Connecticut</th>\n",
" <td>3574000</td>\n",
" <td>7</td>\n",
" <td>3.574</td>\n",
" </tr>\n",
" <tr>\n",
" <th>District of Columbia</th>\n",
" <td>602000</td>\n",
" <td>3</td>\n",
" <td>0.602</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Delaware</th>\n",
" <td>898000</td>\n",
" <td>3</td>\n",
" <td>0.898</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Florida</th>\n",
" <td>18801000</td>\n",
" <td>29</td>\n",
" <td>18.801</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Population Votes popmills\n",
"State \n",
"Alaska 710000 3 0.710\n",
"Alabama 4780000 9 4.780\n",
"Arkansas 2916000 6 2.916\n",
"Arizona 6392000 11 6.392\n",
"California 37254000 55 37.254\n",
"Colorado 5029000 9 5.029\n",
"Connecticut 3574000 7 3.574\n",
"District of Columbia 602000 3 0.602\n",
"Delaware 898000 3 0.898\n",
"Florida 18801000 29 18.801"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"combined = pd.read_csv(\"combined_population_votes.csv\", index_col='State')\n",
"combined.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"State\n",
"Alaska 3\n",
"Vermont 3\n",
"South Dakota 3\n",
"North Dakota 3\n",
"Montana 3\n",
"Delaware 3\n",
"District of Columbia 3\n",
"Wyoming 3\n",
"Hawaii 4\n",
"Rhode Island 4\n",
"Idaho 4\n",
"New Hampshire 4\n",
"Maine 4\n",
"Nebraska 5\n",
"New Mexico 5\n",
"West Virginia 5\n",
"Utah 6\n",
"Arkansas 6\n",
"Nevada 6\n",
"Mississippi 6\n",
"Iowa 6\n",
"Kansas 6\n",
"Oregon 7\n",
"Oklahoma 7\n",
"Connecticut 7\n",
"Louisiana 8\n",
"Kentucky 8\n",
"Colorado 9\n",
"Alabama 9\n",
"South Carolina 9\n",
"Wisconsin 10\n",
"Maryland 10\n",
"Minnesota 10\n",
"Missouri 10\n",
"Indiana 11\n",
"Massachusetts 11\n",
"Arizona 11\n",
"Tennessee 11\n",
"Washington 12\n",
"Virginia 13\n",
"New Jersey 14\n",
"North Carolina 15\n",
"Michigan 16\n",
"Georgia 16\n",
"Ohio 18\n",
"Pennsylvania 20\n",
"Illinois 20\n",
"Florida 29\n",
"New York 29\n",
"Texas 38\n",
"California 55\n",
"Name: Votes, dtype: int64"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# get a sorted pandas series for the electoral votes\n",
"votesasc = combined['Votes'].sort_values(ascending = True)\n",
"votesasc"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Electoral Votes')"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x1080 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# get non-global figure and axis\n",
"fig, ax = plt.subplots(figsize = (8, 15))\n",
"# get pandas to plot inside the current axis\n",
"votesasc.plot.barh(ax=ax, alpha=0.7) \n",
"# (alpha sets the transparency)\n",
"# Set the title\n",
"ax.set_title(\"Electoral Votes by State\")\n",
"# Set the x-axis label\n",
"ax.set_xlabel(\"Electoral Votes\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are many things wrong with this picture. Tick marks are not needed on the labeled y-axis. Because the graph is too long, the electoral votes numbers at the bottom cant be seen on the bars. We might do better with a grid. Do the upper and right frames add anything? Ok so lets try"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x1080 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# get non-global figure and axis\n",
"fig, ax = plt.subplots(figsize = (8, 15))\n",
"# get pandas to plot inside the current axis\n",
"votesasc.plot.barh(ax=ax, alpha=0.7) \n",
"# (alpha sets the transparency)\n",
"# Set the title\n",
"ax.set_title(\"Electoral Votes by State\")\n",
"# remove y-axis ticks\n",
"ax.tick_params(axis=\"y\",\n",
" which='both', #major and minor ticks\n",
" length=0) # set to 0"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x1080 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# get non-global figure and axis\n",
"fig, ax = plt.subplots(figsize = (8, 15))\n",
"# get pandas to plot inside the current axis\n",
"votesasc.plot.barh(ax=ax, alpha=0.7) \n",
"# (alpha sets the transparency)\n",
"# Set the title\n",
"ax.set_title(\"Electoral Votes by State\")\n",
"# remove both axis ticks\n",
"ax.tick_params(axis=\"both\",\n",
" which='both', #major and minor ticks\n",
" length=0) # set to 0\n",
"# set labels on top\n",
"ax.tick_params(axis=\"x\",\n",
" labeltop=True,\n",
" labelbottom=False)\n",
"# need to have something to replace x-axis ticks\n",
"# use a grid instead\n",
"ax.grid(axis = 'x', color ='white', linestyle='-')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x1080 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# get non-global figure and axis\n",
"fig, ax = plt.subplots(figsize = (8, 15))\n",
"# get pandas to plot inside the current axis\n",
"votesasc.plot.barh(ax=ax, alpha=0.7) \n",
"# (alpha sets the transparency)\n",
"# Set the title\n",
"ax.set_title(\"Electoral Votes by State\")\n",
"# remove both axis ticks\n",
"ax.tick_params(axis=\"both\",\n",
" which='both', #major and minor ticks\n",
" length=0) # set to 0\n",
"# set labels on top\n",
"ax.tick_params(axis=\"x\",\n",
" labeltop=True,\n",
" labelbottom=False)\n",
"# need to have something to replace x-axis ticks\n",
"# use a grid instead\n",
"ax.grid(axis = 'x', color ='white', linestyle='-')\n",
"# do we really need the spines?\n",
"ax.spines['right'].set_visible(False)\n",
"ax.spines['bottom'].set_visible(False)\n",
"ax.spines['top'].set_visible(False)\n",
"ax.spines['left'].set_visible(False)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x1080 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# get non-global figure and axis\n",
"fig, ax = plt.subplots(figsize = (8, 15))\n",
"# get pandas to plot inside the current axis\n",
"votesasc.plot.barh(ax=ax, alpha=0.7) \n",
"# (alpha sets the transparency)\n",
"# Set the title\n",
"ax.set_title(\"Electoral Votes by State\")\n",
"# remove both axis ticks\n",
"ax.tick_params(axis=\"both\",\n",
" which='both', #major and minor ticks\n",
" length=0) # set to 0\n",
"# set labels on top\n",
"ax.tick_params(axis=\"x\",\n",
" labeltop=True,\n",
" labelbottom=False)\n",
"# need to have something to replace x-axis ticks\n",
"# use a grid instead\n",
"ax.grid(axis = 'x', color ='white', linestyle='-')\n",
"# do we really need the spines?\n",
"ax.spines['right'].set_visible(False)\n",
"ax.spines['bottom'].set_visible(False)\n",
"ax.spines['top'].set_visible(False)\n",
"ax.spines['left'].set_visible(False)\n",
"# have more x-axis ticks for easier readoff\n",
"start, stop = ax.get_xlim()\n",
"ticks = np.arange(start, stop + 5, 5)\n",
"ax.set_xticks(ticks);"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x1080 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# get non-global figure and axis\n",
"fig, ax = plt.subplots(figsize = (8, 15))\n",
"# get pandas to plot inside the current axis\n",
"votesasc.plot.barh(ax=ax, alpha=0.7) \n",
"# (alpha sets the transparency)\n",
"# Set the title\n",
"ax.set_title(\"Electoral Votes by State\")\n",
"# remove both axis ticks\n",
"ax.tick_params(axis=\"both\",\n",
" which='both', #major and minor ticks\n",
" length=0) # set to 0\n",
"# get rid of labels in favor of annotations\n",
"ax.set_xticklabels([])\n",
"for idx, statename, evotes in zip(range(votesasc.shape[0]), \n",
" votesasc.index, \n",
" votesasc.values):\n",
" ax.annotate(evotes, xy=(evotes + 1, idx), va='center')\n",
"# need to have something to replace x-axis ticks\n",
"# use a grid instead\n",
"ax.grid(axis = 'x', color ='white', linestyle='-')\n",
"# do we really need the spines?\n",
"ax.spines['right'].set_visible(False)\n",
"ax.spines['bottom'].set_visible(False)\n",
"ax.spines['top'].set_visible(False)\n",
"ax.spines['left'].set_visible(False)\n",
"# have more x-axis ticks for easier readoff\n",
"start, stop = ax.get_xlim()\n",
"ticks = np.arange(start, stop + 5, 5)\n",
"ax.set_xticks(ticks);"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ZpY4DjpmZmaWOA46ZmZmljh/V0MiUrNvE9dNW5LqMHa7p37lB1QMNr6aGVg80vJpyUc/4ol71ej4zqx6P4JiZ1YHVq1dz6qmn0qlTJ7p06cItt9wCwJIlS+jduzddu3bl7LPP5v33389xpWbp5IBTTZJC0k1Z6yMlja6lvptJeklS16y2qyXdsYvHj5Y0sjZqMbPd07RpU2666SZefPFF5s+fz7hx41ixYgXf/OY3GTNmDMuWLWPAgAHceOONuS7VLJUccKrvY2CgpINru+OI+Ai4AviNMg4Fvg38v6qOleTbjWYNSJs2bejRowcABxxwAJ06deKNN95g5cqVFBYWAtCvXz8eeOCBXJZplloOONW3Ffg9cGXZDZIOkfSApOeS15eS9mWSDkpCyzuSvpG03yPptOw+ImIGsAb4BnAzMBo4UNIsSUuTv4cnx0+Q9D+SHgd+WaaWSyQ9Imm/Wn8HzKxaSkpKWLx4Mccffzz5+flMnToVgPvvv5/Vq1fnuDqzdHLAqZlxwFBJLcu03wLcHBG9gEHAH5L2p4EvAV2AV4GTkvYTgPnl9H8FcANwSETcA9wO3B0R3YB7gVuz9j0KOC0ivl/aIOk7wNnAeRHxYU0v0sx238aNGxk0aBBjx47lwAMP5K677mLcuHH07NmTDz74gH322SfXJZqlkm9r1EBEvC/pbuByIDtAnAZ0llS6fqCkA4AngULgH8BvgW8lt5/WR8TGcvp/U9JsYFrS1BsYmCzfA/wqa/f7I2Jb1vrXgdfJhJstu3GZZrabtmzZwqBBgxg6dCgDB2b+J9yxY0cee+wxAF5++WUefvjhXJZolloewam5scAIYP+str2A3hFRkLwOjYgPgLlkRm1OAuYAbwODyQSfimxPXuWJrOVNZbYtB9oD7XbpKsysTkQEI0aMoFOnTlx11VU72teuXQvA9u3b+dnPfsall16aqxLNUs0Bp4YiYj3wv2RCTqnHgO+UrkgqSPZdDRwMdIiIV4GngJFUHnCyPQNclCwPTY6vyGIyE5OnSmq7i/2bWS17+umnueeee5g9ezYFBQUUFBQwffp0Jk2axFFHHUXHjh1p27YtF198ca5LNUsl36LaPTeRFWjI3LIaJ2kpmfd2LlD6n2fPAk2S5SeBX1B5UMl2OXCXpB+QGf2p9P8jRsRTydfFH5bULyLW7eJ5zKyW9OnTh4god9v3vve9eq7GrPFxwKmmiGiRtfwW0DxrfR1wYQXHfT1r+RmqGD2LiKKs5RLgy5Xtk6yPzlp+FHi0snOYmZmllSr6LwxLLX/gZmaWJiqv0XNwzMzMLHUccMzMzCx1HHDMzMwsdRxwzMzMLHUccMzMzCx1HHDMzMwsdRxwzMzMLHUccMzMzCx1HHDMzMwsdfyohkamZN0mrp+2Itdl7HBN/84Nqh5oeDU1tHqg4dWUi3rGF/Wq1/OZWfV4BMfMrA6sXr2aU089lU6dOtGlSxduueUWAJYsWULv3r3p2rUrZ599Nu+//36OKzVLJwecOiRpm6TirFd7SadImlbNfo6VdGsF20okHVw7FZtZbWnatCk33XQTL774IvPnz2fcuHGsWLGCb37zm4wZM4Zly5YxYMAAbrzxxlyXapZKDjh168OIKMh6lVS3A0lNI+L5iLi8DuozszrSpk0bevToAcABBxxAp06deOONN1i5ciWFhYUA9OvXjwceeCCXZZqllgNODklqJWmKpKWS5kvqlrSPlvR7SY8Bd2eP+kj6rKTHJC2W9DuynqKa9LVQ0guSvpWbqzKzskpKSli8eDHHH388+fn5TJ06FYD777+f1atX57g6s3RywKlb+2XdnppczvbrgMUR0Q34EXB31raewLkR8bUyx/wEeCoijgGmAodnbRseET2BY4HLJX221q7EzGpk48aNDBo0iLFjx3LggQdy1113MW7cOHr27MkHH3zAPvvsk+sSzVLJ36KqWx9GREEl2/sAgwAiYnYyOtMy2TY1Ij4s55hCYGByzMOSNmRtu1zSgGT5MKAD8M7uXICZ1dyWLVsYNGgQQ4cOZeDAgQB07NiRxx57DICXX36Zhx9+OJclmqWWR3ByS+W0RfJ3UyXHRdkGSacApwG9I6I7sBhotpv1mVkNRQQjRoygU6dOXHXVVTva165dC8D27dv52c9+xqWXXpqrEs1SzQEnt+YCQ2FHQFkXEVV9ZzT7mDOBzyTtLYENEbFZUkfghLoo2Mx2zdNPP80999zD7NmzKSgooKCggOnTpzNp0iSOOuooOnbsSNu2bbn44otzXapZKvkWVW6NBv4oaSmwGRi2C8dcB0yStAh4Avhn0j4DuDTpayUwv/bLNbNd1adPHyL+bbAVgO9973v1XI1Z46OK/gdoqeUP3MzM0qS86R6+RWVmZmbp44BjZmZmqeOAY2ZmZqnjgGNmZmap44BjZmZmqeOAY2ZmZqnjgGNmZmap44BjZmZmqeOAY2ZmZqnjRzU0MiXrNnH9tBW5LmOHa/p3blD1QMOrqaHVAzC+qFeuSzAzq5RHcMys1q1evZpTTz2VTp060aVLF2655RYA1q9fT79+/ejQoQP9+vVjw4YNOa7UzNLKAaceSNqY/G0vaXmyfIqkacnyOZJG1bDvtpL+WnvVmu2+pk2bctNNN/Hiiy8yf/58xo0bx4oVKxgzZgx9+/Zl1apV9O3blzFjxuS6VDNLKQecBiAipkZEjf4/fUS8GRGDa7sms93Rpk0bevToAcABBxxAp06deOONN3jooYcYNmwYAMOGDWPKlCk5rNLM0swBpwGQVCTp9mR5gqRbJT0j6VVJg5N2SbpR0nJJyyRdmLRnjwp1kbRAUrGkpZI65O6qzDJKSkpYvHgxxx9/PG+99RZt2rQBMiFo7dq1Oa7OzNLKk4wbpjZAH6AjMBX4KzAQKAC6AwcDz0maW+a4S4FbIuJeSfsATeqtYrNybNy4kUGDBjF27FgOPPDAXJdjZo2IR3AapikRsT0iVgCtk7Y+wKSI2BYRbwFPAGW/yjIP+JGkHwJHRMSH9Vey2c62bNnCoEGDGDp0KAMHDgSgdevWrFmzBoA1a9aQl5eXyxLNLMUccBqmj7OWVeZvhSLiz8A5wIfAo5K+XAe1mVUpIhgxYgSdOnXiqquu2tF+zjnnMHHiRAAmTpzIueeem6sSzSzlHHD2HHOBCyU1kXQIUAgsyN5B0heAVyPiVjK3trrVf5lm8PTTT3PPPfcwe/ZsCgoKKCgoYPr06YwaNYqZM2fSoUMHZs6cyahRNfryoJlZlTwHZ88xGegNLAECuDoi/iWpfdY+FwL/IWkL8C/gp/VepRnQp08fIqLcbbNmzarnasysMVJF/0/IUssfuJmZpUm5Uzh8i8rMzMxSxwHHzMzMUscBx8zMzFLHAcfMzMxSxwHHzMzMUscBx8zMzFLHAcfMzMxSxwHHzMzMUscBx8zMzFLHAcfMzMxSx8+iamRK1m3i+mkrcl3GDtf079yg6oGGV1NDqwdgfFGvXJdgZlYpj+CYWa1bvXo1p556Kp06daJLly7ccsstAKxfv55+/frRoUMH+vXrx4YNG3JcqZmlVaoDjqRtkoolLZd0v6TmOaylSNLttdxnW0l/rc0+zWpD06ZNuemmm3jxxReZP38+48aNY8WKFYwZM4a+ffuyatUq+vbty5gxY3JdqpmlVKoDDvBhRBRERD7wCXBprguqTRHxZkQMznUdZmW1adOGHj16AHDAAQfQqVMn3njjDR566CGGDRsGwLBhw5gyZUoOqzSzNEt7wMn2JPBFSftLukvSc5IWSzoXdoywPChphqRVkn5VeqCkjZJukLRE0nxJrZP285PRoSWS5iZtT0oqyDr2aUndstZbSiqRtFey3lzSakl7S7okqWuJpAdKR5wkTZB0q6RnJL0qaXDS3l7S8qzlJyUtSl4n1vUbarYrSkpKWLx4MccffzxvvfUWbdq0ATIhaO3atTmuzszSqlEEHElNgTOBZcCPgdkR0Qs4FbhR0v7JrgXAhUBX4EJJhyXt+wPzI6I7MBe4JGm/FjgjaT8nafsDUJSc9yhg34hYWlpLRLwHLAFOTprOBh6NiC3AgxHRK+nvRWBE1mW0AfoA/YHyxvXXAv0iokdyDbfu8htkVkc2btzIoEGDGDt2LAceeGCuyzGzRiTtAWc/ScXA88A/gfHA6cCopH0O0Aw4PNl/VkS8FxEfASuAI5L2T4BpyfJCoH2y/DQwQdIlQJOk7X6gv6S9geHAhHLq+guZEAJwUbIOkJ+MwiwDhgJdso6ZEhHbI2IF0LqcPvcG7kyOvR/oXP5bYlY/tmzZwqBBgxg6dCgDBw4EoHXr1qxZswaANWvWkJeXl8sSzSzF0h5wSufgFETEdyPiE0DAoKz2wyPixWT/j7OO3canX6PfEhFRtj0iLgX+GzgMKJb02YjYDMwEzgUuAP5cTl1TgTMltQJ6ArOT9gnAdyKiK3AdmfBVKrs2ldPnlcBbQHfgWGCfCt8VszoWEYwYMYJOnTpx1VVX7Wg/55xzmDhxIgATJ07k3HPPzVWJZpZyaQ845XkU+K4kAUg6pqYdSToyIp6NiGuBdWSCDmRuU90KPBcR68seFxEbgQXALcC0iNiWbDoAWJOM/gytZjktgTURsR34Op+OKJnVu6effpp77rmH2bNnU1BQQEFBAdOnT2fUqFHMnDmTDh06MHPmTEaNGpXrUs0spRrjD/1dD4wFliYhp4TMvJaauFFSBzIjKrPIzK0hIhZKeh/4YyXH/oXMraRTstquAZ4F/kFmvtAB1ajlN8ADks4HHgc2VeNYs1rVp08fPh303NmsWbPquRoza4xU0f8TspqT1JbM/J6OyYhKQ+IP3MzM0qS8aRuN8hZVnZL0DTKjMD9ugOHGzMysUfAITuPjD9zMzNLEIzhmZmbWODjgmJmZWeo44JiZmVnqOOCYmZlZ6jjgmJmZWeo44JiZmVnqOOCYmZlZ6jTGRzU0aiXrNnH9tBW5LmOHa/p3blD1QMOrqa7qGV/Uq9b7NDNrKDyCY2blGj58OHl5eeTn5+9oKy4u5oQTTqCgoIBjjz2WBQsW5LBCM7OKOeA0IJLaSXpI0ipJr0i6RdI+kook3V7BMdMlHVTPpVojUFRUxIwZM3Zqu/rqq/nJT35CcXExP/3pT7n66qtzVJ2ZWeUccBqI5MnmDwJTIqIDcBTQArihsuMi4qsR8W7dV2iNTWFhIa1atdqpTRLvv/8+AO+99x5t27bNRWlmZlXyHJyG48vARxHxR4CI2CbpSuA14BqgraQZwJHA5Ii4GkBSCXBsRKyTdBUwPOnvDxExtp6vwVJu7NixnHHGGYwcOZLt27fzzDPP5LokM7NyeQSn4egCLMxuiIj3gX+SCaIFwIVAV+BCSYdl7yupJ3AxcDxwAnCJpGPqvmxrTH77299y8803s3r1am6++WZGjBiR65LMzMrlgNNwiPKf9F3aPisi3ouIj4AVwBFl9utDZmRnU0RsJHO766S6LNgan4kTJzJw4EAAzj//fE8yNrMGywGn4XgBODa7QdKBwGHANuDjrE3b+Pfbi+U+Lt6sNrVt25YnnngCgNmzZ9OhQ4ccV2RmVj7PwWk4ZgFjJH0jIu6W1AS4CZgAbN6F4+cCEySNIRN2BgBfr6tiLf2GDBnCnDlzWLduHe3ateO6667jzjvv5Hvf+x5bt26lWbNm/P73v891mWZm5XLAaSAiIiQNAH4j6Royo2vTgR8BQ3bh+EWSJgCl9wz+EBGL66peS79JkyaV275w4cJy283MGhJFlDftw1LMH7iZmaVJuVM0PAfHzMzMUscBx8zMzFLHAcfMzMxSxwHHzMzMUscBx8zMzFLHAcfMzMxSxwHHzMzMUscBx8zMzFLHAcfMzMxSxwHHzMzMUsfPompkStZt4vppK3Jdxg7X9O/coOqBhldTZfWML+pV5fHDhw9n2rRp5OXlsXz58h3tt912G7fffjtNmzblrLPO4le/+lWt1WxmlmsewaklklpL+rOkVyUtlDQveXhmXZ7zD5I61+U5bM9XVFTEjBkzdmp7/PHHeeihh1i6dCkvvPACI0eOzFF1ZmZ1wwGnFkgSMAWYGxFfiIiewEVAu93st0ll2yPimxHRcIYarEEqLCykVatWO7X99re/ZdSoUey7774A5OXl5aI0M7M644BTO74MfBIRd5Q2RMQ/IuI2SU0k3SjpOUlLJX0bMqEoaV8uaZmkC5P2UyQ9LunPwDJJe0n6jaQXJE2TNF3S4GTfOZKOTZZ/K+n5ZL/r6v8tsD3Jyy+/zJNPPsnxxx/PySefzHPPPZfrkszMapXn4NSOLsCiCraNAN6LiF6S9gWelvQY0AMoALoDBwPPSZqbHHMckB8RryVhpj3QFcgDXgTuKuc8P46I9cmozyxJ3SJiae1cnqXN1q1b2bBhA/Pnz+e5557jggsu4NVXXyUzGGlmtudzwKkDksYBfYBPgH8A3UpHXYCWQIdk+6SI2Aa8JekJoBfwPrAgIl5L9u8D3B8R24F/SXq8gtNeIOlbZD7TNkBnwAHHytWuXTsGDhyIJI477jj22msv1q1bxyGHHJLr0szMaoVvUdWOF8iMyAAQEf8F9AUOAQR8NyIKktfnI+KxpL0im7KWq/xPakmfB0YCfSOiG/Aw0Kz6l2GNxXnnncfs2bOBzO2qTz75hIMPPjjHVZmZ1R4HnNoxG2gm6bKstubJ30eByyTtDSDpKEn7A3OBC5M5OocAhcCCcvp+ChiUzMVpDZxSzj4HkglF7yX7nFkbF2XpMGTIEHr37s3KlStp164d48ePZ/jw4bz66qvk5+dz0UUXMXHiRN+eMrNU8S2qWhARIek84GZJVwNvkwkcPwTuJzOHZlHybau3gfOAyUBvYAkQwNUR8S9JHct0/wCZ0aDlwMvAs8B7Zc6/RNJiMiNJrwJP1/5V2p5q0qRJ5bb/6U9/qudKzMzqjwNOLYmINWS+Gl6eHyWvsn6QvLL7mQPMyVrfLmlkRGyU9FkyozzLkm2nZO1XVPPqzczM0kURkesarAqS5gAHAfsAv4qICbvRnT9wMzNLk3LvrzvgND7+wM3MLE3KDTieZGxmZmap44BjZmZmqeOAY2ZmZqnjgGNmZmap44BjZmZmqeOAY2ZmZqnjgGNmZmap44BjZmZmqeNHNTQyJes2cf20FbkuY4dr+nduUPVAw6upsnrGF/Wq52rMzPYMHsExS7nhw4eTl5dHfn7+Tu233XYbRx99NF26dOHqq6/OUXVmZnXDAaeaJIWke7LWm0p6W9K0ZP0cSaMqOb69pOUVbPuppNNqv2przIqKipgxY8ZObY8//jgPPfQQS5cu5YUXXmDkyJE5qs7MrG74FlX1bQLyJe0XER8C/YA3SjdGxFRgak06johra6dEs08VFhZSUlKyU9tvf/tbRo0axb777gtAXl5eDiozM6s7HsGpmUeAs5LlIcCk0g2SiiTdniy3ljRZ0pLkdWKyWxNJd0p6QdJjkvZL9p8gaXCy/FVJL0l6StKtWSNEx0l6RtLi5O/RWed9UNIMSask/ap+3grbE7388ss8+eSTHH/88Zx88sk899xzuS7JzKxWOeDUzH3ARZKaAd2AZyvY71bgiYjoDvQAXkjaOwDjIqIL8C4wKPugpN/fAWdGRB/gkKzNLwGFEXEMcC3w86xtBcCFQFfgQkmH1fQCLd22bt3Khg0bmD9/PjfeeCMXXHABEX7QvJmlhwNODUTEUqA9mdGb6ZXs+mXgt8kx2yLivaT9tYgoTpYXJn1l6wi8GhGvJeuTsra1BO5P5vHcDHTJ2jYrIt6LiI+AFcAR1bgsa0TatWvHwIEDkcRxxx3HXnvtxbp163JdlplZrXHAqbmpwK/ZOXzsqo+zlrfx73OhVMmx1wOPR0Q+cDbQrBr9mgFw3nnnMXv2bCBzu+qTTz7h4IMPznFVZma1xwGn5u4CfhoRyyrZZxZwGYCkJpIO3MW+XwK+IKl9sn5h1raWfDqpuWiXq7VGa8iQIfTu3ZuVK1fSrl07xo8fz/Dhw3n11VfJz8/noosuYuLEiUiV5Wozsz2L/wu/hiLideCWKnb7HvB7SSPIjKhcBqzZhb4/lPSfwAxJ64AFWZt/BUyUdBUwu0bFW6MyaVL5g4x/+tOf6rkSM7P6I08sbJgktYiIjcr8Z/U4YFVE3FwLXfsDNzOzNCl3+Nm3qBquSyQVk/nmVUsy36oyMzOzXeARnMbHH7iZmaWJR3DMzMyscXDAMTMzs9RxwDEzM7PUccAxMzOz1HHAMTMzs9RxwDEzM7PUccAxMzOz1PGjGhqZknWbuH7ailyXscM1/Ts3qHqg4dU0vqhXrkswM9vjeATHLAWGDx9OXl4e+fn5O9pGjx7NoYceSkFBAQUFBUyfPj2HFZqZ1a9UBBxJIemmrPWRkkZXs49TJJ2YtT5B0uBdOO5zku6T9IqkFZKmSzqqWhdQfr/tJS1Plo+VdOvu9mnpVVRUxIwZM/6t/corr6S4uJji4mK++tWv5qAyM7PcSEXAAT4GBko6uCYHS2oKnAKcWMWuZY8TMBmYExFHRkRn4EdA6109XlKVn0FEPB8Rl1enNmtcCgsLadWqVa7LMDNrMNIScLYCvweuLLtB0hGSZklamvw9PGmfIOl/JD0O/AW4FLhSUrGkk5LDCyU9I+nVCkZzTgW2RMQdpQ0RURwRT0pqkZxvkaRlks5Nztte0ouSfgMsAg6TdKOk5cl+F5ZzDadImpYsj5Z0l6Q5SV2XZ+03RdJCSS9I+lbN3kpLk9tvv51u3boxfPhwNmzYkOtyzMzqTVoCDsA4YKiklmXabwfujohuwL1A9q2eo4DTImIQcAdwc0QURMSTyfY2QB+gPzCmnHPmAwsrqOcjYEBE9CAThG5KRnwAjk5qOgY4FigAugOnATdKalPFtXYEzgCOA34iae+kfXhE9Ez6vFzSZ6vox1Lssssu45VXXqG4uJg2bdrw/e9/P9clmZnVm9QEnIh4H7gbKHsrpzfw52T5HjKBpdT9EbGtkm6nRMT2iFjBLt52yiLg55KWAn8HDs3q4x8RMT9Z7gNMiohtEfEW8ARQ1ddmHo6IjyNiHbA2q9/LJS0B5gOHAR2qWbOlSOvWrWnSpAl77bUXl1xyCQsWLMh1SWZm9SY1AScxFhgB7F/JPpG1vKmK/j7OWi7vcewvAD0rOHYocAjQMyIKgLeAZuWct9zHvFejrm1AU0mnkBkB6h0R3YHFWeezRmjNmjU7lidPnrzTN6zMzNIuVQEnItYD/0sm5JR6BrgoWR4KPFXB4R8AB1TzlLOBfSVdUtogqZekk4GWwNqI2CLpVOCICvqYC1woqYmkQ4BCoCb/qd0S2BARmyV1BE6oQR+2hxoyZAi9e/dm5cqVtGvXjvHjx3P11VfTtWtXunXrxuOPP87NN9+c6zLNzOpNGn/o7ybgO1nrlwN3SfoB8DZwcQXH/Q34azIZ+Lu7cqKICEkDgLGSRpGZd1MCXEFmdOdvkp4HioGXKuhmMpnbaEvIjC5dHRH/ktR+V2rIMgO4NLkltpLMbSprJCZNmvRvbSNGjChnTzOzxiEVASciWmQtvwU0z1ovAb5czjFFZdZfBrplNT1ZZnsLyhERbwIXVFBa7wrad9wriIgAfpC8svstKd0vIuYAc5Ll0WX2y77vcGYF5zMzM2tUlPn31RoRf+BmZpYm5c5lTdUcHDMzMzNwwDEzM7MUcsAxMzOz1HHAMTMzs9RxwDEzM7PUccAxMzOz1HHAMTMzs9RxwDEzM7PUccAxMzOz1EnFoxps15Ws28T101bkuowdrunfuUHVA7mpaXxRr3o9n5lZ2nkEx2wPMHz4cPLy8sjPz/+3bb/+9a+RxLp163JQmZlZw+SAk5AUkm7KWh8paXQt9t9e0vLa6s8al6KiImbMmPFv7atXr2bmzJkcfvjhOajKzKzhcsD51MfAQEkH57oQAElNcl2DNRyFhYW0atXq39qvvPJKfvWrXyGV+6w5M7NGywHnU1uB3wNXlt0g6RBJD0h6Lnl9KWlfJukgZbwj6RtJ+z2STqvoRJKaSLox6WuppG8n7adIelzSn4FlkvaX9LCkJZKWS7ow2a+npCckLZT0qKQ2ko6UtCjrHB0kLazVd8galKlTp3LooYfSvXv3XJdiZtbgeJLxzsYBSyX9qkz7LcDNEfGUpMOBR4FOwNPAl4B/AK8CJwF3AycAl1VynhHAexHRS9K+wNOSHku2HQfkR8RrkgYBb0bEWQCSWkraG7gNODci3k5Czw0RMVzSe5IKIqIYuBiYsHtvhzVUmzdv5oYbbuCxxx6remczs0bIASdLRLwv6W7gcuDDrE2nAZ2zbgMcKOkA4EmgkEzA+S3wLUmHAusjYmMlpzod6CZpcLLeEugAfAIsiIjXkvZlwK8l/RKYFhFPSsoH8oGZST1NgDXJ/n8ALpZ0FXAhmbBkKfTKK6/w2muv7Ri9ef311+nRowcLFizgc5/7XI6rMzPLPQecfzcWWAT8MattL6B3RGSHHiTNBf4LOBz4MTAAGEwm+FRGwHcj4tEy/Z0CbCpdj4iXJfUEvgr8IhnlmQy8EBG9y+n3AeAnwGxgYUS8U0Udtofq2rUra9eu3bHevn17nn/+eQ4+uEFMITMzyznPwSkjItYD/0vmNlKpx4DvlK5IKkj2XQ0cDHSIiFeBp4CRVB1wHgUuS243IekoSfuX3UlSW2BzRPwJ+DXQA1gJHCKpd7LP3pK6JPV8lPT9W3YOaLaHGzJkCL1792blypW0a9eO8ePH57okM7MGzSM45buJrEBD5pbVOElLybxnc4FLk23PkrlNBJlg8wsyQaespmS+qQWZW0ntgUXK3Gd6GzivnGO6AjdK2g5sAS6LiE+SW1u3SmqZ9DsWeCE55l5gIJlQZikxadKkSreXlJTUTyFmZnsIRUSua2gUJJ0LDI2IC+r4PCOBlhFxTQW7+AM3M7M0Kfd3MjyCUw8k/RQ4Fyiq4/NMBo4EvlyX5zEzM2voPILT+PgDNzOzNCl3BMeTjM3MzCx1HHDMzMwsdRxwzMzMLHUccMzMzCx1HHDMzMwsdRxwzMzMLHUccMzMzCx1/EN/jUzJuk1cP21FrsvY4Zr+nRtUPVB3NY0v6lXrfZqZWfk8gmPWQAwfPpy8vDzy8/N3tF1zzTV069aNgoICTj/9dN58880cVmhmtudwwKklkuZIOqNM2xWSXpU0qpp9tZX0113Yb7qkg6pZqjVQRUVFzJgxY6e2H/zgByxdupTi4mL69+/PT3/60xxVZ2a2Z3HAqT2TgIvKtF0EDIuIMWV3llTh7cGIeDMiBld1woj4akS8W91CrWEqLCykVatWO7UdeOCBO5Y3bdpE5uHzZmZWFQec2vNXoL+kfQEktQfaAl+UdHvSNkHS/0h6HPilpCMlzZf0nKSfStpYeqyk5clykaQHJc2QtErSr0pPKKlE0sHJ8hRJCyW9IOlb9XrlVqd+/OMfc9hhh3Hvvfd6BMfMbBc54NSSiHgHWAB8JWm6CPgL//5wy6OA0yLi+8AtwC0R0QuobHJFAXAh0BW4UNJh5ewzPCJ6AscCl0v6bE2vxRqWG264gdWrVzN06FBuv/32XJdjZrZHcMCpXdm3qS5K1su6PyK2Jcu9gfuT5T9X0u+siHgvIj4CVgBHlLPP5ZKWAPOBw4AO1S3eGravfe1rPPDAA7kuw8xsj+CAU7umAH0l9QD2i4hF5eyzqQb9fpy1vI0yX++XdApwGtA7IroDi4FmNTiPNTCrVq3asTx16lQ6duyYw2rMzPYc/h2cWhQRGyXNAe6i/NGbsuYDg8jcyio7Qbk6WgIbImKzpI7ACbvRl+XIkCFDmDNnDuvWraNdu3Zcd911TJ8+nZUrV7LXXntxxBFHcMcdd+S6TDOzPYIDTu2bBDzIrgWWK4A/Sfo+8DDwXg3POQO4VNJSYCWZ4GR7mEmT/j0TjxgxIgeVmJnt+RxwallETAaUtT4BmJAsF5XZ/Q3ghIgISRcBzyf7lQD5ZY9P1vtnLbfP6uvMWroEMzOzPZ4iyn7Jx+qLpJOA28kEonfJfBPq/+r4tP7AzcwsTcr9gTAHnMbHH7iZmaVJuQHH36IyMzOz1HHAMTMzs9RxwDEzM7PUccAxMzOz1HHAMTMzs9RxwDEzM7PUccAxMzOz1HHAMTMzs9TxoxoamZJ1m7h+2opcl7HDNf07N6h6oOY1jS/qVQfVmJlZTXgEx6weDR8+nLy8PPLz83e0/eAHP6Bjx45069aNAQMG8O677+auQDOzlGi0AUfSzZKuyFp/VNIfstZvknRVNfobLWlkBdue2Y06T5F0Yk2Pt4alqKiIGTNm7NTWr18/li9fztKlSznqqKP4xS9+kaPqzMzSo9EGHOAZ4EQASXsBBwNdsrafCDxdGyeKiN0JKKcktVgKFBYW0qpVq53aTj/9dJo2zdwtPuGEE3j99ddzUZqZWao05oDzNJ8Ghy7AcuADSZ+RtC/QCThD0nOSlkv6vSQBSLpc0gpJSyXdl9VnZ0lzJL0q6fLSRkkbk7+nJNv/KuklSfdm9fnVpO0pSbdKmiapPXApcKWkYkknSTpC0qzk3LMkHZ4cPyE57pnk/IPr9u2zunDXXXdx5pln5roMM7M9XqMNOBHxJrA1CQgnAvOAZ4HewLHAUuD2iOgVEfnAfkD/5PBRwDER0Y1MACnVETgDOA74iaS9yzn1McAVQGfgC8CXJDUDfgecGRF9gEOSGkuAO4CbI6IgIp4EbgfuTs59L3BrVt9tgD5JnWNq+NZYjtxwww00bdqUoUOH5roUM7M9XqMNOInSUZzSgDMva/0Z4FRJz0paBnyZT29hLQXulfQfwNas/h6OiI8jYh2wFmhdzjkXRMTrEbEdKAbakwlGr0bEa8k+kyqpuTfw52T5HjKBptSUiNgeESsqOLc1UBMnTmTatGnce++9JIN6Zma2Gxp7wCmdh9OVzC2q+WQCROn8m98AgyOiK3An0Cw57ixgHNATWCip9Ov2H2f1vY3yv4Zf3j678y9aVNC3/5XcQ8yYMYNf/vKXTJ06lebNm+e6HDOzVGjsAedpMrdz1kfEtohYDxxEJuTMS/ZZJ6kFMBh2TEg+LCIeB65O9m+xm3W8BHwhmXMDcGHWtg+AA7LWnwEuSpaHAk/t5rmtHg0ZMoTevXuzcuVK2rVrx/jx4/nOd77DBx98QL9+/SgoKODSSy+tuiMzM6tUY/+hv2Vkvj315zJtLSJinaQ7k/US4LlkexPgT5JakhkluTki3t2d2woR8aGk/wRmSFoHLMja/Dfgr5LOBb4LXA7cJekHwNvAxTU+sdW7SZP+/e7jiBEjclCJmVm6KSKq3svqnKQWEbEx+VbVOGBVRNxcB6fyB25mZmlS7ghDY79F1ZBcIqkYeAFoSeZbVWZmZlYDHsFpfPyBm5lZmngEx8zMzBoHBxwzMzNLHQccMzMzSx0HHDMzM0sdBxwzMzNLHQccMzMzSx0HHDMzM0udxv6ohkanZN0mrp+2Itdl7HBN/84Nqh6ovKbxRb3quRozM6sJj+CY1aLhw4eTl5dHfn7+jrb777+fLl26sNdee/H888/nsDozs8bDAacMSZ+VVJy8/iXpjaz1fXJdnzVsRUVFzJgxY6e2/Px8HnzwQQoLC3NUlZlZ4+NbVGVExDtAAYCk0cDGiPh1LmuyPUdhYSElJSU7tXXq1Ck3xZiZNWIewdkFknpKekLSQkmPSmqTtM+R9EtJCyS9LOmkpL1I0oOSZkhaJelXWX2dLmmepEWS7pfUImkfI2mFpKWSfp20nS9puaQlkuYmbU0k3SjpuWTfb2f1/YOs9uvq8z0yMzNrSDyCUzUBtwHnRsTbki4EbgCGJ9ubRsRxkr4K/AQ4LWkvAI4BPgZWSroN+BD4b+C0iNgk6YfAVZJuBwYAHSMiJB2U9HEtcEZEvJHVNgJ4LyJ6SdoXeFrSY0CH5HVcUvNUSYURMbcu3hQzM7OGzAGnavsC+cBMSQBNgDVZ2x9M/i4E2me1z4qI9wAkrQCOAA4COpMJJQD7APOA94GPgD9IehiYlvTxNDBB0v9mned0oJukwcl6SzLB5vTktThpb5G0O+CYmVmj44BTNQEvRETvCrZ/nPzdxs7v58dZy6XbBMyMiCH/dhLpOKAvcBHwHeDLEXGppOOBs4BiSQVJH9+NiEfLHH8G8IuI+F01r8/MzCx1PAenah8Dh0jqDSBpb0ldatjXfOBLkr6Y9NVc0lHJPJyWETEduIJPJzkfGRHPRsS1wDrgMOBR4DJJeyf7HCVp/6R9eNacnkMl5dWwTquhIUOG0Lt3b1auXEm7du0YP348kydPpl27dsybN4+zzjqLM844I9dlmpmlnkdwqrYdGAzcKqklmfdsLPBCdTtK5vAUAZOS+TOQmZPzAfCQpGZkRmiuTLbdKKlD0jYLWAIsJXMrbJEy97neBs6LiMckdQLmJbe/NgL/Aaytbp1Wc5MmTSq3fcCAAfVciZlZ46aIyHUNVr/8gZuZWZqovEbfojIzM7PUccAxMzOz1HHAMTMzs9RxwDEzM7PUccAxMzOz1HHAMTMzs9RxwDEzM7PUccAxMzOz1HHAMTMzs9RxwDEzM7PU8bOoGpmSdZu4ftqKXJexwzX9OzeoeqDymsYX9arnaszMrCY8gmNWi4YPH05eXh75+fk72u6//366dOnCXnvtxfPPP5/D6szMGg8HnDogaYCkkNSxkn2eqc+arH4UFRUxY8aMndry8/N58MEHKSwszFFVZmaNjwNO3RgCPAVcVHaDpCYAEXFifRdlda+wsJBWrVrt1NapUyeOPvroHFVkZtY4OeDUMkktgC8BI0gCjqRTJD0u6c/AsqRtY/L3p5KKk9cbkv6YtF8laXnyuiJpay/pRUl3SnpB0mOS9ku2XSLpOUlLJD0gqXm9X7yZmVkD4YBT+84DZkTEy8B6ST2S9uOAH0dE5+ydI+LaiCgATgbeAW6X1BO4GDgeOAG4RNIxySEdgHER0QV4FxiUtD8YEb0iojvwIpmAZWZm1ig54NS+IcB9yfJ9yTrAgoh4rbwDJAm4F7g5IhYCfYDJEbEpIjYCDwInJbu/FhHFyfJCoH2ynC/pSUnLgKFAl9q7JDMzsz2LvyZeiyR9FvgymbARQBMggOnApkoOHQ28HhF/LO2qkn0/zlreBuyXLE8AzouIJZKKgFOqWb6ZmVlqeASndg0G7o6IIyKifUQcBrxGZkSmXJL6A/2Ay7Oa5wLnSWouaX9gAPBkFec+AFgjaW8yIziWA0OGDKF3796sXLmSdu3aMX78eCZPnky7du2YN28eZ511FmeccUauyzQzSz2P4NSuIcCYMm0PAJcBr1RwzPeBtsCCzJ0qpkbEtZImAAuSff4QEYslta/k3NcAzwL/IDOR+YCaXIDtnkmTJpXbPmDAgHquxMyscVNE5LoGq1/+wM3MLE3KndbhW1RmZmaWOg44ZmZmljoOOGZmZpY6DjhmZmaWOg44ZmZmljoOOGZmZpY6DjhmZmaWOg44ZmZmljoOOGZmZpY6flRDI1OybhPXT1uR6zJ2uKZ/5wZVD1Re0/iiXvVcjZmZ1YRHcMxq0fDhw8nLyyM/P39H2/3330+XLl3Ya6+9eP7553NYnZlZ47FHBxxJIemerPWmkt6WNC1H9ZxSl+eWdJCk/8xaby/pa3V1Pqu+oqIiZsyYsVNbfn4+Dz74IIWFhTmqysys8dmjAw6wCciXtF+y3g94I4f11LWDgP/MWm8POOA0IIWFhbRq1Wqntk6dOnH00UfnqCIzs8ZpTw84AI8AZyXLQ4BJpRskHSfpGUmLk79HJ+1dJC2QVCxpqaQOkvaX9LCkJZKWS7ow2fdaSc8lbb+XpKT9i5L+nuy/SNKRyWlbSPqrpJck3Zu1f4mkg5PlYyXNSZZPTuooTuo8IGn/QXLepZKuS/oeAxyZ7Htjsn5Ssn5leddVZ++6mZlZA5aGgHMfcJGkZkA34NmsbS8BhRFxDHAt8POk/VLglogoAI4FXge+ArwZEd0jIh8ovc9we0T0Str2A/on7fcC4yKiO3AisCZpPwa4AugMfAH4UhX1jwT+K6nlJOBDSacDHYDjgAKgp6RCYBTwSkQURMQPkvUnk/WbK7guMzOzRmePDzgRsZTMrZohwPQym1sC90taDtwMdEna5wE/kvRD4IiI+BBYBpwm6ZeSToqI95J9T5X0rKRlwJeBLskoy6ERMTmp4aOI2JzsvyAiXo+I7UBxUltlngb+R9LlwEERsRU4PXktBhYBHckEnqqUd11mZmaNzh4fcBJTgV+TdXsqcT3weDL6cjbQDCAi/gycA3wIPCrpyxHxMtCTTND5RXJrqhnwG2BwRHQF7kz6UCW1fJy1vI1Pv4q/lU/f72alO0TEGOCbZEaH5kvqmPT/i2RkpiAivhgR46t6E8q7rqqOMTMzS6O0BJy7gJ9GxLIy7S35dNJxUWmjpC8Ar0bErWTCUTdJbYHNEfEnMmGpB58GkXWSWgCDASLifeB1Secl/e0rqXkVNZaQCVAAg7JqOTIilkXEL4HnyYzWPAoMT86JpEMl5QEfAAdk9bnTennXVUVNVsuGDBlC7969WblyJe3atWP8+PFMnjyZdu3aMW/ePM466yzOOOOMXJdpZpZ6qfihv4h4HbilnE2/AiZKugqYndV+IfAfkrYA/wJ+CvQCbpS0HdgCXBYR70q6k8yoTgnwXFYfXwd+J+mnyf7nV1HmdcB4ST9i53lCV0g6lcxozwrgkYj4WFInYF4yR3kj8B8R8Yqkp5Nbbo8APwK2SloCTCATyMpel9WjSZPKDiJmDBgwoJ4rMTNr3BQRua7B6pc/cDMzS5Nyp42k5RaVmZmZ2Q4OOGZmZpY6DjhmZmaWOg44ZmZmljoOOGZmZpY6DjhmZmaWOg44ZmZmljoOOGZmZpY6DjhmZmaWOg44ZmZmljqpeBaV7bqSdZu4ftqKXJexwzX9OzeoeqDymsYX9ar02OHDhzNt2jTy8vJYvnw5APfffz+jR4/mxRdfZMGCBRx77LG1XrOZme3MIzi1TNLGau5/iqRpyfI5kkbVTWVWH4qKipgxY8ZObfn5+Tz44IMUFhbmqCozs8bHIzgNSERMBabmug6rucLCQkpKSnZq69SpU26KMTNrxDyCU0eSkZk5kv4q6SVJ90pSsu0rSdtTwMCsY4ok3Z4sny3pWUmLJf1dUuukfbSku5K+X5V0edbxUyQtlPSCpG/V8yWbmZk1GA44desY4AqgM/AF4EuSmgF3AmcDJwGfq+DYp4ATIuIY4D7g6qxtHYEzgOOAn0jaO2kfHhE9gWOByyV9tnYvx8zMbM/gW1R1a0FEvA4gqRhoD2wEXouIVUn7n4DyRlvaAX+R1AbYB3gta9vDEfEx8LGktUBr4HUyoWZAss9hQAfgndq+KDMzs4bOIzh16+Os5W18GihjF469Dbg9IroC3waaVdavpFOA04DeEdEdWFzmGDMzs0bDAaf+vQR8XtKRyfqQCvZrCbyRLA/bhX5bAhsiYrOkjsAJu1em1cSQIUPo3bs3K1eupF27dowfP57JkyfTrl075s2bx1lnncUZZ5yR6zLNzFLPt6jqWUR8lEwAfljSOjJzbfLL2XU0cL+kN4D5wOer6HoGcKmkpcDK5BirZ5MmTSq3fcCAAeW2m5lZ3XDAqWUR0SL5OweYk9X+nazlGWQmCpc9dgIwIVl+CHionH1Gl1nPDkdn1rxyMzOz9FDErkwHsRTxB25mZmmi8ho9B8fMzMxSxwHHzMzMUscBx8zMzFLHAcfMzMxSxwHHzMzMUscBx8zMzFLHAcfMzMxSxwHHzMzMUscBx8zMzFLHj2poZErWbeL6aStyXcYO1/Tv3KDqARhf1CvXJZiZ2W7yCI5ZNQ0fPpy8vDzy8z99DNj69evp168fHTp0oF+/fmzYsCGHFZqZmQPObpIUku7JWm8q6W1J05L1cySNykFdl0r6Rn2ftzEoKipixowZO7WNGTOGvn37smrVKvr27cuYMWNyVJ2ZmYEDTm3YBORL2i9Z7we8UboxIqZGRL3+ayepaUTcERF31+d5G4vCwkJatWq1U9tDDz3EsGHDABg2bBhTpkzJQWVmZlbKAad2PAKclSwPASaVbpBUJOn2ZPl8ScslLZE0N2nrImmBpGJJSyV1SNqvSvZdLumKpK29pOVZfY+UNDpZniPp55KeAL4nabSkkXV/6Qbw1ltv0aZNGwDatGnD2rVrc1yRmVnj5oBTO+4DLpLUDOgGPFvBftcCZ0REd+CcpO1S4JaIKACOBV6X1BO4GDgeOAG4RNIxu1DHQRFxckTcVPNLMTMz2/M54NSCiFgKtCczejO9kl2fBiZIugRokrTNA34k6YfAERHxIdAHmBwRmyJiI/AgcNIulPKXGl6C7abWrVuzZs0aANasWUNeXl6OKzIza9wccGrPVODXZN2eKisiLgX+GzgMKJb02Yj4M5nRnA+BRyV9GVAFXWxl58+sWZntm2pYu+2mc845h4kTJwIwceJEzj333BxXZGbWuDng1J67gJ9GxLKKdpB0ZEQ8GxHXAuuAwyR9AXg1Im4lE5K6AXOB8yQ1l7Q/MAB4EngLyJP0WUn7Av3r+JqsHEOGDKF3796sXLmSdu3aMX78eEaNGsXMmTPp0KEDM2fOZNSoev/inJmZZfEP/dWSiHgduKWK3W5MJhELmAUsAUYB/yFpC/AvMiFpvaQJwILkuD9ExGIAST8lM8fnNeClWr8Qq9KkSeUP0s2aNaueKzEzs4ooInJdg9Uvf+BmZpYm5U7r8C0qMzMzSx0HHDMzM0sdBxwzMzNLHQccMzMzSx0HHDMzM0sdBxwzMzNLHQccMzMzSx0HHDMzM0sdBxwzMzNLHT+qoZEpWbeJ66etyHUZO1zTv3ODqgdgfFGvXJdgZma7ySM4ZtU0fPhw8vLyyM/P39G2fv16+vXrR4cOHejXrx8bNmzIYYVmZuaAUwFJIemerPWmkt6WNC1ZP0dSTh8ZLekUSSfmsobGqKioiBkzZuzUNmbMGPr27cuqVavo27cvY8aMyVF1ZmYGDjiV2QTkS9ovWe8HvFG6MSKmRkSu/xU7BXDAqWeFhYW0atVqp7aHHnqIYcOGATBs2DCmTJmSg8rMzKyUA07lHgHOSpaHAJNKN0gqknR7sjxB0q2SnpH0qqTBSfspkuZI+quklyTdK0nJtp6SnpC0UNKjktok7ZdLWiFpqaT7krZWkqYkbfMldZPUHrgUuFJSsaSTJJ0t6VlJiyX9XVLr+nqjGru33nqLNm3aANCmTRvWrl2b44rMzBo3B5zK3QdcJKkZ0A14tpJ92wB9gP5A9sjOMcAVQGfgC8CXJO0N3AYMjoiewF3ADcn+o4BjIqIbmQADcB2wOGn7EXB3RJQAdwA3R0RBRDwJPAWcEBHHJLVfvRvXbmZmtsfyt6gqERFLk5GSIcD0KnafEhHbgRVlRk4WRMTrAJKKgfbAu0A+MDMZ0GkCrEn2XwrcK2kKMCVp6wMMSmqaLemzklqWU0M74C/JaNA+wGu7eKm2m1q3bs2aNWto06YNa9asIS8vL9clmZk1ah7BqdpU4Ndk3Z6qwMdZy6qgfRuZUCnghWTkpSAiukbE6ck+ZwHjgJ7AQklNy/RXKsppuw24PSK6At8GmlVRs9WSc845h4kTJwIwceJEzj333BxXZGbWuDngVO0u4KcRsawW+1wJHCKpN4CkvSV1kbQXcFhEPE7m9tJBQAtgLjA02fcUYF1EvA98AByQ1W9LPp0IPawW67UsQ4YMoXfv3qxcuZJ27doxfvx4Ro0axcyZM+nQoQMzZ85k1KicfsHOzKzR8y2qKiS3l26p5T4/SSYi35rcamoKjAVeBv6UtInM/Jp3JY0G/ihpKbCZT8PL34C/SjoX+C4wGrhf0hvAfODztVm3ZUyaVP5g3qxZs+q5EjMzq4giyrvTYWlVsm5TNKRfDvYvGZuZ2W4qbxqHA04j5A/czMzSpNyA4zk4ZmZmljoOOGZmZpY6DjhmZmaWOg44ZmZmljoOOGZmZpY6DjhmZmaWOg44ZmZmljoOOGZmZpY6DjhmZmaWOn4WVSNTsm5Tg3o0gh/VYGZmdcEjOGbVNHz4cPLy8sjPz9/Rtn79evr160eHDh3o168fGzZsyGGFZmbmgFMNkkLSPVnrTSW9LWlaLfV/Si32VSTp9troy3ZWVFTEjBkzdmobM2YMffv2ZdWqVfTt25cxY8bkqDozMwMHnOraBORL2i9Z7we8UZ0OJPm24B6usLCQVq1a7dT20EMPMWzYMACGDRvGlClTclCZmZmVcsCpvkeAs5LlIcCk0g2SjpP0jKTFyd+jk/YiSfdL+hvwmKR7JJ2bddy9ks7JPkkVfT0oaYakVZJ+lXXMxZJelvQE8KU6ewfs37z11lu0adMGgDZt2rB27docV2Rm1rg54FTffcBFkpoB3YBns7a9BBRGxDHAtcDPs7b1BoZFxJeBPwAXA0hqCZwITC9znsr6KgAuBLoCF0o6TFIb4DoywaYf0Hn3L9XMzGzP5Nsl1RQRSyW1JzN6UzaUtAQmSuoABLB31raZEbE+6eMJSeMk5QEDgQciYqukXe1rVkS8ByBpBXAEcDAwJyLeTtr/AhxVG9dsVWvdujVr1qyhTZs2rFmzhry8vFyXZGbWqHkEp2amAr8m6/ZU4nrg8YjIB84GmmVt21Rm33uAoWRGcv5Yzjkq6+vjrOVtfBpUoxrXYLXonHPOYeLEiQBMnDiRc889t4ojzMysLjng1MxdwE8jYlmZ9pZ8Oum4qIo+JgBXAETEC+Vsr05fkLlVdoqkz0raGzh/F46xGhgyZAi9e/dm5cqVtGvXjvHjxzNq1ChmzpxJhw4dmDlzJqNGjcp1mWZmjZpvUdVARLwO3FLOpl+Rua10FTC7ij7ekvQiMKWCXXa5r6S/NZJGA/OANcAioElVx1n1TZpUduAuY9asWfVciZmZVUQRvquRC5KaA8uAHqXzaeqJP3AzM0sTldfoW1Q5IOk0Mt+Suq2ew42ZmVmj4BGcxscfuJmZpYlHcMzMzKxxcMAxMzOz1HHAMTMzs9RxwDEzM7PUccAxMzOz1HHAMTMzs9RxwDEzM7PU8aMaGpmSdZu4ftqKXJexwzX9OzeoegDGF/XKdQlmZrabPIJjVk3Dhw8nLy+P/Pz8HW3r16+nX79+dOjQgX79+rFhw4YcVmhmZg44FZB0s6QrstYflfSHrPWbJF0rKSePjZbUVtJfc3Huxq6oqIgZM2bs1DZmzBj69u3LqlWr6Nu3L2PGjMlRdWZmBg44lXkGOBFA0l7AwUCXrO0nAo9GRE7+JYuINyNicC7O3dgVFhbSqlWrndoeeughhg0bBsCwYcOYMmVKDiozM7NSDjgVe5ok4JAJNsuBDyR9RtK+QCegu6TbASSdL2m5pCWS5iZtTST9WtIySUslfTdp7ytpcdJ+V9IfkkokXSdpUbKtY9J+sqTi5LVY0gGS2ktanmwvkvSgpBmSVkn6VX2+UQZvvfUWbdq0AaBNmzasXbs2xxWZmTVunmRcgYh4U9JWSYeTCTrzgEOB3sB7wFLgk6xDrgXOiIg3JB2UtH0L+DxwTERsldRKUjNgAtA3Il6WdDdwGTA2OWZdRPSQ9J/ASOCbyd//ioinJbUAPiqn5ALgGOBjYKWk2yJidW28F2ZmZnsaj+BUrnQUpzTgzMtaf6acfSdIugRokrSdBtwREVsBImI9cDTwWkS8nOwzESjM6ufB5O9CoH1W3/8j6XLgoNL+ypgVEe9FxEfACuCI6l+u1VTr1q1Zs2YNAGvWrCEvLy/HFZmZNW4OOJUrnYfTlcwtqvlkRnBOJBM6doiIS4H/Bg4DiiV9lswj3KNMn+U+1j3Lx8nfbSQjbMk8n28C+wHzS29dVXDcTsda/TjnnHOYOHEiABMnTuTcc8/NcUVmZo2bA07lngb6A+sjYlsyAnMQmZAzL3tHSUdGxLMRcS2wjkzQeQy4VFLTZJ9WwEtAe0lfTA79OvBEZUUkfS+LiF8CzwPlBRyrJ0OGDKF3796sXLmSdu3aMX78eEaNGsXMmTPp0KEDM2fOZNSonHy5zszMEv6v/MotI/PtqT+XaWsREeuknQZjbpTUgcwIzSxgCZlRn6OApZK2AHdGxO2SLgbuT4LPc8AdVdRxhaRTyYzMrAAeAdrs9tVZjUyaNKnc9lmzZtVzJWZmVhFFlL2DYmlWsm5TNKRfDvYvGZuZ2W4qd+qHA07j4w/czMzSpNyA4zk4ZmZmljoOOGZmZpY6DjhmZmaWOg44ZmZmljoOOGZmZpY6DjhmZmaWOg44ZmZmljoOOGZmZpY6DjhmZmaWOn4WVSNTsm5Tg3o0Qi4e1eBHMZiZpZ9HcMzKccstt5Cfn0+XLl0YO3ZsrssxM7Nq2uMDjqQfS3pB0lJJxZKOr2E/p0g6MWt9gqTBu3Dc5yTdJ+kVSSskTZd0VE1qKNNve0nLk+VjJd26u33arlm+fDl33nknCxYsYMmSJUybNo1Vq1bluiwzM6uGPTrgSOoN9Ad6REQ34DRgdQ27OwU4saqdypxfwGRgTkQcGRGdgR8BrXf1eElVfgYR8XxEXF6d2qzmXnzxRU444QSaN29O06ZNOfnkk5k8eXKuyzIzs2rYowMO0AZYFxEfA0TEuoh4E0BSX0mLJS2TdJekfZP2EkkHJ8vHSpojqT1wKXBlMgp0UtJ/oaRnJL1awWjOqcCWiLijtCEiiiPiSUktJM2StCip4dzknO0lvSjpN8Ai4DBJN0panux3YdmTJKNL05Ll0cn1zEnqujxrvymSFiYjWt/azfe20crPz2fu3Lm88847bN68menTp7N6dU1zs5mZ5cKeHnAeIxMQXpb0G0knA0hqBkwALoyIrmQmU19WUScRUQLcAdwcEQUR8WSyqQ3Qh8wo0ZhyDs0HFlbQ7UfAgIjoQSYI3ZSM+AAcDdwdEccAxwIFQHcyI1A3SmpTxXV3BM4AjgN+ImnvpH14RPRM+rxc0mer6MfK0alTJ374wx/Sr18/vvKVr9C9e3eaNvV8fDOzPckeHXAiYiPQE/gW8DbwF0lFZALEaxHxcrLrRKCwBqeYEhHbI2IFu3jbKYuAn0taCvwdODSrj39ExPxkuQ8wKSK2RcRbwBNAVV/zeTgiPo6IdcDarH4vl7QEmA8cBnSoZs2WGDFiBIsWLWLu3Lm0atWKDh38VpqZ7Un2+P8sjYhtwBxgjqRlwDCguJJDtvJpsGtWRfcfZy2rnO0vABVNRB4KHAL0jIgtkkqyzrepin6rkl3XNqCppFPIjAD1jojNkuZQ9fVZBdauXUteXh7//Oc/efDBB5k3b16uSzIzs2rYo0dwJB0tKfs/rQuAfwAvAe0lfTFp/zqZkRGAEjKjPgCDso79ADigmiXMBvaVdElWTb2SW2UtgbVJuDkVOKKCPuYCF0pqIukQMiNNC6pZB8n5NiThpiNwQg36sMSgQYPo3LkzZ599NuPGjeMzn/lMrksyM7Nq2NNHcFoAt0k6iMzIzP8B34qIjyRdDNwvqSnwHJk5NgDXAeMl/Qh4NquvvwF/TSYDf3dXTh4RIWkAMFbSKDLzbkqAK8iM7vxN0vNkRpReqqCbyUBvYAkQwNUR8a9k4nN1zAAuTW6JrSRzm8pq6Mknn6x6JzMza7AUEbmuweqXP3AzM0uTcqd67NG3qMzMzMzK44BjZmZmqeOAY2ZmZqnjgGNmZmap44BjZmZmqeOAY2ZmZqnjgGNmZmap44BjZmZmqeOAY2ZmZqmzpz+qwaqpZN0mrp+2Itdl7HBN/871Xs/4oqoe1m5mZns6j+CYleOWW24hPz+fLl26MHbs2FyXY2Zm1eSAU0OSBkiK5MndSGovaXkVx5wiaVr9VGg1tXz5cu68804WLFjAkiVLmDZtGqtWrcp1WWZmVg0OODU3BHgKuCjXhVjtevHFFznhhBNo3rw5TZs25eSTT2by5Mm5LsvMzKrBAacGJLUAvgSMoJyAk4zmPClpUfI6MWvzgZImS1oh6Q5JeyXH/FbS85JekHRdVl8lkn4uaV6yvYekRyW9IunS0nokzUrOtUzSuXX7DqRbfn4+c+fO5Z133mHz5s1Mnz6d1atX57osMzOrBk8yrpnzgBkR8bKk9ZJ6AOuztq8F+kXER5I6AJOAY5NtxwGdgX8AM4CBwF+BH0fEeklNgFmSukXE0uSY1RHRW9LNwAQy4aoZ8AJwB/ARMCAi3pd0MDBf0tSIiDp7B1KsU6dO/PCHP6Rfv360aNGC7t2707Sp/6diZrYn8QhOzQwB7kuW70vWs+0N3ClpGXA/mUBTakFEvBoR28gEnz5J+wWSFgGLgS5ljpma/F0GPBsRH0TE28BHkg4CBPxc0lLg78ChQOvdv8zGa8SIESxatIi5c+fSqlUrOnTokOuSzMysGvyfpdUk6bPAl4F8SQE0AQL4TdZuVwJvAd3JhMiPsraVHVUJSZ8HRgK9ImKDpAlkRmhKfZz83Z61XLreFBgKHAL0jIgtkkrKHG/VtHbtWvLy8vjnP//Jgw8+yLx583JdkpmZVYMDTvUNBu6OiG+XNkh6AmiXtU9L4PWI2C5pGJkQVOq4JND8A7gQ+D1wILAJeE9Sa+BMYE41amoJrE3CzanAEdW/LMs2aNAg3nnnHfbee2/GjRvHZz7zmVyXZGZm1eCAU31DgDFl2h4AfpS1/hvgAUnnA4+TCS+l5iXHdwXmApOTILSYzJyaV4Gnq1nTvcDfJD0PFAMvVfN4K+PJJ5/MdQlmZrYb5HmojY4/cDMzSxOV1+hJxmZmZpY6DjhmZmaWOg44ZmZmljoOOGZmZpY6DjhmZmaWOg44ZmZmljoOOGZmZpY6DjhmZmaWOg44ZmZmljoOOGZmZpY6fhZVI1OybhPXT1uR6zJ2uKZ/53qvZ3xRr3o9n5mZ1T+P4JiV45ZbbiE/P58uXbowduzYXJdjZmbV5IBTA5I+J+k+Sa9IWiFpuqSjKti3vaTldVTHaEkj66Lvxmz58uXceeedLFiwgCVLljBt2jRWrVqV67LMzKwaHHCqSZKAycCciDgyIjoDPwJa11L/vm2YYy+++CInnHACzZs3p2nTppx88slMnjw512WZmVk1OOBU36nAloi4o7QhIoqBpyTdKGm5pGWSLix7oKRmkv6YbF8s6dSkvUjS/ZL+BjwmqYWkWZIWJfuem9XHjyWtlPR34Ois9gJJ8yUtlTRZ0mfq8D1Itfz8fObOncs777zD5s2bmT59OqtXr851WWZmVg0eLai+fGBhOe0DgQKgO3Aw8JykuWX2+S+AiOgqqSOZMFN6a6s30C0i1iejOAMi4n1JBwPzJU0FegAXAceQ+ewWZdVyN/DdiHhC0k+BnwBX1MYFNzadOnXihz/8If369aNFixZ0796dpk39PxUzsz2JR3BqTx9gUkRsi4i3gCeAsl/X6QPcAxARLwH/AEoDzsyIWJ8sC/i5pKXA34FDydwCOwmYHBGbI+J9YCqApJbAQRHxRHL8RKCwDq6x0RgxYgSLFi1i7ty5tGrVig4dOuS6JDMzqwb/Z2n1vQAMLqddu3BsZftsyloeChwC9IyILZJKgGbJttiVIm33rF27lry8PP75z3/y4IMPMm/evFyXZGZm1eARnOqbDewr6ZLSBkm9gA3AhZKaSDqEzAjKgjLHziUTXkhuTR0OrCznHC2BtUm4ORU4Iuv4AZL2k3QAcDZARLwHbJB0UrLf18mMIFkNDRo0iM6dO3P22Wczbtw4PvMZT2kyM9uTeASnmiIiJA0AxkoaBXwElJCZ79ICWEJmlOXqiPiXpPZZh/8GuEPSMmArUBQRH2e+mLWTe4G/SXoeKAZeSs69SNJfkrZ/AE9mHTMs6bs58CpwcS1dcqP05JNPVr2TmZk1WIrwHY9Gxh+4mZmlSbnTP3yLyszMzFLHAcfMzMxSxwHHzMzMUscBx8zMzFLHAcfMzMxSxwHHzMzMUscBx8zMzFLHAcfMzMxSxwHHzMzMUsePamhkStZt4vppK3Jdxg7X9O9cJ/WMLyr7IHczM2tMPIJjjdbNN99Mly5dyM/PZ8iQIXz00Ue5LsnMzGqJA041SdqYtfxVSaskHV6Dfs6T1Hk36iiRdHBNj2/s3njjDW699Vaef/55li9fzrZt27jvvvtyXZaZmdUSB5waktQXuA34SkT8swZdnAfUOODY7tu6dSsffvghW7duZfPmzbRt2zbXJZmZWS1xwKkBSScBdwJnRcQrSdt/SFogqVjS7yQ1Sdo3SrpB0hJJ8yW1lnQicA5wY7L/kZLmSDo2OeZgSSXJchNJv5a0TNJSSd8tU8t+kmZI+nYymnRI0r6XpP/zKE/5Dj30UEaOHMnhhx9OmzZtaNmyJaeffnquyzIzs1rigFN9+wIPAedFxEsAkjoBFwJfiogCYBswNNl/f2B+RHQH5gKXRMQzwFTgBxFRUBqSKvAt4PPAMRHRDbg3a1sL4G/AnyPid8Cfss57GrAkItbt7gWn0YYNG3jooYd47bXXePPNN9m0aRN/+tOfcl2WmZnVEgec6tsCPAOMyGrrC/QEnpNUnKx/Idn2CTAtWV4ItK/m+U4D7oiIrQARsT5r20PAHyPi7mT9LuAbyfJw4I/VPFej8fe//53Pf/7zHHLIIey9994MHDiQZ555JtdlmZlZLXHAqb7twAVAL0k/StoETExGYwoi4uiIGJ1s2xIRkSxvo+Kv5m/l08+jWVa7gPj33QF4GjhTkgAiYjXwlqQvA8cDj1Tv0hqPww8/nPnz57N582YiglmzZtGpU6dcl2VmZrXEAacGImIz0B8YKmkEMAsYLCkPQFIrSUdU0c0HwAFZ6yVkRoEABme1PwZcKqlpad9Z264F3gF+k9X2BzK3qv43IrZV57oak+OPP57BgwfTo0cPunbtyvbt2/nWt76V67LMzKyWOODUUHKr6CvAfwMdkr+PSVoKzATaVNHFfcAPJC2WdCTwa+AySc8A2ROD/wD8E1gqaQnwtTL9XAE0k/SrZH0qmbk5vj1Vheuuu46XXnqJ5cuXc88997DvvvvmuiQzM6sl+vTuiaVB8k2smyPipAp28QduZmZpovIa/aiGFJE0CriMT79JZWZm1ih5BKfx8QduZmZpUu4IjufgmJmZWeo44JiZmVnqOOCYmZlZ6uxSwJHUXNI1ku5M1jtI6l+3pZmZmZnVzK6O4PwR+Bjonay/DvysTioyMzMz2027GnCOjIhfkXkOExHxIRXMWjYzMzPLtV0NOJ9I2o/kK8bJL+9+XGdVmZmZme2GXf2hv9HADOAwSfcCXwIurquirO6UrNvE9dNW5LqMHa7p37lO6hlf1KvW+zQzsz3HLo3gRMRjwECgCJgEHBsRj9dhXWZ17uabb6ZLly7k5+czZMgQPvroo1yXZGZmtWRXv0U1KyLeiYiHI2JaRKyTNKuui2tIJG2shT6OlXRrJdvbSvrr7p7HqvbGG29w66238vzzz7N8+XK2bdvGfffdl+uyzMysllR6i0pSM6A5cLCkz/DpxOIDgbZ1XFvqRMTzwPOVbH8TGFx/FTVuW7du5cMPP2Tvvfdm8+bNtG3r/5M2M0uLqkZwvg0sBDomf0tfDwHj6ra0hk9SgaT5kpZKmpyEQCTNSZ7qjaSDJZUky6dImpYsnyypOHktlnSApPaSlifb20t6UtKi5HViVh9zJP1V0kuS7pWkZNu1kp6TtFzS70vb7d8deuihjBw5ksMPP5w2bdrQsmVLTj/99FyXZWZmtaTSgBMRt0TE54GREfGFiPh88uoeEbfXU40N2d3ADyOiG7AM+Ek1jh0J/FdEFAAnAR+W2b4W6BcRPYALgexbW8cAVwCdgS+QmfQNcHtE9IqIfGA/wD/GWIENGzbw0EMP8dprr/Hmm2+yadMm/vSnP+W6LDMzqyW7Osn4Nkn5ki6Q9I3SV10X15BJagkcFBFPJE0TgcJqdPE08D+SLk/62Vpm+97AnZKWAfeTCTOlFkTE6xGxHSgG2iftp0p6Njnmy0CX6lxTY/L3v/+dz3/+8xxyyCHsvffeDBw4kGeeeSbXZZmZWS3Zpa+JS/oJcAqZf2SnA2cCT5EZwbB/t5VPw2Oz8naIiDGSHga+CsyXdBqQ/TWeK4G3gO5JX9nbsn+DaBvQNJkv9Rsy33BbLWl0Rec2OPzww5k/fz6bN29mv/32Y9asWRx77LG5LsvMzGrJrv7Q32CgL/CviLiYzD+6+9ZZVXuAiHgP2CDppKTp60DpaE4J0DNZLnfSsKQjI2JZRPySzMTjjmV2aQmsSUZpvg40qaKk0jCzTlKLis5rGccffzyDBw+mR48edO3ale3bt/Otb30r12WZmVkt2dUf+vswIrZL2irpQDLzQ75Qh3U1RM0lvZ61/j/AMOAOSc2BV/n0xw9/DfyvpK8Dsyvo7wpJp5IZgVkBPAK0ydr+G+ABSecDjwObKisuIt5NHoa6jEzAeq4a19YoXXfddVx33XW5LsPMzOrArgac5yUdBNxJ5ltUG4EFdVVUQxQRFY12nVDOvi8B3bKa/jtpnwPMSZa/W05fJUB+sn1VmT7+X9k+kvXvZC3/d+m5zMzMGjNFRPUOkNoDB0bE0jqpyOpa9T5wMzOzhq3cn0TZ5V8yLl2OiJKIWNrYfsnYzMzM9hz+JWMzMzNLnarm4HybzA/KtSUz96bUB/iXjM3MzKyBquoW1TPAiSS/ZAxcBywn83XoP9dxbWZmZmY1UukkY0mLgNMiYr2kQuA+4LtAAdApIvxbK3seTzI2M7M0KXeScVW3qJpExPpk+ULg9xHxAJnfZymuxeLMzMzMak1Vt6iaSCoNQX3Z+UfrdvU3dMzMzMzqVVUhZRLwhKR1ZJ52/SSApC8C79VxbWZmZmY1UuUP/Uk6gcwjBB6LiE1J21FAi4hYVPclWi3zHBwzM0uTcufgVPuXjG3PVrJuU1w/bUWuy9jhmv6dqWk944t61XI1Zma2B6r5Lxmb7YlWrlxJQUHBjteBBx7I2LFjc12WmZnVg0YbcCR9TtJ9kl6RtELS9OTWW67quSJ5Knnp+vTkAafV7ae9pK/VanF7qKOPPpri4mKKi4tZuHAhzZs3Z8CAAbkuy8zM6kGjDDiSBEwG5kTEkRHRGfgR0DqHZV1B5rEYAETEVyPi3Rr00x5wwClj1qxZHHnkkRxxxBG5LsXMzOpBoww4wKnAloi4o7QhIoqBpyTdKGm5pGWSLgSQdIqkOZL+KuklSfcmIQlJJZKuk7QoOaZj0r6/pLskPSdpsaRzk/Ymkn6d7LtU0nclXU7mcRiPS3o8q9+Dk+VvJPsukXRP0jZB0o4fWpS0MVkcA5wkqVjSlXX6Lu5B7rvvPoYMGZLrMszMrJ401t+yyWfnZ2uVGkjmV5q7AwcDz0mam2w7BugCvAk8DXwJeCrZti4iekj6T2Ak8E3gx8DsiBie3GpaIOnvwDeAzwPHRMRWSa2SX4q+Cjg1ItZlFySpS9LXlyJinaRWVVzbKDKP1ui/q29G2n3yySdMnTqVX/ziF7kuxczM6kljHcGpSB9gUkRsi4i3yDxzq/SrOgsi4vWI2A4Uk7kVVOrB5O/CrPbTgVHJLz7PAZoBhwOnAXdExFaArF+KrsiXgb+WBp9d2N/KeOSRR+jRowetW+fyDqSZmdWnxjqC8wJQ3nO0yv2qWeLjrOVt7PzefVxOu4BBEbFypxNkbm1V57v5Fe2/lSSgJn3uU40+G5VJkyb59pSZWSPTWEdwZgP7SrqktEFSL2ADcGEyT+YQoBBYUMNzPAp8N2uuzjFJ+2PApaWPwMi65fQBcEA5/cwCLpD02TL7lwA9k+Vzgb2r6KdR2rx5MzNnzmTgwIG5LsXMzOpRoww4kfl1wwFAv+Rr4i8Ao4E/A0uBJWRC0NUR8a8anuZ6MqFjqaTlyTrAH4B/Ju1L+PQbT78HHimdZJxV6wvADWQembEE+J9k053AyZIWAMcDm5L2pcDWZEJyo59k3Lx5c9555x1atmyZ61LMzKwe+ZeMGx9/4GZmlib+JWMzMzNrHBxwzMzMLHUccMzMzCx1HHDMzMwsdRxwzMzMLHUccMzMzCx1HHDMzMwsdRxwzMzMLHUccMzMzCx1GuvDNhutknWbuH7ailyXscM1/TvXuJ7xRb2q3snMzBolj+BYaq1cuZKCgoIdrwMPPJCxY8fmuiwzM6sHHsGphKR2wDigM5kwOA34AZkHZB4bEd8ps/9oYGNE/LqSPicA0yLir3VUtiWOPvpoiouLAdi2bRuHHnooAwYMyG1RZmZWLzyCUwFJAh4EpkREB+AooAWZJ3vbHmbWrFkceeSRHHHEEbkuxczM6oEDTsW+DHwUEX8EiIhtwJXAcKB56U6SzpI0T9LB2QdLukTSc5KWSHpAUvOszYWSnpH0qqTByf6SdKOk5ZKWSbowaT9F0hOS/lfSy5LGSBoqaUGy35HJfmdLelbSYkl/l9S6Tt+dPcx9993HkCFDcl2GmZnVEwecinUBFmY3RMT7wD9Jbu1JGgCMAr4aEevKHP9gRPSKiO7Ai8CIrG1tgD5Af2BM0jYQKAC6A6cBN0pqk2zrDnwP6Ap8HTgqIo4D/gB8N9nnKeCEiDgGuA+4usZXnjKffPIJU6dO5fzzz891KWZmVk88B6diAqKS9lOBY4HTk+BTVr6knwEHkbm19WjWtikRsR1YkTXS0geYlIwUvSXpCaAX8D7wXESsAZD0CvBYcsyypA6AdsBfklC0D/Ba9S85nR555BF69OhB69Ye1DIzayw8glOxF8gEmB0kHQgcBmwDXgUOIDM3pzwTgO9ERFfgOqBZ1raPs7st87c82ftvz1rfzqch9Tbg9uR83y5zvkZt0qRJvj1lZtbIOOBUbBbQXNI3ACQ1AW4iE1w2A/8gc1vpbkldyjn+AGCNpL2BobtwvrnAhZKaSDoEKAQWVKPelsAbyfKwahyXaps3b2bmzJkMHDgw16WYmVk9csCpQEQEMAA4X9Iq4GXgI+BHWfusJBNe7i+d7JvlGuBZYCbw0i6ccjKwFFgCzAaujoh/VaPk0UkdTwJl5wM1Ws2bN+edd96hZcuWuS7FzMzqkTL/jltjUbJuU/iXjM3MLEXKneLhgNP4+AM3M7M0KTfg+BaVmZmZpY4DjpmZmaWOA46ZmZmljgOOmZmZpY4DjpmZmaWOA46ZmZmljgOOmZmZpY4DjpmZmaWOA46ZmZmlTtOqd7E0KVm3qcaPRqgLflSDmZnVBY/gWGqtXLmSgoKCHa8DDzyQsWPH5rosMzOrBx7BqQOS2gHjgM5kQuQ04AcR8UlOC2tkjj76aIqLiwHYtm0bhx56KAMGDMhtUWZmVi88glPLJAl4EJgSER2Ao4AWwA1l9nO4rEezZs3iyCOP5Igjjsh1KWZmVg8ccGrfl4GPIuKPABGxDbgSGC7pPyXdL+lvwGOS9pd0l6TnJC2WdC6ApOaS/lfSUkl/kfSspGOTbUMkLZO0XNIvS08qaaOkGyQtkTRfUuv6v/SG67777mPIkCG5LsPMzOqJA07t6wIszG6IiPeBf5K5JdgbGBYRXwZ+DMyOiF7AqcCNkvYH/hPYEBHdgOuBngCS2gK/JBOiCoBeks5LTrM/MD8iugNzgUvq8Br3KJ988glTp07l/PPPz3UpZmZWTxxwap+AqKR9ZkSsT9pOB0ZJKgbmAM2Aw4E+wH0AEbEcWJrs3wuYExFvR8RW4F6gMNn2CZm5PpAJWO1r7Yr2cI888gg9evSgdWsPapmZNRaeB1L7XgAGZTdIOhA4DNgGbMreBAyKiJVl9lcFfVfUDrAlIkqD1Tb82e4wadIk354yM2tkPIJT+2YBzSV9A0BSE+AmYAKwucy+jwLfLQ00ko5J2p8CLkjaOgNdk/ZngZMlHZz0OwR4ou4uZc+3efNmZs6cycCBA3NdipmZ1SMHnFqWjKIMAM6XtAp4GfgI+FE5u18P7A0slbQ8WQf4DXCIpKXAD8nconovItYA/w94HFgCLIqIh+ryevZ0zZs355133qFly5a5LsXMzOqRPr2rYQ1FMjqzd0R8JOlIMqNCR9XS7+j4AzczszQpd/qG52k0TM2BxyXtTeaDu8w/EmhmZrbrPILT+PgDNzOzNCl3BMdzcMzMzCx1HHDMzMwsdRxwzMzMLHUccMzMzCx1HHDMzMwsdRxwzMzMLHUccMzMzCx1/EN/jUzJuk1cP21FrsvY4Zr+nSusZ3xRr3quxszM0sIjOLbHe/fddxk8eDAdO3akU6dOzJs3L9clmZlZjjng1BFJG7OWvypplaTDc1lTWn3ve9/jK1/5Ci+99BJLliyhU6dOuS7JzMxyzLeo6pikvsBtwOkR8c9c15M277//PnPnzmXChAkA7LPPPuyzzz65LcrMzHLOIzh1SNJJwJ3AWRHxStJ2iaTnJC2R9ICk5kn7BEm3SnpG0quSBiftbSTNlVQsaXnSJ5J+K+l5SS9Iui7rnGMkrZC0VNKv6/+q69err77KIYccwsUXX8wxxxzDN7/5TTZt2pTrsszMLMcccOrOvsBDwHkR8VJW+4MR0SsiugMvAiOytrUB+gD9gTFJ29eARyOiAOgOFCftP46IY4FuwMmSuklqBQwAukREN+BndXJlDcjWrVtZtGgRl112GYsXL2b//fdnzJgxVR9oZmap5oBTd7YAz7BzgAHIl/SkpGXAUKBL1rYpEbE9IlYArZO254CLJY0GukbEB0n7BZIWAYuTPjoD7wMfAX+QNBDYXAfX1aC0a9eOdu3acfzxxwMwePBgFi1alOOqzMws1xxw6s524AKgl6QfZbVPAL4TEV2B64BmWds+zloWQETMBQqBN4B7JH1D0ueBkUDfZKTmYaBZRGwFjgMeAM4DZtTBdTUon/vc5zjssMNYuXIlALNmzaJz5845rsrMzHLNk4zrUERsltQfeFLSWxExHjgAWCNpbzIjOG9U1oekI4A3IuJOSfsDPYAlwCbgPUmtgTOBOZJaAM0jYrqk+cD/1d3VNRy33XYbQ4cO5ZNPPuELX/gCf/zjH3NdkpmZ5ZgDTh2LiPX6/+3dfZxXdZ3//8fTQcCAoJLREJIobbhwGISB8KrBHGNXqrUodbHCJNNfhdjXLra2sNhN19bKq9b1EtOKUqs1sNG4UBBFQGYGkNTdcNwdZbnQCBgBh/H1++Nzxj7NzgADM3Nmzjzvt9vc5pz3eZ/3eZ3Px9uNp+/3+cxHmgwslbQN+BbwFPAisI5c4NmfMuArkuqBXcCnI+IFSZXAM8BGYHnStx/wH5J6k5sBuqKt76czKikpYfXq1WmXYWZmnYgiIu0arGP5DTczsyxRc41+BsfMzMwyxwHHzMzMMscBx8zMzDLHAcfMzMwyxwHHzMzMMscBx8zMzDLHAcfMzMwyxwHHzMzMMscBx8zMzDLHAcfMzMwyx99F1c3UbKtjzvwNaZfxpm9NGdFiPXdML+3gaszMLCs8g2Nd3vbt25k6dSpFRUUMHz6cJ598Mu2SzMwsZZ7B6SQk7YqIvmnX0RVdfvnlTJ48mfvvv5/XX3+d1157Le2SzMwsZQ441qXt2LGDpUuXMnfuXAB69uxJz5490y3KzMxS5yWqTkY535e0XtI6Secl7T+W9JFk+9eS7ky2L5b0T8n2byQ9LekZSZekdxcdZ+PGjQwcOJCLLrqIMWPGMGPGDOrq6tIuy8zMUuaA0/l8DCgBRgNnAd+X9E5gKXB60uc4YESyfRqwLNn+bESMBcYBMyW9o6OKTsu+fftYs2YNl112GZWVlfTp04drrrkm7bLMzCxlDjidz2nAzyOiISI2A48BpeRCzOmSRgAbgM1J8JkIPJGcO1NSNbACGAKc0OHVd7DBgwczePBgJkyYAMDUqVNZs2ZNylWZmVnaHHA6HzXXGBEvAW8DJpObzVkGfBLYFRE7JZWRm/GZGBGjgUqgd0cUnKZjjz2WIUOG8NxzzwGwaNEiRowYcYCzzMws6/yQceezFPi8pLuBtwNnAF9Jjj0JzALOBN4B3J/8APQH/hQRr0kqAt7fkUWn6cYbb2TatGm8/vrrDBs2jLvuuivtkszMLGUOOJ3Pr8ktO1UDAXw1Iv43ObYMODsi/kvSi+QCUOPzNxXApZLWAs+RW6bqFkpKSli9enXaZZiZWSeiiEi7ButYfsPNzCxLmn20w8/gmJmZWeY44JiZmVnmOOCYmZlZ5jjgmJmZWeY44JiZmVnmOOCYmZlZ5jjgmJmZWeY44JiZmVnmOOCYmZlZ5virGrqZmm11zJm/Ie0y3vStKSNarOeO6aUdXI2ZmWWFZ3Csy9u+fTtTp06lqKiI4cOH8+STT6ZdkpmZpcwBpwlJIemevP0ekrZKmp/sf0TS1w9h3CcO4ZzvSjqrtecl546TdMOhnNvVXH755UyePJlnn32W6upqhg8fnnZJZmaWMi9R/V91wChJR0XEbqAceKnxYEQ8CDzY2kEj4pRDOOfbrT0n79zVQOa/YnvHjh0sXbqUuXPnAtCzZ0969uyZblFmZpY6z+A073fAOcn2BcDPGw9Imi7ppmT7E5LWS6qWtDRpGylppaQqSWslnZC070p+v1PS0uT4ekmnSyqQNDfZXyfpiqTvXElTk+0aSf+SjL1S0nvz+twiaZmk5yVNSdrLGmedsmzjxo0MHDiQiy66iDFjxjBjxgzq6urSLsvMzFLmgNO8ecD5knoDxcBTLfT7NvChiBgNfCRpuxS4PiJKgHFAbZNz/h54ODk+GqgCSoDjImJURJwE3NXC9XZExHjgJuBHee1DgQ+QC2W3JHV3C/v27WPNmjVcdtllVFZW0qdPH6655pq0yzIzs5Q54DQjItaSCw0XAA/tp+tyYK6kzwEFSduTwDckfQ04PlnmyrcKuEjSVcBJEbET2AgMk3SjpMnAjhau9/O83xPz2n8ZEW9ExH8mYxUdxG1mwuDBgxk8eDATJkwAYOrUqaxZsyblqszMLG0OOC17EPhX8panmoqIS4F/BIYAVZLeERE/Izebsxt4WNKZTc5ZCpxB7rmeeyR9OiL+RG4251HgC8DtLV3yILab28+sY489liFDhvDcc88BsGjRIkaMGJFyVWZmljY/ZNyyO4E/R8Q6SWXNdZD0noh4CnhK0oeBIZL6Axsj4gZJw8gtcS3OO+d44KWIuE1SH+BkSQ8Br0fEA5L+CMxtoabzgGuS3/mfhf6EpLuBdwPDgOeA9x/qjXc1N954I9OmTeP1119n2LBh3HVXSyt8ZmbWXTjgtCAiaoHrD9Dt+8lDxAIWAdXA14ELJdUD/wt8t8k5ZcBXkuO7gE8DxwF3SWqcUfuHFq7XS9JT5GbeLshrfw54DDgGuDQi9kg68E1mRElJCatXZ/4DY2Zm1gqK6DarGV2apBpgXERsa9I+F5gfEfcf5FB+w83MLEua/T96P4NjZmZmmeMZnO7Hb7iZmWWJZ3DMzMyse3DAMTMzs8xxwDEzM7PMccAxMzOzzHHAMTMzs8xxwDEzM7PMccAxMzOzzHHAMTMzs8zxd1F1MzXb6pgzf0PaZbzpW1NGtFjPHdNLD2qM7du3M2PGDNavX48k7rzzTiZOnNiWZZqZWRfjGZw2JCkkXZe3f6Wkq9r5mjWSjm7Pa3R2l19+OZMnT+bZZ5+lurqa4cOHp12SmZmlzAGnbe0FPtbdA0dH2rFjB0uXLuXiiy8GoGfPngwYMCDdoszMLHUOOG1rH3ArcEXTA5IGSnpA0qrk51RJRyQzMAPy+v2XpGMkfVjSU5IqJS2UdExy/B2SHkna/5287+CQ9BtJT0t6RtIl7X+76du4cSMDBw7koosuYsyYMcyYMYO6urq0yzIzs5Q54LS9m4Fpkvo3ab8e+GFElAIfB26PiDeA/wDOBZA0AaiJiM3A48D7I2IMMA/4ajLObODxpP1B4F151/hsRIwFxgEzJb2jXe6wE9m3bx9r1qzhsssuo7Kykj59+nDNNdekXZaZmaXMAaeNRcQO4CfAzCaHzgJuklRFLpi8VVI/4BfAeUmf85N9gMHAw5LWAV8BRibtZwD3JtdaAPwp7xozJVUDK4AhwAltd2ed0+DBgxk8eDATJkwAYOrUqaxZsyblqszMLG0OOO3jR8DFQJ+8tiOAiRFRkvwcFxE7gSeB90oaCPwd8Kuk/43ATRFxEvB5oHfeWNH0gpLKyIWoiRExGqhsck4mHXvssQwZMoTnnnsOgEWLFjFixIiUqzIzs7Q54LSDiHgV+CW5kNPoEeCLjTuSSpK+Afwa+AHwh4h4JenSH3gp2f5M3jhLgWnJGH8DvC2v/58i4jVJRcD72/CWOrUbb7yRadOmUVxcTFVVFd/4xjfSLsnMzFLmv4PTfq4jL9CQW7K6WdJacq/7UuDS5NgvgFXA9Lz+VwH3SXqJ3JLTu5P27wA/l7QGeAz476S9Arg0Gf+55JxuoaSkhNWrV6ddhpmZdSIOOG0oIvrmbW8G3pK3v42/PGvT9LzV5H0aKmn7D3IPIDft+wpwdl5T/ie2/uaQCjczM8sY5VZIrBvxG25mZlmi5hr9DI6ZmZlljgOOmZmZZY4DjpmZmWWOA46ZmZlljgOOmZmZZY4DjpmZmWWOA46ZmZlljgOOmZmZZY4DjpmZmWWOv6qhm6nZVsec+RvSLuNN35oyosV67phe2sHVmJlZVngGx7q87du3M3XqVIqKihg+fDhPPvlk2iWZmVnKHHAOgaRzJYWkohaOD5W0vqPr6q4uv/xyJk+ezLPPPkt1dTXDhw9PuyQzM0uZA86huQB4HDi/6QFJBR1fTve1Y8cOli5dysUXXwxAz549GTBgQLpFmZlZ6hxwWklSX+BU4GKSgCOpTNISST8D1jXpP0xSpaRSSeMlPZHsPyHpfUmf6ZJ+JalC0n9KujZpL5A0V9J6SeskXZG0f07SKknVkh6Q9Jak/RNJ32pJSzvuVUnPxo0bGThwIBdddBFjxoxhxowZ1NXVpV2WmZmlzAGn9f4OqIiI54FXJZ2ctI8HvhkRIxo7JgHmAeCiiFgFPAucERFjgG8D38sbtwQ4DzgJOE/SkKTtuIgYFREnAXclfX8VEaURMRr4A7mwRTLmh5L2j7TtbXdO+/btY82aNVx22WVUVlbSp08frrnmmrTLMjOzlDngtN4FwLxke16yD7AyIl7I6zcQ+A/gwoioStr6A/clz+f8EBiZ139RRPw5IvYAG4DjgY3AMEk3SpoM7Ej6jpK0TNI6YFreOMuBuZI+B3SLpbLBgwczePBgJkyYAMDUqVNZs2ZNylWZmVnaHHBaQdI7gDOB2yXVAF8hN+sioOm6yJ+B/yG3nNVoDrAkIkYBHwZ65x3bm7fdAPSIiD8Bo4FHgS8AtyfH5wJfTGZ1vtM4TkRcCvwjMASoSurNtGOPPZYhQ4bw3HPPAbBo0SJGjBhxgLPMzCzr/HdwWmcq8JOI+Hxjg6THgNOa6fs6ueWshyXtioifkZvBeSk5Pv1AF5N0NPB6RDwg6Y/kgg1AP2CTpCPJzeC8lPR/T0Q8BTwl6cPkgs4rrb3JrubGG29k2rRpvP766wwbNoy77rrrwCeZmVmmOeC0zgVA0wc8HgAuA/7YtHNE1EmaAvxeUh1wLXC3pC8Diw/iescBd0lqnGn7h+T3t4CngBfJPdTcL2n/vqQTyM0oLQKqD/bGurKSkhJWr16ddhlmZtaJKCLSrsE6lt9wMzPLEjXX6GdwzMzMLHMccMzMzCxzHHDMzMwscxxwzMzMLHMccMzMzCxzHHDMzMwscxxwzMzMLHMccMzMzCxzHHDMzMwsc/xVDd1MzbY65szfkHYZb/rWlBEt1nPH9NIOrsbMzLLCMzjW5W3fvp2pU6dSVFTE8OHDefLJJ9MuyczMUuYZnE5A0lBgfkSMymu7CtgFbAMeiYiXDzDGo8CVEdHtvnXy8ssvZ/Lkydx///28/vrrvPbaa2mXZGZmKfMMTuc3HRiUdhGd1Y4dO1i6dCkXX3wxAD179mTAgAHpFmVmZqlzwOn8xgE/lVQl6ShJ35a0StJ6SbdKyv8W1U9IWinpeUmnp1VwR9q4cSMDBw7koosuYsyYMcyYMYO6urq0yzIzs5Q54HR+q4FpEVESEbuBmyKiNFnOOgqYkte3R0SMB2YBszu+1I63b98+1qxZw2WXXUZlZSV9+vThmmuuSbssMzNLmQNO5xCtaJ8k6SlJ64AzgZF5x36V/H4aGNp25XVegwcPZvDgwUyYMAGAqVOnsmbNmpSrMjOztDngdA6vAG9r0vZ2cg8Yv0lSb+DHwNSIOAm4Deid12Vv8ruBbvIA+bHHHsuQIUN47rnnAFi0aBEjRoxIuSozM0ubA04nEBG7gE2SPggg6e3AZOBxYCfQL+naGGa2SeoLTO3oWjujG2+8kWnTplFcXExVVRXf+MY30i7JzMxS1i3+L7+L+DRws6Trkv3vRMQfJc0FbpG0G5hIbtZmHVADrEqj0M6mpKSE1au73afjzcxsPxxwOomI2ABMaqb9AeCBvKZ/TH6a9ivL295GN3kGx8zMrDmKaOn5Vssov+FmZpYlaq7Rz+CYmZlZ5jjgmJmZWeY44JiZmVnmOOCYmZlZ5jjgmJmZWeY44JiZmVnmOOCYmZlZ5jjgmJmZWeY44JiZmVnm+KsaupmabXXMmb8h7TLedMf00rRLMDOzDHLAsU5v6NCh9OvXj4KCAnr06OEv1jQzswPK7BKVpB9KmpW3/7Ck2/P2r5P05VaOWSbplGbah0qqlXREk/YqSeMl3S5pRCuvdamkTx+gzzhJN7Rm3K5qyZIlVFVVOdyYmdlByfIMzhPAJ4AfJcHjaOCtecdPAWa1cswyYFcy9psiokbS/wCnA48BSCoC+kXESmBlc4NJKoiIhuaORcQtByomIlYD/hffzMysiczO4ADLyYUYgJHAemCnpLdJ6gUMByoljZX0mKSnk1medwJImilpg6S1kuZJGgpcClyRzMyc3uR6PwfOz9s/P2lD0qOSxiXbuyR9V9JTwERJF0t6Pulzm6Sbkn5XSboy7/x/kbQy6Xt60l4maX6yPV7SE5Iqk9/va9uXMz2SOPvssxk7diy33npr2uWYmVkXkNkZnIh4WdI+Se8iF3SeBI4DJgJ/BtYCAdwIfDQitko6D/hn4LPA14F3R8ReSQMiYrukW4BdEfGvzVzyl+QC05ciYh9wHrkZpKb6AOsj4tuSBgH3AicDO4HFQHULt9QjIsZL+ltgNnBWk+PPAmdExD5JZwHfAz5+4Feq81u+fDmDBg1iy5YtlJeXU1RUxBlnnJF2WWZm1ollNuAkGmdxTgF+QC7gnEIu4DwBvA8YBfxeEkABsCk5dy3wU0m/AX5zoAtFxP9Kegb4oKTNQH1ErG+mawPwQLI9HngsIl4FkHQfcGILl/hV8vtpYGgzx/sDd0s6gVxwO/JANXcVgwYNAqCwsJBzzz2XlStXOuCYmdl+ZXmJCnIh5hTgJHJLVCvIzeCcQi78CHgmIkqSn5Mi4uzk3HOAm4GxwNOSDiYMNi5Tvbk81Yw9ec/dqBX3sjf53UDzwXQOsCQiRgEfBnq3YuxOq66ujp07d765/cgjjzBq1KiUqzIzs84u6wFnOTAFeDUiGpKZkgHkQs6TwHPAQEkTASQdKWlk8lDykIhYAnw1OacvuWWkfvu53gPA35Jbnpp3EPWtBD6QPBfUg8NbUuoPvJRsTz+McTqVzZs3c9pppzF69GjGjx/POeecw+TJk9Muy8zMOrmsL1GtI/fpqZ81aesbEdsAJE0FbpDUn9zr8SPgeeDepE3AD5NncH4L3C/po8CXImJZ/sWSPiuAYyLihQMVFxEvSfoe8BTwMrCB3PLZobiW3BLVl8k9y5MJw4YNo7q6pceSzMzMmqeISLuGbk1S34jYlczg/Bq4MyJ+3Y6X9BtuZmZZ0uzjHllfouoKrpJURe4ZoRc4iAeazczMbP88g9P9+A03M7Ms8QyOmZmZdQ8OOGZmZpY5DjhmZmaWOQ44ZmZmljkOOGZmZpY5DjhmZmaWOQ44ZmZmljlZ/6oGa6JmWx1z5m9Iu4w33TG9NO0SzMwsgxxwrNMbOnQo/fr1o6CggB49erB69eq0SzIzs06uWy5RSQpJ1+XtXynpqjYcf2hyjTl5bUdLqpd00yGO+V1JZ7VVjV3NkiVLqKqqcrgxM7OD0i0DDrAX+Jiko9vxGhuBKXn7nwCeOdTBIuLbEbHwsKsyMzPrBrprwNkH3Apc0fSApIGSHpC0Kvk5NWlfJ2mAcl6R9Omk/Z4WZlZ2A3+QNC7ZPw/45UFc5z/yxv68pJ8m23MlTU22SyU9Iala0kpJ/ST1lnRXUmelpElt9WKlTRJnn302Y8eO5dZbb027HDMz6wK68zM4NwNrJV3bpP164IcR8bikdwEPA8OB5cCpwIvkZmdOB34CvB+4rIVrzAPOl/S/QAPwMjDoANe5BFgu6QXg/yXjv0lST+AXwHkRsUrSW8mFqcsBIuIkSUXAI5JOjIg9h/DadCrLly9n0KBBbNmyhfLycoqKijjjjDPSLsvMzDqxbhtwImKHpJ8AM8kFhEZnASOkN7+c9K2S+gHLgDPIBZx/Ay6RdBzwakTsauEyFcAcYDO5UJKv2etExGZJ3waWAOdGxKtNznsfsCkiVjXeB4Ck04Abk7ZnJb0InAisPagXpBMbNCiXCQsLCzn33HNZuXKlA46Zme1Xd12iavQj4GKgT17bEcDEiChJfo6LiJ3AUnKzNqcDjwJbgankgk+zIuJ14GlyMzEPNDnc0nUATgJe4S+zPfkERAvtmVNXV8fOnTvf3H7kkUcYNWpUylWZmVln160DTjI78ktyIafRI8AXG3cklSR9/wc4GjghIjYCjwNXsp+Ak7gO+FpEvNKkvdnrSBoP/A0wBrhS0rubnPcsMEhSadK/n6Qe5ALYtKTtROBdwHMHqK3T27x5M6eddhqjR49m/PjxnHPOOUyePDntsszMrJPrtktUea4jL2iQW7K6WdJacq/PUuDS5NhTQEGyvQy4mlzQaVFEPEPzn576P9eRdDlwG3BRRLws6f8Bd0o6M2+81yWdB9wo6Shyy2tnAT8GbpG0jtxD1NMjYu/Bvgid1bBhw6iurk67DDMz62IU0dxqh2VVzba68F8yNjOzDGn2EQ0HnO7Hb7iZmWVJswGnWz+DY2ZmZtnkgGNmZmaZ44BjZmZmmeOAY2ZmZpnjgGNmZmaZ44BjZmZmmeOAY2ZmZpnjgGNmZmaZ44BjZmZmmePvoupmarbV4a9qMDOzrHPAsU5v6NCh9OvXj4KCAnr06MHq1avTLsnMzDo5L1EdJEkh6bq8/SslXXWAc66SdGU71PKopHFtPW5ntmTJEqqqqhxuzMzsoDjgHLy9wMckHd2Wg0oqaMvxzMzMzAGnNfYBtwJXND0gaaCkByStSn5OzTs8WtJiSf8p6XNJ/zJJSyT9DFiXtP1G0tOSnpF0SdJWIGmupPWS1km6osl1j5B0t6R/ammMLJDE2WefzdixY7n11lvTLsfMzLoAP4PTOjcDayVd26T9euCHEfG4pHcBDwPDk2PFwPuBPkClpAVJ+3hgVES8kOx/NiJelXQUsErSA8BQ4LiIGAUgaUDeNXsAPwXWR8Q/tzRGRLzSNreenuXLlzNo0CC2bNlCeXk5RUVFnHHGGWmXZWZmnZhncFohInYAPwFmNjl0FnCTpCrgQeCtkvolx/4jInZHxDZgCblgA7AyL9wAzJRUDawAhgAnABuBYZJulDQZ2JHX/9/563DT0hhd3qBBgwAoLCzk3HPPZeXKlSlXZGZmnZ0DTuv9CLiY3IxMoyOAiRFRkvwcFxE7k2PR5PzG/brGBkll5ELSxIgYDVQCvSPiT8Bo4FHgC8DteeM8AUyS1Ht/YxzGfXYKdXV17Ny5883tRx55hFGjRqVclZmZdXYOOK0UEa8CvyQXcho9AnyxcUdSSd6xj0rqLekdQBmwqplh+wN/iojXJBWRW9IieaD5iIh4APgWcHLeOXcADwH3SerR0hhd3ebNmznttNMYPXo048eP55xzzmHy5Mlpl2VmZp2cn8E5NNeRF2jILVndLGktudd0KXBpcmwlsAB4FzAnIl6WdGKT8SqAS5PznyO3xARwHHCXpMYg+g/5J0XEDyT1B+4BprcwRpc2bNgwqqur0y7DzMy6GEU0XUGxjPMbbmZmWaLmGr1EZWZmZpnjgGNmZmaZ44BjZmZmmeOAY2ZmZpnjgGNmZmaZ44BjZmZmmeOAY2ZmZpnjgGNmZmaZ44BjZmZmmeOvauhmarbVMWf+hg695h3TSzv0emZmZp7BsU6joaGBMWPGMGXKlLRLMTOzLs4BpwNJCkn35O33kLRV0vwDnDdO0g3tX2G6rr/+eoYPH552GWZmlgEOOB2rDhgl6ahkvxx46UAnRcTqiJjZrpWlrLa2lgULFjBjxoy0SzEzswxwwOl4vwPOSbYvAH7eeEDSeElPSKpMfr8vaS9rnOWRdJWkOyU9KmmjpJl5518oaaWkKkn/LqmgA+/rsMyaNYtrr72WI47wf5JmZnb4/K9Jx5sHnC+pN1AMPJV37FngjIgYA3wb+F4LYxQBHwLGA7MlHSlpOHAecGpElAANwLT2uYW2NX/+fAoLCxk7dmzapZiZWUb4U1QdLCLWShpKbvbmoSaH+wN3SzoBCODIFoZZEBF7gb2StgDHAB8ExgKrJAEcBWxp+ztoe8uXL+fBBx/koYceYs+ePezYsYMLL7yQe++9N+3SzMysi/IMTjoeBP6VvOWpxBxgSUSMAj4M9G7h/L152w3kgqqAuyOiJPl5X0Rc1bZlt4+rr76a2tpaampqmDdvHmeeeabDjZmZHRYHnHTcCXw3ItY1ae/PXx46nt7KMRcBUyUVAkh6u6TjD6tKMzOzLsoBJwURURsR1zdz6FrgaknLgVY9IBwRG4B/BB6RtBb4PfDOwy62g5WVlTF//n4/NW9mZnZAioi0a7CO5TfczMyyRM01egbHzMzMMscBx8zMzDLHAcfMzMwyxwHHzMzMMscBx8zMzDLHAcfMzMwyxwHHzMzMMscBx8zMzDLHAcfMzMwyxwHHzMzMMqdH2gVYx6rZVsec+Rs69Jp3TC/t0OuZmZl5Bsc6jYaGBsaMGcOUKVPSLsXMzLq4LhNwJIWk6/L2r5R0VRuOP1TS+iZtV0m6sq2u0YpaWryupCc6up6Ocv311zN8+PC0yzAzswzoMgEH2At8TNLRaReSpog4pWmbpII0amlLtbW1LFiwgBkzZqRdipmZZUBXCjj7gFuBK5oekDRQ0gOSViU/pybt6yQNUM4rkj6dtN8j6azWXFzS55Kxq5NrvSVpnyvp3yQtkbRR0gck3SnpD5Lm5p2/S9J1ktZIWiRpYNI+U9IGSWslzcu75AhJjyZjzswfJ/ldllzzZ8A6SQWSvp/UuFbS51tzf2mbNWsW1157LUcc0ZX+kzQzs86qq/1rcjMwTVL/Ju3XAz+MiFLg48DtSfty4FRgJLAROD1pfz+wopnx3yOpqvEHuDTv2K8iojQiRgN/AC7OO/Y24Exy4eu3wA+Ta54kqSTp0wdYExEnA48Bs5P2rwNjIqK4yfWKgA8B44HZko5spt7xwDcjYkRSz5+T16AU+JykdzdzTqczf/58CgsLGTt2bNqlmJlZRnSpT1FFxA5JPwFmArvzDp1Fbsajcf+tkvoBy4AzgBeBfwMukXQc8GpE7GrmEn+MiJLGnSbP+IyS9E/AAKAv8HDesd9GREhaB2yOiHXJ+c8AQ4Eq4A3gF0n/e4FfJdtrgZ9K+g3wm7wxF0TEXmCvpC3AMUBtk3pXRsQLyfbZQLGkqcl+f+AE4AU6ueXLl/Pggw/y0EMPsWfPHnbs2MGFF17Ivffem3ZpZmbWRXW1GRyAH5GbreiT13YEMDEiSpKf4yJiJ7CU3KzN6cCjwFZgKrng01pzgS9GxEnAd4Deecf2Jr/fyNtu3G8pREby+xxyM1NjgaclNfbPH6ehhXHq8rYFfCnvNXh3RDyy/1vqHK6++mpqa2upqalh3rx5nHnmmQ43ZmZ2WLpcwImIV4Ff8tdLRI8AX2zcaVwWioj/AY4GToiIjcDjwJUcWsDpB2xKloqmHcL5R5ALVwB/Dzwu6QhgSEQsAb7KX2aHDsXDwGWNS1mSTpTU5wDnmJmZZVKXWqLKcx15gYbcktXNktaSu6el/OV5lqeAxk8ZLQOuJhd0WutbyVgvAuvIBZ7WqANGSnoa+DNwXlLXvckzRSL3HNH2vKW21rid3HLYGuUG2Ar83aEMlKaysjLKysrSLsPMzLo4RcSBe9lhk7QrIg51dqYt+Q03M7MsaXZWoMstUZmZmZkdiGdwuh+/4WZmliWewTEzM7PuwQHHzMzMMscBx8zMzDLHAcfMzMwyxwHHzMzMMscBx8zMzDLHAcfMzMwyp6t+VYMdopptdcyZv6FDr3nH9NIOvZ6ZmZlncKzTaGhoYMyYMUyZMiXtUszMrItzwEmBpF0ttM+VNLW5Y3l9HpU0rn0qS9f111/P8OHD0y7DzMwywAHHOoXa2loWLFjAjBkz0i7FzMwywAEnRcq5SdIGSQuAwrxj35a0StJ6SbdKyv+ujU9IWinpeUmnJ/17S7pL0jpJlZImdfT9HI5Zs2Zx7bXXcsQR/k/SzMwOn/81Sde5wPuAk4DPAafkHbspIkojYhRwFJD/YEqPiBgPzAJmJ21fAIiIk4ALgLsl9W7f8tvG/PnzKSwsZOzYsWmXYmZmGeGAk64zgJ9HRENEvAwszjs2SdJTktYBZwIj8479Kvn9NDA02T4NuAcgIp4FXgRObMfa28zy5ct58MEHGTp0KOeffz6LFy/mwgsvTLssMzPrwhxw0hdNG5KZlx8DU5MZmduA/NmYvcnvBv7yUf9mvy6+K7j66qupra2lpqaGefPmceaZZ3LvvfemXZaZmXVhDjjpWgqcL6lA0juBxudmGsPMNkl9gf1+sipvrGkAkk4E3gU818b1mpmZdQn+Q3/p+jW55ad1wPPAYwARsV3SbUl7DbDqIMb6MXBLsqS1D5geEXsPcE6nU1ZWRllZWdplmJlZF6eI/7NCYtnmN9zMzLKk2Uc0vERlZmZmmeOAY2ZmZpnjgGNmZmaZ44BjZmZmmeOAY2ZmZpnjgGNmZmaZ44BjZmZmmeOAY2ZmZpnjgGNmZmaZ44BjZmZmmePvoupmarbVMWf+hg695h3TSw+qX0NDA+PGjeO4445j/vz57VyVmZllWeZncCQ1SKqStF7SbyUNSNrLJB3yv6KtPV/SUEnrD9Bn16HW09prdUbXX389w4cPT7sMMzPLgMwHHGB3RJRExCjgVeALaRdk/1dtbS0LFixgxowZaZdiZmYZ0B0CTr4ngePy9vtKul/Ss5J+KkkAkj4oqVLSOkl3SuqVtE9O+j4OfKxxEEl9kn6rkvM+ur8iJI2UtDKZWVor6YQmx/tKWiRpTVLDR5P2oZL+IOk2Sc9IekTSUcmxsZKqJT1JFwxxs2bN4tprr+WII7rbf5JmZtYeus2/JpIKgA8CD+Y1jwFmASOAYcCpknoDc4HzIuIkcs8pXZa03wZ8GDgdODZvnG8CiyOiFJgEfF9Sn/2UcylwfUSUAOOA2ibH9wDnRsTJyXjXNYYv4ATg5ogYCWwHPp603wXMjIiJB3wxOpn58+dTWFjI2LFj0y7FzMwyojsEnKMkVQGvAG8Hfp93bGVE1EbEG0AVMBR4H/BCRDyf9LkbOAMoStr/MyICuDdvnLOBryfXeRToDbxrPzU9CXxD0teA4yNid5PjAr4naS2wkNys0zHJsRcioirZfhoYKqk/MCAiHkva79nPtTud5cuX8+CDDzJ06FDOP/98Fi9ezIUXXph2WWZm1oV1h4CzO5kpOR7oyV8v3+zN224gN1sjWhYttAv4ePKsT0lEvCsi/tDiIBE/Az4C7AYelnRmky7TgIHA2KT2zeRC0/5qbqm2Tu/qq6+mtraWmpoa5s2bx5lnnsm999574BPNzMxa0B0CDgAR8WdgJnClpCP30/VZcrMi7032PwU8lrS/W9J7kvYL8s55GPhS3jM8Y/ZXi6RhwMaIuIHckllxky79gS0RUS9pErlwtr972w78WdJpSdO0/fU3MzPLum4TcAAiohKoBs7fT589wEXAfZLWAW8AtyTtlwALkoeMX8w7bQ5wJLA2+Xj2nAOUch6wPlnSKgJ+0uT4T4FxklaTCyvPHsTtXQTcnDxk3HTJq8soKyvz38AxM7PDptzjJNZd1Gyri876h/7MzMwOQbOPljjgdD9+w83MLEuaDTjdaonKzMzMugcHHDMzM8scBxwzMzPLHAccMzMzyxwHHDMzM8scBxwzMzPLHAccMzMzyxwHHDMzM8scBxwzMzPLnB5pF2Adq2ZbHf6qBjMzyzrP4Fin0dDQwJgxY5gyZUrapZiZWRfngNPOJO1qsj9d0k3tdK1Bku5PtsdJuqE9rtNerr/+eoYPH552GWZmlgEOOBkSES9HxNRke3VEzEy7poNVW1vLggULmDFjRtqlmJlZBjjgpEjShyU9JalS0kJJxyTt6yQNUM4rkj6dtN8j6SxJQyUtk7Qm+TklOT5U0vpku0zS/PTurnVmzZrFtddeyxFH+D9JMzM7fP7XpP0dJamq8Qf4bt6xx4H3R8QYYB7w1aR9OXAqMBLYCJyetL8fWAFsAcoj4mTgPKBLLUU1NX/+fAoLCxk7dmzapZiZWUb4U1Ttb3dElDTuSJoOjEt2BwO/kPROoCfwQtK+DDgDeBH4N+ASSccBr0bELkn9gZsklQANwIkdcB/tZvny5Tz44IM89NBD7Nmzhx07dnDhhRdy7733pl2amZl1UZ7BSdeNwE0RcRLweaB30r6U3KzN6cCjwFZgKrngA3AFsBkYTS4s9ey4ktve1VdfTW1tLTU1NcybN48zzzzT4cbMzA6LA066+gMvJdufaWyMiP8BjgZOiIiN5JayruQvAac/sCki3gA+BRR0WMVmZmZdgANOuq4C7pO0DNjW5NhTwPPJ9jLgOHJBB+DHwGckrSC3PFXX/qV2jLKyMubP7zLPRpuZWSeliEi7ButYfsPNzCxL1FyjZ3DMzMwscxxwzMzMLHMccMzMzCxzHHDMzMwscxxwzMzMLHMccMzMzCxzHHDMzMwscxxwzMzMLHMccMzMzCxz/G3i3UzNtjrmzN/Q5uPeMb20zcc0MzM7VJ7BsQ6xZ88exo8fz+jRoxk5ciSzZ89OuyQzM8swB5yDJOmHkmbl7T8s6fa8/eskfbmdrn27pBHtMXZH6dWrF4sXL6a6upqqqioqKipYsWJF2mWZmVlGOeAcvCeAUwAkHQEcDYzMO34KsLw9LhwRMyKi7deVOpAk+vbtC0B9fT319fVIzX4/mpmZ2WFzwDl4y0kCDrlgsx7YKeltknoBw4EfSSppPEHScknFkt4u6TeS1kpaIak4OX6VpLslPSKpRtLHJF0raZ2kCklHJv0elTQu2d4l6Z8lVSdjHZO0vyfZXyXpu5J2ddgrc5AaGhooKSmhsLCQ8vJyJkyYkHZJZmaWUQ44BykiXgb2SXoXuaDzJPAUMBEYB6wFbgGmA0g6EegVEWuB7wCVEVEMfAP4Sd7Q7wHOAT4K3AssiYiTgN1Je1N9gBURMRpYCnwuab8euD4iSoGX2+i221RBQQFVVVXU1taycuVK1q9fn3ZJZmaWUQ44rdM4i9MYcJ7M238CuA+Yksy8fBaYm5x3GnAPQEQsBt4hqX9y7HcRUQ+sAwqAiqR9HTC0mRpeB+Yn20/n9ZmYXB/gZ4d+i+1vwIABlJWVUVFRceDOZmZmh8ABp3Uan8M5idwS1QpyweIUYHlEvAb8ntxszCf5S9Bo7mGTSH7vBYiIN4D6iGhsf4PmP8af36ehhT6dztatW9m+fTsAu3fvZuHChRQVFaVblJmZZZYDTussB6YAr0ZEQ0S8CgwgF3KeTPrcDtwArEqOQ24paRqApDJgW0TsaOPaVgAfT7bPb+OxD9umTZuYNGkSxcXFlJaWUl5ezpQpU9Iuy8zMMqpL/N9/J7KO3KenftakrW9EbAOIiKcl7QDuyutzFXCXpLXAa8Bn2qG2WcC9kv4fsAD4cztc45AVFxdTWVmZdhlmZtZN6C+rHdYWJA0CHgWKkmWnjrruW4DdERGSzgcuiIiPNu1Xs60u/JeMzcwsQ5r9myMOOG1I0qeBfwa+HBH3Hah/G1/7dOAmcm/0duCzEfFfzXT1G25mZlnigGOAA46ZmWVLswHHDxmbmZlZ5jjgmJmZWeY44JiZmVnmOOCYmZlZ5jjgmJmZWeY44JiZmVnmOOCYmZlZ5jjgmJmZWeb4u6i6mZptdfirGszMLOs8g2MdYs+ePYwfP57Ro0czcuRIZs+enXZJZmaWYe0WcCQ1SKqS9IykaklflnREcmycpBv2c+5QSX+/n+ODJN1/gOvPSr6AsjU1n57UWyXpqCbHjpU0T9IfJW2Q9JCkEw9wD+tbc/39jDVd0k0tHHuiLa7R3nr16sXixYuprq6mqqqKiooKVqxYkXZZZmaWUe05g7M7IkoiYiRQDvwtMBsgIlZHxMz9nDsUaDbgSOoRES9HxNQDXH8W0KqAA0wD/jWpe3feNQX8Gng0It4TESOAbwDHtHL8NhcRp6Rdw8GQRN++fQGor6+nvr6e3MtqZmbW9jpkiSoitgCXAF9UTpmk+QCSPpDMmFRJqpTUD7gGOD1puyKZwbhP0m+BR/JnRyQVSPpXSeskrZX0JUkzgUHAEklLmtYj6YPJtdZJulNSL0kzgE8C35b00yanTALqI+KWvHuqiohlyf18X9L6ZLzzmrneX83ASJovqSzZ3iXpXyQ9LWmhpPGSHpW0UdJH8oYZIqlC0nOSZueNtSv53VfSIklrkjo+evDvUMdoaGigpKSEwsJCysvLmTBhQtolmZlZRnXYQ8YRsTFZoipscuhK4AsRsVxSX2AP8HXgyoiYArmAAEwEiiPiVUlD886/BHg3MCYi9kl6e9Lny8CkiNiWfzFJvYG5wAcj4nlJPwEui4gfSToNmB8RTZe/RgFPt3BrHwNKgNHA0cAqSUsP8mUB6ENuZuhrkn4N/BO5Ga8RwN3Ag0m/8UkdryXXWBARq/PG2QOcGxE7JB0NrJD0YHSir4svKCigqqqK7du3c+6557J+/XpGjRqVdllmZpZBHf2QcXNrEsuBHySzLgMiYl8L5/4+Il5tpv0s4JbG81rok+99wAsR8XyyfzdwxoFLb9FpwM8joiEiNgOPAa35SNHrQEWyvQ54LCLqk+2hef1+HxGvJEtnv0qum0/A9yStBRYCx9EJltCaM2DAAMrKyqioqDhwZzMzs0PQYQFH0jCgAdiS3x4R1wAzgKPIzToUtTBEXUtDA62ZpTiUBz+eAcYexnj7+OvXunfedn3eLMsbwF6AiHiDv55ha3qPTfenAQOBsRFRAmxucp1Ubd26le3btwOwe/duFi5cSFFRS2+1mZnZ4emQgCNpIHALcFPTJRNJ74mIdRHxL8BqoAjYCfQ7yOEfAS6V1CMZ7+1Je0tjPAsMlfTeZP9T5GZd9mcx0EvS5/LqLpX0AWApcF7yLNBAcrNBK5ucXwOUSDpC0hByy02tVS7p7cmnu/6O3MxXvv7AloiolzQJOP4QrtFuNm3axKRJkyguLqa0tJTy8nKmTJmSdllmZpZR7fkMzlGSqoAjyc1g3AP8oJl+s5J/kBuADcDvyM1k7JNUTe55mT/t5zq3AycCayXVA7cBNwG3Ar+TtCkiJjV2jog9ki4C7ktC0Spy4atFERGSzgV+JOnr5J53qSH3Sa2l5J4PqiY3q/LViPjfJs8JLQdeILfstB5Ys7/rteBxcq/he4GfNXn+BuCnwG8lrQaqyAW5TqO4uJjKysq0yzAzs25CnegZVOsYfsPNzCxLmn1UxH/J2MzMzDLHAcfMzMwyxwHHzMzMMscBx8zMzDLHAcfMzMwyxwHHzMzMMscBx8zMzDLHAcfMzMwyxwHHzMzMMqc9v6rBOqGabXXMmb+hzce9Y3prvkDdzMysfXkGxzrEnj17GD9+PKNHj2bkyJHMnj077ZLMzCzDHHAOkqQGSVWSnpFULenLkvb7+kkaKml9R9XYmfXq1YvFixdTXV1NVVUVFRUVrFixIu2yzMwso7xEdfB2R0QJgKRC4GdAf6BTTEVIKoiIhrTraIkk+vbtC0B9fT319fVIzX4/mpmZ2WHzDM4hiIgtwCXAF5VTIOn7klZJWivp803PSWZzlklak/yckrT/WNJHku1fS7oz2b5Y0j8l27+R9HQye3RJ3pi7JH1X0lPAREkXSlqZzDT9u6SCDng5DlpDQwMlJSUUFhZSXl7OhAkT0i7JzMwyygHnEEXERnKvXyFwMfDniCgFSoHPSXp3k1O2AOURcTJwHnBD0r4UOD3ZPg4YkWyfBixLtj8bEWOBccBMSe9I2vsA6yNiAvBKMu6pyUxTAzCtjW63TRQUFFBVVUVtbS0rV65k/Xqv3pmZWfvwEtXhaVxjORsoljQ12e8PnAA8n9f3SOAmSSXkwseJSfsyYJakEcAG4G2S3glMBGYmfWZKOjfZHpKM/UoyzgNJ+weBscCqZOnnKHKhqtMZMGAAZWVlVFRUMGrUqLTLMTOzDHLAOUSShpELGFvIBZ0vRcTDTfoMzdu9AtgMjCY387MHICJekvQ2YDK52Zy3A58EdkXETkllwFnAxIh4TdKjQO9kzD15z90IuDsi/qFt77RtbN26lSOPPJIBAwawe/duFi5cyNe+9rW0yzIzs4zyEtUhkDQQuAW4KSICeBi4TNKRyfETJfVpclp/YFNEvAF8Csh/PuZJYBa5gLMMuJK/LE/1B/6UhJsi4P0tlLUImJo8AI2kt0s6/vDutO1s2rSJSZMmUVxcTGlpKeXl5UyZMiXtsszMLKM8g3PwjpJURW6paR9wD/CD5NjtwFBgjXLrQ1uBv2ty/o+BByR9AlgC1OUdWwacHRH/JelFcrM4jQGnArhU0lrgOaDZz1ZHxAZJ/wg8knx8vR74AvDiod5wWyouLqaysjLtMszMrJtQbgLCuhG/4WZmliXN/s0RL1GZmZlZ5jjgmJmZWeY44JiZmVnmOOCYmZlZ5jjgmJmZWeY44JiZmVnmOOCYmZlZ5jjgmJmZWeY44JiZmVnmOOCYmZlZ5vi7qLqZmm11zJm/oc3HvWN6aZuPaWZmdqg8g2MdYs+ePYwfP57Ro0czcuRIZs+enXZJZmaWYQ44h0hSSLonb7+HpK2S5h/ieAMk/X9tV2Hn0qtXLxYvXkx1dTVVVVVUVFSwYkWzX4xuZmZ22BxwDl0dMErSUcl+OfDSYYw3AMhswJFE3759Aaivr6e+vh6p2S+ANTMzO2wOOIfnd8A5yfYFwM8bD0h6u6TfSForaYWk4qT9Kkl3SnpU0kZJM5NTrgHeI6lK0vcl9ZW0SNIaSeskfTQ5f6ikP0i6TdIzkh5pDFmSPidplaRqSQ9IekuHvRIHoaGhgZKSEgoLCykvL2fChAlpl2RmZhnlgHN45gHnS+oNFANP5R37DlAZEcXAN4Cf5B0rAj4EjAdmSzoS+Drwx4goiYivAHuAcyPiZGAScJ3+MuVxAnBzRIwEtgMfT9p/FRGlETEa+ANwcZvf8WEoKCigqqqK2tpaVq5cyfr169MuyczMMsoB5zBExFpgKLnZm4eaHD4NuCfptxh4h6T+ybEFEbE3IrYBW4BjmhlewPckrQUWAsfl9XshIqqS7aeTGiC3ZLZM0jpgGjDysG6wnQwYMICysjIqKirSLsXMzDLKAefwPQj8K3nLU4nmHjCJ5PfevLYGmv+4/jRgIDA2IkqAzUDvA5w/F/hiRJxEbgapN53E1q1b2b59OwC7d+9m4cKFFBUVpVuUmZlllv8OzuG7E/hzRKyTVJbXvpRcSJmTtG+LiB37ebB2J9Avb78/sCUi6iVNAo4/iFr6AZuSJa9pHN5Dz21q06ZNfOYzn6GhoYE33niDT37yk0yZMiXtsszMLKMccA5TRNQC1zdz6CrgrmSJ6TXgMwcY5xVJyyWtJ/fw8r8Av5W0GqgCnj2Icr5F7jmgF4F1/HVgSlVxcTGVlZVpl2FmZt2EIuLAvSxL/IabmVmWNLs04mdwzMzMLHMccMzMzCxzHHDMzMwscxxwzMzMLHMccMzMzCxzHHDMzMwscxxwzMzMLHMccMzMzCxzHHDMzMwsc/xVDd1MzbY65szf0Obj3jG9tM3HNDMzO1SewbEOsWfPHsaPH8/o0aMZOXIks2fPTrskMzPLsEwHHEkh6bq8/SslXdXKMcoknZK3P1fS1IM4r0FSlaRnJFVL+rKk/b7eybXmt6K2WZLecrD909SrVy8WL15MdXU1VVVVVFRUsGLFirTLMjOzjMp0wAH2Ah+TdPShnCypB1AGnHKArs3ZHRElETESKAf+FmjraYtZQJcIOJLo27cvAPX19dTX1yM1+/1oZmZmhy3rAWcfcCtwRdMDko6XtEjS2uT3u5L2uZJ+IGkJ8AvgUuCKZDbm9OT0MyQ9IWnjwczmRMQW4BLgi8oZKmmZpDXJz/8JUJJKJVVKGibpg8n2Okl3SuolaSYwCFiS1Iqkf5O0Opk1+s6hvWTtp6GhgZKSEgoLCykvL2fChAlpl2RmZhmV9YADcDMwTVL/Ju03AT+JiGLgp8ANecdOBM6KiI8DtwA/TGZjliXH3wmcBkwBrjmYIiJiI7nXuxDYApRHxMnAeU2uTRJ4bgE+CrwMzAXOi4iTyD0YfllE3JAcmxQRk5JTvxkR44Bi4AOSig+mto5SUFBAVVUVtbW1rFy5kvXr16ddkpmZZVTmA05E7AB+Asxscmgi8LNk+x5ygaXRfRHRsJ9hfxMRb0TEBuCYVpTTuCZzJHCbpHXAfcCIvD7Dyc06fTgi/ht4H/BCRDyfHL8bOKOF8T8paQ1QCYxsMm6nMWDAAMrKyqioqEi7FDMzy6jMB5zEj4CLgT776RN523UHGG9v3vZBPUgiaRjQQG725gpgMzAaGAf0zOu6CdgDjGnl+O8GrgQ+mMxKLQB6H8y5HWHr1q1s374dgN27d7Nw4UKKiorSLcrMzDKrWwSciHgV+CW5kNPoCeD8ZHsa8HgLp+8E+h3O9SUNJLfkdFNEBNAf2BQRbwCfAgryum8HzgG+J6kMeBYYKum9yfFPAY81U9tbyQWzP0s6Bvibw6m5rW3atIlJkyZRXFxMaWkp5eXlTJkyJe2yzMwso7rTH/q7Dvhi3v5M4E5JXwG2Ahe1cN5vgfslfRT4Uiuud5SkKnLLUfvILYP9IDn2Y+ABSZ8AltBkxigiNkv6MPA74LNJbfcln+paRS4sQW4p63eSNkXEJEmVwDPARmB5K2ptd8XFxVRWVqZdhpmZdRPKTShYN+I33MzMsqTZRzm6xRKVmZmZdS8OOGZmZpY5DjhmZmaWOQ44ZmZmljkOOGZmZpY5DjhmZmaWOQ44ZmZmljkOOGZmZpY5DjhmZmaWOQ44ZmZmljnd6buoDKjZVsec+RvafNw7ppe2+ZhmZmaHyjM41iH27NnD+PHjGT16NCNHjmT27Nlpl2RmZhmW2YAj6ZuSnpG0VlKVpAmHOE6ZpFPy9udKmnoQ5zUk131GUrWkL0va7+udXGt+K2qbJektB9s/Tb169WLx4sVUV1dTVVVFRUUFK1asSLssMzPLqEwuUUmaCEwBTo6IvZKOBnoe4nBlwC7giVaetzsiSpJ6CoGfAf2Btpy6mAXcC7zWhmO2C0n07dsXgPr6eurr65Ga/QJYMzOzw5bVGZx3AtsiYi9ARGyLiJcBJH1QUqWkdZLulNQraa9JghCSxkl6VNJQ4FLgimQ25vRk/DMkPSFp48HM5kTEFuAS4IvKGSppmaQ1yc8pTc+RVJrUOay5miXNBAYBSyQtSc75N0mrk1mj7xzma9jmGhoaKCkpobCwkPLyciZMOKRJNTMzswPKasB5BBgi6XlJP5b0AQBJvYG5wHkRcRK5GazLWhokImqAW4AfRkRJRCxLDr0TOI3cLNE1B1NQRGwk93oXAluA8og4GTgPuCG/bxJ4bgE+CrzcXM0RcUNybFJETEpO/WZEjAOKgQ9IKj6Y2jpKQUEBVVVV1NbWsnLlStavX592SWZmllGZDDgRsQsYS27WZCvwC0nTgfcBL0TE80nXu4EzDuESv4mINyJiA3BMK85rXJM5ErhN0jrgPmBEXp/hwK3AhyPiv1tZ8yclrQEqgZFNxu00BgwYQFlZGRUVFWmXYmZmGZXJgAMQEQ0R8WhEzAa+CHycvwSM5uzjL69H7wMMvzdv+6AeJJE0DGggN3tzBbAZGA2M46+fD9oE7AHGtHL8dwNXAh+MiGJgAQe+jw6zdetWtm/fDsDu3btZuHAhRUVF6RZlZmaZlcmAI+l9kk7IayoBXgSeBYZKem/S/ingsWS7htysD+TCUKOdQL/DrGcguSWnmyIiyD1svCki3khqKMjrvh04B/iepLID1Jxf21uBOuDPko4B/uZwam5rmzZtYtKkSRQXF1NaWkp5eTlTpkxJuywzM8uoTH6KCugL3ChpALmZmf8CLomIPZIuAu6T1ANYRS54AHwHuEPSN4Cn8sb6LXC/pI8CX2pFDUdJqiK3HLUPuAf4QXLsx8ADkj4BLCEXTN4UEZslfRj4HfBZoKWabwV+J2lTREySVAk8A2wElrei1nZXXFxMZWVl2mWYmVk3odyEgnUjfsPNzCxLmn2UI5NLVGZmZta9OeCYmZlZ5jjgmJmZWeY44JiZmVnmOOCYmZlZ5jjgmJmZWeY44JiZmVnmOOCYmZlZ5jjgmJmZWeZk9asarAU12+qYM39Dm497x/TSNh/TzMzsUHkGxzrEnj17GD9+PKNHj2bkyJHMnj077ZLMzCzDHHAOkaRHJX2oSdssST9Oq6a8Gt6SZg3N6dWrF4sXL6a6upqqqioqKipYsWJF2mWZmVlGOeAcup8D5zdpOz9p3y9JBe1SUc4soNMFHEn07dsXgPr6eurr65Ga/X40MzOzw+aAc+juB6ZI6gUgaSgwCHiLpCclrZF0n6S+yfEaSd+W9DjwiWT/e0nf1ZJOlvSwpD9KujQ5R5K+L2m9pHWSzkvay5IZpPslPSvpp0nfmUkNSyQtSeE12a+GhgZKSkooLCykvLycCRMmpF2SmZlllAPOIYqIV4CVwOSk6XxgEfBN4KyIOBlYDXw577Q9EXFaRMxL9v8nIiYCy4C5wFTg/cB3k+MfA0qA0cBZwPclvTM5NobcbM0IYBhwakTcALwMTIqISW15v22hoKCAqqoqamtrWblyJevXr0+7JDMzyygHnMOTv0x1PvACucCxXFIV8Bng+Lz+v2hy/oPJ73XAUxGxMyK2AnskDQBOA34eEQ0RsRl4DGj8uNLKiKiNiDeAKmBoG95XuxowYABlZWVUVFSkXYqZmWWUA87h+Q3wQUknA0cBlcDvI6Ik+RkRERfn9a9rcv7e5PcbeduN+z2A/T2kkt+/gU7+kf+tW7eyfft2AHbv3s3ChQspKipKtygzM8ssB5zDEBG7gEeBO8nN5qwATpX0XgBJb5F04mFcYilwnqQCSQOBM8gti+3PTqDfYVyzXWzatIlJkyZRXFxMaWkp5eXlTJkyJe2yzMwsozr1//V3ET8HfgWcHxFbJU0Hft748DHwj8Dzhzj2r4GJQDUQwFcj4n8l7W/q41bgd5I2dabncIqLi6msrEy7DDMz6yYUEWnXYB3Lb7iZmWVJs49zeInKzMzMMscBx8zMzDLHAcfMzMwyxwHHzMzMMscBx8zMzDLHAcfMzMwyxwHHzMzMMscBx8zMzDLHAcfMzMwyx1/V0M3UbKtjzvwNbT7uHdNLD9zJzMysg3gGxzrEnj17GD9+PKNHj2bkyJHMnj077ZLMzCzDHHA6gKRzJUXjl2RKGipp/SGOtattq+sYvXr1YvHixVRXV1NVVUVFRQUrVqxIuywzM8soB5yOcQHwOHB+2oWkRRJ9+/YFoL6+nvr6eqRmvx/NzMzssDngtDNJfYFTgYtpJuAksznLJK1Jfk5J2t8paamkKknrJZ3e5LyjJT0p6ZyWxuhsGhoaKCkpobCwkPLyciZMmJB2SWZmllEOOO3v74CKiHgeeFXSyU2ObwHKI+Jk4DzghqT974GHI6IEGA1UNZ4g6RhgAfDtiFiwnzE6lYKCAqqqqqitrWXlypWsX39Iq3RmZmYH5IDT/i4A5iXb85L9fEcCt0laB9wHjEjaVwEXSboKOCkidub1XwR8NSJ+f4AxOqUBAwZQVlZGRUVF2qWYmVlGOeC0I0nvAM4EbpdUA3yF3AxL/sMnVwCbyc3SjAN6AkTEUuAM4CXgHkmfTvrvA54GPnSgMTqTrVu3sn37dgB2797NwoULKSoqSrcoMzPLLAec9jUV+ElEHB8RQyNiCPACMDivT39gU0S8AXwKKACQdDywJSJuA+4AGpe2AvgsUCTp6/sbozPZtGkTkyZNori4mNLSUsrLy5kyZUraZZmZWUb5D/21rwuAa5q0PQB8I2//x8ADkj4BLAHqkvYy4CuS6oFdQOMMDhHRIOl84LeSduxnjE6juLiYysrKtMswM7NuQhGRdg3WgWq21YX/krGZmWVIs39zxAGn+/EbbmZmWdJswPEzOGZmZpY5DjhmZmaWOQ44ZmZmljkOOGZmZpY5/ph49+NvuDQzs8zzDI6ZmZlljgOOmZmZZY4DjpmZmWWOA46ZmZlljgOOmZmZZY4DjpmZmWXO/w9sCi2k8D2RFAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x1080 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# get non-global figure and axis\n",
"fig, ax = plt.subplots(figsize = (8, 15))\n",
"# get pandas to plot inside the current axis\n",
"votesasc.plot.barh(ax=ax, alpha=0.7) \n",
"# (alpha sets the transparency)\n",
"# Set the title\n",
"ax.set_title(\"Electoral Votes by State\")\n",
"# remove both axis ticks\n",
"ax.tick_params(axis=\"both\",\n",
" which='both', #major and minor ticks\n",
" length=0) # set to 0\n",
"# get rid of labels in favor of annotations\n",
"ax.set_xticklabels([])\n",
"for idx, statename, evotes in zip(range(votesasc.shape[0]), \n",
" votesasc.index, \n",
" votesasc.values):\n",
" # annotate with votes AFTER bar and at the index on y-axis\n",
" ax.annotate(evotes, xy=(evotes + 1, idx), va='center')\n",
"# need to have something to replace x-axis ticks\n",
"# use a grid instead\n",
"ax.grid(axis = 'x', color ='white', linestyle='-')\n",
"# do we really need the spines?\n",
"ax.spines['right'].set_visible(False)\n",
"ax.spines['bottom'].set_visible(False)\n",
"ax.spines['top'].set_visible(False)\n",
"ax.spines['left'].set_visible(False)\n",
"# have more x-axis ticks for easier readoff\n",
"start, stop = ax.get_xlim()\n",
"ticks = np.arange(start, stop + 5, 5)\n",
"ax.set_xticks(ticks);\n",
"# Beautify\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"fig.savefig(\"images/barchart.png\", transparent=True)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "ml1-arm64",
"language": "python",
"name": "ml1-arm64"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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