QM-7063-Learning-Practice-1/Schrick-Noah_Learning-Practice-1.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"# Learning Practice 1 for the University of Tulsa's QM-7063 Data Mining Course\n",
"# Intro to data visualization\n",
"# Professor: Dr. Abdulrashid, Spring 2023\n",
"# Noah L. Schrick - 1492657\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import numpy as np\n",
"## Load data and convert to time series\n",
"# Amtrak\n",
"Amtrak_df = pd.read_csv('Amtrak.csv').squeeze(\"columns\")\n",
"Amtrak_df['Date'] = pd.to_datetime(Amtrak_df.Month, \n",
" format='%d/%m/%Y')\n",
"ridership_ts = pd.Series(Amtrak_df.Ridership.values,\n",
" index=Amtrak_df.Date)\n",
"\n",
"# Boston housing data\n",
"housing_df = pd.read_csv('BostonHousing.csv')\n",
"housing_df = housing_df.rename(columns={'CAT. MEDV': 'CAT_MEDV'})\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Avg. MEDV')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Bar plot with pandas\n",
"ax = housing_df.groupby('CHAS').mean().MEDV.plot(kind='bar')\n",
"ax.set_ylabel('Avg. MEDV')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Avg. MEDV')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Bar plot with matplotlib:\n",
"# compute mean MEDV per CHAS = (0, 1)\n",
"dataForPlot = housing_df.groupby('CHAS').mean().MEDV\n",
"fig, ax = plt.subplots()\n",
"ax.bar(dataForPlot.index, dataForPlot, color=['C5', 'C1'])\n",
"ax.set_xticks((0, 1), minor=False)\n",
"ax.set_xlabel('CHAS')\n",
"ax.set_ylabel('Avg. MEDV')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot: xlabel='LSTAT', ylabel='MEDV'>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Scatter plot with pandas\n",
"housing_df.plot.scatter(x='LSTAT', y='MEDV', legend=False)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'MEDV')"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Scatter plot with matplotlib\n",
"# Set the color of points and draw as open circles.\n",
"plt.scatter(housing_df.LSTAT, housing_df.MEDV, color='C2', facecolor='none')\n",
"plt.xlabel('LSTAT'); plt.ylabel('MEDV')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot: xlabel='TAX', ylabel='RAD'>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Scatter plot with pandas for RAD and TAX\n",
"housing_df.plot.scatter(x='TAX', y='RAD', legend=False)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"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>TAX</th>\n",
" <th>RAD</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>296</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>242</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>242</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>222</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>222</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>501</th>\n",
" <td>273</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>502</th>\n",
" <td>273</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>503</th>\n",
" <td>273</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>504</th>\n",
" <td>273</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>505</th>\n",
" <td>273</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>506 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" TAX RAD\n",
"0 296 1\n",
"1 242 2\n",
"2 242 2\n",
"3 222 3\n",
"4 222 3\n",
".. ... ...\n",
"501 273 1\n",
"502 273 1\n",
"503 273 1\n",
"504 273 1\n",
"505 273 1\n",
"\n",
"[506 rows x 2 columns]"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_df[['TAX', 'RAD']]\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Ridership (in 000s)')"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Line plot using pandas\n",
"ridership_ts.plot(ylim=[1300, 2300], legend=False)\n",
"plt.xlabel('Year') # set x-axis label\n",
"plt.ylabel('Ridership (in 000s)') # set y-axis label"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Ridership (in 000s)')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Line plot using line matplotlib\n",
"plt.plot(ridership_ts.index, ridership_ts)\n",
"plt.xlabel('Year') # set x-axis label\n",
"plt.ylabel('Ridership (in 000s)') # set y-axis label"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'count')"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Histogram\n",
"ax = housing_df.MEDV.hist()\n",
"ax.set_xlabel('MEDV'); ax.set_ylabel('count')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, '')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Box plot\n",
"ax = housing_df.boxplot(column='MEDV', by='CHAS')\n",
"ax.set_ylabel('MEDV')\n",
"plt.suptitle('') # Suppress the titles\n",
"plt.title('')\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot: >"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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5D5MrDw8PAICDgwMyMjIKtEtPT4dKpYK9vb2+TqlU4rnnnsM777yDLVu2IDo6GlqtFpcvXzYaKywsDBkZGQYl9FmPYvWXiIjIojiyZFKpXeD9qHnz5qFly5Zo1KhRkdrfvXsXn3/+OTp16oRq1aoBABo1aoSYmBjk5uZCo9Ho2x4/fhx169ZFhQoVTF6vSZMmAICsrCyjxzUajcE1AUCoSn2eSkREZQk3pTSpTPzEbt68Ofz8/LBs2TKjx9PS0pCSkoILFy4gJiYGL7zwAq5fv45Vq1bp2/j5+UGhUGDkyJE4duwYLl68iMjISCxZsgSTJk3St3v11VexePFi/P7777hy5Qri4+Mxfvx4eHp66tdBERERUdlRJpIlAJg9ezZ0Job/GjVqBHd3d7Rp0wbz5s2Dj48PTp06pR8RAgAnJyf89ttvuH//Pvr374+WLVti2bJlWLRoEd544w19u169emHbtm3o168fPD09ERAQAC8vL/z0009Qq8vEQB0REZVHnIYzqdT8dI+Ojjb6/w95eHggNzfXoK5Lly76hdxF4enpiS1btphtM2bMGIwZM6bI1yQiIioVyuhj/1IoNckSERERWVAZHRWSQpmZhiMiIiKyBI4sEREREUeWzGCyRERERNw6wAxOwxERERGZwZElIiIigtDxaThTmCwRERER1yyZwWk4IiIiIjMUoji7NpJkvnL3lzWeCvL/Mrvl35M13gunP5Y13pHmk2WNZw1CKGSNd7KCrazxAMD1vrz/ms5VyPudAkCaWt6YVfJlDYc29jflDQjgTram8EYSeu7frRaPkb1qgiTXqThuebHPWblyJebPn4+UlBS0aNECy5cvR7t27Uy2T09Px3vvvYctW7bg5s2bqFOnDpYsWYI+ffo8TddN4jQcERERAVZas7Rx40aEhoZi9erV8Pb2xpIlS9CrVy+cO3cO1atXL9D+3r176NGjB6pXr45vv/0WNWvWxJUrV+Dk5GSxPjJZIiIiIqtZtGgRxowZg6CgIADA6tWrsWPHDkRGRmLatGkF2kdGRuLmzZs4cOAAKlSoAODBK88siWuWiIiISLIX6ebm5iIzM9OgPP7u1ofu3buHY8eOwcfHR1+nVCrh4+ODgwcPGj3nhx9+QPv27TF+/HjUqFEDzZo1w9y5c5Gfb7n5XyZLREREJFmyFBERAUdHR4MSERFhNOT169eRn5+PGjVqGNTXqFEDKSkpRs+5dOkSvv32W+Tn52Pnzp344IMPsHDhQnz00UeSfyUPcRqOiIiIAIme9woLC0NoaKhBnUYj3YJ4nU6H6tWr4/PPP4dKpUKbNm3w77//Yv78+QgPD5cszqOYLBEREZFkNBpNkZMjFxcXqFQqpKamGtSnpqbC1dXV6Dlubm6oUKECVCqVvq5x48ZISUnBvXv3YGNj8+SdN6FMTMOlpKRgwoQJqFevHjQaDWrVqoV+/fph9+7dAB4s/FqyZEmB82bOnImWLVsWqP/nn39gY2ODZs2aGY3366+/olu3bnB2dkbFihXRsGFDBAQE4N49eR+VJyIikoxE03DFYWNjgzZt2uh/Xj/ohg67d+9G+/btjZ7zwgsv4OLFi9A9Euv8+fNwc3OzSKIElIFkKSkpCW3atMGePXswf/58nDx5ErGxsejatSvGjx//RNeMjo7Ga6+9hszMTPz+++8Gx86cOQNfX1+0bdsWe/fuxcmTJ7F8+XLY2NhYdHEZERGRRemENKWYQkND8cUXX2Dt2rVITEzEuHHjkJWVpX86buTIkQgLC9O3HzduHG7evIm3334b58+fx44dOzB37twn/plfFKV+Gu7NN9+EQqHA4cOHYW9vr69v2rQpRo0aVezrCSEQFRWFTz/9FM888wy0Wi28vb31x3/66Se4urrik08+0dfVr18fvr6+T3cjRERE5dCQIUNw7do1zJgxAykpKWjZsiViY2P1i76vXr0KpfJ/Yzu1atXCrl27MHHiRDz77LOoWbMm3n77bUydOtVifSzVydLNmzcRGxuLOXPmGCRKDz3JBlW//PILsrOz4ePjg5o1a6JDhw5YvHix/vqurq5ITk7G3r170alTp6e9BSIiopJBWO/dcCEhIQgJCTF6LD4+vkBd+/btcejQIQv36n9K9TTcxYsXIYSAl5dXoW2nTp2KSpUqGZS5c+cWaKfVajF06FCoVCo0a9YM9erVwzfffKM/PnjwYAwbNgydO3eGm5sbBg4ciBUrViAzM1PSeyMiIpKVlabhSoNSnSwV57V2kydPRkJCgkEZO3asQZv09HRs2bIF/v7/e2+bv78/tFqt/rNKpUJUVBT++ecffPLJJ6hZsybmzp2Lpk2bIjk52WhsYxt03Rdc30RERFQalOpkqWHDhlAoFDh79myhbV1cXNCgQQOD4uzsbNBm/fr1yMnJgbe3N9RqNdRqNaZOnYp9+/bh/PnzBm1r1qyJESNGYMWKFTh9+jRycnKwevVqo7GNbdC17c7pJ79xIiIiiQmdTpJSFpXqZMnZ2Rm9evXCypUrkZWVVeB4enp6sa6n1WoxadIkg9GnEydOoGPHjoiMjDR5XpUqVeDm5ma0D8CDDboyMjIMSr9KTYvVNyIiIoviNJxJpXqBNwCsXLkSL7zwAtq1a4fZs2fj2WefRV5eHuLi4rBq1SokJiYW6ToJCQk4fvw4vv766wJroIYNG4bZs2fjo48+glarRUJCAgYOHIj69esjJycH69atw+nTp7F8+XKj1za2QVcFhcpoWyIiIipZSvXIEgDUq1cPx48fR9euXTFp0iQ0a9YMPXr0wO7du7Fq1aoiX0er1aJJkyZGF4sPHDgQaWlp2LlzJ9q1a4c7d+5g7NixaNq0KTp37oxDhw7hu+++Q+fOnaW8NSIiIvkInTSlDFKI4qySJsl85e5feCMJqSD/L7Nbvrw7mr9w+mNZ4x1pPlnWeNYghELWeCcr2MoaDwBc78v7l3uuQt7vFADS1PLGrCLz8ytt7G/KGxDAnWzp3nVWFM/9u9XiMbJm+0lyHfsZX0tynZKk1E/DERERkQTK6OJsKZT6aTgiIiIiS+LIEhEREZXZJ9mkwGSJiIiIyuzibClwGo6IiIjIDI4sEREREafhzGCyRERERGX2VSVS4DQcERERkRkcWbKS/n3TZI3nsyNX1ngA8Ou6wbLGk3uTyOdOzpc1HgCEtJ0qa7wly7xljdf51cWyxgOAzMUDZY2nqFxZ1ngAcHVugqzxao2tLWu8VxfJvyllc5k3UH1OjiCchjOJyRIRERExWTKD03BEREREZnBkiYiIiLjPkhlMloiIiIjTcGYwWSIiIiIIJksmcc0SERERkRllPlkKDAyEQqHAvHnzDOq/++47KBQK/ef8/HwsXrwYzZs3h62tLapUqYLevXtj//79+jarVq2Ck5MT/v77b4NrTZgwAZ6ensjOzrbszRAREVmKTkhTyqAynywBgK2tLT7++GPcunXL6HEhBIYOHYrZs2fj7bffRmJiIuLj41GrVi106dIF3333HQBg7NixaNeuHYKDg/Xn7t69G6tWrUJ0dDQqVqwox+0QERFJT6eTppRB5SJZ8vHxgaurKyIiIowe37RpE7799lusW7cOo0ePRt26ddGiRQt8/vnn6N+/P0aPHo2srCwoFApotVr8/vvvWL16NTIzMzFq1CiEhoaiQ4cOMt8VERERyaFcJEsqlQpz587F8uXL8c8//xQ4vn79enh6eqJfv34Fjk2aNAk3btxAXFwcAKBWrVpYsmQJJk+eDH9/f1SqVAkffvihxe+BiIjIojgNZ1K5SJYAYODAgWjZsiXCw8MLHDt//jwaN25s9LyH9efPn9fXBQUFoVmzZti2bRuioqKg0Wgs02kiIiK5MFkyqdwkSwDw8ccfY+3atUhMTCxwTIii/wKfOHECx48fR8WKFfHbb78V2j43NxeZmZkGJTe/bM7rEhERlTXlKlnq1KkTevXqhbCwMIN6T09PowkUAH29p6cnAODevXsYOXIk/Pz88Omnn+L999/HuXPnzMaNiIiAo6OjQVmUcFmCOyIiIpKGEEKSUhaVq2QJAObNm4dt27bh4MGD+rqhQ4fiwoUL2LZtW4H2CxcuRNWqVdGjRw8AwOzZs3Hz5k0sXrwYAQEB6NGjB4KCgqAz8wRAWFgYMjIyDEpoy7rS3xwREdGT4jScSeUuWWrevDn8/PywbNkyfd3QoUMxcOBABAQEQKvVIikpCX/++SfeeOMN/PDDD1izZg3s7e1x5MgRfPzxx9BqtXB0dAQAfPbZZzh37hwWL15sMqZGo4GDg4NB0ajK3VdPRERk1MqVK+Hh4QFbW1t4e3vj8OHDRTovJiYGCoUCAwYMsGj/yuVP7NmzZxuMBCkUCmzatAnTp0/H4sWL0ahRI3Ts2BFXrlxBfHw8BgwYgNzcXAQEBCAoKAg9e/bUn+vm5obly5cXaTqOiIioxLLSyNLGjRsRGhqK8PBwHD9+HC1atECvXr2QlpZm9rykpCS8++676Nix45PecZGV+XfDRUdHF6jz8PBAbm6uQZ1arca7776Ld9991+h1NBoNzpw5Y/TY8OHDMXz48KfuKxERkbVY691wixYtwpgxYxAUFAQAWL16NXbs2IHIyEhMmzbN6Dn5+fnw8/PDrFmz8NtvvyE9Pd2ifSyXI0tERET0GCuMLN27dw/Hjh2Dj4+Pvk6pVMLHx8dgbfHjZs+ejerVqxu8UcOSyvzIEhEREcknNze3wOyNRqMxuifh9evXkZ+fjxo1ahjU16hRA2fPnjV6/X379kGr1SIhIUGyPheGI0tEREQE6KQpxrbLMfW6seK6ffs2RowYgS+++AIuLi6SXLMoOLJEREREkq1ZCgsLQ2hoqEGdqTdduLi4QKVSITU11aA+NTUVrq6uBdr/9ddfSEpKMng92cMHttRqNc6dO4f69es/7S0UwGSJiIiIJGNqys0YGxsbtGnTBrt379Y//q/T6bB7926EhIQUaO/l5YWTJ08a1L3//vu4ffs2li5dilq1aj11/41hskRERERW21AyNDQUAQEBaNu2Ldq1a4clS5YgKytL/3TcyJEjUbNmTURERMDW1hbNmjUzON/JyQkACtRLickSERERPVhzZAVDhgzBtWvXMGPGDKSkpKBly5aIjY3VL/q+evUqlErrLrFmskRERERWFRISYnTaDQDi4+PNnmtsP0WpMVmyko/j5FvFDwA7mv4razwA8Hv9J1njvYsKssYLaTtV1ngAsOLox7LGe6/te7LGO+dpuWF0U+bOvylrvJswvyuxJaQLW1njHfqoaK+qkMrplQNkjQcAuHNb/pgWZq1NKUsDJktERERktWm40oD7LBERERGZwZElIiIi4jScGUyWiIiIiNNwZjBZIiIiIggmSyZxzRIRERGRGRxZIiIiIk7DmVHuR5YCAwOhUCigUChQoUIF1K1bF1OmTEFOTo6+zcPjhw4dMjg3NzcXVatWhUKhKHTTLCIiopJM6KQpZVG5T5YAwNfXF8nJybh06RIWL16Mzz77DOHh4QZtatWqhaioKIO6rVu3olKlSnJ2lYiIiGTGZAkP3pDs6uqKWrVqYcCAAfDx8UFcXJxBm4CAAMTExODu3bv6usjISAQEBMjdXSIiIunpJCplEJOlx5w6dQoHDhyAjY2NQX2bNm3g4eGBzZs3A3jwYr+9e/dixIgR1ugmERGRpDgNZxqTJQDbt29HpUqVYGtri+bNmyMtLQ2TJ08u0G7UqFGIjIwE8ODFfX369EG1atXk7i4RERHJiE/DAejatStWrVqFrKwsLF68GGq1GoMGDSrQzt/fH9OmTcOlS5cQHR2NZcuWFen6ubm5yM3NNajLE/lQK1SS9J+IiOhpldVRISlwZAmAvb09GjRogBYtWiAyMhK///47tFptgXZVq1bFSy+9hODgYOTk5KB3795Fun5ERAQcHR0NyoGMM1LfBhER0RPjNJxpTJYeo1QqMX36dLz//vsGi7kfGjVqFOLj4zFy5EioVEUbGQoLC0NGRoZB6eDYROquExERkQUwWTJi8ODBUKlUWLlyZYFjvr6+uHbtGmbPnl3k62k0Gjg4OBgUTsEREVGJIhTSlDKIyZIRarUaISEh+OSTT5CVlWVwTKFQwMXFpcDTckRERKUZp+FMK/cLvKOjo43WT5s2DdOmTQMACCFMnu/k5GT2OBERUWkgdGVzVEgKHFkiIiIiMqPcjywRERFR2Z1CkwKTJSIiIoIoo4uzpcBpOCIiIiIzOLJEREREnIYzg8kSERER8Wk4MzgNR0RERGQGR5aIiIgI3DLQNCZLVjKp1b+yxut4IEfWeABwdO5zssY7/l6SrPGWLPOWNR4AvNf2PVnjzTk6R9Z4lZ7pLGs8ALj+egtZ4ykr28kaDwDS92TIGq/K8Payxhs55bis8QCgOSrJGm9GsOVjcBrONE7DEREREZnBkSUiIiLiyJIZTJaIiIiIa5bM4DQcERERQegUkpQnsXLlSnh4eMDW1hbe3t44fPiwybZffPEFOnbsiCpVqqBKlSrw8fEx214KTJaIiIjIajZu3IjQ0FCEh4fj+PHjaNGiBXr16oW0tDSj7ePj4zFs2DD88ssvOHjwIGrVqoWePXvi338t9+AUkyUiIiKCEApJSnEtWrQIY8aMQVBQEJo0aYLVq1ejYsWKiIyMNNr+66+/xptvvomWLVvCy8sLa9asgU6nw+7du5/2KzCpXCVLBw8ehEqlQt++fQscu3fvHubPn4/WrVvD3t4ejo6OaNGiBd5//338999/+naBgYFQKBQFiq+vr5y3QkREJCmhk6bk5uYiMzPToOTm5hqNee/ePRw7dgw+Pj76OqVSCR8fHxw8eLBI/c7Ozsb9+/fh7OwsyfdgTLlKlrRaLSZMmIC9e/caJEC5ubno0aMH5s6di8DAQOzduxcnT57EsmXLcP36dSxfvtzgOr6+vkhOTjYoGzZskPt2iIiISpyIiAg4OjoalIiICKNtr1+/jvz8fNSoUcOgvkaNGkhJSSlSvKlTp8Ld3d0g4ZJauXka7s6dO9i4cSOOHj2KlJQUREdHY/r06QCAxYsXY9++fTh69ChatWqlP6d27dro3LkzxGOPCGg0Gri6usrafyIiIkvSPcEUmjFhYWEIDQ01qNNoNJJc+3Hz5s1DTEwM4uPjYWtra5EYQDkaWdq0aRO8vLzQqFEj+Pv7IzIyUp8EbdiwAT169DBIlB6lUHDvCSIiKtukWrOk0Wjg4OBgUEwlSy4uLlCpVEhNTTWoT01NLXRQYsGCBZg3bx5++uknPPvss5J9D8aUm2RJq9XC398fwINptIyMDPz6668AgPPnz6NRo0YG7QcOHIhKlSqhUqVK6NChg8Gx7du36489LHPnzpXnRoiIiMoIGxsbtGnTxmBx9sPF2u3bm35tzieffIIPP/wQsbGxaNu2rcX7WS6m4c6dO4fDhw9j69atAAC1Wo0hQ4ZAq9WiS5cuRs/59NNPkZWVhWXLlmHv3r0Gx7p27YpVq1YZ1JlbWJabm1tgcVtuvg4aVbnJVYmIqISz1g7eoaGhCAgIQNu2bdGuXTssWbIEWVlZCAoKAgCMHDkSNWvW1K97+vjjjzFjxgysX78eHh4e+rVNDwcvLKFcJEtarRZ5eXlwd3fX1wkhoNFosGLFCjRs2BDnzp0zOMfNzQ2A8STI3t4eDRo0KHL8iIgIzJo1y6BuSqPamNrYoxh3QUREZDnW2sF7yJAhuHbtGmbMmIGUlBS0bNkSsbGx+kXfV69ehVL5v8GFVatW4d69e3j11VcNrhMeHo6ZM2dapI9lPlnKy8vDunXrsHDhQvTs2dPg2IABA7BhwwYMGzYM77//Pv744w+T65aehrHFbln+BbcvICIiKo9CQkIQEhJi9Fh8fLzB56SkJMt36DFlPlnavn07bt26heDgYDg6OhocGzRoELRaLX777Tfs2LED3bt3R3h4uH4b9fPnz+PHH3+ESqUyOC83N7fAI41qtRouLi5G+6DRaAosbsvjFBwREZUgfJGuaWU+WdJqtfDx8SmQKAEPkqVPPvkE58+fx+7du7FkyRJERUUhLCwMOp0OdevWRe/evTFx4kSD82JjY/XTdA81atQIZ8+etei9EBERWYpUWweURWU+Wdq2bZvJY+3atTPYQ2nq1KmYOnWq2etFR0cjOjpaqu4RERGVCE/yqpLygnNBRERERGaU+ZElIiIiKpy1noYrDZgsEREREdcsmcFpOCIiIiIzOLJEREREXOBtBpMlIiIi4polMzgNR0RERGQGR5aIiIiIC7zNYLJkJW8cd5I13tH5TWSNBwA1xm2UNd4nzh1kjdf51cWyxgOAc57NZI1X6ZnOssa788+vssYDgC4tRssa764uXdZ4ANBDU0vWePvmyfs2gxh3+X/IpyaXvcSCa5ZM4zQcERERkRkcWSIiIiJOw5nBZImIiIjAh+FMY7JEREREHFkyg2uWiIiIiMzgyBIRERHxaTgzmCwRERERdNbuQAlWbqfhAgMDoVAooFAoUKFCBdSoUQM9evRAZGQkdLr//Zbx8PDAkiVL9J9PnDiB/v37o3r16rC1tYWHhweGDBmCtLQ0K9wFERERWVq5TZYAwNfXF8nJyUhKSsKPP/6Irl274u2338ZLL72EvLy8Au2vXbuG7t27w9nZGbt27UJiYiKioqLg7u6OrKwsK9wBERGRNAQUkpSyqFxPw2k0Gri6ugIAatasidatW+P5559H9+7dER0djdGjDXf23b9/PzIyMrBmzRqo1Q++urp166Jr166y952IiEhKOu4dYFK5Hlkyplu3bmjRogW2bNlS4Jirqyvy8vKwdetWCL6emYiIqFxgsmSEl5cXkpKSCtQ///zzmD59OoYPHw4XFxf07t0b8+fPR2pqqtnr5ebmIjMz06Dki3wL9Z6IiKj4dFBIUsoiJktGCCGgUBj/BZ8zZw5SUlKwevVqNG3aFKtXr4aXlxdOnjxp8noRERFwdHQ0KGczLliq+0RERMXGNUumMVkyIjExEXXr1jV5vGrVqhg8eDAWLFiAxMREuLu7Y8GCBSbbh4WFISMjw6B4OTa0RNeJiIhIYuV6gbcxe/bswcmTJzFx4sQitbexsUH9+vXNPg2n0Wig0WgM6lQK1VP1k4iISErcZ8m0cp0s5ebmIiUlBfn5+UhNTUVsbCwiIiLw0ksvYeTIkQXab9++HTExMRg6dCg8PT0hhMC2bduwc+dOREVFWeEOiIiIpFFWp9CkUK6TpdjYWLi5uUGtVqNKlSpo0aIFli1bhoCAACiVBWcomzRpgooVK2LSpEn4+++/odFo0LBhQ6xZswYjRoywwh0QERFJgyNLppXbZCk6OhrR0dGFtnv0qbh69erh888/t1yniIiIqMQpt8kSERER/Q9Hlkzj03BERERk1a0DVq5cCQ8PD9ja2sLb2xuHDx822/6bb76Bl5cXbG1t0bx5c+zcufOJ4hYVkyUiIiKymo0bNyI0NBTh4eE4fvw4WrRogV69epl8Qf2BAwcwbNgwBAcH448//sCAAQMwYMAAnDp1ymJ9ZLJERERE0CmkKcW1aNEijBkzBkFBQWjSpAlWr16NihUrIjIy0mj7pUuXwtfXF5MnT0bjxo3x4YcfonXr1lixYsVTfgOmMVkiIiIiyV53YuwVX7m5uUZj3rt3D8eOHYOPj4++TqlUwsfHBwcPHjR6zsGDBw3aA0CvXr1MtpcCkyUiIiKSjLFXfEVERBhte/36deTn56NGjRoG9TVq1EBKSorRc1JSUorVXgp8Go6IiIggJLpOWFgYQkNDDeoef4tFacNkiYiIiCTbOsDYK75McXFxgUqlQmpqqkF9amoqXF1djZ7j6uparPZSYLJkJWvDPGSN99aMi7LGA4CUuT1ljfdTRKas8TIXD5Q1HgDMnX9T1njXX28ha7wuLUbLGg8A4k+skTWe7uZ/ssYDgHuffixrPIXGSdZ4QTH5ssYDgKYqe1njtZU1mnxsbGzQpk0b7N69GwMGDAAA6HQ67N69GyEhIUbPad++PXbv3o133nlHXxcXF4f27dtbrJ9MloiIiAg6hXXeDRcaGoqAgAC0bdsW7dq1w5IlS5CVlYWgoCAAwMiRI1GzZk39uqe3334bnTt3xsKFC9G3b1/ExMTg6NGjFn3DBpMlIiIikmzNUnENGTIE165dw4wZM5CSkoKWLVsiNjZWv4j76tWrBu9r7dChA9avX4/3338f06dPR8OGDfHdd9+hWbNmFusjkyUiIiKy6utOQkJCTE67xcfHF6gbPHgwBg8ebOFe/Q+3DiAiIiIygyNLRERE9ES7b5cXTJaIiIgIuid8CW55UOan4QIDA6FQKKBQKFChQgXUrVsXU6ZMQU5OjkG7f/75BzY2NiYXiD28hkKhgL29PRo2bIjAwEAcO3ZMjtsgIiIiKynzyRIA+Pr6Ijk5GZcuXcLixYvx2WefITw83KBNdHQ0XnvtNWRmZuL33383ep2oqCgkJyfj9OnTWLlyJe7cuQNvb2+sW7dOjtsgIiKyGCFRKYvKRbKk0Wjg6uqKWrVqYcCAAfDx8UFcXJz+uBACUVFRGDFiBIYPHw6tVmv0Ok5OTnB1dYWHhwd69uyJb7/9Fn5+fggJCcGtW7fkuh0iIiLJ6RTSlLKoXCRLjzp16hQOHDgAGxsbfd0vv/yC7Oxs+Pj4wN/fHzExMcjKyirS9SZOnIjbt28bJF9ERERUdpSLZGn79u2oVKkSbG1t0bx5c6SlpWHy5Mn641qtFkOHDoVKpUKzZs1Qr149fPPNN0W6tpeXFwAgKSnJEl0nIiKShU6iUhaVi6fhunbtilWrViErKwuLFy+GWq3GoEGDAADp6enYsmUL9u3bp2/v7+8PrVaLwMDAQq8txIMZWoWZbeJzc3ORm5trUJd/Pw+aCuXi6yciolKgrK43kkK5GFmyt7dHgwYN0KJFC0RGRuL333/Xr0tav349cnJy4O3tDbVaDbVajalTp2Lfvn04f/58oddOTEwEANStW9dkm4iICDg6OhqUBbuOSnNzREREZFHlIll6lFKpxPTp0/H+++/j7t270Gq1mDRpEhISEvTlxIkT6NixIyIjIwu93pIlS+Dg4AAfHx+TbcLCwpCRkWFQ3u1VVt8hTUREpREXeJtW7pIl4ME7ZVQqFVauXInjx49j9OjRaNasmUEZNmwY1q5di7y8PP156enpSElJwZUrVxAXF4dXX30V69evx6pVq+Dk5GQynkajgYODg0HhFBwREZUkXLNkWrlMltRqNUJCQhAWFgYPDw/9Iu1HDRw4EGlpadi5c6e+LigoCG5ubvDy8sK4ceNQqVIlHD58GMOHD5ez+0RERJJjsmRamR/eiI6ONlo/bdo0TJs2zeR5rq6uyM/P139+uJCbiIiIypcynywRERFR4UQZXW8kBSZLREREVGan0KRQLtcsERERERUVR5aIiIiII0tmMFkiIiIi7uBtBqfhiIiIiMzgyBIRERGV2d23pcBkiYiIiLhmyQwmS9aSnS1rOGGF2WhFbQ9Z4+UqTsoaT1G5sqzxAOAm0mSNp6xsJ2u8u7p0WeMBgO7mf7LGUzq7yxoPAKCT98+/wqGSrPGu5yfLGg8AbqptZY9J1sNkiYiIiDiyZAaTJSIiIuLTcGYwWSIiIiIu8DaDWwcQERERmcGRJSIiIuKaJTOYLBERERHXLJlRbqbhFAqF2TJz5kx9Wy8vL2g0GqSkpBhcIysrC/Xr10doaKhBfVJSEhwcHPDFF1/IcStEREQko3KTLCUnJ+vLkiVL4ODgYFD37rvvAgD27duHu3fv4tVXX8XatWsNrmFvb4+oqCgsX74cv/32GwBACIGgoCC88MILGDNmjOz3RUREJAUdhCSlLCo3yZKrq6u+ODo6QqFQGNRVqvRgEzWtVovhw4djxIgRiIyMLHCdTp06YcKECQgKCkJWVhaWLl2KhIQErFmzRu5bIiIikoxOomIpN2/ehJ+fHxwcHODk5ITg4GDcuXPHbPsJEyagUaNGsLOzQ+3atfHWW28hIyOj2LHLTbJUFLdv38Y333wDf39/9OjRAxkZGfoRpEfNmTMHarUa/v7+mD59OpYvX46aNWtaocdERETlg5+fH06fPo24uDhs374de/fuxeuvv26y/X///Yf//vsPCxYswKlTpxAdHY3Y2FgEBwcXOzYXeD8iJiYGDRs2RNOmTQEAQ4cOhVarRceOHQ3a2dnZYenSpfD19UXv3r3h7+9vje4SERFJpiRPoCUmJiI2NhZHjhxB27ZtAQDLly9Hnz59sGDBAri7F3yNULNmzbB582b95/r162POnDnw9/dHXl4e1Oqip0AcWXpEZGSkQeLj7++Pb775Brdv3y7QVqvVomLFijh58mShQ3q5ubnIzMw0KLl5+ZL3n4iI6ElJNQ1n9Gdebu5T9e3gwYNwcnLSJ0oA4OPjA6VSid9//73I18nIyICDg0OxEiWAyZLemTNncOjQIUyZMgVqtRpqtRrPP/88srOzERMTY9B248aN2L59Ow4cOIDKlStj4sSJZq8dEREBR0dHg7Jgd4IF74aIiMg6jP3Mi4iIeKprpqSkoHr16gZ1arUazs7OBZ5cN+X69ev48MMPzU7dmcJk6f9ptVp06tQJJ06cQEJCgr6EhoZCq9Xq26WmpmL8+PH46KOP0KJFC0RHR2PdunX48ccfTV47LCwMGRkZBuXd7i1luCsiIqKi0SmkKcZ+5oWFhRmNOW3atEK39jl79uxT31tmZib69u2LJk2aGGwVVFRcswTg/v37+PLLLzF79mw0a9bM4Njo0aOxaNEinD59Gk2bNsXrr7+Oxo0b45133gEAtGvXDpMnT8brr7+OU6dOwdHRscD1NRoNNBqNQV22WmWx+yEiIiouqR77N/Yzz5RJkyYhMDDQbJt69erB1dUVaWlpBvV5eXm4efMmXF1dzZ5/+/Zt+Pr6onLlyti6dSsqVKhQpL49iskSgB9++AE3btzAwIEDCxxr3LgxGjduDK1Wi5YtW+Lnn3/GiRMnoFT+b1Bu1qxZ2L59OyZOnGh0uwEiIqKSzhoLvKtVq4Zq1aoV2q59+/ZIT0/HsWPH0KZNGwDAnj17oNPp4O3tbfK8zMxM9OrVCxqNBj/88ANsbW2fqJ/lMlkKDAw0yGQHDRqE/HzTC67PnDmj//+RI0cWOG5jY4OTJ09K2kciIiJ6oHHjxvD19cWYMWOwevVq3L9/HyEhIRg6dKj+Sbh///0X3bt3x7p169CuXTtkZmaiZ8+eyM7OxldffaVfbA48SNJUqqLP8JTLZImIiIgMlfQX6X799dcICQlB9+7doVQqMWjQICxbtkx//P79+zh37hyys7MBAMePH9c/KdegQQODa12+fBkeHh5Fjs1kiYiIiEr8q0qcnZ2xfv16k8c9PDwgxP/uoUuXLgafnwafhiMiIiIygyNLREREVMLHlayLyRIRERGV+DVL1sRpOCIiIiIzOLJEREREJX6BtzUxWSIiIiKmSmYwWbKS2z9ckDXeTeEgazwAyN20S9Z4aeqassa7OjdB1ngAkC6ebPfZJ463J0PWeD00tWSNBwD3Pv1Y3oA6+X8k2c5YVngjCWWND5Y13l0rfKfn8jNlj0nWw2SJiIiIuMDbDCZLREREBMGJOJOYLBERERFHlszg1gFEREREZnBkiYiIiLh1gBlMloiIiIipkhmchiMiIiIyQ/ZkKTAwEAqFAgqFAjY2NmjQoAFmz54Nf39/fb2x4uHhAQDo0qWLvs7W1haenp6IiIiAEAVz4oMHD0KlUqFv375G4xcW55133jG43unTp/Haa6+hWrVq0Gg08PT0xIwZM5CdnW2pr4uIiEgWOghJSllklZElX19fJCcn48KFC5g0aRJmzpyJhg0bIjk5WV8AICoqSv/5yJEj+vPHjBmD5ORknDt3DmFhYZgxYwZWr15dII5Wq8WECROwd+9e/PfffwCApUuXFjnOow4dOgRvb2/cu3cPO3bswPnz5zFnzhxER0ejR48euHfvntRfExERkWx0EpWyyCprljQaDVxdXQEA48aNw9atWxEbG4vw8HCDdk5OTvp2j6pYsaK+PigoCCtWrEBcXBzGjRunb3Pnzh1s3LgRR48eRUpKCqKjozF9+nQ4OjrC0dGxSHEeEkIgODgYjRs3xpYtW6BUPsgx69SpA09PT7Rq1QqLFy/G1KlTn+wLISIiohKrRKxZsrOze6KRGSEEfvvtN5w9exY2NjYGxzZt2gQvLy80atQI/v7+iIyMNDpVVxQJCQk4c+YMQkND9YnSQy1atICPjw82bNjwRNcmIiIqCYRE/5VFVk2WhBD4+eefsWvXLnTr1q3I53366aeoVKkSNBoNOnXqBJ1Oh7feesugjVarhb+/P4AH034ZGRn49ddfn6if58+fBwA0btzY6PHGjRvr2xAREZVGnIYzzSrTcNu3b0elSpVw//596HQ6DB8+HDNnzizy+X5+fnjvvfdw69YthIeHo0OHDujQoYP++Llz53D48GFs3boVAKBWqzFkyBBotVp06dLlifv9pCNTubm5yM3NNazT6aBRloiBPSIiIjLDKslS165dsWrVKtjY2MDd3R1qdfG64ejoiAYNGgB4MN3WoEEDPP/88/Dx8QHwYFQpLy8P7u7u+nOEENBoNFixYkWBNUuF8fT0BAAkJiaiVatWBY4nJibq2xgTERGBWbNmGdRNqlMHk///yTsiIiJrK6tTaFKwytCGvb09GjRogNq1axc7UXpcpUqV8Pbbb+Pdd9+FEAJ5eXlYt24dFi5ciISEBH05ceIE3N3dn2htUcuWLeHl5YXFixdDpzMcZDxx4gR+/vlnDBs2zOT5YWFhyMjIMChv1a5d7H4QERFZCqfhTCsTO3i/8cYb+PDDD7F582ao1WrcunULwcHBBUaQBg0aBK1Wi7Fjxxbr+gqFAlqtFj169MCgQYMQFhYGV1dX/P7775g0aRLat29fYE+mR2k0Gmg0GoO6u5yCIyKiEkT3hEtNyoMy8RPb2dkZI0eOxMyZM6HVauHj42N0qm3QoEE4evQo/vzzz2LH6NChAw4dOgSVSoXevXujQYMGCAsLQ0BAAOLi4gokQ0RERFQ2yD6yFB0dXaR2phZTx8fHG603tinl49q1a1fgusWJ07x5c3z77beFxiEiIiptOK5kWpmYhiMiIqKnU1ZfVSKFMjENR0RERGQpHFkiIiIibh1gBpMlIiIiKrOP/UuB03BEREREZjBZIiIiIuggJCmWcvPmTfj5+cHBwQFOTk4IDg7GnTt3inSuEAK9e/eGQqHAd999V+zYTJaIiIgIQqL/LMXPzw+nT59GXFwctm/fjr179+L1118v0rlLliyBQqF44thcs0REREQles1SYmIiYmNjceTIEbRt2xYAsHz5cvTp0wcLFiwweBfs4xISErBw4UIcPXoUbm5uTxSfyZKVVHy2kqzx7l+S/4+BTYfGssar8mumrPFqjZX//X6HPjosa7wqw9vLGm/fvLOyxgMAhcZJ3ngO8v7ZB4Cs8cGyxrNfqZU1XsIzXWSNBwDtXRrJHrM8O3jwIJycnPSJEgD4+PhAqVTi999/x8CBA42el52djeHDh2PlypVwdXV94vhMloiIiMjkGy2KKzc3F7m5uQZ1xt6RWhwpKSmoXr26QZ1arYazszNSUlJMnjdx4kR06NABL7/88hPHBrhmiYiIiCDdAu+IiAg4OjoalIiICKMxp02bBoVCYbacPftkI84//PAD9uzZgyVLljzFt/IAR5aIiIhIMmFhYQgNDTWoMzWqNGnSJAQGBpq9Xr169eDq6oq0tDSD+ry8PNy8edPk9NqePXvw119/wcnJyaB+0KBB6Nixo8l3zRrDZImIiIgkW+BdnCm3atWqoVq1aoW2a9++PdLT03Hs2DG0adMGwINkSKfTwdvb2+g506ZNw+jRow3qmjdvjsWLF6Nfv35F6t9DTJaIiIioRL/upHHjxvD19cWYMWOwevVq3L9/HyEhIRg6dKj+Sbh///0X3bt3x7p169CuXTu4uroaHXWqXbs26tatW6z4XLNEREREJd7XX38NLy8vdO/eHX369MGLL76Izz//XH/8/v37OHfuHLKzsyWPXSqTpcDAQAwYMMDosRMnTqB///6oXr06bG1t4eHhgSFDhiAtLQ0zZ84sdCHZQxs2bIBKpcL48eP1dV26dDF7bpcuXSx850RERJZR0nfwdnZ2xvr163H79m1kZGQgMjISlSr9bysODw8PCCHM/iwWQpjMH8wplcmSKdeuXUP37t3h7OyMXbt2ITExEVFRUXB3d0dWVhbeffddJCcn68szzzyD2bNnG9Q9pNVqMWXKFGzYsAE5OTkAgC1btujbHT78YL+bn3/+WV+3ZcsWq9w3ERHR0xJCSFLKojK1Zmn//v3IyMjAmjVroFY/uLW6deuia9eu+jaPZqEqlQqVK1cuMKd5+fJlHDhwAJs3b8Yvv/yCLVu2YPjw4XB2dta3eZhAVa1a9ak2uiIiIqKSrUyNLLm6uiIvLw9bt259quw2KioKffv2haOjI/z9/aHVyrsbLRERkdx0EpWyqEwlS88//zymT5+O4cOHw8XFBb1798b8+fORmppa5GvodDpER0fD398fADB06FDs27cPly9ftlS3iYiIrK6kv0jXmspUsgQAc+bMQUpKClavXo2mTZti9erV8PLywsmTJ4t0flxcHLKystCnTx8AgIuLC3r06IHIyMgn7lNubi4yMzMNSm5+/hNfj4iISGolfYG3NZW5ZAl4sI5o8ODBWLBgARITE+Hu7o4FCxYU6VytVoubN2/Czs4OarUaarUaO3fuxNq1a6HTPdkAo7Gt3xce/euJrkVERETyKpPJ0qNsbGxQv359ZGVlFdr2xo0b+P777xETE4OEhAR9+eOPP3Dr1i389NNPT9SHsLAwZGRkGJRJbes/0bWIiIgsgU/DmVZqn4bLyMhAQkKCQd3Jkyexa9cuDB06FJ6enhBCYNu2bdi5cyeioqIKveaXX36JqlWr4rXXXjPYcwkA+vTpA61WC19f32L31djW77dVqmJfh4iIyFLK6hSaFEptshQfH49WrVoZ1HXt2hUNGjTApEmT8Pfff0Oj0aBhw4ZYs2YNRowYUeg1IyMjMXDgwAKJEvDgxXsjRozA9evX4eLiItl9EBERUclWKpOl6OhoREdHP/V1kpKSDD7/+eefJtu+9tpreO211/SfH+4USkREVBaU1SfZpFAqkyUiIiKSlo4DACaV+QXeRERERE+DI0tERETESTgzmCwRERERn4Yzg9NwRERERGZwZImIiIg4smQGkyUiIiLidjhmMFkiIiIijiyZwWTJSoK+l3e52LrnMmWNBwC+887JGu8ze03hjST06qKbssYDgNMrB8gab+SU47LGi3EvuHu+pQXF5Msa73p+sqzxAOCuTt4fggnPdJE13u1/4mWNBwB5J/fIHpOsh8kSERERcQdvM5gsEREREdcsmcGtA4iIiIjM4MgSERERcYG3GUyWiIiIiNNwZnAajoiIiMgMjiwRERERp+HMKJUjS4GBgVAoFBg7dmyBY+PHj4dCoUBgYKBB28eLr6+v/hwPDw99vZ2dHTw8PPDaa69hz57/7aOxcOFCVKlSBTk5OQViZmdnw8HBAcuWLZP+ZomIiGQgJPqvLCqVyRIA1KpVCzExMbh7966+LicnB+vXr0ft2rUN2vr6+iI5OdmgbNiwwaDN7NmzkZycjHPnzmHdunVwcnKCj48P5syZAwAYMWIEsrKysGXLlgJ9+fbbb3Hv3j34+/tb4E6JiIjImkrtNFzr1q3x119/YcuWLfDz8wMAbNmyBbVr10bdunUN2mo0Gri6upq9XuXKlfVtateujU6dOsHNzQ0zZszAq6++ikaNGqFfv36IjIzE8OHDDc6NjIzEgAED4OzsLOEdEhERyUfHBd4mldqRJQAYNWoUoqKi9J8jIyMRFBQk2fXffvttCCHw/fffAwCCg4OxZ88eXLlyRd/m0qVL2Lt3L4KDgyWLS0REJDdOw5lWqpMlf39/7Nu3D1euXMGVK1ewf/9+o1Nh27dvR6VKlQzK3LlzC72+s7MzqlevjqSkJABAr1694O7ubpCgRUdHo1atWujevbvJ6+Tm5iIzM9Og5At530dFRERkjk4ISUpZVKqTpWrVqqFv376Ijo5GVFQU+vbtCxcXlwLtunbtioSEBINibHG4MUIIKBQPXu6pUqkQEBCA6OhoCCGg0+mwdu1aBAUFQak0/VVGRETA0dHRoJzLuPhkN01ERFQO3bx5E35+fnBwcICTkxOCg4Nx586dQs87ePAgunXrBnt7ezg4OKBTp04G652LotSuWXpo1KhRCAkJAQCsXLnSaBt7e3s0aNCg2Ne+ceMGrl27ZrAGatSoUYiIiMCePXug0+nw999/Fzr1FxYWhtDQUIO6gGbDit0fIiIiSynpU2h+fn5ITk5GXFwc7t+/j6CgILz++utYv369yXMOHjwIX19fhIWFYfny5VCr1Thx4oTZAQ5jSn2y5Ovri3v37kGhUKBXr16SXnvp0qVQKpUYMGCAvq5+/fro3LkzIiMjIYSAj48P6tSpY/Y6Go0GGo3GoE6lUEnaVyIioqdRkqfQEhMTERsbiyNHjqBt27YAgOXLl6NPnz5YsGAB3N3djZ43ceJEvPXWW5g2bZq+rlGjRsWOX+qTJZVKhcTERP3/G5Obm4uUlBSDOrVabTBld/v2baSkpOD+/fu4fPkyvvrqK6xZswYREREFRqWCg4MxZswYAA/WLBEREZHlHDx4EE5OTvpECQB8fHygVCrx+++/Y+DAgQXOSUtLw++//w4/Pz906NABf/31F7y8vDBnzhy8+OKLxYpfqtcsPeTg4AAHBweTx2NjY+Hm5mZQHv+iZsyYATc3NzRo0AAjRoxARkYGdu/ejalTpxa43qBBg6DRaFCxYkWDUSciIqLSSqqn4Yw91JSbm/tUfUtJSUH16tUN6tRqNZydnQsMhjx06dIlAMDMmTMxZswYxMbGonXr1ujevTsuXLhQrPilcmSpsNGc7777zqBtYe0fPu1WVHZ2dkhPTy/WOURERCWZVNNwERERmDVrlkFdeHg4Zs6cWaDttGnT8PHHH5u93sPZo+LS6XQAgDfeeEO/trhVq1bYvXs3IiMjERERUeRrlcpkiYiIiEomYw81Pb5u96FJkybpX09mSr169eDq6oq0tDSD+ry8PNy8edPkptNubm4AgCZNmhjUN27cGFevXjUb83FMloiIiEiyp+GMPdRkSrVq1VCtWrVC27Vv3x7p6ek4duwY2rRpAwD6p9K9vb2NnuPh4QF3d3ecO3fOoP78+fPo3bt3kfr3UJlYs0RERERPRwidJMUSGjduDF9fX4wZMwaHDx/G/v37ERISgqFDh+qfhPv333/h5eWFw4cPAwAUCgUmT56MZcuW4dtvv8XFixfxwQcf4OzZs8V+6wZHloiIiKjE+/rrrxESEoLu3btDqVRi0KBBWLZsmf74/fv3ce7cOWRnZ+vr3nnnHeTk5GDixIm4efMmWrRogbi4ONSvX79YsZksEREREXQlfFNKZ2dnsxtQenh4QBhZpD5t2jSDfZaeBJMlIiIiMppo0ANMloiIiKjEjyxZExd4ExEREZnBkSUreV6Y3nHcIpSZ8sYDUFNdWdZ4d7IVssZrXsFW1ngAgDu3ZQ3XHJVkjZeaLO+vIQA0VdnLGu+mWv7fN+fy5f3z396l+O/eehp5J/fIGg8A1M27yR7T0jgNZxqTJSIiIirRL9K1Nk7DEREREZnBkSUiIiKSbAfvsojJEhEREXHNkhmchiMiIiIygyNLRERExH2WzHiikaWUlBRMmDAB9erVg0ajQa1atdCvXz/s3r3boF1ERARUKhXmz5+vr/Pw8IBCoTBZAgMDC43/sO2hQ4cM6nNzc1G1alUoFArEx8cXaP94iYmJAQDEx8fr65RKJRwdHdGqVStMmTIFycnJ+us0b94cY8eONdqnL7/8EhqNBtevXy+0/0RERCWNEEKSUhYVO1lKSkpCmzZtsGfPHsyfPx8nT55EbGwsunbtivHjxxu0jYyMxJQpUxAZGamvO3LkCJKTk5GcnIzNmzcDAM6dO6evW7p0aZH6UatWLURFRRnUbd26FZUqGd8XJioqSh/jYRkwYIBBm3PnzuG///7DkSNHMHXqVPz8889o1qwZTp48CQAIDg5GTEwM7t69a/T6/fv3h4uLS5H6T0RERKVDsZOlN998EwqFAocPH8agQYPg6emJpk2bIjQ01GCk59dff8Xdu3cxe/ZsZGZm4sCBAwCAatWqwdXVFa6urnB2dgYAVK9eXV/n6OhYpH4EBAQUSFwiIyMREBBgtL2Tk5M+xsNia2u4OdzDfnh6emLo0KHYv38/qlWrhnHjxgEA/P39cffuXX2S99Dly5cRHx+P4ODgIvWdiIiopNEJIUkpi4qVLN28eROxsbEYP3487O0L7nrr5OSk/3+tVothw4ahQoUKGDZsGLRa7VN39lFt2rSBh4eHPnG5evUq9u7dixEjRkgWw87ODmPHjsX+/fuRlpYGFxcXvPzyywYjZQAQHR2NZ555Bj179pQsNhERkZw4DWdasZKlixcvQggBLy8vs+0yMzPx7bffwt/fH8CDEZlNmzbhzp07T95TI0aNGqVPXKKjo9GnTx9Uq1bNaNthw4ahUqVKBuXq1auFxnh4r0lJSQAeTMXFx8fj8uXLAB785lq7di0CAgKgVPLhQiIiKp10EJKUsqhYP92LmjFu2LAB9evXR4sWLQAALVu2RJ06dbBx48bi99AMf39/HDx4EJcuXUJ0dDRGjRplsu3ixYuRkJBgUNzd3QuN8fCeFYoH76zq0aMHnnnmGf16qd27d+Pq1asICgoyeY3c3FxkZmYalDyRX5xbJSIiIispVrLUsGFDKBQKnD171mw7rVaL06dPQ61W68uZM2cKTF89rapVq+Kll15CcHAwcnJy0Lt3b5NtXV1d0aBBA4OiVhe+c0JiYiKAB0/xAYBSqURgYCDWrl0LnU6HqKgodO3aFfXq1TN5jYiICDg6OhqUPZmni3ezREREFsRpONOKlSw5OzujV69eWLlyJbKysgocT09Px8mTJ3H06FHEx8cbjOLEx8fj4MGDhSZaxTVq1CjEx8dj5MiRUKlUkl777t27+Pzzz9GpUyeD6b2goCD8/fff2LJlC7Zu3Vrowu6wsDBkZGQYlG4OTSXtKxER0dPgAm/Tir0p5cqVK/HCCy+gXbt2mD17Np599lnk5eUhLi4Oq1atQq9evdCuXTt06tSpwLnPPfcctFqtwb5LT8vX1xfXrl2Dg4OD2Xbp6elISUkxqKtcubLBQvW0tDTk5OTg9u3bOHbsGD755BNcv34dW7ZsMTivbt266NatG15//XVoNBq88sorZmNrNBpoNBqDOrVC2sSOiIiILKPYK5Lr1auH48ePo2vXrpg0aRKaNWuGHj16YPfu3Vi6dCm++uorDBo0yOi5gwYNwrp163D//v2n7vhDCoUCLi4usLGxMdsuKCgIbm5uBmX58uUGbRo1agR3d3e0adMG8+bNg4+PD06dOoUmTZoUuF5wcDBu3bqF4cOHF9iCgIiIqLQREv1XFilEWZ1gLOEW1PaXNV6w9z+yxgOANw87yRovNE8ha7xvK8ifJM/8oKas8ebPTi68kYT65Bec3re07aqC26BY0k1FnqzxAOBcfqas8e4Jee9x55dDZI0HAOrm3WSNV8HF9LpYqdjZ1ZHkOnfvXpHkOiUJn3UnIiIiMqPEJUtz584tsB/Sw2LuaTciIiJ6cnwazrRiL/C2tLFjx+K1114zeszOzk7m3hAREZUPZXW9kRRKXLLk7Oysf2ccERERkbWVuGSJiIiI5FdWp9CkwGSJiIiImCyZwWSJiIiIuGLJjBL3NBwRERFRiSKo1MjJyRHh4eEiJyenzMYs6/GsEbOsx7NGzLIezxoxy3o8a8UkaXAH71IkMzMTjo6OyMjIKPRdeKU1ZlmPZ42YZT2eNWKW9XjWiFnW41krJkmD03BEREREZjBZIiIiIjKDyRIRERGRGUyWShGNRoPw8HBoNJoyG7Osx7NGzLIezxoxy3o8a8Qs6/GsFZOkwQXeRERERGZwZImIiIjIDCZLRERERGYwWSIiIiIyg8kSERERkRlMloiISgitVmv2+O3btzF69GiZekNP6ubNm9buAkmMyRKVG3l5ecjNzTWoS01NxaxZszBlyhTs27fPSj0jeiA0NBQvvfQSUlJSChzbtWsXmjZtiiNHjlihZ1Qc7u7uGDp0KOLi4qzdFZIItw4ooVQqVZHa5efnSxJv9uzZRWo3Y8YMSeKZc+XKFWRlZcHLywtKpXT5fFBQEGxsbPDZZ58BePCv9KZNmyInJwdubm44c+YMvv/+e/Tp00eymDk5ObC1tTXb5sKFC2jYsKEk8fbu3Vukdp06dXrqWH369MGGDRvg6OgIAJg3bx7Gjh0LJycnAMCNGzfQsWNHnDlz5qljPer69evIyspCnTp19HWnT5/GggULkJWVhQEDBmD48OGSxgSAjIwMxMXFISkpCQqFAnXr1oWPj4+k7/hKSkpCUFAQ/vzzT6xYsQLDhg3D7du38c477+DLL7/Eu+++i1mzZqFChQqSxbSGbt26YcuWLfrfK3JYsWIF/P39ZYn55ZdfIjo6GvHx8ahVqxYCAwMRGBgIDw8Pi8cmC7HmW3zJNIVCITw8PER4eLj47rvvTBaptGzZ0mRp1aqVqFixolAqlZLFE0IIrVYrFi5caFA3ZswYoVQqhVKpFI0bNxZXr16VLF7Dhg3Frl279J9XrFgh3N3dRXp6uhBCiClTpoguXbpIFk8IIRo1aiQOHTpk8vjChQtFxYoVJYunUCj0359CoTBapPp1VCqVIjU1Vf+5cuXK4q+//tJ/TklJkfz3jBBCDB06VISGhuo/p6amiipVqoimTZuK/v37iwoVKoh169ZJGvPLL78Ujo6OBb5LJycnERMTI2ksIYRYvHixsLe3F3379hW1a9cWTZo0EYcPH5Y8zqPu378vPvnkE9GqVSthb28v7O3tRatWrcT8+fPFvXv3JI2lUCgMfu/IwcHBQdjZ2Ylhw4aJ3bt3yxLz0qVLYsaMGcLDw0OoVCrh4+MjYmJiRG5urizxSTpMlkqoI0eOiLFjxwonJyfRqlUrsXz5cnHz5k3Z+/HHH3+IXr16iQoVKog33nhD0mt7e3uLyMhI/ecff/xRqNVq8dVXX4ljx46J9u3bi+DgYMniVaxYUVy6dEn/eeDAgWLChAn6z6dPnxbVqlWTLJ4QQoSEhIgKFSqIadOmGfzAOX/+vOjQoYNwcXER69evlyyes7OzqFOnjggPDxcXL14U6enpRosUHv+BV6lSJVmSJQ8PDxEfH6//PH/+fFG/fn1x//59/Wdvb2/J4h07dkyo1WoREBAgEhISRE5Ojrh79644duyYGDFihKhQoYJISEiQLJ4QQmRnZ4uBAwcKhUIhKlWqJP78809Jr28s3gsvvCCUSqXo2bOnePvtt8Xbb78tevbsKZRKpejYsaO4e/euZPGskSxlZ2eLtWvXii5dugilUik8PDzE7NmzJf0HmTlxcXFi+PDhomLFisLZ2dng7x4q+ZgslXB3794VX375pejWrZuoWLGiGDJkiPjpp58sHvfSpUvCz89PqNVq8dprr4nz589LHsPZ2dngh8DYsWPFoEGD9J9/+eUX4eHhIWm806dP6z+7ubmJr776Sv/5r7/+EnZ2dpLFe+jnn38WderUEc2aNRNHjhwRixYtEnZ2dqJ///4iOTlZ0li5ubkiJiZG9OzZU9jZ2YlBgwaJnTt3Cp1OJ2kcIayXLNna2oqkpCT95969e4vJkyfrP587d044OztLFi8wMFC8+uqrJo8PGjRIBAUFSRZv3759omHDhqJx48Zi165dYvDgwcLe3l4sWbJEshiPmzFjhqhdu7Y4ceJEgWMJCQmidu3aIjw8XLJ4CoVC/PLLL+LEiRNmi6X89ddf4oMPPhB16tQRKpVK9OrVS2zatEnyETRjvv32W+Hs7GyRPxtkOUyWSpFLly6Jrl27CqVSKW7cuGGRGNeuXRMhISHCxsZGdOvWzaJD/3Z2dgY/9J599lmxdOlS/ecrV64IW1tbyeJ169ZNTJs2TQghxN69e4VSqRT//fef/vhPP/0k6tevL1m8R2VmZor+/fsLpVIpKlWqJPk0kTFXrlwRs2bNEvXq1RM1a9YU06dP14++SEGpVIq0tDT950qVKhmM3FkqWapevbrBSE7VqlXFt99+q/98/vx5YW9vL1m8hg0biri4OJPH4+LiRMOGDSWJFRoaKmxsbERoaKjBSE5MTIxwcXERnTt3NviOpeLp6WnwHT5u06ZNkt2jEP+bLjY1TSzldLE5Op1O/PTTT/oRH6lHlh9KSkoS4eHhBtNxGzZssEgssgwmS6XA33//LT788ENRv3594ebmJqZOnSrpDz0hhLhz546YOXOmcHBwEK1btzZY22MpXl5eYvPmzUKIB0maSqUSR48e1R///fffRY0aNSSLFx8fL+zs7ES9evWEnZ2dGDVqlMHxcePGiZEjR0oW71GfffaZqFy5smjfvr3QaDRi9OjR4vbt2xaJ9ThLJdkKhUL06dNHDBw4UAwcOFCo1WrRs2dP/ec+ffpY5Ade//79xahRo0R+fr745ptvhI2NjcEU9fbt24WXl5dk8ezt7cWVK1dMHr9y5Ypk687q168v9u7da/RYSkqK6N+/v6hUqZIksR6l0WjMTkddvXpVaDQayeIpFApx5MgRkZSUZLbIYc+ePcLPz0/Y2dkJJycnya6bk5Mjvv76a9G9e3ehUqlE7dq1xYwZM8Tly5cli0HyUVt7gTkZd+/ePWzduhVarRa//fYbevfujSVLlqB3795FflKuOOrXr4/bt29jwoQJGDZsGBQKBf78888C7Z599lnJYgYEBGD8+PE4ffo09uzZAy8vL7Rp00Z//MCBA2jWrJlk8Tp37oxjx47hp59+gqurKwYPHmxwvGXLlvD29pYsHgD8+++/GDVqFA4fPoxly5YhMDAQJ06cQEBAAJo2bYrIyEh0795d0pgAkJubi82bNyMyMhIHDx5E3759sWPHDjg7O0sWIyAgwOCzv79/gTYjR46ULN5DH374Ibp3746vvvoKeXl5mD59OqpUqaI/HhMTg86dO0sWLzs72+wTjRqNBjk5OZLE+vPPP1GxYkWjx2rUqIHvv/8eX375pSSxHuXg4IC0tDTUqlXL6PGUlBRUrlxZ0pi1a9dG9erVJb1mUf3999+IiopCdHQ0rl69ik6dOuGLL77AoEGDJLn+m2++iZiYGGRnZ+Pll1/Gzp070aNHDygUCkmuT/Lj1gElVNWqVVG5cmUEBARgxIgRJv9Skeqx5Ucf0VcoFHj0t8XDzwqFQrKtCgBAp9Nh5syZ2LZtG1xdXbFo0SI0btxYf3zw4MHw9fVFcHCwZDEL68/OnTvx0ksvSXbNKlWqwNvbG2vWrMEzzzyjr79//z5mzZqFTz75BMHBwVi1apUk8Q4fPoyoqCjExMTAw8MDQUFB8Pf3lzRJKgmuX7+O/fv3w9XVtUCCu2PHDjRp0gR169aVJJZSqcTatWv1WyQ8Lj09HUFBQZL+2TAlMTERWq0WCxYskPS6Q4YMQV5eHjZv3mz0+KBBg6BSqbBp0yZJ4imVSqSkpJhNlm7evCnp79t79+5hy5YtiIyMxJ49e+Dm5oaAgACMGjUK9erVkywO8OAflcHBwfD390fVqlUlvTZZB5OlEurx5OVxUicvV65cKVK7R/e2KSsuXryIyMhIREdH49q1a7h//75k1169ejXGjh1r8viRI0cQGBiI06dPSxJPqVSidu3aCAgIMBile1z//v0liVceFHWvL51OZ5H4WVlZiImJgVarxaFDh9CkSROcOnVK0hhnzpyBt7c3mjZtitDQUHh5eUEIgcTERCxevBhnzpzBoUOH0LRpU0nide3aFVu3bjW659FPP/2ENWvWYNu2bbh7964k8QDA2dkZ2dnZeOmllxAcHIxevXpJuo+bKdevX9fvzeXh4cHkqZRislRC/frrr0VqJ9V0Q/fu3TF+/Hi88sorRo9fv34d7dq1w6VLlySJBwCZmZlG6+3t7S0y1fiou3fv4ptvvsGaNWuwf/9+dOzYEUOHDsXAgQNRo0YNi8SLi4vD+fPnAQCenp7o0aMH7OzscO/ePdjY2EgSpyh/+UuVZCcnJ2PFihWYM2cOAODFF19Edna2/rhKpcJ3332HmjVrPnWsRy1btqxI7d566y1J48pt//790Gq12LRpE+7evYuJEydi9OjR8PLyski8Q4cOITg4GImJifp/oAkh4OXlBa1Wi/bt21skLvDgH2uRkZFYu3Ytbt26hd69e2PQoEEFpsqfxqJFizBixAhUq1ZNsmuac/r0aYwbNw779+83qO/cuTNWrVqFRo0aydIPkgaTJQLw4IesUqnEe++9h1mzZhU4npqaCnd3d0mnGpRKpdFRM5VKhbp16+Ldd9/FmDFjJIsHPBjJWbNmDWJiYlC/fn34+flh6tSp+PPPP9GkSRNJYz30ww8/YPTo0bh+/bpBvYuLC7RaLfr162eRuKZkZ2ebXBdTHB988AFu3LiBTz/9FABQuXJljBo1Sj918uOPP+LFF1+UfMqoKNNrCoVC0sTeHCmnb9PS0hAdHY3IyEhkZGRg2LBhGD58ONq3b48TJ05Y7Pfoo/744w9cuHABwIOkvmXLlhaJ83Ba7OE/WHx8fPDjjz/ijz/+QPPmzS0SE3iwY/73339vsBP7gAEDJJ2KS0lJQbNmzVCtWjWMHTtWP1J35swZfPHFF7hx4wZOnTpltTVb9ASssaqcCpeRkVGkIhWFQiE+//xz4eDgIAYMGCDu3LljcNwSj4HHx8cbLd9995344IMPhKOjo8GmlU+refPmok6dOiIsLEycOnVKX69Wqw32X5LS/v37RYUKFcSgQYPEgQMHxK1bt8StW7fE/v37xSuvvCJsbGzEwYMHLRL7cTk5OWLhwoWSPWHYsmVLgye3Ht9nKTY2VjRp0kSSWCXRhQsXRFhYmHBzcxNqtVqSa9ra2gp/f38RGxsr8vPz9fWW/D1qDSEhIaJq1ari+eefFytWrBDXr18XQlj+PufOnStUKpVQKpXC1dVV1KhRQyiVSlGhQgUxf/58yeJMmTJFtG7d2uhGntnZ2aJ169b6bUyodGCyVEI9+toKY0XqfUgebjB45swZ0bBhQ9GsWTNZNhg0R6vVilatWkl2PRsbGzFixAjx008/GWzSaMm/oHv37i1ef/11k8dff/110bt3b8ni5eTkiGnTpok2bdqI9u3bi61btwohHnyXbm5u4plnnhHz5s2TJJaTk5P4+++/9Z8HDhwoUlJS9J8vX75skU0+hRAiPz9faLVa0bdvX9G0aVPRrFkz0b9/f7F27VqLbMD50MNdoDt27CiUSqXo3LmzWLVqlcF9P41GjRoJDw8PMX36dJGYmKivt3QSMXHixCIVqahUKjF9+nSRmZlpUG/J+9yzZ49QKpUiPDzcYKuJGzduiA8++ECoVCrx66+/ShKrVatWYuPGjSaPb9iwQdK/28jyuHVACfXLL79YJW7jxo1x5MgRDBs2DM899xw2btwIHx8fq/Slc+fOeOeddyS73qVLlxAdHY1x48bh7t27GDZsGPz8/Cz6OO+hQ4fw8ccfmzw+fvx4SR9znzFjBj777DP4+PjgwIEDGDx4MIKCgnDo0CEsWrQIgwcPlmw92P3793Ht2jX9U35btmwxOH7r1i2LLKAVQqBfv3748ccf0aJFCzRv3ly/GDkwMBBbtmzBd999J2lMY9O3Bw4cwKeffirp1NjZs2f1a5Wee+45eHp66rdksOTv0+PHjxd6fSnjf/nll4iMjISbmxv69u2LESNGoHfv3pJd35jVq1dj9OjRmDlzpkG9s7MzZs+ejZSUFKxatUqSl0xfunQJrVu3Nnm8bdu2sk0Tk0Ssna1RyfD4qyt0Op2YOnWqqFChgli0aJFVRpaOHTsmnnnmGYtce/fu3fqN6BQKhZg8ebI4d+6c5HEefzXH45KSkiTdpbxu3bri+++/F0IIcfLkSaFQKERQUJBFRltat24tVqxYYfL40qVLLfKv58jISFG5cmWxZ8+eAsd2794tKleuLNauXStZPGtM3wohxO3bt8Xnn38u2rdvLxQKhejSpYv4/PPPDXZNL+0evmi2du3awsXFRSiVSvHNN99YJJaHh4f47bffTB7fu3evZK9Xevwl049LSUkRKpVKklgkDyZLpdSxY8dE3759JbueqT/cGzZsEPb29uKll16SNVm6d++eGDp0qMG74iwhPT1drFy5UrRp00YoFArRvHlzSa/fvHlzs+uutFqtpDErVKgg/vnnH/1nW1tbi72E9ZNPPhHOzs4m3ydWtWpV8cknn0get0ePHiIiIsLk8Tlz5oiePXtKFk/O6dtZs2aJrKysAvVnzpwRkyZNEtWrV5dsfdSj6tatq183ZA06nU7ExsaKwYMHC41GI2rWrCn5i2bt7OwMpo0f9/fff0v2DxelUikuXrxocq3p+fPn+W64UobJUgkWGxsrJk2aJMLCwvTrhxITE8XLL78slEqlpGtdzL0F/I8//hB16tSR/A/3w9diPF66desmatSoIVxdXcWFCxckjWnOH3/8Iflf0IsWLRLOzs5ix44dBY5t375dVK1aVSxcuFCyeIW9r01K9+7dE506dRJqtVr07t1bvPPOO+Kdd94RvXv3Fmq1Wrz44osWeTFpjRo1xB9//GHy+PHjxyV9Tc4///wjPvroI1G/fn3h7u4uJk2aJI4fPy4qVKggebJU2IjE/fv39a8IkpK5P/+WYO4+b9y4IRYvXiyeffZZSWMWdo9Sjp7LveaULI9bB5RQWq0WY8aMgbOzM27duoWqVati0aJFmDBhAoYMGYK3337bYLfrp/Xrr7/ihRdegFptfBnbjRs3sGPHDklfXxEUFGS03sHBAY0aNYKfn5/JXZNLC51OhyFDhmDz5s1o1KgRGjdurF9fc+HCBQwYMADffPONZGt7lEolevfuDY1GAwDYtm0bunXrBnt7e4N2j68velL37t3DokWLEBMTo99DqmHDhhg2bBhCQ0Nx/vx5SV9ZAwA2Nja4cuUK3NzcjB7/77//ULduXeTm5koaFwD27NmDyMhIbNmyBTk5OXj33XcxevRoeHp6SnL9ouxsbQlyx7XGfSqVSnz00UeoVKmS0eO3b9/GjBkzJNkeRe598sjymCyVUM8++yxGjBiByZMnY/PmzRg8eDCef/55bNq0yeC1GVR0rVq1KtIi1mPHjkkee+PGjVi/fr3B/jVDhw7F0KFDJY1jKgF9XFRUlKRxH5WZmanfcfro0aOSvwZEpVIhJSXF5OaCltgT7HEZGRn4+uuvERkZiePHj6NevXq4ePHiU19XqVQiNTVVto0TH41r7pUuD0m187s1kiUPD48iLVK/fPmyDL2h0obJUgllb2+P06dPw8PDA0IIaDQa/PLLL3jhhRes3TWLkOOVAI9utimEQEREBMaOHVvg/VPh4eGSxy4P9u7dC61Wi82bN8Pd3R2vvPIKBg0ahOeee07SOI+Pnj0uNzcXsbGxsryrLScnBytXrsT06dMlGclSKpVwdHQs9If6zZs3nzrW43ELI+XrlQob5XmotO7CvmnTJgwYMEC/M/8///wDd3d3/fecnZ2NFStWYMqUKdbsJhUDk6US6vF/eVWuXBknTpyQ/IWP1mbNVwLI8Z2a2qX8UQqFAnl5eRbrgyWlpKQgOjoaWq0WmZmZeO2117B69WqL7jYt9+hZbm4uZs6cibi4ONjY2GDKlCkYMGAAoqKi8P7770OlUmH8+PGYOnXqU8dSKpVYsmRJoSM8AQEBTx3r8bhyT8M988wzZrexkHMXdqmpVCokJyfrv08HBwckJCTo/66RY/STpMV9lkqwNWvW6P/llZeXh+joaLi4uBi0Ka3/8gIe/KDt3LkzqlWrhkWLFhV4JUDHjh1L/SsBtm7davLYwYMHsWzZMou9gNXS+vXrh71796Jv375YsmQJfH19oVKpsHr1aovGteQUojHm9q5auHChpHtXAcDQoUNl/z1vyT2cTDl69Kis99mnTx9s2LBBn4jOmzcPY8eO1b/M98aNG+jYsSPOnDnz1LEeH4PgmEQZYI1V5VS4OnXqCA8PD7Olbt261u7mU7H2KwEefz2HXM6ePSsGDBggVCqVGDlypNl9mEoylUolJk6cKM6fP29QX9ZezSHn3lWFPQ1nKUV5Gu7kyZOSxbPGfT4es3LlyhZ7S8Hj3+fjf9dYY986ejrSb69LkkhKSsLly5fNltI6RP1QXFwcpk6dCltb2wLH7OzsMHnyZOzatcsKPbOM//77D2PGjEHz5s2Rl5eHhIQErF27FnXq1LF2157Ivn37cPv2bbRp0wbe3t5YsWJFgZcFlwX//PMP2rRpAwBo1qwZNBoNJk6caJHRGGGlEYiAgADY2dkVqL99+zY+//xztGvXDi1atJAsnjXu8/GY1vquqXTiNFwJtWfPHoSEhODQoUNwcHAwOJaRkYEOHTpg9erV6Nixo5V6+PTkfiXAsmXLDD7LNbWZkZGBuXPnYvny5WjZsiV2795dqn/dHnr++efx/PPPY8mSJdi4cSMiIyMRGhoKnU6HuLg41KpVC5UrV7Z2N59afn6+fqEuAKjV6kIXJj8pa03JPj61aWyx/sqVKyWLFx4ebrHvsKTYtWuXfspPp9Nh9+7dOHXqFAAgPT3dij2jJ8EF3iVU//790bVrV0ycONHo8WXLluGXX34xuyampHt8EeTjUlNTUbNmTckWP9etW7fQNlIvKv3kk0/w8ccfw9XVFXPnzsXLL78s2bVLonPnzkGr1eLLL79Eeno6evTogR9++MHa3Xoqcu9dZS1yLta/fv06srKyDEZVT58+jQULFiArKwsDBgzA8OHDJY35+JYTlStXxp9//qn/e0HKRddyP11IlsdkqYSqU6cOYmNjTW48efbsWfTs2RNXr16VuWfSUalUOH/+vNn9cry8vEr1XyhKpRJ2dnbw8fExuwi4tP+gfVx+fj62bduGyMjIUp8slYS9qyzt0cX6fn5++sX6FSpUsEiyNGzYMLi7u2PhwoUAgLS0NHh5ecHd3R3169fHjz/+CK1WixEjRkgWs7CkV84tJ6j0YbJUQtna2uLUqVNo0KCB0eMXL15E8+bNcffuXZl7Jp3CHqsXQkj6ry9rTG0GBgYWaW1Laf5BS6WfWq3GW2+9hXHjxqFhw4b6ekslS3Xr1kV0dLR+B+sFCxZg9erVOHv2LNRqNRYsWIBvv/0Whw4dkiwm/yzS0+CapRKqZs2aZpOlP//80+TrHkqLX375RdZ4S5YswZgxYwokSgDg6OiIN954A4sWLZI0WYqOjpbsWkSWsm/fPmi1WrRp0waNGzfGiBEjJN9d/lEpKSnw8PDQf96zZw9eeeUV/euW+vfvj4iICEljyvlnce/evUVq16lTJwv3hKTCkaUSasKECYiPj8eRI0cKPC129+5dtGvXDl27di2waJlMKw9Tm0RPIysrS79Y//Dhw8jPz8eiRYswatQoSRfr16hRAz/99JP+CTsXFxd89tlnGDRoEADgwoULaNWqFe7cuSNZzFGjRhXaRqFQQKvVPnWsR0fNTf2I5Zql0oXJUgmVmpqK1q1bQ6VSISQkRL+T9dmzZ7Fy5Urk5+fj+PHjqFGjhpV7WnqUh6lNIqlYcrH+yy+/DBcXF3zxxRfYsmUL/Pz8kJKSgipVqgAAduzYgXfffReJiYmSxAMeJDB16tRBq1atzG4bIMVDM1WrVkXlypURGBiIESNGFHji9qHS/qLwckX2nZ2oyJKSkkTv3r2FUqkUCoVCKBQKoVQqRe/evcWlS5es3b2n9vB+zBWVSiVZvHr16omtW7eaPL558+ZSv9EnkdTy8vLE1q1bRf/+/SW75okTJ4SLi4uwsbERSqVSvP/++wbH/f39xRtvvCFZPCGEePPNN0WVKlVEy5YtxdKlS8WNGzckvf6jcnNzRUxMjOjZs6ews7MTgwYNEjt37rTIRqYkD44slQK3bt3CxYsXIYRAw4YN9f/6Ku2+//57k8cefRVITk6OJPE4tUn0ZDZv3oxZs2bhzz//lOya169fx/79++Hq6gpvb2+DY1999RWio6Px888/SxYPePDE25YtWxAZGYkDBw6gb9++CA4ORs+ePS32yperV68iOjoaa9euRW5uLgICAjBr1iz9+iwqHZgsUYly7tw5TJs2Ddu2bYOfnx9mz54t2Q7XnNokMu2zzz7Tvyz47bffhre3N/bs2YNJkybh/PnzCAgIwKeffipLX06cOIHWrVtbdE3PlStXEB0djXXr1iEvLw+nT5+26EaZly9fRnBwMH799Vdcu3YNzs7OFotF0uPrTqhEkONVIDVq1MCBAwfQrFkzhIWFYeDAgRg4cCCmT5+OZs2aYd++fUyUqFyaN28eJkyYgKSkJPzwww/o1q0b5s6dCz8/PwwZMgT//POPbImSXB4uwhZCWCwpy83Nxfr16+Hj44NmzZrBxcUFO3bsYKJUCnEckKxK7leB1KlTBzt37iyzU5tETyIqKgpffPEFAgIC8Ntvv6Fz5844cOAALl68WGCn8tLs0Wm4ffv24aWXXsKKFSvg6+tbpF23i+rw4cOIiopCTEwMPDw8EBQUhE2bNjFJKsU4DUdWU95eBUJUUtnZ2eH8+fOoVasWAECj0eDAgQP6FwjLzRLTcG+++SZiYmJQq1YtjBo1Cn5+fiafUntaSqUStWvXRkBAgNnvsH///haJT9JjskRWU15fBUJU0iiVSqSmppp8b5rUXnnlFbPH09PT8euvv0qaLD1MYFq1amV2MbcUf9/w3XBlD6fhyGpGjhxpsSdQiKh4PvjgA1SsWBEAcO/ePXz00UcF9gFatGiRJLEK21/I0dERI0eOlCTWQ3L+faPT6WSJQ/LhyBIRUTnXpUuXQhMJhUKBPXv2yNSj8qVv375Ys2ZNqX+FVVnGZImsprCheODBX9CbN2+WoTdERNZRuXJlnDhxAvXq1bN2V8gETsOR1XCrf6KSoV69ejhy5AiqVq1q7a4QlUhMlshqoqKirN0FIgKQlJTExcZEZnBTSiIiIiIzOLJERETYtWtXoVPj3BeIyismS0REhICAALPHuS8QlWechiMiIqSkpECn05ksTJSKbtSoUbh9+3aR20+fPp2vQinhuHUAEVE5p1QqkZKSgurVq1u7K2WCSqVCcnIyv88yhCNLREREEuIYRNnDkSUionJuxIgR8PT0RGxsLO7du4fu3bsjPDwcdnZ21u5aqaRUKnHhwgX9u/ZMcXBwkKlH9LS4wJuIqJzz9PTEzJkz4ePjAzs7OyxduhRpaWmIjIy0dtdKLU9PT5PHhBBcMF/KcGSJiKic8/T0xKRJk/DGG28AAH7++Wf07dsXd+/ehVLJ1RrFpVQqsXnz5kIXbXfu3FmmHtHTYrJERFTOaTQaXLx4EbVq1dLX2dra4uLFi3jmmWes2LPSiQvmyx7+k4GIqJzLy8uDra2tQV2FChVw//59K/Wo7OMUXOnCNUtEROWcEAKBgYHQaDT6upycHIwdOxb29vb6ui1btlije6VOnTp1oFKpjB47f/481qxZgy+//BLJycky94yeFJMlIqJyztju3f7+/lboSdlw+fJlg8/Z2dnYuHEjIiMjcfDgQbRt2xahoaFW6h09Ca5ZIiIisoBDhw5hzZo1+Oabb1C7dm0kJibil19+QceOHa3dNSomrlkiIiKS0MKFC9G0aVO8+uqrqFKlCvbu3YuTJ09CoVCgatWq1u4ePQGOLBEREUlIrVZj6tSpmD17tsHapQoVKuDEiRNo0qSJFXtHT4IjS0RERBL68MMP8c0336Bu3bqYOnUqTp06Ze0u0VNiskRERCShsLAwnD9/Hl9++SVSUlLg7e2NFi1aQAiBW7duWbt79AQ4DUdERGRBt2/fxvr16xEZGYljx46hXbt2ePXVV/lEXCnCZImIiEgmp06dglarxddff420tDRrd4eKiNNwREREEtqzZw+aNGmCzMzMAsdq1aqFXbt2Yf369VboGT0pJktEREQSWrJkCcaMGQMHB4cCxxwdHTF27FisXLnSCj2jJ8VkiYiISEInTpyAr6+vyeM9e/bEsWPHZOwRPS0mS0RERBJKTU1FhQoVTB5Xq9W4du2ajD2ip8VkiYiISEI1a9Y0u7fSn3/+CTc3Nxl7RE+LyRIREZGE+vTpgw8++AA5OTkFjt29exfh4eF46aWXrNAzelLcOoCIiEhCqampaN26NVQqFUJCQtCoUSMAwNmzZ7Fy5Urk5+fj+PHjqFGjhpV7SkXFZImIiEhiV65cwbhx47Br1y48/DGrUCjQq1cvrFy5EnXr1rVyD6k4mCwRERFZyK1bt3Dx4kUIIdCwYUNUqVLF2l2iJ8BkiYiIiMgMLvAmIiIiMoPJEhEREZEZTJaIiIiIzGCyRERERGQGkyUiIiIiM5gsEREREZnBZImIiIjIDCZLRERERGb8Hzq+xyL0KpDeAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Heatmap (without values)\n",
"corr = housing_df.corr()\n",
"sns.heatmap(corr, xticklabels=corr.columns, yticklabels=corr.columns)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot: >"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Change to divergent scale and fix the range\n",
"sns.heatmap(corr, xticklabels=corr.columns, yticklabels=corr.columns, vmin=-1, vmax=1, cmap=\"RdBu\")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot: >"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1100x700 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Include information about values (example demonstrates how to control the size of the plot)\n",
"fig, ax = plt.subplots()\n",
"fig.set_size_inches(11, 7)\n",
"sns.heatmap(corr, annot=True, fmt=\".1f\", cmap=\"RdBu\", center=0, ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## NOX vs LSTAT for Boston Housing\n",
"# Color the points by the value of CAT.MEDV\n",
"housing_df.plot.scatter(x='LSTAT', y='NOX', \n",
" c=['C0' if c == 1 else 'C1' for c in housing_df.CAT_MEDV])\n",
"\n",
"# Plot first the data points for CAT.MEDV of 0 and then of 1\n",
"# Setting color to 'none' gives open circles\n",
"_, ax = plt.subplots()\n",
"for catValue, color in (0, 'C1'), (1, 'C0'):\n",
" subset_df = housing_df[housing_df.CAT_MEDV == catValue]\n",
" ax.scatter(subset_df.LSTAT, subset_df.NOX, color='none', edgecolor=color)\n",
"ax.set_xlabel('LSTAT')\n",
"ax.set_ylabel('NOX')\n",
"ax.legend([\"CAT.MEDV 0\", \"CAT.MEDV 1\"])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Matrix scatterplot\n",
"df = housing_df[['CRIM', 'INDUS', 'LSTAT', 'MEDV']]\n",
"axes = pd.plotting.scatter_matrix(df, alpha=0.5, figsize=(6, 6), diagonal='kde')\n",
"corr = df.corr().to_numpy()\n",
"for i, j in zip(*plt.np.triu_indices_from(axes, k=1)):\n",
" axes[i, j].annotate('%.3f' %corr[i,j], (0.8, 0.8), \n",
" xycoords='axes fraction', ha='center', va='center')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Subplots- scatter plot, regular and log scale\n",
"\n",
"# Avoid the use of scientific notation for the log axis\n",
"plt.rcParams['axes.formatter.min_exponent'] = 4\n",
"\n",
"fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(7, 4))\n",
"# regular scale\n",
"housing_df.plot.scatter(x='CRIM', y='MEDV', ax=axes[0])\n",
"# log scale\n",
"ax = housing_df.plot.scatter(x='CRIM', y='MEDV', logx=True, logy=True, \n",
" ax=axes[1])\n",
"ax.set_yticks([5, 10, 20, 50])\n",
"ax.set_yticklabels([5, 10, 20, 50])\n",
"plt.tight_layout(); plt.show()\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x300 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Subplots - boxplot: regular and log scale\n",
"fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(7, 3))\n",
"# regular scale\n",
"ax = housing_df.boxplot(column='CRIM', by='CAT_MEDV', ax=axes[0])\n",
"ax.set_xlabel('CAT.MEDV'); ax.set_ylabel('CRIM')\n",
"# log scale\n",
"ax = housing_df.boxplot(column='CRIM', by='CAT_MEDV', ax=axes[1])\n",
"ax.set_xlabel('CAT.MEDV'); ax.set_ylabel('CRIM'); ax.set_yscale('log')\n",
"# suppress the title\n",
"axes[0].get_figure().suptitle(''); plt.tight_layout(); plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Ridership (in 000s)')"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Amtrak monthly ridership with a quadratic fit\n",
"\n",
"Amtrak_df = pd.read_csv('Amtrak.csv')\n",
"Amtrak_df['Month'] = pd.to_datetime(Amtrak_df.Month, \n",
" format='%d/%m/%Y')\n",
"Amtrak_df.set_index('Month', inplace=True)\n",
"\n",
"# fit quadratic curve and display \n",
"quadraticFit = np.poly1d(np.polyfit(range(len(Amtrak_df)), \n",
" Amtrak_df.Ridership, 2))\n",
"Amtrak_fit = pd.DataFrame({'fit': [quadraticFit(t) for t in \n",
" range(len(Amtrak_df))]})\n",
"Amtrak_fit.index = Amtrak_df.index\n",
"\n",
"ax = Amtrak_df.plot(ylim=[1300, 2300], legend=False)\n",
"\n",
"Amtrak_fit.plot(ax=ax)\n",
"ax.set_xlabel('Year'); ax.set_ylabel('Ridership (in 000s)') # set x and y-axis label\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.9"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "767d51c1340bd893661ea55ea3124f6de3c7a262a8b4abca0554b478b1e2ff90"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}