You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
442 lines
539 KiB
442 lines
539 KiB
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"___\n",
|
|
"\n",
|
|
"<a href='http://www.pieriandata.com'><img src='../Pierian_Data_Logo.png'/></a>\n",
|
|
"___\n",
|
|
"<center><em>Copyright by Pierian Data Inc.</em></center>\n",
|
|
"<center><em>For more information, visit us at <a href='http://www.pieriandata.com'>www.pieriandata.com</a></em></center>"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Comparison Plots with pairplot() and jointplot()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Imports"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## The Data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"df = pd.read_csv(\"StudentsPerformance.csv\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"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>gender</th>\n",
|
|
" <th>race/ethnicity</th>\n",
|
|
" <th>parental level of education</th>\n",
|
|
" <th>lunch</th>\n",
|
|
" <th>test preparation course</th>\n",
|
|
" <th>math score</th>\n",
|
|
" <th>reading score</th>\n",
|
|
" <th>writing score</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>female</td>\n",
|
|
" <td>group B</td>\n",
|
|
" <td>bachelor's degree</td>\n",
|
|
" <td>standard</td>\n",
|
|
" <td>none</td>\n",
|
|
" <td>72</td>\n",
|
|
" <td>72</td>\n",
|
|
" <td>74</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>female</td>\n",
|
|
" <td>group C</td>\n",
|
|
" <td>some college</td>\n",
|
|
" <td>standard</td>\n",
|
|
" <td>completed</td>\n",
|
|
" <td>69</td>\n",
|
|
" <td>90</td>\n",
|
|
" <td>88</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>female</td>\n",
|
|
" <td>group B</td>\n",
|
|
" <td>master's degree</td>\n",
|
|
" <td>standard</td>\n",
|
|
" <td>none</td>\n",
|
|
" <td>90</td>\n",
|
|
" <td>95</td>\n",
|
|
" <td>93</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>male</td>\n",
|
|
" <td>group A</td>\n",
|
|
" <td>associate's degree</td>\n",
|
|
" <td>free/reduced</td>\n",
|
|
" <td>none</td>\n",
|
|
" <td>47</td>\n",
|
|
" <td>57</td>\n",
|
|
" <td>44</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>male</td>\n",
|
|
" <td>group C</td>\n",
|
|
" <td>some college</td>\n",
|
|
" <td>standard</td>\n",
|
|
" <td>none</td>\n",
|
|
" <td>76</td>\n",
|
|
" <td>78</td>\n",
|
|
" <td>75</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" gender race/ethnicity parental level of education lunch \\\n",
|
|
"0 female group B bachelor's degree standard \n",
|
|
"1 female group C some college standard \n",
|
|
"2 female group B master's degree standard \n",
|
|
"3 male group A associate's degree free/reduced \n",
|
|
"4 male group C some college standard \n",
|
|
"\n",
|
|
" test preparation course math score reading score writing score \n",
|
|
"0 none 72 72 74 \n",
|
|
"1 completed 69 90 88 \n",
|
|
"2 none 90 95 93 \n",
|
|
"3 none 47 57 44 \n",
|
|
"4 none 76 78 75 "
|
|
]
|
|
},
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## jointplot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x1ec7d365b08>"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x432 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.jointplot(x='math score',y='reading score',data=df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x1ec7dde1188>"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAasAAAGoCAYAAAD4hcrDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy86wFpkAAAACXBIWXMAAAsTAAALEwEAmpwYAABnBUlEQVR4nO39d5xk6V3ne35+x4VPV1kmq7qqy7TvVqtNSS3khQAJK7GD8FzhVszc2YFxd0YMOwOzM7NXe+deXpedXRi4AqS9IECAcAKEDDIgoe4udUvtbXV1dXmTPjLMMb/940RkpYmMOFFdmRmZ9Xu/XtVVGXUi4nkiu84vn3Oe5/uIqmKMMcYMMmezG2CMMcb0YsXKGGPMwLNiZYwxZuBZsTLGGDPwrFgZY4wZeN5mN+BVsqmMxpjtRja7AYPIRlbGGGMGnhUrY4wxA2+rXwY05rr3sQdP9nX8Dz9wYJ1aYsz6sWJlzADqtwAZs91ZsTLmOtNPIbRRmBkUds/KGGPMwLNiZYwxZuBZsTLGGDPwrFgZY4wZeDbBwhizJpuMYQaFjayMMcYMPCtWxhhjBp4VK2OMMQPP7lkZs0EslcKYq2fFyhhzTdhkDLOe7DKgMcaYgWcjK2NeBbu0Z8zGsJGVMcaYgWfFyhhjzMCzYmWMMWbgWbEyxhgz8KxYGWOMGXg2G9AYs+H6nUVp67KMjayMMcYMPCtWxhhjBp4VK2OMMQPPipUxxpiBZxMsjFnC4pOMGUw2sjLGGDPwrFgZY4wZeHYZ0Bgz8GyvLGMjK2OMMQPPipUxxpiBZ8XKGGPMwLN7Vmbbs+noxmx9VqyMMduKTcbYnuwyoDHGmIFnxcoYY8zAs2JljDFm4FmxMsYYM/BsgoXZkmyGnzHXFxtZGWOMGXhWrIwxxgw8uwxojDEZ9Hvp2dZwXVtWrIwx1y2797l12GVAY4wxA8+KlTHGmIFnlwHNwLBLMsaYtVixMuvGio8x5lqxy4DGGGMGnhUrY4wxA88uA5q+2KU9Y8xmsGJlrAAZYwbedVms1nMl+nrtUmoFxRhzPRNV3ew2XDUR+RQwfhVPHQcuXePmDJrt3kfr39a23fsHV9/HS6r67mvdmK1uSxerqyUix1T16Ga3Yz1t9z5a/7a27d4/uD76uJFsNqAxxpiBZ8XKGGPMwLtei9VvbHYDNsB276P1b2vb7v2D66OPG+a6vGdljDFma7leR1bGGGO2ECtWxhhjBp4VK2OMMQPPipUxxpiBt6WL1bvf/W4F7Jf9sl/2azv9ymQbn/862tLF6tKl7Z7WYowxnV1v578tXayMMcZcH6xYGWOMGXhWrIwxxgw8K1bGGGMGnhUrY8yWlqjST2ycqpIk2Y9vP6evNvX5+qa363KnYGPM1qeqvDwd8qWXq7gCbztU5oYhv+tzzs1H/PnTs0zWYr71SJl79+ZxRNY8vhknvHi5yaVazN6Kx8GRANdZ+/gwVv7+5QW+8soCh0Z8vvPWCsN596r7aK6wYmWM2XJm6jFfOlHl4kJElKSPffqFOfZWfN58Y4lysPyiUT1M+OzxKo+fry8e/5kX53nodI333FZh74oip6qcng15eSakPag6Nx9xoRpx01iO8aKLrChyz11q8Mln52jGSqLw0nTIrz40yZsOFHnjgSJelyJnetvSqetHjx7VY8eObXYzjDEbJIqVr52p8cSFOomuXkEqgOvAPXsKvHZPHkfgG+fqfPqFKrHqYqFaynPg9p05vu1ImWLgMFOPee5yY7HorOQIlHyHW8ZzFH2HqVrMJ5+d4/RsSNjh9X0H8p7Dd99W4chYkKWbmaraNj7/dey/jayMMVvC2bmQz7w4T5Qo8Ro/YysQJfD1czUeP1+j2lRmG0nHItIWJfDUhQbPXWry1oMFYqVjkWpLFOaaCY+erXF5IebJCw3iZO3ohTCBsJnwh0/MsH/Y5313DhN4Nsrql02wMMZsCd84V6cedR4drRQlMFVLmKx1L1RtsYLvQiPqPJrqJFF47FyDqEuhWipM4JWZkFOzYbY3MMusW7ESkd8SkQsi8sSSx8ZE5DMi8nzr99Elf/fzIvKCiDwrIu9ar3YZY8xa1vumSLfJHKa79RxZfQR494rHPgh8TlVvBj7X+hoRuQP4QeDO1nN+VURsCo0xxhhgHYuVqn4JmFzx8HuAj7b+/FHgvUse/31VbajqS8ALwOvXq23GGGO2lo2eYLFbVc8CqOpZEdnVenwf8NUlx51qPbaKiHwA+ADAgQMH1rGpxhgzWJae/8b37ONjD57M/NwffmBrny8HZYJFpwu5HS8fq+pvqOpRVT26c+fOdW6WMcYMjqXnv8rI2GY3Z0NtdLE6LyITAK3fL7QePwXsX3LcDcCZDW6bMeZV6HfN5kas8ex3OoNNfxhcG12s/hx4f+vP7wf+bMnjPygiORE5BNwMPLTBbTPGXIU4UWbqMZdrMfPNuGcRSlQ5Px/yzKUmr8yEhGstmmpRVWphzH0Teb71SInRfO/T1nDO4a0HS3zXrWVuGOp9t2O04PB9dw7xloMl9g/5PYtWospcI+b2nQH7hzzcDFVOgFiVcm5QLmhtLet2z0pEfg94OzAuIqeAXwQ+BHxcRH4KOAm8D0BVnxSRjwNPARHwT1U1Xq+2GWNevbSIJCxEV4pNPVIaUUw5cAhcWRZJpKrMNRPOzUWLa5nmmwkvTjYZL7rs6BBhFCVpUYgVHEcoBw5vOVjizGzIY+fTlImlAle4aSxgJO8uZvgd3Vfglh0xD5+pM9dYvujKc+BtNxZ53Q1FXCedWr5/2Gei4vHc5SbT9eWnIVWlHinVZvq+IsJQ3qUcOJyrRkzVOi/q8h3YVfb4nlsrjJcsi+FqrNunpqo/tMZfvXON4/8L8F/Wqz3GmGunGSfMN5OOC2iVNOHBc6AcuHiO0IgSzs5F1CNddTNagUsLMVP1mImKTzlwSFSpNhMaK4qRiOAJ3DDss7fi8/iFOi9NhQiwr+JxYCTAEZYVPc8RRgsu33K4xEtTTZ64kC7kvXU84DtvqZBzBW/J0Mh1BNcR7tiZY7YR8/zlJo1YCWNlvpl0TKtwHGGi7DFeUE7NRtRaBdxzwHeE77ilwu07g1XF2GRnJd4Yk5lqO76o9/2mKIHpekwjSphrrC5Sy163dfypmZBKIOT87pfKHBEcF16zO8/h0YD5RoLnCM4aYbEigitweDTg0KjPjqLHjqJH0OX6nesIw3mX+ybyfPnkAtP17lEYIkLgCQdHfeYbCWfnI+7fm+ftB8sWr3QNWLEyxmQWJWQqVEvNNvrYawq6bsGxkucIjkDgZbsPlF5KdNlV8jK9jyNCqMrkGpf31nrOUN7lm4+UODCcKbjWZGB3+owxfVn3MUKfb3A17el7lmCfT/AcGLV9rK4pK1bGGGMGnhUrY4wxA8+KlTHGmIFnxcoYY8zAs9mAxpjrzvoHPQ2OrR5g22YjK2NMH9L1Ullj/VS1r5l3qkoUK3Ef0+MV+jo+ShSR7NmEjqS/+ulHnMD5+WhVwoa5elasjDE9qSqJKpdrCZcXYsJEe57s29FEWU/XcZIuOP78S1WeOF8nStL3XEsYK9P1mE88NcffvDDPQjPJVLTqkXJiKqQedX991bSPYZJGNo2XXHotzRKgHDgcGQsIEzg+2eRCNer6PiYbuwxojOkqUWW+kXBuPqI9UJipJwQuVAIHWRFvpKpESRq5FGdYS5uoEiXK85ebTNbSLL4Xp0JOzUbcsyfP7oqHt6RKJK3X/+JLVR46XVuMfPrdx6a5byLPa/cUcJzuW8g3YuXEdMhQzmFP2UNk+fHaatNcK1IqcIXbd+aYrcc8eymNX1paFwVwHdhb8SkFV8YACkwuxEzXYiYqHpWcrb26WlasjDGrqGorAkk5syTrbqlmDJdrCUVfKPqt5wHzTaXR4fhO75EonJkLOTkTrsoZbMTKg6drjBVcju7Lk/ccVNPRyl89P898c3kljBUePlPnmUtN3naoyJ6yv6zIdTLbSJhvNtlZdBkpuMhiH5KOl/CG8mlbzsxFvDQVLl4OXSuIt/2ZxAqnZyMKfswNQ35fKR0mZcXKGLPKQjNhtpEw3eg9NFoI08t9OVf6uux3YrrJpYWYeo/CNlmL+cwLVUq+cHY+5uRM2PX4uWbCJ5+d500Hity5M7dmXmBbonC+GjPXTBgruKvCc1cSEfYN+ewseRyfbDKUc/Ez7BGiQK31WZUCK1b9smJljFklVphtZs/DS5SOo69uzs1HRBnfQoGnLzX6yhmcrsd9zYpoxko9SjInoweusKPY3ynUQtevnk2wMMYYM/CsWBljjBl4VqyMMcYMPCtWxhhjBp4VK2OuA+0Frv3ody5A2GdaQz+pE1ern8W4qtlTLczGs9mAxmxj7W3oz81HOAITFZ9y0Ptn1HLO4aZcwPn5qOd27pO1mD94fJpnLzV5y41FvvPWCvkuO/fWo4S/em6OL51YYHfZ5d6JwrKFtJ36UAuVwHUYzcNcM+45i7DkC6rKQ6dqHBkL2FXyes7yixUu15Sin64d63Z8orpqnVcWqunGjKZ/VqyM2abqUcLZuYhGa+1TonBqJqToCxMVv+vaoHaaw+6yx1hBOTMXrVoPFcXKZ4/P89kX50k0nV7+D68scOxMjffdOcy9E/lVyRaPnq3zh0/OEMZpmy5UYz79wjy3jgfcOp5btVg2jNNimyZhCK4DwzmXME7TJVaOgzwH9g15FH0HESFWeGGyyZm5kFt25LsWxbaFMC2OlZxDzlvennaEVLWZfT1Z2nLIe8Leikdg1eqqyFYe9h49elSPHTu22c0wZqDEiXKhGjFTX30ybxNgRyt1oVssEVxJs5hrJJxvRS49fbHO7z02Qy1KaMarnxO4wp6yxw/fPcxExefcXMjHHpvh7Brhrp4DniPcvzfPRMVfjHiqRd3btRAm1KI0LHe86Lby+zr3xxHYXfI4OBr0TLZo8x2o5BxcR9IC2Ujo52qntN53T8VrRVNlet9MBx2+/W79zx/5ZPbG9DBA6ewd+28jK2O2kflGzOm5KL3/0uU4BS4vxFSbMQdGgq4FS0QQYCjn4Dse//fPXeDZSw3CLlfBmrHyykzI//blS0xUPM7OpQuA12pTlKTRTg+eqnHjcMS+oaBnX0WEUuBSDpTRgovn0OPSHZyvRkzWIu6dKOC7vUc4YQKTtQRX6KtItY0VHMZLXs8fCExvVqyM2UYu1+JVGXtrUaDgu5knUogIJ6ZDXphsdi1US18/TODkTJfh0QpRAiMFr69LbKXAyRR3BGnBKgUubp/F42oK1f4hj7IF114zdvHUGNOXjHXhqm3EGGS9b344QuYCarKxYmWMMWbgWbEyxhgz8KxYGWOMGXhWrIwxxgw8K1bGDLCtvA7yepZGN212K7YXK1bGDKh2ocpasFQV35G+ClwjTjJPdYd0mngz1swz9tprb7Pu4u4IVMOkrxmB/UYMtncCzvo5Ja1cxX4+VwXOzoUdF0Cbq2PFypgB0z4xNmJlshazECY9T5ZxkmbVnZ0PmW8mrQDXtY9XVaJYefpCg797eYH5RkzU5awfJUo9TPj88SpDgUPg9p5iLkDehdG8kHevPLYW14GdJZcbhz1KQboQuevxkkYY3TIesH/Yx3O6F8X2X1WbCY+erTHfTLqG6aoqcaKcng156PQCF6tR6/hsBagew/HJJhfmw74CdU1ntijYmAGiqsQK80vCWmuR0ohjyoGDvyKlIUm0lX/X4NLCldyjZi2m5DvkPFbl87XTKy4vxChQDWM+82KVQ6M+d+3O48iVbEBVpRkrj5yp8f/7+jSzjQTHEYZyLo34Spjr0nO+kMYnlQNnMdbICyDnpcevTLJYGbXUVvDTeKNGtPx4p/UmB0d99g1dSYc4MhYs69eqz3bJn2uR8vVzdcaLLjeN5XAdlqVMtIv/c5cbi5mIz15uUp6LuHU8R85lVY5hJ0qagDFdbzJR8Shnj1wyK1ixMmaTLV7uI/2pv9Hh0lGiMNtI8B2hknNaz4Nz8yEvT4erEhYUmA/TbL1KzsWV9LGFMFmMPlp5/PGpkNOzEa/dk2dPxSNOlKlazK89NMkLk81Vbcq5QpB3qEVKNbxyabAcCDl3dWq55wjDOadV5BSRtLDdsqNziK0jwnDepRkrs/UkvQckaabhzTsCAnf18TtLHiN5l3NzIdWwd9jspYWYydoCB4d99lR8BIhUef5yk8na6tDD+WbC187U2FP2ODQa4Er3iKf2ZxsrnJ6NyHvC/mE/U6Ezy1mxMmYAVMNkMR29mzBJLw3O1mMmazG1qPszYoXpekycpGnhC2H34xux8tDpGlGcMFWL+buXF7q2SUQo+kLOTUdgOU965gzmPSFwlb1DPjcM+T2T0ANX2FF0KPkOIwWX4Xz3CCPfFfaPBJydC3tubwLpDwLHp0POzkcM510uVKOe98HOzUdcWoh44IZi5vtrCtSj9PtQCqxY9cuKlTEDYOX2G71cqEaZ8vnaFsKEevaIPs7NRzxyppY5lsh1hEIfowVHhMOjQeZIIhFhvORSCrJn7eU8B2Ht5PmVapFSm+8vx7Bfg3wF8GMPnlzz7wYhkd0mWBhjjBl4VqyMMcYMPCtWxhhjBp4VK2OMMQPPipUxW1C/a0wT1b4Wpm5EzFO3RcidNOOEpI/nxElCFPc3C6LfGeUDPF9i27HZgMZsonTx6er1PGtJVLlUjcg6eVBVeXk65Ovn6jgCt+zIsaPY/Z/9dD3m1FzEUN5loZn0nB7vSLrlvesIzViZb3SfgZeoUgsT/vK5eXaVXO7bW6DcZfp6oso3Ts3y9y9OMpz3+IkH9nLLrmLXNn3jlSk+/MUXqIcx73zNfu4+sKPreqiiL9yyI0cpcDg9G3JyJuw6fT1whdfuybGzlK4Dm29qptgn1XQRtOmfFStjNoG2TtgLGauOaitOaa73GqC26XrMsdO1xdQIgKcvNhjKhdyyI0feX37WbEYJL0w2uVyLSTSdLl7KuRR8ZbYRd5yqXfKFvH8llSFdQyXMN9N1Yyv7UG8vIG7VjUsLMZ95YZ6bdwTcvnP1wuAz03U+9dQFqs2YMFYuVUN+5YsnuWuizA/dv5uRgr/s+ItzdX77717k+fNzNFoN/uxjr3DsxQt8530H2TOyvMi5AgdHAnaXPZzWAt99Qz67yx4vXE4/i5UOjfq8Zlcep5UmErgwVhCqTV2zsAtQ8IWJir9qMbPJxoqVMRusGSet/L6sxytnZ0NqGRYNt49//Hydkx2SLdJFwgkPn6mxf8jnwLCPCJyeDXlpOgSFlTXJcdIkiTBO44+UdOFtJeesWgCspCfwSs6l6Cuz9ZhY00t+S6OW2lcZ25/BC5NNXpoKuX9fnr0Vn4VmzOefu8SLFxdWXS5sxspjZ+Z44uw833PXTt556xhJonzy66f4q8fOELcy/a4cn3Bxtsb/+aVnuHP/GO+48wYKgcfOosuRDlFLjqQF99bxHNVmwrOtyKXRgsvRvXkK/pUYKbiSYFEK0oI010gW18AJ6chzouJRyWVfI2ZWs2JlzAZRTU/2zT7uu1yqRlxaI+uuk7OzIQ+drpEoqwrVYjtIi8Wp2ZAzcyEiQpx0v4wlIgSeMOYKibI4CunGdYSRgsvZuZDZRvdCGyUQoTx0qoZGM5y6NIeiay68TR9X/uLJi3z66QvUq3M0o4TmGveolLRgPnlqktOX5vnlH7yX0WL32CO3FW1130QBz4HRgtu13yKCKzCcT5Pp5xrKWNFlvOh2TfUw2VixMmaDJEpfhQrgci17oQJ4frKZOdkiXixo2d+hfULu5/iZRvbXjxI4N1klzPg5NSKl2lggbmZLnohi5abd5TQvMcNsChHBE9hRzB5AKyLkPGGs4FDw7QbVtWKfpDHXuX5/5l/vMcJGtGcjNuzIGiVlsrFiZYwxZuDZZUBjjDFddQu5XWm9Qm9tZGWMMWbgWbEyxhgz8KxYGXOd24jJBv0YtPaYwWDFypgN0/9p2Hck+060qpQCp+9cv37mrMVRSJwkoNnmx2uSpFu/ZzxeUFzHQfr4rBw32zT0ttlac9mi3l60/avPz9V2rr+2bIKFMeusfZLrdzdggIOjPpcXYi73WBjcjBPOzoZ8+rkZEuDIWAHPhbVKkSNp1NDeIR9H4MxsRNhtYXASE0YRj3zp05x5+QXe8M7vZue+G/F8f40nKHGc8PKpMzz7wsuM79nH0PgeHEfWbJMmMQvzs8ycehH8Av7wTlxHSNY4PnCFobzH992zn3qzyce/epxqM6K5xkrinOcQeA4//Pr97Cy5zDWVOMn2I8TkQkI5EHJe78XQgSuUg9XpHubVsWJlzDpSVZqxUg2zxyst5Yiws+Qxkk+TIBbC5UkQUaI0ooQ/fHyax87VFh+fWpjj4GiOXeWgVSBS7T+NF112LElWODLmM1WLOV+NV0QuKVEUceqFp3jo85+iWU/f43N/8jvsOXCYN77rveQLBRz3StGK45i5+SrHHnuaueoCAOdeOcHkhfPsPXQTuUIRcZZED2lCFIacOfECC3Mz6WNhk6g+R35kF06+DHLlIpDXikd61+3jPHBwpNWHAh/87tfyxWfO8pknzpBoQjvMwhHwXYf3vHaCf/L2w5Rz6WlvJK80YxYjpLpRYK6V/VfJOelocUUxcgQqgWvrq9aJbMRWAOvl6NGjeuzYsc1uhjHLtP9NJQrzzSRzGkMWaZhtSDNWokT5ystVPvXcLM01spUKvsMt4wWKQZqKXgocJsremifUKFHOz0fM1GOiKKI6N8OX//oTXD5/puPxjuNy5+vexJ2vewuO4xAlCY8+8Sxnzl9csw+VkR3sufEwjuOiKFPnTnPp3Ok1L7M5fo782ASO5+O6DnfuKfMdd+5cLDorTS80+MTDJ3j+3CyuA4fGS/yH77qdIztLHY9XVarNhFq2EAwAcp5QDmSx2Bd9oeBlT7noIdOLHL79bv3PH/nktXi/a+oaTF3v2H8bWRlzjUVJmi7eWCuc71UoBw5HxgJ+5SsXefRMjYvV7mfYWpjwjbNV3nywzIHhgFKXrTgAPCdNHb98+iUe/tqjvPjUN7req0mSmMcf/BLHn32Sg6/7Vl45e4E47r7lydz0ZeZnpxge28n8zBRR2Ox6fBI2WDh/gnd902u568A4+0cLXY8fKeb4ybfdyvRclbKvvOPWnV2LiIhQzrl4TsJcM3vMUzNSbhzxyHl2yW8jWLEy5hpTWJdC1eaI8MS53oVq+XPoWaiWCeucevHpzJMKFubnOHHyFDjZksU1SZi+dD57e4BDo7mehWqpO/YOc3jMzzzacR1ByJZsD+n3OX/tRlOmB5sNaIwxZuBtSrESkX8hIk+KyBMi8nsikheRMRH5jIg83/p9dDPaZowxZvBseLESkX3AzwJHVfUuwAV+EPgg8DlVvRn4XOtrY4wxZtMuA3pAQUQ8oAicAd4DfLT19x8F3rs5TTPGGDNoNrxYqepp4H8FTgJngRlV/TSwW1XPto45C+za6LYZcy1czXKQsM8JGf2+RRRFRD1m6S2VqC5b25RNnxMN+nz9fucxJCu2t8/0Hv29hdlAGz4bsHUv6j3AIWAa+EMR+dE+nv8B4AMABw6sTxS9MVcrjJVqmP0EuRAmfP1snXPzEfsqHq+dyJP31j6J16OEP35ylrq6DBeE+UbU9YSsqlTPvMgffvERcoHP937Ht3DbzYe7tunEuct84dlLOAfux790gvDyabrlPEiuROmm1yOlMSRqENfmux6POORHdiKFIQjr1CfPoXG45uGOCG97zUFu2jfeet3eJaUZJzx9MeKZSw1esyvHwdGg56w9z4GxokMt7P09dAX2lNPTp6pu2IzApee/8T37NuQ9B8WGLwoWkfcB71bVn2p9/T8AbwDeCbxdVc+KyATwBVW9tdtr2aJgMyiS1sLSrFPWE1Wev9zgmYtNEr1yCnYE7tiV48hYsGztjqry8Ok6v/m1KRqxLi4CVlXCOGahsTqOqTE7yeTTXyGqVUnidJp74HvcsHcP7/n2b2HH6Miy4+cW6nzqwac4fuYSYSv+QUhIwib108+Q1GaWv4HjUrjhDrzdN+E4DorgCCRJQlKfR8PGqn67xSGC4Z24jkNCmnuYaEJSnaYxe3nVkPHwxBg/8o57GCrm8L3e0+LjRJlvxkRLYpRcgWLgcHRvgdFC79dQTaevzzUSmh0Go6N5h11lD6F39NJVskXBHWzGOquTwBtEpAjUSIvUMaAKvB/4UOv3P9uEthnTF1WlHiV9jaYuzEd87UyNZqwsrW0KxApPXWhwfLLJ/XsLjJc8zs6F/PrDU7w8Ha4qhiJCzvPwXZeFVi5eHDaYfeFR5s6dQJPlZ9tmGHHildP8tw//Dm88eg9vf/MDuK7LQ0+d4EvfeGHVpTPFQfw8hQOvIalNUz/zHBo18Ub3Ujh0P67vk+AsFoZEAXFwCxXIFYkW5iCJED9HfmwPjuuj4izGOSkg4uCXR3GKwzSnzhPX5xkq5njfW17Drft3EmQoUqrKQphQ65C/GGtaeL54osoNQx6v2Z0n12X0KpIW0aGcQ5Skz40VCp6wd8jDE7FFwJtgw4uVqj4oIn8EPAJEwKPAbwBl4OMi8lOkBe19G902Y/oRJ8psIybr7aZEla++ki7m7facWKEaKl8+ucDL0yFfO1MjVtbMFkxP+EIp59G8fJIzj34J0RhNOge6JomSJBFf/drXOfbEsxR3H6QZJYujqY4cF7e0g8KRB3ByeZxcGRyXtZ6hCDgebmkELwhwc0UQZ82LgwmCOC65sT3cM1HgPffsw3fdZbmGawnj9PvQS6Jwajbi0kKVbz5cInC73zMTEXwXRgsOBd+h6FtSxWbalAQLVf1F4BdXPNwgHWUZsyWEiWYuVAALofYsVEvFCsfO1FgjRLwDYfLEUyRd7v8s1Qwj4pyP1sNMqQ0KiB/g5Ieyz3YQwcmV+jje4W237SHnZz81NeLeQbRticJwzsXto+g4IpR8S6rYbJZgYcwGWu/z3UbsobTufVjflwdsg8etyIqVMcaYgWfFyhhjzMCzYmWMMWbgWbEyxhgz8KxYGbONbIeJA9uhD+bas2JlzFXq9x9Pex1q1sl0qkrJd7LP8NMEvzgESfYMQI2aqGaeG49EIUmSIBlLiuemGxp6GTvhCpyfa/aVr5imYGQ/vh4lCNkzHBUroIPAdgo2pk/tOJ5OaQndjp+uJxwaDbgwHzHb6L42KE6UC9WIvAdRIiy0EjLWXFTbrDF34gle/t1fIPYKDN33Xbh+jmSNsFjHEbS1EDdamMErDCGtyKSOx6PEcUTt5ccIZy8ydMdbcUf3gdv5FCKSrk+6/YZxXnPjbp4+N8ez5+dQ1TUXN/uucNN4kQOj+UxrmqJEmWsk/O3xeRR4/b4COU9w1yiMjqSFrRg4HJ9qsrfiU/DpudC36IkF3PbhYw+e7Ps5WSKarFgZk1H7J/G1Yn06SVSZbyacm0sXA3uOsHfIZzRMODMXESXLT95JotSihKcvNqk2E0Ao+kLOTcNVm/GKbdejBs2FOZ76rZ/n4tc/u/jwpfMvUrnzHeQO3ZdGHLUed0TSUYhfxAlaRSGJiapTOH4OJ1fGcWRZmzSJaU6eonriG9BacDzz6F/jje6lfNc7cIMiumQ7e9912FEp8KY7DjBczAFw74FRjuwq89Dxy1yuNomWvEHgCsXA5R/ds4cj48VMn2mUKP9wssbTl67kD/718/PcvCPgjl05XJFl68EEGMk57Cx7OCJECZycCSkHDhMVD1dW5/z5jlAOnDWLn9lYVqyM6aFdpMIkLTy9dp1oj6SiRDkzG3UsbAXf4fCoz3Q95kI1Jm6lYTx/ucmF+WjV8a4jDOWEZpy2IY4i4jjilc/8Ni/+6a+QrAyNjUPmHvs0C8ePMfy69+IO7wbHQ/wANyghzuoRVxI2SMImXqEMbgCaoI0q8y88RLIws+r4aOoM03//exRuvJv84fvx/ADfdXjT7fs5sHN41cl/KO/zztt3c2qqxkMvXU4zCAW++ZYdvOnwaM+ioJp+Rscnm3z55MKqnEQFnrvc5OWZkPsm8uwpe3iOkPeEiYrXMQ9wvpnwwuUm40WXsaKLI2kYbzlwesYxmY1lxcqYHhqx0oiUMOPeSLVQma7HzDS63wsSEUYLHiXf4a+em+fiQkS3eD5IRyGjeYcHP/pfOfvwp6hd7H7JJZ6fZPLzv8XoO36S3L47EM/v0Xolqs0RL8ySzF2iefmVHocn1E58HXf+HG/8gf+Rm/eN43U5yYsI+8eKTAznaTQb3LqrxHChV5tSj56tc3yqyaWF7vfkGpHyD6/UeNOBAkf3FqjkukclKXBxIaYRKzfvCCh4Fq00iKxYGdNDomQuVJCe/Oaa2SctuI5wfj7KfBNfRLj06Gd6FqplmgsZCtUVGtZJZs5lf/2wzk17RroWqqU81+Gu/cN9XWI7X416FqqlGrFSCrIXnjiBwLVCNahsnGuMMWbgWbEyxhgz8KxYGWOMGXhWrIwxxgw8K1bmupOo9pWQ0M+x7ddvZN8xEYBmrdrX8bhBf8evsTi4K6e/+VeNZrZNH9v6/T74jvS1X5cr/e/v1U8ShtlYNhvQXDdUdXFBryNQCVx8t8uUZk0X4WZdAAxwYqrJ73x9msu1mLv35Ll/b6Hre1y4dIn/z6//No984wkmbr6LO9/5feTLw2seH4Uhxx8/Ru5172PH7ZeYefhPiaa7zNoToXjLG8kdui9zH8T1yU/cgu69lebpp6mffQ66nMSdfBnnwH38/qe/ws03TvDAXbeQz61dTAUYygkzjQTfgVLg9oxjGiu4/JPXjzHfTPjYY9M8e6nZ9fg37i/yr960g4Lv8NJUk3Md1q4tlfOE3WWX2UZC3lPbwn4ASb8/NQ6So0eP6rFjxza7GWYLaMYJcx0ijgJHKOdWn5jSKJ848xb0842YP35qlsfP1QlbgyrPSUcDbz1U4uCIv2xKdBiG/NGffpI/+rO/JI5jojjGdV0Ql1ve+G4O3f82HPdKKoSqcv6V4zxz7MtoEhNF6clX45Dw9NPMfuNv0LC+rE3++AFG3/pjuKVRcNNp69L6T8d/9uLgF8qo67ePRDQmCZtUX3yYePbi8uMdl+L+O/F2HcZxXBTwHAdxhAfuuoXbDu1bNQ284AnlnKz6vPNe563ji76wt+LhOlee04wTXpxs8vuPzzBdXz6C3Vvx+NdvGuemHQH51iLgOFEasfLcpcaqJQWOwO6Sx1DeQbiSYiG0FwbLZkxlz/SGh2+/W//zRz653m3ZECviljr234qV2dbiRJlvxosFZC1FXyh4Dkoap1TvI07p719e4C+emVtMoVjJc2BnyePth0oM512+9vXH+JVf+zALCwvUG6tHCJ4fEBTK3P3uH2L8wM3Mz0zx9ENfZH5marFILeWgxGGT+cc/Tf3E15FcidE3/COC/Xd3XFslpGvB2r8DuLkC4hcRWSOiNomJ5y5SPf4I2qzhje2jeOg+XM8j6XA3wfdcyoU8bzt6JztHh/EcGM47q2KQlrYJrhQI3xUmyh7FoPMIJ0mUSJXPvjjPZ49X8UT4sXtGeM9tlfRy4YqRWjuT8PJCxItTTaIEhnMOu8temhm4RkHyHChnGPldY1asOrBiZbatWhhTDftL74bsCduTtZhfffAyM/WYZo+1qgKQxDzzV7/FyZeep9GhSK3kej7lG26lqQ6aJL3v7yQRGkd4Qztxfb9jEVnKESERB684hCMuve6yCUoSx2jUwPHzsCQPcM0+uA7f/477OTwxlmmEIsBE2ePQWLBspLOWMFZE4MYRn7wnPSOSElXiRLm8EOM4vUNs20ZyTuYFz9eAFasO7J6V2bb6udcE/W8D8cLlBtP1mDBDqIIC1dkpjr/wHHGUbSJCHIXUmhGSoSgA4Hj4lR3g+j0LD6QnbvECJEOhAtKUdtfDcb3Mn1UcJ5kLVfoesKfiZS4ivivsLLoM5bJ9Ro4IoSpel/uIKwlYmO2rlCVVvRebDWjMq9Dv5hHS56y8fl9/QyYFrPNb9NsFmwdxfbBiZYwxZuBZsTLGGDPwrFgZY4wZeFasjDHGDDwrVsYMtPWd0WjMVmHFymxb7jpPExsvuqhq5slxQb4IjoPrZVsx4ggkYR3RbBsOOiLEUdRX4oKgfRc41eyZe77rMFOtZ84AFGC+2V+LmlF/GYP9TkNX7IeAQWDFymxbQzmHkp/txOQ5MJJ3Gco5PU/E2lpYOlb0+OmjY9ww5OF3+Zckrec0nDyv/ZF/x46b78PpsmtvuoA4IZo+x8xXPsbCiw+jcdi1KIrj4g+NU77l9eT33oq4Pm6XRayu65IrlLjxrvs5ePtryReLuM7axzsiIILky0hpDPFyXVqTHu86DodvvIFX5pRLC3HPkFhXYKLicWjEoxz0nrQvQM4VRgtuXwXac4TRvNv1e7ZU0et3AYFZD5ZgYba9RJVqM6HRIQupUwacqlILExZWLCpO/6koC2H668rjyrOXGvzVc3OEsS6LdlJVwkSZbSwfwVQvnuKlv/196rOXicMraRaiCdqsUTv9NNpcuPJ4UKRy59txR/aBe2Vk5rou6ngUD91DMLL7yvsmMeHlU9Qnz6ajp9a/c9dxUBF2H7yNsX2HkFaBUlVmLl/kwqmXEE2IE138fBRwgzyaKy1bJ6ZRE63PI5osK0Se6zA6PMQ9d91GuVhYfNx34IYhj/yKkFhX0iDZo3sLjJeu9K39fauvSJhKky1gV8llJN9foVqpGSfMNxOSDqdB3xHKgbMZC4K3XYJFn4uCLW7JXN/COM0JbNesvCdd07XTXMGEMElP9mEMc2uc2Nqv/6UTVR4+vUCUpCfbmUbCWruFqCZcfOZhTn75z0iaDZI4onn++dWBsUt4IxOU73onTr6COi7FiSPkJm5eM+UiadZonHuRqD6PIAyN72bPTXfhBfnOfY4iLp95malLF4B0xEa+gridL12qKjRrJI0qruvguS733nUbE7vG1+xDOXDYN+Qtbvlx+64cN40Fa34fokSZqyeL37fhvMOuknfNisjSNH5IL3GmP8Bs2oUnK1YdWNySuW74rjCSd2nGiutIz3BS1xGG8y6XqhEz9aRnGK7vCu88Uma04PBHT872zCUUcdh1+wOMHLiNr37oR4jnLkHS/f5UNH2W6S9/jL0//CGCPUdwc8WuxztBgfz+OynSoFQsUhwe63q863nsOnAEr1hh8uJFEtfvOnIREcgVKZRK3DoxyoG9u9P0+C7mmwnPXWryA68Z4oYhn0KP63GeI4wU0hDcYuAspqlfKyJCKXDJe+koOLc5SeumBytW5roiIuS8/k9EvQrVUpWcu+boqxMvV0xHU5rxTTTBHx7vWajaRITS8DjFQufRVCd+roCby6NxtjY5jsuBvXu63idbSiFToWpLC4pD7hoXqqVcRywDcIDZBAtjjDEDz4qVMcaYdfWxB0/ysQdPvqrXyFSsROTNIvITrT/vFJFDr+pdjTHGmD70LFYi8ovAvwV+vvWQD/zOejbKGGOMWSrLyOp7ge8BqgCqegaorGejzPUr3X68v+UUUdJfgkHc5/G1Zkyt11bASySJkvQzwwIoDHWfpbdSXJtFe8wcXN6mhCTJPktEkwTt43hIF+j2o9/vg2p/x5vtJctswKaqqogogIiU1rlN5joVJcpcI10HlXPT2V/dNhMMY+XcfMR8M6HgCXsrHkGX2WKJKpeqEZO1BM+BiYpPKVj7eFXlE4+e4Zf+8lniBH76LYd51117urbp2Yt1/vtDF7m8EFPwHXK+13UatO/A3h0F7vjVz3Lq8a/wt7/xH6lOnl/zeADHcTj1kX9JsGMfO7/rX5Hfe2vXPiTNBufmpxERdu3aRblc7tqm+Zkpzp94gTgKcXJFCIpdj983WuBn3nYzN46XODUb8ujZBs0OC7DbAle4ZyLHK7MR+db3Lcssv/lQqYYxldymroEym6TnomAR+dfAzcC3Av8z8JPAx1T1v61/87qzRcHbw1oJEwIUfSHvOctOlqrKZC3mYjVelgohwGjBYWdp+bboquni3rNzEYleyXkToBQ47Cl7+CtGBU+dneN/+uMnOHG5xkJr3/q877C7kudfftut3Lx7+cWF6XrE//nIJN84V1s8UTuSvlcx8PDd5X0QYGfRZbToXmlrEhOFTR750w/zyF/8Nkm8IrqhxXUc4taoR7yAodvfzOg7P4BbHF7+ucYRcb0KemUhs+MIuSDHrt27CYJg2fHNRp0LJ4+zMD+7OApzRNLt7AsVxFt+fN53+P7X3chbb9212L80igoeP1/nxalwVdsPj/rcvTuP67D4eQgwkk+/b1mnjvsOlAN3u04133aLgtsyLg7uP8FC0v+bbgBuA76t9SJ/o6qf6b+Z154Vq61NValHCQth9zBVV9K1S54jVJsJZ+dCoqRzuKiQFok9FY9K4BAmcHY2pBat/R5CGkq7o+gyV4/40N88z598/SyNKOn4nMBzeOvNO/nptxymlPP49POzfOLJaWLVjmkVIunC1kLg4ToO5cBhouKtuSg5DhvU56b53H//95x6/Kut17gSBbXq8/EC1HEZ++afYuiedwNC0qwRLYlxWtlfRBgZHmJsR5o0MXXuFJfOn0HWugwrguv5aK6MOC5vODLO+990mJzn4HUY5cRJGln10Ok6k7WYsYLL6/blKfqd44vaEUp7yh5DOSfzotxCK4Vkmy3itWLV6cEMI6uvqer9V9GudWfFautKVJmpX4k+6kVVqTaVepeis5SQFrlYOxe1Tsc/dmqK//TJpwhjpbFWRlKL7wq+57NnYoJGTMfcwZWvD3DXRJFS4Ha9lNgWNep87td+gRcf/MziqKUbN8hTvOPtDL/lx3BEei5Mdh0hiWO0NgsaE/dYAOyIEHguv/ADb+GGHSUCr3tSBaRFayFM1ixSKwmwo+gyXsye+ec7MJR7dRmBA8aKVQdZLvx+VURe11eLjOkhSjRzoYK04HQbHXU6PspYqNrH/82T55lvxD0LFaT3y2LHZ26NgNxOrx94QsnPVqgAvFyek9/4cvr8DBML4madwuHXAb0LFaSFJG7WSaKwZ6GC9AeMG8Yr7B0tZipUkBbESi775TqFvkZWwKpLrGZ7yjLB4h3APxaRE6QzAls7Hujd69kws/21E723sn770H9/+zsJX9UtnO3wjTDbXpZi9e3r3gpjjDGmi56XAVX1ZWAE+O7Wr5HWY8YYY8yGyJJg8XPA7wK7Wr9+R0T+2Xo3zBhjjGnLchnwp4AHVLUKICL/L+AfgE1fZ2WMMWZr6HMDxlWyzAYUYGmuS0y/d32NMRvC5kmY7SpLsfpt4EER+SUR+SXgq8BvrmurzLbn0N+Jtb3YN+tPSYkqcaJEfWT0HdlZ7ivGR5M0ESNrmzRJp95nPj4OGdl7EKfHzrttruvROP9SXzMCXc8DJHOb5utNnHVOjahH65v1aLamnpcBVfWXReQLwJtJ/539hKo+ut4NM9uTanrCXoj6O7mUfIexgsulhZipWudkifbrxwovTjb4yskaB0d93nSgiCey5kk2UaURKXcf3MVPBzl+/6vHmW+ENNdYb+U5guu6HNm3i2KxwMW5JrUoWXNtk9uKXRop+kwvRFTyLkG3rdM1IYoinnvwc1QTD6cyTjJzMV3ou0Z4rRfk2XXrfdz73T9Ew6/w4itn0SRZs1h7rpAPfO656TAeCY88/gxz1QWiuPPrB56D77r8o2+6DX+dcvkEKOccSkH2dVOuQGH7JViYDnoWKxF5A/Ckqj7S+roiIg+o6oPr3jqzbbR/8q1FaaJBVr4jlIMr6Qe7yw6j+YQzc9GqNIsoUWYbMX97vMqlhfSk++ylJi9Nhbxxf4GbduRwZXl0Uaxwbi5irpm26cjuIT743Xfzd8+e428eO03cGqFBaw2TCPt27WBi547F4rd3OEe1GXN+vgnKssXO6QnYZbwULPZhrpHgtlIXVi6WjZoNps+/whd+71eZuXAaALc0hpMfIpm7SLIwC3rl8/NzefziEEd//BfZc+c3AVACRm4/wukLlzl9YRLQxULqOoIg3H5gNwf3jC1+Fm/7pvs5dfYC33jqOVQTotYiYRHwXIe333Uj73vz7RRzfubvXVYCeA7sHfIpZt3mHij5Qs6zQnW9yDLB4teA+5Z8Xe3wmDEdtYtUmKRhslmvyjkC5aBzunbgOdw44i+G0zZjJVblKycXeObS6jy8Zqx84cQCj19o8M5DJYbyLo7A1ELMxYV41SjNdRzefvte7js4zp8cO8HTZ2aIVRkplzi0bze5YPkJW0Qo5zyKgcvUQsjkQoRIWmh3VwLy/urLeHECU7WYnJemy2scETUb/P0f/R+ceOyrq44X18MdmUAKw8QzZ0EVcVxu/faf4NZ3vR/XXx4y6zgO+/fsZOfoMC+dPsdstQbAxI4h7jw4Qc5f/k9fRNi/dzd7du3g6eeOc+LUWTxX2Lejws+8615uGB/q+H16NdolZlfJZbSQPS4pSyK/2X6yFCvRJReEVTURkSzPM4ZmnOb5hRmrlEOatN7rJ2aRNManFDj8+sOTvDQV9ow9urwQ8/EnZ/nmQyVcR7puYwEwVAh4/1tu4YvPX+bFySbD5WL3touwoxRQyXs0o4RS0PsE3IiUer3Bk3/5YV5+4iGiZqP7e+SKyM7D3PmO72Xv3W+mtGOi6/H5XMDthw/QrC9QCDxGK9374Hsed99xCw/cfoDd+Zj7j+xZt5HLrrLLUCugOIuCl/5/kfV4s71kGXMfF5GfFRG/9evngOPr3TCzPShkLlSQXnYK+ri044jw4mQzUz5f23Q97lmolto9UupZqJYKXIdKrvs+Vksp8OKjf9+zULWJCPte+9aehWqpHcPlnoVq5fH3Hl6/QgX0VaggvVdoher6laVY/WPgjcBp4BTwAPCB9WyUMcYYs1SW2YAXgB/cgLYYY4wxHWWJW/pfRGSodQnwcyJySUR+dCMaZ4wxxkC2y4DfpqqzwHeRXga8Bfif1rVVxhhjzBJZilV7nu53AL+nqpOv9k1FZERE/khEnhGRp0Xkm0RkTEQ+IyLPt34ffbXvYwZDP7fEVftLnQDIe/3ddO/3Fn2z2Vxzi/hOElWaYZT5eFXFKfQ3NTzW3jsHr3yPfo6/mmkMXp9rhW2uhOlHlinofyEizwA14H8UkZ1A/VW+768An1LV7xORACgC/w74nKp+SEQ+CHwQ+Lev8n3MJsu5Qq7gshAm1HqkVoSxMtdIOF9NGMo57C57XWd/NaKEFyabfNtNZaZqCQ+fri0u7u3EETg44lMKsp1Vk0T5yiOP84d//QWiJOHmu1/PDTfdjjhrP39mvsqLr5ylEUZM7Bhh/56duF3ikuphxMmLc0x8378nPPc8l7/8ceLq1Np9CApMvPl9nI1LBFN1dlcCCh3Wca0031SqzZhS0HtZwETZ496JfOZiknOFvRWPnCfMNRLOzUddd4H2HTgylmO86BIlMN+Me+4aXfCEwE0LtC0Cvj5Jlp+2WqOcWVWNRaQEVFT13FW9ocgQ8A3g8NL1WyLyLPB2VT0rIhPAF1T11m6vdfToUT127NjVNMNsMNU0RWG+mayayp5oumC4sWQw0gqLYFfJZSS/fL1Sosqp2ZBXZsLFRcbt1z8+2eSJiw1W7tI+XnS5ZUcO1yHTYtKTZ87zkT/+Ky5Pz9JohgB4nkeuWOLOB97O8I5dy45vhiEvnT7P1FyVpNUo10kjlQ7v28OOkcryPiTK2el5LswsoIAqCAlJFDH/5OeZeeyzsCxaSRi+7Q3secsP4foB6riLn1Ml5zJeDtYs7Es3Am6nRZQ6TBsv+cLRfQVGC9mmlDut789w3m19v2QxTutCNWaqtjq6aW/F4+BIgEj6fWifAuqtZJOVZyPfESo5Z/H1rxOZOnr49rv1P3/kk+vdlr682mT1lo79z1SsriURuQf4DeAp4LXA14CfA06r6siS46ZUddWlQBH5AK2p8wcOHLj/5ZdtH8itRFVpxko1TIiTdMFwtalrZv0J4Ld+ci/4DlO1mOcvNwgT7ZiGkbTCa792ts7p2YiCJ9y2M0fJd1ZFG3VSXajxx3/zRR5+7BmiKOrYLsd12bP/EDff+014QY6zFyd55fwl0M5tch2hmM9xZP8EhVzAzEKDly/NpXFPHZ4gSUjcqHH573+fxplnyI3v54Zv/Un84V2IF6w63mllD+4s+gwX0vVdWXaqL3hCIUgX2d6xM8dNO4JlcVTdDOUc9pS9NFy4w/FJ63LumdmIWqQM5Rxu2ZEjcKXj96Fd5KrNhEasiwkmvtMlQ3H7WrPDS89/43v23f8rf/qVDWtUFtutWB0lTW5/k6o+KCK/AswC/yxLsVrKRlZbU/u+1InpkDWyYjs9iVqUXkrMcksrSpTpWhrkmqVIATz1/Ev8xh/8BXEcE0adA13bXNdF/DzlI/ejrffrpj0yKA2NEKsQZ/h3p1ETX0NyQ2M4nk+vH7hdSUdZuyoBgvQsVo7AaN7lu2+rEHiSacTpCBwY9sllPD5RJe85mX9YaI+Q24deh4UKbGTVsf/rE5/c3Sng1JIg3D8izRk837r8R+v3C5vQNrMBRIRGzKpLdd0kQDXMVqggTTsQIXOhAnjwG09TbzR7FiqAOI4hVyJK4kwTQhRIkMUcwyzEC8iP7sbxArKcv2KFSj7d8iPLOyQK+4b9zIUKWvcg+zjeEaESZCtUkP6/0R6tXaeFyqwhS+p6p8DaGeBlVc0+5alFVc+JyCsicquqPgu8k/SS4FPA+4EPtX7/s35f22wtIum9mkFxNefGLJfbNtLVnN77fk4/m3JdBStSppMsswF/lXTk8xjp/6J3tf68Q0T+sap++ire958Bv9uaCXgc+AnSUd7HReSngJPA+67idY0xxmxDWYrVCeCnVPVJABG5g3RR8H8CPgH0XaxU9evA0Q5/9c5+X8sYY8z2l+We1W3tQgWgqk8B96qqJa8bY4zZEFlGVs+KyK8Bv9/6+geA50QkB4Tr1jJjjDGmJcvI6seBF4B/DvwL0ntMP05aqN6xTu0yxhhjFmXZIqQG/G+tXyvNX/MWmeuC1+9MQNW+Z955DoRx9ufs37ubY088RxRlm+SqUYNEBcch05R6V1rJFkLPeCFI1xrFcYzveZn64AjUwoRi4Gae4j9Ti9P0jIwT8KJE+54JmCg4WEySeXWybBHyplaw7HMicrz9ayMaZ7afdNGn0oiVsYJD0DvWDlVlIVo75WItQzmHUpCmOXQ7TSaqLDQT9t9yF+9973sZGRkm8P01j3ddDy9fYvzW1zG6ex9+Lt/1ROw6guM47Bjfyb5dY5QK+a5taj/u+z6u6y72u9s/1nbe3ve/ZpQ3HihS8KRrsKznpJ/PkR0B0/WEKO4edCukRXZX2eurVhU9WTPlwph+ZLln9Zukl/++BvReLWlMB+0T4dJAW8cRhvMuzVaAreryUVA7mmm+uTozLgsRoeALOU+pNhPqKwZMqkqscGY2WgzAnZiY4Ed+5Ed5/LHH+Iev/gOaJESt1cuO46AIQ4deQ2X/bYuBtpWxXTTrNeanJ4FkMRuw3YZypcKOHeOLgbYjQ2WKhTxTs/OEUbRsFJQuZHbJ5fM4XQJz23xXKHjCd942wsHRHABDuLzrZo/nLjV49lIjXZDceo80TgleszvPodEAESFWmKonBC5Ucs6qBb8CjOQddpW9zIuBfUco97EY2JheshSrGVX963VvidmW2kUqTNKi0+nyVOAKYwWHWqhUQ12M3JlrxtnjmLpwRKjkXAp+WhSjVq7g5ELMhWq8qhA6jsNr77mHm2+5hb/70pd48fhxEoXC+F5GbnkdXq6wug/5AqO791Kfn6U6P4sD+IHPrl27yefzq4/3PXaNDbNQbzI1O4+2Vtrmcjk8z+uct9f6XWBxtPLmG8u87obSqqLgOsLtu/LcOBLw6NkaF6tppb5h2Ofu3XmCDsOuZgyXFxLKvpD305SKvCdMVDxyGff/aGf6Be5mhOOY9XSNopSuWpZi9XkR+a+ka6oa7QdV9ZF1a5XZNppxGla7Mml9JRGhGAgiMWfn0jDTa81zhJG8w9MXm0zVY8Ie1wmKxSLveve7eeiZl3l5qk5ueGfX40WEQmWYYqmMJwmlUqnr5S8RoVTIkQ98Ls8trFmkVlLgW24a4ubxPJVc9+uoxcDhTTeWuFiN8B1hpJBhO5FQyfsOeytemnieoU1Cmtrea/sRY65WlmL1QOv3pYt4Ffjma98cs90o9CxUSzkifR3fLxFJi2cfF7RHduziXFLLfLzreZQLq9PR1+I4gt/lHlknh8dyPQvVUjtLWf6pL1cKshceEaxQmXWVZTagTU83xhizqdYsViLyo6r6OyLyLzv9var+8vo1yxhjjLmi28iq1Pq9shENMcYYY9ayZrFS1V9v/f4fN645xhhjzGrdLgP+v7s9UVV/9to3x2w3/e5Erap973FVjxJybvbN+pI+3yAKQ5IobO3Wm43DlanmWfS7t5fv9jeRoT2zPevcFUeubn8vY9ZLt8uAX2v9/ibgDuAPWl+/b8nfGdNRe0FvNcx+Bq6FCadno8wLgOtRwnOXmkzWEio5h9vGA0rB2ut7okQ5MRUy38z2DkmS8PTzL/KVY18nTpShG26mtGs/Imu/R9F32FMJcB2hESvzzd7JG44Iw4WAJFHmG2HXglLyHX7knjHu21sgSpQzcxG1Hp/xWMFlZ8lFFc7PR8w0upfRiYrH/RN5fFeoRcpC2P14V6CSJYrEmFeh22XAjwKIyI8D71DVsPX1f+cq9rAy148oUeYacab8u/bx5+ejNMUiw/GJKienQ07ORIujkblGwtfO1JmoeBwa9fGWLJJVVS5WY5673FxVCNbKGzx/8TKf//JXma8uLGYFzp9+noULJxk+eBe5yuiy4z1H2FMJKPhXpm8XPCHnKnNN7bhubOl7iwieKwwVAhpRTK0Zrzr2bYfK/NBrxwjcdMFu4AoHhn3mmwnn5qJVn3fRF/ZWvDTuSQQE9lQ8xorKmdloVZtKgcP9e/OM5N3Fz6/gQd5zmW8mNFccn66tcsh5stgHY9ZLlsUXe0knWUy2vi63HjNmmUTTn8LrUbYqpapM1TqnSKxlciHmmUtN4lYKxfL3h3NzEefnI27eEbCr5LIQKs9ealJtJpmKZ63e4B8efoQXX36FKF5eMOI4Jo4XuPzcMYoju6gcuA3Xz7Gj6DFa9FdFESnpCXwoJ8SJMtNY3ob2pT9dcXzB98h5LtVGRBgnHBwJ+JkHxtlZ9FYlTzgiVAKH8o6AC9WYqVqM58BE2aMYrI5OaqdSHBz1ma3HnK/GCHD7zhxHxgJEWPYckTRbsRI4y1JIcq6k67CwImU2RpZi9SHgURH5fOvrtwG/tG4tMltSGCuzjexFJ0qUl6ebmVPRVZXHzzeYrneObGqLFVB47lKTFychSrrfp1kc2QAvnzrDp7/4ZVSv5AF2fE6SUJu+QNKocv8b347vu/SKIncdYSQnTDfSIrs0r69Tm0SEct7jvbcN8aYbi/jO2vfk2gVlV8llvJgWqF5FxJE0l3FnyePAsI/rSNccPxHBd2A0nya6Wzit2WhZFgX/toj8NVeSLD6oqufWt1lmq2nG/YXN1iMl6mP7jlhhqpb9PWKFuI+UCgWef+llwozbgyRJwtDICJ7bK9N96XsIifaTHi9804Fi5pw9RyRz0CykxaaSc/EzTk5pH2PbfZjNkDVtsgGcBaaAW0TkrevXJHPdGLDz3dWcfwesCxvCCpXZDD1HViLy08DPATcAXwfeAPwDlg1ojDHbzmanq68ly8jq54DXAS+3cgLvBS6ua6uMMcaYJbIUq7qq1gFEJKeqzwC3rm+zjDHGmCuyzAY8JSIjwJ8CnxGRKeDMejbKGGOMWSrLbMDvbf3xl1rT14eBT61rq4wxxpglMs0GFJE3i8hPqOoXSSdX7FvfZpmtxuuyRqeTwEkXxGZ9liuQ84SskXhuGtiQ+XgBdo3vwPeyxwY1agskSOY++G66PinjDvH4DpyZDfvOMuxHI0qXA/Sb4WjMRuv5z0ZEfhH4t8DPtx7ygd9Zz0aZrSfnOYzk3czFIfAcbtoRpNumZzi+HDi8+6YSt44HuHIlmLUTV+DgiM9331rm6L4CvtO9aDmSbsn+vW+6i5/7gXeze2yInL/2RQfPcykWSxy65U4cp3flcSUtPPdNFHj/PSPcsTO3WEzXao/rwGt256mGaRRVnGjPghK4MFZwGM47XT8fuFLIA1eYrsdEGV7fmM2U5Z7V95LOAHwEQFXPiIjtcWVW8RxhJO/SiJVqs/cCXs8R9g35LIQJZ+bCjouE27E+7cWud+zKc+NIwCNnalxaWJ4/6AlUcg5H9xUYzqcjpP3DDnvKHk9eqPPSVLiYHgFpUXAE9la8xS3iD+7dyS/8xHv58jee40+/eIw4uZJm4ToOiHDw5jvYd+PhxUK1tM3L8v5a73HjSMBdu/OLSelvPFDi9p15vnCiyuRCxNKcWM+B3SWPtx4sLfZhup4w12iyu+xRyS2PUEqTKtJ+B63Xd0mL1kKoLHQIuRWgFKSxSyJCojDTSAhcoWwRSmZAZSlWTVVVEVEAESn1eoK5fkkrey5wJXNOYNF3ODIaLMsJdAXKgdtxK4xS4PCWgyXOzUUcO1MjjBVH4N6JAvuHvVUnWt8V7pkocHg04NiZGjOtyKYdBZfxkrs6P89xeMu9t3HvrQf5xOcf4tHnXiZWGN+1h5vuuJsgl1+zL+3euouFs7hYdJYaLbi897YKx6dC/u5ElUgV3xHedqjEwZFg1fGxwpm5iHwtDacNWqkTRV8o+KsTKESkVZC0FUKbPp73WFb8l2rGymQtpug7FLwrr2PMIMhSrD4uIr8OjIjI/xX4SeD/WN9mma3OEaEcuDgSd/zpfiURYayYhq9eqsaLJ+Nu9lQ8vv3mMmfnI3aXvJ57PA3lXd5xqMRj5+rQSi3vplzM8z9851s5eOQML15uMDQy1rMfAKN5h9t25pio+F37ICIcGQs4MOzzykzIgRG/572/eqQcnwq5dyJHyXdwehzvOmkGYBgrItnuLS6ECYkKJT9rwI0x669rsZL0X9ofALcBs6Trq/6Dqn5mA9pmtoH0J/js90I8R8h7TuZnuI5ww1D2TRGlFeBay5gMD7BrxxgX40bm411H2FXuXqiW8l3h8Njq0VQ3niM9C9XK9+hH+3KpjavMoOharFqX//5UVe8HrEAZY4zZFFnG+V8Vkdete0uMMcaYNWS5Z/UO4GdE5GWgSmvCk6reva4tM8YYY1qyFKtvX/dWGGOMWVeDmqaeVZa4pZc3oiFm++pnioX2tTlhqhkrvpN9mnW/kwY8J03PaGSclHE1kxJKvlDNMGuyrc/5Eott6ueztckVZpBkGVkZc9VyrpAruCyESc8ZeM1YmWtkP502Y+XsXMhCqORcYe+QR75LllGi6WLlYiAUAmGucWX90VrynvD6G4oc3Vfk2OkFHj/fWHM7eoDdZY/X7StkLiaVnMPRvXmG8y6TtZivnalTbSZrHh+4wt170mnxicJ8MyHs1iCg4AlFP51hWW0mNOLux7cXBxszSKxYmXXVHu0UfYeCD3ON1SfXJFHmmr0Lx+LxqlxaiJlciBdHCo1YOTEVMpx32FXycJdM61ZVGlGyOHIRSfP8hnIOUQKzjWRVAfKc9O8dSY93gdffUOSu3Xn+9niVs3PRsuOLvnD/3gI7isvfey2eA3fuzHFwNFh8j7GCy7ccLvHiZJOnLzZYWVMOjfrctSuP2xpFupK2sRkr1XB1H3wnLTrt1xfS2KqCwlwjXvX66UJsB8/Jts29MRvJipXZEEsLRJikqQpxotRC7evy11wj5uxctCw2qU2BmXrCbKPJ7pLLcN4lVphvxHQa1IkIfitPr90OASo56bgo2XWESs7lO2+tcGom5EsnqtQj5bbxHLeM5xaLQi83DHncM5GOvpYWNkfSwMAjYwE3jvg8erbOmbmI0YLL0b15Cr6zalGviBC4ELhXRq9Oq+j4HYpOWng1jcWK0iKnQMl3yHuyeIwxg8aKldlQIoLvQCVwFrP6slBVXplJL/l1e0qaIA7nqzHVMCGXIeJcRCgGQt7XTLl4niPcOOLz/XcNM1lLcB06xhet5Ai85cY0fqlbkoTrCK4jHN1XoBkpOU+6FsJlo1cvzQpc+vhax+c8CFop85YHaAadFSuz4USERqwdR0drSZS+RmCJ9r9tSZaC0yatZI5+kiEKnvQsVEt5juD6fUwcabWpn+Nb61CsUJmBZ3dRzabZDufHvrvQ51THfovI1RQdK1RmK7BiZYwxZuBZsTLGGDPwrFgZY4wZeFasjDHGDDwrVtcJ1X5DjMy66HMug33fjElZsboOtE94g3Ti85x0PVR2SoYlU4scgSjRzLVBNU3SSPpolOtIX5P7wkSJE838fUgSRRXirIvRjNnGbJ3VNtY+KbaTDfKtjLjNXACaqBIncH4+ynSiV03XY12oxkRrR+Yt4wjsKXvcOOJRi5RzayRetMWJMlNPePZSk8AVbtsZkPekZ2yS7wpjBYf5HlFRjqS/Do8GzDZiSoFLofUvr9P3IdG0SJ2aDXllJmRXyePwWNB6HZtmbq5PVqy2KVVdlRlXj5RGFFMKHHJpcMGGFa12mvrFasxkLVsIYKLKXCPh/Hy0KseuE0fS2KBbxwOKrSBW302jhy5WI6ZqybKClagSxsozl5pM1dJK2IiVh0/XmSi7HNkR4PaIUHKddKFvGsKboCuKYrtwHhz1FxcDL4QJ9ShN8fBWpMXHiTLbiHn+cnMxcPZ8NeJyLeLQSMDOkpc51smY7cSK1TbSHkl1S+NW0r+rO1AOXFyuhLuuV5vaad/n5qOeo6P28WGsnJmLqGfYlkMA14GbdwSMF91VfXFE2F32GcknnJ2LWGgV8JPTISdnOo/wzs7HXFyocdOYz66y13NEE7RGWQthmncoksYf3ToeUOqQYJ4ozDSSxYRz1fSy5fOXm0zVVxfzKIHnJ5ucmYu4ZTzY9BGyMRvNitU20i5EzQzDkCiB6XrMWN7F6TOWqB+zjYSpWtxze5C2ZqxcqMbMd9kmY6VbxwN2FN2el+1ynsONIz5/88I8Z2bjnltlRAk8cykkSmDfkNezMIgIpUAYLcBI3mWssLpwrtSMlcsLEReqMVO1uOel0WqY8OjZOq/fV8iUe2jMdmHFapvJUqg2UqJkGh0ttRBmL1RApkLVJiIshNqzUC3V72fqOcJohkK1VNZLo20258Jcb+xHM2OMMQPPipUxxpiBZ8XKGGPMwLNiZYwxZuBZsdpGriahohlnT1SAdEp5P4kKiXbf2beT9vbqWfWTCgHpJoj9TKTLuenuxv22qR9BH5s4wlXso2XMFmezAbeJMFbm+pjuHSfKfDPhYjXGd2BvxV9cSNtJorq4sFYEdpdchvNrz3hTVabrMRer2We5+Q6MVTz2DnlM1mJeuBx2nYnXbvdMQ3FFqeScTDv3vuvmMo1I+eKJBV6aCtc8TgRev6/AOw6VcAROzoScng27Fl/fEfKew3RdyXkx5cDJlDpxeNSnHqVry3r1+chYjpwntsOvua5YsdriElWqzSTzVGxVZSFMf7WFSXoiLgcOeyresm3XVdMiuDSySBXOzcdM1hL2DnnkVwxTamHCmbmIMM42qnIEyoEQuLJ48t1RcBnd5/LydMjp2eULdwUYL7qMFV3aTY0VpusJOY+eBcIRoeAL7zxc4vJCxN++tMBMfXmhPzDs8z23VSgHVwrggWGfiYrH85cbTK843pF2IsWVPjQiaEYJpUDIe7JmYWk/nvfg0KjPVC0t8is/u70Vj4MjAWIJFuY6tGnFSkRc4BhwWlW/S0TGgD8ADgIngO9X1anNat+gU1XqUUI17G+90Fwj6bhGR4G5ZsL85SY7S+mC1masnG2lSKx8ipJGE52YChnOO+wqpf8rnZ+PmG0kmS/9Fbx0IS0sPwGLCK7AjSM+e4c8nr3UZKaeUA4cJiremjl5WQsEpNl+u8se33/XEE+cr/Pw6Tp5z+Hbby5zZCxYNUpznTQv8I6deWbqMc9PNmnGStF3KKzxXulC7TTVotfIT0QQYLTgMpJ3OTsXMddMGMo53LIjR+D2zis0ZrvazJHVzwFPA0Otrz8IfE5VPyQiH2x9/W83q3GDLFFlph5nystrm6nHXcNW29r5fZdaP9n3egsFZuoJM/Xmssd6cQRG8k7PnLt2gbhzZ8BkK9uv12W1NN4pHQbm/e6vLyJ4Aq/Znee1e/KM5D1cp/t7uK1Fv3fvznNiuolq75FOe+Q3VnB6FhxHBAT2DnkUPIei3/s5xrT98AMHNrsJ62JTJliIyA3AdwIfXvLwe4CPtv78UeC9G9ysLSPR/hMMshSqNgUSshWd9vFLf2WRFoTsl7Oc1uW1rKnjCgQ9RlbL2yOLl/yyvIeI0IgVIft7tNPXs3JEKAVWqIyBzZsN+L8D/4b0nNi2W1XPArR+39XpiSLyARE5JiLHLl68uO4NNdcPsTl2ZsAtPf/NTU9udnM21IYXKxH5LuCCqn7tap6vqr+hqkdV9ejOnTuvceuMMWZwLT3/VUbGNrs5G2oz7lm9CfgeEfkOIA8MicjvAOdFZEJVz4rIBHBhE9pmjDFmAG34yEpVf15Vb1DVg8APAn+rqj8K/Dnw/tZh7wf+bKPbZowxZjANUoLFh4BvFZHngW9tfW2MMcZs7qJgVf0C8IXWny8D79zM9hhjjBlMgzSyMhldzUxmz8meJycrfl8PSdLfOwjgSn9tCuN+JtND2MoYzJIzqKrk3D4aQ19NWRT1mXtozHZlcUtbkCPCWMGlGiaZduEt+sJY3memkXChGnddoyWwmEiRZtWFxMna51khDZ7dO+SjunbixdLjPQcmKj4FXzJFRQlQChx2FFwmawmXFnpv/17wIOcJ/ZS3RqxE9ZhK4OI6a+fuqSqxpsePFhzmm0nXdWxCmjM4UfEo+0ItUmpZvm+e4DvZ13EZs51ZsdqiRIRy4JL3lPlmTNQhwzZwZVlO3mjBoZJzOT8fMbciEklaxy/N+isFwk1jAZcX4lUFQkhHeBMVj3LgtE6owo0j/qoswaXPaUc5tU/AlZxLIVHmGp0TOXJuujC23YfxksNw3uXcfES1uboPrgOVnLMs37AfscJ0I15837TQpK+lrQT5pQXWdYThvLsYZaUd+jySd9hV9hb7UApY/L6FHb5vvgPlwLXFwMYsYcVqi/McYTiXniznm+04IqgEbsccOs8R9g35y8Jmu6WoiwjjJW9ZgQAYKziMl7xVaQ8iwlDOpRw4iyntkI6M9pS9Nds0knepRwkLYVoQXEkLWaei47vC/mGfajPh7FxImKRFoZJzCNxrE/LaiJVmLaboO+Rb/0oakVINO+ceBq4wVnCohUo11MUR50TFI9dhP5K0yHk0omTZ960cOASuXZ03ZiUrVtuAiJDz0tTyMNFMl44KvsPhUZ9qqBS83gGp7QJRCxNcR3ruv+SIsLvsM1pI978q9NgQSkQo+C45T4ky9qEUOBwZCzgzF12zIrWUQutSa/p1ryxGEaEYCOUgLV6lxRHn2nKe09f3zZjrlRWrbUSkdxFZeXw56O/k2KvorBS4kg6TMnKuog+5Pjdr7Fc/gcGQjpqKGQpVW7/fN2OW2q7BtSvZ9QZjjDEDz4qVMcaYgWfFyhhjzMCzYmWMMWbgWbHaRlR13RMPwjid3ZdVov0dfzXWe25Cf0uLjTHrwWYDbhNhrMw103QKz6GVwnDtTrGJKhfmI6brCSKwq+Qy0mFdVpuqUo8SqmFaqAqeUPSzz5Drx0jeJVbWXBz9arTbDbAQJj2TJ9oLsa24GXNtWbHa4hLVVtzPlZNolMBUPb4mBUI1TWY4Ox8tpjOowvn5mMlawt6Kt2o6exin6QxLp3zXIqUexa1Fr9d2PZGI4KIM59yuC3f74Tvt9I8r67faC4TnmwnhitFiuhA7Tc6wtVLGXHtWrLaolSOXTl5tgWhEacpFo0PWnwLNWHl5OmQo57C77CFC16w/BeaaybqM/Np9y3kQeC4LGXMTV3IESn7nz0tEcAWGcg5hkv6QkGhaxAqttV5WqIxZH1astqBElel690DatnaBGMo5+E72k+nlhYiL1d6BsQrMNhJqUZPhfLYY8iiBmUbMSN5dFdf0aolIGnzrO6j2DsldKnCFSuAsvk639/AdGM27KCzLDzTGrA8rVltQoumluH70G+UzW89+KU2h7+BYd51P7iKy6lJdL0Efn9Hicbp2Orsx5tqx2YDGvApWqIzZGFasjDHGDDwrVsYYYwaeFStjjNnCPvbgyc1uwoawYmWMMWbgWbEyHa1vQNL2sZ7RVsaYK6xYbUFXs5a2n8xAVaXo9/cm/WYSRkkCmq4ZWy9+nx9U2Odn1D7WCpYx68+K1RbkiDBWcBdTE3op+ZIpBqh9Aq5Hiu8Kw/lW3FCP1/cd0jy8DNO4tRVsO1lLeH6yyUw9JtH1Cd+t5FyGctly+gIn2zb00O4DTNdjJmsxjXh9w4ONMbYoeMsSEUqBS95LA2w7Bbi2Q1WzpESkie0sy/QLXGGs4FALtWOskwCVnJNpW/n2yXy+qctikM7Nx0y1MgYDF5xrGMEEELgOYwVZM4Q2zfRz8TNEt6umsVMrI6Xmmwl1B8qBiyu29sqY9WDFaotzHWE459KM06w65dqcgNtEhGIg5Lx2YG76eNEXin620RpAI1bmG6szBtt/91IrY3BP2VsWHnstLC3s882YMLnSh4LXezTV7kM9UhbWCMmNWiOtvCeU/N6RTcaY/lix2gZEhJwnBG4aMdRPtNJsI0nvN/U4znWE4bxLGCuOkDmEthEptUgzbd0x20hoxiE3Dvusx3k+7YNHGCuuQ+ZcwnqUhgZniRmsR0qSJJQzXn40xmRjxWobEUkLVj+yFKqlsozWllLoa4+pRNd/JuLV9KGPPFybSWnMOrAJFsYYYwaeFStjjDEDz4qVMcaYgWfFyhhjzMCzYnWd63OuQd8cAW8b/F92jZd/GWP6ZLMBr3PDeZdE04Wt/e6s20veE8YKPgDTtZiLCzHd3qLkC3sr/sAVhoInFDx3zYXFS7UXYg9YF8w29cMPHNjsJmwYK1bXORHBFRjKOYRJuvD31dYsr0Oaw0jBZTjvcm4+YraxfC6778CeikfRz5a2sdHafSj6DgUf5hqrC7sraeRUllgrY0z/rFgZID0h+w6M5rONIDq+BlAKHHLu6hO2I2nI4ETFY6ygnJmLCGNlR9FlR9FFGPzEBxFBWF3YS75DvhU5Neh9MGarsmJlFi0dQagm1PtYCes7wlCud8yQI0Leg0OjPqogkj1JYlAsLewKW6LQGrPVWbEyq4hI3/ev/A6jqW6vL4CiW/Ykv9hu3bp9MGYr2QbztMxWtR1O8tuhD8ZsBVasjDHGDDwrVsYYYwaeFStjjDEDz4qVMcaYgWfFah20d5Y1xhhzbVixusba28Sr6pYtWqra9waFYaxbus/GmMFmxeoaaZ+oG5EyVYuZrsfEydYaZbX7UI/SfvQjTJSpekyYWMEyxlx7VqyuAVUlVpiux8yHyeI26NONuBXJM/gncFUlSpTpeky11Yd+JQqzjYTZxtboszFb3ccePLnZTdgwlmDxKrQv+VWbCY01ookasdKsxRR9h3zr0x6khaTtPsw3E5p9xCt1EybKZC2m4AlFv3cEkzHG9GLF6lWYa8aEMT1HIQpUwwRwKPiDNZidbcSESe/jrkYtUlQTSsFg9dkYs/XYWeRViJPehWqpQbwoFq1ToWobxD4bY7YeK1bGGGMGnhUrY4wxA8+KlTHGmIFnxcoYY8zAs2L1Kjh9zsYexMnbfQZV4Eh//RjEPhtjth6buv4qDOXczGuU0nVWgg7YzrLDeZdE0z502x1YuNIHSKfi13ukXOQ9oTRgU/WNMVuTFatXob09eyVwiBJlvpmwsmYFrlAOHITBXBgrIrgCQzmHsNWHlTUr5wqlFX0otRY5zzfjVdPfPQcqgZuOwgawz8aYrceK1TUgIngOjORd6pFSDRMcSYuY58iWOGGLCL4Do3mXhTChFimupEXHdVYXHRHBExjOuTRipdpMK1Y5cAjcrdFnY8zWYcXqGmmfnPMe5Dx38V7NVjppt9ta9B0KHrSb3q0PIkLOhVzBXfU6xhhzrVixusZEBAbsvlS/0rZn74PI4N2LM8ZsLxt+91tE9ovI50XkaRF5UkR+rvX4mIh8RkSeb/0+utFtu1a2w0m73z5shz4bs9X88AMHNrsJG2YzpmpFwL9S1duBNwD/VETuAD4IfE5VbwY+1/raGGOM2fhipapnVfWR1p/ngKeBfcB7gI+2Dvso8N6NbpsxxpjBtKmLYETkIHAv8CCwW1XPQlrQgF1rPOcDInJMRI5dvHhxw9pqjDGbben5b256crObs6E2rViJSBn4Y+Cfq+ps1uep6m+o6lFVPbpz5871a6AxxgyYpee/ysjYZjdnQ21KsRIRn7RQ/a6qfqL18HkRmWj9/QRwYT3eW227dWOM2XI2YzagAL8JPK2qv7zkr/4ceH/rz+8H/uxav3czTpiqx8SKFSxjjNlCNmOd1ZuAHwMeF5Gvtx77d8CHgI+LyE8BJ4H3Xas3jBNlvnll+/bperwst86mXRtjzGDb8GKlqn/P2mHc77zG77UYHbRSPVIaUdyKB7KCZYwxg2zbJlgkqkzX41WhrEspMNdMlgWvghUuY4wZNNt2/4Y4gay3paIEpupxmqJuhcoYYwbOti1Wxhhjtg8rVsYYYwaeFStjjDEDz4qVMcZsQWOlYLObsKGsWBljjBl4VqyMMcYMvG1brNyr6FmUJBbDZIwxA2jbFitHhLGCS8HrvW5KgLIvuLbOyhhjBtK2TbCANImiFLjkveXZgEvlXKEUODhWpIwxZmBt62LV5jrCcN6jGSfMNRIUcAUqORfPsSJljDGD7rooVm2B6zBWEKIEPMcyAI0xZqu4rooVpAXKdze7FcYYY/qxbSdYGGOM2T6sWBljjBl4VqyMMcYMPCtWxhhjBp4VK2OMMQNPtnK8kIhcBF6+iqeOA5eucXMGzXbvo/Vva9vu/YOr7+MlVX13r4NE5FNZjtsutnSxuloickxVj252O9bTdu+j9W9r2+79g+ujjxvJLgMaY4wZeFasjDHGDLzrtVj9xmY3YANs9z5a/7a27d4/uD76uGGuy3tWxhhjtpbrdWRljDFmC7FiZYwxZuBdd8VKRN4tIs+KyAsi8sHNbs+rJSL7ReTzIvK0iDwpIj/XenxMRD4jIs+3fh/d7La+GiLiisijIvLJ1tfbrX8jIvJHIvJM63v5TdupjyLyL1r/fz4hIr8nIvmt3D8R+S0RuSAiTyx5bM3+iMjPt845z4rIuzan1VvbdVWsRMQF/r/AtwN3AD8kIndsbqtetQj4V6p6O/AG4J+2+vRB4HOqejPwudbXW9nPAU8v+Xq79e9XgE+p6m3Aa0n7ui36KCL7gJ8FjqrqXYAL/CBbu38fAVYuyO3Yn9a/xx8E7mw951db5yLTh+uqWAGvB15Q1eOq2gR+H3jPJrfpVVHVs6r6SOvPc6QnuX2k/fpo67CPAu/dlAZeAyJyA/CdwIeXPLyd+jcEvBX4TQBVbarqNNuoj6R75xVExAOKwBm2cP9U9UvA5IqH1+rPe4DfV9WGqr4EvEB6LjJ9uN6K1T7glSVfn2o9ti2IyEHgXuBBYLeqnoW0oAG7NrFpr9b/DvwbIFny2Hbq32HgIvDbrUudHxaREtukj6p6GvhfgZPAWWBGVT/NNunfEmv1Z1ufdzbK9VasOu1jvy3m7otIGfhj4J+r6uxmt+daEZHvAi6o6tc2uy3ryAPuA35NVe8FqmytS2Jdte7dvAc4BOwFSiLyo5vbqg21bc87G+l6K1angP1Lvr6B9HLEliYiPmmh+l1V/UTr4fMiMtH6+wngwma171V6E/A9InKC9LLtN4vI77B9+gfp/5enVPXB1td/RFq8tksfvwV4SVUvqmoIfAJ4I9unf21r9Wdbnnc22vVWrB4GbhaRQyISkN70/PNNbtOrIiJCeq/jaVX95SV/9efA+1t/fj/wZxvdtmtBVX9eVW9Q1YOk36+/VdUfZZv0D0BVzwGviMitrYfeCTzF9unjSeANIlJs/f/6TtJ7q9ulf21r9efPgR8UkZyIHAJuBh7ahPZtadddgoWIfAfpPRAX+C1V/S+b26JXR0TeDPwd8DhX7un8O9L7Vh8HDpCeLN6nqitvCG8pIvJ24F+r6neJyA62Uf9E5B7SCSQBcBz4CdIfJrdFH0XkPwI/QDp79VHgp4EyW7R/IvJ7wNtJtwE5D/wi8Kes0R8R+QXgJ0n7/89V9a83vtVb23VXrIwxxmw919tlQGOMMVuQFStjjDEDz4qVMcaYgWfFyhhjzMCzYmWMMWbgWbEy1yURuae1jKH99S+JyL/ezDYZY9Zmxcpcr+4BvqPXQevJkreNyc6KldmSRORga++nD7f2SPpdEfkWEflyaz+h17eOe72IfKUVEPsVEbm1lV7y/wB+QES+LiI/0HrZO0TkCyJyXER+tsN7uiLykdb7PS4i/6L1+E0i8lkR+YaIPCIiRyT1X5cc+wOtY98u6f5jHwMeb73mfxWRh0XkMRH5mY35BI3ZWrzNboAxr8JNwPuAD5BGaf0w8Gbge0hTPN4LPAO8VVUjEfkW4P+pqv9IRP4D6f5K/zdILwMCtwHvACrAsyLya60su7Z7gH2tPZkQkZHW478LfEhV/0RE8qQ/BP5fWse/ljTl4GER+VLr+NcDd6nqSyLyAdIU8teJSA74soh8urWVhDGmxYqV2cpeUtXHAUTkSdKN71REHgcOto4ZBj4qIjeTJl37XV7vL1W1ATRE5AKwmzSEtO04cFhE/hvwl8CnRaRCWsD+BEBV6632vBn4PVWNSQNOvwi8DpgFHlpSjL4NuFtEvm9Je28GrFgZs4RdBjRbWWPJn5MlXydc+UHsPwGfb42GvhvIZ3y9mBU/zKnqFOlI6QvAPyXN8uu0/QNdHod0C5Clx/0zVb2n9etQa68nY8wSVqzMdjcMnG79+ceXPD5HerkvMxEZBxxV/WPg3wP3tfYOOyUi720dkxORIvAl0ntirojsJN0JuFPS9t8A/6S1zQsicktr40VjzBJWrMx2978A/7OIfJk0ab/t86QTKpZOsOhlH/AFEfk68BHg51uP/xjwsyLyGPAVYA/wJ8BjwDeAvwX+TWsrkJU+TLodyCMi8gTw69jleWNWsdR1Y4wxA89GVsYYYwaeFStjjDEDz4qVMcaYgWfFyhhjzMCzYmWMMWbgWbEyxhgz8KxYGWOMGXj/f++OfAWqmfmfAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 432x432 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.jointplot(x='math score',y='reading score',data=df,kind='hex')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.JointGrid at 0x1ec7ef41b88>"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x432 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.jointplot(x='math score',y='reading score',data=df,kind='kde')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## pairplot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.PairGrid at 0x1ec7f071348>"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 540x540 with 12 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.pairplot(df)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.PairGrid at 0x1ec01c711c8>"
|
|
]
|
|
},
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 610.5x540 with 12 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.pairplot(df,hue='gender',palette='viridis')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.PairGrid at 0x1ec7fbd0608>"
|
|
]
|
|
},
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 610.5x540 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.pairplot(df,hue='gender',palette='viridis',corner=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<seaborn.axisgrid.PairGrid at 0x1ec02dccf88>"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 610.5x540 with 12 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.pairplot(df,hue='gender',palette='viridis',diag_kind='hist')"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"anaconda-cloud": {},
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.7.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|