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@sl8r000
Created September 24, 2015 21:22
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{
"cells": [
{
"cell_type": "code",
"execution_count": 230,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"%pylab inline\n",
"import seaborn as sns\n",
"sns.set_style('darkgrid')"
]
},
{
"cell_type": "code",
"execution_count": 231,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mpg</th>\n",
" <th>cylinders</th>\n",
" <th>displacement</th>\n",
" <th>horsepower</th>\n",
" <th>weight</th>\n",
" <th>acceleration</th>\n",
" <th>model_year</th>\n",
" <th>origin</th>\n",
" <th>car_name</th>\n",
" <th>maker</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>18</td>\n",
" <td>8</td>\n",
" <td>307</td>\n",
" <td>130</td>\n",
" <td>3504</td>\n",
" <td>12.0</td>\n",
" <td>70</td>\n",
" <td>America</td>\n",
" <td>chevrolet chevelle malibu</td>\n",
" <td>chevrolet</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>15</td>\n",
" <td>8</td>\n",
" <td>350</td>\n",
" <td>165</td>\n",
" <td>3693</td>\n",
" <td>11.5</td>\n",
" <td>70</td>\n",
" <td>America</td>\n",
" <td>buick skylark 320</td>\n",
" <td>buick</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>18</td>\n",
" <td>8</td>\n",
" <td>318</td>\n",
" <td>150</td>\n",
" <td>3436</td>\n",
" <td>11.0</td>\n",
" <td>70</td>\n",
" <td>America</td>\n",
" <td>plymouth satellite</td>\n",
" <td>plymouth</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>16</td>\n",
" <td>8</td>\n",
" <td>304</td>\n",
" <td>150</td>\n",
" <td>3433</td>\n",
" <td>12.0</td>\n",
" <td>70</td>\n",
" <td>America</td>\n",
" <td>amc rebel sst</td>\n",
" <td>amc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>17</td>\n",
" <td>8</td>\n",
" <td>302</td>\n",
" <td>140</td>\n",
" <td>3449</td>\n",
" <td>10.5</td>\n",
" <td>70</td>\n",
" <td>America</td>\n",
" <td>ford torino</td>\n",
" <td>ford</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mpg cylinders displacement horsepower weight acceleration model_year \\\n",
"0 18 8 307 130 3504 12.0 70 \n",
"1 15 8 350 165 3693 11.5 70 \n",
"2 18 8 318 150 3436 11.0 70 \n",
"3 16 8 304 150 3433 12.0 70 \n",
"4 17 8 302 140 3449 10.5 70 \n",
"\n",
" origin car_name maker \n",
"0 America chevrolet chevelle malibu chevrolet \n",
"1 America buick skylark 320 buick \n",
"2 America plymouth satellite plymouth \n",
"3 America amc rebel sst amc \n",
"4 America ford torino ford "
]
},
"execution_count": 231,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"names = [\n",
" 'mpg'\n",
" , 'cylinders'\n",
" , 'displacement'\n",
" , 'horsepower'\n",
" , 'weight'\n",
" , 'acceleration'\n",
" , 'model_year'\n",
" , 'origin'\n",
" , 'car_name'\n",
"]\n",
"df = pd.read_csv(\"http://archive.ics.uci.edu/ml/machine-learning-databases/auto-mpg/auto-mpg.data\", sep='\\s+', names=names)\n",
"df['maker'] = df.car_name.map(lambda x: x.split()[0])\n",
"df.origin = df.origin.map({1: 'America', 2: 'Europe', 3: 'Asia'})\n",
"df=df.applymap(lambda x: np.nan if x == '?' else x).dropna()\n",
"df['horsepower'] = df.horsepower.astype(float)\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# factorplot and FacetGrid"
]
},
{
"cell_type": "code",
"execution_count": 232,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x141170f90>"
]
},
"execution_count": 232,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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9SwcKYRGJqrXNT6BEMH6/c9whbCpCu+T6TCEsIr3W2NzKlt3HgsfTdSmjPlMIi0ivbao8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\nCIuIeEghLCLiof8P6oNVCaLBiwAAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1410120d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(data=df, x=\"model_year\", y=\"mpg\")"
]
},
{
"cell_type": "code",
"execution_count": 233,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1411827d0>"
]
},
"execution_count": 233,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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PSYxl2ZxR3T5OyFusAhhjlvoNl4TjnCIiIiIiIiISGU7VNLe7/cvLJ5Gf236Aoz3hzMQQ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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x140c4d510>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(data=df, x=\"model_year\", y=\"mpg\", col=\"origin\")"
]
},
{
"cell_type": "code",
"execution_count": 234,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x13eff0810>"
]
},
"execution_count": 234,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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LEAMAAAAYghADAAAAGIIQAwAAABiCEAMAAAAYghADAAAAGIIQAwAAABiCEAMAAAAYghAD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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x141182a50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(\"cylinders\", data=df, col=\"origin\", kind='bar')"
]
},
{
"cell_type": "code",
"execution_count": 235,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x13e964b90>"
]
},
"execution_count": 235,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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/AIEG61514brcJ8TdOdM7AcC+zIpUpZRdFm5kMkZa+gGum6oOAEPRJDV2G+4S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\ndQBFREREMow6gCIiIiIZ5v8BiXLCFBIngIQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x13e964a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(df, col=\"origin\")\n",
"g.map(sns.distplot, \"mpg\")"
]
},
{
"cell_type": "code",
"execution_count": 236,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x138cd2f90>"
]
},
"execution_count": 236,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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uOsDS1TuZM3V0xmIWGSqpRg8ne/0rV5zFg09ujuhS1NkVoGlaHZMbqjUwRCKk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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x138cd2e90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(df, col=\"origin\")\n",
"g.map(plt.scatter, \"horsepower\", \"mpg\")"
]
},
{
"cell_type": "code",
"execution_count": 237,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 60)"
]
},
"execution_count": 237,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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GRh+N8bVH3uSTG5YVO9OYhoHhN6mMjH06HpgcKBY8YSxMeoVvb0uMvS0xaiqC\nXLVqFu9bObNo1TMMAxfoTWWJp3JURPxURgJn1CD7XJCznKJyB7DrcDeJVK4oTzJt0dWb7jdRFf4u\nVfBKMxDXLm7g4xuWTdxNCMI5oKYySEXERyyepamhgusvaeK1nadI5Pvu9iVPl6bIWQ45y8F14QfP\n7Bkxq10QJgPhYICmvJs3kcqOaO1bMb+WB+9ey4+f28vJziQdsRTf+lUzd79/CZet8JKVDMOgO69A\nRsfgtRrNgjdU2IMskIRJr/AZBriu177p2TeP8sK2Y1yydAbr1zT1WyEBxFM54ikv3b06OrGKX2Nt\nhIuX1PPCtuOAVzMpFPQRDvmLWcbRsH/IoNvSlVoh/q9gKXyh+xjg8vENyyfqVgThrNEt3QCoBXUk\n0zluvGwelyxr5O09p3jx3RNDHpPKWOw5EmNWfbTo4j0bN1R7LIVtmvjO+C4EYWTG6uatrw7zpTvX\n8KtXD7JtbweW7fKzlw5w9FScD69fiN9nFhM5YHSlr6s3Tc5y+pV8GYiEPQgDmfQK39996Vqefu0Q\nb+45RSpjYdkub+9t5+297SxqqmL9mqaiu7eg4KUyFslUjkjYT3VFcEy1lM4FnlJmsONQZ79SE4U4\npfWrB09eA1dq2w924Tj9LYXbD3Zx07rBcRqCMBn52o/e4vDJPgzDYPn8Gr78icsIh/wEAyY3v28+\nyazFm7vbB5W7cPMdOGzHIXCWFaMKi6iA3+SSpQ3n3FIoIRdCgYKbN2vZxOIZLMvFHKJwc8Bvcu8N\nS1GLGvjpb/diOy5bdrVxvCPBfbeuoCY/V8XiGVzXy2YfisKzncwXcK6pDI2Y4CQIBUZV+JRSL0Kx\n3SX5v1PALuC/aq27yyce1NeE+eBVC7j58nm8t7+D15pbae1KAnC4tY/DrX1Du3tNg3TWJplOEAkF\nvME0xurpZ8PHNyzjpthc4PRgWza3BmBMmYQBv8nCWdVsySuJ0bB/xFWcIEwm/vmn77L/WC8Apgn7\njvagW7pRC+poqI6QTOe449rFrFveyI+f20tviWvXBXw+sG2HdNbiurWzz2jCKnfAusROCUNR6M+b\nTOfoS+awXXeQscEwDG5YN4+aiJ9Hf7uP3kSWo6fifOOXO/jUzctYMqcG0zTpTWQAl4pI/7jW0me7\npjKEZTt8ckDJF0EYjrFoEruB7cCfA38BvAnEgJPAd8snWn8CfpMrLprJn967lj/66CpWL6qnMJYK\n7t7//uN9DvWcAAAgAElEQVRt/OKlA5zoSBSPM02TTM6mtStBd28Gyy5/EefG2khxctn0+mEee2E/\nj72wf8g+n6U9dHOWw8oFtXz2QyvZsG4uM2ojI67eBGEy0R5LsfNgR/Gz47j9epO2x1Ik0haz6qMY\nwNK51YQCp19BrguWDR09Gbp6M+xpObO1ZMHdVQ7GUihXuLCJhgPMqo9SHQnkrdaDCzcvmFXFn9yz\nliVzqgFIpHJ8b9NuXtl+Atd1MUyTnkSW3mS2eEyhlWApfp95VjUshQuLsbh0r9Zaryv5/J5S6i2t\n9f1Kqc+US7ACPsPAcZxibIRhGCyeXc3i2dXE4hne2NXG1t2ju3tN0yRj2SS7LSJBH1XRAAF/eaN7\nxmpp+Mj6RSRSFjsOdbK7Jcam1w/z8Q3LuWmduI2EqUUk5MWuFuJWF82uQi2o62cVS2VydPdmyNnD\ndzDIWQ57W2JF6+BYGejumpFfUMkYEiaaymiQikigGFs+MKa8MhLgcx9eyXNvtvDyeydxXHhqSwtH\nT8W59/qlhII+4qkcrguvbj/Bll2e16e2MtgvsUmebWGsjEXh8yul1mitmwGUUmsAUykVBcZXR+EM\naJpRgZPLEU9ZZLI2LqernddWhrjtygVsWDd2d6/PNMhaDu2xFMGAVwoiFJjYsO6B8T/tsRTbD3YC\nYNkOW3a1Sc0kYcrRWBvhmovn8PybLWSyNqsW1fHZD63st/BJZy3au9OMJaw2Z7tY1tgt8kO5u/7D\nHWtoqj53fXYl+1EYD4ZheIXJC/15M1a/732mwQevWsi8xkp+vvkA2ZxD88EuTnWnuP/WFTTWRth5\nsJNn3mghm7daJ1I5vnjHauksI4ybsSh8fwY8pZRqw3MB1wGfBv4W+EEZZSsS8Puoq/KUslQmRzJt\nk85a+PJtyAru3stVI4db+3ituZVdh7tGzO41TRPLdunoSRHyexa/UPDsc1hKlbmhJoehGl+/uO04\nHbEUtuNZPHymwYvbjklmrjAlcV2v7dpwk5Gb32csbD/YxaLZNcMGsI+E32d6Mjjn1r0r2Y/CeCn0\n542GbAy8/ryl8X1rljQwsy7Kj5/TtMfSnOpO8dDjzVy0sJajp+LE0xYG3lxXmtCnW7pF8RPGzKga\njtb6JaXUYmAtYAO7tdY5pdRrWusRX9tKKR/wHWAF3nv+S0AGeARwgGbgwdHOU0okFCASCuC4LolU\njlTawsq7fAe6e7fsbBsyu3dhUxXXFN29Jpbj0tmbJuD3URX1Ew6eWRHnoYK5B1ZFf2hjc/Hvt3Q7\ny+bWsLulm3DQT1+ykJLvZ3dLbMgK6oIwWWmPpXht+4liklFpCENpT1C/z8Aawp0bDZkkMw4G3ssC\n4Lm3joFhcNv75lFXFR6x1NJQC6ymhgra2/vO9a3KuBTOiFDQR2NjJZlkhr4Bbt6ZdREeuGstP998\ngJ2HusjkbN7b30k05C+OCdtxqIoGeW9/J1t2tZJMW0TDfm6+fJ4kDwmjMpYs3YXAPwEbAAt4Uin1\nF1qXBKcNz+2Ao7W+Til1A/Bf89u/orV+WSn1MHAnsHG8gpt5U3lVNEjWskmkLNJZCzf/XW1lqF92\n7+s7WznZ6bl7j7T2cWQId6/tuHT1ZvH7LCoj/jEVwCxQ6k7KWQ6v72zrp+g11kaGDO6OxTNYtkNV\nRYBkxos7Gm/HAUGY7BQWPl29aR57YT898Uyx3Rp4pS0+c9tFvLL9BPpIDBfIG7x57s2jtHYm+L0b\nlzCrvoJgSeztwPAIsb4JU4FCfF9PIksqncPIx6iHgj4+eOV8GqrD+QQOSGYsTNPAcF2qIn4uXdbA\njkOdJPKWvmTaKs438swLIzEWH+aPgceAz+C5dD8HfB/48GgHaq1/pZT6Tf7jIqAbuEVr/XJ+21PA\nBzgDha+UoN9HsMoHhEikPatf1vKKYA50976ed/c6I7h7HdelJ55v2zbOfr2FgskA//qbXcW4i4LF\nr9QCURnx8/TWoyRSOdJZu+jmSqZz3Hz5PBm8wpSiEMO3edsxYHB828Awh3gqV7T0zagJcdWqJq5a\n1YRu6SaVsejqy/CzFw+QydnsONhFZ0+aT92ygrmNFdRUBHlyy5Ehy6PIuBGmAkbeMFEdDRKLZ0hn\nLV5+7wTNh7zs9MtXzOCdfZ3YjouTX/04GFi2Q09fGis/t0xEuTFhejAWha9Ka/2Nks//Uyn12bFe\nQGttK6UeAe4CPgbcWvJ1HKgZ67nGQkXYU9Acx6UvlSOdsYr1kAZm9765+xTJYd29dRgYxX69lZEA\nFZEArZ0JuoZwtTbWRli5oLbYaSMc9HGktY8ZtZF+XQMGWjrAS+NPpHLUVQUxTRO/z+xnHRSEqcLH\nbl7B6gW1wPCK10fWL2LZ3Boe/lVzcXGUzTnFEIZCmYmVC+tpqA7zo+f20tmT5kRnkod/1cx9tyyn\ntiLIG7vb8JmD3ceCMFkZqvuLaRrUV4c53hGn+WCXV/TWMGg5laC2KkRPPFNcGPUmcmzd3Y6v5AQu\ncPGShn5eJBkHwlCMReF7Vyn1Sa31YwBKqduAHeO5iNb6s0qpWcBWoLRoUBVeTb8RaWysGs/lihRU\npkzWoi+ZI5WxMAyor69gyYJ67r15BW/uauOlt49y9FQcOO3ura0Kcf1lc3n/pXOpigZxXJcnXjvM\nu/va8ZkG114yl4/dvKLf9e69RbG75fTttHYmCfjNYkxTfX0FjQ0VNDZW0dqZIOA/WNzXcb3BbBgG\nFRF/cd+xMNrv09rp1SVsGuP5zoYz/bcqF5NNnnIxme5z1fKZo+7T2pshk3WKClsqY2ObJi9tP8lr\n273Wa9dcPIe7b1zGonm1/OsTO9l5sJNk2uJ7T+7hI9cs8jJ9XRefzyu7NNyYmUy/DYg854PJcI8/\ne35vv2d74PxhmybRSADbdrBtFzDx+6CuKkR77HT9vazlEDZ9RMI+Mhkb04BINDBo7Aw8/0hMht+n\nFJGnPIxF4bsZ+IxS6lt4MXz1QE4pdS/gaq2jwx2Yr9M3T2v9NbzuHDbwllLqBq31ZuBDwPOjCXCu\ngq5DhksyY5FMW2QtB59psHJ+DRfNq/bcvTtb2XXIc/fG+jI88fJBnvzdIS5eOoPVi+rYuqsNnwmZ\nnMvzb7awan4NM+tO374P+rlsl82rJp6yyFkOV6hGfI5TvBcfcMnSBt7S7cWeiIVCtY7j0tWVoKvL\nU9RGWq01NlaN+PtMZFeA0WSZaCajPOVistznWH9zn+MQCfmKFr5o2E9PLFl0BwNs3naM1QtqmVET\n5tM3L+PJyiCvbD+J47j8+tVDzGusIOs4GBZctqIO07YHXXsyPgMiz/CUa4yc73tsj6WKz3bAbxaf\n7dJ3e+mcgAGXLW8gm3N4a8+pQedL5+tc+k3Pm/RG80nAKBoXhjr/cEzGZ0DkGZ6zGSNjUfjWAZ8C\naks3aq2/OoZjfw48opTaDATwunXsAb6jlAritWf7+bgkPgsMwyi6fG3HoS+ZI52xwWVEd++2ve1s\n29tO0G9SVREg6PfhAqfytfxK+/UODBofysRe2HblylnMqPEMnk9vPYplezEZfp/JptcPs+twFz6f\nyXVrZ4+qqA13nXK2mBKEM6WxNsLNl88rFpO9etWsoiu30CWjMHkZhsHM+ii3X7OIpoYoj798EMt2\nOdaeYO6MCu64bhHRkJ89R7pZPKea8DkoryQI54OB80fOsplRE+bfn98/5P62C4GAj3TOxgQCfi/h\nL2c5dPWmxc0r9GMsb8Yn8VqrHRnvybXWKeATQ3x143jPda7xmSa1lSGoPF3bL5O1BhVzLs3uzVoO\nnT0ZTNNgyewqwkH/kP16Bwaql1KwuPXEM6SzNrbjEg76WDCrslg9Peg3eWX7yWISx6bXj4yoqElv\nT2EqMlRGbWXEz76jPQAsn19T3G4Y3ri68qKZzKgJ8+hz++hJZDnekeB7m/YUF2JLmqp4/6VzWDqn\nRoLZhUnDeAp2l24P+H3c+r4FbNvXzv6jPRgGzG+qIuAz2Xu0B9eFrt4MwYBJ0GeQzdnFrlSPvbCf\nyoi/X1cOmRsubMai8Lla6/9QdknOI0PV9vOZ9M/uLXH3Oo7L/uO9/I9Ht3FxPrt37gyTtq4E4WCA\nqgo/ft/g7h0Fi1vOckikPVevAcQth5a2OPfd4hVa/umL+/sVpk1nbQ6e6BnyBdHamRjWiiddAYTJ\nzkCLdDxl0VjnbYunrEG1KBtqvL8fuGs13/nNbjp60mRyNpmYTTjoo707ye6j3axcUMe9Ny5jxowx\nl/gUhLJSWODU11fgG6IY+EiWuP903+Vs2XmSZMbiooX14MIL244VkwSzOQfD8BHyGZiGS1VFGMt2\n2He0Z1DioMwBFy5jUfg2KqX+CC/WrljiW2vdUjapzhPD1fZb2FRVdPduP9TFy9uOD3L3Lpzl9e5d\nvbiOVNbr11s5Qr/egQ21E6kcv9h8gFTG7ldJvUBt5cjtoQa6wQoUMiKBcfUkFYTzhd9njvh9Q02E\nrz36Nl092X7bC3FNsT4vLAMXPn37KuxMjkjozIqpC8K5pLE2QuMQxcBH89KUfh9P5li/pomb182j\npiLIxlcP4bqQydpksp5r17JdqirOXUtBYXowFoWvBvjPQMeA7YvPvTiTh9Lafsl0jlTGpjoa4K4b\nlrF+5Sy2H/B69xaLObf1caStj+qKIFet9Io5p7IWoYCfykiA3nwXjYLFLRLyE0/lwAXD8FLrY/Es\ntu0y0CYxUt/RpoaKYd1gIO5eYeowVov0G7ta6R6g7JXiOGCYLnuP99DencJwHJIZi7rKsLh5hUnH\naLHWA79/Z38n69fMproywBUXzaQ9lmLLrrZi6RYHzzoeDgVYPr+mn0tXrHsXNmNR+H4PmJmPx7sg\niYYDRMOeyzccDRAL+Lh0+QzWrRjs7u1NZHnuraO8+M4xLl7awPo1s3l3Xzv7jvcQ8nv19R64aw3g\nxebtOOjp0b2JHMNNRT7ToKWtb0gLXWtnYlg3mCRtCFON8VikS1uwXba8ge0HurAdb8Fku6f79ZqG\nQc5yaetKEAl7sbYjtWgThHOJbvEKKZ+ph6WrN00m3zu+YP3u6k0D3gLm+kvnsHRONY+9eIBM3srt\nuNBYE+a+m5fTk8hiGMZZeXgk8WN6MBaF7wBeKZbjZZZl0mMaBjUVIbJ1XvZUPGWxqKmKhU1V9Cay\nbN3VxtZ+2b0dbNvbgQGYBoRDPl7f2crFS2ew/UAH2w90kEjlCAZ8xbIshgmu09/GZzsuv9h8kO0H\nO/n92y4CBg+80dxggjAVGItF+qpVTTz+ykHau9MYQDho0tqVoqEmTHdfhpzl5IPZ05zsTDKvPp/4\nYZqkszapTJLqfGurUmRSE841X//JO/28L1/+xGWD9hnJsr3p9cM8//Yx+pKFtpsB5jZWFNsT2o5L\nVTTIlRc1csMlTWzZeYre/L47D3fz94+9SzDoKxobzsTDI16i6cNY6xfsUko1AwU/iqu13lAmmaYE\nAb+PuiofrhskmbEI+ExuuWIeN62bN8jdW7A4JNI2kOVt3cZrza3Ek1kM0/QKaQZ9VIS9f45E2sK2\nHJL51ZqBgQvsORLj6z95l0jIXxx4TQ0VQ74sCpOXJG0IU4XxWKT/2xev4Y1drfQmsry2s81rM2VC\nbWWQcNDP0VNxbMfl4Z+/x63vm88Nl84pWvUMw6A3mSWezlFbESQU9MukJpxzdEt3UdkD2He0B93S\nPWQdtaEy1guu2mTawmcaOPlEj0IP6r5kDsdxSWdtXnr3BF+8YzXL59XS2ZNh05Yj9CVzxOJZTMOg\nrirIliH6u4/GcD3iZR6ZmoxF4fu7IbZJ6lue0tp+lm3Tl7RYt6KRy5bPoPlQFxtfOVQMJgdPmXvi\nd0e8uD0XL+AICAVM/uCDF1FfHeZff7OL/cdOvygc18Wx+v/kxcmwsWrQy2Lg5FVwIcsgFaYTV61q\noj2W4rWdbfj9Jt29KZJpi7rqMMvmVnPgeC8u8OybRznZmeDeG5YSDHhJVIZh4LrQ2ZsmnrbYurut\nWM5CQh+E88FIz5vXTxfiqRyO6xIJ+Yv9dcFT/h55eg/hoJ9LlzWwbsUMXtvRSs52cVyXzt4M1VGH\n3/zuIIfb4pimOa6FTWmP+Be3HefjG5ad1b0K54dRFT6t9UsTIMeUp787KEQinWPd8kY6etLsONBJ\nXypHNmcXA2vdgSqz6xLwm7iu1w3E5zNwHJdS765hDM7CLTBcgK9MXsJU4UzKCBWO2bKrjXTWIRL2\n4/eZJDM2d12/mKfeaCGdsdlxsIuOnjSf/oCirup09qJpmliWg2W7mI6Dz2dgGEY+RkoWScKZoxbU\nsXx+TT+X7nji6BprI1y9ahbPvnmUeDKHaRpU5sMQXJdBCUilfaUdxy16enKFPrzJHG/t7aC6MkiA\n/kaDkWQo7REfDfvZ3dI9qFySMDWQkvTngKHcQQWr3yc2LOOqVbPIZLy6e99/RhNPWcWuGgWSGZuX\n3jnOwllVxPrSRcUQwGd6ZVnsEu1P3LPCdGQo19ZYjlk2t4YfPrsX23HoiacxTZOlc2r4z7//Pr7x\n03fp6PHi+b75+A7uu2UFS+ZUF4+vrw6zdkk9zYe6ydkO1ZEAj73gdTYQ965wNnz5E5edVdJG4dn+\n/tN7+iVtXLN6FgdO9HK8I4FtO6Szdj9jgGF4bdZmNUTp7k2TyXmLmlTGJmelqasKEfDTz0o4kIIR\n46Z189hxqAuQWPGpjvzrnSVDWdQKAwW8VdfSOTWsWtzAigW1XL16FjNqQjTUhKmMnNa3HRde3dHK\nj3+7Lx/rdxrb8VZncxsr+LN7L+aBu9YMOwkVLB6W7WDZjiiGwpSjUDR8PKgFdVi2TVtXimTGIZ6y\n+Kefv4fPNPjju9awYr7XGTKZtvjept1s2dnarxbmjZfN475blnP71QvpTebIWTaO4wwaz4IwXtSC\nurPKkFUL6rh27eyispXK5PjF5oO8u6+DaMjH//bxS7n58nnF/a9eNYv1q71FUzyZw2ca1FaFiOZj\nxC3bpaMnzczaMI7j0N2XHnTNTa8f5qGNzTy0sZmtu9u4etWs4vVlTpm6iIVvAomEAnz8puXccMlc\nEukcbd1JfvbifrKWSypjDXbzllAV8ROLZ+nqTQ/58hiYYTjSuUY7VhCmGrqlm47u/hNX1nL5h0ff\n5n0XzeT3b1M8++ZRXn7vBI7r8sTvDnOyM8lHr11UnMgKvXwLyR2W7WI4ziBrvCCcC8bz3i1Yvg+e\n6OHfntxT3H6kNU5Xb3pIy/iyuTU88vQefGYAnwl+w2BOQ5T9x3txXXh3fye1VWE+VldBb0+S2sow\noaBvSCPGA3etGbflXZh8iMJ3lpxJ3NGs+iibXj/M6zvbirEZhjtyJkxfMkdPPMv3n97DtWtn97Pw\nlbqUVy6oZXdLrGjeHy2GT7IThelO86FuLl46gw9etYDZDVF+sfkAlu3y5p5TnOpOcd+ty6mKek3n\n66vDrFlcR/OhbgzDYM3iOnBdehJZqqMBqd8nnBPO5L3bWBspxpYO930p7+3vpLs3A3ixd9UVQeY0\nVNDWnSqWeXnpneOciqW45/2LsZ0U4aAfZxhrgSh6Ux9x6Z4DPrJ+EQ/ctWZEV2sphRVUwG8SjQTI\nWS6mzyCfQIhpDO6ukbNdbBd6Elk2v3eC4x1xYHAv3e0Hu7Bsh5zlFNutjSZHAXFfCVMVtaCOpfOq\nB22vigb7uW4vWTaDL965hpoKT8E70tbHQ483c7w9Xtyn4N6975bl3HjZPAzTJJnOee7idK78NyNM\na4bqfz7W924hEaTAcIkg7bEUu1u6i27cZNqrGXvkVJzqyiD1VSEKOR+7DnXxjV/u4GRnkqzl4Ngu\na5fUF88lLtzpg1j4zhGjDYjhzPdV0SCpfCmJgN/kVFcSv88glfWUNb8JGEYxiSOVsUllbB5+vJnL\n1UwuvmgmQNHtFPCbBP0mR1r7cF2XRbOrZLAKFwT3XL+U727aRTJtYTluvm2hwdWrZlJfFS7uN3dG\nBQ/cvYZHf7uPI6199CSyfPuJndxz/VIuXT4DOO3eLVCw7MUSWZIZi5qK4LB9sgWhnBQSQWLxDEvm\n1Iy4b01lqFhgfP3qJo607cdvmlRE/GB4zQQ6etLE4t4YuOPaxVxx0UzWr2pi9eJ6qiMBZs+onIjb\nEiYAsfBNAKUBsJteP1x0A4OX9bRiQS2RkFdOoroiQDqv7BWsfHVVIeqrg/3OeaIzya9fO8zXHnmT\nU91JWjsStHenCPoNr5BzyAeGwZHWOI88tXvIFWSpHCArOWHqsun1wzz2wn7iKYtMzgEXFjZV8tf/\n4So+eu0SZtSG+ln6qqJB7nn/Yi5e2gB48Xo/fXE/T205MmLmoplffLXH0sTimX7nFISxUCiWX+BM\n3rv7j/fw9NajxTllIAPnmKtXzUItqCtu60vmsCwbv99gYZNXlsWyXX758kEef/kgluNi2y5dfRm6\n+9I4rkt7LCUeoCmOWPjKzHB18QYG2bbHUnT1pvnhs3vx+XLYdt5C4TMxTQO/z09jnUnOckil85Ma\nXlp9KuNl9foN6OzN4PcZpDM2Bl7Bztd3trH/eC/rVw9urXMmZTAEYTJRGGM5y8G2HQwD6qtDZEuK\nlft9PmbUhOnsSYNh8NI7x2g+5JXLWLmwFt3Sg+O6vLL9JK1dST5583IioeFfj6ZpkM7apDMpqiu8\nXtuCMFbO5r071lqrQ12jUOblR8/txe8zcRwH13W57X3zeX7bsWJsq27pJpw3QqxZXIfruuw6EsPv\nG1/BZmFyIRa+CWKomLrS8hONtRHqq8PYjkPQb2LkAyxCAZPLljUSDPiIhgLUVISoqwoxo9Yr61Ja\nezOTc+jqzdCXzJGzT2cXFnYZLlbkTMpgCMJkoy+ZxbI9y0QyYw36PuD3UZ9X+grKHkBPIsfHblpa\nbG2471gPDz3ezKnuMVgzDOiJZ2mPJclZ9uj7C0Kecr93hwsjqq8OFzPTTdMk4De5eFkDX7hjNbWV\nniepN5mjI5Yik7V5d38n7x3ownFccjmbrbvbxNI3RSmbhU8pFQC+BywEQsD/C+wGHgEcoBl4UGs9\nrX0ijbURKiP+ftXWhxvkP3hmD6e6U8WSKgG/QXVFiIqI1zv39Z1tAFy7djYArzW3Ul0RxLIcOnsz\nxcLMBYufC+C6RELmsB06BGGqU9oNoNB9IJ2xWbm6lqaGCtrb+4r7Bv2+/KTmcnopBPNnVvLgPWv5\n0TOaE51JOnvTPLyxmY9vWMbKhSPXUDNMA9uB9liaSMhPbWVQsnmFsjGWyhAjZQEPPP7aS+bmY1bT\n+TGwlyNtfTj51oMVET/RkB/D8OYQy3aJxTM01IQx5TmfUpRTC7gfaNdaXw98EPgm8HXgK/ltBnBn\nGa8/KWiPpYinLBrrIjTWRYinrCFXR7qlm71He/rVZrEsl0zW4i3dTiJl4ThOsYE2eFZD2wGM0xXT\nhxp/8ZTNqe4UC2dVntWKUmI4hMlE6fN407p5NNZFaGqI0tQQpbEuwk3r5g153NzGSq64aGYx/m7N\n4jrqq8PUVob4wp2ri3F9mZzND5/RvPTO8THF6pmmQSZn09qVJJGSbF6hfIxUGWIol6/Ot0Mb6niA\nb/xyBz9+bi9v7j7FH310FYtnn263lkhZGJyeY9YuqacqGqStK0lCstanFOWM4fsZ8PP83yaQA9Zp\nrV/Ob3sK+ACwsYwyTBrG0pLGdtx+tfhcvJi8vlSO7t4M6aznpnr2zaNkczbZnFPc3+8zsG132ILL\nqYzFy++d5PDJPjasm8s1JZXbx4LU6xMmE0M9j1evmjXmeph3XbeEy5c30pPMMqPm9H5Bv49PbFhG\nKpNj37FewBtvJzoT/N4NSwkGRs/MNQyD3mSWRDpHbVWIoGTzCmVgrIv3nnimGLNX+u4uxI5vevUQ\nfcksAG/samXd8hn84e2reHP3KZ584wjZnMOpmNeO7c7rFrFivmfxNgyD3niWVMaitjKI3yfP+WSn\nbBY+rXVCax1XSlXhKX9/PeB6cWDknPJpwFgzYeurw5jDWMdzOYdk5vRKKpnOFZM2Crguxbi/gdRV\nns7wbTkV55GnNV/+5u/42Yv7icUzo1ruCivGQru2QiygWPyE88Fw9SPHWw9z/qwqlsyuHlRotrsv\nQyJtU18dKlrMmw928e0ndg7ZhmooDMPAcaEjn4w1UuavIJxLSuecQtx4YXE/MI67qzdNvMQancrY\nuEA46ON9F83kT+5ey8w6b77q7svw6HP72H6go7i/Yeaz1rtTkrU+BShrlq5Saj7wS+CbWut/V0r9\nj5Kvq4DYWM7T2Fg1+k4TyHjl+ewda/lgZwLwUvKHorU3g880cV2bgZ2cXCAS8pPJerF50XCAZNoq\nxuxB3txuQG1lkL5krjjBmKbBX376cnKWw5O/O8Q23Y7juPQlczz1RgvPbG0pxh3dfOVCPnbzikGy\n2aZJPJkrvhgqIwG27DnFjv3ewL/m4jnF46b6v9VUZTLdZ7llsc3BMan19RU0NlTQ2FhFa2cCm9Nj\nbaA8rQPGYkMyS3dfphj/ZxsGfp9BZSRAKOC1mrJsl5OdSR7euJM/umstapS4voFkHZfqfDePyfRv\nBZNPnnIw2e6x3PIU5hzd0s3Pfru333gpjBXwxlJFxE8i5XmPKiJ+li1qoKmhgu7eNPX1Ob5491o2\nbj7AjgOdZC2Hx57fT3tvhntuXIZvgJco57pURYNUV4TOSv4L7d9roihn0sYs4FngAa31i/nN7yil\nbtBabwY+BDw/lnOVBl2fbxobq85InoKxe7hjfY5XTsIZpjlGQ3WI4+35iao+wv7jvf2+n1nvrcLC\nQT+NtWEOnvC+v2hhLXPzFsUH7lxDW1eS598+xus7W0mkLRwXEmmLRNri35/VJBNZPnDl/H7u3q5Y\nCjufvg+QtWy27mwt7rN52zFm14ZZtqgB33A3cB4403+rclHOl8Zkuc+J+M19wCVLG/q5b32OQ3t7\n307V42EAACAASURBVCBX72fvWNtPnuFCE+xMlq5EFtM08QEXLagttld7/8WzOdGRRB+NEU/l+MfH\ntnku5NWzxpWc0d2dYMaMSnKp7KQp43KhjJHJdo8TIc/Tr3vPek/ca69WUxnqN1bAG0u3X7eE325t\nAWD96ln9vv/NK/vZttdb2Kv5New71oPjwvNvHuXgsRifvPl0W8ICnV0JDIwzLlc0GZ/JySbPmVJO\nC99X8Fy2f6OU+pv8tj8H/kkpFQR2cTrG74JkYNp8OOjLu00Hm8X7kjnqa8L0xLMcON43KFYvnsyV\n1A0zhp2IZtVHufV987n+0jm8tecUT245UrxeznL4+eYDPPXGEW64dA63XDGfnOXQ1ZumpjJUjF8a\nGPvXE8/w/af3EAr6Jb5PmBAKNca6etPFrhhDuXo/2Jk4vdgaoX5ZRSSI40JfKodpGNx42TwuXnq6\n64bjuDz31lE2v3sCx4Vfv3aYk50J7rhu8ZhjYQ3DwHUhFs8ST+eorZT4PqE8lD7rNZUhLNvhkxuW\nDdmG7WM3r2D1glqgf1xgeyxF86FuHFxc26UvZfHxm5bxm9ePEE/lOHSyj2/+cgf33bqCBbNOKyGF\nuadHnvNJR9kUPq31n+MpeAO5sVzXnEoMtDRcuXIWNZUh/D6Djp5Mv32DfpNsvvTKcBSsdPFUlpzl\nFl26e47E0C3dxYE+8Lp3XLuIV7afpC+ZI513GSfSFk9uaeGpN1oIB/1UR/24QFf++mpBLRctqGPL\nrjYs2yGdtUmmLQwjy/NvHxuyCGgpw9WHEoTxsHV326AxdDZURYM4jhcja5hGv/Zqpmlw25ULaKqP\n8svNB8nlY1lPxVLcf+uKQVaOkTBNA8fx4vtCQR91leGiO1kQyoHfZw5qF1jKcO/inniGZNqrEBEO\n+Zk3s5I/uWct//7bfRxp66M3meM7v97Fh9cv5OpV/S3eRslzHg76qa0KSRmX84wUZzsPDGVpAKiM\n+InFs4P2v3T5jGL83mik///2zjxKjvq695+q3nt6pmcfbSOENFJpRxIgWZhN7DZgEE4Ag5dgO44B\nJy/vkTg5tpOcnJMTJ3kPv5M8gx07NrZZbMcYgWVhgwzG2CCDQQI0kqjRgoS2WXvW3pd6f1R1q2em\nZ+9No/s5R0cz091Vt2vqTt/f/d17v7FUptvXwOz87bNS+rnOu2nlHP7qzvVsXNGETTFn5aRd0jDM\n7t6O3gidvRESSYNE0uDwyQGC4TiGAcnk8IHSoUiCwMDYhe0jZeYEYTqM5UMjG6Sya2Yn00Dl9zlx\nu2xjFp9f0FLPn91yZkDt+x1DPLStlROdQ1N+D6qqEk8YdASCDARH+70gTJd8y2aqqmo2FRoGVRVO\nPnPTCjavmgOYnzHbXznKT359mFiO4eOqaiYsOnpCDIXkPi8lIq1WJpjdUgmqfS5T/glQVVO7c8m8\nKna3dU1wBDNQM7L+B3MuX7Vv4gLaw6f6sdlUVCCVSuFx2YnEkjm3lyOxJK/tb6fK50ZR7ECMlGGg\nAl63ndoqd84s3mQlgQRhukwkWTUZSauaSjc9/WFiiVTO0oh59RXct3UNT+xs42j7IAPBGN/avo+t\nly1m/bKGHEccH0VVCUbiRKIJ/D4nLqf8WRZmTj5kM/0+V6YOz2FXcTntGIaB3aZy8wcX0dzoY9vL\nZsb7rUPdtAdC3H3dMupyZBMVVWEwHCcYiZsLK2d51LGeS0iGrwTkWn2l0+0VHgcup1nvoCoKyxZW\ns25pAz6PI+dQZTCDuvRDdVVObLYzT7RlbU2Nt+qzW5q9iUSKVArm1nn5yAcX0VjjxukYfZv0DsXp\n7DXlpBx2lXRR4fyGCl4/0JG3LJ6MfhFyMd69PJFk1WQkrer8Huw2dcxMn8/j4NM3rmDjikbAVB/4\nyUuHefb3x4Z1z08WRVFIYSobBAbCMsZFyAszkW9L+5jDbnbFX6Q1sGS+H6fdzIAHBiIsbPJx0fJ6\nbFZJQnsgxENP7eXd93tzHlNRFAwUAoOmHGGujKBQOGQpWSJyrb7ScjdNtV7Oa/KxedWcTO3d1Rcu\n4Pf7O4jGkiyeV0VHrznfy6Yq+H0uWuZV4nU7WLmolv/zo7cy5zEMM3uYLZ498rymNFUNp7uD2O0q\nHpeNWMJg08o5bFo5hx27jvHy26dGvYdwNEk4mkRVTBk4t1OldzDG7/d3DJv7lM7ijSUJNFZN345d\nRzNycptXNZVFM4jUH5YP+chgjEe93013X5gcSW7AXCTdetli5tZVsP2Vo6QMg9+9c5qOQIg7r16a\n1UQ1ecztL4P2QJBKr3NKtYGCkG9y+Vid381///ogbx/qIZkyCEcTNFR76B2MEo0nicSS/OCXOldt\nmM/6pfUoijKqflBVTDnC7v4IbodN6vuKhAR8JWTkh9R4H2DZjwH8w3dfN+v6FBgIxjjVHUQB9h4J\nTMuWLRvm886RHoBRM84On+rHpiqZzIXDZgaZ3dbWc8qAaNwgGk/QH0zQWOMes3Nx5HscK6jr6gvz\nwpsnCEXM+VC5mkGKHXyJ2kj5UcjfvaIo1FsLkvESbptWNtFY4+GJnW0EIwkOnujn4W2tfPz6ZTTV\neKd1blVVGQrHCUXiVPvcmay/IBSbkT7W1RfmwLE+VEUhYaSIRBN4XHZqq1wMheMMhsx5rS/uPskr\ne9upqXSxdkktV64fLXWoKgqxRIr2niAVbidVFbLNW0hkS7fMGC8Fn34sMBDJNEoYhhlwpbeeTnYH\nsalKpvnCYR/enTVW00RDtYfNq5oywV6uIt/0+itpQCSawOuyYbeNXpV19kbo7A0Rjsa5cFn9qOOk\n30c6qOvuC9NtfZ0O4gIDkUywB6ObQYrd/DGWuoMwu0kHfQrjb7GeP7eK+29bw7x6s0mkZyDCN5/e\nx4Gj01uApc9toBAYCNMj27xCmWG3qzjttsxiRFEUNq9q4k8+tBy39bNoPElXX5g9B7vHbeZTVZVQ\nNE57IMRAcOxpFMLMkICvSOjv96KPUdcwHWyqgs2mkCuRVlPlotb611R7JsMwUdBy4+ZF3HlVC3de\n1TJMb3HN+XWZ86mqgk1ViCZSxBIpXGPMVwpHk3T2RvjDgU5eePME4SxpuHRdXjqoS3cUZwd1tVVu\nvO4zCeh0M0j2+xgp9Tby+IKQD1RFoaHaywQxH9U+F5/7yErWLqkDzA+7R59v48XdJ2YkOaVkdfP2\nB2MiXyWUlOz6Wbtd5Yp18/jEdcu465qlXLl+Acuaq/n4dctwWB9OyZRBV1+Efe+Nv/hRFHN+7EAw\nRmcgRCgSH/f5wtSRLd0i8OCP93DweD8AS5v9PHDH+hkdT1tYQ3Wlk67eCChmFi+dZ1vWbMoTp883\np8476W2vsbYsb7+qBTDYfbCbvsEobqeNQWssSyKZGHWcphoPHb1mwHW8K8jjO9t45nfv8YGVTaBA\n2/E+FEVhxcJqVFXJjJxxOW3DGkzSdYsAH1g5fDs3PR8KGBYYZr+HKzYs4Mq1cyf13idirPpD4dxA\nVRXqq1109UXGVddw2m3ccVUL8+oqeO719zGAX71xgvaeEB+9csmMbFBUlVAkTjiSmLaKgSDkg5Gl\nOf3BGMGsAG3xPD+Xr5vLq60dhKPm3+lfvPY+PQMRbrpk0bjDytMNTDKgPP9IwFdg9Pd7M8EXmIFY\n9iDk6dDVF8bjctBYq2CzdEVv2NhMtc9FbZWbh59upcESvB4KJ+jqC4/bNJE+5lgjU7r6wmzZsIAL\nWurZta+dtuN9DITGXn31D0VYcV41dpvKvvd6SRkGQ+E4v3rzBAAuh4rX7eCtQ904HWqmNtDttHHk\nVD+BgQjawpopF+WPfA+vvnOKVQurJ3ztyFrA7O/TWdnp2CPMLuw2G3V+Nz19EZRxBiUrisLl6+bR\nVOvhxy8eIhJL0vpegO7+CF+4fd2MtlXSwWZfMEYomsBf4cQhH4ZCCcj+G+ivMJuLgpF4pvni6gub\nWddSzzuHe3hx90mSKYPXD3RyuifEXdcsxT/BuLCRA8r9FU7sNrnXZ4IEfGcxbqcdh10lnkixeJ5/\nWMfrZJsmJiKdMcvWY2xurMzMCoznmtMXN3j3WB9L5lfylU9dyKPP6RxrH8wUvkfjKaLxKKoCPq+D\nmkonNlWldzDKd599F4UzmdCxbBw5H2q6jMxqwpkhvuFonL5Bc1DoRPYI5wZOuxX09YdR1PHvO21h\nDffeuppHn9Pp7o/QHgjx1e//gTuvbmHJPP+M7FAVhUTS3CrzuGxU+1xT0vUVhHyTK+ir83vYsmEB\nLQuqeWJnG/3BGMc7h/j6U3u585qlk/KD9IDyzl7zXvf7pKN3ukgNX4HRFtawtPnMTb202T+j7B5M\nPINsognruRpDcr0OzOAnnkgRiiQIRRIkkik6+8Ismls1oZ3H2ofoCIRIpgzm1Hqp9A7fgkoZMBCM\n090XoW8wSiSWxEiZzSjpTOh47z97PlR2BjPNJWvnTSjxlp0R/P3+jkzHcDiaoKs3kinbGs8e4dzC\n6bBRY+nrTkRDtYf7tq5Gs7RKg+E4j+w4wK7W9rzU4qmqQjSeoj0QYmicrLsgFAN/hZMKl4PUiHu7\nudHH/betYfE883MjGEnwyI4D/PbtU5P2g/S93tETklrWaSIZviLwwB3rh20N5oN0pq62tgJbKpXz\nMZja1uPGFU047SpVFU42rZwzqvHBwJRSs9tUPnvTSn73zime+8NxYvHUqGOlF2ADwRiJpIHDYcMH\nhMJxPG4bsbhBzOo0ThkQtur4EikglcKc5Ty2Q9+4eREt881AOvuaZr/3lUsb6eoanPB9pzueZdEo\nTBa3005NpUHvUGzCbIPbaecT12nsfOM4v3nrFCkDtr96lFM9QW659Pxx65kmi6IoDIZjhCJxqnwO\nUTEQSobf5wRleKYPzGHl93x4BTv/8D4vv32alGHW9R3vHOKjVyyZ9OghRVUytayVFQ4qpJZ10kjA\nVyTyFehl01DtoaGuImdQM9Wtxx27jrJj1zGisSSqqvC7vad54I71mZo/VVWIJ1IEBqIsbXbzg+fe\n5eDx/pyqAqpijosxMB06jd/noq7aTe9AFMMwWDTHR38wRu/gaH3FRAqOnB6gptKNP8cH2Hgz8Sb7\n3huqPfg89mENNcsX1vCG3oXHZaehxj1sS7cQv0Ph7MXjcmAY0DcURZ1ge1dVFa7fuJCl59Xy/Z/v\nJ55M8abVXX7XtcuoysOA5XSxe2AwhsMWxy/F7kKJ8Fc4URUYDMWG+YZNVbhh03ksaKzkyZcOEYun\naH0vQEdviLuv02ic5N/udPnCQDDGUDiOv0IWOZNBAj6Brr4wv9t7OtMtm0oZtFlbmOlM2qPPt2U9\nP0LvYNTU7M2RhfO67bidNgaCcUKRBA01HpLJFJesauLVfR04as0PoaFwnP6hGDaFnGoGT750hB27\njrF8YQ03bFxIY425LdwzEBlXkzfTdNFQOeH7HgonhjW4bFzRNCw7+tr+dgA2rZwzmUspnGN43Q4M\nw6A/GJsw6AO4aEUTbpvCY8/r9A3FeL9jiIef2svd12k0N/ryYtMoFQOfC3WcJhNBKASVXicKZtA3\nst519fm1NNas4fHn26wxWhEe3raXP7piCZfXVkz6HIqiWGpSUZyOBFUVTlnkjIMEfMKE1Fa5hzVG\nJJKjt3CzsdtUnA47YNYUDQbjRGIJXtxzkmgsid/non8oypA12kVRFRTDyDnmLBxNsudgN3sOdrOu\npZ6NKxup9blIplLYcnzATmcsy8gttXTgmH2s7v6IKGsIOanwOEkZMBiOT6qYfF59BfdtXcMTO9s4\n2j7IQCjOt7fv49bLFrNhWcOEr58saRWDjkAQr6ViII0dQjHxeZ0oikJ/cHQWvLHaw323ruanvzlM\n63sBYvEUT/zqIF2DUS5fMzejzzsZVFUlkTRkkTMB0rQh0FDt4dI1czM1FKqqsCxrC3NkM8Rla+dm\n5v3Zbeowx6pw27n6wgU47Gom0xeJJayvzfVFOGo2gPg8DlxOG6mUgd1qwEjjddsY6a9vHermWz/b\nz2M726iucBGNJ0gkUqxvqct0KI8cyzLeAObxGlxEWUOYCpVes1jdmKQahs/j4NM3rmDjikYAEkmD\nJ186zLO7juUsk5gJiqoSjiWksUMoCRUeB9U+16hGDjBnr37smqV8aNPCzN/7na+9zyPPHmAoPPV7\nNXuR0z8kjR0jkQyfAJxpdjhyqp9qn2tUvdrIRpAbNy8a1oiy7eXDeCtcXH+hqZeYfm5gIMKjz7dl\ngjm/z8UNG5v5+a5j2G0qfiASS3DrpeezaeWczBaqz23n3598xywEzKoJBDjRFeREV5AKt521S+rQ\nFlbT2RsmFIljGMa4WYyRQZvM1hPyhd/nJGWkiMSSk8qk2W0qt162mHn1FWx/5SjJlMHv9p6mPRDi\nzquXDhsong/SjR3BSAy/zyk1T0LRSI/Q6guObnJSFIXLLpjH/IYKfvjCIYLhOEdODfDQU3u569ql\nNDeOX5qTi/QiJxSNU+lx4MtDjexsQAI+IcN4Or7px7NJB4U7dh3lnSMBHHaVRCzBjZsXDRsTs3lV\n07AGi00r59Ddf6YO79I1czM1ctm1crV+N529ETCgttLBHVcv49XWdlqPBEimDIKRBLv2dfD6gU5W\nL65l86o5aM1+9h/tQ1XhkrULhtmca6bgyIaP7PcqyhrCVKmpdNPTHyGWmFzQB+biqLHGw+M7DxIM\nxzl0sp+Hn97LJ67Thkkj5gNTn/dMY0eVP7/HF4Sx8LodKAr0DsZybrcunufnC1tX898vHea9UwP0\nB2N862f7uemSRWxc0TitcgRzkRMnGElQ6RV1GqXQKU9N0zYB/6Lr+hZN01qA7wEpoBW4X9f1iQww\nJjNao1g0NFROatRHsSi1PV19YR5+uhUgMwT6vltXjwqORqpZjPWzkceNxkxZHqfDxsevW4bXaWco\nmuD1/WagNzLtv6ChgrVL6miq9rBkUR0VDpVKj9no8fDTrSSSKbos2bf6ag8Ou8qdV7VQW+Ue046x\nbJwqDQ2VhSoqKRsfKfX9OJJS2dPdHyaeSI36kKqtrSAQCOZ8Td9QlMeeb+NUt/m406Fy+5YWVi6q\nLZid1dVeQkORsql5KpCPlI1/gPhIJBandyA2plpNZZWHx57dz2uWrCbAhmUN3HLp+TMasm+WDilT\nlmorw9/XtH2koBk+TdO+CHwcGLJ+9DXgS7quv6xp2jeAW4CnC2mDUB7kCpgmE0S5nGduUX+Fizq/\nm4FgjKs3LODK9fNpPRLg1dbTnOgyPyTT272qouDz2lnfUs+1FzczFI6TTI1uNukfima2nHNl+ySr\nJ0yHuio33X3hnN3nY1Htc/G5j6xk28tHePtQD7F4iseeb+Oai8x7vRDqAqoqjR1CcXE7HdRUKfQO\nRHKq1TjsKrdcej7NjT6e/u0REkmD3W1dtPcEuevaZRm99akiUm2Fb9o4BNwGpP+CbNB1/WXr618A\n1xT4/EKBmYyyRz6PqyrmCm1OnZdKr5MLWuq499bV3HvrKi5oqctkKVKGwUAwzm/ePs3jOw/SH4yx\nYmENKcPA7VRxO9XMoOX0qlEaM4R8oSgK9dWeUY1HE+G027h9Sws3bFqY+aP5qzdO8MNfHSQaT+bd\nzjTZjR3BaRTLC8JUcDvt1FZ5MIyxJz5sWNbA529ZTU2lqbl7qifEQ9v20na8b0bnPiPVFqZ3MJqz\nmWS2Uowt3UXAD3Vd36xp2kld1+dbP78KuEfX9U9McIhz57dxFtPeY2bY5tRNfoZSPo5rGAaHT/QR\nDCeoq3bz3ql+/vOpvQyG46Okr86bW8VFyxtZvcQMDAeDMX764kFUVclkNf7mkxfn/T1kUbAt3QId\nV5ghqZTB6Z7cW7gT0Xq4m+/8bB/hqFnWML/Bx70fXUt9gbPOhmFgU5VhetVFpCBbugU4ppAHIrEk\n3b2hMbd3wZQj/O72few70gOYN8hNly3mQ5csykvW20gZVPqc+CtcMz5WkSjPLd0cZIfzlcCkQvUy\n2z8Xe3JgK5At6YT7WMfNnpW3dnEtH1w9l40rGq25TkniyRQDQTNjcez0AMdOD/Dc74+xcUUjG1c2\n0TK/itajvagoXLS8AVsqVbDrOdEg6JlQDvcAlM/9mKYc7FGTSbr6IiiKMm4N30jm1Xi495ZVPPq8\nTldfhJNdQ/zzI6/zsWuWsmT+xKLzk2E8ezq7h7DbFPxe16Rlr2ZKoXyk1PdANuVwT2ZTanuUZJKe\n3jCKYu605LonP3Z1Cy9Wu3lx90kMYPtvj3DwWIA/3tKCxzXzMCbQa5YB5VJ1KvX1GclMfKTYc/j2\naJp2hfX1h4CXx3uyIIzHyFl57xwJoKgKt1x6Pp+8XuMv7tzA3959Iffeuop1LfWZQZ5D4Tgv7j7J\nvz2+h47eCFvWzefOq1u4eHkjnYEQA8HYOZXmFwqL3Waj3u+e9Iy+bOqrPdx762q0hdUAhKIJHnn2\nAK+2thd8xpiqWDVPA2GrCaVwW8rCuYvTYaNugu1dVVG45qJmPnmDhttafLz7fh8Pbds77Qx6Ntnd\n6939YRLJ2XmvFyvgS/9legD4R03TXsXMLj5ZpPML5xBetwNtYQ0rzqvBpijMb/Bx+1Ut/PVd67n6\nwgX4POYKLmUYvHO4hyd+dZAfv3jILJRPpghFE7T3BOnpjxCOSj2TMHMcdht1fveoMoPJ4Hba+cT1\nGleumwdAyoCfv3qUp14+MqHqTT6wWSoGXf0RAgORab0HQRiPyQR9AMsX1nD/bWuYW2eOEwoMRPnm\n0/t462B3XuxQFYVE0qCzN0LfUHTWDW4ueA1fHpCW+nEoJ3tKYUv2lu7ILtu0PZFYnMFQgngiaUnw\npEZ196ap8DjYZG33VnmdGClzkLPLacPnseOYgU6jjGUpPuVmj6/STdt7PdMegfLO4R5++tJh4lag\n19zo4+7rllE1zcGyU9liTpNKpajwOKny5r+jV8ayFJ9ysicWT2LYbPT2hcZ/XiLJM799jz1Zgd7m\nVXP40AcWjpLKnAmGYbCouYZoKJa3Y86UmfiIBHxTpJycA8rLnlLZMtasvJH2RGMJBkIxYokzOrzH\nOweHDXNOoyoKqxfXcsnqOTQ3+lAUhVQqhcNmw+OyU+GxT/nDTgK+4lOO9hw7HsipODBZTnUHeex5\nnb4h80Ooyuvg7us0mht9Uz7WdAI+MD8IFRSqKvI7zFYCvuJTbvZU+r20HenM1PSNhWEY/H5/Bzte\nPZYpwVnY5OOua5ZRVZE/ZY2aGi99vaGyGdw8Ex8RLV3hrGcihZA0Lqedhmov9X4PDptKKpWiubGS\nO65ayhfH2O795jP7+MbTrexp6yJlQNIwGAzHaO8J0TsQKeioDGF24nU78HudGDnmQk6GefUV3Ld1\nDYvmmsXbA6E4396+j91tXRO8Mn8oigIK9A3F6OoLEZP6PiFPuJ2T295VFIXNq+bwpzevpMpr/t1+\nv2OIrz+1l/dOD+TNnnR9X/9QjM7eENHY2XuvS8AnnHO4HGY9VX21B6ddJWUYVHqdXH3hAr5413pu\n39LCgoYzo1lOdAX5yUuH+dcn9rDzjeMMhuIoqkI0kaKnP0xnIMRgSBo9hMlT4XFQ6XWSmmbQ5/M4\n+MyNK9i00tSBTiQNnnzpMDt2HR2WqS40qqqQtIbZBgbCUt8n5IXJ1vQBnDenkvtvW8P51gJoKBzn\nOz/fzyt7T+e1Bk9RFVLG2d3EJAGfcM7itNtMSTW/G5ddNaV3bCrrltZz39Y13Hvr6mHdvcFwnF/v\nPsm/PbGHH71wkPc7Bs2tXiAYSdDeHSQwEMnIwQnCePi8Tio8zmkvFGyqqUiw9bLzM/foK3vb+f4v\n3iUUKe49qKoqsYRBRyA4K4vdheKTDvomsyiq9Dr59I0ruXTtXMBsbNqx6xg/fvFQ3ndhMk1MfRF6\nByNn1UJfAj7hnMdht1FT5aaxxo3LYctstTU3mt296e3eyhzbvQ9b272JZArVphJLpOgZiNIRCNE/\nFJOMhzAu/gonXpdtWiNb0ly8oonP3rQyU45w6GQ/D2/bS3tg/ML3QqCoKpFYkvZAiKEyKnQXzk6c\nDhv11ZML+myqwoc/cB4fu2YpTks96Z3DPXzj6Va6C6CgpKoK0XiK9p4g/cHYWbHIkYBPECzsNhs1\nlS6aaitwOWykrE7I9HbvX9+1ntuvahlWHH9yxHbvQDCGqpo1H+FYgtOBEN19YYKRODc/8IyIlAqj\nqPa5cbtsM/rAOG9OJfdtXc38erMUITAY5ZvPtLL/aCBfZk4JRVEYDMfpDIRktJEwI5x2M+ib7KJo\nzeI67t26mnq/qbnb2RvmoW2F8wVVVQlF4tYip7zvdQn4BGEEqqpQU+liTv3wwM9uU1nXUm9p9068\n3ZuWqEqkDAaCMYDG0r0roZypqXTjtM8s6Kv2ufjcR0xNaYBYPMVjz7fxwpsnSrLtlC536JXGDmGG\nOO026qonP7y8qcbLfVtXs3JRDQDReJLHnm/judffL8iui6Io1iInRkcgSCRWnoGfBHyCMAaqYgV+\ndcMDP5j6dm++55UJs486vxuHXZ1R0Oewq9y+pYUbNi0kfcu98OYJfrjzYMk6ylVleGNHcpqNKsK5\nzVSDPrfTzt3XLuP6jc0ZX/jNW6f43i/eJRgpTEBmdvQqBAbLc5EjAZ8gTEAm45cj8Jv0du8fjpfC\ndOEso97vmfHgWEVRuPyCeXzqhuUZGap9RwP85zP7CAxE8mHmtEg3dnQGQtLYIUyLqQZ9iqJwxbr5\n3PPhFXjdpubuoZP9fP2neznRNVQwO0cucspFqk0CPkGYJNlbvW7n8EL77O3e+3Jt9+45WSqzhbOM\ner+baQpxDGNZczX3bV2dmVHZHgjx0LZWDp3sn/nBZ4A0dggzYapBH0DLfD9fuG1NZtxWfzDGt362\njzfe7SyUmcCZRU5Xb5jewWjJO3ol4BOEKaIqCtU+F011XjwuO4ZhDMtWLBi53est/XR24exBAI/8\nNAAAC/BJREFUURQaqj3kowqg3u/h3ltXsXyhWcsUjib43rMH8j6jbDooisJAOE5HIESoQFtswuxk\nOkFfusb14uVmKXUiafDUy0d46uUjxBOFLTNQVJVoPEmHNbO1VEjAJwjTRFUU/BVO5tR6zZEYBsM+\nRDPbvR9bzx1XtZTQUuFsIx30wcyDMrfTzsevX8aV6+cDZ2aU/fQ3R0o+PFa1VAzSih03P/CMvaQG\nCWcN0wn67DaVrZcv5rbLF2O3mSuqN97t5Fvb99E3FC2UqRkURWEoHKe9J1SwOsLxkIBPEGaIoihU\nep3MqfNS6XGiMDzws9tULmipL52BwlmJqig0VnvzEfOhKgrXXdzMx65ZisOaUba7rYuvPbE73UFe\nUtKKHcDUBYGFc5bpBH0AFy1v5M8+sopqn6m5e7IryNd/updDJwpf7pCWJRwogVSbBHyCkEd8XgdN\ntV6qKpyoMKOBuoKgqgr11a68bb+uWVzH528580H33qkBHtq2l+Odg3k5viAUm3TQxxR9ZH6Djy/c\ntoalC/wAhKIJHvnFAV7ac7Io5Q5pqbaeIkq1ScAnCAWgwu2gsdaL3+fEpiiiuCFMG7vNZg6RzdOH\n0Ny6Cu7bekZ7dDAU59vb97O7rSsvxxeEYuO026idho943Q4+dcPyTLmDYcDzfzjO4zvbiBRJIlNN\nS7X1RwgMRAr6WSEBnyAUEK/bQUONh9oqJ0Dxta6EWYHD+kCbjJj8ZPB5HHz6xhVcuWEBYBawP/nS\nYXa8epSkLE6Es5DpBn2qapY7fOK6Zbgc5hij/Ud7eWhba1HlCVVFIZZI0R4I0j9UGKk2CfgEoQi4\nnQ62P3iL7JsJ08Zpt1FbOXmJqYmwqSp3Xqex9fLFmRFCr7S2871fHJCuWeGsxJlZGE3dR1YsquX+\n21bTVGOOMerpj/CNp1t540BHvs0cF1VVCccSBRlbVPSAT9M0VdO0b2qa9qqmab/WNG1JsW0QBEE4\nG3E5bdRUOfO67XPx8kY+e9NKs9McOHxygIeLnN0QhHzhtNuom2bQZ44xWs3aJaY8YTyR4r+eaWXH\nrqNFV4hJ61Hnc2xRKTJ8twJOXdcvAf4WeLAENgiCIJyVuJ0Oqn3OvA5xPW9OJfdvXc18azBtYDDK\nN59uZd97hRGcF4RCMpOgz+mwccdVLdy4+TxUaxjmK3vb+c7PDxR9hp6SNbaoMw9SbaUI+D4I/BJA\n1/XXgItKYIMgCMJZi9ftwO91YuQx6+D3ufjczatYZ40QiiVSPL6zjRfePFFyhQBBmCpOu9nsNJ2g\nT1EUPrhmLp+5aQVVFWZH+9H2Qb7+1F6OtRe/MkdVFVIp6AzMbFZlKQK+KmAg6/ukpmlSSygIgjAF\nKjwOfN78ZvocdpU/3rKED31gYUbp44U3T/DEzraizgsThHzgmEHQB3D+3Cq+fM9GzpszvKP91db2\nkijVKKZTTluDRym20ZqmPQj8Xtf1n1jfH9d1vbmoRgiCIMwSbn7gmUaghryMaC45ndsfvKWv1EYI\ns4ubH3jGASxiBsFSmWAHDm5/8JZpFfWVIuC7DbhZ1/V7NE37APB3uq7fWFQjBEEQBEEQziFKoVu4\nDbhW07RXrO/vKYENgiAIgiAI5wxFz/AJgiAIgiAIxUWaJQRBEARBEGY5EvAJgiAIgiDMciTgEwRB\nEARBmOWUomljQqy5fA8Da4Eo8Fld1w+XyJbdQL/17RHgq8D3gBTQCtyv63pBCyE1TdsE/Iuu61s0\nTWvJdX5N0/4U+ByQAP5J1/UdRbJnPbAdOGg9/LCu6z8phj2apjmA7wLnAS7gn4ADlOj6jGHPCeDn\nQJv1tLxcn3LxkXLwD8sO8ZHcdoiPiI+k7RAfyW3HOeMj5ZrhKwv5NU3T3AC6rm+x/n0G+BrwJV3X\nL8ec6XNLgW34IvBtzF88uc6vadoc4M+BS4Drga9qmuYskj0XAl/LukY/KaI9dwNd1rW4AXgI814p\n1fXJZc8G4MECXJ+S+0g5+Idlh/jI2IiPiI+Ij4zPOeMjZZnhY4T8mqZppZJfuwDwapr2HOa1+jKw\nQdf1l63HfwFcBzxdQBsOAbcBj1rf5zp/EnhF1/U4ENc07RDmqvaNIthzIbBM07RbMFdnfwlsLJI9\nPwGetL5WgTilvT657LkQ0ApwfcrBR8rBP0B8ZDzERxAfQXxkPM4ZHynXDF+5yK8Fgf+t6/r1wOeB\nx0c8PgT4C2mArutPYaZr02RPCh+0zl/FmS2D7J8Xw57XgL/Sdf0KzO2KfwAqi2GPrutBXdeHNE2r\nxHSSrzD8ni7q9clhz5eB1ynM9SkHHym5f4D4yAS2iI+cQXzkDOIjZ2w5Z3ykXAO+Acw3k0bVdT1/\nKuGTpw3LQXVdPwj0AE1Zj1cCxZYByr4OVdb5R16vSqC3SPZs03V9T/prYH0x7dE0rRl4EfiBrus/\npMTXZ4Q9P6Jw16ccfKQc/QPER4YhPpJBfOQM4iNZnCs+Uq4B3yvAhwEs+bV3SmTHPVh1H5qmzcO8\noM9rmnaF9fiHgJfHeG2h2JPj/K8Dl2ma5tI0zQ+swCw0LQa/1DTtYuvrazDTyUWxR9O0JuB54Iu6\nrn/P+nHJrs8Y9hTq+pSDj5Sjf4D4SAbxEfGRMRAfsTiXfKRca/jKRX7tO8AjmqalHfIezBXat63i\nyP2c2WsvNOkurgdGnt/qHvoP4LeYQfyXdF2PFcmezwMPaZoWB04Dn7PS0cWw50uYKey/1zTt762f\n/Q/gP0p0fXLZ85fA/y3A9SkHHykn/wDxkVyIj4iPZCM+MppzxkdEWk0QBEEQBGGWU65buoIgCIIg\nCEKekIBPEARBEARhliMBnyAIgiAIwixHAj5BEARBEIRZjgR8giAIgiAIsxwJ+ARBEARBEGY5EvCV\nIZqmXalp2q9LbYcglCviI4IwPuIjwkgk4BMEQRAEQZjllKvShgANmqbtAJYAOvDHwN3A/8KcTv4m\n8AVd14OapnVhSq00AR/B1G70YuoB/oWu669Zsixfs37eDfyZrutHNU17CdgLXAK4gb/UdX2nJe/y\nHaAZU+T6S8Bu4C1d1+cDaJp2Evifuq7/t6ZpfwskgYetf6sAG/Cvuq7/SNO0PwE+BdQBP9N1/SsF\num7CuYP4iCCMj/iIkEEyfOXLQuA+TH28OZjSM18CLtd1fS0QBP7Bem4d8FVd1zcAnwG267p+MfBF\n4IOapjmA/wI+puv6hZgO+23rtQZgt35+N/B96/n/D/iVrusXAH8EfBdQgPc1TVuladpyTEe83DrO\nDcB24O+AN3Rdvwi4AviypmnnW8+ZD6wTJxXyhPiIIIyP+IiQQQK+8uVtXdeP6bpuAAeAaswVTa/1\n+LeAq7Oe/5r1/07grzRNexzTMR4CNGAxsF3TtD3AvwDnZ732mwC6rr+FqdO3FtiCuTJD1/X3rONv\nAnZY590C/DtwuaZpVcAcXdffxRR2/rx1nt9grgRXYf5B2K3reioP10YQQHxEECZCfETIIAFf+ZLI\n+toAejFXRmlUsrbkdV2PWv+/CqwEngPuwFwtqcARXdfX67q+HriQMysqMFPo2cdNWP9nn0/BXIk9\nC1yL6ahPWa+9C/hl1uvvzjrXBy1bAMKTf/uCMCHiI4IwPuIjQgYJ+M4uPqJpWo319Z8CL458gqZp\nXwU+oev6D4A/B9YD7wK1mqZdaj3t05j1GWA64N3Way/CXAHutY79GevnizEdbpeu67uBZcBSXdd1\n4NfAV4CfW8d7EXMLAU3T5gJ7MOs3sp1eEAqF+IggjI/4yDmKBHzliWH9y6Yf+CrwG03TDgBVmA7C\niOc+BHzUSoU/Bdyr63oMs1j3QU3T3gY+iems6de2aJr2JmZK/g4rXf4XwFWapr0DbAM+o+t6h/Wa\n32JuD4DpqJXAS9b3/wh4NE3bC7wAfFHX9SNjvCdBmC7iI4IwPuIjwjAUw5Brdy5jzWn6G13XXy+1\nLYJQjoiPCML4iI+cHUiGTxAEQRAEYZYjGT5BEARBEIRZjmT4BEEQBEEQZjkS8AmCIAiCIMxyJOAT\nBEEQBEGY5UjAJwiCIAiCMMuRgE8QBEEQBGGWIwGfIAiCIAjCLOf/A/S1yq3I0+R7AAAAAElFTkSu\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x126a63cd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(df, col=\"origin\")\n",
"g.map(sns.regplot, \"horsepower\", \"mpg\")\n",
"plt.xlim(0, 250)\n",
"plt.ylim(0, 60)"
]
},
{
"cell_type": "code",
"execution_count": 238,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 60)"
]
},
"execution_count": 238,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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XIC07jcKCTVRVVZKSktoc4QvR6E48cShdunRj9uwZ7NhR2mjj2AzDYMSIC8jN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dmFDJELTEVsE8rZ56omy5DBwZZyMgxplNsqSUpMpqm5AYVWzfrDuyksKGTt1g18+PVMxo8Y12HX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\niIiIiKRRSBQRERGRNP8fC6yusypBOWsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x127106750>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['tons'] = (df.weight/2000).astype(int)\n",
"g = sns.FacetGrid(df, col=\"origin\", row=\"tons\")\n",
"g.map(sns.kdeplot, \"horsepower\", \"mpg\")\n",
"plt.xlim(0, 250)\n",
"plt.ylim(0, 60)"
]
},
{
"cell_type": "code",
"execution_count": 239,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x131e0f610>"
]
},
"execution_count": 239,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ZG0BJkqSWsQGUJElqGRtASZKklrEBlCRJahkbQEmSpJaxAZQkSWoZG0BJkqSWsQGUJElq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\nGAugJElSYSyAkiRJhfkvpKK3WXb695IAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x126a57950>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(df, col=\"origin\", row=\"tons\")\n",
"g.map(plt.hist, \"mpg\", bins=np.linspace(0, 50, 11))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# pairplot and PairGrid"
]
},
{
"cell_type": "code",
"execution_count": 240,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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fIPTVN92Lsk688y6/fGA6v/3OtRucEJcjh9NB8Tffe92h6XbVE2glPSHCdYx+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WAAAg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CYp1kpWax/5hJjnIVF7Lr1BGarN9QRXUBGxd1voDCtHQAgmNiaB0RQZI1/d2zQzRRXgFBh5ZR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\nZDEtSZIkTchiWpIkSZqQxbQkSZI0ob8BTmjGJ04rmYcAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x140bb1510>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.pairplot(df[[\"mpg\", \"horsepower\", \"weight\", \"origin\"]], hue=\"origin\", diag_kind=\"hist\")\n",
"for ax in g.axes.flat:\n",
" plt.setp(ax.get_xticklabels(), rotation=45)"
]
},
{
"cell_type": "code",
"execution_count": 241,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x13eac5790>"
]
},
"execution_count": 241,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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2d9XQ3hBAkri4MFJR8LqvvTBS8XpRvN75PO00tn7lxjWSLBPYtZt3PVN43z3C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p/R+cm++JQt/uaanAshhBBi+anaBNs0zb82DGO8hGUNMGIYRhjwmqY5Xib7FPAIIAm2WDTzTc6F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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x13e0c0dd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.PairGrid(df[[\"mpg\", \"horsepower\", \"weight\", \"origin\"]], hue=\"origin\")\n",
"g.map_upper(sns.regplot)\n",
"g.map_lower(sns.residplot)\n",
"g.map_diag(plt.hist)\n",
"for ax in g.axes.flat:\n",
" plt.setp(ax.get_xticklabels(), rotation=45)\n",
"g.add_legend()\n",
"g.set(alpha=0.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# jointplot and JointGrid"
]
},
{
"cell_type": "code",
"execution_count": 242,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x1393a5d10>"
]
},
"execution_count": 242,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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XJXgr8BSRKcObrLVdLo4rZSRzik6hJZI+8rIjh/KW9u4kj8RdrgWWtfYGIgE1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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1393a5c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(\"mpg\", \"horsepower\", data=df, kind='kde')"
]
},
{
"cell_type": "code",
"execution_count": 243,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x141b640d0>"
]
},
"execution_count": 243,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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eTF/iiGce2YsSYmbI98OqrpmD3eHCanOwtCm3inKqM47FaivyCCdXMWZY9wCa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\nBCwhhBAl4f8DWHboUV46uZkAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x141b64110>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(\"horsepower\", \"mpg\", data=df, kind=\"reg\")"
]
},
{
"cell_type": "code",
"execution_count": 244,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x141cd8690>"
]
},
"execution_count": 244,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Sy0EmmyGTVcgqJqZpYphgmmBi5r+PjFqaponJjdvzwWZRsNtUbBZoafLymQc1Wpq88/cC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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x141cd84d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.JointGrid(x=\"horsepower\", y=\"mpg\", data=df)\n",
"g.plot_joint(sns.regplot, order=2)\n",
"g.plot_marginals(sns.distplot)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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