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@emptyr1
Created December 2, 2014 01:24
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Lesson4_dataVisualization
{
"metadata": {
"name": "",
"signature": "sha256:fb669cbee64cdeb66ff15196c4c900e26abf87835d9570c99addcb61e18515ee"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pandas import *\n",
"from ggplot import *\n",
"\n",
"import pandas\n",
"\n",
"def lineplot(hr_year_csv):\n",
"\n",
" # You can check out the data in the csv file at the link below:\n",
" # https://www.dropbox.com/s/awgdal71hc1u06d/hr_year.csv\n",
" #\n",
" # You can read more about ggplot at the following link:\n",
" # https://github.com/yhat/ggplot/\n",
" \n",
" dataframe = pandas.read_csv(hr_year_csv)\n",
" gg = ggplot(dataframe, aes(dataframe['HR'], dataframe['yearID'])) + geom_point( color = 'red') + geom_line(color='red')+ xlab('HR') + ylab('Year')\n",
" \n",
" return gg\n",
"\n",
"if __name__== '__main__':\n",
" print lineplot('data/hr_year.csv')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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nAhCeMYPahQtTds+BpO3cSeGFFxK84QbC3/zmgN3XGDmS6sWLCZ99NkVnnYX3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\n58zFgwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10c507ad0>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<ggplot: (281221585)>\n"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pandas import *\n",
"from ggplot import *\n",
"\n",
"import pandas\n",
"\n",
"def lineplot_compare(hr_by_team_year_sf_la_csv):\n",
" \n",
" # You can see the data in hr_by_team_year_sf_la_csv\n",
" # at the link below:\n",
" # https://www.dropbox.com/s/wn43cngo2wdle2b/hr_by_team_year_sf_la.csv\n",
"\n",
" dataframe = pandas.read_csv(hr_by_team_year_sf_la_csv)\n",
" gg = ggplot(dataframe, aes(dataframe['HR'], dataframe['yearID'], color='teamID' )) + geom_point() + geom_line()+ xlab('HR') + ylab('Year')\n",
" \n",
" return gg\n",
"\n",
"if __name__== '__main__':\n",
" print lineplot_compare('data/hr_by_team_year_sf_la.csv')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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+giCsKUSsCU3BShcYNKLPWjC9oIowqOeCaZLWEMm72QCObdmKV2OxprVeVP82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\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10c250cd0>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<ggplot: (281453805)>\n"
]
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pandas import *\n",
"from ggplot import *\n",
"\n",
"def plot_weather_data(turnstile_weather):\n",
" '''\n",
" You are passed in a dataframe called turnstile_weather. \n",
" Use turnstile_weather along with ggplot to make a data visualization\n",
" focused on the MTA and weather data we used in assignment #3. \n",
" You should feel free to implement something that we discussed in class \n",
" (e.g., scatterplots, line plots, or histograms) or attempt to implement\n",
" something more advanced if you'd like. \n",
"\n",
" Here are some suggestions for things to investigate and illustrate:\n",
" * Ridership by time of day or day of week\n",
" * How ridership varies based on Subway station\n",
" * Which stations have more exits or entries at different times of day\n",
" \n",
" You can check out:\n",
" https://www.dropbox.com/s/meyki2wl9xfa7yk/turnstile_data_master_with_weather.csv\n",
" '''\n",
" turnstile_weather = pandas.read_csv(turnstile_weather)\n",
" plot = ggplot(turnstile_weather, aes( 'Hour', 'ENTRIESn_hourly' )) + \\\n",
" geom_point(color='lightblue') +stat_smooth(span=.15, color='red', se=True) +\\\n",
" xlab('Hour') + ylab('entruies') + geom_density()\n",
" print plot\n",
"\n",
"if __name__== '__main__':\n",
" plot_weather_data('data/turnstile_data_master_with_weather.csv')\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Co6OjFAoFRkZGABgdHWVhYWHlPYuLi+TzeUZHR1lcXNzw+tr35PN5PM+jWq0y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"text": [
"<matplotlib.figure.Figure at 0x10c3191d0>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<ggplot: (281221585)>\n"
]
}
],
"prompt_number": 53
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Data Visualization 2\n",
"\n",
"from pandas import *\n",
"from ggplot import *\n",
"\n",
"def plot_weather_data(turnstile_weather):\n",
" '''\n",
"\n",
" Here are some suggestions for things to investigate and illustrate:\n",
" * Ridership by time of day or day of week\n",
" * How ridership varies based on Subway station\n",
" * Which stations have more exits or entries at different times of day\n",
" \n",
" You can check out:\n",
" https://www.dropbox.com/s/meyki2wl9xfa7yk/turnstile_data_master_with_weather.csv\n",
" '''\n",
" turnstile_weather = pandas.read_csv(turnstile_weather)\n",
" turnstile_weather = turnstile_weather[['UNIT',\"ENTRIESn_hourly\"]].groupby('UNIT', as_index=False).mean()\n",
" turnstile_weather=turnstile_weather.reset_index()\n",
" \n",
" sortedEntries = turnstile_weather.sort([\"ENTRIESn_hourly\", \"UNIT\"], ascending=False)\n",
" sortedEntries=sortedEntries.head(14)\n",
" sortedEntries=sortedEntries.reset_index()\n",
" \n",
" plot = ggplot(sortedEntries, aes(x='UNIT', y='ENTRIESn_hourly')) + \\\n",
" geom_bar(aes(weight='ENTRIESn_hourly'),fill='lightblue',stat = 'identity') + \\\n",
" ggtitle('How ridership varies by subway station') + xlab('Station') + ylab('Entries')\n",
" \n",
" print plot\n",
"\n",
"if __name__== '__main__':\n",
" plot_weather_data('data/turnstile_data_master_with_weather.csv')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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oqgAAALASRRUAAABWoqgCAADAShRVAAAAWImiCgAAACtRVAEAAGAliioAAACs\nRFEFAACAlSiqAAAAsBJFFQAAAFaiqAIAAMBKFFUAAABYiaIKAAAAK1FUAQAAYCWKKgAAAKxEUQUA\nAICVKKoAAACwkssYY1Id4mjbuXOn3O6OHd3tdqutrU2NjY16LeJKQbJDGxcw8vv9sZyJ4nK5lJ6e\nrubmZiV6c3BK1mTk9Hg8am1ttTqnxDp1yjYqsU5t30Yl52R10nufjJzSsbudJvNn1JEKhUJdPuc9\nijms0dTU1Olwv9+vxsbGo5zm82lsbEx4zrS0NPXu3VsNDQ2KRqMJm66U+HWarKzJyJmenq79+/db\nnVNinTplG5VYp7Zvo5JzsjrpvU9GTunY3U6T+TPqSB2qqHLoHwAAAFaiqAIAAMBKFFUAAABYiaIK\nAAAAK1FUAQAAYCWKKgAAAKxEUQUAAICVKKoAAACwEkUVAAAAVqKoAgAAwEoUVQAAAFjJm+oAOHJt\nRnK7ej6daDSq2trank/oIInKBgAAjl0UVQdzu6TXIna2wXEBk+oIAADA4Tj0DwAAACtRVAEAAGAl\niioAAACsRFEFAACAlSiqAAAAsBJX/eOosPVWWtxGCwAAe1FUcVTYeistbqMFAIC9OPQPAAAAK1FU\nAQAAYCWKKgAAAKxEUQUAAICVKKoAAACwEkUVAAAAVuL2VMBBEnm/1z179vR8Qv+L+70CAI5FFFXg\nINzvFQAAe3DoHwAAAFaiqAIAAMBKFFUAAABYKeXnqK5Zs0Zvv/22XC6XcnNzNXXqVDU3N2vJkiXa\ns2ePevfurWnTpsnv98dev27dOrlcLk2aNElDhw6VJNXW1qqsrEwtLS0qKCjQpEmTUrlYQFIl8uKq\naDSq2traxExMXPgFAEiclBbV3bt3q6KiQjfeeKO8Xq8WL16sqqoq7dixQ/n5+SouLlZ5ebnKy8t1\nwQUXaMeOHaqqqtKcOXMUDof12GOPqbS0VC6XS8uXL9eUKVM0YMAALVq0SNXV1SooKEjl4gFJY+tF\nXxIXfgEAEielh/59Pp88Ho+i0ahaW1sVjUYVCAS0ceNGjR49WpI0atQobdiwQZK0ceNGjRw5Uh6P\nR6FQSNnZ2aqpqVEkElFzc7MGDBjQYRwAAAA4U0r3qPbq1UtFRUW6++675fV6NXToUA0ZMkQNDQ3K\nysqSJGVlZamhoUGSFIlEYmVUkoLBoCKRiDwej4LBYIfhkhQOh1VfXx833+bmZmVmZnbI4/F4lJaW\npmg0mvCjv5fuAAAgAElEQVRlTZS0tDRH5JSck5WciXdw1uZoVInY95voe9MaSekH5UwUr9cb928i\nJSOry+VKeFanrNNE55Sck9VJ730yckrH7naazJ9RyZDSlLt27dJrr72mm266ST6fT4sXL1ZlZWXc\na1yunv0XV1FRodWrV8cNGz9+vCZMmNDlOIk8Xy/RcnJyYt/bnFNyTlZyJt5ns9p4msK4gInPuW2b\nZHp+2kI0GlVjY2OPpxPH5VL/fv0SO82DtF8DYLtQKJTqCN3mlKxOee+dklNyznvvlJwpLaq1tbU6\n8cQT1atXL0nS8OHDVVNTo6ysLEUiEQUCAUUikdjez0AgoL1798bGD4fDCgaDCgQCCofDccMDgYAk\naezYsSosLIybb3Nzs+rq6jrk8fl8ampqSvhyJlJdXZ0jckrOyUrOxHNK1ricxlhZqKUDpToZ69Tr\n9SojI0P79+9XS0tLwqabjJyhUEi7d++2OqfknKxOeu+TkVM6drfTZOXsiYN3GnxWSotq3759tXr1\nakWjUXm9Xn344YfKy8tTWlqaKisrVVxcrPXr12vYsGGSpMLCQi1dulRFRUWKRCLatWuX8vLy5HK5\n5PP5VFNTo7y8PFVWVurMM8+UdOA0gINPC5AOFOTODp16vV7rD6m2ryvbc0rOyUrOxHNKVqfklJKX\n1RijlpaWhE43WevUKTklZ2R1ynufjJwS22ky1mkypLSonnDCCRo1apTuu+8+uVwu9evXT2PHjlVT\nU5MWL16stWvXxm5PJUm5ubkaMWKEFixYILfbrcmTJ8dODZg8ebLKysoUjUZVUFDAFf8AAAAOl/Iz\naYuLi1VcXBw3rFevXpoxY0anry8pKVFJSUmH4f3799fs2bOTkhEAAABHH3+ZCgAAAFaiqAIAAMBK\nFFUAAABYiaIKAAAAK1FUAQAAYCWKKgAAAKxEUQUAAICVKKoAAACwEkUVAAAAVqKoAgAAwEoUVQAA\nAFiJogoAAAArUVQBAABgJYoqAAAArORNdQAAwOfTZiS3q+fTiUaj2rNnT88n9L8SlQsA2lFUAcBh\n3C7ptYh9jXBcwKQ6AoAvGA79AwAAwEoUVQAAAFiJogoAAAArUVQBAABgJYoqAAAArERRBQAAgJUo\nqgAAALASRRUAAABWoqgCAADAShRVAAAAWImiCgAAACtRVAEAAGAliioAAACs5E11AADAF1Obkdyu\nnk8nGo2qtra25xP6X4nKBSD5KKoAgKRwu6TXIvY1wnEBk+oIALqJQ/8AAACw0jG5R9Xn88nt7tjR\n3W63/H6/GhsbU5Cqe/x+vyNySs7JSs7Ec0pWp+SUnJPViTkTyeVyad++fUpLS5PXm7j/YhOd1eVy\nqbW19ZjNKSUnq1Pe+2TkTBb7EyZBU1NTp8Nt/8EqSY2NjY7IKTknKzkTzylZnZJTck7WYz1nWlqa\nevfurYaGBkWj0YRNN9FZ09LSlJ6erv379x+TOaXkZHXKe5+MnD0RCoW6fI5D/wAAALASRRUAAABW\noqgCAADAShRVAAAAWImiCgAAACtRVAEAAGAliioAAACsRFEFAACAlSiqAAAAsNIx+ZepAABo12Yk\ntysx04pGo6qtrU3MxJTYbIATUVQBAMc0t0t6LWJnGxwXMKmOAKQUh/4BAABgJYoqAAAArMShfwAA\nHCJR56xGo1Ht2bOn5xP6X5xLi2ShqAIA4BC2nk/LubRIFooqAABIKFv3/Ers/XUaiioAAEgoW/f8\nSh33/iayVHNrssSjqAIAgGOWraWa0ykO6NZV/8bEr6xVq1Zp9erVSQkEAAAASN0squPHj9crr7wi\nSfr5z3+uq6++WldffbXuvPPOpIYDAADAsatbRfXdd9/VuHHjJEn33XefVq1apddff1333ntvUsMB\nAADg2NWtc1Tb2tokSR988IEkacSIETLGaPfu3clLBgAAgGNat4rq2WefrRtvvFHbtm3T1772NUkH\nSmtOTk5SwwEAAODY1a1D/4888oh69+6tUaNGad68eZKkjRs36nvf+14yswEAAOAY1q09qn379tV/\n/Md/xA2bPHlyUgIBAAAAUjf3qO7fv19z585Vfn6+gsGgJOnZZ5/Vb37zm6SGAwAAwLGrW0X15ptv\nVlVVlR5//HG53QdGGTFihP7nf/4nqeEAAABw7OrWof9ly5bp/fffV1ZWllyuA3+9IS8vT1u3bk1q\nOAAAABy7urVH1efzqaWlJW5YXV2d+vbtm5RQAAAAQLeK6rRp0zRz5kx9+OGHkqRt27bpxhtv1FVX\nXZXUcAAAADh2dauo3nnnnRo8eLBOO+007d27V0OHDlW/fv304x//ONn5AAAAcIzq1jmqPp9Pd999\nt+bPnx875N9+UVVPNTY26i9/+Yvq6uokSVOnTlV2draWLFmiPXv2qHfv3po2bZr8fr8kac2aNVq3\nbp1cLpcmTZqkoUOHSpJqa2tVVlamlpYWFRQUaNKkSQnJBwAAgNTosqhu2bJFgwYNkqTYIf929fX1\nse/z8/N7FGDlypUqKCjQlVdeqdbWVkWjUb388svKz89XcXGxysvLVV5ergsuuEA7duxQVVWV5syZ\no3A4rMcee0ylpaVyuVxavny5pkyZogEDBmjRokWqrq5WQUFBj7IBAAAgdbrcLTpy5MjY90OHDu30\nq6dFcP/+/froo480ZswYSZLH41FGRoY2btyo0aNHS5JGjRqlDRs2SDrw17BGjhwpj8ejUCik7Oxs\n1dTUKBKJqLm5WQMGDOgwDgAAAJypyz2qkUgk9n1bW1tSZr57925lZmaqrKxM27dvV//+/XXRRRep\noaFBWVlZkqSsrCw1NDTEMrWXUUkKBoOKRCLyeDyxP0Rw8HAAAAA412HPUW1paVFhYaHee+89+Xy+\nhM68ra1N27Zt08UXX6y8vDw9/fTTKi8vj3tN+31bj1Q4HI47VUGSmpublZmZ2eG1Ho9HaWlpikaj\nPZpnMqWlpTkip+ScrORMPKdkdUpOyTlZyZl4TsnqlJySc7IenLM5GlXPGtEB0WhUtbW1CZjSAUZS\nelpawqb3WYctql6vV263W42NjQkvqsFgUMFgUHl5eZKkU045ReXl5crKylIkElEgEFAkEomVykAg\noL1798bGD4fDCgaDCgQCCofDccMDgYAkqaKiQqtXr46b7/jx4zVhwoQucyXyDUy0nJyc2Pc255Sc\nk5WcieeUrE7JKTknKzkTzylZnZJTck7Wz+Z8LZKIqppY4wImLmeideuq/5tvvllXXnmlfvSjH+nE\nE0+M28vZk4upAoGAgsGgPv30U/Xt21cffvihcnJylJOTo8rKShUXF2v9+vUaNmyYJKmwsFBLly5V\nUVGRIpGIdu3apby8PLlcLvl8PtXU1CgvL0+VlZU688wzJUljx45VYWFh3Hybm5tjdxk4mM/nU1NT\n0xEvz9FQV1fniJySc7KSM/GcktUpOSXnZCVn4jklq1NySs7J6qScPXGootutonrjjTdKkp577rkO\nz/X0/NWLL75YTzzxhFpbWxUKhTR16lS1tbVp8eLFWrt2bez2VJKUm5urESNGaMGCBXK73Zo8eXKs\nNE+ePFllZWWKRqMqKCiIXejVvtf2YLW1tZ3u6vd6vVYfApAO7LJ3Qk7JOVnJmXhOyeqUnJJzspIz\n8ZyS1Sk5JedkdVLOZOlWUU3WxVSSdMIJJ+g73/lOh+EzZszo9PUlJSUqKSnpMLx///6aPXt2wvMB\nAAAgNbp11/7S0tJOh990000JDQMAAAC061ZRffjhhzsd/thjjyU0DAAAANDukIf+H3zwQUkHblH1\n0EMPyRgTOyf0gw8+SOpVXgAAADi2HbKoLly4UC6XS9FoVAsXLowNd7lcOv744/Xoo48mPSAAAACO\nTYcsqi+99JIk6ZZbbtGdd955NPIAAAAAkrp51X97Sd2xY0eHv/LUk/uoAgAAAF3pVlFduXKlrrvu\nOm3bti1uuMvlUmtra1KCAQAA4NjWrav+Z8+erdtuu0319fVqa2uLfVFSAQAAkCzd2qO6Z88ezZo1\nK+5PpwIAAADJ1K09qtddd50eeuihZGcBAAAAYrq1R/Vvf/ubfvnLX+quu+7SCSecEBvucrn08ssv\nJy0cAAAAjl3dKqrXX3+9rr/++g7DORUAAAAAyXLIQ/+lpaWSpJkzZ2rmzJlqaWmJfT9z5kw9+eST\nRyUkAAAAjj2HLKoPP/xw3OPvf//7cY+fe+65xCcCAAAA1M2LqQAAAICjjaIKAAAAKx3yYqrW1lat\nWrVKkmSMUUtLS9xjbvgPAACAZDlkUc3NzdV1110Xe9ynT5+4x8cff3zykgEAAOCYdsiiumXLlqMU\nAwAAAIjHOaoAAACwEkUVAAAAVqKoAgAAwEoUVQAAAFiJogoAAAArUVQBAABgJYoqAAAArERRBQAA\ngJUoqgAAALASRRUAAABWoqgCAADAShRVAAAAWImiCgAAACtRVAEAAGAlb6oDpILP55Pb3bGju91u\n+f1+NTY2piBV9/j9fkfklJyTlZyJ55SsTskpOScrORPPKVmdklNyTlYn5UyWY7KoNjU1dTrc9g1B\nkhobGx2RU3JOVnImnlOyOiWn5Jys5Ew8p2R1Sk7JOVmdlLMnQqFQl89x6B8AAABWoqgCAADAShRV\nAAAAWImiCgAAACtRVAEAAGAliioAAACsRFEFAACAlSiqAAAAsBJFFQAAAFaiqAIAAMBKFFUAAABY\niaIKAAAAK1FUAQAAYCWKKgAAAKxEUQUAAICVKKoAAACwEkUVAAAAVqKoAgAAwEoUVQAAAFiJogoA\nAAArUVQBAABgJYoqAAAArERRBQAAgJUoqgAAALASRRUAAABWoqgCAADAShRVAAAAWImiCgAAACtR\nVAEAAGAliioAAACsRFEFAACAlbypDiBJbW1tuu+++xQMBnXNNddo3759WrJkifbs2aPevXtr2rRp\n8vv9kqQ1a9Zo3bp1crlcmjRpkoYOHSpJqq2tVVlZmVpaWlRQUKBJkyalcpEAAADQQ1bsUX3ttdeU\nk5MTe1xeXq78/HyVlpYqPz9f5eXlkqQdO3aoqqpKc+bM0fTp07VixQoZYyRJy5cv15QpU1RaWqqd\nO3equro6JcsCAACAxEh5Ud27d6+qq6s1ZsyY2LCNGzdq9OjRkqRRo0Zpw4YNseEjR46Ux+NRKBRS\ndna2ampqFIlE1NzcrAEDBnQYBwAAAM6U8kP/zzzzjL7yla+oqakpNqyhoUFZWVmSpKysLDU0NEiS\nIpFIrIxKUjAYVCQSkcfjUTAY7DBcksLhsOrr6+Pm2dzcrMzMzA5ZPB6P0tLSFI1GE7eACZaWluaI\nnJJzspIz8ZyS1Sk5JedkJWfiOSWrU3JKzsnqpJzJktKiunHjRmVmZqpfv37avHlzp69xuVw9mkdF\nRYVWr14dN2z8+PGaMGFCl+PU1tb2aJ7JdPApEjbnlJyTlZyJ55SsTskpOScrORPPKVmdklNyTlYn\n5ky0lBbVTz75RBs3blR1dbVaWlrU1NSkJ554QpmZmYpEIgoEAopEIrG9n4FAQHv37o2NHw6HFQwG\nFQgEFA6H44YHAgFJ0tixY1VYWBg33+bmZtXV1XXI4/P54vbs2qiurs4ROSXnZCVn4jklq1NySs7J\nSs7Ec0pWp+SUnJPVSTl74lBFN6VF9fzzz9f5558vSdqyZYteffVVXXbZZXr22WdVWVmp4uJirV+/\nXsOGDZMkFRYWaunSpSoqKlIkEtGuXbuUl5cnl8sln8+nmpoa5eXlqbKyUmeeeaakA6cBHHxagHTg\nt5LOdqF7vV6rd61LUjQadUROyTlZyZl4TsnqlJySc7KSM/GcktUpOSXnZHVSzmRJ+TmqnSkuLtbi\nxYu1du3a2O2pJCk3N1cjRozQggUL5Ha7NXny5NipAZMnT1ZZWZmi0agKCgpUUFCQykUAAABAD1lT\nVAcNGqRBgwZJknr16qUZM2Z0+rqSkhKVlJR0GN6/f3/Nnj07mREBAABwFKX89lQAAABAZyiqAAAA\nsBJFFQAAAFaiqAIAAMBKFFUAAABYiaIKAAAAK1FUAQAAYCWKKgAAAKxEUQUAAICVKKoAAACwEkUV\nAAAAVqKoAgAAwEoUVQAAAFiJogoAAAArUVQBAABgJYoqAAAArERRBQAAgJUoqgAAALASRRUAAABW\noqgCAADAShRVAAAAWImiCgAAACtRVAEAAGAliioAAACsRFEFAACAlSiqAAAAsBJFFQAAAFaiqAIA\nAMBKFFUAAABYiaIKAAAAK1FUAQAAYCWKKgAAAKzkTXWAVPD5fHK7O3Z0t9stv9+vxsbGFKTqHr/f\n74icknOykjPxnJLVKTkl52QlZ+I5JatTckrOyeqknMlyTBbVpqamTofbviFIUmNjoyNySs7JSs7E\nc0pWp+SUnJOVnInnlKxOySk5J6uTcvZEKBTq8jkO/QMAAMBKFFUAAABYiaIKAAAAK1FUAQAAYCWK\nKgAAAKxEUQUAAICVKKoAAACwEkUVAAAAVqKoAgAAwEoUVQAAAFiJogoAAAArUVQBAABgJYoqAAAA\nrERRBQAAgJUoqgAAALASRRUAAABWoqgCAADAShRVAAAAWImiCgAAACtRVAEAAGAliioAAACsRFEF\nAACAlSiqAAAAsBJFFQAAAFaiqAIAAMBKFFUAAABYiaIKAAAAK1FUAQAAYCWKKgAAAKxEUQUAAICV\nKKoAAACwkjeVM9+7d6+WLVumhoYGSdLYsWM1btw47du3T0uWLNGePXvUu3dvTZs2TX6/X5K0Zs0a\nrVu3Ti6XS5MmTdLQoUMlSbW1tSorK1NLS4sKCgo0adKklC0XAAAAei6le1TdbrcuvPBCzZkzR9df\nf73efPNN1dXVqby8XPn5+SotLVV+fr7Ky8slSTt27FBVVZXmzJmj6dOna8WKFTLGSJKWL1+uKVOm\nqLS0VDt37lR1dXUqFw0AAAA9lNKiGggE1K9fP0mSz+dT3759FQ6HtXHjRo0ePVqSNGrUKG3YsEGS\ntHHjRo0cOVIej0ehUEjZ2dmqqalRJBJRc3OzBgwY0GEcAAAAOFNKD/0fbPfu3dq+fbsGDBighoYG\nZWVlSZKysrJipwZEIpFYGZWkYDCoSCQij8ejYDDYYbgkhcNh1dfXx82rublZmZmZHTJ4PB6lpaUp\nGo0mfPkSJS0tzRE5JedkJWfiOSWrU3JKzslKzsRzSlan5JSck9VJOZPFiqLa1NSkP//5z7rooovk\n8/ninnO5XD2adkVFhVavXh03bPz48ZowYUKX49TW1vZonsmUk5MT+97mnJJzspIz8ZyS1Sk5Jedk\nJWfiOSWrU3JKzsnqxJyJlvKi2traqj//+c867bTTNHz4cElSZmamIpGIAoGAIpFIbO9nIBDQ3r17\nY+OGw2EFg0EFAgGFw+G44YFAQNKBC7QKCwvj5tnc3Ky6uroOWXw+n5qamhK+jIlUV1fniJySc7KS\nM/GcktUpOSXnZCVn4jklq1NySs7J6qScPXGoopvSc1SNMXryySeVk5OjoqKi2PDCwkJVVlZKktav\nX69hw4bFhldVVamlpUW7d+/Wrl27lJeXp0AgIJ/Pp5qaGhljVFlZGRsnGAyqf//+cV/p6emKRqMd\nvlpbW63etS7JMTkl52QlZ+I5JatTckrOyUrOxHNKVqfklJyT1Uk5e/J1KCndo/rxxx/r7bff1vHH\nH697771XknTeeeepuLhYixcv1tq1a2O3p5Kk3NxcjRgxQgsWLJDb7dbkyZNjpwZMnjxZZWVlikaj\nKigoUEFBQcqWCwAAAD2X0qI6cOBAzZs3r9PnZsyY0enwkpISlZSUdBjev39/zZ49O5HxAAAAkEL8\nZSoAAABYiaIKAAAAK1FUAQAAYCWKKgAAAKxEUQUAAICVKKoAAACwEkUVAAAAVqKoAgAAwEoUVQAA\nAFiJogoAAAArUVQBAABgJYoqAAAArERRBQAAgJUoqgAAALASRRUAAABWoqgCAADAShRVAAAAWImi\nCgAAACtRVAEAAGAliioAAACsRFEFAACAlSiqAAAAsBJFFQAAAFaiqAIAAMBKFFUAAABYiaIKAAAA\nK1FUAQAAYCWKKgAAAKxEUQUAAICVKKoAAACwEkUVAAAAVqKoAgAAwEoUVQAAAFjJm+oAqeDz+eR2\nd+zobrdbfr9fjY2NKUjVPX6/3xE5JedkJWfiOSWrU3JKzslKzsRzSlan5JSck9VJOZPlmCyqTU1N\nnQ63fUOQpMbGRkfklJyTlZyJ55SsTskpOScrORPPKVmdklNyTlYn5eyJUCjU5XMc+gcAAICVKKoA\nAACwEkUVAAAAVqKoAgAAwEoUVQAAAFiJogoAAAArUVQBAABgJYoqAAAArERRBQAAgJUoqgAAALAS\nRRUAAABWoqgCAADAShRVAAAAWImiCgAAACtRVAEAAGAliioAAACsRFEFAACAlSiqAAAAsBJFFQAA\nAFaiqAIAAMBKFFUAAABYiaIKAAAAK1F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FEEIIIYRHkkJVCCH+Iz799FM2b9481zGEEMJp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\nEB7pf9V1GII2nnyOAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10c231050>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<ggplot: (281162229)>\n"
]
}
],
"prompt_number": 81
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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