Exploring-source.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib as plt\n",
    "plt.style.use('ggplot')\n",
    "import pandas as pd\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_downloads</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_agent</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Chrome</th>\n",
       "      <td>6239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AppleCoreMedia</th>\n",
       "      <td>3771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mozilla</th>\n",
       "      <td>3393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Overcast</th>\n",
       "      <td>2736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pocket Casts</th>\n",
       "      <td>1276</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_downloads</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_agent</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Chrome</th>\n",
       "      <td>6239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AppleCoreMedia</th>\n",
       "      <td>3771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mozilla</th>\n",
       "      <td>3393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Overcast</th>\n",
       "      <td>2736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pocket Casts</th>\n",
       "      <td>1276</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sources = pd.read_csv(\"/Users/coreypetty/PycharmProjects/TBP_metrics/raw_data/user-agents_2016-04-17.csv\")\n",
    "sources = sources.sort_values(by='total_downloads', ascending=False)\n",
    "sources = sources.set_index('user_agent')\n",
    "sources.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_downloads</th>\n",
       "      <th>percentage</th>\n",
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       "      <th>user_agent</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>6239</td>\n",
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       "      <td>3393</td>\n",
       "      <td>13.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Overcast</th>\n",
       "      <td>2736</td>\n",
       "      <td>10.482759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pocket Casts</th>\n",
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      "text/plain": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_downloads</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>user_agent</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Chrome</th>\n",
       "      <td>6239</td>\n",
       "      <td>23.904215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AppleCoreMedia</th>\n",
       "      <td>3771</td>\n",
       "      <td>14.448276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mozilla</th>\n",
       "      <td>3393</td>\n",
       "      <td>13.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Overcast</th>\n",
       "      <td>2736</td>\n",
       "      <td>10.482759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pocket Casts</th>\n",
       "      <td>1276</td>\n",
       "      <td>4.888889</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summed = sum(sources.total_downloads)\n",
    "sources['percentage'] = sources.total_downloads / summed * 100\n",
    "sources.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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HwIEDc273QWvajmR7LZfbb789Y9ub8sorr8S1116b/l1W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\n6Q7Tsccem3W03rBhw2LYsGHx8MMPx/HHH5/jJ25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VMWPGjJg/f37G8Cvb6MZig5+I/z6d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QSuIefPnz9HZGQkiouLYWdnh4ULF3K2YPK14wPKoj4yMhI+Pj7kWGNnZ2eSqHVwcMCGDRsQGBio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\nET2xq1evIis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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11aebcf28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = sources.plot(y='percentage', kind='Bar', figsize=(20,20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  },
  "latex_envs": {
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 0
  },
  "nav_menu": {},
  "toc": {
   "navigate_menu": true,
   "number_sections": true,
   "sideBar": true,
   "threshold": 6,
   "toc_cell": false,
   "toc_section_display": "block",
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}