{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tidy Data\n",
    "\n",
    "> Structuring datasets to facilitate analysis [(Wickham 2014)](http://www.jstatsoft.org/v59/i10/paper)\n",
    "\n",
    "If there's one maxim I can impart it's that your tools shouldn't get in the way of your analysis. Your problem is already difficult enough.\n",
    "\n",
    "## The Rules\n",
    "\n",
    "In a tidy dataset...\n",
    "\n",
    "1. Each variable forms a column\n",
    "2. Each observation forms a row\n",
    "3. Each type of observational unit forms a table\n",
    "\n",
    "We'll cover a few methods that help you get there."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on [this](http://stackoverflow.com/questions/22695680/python-pandas-timedelta-specific-rows) StackOverflow question.\n",
    "\n",
    "**How many days of rest did each team get between each game?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "pd.options.display.max_rows = 10\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tables = pd.read_html(\"http://www.basketball-reference.com/leagues/NBA_2015_games.html\")\n",
    "games = tables[0]\n",
    "games.to_csv('data/games.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>away_team</th>\n",
       "      <th>away_points</th>\n",
       "      <th>home_team</th>\n",
       "      <th>home_points</th>\n",
       "      <th>n_ot</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>game_id</th>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th>2014-10-28</th>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>108</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>2014-10-28</th>\n",
       "      <td>Orlando Magic</td>\n",
       "      <td>84</td>\n",
       "      <td>New Orleans Pelicans</td>\n",
       "      <td>101</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>2014-10-28</th>\n",
       "      <td>Dallas Mavericks</td>\n",
       "      <td>100</td>\n",
       "      <td>San Antonio Spurs</td>\n",
       "      <td>101</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <th>2014-10-29</th>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>105</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <th>2014-10-29</th>\n",
       "      <td>Milwaukee Bucks</td>\n",
       "      <td>106</td>\n",
       "      <td>Charlotte Hornets</td>\n",
       "      <td>108</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           away_team  away_points             home_team  \\\n",
       "game_id date                                                              \n",
       "0       2014-10-28   Houston Rockets          108    Los Angeles Lakers   \n",
       "1       2014-10-28     Orlando Magic           84  New Orleans Pelicans   \n",
       "2       2014-10-28  Dallas Mavericks          100     San Antonio Spurs   \n",
       "3       2014-10-29     Brooklyn Nets          105        Boston Celtics   \n",
       "4       2014-10-29   Milwaukee Bucks          106     Charlotte Hornets   \n",
       "\n",
       "                    home_points  n_ot  \n",
       "game_id date                           \n",
       "0       2014-10-28           90     0  \n",
       "1       2014-10-28          101     0  \n",
       "2       2014-10-28          101     0  \n",
       "3       2014-10-29          121     0  \n",
       "4       2014-10-29          108     1  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "games = pd.read_csv('data/games.csv')\n",
    "\n",
    "games.columns = ['date', '_', 'away_team', 'away_points', 'home_team', 'home_points', 'n_ot', 'notes']\n",
    "games = games.drop(['_', 'notes'], axis='columns')\n",
    "games['date'] = pd.to_datetime(games.date)\n",
    "games['n_ot'] = (games.n_ot.replace((np.nan, 'OT'), ('0', '1'))\n",
    "                      .str.extract('(\\d)')\n",
    "                      .astype(int))\n",
    "games.index.name = 'game_id'\n",
    "games = games.set_index('date', append=True)\n",
    "\n",
    "games.to_csv('data/tidy_date_games.csv', index=False)\n",
    "games.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Whether or not your dataset is tidy depends on your question. Given our question, what is an observation?\n",
    "\n",
    "<p style=\"color: white;a:hover\">test</p>\n",
    "\n",
    "Is `games` a tidy dataset, given our question? No, we have multiple observations (teams) per row."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "m = pd.melt(games.reset_index(),\n",
    "            id_vars=['game_id', 'date'], value_vars=['away_team', 'home_team'],\n",
    "            value_name='team').sort('date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_id</th>\n",
       "      <th>date</th>\n",
       "      <th>variable</th>\n",
       "      <th>team</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-28</td>\n",
       "      <td>away_team</td>\n",
       "      <td>Houston Rockets</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-28</td>\n",
       "      <td>away_team</td>\n",
       "      <td>Orlando Magic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2014-10-28</td>\n",
       "      <td>away_team</td>\n",
       "      <td>Dallas Mavericks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</th>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-28</td>\n",
       "      <td>home_team</td>\n",
       "      <td>New Orleans Pelicans</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1232</th>\n",
       "      <td>2</td>\n",
       "      <td>2014-10-28</td>\n",
       "      <td>home_team</td>\n",
       "      <td>San Antonio Spurs</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      game_id       date   variable                  team\n",
       "0           0 2014-10-28  away_team       Houston Rockets\n",
       "1           1 2014-10-28  away_team         Orlando Magic\n",
       "2           2 2014-10-28  away_team      Dallas Mavericks\n",
       "1231        1 2014-10-28  home_team  New Orleans Pelicans\n",
       "1232        2 2014-10-28  home_team     San Antonio Spurs"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, getting the answer is trivial: group by team and diff `date`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      NaN\n",
       "1      NaN\n",
       "2      NaN\n",
       "1231   NaN\n",
       "1232   NaN\n",
       "        ..\n",
       "1218     1\n",
       "1217     2\n",
       "1216     2\n",
       "2458     2\n",
       "2459     1\n",
       "dtype: float64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.groupby('team').date.diff().dt.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_id</th>\n",
       "      <th>date</th>\n",
       "      <th>variable</th>\n",
       "      <th>team</th>\n",
       "      <th>rest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>2014-10-29</td>\n",
       "      <td>away_team</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>2014-10-29</td>\n",
       "      <td>away_team</td>\n",
       "      <td>Houston Rockets</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1248</th>\n",
       "      <td>18</td>\n",
       "      <td>2014-10-30</td>\n",
       "      <td>home_team</td>\n",
       "      <td>Minnesota Timberwolves</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>2014-10-30</td>\n",
       "      <td>away_team</td>\n",
       "      <td>Utah Jazz</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1249</th>\n",
       "      <td>19</td>\n",
       "      <td>2014-10-30</td>\n",
       "      <td>home_team</td>\n",
       "      <td>Orlando Magic</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      game_id       date   variable                    team  rest\n",
       "10         10 2014-10-29  away_team      Los Angeles Lakers     1\n",
       "14         14 2014-10-29  away_team         Houston Rockets     1\n",
       "1248       18 2014-10-30  home_team  Minnesota Timberwolves     1\n",
       "16         16 2014-10-30  away_team               Utah Jazz     1\n",
       "1249       19 2014-10-30  home_team           Orlando Magic     2"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m['rest'] = m.groupby('team').date.diff().dt.days\n",
    "m.dropna().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "un = pd.pivot_table(m, values='rest', index=['game_id', 'date'], columns='variable').rename(\n",
    "    columns={'away_team': 'away_rest', 'home_team': 'home_rest'}\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>variable</th>\n",
       "      <th>away_rest</th>\n",
       "      <th>home_rest</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>game_id</th>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <th>2014-10-30</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <th>2014-10-30</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <th>2014-10-30</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <th>2014-10-31</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <th>2014-10-31</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "variable            away_rest  home_rest\n",
       "game_id date                            \n",
       "16      2014-10-30          1          2\n",
       "18      2014-10-30          1          1\n",
       "19      2014-10-30          1          2\n",
       "20      2014-10-31          1          2\n",
       "21      2014-10-31          2          2"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "un.dropna().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1124b47f0>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABDEAAAUKCAYAAAD/wOpXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112361d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(data=m.dropna(), col='team', col_wrap=5, hue='team')\n",
    "g.map(sns.barplot, \"variable\", \"rest\")"
   ]
  },
  {
   "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": "3.4.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}