4.PreprocessData.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "royal-butter",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sqlalchemy import create_engine"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "optional-nylon",
   "metadata": {},
   "source": [
    "Get stats for every player in every regular season game for last five seasons:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "proper-steps",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "engine = create_engine('sqlite:///D://Data//NFL.sqlite')\n",
    "con = engine.connect()\n",
    "player_stats = con.execute(\n",
    "\"\"\"\n",
    "SELECT \tsub2.*, team_abbreviation, position, weight, sub2.season - SUBSTR(birth_date,1,4) age\n",
    "FROM\n",
    "(\n",
    "SELECT  sub1.*, sub1.player_id||'_'||season AS roster_id\n",
    "FROM\n",
    "(\n",
    "SELECT \tGameplay.*, \n",
    "\t\tCASE WHEN CAST(SUBSTR(game_id,5,2) AS INT) < 4 THEN CAST(SUBSTR(game_id,1,4) AS INT) - 1\n",
    "\t\t\tELSE CAST(SUBSTR(game_id,1,4) AS INT) END season,\n",
    "\t\tteam_1, team_2\n",
    "FROM Gameplay\n",
    "LEFT JOIN \n",
    "(SELECT \tboxscore_index game_id,\n",
    "\t\tMAX(CASE WHEN r = 1 THEN opponent_abbr\n",
    "\t\t\tELSE NULL END) AS team_1,\n",
    "\t\tMAX(CASE WHEN r = 2 THEN opponent_abbr\n",
    "\t\t\tELSE NULL END) AS team_2\n",
    "FROM\n",
    "(\n",
    "\tSELECT boxscore_index, opponent_abbr, ROW_NUMBER() OVER(PARTITION BY boxscore_index) r\n",
    "\tFROM Games\n",
    "\tWHERE type='Reg'\n",
    "\tORDER BY boxscore_index\n",
    ")\n",
    "GROUP BY game_id)\n",
    "USING (game_id)\n",
    ") AS sub1\n",
    ") AS sub2\n",
    "LEFT JOIN Rosters USING(roster_id)\n",
    "WHERE sub2.season > 2015\n",
    "\"\"\"\n",
    ")\n",
    "player_stats = pd.DataFrame(player_stats.fetchall(), columns=[\n",
    "       'index', 'player_id', 'completed_passes', 'attempted_passes',\n",
    "       'passing_yards', 'passing_touchdowns', 'interceptions_thrown',\n",
    "       'times_sacked', 'yards_lost_from_sacks', 'longest_pass',\n",
    "       'quarterback_rating', 'rush_attempts', 'rush_yards', 'rush_touchdowns',\n",
    "       'longest_rush', 'times_pass_target', 'receptions', 'receiving_yards',\n",
    "       'receiving_touchdowns', 'longest_reception', 'fumbles', 'fumbles_lost',\n",
    "       'interceptions', 'yards_returned_from_interception',\n",
    "       'interceptions_returned_for_touchdown', 'longest_interception_return',\n",
    "       'passes_defended', 'sacks', 'combined_tackles', 'solo_tackles',\n",
    "       'assists_on_tackles', 'tackles_for_loss', 'quarterback_hits',\n",
    "       'fumbles_recovered', 'yards_recovered_from_fumble',\n",
    "       'fumbles_recovered_for_touchdown', 'fumbles_forced', 'kickoff_returns',\n",
    "       'kickoff_return_yards', 'average_kickoff_return_yards',\n",
    "       'kickoff_return_touchdown', 'longest_kickoff_return', 'punt_returns',\n",
    "       'punt_return_yards', 'yards_per_punt_return', 'punt_return_touchdown',\n",
    "       'longest_punt_return', 'extra_points_made', 'extra_points_attempted',\n",
    "       'field_goals_made', 'field_goals_attempted', 'punts',\n",
    "       'total_punt_yards', 'yards_per_punt', 'longest_punt', 'game_id', 'season',\n",
    "       'team_1', 'team_2', 'roster_id', 'team_abbreviation', 'position',\n",
    "       'weight', 'age'\n",
    "]).drop_duplicates()\n",
    "con.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "surprising-command",
   "metadata": {},
   "source": [
    "Fix team abbreviations for players that played on more than one team in a season or whose team_abbreviation is missing in API-supplied data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "described-hampton",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats = player_stats[(player_stats.team_1.isnull()==False)]\n",
    "# The API mistakenly duplicates the fumble recovery yards column as fumbles recovered for touchdown\n",
    "player_stats.drop(columns=['index', 'roster_id', 'fumbles_recovered_for_touchdown'], inplace=True)  \n",
    "player_stats.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "uniform-punishment",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats['pairs'] = list(zip(player_stats.team_1, player_stats.team_2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "known-latvia",
   "metadata": {},
   "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>player_id</th>\n",
       "      <th>completed_passes</th>\n",
       "      <th>attempted_passes</th>\n",
       "      <th>passing_yards</th>\n",
       "      <th>passing_touchdowns</th>\n",
       "      <th>interceptions_thrown</th>\n",
       "      <th>times_sacked</th>\n",
       "      <th>yards_lost_from_sacks</th>\n",
       "      <th>longest_pass</th>\n",
       "      <th>quarterback_rating</th>\n",
       "      <th>...</th>\n",
       "      <th>longest_punt</th>\n",
       "      <th>game_id</th>\n",
       "      <th>season</th>\n",
       "      <th>team_1</th>\n",
       "      <th>team_2</th>\n",
       "      <th>team_abbreviation</th>\n",
       "      <th>position</th>\n",
       "      <th>weight</th>\n",
       "      <th>age</th>\n",
       "      <th>pairs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NewtCa00</td>\n",
       "      <td>18.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201609080den</td>\n",
       "      <td>2016</td>\n",
       "      <td>DEN</td>\n",
       "      <td>CAR</td>\n",
       "      <td>CAR</td>\n",
       "      <td>QB</td>\n",
       "      <td>245.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>(DEN, CAR)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>StewJo00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201609080den</td>\n",
       "      <td>2016</td>\n",
       "      <td>DEN</td>\n",
       "      <td>CAR</td>\n",
       "      <td>CAR</td>\n",
       "      <td>RB</td>\n",
       "      <td>240.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>(DEN, CAR)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GinnTe00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201609080den</td>\n",
       "      <td>2016</td>\n",
       "      <td>DEN</td>\n",
       "      <td>CAR</td>\n",
       "      <td>CAR</td>\n",
       "      <td>WR</td>\n",
       "      <td>180.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>(DEN, CAR)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>WhitFo00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201609080den</td>\n",
       "      <td>2016</td>\n",
       "      <td>DEN</td>\n",
       "      <td>CAR</td>\n",
       "      <td>CAR</td>\n",
       "      <td></td>\n",
       "      <td>205.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>(DEN, CAR)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TolbMi00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201609080den</td>\n",
       "      <td>2016</td>\n",
       "      <td>DEN</td>\n",
       "      <td>CAR</td>\n",
       "      <td>CAR</td>\n",
       "      <td></td>\n",
       "      <td>243.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>(DEN, CAR)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 62 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  player_id  completed_passes  attempted_passes  passing_yards  \\\n",
       "0  NewtCa00              18.0              33.0          194.0   \n",
       "1  StewJo00               0.0               0.0            0.0   \n",
       "2  GinnTe00               0.0               0.0            0.0   \n",
       "3  WhitFo00               0.0               0.0            0.0   \n",
       "4  TolbMi00               0.0               0.0            0.0   \n",
       "\n",
       "   passing_touchdowns  interceptions_thrown  times_sacked  \\\n",
       "0                 1.0                   1.0           3.0   \n",
       "1                 0.0                   0.0           0.0   \n",
       "2                 0.0                   0.0           0.0   \n",
       "3                 0.0                   0.0           0.0   \n",
       "4                 0.0                   0.0           0.0   \n",
       "\n",
       "   yards_lost_from_sacks  longest_pass  quarterback_rating  ...  longest_punt  \\\n",
       "0                   18.0          18.0                69.5  ...           NaN   \n",
       "1                    0.0           NaN                 NaN  ...           NaN   \n",
       "2                    0.0           NaN                 NaN  ...           NaN   \n",
       "3                    0.0           NaN                 NaN  ...           NaN   \n",
       "4                    0.0           NaN                 NaN  ...           NaN   \n",
       "\n",
       "        game_id  season  team_1  team_2  team_abbreviation  position  weight  \\\n",
       "0  201609080den    2016     DEN     CAR                CAR        QB   245.0   \n",
       "1  201609080den    2016     DEN     CAR                CAR        RB   240.0   \n",
       "2  201609080den    2016     DEN     CAR                CAR        WR   180.0   \n",
       "3  201609080den    2016     DEN     CAR                CAR             205.0   \n",
       "4  201609080den    2016     DEN     CAR                CAR             243.0   \n",
       "\n",
       "    age       pairs  \n",
       "0  27.0  (DEN, CAR)  \n",
       "1  29.0  (DEN, CAR)  \n",
       "2  31.0  (DEN, CAR)  \n",
       "3  27.0  (DEN, CAR)  \n",
       "4  31.0  (DEN, CAR)  \n",
       "\n",
       "[5 rows x 62 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "player_stats.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "valued-conditions",
   "metadata": {},
   "source": [
    "Standardize team abbreviations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "incident-discharge",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Team_1 column:\n",
      "['ATL', 'BUF', 'CAR', 'CHI', 'CIN', 'CLE', 'CLT', 'CRD', 'DAL', 'DEN', 'DET', 'HTX', 'JAX', 'KAN', 'MIA', 'MIN', 'NOR', 'NWE', 'NYG', 'NYJ', 'OTI', 'PHI', 'PIT', 'RAI', 'RAM', 'RAV', 'SDG', 'SEA', 'SFO', 'TAM', 'WAS']\n",
      "Team_abbreviation column:\n",
      "['', '2TM', '3TM', 'ARI', 'ATL', 'BAL', 'BUF', 'CAR', 'CHI', 'CIN', 'CLE', 'DAL', 'DEN', 'DET', 'GNB', 'HOU', 'IND', 'JAX', 'KAN', 'LAC', 'LAR', 'LVR', 'MIA', 'MIN', 'NOR', 'NWE', 'NYG', 'NYJ', 'OAK', 'PHI', 'PIT', 'SDG', 'SEA', 'SFO', 'TAM', 'TEN', 'WAS']\n"
     ]
    }
   ],
   "source": [
    "print('Team_1 column:')\n",
    "print(sorted(player_stats.team_1.unique()))\n",
    "print('Team_abbreviation column:')\n",
    "print(sorted(player_stats.team_abbreviation.fillna('').unique()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "waiting-latex",
   "metadata": {},
   "outputs": [],
   "source": [
    "repl_dict = {'ARI':'CRD', 'BAL':'RAV', 'IND':'CLT', 'HOU':'HTX', 'LAC':'SDG', 'LAR':'RAM', 'LVR':'RAI',\n",
    "            'OAK':'RAI', 'TEN':'OTI'}\n",
    "for k,v in repl_dict.items():\n",
    "    player_stats['team_abbreviation'] = player_stats.team_abbreviation.fillna('').str.replace(k,v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "hydraulic-external",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Team_1 column:\n",
      "['ATL', 'BUF', 'CAR', 'CHI', 'CIN', 'CLE', 'CLT', 'CRD', 'DAL', 'DEN', 'DET', 'HTX', 'JAX', 'KAN', 'MIA', 'MIN', 'NOR', 'NWE', 'NYG', 'NYJ', 'OTI', 'PHI', 'PIT', 'RAI', 'RAM', 'RAV', 'SDG', 'SEA', 'SFO', 'TAM', 'WAS']\n",
      "Team_2 column:\n",
      "['ATL', 'BUF', 'CAR', 'CHI', 'CIN', 'CLE', 'CLT', 'CRD', 'DAL', 'DEN', 'DET', 'GNB', 'HTX', 'JAX', 'KAN', 'MIA', 'MIN', 'NOR', 'NWE', 'NYG', 'OTI', 'PHI', 'PIT', 'RAI', 'RAM', 'RAV', 'SDG', 'SEA', 'SFO', 'TAM', 'WAS']\n",
      "Team_abbreviation column:\n",
      "['', '2TM', '3TM', 'ATL', 'BUF', 'CAR', 'CHI', 'CIN', 'CLE', 'CLT', 'CRD', 'DAL', 'DEN', 'DET', 'GNB', 'HTX', 'JAX', 'KAN', 'MIA', 'MIN', 'NOR', 'NWE', 'NYG', 'NYJ', 'OTI', 'PHI', 'PIT', 'RAI', 'RAM', 'RAV', 'SDG', 'SEA', 'SFO', 'TAM', 'WAS']\n"
     ]
    }
   ],
   "source": [
    "print('Team_1 column:')\n",
    "print(sorted(player_stats.team_1.unique()))\n",
    "print('Team_2 column:')\n",
    "print(sorted(player_stats.team_2.unique()))\n",
    "print('Team_abbreviation column:')\n",
    "print(sorted(player_stats.team_abbreviation.fillna('').unique()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "eligible-broadway",
   "metadata": {},
   "outputs": [],
   "source": [
    "fixed = []\n",
    "for i in player_stats.index:\n",
    "    if player_stats.iloc[i,-5] in player_stats.iloc[i,-1]:\n",
    "        fixed.append(player_stats.iloc[i,-5]) \n",
    "    else:\n",
    "        fixed.append(None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "figured-champion",
   "metadata": {},
   "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>player_id</th>\n",
       "      <th>completed_passes</th>\n",
       "      <th>attempted_passes</th>\n",
       "      <th>passing_yards</th>\n",
       "      <th>passing_touchdowns</th>\n",
       "      <th>interceptions_thrown</th>\n",
       "      <th>times_sacked</th>\n",
       "      <th>yards_lost_from_sacks</th>\n",
       "      <th>longest_pass</th>\n",
       "      <th>quarterback_rating</th>\n",
       "      <th>...</th>\n",
       "      <th>punts</th>\n",
       "      <th>total_punt_yards</th>\n",
       "      <th>yards_per_punt</th>\n",
       "      <th>longest_punt</th>\n",
       "      <th>game_id</th>\n",
       "      <th>season</th>\n",
       "      <th>position</th>\n",
       "      <th>weight</th>\n",
       "      <th>age</th>\n",
       "      <th>team_abbr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NewtCa00</td>\n",
       "      <td>18.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201609080den</td>\n",
       "      <td>2016</td>\n",
       "      <td>QB</td>\n",
       "      <td>245.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>CAR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>StewJo00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201609080den</td>\n",
       "      <td>2016</td>\n",
       "      <td>RB</td>\n",
       "      <td>240.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>CAR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GinnTe00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201609080den</td>\n",
       "      <td>2016</td>\n",
       "      <td>WR</td>\n",
       "      <td>180.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>CAR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>WhitFo00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201609080den</td>\n",
       "      <td>2016</td>\n",
       "      <td></td>\n",
       "      <td>205.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>CAR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TolbMi00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201609080den</td>\n",
       "      <td>2016</td>\n",
       "      <td></td>\n",
       "      <td>243.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>CAR</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 59 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  player_id  completed_passes  attempted_passes  passing_yards  \\\n",
       "0  NewtCa00              18.0              33.0          194.0   \n",
       "1  StewJo00               0.0               0.0            0.0   \n",
       "2  GinnTe00               0.0               0.0            0.0   \n",
       "3  WhitFo00               0.0               0.0            0.0   \n",
       "4  TolbMi00               0.0               0.0            0.0   \n",
       "\n",
       "   passing_touchdowns  interceptions_thrown  times_sacked  \\\n",
       "0                 1.0                   1.0           3.0   \n",
       "1                 0.0                   0.0           0.0   \n",
       "2                 0.0                   0.0           0.0   \n",
       "3                 0.0                   0.0           0.0   \n",
       "4                 0.0                   0.0           0.0   \n",
       "\n",
       "   yards_lost_from_sacks  longest_pass  quarterback_rating  ...  punts  \\\n",
       "0                   18.0          18.0                69.5  ...    NaN   \n",
       "1                    0.0           NaN                 NaN  ...    NaN   \n",
       "2                    0.0           NaN                 NaN  ...    NaN   \n",
       "3                    0.0           NaN                 NaN  ...    NaN   \n",
       "4                    0.0           NaN                 NaN  ...    NaN   \n",
       "\n",
       "   total_punt_yards  yards_per_punt  longest_punt       game_id  season  \\\n",
       "0               NaN             NaN           NaN  201609080den    2016   \n",
       "1               NaN             NaN           NaN  201609080den    2016   \n",
       "2               NaN             NaN           NaN  201609080den    2016   \n",
       "3               NaN             NaN           NaN  201609080den    2016   \n",
       "4               NaN             NaN           NaN  201609080den    2016   \n",
       "\n",
       "   position  weight   age  team_abbr  \n",
       "0        QB   245.0  27.0        CAR  \n",
       "1        RB   240.0  29.0        CAR  \n",
       "2        WR   180.0  31.0        CAR  \n",
       "3             205.0  27.0        CAR  \n",
       "4             243.0  31.0        CAR  \n",
       "\n",
       "[5 rows x 59 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "player_stats['team_abbr'] = fixed\n",
    "player_stats.team_abbr.fillna(method='ffill', inplace=True)\n",
    "player_stats.drop(columns=['team_abbreviation', 'team_1', 'team_2', 'pairs'], inplace=True)\n",
    "player_stats.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "southeast-industry",
   "metadata": {},
   "source": [
    "Clean position column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "federal-damages",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats['position'] = player_stats.position.str.upper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "subject-prerequisite",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats.position.fillna('',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "divine-surfing",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats.loc[player_stats.position.str.startswith('/')==True,'position'] = \\\n",
    "player_stats.loc[player_stats.position.str.startswith('/')==True,'position'].str.replace('/','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "focal-contents",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats['position'] = [x.split('/')[0] if '/' in x else x for x in player_stats.position]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "amino-gossip",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['', 'B', 'C', 'CB', 'DB', 'DE', 'DT', 'FB', 'FS', 'G', 'IL', 'ILB', 'K', 'LB', 'LCB', 'LDE', 'LDT', 'LG', 'LILB', 'LLB', 'LOLB', 'LT', 'ML', 'MLB', 'NT', 'OLB', 'P', 'QB', 'RB', 'RCB', 'RDE', 'RDT', 'RG', 'RILB', 'RLB', 'ROLB', 'RT', 'S', 'SS', 'T', 'TE', 'WR']\n"
     ]
    }
   ],
   "source": [
    "print(sorted(player_stats.position.unique()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "vanilla-broadcasting",
   "metadata": {},
   "source": [
    "_Address weird position labels: B, IL, ML_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "senior-zimbabwe",
   "metadata": {},
   "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",
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       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>player_id</th>\n",
       "      <th>completed_passes</th>\n",
       "      <th>attempted_passes</th>\n",
       "      <th>passing_yards</th>\n",
       "      <th>passing_touchdowns</th>\n",
       "      <th>interceptions_thrown</th>\n",
       "      <th>times_sacked</th>\n",
       "      <th>yards_lost_from_sacks</th>\n",
       "      <th>longest_pass</th>\n",
       "      <th>quarterback_rating</th>\n",
       "      <th>...</th>\n",
       "      <th>punts</th>\n",
       "      <th>total_punt_yards</th>\n",
       "      <th>yards_per_punt</th>\n",
       "      <th>longest_punt</th>\n",
       "      <th>game_id</th>\n",
       "      <th>season</th>\n",
       "      <th>position</th>\n",
       "      <th>weight</th>\n",
       "      <th>age</th>\n",
       "      <th>team_abbr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>31492</th>\n",
       "      <td>MixoJo00</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>201809090clt</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32326</th>\n",
       "      <td>MixoJo00</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201809130cin</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35337</th>\n",
       "      <td>MixoJo00</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201810070cin</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36180</th>\n",
       "      <td>MixoJo00</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201810140cin</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37180</th>\n",
       "      <td>MixoJo00</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201810210kan</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38006</th>\n",
       "      <td>MixoJo00</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>201810280cin</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39587</th>\n",
       "      <td>MixoJo00</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>201811110cin</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40834</th>\n",
       "      <td>MixoJo00</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201811180rav</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41407</th>\n",
       "      <td>MixoJo00</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>201811250cin</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42136</th>\n",
       "      <td>MixoJo00</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201812020cin</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43597</th>\n",
       "      <td>MixoJo00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201812090sdg</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44294</th>\n",
       "      <td>MixoJo00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201812160cin</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45039</th>\n",
       "      <td>MixoJo00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201812230cle</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46421</th>\n",
       "      <td>MixoJo00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>201812300pit</td>\n",
       "      <td>2018</td>\n",
       "      <td>B</td>\n",
       "      <td>220.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>CIN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14 rows × 59 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      player_id  completed_passes  attempted_passes  passing_yards  \\\n",
       "31492  MixoJo00               0.0               0.0            0.0   \n",
       "32326  MixoJo00               0.0               0.0            0.0   \n",
       "35337  MixoJo00               0.0               0.0            0.0   \n",
       "36180  MixoJo00               0.0               0.0            0.0   \n",
       "37180  MixoJo00               0.0               0.0            0.0   \n",
       "38006  MixoJo00               0.0               0.0            0.0   \n",
       "39587  MixoJo00               0.0               0.0            0.0   \n",
       "40834  MixoJo00               0.0               0.0            0.0   \n",
       "41407  MixoJo00               0.0               0.0            0.0   \n",
       "42136  MixoJo00               0.0               0.0            0.0   \n",
       "43597  MixoJo00               0.0               0.0            0.0   \n",
       "44294  MixoJo00               0.0               0.0            0.0   \n",
       "45039  MixoJo00               0.0               0.0            0.0   \n",
       "46421  MixoJo00               0.0               0.0            0.0   \n",
       "\n",
       "       passing_touchdowns  interceptions_thrown  times_sacked  \\\n",
       "31492                 0.0                   0.0           0.0   \n",
       "32326                 0.0                   0.0           0.0   \n",
       "35337                 0.0                   0.0           0.0   \n",
       "36180                 0.0                   0.0           0.0   \n",
       "37180                 0.0                   0.0           0.0   \n",
       "38006                 0.0                   0.0           0.0   \n",
       "39587                 0.0                   0.0           0.0   \n",
       "40834                 0.0                   0.0           0.0   \n",
       "41407                 0.0                   0.0           0.0   \n",
       "42136                 0.0                   0.0           0.0   \n",
       "43597                 0.0                   0.0           0.0   \n",
       "44294                 0.0                   0.0           0.0   \n",
       "45039                 0.0                   0.0           0.0   \n",
       "46421                 0.0                   0.0           0.0   \n",
       "\n",
       "       yards_lost_from_sacks  longest_pass  quarterback_rating  ...  punts  \\\n",
       "31492                    0.0           0.0                 NaN  ...    NaN   \n",
       "32326                    0.0           0.0                 NaN  ...    NaN   \n",
       "35337                    0.0           0.0                 NaN  ...    NaN   \n",
       "36180                    0.0           0.0                 NaN  ...    NaN   \n",
       "37180                    0.0           0.0                 NaN  ...    NaN   \n",
       "38006                    0.0           0.0                 NaN  ...    NaN   \n",
       "39587                    0.0           0.0                 NaN  ...    NaN   \n",
       "40834                    0.0           0.0                 NaN  ...    NaN   \n",
       "41407                    0.0           0.0                 NaN  ...    NaN   \n",
       "42136                    0.0           0.0                 NaN  ...    NaN   \n",
       "43597                    0.0           0.0                 NaN  ...    NaN   \n",
       "44294                    0.0           0.0                 NaN  ...    NaN   \n",
       "45039                    0.0           0.0                 NaN  ...    NaN   \n",
       "46421                    0.0           0.0                 NaN  ...    NaN   \n",
       "\n",
       "       total_punt_yards  yards_per_punt  longest_punt       game_id  season  \\\n",
       "31492               NaN             NaN           NaN  201809090clt    2018   \n",
       "32326               NaN             NaN           NaN  201809130cin    2018   \n",
       "35337               NaN             NaN           NaN  201810070cin    2018   \n",
       "36180               NaN             NaN           NaN  201810140cin    2018   \n",
       "37180               NaN             NaN           NaN  201810210kan    2018   \n",
       "38006               NaN             NaN           NaN  201810280cin    2018   \n",
       "39587               NaN             NaN           NaN  201811110cin    2018   \n",
       "40834               NaN             NaN           NaN  201811180rav    2018   \n",
       "41407               NaN             NaN           NaN  201811250cin    2018   \n",
       "42136               NaN             NaN           NaN  201812020cin    2018   \n",
       "43597               NaN             NaN           NaN  201812090sdg    2018   \n",
       "44294               NaN             NaN           NaN  201812160cin    2018   \n",
       "45039               NaN             NaN           NaN  201812230cle    2018   \n",
       "46421               NaN             NaN           NaN  201812300pit    2018   \n",
       "\n",
       "       position  weight   age  team_abbr  \n",
       "31492         B   220.0  22.0        CIN  \n",
       "32326         B   220.0  22.0        CIN  \n",
       "35337         B   220.0  22.0        CIN  \n",
       "36180         B   220.0  22.0        CIN  \n",
       "37180         B   220.0  22.0        CIN  \n",
       "38006         B   220.0  22.0        CIN  \n",
       "39587         B   220.0  22.0        CIN  \n",
       "40834         B   220.0  22.0        CIN  \n",
       "41407         B   220.0  22.0        CIN  \n",
       "42136         B   220.0  22.0        CIN  \n",
       "43597         B   220.0  22.0        CIN  \n",
       "44294         B   220.0  22.0        CIN  \n",
       "45039         B   220.0  22.0        CIN  \n",
       "46421         B   220.0  22.0        CIN  \n",
       "\n",
       "[14 rows x 59 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "player_stats[player_stats.position=='B']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "forty-spirituality",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats['position'] = ['RB' if x == 'B' else x for x in player_stats.position]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "hispanic-tobacco",
   "metadata": {},
   "outputs": [
    {
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       "      <td>SchoJo00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>201912220cle</td>\n",
       "      <td>2019</td>\n",
       "      <td>ML</td>\n",
       "      <td>245.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>CLE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60531</th>\n",
       "      <td>SchoJo00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>201912290cin</td>\n",
       "      <td>2019</td>\n",
       "      <td>ML</td>\n",
       "      <td>245.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>CLE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      player_id  interceptions  yards_returned_from_interception  \\\n",
       "46938  SchoJo00            0.0                               0.0   \n",
       "48555  SchoJo00            0.0                               0.0   \n",
       "48747  SchoJo00            0.0                               0.0   \n",
       "50240  SchoJo00            0.0                               0.0   \n",
       "51130  SchoJo00            0.0                               0.0   \n",
       "51269  SchoJo00            0.0                               0.0   \n",
       "53332  SchoJo00            0.0                               0.0   \n",
       "53790  SchoJo00            0.0                               0.0   \n",
       "54610  SchoJo00            0.0                               0.0   \n",
       "55177  SchoJo00            2.0                              20.0   \n",
       "56252  SchoJo00            2.0                               4.0   \n",
       "57478  SchoJo00            0.0                               0.0   \n",
       "57861  SchoJo00            0.0                               0.0   \n",
       "58763  SchoJo00            0.0                               0.0   \n",
       "59807  SchoJo00            0.0                               0.0   \n",
       "60531  SchoJo00            0.0                               0.0   \n",
       "\n",
       "       interceptions_returned_for_touchdown  longest_interception_return  \\\n",
       "46938                                   0.0                          0.0   \n",
       "48555                                   0.0                          0.0   \n",
       "48747                                   0.0                          0.0   \n",
       "50240                                   0.0                          0.0   \n",
       "51130                                   0.0                          0.0   \n",
       "51269                                   0.0                          0.0   \n",
       "53332                                   0.0                          0.0   \n",
       "53790                                   0.0                          0.0   \n",
       "54610                                   0.0                          0.0   \n",
       "55177                                   0.0                         20.0   \n",
       "56252                                   0.0                          2.0   \n",
       "57478                                   0.0                          0.0   \n",
       "57861                                   0.0                          0.0   \n",
       "58763                                   0.0                          0.0   \n",
       "59807                                   0.0                          0.0   \n",
       "60531                                   0.0                          0.0   \n",
       "\n",
       "       passes_defended  sacks  combined_tackles  solo_tackles  \\\n",
       "46938              0.0    0.0               8.0           5.0   \n",
       "48555              0.0    0.0              13.0          10.0   \n",
       "48747              1.0    0.0               6.0           3.0   \n",
       "50240              0.0    1.0              16.0           9.0   \n",
       "51130              0.0    0.0              11.0          11.0   \n",
       "51269              0.0    0.0               8.0           5.0   \n",
       "53332              0.0    0.0              11.0           8.0   \n",
       "53790              0.0    0.0               4.0           4.0   \n",
       "54610              0.0    0.0               5.0           5.0   \n",
       "55177              4.0    1.0              10.0           7.0   \n",
       "56252              4.0    0.0               4.0           2.0   \n",
       "57478              0.0    0.0               7.0           3.0   \n",
       "57861              0.0    0.0               8.0           4.0   \n",
       "58763              0.0    0.0               5.0           3.0   \n",
       "59807              0.0    0.0               9.0           5.0   \n",
       "60531              0.0    0.0               8.0           5.0   \n",
       "\n",
       "       assists_on_tackles  ...  quarterback_hits  fumbles_recovered  \\\n",
       "46938                 3.0  ...               0.0                0.0   \n",
       "48555                 3.0  ...               0.0                0.0   \n",
       "48747                 3.0  ...               0.0                1.0   \n",
       "50240                 7.0  ...               1.0                0.0   \n",
       "51130                 0.0  ...               0.0                0.0   \n",
       "51269                 3.0  ...               1.0                0.0   \n",
       "53332                 3.0  ...               0.0                0.0   \n",
       "53790                 0.0  ...               0.0                0.0   \n",
       "54610                 0.0  ...               0.0                0.0   \n",
       "55177                 3.0  ...               2.0                0.0   \n",
       "56252                 2.0  ...               0.0                0.0   \n",
       "57478                 4.0  ...               0.0                0.0   \n",
       "57861                 4.0  ...               0.0                0.0   \n",
       "58763                 2.0  ...               0.0                0.0   \n",
       "59807                 4.0  ...               0.0                0.0   \n",
       "60531                 3.0  ...               0.0                0.0   \n",
       "\n",
       "       yards_recovered_from_fumble  fumbles_forced       game_id season  \\\n",
       "46938                          0.0             0.0  201909080cle   2019   \n",
       "48555                          0.0             1.0  201909160nyj   2019   \n",
       "48747                         21.0             0.0  201909220cle   2019   \n",
       "50240                          0.0             0.0  201909290rav   2019   \n",
       "51130                          0.0             0.0  201910070sfo   2019   \n",
       "51269                          0.0             0.0  201910130cle   2019   \n",
       "53332                          0.0             0.0  201910270nwe   2019   \n",
       "53790                          0.0             1.0  201911030den   2019   \n",
       "54610                          0.0             0.0  201911100cle   2019   \n",
       "55177                          0.0             0.0  201911140cle   2019   \n",
       "56252                          0.0             0.0  201911240cle   2019   \n",
       "57478                          0.0             0.0  201912010pit   2019   \n",
       "57861                          0.0             0.0  201912080cle   2019   \n",
       "58763                          0.0             0.0  201912150crd   2019   \n",
       "59807                          0.0             0.0  201912220cle   2019   \n",
       "60531                          0.0             0.0  201912290cin   2019   \n",
       "\n",
       "       position weight   age  team_abbr  \n",
       "46938        ML  245.0  26.0        CLE  \n",
       "48555        ML  245.0  26.0        CLE  \n",
       "48747        ML  245.0  26.0        CLE  \n",
       "50240        ML  245.0  26.0        CLE  \n",
       "51130        ML  245.0  26.0        CLE  \n",
       "51269        ML  245.0  26.0        CLE  \n",
       "53332        ML  245.0  26.0        CLE  \n",
       "53790        ML  245.0  26.0        CLE  \n",
       "54610        ML  245.0  26.0        CLE  \n",
       "55177        ML  245.0  26.0        CLE  \n",
       "56252        ML  245.0  26.0        CLE  \n",
       "57478        ML  245.0  26.0        CLE  \n",
       "57861        ML  245.0  26.0        CLE  \n",
       "58763        ML  245.0  26.0        CLE  \n",
       "59807        ML  245.0  26.0        CLE  \n",
       "60531        ML  245.0  26.0        CLE  \n",
       "\n",
       "[16 rows x 21 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "player_stats[player_stats.position=='ML'].dropna(axis=1,how='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "accurate-married",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats['position'] = ['MLB' if x == 'ML' else x for x in player_stats.position]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "charming-miniature",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>completed_passes</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attempted_passes</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>passing_yards</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>passing_touchdowns</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interceptions_thrown</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>times_sacked</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yards_lost_from_sacks</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longest_pass</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rush_attempts</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rush_yards</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rush_touchdowns</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longest_rush</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>times_pass_target</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receptions</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receiving_yards</th>\n",
       "      <td>1.0</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receiving_touchdowns</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longest_reception</th>\n",
       "      <td>1.0</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fumbles</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fumbles_lost</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interceptions</th>\n",
       "      <td>176.0</td>\n",
       "      <td>0.062500</td>\n",
       "      <td>0.242752</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yards_returned_from_interception</th>\n",
       "      <td>176.0</td>\n",
       "      <td>0.528409</td>\n",
       "      <td>3.233625</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interceptions_returned_for_touchdown</th>\n",
       "      <td>176.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longest_interception_return</th>\n",
       "      <td>176.0</td>\n",
       "      <td>0.528409</td>\n",
       "      <td>3.233625</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>passes_defended</th>\n",
       "      <td>176.0</td>\n",
       "      <td>0.255682</td>\n",
       "      <td>0.509870</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sacks</th>\n",
       "      <td>176.0</td>\n",
       "      <td>0.105114</td>\n",
       "      <td>0.300527</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>combined_tackles</th>\n",
       "      <td>176.0</td>\n",
       "      <td>5.528409</td>\n",
       "      <td>3.750701</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>solo_tackles</th>\n",
       "      <td>176.0</td>\n",
       "      <td>3.431818</td>\n",
       "      <td>2.515304</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>assists_on_tackles</th>\n",
       "      <td>176.0</td>\n",
       "      <td>2.096591</td>\n",
       "      <td>1.993357</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tackles_for_loss</th>\n",
       "      <td>176.0</td>\n",
       "      <td>0.295455</td>\n",
       "      <td>0.537913</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quarterback_hits</th>\n",
       "      <td>176.0</td>\n",
       "      <td>0.204545</td>\n",
       "      <td>0.481879</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fumbles_recovered</th>\n",
       "      <td>176.0</td>\n",
       "      <td>0.034091</td>\n",
       "      <td>0.181980</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yards_recovered_from_fumble</th>\n",
       "      <td>176.0</td>\n",
       "      <td>0.244318</td>\n",
       "      <td>1.876919</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fumbles_forced</th>\n",
       "      <td>176.0</td>\n",
       "      <td>0.034091</td>\n",
       "      <td>0.181980</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>season</th>\n",
       "      <td>176.0</td>\n",
       "      <td>2019.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>2019.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weight</th>\n",
       "      <td>176.0</td>\n",
       "      <td>236.164773</td>\n",
       "      <td>6.006768</td>\n",
       "      <td>226.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>252.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>age</th>\n",
       "      <td>176.0</td>\n",
       "      <td>27.346591</td>\n",
       "      <td>2.193312</td>\n",
       "      <td>25.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      count         mean       std     min  \\\n",
       "completed_passes                        1.0     0.000000       NaN     0.0   \n",
       "attempted_passes                        1.0     0.000000       NaN     0.0   \n",
       "passing_yards                           1.0     0.000000       NaN     0.0   \n",
       "passing_touchdowns                      1.0     0.000000       NaN     0.0   \n",
       "interceptions_thrown                    1.0     0.000000       NaN     0.0   \n",
       "times_sacked                            1.0     0.000000       NaN     0.0   \n",
       "yards_lost_from_sacks                   1.0     0.000000       NaN     0.0   \n",
       "longest_pass                            1.0     0.000000       NaN     0.0   \n",
       "rush_attempts                           1.0     0.000000       NaN     0.0   \n",
       "rush_yards                              1.0     0.000000       NaN     0.0   \n",
       "rush_touchdowns                         1.0     0.000000       NaN     0.0   \n",
       "longest_rush                            1.0     0.000000       NaN     0.0   \n",
       "times_pass_target                       1.0     1.000000       NaN     1.0   \n",
       "receptions                              1.0     1.000000       NaN     1.0   \n",
       "receiving_yards                         1.0    38.000000       NaN    38.0   \n",
       "receiving_touchdowns                    1.0     1.000000       NaN     1.0   \n",
       "longest_reception                       1.0    38.000000       NaN    38.0   \n",
       "fumbles                                 1.0     0.000000       NaN     0.0   \n",
       "fumbles_lost                            1.0     0.000000       NaN     0.0   \n",
       "interceptions                         176.0     0.062500  0.242752     0.0   \n",
       "yards_returned_from_interception      176.0     0.528409  3.233625     0.0   \n",
       "interceptions_returned_for_touchdown  176.0     0.000000  0.000000     0.0   \n",
       "longest_interception_return           176.0     0.528409  3.233625     0.0   \n",
       "passes_defended                       176.0     0.255682  0.509870     0.0   \n",
       "sacks                                 176.0     0.105114  0.300527     0.0   \n",
       "combined_tackles                      176.0     5.528409  3.750701     0.0   \n",
       "solo_tackles                          176.0     3.431818  2.515304     0.0   \n",
       "assists_on_tackles                    176.0     2.096591  1.993357     0.0   \n",
       "tackles_for_loss                      176.0     0.295455  0.537913     0.0   \n",
       "quarterback_hits                      176.0     0.204545  0.481879     0.0   \n",
       "fumbles_recovered                     176.0     0.034091  0.181980     0.0   \n",
       "yards_recovered_from_fumble           176.0     0.244318  1.876919     0.0   \n",
       "fumbles_forced                        176.0     0.034091  0.181980     0.0   \n",
       "season                                176.0  2019.000000  0.000000  2019.0   \n",
       "weight                                176.0   236.164773  6.006768   226.0   \n",
       "age                                   176.0    27.346591  2.193312    25.0   \n",
       "\n",
       "                                         25%     50%     75%     max  \n",
       "completed_passes                         0.0     0.0     0.0     0.0  \n",
       "attempted_passes                         0.0     0.0     0.0     0.0  \n",
       "passing_yards                            0.0     0.0     0.0     0.0  \n",
       "passing_touchdowns                       0.0     0.0     0.0     0.0  \n",
       "interceptions_thrown                     0.0     0.0     0.0     0.0  \n",
       "times_sacked                             0.0     0.0     0.0     0.0  \n",
       "yards_lost_from_sacks                    0.0     0.0     0.0     0.0  \n",
       "longest_pass                             0.0     0.0     0.0     0.0  \n",
       "rush_attempts                            0.0     0.0     0.0     0.0  \n",
       "rush_yards                               0.0     0.0     0.0     0.0  \n",
       "rush_touchdowns                          0.0     0.0     0.0     0.0  \n",
       "longest_rush                             0.0     0.0     0.0     0.0  \n",
       "times_pass_target                        1.0     1.0     1.0     1.0  \n",
       "receptions                               1.0     1.0     1.0     1.0  \n",
       "receiving_yards                         38.0    38.0    38.0    38.0  \n",
       "receiving_touchdowns                     1.0     1.0     1.0     1.0  \n",
       "longest_reception                       38.0    38.0    38.0    38.0  \n",
       "fumbles                                  0.0     0.0     0.0     0.0  \n",
       "fumbles_lost                             0.0     0.0     0.0     0.0  \n",
       "interceptions                            0.0     0.0     0.0     1.0  \n",
       "yards_returned_from_interception         0.0     0.0     0.0    26.0  \n",
       "interceptions_returned_for_touchdown     0.0     0.0     0.0     0.0  \n",
       "longest_interception_return              0.0     0.0     0.0    26.0  \n",
       "passes_defended                          0.0     0.0     0.0     2.0  \n",
       "sacks                                    0.0     0.0     0.0     1.0  \n",
       "combined_tackles                         3.0     5.0     8.0    18.0  \n",
       "solo_tackles                             1.0     3.0     5.0    10.0  \n",
       "assists_on_tackles                       1.0     2.0     3.0    10.0  \n",
       "tackles_for_loss                         0.0     0.0     1.0     2.0  \n",
       "quarterback_hits                         0.0     0.0     0.0     2.0  \n",
       "fumbles_recovered                        0.0     0.0     0.0     1.0  \n",
       "yards_recovered_from_fumble              0.0     0.0     0.0    22.0  \n",
       "fumbles_forced                           0.0     0.0     0.0     1.0  \n",
       "season                                2019.0  2019.0  2019.0  2019.0  \n",
       "weight                                 232.0   236.0   238.0   252.0  \n",
       "age                                     26.0    27.0    28.0    33.0  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "player_stats[player_stats.position=='IL'].dropna(axis=1,how='all').describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "objective-fairy",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats['position'] = ['ILB' if x == 'IL' else x for x in player_stats.position]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "concerned-bunch",
   "metadata": {},
   "source": [
    "Create position group labels from existing position labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "judicial-restriction",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Other           28596\n",
       "Secondary       12297\n",
       "Receivers       10984\n",
       "D_Line           9289\n",
       "Linebackers      8717\n",
       "RunningBacks     3699\n",
       "Quarterbacks     2541\n",
       "Kickers           902\n",
       "O_Line            167\n",
       "dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "position_group = []\n",
    "for position in player_stats.position:\n",
    "    if position in ['FB', 'RB']:\n",
    "        position_group.append('RunningBacks')\n",
    "    elif position in ['C', 'G', 'T', 'LG', 'RG', 'LT', 'RT']:\n",
    "        position_group.append('O_Line')\n",
    "    elif position == 'QB':\n",
    "        position_group.append('Quarterbacks')\n",
    "    elif position in ['TE', 'WR']:\n",
    "        position_group.append('Receivers')\n",
    "    elif position in ['CB', 'DB', 'FS', 'SS', 'S', 'LCB', 'RCB']:\n",
    "        position_group.append('Secondary')\n",
    "    elif 'LB' in position:\n",
    "        position_group.append('Linebackers')\n",
    "    elif position in ['K','P']:\n",
    "        position_group.append('Kickers')\n",
    "    elif position == '':\n",
    "        position_group.append('Other')\n",
    "    else:\n",
    "        position_group.append('D_Line')\n",
    "pd.Series(position_group).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "beginning-robert",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats['position_group'] = position_group"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "spiritual-liberal",
   "metadata": {},
   "source": [
    "Assign a position group label for players without a position label"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "surrounded-pottery",
   "metadata": {},
   "source": [
    "_If player has no position label, had at least one pass thrown to them, is not a secondary player and rushed the ball fewer than three times, then assign to Receivers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "smooth-shock",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats.loc[(player_stats.position_group=='Other')&(player_stats.times_pass_target>0)\\\n",
    "                &((player_stats.passes_defended.isnull()==True)|(player_stats.passes_defended==0))\\\n",
    "                &(player_stats.rush_attempts<3),'position_group'] = 'Receivers'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sitting-ukraine",
   "metadata": {},
   "source": [
    "_If player has no position label and has punted or attempted a field goal or extra point, then assign to Kickers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "nervous-flash",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats.loc[(player_stats.position_group=='Other')&((player_stats.punts>=1)|\\\n",
    "                (player_stats.extra_points_attempted>=1)|\\\n",
    "                (player_stats.field_goals_attempted>=1)),'position_group'] = 'Kickers'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "indie-alias",
   "metadata": {},
   "source": [
    "_If player has no position labeland has attempted more than one pass, then assign to Quarterbacks_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "advance-creativity",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats.loc[(player_stats.position_group=='Other')&(player_stats.attempted_passes>1),\n",
    "                 'position_group'] = 'Quarterbacks'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "foster-union",
   "metadata": {},
   "source": [
    "_If player has no position label and has attempted at least three rushes, then assign to RunningBacks_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "criminal-return",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats.loc[(player_stats.position_group=='Other')&(player_stats.rush_attempts>=3),\n",
    "                 'position_group'] = 'RunningBacks'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "announced-perspective",
   "metadata": {},
   "source": [
    "_If player has no position label and has returned a punt or kickoff, then assign to Returners_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "random-skating",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats.loc[(player_stats.position_group=='Other')\\\n",
    "                 &(player_stats.punt_returns + player_stats.kickoff_returns >0),\n",
    "                 'position_group'] = 'Returners'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "revolutionary-bloom",
   "metadata": {},
   "source": [
    "_If player has no position label and weighs at least 270 pounds, then assign to D_Line_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "mobile-arkansas",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats.loc[(player_stats.position_group=='Other')&(player_stats.weight>=270),\n",
    "                'position_group'] = 'D_Line'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "floppy-community",
   "metadata": {},
   "source": [
    "_If player has no position label and weighs at least 225 pounds, then assign to Linebackers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "spectacular-coordinate",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats.loc[(player_stats.position_group=='Other')&(player_stats.weight>=225),\n",
    "                 'position_group'] = 'Linebackers'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "august-pilot",
   "metadata": {},
   "source": [
    "_If player still has no position label, then assign to Secondary_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "funded-fight",
   "metadata": {},
   "outputs": [],
   "source": [
    "player_stats.loc[(player_stats.position_group=='Other'),\n",
    "                 'position_group'] = 'Secondary'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "accessory-november",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Secondary       18255\n",
       "Receivers       16272\n",
       "Linebackers     14320\n",
       "D_Line          13089\n",
       "RunningBacks     5718\n",
       "Kickers          5058\n",
       "Quarterbacks     2833\n",
       "Returners        1480\n",
       "O_Line            167\n",
       "Name: position_group, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "player_stats.position_group.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "processed-product",
   "metadata": {},
   "source": [
    "Since offensive linemen are only in this dataset if they made a tackle after a turnover, drop them from the dataset. Then group data by game, team and position group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "broke-story",
   "metadata": {},
   "outputs": [],
   "source": [
    "gameplay = player_stats[player_stats.position_group!='O_Line'].drop(columns=[\n",
    "    'season','weight','age']).groupby(by=['game_id', 'team_abbr', 'position_group'],\n",
    "                                 as_index=False).agg('sum')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "false-disabled",
   "metadata": {},
   "source": [
    "Get dataframes of each position group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "serial-poker",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_pg(df, pg, value_list):\n",
    "    df2 = df[df['position_group']==pg].pivot(index=['game_id', 'team_abbr'], columns='position_group',\n",
    "                              values=value_list).reset_index()\n",
    "    df2.columns = ['_'.join(col) for col in df2.columns.values]\n",
    "    return df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "robust-combining",
   "metadata": {},
   "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>game_id_</th>\n",
       "      <th>team_abbr_</th>\n",
       "      <th>interceptions_D_Line</th>\n",
       "      <th>yards_returned_from_interception_D_Line</th>\n",
       "      <th>interceptions_returned_for_touchdown_D_Line</th>\n",
       "      <th>longest_interception_return_D_Line</th>\n",
       "      <th>passes_defended_D_Line</th>\n",
       "      <th>sacks_D_Line</th>\n",
       "      <th>combined_tackles_D_Line</th>\n",
       "      <th>solo_tackles_D_Line</th>\n",
       "      <th>assists_on_tackles_D_Line</th>\n",
       "      <th>tackles_for_loss_D_Line</th>\n",
       "      <th>quarterback_hits_D_Line</th>\n",
       "      <th>fumbles_recovered_D_Line</th>\n",
       "      <th>yards_recovered_from_fumble_D_Line</th>\n",
       "      <th>fumbles_forced_D_Line</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>CAR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>DEN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>ATL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>TAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201609110clt</td>\n",
       "      <td>CLT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2555</th>\n",
       "      <td>202101030ram</td>\n",
       "      <td>RAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2556</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SEA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2557</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SFO</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2558</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>ATL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>TAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2560 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          game_id_ team_abbr_  interceptions_D_Line  \\\n",
       "0     201609080den        CAR                   0.0   \n",
       "1     201609080den        DEN                   0.0   \n",
       "2     201609110atl        ATL                   0.0   \n",
       "3     201609110atl        TAM                   0.0   \n",
       "4     201609110clt        CLT                   0.0   \n",
       "...            ...        ...                   ...   \n",
       "2555  202101030ram        RAM                   0.0   \n",
       "2556  202101030sfo        SEA                   0.0   \n",
       "2557  202101030sfo        SFO                   0.0   \n",
       "2558  202101030tam        ATL                   0.0   \n",
       "2559  202101030tam        TAM                   0.0   \n",
       "\n",
       "      yards_returned_from_interception_D_Line  \\\n",
       "0                                         0.0   \n",
       "1                                         0.0   \n",
       "2                                         0.0   \n",
       "3                                         0.0   \n",
       "4                                         0.0   \n",
       "...                                       ...   \n",
       "2555                                      0.0   \n",
       "2556                                      0.0   \n",
       "2557                                      0.0   \n",
       "2558                                      0.0   \n",
       "2559                                      0.0   \n",
       "\n",
       "      interceptions_returned_for_touchdown_D_Line  \\\n",
       "0                                             0.0   \n",
       "1                                             0.0   \n",
       "2                                             0.0   \n",
       "3                                             0.0   \n",
       "4                                             0.0   \n",
       "...                                           ...   \n",
       "2555                                          0.0   \n",
       "2556                                          0.0   \n",
       "2557                                          0.0   \n",
       "2558                                          0.0   \n",
       "2559                                          0.0   \n",
       "\n",
       "      longest_interception_return_D_Line  passes_defended_D_Line  \\\n",
       "0                                    0.0                     2.0   \n",
       "1                                    0.0                     0.0   \n",
       "2                                    0.0                     0.0   \n",
       "3                                    0.0                     2.0   \n",
       "4                                    0.0                     0.0   \n",
       "...                                  ...                     ...   \n",
       "2555                                 0.0                     0.0   \n",
       "2556                                 0.0                     1.0   \n",
       "2557                                 0.0                     1.0   \n",
       "2558                                 0.0                     0.0   \n",
       "2559                                 0.0                     0.0   \n",
       "\n",
       "      sacks_D_Line  combined_tackles_D_Line  solo_tackles_D_Line  \\\n",
       "0              1.0                      5.0                  5.0   \n",
       "1              0.0                      5.0                  5.0   \n",
       "2              0.0                     11.0                  9.0   \n",
       "3              2.0                      6.0                  6.0   \n",
       "4              0.0                      7.0                  2.0   \n",
       "...            ...                      ...                  ...   \n",
       "2555           1.0                     10.0                  7.0   \n",
       "2556           1.0                      6.0                  5.0   \n",
       "2557           0.0                     11.0                  4.0   \n",
       "2558           1.0                     12.0                  6.0   \n",
       "2559           1.0                     11.0                  4.0   \n",
       "\n",
       "      assists_on_tackles_D_Line  tackles_for_loss_D_Line  \\\n",
       "0                           0.0                      1.0   \n",
       "1                           0.0                      0.0   \n",
       "2                           2.0                      1.0   \n",
       "3                           0.0                      3.0   \n",
       "4                           5.0                      1.0   \n",
       "...                         ...                      ...   \n",
       "2555                        3.0                      4.0   \n",
       "2556                        1.0                      1.0   \n",
       "2557                        7.0                      0.0   \n",
       "2558                        6.0                      1.0   \n",
       "2559                        7.0                      1.0   \n",
       "\n",
       "      quarterback_hits_D_Line  fumbles_recovered_D_Line  \\\n",
       "0                         1.0                       0.0   \n",
       "1                         2.0                       0.0   \n",
       "2                         2.0                       0.0   \n",
       "3                         2.0                       0.0   \n",
       "4                         2.0                       0.0   \n",
       "...                       ...                       ...   \n",
       "2555                      2.0                       0.0   \n",
       "2556                      6.0                       1.0   \n",
       "2557                      1.0                       0.0   \n",
       "2558                      1.0                       0.0   \n",
       "2559                      4.0                       0.0   \n",
       "\n",
       "      yards_recovered_from_fumble_D_Line  fumbles_forced_D_Line  \n",
       "0                                    0.0                    1.0  \n",
       "1                                    0.0                    0.0  \n",
       "2                                    0.0                    0.0  \n",
       "3                                    0.0                    0.0  \n",
       "4                                    0.0                    0.0  \n",
       "...                                  ...                    ...  \n",
       "2555                                 0.0                    0.0  \n",
       "2556                                 0.0                    0.0  \n",
       "2557                                 0.0                    0.0  \n",
       "2558                                 0.0                    0.0  \n",
       "2559                                 0.0                    0.0  \n",
       "\n",
       "[2560 rows x 16 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dline_values = ['interceptions', 'yards_returned_from_interception',\n",
    "               'interceptions_returned_for_touchdown', 'longest_interception_return',\n",
    "               'passes_defended', 'sacks', 'combined_tackles', 'solo_tackles',\n",
    "               'assists_on_tackles', 'tackles_for_loss', 'quarterback_hits',\n",
    "               'fumbles_recovered', 'yards_recovered_from_fumble',\n",
    "               'fumbles_forced']\n",
    "\n",
    "dline = get_pg(gameplay, 'D_Line', dline_values)\n",
    "dline   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "encouraging-telephone",
   "metadata": {},
   "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",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_id</th>\n",
       "      <th>team_abbr</th>\n",
       "      <th>interceptions_returned_for_touchdown_D_Line</th>\n",
       "      <th>passes_defended_D_Line</th>\n",
       "      <th>sacks_D_Line</th>\n",
       "      <th>combined_tackles_D_Line</th>\n",
       "      <th>tackles_for_loss_D_Line</th>\n",
       "      <th>quarterback_hits_D_Line</th>\n",
       "      <th>fumbles_forced_D_Line</th>\n",
       "      <th>turnovers_recovered_D_Line</th>\n",
       "      <th>turnover_yards_D_Line</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>CAR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>DEN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>ATL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>TAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201609110clt</td>\n",
       "      <td>CLT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2555</th>\n",
       "      <td>202101030ram</td>\n",
       "      <td>RAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2556</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SEA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2557</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SFO</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2558</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>ATL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>TAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2560 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           game_id team_abbr  interceptions_returned_for_touchdown_D_Line  \\\n",
       "0     201609080den       CAR                                          0.0   \n",
       "1     201609080den       DEN                                          0.0   \n",
       "2     201609110atl       ATL                                          0.0   \n",
       "3     201609110atl       TAM                                          0.0   \n",
       "4     201609110clt       CLT                                          0.0   \n",
       "...            ...       ...                                          ...   \n",
       "2555  202101030ram       RAM                                          0.0   \n",
       "2556  202101030sfo       SEA                                          0.0   \n",
       "2557  202101030sfo       SFO                                          0.0   \n",
       "2558  202101030tam       ATL                                          0.0   \n",
       "2559  202101030tam       TAM                                          0.0   \n",
       "\n",
       "      passes_defended_D_Line  sacks_D_Line  combined_tackles_D_Line  \\\n",
       "0                        2.0           1.0                      5.0   \n",
       "1                        0.0           0.0                      5.0   \n",
       "2                        0.0           0.0                     11.0   \n",
       "3                        2.0           2.0                      6.0   \n",
       "4                        0.0           0.0                      7.0   \n",
       "...                      ...           ...                      ...   \n",
       "2555                     0.0           1.0                     10.0   \n",
       "2556                     1.0           1.0                      6.0   \n",
       "2557                     1.0           0.0                     11.0   \n",
       "2558                     0.0           1.0                     12.0   \n",
       "2559                     0.0           1.0                     11.0   \n",
       "\n",
       "      tackles_for_loss_D_Line  quarterback_hits_D_Line  fumbles_forced_D_Line  \\\n",
       "0                         1.0                      1.0                    1.0   \n",
       "1                         0.0                      2.0                    0.0   \n",
       "2                         1.0                      2.0                    0.0   \n",
       "3                         3.0                      2.0                    0.0   \n",
       "4                         1.0                      2.0                    0.0   \n",
       "...                       ...                      ...                    ...   \n",
       "2555                      4.0                      2.0                    0.0   \n",
       "2556                      1.0                      6.0                    0.0   \n",
       "2557                      0.0                      1.0                    0.0   \n",
       "2558                      1.0                      1.0                    0.0   \n",
       "2559                      1.0                      4.0                    0.0   \n",
       "\n",
       "      turnovers_recovered_D_Line  turnover_yards_D_Line  \n",
       "0                            0.0                    0.0  \n",
       "1                            0.0                    0.0  \n",
       "2                            0.0                    0.0  \n",
       "3                            0.0                    0.0  \n",
       "4                            0.0                    0.0  \n",
       "...                          ...                    ...  \n",
       "2555                         0.0                    0.0  \n",
       "2556                         1.0                    0.0  \n",
       "2557                         0.0                    0.0  \n",
       "2558                         0.0                    0.0  \n",
       "2559                         0.0                    0.0  \n",
       "\n",
       "[2560 rows x 11 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dline.rename(columns={'game_id_':'game_id', 'team_abbr_':'team_abbr'}, inplace=True)\n",
    "dline['turnovers_recovered_D_Line'] = dline.interceptions_D_Line + dline.fumbles_recovered_D_Line\n",
    "dline['turnover_yards_D_Line'] = dline.yards_returned_from_interception_D_Line + dline.yards_recovered_from_fumble_D_Line\n",
    "\n",
    "dline.drop(columns=['interceptions_D_Line', 'fumbles_recovered_D_Line', \n",
    "                   'yards_returned_from_interception_D_Line', 'yards_recovered_from_fumble_D_Line',\n",
    "                   'longest_interception_return_D_Line', 'solo_tackles_D_Line', 'assists_on_tackles_D_Line'],\n",
    "          inplace=True)\n",
    "dline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "funky-expense",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_id_</th>\n",
       "      <th>team_abbr_</th>\n",
       "      <th>interceptions_Linebackers</th>\n",
       "      <th>yards_returned_from_interception_Linebackers</th>\n",
       "      <th>interceptions_returned_for_touchdown_Linebackers</th>\n",
       "      <th>passes_defended_Linebackers</th>\n",
       "      <th>sacks_Linebackers</th>\n",
       "      <th>combined_tackles_Linebackers</th>\n",
       "      <th>solo_tackles_Linebackers</th>\n",
       "      <th>assists_on_tackles_Linebackers</th>\n",
       "      <th>tackles_for_loss_Linebackers</th>\n",
       "      <th>quarterback_hits_Linebackers</th>\n",
       "      <th>fumbles_recovered_Linebackers</th>\n",
       "      <th>yards_recovered_from_fumble_Linebackers</th>\n",
       "      <th>fumbles_forced_Linebackers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>CAR</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>DEN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>ATL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>TAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201609110clt</td>\n",
       "      <td>CLT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2555</th>\n",
       "      <td>202101030ram</td>\n",
       "      <td>RAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2556</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SEA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>2557</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SFO</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>15.0</td>\n",
       "      <td>5.0</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2558</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>ATL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>TAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>2560 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          game_id_ team_abbr_  interceptions_Linebackers  \\\n",
       "0     201609080den        CAR                        1.0   \n",
       "1     201609080den        DEN                        0.0   \n",
       "2     201609110atl        ATL                        0.0   \n",
       "3     201609110atl        TAM                        0.0   \n",
       "4     201609110clt        CLT                        0.0   \n",
       "...            ...        ...                        ...   \n",
       "2555  202101030ram        RAM                        0.0   \n",
       "2556  202101030sfo        SEA                        0.0   \n",
       "2557  202101030sfo        SFO                        0.0   \n",
       "2558  202101030tam        ATL                        0.0   \n",
       "2559  202101030tam        TAM                        0.0   \n",
       "\n",
       "      yards_returned_from_interception_Linebackers  \\\n",
       "0                                              4.0   \n",
       "1                                              0.0   \n",
       "2                                              0.0   \n",
       "3                                              0.0   \n",
       "4                                              0.0   \n",
       "...                                            ...   \n",
       "2555                                           0.0   \n",
       "2556                                           0.0   \n",
       "2557                                           0.0   \n",
       "2558                                           0.0   \n",
       "2559                                           0.0   \n",
       "\n",
       "      interceptions_returned_for_touchdown_Linebackers  \\\n",
       "0                                                  0.0   \n",
       "1                                                  0.0   \n",
       "2                                                  0.0   \n",
       "3                                                  0.0   \n",
       "4                                                  0.0   \n",
       "...                                                ...   \n",
       "2555                                               0.0   \n",
       "2556                                               0.0   \n",
       "2557                                               0.0   \n",
       "2558                                               0.0   \n",
       "2559                                               0.0   \n",
       "\n",
       "      passes_defended_Linebackers  sacks_Linebackers  \\\n",
       "0                             1.0                0.0   \n",
       "1                             1.0                3.0   \n",
       "2                             1.0                0.0   \n",
       "3                             0.0                1.0   \n",
       "4                             0.0                1.0   \n",
       "...                           ...                ...   \n",
       "2555                          0.0                3.0   \n",
       "2556                          0.0                2.0   \n",
       "2557                          1.0                1.0   \n",
       "2558                          0.0                0.0   \n",
       "2559                          1.0                0.0   \n",
       "\n",
       "      combined_tackles_Linebackers  solo_tackles_Linebackers  \\\n",
       "0                             20.0                      20.0   \n",
       "1                             24.0                      21.0   \n",
       "2                             15.0                      13.0   \n",
       "3                             29.0                      25.0   \n",
       "4                             25.0                      18.0   \n",
       "...                            ...                       ...   \n",
       "2555                          19.0                      15.0   \n",
       "2556                          26.0                      18.0   \n",
       "2557                          20.0                      15.0   \n",
       "2558                          15.0                       8.0   \n",
       "2559                          24.0                      16.0   \n",
       "\n",
       "      assists_on_tackles_Linebackers  tackles_for_loss_Linebackers  \\\n",
       "0                                0.0                           3.0   \n",
       "1                                3.0                           2.0   \n",
       "2                                2.0                           1.0   \n",
       "3                                4.0                           5.0   \n",
       "4                                7.0                           2.0   \n",
       "...                              ...                           ...   \n",
       "2555                             4.0                           4.0   \n",
       "2556                             8.0                           2.0   \n",
       "2557                             5.0                           2.0   \n",
       "2558                             7.0                           0.0   \n",
       "2559                             8.0                           2.0   \n",
       "\n",
       "      quarterback_hits_Linebackers  fumbles_recovered_Linebackers  \\\n",
       "0                              0.0                            1.0   \n",
       "1                              6.0                            0.0   \n",
       "2                              4.0                            0.0   \n",
       "3                              2.0                            0.0   \n",
       "4                              3.0                            0.0   \n",
       "...                            ...                            ...   \n",
       "2555                           3.0                            0.0   \n",
       "2556                           1.0                            0.0   \n",
       "2557                           2.0                            0.0   \n",
       "2558                           1.0                            0.0   \n",
       "2559                           1.0                            0.0   \n",
       "\n",
       "      yards_recovered_from_fumble_Linebackers  fumbles_forced_Linebackers  \n",
       "0                                         0.0                         0.0  \n",
       "1                                         0.0                         0.0  \n",
       "2                                         0.0                         0.0  \n",
       "3                                         0.0                         0.0  \n",
       "4                                         0.0                         0.0  \n",
       "...                                       ...                         ...  \n",
       "2555                                      0.0                         1.0  \n",
       "2556                                      0.0                         1.0  \n",
       "2557                                      0.0                         0.0  \n",
       "2558                                      0.0                         0.0  \n",
       "2559                                      0.0                         1.0  \n",
       "\n",
       "[2560 rows x 15 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lb_values = ['interceptions', 'yards_returned_from_interception', 'interceptions_returned_for_touchdown',\n",
    "           'passes_defended', 'sacks', 'combined_tackles', 'solo_tackles',\n",
    "           'assists_on_tackles', 'tackles_for_loss', 'quarterback_hits',\n",
    "           'fumbles_recovered', 'yards_recovered_from_fumble',\n",
    "           'fumbles_forced']\n",
    "\n",
    "lb = get_pg(gameplay, 'Linebackers', lb_values)\n",
    "lb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "dedicated-giant",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>turnovers_recovered_Linebackers</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>CAR</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>DEN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>ATL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>TAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201609110clt</td>\n",
       "      <td>CLT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2555</th>\n",
       "      <td>202101030ram</td>\n",
       "      <td>RAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2556</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SEA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2557</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SFO</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2558</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>ATL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>TAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2560 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           game_id team_abbr  \\\n",
       "0     201609080den       CAR   \n",
       "1     201609080den       DEN   \n",
       "2     201609110atl       ATL   \n",
       "3     201609110atl       TAM   \n",
       "4     201609110clt       CLT   \n",
       "...            ...       ...   \n",
       "2555  202101030ram       RAM   \n",
       "2556  202101030sfo       SEA   \n",
       "2557  202101030sfo       SFO   \n",
       "2558  202101030tam       ATL   \n",
       "2559  202101030tam       TAM   \n",
       "\n",
       "      interceptions_returned_for_touchdown_Linebackers  \\\n",
       "0                                                  0.0   \n",
       "1                                                  0.0   \n",
       "2                                                  0.0   \n",
       "3                                                  0.0   \n",
       "4                                                  0.0   \n",
       "...                                                ...   \n",
       "2555                                               0.0   \n",
       "2556                                               0.0   \n",
       "2557                                               0.0   \n",
       "2558                                               0.0   \n",
       "2559                                               0.0   \n",
       "\n",
       "      passes_defended_Linebackers  sacks_Linebackers  \\\n",
       "0                             1.0                0.0   \n",
       "1                             1.0                3.0   \n",
       "2                             1.0                0.0   \n",
       "3                             0.0                1.0   \n",
       "4                             0.0                1.0   \n",
       "...                           ...                ...   \n",
       "2555                          0.0                3.0   \n",
       "2556                          0.0                2.0   \n",
       "2557                          1.0                1.0   \n",
       "2558                          0.0                0.0   \n",
       "2559                          1.0                0.0   \n",
       "\n",
       "      combined_tackles_Linebackers  tackles_for_loss_Linebackers  \\\n",
       "0                             20.0                           3.0   \n",
       "1                             24.0                           2.0   \n",
       "2                             15.0                           1.0   \n",
       "3                             29.0                           5.0   \n",
       "4                             25.0                           2.0   \n",
       "...                            ...                           ...   \n",
       "2555                          19.0                           4.0   \n",
       "2556                          26.0                           2.0   \n",
       "2557                          20.0                           2.0   \n",
       "2558                          15.0                           0.0   \n",
       "2559                          24.0                           2.0   \n",
       "\n",
       "      quarterback_hits_Linebackers  fumbles_forced_Linebackers  \\\n",
       "0                              0.0                         0.0   \n",
       "1                              6.0                         0.0   \n",
       "2                              4.0                         0.0   \n",
       "3                              2.0                         0.0   \n",
       "4                              3.0                         0.0   \n",
       "...                            ...                         ...   \n",
       "2555                           3.0                         1.0   \n",
       "2556                           1.0                         1.0   \n",
       "2557                           2.0                         0.0   \n",
       "2558                           1.0                         0.0   \n",
       "2559                           1.0                         1.0   \n",
       "\n",
       "      turnovers_recovered_Linebackers  turnover_yards_Linebackers  \n",
       "0                                 2.0                         4.0  \n",
       "1                                 0.0                         0.0  \n",
       "2                                 0.0                         0.0  \n",
       "3                                 0.0                         0.0  \n",
       "4                                 0.0                         0.0  \n",
       "...                               ...                         ...  \n",
       "2555                              0.0                         0.0  \n",
       "2556                              0.0                         0.0  \n",
       "2557                              0.0                         0.0  \n",
       "2558                              0.0                         0.0  \n",
       "2559                              0.0                         0.0  \n",
       "\n",
       "[2560 rows x 11 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lb.rename(columns={'game_id_':'game_id', 'team_abbr_':'team_abbr'}, inplace=True)\n",
    "lb['turnovers_recovered_Linebackers'] = lb.interceptions_Linebackers + lb.fumbles_recovered_Linebackers\n",
    "lb['turnover_yards_Linebackers'] = lb.yards_returned_from_interception_Linebackers + lb.yards_recovered_from_fumble_Linebackers\n",
    "lb.drop(columns=['interceptions_Linebackers', 'fumbles_recovered_Linebackers', \n",
    "                   'yards_returned_from_interception_Linebackers', 'yards_recovered_from_fumble_Linebackers',\n",
    "                   'solo_tackles_Linebackers', 'assists_on_tackles_Linebackers'],\n",
    "          inplace=True)\n",
    "lb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "moral-interstate",
   "metadata": {},
   "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>game_id_</th>\n",
       "      <th>team_abbr_</th>\n",
       "      <th>completed_passes_Quarterbacks</th>\n",
       "      <th>attempted_passes_Quarterbacks</th>\n",
       "      <th>passing_yards_Quarterbacks</th>\n",
       "      <th>passing_touchdowns_Quarterbacks</th>\n",
       "      <th>interceptions_thrown_Quarterbacks</th>\n",
       "      <th>times_sacked_Quarterbacks</th>\n",
       "      <th>yards_lost_from_sacks_Quarterbacks</th>\n",
       "      <th>rush_attempts_Quarterbacks</th>\n",
       "      <th>rush_yards_Quarterbacks</th>\n",
       "      <th>rush_touchdowns_Quarterbacks</th>\n",
       "      <th>fumbles_Quarterbacks</th>\n",
       "      <th>fumbles_lost_Quarterbacks</th>\n",
       "      <th>quarterback_rating_Quarterbacks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>CAR</td>\n",
       "      <td>18.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>69.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>DEN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>69.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>ATL</td>\n",
       "      <td>27.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>112.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>TAM</td>\n",
       "      <td>23.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>125.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201609110clt</td>\n",
       "      <td>CLT</td>\n",
       "      <td>31.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>119.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2549</th>\n",
       "      <td>202101030ram</td>\n",
       "      <td>RAM</td>\n",
       "      <td>22.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>64.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2550</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SEA</td>\n",
       "      <td>20.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2551</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SFO</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>98.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2552</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>ATL</td>\n",
       "      <td>29.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>97.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2553</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>TAM</td>\n",
       "      <td>26.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2554 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          game_id_ team_abbr_  completed_passes_Quarterbacks  \\\n",
       "0     201609080den        CAR                           18.0   \n",
       "1     201609080den        DEN                           18.0   \n",
       "2     201609110atl        ATL                           27.0   \n",
       "3     201609110atl        TAM                           23.0   \n",
       "4     201609110clt        CLT                           31.0   \n",
       "...            ...        ...                            ...   \n",
       "2549  202101030ram        RAM                           22.0   \n",
       "2550  202101030sfo        SEA                           20.0   \n",
       "2551  202101030sfo        SFO                           25.0   \n",
       "2552  202101030tam        ATL                           29.0   \n",
       "2553  202101030tam        TAM                           26.0   \n",
       "\n",
       "      attempted_passes_Quarterbacks  passing_yards_Quarterbacks  \\\n",
       "0                              33.0                       194.0   \n",
       "1                              26.0                       178.0   \n",
       "2                              39.0                       334.0   \n",
       "3                              32.0                       281.0   \n",
       "4                              47.0                       385.0   \n",
       "...                             ...                         ...   \n",
       "2549                           38.0                       231.0   \n",
       "2550                           36.0                       181.0   \n",
       "2551                           37.0                       273.0   \n",
       "2552                           44.0                       265.0   \n",
       "2553                           41.0                       399.0   \n",
       "\n",
       "      passing_touchdowns_Quarterbacks  interceptions_thrown_Quarterbacks  \\\n",
       "0                                 1.0                                1.0   \n",
       "1                                 1.0                                2.0   \n",
       "2                                 2.0                                0.0   \n",
       "3                                 4.0                                1.0   \n",
       "4                                 4.0                                0.0   \n",
       "...                               ...                                ...   \n",
       "2549                              0.0                                1.0   \n",
       "2550                              2.0                                0.0   \n",
       "2551                              1.0                                0.0   \n",
       "2552                              2.0                                0.0   \n",
       "2553                              4.0                                1.0   \n",
       "\n",
       "      times_sacked_Quarterbacks  yards_lost_from_sacks_Quarterbacks  \\\n",
       "0                           3.0                                18.0   \n",
       "1                           2.0                                19.0   \n",
       "2                           3.0                                12.0   \n",
       "3                           0.0                                 0.0   \n",
       "4                           2.0                                17.0   \n",
       "...                         ...                                 ...   \n",
       "2549                        2.0                                 8.0   \n",
       "2550                        2.0                                22.0   \n",
       "2551                        3.0                                31.0   \n",
       "2552                        1.0                                 7.0   \n",
       "2553                        1.0                                 8.0   \n",
       "\n",
       "      rush_attempts_Quarterbacks  rush_yards_Quarterbacks  \\\n",
       "0                           11.0                     54.0   \n",
       "1                            5.0                     20.0   \n",
       "2                            3.0                     10.0   \n",
       "3                            4.0                      3.0   \n",
       "4                            3.0                     21.0   \n",
       "...                          ...                      ...   \n",
       "2549                         6.0                     56.0   \n",
       "2550                         5.0                     29.0   \n",
       "2551                         3.0                     10.0   \n",
       "2552                         3.0                      1.0   \n",
       "2553                         5.0                      3.0   \n",
       "\n",
       "      rush_touchdowns_Quarterbacks  fumbles_Quarterbacks  \\\n",
       "0                              1.0                   0.0   \n",
       "1                              0.0                   0.0   \n",
       "2                              0.0                   0.0   \n",
       "3                              0.0                   0.0   \n",
       "4                              0.0                   0.0   \n",
       "...                            ...                   ...   \n",
       "2549                           0.0                   0.0   \n",
       "2550                           0.0                   0.0   \n",
       "2551                           0.0                   1.0   \n",
       "2552                           1.0                   2.0   \n",
       "2553                           0.0                   0.0   \n",
       "\n",
       "      fumbles_lost_Quarterbacks  quarterback_rating_Quarterbacks  \n",
       "0                           0.0                             69.5  \n",
       "1                           0.0                             69.1  \n",
       "2                           0.0                            112.6  \n",
       "3                           0.0                            125.1  \n",
       "4                           0.0                            119.5  \n",
       "...                         ...                              ...  \n",
       "2549                        0.0                             64.7  \n",
       "2550                        0.0                             87.8  \n",
       "2551                        1.0                             98.1  \n",
       "2552                        1.0                             97.3  \n",
       "2553                        0.0                            117.8  \n",
       "\n",
       "[2554 rows x 15 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qb_values = ['completed_passes', 'attempted_passes', 'passing_yards', 'passing_touchdowns',\n",
    "           'interceptions_thrown', 'times_sacked', 'yards_lost_from_sacks','rush_attempts', \n",
    "           'rush_yards', 'rush_touchdowns', 'fumbles', 'fumbles_lost', 'quarterback_rating']\n",
    "\n",
    "qb = get_pg(gameplay, 'Quarterbacks', qb_values)\n",
    "qb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "monthly-roads",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_id</th>\n",
       "      <th>team_abbr</th>\n",
       "      <th>completed_passes_Quarterbacks</th>\n",
       "      <th>attempted_passes_Quarterbacks</th>\n",
       "      <th>passing_yards_Quarterbacks</th>\n",
       "      <th>passing_touchdowns_Quarterbacks</th>\n",
       "      <th>interceptions_thrown_Quarterbacks</th>\n",
       "      <th>times_sacked_Quarterbacks</th>\n",
       "      <th>yards_lost_from_sacks_Quarterbacks</th>\n",
       "      <th>rush_attempts_Quarterbacks</th>\n",
       "      <th>rush_yards_Quarterbacks</th>\n",
       "      <th>rush_touchdowns_Quarterbacks</th>\n",
       "      <th>fumbles_Quarterbacks</th>\n",
       "      <th>fumbles_lost_Quarterbacks</th>\n",
       "      <th>quarterback_rating_Quarterbacks</th>\n",
       "      <th>compl_perc_Quarterbacks</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>CAR</td>\n",
       "      <td>18.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>0.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>DEN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>69.1</td>\n",
       "      <td>0.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>ATL</td>\n",
       "      <td>27.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>112.6</td>\n",
       "      <td>0.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>TAM</td>\n",
       "      <td>23.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>125.1</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201609110clt</td>\n",
       "      <td>CLT</td>\n",
       "      <td>31.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>119.5</td>\n",
       "      <td>0.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2549</th>\n",
       "      <td>202101030ram</td>\n",
       "      <td>RAM</td>\n",
       "      <td>22.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>64.7</td>\n",
       "      <td>0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2550</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SEA</td>\n",
       "      <td>20.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.8</td>\n",
       "      <td>0.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2551</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SFO</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>98.1</td>\n",
       "      <td>0.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2552</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>ATL</td>\n",
       "      <td>29.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>97.3</td>\n",
       "      <td>0.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2553</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>TAM</td>\n",
       "      <td>26.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.8</td>\n",
       "      <td>0.63</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2554 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           game_id team_abbr  completed_passes_Quarterbacks  \\\n",
       "0     201609080den       CAR                           18.0   \n",
       "1     201609080den       DEN                           18.0   \n",
       "2     201609110atl       ATL                           27.0   \n",
       "3     201609110atl       TAM                           23.0   \n",
       "4     201609110clt       CLT                           31.0   \n",
       "...            ...       ...                            ...   \n",
       "2549  202101030ram       RAM                           22.0   \n",
       "2550  202101030sfo       SEA                           20.0   \n",
       "2551  202101030sfo       SFO                           25.0   \n",
       "2552  202101030tam       ATL                           29.0   \n",
       "2553  202101030tam       TAM                           26.0   \n",
       "\n",
       "      attempted_passes_Quarterbacks  passing_yards_Quarterbacks  \\\n",
       "0                              33.0                       194.0   \n",
       "1                              26.0                       178.0   \n",
       "2                              39.0                       334.0   \n",
       "3                              32.0                       281.0   \n",
       "4                              47.0                       385.0   \n",
       "...                             ...                         ...   \n",
       "2549                           38.0                       231.0   \n",
       "2550                           36.0                       181.0   \n",
       "2551                           37.0                       273.0   \n",
       "2552                           44.0                       265.0   \n",
       "2553                           41.0                       399.0   \n",
       "\n",
       "      passing_touchdowns_Quarterbacks  interceptions_thrown_Quarterbacks  \\\n",
       "0                                 1.0                                1.0   \n",
       "1                                 1.0                                2.0   \n",
       "2                                 2.0                                0.0   \n",
       "3                                 4.0                                1.0   \n",
       "4                                 4.0                                0.0   \n",
       "...                               ...                                ...   \n",
       "2549                              0.0                                1.0   \n",
       "2550                              2.0                                0.0   \n",
       "2551                              1.0                                0.0   \n",
       "2552                              2.0                                0.0   \n",
       "2553                              4.0                                1.0   \n",
       "\n",
       "      times_sacked_Quarterbacks  yards_lost_from_sacks_Quarterbacks  \\\n",
       "0                           3.0                                18.0   \n",
       "1                           2.0                                19.0   \n",
       "2                           3.0                                12.0   \n",
       "3                           0.0                                 0.0   \n",
       "4                           2.0                                17.0   \n",
       "...                         ...                                 ...   \n",
       "2549                        2.0                                 8.0   \n",
       "2550                        2.0                                22.0   \n",
       "2551                        3.0                                31.0   \n",
       "2552                        1.0                                 7.0   \n",
       "2553                        1.0                                 8.0   \n",
       "\n",
       "      rush_attempts_Quarterbacks  rush_yards_Quarterbacks  \\\n",
       "0                           11.0                     54.0   \n",
       "1                            5.0                     20.0   \n",
       "2                            3.0                     10.0   \n",
       "3                            4.0                      3.0   \n",
       "4                            3.0                     21.0   \n",
       "...                          ...                      ...   \n",
       "2549                         6.0                     56.0   \n",
       "2550                         5.0                     29.0   \n",
       "2551                         3.0                     10.0   \n",
       "2552                         3.0                      1.0   \n",
       "2553                         5.0                      3.0   \n",
       "\n",
       "      rush_touchdowns_Quarterbacks  fumbles_Quarterbacks  \\\n",
       "0                              1.0                   0.0   \n",
       "1                              0.0                   0.0   \n",
       "2                              0.0                   0.0   \n",
       "3                              0.0                   0.0   \n",
       "4                              0.0                   0.0   \n",
       "...                            ...                   ...   \n",
       "2549                           0.0                   0.0   \n",
       "2550                           0.0                   0.0   \n",
       "2551                           0.0                   1.0   \n",
       "2552                           1.0                   2.0   \n",
       "2553                           0.0                   0.0   \n",
       "\n",
       "      fumbles_lost_Quarterbacks  quarterback_rating_Quarterbacks  \\\n",
       "0                           0.0                             69.5   \n",
       "1                           0.0                             69.1   \n",
       "2                           0.0                            112.6   \n",
       "3                           0.0                            125.1   \n",
       "4                           0.0                            119.5   \n",
       "...                         ...                              ...   \n",
       "2549                        0.0                             64.7   \n",
       "2550                        0.0                             87.8   \n",
       "2551                        1.0                             98.1   \n",
       "2552                        1.0                             97.3   \n",
       "2553                        0.0                            117.8   \n",
       "\n",
       "      compl_perc_Quarterbacks  \n",
       "0                        0.55  \n",
       "1                        0.69  \n",
       "2                        0.69  \n",
       "3                        0.72  \n",
       "4                        0.66  \n",
       "...                       ...  \n",
       "2549                     0.58  \n",
       "2550                     0.56  \n",
       "2551                     0.68  \n",
       "2552                     0.66  \n",
       "2553                     0.63  \n",
       "\n",
       "[2554 rows x 16 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qb.rename(columns={'game_id_':'game_id', 'team_abbr_':'team_abbr'}, inplace=True)\n",
    "qb['compl_perc_Quarterbacks'] = round(qb.completed_passes_Quarterbacks/qb.attempted_passes_Quarterbacks,2)\n",
    "qb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "shared-revision",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>game_id</th>\n",
       "      <th>team_abbr</th>\n",
       "      <th>rush_attempts_RunningBacks</th>\n",
       "      <th>rush_yards_RunningBacks</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>CAR</td>\n",
       "      <td>18.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>DEN</td>\n",
       "      <td>24.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.80</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>ATL</td>\n",
       "      <td>19.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>TAM</td>\n",
       "      <td>22.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201609110clt</td>\n",
       "      <td>CLT</td>\n",
       "      <td>14.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2555</th>\n",
       "      <td>202101030ram</td>\n",
       "      <td>RAM</td>\n",
       "      <td>24.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2556</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SEA</td>\n",
       "      <td>22.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2557</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SFO</td>\n",
       "      <td>21.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2558</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>ATL</td>\n",
       "      <td>21.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>TAM</td>\n",
       "      <td>17.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2560 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           game_id team_abbr  rush_attempts_RunningBacks  \\\n",
       "0     201609080den       CAR                        18.0   \n",
       "1     201609080den       DEN                        24.0   \n",
       "2     201609110atl       ATL                        19.0   \n",
       "3     201609110atl       TAM                        22.0   \n",
       "4     201609110clt       CLT                        14.0   \n",
       "...            ...       ...                         ...   \n",
       "2555  202101030ram       RAM                        24.0   \n",
       "2556  202101030sfo       SEA                        22.0   \n",
       "2557  202101030sfo       SFO                        21.0   \n",
       "2558  202101030tam       ATL                        21.0   \n",
       "2559  202101030tam       TAM                        17.0   \n",
       "\n",
       "      rush_yards_RunningBacks  rush_touchdowns_RunningBacks  \\\n",
       "0                        77.0                           0.0   \n",
       "1                       128.0                           2.0   \n",
       "2                        42.0                           0.0   \n",
       "3                        71.0                           0.0   \n",
       "4                        59.0                           0.0   \n",
       "...                       ...                           ...   \n",
       "2555                     54.0                           0.0   \n",
       "2556                     92.0                           1.0   \n",
       "2557                     76.0                           1.0   \n",
       "2558                    121.0                           0.0   \n",
       "2559                     91.0                           1.0   \n",
       "\n",
       "      times_pass_target_RunningBacks  receptions_RunningBacks  \\\n",
       "0                                2.0                      1.0   \n",
       "1                                5.0                      4.0   \n",
       "2                               11.0                     10.0   \n",
       "3                                8.0                      8.0   \n",
       "4                                6.0                      4.0   \n",
       "...                              ...                      ...   \n",
       "2555                             5.0                      5.0   \n",
       "2556                             2.0                      2.0   \n",
       "2557                            10.0                      5.0   \n",
       "2558                             9.0                      5.0   \n",
       "2559                             2.0                      2.0   \n",
       "\n",
       "      receiving_yards_RunningBacks  receiving_touchdowns_RunningBacks  \\\n",
       "0                              4.0                                0.0   \n",
       "1                             47.0                                1.0   \n",
       "2                            123.0                                0.0   \n",
       "3                             66.0                                1.0   \n",
       "4                             19.0                                0.0   \n",
       "...                            ...                                ...   \n",
       "2555                          50.0                                0.0   \n",
       "2556                          39.0                                0.0   \n",
       "2557                          22.0                                1.0   \n",
       "2558                          66.0                                0.0   \n",
       "2559                          14.0                                0.0   \n",
       "\n",
       "      fumbles_RunningBacks  fumbles_lost_RunningBacks  \\\n",
       "0                      0.0                        0.0   \n",
       "1                      1.0                        1.0   \n",
       "2                      0.0                        0.0   \n",
       "3                      0.0                        0.0   \n",
       "4                      0.0                        0.0   \n",
       "...                    ...                        ...   \n",
       "2555                   1.0                        1.0   \n",
       "2556                   0.0                        0.0   \n",
       "2557                   0.0                        0.0   \n",
       "2558                   1.0                        0.0   \n",
       "2559                   0.0                        0.0   \n",
       "\n",
       "      target_catch_perc_RunningBacks  \n",
       "0                               0.50  \n",
       "1                               0.80  \n",
       "2                               0.91  \n",
       "3                               1.00  \n",
       "4                               0.67  \n",
       "...                              ...  \n",
       "2555                            1.00  \n",
       "2556                            1.00  \n",
       "2557                            0.50  \n",
       "2558                            0.56  \n",
       "2559                            1.00  \n",
       "\n",
       "[2560 rows x 12 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rb_values = ['rush_attempts', 'rush_yards', 'rush_touchdowns',\n",
    "            'times_pass_target', 'receptions', 'receiving_yards', 'receiving_touchdowns',\n",
    "            'fumbles', 'fumbles_lost']\n",
    "\n",
    "rb = get_pg(gameplay, 'RunningBacks', rb_values)\n",
    "rb.rename(columns={'game_id_':'game_id', 'team_abbr_':'team_abbr'}, inplace=True)\n",
    "col_no_spaces = rb.columns.str.replace(' ','_')\n",
    "rb.rename(columns=dict(zip(rb.columns, col_no_spaces)),inplace=True)\n",
    "rb['target_catch_perc_RunningBacks'] = round(rb.receptions_RunningBacks/rb.times_pass_target_RunningBacks,2)\n",
    "rb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "early-mozambique",
   "metadata": {},
   "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>game_id</th>\n",
       "      <th>team_abbr</th>\n",
       "      <th>interceptions_returned_for_touchdown_Secondary</th>\n",
       "      <th>passes_defended_Secondary</th>\n",
       "      <th>sacks_Secondary</th>\n",
       "      <th>combined_tackles_Secondary</th>\n",
       "      <th>tackles_for_loss_Secondary</th>\n",
       "      <th>quarterback_hits_Secondary</th>\n",
       "      <th>fumbles_forced_Secondary</th>\n",
       "      <th>turnovers_recovered_Secondary</th>\n",
       "      <th>turnover_yards_Secondary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>CAR</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>DEN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>ATL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>TAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201609110clt</td>\n",
       "      <td>CLT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2555</th>\n",
       "      <td>202101030ram</td>\n",
       "      <td>RAM</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2556</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SEA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2557</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SFO</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2558</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>ATL</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>TAM</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2560 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           game_id team_abbr  interceptions_returned_for_touchdown_Secondary  \\\n",
       "0     201609080den       CAR                                             0.0   \n",
       "1     201609080den       DEN                                             0.0   \n",
       "2     201609110atl       ATL                                             0.0   \n",
       "3     201609110atl       TAM                                             0.0   \n",
       "4     201609110clt       CLT                                             0.0   \n",
       "...            ...       ...                                             ...   \n",
       "2555  202101030ram       RAM                                             1.0   \n",
       "2556  202101030sfo       SEA                                             0.0   \n",
       "2557  202101030sfo       SFO                                             0.0   \n",
       "2558  202101030tam       ATL                                             0.0   \n",
       "2559  202101030tam       TAM                                             0.0   \n",
       "\n",
       "      passes_defended_Secondary  sacks_Secondary  combined_tackles_Secondary  \\\n",
       "0                           3.0              1.0                        19.0   \n",
       "1                           5.0              0.0                        23.0   \n",
       "2                           3.0              0.0                        27.0   \n",
       "3                           4.0              0.0                        23.0   \n",
       "4                           3.0              0.0                        29.0   \n",
       "...                         ...              ...                         ...   \n",
       "2555                        6.0              0.0                        20.0   \n",
       "2556                        1.0              0.0                        28.0   \n",
       "2557                        1.0              1.0                        26.0   \n",
       "2558                        2.0              0.0                        28.0   \n",
       "2559                        3.0              0.0                        26.0   \n",
       "\n",
       "      tackles_for_loss_Secondary  quarterback_hits_Secondary  \\\n",
       "0                            1.0                         2.0   \n",
       "1                            0.0                         0.0   \n",
       "2                            0.0                         0.0   \n",
       "3                            0.0                         0.0   \n",
       "4                            0.0                         1.0   \n",
       "...                          ...                         ...   \n",
       "2555                         0.0                         0.0   \n",
       "2556                         2.0                         0.0   \n",
       "2557                         1.0                         1.0   \n",
       "2558                         1.0                         0.0   \n",
       "2559                         0.0                         1.0   \n",
       "\n",
       "      fumbles_forced_Secondary  turnovers_recovered_Secondary  \\\n",
       "0                          0.0                            1.0   \n",
       "1                          0.0                            1.0   \n",
       "2                          0.0                            1.0   \n",
       "3                          0.0                            0.0   \n",
       "4                          0.0                            0.0   \n",
       "...                        ...                            ...   \n",
       "2555                       0.0                            1.0   \n",
       "2556                       0.0                            0.0   \n",
       "2557                       0.0                            0.0   \n",
       "2558                       0.0                            1.0   \n",
       "2559                       1.0                            2.0   \n",
       "\n",
       "      turnover_yards_Secondary  \n",
       "0                          1.0  \n",
       "1                          0.0  \n",
       "2                          9.0  \n",
       "3                          0.0  \n",
       "4                          0.0  \n",
       "...                        ...  \n",
       "2555                      84.0  \n",
       "2556                       0.0  \n",
       "2557                       0.0  \n",
       "2558                      10.0  \n",
       "2559                       3.0  \n",
       "\n",
       "[2560 rows x 11 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "secondary_values = ['interceptions', 'yards_returned_from_interception', 'interceptions_returned_for_touchdown',\n",
    "                   'passes_defended', 'sacks', 'combined_tackles', 'solo_tackles',\n",
    "                   'assists_on_tackles', 'tackles_for_loss', 'quarterback_hits',\n",
    "                   'fumbles_recovered', 'yards_recovered_from_fumble',\n",
    "                   'fumbles_forced']\n",
    "\n",
    "secondary = get_pg(gameplay, 'Secondary', secondary_values)\n",
    "secondary.rename(columns={'game_id_':'game_id', 'team_abbr_':'team_abbr'}, inplace=True)\n",
    "secondary['turnovers_recovered_Secondary'] = secondary.interceptions_Secondary + secondary.fumbles_recovered_Secondary\n",
    "secondary['turnover_yards_Secondary'] = secondary.yards_returned_from_interception_Secondary + secondary.yards_recovered_from_fumble_Secondary\n",
    "secondary.drop(columns=['interceptions_Secondary', 'fumbles_recovered_Secondary', \n",
    "                   'yards_returned_from_interception_Secondary', 'yards_recovered_from_fumble_Secondary',\n",
    "                   'solo_tackles_Secondary', 'assists_on_tackles_Secondary'],\n",
    "          inplace=True)\n",
    "secondary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "sharing-pasta",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_id</th>\n",
       "      <th>team_abbr</th>\n",
       "      <th>times_pass_target_Receivers</th>\n",
       "      <th>receptions_Receivers</th>\n",
       "      <th>receiving_yards_Receivers</th>\n",
       "      <th>receiving_touchdowns_Receivers</th>\n",
       "      <th>fumbles_Receivers</th>\n",
       "      <th>fumbles_lost_Receivers</th>\n",
       "      <th>target_catch_perc_Receivers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>CAR</td>\n",
       "      <td>29.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>DEN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>ATL</td>\n",
       "      <td>27.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>TAM</td>\n",
       "      <td>24.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>215.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201609110clt</td>\n",
       "      <td>CLT</td>\n",
       "      <td>39.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2555</th>\n",
       "      <td>202101030ram</td>\n",
       "      <td>RAM</td>\n",
       "      <td>32.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2556</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SEA</td>\n",
       "      <td>30.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2557</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SFO</td>\n",
       "      <td>25.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2558</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>ATL</td>\n",
       "      <td>32.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>TAM</td>\n",
       "      <td>36.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2560 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           game_id team_abbr  times_pass_target_Receivers  \\\n",
       "0     201609080den       CAR                         29.0   \n",
       "1     201609080den       DEN                         21.0   \n",
       "2     201609110atl       ATL                         27.0   \n",
       "3     201609110atl       TAM                         24.0   \n",
       "4     201609110clt       CLT                         39.0   \n",
       "...            ...       ...                          ...   \n",
       "2555  202101030ram       RAM                         32.0   \n",
       "2556  202101030sfo       SEA                         30.0   \n",
       "2557  202101030sfo       SFO                         25.0   \n",
       "2558  202101030tam       ATL                         32.0   \n",
       "2559  202101030tam       TAM                         36.0   \n",
       "\n",
       "      receptions_Receivers  receiving_yards_Receivers  \\\n",
       "0                     17.0                      190.0   \n",
       "1                     14.0                      131.0   \n",
       "2                     17.0                      211.0   \n",
       "3                     15.0                      215.0   \n",
       "4                     27.0                      366.0   \n",
       "...                    ...                        ...   \n",
       "2555                  17.0                      181.0   \n",
       "2556                  18.0                      142.0   \n",
       "2557                  20.0                      251.0   \n",
       "2558                  24.0                      199.0   \n",
       "2559                  24.0                      385.0   \n",
       "\n",
       "      receiving_touchdowns_Receivers  fumbles_Receivers  \\\n",
       "0                                1.0                0.0   \n",
       "1                                0.0                0.0   \n",
       "2                                2.0                0.0   \n",
       "3                                3.0                0.0   \n",
       "4                                4.0                0.0   \n",
       "...                              ...                ...   \n",
       "2555                             0.0                0.0   \n",
       "2556                             2.0                0.0   \n",
       "2557                             0.0                0.0   \n",
       "2558                             2.0                1.0   \n",
       "2559                             4.0                0.0   \n",
       "\n",
       "      fumbles_lost_Receivers  target_catch_perc_Receivers  \n",
       "0                        0.0                         0.59  \n",
       "1                        0.0                         0.67  \n",
       "2                        0.0                         0.63  \n",
       "3                        0.0                         0.62  \n",
       "4                        0.0                         0.69  \n",
       "...                      ...                          ...  \n",
       "2555                     0.0                         0.53  \n",
       "2556                     0.0                         0.60  \n",
       "2557                     0.0                         0.80  \n",
       "2558                     1.0                         0.75  \n",
       "2559                     0.0                         0.67  \n",
       "\n",
       "[2560 rows x 9 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wr_values = ['times_pass_target', 'receptions', 'receiving_yards', 'receiving_touchdowns',\n",
    "            'fumbles', 'fumbles_lost']\n",
    "wr = get_pg(gameplay, 'Receivers', wr_values)\n",
    "wr.rename(columns={'game_id_':'game_id', 'team_abbr_':'team_abbr'}, inplace=True)\n",
    "wr['target_catch_perc_Receivers'] = round(wr.receptions_Receivers/wr.times_pass_target_Receivers,2)\n",
    "wr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "pointed-confirmation",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>field_goals_attempted_Kickers</th>\n",
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       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>CAR</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>63.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>DEN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>46.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>ATL</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>38.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>TAM</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>49.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201609110clt</td>\n",
       "      <td>CLT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>48.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2554</th>\n",
       "      <td>202101030ram</td>\n",
       "      <td>RAM</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>44.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2555</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SEA</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>53.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2556</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SFO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>45.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2557</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>ATL</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2558</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>TAM</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2559 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           game_id team_abbr  extra_points_made_Kickers  \\\n",
       "0     201609080den       CAR                        2.0   \n",
       "1     201609080den       DEN                        3.0   \n",
       "2     201609110atl       ATL                        1.0   \n",
       "3     201609110atl       TAM                        4.0   \n",
       "4     201609110clt       CLT                        0.0   \n",
       "...            ...       ...                        ...   \n",
       "2554  202101030ram       RAM                        2.0   \n",
       "2555  202101030sfo       SEA                        2.0   \n",
       "2556  202101030sfo       SFO                        2.0   \n",
       "2557  202101030tam       ATL                        3.0   \n",
       "2558  202101030tam       TAM                        5.0   \n",
       "\n",
       "      extra_points_attempted_Kickers  field_goals_made_Kickers  \\\n",
       "0                                2.0                       2.0   \n",
       "1                                3.0                       0.0   \n",
       "2                                1.0                       3.0   \n",
       "3                                4.0                       1.0   \n",
       "4                                0.0                       0.0   \n",
       "...                              ...                       ...   \n",
       "2554                             2.0                       3.0   \n",
       "2555                             3.0                       2.0   \n",
       "2556                             2.0                       3.0   \n",
       "2557                             3.0                       2.0   \n",
       "2558                             5.0                       3.0   \n",
       "\n",
       "      field_goals_attempted_Kickers  punts_Kickers  total_punt_yards_Kickers  \\\n",
       "0                               3.0            4.0                     252.0   \n",
       "1                               0.0            3.0                     140.0   \n",
       "2                               3.0            5.0                     193.0   \n",
       "3                               1.0            5.0                     247.0   \n",
       "4                               0.0            4.0                     195.0   \n",
       "...                             ...            ...                       ...   \n",
       "2554                            4.0            5.0                     222.0   \n",
       "2555                            2.0            5.0                     266.0   \n",
       "2556                            3.0            5.0                     227.0   \n",
       "2557                            2.0            1.0                      43.0   \n",
       "2558                            3.0            0.0                       0.0   \n",
       "\n",
       "      yards_per_punt_Kickers  \n",
       "0                       63.0  \n",
       "1                       46.7  \n",
       "2                       38.6  \n",
       "3                       49.4  \n",
       "4                       48.8  \n",
       "...                      ...  \n",
       "2554                    44.4  \n",
       "2555                    53.2  \n",
       "2556                    45.4  \n",
       "2557                    43.0  \n",
       "2558                     0.0  \n",
       "\n",
       "[2559 rows x 9 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "st_values = ['extra_points_made', 'extra_points_attempted',\n",
    "           'field_goals_made', 'field_goals_attempted', 'punts',\n",
    "           'total_punt_yards', 'yards_per_punt']\n",
    "st = get_pg(gameplay, 'Kickers', st_values)\n",
    "st.rename(columns={'game_id_':'game_id', 'team_abbr_':'team_abbr'}, inplace=True)\n",
    "col_no_spaces = st.columns.str.replace(' ','_')\n",
    "st.rename(columns=dict(zip(st.columns, col_no_spaces)),inplace=True)\n",
    "st"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "still-there",
   "metadata": {},
   "source": [
    "_Since some returners would have already been grouped into receiver or running back groups, I'll sum the full data set rather than the Returners position group_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "polyphonic-scheduling",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_id</th>\n",
       "      <th>team_abbr</th>\n",
       "      <th>kickoff_returns</th>\n",
       "      <th>kickoff_return_yards</th>\n",
       "      <th>kickoff_return_touchdown</th>\n",
       "      <th>punt_returns</th>\n",
       "      <th>punt_return_yards</th>\n",
       "      <th>punt_return_touchdown</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>CAR</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201609080den</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>ATL</td>\n",
       "      <td>3.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>TAM</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201609110clt</td>\n",
       "      <td>CLT</td>\n",
       "      <td>2.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>202101030ram</td>\n",
       "      <td>RAM</td>\n",
       "      <td>3.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2560</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SEA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2561</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SFO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2562</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>ATL</td>\n",
       "      <td>2.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2563</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>TAM</td>\n",
       "      <td>2.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2564 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           game_id team_abbr  kickoff_returns  kickoff_return_yards  \\\n",
       "0     201609080den       CAR              1.0                   9.0   \n",
       "1     201609080den       DEN              0.0                   0.0   \n",
       "2     201609110atl       ATL              3.0                  85.0   \n",
       "3     201609110atl       TAM              1.0                  12.0   \n",
       "4     201609110clt       CLT              2.0                  25.0   \n",
       "...            ...       ...              ...                   ...   \n",
       "2559  202101030ram       RAM              3.0                  63.0   \n",
       "2560  202101030sfo       SEA              0.0                   0.0   \n",
       "2561  202101030sfo       SFO              2.0                  29.0   \n",
       "2562  202101030tam       ATL              2.0                  53.0   \n",
       "2563  202101030tam       TAM              2.0                  51.0   \n",
       "\n",
       "      kickoff_return_touchdown  punt_returns  punt_return_yards  \\\n",
       "0                          0.0           2.0               12.0   \n",
       "1                          0.0           2.0               26.0   \n",
       "2                          0.0           2.0               22.0   \n",
       "3                          0.0           0.0                0.0   \n",
       "4                          0.0           2.0               13.0   \n",
       "...                        ...           ...                ...   \n",
       "2559                       0.0           0.0                0.0   \n",
       "2560                       0.0           2.0               14.0   \n",
       "2561                       0.0           4.0               36.0   \n",
       "2562                       0.0           0.0                0.0   \n",
       "2563                       0.0           1.0                0.0   \n",
       "\n",
       "      punt_return_touchdown  \n",
       "0                       0.0  \n",
       "1                       0.0  \n",
       "2                       0.0  \n",
       "3                       0.0  \n",
       "4                       0.0  \n",
       "...                     ...  \n",
       "2559                    0.0  \n",
       "2560                    0.0  \n",
       "2561                    0.0  \n",
       "2562                    0.0  \n",
       "2563                    0.0  \n",
       "\n",
       "[2564 rows x 8 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns = player_stats[['game_id','team_abbr', 'kickoff_returns', 'kickoff_return_yards',\n",
    "            'kickoff_return_touchdown', 'punt_returns',\n",
    "            'punt_return_yards', 'punt_return_touchdown']].groupby(by=['game_id','team_abbr'],\n",
    "            as_index=False).agg('sum')\n",
    "returns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "junior-return",
   "metadata": {},
   "source": [
    "Combine position group dataframes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "plastic-seminar",
   "metadata": {},
   "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>game_id</th>\n",
       "      <th>team_abbr</th>\n",
       "      <th>completed_passes_Quarterbacks</th>\n",
       "      <th>attempted_passes_Quarterbacks</th>\n",
       "      <th>passing_yards_Quarterbacks</th>\n",
       "      <th>passing_touchdowns_Quarterbacks</th>\n",
       "      <th>interceptions_thrown_Quarterbacks</th>\n",
       "      <th>times_sacked_Quarterbacks</th>\n",
       "      <th>yards_lost_from_sacks_Quarterbacks</th>\n",
       "      <th>rush_attempts_Quarterbacks</th>\n",
       "      <th>...</th>\n",
       "      <th>field_goals_attempted_Kickers</th>\n",
       "      <th>punts_Kickers</th>\n",
       "      <th>total_punt_yards_Kickers</th>\n",
       "      <th>yards_per_punt_Kickers</th>\n",
       "      <th>kickoff_returns</th>\n",
       "      <th>kickoff_return_yards</th>\n",
       "      <th>kickoff_return_touchdown</th>\n",
       "      <th>punt_returns</th>\n",
       "      <th>punt_return_yards</th>\n",
       "      <th>punt_return_touchdown</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>CAR</td>\n",
       "      <td>18.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>DEN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>46.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>TAM</td>\n",
       "      <td>23.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>49.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>ATL</td>\n",
       "      <td>27.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>38.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201609110clt</td>\n",
       "      <td>DET</td>\n",
       "      <td>31.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>340.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>58.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 73 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        game_id team_abbr  completed_passes_Quarterbacks  \\\n",
       "0  201609080den       CAR                           18.0   \n",
       "1  201609080den       DEN                           18.0   \n",
       "2  201609110atl       TAM                           23.0   \n",
       "3  201609110atl       ATL                           27.0   \n",
       "4  201609110clt       DET                           31.0   \n",
       "\n",
       "   attempted_passes_Quarterbacks  passing_yards_Quarterbacks  \\\n",
       "0                           33.0                       194.0   \n",
       "1                           26.0                       178.0   \n",
       "2                           32.0                       281.0   \n",
       "3                           39.0                       334.0   \n",
       "4                           39.0                       340.0   \n",
       "\n",
       "   passing_touchdowns_Quarterbacks  interceptions_thrown_Quarterbacks  \\\n",
       "0                              1.0                                1.0   \n",
       "1                              1.0                                2.0   \n",
       "2                              4.0                                1.0   \n",
       "3                              2.0                                0.0   \n",
       "4                              3.0                                0.0   \n",
       "\n",
       "   times_sacked_Quarterbacks  yards_lost_from_sacks_Quarterbacks  \\\n",
       "0                        3.0                                18.0   \n",
       "1                        2.0                                19.0   \n",
       "2                        0.0                                 0.0   \n",
       "3                        3.0                                12.0   \n",
       "4                        1.0                                 8.0   \n",
       "\n",
       "   rush_attempts_Quarterbacks  ...  field_goals_attempted_Kickers  \\\n",
       "0                        11.0  ...                            3.0   \n",
       "1                         5.0  ...                            0.0   \n",
       "2                         4.0  ...                            1.0   \n",
       "3                         3.0  ...                            3.0   \n",
       "4                         2.0  ...                            3.0   \n",
       "\n",
       "   punts_Kickers  total_punt_yards_Kickers  yards_per_punt_Kickers  \\\n",
       "0            4.0                     252.0                    63.0   \n",
       "1            3.0                     140.0                    46.7   \n",
       "2            5.0                     247.0                    49.4   \n",
       "3            5.0                     193.0                    38.6   \n",
       "4            4.0                     235.0                    58.8   \n",
       "\n",
       "   kickoff_returns  kickoff_return_yards  kickoff_return_touchdown  \\\n",
       "0              1.0                   9.0                       0.0   \n",
       "1              0.0                   0.0                       0.0   \n",
       "2              1.0                  12.0                       0.0   \n",
       "3              3.0                  85.0                       0.0   \n",
       "4              1.0                  22.0                       0.0   \n",
       "\n",
       "   punt_returns  punt_return_yards  punt_return_touchdown  \n",
       "0           2.0               12.0                    0.0  \n",
       "1           2.0               26.0                    0.0  \n",
       "2           0.0                0.0                    0.0  \n",
       "3           2.0               22.0                    0.0  \n",
       "4           1.0               -1.0                    0.0  \n",
       "\n",
       "[5 rows x 73 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gameplay = player_stats[['game_id', 'team_abbr']].drop_duplicates().reset_index(drop=True)\n",
    "\n",
    "gameplay = gameplay.merge(qb, on=['game_id','team_abbr'], how='left')\n",
    "gameplay = gameplay.merge(rb, on=['game_id','team_abbr'], how='left')\n",
    "gameplay = gameplay.merge(wr, on=['game_id','team_abbr'], how='left')\n",
    "gameplay = gameplay.merge(dline, on=['game_id','team_abbr'], how='left')\n",
    "gameplay = gameplay.merge(lb, on=['game_id','team_abbr'], how='left')\n",
    "gameplay = gameplay.merge(secondary, on=['game_id','team_abbr'], how='left')\n",
    "gameplay = gameplay.merge(st, on=['game_id','team_abbr'], how='left') \n",
    "gameplay = gameplay.merge(returns, on=['game_id','team_abbr'], how='left') \n",
    "\n",
    "gameplay.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "global-terror",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2564, 73)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gameplay.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aware-religious",
   "metadata": {},
   "source": [
    "Get win/loss data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "threatened-profile",
   "metadata": {},
   "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>game_id</th>\n",
       "      <th>result</th>\n",
       "      <th>opponent_abbr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>202009130min</td>\n",
       "      <td>Win</td>\n",
       "      <td>MIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>202009200gnb</td>\n",
       "      <td>Win</td>\n",
       "      <td>DET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>202009270nor</td>\n",
       "      <td>Win</td>\n",
       "      <td>NOR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>202010050gnb</td>\n",
       "      <td>Win</td>\n",
       "      <td>ATL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>202010180tam</td>\n",
       "      <td>Loss</td>\n",
       "      <td>TAM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2555</th>\n",
       "      <td>201612050nyj</td>\n",
       "      <td>Loss</td>\n",
       "      <td>CLT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2556</th>\n",
       "      <td>201612110sfo</td>\n",
       "      <td>Win</td>\n",
       "      <td>SFO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2557</th>\n",
       "      <td>201612170nyj</td>\n",
       "      <td>Loss</td>\n",
       "      <td>MIA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2558</th>\n",
       "      <td>201612240nwe</td>\n",
       "      <td>Loss</td>\n",
       "      <td>NWE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>201701010nyj</td>\n",
       "      <td>Win</td>\n",
       "      <td>BUF</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2560 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           game_id result opponent_abbr\n",
       "0     202009130min    Win           MIN\n",
       "1     202009200gnb    Win           DET\n",
       "2     202009270nor    Win           NOR\n",
       "3     202010050gnb    Win           ATL\n",
       "4     202010180tam   Loss           TAM\n",
       "...            ...    ...           ...\n",
       "2555  201612050nyj   Loss           CLT\n",
       "2556  201612110sfo    Win           SFO\n",
       "2557  201612170nyj   Loss           MIA\n",
       "2558  201612240nwe   Loss           NWE\n",
       "2559  201701010nyj    Win           BUF\n",
       "\n",
       "[2560 rows x 3 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "engine = create_engine('sqlite:///D://Data//NFL.sqlite')\n",
    "con = engine.connect()\n",
    "wins = con.execute(\n",
    "\"\"\"\n",
    "SELECT boxscore_index game_id, result, opponent_abbr\n",
    "FROM Games\n",
    "WHERE season > 2015 AND type = 'Reg'\n",
    "\"\"\"\n",
    ")\n",
    "wins = pd.DataFrame(wins.fetchall(), columns=['game_id', 'result', 'opponent_abbr'])\n",
    "con.close()\n",
    "wins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "opened-blues",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>game_id</th>\n",
       "      <th>result</th>\n",
       "      <th>team_abbr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>202009130min</td>\n",
       "      <td>Loss</td>\n",
       "      <td>MIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>202009200gnb</td>\n",
       "      <td>Loss</td>\n",
       "      <td>DET</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>202009270nor</td>\n",
       "      <td>Loss</td>\n",
       "      <td>NOR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>202010050gnb</td>\n",
       "      <td>Loss</td>\n",
       "      <td>ATL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>202010180tam</td>\n",
       "      <td>Win</td>\n",
       "      <td>TAM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2555</th>\n",
       "      <td>201612050nyj</td>\n",
       "      <td>Win</td>\n",
       "      <td>CLT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2556</th>\n",
       "      <td>201612110sfo</td>\n",
       "      <td>Loss</td>\n",
       "      <td>SFO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2557</th>\n",
       "      <td>201612170nyj</td>\n",
       "      <td>Win</td>\n",
       "      <td>MIA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2558</th>\n",
       "      <td>201612240nwe</td>\n",
       "      <td>Win</td>\n",
       "      <td>NWE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>201701010nyj</td>\n",
       "      <td>Loss</td>\n",
       "      <td>BUF</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2560 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           game_id result team_abbr\n",
       "0     202009130min   Loss       MIN\n",
       "1     202009200gnb   Loss       DET\n",
       "2     202009270nor   Loss       NOR\n",
       "3     202010050gnb   Loss       ATL\n",
       "4     202010180tam    Win       TAM\n",
       "...            ...    ...       ...\n",
       "2555  201612050nyj    Win       CLT\n",
       "2556  201612110sfo   Loss       SFO\n",
       "2557  201612170nyj    Win       MIA\n",
       "2558  201612240nwe    Win       NWE\n",
       "2559  201701010nyj   Loss       BUF\n",
       "\n",
       "[2560 rows x 3 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wins['result'] = ['Loss' if x == 'Win' else 'Win' for x in wins.result]\n",
    "wins.rename(columns={'opponent_abbr':'team_abbr'}, inplace=True)\n",
    "wins"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "crucial-lobby",
   "metadata": {},
   "source": [
    "Combine win/loss data with gameplay data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "unnecessary-edition",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\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>game_id</th>\n",
       "      <th>team_abbr</th>\n",
       "      <th>completed_passes_Quarterbacks</th>\n",
       "      <th>attempted_passes_Quarterbacks</th>\n",
       "      <th>passing_yards_Quarterbacks</th>\n",
       "      <th>passing_touchdowns_Quarterbacks</th>\n",
       "      <th>interceptions_thrown_Quarterbacks</th>\n",
       "      <th>times_sacked_Quarterbacks</th>\n",
       "      <th>yards_lost_from_sacks_Quarterbacks</th>\n",
       "      <th>rush_attempts_Quarterbacks</th>\n",
       "      <th>...</th>\n",
       "      <th>punts_Kickers</th>\n",
       "      <th>total_punt_yards_Kickers</th>\n",
       "      <th>yards_per_punt_Kickers</th>\n",
       "      <th>kickoff_returns</th>\n",
       "      <th>kickoff_return_yards</th>\n",
       "      <th>kickoff_return_touchdown</th>\n",
       "      <th>punt_returns</th>\n",
       "      <th>punt_return_yards</th>\n",
       "      <th>punt_return_touchdown</th>\n",
       "      <th>result</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>CAR</td>\n",
       "      <td>18.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Loss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>201609080den</td>\n",
       "      <td>DEN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>46.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>TAM</td>\n",
       "      <td>23.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>49.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>201609110atl</td>\n",
       "      <td>ATL</td>\n",
       "      <td>27.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>193.0</td>\n",
       "      <td>38.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Loss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>201609110clt</td>\n",
       "      <td>DET</td>\n",
       "      <td>31.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>340.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>58.8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2559</th>\n",
       "      <td>202101030ram</td>\n",
       "      <td>RAM</td>\n",
       "      <td>22.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>44.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2560</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SEA</td>\n",
       "      <td>20.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>53.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2561</th>\n",
       "      <td>202101030sfo</td>\n",
       "      <td>SFO</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>45.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Loss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2562</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>ATL</td>\n",
       "      <td>29.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Loss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2563</th>\n",
       "      <td>202101030tam</td>\n",
       "      <td>TAM</td>\n",
       "      <td>26.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Win</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2564 rows × 74 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           game_id team_abbr  completed_passes_Quarterbacks  \\\n",
       "0     201609080den       CAR                           18.0   \n",
       "1     201609080den       DEN                           18.0   \n",
       "2     201609110atl       TAM                           23.0   \n",
       "3     201609110atl       ATL                           27.0   \n",
       "4     201609110clt       DET                           31.0   \n",
       "...            ...       ...                            ...   \n",
       "2559  202101030ram       RAM                           22.0   \n",
       "2560  202101030sfo       SEA                           20.0   \n",
       "2561  202101030sfo       SFO                           25.0   \n",
       "2562  202101030tam       ATL                           29.0   \n",
       "2563  202101030tam       TAM                           26.0   \n",
       "\n",
       "      attempted_passes_Quarterbacks  passing_yards_Quarterbacks  \\\n",
       "0                              33.0                       194.0   \n",
       "1                              26.0                       178.0   \n",
       "2                              32.0                       281.0   \n",
       "3                              39.0                       334.0   \n",
       "4                              39.0                       340.0   \n",
       "...                             ...                         ...   \n",
       "2559                           38.0                       231.0   \n",
       "2560                           36.0                       181.0   \n",
       "2561                           37.0                       273.0   \n",
       "2562                           44.0                       265.0   \n",
       "2563                           41.0                       399.0   \n",
       "\n",
       "      passing_touchdowns_Quarterbacks  interceptions_thrown_Quarterbacks  \\\n",
       "0                                 1.0                                1.0   \n",
       "1                                 1.0                                2.0   \n",
       "2                                 4.0                                1.0   \n",
       "3                                 2.0                                0.0   \n",
       "4                                 3.0                                0.0   \n",
       "...                               ...                                ...   \n",
       "2559                              0.0                                1.0   \n",
       "2560                              2.0                                0.0   \n",
       "2561                              1.0                                0.0   \n",
       "2562                              2.0                                0.0   \n",
       "2563                              4.0                                1.0   \n",
       "\n",
       "      times_sacked_Quarterbacks  yards_lost_from_sacks_Quarterbacks  \\\n",
       "0                           3.0                                18.0   \n",
       "1                           2.0                                19.0   \n",
       "2                           0.0                                 0.0   \n",
       "3                           3.0                                12.0   \n",
       "4                           1.0                                 8.0   \n",
       "...                         ...                                 ...   \n",
       "2559                        2.0                                 8.0   \n",
       "2560                        2.0                                22.0   \n",
       "2561                        3.0                                31.0   \n",
       "2562                        1.0                                 7.0   \n",
       "2563                        1.0                                 8.0   \n",
       "\n",
       "      rush_attempts_Quarterbacks  ...  punts_Kickers  \\\n",
       "0                           11.0  ...            4.0   \n",
       "1                            5.0  ...            3.0   \n",
       "2                            4.0  ...            5.0   \n",
       "3                            3.0  ...            5.0   \n",
       "4                            2.0  ...            4.0   \n",
       "...                          ...  ...            ...   \n",
       "2559                         6.0  ...            5.0   \n",
       "2560                         5.0  ...            5.0   \n",
       "2561                         3.0  ...            5.0   \n",
       "2562                         3.0  ...            1.0   \n",
       "2563                         5.0  ...            0.0   \n",
       "\n",
       "      total_punt_yards_Kickers  yards_per_punt_Kickers  kickoff_returns  \\\n",
       "0                        252.0                    63.0              1.0   \n",
       "1                        140.0                    46.7              0.0   \n",
       "2                        247.0                    49.4              1.0   \n",
       "3                        193.0                    38.6              3.0   \n",
       "4                        235.0                    58.8              1.0   \n",
       "...                        ...                     ...              ...   \n",
       "2559                     222.0                    44.4              3.0   \n",
       "2560                     266.0                    53.2              0.0   \n",
       "2561                     227.0                    45.4              2.0   \n",
       "2562                      43.0                    43.0              2.0   \n",
       "2563                       0.0                     0.0              2.0   \n",
       "\n",
       "      kickoff_return_yards  kickoff_return_touchdown  punt_returns  \\\n",
       "0                      9.0                       0.0           2.0   \n",
       "1                      0.0                       0.0           2.0   \n",
       "2                     12.0                       0.0           0.0   \n",
       "3                     85.0                       0.0           2.0   \n",
       "4                     22.0                       0.0           1.0   \n",
       "...                    ...                       ...           ...   \n",
       "2559                  63.0                       0.0           0.0   \n",
       "2560                   0.0                       0.0           2.0   \n",
       "2561                  29.0                       0.0           4.0   \n",
       "2562                  53.0                       0.0           0.0   \n",
       "2563                  51.0                       0.0           1.0   \n",
       "\n",
       "      punt_return_yards  punt_return_touchdown  result  \n",
       "0                  12.0                    0.0    Loss  \n",
       "1                  26.0                    0.0     Win  \n",
       "2                   0.0                    0.0     Win  \n",
       "3                  22.0                    0.0    Loss  \n",
       "4                  -1.0                    0.0     Win  \n",
       "...                 ...                    ...     ...  \n",
       "2559                0.0                    0.0     Win  \n",
       "2560               14.0                    0.0     Win  \n",
       "2561               36.0                    0.0    Loss  \n",
       "2562                0.0                    0.0    Loss  \n",
       "2563                0.0                    0.0     Win  \n",
       "\n",
       "[2564 rows x 74 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gameplay = gameplay.merge(wins, on=['game_id','team_abbr'], how='left') \n",
    "gameplay"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "connected-landscape",
   "metadata": {},
   "source": [
    "Remove nulls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "reserved-following",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>completed_passes_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>22.197332</td>\n",
       "      <td>5.987157</td>\n",
       "      <td>1.00</td>\n",
       "      <td>18.00</td>\n",
       "      <td>22.00</td>\n",
       "      <td>26.00</td>\n",
       "      <td>45.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attempted_passes_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>34.808552</td>\n",
       "      <td>8.312872</td>\n",
       "      <td>7.00</td>\n",
       "      <td>29.00</td>\n",
       "      <td>34.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>68.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>passing_yards_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>250.476658</td>\n",
       "      <td>76.026115</td>\n",
       "      <td>13.00</td>\n",
       "      <td>198.00</td>\n",
       "      <td>246.00</td>\n",
       "      <td>300.00</td>\n",
       "      <td>624.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>passing_touchdowns_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>1.567674</td>\n",
       "      <td>1.178626</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interceptions_thrown_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.803845</td>\n",
       "      <td>0.945518</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>times_sacked_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>2.333464</td>\n",
       "      <td>1.727122</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>11.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yards_lost_from_sacks_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>15.409965</td>\n",
       "      <td>12.649306</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>22.00</td>\n",
       "      <td>72.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rush_attempts_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>3.392703</td>\n",
       "      <td>2.833134</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>26.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rush_yards_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>14.752060</td>\n",
       "      <td>19.532842</td>\n",
       "      <td>-12.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>22.00</td>\n",
       "      <td>152.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rush_touchdowns_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.155747</td>\n",
       "      <td>0.401708</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fumbles_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.547273</td>\n",
       "      <td>0.761503</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fumbles_lost_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.225971</td>\n",
       "      <td>0.479502</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quarterback_rating_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>98.468380</td>\n",
       "      <td>34.336851</td>\n",
       "      <td>0.00</td>\n",
       "      <td>77.10</td>\n",
       "      <td>94.30</td>\n",
       "      <td>115.60</td>\n",
       "      <td>302.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>compl_perc_Quarterbacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.639180</td>\n",
       "      <td>0.094684</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rush_attempts_RunningBacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>21.535896</td>\n",
       "      <td>6.829844</td>\n",
       "      <td>2.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>21.00</td>\n",
       "      <td>26.00</td>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rush_yards_RunningBacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>91.500981</td>\n",
       "      <td>46.660163</td>\n",
       "      <td>1.00</td>\n",
       "      <td>57.00</td>\n",
       "      <td>84.00</td>\n",
       "      <td>118.00</td>\n",
       "      <td>318.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rush_touchdowns_RunningBacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.668497</td>\n",
       "      <td>0.818948</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>times_pass_target_RunningBacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>5.973323</td>\n",
       "      <td>3.384225</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>23.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receptions_RunningBacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>4.511965</td>\n",
       "      <td>2.803262</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>20.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receiving_yards_RunningBacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>35.813260</td>\n",
       "      <td>28.167565</td>\n",
       "      <td>-8.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>30.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>199.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receiving_touchdowns_RunningBacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.183601</td>\n",
       "      <td>0.427689</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fumbles_RunningBacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.229109</td>\n",
       "      <td>0.483723</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fumbles_lost_RunningBacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.132601</td>\n",
       "      <td>0.361610</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>target_catch_perc_RunningBacks</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.739055</td>\n",
       "      <td>0.237178</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.94</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>times_pass_target_Receivers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>27.849745</td>\n",
       "      <td>7.419041</td>\n",
       "      <td>6.00</td>\n",
       "      <td>23.00</td>\n",
       "      <td>27.00</td>\n",
       "      <td>32.00</td>\n",
       "      <td>56.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receptions_Receivers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>17.672028</td>\n",
       "      <td>5.318868</td>\n",
       "      <td>1.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>21.00</td>\n",
       "      <td>38.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receiving_yards_Receivers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>215.038054</td>\n",
       "      <td>72.395384</td>\n",
       "      <td>13.00</td>\n",
       "      <td>164.00</td>\n",
       "      <td>211.00</td>\n",
       "      <td>261.00</td>\n",
       "      <td>470.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>receiving_touchdowns_Receivers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>1.387995</td>\n",
       "      <td>1.126126</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fumbles_Receivers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.294233</td>\n",
       "      <td>0.567751</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fumbles_lost_Receivers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.144763</td>\n",
       "      <td>0.376707</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>target_catch_perc_Receivers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.636540</td>\n",
       "      <td>0.106518</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.71</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interceptions_returned_for_touchdown_D_Line</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.004315</td>\n",
       "      <td>0.065563</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>passes_defended_D_Line</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.500588</td>\n",
       "      <td>0.759877</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>7.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sacks_D_Line</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>1.212240</td>\n",
       "      <td>1.227894</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>9.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>combined_tackles_D_Line</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>12.537073</td>\n",
       "      <td>4.713443</td>\n",
       "      <td>1.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>30.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tackles_for_loss_D_Line</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>1.935269</td>\n",
       "      <td>1.526367</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>9.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quarterback_hits_D_Line</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>3.088662</td>\n",
       "      <td>2.270205</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>16.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fumbles_forced_D_Line</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.224794</td>\n",
       "      <td>0.498897</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>turnovers_recovered_D_Line</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.172617</td>\n",
       "      <td>0.426758</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>turnover_yards_D_Line</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.755590</td>\n",
       "      <td>5.143190</td>\n",
       "      <td>-3.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>78.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interceptions_returned_for_touchdown_Linebackers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.018831</td>\n",
       "      <td>0.135954</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>passes_defended_Linebackers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.874853</td>\n",
       "      <td>1.023867</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sacks_Linebackers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.921734</td>\n",
       "      <td>1.105082</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>8.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>combined_tackles_Linebackers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>21.734798</td>\n",
       "      <td>6.331648</td>\n",
       "      <td>3.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>21.00</td>\n",
       "      <td>26.00</td>\n",
       "      <td>44.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tackles_for_loss_Linebackers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>1.805414</td>\n",
       "      <td>1.488771</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>8.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quarterback_hits_Linebackers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>2.111416</td>\n",
       "      <td>1.934602</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>14.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fumbles_forced_Linebackers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.316595</td>\n",
       "      <td>0.585509</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>turnovers_recovered_Linebackers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.348372</td>\n",
       "      <td>0.608884</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>turnover_yards_Linebackers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>3.070616</td>\n",
       "      <td>10.819906</td>\n",
       "      <td>-5.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>109.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interceptions_returned_for_touchdown_Secondary</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.049039</td>\n",
       "      <td>0.221376</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>passes_defended_Secondary</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>2.985485</td>\n",
       "      <td>1.990407</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>13.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sacks_Secondary</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.190271</td>\n",
       "      <td>0.447704</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>combined_tackles_Secondary</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>25.846214</td>\n",
       "      <td>6.347032</td>\n",
       "      <td>9.00</td>\n",
       "      <td>21.00</td>\n",
       "      <td>26.00</td>\n",
       "      <td>30.00</td>\n",
       "      <td>51.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tackles_for_loss_Secondary</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.816006</td>\n",
       "      <td>0.948167</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>7.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quarterback_hits_Secondary</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.460180</td>\n",
       "      <td>0.765014</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fumbles_forced_Secondary</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.260102</td>\n",
       "      <td>0.522099</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>turnovers_recovered_Secondary</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.856807</td>\n",
       "      <td>0.982726</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>turnover_yards_Secondary</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>9.568458</td>\n",
       "      <td>19.616049</td>\n",
       "      <td>-7.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>151.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>extra_points_made_Kickers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>2.237740</td>\n",
       "      <td>1.562152</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>9.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>extra_points_attempted_Kickers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>2.386818</td>\n",
       "      <td>1.596773</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>10.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   count        mean  \\\n",
       "completed_passes_Quarterbacks                     2549.0   22.197332   \n",
       "attempted_passes_Quarterbacks                     2549.0   34.808552   \n",
       "passing_yards_Quarterbacks                        2549.0  250.476658   \n",
       "passing_touchdowns_Quarterbacks                   2549.0    1.567674   \n",
       "interceptions_thrown_Quarterbacks                 2549.0    0.803845   \n",
       "times_sacked_Quarterbacks                         2549.0    2.333464   \n",
       "yards_lost_from_sacks_Quarterbacks                2549.0   15.409965   \n",
       "rush_attempts_Quarterbacks                        2549.0    3.392703   \n",
       "rush_yards_Quarterbacks                           2549.0   14.752060   \n",
       "rush_touchdowns_Quarterbacks                      2549.0    0.155747   \n",
       "fumbles_Quarterbacks                              2549.0    0.547273   \n",
       "fumbles_lost_Quarterbacks                         2549.0    0.225971   \n",
       "quarterback_rating_Quarterbacks                   2549.0   98.468380   \n",
       "compl_perc_Quarterbacks                           2549.0    0.639180   \n",
       "rush_attempts_RunningBacks                        2549.0   21.535896   \n",
       "rush_yards_RunningBacks                           2549.0   91.500981   \n",
       "rush_touchdowns_RunningBacks                      2549.0    0.668497   \n",
       "times_pass_target_RunningBacks                    2549.0    5.973323   \n",
       "receptions_RunningBacks                           2549.0    4.511965   \n",
       "receiving_yards_RunningBacks                      2549.0   35.813260   \n",
       "receiving_touchdowns_RunningBacks                 2549.0    0.183601   \n",
       "fumbles_RunningBacks                              2549.0    0.229109   \n",
       "fumbles_lost_RunningBacks                         2549.0    0.132601   \n",
       "target_catch_perc_RunningBacks                    2549.0    0.739055   \n",
       "times_pass_target_Receivers                       2549.0   27.849745   \n",
       "receptions_Receivers                              2549.0   17.672028   \n",
       "receiving_yards_Receivers                         2549.0  215.038054   \n",
       "receiving_touchdowns_Receivers                    2549.0    1.387995   \n",
       "fumbles_Receivers                                 2549.0    0.294233   \n",
       "fumbles_lost_Receivers                            2549.0    0.144763   \n",
       "target_catch_perc_Receivers                       2549.0    0.636540   \n",
       "interceptions_returned_for_touchdown_D_Line       2549.0    0.004315   \n",
       "passes_defended_D_Line                            2549.0    0.500588   \n",
       "sacks_D_Line                                      2549.0    1.212240   \n",
       "combined_tackles_D_Line                           2549.0   12.537073   \n",
       "tackles_for_loss_D_Line                           2549.0    1.935269   \n",
       "quarterback_hits_D_Line                           2549.0    3.088662   \n",
       "fumbles_forced_D_Line                             2549.0    0.224794   \n",
       "turnovers_recovered_D_Line                        2549.0    0.172617   \n",
       "turnover_yards_D_Line                             2549.0    0.755590   \n",
       "interceptions_returned_for_touchdown_Linebackers  2549.0    0.018831   \n",
       "passes_defended_Linebackers                       2549.0    0.874853   \n",
       "sacks_Linebackers                                 2549.0    0.921734   \n",
       "combined_tackles_Linebackers                      2549.0   21.734798   \n",
       "tackles_for_loss_Linebackers                      2549.0    1.805414   \n",
       "quarterback_hits_Linebackers                      2549.0    2.111416   \n",
       "fumbles_forced_Linebackers                        2549.0    0.316595   \n",
       "turnovers_recovered_Linebackers                   2549.0    0.348372   \n",
       "turnover_yards_Linebackers                        2549.0    3.070616   \n",
       "interceptions_returned_for_touchdown_Secondary    2549.0    0.049039   \n",
       "passes_defended_Secondary                         2549.0    2.985485   \n",
       "sacks_Secondary                                   2549.0    0.190271   \n",
       "combined_tackles_Secondary                        2549.0   25.846214   \n",
       "tackles_for_loss_Secondary                        2549.0    0.816006   \n",
       "quarterback_hits_Secondary                        2549.0    0.460180   \n",
       "fumbles_forced_Secondary                          2549.0    0.260102   \n",
       "turnovers_recovered_Secondary                     2549.0    0.856807   \n",
       "turnover_yards_Secondary                          2549.0    9.568458   \n",
       "extra_points_made_Kickers                         2549.0    2.237740   \n",
       "extra_points_attempted_Kickers                    2549.0    2.386818   \n",
       "\n",
       "                                                        std    min     25%  \\\n",
       "completed_passes_Quarterbacks                      5.987157   1.00   18.00   \n",
       "attempted_passes_Quarterbacks                      8.312872   7.00   29.00   \n",
       "passing_yards_Quarterbacks                        76.026115  13.00  198.00   \n",
       "passing_touchdowns_Quarterbacks                    1.178626   0.00    1.00   \n",
       "interceptions_thrown_Quarterbacks                  0.945518   0.00    0.00   \n",
       "times_sacked_Quarterbacks                          1.727122   0.00    1.00   \n",
       "yards_lost_from_sacks_Quarterbacks                12.649306   0.00    6.00   \n",
       "rush_attempts_Quarterbacks                         2.833134   0.00    1.00   \n",
       "rush_yards_Quarterbacks                           19.532842 -12.00    0.00   \n",
       "rush_touchdowns_Quarterbacks                       0.401708   0.00    0.00   \n",
       "fumbles_Quarterbacks                               0.761503   0.00    0.00   \n",
       "fumbles_lost_Quarterbacks                          0.479502   0.00    0.00   \n",
       "quarterback_rating_Quarterbacks                   34.336851   0.00   77.10   \n",
       "compl_perc_Quarterbacks                            0.094684   0.11    0.58   \n",
       "rush_attempts_RunningBacks                         6.829844   2.00   17.00   \n",
       "rush_yards_RunningBacks                           46.660163   1.00   57.00   \n",
       "rush_touchdowns_RunningBacks                       0.818948   0.00    0.00   \n",
       "times_pass_target_RunningBacks                     3.384225   0.00    4.00   \n",
       "receptions_RunningBacks                            2.803262   0.00    3.00   \n",
       "receiving_yards_RunningBacks                      28.167565  -8.00   15.00   \n",
       "receiving_touchdowns_RunningBacks                  0.427689   0.00    0.00   \n",
       "fumbles_RunningBacks                               0.483723   0.00    0.00   \n",
       "fumbles_lost_RunningBacks                          0.361610   0.00    0.00   \n",
       "target_catch_perc_RunningBacks                     0.237178   0.00    0.62   \n",
       "times_pass_target_Receivers                        7.419041   6.00   23.00   \n",
       "receptions_Receivers                               5.318868   1.00   14.00   \n",
       "receiving_yards_Receivers                         72.395384  13.00  164.00   \n",
       "receiving_touchdowns_Receivers                     1.126126   0.00    1.00   \n",
       "fumbles_Receivers                                  0.567751   0.00    0.00   \n",
       "fumbles_lost_Receivers                             0.376707   0.00    0.00   \n",
       "target_catch_perc_Receivers                        0.106518   0.12    0.57   \n",
       "interceptions_returned_for_touchdown_D_Line        0.065563   0.00    0.00   \n",
       "passes_defended_D_Line                             0.759877   0.00    0.00   \n",
       "sacks_D_Line                                       1.227894   0.00    0.00   \n",
       "combined_tackles_D_Line                            4.713443   1.00    9.00   \n",
       "tackles_for_loss_D_Line                            1.526367   0.00    1.00   \n",
       "quarterback_hits_D_Line                            2.270205   0.00    1.00   \n",
       "fumbles_forced_D_Line                              0.498897   0.00    0.00   \n",
       "turnovers_recovered_D_Line                         0.426758   0.00    0.00   \n",
       "turnover_yards_D_Line                              5.143190  -3.00    0.00   \n",
       "interceptions_returned_for_touchdown_Linebackers   0.135954   0.00    0.00   \n",
       "passes_defended_Linebackers                        1.023867   0.00    0.00   \n",
       "sacks_Linebackers                                  1.105082   0.00    0.00   \n",
       "combined_tackles_Linebackers                       6.331648   3.00   17.00   \n",
       "tackles_for_loss_Linebackers                       1.488771   0.00    1.00   \n",
       "quarterback_hits_Linebackers                       1.934602   0.00    1.00   \n",
       "fumbles_forced_Linebackers                         0.585509   0.00    0.00   \n",
       "turnovers_recovered_Linebackers                    0.608884   0.00    0.00   \n",
       "turnover_yards_Linebackers                        10.819906  -5.00    0.00   \n",
       "interceptions_returned_for_touchdown_Secondary     0.221376   0.00    0.00   \n",
       "passes_defended_Secondary                          1.990407   0.00    1.00   \n",
       "sacks_Secondary                                    0.447704   0.00    0.00   \n",
       "combined_tackles_Secondary                         6.347032   9.00   21.00   \n",
       "tackles_for_loss_Secondary                         0.948167   0.00    0.00   \n",
       "quarterback_hits_Secondary                         0.765014   0.00    0.00   \n",
       "fumbles_forced_Secondary                           0.522099   0.00    0.00   \n",
       "turnovers_recovered_Secondary                      0.982726   0.00    0.00   \n",
       "turnover_yards_Secondary                          19.616049  -7.00    0.00   \n",
       "extra_points_made_Kickers                          1.562152   0.00    1.00   \n",
       "extra_points_attempted_Kickers                     1.596773   0.00    1.00   \n",
       "\n",
       "                                                     50%     75%     max  \n",
       "completed_passes_Quarterbacks                      22.00   26.00   45.00  \n",
       "attempted_passes_Quarterbacks                      34.00   40.00   68.00  \n",
       "passing_yards_Quarterbacks                        246.00  300.00  624.00  \n",
       "passing_touchdowns_Quarterbacks                     1.00    2.00    6.00  \n",
       "interceptions_thrown_Quarterbacks                   1.00    1.00    6.00  \n",
       "times_sacked_Quarterbacks                           2.00    3.00   11.00  \n",
       "yards_lost_from_sacks_Quarterbacks                 13.00   22.00   72.00  \n",
       "rush_attempts_Quarterbacks                          3.00    5.00   26.00  \n",
       "rush_yards_Quarterbacks                             8.00   22.00  152.00  \n",
       "rush_touchdowns_Quarterbacks                        0.00    0.00    3.00  \n",
       "fumbles_Quarterbacks                                0.00    1.00    4.00  \n",
       "fumbles_lost_Quarterbacks                           0.00    0.00    3.00  \n",
       "quarterback_rating_Quarterbacks                    94.30  115.60  302.70  \n",
       "compl_perc_Quarterbacks                             0.64    0.70    0.97  \n",
       "rush_attempts_RunningBacks                         21.00   26.00   50.00  \n",
       "rush_yards_RunningBacks                            84.00  118.00  318.00  \n",
       "rush_touchdowns_RunningBacks                        0.00    1.00    6.00  \n",
       "times_pass_target_RunningBacks                      6.00    8.00   23.00  \n",
       "receptions_RunningBacks                             4.00    6.00   20.00  \n",
       "receiving_yards_RunningBacks                       30.00   50.00  199.00  \n",
       "receiving_touchdowns_RunningBacks                   0.00    0.00    3.00  \n",
       "fumbles_RunningBacks                                0.00    0.00    3.00  \n",
       "fumbles_lost_RunningBacks                           0.00    0.00    3.00  \n",
       "target_catch_perc_RunningBacks                      0.75    0.94    1.00  \n",
       "times_pass_target_Receivers                        27.00   32.00   56.00  \n",
       "receptions_Receivers                               17.00   21.00   38.00  \n",
       "receiving_yards_Receivers                         211.00  261.00  470.00  \n",
       "receiving_touchdowns_Receivers                      1.00    2.00    6.00  \n",
       "fumbles_Receivers                                   0.00    0.00    5.00  \n",
       "fumbles_lost_Receivers                              0.00    0.00    2.00  \n",
       "target_catch_perc_Receivers                         0.64    0.71    1.00  \n",
       "interceptions_returned_for_touchdown_D_Line         0.00    0.00    1.00  \n",
       "passes_defended_D_Line                              0.00    1.00    7.00  \n",
       "sacks_D_Line                                        1.00    2.00    9.00  \n",
       "combined_tackles_D_Line                            12.00   15.00   30.00  \n",
       "tackles_for_loss_D_Line                             2.00    3.00    9.00  \n",
       "quarterback_hits_D_Line                             3.00    4.00   16.00  \n",
       "fumbles_forced_D_Line                               0.00    0.00    4.00  \n",
       "turnovers_recovered_D_Line                          0.00    0.00    3.00  \n",
       "turnover_yards_D_Line                               0.00    0.00   78.00  \n",
       "interceptions_returned_for_touchdown_Linebackers    0.00    0.00    1.00  \n",
       "passes_defended_Linebackers                         1.00    1.00    6.00  \n",
       "sacks_Linebackers                                   1.00    1.00    8.00  \n",
       "combined_tackles_Linebackers                       21.00   26.00   44.00  \n",
       "tackles_for_loss_Linebackers                        2.00    3.00    8.00  \n",
       "quarterback_hits_Linebackers                        2.00    3.00   14.00  \n",
       "fumbles_forced_Linebackers                          0.00    1.00    5.00  \n",
       "turnovers_recovered_Linebackers                     0.00    1.00    4.00  \n",
       "turnover_yards_Linebackers                          0.00    0.00  109.00  \n",
       "interceptions_returned_for_touchdown_Secondary      0.00    0.00    2.00  \n",
       "passes_defended_Secondary                           3.00    4.00   13.00  \n",
       "sacks_Secondary                                     0.00    0.00    5.00  \n",
       "combined_tackles_Secondary                         26.00   30.00   51.00  \n",
       "tackles_for_loss_Secondary                          1.00    1.00    7.00  \n",
       "quarterback_hits_Secondary                          0.00    1.00    6.00  \n",
       "fumbles_forced_Secondary                            0.00    0.00    4.00  \n",
       "turnovers_recovered_Secondary                       1.00    1.00    6.00  \n",
       "turnover_yards_Secondary                            0.00   10.00  151.00  \n",
       "extra_points_made_Kickers                           2.00    3.00    9.00  \n",
       "extra_points_attempted_Kickers                      2.00    3.00   10.00  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gameplay['target_catch_perc_RunningBacks'].fillna(0, inplace=True)\n",
    "gameplay.dropna(axis=0, how='any', inplace=True)\n",
    "gameplay.describe().T[:60]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "social-foster",
   "metadata": {},
   "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>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>field_goals_made_Kickers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>1.611612</td>\n",
       "      <td>1.280131</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>field_goals_attempted_Kickers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>1.921146</td>\n",
       "      <td>1.389740</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>punts_Kickers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>4.292664</td>\n",
       "      <td>1.893730</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_punt_yards_Kickers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>195.459788</td>\n",
       "      <td>89.504175</td>\n",
       "      <td>0.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>549.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yards_per_punt_Kickers</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>45.182307</td>\n",
       "      <td>7.145963</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>45.5</td>\n",
       "      <td>48.8</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kickoff_returns</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>1.941938</td>\n",
       "      <td>1.516188</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kickoff_return_yards</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>43.291879</td>\n",
       "      <td>37.793368</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>236.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kickoff_return_touchdown</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.012946</td>\n",
       "      <td>0.113065</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>punt_returns</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>1.811691</td>\n",
       "      <td>1.366740</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>punt_return_yards</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>15.067870</td>\n",
       "      <td>18.970286</td>\n",
       "      <td>-15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>195.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>punt_return_touchdown</th>\n",
       "      <td>2549.0</td>\n",
       "      <td>0.016477</td>\n",
       "      <td>0.130372</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                count        mean        std   min    25%  \\\n",
       "field_goals_made_Kickers       2549.0    1.611612   1.280131   0.0    1.0   \n",
       "field_goals_attempted_Kickers  2549.0    1.921146   1.389740   0.0    1.0   \n",
       "punts_Kickers                  2549.0    4.292664   1.893730   0.0    3.0   \n",
       "total_punt_yards_Kickers       2549.0  195.459788  89.504175   0.0  131.0   \n",
       "yards_per_punt_Kickers         2549.0   45.182307   7.145963   0.0   42.0   \n",
       "kickoff_returns                2549.0    1.941938   1.516188   0.0    1.0   \n",
       "kickoff_return_yards           2549.0   43.291879  37.793368  -1.0   16.0   \n",
       "kickoff_return_touchdown       2549.0    0.012946   0.113065   0.0    0.0   \n",
       "punt_returns                   2549.0    1.811691   1.366740   0.0    1.0   \n",
       "punt_return_yards              2549.0   15.067870  18.970286 -15.0    0.0   \n",
       "punt_return_touchdown          2549.0    0.016477   0.130372   0.0    0.0   \n",
       "\n",
       "                                 50%    75%    max  \n",
       "field_goals_made_Kickers         1.0    2.0    8.0  \n",
       "field_goals_attempted_Kickers    2.0    3.0    9.0  \n",
       "punts_Kickers                    4.0    6.0   12.0  \n",
       "total_punt_yards_Kickers       189.0  253.0  549.0  \n",
       "yards_per_punt_Kickers          45.5   48.8   88.0  \n",
       "kickoff_returns                  2.0    3.0    8.0  \n",
       "kickoff_return_yards            37.0   64.0  236.0  \n",
       "kickoff_return_touchdown         0.0    0.0    1.0  \n",
       "punt_returns                     2.0    3.0    8.0  \n",
       "punt_return_yards               10.0   21.0  195.0  \n",
       "punt_return_touchdown            0.0    0.0    2.0  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gameplay.describe().T[60:]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "black-advertising",
   "metadata": {},
   "source": [
    "Save dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "clinical-traffic",
   "metadata": {},
   "outputs": [],
   "source": [
    "gameplay.to_csv('D:/Data/FullGameStats.csv', index=False)"
   ]
  }
 ],
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