M06_Live_Coding.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "nba = pd.read_csv('ASA All NBA Raw Data.csv', low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>game_id</th>\n",
       "      <td>202202170BRK</td>\n",
       "      <td>202202170BRK</td>\n",
       "      <td>202202170BRK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>game_date</th>\n",
       "      <td>2022-02-17</td>\n",
       "      <td>2022-02-17</td>\n",
       "      <td>2022-02-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OT</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H_A</th>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Team_Abbrev</th>\n",
       "      <td>WAS</td>\n",
       "      <td>WAS</td>\n",
       "      <td>WAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Team_Score</th>\n",
       "      <td>117</td>\n",
       "      <td>117</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Team_pace</th>\n",
       "      <td>94.5</td>\n",
       "      <td>94.5</td>\n",
       "      <td>94.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Team_efg_pct</th>\n",
       "      <td>0.627</td>\n",
       "      <td>0.627</td>\n",
       "      <td>0.627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Team_tov_pct</th>\n",
       "      <td>13.5</td>\n",
       "      <td>13.5</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Team_orb_pct</th>\n",
       "      <td>22.9</td>\n",
       "      <td>22.9</td>\n",
       "      <td>22.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Team_ft_rate</th>\n",
       "      <td>0.157</td>\n",
       "      <td>0.157</td>\n",
       "      <td>0.157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Team_off_rtg</th>\n",
       "      <td>123.8</td>\n",
       "      <td>123.8</td>\n",
       "      <td>123.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Inactives</th>\n",
       "      <td>Joel Ayayi, Bradley Beal, Kristaps Porzingis</td>\n",
       "      <td>Joel Ayayi, Bradley Beal, Kristaps Porzingis</td>\n",
       "      <td>Joel Ayayi, Bradley Beal, Kristaps Porzingis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Opponent_Abbrev</th>\n",
       "      <td>BRK</td>\n",
       "      <td>BRK</td>\n",
       "      <td>BRK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Opponent_Score</th>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Opponent_pace</th>\n",
       "      <td>94.5</td>\n",
       "      <td>94.5</td>\n",
       "      <td>94.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Opponent_efg_pct</th>\n",
       "      <td>0.483</td>\n",
       "      <td>0.483</td>\n",
       "      <td>0.483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Opponent_tov_pct</th>\n",
       "      <td>13.1</td>\n",
       "      <td>13.1</td>\n",
       "      <td>13.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Opponent_orb_pct</th>\n",
       "      <td>33.3</td>\n",
       "      <td>33.3</td>\n",
       "      <td>33.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Opponent_ft_rate</th>\n",
       "      <td>0.191</td>\n",
       "      <td>0.191</td>\n",
       "      <td>0.191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Opponent_off_rtg</th>\n",
       "      <td>109.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>109.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>player</th>\n",
       "      <td>Corey Kispert</td>\n",
       "      <td>Kyle Kuzma</td>\n",
       "      <td>Kentavious Caldwell-Pope</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>player_id</th>\n",
       "      <td>kispeco01</td>\n",
       "      <td>kuzmaky01</td>\n",
       "      <td>caldwke01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>starter</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mp</th>\n",
       "      <td>32:30</td>\n",
       "      <td>30:16</td>\n",
       "      <td>25:26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fg</th>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fga</th>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fg_pct</th>\n",
       "      <td>0.667</td>\n",
       "      <td>0.286</td>\n",
       "      <td>0.429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fg3</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fg3a</th>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fg3_pct</th>\n",
       "      <td>0.667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ft</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fta</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ft_pct</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>orb</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>drb</th>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trb</th>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ast</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stl</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>blk</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tov</th>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pf</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pts</th>\n",
       "      <td>16</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>plus_minus</th>\n",
       "      <td>13</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>did_not_play</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_inactive</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ts_pct</th>\n",
       "      <td>0.889</td>\n",
       "      <td>0.336</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>efg_pct</th>\n",
       "      <td>0.889</td>\n",
       "      <td>0.286</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fg3a_per_fga_pct</th>\n",
       "      <td>0.667</td>\n",
       "      <td>0.429</td>\n",
       "      <td>0.429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fta_per_fga_pct</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.143</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>orb_pct</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>drb_pct</th>\n",
       "      <td>3.3</td>\n",
       "      <td>24.7</td>\n",
       "      <td>16.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trb_pct</th>\n",
       "      <td>1.8</td>\n",
       "      <td>13.9</td>\n",
       "      <td>11.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ast_pct</th>\n",
       "      <td>4.0</td>\n",
       "      <td>18.5</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stl_pct</th>\n",
       "      <td>3.1</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>blk_pct</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tov_pct</th>\n",
       "      <td>18.2</td>\n",
       "      <td>48.5</td>\n",
       "      <td>12.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>usg_pct</th>\n",
       "      <td>15.6</td>\n",
       "      <td>22.0</td>\n",
       "      <td>14.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>off_rtg</th>\n",
       "      <td>133</td>\n",
       "      <td>55</td>\n",
       "      <td>106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>def_rtg</th>\n",
       "      <td>113</td>\n",
       "      <td>107</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bpm</th>\n",
       "      <td>3.1</td>\n",
       "      <td>-15.5</td>\n",
       "      <td>-3.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>season</th>\n",
       "      <td>2022</td>\n",
       "      <td>2022</td>\n",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>minutes</th>\n",
       "      <td>32.5</td>\n",
       "      <td>30.266667</td>\n",
       "      <td>25.433333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>double_double</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>triple_double</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DKP</th>\n",
       "      <td>23.75</td>\n",
       "      <td>19.75</td>\n",
       "      <td>18.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FDP</th>\n",
       "      <td>22.7</td>\n",
       "      <td>16.9</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SDP</th>\n",
       "      <td>24.75</td>\n",
       "      <td>17.25</td>\n",
       "      <td>18.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DKP_per_minute</th>\n",
       "      <td>0.730769230769231</td>\n",
       "      <td>0.652533039647577</td>\n",
       "      <td>0.717562254259502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FDP_per_minute</th>\n",
       "      <td>0.698461538461538</td>\n",
       "      <td>0.558370044052863</td>\n",
       "      <td>0.707732634338139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SDP_per_minute</th>\n",
       "      <td>0.761538461538461</td>\n",
       "      <td>0.569933920704846</td>\n",
       "      <td>0.737221494102228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pf_per_minute</th>\n",
       "      <td>0.061538</td>\n",
       "      <td>0.099119</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ts</th>\n",
       "      <td>9.0</td>\n",
       "      <td>7.44</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>last_60_minutes_per_game_starting</th>\n",
       "      <td>31.716667</td>\n",
       "      <td>34.324</td>\n",
       "      <td>29.82029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>last_60_minutes_per_game_bench</th>\n",
       "      <td>22.017778</td>\n",
       "      <td>18.475954</td>\n",
       "      <td>16.051693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PG%</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SG%</th>\n",
       "      <td>36.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SF%</th>\n",
       "      <td>60.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>67.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PF%</th>\n",
       "      <td>4.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C%</th>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>active_position_minutes</th>\n",
       "      <td>46.253586</td>\n",
       "      <td>52.15259</td>\n",
       "      <td>47.021807</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                              0  \\\n",
       "game_id                                                            202202170BRK   \n",
       "game_date                                                            2022-02-17   \n",
       "OT                                                                            0   \n",
       "H_A                                                                           A   \n",
       "Team_Abbrev                                                                 WAS   \n",
       "Team_Score                                                                  117   \n",
       "Team_pace                                                                  94.5   \n",
       "Team_efg_pct                                                              0.627   \n",
       "Team_tov_pct                                                               13.5   \n",
       "Team_orb_pct                                                               22.9   \n",
       "Team_ft_rate                                                              0.157   \n",
       "Team_off_rtg                                                              123.8   \n",
       "Inactives                          Joel Ayayi, Bradley Beal, Kristaps Porzingis   \n",
       "Opponent_Abbrev                                                             BRK   \n",
       "Opponent_Score                                                              103   \n",
       "Opponent_pace                                                              94.5   \n",
       "Opponent_efg_pct                                                          0.483   \n",
       "Opponent_tov_pct                                                           13.1   \n",
       "Opponent_orb_pct                                                           33.3   \n",
       "Opponent_ft_rate                                                          0.191   \n",
       "Opponent_off_rtg                                                          109.0   \n",
       "player                                                            Corey Kispert   \n",
       "player_id                                                             kispeco01   \n",
       "starter                                                                       1   \n",
       "mp                                                                        32:30   \n",
       "fg                                                                            6   \n",
       "fga                                                                           9   \n",
       "fg_pct                                                                    0.667   \n",
       "fg3                                                                           4   \n",
       "fg3a                                                                          6   \n",
       "fg3_pct                                                                   0.667   \n",
       "ft                                                                            0   \n",
       "fta                                                                           0   \n",
       "ft_pct                                                                      0.0   \n",
       "orb                                                                           0   \n",
       "drb                                                                           1   \n",
       "trb                                                                           1   \n",
       "ast                                                                           1   \n",
       "stl                                                                           2   \n",
       "blk                                                                           0   \n",
       "tov                                                                           2   \n",
       "pf                                                                            2   \n",
       "pts                                                                          16   \n",
       "plus_minus                                                                   13   \n",
       "did_not_play                                                                  0   \n",
       "is_inactive                                                                   0   \n",
       "ts_pct                                                                    0.889   \n",
       "efg_pct                                                                   0.889   \n",
       "fg3a_per_fga_pct                                                          0.667   \n",
       "fta_per_fga_pct                                                             0.0   \n",
       "orb_pct                                                                     0.0   \n",
       "drb_pct                                                                     3.3   \n",
       "trb_pct                                                                     1.8   \n",
       "ast_pct                                                                     4.0   \n",
       "stl_pct                                                                     3.1   \n",
       "blk_pct                                                                     0.0   \n",
       "tov_pct                                                                    18.2   \n",
       "usg_pct                                                                    15.6   \n",
       "off_rtg                                                                     133   \n",
       "def_rtg                                                                     113   \n",
       "bpm                                                                         3.1   \n",
       "season                                                                     2022   \n",
       "minutes                                                                    32.5   \n",
       "double_double                                                                 0   \n",
       "triple_double                                                                 0   \n",
       "DKP                                                                       23.75   \n",
       "FDP                                                                        22.7   \n",
       "SDP                                                                       24.75   \n",
       "DKP_per_minute                                                0.730769230769231   \n",
       "FDP_per_minute                                                0.698461538461538   \n",
       "SDP_per_minute                                                0.761538461538461   \n",
       "pf_per_minute                                                          0.061538   \n",
       "ts                                                                          9.0   \n",
       "last_60_minutes_per_game_starting                                     31.716667   \n",
       "last_60_minutes_per_game_bench                                        22.017778   \n",
       "PG%                                                                         1.0   \n",
       "SG%                                                                        36.0   \n",
       "SF%                                                                        60.0   \n",
       "PF%                                                                         4.0   \n",
       "C%                                                                          0.0   \n",
       "active_position_minutes                                               46.253586   \n",
       "\n",
       "                                                                              1  \\\n",
       "game_id                                                            202202170BRK   \n",
       "game_date                                                            2022-02-17   \n",
       "OT                                                                            0   \n",
       "H_A                                                                           A   \n",
       "Team_Abbrev                                                                 WAS   \n",
       "Team_Score                                                                  117   \n",
       "Team_pace                                                                  94.5   \n",
       "Team_efg_pct                                                              0.627   \n",
       "Team_tov_pct                                                               13.5   \n",
       "Team_orb_pct                                                               22.9   \n",
       "Team_ft_rate                                                              0.157   \n",
       "Team_off_rtg                                                              123.8   \n",
       "Inactives                          Joel Ayayi, Bradley Beal, Kristaps Porzingis   \n",
       "Opponent_Abbrev                                                             BRK   \n",
       "Opponent_Score                                                              103   \n",
       "Opponent_pace                                                              94.5   \n",
       "Opponent_efg_pct                                                          0.483   \n",
       "Opponent_tov_pct                                                           13.1   \n",
       "Opponent_orb_pct                                                           33.3   \n",
       "Opponent_ft_rate                                                          0.191   \n",
       "Opponent_off_rtg                                                          109.0   \n",
       "player                                                               Kyle Kuzma   \n",
       "player_id                                                             kuzmaky01   \n",
       "starter                                                                       1   \n",
       "mp                                                                        30:16   \n",
       "fg                                                                            2   \n",
       "fga                                                                           7   \n",
       "fg_pct                                                                    0.286   \n",
       "fg3                                                                           0   \n",
       "fg3a                                                                          3   \n",
       "fg3_pct                                                                     0.0   \n",
       "ft                                                                            1   \n",
       "fta                                                                           1   \n",
       "ft_pct                                                                      1.0   \n",
       "orb                                                                           0   \n",
       "drb                                                                           7   \n",
       "trb                                                                           7   \n",
       "ast                                                                           5   \n",
       "stl                                                                           1   \n",
       "blk                                                                           0   \n",
       "tov                                                                           7   \n",
       "pf                                                                            3   \n",
       "pts                                                                           5   \n",
       "plus_minus                                                                   10   \n",
       "did_not_play                                                                  0   \n",
       "is_inactive                                                                   0   \n",
       "ts_pct                                                                    0.336   \n",
       "efg_pct                                                                   0.286   \n",
       "fg3a_per_fga_pct                                                          0.429   \n",
       "fta_per_fga_pct                                                           0.143   \n",
       "orb_pct                                                                     0.0   \n",
       "drb_pct                                                                    24.7   \n",
       "trb_pct                                                                    13.9   \n",
       "ast_pct                                                                    18.5   \n",
       "stl_pct                                                                     1.7   \n",
       "blk_pct                                                                     0.0   \n",
       "tov_pct                                                                    48.5   \n",
       "usg_pct                                                                    22.0   \n",
       "off_rtg                                                                      55   \n",
       "def_rtg                                                                     107   \n",
       "bpm                                                                       -15.5   \n",
       "season                                                                     2022   \n",
       "minutes                                                               30.266667   \n",
       "double_double                                                                 0   \n",
       "triple_double                                                                 0   \n",
       "DKP                                                                       19.75   \n",
       "FDP                                                                        16.9   \n",
       "SDP                                                                       17.25   \n",
       "DKP_per_minute                                                0.652533039647577   \n",
       "FDP_per_minute                                                0.558370044052863   \n",
       "SDP_per_minute                                                0.569933920704846   \n",
       "pf_per_minute                                                          0.099119   \n",
       "ts                                                                         7.44   \n",
       "last_60_minutes_per_game_starting                                        34.324   \n",
       "last_60_minutes_per_game_bench                                        18.475954   \n",
       "PG%                                                                         0.0   \n",
       "SG%                                                                         0.0   \n",
       "SF%                                                                         4.0   \n",
       "PF%                                                                        85.0   \n",
       "C%                                                                         11.0   \n",
       "active_position_minutes                                                52.15259   \n",
       "\n",
       "                                                                              2  \n",
       "game_id                                                            202202170BRK  \n",
       "game_date                                                            2022-02-17  \n",
       "OT                                                                            0  \n",
       "H_A                                                                           A  \n",
       "Team_Abbrev                                                                 WAS  \n",
       "Team_Score                                                                  117  \n",
       "Team_pace                                                                  94.5  \n",
       "Team_efg_pct                                                              0.627  \n",
       "Team_tov_pct                                                               13.5  \n",
       "Team_orb_pct                                                               22.9  \n",
       "Team_ft_rate                                                              0.157  \n",
       "Team_off_rtg                                                              123.8  \n",
       "Inactives                          Joel Ayayi, Bradley Beal, Kristaps Porzingis  \n",
       "Opponent_Abbrev                                                             BRK  \n",
       "Opponent_Score                                                              103  \n",
       "Opponent_pace                                                              94.5  \n",
       "Opponent_efg_pct                                                          0.483  \n",
       "Opponent_tov_pct                                                           13.1  \n",
       "Opponent_orb_pct                                                           33.3  \n",
       "Opponent_ft_rate                                                          0.191  \n",
       "Opponent_off_rtg                                                          109.0  \n",
       "player                                                 Kentavious Caldwell-Pope  \n",
       "player_id                                                             caldwke01  \n",
       "starter                                                                       1  \n",
       "mp                                                                        25:26  \n",
       "fg                                                                            3  \n",
       "fga                                                                           7  \n",
       "fg_pct                                                                    0.429  \n",
       "fg3                                                                           1  \n",
       "fg3a                                                                          3  \n",
       "fg3_pct                                                                   0.333  \n",
       "ft                                                                            0  \n",
       "fta                                                                           0  \n",
       "ft_pct                                                                      0.0  \n",
       "orb                                                                           1  \n",
       "drb                                                                           4  \n",
       "trb                                                                           5  \n",
       "ast                                                                           2  \n",
       "stl                                                                           1  \n",
       "blk                                                                           0  \n",
       "tov                                                                           1  \n",
       "pf                                                                            0  \n",
       "pts                                                                           7  \n",
       "plus_minus                                                                   13  \n",
       "did_not_play                                                                  0  \n",
       "is_inactive                                                                   0  \n",
       "ts_pct                                                                      0.5  \n",
       "efg_pct                                                                     0.5  \n",
       "fg3a_per_fga_pct                                                          0.429  \n",
       "fta_per_fga_pct                                                             0.0  \n",
       "orb_pct                                                                     5.4  \n",
       "drb_pct                                                                    16.8  \n",
       "trb_pct                                                                    11.8  \n",
       "ast_pct                                                                     9.4  \n",
       "stl_pct                                                                     2.0  \n",
       "blk_pct                                                                     0.0  \n",
       "tov_pct                                                                    12.5  \n",
       "usg_pct                                                                    14.5  \n",
       "off_rtg                                                                     106  \n",
       "def_rtg                                                                     110  \n",
       "bpm                                                                        -3.8  \n",
       "season                                                                     2022  \n",
       "minutes                                                               25.433333  \n",
       "double_double                                                                 0  \n",
       "triple_double                                                                 0  \n",
       "DKP                                                                       18.25  \n",
       "FDP                                                                        18.0  \n",
       "SDP                                                                       18.75  \n",
       "DKP_per_minute                                                0.717562254259502  \n",
       "FDP_per_minute                                                0.707732634338139  \n",
       "SDP_per_minute                                                0.737221494102228  \n",
       "pf_per_minute                                                               0.0  \n",
       "ts                                                                          7.0  \n",
       "last_60_minutes_per_game_starting                                      29.82029  \n",
       "last_60_minutes_per_game_bench                                        16.051693  \n",
       "PG%                                                                         0.0  \n",
       "SG%                                                                        32.0  \n",
       "SF%                                                                        67.0  \n",
       "PF%                                                                         0.0  \n",
       "C%                                                                          0.0  \n",
       "active_position_minutes                                               47.021807  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_rows', 81)\n",
    "nba.head(3).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}