Bball_Stats.ipynb

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      "authorship_tag": "ABX9TyOFj5T/CHFHWsr1uWLtjHop",
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      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/srednasykcin/bball_analysis_dataviz/blob/main/Bball_Stats.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Importing the data and describing"
      ],
      "metadata": {
        "id": "JY2BEYWokw2b"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "8v6mWlqzg8Eq"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('Seasons_Stats.csv')"
      ],
      "metadata": {
        "id": "m-2T-L35hQv7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(df.shape)\n",
        "print(df.describe)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_l_YMduNk3HR",
        "outputId": "d070cfc9-75aa-4674-b571-f3d28508ab0b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(24691, 53)\n",
            "<bound method NDFrame.describe of        Unnamed: 0    Year             Player  Pos   Age   Tm     G    GS  \\\n",
            "0               0  1950.0    Curly Armstrong  G-F  31.0  FTW  63.0   NaN   \n",
            "1               1  1950.0       Cliff Barker   SG  29.0  INO  49.0   NaN   \n",
            "2               2  1950.0      Leo Barnhorst   SF  25.0  CHS  67.0   NaN   \n",
            "3               3  1950.0         Ed Bartels    F  24.0  TOT  15.0   NaN   \n",
            "4               4  1950.0         Ed Bartels    F  24.0  DNN  13.0   NaN   \n",
            "...           ...     ...                ...  ...   ...  ...   ...   ...   \n",
            "24686       24686  2017.0        Cody Zeller   PF  24.0  CHO  62.0  58.0   \n",
            "24687       24687  2017.0       Tyler Zeller    C  27.0  BOS  51.0   5.0   \n",
            "24688       24688  2017.0  Stephen Zimmerman    C  20.0  ORL  19.0   0.0   \n",
            "24689       24689  2017.0        Paul Zipser   SF  22.0  CHI  44.0  18.0   \n",
            "24690       24690  2017.0        Ivica Zubac    C  19.0  LAL  38.0  11.0   \n",
            "\n",
            "           MP   PER  ...    FT%    ORB    DRB    TRB    AST   STL   BLK   TOV  \\\n",
            "0         NaN   NaN  ...  0.705    NaN    NaN    NaN  176.0   NaN   NaN   NaN   \n",
            "1         NaN   NaN  ...  0.708    NaN    NaN    NaN  109.0   NaN   NaN   NaN   \n",
            "2         NaN   NaN  ...  0.698    NaN    NaN    NaN  140.0   NaN   NaN   NaN   \n",
            "3         NaN   NaN  ...  0.559    NaN    NaN    NaN   20.0   NaN   NaN   NaN   \n",
            "4         NaN   NaN  ...  0.548    NaN    NaN    NaN   20.0   NaN   NaN   NaN   \n",
            "...       ...   ...  ...    ...    ...    ...    ...    ...   ...   ...   ...   \n",
            "24686  1725.0  16.7  ...  0.679  135.0  270.0  405.0   99.0  62.0  58.0  65.0   \n",
            "24687   525.0  13.0  ...  0.564   43.0   81.0  124.0   42.0   7.0  21.0  20.0   \n",
            "24688   108.0   7.3  ...  0.600   11.0   24.0   35.0    4.0   2.0   5.0   3.0   \n",
            "24689   843.0   6.9  ...  0.775   15.0  110.0  125.0   36.0  15.0  16.0  40.0   \n",
            "24690   609.0  17.0  ...  0.653   41.0  118.0  159.0   30.0  14.0  33.0  30.0   \n",
            "\n",
            "          PF    PTS  \n",
            "0      217.0  458.0  \n",
            "1       99.0  279.0  \n",
            "2      192.0  438.0  \n",
            "3       29.0   63.0  \n",
            "4       27.0   59.0  \n",
            "...      ...    ...  \n",
            "24686  189.0  639.0  \n",
            "24687   61.0  178.0  \n",
            "24688   17.0   23.0  \n",
            "24689   78.0  240.0  \n",
            "24690   66.0  284.0  \n",
            "\n",
            "[24691 rows x 53 columns]>\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Cleaning up the data"
      ],
      "metadata": {
        "id": "dfsgd8sVkANu"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Dropping columns not needed"
      ],
      "metadata": {
        "id": "ZICGIkdwkHV2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.columns # list of all columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5Knr3_vLhQxl",
        "outputId": "3957df23-9383-41a1-a1f3-700a40eeba4a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Unnamed: 0', 'Year', 'Player', 'Pos', 'Age', 'Tm', 'G', 'GS', 'MP',\n",
              "       'PER', 'TS%', '3PAr', 'FTr', 'ORB%', 'DRB%', 'TRB%', 'AST%', 'STL%',\n",
              "       'BLK%', 'TOV%', 'USG%', 'blanl', 'OWS', 'DWS', 'WS', 'WS/48', 'blank2',\n",
              "       'OBPM', 'DBPM', 'BPM', 'VORP', 'FG', 'FGA', 'FG%', '3P', '3PA', '3P%',\n",
              "       '2P', '2PA', '2P%', 'eFG%', 'FT', 'FTA', 'FT%', 'ORB', 'DRB', 'TRB',\n",
              "       'AST', 'STL', 'BLK', 'TOV', 'PF', 'PTS'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "columns_drop = ['GS', '3PAr', 'FTr', 'ORB%', 'DRB%', 'TRB%', 'AST%', 'STL%',\n",
        "       'BLK%', 'TOV%', 'blanl', 'OWS', 'DWS', 'WS', 'WS/48', 'blank2',\n",
        "       'OBPM', 'DBPM']\n",
        "# columns to drop, not interested in"
      ],
      "metadata": {
        "id": "ECvSfYBfhdfW"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.drop(columns=columns_drop, inplace=True)\n",
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 519
        },
        "id": "8nbecGamhQzH",
        "outputId": "dce13b2a-754a-4f83-8d63-36b766109470"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       Unnamed: 0    Year             Player  Pos   Age   Tm     G      MP  \\\n",
              "0               0  1950.0    Curly Armstrong  G-F  31.0  FTW  63.0     NaN   \n",
              "1               1  1950.0       Cliff Barker   SG  29.0  INO  49.0     NaN   \n",
              "2               2  1950.0      Leo Barnhorst   SF  25.0  CHS  67.0     NaN   \n",
              "3               3  1950.0         Ed Bartels    F  24.0  TOT  15.0     NaN   \n",
              "4               4  1950.0         Ed Bartels    F  24.0  DNN  13.0     NaN   \n",
              "...           ...     ...                ...  ...   ...  ...   ...     ...   \n",
              "24686       24686  2017.0        Cody Zeller   PF  24.0  CHO  62.0  1725.0   \n",
              "24687       24687  2017.0       Tyler Zeller    C  27.0  BOS  51.0   525.0   \n",
              "24688       24688  2017.0  Stephen Zimmerman    C  20.0  ORL  19.0   108.0   \n",
              "24689       24689  2017.0        Paul Zipser   SF  22.0  CHI  44.0   843.0   \n",
              "24690       24690  2017.0        Ivica Zubac    C  19.0  LAL  38.0   609.0   \n",
              "\n",
              "        PER    TS%  ...    FT%    ORB    DRB    TRB    AST   STL   BLK   TOV  \\\n",
              "0       NaN  0.368  ...  0.705    NaN    NaN    NaN  176.0   NaN   NaN   NaN   \n",
              "1       NaN  0.435  ...  0.708    NaN    NaN    NaN  109.0   NaN   NaN   NaN   \n",
              "2       NaN  0.394  ...  0.698    NaN    NaN    NaN  140.0   NaN   NaN   NaN   \n",
              "3       NaN  0.312  ...  0.559    NaN    NaN    NaN   20.0   NaN   NaN   NaN   \n",
              "4       NaN  0.308  ...  0.548    NaN    NaN    NaN   20.0   NaN   NaN   NaN   \n",
              "...     ...    ...  ...    ...    ...    ...    ...    ...   ...   ...   ...   \n",
              "24686  16.7  0.604  ...  0.679  135.0  270.0  405.0   99.0  62.0  58.0  65.0   \n",
              "24687  13.0  0.508  ...  0.564   43.0   81.0  124.0   42.0   7.0  21.0  20.0   \n",
              "24688   7.3  0.346  ...  0.600   11.0   24.0   35.0    4.0   2.0   5.0   3.0   \n",
              "24689   6.9  0.503  ...  0.775   15.0  110.0  125.0   36.0  15.0  16.0  40.0   \n",
              "24690  17.0  0.547  ...  0.653   41.0  118.0  159.0   30.0  14.0  33.0  30.0   \n",
              "\n",
              "          PF    PTS  \n",
              "0      217.0  458.0  \n",
              "1       99.0  279.0  \n",
              "2      192.0  438.0  \n",
              "3       29.0   63.0  \n",
              "4       27.0   59.0  \n",
              "...      ...    ...  \n",
              "24686  189.0  639.0  \n",
              "24687   61.0  178.0  \n",
              "24688   17.0   23.0  \n",
              "24689   78.0  240.0  \n",
              "24690   66.0  284.0  \n",
              "\n",
              "[24691 rows x 35 columns]"
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              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>Year</th>\n",
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              "      <th>Pos</th>\n",
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              "      <th>PER</th>\n",
              "      <th>TS%</th>\n",
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              "      <td>1950.0</td>\n",
              "      <td>Curly Armstrong</td>\n",
              "      <td>G-F</td>\n",
              "      <td>31.0</td>\n",
              "      <td>FTW</td>\n",
              "      <td>63.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.368</td>\n",
              "      <td>...</td>\n",
              "      <td>0.705</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>176.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>217.0</td>\n",
              "      <td>458.0</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>1950.0</td>\n",
              "      <td>Cliff Barker</td>\n",
              "      <td>SG</td>\n",
              "      <td>29.0</td>\n",
              "      <td>INO</td>\n",
              "      <td>49.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.435</td>\n",
              "      <td>...</td>\n",
              "      <td>0.708</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>109.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>99.0</td>\n",
              "      <td>279.0</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>1950.0</td>\n",
              "      <td>Leo Barnhorst</td>\n",
              "      <td>SF</td>\n",
              "      <td>25.0</td>\n",
              "      <td>CHS</td>\n",
              "      <td>67.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.394</td>\n",
              "      <td>...</td>\n",
              "      <td>0.698</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>140.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>192.0</td>\n",
              "      <td>438.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>1950.0</td>\n",
              "      <td>Ed Bartels</td>\n",
              "      <td>F</td>\n",
              "      <td>24.0</td>\n",
              "      <td>TOT</td>\n",
              "      <td>15.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.312</td>\n",
              "      <td>...</td>\n",
              "      <td>0.559</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>20.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>29.0</td>\n",
              "      <td>63.0</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>1950.0</td>\n",
              "      <td>Ed Bartels</td>\n",
              "      <td>F</td>\n",
              "      <td>24.0</td>\n",
              "      <td>DNN</td>\n",
              "      <td>13.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.308</td>\n",
              "      <td>...</td>\n",
              "      <td>0.548</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>20.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>27.0</td>\n",
              "      <td>59.0</td>\n",
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              "      <td>24686</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>Cody Zeller</td>\n",
              "      <td>PF</td>\n",
              "      <td>24.0</td>\n",
              "      <td>CHO</td>\n",
              "      <td>62.0</td>\n",
              "      <td>1725.0</td>\n",
              "      <td>16.7</td>\n",
              "      <td>0.604</td>\n",
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              "      <td>2017.0</td>\n",
              "      <td>Tyler Zeller</td>\n",
              "      <td>C</td>\n",
              "      <td>27.0</td>\n",
              "      <td>BOS</td>\n",
              "      <td>51.0</td>\n",
              "      <td>525.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>0.508</td>\n",
              "      <td>...</td>\n",
              "      <td>0.564</td>\n",
              "      <td>43.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>124.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>21.0</td>\n",
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              "      <td>2017.0</td>\n",
              "      <td>Stephen Zimmerman</td>\n",
              "      <td>C</td>\n",
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              "      <td>ORL</td>\n",
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              "    <tr>\n",
              "      <th>24689</th>\n",
              "      <td>24689</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>Paul Zipser</td>\n",
              "      <td>SF</td>\n",
              "      <td>22.0</td>\n",
              "      <td>CHI</td>\n",
              "      <td>44.0</td>\n",
              "      <td>843.0</td>\n",
              "      <td>6.9</td>\n",
              "      <td>0.503</td>\n",
              "      <td>...</td>\n",
              "      <td>0.775</td>\n",
              "      <td>15.0</td>\n",
              "      <td>110.0</td>\n",
              "      <td>125.0</td>\n",
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              "      <th>24690</th>\n",
              "      <td>24690</td>\n",
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              "      <td>LAL</td>\n",
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              "      <td>609.0</td>\n",
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              "      <td>0.547</td>\n",
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              "      <td>30.0</td>\n",
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              "      <td>66.0</td>\n",
              "      <td>284.0</td>\n",
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          "metadata": {},
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Only interested in years after 3-point line was established -- 1980"
      ],
      "metadata": {
        "id": "qtMltY9Ulweu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pd.set_option('display.max_columns', 40)\n",
        "pd.set_option('display.max_rows', 200)\n",
        "\n",
        "df_3pt_era = df.loc[df['Year'] >= 1980]\n",
        "df_3pt_era"
      ],
      "metadata": {
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          "height": 626
        },
        "id": "u0SJ3Z2qhQ2g",
        "outputId": "7099775f-ad3d-41f7-e217-469714b15656"
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      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "       Unnamed: 0    Year                Player Pos   Age   Tm     G      MP  \\\n",
              "5727         5727  1980.0  Kareem Abdul-Jabbar*   C  32.0  LAL  82.0  3143.0   \n",
              "5728         5728  1980.0         Tom Abernethy  PF  25.0  GSW  67.0  1222.0   \n",
              "5729         5729  1980.0           Alvan Adams   C  25.0  PHO  75.0  2168.0   \n",
              "5730         5730  1980.0       Tiny Archibald*  PG  31.0  BOS  80.0  2864.0   \n",
              "5731         5731  1980.0         Dennis Awtrey   C  31.0  CHI  26.0   560.0   \n",
              "...           ...     ...                   ...  ..   ...  ...   ...     ...   \n",
              "24686       24686  2017.0           Cody Zeller  PF  24.0  CHO  62.0  1725.0   \n",
              "24687       24687  2017.0          Tyler Zeller   C  27.0  BOS  51.0   525.0   \n",
              "24688       24688  2017.0     Stephen Zimmerman   C  20.0  ORL  19.0   108.0   \n",
              "24689       24689  2017.0           Paul Zipser  SF  22.0  CHI  44.0   843.0   \n",
              "24690       24690  2017.0           Ivica Zubac   C  19.0  LAL  38.0   609.0   \n",
              "\n",
              "        PER    TS%  USG%  BPM  VORP     FG     FGA    FG%    3P   3PA    3P%  \\\n",
              "5727   25.3  0.639  24.1  6.7   6.8  835.0  1383.0  0.604   0.0   1.0  0.000   \n",
              "5728   11.0  0.511  13.3 -1.6   0.1  153.0   318.0  0.481   0.0   1.0  0.000   \n",
              "5729   19.2  0.571  21.9  4.4   3.5  465.0   875.0  0.531   0.0   2.0  0.000   \n",
              "5730   15.3  0.574  17.0  0.0   1.5  383.0   794.0  0.482   4.0  18.0  0.222   \n",
              "5731    7.4  0.524   7.9 -1.4   0.1   27.0    60.0  0.450   0.0   0.0    NaN   \n",
              "...     ...    ...   ...  ...   ...    ...     ...    ...   ...   ...    ...   \n",
              "24686  16.7  0.604  15.5  2.1   1.8  253.0   443.0  0.571   0.0   1.0  0.000   \n",
              "24687  13.0  0.508  16.5 -2.5  -0.1   78.0   158.0  0.494   0.0   1.0  0.000   \n",
              "24688   7.3  0.346  14.8 -7.3  -0.1   10.0    31.0  0.323   0.0   0.0    NaN   \n",
              "24689   6.9  0.503  14.4 -3.7  -0.4   88.0   221.0  0.398  33.0  99.0  0.333   \n",
              "24690  17.0  0.547  20.3 -2.5  -0.1  126.0   238.0  0.529   0.0   3.0  0.000   \n",
              "\n",
              "          2P     2PA    2P%   eFG%     FT    FTA    FT%    ORB    DRB    TRB  \\\n",
              "5727   835.0  1382.0  0.604  0.604  364.0  476.0  0.765  190.0  696.0  886.0   \n",
              "5728   153.0   317.0  0.483  0.481   56.0   82.0  0.683   62.0  129.0  191.0   \n",
              "5729   465.0   873.0  0.533  0.531  188.0  236.0  0.797  158.0  451.0  609.0   \n",
              "5730   379.0   776.0  0.488  0.485  361.0  435.0  0.830   59.0  138.0  197.0   \n",
              "5731    27.0    60.0  0.450  0.450   32.0   50.0  0.640   29.0   86.0  115.0   \n",
              "...      ...     ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
              "24686  253.0   442.0  0.572  0.571  133.0  196.0  0.679  135.0  270.0  405.0   \n",
              "24687   78.0   157.0  0.497  0.494   22.0   39.0  0.564   43.0   81.0  124.0   \n",
              "24688   10.0    31.0  0.323  0.323    3.0    5.0  0.600   11.0   24.0   35.0   \n",
              "24689   55.0   122.0  0.451  0.473   31.0   40.0  0.775   15.0  110.0  125.0   \n",
              "24690  126.0   235.0  0.536  0.529   32.0   49.0  0.653   41.0  118.0  159.0   \n",
              "\n",
              "         AST    STL    BLK    TOV     PF     PTS  \n",
              "5727   371.0   81.0  280.0  297.0  216.0  2034.0  \n",
              "5728    87.0   35.0   12.0   39.0  118.0   362.0  \n",
              "5729   322.0  108.0   55.0  218.0  237.0  1118.0  \n",
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              "5731    40.0   12.0   15.0   27.0   66.0    86.0  \n",
              "...      ...    ...    ...    ...    ...     ...  \n",
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              "24687   42.0    7.0   21.0   20.0   61.0   178.0  \n",
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              "24689   36.0   15.0   16.0   40.0   78.0   240.0  \n",
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              "      <td>32.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>0.640</td>\n",
              "      <td>29.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>115.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>86.0</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",
              "      <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>24686</th>\n",
              "      <td>24686</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>Cody Zeller</td>\n",
              "      <td>PF</td>\n",
              "      <td>24.0</td>\n",
              "      <td>CHO</td>\n",
              "      <td>62.0</td>\n",
              "      <td>1725.0</td>\n",
              "      <td>16.7</td>\n",
              "      <td>0.604</td>\n",
              "      <td>15.5</td>\n",
              "      <td>2.1</td>\n",
              "      <td>1.8</td>\n",
              "      <td>253.0</td>\n",
              "      <td>443.0</td>\n",
              "      <td>0.571</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>253.0</td>\n",
              "      <td>442.0</td>\n",
              "      <td>0.572</td>\n",
              "      <td>0.571</td>\n",
              "      <td>133.0</td>\n",
              "      <td>196.0</td>\n",
              "      <td>0.679</td>\n",
              "      <td>135.0</td>\n",
              "      <td>270.0</td>\n",
              "      <td>405.0</td>\n",
              "      <td>99.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>189.0</td>\n",
              "      <td>639.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24687</th>\n",
              "      <td>24687</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>Tyler Zeller</td>\n",
              "      <td>C</td>\n",
              "      <td>27.0</td>\n",
              "      <td>BOS</td>\n",
              "      <td>51.0</td>\n",
              "      <td>525.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>0.508</td>\n",
              "      <td>16.5</td>\n",
              "      <td>-2.5</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>78.0</td>\n",
              "      <td>158.0</td>\n",
              "      <td>0.494</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>78.0</td>\n",
              "      <td>157.0</td>\n",
              "      <td>0.497</td>\n",
              "      <td>0.494</td>\n",
              "      <td>22.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>0.564</td>\n",
              "      <td>43.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>124.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>178.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24688</th>\n",
              "      <td>24688</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>Stephen Zimmerman</td>\n",
              "      <td>C</td>\n",
              "      <td>20.0</td>\n",
              "      <td>ORL</td>\n",
              "      <td>19.0</td>\n",
              "      <td>108.0</td>\n",
              "      <td>7.3</td>\n",
              "      <td>0.346</td>\n",
              "      <td>14.8</td>\n",
              "      <td>-7.3</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>10.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>0.323</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>0.323</td>\n",
              "      <td>0.323</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.600</td>\n",
              "      <td>11.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>23.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24689</th>\n",
              "      <td>24689</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>Paul Zipser</td>\n",
              "      <td>SF</td>\n",
              "      <td>22.0</td>\n",
              "      <td>CHI</td>\n",
              "      <td>44.0</td>\n",
              "      <td>843.0</td>\n",
              "      <td>6.9</td>\n",
              "      <td>0.503</td>\n",
              "      <td>14.4</td>\n",
              "      <td>-3.7</td>\n",
              "      <td>-0.4</td>\n",
              "      <td>88.0</td>\n",
              "      <td>221.0</td>\n",
              "      <td>0.398</td>\n",
              "      <td>33.0</td>\n",
              "      <td>99.0</td>\n",
              "      <td>0.333</td>\n",
              "      <td>55.0</td>\n",
              "      <td>122.0</td>\n",
              "      <td>0.451</td>\n",
              "      <td>0.473</td>\n",
              "      <td>31.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>0.775</td>\n",
              "      <td>15.0</td>\n",
              "      <td>110.0</td>\n",
              "      <td>125.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>240.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24690</th>\n",
              "      <td>24690</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>Ivica Zubac</td>\n",
              "      <td>C</td>\n",
              "      <td>19.0</td>\n",
              "      <td>LAL</td>\n",
              "      <td>38.0</td>\n",
              "      <td>609.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>0.547</td>\n",
              "      <td>20.3</td>\n",
              "      <td>-2.5</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>126.0</td>\n",
              "      <td>238.0</td>\n",
              "      <td>0.529</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>126.0</td>\n",
              "      <td>235.0</td>\n",
              "      <td>0.536</td>\n",
              "      <td>0.529</td>\n",
              "      <td>32.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>0.653</td>\n",
              "      <td>41.0</td>\n",
              "      <td>118.0</td>\n",
              "      <td>159.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>284.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>18927 rows × 35 columns</p>\n",
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            ]
          },
          "metadata": {},
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        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Check for NaN values"
      ],
      "metadata": {
        "id": "z_J-XY3pribC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_3pt_era.isna().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_NzNIvQQhQ4b",
        "outputId": "2266370f-57bd-4af4-ed51-dca5ab6401d7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Unnamed: 0       0\n",
              "Year             0\n",
              "Player           0\n",
              "Pos              0\n",
              "Age              0\n",
              "Tm               0\n",
              "G                0\n",
              "MP               0\n",
              "PER              5\n",
              "TS%             76\n",
              "USG%             5\n",
              "BPM              0\n",
              "VORP             0\n",
              "FG               0\n",
              "FGA              0\n",
              "FG%             88\n",
              "3P               0\n",
              "3PA              0\n",
              "3P%           3511\n",
              "2P               0\n",
              "2PA              0\n",
              "2P%            117\n",
              "eFG%            88\n",
              "FT               0\n",
              "FTA              0\n",
              "FT%            745\n",
              "ORB              0\n",
              "DRB              0\n",
              "TRB              0\n",
              "AST              0\n",
              "STL              0\n",
              "BLK              0\n",
              "TOV              0\n",
              "PF               0\n",
              "PTS              0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "After checking for NaN values, I notice the columns containing NaN values are those with percentages, where likely divided zero by zero. This is because there are samples where players didn't even attempt shots at all, and thus recorded no data. \n",
        "\n",
        "USG% (Usage %) and PER (Player Efficiency Rating) are calculations that could involve dividing by 0 as well, so we'll treat them similarly and replace all above columns containing NaN values with 0.0."
      ],
      "metadata": {
        "id": "wvsEYKyDronF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cols_with_nan = ['PER', 'TS%', 'USG%', 'FG%', '3P%', '2P%', 'eFG%', 'FT%']\n",
        "df_3pt_era[cols_with_nan] = df_3pt_era[cols_with_nan].fillna(0)\n",
        "df_3pt_era"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 730
        },
        "id": "ijn8vCxFhQ8B",
        "outputId": "b52a2f1f-407f-444b-9a7f-513fa1fb93c9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/pandas/core/frame.py:3641: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  self[k1] = value[k2]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       Unnamed: 0    Year                Player Pos   Age   Tm     G      MP  \\\n",
              "5727         5727  1980.0  Kareem Abdul-Jabbar*   C  32.0  LAL  82.0  3143.0   \n",
              "5728         5728  1980.0         Tom Abernethy  PF  25.0  GSW  67.0  1222.0   \n",
              "5729         5729  1980.0           Alvan Adams   C  25.0  PHO  75.0  2168.0   \n",
              "5730         5730  1980.0       Tiny Archibald*  PG  31.0  BOS  80.0  2864.0   \n",
              "5731         5731  1980.0         Dennis Awtrey   C  31.0  CHI  26.0   560.0   \n",
              "...           ...     ...                   ...  ..   ...  ...   ...     ...   \n",
              "24686       24686  2017.0           Cody Zeller  PF  24.0  CHO  62.0  1725.0   \n",
              "24687       24687  2017.0          Tyler Zeller   C  27.0  BOS  51.0   525.0   \n",
              "24688       24688  2017.0     Stephen Zimmerman   C  20.0  ORL  19.0   108.0   \n",
              "24689       24689  2017.0           Paul Zipser  SF  22.0  CHI  44.0   843.0   \n",
              "24690       24690  2017.0           Ivica Zubac   C  19.0  LAL  38.0   609.0   \n",
              "\n",
              "        PER    TS%  USG%  BPM  VORP     FG     FGA    FG%    3P   3PA    3P%  \\\n",
              "5727   25.3  0.639  24.1  6.7   6.8  835.0  1383.0  0.604   0.0   1.0  0.000   \n",
              "5728   11.0  0.511  13.3 -1.6   0.1  153.0   318.0  0.481   0.0   1.0  0.000   \n",
              "5729   19.2  0.571  21.9  4.4   3.5  465.0   875.0  0.531   0.0   2.0  0.000   \n",
              "5730   15.3  0.574  17.0  0.0   1.5  383.0   794.0  0.482   4.0  18.0  0.222   \n",
              "5731    7.4  0.524   7.9 -1.4   0.1   27.0    60.0  0.450   0.0   0.0  0.000   \n",
              "...     ...    ...   ...  ...   ...    ...     ...    ...   ...   ...    ...   \n",
              "24686  16.7  0.604  15.5  2.1   1.8  253.0   443.0  0.571   0.0   1.0  0.000   \n",
              "24687  13.0  0.508  16.5 -2.5  -0.1   78.0   158.0  0.494   0.0   1.0  0.000   \n",
              "24688   7.3  0.346  14.8 -7.3  -0.1   10.0    31.0  0.323   0.0   0.0  0.000   \n",
              "24689   6.9  0.503  14.4 -3.7  -0.4   88.0   221.0  0.398  33.0  99.0  0.333   \n",
              "24690  17.0  0.547  20.3 -2.5  -0.1  126.0   238.0  0.529   0.0   3.0  0.000   \n",
              "\n",
              "          2P     2PA    2P%   eFG%     FT    FTA    FT%    ORB    DRB    TRB  \\\n",
              "5727   835.0  1382.0  0.604  0.604  364.0  476.0  0.765  190.0  696.0  886.0   \n",
              "5728   153.0   317.0  0.483  0.481   56.0   82.0  0.683   62.0  129.0  191.0   \n",
              "5729   465.0   873.0  0.533  0.531  188.0  236.0  0.797  158.0  451.0  609.0   \n",
              "5730   379.0   776.0  0.488  0.485  361.0  435.0  0.830   59.0  138.0  197.0   \n",
              "5731    27.0    60.0  0.450  0.450   32.0   50.0  0.640   29.0   86.0  115.0   \n",
              "...      ...     ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
              "24686  253.0   442.0  0.572  0.571  133.0  196.0  0.679  135.0  270.0  405.0   \n",
              "24687   78.0   157.0  0.497  0.494   22.0   39.0  0.564   43.0   81.0  124.0   \n",
              "24688   10.0    31.0  0.323  0.323    3.0    5.0  0.600   11.0   24.0   35.0   \n",
              "24689   55.0   122.0  0.451  0.473   31.0   40.0  0.775   15.0  110.0  125.0   \n",
              "24690  126.0   235.0  0.536  0.529   32.0   49.0  0.653   41.0  118.0  159.0   \n",
              "\n",
              "         AST    STL    BLK    TOV     PF     PTS  \n",
              "5727   371.0   81.0  280.0  297.0  216.0  2034.0  \n",
              "5728    87.0   35.0   12.0   39.0  118.0   362.0  \n",
              "5729   322.0  108.0   55.0  218.0  237.0  1118.0  \n",
              "5730   671.0  106.0   10.0  242.0  218.0  1131.0  \n",
              "5731    40.0   12.0   15.0   27.0   66.0    86.0  \n",
              "...      ...    ...    ...    ...    ...     ...  \n",
              "24686   99.0   62.0   58.0   65.0  189.0   639.0  \n",
              "24687   42.0    7.0   21.0   20.0   61.0   178.0  \n",
              "24688    4.0    2.0    5.0    3.0   17.0    23.0  \n",
              "24689   36.0   15.0   16.0   40.0   78.0   240.0  \n",
              "24690   30.0   14.0   33.0   30.0   66.0   284.0  \n",
              "\n",
              "[18927 rows x 35 columns]"
            ],
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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>Unnamed: 0</th>\n",
              "      <th>Year</th>\n",
              "      <th>Player</th>\n",
              "      <th>Pos</th>\n",
              "      <th>Age</th>\n",
              "      <th>Tm</th>\n",
              "      <th>G</th>\n",
              "      <th>MP</th>\n",
              "      <th>PER</th>\n",
              "      <th>TS%</th>\n",
              "      <th>USG%</th>\n",
              "      <th>BPM</th>\n",
              "      <th>VORP</th>\n",
              "      <th>FG</th>\n",
              "      <th>FGA</th>\n",
              "      <th>FG%</th>\n",
              "      <th>3P</th>\n",
              "      <th>3PA</th>\n",
              "      <th>3P%</th>\n",
              "      <th>2P</th>\n",
              "      <th>2PA</th>\n",
              "      <th>2P%</th>\n",
              "      <th>eFG%</th>\n",
              "      <th>FT</th>\n",
              "      <th>FTA</th>\n",
              "      <th>FT%</th>\n",
              "      <th>ORB</th>\n",
              "      <th>DRB</th>\n",
              "      <th>TRB</th>\n",
              "      <th>AST</th>\n",
              "      <th>STL</th>\n",
              "      <th>BLK</th>\n",
              "      <th>TOV</th>\n",
              "      <th>PF</th>\n",
              "      <th>PTS</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>5727</th>\n",
              "      <td>5727</td>\n",
              "      <td>1980.0</td>\n",
              "      <td>Kareem Abdul-Jabbar*</td>\n",
              "      <td>C</td>\n",
              "      <td>32.0</td>\n",
              "      <td>LAL</td>\n",
              "      <td>82.0</td>\n",
              "      <td>3143.0</td>\n",
              "      <td>25.3</td>\n",
              "      <td>0.639</td>\n",
              "      <td>24.1</td>\n",
              "      <td>6.7</td>\n",
              "      <td>6.8</td>\n",
              "      <td>835.0</td>\n",
              "      <td>1383.0</td>\n",
              "      <td>0.604</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>835.0</td>\n",
              "      <td>1382.0</td>\n",
              "      <td>0.604</td>\n",
              "      <td>0.604</td>\n",
              "      <td>364.0</td>\n",
              "      <td>476.0</td>\n",
              "      <td>0.765</td>\n",
              "      <td>190.0</td>\n",
              "      <td>696.0</td>\n",
              "      <td>886.0</td>\n",
              "      <td>371.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>280.0</td>\n",
              "      <td>297.0</td>\n",
              "      <td>216.0</td>\n",
              "      <td>2034.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5728</th>\n",
              "      <td>5728</td>\n",
              "      <td>1980.0</td>\n",
              "      <td>Tom Abernethy</td>\n",
              "      <td>PF</td>\n",
              "      <td>25.0</td>\n",
              "      <td>GSW</td>\n",
              "      <td>67.0</td>\n",
              "      <td>1222.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0.511</td>\n",
              "      <td>13.3</td>\n",
              "      <td>-1.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>153.0</td>\n",
              "      <td>318.0</td>\n",
              "      <td>0.481</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>153.0</td>\n",
              "      <td>317.0</td>\n",
              "      <td>0.483</td>\n",
              "      <td>0.481</td>\n",
              "      <td>56.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>0.683</td>\n",
              "      <td>62.0</td>\n",
              "      <td>129.0</td>\n",
              "      <td>191.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>118.0</td>\n",
              "      <td>362.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5729</th>\n",
              "      <td>5729</td>\n",
              "      <td>1980.0</td>\n",
              "      <td>Alvan Adams</td>\n",
              "      <td>C</td>\n",
              "      <td>25.0</td>\n",
              "      <td>PHO</td>\n",
              "      <td>75.0</td>\n",
              "      <td>2168.0</td>\n",
              "      <td>19.2</td>\n",
              "      <td>0.571</td>\n",
              "      <td>21.9</td>\n",
              "      <td>4.4</td>\n",
              "      <td>3.5</td>\n",
              "      <td>465.0</td>\n",
              "      <td>875.0</td>\n",
              "      <td>0.531</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>465.0</td>\n",
              "      <td>873.0</td>\n",
              "      <td>0.533</td>\n",
              "      <td>0.531</td>\n",
              "      <td>188.0</td>\n",
              "      <td>236.0</td>\n",
              "      <td>0.797</td>\n",
              "      <td>158.0</td>\n",
              "      <td>451.0</td>\n",
              "      <td>609.0</td>\n",
              "      <td>322.0</td>\n",
              "      <td>108.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>218.0</td>\n",
              "      <td>237.0</td>\n",
              "      <td>1118.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5730</th>\n",
              "      <td>5730</td>\n",
              "      <td>1980.0</td>\n",
              "      <td>Tiny Archibald*</td>\n",
              "      <td>PG</td>\n",
              "      <td>31.0</td>\n",
              "      <td>BOS</td>\n",
              "      <td>80.0</td>\n",
              "      <td>2864.0</td>\n",
              "      <td>15.3</td>\n",
              "      <td>0.574</td>\n",
              "      <td>17.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.5</td>\n",
              "      <td>383.0</td>\n",
              "      <td>794.0</td>\n",
              "      <td>0.482</td>\n",
              "      <td>4.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>0.222</td>\n",
              "      <td>379.0</td>\n",
              "      <td>776.0</td>\n",
              "      <td>0.488</td>\n",
              "      <td>0.485</td>\n",
              "      <td>361.0</td>\n",
              "      <td>435.0</td>\n",
              "      <td>0.830</td>\n",
              "      <td>59.0</td>\n",
              "      <td>138.0</td>\n",
              "      <td>197.0</td>\n",
              "      <td>671.0</td>\n",
              "      <td>106.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>242.0</td>\n",
              "      <td>218.0</td>\n",
              "      <td>1131.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5731</th>\n",
              "      <td>5731</td>\n",
              "      <td>1980.0</td>\n",
              "      <td>Dennis Awtrey</td>\n",
              "      <td>C</td>\n",
              "      <td>31.0</td>\n",
              "      <td>CHI</td>\n",
              "      <td>26.0</td>\n",
              "      <td>560.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.524</td>\n",
              "      <td>7.9</td>\n",
              "      <td>-1.4</td>\n",
              "      <td>0.1</td>\n",
              "      <td>27.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>0.450</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>27.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>0.450</td>\n",
              "      <td>0.450</td>\n",
              "      <td>32.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>0.640</td>\n",
              "      <td>29.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>115.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>86.0</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",
              "      <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>24686</th>\n",
              "      <td>24686</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>Cody Zeller</td>\n",
              "      <td>PF</td>\n",
              "      <td>24.0</td>\n",
              "      <td>CHO</td>\n",
              "      <td>62.0</td>\n",
              "      <td>1725.0</td>\n",
              "      <td>16.7</td>\n",
              "      <td>0.604</td>\n",
              "      <td>15.5</td>\n",
              "      <td>2.1</td>\n",
              "      <td>1.8</td>\n",
              "      <td>253.0</td>\n",
              "      <td>443.0</td>\n",
              "      <td>0.571</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>253.0</td>\n",
              "      <td>442.0</td>\n",
              "      <td>0.572</td>\n",
              "      <td>0.571</td>\n",
              "      <td>133.0</td>\n",
              "      <td>196.0</td>\n",
              "      <td>0.679</td>\n",
              "      <td>135.0</td>\n",
              "      <td>270.0</td>\n",
              "      <td>405.0</td>\n",
              "      <td>99.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>189.0</td>\n",
              "      <td>639.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24687</th>\n",
              "      <td>24687</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>Tyler Zeller</td>\n",
              "      <td>C</td>\n",
              "      <td>27.0</td>\n",
              "      <td>BOS</td>\n",
              "      <td>51.0</td>\n",
              "      <td>525.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>0.508</td>\n",
              "      <td>16.5</td>\n",
              "      <td>-2.5</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>78.0</td>\n",
              "      <td>158.0</td>\n",
              "      <td>0.494</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>78.0</td>\n",
              "      <td>157.0</td>\n",
              "      <td>0.497</td>\n",
              "      <td>0.494</td>\n",
              "      <td>22.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>0.564</td>\n",
              "      <td>43.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>124.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>178.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24688</th>\n",
              "      <td>24688</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>Stephen Zimmerman</td>\n",
              "      <td>C</td>\n",
              "      <td>20.0</td>\n",
              "      <td>ORL</td>\n",
              "      <td>19.0</td>\n",
              "      <td>108.0</td>\n",
              "      <td>7.3</td>\n",
              "      <td>0.346</td>\n",
              "      <td>14.8</td>\n",
              "      <td>-7.3</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>10.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>0.323</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>10.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>0.323</td>\n",
              "      <td>0.323</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.600</td>\n",
              "      <td>11.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>23.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24689</th>\n",
              "      <td>24689</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>Paul Zipser</td>\n",
              "      <td>SF</td>\n",
              "      <td>22.0</td>\n",
              "      <td>CHI</td>\n",
              "      <td>44.0</td>\n",
              "      <td>843.0</td>\n",
              "      <td>6.9</td>\n",
              "      <td>0.503</td>\n",
              "      <td>14.4</td>\n",
              "      <td>-3.7</td>\n",
              "      <td>-0.4</td>\n",
              "      <td>88.0</td>\n",
              "      <td>221.0</td>\n",
              "      <td>0.398</td>\n",
              "      <td>33.0</td>\n",
              "      <td>99.0</td>\n",
              "      <td>0.333</td>\n",
              "      <td>55.0</td>\n",
              "      <td>122.0</td>\n",
              "      <td>0.451</td>\n",
              "      <td>0.473</td>\n",
              "      <td>31.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>0.775</td>\n",
              "      <td>15.0</td>\n",
              "      <td>110.0</td>\n",
              "      <td>125.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>240.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24690</th>\n",
              "      <td>24690</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>Ivica Zubac</td>\n",
              "      <td>C</td>\n",
              "      <td>19.0</td>\n",
              "      <td>LAL</td>\n",
              "      <td>38.0</td>\n",
              "      <td>609.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>0.547</td>\n",
              "      <td>20.3</td>\n",
              "      <td>-2.5</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>126.0</td>\n",
              "      <td>238.0</td>\n",
              "      <td>0.529</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>126.0</td>\n",
              "      <td>235.0</td>\n",
              "      <td>0.536</td>\n",
              "      <td>0.529</td>\n",
              "      <td>32.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>0.653</td>\n",
              "      <td>41.0</td>\n",
              "      <td>118.0</td>\n",
              "      <td>159.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>284.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>18927 rows × 35 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a987084d-eed1-4737-b17f-206fb9a3d1f4')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "In previous readouts of the data, I saw index 5731, Dennis Awtrey, recorded 0 3PA and 0 3PM, which would yield a NaN value in 3P%.\n",
        "\n",
        "Testing now to verify the code worked to replace"
      ],
      "metadata": {
        "id": "gyCd6qYMu6HW"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_3pt_era.loc[5731]"
      ],
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          "base_uri": "https://localhost:8080/"
        },
        "id": "u9fS0c5WsBVO",
        "outputId": "62e1cbd4-2e89-4e8f-a74f-f239bd332a86"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Unnamed: 0             5731\n",
              "Year                 1980.0\n",
              "Player        Dennis Awtrey\n",
              "Pos                       C\n",
              "Age                    31.0\n",
              "Tm                      CHI\n",
              "G                      26.0\n",
              "MP                    560.0\n",
              "PER                     7.4\n",
              "TS%                   0.524\n",
              "USG%                    7.9\n",
              "BPM                    -1.4\n",
              "VORP                    0.1\n",
              "FG                     27.0\n",
              "FGA                    60.0\n",
              "FG%                    0.45\n",
              "3P                      0.0\n",
              "3PA                     0.0\n",
              "3P%                     0.0\n",
              "2P                     27.0\n",
              "2PA                    60.0\n",
              "2P%                    0.45\n",
              "eFG%                   0.45\n",
              "FT                     32.0\n",
              "FTA                    50.0\n",
              "FT%                    0.64\n",
              "ORB                    29.0\n",
              "DRB                    86.0\n",
              "TRB                   115.0\n",
              "AST                    40.0\n",
              "STL                    12.0\n",
              "BLK                    15.0\n",
              "TOV                    27.0\n",
              "PF                     66.0\n",
              "PTS                    86.0\n",
              "Name: 5731, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The readout above confirms the replacement was a success. Now what?"
      ],
      "metadata": {
        "id": "ozxBFaq8v0MN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_3pt_era.head()"
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          "height": 391
        },
        "id": "V-jAAQKdsBYB",
        "outputId": "c9e42d1d-77f7-463d-cf26-1f20296fc28c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      Unnamed: 0    Year                Player Pos   Age   Tm     G      MP  \\\n",
              "5727        5727  1980.0  Kareem Abdul-Jabbar*   C  32.0  LAL  82.0  3143.0   \n",
              "5728        5728  1980.0         Tom Abernethy  PF  25.0  GSW  67.0  1222.0   \n",
              "5729        5729  1980.0           Alvan Adams   C  25.0  PHO  75.0  2168.0   \n",
              "5730        5730  1980.0       Tiny Archibald*  PG  31.0  BOS  80.0  2864.0   \n",
              "5731        5731  1980.0         Dennis Awtrey   C  31.0  CHI  26.0   560.0   \n",
              "\n",
              "       PER    TS%  USG%  BPM  VORP     FG     FGA    FG%   3P   3PA    3P%  \\\n",
              "5727  25.3  0.639  24.1  6.7   6.8  835.0  1383.0  0.604  0.0   1.0  0.000   \n",
              "5728  11.0  0.511  13.3 -1.6   0.1  153.0   318.0  0.481  0.0   1.0  0.000   \n",
              "5729  19.2  0.571  21.9  4.4   3.5  465.0   875.0  0.531  0.0   2.0  0.000   \n",
              "5730  15.3  0.574  17.0  0.0   1.5  383.0   794.0  0.482  4.0  18.0  0.222   \n",
              "5731   7.4  0.524   7.9 -1.4   0.1   27.0    60.0  0.450  0.0   0.0  0.000   \n",
              "\n",
              "         2P     2PA    2P%   eFG%     FT    FTA    FT%    ORB    DRB    TRB  \\\n",
              "5727  835.0  1382.0  0.604  0.604  364.0  476.0  0.765  190.0  696.0  886.0   \n",
              "5728  153.0   317.0  0.483  0.481   56.0   82.0  0.683   62.0  129.0  191.0   \n",
              "5729  465.0   873.0  0.533  0.531  188.0  236.0  0.797  158.0  451.0  609.0   \n",
              "5730  379.0   776.0  0.488  0.485  361.0  435.0  0.830   59.0  138.0  197.0   \n",
              "5731   27.0    60.0  0.450  0.450   32.0   50.0  0.640   29.0   86.0  115.0   \n",
              "\n",
              "        AST    STL    BLK    TOV     PF     PTS  \n",
              "5727  371.0   81.0  280.0  297.0  216.0  2034.0  \n",
              "5728   87.0   35.0   12.0   39.0  118.0   362.0  \n",
              "5729  322.0  108.0   55.0  218.0  237.0  1118.0  \n",
              "5730  671.0  106.0   10.0  242.0  218.0  1131.0  \n",
              "5731   40.0   12.0   15.0   27.0   66.0    86.0  "
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              "    .colab-df-convert:hover {\n",
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              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-bcd8aa36-358a-45cd-a346-b59b7e5a38e5 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-bcd8aa36-358a-45cd-a346-b59b7e5a38e5');\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Looks like the first column duplicates our index. Let's drop that and also format some of these numbers that don't need decimal places."
      ],
      "metadata": {
        "id": "0xs5afx8wKBH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_3pt_era.drop(columns='Unnamed: 0', inplace=True)\n",
        "df_3pt_era"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 696
        },
        "id": "Kp7hF16WsBao",
        "outputId": "50286a48-7eb5-4553-959b-eeb1445e3160"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/pandas/core/frame.py:4906: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  return super().drop(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "         Year                Player Pos   Age   Tm     G      MP   PER    TS%  \\\n",
              "5727   1980.0  Kareem Abdul-Jabbar*   C  32.0  LAL  82.0  3143.0  25.3  0.639   \n",
              "5728   1980.0         Tom Abernethy  PF  25.0  GSW  67.0  1222.0  11.0  0.511   \n",
              "5729   1980.0           Alvan Adams   C  25.0  PHO  75.0  2168.0  19.2  0.571   \n",
              "5730   1980.0       Tiny Archibald*  PG  31.0  BOS  80.0  2864.0  15.3  0.574   \n",
              "5731   1980.0         Dennis Awtrey   C  31.0  CHI  26.0   560.0   7.4  0.524   \n",
              "...       ...                   ...  ..   ...  ...   ...     ...   ...    ...   \n",
              "24686  2017.0           Cody Zeller  PF  24.0  CHO  62.0  1725.0  16.7  0.604   \n",
              "24687  2017.0          Tyler Zeller   C  27.0  BOS  51.0   525.0  13.0  0.508   \n",
              "24688  2017.0     Stephen Zimmerman   C  20.0  ORL  19.0   108.0   7.3  0.346   \n",
              "24689  2017.0           Paul Zipser  SF  22.0  CHI  44.0   843.0   6.9  0.503   \n",
              "24690  2017.0           Ivica Zubac   C  19.0  LAL  38.0   609.0  17.0  0.547   \n",
              "\n",
              "       USG%  BPM  VORP     FG     FGA    FG%    3P   3PA    3P%     2P  \\\n",
              "5727   24.1  6.7   6.8  835.0  1383.0  0.604   0.0   1.0  0.000  835.0   \n",
              "5728   13.3 -1.6   0.1  153.0   318.0  0.481   0.0   1.0  0.000  153.0   \n",
              "5729   21.9  4.4   3.5  465.0   875.0  0.531   0.0   2.0  0.000  465.0   \n",
              "5730   17.0  0.0   1.5  383.0   794.0  0.482   4.0  18.0  0.222  379.0   \n",
              "5731    7.9 -1.4   0.1   27.0    60.0  0.450   0.0   0.0  0.000   27.0   \n",
              "...     ...  ...   ...    ...     ...    ...   ...   ...    ...    ...   \n",
              "24686  15.5  2.1   1.8  253.0   443.0  0.571   0.0   1.0  0.000  253.0   \n",
              "24687  16.5 -2.5  -0.1   78.0   158.0  0.494   0.0   1.0  0.000   78.0   \n",
              "24688  14.8 -7.3  -0.1   10.0    31.0  0.323   0.0   0.0  0.000   10.0   \n",
              "24689  14.4 -3.7  -0.4   88.0   221.0  0.398  33.0  99.0  0.333   55.0   \n",
              "24690  20.3 -2.5  -0.1  126.0   238.0  0.529   0.0   3.0  0.000  126.0   \n",
              "\n",
              "          2PA    2P%   eFG%     FT    FTA    FT%    ORB    DRB    TRB    AST  \\\n",
              "5727   1382.0  0.604  0.604  364.0  476.0  0.765  190.0  696.0  886.0  371.0   \n",
              "5728    317.0  0.483  0.481   56.0   82.0  0.683   62.0  129.0  191.0   87.0   \n",
              "5729    873.0  0.533  0.531  188.0  236.0  0.797  158.0  451.0  609.0  322.0   \n",
              "5730    776.0  0.488  0.485  361.0  435.0  0.830   59.0  138.0  197.0  671.0   \n",
              "5731     60.0  0.450  0.450   32.0   50.0  0.640   29.0   86.0  115.0   40.0   \n",
              "...       ...    ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
              "24686   442.0  0.572  0.571  133.0  196.0  0.679  135.0  270.0  405.0   99.0   \n",
              "24687   157.0  0.497  0.494   22.0   39.0  0.564   43.0   81.0  124.0   42.0   \n",
              "24688    31.0  0.323  0.323    3.0    5.0  0.600   11.0   24.0   35.0    4.0   \n",
              "24689   122.0  0.451  0.473   31.0   40.0  0.775   15.0  110.0  125.0   36.0   \n",
              "24690   235.0  0.536  0.529   32.0   49.0  0.653   41.0  118.0  159.0   30.0   \n",
              "\n",
              "         STL    BLK    TOV     PF     PTS  \n",
              "5727    81.0  280.0  297.0  216.0  2034.0  \n",
              "5728    35.0   12.0   39.0  118.0   362.0  \n",
              "5729   108.0   55.0  218.0  237.0  1118.0  \n",
              "5730   106.0   10.0  242.0  218.0  1131.0  \n",
              "5731    12.0   15.0   27.0   66.0    86.0  \n",
              "...      ...    ...    ...    ...     ...  \n",
              "24686   62.0   58.0   65.0  189.0   639.0  \n",
              "24687    7.0   21.0   20.0   61.0   178.0  \n",
              "24688    2.0    5.0    3.0   17.0    23.0  \n",
              "24689   15.0   16.0   40.0   78.0   240.0  \n",
              "24690   14.0   33.0   30.0   66.0   284.0  \n",
              "\n",
              "[18927 rows x 34 columns]"
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              "      <th>Year</th>\n",
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              "      <th>5727</th>\n",
              "      <td>1980.0</td>\n",
              "      <td>Kareem Abdul-Jabbar*</td>\n",
              "      <td>C</td>\n",
              "      <td>32.0</td>\n",
              "      <td>LAL</td>\n",
              "      <td>82.0</td>\n",
              "      <td>3143.0</td>\n",
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              "      <td>0.639</td>\n",
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              "      <td>6.7</td>\n",
              "      <td>6.8</td>\n",
              "      <td>835.0</td>\n",
              "      <td>1383.0</td>\n",
              "      <td>0.604</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>835.0</td>\n",
              "      <td>1382.0</td>\n",
              "      <td>0.604</td>\n",
              "      <td>0.604</td>\n",
              "      <td>364.0</td>\n",
              "      <td>476.0</td>\n",
              "      <td>0.765</td>\n",
              "      <td>190.0</td>\n",
              "      <td>696.0</td>\n",
              "      <td>886.0</td>\n",
              "      <td>371.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>280.0</td>\n",
              "      <td>297.0</td>\n",
              "      <td>216.0</td>\n",
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              "    <tr>\n",
              "      <th>5728</th>\n",
              "      <td>1980.0</td>\n",
              "      <td>Tom Abernethy</td>\n",
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              "      <td>25.0</td>\n",
              "      <td>GSW</td>\n",
              "      <td>67.0</td>\n",
              "      <td>1222.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0.511</td>\n",
              "      <td>13.3</td>\n",
              "      <td>-1.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>153.0</td>\n",
              "      <td>318.0</td>\n",
              "      <td>0.481</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000</td>\n",
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              "      <td>56.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>0.683</td>\n",
              "      <td>62.0</td>\n",
              "      <td>129.0</td>\n",
              "      <td>191.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>118.0</td>\n",
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              "    <tr>\n",
              "      <th>5729</th>\n",
              "      <td>1980.0</td>\n",
              "      <td>Alvan Adams</td>\n",
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              "      <td>25.0</td>\n",
              "      <td>PHO</td>\n",
              "      <td>75.0</td>\n",
              "      <td>2168.0</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>465.0</td>\n",
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              "    <tr>\n",
              "      <th>5730</th>\n",
              "      <td>1980.0</td>\n",
              "      <td>Tiny Archibald*</td>\n",
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              "      <td>31.0</td>\n",
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              "      <td>80.0</td>\n",
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              "      <td>0.574</td>\n",
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              "      <td>59.0</td>\n",
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              "      <td>10.0</td>\n",
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              "      <th>5731</th>\n",
              "      <td>1980.0</td>\n",
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              "      <td>CHI</td>\n",
              "      <td>26.0</td>\n",
              "      <td>560.0</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.524</td>\n",
              "      <td>7.9</td>\n",
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              "      <td>27.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>0.450</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>27.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>0.450</td>\n",
              "      <td>0.450</td>\n",
              "      <td>32.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>0.640</td>\n",
              "      <td>29.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>115.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>86.0</td>\n",
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              "      <th>24686</th>\n",
              "      <td>2017.0</td>\n",
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              "      <td>24.0</td>\n",
              "      <td>CHO</td>\n",
              "      <td>62.0</td>\n",
              "      <td>1725.0</td>\n",
              "      <td>16.7</td>\n",
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              "      <td>15.5</td>\n",
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              "      <td>253.0</td>\n",
              "      <td>442.0</td>\n",
              "      <td>0.572</td>\n",
              "      <td>0.571</td>\n",
              "      <td>133.0</td>\n",
              "      <td>196.0</td>\n",
              "      <td>0.679</td>\n",
              "      <td>135.0</td>\n",
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              "      <td>405.0</td>\n",
              "      <td>99.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>189.0</td>\n",
              "      <td>639.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24687</th>\n",
              "      <td>2017.0</td>\n",
              "      <td>Tyler Zeller</td>\n",
              "      <td>C</td>\n",
              "      <td>27.0</td>\n",
              "      <td>BOS</td>\n",
              "      <td>51.0</td>\n",
              "      <td>525.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>0.508</td>\n",
              "      <td>16.5</td>\n",
              "      <td>-2.5</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>78.0</td>\n",
              "      <td>158.0</td>\n",
              "      <td>0.494</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>78.0</td>\n",
              "      <td>157.0</td>\n",
              "      <td>0.497</td>\n",
              "      <td>0.494</td>\n",
              "      <td>22.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>0.564</td>\n",
              "      <td>43.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>124.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>178.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24688</th>\n",
              "      <td>2017.0</td>\n",
              "      <td>Stephen Zimmerman</td>\n",
              "      <td>C</td>\n",
              "      <td>20.0</td>\n",
              "      <td>ORL</td>\n",
              "      <td>19.0</td>\n",
              "      <td>108.0</td>\n",
              "      <td>7.3</td>\n",
              "      <td>0.346</td>\n",
              "      <td>14.8</td>\n",
              "      <td>-7.3</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>10.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>0.323</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>10.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>0.323</td>\n",
              "      <td>0.323</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.600</td>\n",
              "      <td>11.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>23.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24689</th>\n",
              "      <td>2017.0</td>\n",
              "      <td>Paul Zipser</td>\n",
              "      <td>SF</td>\n",
              "      <td>22.0</td>\n",
              "      <td>CHI</td>\n",
              "      <td>44.0</td>\n",
              "      <td>843.0</td>\n",
              "      <td>6.9</td>\n",
              "      <td>0.503</td>\n",
              "      <td>14.4</td>\n",
              "      <td>-3.7</td>\n",
              "      <td>-0.4</td>\n",
              "      <td>88.0</td>\n",
              "      <td>221.0</td>\n",
              "      <td>0.398</td>\n",
              "      <td>33.0</td>\n",
              "      <td>99.0</td>\n",
              "      <td>0.333</td>\n",
              "      <td>55.0</td>\n",
              "      <td>122.0</td>\n",
              "      <td>0.451</td>\n",
              "      <td>0.473</td>\n",
              "      <td>31.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>0.775</td>\n",
              "      <td>15.0</td>\n",
              "      <td>110.0</td>\n",
              "      <td>125.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>240.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24690</th>\n",
              "      <td>2017.0</td>\n",
              "      <td>Ivica Zubac</td>\n",
              "      <td>C</td>\n",
              "      <td>19.0</td>\n",
              "      <td>LAL</td>\n",
              "      <td>38.0</td>\n",
              "      <td>609.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>0.547</td>\n",
              "      <td>20.3</td>\n",
              "      <td>-2.5</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>126.0</td>\n",
              "      <td>238.0</td>\n",
              "      <td>0.529</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>126.0</td>\n",
              "      <td>235.0</td>\n",
              "      <td>0.536</td>\n",
              "      <td>0.529</td>\n",
              "      <td>32.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>0.653</td>\n",
              "      <td>41.0</td>\n",
              "      <td>118.0</td>\n",
              "      <td>159.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>284.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>18927 rows × 34 columns</p>\n",
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          },
          "metadata": {},
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        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_3pt_era.columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "od6Iov2bsBc8",
        "outputId": "8485b156-6502-4c0e-b766-a3765b94b3df"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Year', 'Player', 'Pos', 'Age', 'Tm', 'G', 'MP', 'PER', 'TS%', 'USG%',\n",
              "       'BPM', 'VORP', 'FG', 'FGA', 'FG%', '3P', '3PA', '3P%', '2P', '2PA',\n",
              "       '2P%', 'eFG%', 'FT', 'FTA', 'FT%', 'ORB', 'DRB', 'TRB', 'AST', 'STL',\n",
              "       'BLK', 'TOV', 'PF', 'PTS'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Looking at the above columns, I can create a list of those I want to format. I will select all counting stat categories that are strictly whole numbers and thus would never be fractional and also include categories like \"Year\" and \"Age\"."
      ],
      "metadata": {
        "id": "qPt2n6gLiFop"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cols_to_format = ['Year', 'Age', 'G', 'MP', 'FG', 'FGA', '3P', '3PA', '2P', '2PA', 'FT', 'FTA', 'ORB', 'DRB', 'TRB', 'AST', 'STL', 'BLK', 'TOV', 'PF', 'PTS']\n",
        "\n",
        "df_3pt_era[cols_to_format] = df_3pt_era[cols_to_format].astype(int).apply(lambda x: x.replace('.0', ''))\n",
        "df_3pt_era"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 713
        },
        "id": "ANlrN1yDsBf7",
        "outputId": "d5de7c51-61ca-448c-dfbf-d61dc04063c3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.8/dist-packages/pandas/core/frame.py:3641: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  self[k1] = value[k2]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       Year                Player Pos  Age   Tm   G    MP   PER    TS%  USG%  \\\n",
              "5727   1980  Kareem Abdul-Jabbar*   C   32  LAL  82  3143  25.3  0.639  24.1   \n",
              "5728   1980         Tom Abernethy  PF   25  GSW  67  1222  11.0  0.511  13.3   \n",
              "5729   1980           Alvan Adams   C   25  PHO  75  2168  19.2  0.571  21.9   \n",
              "5730   1980       Tiny Archibald*  PG   31  BOS  80  2864  15.3  0.574  17.0   \n",
              "5731   1980         Dennis Awtrey   C   31  CHI  26   560   7.4  0.524   7.9   \n",
              "...     ...                   ...  ..  ...  ...  ..   ...   ...    ...   ...   \n",
              "24686  2017           Cody Zeller  PF   24  CHO  62  1725  16.7  0.604  15.5   \n",
              "24687  2017          Tyler Zeller   C   27  BOS  51   525  13.0  0.508  16.5   \n",
              "24688  2017     Stephen Zimmerman   C   20  ORL  19   108   7.3  0.346  14.8   \n",
              "24689  2017           Paul Zipser  SF   22  CHI  44   843   6.9  0.503  14.4   \n",
              "24690  2017           Ivica Zubac   C   19  LAL  38   609  17.0  0.547  20.3   \n",
              "\n",
              "       BPM  VORP   FG   FGA    FG%  3P  3PA    3P%   2P   2PA    2P%   eFG%  \\\n",
              "5727   6.7   6.8  835  1383  0.604   0    1  0.000  835  1382  0.604  0.604   \n",
              "5728  -1.6   0.1  153   318  0.481   0    1  0.000  153   317  0.483  0.481   \n",
              "5729   4.4   3.5  465   875  0.531   0    2  0.000  465   873  0.533  0.531   \n",
              "5730   0.0   1.5  383   794  0.482   4   18  0.222  379   776  0.488  0.485   \n",
              "5731  -1.4   0.1   27    60  0.450   0    0  0.000   27    60  0.450  0.450   \n",
              "...    ...   ...  ...   ...    ...  ..  ...    ...  ...   ...    ...    ...   \n",
              "24686  2.1   1.8  253   443  0.571   0    1  0.000  253   442  0.572  0.571   \n",
              "24687 -2.5  -0.1   78   158  0.494   0    1  0.000   78   157  0.497  0.494   \n",
              "24688 -7.3  -0.1   10    31  0.323   0    0  0.000   10    31  0.323  0.323   \n",
              "24689 -3.7  -0.4   88   221  0.398  33   99  0.333   55   122  0.451  0.473   \n",
              "24690 -2.5  -0.1  126   238  0.529   0    3  0.000  126   235  0.536  0.529   \n",
              "\n",
              "        FT  FTA    FT%  ORB  DRB  TRB  AST  STL  BLK  TOV   PF   PTS  \n",
              "5727   364  476  0.765  190  696  886  371   81  280  297  216  2034  \n",
              "5728    56   82  0.683   62  129  191   87   35   12   39  118   362  \n",
              "5729   188  236  0.797  158  451  609  322  108   55  218  237  1118  \n",
              "5730   361  435  0.830   59  138  197  671  106   10  242  218  1131  \n",
              "5731    32   50  0.640   29   86  115   40   12   15   27   66    86  \n",
              "...    ...  ...    ...  ...  ...  ...  ...  ...  ...  ...  ...   ...  \n",
              "24686  133  196  0.679  135  270  405   99   62   58   65  189   639  \n",
              "24687   22   39  0.564   43   81  124   42    7   21   20   61   178  \n",
              "24688    3    5  0.600   11   24   35    4    2    5    3   17    23  \n",
              "24689   31   40  0.775   15  110  125   36   15   16   40   78   240  \n",
              "24690   32   49  0.653   41  118  159   30   14   33   30   66   284  \n",
              "\n",
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              "      <td>317</td>\n",
              "      <td>0.483</td>\n",
              "      <td>0.481</td>\n",
              "      <td>56</td>\n",
              "      <td>82</td>\n",
              "      <td>0.683</td>\n",
              "      <td>62</td>\n",
              "      <td>129</td>\n",
              "      <td>191</td>\n",
              "      <td>87</td>\n",
              "      <td>35</td>\n",
              "      <td>12</td>\n",
              "      <td>39</td>\n",
              "      <td>118</td>\n",
              "      <td>362</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5729</th>\n",
              "      <td>1980</td>\n",
              "      <td>Alvan Adams</td>\n",
              "      <td>C</td>\n",
              "      <td>25</td>\n",
              "      <td>PHO</td>\n",
              "      <td>75</td>\n",
              "      <td>2168</td>\n",
              "      <td>19.2</td>\n",
              "      <td>0.571</td>\n",
              "      <td>21.9</td>\n",
              "      <td>4.4</td>\n",
              "      <td>3.5</td>\n",
              "      <td>465</td>\n",
              "      <td>875</td>\n",
              "      <td>0.531</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0.000</td>\n",
              "      <td>465</td>\n",
              "      <td>873</td>\n",
              "      <td>0.533</td>\n",
              "      <td>0.531</td>\n",
              "      <td>188</td>\n",
              "      <td>236</td>\n",
              "      <td>0.797</td>\n",
              "      <td>158</td>\n",
              "      <td>451</td>\n",
              "      <td>609</td>\n",
              "      <td>322</td>\n",
              "      <td>108</td>\n",
              "      <td>55</td>\n",
              "      <td>218</td>\n",
              "      <td>237</td>\n",
              "      <td>1118</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5730</th>\n",
              "      <td>1980</td>\n",
              "      <td>Tiny Archibald*</td>\n",
              "      <td>PG</td>\n",
              "      <td>31</td>\n",
              "      <td>BOS</td>\n",
              "      <td>80</td>\n",
              "      <td>2864</td>\n",
              "      <td>15.3</td>\n",
              "      <td>0.574</td>\n",
              "      <td>17.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.5</td>\n",
              "      <td>383</td>\n",
              "      <td>794</td>\n",
              "      <td>0.482</td>\n",
              "      <td>4</td>\n",
              "      <td>18</td>\n",
              "      <td>0.222</td>\n",
              "      <td>379</td>\n",
              "      <td>776</td>\n",
              "      <td>0.488</td>\n",
              "      <td>0.485</td>\n",
              "      <td>361</td>\n",
              "      <td>435</td>\n",
              "      <td>0.830</td>\n",
              "      <td>59</td>\n",
              "      <td>138</td>\n",
              "      <td>197</td>\n",
              "      <td>671</td>\n",
              "      <td>106</td>\n",
              "      <td>10</td>\n",
              "      <td>242</td>\n",
              "      <td>218</td>\n",
              "      <td>1131</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5731</th>\n",
              "      <td>1980</td>\n",
              "      <td>Dennis Awtrey</td>\n",
              "      <td>C</td>\n",
              "      <td>31</td>\n",
              "      <td>CHI</td>\n",
              "      <td>26</td>\n",
              "      <td>560</td>\n",
              "      <td>7.4</td>\n",
              "      <td>0.524</td>\n",
              "      <td>7.9</td>\n",
              "      <td>-1.4</td>\n",
              "      <td>0.1</td>\n",
              "      <td>27</td>\n",
              "      <td>60</td>\n",
              "      <td>0.450</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>27</td>\n",
              "      <td>60</td>\n",
              "      <td>0.450</td>\n",
              "      <td>0.450</td>\n",
              "      <td>32</td>\n",
              "      <td>50</td>\n",
              "      <td>0.640</td>\n",
              "      <td>29</td>\n",
              "      <td>86</td>\n",
              "      <td>115</td>\n",
              "      <td>40</td>\n",
              "      <td>12</td>\n",
              "      <td>15</td>\n",
              "      <td>27</td>\n",
              "      <td>66</td>\n",
              "      <td>86</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",
              "      <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>24686</th>\n",
              "      <td>2017</td>\n",
              "      <td>Cody Zeller</td>\n",
              "      <td>PF</td>\n",
              "      <td>24</td>\n",
              "      <td>CHO</td>\n",
              "      <td>62</td>\n",
              "      <td>1725</td>\n",
              "      <td>16.7</td>\n",
              "      <td>0.604</td>\n",
              "      <td>15.5</td>\n",
              "      <td>2.1</td>\n",
              "      <td>1.8</td>\n",
              "      <td>253</td>\n",
              "      <td>443</td>\n",
              "      <td>0.571</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.000</td>\n",
              "      <td>253</td>\n",
              "      <td>442</td>\n",
              "      <td>0.572</td>\n",
              "      <td>0.571</td>\n",
              "      <td>133</td>\n",
              "      <td>196</td>\n",
              "      <td>0.679</td>\n",
              "      <td>135</td>\n",
              "      <td>270</td>\n",
              "      <td>405</td>\n",
              "      <td>99</td>\n",
              "      <td>62</td>\n",
              "      <td>58</td>\n",
              "      <td>65</td>\n",
              "      <td>189</td>\n",
              "      <td>639</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24687</th>\n",
              "      <td>2017</td>\n",
              "      <td>Tyler Zeller</td>\n",
              "      <td>C</td>\n",
              "      <td>27</td>\n",
              "      <td>BOS</td>\n",
              "      <td>51</td>\n",
              "      <td>525</td>\n",
              "      <td>13.0</td>\n",
              "      <td>0.508</td>\n",
              "      <td>16.5</td>\n",
              "      <td>-2.5</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>78</td>\n",
              "      <td>158</td>\n",
              "      <td>0.494</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.000</td>\n",
              "      <td>78</td>\n",
              "      <td>157</td>\n",
              "      <td>0.497</td>\n",
              "      <td>0.494</td>\n",
              "      <td>22</td>\n",
              "      <td>39</td>\n",
              "      <td>0.564</td>\n",
              "      <td>43</td>\n",
              "      <td>81</td>\n",
              "      <td>124</td>\n",
              "      <td>42</td>\n",
              "      <td>7</td>\n",
              "      <td>21</td>\n",
              "      <td>20</td>\n",
              "      <td>61</td>\n",
              "      <td>178</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24688</th>\n",
              "      <td>2017</td>\n",
              "      <td>Stephen Zimmerman</td>\n",
              "      <td>C</td>\n",
              "      <td>20</td>\n",
              "      <td>ORL</td>\n",
              "      <td>19</td>\n",
              "      <td>108</td>\n",
              "      <td>7.3</td>\n",
              "      <td>0.346</td>\n",
              "      <td>14.8</td>\n",
              "      <td>-7.3</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>10</td>\n",
              "      <td>31</td>\n",
              "      <td>0.323</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>10</td>\n",
              "      <td>31</td>\n",
              "      <td>0.323</td>\n",
              "      <td>0.323</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>0.600</td>\n",
              "      <td>11</td>\n",
              "      <td>24</td>\n",
              "      <td>35</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>17</td>\n",
              "      <td>23</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24689</th>\n",
              "      <td>2017</td>\n",
              "      <td>Paul Zipser</td>\n",
              "      <td>SF</td>\n",
              "      <td>22</td>\n",
              "      <td>CHI</td>\n",
              "      <td>44</td>\n",
              "      <td>843</td>\n",
              "      <td>6.9</td>\n",
              "      <td>0.503</td>\n",
              "      <td>14.4</td>\n",
              "      <td>-3.7</td>\n",
              "      <td>-0.4</td>\n",
              "      <td>88</td>\n",
              "      <td>221</td>\n",
              "      <td>0.398</td>\n",
              "      <td>33</td>\n",
              "      <td>99</td>\n",
              "      <td>0.333</td>\n",
              "      <td>55</td>\n",
              "      <td>122</td>\n",
              "      <td>0.451</td>\n",
              "      <td>0.473</td>\n",
              "      <td>31</td>\n",
              "      <td>40</td>\n",
              "      <td>0.775</td>\n",
              "      <td>15</td>\n",
              "      <td>110</td>\n",
              "      <td>125</td>\n",
              "      <td>36</td>\n",
              "      <td>15</td>\n",
              "      <td>16</td>\n",
              "      <td>40</td>\n",
              "      <td>78</td>\n",
              "      <td>240</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24690</th>\n",
              "      <td>2017</td>\n",
              "      <td>Ivica Zubac</td>\n",
              "      <td>C</td>\n",
              "      <td>19</td>\n",
              "      <td>LAL</td>\n",
              "      <td>38</td>\n",
              "      <td>609</td>\n",
              "      <td>17.0</td>\n",
              "      <td>0.547</td>\n",
              "      <td>20.3</td>\n",
              "      <td>-2.5</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>126</td>\n",
              "      <td>238</td>\n",
              "      <td>0.529</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0.000</td>\n",
              "      <td>126</td>\n",
              "      <td>235</td>\n",
              "      <td>0.536</td>\n",
              "      <td>0.529</td>\n",
              "      <td>32</td>\n",
              "      <td>49</td>\n",
              "      <td>0.653</td>\n",
              "      <td>41</td>\n",
              "      <td>118</td>\n",
              "      <td>159</td>\n",
              "      <td>30</td>\n",
              "      <td>14</td>\n",
              "      <td>33</td>\n",
              "      <td>30</td>\n",
              "      <td>66</td>\n",
              "      <td>284</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>18927 rows × 34 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-dd275c4a-1614-4db1-be1c-3ef236373637')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_3pt_era[df_3pt_era.Year == 2017].Pos.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "u2tuYWYe8cHj",
        "outputId": "2ca8da45-cc81-4f07-cadf-51e95437c7ee"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "SG      125\n",
              "SF      121\n",
              "PF      119\n",
              "PG      116\n",
              "C       113\n",
              "PF-C      1\n",
              "Name: Pos, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Time for data visualization?"
      ],
      "metadata": {
        "id": "8fi8zmRGEpLC"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "For visibility's sake, I'm going to look at just the 2017 season"
      ],
      "metadata": {
        "id": "N_nqXrvEjfJO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import plotly.express as px\n",
        "\n",
        "fig = px.scatter(df_3pt_era.query('Year==2017'), x='USG%', y='PTS',\n",
        "\t         size='FGA', color='Pos',\n",
        "                 hover_name='Player', log_x=False, size_max=60)\n",
        "fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "4X16JQJJsBiN",
        "outputId": "b471d86f-114d-4e2f-c7f2-0578d27f01d5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "By double-clicking on the \"C\" position in the legend I can view players listed with only a Center designation. The two right-most bubbles at the top corner are both showing DeMarcus Cousins, why??"
      ],
      "metadata": {
        "id": "JsLiF9WDivuw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(df_3pt_era[df_3pt_era.Year == 2017].Player.iloc[109])\n",
        "print(df_3pt_era[df_3pt_era.Year == 2017].Player.iloc[110])\n",
        "print(df_3pt_era[df_3pt_era.Year == 2017].Player.iloc[111])\n",
        "print(df_3pt_era[df_3pt_era.Year == 2017].Player.iloc[112])\n",
        "print(df_3pt_era[df_3pt_era.Year == 2017].Player.iloc[113])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WIbQOUtOjDHf",
        "outputId": "afa70b23-34fd-4c99-ea52-9ad6811de075"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Quinn Cook\n",
            "DeMarcus Cousins\n",
            "DeMarcus Cousins\n",
            "DeMarcus Cousins\n",
            "Robert Covington\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "It looks like there are multiple observations for DeMarcus Cousins in the year 2017. Let's investigate."
      ],
      "metadata": {
        "id": "XWQz6tgDkAS8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_3pt_era[df_3pt_era.Year == 2017].iloc[109:114]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "jabxcHM6kIGB",
        "outputId": "0522c10a-ddb5-44ac-abfc-e12039f9a0ea"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       Year            Player Pos  Age   Tm   G    MP   PER    TS%  USG%  BPM  \\\n",
              "24205  2017        Quinn Cook  PG   23  NOP   9   111  15.3  0.614  18.9 -4.0   \n",
              "24206  2017  DeMarcus Cousins   C   26  TOT  72  2465  25.7  0.562  36.5  6.6   \n",
              "24207  2017  DeMarcus Cousins   C   26  SAC  55  1891  26.5  0.562  37.5  7.1   \n",
              "24208  2017  DeMarcus Cousins   C   26  NOP  17   574  23.3  0.564  33.1  4.9   \n",
              "24209  2017  Robert Covington  SF   26  PHI  67  2119  13.2  0.534  19.2  1.4   \n",
              "\n",
              "       VORP   FG   FGA    FG%   3P  3PA    3P%   2P   2PA    2P%   eFG%   FT  \\\n",
              "24205  -0.1   22    41  0.537    6   12  0.500   16    29  0.552  0.610    2   \n",
              "24206   5.3  647  1433  0.452  131  364  0.360  516  1069  0.483  0.497  517   \n",
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              "24209   1.8  292   732  0.399  137  412  0.333  155   320  0.484  0.492  143   \n",
              "\n",
              "       FTA    FT%  ORB  DRB  TRB  AST  STL  BLK  TOV   PF   PTS  \n",
              "24205    3  0.667    1    3    4   14    3    0    5    7    52  \n",
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              "24208  121  0.777   38  174  212   66   25   19   62   75   414  \n",
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              "      <th>24205</th>\n",
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              "      <td>6</td>\n",
              "      <td>12</td>\n",
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              "      <td>16</td>\n",
              "      <td>29</td>\n",
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              "      <td>2017</td>\n",
              "      <td>DeMarcus Cousins</td>\n",
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              "      <td>26</td>\n",
              "      <td>TOT</td>\n",
              "      <td>72</td>\n",
              "      <td>2465</td>\n",
              "      <td>25.7</td>\n",
              "      <td>0.562</td>\n",
              "      <td>36.5</td>\n",
              "      <td>6.6</td>\n",
              "      <td>5.3</td>\n",
              "      <td>647</td>\n",
              "      <td>1433</td>\n",
              "      <td>0.452</td>\n",
              "      <td>131</td>\n",
              "      <td>364</td>\n",
              "      <td>0.360</td>\n",
              "      <td>516</td>\n",
              "      <td>1069</td>\n",
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              "      <td>0.497</td>\n",
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              "      <td>92</td>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Here I've isolated the three DeMarcus Cousins observations in the table and bookended with other players to show these are the only three of his.\n",
        "\n",
        "Looking at the 'Tm' (Teams) column, you can see DeMarcus Cousins played for two teams in 2017 because he was traded from the Sacramento Kings to the New Orleans Pelicans. One can puzzle out the 'TOT' entry in the Team column stands for *Total*, meaning his combined stats for the year regardless of the jersey he wore."
      ],
      "metadata": {
        "id": "ACuy5q2Bk9tc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# reprinting for convenience\n",
        "\n",
        "print(df_3pt_era[df_3pt_era.Year == 2017].columns)\n",
        "df_3pt_era[df_3pt_era.Year == 2017]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 626
        },
        "id": "pC8VOQiZkIIj",
        "outputId": "9b139351-5c10-42ca-90fb-722b55d2375f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Index(['Year', 'Player', 'Pos', 'Age', 'Tm', 'G', 'MP', 'PER', 'TS%', 'USG%',\n",
            "       'BPM', 'VORP', 'FG', 'FGA', 'FG%', '3P', '3PA', '3P%', '2P', '2PA',\n",
            "       '2P%', 'eFG%', 'FT', 'FTA', 'FT%', 'ORB', 'DRB', 'TRB', 'AST', 'STL',\n",
            "       'BLK', 'TOV', 'PF', 'PTS'],\n",
            "      dtype='object')\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       Year             Player Pos  Age   Tm   G    MP   PER    TS%  USG%  \\\n",
              "24096  2017       Alex Abrines  SG   23  OKC  68  1055  10.1  0.560  15.9   \n",
              "24097  2017         Quincy Acy  PF   26  TOT  38   558  11.8  0.565  16.8   \n",
              "24098  2017         Quincy Acy  PF   26  DAL   6    48  -1.4  0.355  20.0   \n",
              "24099  2017         Quincy Acy  PF   26  BRK  32   510  13.1  0.587  16.5   \n",
              "24100  2017       Steven Adams   C   23  OKC  80  2389  16.5  0.589  16.2   \n",
              "...     ...                ...  ..  ...  ...  ..   ...   ...    ...   ...   \n",
              "24686  2017        Cody Zeller  PF   24  CHO  62  1725  16.7  0.604  15.5   \n",
              "24687  2017       Tyler Zeller   C   27  BOS  51   525  13.0  0.508  16.5   \n",
              "24688  2017  Stephen Zimmerman   C   20  ORL  19   108   7.3  0.346  14.8   \n",
              "24689  2017        Paul Zipser  SF   22  CHI  44   843   6.9  0.503  14.4   \n",
              "24690  2017        Ivica Zubac   C   19  LAL  38   609  17.0  0.547  20.3   \n",
              "\n",
              "        BPM  VORP   FG  FGA    FG%  3P  3PA    3P%   2P  2PA    2P%   eFG%  \\\n",
              "24096  -2.5  -0.1  134  341  0.393  94  247  0.381   40   94  0.426  0.531   \n",
              "24097  -3.0  -0.1   70  170  0.412  37   90  0.411   33   80  0.413  0.521   \n",
              "24098 -16.2  -0.2    5   17  0.294   1    7  0.143    4   10  0.400  0.324   \n",
              "24099  -1.8   0.0   65  153  0.425  36   83  0.434   29   70  0.414  0.542   \n",
              "24100   0.5   1.5  374  655  0.571   0    1  0.000  374  654  0.572  0.571   \n",
              "...     ...   ...  ...  ...    ...  ..  ...    ...  ...  ...    ...    ...   \n",
              "24686   2.1   1.8  253  443  0.571   0    1  0.000  253  442  0.572  0.571   \n",
              "24687  -2.5  -0.1   78  158  0.494   0    1  0.000   78  157  0.497  0.494   \n",
              "24688  -7.3  -0.1   10   31  0.323   0    0  0.000   10   31  0.323  0.323   \n",
              "24689  -3.7  -0.4   88  221  0.398  33   99  0.333   55  122  0.451  0.473   \n",
              "24690  -2.5  -0.1  126  238  0.529   0    3  0.000  126  235  0.536  0.529   \n",
              "\n",
              "        FT  FTA    FT%  ORB  DRB  TRB  AST  STL  BLK  TOV   PF  PTS  \n",
              "24096   44   49  0.898   18   68   86   40   37    8   33  114  406  \n",
              "24097   45   60  0.750   20   95  115   18   14   15   21   67  222  \n",
              "24098    2    3  0.667    2    6    8    0    0    0    2    9   13  \n",
              "24099   43   57  0.754   18   89  107   18   14   15   19   58  209  \n",
              "24100  157  257  0.611  282  333  615   86   88   78  146  195  905  \n",
              "...    ...  ...    ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  \n",
              "24686  133  196  0.679  135  270  405   99   62   58   65  189  639  \n",
              "24687   22   39  0.564   43   81  124   42    7   21   20   61  178  \n",
              "24688    3    5  0.600   11   24   35    4    2    5    3   17   23  \n",
              "24689   31   40  0.775   15  110  125   36   15   16   40   78  240  \n",
              "24690   32   49  0.653   41  118  159   30   14   33   30   66  284  \n",
              "\n",
              "[595 rows x 34 columns]"
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              "      <th>USG%</th>\n",
              "      <th>BPM</th>\n",
              "      <th>VORP</th>\n",
              "      <th>FG</th>\n",
              "      <th>FGA</th>\n",
              "      <th>FG%</th>\n",
              "      <th>3P</th>\n",
              "      <th>3PA</th>\n",
              "      <th>3P%</th>\n",
              "      <th>2P</th>\n",
              "      <th>2PA</th>\n",
              "      <th>2P%</th>\n",
              "      <th>eFG%</th>\n",
              "      <th>FT</th>\n",
              "      <th>FTA</th>\n",
              "      <th>FT%</th>\n",
              "      <th>ORB</th>\n",
              "      <th>DRB</th>\n",
              "      <th>TRB</th>\n",
              "      <th>AST</th>\n",
              "      <th>STL</th>\n",
              "      <th>BLK</th>\n",
              "      <th>TOV</th>\n",
              "      <th>PF</th>\n",
              "      <th>PTS</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>24096</th>\n",
              "      <td>2017</td>\n",
              "      <td>Alex Abrines</td>\n",
              "      <td>SG</td>\n",
              "      <td>23</td>\n",
              "      <td>OKC</td>\n",
              "      <td>68</td>\n",
              "      <td>1055</td>\n",
              "      <td>10.1</td>\n",
              "      <td>0.560</td>\n",
              "      <td>15.9</td>\n",
              "      <td>-2.5</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>134</td>\n",
              "      <td>341</td>\n",
              "      <td>0.393</td>\n",
              "      <td>94</td>\n",
              "      <td>247</td>\n",
              "      <td>0.381</td>\n",
              "      <td>40</td>\n",
              "      <td>94</td>\n",
              "      <td>0.426</td>\n",
              "      <td>0.531</td>\n",
              "      <td>44</td>\n",
              "      <td>49</td>\n",
              "      <td>0.898</td>\n",
              "      <td>18</td>\n",
              "      <td>68</td>\n",
              "      <td>86</td>\n",
              "      <td>40</td>\n",
              "      <td>37</td>\n",
              "      <td>8</td>\n",
              "      <td>33</td>\n",
              "      <td>114</td>\n",
              "      <td>406</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24097</th>\n",
              "      <td>2017</td>\n",
              "      <td>Quincy Acy</td>\n",
              "      <td>PF</td>\n",
              "      <td>26</td>\n",
              "      <td>TOT</td>\n",
              "      <td>38</td>\n",
              "      <td>558</td>\n",
              "      <td>11.8</td>\n",
              "      <td>0.565</td>\n",
              "      <td>16.8</td>\n",
              "      <td>-3.0</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>70</td>\n",
              "      <td>170</td>\n",
              "      <td>0.412</td>\n",
              "      <td>37</td>\n",
              "      <td>90</td>\n",
              "      <td>0.411</td>\n",
              "      <td>33</td>\n",
              "      <td>80</td>\n",
              "      <td>0.413</td>\n",
              "      <td>0.521</td>\n",
              "      <td>45</td>\n",
              "      <td>60</td>\n",
              "      <td>0.750</td>\n",
              "      <td>20</td>\n",
              "      <td>95</td>\n",
              "      <td>115</td>\n",
              "      <td>18</td>\n",
              "      <td>14</td>\n",
              "      <td>15</td>\n",
              "      <td>21</td>\n",
              "      <td>67</td>\n",
              "      <td>222</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24098</th>\n",
              "      <td>2017</td>\n",
              "      <td>Quincy Acy</td>\n",
              "      <td>PF</td>\n",
              "      <td>26</td>\n",
              "      <td>DAL</td>\n",
              "      <td>6</td>\n",
              "      <td>48</td>\n",
              "      <td>-1.4</td>\n",
              "      <td>0.355</td>\n",
              "      <td>20.0</td>\n",
              "      <td>-16.2</td>\n",
              "      <td>-0.2</td>\n",
              "      <td>5</td>\n",
              "      <td>17</td>\n",
              "      <td>0.294</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>0.143</td>\n",
              "      <td>4</td>\n",
              "      <td>10</td>\n",
              "      <td>0.400</td>\n",
              "      <td>0.324</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>0.667</td>\n",
              "      <td>2</td>\n",
              "      <td>6</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>9</td>\n",
              "      <td>13</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24099</th>\n",
              "      <td>2017</td>\n",
              "      <td>Quincy Acy</td>\n",
              "      <td>PF</td>\n",
              "      <td>26</td>\n",
              "      <td>BRK</td>\n",
              "      <td>32</td>\n",
              "      <td>510</td>\n",
              "      <td>13.1</td>\n",
              "      <td>0.587</td>\n",
              "      <td>16.5</td>\n",
              "      <td>-1.8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>65</td>\n",
              "      <td>153</td>\n",
              "      <td>0.425</td>\n",
              "      <td>36</td>\n",
              "      <td>83</td>\n",
              "      <td>0.434</td>\n",
              "      <td>29</td>\n",
              "      <td>70</td>\n",
              "      <td>0.414</td>\n",
              "      <td>0.542</td>\n",
              "      <td>43</td>\n",
              "      <td>57</td>\n",
              "      <td>0.754</td>\n",
              "      <td>18</td>\n",
              "      <td>89</td>\n",
              "      <td>107</td>\n",
              "      <td>18</td>\n",
              "      <td>14</td>\n",
              "      <td>15</td>\n",
              "      <td>19</td>\n",
              "      <td>58</td>\n",
              "      <td>209</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24100</th>\n",
              "      <td>2017</td>\n",
              "      <td>Steven Adams</td>\n",
              "      <td>C</td>\n",
              "      <td>23</td>\n",
              "      <td>OKC</td>\n",
              "      <td>80</td>\n",
              "      <td>2389</td>\n",
              "      <td>16.5</td>\n",
              "      <td>0.589</td>\n",
              "      <td>16.2</td>\n",
              "      <td>0.5</td>\n",
              "      <td>1.5</td>\n",
              "      <td>374</td>\n",
              "      <td>655</td>\n",
              "      <td>0.571</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.000</td>\n",
              "      <td>374</td>\n",
              "      <td>654</td>\n",
              "      <td>0.572</td>\n",
              "      <td>0.571</td>\n",
              "      <td>157</td>\n",
              "      <td>257</td>\n",
              "      <td>0.611</td>\n",
              "      <td>282</td>\n",
              "      <td>333</td>\n",
              "      <td>615</td>\n",
              "      <td>86</td>\n",
              "      <td>88</td>\n",
              "      <td>78</td>\n",
              "      <td>146</td>\n",
              "      <td>195</td>\n",
              "      <td>905</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",
              "      <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>24686</th>\n",
              "      <td>2017</td>\n",
              "      <td>Cody Zeller</td>\n",
              "      <td>PF</td>\n",
              "      <td>24</td>\n",
              "      <td>CHO</td>\n",
              "      <td>62</td>\n",
              "      <td>1725</td>\n",
              "      <td>16.7</td>\n",
              "      <td>0.604</td>\n",
              "      <td>15.5</td>\n",
              "      <td>2.1</td>\n",
              "      <td>1.8</td>\n",
              "      <td>253</td>\n",
              "      <td>443</td>\n",
              "      <td>0.571</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.000</td>\n",
              "      <td>253</td>\n",
              "      <td>442</td>\n",
              "      <td>0.572</td>\n",
              "      <td>0.571</td>\n",
              "      <td>133</td>\n",
              "      <td>196</td>\n",
              "      <td>0.679</td>\n",
              "      <td>135</td>\n",
              "      <td>270</td>\n",
              "      <td>405</td>\n",
              "      <td>99</td>\n",
              "      <td>62</td>\n",
              "      <td>58</td>\n",
              "      <td>65</td>\n",
              "      <td>189</td>\n",
              "      <td>639</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24687</th>\n",
              "      <td>2017</td>\n",
              "      <td>Tyler Zeller</td>\n",
              "      <td>C</td>\n",
              "      <td>27</td>\n",
              "      <td>BOS</td>\n",
              "      <td>51</td>\n",
              "      <td>525</td>\n",
              "      <td>13.0</td>\n",
              "      <td>0.508</td>\n",
              "      <td>16.5</td>\n",
              "      <td>-2.5</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>78</td>\n",
              "      <td>158</td>\n",
              "      <td>0.494</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.000</td>\n",
              "      <td>78</td>\n",
              "      <td>157</td>\n",
              "      <td>0.497</td>\n",
              "      <td>0.494</td>\n",
              "      <td>22</td>\n",
              "      <td>39</td>\n",
              "      <td>0.564</td>\n",
              "      <td>43</td>\n",
              "      <td>81</td>\n",
              "      <td>124</td>\n",
              "      <td>42</td>\n",
              "      <td>7</td>\n",
              "      <td>21</td>\n",
              "      <td>20</td>\n",
              "      <td>61</td>\n",
              "      <td>178</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24688</th>\n",
              "      <td>2017</td>\n",
              "      <td>Stephen Zimmerman</td>\n",
              "      <td>C</td>\n",
              "      <td>20</td>\n",
              "      <td>ORL</td>\n",
              "      <td>19</td>\n",
              "      <td>108</td>\n",
              "      <td>7.3</td>\n",
              "      <td>0.346</td>\n",
              "      <td>14.8</td>\n",
              "      <td>-7.3</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>10</td>\n",
              "      <td>31</td>\n",
              "      <td>0.323</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000</td>\n",
              "      <td>10</td>\n",
              "      <td>31</td>\n",
              "      <td>0.323</td>\n",
              "      <td>0.323</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>0.600</td>\n",
              "      <td>11</td>\n",
              "      <td>24</td>\n",
              "      <td>35</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>17</td>\n",
              "      <td>23</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24689</th>\n",
              "      <td>2017</td>\n",
              "      <td>Paul Zipser</td>\n",
              "      <td>SF</td>\n",
              "      <td>22</td>\n",
              "      <td>CHI</td>\n",
              "      <td>44</td>\n",
              "      <td>843</td>\n",
              "      <td>6.9</td>\n",
              "      <td>0.503</td>\n",
              "      <td>14.4</td>\n",
              "      <td>-3.7</td>\n",
              "      <td>-0.4</td>\n",
              "      <td>88</td>\n",
              "      <td>221</td>\n",
              "      <td>0.398</td>\n",
              "      <td>33</td>\n",
              "      <td>99</td>\n",
              "      <td>0.333</td>\n",
              "      <td>55</td>\n",
              "      <td>122</td>\n",
              "      <td>0.451</td>\n",
              "      <td>0.473</td>\n",
              "      <td>31</td>\n",
              "      <td>40</td>\n",
              "      <td>0.775</td>\n",
              "      <td>15</td>\n",
              "      <td>110</td>\n",
              "      <td>125</td>\n",
              "      <td>36</td>\n",
              "      <td>15</td>\n",
              "      <td>16</td>\n",
              "      <td>40</td>\n",
              "      <td>78</td>\n",
              "      <td>240</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24690</th>\n",
              "      <td>2017</td>\n",
              "      <td>Ivica Zubac</td>\n",
              "      <td>C</td>\n",
              "      <td>19</td>\n",
              "      <td>LAL</td>\n",
              "      <td>38</td>\n",
              "      <td>609</td>\n",
              "      <td>17.0</td>\n",
              "      <td>0.547</td>\n",
              "      <td>20.3</td>\n",
              "      <td>-2.5</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>126</td>\n",
              "      <td>238</td>\n",
              "      <td>0.529</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0.000</td>\n",
              "      <td>126</td>\n",
              "      <td>235</td>\n",
              "      <td>0.536</td>\n",
              "      <td>0.529</td>\n",
              "      <td>32</td>\n",
              "      <td>49</td>\n",
              "      <td>0.653</td>\n",
              "      <td>41</td>\n",
              "      <td>118</td>\n",
              "      <td>159</td>\n",
              "      <td>30</td>\n",
              "      <td>14</td>\n",
              "      <td>33</td>\n",
              "      <td>30</td>\n",
              "      <td>66</td>\n",
              "      <td>284</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>595 rows × 34 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f6ffd6c0-0b75-438f-b1ef-c9fbeb87ebbc')\"\n",
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            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_3pt_era[df_3pt_era.Year == 2017].Pos.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hdO_DupX8_pQ",
        "outputId": "b093dd13-b7cb-474b-a72f-745e00a40480"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "SG      125\n",
              "SF      121\n",
              "PF      119\n",
              "PG      116\n",
              "C       113\n",
              "PF-C      1\n",
              "Name: Pos, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Since I'm only interested in his total stats for the season I could filter or delete the rows, but what about the other players who played for multiple teams? That would be cumbersome. Let's use the *groupby* and *agg* functions to only take the maximum values for an observation.\n",
        "\n",
        "We want to keep the player name as a column, though, so we can use it in our plot function as a parameter. So, we'll create a duplicate column to group by first."
      ],
      "metadata": {
        "id": "bsvPpOaPmRBP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# duplicating player's name and grouping by it so name serves as index while\n",
        "# preserving column to pass into our plot function later\n",
        "\n",
        "df_3pt_era['Player_Name'] = df_3pt_era['Player']\n",
        "by_player = df_3pt_era[df_3pt_era.Year == 2017].groupby('Player_Name').agg('max')\n",
        "\n",
        "\n",
        "# viewing dataframe filtering the year 2017 \n",
        "\n",
        "by_player[by_player.Year == 2017]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 831
        },
        "id": "-ra8xaRdfybu",
        "outputId": "c2599688-09dc-462d-e6d4-df046e28a497"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-19-a53d7369656b>:4: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                 Year           Player Pos  Age   Tm   G    MP   PER    TS%  \\\n",
              "Player_Name                                                                   \n",
              "A.J. Hammons     2017     A.J. Hammons   C   24  DAL  22   163   8.4  0.472   \n",
              "Aaron Brooks     2017     Aaron Brooks  PG   32  IND  65   894   9.5  0.507   \n",
              "Aaron Gordon     2017     Aaron Gordon  SF   21  ORL  80  2298  14.4  0.530   \n",
              "Aaron Harrison   2017   Aaron Harrison  SG   22  CHO   5    17  -2.2  0.102   \n",
              "Adreian Payne    2017    Adreian Payne  PF   25  MIN  18   135  14.4  0.505   \n",
              "...               ...              ...  ..  ...  ...  ..   ...   ...    ...   \n",
              "Wilson Chandler  2017  Wilson Chandler  SF   29  DEN  71  2197  14.9  0.545   \n",
              "Yogi Ferrell     2017     Yogi Ferrell  PG   23  TOT  46  1197  14.1  0.541   \n",
              "Zach LaVine      2017      Zach LaVine  SG   21  MIN  47  1749  14.6  0.576   \n",
              "Zach Randolph    2017    Zach Randolph  PF   35  MEM  73  1786  18.5  0.490   \n",
              "Zaza Pachulia    2017    Zaza Pachulia   C   32  GSW  70  1268  16.1  0.588   \n",
              "\n",
              "                 USG%   BPM  VORP   FG  FGA    FG%   3P  3PA    3P%   2P  2PA  \\\n",
              "Player_Name                                                                     \n",
              "A.J. Hammons     17.6  -5.6  -0.1   17   42  0.405    5   10  0.500   12   32   \n",
              "Aaron Brooks     19.2  -4.6  -0.6  121  300  0.403   48  128  0.375   73  172   \n",
              "Aaron Gordon     20.1  -0.7   0.8  393  865  0.454   77  267  0.288  316  598   \n",
              "Aaron Harrison   12.9 -11.6   0.0    0    4  0.000    0    2  0.000    0    2   \n",
              "Adreian Payne    23.1  -1.5   0.0   23   54  0.426    3   15  0.200   20   39   \n",
              "...               ...   ...   ...  ...  ...    ...  ...  ...    ...  ...  ...   \n",
              "Wilson Chandler  22.0  -0.8   0.7  433  939  0.461  110  326  0.337  323  613   \n",
              "Yogi Ferrell     19.9   0.2   0.6  160  394  0.412   68  176  0.403   92  218   \n",
              "Zach LaVine      21.7  -0.3   0.8  326  710  0.459  120  310  0.387  206  400   \n",
              "Zach Randolph    29.2  -2.1   0.0  433  964  0.449   21   94  0.223  412  870   \n",
              "Zaza Pachulia    15.3   2.7   1.5  164  307  0.534    0    2  0.000  164  305   \n",
              "\n",
              "                   2P%   eFG%   FT  FTA    FT%  ORB  DRB  TRB  AST  STL  BLK  \\\n",
              "Player_Name                                                                    \n",
              "A.J. Hammons     0.375  0.464    9   20  0.450    8   28   36    4    1   13   \n",
              "Aaron Brooks     0.424  0.483   32   40  0.800   18   51   69  125   25    9   \n",
              "Aaron Gordon     0.528  0.499  156  217  0.719  116  289  405  150   64   40   \n",
              "Aaron Harrison   0.000  0.000    1    2  0.500    0    3    3    3    0    0   \n",
              "Adreian Payne    0.513  0.454   14   19  0.737    9   24   33    7    8    7   \n",
              "...                ...    ...  ...  ...    ...  ...  ...  ...  ...  ...  ...   \n",
              "Wilson Chandler  0.527  0.520  141  194  0.727  103  356  459  141   52   30   \n",
              "Yogi Ferrell     0.455  0.499   74   89  0.877   20   91  111  172   42    9   \n",
              "Zach LaVine      0.515  0.544  117  140  0.836   18  141  159  139   41   10   \n",
              "Zach Randolph    0.474  0.460  141  193  0.731  182  416  598  122   38   10   \n",
              "Zaza Pachulia    0.538  0.534   98  126  0.778  140  270  410  132   59   33   \n",
              "\n",
              "                 TOV   PF   PTS  \n",
              "Player_Name                      \n",
              "A.J. Hammons      10   21    48  \n",
              "Aaron Brooks      66   93   322  \n",
              "Aaron Gordon      89  172  1019  \n",
              "Aaron Harrison     0    2     1  \n",
              "Adreian Payne      8   32    63  \n",
              "...              ...  ...   ...  \n",
              "Wilson Chandler  114  172  1117  \n",
              "Yogi Ferrell      70   90   462  \n",
              "Zach LaVine       85  104   889  \n",
              "Zach Randolph     99  136  1028  \n",
              "Zaza Pachulia     88  166   426  \n",
              "\n",
              "[486 rows x 34 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-b94f9664-c639-4112-815f-cd4fd2054c49\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Year</th>\n",
              "      <th>Player</th>\n",
              "      <th>Pos</th>\n",
              "      <th>Age</th>\n",
              "      <th>Tm</th>\n",
              "      <th>G</th>\n",
              "      <th>MP</th>\n",
              "      <th>PER</th>\n",
              "      <th>TS%</th>\n",
              "      <th>USG%</th>\n",
              "      <th>BPM</th>\n",
              "      <th>VORP</th>\n",
              "      <th>FG</th>\n",
              "      <th>FGA</th>\n",
              "      <th>FG%</th>\n",
              "      <th>3P</th>\n",
              "      <th>3PA</th>\n",
              "      <th>3P%</th>\n",
              "      <th>2P</th>\n",
              "      <th>2PA</th>\n",
              "      <th>2P%</th>\n",
              "      <th>eFG%</th>\n",
              "      <th>FT</th>\n",
              "      <th>FTA</th>\n",
              "      <th>FT%</th>\n",
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              "      <th>STL</th>\n",
              "      <th>BLK</th>\n",
              "      <th>TOV</th>\n",
              "      <th>PF</th>\n",
              "      <th>PTS</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Player_Name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>A.J. Hammons</th>\n",
              "      <td>2017</td>\n",
              "      <td>A.J. Hammons</td>\n",
              "      <td>C</td>\n",
              "      <td>24</td>\n",
              "      <td>DAL</td>\n",
              "      <td>22</td>\n",
              "      <td>163</td>\n",
              "      <td>8.4</td>\n",
              "      <td>0.472</td>\n",
              "      <td>17.6</td>\n",
              "      <td>-5.6</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>17</td>\n",
              "      <td>42</td>\n",
              "      <td>0.405</td>\n",
              "      <td>5</td>\n",
              "      <td>10</td>\n",
              "      <td>0.500</td>\n",
              "      <td>12</td>\n",
              "      <td>32</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.464</td>\n",
              "      <td>9</td>\n",
              "      <td>20</td>\n",
              "      <td>0.450</td>\n",
              "      <td>8</td>\n",
              "      <td>28</td>\n",
              "      <td>36</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>13</td>\n",
              "      <td>10</td>\n",
              "      <td>21</td>\n",
              "      <td>48</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Aaron Brooks</th>\n",
              "      <td>2017</td>\n",
              "      <td>Aaron Brooks</td>\n",
              "      <td>PG</td>\n",
              "      <td>32</td>\n",
              "      <td>IND</td>\n",
              "      <td>65</td>\n",
              "      <td>894</td>\n",
              "      <td>9.5</td>\n",
              "      <td>0.507</td>\n",
              "      <td>19.2</td>\n",
              "      <td>-4.6</td>\n",
              "      <td>-0.6</td>\n",
              "      <td>121</td>\n",
              "      <td>300</td>\n",
              "      <td>0.403</td>\n",
              "      <td>48</td>\n",
              "      <td>128</td>\n",
              "      <td>0.375</td>\n",
              "      <td>73</td>\n",
              "      <td>172</td>\n",
              "      <td>0.424</td>\n",
              "      <td>0.483</td>\n",
              "      <td>32</td>\n",
              "      <td>40</td>\n",
              "      <td>0.800</td>\n",
              "      <td>18</td>\n",
              "      <td>51</td>\n",
              "      <td>69</td>\n",
              "      <td>125</td>\n",
              "      <td>25</td>\n",
              "      <td>9</td>\n",
              "      <td>66</td>\n",
              "      <td>93</td>\n",
              "      <td>322</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Aaron Gordon</th>\n",
              "      <td>2017</td>\n",
              "      <td>Aaron Gordon</td>\n",
              "      <td>SF</td>\n",
              "      <td>21</td>\n",
              "      <td>ORL</td>\n",
              "      <td>80</td>\n",
              "      <td>2298</td>\n",
              "      <td>14.4</td>\n",
              "      <td>0.530</td>\n",
              "      <td>20.1</td>\n",
              "      <td>-0.7</td>\n",
              "      <td>0.8</td>\n",
              "      <td>393</td>\n",
              "      <td>865</td>\n",
              "      <td>0.454</td>\n",
              "      <td>77</td>\n",
              "      <td>267</td>\n",
              "      <td>0.288</td>\n",
              "      <td>316</td>\n",
              "      <td>598</td>\n",
              "      <td>0.528</td>\n",
              "      <td>0.499</td>\n",
              "      <td>156</td>\n",
              "      <td>217</td>\n",
              "      <td>0.719</td>\n",
              "      <td>116</td>\n",
              "      <td>289</td>\n",
              "      <td>405</td>\n",
              "      <td>150</td>\n",
              "      <td>64</td>\n",
              "      <td>40</td>\n",
              "      <td>89</td>\n",
              "      <td>172</td>\n",
              "      <td>1019</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Aaron Harrison</th>\n",
              "      <td>2017</td>\n",
              "      <td>Aaron Harrison</td>\n",
              "      <td>SG</td>\n",
              "      <td>22</td>\n",
              "      <td>CHO</td>\n",
              "      <td>5</td>\n",
              "      <td>17</td>\n",
              "      <td>-2.2</td>\n",
              "      <td>0.102</td>\n",
              "      <td>12.9</td>\n",
              "      <td>-11.6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Adreian Payne</th>\n",
              "      <td>2017</td>\n",
              "      <td>Adreian Payne</td>\n",
              "      <td>PF</td>\n",
              "      <td>25</td>\n",
              "      <td>MIN</td>\n",
              "      <td>18</td>\n",
              "      <td>135</td>\n",
              "      <td>14.4</td>\n",
              "      <td>0.505</td>\n",
              "      <td>23.1</td>\n",
              "      <td>-1.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>23</td>\n",
              "      <td>54</td>\n",
              "      <td>0.426</td>\n",
              "      <td>3</td>\n",
              "      <td>15</td>\n",
              "      <td>0.200</td>\n",
              "      <td>20</td>\n",
              "      <td>39</td>\n",
              "      <td>0.513</td>\n",
              "      <td>0.454</td>\n",
              "      <td>14</td>\n",
              "      <td>19</td>\n",
              "      <td>0.737</td>\n",
              "      <td>9</td>\n",
              "      <td>24</td>\n",
              "      <td>33</td>\n",
              "      <td>7</td>\n",
              "      <td>8</td>\n",
              "      <td>7</td>\n",
              "      <td>8</td>\n",
              "      <td>32</td>\n",
              "      <td>63</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\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",
              "      <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",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Wilson Chandler</th>\n",
              "      <td>2017</td>\n",
              "      <td>Wilson Chandler</td>\n",
              "      <td>SF</td>\n",
              "      <td>29</td>\n",
              "      <td>DEN</td>\n",
              "      <td>71</td>\n",
              "      <td>2197</td>\n",
              "      <td>14.9</td>\n",
              "      <td>0.545</td>\n",
              "      <td>22.0</td>\n",
              "      <td>-0.8</td>\n",
              "      <td>0.7</td>\n",
              "      <td>433</td>\n",
              "      <td>939</td>\n",
              "      <td>0.461</td>\n",
              "      <td>110</td>\n",
              "      <td>326</td>\n",
              "      <td>0.337</td>\n",
              "      <td>323</td>\n",
              "      <td>613</td>\n",
              "      <td>0.527</td>\n",
              "      <td>0.520</td>\n",
              "      <td>141</td>\n",
              "      <td>194</td>\n",
              "      <td>0.727</td>\n",
              "      <td>103</td>\n",
              "      <td>356</td>\n",
              "      <td>459</td>\n",
              "      <td>141</td>\n",
              "      <td>52</td>\n",
              "      <td>30</td>\n",
              "      <td>114</td>\n",
              "      <td>172</td>\n",
              "      <td>1117</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Yogi Ferrell</th>\n",
              "      <td>2017</td>\n",
              "      <td>Yogi Ferrell</td>\n",
              "      <td>PG</td>\n",
              "      <td>23</td>\n",
              "      <td>TOT</td>\n",
              "      <td>46</td>\n",
              "      <td>1197</td>\n",
              "      <td>14.1</td>\n",
              "      <td>0.541</td>\n",
              "      <td>19.9</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.6</td>\n",
              "      <td>160</td>\n",
              "      <td>394</td>\n",
              "      <td>0.412</td>\n",
              "      <td>68</td>\n",
              "      <td>176</td>\n",
              "      <td>0.403</td>\n",
              "      <td>92</td>\n",
              "      <td>218</td>\n",
              "      <td>0.455</td>\n",
              "      <td>0.499</td>\n",
              "      <td>74</td>\n",
              "      <td>89</td>\n",
              "      <td>0.877</td>\n",
              "      <td>20</td>\n",
              "      <td>91</td>\n",
              "      <td>111</td>\n",
              "      <td>172</td>\n",
              "      <td>42</td>\n",
              "      <td>9</td>\n",
              "      <td>70</td>\n",
              "      <td>90</td>\n",
              "      <td>462</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Zach LaVine</th>\n",
              "      <td>2017</td>\n",
              "      <td>Zach LaVine</td>\n",
              "      <td>SG</td>\n",
              "      <td>21</td>\n",
              "      <td>MIN</td>\n",
              "      <td>47</td>\n",
              "      <td>1749</td>\n",
              "      <td>14.6</td>\n",
              "      <td>0.576</td>\n",
              "      <td>21.7</td>\n",
              "      <td>-0.3</td>\n",
              "      <td>0.8</td>\n",
              "      <td>326</td>\n",
              "      <td>710</td>\n",
              "      <td>0.459</td>\n",
              "      <td>120</td>\n",
              "      <td>310</td>\n",
              "      <td>0.387</td>\n",
              "      <td>206</td>\n",
              "      <td>400</td>\n",
              "      <td>0.515</td>\n",
              "      <td>0.544</td>\n",
              "      <td>117</td>\n",
              "      <td>140</td>\n",
              "      <td>0.836</td>\n",
              "      <td>18</td>\n",
              "      <td>141</td>\n",
              "      <td>159</td>\n",
              "      <td>139</td>\n",
              "      <td>41</td>\n",
              "      <td>10</td>\n",
              "      <td>85</td>\n",
              "      <td>104</td>\n",
              "      <td>889</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Zach Randolph</th>\n",
              "      <td>2017</td>\n",
              "      <td>Zach Randolph</td>\n",
              "      <td>PF</td>\n",
              "      <td>35</td>\n",
              "      <td>MEM</td>\n",
              "      <td>73</td>\n",
              "      <td>1786</td>\n",
              "      <td>18.5</td>\n",
              "      <td>0.490</td>\n",
              "      <td>29.2</td>\n",
              "      <td>-2.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>433</td>\n",
              "      <td>964</td>\n",
              "      <td>0.449</td>\n",
              "      <td>21</td>\n",
              "      <td>94</td>\n",
              "      <td>0.223</td>\n",
              "      <td>412</td>\n",
              "      <td>870</td>\n",
              "      <td>0.474</td>\n",
              "      <td>0.460</td>\n",
              "      <td>141</td>\n",
              "      <td>193</td>\n",
              "      <td>0.731</td>\n",
              "      <td>182</td>\n",
              "      <td>416</td>\n",
              "      <td>598</td>\n",
              "      <td>122</td>\n",
              "      <td>38</td>\n",
              "      <td>10</td>\n",
              "      <td>99</td>\n",
              "      <td>136</td>\n",
              "      <td>1028</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Zaza Pachulia</th>\n",
              "      <td>2017</td>\n",
              "      <td>Zaza Pachulia</td>\n",
              "      <td>C</td>\n",
              "      <td>32</td>\n",
              "      <td>GSW</td>\n",
              "      <td>70</td>\n",
              "      <td>1268</td>\n",
              "      <td>16.1</td>\n",
              "      <td>0.588</td>\n",
              "      <td>15.3</td>\n",
              "      <td>2.7</td>\n",
              "      <td>1.5</td>\n",
              "      <td>164</td>\n",
              "      <td>307</td>\n",
              "      <td>0.534</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0.000</td>\n",
              "      <td>164</td>\n",
              "      <td>305</td>\n",
              "      <td>0.538</td>\n",
              "      <td>0.534</td>\n",
              "      <td>98</td>\n",
              "      <td>126</td>\n",
              "      <td>0.778</td>\n",
              "      <td>140</td>\n",
              "      <td>270</td>\n",
              "      <td>410</td>\n",
              "      <td>132</td>\n",
              "      <td>59</td>\n",
              "      <td>33</td>\n",
              "      <td>88</td>\n",
              "      <td>166</td>\n",
              "      <td>426</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>486 rows × 34 columns</p>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now we can group by the 'Player Name' column and still keep the 'Player' column for our plot function.\n",
        "\n",
        "Let's check our work."
      ],
      "metadata": {
        "id": "qYl0lucTm1lP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "by_player.duplicated().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YDL7inyfm4su",
        "outputId": "dc59ad86-d215-460b-9ae3-ca707176c33e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = px.scatter(by_player.query('Year == 2017'), x='USG%', y='PTS',\n",
        "\t         size='FGA', color='Pos',\n",
        "                 hover_name='Player', log_x=False, size_max=60)\n",
        "fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "SjlAyoTLzcCY",
        "outputId": "bfffee40-8ba0-4b03-b031-f2333022f04c"
      },
      "execution_count": null,
      "outputs": [
        {
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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "That graph looks pretty busy. I want to filter some of the data to limit it to more prominent players. Let's look to explore the data and create some sort of threshold involving a combination of things."
      ],
      "metadata": {
        "id": "kYwCeeEoSZZS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(by_player[by_player.Year == 2017].PTS.describe())\n",
        "print(by_player[by_player.Year == 2017].G.describe())\n",
        "print(by_player[by_player.Year == 2017].FGA.describe())\n",
        "print(by_player[by_player.Year == 2017].FTA.describe())\n",
        "print(by_player[by_player.Year == 2017].VORP.describe())\n",
        "print(by_player[by_player.Year == 2017].BPM.describe())\n",
        "print(by_player[by_player.Year == 2017].MP.describe())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k-gCwRd2zcHn",
        "outputId": "fe91b3e1-73c3-4d53-e2b0-079d680c6fd1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "count     486.000000\n",
            "mean      534.471193\n",
            "std       487.642042\n",
            "min         0.000000\n",
            "25%       143.000000\n",
            "50%       434.500000\n",
            "75%       772.750000\n",
            "max      2558.000000\n",
            "Name: PTS, dtype: float64\n",
            "count    486.000000\n",
            "mean      53.783951\n",
            "std       24.835638\n",
            "min        1.000000\n",
            "25%       35.250000\n",
            "50%       62.500000\n",
            "75%       75.000000\n",
            "max       82.000000\n",
            "Name: G, dtype: float64\n",
            "count     486.000000\n",
            "mean      432.337449\n",
            "std       371.858588\n",
            "min         0.000000\n",
            "25%       120.250000\n",
            "50%       361.000000\n",
            "75%       633.750000\n",
            "max      1941.000000\n",
            "Name: FGA, dtype: float64\n",
            "count    486.000000\n",
            "mean     116.985597\n",
            "std      133.591182\n",
            "min        0.000000\n",
            "25%       27.000000\n",
            "50%       76.500000\n",
            "75%      158.000000\n",
            "max      881.000000\n",
            "Name: FTA, dtype: float64\n",
            "count    486.000000\n",
            "mean       0.631276\n",
            "std        1.447404\n",
            "min       -1.400000\n",
            "25%       -0.100000\n",
            "50%        0.100000\n",
            "75%        0.900000\n",
            "max       12.400000\n",
            "Name: VORP, dtype: float64\n",
            "count    486.000000\n",
            "mean      -1.586420\n",
            "std        4.228551\n",
            "min      -26.900000\n",
            "25%       -3.275000\n",
            "50%       -1.300000\n",
            "75%        0.500000\n",
            "max       15.600000\n",
            "Name: BPM, dtype: float64\n",
            "count     486.000000\n",
            "mean     1223.051440\n",
            "std       842.438143\n",
            "min         1.000000\n",
            "25%       449.500000\n",
            "50%      1197.500000\n",
            "75%      1942.250000\n",
            "max      3048.000000\n",
            "Name: MP, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "by_player[by_player.Year == 2017].columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9r1XV9M6Cvm-",
        "outputId": "76268551-d856-421d-9aff-4973dca13d88"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Year', 'Player', 'Pos', 'Age', 'Tm', 'G', 'MP', 'PER', 'TS%', 'USG%',\n",
              "       'BPM', 'VORP', 'FG', 'FGA', 'FG%', '3P', '3PA', '3P%', '2P', '2PA',\n",
              "       '2P%', 'eFG%', 'FT', 'FTA', 'FT%', 'ORB', 'DRB', 'TRB', 'AST', 'STL',\n",
              "       'BLK', 'TOV', 'PF', 'PTS'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Given my comfort level with fantasy basketball (read: pays a lot of attention to stats) and after reviewing above descriptive statistics from key statistical categories, I've selected thresholds for several catergories select for the more prominent players."
      ],
      "metadata": {
        "id": "LNzETlbyHEo-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# note conditional chain using points, minutes played, and box-score plus-minus \n",
        "# along witht the year filter of 2017\n",
        "\n",
        "fig = px.scatter(by_player.query('Year == 2017 & PTS > 750 & MP > 1984 & BPM > .75'), x='USG%', y='PTS',\n",
        "\t         size='BPM', color='Pos',\n",
        "                 hover_name='Player', hover_data=['FGA', 'FG%', 'VORP'], log_x=False, size_max=60)\n",
        "\n",
        "fig.update_layout(\n",
        "    title='Top Players for 2017'\n",
        ")\n",
        "\n",
        "fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "bxW2O8cpubMl",
        "outputId": "e6a1637b-4477-4780-a3db-925c9821a552"
      },
      "execution_count": null,
      "outputs": [
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          },
          "metadata": {}
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The first thing you notice with this less cluttered graph is Russell Westbrook, leading the league in usage and winning the scoring title in 2017 (the man averaged a triple double, first time in 55 years since Oscar Robinson). It's no surprise he won the MVP this year. Nice job, Brodie! \n",
        "\n",
        "However, the datapoints are all **totals** for the 2017 season. Some guys missed games due to injury, others played fewer games because their teams did not make the playoffs, etc. \n",
        "\n",
        "While Westbrook's dependability contributed to his raw volume and MVP justification, let's investigate from a different vantage point and explore **per-game** averages."
      ],
      "metadata": {
        "id": "f0KMWk3IFfDF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "by_player[by_player.Year == 2017][by_player.PTS > 750][by_player.MP > 1984][by_player.BPM > .75].G.describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NUmhey77HlYm",
        "outputId": "277b9fa2-176f-41bc-92d6-445aad1a93e5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-22-b78dec93c60d>:1: UserWarning:\n",
            "\n",
            "Boolean Series key will be reindexed to match DataFrame index.\n",
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count    59.000000\n",
              "mean     74.932203\n",
              "std       5.628941\n",
              "min      60.000000\n",
              "25%      72.500000\n",
              "50%      75.000000\n",
              "75%      80.000000\n",
              "max      82.000000\n",
              "Name: G, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Above you can see some variance in the total games played. With an average games played of 75 in an 82-game regular season (plus additional playoff games), this is worth our time to keep investigating.\n",
        "\n",
        "If I want the **per game** value for the columns of interest, I'll have to create new **per game columns** by dividing all of the counting stat columns by games played. Let's see how this changes our data with the same filters applied."
      ],
      "metadata": {
        "id": "vn_XwXDWHl66"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "by_player[by_player.Year == 2017].columns"
      ],
      "metadata": {
        "colab": {
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        },
        "id": "ThrvyOo4ubPF",
        "outputId": "321723c4-8e95-4ade-b101-13f11313ba85"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Year', 'Player', 'Pos', 'Age', 'Tm', 'G', 'MP', 'PER', 'TS%', 'USG%',\n",
              "       'BPM', 'VORP', 'FG', 'FGA', 'FG%', '3P', '3PA', '3P%', '2P', '2PA',\n",
              "       '2P%', 'eFG%', 'FT', 'FTA', 'FT%', 'ORB', 'DRB', 'TRB', 'AST', 'STL',\n",
              "       'BLK', 'TOV', 'PF', 'PTS'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# run a quick for loop to format\n",
        "\n",
        "counting_stat_cols = ['MP', 'FG', 'FGA', '3P', '3PA', '2P', '2PA', 'FT', 'FTA',\n",
        "                 'ORB', 'DRB', 'TRB', 'AST', 'STL', 'BLK', 'TOV', 'PF', 'PTS']\n",
        "per_game_cols = []\n",
        "for col in counting_stat_cols:\n",
        "  col = f'{col}_PG'\n",
        "  per_game_cols.append(col)\n",
        "\n",
        "\n",
        "# another for loop to tie in the new per game columns by dividing counting stat\n",
        "# totals by each player's total games played\n",
        "\n",
        "for col in range(0, len(counting_stat_cols)):\n",
        "  by_player[per_game_cols[col]] = by_player[counting_stat_cols[col]] / by_player.G\n",
        "\n",
        "\n",
        "# check resulting dataframe\n",
        "\n",
        "by_player"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 692
        },
        "id": "Kz2qyFtlHT63",
        "outputId": "cbc6d8e0-0b00-477c-bb47-3eb987678f23"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                 Year           Player Pos  Age   Tm   G    MP   PER    TS%  \\\n",
              "Player_Name                                                                   \n",
              "A.J. Hammons     2017     A.J. Hammons   C   24  DAL  22   163   8.4  0.472   \n",
              "Aaron Brooks     2017     Aaron Brooks  PG   32  IND  65   894   9.5  0.507   \n",
              "Aaron Gordon     2017     Aaron Gordon  SF   21  ORL  80  2298  14.4  0.530   \n",
              "Aaron Harrison   2017   Aaron Harrison  SG   22  CHO   5    17  -2.2  0.102   \n",
              "Adreian Payne    2017    Adreian Payne  PF   25  MIN  18   135  14.4  0.505   \n",
              "...               ...              ...  ..  ...  ...  ..   ...   ...    ...   \n",
              "Wilson Chandler  2017  Wilson Chandler  SF   29  DEN  71  2197  14.9  0.545   \n",
              "Yogi Ferrell     2017     Yogi Ferrell  PG   23  TOT  46  1197  14.1  0.541   \n",
              "Zach LaVine      2017      Zach LaVine  SG   21  MIN  47  1749  14.6  0.576   \n",
              "Zach Randolph    2017    Zach Randolph  PF   35  MEM  73  1786  18.5  0.490   \n",
              "Zaza Pachulia    2017    Zaza Pachulia   C   32  GSW  70  1268  16.1  0.588   \n",
              "\n",
              "                 USG%   BPM  VORP   FG  FGA    FG%   3P  3PA    3P%   2P  2PA  \\\n",
              "Player_Name                                                                     \n",
              "A.J. Hammons     17.6  -5.6  -0.1   17   42  0.405    5   10  0.500   12   32   \n",
              "Aaron Brooks     19.2  -4.6  -0.6  121  300  0.403   48  128  0.375   73  172   \n",
              "Aaron Gordon     20.1  -0.7   0.8  393  865  0.454   77  267  0.288  316  598   \n",
              "Aaron Harrison   12.9 -11.6   0.0    0    4  0.000    0    2  0.000    0    2   \n",
              "Adreian Payne    23.1  -1.5   0.0   23   54  0.426    3   15  0.200   20   39   \n",
              "...               ...   ...   ...  ...  ...    ...  ...  ...    ...  ...  ...   \n",
              "Wilson Chandler  22.0  -0.8   0.7  433  939  0.461  110  326  0.337  323  613   \n",
              "Yogi Ferrell     19.9   0.2   0.6  160  394  0.412   68  176  0.403   92  218   \n",
              "Zach LaVine      21.7  -0.3   0.8  326  710  0.459  120  310  0.387  206  400   \n",
              "Zach Randolph    29.2  -2.1   0.0  433  964  0.449   21   94  0.223  412  870   \n",
              "Zaza Pachulia    15.3   2.7   1.5  164  307  0.534    0    2  0.000  164  305   \n",
              "\n",
              "                 ...   PF   PTS      MP_PG     FG_PG     FGA_PG     3P_PG  \\\n",
              "Player_Name      ...                                                        \n",
              "A.J. Hammons     ...   21    48   7.409091  0.772727   1.909091  0.227273   \n",
              "Aaron Brooks     ...   93   322  13.753846  1.861538   4.615385  0.738462   \n",
              "Aaron Gordon     ...  172  1019  28.725000  4.912500  10.812500  0.962500   \n",
              "Aaron Harrison   ...    2     1   3.400000  0.000000   0.800000  0.000000   \n",
              "Adreian Payne    ...   32    63   7.500000  1.277778   3.000000  0.166667   \n",
              "...              ...  ...   ...        ...       ...        ...       ...   \n",
              "Wilson Chandler  ...  172  1117  30.943662  6.098592  13.225352  1.549296   \n",
              "Yogi Ferrell     ...   90   462  26.021739  3.478261   8.565217  1.478261   \n",
              "Zach LaVine      ...  104   889  37.212766  6.936170  15.106383  2.553191   \n",
              "Zach Randolph    ...  136  1028  24.465753  5.931507  13.205479  0.287671   \n",
              "Zaza Pachulia    ...  166   426  18.114286  2.342857   4.385714  0.000000   \n",
              "\n",
              "                   3PA_PG     2P_PG     2PA_PG     FT_PG    FTA_PG    ORB_PG  \\\n",
              "Player_Name                                                                    \n",
              "A.J. Hammons     0.454545  0.545455   1.454545  0.409091  0.909091  0.363636   \n",
              "Aaron Brooks     1.969231  1.123077   2.646154  0.492308  0.615385  0.276923   \n",
              "Aaron Gordon     3.337500  3.950000   7.475000  1.950000  2.712500  1.450000   \n",
              "Aaron Harrison   0.400000  0.000000   0.400000  0.200000  0.400000  0.000000   \n",
              "Adreian Payne    0.833333  1.111111   2.166667  0.777778  1.055556  0.500000   \n",
              "...                   ...       ...        ...       ...       ...       ...   \n",
              "Wilson Chandler  4.591549  4.549296   8.633803  1.985915  2.732394  1.450704   \n",
              "Yogi Ferrell     3.826087  2.000000   4.739130  1.608696  1.934783  0.434783   \n",
              "Zach LaVine      6.595745  4.382979   8.510638  2.489362  2.978723  0.382979   \n",
              "Zach Randolph    1.287671  5.643836  11.917808  1.931507  2.643836  2.493151   \n",
              "Zaza Pachulia    0.028571  2.342857   4.357143  1.400000  1.800000  2.000000   \n",
              "\n",
              "                   DRB_PG    TRB_PG    AST_PG    STL_PG    BLK_PG    TOV_PG  \\\n",
              "Player_Name                                                                   \n",
              "A.J. Hammons     1.272727  1.636364  0.181818  0.045455  0.590909  0.454545   \n",
              "Aaron Brooks     0.784615  1.061538  1.923077  0.384615  0.138462  1.015385   \n",
              "Aaron Gordon     3.612500  5.062500  1.875000  0.800000  0.500000  1.112500   \n",
              "Aaron Harrison   0.600000  0.600000  0.600000  0.000000  0.000000  0.000000   \n",
              "Adreian Payne    1.333333  1.833333  0.388889  0.444444  0.388889  0.444444   \n",
              "...                   ...       ...       ...       ...       ...       ...   \n",
              "Wilson Chandler  5.014085  6.464789  1.985915  0.732394  0.422535  1.605634   \n",
              "Yogi Ferrell     1.978261  2.413043  3.739130  0.913043  0.195652  1.521739   \n",
              "Zach LaVine      3.000000  3.382979  2.957447  0.872340  0.212766  1.808511   \n",
              "Zach Randolph    5.698630  8.191781  1.671233  0.520548  0.136986  1.356164   \n",
              "Zaza Pachulia    3.857143  5.857143  1.885714  0.842857  0.471429  1.257143   \n",
              "\n",
              "                    PF_PG     PTS_PG  \n",
              "Player_Name                           \n",
              "A.J. Hammons     0.954545   2.181818  \n",
              "Aaron Brooks     1.430769   4.953846  \n",
              "Aaron Gordon     2.150000  12.737500  \n",
              "Aaron Harrison   0.400000   0.200000  \n",
              "Adreian Payne    1.777778   3.500000  \n",
              "...                   ...        ...  \n",
              "Wilson Chandler  2.422535  15.732394  \n",
              "Yogi Ferrell     1.956522  10.043478  \n",
              "Zach LaVine      2.212766  18.914894  \n",
              "Zach Randolph    1.863014  14.082192  \n",
              "Zaza Pachulia    2.371429   6.085714  \n",
              "\n",
              "[486 rows x 52 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-16f002b4-c386-45ab-aec2-664befd54fa3\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Year</th>\n",
              "      <th>Player</th>\n",
              "      <th>Pos</th>\n",
              "      <th>Age</th>\n",
              "      <th>Tm</th>\n",
              "      <th>G</th>\n",
              "      <th>MP</th>\n",
              "      <th>PER</th>\n",
              "      <th>TS%</th>\n",
              "      <th>USG%</th>\n",
              "      <th>BPM</th>\n",
              "      <th>VORP</th>\n",
              "      <th>FG</th>\n",
              "      <th>FGA</th>\n",
              "      <th>FG%</th>\n",
              "      <th>3P</th>\n",
              "      <th>3PA</th>\n",
              "      <th>3P%</th>\n",
              "      <th>2P</th>\n",
              "      <th>2PA</th>\n",
              "      <th>...</th>\n",
              "      <th>PF</th>\n",
              "      <th>PTS</th>\n",
              "      <th>MP_PG</th>\n",
              "      <th>FG_PG</th>\n",
              "      <th>FGA_PG</th>\n",
              "      <th>3P_PG</th>\n",
              "      <th>3PA_PG</th>\n",
              "      <th>2P_PG</th>\n",
              "      <th>2PA_PG</th>\n",
              "      <th>FT_PG</th>\n",
              "      <th>FTA_PG</th>\n",
              "      <th>ORB_PG</th>\n",
              "      <th>DRB_PG</th>\n",
              "      <th>TRB_PG</th>\n",
              "      <th>AST_PG</th>\n",
              "      <th>STL_PG</th>\n",
              "      <th>BLK_PG</th>\n",
              "      <th>TOV_PG</th>\n",
              "      <th>PF_PG</th>\n",
              "      <th>PTS_PG</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Player_Name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "      <th></th>\n",
              "      <th></th>\n",
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              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>A.J. Hammons</th>\n",
              "      <td>2017</td>\n",
              "      <td>A.J. Hammons</td>\n",
              "      <td>C</td>\n",
              "      <td>24</td>\n",
              "      <td>DAL</td>\n",
              "      <td>22</td>\n",
              "      <td>163</td>\n",
              "      <td>8.4</td>\n",
              "      <td>0.472</td>\n",
              "      <td>17.6</td>\n",
              "      <td>-5.6</td>\n",
              "      <td>-0.1</td>\n",
              "      <td>17</td>\n",
              "      <td>42</td>\n",
              "      <td>0.405</td>\n",
              "      <td>5</td>\n",
              "      <td>10</td>\n",
              "      <td>0.500</td>\n",
              "      <td>12</td>\n",
              "      <td>32</td>\n",
              "      <td>...</td>\n",
              "      <td>21</td>\n",
              "      <td>48</td>\n",
              "      <td>7.409091</td>\n",
              "      <td>0.772727</td>\n",
              "      <td>1.909091</td>\n",
              "      <td>0.227273</td>\n",
              "      <td>0.454545</td>\n",
              "      <td>0.545455</td>\n",
              "      <td>1.454545</td>\n",
              "      <td>0.409091</td>\n",
              "      <td>0.909091</td>\n",
              "      <td>0.363636</td>\n",
              "      <td>1.272727</td>\n",
              "      <td>1.636364</td>\n",
              "      <td>0.181818</td>\n",
              "      <td>0.045455</td>\n",
              "      <td>0.590909</td>\n",
              "      <td>0.454545</td>\n",
              "      <td>0.954545</td>\n",
              "      <td>2.181818</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Aaron Brooks</th>\n",
              "      <td>2017</td>\n",
              "      <td>Aaron Brooks</td>\n",
              "      <td>PG</td>\n",
              "      <td>32</td>\n",
              "      <td>IND</td>\n",
              "      <td>65</td>\n",
              "      <td>894</td>\n",
              "      <td>9.5</td>\n",
              "      <td>0.507</td>\n",
              "      <td>19.2</td>\n",
              "      <td>-4.6</td>\n",
              "      <td>-0.6</td>\n",
              "      <td>121</td>\n",
              "      <td>300</td>\n",
              "      <td>0.403</td>\n",
              "      <td>48</td>\n",
              "      <td>128</td>\n",
              "      <td>0.375</td>\n",
              "      <td>73</td>\n",
              "      <td>172</td>\n",
              "      <td>...</td>\n",
              "      <td>93</td>\n",
              "      <td>322</td>\n",
              "      <td>13.753846</td>\n",
              "      <td>1.861538</td>\n",
              "      <td>4.615385</td>\n",
              "      <td>0.738462</td>\n",
              "      <td>1.969231</td>\n",
              "      <td>1.123077</td>\n",
              "      <td>2.646154</td>\n",
              "      <td>0.492308</td>\n",
              "      <td>0.615385</td>\n",
              "      <td>0.276923</td>\n",
              "      <td>0.784615</td>\n",
              "      <td>1.061538</td>\n",
              "      <td>1.923077</td>\n",
              "      <td>0.384615</td>\n",
              "      <td>0.138462</td>\n",
              "      <td>1.015385</td>\n",
              "      <td>1.430769</td>\n",
              "      <td>4.953846</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Aaron Gordon</th>\n",
              "      <td>2017</td>\n",
              "      <td>Aaron Gordon</td>\n",
              "      <td>SF</td>\n",
              "      <td>21</td>\n",
              "      <td>ORL</td>\n",
              "      <td>80</td>\n",
              "      <td>2298</td>\n",
              "      <td>14.4</td>\n",
              "      <td>0.530</td>\n",
              "      <td>20.1</td>\n",
              "      <td>-0.7</td>\n",
              "      <td>0.8</td>\n",
              "      <td>393</td>\n",
              "      <td>865</td>\n",
              "      <td>0.454</td>\n",
              "      <td>77</td>\n",
              "      <td>267</td>\n",
              "      <td>0.288</td>\n",
              "      <td>316</td>\n",
              "      <td>598</td>\n",
              "      <td>...</td>\n",
              "      <td>172</td>\n",
              "      <td>1019</td>\n",
              "      <td>28.725000</td>\n",
              "      <td>4.912500</td>\n",
              "      <td>10.812500</td>\n",
              "      <td>0.962500</td>\n",
              "      <td>3.337500</td>\n",
              "      <td>3.950000</td>\n",
              "      <td>7.475000</td>\n",
              "      <td>1.950000</td>\n",
              "      <td>2.712500</td>\n",
              "      <td>1.450000</td>\n",
              "      <td>3.612500</td>\n",
              "      <td>5.062500</td>\n",
              "      <td>1.875000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>1.112500</td>\n",
              "      <td>2.150000</td>\n",
              "      <td>12.737500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Aaron Harrison</th>\n",
              "      <td>2017</td>\n",
              "      <td>Aaron Harrison</td>\n",
              "      <td>SG</td>\n",
              "      <td>22</td>\n",
              "      <td>CHO</td>\n",
              "      <td>5</td>\n",
              "      <td>17</td>\n",
              "      <td>-2.2</td>\n",
              "      <td>0.102</td>\n",
              "      <td>12.9</td>\n",
              "      <td>-11.6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>...</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3.400000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.800000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>0.200000</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.600000</td>\n",
              "      <td>0.600000</td>\n",
              "      <td>0.600000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>0.200000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Adreian Payne</th>\n",
              "      <td>2017</td>\n",
              "      <td>Adreian Payne</td>\n",
              "      <td>PF</td>\n",
              "      <td>25</td>\n",
              "      <td>MIN</td>\n",
              "      <td>18</td>\n",
              "      <td>135</td>\n",
              "      <td>14.4</td>\n",
              "      <td>0.505</td>\n",
              "      <td>23.1</td>\n",
              "      <td>-1.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>23</td>\n",
              "      <td>54</td>\n",
              "      <td>0.426</td>\n",
              "      <td>3</td>\n",
              "      <td>15</td>\n",
              "      <td>0.200</td>\n",
              "      <td>20</td>\n",
              "      <td>39</td>\n",
              "      <td>...</td>\n",
              "      <td>32</td>\n",
              "      <td>63</td>\n",
              "      <td>7.500000</td>\n",
              "      <td>1.277778</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>0.166667</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>1.111111</td>\n",
              "      <td>2.166667</td>\n",
              "      <td>0.777778</td>\n",
              "      <td>1.055556</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>1.333333</td>\n",
              "      <td>1.833333</td>\n",
              "      <td>0.388889</td>\n",
              "      <td>0.444444</td>\n",
              "      <td>0.388889</td>\n",
              "      <td>0.444444</td>\n",
              "      <td>1.777778</td>\n",
              "      <td>3.500000</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",
              "      <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",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Wilson Chandler</th>\n",
              "      <td>2017</td>\n",
              "      <td>Wilson Chandler</td>\n",
              "      <td>SF</td>\n",
              "      <td>29</td>\n",
              "      <td>DEN</td>\n",
              "      <td>71</td>\n",
              "      <td>2197</td>\n",
              "      <td>14.9</td>\n",
              "      <td>0.545</td>\n",
              "      <td>22.0</td>\n",
              "      <td>-0.8</td>\n",
              "      <td>0.7</td>\n",
              "      <td>433</td>\n",
              "      <td>939</td>\n",
              "      <td>0.461</td>\n",
              "      <td>110</td>\n",
              "      <td>326</td>\n",
              "      <td>0.337</td>\n",
              "      <td>323</td>\n",
              "      <td>613</td>\n",
              "      <td>...</td>\n",
              "      <td>172</td>\n",
              "      <td>1117</td>\n",
              "      <td>30.943662</td>\n",
              "      <td>6.098592</td>\n",
              "      <td>13.225352</td>\n",
              "      <td>1.549296</td>\n",
              "      <td>4.591549</td>\n",
              "      <td>4.549296</td>\n",
              "      <td>8.633803</td>\n",
              "      <td>1.985915</td>\n",
              "      <td>2.732394</td>\n",
              "      <td>1.450704</td>\n",
              "      <td>5.014085</td>\n",
              "      <td>6.464789</td>\n",
              "      <td>1.985915</td>\n",
              "      <td>0.732394</td>\n",
              "      <td>0.422535</td>\n",
              "      <td>1.605634</td>\n",
              "      <td>2.422535</td>\n",
              "      <td>15.732394</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Yogi Ferrell</th>\n",
              "      <td>2017</td>\n",
              "      <td>Yogi Ferrell</td>\n",
              "      <td>PG</td>\n",
              "      <td>23</td>\n",
              "      <td>TOT</td>\n",
              "      <td>46</td>\n",
              "      <td>1197</td>\n",
              "      <td>14.1</td>\n",
              "      <td>0.541</td>\n",
              "      <td>19.9</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.6</td>\n",
              "      <td>160</td>\n",
              "      <td>394</td>\n",
              "      <td>0.412</td>\n",
              "      <td>68</td>\n",
              "      <td>176</td>\n",
              "      <td>0.403</td>\n",
              "      <td>92</td>\n",
              "      <td>218</td>\n",
              "      <td>...</td>\n",
              "      <td>90</td>\n",
              "      <td>462</td>\n",
              "      <td>26.021739</td>\n",
              "      <td>3.478261</td>\n",
              "      <td>8.565217</td>\n",
              "      <td>1.478261</td>\n",
              "      <td>3.826087</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>4.739130</td>\n",
              "      <td>1.608696</td>\n",
              "      <td>1.934783</td>\n",
              "      <td>0.434783</td>\n",
              "      <td>1.978261</td>\n",
              "      <td>2.413043</td>\n",
              "      <td>3.739130</td>\n",
              "      <td>0.913043</td>\n",
              "      <td>0.195652</td>\n",
              "      <td>1.521739</td>\n",
              "      <td>1.956522</td>\n",
              "      <td>10.043478</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Zach LaVine</th>\n",
              "      <td>2017</td>\n",
              "      <td>Zach LaVine</td>\n",
              "      <td>SG</td>\n",
              "      <td>21</td>\n",
              "      <td>MIN</td>\n",
              "      <td>47</td>\n",
              "      <td>1749</td>\n",
              "      <td>14.6</td>\n",
              "      <td>0.576</td>\n",
              "      <td>21.7</td>\n",
              "      <td>-0.3</td>\n",
              "      <td>0.8</td>\n",
              "      <td>326</td>\n",
              "      <td>710</td>\n",
              "      <td>0.459</td>\n",
              "      <td>120</td>\n",
              "      <td>310</td>\n",
              "      <td>0.387</td>\n",
              "      <td>206</td>\n",
              "      <td>400</td>\n",
              "      <td>...</td>\n",
              "      <td>104</td>\n",
              "      <td>889</td>\n",
              "      <td>37.212766</td>\n",
              "      <td>6.936170</td>\n",
              "      <td>15.106383</td>\n",
              "      <td>2.553191</td>\n",
              "      <td>6.595745</td>\n",
              "      <td>4.382979</td>\n",
              "      <td>8.510638</td>\n",
              "      <td>2.489362</td>\n",
              "      <td>2.978723</td>\n",
              "      <td>0.382979</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>3.382979</td>\n",
              "      <td>2.957447</td>\n",
              "      <td>0.872340</td>\n",
              "      <td>0.212766</td>\n",
              "      <td>1.808511</td>\n",
              "      <td>2.212766</td>\n",
              "      <td>18.914894</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Zach Randolph</th>\n",
              "      <td>2017</td>\n",
              "      <td>Zach Randolph</td>\n",
              "      <td>PF</td>\n",
              "      <td>35</td>\n",
              "      <td>MEM</td>\n",
              "      <td>73</td>\n",
              "      <td>1786</td>\n",
              "      <td>18.5</td>\n",
              "      <td>0.490</td>\n",
              "      <td>29.2</td>\n",
              "      <td>-2.1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>433</td>\n",
              "      <td>964</td>\n",
              "      <td>0.449</td>\n",
              "      <td>21</td>\n",
              "      <td>94</td>\n",
              "      <td>0.223</td>\n",
              "      <td>412</td>\n",
              "      <td>870</td>\n",
              "      <td>...</td>\n",
              "      <td>136</td>\n",
              "      <td>1028</td>\n",
              "      <td>24.465753</td>\n",
              "      <td>5.931507</td>\n",
              "      <td>13.205479</td>\n",
              "      <td>0.287671</td>\n",
              "      <td>1.287671</td>\n",
              "      <td>5.643836</td>\n",
              "      <td>11.917808</td>\n",
              "      <td>1.931507</td>\n",
              "      <td>2.643836</td>\n",
              "      <td>2.493151</td>\n",
              "      <td>5.698630</td>\n",
              "      <td>8.191781</td>\n",
              "      <td>1.671233</td>\n",
              "      <td>0.520548</td>\n",
              "      <td>0.136986</td>\n",
              "      <td>1.356164</td>\n",
              "      <td>1.863014</td>\n",
              "      <td>14.082192</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Zaza Pachulia</th>\n",
              "      <td>2017</td>\n",
              "      <td>Zaza Pachulia</td>\n",
              "      <td>C</td>\n",
              "      <td>32</td>\n",
              "      <td>GSW</td>\n",
              "      <td>70</td>\n",
              "      <td>1268</td>\n",
              "      <td>16.1</td>\n",
              "      <td>0.588</td>\n",
              "      <td>15.3</td>\n",
              "      <td>2.7</td>\n",
              "      <td>1.5</td>\n",
              "      <td>164</td>\n",
              "      <td>307</td>\n",
              "      <td>0.534</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0.000</td>\n",
              "      <td>164</td>\n",
              "      <td>305</td>\n",
              "      <td>...</td>\n",
              "      <td>166</td>\n",
              "      <td>426</td>\n",
              "      <td>18.114286</td>\n",
              "      <td>2.342857</td>\n",
              "      <td>4.385714</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.028571</td>\n",
              "      <td>2.342857</td>\n",
              "      <td>4.357143</td>\n",
              "      <td>1.400000</td>\n",
              "      <td>1.800000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>3.857143</td>\n",
              "      <td>5.857143</td>\n",
              "      <td>1.885714</td>\n",
              "      <td>0.842857</td>\n",
              "      <td>0.471429</td>\n",
              "      <td>1.257143</td>\n",
              "      <td>2.371429</td>\n",
              "      <td>6.085714</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>486 rows × 52 columns</p>\n",
              "</div>\n",
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          },
          "metadata": {},
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(by_player.columns)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qV_o3HCwJQMb",
        "outputId": "2a55ce48-8632-4600-d286-c3ee08a29dbb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Index(['Year', 'Player', 'Pos', 'Age', 'Tm', 'G', 'MP', 'PER', 'TS%', 'USG%',\n",
            "       'BPM', 'VORP', 'FG', 'FGA', 'FG%', '3P', '3PA', '3P%', '2P', '2PA',\n",
            "       '2P%', 'eFG%', 'FT', 'FTA', 'FT%', 'ORB', 'DRB', 'TRB', 'AST', 'STL',\n",
            "       'BLK', 'TOV', 'PF', 'PTS', 'MP_PG', 'FG_PG', 'FGA_PG', '3P_PG',\n",
            "       '3PA_PG', '2P_PG', '2PA_PG', 'FT_PG', 'FTA_PG', 'ORB_PG', 'DRB_PG',\n",
            "       'TRB_PG', 'AST_PG', 'STL_PG', 'BLK_PG', 'TOV_PG', 'PF_PG', 'PTS_PG'],\n",
            "      dtype='object')\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# formatting values in newly calculated per game columns\n",
        "\n",
        "by_player[per_game_cols] = by_player[per_game_cols].round(3)\n",
        "by_player[per_game_cols]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 658
        },
        "id": "_T4O7ESVOuOM",
        "outputId": "c697bd20-daf1-45ba-b16d-7598ce1d553a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  MP_PG  FG_PG  FGA_PG  3P_PG  3PA_PG  2P_PG  2PA_PG  FT_PG  \\\n",
              "Player_Name                                                                   \n",
              "A.J. Hammons      7.409  0.773   1.909  0.227   0.455  0.545   1.455  0.409   \n",
              "Aaron Brooks     13.754  1.862   4.615  0.738   1.969  1.123   2.646  0.492   \n",
              "Aaron Gordon     28.725  4.912  10.812  0.962   3.338  3.950   7.475  1.950   \n",
              "Aaron Harrison    3.400  0.000   0.800  0.000   0.400  0.000   0.400  0.200   \n",
              "Adreian Payne     7.500  1.278   3.000  0.167   0.833  1.111   2.167  0.778   \n",
              "...                 ...    ...     ...    ...     ...    ...     ...    ...   \n",
              "Wilson Chandler  30.944  6.099  13.225  1.549   4.592  4.549   8.634  1.986   \n",
              "Yogi Ferrell     26.022  3.478   8.565  1.478   3.826  2.000   4.739  1.609   \n",
              "Zach LaVine      37.213  6.936  15.106  2.553   6.596  4.383   8.511  2.489   \n",
              "Zach Randolph    24.466  5.932  13.205  0.288   1.288  5.644  11.918  1.932   \n",
              "Zaza Pachulia    18.114  2.343   4.386  0.000   0.029  2.343   4.357  1.400   \n",
              "\n",
              "                 FTA_PG  ORB_PG  DRB_PG  TRB_PG  AST_PG  STL_PG  BLK_PG  \\\n",
              "Player_Name                                                               \n",
              "A.J. Hammons      0.909   0.364   1.273   1.636   0.182   0.045   0.591   \n",
              "Aaron Brooks      0.615   0.277   0.785   1.062   1.923   0.385   0.138   \n",
              "Aaron Gordon      2.712   1.450   3.612   5.062   1.875   0.800   0.500   \n",
              "Aaron Harrison    0.400   0.000   0.600   0.600   0.600   0.000   0.000   \n",
              "Adreian Payne     1.056   0.500   1.333   1.833   0.389   0.444   0.389   \n",
              "...                 ...     ...     ...     ...     ...     ...     ...   \n",
              "Wilson Chandler   2.732   1.451   5.014   6.465   1.986   0.732   0.423   \n",
              "Yogi Ferrell      1.935   0.435   1.978   2.413   3.739   0.913   0.196   \n",
              "Zach LaVine       2.979   0.383   3.000   3.383   2.957   0.872   0.213   \n",
              "Zach Randolph     2.644   2.493   5.699   8.192   1.671   0.521   0.137   \n",
              "Zaza Pachulia     1.800   2.000   3.857   5.857   1.886   0.843   0.471   \n",
              "\n",
              "                 TOV_PG  PF_PG  PTS_PG  \n",
              "Player_Name                             \n",
              "A.J. Hammons      0.455  0.955   2.182  \n",
              "Aaron Brooks      1.015  1.431   4.954  \n",
              "Aaron Gordon      1.112  2.150  12.738  \n",
              "Aaron Harrison    0.000  0.400   0.200  \n",
              "Adreian Payne     0.444  1.778   3.500  \n",
              "...                 ...    ...     ...  \n",
              "Wilson Chandler   1.606  2.423  15.732  \n",
              "Yogi Ferrell      1.522  1.957  10.043  \n",
              "Zach LaVine       1.809  2.213  18.915  \n",
              "Zach Randolph     1.356  1.863  14.082  \n",
              "Zaza Pachulia     1.257  2.371   6.086  \n",
              "\n",
              "[486 rows x 18 columns]"
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              "      <th>3P_PG</th>\n",
              "      <th>3PA_PG</th>\n",
              "      <th>2P_PG</th>\n",
              "      <th>2PA_PG</th>\n",
              "      <th>FT_PG</th>\n",
              "      <th>FTA_PG</th>\n",
              "      <th>ORB_PG</th>\n",
              "      <th>DRB_PG</th>\n",
              "      <th>TRB_PG</th>\n",
              "      <th>AST_PG</th>\n",
              "      <th>STL_PG</th>\n",
              "      <th>BLK_PG</th>\n",
              "      <th>TOV_PG</th>\n",
              "      <th>PF_PG</th>\n",
              "      <th>PTS_PG</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Player_Name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>A.J. Hammons</th>\n",
              "      <td>7.409</td>\n",
              "      <td>0.773</td>\n",
              "      <td>1.909</td>\n",
              "      <td>0.227</td>\n",
              "      <td>0.455</td>\n",
              "      <td>0.545</td>\n",
              "      <td>1.455</td>\n",
              "      <td>0.409</td>\n",
              "      <td>0.909</td>\n",
              "      <td>0.364</td>\n",
              "      <td>1.273</td>\n",
              "      <td>1.636</td>\n",
              "      <td>0.182</td>\n",
              "      <td>0.045</td>\n",
              "      <td>0.591</td>\n",
              "      <td>0.455</td>\n",
              "      <td>0.955</td>\n",
              "      <td>2.182</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Aaron Brooks</th>\n",
              "      <td>13.754</td>\n",
              "      <td>1.862</td>\n",
              "      <td>4.615</td>\n",
              "      <td>0.738</td>\n",
              "      <td>1.969</td>\n",
              "      <td>1.123</td>\n",
              "      <td>2.646</td>\n",
              "      <td>0.492</td>\n",
              "      <td>0.615</td>\n",
              "      <td>0.277</td>\n",
              "      <td>0.785</td>\n",
              "      <td>1.062</td>\n",
              "      <td>1.923</td>\n",
              "      <td>0.385</td>\n",
              "      <td>0.138</td>\n",
              "      <td>1.015</td>\n",
              "      <td>1.431</td>\n",
              "      <td>4.954</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Aaron Gordon</th>\n",
              "      <td>28.725</td>\n",
              "      <td>4.912</td>\n",
              "      <td>10.812</td>\n",
              "      <td>0.962</td>\n",
              "      <td>3.338</td>\n",
              "      <td>3.950</td>\n",
              "      <td>7.475</td>\n",
              "      <td>1.950</td>\n",
              "      <td>2.712</td>\n",
              "      <td>1.450</td>\n",
              "      <td>3.612</td>\n",
              "      <td>5.062</td>\n",
              "      <td>1.875</td>\n",
              "      <td>0.800</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.112</td>\n",
              "      <td>2.150</td>\n",
              "      <td>12.738</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Aaron Harrison</th>\n",
              "      <td>3.400</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.800</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.400</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.400</td>\n",
              "      <td>0.200</td>\n",
              "      <td>0.400</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.600</td>\n",
              "      <td>0.600</td>\n",
              "      <td>0.600</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.400</td>\n",
              "      <td>0.200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Adreian Payne</th>\n",
              "      <td>7.500</td>\n",
              "      <td>1.278</td>\n",
              "      <td>3.000</td>\n",
              "      <td>0.167</td>\n",
              "      <td>0.833</td>\n",
              "      <td>1.111</td>\n",
              "      <td>2.167</td>\n",
              "      <td>0.778</td>\n",
              "      <td>1.056</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.333</td>\n",
              "      <td>1.833</td>\n",
              "      <td>0.389</td>\n",
              "      <td>0.444</td>\n",
              "      <td>0.389</td>\n",
              "      <td>0.444</td>\n",
              "      <td>1.778</td>\n",
              "      <td>3.500</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Wilson Chandler</th>\n",
              "      <td>30.944</td>\n",
              "      <td>6.099</td>\n",
              "      <td>13.225</td>\n",
              "      <td>1.549</td>\n",
              "      <td>4.592</td>\n",
              "      <td>4.549</td>\n",
              "      <td>8.634</td>\n",
              "      <td>1.986</td>\n",
              "      <td>2.732</td>\n",
              "      <td>1.451</td>\n",
              "      <td>5.014</td>\n",
              "      <td>6.465</td>\n",
              "      <td>1.986</td>\n",
              "      <td>0.732</td>\n",
              "      <td>0.423</td>\n",
              "      <td>1.606</td>\n",
              "      <td>2.423</td>\n",
              "      <td>15.732</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Yogi Ferrell</th>\n",
              "      <td>26.022</td>\n",
              "      <td>3.478</td>\n",
              "      <td>8.565</td>\n",
              "      <td>1.478</td>\n",
              "      <td>3.826</td>\n",
              "      <td>2.000</td>\n",
              "      <td>4.739</td>\n",
              "      <td>1.609</td>\n",
              "      <td>1.935</td>\n",
              "      <td>0.435</td>\n",
              "      <td>1.978</td>\n",
              "      <td>2.413</td>\n",
              "      <td>3.739</td>\n",
              "      <td>0.913</td>\n",
              "      <td>0.196</td>\n",
              "      <td>1.522</td>\n",
              "      <td>1.957</td>\n",
              "      <td>10.043</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Zach LaVine</th>\n",
              "      <td>37.213</td>\n",
              "      <td>6.936</td>\n",
              "      <td>15.106</td>\n",
              "      <td>2.553</td>\n",
              "      <td>6.596</td>\n",
              "      <td>4.383</td>\n",
              "      <td>8.511</td>\n",
              "      <td>2.489</td>\n",
              "      <td>2.979</td>\n",
              "      <td>0.383</td>\n",
              "      <td>3.000</td>\n",
              "      <td>3.383</td>\n",
              "      <td>2.957</td>\n",
              "      <td>0.872</td>\n",
              "      <td>0.213</td>\n",
              "      <td>1.809</td>\n",
              "      <td>2.213</td>\n",
              "      <td>18.915</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Zach Randolph</th>\n",
              "      <td>24.466</td>\n",
              "      <td>5.932</td>\n",
              "      <td>13.205</td>\n",
              "      <td>0.288</td>\n",
              "      <td>1.288</td>\n",
              "      <td>5.644</td>\n",
              "      <td>11.918</td>\n",
              "      <td>1.932</td>\n",
              "      <td>2.644</td>\n",
              "      <td>2.493</td>\n",
              "      <td>5.699</td>\n",
              "      <td>8.192</td>\n",
              "      <td>1.671</td>\n",
              "      <td>0.521</td>\n",
              "      <td>0.137</td>\n",
              "      <td>1.356</td>\n",
              "      <td>1.863</td>\n",
              "      <td>14.082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Zaza Pachulia</th>\n",
              "      <td>18.114</td>\n",
              "      <td>2.343</td>\n",
              "      <td>4.386</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.029</td>\n",
              "      <td>2.343</td>\n",
              "      <td>4.357</td>\n",
              "      <td>1.400</td>\n",
              "      <td>1.800</td>\n",
              "      <td>2.000</td>\n",
              "      <td>3.857</td>\n",
              "      <td>5.857</td>\n",
              "      <td>1.886</td>\n",
              "      <td>0.843</td>\n",
              "      <td>0.471</td>\n",
              "      <td>1.257</td>\n",
              "      <td>2.371</td>\n",
              "      <td>6.086</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>486 rows × 18 columns</p>\n",
              "</div>\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The new columns have been added and formatted. Let's see how it looks versus the season totals bubble chart using the same criteria."
      ],
      "metadata": {
        "id": "ifega1CnQkKy"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Usage rate vs. Points"
      ],
      "metadata": {
        "id": "4sLDwYEyQQSe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig1 = px.scatter(by_player.query('Year == 2017 & PTS > 750 & MP > 1984 & BPM > .75'), x='USG%', y='PTS',\n",
        "\t         size='BPM', color='Pos',\n",
        "                 hover_name='Player', hover_data=['FGA', 'FG%', 'VORP', 'G'], log_x=False, size_max=60)\n",
        "\n",
        "fig1.update_layout(\n",
        "    title='2017 Top Players Season Totals',\n",
        "    title_x= .5,\n",
        "    margin_b= 0\n",
        "    )\n",
        "\n",
        "fig1.update_xaxes(\n",
        "    visible=False\n",
        ")\n",
        "\n",
        "fig2 = px.scatter(by_player.query('Year == 2017 & PTS > 750 & MP > 1984 & BPM > .75'), x='USG%', y='PTS_PG',\n",
        "\t         size='BPM', color='Pos',\n",
        "                 hover_name='Player', hover_data=['FGA_PG', 'FG%', 'VORP', 'G'], log_x=False, size_max=60)\n",
        "\n",
        "fig2.update_layout(\n",
        "    title='2017 Top Players Per Game',\n",
        "    title_x= .5,\n",
        "    title_y= 0,\n",
        ")\n",
        "\n",
        "fig2.update_xaxes(\n",
        "    \n",
        ")\n",
        "\n",
        "fig1.show()\n",
        "fig2.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "M09ISEIh7CFb",
        "outputId": "b8c05c83-cece-4d84-fc15-7350d0ebca4e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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    },
    {
      "cell_type": "markdown",
      "source": [
        "*Note: the bigger the bubble, the larger the player's box-score plus minus average (i.e. point delta between his team and the opponent while he was on the floor versus off)*\n",
        "\n",
        "The second graph might be a better indicator of a player's value with the knowledge that all these players played over 750 minutes AND maintained their production throughout their respective seasons.\n",
        "\n",
        "As a whole, the sample is packed more tightly along the trend line in plot 2 vs. plot 1. Filter each position separately and see which grouping narrowed most along its trendline."
      ],
      "metadata": {
        "id": "ekx92HcSNIUr"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Minutes per game vs. Points"
      ],
      "metadata": {
        "id": "amUviDqsQKEn"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's swap the x-axis out with a new one. Substituting minutes played per game for usage rate might show us some new insight.\n",
        "\n",
        "Again we'll compare the total and per game averages for players with the same conditions, this time using minutes played instead of usage."
      ],
      "metadata": {
        "id": "7LAXHxj9Qg9-"
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      "source": [
        "fig1 = px.scatter(by_player.query('Year == 2017 & PTS > 750 & MP > 1984 & BPM > .75'), x='MP_PG', y='PTS',\n",
        "\t         size='BPM', color='Pos',\n",
        "                 hover_name='Player', hover_data=['FGA', 'FG%', 'VORP', 'G'], log_x=False, size_max=60)\n",
        "\n",
        "fig1.update_layout(\n",
        "    title='2017 Top Players Season Totals',\n",
        "    title_x= .5,\n",
        "    margin_b= 0\n",
        "    )\n",
        "\n",
        "fig1.update_xaxes(\n",
        "    visible=False\n",
        ")\n",
        "\n",
        "fig2 = px.scatter(by_player.query('Year == 2017 & PTS > 750 & MP > 1984 & BPM > .75'), x='MP_PG', y='PTS_PG',\n",
        "\t         size='BPM', color='Pos',\n",
        "                 hover_name='Player', hover_data=['FGA_PG', 'FG%', 'VORP', 'G'], log_x=False, size_max=60)\n",
        "\n",
        "fig2.update_layout(\n",
        "    title='2017 Top Players Per Game',\n",
        "    title_x= .5,\n",
        "    title_y= 0,\n",
        ")\n",
        "\n",
        "fig2.update_xaxes(\n",
        "    \n",
        ")\n",
        "\n",
        "fig1.show()\n",
        "fig2.show()"
      ],
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        "outputId": "8959f22f-2e7c-4839-adca-2dd1760ab815"
      },
      "execution_count": null,
      "outputs": [
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        "*Note: the bigger the bubble, the larger the player's box-score plus minus average (i.e. point delta between his team and the opponent while he was on the floor versus off)*\n",
        "\n",
        "You'll notice the slightly tighter grouping of the sample in plot 2 versus plot 1, just like our first example.\n",
        "\n",
        "Another thing that jumps out is that the biggest bubble on the plot -- Russell Westbrook -- is **not** the farthest right. In other words, he averaged more points each game in fewer minutes. There are over 10 players who averaged more minutes than Westbrook, but didn't manage to score as much. "
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        "LeBron James led the league in minutes played per game with an average of 37.8 but scored on average 5 fewer points than Westbrook per game (31.6 PPG --> 26.4 PPG). \n",
        "\n",
        "Can we really call him the goat?... We'll just have to save that debate for another exploratory analysis ;)"
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