pandas_read_html_for_webscraping.ipynb

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  "metadata": {
    "colab": {
      "name": "pandas-read-html-for-webscraping.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5WNm0Jm7Sg_B",
        "colab_type": "text"
      },
      "source": [
        "# **Using pandas read_html to Web Scrape Data for Data Science** \n",
        "\n",
        "Chanin Nantasenamat\n",
        "\n",
        "<i>[Data Professor YouTube channel](http://youtube.com/dataprofessor), http://youtube.com/dataprofessor </i>\n",
        "\n",
        "In this Jupyter notebook, I will be showing you how to easily web scrape data using pandas read_html() function for your data science project. We will be web scraping NBA player stats data and perform a quick data exploration."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jsGSzqADSa0o",
        "colab_type": "text"
      },
      "source": [
        "## **URL to the webpage \"2018-19 NBA Player Stats: Per Game\"**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-AQZU0n4StVq",
        "colab_type": "text"
      },
      "source": [
        "### Method 1\n",
        "\n",
        "We could modularize the URL and year strings of text that may be useful for programmatic access (in the subsequent code cell)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pGkHgtANQ4b2",
        "colab_type": "code",
        "outputId": "ff2ecd23-f31c-4b41-ab47-fa85bbfc04b3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "# The Building Blocks\n",
        "year = '2019'\n",
        "str = 'https://www.basketball-reference.com/leagues/NBA_{}_per_game.html'\n",
        "\n",
        "# Combining the URL + year strings together\n",
        "url = str.format(year)\n",
        "url"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'https://www.basketball-reference.com/leagues/NBA_2019_per_game.html'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ySZux1-hWLbX",
        "colab_type": "text"
      },
      "source": [
        "Now, let's programmatically return a list of URL given a list of years (e.g. 2015,2016,2017,2018,2019)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JSw9Q7s7VQyd",
        "colab_type": "code",
        "outputId": "405110a8-72a6-4172-eb17-1c229a2e9341",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 107
        }
      },
      "source": [
        "years = [2015,2016,2017,2018,2019]\n",
        "str = 'https://www.basketball-reference.com/leagues/NBA_{}_per_game.html'\n",
        "\n",
        "for year in years:\n",
        "  url = str.format(year)\n",
        "  print(url)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "https://www.basketball-reference.com/leagues/NBA_2015_per_game.html\n",
            "https://www.basketball-reference.com/leagues/NBA_2016_per_game.html\n",
            "https://www.basketball-reference.com/leagues/NBA_2017_per_game.html\n",
            "https://www.basketball-reference.com/leagues/NBA_2018_per_game.html\n",
            "https://www.basketball-reference.com/leagues/NBA_2019_per_game.html\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wlDt8TTxSvEz",
        "colab_type": "text"
      },
      "source": [
        "Method 2"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-x78Rt_iRmCa",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "url = 'https://www.basketball-reference.com/leagues/NBA_2019_per_game.html'"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fhVY2xJJS0FU",
        "colab_type": "text"
      },
      "source": [
        "## **Read HTML webpage into pandas**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yE_EfE-gPW1a",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Sk1EUVeFUXPq",
        "colab_type": "text"
      },
      "source": [
        "### Using pd.read_html() function to read HTML webpage"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4sLS78K-S-r2",
        "colab_type": "code",
        "outputId": "7c98cfe0-d520-4752-b000-bb76fa43347b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "df = pd.read_html(url, header = 0)\n",
        "df"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[      Rk        Player Pos Age   Tm   G  GS  ...  TRB  AST  STL  BLK  TOV   PF   PTS\n",
              " 0      1  Álex Abrines  SG  25  OKC  31   2  ...  1.5  0.6  0.5  0.2  0.5  1.7   5.3\n",
              " 1      2    Quincy Acy  PF  28  PHO  10   0  ...  2.5  0.8  0.1  0.4  0.4  2.4   1.7\n",
              " 2      3  Jaylen Adams  PG  22  ATL  34   1  ...  1.8  1.9  0.4  0.1  0.8  1.3   3.2\n",
              " 3      4  Steven Adams   C  25  OKC  80  80  ...  9.5  1.6  1.5  1.0  1.7  2.6  13.9\n",
              " 4      5   Bam Adebayo   C  21  MIA  82  28  ...  7.3  2.2  0.9  0.8  1.5  2.5   8.9\n",
              " ..   ...           ...  ..  ..  ...  ..  ..  ...  ...  ...  ...  ...  ...  ...   ...\n",
              " 729  528  Tyler Zeller   C  29  MEM   4   1  ...  4.5  0.8  0.3  0.8  1.0  4.0  11.5\n",
              " 730  529    Ante Žižić   C  22  CLE  59  25  ...  5.4  0.9  0.2  0.4  1.0  1.9   7.8\n",
              " 731  530   Ivica Zubac   C  21  TOT  59  37  ...  6.1  1.1  0.2  0.9  1.2  2.3   8.9\n",
              " 732  530   Ivica Zubac   C  21  LAL  33  12  ...  4.9  0.8  0.1  0.8  1.0  2.2   8.5\n",
              " 733  530   Ivica Zubac   C  21  LAC  26  25  ...  7.7  1.5  0.4  0.9  1.4  2.5   9.4\n",
              " \n",
              " [734 rows x 30 columns]]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iVtWB7zuUWIp",
        "colab_type": "text"
      },
      "source": [
        "### How many tables are there in the webpage?"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BdIXrthuTApH",
        "colab_type": "code",
        "outputId": "07350119-b55a-49fb-c62d-7d2a680f6248",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "len(df)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "glCMVlkWU6ik",
        "colab_type": "text"
      },
      "source": [
        "### Select the first table"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Pv0NHbFeTrEp",
        "colab_type": "code",
        "outputId": "f54f309e-6321-4267-9bb1-d0a9c6c050a9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 609
        }
      },
      "source": [
        "df[0]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Rk</th>\n",
              "      <th>Player</th>\n",
              "      <th>Pos</th>\n",
              "      <th>Age</th>\n",
              "      <th>Tm</th>\n",
              "      <th>G</th>\n",
              "      <th>GS</th>\n",
              "      <th>MP</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>0</th>\n",
              "      <td>1</td>\n",
              "      <td>Álex Abrines</td>\n",
              "      <td>SG</td>\n",
              "      <td>25</td>\n",
              "      <td>OKC</td>\n",
              "      <td>31</td>\n",
              "      <td>2</td>\n",
              "      <td>19.0</td>\n",
              "      <td>1.8</td>\n",
              "      <td>5.1</td>\n",
              "      <td>.357</td>\n",
              "      <td>1.3</td>\n",
              "      <td>4.1</td>\n",
              "      <td>.323</td>\n",
              "      <td>0.5</td>\n",
              "      <td>1.0</td>\n",
              "      <td>.500</td>\n",
              "      <td>.487</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.4</td>\n",
              "      <td>.923</td>\n",
              "      <td>0.2</td>\n",
              "      <td>1.4</td>\n",
              "      <td>1.5</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.5</td>\n",
              "      <td>1.7</td>\n",
              "      <td>5.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>Quincy Acy</td>\n",
              "      <td>PF</td>\n",
              "      <td>28</td>\n",
              "      <td>PHO</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>12.3</td>\n",
              "      <td>0.4</td>\n",
              "      <td>1.8</td>\n",
              "      <td>.222</td>\n",
              "      <td>0.2</td>\n",
              "      <td>1.5</td>\n",
              "      <td>.133</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.3</td>\n",
              "      <td>.667</td>\n",
              "      <td>.278</td>\n",
              "      <td>0.7</td>\n",
              "      <td>1.0</td>\n",
              "      <td>.700</td>\n",
              "      <td>0.3</td>\n",
              "      <td>2.2</td>\n",
              "      <td>2.5</td>\n",
              "      <td>0.8</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.4</td>\n",
              "      <td>2.4</td>\n",
              "      <td>1.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>Jaylen Adams</td>\n",
              "      <td>PG</td>\n",
              "      <td>22</td>\n",
              "      <td>ATL</td>\n",
              "      <td>34</td>\n",
              "      <td>1</td>\n",
              "      <td>12.6</td>\n",
              "      <td>1.1</td>\n",
              "      <td>3.2</td>\n",
              "      <td>.345</td>\n",
              "      <td>0.7</td>\n",
              "      <td>2.2</td>\n",
              "      <td>.338</td>\n",
              "      <td>0.4</td>\n",
              "      <td>1.1</td>\n",
              "      <td>.361</td>\n",
              "      <td>.459</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.3</td>\n",
              "      <td>.778</td>\n",
              "      <td>0.3</td>\n",
              "      <td>1.4</td>\n",
              "      <td>1.8</td>\n",
              "      <td>1.9</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.8</td>\n",
              "      <td>1.3</td>\n",
              "      <td>3.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>Steven Adams</td>\n",
              "      <td>C</td>\n",
              "      <td>25</td>\n",
              "      <td>OKC</td>\n",
              "      <td>80</td>\n",
              "      <td>80</td>\n",
              "      <td>33.4</td>\n",
              "      <td>6.0</td>\n",
              "      <td>10.1</td>\n",
              "      <td>.595</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>.000</td>\n",
              "      <td>6.0</td>\n",
              "      <td>10.1</td>\n",
              "      <td>.596</td>\n",
              "      <td>.595</td>\n",
              "      <td>1.8</td>\n",
              "      <td>3.7</td>\n",
              "      <td>.500</td>\n",
              "      <td>4.9</td>\n",
              "      <td>4.6</td>\n",
              "      <td>9.5</td>\n",
              "      <td>1.6</td>\n",
              "      <td>1.5</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.7</td>\n",
              "      <td>2.6</td>\n",
              "      <td>13.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>Bam Adebayo</td>\n",
              "      <td>C</td>\n",
              "      <td>21</td>\n",
              "      <td>MIA</td>\n",
              "      <td>82</td>\n",
              "      <td>28</td>\n",
              "      <td>23.3</td>\n",
              "      <td>3.4</td>\n",
              "      <td>5.9</td>\n",
              "      <td>.576</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2</td>\n",
              "      <td>.200</td>\n",
              "      <td>3.4</td>\n",
              "      <td>5.7</td>\n",
              "      <td>.588</td>\n",
              "      <td>.579</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.8</td>\n",
              "      <td>.735</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.3</td>\n",
              "      <td>7.3</td>\n",
              "      <td>2.2</td>\n",
              "      <td>0.9</td>\n",
              "      <td>0.8</td>\n",
              "      <td>1.5</td>\n",
              "      <td>2.5</td>\n",
              "      <td>8.9</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>729</th>\n",
              "      <td>528</td>\n",
              "      <td>Tyler Zeller</td>\n",
              "      <td>C</td>\n",
              "      <td>29</td>\n",
              "      <td>MEM</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>20.5</td>\n",
              "      <td>4.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>.571</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>.571</td>\n",
              "      <td>.571</td>\n",
              "      <td>3.5</td>\n",
              "      <td>4.5</td>\n",
              "      <td>.778</td>\n",
              "      <td>2.3</td>\n",
              "      <td>2.3</td>\n",
              "      <td>4.5</td>\n",
              "      <td>0.8</td>\n",
              "      <td>0.3</td>\n",
              "      <td>0.8</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>11.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>730</th>\n",
              "      <td>529</td>\n",
              "      <td>Ante Žižić</td>\n",
              "      <td>C</td>\n",
              "      <td>22</td>\n",
              "      <td>CLE</td>\n",
              "      <td>59</td>\n",
              "      <td>25</td>\n",
              "      <td>18.3</td>\n",
              "      <td>3.1</td>\n",
              "      <td>5.6</td>\n",
              "      <td>.553</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.1</td>\n",
              "      <td>5.6</td>\n",
              "      <td>.553</td>\n",
              "      <td>.553</td>\n",
              "      <td>1.6</td>\n",
              "      <td>2.2</td>\n",
              "      <td>.705</td>\n",
              "      <td>1.8</td>\n",
              "      <td>3.6</td>\n",
              "      <td>5.4</td>\n",
              "      <td>0.9</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.4</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.9</td>\n",
              "      <td>7.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>731</th>\n",
              "      <td>530</td>\n",
              "      <td>Ivica Zubac</td>\n",
              "      <td>C</td>\n",
              "      <td>21</td>\n",
              "      <td>TOT</td>\n",
              "      <td>59</td>\n",
              "      <td>37</td>\n",
              "      <td>17.6</td>\n",
              "      <td>3.6</td>\n",
              "      <td>6.4</td>\n",
              "      <td>.559</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.6</td>\n",
              "      <td>6.4</td>\n",
              "      <td>.559</td>\n",
              "      <td>.559</td>\n",
              "      <td>1.7</td>\n",
              "      <td>2.1</td>\n",
              "      <td>.802</td>\n",
              "      <td>1.9</td>\n",
              "      <td>4.2</td>\n",
              "      <td>6.1</td>\n",
              "      <td>1.1</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.9</td>\n",
              "      <td>1.2</td>\n",
              "      <td>2.3</td>\n",
              "      <td>8.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>732</th>\n",
              "      <td>530</td>\n",
              "      <td>Ivica Zubac</td>\n",
              "      <td>C</td>\n",
              "      <td>21</td>\n",
              "      <td>LAL</td>\n",
              "      <td>33</td>\n",
              "      <td>12</td>\n",
              "      <td>15.6</td>\n",
              "      <td>3.4</td>\n",
              "      <td>5.8</td>\n",
              "      <td>.580</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.4</td>\n",
              "      <td>5.8</td>\n",
              "      <td>.580</td>\n",
              "      <td>.580</td>\n",
              "      <td>1.7</td>\n",
              "      <td>2.0</td>\n",
              "      <td>.864</td>\n",
              "      <td>1.6</td>\n",
              "      <td>3.3</td>\n",
              "      <td>4.9</td>\n",
              "      <td>0.8</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.8</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.2</td>\n",
              "      <td>8.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>733</th>\n",
              "      <td>530</td>\n",
              "      <td>Ivica Zubac</td>\n",
              "      <td>C</td>\n",
              "      <td>21</td>\n",
              "      <td>LAC</td>\n",
              "      <td>26</td>\n",
              "      <td>25</td>\n",
              "      <td>20.2</td>\n",
              "      <td>3.8</td>\n",
              "      <td>7.2</td>\n",
              "      <td>.538</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.8</td>\n",
              "      <td>7.2</td>\n",
              "      <td>.538</td>\n",
              "      <td>.538</td>\n",
              "      <td>1.7</td>\n",
              "      <td>2.3</td>\n",
              "      <td>.733</td>\n",
              "      <td>2.3</td>\n",
              "      <td>5.3</td>\n",
              "      <td>7.7</td>\n",
              "      <td>1.5</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.9</td>\n",
              "      <td>1.4</td>\n",
              "      <td>2.5</td>\n",
              "      <td>9.4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>734 rows × 30 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      Rk        Player Pos Age   Tm   G  GS  ...  TRB  AST  STL  BLK  TOV   PF   PTS\n",
              "0      1  Álex Abrines  SG  25  OKC  31   2  ...  1.5  0.6  0.5  0.2  0.5  1.7   5.3\n",
              "1      2    Quincy Acy  PF  28  PHO  10   0  ...  2.5  0.8  0.1  0.4  0.4  2.4   1.7\n",
              "2      3  Jaylen Adams  PG  22  ATL  34   1  ...  1.8  1.9  0.4  0.1  0.8  1.3   3.2\n",
              "3      4  Steven Adams   C  25  OKC  80  80  ...  9.5  1.6  1.5  1.0  1.7  2.6  13.9\n",
              "4      5   Bam Adebayo   C  21  MIA  82  28  ...  7.3  2.2  0.9  0.8  1.5  2.5   8.9\n",
              "..   ...           ...  ..  ..  ...  ..  ..  ...  ...  ...  ...  ...  ...  ...   ...\n",
              "729  528  Tyler Zeller   C  29  MEM   4   1  ...  4.5  0.8  0.3  0.8  1.0  4.0  11.5\n",
              "730  529    Ante Žižić   C  22  CLE  59  25  ...  5.4  0.9  0.2  0.4  1.0  1.9   7.8\n",
              "731  530   Ivica Zubac   C  21  TOT  59  37  ...  6.1  1.1  0.2  0.9  1.2  2.3   8.9\n",
              "732  530   Ivica Zubac   C  21  LAL  33  12  ...  4.9  0.8  0.1  0.8  1.0  2.2   8.5\n",
              "733  530   Ivica Zubac   C  21  LAC  26  25  ...  7.7  1.5  0.4  0.9  1.4  2.5   9.4\n",
              "\n",
              "[734 rows x 30 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "owwSCuZYU-sT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df2019 = df[0]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LnK9JHQ9VFkq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "laW205ykvn0S",
        "colab_type": "text"
      },
      "source": [
        "## Data cleaning"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b-cH41xd54Tw",
        "colab_type": "text"
      },
      "source": [
        "We can see that the table header is presented multiple times in several rows."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6St9yeuZg9rf",
        "colab_type": "code",
        "outputId": "52413e55-62b5-4d5d-9f20-b32d9b60dc7e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 875
        }
      },
      "source": [
        "df2019[df2019.Age == 'Age']"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Rk</th>\n",
              "      <th>Player</th>\n",
              "      <th>Pos</th>\n",
              "      <th>Age</th>\n",
              "      <th>Tm</th>\n",
              "      <th>G</th>\n",
              "      <th>GS</th>\n",
              "      <th>MP</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>22</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>161</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>186</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>217</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>244</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>269</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>297</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>324</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>349</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>382</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>411</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>438</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>468</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>498</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>527</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>554</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>579</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>606</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>642</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>671</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>694</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>715</th>\n",
              "      <td>Rk</td>\n",
              "      <td>Player</td>\n",
              "      <td>Pos</td>\n",
              "      <td>Age</td>\n",
              "      <td>Tm</td>\n",
              "      <td>G</td>\n",
              "      <td>GS</td>\n",
              "      <td>MP</td>\n",
              "      <td>FG</td>\n",
              "      <td>FGA</td>\n",
              "      <td>FG%</td>\n",
              "      <td>3P</td>\n",
              "      <td>3PA</td>\n",
              "      <td>3P%</td>\n",
              "      <td>2P</td>\n",
              "      <td>2PA</td>\n",
              "      <td>2P%</td>\n",
              "      <td>eFG%</td>\n",
              "      <td>FT</td>\n",
              "      <td>FTA</td>\n",
              "      <td>FT%</td>\n",
              "      <td>ORB</td>\n",
              "      <td>DRB</td>\n",
              "      <td>TRB</td>\n",
              "      <td>AST</td>\n",
              "      <td>STL</td>\n",
              "      <td>BLK</td>\n",
              "      <td>TOV</td>\n",
              "      <td>PF</td>\n",
              "      <td>PTS</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "22   Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "49   Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "70   Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "97   Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "132  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "161  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "186  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "217  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "244  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "269  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "297  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "324  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "349  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "382  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "411  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "438  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "468  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "498  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "527  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "554  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "579  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "606  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "642  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "671  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "694  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "715  Rk  Player  Pos  Age  Tm  G  GS  MP  ...  DRB  TRB  AST  STL  BLK  TOV  PF  PTS\n",
              "\n",
              "[26 rows x 30 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rdRg9UDI5lus",
        "colab_type": "code",
        "outputId": "ef54c243-cf5b-4695-f780-7a8483ec7b51",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "len(df2019[df2019.Age == 'Age'])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "26"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lG34yiD5e_Cs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df = df2019.drop(df2019[df2019.Age == 'Age'].index)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1DwL0sq-u7wF",
        "colab_type": "code",
        "outputId": "6b159909-d654-46da-fc54-cdeab3dd5703",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "df.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(708, 30)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "o4x9M9ArXl7l",
        "colab_type": "text"
      },
      "source": [
        "## Quick Exploratory Data Analysis"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Vw0kwGHNgSMS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import seaborn as sns"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Vw77h9jPEd2z",
        "colab_type": "text"
      },
      "source": [
        "Making the histogram"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NqU0tBcuh-5V",
        "colab_type": "code",
        "outputId": "5dee0c28-2fff-4394-d464-e3fba3e58462",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        }
      },
      "source": [
        "sns.distplot(df.PTS, \n",
        "             kde=False)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2e93034e0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEGCAYAAACevtWaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aXcBxnrBEWGj",
        "colab_type": "text"
      },
      "source": [
        "Change bar line color"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ImyO9mMGkkTm",
        "colab_type": "code",
        "outputId": "f49041de-56a2-4c3f-a6f3-da321b092c3d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        }
      },
      "source": [
        "sns.distplot(df.PTS, \n",
        "             kde=False,\n",
        "             hist_kws=dict(edgecolor=\"black\", linewidth=2))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2e92c9a58>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uqkKFD4LEjoH",
        "colab_type": "text"
      },
      "source": [
        "Change bar fill colors"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RtdOAqjL34Vl",
        "colab_type": "code",
        "outputId": "4c8ebb7d-b4d1-41da-c460-bebd9ab4a33b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        }
      },
      "source": [
        "sns.distplot(df.PTS,\n",
        "             kde=False,\n",
        "             hist_kws=dict(edgecolor=\"black\", linewidth=2),\n",
        "             color='#00BFC4')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7ff2e92dacf8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Lnu9iQv+C0vtD/nSSe7tpFybZhqra3T1+HNgwzjBH4K1JvtQN20zEEBJAkk3Aq+kdwU3s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\nAAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}