DN3_Code.ipynb

{
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  "metadata": {
    "colab": {
      "provenance": [],
      "collapsed_sections": [
        "XV8fw2qsl2A4",
        "M8Sz_6v0H4Uo",
        "m-a97AJ0kI-5",
        "ikU9TNTZrLn6",
        "14vEV-_i-d2H",
        "qqosoBOwGg-2",
        "HpjaYZV9iSOf",
        "maC81ZTDooNW"
      ],
      "authorship_tag": "ABX9TyPGXeVbYxQJxvVVnqlnyW32",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/guntas-13/Data-Narrative_Tennis-Major-Tournaments/blob/main/DN3_Code.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Setting-Up and Importing Libraries**"
      ],
      "metadata": {
        "id": "XV8fw2qsl2A4"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Files will automatically download from Google Drive once this whole cell runs. No Need for re-uploading each time**"
      ],
      "metadata": {
        "id": "vmOh7iQfNTOw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install -U -q PyDrive\n",
        " \n",
        "from pydrive.auth import GoogleAuth\n",
        "from pydrive.drive import GoogleDrive\n",
        "from google.colab import auth\n",
        "from oauth2client.client import GoogleCredentials\n",
        " \n",
        "auth.authenticate_user()\n",
        "gauth = GoogleAuth()\n",
        "gauth.credentials = GoogleCredentials.get_application_default()\n",
        "drive = GoogleDrive(gauth)"
      ],
      "metadata": {
        "id": "nkWbjO5DFo9j"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "wlzjVcwrA8ZV"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "links = [\"https://drive.google.com/file/d/1hIc6Pg7DGNr4j6nLk8ZuSgrlAbejxO9L/view?usp=sharing\", \"https://drive.google.com/file/d/1av5MvvJ4s9PrcwETDooRVds3u5Mnz2WU/view?usp=share_link\", \"https://drive.google.com/file/d/1395XRX9gOep5YsY2YoivxaviK8jqcWJG/view?usp=share_link\", \"https://drive.google.com/file/d/16wnCOMY_grOMEuH9FDH1fsqd_PXpW41-/view?usp=share_link\", \"https://drive.google.com/file/d/1Pz946xTifVAtg7PxAn8s5A6ilIdrBxPr/view?usp=share_link\", \"https://drive.google.com/file/d/1iHr5hsxJAM8X-Q0Np206_PayM9Qs8pUx/view?usp=share_link\", \"https://drive.google.com/file/d/1wrPlAeTMV7ra11AE11hdNxhxlQx8PSdr/view?usp=share_link\", \"https://drive.google.com/file/d/1hrAMvDNRn4fgOvmqCTsTw7yhNzPIjh2g/view?usp=share_link\"]\n",
        "names = [\"AusOpen-men-2013.csv\", \"AusOpen-women-2013.csv\", \"FrenchOpen-men-2013.csv\", \"FrenchOpen-women-2013.csv\", \"USOpen-men-2013.csv\", \"USOpen-women-2013.csv\", \"Wimbledon-men-2013.csv\", \"Wimbledon-women-2013.csv\"]\n",
        "for i in range(8):\n",
        "  id = links[i].split(\"/\")[-2]\n",
        "  downloaded = drive.CreateFile({\"id\" : id})\n",
        "  downloaded.GetContentFile(names[i])\n",
        "\n",
        "ausM = pd.read_csv(\"AusOpen-men-2013.csv\")\n",
        "ausW = pd.read_csv(\"AusOpen-women-2013.csv\")\n",
        "fraM = pd.read_csv(\"FrenchOpen-men-2013.csv\")\n",
        "fraW = pd.read_csv(\"FrenchOpen-women-2013.csv\")\n",
        "usM = pd.read_csv(\"USOpen-men-2013.csv\")\n",
        "usW = pd.read_csv(\"USOpen-women-2013.csv\")\n",
        "wimM = pd.read_csv(\"Wimbledon-men-2013.csv\")\n",
        "wimW = pd.read_csv(\"Wimbledon-women-2013.csv\")\n",
        "ausM = ausM.fillna(0)\n",
        "ausW = ausW.fillna(0)\n",
        "fraM = fraM.fillna(0)\n",
        "fraW = fraW.fillna(0)\n",
        "usM = usM.fillna(0)\n",
        "usW = usW.fillna(0)\n",
        "wimM = wimM.fillna(0)\n",
        "wimW = wimW.fillna(0)\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%matplotlib inline"
      ],
      "metadata": {
        "id": "7vQnKPBUoDzd"
      },
      "execution_count": 97,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Libraries**"
      ],
      "metadata": {
        "id": "M8Sz_6v0H4Uo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install kaleido\n",
        "!pip install plotly>=4.0.0\n",
        "!wget https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O /usr/local/bin/orca\n",
        "!chmod +x /usr/local/bin/orca\n",
        "!apt-get install xvfb libgtk2.0-0 libgconf-2-4\n",
        "import plotly.express as px\n",
        "import plotly.figure_factory as ff\n",
        "import os\n",
        "from sklearn.linear_model import LinearRegression\n",
        "from sklearn.model_selection import train_test_split, cross_val_score, LeaveOneOut\n",
        "from sklearn.metrics import mean_squared_error, accuracy_score\n",
        "from sklearn.naive_bayes import GaussianNB\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.decomposition import PCA"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mQacnA5Oks-c",
        "outputId": "bfddb6e8-6aa0-4a70-9b65-8a2b7800d960"
      },
      "execution_count": 98,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: kaleido in /usr/local/lib/python3.10/dist-packages (0.2.1)\n",
            "/usr/local/bin/orca: Text file busy\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "libgtk2.0-0 is already the newest version (2.24.32-4ubuntu4).\n",
            "libgconf-2-4 is already the newest version (3.2.6-6ubuntu1).\n",
            "xvfb is already the newest version (2:1.20.13-1ubuntu1~20.04.8).\n",
            "0 upgraded, 0 newly installed, 0 to remove and 24 not upgraded.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import plotly.graph_objects as go"
      ],
      "metadata": {
        "id": "HJ5ktt25HZA_"
      },
      "execution_count": 99,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(ausM.shape, ausW.shape, fraM.shape, fraW.shape, usM.shape, usW.shape, wimW.shape, wimW.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d5ppHPn1DhOG",
        "outputId": "4b8f040b-855e-468a-929e-cf996048ad70"
      },
      "execution_count": 100,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(126, 42) (127, 42) (125, 42) (127, 42) (126, 42) (76, 42) (122, 42) (122, 42)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**The Column Names**"
      ],
      "metadata": {
        "id": "od49owgjNL01"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Player 1              Name of Player 1\n",
        "# Player 2              Name of Player 2\n",
        "# Result                Result of the match (0/1) - Referenced on Player 1 is Result = 1 if Player 1 wins (FNL.1>FNL.2)\n",
        "# FSP.1                 First Serve Percentage for player 1 (Real Number)\n",
        "# FSW.1                 First Serve Won by player 1 (Real Number)\n",
        "# SSP.1                 Second Serve Percentage for player 1 (Real Number)\n",
        "# SSW.1                 Second Serve Won by player 1 (Real Number)\n",
        "# ACE.1                 Aces won by player 1 (Numeric-Integer)\n",
        "# DBF.1                 Double Faults committed by player 1 (Numeric-Integer)\n",
        "# WNR.1                 Winners earned by player 1 (Numeric)\n",
        "# UFE.1                 Unforced Errors committed by player 1 (Numeric)\n",
        "# BPC.1                 Break Points Created by player 1   (Numeric)  \n",
        "# BPW.1                 Break Points Won by player 1    (Numeric) \n",
        "# NPA.1                 Net Points Attempted by player 1 (Numeric)\n",
        "# NPW.1                 Net Points Won by player 1  (Numeric)      \n",
        "# TPW.1                 Total Points Won by player 1 (Numeric)\n",
        "# ST1.1                 Set 1 result for Player 1 (Numeric-Integer)\n",
        "# ST2.1                 Set 2 Result for Player 1 (Numeric-Integer)\n",
        "# ST3.1                 Set 3 Result for Player 1 (Numeric-Integer)\n",
        "# ST4.1                 Set 4 Result for Player 1 (Numeric-Integer)\n",
        "# ST5.1                 Set 5 Result for Player 1 (Numeric-Integer) \n",
        "# FNL.1                 Final Number of Games Won by Player 1 (Numeric-Integer)\n",
        "# FSP.2                 First Serve Percentage for player 2 (Real Number)\n",
        "# FSW.2                 First Serve Won by player 2 (Real Number)\n",
        "# SSP.2                 Second Serve Percentage for player 2 (Real Number)\n",
        "# SSW.2                 Second Serve Won by player 2 (Real Number)\n",
        "# ACE.2                 Aces won by player 2 (Numeric-Integer)\n",
        "# DBF.2                 Double Faults committed by player 2 (Numeric-Integer)\n",
        "# WNR.2                 Winners earned by player 2 (Numeric)\n",
        "# UFE.2                 Unforced Errors committed by player 2 (Numeric)\n",
        "# BPC.2                 Break Points Created by player 2   (Numeric)  \n",
        "# BPW.2                 Break Points Won by player 2    (Numeric) \n",
        "# NPA.2                 Net Points Attempted by player 2 (Numeric)\n",
        "# NPW.2                 Net Points Won by player 2  (Numeric)      \n",
        "# TPW.2                 Total Points Won by player 2 (Numeric)\n",
        "# ST1.2                 Set 1 result for Player 2 (Numeric-Integer)\n",
        "# ST2.2                 Set 2 Result for Player 2 (Numeric-Integer)\n",
        "# ST3.2                 Set 3 Result for Player 2 (Numeric-Integer)\n",
        "# ST4.2                 Set 4 Result for Player 2 (Numeric-Integer)\n",
        "# ST5.2                 Set 5 Result for Player 2 (Numeric-Integer) \n",
        "# FNL.2                 Final Number of Games Won by Player 2 (Numeric-Integer)\n",
        "# Round                 Round of the tournament at which game is played (Numeric-Integer)"
      ],
      "metadata": {
        "id": "wxE5HRlpZF8Q"
      },
      "execution_count": 101,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Australia Open Men's Tournament**"
      ],
      "metadata": {
        "id": "m-a97AJ0kI-5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ausM"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "ao8JHDxgDqxe",
        "outputId": "f47d0321-d59b-46a8-9ef8-87e53a29ba76"
      },
      "execution_count": 102,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Player1             Player2  Round  Result  FNL1  FNL2  FSP.1  \\\n",
              "0         Lukas Lacko      Novak Djokovic      1       0     0     3     61   \n",
              "1      Leonardo Mayer     Albert Montanes      1       1     3     0     61   \n",
              "2    Marcos Baghdatis       Denis Istomin      1       0     0     3     52   \n",
              "3     Dmitry Tursunov     Michael Russell      1       1     3     0     53   \n",
              "4         Juan Monaco      Ernests Gulbis      1       0     1     3     76   \n",
              "..                ...                 ...    ...     ...   ...   ...    ...   \n",
              "121       Andy Murray       Roger Federer      5       0     1     3     61   \n",
              "122      Rafael Nadal     Grigor Dimitrov      5       1     3     1     73   \n",
              "123     Tomas Berdych  Stanislas Wawrinka      6       0     1     3     62   \n",
              "124      Rafael Nadal       Roger Federer      6       1     3     0     65   \n",
              "125      Rafael Nadal  Stanislas Wawrinka      7       0     1     3     78   \n",
              "\n",
              "     FSW.1  SSP.1  SSW.1  ...  BPC.2  BPW.2  NPA.2  NPW.2  TPW.2  ST1.2  \\\n",
              "0       35     39     18  ...      4      8    8.0    9.0    101      6   \n",
              "1       31     39     13  ...      0      0    0.0    0.0     42      1   \n",
              "2       53     48     20  ...      4     13   12.0   16.0    126      6   \n",
              "3       39     47     24  ...      1      7    0.0    0.0     79      2   \n",
              "4       63     24     12  ...      3      5   16.0   28.0    127      1   \n",
              "..     ...    ...    ...  ...    ...    ...    ...    ...    ...    ...   \n",
              "121     60     39     28  ...      4     17   49.0   66.0    147      6   \n",
              "122     66     27     22  ...      3      6   28.0   41.0    132      6   \n",
              "123     71     38     30  ...      1      4   14.0   18.0    143      6   \n",
              "124     41     35     22  ...      1      2   23.0   42.0     86      6   \n",
              "125     50     22     10  ...      5     15   11.0   12.0    116      6   \n",
              "\n",
              "     ST2.2  ST3.2  ST4.2  ST5.2  \n",
              "0      7.0    6.0    0.0    0.0  \n",
              "1      3.0    1.0    0.0    0.0  \n",
              "2      7.0    6.0    0.0    0.0  \n",
              "3      2.0    3.0    0.0    0.0  \n",
              "4      6.0    7.0    6.0    0.0  \n",
              "..     ...    ...    ...    ...  \n",
              "121    6.0    6.0    6.0    0.0  \n",
              "122    6.0    6.0    2.0    0.0  \n",
              "123    6.0    7.0    7.0    0.0  \n",
              "124    3.0    3.0    0.0    0.0  \n",
              "125    6.0    3.0    6.0    0.0  \n",
              "\n",
              "[126 rows x 42 columns]"
            ],
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              "\n",
              "  <div id=\"df-9df5b898-dc93-4995-8a9e-dfd64a1024f9\">\n",
              "    <div class=\"colab-df-container\">\n",
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              "    .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>Player1</th>\n",
              "      <th>Player2</th>\n",
              "      <th>Round</th>\n",
              "      <th>Result</th>\n",
              "      <th>FNL1</th>\n",
              "      <th>FNL2</th>\n",
              "      <th>FSP.1</th>\n",
              "      <th>FSW.1</th>\n",
              "      <th>SSP.1</th>\n",
              "      <th>SSW.1</th>\n",
              "      <th>...</th>\n",
              "      <th>BPC.2</th>\n",
              "      <th>BPW.2</th>\n",
              "      <th>NPA.2</th>\n",
              "      <th>NPW.2</th>\n",
              "      <th>TPW.2</th>\n",
              "      <th>ST1.2</th>\n",
              "      <th>ST2.2</th>\n",
              "      <th>ST3.2</th>\n",
              "      <th>ST4.2</th>\n",
              "      <th>ST5.2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Lukas Lacko</td>\n",
              "      <td>Novak Djokovic</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>61</td>\n",
              "      <td>35</td>\n",
              "      <td>39</td>\n",
              "      <td>18</td>\n",
              "      <td>...</td>\n",
              "      <td>4</td>\n",
              "      <td>8</td>\n",
              "      <td>8.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>101</td>\n",
              "      <td>6</td>\n",
              "      <td>7.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Leonardo Mayer</td>\n",
              "      <td>Albert Montanes</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>61</td>\n",
              "      <td>31</td>\n",
              "      <td>39</td>\n",
              "      <td>13</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>42</td>\n",
              "      <td>1</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Marcos Baghdatis</td>\n",
              "      <td>Denis Istomin</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>52</td>\n",
              "      <td>53</td>\n",
              "      <td>48</td>\n",
              "      <td>20</td>\n",
              "      <td>...</td>\n",
              "      <td>4</td>\n",
              "      <td>13</td>\n",
              "      <td>12.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>126</td>\n",
              "      <td>6</td>\n",
              "      <td>7.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Dmitry Tursunov</td>\n",
              "      <td>Michael Russell</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>53</td>\n",
              "      <td>39</td>\n",
              "      <td>47</td>\n",
              "      <td>24</td>\n",
              "      <td>...</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>79</td>\n",
              "      <td>2</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Juan Monaco</td>\n",
              "      <td>Ernests Gulbis</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>76</td>\n",
              "      <td>63</td>\n",
              "      <td>24</td>\n",
              "      <td>12</td>\n",
              "      <td>...</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>16.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>127</td>\n",
              "      <td>1</td>\n",
              "      <td>6.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>121</th>\n",
              "      <td>Andy Murray</td>\n",
              "      <td>Roger Federer</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>61</td>\n",
              "      <td>60</td>\n",
              "      <td>39</td>\n",
              "      <td>28</td>\n",
              "      <td>...</td>\n",
              "      <td>4</td>\n",
              "      <td>17</td>\n",
              "      <td>49.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>147</td>\n",
              "      <td>6</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>122</th>\n",
              "      <td>Rafael Nadal</td>\n",
              "      <td>Grigor Dimitrov</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>73</td>\n",
              "      <td>66</td>\n",
              "      <td>27</td>\n",
              "      <td>22</td>\n",
              "      <td>...</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>28.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>132</td>\n",
              "      <td>6</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>123</th>\n",
              "      <td>Tomas Berdych</td>\n",
              "      <td>Stanislas Wawrinka</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>62</td>\n",
              "      <td>71</td>\n",
              "      <td>38</td>\n",
              "      <td>30</td>\n",
              "      <td>...</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>14.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>143</td>\n",
              "      <td>6</td>\n",
              "      <td>6.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>124</th>\n",
              "      <td>Rafael Nadal</td>\n",
              "      <td>Roger Federer</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>65</td>\n",
              "      <td>41</td>\n",
              "      <td>35</td>\n",
              "      <td>22</td>\n",
              "      <td>...</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>23.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>86</td>\n",
              "      <td>6</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>Rafael Nadal</td>\n",
              "      <td>Stanislas Wawrinka</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>78</td>\n",
              "      <td>50</td>\n",
              "      <td>22</td>\n",
              "      <td>10</td>\n",
              "      <td>...</td>\n",
              "      <td>5</td>\n",
              "      <td>15</td>\n",
              "      <td>11.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>116</td>\n",
              "      <td>6</td>\n",
              "      <td>6.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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          },
          "metadata": {},
          "execution_count": 102
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Distributions of First-Serve Percentages for Player 1 and Player 2: They have no difference, both follow similar distribution**"
      ],
      "metadata": {
        "id": "pW4r92c6q3Rj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "hist_data = [ausM[\"FSP.1\"], ausM[\"FSP.2\"]]\n",
        "group_labels = [\"P1: First-Serve %\", \"P2: First-Serve %\"]\n",
        "fig = ff.create_distplot(hist_data, group_labels, bin_size = 1.5, colors = [\"#37AA9C\", \"purple\"])\n",
        "fig.show()\n",
        "fig.write_image(\"fig1_0.png\", engine = \"orca\")"
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        "outputId": "07a43172-db57-49ab-d7e6-ac8cb6a60021"
      },
      "execution_count": 103,
      "outputs": [
        {
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          "metadata": {}
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    },
    {
      "cell_type": "markdown",
      "source": [
        "**Correlation between First-Serve Percentage and First-Serve Won by Player 1**"
      ],
      "metadata": {
        "id": "Znazn1WYxXAV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig = px.scatter(ausM, x = \"FSP.1\", y = \"FSW.1\", color = \"Player1\", trendline = \"ols\", trendline_scope = \"overall\", trendline_color_override = \"deeppink\")\n",
        "fig.show()\n",
        "fig.write_image(\"fig1_1.png\", engine = \"orca\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "_I-JY3D0rvfO",
        "outputId": "f60f708d-a682-49fc-8d72-6001307d506c"
      },
      "execution_count": 104,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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    },
    {
      "cell_type": "markdown",
      "source": [
        "**Correlation Factor**"
      ],
      "metadata": {
        "id": "Ad6Va7BcxzNj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Correlation Factor:\")\n",
        "print(ausM[\"FSW.1\"].corr(ausM[\"FSP.1\"]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "t8s4zzhrw9CU",
        "outputId": "5857d418-0a77-4835-b2d5-31826e150331"
      },
      "execution_count": 105,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Correlation Factor:\n",
            "0.18869064127952748\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = px.scatter(ausM, x = \"FSP.2\", y = \"FSW.2\", color = \"Player2\", trendline = \"ols\", trendline_scope = \"overall\", trendline_color_override = \"deeppink\")\n",
        "fig.show()\n",
        "fig.write_image(\"fig1_2.png\", engine = \"orca\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "YjqhBADTW23_",
        "outputId": "65c7aef3-c6ab-4031-d394-e41b3fe755e7"
      },
      "execution_count": 106,
      "outputs": [
        {
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              "</html>"
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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Correlation Factor:\")\n",
        "print(ausM[\"FSW.2\"].corr(ausM[\"FSP.2\"]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "h9YytG9XW9Uk",
        "outputId": "8186c516-aa6e-41e2-8692-06f6b4a089b5"
      },
      "execution_count": 107,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Correlation Factor:\n",
            "0.2671214679032754\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Australia Open Women's Tournament**"
      ],
      "metadata": {
        "id": "ikU9TNTZrLn6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ausW"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "B5NTxd82j5TI",
        "outputId": "2684cd1a-e4d4-4ef8-f868-570df11157d6"
      },
      "execution_count": 108,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                 Player1              Player2  Round  Result  FNL1  FNL2  \\\n",
              "0        Serena Williams       Ashleigh Barty      1       1   2.0   0.0   \n",
              "1           Vesna Dolonc    Lara Arruabarrena      1       1   2.0   1.0   \n",
              "2     Pauline Parmentier    Karolina Pliskova      1       0   0.0   2.0   \n",
              "3         Heather Watson   Daniela Hantuchova      1       0   1.0   2.0   \n",
              "4        Samantha Stosur     Klara Zakopalova      1       1   2.0   0.0   \n",
              "..                   ...                  ...    ...     ...   ...   ...   \n",
              "122         Simona Halep   Dominika Cibulkova      5       0   0.0   2.0   \n",
              "123  Agnieszka Radwanska    Victoria Azarenka      5       1   2.0   1.0   \n",
              "124     Eugenie Bouchard                Na Li      6       0   0.0   2.0   \n",
              "125   Dominika Cibulkova  Agnieszka Radwanska      6       1   2.0   0.0   \n",
              "126                Na Li   Dominika Cibulkova      7       1   2.0   0.0   \n",
              "\n",
              "     FSP.1  FSW.1  SSP.1  SSW.1  ...  BPC.2  BPW.2  NPA.2  NPW.2  TPW.2  \\\n",
              "0       59     20     41      8  ...    0.0    0.0    2.0    4.0     31   \n",
              "1       65     33     35     10  ...    4.0    7.0    0.0    0.0     74   \n",
              "2       63     16     37      4  ...    5.0   14.0    0.0    0.0     64   \n",
              "3       61     41     39     19  ...    5.0   13.0    5.0    8.0    102   \n",
              "4       65     28     35     11  ...    4.0   14.0   10.0   15.0     60   \n",
              "..     ...    ...    ...    ...  ...    ...    ...    ...    ...    ...   \n",
              "122     67     13     33      6  ...    5.0    9.0    3.0    4.0     54   \n",
              "123     59     33     41     16  ...    2.0    5.0   20.0   34.0     74   \n",
              "124     45     13     55      5  ...    6.0   10.0   11.0   14.0     71   \n",
              "125     64     22     36     10  ...    1.0    9.0    4.0    9.0     40   \n",
              "126     60     21     40     15  ...    2.0    3.0    3.0    4.0     58   \n",
              "\n",
              "     ST1.2  ST2.2  ST3.2  ST4.2  ST5.2  \n",
              "0      2.0    1.0    0.0    0.0    0.0  \n",
              "1      6.0    2.0    4.0    0.0    0.0  \n",
              "2      6.0    6.0    0.0    0.0    0.0  \n",
              "3      7.0    3.0    6.0    0.0    0.0  \n",
              "4      3.0    4.0    0.0    0.0    0.0  \n",
              "..     ...    ...    ...    ...    ...  \n",
              "122    6.0    6.0    0.0    0.0    0.0  \n",
              "123    1.0    7.0    0.0    0.0    0.0  \n",
              "124    6.0    6.0    0.0    0.0    0.0  \n",
              "125    1.0    2.0    0.0    0.0    0.0  \n",
              "126    6.0    0.0    0.0    0.0    0.0  \n",
              "\n",
              "[127 rows x 42 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-c50546d4-c2b4-492a-93e2-59e15fa37466\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Player1</th>\n",
              "      <th>Player2</th>\n",
              "      <th>Round</th>\n",
              "      <th>Result</th>\n",
              "      <th>FNL1</th>\n",
              "      <th>FNL2</th>\n",
              "      <th>FSP.1</th>\n",
              "      <th>FSW.1</th>\n",
              "      <th>SSP.1</th>\n",
              "      <th>SSW.1</th>\n",
              "      <th>...</th>\n",
              "      <th>BPC.2</th>\n",
              "      <th>BPW.2</th>\n",
              "      <th>NPA.2</th>\n",
              "      <th>NPW.2</th>\n",
              "      <th>TPW.2</th>\n",
              "      <th>ST1.2</th>\n",
              "      <th>ST2.2</th>\n",
              "      <th>ST3.2</th>\n",
              "      <th>ST4.2</th>\n",
              "      <th>ST5.2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Serena Williams</td>\n",
              "      <td>Ashleigh Barty</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>59</td>\n",
              "      <td>20</td>\n",
              "      <td>41</td>\n",
              "      <td>8</td>\n",
              "      <td>...</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>31</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Vesna Dolonc</td>\n",
              "      <td>Lara Arruabarrena</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>65</td>\n",
              "      <td>33</td>\n",
              "      <td>35</td>\n",
              "      <td>10</td>\n",
              "      <td>...</td>\n",
              "      <td>4.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>74</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Pauline Parmentier</td>\n",
              "      <td>Karolina Pliskova</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>63</td>\n",
              "      <td>16</td>\n",
              "      <td>37</td>\n",
              "      <td>4</td>\n",
              "      <td>...</td>\n",
              "      <td>5.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>64</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Heather Watson</td>\n",
              "      <td>Daniela Hantuchova</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>61</td>\n",
              "      <td>41</td>\n",
              "      <td>39</td>\n",
              "      <td>19</td>\n",
              "      <td>...</td>\n",
              "      <td>5.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>102</td>\n",
              "      <td>7.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Samantha Stosur</td>\n",
              "      <td>Klara Zakopalova</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>65</td>\n",
              "      <td>28</td>\n",
              "      <td>35</td>\n",
              "      <td>11</td>\n",
              "      <td>...</td>\n",
              "      <td>4.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>60</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <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>122</th>\n",
              "      <td>Simona Halep</td>\n",
              "      <td>Dominika Cibulkova</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>67</td>\n",
              "      <td>13</td>\n",
              "      <td>33</td>\n",
              "      <td>6</td>\n",
              "      <td>...</td>\n",
              "      <td>5.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>54</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>123</th>\n",
              "      <td>Agnieszka Radwanska</td>\n",
              "      <td>Victoria Azarenka</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>59</td>\n",
              "      <td>33</td>\n",
              "      <td>41</td>\n",
              "      <td>16</td>\n",
              "      <td>...</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>74</td>\n",
              "      <td>1.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>124</th>\n",
              "      <td>Eugenie Bouchard</td>\n",
              "      <td>Na Li</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>45</td>\n",
              "      <td>13</td>\n",
              "      <td>55</td>\n",
              "      <td>5</td>\n",
              "      <td>...</td>\n",
              "      <td>6.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>71</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>Dominika Cibulkova</td>\n",
              "      <td>Agnieszka Radwanska</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>64</td>\n",
              "      <td>22</td>\n",
              "      <td>36</td>\n",
              "      <td>10</td>\n",
              "      <td>...</td>\n",
              "      <td>1.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>40</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>126</th>\n",
              "      <td>Na Li</td>\n",
              "      <td>Dominika Cibulkova</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>60</td>\n",
              "      <td>21</td>\n",
              "      <td>40</td>\n",
              "      <td>15</td>\n",
              "      <td>...</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>58</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>127 rows × 42 columns</p>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 108
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = ausW.iloc[:,4:19]\n",
        "cov = df.corr()\n",
        "cov = cov.fillna(0)"
      ],
      "metadata": {
        "id": "iioMlaJ1rJls"
      },
      "execution_count": 109,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Which Features have high correlation factors**"
      ],
      "metadata": {
        "id": "kI1Sh7B_kh2q"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig = px.imshow(cov, text_auto = \".2f\")\n",
        "fig.layout.height = 800\n",
        "fig.layout.width = 800\n",
        "fig.show()\n",
        "fig.write_image(\"fig2_0.png\", engine = \"orca\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "je0SwSz9ha0n",
        "outputId": "7a22126f-20d4-403d-a978-098638d5721c"
      },
      "execution_count": 110,
      "outputs": [
        {
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    },
    {
      "cell_type": "code",
      "source": [
        "fig = px.scatter(ausW, x = \"FSP.1\", y = \"SSP.1\", color = \"Player1\", trendline = \"ols\", trendline_scope = \"overall\", trendline_color_override = \"deeppink\")\n",
        "fig.show()\n",
        "fig.write_image(\"fig2_1.png\", engine = \"orca\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "vRyWaKgTi0cb",
        "outputId": "b4455144-c184-4455-eb33-56aa021ccd9f"
      },
      "execution_count": 111,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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          },
          "metadata": {}
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = px.scatter(ausW, x = \"NPA.1\", y = \"NPW.1\", color = \"Player1\", trendline = \"ols\", trendline_scope = \"overall\", trendline_color_override = \"lime\")\n",
        "fig.show()\n",
        "fig.write_image(\"fig2_1.png\", engine = \"orca\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "asTZRdKiCksd",
        "outputId": "c43ad0a7-d1e8-4d63-a1f9-e261db2b9a01"
      },
      "execution_count": 112,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
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          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **French Open Men's Tournament**"
      ],
      "metadata": {
        "id": "vByM0kF0p128"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fraM"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "Bv-d1cQ5p6ho",
        "outputId": "9e74819a-bd55-4556-eb25-1684e0e82979"
      },
      "execution_count": 113,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                 Player1                  Player2  Round  Result  FNL.1  \\\n",
              "0    Pablo Carreno-Busta            Roger Federer      1       0      0   \n",
              "1       Somdev Devvarman  Daniel Munoz-De La Nava      1       1      3   \n",
              "2           Tobias Kamke            Paolo Lorenzi      1       1      3   \n",
              "3       Julien Benneteau        Ricardas Berankis      1       1      3   \n",
              "4            Lukas Lacko              Sam Querrey      1       0      0   \n",
              "..                   ...                      ...    ...     ...    ...   \n",
              "120         Rafael Nadal       Stanislas Wawrinka      5       1      3   \n",
              "121       Novak Djokovic               Tommy Haas      5       1      3   \n",
              "122         David Ferrer       Jo-Wilfried Tsonga      6       1      3   \n",
              "123       Novak Djokovic             Rafael Nadal      6       0      2   \n",
              "124         Rafael Nadal             David Ferrer      7       1      3   \n",
              "\n",
              "     FNL.2  FSP.1  FSW.1  SSP.1  SSW.1  ...  BPC.2  BPW.2  NPA.2  NPW.2  \\\n",
              "0        3     62     27     38     11  ...      7      7     14     18   \n",
              "1        0     62     54     38     22  ...      1     16     22     25   \n",
              "2        2     62     53     38     15  ...     10     18     19     27   \n",
              "3        1     72     87     28     19  ...      4     13     33     43   \n",
              "4        3     52     31     48     22  ...      4      7     12     13   \n",
              "..     ...    ...    ...    ...    ...  ...    ...    ...    ...    ...   \n",
              "120      0     75     40     25     11  ...      1      5     16     30   \n",
              "121      0     64     41     36     22  ...      2      2      2     17   \n",
              "122      0     60     35     40     23  ...      2      5      7     16   \n",
              "123      3     67     76     33     30  ...      8     16     15     26   \n",
              "124      0     70     43     30     11  ...      3     12     10     14   \n",
              "\n",
              "     TPW.2  ST1.2  ST2.2  ST3.2  ST4.2  ST5.2  \n",
              "0       88      6      6    6.0    0.0    0.0  \n",
              "1      106      3      3    5.0    0.0    0.0  \n",
              "2      139      3      3    6.0    6.0    3.0  \n",
              "3      149      6      3    7.0    6.0    0.0  \n",
              "4       93      6      6    6.0    0.0    0.0  \n",
              "..     ...    ...    ...    ...    ...    ...  \n",
              "120     64      2      3    1.0    0.0    0.0  \n",
              "121     84      3      6    5.0    0.0    0.0  \n",
              "122     84      1      6    2.0    0.0    0.0  \n",
              "123    177      6      3    6.0    6.0    9.0  \n",
              "124     72      3      2    3.0    0.0    0.0  \n",
              "\n",
              "[125 rows x 42 columns]"
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              "      <th>FNL.1</th>\n",
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              "      <th>BPC.2</th>\n",
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              "      <th>ST3.2</th>\n",
              "      <th>ST4.2</th>\n",
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              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Pablo Carreno-Busta</td>\n",
              "      <td>Roger Federer</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0.0</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Somdev Devvarman</td>\n",
              "      <td>Daniel Munoz-De La Nava</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>62</td>\n",
              "      <td>54</td>\n",
              "      <td>38</td>\n",
              "      <td>22</td>\n",
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              "      <td>1</td>\n",
              "      <td>16</td>\n",
              "      <td>22</td>\n",
              "      <td>25</td>\n",
              "      <td>106</td>\n",
              "      <td>3</td>\n",
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              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Tobias Kamke</td>\n",
              "      <td>Paolo Lorenzi</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>62</td>\n",
              "      <td>53</td>\n",
              "      <td>38</td>\n",
              "      <td>15</td>\n",
              "      <td>...</td>\n",
              "      <td>10</td>\n",
              "      <td>18</td>\n",
              "      <td>19</td>\n",
              "      <td>27</td>\n",
              "      <td>139</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>3.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Julien Benneteau</td>\n",
              "      <td>Ricardas Berankis</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>72</td>\n",
              "      <td>87</td>\n",
              "      <td>28</td>\n",
              "      <td>19</td>\n",
              "      <td>...</td>\n",
              "      <td>4</td>\n",
              "      <td>13</td>\n",
              "      <td>33</td>\n",
              "      <td>43</td>\n",
              "      <td>149</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>7.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Lukas Lacko</td>\n",
              "      <td>Sam Querrey</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>52</td>\n",
              "      <td>31</td>\n",
              "      <td>48</td>\n",
              "      <td>22</td>\n",
              "      <td>...</td>\n",
              "      <td>4</td>\n",
              "      <td>7</td>\n",
              "      <td>12</td>\n",
              "      <td>13</td>\n",
              "      <td>93</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "    <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",
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              "    <tr>\n",
              "      <th>120</th>\n",
              "      <td>Rafael Nadal</td>\n",
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              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>75</td>\n",
              "      <td>40</td>\n",
              "      <td>25</td>\n",
              "      <td>11</td>\n",
              "      <td>...</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>16</td>\n",
              "      <td>30</td>\n",
              "      <td>64</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "    <tr>\n",
              "      <th>121</th>\n",
              "      <td>Novak Djokovic</td>\n",
              "      <td>Tommy Haas</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>64</td>\n",
              "      <td>41</td>\n",
              "      <td>36</td>\n",
              "      <td>22</td>\n",
              "      <td>...</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>17</td>\n",
              "      <td>84</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>122</th>\n",
              "      <td>David Ferrer</td>\n",
              "      <td>Jo-Wilfried Tsonga</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>60</td>\n",
              "      <td>35</td>\n",
              "      <td>40</td>\n",
              "      <td>23</td>\n",
              "      <td>...</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>16</td>\n",
              "      <td>84</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>123</th>\n",
              "      <td>Novak Djokovic</td>\n",
              "      <td>Rafael Nadal</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>67</td>\n",
              "      <td>76</td>\n",
              "      <td>33</td>\n",
              "      <td>30</td>\n",
              "      <td>...</td>\n",
              "      <td>8</td>\n",
              "      <td>16</td>\n",
              "      <td>15</td>\n",
              "      <td>26</td>\n",
              "      <td>177</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>9.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>124</th>\n",
              "      <td>Rafael Nadal</td>\n",
              "      <td>David Ferrer</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>70</td>\n",
              "      <td>43</td>\n",
              "      <td>30</td>\n",
              "      <td>11</td>\n",
              "      <td>...</td>\n",
              "      <td>3</td>\n",
              "      <td>12</td>\n",
              "      <td>10</td>\n",
              "      <td>14</td>\n",
              "      <td>72</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "<p>125 rows × 42 columns</p>\n",
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          "metadata": {},
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    {
      "cell_type": "markdown",
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        "**Breaking Points created and Won by the Winner/Loser**"
      ],
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    {
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        "fig = px.box(fraM, x = \"Result\", y = \"BPC.1\", color = \"Result\", notched = True)\n",
        "fig.show()\n",
        "fig.write_image(\"fig3_0.png\", engine = \"orca\")"
      ],
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          "height": 0
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        "id": "gT2kODoMp7gb",
        "outputId": "8020678f-9a3f-4e03-acd6-770742e70ad9"
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      "execution_count": 114,
      "outputs": [
        {
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    {
      "cell_type": "code",
      "source": [
        "fig = px.box(fraM, x = \"Result\", y = \"BPW.1\", color = \"Result\", notched = True)\n",
        "fig.show()\n",
        "fig.write_image(\"fig3_1.png\", engine = \"orca\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "KFMTgKALxDH4",
        "outputId": "12e4dcab-3da0-4b88-d6eb-7c1d4cb6a0a6"
      },
      "execution_count": 115,
      "outputs": [
        {
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    {
      "cell_type": "code",
      "source": [
        "fig = px.box(fraM, x = \"Result\", y = \"BPC.2\", color = \"Result\", notched = True)\n",
        "fig.show()\n",
        "fig.write_image(\"fig3_2.png\", engine = \"orca\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "qWcdDbDKqfK9",
        "outputId": "3aa72375-cc32-477c-c616-67b45424d234"
      },
      "execution_count": 116,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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    {
      "cell_type": "code",
      "source": [
        "fig = px.box(fraM, x = \"Result\", y = \"BPW.2\", color = \"Result\", notched = True)\n",
        "fig.show()\n",
        "fig.write_image(\"fig3_3.png\", engine = \"orca\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "jnEGJIFfq_AB",
        "outputId": "66e9b27d-b41b-4393-e73f-c1f47f1ec5a6"
      },
      "execution_count": 117,
      "outputs": [
        {
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          "data": {
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          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **French Open Women's Tournament**"
      ],
      "metadata": {
        "id": "14vEV-_i-d2H"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fraW"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "iXu6QODV-rOv",
        "outputId": "b794f6ed-419e-4cd9-b38d-f793b445d2a3"
      },
      "execution_count": 118,
      "outputs": [
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            "text/plain": [
              "                 Player1              Player2  Round  Result  FNL.1  FNL.2  \\\n",
              "0           Su-Wei Hsieh      Maria Sharapova      1       0      0      2   \n",
              "1       Eugenie Bouchard   Tsvetana Pironkova      1       1      2      0   \n",
              "2              Jie Zheng         Vesna Dolonc      1       1      2      0   \n",
              "3          Tamira Paszek        Melanie Oudin      1       0      0      2   \n",
              "4            Karin Knapp      Sloane Stephens      1       0      0      2   \n",
              "..                   ...                  ...    ...     ...    ...    ...   \n",
              "122  Agnieszka Radwanska          Sara Errani      5       0      0      2   \n",
              "123      Serena Williams  Svetlana Kuznetsova      5       1      2      1   \n",
              "124    Victoria Azarenka      Maria Sharapova      6       0      1      2   \n",
              "125      Serena Williams          Sara Errani      6       1      2      0   \n",
              "126      Serena Williams      Maria Sharapova      7       1      2      0   \n",
              "\n",
              "     FSP.1  FSW.1  SSP.1  SSW.1  ...  BPC.2  BPW.2  NPA.2  NPW.2  TPW.2  \\\n",
              "0       62     18     38      5  ...      4      6      3      5     57   \n",
              "1       57     23     43     17  ...      1      3      4      8     48   \n",
              "2       76     30     24      5  ...      0      4     14     20     56   \n",
              "3       59     16     41      8  ...      8     13      5      8     78   \n",
              "4       57     18     43     13  ...      5      7      1      4     61   \n",
              "..     ...    ...    ...    ...  ...    ...    ...    ...    ...    ...   \n",
              "122     70     28     30      5  ...      6      7     16     24     80   \n",
              "123     66     42     34     12  ...      4      9      3      6     75   \n",
              "124     72     28     28      8  ...      6     10      2      6     87   \n",
              "125     52     14     48     14  ...      0      0      2      2     16   \n",
              "126     69     27     31      8  ...      2      2      3      4     56   \n",
              "\n",
              "     ST1.2  ST2.2  ST3.2  ST4.2  ST5.2  \n",
              "0        6    6.0    0.0    0.0    0.0  \n",
              "1        1    6.0    0.0    0.0    0.0  \n",
              "2        4    1.0    0.0    0.0    0.0  \n",
              "3        6    6.0    0.0    0.0    0.0  \n",
              "4        6    7.0    0.0    0.0    0.0  \n",
              "..     ...    ...    ...    ...    ...  \n",
              "122      6    7.0    0.0    0.0    0.0  \n",
              "123      1    6.0    3.0    0.0    0.0  \n",
              "124      6    2.0    6.0    0.0    0.0  \n",
              "125      0    1.0    0.0    0.0    0.0  \n",
              "126      4    4.0    0.0    0.0    0.0  \n",
              "\n",
              "[127 rows x 42 columns]"
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Player1</th>\n",
              "      <th>Player2</th>\n",
              "      <th>Round</th>\n",
              "      <th>Result</th>\n",
              "      <th>FNL.1</th>\n",
              "      <th>FNL.2</th>\n",
              "      <th>FSP.1</th>\n",
              "      <th>FSW.1</th>\n",
              "      <th>SSP.1</th>\n",
              "      <th>SSW.1</th>\n",
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              "      <th>NPA.2</th>\n",
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              "      <th>ST4.2</th>\n",
              "      <th>ST5.2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Su-Wei Hsieh</td>\n",
              "      <td>Maria Sharapova</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>62</td>\n",
              "      <td>18</td>\n",
              "      <td>38</td>\n",
              "      <td>5</td>\n",
              "      <td>...</td>\n",
              "      <td>4</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>57</td>\n",
              "      <td>6</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Eugenie Bouchard</td>\n",
              "      <td>Tsvetana Pironkova</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>57</td>\n",
              "      <td>23</td>\n",
              "      <td>43</td>\n",
              "      <td>17</td>\n",
              "      <td>...</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>8</td>\n",
              "      <td>48</td>\n",
              "      <td>1</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Jie Zheng</td>\n",
              "      <td>Vesna Dolonc</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>76</td>\n",
              "      <td>30</td>\n",
              "      <td>24</td>\n",
              "      <td>5</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>14</td>\n",
              "      <td>20</td>\n",
              "      <td>56</td>\n",
              "      <td>4</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Tamira Paszek</td>\n",
              "      <td>Melanie Oudin</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>59</td>\n",
              "      <td>16</td>\n",
              "      <td>41</td>\n",
              "      <td>8</td>\n",
              "      <td>...</td>\n",
              "      <td>8</td>\n",
              "      <td>13</td>\n",
              "      <td>5</td>\n",
              "      <td>8</td>\n",
              "      <td>78</td>\n",
              "      <td>6</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Karin Knapp</td>\n",
              "      <td>Sloane Stephens</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>57</td>\n",
              "      <td>18</td>\n",
              "      <td>43</td>\n",
              "      <td>13</td>\n",
              "      <td>...</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>61</td>\n",
              "      <td>6</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>122</th>\n",
              "      <td>Agnieszka Radwanska</td>\n",
              "      <td>Sara Errani</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>70</td>\n",
              "      <td>28</td>\n",
              "      <td>30</td>\n",
              "      <td>5</td>\n",
              "      <td>...</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>16</td>\n",
              "      <td>24</td>\n",
              "      <td>80</td>\n",
              "      <td>6</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>123</th>\n",
              "      <td>Serena Williams</td>\n",
              "      <td>Svetlana Kuznetsova</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>66</td>\n",
              "      <td>42</td>\n",
              "      <td>34</td>\n",
              "      <td>12</td>\n",
              "      <td>...</td>\n",
              "      <td>4</td>\n",
              "      <td>9</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>75</td>\n",
              "      <td>1</td>\n",
              "      <td>6.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>124</th>\n",
              "      <td>Victoria Azarenka</td>\n",
              "      <td>Maria Sharapova</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>72</td>\n",
              "      <td>28</td>\n",
              "      <td>28</td>\n",
              "      <td>8</td>\n",
              "      <td>...</td>\n",
              "      <td>6</td>\n",
              "      <td>10</td>\n",
              "      <td>2</td>\n",
              "      <td>6</td>\n",
              "      <td>87</td>\n",
              "      <td>6</td>\n",
              "      <td>2.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>Serena Williams</td>\n",
              "      <td>Sara Errani</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>52</td>\n",
              "      <td>14</td>\n",
              "      <td>48</td>\n",
              "      <td>14</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>16</td>\n",
              "      <td>0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>126</th>\n",
              "      <td>Serena Williams</td>\n",
              "      <td>Maria Sharapova</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>69</td>\n",
              "      <td>27</td>\n",
              "      <td>31</td>\n",
              "      <td>8</td>\n",
              "      <td>...</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>56</td>\n",
              "      <td>4</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>127 rows × 42 columns</p>\n",
              "</div>\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 118
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Segregating Data into Features and Target Array**"
      ],
      "metadata": {
        "id": "LgCWKtKQF5eA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "features = fraW[[\"FSP.1\", \"FSW.1\", \"SSP.1\",\t\"SSW.1\", \"ACE.1\", \"DBF.1\", \"WNR.1\", \"UFE.1\", \"BPC.1\", \"BPW.1\", \"NPA.1\", \"TPW.1\", \"FSP.2\", \"FSW.2\", \"SSP.2\",\t\"SSW.2\", \"ACE.2\", \"DBF.2\", \"WNR.2\", \"UFE.2\", \"BPC.2\", \"BPW.2\", \"NPA.2\", \"TPW.2\"]].to_numpy()\n",
        "target = fraW[\"Result\"].to_numpy()\n",
        "print(features)\n",
        "print()\n",
        "print(target)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-jx61Z7y-sxw",
        "outputId": "b9d5b5a3-6a6a-438b-cc2c-9586e554f89c"
      },
      "execution_count": 119,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[62. 18. 38. ...  6.  3. 57.]\n",
            " [57. 23. 43. ...  3.  4. 48.]\n",
            " [76. 30. 24. ...  4. 14. 56.]\n",
            " ...\n",
            " [72. 28. 28. ... 10.  2. 87.]\n",
            " [52. 14. 48. ...  0.  2. 16.]\n",
            " [69. 27. 31. ...  2.  3. 56.]]\n",
            "\n",
            "[0 1 1 0 0 1 1 1 0 1 0 1 1 1 1 1 0 0 0 1 0 0 0 1 0 1 1 0 0 0 1 1 0 0 1 1 0\n",
            " 0 1 0 0 0 1 0 1 1 1 1 0 1 0 1 1 0 0 1 0 1 1 1 0 0 0 1 0 0 0 0 0 1 0 1 0 1\n",
            " 1 1 0 1 1 0 0 1 0 1 0 0 1 1 0 1 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0\n",
            " 1 0 0 0 0 0 1 1 1 0 0 0 1 0 1 1]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**For classification into Win/Loss, GaussianNB model is trained**"
      ],
      "metadata": {
        "id": "Ju2nWY4KGBkO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model = GaussianNB()\n",
        "Xtrain, Ytrain = features[:26], target[:26]\n",
        "Xtest, Ytest = features[26:], target[26:]\n",
        "model.fit(Xtrain, Ytrain)\n",
        "y_model = model.predict(Xtest)\n",
        "print(accuracy_score(y_model, Ytest))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Q8vyJWsDDhkX",
        "outputId": "84c6c9cc-bc26-4da6-db28-7a52192863a1"
      },
      "execution_count": 120,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.7722772277227723\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Cross Validation Score**"
      ],
      "metadata": {
        "id": "Wf9DFA8sGW-k"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model = GaussianNB()\n",
        "scores = cross_val_score(model, features, target, cv = 5)\n",
        "print(scores)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ND7bQZzwE7w-",
        "outputId": "bba12a90-6f8f-4601-9fed-308ab0c994f2"
      },
      "execution_count": 121,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1.         0.88461538 0.92       0.84       0.88      ]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Average Score**"
      ],
      "metadata": {
        "id": "-CSQgrOsGd-s"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(scores.mean())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TLBSyEG1FlM_",
        "outputId": "22b71504-c0dc-4dcb-8151-e84ee3ad8987"
      },
      "execution_count": 122,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.9049230769230769\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **US Open Men's Tournament**"
      ],
      "metadata": {
        "id": "qqosoBOwGg-2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "usM"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "mcZesTpnK26e",
        "outputId": "8779b9a0-3083-4fd4-d507-f1c216e633b3"
      },
      "execution_count": 123,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                Player1             Player2  Round  Result  FNL1  FNL2  FSP.1  \\\n",
              "0       Richard Gasquet     Michael Russell      1       1     3     0     63   \n",
              "1       Stephane Robert     Albano Olivetti      1       1     3     0     61   \n",
              "2    Jan-Lennard Struff     Guillaume Rufin      1       0     2     3     55   \n",
              "3          Aljaz Bedene     Dmitry Tursunov      1       0     1     3     52   \n",
              "4       Feliciano Lopez       Florent Serra      1       1     3     1     58   \n",
              "..                  ...                 ...    ...     ...   ...   ...    ...   \n",
              "121      Novak Djokovic     Mikhail Youzhny      1       1     3     1     68   \n",
              "122         Andy Murray  Stanislas Wawrinka      1       0     0     3     63   \n",
              "123      Novak Djokovic  Stanislas Wawrinka      1       1     3     2     67   \n",
              "124     Richard Gasquet        Rafael Nadal      1       0     0     3     64   \n",
              "125      Novak Djokovic        Rafael Nadal      1       0     1     3     68   \n",
              "\n",
              "     FSW.1  SSP.1  SSW.1  ...  BPC.2  BPW.2  NPA.2  NPW.2  TPW.2  ST1.2  \\\n",
              "0       45     37     16  ...      1      3   30.0   40.0     83      3   \n",
              "1       44     39     19  ...      0      1    0.0    0.0     71      3   \n",
              "2       61     45     32  ...      5     15    0.0    0.0    149      7   \n",
              "3       41     48     19  ...      6      9    0.0    0.0    121      7   \n",
              "4       54     42     30  ...      0      3    0.0    0.0    123      7   \n",
              "..     ...    ...    ...  ...    ...    ...    ...    ...    ...    ...   \n",
              "121     49     32     19  ...      2     10   10.0   21.0     87      3   \n",
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              "123     64     33     25  ...      5      9   26.0   41.0    165      6   \n",
              "124     41     36     15  ...      4      4   22.0   28.0    102      6   \n",
              "125     40     32     16  ...      7     12   17.0   23.0    121      6   \n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Stephane Robert</td>\n",
              "      <td>Albano Olivetti</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>61</td>\n",
              "      <td>44</td>\n",
              "      <td>39</td>\n",
              "      <td>19</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>71</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Jan-Lennard Struff</td>\n",
              "      <td>Guillaume Rufin</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>55</td>\n",
              "      <td>61</td>\n",
              "      <td>45</td>\n",
              "      <td>32</td>\n",
              "      <td>...</td>\n",
              "      <td>5</td>\n",
              "      <td>15</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>149</td>\n",
              "      <td>7</td>\n",
              "      <td>6</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>6.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Aljaz Bedene</td>\n",
              "      <td>Dmitry Tursunov</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>52</td>\n",
              "      <td>41</td>\n",
              "      <td>48</td>\n",
              "      <td>19</td>\n",
              "      <td>...</td>\n",
              "      <td>6</td>\n",
              "      <td>9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>121</td>\n",
              "      <td>7</td>\n",
              "      <td>4</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Feliciano Lopez</td>\n",
              "      <td>Florent Serra</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>58</td>\n",
              "      <td>54</td>\n",
              "      <td>42</td>\n",
              "      <td>30</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>123</td>\n",
              "      <td>7</td>\n",
              "      <td>2</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>121</th>\n",
              "      <td>Novak Djokovic</td>\n",
              "      <td>Mikhail Youzhny</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>68</td>\n",
              "      <td>49</td>\n",
              "      <td>32</td>\n",
              "      <td>19</td>\n",
              "      <td>...</td>\n",
              "      <td>2</td>\n",
              "      <td>10</td>\n",
              "      <td>10.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>87</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>122</th>\n",
              "      <td>Andy Murray</td>\n",
              "      <td>Stanislas Wawrinka</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>63</td>\n",
              "      <td>37</td>\n",
              "      <td>37</td>\n",
              "      <td>22</td>\n",
              "      <td>...</td>\n",
              "      <td>4</td>\n",
              "      <td>11</td>\n",
              "      <td>31.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>107</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>123</th>\n",
              "      <td>Novak Djokovic</td>\n",
              "      <td>Stanislas Wawrinka</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>67</td>\n",
              "      <td>64</td>\n",
              "      <td>33</td>\n",
              "      <td>25</td>\n",
              "      <td>...</td>\n",
              "      <td>5</td>\n",
              "      <td>9</td>\n",
              "      <td>26.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>165</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>124</th>\n",
              "      <td>Richard Gasquet</td>\n",
              "      <td>Rafael Nadal</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>64</td>\n",
              "      <td>41</td>\n",
              "      <td>36</td>\n",
              "      <td>15</td>\n",
              "      <td>...</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>22.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>102</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>Novak Djokovic</td>\n",
              "      <td>Rafael Nadal</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>68</td>\n",
              "      <td>40</td>\n",
              "      <td>32</td>\n",
              "      <td>16</td>\n",
              "      <td>...</td>\n",
              "      <td>7</td>\n",
              "      <td>12</td>\n",
              "      <td>17.0</td>\n",
              "      <td>23.0</td>\n",
              "      <td>121</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>126 rows × 42 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e607f5cb-46fe-479a-b31f-be242d36c342')\"\n",
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              "\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
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              "                                                     [key], {});\n",
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              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "            + ' to learn more about interactive tables.';\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 123
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Can we again predict the Win Classification 0/1 by using 3 features?**"
      ],
      "metadata": {
        "id": "eNQJGUjPeC12"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "features = usM[[\"FSP.1\", \"FSW.1\", \"SSP.1\",\t\"SSW.1\", \"ACE.1\", \"DBF.1\", \"WNR.1\", \"UFE.1\", \"BPC.1\", \"BPW.1\", \"NPA.1\", \"TPW.1\", \"FSP.2\", \"FSW.2\", \"SSP.2\",\t\"SSW.2\", \"ACE.2\", \"DBF.2\", \"WNR.2\", \"UFE.2\", \"BPC.2\", \"BPW.2\", \"NPA.2\", \"TPW.2\"]].to_numpy()\n",
        "target = usM[\"Result\"].to_numpy()\n",
        "scaler = StandardScaler()\n",
        "X_scaled = scaler.fit_transform(features)\n",
        "model = PCA(n_components = 3)\n",
        "model.fit(X_scaled)\n",
        "X_3D = model.transform(X_scaled)\n",
        "df = pd.DataFrame({\"Result\" : target, \"X\" : X_3D[:,0], \"Y\" : X_3D[:,1], \"Z\" : X_3D[:,2]})\n",
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "W8qIENsOK388",
        "outputId": "20b25786-6cd8-496d-f884-af794f23f477"
      },
      "execution_count": 124,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     Result         X         Y         Z\n",
              "0         1 -1.237340  1.244708 -1.446330\n",
              "1         1 -1.884589 -0.552136 -2.267845\n",
              "2         0  3.043515 -1.746605  0.094681\n",
              "3         0  0.027489 -1.866698  1.224241\n",
              "4         1  0.956425  0.981605 -1.298955\n",
              "..      ...       ...       ...       ...\n",
              "121       1 -1.327483  0.961892 -2.357617\n",
              "122       0 -1.874227 -0.136433  0.912463\n",
              "123       1  3.741905  0.508184 -2.115019\n",
              "124       0 -2.204719  2.781073  1.526635\n",
              "125       0 -1.026591  1.672345  0.495803\n",
              "\n",
              "[126 rows x 4 columns]"
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              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "          document.querySelector('#df-207cf0db-3021-4a9e-8c8c-6f8bbc8249b4 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "          const element = document.querySelector('#df-207cf0db-3021-4a9e-8c8c-6f8bbc8249b4');\n",
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              "          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",
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              "  </div>\n",
              "  "
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          },
          "metadata": {},
          "execution_count": 124
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Perform PCA-3 and See the new 3D points**"
      ],
      "metadata": {
        "id": "8lEA2L8deNaM"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig = px.scatter_3d(df, x = \"X\", y = \"Y\", z = \"Z\", color = \"Result\")\n",
        "fig.show()\n",
        "fig.write_image(\"fig5_0.png\", engine = \"orca\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "whzxm201LY54",
        "outputId": "8ab09c46-ddf5-44f5-cd05-c81f7f084ec1"
      },
      "execution_count": 125,
      "outputs": [
        {
          "output_type": "display_data",
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              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Do the classification using the KMeans Model and see accuracy of prediction**"
      ],
      "metadata": {
        "id": "qwru3laJeSMu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.cluster import KMeans\n",
        "km = KMeans(n_clusters = 2, init = \"random\", n_init = \"auto\", max_iter = 300)\n",
        "kmeans = km.fit(X_3D)\n",
        "labelK = kmeans.labels_\n",
        "print(labelK)\n",
        "print(accuracy_score(labelK, target))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PzyqWMLFMJUm",
        "outputId": "35149948-2328-4e6b-e90a-efc64a970395"
      },
      "execution_count": 126,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1 1 0 1 0 0 0 1 0 1 1 1 0 0 0 1 0 0 1 1 0 1 0 1 1 1 1 0 1 1 0 0 1 1 1 1 1\n",
            " 1 0 0 0 1 1 1 1 0 0 1 0 1 1 1 1 1 0 0 1 0 0 0 1 0 1 0 1 1 0 1 1 1 1 1 1 0\n",
            " 1 0 1 1 1 1 1 0 0 0 1 1 0 0 1 0 0 1 1 1 1 0 1 0 0 0 1 0 1 1 1 0 1 1 1 0 0\n",
            " 1 0 0 1 1 0 1 1 0 1 1 1 0 1 1]\n",
            "0.5555555555555556\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Plot the Clusters with their centers**"
      ],
      "metadata": {
        "id": "-ug3diIKeeXG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import plotly.graph_objs as go\n",
        "center = kmeans.cluster_centers_\n",
        "fig = go.Figure()\n",
        "fig.add_trace(go.Scatter3d(x = X_3D[:,0], y = X_3D[:,1], z = X_3D[:,2], mode = \"markers\", marker = dict(size = 6, color = labelK, opacity = 0.8), showlegend = True, name = \"Cluster Points\"))\n",
        "fig.add_trace(go.Scatter3d(x = center[:,0], y = center[:,1], z = center[:,2], mode = \"markers\", marker = dict(size = 15, opacity = 1, symbol = \"cross\"), showlegend = True, name = \"Centers\"))\n",
        "fig.show()\n",
        "fig.write_image(\"fig5_1.png\", engine = \"orca\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "O29SkZBrN0Ay",
        "outputId": "62cf59d4-fc75-47a3-cf57-a70905e0e3d5"
      },
      "execution_count": 127,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **US Open Women's Tournament**"
      ],
      "metadata": {
        "id": "HpjaYZV9iSOf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "usW"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "izfBC68TiZS1",
        "outputId": "4ae8d566-2641-4b9c-ff63-467d9d068b79"
      },
      "execution_count": 154,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        Player 1            Player 2  ROUND  Result  FNL.1  FNL.2  FSP.1  \\\n",
              "0     S Williams          V Azarenka      7       1      2      1     57   \n",
              "1     F Pennetta          V Azarenka      6       0      0      2     44   \n",
              "2     S Williams                N Li      6       1      2      0     63   \n",
              "3        R Vinci          F Pennetta      5       0      0      2     60   \n",
              "4   D Hantuchova          V Azarenka      5       0      0      2     58   \n",
              "..           ...                 ...    ...     ...    ...    ...    ...   \n",
              "71   P Ormaechea        K Date-Krumm      1       1      2      0     59   \n",
              "72    K Pliskova          E Bouchard      1       0      1      2     53   \n",
              "73    L Hradecka            A Kerber      1       0      0      2     49   \n",
              "74       L Davis    C Suarez Navarro      1       0      0      2     63   \n",
              "75  K Mladenovic  A Medina Garrigues      1       1      2      1     51   \n",
              "\n",
              "    FSW.1  SSP.1  SSW.1  ...  BPC.2  BPW.2  NPA.2  NPW.2  TPW.2  ST2.1.1  \\\n",
              "0      44     43     20  ...      8      4   15.0   10.0    0.0        5   \n",
              "1      12     56      7  ...     13      8   30.0   20.0    0.0        6   \n",
              "2      26     37      9  ...      4      1   19.0   13.0    0.0        0   \n",
              "3      21     40      7  ...     12      6   14.0    7.0    0.0        6   \n",
              "4      14     42      5  ...     11      7   13.0   12.0    0.0        6   \n",
              "..    ...    ...    ...  ...    ...    ...    ...    ...    ...      ...   \n",
              "71     32     41     10  ...      9      4   14.0    9.0    0.0        3   \n",
              "72     48     47     21  ...     13      3   13.0   10.0    0.0        4   \n",
              "73     17     51      4  ...      8      5    6.0    5.0    0.0        6   \n",
              "74     12     37      3  ...     12      6   10.0    8.0    0.0        6   \n",
              "75     29     49     15  ...     13      4   14.0    7.0    0.0        1   \n",
              "\n",
              "    ST2.2  ST3.2  ST4.2  ST5.2  \n",
              "0       7    1.0    0.0    0.0  \n",
              "1       6    0.0    0.0    0.0  \n",
              "2       3    0.0    0.0    0.0  \n",
              "3       6    0.0    0.0    0.0  \n",
              "4       6    0.0    0.0    0.0  \n",
              "..    ...    ...    ...    ...  \n",
              "71      6    0.0    0.0    0.0  \n",
              "72      6    7.0    0.0    0.0  \n",
              "73      6    0.0    0.0    0.0  \n",
              "74      6    0.0    0.0    0.0  \n",
              "75      6    1.0    0.0    0.0  \n",
              "\n",
              "[76 rows x 42 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-5a045fbe-17dc-4e30-b971-685460fb8819\">\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Player 1</th>\n",
              "      <th>Player 2</th>\n",
              "      <th>ROUND</th>\n",
              "      <th>Result</th>\n",
              "      <th>FNL.1</th>\n",
              "      <th>FNL.2</th>\n",
              "      <th>FSP.1</th>\n",
              "      <th>FSW.1</th>\n",
              "      <th>SSP.1</th>\n",
              "      <th>SSW.1</th>\n",
              "      <th>...</th>\n",
              "      <th>BPC.2</th>\n",
              "      <th>BPW.2</th>\n",
              "      <th>NPA.2</th>\n",
              "      <th>NPW.2</th>\n",
              "      <th>TPW.2</th>\n",
              "      <th>ST2.1.1</th>\n",
              "      <th>ST2.2</th>\n",
              "      <th>ST3.2</th>\n",
              "      <th>ST4.2</th>\n",
              "      <th>ST5.2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>S Williams</td>\n",
              "      <td>V Azarenka</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>57</td>\n",
              "      <td>44</td>\n",
              "      <td>43</td>\n",
              "      <td>20</td>\n",
              "      <td>...</td>\n",
              "      <td>8</td>\n",
              "      <td>4</td>\n",
              "      <td>15.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>F Pennetta</td>\n",
              "      <td>V Azarenka</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>44</td>\n",
              "      <td>12</td>\n",
              "      <td>56</td>\n",
              "      <td>7</td>\n",
              "      <td>...</td>\n",
              "      <td>13</td>\n",
              "      <td>8</td>\n",
              "      <td>30.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>S Williams</td>\n",
              "      <td>N Li</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>63</td>\n",
              "      <td>26</td>\n",
              "      <td>37</td>\n",
              "      <td>9</td>\n",
              "      <td>...</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>19.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>R Vinci</td>\n",
              "      <td>F Pennetta</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>60</td>\n",
              "      <td>21</td>\n",
              "      <td>40</td>\n",
              "      <td>7</td>\n",
              "      <td>...</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>14.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>D Hantuchova</td>\n",
              "      <td>V Azarenka</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>58</td>\n",
              "      <td>14</td>\n",
              "      <td>42</td>\n",
              "      <td>5</td>\n",
              "      <td>...</td>\n",
              "      <td>11</td>\n",
              "      <td>7</td>\n",
              "      <td>13.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>71</th>\n",
              "      <td>P Ormaechea</td>\n",
              "      <td>K Date-Krumm</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>59</td>\n",
              "      <td>32</td>\n",
              "      <td>41</td>\n",
              "      <td>10</td>\n",
              "      <td>...</td>\n",
              "      <td>9</td>\n",
              "      <td>4</td>\n",
              "      <td>14.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>K Pliskova</td>\n",
              "      <td>E Bouchard</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>53</td>\n",
              "      <td>48</td>\n",
              "      <td>47</td>\n",
              "      <td>21</td>\n",
              "      <td>...</td>\n",
              "      <td>13</td>\n",
              "      <td>3</td>\n",
              "      <td>13.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4</td>\n",
              "      <td>6</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>73</th>\n",
              "      <td>L Hradecka</td>\n",
              "      <td>A Kerber</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>49</td>\n",
              "      <td>17</td>\n",
              "      <td>51</td>\n",
              "      <td>4</td>\n",
              "      <td>...</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>6.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>74</th>\n",
              "      <td>L Davis</td>\n",
              "      <td>C Suarez Navarro</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>63</td>\n",
              "      <td>12</td>\n",
              "      <td>37</td>\n",
              "      <td>3</td>\n",
              "      <td>...</td>\n",
              "      <td>12</td>\n",
              "      <td>6</td>\n",
              "      <td>10.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75</th>\n",
              "      <td>K Mladenovic</td>\n",
              "      <td>A Medina Garrigues</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>51</td>\n",
              "      <td>29</td>\n",
              "      <td>49</td>\n",
              "      <td>15</td>\n",
              "      <td>...</td>\n",
              "      <td>13</td>\n",
              "      <td>4</td>\n",
              "      <td>14.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>76 rows × 42 columns</p>\n",
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          },
          "metadata": {},
          "execution_count": 154
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Serena Williams vs Rest Winners in terms of Breaking Points Won**"
      ],
      "metadata": {
        "id": "jU8Hei87vMhZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = usW[usW[\"Player 1\"] == \"S Williams\"]\n",
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "wHS_E1UqqC6u",
        "outputId": "5937fb7f-9e9e-4d0b-9cc8-989d7fe27fea"
      },
      "execution_count": 155,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      Player 1      Player 2  ROUND  Result  FNL.1  FNL.2  FSP.1  FSW.1  \\\n",
              "0   S Williams    V Azarenka      7       1      2      1     57     44   \n",
              "2   S Williams          N Li      6       1      2      0     63     26   \n",
              "10  S Williams    S Stephens      4       1      2      0     62     26   \n",
              "23  S Williams    Y Shvedova      3       1      2      0     66     28   \n",
              "30  S Williams  G Voskoboeva      2       1      2      0     64     21   \n",
              "64  S Williams   F Schiavone      1       1      2      0     51     13   \n",
              "\n",
              "    SSP.1  SSW.1  ...  BPC.2  BPW.2  NPA.2  NPW.2  TPW.2  ST2.1.1  ST2.2  \\\n",
              "0      43     20  ...      8      4   15.0   10.0    0.0        5      7   \n",
              "2      37      9  ...      4      1   19.0   13.0    0.0        0      3   \n",
              "10     38     11  ...      2      1   12.0    6.0    0.0        4      1   \n",
              "23     44      7  ...      1      0   13.0    4.0    0.0        3      1   \n",
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              "      <th></th>\n",
              "      <th>Player 1</th>\n",
              "      <th>Player 2</th>\n",
              "      <th>ROUND</th>\n",
              "      <th>Result</th>\n",
              "      <th>FNL.1</th>\n",
              "      <th>FNL.2</th>\n",
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              "      <th>BPW.2</th>\n",
              "      <th>NPA.2</th>\n",
              "      <th>NPW.2</th>\n",
              "      <th>TPW.2</th>\n",
              "      <th>ST2.1.1</th>\n",
              "      <th>ST2.2</th>\n",
              "      <th>ST3.2</th>\n",
              "      <th>ST4.2</th>\n",
              "      <th>ST5.2</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>S Williams</td>\n",
              "      <td>V Azarenka</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>57</td>\n",
              "      <td>44</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>S Williams</td>\n",
              "      <td>N Li</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>63</td>\n",
              "      <td>26</td>\n",
              "      <td>37</td>\n",
              "      <td>9</td>\n",
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              "      <td>4</td>\n",
              "      <td>1</td>\n",
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              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>S Williams</td>\n",
              "      <td>S Stephens</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>62</td>\n",
              "      <td>26</td>\n",
              "      <td>38</td>\n",
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              "      <td>2</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
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              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>S Williams</td>\n",
              "      <td>Y Shvedova</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>66</td>\n",
              "      <td>28</td>\n",
              "      <td>44</td>\n",
              "      <td>7</td>\n",
              "      <td>...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>S Williams</td>\n",
              "      <td>G Voskoboeva</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>64</td>\n",
              "      <td>21</td>\n",
              "      <td>36</td>\n",
              "      <td>11</td>\n",
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              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>S Williams</td>\n",
              "      <td>F Schiavone</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
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              "      <td>51</td>\n",
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              "      <td>49</td>\n",
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              "      <td>0.0</td>\n",
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          },
          "metadata": {},
          "execution_count": 155
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Breaking Points Won by Serena Williams**"
      ],
      "metadata": {
        "id": "91K2YsiGvH_W"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(df[\"BPW.1\"].mean())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xt7o4khvvt-n",
        "outputId": "5fc188d8-6166-4a53-a675-2d05957f9467"
      },
      "execution_count": 156,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "5.166666666666667\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = px.bar(df, x = \"ROUND\", y = \"BPW.1\", hover_data = [\"BPW.1\"], color = \"BPW.1\", labels={\"BPW.1\" : \"Break Points Won\"}, height=400)\n",
        "fig.show()\n",
        "fig.write_image(\"fig6_0.png\", engine = \"orca\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "89h19Tuts4j0",
        "outputId": "37a51334-3caf-4a38-bb40-7927994c6ec5"
      },
      "execution_count": 157,
      "outputs": [
        {
          "output_type": "display_data",
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              "                            \n",
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              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
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              "    x.observe(notebookContainer, {childList: true});\n",
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              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Breaking Points Won by the Respective Winners of each match**"
      ],
      "metadata": {
        "id": "OUDYLXBcv99I"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(usW[usW[\"Result\"] == 1][\"BPW.1\"].mean())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SEaYWyhpvyYX",
        "outputId": "03c182c0-b958-43cd-a748-9fd2a705d7c6"
      },
      "execution_count": 158,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "5.027777777777778\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig = px.bar(usW[usW[\"Result\"] == 1], x = \"ROUND\", y = \"BPW.1\", hover_data = [\"BPW.1\"], color = \"BPW.1\", labels={\"BPW.1\" : \"Break Points Won\"}, height=400)\n",
        "fig.show()\n",
        "fig.write_image(\"fig6_1.png\", engine = \"orca\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "VRfLtMpkvRcY",
        "outputId": "3e5cd9a6-c06f-444d-90d9-7c43cdad2560"
      },
      "execution_count": 159,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Wimbledon Men's Tournament**"
      ],
      "metadata": {
        "id": "maC81ZTDooNW"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "wimM"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "FppfJ62moxRC",
        "outputId": "0d2cd4b9-2b81-460c-d5f8-dead008ce06f"
      },
      "execution_count": 151,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        Player1          Player2  Round  Result  FNL.1  FNL.2  FSP.1  FSW.1  \\\n",
              "0      B.Becker         A.Murray      1       0      0      3     59     29   \n",
              "1        J.Ward           Y-H.Lu      1       0      1      3     62     77   \n",
              "2       N.Mahut          J.Hajek      1       1      3      0     72     44   \n",
              "3     T.Robredo  A.Bogomolov Jr.      1       1      3      0     77     40   \n",
              "4       R.Haase        M.Youzhny      1       0      0      3     68     61   \n",
              "..          ...              ...    ...     ...    ...    ...    ...    ...   \n",
              "109    D.Ferrer      J.Del Potro      5       0      0      3     68     45   \n",
              "110  N.Djokovic        T.Berdych      5       1      3      0     61     42   \n",
              "111  J.Janowicz         A.Murray      6       0      1      3     55     54   \n",
              "112  N.Djokovic      J.Del Potro      6       1      3      2     69    102   \n",
              "113  N.Djokovic         A.Murray      7       0      0      3     65     40   \n",
              "\n",
              "     SSP.1  SSW.1  ...  BPC.2  BPW.2  NPA.2  NPW.2  TPW.2  ST1.2  ST2.2  \\\n",
              "0       41     14  ...     10      5     23     17    0.0      6      6   \n",
              "1       38     35  ...     15      2     46     39    0.0      6      6   \n",
              "2       28     10  ...      1      0     19     12    0.0      2      4   \n",
              "3       23     12  ...      0      0     22     13    0.0      2      2   \n",
              "4       32     15  ...     21      3     44     30    0.0      6      7   \n",
              "..     ...    ...  ...    ...    ...    ...    ...    ...    ...    ...   \n",
              "109     32     17  ...      8      3     21     17    0.0      6      6   \n",
              "110     39     21  ...      2      2     31     21    0.0      6      4   \n",
              "111     45     27  ...     13      5     36     22    0.0      6      6   \n",
              "112     31     21  ...      7      2     37     25    0.0      5      6   \n",
              "113     35     15  ...     17      7     37     26    0.0      6      7   \n",
              "\n",
              "     ST3.2  ST4.2  ST5.2  \n",
              "0        6    0.0    0.0  \n",
              "1        7    7.0    0.0  \n",
              "2        3    0.0    0.0  \n",
              "3        4    0.0    0.0  \n",
              "4        7    0.0    0.0  \n",
              "..     ...    ...    ...  \n",
              "109      7    0.0    0.0  \n",
              "110      3    0.0    0.0  \n",
              "111      6    6.0    0.0  \n",
              "112      6    7.0    3.0  \n",
              "113      6    0.0    0.0  \n",
              "\n",
              "[114 rows x 42 columns]"
            ],
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              "\n",
              "  <div id=\"df-077b4bd4-0abd-45e1-8583-e1e205528f65\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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",
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              "\n",
              "    .dataframe thead th {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Player1</th>\n",
              "      <th>Player2</th>\n",
              "      <th>Round</th>\n",
              "      <th>Result</th>\n",
              "      <th>FNL.1</th>\n",
              "      <th>FNL.2</th>\n",
              "      <th>FSP.1</th>\n",
              "      <th>FSW.1</th>\n",
              "      <th>SSP.1</th>\n",
              "      <th>SSW.1</th>\n",
              "      <th>...</th>\n",
              "      <th>BPC.2</th>\n",
              "      <th>BPW.2</th>\n",
              "      <th>NPA.2</th>\n",
              "      <th>NPW.2</th>\n",
              "      <th>TPW.2</th>\n",
              "      <th>ST1.2</th>\n",
              "      <th>ST2.2</th>\n",
              "      <th>ST3.2</th>\n",
              "      <th>ST4.2</th>\n",
              "      <th>ST5.2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>B.Becker</td>\n",
              "      <td>A.Murray</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>59</td>\n",
              "      <td>29</td>\n",
              "      <td>41</td>\n",
              "      <td>14</td>\n",
              "      <td>...</td>\n",
              "      <td>10</td>\n",
              "      <td>5</td>\n",
              "      <td>23</td>\n",
              "      <td>17</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>J.Ward</td>\n",
              "      <td>Y-H.Lu</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>62</td>\n",
              "      <td>77</td>\n",
              "      <td>38</td>\n",
              "      <td>35</td>\n",
              "      <td>...</td>\n",
              "      <td>15</td>\n",
              "      <td>2</td>\n",
              "      <td>46</td>\n",
              "      <td>39</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>N.Mahut</td>\n",
              "      <td>J.Hajek</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>72</td>\n",
              "      <td>44</td>\n",
              "      <td>28</td>\n",
              "      <td>10</td>\n",
              "      <td>...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>19</td>\n",
              "      <td>12</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>T.Robredo</td>\n",
              "      <td>A.Bogomolov Jr.</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>77</td>\n",
              "      <td>40</td>\n",
              "      <td>23</td>\n",
              "      <td>12</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>22</td>\n",
              "      <td>13</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>R.Haase</td>\n",
              "      <td>M.Youzhny</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>68</td>\n",
              "      <td>61</td>\n",
              "      <td>32</td>\n",
              "      <td>15</td>\n",
              "      <td>...</td>\n",
              "      <td>21</td>\n",
              "      <td>3</td>\n",
              "      <td>44</td>\n",
              "      <td>30</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>109</th>\n",
              "      <td>D.Ferrer</td>\n",
              "      <td>J.Del Potro</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>68</td>\n",
              "      <td>45</td>\n",
              "      <td>32</td>\n",
              "      <td>17</td>\n",
              "      <td>...</td>\n",
              "      <td>8</td>\n",
              "      <td>3</td>\n",
              "      <td>21</td>\n",
              "      <td>17</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>110</th>\n",
              "      <td>N.Djokovic</td>\n",
              "      <td>T.Berdych</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>61</td>\n",
              "      <td>42</td>\n",
              "      <td>39</td>\n",
              "      <td>21</td>\n",
              "      <td>...</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>31</td>\n",
              "      <td>21</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>111</th>\n",
              "      <td>J.Janowicz</td>\n",
              "      <td>A.Murray</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>55</td>\n",
              "      <td>54</td>\n",
              "      <td>45</td>\n",
              "      <td>27</td>\n",
              "      <td>...</td>\n",
              "      <td>13</td>\n",
              "      <td>5</td>\n",
              "      <td>36</td>\n",
              "      <td>22</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>112</th>\n",
              "      <td>N.Djokovic</td>\n",
              "      <td>J.Del Potro</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>69</td>\n",
              "      <td>102</td>\n",
              "      <td>31</td>\n",
              "      <td>21</td>\n",
              "      <td>...</td>\n",
              "      <td>7</td>\n",
              "      <td>2</td>\n",
              "      <td>37</td>\n",
              "      <td>25</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>7.0</td>\n",
              "      <td>3.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>113</th>\n",
              "      <td>N.Djokovic</td>\n",
              "      <td>A.Murray</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>65</td>\n",
              "      <td>40</td>\n",
              "      <td>35</td>\n",
              "      <td>15</td>\n",
              "      <td>...</td>\n",
              "      <td>17</td>\n",
              "      <td>7</td>\n",
              "      <td>37</td>\n",
              "      <td>26</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>114 rows × 42 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-077b4bd4-0abd-45e1-8583-e1e205528f65')\"\n",
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              "                                                     [key], {});\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 151
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Distinct players in the tournament**"
      ],
      "metadata": {
        "id": "uXOKOTCgxUYq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "players = set(wimM[\"Player1\"].unique()) | set(wimM[\"Player2\"].unique())\n",
        "print(players)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ygnXgy_cd8sW",
        "outputId": "b076ccf1-2591-4e0c-c4fd-1906da846940"
      },
      "execution_count": 152,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{'B.Paire', 'J-W.Tsonga', 'S.Stakhovsky', 'T.Haas', 'M.Baghdatis', 'A.Haider-Maurer', 'J.Nieminen', 'D.Istomin', 'A.Murray', 'O.Rochus', 'E.Gulbis', 'B.Tomic', 'V.Hanescu', 'I.Dodig', 'A.Montanes', 'J.Chardy', 'D.Ferrer', 'K.Anderson', 'A.Bedene', 'A.Mannarino', 'R.Stepanek', 'G.Zemlja', 'A.Seppi', 'M.Przysiezny', 'M.Matosevic', 'L.Kubot', 'S.Bolelli', 'J.Struff', 'G.Simon', 'W.Odesnik', 'P.Kohlschreiber', 'S.Wawrinka', 'M.Alund', 'J.Monaco', 'J.Levine', 'M.Klizan', 'J.Ward', 'G.Garcia-Lopez', 'T.Berdych', 'R.Gasquet', 'T.Kamke', 'B.Reynolds', 'V.Pospisil', 'A.Ungur', 'M.Raonic', 'R.Bautista Agut', 'H.Zeballos', 'J.Duckworth', 'P.Petzschner', 'M.Reid', 'A.Kuznetsov', 'D.Tursunov', 'G.Rufin', 'R.Dutra Silva', 'R.Nadal', 'L.Lacko', 'P.Lorenzi', 'L.Hewitt', 'S.Darcis', 'K.Edmund', 'R.Ram', 'E.Donskoy', 'M.Granollers', 'J.Janowicz', 'G.Elias', 'D.Brown', 'A.Falla', 'B.Becker', 'I.Andreev', 'V.Troicki', 'A.Ramos', 'R.Haase', 'R.Federer', 'S.Giraldo', 'D.Goffin', 'D.Kudla', 'B.Kavcic', 'M.Youzhny', 'B.Knittel', 'C.Berlocq', 'M.Ebden', 'G.Pella', 'X.Malisse', 'R.Harrison', 'M.Russell', 'J.Del Potro', 'A.Dolgopolov', 'T.Robredo', 'P-H.Mathieu', 'D.Brands', 'G.Dimitrov', 'L.Mayer', 'K.De Schepper', 'N.Djokovic', 'L.Rosol', 'J.Benneteau', 'S.Johnson', 'J.Isner', 'I.Sijsling', 'F.Lopez', 'N.Mahut', 'N.Almagro', 'S.Robert', 'E.Roger-Vasselin', 'J.Hajek', 'Y-T.Wang', 'T.De Bakker', 'P.Andujar', 'A.Bogomolov Jr.', 'Y-H.Lu', 'J.Reister', 'J.Zopp', 'S.Querrey', 'R.Berankis', 'T.Gabashvili', 'F.Verdasco', 'K.Nishikori', 'D.Gimeno-Traver', 'G.Soeda', 'F.Fognini', 'M.Cilic', 'M.Gicquel', 'F.Mayer', 'M.Llodra', 'J.Tipsarevic', 'J.Blake', 'J.Melzer'}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**List of Matches won by each player during the wimbledon**"
      ],
      "metadata": {
        "id": "t2y3HtCXxOb2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dfnew = pd.DataFrame({\"Player\" : list(players), \"Wins\" : 0})\n",
        "for _, row in wimM.iterrows():\n",
        "    if row[\"Result\"] == 1:\n",
        "        dfnew.loc[dfnew[\"Player\"] == row[\"Player1\"], \"Wins\"] += 1\n",
        "    else:\n",
        "        dfnew.loc[dfnew[\"Player\"] == row[\"Player2\"], \"Wins\"] += 1\n",
        "dfnew = dfnew.sort_values(\"Wins\", ascending = False)\n",
        "dfnew.reset_index(inplace = True)\n",
        "dfnew.drop(\"index\", axis = 1, inplace = True)\n",
        "dfnew[:20]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "BMnVXImVvh5K",
        "outputId": "01bac8da-12ab-46be-9293-a0d7d78034f0"
      },
      "execution_count": 153,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "          Player  Wins\n",
              "0       A.Murray     7\n",
              "1     N.Djokovic     6\n",
              "2    J.Del Potro     5\n",
              "3     J.Janowicz     4\n",
              "4      T.Berdych     4\n",
              "5        B.Tomic     3\n",
              "6     F.Verdasco     3\n",
              "7       D.Ferrer     3\n",
              "8        I.Dodig     3\n",
              "9       J.Melzer     3\n",
              "10      E.Gulbis     2\n",
              "11       L.Kubot     2\n",
              "12   K.Nishikori     2\n",
              "13  S.Stakhovsky     2\n",
              "14     N.Almagro     2\n",
              "15    I.Sijsling     2\n",
              "16        T.Haas     2\n",
              "17     T.Robredo     2\n",
              "18     M.Youzhny     2\n",
              "19     V.Troicki     2"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-6cea54ad-c111-4044-802e-a4d0d788eaac\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Player</th>\n",
              "      <th>Wins</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>A.Murray</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>N.Djokovic</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>J.Del Potro</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>J.Janowicz</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>T.Berdych</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>B.Tomic</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>F.Verdasco</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>D.Ferrer</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>I.Dodig</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>J.Melzer</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>E.Gulbis</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>L.Kubot</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>K.Nishikori</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>S.Stakhovsky</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>N.Almagro</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>I.Sijsling</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>T.Haas</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>T.Robredo</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>M.Youzhny</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>V.Troicki</td>\n",
              "      <td>2</td>\n",
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              "\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",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-6cea54ad-c111-4044-802e-a4d0d788eaac 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-6cea54ad-c111-4044-802e-a4d0d788eaac');\n",
              "          const dataTable =\n",
              "            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",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 153
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Wimbledon Women's Tournament**"
      ],
      "metadata": {
        "id": "jkGIgW7motLq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "wimW"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 488
        },
        "id": "d8H1K43ioyyK",
        "outputId": "7ea72271-c91a-4840-b6a7-45804b2a8cb1"
      },
      "execution_count": 144,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "          Player1      Player2  Round  Result  FNL.1  FNL.2  FSP.1  FSW.1  \\\n",
              "0       M.Koehler   V.Azarenka      1       0      0      2     60     21   \n",
              "1      E.Baltacha   F.Pennetta      1       0      0      2     69     23   \n",
              "2       S-W.Hsieh      T.Maria      1       1      2      0     63     17   \n",
              "3        A.Cornet       V.King      1       1      2      1     57     36   \n",
              "4    Y.Putintseva   K.Flipkens      1       0      0      2     73     34   \n",
              "..            ...          ...    ...     ...    ...    ...    ...    ...   \n",
              "117   A.Radwanska         N.Li      5       1      2      1     77     52   \n",
              "118     S.Lisicki     K.Kanepi      5       1      2      0     59     26   \n",
              "119     M.Bartoli   K.Flipkens      6       1      2      0     61     21   \n",
              "120     S.Lisicki  A.Radwanska      6       1      2      1     63     53   \n",
              "121     S.Lisicki    M.Bartoli      7       0      0      2     65     22   \n",
              "\n",
              "     SSP.1  SSW.1  ...  BPC.2  BPW.2  NPA.2  NPW.2  TPW.2  ST1.1.1  ST2.2  \\\n",
              "0       40      8  ...     16      6      8      4    0.0        6      6   \n",
              "1       31      6  ...      6      5     14     11    0.0        6      6   \n",
              "2       37     10  ...      1      0      8      2    0.0        1      0   \n",
              "3       43     21  ...      4      1     48     32    0.0        6      3   \n",
              "4       27     12  ...      9      3     35     24    0.0        7      6   \n",
              "..     ...    ...  ...    ...    ...    ...    ...    ...      ...    ...   \n",
              "117     23      9  ...     10      4     71     48    0.0        6      6   \n",
              "118     41     10  ...      2      1     19      9    0.0        3      3   \n",
              "119     39     10  ...      2      1     21      8    0.0        1      2   \n",
              "120     37     19  ...     14      6     31     16    0.0        4      6   \n",
              "121     35      9  ...     13      5     11      9    0.0        6      6   \n",
              "\n",
              "     ST3.2  ST4.2  ST5.2  \n",
              "0      0.0    0.0    0.0  \n",
              "1      0.0    0.0    0.0  \n",
              "2      0.0    0.0    0.0  \n",
              "3      1.0    0.0    0.0  \n",
              "4      0.0    0.0    0.0  \n",
              "..     ...    ...    ...  \n",
              "117    2.0    0.0    0.0  \n",
              "118    0.0    0.0    0.0  \n",
              "119    0.0    0.0    0.0  \n",
              "120    7.0    0.0    0.0  \n",
              "121    0.0    0.0    0.0  \n",
              "\n",
              "[122 rows x 42 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-9b54f9cb-f679-4680-a5d7-181fa001c7c3\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Player1</th>\n",
              "      <th>Player2</th>\n",
              "      <th>Round</th>\n",
              "      <th>Result</th>\n",
              "      <th>FNL.1</th>\n",
              "      <th>FNL.2</th>\n",
              "      <th>FSP.1</th>\n",
              "      <th>FSW.1</th>\n",
              "      <th>SSP.1</th>\n",
              "      <th>SSW.1</th>\n",
              "      <th>...</th>\n",
              "      <th>BPC.2</th>\n",
              "      <th>BPW.2</th>\n",
              "      <th>NPA.2</th>\n",
              "      <th>NPW.2</th>\n",
              "      <th>TPW.2</th>\n",
              "      <th>ST1.1.1</th>\n",
              "      <th>ST2.2</th>\n",
              "      <th>ST3.2</th>\n",
              "      <th>ST4.2</th>\n",
              "      <th>ST5.2</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>M.Koehler</td>\n",
              "      <td>V.Azarenka</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>60</td>\n",
              "      <td>21</td>\n",
              "      <td>40</td>\n",
              "      <td>8</td>\n",
              "      <td>...</td>\n",
              "      <td>16</td>\n",
              "      <td>6</td>\n",
              "      <td>8</td>\n",
              "      <td>4</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>E.Baltacha</td>\n",
              "      <td>F.Pennetta</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>69</td>\n",
              "      <td>23</td>\n",
              "      <td>31</td>\n",
              "      <td>6</td>\n",
              "      <td>...</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>14</td>\n",
              "      <td>11</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>S-W.Hsieh</td>\n",
              "      <td>T.Maria</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>63</td>\n",
              "      <td>17</td>\n",
              "      <td>37</td>\n",
              "      <td>10</td>\n",
              "      <td>...</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>A.Cornet</td>\n",
              "      <td>V.King</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>57</td>\n",
              "      <td>36</td>\n",
              "      <td>43</td>\n",
              "      <td>21</td>\n",
              "      <td>...</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>48</td>\n",
              "      <td>32</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Y.Putintseva</td>\n",
              "      <td>K.Flipkens</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>73</td>\n",
              "      <td>34</td>\n",
              "      <td>27</td>\n",
              "      <td>12</td>\n",
              "      <td>...</td>\n",
              "      <td>9</td>\n",
              "      <td>3</td>\n",
              "      <td>35</td>\n",
              "      <td>24</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>117</th>\n",
              "      <td>A.Radwanska</td>\n",
              "      <td>N.Li</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>77</td>\n",
              "      <td>52</td>\n",
              "      <td>23</td>\n",
              "      <td>9</td>\n",
              "      <td>...</td>\n",
              "      <td>10</td>\n",
              "      <td>4</td>\n",
              "      <td>71</td>\n",
              "      <td>48</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>118</th>\n",
              "      <td>S.Lisicki</td>\n",
              "      <td>K.Kanepi</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>59</td>\n",
              "      <td>26</td>\n",
              "      <td>41</td>\n",
              "      <td>10</td>\n",
              "      <td>...</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>19</td>\n",
              "      <td>9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119</th>\n",
              "      <td>M.Bartoli</td>\n",
              "      <td>K.Flipkens</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>61</td>\n",
              "      <td>21</td>\n",
              "      <td>39</td>\n",
              "      <td>10</td>\n",
              "      <td>...</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>21</td>\n",
              "      <td>8</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>120</th>\n",
              "      <td>S.Lisicki</td>\n",
              "      <td>A.Radwanska</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>63</td>\n",
              "      <td>53</td>\n",
              "      <td>37</td>\n",
              "      <td>19</td>\n",
              "      <td>...</td>\n",
              "      <td>14</td>\n",
              "      <td>6</td>\n",
              "      <td>31</td>\n",
              "      <td>16</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4</td>\n",
              "      <td>6</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>121</th>\n",
              "      <td>S.Lisicki</td>\n",
              "      <td>M.Bartoli</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>65</td>\n",
              "      <td>22</td>\n",
              "      <td>35</td>\n",
              "      <td>9</td>\n",
              "      <td>...</td>\n",
              "      <td>13</td>\n",
              "      <td>5</td>\n",
              "      <td>11</td>\n",
              "      <td>9</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>122 rows × 42 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9b54f9cb-f679-4680-a5d7-181fa001c7c3')\"\n",
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              "    .colab-df-container {\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "      fill: #1967D2;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "          const element = document.querySelector('#df-9b54f9cb-f679-4680-a5d7-181fa001c7c3');\n",
              "          const dataTable =\n",
              "            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",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 144
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "players = set(wimW[\"Player1\"].unique()) | set(wimW[\"Player2\"].unique())\n",
        "dfnew = pd.DataFrame({\"Player\" : list(players), \"Wins\" : 0})\n",
        "for _, row in wimW.iterrows():\n",
        "    if row[\"Result\"] == 1:\n",
        "        dfnew.loc[dfnew[\"Player\"] == row[\"Player1\"], \"Wins\"] += 1\n",
        "    else:\n",
        "        dfnew.loc[dfnew[\"Player\"] == row[\"Player2\"], \"Wins\"] += 1\n",
        "dfnew = dfnew.sort_values(\"Wins\", ascending = False)\n",
        "dfnew.reset_index(inplace = True)\n",
        "dfnew.drop(\"index\", axis = 1, inplace = True)\n",
        "display(dfnew[:20])\n",
        "newdf = pd.DataFrame({\"Player\" : [dfnew[\"Player\"][0]]*2})\n",
        "display(newdf)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 772
        },
        "id": "8visLfVrwzHl",
        "outputId": "8941732d-dc70-4fb3-cf0f-b9802c83c682"
      },
      "execution_count": 145,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                Player  Wins\n",
              "0            M.Bartoli     7\n",
              "1            S.Lisicki     6\n",
              "2          A.Radwanska     5\n",
              "3           K.Flipkens     5\n",
              "4                 N.Li     4\n",
              "5              R.Vinci     3\n",
              "6          E.Birnerova     3\n",
              "7           S.Stephens     3\n",
              "8           E.Makarova     3\n",
              "9          T.Pironkova     3\n",
              "10            K.Kanepi     3\n",
              "11             K.Knapp     3\n",
              "12          S.Williams     3\n",
              "13         P.Cetkovska     3\n",
              "14    C.Suarez Navarro     3\n",
              "15        K.Date-Krumm     2\n",
              "16  M.Larcher De Brito     2\n",
              "17            A.Cornet     2\n",
              "18            C.Giorgi     2\n",
              "19         D.Cibulkova     2"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-9893ee44-57e6-4186-9712-1efec7ece4c1\">\n",
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              "        vertical-align: middle;\n",
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              "      <th></th>\n",
              "      <th>Player</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>M.Bartoli</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>S.Lisicki</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>A.Radwanska</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>K.Flipkens</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>N.Li</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>R.Vinci</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>E.Birnerova</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>S.Stephens</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>E.Makarova</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>T.Pironkova</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>K.Kanepi</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>K.Knapp</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>S.Williams</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>P.Cetkovska</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>C.Suarez Navarro</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>K.Date-Krumm</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>M.Larcher De Brito</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>A.Cornet</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>C.Giorgi</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>D.Cibulkova</td>\n",
              "      <td>2</td>\n",
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            "text/plain": [
              "      Player\n",
              "0  M.Bartoli\n",
              "1  M.Bartoli"
            ],
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              "\n",
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              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>M.Bartoli</td>\n",
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              "    <tr>\n",
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              "      <td>M.Bartoli</td>\n",
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              "</table>\n",
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "FNL, FSP, FSW, SSP, SSW, ACE, DBF, WNR, UFE, BPC, BPW, NPA, NPW = [], [], [], [], [], [], [], [], [], [], [], [], []\n",
        "for i in range(len(wimW.index)): \n",
        "  row = wimW.iloc[i]\n",
        "  if ((newdf[\"Player\"][0] == row[\"Player1\"]) and (row[\"Result\"] == 1)):\n",
        "    FNL.append(row[\"FNL.1\"])\n",
        "    FSP.append(row[\"FSP.1\"])\n",
        "    FSW.append(row[\"FSW.1\"])\n",
        "    SSP.append(row[\"SSP.1\"])\n",
        "    SSW.append(row[\"SSW.1\"])\n",
        "    ACE.append(row[\"ACE.1\"])\n",
        "    DBF.append(row[\"DBF.1\"])\n",
        "    WNR.append(row[\"WNR.1\"])\n",
        "    UFE.append(row[\"UFE.1\"])\n",
        "    BPC.append(row[\"BPC.1\"])\n",
        "    BPW.append(row[\"BPW.1\"])\n",
        "    NPA.append(row[\"NPA.1\"])\n",
        "    NPW.append(row[\"NPW.1\"])\n",
        "\n",
        "  if ((newdf[\"Player\"][0] == row[\"Player2\"]) and (row[\"Result\"] == 0)):\n",
        "    FNL.append(row[\"FNL.2\"])\n",
        "    FSP.append(row[\"FSP.2\"])\n",
        "    FSW.append(row[\"FSW.2\"])\n",
        "    SSP.append(row[\"SSP.2\"])\n",
        "    SSW.append(row[\"SSW.2\"])\n",
        "    ACE.append(row[\"ACE.2\"])\n",
        "    DBF.append(row[\"DBF.2\"])\n",
        "    WNR.append(row[\"WNR.2\"])\n",
        "    UFE.append(row[\"UFE.2\"])\n",
        "    BPC.append(row[\"BPC.2\"])\n",
        "    BPW.append(row[\"BPW.2\"])\n",
        "    NPA.append(row[\"NPA.2\"])\n",
        "    NPW.append(row[\"NPW.2\"])"
      ],
      "metadata": {
        "id": "nWwzai3t3R2r"
      },
      "execution_count": 146,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(FNL, FSP, FSW, SSP, SSW, ACE, DBF, WNR, UFE, BPC, BPW, NPA, NPW)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "STEMC_gh3OIU",
        "outputId": "e0ea5f2a-221c-4ffb-db22-9dbc803acd1f"
      },
      "execution_count": 147,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[2, 2, 2, 2, 2, 2, 2] [58, 64, 62, 61, 58, 61, 67] [29, 38, 26, 26, 26, 21, 31] [42, 36, 38, 39, 42, 39, 33] [16, 11, 10, 7, 15, 10, 7] [4.0, 1.0, 1.0, 1.0, 0.0, 5.0, 2.0] [3, 6, 5, 7, 3, 3, 6] [30, 22, 20, 12, 6, 23, 15] [25, 17, 12, 13, 12, 10, 14] [7, 12, 8, 7, 12, 7, 13] [3, 5, 6, 5, 6, 5, 5] [18, 16, 8, 2, 10, 11, 11] [13, 12, 7, 2, 4, 11, 9]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "newdf[\"FNL\"] = [sum(FNL[:-1])/6, FNL[-1]]\n",
        "newdf[\"FSP\"] = [sum(FSP[:-1])/6, FSP[-1]]\n",
        "newdf[\"FSW\"] = [sum(FSW[:-1])/6, FSW[-1]]\n",
        "newdf[\"SSP\"] = [sum(SSP[:-1])/6, SSP[-1]]\n",
        "newdf[\"SSW\"] = [sum(SSW[:-1])/6, SSW[-1]]\n",
        "newdf[\"ACE\"] = [sum(ACE[:-1])/6, ACE[-1]]\n",
        "newdf[\"DBF\"] = [sum(DBF[:-1])/6, DBF[-1]]\n",
        "newdf[\"WNR\"] = [sum(WNR[:-1])/6, WNR[-1]]\n",
        "newdf[\"UFE\"] = [sum(UFE[:-1])/6, UFE[-1]]\n",
        "newdf[\"BPC\"] = [sum(BPC[:-1])/6, BPC[-1]]\n",
        "newdf[\"BPW\"] = [sum(BPW[:-1])/6, BPW[-1]]\n",
        "newdf[\"NPA\"] = [sum(NPA[:-1])/6, NPA[-1]]\n",
        "newdf[\"NPW\"] = [sum(NPW[:-1])/6, NPW[-1]]\n",
        "newdf"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 176
        },
        "id": "63Slczfk-U5g",
        "outputId": "a09e8ee7-0f65-488b-9701-459d5748538d"
      },
      "execution_count": 148,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      Player  FNL        FSP        FSW        SSP   SSW  ACE  DBF        WNR  \\\n",
              "0  M.Bartoli  2.0  60.666667  27.666667  39.333333  11.5  2.0  4.5  18.833333   \n",
              "1  M.Bartoli  2.0  67.000000  31.000000  33.000000   7.0  2.0  6.0  15.000000   \n",
              "\n",
              "         UFE        BPC  BPW        NPA       NPW  \n",
              "0  14.833333   8.833333  5.0  10.833333  8.166667  \n",
              "1  14.000000  13.000000  5.0  11.000000  9.000000  "
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          "metadata": {},
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        "d = list(newdf.columns[1:])\n",
        "d1 = newdf.iloc[0].values[1:]\n",
        "d2 = newdf.iloc[1].values[1:]"
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      "metadata": {
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        "**How does the performance of the Winner vary when comapared to Final and Previous Rounds**"
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