fifa19.ipynb

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      "language": "python",
      "display_name": "Python 3",
      "name": "python3"
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    "language_info": {
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        "name": "ipython",
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      "name": "python",
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    },
    "colab": {
      "name": "fifa-tigers.ipynb",
      "provenance": [],
      "include_colab_link": true
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/WonminSong/AI/blob/master/fifa19.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
        "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
        "trusted": true,
        "id": "kqMWsGDLoK42"
      },
      "source": [
        "# This Python 3 environment comes with many helpful analytics libraries installed\n",
        "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
        "# For example, here's several helpful packages to load\n",
        "\n",
        "import numpy as np # linear algebra\n",
        "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0e9MlZlxoSw0",
        "outputId": "dd53d1f7-d417-417b-cdd0-79e6bb049407",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "\n",
        "import os\n",
        "os.chdir(\"/content/drive/My Drive/AI/fifa\")"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a",
        "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
        "trusted": true,
        "id": "sj2nxud-oK47"
      },
      "source": [
        "data=pd.read_csv('/content/drive/My Drive/AI/fifa/data.csv',index_col='Unnamed: 0')"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "NevhYk63oK4-",
        "outputId": "3a8db06e-b481-4ee7-a554-a46084e2ce2b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 657
        }
      },
      "source": [
        "data"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID</th>\n",
              "      <th>Name</th>\n",
              "      <th>Age</th>\n",
              "      <th>Photo</th>\n",
              "      <th>Nationality</th>\n",
              "      <th>Flag</th>\n",
              "      <th>Overall</th>\n",
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              "      <th>Club</th>\n",
              "      <th>Club Logo</th>\n",
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              "      <th>Preferred Foot</th>\n",
              "      <th>International Reputation</th>\n",
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              "      <th>Joined</th>\n",
              "      <th>Loaned From</th>\n",
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              "      <th>Weight</th>\n",
              "      <th>LS</th>\n",
              "      <th>ST</th>\n",
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              "      <th>LW</th>\n",
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              "      <th>CF</th>\n",
              "      <th>RF</th>\n",
              "      <th>RW</th>\n",
              "      <th>LAM</th>\n",
              "      <th>CAM</th>\n",
              "      <th>RAM</th>\n",
              "      <th>LM</th>\n",
              "      <th>LCM</th>\n",
              "      <th>...</th>\n",
              "      <th>LB</th>\n",
              "      <th>LCB</th>\n",
              "      <th>CB</th>\n",
              "      <th>RCB</th>\n",
              "      <th>RB</th>\n",
              "      <th>Crossing</th>\n",
              "      <th>Finishing</th>\n",
              "      <th>HeadingAccuracy</th>\n",
              "      <th>ShortPassing</th>\n",
              "      <th>Volleys</th>\n",
              "      <th>Dribbling</th>\n",
              "      <th>Curve</th>\n",
              "      <th>FKAccuracy</th>\n",
              "      <th>LongPassing</th>\n",
              "      <th>BallControl</th>\n",
              "      <th>Acceleration</th>\n",
              "      <th>SprintSpeed</th>\n",
              "      <th>Agility</th>\n",
              "      <th>Reactions</th>\n",
              "      <th>Balance</th>\n",
              "      <th>ShotPower</th>\n",
              "      <th>Jumping</th>\n",
              "      <th>Stamina</th>\n",
              "      <th>Strength</th>\n",
              "      <th>LongShots</th>\n",
              "      <th>Aggression</th>\n",
              "      <th>Interceptions</th>\n",
              "      <th>Positioning</th>\n",
              "      <th>Vision</th>\n",
              "      <th>Penalties</th>\n",
              "      <th>Composure</th>\n",
              "      <th>Marking</th>\n",
              "      <th>StandingTackle</th>\n",
              "      <th>SlidingTackle</th>\n",
              "      <th>GKDiving</th>\n",
              "      <th>GKHandling</th>\n",
              "      <th>GKKicking</th>\n",
              "      <th>GKPositioning</th>\n",
              "      <th>GKReflexes</th>\n",
              "      <th>Release Clause</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>158023</td>\n",
              "      <td>L. Messi</td>\n",
              "      <td>31</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/158023.png</td>\n",
              "      <td>Argentina</td>\n",
              "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
              "      <td>94</td>\n",
              "      <td>94</td>\n",
              "      <td>FC Barcelona</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/241.png</td>\n",
              "      <td>€110.5M</td>\n",
              "      <td>€565K</td>\n",
              "      <td>2202</td>\n",
              "      <td>Left</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Messi</td>\n",
              "      <td>Yes</td>\n",
              "      <td>RF</td>\n",
              "      <td>10.0</td>\n",
              "      <td>Jul 1, 2004</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>5'7</td>\n",
              "      <td>159lbs</td>\n",
              "      <td>88+2</td>\n",
              "      <td>88+2</td>\n",
              "      <td>88+2</td>\n",
              "      <td>92+2</td>\n",
              "      <td>93+2</td>\n",
              "      <td>93+2</td>\n",
              "      <td>93+2</td>\n",
              "      <td>92+2</td>\n",
              "      <td>93+2</td>\n",
              "      <td>93+2</td>\n",
              "      <td>93+2</td>\n",
              "      <td>91+2</td>\n",
              "      <td>84+2</td>\n",
              "      <td>...</td>\n",
              "      <td>59+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>59+2</td>\n",
              "      <td>84.0</td>\n",
              "      <td>95.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>97.0</td>\n",
              "      <td>93.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>96.0</td>\n",
              "      <td>91.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>91.0</td>\n",
              "      <td>95.0</td>\n",
              "      <td>95.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>96.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>€226.5M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>20801</td>\n",
              "      <td>Cristiano Ronaldo</td>\n",
              "      <td>33</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/20801.png</td>\n",
              "      <td>Portugal</td>\n",
              "      <td>https://cdn.sofifa.org/flags/38.png</td>\n",
              "      <td>94</td>\n",
              "      <td>94</td>\n",
              "      <td>Juventus</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/45.png</td>\n",
              "      <td>€77M</td>\n",
              "      <td>€405K</td>\n",
              "      <td>2228</td>\n",
              "      <td>Right</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>High/ Low</td>\n",
              "      <td>C. Ronaldo</td>\n",
              "      <td>Yes</td>\n",
              "      <td>ST</td>\n",
              "      <td>7.0</td>\n",
              "      <td>Jul 10, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2022</td>\n",
              "      <td>6'2</td>\n",
              "      <td>183lbs</td>\n",
              "      <td>91+3</td>\n",
              "      <td>91+3</td>\n",
              "      <td>91+3</td>\n",
              "      <td>89+3</td>\n",
              "      <td>90+3</td>\n",
              "      <td>90+3</td>\n",
              "      <td>90+3</td>\n",
              "      <td>89+3</td>\n",
              "      <td>88+3</td>\n",
              "      <td>88+3</td>\n",
              "      <td>88+3</td>\n",
              "      <td>88+3</td>\n",
              "      <td>81+3</td>\n",
              "      <td>...</td>\n",
              "      <td>61+3</td>\n",
              "      <td>53+3</td>\n",
              "      <td>53+3</td>\n",
              "      <td>53+3</td>\n",
              "      <td>61+3</td>\n",
              "      <td>84.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>89.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>89.0</td>\n",
              "      <td>91.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>96.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>95.0</td>\n",
              "      <td>95.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>93.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>29.0</td>\n",
              "      <td>95.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>95.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>23.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>€127.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>190871</td>\n",
              "      <td>Neymar Jr</td>\n",
              "      <td>26</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/190871.png</td>\n",
              "      <td>Brazil</td>\n",
              "      <td>https://cdn.sofifa.org/flags/54.png</td>\n",
              "      <td>92</td>\n",
              "      <td>93</td>\n",
              "      <td>Paris Saint-Germain</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/73.png</td>\n",
              "      <td>€118.5M</td>\n",
              "      <td>€290K</td>\n",
              "      <td>2143</td>\n",
              "      <td>Right</td>\n",
              "      <td>5.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>High/ Medium</td>\n",
              "      <td>Neymar</td>\n",
              "      <td>Yes</td>\n",
              "      <td>LW</td>\n",
              "      <td>10.0</td>\n",
              "      <td>Aug 3, 2017</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2022</td>\n",
              "      <td>5'9</td>\n",
              "      <td>150lbs</td>\n",
              "      <td>84+3</td>\n",
              "      <td>84+3</td>\n",
              "      <td>84+3</td>\n",
              "      <td>89+3</td>\n",
              "      <td>89+3</td>\n",
              "      <td>89+3</td>\n",
              "      <td>89+3</td>\n",
              "      <td>89+3</td>\n",
              "      <td>89+3</td>\n",
              "      <td>89+3</td>\n",
              "      <td>89+3</td>\n",
              "      <td>88+3</td>\n",
              "      <td>81+3</td>\n",
              "      <td>...</td>\n",
              "      <td>60+3</td>\n",
              "      <td>47+3</td>\n",
              "      <td>47+3</td>\n",
              "      <td>47+3</td>\n",
              "      <td>60+3</td>\n",
              "      <td>79.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>96.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>95.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>96.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>89.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>€228.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>193080</td>\n",
              "      <td>De Gea</td>\n",
              "      <td>27</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/193080.png</td>\n",
              "      <td>Spain</td>\n",
              "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
              "      <td>91</td>\n",
              "      <td>93</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€72M</td>\n",
              "      <td>€260K</td>\n",
              "      <td>1471</td>\n",
              "      <td>Right</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>GK</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Jul 1, 2011</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2020</td>\n",
              "      <td>6'4</td>\n",
              "      <td>168lbs</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>17.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>€138.6M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>192985</td>\n",
              "      <td>K. De Bruyne</td>\n",
              "      <td>27</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/192985.png</td>\n",
              "      <td>Belgium</td>\n",
              "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
              "      <td>91</td>\n",
              "      <td>92</td>\n",
              "      <td>Manchester City</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/10.png</td>\n",
              "      <td>€102M</td>\n",
              "      <td>€355K</td>\n",
              "      <td>2281</td>\n",
              "      <td>Right</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>High/ High</td>\n",
              "      <td>Normal</td>\n",
              "      <td>Yes</td>\n",
              "      <td>RCM</td>\n",
              "      <td>7.0</td>\n",
              "      <td>Aug 30, 2015</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2023</td>\n",
              "      <td>5'11</td>\n",
              "      <td>154lbs</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>87+3</td>\n",
              "      <td>87+3</td>\n",
              "      <td>87+3</td>\n",
              "      <td>87+3</td>\n",
              "      <td>87+3</td>\n",
              "      <td>88+3</td>\n",
              "      <td>88+3</td>\n",
              "      <td>88+3</td>\n",
              "      <td>88+3</td>\n",
              "      <td>87+3</td>\n",
              "      <td>...</td>\n",
              "      <td>73+3</td>\n",
              "      <td>66+3</td>\n",
              "      <td>66+3</td>\n",
              "      <td>66+3</td>\n",
              "      <td>73+3</td>\n",
              "      <td>93.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>92.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>91.0</td>\n",
              "      <td>91.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>91.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>91.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>91.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>€196.4M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <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>18202</th>\n",
              "      <td>238813</td>\n",
              "      <td>J. Lundstram</td>\n",
              "      <td>19</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/238813.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>47</td>\n",
              "      <td>65</td>\n",
              "      <td>Crewe Alexandra</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/121.png</td>\n",
              "      <td>€60K</td>\n",
              "      <td>€1K</td>\n",
              "      <td>1307</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>No</td>\n",
              "      <td>CM</td>\n",
              "      <td>22.0</td>\n",
              "      <td>May 3, 2017</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>5'9</td>\n",
              "      <td>134lbs</td>\n",
              "      <td>42+2</td>\n",
              "      <td>42+2</td>\n",
              "      <td>42+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>...</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>34.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>€143K</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18203</th>\n",
              "      <td>243165</td>\n",
              "      <td>N. Christoffersson</td>\n",
              "      <td>19</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/243165.png</td>\n",
              "      <td>Sweden</td>\n",
              "      <td>https://cdn.sofifa.org/flags/46.png</td>\n",
              "      <td>47</td>\n",
              "      <td>63</td>\n",
              "      <td>Trelleborgs FF</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/703.png</td>\n",
              "      <td>€60K</td>\n",
              "      <td>€1K</td>\n",
              "      <td>1098</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Normal</td>\n",
              "      <td>No</td>\n",
              "      <td>ST</td>\n",
              "      <td>21.0</td>\n",
              "      <td>Mar 19, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2020</td>\n",
              "      <td>6'3</td>\n",
              "      <td>170lbs</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>39+2</td>\n",
              "      <td>42+2</td>\n",
              "      <td>42+2</td>\n",
              "      <td>42+2</td>\n",
              "      <td>39+2</td>\n",
              "      <td>40+2</td>\n",
              "      <td>40+2</td>\n",
              "      <td>40+2</td>\n",
              "      <td>38+2</td>\n",
              "      <td>35+2</td>\n",
              "      <td>...</td>\n",
              "      <td>29+2</td>\n",
              "      <td>32+2</td>\n",
              "      <td>32+2</td>\n",
              "      <td>32+2</td>\n",
              "      <td>29+2</td>\n",
              "      <td>23.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>€113K</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18204</th>\n",
              "      <td>241638</td>\n",
              "      <td>B. Worman</td>\n",
              "      <td>16</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/241638.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>47</td>\n",
              "      <td>67</td>\n",
              "      <td>Cambridge United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/1944.png</td>\n",
              "      <td>€60K</td>\n",
              "      <td>€1K</td>\n",
              "      <td>1189</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Normal</td>\n",
              "      <td>No</td>\n",
              "      <td>ST</td>\n",
              "      <td>33.0</td>\n",
              "      <td>Jul 1, 2017</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>5'8</td>\n",
              "      <td>148lbs</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>38+2</td>\n",
              "      <td>...</td>\n",
              "      <td>33+2</td>\n",
              "      <td>28+2</td>\n",
              "      <td>28+2</td>\n",
              "      <td>28+2</td>\n",
              "      <td>33+2</td>\n",
              "      <td>25.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>€165K</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18205</th>\n",
              "      <td>246268</td>\n",
              "      <td>D. Walker-Rice</td>\n",
              "      <td>17</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/246268.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>47</td>\n",
              "      <td>66</td>\n",
              "      <td>Tranmere Rovers</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/15048.png</td>\n",
              "      <td>€60K</td>\n",
              "      <td>€1K</td>\n",
              "      <td>1228</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>No</td>\n",
              "      <td>RW</td>\n",
              "      <td>34.0</td>\n",
              "      <td>Apr 24, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>5'10</td>\n",
              "      <td>154lbs</td>\n",
              "      <td>47+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>39+2</td>\n",
              "      <td>...</td>\n",
              "      <td>35+2</td>\n",
              "      <td>31+2</td>\n",
              "      <td>31+2</td>\n",
              "      <td>31+2</td>\n",
              "      <td>35+2</td>\n",
              "      <td>44.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>€143K</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18206</th>\n",
              "      <td>246269</td>\n",
              "      <td>G. Nugent</td>\n",
              "      <td>16</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/246269.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>46</td>\n",
              "      <td>66</td>\n",
              "      <td>Tranmere Rovers</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/15048.png</td>\n",
              "      <td>€60K</td>\n",
              "      <td>€1K</td>\n",
              "      <td>1321</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>No</td>\n",
              "      <td>CM</td>\n",
              "      <td>33.0</td>\n",
              "      <td>Oct 30, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>5'10</td>\n",
              "      <td>176lbs</td>\n",
              "      <td>43+2</td>\n",
              "      <td>43+2</td>\n",
              "      <td>43+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>...</td>\n",
              "      <td>46+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>41.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>€165K</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>18207 rows × 88 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           ID                Name  ...  GKReflexes Release Clause\n",
              "0      158023            L. Messi  ...         8.0        €226.5M\n",
              "1       20801   Cristiano Ronaldo  ...        11.0        €127.1M\n",
              "2      190871           Neymar Jr  ...        11.0        €228.1M\n",
              "3      193080              De Gea  ...        94.0        €138.6M\n",
              "4      192985        K. De Bruyne  ...        13.0        €196.4M\n",
              "...       ...                 ...  ...         ...            ...\n",
              "18202  238813        J. Lundstram  ...         9.0          €143K\n",
              "18203  243165  N. Christoffersson  ...        12.0          €113K\n",
              "18204  241638           B. Worman  ...        13.0          €165K\n",
              "18205  246268      D. Walker-Rice  ...         9.0          €143K\n",
              "18206  246269           G. Nugent  ...         9.0          €165K\n",
              "\n",
              "[18207 rows x 88 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "HkDhSgSQoK5B",
        "outputId": "ece351e0-144c-40fe-ff40-c31f94e22b23",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 298
        }
      },
      "source": [
        "data.columns"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['ID', 'Name', 'Age', 'Photo', 'Nationality', 'Flag', 'Overall',\n",
              "       'Potential', 'Club', 'Club Logo', 'Value', 'Wage', 'Special',\n",
              "       'Preferred Foot', 'International Reputation', 'Weak Foot',\n",
              "       'Skill Moves', 'Work Rate', 'Body Type', 'Real Face', 'Position',\n",
              "       'Jersey Number', 'Joined', 'Loaned From', 'Contract Valid Until',\n",
              "       'Height', 'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW',\n",
              "       'LAM', 'CAM', 'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM',\n",
              "       'CDM', 'RDM', 'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing',\n",
              "       'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling',\n",
              "       'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration',\n",
              "       'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower',\n",
              "       'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression',\n",
              "       'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure',\n",
              "       'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling',\n",
              "       'GKKicking', 'GKPositioning', 'GKReflexes', 'Release Clause'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "DdX277SnoK5F",
        "outputId": "16b2f035-58ae-4a5d-b53d-fc1e5a3f8138",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        }
      },
      "source": [
        "data[\"Name\"]"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0                  L. Messi\n",
              "1         Cristiano Ronaldo\n",
              "2                 Neymar Jr\n",
              "3                    De Gea\n",
              "4              K. De Bruyne\n",
              "                ...        \n",
              "18202          J. Lundstram\n",
              "18203    N. Christoffersson\n",
              "18204             B. Worman\n",
              "18205        D. Walker-Rice\n",
              "18206             G. Nugent\n",
              "Name: Name, Length: 18207, dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "I5y4uCLdoK5J",
        "outputId": "fa4180fb-5425-4a27-be18-ce16bcef05b4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        }
      },
      "source": [
        "data[\"ST\"]"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0        88+2\n",
              "1        91+3\n",
              "2        84+3\n",
              "3         NaN\n",
              "4        82+3\n",
              "         ... \n",
              "18202    42+2\n",
              "18203    45+2\n",
              "18204    45+2\n",
              "18205    47+2\n",
              "18206    43+2\n",
              "Name: ST, Length: 18207, dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "5J3uaZcxoK5M",
        "outputId": "aaa58cc1-f4a2-4040-d354-9299802d186d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "data.info()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 18207 entries, 0 to 18206\n",
            "Data columns (total 88 columns):\n",
            " #   Column                    Non-Null Count  Dtype  \n",
            "---  ------                    --------------  -----  \n",
            " 0   ID                        18207 non-null  int64  \n",
            " 1   Name                      18207 non-null  object \n",
            " 2   Age                       18207 non-null  int64  \n",
            " 3   Photo                     18207 non-null  object \n",
            " 4   Nationality               18207 non-null  object \n",
            " 5   Flag                      18207 non-null  object \n",
            " 6   Overall                   18207 non-null  int64  \n",
            " 7   Potential                 18207 non-null  int64  \n",
            " 8   Club                      17966 non-null  object \n",
            " 9   Club Logo                 18207 non-null  object \n",
            " 10  Value                     18207 non-null  object \n",
            " 11  Wage                      18207 non-null  object \n",
            " 12  Special                   18207 non-null  int64  \n",
            " 13  Preferred Foot            18159 non-null  object \n",
            " 14  International Reputation  18159 non-null  float64\n",
            " 15  Weak Foot                 18159 non-null  float64\n",
            " 16  Skill Moves               18159 non-null  float64\n",
            " 17  Work Rate                 18159 non-null  object \n",
            " 18  Body Type                 18159 non-null  object \n",
            " 19  Real Face                 18159 non-null  object \n",
            " 20  Position                  18147 non-null  object \n",
            " 21  Jersey Number             18147 non-null  float64\n",
            " 22  Joined                    16654 non-null  object \n",
            " 23  Loaned From               1264 non-null   object \n",
            " 24  Contract Valid Until      17918 non-null  object \n",
            " 25  Height                    18159 non-null  object \n",
            " 26  Weight                    18159 non-null  object \n",
            " 27  LS                        16122 non-null  object \n",
            " 28  ST                        16122 non-null  object \n",
            " 29  RS                        16122 non-null  object \n",
            " 30  LW                        16122 non-null  object \n",
            " 31  LF                        16122 non-null  object \n",
            " 32  CF                        16122 non-null  object \n",
            " 33  RF                        16122 non-null  object \n",
            " 34  RW                        16122 non-null  object \n",
            " 35  LAM                       16122 non-null  object \n",
            " 36  CAM                       16122 non-null  object \n",
            " 37  RAM                       16122 non-null  object \n",
            " 38  LM                        16122 non-null  object \n",
            " 39  LCM                       16122 non-null  object \n",
            " 40  CM                        16122 non-null  object \n",
            " 41  RCM                       16122 non-null  object \n",
            " 42  RM                        16122 non-null  object \n",
            " 43  LWB                       16122 non-null  object \n",
            " 44  LDM                       16122 non-null  object \n",
            " 45  CDM                       16122 non-null  object \n",
            " 46  RDM                       16122 non-null  object \n",
            " 47  RWB                       16122 non-null  object \n",
            " 48  LB                        16122 non-null  object \n",
            " 49  LCB                       16122 non-null  object \n",
            " 50  CB                        16122 non-null  object \n",
            " 51  RCB                       16122 non-null  object \n",
            " 52  RB                        16122 non-null  object \n",
            " 53  Crossing                  18159 non-null  float64\n",
            " 54  Finishing                 18159 non-null  float64\n",
            " 55  HeadingAccuracy           18159 non-null  float64\n",
            " 56  ShortPassing              18159 non-null  float64\n",
            " 57  Volleys                   18159 non-null  float64\n",
            " 58  Dribbling                 18159 non-null  float64\n",
            " 59  Curve                     18159 non-null  float64\n",
            " 60  FKAccuracy                18159 non-null  float64\n",
            " 61  LongPassing               18159 non-null  float64\n",
            " 62  BallControl               18159 non-null  float64\n",
            " 63  Acceleration              18159 non-null  float64\n",
            " 64  SprintSpeed               18159 non-null  float64\n",
            " 65  Agility                   18159 non-null  float64\n",
            " 66  Reactions                 18159 non-null  float64\n",
            " 67  Balance                   18159 non-null  float64\n",
            " 68  ShotPower                 18159 non-null  float64\n",
            " 69  Jumping                   18159 non-null  float64\n",
            " 70  Stamina                   18159 non-null  float64\n",
            " 71  Strength                  18159 non-null  float64\n",
            " 72  LongShots                 18159 non-null  float64\n",
            " 73  Aggression                18159 non-null  float64\n",
            " 74  Interceptions             18159 non-null  float64\n",
            " 75  Positioning               18159 non-null  float64\n",
            " 76  Vision                    18159 non-null  float64\n",
            " 77  Penalties                 18159 non-null  float64\n",
            " 78  Composure                 18159 non-null  float64\n",
            " 79  Marking                   18159 non-null  float64\n",
            " 80  StandingTackle            18159 non-null  float64\n",
            " 81  SlidingTackle             18159 non-null  float64\n",
            " 82  GKDiving                  18159 non-null  float64\n",
            " 83  GKHandling                18159 non-null  float64\n",
            " 84  GKKicking                 18159 non-null  float64\n",
            " 85  GKPositioning             18159 non-null  float64\n",
            " 86  GKReflexes                18159 non-null  float64\n",
            " 87  Release Clause            16643 non-null  object \n",
            "dtypes: float64(38), int64(5), object(45)\n",
            "memory usage: 12.4+ MB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "SqO1uE6HoK5Q",
        "outputId": "836c8580-dfe4-4be6-d580-97e5c63a767e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "data[\"Age\"].unique()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([31, 33, 26, 27, 32, 25, 29, 28, 24, 30, 19, 40, 22, 23, 34, 35, 36,\n",
              "       37, 21, 18, 20, 39, 41, 17, 38, 45, 42, 16, 44])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "50kP96HJoK5U"
      },
      "source": [
        "object_columns = data.select_dtypes(include=['object'])"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "uP6k2j94oK5Y"
      },
      "source": [
        "num_columns =data.select_dtypes(exclude=['object'])"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "oA_BFbmooK5b",
        "outputId": "3526613f-d344-43ba-9dc8-a699fd5e13a9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        }
      },
      "source": [
        "object_columns[\"Value\"]"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0        €110.5M\n",
              "1           €77M\n",
              "2        €118.5M\n",
              "3           €72M\n",
              "4          €102M\n",
              "          ...   \n",
              "18202       €60K\n",
              "18203       €60K\n",
              "18204       €60K\n",
              "18205       €60K\n",
              "18206       €60K\n",
              "Name: Value, Length: 18207, dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "2osX692SoK5e",
        "outputId": "1651f56e-c69b-42eb-a84e-98afbb3284ab",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        }
      },
      "source": [
        "num_columns[\"Overall\"]"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0        94\n",
              "1        94\n",
              "2        92\n",
              "3        91\n",
              "4        91\n",
              "         ..\n",
              "18202    47\n",
              "18203    47\n",
              "18204    47\n",
              "18205    47\n",
              "18206    46\n",
              "Name: Overall, Length: 18207, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "Zh4vbZaWoK5g",
        "outputId": "6fed58ca-7bfd-4276-b37a-56c7ec5f8058",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "data[\"Club\"].unique()"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['FC Barcelona', 'Juventus', 'Paris Saint-Germain',\n",
              "       'Manchester United', 'Manchester City', 'Chelsea', 'Real Madrid',\n",
              "       'Atlético Madrid', 'FC Bayern München', 'Tottenham Hotspur',\n",
              "       'Liverpool', 'Napoli', 'Arsenal', 'Milan', 'Inter', 'Lazio',\n",
              "       'Borussia Dortmund', 'Vissel Kobe', 'Olympique Lyonnais', 'Roma',\n",
              "       'Valencia CF', 'Guangzhou Evergrande Taobao FC', 'FC Porto',\n",
              "       'FC Schalke 04', 'Beşiktaş JK', 'LA Galaxy', 'Sporting CP',\n",
              "       'Real Betis', 'Olympique de Marseille', 'RC Celta',\n",
              "       'Bayer 04 Leverkusen', 'Real Sociedad', 'Villarreal CF',\n",
              "       'Sevilla FC', 'SL Benfica', 'AS Saint-Étienne', 'AS Monaco',\n",
              "       'Leicester City', 'Atalanta', 'Grêmio', 'Atlético Mineiro',\n",
              "       'RB Leipzig', 'Ajax', 'Dalian YiFang FC', 'Everton',\n",
              "       'West Ham United', '1. FC Köln', 'TSG 1899 Hoffenheim',\n",
              "       'Shanghai SIPG FC', 'OGC Nice', 'Al Nassr',\n",
              "       'Wolverhampton Wanderers', 'Borussia Mönchengladbach',\n",
              "       'Hertha BSC', 'SV Werder Bremen', 'Cruzeiro',\n",
              "       'Athletic Club de Bilbao', 'Torino', 'Medipol Başakşehir FK',\n",
              "       'Beijing Sinobo Guoan FC', 'Crystal Palace', 'PFC CSKA Moscow',\n",
              "       'VfL Wolfsburg', 'Shakhtar Donetsk', 'Toronto FC',\n",
              "       'Lokomotiv Moscow', 'Sassuolo', 'New York City FC', 'Fluminense',\n",
              "       'PSV', 'Levante UD', 'Fulham', 'Watford', 'Atlanta United',\n",
              "       'Montpellier HSC', 'Galatasaray SK', 'Fenerbahçe SK', 'SD Eibar',\n",
              "       'Los Angeles FC', 'Sampdoria', 'Al Hilal', 'VfB Stuttgart',\n",
              "       'SC Braga', 'River Plate', 'Deportivo Alavés', nan,\n",
              "       'Eintracht Frankfurt', 'Girona FC', 'Guangzhou R&F; FC', 'Burnley',\n",
              "       'Stoke City', 'Southampton', 'Tianjin Quanjian FC', 'Getafe CF',\n",
              "       'Beijing Renhe FC', 'Montreal Impact', 'Chievo Verona', 'Genoa',\n",
              "       'Portland Timbers', 'Tigres U.A.N.L.', 'RCD Espanyol',\n",
              "       'Hebei China Fortune FC', 'Cagliari', 'Chicago Fire', 'DC United',\n",
              "       'Sagan Tosu', 'Dynamo Kyiv', 'Santos', 'Internacional',\n",
              "       'América FC (Minas Gerais)', 'Independiente', 'Boca Juniors',\n",
              "       'Cruz Azul', '1. FSV Mainz 05', 'Bournemouth', 'Spartak Moscow',\n",
              "       'Racing Club', 'FC Augsburg', 'Fiorentina', 'FC Nantes',\n",
              "       'Feyenoord', 'Club Brugge KV', 'Brighton & Hove Albion', 'Al Ahli',\n",
              "       'Jiangsu Suning FC', 'SC Freiburg', 'PAOK', 'Stade Rennais FC',\n",
              "       'Trabzonspor', 'SPAL', 'Portimonense SC', 'Olympiacos CFP',\n",
              "       'Club Atlético Huracán', 'Kasimpaşa SK', 'Newcastle United',\n",
              "       'Frosinone', 'Querétaro', 'KRC Genk', 'Hannover 96',\n",
              "       'Stade Malherbe Caen', 'Godoy Cruz', 'Toulouse Football Club',\n",
              "       'RSC Anderlecht', 'Huddersfield Town', 'CD Tondela',\n",
              "       'Seattle Sounders FC', 'Hamburger SV', 'FC Red Bull Salzburg',\n",
              "       'Rio Ave FC', 'FC Girondins de Bordeaux', 'Melbourne Victory',\n",
              "       'Parma', 'FC Basel 1893', 'Al Wehda', 'BSC Young Boys', 'KAA Gent',\n",
              "       'Al Ittihad', 'Standard de Liège', 'Shanghai Greenland Shenhua FC',\n",
              "       'Colo-Colo', 'Junior FC', 'West Bromwich Albion',\n",
              "       'RC Strasbourg Alsace', 'Göztepe SK', 'Deportivo Cali',\n",
              "       'Deportivo Toluca', 'Bologna', 'Nagoya Grampus', 'Amiens SC',\n",
              "       'Changchun Yatai FC', 'Club Atlético Lanús', 'Botafogo',\n",
              "       'Club América', 'Udinese', 'Real Valladolid CF', 'CD Leganés',\n",
              "       'Club Atlético Banfield', 'Celtic', 'Vitória Guimarães',\n",
              "       'FC København', 'UD Las Palmas', 'Deportivo de La Coruña',\n",
              "       'Universidad Católica', 'San Lorenzo de Almagro', 'Rayo Vallecano',\n",
              "       'Monterrey', 'Columbus Crew SC', 'MKE Ankaragücü',\n",
              "       'Guizhou Hengfeng FC', 'Swansea City', 'Tianjin TEDA FC',\n",
              "       'Chongqing Dangdai Lifan FC SWM Team', 'AEK Athens', 'Al Taawoun',\n",
              "       'Melbourne City FC', 'En Avant de Guingamp',\n",
              "       'Akhisar Belediyespor', 'Foggia', 'LOSC Lille', '1. FC Nürnberg',\n",
              "       'Clube Sport Marítimo', 'Real Sporting de Gijón', 'BB Erzurumspor',\n",
              "       'Shandong Luneng TaiShan FC', 'Club Atlético Colón', 'Bahia',\n",
              "       'Once Caldas', 'FC Groningen', 'Angers SCO', 'Paraná',\n",
              "       'Antalyaspor', 'Minnesota United FC', 'Club León', 'Empoli',\n",
              "       'VVV-Venlo', 'Leeds United', 'Viktoria Plzeň', 'Alanyaspor',\n",
              "       'Atlético Paranaense', 'Derby County', 'Kawasaki Frontale',\n",
              "       'Cardiff City', 'Aston Villa', 'Guadalajara', 'Dijon FCO',\n",
              "       'Santos Laguna', 'Málaga CF', 'Vitória', 'Çaykur Rizespor',\n",
              "       'U.N.A.M.', 'Nottingham Forest', 'Royal Antwerp FC',\n",
              "       'Club Tijuana', 'Sport Club do Recife', 'Real Salt Lake',\n",
              "       'AZ Alkmaar', 'SK Slavia Praha', 'Willem II', 'Middlesbrough',\n",
              "       'Dinamo Zagreb', 'Club Atlas', 'Granada CF', 'Sydney FC',\n",
              "       'Sporting Kansas City', 'SV Zulte-Waregem', 'Philadelphia Union',\n",
              "       'Real Oviedo', 'Pachuca', 'Boavista FC', 'Atiker Konyaspor',\n",
              "       'Kaizer Chiefs', 'GD Chaves', 'Palermo', 'Atlético Nacional',\n",
              "       'Puebla FC', 'Perth Glory', 'Panathinaikos FC', 'FC Sion',\n",
              "       'Vitória de Setúbal', 'New York Red Bulls', 'Al Shabab',\n",
              "       'Monarcas Morelia', 'Albacete BP', 'Rangers FC', 'Sparta Praha',\n",
              "       'Legia Warszawa', 'Urawa Red Diamonds', 'Rosario Central',\n",
              "       'Stade de Reims', 'ADO Den Haag', 'Chapecoense', 'FC Midtjylland',\n",
              "       'San Jose Earthquakes', 'Belgrano de Córdoba', 'Brescia',\n",
              "       'Kashima Antlers', 'CD Everton de Viña del Mar',\n",
              "       'Fortuna Düsseldorf', 'SD Huesca', 'Preston North End',\n",
              "       'Club Atlético Talleres', 'Benevento', 'Vitesse',\n",
              "       'Gimnasia y Esgrima La Plata', 'Houston Dynamo', 'Club Necaxa',\n",
              "       'Norwich City', 'Holstein Kiel', 'Ettifaq FC', 'Kayserispor',\n",
              "       '1. FC Heidenheim 1846', 'Brentford', 'Yeni Malatyaspor',\n",
              "       'Lobos BUAP', 'Bursaspor', 'Ceará Sporting Club',\n",
              "       'Sheffield United', 'FC Ingolstadt 04', 'Estudiantes de La Plata',\n",
              "       'AIK', 'Queens Park Rangers', 'Suwon Samsung Bluewings',\n",
              "       'Heart of Midlothian', 'Reading', 'FC Dallas', 'Heracles Almelo',\n",
              "       'Venezia FC', 'CD Lugo', 'Henan Jianye FC', 'Orlando City SC',\n",
              "       'CA Osasuna', 'NAC Breda', 'Livorno', 'Universidad de Chile',\n",
              "       'Brøndby IF', 'Aberdeen', 'Defensa y Justicia', 'Atlético Tucumán',\n",
              "       'Blackburn Rovers', 'SV Darmstadt 98', 'Moreirense FC',\n",
              "       'Sanfrecce Hiroshima', 'CD Numancia', 'KV Oostende', 'FC Utrecht',\n",
              "       'Vancouver Whitecaps FC', 'Odense Boldklub', 'SC Heerenveen',\n",
              "       'Racing Club de Lens', 'Independiente Santa Fe',\n",
              "       'Sporting de Charleroi', 'Millonarios FC', 'Sheffield Wednesday',\n",
              "       'Perugia', 'Daegu FC', 'Vélez Sarsfield',\n",
              "       'Grasshopper Club Zürich', 'Sivasspor', 'Nîmes Olympique',\n",
              "       'Rosenborg BK', 'SK Sturm Graz', 'FC Metz',\n",
              "       'CD Universidad de Concepción', 'Hellas Verona', 'Brisbane Roar',\n",
              "       'CD Feirense', 'Hull City', 'Waasland-Beveren', 'Neuchâtel Xamax',\n",
              "       'Real Zaragoza', 'CD Aves', 'Millwall', 'Unión de Santa Fe',\n",
              "       'KAS Eupen', 'Cádiz CF', 'FC Tokyo', 'CD Tenerife',\n",
              "       '1. FC Union Berlin', 'Al Fayha', 'AJ Auxerre',\n",
              "       'Patriotas Boyacá FC', 'Molde FK', 'Bristol City', 'CD Nacional',\n",
              "       'Sporting Lokeren', 'FC St. Pauli', 'Deportes Iquique',\n",
              "       'Al Qadisiyah', 'Atlético Bucaramanga', 'Club Atlético Tigre',\n",
              "       'FK Austria Wien', 'Patronato', 'Malmö FF', 'Kashiwa Reysol',\n",
              "       'US Cremonese', 'VfL Bochum 1848', 'SK Rapid Wien',\n",
              "       'KSV Cercle Brugge', 'Rionegro Águilas', 'Gimnàstic de Tarragona',\n",
              "       'Lecce', 'Santa Clara', 'BK Häcken', 'New England Revolution',\n",
              "       'Orlando Pirates', 'Atlético Huila', 'Western Sydney Wanderers',\n",
              "       'Kalmar FF', 'Independiente Medellín', 'Fortuna Sittard',\n",
              "       'Lech Poznań', 'Djurgårdens IF', 'CF Reus Deportiu', 'SK Brann',\n",
              "       'Ulsan Hyundai FC', 'Sint-Truidense VV', 'Carpi', 'Al Fateh',\n",
              "       'Royal Excel Mouscron', 'AC Ajaccio', 'PEC Zwolle', 'Sunderland',\n",
              "       'Club Atlético Aldosivi', 'US Salernitana 1919', 'FC Lorient',\n",
              "       'Argentinos Juniors', 'AD Alcorcón', 'Crotone', 'Excelsior',\n",
              "       'KV Kortrijk', 'IFK Norrköping', 'Adelaide United',\n",
              "       'FC St. Gallen', 'Tiburones Rojos de Veracruz', 'CD Palestino',\n",
              "       'Jeju United FC', 'Deportes Tolima', 'Jeonbuk Hyundai Motors',\n",
              "       'Birmingham City', 'América de Cali', 'La Equidad', 'Spezia',\n",
              "       'Aalborg BK', 'Le Havre AC', 'Górnik Zabrze',\n",
              "       'Central Coast Mariners', 'Wigan Athletic',\n",
              "       'Jagiellonia Białystok', 'Cittadella', 'Hibernian', 'FC Lugano',\n",
              "       'San Martín de San Juan', 'Strømsgodset IF', 'Júbilo Iwata',\n",
              "       \"Newell's Old Boys\", 'Al Faisaly', 'Colorado Rapids',\n",
              "       'IF Elfsborg', 'SV Sandhausen', 'Al Batin', 'Stade Brestois 29',\n",
              "       'UD Almería', 'Gyeongnam FC', 'Yokohama F. Marinos', 'Kilmarnock',\n",
              "       'Pescara', 'Newcastle Jets', 'Córdoba CF', 'RCD Mallorca',\n",
              "       'Hammarby IF', 'Cerezo Osaka', 'KFC Uerdingen 05',\n",
              "       'Shimizu S-Pulse', 'MSV Duisburg', 'Os Belenenses',\n",
              "       'DSC Arminia Bielefeld', 'Ipswich Town', 'FC Seoul',\n",
              "       'Lechia Gdańsk', 'Gamba Osaka', 'CF Rayo Majadahonda', 'LASK Linz',\n",
              "       'Bolton Wanderers', 'Al Raed', 'Extremadura UD', 'SC Paderborn 07',\n",
              "       'Wellington Phoenix', 'Unión Española', 'Alianza Petrolera',\n",
              "       'Cracovia', 'Gangwon FC', 'Elche CF', 'ESTAC Troyes', 'AS Béziers',\n",
              "       'La Berrichonne de Châteauroux', 'Clermont Foot 63',\n",
              "       '1. FC Magdeburg', 'Pohang Steelers', 'Örebro SK', 'Arka Gdynia',\n",
              "       'SG Dynamo Dresden', 'SpVgg Greuther Fürth', 'CD Huachipato',\n",
              "       'Wisła Kraków', 'Stabæk Fotball', 'Eintracht Braunschweig',\n",
              "       'Valenciennes FC', 'FC Thun', 'San Luis de Quillota',\n",
              "       ' SSV Jahn Regensburg', 'Cosenza', 'FC Nordsjælland',\n",
              "       'FC Erzgebirge Aue', 'Jeonnam Dragons', 'Wolfsberger AC',\n",
              "       'Chamois Niortais Football Club', 'Club Deportes Temuco',\n",
              "       'AS Nancy Lorraine', 'Red Star FC', 'Al Hazem', 'Pogoń Szczecin',\n",
              "       'Charlton Athletic', 'Grenoble Foot 38', 'FC Hansa Rostock',\n",
              "       'San Martin de Tucumán', 'Incheon United FC', 'Śląsk Wrocław',\n",
              "       'GFC Ajaccio', '1. FC Kaiserslautern', 'Deportivo Pasto',\n",
              "       'Lincoln City', 'Motherwell', 'Rotherham United', 'Burton Albion',\n",
              "       'Wisła Płock', 'FC Wacker Innsbruck', 'Peterborough United',\n",
              "       'Ascoli', 'FC Zürich', 'Fleetwood Town', 'Padova',\n",
              "       'FC Sochaux-Montbéliard', 'SV Wehen Wiesbaden', 'Unión La Calera',\n",
              "       'Scunthorpe United', \"CD O'Higgins\", 'CD Antofagasta',\n",
              "       'Plymouth Argyle', 'Aarhus GF', 'Lillestrøm SK', 'Karlsruher SC',\n",
              "       'GIF Sundsvall', 'FC Emmen', 'Barnsley', 'Audax Italiano',\n",
              "       'V-Varen Nagasaki', 'Paris FC', 'SpVgg Unterhaching', 'Hobro IK',\n",
              "       'De Graafschap', 'Hokkaido Consadole Sapporo', 'Tromsø IL',\n",
              "       'FC Luzern', 'FK Haugesund', 'Zagłębie Lubin', 'VfR Aalen',\n",
              "       'Dundalk', 'Oxford United', 'Piast Gliwice', 'Ohod Club',\n",
              "       'Östersunds FK', 'Vegalta Sendai', 'Crawley Town',\n",
              "       'FC Admira Wacker Mödling', 'Vålerenga Fotball', 'Dundee FC',\n",
              "       'Portsmouth', 'Envigado FC', 'Miedź Legnica', 'Odds BK',\n",
              "       'SC Fortuna Köln', 'US Orléans Loiret Football', 'Sarpsborg 08 FF',\n",
              "       'Jaguares de Córdoba', 'Bradford City', 'Accrington Stanley',\n",
              "       'St. Johnstone FC', 'Boyacá Chicó FC', 'Luton Town',\n",
              "       'SV Mattersburg', 'Kristiansund BK', 'Sangju Sangmu FC',\n",
              "       'Rochdale', 'Walsall', 'Korona Kielce', 'Shonan Bellmare',\n",
              "       'FC Würzburger Kickers', 'FSV Zwickau', 'St. Mirren', 'AC Horsens',\n",
              "       'Esbjerg fB', 'HJK Helsinki', 'Southend United', 'Bristol Rovers',\n",
              "       'Hamilton Academical FC', 'TSV 1860 München', 'Curicó Unido',\n",
              "       'SCR Altach', 'Ranheim Fotball', 'Stevenage',\n",
              "       'SG Sonnenhof Großaspach', 'Oldham Athletic', 'Milton Keynes Dons',\n",
              "       'FK Bodø/Glimt', 'SC Preußen Münster', 'Wycombe Wanderers',\n",
              "       'Vejle Boldklub', 'Bury', 'Randers FC', 'VfL Osnabrück',\n",
              "       'SønderjyskE', 'IFK Göteborg', 'Mansfield Town', 'Coventry City',\n",
              "       'Waterford FC', 'Shrewsbury', 'IK Start', 'Gillingham',\n",
              "       'FC Energie Cottbus', 'FC Carl Zeiss Jena', 'Hallescher FC',\n",
              "       'SV Meppen', 'AFC Wimbledon', 'Blackpool', 'Doncaster Rovers',\n",
              "       'Sandefjord Fotball', 'VfL Sportfreunde Lotte', 'Cheltenham Town',\n",
              "       'IK Sirius', 'Vendsyssel FF', 'Swindon Town', 'Notts County',\n",
              "       'SKN St. Pölten', 'Exeter City', 'Northampton Town',\n",
              "       'Shamrock Rovers', 'Colchester United', 'Livingston FC',\n",
              "       'TSV Hartberg', 'Tranmere Rovers', 'Cambridge United',\n",
              "       'Grimsby Town', 'Port Vale', 'Itagüí Leones FC',\n",
              "       'Forest Green Rovers', 'Dalkurd FF', 'Zagłębie Sosnowiec',\n",
              "       'Carlisle United', 'Trelleborgs FF', \"St. Patrick's Athletic\",\n",
              "       'Morecambe', 'Cork City', 'IF Brommapojkarna', 'Crewe Alexandra',\n",
              "       'Yeovil Town', 'Bohemian FC', 'Macclesfield Town',\n",
              "       'Newport County', 'Sligo Rovers', 'Derry City', 'Limerick FC',\n",
              "       'Bray Wanderers'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "liCJiXDCoK5j",
        "outputId": "5fccd354-a743-4584-de90-97450d6ebe78",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 598
        }
      },
      "source": [
        "data['Nationality'].unique()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['Argentina', 'Portugal', 'Brazil', 'Spain', 'Belgium', 'Croatia',\n",
              "       'Uruguay', 'Slovenia', 'Poland', 'Germany', 'France', 'England',\n",
              "       'Italy', 'Egypt', 'Colombia', 'Denmark', 'Gabon', 'Wales',\n",
              "       'Senegal', 'Costa Rica', 'Slovakia', 'Netherlands',\n",
              "       'Bosnia Herzegovina', 'Morocco', 'Serbia', 'Algeria', 'Austria',\n",
              "       'Greece', 'Chile', 'Sweden', 'Korea Republic', 'Finland', 'Guinea',\n",
              "       'Montenegro', 'Armenia', 'Switzerland', 'Norway', 'Czech Republic',\n",
              "       'Scotland', 'Ghana', 'Central African Rep.', 'DR Congo',\n",
              "       'Ivory Coast', 'Russia', 'Ukraine', 'Iceland', 'Mexico', 'Jamaica',\n",
              "       'Albania', 'Venezuela', 'Japan', 'Turkey', 'Ecuador', 'Paraguay',\n",
              "       'Mali', 'Nigeria', 'Cameroon', 'Dominican Republic', 'Israel',\n",
              "       'Kenya', 'Hungary', 'Republic of Ireland', 'Romania',\n",
              "       'United States', 'Cape Verde', 'Australia', 'Peru', 'Togo',\n",
              "       'Syria', 'Zimbabwe', 'Angola', 'Burkina Faso', 'Iran', 'Estonia',\n",
              "       'Tunisia', 'Equatorial Guinea', 'New Zealand', 'FYR Macedonia',\n",
              "       'United Arab Emirates', 'China PR', 'Guinea Bissau', 'Bulgaria',\n",
              "       'Kosovo', 'South Africa', 'Madagascar', 'Georgia', 'Tanzania',\n",
              "       'Gambia', 'Cuba', 'Belarus', 'Uzbekistan', 'Benin', 'Congo',\n",
              "       'Mozambique', 'Honduras', 'Canada', 'Northern Ireland', 'Cyprus',\n",
              "       'Saudi Arabia', 'Curacao', 'Moldova', 'Bolivia',\n",
              "       'Trinidad & Tobago', 'Sierra Leone', 'Zambia', 'Chad',\n",
              "       'Philippines', 'Haiti', 'Comoros', 'Libya', 'Panama',\n",
              "       'São Tomé & Príncipe', 'Eritrea', 'Oman', 'Iraq', 'Burundi',\n",
              "       'Fiji', 'New Caledonia', 'Lithuania', 'Luxembourg', 'Korea DPR',\n",
              "       'Liechtenstein', 'St Kitts Nevis', 'Latvia', 'Suriname', 'Uganda',\n",
              "       'El Salvador', 'Bermuda', 'Kuwait', 'Antigua & Barbuda',\n",
              "       'Thailand', 'Mauritius', 'Guatemala', 'Liberia', 'Kazakhstan',\n",
              "       'Niger', 'Mauritania', 'Montserrat', 'Namibia', 'Azerbaijan',\n",
              "       'Guam', 'Faroe Islands', 'India', 'Nicaragua', 'Barbados',\n",
              "       'Lebanon', 'Palestine', 'Guyana', 'Sudan', 'St Lucia', 'Ethiopia',\n",
              "       'Puerto Rico', 'Grenada', 'Jordan', 'Rwanda', 'Qatar',\n",
              "       'Afghanistan', 'Hong Kong', 'Andorra', 'Malta', 'Belize',\n",
              "       'South Sudan', 'Indonesia', 'Botswana'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "XQnOx-0moK5m"
      },
      "source": [
        "tigers = data[data['Nationality'] == \"Korea Republic\"]"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "LrgLfapzoK5p",
        "outputId": "29b2e767-d18c-41ac-afbe-46b91519b415",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 741
        }
      },
      "source": [
        "tigers"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID</th>\n",
              "      <th>Name</th>\n",
              "      <th>Age</th>\n",
              "      <th>Photo</th>\n",
              "      <th>Nationality</th>\n",
              "      <th>Flag</th>\n",
              "      <th>Overall</th>\n",
              "      <th>Potential</th>\n",
              "      <th>Club</th>\n",
              "      <th>Club Logo</th>\n",
              "      <th>Value</th>\n",
              "      <th>Wage</th>\n",
              "      <th>Special</th>\n",
              "      <th>Preferred Foot</th>\n",
              "      <th>International Reputation</th>\n",
              "      <th>Weak Foot</th>\n",
              "      <th>Skill Moves</th>\n",
              "      <th>Work Rate</th>\n",
              "      <th>Body Type</th>\n",
              "      <th>Real Face</th>\n",
              "      <th>Position</th>\n",
              "      <th>Jersey Number</th>\n",
              "      <th>Joined</th>\n",
              "      <th>Loaned From</th>\n",
              "      <th>Contract Valid Until</th>\n",
              "      <th>Height</th>\n",
              "      <th>Weight</th>\n",
              "      <th>LS</th>\n",
              "      <th>ST</th>\n",
              "      <th>RS</th>\n",
              "      <th>LW</th>\n",
              "      <th>LF</th>\n",
              "      <th>CF</th>\n",
              "      <th>RF</th>\n",
              "      <th>RW</th>\n",
              "      <th>LAM</th>\n",
              "      <th>CAM</th>\n",
              "      <th>RAM</th>\n",
              "      <th>LM</th>\n",
              "      <th>LCM</th>\n",
              "      <th>...</th>\n",
              "      <th>LB</th>\n",
              "      <th>LCB</th>\n",
              "      <th>CB</th>\n",
              "      <th>RCB</th>\n",
              "      <th>RB</th>\n",
              "      <th>Crossing</th>\n",
              "      <th>Finishing</th>\n",
              "      <th>HeadingAccuracy</th>\n",
              "      <th>ShortPassing</th>\n",
              "      <th>Volleys</th>\n",
              "      <th>Dribbling</th>\n",
              "      <th>Curve</th>\n",
              "      <th>FKAccuracy</th>\n",
              "      <th>LongPassing</th>\n",
              "      <th>BallControl</th>\n",
              "      <th>Acceleration</th>\n",
              "      <th>SprintSpeed</th>\n",
              "      <th>Agility</th>\n",
              "      <th>Reactions</th>\n",
              "      <th>Balance</th>\n",
              "      <th>ShotPower</th>\n",
              "      <th>Jumping</th>\n",
              "      <th>Stamina</th>\n",
              "      <th>Strength</th>\n",
              "      <th>LongShots</th>\n",
              "      <th>Aggression</th>\n",
              "      <th>Interceptions</th>\n",
              "      <th>Positioning</th>\n",
              "      <th>Vision</th>\n",
              "      <th>Penalties</th>\n",
              "      <th>Composure</th>\n",
              "      <th>Marking</th>\n",
              "      <th>StandingTackle</th>\n",
              "      <th>SlidingTackle</th>\n",
              "      <th>GKDiving</th>\n",
              "      <th>GKHandling</th>\n",
              "      <th>GKKicking</th>\n",
              "      <th>GKPositioning</th>\n",
              "      <th>GKReflexes</th>\n",
              "      <th>Release Clause</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>200104</td>\n",
              "      <td>H. Son</td>\n",
              "      <td>25</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/200104.png</td>\n",
              "      <td>Korea Republic</td>\n",
              "      <td>https://cdn.sofifa.org/flags/167.png</td>\n",
              "      <td>84</td>\n",
              "      <td>85</td>\n",
              "      <td>Tottenham Hotspur</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/18.png</td>\n",
              "      <td>€37M</td>\n",
              "      <td>€125K</td>\n",
              "      <td>2079</td>\n",
              "      <td>Right</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>High/ High</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>LM</td>\n",
              "      <td>7.0</td>\n",
              "      <td>Aug 28, 2015</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2023</td>\n",
              "      <td>6'0</td>\n",
              "      <td>143lbs</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>84+3</td>\n",
              "      <td>84+3</td>\n",
              "      <td>84+3</td>\n",
              "      <td>84+3</td>\n",
              "      <td>84+3</td>\n",
              "      <td>83+3</td>\n",
              "      <td>83+3</td>\n",
              "      <td>83+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>76+3</td>\n",
              "      <td>...</td>\n",
              "      <td>61+3</td>\n",
              "      <td>53+3</td>\n",
              "      <td>53+3</td>\n",
              "      <td>53+3</td>\n",
              "      <td>61+3</td>\n",
              "      <td>78.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>€71.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1295</th>\n",
              "      <td>180283</td>\n",
              "      <td>Ki Sung Yueng</td>\n",
              "      <td>29</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/180283.png</td>\n",
              "      <td>Korea Republic</td>\n",
              "      <td>https://cdn.sofifa.org/flags/167.png</td>\n",
              "      <td>76</td>\n",
              "      <td>76</td>\n",
              "      <td>Newcastle United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/13.png</td>\n",
              "      <td>€7.5M</td>\n",
              "      <td>€46K</td>\n",
              "      <td>2010</td>\n",
              "      <td>Right</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>Medium/ High</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>LCM</td>\n",
              "      <td>4.0</td>\n",
              "      <td>Jul 1, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2020</td>\n",
              "      <td>6'2</td>\n",
              "      <td>165lbs</td>\n",
              "      <td>71+2</td>\n",
              "      <td>71+2</td>\n",
              "      <td>71+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>75+2</td>\n",
              "      <td>...</td>\n",
              "      <td>67+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>73.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>€14.3M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1407</th>\n",
              "      <td>182152</td>\n",
              "      <td>Koo Ja Cheol</td>\n",
              "      <td>29</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/182152.png</td>\n",
              "      <td>Korea Republic</td>\n",
              "      <td>https://cdn.sofifa.org/flags/167.png</td>\n",
              "      <td>76</td>\n",
              "      <td>76</td>\n",
              "      <td>FC Augsburg</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/100409.png</td>\n",
              "      <td>€7.5M</td>\n",
              "      <td>€25K</td>\n",
              "      <td>2025</td>\n",
              "      <td>Right</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CAM</td>\n",
              "      <td>19.0</td>\n",
              "      <td>Aug 31, 2015</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>6'0</td>\n",
              "      <td>174lbs</td>\n",
              "      <td>73+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>...</td>\n",
              "      <td>64+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>72.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>€12.8M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2002</th>\n",
              "      <td>211927</td>\n",
              "      <td>Kwon Chang Hoon</td>\n",
              "      <td>24</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/211927.png</td>\n",
              "      <td>Korea Republic</td>\n",
              "      <td>https://cdn.sofifa.org/flags/167.png</td>\n",
              "      <td>75</td>\n",
              "      <td>79</td>\n",
              "      <td>Dijon FCO</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/110569.png</td>\n",
              "      <td>€8.5M</td>\n",
              "      <td>€13K</td>\n",
              "      <td>1957</td>\n",
              "      <td>Left</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Normal</td>\n",
              "      <td>No</td>\n",
              "      <td>RM</td>\n",
              "      <td>22.0</td>\n",
              "      <td>Jan 18, 2017</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>5'9</td>\n",
              "      <td>154lbs</td>\n",
              "      <td>71+2</td>\n",
              "      <td>71+2</td>\n",
              "      <td>71+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>75+2</td>\n",
              "      <td>75+2</td>\n",
              "      <td>75+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>...</td>\n",
              "      <td>64+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>74.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>€17.6M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021</th>\n",
              "      <td>221671</td>\n",
              "      <td>Lee Jae Sung</td>\n",
              "      <td>25</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/221671.png</td>\n",
              "      <td>Korea Republic</td>\n",
              "      <td>https://cdn.sofifa.org/flags/167.png</td>\n",
              "      <td>75</td>\n",
              "      <td>78</td>\n",
              "      <td>Holstein Kiel</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/576.png</td>\n",
              "      <td>€8.5M</td>\n",
              "      <td>€13K</td>\n",
              "      <td>1934</td>\n",
              "      <td>Left</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>High/ High</td>\n",
              "      <td>Lean</td>\n",
              "      <td>No</td>\n",
              "      <td>CAM</td>\n",
              "      <td>7.0</td>\n",
              "      <td>Jul 27, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>5'11</td>\n",
              "      <td>154lbs</td>\n",
              "      <td>70+2</td>\n",
              "      <td>70+2</td>\n",
              "      <td>70+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>...</td>\n",
              "      <td>65+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>65+2</td>\n",
              "      <td>65.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>91.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>€13.8M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <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>17955</th>\n",
              "      <td>240272</td>\n",
              "      <td>Min Gyeong Min</td>\n",
              "      <td>22</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/240272.png</td>\n",
              "      <td>Korea Republic</td>\n",
              "      <td>https://cdn.sofifa.org/flags/167.png</td>\n",
              "      <td>51</td>\n",
              "      <td>59</td>\n",
              "      <td>Daegu FC</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/2056.png</td>\n",
              "      <td>€50K</td>\n",
              "      <td>€1K</td>\n",
              "      <td>1390</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>No</td>\n",
              "      <td>CM</td>\n",
              "      <td>25.0</td>\n",
              "      <td>Jul 1, 2017</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>6'0</td>\n",
              "      <td>143lbs</td>\n",
              "      <td>47+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>50+2</td>\n",
              "      <td>50+2</td>\n",
              "      <td>50+2</td>\n",
              "      <td>51+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>...</td>\n",
              "      <td>49+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>41.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>€73K</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17959</th>\n",
              "      <td>245401</td>\n",
              "      <td>Lee Dong Hee</td>\n",
              "      <td>21</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/245401.png</td>\n",
              "      <td>Korea Republic</td>\n",
              "      <td>https://cdn.sofifa.org/flags/167.png</td>\n",
              "      <td>51</td>\n",
              "      <td>57</td>\n",
              "      <td>Jeju United FC</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/1478.png</td>\n",
              "      <td>€50K</td>\n",
              "      <td>€1K</td>\n",
              "      <td>1354</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Normal</td>\n",
              "      <td>No</td>\n",
              "      <td>CM</td>\n",
              "      <td>42.0</td>\n",
              "      <td>Jul 1, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>5'11</td>\n",
              "      <td>159lbs</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>48+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>48+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>...</td>\n",
              "      <td>48+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>48+2</td>\n",
              "      <td>43.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>29.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>€73K</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17965</th>\n",
              "      <td>243359</td>\n",
              "      <td>Kim Jong Jin</td>\n",
              "      <td>19</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/243359.png</td>\n",
              "      <td>Korea Republic</td>\n",
              "      <td>https://cdn.sofifa.org/flags/167.png</td>\n",
              "      <td>51</td>\n",
              "      <td>64</td>\n",
              "      <td>Gyeongnam FC</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/111588.png</td>\n",
              "      <td>€70K</td>\n",
              "      <td>€1K</td>\n",
              "      <td>1496</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>No</td>\n",
              "      <td>CM</td>\n",
              "      <td>37.0</td>\n",
              "      <td>Jan 1, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>5'10</td>\n",
              "      <td>139lbs</td>\n",
              "      <td>54+2</td>\n",
              "      <td>54+2</td>\n",
              "      <td>54+2</td>\n",
              "      <td>55+2</td>\n",
              "      <td>54+2</td>\n",
              "      <td>54+2</td>\n",
              "      <td>54+2</td>\n",
              "      <td>55+2</td>\n",
              "      <td>53+2</td>\n",
              "      <td>53+2</td>\n",
              "      <td>53+2</td>\n",
              "      <td>54+2</td>\n",
              "      <td>50+2</td>\n",
              "      <td>...</td>\n",
              "      <td>49+2</td>\n",
              "      <td>43+2</td>\n",
              "      <td>43+2</td>\n",
              "      <td>43+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>52.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>€131K</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18058</th>\n",
              "      <td>244108</td>\n",
              "      <td>Hong Hyeon Seok</td>\n",
              "      <td>19</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/244108.png</td>\n",
              "      <td>Korea Republic</td>\n",
              "      <td>https://cdn.sofifa.org/flags/167.png</td>\n",
              "      <td>50</td>\n",
              "      <td>63</td>\n",
              "      <td>SpVgg Unterhaching</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/172.png</td>\n",
              "      <td>€50K</td>\n",
              "      <td>€1K</td>\n",
              "      <td>1361</td>\n",
              "      <td>Left</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>No</td>\n",
              "      <td>CM</td>\n",
              "      <td>35.0</td>\n",
              "      <td>Jul 1, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>5'10</td>\n",
              "      <td>152lbs</td>\n",
              "      <td>43+2</td>\n",
              "      <td>43+2</td>\n",
              "      <td>43+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>51+2</td>\n",
              "      <td>48+2</td>\n",
              "      <td>...</td>\n",
              "      <td>47+2</td>\n",
              "      <td>42+2</td>\n",
              "      <td>42+2</td>\n",
              "      <td>42+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>35.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>29.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>€104K</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18084</th>\n",
              "      <td>244411</td>\n",
              "      <td>Kwon Ki Pyo</td>\n",
              "      <td>21</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/244411.png</td>\n",
              "      <td>Korea Republic</td>\n",
              "      <td>https://cdn.sofifa.org/flags/167.png</td>\n",
              "      <td>50</td>\n",
              "      <td>59</td>\n",
              "      <td>Pohang Steelers</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/1474.png</td>\n",
              "      <td>€50K</td>\n",
              "      <td>€1K</td>\n",
              "      <td>1261</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Normal</td>\n",
              "      <td>No</td>\n",
              "      <td>ST</td>\n",
              "      <td>98.0</td>\n",
              "      <td>Jul 5, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>5'9</td>\n",
              "      <td>157lbs</td>\n",
              "      <td>49+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>44+2</td>\n",
              "      <td>39+2</td>\n",
              "      <td>...</td>\n",
              "      <td>34+2</td>\n",
              "      <td>33+2</td>\n",
              "      <td>33+2</td>\n",
              "      <td>33+2</td>\n",
              "      <td>34+2</td>\n",
              "      <td>33.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>€73K</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>335 rows × 88 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           ID             Name  Age  ... GKPositioning GKReflexes Release Clause\n",
              "125    200104           H. Son   25  ...           6.0       10.0         €71.2M\n",
              "1295   180283    Ki Sung Yueng   29  ...           9.0       10.0         €14.3M\n",
              "1407   182152     Koo Ja Cheol   29  ...          15.0        9.0         €12.8M\n",
              "2002   211927  Kwon Chang Hoon   24  ...           8.0        8.0         €17.6M\n",
              "2021   221671     Lee Jae Sung   25  ...           6.0        8.0         €13.8M\n",
              "...       ...              ...  ...  ...           ...        ...            ...\n",
              "17955  240272   Min Gyeong Min   22  ...           8.0       12.0           €73K\n",
              "17959  245401     Lee Dong Hee   21  ...           5.0       12.0           €73K\n",
              "17965  243359     Kim Jong Jin   19  ...          14.0       11.0          €131K\n",
              "18058  244108  Hong Hyeon Seok   19  ...          13.0       10.0          €104K\n",
              "18084  244411      Kwon Ki Pyo   21  ...          12.0        5.0           €73K\n",
              "\n",
              "[335 rows x 88 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "mkjmER2poK5r"
      },
      "source": [
        "mu = data[data['Club'] == \"Manchester United\"]\n"
      ],
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "smdSoG8toK5u"
      },
      "source": [
        "barca = data[data['Club'] == \"FC Barcelona\"]"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "Y3ZcnQ1eoK5z"
      },
      "source": [
        "juven = data[data['Club'] == \"Juventus\"]"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "6T5EQxy9oK53"
      },
      "source": [
        "psg = data[data['Club'] == \"Paris Saint-Germain\"]"
      ],
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "_d6c0xdNoK58"
      },
      "source": [
        "oil = data[data['Club'] == \"Manchester City\"]"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "rw3TwyXzoK5_"
      },
      "source": [
        "real = data[data['Club'] == \"Real Madrid\"]"
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "YLOvPbd7oK6C"
      },
      "source": [
        "bayern = data[data['Club'] == \"FC Bayern München\"]"
      ],
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "N3XY7x87oK6G"
      },
      "source": [
        "tottenham = data[data['Club'] == \"Tottenham Hotspur\"]"
      ],
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "D7nqtcJuoK6L"
      },
      "source": [
        "milan = data[data['Club'] == \"Milan\"]"
      ],
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "N2L4JhPooK6Q"
      },
      "source": [
        "valencia = data[data[\"Club\"] == \"Valencia CF\"]"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "0h812WjmoK6T"
      },
      "source": [
        "teams = [\"tigers\",\"mu\",\"barca\",\"juven\",\"psg\",\"oil\",\"real\",\"bayern\",\"tottenham\",\"milan\",\"valencia\"]"
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "2BLUKQYIoK6X",
        "outputId": "e735d5e3-8ec8-4a64-c545-1a340b27ab87",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 210
        }
      },
      "source": [
        "teams"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['tigers',\n",
              " 'mu',\n",
              " 'barca',\n",
              " 'juven',\n",
              " 'psg',\n",
              " 'oil',\n",
              " 'real',\n",
              " 'bayern',\n",
              " 'tottenham',\n",
              " 'milan',\n",
              " 'valencia']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "JTKY5l9woK6a",
        "outputId": "825991a5-9a5f-4fba-f470-69376fba70e7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "mu"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ID</th>\n",
              "      <th>Name</th>\n",
              "      <th>Age</th>\n",
              "      <th>Photo</th>\n",
              "      <th>Nationality</th>\n",
              "      <th>Flag</th>\n",
              "      <th>Overall</th>\n",
              "      <th>Potential</th>\n",
              "      <th>Club</th>\n",
              "      <th>Club Logo</th>\n",
              "      <th>Value</th>\n",
              "      <th>Wage</th>\n",
              "      <th>Special</th>\n",
              "      <th>Preferred Foot</th>\n",
              "      <th>International Reputation</th>\n",
              "      <th>Weak Foot</th>\n",
              "      <th>Skill Moves</th>\n",
              "      <th>Work Rate</th>\n",
              "      <th>Body Type</th>\n",
              "      <th>Real Face</th>\n",
              "      <th>Position</th>\n",
              "      <th>Jersey Number</th>\n",
              "      <th>Joined</th>\n",
              "      <th>Loaned From</th>\n",
              "      <th>Contract Valid Until</th>\n",
              "      <th>Height</th>\n",
              "      <th>Weight</th>\n",
              "      <th>LS</th>\n",
              "      <th>ST</th>\n",
              "      <th>RS</th>\n",
              "      <th>LW</th>\n",
              "      <th>LF</th>\n",
              "      <th>CF</th>\n",
              "      <th>RF</th>\n",
              "      <th>RW</th>\n",
              "      <th>LAM</th>\n",
              "      <th>CAM</th>\n",
              "      <th>RAM</th>\n",
              "      <th>LM</th>\n",
              "      <th>LCM</th>\n",
              "      <th>...</th>\n",
              "      <th>LB</th>\n",
              "      <th>LCB</th>\n",
              "      <th>CB</th>\n",
              "      <th>RCB</th>\n",
              "      <th>RB</th>\n",
              "      <th>Crossing</th>\n",
              "      <th>Finishing</th>\n",
              "      <th>HeadingAccuracy</th>\n",
              "      <th>ShortPassing</th>\n",
              "      <th>Volleys</th>\n",
              "      <th>Dribbling</th>\n",
              "      <th>Curve</th>\n",
              "      <th>FKAccuracy</th>\n",
              "      <th>LongPassing</th>\n",
              "      <th>BallControl</th>\n",
              "      <th>Acceleration</th>\n",
              "      <th>SprintSpeed</th>\n",
              "      <th>Agility</th>\n",
              "      <th>Reactions</th>\n",
              "      <th>Balance</th>\n",
              "      <th>ShotPower</th>\n",
              "      <th>Jumping</th>\n",
              "      <th>Stamina</th>\n",
              "      <th>Strength</th>\n",
              "      <th>LongShots</th>\n",
              "      <th>Aggression</th>\n",
              "      <th>Interceptions</th>\n",
              "      <th>Positioning</th>\n",
              "      <th>Vision</th>\n",
              "      <th>Penalties</th>\n",
              "      <th>Composure</th>\n",
              "      <th>Marking</th>\n",
              "      <th>StandingTackle</th>\n",
              "      <th>SlidingTackle</th>\n",
              "      <th>GKDiving</th>\n",
              "      <th>GKHandling</th>\n",
              "      <th>GKKicking</th>\n",
              "      <th>GKPositioning</th>\n",
              "      <th>GKReflexes</th>\n",
              "      <th>Release Clause</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>193080</td>\n",
              "      <td>De Gea</td>\n",
              "      <td>27</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/193080.png</td>\n",
              "      <td>Spain</td>\n",
              "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
              "      <td>91</td>\n",
              "      <td>93</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€72M</td>\n",
              "      <td>€260K</td>\n",
              "      <td>1471</td>\n",
              "      <td>Right</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>GK</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Jul 1, 2011</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2020</td>\n",
              "      <td>6'4</td>\n",
              "      <td>168lbs</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>17.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>€138.6M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>195864</td>\n",
              "      <td>P. Pogba</td>\n",
              "      <td>25</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/195864.png</td>\n",
              "      <td>France</td>\n",
              "      <td>https://cdn.sofifa.org/flags/18.png</td>\n",
              "      <td>87</td>\n",
              "      <td>91</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€64M</td>\n",
              "      <td>€210K</td>\n",
              "      <td>2247</td>\n",
              "      <td>Right</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>High/ Low</td>\n",
              "      <td>Normal</td>\n",
              "      <td>Yes</td>\n",
              "      <td>RDM</td>\n",
              "      <td>6.0</td>\n",
              "      <td>Aug 9, 2016</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>6'4</td>\n",
              "      <td>185lbs</td>\n",
              "      <td>81+3</td>\n",
              "      <td>81+3</td>\n",
              "      <td>81+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>83+3</td>\n",
              "      <td>83+3</td>\n",
              "      <td>83+3</td>\n",
              "      <td>83+3</td>\n",
              "      <td>84+3</td>\n",
              "      <td>...</td>\n",
              "      <td>75+3</td>\n",
              "      <td>74+3</td>\n",
              "      <td>74+3</td>\n",
              "      <td>74+3</td>\n",
              "      <td>75+3</td>\n",
              "      <td>80.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>89.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>€123.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>192505</td>\n",
              "      <td>R. Lukaku</td>\n",
              "      <td>25</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/192505.png</td>\n",
              "      <td>Belgium</td>\n",
              "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
              "      <td>87</td>\n",
              "      <td>89</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€62.5M</td>\n",
              "      <td>€230K</td>\n",
              "      <td>2031</td>\n",
              "      <td>Left</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Stocky</td>\n",
              "      <td>Yes</td>\n",
              "      <td>ST</td>\n",
              "      <td>9.0</td>\n",
              "      <td>Jul 10, 2017</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2022</td>\n",
              "      <td>6'3</td>\n",
              "      <td>207lbs</td>\n",
              "      <td>84+3</td>\n",
              "      <td>84+3</td>\n",
              "      <td>84+3</td>\n",
              "      <td>79+3</td>\n",
              "      <td>81+3</td>\n",
              "      <td>81+3</td>\n",
              "      <td>81+3</td>\n",
              "      <td>79+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>79+3</td>\n",
              "      <td>72+3</td>\n",
              "      <td>...</td>\n",
              "      <td>57+3</td>\n",
              "      <td>54+3</td>\n",
              "      <td>54+3</td>\n",
              "      <td>54+3</td>\n",
              "      <td>57+3</td>\n",
              "      <td>78.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>89.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>€120.3M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>93</th>\n",
              "      <td>184941</td>\n",
              "      <td>A. Sánchez</td>\n",
              "      <td>29</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/184941.png</td>\n",
              "      <td>Chile</td>\n",
              "      <td>https://cdn.sofifa.org/flags/55.png</td>\n",
              "      <td>85</td>\n",
              "      <td>85</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€37.5M</td>\n",
              "      <td>€215K</td>\n",
              "      <td>2172</td>\n",
              "      <td>Right</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>High/ High</td>\n",
              "      <td>Normal</td>\n",
              "      <td>Yes</td>\n",
              "      <td>RW</td>\n",
              "      <td>7.0</td>\n",
              "      <td>Jan 22, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2022</td>\n",
              "      <td>5'7</td>\n",
              "      <td>163lbs</td>\n",
              "      <td>81+3</td>\n",
              "      <td>81+3</td>\n",
              "      <td>81+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>77+3</td>\n",
              "      <td>...</td>\n",
              "      <td>62+3</td>\n",
              "      <td>57+3</td>\n",
              "      <td>57+3</td>\n",
              "      <td>57+3</td>\n",
              "      <td>62+3</td>\n",
              "      <td>77.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>€69.4M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>116</th>\n",
              "      <td>211300</td>\n",
              "      <td>A. Martial</td>\n",
              "      <td>22</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/211300.png</td>\n",
              "      <td>France</td>\n",
              "      <td>https://cdn.sofifa.org/flags/18.png</td>\n",
              "      <td>84</td>\n",
              "      <td>90</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€42.5M</td>\n",
              "      <td>€165K</td>\n",
              "      <td>2064</td>\n",
              "      <td>Right</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Normal</td>\n",
              "      <td>Yes</td>\n",
              "      <td>LW</td>\n",
              "      <td>11.0</td>\n",
              "      <td>Sep 1, 2015</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>6'0</td>\n",
              "      <td>168lbs</td>\n",
              "      <td>81+3</td>\n",
              "      <td>81+3</td>\n",
              "      <td>81+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>80+3</td>\n",
              "      <td>80+3</td>\n",
              "      <td>80+3</td>\n",
              "      <td>81+3</td>\n",
              "      <td>73+3</td>\n",
              "      <td>...</td>\n",
              "      <td>61+3</td>\n",
              "      <td>54+3</td>\n",
              "      <td>54+3</td>\n",
              "      <td>54+3</td>\n",
              "      <td>61+3</td>\n",
              "      <td>76.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>89.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>€87.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>191202</td>\n",
              "      <td>N. Matić</td>\n",
              "      <td>29</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/191202.png</td>\n",
              "      <td>Serbia</td>\n",
              "      <td>https://cdn.sofifa.org/flags/51.png</td>\n",
              "      <td>84</td>\n",
              "      <td>84</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€24M</td>\n",
              "      <td>€165K</td>\n",
              "      <td>2100</td>\n",
              "      <td>Left</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Medium/ High</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CDM</td>\n",
              "      <td>31.0</td>\n",
              "      <td>Jul 31, 2017</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2020</td>\n",
              "      <td>6'4</td>\n",
              "      <td>187lbs</td>\n",
              "      <td>73+3</td>\n",
              "      <td>73+3</td>\n",
              "      <td>73+3</td>\n",
              "      <td>72+3</td>\n",
              "      <td>74+3</td>\n",
              "      <td>74+3</td>\n",
              "      <td>74+3</td>\n",
              "      <td>72+3</td>\n",
              "      <td>74+3</td>\n",
              "      <td>74+3</td>\n",
              "      <td>74+3</td>\n",
              "      <td>74+3</td>\n",
              "      <td>79+3</td>\n",
              "      <td>...</td>\n",
              "      <td>77+3</td>\n",
              "      <td>80+3</td>\n",
              "      <td>80+3</td>\n",
              "      <td>80+3</td>\n",
              "      <td>77+3</td>\n",
              "      <td>71.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>€44.4M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>211</th>\n",
              "      <td>178088</td>\n",
              "      <td>Juan Mata</td>\n",
              "      <td>30</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/178088.png</td>\n",
              "      <td>Spain</td>\n",
              "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
              "      <td>83</td>\n",
              "      <td>83</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€24.5M</td>\n",
              "      <td>€160K</td>\n",
              "      <td>1984</td>\n",
              "      <td>Left</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>RM</td>\n",
              "      <td>8.0</td>\n",
              "      <td>Jan 25, 2014</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>5'7</td>\n",
              "      <td>139lbs</td>\n",
              "      <td>74+3</td>\n",
              "      <td>74+3</td>\n",
              "      <td>74+3</td>\n",
              "      <td>80+3</td>\n",
              "      <td>80+3</td>\n",
              "      <td>80+3</td>\n",
              "      <td>80+3</td>\n",
              "      <td>80+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>82+3</td>\n",
              "      <td>80+3</td>\n",
              "      <td>77+3</td>\n",
              "      <td>...</td>\n",
              "      <td>56+3</td>\n",
              "      <td>46+3</td>\n",
              "      <td>46+3</td>\n",
              "      <td>46+3</td>\n",
              "      <td>56+3</td>\n",
              "      <td>83.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>89.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>31.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>€45.3M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>250</th>\n",
              "      <td>209297</td>\n",
              "      <td>Fred</td>\n",
              "      <td>25</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/209297.png</td>\n",
              "      <td>Brazil</td>\n",
              "      <td>https://cdn.sofifa.org/flags/54.png</td>\n",
              "      <td>82</td>\n",
              "      <td>84</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€26.5M</td>\n",
              "      <td>€140K</td>\n",
              "      <td>2180</td>\n",
              "      <td>Left</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>High/ High</td>\n",
              "      <td>Lean</td>\n",
              "      <td>No</td>\n",
              "      <td>CM</td>\n",
              "      <td>17.0</td>\n",
              "      <td>Jun 21, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2023</td>\n",
              "      <td>5'7</td>\n",
              "      <td>141lbs</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>79+2</td>\n",
              "      <td>79+2</td>\n",
              "      <td>79+2</td>\n",
              "      <td>78+2</td>\n",
              "      <td>80+2</td>\n",
              "      <td>...</td>\n",
              "      <td>77+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>67.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>€51M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>254</th>\n",
              "      <td>207494</td>\n",
              "      <td>J. Lingard</td>\n",
              "      <td>25</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/207494.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>82</td>\n",
              "      <td>83</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€26.5M</td>\n",
              "      <td>€140K</td>\n",
              "      <td>2095</td>\n",
              "      <td>Right</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>High/ High</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CAM</td>\n",
              "      <td>7.0</td>\n",
              "      <td>Jul 1, 2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>5'9</td>\n",
              "      <td>137lbs</td>\n",
              "      <td>78+2</td>\n",
              "      <td>78+2</td>\n",
              "      <td>78+2</td>\n",
              "      <td>81+2</td>\n",
              "      <td>81+2</td>\n",
              "      <td>81+2</td>\n",
              "      <td>81+2</td>\n",
              "      <td>81+2</td>\n",
              "      <td>81+2</td>\n",
              "      <td>81+2</td>\n",
              "      <td>81+2</td>\n",
              "      <td>80+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>...</td>\n",
              "      <td>67+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>74.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>€51M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>319</th>\n",
              "      <td>231677</td>\n",
              "      <td>M. Rashford</td>\n",
              "      <td>20</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/231677.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>81</td>\n",
              "      <td>89</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€27M</td>\n",
              "      <td>€110K</td>\n",
              "      <td>2062</td>\n",
              "      <td>Right</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>High/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>LW</td>\n",
              "      <td>11.0</td>\n",
              "      <td>Jul 1, 2014</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2020</td>\n",
              "      <td>6'1</td>\n",
              "      <td>154lbs</td>\n",
              "      <td>79+2</td>\n",
              "      <td>79+2</td>\n",
              "      <td>79+2</td>\n",
              "      <td>80+2</td>\n",
              "      <td>80+2</td>\n",
              "      <td>80+2</td>\n",
              "      <td>80+2</td>\n",
              "      <td>80+2</td>\n",
              "      <td>78+2</td>\n",
              "      <td>78+2</td>\n",
              "      <td>78+2</td>\n",
              "      <td>79+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>...</td>\n",
              "      <td>60+2</td>\n",
              "      <td>53+2</td>\n",
              "      <td>53+2</td>\n",
              "      <td>53+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>75.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>93.0</td>\n",
              "      <td>88.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>€55.4M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>327</th>\n",
              "      <td>225508</td>\n",
              "      <td>E. Bailly</td>\n",
              "      <td>24</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/225508.png</td>\n",
              "      <td>Ivory Coast</td>\n",
              "      <td>https://cdn.sofifa.org/flags/108.png</td>\n",
              "      <td>81</td>\n",
              "      <td>87</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€21M</td>\n",
              "      <td>€105K</td>\n",
              "      <td>1853</td>\n",
              "      <td>Right</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ High</td>\n",
              "      <td>Normal</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CB</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Jul 1, 2016</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2020</td>\n",
              "      <td>6'1</td>\n",
              "      <td>170lbs</td>\n",
              "      <td>58+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>59+2</td>\n",
              "      <td>59+2</td>\n",
              "      <td>59+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>...</td>\n",
              "      <td>74+2</td>\n",
              "      <td>80+2</td>\n",
              "      <td>80+2</td>\n",
              "      <td>80+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>51.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>€43.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>374</th>\n",
              "      <td>191740</td>\n",
              "      <td>Ander Herrera</td>\n",
              "      <td>28</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/191740.png</td>\n",
              "      <td>Spain</td>\n",
              "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
              "      <td>81</td>\n",
              "      <td>81</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€17.5M</td>\n",
              "      <td>€140K</td>\n",
              "      <td>2170</td>\n",
              "      <td>Right</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>High/ High</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CM</td>\n",
              "      <td>21.0</td>\n",
              "      <td>Jun 26, 2014</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>6'0</td>\n",
              "      <td>154lbs</td>\n",
              "      <td>73+3</td>\n",
              "      <td>73+3</td>\n",
              "      <td>73+3</td>\n",
              "      <td>76+3</td>\n",
              "      <td>76+3</td>\n",
              "      <td>76+3</td>\n",
              "      <td>76+3</td>\n",
              "      <td>76+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>80+3</td>\n",
              "      <td>...</td>\n",
              "      <td>78+3</td>\n",
              "      <td>76+3</td>\n",
              "      <td>76+3</td>\n",
              "      <td>76+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>74.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>€32.4M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>377</th>\n",
              "      <td>189881</td>\n",
              "      <td>C. Smalling</td>\n",
              "      <td>28</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/189881.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>81</td>\n",
              "      <td>82</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€16M</td>\n",
              "      <td>€130K</td>\n",
              "      <td>1799</td>\n",
              "      <td>Right</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ High</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>RCB</td>\n",
              "      <td>12.0</td>\n",
              "      <td>Jul 1, 2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>6'4</td>\n",
              "      <td>179lbs</td>\n",
              "      <td>59+3</td>\n",
              "      <td>59+3</td>\n",
              "      <td>59+3</td>\n",
              "      <td>57+3</td>\n",
              "      <td>57+3</td>\n",
              "      <td>57+3</td>\n",
              "      <td>57+3</td>\n",
              "      <td>57+3</td>\n",
              "      <td>57+3</td>\n",
              "      <td>57+3</td>\n",
              "      <td>57+3</td>\n",
              "      <td>59+3</td>\n",
              "      <td>61+3</td>\n",
              "      <td>...</td>\n",
              "      <td>72+3</td>\n",
              "      <td>79+3</td>\n",
              "      <td>79+3</td>\n",
              "      <td>79+3</td>\n",
              "      <td>72+3</td>\n",
              "      <td>52.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>87.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>€30.8M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>399</th>\n",
              "      <td>167905</td>\n",
              "      <td>A. Valencia</td>\n",
              "      <td>32</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/167905.png</td>\n",
              "      <td>Ecuador</td>\n",
              "      <td>https://cdn.sofifa.org/flags/57.png</td>\n",
              "      <td>81</td>\n",
              "      <td>81</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€10M</td>\n",
              "      <td>€120K</td>\n",
              "      <td>2142</td>\n",
              "      <td>Right</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>High/ High</td>\n",
              "      <td>Stocky</td>\n",
              "      <td>Yes</td>\n",
              "      <td>RM</td>\n",
              "      <td>16.0</td>\n",
              "      <td>Jun 30, 2009</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>5'11</td>\n",
              "      <td>183lbs</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>...</td>\n",
              "      <td>79+2</td>\n",
              "      <td>78+2</td>\n",
              "      <td>78+2</td>\n",
              "      <td>78+2</td>\n",
              "      <td>79+2</td>\n",
              "      <td>79.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>€18.5M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>454</th>\n",
              "      <td>205988</td>\n",
              "      <td>L. Shaw</td>\n",
              "      <td>22</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/205988.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>80</td>\n",
              "      <td>85</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€16.5M</td>\n",
              "      <td>€96K</td>\n",
              "      <td>2047</td>\n",
              "      <td>Left</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>High/ Medium</td>\n",
              "      <td>Stocky</td>\n",
              "      <td>Yes</td>\n",
              "      <td>LB</td>\n",
              "      <td>23.0</td>\n",
              "      <td>Jun 27, 2014</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2023</td>\n",
              "      <td>5'11</td>\n",
              "      <td>165lbs</td>\n",
              "      <td>69+2</td>\n",
              "      <td>69+2</td>\n",
              "      <td>69+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>...</td>\n",
              "      <td>78+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>78+2</td>\n",
              "      <td>82.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>85.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>€31.8M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>526</th>\n",
              "      <td>173373</td>\n",
              "      <td>S. Romero</td>\n",
              "      <td>31</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/173373.png</td>\n",
              "      <td>Argentina</td>\n",
              "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
              "      <td>80</td>\n",
              "      <td>80</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€9M</td>\n",
              "      <td>€91K</td>\n",
              "      <td>1251</td>\n",
              "      <td>Right</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Normal</td>\n",
              "      <td>Yes</td>\n",
              "      <td>GK</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Jul 27, 2015</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>6'4</td>\n",
              "      <td>192lbs</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>11.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>33.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>€16.7M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>584</th>\n",
              "      <td>221660</td>\n",
              "      <td>V. Lindelöf</td>\n",
              "      <td>23</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/221660.png</td>\n",
              "      <td>Sweden</td>\n",
              "      <td>https://cdn.sofifa.org/flags/46.png</td>\n",
              "      <td>79</td>\n",
              "      <td>85</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€14.5M</td>\n",
              "      <td>€91K</td>\n",
              "      <td>1943</td>\n",
              "      <td>Right</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CB</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Jul 1, 2017</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>6'2</td>\n",
              "      <td>176lbs</td>\n",
              "      <td>61+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>70+2</td>\n",
              "      <td>...</td>\n",
              "      <td>75+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>75+2</td>\n",
              "      <td>64.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>€29.7M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>629</th>\n",
              "      <td>201862</td>\n",
              "      <td>M. Rojo</td>\n",
              "      <td>28</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/201862.png</td>\n",
              "      <td>Argentina</td>\n",
              "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
              "      <td>79</td>\n",
              "      <td>79</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€10M</td>\n",
              "      <td>€115K</td>\n",
              "      <td>1998</td>\n",
              "      <td>Left</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Medium/ High</td>\n",
              "      <td>Normal</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CB</td>\n",
              "      <td>16.0</td>\n",
              "      <td>Aug 20, 2014</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>6'2</td>\n",
              "      <td>176lbs</td>\n",
              "      <td>65+3</td>\n",
              "      <td>65+3</td>\n",
              "      <td>65+3</td>\n",
              "      <td>64+3</td>\n",
              "      <td>64+3</td>\n",
              "      <td>64+3</td>\n",
              "      <td>64+3</td>\n",
              "      <td>64+3</td>\n",
              "      <td>64+3</td>\n",
              "      <td>64+3</td>\n",
              "      <td>64+3</td>\n",
              "      <td>66+3</td>\n",
              "      <td>67+3</td>\n",
              "      <td>...</td>\n",
              "      <td>74+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>74+3</td>\n",
              "      <td>74.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>92.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>€18.5M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>654</th>\n",
              "      <td>194957</td>\n",
              "      <td>P. Jones</td>\n",
              "      <td>26</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/194957.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>79</td>\n",
              "      <td>80</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€12M</td>\n",
              "      <td>€110K</td>\n",
              "      <td>1827</td>\n",
              "      <td>Right</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ High</td>\n",
              "      <td>Normal</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CB</td>\n",
              "      <td>4.0</td>\n",
              "      <td>Jul 1, 2011</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>6'1</td>\n",
              "      <td>157lbs</td>\n",
              "      <td>60+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>58+2</td>\n",
              "      <td>59+2</td>\n",
              "      <td>59+2</td>\n",
              "      <td>59+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>65+2</td>\n",
              "      <td>...</td>\n",
              "      <td>72+2</td>\n",
              "      <td>78+2</td>\n",
              "      <td>78+2</td>\n",
              "      <td>78+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>60.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>€23.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>700</th>\n",
              "      <td>176944</td>\n",
              "      <td>M. Fellaini</td>\n",
              "      <td>30</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/176944.png</td>\n",
              "      <td>Belgium</td>\n",
              "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
              "      <td>79</td>\n",
              "      <td>79</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€11.5M</td>\n",
              "      <td>€120K</td>\n",
              "      <td>1994</td>\n",
              "      <td>Right</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CM</td>\n",
              "      <td>8.0</td>\n",
              "      <td>Sep 2, 2013</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2020</td>\n",
              "      <td>6'4</td>\n",
              "      <td>187lbs</td>\n",
              "      <td>76+3</td>\n",
              "      <td>76+3</td>\n",
              "      <td>76+3</td>\n",
              "      <td>69+3</td>\n",
              "      <td>73+3</td>\n",
              "      <td>73+3</td>\n",
              "      <td>73+3</td>\n",
              "      <td>69+3</td>\n",
              "      <td>72+3</td>\n",
              "      <td>72+3</td>\n",
              "      <td>72+3</td>\n",
              "      <td>70+3</td>\n",
              "      <td>75+3</td>\n",
              "      <td>...</td>\n",
              "      <td>70+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>78+3</td>\n",
              "      <td>70+3</td>\n",
              "      <td>61.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>93.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>82.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>91.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>94.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>€21.3M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>717</th>\n",
              "      <td>152908</td>\n",
              "      <td>A. Young</td>\n",
              "      <td>32</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/152908.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>79</td>\n",
              "      <td>79</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€7M</td>\n",
              "      <td>€110K</td>\n",
              "      <td>2120</td>\n",
              "      <td>Right</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>High/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>LB</td>\n",
              "      <td>18.0</td>\n",
              "      <td>Jul 1, 2011</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>5'9</td>\n",
              "      <td>143lbs</td>\n",
              "      <td>70+2</td>\n",
              "      <td>70+2</td>\n",
              "      <td>70+2</td>\n",
              "      <td>75+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>75+2</td>\n",
              "      <td>75+2</td>\n",
              "      <td>75+2</td>\n",
              "      <td>75+2</td>\n",
              "      <td>75+2</td>\n",
              "      <td>75+2</td>\n",
              "      <td>...</td>\n",
              "      <td>76+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>72+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>84.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>86.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>€13M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>807</th>\n",
              "      <td>208450</td>\n",
              "      <td>Andreas Pereira</td>\n",
              "      <td>22</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/208450.png</td>\n",
              "      <td>Brazil</td>\n",
              "      <td>https://cdn.sofifa.org/flags/54.png</td>\n",
              "      <td>78</td>\n",
              "      <td>84</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€14M</td>\n",
              "      <td>€91K</td>\n",
              "      <td>2100</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CM</td>\n",
              "      <td>15.0</td>\n",
              "      <td>Jan 1, 2013</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>5'10</td>\n",
              "      <td>157lbs</td>\n",
              "      <td>73+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>73+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>77+2</td>\n",
              "      <td>76+2</td>\n",
              "      <td>...</td>\n",
              "      <td>71+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>71+2</td>\n",
              "      <td>78.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>€28.7M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1313</th>\n",
              "      <td>184392</td>\n",
              "      <td>M. Darmian</td>\n",
              "      <td>28</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/184392.png</td>\n",
              "      <td>Italy</td>\n",
              "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
              "      <td>76</td>\n",
              "      <td>76</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€6M</td>\n",
              "      <td>€88K</td>\n",
              "      <td>1949</td>\n",
              "      <td>Right</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Low/ High</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>LB</td>\n",
              "      <td>36.0</td>\n",
              "      <td>Jul 11, 2015</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>6'0</td>\n",
              "      <td>154lbs</td>\n",
              "      <td>67+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>69+2</td>\n",
              "      <td>69+2</td>\n",
              "      <td>69+2</td>\n",
              "      <td>69+2</td>\n",
              "      <td>69+2</td>\n",
              "      <td>69+2</td>\n",
              "      <td>69+2</td>\n",
              "      <td>69+2</td>\n",
              "      <td>70+2</td>\n",
              "      <td>70+2</td>\n",
              "      <td>...</td>\n",
              "      <td>75+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>74+2</td>\n",
              "      <td>75+2</td>\n",
              "      <td>69.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>€11.1M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2561</th>\n",
              "      <td>53739</td>\n",
              "      <td>L. Grant</td>\n",
              "      <td>35</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/53739.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>74</td>\n",
              "      <td>74</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€1.3M</td>\n",
              "      <td>€39K</td>\n",
              "      <td>1300</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Normal</td>\n",
              "      <td>Yes</td>\n",
              "      <td>GK</td>\n",
              "      <td>13.0</td>\n",
              "      <td>Jul 3, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2020</td>\n",
              "      <td>6'4</td>\n",
              "      <td>183lbs</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>19.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>17.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>26.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>€2.5M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3451</th>\n",
              "      <td>234574</td>\n",
              "      <td>Diogo Dalot</td>\n",
              "      <td>19</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/234574.png</td>\n",
              "      <td>Portugal</td>\n",
              "      <td>https://cdn.sofifa.org/flags/38.png</td>\n",
              "      <td>72</td>\n",
              "      <td>84</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€4.7M</td>\n",
              "      <td>€26K</td>\n",
              "      <td>1906</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>High/ Medium</td>\n",
              "      <td>Normal</td>\n",
              "      <td>No</td>\n",
              "      <td>RB</td>\n",
              "      <td>20.0</td>\n",
              "      <td>Jun 9, 2018</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2023</td>\n",
              "      <td>6'0</td>\n",
              "      <td>157lbs</td>\n",
              "      <td>67+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>68+2</td>\n",
              "      <td>68+2</td>\n",
              "      <td>68+2</td>\n",
              "      <td>68+2</td>\n",
              "      <td>68+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>69+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>...</td>\n",
              "      <td>71+2</td>\n",
              "      <td>70+2</td>\n",
              "      <td>70+2</td>\n",
              "      <td>70+2</td>\n",
              "      <td>71+2</td>\n",
              "      <td>75.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>79.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>€9.6M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4513</th>\n",
              "      <td>237238</td>\n",
              "      <td>S. McTominay</td>\n",
              "      <td>21</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/237238.png</td>\n",
              "      <td>Scotland</td>\n",
              "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
              "      <td>71</td>\n",
              "      <td>81</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€3.8M</td>\n",
              "      <td>€43K</td>\n",
              "      <td>1847</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CM</td>\n",
              "      <td>17.0</td>\n",
              "      <td>Jul 1, 2013</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>6'4</td>\n",
              "      <td>194lbs</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>67+2</td>\n",
              "      <td>69+2</td>\n",
              "      <td>...</td>\n",
              "      <td>68+2</td>\n",
              "      <td>70+2</td>\n",
              "      <td>70+2</td>\n",
              "      <td>70+2</td>\n",
              "      <td>68+2</td>\n",
              "      <td>66.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>34.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>€7.8M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8191</th>\n",
              "      <td>240507</td>\n",
              "      <td>A. Gomes</td>\n",
              "      <td>17</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/240507.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>67</td>\n",
              "      <td>87</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€1.5M</td>\n",
              "      <td>€15K</td>\n",
              "      <td>1722</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CAM</td>\n",
              "      <td>47.0</td>\n",
              "      <td>Jul 1, 2016</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021</td>\n",
              "      <td>5'3</td>\n",
              "      <td>134lbs</td>\n",
              "      <td>60+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>66+2</td>\n",
              "      <td>65+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>...</td>\n",
              "      <td>51+2</td>\n",
              "      <td>43+2</td>\n",
              "      <td>43+2</td>\n",
              "      <td>43+2</td>\n",
              "      <td>51+2</td>\n",
              "      <td>61.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>83.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>90.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>38.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>€4.3M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10087</th>\n",
              "      <td>233510</td>\n",
              "      <td>T. Chong</td>\n",
              "      <td>18</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/233510.png</td>\n",
              "      <td>Netherlands</td>\n",
              "      <td>https://cdn.sofifa.org/flags/34.png</td>\n",
              "      <td>65</td>\n",
              "      <td>85</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€1.1M</td>\n",
              "      <td>€13K</td>\n",
              "      <td>1733</td>\n",
              "      <td>Left</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>High/ High</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>RW</td>\n",
              "      <td>44.0</td>\n",
              "      <td>Jul 1, 2017</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>6'0</td>\n",
              "      <td>154lbs</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>65+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>65+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>59+2</td>\n",
              "      <td>...</td>\n",
              "      <td>54+2</td>\n",
              "      <td>51+2</td>\n",
              "      <td>51+2</td>\n",
              "      <td>51+2</td>\n",
              "      <td>54+2</td>\n",
              "      <td>66.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>77.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>€3.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10457</th>\n",
              "      <td>240513</td>\n",
              "      <td>E. Hamilton</td>\n",
              "      <td>19</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/240513.png</td>\n",
              "      <td>Scotland</td>\n",
              "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
              "      <td>65</td>\n",
              "      <td>78</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€1M</td>\n",
              "      <td>€11K</td>\n",
              "      <td>1734</td>\n",
              "      <td>Left</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Medium/ High</td>\n",
              "      <td>Normal</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CM</td>\n",
              "      <td>48.0</td>\n",
              "      <td>Jul 1, 2015</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2020</td>\n",
              "      <td>6'1</td>\n",
              "      <td>165lbs</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>...</td>\n",
              "      <td>59+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>59+2</td>\n",
              "      <td>57.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>53.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>€2.5M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10461</th>\n",
              "      <td>237698</td>\n",
              "      <td>C. Gribbin</td>\n",
              "      <td>19</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/237698.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>65</td>\n",
              "      <td>80</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€1.2M</td>\n",
              "      <td>€11K</td>\n",
              "      <td>1669</td>\n",
              "      <td>Left</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CAM</td>\n",
              "      <td>42.0</td>\n",
              "      <td>Jul 27, 2015</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>6'0</td>\n",
              "      <td>159lbs</td>\n",
              "      <td>61+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>63+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>64+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>...</td>\n",
              "      <td>51+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>45+2</td>\n",
              "      <td>51+2</td>\n",
              "      <td>62.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>67.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>€2.9M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11081</th>\n",
              "      <td>225557</td>\n",
              "      <td>R. Poole</td>\n",
              "      <td>20</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/225557.png</td>\n",
              "      <td>Wales</td>\n",
              "      <td>https://cdn.sofifa.org/flags/50.png</td>\n",
              "      <td>64</td>\n",
              "      <td>75</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€675K</td>\n",
              "      <td>€13K</td>\n",
              "      <td>1572</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Normal</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CB</td>\n",
              "      <td>50.0</td>\n",
              "      <td>Sep 1, 2015</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>5'11</td>\n",
              "      <td>163lbs</td>\n",
              "      <td>48+2</td>\n",
              "      <td>48+2</td>\n",
              "      <td>48+2</td>\n",
              "      <td>51+2</td>\n",
              "      <td>51+2</td>\n",
              "      <td>51+2</td>\n",
              "      <td>51+2</td>\n",
              "      <td>51+2</td>\n",
              "      <td>53+2</td>\n",
              "      <td>53+2</td>\n",
              "      <td>53+2</td>\n",
              "      <td>54+2</td>\n",
              "      <td>56+2</td>\n",
              "      <td>...</td>\n",
              "      <td>59+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>59+2</td>\n",
              "      <td>34.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>69.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>32.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>47.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>€1.4M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11422</th>\n",
              "      <td>237160</td>\n",
              "      <td>R. Williams</td>\n",
              "      <td>19</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/237160.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>64</td>\n",
              "      <td>79</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€875K</td>\n",
              "      <td>€8K</td>\n",
              "      <td>1479</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Medium/ Medium</td>\n",
              "      <td>Normal</td>\n",
              "      <td>Yes</td>\n",
              "      <td>CB</td>\n",
              "      <td>52.0</td>\n",
              "      <td>Jan 1, 2016</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>6'0</td>\n",
              "      <td>165lbs</td>\n",
              "      <td>46+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>46+2</td>\n",
              "      <td>47+2</td>\n",
              "      <td>48+2</td>\n",
              "      <td>48+2</td>\n",
              "      <td>48+2</td>\n",
              "      <td>48+2</td>\n",
              "      <td>49+2</td>\n",
              "      <td>...</td>\n",
              "      <td>57+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>57+2</td>\n",
              "      <td>32.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>37.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>36.0</td>\n",
              "      <td>55.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>52.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>41.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>56.0</td>\n",
              "      <td>29.0</td>\n",
              "      <td>43.0</td>\n",
              "      <td>49.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>63.0</td>\n",
              "      <td>68.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>€2.2M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12545</th>\n",
              "      <td>240510</td>\n",
              "      <td>J. Bohui</td>\n",
              "      <td>19</td>\n",
              "      <td>https://cdn.sofifa.org/players/4/19/240510.png</td>\n",
              "      <td>England</td>\n",
              "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
              "      <td>63</td>\n",
              "      <td>76</td>\n",
              "      <td>Manchester United</td>\n",
              "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
              "      <td>€700K</td>\n",
              "      <td>€10K</td>\n",
              "      <td>1556</td>\n",
              "      <td>Right</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>High/ High</td>\n",
              "      <td>Lean</td>\n",
              "      <td>Yes</td>\n",
              "      <td>ST</td>\n",
              "      <td>46.0</td>\n",
              "      <td>Aug 7, 2016</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2019</td>\n",
              "      <td>5'9</td>\n",
              "      <td>165lbs</td>\n",
              "      <td>61+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>62+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>61+2</td>\n",
              "      <td>60+2</td>\n",
              "      <td>52+2</td>\n",
              "      <td>...</td>\n",
              "      <td>41+2</td>\n",
              "      <td>37+2</td>\n",
              "      <td>37+2</td>\n",
              "      <td>37+2</td>\n",
              "      <td>41+2</td>\n",
              "      <td>45.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>51.0</td>\n",
              "      <td>58.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>48.0</td>\n",
              "      <td>42.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>71.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>73.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>62.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>59.0</td>\n",
              "      <td>66.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>64.0</td>\n",
              "      <td>57.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>€1.7M</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>33 rows × 88 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "           ID             Name  Age  ... GKPositioning GKReflexes Release Clause\n",
              "3      193080           De Gea   27  ...          88.0       94.0        €138.6M\n",
              "45     195864         P. Pogba   25  ...           4.0        3.0        €123.2M\n",
              "47     192505        R. Lukaku   25  ...           7.0       10.0        €120.3M\n",
              "93     184941       A. Sánchez   29  ...          12.0       13.0         €69.4M\n",
              "116    211300       A. Martial   22  ...          15.0       11.0         €87.1M\n",
              "132    191202         N. Matić   29  ...          14.0        9.0         €44.4M\n",
              "211    178088        Juan Mata   30  ...           5.0        8.0         €45.3M\n",
              "250    209297             Fred   25  ...          11.0       15.0           €51M\n",
              "254    207494       J. Lingard   25  ...          13.0        9.0           €51M\n",
              "319    231677      M. Rashford   20  ...           7.0       14.0         €55.4M\n",
              "327    225508        E. Bailly   24  ...           9.0        8.0         €43.1M\n",
              "374    191740    Ander Herrera   28  ...           9.0        8.0         €32.4M\n",
              "377    189881      C. Smalling   28  ...          15.0       15.0         €30.8M\n",
              "399    167905      A. Valencia   32  ...           7.0        7.0         €18.5M\n",
              "454    205988          L. Shaw   22  ...           7.0        7.0         €31.8M\n",
              "526    173373        S. Romero   31  ...          77.0       82.0         €16.7M\n",
              "584    221660      V. Lindelöf   23  ...           7.0        9.0         €29.7M\n",
              "629    201862          M. Rojo   28  ...          15.0       10.0         €18.5M\n",
              "654    194957         P. Jones   26  ...          16.0       11.0         €23.1M\n",
              "700    176944      M. Fellaini   30  ...          15.0       16.0         €21.3M\n",
              "717    152908         A. Young   32  ...          16.0       15.0           €13M\n",
              "807    208450  Andreas Pereira   22  ...          10.0        7.0         €28.7M\n",
              "1313   184392       M. Darmian   28  ...          12.0        7.0         €11.1M\n",
              "2561    53739         L. Grant   35  ...          74.0       76.0          €2.5M\n",
              "3451   234574      Diogo Dalot   19  ...           6.0        8.0          €9.6M\n",
              "4513   237238     S. McTominay   21  ...          10.0       11.0          €7.8M\n",
              "8191   240507         A. Gomes   17  ...           6.0       14.0          €4.3M\n",
              "10087  233510         T. Chong   18  ...           8.0       11.0          €3.2M\n",
              "10457  240513      E. Hamilton   19  ...           9.0       11.0          €2.5M\n",
              "10461  237698       C. Gribbin   19  ...           7.0       14.0          €2.9M\n",
              "11081  225557         R. Poole   20  ...           7.0       12.0          €1.4M\n",
              "11422  237160      R. Williams   19  ...           6.0        9.0          €2.2M\n",
              "12545  240510         J. Bohui   19  ...          13.0       11.0          €1.7M\n",
              "\n",
              "[33 rows x 88 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "RK7eDuZMoK6c",
        "outputId": "3dc136f0-8db4-4629-d5f6-7d4d54bb74a9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 263
        }
      },
      "source": [
        "tigers[\"Club\"].unique()"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['Tottenham Hotspur', 'Newcastle United', 'FC Augsburg',\n",
              "       'Dijon FCO', 'Holstein Kiel', 'Stade de Reims', 'Daegu FC',\n",
              "       'Ulsan Hyundai FC', 'Suwon Samsung Bluewings', 'Jeju United FC',\n",
              "       'Jeonbuk Hyundai Motors', 'Hamburger SV', 'Kashima Antlers',\n",
              "       'FC Seoul', 'Kawasaki Frontale', 'Gamba Osaka', 'Pohang Steelers',\n",
              "       'Jeonnam Dragons', 'Kashiwa Reysol', 'Incheon United FC',\n",
              "       'Hellas Verona', 'Valencia CF', 'VfL Bochum 1848', 'FC Tokyo',\n",
              "       'Gangwon FC', 'Cerezo Osaka', 'Seattle Sounders FC',\n",
              "       'Sangju Sangmu FC', 'Shonan Bellmare', 'Gyeongnam FC',\n",
              "       'Vissel Kobe', 'Sagan Tosu', 'Tianjin Quanjian FC', 'Girona FC',\n",
              "       'Shimizu S-Pulse', 'Yokohama F. Marinos',\n",
              "       'Hokkaido Consadole Sapporo', 'V-Varen Nagasaki', 'FC St. Pauli',\n",
              "       'Vegalta Sendai', 'Karlsruher SC', 'MSV Duisburg', 'LASK Linz',\n",
              "       'SpVgg Unterhaching'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "elp7D0pPoK6f"
      },
      "source": [
        "tigers_num = tigers.select_dtypes(exclude = [\"object\"])"
      ],
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "qiQGSB93oK6j",
        "outputId": "0bef881f-69fd-4a46-ccf9-83596c5920aa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 193
        }
      },
      "source": [
        "tigers_num.columns"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['ID', 'Age', 'Overall', 'Potential', 'Special',\n",
              "       'International Reputation', 'Weak Foot', 'Skill Moves', 'Jersey Number',\n",
              "       'Crossing', 'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys',\n",
              "       'Dribbling', 'Curve', 'FKAccuracy', 'LongPassing', 'BallControl',\n",
              "       'Acceleration', 'SprintSpeed', 'Agility', 'Reactions', 'Balance',\n",
              "       'ShotPower', 'Jumping', 'Stamina', 'Strength', 'LongShots',\n",
              "       'Aggression', 'Interceptions', 'Positioning', 'Vision', 'Penalties',\n",
              "       'Composure', 'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving',\n",
              "       'GKHandling', 'GKKicking', 'GKPositioning', 'GKReflexes'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "pv0iJq8KoK6l",
        "outputId": "c7b86b3f-3620-44ff-89d2-74c4f261c957",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 210
        }
      },
      "source": [
        "teams"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['tigers',\n",
              " 'mu',\n",
              " 'barca',\n",
              " 'juven',\n",
              " 'psg',\n",
              " 'oil',\n",
              " 'real',\n",
              " 'bayern',\n",
              " 'tottenham',\n",
              " 'milan',\n",
              " 'valencia']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "qD4ArGrzoK6o"
      },
      "source": [
        "mu = mu.select_dtypes(exclude=['object'])\n",
        "barca = barca.select_dtypes(exclude=['object'])\n",
        "juven = juven.select_dtypes(exclude=['object'])\n",
        "psg = psg.select_dtypes(exclude=['object'])\n",
        "oil = oil.select_dtypes(exclude=['object'])\n",
        "real = real.select_dtypes(exclude=['object'])\n",
        "bayern = bayern.select_dtypes(exclude=['object'])\n",
        "tottenham = tottenham.select_dtypes(exclude=['object'])\n",
        "milan = milan.select_dtypes(exclude=['object'])\n",
        "valencia = valencia.select_dtypes(exclude=['object'])"
      ],
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "iE-_gMAhoK6q",
        "outputId": "968c7a47-285a-4107-c359-10f574c42adc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "%matplotlib inline\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
            "  import pandas.util.testing as tm\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "ndE0cAMRoK6u",
        "outputId": "30aed1a9-16ff-4c4d-ede9-7b30079877e5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"International Reputation\",y=\"Overall\",data=tigers_num);\n",
        "#평판이 좋을 수록 오버롤이 높다"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "zdAzy0CioK6w",
        "outputId": "d43daf1e-25e0-4f30-c9d0-34665ad95ea2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"International Reputation\",y=\"Overall\",data=mu);\n",
        "#평판이 좋을 수록 오버롤이 높다22"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "WqPeRda2oK6z",
        "outputId": "08cd3475-ef06-4419-91ca-8c57daf0224a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"International Reputation\",y=\"Overall\",data=barca);\n",
        "#평판이 좋을 수록 오버롤이 높다33"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "OcHE9V_eoK61",
        "outputId": "f0281d32-af7b-469b-dbf8-96387a6313ca",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"International Reputation\",y=\"Overall\",data=juven);\n",
        "#평판이 좋을 수록 오버롤이 높다44"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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XAK/pztSfBjxUVQ+Mu6g+dGOylwPrq+qPZmjWRH8kmUhyZLd8CPBvgK9PaXYNcF63fA5wY+2HV0dW1e9W1ZKqWspgupUbq+o3pjRroi+SHJbkSTuWgRcCUz8ROCffI3N2ds5xSPIR4HRgUZL7gXcwOJFHVf0p8L+BFwEbgB8CrxtPpSOxAjgXWNeNbQO8DXgaNNcfxwCrui8ROgD4WFVdm+RSYE1VXcPgl+RfJtnA4AMCrxxfuaPXaF8sBj7ZnbdeCPx1VV2X5PUwt98jTtkgSY1xqEeSGmPwS1JjDH5JaozBL0mNMfglqTEGv/a5JI8M0eZNSQ4dQS0nJ3nRpPWXJHlrD/uZ9jUneaybufFrST6z43qAfbzvt+1NuyQ37+taND/4cU7tc0keqarD99DmbmB5VT04i+ddUFWPzbKW13b7ecNsHjdbM73myduTrAK+WVX/dRT73tt22v95xK/eJDk9yU1Jrkry9SRXdlcwXgz8NLA6yequ7QuTfDHJrUk+3s0RtGO+8/ckuRV4ebf++127dUlO7Nqd2j3+tiQ3J3lGkoOAS4FXdEfdr0jy2iQf7B6zNMmN3TzpNyR5Wrf9im4O9ZuT3JXknG774V27Hfs+e5Zd8kW6CbqSPD3Jdd3kXp+f9DquSPKnSdYk+WY3Nw6T6+7Wr+36993AId3ru7K771Pd896RbuKwGdo90v1Mkvd2f5WsS/KK3f37zfI1ay6qKm/e9ukNeKT7eTqDmRmXMDjI+CKDSa0A7gYWdcuLgM8Bh3XrbwHePqndJZOe+27gom75t4APd8tPBhZ2y78MfKJbfi3wwUmPf3wd+AxwXrf8m8CnuuUrgI93NZ8EbOi2LwSePKnmDez8q/mRPfTFgu45z+zWbwCWdcvPYTCtwY59X9ftexmD2RwPnuZ1XAucPt2+gaO6n4cwmELg6Bna7ajt3wHXdzUuBu5lcLXyjP9+3ub3zSkb1LcvV9X9AN3UD0uBv5/S5jQGAfuF7oDyIAYhs8NHp7TfMWHcWuDfdstHMJhWYRmDqXIPHKK25056/F8Cl02671NVtR24M8nibluA/5bBDIzbGRy9LwY27WYfh3Sv+1gG32lwfffXzL8GPj7pAPqnJj3mY92+v5XkLuDEIV7LZBcneVm3fByDXyC7myTtF4GP1GAY7TtJPgv8K+D7DPfvp3nG4FfffjRp+TGm/z8XBnPcv2qG5/jBDM85+fneBayuqpdl8P0BN+1NsdPsY0d9AK8GJoBfqKpHu/MUB+/hef5fVZ3cncj+O+BCBkf1W2swzfN0pp54KwbfiDZ5aHba/SY5ncFfPM+tqh8muWmIGndnmH8/zTOO8WtcHgae1C1/CViR5AR4fNbDn5vl8x3BzuluXzvDfqa6mZ0TiL0a+PwQ+9jchf7zgZ8Ztriq+iFwMfBmBpN1fTvJy+HxMfZnTWr+8iQHJHk68LPANxgMcZ3cbT+OJ07/+2gGU2jvqPF7XeifyOCvqenaTfZ5BudBFiSZAJ4HfHnY16b5x+DXuKwErkuyuqq2MAjrjyT5KoNhntkOb1wG/Pckt/HEo9LVwEk7Tu5OecxFwOu6fZ7L4Htkd+dKYHmSdcBr2HVq5t2qqtuArwKvYvCL5vwkXwHuYPAVfTvcyyB4/xZ4fVX9E/AF4NvAncD7gVsntV8JfLU7aXsdsDDJeuDdDH6pTtdusk92dX0FuJHBOZXdDV9pnvPjnNIckuQK4NqqumrctWj/5RG/JDXGI35JaoxH/JLUGINfkhpj8EtSYwx+SWqMwS9Jjfn/ctvBYASezhsAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "oGe8oVKToK63",
        "outputId": "40cdef2f-8764-427f-9562-8cb19b516c60",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"International Reputation\",y=\"Overall\",data=psg);\n",
        "#평판이 좋을 수록 오버롤이 높다55"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "_981aHptoK66",
        "outputId": "982b7052-ae9c-4238-ea5c-6e3321d41e0f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"International Reputation\",y=\"Overall\",data=oil);\n",
        "#평판이 좋을 수록 오버롤이 높다66"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "aCSnvV7KoK6_",
        "outputId": "3d35b050-b1cd-4464-e17b-256942675b61",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"International Reputation\",y=\"Overall\",data=real);\n",
        "#평판이 좋을 수록 오버롤이 높다77"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "virORKDSoK7C",
        "outputId": "09f29e84-e008-4cab-f83a-f91e07171370",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"International Reputation\",y=\"Overall\",data=bayern);\n",
        "#평판이 좋을 수록 오버롤이 높다88"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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AP4+2upFYBrwkyd0MZtZ9fpL/O6lNK/uCqtrQ/dwEfJLB7MMTzcr3iME/M1cCr+vO1J8KPFRV94+7qD50Y7KXALdX1R/uolkT+yPJgiRHdssHA/8B+NqkZlcC53TLZwHX1RPw05FV9ZtVtaiqFjOYbuW6qnrtpGZN7IskhyZ58vZl4AXA5CsCZ+V7ZNbOzjkOST4MnAbMT7IeeDeDE3lU1Z8B/w94IXAn8D3gDeOpdCSWAWcD67qxbYB3Ak+D5vbH0cCq7kuEDgA+VlVXJbkIWFNVVzL4JflXSe5kcIHAq8ZX7ug1ui8WAp/szlvPBf66qq5O8iaY3e8Rp2yQpMY41CNJjTH4JakxBr8kNcbgl6TGGPyS1BiDX/tckkeGaPPWJIeMoJaTkrxwwvpLkryjh36mfM1JHutmbvynJJ/Z/nmAfdz3O/ekXZIb9nUt2j94Oaf2uSSPVNVhu2lzN7C0qh6YwfPOqarHZljL67t+3jyTx83Url7zxO1JVgFfr6r/MYq+97Sdnvg84ldvkpyW5Poklyf5WpLLuk8wXgj8OLA6yequ7QuSfDHJTUk+3s0RtH2+8/cluQl4ebf+u127dUlO6Nqd0j3+5iQ3JHlGknnARcAru6PuVyZ5fZIPdY9ZnOS6bp70a5M8rdt+aTeH+g1J7kpyVrf9sK7d9r7PnOEu+SLdBF1Jnp7k6m5yr89PeB2XJvmzJGuSfL2bG4eJdXfrV3X7973Awd3ru6y771Pd896abuKwXbR7pPuZJO/v/ipZl+SV0/37zfA1azaqKm/e9ukNeKT7eRqDmRkXMTjI+CKDSa0A7gbmd8vzgc8Bh3brbwfeNaHd8gnPfTdwQbf8a8DF3fLhwNxu+ZeAT3TLrwc+NOHxP1oHPgOc0y2/EfhUt3wp8PGu5hOBO7vtc4HDJ9R8Jzv+an5kN/tiTvecZ3Tr1wJLuuXnMJjWYHvfV3d9L2Ewm+NBU7yOq4DTpuobeEr382AGUwg8dRftttf2n4BruhoXAvcy+LTyLv/9vO3fN6dsUN++XFXrAbqpHxYD/zCpzakMAvYL3QHlPAYhs91HJ7XfPmHcWuA/dstHMJhWYQmDqXIPHKK2n5vw+L8CVky471NVtQ24LcnCbluA/5nBDIzbGBy9LwQ2TtPHwd3rPobBdxpc0/018/PAxyccQD9pwmM+1vX9jSR3AScM8VomujDJy7rlYxn8AplukrRfAD5cg2G0byX5LPDvge8w3L+f9jMGv/r2gwnLjzH1/7kwmOP+1bt4ju/u4jknPt97gNVV9bIMvj/g+j0pdoo+ttcH8BpgAfCzVfVod57ioN08z/er6qTuRPbfAeczOKrfUoNpnqcy+cRbMfhGtIlDs1P2m+Q0Bn/x/FxVfS/J9UPUOJ1h/v20n3GMX+PyMPDkbvlLwLIkx8OPZj38tzN8viPYMd3t63fRz2Q3sGMCsdcAnx+ij01d6D8P+Ilhi6uq7wEXAm9jMFnXN5O8HH40xv6sCc1fnuSAJE8HfhK4g8EQ10nd9mN5/PS/j2Ywhfb2Gh/sQv8EBn9NTdVuos8zOA8yJ8kC4LnAl4d9bdr/GPwal5XA1UlWV9VmBmH94SRfZTDMM9PhjRXA/0pyM48/Kl0NnLj95O6kx1wAvKHr82wG3yM7ncuApUnWAa9j56mZp1VVNwNfBV7N4BfNuUm+AtzK4Cv6truXQfD+LfCmqvoX4AvAN4HbgA8CN01ovxL4anfS9mpgbpLbgfcy+KU6VbuJPtnV9RXgOgbnVKYbvtJ+zss5pVkkyaXAVVV1+bhr0ROXR/yS1BiP+CWpMR7xS1JjDH5JaozBL0mNMfglqTEGvyQ15l8BHbzTZQSn+UgAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "qqgPM9hnoK7F",
        "outputId": "595b8b2e-83cc-44fc-845e-b78233bfcaa4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"International Reputation\",y=\"Overall\",data=tottenham);\n",
        "#평판이 좋을 수록 오버롤이 높다99"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "4Ft2n4dDoK7H",
        "outputId": "91306557-e293-4be8-c2ab-f822f683166f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"International Reputation\",y=\"Overall\",data=milan);\n",
        "#평판이 좋을 수록 오버롤이 높다"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "wCOyGfDCoK7K",
        "outputId": "ba435c96-8eec-47b8-d57f-e224d92c3905",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"International Reputation\",y=\"Overall\",data=valencia);\n",
        "#평판이 좋을 수록 오버롤이 높다11"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "KRfwn-7hoK7O",
        "outputId": "5f848199-a637-4b03-bfd0-6d90b0d909a7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Weak Foot\",y=\"Overall\",data=tigers_num);\n",
        "#약발을 잘 쓸수록 오버롤이 높다"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "3k0V14-XoK7S",
        "outputId": "93b40cdb-8a1c-4fa3-b153-3646f4b8d814",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Weak Foot\",y=\"Overall\",data=mu);\n",
        "#맨유 선수들은 한쪽발을 더 강화하면 오버롤이 높다"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "kb5gwxNcoK7U",
        "outputId": "e601c774-fa8e-444e-e751-51f157ab4995",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Weak Foot\",y=\"Overall\",data=barca);\n",
        "#바르셀로나 선수들은 약발과 오버롤이 큰 관계가 없지만 그래도 약발을 잘 써야 오버롤이 높다"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "lWw-Uyk0oK7W",
        "outputId": "ad06867a-12ce-45ec-8aec-74fce187e90c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Weak Foot\",y=\"Overall\",data=juven);\n",
        "#유벤투스 선수들은 약발과 오버롤이 큰 관련이 없다"
      ],
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "_98zsKNqoK7Y",
        "outputId": "25c4d911-2676-424e-ce69-2404aa6863f6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Weak Foot\",y=\"Overall\",data=psg);\n",
        "#파리생제르망 선수들은 약발을 잘 쓰면 오버롤이 높다"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "gLN_4NotoK7a",
        "outputId": "a6ca3a82-2ad4-4bc2-f4fb-436783370dca",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Weak Foot\",y=\"Overall\",data=oil);\n",
        "#맨시티 선수들은 약발을 잘 쓰면 대체적으로 오버롤이 높다"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "Rpyrxb5qoK7g",
        "outputId": "cb7e5afa-6de5-4527-9fd5-09a518de1452",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Weak Foot\",y=\"Overall\",data=real);\n",
        "#레알 마드리드 선수들은 약발을 잘 쓰면 대체적으로 오버롤이 높다"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "rzFxul_XoK7i",
        "outputId": "64b11575-5397-40b4-ffc9-44890ebf15fd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Weak Foot\",y=\"Overall\",data=bayern);\n",
        "#뮌헨 선수들은 약발을 잘 쓰면 대체적으로 오버롤이 높다"
      ],
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "ctKqeQ2doK7k",
        "outputId": "d1283f8e-655a-4699-f8da-c1fb8530c2bc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Weak Foot\",y=\"Overall\",data=tottenham);\n",
        "#한쪽발을 잘 쓰거나 약발을 잘 쓰면 오버롤이 높다"
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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4bbPyPWLwT8/FwHHdJ/WHAPdU1Z3jLqoP3ZjsecDSqnrfenZroj2STCTZsXv+cOD3gesn7XYxcHz3/Fjgq7UF3h1ZVW+qqj2qah6D6Va+WlUvm7RbE22RZPskj1j9HPgDYPIVgbPyPTJrZ+cchySfBJ4N7JLkduBtDD7Io6r+AfgS8FzgRuDnwCvHU+lILABeDizpxrYB3gzsCc21x27Aou5LhLYCPl1VX0jyDmBxVV3M4I/kPye5kcEFAi8eX7mj12hb7Ap8rvvcei7wiar6cpJXw+x+jzhlgyQ1xqEeSWqMwS9JjTH4JakxBr8kNcbgl6TGGPzaIiU5K8mpay1/Jcm5ay2/N8lfzOB1P5rk2CH2+UE3Y+M1SU6ewXkOSPLc6R4nDcPg15bqG8DTAZJsBewCPGmt7U8Hrujx/G/oZmw8oKo+OIPjD2Bw/be0yRn82lJdARzaPX8Sgzsq702yU5KHAU8EvpPkoCSXd5NsfWX1zIlJXpXk290c/J9Nst3kEyR5Z9e7n7OxYro5/c/v5m6/Oslh61ufZBvgHcCLuv8YXrRpmkQaMPi1Raqq/wNWJdmTQe/+mwxmFz0UmA8sYTCz4tnAsVV1EPAR4G+7l7ioqn63m4N/KYM55n8tyZnABPDKqrp/ihLOXGuoZ3/gpEFZtT/wEgZ3Am871XoG78u3Ahd0/zFcsImaRQKcskFbtisYhP7TgfcxmA736QymCf4G8HhgP+CS7rb7OcDqeVT2S/IuYEdgB+Ara73uXwNXVtVU0/Cu9oaqunD1QjelwdkAVXV9kluAxwHPWM96qTcGv7Zkq8f592cw1HMbcBrwE+B8IMC1VXXoFMd+FDimqr6b5BUM5nBa7dvAQUl2rqoNfXGPNCs51KMt2RXAUcDd3Xz6dzPowR/abbsBmEhyKAymoU6y+gPgRwB3dlNTv3TS634ZeDfwxdWzMw7hP1a/TpLHMZjs7oYNrL+3q0Ha5Ax+bcmWMLia51uT1t1TVXdV1a8YTBt8epLvAtfQXQlEN5zD4L+GyVMwU1WfAf4JuLibqnljPgRslWQJcAHwiqr65QbWXwbs64e76oOzc0pSY+zxS1JjDH5JaozBL0mNMfglqTEGvyQ1xuCXpMYY/JLUmP8Hvoq4hL037pwAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "JkZ29JzEoK7n",
        "outputId": "5467bf05-64da-438a-9a77-0588ede0d450",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Weak Foot\",y=\"Overall\",data=milan);\n",
        "#밀란 선수들은 약발을 잘 쓸수록 오버롤이 높다"
      ],
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "qIdkf8DPoK7q",
        "outputId": "a006bf97-dc9d-42e5-aee4-65cf88077970",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Weak Foot\",y=\"Overall\",data=valencia);\n",
        "#발렌시아 선수들은 약발을 잘 쓰거나 양발을 잘 쓰면 오버롤이 높다"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "P6Gj31PNoK7u",
        "outputId": "1c5f9655-1bb5-4fbb-b169-10edacbb133f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Skill Moves\",y=\"Overall\",data=tigers_num);\n",
        "#개인기가 높을수록 오버롤이 높다"
      ],
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "eAIZe8kvoK7w",
        "outputId": "8687e03d-95ee-4c3a-d20f-94d2000e3829",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Skill Moves\",y=\"Overall\",data=mu);\n",
        "#맨유 선수들은 개인기가 오버롤에 큰 관련이 없다"
      ],
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "oZnh05lFoK7y",
        "outputId": "d2530cbb-d631-4c2a-ab16-9c3cb6d4f017",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Skill Moves\",y=\"Overall\",data=barca);\n",
        "#바르셀로나 선수들은 개인기가 높을수록 오버롤이 높다"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "vOA6HMXHoK70",
        "outputId": "0afb9313-4cbb-4a7c-95b6-de3bf65efff6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Skill Moves\",y=\"Overall\",data=juven);\n",
        "#유벤투스 선수들은 대체적으로 개인기가 높을수록 오버롤이 높다"
      ],
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "JWq-1XmfoK78",
        "outputId": "07b5364b-60fc-4117-c7af-d9ea071b8444",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Skill Moves\",y=\"Overall\",data=psg);\n",
        "#파리 생제르망 선수들은 보통 개인기가 높을수록 오버롤이 높다"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "ZT078vikoK7-",
        "outputId": "540f0e09-34e2-4c6a-9de7-67decc310019",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Skill Moves\",y=\"Overall\",data=oil);\n",
        "#맨시티 선수들은 개인기가 높을수록 오버롤이 높다"
      ],
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "Gd_PWq79oK8A",
        "outputId": "db162eb3-5bbe-4c86-d409-5bf7b65b7d3d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Skill Moves\",y=\"Overall\",data=real);\n",
        "#레알마드리드 선수들은 개인기가 오버롤에 크게 영향을 끼치지 않는다"
      ],
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "N8Zb0JnIoK8B",
        "outputId": "7c7c6b11-f0f6-4242-d0c6-f3590044bde1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Skill Moves\",y=\"Overall\",data=bayern);\n",
        "#뮌헨 선수들은 개인기가 높을수록 오버롤이 높다"
      ],
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "PFUFjLkboK8D",
        "outputId": "8c8899f6-5123-4b3b-d33f-5664ea19db1c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Skill Moves\",y=\"Overall\",data=tottenham);\n",
        "#토트넘 선수들은 대체적으로 개인기가 높을수록 오버롤이 높다"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "8642YRMRoK8E",
        "outputId": "d64bed84-7409-4136-ca23-cc63a89d7d51",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Skill Moves\",y=\"Overall\",data=milan);\n",
        "#밀란 선수들은 개인기가 높을수록 오버롤이 높다"
      ],
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "jHzqI96roK8G",
        "outputId": "8a5bf712-9476-4613-fddf-2211e20dda4b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Skill Moves\",y=\"Overall\",data=valencia);\n",
        "#발렌시아 선수들은 개인기가 높을수록 오버롤이 높다"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "NHunIx8EoK8H",
        "outputId": "7ab99400-5ed0-4163-ce6c-8616241f05e8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "sns.barplot(x=\"Crossing\",y=\"Overall\",data=tigers_num);"
      ],
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "vnDHdkipoK8J",
        "outputId": "fd0aadd6-d79c-408a-a329-bd36fae6efa0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 122
        }
      },
      "source": [
        "tigers_num[\"Crossing\"].unique()"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([78., 73., 72., 74., 65., 58., 11., 69., 52., 25., 71., 30., 10.,\n",
              "       75., 70., 51., 54., 50., 14., 66., 62., 61., 63., 32., 53., 67.,\n",
              "       13., 26., 48., 20., 60., 59., 36., 15., 47., 76., 21., 23., 64.,\n",
              "       68., 55., 56., 46., 43., 35., 41., 40., 22., 42., 57.,  9., 17.,\n",
              "       18., 28., 37., 24., 12., 45., 49., 29., 34., nan, 33., 16., 31.,\n",
              "       27., 39.,  8.])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 71
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "1sjv3mzBoK8N",
        "outputId": "38187404-ed6b-4287-a764-cdf84ae01bb2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 122
        }
      },
      "source": [
        "tigers_num[\"Finishing\"].unique()"
      ],
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([85., 69., 73., 72., 18., 70., 12., 57., 23., 26., 43., 16., 60.,\n",
              "       62., 71., 59., 66., 24., 68., 65., 36., 54., 31., 58., 64., 63.,\n",
              "       19., 61., 10., 38., 67., 13., 34., 53., 17., 15., 55., 74., 33.,\n",
              "       50., 49., 56., 39., 32., 14., 11., 22., 42., 44., 21., 30., 28.,\n",
              "       51., 47., 35., 25., 45., 37., 48., 52., nan, 27.,  8.,  9., 40.,\n",
              "        5.,  6., 29., 41.])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "RvqQZo52oK8O",
        "outputId": "83a72baa-5468-4c76-8a03-f1182d041a8c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 105
        }
      },
      "source": [
        "tigers_num[\"BallControl\"].unique()"
      ],
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([85., 80., 78., 74., 76., 18., 22., 66., 47., 69., 58., 24., 72.,\n",
              "       14., 67., 68., 71., 65., 10., 55., 75., 73., 70., 37., 25., 56.,\n",
              "       53., 62., 63., 64., 17., 61., 35., 60., 20., 54., 15., 59., 52.,\n",
              "       16., 43., 21., 45., 36., 57., 44., 41., 19., 33., 48., 23., nan,\n",
              "       39., 27., 46., 31., 12., 13., 50., 40., 51., 49.])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 73
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mdSJQgt2oK8S"
      },
      "source": [
        "수치들은 선수별로 다 달라서 unique 값이 많은 것 같다"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7t-qywXJoK8T"
      },
      "source": [
        "보통의 경우에는 양발을 잘 사용하고 개인기가 높은 선수들이 높은 오버롤을 가지고 있지만\n",
        "메시나 호날두, 라모스등 스타플레이어급의 선수들을 많이 보유한 바르셀로나, 레알 마드리드, 유벤투스는 다른 요소에 의하여 약발이나 개인기가 큰 영향을 주지 않을 때도 있다"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "uf27FRb_oK8T"
      },
      "source": [
        "tigers_num = tigers_num.fillna(tigers_num.mean())"
      ],
      "execution_count": 74,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "_wrbogojoK8V"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.tree import DecisionTreeRegressor\n",
        "from sklearn.ensemble import RandomForestRegressor"
      ],
      "execution_count": 75,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "Z74VEUPioK8X"
      },
      "source": [
        "from sklearn.metrics import mean_squared_error\n",
        "from math import sqrt\n",
        "def rmse(y,preds):\n",
        "    return sqrt(mean_squared_error(preds, y))"
      ],
      "execution_count": 76,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "9BTMlP2CoK8Z",
        "outputId": "0a9cd298-8685-461c-85cd-cce9ddfb8f5b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "x = tigers_num\n",
        "X = x.drop(\"Overall\",axis=1)\n",
        "y = x[\"Overall\"]\n",
        "train_X, val_X, train_y, val_y = train_test_split(X, y, random_state=1)\n",
        "porsche = DecisionTreeRegressor(max_leaf_nodes=100, random_state=1)\n",
        "porsche.fit(train_X, train_y)\n",
        "pagani = RandomForestRegressor(random_state=1)\n",
        "pagani.fit(train_X, train_y)\n",
        "    \n",
        "    \n",
        "val_predictions = porsche.predict(val_X)\n",
        "val_mae = rmse(val_predictions, val_y)\n",
        "print(\"DecisionTreeRegressor score: {:.0f}\".format(val_mae))\n",
        "\n",
        "val_predictions = pagani.predict(val_X)\n",
        "val_mae = rmse(val_predictions, val_y)\n",
        "print(\"RandomForestRegressor score: {:.0f}\".format(val_mae))"
      ],
      "execution_count": 77,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 2\n",
            "RandomForestRegressor score: 2\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "XobExra_oK8b"
      },
      "source": [
        "def test(x):\n",
        "    X = x.drop(\"Overall\",axis=1)\n",
        "    y = x[\"Overall\"]\n",
        "    train_X, val_X, train_y, val_y = train_test_split(X, y, random_state=1)\n",
        "    val_predictions = porsche.predict(val_X)\n",
        "    val_mae = rmse(val_predictions, val_y)\n",
        "    print(\"DecisionTreeRegressor score: {:.0f}\".format(val_mae))\n",
        "\n",
        "    val_predictions = pagani.predict(val_X)\n",
        "    val_mae = rmse(val_predictions, val_y)\n",
        "    print(\"RandomForestRegressor score: {:.0f}\".format(val_mae))"
      ],
      "execution_count": 78,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "MVVKxGYWoK8d",
        "outputId": "ed6d9e3c-2a56-459d-df23-9a00a6d3b318",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(mu)"
      ],
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 4\n",
            "RandomForestRegressor score: 5\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "FigpEo7foK8f",
        "outputId": "12943ac2-01bc-41d2-e590-248f76e33085",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(barca)"
      ],
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 6\n",
            "RandomForestRegressor score: 7\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "5zdTkdHXoK8g",
        "outputId": "eb6721af-e87b-4e1f-860d-d2b5215e72ba",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(juven)"
      ],
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 8\n",
            "RandomForestRegressor score: 10\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "gDIHQt5uoK8h",
        "outputId": "e5336ace-ac5d-44dc-91e5-9086c3e1fbec",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(psg)"
      ],
      "execution_count": 82,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 7\n",
            "RandomForestRegressor score: 8\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "ZpOGm7VHoK8j",
        "outputId": "62b48a41-6958-4191-dd3b-833154549f61",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(oil)"
      ],
      "execution_count": 83,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 7\n",
            "RandomForestRegressor score: 6\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "JjwgX3jxoK8k",
        "outputId": "d640ac53-bd0c-42b4-d806-8bf9438535c4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(real)"
      ],
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 9\n",
            "RandomForestRegressor score: 8\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "ziSYiZMsoK8n",
        "outputId": "4b51cc9d-d654-4ac7-dcfc-26d3220d396e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(bayern)"
      ],
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 8\n",
            "RandomForestRegressor score: 7\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "FXjbym4ooK8o",
        "outputId": "518f1b98-0c61-4077-e3fc-64deebd62317",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(tottenham)"
      ],
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 5\n",
            "RandomForestRegressor score: 6\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "yvVLSFjjoK8q",
        "outputId": "c6f51136-c961-4c63-c3ba-ab071f70f48d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(milan)"
      ],
      "execution_count": 87,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 5\n",
            "RandomForestRegressor score: 6\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "vSXDlwGToK8r",
        "outputId": "de7c6c19-dd9b-4f6b-85d7-84d0da32cca3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(valencia)"
      ],
      "execution_count": 88,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 5\n",
            "RandomForestRegressor score: 5\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QLU5vxPJoK8t"
      },
      "source": [
        "한국의 각 feature별 오버롤로 학습시키고 각 구단에 적용시켜 보았을 때 score가 4부터 10까지 다양하게 나와서 중간쯤인 바르셀로나로 학습시켜본다"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "KAjHLrq7oK8t",
        "outputId": "9d8d3d5c-5954-4d47-ba2c-4b2fe2aa8f06",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "x = barca\n",
        "X = x.drop(\"Overall\",axis=1)\n",
        "y = x[\"Overall\"]\n",
        "train_X, val_X, train_y, val_y = train_test_split(X, y, random_state=1)\n",
        "porsche = DecisionTreeRegressor(max_leaf_nodes=100, random_state=1)\n",
        "porsche.fit(train_X, train_y)\n",
        "pagani = RandomForestRegressor(random_state=1)\n",
        "pagani.fit(train_X, train_y)\n",
        "    \n",
        "    \n",
        "val_predictions = porsche.predict(val_X)\n",
        "val_mae = rmse(val_predictions, val_y)\n",
        "print(\"DecisionTreeRegressor score: {:.0f}\".format(val_mae))\n",
        "\n",
        "val_predictions = pagani.predict(val_X)\n",
        "val_mae = rmse(val_predictions, val_y)\n",
        "print(\"RandomForestRegressor score: {:.0f}\".format(val_mae))"
      ],
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 6\n",
            "RandomForestRegressor score: 2\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "It3FLPZooK8u",
        "outputId": "d4a8b484-c1ed-47bf-a70f-18eebdb8abc5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(mu)"
      ],
      "execution_count": 90,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 6\n",
            "RandomForestRegressor score: 4\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "sLYg1in-oK8w",
        "outputId": "0f5c0295-5b4e-44ab-ac79-23bfdbb924ee",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(juven)"
      ],
      "execution_count": 91,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 5\n",
            "RandomForestRegressor score: 2\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "W9-gLNmWoK8x",
        "outputId": "cb5150bf-99ed-49cd-ef5d-22d0564871a9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(psg)"
      ],
      "execution_count": 92,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 5\n",
            "RandomForestRegressor score: 2\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "08c8nihWoK8y",
        "outputId": "20a63a0e-4926-4e90-b0ae-68479f582105",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(oil)"
      ],
      "execution_count": 93,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 8\n",
            "RandomForestRegressor score: 5\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "RU5Rv8ZFoK80",
        "outputId": "0dbe77c0-58e0-461e-fb30-50bfea0799a3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(real)"
      ],
      "execution_count": 94,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 7\n",
            "RandomForestRegressor score: 3\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "t_5FQQgkoK81",
        "outputId": "574503b4-3694-4f9a-f9bc-d860e58154c3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(bayern)"
      ],
      "execution_count": 95,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 6\n",
            "RandomForestRegressor score: 3\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "AgInhWueoK83",
        "outputId": "0afcdced-72f3-4864-e8ab-347a5bbcce5d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(tottenham)"
      ],
      "execution_count": 96,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 7\n",
            "RandomForestRegressor score: 4\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "9sEsW9gioK84",
        "outputId": "3d86a505-a1a1-4f8d-8d16-d6b5e5f27f18",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(milan)"
      ],
      "execution_count": 97,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 12\n",
            "RandomForestRegressor score: 5\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "id": "Fse9bSi6oK85",
        "outputId": "b8f8e6f0-8993-454a-917c-9192ce7159c4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "test(valencia)"
      ],
      "execution_count": 98,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "DecisionTreeRegressor score: 8\n",
            "RandomForestRegressor score: 4\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UA8WcXtUoK86"
      },
      "source": [
        "비슷한 성향의 구단 일거라고 생각해서 중심으로 바르샤를 잡았는데 그래도 score가 높게 나온다"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_JKNbrx6oK89"
      },
      "source": [
        "barplot말고 다른 그래프도 이용하고 싶다"
      ]
    }
  ]
}