{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "python setup.py sdist bdist_wheel\n",
    "\n",
    "twine upload --skip-existing dist/*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import ScraperFC as sfc\n",
    "import traceback"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10/29\r"
     ]
    }
   ],
   "source": [
    "scraper = sfc.FBRef()\n",
    "try:\n",
    "    per90, perc = scraper.scrape_complete_scouting_reports(year=2022, league='EPL', goalkeepers=True)\n",
    "#     comp, per90, perc = scraper.complete_report_from_player_link('https://fbref.com/en/players/92e7e919/Son-Heung-min')\n",
    "except:\n",
    "    traceback.print_exc()\n",
    "finally:\n",
    "    scraper.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"10\" halign=\"left\">Standard Stats</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"7\" halign=\"left\">Advanced Goalkeeping</th>\n",
       "      <th>Player</th>\n",
       "      <th>Position</th>\n",
       "      <th>Minutes</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Goals Against</th>\n",
       "      <th>Shots on Target Against</th>\n",
       "      <th>Saves</th>\n",
       "      <th>Save%</th>\n",
       "      <th>Wins</th>\n",
       "      <th>Draws</th>\n",
       "      <th>Losses</th>\n",
       "      <th>Clean Sheets</th>\n",
       "      <th>Clean Sheet Percentage</th>\n",
       "      <th>Penalty Kicks Attempted</th>\n",
       "      <th>...</th>\n",
       "      <th>Launch% (Goal Kicks)</th>\n",
       "      <th>Avg. Length of Goal Kicks</th>\n",
       "      <th>Crosses Faced</th>\n",
       "      <th>Crosses Stopped</th>\n",
       "      <th>Crosses Stopped %</th>\n",
       "      <th>Def. Actions Outside Pen. Area</th>\n",
       "      <th>Avg. Distance of Def. Actions</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.00</td>\n",
       "      <td>3.41</td>\n",
       "      <td>2.46</td>\n",
       "      <td>72.6</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.39</td>\n",
       "      <td>39.1</td>\n",
       "      <td>0.11</td>\n",
       "      <td>...</td>\n",
       "      <td>38.2</td>\n",
       "      <td>37.7</td>\n",
       "      <td>6.85</td>\n",
       "      <td>0.72</td>\n",
       "      <td>10.5</td>\n",
       "      <td>1.39</td>\n",
       "      <td>17.7</td>\n",
       "      <td>Alisson</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>4140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.55</td>\n",
       "      <td>2.18</td>\n",
       "      <td>1.82</td>\n",
       "      <td>83.3</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.55</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.18</td>\n",
       "      <td>...</td>\n",
       "      <td>22.2</td>\n",
       "      <td>22.6</td>\n",
       "      <td>4.73</td>\n",
       "      <td>0.36</td>\n",
       "      <td>7.7</td>\n",
       "      <td>1.27</td>\n",
       "      <td>20.3</td>\n",
       "      <td>Kepa Arrizabalaga</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.75</td>\n",
       "      <td>4.42</td>\n",
       "      <td>2.92</td>\n",
       "      <td>64.2</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.13</td>\n",
       "      <td>12.5</td>\n",
       "      <td>0.17</td>\n",
       "      <td>...</td>\n",
       "      <td>81.8</td>\n",
       "      <td>59.2</td>\n",
       "      <td>9.38</td>\n",
       "      <td>0.79</td>\n",
       "      <td>8.4</td>\n",
       "      <td>0.33</td>\n",
       "      <td>13.2</td>\n",
       "      <td>Karl Darlow</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>2160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.69</td>\n",
       "      <td>2.08</td>\n",
       "      <td>1.50</td>\n",
       "      <td>70.4</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.54</td>\n",
       "      <td>53.8</td>\n",
       "      <td>0.10</td>\n",
       "      <td>...</td>\n",
       "      <td>34.8</td>\n",
       "      <td>36.1</td>\n",
       "      <td>4.46</td>\n",
       "      <td>0.31</td>\n",
       "      <td>6.9</td>\n",
       "      <td>0.81</td>\n",
       "      <td>16.3</td>\n",
       "      <td>Ederson</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>4680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.21</td>\n",
       "      <td>3.90</td>\n",
       "      <td>2.77</td>\n",
       "      <td>70.4</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.28</td>\n",
       "      <td>28.2</td>\n",
       "      <td>0.10</td>\n",
       "      <td>...</td>\n",
       "      <td>79.2</td>\n",
       "      <td>56.6</td>\n",
       "      <td>9.79</td>\n",
       "      <td>0.74</td>\n",
       "      <td>7.6</td>\n",
       "      <td>0.23</td>\n",
       "      <td>12.1</td>\n",
       "      <td>Lukasz Fabianski</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>3510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.54</td>\n",
       "      <td>4.21</td>\n",
       "      <td>2.79</td>\n",
       "      <td>66.3</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.58</td>\n",
       "      <td>0.21</td>\n",
       "      <td>20.8</td>\n",
       "      <td>0.13</td>\n",
       "      <td>...</td>\n",
       "      <td>40.7</td>\n",
       "      <td>39.0</td>\n",
       "      <td>8.42</td>\n",
       "      <td>0.46</td>\n",
       "      <td>5.4</td>\n",
       "      <td>0.75</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Alvaro Fernandez</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>2160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.71</td>\n",
       "      <td>4.43</td>\n",
       "      <td>2.71</td>\n",
       "      <td>61.3</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.14</td>\n",
       "      <td>...</td>\n",
       "      <td>85.7</td>\n",
       "      <td>63.2</td>\n",
       "      <td>9.86</td>\n",
       "      <td>0.57</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1.14</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Ben Foster</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.31</td>\n",
       "      <td>4.02</td>\n",
       "      <td>2.77</td>\n",
       "      <td>67.9</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.29</td>\n",
       "      <td>28.6</td>\n",
       "      <td>0.05</td>\n",
       "      <td>...</td>\n",
       "      <td>36.7</td>\n",
       "      <td>33.8</td>\n",
       "      <td>7.12</td>\n",
       "      <td>0.36</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>14.1</td>\n",
       "      <td>David de Gea</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>3765</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Standard Stats                                                         \\\n",
       "   Goals Against Shots on Target Against Saves Save%  Wins Draws Losses   \n",
       "0           1.00                    3.41  2.46  72.6  0.52  0.26   0.22   \n",
       "1           0.55                    2.18  1.82  83.3  0.36  0.36   0.18   \n",
       "2           1.75                    4.42  2.92  64.2  0.17  0.25   0.58   \n",
       "3           0.69                    2.08  1.50  70.4  0.73  0.10   0.17   \n",
       "4           1.21                    3.90  2.77  70.4  0.56  0.21   0.23   \n",
       "5           1.54                    4.21  2.79  66.3  0.21  0.21   0.58   \n",
       "6           1.71                    4.43  2.71  61.3  0.29  0.14   0.57   \n",
       "7           1.31                    4.02  2.77  67.9  0.48  0.29   0.24   \n",
       "\n",
       "                                                               ...  \\\n",
       "  Clean Sheets Clean Sheet Percentage Penalty Kicks Attempted  ...   \n",
       "0         0.39                   39.1                    0.11  ...   \n",
       "1         0.55                   60.0                    0.18  ...   \n",
       "2         0.13                   12.5                    0.17  ...   \n",
       "3         0.54                   53.8                    0.10  ...   \n",
       "4         0.28                   28.2                    0.10  ...   \n",
       "5         0.21                   20.8                    0.13  ...   \n",
       "6         0.00                    0.0                    0.14  ...   \n",
       "7         0.29                   28.6                    0.05  ...   \n",
       "\n",
       "  Advanced Goalkeeping                                          \\\n",
       "  Launch% (Goal Kicks) Avg. Length of Goal Kicks Crosses Faced   \n",
       "0                 38.2                      37.7          6.85   \n",
       "1                 22.2                      22.6          4.73   \n",
       "2                 81.8                      59.2          9.38   \n",
       "3                 34.8                      36.1          4.46   \n",
       "4                 79.2                      56.6          9.79   \n",
       "5                 40.7                      39.0          8.42   \n",
       "6                 85.7                      63.2          9.86   \n",
       "7                 36.7                      33.8          7.12   \n",
       "\n",
       "                                                                    \\\n",
       "  Crosses Stopped Crosses Stopped % Def. Actions Outside Pen. Area   \n",
       "0            0.72              10.5                           1.39   \n",
       "1            0.36               7.7                           1.27   \n",
       "2            0.79               8.4                           0.33   \n",
       "3            0.31               6.9                           0.81   \n",
       "4            0.74               7.6                           0.23   \n",
       "5            0.46               5.4                           0.75   \n",
       "6            0.57               5.8                           1.14   \n",
       "7            0.36               5.0                           0.36   \n",
       "\n",
       "                                            Player     Position Minutes  \n",
       "  Avg. Distance of Def. Actions                                          \n",
       "0                          17.7            Alisson  Goalkeepers    4140  \n",
       "1                          20.3  Kepa Arrizabalaga  Goalkeepers     495  \n",
       "2                          13.2        Karl Darlow  Goalkeepers    2160  \n",
       "3                          16.3            Ederson  Goalkeepers    4680  \n",
       "4                          12.1   Lukasz Fabianski  Goalkeepers    3510  \n",
       "5                          16.0   Alvaro Fernandez  Goalkeepers    2160  \n",
       "6                          17.0         Ben Foster  Goalkeepers     630  \n",
       "7                          14.1       David de Gea  Goalkeepers    3765  \n",
       "\n",
       "[8 rows x 40 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "per90"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"10\" halign=\"left\">Standard Stats</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"7\" halign=\"left\">Advanced Goalkeeping</th>\n",
       "      <th>Player</th>\n",
       "      <th>Position</th>\n",
       "      <th>Minutes</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Goals Against</th>\n",
       "      <th>Shots on Target Against</th>\n",
       "      <th>Saves</th>\n",
       "      <th>Save%</th>\n",
       "      <th>Wins</th>\n",
       "      <th>Draws</th>\n",
       "      <th>Losses</th>\n",
       "      <th>Clean Sheets</th>\n",
       "      <th>Clean Sheet Percentage</th>\n",
       "      <th>Penalty Kicks Attempted</th>\n",
       "      <th>...</th>\n",
       "      <th>Launch% (Goal Kicks)</th>\n",
       "      <th>Avg. Length of Goal Kicks</th>\n",
       "      <th>Crosses Faced</th>\n",
       "      <th>Crosses Stopped</th>\n",
       "      <th>Crosses Stopped %</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>87</td>\n",
       "      <td>26</td>\n",
       "      <td>34</td>\n",
       "      <td>77</td>\n",
       "      <td>79</td>\n",
       "      <td>46</td>\n",
       "      <td>16</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>23</td>\n",
       "      <td>...</td>\n",
       "      <td>21</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>68</td>\n",
       "      <td>95</td>\n",
       "      <td>95</td>\n",
       "      <td>96</td>\n",
       "      <td>Alisson</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>4140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>99</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>99</td>\n",
       "      <td>54</td>\n",
       "      <td>85</td>\n",
       "      <td>10</td>\n",
       "      <td>98</td>\n",
       "      <td>99</td>\n",
       "      <td>57</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>55</td>\n",
       "      <td>94</td>\n",
       "      <td>99</td>\n",
       "      <td>Kepa Arrizabalaga</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12</td>\n",
       "      <td>72</td>\n",
       "      <td>65</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>43</td>\n",
       "      <td>93</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>50</td>\n",
       "      <td>...</td>\n",
       "      <td>93</td>\n",
       "      <td>90</td>\n",
       "      <td>73</td>\n",
       "      <td>84</td>\n",
       "      <td>71</td>\n",
       "      <td>7</td>\n",
       "      <td>16</td>\n",
       "      <td>Karl Darlow</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>2160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>98</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>98</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>43</td>\n",
       "      <td>74</td>\n",
       "      <td>90</td>\n",
       "      <td>Ederson</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>4680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>67</td>\n",
       "      <td>49</td>\n",
       "      <td>54</td>\n",
       "      <td>60</td>\n",
       "      <td>85</td>\n",
       "      <td>21</td>\n",
       "      <td>20</td>\n",
       "      <td>64</td>\n",
       "      <td>63</td>\n",
       "      <td>18</td>\n",
       "      <td>...</td>\n",
       "      <td>89</td>\n",
       "      <td>87</td>\n",
       "      <td>82</td>\n",
       "      <td>77</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Lukasz Fabianski</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>3510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>34</td>\n",
       "      <td>65</td>\n",
       "      <td>57</td>\n",
       "      <td>33</td>\n",
       "      <td>14</td>\n",
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       "      <td>38</td>\n",
       "      <td>39</td>\n",
       "      <td>28</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>29</td>\n",
       "      <td>51</td>\n",
       "      <td>21</td>\n",
       "      <td>14</td>\n",
       "      <td>66</td>\n",
       "      <td>87</td>\n",
       "      <td>Alvaro Fernandez</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>2160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>13</td>\n",
       "      <td>73</td>\n",
       "      <td>51</td>\n",
       "      <td>7</td>\n",
       "      <td>33</td>\n",
       "      <td>7</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>36</td>\n",
       "      <td>...</td>\n",
       "      <td>93</td>\n",
       "      <td>95</td>\n",
       "      <td>83</td>\n",
       "      <td>39</td>\n",
       "      <td>21</td>\n",
       "      <td>93</td>\n",
       "      <td>95</td>\n",
       "      <td>Ben Foster</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>58</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>43</td>\n",
       "      <td>76</td>\n",
       "      <td>57</td>\n",
       "      <td>22</td>\n",
       "      <td>66</td>\n",
       "      <td>65</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>39</td>\n",
       "      <td>David de Gea</td>\n",
       "      <td>Goalkeepers</td>\n",
       "      <td>3765</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Standard Stats                                                        \\\n",
       "   Goals Against Shots on Target Against Saves Save% Wins Draws Losses   \n",
       "0             87                      26    34    77   79    46     16   \n",
       "1             99                       2     3    99   54    85     10   \n",
       "2             12                      72    65    20   10    43     93   \n",
       "3             98                       1     1    60   98     4      9   \n",
       "4             67                      49    54    60   85    21     20   \n",
       "5             34                      65    57    33   14    23     93   \n",
       "6             13                      73    51     7   33     7     90   \n",
       "7             58                      55    55    43   76    57     22   \n",
       "\n",
       "                                                               ...  \\\n",
       "  Clean Sheets Clean Sheet Percentage Penalty Kicks Attempted  ...   \n",
       "0           90                     90                      23  ...   \n",
       "1           98                     99                      57  ...   \n",
       "2            5                      5                      50  ...   \n",
       "3           98                     98                      16  ...   \n",
       "4           64                     63                      18  ...   \n",
       "5           38                     39                      28  ...   \n",
       "6            1                      1                      36  ...   \n",
       "7           66                     65                       4  ...   \n",
       "\n",
       "  Advanced Goalkeeping                                          \\\n",
       "  Launch% (Goal Kicks) Avg. Length of Goal Kicks Crosses Faced   \n",
       "0                   21                        23            11   \n",
       "1                    2                         1             1   \n",
       "2                   93                        90            73   \n",
       "3                   15                        21             1   \n",
       "4                   89                        87            82   \n",
       "5                   24                        29            51   \n",
       "6                   93                        95            83   \n",
       "7                   19                        17            15   \n",
       "\n",
       "                                                                    \\\n",
       "  Crosses Stopped Crosses Stopped % Def. Actions Outside Pen. Area   \n",
       "0              68                95                             95   \n",
       "1               5                55                             94   \n",
       "2              84                71                              7   \n",
       "3               3                43                             74   \n",
       "4              77                53                              1   \n",
       "5              21                14                             66   \n",
       "6              39                21                             93   \n",
       "7               5                10                              9   \n",
       "\n",
       "                                            Player     Position Minutes  \n",
       "  Avg. Distance of Def. Actions                                          \n",
       "0                            96            Alisson  Goalkeepers    4140  \n",
       "1                            99  Kepa Arrizabalaga  Goalkeepers     495  \n",
       "2                            16        Karl Darlow  Goalkeepers    2160  \n",
       "3                            90            Ederson  Goalkeepers    4680  \n",
       "4                             4   Lukasz Fabianski  Goalkeepers    3510  \n",
       "5                            87   Alvaro Fernandez  Goalkeepers    2160  \n",
       "6                            95         Ben Foster  Goalkeepers     630  \n",
       "7                            39       David de Gea  Goalkeepers    3765  \n",
       "\n",
       "[8 rows x 40 columns]"
      ]
     },
     "execution_count": 4,
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   "source": [
    "perc"
   ]
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