soccer.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "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>Unnamed: 0</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>...</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>0</td>\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>...</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>1</td>\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>...</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>2</td>\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>...</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>3</td>\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>...</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>4</td>\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>...</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>5</th>\n",
       "      <td>5</td>\n",
       "      <td>183277</td>\n",
       "      <td>E. Hazard</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/183277.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>...</td>\n",
       "      <td>91.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>€172.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>177003</td>\n",
       "      <td>L. Modrić</td>\n",
       "      <td>32</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/177003.png</td>\n",
       "      <td>Croatia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/10.png</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>€137.4M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>176580</td>\n",
       "      <td>L. Suárez</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/176580.png</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>https://cdn.sofifa.org/flags/60.png</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>€164M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>155862</td>\n",
       "      <td>Sergio Ramos</td>\n",
       "      <td>32</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/155862.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>...</td>\n",
       "      <td>82.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€104.6M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>200389</td>\n",
       "      <td>J. Oblak</td>\n",
       "      <td>25</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/200389.png</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/44.png</td>\n",
       "      <td>90</td>\n",
       "      <td>93</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>...</td>\n",
       "      <td>70.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>€144.5M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>188545</td>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>29</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/188545.png</td>\n",
       "      <td>Poland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/37.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>...</td>\n",
       "      <td>86.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>€127.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>182521</td>\n",
       "      <td>T. Kroos</td>\n",
       "      <td>28</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/182521.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>€156.8M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>182493</td>\n",
       "      <td>D. Godín</td>\n",
       "      <td>32</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/182493.png</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>https://cdn.sofifa.org/flags/60.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>...</td>\n",
       "      <td>82.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>€90.2M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>168542</td>\n",
       "      <td>David Silva</td>\n",
       "      <td>32</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/168542.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>...</td>\n",
       "      <td>93.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>€111M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>215914</td>\n",
       "      <td>N. Kanté</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/215914.png</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.org/flags/18.png</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>€121.3M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>211110</td>\n",
       "      <td>P. Dybala</td>\n",
       "      <td>24</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/211110.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>89</td>\n",
       "      <td>94</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>€153.5M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>202126</td>\n",
       "      <td>H. Kane</td>\n",
       "      <td>24</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/202126.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>89</td>\n",
       "      <td>91</td>\n",
       "      <td>Tottenham Hotspur</td>\n",
       "      <td>...</td>\n",
       "      <td>89.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€160.7M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>194765</td>\n",
       "      <td>A. Griezmann</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/194765.png</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.org/flags/18.png</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>...</td>\n",
       "      <td>87.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>€165.8M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>192448</td>\n",
       "      <td>M. ter Stegen</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/192448.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>...</td>\n",
       "      <td>69.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>€123.3M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>192119</td>\n",
       "      <td>T. Courtois</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/192119.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>89</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>...</td>\n",
       "      <td>66.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>€113.7M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>189511</td>\n",
       "      <td>Sergio Busquets</td>\n",
       "      <td>29</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/189511.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>...</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>€105.6M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>179813</td>\n",
       "      <td>E. Cavani</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/179813.png</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>https://cdn.sofifa.org/flags/60.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>...</td>\n",
       "      <td>82.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>€111M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>167495</td>\n",
       "      <td>M. Neuer</td>\n",
       "      <td>32</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/167495.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>...</td>\n",
       "      <td>70.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>€62.7M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>153079</td>\n",
       "      <td>S. Agüero</td>\n",
       "      <td>30</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/153079.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>...</td>\n",
       "      <td>90.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>€119.3M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>138956</td>\n",
       "      <td>G. Chiellini</td>\n",
       "      <td>33</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/138956.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>€44.6M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>231747</td>\n",
       "      <td>K. Mbappé</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/231747.png</td>\n",
       "      <td>France</td>\n",
       "      <td>https://cdn.sofifa.org/flags/18.png</td>\n",
       "      <td>88</td>\n",
       "      <td>95</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>...</td>\n",
       "      <td>86.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>€166.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>209331</td>\n",
       "      <td>M. Salah</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/209331.png</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>https://cdn.sofifa.org/flags/111.png</td>\n",
       "      <td>88</td>\n",
       "      <td>89</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>...</td>\n",
       "      <td>91.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>€137.3M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>200145</td>\n",
       "      <td>Casemiro</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/200145.png</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>https://cdn.sofifa.org/flags/54.png</td>\n",
       "      <td>88</td>\n",
       "      <td>90</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>€126.4M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>198710</td>\n",
       "      <td>J. Rodríguez</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/198710.png</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/56.png</td>\n",
       "      <td>88</td>\n",
       "      <td>89</td>\n",
       "      <td>FC Bayern München</td>\n",
       "      <td>...</td>\n",
       "      <td>87.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>198219</td>\n",
       "      <td>L. Insigne</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/198219.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>Napoli</td>\n",
       "      <td>...</td>\n",
       "      <td>83.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>€105.4M</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18177</th>\n",
       "      <td>18177</td>\n",
       "      <td>238550</td>\n",
       "      <td>R. Roache</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/238550.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>48</td>\n",
       "      <td>69</td>\n",
       "      <td>Blackpool</td>\n",
       "      <td>...</td>\n",
       "      <td>49.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>€193K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18178</th>\n",
       "      <td>18178</td>\n",
       "      <td>243158</td>\n",
       "      <td>L. Wahlstedt</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/243158.png</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>https://cdn.sofifa.org/flags/46.png</td>\n",
       "      <td>48</td>\n",
       "      <td>65</td>\n",
       "      <td>Dalkurd FF</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>€94K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18179</th>\n",
       "      <td>18179</td>\n",
       "      <td>246243</td>\n",
       "      <td>J. Williams</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/246243.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>64</td>\n",
       "      <td>Northampton Town</td>\n",
       "      <td>...</td>\n",
       "      <td>37.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>€119K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18180</th>\n",
       "      <td>18180</td>\n",
       "      <td>221669</td>\n",
       "      <td>M. Hurst</td>\n",
       "      <td>22</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/221669.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>48</td>\n",
       "      <td>58</td>\n",
       "      <td>St. Johnstone FC</td>\n",
       "      <td>...</td>\n",
       "      <td>28.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>€78K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18181</th>\n",
       "      <td>18181</td>\n",
       "      <td>245734</td>\n",
       "      <td>C. Maher</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/245734.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>48</td>\n",
       "      <td>66</td>\n",
       "      <td>Bray Wanderers</td>\n",
       "      <td>...</td>\n",
       "      <td>38.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>€109K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18182</th>\n",
       "      <td>18182</td>\n",
       "      <td>246001</td>\n",
       "      <td>Y. Góez</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/246001.png</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>https://cdn.sofifa.org/flags/56.png</td>\n",
       "      <td>48</td>\n",
       "      <td>65</td>\n",
       "      <td>Atlético Nacional</td>\n",
       "      <td>...</td>\n",
       "      <td>38.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>€101K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18183</th>\n",
       "      <td>18183</td>\n",
       "      <td>53748</td>\n",
       "      <td>K. Pilkington</td>\n",
       "      <td>44</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/53748.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>Cambridge United</td>\n",
       "      <td>...</td>\n",
       "      <td>56.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18184</th>\n",
       "      <td>18184</td>\n",
       "      <td>241657</td>\n",
       "      <td>D. Horton</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/241657.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>48</td>\n",
       "      <td>55</td>\n",
       "      <td>Lincoln City</td>\n",
       "      <td>...</td>\n",
       "      <td>42.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>€78K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18185</th>\n",
       "      <td>18185</td>\n",
       "      <td>243961</td>\n",
       "      <td>E. Tweed</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/243961.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>48</td>\n",
       "      <td>59</td>\n",
       "      <td>Derry City</td>\n",
       "      <td>...</td>\n",
       "      <td>43.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>€88K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18186</th>\n",
       "      <td>18186</td>\n",
       "      <td>240917</td>\n",
       "      <td>Zhang Yufeng</td>\n",
       "      <td>20</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/240917.png</td>\n",
       "      <td>China PR</td>\n",
       "      <td>https://cdn.sofifa.org/flags/155.png</td>\n",
       "      <td>47</td>\n",
       "      <td>64</td>\n",
       "      <td>Beijing Renhe FC</td>\n",
       "      <td>...</td>\n",
       "      <td>39.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>€167K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18187</th>\n",
       "      <td>18187</td>\n",
       "      <td>240158</td>\n",
       "      <td>C. Ehlich</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/240158.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>47</td>\n",
       "      <td>59</td>\n",
       "      <td>SpVgg Unterhaching</td>\n",
       "      <td>...</td>\n",
       "      <td>47.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>€66K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18188</th>\n",
       "      <td>18188</td>\n",
       "      <td>240927</td>\n",
       "      <td>L. Collins</td>\n",
       "      <td>17</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/240927.png</td>\n",
       "      <td>Wales</td>\n",
       "      <td>https://cdn.sofifa.org/flags/50.png</td>\n",
       "      <td>47</td>\n",
       "      <td>62</td>\n",
       "      <td>Newport County</td>\n",
       "      <td>...</td>\n",
       "      <td>46.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>€143K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18189</th>\n",
       "      <td>18189</td>\n",
       "      <td>240160</td>\n",
       "      <td>A. Kaltner</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/240160.png</td>\n",
       "      <td>Germany</td>\n",
       "      <td>https://cdn.sofifa.org/flags/21.png</td>\n",
       "      <td>47</td>\n",
       "      <td>61</td>\n",
       "      <td>SpVgg Unterhaching</td>\n",
       "      <td>...</td>\n",
       "      <td>37.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>€125K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18190</th>\n",
       "      <td>18190</td>\n",
       "      <td>245569</td>\n",
       "      <td>L. Watkins</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/245569.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>...</td>\n",
       "      <td>46.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>€165K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18191</th>\n",
       "      <td>18191</td>\n",
       "      <td>245570</td>\n",
       "      <td>J. Norville-Williams</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/245570.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>Cambridge United</td>\n",
       "      <td>...</td>\n",
       "      <td>36.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>€119K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18192</th>\n",
       "      <td>18192</td>\n",
       "      <td>245571</td>\n",
       "      <td>S. Squire</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/245571.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>64</td>\n",
       "      <td>Cambridge United</td>\n",
       "      <td>...</td>\n",
       "      <td>38.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>€119K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18193</th>\n",
       "      <td>18193</td>\n",
       "      <td>244823</td>\n",
       "      <td>N. Fuentes</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/244823.png</td>\n",
       "      <td>Chile</td>\n",
       "      <td>https://cdn.sofifa.org/flags/55.png</td>\n",
       "      <td>47</td>\n",
       "      <td>64</td>\n",
       "      <td>Unión Española</td>\n",
       "      <td>...</td>\n",
       "      <td>32.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€99K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18194</th>\n",
       "      <td>18194</td>\n",
       "      <td>245862</td>\n",
       "      <td>J. Milli</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/245862.png</td>\n",
       "      <td>Italy</td>\n",
       "      <td>https://cdn.sofifa.org/flags/27.png</td>\n",
       "      <td>47</td>\n",
       "      <td>65</td>\n",
       "      <td>Lecce</td>\n",
       "      <td>...</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>€109K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18195</th>\n",
       "      <td>18195</td>\n",
       "      <td>243582</td>\n",
       "      <td>S. Griffin</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/243582.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>67</td>\n",
       "      <td>Waterford FC</td>\n",
       "      <td>...</td>\n",
       "      <td>41.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>€153K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18196</th>\n",
       "      <td>18196</td>\n",
       "      <td>238477</td>\n",
       "      <td>K. Fujikawa</td>\n",
       "      <td>19</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/238477.png</td>\n",
       "      <td>Japan</td>\n",
       "      <td>https://cdn.sofifa.org/flags/163.png</td>\n",
       "      <td>47</td>\n",
       "      <td>61</td>\n",
       "      <td>Júbilo Iwata</td>\n",
       "      <td>...</td>\n",
       "      <td>35.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>€113K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18197</th>\n",
       "      <td>18197</td>\n",
       "      <td>246167</td>\n",
       "      <td>D. Holland</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/246167.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>61</td>\n",
       "      <td>Cork City</td>\n",
       "      <td>...</td>\n",
       "      <td>52.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>€88K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18198</th>\n",
       "      <td>18198</td>\n",
       "      <td>242844</td>\n",
       "      <td>J. Livesey</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/242844.png</td>\n",
       "      <td>England</td>\n",
       "      <td>https://cdn.sofifa.org/flags/14.png</td>\n",
       "      <td>47</td>\n",
       "      <td>70</td>\n",
       "      <td>Burton Albion</td>\n",
       "      <td>...</td>\n",
       "      <td>34.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>€165K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18199</th>\n",
       "      <td>18199</td>\n",
       "      <td>244677</td>\n",
       "      <td>M. Baldisimo</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/244677.png</td>\n",
       "      <td>Canada</td>\n",
       "      <td>https://cdn.sofifa.org/flags/70.png</td>\n",
       "      <td>47</td>\n",
       "      <td>69</td>\n",
       "      <td>Vancouver Whitecaps FC</td>\n",
       "      <td>...</td>\n",
       "      <td>40.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>€175K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18200</th>\n",
       "      <td>18200</td>\n",
       "      <td>231381</td>\n",
       "      <td>J. Young</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/231381.png</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/42.png</td>\n",
       "      <td>47</td>\n",
       "      <td>62</td>\n",
       "      <td>Swindon Town</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€143K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18201</th>\n",
       "      <td>18201</td>\n",
       "      <td>243413</td>\n",
       "      <td>D. Walsh</td>\n",
       "      <td>18</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/243413.png</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>https://cdn.sofifa.org/flags/25.png</td>\n",
       "      <td>47</td>\n",
       "      <td>68</td>\n",
       "      <td>Waterford FC</td>\n",
       "      <td>...</td>\n",
       "      <td>43.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>€153K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18202</th>\n",
       "      <td>18202</td>\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>...</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>18203</td>\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>...</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>18204</td>\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>...</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>18205</td>\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>...</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>18206</td>\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>...</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 × 89 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0      ID                  Name  Age  \\\n",
       "0               0  158023              L. Messi   31   \n",
       "1               1   20801     Cristiano Ronaldo   33   \n",
       "2               2  190871             Neymar Jr   26   \n",
       "3               3  193080                De Gea   27   \n",
       "4               4  192985          K. De Bruyne   27   \n",
       "5               5  183277             E. Hazard   27   \n",
       "6               6  177003             L. Modrić   32   \n",
       "7               7  176580             L. Suárez   31   \n",
       "8               8  155862          Sergio Ramos   32   \n",
       "9               9  200389              J. Oblak   25   \n",
       "10             10  188545        R. Lewandowski   29   \n",
       "11             11  182521              T. Kroos   28   \n",
       "12             12  182493              D. Godín   32   \n",
       "13             13  168542           David Silva   32   \n",
       "14             14  215914              N. Kanté   27   \n",
       "15             15  211110             P. Dybala   24   \n",
       "16             16  202126               H. Kane   24   \n",
       "17             17  194765          A. Griezmann   27   \n",
       "18             18  192448         M. ter Stegen   26   \n",
       "19             19  192119           T. Courtois   26   \n",
       "20             20  189511       Sergio Busquets   29   \n",
       "21             21  179813             E. Cavani   31   \n",
       "22             22  167495              M. Neuer   32   \n",
       "23             23  153079             S. Agüero   30   \n",
       "24             24  138956          G. Chiellini   33   \n",
       "25             25  231747             K. Mbappé   19   \n",
       "26             26  209331              M. Salah   26   \n",
       "27             27  200145              Casemiro   26   \n",
       "28             28  198710          J. Rodríguez   26   \n",
       "29             29  198219            L. Insigne   27   \n",
       "...           ...     ...                   ...  ...   \n",
       "18177       18177  238550             R. Roache   18   \n",
       "18178       18178  243158          L. Wahlstedt   18   \n",
       "18179       18179  246243           J. Williams   17   \n",
       "18180       18180  221669              M. Hurst   22   \n",
       "18181       18181  245734              C. Maher   17   \n",
       "18182       18182  246001               Y. Góez   18   \n",
       "18183       18183   53748         K. Pilkington   44   \n",
       "18184       18184  241657             D. Horton   18   \n",
       "18185       18185  243961              E. Tweed   19   \n",
       "18186       18186  240917          Zhang Yufeng   20   \n",
       "18187       18187  240158             C. Ehlich   19   \n",
       "18188       18188  240927            L. Collins   17   \n",
       "18189       18189  240160            A. Kaltner   18   \n",
       "18190       18190  245569            L. Watkins   18   \n",
       "18191       18191  245570  J. Norville-Williams   18   \n",
       "18192       18192  245571             S. Squire   18   \n",
       "18193       18193  244823            N. Fuentes   18   \n",
       "18194       18194  245862              J. Milli   18   \n",
       "18195       18195  243582            S. Griffin   18   \n",
       "18196       18196  238477           K. Fujikawa   19   \n",
       "18197       18197  246167            D. Holland   18   \n",
       "18198       18198  242844            J. Livesey   18   \n",
       "18199       18199  244677          M. Baldisimo   18   \n",
       "18200       18200  231381              J. Young   18   \n",
       "18201       18201  243413              D. Walsh   18   \n",
       "18202       18202  238813          J. Lundstram   19   \n",
       "18203       18203  243165    N. Christoffersson   19   \n",
       "18204       18204  241638             B. Worman   16   \n",
       "18205       18205  246268        D. Walker-Rice   17   \n",
       "18206       18206  246269             G. Nugent   16   \n",
       "\n",
       "                                                Photo          Nationality  \\\n",
       "0      https://cdn.sofifa.org/players/4/19/158023.png            Argentina   \n",
       "1       https://cdn.sofifa.org/players/4/19/20801.png             Portugal   \n",
       "2      https://cdn.sofifa.org/players/4/19/190871.png               Brazil   \n",
       "3      https://cdn.sofifa.org/players/4/19/193080.png                Spain   \n",
       "4      https://cdn.sofifa.org/players/4/19/192985.png              Belgium   \n",
       "5      https://cdn.sofifa.org/players/4/19/183277.png              Belgium   \n",
       "6      https://cdn.sofifa.org/players/4/19/177003.png              Croatia   \n",
       "7      https://cdn.sofifa.org/players/4/19/176580.png              Uruguay   \n",
       "8      https://cdn.sofifa.org/players/4/19/155862.png                Spain   \n",
       "9      https://cdn.sofifa.org/players/4/19/200389.png             Slovenia   \n",
       "10     https://cdn.sofifa.org/players/4/19/188545.png               Poland   \n",
       "11     https://cdn.sofifa.org/players/4/19/182521.png              Germany   \n",
       "12     https://cdn.sofifa.org/players/4/19/182493.png              Uruguay   \n",
       "13     https://cdn.sofifa.org/players/4/19/168542.png                Spain   \n",
       "14     https://cdn.sofifa.org/players/4/19/215914.png               France   \n",
       "15     https://cdn.sofifa.org/players/4/19/211110.png            Argentina   \n",
       "16     https://cdn.sofifa.org/players/4/19/202126.png              England   \n",
       "17     https://cdn.sofifa.org/players/4/19/194765.png               France   \n",
       "18     https://cdn.sofifa.org/players/4/19/192448.png              Germany   \n",
       "19     https://cdn.sofifa.org/players/4/19/192119.png              Belgium   \n",
       "20     https://cdn.sofifa.org/players/4/19/189511.png                Spain   \n",
       "21     https://cdn.sofifa.org/players/4/19/179813.png              Uruguay   \n",
       "22     https://cdn.sofifa.org/players/4/19/167495.png              Germany   \n",
       "23     https://cdn.sofifa.org/players/4/19/153079.png            Argentina   \n",
       "24     https://cdn.sofifa.org/players/4/19/138956.png                Italy   \n",
       "25     https://cdn.sofifa.org/players/4/19/231747.png               France   \n",
       "26     https://cdn.sofifa.org/players/4/19/209331.png                Egypt   \n",
       "27     https://cdn.sofifa.org/players/4/19/200145.png               Brazil   \n",
       "28     https://cdn.sofifa.org/players/4/19/198710.png             Colombia   \n",
       "29     https://cdn.sofifa.org/players/4/19/198219.png                Italy   \n",
       "...                                               ...                  ...   \n",
       "18177  https://cdn.sofifa.org/players/4/19/238550.png  Republic of Ireland   \n",
       "18178  https://cdn.sofifa.org/players/4/19/243158.png               Sweden   \n",
       "18179  https://cdn.sofifa.org/players/4/19/246243.png              England   \n",
       "18180  https://cdn.sofifa.org/players/4/19/221669.png             Scotland   \n",
       "18181  https://cdn.sofifa.org/players/4/19/245734.png  Republic of Ireland   \n",
       "18182  https://cdn.sofifa.org/players/4/19/246001.png             Colombia   \n",
       "18183   https://cdn.sofifa.org/players/4/19/53748.png              England   \n",
       "18184  https://cdn.sofifa.org/players/4/19/241657.png              England   \n",
       "18185  https://cdn.sofifa.org/players/4/19/243961.png  Republic of Ireland   \n",
       "18186  https://cdn.sofifa.org/players/4/19/240917.png             China PR   \n",
       "18187  https://cdn.sofifa.org/players/4/19/240158.png              Germany   \n",
       "18188  https://cdn.sofifa.org/players/4/19/240927.png                Wales   \n",
       "18189  https://cdn.sofifa.org/players/4/19/240160.png              Germany   \n",
       "18190  https://cdn.sofifa.org/players/4/19/245569.png              England   \n",
       "18191  https://cdn.sofifa.org/players/4/19/245570.png              England   \n",
       "18192  https://cdn.sofifa.org/players/4/19/245571.png              England   \n",
       "18193  https://cdn.sofifa.org/players/4/19/244823.png                Chile   \n",
       "18194  https://cdn.sofifa.org/players/4/19/245862.png                Italy   \n",
       "18195  https://cdn.sofifa.org/players/4/19/243582.png  Republic of Ireland   \n",
       "18196  https://cdn.sofifa.org/players/4/19/238477.png                Japan   \n",
       "18197  https://cdn.sofifa.org/players/4/19/246167.png  Republic of Ireland   \n",
       "18198  https://cdn.sofifa.org/players/4/19/242844.png              England   \n",
       "18199  https://cdn.sofifa.org/players/4/19/244677.png               Canada   \n",
       "18200  https://cdn.sofifa.org/players/4/19/231381.png             Scotland   \n",
       "18201  https://cdn.sofifa.org/players/4/19/243413.png  Republic of Ireland   \n",
       "18202  https://cdn.sofifa.org/players/4/19/238813.png              England   \n",
       "18203  https://cdn.sofifa.org/players/4/19/243165.png               Sweden   \n",
       "18204  https://cdn.sofifa.org/players/4/19/241638.png              England   \n",
       "18205  https://cdn.sofifa.org/players/4/19/246268.png              England   \n",
       "18206  https://cdn.sofifa.org/players/4/19/246269.png              England   \n",
       "\n",
       "                                       Flag  Overall  Potential  \\\n",
       "0       https://cdn.sofifa.org/flags/52.png       94         94   \n",
       "1       https://cdn.sofifa.org/flags/38.png       94         94   \n",
       "2       https://cdn.sofifa.org/flags/54.png       92         93   \n",
       "3       https://cdn.sofifa.org/flags/45.png       91         93   \n",
       "4        https://cdn.sofifa.org/flags/7.png       91         92   \n",
       "5        https://cdn.sofifa.org/flags/7.png       91         91   \n",
       "6       https://cdn.sofifa.org/flags/10.png       91         91   \n",
       "7       https://cdn.sofifa.org/flags/60.png       91         91   \n",
       "8       https://cdn.sofifa.org/flags/45.png       91         91   \n",
       "9       https://cdn.sofifa.org/flags/44.png       90         93   \n",
       "10      https://cdn.sofifa.org/flags/37.png       90         90   \n",
       "11      https://cdn.sofifa.org/flags/21.png       90         90   \n",
       "12      https://cdn.sofifa.org/flags/60.png       90         90   \n",
       "13      https://cdn.sofifa.org/flags/45.png       90         90   \n",
       "14      https://cdn.sofifa.org/flags/18.png       89         90   \n",
       "15      https://cdn.sofifa.org/flags/52.png       89         94   \n",
       "16      https://cdn.sofifa.org/flags/14.png       89         91   \n",
       "17      https://cdn.sofifa.org/flags/18.png       89         90   \n",
       "18      https://cdn.sofifa.org/flags/21.png       89         92   \n",
       "19       https://cdn.sofifa.org/flags/7.png       89         90   \n",
       "20      https://cdn.sofifa.org/flags/45.png       89         89   \n",
       "21      https://cdn.sofifa.org/flags/60.png       89         89   \n",
       "22      https://cdn.sofifa.org/flags/21.png       89         89   \n",
       "23      https://cdn.sofifa.org/flags/52.png       89         89   \n",
       "24      https://cdn.sofifa.org/flags/27.png       89         89   \n",
       "25      https://cdn.sofifa.org/flags/18.png       88         95   \n",
       "26     https://cdn.sofifa.org/flags/111.png       88         89   \n",
       "27      https://cdn.sofifa.org/flags/54.png       88         90   \n",
       "28      https://cdn.sofifa.org/flags/56.png       88         89   \n",
       "29      https://cdn.sofifa.org/flags/27.png       88         88   \n",
       "...                                     ...      ...        ...   \n",
       "18177   https://cdn.sofifa.org/flags/25.png       48         69   \n",
       "18178   https://cdn.sofifa.org/flags/46.png       48         65   \n",
       "18179   https://cdn.sofifa.org/flags/14.png       48         64   \n",
       "18180   https://cdn.sofifa.org/flags/42.png       48         58   \n",
       "18181   https://cdn.sofifa.org/flags/25.png       48         66   \n",
       "18182   https://cdn.sofifa.org/flags/56.png       48         65   \n",
       "18183   https://cdn.sofifa.org/flags/14.png       48         48   \n",
       "18184   https://cdn.sofifa.org/flags/14.png       48         55   \n",
       "18185   https://cdn.sofifa.org/flags/25.png       48         59   \n",
       "18186  https://cdn.sofifa.org/flags/155.png       47         64   \n",
       "18187   https://cdn.sofifa.org/flags/21.png       47         59   \n",
       "18188   https://cdn.sofifa.org/flags/50.png       47         62   \n",
       "18189   https://cdn.sofifa.org/flags/21.png       47         61   \n",
       "18190   https://cdn.sofifa.org/flags/14.png       47         67   \n",
       "18191   https://cdn.sofifa.org/flags/14.png       47         65   \n",
       "18192   https://cdn.sofifa.org/flags/14.png       47         64   \n",
       "18193   https://cdn.sofifa.org/flags/55.png       47         64   \n",
       "18194   https://cdn.sofifa.org/flags/27.png       47         65   \n",
       "18195   https://cdn.sofifa.org/flags/25.png       47         67   \n",
       "18196  https://cdn.sofifa.org/flags/163.png       47         61   \n",
       "18197   https://cdn.sofifa.org/flags/25.png       47         61   \n",
       "18198   https://cdn.sofifa.org/flags/14.png       47         70   \n",
       "18199   https://cdn.sofifa.org/flags/70.png       47         69   \n",
       "18200   https://cdn.sofifa.org/flags/42.png       47         62   \n",
       "18201   https://cdn.sofifa.org/flags/25.png       47         68   \n",
       "18202   https://cdn.sofifa.org/flags/14.png       47         65   \n",
       "18203   https://cdn.sofifa.org/flags/46.png       47         63   \n",
       "18204   https://cdn.sofifa.org/flags/14.png       47         67   \n",
       "18205   https://cdn.sofifa.org/flags/14.png       47         66   \n",
       "18206   https://cdn.sofifa.org/flags/14.png       46         66   \n",
       "\n",
       "                         Club      ...       Composure Marking StandingTackle  \\\n",
       "0                FC Barcelona      ...            96.0    33.0           28.0   \n",
       "1                    Juventus      ...            95.0    28.0           31.0   \n",
       "2         Paris Saint-Germain      ...            94.0    27.0           24.0   \n",
       "3           Manchester United      ...            68.0    15.0           21.0   \n",
       "4             Manchester City      ...            88.0    68.0           58.0   \n",
       "5                     Chelsea      ...            91.0    34.0           27.0   \n",
       "6                 Real Madrid      ...            84.0    60.0           76.0   \n",
       "7                FC Barcelona      ...            85.0    62.0           45.0   \n",
       "8                 Real Madrid      ...            82.0    87.0           92.0   \n",
       "9             Atlético Madrid      ...            70.0    27.0           12.0   \n",
       "10          FC Bayern München      ...            86.0    34.0           42.0   \n",
       "11                Real Madrid      ...            85.0    72.0           79.0   \n",
       "12            Atlético Madrid      ...            82.0    90.0           89.0   \n",
       "13            Manchester City      ...            93.0    59.0           53.0   \n",
       "14                    Chelsea      ...            85.0    90.0           91.0   \n",
       "15                   Juventus      ...            84.0    23.0           20.0   \n",
       "16          Tottenham Hotspur      ...            89.0    56.0           36.0   \n",
       "17            Atlético Madrid      ...            87.0    59.0           47.0   \n",
       "18               FC Barcelona      ...            69.0    25.0           13.0   \n",
       "19                Real Madrid      ...            66.0    20.0           18.0   \n",
       "20               FC Barcelona      ...            90.0    90.0           86.0   \n",
       "21        Paris Saint-Germain      ...            82.0    52.0           45.0   \n",
       "22          FC Bayern München      ...            70.0    17.0           10.0   \n",
       "23            Manchester City      ...            90.0    30.0           20.0   \n",
       "24                   Juventus      ...            84.0    93.0           93.0   \n",
       "25        Paris Saint-Germain      ...            86.0    34.0           34.0   \n",
       "26                  Liverpool      ...            91.0    38.0           43.0   \n",
       "27                Real Madrid      ...            84.0    88.0           90.0   \n",
       "28          FC Bayern München      ...            87.0    52.0           41.0   \n",
       "29                     Napoli      ...            83.0    51.0           24.0   \n",
       "...                       ...      ...             ...     ...            ...   \n",
       "18177               Blackpool      ...            49.0    18.0           16.0   \n",
       "18178              Dalkurd FF      ...            28.0    16.0           11.0   \n",
       "18179        Northampton Town      ...            37.0    42.0           51.0   \n",
       "18180        St. Johnstone FC      ...            28.0    12.0           15.0   \n",
       "18181          Bray Wanderers      ...            38.0    43.0           49.0   \n",
       "18182       Atlético Nacional      ...            38.0    44.0           42.0   \n",
       "18183        Cambridge United      ...            56.0    15.0           15.0   \n",
       "18184            Lincoln City      ...            42.0    47.0           49.0   \n",
       "18185              Derry City      ...            43.0    39.0           39.0   \n",
       "18186        Beijing Renhe FC      ...            39.0    53.0           41.0   \n",
       "18187      SpVgg Unterhaching      ...            47.0    40.0           42.0   \n",
       "18188          Newport County      ...            46.0    33.0           38.0   \n",
       "18189      SpVgg Unterhaching      ...            37.0    28.0           15.0   \n",
       "18190        Cambridge United      ...            46.0    35.0           44.0   \n",
       "18191        Cambridge United      ...            36.0    45.0           42.0   \n",
       "18192        Cambridge United      ...            38.0    41.0           41.0   \n",
       "18193          Unión Española      ...            32.0    41.0           48.0   \n",
       "18194                   Lecce      ...            23.0     6.0           10.0   \n",
       "18195            Waterford FC      ...            41.0    44.0           37.0   \n",
       "18196            Júbilo Iwata      ...            35.0    41.0           44.0   \n",
       "18197               Cork City      ...            52.0    41.0           47.0   \n",
       "18198           Burton Albion      ...            34.0    15.0           11.0   \n",
       "18199  Vancouver Whitecaps FC      ...            40.0    48.0           49.0   \n",
       "18200            Swindon Town      ...            50.0    15.0           17.0   \n",
       "18201            Waterford FC      ...            43.0    44.0           47.0   \n",
       "18202         Crewe Alexandra      ...            45.0    40.0           48.0   \n",
       "18203          Trelleborgs FF      ...            42.0    22.0           15.0   \n",
       "18204        Cambridge United      ...            41.0    32.0           13.0   \n",
       "18205         Tranmere Rovers      ...            46.0    20.0           25.0   \n",
       "18206         Tranmere Rovers      ...            43.0    40.0           43.0   \n",
       "\n",
       "       SlidingTackle GKDiving  GKHandling  GKKicking  GKPositioning  \\\n",
       "0               26.0      6.0        11.0       15.0           14.0   \n",
       "1               23.0      7.0        11.0       15.0           14.0   \n",
       "2               33.0      9.0         9.0       15.0           15.0   \n",
       "3               13.0     90.0        85.0       87.0           88.0   \n",
       "4               51.0     15.0        13.0        5.0           10.0   \n",
       "5               22.0     11.0        12.0        6.0            8.0   \n",
       "6               73.0     13.0         9.0        7.0           14.0   \n",
       "7               38.0     27.0        25.0       31.0           33.0   \n",
       "8               91.0     11.0         8.0        9.0            7.0   \n",
       "9               18.0     86.0        92.0       78.0           88.0   \n",
       "10              19.0     15.0         6.0       12.0            8.0   \n",
       "11              69.0     10.0        11.0       13.0            7.0   \n",
       "12              89.0      6.0         8.0       15.0            5.0   \n",
       "13              29.0      6.0        15.0        7.0            6.0   \n",
       "14              85.0     15.0        12.0       10.0            7.0   \n",
       "15              20.0      5.0         4.0        4.0            5.0   \n",
       "16              38.0      8.0        10.0       11.0           14.0   \n",
       "17              48.0     14.0         8.0       14.0           13.0   \n",
       "18              10.0     87.0        85.0       88.0           85.0   \n",
       "19              16.0     85.0        91.0       72.0           86.0   \n",
       "20              80.0      5.0         8.0       13.0            9.0   \n",
       "21              39.0     12.0         5.0       13.0           13.0   \n",
       "22              11.0     90.0        86.0       91.0           87.0   \n",
       "23              12.0     13.0        15.0        6.0           11.0   \n",
       "24              90.0      3.0         3.0        2.0            4.0   \n",
       "25              32.0     13.0         5.0        7.0           11.0   \n",
       "26              41.0     14.0        14.0        9.0           11.0   \n",
       "27              87.0     13.0        14.0       16.0           12.0   \n",
       "28              44.0     15.0        15.0       15.0            5.0   \n",
       "29              22.0      8.0         4.0       14.0            9.0   \n",
       "...              ...      ...         ...        ...            ...   \n",
       "18177           11.0      6.0         9.0       11.0            7.0   \n",
       "18178           10.0     47.0        46.0       50.0           45.0   \n",
       "18179           49.0     14.0        11.0        7.0           11.0   \n",
       "18180           16.0     45.0        49.0       50.0           50.0   \n",
       "18181           45.0      8.0        10.0       12.0            9.0   \n",
       "18182           46.0      9.0        15.0       15.0            8.0   \n",
       "18183           13.0     45.0        48.0       44.0           49.0   \n",
       "18184           53.0     12.0         5.0       12.0           14.0   \n",
       "18185           48.0      6.0        11.0        9.0            5.0   \n",
       "18186           51.0     15.0         7.0       14.0            6.0   \n",
       "18187           42.0     13.0        12.0       11.0           15.0   \n",
       "18188           41.0      5.0        12.0        8.0           13.0   \n",
       "18189           22.0     15.0         5.0       14.0           12.0   \n",
       "18190           47.0     13.0         7.0       14.0           10.0   \n",
       "18191           46.0     15.0        13.0        6.0           14.0   \n",
       "18192           44.0     11.0        11.0        8.0           12.0   \n",
       "18193           48.0      6.0        10.0        6.0           12.0   \n",
       "18194           11.0     52.0        52.0       52.0           40.0   \n",
       "18195           48.0     13.0        14.0       12.0            7.0   \n",
       "18196           54.0     10.0        12.0        6.0           11.0   \n",
       "18197           38.0     13.0         6.0        9.0           10.0   \n",
       "18198           13.0     46.0        52.0       58.0           42.0   \n",
       "18199           49.0      7.0         7.0        9.0           14.0   \n",
       "18200           14.0     11.0        15.0       12.0           12.0   \n",
       "18201           53.0      9.0        10.0        9.0           11.0   \n",
       "18202           47.0     10.0        13.0        7.0            8.0   \n",
       "18203           19.0     10.0         9.0        9.0            5.0   \n",
       "18204           11.0      6.0         5.0       10.0            6.0   \n",
       "18205           27.0     14.0         6.0       14.0            8.0   \n",
       "18206           50.0     10.0        15.0        9.0           12.0   \n",
       "\n",
       "      GKReflexes Release Clause  \n",
       "0            8.0        €226.5M  \n",
       "1           11.0        €127.1M  \n",
       "2           11.0        €228.1M  \n",
       "3           94.0        €138.6M  \n",
       "4           13.0        €196.4M  \n",
       "5            8.0        €172.1M  \n",
       "6            9.0        €137.4M  \n",
       "7           37.0          €164M  \n",
       "8           11.0        €104.6M  \n",
       "9           89.0        €144.5M  \n",
       "10          10.0        €127.1M  \n",
       "11          10.0        €156.8M  \n",
       "12          15.0         €90.2M  \n",
       "13          12.0          €111M  \n",
       "14          10.0        €121.3M  \n",
       "15           8.0        €153.5M  \n",
       "16          11.0        €160.7M  \n",
       "17          14.0        €165.8M  \n",
       "18          90.0        €123.3M  \n",
       "19          88.0        €113.7M  \n",
       "20          13.0        €105.6M  \n",
       "21          10.0          €111M  \n",
       "22          87.0         €62.7M  \n",
       "23          14.0        €119.3M  \n",
       "24           3.0         €44.6M  \n",
       "25           6.0        €166.1M  \n",
       "26          14.0        €137.3M  \n",
       "27          12.0        €126.4M  \n",
       "28          14.0            NaN  \n",
       "29          10.0        €105.4M  \n",
       "...          ...            ...  \n",
       "18177       12.0          €193K  \n",
       "18178       51.0           €94K  \n",
       "18179        8.0          €119K  \n",
       "18180       45.0           €78K  \n",
       "18181       10.0          €109K  \n",
       "18182        6.0          €101K  \n",
       "18183       46.0            NaN  \n",
       "18184       15.0           €78K  \n",
       "18185        8.0           €88K  \n",
       "18186        8.0          €167K  \n",
       "18187       12.0           €66K  \n",
       "18188       10.0          €143K  \n",
       "18189        8.0          €125K  \n",
       "18190        8.0          €165K  \n",
       "18191       12.0          €119K  \n",
       "18192       13.0          €119K  \n",
       "18193       11.0           €99K  \n",
       "18194       44.0          €109K  \n",
       "18195       13.0          €153K  \n",
       "18196        8.0          €113K  \n",
       "18197       15.0           €88K  \n",
       "18198       48.0          €165K  \n",
       "18199       15.0          €175K  \n",
       "18200       11.0          €143K  \n",
       "18201       13.0          €153K  \n",
       "18202        9.0          €143K  \n",
       "18203       12.0          €113K  \n",
       "18204       13.0          €165K  \n",
       "18205        9.0          €143K  \n",
       "18206        9.0          €165K  \n",
       "\n",
       "[18207 rows x 89 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "data_frame = pd.read_csv('data.csv')\n",
    "data_frame "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>ID</th>\n",
       "      <th>Age</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Special</th>\n",
       "      <th>International Reputation</th>\n",
       "      <th>Weak Foot</th>\n",
       "      <th>Skill Moves</th>\n",
       "      <th>Jersey Number</th>\n",
       "      <th>...</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>18207.000000</td>\n",
       "      <td>18207.000000</td>\n",
       "      <td>18207.000000</td>\n",
       "      <td>18207.000000</td>\n",
       "      <td>18207.000000</td>\n",
       "      <td>18207.000000</td>\n",
       "      <td>18159.000000</td>\n",
       "      <td>18159.000000</td>\n",
       "      <td>18159.000000</td>\n",
       "      <td>18147.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>18159.000000</td>\n",
       "      <td>18159.000000</td>\n",
       "      <td>18159.000000</td>\n",
       "      <td>18159.000000</td>\n",
       "      <td>18159.000000</td>\n",
       "      <td>18159.000000</td>\n",
       "      <td>18159.000000</td>\n",
       "      <td>18159.000000</td>\n",
       "      <td>18159.000000</td>\n",
       "      <td>18159.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>9103.000000</td>\n",
       "      <td>214298.338606</td>\n",
       "      <td>25.122206</td>\n",
       "      <td>66.238699</td>\n",
       "      <td>71.307299</td>\n",
       "      <td>1597.809908</td>\n",
       "      <td>1.113222</td>\n",
       "      <td>2.947299</td>\n",
       "      <td>2.361308</td>\n",
       "      <td>19.546096</td>\n",
       "      <td>...</td>\n",
       "      <td>48.548598</td>\n",
       "      <td>58.648274</td>\n",
       "      <td>47.281623</td>\n",
       "      <td>47.697836</td>\n",
       "      <td>45.661435</td>\n",
       "      <td>16.616223</td>\n",
       "      <td>16.391596</td>\n",
       "      <td>16.232061</td>\n",
       "      <td>16.388898</td>\n",
       "      <td>16.710887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5256.052511</td>\n",
       "      <td>29965.244204</td>\n",
       "      <td>4.669943</td>\n",
       "      <td>6.908930</td>\n",
       "      <td>6.136496</td>\n",
       "      <td>272.586016</td>\n",
       "      <td>0.394031</td>\n",
       "      <td>0.660456</td>\n",
       "      <td>0.756164</td>\n",
       "      <td>15.947765</td>\n",
       "      <td>...</td>\n",
       "      <td>15.704053</td>\n",
       "      <td>11.436133</td>\n",
       "      <td>19.904397</td>\n",
       "      <td>21.664004</td>\n",
       "      <td>21.289135</td>\n",
       "      <td>17.695349</td>\n",
       "      <td>16.906900</td>\n",
       "      <td>16.502864</td>\n",
       "      <td>17.034669</td>\n",
       "      <td>17.955119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4551.500000</td>\n",
       "      <td>200315.500000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>1457.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>51.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>9103.000000</td>\n",
       "      <td>221759.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>1635.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>13654.500000</td>\n",
       "      <td>236529.500000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>1787.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>14.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>18206.000000</td>\n",
       "      <td>246620.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>2346.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>92.000000</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>94.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 44 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Unnamed: 0             ID           Age       Overall     Potential  \\\n",
       "count  18207.000000   18207.000000  18207.000000  18207.000000  18207.000000   \n",
       "mean    9103.000000  214298.338606     25.122206     66.238699     71.307299   \n",
       "std     5256.052511   29965.244204      4.669943      6.908930      6.136496   \n",
       "min        0.000000      16.000000     16.000000     46.000000     48.000000   \n",
       "25%     4551.500000  200315.500000     21.000000     62.000000     67.000000   \n",
       "50%     9103.000000  221759.000000     25.000000     66.000000     71.000000   \n",
       "75%    13654.500000  236529.500000     28.000000     71.000000     75.000000   \n",
       "max    18206.000000  246620.000000     45.000000     94.000000     95.000000   \n",
       "\n",
       "            Special  International Reputation     Weak Foot   Skill Moves  \\\n",
       "count  18207.000000              18159.000000  18159.000000  18159.000000   \n",
       "mean    1597.809908                  1.113222      2.947299      2.361308   \n",
       "std      272.586016                  0.394031      0.660456      0.756164   \n",
       "min      731.000000                  1.000000      1.000000      1.000000   \n",
       "25%     1457.000000                  1.000000      3.000000      2.000000   \n",
       "50%     1635.000000                  1.000000      3.000000      2.000000   \n",
       "75%     1787.000000                  1.000000      3.000000      3.000000   \n",
       "max     2346.000000                  5.000000      5.000000      5.000000   \n",
       "\n",
       "       Jersey Number      ...          Penalties     Composure       Marking  \\\n",
       "count   18147.000000      ...       18159.000000  18159.000000  18159.000000   \n",
       "mean       19.546096      ...          48.548598     58.648274     47.281623   \n",
       "std        15.947765      ...          15.704053     11.436133     19.904397   \n",
       "min         1.000000      ...           5.000000      3.000000      3.000000   \n",
       "25%         8.000000      ...          39.000000     51.000000     30.000000   \n",
       "50%        17.000000      ...          49.000000     60.000000     53.000000   \n",
       "75%        26.000000      ...          60.000000     67.000000     64.000000   \n",
       "max        99.000000      ...          92.000000     96.000000     94.000000   \n",
       "\n",
       "       StandingTackle  SlidingTackle      GKDiving    GKHandling  \\\n",
       "count    18159.000000   18159.000000  18159.000000  18159.000000   \n",
       "mean        47.697836      45.661435     16.616223     16.391596   \n",
       "std         21.664004      21.289135     17.695349     16.906900   \n",
       "min          2.000000       3.000000      1.000000      1.000000   \n",
       "25%         27.000000      24.000000      8.000000      8.000000   \n",
       "50%         55.000000      52.000000     11.000000     11.000000   \n",
       "75%         66.000000      64.000000     14.000000     14.000000   \n",
       "max         93.000000      91.000000     90.000000     92.000000   \n",
       "\n",
       "          GKKicking  GKPositioning    GKReflexes  \n",
       "count  18159.000000   18159.000000  18159.000000  \n",
       "mean      16.232061      16.388898     16.710887  \n",
       "std       16.502864      17.034669     17.955119  \n",
       "min        1.000000       1.000000      1.000000  \n",
       "25%        8.000000       8.000000      8.000000  \n",
       "50%       11.000000      11.000000     11.000000  \n",
       "75%       14.000000      14.000000     14.000000  \n",
       "max       91.000000      90.000000     94.000000  \n",
       "\n",
       "[8 rows x 44 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_frame.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 158023, 'L. Messi', ..., 14.0, 8.0, '€226.5M'],\n",
       "       [1, 20801, 'Cristiano Ronaldo', ..., 14.0, 11.0, '€127.1M'],\n",
       "       [2, 190871, 'Neymar Jr', ..., 15.0, 11.0, '€228.1M'],\n",
       "       ...,\n",
       "       [18204, 241638, 'B. Worman', ..., 6.0, 13.0, '€165K'],\n",
       "       [18205, 246268, 'D. Walker-Rice', ..., 8.0, 9.0, '€143K'],\n",
       "       [18206, 246269, 'G. Nugent', ..., 12.0, 9.0, '€165K']],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_frame.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
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       "      <th>2</th>\n",
       "      <td>Neymar Jr</td>\n",
       "      <td>290000.0</td>\n",
       "      <td>118500000.0</td>\n",
       "      <td>118210000.0</td>\n",
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       "      <th>0</th>\n",
       "      <td>L. Messi</td>\n",
       "      <td>565000.0</td>\n",
       "      <td>110500000.0</td>\n",
       "      <td>109935000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>355000.0</td>\n",
       "      <td>102000000.0</td>\n",
       "      <td>101645000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>E. Hazard</td>\n",
       "      <td>340000.0</td>\n",
       "      <td>93000000.0</td>\n",
       "      <td>92660000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>P. Dybala</td>\n",
       "      <td>205000.0</td>\n",
       "      <td>89000000.0</td>\n",
       "      <td>88795000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>H. Kane</td>\n",
       "      <td>205000.0</td>\n",
       "      <td>83500000.0</td>\n",
       "      <td>83295000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>K. Mbappé</td>\n",
       "      <td>100000.0</td>\n",
       "      <td>81000000.0</td>\n",
       "      <td>80900000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>L. Suárez</td>\n",
       "      <td>455000.0</td>\n",
       "      <td>80000000.0</td>\n",
       "      <td>79545000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>A. Griezmann</td>\n",
       "      <td>145000.0</td>\n",
       "      <td>78000000.0</td>\n",
       "      <td>77855000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>R. Lewandowski</td>\n",
       "      <td>205000.0</td>\n",
       "      <td>77000000.0</td>\n",
       "      <td>76795000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>405000.0</td>\n",
       "      <td>77000000.0</td>\n",
       "      <td>76595000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>T. Kroos</td>\n",
       "      <td>355000.0</td>\n",
       "      <td>76500000.0</td>\n",
       "      <td>76145000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>C. Eriksen</td>\n",
       "      <td>205000.0</td>\n",
       "      <td>73500000.0</td>\n",
       "      <td>73295000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Isco</td>\n",
       "      <td>315000.0</td>\n",
       "      <td>73500000.0</td>\n",
       "      <td>73185000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>De Gea</td>\n",
       "      <td>260000.0</td>\n",
       "      <td>72000000.0</td>\n",
       "      <td>71740000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>M. Salah</td>\n",
       "      <td>255000.0</td>\n",
       "      <td>69500000.0</td>\n",
       "      <td>69245000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>J. Rodríguez</td>\n",
       "      <td>315000.0</td>\n",
       "      <td>69500000.0</td>\n",
       "      <td>69185000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Coutinho</td>\n",
       "      <td>340000.0</td>\n",
       "      <td>69500000.0</td>\n",
       "      <td>69160000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>J. Oblak</td>\n",
       "      <td>94000.0</td>\n",
       "      <td>68000000.0</td>\n",
       "      <td>67906000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>L. Modrić</td>\n",
       "      <td>420000.0</td>\n",
       "      <td>67000000.0</td>\n",
       "      <td>66580000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>M. Icardi</td>\n",
       "      <td>130000.0</td>\n",
       "      <td>64500000.0</td>\n",
       "      <td>64370000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>S. Agüero</td>\n",
       "      <td>300000.0</td>\n",
       "      <td>64500000.0</td>\n",
       "      <td>64200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>P. Pogba</td>\n",
       "      <td>210000.0</td>\n",
       "      <td>64000000.0</td>\n",
       "      <td>63790000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>N. Kanté</td>\n",
       "      <td>225000.0</td>\n",
       "      <td>63000000.0</td>\n",
       "      <td>62775000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>R. Lukaku</td>\n",
       "      <td>230000.0</td>\n",
       "      <td>62500000.0</td>\n",
       "      <td>62270000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>L. Insigne</td>\n",
       "      <td>165000.0</td>\n",
       "      <td>62000000.0</td>\n",
       "      <td>61835000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>L. Sané</td>\n",
       "      <td>195000.0</td>\n",
       "      <td>61000000.0</td>\n",
       "      <td>60805000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>E. Cavani</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>60000000.0</td>\n",
       "      <td>59800000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>David Silva</td>\n",
       "      <td>285000.0</td>\n",
       "      <td>60000000.0</td>\n",
       "      <td>59715000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>G. Bale</td>\n",
       "      <td>355000.0</td>\n",
       "      <td>60000000.0</td>\n",
       "      <td>59645000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5272</th>\n",
       "      <td>C. Deac</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14054</th>\n",
       "      <td>P. Halder</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4823</th>\n",
       "      <td>P. Anton</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5245</th>\n",
       "      <td>R. Cardozo</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2984</th>\n",
       "      <td>M. Borjan</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6841</th>\n",
       "      <td>N. Bancu</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7990</th>\n",
       "      <td>B. Mitrev</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5126</th>\n",
       "      <td>L. Cáceda</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9568</th>\n",
       "      <td>C. Gonzáles</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8057</th>\n",
       "      <td>D. Mendiseca</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8061</th>\n",
       "      <td>S. Gbohouo</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11247</th>\n",
       "      <td>A. Cicâldău</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2999</th>\n",
       "      <td>K. Rausch</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17436</th>\n",
       "      <td>D. Lalhlimpuia</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8273</th>\n",
       "      <td>D. Furman</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16539</th>\n",
       "      <td>L. Lalruatthara</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3037</th>\n",
       "      <td>Y. Banana</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5082</th>\n",
       "      <td>J. Paredes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4945</th>\n",
       "      <td>H. Vaca</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17672</th>\n",
       "      <td>R. Kawai</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10356</th>\n",
       "      <td>F. Kippe</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12453</th>\n",
       "      <td>W. Díaz</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14129</th>\n",
       "      <td>Y. Nakazawa</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18183</th>\n",
       "      <td>K. Pilkington</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17726</th>\n",
       "      <td>T. Warner</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17752</th>\n",
       "      <td>S. Phillips</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12192</th>\n",
       "      <td>H. Sulaimani</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-3000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3550</th>\n",
       "      <td>S. Nakamura</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-4000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4228</th>\n",
       "      <td>B. Nivet</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-5000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>Hilton</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-18000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18207 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Name      Wage        Value   difference\n",
       "2              Neymar Jr  290000.0  118500000.0  118210000.0\n",
       "0               L. Messi  565000.0  110500000.0  109935000.0\n",
       "4           K. De Bruyne  355000.0  102000000.0  101645000.0\n",
       "5              E. Hazard  340000.0   93000000.0   92660000.0\n",
       "15             P. Dybala  205000.0   89000000.0   88795000.0\n",
       "16               H. Kane  205000.0   83500000.0   83295000.0\n",
       "25             K. Mbappé  100000.0   81000000.0   80900000.0\n",
       "7              L. Suárez  455000.0   80000000.0   79545000.0\n",
       "17          A. Griezmann  145000.0   78000000.0   77855000.0\n",
       "10        R. Lewandowski  205000.0   77000000.0   76795000.0\n",
       "1      Cristiano Ronaldo  405000.0   77000000.0   76595000.0\n",
       "11              T. Kroos  355000.0   76500000.0   76145000.0\n",
       "31            C. Eriksen  205000.0   73500000.0   73295000.0\n",
       "30                  Isco  315000.0   73500000.0   73185000.0\n",
       "3                 De Gea  260000.0   72000000.0   71740000.0\n",
       "26              M. Salah  255000.0   69500000.0   69245000.0\n",
       "28          J. Rodríguez  315000.0   69500000.0   69185000.0\n",
       "32              Coutinho  340000.0   69500000.0   69160000.0\n",
       "9               J. Oblak   94000.0   68000000.0   67906000.0\n",
       "6              L. Modrić  420000.0   67000000.0   66580000.0\n",
       "43             M. Icardi  130000.0   64500000.0   64370000.0\n",
       "23             S. Agüero  300000.0   64500000.0   64200000.0\n",
       "45              P. Pogba  210000.0   64000000.0   63790000.0\n",
       "14              N. Kanté  225000.0   63000000.0   62775000.0\n",
       "47             R. Lukaku  230000.0   62500000.0   62270000.0\n",
       "29            L. Insigne  165000.0   62000000.0   61835000.0\n",
       "55               L. Sané  195000.0   61000000.0   60805000.0\n",
       "21             E. Cavani  200000.0   60000000.0   59800000.0\n",
       "13           David Silva  285000.0   60000000.0   59715000.0\n",
       "36               G. Bale  355000.0   60000000.0   59645000.0\n",
       "...                  ...       ...          ...          ...\n",
       "5272             C. Deac       0.0          0.0          0.0\n",
       "14054          P. Halder       0.0          0.0          0.0\n",
       "4823            P. Anton       0.0          0.0          0.0\n",
       "5245          R. Cardozo       0.0          0.0          0.0\n",
       "2984           M. Borjan       0.0          0.0          0.0\n",
       "6841            N. Bancu       0.0          0.0          0.0\n",
       "7990           B. Mitrev       0.0          0.0          0.0\n",
       "5126           L. Cáceda       0.0          0.0          0.0\n",
       "9568         C. Gonzáles       0.0          0.0          0.0\n",
       "8057        D. Mendiseca       0.0          0.0          0.0\n",
       "8061          S. Gbohouo       0.0          0.0          0.0\n",
       "11247        A. Cicâldău       0.0          0.0          0.0\n",
       "2999           K. Rausch       0.0          0.0          0.0\n",
       "17436     D. Lalhlimpuia       0.0          0.0          0.0\n",
       "8273           D. Furman       0.0          0.0          0.0\n",
       "16539    L. Lalruatthara       0.0          0.0          0.0\n",
       "3037           Y. Banana       0.0          0.0          0.0\n",
       "5082          J. Paredes       0.0          0.0          0.0\n",
       "4945             H. Vaca       0.0          0.0          0.0\n",
       "17672           R. Kawai    1000.0          0.0      -1000.0\n",
       "10356           F. Kippe    1000.0          0.0      -1000.0\n",
       "12453            W. Díaz    1000.0          0.0      -1000.0\n",
       "14129        Y. Nakazawa    1000.0          0.0      -1000.0\n",
       "18183      K. Pilkington    1000.0          0.0      -1000.0\n",
       "17726          T. Warner    1000.0          0.0      -1000.0\n",
       "17752        S. Phillips    1000.0          0.0      -1000.0\n",
       "12192       H. Sulaimani    3000.0          0.0      -3000.0\n",
       "3550         S. Nakamura    4000.0          0.0      -4000.0\n",
       "4228            B. Nivet    5000.0          0.0      -5000.0\n",
       "864               Hilton   18000.0          0.0     -18000.0\n",
       "\n",
       "[18207 rows x 4 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pd.DataFrame(data_frame, columns=['Name', 'Wage', 'Value'])\n",
    "def value_to_float(x):\n",
    "    if type(x) == float or type(x) == int:\n",
    "        return x\n",
    "    if 'K' in x:\n",
    "        if len(x) > 1:\n",
    "            return float(x.replace('K', '')) * 1000\n",
    "        return 1000.0\n",
    "    if 'M' in x:\n",
    "        if len(x) > 1:\n",
    "            return float(x.replace('M', '')) * 1000000\n",
    "        return 1000000.0\n",
    "    if 'B' in x:\n",
    "        return float(x.replace('B', '')) * 1000000000\n",
    "    return 0.0\n",
    "\n",
    "wage = df1['Wage'].replace('[\\€,]', '', regex=True).apply(value_to_float)\n",
    "value = df1['Value'].replace('[\\€,]', '', regex=True).apply(value_to_float)\n",
    "\n",
    "df1['Wage'] = wage\n",
    "df1['Value'] = value\n",
    "\n",
    "df1['difference'] = df1['Value'] - df1['Wage']\n",
    "df1.sort_values('difference', ascending=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x121b01198>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.set()\n",
    "\n",
    "graph = sns.scatterplot(x='Wage', y='Value', data=df1)\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.plotting import figure,show\n",
    "from bokeh.models import HoverTool\n",
    "\n",
    "TOOLTIPS = HoverTool(tooltips=[\n",
    "    (\"index\", \"$index\"),\n",
    "    (\"(Wage,Value)\", \"(@Wage, @Value)\"),\n",
    "    (\"Name\", \"@Name\")]\n",
    ")\n",
    "\n",
    "p = figure(title=\"Soccer 2019\", x_axis_label='Wage', y_axis_label='Value', plot_width=700, plot_height=700, tools=[TOOLTIPS])\n",
    "p.circle('Wage', 'Value', size=10, source=df1)\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}