EPL Player statistics.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests\n",
    "from bs4 import BeautifulSoup, Comment\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "url = 'https://fbref.com/en/comps/9/stats/Premier-League-Stats#stats_standard'\n",
    "#     table_class = 'stats_table sortable min_width now_sortable'\n",
    "soup = BeautifulSoup(requests.get(url).content, 'html.parser')\n",
    "# I noticed that tables \n",
    "table = BeautifulSoup(soup.select_one('#all_stats_standard').find_next(text=lambda x: isinstance(x, Comment)), 'html.parser')\n",
    "df = pd.read_html(str(table))[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "# some data cleaning\n",
    "\n",
    "# remove multilevel columns\n",
    "df.columns = df.columns.droplevel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove duplicated columns\n",
    "df = df.loc[:,~df.columns.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove columns that arent needed. \n",
    "df.drop(df.columns[[0,18,19,20,21,22,23,24,25]], inplace=True, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Nation, , \n",
    "# Trim Nation to get last 3 digits\n",
    "df['Nation'] = df['Nation'].str[-3:]\n",
    "# df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Position \n",
    "# SOme players have more than one position so I will take the first one\n",
    "df['Pos'] = df['Pos'].str[:2]\n",
    "# df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Age\n",
    "# Remain with only full age of player\n",
    "# Drop Born year column\n",
    "df['Age'] = df['Age'].str[:2]\n",
    "df.drop(['Born'], inplace=True, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "# I noticed there were 21 inique teams as opposed to 20,on checking there was a team named Squad which is the columns name. \n",
    "# drop repeated headers scrapped as rows\n",
    "df.drop(df[df['Squad'] == 'Squad'].index, inplace = True)\n",
    "# df[df['Squad'] == 'Squad']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>Nation</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Squad</th>\n",
       "      <th>Age</th>\n",
       "      <th>MP</th>\n",
       "      <th>Starts</th>\n",
       "      <th>Min</th>\n",
       "      <th>90s</th>\n",
       "      <th>Gls</th>\n",
       "      <th>Ast</th>\n",
       "      <th>G-PK</th>\n",
       "      <th>PK</th>\n",
       "      <th>PKatt</th>\n",
       "      <th>CrdY</th>\n",
       "      <th>CrdR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Ross Barkley</td>\n",
       "      <td>ENG</td>\n",
       "      <td>MF</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Ross Barkley</td>\n",
       "      <td>ENG</td>\n",
       "      <td>MF</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>27</td>\n",
       "      <td>18</td>\n",
       "      <td>14</td>\n",
       "      <td>1167</td>\n",
       "      <td>13.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Ruben Loftus-Cheek</td>\n",
       "      <td>ENG</td>\n",
       "      <td>FW</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Ruben Loftus-Cheek</td>\n",
       "      <td>ENG</td>\n",
       "      <td>MF</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>25</td>\n",
       "      <td>24</td>\n",
       "      <td>19</td>\n",
       "      <td>1661</td>\n",
       "      <td>18.5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Ainsley Maitland-Niles</td>\n",
       "      <td>ENG</td>\n",
       "      <td>DF</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>23</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>490</td>\n",
       "      <td>5.4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>Ainsley Maitland-Niles</td>\n",
       "      <td>ENG</td>\n",
       "      <td>MF</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>23</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>630</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Takumi Minamino</td>\n",
       "      <td>JPN</td>\n",
       "      <td>MF</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>410</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Takumi Minamino</td>\n",
       "      <td>JPN</td>\n",
       "      <td>MF</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>26</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>293</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>Mathew Ryan</td>\n",
       "      <td>AUS</td>\n",
       "      <td>GK</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>90</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Mathew Ryan</td>\n",
       "      <td>AUS</td>\n",
       "      <td>GK</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>28</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>990</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Robert Snodgrass</td>\n",
       "      <td>SCO</td>\n",
       "      <td>MF</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>33</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>526</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>Robert Snodgrass</td>\n",
       "      <td>SCO</td>\n",
       "      <td>FW</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>Theo Walcott</td>\n",
       "      <td>ENG</td>\n",
       "      <td>MF</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>32</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>1234</td>\n",
       "      <td>13.7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>Theo Walcott</td>\n",
       "      <td>ENG</td>\n",
       "      <td>FW</td>\n",
       "      <td>Everton</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>Joe Willock</td>\n",
       "      <td>ENG</td>\n",
       "      <td>MF</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>21</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>238</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>Joe Willock</td>\n",
       "      <td>ENG</td>\n",
       "      <td>MF</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>21</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>589</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "  </tbody>\n",
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      ],
      "text/plain": [
       "                     Player Nation Pos          Squad Age  MP Starts   Min  \\\n",
       "44             Ross Barkley    ENG  MF        Chelsea  27   2      0    42   \n",
       "45             Ross Barkley    ENG  MF    Aston Villa  27  18     14  1167   \n",
       "269      Ruben Loftus-Cheek    ENG  FW        Chelsea  25   1      1    60   \n",
       "270      Ruben Loftus-Cheek    ENG  MF         Fulham  25  24     19  1661   \n",
       "286  Ainsley Maitland-Niles    ENG  DF        Arsenal  23  11      5   490   \n",
       "287  Ainsley Maitland-Niles    ENG  MF      West Brom  23   7      7   630   \n",
       "320         Takumi Minamino    JPN  MF    Southampton  26   6      5   410   \n",
       "321         Takumi Minamino    JPN  MF      Liverpool  26   9      2   293   \n",
       "411             Mathew Ryan    AUS  GK        Arsenal  28   1      1    90   \n",
       "412             Mathew Ryan    AUS  GK       Brighton  28  11     11   990   \n",
       "444        Robert Snodgrass    SCO  MF      West Brom  33   8      6   526   \n",
       "445        Robert Snodgrass    SCO  FW       West Ham  33   3      0     5   \n",
       "495            Theo Walcott    ENG  MF    Southampton  32  15     15  1234   \n",
       "496            Theo Walcott    ENG  FW        Everton  32   1      0    13   \n",
       "514             Joe Willock    ENG  MF        Arsenal  21   7      2   238   \n",
       "515             Joe Willock    ENG  MF  Newcastle Utd  21   7      7   589   \n",
       "\n",
       "      90s Gls Ast G-PK PK PKatt CrdY CrdR  \n",
       "44    0.5   0   0    0  0     0    0    0  \n",
       "45   13.0   3   1    3  0     0    0    0  \n",
       "269   0.7   0   0    0  0     0    0    0  \n",
       "270  18.5   1   0    1  0     0    3    0  \n",
       "286   5.4   0   0    0  0     0    0    0  \n",
       "287   7.0   0   0    0  0     0    1    0  \n",
       "320   4.6   2   0    2  0     0    0    0  \n",
       "321   3.3   1   0    1  0     0    0    0  \n",
       "411   1.0   0   0    0  0     0    0    0  \n",
       "412  11.0   0   0    0  0     0    1    0  \n",
       "444   5.8   0   0    0  0     0    2    0  \n",
       "445   0.1   0   0    0  0     0    0    0  \n",
       "495  13.7   2   2    2  0     0    0    0  \n",
       "496   0.1   0   0    0  0     0    0    0  \n",
       "514   2.6   0   0    0  0     0    1    0  \n",
       "515   6.5   1   0    1  0     0    0    0  "
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# From .describe I noticed there were duplicate players on checking its because players have played for more than one team this season\n",
    "df[df['Player'].duplicated(keep=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "# change data types\n",
    "df[['Age','MP','Starts','Min','Gls','Ast','G-PK','PK','PKatt','CrdY','CrdR']] = df[['Age','MP','Starts','Min','Gls','Ast','G-PK','PK','PKatt','CrdY','CrdR']].apply(pd.to_numeric)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_nation = df.groupby(['Squad','Nation'])['Nation'].count().reset_index(name='count').sort_values(['Squad','count'],ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Squad</th>\n",
       "      <th>Nation</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>POR</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>ENG</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>BRA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>ESP</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>BEL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>CIV</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>DEN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>FRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>ITA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>MAR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>MEX</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>NED</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Wolves</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>ENG</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>CZE</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>ALG</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>ARG</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>BRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>CIV</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>COD</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>ESP</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>FRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>IRL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>ITA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>PAR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>POL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>SCO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>West Ham</td>\n",
       "      <td>UKR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>ENG</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>IRL</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>SCO</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>BRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>CRO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>EGY</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>NGA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>POL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>SEN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>SKN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>SRB</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>TUR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>West Brom</td>\n",
       "      <td>WAL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>ENG</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>FRA</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>WAL</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>ARG</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>BRA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>BEL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>CIV</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>COL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>DEN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>ESP</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>IRL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>KOR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Tottenham</td>\n",
       "      <td>NED</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>ENG</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>FRA</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>IRL</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>SCO</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>AUS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>DEN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>ESP</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>GHA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>JPN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>MLI</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>POL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Southampton</td>\n",
       "      <td>SUI</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>ENG</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>IRL</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>SCO</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>FRA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>NIR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>NOR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>WAL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>ENG</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>SCO</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>IRL</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>ARG</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>BRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>ESP</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>FRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>NIR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>PAR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>SUI</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>SVK</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>SWE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>WAL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>ENG</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>BRA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>ESP</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>FRA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>NED</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>CIV</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>NGA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>POR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>SCO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>SRB</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>SWE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>URU</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>WAL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>ENG</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>BRA</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>ESP</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>POR</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>FRA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>ALG</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>ARG</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>BEL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>GER</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>NED</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>UKR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Manchester City</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>ENG</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>BRA</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>ESP</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>NED</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>BEL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>CMR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>EGY</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>GRE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>GUI</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>IRL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>JPN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>POR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>SCO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>SEN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>SUI</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>TUR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Liverpool</td>\n",
       "      <td>WAL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>ENG</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>BEL</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>NGA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>POR</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>TUR</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>ALG</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>AUT</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>DEN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>ESP</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>FRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>GHA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>JAM</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>NIR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>RSA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Leicester City</td>\n",
       "      <td>SEN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>ENG</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>ESP</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>WAL</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>BRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>FRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>GER</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>MKD</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>NED</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>NIR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>POL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>POR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Leeds United</td>\n",
       "      <td>SCO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>ENG</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>FRA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>JAM</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>NGA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>USA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>BEL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>CMR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>COD</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>DEN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>GAB</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>MTN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>NED</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>POR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>SCO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>SRB</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Fulham</td>\n",
       "      <td>SVK</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Everton</td>\n",
       "      <td>ENG</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Everton</td>\n",
       "      <td>BRA</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Everton</td>\n",
       "      <td>FRA</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Everton</td>\n",
       "      <td>COL</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Everton</td>\n",
       "      <td>POR</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Everton</td>\n",
       "      <td>IRL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Everton</td>\n",
       "      <td>ISL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Everton</td>\n",
       "      <td>ITA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Everton</td>\n",
       "      <td>NGA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Everton</td>\n",
       "      <td>NOR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Everton</td>\n",
       "      <td>SWE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Everton</td>\n",
       "      <td>TUR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>ENG</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>BEL</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>FRA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>GHA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>NED</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>CIV</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>ESP</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>IRL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>SCO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>SEN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>SRB</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>ENG</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>ESP</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>FRA</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>GER</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>ITA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>ARG</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>BRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>CRO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>DEN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>MAR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>SCO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>SEN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Chelsea</td>\n",
       "      <td>USA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>ENG</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>IRL</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>CZE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>ISL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>NED</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>NIR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>NZL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>SCO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Burnley</td>\n",
       "      <td>SWE</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>ENG</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>GER</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>IRL</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>NED</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>ARG</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>AUS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>BEL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>BRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>COL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>ESP</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>FRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>IRN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>MLI</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>POL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>RSA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Brighton</td>\n",
       "      <td>SUI</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>ENG</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>EGY</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>ARG</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>BFA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>BRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>FRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>IRL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>NED</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>SCO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>WAL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>ZIM</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>ENG</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>BRA</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>ESP</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>GER</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>AUS</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>BIH</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>CIV</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>EGY</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>FRA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>GAB</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>GHA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>ISL</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>NOR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>POR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>SCO</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Arsenal</td>\n",
       "      <td>SUI</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Squad Nation  count\n",
       "258           Wolves    POR      9\n",
       "251           Wolves    ENG      4\n",
       "248           Wolves    BRA      2\n",
       "252           Wolves    ESP      2\n",
       "247           Wolves    BEL      1\n",
       "249           Wolves    CIV      1\n",
       "250           Wolves    DEN      1\n",
       "253           Wolves    FRA      1\n",
       "254           Wolves    ITA      1\n",
       "255           Wolves    MAR      1\n",
       "256           Wolves    MEX      1\n",
       "257           Wolves    NED      1\n",
       "259           Wolves    USA      1\n",
       "238         West Ham    ENG      9\n",
       "237         West Ham    CZE      2\n",
       "232         West Ham    ALG      1\n",
       "233         West Ham    ARG      1\n",
       "234         West Ham    BRA      1\n",
       "235         West Ham    CIV      1\n",
       "236         West Ham    COD      1\n",
       "239         West Ham    ESP      1\n",
       "240         West Ham    FRA      1\n",
       "241         West Ham    IRL      1\n",
       "242         West Ham    ITA      1\n",
       "243         West Ham    PAR      1\n",
       "244         West Ham    POL      1\n",
       "245         West Ham    SCO      1\n",
       "246         West Ham    UKR      1\n",
       "222        West Brom    ENG     16\n",
       "223        West Brom    IRL      2\n",
       "226        West Brom    SCO      2\n",
       "219        West Brom    BRA      1\n",
       "220        West Brom    CRO      1\n",
       "221        West Brom    EGY      1\n",
       "224        West Brom    NGA      1\n",
       "225        West Brom    POL      1\n",
       "227        West Brom    SEN      1\n",
       "228        West Brom    SKN      1\n",
       "229        West Brom    SRB      1\n",
       "230        West Brom    TUR      1\n",
       "231        West Brom    WAL      1\n",
       "212        Tottenham    ENG      6\n",
       "214        Tottenham    FRA      3\n",
       "218        Tottenham    WAL      3\n",
       "206        Tottenham    ARG      2\n",
       "208        Tottenham    BRA      2\n",
       "207        Tottenham    BEL      1\n",
       "209        Tottenham    CIV      1\n",
       "210        Tottenham    COL      1\n",
       "211        Tottenham    DEN      1\n",
       "213        Tottenham    ESP      1\n",
       "215        Tottenham    IRL      1\n",
       "216        Tottenham    KOR      1\n",
       "217        Tottenham    NED      1\n",
       "196      Southampton    ENG     13\n",
       "198      Southampton    FRA      3\n",
       "200      Southampton    IRL      3\n",
       "204      Southampton    SCO      2\n",
       "194      Southampton    AUS      1\n",
       "195      Southampton    DEN      1\n",
       "197      Southampton    ESP      1\n",
       "199      Southampton    GHA      1\n",
       "201      Southampton    JPN      1\n",
       "202      Southampton    MLI      1\n",
       "203      Southampton    POL      1\n",
       "205      Southampton    SUI      1\n",
       "187    Sheffield Utd    ENG     14\n",
       "189    Sheffield Utd    IRL      3\n",
       "192    Sheffield Utd    SCO      3\n",
       "188    Sheffield Utd    FRA      2\n",
       "190    Sheffield Utd    NIR      1\n",
       "191    Sheffield Utd    NOR      1\n",
       "193    Sheffield Utd    WAL      1\n",
       "175    Newcastle Utd    ENG     11\n",
       "181    Newcastle Utd    SCO      3\n",
       "178    Newcastle Utd    IRL      2\n",
       "173    Newcastle Utd    ARG      1\n",
       "174    Newcastle Utd    BRA      1\n",
       "176    Newcastle Utd    ESP      1\n",
       "177    Newcastle Utd    FRA      1\n",
       "179    Newcastle Utd    NIR      1\n",
       "180    Newcastle Utd    PAR      1\n",
       "182    Newcastle Utd    SUI      1\n",
       "183    Newcastle Utd    SVK      1\n",
       "184    Newcastle Utd    SWE      1\n",
       "185    Newcastle Utd    USA      1\n",
       "186    Newcastle Utd    WAL      1\n",
       "162   Manchester Utd    ENG      9\n",
       "160   Manchester Utd    BRA      2\n",
       "163   Manchester Utd    ESP      2\n",
       "164   Manchester Utd    FRA      2\n",
       "165   Manchester Utd    NED      2\n",
       "161   Manchester Utd    CIV      1\n",
       "166   Manchester Utd    NGA      1\n",
       "167   Manchester Utd    POR      1\n",
       "168   Manchester Utd    SCO      1\n",
       "169   Manchester Utd    SRB      1\n",
       "170   Manchester Utd    SWE      1\n",
       "171   Manchester Utd    URU      1\n",
       "172   Manchester Utd    WAL      1\n",
       "152  Manchester City    ENG      5\n",
       "151  Manchester City    BRA      3\n",
       "153  Manchester City    ESP      3\n",
       "157  Manchester City    POR      3\n",
       "154  Manchester City    FRA      2\n",
       "148  Manchester City    ALG      1\n",
       "149  Manchester City    ARG      1\n",
       "150  Manchester City    BEL      1\n",
       "155  Manchester City    GER      1\n",
       "156  Manchester City    NED      1\n",
       "158  Manchester City    UKR      1\n",
       "159  Manchester City    USA      1\n",
       "135        Liverpool    ENG      8\n",
       "132        Liverpool    BRA      3\n",
       "136        Liverpool    ESP      2\n",
       "141        Liverpool    NED      2\n",
       "131        Liverpool    BEL      1\n",
       "133        Liverpool    CMR      1\n",
       "134        Liverpool    EGY      1\n",
       "137        Liverpool    GRE      1\n",
       "138        Liverpool    GUI      1\n",
       "139        Liverpool    IRL      1\n",
       "140        Liverpool    JPN      1\n",
       "142        Liverpool    POR      1\n",
       "143        Liverpool    SCO      1\n",
       "144        Liverpool    SEN      1\n",
       "145        Liverpool    SUI      1\n",
       "146        Liverpool    TUR      1\n",
       "147        Liverpool    WAL      1\n",
       "120   Leicester City    ENG      8\n",
       "118   Leicester City    BEL      3\n",
       "125   Leicester City    NGA      2\n",
       "127   Leicester City    POR      2\n",
       "130   Leicester City    TUR      2\n",
       "116   Leicester City    ALG      1\n",
       "117   Leicester City    AUT      1\n",
       "119   Leicester City    DEN      1\n",
       "121   Leicester City    ESP      1\n",
       "122   Leicester City    FRA      1\n",
       "123   Leicester City    GHA      1\n",
       "124   Leicester City    JAM      1\n",
       "126   Leicester City    NIR      1\n",
       "128   Leicester City    RSA      1\n",
       "129   Leicester City    SEN      1\n",
       "105     Leeds United    ENG      7\n",
       "106     Leeds United    ESP      4\n",
       "115     Leeds United    WAL      2\n",
       "104     Leeds United    BRA      1\n",
       "107     Leeds United    FRA      1\n",
       "108     Leeds United    GER      1\n",
       "109     Leeds United    MKD      1\n",
       "110     Leeds United    NED      1\n",
       "111     Leeds United    NIR      1\n",
       "112     Leeds United    POL      1\n",
       "113     Leeds United    POR      1\n",
       "114     Leeds United    SCO      1\n",
       "92            Fulham    ENG      6\n",
       "93            Fulham    FRA      2\n",
       "95            Fulham    JAM      2\n",
       "98            Fulham    NGA      2\n",
       "103           Fulham    USA      2\n",
       "88            Fulham    BEL      1\n",
       "89            Fulham    CMR      1\n",
       "90            Fulham    COD      1\n",
       "91            Fulham    DEN      1\n",
       "94            Fulham    GAB      1\n",
       "96            Fulham    MTN      1\n",
       "97            Fulham    NED      1\n",
       "99            Fulham    POR      1\n",
       "100           Fulham    SCO      1\n",
       "101           Fulham    SRB      1\n",
       "102           Fulham    SVK      1\n",
       "78           Everton    ENG     10\n",
       "76           Everton    BRA      3\n",
       "79           Everton    FRA      3\n",
       "77           Everton    COL      2\n",
       "85           Everton    POR      2\n",
       "80           Everton    IRL      1\n",
       "81           Everton    ISL      1\n",
       "82           Everton    ITA      1\n",
       "83           Everton    NGA      1\n",
       "84           Everton    NOR      1\n",
       "86           Everton    SWE      1\n",
       "87           Everton    TUR      1\n",
       "67    Crystal Palace    ENG      8\n",
       "65    Crystal Palace    BEL      2\n",
       "69    Crystal Palace    FRA      2\n",
       "70    Crystal Palace    GHA      2\n",
       "72    Crystal Palace    NED      2\n",
       "66    Crystal Palace    CIV      1\n",
       "68    Crystal Palace    ESP      1\n",
       "71    Crystal Palace    IRL      1\n",
       "73    Crystal Palace    SCO      1\n",
       "74    Crystal Palace    SEN      1\n",
       "75    Crystal Palace    SRB      1\n",
       "56           Chelsea    ENG      8\n",
       "57           Chelsea    ESP      3\n",
       "58           Chelsea    FRA      3\n",
       "59           Chelsea    GER      3\n",
       "60           Chelsea    ITA      2\n",
       "52           Chelsea    ARG      1\n",
       "53           Chelsea    BRA      1\n",
       "54           Chelsea    CRO      1\n",
       "55           Chelsea    DEN      1\n",
       "61           Chelsea    MAR      1\n",
       "62           Chelsea    SCO      1\n",
       "63           Chelsea    SEN      1\n",
       "64           Chelsea    USA      1\n",
       "44           Burnley    ENG     14\n",
       "45           Burnley    IRL      3\n",
       "43           Burnley    CZE      1\n",
       "46           Burnley    ISL      1\n",
       "47           Burnley    NED      1\n",
       "48           Burnley    NIR      1\n",
       "49           Burnley    NZL      1\n",
       "50           Burnley    SCO      1\n",
       "51           Burnley    SWE      1\n",
       "32          Brighton    ENG      8\n",
       "35          Brighton    GER      2\n",
       "36          Brighton    IRL      2\n",
       "39          Brighton    NED      2\n",
       "27          Brighton    ARG      1\n",
       "28          Brighton    AUS      1\n",
       "29          Brighton    BEL      1\n",
       "30          Brighton    BRA      1\n",
       "31          Brighton    COL      1\n",
       "33          Brighton    ESP      1\n",
       "34          Brighton    FRA      1\n",
       "37          Brighton    IRN      1\n",
       "38          Brighton    MLI      1\n",
       "40          Brighton    POL      1\n",
       "41          Brighton    RSA      1\n",
       "42          Brighton    SUI      1\n",
       "20       Aston Villa    ENG     10\n",
       "19       Aston Villa    EGY      2\n",
       "16       Aston Villa    ARG      1\n",
       "17       Aston Villa    BFA      1\n",
       "18       Aston Villa    BRA      1\n",
       "21       Aston Villa    FRA      1\n",
       "22       Aston Villa    IRL      1\n",
       "23       Aston Villa    NED      1\n",
       "24       Aston Villa    SCO      1\n",
       "25       Aston Villa    WAL      1\n",
       "26       Aston Villa    ZIM      1\n",
       "5            Arsenal    ENG      8\n",
       "2            Arsenal    BRA      4\n",
       "6            Arsenal    ESP      3\n",
       "9            Arsenal    GER      2\n",
       "0            Arsenal    AUS      1\n",
       "1            Arsenal    BIH      1\n",
       "3            Arsenal    CIV      1\n",
       "4            Arsenal    EGY      1\n",
       "7            Arsenal    FRA      1\n",
       "8            Arsenal    GAB      1\n",
       "10           Arsenal    GHA      1\n",
       "11           Arsenal    ISL      1\n",
       "12           Arsenal    NOR      1\n",
       "13           Arsenal    POR      1\n",
       "14           Arsenal    SCO      1\n",
       "15           Arsenal    SUI      1"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
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       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    " \n",
    "fig = px.bar(df_nation, x=\"Squad\", y=\"count\", color=\"Nation\",\n",
    "            hover_data=['Squad'], barmode = 'stack', title = \"EPL Player Nationality distribution By Team\")\n",
    " \n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_age = df.groupby(['Age','Squad'])['Player'].count().reset_index(name='count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "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",
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       "\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>Age</th>\n",
       "      <th>Squad</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>17</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>17</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>18</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>18</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>18</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>18</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>19</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>19</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>19</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>19</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>19</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>19</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>19</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>19</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>19</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>20</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>20</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Everton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>20</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>20</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>20</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>20</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>20</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>20</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>21</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>21</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>21</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>21</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>21</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>21</td>\n",
       "      <td>Everton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>21</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>21</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>21</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>21</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>21</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>21</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>21</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>21</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>21</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>21</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>22</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>22</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>22</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>22</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>22</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>22</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>22</td>\n",
       "      <td>Everton</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>22</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>22</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>22</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>22</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>22</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>22</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>22</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>22</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>23</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>23</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>23</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>23</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>23</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>23</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>23</td>\n",
       "      <td>Everton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>23</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>23</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>23</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>23</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>23</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>23</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>23</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>23</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>23</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>23</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>23</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>24</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>24</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>24</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>24</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>24</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>24</td>\n",
       "      <td>Everton</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>24</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>24</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>24</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>24</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>24</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>24</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>24</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>24</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>24</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>24</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>24</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>24</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>24</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>25</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>25</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>25</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>25</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>25</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>25</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>25</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>25</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>25</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>25</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>25</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>25</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>25</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>25</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>25</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>25</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>26</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>26</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>26</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>26</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>26</td>\n",
       "      <td>Everton</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>26</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>26</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>26</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>26</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>26</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>26</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>26</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>26</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>26</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>26</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>26</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>27</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>27</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>27</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>27</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>27</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>27</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>27</td>\n",
       "      <td>Everton</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>27</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>27</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>27</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>27</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>27</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>27</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>27</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>27</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>27</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>27</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>27</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>27</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>28</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>28</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>28</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>28</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>28</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>28</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>28</td>\n",
       "      <td>Everton</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>28</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>28</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>28</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>28</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>28</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>28</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>28</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>28</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>28</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>28</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>29</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>29</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>29</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>29</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>29</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>29</td>\n",
       "      <td>Everton</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>29</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>29</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>29</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>29</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>29</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>29</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>29</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>29</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>29</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>29</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>29</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>30</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>30</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>30</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>30</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>30</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>30</td>\n",
       "      <td>Everton</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>30</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>30</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>30</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>30</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>30</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>30</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>30</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>30</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>30</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>30</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>31</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>31</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>31</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>31</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>31</td>\n",
       "      <td>Everton</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>31</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>31</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>31</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>31</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>31</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>31</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>31</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>31</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>31</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>32</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>32</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>32</td>\n",
       "      <td>Brighton</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>32</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>32</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>32</td>\n",
       "      <td>Everton</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>32</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>32</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>32</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>32</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>32</td>\n",
       "      <td>Newcastle Utd</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>32</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>32</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>32</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>32</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>32</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>32</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>33</td>\n",
       "      <td>Arsenal</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>33</td>\n",
       "      <td>Aston Villa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>33</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>33</td>\n",
       "      <td>Fulham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>33</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>33</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>33</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>33</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>33</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>33</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>34</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>34</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>34</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>34</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>34</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>34</td>\n",
       "      <td>Manchester Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>34</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>34</td>\n",
       "      <td>Tottenham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>34</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>34</td>\n",
       "      <td>Wolves</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>35</td>\n",
       "      <td>Burnley</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>35</td>\n",
       "      <td>Crystal Palace</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>35</td>\n",
       "      <td>Leeds United</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>35</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>35</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>35</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>35</td>\n",
       "      <td>West Ham</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>36</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>37</td>\n",
       "      <td>Leicester City</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>37</td>\n",
       "      <td>West Brom</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>38</td>\n",
       "      <td>Sheffield Utd</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>39</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Age            Squad  count\n",
       "0     17   Manchester Utd      1\n",
       "1     17    Sheffield Utd      1\n",
       "2     17        Tottenham      1\n",
       "3     18          Burnley      1\n",
       "4     18  Manchester City      1\n",
       "5     18    Newcastle Utd      1\n",
       "6     18           Wolves      1\n",
       "7     19          Arsenal      2\n",
       "8     19      Aston Villa      1\n",
       "9     19         Brighton      1\n",
       "10    19          Chelsea      1\n",
       "11    19   Leicester City      2\n",
       "12    19        Liverpool      1\n",
       "13    19   Manchester Utd      1\n",
       "14    19      Southampton      3\n",
       "15    19           Wolves      3\n",
       "16    20          Arsenal      1\n",
       "17    20         Brighton      1\n",
       "18    20          Chelsea      1\n",
       "19    20          Everton      2\n",
       "20    20     Leeds United      1\n",
       "21    20   Leicester City      1\n",
       "22    20        Liverpool      2\n",
       "23    20  Manchester City      2\n",
       "24    20   Manchester Utd      1\n",
       "25    20    Sheffield Utd      3\n",
       "26    20      Southampton      2\n",
       "27    21          Arsenal      3\n",
       "28    21         Brighton      4\n",
       "29    21          Burnley      2\n",
       "30    21          Chelsea      2\n",
       "31    21   Crystal Palace      1\n",
       "32    21          Everton      2\n",
       "33    21     Leeds United      5\n",
       "34    21   Leicester City      1\n",
       "35    21        Liverpool      1\n",
       "36    21  Manchester City      1\n",
       "37    21    Newcastle Utd      2\n",
       "38    21    Sheffield Utd      1\n",
       "39    21      Southampton      4\n",
       "40    21        West Brom      2\n",
       "41    21         West Ham      1\n",
       "42    21           Wolves      4\n",
       "43    22          Arsenal      1\n",
       "44    22      Aston Villa      1\n",
       "45    22         Brighton      2\n",
       "46    22          Burnley      1\n",
       "47    22          Chelsea      2\n",
       "48    22   Crystal Palace      1\n",
       "49    22          Everton      1\n",
       "50    22           Fulham      1\n",
       "51    22     Leeds United      1\n",
       "52    22        Liverpool      2\n",
       "53    22    Sheffield Utd      1\n",
       "54    22      Southampton      4\n",
       "55    22        Tottenham      1\n",
       "56    22        West Brom      3\n",
       "57    22         West Ham      1\n",
       "58    23          Arsenal      3\n",
       "59    23      Aston Villa      3\n",
       "60    23         Brighton      2\n",
       "61    23          Burnley      1\n",
       "62    23          Chelsea      2\n",
       "63    23   Crystal Palace      1\n",
       "64    23          Everton      2\n",
       "65    23           Fulham      4\n",
       "66    23   Leicester City      5\n",
       "67    23        Liverpool      1\n",
       "68    23  Manchester City      2\n",
       "69    23   Manchester Utd      6\n",
       "70    23    Newcastle Utd      2\n",
       "71    23    Sheffield Utd      3\n",
       "72    23      Southampton      1\n",
       "73    23        Tottenham      2\n",
       "74    23        West Brom      3\n",
       "75    23           Wolves      3\n",
       "76    24          Arsenal      1\n",
       "77    24         Brighton      2\n",
       "78    24          Burnley      1\n",
       "79    24          Chelsea      2\n",
       "80    24   Crystal Palace      1\n",
       "81    24          Everton      4\n",
       "82    24           Fulham      3\n",
       "83    24     Leeds United      3\n",
       "84    24   Leicester City      5\n",
       "85    24        Liverpool      3\n",
       "86    24  Manchester City      2\n",
       "87    24   Manchester Utd      2\n",
       "88    24    Newcastle Utd      2\n",
       "89    24    Sheffield Utd      2\n",
       "90    24      Southampton      2\n",
       "91    24        Tottenham      5\n",
       "92    24        West Brom      1\n",
       "93    24         West Ham      2\n",
       "94    24           Wolves      1\n",
       "95    25          Arsenal      2\n",
       "96    25      Aston Villa      6\n",
       "97    25         Brighton      1\n",
       "98    25          Burnley      1\n",
       "99    25          Chelsea      2\n",
       "100   25           Fulham      3\n",
       "101   25     Leeds United      1\n",
       "102   25   Leicester City      1\n",
       "103   25        Liverpool      1\n",
       "104   25  Manchester City      1\n",
       "105   25   Manchester Utd      2\n",
       "106   25    Sheffield Utd      1\n",
       "107   25        Tottenham      2\n",
       "108   25        West Brom      2\n",
       "109   25         West Ham      2\n",
       "110   25           Wolves      3\n",
       "111   26          Arsenal      3\n",
       "112   26      Aston Villa      3\n",
       "113   26         Brighton      4\n",
       "114   26          Chelsea      4\n",
       "115   26          Everton      1\n",
       "116   26           Fulham      3\n",
       "117   26   Leicester City      2\n",
       "118   26        Liverpool      2\n",
       "119   26  Manchester City      7\n",
       "120   26   Manchester Utd      3\n",
       "121   26    Newcastle Utd      4\n",
       "122   26    Sheffield Utd      1\n",
       "123   26      Southampton      2\n",
       "124   26        Tottenham      1\n",
       "125   26        West Brom      1\n",
       "126   26         West Ham      2\n",
       "127   27          Arsenal      3\n",
       "128   27      Aston Villa      2\n",
       "129   27         Brighton      1\n",
       "130   27          Burnley      1\n",
       "131   27          Chelsea      1\n",
       "132   27   Crystal Palace      1\n",
       "133   27          Everton      3\n",
       "134   27           Fulham      3\n",
       "135   27     Leeds United      3\n",
       "136   27   Leicester City      2\n",
       "137   27        Liverpool      3\n",
       "138   27  Manchester City      1\n",
       "139   27    Newcastle Utd      4\n",
       "140   27    Sheffield Utd      3\n",
       "141   27      Southampton      2\n",
       "142   27        Tottenham      3\n",
       "143   27        West Brom      2\n",
       "144   27         West Ham      2\n",
       "145   27           Wolves      2\n",
       "146   28          Arsenal      4\n",
       "147   28      Aston Villa      2\n",
       "148   28         Brighton      2\n",
       "149   28          Burnley      3\n",
       "150   28          Chelsea      2\n",
       "151   28   Crystal Palace      2\n",
       "152   28          Everton      3\n",
       "153   28           Fulham      3\n",
       "154   28   Leicester City      1\n",
       "155   28        Liverpool      3\n",
       "156   28   Manchester Utd      4\n",
       "157   28    Sheffield Utd      2\n",
       "158   28      Southampton      2\n",
       "159   28        Tottenham      3\n",
       "160   28        West Brom      2\n",
       "161   28         West Ham      4\n",
       "162   28           Wolves      1\n",
       "163   29          Arsenal      3\n",
       "164   29         Brighton      4\n",
       "165   29          Burnley      2\n",
       "166   29          Chelsea      2\n",
       "167   29   Crystal Palace      4\n",
       "168   29          Everton      3\n",
       "169   29           Fulham      1\n",
       "170   29     Leeds United      4\n",
       "171   29        Liverpool      5\n",
       "172   29  Manchester City      1\n",
       "173   29    Newcastle Utd      5\n",
       "174   29    Sheffield Utd      2\n",
       "175   29      Southampton      2\n",
       "176   29        Tottenham      2\n",
       "177   29        West Brom      3\n",
       "178   29         West Ham      1\n",
       "179   29           Wolves      2\n",
       "180   30      Aston Villa      1\n",
       "181   30         Brighton      1\n",
       "182   30          Burnley      3\n",
       "183   30          Chelsea      2\n",
       "184   30   Crystal Palace      3\n",
       "185   30          Everton      1\n",
       "186   30           Fulham      1\n",
       "187   30     Leeds United      2\n",
       "188   30        Liverpool      2\n",
       "189   30  Manchester City      3\n",
       "190   30   Manchester Utd      1\n",
       "191   30    Newcastle Utd      2\n",
       "192   30    Sheffield Utd      1\n",
       "193   30        West Brom      2\n",
       "194   30         West Ham      1\n",
       "195   30           Wolves      1\n",
       "196   31          Arsenal      1\n",
       "197   31          Burnley      6\n",
       "198   31          Chelsea      1\n",
       "199   31   Crystal Palace      3\n",
       "200   31          Everton      3\n",
       "201   31           Fulham      1\n",
       "202   31   Leicester City      1\n",
       "203   31   Manchester Utd      1\n",
       "204   31    Newcastle Utd      2\n",
       "205   31      Southampton      2\n",
       "206   31        Tottenham      2\n",
       "207   31        West Brom      4\n",
       "208   31         West Ham      3\n",
       "209   31           Wolves      1\n",
       "210   32          Arsenal      1\n",
       "211   32      Aston Villa      1\n",
       "212   32         Brighton      1\n",
       "213   32          Burnley      1\n",
       "214   32   Crystal Palace      1\n",
       "215   32          Everton      2\n",
       "216   32           Fulham      1\n",
       "217   32   Leicester City      1\n",
       "218   32  Manchester City      1\n",
       "219   32   Manchester Utd      2\n",
       "220   32    Newcastle Utd      3\n",
       "221   32    Sheffield Utd      1\n",
       "222   32      Southampton      1\n",
       "223   32        Tottenham      1\n",
       "224   32        West Brom      2\n",
       "225   32         West Ham      1\n",
       "226   32           Wolves      1\n",
       "227   33          Arsenal      1\n",
       "228   33      Aston Villa      1\n",
       "229   33   Crystal Palace      1\n",
       "230   33           Fulham      1\n",
       "231   33   Leicester City      1\n",
       "232   33    Sheffield Utd      1\n",
       "233   33      Southampton      1\n",
       "234   33        West Brom      1\n",
       "235   33         West Ham      3\n",
       "236   33           Wolves      1\n",
       "237   34          Chelsea      1\n",
       "238   34   Crystal Palace      2\n",
       "239   34     Leeds United      1\n",
       "240   34   Leicester City      3\n",
       "241   34        Liverpool      1\n",
       "242   34   Manchester Utd      1\n",
       "243   34      Southampton      1\n",
       "244   34        Tottenham      1\n",
       "245   34        West Brom      1\n",
       "246   34           Wolves      2\n",
       "247   35          Burnley      1\n",
       "248   35   Crystal Palace      1\n",
       "249   35     Leeds United      1\n",
       "250   35        Liverpool      1\n",
       "251   35  Manchester City      1\n",
       "252   35    Sheffield Utd      1\n",
       "253   35         West Ham      1\n",
       "254   36          Chelsea      1\n",
       "255   37   Leicester City      1\n",
       "256   37        West Brom      1\n",
       "257   38    Sheffield Utd      1\n",
       "258   39          Chelsea      1"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig_age = px.bar(df_age, x=\"Age\", y=\"count\", color=\"Squad\",\n",
    "            hover_data=['Squad'], barmode = 'stack', title = \"EPL Player Age distribution By Team\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
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