005_wikipedia_cleaning.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "72949f99",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import re\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c009a269",
   "metadata": {},
   "outputs": [],
   "source": [
    "folder_path = 'data_raw'\n",
    "json_files = [f for f in os.listdir(folder_path) if f.endswith('.json')]\n",
    "dfs = []\n",
    "for file in json_files:\n",
    "    file_path = os.path.join(folder_path, file)\n",
    "    data = pd.read_json(file_path)\n",
    "    dfs.append(data)\n",
    "df_temp = pd.concat(dfs, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c7e50cd7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df_temp.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "943e6489",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competition</th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>homeTeam</th>\n",
       "      <th>homeTeamCountry</th>\n",
       "      <th>homeTeamUrl</th>\n",
       "      <th>awayTeam</th>\n",
       "      <th>awayTeamCountry</th>\n",
       "      <th>awayTeamUrl</th>\n",
       "      <th>location</th>\n",
       "      <th>phase</th>\n",
       "      <th>attendance</th>\n",
       "      <th>estimatedDate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-09-04</td>\n",
       "      <td>3-3</td>\n",
       "      <td>Sporting CP</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>Sporting_CP</td>\n",
       "      <td>Partizan</td>\n",
       "      <td>Socialist Federal Republic of Yugoslavia</td>\n",
       "      <td>FK_Partizan</td>\n",
       "      <td>Estádio Nacional, Lisbon</td>\n",
       "      <td>First round</td>\n",
       "      <td>30,000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-09-07</td>\n",
       "      <td>6-3</td>\n",
       "      <td>Vörös Lobogó</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>MTK_Budapest_FC</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>R.S.C._Anderlecht</td>\n",
       "      <td>Népstadion, Budapest</td>\n",
       "      <td>First round</td>\n",
       "      <td>35,000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-09-08</td>\n",
       "      <td>0-2</td>\n",
       "      <td>Servette</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Servette_FC</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_CF</td>\n",
       "      <td>Charmilles Stadium, Geneva</td>\n",
       "      <td>First round</td>\n",
       "      <td>7,000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-09-14</td>\n",
       "      <td>0-4</td>\n",
       "      <td>Rot-Weiss Essen</td>\n",
       "      <td>West Germany</td>\n",
       "      <td>Rot-Weiss_Essen</td>\n",
       "      <td>Hibernian</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Hibernian_F.C.</td>\n",
       "      <td>Georg-Melches-Stadion, Essen</td>\n",
       "      <td>First round</td>\n",
       "      <td>5,000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-09-20</td>\n",
       "      <td>0-0</td>\n",
       "      <td>Djurgården</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Djurg%C3%A5rdens_IF_Fotboll</td>\n",
       "      <td>Gwardia Warsaw</td>\n",
       "      <td>Poland</td>\n",
       "      <td>Gwardia_Warsaw</td>\n",
       "      <td>Stockholm Olympic Stadium, Stockholm</td>\n",
       "      <td>First round</td>\n",
       "      <td>3,574</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29350</th>\n",
       "      <td>2024–25 UEFA Europa League qualifying phase an...</td>\n",
       "      <td>2024-08-29</td>\n",
       "      <td>v</td>\n",
       "      <td>Elfsborg</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Molde</td>\n",
       "      <td>Norway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Borås Arena, Borås</td>\n",
       "      <td>Play-off round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29351</th>\n",
       "      <td>2024–25 UEFA Europa League qualifying phase an...</td>\n",
       "      <td>2024-08-22</td>\n",
       "      <td>2-1</td>\n",
       "      <td>Braga</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>S.C._Braga</td>\n",
       "      <td>Rapid Wien</td>\n",
       "      <td>Austria</td>\n",
       "      <td>SK_Rapid_Wien</td>\n",
       "      <td>Estádio Municipal, Braga</td>\n",
       "      <td>Play-off round</td>\n",
       "      <td>15,868</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29352</th>\n",
       "      <td>2024–25 UEFA Europa League qualifying phase an...</td>\n",
       "      <td>2024-08-29</td>\n",
       "      <td>v</td>\n",
       "      <td>Rapid Wien</td>\n",
       "      <td>Austria</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Braga</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Allianz Stadion, Vienna</td>\n",
       "      <td>Play-off round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29353</th>\n",
       "      <td>2024–25 UEFA Europa League qualifying phase an...</td>\n",
       "      <td>2024-08-22</td>\n",
       "      <td>1-0</td>\n",
       "      <td>Viktoria Plzeň</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>FC_Viktoria_Plze%C5%88</td>\n",
       "      <td>Heart of Midlothian</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Heart_of_Midlothian_F.C.</td>\n",
       "      <td>Doosan Arena, Plzeň</td>\n",
       "      <td>Play-off round</td>\n",
       "      <td>10,506</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29354</th>\n",
       "      <td>2024–25 UEFA Europa League qualifying phase an...</td>\n",
       "      <td>2024-08-29</td>\n",
       "      <td>v</td>\n",
       "      <td>Heart of Midlothian</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Viktoria Plzeň</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tynecastle Park, Edinburgh</td>\n",
       "      <td>Play-off round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>22485 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             competition       date score  \\\n",
       "0                           1955%E2%80%9356 European Cup 1955-09-04   3-3   \n",
       "1                           1955%E2%80%9356 European Cup 1955-09-07   6-3   \n",
       "2                           1955%E2%80%9356 European Cup 1955-09-08   0-2   \n",
       "3                           1955%E2%80%9356 European Cup 1955-09-14   0-4   \n",
       "4                           1955%E2%80%9356 European Cup 1955-09-20   0-0   \n",
       "...                                                  ...        ...   ...   \n",
       "29350  2024–25 UEFA Europa League qualifying phase an... 2024-08-29     v   \n",
       "29351  2024–25 UEFA Europa League qualifying phase an... 2024-08-22   2-1   \n",
       "29352  2024–25 UEFA Europa League qualifying phase an... 2024-08-29     v   \n",
       "29353  2024–25 UEFA Europa League qualifying phase an... 2024-08-22   1-0   \n",
       "29354  2024–25 UEFA Europa League qualifying phase an... 2024-08-29     v   \n",
       "\n",
       "                  homeTeam homeTeamCountry                  homeTeamUrl  \\\n",
       "0              Sporting CP        Portugal                  Sporting_CP   \n",
       "1             Vörös Lobogó         Hungary              MTK_Budapest_FC   \n",
       "2                 Servette     Switzerland                  Servette_FC   \n",
       "3          Rot-Weiss Essen    West Germany              Rot-Weiss_Essen   \n",
       "4               Djurgården          Sweden  Djurg%C3%A5rdens_IF_Fotboll   \n",
       "...                    ...             ...                          ...   \n",
       "29350             Elfsborg          Sweden                          NaN   \n",
       "29351                Braga        Portugal                   S.C._Braga   \n",
       "29352           Rapid Wien         Austria                          NaN   \n",
       "29353       Viktoria Plzeň  Czech Republic       FC_Viktoria_Plze%C5%88   \n",
       "29354  Heart of Midlothian        Scotland                          NaN   \n",
       "\n",
       "                  awayTeam                           awayTeamCountry  \\\n",
       "0                 Partizan  Socialist Federal Republic of Yugoslavia   \n",
       "1               Anderlecht                                   Belgium   \n",
       "2              Real Madrid                                     Spain   \n",
       "3                Hibernian                                  Scotland   \n",
       "4           Gwardia Warsaw                                    Poland   \n",
       "...                    ...                                       ...   \n",
       "29350                Molde                                    Norway   \n",
       "29351           Rapid Wien                                   Austria   \n",
       "29352                Braga                                  Portugal   \n",
       "29353  Heart of Midlothian                                  Scotland   \n",
       "29354       Viktoria Plzeň                            Czech Republic   \n",
       "\n",
       "                    awayTeamUrl                              location  \\\n",
       "0                   FK_Partizan              Estádio Nacional, Lisbon   \n",
       "1             R.S.C._Anderlecht                  Népstadion, Budapest   \n",
       "2                Real_Madrid_CF            Charmilles Stadium, Geneva   \n",
       "3                Hibernian_F.C.          Georg-Melches-Stadion, Essen   \n",
       "4                Gwardia_Warsaw  Stockholm Olympic Stadium, Stockholm   \n",
       "...                         ...                                   ...   \n",
       "29350                       NaN                    Borås Arena, Borås   \n",
       "29351             SK_Rapid_Wien              Estádio Municipal, Braga   \n",
       "29352                       NaN               Allianz Stadion, Vienna   \n",
       "29353  Heart_of_Midlothian_F.C.                   Doosan Arena, Plzeň   \n",
       "29354                       NaN            Tynecastle Park, Edinburgh   \n",
       "\n",
       "                phase attendance estimatedDate  \n",
       "0         First round     30,000           NaN  \n",
       "1         First round     35,000           NaN  \n",
       "2         First round      7,000           NaN  \n",
       "3         First round      5,000           NaN  \n",
       "4         First round      3,574           NaN  \n",
       "...               ...        ...           ...  \n",
       "29350  Play-off round        NaN           NaN  \n",
       "29351  Play-off round     15,868           NaN  \n",
       "29352  Play-off round        NaN           NaN  \n",
       "29353  Play-off round     10,506           NaN  \n",
       "29354  Play-off round        NaN           NaN  \n",
       "\n",
       "[22485 rows x 13 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['phase'].notnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8d54359f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competition</th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>homeTeam</th>\n",
       "      <th>homeTeamCountry</th>\n",
       "      <th>homeTeamUrl</th>\n",
       "      <th>awayTeam</th>\n",
       "      <th>awayTeamCountry</th>\n",
       "      <th>awayTeamUrl</th>\n",
       "      <th>location</th>\n",
       "      <th>phase</th>\n",
       "      <th>attendance</th>\n",
       "      <th>estimatedDate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7664</th>\n",
       "      <td>1991%E2%80%9392 European Cup first round</td>\n",
       "      <td>1991-09-18</td>\n",
       "      <td>3-0</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Spain</td>\n",
       "      <td>FC_Barcelona</td>\n",
       "      <td>Hansa Rostock</td>\n",
       "      <td>East Germany</td>\n",
       "      <td>F.C._Hansa_Rostock</td>\n",
       "      <td>Estadi del Futbol Club Barcelona, Barcelona</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78,000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7665</th>\n",
       "      <td>1991%E2%80%9392 European Cup first round</td>\n",
       "      <td>1991-10-02</td>\n",
       "      <td>1-0</td>\n",
       "      <td>Hansa Rostock</td>\n",
       "      <td>East Germany</td>\n",
       "      <td>FC_Hansa_Rostock</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Spain</td>\n",
       "      <td>FC_Barcelona</td>\n",
       "      <td>Ostseestadion, Rostock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8,500</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7666</th>\n",
       "      <td>1991%E2%80%9392 European Cup first round</td>\n",
       "      <td>1991-09-17</td>\n",
       "      <td>2-0</td>\n",
       "      <td>Kaiserslautern</td>\n",
       "      <td>Germany</td>\n",
       "      <td>1._FC_Kaiserslautern</td>\n",
       "      <td>Etar Veliko Tarnovo</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>FC_Etar_(Veliko_Tarnovo)</td>\n",
       "      <td>Fritz-Walter-Stadion, Kaiserslautern</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24,698</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7667</th>\n",
       "      <td>1991%E2%80%9392 European Cup first round</td>\n",
       "      <td>1991-10-02</td>\n",
       "      <td>1-1</td>\n",
       "      <td>Etar Veliko Tarnovo</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>FC_Etar_(Veliko_Tarnovo)</td>\n",
       "      <td>Kaiserslautern</td>\n",
       "      <td>Germany</td>\n",
       "      <td>1._FC_Kaiserslautern</td>\n",
       "      <td>Stadion Ivaylo, Veliko Tarnovo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6,492</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7668</th>\n",
       "      <td>1991%E2%80%9392 European Cup first round</td>\n",
       "      <td>1991-09-18</td>\n",
       "      <td>0-5</td>\n",
       "      <td>Union Luxembourg</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>Union_Luxembourg</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>France</td>\n",
       "      <td>Olympique_de_Marseille</td>\n",
       "      <td>Stade Josy Barthel, Luxembourg City</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7,618</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28810</th>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League group stage</td>\n",
       "      <td>2023-11-09</td>\n",
       "      <td>1-3</td>\n",
       "      <td>BK Häcken</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>BK_H%C3%A4cken</td>\n",
       "      <td>Molde</td>\n",
       "      <td>Norway</td>\n",
       "      <td>Molde_FK</td>\n",
       "      <td>Ullevi, Gothenburg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5,106</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28811</th>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League group stage</td>\n",
       "      <td>2023-11-30</td>\n",
       "      <td>2-2</td>\n",
       "      <td>Molde</td>\n",
       "      <td>Norway</td>\n",
       "      <td>Molde_FK</td>\n",
       "      <td>Qarabağ</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>Qaraba%C4%9F_FK</td>\n",
       "      <td>Aker Stadion, Molde</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5,291</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28812</th>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League group stage</td>\n",
       "      <td>2023-11-30</td>\n",
       "      <td>0-2</td>\n",
       "      <td>BK Häcken</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>BK_H%C3%A4cken</td>\n",
       "      <td>Bayer Leverkusen</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Bayer_04_Leverkusen</td>\n",
       "      <td>Ullevi, Gothenburg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11,234</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28813</th>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League group stage</td>\n",
       "      <td>2023-12-14</td>\n",
       "      <td>5-1</td>\n",
       "      <td>Bayer Leverkusen</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Bayer_04_Leverkusen</td>\n",
       "      <td>Molde</td>\n",
       "      <td>Norway</td>\n",
       "      <td>Molde_FK</td>\n",
       "      <td>BayArena, Leverkusen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28,504</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28814</th>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League group stage</td>\n",
       "      <td>2023-12-14</td>\n",
       "      <td>2-1</td>\n",
       "      <td>Qarabağ</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>Qaraba%C4%9F_FK</td>\n",
       "      <td>BK Häcken</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>BK_H%C3%A4cken</td>\n",
       "      <td>Tofiq Bahramov Republican Stadium, Baku</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28,515</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6870 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          competition       date score  \\\n",
       "7664         1991%E2%80%9392 European Cup first round 1991-09-18   3-0   \n",
       "7665         1991%E2%80%9392 European Cup first round 1991-10-02   1-0   \n",
       "7666         1991%E2%80%9392 European Cup first round 1991-09-17   2-0   \n",
       "7667         1991%E2%80%9392 European Cup first round 1991-10-02   1-1   \n",
       "7668         1991%E2%80%9392 European Cup first round 1991-09-18   0-5   \n",
       "...                                               ...        ...   ...   \n",
       "28810  2023%E2%80%9324 UEFA Europa League group stage 2023-11-09   1-3   \n",
       "28811  2023%E2%80%9324 UEFA Europa League group stage 2023-11-30   2-2   \n",
       "28812  2023%E2%80%9324 UEFA Europa League group stage 2023-11-30   0-2   \n",
       "28813  2023%E2%80%9324 UEFA Europa League group stage 2023-12-14   5-1   \n",
       "28814  2023%E2%80%9324 UEFA Europa League group stage 2023-12-14   2-1   \n",
       "\n",
       "                  homeTeam homeTeamCountry               homeTeamUrl  \\\n",
       "7664             Barcelona           Spain              FC_Barcelona   \n",
       "7665         Hansa Rostock    East Germany          FC_Hansa_Rostock   \n",
       "7666        Kaiserslautern         Germany      1._FC_Kaiserslautern   \n",
       "7667   Etar Veliko Tarnovo        Bulgaria  FC_Etar_(Veliko_Tarnovo)   \n",
       "7668      Union Luxembourg      Luxembourg          Union_Luxembourg   \n",
       "...                    ...             ...                       ...   \n",
       "28810            BK Häcken          Sweden            BK_H%C3%A4cken   \n",
       "28811                Molde          Norway                  Molde_FK   \n",
       "28812            BK Häcken          Sweden            BK_H%C3%A4cken   \n",
       "28813     Bayer Leverkusen         Germany       Bayer_04_Leverkusen   \n",
       "28814              Qarabağ      Azerbaijan           Qaraba%C4%9F_FK   \n",
       "\n",
       "                  awayTeam awayTeamCountry               awayTeamUrl  \\\n",
       "7664         Hansa Rostock    East Germany        F.C._Hansa_Rostock   \n",
       "7665             Barcelona           Spain              FC_Barcelona   \n",
       "7666   Etar Veliko Tarnovo        Bulgaria  FC_Etar_(Veliko_Tarnovo)   \n",
       "7667        Kaiserslautern         Germany      1._FC_Kaiserslautern   \n",
       "7668             Marseille          France    Olympique_de_Marseille   \n",
       "...                    ...             ...                       ...   \n",
       "28810                Molde          Norway                  Molde_FK   \n",
       "28811              Qarabağ      Azerbaijan           Qaraba%C4%9F_FK   \n",
       "28812     Bayer Leverkusen         Germany       Bayer_04_Leverkusen   \n",
       "28813                Molde          Norway                  Molde_FK   \n",
       "28814            BK Häcken          Sweden            BK_H%C3%A4cken   \n",
       "\n",
       "                                          location phase attendance  \\\n",
       "7664   Estadi del Futbol Club Barcelona, Barcelona   NaN     78,000   \n",
       "7665                        Ostseestadion, Rostock   NaN      8,500   \n",
       "7666          Fritz-Walter-Stadion, Kaiserslautern   NaN     24,698   \n",
       "7667                Stadion Ivaylo, Veliko Tarnovo   NaN      6,492   \n",
       "7668           Stade Josy Barthel, Luxembourg City   NaN      7,618   \n",
       "...                                            ...   ...        ...   \n",
       "28810                           Ullevi, Gothenburg   NaN      5,106   \n",
       "28811                          Aker Stadion, Molde   NaN      5,291   \n",
       "28812                           Ullevi, Gothenburg   NaN     11,234   \n",
       "28813                         BayArena, Leverkusen   NaN     28,504   \n",
       "28814      Tofiq Bahramov Republican Stadium, Baku   NaN     28,515   \n",
       "\n",
       "      estimatedDate  \n",
       "7664            NaN  \n",
       "7665            NaN  \n",
       "7666            NaN  \n",
       "7667            NaN  \n",
       "7668            NaN  \n",
       "...             ...  \n",
       "28810           NaN  \n",
       "28811           NaN  \n",
       "28812           NaN  \n",
       "28813           NaN  \n",
       "28814           NaN  \n",
       "\n",
       "[6870 rows x 13 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['phase'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "69f7e311",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['attendance'] = df['attendance'].apply(lambda x: str(x).split('[')[0].replace(',',''))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c3cf7cd5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['score'] = df['score'].apply(lambda x: x.replace('–','-').split('[')[0].split('(')[0].strip().replace('\\n','').replace(' ',''))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ead2f097",
   "metadata": {},
   "outputs": [],
   "source": [
    "def denumber(x):\n",
    "    if isinstance(x, str):\n",
    "        while x[-1] in ['0','1','2','3','4','5','6','7','8','9']:\n",
    "            x = x[:-1]\n",
    "        return x.strip()\n",
    "    else:\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "df2201c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def tell_competition(x):\n",
    "    x = str(x)\n",
    "    if \"Cup Winners\" in x:\n",
    "        return \"CWC\"\n",
    "    elif (\"European Cup\" in x) and ('Winners') not in x:\n",
    "        return \"UCL\"\n",
    "    elif \"Champions League\" in x:\n",
    "        return \"UCL\"\n",
    "    elif (\"UEFA Cup\" in x) and ('Winners') not in x:\n",
    "        return \"EL\"\n",
    "    elif \"Europa League\" in x:\n",
    "        return \"EL\"\n",
    "    elif \"Conference League\" in x:\n",
    "        return \"UECL\"\n",
    "    elif \"Inter-Cities Fairs Cup\" in x:\n",
    "        return \"ICFC\"\n",
    "    elif \"Intertoto\" in x:\n",
    "        return \"Intertoto\"\n",
    "    else:\n",
    "        print(x)\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bc4302ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "def tell_season(x):\n",
    "    x = str(x)\n",
    "    x = x.replace('%E2%80%93','-')\n",
    "    try:\n",
    "        season = re.search('\\d{4}.{0,2}\\d{0,4}',x).group()\n",
    "        season = season.replace('–','-').strip()\n",
    "        if len(season) == 9:\n",
    "            season = season[0:5] + season[-2:]\n",
    "        elif len(season) == 4:\n",
    "            season = f\"{int(season) - 1}-{season[-2:]}\"\n",
    "        return season\n",
    "    except:\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7b728ef6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1970-71'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tell_season('1970%E2%80%9371 European Cup Winners%27 Cup')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "46baf84e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2004-05'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tell_season('2004%E2%80%9305_UEFA_Cup_qualifying_rounds')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c7498f54",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['competitonOriginal'] = df['competition']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c3fd2242",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['competition'] = df['competitonOriginal'].apply(lambda x: tell_competition(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "21fdf078",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['season'] = df['competitonOriginal'].apply(lambda x: tell_season(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ed1052b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['location'] = df['location'].apply(lambda x: denumber(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "744274d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['date'] = pd.to_datetime(df['date'], errors='coerce')\n",
    "df['estimatedDate'] = pd.to_datetime(df['estimatedDate'], errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c7413a16",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['attendance'] = df['attendance'].apply(lambda x: str(x).replace(' ',''))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f5c0b306",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['attendance'] = pd.to_numeric(df['attendance'], errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c2892104",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b2268924",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.replace(\"1932-04-14\",\"1966-04-14\")\n",
    "df = df.replace('Georgia (country)','Georgia')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "03aa15a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[df['homeTeamUrl'] == 'Bohemian_F.C.', 'homeTeam'] = 'Bohemian F.C.'\n",
    "df.loc[df['awayTeamUrl'] == 'Bohemian_F.C.', 'awayTeam'] = 'Bohemian F.C.'\n",
    "df.loc[(df['homeTeam'].str.contains('Bohemia',na=False)) & (df['homeTeamCountry'] == 'Republic of Ireland'), 'homeTeam'] = 'Bohemian F.C.'\n",
    "df.loc[(df['awayTeam'].str.contains('Bohemia',na=False)) & (df['awayTeamCountry'] == 'Republic of Ireland'), 'awayTeam'] = 'Bohemian F.C.'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e3bd78ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[df['homeTeam'] != 'TBD']\n",
    "df = df[df['awayTeam'] != 'TBD']\n",
    "df = df[df['homeTeam'] != '']\n",
    "df = df[df['awayTeam'] != '']\n",
    "df = df[df['score'] != 'Cancelled']\n",
    "df = df[df['score'] != 'v']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9a0ed8e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "score\n",
       "3                         14\n",
       "6-3                       14\n",
       "0-8                       13\n",
       "1-7                       13\n",
       "0-3Awarded                11\n",
       "9-1                       10\n",
       "2-7                        7\n",
       "5-4                        7\n",
       "-                          6\n",
       "10-1                       6\n",
       "8-2                        6\n",
       "0-9                        5\n",
       "11-0                       5\n",
       "3-0Awarded                 5\n",
       "3-6                        5\n",
       "4                          4\n",
       "1-8                        3\n",
       "10-2                       3\n",
       "7-3                        3\n",
       "0-10                       2\n",
       "1-10                       2\n",
       "12-0                       2\n",
       "13-0                       2\n",
       "16-1                       2\n",
       "2-12                       2\n",
       "2-8                        2\n",
       "8-3                        2\n",
       "9-2                        2\n",
       "Annulled                   2\n",
       "n/a                        2\n",
       "w/o                        2\n",
       "0-11                       1\n",
       "0-12                       1\n",
       "0-1Annulled                1\n",
       "0-1Awarded                 1\n",
       "01-2                       1\n",
       "1-1Decidedbyacoinflip.     1\n",
       "1-9                        1\n",
       "11-1                       1\n",
       "11-3                       1\n",
       "12-2                       1\n",
       "14-0                       1\n",
       "2-10                       1\n",
       "2-9                        1\n",
       "21-2                       1\n",
       "3-7                        1\n",
       "4-5                        1\n",
       "4-6                        1\n",
       "6-4                        1\n",
       "6-6                        1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('score').size().nlargest(100).tail(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d6b05521",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competition</th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>homeTeam</th>\n",
       "      <th>homeTeamCountry</th>\n",
       "      <th>homeTeamUrl</th>\n",
       "      <th>awayTeam</th>\n",
       "      <th>awayTeamCountry</th>\n",
       "      <th>awayTeamUrl</th>\n",
       "      <th>location</th>\n",
       "      <th>phase</th>\n",
       "      <th>attendance</th>\n",
       "      <th>estimatedDate</th>\n",
       "      <th>competitonOriginal</th>\n",
       "      <th>season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7664</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1991-09-18</td>\n",
       "      <td>3-0</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Spain</td>\n",
       "      <td>FC_Barcelona</td>\n",
       "      <td>Hansa Rostock</td>\n",
       "      <td>East Germany</td>\n",
       "      <td>F.C._Hansa_Rostock</td>\n",
       "      <td>Estadi del Futbol Club Barcelona, Barcelona</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1991%E2%80%9392 European Cup first round</td>\n",
       "      <td>1991-92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7665</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1991-10-02</td>\n",
       "      <td>1-0</td>\n",
       "      <td>Hansa Rostock</td>\n",
       "      <td>East Germany</td>\n",
       "      <td>FC_Hansa_Rostock</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Spain</td>\n",
       "      <td>FC_Barcelona</td>\n",
       "      <td>Ostseestadion, Rostock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8500.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1991%E2%80%9392 European Cup first round</td>\n",
       "      <td>1991-92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7666</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1991-09-17</td>\n",
       "      <td>2-0</td>\n",
       "      <td>Kaiserslautern</td>\n",
       "      <td>Germany</td>\n",
       "      <td>1._FC_Kaiserslautern</td>\n",
       "      <td>Etar Veliko Tarnovo</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>FC_Etar_(Veliko_Tarnovo)</td>\n",
       "      <td>Fritz-Walter-Stadion, Kaiserslautern</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24698.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1991%E2%80%9392 European Cup first round</td>\n",
       "      <td>1991-92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7667</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1991-10-02</td>\n",
       "      <td>1-1</td>\n",
       "      <td>Etar Veliko Tarnovo</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>FC_Etar_(Veliko_Tarnovo)</td>\n",
       "      <td>Kaiserslautern</td>\n",
       "      <td>Germany</td>\n",
       "      <td>1._FC_Kaiserslautern</td>\n",
       "      <td>Stadion Ivaylo, Veliko Tarnovo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6492.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1991%E2%80%9392 European Cup first round</td>\n",
       "      <td>1991-92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7668</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1991-09-18</td>\n",
       "      <td>0-5</td>\n",
       "      <td>Union Luxembourg</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>Union_Luxembourg</td>\n",
       "      <td>Marseille</td>\n",
       "      <td>France</td>\n",
       "      <td>Olympique_de_Marseille</td>\n",
       "      <td>Stade Josy Barthel, Luxembourg City</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7618.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1991%E2%80%9392 European Cup first round</td>\n",
       "      <td>1991-92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28810</th>\n",
       "      <td>EL</td>\n",
       "      <td>2023-11-09</td>\n",
       "      <td>1-3</td>\n",
       "      <td>BK Häcken</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>BK_H%C3%A4cken</td>\n",
       "      <td>Molde</td>\n",
       "      <td>Norway</td>\n",
       "      <td>Molde_FK</td>\n",
       "      <td>Ullevi, Gothenburg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5106.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League group stage</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28811</th>\n",
       "      <td>EL</td>\n",
       "      <td>2023-11-30</td>\n",
       "      <td>2-2</td>\n",
       "      <td>Molde</td>\n",
       "      <td>Norway</td>\n",
       "      <td>Molde_FK</td>\n",
       "      <td>Qarabağ</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>Qaraba%C4%9F_FK</td>\n",
       "      <td>Aker Stadion, Molde</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5291.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League group stage</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28812</th>\n",
       "      <td>EL</td>\n",
       "      <td>2023-11-30</td>\n",
       "      <td>0-2</td>\n",
       "      <td>BK Häcken</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>BK_H%C3%A4cken</td>\n",
       "      <td>Bayer Leverkusen</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Bayer_04_Leverkusen</td>\n",
       "      <td>Ullevi, Gothenburg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11234.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League group stage</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28813</th>\n",
       "      <td>EL</td>\n",
       "      <td>2023-12-14</td>\n",
       "      <td>5-1</td>\n",
       "      <td>Bayer Leverkusen</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Bayer_04_Leverkusen</td>\n",
       "      <td>Molde</td>\n",
       "      <td>Norway</td>\n",
       "      <td>Molde_FK</td>\n",
       "      <td>BayArena, Leverkusen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28504.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League group stage</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28814</th>\n",
       "      <td>EL</td>\n",
       "      <td>2023-12-14</td>\n",
       "      <td>2-1</td>\n",
       "      <td>Qarabağ</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>Qaraba%C4%9F_FK</td>\n",
       "      <td>BK Häcken</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>BK_H%C3%A4cken</td>\n",
       "      <td>Tofiq Bahramov Republican Stadium, Baku</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28515.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League group stage</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6869 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      competition       date score             homeTeam homeTeamCountry  \\\n",
       "7664          UCL 1991-09-18   3-0            Barcelona           Spain   \n",
       "7665          UCL 1991-10-02   1-0        Hansa Rostock    East Germany   \n",
       "7666          UCL 1991-09-17   2-0       Kaiserslautern         Germany   \n",
       "7667          UCL 1991-10-02   1-1  Etar Veliko Tarnovo        Bulgaria   \n",
       "7668          UCL 1991-09-18   0-5     Union Luxembourg      Luxembourg   \n",
       "...           ...        ...   ...                  ...             ...   \n",
       "28810          EL 2023-11-09   1-3            BK Häcken          Sweden   \n",
       "28811          EL 2023-11-30   2-2                Molde          Norway   \n",
       "28812          EL 2023-11-30   0-2            BK Häcken          Sweden   \n",
       "28813          EL 2023-12-14   5-1     Bayer Leverkusen         Germany   \n",
       "28814          EL 2023-12-14   2-1              Qarabağ      Azerbaijan   \n",
       "\n",
       "                    homeTeamUrl             awayTeam awayTeamCountry  \\\n",
       "7664               FC_Barcelona        Hansa Rostock    East Germany   \n",
       "7665           FC_Hansa_Rostock            Barcelona           Spain   \n",
       "7666       1._FC_Kaiserslautern  Etar Veliko Tarnovo        Bulgaria   \n",
       "7667   FC_Etar_(Veliko_Tarnovo)       Kaiserslautern         Germany   \n",
       "7668           Union_Luxembourg            Marseille          France   \n",
       "...                         ...                  ...             ...   \n",
       "28810            BK_H%C3%A4cken                Molde          Norway   \n",
       "28811                  Molde_FK              Qarabağ      Azerbaijan   \n",
       "28812            BK_H%C3%A4cken     Bayer Leverkusen         Germany   \n",
       "28813       Bayer_04_Leverkusen                Molde          Norway   \n",
       "28814           Qaraba%C4%9F_FK            BK Häcken          Sweden   \n",
       "\n",
       "                    awayTeamUrl                                     location  \\\n",
       "7664         F.C._Hansa_Rostock  Estadi del Futbol Club Barcelona, Barcelona   \n",
       "7665               FC_Barcelona                       Ostseestadion, Rostock   \n",
       "7666   FC_Etar_(Veliko_Tarnovo)         Fritz-Walter-Stadion, Kaiserslautern   \n",
       "7667       1._FC_Kaiserslautern               Stadion Ivaylo, Veliko Tarnovo   \n",
       "7668     Olympique_de_Marseille          Stade Josy Barthel, Luxembourg City   \n",
       "...                         ...                                          ...   \n",
       "28810                  Molde_FK                           Ullevi, Gothenburg   \n",
       "28811           Qaraba%C4%9F_FK                          Aker Stadion, Molde   \n",
       "28812       Bayer_04_Leverkusen                           Ullevi, Gothenburg   \n",
       "28813                  Molde_FK                         BayArena, Leverkusen   \n",
       "28814            BK_H%C3%A4cken      Tofiq Bahramov Republican Stadium, Baku   \n",
       "\n",
       "      phase  attendance estimatedDate  \\\n",
       "7664    NaN     78000.0           NaT   \n",
       "7665    NaN      8500.0           NaT   \n",
       "7666    NaN     24698.0           NaT   \n",
       "7667    NaN      6492.0           NaT   \n",
       "7668    NaN      7618.0           NaT   \n",
       "...     ...         ...           ...   \n",
       "28810   NaN      5106.0           NaT   \n",
       "28811   NaN      5291.0           NaT   \n",
       "28812   NaN     11234.0           NaT   \n",
       "28813   NaN     28504.0           NaT   \n",
       "28814   NaN     28515.0           NaT   \n",
       "\n",
       "                                   competitonOriginal   season  \n",
       "7664         1991%E2%80%9392 European Cup first round  1991-92  \n",
       "7665         1991%E2%80%9392 European Cup first round  1991-92  \n",
       "7666         1991%E2%80%9392 European Cup first round  1991-92  \n",
       "7667         1991%E2%80%9392 European Cup first round  1991-92  \n",
       "7668         1991%E2%80%9392 European Cup first round  1991-92  \n",
       "...                                               ...      ...  \n",
       "28810  2023%E2%80%9324 UEFA Europa League group stage  2023-24  \n",
       "28811  2023%E2%80%9324 UEFA Europa League group stage  2023-24  \n",
       "28812  2023%E2%80%9324 UEFA Europa League group stage  2023-24  \n",
       "28813  2023%E2%80%9324 UEFA Europa League group stage  2023-24  \n",
       "28814  2023%E2%80%9324 UEFA Europa League group stage  2023-24  \n",
       "\n",
       "[6869 rows x 15 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['phase'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f724ba64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competition</th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>homeTeam</th>\n",
       "      <th>homeTeamCountry</th>\n",
       "      <th>homeTeamUrl</th>\n",
       "      <th>awayTeam</th>\n",
       "      <th>awayTeamCountry</th>\n",
       "      <th>awayTeamUrl</th>\n",
       "      <th>location</th>\n",
       "      <th>phase</th>\n",
       "      <th>attendance</th>\n",
       "      <th>estimatedDate</th>\n",
       "      <th>competitonOriginal</th>\n",
       "      <th>season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28894</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1-3</td>\n",
       "      <td>Žalgiris</td>\n",
       "      <td>Lithuania</td>\n",
       "      <td>FK_%C5%BDalgiris</td>\n",
       "      <td>BK Häcken</td>\n",
       "      <td>Sweden</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28895</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>5-0</td>\n",
       "      <td>BK Häcken</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>BK_H%C3%A4cken</td>\n",
       "      <td>Žalgiris</td>\n",
       "      <td>Lithuania</td>\n",
       "      <td>FK_%C5%BDalgiris</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28896</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-1</td>\n",
       "      <td>Qarabağ</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>Qaraba%C4%9F_FK</td>\n",
       "      <td>HJK</td>\n",
       "      <td>Finland</td>\n",
       "      <td>Helsingin_Jalkapalloklubi</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28897</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1-2</td>\n",
       "      <td>HJK</td>\n",
       "      <td>Finland</td>\n",
       "      <td>Helsingin_Jalkapalloklubi</td>\n",
       "      <td>Qarabağ</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>Qaraba%C4%9F_FK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28898</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>6-2</td>\n",
       "      <td>Zrinjski Mostar</td>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>H%C5%A0K_Zrinjski_Mostar</td>\n",
       "      <td>Breiðablik</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>Brei%C3%B0ablik_men%27s_football</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28899</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1-0</td>\n",
       "      <td>Breiðablik</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>Brei%C3%B0ablik_men%27s_football</td>\n",
       "      <td>Zrinjski Mostar</td>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>H%C5%A0K_Zrinjski_Mostar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28900</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>5-1</td>\n",
       "      <td>Sheriff Tiraspol</td>\n",
       "      <td>Moldova</td>\n",
       "      <td>FC_Sheriff_Tiraspol</td>\n",
       "      <td>BATE Borisov</td>\n",
       "      <td>Belarus</td>\n",
       "      <td>FC_BATE_Borisov</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28901</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-2</td>\n",
       "      <td>BATE Borisov</td>\n",
       "      <td>Belarus</td>\n",
       "      <td>FC_BATE_Borisov</td>\n",
       "      <td>Sheriff Tiraspol</td>\n",
       "      <td>Moldova</td>\n",
       "      <td>FC_Sheriff_Tiraspol</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28902</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-1</td>\n",
       "      <td>Astana</td>\n",
       "      <td>Kazakhstan</td>\n",
       "      <td>FC_Astana</td>\n",
       "      <td>Ludogorets Razgrad</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>PFC_Ludogorets_Razgrad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28903</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>5-1</td>\n",
       "      <td>Ludogorets Razgrad</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>PFC_Ludogorets_Razgrad</td>\n",
       "      <td>Astana</td>\n",
       "      <td>Kazakhstan</td>\n",
       "      <td>FC_Astana</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28904</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1-0</td>\n",
       "      <td>Olympiacos</td>\n",
       "      <td>Greece</td>\n",
       "      <td>Olympiacos_F.C.</td>\n",
       "      <td>Genk</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>K.R.C._Genk</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28905</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1-1</td>\n",
       "      <td>Genk</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>K.R.C._Genk</td>\n",
       "      <td>Olympiacos</td>\n",
       "      <td>Greece</td>\n",
       "      <td>Olympiacos_F.C.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28906</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>3-0</td>\n",
       "      <td>Slavia Prague</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>SK_Slavia_Prague</td>\n",
       "      <td>Dnipro-1</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>SC_Dnipro-1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28907</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1-1</td>\n",
       "      <td>Dnipro-1</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>SC_Dnipro-1</td>\n",
       "      <td>Slavia Prague</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>SK_Slavia_Prague</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-10</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28908</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-0</td>\n",
       "      <td>Slavia Prague</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>SK_Slavia_Prague</td>\n",
       "      <td>Zorya Luhansk</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>FC_Zorya_Luhansk</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28909</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-1</td>\n",
       "      <td>Zorya Luhansk</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>FC_Zorya_Luhansk</td>\n",
       "      <td>Slavia Prague</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>SK_Slavia_Prague</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28910</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>3-1</td>\n",
       "      <td>Olympiacos</td>\n",
       "      <td>Greece</td>\n",
       "      <td>Olympiacos_F.C.</td>\n",
       "      <td>Čukarički</td>\n",
       "      <td>Serbia</td>\n",
       "      <td>FK_%C4%8Cukari%C4%8Dki</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28911</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0-3</td>\n",
       "      <td>Čukarički</td>\n",
       "      <td>Serbia</td>\n",
       "      <td>FK_%C4%8Cukari%C4%8Dki</td>\n",
       "      <td>Olympiacos</td>\n",
       "      <td>Greece</td>\n",
       "      <td>Olympiacos_F.C.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28912</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-0</td>\n",
       "      <td>Union Saint-Gilloise</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>Royale_Union_Saint-Gilloise</td>\n",
       "      <td>Lugano</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>FC_Lugano</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28913</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0-1</td>\n",
       "      <td>Lugano</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>FC_Lugano</td>\n",
       "      <td>Union Saint-Gilloise</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>Royale_Union_Saint-Gilloise</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28914</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1-4</td>\n",
       "      <td>Ludogorets Razgrad</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>PFC_Ludogorets_Razgrad</td>\n",
       "      <td>Ajax</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>AFC_Ajax</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28915</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0-1</td>\n",
       "      <td>Ajax</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>AFC_Ajax</td>\n",
       "      <td>Ludogorets Razgrad</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>PFC_Ludogorets_Razgrad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28916</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-2</td>\n",
       "      <td>BK Häcken</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>BK_H%C3%A4cken</td>\n",
       "      <td>Aberdeen</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Aberdeen_F.C.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28917</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1-3</td>\n",
       "      <td>Aberdeen</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Aberdeen_F.C.</td>\n",
       "      <td>BK Häcken</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>BK_H%C3%A4cken</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28918</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-1</td>\n",
       "      <td>LASK</td>\n",
       "      <td>Austria</td>\n",
       "      <td>LASK</td>\n",
       "      <td>Zrinjski Mostar</td>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>H%C5%A0K_Zrinjski_Mostar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28919</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1-1</td>\n",
       "      <td>Zrinjski Mostar</td>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>H%C5%A0K_Zrinjski_Mostar</td>\n",
       "      <td>LASK</td>\n",
       "      <td>Austria</td>\n",
       "      <td>LASK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28920</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1-1</td>\n",
       "      <td>KÍ</td>\n",
       "      <td>Faroe Islands</td>\n",
       "      <td>Klaksv%C3%ADkar_%C3%8Dtr%C3%B3ttarfelag</td>\n",
       "      <td>Sheriff Tiraspol</td>\n",
       "      <td>Moldova</td>\n",
       "      <td>FC_Sheriff_Tiraspol</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28921</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-1</td>\n",
       "      <td>Sheriff Tiraspol</td>\n",
       "      <td>Moldova</td>\n",
       "      <td>FC_Sheriff_Tiraspol</td>\n",
       "      <td>KÍ</td>\n",
       "      <td>Faroe Islands</td>\n",
       "      <td>Klaksv%C3%ADkar_%C3%8Dtr%C3%B3ttarfelag</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28922</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0-2</td>\n",
       "      <td>Olimpija Ljubljana</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>NK_Olimpija_Ljubljana</td>\n",
       "      <td>Qarabağ</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>Qaraba%C4%9F_FK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28923</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1-1</td>\n",
       "      <td>Qarabağ</td>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>Qaraba%C4%9F_FK</td>\n",
       "      <td>Olimpija Ljubljana</td>\n",
       "      <td>Slovenia</td>\n",
       "      <td>NK_Olimpija_Ljubljana</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28924</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-1</td>\n",
       "      <td>Slovan Bratislava</td>\n",
       "      <td>Slovakia</td>\n",
       "      <td>%C5%A0K_Slovan_Bratislava</td>\n",
       "      <td>Aris Limassol</td>\n",
       "      <td>Cyprus</td>\n",
       "      <td>Aris_Limassol_FC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28925</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>6-2</td>\n",
       "      <td>Aris Limassol</td>\n",
       "      <td>Cyprus</td>\n",
       "      <td>Aris_Limassol_FC</td>\n",
       "      <td>Slovan Bratislava</td>\n",
       "      <td>Slovakia</td>\n",
       "      <td>%C5%A0K_Slovan_Bratislava</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28926</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>3-1</td>\n",
       "      <td>Dinamo Zagreb</td>\n",
       "      <td>Croatia</td>\n",
       "      <td>GNK_Dinamo_Zagreb</td>\n",
       "      <td>Sparta Prague</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>AC_Sparta_Prague</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28927</th>\n",
       "      <td>EL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>4-1</td>\n",
       "      <td>Sparta Prague</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>AC_Sparta_Prague</td>\n",
       "      <td>Dinamo Zagreb</td>\n",
       "      <td>Croatia</td>\n",
       "      <td>GNK_Dinamo_Zagreb</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Summary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-08-24</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa League qualifying ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      competition date score              homeTeam         homeTeamCountry  \\\n",
       "28894          EL  NaT   1-3              Žalgiris               Lithuania   \n",
       "28895          EL  NaT   5-0             BK Häcken                  Sweden   \n",
       "28896          EL  NaT   2-1               Qarabağ              Azerbaijan   \n",
       "28897          EL  NaT   1-2                   HJK                 Finland   \n",
       "28898          EL  NaT   6-2       Zrinjski Mostar  Bosnia and Herzegovina   \n",
       "28899          EL  NaT   1-0            Breiðablik                 Iceland   \n",
       "28900          EL  NaT   5-1      Sheriff Tiraspol                 Moldova   \n",
       "28901          EL  NaT   2-2          BATE Borisov                 Belarus   \n",
       "28902          EL  NaT   2-1                Astana              Kazakhstan   \n",
       "28903          EL  NaT   5-1    Ludogorets Razgrad                Bulgaria   \n",
       "28904          EL  NaT   1-0            Olympiacos                  Greece   \n",
       "28905          EL  NaT   1-1                  Genk                 Belgium   \n",
       "28906          EL  NaT   3-0         Slavia Prague          Czech Republic   \n",
       "28907          EL  NaT   1-1              Dnipro-1                 Ukraine   \n",
       "28908          EL  NaT   2-0         Slavia Prague          Czech Republic   \n",
       "28909          EL  NaT   2-1         Zorya Luhansk                 Ukraine   \n",
       "28910          EL  NaT   3-1            Olympiacos                  Greece   \n",
       "28911          EL  NaT   0-3             Čukarički                  Serbia   \n",
       "28912          EL  NaT   2-0  Union Saint-Gilloise                 Belgium   \n",
       "28913          EL  NaT   0-1                Lugano             Switzerland   \n",
       "28914          EL  NaT   1-4    Ludogorets Razgrad                Bulgaria   \n",
       "28915          EL  NaT   0-1                  Ajax             Netherlands   \n",
       "28916          EL  NaT   2-2             BK Häcken                  Sweden   \n",
       "28917          EL  NaT   1-3              Aberdeen                Scotland   \n",
       "28918          EL  NaT   2-1                  LASK                 Austria   \n",
       "28919          EL  NaT   1-1       Zrinjski Mostar  Bosnia and Herzegovina   \n",
       "28920          EL  NaT   1-1                    KÍ           Faroe Islands   \n",
       "28921          EL  NaT   2-1      Sheriff Tiraspol                 Moldova   \n",
       "28922          EL  NaT   0-2    Olimpija Ljubljana                Slovenia   \n",
       "28923          EL  NaT   1-1               Qarabağ              Azerbaijan   \n",
       "28924          EL  NaT   2-1     Slovan Bratislava                Slovakia   \n",
       "28925          EL  NaT   6-2         Aris Limassol                  Cyprus   \n",
       "28926          EL  NaT   3-1         Dinamo Zagreb                 Croatia   \n",
       "28927          EL  NaT   4-1         Sparta Prague          Czech Republic   \n",
       "\n",
       "                                   homeTeamUrl              awayTeam  \\\n",
       "28894                         FK_%C5%BDalgiris             BK Häcken   \n",
       "28895                           BK_H%C3%A4cken              Žalgiris   \n",
       "28896                          Qaraba%C4%9F_FK                   HJK   \n",
       "28897                Helsingin_Jalkapalloklubi               Qarabağ   \n",
       "28898                 H%C5%A0K_Zrinjski_Mostar            Breiðablik   \n",
       "28899         Brei%C3%B0ablik_men%27s_football       Zrinjski Mostar   \n",
       "28900                      FC_Sheriff_Tiraspol          BATE Borisov   \n",
       "28901                          FC_BATE_Borisov      Sheriff Tiraspol   \n",
       "28902                                FC_Astana    Ludogorets Razgrad   \n",
       "28903                   PFC_Ludogorets_Razgrad                Astana   \n",
       "28904                          Olympiacos_F.C.                  Genk   \n",
       "28905                              K.R.C._Genk            Olympiacos   \n",
       "28906                         SK_Slavia_Prague              Dnipro-1   \n",
       "28907                              SC_Dnipro-1         Slavia Prague   \n",
       "28908                         SK_Slavia_Prague         Zorya Luhansk   \n",
       "28909                         FC_Zorya_Luhansk         Slavia Prague   \n",
       "28910                          Olympiacos_F.C.             Čukarički   \n",
       "28911                   FK_%C4%8Cukari%C4%8Dki            Olympiacos   \n",
       "28912              Royale_Union_Saint-Gilloise                Lugano   \n",
       "28913                                FC_Lugano  Union Saint-Gilloise   \n",
       "28914                   PFC_Ludogorets_Razgrad                  Ajax   \n",
       "28915                                 AFC_Ajax    Ludogorets Razgrad   \n",
       "28916                           BK_H%C3%A4cken              Aberdeen   \n",
       "28917                            Aberdeen_F.C.             BK Häcken   \n",
       "28918                                     LASK       Zrinjski Mostar   \n",
       "28919                 H%C5%A0K_Zrinjski_Mostar                  LASK   \n",
       "28920  Klaksv%C3%ADkar_%C3%8Dtr%C3%B3ttarfelag      Sheriff Tiraspol   \n",
       "28921                      FC_Sheriff_Tiraspol                    KÍ   \n",
       "28922                    NK_Olimpija_Ljubljana               Qarabağ   \n",
       "28923                          Qaraba%C4%9F_FK    Olimpija Ljubljana   \n",
       "28924                %C5%A0K_Slovan_Bratislava         Aris Limassol   \n",
       "28925                         Aris_Limassol_FC     Slovan Bratislava   \n",
       "28926                        GNK_Dinamo_Zagreb         Sparta Prague   \n",
       "28927                         AC_Sparta_Prague         Dinamo Zagreb   \n",
       "\n",
       "              awayTeamCountry                              awayTeamUrl  \\\n",
       "28894                  Sweden                           BK_H%C3%A4cken   \n",
       "28895               Lithuania                         FK_%C5%BDalgiris   \n",
       "28896                 Finland                Helsingin_Jalkapalloklubi   \n",
       "28897              Azerbaijan                          Qaraba%C4%9F_FK   \n",
       "28898                 Iceland         Brei%C3%B0ablik_men%27s_football   \n",
       "28899  Bosnia and Herzegovina                 H%C5%A0K_Zrinjski_Mostar   \n",
       "28900                 Belarus                          FC_BATE_Borisov   \n",
       "28901                 Moldova                      FC_Sheriff_Tiraspol   \n",
       "28902                Bulgaria                   PFC_Ludogorets_Razgrad   \n",
       "28903              Kazakhstan                                FC_Astana   \n",
       "28904                 Belgium                              K.R.C._Genk   \n",
       "28905                  Greece                          Olympiacos_F.C.   \n",
       "28906                 Ukraine                              SC_Dnipro-1   \n",
       "28907          Czech Republic                         SK_Slavia_Prague   \n",
       "28908                 Ukraine                         FC_Zorya_Luhansk   \n",
       "28909          Czech Republic                         SK_Slavia_Prague   \n",
       "28910                  Serbia                   FK_%C4%8Cukari%C4%8Dki   \n",
       "28911                  Greece                          Olympiacos_F.C.   \n",
       "28912             Switzerland                                FC_Lugano   \n",
       "28913                 Belgium              Royale_Union_Saint-Gilloise   \n",
       "28914             Netherlands                                 AFC_Ajax   \n",
       "28915                Bulgaria                   PFC_Ludogorets_Razgrad   \n",
       "28916                Scotland                            Aberdeen_F.C.   \n",
       "28917                  Sweden                           BK_H%C3%A4cken   \n",
       "28918  Bosnia and Herzegovina                 H%C5%A0K_Zrinjski_Mostar   \n",
       "28919                 Austria                                     LASK   \n",
       "28920                 Moldova                      FC_Sheriff_Tiraspol   \n",
       "28921           Faroe Islands  Klaksv%C3%ADkar_%C3%8Dtr%C3%B3ttarfelag   \n",
       "28922              Azerbaijan                          Qaraba%C4%9F_FK   \n",
       "28923                Slovenia                    NK_Olimpija_Ljubljana   \n",
       "28924                  Cyprus                         Aris_Limassol_FC   \n",
       "28925                Slovakia                %C5%A0K_Slovan_Bratislava   \n",
       "28926          Czech Republic                         AC_Sparta_Prague   \n",
       "28927                 Croatia                        GNK_Dinamo_Zagreb   \n",
       "\n",
       "      location    phase  attendance estimatedDate  \\\n",
       "28894      NaN  Summary         NaN    2023-08-10   \n",
       "28895      NaN  Summary         NaN    2023-08-10   \n",
       "28896      NaN  Summary         NaN    2023-08-10   \n",
       "28897      NaN  Summary         NaN    2023-08-10   \n",
       "28898      NaN  Summary         NaN    2023-08-10   \n",
       "28899      NaN  Summary         NaN    2023-08-10   \n",
       "28900      NaN  Summary         NaN    2023-08-10   \n",
       "28901      NaN  Summary         NaN    2023-08-10   \n",
       "28902      NaN  Summary         NaN    2023-08-10   \n",
       "28903      NaN  Summary         NaN    2023-08-10   \n",
       "28904      NaN  Summary         NaN    2023-08-10   \n",
       "28905      NaN  Summary         NaN    2023-08-10   \n",
       "28906      NaN  Summary         NaN    2023-08-10   \n",
       "28907      NaN  Summary         NaN    2023-08-10   \n",
       "28908      NaN  Summary         NaN    2023-08-24   \n",
       "28909      NaN  Summary         NaN    2023-08-24   \n",
       "28910      NaN  Summary         NaN    2023-08-24   \n",
       "28911      NaN  Summary         NaN    2023-08-24   \n",
       "28912      NaN  Summary         NaN    2023-08-24   \n",
       "28913      NaN  Summary         NaN    2023-08-24   \n",
       "28914      NaN  Summary         NaN    2023-08-24   \n",
       "28915      NaN  Summary         NaN    2023-08-24   \n",
       "28916      NaN  Summary         NaN    2023-08-24   \n",
       "28917      NaN  Summary         NaN    2023-08-24   \n",
       "28918      NaN  Summary         NaN    2023-08-24   \n",
       "28919      NaN  Summary         NaN    2023-08-24   \n",
       "28920      NaN  Summary         NaN    2023-08-24   \n",
       "28921      NaN  Summary         NaN    2023-08-24   \n",
       "28922      NaN  Summary         NaN    2023-08-24   \n",
       "28923      NaN  Summary         NaN    2023-08-24   \n",
       "28924      NaN  Summary         NaN    2023-08-24   \n",
       "28925      NaN  Summary         NaN    2023-08-24   \n",
       "28926      NaN  Summary         NaN    2023-08-24   \n",
       "28927      NaN  Summary         NaN    2023-08-24   \n",
       "\n",
       "                                      competitonOriginal   season  \n",
       "28894  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28895  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28896  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28897  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28898  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28899  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28900  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28901  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28902  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28903  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28904  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28905  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28906  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28907  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28908  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28909  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28910  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28911  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28912  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28913  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28914  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28915  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28916  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28917  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28918  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28919  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28920  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28921  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28922  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28923  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28924  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28925  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28926  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  \n",
       "28927  2023%E2%80%9324 UEFA Europa League qualifying ...  2023-24  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['phase'] == 'Summary']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "db619a60",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['phase'] = df['phase'].apply(lambda x: str(x).lower().replace('–','-'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "1ac73fa6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competition</th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>homeTeam</th>\n",
       "      <th>homeTeamCountry</th>\n",
       "      <th>homeTeamUrl</th>\n",
       "      <th>awayTeam</th>\n",
       "      <th>awayTeamCountry</th>\n",
       "      <th>awayTeamUrl</th>\n",
       "      <th>location</th>\n",
       "      <th>phase</th>\n",
       "      <th>attendance</th>\n",
       "      <th>estimatedDate</th>\n",
       "      <th>competitonOriginal</th>\n",
       "      <th>season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-09-04</td>\n",
       "      <td>3-3</td>\n",
       "      <td>Sporting CP</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>Sporting_CP</td>\n",
       "      <td>Partizan</td>\n",
       "      <td>Socialist Federal Republic of Yugoslavia</td>\n",
       "      <td>FK_Partizan</td>\n",
       "      <td>Estádio Nacional, Lisbon</td>\n",
       "      <td>first round</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-09-07</td>\n",
       "      <td>6-3</td>\n",
       "      <td>Vörös Lobogó</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>MTK_Budapest_FC</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>R.S.C._Anderlecht</td>\n",
       "      <td>Népstadion, Budapest</td>\n",
       "      <td>first round</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-09-08</td>\n",
       "      <td>0-2</td>\n",
       "      <td>Servette</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Servette_FC</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_CF</td>\n",
       "      <td>Charmilles Stadium, Geneva</td>\n",
       "      <td>first round</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-09-14</td>\n",
       "      <td>0-4</td>\n",
       "      <td>Rot-Weiss Essen</td>\n",
       "      <td>West Germany</td>\n",
       "      <td>Rot-Weiss_Essen</td>\n",
       "      <td>Hibernian</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Hibernian_F.C.</td>\n",
       "      <td>Georg-Melches-Stadion, Essen</td>\n",
       "      <td>first round</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-09-20</td>\n",
       "      <td>0-0</td>\n",
       "      <td>Djurgården</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Djurg%C3%A5rdens_IF_Fotboll</td>\n",
       "      <td>Gwardia Warsaw</td>\n",
       "      <td>Poland</td>\n",
       "      <td>Gwardia_Warsaw</td>\n",
       "      <td>Stockholm Olympic Stadium, Stockholm</td>\n",
       "      <td>first round</td>\n",
       "      <td>3574.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29345</th>\n",
       "      <td>EL</td>\n",
       "      <td>2024-08-22</td>\n",
       "      <td>4-0</td>\n",
       "      <td>PAOK</td>\n",
       "      <td>Greece</td>\n",
       "      <td>PAOK_FC</td>\n",
       "      <td>Shamrock Rovers</td>\n",
       "      <td>Republic of Ireland</td>\n",
       "      <td>Shamrock_Rovers_F.C.</td>\n",
       "      <td>Toumba Stadium, Thessaloniki</td>\n",
       "      <td>play-off round</td>\n",
       "      <td>13871.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2024–25 UEFA Europa League qualifying phase an...</td>\n",
       "      <td>2024-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29347</th>\n",
       "      <td>EL</td>\n",
       "      <td>2024-08-22</td>\n",
       "      <td>0-0</td>\n",
       "      <td>Ferencváros</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>Ferencv%C3%A1rosi_TC</td>\n",
       "      <td>Borac Banja Luka</td>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>FK_Borac_Banja_Luka</td>\n",
       "      <td>Ferencváros Stadion, Budapest</td>\n",
       "      <td>play-off round</td>\n",
       "      <td>13167.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2024–25 UEFA Europa League qualifying phase an...</td>\n",
       "      <td>2024-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29349</th>\n",
       "      <td>EL</td>\n",
       "      <td>2024-08-22</td>\n",
       "      <td>0-1</td>\n",
       "      <td>Molde</td>\n",
       "      <td>Norway</td>\n",
       "      <td>Molde_FK</td>\n",
       "      <td>Elfsborg</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>IF_Elfsborg</td>\n",
       "      <td>Aker Stadion, Molde</td>\n",
       "      <td>play-off round</td>\n",
       "      <td>4115.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2024–25 UEFA Europa League qualifying phase an...</td>\n",
       "      <td>2024-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29351</th>\n",
       "      <td>EL</td>\n",
       "      <td>2024-08-22</td>\n",
       "      <td>2-1</td>\n",
       "      <td>Braga</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>S.C._Braga</td>\n",
       "      <td>Rapid Wien</td>\n",
       "      <td>Austria</td>\n",
       "      <td>SK_Rapid_Wien</td>\n",
       "      <td>Estádio Municipal, Braga</td>\n",
       "      <td>play-off round</td>\n",
       "      <td>15868.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2024–25 UEFA Europa League qualifying phase an...</td>\n",
       "      <td>2024-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29353</th>\n",
       "      <td>EL</td>\n",
       "      <td>2024-08-22</td>\n",
       "      <td>1-0</td>\n",
       "      <td>Viktoria Plzeň</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>FC_Viktoria_Plze%C5%88</td>\n",
       "      <td>Heart of Midlothian</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Heart_of_Midlothian_F.C.</td>\n",
       "      <td>Doosan Arena, Plzeň</td>\n",
       "      <td>play-off round</td>\n",
       "      <td>10506.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2024–25 UEFA Europa League qualifying phase an...</td>\n",
       "      <td>2024-25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>29292 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      competition       date score         homeTeam homeTeamCountry  \\\n",
       "0             UCL 1955-09-04   3-3      Sporting CP        Portugal   \n",
       "1             UCL 1955-09-07   6-3     Vörös Lobogó         Hungary   \n",
       "2             UCL 1955-09-08   0-2         Servette     Switzerland   \n",
       "3             UCL 1955-09-14   0-4  Rot-Weiss Essen    West Germany   \n",
       "4             UCL 1955-09-20   0-0       Djurgården          Sweden   \n",
       "...           ...        ...   ...              ...             ...   \n",
       "29345          EL 2024-08-22   4-0             PAOK          Greece   \n",
       "29347          EL 2024-08-22   0-0      Ferencváros         Hungary   \n",
       "29349          EL 2024-08-22   0-1            Molde          Norway   \n",
       "29351          EL 2024-08-22   2-1            Braga        Portugal   \n",
       "29353          EL 2024-08-22   1-0   Viktoria Plzeň  Czech Republic   \n",
       "\n",
       "                       homeTeamUrl             awayTeam  \\\n",
       "0                      Sporting_CP             Partizan   \n",
       "1                  MTK_Budapest_FC           Anderlecht   \n",
       "2                      Servette_FC          Real Madrid   \n",
       "3                  Rot-Weiss_Essen            Hibernian   \n",
       "4      Djurg%C3%A5rdens_IF_Fotboll       Gwardia Warsaw   \n",
       "...                            ...                  ...   \n",
       "29345                      PAOK_FC      Shamrock Rovers   \n",
       "29347         Ferencv%C3%A1rosi_TC     Borac Banja Luka   \n",
       "29349                     Molde_FK             Elfsborg   \n",
       "29351                   S.C._Braga           Rapid Wien   \n",
       "29353       FC_Viktoria_Plze%C5%88  Heart of Midlothian   \n",
       "\n",
       "                                awayTeamCountry               awayTeamUrl  \\\n",
       "0      Socialist Federal Republic of Yugoslavia               FK_Partizan   \n",
       "1                                       Belgium         R.S.C._Anderlecht   \n",
       "2                                         Spain            Real_Madrid_CF   \n",
       "3                                      Scotland            Hibernian_F.C.   \n",
       "4                                        Poland            Gwardia_Warsaw   \n",
       "...                                         ...                       ...   \n",
       "29345                       Republic of Ireland      Shamrock_Rovers_F.C.   \n",
       "29347                    Bosnia and Herzegovina       FK_Borac_Banja_Luka   \n",
       "29349                                    Sweden               IF_Elfsborg   \n",
       "29351                                   Austria             SK_Rapid_Wien   \n",
       "29353                                  Scotland  Heart_of_Midlothian_F.C.   \n",
       "\n",
       "                                   location           phase  attendance  \\\n",
       "0                  Estádio Nacional, Lisbon     first round     30000.0   \n",
       "1                      Népstadion, Budapest     first round     35000.0   \n",
       "2                Charmilles Stadium, Geneva     first round      7000.0   \n",
       "3              Georg-Melches-Stadion, Essen     first round      5000.0   \n",
       "4      Stockholm Olympic Stadium, Stockholm     first round      3574.0   \n",
       "...                                     ...             ...         ...   \n",
       "29345          Toumba Stadium, Thessaloniki  play-off round     13871.0   \n",
       "29347         Ferencváros Stadion, Budapest  play-off round     13167.0   \n",
       "29349                   Aker Stadion, Molde  play-off round      4115.0   \n",
       "29351              Estádio Municipal, Braga  play-off round     15868.0   \n",
       "29353                   Doosan Arena, Plzeň  play-off round     10506.0   \n",
       "\n",
       "      estimatedDate                                 competitonOriginal  \\\n",
       "0               NaT                       1955%E2%80%9356 European Cup   \n",
       "1               NaT                       1955%E2%80%9356 European Cup   \n",
       "2               NaT                       1955%E2%80%9356 European Cup   \n",
       "3               NaT                       1955%E2%80%9356 European Cup   \n",
       "4               NaT                       1955%E2%80%9356 European Cup   \n",
       "...             ...                                                ...   \n",
       "29345           NaT  2024–25 UEFA Europa League qualifying phase an...   \n",
       "29347           NaT  2024–25 UEFA Europa League qualifying phase an...   \n",
       "29349           NaT  2024–25 UEFA Europa League qualifying phase an...   \n",
       "29351           NaT  2024–25 UEFA Europa League qualifying phase an...   \n",
       "29353           NaT  2024–25 UEFA Europa League qualifying phase an...   \n",
       "\n",
       "        season  \n",
       "0      1955-56  \n",
       "1      1955-56  \n",
       "2      1955-56  \n",
       "3      1955-56  \n",
       "4      1955-56  \n",
       "...        ...  \n",
       "29345  2024-25  \n",
       "29347  2024-25  \n",
       "29349  2024-25  \n",
       "29351  2024-25  \n",
       "29353  2024-25  \n",
       "\n",
       "[29292 rows x 15 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8f297977",
   "metadata": {},
   "outputs": [],
   "source": [
    "def desummary(row):\n",
    "    if row['phase'] not in ['summary','teams','notes','match','matches','none','nan','round and draw dates','route to the final', 'final']:\n",
    "        return row['phase']\n",
    "    elif (row['phase'] == 'final') & (row['homeTeamCountry'] not in ['Montenegro','Kosovo','Andorra']):\n",
    "        return row['phase']\n",
    "    else:\n",
    "        if 'League' in row['competitonOriginal']:\n",
    "            return row['competitonOriginal'].split('League')[1].strip()\n",
    "        elif 'Cup' in row['competitonOriginal']:\n",
    "            return row['competitonOriginal'].split('Cup')[1].strip()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0b5ef864",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['phase'] = df.apply(lambda x: desummary(x), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "6f115966",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competition</th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>homeTeam</th>\n",
       "      <th>homeTeamCountry</th>\n",
       "      <th>homeTeamUrl</th>\n",
       "      <th>awayTeam</th>\n",
       "      <th>awayTeamCountry</th>\n",
       "      <th>awayTeamUrl</th>\n",
       "      <th>location</th>\n",
       "      <th>phase</th>\n",
       "      <th>attendance</th>\n",
       "      <th>estimatedDate</th>\n",
       "      <th>competitonOriginal</th>\n",
       "      <th>season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [competition, date, score, homeTeam, homeTeamCountry, homeTeamUrl, awayTeam, awayTeamCountry, awayTeamUrl, location, phase, attendance, estimatedDate, competitonOriginal, season]\n",
       "Index: []"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['phase'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "74daf1fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competition</th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>homeTeam</th>\n",
       "      <th>homeTeamCountry</th>\n",
       "      <th>homeTeamUrl</th>\n",
       "      <th>awayTeam</th>\n",
       "      <th>awayTeamCountry</th>\n",
       "      <th>awayTeamUrl</th>\n",
       "      <th>location</th>\n",
       "      <th>phase</th>\n",
       "      <th>attendance</th>\n",
       "      <th>estimatedDate</th>\n",
       "      <th>competitonOriginal</th>\n",
       "      <th>season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [competition, date, score, homeTeam, homeTeamCountry, homeTeamUrl, awayTeam, awayTeamCountry, awayTeamUrl, location, phase, attendance, estimatedDate, competitonOriginal, season]\n",
       "Index: []"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['phase'] == 'route to the final']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b56a8ef2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "phase\n",
       "final                                   214\n",
       "final round                               3\n",
       "finals                                   60\n",
       "first group stage                       384\n",
       "first qualifying round                 2281\n",
       "first round                            5739\n",
       "fourth round                             80\n",
       "group stage                            5457\n",
       "knockout round play-offs                128\n",
       "play-off round                         1245\n",
       "preliminary round                       615\n",
       "qualified teams                         144\n",
       "qualifying match                          2\n",
       "qualifying phase and play-off round      37\n",
       "qualifying round                        694\n",
       "quarter-finals                         1440\n",
       "round of 16                             724\n",
       "round of 32                             542\n",
       "second group stage                      192\n",
       "second qualifying round                2838\n",
       "second round                           2712\n",
       "semi-final round                          6\n",
       "semi-finals                             886\n",
       "third qualifying round                 1948\n",
       "third round                             921\n",
       "dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('phase').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "39409743",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='season'>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 2500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df['competition'] == 'CWC'].groupby('season').size().plot.bar(figsize=(25,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "f7daf531",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competition</th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>homeTeam</th>\n",
       "      <th>homeTeamCountry</th>\n",
       "      <th>homeTeamUrl</th>\n",
       "      <th>awayTeam</th>\n",
       "      <th>awayTeamCountry</th>\n",
       "      <th>awayTeamUrl</th>\n",
       "      <th>location</th>\n",
       "      <th>phase</th>\n",
       "      <th>attendance</th>\n",
       "      <th>estimatedDate</th>\n",
       "      <th>competitonOriginal</th>\n",
       "      <th>season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-09-04</td>\n",
       "      <td>3-3</td>\n",
       "      <td>Sporting CP</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>Sporting_CP</td>\n",
       "      <td>Partizan</td>\n",
       "      <td>Socialist Federal Republic of Yugoslavia</td>\n",
       "      <td>FK_Partizan</td>\n",
       "      <td>Estádio Nacional, Lisbon</td>\n",
       "      <td>first round</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-09-07</td>\n",
       "      <td>6-3</td>\n",
       "      <td>Vörös Lobogó</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>MTK_Budapest_FC</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>R.S.C._Anderlecht</td>\n",
       "      <td>Népstadion, Budapest</td>\n",
       "      <td>first round</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-09-08</td>\n",
       "      <td>0-2</td>\n",
       "      <td>Servette</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Servette_FC</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_CF</td>\n",
       "      <td>Charmilles Stadium, Geneva</td>\n",
       "      <td>first round</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-09-14</td>\n",
       "      <td>0-4</td>\n",
       "      <td>Rot-Weiss Essen</td>\n",
       "      <td>West Germany</td>\n",
       "      <td>Rot-Weiss_Essen</td>\n",
       "      <td>Hibernian</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Hibernian_F.C.</td>\n",
       "      <td>Georg-Melches-Stadion, Essen</td>\n",
       "      <td>first round</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-09-20</td>\n",
       "      <td>0-0</td>\n",
       "      <td>Djurgården</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Djurg%C3%A5rdens_IF_Fotboll</td>\n",
       "      <td>Gwardia Warsaw</td>\n",
       "      <td>Poland</td>\n",
       "      <td>Gwardia_Warsaw</td>\n",
       "      <td>Stockholm Olympic Stadium, Stockholm</td>\n",
       "      <td>first round</td>\n",
       "      <td>3574.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-09-21</td>\n",
       "      <td>6-1</td>\n",
       "      <td>Rapid Wien</td>\n",
       "      <td>Austria</td>\n",
       "      <td>SK_Rapid_Wien</td>\n",
       "      <td>PSV Eindhoven</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>PSV_Eindhoven</td>\n",
       "      <td>Pfarrwiese, Vienna</td>\n",
       "      <td>first round</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-09-21</td>\n",
       "      <td>0-2</td>\n",
       "      <td>AGF Aarhus</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>Aarhus_Gymnastikforening</td>\n",
       "      <td>Reims</td>\n",
       "      <td>France</td>\n",
       "      <td>Stade_de_Reims</td>\n",
       "      <td>Idrætsparken, Copenhagen</td>\n",
       "      <td>first round</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-11-01</td>\n",
       "      <td>3-4</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Italy</td>\n",
       "      <td>AC_Milan</td>\n",
       "      <td>Saarbrücken</td>\n",
       "      <td>Saar Protectorate</td>\n",
       "      <td>1._FC_Saarbr%C3%BCcken</td>\n",
       "      <td>San Siro, Milan</td>\n",
       "      <td>first round</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-10-12</td>\n",
       "      <td>5-2</td>\n",
       "      <td>Partizan</td>\n",
       "      <td>Socialist Federal Republic of Yugoslavia</td>\n",
       "      <td>FK_Partizan</td>\n",
       "      <td>Sporting CP</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>Sporting_CP</td>\n",
       "      <td>Stadion JNA, Belgrade</td>\n",
       "      <td>first round</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-10-12</td>\n",
       "      <td>5-0</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_CF</td>\n",
       "      <td>Servette</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Servette_FC</td>\n",
       "      <td>Santiago Bernabéu, Madrid</td>\n",
       "      <td>first round</td>\n",
       "      <td>40318.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-10-12</td>\n",
       "      <td>1-4</td>\n",
       "      <td>Gwardia Warsaw</td>\n",
       "      <td>Poland</td>\n",
       "      <td>Gwardia_Warsaw</td>\n",
       "      <td>Djurgården</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Djurg%C3%A5rdens_IF_Fotboll</td>\n",
       "      <td>Stadion Wojska Polskiego, Warsaw</td>\n",
       "      <td>first round</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-10-12</td>\n",
       "      <td>1-1</td>\n",
       "      <td>Hibernian</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Hibernian_F.C.</td>\n",
       "      <td>Rot-Weiss Essen</td>\n",
       "      <td>West Germany</td>\n",
       "      <td>Rot-Weiss_Essen</td>\n",
       "      <td>Easter Road, Edinburgh</td>\n",
       "      <td>first round</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-10-19</td>\n",
       "      <td>1-4</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>R.S.C._Anderlecht</td>\n",
       "      <td>Vörös Lobogó</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>MTK_Budapest_FC</td>\n",
       "      <td>Émile Versé Stadium, Anderlecht</td>\n",
       "      <td>first round</td>\n",
       "      <td>33000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-10-26</td>\n",
       "      <td>2-2</td>\n",
       "      <td>Reims</td>\n",
       "      <td>France</td>\n",
       "      <td>Stade_de_Reims</td>\n",
       "      <td>AGF Aarhus</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>Aarhus_Gymnastikforening</td>\n",
       "      <td>Stade Auguste Delaune, Reims</td>\n",
       "      <td>first round</td>\n",
       "      <td>5845.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-11-01</td>\n",
       "      <td>1-0</td>\n",
       "      <td>PSV Eindhoven</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>PSV_Eindhoven</td>\n",
       "      <td>Rapid Wien</td>\n",
       "      <td>Austria</td>\n",
       "      <td>SK_Rapid_Wien</td>\n",
       "      <td>Philips Stadion, Eindhoven</td>\n",
       "      <td>first round</td>\n",
       "      <td>8000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-11-23</td>\n",
       "      <td>1-4</td>\n",
       "      <td>Saarbrücken</td>\n",
       "      <td>Saar Protectorate</td>\n",
       "      <td>1._FC_Saarbr%C3%BCcken</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Italy</td>\n",
       "      <td>AC_Milan</td>\n",
       "      <td>Ludwigspark Stadion, Saarbrücken</td>\n",
       "      <td>first round</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-11-23</td>\n",
       "      <td>1-3</td>\n",
       "      <td>Djurgården</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Djurg%C3%A5rdens_IF_Fotboll</td>\n",
       "      <td>Hibernian</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Hibernian_F.C.</td>\n",
       "      <td>Firhill Park, Glasgow</td>\n",
       "      <td>quarter-finals</td>\n",
       "      <td>21962.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-12-14</td>\n",
       "      <td>4-2</td>\n",
       "      <td>Reims</td>\n",
       "      <td>France</td>\n",
       "      <td>Stade_de_Reims</td>\n",
       "      <td>Vörös Lobogó</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>MTK_Budapest_FC</td>\n",
       "      <td>Parc des Princes, Paris</td>\n",
       "      <td>quarter-finals</td>\n",
       "      <td>36088.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-12-25</td>\n",
       "      <td>4-0</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_CF</td>\n",
       "      <td>Partizan</td>\n",
       "      <td>Socialist Federal Republic of Yugoslavia</td>\n",
       "      <td>FK_Partizan</td>\n",
       "      <td>Santiago Bernabéu, Madrid</td>\n",
       "      <td>quarter-finals</td>\n",
       "      <td>105532.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1956-01-18</td>\n",
       "      <td>1-1</td>\n",
       "      <td>Rapid Wien</td>\n",
       "      <td>Austria</td>\n",
       "      <td>SK_Rapid_Wien</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Italy</td>\n",
       "      <td>AC_Milan</td>\n",
       "      <td>Pfarrwiese, Vienna</td>\n",
       "      <td>quarter-finals</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-11-28</td>\n",
       "      <td>1-0</td>\n",
       "      <td>Hibernian</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Hibernian_F.C.</td>\n",
       "      <td>Djurgården</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>Djurg%C3%A5rdens_IF_Fotboll</td>\n",
       "      <td>Easter Road, Edinburgh</td>\n",
       "      <td>quarter-finals</td>\n",
       "      <td>31346.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1955-12-28</td>\n",
       "      <td>4-4</td>\n",
       "      <td>Vörös Lobogó</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>MTK_Budapest_FC</td>\n",
       "      <td>Reims</td>\n",
       "      <td>France</td>\n",
       "      <td>Stade_de_Reims</td>\n",
       "      <td>Népstadion, Budapest</td>\n",
       "      <td>quarter-finals</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1956-01-29</td>\n",
       "      <td>3-0</td>\n",
       "      <td>Partizan</td>\n",
       "      <td>Socialist Federal Republic of Yugoslavia</td>\n",
       "      <td>FK_Partizan</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_CF</td>\n",
       "      <td>Stadion JNA, Belgrade</td>\n",
       "      <td>quarter-finals</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1956-02-12</td>\n",
       "      <td>7-2</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Italy</td>\n",
       "      <td>AC_Milan</td>\n",
       "      <td>Rapid Wien</td>\n",
       "      <td>Austria</td>\n",
       "      <td>SK_Rapid_Wien</td>\n",
       "      <td>San Siro, Milan</td>\n",
       "      <td>quarter-finals</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1956-04-04</td>\n",
       "      <td>2-0</td>\n",
       "      <td>Reims</td>\n",
       "      <td>France</td>\n",
       "      <td>Stade_de_Reims</td>\n",
       "      <td>Hibernian</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Hibernian_F.C.</td>\n",
       "      <td>Parc des Princes, Paris</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>35486.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1956-04-19</td>\n",
       "      <td>4-2</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_CF</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Italy</td>\n",
       "      <td>AC_Milan</td>\n",
       "      <td>Santiago Bernabéu, Madrid</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>129690.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1956-04-18</td>\n",
       "      <td>0-1</td>\n",
       "      <td>Hibernian</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Hibernian_F.C.</td>\n",
       "      <td>Reims</td>\n",
       "      <td>France</td>\n",
       "      <td>Stade_de_Reims</td>\n",
       "      <td>Easter Road, Edinburgh</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>44941.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1956-05-01</td>\n",
       "      <td>2-1</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Italy</td>\n",
       "      <td>AC_Milan</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_CF</td>\n",
       "      <td>San Siro, Milan</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1956-06-13</td>\n",
       "      <td>4-3</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_CF</td>\n",
       "      <td>Reims</td>\n",
       "      <td>France</td>\n",
       "      <td>Stade_de_Reims</td>\n",
       "      <td>Parc des Princes, Paris</td>\n",
       "      <td>final</td>\n",
       "      <td>38239.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   competition       date score         homeTeam  \\\n",
       "0          UCL 1955-09-04   3-3      Sporting CP   \n",
       "1          UCL 1955-09-07   6-3     Vörös Lobogó   \n",
       "2          UCL 1955-09-08   0-2         Servette   \n",
       "3          UCL 1955-09-14   0-4  Rot-Weiss Essen   \n",
       "4          UCL 1955-09-20   0-0       Djurgården   \n",
       "5          UCL 1955-09-21   6-1       Rapid Wien   \n",
       "6          UCL 1955-09-21   0-2       AGF Aarhus   \n",
       "7          UCL 1955-11-01   3-4            Milan   \n",
       "8          UCL 1955-10-12   5-2         Partizan   \n",
       "9          UCL 1955-10-12   5-0      Real Madrid   \n",
       "10         UCL 1955-10-12   1-4   Gwardia Warsaw   \n",
       "11         UCL 1955-10-12   1-1        Hibernian   \n",
       "12         UCL 1955-10-19   1-4       Anderlecht   \n",
       "13         UCL 1955-10-26   2-2            Reims   \n",
       "14         UCL 1955-11-01   1-0    PSV Eindhoven   \n",
       "15         UCL 1955-11-23   1-4      Saarbrücken   \n",
       "16         UCL 1955-11-23   1-3       Djurgården   \n",
       "17         UCL 1955-12-14   4-2            Reims   \n",
       "18         UCL 1955-12-25   4-0      Real Madrid   \n",
       "19         UCL 1956-01-18   1-1       Rapid Wien   \n",
       "20         UCL 1955-11-28   1-0        Hibernian   \n",
       "21         UCL 1955-12-28   4-4     Vörös Lobogó   \n",
       "22         UCL 1956-01-29   3-0         Partizan   \n",
       "23         UCL 1956-02-12   7-2            Milan   \n",
       "24         UCL 1956-04-04   2-0            Reims   \n",
       "25         UCL 1956-04-19   4-2      Real Madrid   \n",
       "26         UCL 1956-04-18   0-1        Hibernian   \n",
       "27         UCL 1956-05-01   2-1            Milan   \n",
       "28         UCL 1956-06-13   4-3      Real Madrid   \n",
       "\n",
       "                             homeTeamCountry                  homeTeamUrl  \\\n",
       "0                                   Portugal                  Sporting_CP   \n",
       "1                                    Hungary              MTK_Budapest_FC   \n",
       "2                                Switzerland                  Servette_FC   \n",
       "3                               West Germany              Rot-Weiss_Essen   \n",
       "4                                     Sweden  Djurg%C3%A5rdens_IF_Fotboll   \n",
       "5                                    Austria                SK_Rapid_Wien   \n",
       "6                                    Denmark     Aarhus_Gymnastikforening   \n",
       "7                                      Italy                     AC_Milan   \n",
       "8   Socialist Federal Republic of Yugoslavia                  FK_Partizan   \n",
       "9                                      Spain               Real_Madrid_CF   \n",
       "10                                    Poland               Gwardia_Warsaw   \n",
       "11                                  Scotland               Hibernian_F.C.   \n",
       "12                                   Belgium            R.S.C._Anderlecht   \n",
       "13                                    France               Stade_de_Reims   \n",
       "14                               Netherlands                PSV_Eindhoven   \n",
       "15                         Saar Protectorate       1._FC_Saarbr%C3%BCcken   \n",
       "16                                    Sweden  Djurg%C3%A5rdens_IF_Fotboll   \n",
       "17                                    France               Stade_de_Reims   \n",
       "18                                     Spain               Real_Madrid_CF   \n",
       "19                                   Austria                SK_Rapid_Wien   \n",
       "20                                  Scotland               Hibernian_F.C.   \n",
       "21                                   Hungary              MTK_Budapest_FC   \n",
       "22  Socialist Federal Republic of Yugoslavia                  FK_Partizan   \n",
       "23                                     Italy                     AC_Milan   \n",
       "24                                    France               Stade_de_Reims   \n",
       "25                                     Spain               Real_Madrid_CF   \n",
       "26                                  Scotland               Hibernian_F.C.   \n",
       "27                                     Italy                     AC_Milan   \n",
       "28                                     Spain               Real_Madrid_CF   \n",
       "\n",
       "           awayTeam                           awayTeamCountry  \\\n",
       "0          Partizan  Socialist Federal Republic of Yugoslavia   \n",
       "1        Anderlecht                                   Belgium   \n",
       "2       Real Madrid                                     Spain   \n",
       "3         Hibernian                                  Scotland   \n",
       "4    Gwardia Warsaw                                    Poland   \n",
       "5     PSV Eindhoven                               Netherlands   \n",
       "6             Reims                                    France   \n",
       "7       Saarbrücken                         Saar Protectorate   \n",
       "8       Sporting CP                                  Portugal   \n",
       "9          Servette                               Switzerland   \n",
       "10       Djurgården                                    Sweden   \n",
       "11  Rot-Weiss Essen                              West Germany   \n",
       "12     Vörös Lobogó                                   Hungary   \n",
       "13       AGF Aarhus                                   Denmark   \n",
       "14       Rapid Wien                                   Austria   \n",
       "15            Milan                                     Italy   \n",
       "16        Hibernian                                  Scotland   \n",
       "17     Vörös Lobogó                                   Hungary   \n",
       "18         Partizan  Socialist Federal Republic of Yugoslavia   \n",
       "19            Milan                                     Italy   \n",
       "20       Djurgården                                    Sweden   \n",
       "21            Reims                                    France   \n",
       "22      Real Madrid                                     Spain   \n",
       "23       Rapid Wien                                   Austria   \n",
       "24        Hibernian                                  Scotland   \n",
       "25            Milan                                     Italy   \n",
       "26            Reims                                    France   \n",
       "27      Real Madrid                                     Spain   \n",
       "28            Reims                                    France   \n",
       "\n",
       "                    awayTeamUrl                              location  \\\n",
       "0                   FK_Partizan              Estádio Nacional, Lisbon   \n",
       "1             R.S.C._Anderlecht                  Népstadion, Budapest   \n",
       "2                Real_Madrid_CF            Charmilles Stadium, Geneva   \n",
       "3                Hibernian_F.C.          Georg-Melches-Stadion, Essen   \n",
       "4                Gwardia_Warsaw  Stockholm Olympic Stadium, Stockholm   \n",
       "5                 PSV_Eindhoven                    Pfarrwiese, Vienna   \n",
       "6                Stade_de_Reims              Idrætsparken, Copenhagen   \n",
       "7        1._FC_Saarbr%C3%BCcken                       San Siro, Milan   \n",
       "8                   Sporting_CP                 Stadion JNA, Belgrade   \n",
       "9                   Servette_FC             Santiago Bernabéu, Madrid   \n",
       "10  Djurg%C3%A5rdens_IF_Fotboll      Stadion Wojska Polskiego, Warsaw   \n",
       "11              Rot-Weiss_Essen                Easter Road, Edinburgh   \n",
       "12              MTK_Budapest_FC       Émile Versé Stadium, Anderlecht   \n",
       "13     Aarhus_Gymnastikforening          Stade Auguste Delaune, Reims   \n",
       "14                SK_Rapid_Wien            Philips Stadion, Eindhoven   \n",
       "15                     AC_Milan      Ludwigspark Stadion, Saarbrücken   \n",
       "16               Hibernian_F.C.                 Firhill Park, Glasgow   \n",
       "17              MTK_Budapest_FC               Parc des Princes, Paris   \n",
       "18                  FK_Partizan             Santiago Bernabéu, Madrid   \n",
       "19                     AC_Milan                    Pfarrwiese, Vienna   \n",
       "20  Djurg%C3%A5rdens_IF_Fotboll                Easter Road, Edinburgh   \n",
       "21               Stade_de_Reims                  Népstadion, Budapest   \n",
       "22               Real_Madrid_CF                 Stadion JNA, Belgrade   \n",
       "23                SK_Rapid_Wien                       San Siro, Milan   \n",
       "24               Hibernian_F.C.               Parc des Princes, Paris   \n",
       "25                     AC_Milan             Santiago Bernabéu, Madrid   \n",
       "26               Stade_de_Reims                Easter Road, Edinburgh   \n",
       "27               Real_Madrid_CF                       San Siro, Milan   \n",
       "28               Stade_de_Reims               Parc des Princes, Paris   \n",
       "\n",
       "             phase  attendance estimatedDate            competitonOriginal  \\\n",
       "0      first round     30000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "1      first round     35000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "2      first round      7000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "3      first round      5000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "4      first round      3574.0           NaT  1955%E2%80%9356 European Cup   \n",
       "5      first round     10000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "6      first round     18000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "7      first round     18000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "8      first round     15000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "9      first round     40318.0           NaT  1955%E2%80%9356 European Cup   \n",
       "10     first round     25000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "11     first round     30000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "12     first round     33000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "13     first round      5845.0           NaT  1955%E2%80%9356 European Cup   \n",
       "14     first round      8000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "15     first round     15000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "16  quarter-finals     21962.0           NaT  1955%E2%80%9356 European Cup   \n",
       "17  quarter-finals     36088.0           NaT  1955%E2%80%9356 European Cup   \n",
       "18  quarter-finals    105532.0           NaT  1955%E2%80%9356 European Cup   \n",
       "19  quarter-finals     18000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "20  quarter-finals     31346.0           NaT  1955%E2%80%9356 European Cup   \n",
       "21  quarter-finals     35000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "22  quarter-finals     40000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "23  quarter-finals     35000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "24     semi-finals     35486.0           NaT  1955%E2%80%9356 European Cup   \n",
       "25     semi-finals    129690.0           NaT  1955%E2%80%9356 European Cup   \n",
       "26     semi-finals     44941.0           NaT  1955%E2%80%9356 European Cup   \n",
       "27     semi-finals     30000.0           NaT  1955%E2%80%9356 European Cup   \n",
       "28           final     38239.0           NaT  1955%E2%80%9356 European Cup   \n",
       "\n",
       "     season  \n",
       "0   1955-56  \n",
       "1   1955-56  \n",
       "2   1955-56  \n",
       "3   1955-56  \n",
       "4   1955-56  \n",
       "5   1955-56  \n",
       "6   1955-56  \n",
       "7   1955-56  \n",
       "8   1955-56  \n",
       "9   1955-56  \n",
       "10  1955-56  \n",
       "11  1955-56  \n",
       "12  1955-56  \n",
       "13  1955-56  \n",
       "14  1955-56  \n",
       "15  1955-56  \n",
       "16  1955-56  \n",
       "17  1955-56  \n",
       "18  1955-56  \n",
       "19  1955-56  \n",
       "20  1955-56  \n",
       "21  1955-56  \n",
       "22  1955-56  \n",
       "23  1955-56  \n",
       "24  1955-56  \n",
       "25  1955-56  \n",
       "26  1955-56  \n",
       "27  1955-56  \n",
       "28  1955-56  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['season'] == '1955-56']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "a6cd8d88",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.sort_values(['homeTeam', 'awayTeam', 'score', 'season', 'date'], ascending=[True, True, True, True, False], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "c0ad054e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competition</th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>homeTeam</th>\n",
       "      <th>homeTeamCountry</th>\n",
       "      <th>homeTeamUrl</th>\n",
       "      <th>awayTeam</th>\n",
       "      <th>awayTeamCountry</th>\n",
       "      <th>awayTeamUrl</th>\n",
       "      <th>location</th>\n",
       "      <th>phase</th>\n",
       "      <th>attendance</th>\n",
       "      <th>estimatedDate</th>\n",
       "      <th>competitonOriginal</th>\n",
       "      <th>season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1894</th>\n",
       "      <td>CWC</td>\n",
       "      <td>NaT</td>\n",
       "      <td>3-0</td>\n",
       "      <td>1. FC Köln</td>\n",
       "      <td>West Germany</td>\n",
       "      <td>1._FC_K%C3%B6ln</td>\n",
       "      <td>ADO Den Haag</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>ADO_Den_Haag</td>\n",
       "      <td>NaN</td>\n",
       "      <td>second round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1968-11-13</td>\n",
       "      <td>1968%E2%80%9369 European Cup Winners%27 Cup</td>\n",
       "      <td>1968-69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1909</th>\n",
       "      <td>CWC</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-2</td>\n",
       "      <td>1. FC Köln</td>\n",
       "      <td>West Germany</td>\n",
       "      <td>1._FC_K%C3%B6ln</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Spain</td>\n",
       "      <td>FC_Barcelona</td>\n",
       "      <td>NaN</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1969-05-21</td>\n",
       "      <td>1968%E2%80%9369 European Cup Winners%27 Cup</td>\n",
       "      <td>1968-69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27581</th>\n",
       "      <td>UECL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1-2</td>\n",
       "      <td>1. FC Köln</td>\n",
       "      <td>Germany</td>\n",
       "      <td>1._FC_K%C3%B6ln</td>\n",
       "      <td>Fehérvár</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>Feh%C3%A9rv%C3%A1r_FC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>play-off round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022-08-18</td>\n",
       "      <td>2022%E2%80%9323 UEFA Europa Conference League ...</td>\n",
       "      <td>2022-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1876</th>\n",
       "      <td>CWC</td>\n",
       "      <td>NaT</td>\n",
       "      <td>3-0</td>\n",
       "      <td>1. FC Köln</td>\n",
       "      <td>West Germany</td>\n",
       "      <td>1._FC_K%C3%B6ln</td>\n",
       "      <td>Girondins Bordeaux</td>\n",
       "      <td>France</td>\n",
       "      <td>Girondins_Bordeaux</td>\n",
       "      <td>NaN</td>\n",
       "      <td>first round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1968-09-18</td>\n",
       "      <td>1968%E2%80%9369 European Cup Winners%27 Cup</td>\n",
       "      <td>1968-69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1903</th>\n",
       "      <td>CWC</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-1</td>\n",
       "      <td>1. FC Köln</td>\n",
       "      <td>West Germany</td>\n",
       "      <td>1._FC_K%C3%B6ln</td>\n",
       "      <td>Randers</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>Randers_Freja</td>\n",
       "      <td>NaN</td>\n",
       "      <td>quarter-finals</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1969-02-19</td>\n",
       "      <td>1968%E2%80%9369 European Cup Winners%27 Cup</td>\n",
       "      <td>1968-69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28616</th>\n",
       "      <td>UECL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-5</td>\n",
       "      <td>Žilina</td>\n",
       "      <td>Slovakia</td>\n",
       "      <td>M%C5%A0K_%C5%BDilina</td>\n",
       "      <td>Gent</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>K.A.A._Gent</td>\n",
       "      <td>NaN</td>\n",
       "      <td>second qualifying round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023-07-27</td>\n",
       "      <td>2023%E2%80%9324 UEFA Europa Conference League ...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26540</th>\n",
       "      <td>UECL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0-3</td>\n",
       "      <td>Žilina</td>\n",
       "      <td>Slovakia</td>\n",
       "      <td>M%C5%A0K_%C5%BDilina</td>\n",
       "      <td>Jablonec</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>FK_Jablonec</td>\n",
       "      <td>NaN</td>\n",
       "      <td>play-off round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-08-19</td>\n",
       "      <td>2021%E2%80%9322 UEFA Europa Conference League ...</td>\n",
       "      <td>2021-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26492</th>\n",
       "      <td>UECL</td>\n",
       "      <td>NaT</td>\n",
       "      <td>5-0</td>\n",
       "      <td>Žilina</td>\n",
       "      <td>Slovakia</td>\n",
       "      <td>M%C5%A0K_%C5%BDilina</td>\n",
       "      <td>Tobol</td>\n",
       "      <td>Kazakhstan</td>\n",
       "      <td>FC_Tobol</td>\n",
       "      <td>NaN</td>\n",
       "      <td>third qualifying round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-08-05</td>\n",
       "      <td>2021%E2%80%9322 UEFA Europa Conference League ...</td>\n",
       "      <td>2021-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1331</th>\n",
       "      <td>CWC</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0-2</td>\n",
       "      <td>Știința Cluj</td>\n",
       "      <td>Romania</td>\n",
       "      <td>FC_Universitatea_Cluj</td>\n",
       "      <td>Atlético Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Atl%C3%A9tico_Madrid</td>\n",
       "      <td>NaN</td>\n",
       "      <td>second round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1965-11-17</td>\n",
       "      <td>1965%E2%80%9366 European Cup Winners%27 Cup</td>\n",
       "      <td>1965-66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>CWC</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-0</td>\n",
       "      <td>Știința Cluj</td>\n",
       "      <td>Romania</td>\n",
       "      <td>FC_Universitatea_Cluj</td>\n",
       "      <td>Wiener Neustadt</td>\n",
       "      <td>Austria</td>\n",
       "      <td>1._Wiener_Neust%C3%A4dter_SC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>first round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1965-08-25</td>\n",
       "      <td>1965%E2%80%9366 European Cup Winners%27 Cup</td>\n",
       "      <td>1965-66</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2043 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      competition date score      homeTeam homeTeamCountry  \\\n",
       "1894          CWC  NaT   3-0    1. FC Köln    West Germany   \n",
       "1909          CWC  NaT   2-2    1. FC Köln    West Germany   \n",
       "27581        UECL  NaT   1-2    1. FC Köln         Germany   \n",
       "1876          CWC  NaT   3-0    1. FC Köln    West Germany   \n",
       "1903          CWC  NaT   2-1    1. FC Köln    West Germany   \n",
       "...           ...  ...   ...           ...             ...   \n",
       "28616        UECL  NaT   2-5        Žilina        Slovakia   \n",
       "26540        UECL  NaT   0-3        Žilina        Slovakia   \n",
       "26492        UECL  NaT   5-0        Žilina        Slovakia   \n",
       "1331          CWC  NaT   0-2  Știința Cluj         Romania   \n",
       "1304          CWC  NaT   2-0  Știința Cluj         Romania   \n",
       "\n",
       "                 homeTeamUrl            awayTeam awayTeamCountry  \\\n",
       "1894         1._FC_K%C3%B6ln        ADO Den Haag     Netherlands   \n",
       "1909         1._FC_K%C3%B6ln           Barcelona           Spain   \n",
       "27581        1._FC_K%C3%B6ln            Fehérvár         Hungary   \n",
       "1876         1._FC_K%C3%B6ln  Girondins Bordeaux          France   \n",
       "1903         1._FC_K%C3%B6ln             Randers         Denmark   \n",
       "...                      ...                 ...             ...   \n",
       "28616   M%C5%A0K_%C5%BDilina                Gent         Belgium   \n",
       "26540   M%C5%A0K_%C5%BDilina            Jablonec  Czech Republic   \n",
       "26492   M%C5%A0K_%C5%BDilina               Tobol      Kazakhstan   \n",
       "1331   FC_Universitatea_Cluj     Atlético Madrid           Spain   \n",
       "1304   FC_Universitatea_Cluj     Wiener Neustadt         Austria   \n",
       "\n",
       "                        awayTeamUrl location                    phase  \\\n",
       "1894                   ADO_Den_Haag      NaN             second round   \n",
       "1909                   FC_Barcelona      NaN              semi-finals   \n",
       "27581         Feh%C3%A9rv%C3%A1r_FC      NaN           play-off round   \n",
       "1876             Girondins_Bordeaux      NaN              first round   \n",
       "1903                  Randers_Freja      NaN           quarter-finals   \n",
       "...                             ...      ...                      ...   \n",
       "28616                   K.A.A._Gent      NaN  second qualifying round   \n",
       "26540                   FK_Jablonec      NaN           play-off round   \n",
       "26492                      FC_Tobol      NaN   third qualifying round   \n",
       "1331           Atl%C3%A9tico_Madrid      NaN             second round   \n",
       "1304   1._Wiener_Neust%C3%A4dter_SC      NaN              first round   \n",
       "\n",
       "       attendance estimatedDate  \\\n",
       "1894          NaN    1968-11-13   \n",
       "1909          NaN    1969-05-21   \n",
       "27581         NaN    2022-08-18   \n",
       "1876          NaN    1968-09-18   \n",
       "1903          NaN    1969-02-19   \n",
       "...           ...           ...   \n",
       "28616         NaN    2023-07-27   \n",
       "26540         NaN    2021-08-19   \n",
       "26492         NaN    2021-08-05   \n",
       "1331          NaN    1965-11-17   \n",
       "1304          NaN    1965-08-25   \n",
       "\n",
       "                                      competitonOriginal   season  \n",
       "1894         1968%E2%80%9369 European Cup Winners%27 Cup  1968-69  \n",
       "1909         1968%E2%80%9369 European Cup Winners%27 Cup  1968-69  \n",
       "27581  2022%E2%80%9323 UEFA Europa Conference League ...  2022-23  \n",
       "1876         1968%E2%80%9369 European Cup Winners%27 Cup  1968-69  \n",
       "1903         1968%E2%80%9369 European Cup Winners%27 Cup  1968-69  \n",
       "...                                                  ...      ...  \n",
       "28616  2023%E2%80%9324 UEFA Europa Conference League ...  2023-24  \n",
       "26540  2021%E2%80%9322 UEFA Europa Conference League ...  2021-22  \n",
       "26492  2021%E2%80%9322 UEFA Europa Conference League ...  2021-22  \n",
       "1331         1965%E2%80%9366 European Cup Winners%27 Cup  1965-66  \n",
       "1304         1965%E2%80%9366 European Cup Winners%27 Cup  1965-66  \n",
       "\n",
       "[2043 rows x 15 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['date'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "bb1610e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def short_name(name):\n",
    "    try:\n",
    "        return name[0:4]\n",
    "    except:\n",
    "        return name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "0f45691f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['homeTeamShort'] = df['homeTeam'].apply(lambda x: short_name(x))\n",
    "df['awayTeamShort'] = df['awayTeam'].apply(lambda x: short_name(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "46a50bd5",
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = (df['competition'].isin(['CWC','UECL'])) & df.duplicated(subset=['season','competition','homeTeamShort', 'awayTeamShort', 'score'], keep='first')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "cb7d1d79",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[~mask]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "c697471a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='season'>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 2500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df['competition'] == 'UCL'].groupby('season').size().plot.bar(figsize=(25,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "f35bbcce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='season'>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df['competition'] == 'EL'].groupby('season').size().plot.bar(figsize=(25,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "09328dc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='season'>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df['competition'] == 'UECL'].groupby('season').size().plot.bar(figsize=(25,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "96825086",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='season'>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df['competition'] == 'CWC'].groupby('season').size().plot.bar(figsize=(25,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "96268389",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competition</th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>homeTeam</th>\n",
       "      <th>homeTeamCountry</th>\n",
       "      <th>homeTeamUrl</th>\n",
       "      <th>awayTeam</th>\n",
       "      <th>awayTeamCountry</th>\n",
       "      <th>awayTeamUrl</th>\n",
       "      <th>location</th>\n",
       "      <th>phase</th>\n",
       "      <th>attendance</th>\n",
       "      <th>estimatedDate</th>\n",
       "      <th>competitonOriginal</th>\n",
       "      <th>season</th>\n",
       "      <th>homeTeamShort</th>\n",
       "      <th>awayTeamShort</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4175</th>\n",
       "      <td>CWC</td>\n",
       "      <td>1978-05-03</td>\n",
       "      <td>4-0</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>R.S.C._Anderlecht</td>\n",
       "      <td>Austria Wien</td>\n",
       "      <td>Austria</td>\n",
       "      <td>FK_Austria_Wien</td>\n",
       "      <td>Parc des Princes, Paris</td>\n",
       "      <td>final</td>\n",
       "      <td>48679.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1977%E2%80%9378 European Cup Winners%27 Cup</td>\n",
       "      <td>1977-78</td>\n",
       "      <td>Ande</td>\n",
       "      <td>Aust</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4217</th>\n",
       "      <td>CWC</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1-1</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>R.S.C._Anderlecht</td>\n",
       "      <td>Hamburg</td>\n",
       "      <td>West Germany</td>\n",
       "      <td>Hamburger_SV</td>\n",
       "      <td>NaN</td>\n",
       "      <td>second round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1977-10-19</td>\n",
       "      <td>1977%E2%80%9378 European Cup Winners%27 Cup</td>\n",
       "      <td>1977-78</td>\n",
       "      <td>Ande</td>\n",
       "      <td>Hamb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4193</th>\n",
       "      <td>CWC</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-0</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>R.S.C._Anderlecht</td>\n",
       "      <td>Lokomotiv Sofia</td>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>PFC_Lokomotiv_Sofia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>first round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1977-09-14</td>\n",
       "      <td>1977%E2%80%9378 European Cup Winners%27 Cup</td>\n",
       "      <td>1977-78</td>\n",
       "      <td>Ande</td>\n",
       "      <td>Loko</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4174</th>\n",
       "      <td>CWC</td>\n",
       "      <td>1978-03-15</td>\n",
       "      <td>3-0</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>R.S.C._Anderlecht</td>\n",
       "      <td>Porto</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>FC_Porto</td>\n",
       "      <td>Stade Émile Versé, Brussels</td>\n",
       "      <td>quarter-finals</td>\n",
       "      <td>28228.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1977%E2%80%9378 European Cup Winners%27 Cup</td>\n",
       "      <td>1977-78</td>\n",
       "      <td>Ande</td>\n",
       "      <td>Port</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4235</th>\n",
       "      <td>CWC</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-0</td>\n",
       "      <td>Anderlecht</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>R.S.C._Anderlecht</td>\n",
       "      <td>Twente</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>FC_Twente</td>\n",
       "      <td>NaN</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1978-05-03</td>\n",
       "      <td>1977%E2%80%9378 European Cup Winners%27 Cup</td>\n",
       "      <td>1977-78</td>\n",
       "      <td>Ande</td>\n",
       "      <td>Twen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4198</th>\n",
       "      <td>CWC</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0-2</td>\n",
       "      <td>Valletta</td>\n",
       "      <td>Malta</td>\n",
       "      <td>Valletta_F.C.</td>\n",
       "      <td>Dynamo Moscow</td>\n",
       "      <td>Soviet Union</td>\n",
       "      <td>FC_Dynamo_Moscow</td>\n",
       "      <td>NaN</td>\n",
       "      <td>first round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1977-09-14</td>\n",
       "      <td>1977%E2%80%9378 European Cup Winners%27 Cup</td>\n",
       "      <td>1977-78</td>\n",
       "      <td>Vall</td>\n",
       "      <td>Dyna</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4177</th>\n",
       "      <td>CWC</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-2</td>\n",
       "      <td>Young Boys</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>BSC_Young_Boys</td>\n",
       "      <td>Rangers</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Rangers_F.C.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>qualifying match</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1977-09-14</td>\n",
       "      <td>1977%E2%80%9378 European Cup Winners%27 Cup</td>\n",
       "      <td>1977-78</td>\n",
       "      <td>Youn</td>\n",
       "      <td>Rang</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4181</th>\n",
       "      <td>CWC</td>\n",
       "      <td>NaT</td>\n",
       "      <td>0-2</td>\n",
       "      <td>Zagłębie Sosnowiec</td>\n",
       "      <td>Poland</td>\n",
       "      <td>Zag%C5%82%C4%99bie_Sosnowiec</td>\n",
       "      <td>PAOK</td>\n",
       "      <td>Greece</td>\n",
       "      <td>PAOK_FC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>first round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1977-09-14</td>\n",
       "      <td>1977%E2%80%9378 European Cup Winners%27 Cup</td>\n",
       "      <td>1977-78</td>\n",
       "      <td>Zagł</td>\n",
       "      <td>PAOK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4166</th>\n",
       "      <td>CWC</td>\n",
       "      <td>1977-09-28</td>\n",
       "      <td>0-4</td>\n",
       "      <td>ÍA Akranes</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>%C3%8D%C3%BEr%C3%B3ttabandalag_Akraness</td>\n",
       "      <td>Brann</td>\n",
       "      <td>Norway</td>\n",
       "      <td>SK_Brann</td>\n",
       "      <td>Akranesvöllur, Akranes</td>\n",
       "      <td>first round</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1977%E2%80%9378 European Cup Winners%27 Cup</td>\n",
       "      <td>1977-78</td>\n",
       "      <td>ÍA A</td>\n",
       "      <td>Bran</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4205</th>\n",
       "      <td>CWC</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2-2</td>\n",
       "      <td>Öster</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>%C3%96sters_IF</td>\n",
       "      <td>Lokomotiva Košice</td>\n",
       "      <td>Czechoslovakia</td>\n",
       "      <td>FC_Lokomot%C3%ADva_Ko%C5%A1ice</td>\n",
       "      <td>NaN</td>\n",
       "      <td>first round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1977-09-14</td>\n",
       "      <td>1977%E2%80%9378 European Cup Winners%27 Cup</td>\n",
       "      <td>1977-78</td>\n",
       "      <td>Öste</td>\n",
       "      <td>Loko</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>63 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     competition       date score            homeTeam homeTeamCountry  \\\n",
       "4175         CWC 1978-05-03   4-0          Anderlecht         Belgium   \n",
       "4217         CWC        NaT   1-1          Anderlecht         Belgium   \n",
       "4193         CWC        NaT   2-0          Anderlecht         Belgium   \n",
       "4174         CWC 1978-03-15   3-0          Anderlecht         Belgium   \n",
       "4235         CWC        NaT   2-0          Anderlecht         Belgium   \n",
       "...          ...        ...   ...                 ...             ...   \n",
       "4198         CWC        NaT   0-2            Valletta           Malta   \n",
       "4177         CWC        NaT   2-2          Young Boys     Switzerland   \n",
       "4181         CWC        NaT   0-2  Zagłębie Sosnowiec          Poland   \n",
       "4166         CWC 1977-09-28   0-4          ÍA Akranes         Iceland   \n",
       "4205         CWC        NaT   2-2               Öster          Sweden   \n",
       "\n",
       "                                  homeTeamUrl           awayTeam  \\\n",
       "4175                        R.S.C._Anderlecht       Austria Wien   \n",
       "4217                        R.S.C._Anderlecht            Hamburg   \n",
       "4193                        R.S.C._Anderlecht    Lokomotiv Sofia   \n",
       "4174                        R.S.C._Anderlecht              Porto   \n",
       "4235                        R.S.C._Anderlecht             Twente   \n",
       "...                                       ...                ...   \n",
       "4198                            Valletta_F.C.      Dynamo Moscow   \n",
       "4177                           BSC_Young_Boys            Rangers   \n",
       "4181             Zag%C5%82%C4%99bie_Sosnowiec               PAOK   \n",
       "4166  %C3%8D%C3%BEr%C3%B3ttabandalag_Akraness              Brann   \n",
       "4205                           %C3%96sters_IF  Lokomotiva Košice   \n",
       "\n",
       "     awayTeamCountry                     awayTeamUrl  \\\n",
       "4175         Austria                 FK_Austria_Wien   \n",
       "4217    West Germany                    Hamburger_SV   \n",
       "4193        Bulgaria             PFC_Lokomotiv_Sofia   \n",
       "4174        Portugal                        FC_Porto   \n",
       "4235     Netherlands                       FC_Twente   \n",
       "...              ...                             ...   \n",
       "4198    Soviet Union                FC_Dynamo_Moscow   \n",
       "4177        Scotland                    Rangers_F.C.   \n",
       "4181          Greece                         PAOK_FC   \n",
       "4166          Norway                        SK_Brann   \n",
       "4205  Czechoslovakia  FC_Lokomot%C3%ADva_Ko%C5%A1ice   \n",
       "\n",
       "                         location             phase  attendance estimatedDate  \\\n",
       "4175      Parc des Princes, Paris             final     48679.0           NaT   \n",
       "4217                          NaN      second round         NaN    1977-10-19   \n",
       "4193                          NaN       first round         NaN    1977-09-14   \n",
       "4174  Stade Émile Versé, Brussels    quarter-finals     28228.0           NaT   \n",
       "4235                          NaN       semi-finals         NaN    1978-05-03   \n",
       "...                           ...               ...         ...           ...   \n",
       "4198                          NaN       first round         NaN    1977-09-14   \n",
       "4177                          NaN  qualifying match         NaN    1977-09-14   \n",
       "4181                          NaN       first round         NaN    1977-09-14   \n",
       "4166       Akranesvöllur, Akranes       first round      1800.0           NaT   \n",
       "4205                          NaN       first round         NaN    1977-09-14   \n",
       "\n",
       "                               competitonOriginal   season homeTeamShort  \\\n",
       "4175  1977%E2%80%9378 European Cup Winners%27 Cup  1977-78          Ande   \n",
       "4217  1977%E2%80%9378 European Cup Winners%27 Cup  1977-78          Ande   \n",
       "4193  1977%E2%80%9378 European Cup Winners%27 Cup  1977-78          Ande   \n",
       "4174  1977%E2%80%9378 European Cup Winners%27 Cup  1977-78          Ande   \n",
       "4235  1977%E2%80%9378 European Cup Winners%27 Cup  1977-78          Ande   \n",
       "...                                           ...      ...           ...   \n",
       "4198  1977%E2%80%9378 European Cup Winners%27 Cup  1977-78          Vall   \n",
       "4177  1977%E2%80%9378 European Cup Winners%27 Cup  1977-78          Youn   \n",
       "4181  1977%E2%80%9378 European Cup Winners%27 Cup  1977-78          Zagł   \n",
       "4166  1977%E2%80%9378 European Cup Winners%27 Cup  1977-78          ÍA A   \n",
       "4205  1977%E2%80%9378 European Cup Winners%27 Cup  1977-78          Öste   \n",
       "\n",
       "     awayTeamShort  \n",
       "4175          Aust  \n",
       "4217          Hamb  \n",
       "4193          Loko  \n",
       "4174          Port  \n",
       "4235          Twen  \n",
       "...            ...  \n",
       "4198          Dyna  \n",
       "4177          Rang  \n",
       "4181          PAOK  \n",
       "4166          Bran  \n",
       "4205          Loko  \n",
       "\n",
       "[63 rows x 17 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['competition'] == 'CWC') & (df['season'] == '1977-78')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "ee29ab0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def join_dates(row):\n",
    "    if row['date'] != None:\n",
    "        return row['date']\n",
    "    else:\n",
    "        return row['estimatedDate']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "98914edb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\micha\\AppData\\Local\\Temp\\ipykernel_3176\\84741970.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['working_date'] = df.apply(lambda row: join_dates(row), axis=1)\n"
     ]
    }
   ],
   "source": [
    "df['working_date'] = df.apply(lambda row: join_dates(row), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "1a513c63",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.sort_values(by=['season','competition','date','working_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "4a0489d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.drop(columns=['working_date','homeTeamShort','awayTeamShort'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "c7df81f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[df['homeTeamUrl'] == 'Bohemian_F.C.', 'homeTeam'] = 'Bohemian F.C.'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "1836e074",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[(df['phase'].str.contains('semi',na=False) & (df['competitonOriginal'].str.lower().str.contains('qualif',na=False))), 'phase'] = 'qualifying round'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "117b672f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>competition</th>\n",
       "      <th>date</th>\n",
       "      <th>score</th>\n",
       "      <th>homeTeam</th>\n",
       "      <th>homeTeamCountry</th>\n",
       "      <th>homeTeamUrl</th>\n",
       "      <th>awayTeam</th>\n",
       "      <th>awayTeamCountry</th>\n",
       "      <th>awayTeamUrl</th>\n",
       "      <th>location</th>\n",
       "      <th>phase</th>\n",
       "      <th>attendance</th>\n",
       "      <th>estimatedDate</th>\n",
       "      <th>competitonOriginal</th>\n",
       "      <th>season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16862</th>\n",
       "      <td>UCL</td>\n",
       "      <td>2009-05-06</td>\n",
       "      <td>1-1</td>\n",
       "      <td>Chelsea</td>\n",
       "      <td>England</td>\n",
       "      <td>Chelsea_F.C.</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Spain</td>\n",
       "      <td>FC_Barcelona</td>\n",
       "      <td>Stamford Bridge, London</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>37857.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2008%E2%80%9309 UEFA Champions League knockout...</td>\n",
       "      <td>2008-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1846</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1969-04-24</td>\n",
       "      <td>2-0</td>\n",
       "      <td>Spartak Trnava</td>\n",
       "      <td>Czechoslovakia</td>\n",
       "      <td>FC_Spartak_Trnava</td>\n",
       "      <td>Ajax</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>AFC_Ajax</td>\n",
       "      <td>Spartak Stadium, Trnava</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>22938.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1968%E2%80%9369 European Cup</td>\n",
       "      <td>1968-69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7470</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1991-04-10</td>\n",
       "      <td>1-2</td>\n",
       "      <td>Bayern Munich</td>\n",
       "      <td>Germany</td>\n",
       "      <td>FC_Bayern_Munich</td>\n",
       "      <td>Red Star Belgrade</td>\n",
       "      <td>Socialist Federal Republic of Yugoslavia</td>\n",
       "      <td>Red_Star_Belgrade</td>\n",
       "      <td>Olympiastadion, Munich</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>63700.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1990%E2%80%9391 European Cup</td>\n",
       "      <td>1990-91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1958-05-14</td>\n",
       "      <td>4-0</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Italy</td>\n",
       "      <td>AC_Milan</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>England</td>\n",
       "      <td>Manchester_United_F.C.</td>\n",
       "      <td>San Siro, Milan</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1957%E2%80%9358 European Cup</td>\n",
       "      <td>1957-58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1962-03-22</td>\n",
       "      <td>4-0</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_C.F.</td>\n",
       "      <td>Standard Liège</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>Standard_Li%C3%A8ge</td>\n",
       "      <td>Santiago Bernabéu, Madrid</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>110000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1961%E2%80%9362 European Cup</td>\n",
       "      <td>1961-62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9391</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1997-04-09</td>\n",
       "      <td>1-2</td>\n",
       "      <td>Ajax</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>AFC_Ajax</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Juventus_FC</td>\n",
       "      <td>Amsterdam Arena, Amsterdam</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>51200.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1996%E2%80%9397 UEFA Champions League knockout...</td>\n",
       "      <td>1996-97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4729</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1980-04-09</td>\n",
       "      <td>2-0</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_C.F.</td>\n",
       "      <td>Hamburg</td>\n",
       "      <td>West Germany</td>\n",
       "      <td>Hamburger_SV</td>\n",
       "      <td>Santiago Bernabeu Stadium, Madrid</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>121106.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1979%E2%80%9380 European Cup</td>\n",
       "      <td>1979-80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11121</th>\n",
       "      <td>UCL</td>\n",
       "      <td>2000-05-09</td>\n",
       "      <td>2-1</td>\n",
       "      <td>Bayern Munich</td>\n",
       "      <td>Germany</td>\n",
       "      <td>FC_Bayern_Munich</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_C.F.</td>\n",
       "      <td>Olympiastadion, Munich</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>60234.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1999%E2%80%932000 UEFA Champions League knocko...</td>\n",
       "      <td>1999-00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6721</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1988-04-06</td>\n",
       "      <td>1-1</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_C.F.</td>\n",
       "      <td>PSV Eindhoven</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>PSV_Eindhoven</td>\n",
       "      <td>Santiago Bernabéu Stadium, Madrid</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>90000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1987%E2%80%9388 European Cup</td>\n",
       "      <td>1987-88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1970-04-01</td>\n",
       "      <td>0-0</td>\n",
       "      <td>Legia Warsaw</td>\n",
       "      <td>Poland</td>\n",
       "      <td>Legia_Warsaw</td>\n",
       "      <td>Feyenoord</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>Feyenoord</td>\n",
       "      <td>Stadion Wojska Polskiego, Warsaw</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>23760.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1969%E2%80%9370 European Cup</td>\n",
       "      <td>1969-70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1956-05-01</td>\n",
       "      <td>2-1</td>\n",
       "      <td>Milan</td>\n",
       "      <td>Italy</td>\n",
       "      <td>AC_Milan</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_CF</td>\n",
       "      <td>San Siro, Milan</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1955%E2%80%9356 European Cup</td>\n",
       "      <td>1955-56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5984</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1985-04-10</td>\n",
       "      <td>4-0</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>England</td>\n",
       "      <td>Liverpool_F.C.</td>\n",
       "      <td>Panathinaikos</td>\n",
       "      <td>Greece</td>\n",
       "      <td>Panathinaikos_F.C.</td>\n",
       "      <td>Anfield, Liverpool</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>39488.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1984%E2%80%9385 European Cup</td>\n",
       "      <td>1984-85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25741</th>\n",
       "      <td>UCL</td>\n",
       "      <td>2022-05-03</td>\n",
       "      <td>2-3</td>\n",
       "      <td>Villarreal</td>\n",
       "      <td>Spain</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>England</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Estadio de la Cerámica, Villarreal</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>23665.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2021%E2%80%9322 UEFA Champions League knockout...</td>\n",
       "      <td>2021-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6475</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1987-04-22</td>\n",
       "      <td>1-2</td>\n",
       "      <td>Dynamo Kyiv</td>\n",
       "      <td>Soviet Union</td>\n",
       "      <td>FC_Dynamo_Kyiv</td>\n",
       "      <td>Porto</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>FC_Porto</td>\n",
       "      <td>Republican Stadium, Kyiv</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>100067.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1986%E2%80%9387 European Cup</td>\n",
       "      <td>1986-87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2463</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1972-04-05</td>\n",
       "      <td>1-0</td>\n",
       "      <td>Ajax</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>AFC_Ajax</td>\n",
       "      <td>Benfica</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>S.L._Benfica</td>\n",
       "      <td>Olympisch Stadion, Amsterdam</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>53921.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1971%E2%80%9372 European Cup</td>\n",
       "      <td>1971-72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9957</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1998-04-01</td>\n",
       "      <td>2-0</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Real_Madrid_C.F.</td>\n",
       "      <td>Borussia Dortmund</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Borussia_Dortmund</td>\n",
       "      <td>Santiago Bernabéu, Madrid</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>85000.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1997%E2%80%9398 UEFA Champions League knockout...</td>\n",
       "      <td>1997-98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23745</th>\n",
       "      <td>UCL</td>\n",
       "      <td>2019-05-07</td>\n",
       "      <td>4-0</td>\n",
       "      <td>Liverpool</td>\n",
       "      <td>England</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Spain</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anfield, Liverpool</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>52212.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2018%E2%80%9319 UEFA Champions League knockout...</td>\n",
       "      <td>2018-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10532</th>\n",
       "      <td>UCL</td>\n",
       "      <td>1999-04-07</td>\n",
       "      <td>1-1</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>England</td>\n",
       "      <td>Manchester_United_F.C.</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Juventus_FC</td>\n",
       "      <td>Old Trafford, Manchester</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>54487.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>1998%E2%80%9399 UEFA Champions League knockout...</td>\n",
       "      <td>1998-99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27888</th>\n",
       "      <td>UCL</td>\n",
       "      <td>2024-05-01</td>\n",
       "      <td>1-0</td>\n",
       "      <td>Borussia Dortmund</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Borussia_Dortmund</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>France</td>\n",
       "      <td>Paris_Saint-Germain_F.C.</td>\n",
       "      <td>Westfalenstadion, Dortmund</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>81365.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2023%E2%80%9324 UEFA Champions League knockout...</td>\n",
       "      <td>2023-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17510</th>\n",
       "      <td>UCL</td>\n",
       "      <td>2010-04-27</td>\n",
       "      <td>0-3</td>\n",
       "      <td>Lyon</td>\n",
       "      <td>France</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bayern Munich</td>\n",
       "      <td>Germany</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Stade de Gerland, Lyon</td>\n",
       "      <td>semi-finals</td>\n",
       "      <td>39414.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2009%E2%80%9310 UEFA Champions League knockout...</td>\n",
       "      <td>2009-10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      competition       date score           homeTeam homeTeamCountry  \\\n",
       "16862         UCL 2009-05-06   1-1            Chelsea         England   \n",
       "1846          UCL 1969-04-24   2-0     Spartak Trnava  Czechoslovakia   \n",
       "7470          UCL 1991-04-10   1-2      Bayern Munich         Germany   \n",
       "142           UCL 1958-05-14   4-0              Milan           Italy   \n",
       "451           UCL 1962-03-22   4-0        Real Madrid           Spain   \n",
       "9391          UCL 1997-04-09   1-2               Ajax     Netherlands   \n",
       "4729          UCL 1980-04-09   2-0        Real Madrid           Spain   \n",
       "11121         UCL 2000-05-09   2-1      Bayern Munich         Germany   \n",
       "6721          UCL 1988-04-06   1-1        Real Madrid           Spain   \n",
       "2013          UCL 1970-04-01   0-0       Legia Warsaw          Poland   \n",
       "27            UCL 1956-05-01   2-1              Milan           Italy   \n",
       "5984          UCL 1985-04-10   4-0          Liverpool         England   \n",
       "25741         UCL 2022-05-03   2-3         Villarreal           Spain   \n",
       "6475          UCL 1987-04-22   1-2        Dynamo Kyiv    Soviet Union   \n",
       "2463          UCL 1972-04-05   1-0               Ajax     Netherlands   \n",
       "9957          UCL 1998-04-01   2-0        Real Madrid           Spain   \n",
       "23745         UCL 2019-05-07   4-0          Liverpool         England   \n",
       "10532         UCL 1999-04-07   1-1  Manchester United         England   \n",
       "27888         UCL 2024-05-01   1-0  Borussia Dortmund         Germany   \n",
       "17510         UCL 2010-04-27   0-3               Lyon          France   \n",
       "\n",
       "                  homeTeamUrl             awayTeam  \\\n",
       "16862            Chelsea_F.C.            Barcelona   \n",
       "1846        FC_Spartak_Trnava                 Ajax   \n",
       "7470         FC_Bayern_Munich    Red Star Belgrade   \n",
       "142                  AC_Milan    Manchester United   \n",
       "451          Real_Madrid_C.F.       Standard Liège   \n",
       "9391                 AFC_Ajax             Juventus   \n",
       "4729         Real_Madrid_C.F.              Hamburg   \n",
       "11121        FC_Bayern_Munich          Real Madrid   \n",
       "6721         Real_Madrid_C.F.        PSV Eindhoven   \n",
       "2013             Legia_Warsaw            Feyenoord   \n",
       "27                   AC_Milan          Real Madrid   \n",
       "5984           Liverpool_F.C.        Panathinaikos   \n",
       "25741                     NaN            Liverpool   \n",
       "6475           FC_Dynamo_Kyiv                Porto   \n",
       "2463                 AFC_Ajax              Benfica   \n",
       "9957         Real_Madrid_C.F.    Borussia Dortmund   \n",
       "23745                     NaN            Barcelona   \n",
       "10532  Manchester_United_F.C.             Juventus   \n",
       "27888       Borussia_Dortmund  Paris Saint-Germain   \n",
       "17510                     NaN        Bayern Munich   \n",
       "\n",
       "                                awayTeamCountry               awayTeamUrl  \\\n",
       "16862                                     Spain              FC_Barcelona   \n",
       "1846                                Netherlands                  AFC_Ajax   \n",
       "7470   Socialist Federal Republic of Yugoslavia         Red_Star_Belgrade   \n",
       "142                                     England    Manchester_United_F.C.   \n",
       "451                                     Belgium       Standard_Li%C3%A8ge   \n",
       "9391                                      Italy               Juventus_FC   \n",
       "4729                               West Germany              Hamburger_SV   \n",
       "11121                                     Spain          Real_Madrid_C.F.   \n",
       "6721                                Netherlands             PSV_Eindhoven   \n",
       "2013                                Netherlands                 Feyenoord   \n",
       "27                                        Spain            Real_Madrid_CF   \n",
       "5984                                     Greece        Panathinaikos_F.C.   \n",
       "25741                                   England                       NaN   \n",
       "6475                                   Portugal                  FC_Porto   \n",
       "2463                                   Portugal              S.L._Benfica   \n",
       "9957                                    Germany         Borussia_Dortmund   \n",
       "23745                                     Spain                       NaN   \n",
       "10532                                     Italy               Juventus_FC   \n",
       "27888                                    France  Paris_Saint-Germain_F.C.   \n",
       "17510                                   Germany                       NaN   \n",
       "\n",
       "                                 location        phase  attendance  \\\n",
       "16862             Stamford Bridge, London  semi-finals     37857.0   \n",
       "1846              Spartak Stadium, Trnava  semi-finals     22938.0   \n",
       "7470               Olympiastadion, Munich  semi-finals     63700.0   \n",
       "142                       San Siro, Milan  semi-finals     60000.0   \n",
       "451             Santiago Bernabéu, Madrid  semi-finals    110000.0   \n",
       "9391           Amsterdam Arena, Amsterdam  semi-finals     51200.0   \n",
       "4729    Santiago Bernabeu Stadium, Madrid  semi-finals    121106.0   \n",
       "11121              Olympiastadion, Munich  semi-finals     60234.0   \n",
       "6721    Santiago Bernabéu Stadium, Madrid  semi-finals     90000.0   \n",
       "2013     Stadion Wojska Polskiego, Warsaw  semi-finals     23760.0   \n",
       "27                        San Siro, Milan  semi-finals     30000.0   \n",
       "5984                   Anfield, Liverpool  semi-finals     39488.0   \n",
       "25741  Estadio de la Cerámica, Villarreal  semi-finals     23665.0   \n",
       "6475             Republican Stadium, Kyiv  semi-finals    100067.0   \n",
       "2463         Olympisch Stadion, Amsterdam  semi-finals     53921.0   \n",
       "9957            Santiago Bernabéu, Madrid  semi-finals     85000.0   \n",
       "23745                  Anfield, Liverpool  semi-finals     52212.0   \n",
       "10532            Old Trafford, Manchester  semi-finals     54487.0   \n",
       "27888          Westfalenstadion, Dortmund  semi-finals     81365.0   \n",
       "17510              Stade de Gerland, Lyon  semi-finals     39414.0   \n",
       "\n",
       "      estimatedDate                                 competitonOriginal  \\\n",
       "16862           NaT  2008%E2%80%9309 UEFA Champions League knockout...   \n",
       "1846            NaT                       1968%E2%80%9369 European Cup   \n",
       "7470            NaT                       1990%E2%80%9391 European Cup   \n",
       "142             NaT                       1957%E2%80%9358 European Cup   \n",
       "451             NaT                       1961%E2%80%9362 European Cup   \n",
       "9391            NaT  1996%E2%80%9397 UEFA Champions League knockout...   \n",
       "4729            NaT                       1979%E2%80%9380 European Cup   \n",
       "11121           NaT  1999%E2%80%932000 UEFA Champions League knocko...   \n",
       "6721            NaT                       1987%E2%80%9388 European Cup   \n",
       "2013            NaT                       1969%E2%80%9370 European Cup   \n",
       "27              NaT                       1955%E2%80%9356 European Cup   \n",
       "5984            NaT                       1984%E2%80%9385 European Cup   \n",
       "25741           NaT  2021%E2%80%9322 UEFA Champions League knockout...   \n",
       "6475            NaT                       1986%E2%80%9387 European Cup   \n",
       "2463            NaT                       1971%E2%80%9372 European Cup   \n",
       "9957            NaT  1997%E2%80%9398 UEFA Champions League knockout...   \n",
       "23745           NaT  2018%E2%80%9319 UEFA Champions League knockout...   \n",
       "10532           NaT  1998%E2%80%9399 UEFA Champions League knockout...   \n",
       "27888           NaT  2023%E2%80%9324 UEFA Champions League knockout...   \n",
       "17510           NaT  2009%E2%80%9310 UEFA Champions League knockout...   \n",
       "\n",
       "        season  \n",
       "16862  2008-09  \n",
       "1846   1968-69  \n",
       "7470   1990-91  \n",
       "142    1957-58  \n",
       "451    1961-62  \n",
       "9391   1996-97  \n",
       "4729   1979-80  \n",
       "11121  1999-00  \n",
       "6721   1987-88  \n",
       "2013   1969-70  \n",
       "27     1955-56  \n",
       "5984   1984-85  \n",
       "25741  2021-22  \n",
       "6475   1986-87  \n",
       "2463   1971-72  \n",
       "9957   1997-98  \n",
       "23745  2018-19  \n",
       "10532  1998-99  \n",
       "27888  2023-24  \n",
       "17510  2009-10  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['competition'] == 'UCL') & (df['phase'] == 'semi-finals')].sample(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "0a66df22",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[df['season'] == '1992 E', 'season'] = '1991-92'\n",
    "df.loc[df['season'] == '1993 U', 'season'] = '1992-93'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "0b9184e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[(df['season'] == '1963-64') & (df['homeTeam'] == 'Slovan Bratislava'), 'homeTeamCountry'] = 'Czechoslovakia'\n",
    "df.loc[(df['season'] == '1963-64') & (df['awayTeam'] == 'Slovan Bratislava'), 'awayTeamCountry'] = 'Czechoslovakia'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "cc9bb767",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(os.path.join('data','matches.csv'), index=False)"
   ]
  }
 ],
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