[3]:

import soccerdata as sd

SoFIFA#

[4]:

sofifa = sd.SoFIFA(leagues="ENG-Premier League", seasons=2021)
print(sofifa.__doc__)

/cw/dtaijupiter/NoCsBack/dtai/pieterr/Projects/soccerdata/soccerdata/_common.py:466: UserWarning: Season id "2021" is ambiguous: interpreting as "20-21"
  warnings.warn(msg)

Provides pd.DataFrames from data at http://sofifa.com.

    Data will be downloaded as necessary and cached locally in
    ``~/soccerdata/data/SoFIFA``.

    Parameters
    ----------
    leagues : string or iterable, optional
        IDs of leagues to include.
    seasons : string, int or list, optional
        Seasons to include. Supports multiple formats.
        Examples: '16-17'; 2016; '2016-17'; [14, 15, 16]
    proxy : 'tor' or or dict or list(dict) or callable, optional
        Use a proxy to hide your IP address. Valid options are:
            - "tor": Uses the Tor network. Tor should be running in
              the background on port 9050.
            - dict: A dictionary with the proxy to use. The dict should be
              a mapping of supported protocols to proxy addresses. For example::

                  {
                      'http': 'http://10.10.1.10:3128',
                      'https': 'http://10.10.1.10:1080',
                  }

            - list(dict): A list of proxies to choose from. A different proxy will
              be selected from this list after failed requests, allowing rotating
              proxies.
            - callable: A function that returns a valid proxy. This function will
              be called after failed requests, allowing rotating proxies.
    no_cache : bool
        If True, will not use cached data.
    no_store : bool
        If True, will not store downloaded data.
    data_dir : Path
        Path to directory where data will be cached.

EA Sports FIFA player ratings#

[5]:

ratings = sofifa.read_ratings()
ratings.head()

[5]:
overall_rating potential crossing finishing heading_accuracy short_passing volleys dribbling curve fk_accuracy long_passing ball_control acceleration sprint_speed agility reactions balance shot_power jumping stamina strength long_shots aggression interceptions positioning vision penalties composure marking standing_tackle sliding_tackle gk_diving gk_handling gk_kicking gk_positioning gk_reflexes
league season player
ENG-Premier League 2021 Aaron Cresswell Best Overall Rating None 83 54 68 77 48 76 80 76 69 77 72 67 73 78 81 71 86 75 61 66 73 77 60 68 59 73 None 78 79 14 7 9 9 12
Aaron Lennon Best Overall Rating None 74 58 26 72 68 79 66 53 64 72 80 77 81 73 93 64 60 68 53 57 55 50 72 72 62 73 None 50 43 14 7 7 16 11
Aaron Ramsdale Best Overall Rating None 15 14 15 54 16 18 17 16 54 35 47 50 53 80 49 63 66 35 59 15 35 24 18 64 25 65 None 16 15 82 77 84 78 84
Abdoulaye Doucouré Best Overall Rating None 69 75 69 81 68 79 44 42 77 81 67 76 65 79 68 84 73 90 82 77 78 81 77 75 54 77 None 80 76 15 12 12 15 14
Adam Webster Best Overall Rating None 50 30 78 74 27 68 27 25 70 73 64 74 63 74 57 37 77 69 77 32 75 76 26 53 24 77 None 77 75 10 8 14 7 12