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predict_epl_results

2022-23 epl 승부예측 모델 만들기

1. dataset

https://www.kaggle.com/datasets/irkaal/english-premier-league-results

Premier League Results from 1993-94 to 2021-22

Column Description
Season Match Season
DateTime Match Date and Time (yyyy-mm-dd hh:mm:ss)
HomeTeam Home Team
AwayTeam Away Team
FTHG Full Time Home Team Goals
FTAG Full Time Away Team Goals
FTR Full Time Result (H=Home Win, D=Draw, A=Away Win)
HTHG Half Time Home Team Goals
HTAG Half Time Away Team Goals
HTR Half Time Result (H=Home Win, D=Draw, A=Away Win)
Referee Match Referee
HS Home Team Shots
AS Away Team Shots
HST Home Team Shots on Target
AST Away Team Shots on Target
HC Home Team Corners
AC Away Team Corners
HF Home Team Fouls Committed
AF Away Team Fouls Committed
HY Home Team Yellow Cards
AY Away Team Yellow Cards
HR Home Team Red Cards
AR Away Team Red Cards

predict_epl_results's People

Contributors

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Watchers

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predict_epl_results's Issues

Feature Selection

Feature 선택 전 확인해보고 싶은 것들

  • 아래 결과를 확인해보고 필요한 feature만 걸러내는 작업이 필요하다.
  1. FullTime Result 와 HalfTime Result 간 관계
    ex) FullTime Result 가 H 일 때, HalfTime Result도 H인지 -> 둘이 같은 경우는 어느정도고 다른 정도는 어느정도인지
    만약 둘이 같은 경우가 더 많다면 -> Fulltime Result만 써도 될 것 같다.

  2. Foul과 Result간 관계
    ex) Foul이 많으면 결과가 '패'일까?
    만약 그렇다면, foul이 많은 것도 하나의 feature로 쓸 수 있을듯

  3. 슈팅과 유효슈팅의 관계
    ex) 슈팅이 많으면 유효슛도 많을까?
    만약 그렇다면, 슈팅과 결과 간 관계는 어떨지, 유효슛과 결과 간의 관계는 어떨지

  4. 코너킥과 결과 간의 관계
    ex) 코너킥을 많이 차면 결과가 '승'일까?

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