I created a Python notebook titled “Premier League: Goalies EDA for the 22/23 season,” which offers a comprehensive exploratory data analysis (EDA) of goalkeeper data from the 2022/2023 Premier League season. There is more to explore, and I would love comments on things you might want to see!

Here’s a summary of the findings and visualizations presented in the notebook:

  1. Data Overview: The notebook begins with loading the dataset containing player information for the 2022/2023 season, focusing on relevant fields for goalkeepers such as appearances, assists, goals conceded, clean sheets, and annual salary.
  2. Filtering Goalkeeper Data: The dataset is filtered to include only goalkeeper information, resulting in a subset of data specifically about goalkeepers.
  3. Descriptive Statistics: Descriptive statistics are computed for goalkeeper data, including counts, means, standard deviations, and quartiles for various attributes such as appearances, assists, goals conceded, clean sheets, and annual salary.
  4. Data Exploration: The notebook explores the distribution of goalkeeper appearances using histograms, revealing insights into the frequency of goalkeepers playing specific numbers of games throughout the season.
  5. Analysis by Club: The club analyzes Goalkeeper appearances, highlighting which clubs utilized their goalkeepers more frequently throughout the season.
  6. Goalkeeper Appearances by Name and Club: A bar chart visualizes the number of appearances by each goalkeeper for their respective clubs, providing insights into goalkeeper rotation and usage patterns.
  7. Specific Club Analysis (e.g., Manchester City): Individual analyses are conducted for particular clubs, such as Manchester City, to delve deeper into the performance and appearances of their goalkeepers.
  8. Clean Sheets Statistics: Clean sheets statistics are explored, including the number of clean sheets achieved by each goalkeeper in both home and away matches.
  9. Visualization with Seaborn: Seaborn is used to create visualizations, such as bar plots, to present clean sheet statistics by a goalkeeper, providing a clear comparison of clean sheet performances.

Overall, the notebook offers a detailed exploration of goalkeeper data from the 2022/2023 Premier League season, providing valuable insights for further analysis and modeling efforts.

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Premier League Stats,

Last Update: April 24, 2024

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