This project involves analyzing the ICC Men's T20 World Cup 2024 data to uncover insights and trends. By examining datasets related to the tournament's matches and players, the project aims to provide insights into team and player performance metrics, winning strategies, and memorable moments.
The main objectives of this analysis are:
- To analyze team and player performances in the ICC Men's T20 World Cup 2024.
- To visualize match statistics, player performances, and team dynamics.
- To provide insights into key players, strategies, and significant performances.
The project uses three key datasets:
- Batting Most Runs Career.csv: Information about the top run-scorers in the tournament.
- Bowling Most Wickets Career.csv: Data about bowlers with the most wickets.
- ICC Mens T20 Worldcup.csv: General match data, including team performances, scores, and venues.
The project workflow includes:
- Data Cleaning: Handling missing values and transforming data.
- Exploratory Data Analysis (EDA): Summarizing characteristics and patterns in the data.
- Advanced Analysis: Examining top players and team performances in detail.
- Visualization: Creating visual insights through plots and graphs.
Top 10 Best Batting Averages: Identified the players with the highest batting averages in the 2024 T20 World Cup.
Top 10 Best Bowling Averages: Analyzed the bowlers with the best bowling averages in the 2024 T20 World Cup.
Top 5 Most Fifties: Evaluated the players who have scored the most fifties in the 2024 T20 World Cup matches.
Top 10 Most Economical Bowlers: Investigated the bowlers with the best economy rates in the 2024 T20 World Cup.
Five Wicket Hauls: Identified the bowlers with five-wicket hauls in their 2024 T20 World Cup careers.
Top 10 Most Sixes Player Names: Listed the players who have hit the most sixes in the 2024 T20 World Cup.
Top 10 Most Fours Player Names: Listed the players who have hit the most fours in the 2024 T20 World Cup.
Top 10 Most Boundaries Player Names: Analyzed the players with the most boundaries (fours and sixes combined) in the 2024 T20 World Cup.
Winning Margins by Team: Distribution of winning margins for each team in the 2024 T20 World Cup.
Runs Conceded by Bowlers: Top bowlers by runs conceded in the 2024 T20 World Cup.
Most Common Dismissal Types: Most common ways players got out in the 2024 T20 World Cup.
Highest Partnerships: Top partnerships in terms of runs scored in the 2024 T20 World Cup.
Performance of Teams in Powerplays: Average runs scored and wickets lost in powerplay overs in the 2024 T20 World Cup.
Top Players by Boundary Percentage: Players with the highest percentage of boundaries in their total runs in the 2024 T20 World Cup.
In this exciting journey through the 2024 T20 World Cup, we uncovered a treasure trove of insights—showcasing the brilliance of top performers, unraveling team dynamics, and revealing the thrilling narratives behind each match outcome. Our visualizations and findings illuminate the heart of this global spectacle, providing cricket enthusiasts, analysts, and researchers with a deeper appreciation for the game's captivating storylines. Let the numbers speak and the matches inspire!
To run this project, you will need:
- Python 3.7+
- Jupyter Notebook or another IDE
- Required libraries:
pandasNumPymatplotlibseaborn
You can install these libraries using:
pip install pandas numpy matplotlib seaborn