AnZengATP: ATP Player Performance Analysis

An end-to-end data analysis pipeline for scraping, processing, and visualizing ATP tennis player performance using custom $\delta$ (delta) and $\alpha$ (alpha) metrics.

This project scrapes player data from the official ATP website, preprocesses it to calculate custom performance scores, and then runs a series of analyses to generate visualizations for:

• Grand Slam final performance (Winners vs. Losers)
• Player career trajectories (grouped by career length)
• Heatmaps of performance distribution
• Individual player performance-over-time scatter plots

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Installation

This project relies on several Python libraries. You can install them using pip:

pip install pandas numpy matplotlib seaborn openpyxl scipy tqdm DrissionPage