python data analysis using numpy, pandas, matplotlib and seaborn

This project demonstrates a complete data analysis workflow using Python. The dataset is collected from a public API and processed through several stages including data exploration, cleaning, analysis, and visualization.

The goal of this project is to practice working with real-world data and applying data analysis techniques using Pandas, NumPy, and data visualization libraries.