Chinook music database analysis

I'm excited to share my latest project Through my journy at NTI,

Chinook Music Sales Analysis Project

In this project, I explored the Chinook music database using SQL and Python to generate real business insights from customer behavior, sales trends, and artist performance.

What I did:

Built custom queries using SQL joins

Preprocessed and cleaned the data with Pandas

Created visualizations using Matplotlib (bar, pie, scatter)

Identified top-performing customers, countries, genres, and artists

This project gave me hands-on experience in:

️ Relational databases

️ Data analysis with SQL

️ Data visualization in Python

I'm open to feedback and collaboration!

Feel free to check out the full project or reach out for discussion ?