Python Projects

Not every data project begins with a business problem. Sometimes it starts with a question. For me, it was simple: "Where can I find a complete history of Billboard magazine charts?" The more I searched, the more I realised there wasn't a dataset that met my needs. Most focused almost entirely on the Billboard Hot 100, while others covered only a handful of charts or lacked confidence in their completeness. I wasn't just interested in one chart—I wanted to analyse decades of

What can a single number, pH, tell you about the rhythm of a massive industrial system? As it turns out, a lot. In simple terms, pH measures how acidic or basic a substance is. In mineral processing, it is a quiet signal that can reflect everything from chemical balance to mechanical stability. Why This Project? I chose this project because I wanted to dive deeper into time-series analysis while applying my skills in a real-world setting. The idea of using pH data to uncover