bradley-kyan/spotify-data

Full-stack data project

🎧 Spotify Data Project

A full-stack data project utilizing audio features data from the official Spotify Web API.

🌱 Motivation

Main motivation for this project was to get practical experience in all the steps of a data project including setting up a data retrieval pipeline from scratch, analyzing and gaining insights from data as well as data modeling, using Python, SQL, Bash and GCP.

📓 Notebooks

• Data retrieval: github | nbviewer
• Data exploration: github | nbviewer
• Modeling: TBA

📁 Datasets

Data is available on Kaggle (latest update: April 2019)

📝 Blog Posts

• 'A Whole New World: Going Serverless with GCP (Aladdin-style)' on tgel0.github.io
• 'Spotify Data Project Part 1 - from Data Retrieval to First Insights' on tgel0.github.io and republished by Towards Data Science on Medium.com
• 'Using Data to Find the Most Popular Tracks of the Summer on Spotify' on Medium.com

🛠️ Built With

🖥️ APIs

• Spotify Web API

☁️ GCP services

• Cloud Functions + Cloud Scheduler
• BigQuery

🐍 Python libraries:

• Pandas, Numpy - data analysis
• Matplotlib, Seaborn - data visualization
• Spotipy - access to Spotify Web API