- Developed PostgreSQL database, extracting PGATour data using a custom webscraper
- Built Django API to make calling data from database easier and more accessible
- Used Polars to select, clean and filter data to create the visulaizations i wanted
- I found that polars code is very clean looking and allows for better code while being much faster
 
- Grouping and aggregation to form visualizations
- Web app development using Streamlit, ensuring user can interact with data to gain insights on their favorite players
- Using django I learned the inner workings of django andf how API's work in general, also how they interact with an application
- How a SQL database and an API can interact and allow a user to make an http request to receive JSON data
- The Polars library, I come from a strong pandas background and was facinated at how fast and clean Polars code is
- How an API and a web application can work together to receive data while caching data where needed

