This is fantastic work!! I love that you took the initiative to define the project on your own and collect the required data with web scraping. This is such a crucial step in a data science project that is not covered in kaggle competitions.

I would also add model deployment as the last step in a data science project. Flask or Sagemaker are great tools for this.