Nice article! It resonated with me as I’ve fallen into some of the same traps when I started day trading a couple years ago. I was looking at your github and wondered about your IPOMiner. Did you find conducting sentiment analysis of your data sources provided any edge? I’ve been working on incorporating some sentiment analysis into my model.