Data Scientist Final Project pay by gender

This was a good project that let me go off on my own and build it from scratch. When I compared it to the example at the end I learned that I have a long way to go to make a well though out project and I might make mine match that one later, however I wanted to post my raw project so that I have a reference years from now to see how I grow.

My project examined some data samples of US occupations that included the number of workers, number of workers by gender, worker weekly wage, and weekly wage by gender. I found that men typically earn more than men. My model was not good at predicting the male to female ratio of pay based on occupation/ gender/ weekly wages. From this I concluded that while a difference exists, there is not enough data to say that this is solely based on gender. There are other variables that need to be examined.