Hi Nate. All good, I don't take it to heart. The reason I did it is for nothing more than fun and put book learnings into action. You're right Bloomberg does have everything, but after going through the process, I developed my own methodology of reading annual reports and finding the exact metrics I need. Only by doing this, I can figure out a way to get my metrics with little data cleaning and in an efficient yet semi automated manner.