Convert text from PDF files into data frame

I will have pdf files with reports of market commentary. I need a dataframe that finds in the pdf file only the relevant text blocks (not the dates, emails, page nr, etc etc). The data frame should have the date, the bank who wrote it, the analyst name, contact email, and then the string of text. As a secondary version, I want to pdf files by paragraphs (so not the entire text block but several blocks per day it was written). I want to do topic modelling and find the relevant paragraphs per topic. and lastly, the entire set decomposed into individual phrases, so I can run analysis on all the phrases. I put an example so you can get a better understanding. I'll put all these pdf files in one folder and the tool should go through it and put the text blocks into a data frame. I'd need this relatively rapidly.