We were facing a lot of problem extracting data from PDFs, especially tabular one. So we decided to make an opensource project using pandas data framework for extracting tabular data from PDFs.
Check it out here : https://soco.ps/2OE1L7t ! And provide us with feedback on what can be done to improve the same.