Hello Gaurang,
How nice to read your kinds words. You have asked an important question. In the many answers to questions to this blog I listed my favorite finance books. In that list are several financial statement analysis books that are both excellent. That said, my very favorite is John Tracy's "How to Read a Financial Report." I believe you will love it.
Importantly, read more than one book because each time you discover the information through another author's eyes helps inculcate these teachings into memory.
Best wishes for success!
Yours, in service,
Jason