It is very hard to explain fundamental analysis so I'd rather share a video explanation about it. This is to better to understand the basics of it. I am accountant hence I can read and compute a lot of financial analysis but currently, I can't judge which part is best to guide me. In the beginning, I even computed the book value, financial ratios which are fundamentally appealing but I don't understand why it is under priced in the stock market. Alternatively, I use my fundamental skills to check the future performance of the company hence I can position myself before the financial report release. It is more on a catalyst play because I think these fellow stock market traders are emotionally driven wherein an announcement about an increase in company's profit would compel them to buy the company's share hence they will force the market price of the stocks up. I use my fundamental analysis skills in par with my technical analysis skills.
Most of the stock market traders are buying stocks because of the future market value. Majority of the information can be found at the http://edge.pse.com.ph/ but is up to you to dig it up and sort it out. We are lucky that we have this kind of facility which are readily available online. I understand that you might say that there are too much information but that's the challenging part of it only. I managed to read around 10 financial statements so far because of my interest on that company. It is your choice.
Below are online videos from YouTube which discusses basic fundamental analysis:
Good Luck!