Do we use the correct data when testing?

What data we use to test American stocks in history? Have you ever thought about their `` correctness ''? We often get fantastic results when testing and merge them in real life. — maybe it's because of those data, which we use?
How data and discussion differ, proposed by uv. BuyLow :)