Chemical pregnancy is the term given to any pregnancy that ends before the 6 week mark, for various reasons, it just doesn't work and it's just something that happens naturally.
Usually, it'll happen around the time of the due period, sometimes a little later, and sometimes goes un noticed and is mostly noticed nowadays because pregnancy tests are so sensitive and can be used before the missed period.