Oh, this is a huge problem!
It makes the qualitative analysis of anything impossible and dangerous.
It not acceptable to give you the “closest one” without even telling you “how close” it is.
The model is working fine, but it works fine because we check it with known pills. Knowing how it works, would anyone ever trust it to take an unknown pill?