It derives the public keys from the private keys and then check these.

Thanks. So each of these potential private keys that show up on a page would only have one corresponding public key? I guess I forgot how basic private/public key encryption works (again).

yes! I recommend my book real-world cryptography if you want to brush up on that :D

Almost any 32 bytes long string is basically a valid private key.