"it much have been" is wrong. You probably mean "it must have been"
Common sentences: Who ate all the cookies? *turns towards sister* It must have been you! Who killed bob? OH NO! *looks at blood on his hands* It must have been me! Person 1: Who took the trash out last night? Person 2: It must have been me, i'm sure of it.