Distinguish between partnership and company

A partnership deal signed between two parties can be called a company.

Yeah. Partnership can be called Company. First, because company means associates, a group of persons,etc. While the meaning of Partnership is, a group of two or more persons bind themselves to contribute money,property, or service. Simply means, they associates.. :)