An argument that extrapolates specific instances to broad generalizations is known as

This is known as inductive reasoning.

Often times, inductive reasoning tend to not be backed by proper scientific approach which may caused false perception.

Example of inductive reasoning:

"a man from race B is stealing the purse." (specific), therefore "all men from race B love stealing purses.") general)