Your hardware acts as a physical filter on the mathematical purity of these Web Audio tools.

The Problem with Laptop Speakers

Laptop speakers typically cannot reproduce frequencies below 200Hz. If you use a Brown Noise generator (which relies heavily on low frequencies) through laptop speakers, you are effectively filtering it into Pink or White noise, losing the specific acoustic properties you intended to use.