Ask HN: How to Make Collection of Cell Data via Wifi Useless?

So the city I live in is putting devices on lightpoles to track mobile devices throughout the city. They say its to help gather foot traffic patterns to better plan data. I don't like it. I can't remove it. But I want to make the data useless.

How do I generate false data to make this completley useless.