> you're not gonna gain any understanding from a self-reported survey of ~2500 people
A sample size of ~2500 is statistically huge - the margin of error is very small. You should sign up to a stats course.
Self-reported though; that throws a huge spanner in the works.
You should head outside and actually talk with real humans, no stats course is gonna teach you human understanding.