You don't have to put a political affiliation.
That information is available (historically) from the third-party voting scraper sites (e.g. http://ohiovoters.info/). If there is a way of preventing it from being collected, I'm not sure how to do it.
And even that doesn't account for recent massive scale (191M people) leaks [1].
https://www.reddit.com/r/privacy/comments/3yinij/entire_us_v...