Every year National Park Service publishes the Annual Park Ranking Report for Recreation Visitors.
More than 330 million people visited our national parks in 2016 (src: nps.gov stats)
You can see the complete list at http://nationalparksimages.org/parksrank.html
Here are the ones that made to the top of the list. Let us know (in comments) how many of these you have been to.