big data, flickr, lake-based recreation, lasso, multiple imputation, poisson count models, random forests, secchi depth, social media, visit models

Using a dataset of more than 51,000 US lakes, we estimated the relationship between summertime lake visits, lake water clarity, landscape features, and other amenities, where visits were estimated with counts of geo-located photographs. Given the …