We introduce the notion of a discrete approximate circle bundle, as well as theory and algorithms to estimate characteristic classes. We apply these tools to study a benchmark optical flow dataset, where we confirm the toroidal model proposed by Adams et al. and discover larger spaces in other density regimes.