Foursquare NY: Dataset from the Foursquare social media with multiple aspect trajectories, having a total of 227,428 check-in points of 1,083 users in New York, USA, collected between April 2012 and February 2013. It provides the anonymized user that made the check-in, the POI and the spatial position in time when the check-in was made. We split the trajectories in weeks to increase the examples for each user, and considered trajectories with at least 10 check-ins, resulting in 193 users for this dataset. The points were enriched with the semantic information of the weekday, and the Foursquare API enabled to collect the semantic information of the POI category, and the numerical information of the price and rating of the POIs. Indeed, the Weather Wunderground API enabled to enrich the points with the weather situation. The resultant dataset has a total of 3079 trajectories, with trajectory sizes varying from 10 to 144.