A vibrant urban neighborhood is shaped by how people use the local amenities. By integrating high-frequency cell phone data to track real-world visits to shops, parks, and other local services and analyzing the sequences of amenity visits, COLINE will uncover patterns of complementarity between local amenities services. This approach will allow us to reveal how neighborhoods function in practice and to compare amenity spaces across different neighborhoods and cities.