Representative implementations provide devices and techniques for observing the movement of one or more objects over a duration of time. Collected locational data of the objects is grouped according to a plurality of sliding time intervals having a variable length. The data is converted to one or more geometric representations, which are representative of object movement during a time interval. Movement patterns of the objects may be determined based on the properties of the geometric representations.