Systems and methods for identifying user density from network data are included herein. Embodiments include a communication tower that allocates communication bandwidth to devices in an area within range of the communication tower. The communication tower can calculate the user density in the area based on the allocation of bandwidth. Further, the types of data and messages exchanged with the devices can indicate the type of device, which can be used to group the devices based on type that are likely associated with a single user. For example, a single user may have a mobile phone, a tablet, and a smartwatch. Additionally, speed of devices can indicate which users are pedestrians. This information can be included in user density information and provided to devices or users to improve public safety, device response to high traffic areas, and so forth.