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In a network of devices in close proximity such as Device to Device ($D2D$)communication, we study the dissemination of public safety information atcountry scale level. In order to provide a realistic model for the informationdissemination, we extract a spatial distribution of the population of IvoryCoast from census data and determine migration pattern from the Call DetailRecords ($CDR$) obtained during the Data for Development ($D4D$) challenge. Welater apply epidemic model towards the information dissemination process basedon the spatial properties of the user mobility extracted from the provided$CDR$. We then propose enhancements by adding latent states to the epidemicmodel in order to model more realistic user dynamics. Finally, we studydynamics of the evolution of the information spreading through the population.

Large Scale Model for Information Dissemination with Device to Device Communication using Call Details Records