The zipped data necessary to replicate "Predicting property damage from tornadoes with zero-inflated neural networks" by Jeremy Diaz and Maxwell Joseph (both at Earth Lab, Cooperative Institute for Research in Environmental Sciences, University of Colorado Boulder). Contains our working versions of US Census Bureau, National Land Cover Database, and Storm Events Database data.