Occurrence of flooding incident reports is used as a response variable in an urban pluvial flooding analysis.

Information in open spatial datasets explains up to half of response variability.

Physical variables significantly explain response variability.

Rainfall and population density do not explain incident reports distribution.

Results doubled the explaining power achieved by previous related studies.