Mining point-of-interest data from social networks for urban land use classification and disaggregation

•We demonstrate the unification, classification and validation of online POI data.•The classified POI data is used to disaggregate land use at a high spatial resolution.•The disaggregated land use data is useful for LUTE models and for economic analyses.