The right space at the right time: The relationship between children’s physical activity and land use/land cover

•Long-term paired GPS and accelerometry data collected from schoolchildren.•Physical activity significantly correlated with parks and residential land use.•Most observations of physical activity exhibit significant geographic clustering.