Spatio-temporal analysis of urban changes and surface water quality

•Remote sensing and GIS enables monitoring and management of water quality.•Land cover are causing changes in water quality over temporal and spatial scales.•A positive correlation was found between water quality deterioration and urban expansion.•Levels of fecal coliform were consistent with increased urbanization in water bodies.•A GIS model to handle and reduce the processing time of water quality large datasets.