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In addition to the original topics in the 2017 Training Manual Version, SkyEye added new intermediate and advanced topics in QGIS, GIS and Remote Sensing were also included in the manual with specific use cases requested by the MNRE WRD and other participants. In particular, newer methods for collecting GIS data, identifying water resource restricted areas, land cover areas within catchment areas, catchment and water network delineation, automatic map layouts and 3d visualisation.