Water resources include a vital component of our planet's ecosystem, sustaining life and driving economic activities. Efficiently mapping these resources utilizes the power of Geographic Information Systems (GIS) and remote sensing technology to provide comprehensive understanding. Remote sensing satellites and aerial platforms gather vast amounts