System of analysis of video stream in order to determine pool water quality and robot presence

A method of analysis of a stream of screenshots in order to determine pool water quality and robot presence, wherein software analytics compares color or clarity of water in order to figure out if the pool has dirty pool water. The software analytics checks the acceptable boundary regarding water clarity, wherein dirty water will typically go cloudy and/or have a taint of green, and the software analytics determines that higher levels of green in the water indicates worse water quality. The software analytics utilizes machine learning, neural networks and artificial intelligence by being trained on high numbers of screenshots of pools in order to make an accurate determination as to water clarity, a taint of green in water, and cloudiness in water.