A machine behavior classification system may include an electronic data collection system and an electronic data analysis system. The electronic data collection system may have an image capture apparatus that is configured to monitor a machine and the image capture apparatus may produce an image data file of the machine. Moreover, the electronic data analysis system may receive the image data file and may perform a data analysis of the image data file.