Methods, apparatus, and system to acquire aircraft flight data through visual analysis of flight instruments with a data capture neural network, to compare aircraft flight data to a standard of a flight maneuver with a data analysis neural network with minimal or no human input, to output a visualization of aircraft flight data and or analysis of aircraft flight data, and to acquire aircraft flight data, programmatically analyze aircraft flight data, and provide aircraft training to a prospective aircraft pilot.