This paper describes an algorithm for extracting human gait movements in data obtained from accelerometer sensors of a mobile phone. provided that the mobile phone is used in the usual mode. The algorithm also performs a classification of the selected movements based on a feed-forward neural network. The developed algorithm selects the best areas in the accelerometer data. https://darthomes.shop/product-category/artwork/