Abstract Topological data analysis (TDA) has shown great success in various applications involving wearable sensor data. However. there are difficulties in leveraging topological features in machine learning and wearable sensors because of the large time consumption and computational resources required to extract the features. To address this problem. https://lampsusaes.shop/product-category/pendant-lighting/