Human Activity and Environmental Metrics for Anomaly Detection

This dataset contains records of human physiological and environmental data, all collected in a consistent environment at the same time intervals, designed to support research in anomaly or attack detection. The measurements simulate conditions under which physiological parameters may fluctuate, potentially indicating anomalous activities or conditions. The dataset includes 4002 entries with the following parameters: Humidity: Environmental humidity levels measured in percentage. Temperature: Environmental temperature recorded in degrees. Step count: The number of steps taken by an individual. motion_values: A measurement representing physical motion intensity. heart_rate: Heart rate measured in beats per minute. Attack: Binary indicator (1 or 0) denoting an "attack" or anomalous state (1) versus normal state (0).