def load_casas_from_file(data_filename, translation_filename=None, dataset_dir='../datasets/bosch/', normalize=True, per_sensor=True, ignore_other=False): """ Load CASAS Data From File :param data_filename: :param translation_filename: :param dataset_dir: :param normalize: :param per_sensor: :param ignore_other: :return: """ # Initialize AlData Structure data = AlData() # Load Translation File if translation_filename is not None: data.load_sensor_translation_from_file(dataset_dir + translation_filename) # Load Data File data.load_data_from_file(dataset_dir + data_filename) # Some basic statistical calculations data.calculate_window_size() data.calculate_mostly_likely_activity_per_sensor() # Print out data summary data.print_data_summary() # Configure Features feature = AlFeature() # Pass Activity and Sensor Info to AlFeature feature.populate_activity_list(data.activity_info) feature.populate_sensor_list(data.sensor_info) # feature.DisableActivity('Other_Activity') # Add lastEventHour Feature feature.featureWindowNum = 1 feature.add_feature(AlFeatureSensorCount(normalize=normalize)) feature.add_feature(AlFeatureWindowDuration(normalize=normalize)) feature.add_feature(AlFeatureEventHour(normalize=normalize)) feature.add_feature(AlFeatureEventSensor(per_sensor=per_sensor)) feature.add_feature(AlFeatureLastDominantSensor(per_sensor=per_sensor)) feature.add_feature(AlFeatureEventSecond(normalize=normalize)) feature.add_feature(AlFeatureSensorElapseTime(normalize=normalize)) # Select whether disable other activity or not if ignore_other: feature.disable_activity('Other_Activity') # Print Feature Summary feature.print_feature_summary() # Calculate Features feature.populate_feature_array(data.data) # Return features data return feature
logging.config.fileConfig('../log/log.cfg') # Initialize AlData Structure data = AlData() # Load Translation File data.load_sensor_translation_from_file(dataset_dir + 'b1.translate') # Load Data File data.load_data_from_file(dataset_dir + 'b1') # Some basic statistical calculations data.calculate_window_size() data.calculate_mostly_likely_activity_per_sensor() # Print out data summary data.print_data_summary() # Configure Features feature = AlFeature() # Pass Activity and Sensor Info to AlFeature feature.populate_activity_list(data.activity_info) feature.populate_sensor_list(data.sensor_info) # feature.DisableActivity('Other_Activity') # Add lastEventHour Feature feature.featureWindowNum = 1 feature.add_feature(AlFeatureSensorCount(normalize=False)) feature.add_feature(AlFeatureWindowDuration(normalize=False)) feature.add_feature(AlFeatureEventHour(normalize=False)) feature.add_feature(AlFeatureEventSensor(per_sensor=False)) feature.add_feature(AlFeatureLastDominantSensor(per_sensor=False)) feature.add_feature(AlFeatureEventSecond(normalize=False)) feature.add_feature(AlFeatureSensorElapseTime(normalize=False)) # Print Feature Summary feature.print_feature_summary() # Calculate Features feature.populate_feature_array(data.data)