Index

A

ABSOLUTE_MS (paradigma.constants.TimeUnit attribute) ACCELERATION (paradigma.constants.DataUnits attribute) acceleration_units (paradigma.preprocessing_config.BasePreprocessingConfig attribute) (paradigma.preprocessing_config.IMUPreprocessingConfig attribute) ACCELEROMETER_X (paradigma.constants.DataColumns attribute) ACCELEROMETER_Y (paradigma.constants.DataColumns attribute) ACCELEROMETER_Z (paradigma.constants.DataColumns attribute)

aggregate_segments() (in module paradigma.quantification) aggregate_weekly_arm_swing() (in module paradigma.gait_analysis) ANGLE (paradigma.constants.DataColumns attribute) ANGLE_SMOOTH (paradigma.constants.DataColumns attribute) ArmSwingDetectionConfig (class in paradigma.gait_analysis_config) ArmSwingFeatureExtractionConfig (class in paradigma.gait_analysis_config) ArmSwingQuantificationConfig (class in paradigma.gait_analysis_config)

B

BasePreprocessingConfig (class in paradigma.preprocessing_config)

butterworth_filter() (in module paradigma.imu_preprocessing)

C

calculate_power_ratio() (in module paradigma.heart_rate_util) cc_high_frequency (paradigma.gait_analysis_config.GaitFeatureExtractionConfig attribute) cc_low_frequency (paradigma.gait_analysis_config.GaitFeatureExtractionConfig attribute) classifier_file_name (paradigma.gait_analysis_config.ArmSwingDetectionConfig attribute) (paradigma.gait_analysis_config.GaitDetectionConfig attribute) compute_angle() (in module paradigma.feature_extraction)

compute_fft() (in module paradigma.feature_extraction) compute_perc_power() (in module paradigma.feature_extraction) compute_power() (in module paradigma.feature_extraction) compute_power_in_bandwidth() (in module paradigma.feature_extraction) create_segments() (in module paradigma.windowing) create_window() (in module paradigma.windowing)

D

d_channels_accelerometer (paradigma.preprocessing_config.IMUPreprocessingConfig attribute) d_channels_gyroscope (paradigma.preprocessing_config.IMUPreprocessingConfig attribute) d_channels_imu (paradigma.preprocessing_config.IMUPreprocessingConfig attribute) d_channels_ppg (paradigma.preprocessing_config.PPGPreprocessingConfig attribute) d_channels_values (paradigma.gait_analysis_config.ArmSwingFeatureExtractionConfig attribute) (paradigma.gait_analysis_config.GaitFeatureExtractionConfig attribute)

d_frequency_bandwidths (paradigma.gait_analysis_config.GaitFeatureExtractionConfig attribute) DataColumns (class in paradigma.constants) DataUnits (class in paradigma.constants) detect_arm_swing() (in module paradigma.gait_analysis) detect_gait() (in module paradigma.gait_analysis) DIFFERENCE_MS (paradigma.constants.TimeUnit attribute) discard_segments() (in module paradigma.windowing)

E

extract_angle_extremes() (in module paradigma.feature_extraction) extract_arm_swing_features() (in module paradigma.gait_analysis) extract_gait_features() (in module paradigma.gait_analysis) extract_meta_from_tsdf_files() (in module paradigma.ppg_preprocessing) extract_overlapping_segments() (in module paradigma.ppg_preprocessing)

extract_peak_angular_velocity() (in module paradigma.feature_extraction) extract_ppg_features() (in module paradigma.heart_rate_util) extract_range_of_motion() (in module paradigma.feature_extraction) extract_signal_quality_features() (in module paradigma.heart_rate_analysis) extract_spectral_domain_features() (in module paradigma.feature_extraction) extract_temporal_domain_features() (in module paradigma.feature_extraction)

F

filter_order (paradigma.preprocessing_config.BasePreprocessingConfig attribute)

format_datetime_to_iso8601() (in module paradigma.util) FREQUENCY (paradigma.constants.DataUnits attribute)

G

GaitDetectionConfig (class in paradigma.gait_analysis_config) GaitFeatureExtractionConfig (class in paradigma.gait_analysis_config) generate_cepstral_coefficients() (in module paradigma.feature_extraction) generate_statistics() (in module paradigma.feature_extraction) generate_std_norm() (in module paradigma.feature_extraction) get_dominant_frequency() (in module paradigma.feature_extraction) get_end_iso8601() (in module paradigma.util)

GRAV_ACCELEROMETER_X (paradigma.constants.DataColumns attribute) GRAV_ACCELEROMETER_Y (paradigma.constants.DataColumns attribute) GRAV_ACCELEROMETER_Z (paradigma.constants.DataColumns attribute) GRAVITY (paradigma.constants.DataUnits attribute) GYROSCOPE_X (paradigma.constants.DataColumns attribute) GYROSCOPE_Y (paradigma.constants.DataColumns attribute) GYROSCOPE_Z (paradigma.constants.DataColumns attribute)

H

HeartRateFeatureExtractionConfig (class in paradigma.heart_rate_analysis_config)

I

IMUConfig (class in paradigma.gait_analysis_config) IMUPreprocessingConfig (class in paradigma.preprocessing_config)

initialize_column_names() (paradigma.gait_analysis_config.ArmSwingFeatureExtractionConfig method) initialize_sampling_frequency_fields() (paradigma.gait_analysis_config.ArmSwingFeatureExtractionConfig method) initialize_window_length_fields() (paradigma.gait_analysis_config.ArmSwingFeatureExtractionConfig method)

L

l_accelerometer_cols (paradigma.gait_analysis_config.IMUConfig attribute) l_data_point_level_cols (paradigma.gait_analysis_config.GaitFeatureExtractionConfig attribute) l_gravity_cols (paradigma.gait_analysis_config.IMUConfig attribute)

l_gyroscope_cols (paradigma.gait_analysis_config.IMUConfig attribute) l_window_level_cols (paradigma.gait_analysis_config.GaitFeatureExtractionConfig attribute) lower_cutoff_frequency (paradigma.preprocessing_config.BasePreprocessingConfig attribute)

M

meta_filename (paradigma.preprocessing_config.BasePreprocessingConfig attribute) min_segment_length_s (paradigma.gait_analysis_config.ArmSwingQuantificationConfig attribute) module paradigma paradigma.constants paradigma.feature_extraction paradigma.gait_analysis paradigma.gait_analysis_config paradigma.heart_rate_analysis paradigma.heart_rate_analysis_config paradigma.heart_rate_util paradigma.imu_preprocessing paradigma.ppg_preprocessing paradigma.preprocessing_config paradigma.quantification paradigma.util paradigma.windowing

N

n_coefficients_cc (paradigma.gait_analysis_config.GaitFeatureExtractionConfig attribute)

n_dct_filters_cc (paradigma.gait_analysis_config.GaitFeatureExtractionConfig attribute) NONE (paradigma.constants.DataUnits attribute)

P

paradigma module paradigma.constants module paradigma.feature_extraction module paradigma.gait_analysis module paradigma.gait_analysis_config module paradigma.heart_rate_analysis module paradigma.heart_rate_analysis_config module paradigma.heart_rate_util module paradigma.imu_preprocessing module paradigma.ppg_preprocessing module

paradigma.preprocessing_config module paradigma.quantification module paradigma.util module paradigma.windowing module parse_iso8601_to_datetime() (in module paradigma.util) pca_transform_gyroscope() (in module paradigma.feature_extraction) peakdet() (in module paradigma.heart_rate_util) POWER_SPECTRAL_DENSITY (paradigma.constants.DataUnits attribute) PPG (paradigma.constants.DataColumns attribute) PPGPreprocessingConfig (class in paradigma.preprocessing_config) PRED_ARM_SWING (paradigma.constants.DataColumns attribute) pred_arm_swing_colname (paradigma.gait_analysis_config.ArmSwingQuantificationConfig attribute) PRED_GAIT (paradigma.constants.DataColumns attribute) preprocess_imu_data() (in module paradigma.imu_preprocessing) preprocess_ppg_data() (in module paradigma.ppg_preprocessing)

Q

quantify_arm_swing() (in module paradigma.gait_analysis)

R

read_metadata() (in module paradigma.util) read_PPG_quality_classifier() (in module paradigma.heart_rate_util) RELATIVE_MS (paradigma.constants.TimeUnit attribute) remove_moving_average_angle() (in module paradigma.feature_extraction)

resample_data() (in module paradigma.imu_preprocessing) ROTATION (paradigma.constants.DataUnits attribute) rotation_units (paradigma.preprocessing_config.BasePreprocessingConfig attribute) (paradigma.preprocessing_config.IMUPreprocessingConfig attribute)

S

sampling_frequency (paradigma.preprocessing_config.BasePreprocessingConfig attribute) (paradigma.preprocessing_config.PPGPreprocessingConfig attribute) sampling_frequency_imu (paradigma.heart_rate_analysis_config.HeartRateFeatureExtractionConfig attribute) sampling_frequency_ppg (paradigma.heart_rate_analysis_config.HeartRateFeatureExtractionConfig attribute) scan_and_sync_segments() (in module paradigma.ppg_preprocessing) segment_gap_s (paradigma.gait_analysis_config.ArmSwingQuantificationConfig attribute) SEGMENT_NR (paradigma.constants.DataColumns attribute) sensor (paradigma.gait_analysis_config.ArmSwingFeatureExtractionConfig attribute)

set_filenames() (paradigma.gait_analysis_config.IMUConfig method) (paradigma.preprocessing_config.BasePreprocessingConfig method) set_filenames_values() (paradigma.gait_analysis_config.IMUConfig method) set_sampling_frequency() (paradigma.gait_analysis_config.GaitFeatureExtractionConfig method) set_sensor() (paradigma.gait_analysis_config.IMUConfig method) side_watch (paradigma.preprocessing_config.BasePreprocessingConfig attribute) signal_to_ffts() (in module paradigma.feature_extraction) synchronization() (in module paradigma.ppg_preprocessing)

T

tabulate_windows() (in module paradigma.windowing) thresholds_file_name (paradigma.gait_analysis_config.GaitDetectionConfig attribute) TIME (paradigma.constants.DataColumns attribute) time_colname (paradigma.gait_analysis_config.IMUConfig attribute) (paradigma.preprocessing_config.BasePreprocessingConfig attribute)

time_filename (paradigma.preprocessing_config.BasePreprocessingConfig attribute) TimeUnit (class in paradigma.constants) transform_time_array() (in module paradigma.imu_preprocessing)

U

units (paradigma.gait_analysis_config.ArmSwingFeatureExtractionConfig attribute)

UNIX_TICKS_MS (in module paradigma.constants) upper_cutoff_frequency (paradigma.preprocessing_config.BasePreprocessingConfig attribute)

V

values_filename (paradigma.preprocessing_config.BasePreprocessingConfig attribute)

VELOCITY (paradigma.constants.DataColumns attribute) verbose (paradigma.gait_analysis_config.GaitFeatureExtractionConfig attribute)

W

window_length_s (paradigma.gait_analysis_config.ArmSwingQuantificationConfig attribute) (paradigma.gait_analysis_config.GaitFeatureExtractionConfig attribute) window_step_size (paradigma.gait_analysis_config.ArmSwingQuantificationConfig attribute)

window_step_size_s (paradigma.gait_analysis_config.GaitFeatureExtractionConfig attribute) window_type (paradigma.gait_analysis_config.ArmSwingFeatureExtractionConfig attribute) (paradigma.gait_analysis_config.GaitFeatureExtractionConfig attribute) write_data() (in module paradigma.util)