Man pages for Sage-Bionetworks/mHealthTools
mhealthtools - Package for processing mobile sensor data and to extract meaningful features

accelerometer_dataAccelerometer sensor measurements
accelerometer_featuresExtract accelerometer features
balance_dataDevice-Motion data from a performed balance activity
bandpassApply a pass-band filter to time series data
calculate_driftCalculate the drift given x and y
clean_tapped_button_noneRemove duplicates in the given dataframe tap_data which have...
coef_varCalculate the Coefficient of Variation (coef_var) for a given...
default_kinematic_featuresDefault feature extraction functions for accelerometer and...
derivativeTake the derivative of a vector v
detrendDetrend time series data
extract_featuresExtract features from a column
fatigueCalculate the fatigue given a vector x
filter_timeSelect a specific time range from sensor data.
frequency_domain_energyReturns energy for each 0.5Hz band in the frequency spectrum.
frequency_domain_summaryReturns statistical summary of the frequency spectrum
get_balance_featuresPreprocess and extract interpretable features from balance...
get_ewt_spectrumGet EWT spectrum
get_filtered_signalBandpass and sorted mean filter the given signal
get_heartratePreprocess and extract heart rate from smartphone video...
get_hr_from_time_seriesGiven a processed time series find its period using...
get_kinetic_tremor_featuresPreprocess and extract interpretable features from kinetic...
get_left_right_events_and_tap_intervalsCurate the raw tapping data to get Left and Right events,...
get_sampling_rateCalculate the sampling rate.
get_spectrumGet AR spectrum
get_tapping_featuresPreprocess and extract interpretable features from screen...
get_tremor_featuresPreprocess and extract interpretable features from resting...
get_walk_featuresPreprocess and extract interpretable features from walk...
gravity_dataGravity sensor measurements
guanlab_nn_weightsWeights for the included GuanLab model
gyroscope_dataGyroscope sensor measurements
gyroscope_featuresExtract gyroscope features
has_errorCheck if a dataframe has an error column with at least one...
heartrate_dataSample heartrate data from a smartphone camera
integralTake the integral of a vector v
intertap_summary_featuresGet default tapping features for intertap distance
kinematic_sensor_argument_validatorEnsure the kinematic sensor arguments are well formed
kinetic_tremor_dataDevice-Motion data from a performed kinetic tremor activity
map_groupsMap a function to a single column within tibble groups
mean_tkeoCalculate the Mean Teager-Kaiser energy, adapted from TKEO...
mutate_acfConstruct a dataframe with ACF values
mutate_bandpassApply a pass-band filter to sensor data
mutate_derivativeAdd a column which is the "derivative" of an existing column...
mutate_detrendDetrend sensor data
mutate_integralAdd a column which is the "integral" of an existing column to...
prepare_kinematic_sensor_argsReturn arguments to be used in general feature functions
rest_tremor_dataDevice-Motion data from a performed resting tremor activity
sensor_featuresExtract sensor features
tag_outlier_windowsIdentify abnormal device rotations
tag_outlier_windows_Get min and max gravity values for each window
tap_dataSample tapping data from the tapping activity on a smartphone
tap_data_summary_featuresGet default tapping features
tapdrift_summary_featuresGet default tapping features for tap drift
tapping_featuresExtract tapping (screen sensor) features
tidy_sensor_dataGather the axial columns
time_domain_summaryReturns statistical summary of the time series
transformation_imf_windowGenerate a function for windowing sensor data after applying...
transformation_windowGenerate a function for applying a window transformation to...
walk_dataDevice-Motion data from a performed walk activity
windowWindow the value vector of sensor data for each axis
window_signalWindow a signal
window_start_end_timesCompute start/end timestamps for each window
Sage-Bionetworks/mHealthTools documentation built on Sept. 21, 2020, 12:35 p.m.