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Small misc changes

sociality-task
Primoz 2022-06-02 06:41:53 +00:00
parent 5532043b1f
commit fbf6a77dfc
4 changed files with 229 additions and 224 deletions
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36
config.yaml
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@ -3,7 +3,7 @@
######################################################################################################################## ########################################################################################################################
# See https://www.rapids.science/latest/setup/configuration/#participant-files # See https://www.rapids.science/latest/setup/configuration/#participant-files
PIDS: [p01] #p01, p02, p03] PIDS: [p02, p03] #p01, p02, p03]
# See https://www.rapids.science/latest/setup/configuration/#automatic-creation-of-participant-files # See https://www.rapids.science/latest/setup/configuration/#automatic-creation-of-participant-files
CREATE_PARTICIPANT_FILES: CREATE_PARTICIPANT_FILES:
@ -484,18 +484,11 @@ EMPATICA_ACCELEROMETER:
FEATURES: ["maxmagnitude", "minmagnitude", "avgmagnitude", "medianmagnitude", "stdmagnitude"] FEATURES: ["maxmagnitude", "minmagnitude", "avgmagnitude", "medianmagnitude", "stdmagnitude"]
SRC_SCRIPT: src/features/empatica_accelerometer/dbdp/main.py SRC_SCRIPT: src/features/empatica_accelerometer/dbdp/main.py
CR: CR:
COMPUTE: False COMPUTE: True
FEATURES: ["fqHighestPeakFreqs", "fqHighestPeaks", "fqEnergyFeat", "fqEntropyFeat", "fqHistogramBins","fqAbsMean", "fqSkewness", "fqKurtosis", "fqInterquart", # Freq features FEATURES: ["totalMagnitudeBand", "absoluteMeanBand", "varianceBand"] # Acc features
"meanLow", "areaLow", "totalAbsoluteAreaBand", "totalMagnitudeBand", "entropyBand", "skewnessBand", "kurtosisBand",
"postureDistanceLow", "absoluteMeanBand", "absoluteAreaBand", "quartilesBand", "interQuartileRangeBand", "varianceBand",
"coefficientOfVariationBand", "amplitudeBand", "totalEnergyBand", "dominantFrequencyEnergyBand", "meanCrossingRateBand",
"correlationBand", "quartilesMagnitudesBand", "interQuartileRangeMagnitudesBand", "areaUnderAccelerationMagnitude",
"peaksDataLow", "sumPerComponentBand", "velocityBand", "meanKineticEnergyBand", "totalKineticEnergyBand", "squareSumOfComponent",
"sumOfSquareComponents", "averageVectorLength", "averageVectorLengthPower", "rollAvgLow", "pitchAvgLow", "rollStdDevLow",
"pitchStdDevLow", "rollMotionAmountLow", "rollMotionRegularityLow", "manipulationLow", "rollPeaks", "pitchPeaks", "rollPitchCorrelation"] # Acc features
WINDOWS: WINDOWS:
COMPUTE: True COMPUTE: True
WINDOW_LENGTH: 10 # specify window length in seconds WINDOW_LENGTH: 15 # specify window length in seconds
SECOND_ORDER_FEATURES: ['mean', 'median', 'sd', 'max', 'min'] SECOND_ORDER_FEATURES: ['mean', 'median', 'sd', 'max', 'min']
SRC_SCRIPT: src/features/empatica_accelerometer/cr/main.py SRC_SCRIPT: src/features/empatica_accelerometer/cr/main.py
@ -518,15 +511,12 @@ EMPATICA_TEMPERATURE:
FEATURES: ["maxtemp", "mintemp", "avgtemp", "mediantemp", "modetemp", "stdtemp", "diffmaxmodetemp", "diffminmodetemp", "entropytemp"] FEATURES: ["maxtemp", "mintemp", "avgtemp", "mediantemp", "modetemp", "stdtemp", "diffmaxmodetemp", "diffminmodetemp", "entropytemp"]
SRC_SCRIPT: src/features/empatica_temperature/dbdp/main.py SRC_SCRIPT: src/features/empatica_temperature/dbdp/main.py
CR: CR:
COMPUTE: False COMPUTE: True
FEATURES: ["autocorrelations", "countAboveMean", "countBelowMean", "maximum", "minimum", "meanAbsChange", "longestStrikeAboveMean", FEATURES: ["countAboveMean", "countBelowMean", "maximum", "minimum", "meanAbsChange", "longestStrikeAboveMean", "longestStrikeBelowMean",
"longestStrikeBelowMean", "stdDev", "median", "meanChange", "numberOfZeroCrossings", "absEnergy", "linearTrendSlope", "stdDev", "median", "meanChange", "sumSquared", "squareSumOfComponent", "sumOfSquareComponents"]
"ratioBeyondRSigma", "binnedEntropy", "numOfPeaksAutocorr", "numberOfZeroCrossingsAutocorr", "areaAutocorr",
"calcMeanCrossingRateAutocorr", "countAboveMeanAutocorr", "sumPer", "sumSquared", "squareSumOfComponent",
"sumOfSquareComponents"]
WINDOWS: WINDOWS:
COMPUTE: True COMPUTE: True
WINDOW_LENGTH: 600 # specify window length in seconds WINDOW_LENGTH: 300 # specify window length in seconds
SECOND_ORDER_FEATURES: ['mean', 'median', 'sd', 'max', 'min'] SECOND_ORDER_FEATURES: ['mean', 'median', 'sd', 'max', 'min']
SRC_SCRIPT: src/features/empatica_temperature/cr/main.py SRC_SCRIPT: src/features/empatica_temperature/cr/main.py
@ -539,15 +529,15 @@ EMPATICA_ELECTRODERMAL_ACTIVITY:
FEATURES: ["maxeda", "mineda", "avgeda", "medianeda", "modeeda", "stdeda", "diffmaxmodeeda", "diffminmodeeda", "entropyeda"] FEATURES: ["maxeda", "mineda", "avgeda", "medianeda", "modeeda", "stdeda", "diffmaxmodeeda", "diffminmodeeda", "entropyeda"]
SRC_SCRIPT: src/features/empatica_electrodermal_activity/dbdp/main.py SRC_SCRIPT: src/features/empatica_electrodermal_activity/dbdp/main.py
CR: CR:
COMPUTE: False COMPUTE: True
FEATURES: ['mean', 'std', 'q25', 'q75', 'qd', 'deriv', 'power', 'numPeaks', 'ratePeaks', 'powerPeaks', 'sumPosDeriv', 'propPosDeriv', 'derivTonic', FEATURES: ['mean', 'std', 'q25', 'q75', 'qd', 'deriv', 'power', 'numPeaks', 'ratePeaks', 'powerPeaks', 'sumPosDeriv', 'propPosDeriv', 'derivTonic',
'sigTonicDifference', 'freqFeats','maxPeakAmplitudeChangeBefore', 'maxPeakAmplitudeChangeAfter', 'avgPeakAmplitudeChangeBefore', 'sigTonicDifference', 'freqFeats','maxPeakAmplitudeChangeBefore', 'maxPeakAmplitudeChangeAfter', 'avgPeakAmplitudeChangeBefore',
'avgPeakAmplitudeChangeAfter', 'avgPeakChangeRatio', 'maxPeakIncreaseTime', 'maxPeakDecreaseTime', 'maxPeakDuration', 'maxPeakChangeRatio', 'avgPeakAmplitudeChangeAfter', 'avgPeakChangeRatio', 'maxPeakIncreaseTime', 'maxPeakDecreaseTime', 'maxPeakDuration', 'maxPeakChangeRatio',
'avgPeakIncreaseTime', 'avgPeakDecreaseTime', 'avgPeakDuration', 'maxPeakResponseSlopeBefore', 'maxPeakResponseSlopeAfter', 'avgPeakIncreaseTime', 'avgPeakDecreaseTime', 'avgPeakDuration', 'signalOverallChange', 'changeDuration', 'changeRate', 'significantIncrease',
'signalOverallChange', 'changeDuration', 'changeRate', 'significantIncrease', 'significantDecrease'] 'significantDecrease']
WINDOWS: WINDOWS:
COMPUTE: True COMPUTE: True
WINDOW_LENGTH: 300 # specify window length in seconds WINDOW_LENGTH: 60 # specify window length in seconds
SECOND_ORDER_FEATURES: ['mean', 'median', 'sd', 'max', 'min'] SECOND_ORDER_FEATURES: ['mean', 'median', 'sd', 'max', 'min']
SRC_SCRIPT: src/features/empatica_electrodermal_activity/cr/main.py SRC_SCRIPT: src/features/empatica_electrodermal_activity/cr/main.py
@ -560,7 +550,7 @@ EMPATICA_BLOOD_VOLUME_PULSE:
FEATURES: ["maxbvp", "minbvp", "avgbvp", "medianbvp", "modebvp", "stdbvp", "diffmaxmodebvp", "diffminmodebvp", "entropybvp"] FEATURES: ["maxbvp", "minbvp", "avgbvp", "medianbvp", "modebvp", "stdbvp", "diffmaxmodebvp", "diffminmodebvp", "entropybvp"]
SRC_SCRIPT: src/features/empatica_blood_volume_pulse/dbdp/main.py SRC_SCRIPT: src/features/empatica_blood_volume_pulse/dbdp/main.py
CR: CR:
COMPUTE: False COMPUTE: True
FEATURES: ['meanHr', 'ibi', 'sdnn', 'sdsd', 'rmssd', 'pnn20', 'pnn50', 'sd', 'sd2', 'sd1/sd2', 'numRR', # Time features FEATURES: ['meanHr', 'ibi', 'sdnn', 'sdsd', 'rmssd', 'pnn20', 'pnn50', 'sd', 'sd2', 'sd1/sd2', 'numRR', # Time features
'VLF', 'LF', 'LFnorm', 'HF', 'HFnorm', 'LF/HF', 'fullIntegral'] # Freq features 'VLF', 'LF', 'LFnorm', 'HF', 'HFnorm', 'LF/HF', 'fullIntegral'] # Freq features
WINDOWS: WINDOWS:

396
renv.lock
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File diff suppressed because it is too large Load Diff

3
renv/activate.R
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@ -14,9 +14,6 @@ local({
# signal that we're loading renv during R startup # signal that we're loading renv during R startup
Sys.setenv("RENV_R_INITIALIZING" = "true") Sys.setenv("RENV_R_INITIALIZING" = "true")
on.exit(Sys.unsetenv("RENV_R_INITIALIZING"), add = TRUE) on.exit(Sys.unsetenv("RENV_R_INITIALIZING"), add = TRUE)
if(grepl("Darwin", Sys.info()["sysname"], fixed = TRUE) & grepl("ARM64", Sys.info()["version"], fixed = TRUE)) # M1 Macs
Sys.setenv("TZDIR" = file.path(R.home(), "share", "zoneinfo"))
# signal that we've consented to use renv # signal that we've consented to use renv
options(renv.consent = TRUE) options(renv.consent = TRUE)

18
tests/scripts/missing_values_heatmap.py 100644
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@ -0,0 +1,18 @@
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
# path = "/rapids/data/processed/features/all_participants/all_sensor_features.csv" # all features all participants
# path = "/rapids/data/interim/p03/empatica_accelerometer_features/empatica_accelerometer_python_cr_windows.csv"
path = "/rapids/data/interim/p02/empatica_electrodermal_activity_features/empatica_electrodermal_activity_python_cr_windows.csv"
# path = "/rapids/data/interim/p02/empatica_inter_beat_interval_features/empatica_inter_beat_interval_python_cr_windows.csv"
# path = "/rapids/data/interim/p02/empatica_blood_volume_pulse_features/empatica_blood_volume_pulse_python_cr_windows.csv"
# path = "/rapids/data/interim/p02/empatica_temperature_features/empatica_temperature_python_cr_windows.csv"
df = pd.read_csv(path)
print(df)
sns.heatmap(df.isna(), cbar=False)
plt.savefig('eda_windows_p02_window_60_more_peaks.png', bbox_inches='tight')