def getFeatures(data):
"""
Old and unused.
Getting all wanted fetures from the raw dataset.
Arguments:
data {array} -- data dataframe
"""
selected_cols = DataColumns.getSelectedCols(
) #features selected for learning
data = calculateStepTime(data)
data = calculateForceDiff(data)
featDF = data.loc[:, selected_cols]
return (featDF)
def getAllFeatures(data):
"""
Old and unused.
Features for left, right and both separately, separate feet might be a better option
Arguments:
data {array} -- data dataframe
"""
selected_cols = DataColumns.getSelectedCols(
) #features selected for learning
data = calculateTotalForce(data)
data = calculateStepTime(data)
data = calculateForceDiff(data)
dataL = data.loc[data["Left/Right"] ==
"L"] #separating to different feet
dataR = data.loc[data["Left/Right"] == "R"]
dataL = dataL.loc[:, selected_cols] #selecting only wanted columns
dataR = dataR.loc[:, selected_cols]
dataBoth = data.loc[:, selected_cols]
return (dataL, dataR, dataBoth)