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The training and test data are available in folders named train and test respectively.
For each of these data sets:
Measurements are present in X_.txt file
Subject information is present in subject_.txt file
Activity codes are present in y_.txt file
All activity codes and their labels are in a file named activity_labels.txt.
Names of all measurements taken are present in file features.txt ordered and indexed as they appear in the X_.txt files.
All columns representing means contain ...mean() in them.
All columns representing standard deviations contain ...std() in them.