This data set was built off of the raw accelerometer data for the Samsung Galaxy S Smartphone retrieved from http://archive.ics.uci.edu/ml/datasets/Human+Activity+Recognition+Using+Smartphones. The output data set was generated as follows:
- The sample test and training data sets were pulled out.
- The activity labels, subject info were added back in to each data set.
- The two data sets were merged together.
- The feature labels were added to the merged data set to give useful column names.
- Everything but the mean and standard deviation values were thrown out. Note that means from the additional signal window sample data were not included.
- The result data set was grouped by subject number and activity, and the means for each value in the aggregate sets were pulled into a final output data set.
- subject: The subject number for the following measurements
- activity: The type of activity the subject was performing
- tBodyAcc-mean()-X: Mean of the mean time domain body acceleration in the X axis of the accelerometer for the given subject and activity
- tBodyAcc-mean()-Y: Mean of the mean time domain body acceleration in the Y axis of the accelerometer for the given subject and activity
- tBodyAcc-mean()-Z: Mean of the mean time domain body acceleration in the Z axis of the accelerometer for the given subject and activity
- tBodyAcc-std()-X: Mean of the standard deviation of the time domain body acceleration in the X axis of the accelerometer for the given subject and activity
- tBodyAcc-std()-Y: Mean of the standard deviation of the time domain body acceleration in the Y axis of the accelerometer for the given subject and activity
- tBodyAcc-std()-Z: Mean of the standard deviation of the time domain body acceleration in the Z axis of the accelerometer for the given subject and activity
- tGravityAcc-mean()-X: Mean of the mean time domain gravity acceleration in the X axis of the accelerometer for the given subject and activity
- tGravityAcc-mean()-Y: Mean of the mean time domain gravity acceleration in the Y axis of the accelerometer for the given subject and activity
- tGravityAcc-mean()-Z: Mean of the mean time domain gravity acceleration in the Z axis of the accelerometer for the given subject and activity
- tGravityAcc-std()-X: Mean of the standard deviation of the time domain gravity acceleration in the X axis of the accelerometer for the given subject and activity
- tGravityAcc-std()-Y: Mean of the standard deviation of the time domain gravity acceleration in the Y axis of the accelerometer for the given subject and activity
- tGravityAcc-std()-Z: Mean of the standard deviation of the time domain gravity acceleration in the Z axis of the accelerometer for the given subject and activity
- tBodyAccJerk-mean()-X: Mean of the mean derived body jerk in the X axis of the accelerometer for the given subject and activity
- tBodyAccJerk-mean()-Y: Mean of the mean derived body jerk in the Y axis of the accelerometer for the given subject and activity
- tBodyAccJerk-mean()-Z: Mean of the mean derived body jerk in the Z axis of the accelerometer for the given subject and activity
- tBodyAccJerk-std()-X: Mean of standard deviation of the derived body jerk in the X axis of the accelerometer for the given subject and activity
- tBodyAccJerk-std()-Y: Mean of standard deviation of the derived body jerk in the Y axis of the accelerometer for the given subject and activity
- tBodyAccJerk-std()-Z: Mean of standard deviation of the derived body jerk in the Z axis of the accelerometer for the given subject and activity
- tBodyGyro-mean()-X: Mean of the mean time domain body acceleration in the X axis of the gyroscope for the given subject and activity
- tBodyGyro-mean()-Y: Mean of the mean time domain body acceleration in the Y axis of the gyroscope for the given subject and activity
- tBodyGyro-mean()-Z: Mean of the mean time domain body acceleration in the Z axis of the gyroscope for the given subject and activity
- tBodyGyro-std()-X: Mean of the standard deviation of the time domain body acceleration in the X axis of the gyroscope for the given subject and activity
- tBodyGyro-std()-Y: Mean of the standard deviation of the time domain body acceleration in the Y axis of the gyroscope for the given subject and activity
- tBodyGyro-std()-Z: Mean of the standard deviation of the time domain body acceleration in the Z axis of the gyroscope for the given subject and activity
- tBodyGyroJerk-mean()-X: Mean of the mean derived body jerk in the X axis of the gyroscope for the given subject and activity
- tBodyGyroJerk-mean()-Y: Mean of the mean derived body jerk in the Y axis of the gyroscope for the given subject and activity
- tBodyGyroJerk-mean()-Z: Mean of the mean derived body jerk in the Z axis of the gyroscope for the given subject and activity
- tBodyGyroJerk-std()-X: Mean of the stdnard deviation of the derived body jerk in the X axis of the gyroscope for the given subject and activity
- tBodyGyroJerk-std()-Y: Mean of the stdnard deviation of the derived body jerk in the Y axis of the gyroscope for the given subject and activity
- tBodyGyroJerk-std()-Z: Mean of the stdnard deviation of the derived body jerk in the Z axis of the gyroscope for the given subject and activity
- tBodyAccMag-mean(): Mean of the mean maginitudes of the three-dimensional accelerometer body acceleration in the time domain calculated using the Euclidean norm for the given subject and activity
- tBodyAccMag-std(): Mean of the standard deviation of the maginitudes of the three-dimensional accelerometer body acceleration in the time domain calculated using the Euclidean norm for the given subject and activity
- tGravityAccMag-mean(): Mean of the mean maginitudes of the three-dimensional accelerometer gravity acceleration in the time domain calculated using the Euclidean norm for the given subject and activity
- tGravityAccMag-std(): Mean of the standard deviation of the maginitudes of the three-dimensional accelerometer gravity acceleration in the time domain calculated using the Euclidean norm for the given subject and activity
- tBodyAccJerkMag-mean(): Mean of the mean maginitudes of the three-dimensional accelerometer body acceleration derived in time calculated using the Euclidean norm for the given subject and activity
- tBodyAccJerkMag-std(): Mean of the standard deviation of the maginitudes of the three-dimensional accelerometer body acceleration derived in time calculated using the Euclidean norm for the given subject and activity
- tBodyGyroMag-mean(): Mean of the mean maginitudes of the three-dimensional gyroscope acceleration in the time domain calculated using the Euclidean norm for the given subject and activity
- tBodyGyroMag-std(): Mean of the stdnard deviation of the maginitudes of the three-dimensional accelerometer gyroscope acceleration in the time domain calculated using the Euclidean norm for the given subject and activity
- tBodyGyroJerkMag-mean(): Mean of the mean maginitudes of the three-dimensional gyroscope body acceleration derived in time calculated using the Euclidean norm for the given subject and activity
- tBodyGyroJerkMag-std(): Mean of the standard deviation of the maginitudes of the three-dimensional gyroscope body acceleration derived in time calculated using the Euclidean norm for the given subject and activity
- fBodyAcc-mean()-X: Mean of the mean frequency domain body acceleration in the X axis of the accelerometer for the given subject and activity
- fBodyAcc-mean()-Y: Mean of the mean frequency domain body acceleration in the Y axis of the accelerometer for the given subject and activity
- fBodyAcc-mean()-Z: Mean of the mean frequency domain body acceleration in the Z axis of the accelerometer for the given subject and activity
- fBodyAcc-std()-X: Mean of the standard deviations of the frequency domain body acceleration in the X axis of the accelerometer for the given subject and activity
- fBodyAcc-std()-Y: Mean of the standard deviations of the frequency domain body acceleration in the Y axis of the accelerometer for the given subject and activity
- fBodyAcc-std()-Z: Mean of the standard deviations of the frequency domain body acceleration in the Z axis of the accelerometer for the given subject and activity
- fBodyAccJerk-mean()-X: Mean of the mean frequency domain derived body jerk in the X axis of the accelerometer for the given subject and activity
- fBodyAccJerk-mean()-Y: Mean of the mean frequency domain derived body jerk in the Y axis of the accelerometer for the given subject and activity
- fBodyAccJerk-mean()-Z: Mean of the mean frequency domain derived body jerk in the Z axis of the accelerometer for the given subject and activity
- fBodyAccJerk-std()-X: Mean of the standard deviations of the frequency domain derived body jerk in the X axis of the accelerometer for the given subject and activity
- fBodyAccJerk-std()-Y: Mean of the standard deviations of the frequency domain derived body jerk in the Y axis of the accelerometer for the given subject and activity
- fBodyAccJerk-std()-Z: Mean of the standard deviations of the frequency domain derived body jerk in the Z axis of the accelerometer for the given subject and activity
- fBodyGyro-mean()-X: Mean of the mean frequency domain body acceleration in the X axis of the gyroscope for the given subject and activity
- fBodyGyro-mean()-Y: Mean of the mean frequency domain body acceleration in the Y axis of the gyroscope for the given subject and activity
- fBodyGyro-mean()-Z: Mean of the mean frequency domain body acceleration in the Z axis of the gyroscope for the given subject and activity
- fBodyGyro-std()-X: Mean of the stdnard deviations of the frequency domain body acceleration in the X axis of the gyroscope for the given subject and activity
- fBodyGyro-std()-Y: Mean of the stdnard deviations of the frequency domain body acceleration in the Y axis of the gyroscope for the given subject and activity
- fBodyGyro-std()-Z: Mean of the stdnard deviations of the frequency domain body acceleration in the Z axis of the gyroscope for the given subject and activity
- fBodyAccMag-mean(): Mean of the mean maginitudes of the three-dimensional accelerometer body acceleration in the frequency domain calculated using the Euclidean norm for the given subject and activity
- fBodyAccMag-std(): Mean of the standard deviatrions of the maginitudes of the three-dimensional accelerometer body acceleration in the frequency domain calculated using the Euclidean norm for the given subject and activity
- fBodyBodyAccJerkMag-mean(): Mean of the mean maginitudes of the three-dimensional accelerometer body acceleration in the frequency domain derived in time calculated using the Euclidean norm for the given subject and activity
- fBodyBodyAccJerkMag-std(): Mean of the standard deviations of the maginitudes of the three-dimensional accelerometer body acceleration in the frequency domain derived in time calculated using the Euclidean norm for the given subject and activity
- fBodyBodyGyroMag-mean(): Mean of the mean maginitudes of the three-dimensional gyroscope body acceleration in the frequency domain derived in time calculated using the Euclidean norm for the given subject and activity