2.6 KiB
Notes on 1st project
The given data at iui-datalrelease1-sose2021-readonly/* represents sensor data from a pen.
|----------------------------------------------------------------------------| | Data | MinVal | MaxVal | Description | | Millis | - | - | Timestamp from tablet | | Acc1 X | - | - | Front/Tip accelerometer (Direction: Left/Right) | | Acc1 Y | - | - | Front/Tip accelerometer (Direction: Up/Down) | | Acc1 Z | - | - | Front/Tip accelerometer (Direction: Back/Front) | | Acc2 X | - | - | Back accelerometer (Direction: Left/Right) | | Acc2 Y | - | - | Back accelerometer (Direction: Up/Down) | | Acc1 Z | - | - | Back accelerometer (Direction: Back/Front) | | Gyro X | - | - | Gyroscope sensor | | Gyro Y | - | - | Gyroscope sensor | | Gyro Z | - | - | Gyroscope sensor | | Mag X | - | - | Magnetometer | | Mag Y | - | - | Magnetometer | | Mag Z | - | - | Magnetometer | | Force | - | - | Force applied | | Time | - | - | Time from start of "recording" | |----------------------------------------------------------------------------|
There were 100 participants.
The folder-structure is as follows:
/opt/iui-datarelease1-sose2021/{P}/{N}{A}.csv
P = The ID of the participant
N = The N-th letter the participant wrote
A = The letter that was written
Each participants folder contains a calibration.txt, which contains the calibration data of the pen for the participant.
Sensor data was recorded at 100hz (100 recordings/s => 1 recording/ms).
Preprocessing
Millis
- Could be used for identifying each data entry -> needs to be normalized to the first entry of the data set to see the comlete timeline of the data
Acc1
todo
Acc2
todo
Gyro
todo
Mag
todo
Force
-
Sometimes sensor data was recorded even when there is no action -> we need to determine the area of interest
- maybe sliding window, where window avg has to be certain threshold
- general threshold aproach (filter out data below threshold)
- more ideas welcome
-
Data could be normalized by each users relative strength or data entry
Time
- Time is negative for some data, gotta find out why
Model selection
todo