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timestamp
float64
sensor_index
int64
data_type
int64
data_type_name
string
raw_x
int64
raw_y
int64
raw_z
int64
si_x
float64
si_y
float64
si_z
float64
1,790,528,465.919706
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MAG
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MAG
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ACC
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GYRO
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ACC
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GYRO
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ACC
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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0
ACC
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GYRO
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ACC
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1
GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
-330
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ACC
-1,993
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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GYRO
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ACC
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End of preview. Expand in Data Studio

Tactile Teleoperation Fruit Grasping Dataset

Dataset of magnetometer (MAG) streams recorded during teleoperated robotic grasping of soft fruits, collected to study tactile signatures of grasp damage.

Data Collection

A robotic gripper was teleoperated to grasp fruits. Two IMU/magnetometer sensors mounted on the two sides of the gripper jaws recorded 3-axis data. Each recorded trial is stored as one CSV file.

Labels (8 classes)

Fruit type × grasp outcome (intact / damaged):

Class folder Fruit Outcome
blueberry_intact Blueberry intact
blueberry_damaged Blueberry damaged
cherry_intact Cherry intact
cherry_damaged Cherry damaged
grape_intact Grape intact
grape_damaged Grape damaged
shine_muscat_intact Shine Muscat (green grape) intact
shine_muscat_damaged Shine Muscat (green grape) damaged

10 trials per class, 80 CSV files in total. The *_allplot folders contain per-trial waveform plots (PNG) for visualization / quality checking (60 PNG files).

CSV Format

Each CSV has the header:

timestamp,sensor_index,data_type,data_type_name,raw_x,raw_y,raw_z,si_x,si_y,si_z
  • timestamp — UNIX timestamp (seconds)
  • sensor_index — sensor id (0 or 1, the two sensors on the two gripper jaws)
  • data_type / data_type_name — sensor data type; use rows where data_type_name == "MAG" (magnetometer)
  • raw_x, raw_y, raw_z — raw ADC values
  • si_x, si_y, si_z — values in SI units (µT)

Each sensor provides a 3-channel (si_x, si_y, si_z) time series per trial.

Suggested Usage

  • Time-series classification of grasp outcome (intact vs. damaged) per fruit type
  • 8-class classification across fruit types and outcomes
  • Cross-sensor fusion of the dual (sensor_index 0/1) streams
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