Datasets:
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 | 0 | 2 | MAG | -17 | 62 | -16 | -25.5 | 93 | -24 |
1,790,528,465.920078 | 1 | 2 | MAG | -9 | -60 | 49 | -13.5 | -90 | 73.5 |
1,790,528,465.877533 | 1 | 1 | GYRO | -241 | 97 | -818 | -0.073609 | 0.029627 | -0.249844 |
1,790,528,465.877533 | 1 | 0 | ACC | -2,157 | 215 | 133 | -10.315637 | 1.028216 | 0.636059 |
1,790,528,465.877834 | 1 | 1 | GYRO | -374 | 148 | 1,713 | -0.114232 | 0.045204 | 0.523206 |
1,790,528,465.877834 | 1 | 0 | ACC | -2,197 | 213 | 146 | -10.506933 | 1.018651 | 0.69823 |
1,790,528,465.878134 | 1 | 1 | GYRO | -406 | 187 | -914 | -0.124006 | 0.057116 | -0.279165 |
1,790,528,465.878134 | 1 | 0 | ACC | -2,209 | 213 | 142 | -10.564322 | 1.018651 | 0.679101 |
1,790,528,465.878434 | 1 | 1 | GYRO | -254 | 97 | -501 | -0.07758 | 0.029627 | -0.153022 |
1,790,528,465.878434 | 1 | 0 | ACC | -2,241 | 209 | 141 | -10.717358 | 0.999522 | 0.674318 |
1,790,528,465.878734 | 1 | 1 | GYRO | -476 | 154 | 1,561 | -0.145386 | 0.047037 | 0.47678 |
1,790,528,465.878734 | 1 | 0 | ACC | -2,224 | 228 | 141 | -10.636058 | 1.090387 | 0.674318 |
1,790,528,465.879035 | 1 | 1 | GYRO | -336 | 129 | -1,307 | -0.102625 | 0.039401 | -0.3992 |
1,790,528,465.879035 | 1 | 0 | ACC | -2,194 | 233 | 138 | -10.492586 | 1.114299 | 0.659971 |
1,790,528,465.879335 | 1 | 1 | GYRO | -286 | 96 | -172 | -0.087354 | 0.029322 | -0.052534 |
1,790,528,465.879335 | 1 | 0 | ACC | -2,160 | 231 | 125 | -10.329984 | 1.104734 | 0.5978 |
1,790,528,465.879635 | 1 | 1 | GYRO | -546 | 148 | 1,339 | -0.166766 | 0.045204 | 0.408974 |
1,790,528,465.879635 | 1 | 0 | ACC | -2,136 | 243 | 102 | -10.215206 | 1.162123 | 0.487805 |
1,790,528,465.879936 | 1 | 1 | GYRO | -197 | 77 | -1,574 | -0.06017 | 0.023518 | -0.480751 |
1,790,528,465.879936 | 1 | 0 | ACC | -2,092 | 261 | 69 | -10.004781 | 1.248206 | 0.329986 |
1,790,528,465.880236 | 1 | 1 | GYRO | -438 | 141 | 273 | -0.133779 | 0.043066 | 0.083383 |
1,790,528,465.880236 | 1 | 0 | ACC | -2,072 | 249 | 62 | -9.909133 | 1.190818 | 0.296509 |
1,790,528,465.880536 | 1 | 1 | GYRO | -349 | 64 | 1,034 | -0.106596 | 0.019548 | 0.315817 |
1,790,528,465.880536 | 1 | 0 | ACC | -2,061 | 243 | 27 | -9.856526 | 1.162123 | 0.129125 |
1,790,528,465.880837 | 1 | 1 | GYRO | -228 | 103 | -1,612 | -0.069639 | 0.03146 | -0.492357 |
1,790,528,465.880837 | 1 | 0 | ACC | -2,050 | 258 | 21 | -9.80392 | 1.233859 | 0.10043 |
1,790,528,465.881137 | 1 | 1 | GYRO | -425 | 187 | 622 | -0.129809 | 0.057116 | 0.189979 |
1,790,528,465.881137 | 1 | 0 | ACC | -2,048 | 247 | 13 | -9.794355 | 1.181253 | 0.062171 |
1,790,528,465.881437 | 1 | 1 | GYRO | -209 | 71 | 704 | -0.063835 | 0.021686 | 0.215025 |
1,790,528,465.881437 | 1 | 0 | ACC | -2,074 | 241 | 16 | -9.918698 | 1.152558 | 0.076518 |
1,790,528,465.881738 | 1 | 1 | GYRO | -228 | 97 | -1,599 | -0.069639 | 0.029627 | -0.488387 |
1,790,528,465.881738 | 1 | 0 | ACC | -2,085 | 239 | 17 | -9.971304 | 1.142994 | 0.081301 |
1,790,528,465.882038 | 1 | 1 | GYRO | -419 | 110 | 914 | -0.127976 | 0.033598 | 0.279165 |
1,790,528,465.882038 | 1 | 0 | ACC | -2,086 | 241 | 18 | -9.976086 | 1.152558 | 0.086083 |
1,790,528,465.882338 | 1 | 1 | GYRO | -152 | 64 | 323 | -0.046426 | 0.019548 | 0.098655 |
1,790,528,465.882338 | 1 | 0 | ACC | -2,083 | 231 | 37 | -9.961739 | 1.104734 | 0.176949 |
1,790,528,465.882639 | 1 | 1 | GYRO | -330 | 129 | -1,441 | -0.100793 | 0.039401 | -0.440128 |
1,790,528,465.882639 | 1 | 0 | ACC | -2,068 | 210 | 60 | -9.890003 | 1.004304 | 0.286944 |
1,790,528,465.882939 | 1 | 1 | GYRO | -330 | 122 | 1,079 | -0.100793 | 0.037263 | 0.329562 |
1,790,528,465.882939 | 1 | 0 | ACC | -2,052 | 203 | 94 | -9.813485 | 0.970827 | 0.449546 |
1,790,528,465.883239 | 1 | 1 | GYRO | -165 | 58 | 6 | -0.050396 | 0.017715 | 0.001833 |
1,790,528,465.883239 | 1 | 0 | ACC | -2,029 | 207 | 122 | -9.70349 | 0.989957 | 0.583453 |
1,790,528,465.883539 | 1 | 1 | GYRO | -412 | 154 | -1,256 | -0.125838 | 0.047037 | -0.383623 |
1,790,528,465.883539 | 1 | 0 | ACC | -2,008 | 204 | 138 | -9.603059 | 0.97561 | 0.659971 |
1,790,528,465.88384 | 1 | 1 | GYRO | -216 | 109 | 1,250 | -0.065973 | 0.033292 | 0.381791 |
1,790,528,465.88384 | 1 | 0 | ACC | -1,998 | 211 | 124 | -9.555235 | 1.009086 | 0.593018 |
1,790,528,465.88414 | 1 | 1 | GYRO | -279 | 122 | -267 | -0.085216 | 0.037263 | -0.081551 |
1,790,528,465.88414 | 1 | 0 | ACC | -2,001 | 221 | 118 | -9.569582 | 1.05691 | 0.564323 |
1,790,528,465.88444 | 1 | 1 | GYRO | -349 | 193 | -1,028 | -0.106596 | 0.058948 | -0.313985 |
1,790,528,465.88444 | 1 | 0 | ACC | -2,019 | 218 | 100 | -9.655666 | 1.042563 | 0.47824 |
1,790,528,465.88474 | 1 | 1 | GYRO | -114 | 142 | 1,383 | -0.034819 | 0.043371 | 0.422413 |
1,790,528,465.88474 | 1 | 0 | ACC | -2,051 | 232 | 100 | -9.808702 | 1.109517 | 0.47824 |
1,790,528,465.885041 | 1 | 1 | GYRO | -355 | 219 | -419 | -0.108429 | 0.06689 | -0.127976 |
1,790,528,465.885041 | 1 | 0 | ACC | -2,088 | 240 | 108 | -9.985651 | 1.147776 | 0.516499 |
1,790,528,465.885341 | 1 | 1 | GYRO | -267 | 142 | -724 | -0.081551 | 0.043371 | -0.221133 |
1,790,528,465.885341 | 1 | 0 | ACC | -2,092 | 254 | 98 | -10.004781 | 1.21473 | 0.468675 |
1,790,528,465.885641 | 1 | 1 | GYRO | -184 | 129 | 1,174 | -0.0562 | 0.039401 | 0.358578 |
1,790,528,465.885641 | 1 | 0 | ACC | -2,105 | 256 | 94 | -10.066952 | 1.224294 | 0.449546 |
1,790,528,465.885942 | 1 | 1 | GYRO | -450 | 277 | -685 | -0.137445 | 0.084605 | -0.209221 |
1,790,528,465.885942 | 1 | 0 | ACC | -2,076 | 265 | 83 | -9.928262 | 1.267336 | 0.396939 |
1,790,528,465.886242 | 1 | 1 | GYRO | -114 | 90 | -546 | -0.034819 | 0.027489 | -0.166766 |
1,790,528,465.886242 | 1 | 0 | ACC | -2,037 | 262 | 89 | -9.741749 | 1.252989 | 0.425634 |
1,790,528,465.886542 | 1 | 1 | GYRO | -330 | 206 | 1,180 | -0.100793 | 0.062919 | 0.36041 |
1,790,528,465.886542 | 1 | 0 | ACC | -1,993 | 251 | 112 | -9.531323 | 1.200382 | 0.535629 |
1,790,528,465.886843 | 1 | 1 | GYRO | -292 | 193 | -889 | -0.089186 | 0.058948 | -0.27153 |
1,790,528,465.886843 | 1 | 0 | ACC | -1,969 | 223 | 135 | -9.416546 | 1.066475 | 0.645624 |
1,790,528,465.887143 | 1 | 1 | GYRO | -114 | 187 | -241 | -0.034819 | 0.057116 | -0.073609 |
1,790,528,465.887143 | 1 | 0 | ACC | -1,964 | 184 | 148 | -9.392634 | 0.879962 | 0.707795 |
1,790,528,465.887443 | 1 | 1 | GYRO | -375 | 226 | 1,123 | -0.114537 | 0.069028 | 0.343001 |
1,790,528,465.887443 | 1 | 0 | ACC | -1,974 | 187 | 189 | -9.440458 | 0.894309 | 0.903874 |
1,790,528,465.887744 | 1 | 1 | GYRO | -260 | 219 | -1,073 | -0.079412 | 0.06689 | -0.327729 |
1,790,528,465.887744 | 1 | 0 | ACC | -1,984 | 183 | 204 | -9.488282 | 0.875179 | 0.97561 |
1,790,528,465.888044 | 1 | 1 | GYRO | -159 | 142 | 95 | -0.048564 | 0.043371 | 0.029016 |
1,790,528,465.888044 | 1 | 0 | ACC | -1,997 | 166 | 213 | -9.550453 | 0.793878 | 1.018651 |
1,790,528,465.888344 | 1 | 1 | GYRO | -450 | 290 | 1,047 | -0.137445 | 0.088575 | 0.319788 |
1,790,528,465.888344 | 1 | 0 | ACC | -2,045 | 156 | 226 | -9.780008 | 0.746054 | 1.080822 |
1,790,528,465.888645 | 1 | 1 | GYRO | -152 | 129 | -1,263 | -0.046426 | 0.039401 | -0.385761 |
1,790,528,465.888645 | 1 | 0 | ACC | -2,070 | 157 | 251 | -9.899568 | 0.750837 | 1.200382 |
1,790,528,465.888945 | 1 | 1 | GYRO | -336 | 226 | 425 | -0.102625 | 0.069028 | 0.129809 |
1,790,528,465.888945 | 1 | 0 | ACC | -2,094 | 161 | 263 | -10.014346 | 0.769966 | 1.257771 |
1,790,528,465.889245 | 1 | 1 | GYRO | -349 | 212 | 743 | -0.106596 | 0.064752 | 0.226936 |
1,790,528,465.889245 | 1 | 0 | ACC | -2,101 | 185 | 249 | -10.047822 | 0.884744 | 1.190818 |
1,790,528,465.889545 | 1 | 1 | GYRO | -184 | 103 | -1,301 | -0.0562 | 0.03146 | -0.397368 |
1,790,528,465.889545 | 1 | 0 | ACC | -2,109 | 210 | 223 | -10.086082 | 1.004304 | 1.066475 |
1,790,528,465.889846 | 1 | 1 | GYRO | -431 | 289 | 672 | -0.131641 | 0.08827 | 0.205251 |
1,790,528,465.889846 | 1 | 0 | ACC | -2,112 | 242 | 179 | -10.100429 | 1.157341 | 0.85605 |
1,790,528,465.890146 | 1 | 1 | GYRO | -330 | 122 | 361 | -0.100793 | 0.037263 | 0.110261 |
1,790,528,465.890146 | 1 | 0 | ACC | -2,101 | 268 | 119 | -10.047822 | 1.281683 | 0.569106 |
1,790,528,465.890446 | 1 | 1 | GYRO | -203 | 135 | -1,206 | -0.062003 | 0.041233 | -0.368352 |
1,790,528,465.890446 | 1 | 0 | ACC | -2,130 | 271 | 78 | -10.186512 | 1.29603 | 0.373027 |
1,790,528,465.890746 | 1 | 1 | GYRO | -495 | 270 | 895 | -0.151189 | 0.082467 | 0.273362 |
1,790,528,465.890746 | 1 | 0 | ACC | -2,108 | 279 | 51 | -10.081299 | 1.33429 | 0.243902 |
1,790,528,465.891047 | 1 | 1 | GYRO | -152 | 84 | 44 | -0.046426 | 0.025656 | 0.013439 |
1,790,528,465.891047 | 1 | 0 | ACC | -2,097 | 298 | 33 | -10.028693 | 1.425155 | 0.157819 |
1,790,528,465.891347 | 1 | 1 | GYRO | -368 | 225 | -1,091 | -0.112399 | 0.068722 | -0.333227 |
1,790,528,465.891347 | 1 | 0 | ACC | -2,090 | 290 | 12 | -9.995216 | 1.386896 | 0.057389 |
1,790,528,465.891647 | 1 | 1 | GYRO | -298 | 212 | 977 | -0.091019 | 0.064752 | 0.298408 |
1,790,528,465.891647 | 1 | 0 | ACC | -2,059 | 260 | 2 | -9.846962 | 1.243424 | 0.009565 |
1,790,528,465.891948 | 1 | 1 | GYRO | -171 | 64 | -248 | -0.052229 | 0.019548 | -0.075747 |
1,790,528,465.891948 | 1 | 0 | ACC | -2,021 | 240 | 1 | -9.66523 | 1.147776 | 0.004782 |
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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 wheredata_type_name == "MAG"(magnetometer)raw_x, raw_y, raw_z— raw ADC valuessi_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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