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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 12 new columns ({'n_frames', 'boot95_high_pct', 'iqr_high_pct', 'iqr_low_pct', 'median_scale_err_pct', 'median_depth_m', 'median_planarity_mm', 'boot95_low_pct', 'depth_bin_m', 'median_tilt_deg', 'region', 'median_u_px'}) and 17 missing columns ({'t_s', 'planarity_rms_mm', 'plane_dist_m', 'frame', 'scale_err_x_pct', 'corners', 'session', 'recording', 'tilt_deg', 'scale_err_pct', 'u_px', 'r_px', 'v_px', 'depth_z_m', 'square_x_mm', 'square_y_mm', 'scale_err_y_pct'}).

This happened while the csv dataset builder was generating data using

hf://datasets/origin-data-lab/stereo-depth-scale-accuracy-working-distance/a1_scale_summary.csv (at revision a19d316f47115bb199945cb341ac976018254a25), ['hf://datasets/origin-data-lab/stereo-depth-scale-accuracy-working-distance@a19d316f47115bb199945cb341ac976018254a25/a1_per_frame.csv', 'hf://datasets/origin-data-lab/stereo-depth-scale-accuracy-working-distance@a19d316f47115bb199945cb341ac976018254a25/a1_scale_summary.csv', 'hf://datasets/origin-data-lab/stereo-depth-scale-accuracy-working-distance@a19d316f47115bb199945cb341ac976018254a25/a1_tape_holds.csv']

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1856, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 811, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                  ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 822, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2381, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2309, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              board: string
              region: string
              depth_bin_m: string
              n_frames: int64
              median_depth_m: double
              median_scale_err_pct: double
              iqr_low_pct: double
              iqr_high_pct: double
              boot95_low_pct: double
              boot95_high_pct: double
              median_planarity_mm: double
              median_tilt_deg: double
              median_u_px: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1906
              to
              {'recording': Value('string'), 'session': Value('string'), 'board': Value('string'), 'frame': Value('int64'), 't_s': Value('float64'), 'corners': Value('int64'), 'u_px': Value('float64'), 'v_px': Value('float64'), 'r_px': Value('float64'), 'depth_z_m': Value('float64'), 'plane_dist_m': Value('float64'), 'tilt_deg': Value('float64'), 'planarity_rms_mm': Value('float64'), 'square_x_mm': Value('float64'), 'square_y_mm': Value('float64'), 'scale_err_x_pct': Value('float64'), 'scale_err_y_pct': Value('float64'), 'scale_err_pct': Value('float64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1379, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 956, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1858, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
                  ...<4 lines>...
                  )
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 12 new columns ({'n_frames', 'boot95_high_pct', 'iqr_high_pct', 'iqr_low_pct', 'median_scale_err_pct', 'median_depth_m', 'median_planarity_mm', 'boot95_low_pct', 'depth_bin_m', 'median_tilt_deg', 'region', 'median_u_px'}) and 17 missing columns ({'t_s', 'planarity_rms_mm', 'plane_dist_m', 'frame', 'scale_err_x_pct', 'corners', 'session', 'recording', 'tilt_deg', 'scale_err_pct', 'u_px', 'r_px', 'v_px', 'depth_z_m', 'square_x_mm', 'square_y_mm', 'scale_err_y_pct'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/origin-data-lab/stereo-depth-scale-accuracy-working-distance/a1_scale_summary.csv (at revision a19d316f47115bb199945cb341ac976018254a25), ['hf://datasets/origin-data-lab/stereo-depth-scale-accuracy-working-distance@a19d316f47115bb199945cb341ac976018254a25/a1_per_frame.csv', 'hf://datasets/origin-data-lab/stereo-depth-scale-accuracy-working-distance@a19d316f47115bb199945cb341ac976018254a25/a1_scale_summary.csv', 'hf://datasets/origin-data-lab/stereo-depth-scale-accuracy-working-distance@a19d316f47115bb199945cb341ac976018254a25/a1_tape_holds.csv']
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

recording
string
session
string
board
string
frame
int64
t_s
float64
corners
int64
u_px
float64
v_px
float64
r_px
float64
depth_z_m
float64
plane_dist_m
float64
tilt_deg
float64
planarity_rms_mm
float64
square_x_mm
float64
square_y_mm
float64
scale_err_x_pct
float64
scale_err_y_pct
float64
scale_err_pct
float64
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a4
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145221_00000
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145221_00000
B-distance
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0.276
7.2965
0.6685
28.9771
29.0255
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-0.5669
145221_00000
B-distance
a4
57
1.9
40
869.6659
726.557
129.4738
0.2704
0.2756
7.0437
0.9161
28.9284
28.9245
-0.817
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-0.8237
145221_00000
B-distance
a4
58
1.9333
40
869.0437
729.6499
131.9012
0.2704
0.2764
7.967
0.9821
29.0276
29.0382
-0.4767
-0.4406
-0.4586
145221_00000
B-distance
a4
59
1.9667
40
869.4982
731.7311
133.9545
0.2696
0.276
7.8754
0.9277
28.9021
29.0674
-0.907
-0.3403
-0.6237
145221_00000
B-distance
a4
60
2
40
869.9716
730.422
133.0184
0.2692
0.2749
7.5981
0.9158
29.0198
28.9665
-0.5037
-0.6864
-0.5951
145221_00000
B-distance
a4
61
2.0333
40
870.0166
728.8862
131.6868
0.269
0.2746
7.0716
0.9315
28.9808
29.0138
-0.6372
-0.5243
-0.5808
145221_00000
B-distance
a4
62
2.0667
40
869.8497
729.0027
131.7101
0.2685
0.2742
7.5307
0.8618
28.9478
29.0119
-0.7503
-0.5306
-0.6404
145221_00000
B-distance
a4
63
2.1
40
870.8469
729.1503
132.3156
0.2677
0.2734
7.6349
0.7157
28.9338
29.0207
-0.7985
-0.5004
-0.6495
145221_00000
B-distance
a4
64
2.1333
40
872.7764
727.9706
132.2258
0.2669
0.2727
7.8339
0.8469
29.0244
29.028
-0.4877
-0.4755
-0.4816
145221_00000
B-distance
a4
65
2.1667
40
872.4358
725.6649
130.0563
0.2666
0.272
7.1871
1.0996
28.9826
29.0578
-0.631
-0.3734
-0.5022
145221_00000
B-distance
a4
66
2.2
40
871.4222
723.2137
127.4274
0.266
0.2711
6.9196
0.9797
28.9822
29.0539
-0.6325
-0.3866
-0.5096
145221_00000
B-distance
a4
67
2.2333
40
873.7321
723.8461
129.1463
0.2652
0.2705
7.1445
0.9114
28.9975
29.0943
-0.5799
-0.248
-0.4139
145221_00000
B-distance
a4
68
2.2667
40
875.851
726.3249
132.3629
0.2644
0.2702
7.6393
0.8911
29.0308
29.0429
-0.4659
-0.4245
-0.4452
145221_00000
B-distance
a4
69
2.3
40
875.7796
727.2828
133.1467
0.2637
0.2698
7.8639
0.7299
28.9633
29.0238
-0.6972
-0.4897
-0.5935
145221_00000
B-distance
a4
70
2.3333
40
875.9165
725.6337
131.806
0.2636
0.2691
7.1822
0.7695
29.0041
29.0912
-0.5575
-0.2586
-0.4081
145221_00000
B-distance
a4
71
2.3667
40
876.7986
724.8695
131.6172
0.2633
0.2687
7.2921
0.8101
29.0214
29.1487
-0.4982
-0.0616
-0.2799
145221_00000
B-distance
a4
72
2.4
40
876.5352
725.8533
132.316
0.263
0.2686
7.3038
0.6716
29.0016
29.1164
-0.566
-0.1723
-0.3691
145221_00000
B-distance
a4
73
2.4333
40
875.8285
725.5834
131.7173
0.2628
0.2685
7.3034
0.8227
28.965
29.0281
-0.6915
-0.4749
-0.5832
145221_00000
B-distance
a4
74
2.4667
40
874.6832
723.8572
129.6472
0.2632
0.2687
7.3477
0.8303
28.9244
28.9872
-0.8308
-0.6154
-0.7231
145221_00000
B-distance
a4
75
2.5
40
873.4659
726.5733
131.359
0.2632
0.2687
7.3364
0.8129
28.9817
29.0972
-0.6341
-0.2382
-0.4362
145221_00000
B-distance
a4
76
2.5333
40
872.0587
729.5109
133.2164
0.2633
0.2694
7.8502
0.6561
28.9244
29.0591
-0.8305
-0.3688
-0.5997
145221_00000
B-distance
a4
77
2.5667
40
870.7261
730.2569
133.23
0.2636
0.2696
7.6732
0.8667
28.969
29.0672
-0.6776
-0.3411
-0.5093
145221_00000
B-distance
a4
78
2.6
40
869.1942
730.0769
132.349
0.2639
0.2697
7.4719
0.6891
29.0085
29.0569
-0.5422
-0.3765
-0.4593
145221_00000
B-distance
a4
79
2.6333
40
868.7653
732.4577
134.2618
0.2635
0.2698
7.9566
0.7985
28.9543
29.09
-0.728
-0.2628
-0.4954
145221_00000
B-distance
a4
80
2.6667
40
867.257
734.6661
135.5561
0.2637
0.2701
8.1486
0.6506
29.0045
29.0502
-0.5559
-0.3994
-0.4777
145221_00000
B-distance
a4
81
2.7
40
864.4861
735.8137
135.3941
0.2637
0.2702
7.8651
0.9191
29.0136
29.1103
-0.5249
-0.1932
-0.359
145221_00000
B-distance
a4
82
2.7333
40
863.8396
737.5469
136.699
0.2634
0.2699
7.9471
0.8331
28.9193
29.042
-0.8481
-0.4276
-0.6378
145221_00000
B-distance
a4
83
2.7667
40
864.2013
739.3596
138.4998
0.2628
0.2699
8.5276
0.6744
28.9977
29.0059
-0.5794
-0.5512
-0.5653
145221_00000
B-distance
a4
84
2.8
40
864.3662
738.7558
138.0175
0.2626
0.2694
8.153
0.6827
28.9678
29.052
-0.6819
-0.393
-0.5375
145221_00000
B-distance
a4
85
2.8333
40
864.9588
738.1547
137.717
0.2626
0.2694
8.1453
0.6739
28.9714
29.0435
-0.6695
-0.4221
-0.5458
145221_00000
B-distance
a4
86
2.8667
40
864.8683
739.8245
139.1981
0.2623
0.2691
8.0567
0.8222
28.9538
29.0669
-0.7297
-0.342
-0.5359
145221_00000
B-distance
a4
87
2.9
40
864.6049
742.9791
141.9704
0.2617
0.2692
8.3861
0.785
29.0612
29.0496
-0.3617
-0.4015
-0.3816
145221_00000
B-distance
a4
88
2.9333
40
865.6518
742.43
141.895
0.2614
0.2685
8.0132
0.7667
28.978
29.0314
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-0.4637
-0.5553
145221_00000
B-distance
a4
89
2.9667
40
867.1006
741.6596
141.7974
0.2611
0.2683
8.1642
0.8151
28.9404
29.0883
-0.7757
-0.2687
-0.5222
145221_00000
B-distance
a4
90
3
40
867.7072
742.5203
142.8337
0.2603
0.2679
8.2798
0.7839
28.959
29.0346
-0.7121
-0.4528
-0.5825
145221_00000
B-distance
a4
91
3.0333
40
869.105
743.2194
144.0612
0.2601
0.2674
8.0875
0.8379
29.0136
29.0068
-0.5249
-0.548
-0.5364
145221_00000
B-distance
a4
92
3.0667
40
870.4681
742.0971
143.6418
0.2598
0.2673
8.1394
1.0677
28.9448
29.057
-0.7607
-0.3759
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145221_00000
B-distance
a4
93
3.1
40
870.6175
743.5515
145.0147
0.2596
0.2673
8.2043
0.8493
28.9285
29.1111
-0.8167
-0.1906
-0.5036
145221_00000
B-distance
a4
94
3.1333
40
870.5382
742.6896
144.2049
0.2594
0.2669
8.1428
0.6048
28.9203
29.0733
-0.8448
-0.32
-0.5824
145221_00000
B-distance
a4
95
3.1667
40
870.7463
742.5303
144.1531
0.2596
0.2671
8.323
0.7514
29.036
29.0904
-0.448
-0.2615
-0.3548
145221_00000
B-distance
a4
96
3.2
40
869.439
744.3318
145.2095
0.2594
0.267
8.4451
1.0078
29.0281
29.0956
-0.4751
-0.2438
-0.3595
145221_00000
B-distance
a4
97
3.2333
40
869.0908
744.5711
145.2775
0.2593
0.2669
8.3757
0.9114
28.9721
29.1042
-0.6669
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145221_00000
B-distance
a4
98
3.2667
40
870.068
744.3861
145.5285
0.259
0.2669
8.5593
0.7104
28.9256
28.9927
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145221_00000
B-distance
a4
99
3.3
40
870.0023
744.7627
145.8402
0.2591
0.2667
8.4281
0.7076
28.9949
29.07
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End of preview.

Origin Data Lab · Technical Field Note #09

ODL Stereo Depth-Scale Accuracy 25-90 cm

GitHub Hugging Face Kaggle Technical Note

English technical note | Korean technical note


ODL Field Note #09 — Stereo depth-scale accuracy (25–90 cm)

Reproduction code and derived measurements for Origin Data Lab Technical Field Note #09.

What it measures

Stereo depth-scale error of a fisheye stereo+IMU rig (R8 OEM, ODL-EGO S1 configuration) against ChArUco squares measured with a steel rule.

Reproduce

pip install opencv-contrib-python-headless==4.10.0.84 numpy pandas pyyaml matplotlib
export ODL_DATA=analysis/data          # detection JSONs + factory_calibration.yaml
PYTHONPATH=analysis python3 analysis/a1_depth_scale.py out
PYTHONPATH=analysis python3 analysis/make_figures.py out

factory_calibration.yaml is manufacturer material and is not included; without it the triangulation step cannot be reproduced. Detection JSONs (corner coordinates) are included.

Outputs

file content
a1_per_frame.csv one row per stereo frame: distance, tilt, image position, square size, scale error
a1_scale_summary.csv medians / IQR / bootstrap CI per distance bin and edge region
a1_tape_holds.csv tape-measure holds vs stereo distance with linear fit

Limits

Single unit, single day, automated analysis only. See methodology.md.

Licence: to be decided (candidates: MIT for code, CC BY 4.0 for CSV) — not applied yet.


Visual evidence

fn09 centre vs edges

fn09 centre vs edges

fn09 scale error vs distance

fn09 scale error vs distance

fn09 tape vs stereo

fn09 tape vs stereo

fn12 targets on wall

fn12 targets on wall


Explore Origin Data Lab

GitHub Hugging Face Kaggle Technical Note

Official Website | Technical Field Notes | English Note | Korean Note

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