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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 20 new columns ({'imu1_ax_mg', 'imu2_gx_mdps', 'rtc_time', 'imu1_ay_mg', 'imu2_gz_mdps', 'imu2_ay_mg', 'imu1_gx_deg_s', 'mag_y_uT', 'mag_z_uT', 'output_hz', 'rtc_date', 'imu1_az_mg', 'imu1_gz_deg_s', 'mag_x_uT', 'imu_temperature_c', 'imu1_gy_deg_s', 'imu2_az_mg', 'data_ready', 'imu2_ax_mg', 'imu2_gy_mdps'}) and 7 missing columns ({'x', 'roll', 'y', 'z', 'yaw', 'r', 'pitch'}).

This happened while the csv dataset builder was generating data using

hf://datasets/Ultraclear/FlatSkinTracking/Cylinder/imu/close_25mm_Arc180-Speed-3_2026-08-20_14.42.34.csv (at revision 3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be), ['hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/Cylinder/dobot/close_25mm_Arc180-Speed-3_2026-08-20_14.42.34.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/Cylinder/dobot/close_25mm_Arc180-Speed-3_2026-08-20_15.33.48.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/Cylinder/dobot/initial_50mm_Arc180-Speed-3_2026-08-20_14.39.08.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/Cylinder/dobot/initial_50mm_Arc180-Speed-3_2026-08-20_15.30.28.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/Cylinder/imu/close_25mm_Arc180-Speed-3_2026-08-20_14.42.34.csv', 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'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/imu/far-white-nolight-25deg_Speed-3_2026-07-30_13.20.24.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/imu/far-white-withlight-25deg_Speed-3_2026-07-30_13.21.53.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/imu/initial-black-nolight-25deg_Speed-3_2026-07-30_13.50.30.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/imu/initial-black-withlight-25deg_Speed-3_2026-07-30_13.46.33.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/imu/initial-white-nolight-25deg_Speed-3_2026-07-30_13.28.57.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/imu/initial-white-withlight-25deg_Speed-3_2026-07-30_13.27.38.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/video_timestamps/close-black-nolight-25deg_Speed-3_2026-07-30_13.38.42.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/video_timestamps/close-black-withlight-25deg_Speed-3_2026-07-30_13.37.05.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/video_timestamps/close-white-nolight-25deg_Speed-3_2026-07-30_13.31.23.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/video_timestamps/close-white-withlight-25deg_Speed-3_2026-07-30_13.33.14.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/video_timestamps/far-black-nolight-25deg_Speed-3_2026-07-30_13.41.36.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/video_timestamps/far-black-withlight-25deg_Speed-3_2026-07-30_13.44.45.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/video_timestamps/far-white-nolight-25deg_Speed-3_2026-07-30_13.20.24.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/video_timestamps/far-white-withlight-25deg_Speed-3_2026-07-30_13.21.53.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/video_timestamps/initial-black-nolight-25deg_Speed-3_2026-07-30_13.50.30.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/video_timestamps/initial-black-withlight-25deg_Speed-3_2026-07-30_13.46.33.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/video_timestamps/initial-white-nolight-25deg_Speed-3_2026-07-30_13.28.57.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/LineWithR/video_timestamps/initial-white-withlight-25deg_Speed-3_2026-07-30_13.27.38.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/dobot/close-black-nolight-25deg_Speed-3_2026-07-30_14.08.24.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/dobot/close-black-withlight-25deg_Speed-3_2026-07-30_14.09.41.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/dobot/close-white-nolight-25deg_Speed-3_2026-07-30_13.10.31.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/dobot/close-white-withlight-25deg_Speed-3_2026-07-30_13.11.32.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/dobot/far-black-nolight-25deg_Speed-3_2026-07-30_14.00.25.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/dobot/far-black-withlight-25deg_Speed-3_2026-07-30_13.58.22.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/dobot/far-white-nolight-25deg_Speed-3_2026-07-30_13.14.23.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/dobot/far-white-withlight-25deg_Speed-3_2026-07-30_13.13.13.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/dobot/initial-black-nolight-25deg_Speed-3_2026-07-30_13.55.04.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/dobot/initial-black-withlight-25deg_Speed-3_2026-07-30_13.56.04.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/dobot/initial-white-nolight-25deg_Speed-3_2026-07-30_13.07.33.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/dobot/initial-white-withlight-25deg_Speed-3_2026-07-30_13.06.03.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/imu/close-black-nolight-25deg_Speed-3_2026-07-30_14.08.24.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/imu/close-black-withlight-25deg_Speed-3_2026-07-30_14.09.41.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/imu/close-white-nolight-25deg_Speed-3_2026-07-30_13.10.31.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/imu/close-white-withlight-25deg_Speed-3_2026-07-30_13.11.32.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/imu/far-black-nolight-25deg_Speed-3_2026-07-30_14.00.25.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/imu/far-black-withlight-25deg_Speed-3_2026-07-30_13.58.22.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/imu/far-white-nolight-25deg_Speed-3_2026-07-30_13.14.23.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/imu/far-white-withlight-25deg_Speed-3_2026-07-30_13.13.13.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/imu/initial-black-nolight-25deg_Speed-3_2026-07-30_13.55.04.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/imu/initial-black-withlight-25deg_Speed-3_2026-07-30_13.56.04.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/imu/initial-white-nolight-25deg_Speed-3_2026-07-30_13.07.33.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/imu/initial-white-withlight-25deg_Speed-3_2026-07-30_13.06.03.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/close-black-nolight-25deg_Speed-3_2026-07-30_14.08.24.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/close-black-withlight-25deg_Speed-3_2026-07-30_14.09.41.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/close-white-nolight-25deg_Speed-3_2026-07-30_13.10.31.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/close-white-withlight-25deg_Speed-3_2026-07-30_13.11.32.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/far-black-nolight-25deg_Speed-3_2026-07-30_14.00.25.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/far-black-withlight-25deg_Speed-3_2026-07-30_13.58.22.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/far-white-nolight-25deg_Speed-3_2026-07-30_13.14.23.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/far-white-withlight-25deg_Speed-3_2026-07-30_13.13.13.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/initial-black-nolight-25deg_Speed-3_2026-07-30_13.55.04.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/initial-black-withlight-25deg_Speed-3_2026-07-30_13.56.04.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/initial-white-nolight-25deg_Speed-3_2026-07-30_13.07.33.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/initial-white-withlight-25deg_Speed-3_2026-07-30_13.06.03.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 1848, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, 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 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              timestamp: double
              sync_timestamp: double
              rtc_date: string
              rtc_time: string
              imu1_ax_mg: double
              imu1_ay_mg: double
              imu1_az_mg: double
              imu1_gx_deg_s: double
              imu1_gy_deg_s: double
              imu1_gz_deg_s: double
              mag_x_uT: double
              mag_y_uT: double
              mag_z_uT: double
              imu_temperature_c: double
              imu2_ax_mg: double
              imu2_ay_mg: double
              imu2_az_mg: double
              imu2_gx_mdps: double
              imu2_gy_mdps: double
              imu2_gz_mdps: double
              data_ready: int64
              output_hz: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2964
              to
              {'timestamp': Value('float64'), 'sync_timestamp': Value('float64'), 'x': Value('float64'), 'y': Value('float64'), 'z': Value('float64'), 'r': Value('float64'), 'roll': Value('int64'), 'pitch': Value('int64'), 'yaw': 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 1369, 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 948, 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 1694, 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 1850, 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 20 new columns ({'imu1_ax_mg', 'imu2_gx_mdps', 'rtc_time', 'imu1_ay_mg', 'imu2_gz_mdps', 'imu2_ay_mg', 'imu1_gx_deg_s', 'mag_y_uT', 'mag_z_uT', 'output_hz', 'rtc_date', 'imu1_az_mg', 'imu1_gz_deg_s', 'mag_x_uT', 'imu_temperature_c', 'imu1_gy_deg_s', 'imu2_az_mg', 'data_ready', 'imu2_ax_mg', 'imu2_gy_mdps'}) and 7 missing columns ({'x', 'roll', 'y', 'z', 'yaw', 'r', 'pitch'}).
              
              This happened while the csv dataset builder was generating data using
              
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'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/initial-black-withlight-25deg_Speed-3_2026-07-30_13.56.04.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/initial-white-nolight-25deg_Speed-3_2026-07-30_13.07.33.csv', 'hf://datasets/Ultraclear/FlatSkinTracking@3fa9f5cf53eb2bc1c6872b2fe616bfc4f0d5f5be/OnlyR/video_timestamps/initial-white-withlight-25deg_Speed-3_2026-07-30_13.06.03.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)

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End of preview.

Performer: Hamza
Purpose: Evaluation and improvement of camera- and IMU-based tracking algorithms.

alt text

Motion Scenarios

1. Line

The camera moves repeatedly along a straight line, from the predefined starting point to the ending point. The motion is performed along a single axis.

2. LineArc-1-2cm

The camera follows a trajectory similar to the Line scenario, but with an additional arc-shaped deviation of approximately 1–2 cm.

3. OnlyR

The camera performs rotational motion only, without any translational movement.

4. LineWithR

The camera moves along a straight line, similarly to the Line scenario, while simultaneously performing rotational motion.

5. Cylinder

The camera moves around cylinder looking streight at it.

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