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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ArrowNotImplementedError
Message:      Cannot write struct type 'prediction' with no child field to Parquet. Consider adding a dummy child field.
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 712, in write_table
                  self._build_writer(inferred_schema=pa_table.schema)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 757, in _build_writer
                  self.pa_writer = pq.ParquetWriter(
                                   ^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/pyarrow/parquet/core.py", line 1070, in __init__
                  self.writer = _parquet.ParquetWriter(
                                ^^^^^^^^^^^^^^^^^^^^^^^
                File "pyarrow/_parquet.pyx", line 2363, in pyarrow._parquet.ParquetWriter.__cinit__
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
              pyarrow.lib.ArrowNotImplementedError: Cannot write struct type 'prediction' with no child field to Parquet. Consider adding a dummy child field.
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1847, in _prepare_split_single
                  num_examples, num_bytes = writer.finalize()
                                            ^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 731, in finalize
                  self._build_writer(self.schema)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 757, in _build_writer
                  self.pa_writer = pq.ParquetWriter(
                                   ^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/pyarrow/parquet/core.py", line 1070, in __init__
                  self.writer = _parquet.ParquetWriter(
                                ^^^^^^^^^^^^^^^^^^^^^^^
                File "pyarrow/_parquet.pyx", line 2363, in pyarrow._parquet.ParquetWriter.__cinit__
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
              pyarrow.lib.ArrowNotImplementedError: Cannot write struct type 'prediction' with no child field to Parquet. Consider adding a dummy child field.
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1339, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 972, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 894, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 970, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1858, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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id
int64
annotations
list
file_upload
string
drafts
list
predictions
list
data
dict
meta
dict
created_at
timestamp[us, tz=UTC]
updated_at
timestamp[us, tz=UTC]
allow_skip
bool
inner_id
int64
total_annotations
int64
cancelled_annotations
int64
total_predictions
int64
comment_count
int64
unresolved_comment_count
int64
last_comment_updated_at
null
project
int64
updated_by
int64
comment_authors
list
263
[ { "bulk_created": false, "completed_by": 1, "created_at": "2026-01-03T14:05:30.855478Z", "draft_created_at": "2026-01-03T14:04:43.739843Z", "ground_truth": false, "id": 25, "import_id": null, "last_action": null, "last_created_by": null, "lead_time": 6075.672999999999, "parent_annotation": null, "parent_prediction": null, "prediction": {}, "project": 5, "result": [ { "from_name": "box", "id": "Kzi-J7bHh9", "origin": "manual", "to_name": "video", "type": "videorectangle", "value": { "duration": 52.066667, "framesCount": 1562, "labels": [ "Pedestrian_Irregular" ], "sequence": [ { "enabled": true, "frame": 213, "height": 19.18218796831513, "rotation": 0, "time": 7.1, "width": 3.8535645472061653, "x": 19.412329803409996, "y": 53.19703132805253 }, { "enabled": true, "frame": 228, "height": 20.55234425176621, "rotation": 0, "time": 7.6, "width": 3.736943126727585, "x": 18.383019005273262, "y": 52.764350396436335 }, { "enabled": true, "frame": 273, "height": 24.662813102119475, "rotation": 0, "time": 9.1, "width": 5.103125038909802, "x": 21.7361441307866, "y": 51.19642833363547 }, { "enabled": true, "frame": 283, "height": 25.576250624420194, "rotation": 0, "time": 9.433333333333334, "width": 5.4067210193947375, "x": 23.305520429983382, "y": 51.406213027752386 }, { "enabled": true, "frame": 308, "height": 27.859844430172004, "rotation": 0, "time": 10.266666666666667, "width": 6.165710970607079, "x": 30.587704183180715, "y": 50.45671876115032 }, { "enabled": true, "frame": 318, "height": 14.386640976236315, "rotation": 0, "time": 10.6, "width": 4.3352617187480345, "x": 35.79003363583277, "y": 48.629843716548926 }, { "enabled": true, "frame": 328, "height": 14.386640976236315, "rotation": 0, "time": 10.933333333333334, "width": 4.3352617187480345, "x": 36.36807024168298, "y": 48.858203097124104 }, { "enabled": true, "frame": 358, "height": 26.71804752729602, "rotation": 0, "time": 11.933333333333334, "width": 5.202316627523309, "x": 51.1080036908634, "y": 48.40148433597373 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69520220-clip2_caos_READY.mp4
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πŸš€ compaTAI: Mexico City Chaos Dataset (Video Alpha Sample)"

Training AI to survive where the rules are suggestions.

"compaTAI presents a high-entropy Video Tracking Dataset captured in the chaotic heart of Mexico City (CDMX). While standard datasets (Waymo, nuScenes) are built on predictable environments, compaTAI focuses on "The Chaos Edge Case": the informal and non-linear traffic behaviors unique to Latin American megacities.

🌟 Why Video Tracking?

Unlike static image datasets, our video sequence provides temporal consistency. This allows models to train for Multi-Object Tracking (MOT) and Behavior Prediction, essential for navigating environments where lane markings don't exist and movement is erratic.

πŸ“Š Dataset SpecificationsTotal Duration: 52.06 Seconds.

  • Total Frames: 1,562 (at 30 FPS).
  • Resolution: High Definition (Processed for Fast-Start Streaming).
  • Annotation Format: Label Studio JSONL (Temporal Bounding Box Sequences).
  • Location 1: Mexico City (Critical Junctions).
  • Location 2: State of Mexico (Critical Junctions)
  • Type: 2D Video Rectangle Tracking with Interpolated Keyframes.

🏷️ The "Chaos" Taxonomy

Our labels capture the specific "Mexican Edge Cases" that standard sensors often misinterpret:

Label Description Why it matters
Pedestrian_Irregular Pedestrians crossing mid-avenue or between cars Predicts non-linear human trajectory.
Street_Vendor Mobile vendors navigating active traffic lanes. Unique obstacle detection for informal economies.
Infrastructure_Deficit Missing signals, potholes, or zero lane markings. Trains defensive driving and path planning.
Moto_Filtering Motorcycles weaving between lanes at high speed. High-frequency proximity detection.
Microbus_Stop Public transport stopping in the middle of the road. Predicts sudden traffic flow interruptions.

πŸ› οΈ Data Structure

The .jsonl file contains the temporal sequence of each object. Each annotation includes a sequence array tracking:frame: The exact frame number.x, y, width, height: Normalized coordinates (0-100) for resolution-independent training.time: Exact timestamp within the 52-second clip.

πŸš€ How to AccessYou can download the raw video and the JSONL metadata directly from this repository to start training your trajectory prediction models.

Python# Coming soon: compaTAI utility script to visualize trackingfrom datasets import load_dataset dataset = load_dataset("manuelvarale/compaTAI-CDMX-Chaos-Alpha")

πŸ’° Commercial Version & Custom ServicesThis repository is a technical sample.

compaTAI offers specialized data for enterprise-grade autonomous systems:Full Video Datasets: 100+ hours of labeled CDMX traffic footage. Specific Edge Cases: Custom recordings of "Rainy Nights" or "Peak Hour at Indios Verdes". Custom Labeling: We use the compaTAI pipeline to label your raw data with our specialized taxonomy. Enterprise Licensing & Custom Data Requests: [manuel.vargas@compatai.mx]

πŸ”— Visit our Hub: compatai.mx

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