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Publish reviewed RGB egocentric maintenance sample

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Six owned chest-mounted iPhone excerpts with source-frame mappings, optional estimated annotations, 13 approximate action intervals, portable reader, validation and CC BY 4.0 documentation.

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  1. LICENSE +4 -0
  2. QUALITY.md +30 -0
  3. README.md +88 -0
  4. SCHEMA.md +13 -0
  5. annotations/action_segments.parquet +3 -0
  6. annotations/brush-front-grille/frame_mapping.parquet +3 -0
  7. annotations/brush-front-grille/hand_pose.parquet +3 -0
  8. annotations/brush-front-grille/hand_pose_raw.parquet +3 -0
  9. annotations/brush-front-grille/quality.parquet +3 -0
  10. annotations/brush-front-grille/tracks.parquet +3 -0
  11. annotations/brush-front-grille/tracks_raw.parquet +3 -0
  12. annotations/brush-housing/frame_mapping.parquet +3 -0
  13. annotations/brush-housing/hand_pose.parquet +3 -0
  14. annotations/brush-housing/hand_pose_raw.parquet +3 -0
  15. annotations/brush-housing/quality.parquet +3 -0
  16. annotations/brush-housing/tracks.parquet +3 -0
  17. annotations/brush-housing/tracks_raw.parquet +3 -0
  18. annotations/brush-panel-channels/frame_mapping.parquet +3 -0
  19. annotations/brush-panel-channels/hand_pose.parquet +3 -0
  20. annotations/brush-panel-channels/hand_pose_raw.parquet +3 -0
  21. annotations/brush-panel-channels/quality.parquet +3 -0
  22. annotations/brush-panel-channels/tracks.parquet +3 -0
  23. annotations/brush-panel-channels/tracks_raw.parquet +3 -0
  24. annotations/remove-tape/frame_mapping.parquet +3 -0
  25. annotations/remove-tape/hand_pose.parquet +3 -0
  26. annotations/remove-tape/hand_pose_raw.parquet +3 -0
  27. annotations/remove-tape/quality.parquet +3 -0
  28. annotations/remove-tape/tracks.parquet +3 -0
  29. annotations/remove-tape/tracks_raw.parquet +3 -0
  30. annotations/wipe-panel-corners/frame_mapping.parquet +3 -0
  31. annotations/wipe-panel-corners/hand_pose.parquet +3 -0
  32. annotations/wipe-panel-corners/hand_pose_raw.parquet +3 -0
  33. annotations/wipe-panel-corners/quality.parquet +3 -0
  34. annotations/wipe-panel-corners/tracks.parquet +3 -0
  35. annotations/wipe-panel-corners/tracks_raw.parquet +3 -0
  36. annotations/wipe-panel/frame_mapping.parquet +3 -0
  37. annotations/wipe-panel/hand_pose.parquet +3 -0
  38. annotations/wipe-panel/hand_pose_raw.parquet +3 -0
  39. annotations/wipe-panel/quality.parquet +3 -0
  40. annotations/wipe-panel/tracks.parquet +3 -0
  41. annotations/wipe-panel/tracks_raw.parquet +3 -0
  42. checksums.sha256 +82 -0
  43. data/episodes.parquet +3 -0
  44. dataset.json +436 -0
  45. episodes/brush-front-grille.json +79 -0
  46. episodes/brush-housing.json +79 -0
  47. episodes/brush-panel-channels.json +79 -0
  48. episodes/remove-tape.json +79 -0
  49. episodes/wipe-panel-corners.json +79 -0
  50. episodes/wipe-panel.json +79 -0
LICENSE ADDED
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+ Creative Commons Attribution 4.0 International (CC BY 4.0)
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+ Copyright 2026 Diffraction.
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+ https://creativecommons.org/licenses/by/4.0/legalcode
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+ Attribution: Diffraction Egocentric Maintenance Sample, dataset URL and revision.
QUALITY.md ADDED
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+ # Quality and review
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+
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+ All 5,308 training frames are checked against source-frame mappings. Full video decode and standalone reader checks are recorded in [validation.json](validation.json). Face detection ran on every displayed training frame and returned zero detections for these excerpts. Audio and source location/container metadata are omitted from public videos.
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+
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+ The assistant reviewed RGB storyboards at approximately two-second intervals and clip endpoints, and estimated-overlay frames near the start, middle and end. No visible faces or identifying private text were found in inspected frames. This is a sampled visual review, not an exhaustive manual privacy audit or an independent annotation-accuracy evaluation.
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+
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+ ## Estimated annotation coverage
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+
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+ Hand keypoints were requested at 10 Hz and object detection at 5 Hz. Counts below describe timestamps with emitted estimates; they do not measure recall against visible objects/hands. Unknown percentages use temporal hand instances (one track at one timestamp), not keypoint rows. A track is not an independent person or physical entity.
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+
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+ | Excerpt | Raw hand timestamps | Unknown handedness | Max temporal hands at one timestamp | Object timestamps |
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+ |---|---:|---:|---:|---:|
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+ | remove-tape | 290 | 24.2% | 2 | 145 |
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+ | brush-front-grille | 300 | 50.0% | 2 | 150 |
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+ | brush-housing | 300 | 100.0% | 2 | 137 |
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+ | brush-panel-channels | 300 | 99.3% | 3 | 144 |
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+ | wipe-panel | 300 | 13.7% | 3 | 150 |
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+ | wipe-panel-corners | 280 | 24.0% | 3 | 135 |
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+
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+ The raw hand candidate selection caps detections at two per timestamp. Temporal interpolation can briefly retain extra tracks. The public tables preserve raw and temporal estimates separately, with null z/world coordinates and explicit provenance. Some visible hands are missed; finger placement, small-tool boxes and handedness are imperfect. An object track may change ID during one manipulation. Review overlays intentionally expose these errors. Overlays use a constant-frame-rate display clock and are visual aids, not the alignment reference.
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+
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+ ## Language and grouping
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+
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+ The assistant prepared the instructions and 13 action intervals from visual review. Boundaries are approximate to two seconds and have not been independently checked by a human annotator. The intervals describe observed actions, not task success or robot commands. One conservative session group covers all six excerpts; do not split excerpts from this session between training and evaluation and then claim independent generalization.
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+
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+ ## Capture limitations and next collection
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+
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+ This release covers one camera wearer, one appliance/work area and one apparent session. Viewpoint is chest-mounted according to the owner. The public 1920 x 1080 images are tone-mapped from iPhone HLG HDR; full original MOV files remain with the owner. Exposure changes, motion blur, self-occlusion and repetitive activity are visible. Metric geometry, forces, tactile measurements and robot control/state are unavailable.
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+
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+ For a paid capture pilot, agree on target tasks, full task sequences, multiple workers/sites, tool visibility and acceptance criteria. A labeled evaluation subset and held-out sessions would support measured annotation quality and downstream utility. This sample establishes delivery structure and inspectable footage; it does not report training gains.
README.md ADDED
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+ ---
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+ license: cc-by-4.0
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+ pretty_name: Diffraction Egocentric Maintenance Sample
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: sample
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+ path: data/episodes.parquet
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+ language:
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+ - en
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+ tags:
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+ - video
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+ - egocentric
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+ - human-demonstration
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+ - robotics
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+ - physical-ai
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+ - maintenance
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+ size_categories:
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+ - n<1K
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+ ---
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+ # Diffraction Egocentric Maintenance Sample
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+
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+ ![Diffraction maintenance capture](preview.jpg)
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+
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+ Chest-mounted iPhone video of hands-on appliance maintenance: tape removal, brushing, panel handling and wiping recessed surfaces. 6 curated excerpts complement [Diffraction's RGB-D kitchen sample](https://huggingface.co/datasets/diffracting/egocentric-kitchen-sample) with a different task domain.
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+
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+ This is human RGB observation data for evaluating video-language, temporal action understanding and hand/object interaction workflows. Depth, metric camera calibration/pose, IMU, robot commands and execution-success labels are unavailable. Optional hand/object annotations are model estimates with no independently measured accuracy.
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+
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+ | Excerpt | Seconds | RGB frames | Instruction |
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+ |---|---:|---:|---|
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+ | remove-tape | 28.98 | 870 | Remove pieces of adhesive tape from the air conditioner front housing. |
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+ | brush-front-grille | 29.95 | 899 | Brush the air conditioner front grille while stabilizing the housing. |
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+ | brush-housing | 29.98 | 900 | Prepare the brush and scrub the exposed upper housing of the air conditioner. |
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+ | brush-panel-channels | 29.98 | 900 | Hold the detached front panel and brush along its narrow channels. |
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+ | wipe-panel | 29.98 | 900 | Wipe the detached panel surfaces while stabilizing the panel with the other hand. |
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+ | wipe-panel-corners | 27.95 | 839 | Wipe the recessed corners and channels of the detached panel with a paper towel. |
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+
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+ **176.84 seconds · 5,308 RGB frames · one session · 13 approximate action intervals.**
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+
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+ ## Download and use
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+
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+ ```bash
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+ pip install huggingface_hub
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+ hf download diffracting/egocentric-maintenance-sample --repo-type dataset --local-dir diffraction-maintenance
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+ cd diffraction-maintenance
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+ pip install -r requirements.txt
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+ python observation_reader.py .
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+ ```
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+
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+ ```python
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+ from observation_reader import ObservationDataset
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+ sample = ObservationDataset('.')
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+ key = next(iter(sample.episodes))
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+ frame = sample.frame(key, 100)
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+ print(frame['rgb'].shape, frame['timestamp_s'], frame['source_timestamp_s'])
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+ assert frame['depth_m'] is None
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+ hands = sample.annotations_near(key, 'hand_pose', frame['timestamp_s'], max_age_s=0.05)
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+ ```
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+
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+ ## Capture and processing
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+
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+ The source files identify an iPhone 15 Pro recording 1920 x 1080 HLG HDR video at approximately 30 fps. The owner described a chest-mounted camera setup and authorized the public sample. Full original MOV files are preserved locally with SHA-256 provenance. Public RGB clips are documented 8-bit SDR/H.264 excerpts with original presentation-time spacing and one-to-one source frame mapping. Audio and source-container metadata are omitted. Smaller browser videos are previews; use `videos/` for the training representation.
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+
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+ All excerpts appear to belong to the same maintenance session. They are one technical sample, not six independent trials or a train/test benchmark. No claim of a completed maintenance procedure or verified appliance operation is made.
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+
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+ ## Quality and intended use
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+
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+ [QUALITY.md](QUALITY.md) reports review coverage and known failure modes; [validation.json](validation.json) records the executable release checks. [SCHEMA.md](SCHEMA.md) defines clocks, transforms, units and missing-data behavior. Per-excerpt `quality/` reports provide coverage and missingness; review overlays expose optional estimated annotations. Occlusion, close tools, deformable paper and repetitive cleaning are difficult cases. A detection score is not a calibrated error probability. Handedness conflicts become unknown. Any language intervals are explicitly curator annotations with a stated review method.
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+
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+ A downstream lab should evaluate relevant labels and model outcomes before scaling training. This sample demonstrates capture and delivery structure; no robot-policy performance gain or independent annotation-accuracy result is claimed.
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+
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+ ## Verify and evaluate
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+
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+ ```bash
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+ pip install -r requirements-validation.txt
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+ # Install FFmpeg/ffprobe on PATH, then:
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+ python validate_release.py .
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+ ```
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+
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+ `checksums.sha256` covers every release artifact. `processing_record.json` records processing tools, source/derivative lineage and the distinction between batch execution and final assembly code. `source_index.json` records selection windows and the owner authorization record. The public preview catalog can also be loaded with `datasets.load_dataset("diffracting/egocentric-maintenance-sample", split="sample")`; install the video decoder dependencies appropriate to your environment, or use `datasets.Video(decode=False)` to retrieve embedded preview bytes.
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+
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+ ## Work with Diffraction
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+
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+ This sample is a starting point for task-specific professional egocentric capture. A pilot can define the activities, workplaces, camera setup, review protocol and measurable delivery criteria with the receiving lab. Contact Diffraction through the [organization page](https://huggingface.co/diffracting) or start a [dataset discussion](https://huggingface.co/datasets/diffracting/egocentric-maintenance-sample/discussions).
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+
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+ ## License and attribution
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+
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+ CC BY 4.0 permits reuse under its attribution terms. Attribute Diffraction, Egocentric Maintenance Sample (2026), this dataset URL and the revision used. See [LICENSE](LICENSE).
SCHEMA.md ADDED
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+ # RGB observation schema v1.1.0
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+
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+ Each episode is an excerpt with preserved displayed-source frame identity. Source MOV masters remain locally preserved. Public videos are H.264, 8-bit SDR derivatives of the original HLG HDR capture; resolution is preserved after applying display rotation. Audio and source container metadata are omitted. The documented transform uses Hable tone mapping with npl=100. No image crop or frame-rate resampling is applied to training videos. Browser previews are resized derivatives.
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+
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+ - `frame_mapping`: `rgb_frame_index` indexes the public training video from zero; `source_frame_index` indexes displayed frames in the original MOV from zero. This RGB-only source index is not a Stray depth/odometry record index. `t_s` is the actual public video timestamp relative to its first displayed frame. `source_timestamp_s` is relative to the original MOV's first displayed frame. `source_pts_s` and `video_pts_s` retain native presentation timestamps. Selection is an inclusive start/exclusive end window.
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+ - `hand_pose_raw`, `hand_pose`: estimated normalized 2D x/y keypoints, track ID, anatomical label or unknown, uncalibrated confidence and provenance. z/wx/wy/wz are null for the 2D model. Temporal interpolation is identified, not presented as an independent detection. Duplicate suppression caps raw detections at two; temporal gap filling can retain short extra tracks.
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+ - `tracks_raw`, `tracks`: estimated normalized object boxes with labels and confidence. Identity and contact are not ground truth. No physical contact labels are inferred by this recipe.
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+ - `quality`: image statistics, channel coverage and missingness; not annotation accuracy.
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+ - `annotations/action_segments.parquet`, when present: reviewed language/action intervals with explicit review method and approximate boundary precision. Intervals are observations, not robot commands or measured outcomes.
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+
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+ The reader returns `None` for depth_m, depth_valid, confidence, K_rgb, camera_pose_xyzw and sensor_timestamp_s. Explicit episode modality flags mark metric depth, calibration, VIO, IMU, audio and robot actions unavailable. `camera_points` raises for RGB-only samples. Estimated monocular geometry is not silently inserted.
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+
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+ All excerpts in the sample are grouped conservatively as one session. Preserve this grouping in downstream splits. Instructions and segment boundaries are curator annotations; no independent accuracy study or task-success benchmark is provided.
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+ }
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+ }
episodes/brush-front-grille.json ADDED
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+ }
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episodes/brush-housing.json ADDED
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+ }
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+ }
episodes/brush-panel-channels.json ADDED
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+ {
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+ "instruction": "Hold the detached front panel and brush along its narrow channels.",
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+ "instruction_source": "curator_supplied",
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+ "training_use": true,
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+ "evidence": "The user identified these recordings as iPhone chest-camera captures and authorized curating and publishing the maintenance sample to Diffraction. The existing chosen public sample license is CC BY 4.0. This is a record of user authorization, not an independent signed release."
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+ "source": {
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+ "frame_mapping": "one_to_one_source_display_frames; original_PTS_spacing"
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+ }
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+ },
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+ "license": "cc-by-4.0",
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+ "capture_mount": "chest (owner-described)",
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+ "boundary_precision_s": 2.0,
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+ "finding": "No visible faces or identifying private text in inspected frames. Full-frame automated face scan returned zero detections. Audio is omitted. This is not an exhaustive manual frame-by-frame privacy audit."
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+ }
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+ }
episodes/remove-tape.json ADDED
@@ -0,0 +1,79 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "schema_version": "1.1.0",
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+ "capture_id": "remove-tape",
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+ "asset_id": "38f30779ec2b279d",
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+ "embodiment": "human_egocentric",
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+ "dataset_type": "observational_demonstration",
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+ "capture_mode": "rgb_only",
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+ "instruction": "Remove pieces of adhesive tape from the air conditioner front housing.",
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+ "instruction_source": "curator_supplied",
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+ "session_group": "maintenance-session-001",
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+ "split": "sample",
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+ "modalities": {
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+ "robot_actions": "absent",
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+ "privacy_review": "automated_full_frame_scan_and_assistant_storyboard_review",
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+ "annotation_review": "assistant_visual_review_with_disclosed_estimation_limits",
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+ "pose_sample_fps": 10.0,
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+ "rights": {
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+ "status": "owner_attested",
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+ "training_use": true,
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+ "public_sample_preparation": true,
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+ "evidence": "The user identified these recordings as iPhone chest-camera captures and authorized curating and publishing the maintenance sample to Diffraction. The existing chosen public sample license is CC BY 4.0. This is a record of user authorization, not an independent signed release."
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+ },
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+ "source": {
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+ "codec": "hevc",
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+ "width": 1920,
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+ "height": 1080,
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+ "color_transfer": "arib-std-b67",
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+ "color_primaries": "bt2020",
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+ "color_space": "bt2020nc",
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+ "rotation_deg": 0,
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+ "audio_present": true,
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+ "device_model": "iPhone 15 Pro",
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+ "device_software": "26.3.1",
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+ "capture_date": "2026-05-20",
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+ "source_filename": "IMG_6489.MOV",
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+ "source_sha256": "58cf0a658435d8a96e72eb241bd5f6f30fbaafcb7e2e5fb9ec63ee24eceeeefe",
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+ "source_frame_semantics": "zero_based_displayed_source_video_frame",
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+ "encoding": "H264 CRF16 8bit yuv420p",
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+ "metadata": "source metadata stripped from derivative; selected fields retained here",
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+ "frame_mapping": "one_to_one_source_display_frames; original_PTS_spacing"
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+ }
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+ },
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+ "license": "cc-by-4.0",
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+ "capture_mount": "chest (owner-described)",
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+ "review_method": {
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+ "reviewer": "assistant_visual_review",
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+ "method": "RGB storyboard approximately every 2 seconds plus final frame; estimated overlays sampled at start, middle and end",
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+ "boundary_precision_s": 2.0,
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+ "independent_human_validation": false,
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+ "finding": "No visible faces or identifying private text in inspected frames. Full-frame automated face scan returned zero detections. Audio is omitted. This is not an exhaustive manual frame-by-frame privacy audit."
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+ }
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+ }
episodes/wipe-panel-corners.json ADDED
@@ -0,0 +1,79 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "schema_version": "1.1.0",
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+ "capture_id": "wipe-panel-corners",
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+ "asset_id": "cab1dcbfdc31e90e",
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+ "embodiment": "human_egocentric",
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+ "dataset_type": "observational_demonstration",
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+ "capture_mode": "rgb_only",
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+ "instruction": "Wipe the recessed corners and channels of the detached panel with a paper towel.",
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+ "instruction_source": "curator_supplied",
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+ "session_group": "maintenance-session-001",
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+ "split": "sample",
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+ "modalities": {
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+ "rgb": true,
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+ "audio": false,
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+ "depth": false,
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+ "robot_actions": "absent",
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+ "annotation_accuracy": "not_independently_evaluated",
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+ "privacy_review": "automated_full_frame_scan_and_assistant_storyboard_review",
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+ "annotation_review": "assistant_visual_review_with_disclosed_estimation_limits",
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+ "pose_sample_fps": 10.0,
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+ "rights": {
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+ "status": "owner_attested",
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+ "training_use": true,
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+ "public_sample_preparation": true,
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+ "evidence": "The user identified these recordings as iPhone chest-camera captures and authorized curating and publishing the maintenance sample to Diffraction. The existing chosen public sample license is CC BY 4.0. This is a record of user authorization, not an independent signed release."
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+ },
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+ "source": {
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+ "width": 1920,
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+ "height": 1080,
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+ "audio_present": true,
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+ "device_model": "iPhone 15 Pro",
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+ "device_software": "26.3.1",
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+ "capture_date": "2026-05-20",
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+ "source_filename": "IMG_6514.MOV",
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+ "source_sha256": "f97c3ed979296c7e7cda6848d1a09d3eafc1817e24440c5e03f8812f06633c1a",
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+ "frame_mapping": "one_to_one_source_display_frames; original_PTS_spacing"
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+ }
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+ },
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+ "license": "cc-by-4.0",
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+ "capture_mount": "chest (owner-described)",
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+ "review_method": {
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+ "boundary_precision_s": 2.0,
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+ "independent_human_validation": false,
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+ "finding": "No visible faces or identifying private text in inspected frames. Full-frame automated face scan returned zero detections. Audio is omitted. This is not an exhaustive manual frame-by-frame privacy audit."
78
+ }
79
+ }
episodes/wipe-panel.json ADDED
@@ -0,0 +1,79 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "schema_version": "1.1.0",
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+ "capture_id": "wipe-panel",
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+ "embodiment": "human_egocentric",
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+ "dataset_type": "observational_demonstration",
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+ "capture_mode": "rgb_only",
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+ "instruction": "Wipe the detached panel surfaces while stabilizing the panel with the other hand.",
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+ "instruction_source": "curator_supplied",
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+ "session_group": "maintenance-session-001",
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+ "split": "sample",
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+ "pose_sample_fps": 10.0,
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+ "rights": {
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+ "status": "owner_attested",
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+ "training_use": true,
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+ "public_sample_preparation": true,
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+ "evidence": "The user identified these recordings as iPhone chest-camera captures and authorized curating and publishing the maintenance sample to Diffraction. The existing chosen public sample license is CC BY 4.0. This is a record of user authorization, not an independent signed release."
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+ },
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+ "source": {
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+ "geometry": "display_rotation_applied; no_crop_or_resize",
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+ "encoding": "H264 CRF16 8bit yuv420p",
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+ "audio": "omitted",
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+ "metadata": "source metadata stripped from derivative; selected fields retained here",
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+ "frame_mapping": "one_to_one_source_display_frames; original_PTS_spacing"
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+ }
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+ },
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+ "license": "cc-by-4.0",
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+ "capture_mount": "chest (owner-described)",
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+ "review_method": {
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+ "reviewer": "assistant_visual_review",
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+ "method": "RGB storyboard approximately every 2 seconds plus final frame; estimated overlays sampled at start, middle and end",
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+ "independent_human_validation": false,
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+ "finding": "No visible faces or identifying private text in inspected frames. Full-frame automated face scan returned zero detections. Audio is omitted. This is not an exhaustive manual frame-by-frame privacy audit."
78
+ }
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+ }