Datasets:
- Raw Motion-Capture Files and MP4 Preview Videos
- Dataset summary
- Repository structure
- Standardized naming
- Original file formats
- Configuration:
files - Configuration:
videos - Loading the dataset
- Descriptions and tags
- Data quality and known anomalies
- Intended uses
- Licensing
- Data collection and consent
- Citation
- Final-release checklist
- Takedown and corrections
Eyes, JAPAN MoCap Dataset
Raw Motion-Capture Files and MP4 Preview Videos
Temporary test dataset card
This README reflects the current prepared dataset and its working Hugging Face Data Studio configuration. Licensing authority, performer consent, final attribution wording, repository identifiers, and citation details should be reviewed before the final public release.
This repository contains a standardized, multi-format human motion-capture collection associated with Eyes, JAPAN. It includes searchable file-level metadata and a separate set of browser-compatible MP4 preview videos.
The repository exposes two Hugging Face configurations:
| Configuration | Rows | Purpose |
|---|---|---|
files |
10,254 | One metadata row for each preserved original physical file |
videos |
1,002 | One playable MP4 preview linked to a source C3D motion |
The MP4 previews are derived convenience copies and are not included in the 10,254-file original dataset count.
Dataset summary
- Original physical files: 10,254
- Logical motion groups: 4,131
- Motion categories: 44
- C3D files: 3,962
- Playable MP4 previews: 1,002
- Actor-label values: 48, including
NA - Top-level source bundles:
freeandpremium - File ID range:
00001to10254
Every physical file has a unique zero-padded five-digit file_id.
Files representing the same logical motion share a common motion_name,
description, and tag set.
Repository structure
.
βββ README.md
βββ metadata.parquet
βββ free/
β βββ <category>/
β βββ <motion_name>/
β βββ <file_id>-<motion_name>.<extension>
βββ premium/
β βββ <category>/
β βββ <motion_name>/
β βββ <file_id>-<motion_name>.<extension>
βββ Videos/
βββ metadata.parquet
βββ <video_file_id>-<motion_name>.mp4
βββ ...
Example original motion group:
premium/
βββ badminton/
βββ premium-badminton-ralley1-NA/
βββ 04990-premium-badminton-ralley1-NA.bip
βββ 04991-premium-badminton-ralley1-NA.c3d
βββ 04992-premium-badminton-ralley1-NA.csm
βββ 04993-premium-badminton-ralley1-NA.v
βββ 04994-premium-badminton-ralley1-NA.mov
Corresponding derived preview:
Videos/
βββ 04994-premium-badminton-ralley1-NA.mp4
The original MOV or M4V file remains unchanged in the source hierarchy. Only
the derived copy in Videos/ is converted to MP4.
Standardized naming
Original files follow:
<file_id>-<motion_name>.<extension>
The logical motion name generally follows:
<bundle>-<category>-<action>-<actor>
Example:
04991-premium-badminton-ralley1-NA.c3d
A separately maintained processed NPZ companion dataset keeps the same five-digit ID as its source C3D:
04991-premium-badminton-ralley1-NA.c3d
04991-premium-badminton-ralley1-NA.npz
This shared ID allows direct matching between the original and processed repositories.
Original file formats
| Extension | Count | General role |
|---|---|---|
.c3d |
3,962 | Optical marker and motion-capture data |
.bip |
1,604 | 3ds Max Character Studio Biped motion |
.csm |
1,067 | Character Studio marker data |
.v |
886 | Vicon-related capture data |
.mov |
886 | Original reference video |
.bvh |
788 | Skeletal hierarchy and animation data |
.fbx |
690 | Autodesk FBX animation data |
.vsk |
255 | Vicon skeleton calibration data |
.m4v |
116 | Original reference video |
Some formats may require proprietary or format-specific software for complete inspection or conversion.
Configuration: files
The default files configuration loads the root metadata.parquet.
It contains one row per preserved original physical file.
| Column | Description |
|---|---|
file_id |
Five-character string matching the filename prefix |
bundle |
free or premium |
category |
Motion category |
motion_name |
Standardized logical motion identifier |
actor_names |
Actor or performer label when available |
file_path |
Repository-relative path to the physical file |
extension |
Normalized extension without a leading period |
size_bytes |
Physical file size in bytes |
preview_video_path |
Original MOV/M4V path associated with a C3D row |
frame_count |
C3D point-frame count |
frame_rate_Hz |
C3D point-data rate |
duration_seconds |
C3D duration rounded to one decimal place |
description |
Filename-grounded human-readable motion summary |
tags |
Semicolon-separated search terms |
Timing fields are populated only for C3D rows. Other formats contain null timing values.
The preview_video_path field is a repository-relative cross-reference to the
original reference video. It is not itself a playable Data Studio video field.
Configuration: videos
The videos configuration loads Videos/ through Hugging Face VideoFolder.
Videos/metadata.parquet contains:
| Column | Description |
|---|---|
file_name |
MP4 filename relative to Videos/metadata.parquet |
video_file_id |
ID inherited from the original MOV/M4V |
source_c3d_file_id |
ID of the linked source C3D |
bundle |
free or premium |
category |
Motion category |
motion_name |
Standardized logical motion identifier |
actor_names |
Actor or performer label |
source_c3d_path |
Repository-relative source C3D path |
description |
Motion description copied from the source C3D metadata |
tags |
Search tags copied from the source C3D metadata |
VideoFolder interprets file_name as the native video feature displayed by
Hugging Face Data Studio.
All preview copies use:
Container: MP4
Video codec: H.264
Pixel format: yuv420p
Fast start: enabled
Audio: removed
Frame rate: inherited from source
Resolution: preserved, with odd dimensions adjusted when required
Loading the dataset
Replace <OWNER>/<DATASET_NAME> with the final repository ID.
Load the complete file index
from datasets import load_dataset
repo_id = "<OWNER>/<DATASET_NAME>"
files = load_dataset(
repo_id,
"files",
split="train",
)
print(files)
print(files.features)
Load playable preview videos
from datasets import load_dataset
repo_id = "<OWNER>/<DATASET_NAME>"
videos = load_dataset(
repo_id,
"videos",
split="train",
)
print(videos)
print(videos.features)
Filter the file index
c3d_files = files.filter(
lambda row: row["extension"] == "c3d"
)
walk_c3d = files.filter(
lambda row:
row["category"] == "walk"
and row["extension"] == "c3d"
)
Download a physical file
from huggingface_hub import hf_hub_download
row = files[0]
local_path = hf_hub_download(
repo_id=repo_id,
repo_type="dataset",
filename=row["file_path"],
)
print(local_path)
Link a preview to its source C3D
preview = videos[0]
print(preview["video_file_id"])
print(preview["source_c3d_file_id"])
print(preview["source_c3d_path"])
Descriptions and tags
Descriptions and tags are assigned once per unique motion_name and shared by
all physical formats representing the same logical motion.
They are generated from available metadata, including:
- bundle;
- category;
- standardized motion name;
- actor label;
- exact hyphen-separated action tokens.
Descriptions may include mechanics that are inherent to a named movement. For example, a handspring may be described as involving hand support and an inverted flight phase.
The underlying C3D and video content was not manually inspected for every entry. Descriptions should therefore be treated as filename-grounded metadata annotations, not expert-verified motion transcriptions.
Data quality and known anomalies
The metadata was validated for file IDs, paths, extensions, sizes, C3D timing, video mappings, and Parquet types.
Known retained file anomalies:
Zero-frame C3D files
Sixteen small C3D files in the premium drum-motion collection report:
frame_count: 0
frame_rate_Hz: 120
duration_seconds: 0.0
size_bytes: 3072
These may be empty placeholders or header-only C3D files. They remain indexed because the metadata accurately reflects the physical files.
Zero-byte BIP files
Two BIP files report:
size_bytes: 0
Affected IDs:
02558
08503
These files may be empty or unusable and should be treated cautiously.
General format considerations
Not every source format has been manually opened and verified in its original authoring application. Users should independently validate files required for critical workflows.
Intended uses
Potential non-commercial uses include:
- motion retrieval and classification;
- human-motion generation;
- animation and character-control research;
- motion-style analysis;
- format-conversion research;
- biomechanics and motion-processing experiments;
- educational demonstrations.
Users should independently verify coordinate systems, units, skeleton definitions, marker conventions, and format-specific compatibility before using the data in production pipelines.
Licensing
This test card currently declares the intended license as CC BY-NC 4.0.
Under that license, material may be shared and adapted for non-commercial purposes when appropriate attribution is provided, the license is linked, and changes are indicated.
Commercial use is not granted by CC BY-NC 4.0.
Before final publication, confirm:
- the rights holder is authorized to license every included file;
- whether all original and derived files are covered by the same terms;
- whether gated access is required;
- the required attribution statement;
- the commercial licensing procedure;
- whether performer privacy, publicity, and consent rights permit release of the reference videos.
Commercial licensing and dataset questions:
info@nowhere.co.jp
Data collection and consent
Detailed collection documentation is still under review.
Before final release, add verified information about:
- capture studio and location;
- capture hardware and software;
- marker set and calibration;
- coordinate system and physical units;
- recording frame rates;
- performer recruitment and consent;
- whether consent covers public redistribution of reference video;
- anonymization or exclusion rules;
- known demographic or performance biases.
Citation
Replace the repository URL and confirm the preferred creator attribution before final publication.
@misc{eyesjapan_mocap_2026,
title = {Eyes, JAPAN MoCap Dataset: Raw Files and MP4 Previews},
author = {{Eyes, JAPAN}},
year = {2026},
howpublished = {Hugging Face Dataset},
url = {https://huggingface.co/datasets/<OWNER>/<DATASET_NAME>}
}
Final-release checklist
Before removing the [Test] label:
- confirm the final repository ID;
- confirm the license with the rights holder;
- confirm reference-video consent and privacy review;
- decide whether access should be public or gated;
- verify all 10,254 original paths on the Hub;
- verify all 1,002 MP4 preview rows in Data Studio;
- verify the
filesandvideosconfiguration selector; - verify the zero-frame and zero-byte anomaly documentation;
- replace placeholder usage URLs;
- approve the final citation and attribution text;
- add verified capture-system and coordinate-system documentation.
Optional gated-access block
The test README intentionally does not enable gated access. After legal review, a gated-access block can be added to the YAML header:
extra_gated_prompt: >-
This dataset is provided for non-commercial use under the stated license.
By requesting access, you confirm that you have reviewed and agree to the
dataset terms.
extra_gated_fields:
Name: text
Affiliation: text
Intended use: text
I agree to use the dataset only as permitted by the license: checkbox
Takedown and corrections
To report a rights concern, metadata error, broken file, or mapping problem, contact:
info@nowhere.co.jp
For metadata corrections, include the five-digit file_id, repository path,
and a brief explanation.
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