datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
snowball-replay-index
Snowball replay index
This dataset is a compact membership and ordering index for an approximate replay of Snowball's 10,372,343,704,053-token
data store. It contains no source text or token arrays. The 6,301 Parquet files contain three columns:
source_id: logical source key; join it to the source_id field in sources.json
document_id: the retained XXH3-128 content hash as 16 bytes
bucket_id: domain_cluster * 5 + quality_bucket
Document join contract
document_id… See the full description on the dataset page: https://huggingface.co/datasets/open-athena/snowball-replay-index.SNOW.SBThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "lekiwi_client",
"total_episodes": 91,
"total_frames": 73578,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 24,
"splits": {
"train": "0:91"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/williamdgomez/SNOW.SB.goes-omni-electron-flux-forecasting
GOES–OMNI >2 MeV Electron Flux Forecasting
This dataset combines cross-calibrated NOAA GOES-14/GOES-16 >2 MeV electron
flux with NASA/GSFC OMNI solar-wind and geomagnetic drivers on a uniform
five-minute UTC grid.
It provides two configurations:
ml-ready (default): scaled causal features, validity flags, unscaled
30-minute/6-hour/12-hour targets, and leakage-safe chronological splits.
scientific-master: unscaled source measurements, instrument context,
calibration factors, and… See the full description on the dataset page: https://huggingface.co/datasets/snowsadh/goes-omni-electron-flux-forecasting.ovos-wake-word-bench-picovoice-snowboy
OVOS wake_word bench — picovoice-snowboy
Per-clip detection decisions predictions of the registered
OVOS Plugin Arena
wake_word fighters over
Picovoice/wake-word-benchmark.
One dedicated repo per modality; one dataset split per language; one JSONL
file per fighter under predictions/<lang>/<competitor_id>.jsonl. Rows follow
the arena §3.2 contract (pinned dataset_revision, plugin_version,
latency_ms). Produced by the reproducible benchmark script in the arena repo;
the arena's… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-wake-word-bench-picovoice-snowboy.snowwatch-dataspider2-snow-temperature-sweep
Spider 2.0-Snow Temperature-Sweep Rollouts (Qwen3, thinking vs. non-thinking)
Unconstrained language-model rollouts on the Spider 2.0-Snow text-to-SQL benchmark,
sampled from Qwen3 models in both thinking and non-thinking modes. The dataset is
intended for analyzing sampling behavior (temperature, reasoning mode, model size) on hard,
enterprise-scale text-to-SQL. These are generations only — execution correctness (eval)
is added in a separate scoring pass.
Configs… See the full description on the dataset page: https://huggingface.co/datasets/vxef/spider2-snow-temperature-sweep.williamdgomez_SNOW.SB
SNOW.SB TsFile
This repository is an Apache TsFile conversion of the LeRobot dataset
williamdgomez/SNOW.SB.
The original Hugging Face repository and its commit history identify
williamdgomez as the dataset author/uploader. The source dataset was created
with LeRobot v3.0 for the lekiwi_client robot.
Source Dataset
Dataset: williamdgomez/SNOW.SB
Author/uploader: williamdgomez
License: Apache-2.0
Task: Pick up the block and place it in the bin
Split: train (0:91)… See the full description on the dataset page: https://huggingface.co/datasets/azithromycin/williamdgomez_SNOW.SB.williamdgomez_SNOW.SB
SNOW.SB TsFile
This repository is an Apache TsFile conversion of the LeRobot dataset
williamdgomez/SNOW.SB.
The original Hugging Face repository and its commit history identify
williamdgomez as the dataset author/uploader. The source dataset was created
with LeRobot v3.0 for the lekiwi_client robot.
Source Dataset
Dataset: williamdgomez/SNOW.SB
Author/uploader: williamdgomez
License: Apache-2.0
Task: Pick up the block and place it in the bin
Split: train (0:91)… See the full description on the dataset page: https://huggingface.co/datasets/THULab/williamdgomez_SNOW.SB.SNOW_FINALThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "lekiwi_client",
"total_episodes": 39,
"total_frames": 4897,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 3,
"splits": {
"train": "0:39"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/williamdgomez/SNOW_FINAL.SNOW.Blue.SimpleThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "lekiwi_client",
"total_episodes": 2,
"total_frames": 1847,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:2"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/williamdgomez/SNOW.Blue.Simple.snow_depth_MLSNOWThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "lekiwi_client",
"total_episodes": 58,
"total_frames": 8729,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 3,
"splits": {
"train": "0:58"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/williamdgomez/SNOW.snowball-replay
Snowball Hugging Face row replay
This repository identifies the upstream Hugging Face rows retained in the Snowball pretraining store. It contains row locators and mixture metadata, not source documents or token arrays. A reader does not need Marin, private GCS access, or either of the earlier Snowball index repositories.
Get the selected rows
Install Python 3.12 or newer, then run:
python -m pip install huggingface_hub pyarrow zstandard
hf download… See the full description on the dataset page: https://huggingface.co/datasets/open-athena/snowball-replay.SNOW_Simple_Blue_BlockThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "lekiwi_client",
"total_episodes": 2,
"total_frames": 2212,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:2"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/williamdgomez/SNOW_Simple_Blue_Block.kannolo-snowflakeSNOWv1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "lekiwi_client",
"total_episodes": 1,
"total_frames": 807,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:1"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/williamdgomez/SNOWv1.SNOW.v1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "lekiwi_client",
"total_episodes": 14,
"total_frames": 1768,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 15,
"splits": {
"train": "0:14"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/williamdgomez/SNOW.v1.Strandset-Rust-Thinknumina-math-9sources-25each-modified-problems-o1-mod-2-only_SNOWSnow_Physical_AI_DatasetThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "lekiwi_client",
"total_episodes": 4,
"total_frames": 584,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 3,
"splits": {
"train": "0:4"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/williamdgomez/Snow_Physical_AI_Dataset.SNOW1This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "lekiwi_client",
"total_episodes": 1,
"total_frames": 678,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:1"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/williamdgomez/SNOW1.numina-math-9sources-25each-modified-problems-o1-responses-with-original-responses-final_SNOWservicenow-r1-numina-math-deepseek-r1-6-selected-suffixes_SNOWSNOW_Simple_BlueThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "lekiwi_client",
"total_episodes": 0,
"total_frames": 0,
"total_tasks": 0,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/williamdgomez/SNOW_Simple_Blue.lego_pickup_morning_snowy_red_confuserEnvironment configuration: Angled camera on a lego tower and gripper camera, overhead room light and natural light, white tabletop , blue bowl, collected with window shades open and snow outside
Confuser bricks were used in addition to the red brick
Text Instruction: "Put the red lego in the blue bowl"
Record Command:lerobot-record --robot.type=so101_follower --robot.port=/dev/follower --robot.id=videron_follower --teleop.type=so101_leader --teleop.port=/dev/leader --teleop.id=videron_leader… See the full description on the dataset page: https://huggingface.co/datasets/videron/lego_pickup_morning_snowy_red_confuser.lego_pickup_morning_snowy_blueEnvironment configuration: Angled camera on a lego tower and gripper camera, overhead room light and natural light, white tabletop , blue bowl, collected in morning with snow outside
Text Instruction: "Put the blue lego in the blue bowl"
fineweb-edu-healthcare-snowflake-llama3-8bthe scores (int_score) are inversed , 30 and bellow that means that the text is healthcare related. (95% accuracy according to llama-3-8b-instruct as judge)
snowglobe300Snowflake-snowflake-arctic-embed-sarguana-text-30snowflake_docs_subset