datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
TM-DATA_quality_score_v1
Dataset Card for "TM-DATA_quality_score_v1"
Adding quality score v1 to Locutusque/TM-DATA
More Information needed
level2_final_quality2_augmentedThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "openarms_follower",
"total_episodes": 2366,
"total_frames": 6205242,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:2366"
},
"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/lerobot-data-collection/level2_final_quality2_augmented.Quality-Control-App-Amazon-Big-Data-2023level2_final_qualityThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "openarms_follower",
"total_episodes": 1171,
"total_frames": 2940342,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:1171"
},
"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/lerobot-data-collection/level2_final_quality.moe-data-quality
TaskTrove model data quality
This directory is the single experiment root for the five-model TaskTrove v3.42 reward comparison and its supporting data-quality work.
Layout
TRACKER.md: experiment-level status and links
reports/: unified reward reports and harness comparisons
campaigns/: model-specific trackers, state, manifests, results, and launch tooling
findings/: sampled rollout findings and remediation logs
audits/: dataset-quality and verifier audit reports… See the full description on the dataset page: https://huggingface.co/datasets/penfever/moe-data-quality.level12_quality0_2026-02-08This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "openarms_follower",
"total_episodes": 258,
"total_frames": 595888,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:258"
},
"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/lerobot-data-collection/level12_quality0_2026-02-08.us-water-quality-data
U.S. Water Quality & Home Safety Data
Open dataset from ZipCheckup | Artifact materialized 2026-09-15 | Source vintage varies by record and is not aggregated
Coverage
42,679 ZIP-code records in the exported dataset
23,795 records with mapped water-system data
66 federal and state data sources (EPA SDWIS, ECHO, LCR, PFAS, FEMA, Census ACS, USGS, CDC, DOE, and more)
567K+ pages on zipcheckup.com
Files
File
Description… See the full description on the dataset page: https://huggingface.co/datasets/artakulov/us-water-quality-data.llm-data-textbook-quality-v2french-administrative-hierarchy-data-quality
French Administrative Hierarchy Data Quality Benchmark
A reproducible benchmark for evaluating the validation, classification, and repair of French administrative geographic records.
The dataset is derived from the INSEE Code officiel géographique (COG) 2026 and focuses on the hierarchical relationship:
Region → Department → Commune
Important: commune_code is an INSEE/COG administrative identifier, not a postal code.This dataset is not intended for postal-address validation or… See the full description on the dataset page: https://huggingface.co/datasets/Jaymerry/french-administrative-hierarchy-data-quality.autotrain-data-quality-customer-reviews
AutoTrain Dataset for project: quality-customer-reviews
Dataset Descritpion
This dataset has been automatically processed by AutoTrain for project quality-customer-reviews.
Languages
The BCP-47 code for the dataset's language is en.
Dataset Structure
Data Instances
A sample from this dataset looks as follows:
[
{
"text": " Love this truck, I think it is light years better than the competition. I have driven or… See the full description on the dataset page: https://huggingface.co/datasets/Gflorent/autotrain-data-quality-customer-reviews.level2_final_quality3This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "openarms_follower",
"total_episodes": 1200,
"total_frames": 3254196,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:1200"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet"… See the full description on the dataset page: https://huggingface.co/datasets/lerobot-data-collection/level2_final_quality3.rephrased-web-data-quality-study
Rephrased Web Data Quality Study
LLM-as-judge evaluation of ~4,000 examples from HuggingFaceFW/finephrase (1,000 sampled per split, 86 dropped due to judge parse failures, 3,914 successfully evaluated).
Judge: Claude Sonnet 4.6 via OpenRouter | Cost: ~$45
Quality Scores (1-5 scale)
Metric
FAQ (n=965)
Table (n=979)
Tutorial (n=976)
Math (n=994)
Faithfulness
1.82
1.72
1.90
1.49
Info preservation
1.93
1.64
1.99
1.47
Appropriateness
3.54
2.87
2.48
1.67… See the full description on the dataset page: https://huggingface.co/datasets/ratishsp/rephrased-web-data-quality-study.dataqualityblogSee full version in our Blog Post
level2_final_quality3_t_0_hil_data_cThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "openarms_follower",
"total_episodes": 1319,
"total_frames": 3414338,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 0.001,
"fps": 30,
"splits": {
"train": "0:1319"
},
"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/lerobot-data-collection/level2_final_quality3_t_0_hil_data_c.low-quality-random-sft-data-I-had-laying-around
low-quality-random-sft-data-I-had-laying-around
Exactly what it says on the tin. Random synthetic ChatML SFT scraps I had laying around on disk. Not curated. Not high quality. Possibly cursed. Useful if you want cheap filler / toy SFT data.
Configs
Config
Rows
What it is
counting
15,000
Letter counts, palindromes, tiny string puzzles
word-problems
19,587
Synthetic arithmetic word problems
math
213,693
Synthetic math Q&A ChatML (merged from several… See the full description on the dataset page: https://huggingface.co/datasets/hudsongouge/low-quality-random-sft-data-I-had-laying-around.autotrain-data-car-review-project
AutoTrain Dataset for project: car-review-project
Dataset Descritpion
This dataset has been automatically processed by AutoTrain for project car-review-project. It contains consumer car ratings and reviews from Edmunds website
Languages
The BCP-47 code for the dataset's language is en.
Dataset Structure
Data Instances
A sample from this dataset looks as follows:
[
{
"text": " ",
"target": 1
},
{
"text": " Mazda truck… See the full description on the dataset page: https://huggingface.co/datasets/qualitydatalab/autotrain-data-car-review-project.level2_final_quality2This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "openarms_follower",
"total_episodes": 1183,
"total_frames": 3102621,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:1183"
},
"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/lerobot-data-collection/level2_final_quality2.africa-drc-congo-democratic-republic-osm-data-quality-fc9d31b0
Congo Democratic Republic - OSM Data quality | Africa (DRC official open data)
72 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Congo Democratic Republic - OSM Data quality… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-democratic-republic-osm-data-quality-fc9d31b0.final_quality_23feb0_15This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "openarms_follower",
"total_episodes": 1,
"total_frames": 9770,
"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/lerobot-data-collection/final_quality_23feb0_15.africa-drc-congo-democratic-republic-osm-data-quality-c9506c7e
Congo Democratic Republic - OSM Data quality | Africa (DRC official open data)
5 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Congo Democratic Republic - OSM Data quality… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-democratic-republic-osm-data-quality-c9506c7e.africa-drc-congo-democratic-republic-osm-data-quality-709f8e13
Congo Democratic Republic - OSM Data quality | Africa (DRC official open data)
34 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Congo Democratic Republic - OSM Data quality… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-democratic-republic-osm-data-quality-709f8e13.africa-drc-congo-democratic-republic-osm-data-quality-c9156644
Congo Democratic Republic - OSM Data quality | Africa (DRC official open data)
29 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Congo Democratic Republic - OSM Data quality… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-democratic-republic-osm-data-quality-c9156644.level2_final_quality3_trim_0_hil_dataThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "openarms_follower",
"total_episodes": 1319,
"total_frames": 3414338,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 0.001,
"fps": 30,
"splits": {
"train": "0:1319"
},
"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/lerobot-data-collection/level2_final_quality3_trim_0_hil_data.africa-drc-congo-democratic-republic-osm-data-quality-153e9716
Congo Democratic Republic - OSM Data quality | Africa (DRC official open data)
71 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Congo Democratic Republic - OSM Data quality… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-democratic-republic-osm-data-quality-153e9716.uplimit-synthetic-data-week-2-with-quality
Dataset Card for uplimit-synthetic-data-week-2-with-quality
This dataset has been created with distilabel.
The pipeline script was uploaded to easily reproduce the dataset:
project2.py.
It can be run directly using the CLI:
distilabel pipeline run --script "https://huggingface.co/datasets/ssavchev/uplimit-synthetic-data-week-2-with-quality/raw/main/project2.py"
Dataset Summary
This dataset contains a pipeline.yaml which can be used to reproduce the… See the full description on the dataset page: https://huggingface.co/datasets/ssavchev/uplimit-synthetic-data-week-2-with-quality.africa-drc-congo-democratic-republic-osm-data-quality-0cbdf6cb
Congo Democratic Republic - OSM Data quality | Africa (DRC official open data)
42 rows - 1 Africa country - not-applicable - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Congo Democratic Republic - OSM Data quality… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-congo-democratic-republic-osm-data-quality-0cbdf6cb.final_quality_23feb0_0_augmentedThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "openarms_follower",
"total_episodes": 2,
"total_frames": 3854,
"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/lerobot-data-collection/final_quality_23feb0_0_augmented.level2_final_quality3_mirroredThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "openarms_follower",
"total_episodes": 2400,
"total_frames": 6508392,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:2400"
},
"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/lerobot-data-collection/level2_final_quality3_mirrored.final_quality_23feb0_16This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "openarms_follower",
"total_episodes": 1,
"total_frames": 8891,
"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/lerobot-data-collection/final_quality_23feb0_16.final_quality_23feb0_17_doubledThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "openarms_follower",
"total_episodes": 2,
"total_frames": 18852,
"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/lerobot-data-collection/final_quality_23feb0_17_doubled.