datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
training-embeddingsus-k12-schools-directory
US K-12 Schools Directory
A directory of 124,613 US K-12 schools covering all 50 states, DC, and US territories,
compiled from federal and state government sources. Each record carries directory
information (address, phone, website), enrollment and demographics, and, where a source
supplied it, a principal name and email.
This is a compilation of public government data. It is not a survey, and no field was
independently verified against the school itself.
Loading… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/us-k12-schools-directory.arxiv-software-repo-links
arXiv Software Repository Links
A dataset mapping arXiv papers (via DOI) to software repositories they reference or which are implementations of the work. Additionaly includes co-citation analysis and community clustering.
Implementation detection is conducted using the evamxb/dev-author-em-clf model from sci-soft-models
Quick Start
from datasets import load_dataset
# Load DOI-to-repo links
links = load_dataset("cometadata/arxiv-software-repo-links", "links")
#… See the full description on the dataset page: https://huggingface.co/datasets/cometadata/arxiv-software-repo-links.g2-software-reviews
G2 Software Reviews
111,441 B2B software reviews from G2, covering the 79 most-reviewed products, spanning 2012 to 2026.
The largest public G2 review corpus by a wide margin. Before this, the biggest available was a sample of under 1,000 rows.
What is in here that is not in other review datasets
A structured pros-and-cons split on 35,137 reviews. G2 asks "what do you like best" and "what do you dislike" as separate prompts, so those are separate columns rather… See the full description on the dataset page: https://huggingface.co/datasets/FreshCrawl/g2-software-reviews.SweSetupBench-liteThis repository contains the data presented in SWE-Factory: Your Automated Factory for Issue Resolution Training Data and Evaluation Benchmarks.
jeopardy-clues
Jeopardy! Clues
568,068 Jeopardy! clues with their answers, categories, dollar values, air dates, and
round information, compiled from publicly archived, community-maintained transcriptions
of aired episodes.
Loading
from datasets import load_dataset
ds = load_dataset("robworks-software/jeopardy-clues")
science = ds["train"].filter(lambda x: x["category"] == "SCIENCE")
Splits
Split
Rows
train
482,857
validation
42,605
test
42,606… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/jeopardy-clues.so100_test_100_2025-08-10T18-37-57This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 4,
"total_frames": 1788,
"total_tasks": 1,
"total_videos": 8,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:4"},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/so100_test_100_2025-08-10T18-37-57.capterra-b2b-software-reviews
Capterra B2B Software Reviews
56,606 B2B software reviews from Capterra, covering 66 products across 11 software categories.
Most public review datasets are star rating + review text. This one carries five separate rating dimensions, pros and cons as distinct pre-split fields, reviewer firmographics, and, unusually, an incentive disclosure flag recording whether the reviewer was given a gift card, referred by the vendor, or wrote the review unprompted.
Why this is… See the full description on the dataset page: https://huggingface.co/datasets/FreshCrawl/capterra-b2b-software-reviews.canadian-software-rfp-readiness-dataset
Canadian Software Procurement Notice Dataset
This tabular dataset contains 136 Canadian public software procurement notices selected through a documented rule-based classifier and complete review of all lower-confidence candidates.
Dataset Summary
Essential Designs parsed 16,203 official CanadaBuys tender-notice rows across three fiscal years and deduplicated amendments by notice reference. The classifier produced 167 candidates. Ninety-nine qualified… See the full description on the dataset page: https://huggingface.co/datasets/essentialdesigns/canadian-software-rfp-readiness-dataset.chonk_cowThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 12,
"total_frames": 6503,
"total_tasks": 1,
"total_videos": 24,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:12"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/chonk_cow.arxiv-software-engineering-datasetdatabase-query-logs-synthetic
Database Query Logs (synthetic)
3,995 database query-log entries spanning 10 engines - MySQL, PostgreSQL, MongoDB, SQL
Server, Oracle, MariaDB, SQLite, Cassandra, Redis, and Elasticsearch - with query text,
type, complexity, execution timing, and row-count metadata.
These queries are synthetic
The queries were programmatically generated, not captured from production systems.
They were produced by templating a set of query shapes across industry-flavored schema… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/database-query-logs-synthetic.CVE_CWE_Software_Mapping_Dataset
CVE-CWE Software Weakness Mapping Dataset
Dataset description
This dataset maps Common Vulnerabilities and Exposures (CVEs) to Common Weakness Enumeration (CWE) entries in the CWE-699 Software category. It combines CVE descriptions with CWE descriptions and parent-category information for security research and vulnerability classification.
Dataset structure
The dataset is provided as Global_Dataset.csv. Its main fields include:
CVE-ID: CVE… See the full description on the dataset page: https://huggingface.co/datasets/regularpooria/CVE_CWE_Software_Mapping_Dataset.phat_cowThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 14,
"total_frames": 7543,
"total_tasks": 1,
"total_videos": 28,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:14"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/phat_cow.so100_test_100-testt_2025-08-11T16-58-28This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 4,
"total_frames": 1788,
"total_tasks": 1,
"total_videos": 8,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:4"},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/so100_test_100-testt_2025-08-11T16-58-28.dataset_mooThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 7,
"total_frames": 3844,
"total_tasks": 1,
"total_videos": 14,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:7"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/dataset_moo.dataset_teal_cowThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 5,
"total_frames": 2660,
"total_tasks": 1,
"total_videos": 10,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:5"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/dataset_teal_cow.dataset_flamingo_cowThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 5,
"total_frames": 2660,
"total_tasks": 1,
"total_videos": 10,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:5"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/dataset_flamingo_cow.software-engineering-interview-practices-2005-2026
Replication Package: Yesterday's Interviews for Today's Engineers
This repository contains the de-identified analytical data and the Python
reproduction script for:
Vitalii Romaniuk. "Yesterday's Interviews for Today's Engineers:
Retrospective Perceptions and a Work-Aligned Hiring Framework (2005–2026)."
arXiv:2609.14046, 2026.
Paper: https://arxiv.org/abs/2609.14046
Contents
data/survey_responses_deidentified.csv contains the 911 retained survey
records used… See the full description on the dataset page: https://huggingface.co/datasets/Kidomakai/software-engineering-interview-practices-2005-2026.dataset_amber_cowThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 5,
"total_frames": 2660,
"total_tasks": 1,
"total_videos": 10,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:5"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/dataset_amber_cow.rotund_cowThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 14,
"total_frames": 7688,
"total_tasks": 1,
"total_videos": 28,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:14"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/rotund_cow.orange_cowThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 5,
"total_frames": 2691,
"total_tasks": 1,
"total_videos": 20,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:5"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/orange_cow.CloudSurf-4B-FC-bfcl-results
CloudSurf-4B-FC — raw BFCL V4 result files
Raw, unmodified BFCL V4 evaluation outputs backing the leaderboard submission
PR ShishirPatil/gorilla#1357
for CloudSurf-4B-FC
(a google/gemma-4-E4B-it fine-tune, Apache-2.0).
Both sides are included: our tuned runs and the stock gemma-4-E4B-it
baselines re-measured on the identical rig, so every number in the PR can be
recomputed from primary files.
Whiskers are the min–max across the three runs on each side. Stock wins
Irrelevance… See the full description on the dataset page: https://huggingface.co/datasets/cloudsurf-software/CloudSurf-4B-FC-bfcl-results.macro_prosody_sample_set
Alexandria Voice Corpus — Multilingual Macro-Prosody Telemetry
Version 1.1 — Replacement release
This pack supersedes the earlier Korean & Hindi two-language release. That release was built on a pipeline with several unresolved quality-gate bugs (documented below). This version corrects all known issues and expands to seven typologically diverse languages.
No audio is included. This is a structured acoustic feature dataset for linguistic research, speech technology, and… See the full description on the dataset page: https://huggingface.co/datasets/moonscape-software/macro_prosody_sample_set.so100_test_100test_2025-08-11T14-01-32This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 4,
"total_frames": 1788,
"total_tasks": 1,
"total_videos": 8,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:4"},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/so100_test_100test_2025-08-11T14-01-32.so100_test_1001kjnkjn_2025-08-13T10-57-55This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 4,
"total_frames": 2212,
"total_tasks": 1,
"total_videos": 8,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:4"},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/so100_test_1001kjnkjn_2025-08-13T10-57-55.test_2025-07-24T18-02-44This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 2,
"total_frames": 1027,
"total_tasks": 1,
"total_videos": 4,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:2"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/test_2025-07-24T18-02-44.so100_test_100teststes_2025-08-12T23-06-53This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so_arm100",
"total_episodes": 4,
"total_frames": 1788,
"total_tasks": 1,
"total_videos": 8,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:4"},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/software-pathon-ai/so100_test_100teststes_2025-08-12T23-06-53.historical-training-manuals
Historical Training Manuals
1,597 US government and government-adjacent training manuals and technical publications
sourced from the Internet Archive, spanning roughly 1800-2021. Records carry
bibliographic metadata; a subset also carries extracted full text and a machine-generated
summary.
Loading
from datasets import load_dataset
ds = load_dataset("robworks-software/historical-training-manuals")
Splits
Split
Rows
train
1,277… See the full description on the dataset page: https://huggingface.co/datasets/robworks-software/historical-training-manuals.arxiv-software-repo-links
arXiv Software Repository Links
A dataset mapping arXiv papers (via DOI) to software repositories they reference or which are implementations of the work. Additionaly includes co-citation analysis and community clustering.
Implementation detection is conducted using the evamxb/dev-author-em-clf model from sci-soft-models
Quick Start
from datasets import load_dataset
# Load DOI-to-repo links
links = load_dataset("cometadata/arxiv-software-repo-links", "links")
#… See the full description on the dataset page: https://huggingface.co/datasets/rafidirtiza/arxiv-software-repo-links.