datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
finephrase_permissivehive-partitioned-data-demopowertron-global-permafrost-corpus
Dataset Card: Powertron Global PermaFrost Corpus
Important Disambiguation: This corpus documents PermaFrost® NMR, a trademarked HVAC efficiency treatment product. It contains HVAC/refrigeration efficiency data (chillers, RTUs, DX systems, refrigeration). This corpus has NO connection to geological permafrost (frozen ground), climate science, or Arctic research. The name "PermaFrost" is a product trademark reflecting thermal transfer properties, not a geological term.… See the full description on the dataset page: https://huggingface.co/datasets/powertronglobal/powertron-global-permafrost-corpus.PermaBotLaboThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so101_follower",
"total_episodes": 180,
"total_frames": 111945,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:180"
},
"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/Greynar/PermaBotLabo.eval3_90_permutationThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so_follower",
"total_episodes": 90,
"total_frames": 20221,
"total_tasks": 3,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 15,
"splits": {
"train": "0:90"
},
"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/robot-learning-group47/eval3_90_permutation.plumbing-permits
Plumbing Permit Dataset - Multi-City Building Systems Records - EmbedEarth
A geospatial open-data release of 223,000 plumbing permit records from 2018, 2019, 2020, 2021, 2022, 2023.
This dataset was created and distributed by EmbedEarth, programmable geographic infrastructure for searching, retrieving, and computing across the physical world.
The release contains records of permitted plumbing work, including reported projects involving water supply, drainage, fixtures, and… See the full description on the dataset page: https://huggingface.co/datasets/EmbedEarth/plumbing-permits.permission-command-corpus
Permission Command Corpus
Three views of a command-safety corpus, for local command-risk classification in
front of an LLM or a tool bridge.
gold: trusted rows, 321 in total across three splits
silver_weak_labels: mined weak-label rows from Sigma, LOLBAS, GTFOBins,
Atomic Red Team and Falco, kept as useful but not promoted to gold
review_queue: unresolved rows that should not be treated as trusted
training data
Read this before training on it
Findings from 30… See the full description on the dataset page: https://huggingface.co/datasets/cowWhySo/permission-command-corpus.us-building-permits
PermitBase — U.S. Residential Building Permits 1980–2024
The most comprehensive historical residential building permit dataset available at the place level.
Place-level | Annual | 1980–2024 | SF/MF differentiated | 51 jurisdictions | 683,986 records
Dataset Description
This dataset contains annual residential building permit data for permit-issuing places
(cities, towns, and unincorporated county areas) across the United States, covering
1980 through 2024. It is derived… See the full description on the dataset page: https://huggingface.co/datasets/thanna94/us-building-permits.electrical-permits
Electrical Permit Dataset - Multi-City Building Systems Records - EmbedEarth
A geospatial open-data release of 159,257 electrical permit records from 2018, 2019, 2020, 2021, 2022, 2023.
This dataset was created and distributed by EmbedEarth, programmable geographic infrastructure for searching, retrieving, and computing across the physical world.
The release contains records of permitted electrical work and related building improvements. Electrical permits provide a… See the full description on the dataset page: https://huggingface.co/datasets/EmbedEarth/electrical-permits.demolition-permits
Demolition Permit Dataset - Multi-City Building Removal Records - EmbedEarth
A geospatial open-data release of 95,570 demolition permit records from 2018, 2019, 2020, 2021, 2022, 2023.
This dataset was created and distributed by EmbedEarth, programmable geographic infrastructure for searching, retrieving, and computing across the physical world.
The release contains records of permits associated with demolishing or removing structures. Demolition permits provide a location-aware… See the full description on the dataset page: https://huggingface.co/datasets/EmbedEarth/demolition-permits.PineScripts-Permissive
PineScripts-Permissive
A dataset of Pine Script™ scripts with premissive licenses from TradingView.
permutation-pools
Permutation Pools
Permutation-augmentation pools: demonstration-order permutations of the label-transfer and evidence-tracking sets, used to enlarge filtered test sets to 1000 rows with balanced golds.
Part of the icl-heads collection: the datasets behind a study of which
Llama-3.1-8B-Instruct attention heads mediate in-context evidence accumulation
and in-context label mapping, discovered with Differentiable Circuit Masking
(a learned per-head mask over K/V activations patched… See the full description on the dataset page: https://huggingface.co/datasets/icl-heads/permutation-pools.assay-transfer-record-level-v23-1-bbb-martins-passive_permeability-intern
BBB V23.1: passive_permeability
Exact passive_permeability row filter of pinned BBB V23 revision d49645551057f0dfc562dd7bf2ef7d77ff975a6f. Prompts, targets, candidate order, and split membership are unchanged. The complete parent calibration artifact is retained. V23 has no test split.
train rows: 46,541
validation ranking rows: 1,525
superglue-hr
BalkanBench SuperGLUE - Croatian
Part of BalkanBench - the open, reproducible
benchmark for language models across Serbian, Croatian, Montenegrin, and
Bosnian (BCMS). Live leaderboard at https://balkanbench.com/leaderboard.
Background: Release of BalkanBench - the vision behind it
(Medium, 2026-04-27).
This is the Croatian SuperGLUE released preview track of BalkanBench v0.1.
Croatian publishes alongside Serbian (the official frozen track) and
Montenegrin as a 5-task preview:… See the full description on the dataset page: https://huggingface.co/datasets/permitt/superglue-hr.permittimelines
Garage-Conversion and ADU Building Permit Timelines for Four U.S. Cities
64,427 residential garage-to-ADU and garage-to-habitable-room conversion
permit applications for Los Angeles, San Diego, San Francisco, and
Seattle, with measured application-to-issuance waits, application-year
cohort completion rates, and small-cell-suppressed timeline aggregates.
Every number is reproducible from the committed, dependency-free build
script in the source repository,
which fetches directly… See the full description on the dataset page: https://huggingface.co/datasets/RENOLOGY/permittimelines.residential-permits
Residential Permit Dataset - Multi-City Housing Activity Records - EmbedEarth
A geospatial open-data release of 91,221 residential permit records from 2018, 2019, 2020, 2021, 2022, 2023.
This dataset was created and distributed by EmbedEarth, programmable geographic infrastructure for searching, retrieving, and computing across the physical world.
The release contains records of permits associated with residential properties or residential work. Residential permits provide a… See the full description on the dataset page: https://huggingface.co/datasets/EmbedEarth/residential-permits.superglue-mne
BalkanBench SuperGLUE - Montenegrin
Part of BalkanBench - the open, reproducible
benchmark for language models across Serbian, Croatian, Montenegrin, and
Bosnian (BCMS). Live leaderboard at https://balkanbench.com/leaderboard.
Background: Release of BalkanBench - the vision behind it
(Medium, 2026-04-27).
This is the Montenegrin SuperGLUE released preview track of BalkanBench
v0.1, covering the same 5 ranked tasks as the Croatian preview. Same
scoring contract as Serbian (the… See the full description on the dataset page: https://huggingface.co/datasets/permitt/superglue-mne.PolygloToxicityPrompts_permissive
Polyglo PTP Permissive
Permissive-source subset of the PTP configs from ToxicityPrompts/PolygloToxicityPrompts, filtered using the local URL/source permissiveness rules in this workspace. WildChat configs are not included because they do not provide row-level source URLs.
Source split: full for ptp-* configs.
Rows scanned: 425,000. Rows kept: 1,649.
See polyglo_ptp_permissive_stats_620972.json for kept/discard reason distributions and per-language counts.
uke-mobile-network-permits-poland
UKE Mobile Network Permits - Poland
Radio permits issued by the Polish Office of Electronic Communications (Urząd
Komunikacji Elektronicznej, UKE) for cellular base stations across all bands:
GSM 900/1800, GSM-R, UMTS 900/2100, LTE 420/450/700/800/900/1800/2100/2600,
5G 700/900/1800/2100/2600/3600, and CDMA 420.
The dataset is a single GeoParquet file in WGS84 (EPSG:4326) containing
one row per permit per station per band.
Source:… See the full description on the dataset page: https://huggingface.co/datasets/AsciiMAster/uke-mobile-network-permits-poland.assay-transfer-record-level-v22-1-bbb-martins-passive_permeability-intern
BBB V22.1: passive_permeability
Exact passive_permeability row filter of pinned BBB V22 revision d7770767976d0ab9633997844595298c8ec27cf6. Prompts, targets, candidate order, and split membership are unchanged.
train rows: 27,868
validation ranking rows: 800
test ranking rows: 860
superglue-sr
BalkanBench SuperGLUE - Serbian
Part of BalkanBench - the open, reproducible
benchmark for language models across Serbian, Croatian, Montenegrin, and
Bosnian (BCMS). Live leaderboard at https://balkanbench.com/leaderboard.
Background and motivation: Release of BalkanBench - the vision behind it
(Medium, 2026-04-27).
This is the Serbian SuperGLUE track of BalkanBench v0.1. Serbian is the
official frozen track: the leaderboard's ranked average is computed over
6 ranked tasks… See the full description on the dataset page: https://huggingface.co/datasets/permitt/superglue-sr.eval_act_PermaBotLabo-FallenPlantThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so101_follower",
"total_episodes": 10,
"total_frames": 10427,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:10"
},
"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/Greynar/eval_act_PermaBotLabo-FallenPlant.destatis-short-term-building-permits-total-original
Destatis Short-term Indicators: Building permits total (original values)
Inoffizieller Hinweis / Unofficial note
Dieses Repository ist ein privates Open-Source-Projekt und nicht offiziell vom Statistischen Bundesamt (Destatis) betrieben.
This repository is a private open-source project and is not an official repository of the Federal Statistical Office of Germany (Destatis).
Quelle / Source
Originalquelle / Original source:… See the full description on the dataset page: https://huggingface.co/datasets/destatis/destatis-short-term-building-permits-total-original.single-permission-083534
single-permission-083534
Synthetic products test data: 38 rows in data.csv.
All values are randomly generated fictional examples, not real observations, products, or user activity. Intended only for CSV loading and pipeline tests; not suitable for scientific or business conclusions. Columns are sampled independently and do not model real-world correlations.
Fields
sample_id: random identifier for this generated sample.
row_id: sequential row number starting at 1.… See the full description on the dataset page: https://huggingface.co/datasets/Cobalt-Rin/single-permission-083534.us-well-permits
US Oil & Gas Well Permits — 27 States, 1864–Present
2.2M+ permits across 27 US states. Public-domain data aggregated from state regulators (TX RRC, CA CalGEM, ND IIC, NM OCD, AK AOGCC, and 22 others) into a single normalized schema with consistent API-number primary keys.
Snapshot dated 2026-04-17. This dataset is a frozen point-in-time release — there is no commitment to refresh on a schedule. For daily-updated permits, monthly well production volumes, normalized… See the full description on the dataset page: https://huggingface.co/datasets/Oilpriceapi/us-well-permits.permmlu
PerMMLU
Dataset Summary
The PerMMLU Benchmark is a localized and extended version of the original MMLU (Massive Multitask Language Understanding) benchmark, adapted specifically for Persian-speaking users and domains. This benchmark is designed to comprehensively evaluate both general and specialized knowledge of language models across a broad range of topics.
This dataset is structured to assess educational and cultural understanding and includes:
School-level questions… See the full description on the dataset page: https://huggingface.co/datasets/MCINext/permmlu.africa-burkina-faso-enquete-permanente-agricole-2023-2024-5516b72d
Enquete Permanente Agricole 2023 2024 | Africa (Direction générale des études et des statistiques sectorielles (DGESS))
118 rows - 1 Africa country/area - 2023-2024 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 118 rows from Direction générale des études et des statistiques sectorielles (DGESS), covering Enquete Permanente Agricole 2023 2024. It is published as ML-ready Parquet with consistent Hugging Face metadata, source… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-burkina-faso-enquete-permanente-agricole-2023-2024-5516b72d.building-permits-browser-dataeval_act_PermaBotLabo-FallenPlant_LimitCaseThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so101_follower",
"total_episodes": 10,
"total_frames": 11586,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:10"
},
"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/Greynar/eval_act_PermaBotLabo-FallenPlant_LimitCase.africa-egypt-capmas-work-permits-issued-to-egyptians-to-work-abroad-a91c4a3f
Work Permits Issued to Egyptians to Work Abroad | Africa (CAPMAS Egypt Open Data)
2,310 rows - 1 Africa country/area - 2010-2023 - 45 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 2,310 rows from CAPMAS Egypt Open Data, covering Work Permits Issued to Egyptians to Work Abroad. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-egypt-capmas-work-permits-issued-to-egyptians-to-work-abroad-a91c4a3f.