datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
TTS_ArenaTTS Arena's DB is SQLlite DB file. The above is just a summary query that should be useful for TTS developers to evaluate faults of their model.
Why no audio samples?
Unsafe. Cannot constantly oversee the output of uncontrolled HuggingFace Spaces. While it could be safeguarded by using an ASR model before uploading, something unwanted may still slip through.
Useful queries for TTS developers and evaluators
All votes mentioning specified TTS model:… See the full description on the dataset page: https://huggingface.co/datasets/Pendrokar/TTS_Arena.pending-medicare-provider-enrollment-data
Pending Medicare Provider Enrollment Data
This is a dated, source-receipted sample of behavioral-health NPIs newly present in CMS's pending first-time Medicare enrollment files on 2026-07-13, compared with the immediately prior 2026-07-09 publication.
Pending does not mean approved. A row indicates that a first-time Medicare enrollment application appeared in a CMS pending file. It does not prove enrollment, credentialing, licensure, a new practice, service availability… See the full description on the dataset page: https://huggingface.co/datasets/unitedideas/pending-medicare-provider-enrollment-data.pennsylvania-layoffs-warn-act-notices-daily
Pennsylvania WARN Act layoff notices — every filing we hold since 2011, one CSV, rebuilt daily
1,896 Pennsylvania WARN notices — every one this dataset holds, back to 2011 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-21
· state source last checked 2026-09-24T14:05Z · official source: Pennsylvania Department of Labor and Industry — WARN notices.
Pennsylvania employers must file a WARN Act notice with the state before a… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/pennsylvania-layoffs-warn-act-notices-daily.palmer-penguins
Palmer Penguins
The Palmer penguins dataset by Allison Horst, Alison Hill, and Kristen Gorman was first made publicly available as an R package.
The goal of the Palmer Penguins dataset is to replace the highly overused Iris dataset for data exploration & visualization.
However, now you can use Palmer penguins on huggingface!
License
Data are available by CC-0 license in accordance with the Palmer Station LTER Data Policy and the LTER Data Access Policy for Type I data.… See the full description on the dataset page: https://huggingface.co/datasets/SIH/palmer-penguins.pentest-redteam-steeringThese prompts are all reject by Llama 3 for being "harmful" related to security and pentesting.
They can be used for steering models using: https://github.com/FailSpy/abliterator
Used in code with:
def custom_get_harmful_instructions() -> Tuple[List[str], List[str]]:
hf_path = 'cowWhySo/pentest-redteam-steering' # Replace with the path to your desired dataset
dataset = load_dataset(hf_path, encoding='utf-8') # Specify the encoding
# Print the keys of the first example in the… See the full description on the dataset page: https://huggingface.co/datasets/cowWhySo/pentest-redteam-steering.open_tts_trackerabove models sorted by the amount of capabilities; #legend
Cloned the GitHub repo for easier viewing and embedding the above table as once requested by @reach-vb: https://github.com/Vaibhavs10/open-tts-tracker/issues/30#issuecomment-1946367525
🗣️ Open TTS Tracker
A one stop shop to track all open-access/ source Text-To-Speech (TTS) models as they come out. Feel free to make a PR for all those that aren't linked here.
This is aimed as a resource to increase awareness for these… See the full description on the dataset page: https://huggingface.co/datasets/Pendrokar/open_tts_tracker.pentesting-dataset
Dataset Card for Penetration Testing Dataset
This dataset card aims to provide essential information about the Penetration Testing Dataset, which includes various resources and scripts useful for penetration testing and cybersecurity research.
Dataset Details
Dataset Description
The Penetration Testing Dataset is a collection of scripts, tools, and vulnerability data designed for cybersecurity professionals to facilitate penetration testing tasks.… See the full description on the dataset page: https://huggingface.co/datasets/me-aas/pentesting-dataset.pentesting-dataset
Dataset Card for Penetration Testing Dataset
This dataset card aims to provide essential information about the Penetration Testing Dataset, which includes various resources and scripts useful for penetration testing and cybersecurity research.
Dataset Details
Dataset Description
The Penetration Testing Dataset is a collection of scripts, tools, and vulnerability data designed for cybersecurity professionals to facilitate penetration testing tasks. This dataset… See the full description on the dataset page: https://huggingface.co/datasets/boapro/pentesting-dataset.Penta-47x27K
Penta-47x27K
Penta-47x27K is the 5′ UTR/internal-regulatory-element arm of the Chronos
platform from Therna Biosciences. It measures normalized reporter output for
compact 50-nucleotide sequences across 47 cellular contexts.
Data file
Penta-47x27K_GEX_normalized_pooled_counts_by_sequence.csv contains 27,846
unique sequences. It includes pooled T0 DNA representation and GEX-normalized
reporter measurements at 24 and 36 hours.
Rows are indexed by sequence.… See the full description on the dataset page: https://huggingface.co/datasets/therna/Penta-47x27K.pentesting_dataset
Dataset Card for Penetration Testing Dataset
This dataset card aims to provide essential information about the Penetration Testing Dataset, which includes various resources and scripts useful for penetration testing and cybersecurity research.
Dataset Details
Dataset Description
The Penetration Testing Dataset is a collection of scripts, tools, and vulnerability data designed for cybersecurity professionals to facilitate penetration testing tasks. This dataset… See the full description on the dataset page: https://huggingface.co/datasets/Canstralian/pentesting_dataset.animals-infoLiveXiv-VLMEvalKitPenTestingScenarioSimulation
PenTestingScenarioSimulation
tags: Clustering, Threat Simulation, Attack Scenarios
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'PenTestingScenarioSimulation' dataset is designed for machine learning practitioners interested in simulating various penetration testing (pen-testing) scenarios. Each record in the dataset represents a simulated attack scenario and includes detailed information about the nature of the threat, the… See the full description on the dataset page: https://huggingface.co/datasets/infinite-dataset-hub/PenTestingScenarioSimulation.pen-usd-trading-dataset
PEN/USD Trading Dataset
Historico del tipo de cambio Sol Peruano (PEN) / Dolar Americano (USD),
obtenido desde Yahoo Finance (ticker PEN=X), en tres temporalidades distintas.
Pensado como base para entrenar modelos de forecasting y asistentes de
trading (compra/venta) sobre este par de divisas.
Fuente de datos
Los datos provienen de Yahoo Finance, que agrega cotizaciones de mercado
(no es la tasa interna de un banco comercial especifico como BCP, sino el
precio de… See the full description on the dataset page: https://huggingface.co/datasets/andres31416/pen-usd-trading-dataset.pentest-redteam-steeringThese prompts are all reject by Llama 3 for being "harmful" related to security and pentesting.
They can be used for steering models using: https://github.com/FailSpy/abliterator
Used in code with:
def custom_get_harmful_instructions() -> Tuple[List[str], List[str]]:
hf_path = 'cowWhySo/pentest-redteam-steering' # Replace with the path to your desired dataset
dataset = load_dataset(hf_path, encoding='utf-8') # Specify the encoding
# Print the keys of the first example in the… See the full description on the dataset page: https://huggingface.co/datasets/Rootkit7/pentest-redteam-steering.raw-penalty-4bcb9e
raw-penalty-4bcb9e
Synthetic weather test data: 48 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/aikeda6/raw-penalty-4bcb9e.PreferenceTravelPlanner
PreferenceTravelPlanner Dataset
PreferenceTravelPlanner is a benchmark crafted for evaluating language agents in tool-use and complex planning within multiple constraints and preferences. For more details, see our paper. It is created by augmenting TravelPlanner (See paper for more details) with several common type of preferences under various preference paradigms.
Introduction
In PreferenceTravelPlanner, for a given query, language agents are expected to formulate a… See the full description on the dataset page: https://huggingface.co/datasets/pensieves/PreferenceTravelPlanner.africa-synth-insurance-penetration-africa-all
Africa Synth Insurance Penetration Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: economics_finance - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-insurance-penetration-africa-all.cantonesewiki_doyouknow
Cantonese Question Dataset from Yue Wiki
A collection of questions in Cantonese, extracted from Yue Wiki. This dataset contains a variety of questions covering different topics and domains.
Disclaimer
The content and opinions expressed in this dataset do not represent the views, beliefs, or positions of the dataset creators, contributors, or hosting organizations. This dataset is provided solely for the purpose of improving AI systems' understanding of the Cantonese… See the full description on the dataset page: https://huggingface.co/datasets/pendingremove32894/cantonesewiki_doyouknow.animals-largeanimalsoffences_and_penalties_in_general_2018_datasetafrica-synth-mobile-telecom-internet-penetration-district-all
African Internet Penetration District Dataset | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: technology_digital - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-mobile-telecom-internet-penetration-district-all.penguin-video-benchmarkUnofficial copy of dataset from https://github.com/Tencent/HunyuanVideo/blob/ed32900b2ece5f7f42a0a718384f3a54fade33e3/assets/PenguinVideoBenchmark.csv
population-above-statutory-pensionable-age-receiving-a-pensi-for-african-countries
Population Above Statutory Pensionable Age Receiving a Pensi for African Countries | Africa (World Health Organization)
Size category: n<1K - Formats: csv - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/population-above-statutory-pensionable-age-receiving-a-pensi-for-african-countries.pr_pengadaan_csvqABX-RM-006_biofilm_penetration_decay-v0.1ABX-RM-006 Biofilm Penetration Decay
Purpose
Detect loss of coupling between bulk concentration and biofilm internal concentration.
Core pattern
bulk_conc_mg_L increases stepwise
penetration_ratio collapses
biofilm_kill_log10 stops improving
Files
data/train.csv
data/test.csv
scorer.py
Schema
Each row is one drug step in a within strain series.
Required columns
row_id
series_id
step_rank
organism
strain_id
drug_name
bulk_conc_mg_L
biofilm_conc_mg_L
penetration_ratio
biofilm_kill_log10… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ABX-RM-006_biofilm_penetration_decay-v0.1.ABX-CT-007_tissue_penetration_discordance-v0.1ABX-CT-007 Tissue Penetration Discordance
Purpose
Detect when two drugs no longer reach the infection site together despite adequate plasma exposure.
Core pattern
stress_index high
site_efficacy_gap rises and stays high
site_coexposure_index low
plasma_conc_a_mg_L and plasma_conc_b_mg_L stay above simple floors
mono MICs stay below cutoffs at onset
later_site_failure_flag appears later
Files
data/train.csv
data/test.csv
scorer.py
Schema
Each row is one timepoint in a within strain series.… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ABX-CT-007_tissue_penetration_discordance-v0.1.ABX-RM-005_target_modification_penetration-v0.1ABX-RM-005 Target Modification Penetration
Purpose
Detect when target modified mutants spread through the population before the MIC crosses a resistant cutoff.
Core pattern
mutant_frac_target_mod rises
MIC stays below resistant cutoff during early rise
later MIC crosses resistant_mic_cutoff_mg_L
Files
data/train.csv
data/test.csv
scorer.py
Schema
Each row is one timepoint in a within strain series.
Required columns
row_id
series_id
timepoint_h
organism
strain_id
drug_name
target_gene… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ABX-RM-005_target_modification_penetration-v0.1.