datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
argument_quality_ranking_30k
Dataset Card for Argument-Quality-Ranking-30k Dataset
Dataset Summary
Argument Quality Ranking
The dataset contains 30,497 crowd-sourced arguments for 71 debatable topics labeled for quality and stance, split into train, validation and test sets.
The dataset was originally published as part of our paper: A Large-scale Dataset for Argument Quality Ranking: Construction and Analysis.
Argument Topic
This subset contains 9,487 of the arguments only with… See the full description on the dataset page: https://huggingface.co/datasets/ibm-research/argument_quality_ranking_30k.Quality-Control-App-Amazon-Big-Data-2023METRAQ-Air-Quality
The METRAQ air quality dataset
This is the official dataset repository for the METRAQ air quality dataset.
METRAQ air quality is an air quality dataset comprising hourly measurements of up to 14 pollutants from January 1, 2001, to December 31, 2024. In addition, the dataset has been spatially and temporally aligned with up to seven meteorological parameters (available since January 1, 2019) and three traffic monitoring metrics, aggregated using five different interpolation methods… See the full description on the dataset page: https://huggingface.co/datasets/dmariaa70/METRAQ-Air-Quality.wikipedia_quality_wikirankDatasets with WikiRank quality score as of 1 August 2024 for 47 million Wikipedia articles in 55 language versions (also simplified version for each language in separate files).
The WikiRank quality score is a metric designed to assess the overall quality of a Wikipedia article. Although its specific algorithm can vary depending on the implementation, the score typically combines several key features of the Wikipedia article.
Why It’s Important
Enhances Trust: For readers and… See the full description on the dataset page: https://huggingface.co/datasets/lewoniewski/wikipedia_quality_wikirank.where-quality-breaks-results
Where Quality Breaks in Compressed Short-Text Generation: Staged Bottleneck Localization — reported result summary
This repository contains an author-maintained, machine-readable summary of the key quantitative values reported in Where Quality Breaks in Compressed Short-Text Generation: Staged Bottleneck Localization.
Scope: this is a small table-level result summary. It is not the underlying training corpus, evaluation corpus, model code, checkpoint, benchmark release, or a… See the full description on the dataset page: https://huggingface.co/datasets/aogavrilov/where-quality-breaks-results.delhi_air_quality_feature_store_unprocessed.csvDataset Fields:
location_id: Integer identifier for each location.
city: The name of the city or specific location in Delhi.
event_timestamp: The timestamp when the data was recorded, in ISO 8601 format.
temperature: Ambient temperature in Celsius.
humidity: Relative humidity as a percentage.
pressure: Atmospheric pressure in hPa.
wind_speed: Wind speed in m/s.
wind_direction: Wind direction in degrees.
pm25: Concentration of particulate matter with a diameter of 2.5 micrometers (µg/m³).… See the full description on the dataset page: https://huggingface.co/datasets/abhinavsarkar/delhi_air_quality_feature_store_unprocessed.csv.cleartrace-dex-execution-quality
ClearTrace — DEX Aggregator Execution Quality Dataset
On-chain execution-quality metrics for Ethereum DEX aggregators, sliced by the
originating frontend — the dimension most public DEX datasets collapse. Built
by ClearTrace, a cross-frontend DEX attribution
engine that identifies hidden frontends and institutional routing from on-chain
trace data.
Data snapshot: EXPORTED_AT.txt is a floor, not an as-of date: nothing here is
older than it, and some files are newer.… See the full description on the dataset page: https://huggingface.co/datasets/andrewmaury/cleartrace-dex-execution-quality.METRAQ-Air-Quality
The METRAQ air quality dataset
This is the official dataset repository for the METRAQ air quality dataset.
METRAQ air quality is an air quality dataset comprising hourly measurements of up to 14 pollutants from January 1, 2001, to December 31, 2024. In addition, the dataset has been spatially and temporally aligned with up to seven meteorological parameters (available since January 1, 2019) and three traffic monitoring metrics, aggregated using five different interpolation methods… See the full description on the dataset page: https://huggingface.co/datasets/priab/METRAQ-Air-Quality.cms-nursing-home-quality-and-ownership
Canonical source: https://www.fastdol.com/datasets/cms-nursing-home-quality-and-ownership
US Nursing Home Quality, Ownership & Enforcement (CMS)
14,693 Medicare/Medicaid-certified nursing homes · one row per facility · 66 columns · CMS Care Compare, refreshed 2026-08-19 · certifications 1967-01-01 → surveys through 2026-06-26.
Every certified U.S. nursing home in a single table: CMS 5-star quality ratings, payroll-based staffing and turnover, corporate ownership and chain… See the full description on the dataset page: https://huggingface.co/datasets/FastDOLz/cms-nursing-home-quality-and-ownership.ad-creative-quality-human-vs-llm
Human Expert vs LLM Judge: Facebook Ad Creative Quality
500 real Facebook ads from 253 advertisers, each rated for creative quality by a human ad expert AND by a vision LLM — with the LLM's full reasoning.
The headline finding baked into this data: the human and the LLM agree on image quality only 26.8% of the time. The LLM judge rates 71.8% of ads "good"; the human expert rates only 20% "good". If you are using an LLM as a judge of ad creative (or any subjective visual quality)… See the full description on the dataset page: https://huggingface.co/datasets/AdControlCenter/ad-creative-quality-human-vs-llm.bolt-tightening-quality
螺栓拧紧质量智能检测数据集（Bolt Tightening Quality Detection Dataset）
自建数据集：面向重型机械装配车间螺栓拧紧工序，基于螺栓拧紧「力矩-转角」力学模型模拟生成，用于拧紧质量智能检测与工艺追溯系统的算法开发与验证。
数据集概述
用途：螺栓拧紧过程质量状态自动判定（5 类多分类任务）
样本规模：3000 条完整拧紧周期（基准集 1200 条 + 扩展集 1800 条）
采样频率：100 Hz
采集量：力矩（N·m）、转角（deg）双通道时间序列
螺栓规格：M12 / M16 / M20 / M24
质量标签（5 类）
编码
标签
说明
0
合格
力矩升至目标扭矩后保持
1
欠拧
力矩提前停止，终值低于目标扭矩
2
过拧
力矩越过目标扭矩后停止
3
滑牙
力矩升至峰值后急剧跌落（螺纹滑丝）
4
虚拧
力矩全程低位（错扣/未正确啮合）
目录结构… See the full description on the dataset page: https://huggingface.co/datasets/zerozero01/bolt-tightening-quality.wine-quality-6k4
Wine Quality 6k4
Contains the original (raw) and cleaned (processed) versions of the Wine Quality datasets (red and white). The raw files are the original semicolon-delimited CSVs and the processed files are cleaned, comma-delimited CSVs suitable for standard data tools and for uploading as a single Hugging Face dataset repository.
Columns (both red and white):
fixed acidity
volatile acidity
citric acid
residual sugar
chlorides
free sulfur dioxide
total sulfur dioxide
density
pH… See the full description on the dataset page: https://huggingface.co/datasets/mnemoraorg/wine-quality-6k4.delhi_air_quality_feature_store_processed.csvDataset Fields:
location_id: Integer identifier for each location.
city: The name of the city or specific location in Delhi.
event_timestamp: The timestamp when the data was recorded, in ISO 8601 format.
temperature: Ambient temperature in Celsius.
humidity: Relative humidity as a percentage.
pressure: Atmospheric pressure in hPa.
wind_speed: Wind speed in m/s.
wind_direction: Wind direction in degrees.
pm25: Concentration of particulate matter with a diameter of 2.5 micrometers (µg/m³).… See the full description on the dataset page: https://huggingface.co/datasets/abhinavsarkar/delhi_air_quality_feature_store_processed.csv.raw-milk-quality-nys-farmsRaw Milk Quality and Dairy Farm Characteristics (New York State) is a longitudinal tabular dataset linking bulk tank raw milk quality measurements to farm management practices and characteristics across 96 conventional dairy farms in New York State.
With this dataset, researchers can train machine learning models to identify farm-level predictors of raw milk quality outcomes, including microbial counts, somatic cell count, milk composition, and sensory defects.
Content
The dataset… See the full description on the dataset page: https://huggingface.co/datasets/food-ai-nexus/raw-milk-quality-nys-farms.text-quality-v2
Text Quality Meta-Analysis Dataset
Dataset Summary
The Text Quality Meta-Analysis Dataset is a comprehensive collection of sentences with associated quality metrics derived from multiple sources and methods. It combines text from various sources with quality scores from different models to create a thorough assessment of sentence quality. This dataset is an expanded and streamlined version of agentlans/text-quality.
In this context, "quality" refers to legible English… See the full description on the dataset page: https://huggingface.co/datasets/agentlans/text-quality-v2.text-quality
Text Quality Assessment Dataset
Overview
This dataset is designed to assess text quality robustly across various domains for NLP and AI applications. It provides a composite quality score based on multiple classifiers, offering a more comprehensive evaluation of text quality beyond educational domains.
Dataset Details
Size: 100,000 sentences
Source: 20,000 sentences from each of 5 different datasets
allenai/c4
HuggingFaceFW/fineweb-edu… See the full description on the dataset page: https://huggingface.co/datasets/agentlans/text-quality.prompt-quality-vs-response-compliance
Prompt Quality vs Response Compliance — per-item results
Per-item numeric results from a study that measures prompt quality and response
compliance as separate constructs, rather than treating a model's response
score as a proxy for the person's prompting skill.
A four-agent evaluator on a locally hosted Qwen 2.5-7B-Instruct judge scores each
prompt as an artifact before any response exists, then scores the resulting
response twice on identical items: once against criteria… See the full description on the dataset page: https://huggingface.co/datasets/shahoismael/prompt-quality-vs-response-compliance.africa-synth-wash-water-quality-testing-africa-all
Africa Synth Wash Water Quality Testing Africa All | Africa (World Health Organization)
Size category: 10K<n<100K - Formats: csv - Sector: climate_environment - 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
Public… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-wash-water-quality-testing-africa-all.kaggle_air_quality_datasetafrica-synth-education-quality-learning-outcomes-comoros
Africa Synth Education Quality Learning Outcomes Comoros | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: education - 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-education-quality-learning-outcomes-comoros.red_wine_qualityafrica-synth-urbanization-housing-infrastructure-quality-all
Africa Synth Urbanization Housing Infrastructure Quality All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: infrastructure_transport - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-urbanization-housing-infrastructure-quality-all.physical-quality-9cd776
physical-quality-9cd776
Synthetic products test data: 58 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/Pixel-BloomL/physical-quality-9cd776.comprehensive-quality-5e384e
comprehensive-quality-5e384e
Synthetic products test data: 36 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… See the full description on the dataset page: https://huggingface.co/datasets/boyerdanielle/comprehensive-quality-5e384e.dairy-qualitydataafrica-synth-employment-employment-quality-africa-all
Africa Synth Employment Employment Quality 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-employment-employment-quality-africa-all.pakistan_air_quality_datasetafrica-synth-climate-air-quality-urban-africa-all
Africa Synth Climate Air Quality Urban Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: climate_environment - 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-climate-air-quality-urban-africa-all.AIR_QUALITY_PREDICTION
Air Quality Monitoring Dataset (CO₂, LPG, Alcohol Levels & Classification)
📌 Overview
This dataset contains air quality sensor readings from an IoT-based air monitoring system. It includes measurements of CO₂ (Carbon Dioxide), LPG (Liquefied Petroleum Gas), and Alcohol concentration, along with a target label indicating whether the air quality is "Normal" or "Abnormal" based on gas concentration levels.
📊 Dataset Description
Total Samples: [Specify the… See the full description on the dataset page: https://huggingface.co/datasets/BruceParker/AIR_QUALITY_PREDICTION.africa-synth-construction-quality-control-all
Africa Synth Construction Quality Control All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: infrastructure_transport - 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-construction-quality-control-all.