datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
monkey_business
Monkey Business
Monkey Business is a dataset of samples from large language models. It contains both correct and incorrect samples from a variety of models (the Llama-3, Gemma, and Pythia series) on a variety of tasks (problems from GSM8K, MATH, CodeContests, and MiniF2F-MATH). We hope that it can be useful for developing improved verification methods that assess whether a model generated answer is correct.
This dataset was created as part of the project: "Large Language Monkeys:… See the full description on the dataset page: https://huggingface.co/datasets/ScalingIntelligence/monkey_business.yelp-open-dataset-businessus-sme-business-dataset
US SME Business Dataset (Free Sample)
A realistic, relational business dataset generated by simulating a US retail SME (Summit Outdoor Gear LLC) day-by-day over 2 calendar years. Every transaction flows through double-entry accounting with IRS/FICA tax compliance.
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This is a free sample. The full dataset has 42 tables, 78,000+ rows.
IRS/FICA Compliance (2024)
Federal income tax — 2024 marginal brackets, $14,600 standard deduction… See the full description on the dataset page: https://huggingface.co/datasets/mindweave/us-sme-business-dataset.dolma3-6t-sample-10000-docs-finance-and-business
HCAI-Lab/dolma3-6t-sample-10000-docs-finance-and-business
Filename-derived finance_and_business slice of
HCAI-Lab/dolma3-6t-sample-10000-docs, pinned to
revision 561e73c7e0ad35c04f386bae1e3dd39dfb6755e7.
Extraction rule
The corpus contains every source .jsonl.zst file whose filename contains
the literal segment -finance_and_business-. Source paths and compressed file
contents are preserved byte-for-byte. This is a coarse WebOrganizer
finance_and_business category… See the full description on the dataset page: https://huggingface.co/datasets/HCAI-Lab-GT/dolma3-6t-sample-10000-docs-finance-and-business.uk-sme-business-dataset
UK SME Business Dataset (Free Sample)
A realistic, relational business dataset generated by simulating a UK retail SME (Peak District Outdoor Supplies Ltd) day-by-day over 2 financial years (April 2024 - April 2026). Every transaction flows through double-entry accounting with HMRC tax compliance.
Browse all datasets and variants →
This is a free sample. The full dataset has 42 tables, 39,000+ rows.
HMRC Compliance (2024-25)
PAYE income tax — Personal Allowance £12… See the full description on the dataset page: https://huggingface.co/datasets/mindweave/uk-sme-business-dataset.Persian-Business-Text-to-SQL-Gold-1K
Persian Business Text-to-SQL Gold-1K
1,000 Persian-native, execution-verified business Text-to-SQL examples for fine-tuning and benchmarking.
مجموعهای ۱۰۰۰ نمونهای برای تبدیل درخواستهای فارسی کسبوکار به SQL، همراه با دیتابیسهای SQLite اجرایی، schema کامل، متادیتای سختی/مهارت و ارزیابی مبتنی بر Execution Accuracy.
Motivation
BIRD emphasizes database-grounded Text-to-SQL and execution accuracy; Spider 2.0 pushes toward realistic enterprise database workflows.… See the full description on the dataset page: https://huggingface.co/datasets/jumplander/Persian-Business-Text-to-SQL-Gold-1K.task667_mmmlu_answer_generation_business_ethics
Dataset Card for Natural Instructions (https://github.com/allenai/natural-instructions) Task: task667_mmmlu_answer_generation_business_ethics
Additional Information
Citation Information
The following paper introduces the corpus in detail. If you use the corpus in published work, please cite it:
@misc{wang2022supernaturalinstructionsgeneralizationdeclarativeinstructions,
title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+… See the full description on the dataset page: https://huggingface.co/datasets/Lots-of-LoRAs/task667_mmmlu_answer_generation_business_ethics.uk-gdpr-small-business-qa
UK GDPR Small Business Q&A
1,000 question-answer pairs covering UK GDPR and Data Protection Act 2018 compliance for small businesses.
Dataset Description
This dataset provides practical, citable answers to real-world GDPR questions faced by UK small business owners, managers, and employees. Each answer references specific UK GDPR articles, ICO guidance documents, and Data Protection Act 2018 provisions where relevant.
Topics covered include consent, data breaches, subject… See the full description on the dataset page: https://huggingface.co/datasets/Draeg82/uk-gdpr-small-business-qa.russian-business-registries
Russian Business Registries — Aggregated Statistics
Aggregated, ready-to-analyse slices of Russian state registers. Every figure
comes from an official open-data source; nothing here is modelled, imputed or
estimated. Individual companies are not published — only aggregates, with one
deliberate exception described below.
Собрано из открытых данных российских госреестров. Все цифры — из официальных
источников, без моделирования и досчётов. Публикуются агрегаты, не сведения
об… See the full description on the dataset page: https://huggingface.co/datasets/Roman-Kpro/russian-business-registries.yelp_food_business_review_dataset_2Mbusiness-poi-locations-dataset
Business POI & Locations (Government Open Registries)
808K+ business points of interest built from government open-data registries — US city business licenses and the UK Food Hygiene Rating Scheme — with addresses, geocodes and category labels. License-clean (no ODbL contamination in the self-serve packs).
Part of the DataForge Open Data program — full production
packages, free for academic and personal use. Canonical dataset page:… See the full description on the dataset page: https://huggingface.co/datasets/zalizedata/business-poi-locations-dataset.business-cost-matrix-scenario-suite
The Business Cost-Matrix Scenario Suite
Twenty real-shaped business decision problems, each with a cost matrix built from public
evidence instead of an assumed symmetric loss.
Cost-sensitive learning needs a cost matrix, and in practice that matrix is almost always invented.
Someone picks 5:1 or 10:1, and the experiment then measures the behaviour of the assumption rather
than the behaviour of the world. This dataset exists so nobody has to keep doing that.
Every non-zero cost… See the full description on the dataset page: https://huggingface.co/datasets/Nafeel123/business-cost-matrix-scenario-suite.vn-provinces-operating-enterprises-with-business-results
Vietnam provinces operating enterprises with business results
Operating enterprises with business results as of 31 December. Coverage 2010, 2015-2023. Source may include an unspecified geo row (dropped). Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Comparison
Color key
Files… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-operating-enterprises-with-business-results.amazon-products
Amazon Products Sample Dataset
A curated sample of 2,000 popular products from the Amazon Reviews 2023 dataset, designed for educational use in building RAG (Retrieval-Augmented Generation) systems and shopping agents.
Dataset Description
This dataset contains product metadata across 4 categories:
Electronics (500 products)
Video Games (500 products)
Books (500 products)
Home & Kitchen (500 products)
Products were filtered to include only those with 500+ reviews… See the full description on the dataset page: https://huggingface.co/datasets/gatech-scheller-ai-in-business/amazon-products.ro-business-emailsyelp-open-dataset-businessturkey-business-digital-presence
Turkey Business Digital Presence 2026
Website, phone, email and social media presence for 1,786,700 businesses in Turkey,
broken down by all 81 provinces and 40 sectors.
Full report: English ·
Türkçe ·
DOI: 10.5281/zenodo.22217770 ·
Source repo: CRM-Solid/turkey-business-digital-data
Headline findings
Measure
Share
Count
Website on record
38.3%
684,496
Website that actually answers
23.2%
413,777
Phone number
65.3%
1,166,881
Email address
29.9%
534… See the full description on the dataset page: https://huggingface.co/datasets/crmsolid/turkey-business-digital-presence.yelp-open-dataset-top-businessesyelp-open-dataset-top-reviews-per-businessBusinessTransactions
Business Transactions Dataset
Short description
This CSV contains synthetically generated transaction strings derived from Foursquare Open-Source (FSQ OS) Places business names and categories. Each row pairs a business name and its category with a generated realistic transaction string intended for training or evaluating transaction categorization models.
Key Points
Source business names & categories: Foursquare Open-Source Places (FSQ OS).
Synthetic… See the full description on the dataset page: https://huggingface.co/datasets/HighkeyPrxneeth/BusinessTransactions.17k_business_book
Dataset Card for Dataset Name
Dataset Summary
This dataset card aims to be a base template for new datasets. It has been generated using this raw template.
Supported Tasks and Leaderboards
[More Information Needed]
Languages
[More Information Needed]
Dataset Structure
Data Instances
[More Information Needed]
Data Fields
[More Information Needed]
Data Splits
[More Information Needed]
Dataset Creation… See the full description on the dataset page: https://huggingface.co/datasets/theoldmandthesea/17k_business_book.exp10_promptB_resultsbusiness-questions
Stockmark Business Questions
africa-guinea-bissau-small-business-surveys-aggregated-data-d23a2038
Small Business Surveys - Aggregated Data | Africa (Guinea-Bissau official open data)
11,734 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Guinea-Bissau 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: Small Business Surveys - Aggregated… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-small-business-surveys-aggregated-data-d23a2038.business-email-dataset
Business Email Dataset - Alpaca Format
A comprehensive synthetic dataset of 5,000 professional business emails in Alpaca instruction-tuning format, designed for fine-tuning language models on formal business communication.
Dataset Description
This dataset contains high-quality, diverse business email examples covering a wide range of professional scenarios, industries, and communication styles. Each email is formatted following the Alpaca instruction-tuning standard… See the full description on the dataset page: https://huggingface.co/datasets/wardacoder/business-email-dataset.JA-Business-Doc-RQ-Bench
JA-Business-Doc-RQ-Bench
JA-Business-Doc-RQ-Bench (Japanese Business Document Reasoning Questions Benchmark) is a benchmark dataset for evaluating multi-step reasoning ability on visually-rich Japanese business documents.
The dataset contains synthetic but realistic business-related visual documents paired with manually written Visual Question Answering (VQA) tasks. All images are synthetically generated, whereas the question–answer pairs are manually annotated. The images often… See the full description on the dataset page: https://huggingface.co/datasets/stockmark/JA-Business-Doc-RQ-Bench.africa-cameroon-small-business-surveys-aggregated-data-213b3c41
Small Business Surveys - Aggregated Data | Africa (Cameroon official open data)
103 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon 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: Small Business Surveys - Aggregated Data… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-small-business-surveys-aggregated-data-213b3c41.africa-lesotho-small-business-surveys-aggregated-data-39c42df3
Small Business Surveys - Aggregated Data | Africa (Lesotho official open data)
15,061 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Lesotho 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: Small Business Surveys - Aggregated Data… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-lesotho-small-business-surveys-aggregated-data-39c42df3.africa-gabon-small-business-surveys-aggregated-data-e1598ef1
Small Business Surveys - Aggregated Data | Africa (Gabon official open data)
104 rows - 1 Africa country - 2020 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Gabon 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: Small Business Surveys - Aggregated Data
Publisher: AI… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-gabon-small-business-surveys-aggregated-data-e1598ef1.us-business-locations-samples
LocationLists — US business location samples
Ten real rows from each of 30 of the 726 datasets published at locationlists.com, a catalog of 43,101,581 verified US business locations: manufacturer dealer networks, retail and restaurant chains, licensed trade contractors, healthcare providers, nonprofits and membership directories. Every dataset is compiled from the brand's own store locator or the official government registry, re-checked weekly, and sold as a flat CSV with no… See the full description on the dataset page: https://huggingface.co/datasets/locationlists/us-business-locations-samples.