datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
us-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.
Browse all datasets and variants →
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.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.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.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.turkey-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.BusinessTransactions
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.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.BusinessTransactions
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/utkarshugale/BusinessTransactions.NCERT_Business_Studies_12thsynthetic-confidential-information-injected-business-excerpts
Synthetic Confidential Information Injected Business Excerpts
This dataset aims to provide business report excerpts which contain relevant confidential/sensitive information.
This includes mentions of :
1. Internal Marketing Strategies.
2. Proprietary Product Composition.
3. License Internals.
4. Internal Sales Projections.
5. Confidential Patent Details.
6. others.
The dataset contains around 1k business excerpt - Reasons pairs. The Reason field contains the… See the full description on the dataset page: https://huggingface.co/datasets/Rohit-D/synthetic-confidential-information-injected-business-excerpts.gpt4.1_promptA_results_aggregatedexp10_promptA_results_aggregatedaustralian-sme-business-dataset
SME Business Dataset (Free Samples — AU, US, UK)
Realistic, relational business datasets generated by simulating retail SMEs day-by-day over 2 financial years. Every transaction flows through double-entry accounting.
Browse all datasets and variants →
Three variants available: Australian (ATO/GST), US (IRS/FICA), and UK (HMRC/PAYE/VAT).
What makes this different
Feature
AdventureWorks
Northwind
Faker/Mockaroo
This dataset
Cross-domain traceability
Partial… See the full description on the dataset page: https://huggingface.co/datasets/mindweave/australian-sme-business-dataset.us-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.
Browse all datasets and variants →
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/vedrowjee/us-sme-business-dataset.business-sigmarag_fragility_business_v01RAG Fragility: Business Safety Benchmark v0.1Models fail in ways retrieval cannot prevent.
This diagnostic test identifies structural reasoning failures where RAG produces harmful
or fabricated business conclusions even with correct retrieval.
Measures 5 core risks:
invention_of_evidence
assumed_clause_fabrication
contradiction_smoothing
ethical_context_mismatch
template_projection
Expansion sets for healthcare, finance, and legal domains available via collaboration.
sp500-business-description-sentence-bert-embeddingsEmbeddings derived from business descriptions of S&P500 companies using sentence-BERT, SentenceTransformer('all-MiniLM-L6-v2') to be exact. For more info on evaluation of sentence transformers (specifcailly the huge GPT-3 versus smaller models see: https://twitter.com/Nils_Reimers/status/1487014195568775173)
NCERT_Business_Studies_11thbusiness-legal-disputes
Dataset: Contract & Business Legal Disputes
Dataset Description
This dataset is designed for fine‑tuning an AI legal agent specialised in contract and business legal disputes. It contains legal case descriptions or queries labelled into four categories.
The distribution reflects a strong focus on contract and commercial law, with smaller but non‑zero amounts of employment law (for workplace contract issues) and tort law (for business torts like interference or… See the full description on the dataset page: https://huggingface.co/datasets/omersx/business-legal-disputes.ai-visibility-small-business-websites-2026
AI Crawler Visibility and JavaScript Rendering Gaps in Small Business Websites: Dual-Capture Dataset (n=368)
This dataset accompanies the study by Axion Deep Digital measuring how much answer-critical content on small business websites is available to a JavaScript-rendering engine (Google) but absent from a non-rendering AI crawler's direct fetch (GPTBot, ClaudeBot, PerplexityBot).
Method: Each site was captured twice in a single pass, once rendered in headless Chromium with… See the full description on the dataset page: https://huggingface.co/datasets/joshuarg007/ai-visibility-small-business-websites-2026.vi-business-name-correctionstate-of-small-business-websites-2026
The State of Small Business Websites 2026: Core Web Vitals and Technical SEO Dataset (n=292)
This dataset accompanies the study by Axion Deep Digital measuring Core Web Vitals and technical SEO health across small business websites, audited with the DeepAudit AI engine (real-browser Lighthouse plus rule-based checks) rather than raw-HTML parsing.
Sample: 292 small business domains. Core Web Vitals and Lighthouse statistics are computed over the 191 sites that returned valid… See the full description on the dataset page: https://huggingface.co/datasets/joshuarg007/state-of-small-business-websites-2026.BusinessNamingPatterns
BusinessNamingPatterns
tags: Diversity, ML, Categorization
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'BusinessNamingPatterns' dataset is a curated collection of business names from various industries and geographic regions. It aims to facilitate research in the area of machine learning and text categorization, specifically focusing on the diversity of business naming conventions and how these can be analyzed to… See the full description on the dataset page: https://huggingface.co/datasets/infinite-dataset-hub/BusinessNamingPatterns.BusinessEntityIdentifier
BusinessEntityIdentifier
tags: business names, entity recognition, classification
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'BusinessEntityIdentifier' dataset comprises a list of business entities with a focus on unique business names. This dataset is designed to support machine learning tasks related to entity recognition and classification of business entities. The entries are collected from various business… See the full description on the dataset page: https://huggingface.co/datasets/infinite-dataset-hub/BusinessEntityIdentifier.business-issue-allocation
Business Issue Allocation
A text-classification dataset that maps a natural-language description of a
business data problem to the most likely data-engineering solution category.
Dataset structure
Each row is a single labeled example:
Column
Description
query_id
Unique identifier for the example
query
The business problem described in plain English
label_it
Technical solution category (see below)
label_bus
Business-friendly version of the label… See the full description on the dataset page: https://huggingface.co/datasets/dianamikova/business-issue-allocation.businessbusinessBusiness_Knowledge_Dataset_Llama_3.1_Short_Token_Pairsbusiness-glossaryBusiness-Sales