Alternative data datasets
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Traditional Vulnerability Scanners Are Reaching Their Limits
A household panel that records purchase receipts and consumer shopping patterns for measuring retail performance.
Credit card transaction records intended for building fraud detection models.
Estimated and observed fuel consumption together with carbon output figures broken down by individual flight and seat.
Retail product matching workflow data for AI catalog and pricing teams
Visual product matching workflow data for e-commerce AI teams
Temu pricing and SKU variant sample for competitor price intelligence
World motor-vehicle production and registrations, compiled annually and semi-annually by country and manufacturer from national industry associations.
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View source information and access options.
Hotel Performance and Revenue Insights 2024 🏨💼💵
Daily updated weather observations from Bureau of Meteorology stations covering the entire historical record across Australia.
Anonymized, time-series clinical records drawn from specialty provider networks and broader U.S. healthcare delivery organizations.
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View source information and access options.
A freely accessible weather service that merges outputs from national meteorological agencies with reanalysis datasets, supplying hourly forecasts, historical readings, air-quality measurements and future climate projections on a global scale without requiring authentication keys.
A unified open interface consolidating present-moment and archived pollutant readings from PM2.5, PM10, nitrogen dioxide and ozone sensors operated by public monitoring networks across the globe.
A broad registry of business identifiers and name variants maintained for organizations operating in over 140 countries.
Comprehensive officer records spanning more than 140 jurisdictions to support corporate governance research and due diligence checks.
Corporate linkage and beneficial ownership intelligence spanning more than 140 regulatory jurisdictions worldwide.
FDA-regulated products and events exposed as structured JSON: adverse drug-event reports, device recalls and registrations, labels, the NDC directory and food enforcement, used for pharmacovigilance and regulatory-risk screens.
Roster of present-day and past candidates running for U.S. federal and state-level political offices.
Crowd-sourced mobile speed and connectivity test results reflecting user experience across networks.
Live ADS-B transponder broadcasts picked up by a community-operated sensor network covering aircraft worldwide, open to free historical access for research, a practical proxy for flight activity, tourism and corporate-jet movements.
A global, contributor-built map of roads, buildings and points of interest with fine-grained tagging, released as free planet extracts and regional Geofabrik files, and used widely as the base layer for location analysis.
TUDelft-Electricity-Consumption-1.0 is a high-resolution, open-source time series dataset of household electricity load published on Hugging Face by OpenSynth. It draws on multi-country trials covering thousands of households under different tariff regimes and is distributed in Parquet format.
Automated satellite-image analysis that quantifies construction, industrial-site activity, mining and energy infrastructure.
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Geographic datasets accessible to UK public sector organizations participating in the Public Sector Geospatial Agreement.
Records encompass both directly reported and algorithmically estimated emissions figures, offering up to a decade of ESG-related history.
Projected greenhouse gas output for Scope 1, 2, and 3 categories covering over 50,000 firms worldwide.
Worldwide bilateral commerce dataset documenting import and export activity for roughly 1,200 distinct product categories.
A CC-BY-4.0 licensed compilation from Ozari Health cataloging 22 major published GLP-1 clinical trials as of May 2026, consolidating peer-reviewed trial-level data into a single structured index.
The restaurant_reviews dataset is a small text corpus of roughly one thousand customer review snippets paired with binary sentiment labels, published on the Hugging Face Hub under the user account pachequinho. It is distributed in CSV format with an Apache-2.0 license declaration.
An extensive Japanese card payment panel spanning seven years, covering roughly 1,200 retailers and approximately 440 listed issuers.
International airlines data for operated seats and flights
Clinical-trials records combining structured metadata and narrative text, hundreds of thousands of studies in Parquet. An early read on pharmaceutical pipeline activity and trial design trends.
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Market pricing for coal, iron ore, and iron ore options across the EMEA and APAC regions.
A full-spectrum credit information and analytical suite built to support risk oversight and investment decision-making.
Market-based environmental cost figures covering emissions allowances for the EMEA and North American regions, plus biofuel pricing data for North America.
Market prices for selected precious and battery metals across Europe, the Middle East, Africa, and Asia-Pacific regions.
Key natural gas and LNG price points are collected for delivery hubs located across the EMEA, APAC, and North American regions.
Worldwide oil pricing reference figures spanning crude oil, middle distillates, light ends, LPG, and fuel oil categories.
Clinical-trial protocol documents from Parexel, tens of thousands of studies. Protocol text, covering inclusion criteria, endpoints and timelines, is a leading indicator for enrollment pace and pipeline risk.
Valuations, countries, industries & investors for 1,200+ unicorn startups
ClinicalTrialSummary is a Hugging Face dataset published under the pat-jj account that pairs long-form clinical trial article text with shorter plain-language summaries. It is distributed in Parquet format with predefined train, validation, and test splits totaling 77,516 rows.
Predicting crop yield of 10 most consumed crops in World 🌏
Intelligence on digital advertising expenditure, including creative delivery and approximate channel-level budget allocations.
Monthly visitors, revenue and hotel occupancy, 77 provinces, Jan 2019-Sep 2026
Historically, EVs have come and gone. Are they here to stay?
We are merely a strand in the web.
Patent-linked intelligence that connects intellectual property activity to research strategy and competitive standing.
patent-drafting-bench 中文 | English patent-drafting-bench 是一个评估大模型及智能体专利撰写能力的数据集，包含 60 个测试任务。模型需要依据技术交底书，按指定法域和语言撰写权利要求书、说明书及必要附图，最终交付一份 Word（.docx）文档。 评测关注模型能否将交底中的技术方案转化为完整、合理且有依据的专利申请文本，包括权利要求的完整性、清楚性、保护范围和从属布局，说明书的支持与公开，以及是否编造技术内容。每个任务包含通用评分标准与案例特异评分标准，可用于逐项人工审阅或 LLM judge 评分。 目录结构 patent-drafting-bench/ ├── README.md ├── README.en.md ├── data/ │ └── test.jsonl └── asset/ ├── PD-0005_input.docx
🧬 Dataset Summary Patent-linked nucleotide sequence records focused RNAi therapeutics patent portfolio. Each record pairs a raw nucleotide sequence with its source patent number, publication date, and global patent family coverage. 🚀 Key Features Patent Linkage: Each sequence is tied to a patent number (pn) and publication date (pbdt), enabling sequence-to-IP traceability. Global Family Coverage:
PatSnap Patent OAR Bench A benchmark dataset for patent Office Action Response (OAR) tasks. The test split contains 40 cases: 13 CN, 13 EP, and 14 US. It includes 40 Office Action PDF documents totaling 229 pages, structured case materials, expert facts where available, and 812 scoring criteria entries. Dataset: data/test.parquet, 40 cases in Parquet format. Office Action PDFs: assets/, named OAR-
A point-in-time capture of the full Transparency in Coverage file dated May 2026.
Payments-focused datasets and analysis tracking transaction volumes, processing networks and overall market composition.
Day-by-day fuel pricing broken down by product category across more than one hundred thousand filling stations throughout North America.