Alternative data datasets
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Global liquidity conditions and cross-border capital movements are monitored through alternative macroeconomic measures.
Continually expanding collection of publicly available statistical and reference datasets sourced globally.
Confirmed location records demonstrating when devices were physically present at specific venues, enabling advertisers and analysts to evaluate in-store traffic and quantify the impact of marketing campaigns on visits.
Data for the fifth ranking of AI 50 by Forbes (2023)
IPO Data 2019-2026: India, US, UK & Global IPOs: findings, method and data card IPO dataset: 13,316 company IPOs from January 2019 to June 2026 across India (NSE, BSE, SME), the US, UK and 100+ countries, with issue size and exchange. Fliar Research · released October 2026 · licence CC BY-NC 4.0 How this dataset was acquired. Every row comes from the Radar API, Fliar's company-data API and MCP ser
Intellectual-property datasets that capture patent claims, ownership chains and dispute records to support IP-driven strategies.
Analytics service that converts global news streams into event signals and assigns impact scores to corporate and macroeconomic developments.
Global energy balances from the IEA: production, trade, sector consumption, CO2 emissions, EV registrations and clean-tech deployment for 150-plus countries.
Large-scale, globally curated datasets designed for a wide range of practical applications.
Survey of technology deployment at more than five thousand colleges and universities globally, tracking learning management, student information and enterprise resource planning platforms.
20 year stock dataset of military arms corporation
5 Years of Alphabet Inc. (GOOGL) Market Equity Metrics Blended with Global S...
The largest climate and weather archive on the planet: GHCN daily station observations, Global Hourly, satellite and radar archives, paleoclimatology reconstructions and ocean records, the standard ground truth for weather-driven models.
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.
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
专利无效检索评测数据集 面向专利无效证据检索系统的公开 Benchmark,以权利要求文本为检索输入, 以真实无效案件中使用的证据文献为标准答案。 简体中文 · English 下载公开数据集 数据集简介 本数据集用于评估 AI Agent、检索模型和传统专利检索系统发现无效证据文献的能力。 每条样本包含待分析的权利要求、案件最终结果、证据文献,以及证据角色和法律依据等 结构化标注。 公开版本包含 80 条 Benchmark 样本,CN 与 US 各 40 条,覆盖 IPC 的 A–H 八个部。它既可以衡量系统能否找到至少一篇有效证据,也可以衡量系统对核心文献和 全部证据文献的覆盖程度。 这份数据可以用来评估什么 能力 说明 无效证据检索 给定权利要求文本,系统能否从专利文献中找到真实案件使用的无效证据 核心与完整召回 分别评估主要证据 primary_reference 和全部证据文献
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, and 19 shared Judge-scored criteria per case (760 entries). Dataset: data/test.parquet, 40 cases in Parquet format. Office Action PDFs: assets/, named OAR-<id>
Payments-focused datasets and analysis tracking transaction volumes, processing networks and overall market composition.
Real-world observations gathered by a distributed workforce running structured micro-surveys: price checks, shelf-availability readings and local market conditions.
Global coverage of over 60,000 fund management firms and investor entities.
An interface consolidates customer feedback from more than 70 review platforms, assigning entries to specified businesses.
Hybrid offering pairing structured expert conversations with proprietary market data for business intelligence.
Travelers in Spain by tourist spots and country of residence
Image Data set for Plant Disease detection
Global retail brand profile data covering business details across multiple markets.
Container port traffic (TEU: 20 foot equivalent units) from 2022 to 2000
This dataset is built for Nifty50 trade decision support and forecasting research by combining financial news, sentiment signals, and stock market data into one pipeline-ready format. It supports end-to-end workflows such as: News preprocessing and cleaning News impact segregation (direct, sectoral, global) Financial sentiment scoring (FinBERT) Time-series forecasting with Temporal Fusion Transfor
Procurement and spend records aggregated from public sources across countries, for supplier analysis and due-diligence.
Modeled app-download, revenue and engagement estimates for the Apple App Store and Google Play. Sensor Tower's current App Performance Insights offering has product-specific access and export entitlements.
Global Transactions Across Various Product Categories
A ranked index of the one million highest-trafficked websites at global and national levels, freely available with optional paid access adding monthly resolution and five years of historical data.
Global startup funding rounds (2024–2025) with industries, raised amounts, inves
Research on employment trends, detailing workforce demand, required competencies and pay levels by region.
One month cut of international job postings scraped by Techmap.io
Daily weather, soil moisture & river discharge of 10 major Nepal river stations
A collection of Parquet files providing one record per Chinese invention patent family granted between 2003 and 2019, capturing a cumulative quality assessment pipeline that includes metrics such as semantic knowledge recombination, strict historical semantic novelty, and IPC-based robustness measures across global patent publications.
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Provider of commercial synthetic aperture radar imagery and derived geospatial analytics aimed at surveillance and situational awareness use cases.
Yearly Crops and Livestock Data: Area, Yield, and production by Country!
Production and delivery statistics tracking passenger and commercial vehicle output from global automakers.
Historical records of dividend distributions listed on stock exchanges around the world.
MIT Global Airline Industry Program
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A worldwide consumer panel of more than 2.5 million adults used to generate survey, brand-tracking and market-research outputs.