Alternative data datasets
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A collection examining surgical practice during a period of technological and medical advancement.
Records documenting medical practices and treatments at the height of the Victorian period.
Materials on public health, sanitation, and disease patterns in Canada during the early 1900s.
A leading Canadian medical publication covering the years 1911 through 1930.
A prominent trade publication serving pharmacists across the United Kingdom.
A curated collection drawn from five leading dental journals, comprising 95,763 processed rows prepared for machine learning, with bias reviews and source lineage documentation.
Curated training corpus with an AI Readiness Score of 84 out of 100, positioned for regulated industry model development.
A 1912 publication, Volume 1 Number 6, featuring financial journalism from the early twentieth century.
A collection of financial reporting from the early 1900s spanning 1902 through 1930.
Foundational editions of a historic American business publication from its earliest years.
Pre-1930 textual material on genetics and inheritance that has been cleaned and formatted for machine learning use.
A vetted pool of roughly seven hundred thousand articles drawn from six flagship periodicals, supplied as Regulation Ready AI training material with documented provenance and bias review.
A curated corpus optimized for retrieval-augmented generation systems and semantic similarity queries.
Organized text collection well suited for retrieval-augmented generation, longitudinal language modeling, and dialogue-based data exploration.
Curated and audited corpus drawing from two leading obstetrics and gynecology journals, formatted for artificial intelligence workflows.
Curated historical clinical text that has been cleaned and checked for bias to support better model reasoning and factual grounding.
A leading peer-reviewed publication focused on otolaryngology, covering ear, nose, and throat clinical practice.
Structured corpus optimized for retrieval-augmented generation and semantic similarity tasks, featuring duplicate removal, complete data fields, and substantial record counts.
Refined surgical records with documented bias review, released under public domain terms and available through a 30-day evaluation access.
Ready-to-use collection suited for retrieval-augmented question answering on historical medical topics.
Dataset focused on early-stage multiple sclerosis studies and clinical neurology.
Well-suited for embedding-based search and retrieval-augmented generation across a unified historical text collection.
Useful for retrieval-augmented legal history analysis, similarity-based search, and pretraining language models specialized in legal text.
A historical archive focused on medical and surgical practices from 1847 through 1898 during the Civil War era.
The inaugural issue of what is considered the earliest medical journal published in America, dated 1797.
A curated collection designed to function as a retrieval-augmented generation knowledge base and a resource for historical research.
Authorized UK Air Ministry publication containing meteorological, climatological, and oceanographic records.
Documentation covering the historical emergence of pharmacy as a recognized profession.
Historical psychological writing reviewed for demographic and social biases, intended to support language model training and evaluation.
A reference collection designed to support retrieval-augmented generation and the study of historical language models.
Sanitized archive of past medical and scientific periodicals reviewed for bias, intended to strengthen grounded reasoning in language models.
Longest continuously published aeronautical periodical still in circulation.
Voice representing the Canadian nursing profession.
Premier Canadian business daily covering the period from 1907 through 1930.
Globally recognized peer-reviewed medical publication of the highest standing.
Historical record of American medical periodical publishing during the 1800s.
The oldest medical periodical still in circulation across the United States has been prepared for modern artificial intelligence use cases.
This collection shows high suitability for machine learning model development and retrieval-augmented generation workflows.
A nineteenth-century medical review publication that summarized each year's clinical literature for practicing physicians.
Consolidated business profiles incorporating information technology expenditure, executive personnel changes, strategic indicators, and technology infrastructure.
Current and archived employment listings capturing job functions, required competencies, technology tools, pay ranges, and recruitment patterns.
Labor market analytics covering talent availability, employer needs, compensation, abilities, demographic composition, geographic movement, and recruitment patterns segmented by occupation and area.
Cross-sector professional profiles detailing job functions, abilities, educational background, demographic attributes, project involvement, and employment history.
Evaluation of recruitment demand segmented by occupation, competencies, compensation, technology usage, and workload distribution across organizations and geographies.
Information on occupational shifts, competency shortfalls, retraining routes, educational programs, and professional credentials for every job category.
Monitoring of competing organizations' recruitment activity, technology adoption, information technology budgets, senior leadership changes, and workforce patterns.
Worldwide higher-education statistics covering student enrollment counts, degree completions, demographic mix, fields of study, and competencies mapped to specific occupations.
Leadership and organizational records detailing positions held, capabilities, financial allocations, technology investment, strategic direction, digital infrastructure, and professional trajectories.
Labor-market metrics on talent availability, hiring needs, compensation, competencies, demographic representation, workforce mobility, and recruitment patterns segmented by occupation and location.
Enterprise technology inventories outlining the platforms deployed, how heavily each is used, the timeline of implementation, and the types of workloads they support.
A large granted-patent text collection from the USPTO, tens of millions of records in Parquet (Apache 2.0). Broad coverage of claims and descriptions for IP-intensity and technology-trend measurement.
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Scraped Data Science Job Postings with Salaries for ML & Career Analytics (2025)
Prepared by Electric Sheep Africa, this MDPA-sourced dataset supplies 10 entries of hotel room occupancy rates for Mauritius over 2019-2023, delivered as ML-ready Parquet files accompanied by uniform Hugging Face metadata and source provenance.
Assembled by Electric Sheep Africa from MDPA, this dataset provides 60 rows of monthly hotel room occupancy rates for Mauritius spanning 2019-2023, formatted as ML-ready Parquet with consistent Hugging Face metadata and source attribution.