Alternative data datasets
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Parsed eligibility criteria from 13,229 ClinicalTrials.gov studies representing the candidate pool gathered by two first-stage retrievers during TREC Clinical Trials 2021–2023, formatted as typed entity-relation graphs for reranking models.
The clinical-trials-patient-graphs dataset is a small tabular collection of patient-level clinical records distributed in Parquet format by the 2001jdev publisher. It organizes entities and relations extracted from trial data into structured rows spanning 2021 through 2023.
This dataset is a parsed snapshot of ClinicalTrials.gov records, distributed in Parquet format on the Hugging Face Hub under an unspecified license. It contains roughly 52,000 trial entries drawn from public registry filings.
clinical-trials-trec-qrels is a tabular relevance-judgment file distributed by the 2001jdev user on the Hugging Face Hub. It maps clinical-trial topic identifiers to NCT registry IDs with graded relevance scores.
The clinical-trials-trec-topics dataset is a small tabular collection of clinical-trial topic records distributed in Parquet format on the Hugging Face Hub. It appears to be derived from TREC clinical-trial retrieval topics, with rows partitioned by year.
ESG scores, emissions & greenwashing flags for 30 firms across 2010–2024
Clinical Trials Version History The Clinical Trials Version History dataset by Anamnesis Data: structured medical and scientific data for biotech, pharma and healthcare research. Public trial registries show only a trial's latest state. This dataset keeps every version, so you can see what a trial said on any past date, or when a sponsor moved a completion date. 606,620 trials (4,456,781 versions)
Clinical Trials Version History: Sample A free sample of the Clinical Trials Version History dataset by Anamnesis Data: structured medical and scientific data for biotech, pharma and healthcare research. Public trial registries show only a trial's latest state. This dataset keeps every version, so you can see what a trial said on any past date, or when a sponsor moved a completion date. The sample
The TREC Clinical Trials collections released in 2021, 2022, and 2023 are available through the TREC homepage, with corresponding papers for each year. Artur Guimarães ([email protected]) serves as the dataset curator, while inquiries regarding the original authors can be directed separately. The dataset addresses the task of linking patient profiles with appropriate clinical trials, containing entries formatted as JSON objects with fields including query identifiers, disease labels, and accompanying clinical text.
An AI-driven solution that automates and refines the process of matching patients to suitable clinical trials.
This dataset has moved to anamnesis-data/clinical_trials_history. New releases are published there only; this repository is no longer updated. Access approvals do not carry over, so please request access on the new repository. Existing tags here (up to v2026.09.26) remain available for pinned use. ClinicalTrials.gov Version History A longitudinal, per-version snapshot of every protocol amendment e
clinical-trials-v2 is a Hugging Face dataset published by chemNLP containing processed ClinicalTrials.gov records stored in Parquet. It exposes three columns, filename, xml, and text, drawn from the official clinical-study XML schema.
China Multiple Myeloma Clinical Trials — Open Dataset Multiple myeloma clinical trials registered in China, curated from official NMPA / CDE filings by the China Myeloma Digital Network (CMDN), an independent non-profit patient advocacy organisation. This is a mirror. The citable version of record lives at doi.org/10.5281/zenodo.22690814; the source repository is chinamyeloma/china-myeloma-clinica
A registry and results database of more than 450,000 clinical trials worldwide, with protocols, sites, enrollment counts, outcomes and sponsor details, queryable through a free REST API and bulk downloads, the reference source for pharmaceutical pipeline tracking.
Every registered clinical study flattened to one row: phase, status, sponsor
A tabular extract of clinical study descriptions drawn from ClinicalTrials.gov on 5 February 2025, emphasizing eligibility, design, and objective fields for healthcare and machine learning research.
Vector embeddings of clinical-trial records, hundreds of thousands of entries in Parquet (Apache 2.0). Enables similarity and retrieval analysis of trial design, indication crowding and competitive positioning.
Dattito's clinical-trials-data is a Parquet-format dataset of roughly 24 million clinical trial records sourced from public trial registries. It aggregates identifiers, conditions, and standardized medical terminology into a single table for large-scale analysis.
ClinicalTrials.gov XML for studies registered between 2018 and 2024, parsed into CSV, hundreds of thousands of records under CC0. A clean, licensed point-in-time history of US clinical-trial registrations.
Curated, interlinked registry of rare disease studies, therapies, orphan drug status, and identified molecular targets.
Organized information on clinical trial results, participation requirements, and sponsoring organizations for industry evaluation.
ClinicalTrials.gov Published by MORVS — source-linked public data for AI agents. Catalog: morvs.ai/regulatory · Dataset page: api.morvs.ai/datasets/clinical-trials Every registered clinical trial since 2008 with sponsor, phase, status, conditions, interventions. Live API This dataset is served via a live REST API at api.morvs.ai. The card you're reading exists so HuggingFace's index can route AI a
Worldwide investigator directory containing more than 460,000 researcher records plus roughly 3 million U.S. physician profiles.
An extensive repository containing records on more than 300,000 clinical studies involving pharmaceuticals and biologics.
Dataset Card for clinicaltrials/2017 The clinicaltrials/2017 dataset, provided by the ir-datasets package. For more information about the dataset, see the documentation. Data This dataset provides: docs (documents, i.e., the corpus); count=241,006 This dataset is used by: clinicaltrials_2017_trec-pm-2017, clinicaltrials_2017_trec-pm-2018 Usage from datasets import load_dataset docs = load_dataset(
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Metadata for hundreds of thousands of clinical trials in English, French and Spanish, structured in Parquet with study-level fields such as phase, condition, sponsor and status (Apache 2.0). Trial starts and phase transitions lead clinical development, so this works as an early indicator of biotech pipeline activity.
Minimal information is provided on this clinical-trials-embedded dataset, with additional details needed.
5,000 Global Clinical Trials: Drug Pipeline, Phases & Sponsors
The clinical_trials dataset distributes ClinicalTrials.gov registry records in Parquet format for offline analysis. It contains a single training split of roughly 150,000 rows sourced from the public clinical-trial registry.
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An analysis-ready compilation of roughly 3,000 ClinicalTrials.gov studies registered between 2000 and 2025 that involve AI, machine learning, or digital-health tools, enriched with 30 LLM-derived variables covering use case, therapeutic area, sponsor composition, trial phase, deployment score, evidence strength, and responsible-AI keyword indicators.
A queryable DuckDB mirror of the AACT flat-file export of ClinicalTrials.gov, packaged via the clinicaltrials-database project and covering every registered trial across 48 tables totaling roughly 58 million rows.
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.
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.
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.
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.
Dataset Card for "ClinicalTrialSummary_Simple" More Information needed
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clinicaltrials.gov-summary_and_eligibility is a small Parquet mirror of selected ClinicalTrials.gov records, distributed on the Hugging Face Hub under the rjac publisher. It packages study identifiers, recruitment status, titles, brief summaries, and eligibility criteria into a single tidy table of roughly three thousand rows.
Data for the COVID-19 clinical trials registered in the US
42,000 trials · 17 columns · binary success target · calibrated to Wong, Siah
Normalized ClinicalTrials.gov records accessible within Snowflake for analytics and Cortex AI-powered applications.
A carefully assembled and contextualized feed of essential pharmaceutical intelligence.
Dataset details:- This dataset is the 2nd iteration following bugs in 1st dataset. The initial data suffered with followoing cases:- (i) The failed reference_answers generation(due error totalling 23) primarly because of 2 reasons/exceptions:- (a) There was normal limit(300 in 1st request) and worst case limit(450 in 3rd request) number of tokens for consolidated 4 refernce_answers per chunk and i
Dataset details:- This dataset is basically mapping of final anchor-positive pair data with their refernce answer. The given input data considered because:- (i) it had the had purest anchor-positive pairs with semantically bound anchors with context/positive. (ii) gave us the best result on final embedding fine tuning model. The anchor-context(positive)-reference_answer data has been generated via
A knowledge graph assembled from 575,778 ClinicalTrials.gov registrations and their associated arms, outcomes, sites, sponsors, conditions, interventions, MeSH codes, and PubMed citations, containing 7,628,735 nodes and 15,531,427 edges, delivered as 623 MB of Parquet files (compared to about 7 GB of raw JSON) and built using Samyama Graph.
Clinical Trials Data Ingestion & ETL Pipeline -ClinicalTrials.gov API v2
A snapshot of processed ClinicalTrials.gov records filtered to completed-recruitment Phase 3 and Phase 4 studies, plus trials of medical devices or behavioral interventions, totaling 156,887 trials as of March 2025, used for an agentic medical retrieval and evidence-grounding system.
A 10% sample of over 573,000 ClinicalTrials.gov studies augmented with AI-classified therapeutic areas, sponsor categorization, outcome groupings, and duration metrics, offered for portfolio and market landscape analysis.
Over 635,000 registered clinical studies from ClinicalTrials.gov together with a supplementary pharma intelligence table of roughly 1.06 million rows that map those trials to FDA drug approvals, distributed as part of an open data initiative for academic and personal use.
An organized compilation of records intended to review and interpret the global clinical trials ecosystem.
Research and intelligence covering pharmaceutical products, clinical trials, patent filings and regulatory progress.
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.
30 pharma companies × 17 years, 722 drug approvals, 600 clinical trials
An almost complete listing of US clinical trial researchers, the trials they have contributed to, and their performance metrics.