# Dryad as a Gemini Notebook source

> Open repository of curated research datasets, heaviest in biology and medicine. Each dataset's landing page and README summarize methods and variables.


_Markdown version of https://gemini-notebook-hub.online/sources/dryad — for AI and LLM crawlers. Content is identical to the web page._

---
- Site: [datadryad.org](https://datadryad.org)
- Category: Data & official records
- Access: free

Open repository of curated research datasets, heaviest in biology and medicine. Each dataset's landing page and README summarize methods and variables.

Every dataset on Dryad goes through a curation check and ships with a README describing the methods and variables behind it, so a notebook can cite what the data measured, not just that it exists. That's useful when a research question hinges on the raw numbers behind a biology or medicine finding rather than the paper's summary of them. Coverage outside those fields is thin, so it's not a general-purpose data source.

## Import into Gemini Notebook

1. Copy the link: https://datadryad.org
2. In your notebook, click Add source → Website.
3. Paste the link and confirm — several links can be pasted at once, one per line.

**Tip:** Gemini Notebook is a reading tool, not a spreadsheet engine — feed it the written reports and summary pages, not raw CSVs, and ask about what the documents say.

## More data & official records sources

- [World Bank Open Data](https://gemini-notebook-hub.online/sources/world-bank-open-data.md) — Development and economic indicators for every country, each with a written overview page that imports cleanly.
- [IMF Data & Reports](https://gemini-notebook-hub.online/sources/imf-data-and-reports.md) — Macroeconomic outlooks and country reports — the Article IV PDFs are dense, citable source material.
- [OECD Data](https://gemini-notebook-hub.online/sources/oecd-data.md) — Comparative statistics and policy reports across member economies, with strong methodology notes.
- [SEC EDGAR](https://gemini-notebook-hub.online/sources/sec-edgar.md) — Every US public company filing — 10-Ks and 10-Qs make excellent grounded sources for company research.
- [Our World in Data](https://gemini-notebook-hub.online/sources/our-world-in-data.md) — Long-form, sourced explainers on global trends — article pages import with their context intact.
- [Baseball Savant](https://gemini-notebook-hub.online/sources/baseball-savant.md) — Statcast data for MLB — pitch tracking, exit velocity, player pages. Export search results as CSV and upload them for stat-grounded notebooks.
- [Baseball-Reference](https://gemini-notebook-hub.online/sources/baseball-reference.md) — Complete MLB history: stats, box scores, and standings back to the 1800s. Player and season pages paste in well as Website sources.
- [Basketball-Reference](https://gemini-notebook-hub.online/sources/basketball-reference.md) — NBA statistics back to the league's founding, including advanced metrics. Player and team pages import as Website sources.
- [Bureau of Transportation Statistics](https://gemini-notebook-hub.online/sources/bureau-of-transportation-statistics.md) — Official US transportation statistics — freight, aviation, border crossings. Download tables as CSVs or grab the report PDFs.
- [CLARIN Virtual Language Observatory](https://gemini-notebook-hub.online/sources/clarin-virtual-language-observatory.md) — Finder for language corpora and tools held by European research centres. Use it to locate a resource, then import its documentation or texts.
- [data.europa.eu](https://gemini-notebook-hub.online/sources/data-europa-eu.md) — The EU's open data portal spanning member states and institutions. Dataset description pages give Gemini Notebook useful context even when the data itself is CSV.
- [Data.gov](https://gemini-notebook-hub.online/sources/data-gov.md) — US federal open data catalog with hundreds of thousands of datasets. Import a dataset's landing page as a Website source to ground answers about the data.
- [Eurostat](https://gemini-notebook-hub.online/sources/eurostat.md) — Official EU statistics on economy, population and society. The Statistics Explained articles summarize each dataset and import neatly as Website sources.
- [FBref](https://gemini-notebook-hub.online/sources/fbref.md) — Deep soccer statistics — player and team tables, match logs and advanced metrics like xG. Stat pages import as Website sources for sports analysis.
- [Figshare](https://gemini-notebook-hub.online/sources/figshare.md) — Repository where researchers publish datasets, figures, code and posters with citable DOIs. Useful for finding the supplementary material behind papers.
- [GADM](https://gemini-notebook-hub.online/sources/gadm.md) — Free downloadable maps of administrative boundaries for every country, down to municipality level. The standard reference for GIS work and spatial joins.
- [Google Dataset Search](https://gemini-notebook-hub.online/sources/google-dataset-search.md) — Searches dataset metadata across thousands of repositories. Use it to locate the source, then import that repository's documentation pages rather than raw data files.
- [IPUMS International](https://gemini-notebook-hub.online/sources/ipums-international.md) — Census microdata from 100+ countries recoded into consistent variables. Free with registration; the variable documentation pages make useful sources.
- [Kaggle Datasets](https://gemini-notebook-hub.online/sources/kaggle-datasets.md) — Community-uploaded datasets on nearly any topic. Import the dataset description and discussion pages for context; raw data files aren't notebook sources.
- [Mendeley Data](https://gemini-notebook-hub.online/sources/mendeley-data.md) — Repository of research datasets deposited alongside published papers. Handy for pulling the raw data behind a study you've already added to a notebook.
- [NCAA Statistics](https://gemini-notebook-hub.online/sources/ncaa-statistics.md) — Official team and player numbers for US college sports, season by season. Export tables to CSV for upload rather than pasting the stats pages directly.
- [Open Science Framework](https://gemini-notebook-hub.online/sources/open-science-framework.md) — Where researchers post preregistrations, preprints, and project files. Project pages often hold the materials and data a published paper leaves out.
- [Statista](https://gemini-notebook-hub.online/sources/statista.md) — Aggregated market and consumer statistics on tens of thousands of topics. Free tier shows headline charts; note the original source each chart cites.
- [U.S. Census Bureau](https://gemini-notebook-hub.online/sources/u-s-census-bureau.md) — Search US demographic, housing, and business tables. Export a table or import a topic profile page to ground population and market-sizing questions.
- [UCI ML Repository](https://gemini-notebook-hub.online/sources/uci-ml-repository.md) — Long-running archive of benchmark datasets for machine learning. Each dataset page documents variables and provenance — import the page, not the raw CSV.
- [UN Data](https://gemini-notebook-hub.online/sources/un-data.md) — One search box over statistics from dozens of UN agencies — population, health, trade, development. A quick starting point for country-level figures.
- [UNECE Transport Statistics](https://gemini-notebook-hub.online/sources/unece-transport-statistics.md) — Road, rail, and inland-waterway transport figures for Europe and nearby regions, served as PXWeb tables you can export to CSV.
- [UNESCO Institute for Statistics](https://gemini-notebook-hub.online/sources/unesco-institute-for-statistics.md) — Official education, science, and culture indicators for most countries, including SDG tracking. Good grounding for cross-country education comparisons.
- [Wolfram Alpha](https://gemini-notebook-hub.online/sources/wolfram-alpha.md) — Computes answers to math, science, and factual queries rather than linking to pages. Better as a fact-checking sidekick than an importable source.
- [Zenodo](https://gemini-notebook-hub.online/sources/zenodo.md) — CERN-run repository where researchers deposit datasets, software, and reports with DOIs. Record pages and their attached PDFs both import easily.

