Take the whole thing
Download the data
The entire sourced backbone, free and citable: a single queryable SQLite database, or one CSV per canonical table. Every file is checksummed in the manifest. The caveats travel with the data, into every export and every citation.
atlas.sqlite
The complete canonical database, all 13 tables. Open it in any SQLite client, or query it with DuckDB.
Per-table CSV exports
One file per canonical table. Same data as the SQLite, flattened for spreadsheets and quick greps.
sources_registry.csv
Provenance registry, one row per dataset republished or derived (license + caveats).
country.csv
Country dimension (ISO-3 native), population, region and income from the World Bank.
vector_species.csv
The 7 principal vector species, with disease group.
vector_presence.csv
Per country x species GBIF occurrence counts (present = a record exists, not abundance).
disease_burden.csv
Per country x disease x metric burden value with its WHO reporting year (null = no data).
risk_classification.csv
Derived per-country classification: vector richness, Aedes/malaria flags, risk class.
work.csv
Literature works (OpenAlex corpus, 2021+): title, DOI, year, citations, venue, flags.
work_theme.csv
Work x theme (a work can carry several of the 12 themes).
work_country.csv
Work x author-affiliation country (alpha-2).
intervention_trial.csv
Niche-displacement overlay: intervention research by technology x target vector.
theme.csv
The 12 tracked themes with field size and CAGR.
theme_year_facet.csv
Exact OpenAlex per-theme article counts per year (the trend layer).
reading_list.csv
Curated flagship most-cited works per theme.
Integrity
The machine manifest lists every file with its byte size and sha256 checksum, so a download can be verified against the published dataset. Data vintage 2026-07-12.
Please cite it
How to cite
The Atlas is a public good. If it informs your work, cite it, that is how an independent reference earns its standing.
Mosticare Ühing (2026). Mosquito Intelligence Atlas, vector distribution, disease burden, and engineered-intervention literature. Derived from GBIF, WHO GHO, World Bank, OpenAlex and Natural Earth. https://www.mosticare.org/atlas
Sources and licenses
Redistributed with attribution, as each upstream license requires. The Atlas republishes derived aggregates, not raw third-party records.
| Source | License | Retrieved |
|---|---|---|
| Mosticare-derived risk classification | CC BY 4.0 (Mosticare Ühing) | 2026-07-02 |
| Mosticare intervention-research overlay (literature-derived) | CC BY 4.0 (Mosticare Ühing) | 2026-07-02 |
| GBIF occurrence facets (7 principal vector species) | CC BY 4.0 (per-dataset; cite via GBIF download DOI) | 2026-07-02 |
| Natural Earth 1:50m admin-0 | Public domain | 2026-07-02 |
| OpenAlex, mosquito vector biology & control corpus (12 themes) | CC0 1.0 | 2026-07-02 |
| WHO Global Health Observatory, World Malaria Report indicators | WHO GHO terms of use (attribution required) | 2026-07-02 |
| World Bank Open Data, population (SP.POP.TOTL) + income/region class. | CC BY 4.0 | 2026-07-02 |
One honest caveat
GBIF is presence-only and effort-biased, WHO GHO carries no global dengue dataset, and the risk classification is a coarse climatic-band first filter, not a suitability model. These limits are documented in the data dictionary and ship in every row’s provenance.