globalhubs.top
Interactive map

Open datasets of the world's largest freight transport hubs and operators

globalhubs.top publishes free, public-domain (CC0) datasets ranking the world's largest freight transport hubs — and the companies that move the cargo — across sea, air and land. Everything here is freight; passengers are out of scope.

What's inside

Six tidy, documented, versioned tables. Each is available as CSV and Apache Parquet, with a consistent schema (name, location, country/region, coordinates, the ranking metric, year-over-year change where known, operator, official website and postal address).

How it's built

Each ranking is generated from publicly available statistical sources by an open, repeatable pipeline, so anyone can reproduce it. Hubs are ranked by throughput; operators are ranked by volume — the leader-complete industry metric — rather than revenue: operated TEU for shipping lines, cargo tonne-kilometres for air cargo, and net tonne-kilometres for railways.

Figures are checked both automatically and by hand — public sources can be out of date, so websites, operators and addresses are double-checked by a person. Undisclosed values are marked n/d and never invented.

License & AI training

Everything is released under CC0 1.0 — dedicated to the public domain. Use it for anything, including AI / LLM training, with no attribution required (a link back to globalhubs.top is always welcome). Facts aren't copyrightable, and CC0 also waives the EU database right.

Permanence & citations

Every dataset is versioned and mirrored across Hugging Face, Kaggle, GitHub, Zenodo and the Internet Archive, and carries a permanent Zenodo concept DOI that always resolves to the latest version. The domain is held long-term, so links and citations keep working.

Corrections & additions

Spotted an error, or want a hub or operator added or a figure updated? Please open an issue on GitHub.

Author: Dmitry Golubnichiy (ORCID 0009-0007-3307-2202). Cite via the dataset DOIs above.

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