Glossary

per-dataset licence variance

per-dataset licence variance is situation where an aggregator hosts many contributors' uploads under one roof while each item carries its own licence — commercial delivery terms, commercial delivery terms-NC-SA, DbCL, proprietary or national open licences. In Datadory's catalog of 1,744 datasets, Kaggle Datasets Hub - Furniture Search and EU Open Data Portal - Telecommunications Carrier Datasets are working examples.

What is per-dataset licence variance?

The situation where an aggregator hosts many contributors' uploads under one roof while each item carries its own licence — commercial delivery terms, commercial delivery terms-NC-SA, DbCL, proprietary or national open licences.

Redistribution therefore requires checking the individual item's licence field rather than relying on a site-wide term.

In this catalog it appears concretely: - Kaggle Datasets Hub - Furniture Search — "Varies per dataset (commercial delivery terms-NC-SA, commercial delivery terms, DbCL, proprietary)". - EU Open Data Portal - Telecommunications Carrier Datasets — "Varies per distribution; commonly commercial delivery terms 4.0 or national open licences".

EU Open Data Portal - Telecommunications Carrier Datasets is the second reference point worth knowing: "Varies per distribution; commonly commercial delivery terms 4.0 or national open licences". Reading the two together shows how much variation sits underneath one shared label.

Why does per-dataset licence variance matter when choosing a dataset?

License language decides what you may ship to customers. Misreading it has ended product launches, and the gap between free to view and free to redistribute is where most of those failures begin.

The failure mode is concrete: the label appears in a listing, the delivered files tell a different story, and the gap surfaces mid-project when fixing it is most expensive.

82.4% of the 1,744 cataloged datasets are free to access, and Kaggle Datasets Hub - Furniture Search lets you inspect the real artifact before any budget is committed.

How do you evaluate per-dataset licence variance in a data source?

Treat every claim of this attribute as testable:

  1. Open Kaggle Datasets Hub - Furniture Search and confirm its record — "Varies per dataset (commercial delivery terms-NC-SA, commercial delivery terms, DbCL, proprietary)" — against the files you actually receive. 2. Open EU Open Data Portal - Telecommunications Carrier Datasets and confirm its record — "Varies per distribution; commonly commercial delivery terms 4.0 or national open licences" — against the files you actually receive. 3. Pin down update cadence in writing. Across this catalog, 22.6% of 1,744 datasets refresh daily and 64 still arrive only through a manual request form, so ask exactly how fresh each release is. 4.

Frequently asked questions

What is an example of per-dataset licence variance?

Kaggle Datasets Hub - Furniture Search is the clearest example in this catalog. Its record states: "Varies per dataset (commercial delivery terms-NC-SA, commercial delivery terms, DbCL, proprietary)". Across all 1,744 datasets Datadory averages a quality score of 7.81 out of 10, so a named example can be weighed rather than trusted blindly.

Is data described as "per-dataset licence variance" free to use?

Treat access and permission separately. 82.4% of the 1,744 datasets in this catalog are free to access, but 235 are freemium and 61 are paid outright, so confirm both the price and the license on the exact distribution before building on it.

How do I verify a source really provides per-dataset licence variance?

Open Kaggle Datasets Hub - Furniture Search next to EU Open Data Portal - Telecommunications Carrier Datasets and compare the promise with the download. Field definitions are verified for 1495 of 1,744 datasets (85.7%), which makes that check fast inside the catalog and manual outside it.

Datasets containing this field

Datasets containing per-dataset licence variance

6 datasets carry per-dataset licence variance in the catalog. Open one, count the fields, judge for yourself.

Datasets

Al Circle - aluminium prices and industry portal

Company name · Country · Product categories …+5 more

Alternative Carriers

Data.gov Catalog - Telecommunications & Carrier Datasets

dcat.title · dcat.description · dcat.publisher.name …+11 more

Alternative Carriers

Our World in Data - Internet & Telecom Adoption

Entity · Code · Year …+8 more

Alternative Carriers

Wikipedia - List of Mobile Network Operators (Global Top 25 + Country Lists)

Rank · Company · Main markets …+5 more

Alternative Carriers

Wikipedia List of Mobile Virtual Network Operators in the United States

Company · Host network(s) · Market …+7 more

Alternative Carriers

Wikipedia - Mobile Virtual Network Operator (Definition & Taxonomy)

MVNO type · AKA / alias · Definition …+4 more

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