Data downloads
A published calculation, complete, for anyone who wants to check it or build on it.
Each published calculation can be downloaded as four tables, in CSV (opens in any spreadsheet) and Parquet (for data tools): its figures for every product, where each figure comes from, the products it compared in pairs, and €1,000 of spending in each kind of spending. Every row says which calculation and scenario it belongs to, with its range and grade, and every file states the licence its sources decide.
Published calculations
One row per file. The fingerprint is a SHA-256 code: if even one byte of the file changed, it would no longer match. The licence is the one the data behind the calculation allows.
Run 2193 — Evidence-weighted, FIGARO 2023, methodology v0.1, data dv-20261007-44r
| File | Fingerprint (SHA-256) |
|---|---|
| humantoll-run-2193-products.csv 182 rows · 29 KB |
4dc0e1e1439d2e66… |
| humantoll-run-2193-products.parquet 182 rows · 50 KB |
aa2a6512aa07f1dc… |
| humantoll-run-2193-contributions.csv 10,257 rows · 1,294 KB |
3ac7044c1ad4ff19… |
| humantoll-run-2193-contributions.parquet 10,257 rows · 85 KB |
bf84c1439e44b51b… |
| humantoll-run-2193-pairs.csv 870 rows · 114 KB |
2c7fd79b519d3672… |
| humantoll-run-2193-pairs.parquet 870 rows · 62 KB |
8659955f3447468c… |
| humantoll-run-2193-spend.csv 26 rows · 5 KB |
f674af391f70ba24… |
| humantoll-run-2193-spend.parquet 26 rows · 47 KB |
6619c9d4e9795430… |
| humantoll-run-2193-README.txt 21 KB |
4bc0919976139585… |
Licence: Creative Commons Attribution-NonCommercial-ShareAlike 3.0 IGO
Run 2179 — Arms and resources, FIGARO 2023, methodology v0.1, data dv-20261007-44r
| File | Fingerprint (SHA-256) |
|---|---|
| humantoll-run-2179-products.csv 182 rows · 29 KB |
74ff70c658f6ff00… |
| humantoll-run-2179-products.parquet 182 rows · 50 KB |
42bb8d0fee2c93b5… |
| humantoll-run-2179-contributions.csv 7,033 rows · 803 KB |
306c8bb53a9d6648… |
| humantoll-run-2179-contributions.parquet 7,033 rows · 78 KB |
d91bb7bc16165643… |
| humantoll-run-2179-pairs.csv 870 rows · 114 KB |
07f6d3e1b733aa7a… |
| humantoll-run-2179-pairs.parquet 870 rows · 62 KB |
d2c7248b0fc32317… |
| humantoll-run-2179-spend.csv 26 rows · 5 KB |
0980d1ddff43a2e0… |
| humantoll-run-2179-spend.parquet 26 rows · 47 KB |
dce95cf38618bb7e… |
| humantoll-run-2179-README.txt 21 KB |
72f19e4c5d0c39c4… |
Licence: Creative Commons Attribution-NonCommercial-ShareAlike 3.0 IGO
Run 2165 — Resource-only, FIGARO 2023, methodology v0.1, data dv-20261007-44r
| File | Fingerprint (SHA-256) |
|---|---|
| humantoll-run-2165-products.csv 182 rows · 29 KB |
348ef696c534e036… |
| humantoll-run-2165-products.parquet 182 rows · 50 KB |
3b16ea81fc6a66ec… |
| humantoll-run-2165-contributions.csv 6,506 rows · 731 KB |
0949920a8f8831b5… |
| humantoll-run-2165-contributions.parquet 6,506 rows · 76 KB |
784a0bc6eefef1f1… |
| humantoll-run-2165-pairs.csv 870 rows · 113 KB |
b154dd17baf4062d… |
| humantoll-run-2165-pairs.parquet 870 rows · 62 KB |
9c7fdda36e385eef… |
| humantoll-run-2165-spend.csv 26 rows · 5 KB |
5046afb59cbdef56… |
| humantoll-run-2165-spend.parquet 26 rows · 47 KB |
f165350a84dba8ce… |
| humantoll-run-2165-README.txt 21 KB |
98512db86bc9a2eb… |
Licence: Creative Commons Attribution-NonCommercial-ShareAlike 3.0 IGO
Run 2151 — Conservative, FIGARO 2023, methodology v0.1, data dv-20261007-44r
| File | Fingerprint (SHA-256) |
|---|---|
| humantoll-run-2151-products.csv 182 rows · 29 KB |
c7ba6a89ff39c512… |
| humantoll-run-2151-products.parquet 182 rows · 50 KB |
37fb3d7e3efbb84a… |
| humantoll-run-2151-contributions.csv 9,855 rows · 1,250 KB |
9ab1a7a9a7e127da… |
| humantoll-run-2151-contributions.parquet 9,855 rows · 84 KB |
50a3e63e68a95368… |
| humantoll-run-2151-pairs.csv 870 rows · 114 KB |
caaec70e2fb8beb7… |
| humantoll-run-2151-pairs.parquet 870 rows · 62 KB |
28a7ae4e043caba8… |
| humantoll-run-2151-spend.csv 26 rows · 5 KB |
68d9411f8ee9d398… |
| humantoll-run-2151-spend.parquet 26 rows · 47 KB |
a4a38080e2f9571c… |
| humantoll-run-2151-README.txt 21 KB |
d27462c9b551e920… |
Licence: Creative Commons Attribution-NonCommercial-ShareAlike 3.0 IGO
Run 2259 — Economic-embedded, FIGARO 2023, methodology v1.0, data dv-20261007-44r
| File | Fingerprint (SHA-256) |
|---|---|
| humantoll-run-2259-products.csv 182 rows · 29 KB |
56f31e10b6e9e769… |
| humantoll-run-2259-products.parquet 182 rows · 50 KB |
cc96d53032b3056c… |
| humantoll-run-2259-contributions.csv 25,324 rows · 3,165 KB |
2839f20bb70789cb… |
| humantoll-run-2259-contributions.parquet 25,324 rows · 148 KB |
dde48f81a082e006… |
| humantoll-run-2259-pairs.csv 870 rows · 114 KB |
e592f84c26ff9757… |
| humantoll-run-2259-pairs.parquet 870 rows · 62 KB |
61987ae22b1653d2… |
| humantoll-run-2259-spend.csv 26 rows · 5 KB |
02d32367da97d274… |
| humantoll-run-2259-spend.parquet 26 rows · 47 KB |
82c60104a0016a35… |
| humantoll-run-2259-README.txt 21 KB |
e946a19264c2cfb7… |
Licence: Creative Commons Attribution-NonCommercial-ShareAlike 3.0 IGO
What a download holds
- products — Every product’s figures: deaths and injuries, per item and per kilogram by the materials method, and per €1,000 by the money method — each with its range and grade.
- contributions — Where each figure comes from: broken down by raw material, country, war, kind of harm or industry. Middle estimates only, with no range of their own.
- pairs — Products compared in pairs, calculated together: how many times larger one is than the other, with its range, and a verdict only where the whole range points the same way.
- spend — €1,000 of EU households’ spending in each kind of spending, compared with all spending together — never ranked.
- readme — A text file describing the calculation, the licence, every source’s credit line, the warnings, and what every column means.
The rules the files keep
- Every row says which calculation, scenario, trade table, year, method version and data version it comes from, so a row copied out of the file still says what it is.
- No more than two meaningful digits, as on the pages and in the API. A figure graded INDICATIVE has no central value — only its range.
- Nothing a publisher restricts leaves the server: every column is a result of the calculation, never a copy of a source’s original data.
- Production phase only, and every figure is a floor: harm the model cannot link to a product is not counted.
The licence, file by file
A file is offered under the licence its data allows: the strictest licence among the sources behind the calculation that requires reuse under the same terms, or CC BY 4.0 when there is none. While the World Health Organization’s Global Health Estimates are among the sources, that makes the model’s figures CC BY-NC-SA 3.0 IGO: you may reuse them for non-commercial purposes, must credit every source, and must share what you make from them under the same licence. The licence is stated at the top of each file, in its details, and in the README text beside it.
A file is offered only while it still matches its fingerprint and the licence it states is still the right one. Anything else is held back until it is exported again.
How to cite a download
By its calculation: HumanToll <year>, run <id>, methodology v<version>. https://quiescence.eu/humantoll/data/ — and credit every source listed in the README.
The API
The same figures one at a time, with the same details, through the API — a free web address that programs can read, with no account needed.
API reference → · OpenAPI document
HumanToll is a research project, not a commercial service. For advanced access to its data, contact us at info@quiescence.eu.