How do estimated road traffic death rates per 100,000 people vary across coun...
By Björn Hanneke
How do estimated road traffic death rates per 100,000 people vary across countries and WHO regions in 2021? A descriptive study with the WHO Global Health Observatory indicator RS_198.
Dossier 8a2a519e8cd9d086 data private · code private
Paper, data and code
- PaperNot public.
- DataNot public.
Some of the data come from the WHO Global Health Observatory. Its terms allow use for public health purposes only, and no changes without WHO's written permission, so the data stay with the source.Get the data from the source (its terms), or load them yourself with
e2er-data who_gho.For the other data of the study, ask the authors.
- CodeNot public.
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- ✓citations 4 cite key(s) resolve in refs.bib; snapshot: 3 verified, 1 unverifiable at run time
- ✓integrity 47 files hash-verified against provenance.json; 41 table cell(s) traced in the derivation graph; 2 change(s) after export recorded as amendments (paper/paper.pdf, paper/paper.tex)
- ✓numbers 44 table cell(s) are source values at the precision shown; text (not gating): 63 of 65 number(s) are source values, 0 differ from the quantity named nearby, 2 untraced
- ✓results contract descriptive results (descriptive statistics and distributions) are complete and consistent
- ·results from code not checked: the run predates output records
- ·spec no design/identification_spec.json
- ✓tables 2 table(s) reproduce byte-identically from the sidecars
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What was published
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- Content id
- sha256:43d1a571c62d2a0fe21fb84f3c7636175a3ceac131a55986b940e93d9e54817b
- e2er
- version 0.17.0 · template descriptive-study
- AI
- Claude Haiku via Claude Code
Data used
Each source the run loaded, as the connector recorded it: what was read and when, the source's terms and the citation it asks for.
Global Health Observatory (GHO) data repository, World Health Organization · 2 loads · release 2024-04-15 · read 2026-10-13
e2er's connector for it · about this data source
Terms WHO grants use, reproduction and distribution for public health purposes; other changes to the data need WHO's written authorization, and the data may not be sold. Not an open licence: a published study reloads the data instead of shipping them. Full terms
Cite WHO, Global Health Observatory: Estimated road traffic death rate (per 100 000 population) (RS_198), 2026, accessed 2026-10-13. Underlying data provided by the countries concerned (all WHO Member States reporting it).
Natural Earth vector data: Admin 0 – Countries · 1 load · release v5.1.2 · read 2026-10-13
e2er's connector for it · about this data source
Terms Public domain; no permission is needed and crediting the authors is unnecessary. Full terms
Cite Natural Earth (release v5.1.2). Admin 0 – Countries. https://www.naturalearthdata.com/. Made with Natural Earth. Free vector and raster map data @ naturalearthdata.com.
References: 0 from the authors' papers, 2 found on the web, 2 method sources from the template · listed in the dossier
Versions
Each version was published with its own dossier. This page shows version 1; the dossiers of earlier versions stay at their addresses and name the version that replaced them.
- ·Version 1 · 2026-10-15 · dossier 8a2a519e8cd9d086 (shown here)
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Template (1) · by e2er authors
- ·Template · Descriptive data study · by e2er authors
Specialists (13) · by e2er authors
- ·Specialist · Data and descriptive analysis · by e2er authors
- ·Specialist · Data plan · by e2er authors
- ·Specialist · Review of the data · by e2er authors
- ·Specialist · Estimation · by e2er authors
- ·Specialist · Research plan · by e2er authors
- ·Specialist · Review of the literature · by e2er authors
- ·Specialist · Literature review · by e2er authors
- ·Specialist · Review of the methods · by e2er authors
- ·Specialist · Paper draft · by e2er authors
- ·Specialist · Targeted corrections · by e2er authors
- ·Specialist · Review of domain plausibility · by e2er authors
- ·Specialist · Replication package · by e2er authors
- ·Specialist · Review of the writing · by e2er authors
Skills (41) · by e2er authors
- ·Skill · Researcher Persona · by e2er authors
- ·Skill · Data Cleaning Best Practices for Economics Research · by e2er authors
- ·Skill · Data tables: declared, loaded, counted · by e2er authors
- ·Skill · `estimation_results.json` for a descriptive study — the results schema · by e2er authors
- ·Skill · Eurostat via `e2er-data eurostat` · by e2er authors
- ·Skill · NASA Exoplanet Archive via `e2er-data exoplanets` · by e2er authors
- ·Skill · Figure Specification Format · by e2er authors
- ·Skill · FRED via `e2er-data fred` · by e2er authors
- ·Skill · ESA Gaia Archive via `e2er-data gaia` · by e2er authors
- ·Skill · Eurostat GISCO boundaries via `e2er-data gisco` · by e2er authors
- ·Skill · GitHub via `e2er-data github` · by e2er authors
- ·Skill · Global Macro Database via `e2er-data gmd` · by e2er authors
- ·Skill · Project Gutenberg via `e2er-data gutenberg` · by e2er authors
- ·Skill · NASA POWER via `e2er-data nasa_power` · by e2er authors
- ·Skill · Natural Earth via `e2er-data naturalearth` · by e2er authors
- ·Skill · NOAA Climate Data Online via `e2er-data noaa` (needs a free token) · by e2er authors
- ·Skill · Our World in Data via `e2er-data owid` · by e2er authors
- ·Skill · Querying the local data warehouse with `e2er-data query` · by e2er authors
- ·Skill · `summary_statistics.json` — Data Analyst Sidecar · by e2er authors
- ·Skill · Table Specification Format · by e2er authors
- ·Skill · USGS Earthquake Catalog via `e2er-data usgs` · by e2er authors
- ·Skill · WHO Global Health Observatory via `e2er-data who_gho` · by e2er authors
- ·Skill · World Bank Open Data via `e2er-data worldbank` · by e2er authors
- ·Skill · Yahoo Finance via `e2er-data yfinance` · by e2er authors
- ·Skill · Panel Data Methods · by e2er authors
- ·Skill · Descriptive analysis: describing a sample so others can trust the description · by e2er authors
- ·Skill · Anti-Slop Writing Standards · by e2er authors
- ·Skill · Creative Research Ideation · by e2er authors
- ·Skill · Novelty and Contribution Positioning · by e2er authors
- ·Skill · Consistency Check · by e2er authors
- ·Skill · Data Review Checklist for Empirical Economics · by e2er authors
- ·Skill · Domain plausibility review · by e2er authors
- ·Skill · Methods review (any discipline) · by e2er authors
- ·Skill · Referee Simulation · by e2er authors
- ·Skill · Academic Writing Review Checklist · by e2er authors
- ·Skill · Synthesis Worker — Context Builder Mode · by e2er authors
- ·Skill · Replication Package · by e2er authors
- ·Skill · Citing Numbers by JSON Source Key · by e2er authors
- ·Skill · Paper Structure for Empirical Research · by e2er authors
- ·Skill · Personal Academic Writing Style · by e2er authors
- ·Skill · Scoped Revision — what the targeted corrections step writes · by e2er authors
Connector (1) · by e2er authors
- ·Connector · Claude Code · by e2er authors
Authors
- ·Björn Hanneke conceptualization, investigation
Discussion
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