Does Your Mapped Variable Add Up? Statistical Guardrails for Web-Based Cartogram Generation

Data and code accompanying the paper. Area cartograms are appropriate only when area represents a meaningful total rather than a derived quantity such as a density, rate, or percentage. This repository contains subnational (admin-1) data for 3,591 administrative divisions across 34 geospatial variables (17 intensive, 17 extensive), an R analysis pipeline implementing a generalized additive model that tests for extensivity violations, and replication scripts for the benchmark results reported in the paper. You may find the latest code on GitHub in our repository: mgastner/cartogram-extensivity-guardrail.

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Publication Details

Journal
Abstracts of the ICA
Published
2026-09-07
DOI
https://doi.org/10.5194/ica-abs-12-126-2026
Primary Topic
Data Analysis with R
Type
article
Field-Weighted Citation Impact
0.00

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article

Does Your Mapped Variable Add Up? Statistical Guardrails for Web-Based Cartogram Generation

Adi Singhania, Michael T. Gastner, Atima Tharatipyakul, Nihal Z. Miaji
Abstracts of the ICA
Data Analysis with R
article

Does Your Mapped Variable Add Up? Statistical Guardrails for Web-Based Cartogram Generation

Adi Singhania, Michael T. Gastner, Atima Tharatipyakul, Nihal Z. Miaji
article en

Abstract

Data and code accompanying the paper. Area cartograms are appropriate only when area represents a meaningful total rather than a derived quantity such as a density, rate, or percentage. This repository contains subnational (admin-1) data for 3,591 administrative divisions across 34 geospatial variables (17 intensive, 17 extensive), an R analysis pipeline implementing a generalized additive model that tests for extensivity violations, and replication scripts for the benchmark results reported in the paper. You may find the latest code on GitHub in our repository: mgastner/cartogram-extensivity-guardrail.

Abstracts of the ICAVol. 12
Singapore Institute of Technology (SG)
Ministry of Education - Singapore, Ministry of Education, India
Peace, Justice and strong institutions
Openalex Percentile: Top 49%
Data Analysis with R
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