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Missing millions: undercounting urbanization in India
The measurement and characterization of urbanization crucially depends upon defining what counts as urban. The government of India estimates that only 31% of the population is urban. We show that this is an artifact of the definition of urbanity and an underestimate of the level of urbanization in I...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6934249/ https://www.ncbi.nlm.nih.gov/pubmed/31929670 http://dx.doi.org/10.1007/s11111-019-00329-2 |
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author | Onda, Kyle Sinha, Parmanand Gaughan, Andrea E. Stevens, Forrest R. Kaza, Nikhil |
author_facet | Onda, Kyle Sinha, Parmanand Gaughan, Andrea E. Stevens, Forrest R. Kaza, Nikhil |
author_sort | Onda, Kyle |
collection | PubMed |
description | The measurement and characterization of urbanization crucially depends upon defining what counts as urban. The government of India estimates that only 31% of the population is urban. We show that this is an artifact of the definition of urbanity and an underestimate of the level of urbanization in India. We use a random forest-based model to create a high-resolution (~ 100 m) population grid from district-level data available from the Indian Census for 2001 and 2011, a novel application of such methods to create temporally consistent population grids. We then apply a community-detection clustering algorithm to construct urban agglomerations for the entire country. Compared with the 2011 official statistics, we estimate 12% more of urban population, but find fewer mid-size cities. We also identify urban agglomerations that span jurisdictional boundaries across large portions of Kerala and the Gangetic Plain. |
format | Online Article Text |
id | pubmed-6934249 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-69342492020-01-09 Missing millions: undercounting urbanization in India Onda, Kyle Sinha, Parmanand Gaughan, Andrea E. Stevens, Forrest R. Kaza, Nikhil Popul Environ Original Paper The measurement and characterization of urbanization crucially depends upon defining what counts as urban. The government of India estimates that only 31% of the population is urban. We show that this is an artifact of the definition of urbanity and an underestimate of the level of urbanization in India. We use a random forest-based model to create a high-resolution (~ 100 m) population grid from district-level data available from the Indian Census for 2001 and 2011, a novel application of such methods to create temporally consistent population grids. We then apply a community-detection clustering algorithm to construct urban agglomerations for the entire country. Compared with the 2011 official statistics, we estimate 12% more of urban population, but find fewer mid-size cities. We also identify urban agglomerations that span jurisdictional boundaries across large portions of Kerala and the Gangetic Plain. Springer Netherlands 2019-12-05 2019 /pmc/articles/PMC6934249/ /pubmed/31929670 http://dx.doi.org/10.1007/s11111-019-00329-2 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Original Paper Onda, Kyle Sinha, Parmanand Gaughan, Andrea E. Stevens, Forrest R. Kaza, Nikhil Missing millions: undercounting urbanization in India |
title | Missing millions: undercounting urbanization in India |
title_full | Missing millions: undercounting urbanization in India |
title_fullStr | Missing millions: undercounting urbanization in India |
title_full_unstemmed | Missing millions: undercounting urbanization in India |
title_short | Missing millions: undercounting urbanization in India |
title_sort | missing millions: undercounting urbanization in india |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6934249/ https://www.ncbi.nlm.nih.gov/pubmed/31929670 http://dx.doi.org/10.1007/s11111-019-00329-2 |
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