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The small-world network of global protests
Protest diffusion is a cascade process that can spread over different regions of the planet. The way and the extension that this phenomenon can occur is still not properly understood. Here, we empirically investigate this question using protest data from GDELT and ICEWS, two of the most extensive an...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8479126/ https://www.ncbi.nlm.nih.gov/pubmed/34584133 http://dx.doi.org/10.1038/s41598-021-98628-y |
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author | Ferreira, Leonardo N. Hong, Inho Rutherford, Alex Cebrian, Manuel |
author_facet | Ferreira, Leonardo N. Hong, Inho Rutherford, Alex Cebrian, Manuel |
author_sort | Ferreira, Leonardo N. |
collection | PubMed |
description | Protest diffusion is a cascade process that can spread over different regions of the planet. The way and the extension that this phenomenon can occur is still not properly understood. Here, we empirically investigate this question using protest data from GDELT and ICEWS, two of the most extensive and longest-running data sets freely available. We divide the globe into grid cells and construct a temporal network for each data set where nodes represent cells and links are established between nodes if their protest events co-occur. We show that the temporal networks are small-world, indicating that the cells are directly linked or separated by a few steps on average. Furthermore, the average path lengths are decreasing through the years, which suggests that the world is becoming “smaller”. The persistent temporal hubs present in both data sets indicate that protests can spread faster through the hubs. This topological feature is consistent with the hypothesis that protests can quickly diffuse from one region to any other part of the globe. |
format | Online Article Text |
id | pubmed-8479126 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-84791262021-09-30 The small-world network of global protests Ferreira, Leonardo N. Hong, Inho Rutherford, Alex Cebrian, Manuel Sci Rep Article Protest diffusion is a cascade process that can spread over different regions of the planet. The way and the extension that this phenomenon can occur is still not properly understood. Here, we empirically investigate this question using protest data from GDELT and ICEWS, two of the most extensive and longest-running data sets freely available. We divide the globe into grid cells and construct a temporal network for each data set where nodes represent cells and links are established between nodes if their protest events co-occur. We show that the temporal networks are small-world, indicating that the cells are directly linked or separated by a few steps on average. Furthermore, the average path lengths are decreasing through the years, which suggests that the world is becoming “smaller”. The persistent temporal hubs present in both data sets indicate that protests can spread faster through the hubs. This topological feature is consistent with the hypothesis that protests can quickly diffuse from one region to any other part of the globe. Nature Publishing Group UK 2021-09-28 /pmc/articles/PMC8479126/ /pubmed/34584133 http://dx.doi.org/10.1038/s41598-021-98628-y Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Ferreira, Leonardo N. Hong, Inho Rutherford, Alex Cebrian, Manuel The small-world network of global protests |
title | The small-world network of global protests |
title_full | The small-world network of global protests |
title_fullStr | The small-world network of global protests |
title_full_unstemmed | The small-world network of global protests |
title_short | The small-world network of global protests |
title_sort | small-world network of global protests |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8479126/ https://www.ncbi.nlm.nih.gov/pubmed/34584133 http://dx.doi.org/10.1038/s41598-021-98628-y |
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