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The Twitter of Babel: Mapping World Languages through Microblogging Platforms
Large scale analysis and statistics of socio-technical systems that just a few short years ago would have required the use of consistent economic and human resources can nowadays be conveniently performed by mining the enormous amount of digital data produced by human activities. Although a characte...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3630228/ https://www.ncbi.nlm.nih.gov/pubmed/23637940 http://dx.doi.org/10.1371/journal.pone.0061981 |
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author | Mocanu, Delia Baronchelli, Andrea Perra, Nicola Gonçalves, Bruno Zhang, Qian Vespignani, Alessandro |
author_facet | Mocanu, Delia Baronchelli, Andrea Perra, Nicola Gonçalves, Bruno Zhang, Qian Vespignani, Alessandro |
author_sort | Mocanu, Delia |
collection | PubMed |
description | Large scale analysis and statistics of socio-technical systems that just a few short years ago would have required the use of consistent economic and human resources can nowadays be conveniently performed by mining the enormous amount of digital data produced by human activities. Although a characterization of several aspects of our societies is emerging from the data revolution, a number of questions concerning the reliability and the biases inherent to the big data “proxies” of social life are still open. Here, we survey worldwide linguistic indicators and trends through the analysis of a large-scale dataset of microblogging posts. We show that available data allow for the study of language geography at scales ranging from country-level aggregation to specific city neighborhoods. The high resolution and coverage of the data allows us to investigate different indicators such as the linguistic homogeneity of different countries, the touristic seasonal patterns within countries and the geographical distribution of different languages in multilingual regions. This work highlights the potential of geolocalized studies of open data sources to improve current analysis and develop indicators for major social phenomena in specific communities. |
format | Online Article Text |
id | pubmed-3630228 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-36302282013-05-01 The Twitter of Babel: Mapping World Languages through Microblogging Platforms Mocanu, Delia Baronchelli, Andrea Perra, Nicola Gonçalves, Bruno Zhang, Qian Vespignani, Alessandro PLoS One Research Article Large scale analysis and statistics of socio-technical systems that just a few short years ago would have required the use of consistent economic and human resources can nowadays be conveniently performed by mining the enormous amount of digital data produced by human activities. Although a characterization of several aspects of our societies is emerging from the data revolution, a number of questions concerning the reliability and the biases inherent to the big data “proxies” of social life are still open. Here, we survey worldwide linguistic indicators and trends through the analysis of a large-scale dataset of microblogging posts. We show that available data allow for the study of language geography at scales ranging from country-level aggregation to specific city neighborhoods. The high resolution and coverage of the data allows us to investigate different indicators such as the linguistic homogeneity of different countries, the touristic seasonal patterns within countries and the geographical distribution of different languages in multilingual regions. This work highlights the potential of geolocalized studies of open data sources to improve current analysis and develop indicators for major social phenomena in specific communities. Public Library of Science 2013-04-18 /pmc/articles/PMC3630228/ /pubmed/23637940 http://dx.doi.org/10.1371/journal.pone.0061981 Text en © 2013 Mocanu et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Mocanu, Delia Baronchelli, Andrea Perra, Nicola Gonçalves, Bruno Zhang, Qian Vespignani, Alessandro The Twitter of Babel: Mapping World Languages through Microblogging Platforms |
title | The Twitter of Babel: Mapping World Languages through Microblogging Platforms |
title_full | The Twitter of Babel: Mapping World Languages through Microblogging Platforms |
title_fullStr | The Twitter of Babel: Mapping World Languages through Microblogging Platforms |
title_full_unstemmed | The Twitter of Babel: Mapping World Languages through Microblogging Platforms |
title_short | The Twitter of Babel: Mapping World Languages through Microblogging Platforms |
title_sort | twitter of babel: mapping world languages through microblogging platforms |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3630228/ https://www.ncbi.nlm.nih.gov/pubmed/23637940 http://dx.doi.org/10.1371/journal.pone.0061981 |
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