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...
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creator | Mocanu, Delia Baronchelli, Andrea Perra, Nicola Gonçalves, Bruno Zhang, Qian Vespignani, Alessandro |
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. |
doi_str_mv | 10.1371/journal.pone.0061981 |
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subjects | Big Data Blogging Computation and Language Computer Science Computer security Computers and Society Cybersecurity Data management Data mining Data Mining - methods Data processing Datasets Digital data Election results Engineering Geographical distribution Geography Homogeneity Human resources Humans Indicators Internet Knowledge management Laboratories Language Languages Linguistics Linguistics - methods Local elections Mathematics Microblogs Neighborhoods Reliability Social and Behavioral Sciences Social and Information Networks Social factors Social life & customs Social Media Social networks Social research Statistical analysis Statistics Studies Surveys Trends |
title | The Twitter of Babel: mapping world languages through microblogging platforms |
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