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dc.contributor.authorSzell, Michael
dc.contributor.authorRatti, Carlo
dc.contributor.authorGrauwin, Sebastian
dc.date.accessioned2014-04-16T19:57:35Z
dc.date.available2014-04-16T19:57:35Z
dc.date.issued2014-02
dc.date.submitted2013-09
dc.identifier.issn1932-6203
dc.identifier.urihttp://hdl.handle.net/1721.1/86186
dc.description.abstractQuantifying regularities in behavioral dynamics is of crucial interest for understanding collective social events such as panics or political revolutions. With the widespread use of digital communication media it has become possible to study massive data streams of user-created content in which individuals express their sentiments, often towards a specific topic. Here we investigate messages from various online media created in response to major, collectively followed events such as sport tournaments, presidential elections, or a large snow storm. We relate content length and message rate, and find a systematic correlation during events which can be described by a power law relation—the higher the excitation, the shorter the messages. We show that on the one hand this effect can be observed in the behavior of most regular users, and on the other hand is accentuated by the engagement of additional user demographics who only post during phases of high collective activity. Further, we identify the distributions of content lengths as lognormals in line with statistical linguistics, and suggest a phenomenological law for the systematic dependence of the message rate to the lognormal mean parameter. Our measurements have practical implications for the design of micro-blogging and messaging services. In the case of the existing service Twitter, we show that the imposed limit of 140 characters per message currently leads to a substantial fraction of possibly dissatisfying to compose tweets that need to be truncated by their users.en_US
dc.description.sponsorshipEricsson Inc. (‘‘Signature of Humanity’’ fellowship)en_US
dc.language.isoen_US
dc.publisherPublic Library of Scienceen_US
dc.relation.isversionofhttp://dx.doi.org/10.1371/journal.pone.0089052en_US
dc.rightsCreative Commons Attributionen_US
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/en_US
dc.sourcePLoSen_US
dc.titleContraction of Online Response to Major Eventsen_US
dc.typeArticleen_US
dc.identifier.citationSzell, Michael, Sébastian Grauwin, and Carlo Ratti. “Contraction of Online Response to Major Events.” Edited by Jesus Gomez-Gardenes. PLoS ONE 9, no. 2 (February 26, 2014): e89052.en_US
dc.contributor.departmentMassachusetts Institute of Technology. Department of Urban Studies and Planningen_US
dc.contributor.departmentMassachusetts Institute of Technology. SENSEable City Laboratoryen_US
dc.contributor.mitauthorSzell, Michaelen_US
dc.contributor.mitauthorGrauwin, Sebastianen_US
dc.contributor.mitauthorRatti, Carloen_US
dc.relation.journalPLoS ONEen_US
dc.eprint.versionFinal published versionen_US
dc.type.urihttp://purl.org/eprint/type/JournalArticleen_US
eprint.statushttp://purl.org/eprint/status/PeerRevieweden_US
dspace.orderedauthorsSzell, Michael; Grauwin, Sébastian; Ratti, Carloen_US
dc.identifier.orcidhttps://orcid.org/0000-0003-2026-5631
mit.licensePUBLISHER_CCen_US
mit.metadata.statusComplete


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