Journal of Information Technology & Politics · 2016 · 29 citations · 33 references
Social SciencesPolitical CommunicationPolitical SciencePolitical BehaviorSocial Media AnalyticsText AnalyticsOpinion MiningParty IdentificationPolitical PolarizationPublic Opinion MeasurementSocial MediaSocial Media PoliticsPolarity ClassificationPolarity DetectionPolarizationPolarization In Political DiscoursePolitical Polarization AnalysisPolitical Sentiment AnalysisSocial Media Political CommunicationSocial Media Sentiment
We present a new approach to measuring political polarization, including a novel algorithm and open source Python code, which leverages Twitter content to produce measures of polarization for both users and hashtags. #Polar scores provide advantages over existing measures because they (a) can be calculated throughout the legislative cycle, (b) allow for easy differentiation between users with similar scores, (c) are chamber-agnostic, and (d) are a generic approach that can be applied beyond the U.S. Congress. #Polar scores leverage available information such as party labels, word frequency, and hashtags to create an accessible, straightforward algorithm for estimating polarity using text.
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An Economic Theory of Democracy.
Edward C. Banfield, Anthony J. Downs · Midwest Journal of Political Science · 1958 · 18.9K citations
Framing: Toward Clarification of a Fractured Paradigm
Robert M. Entman · Journal of Communication · 1993 · 15.5K citations
An Economic Theory of Democracy
Dwaine Marvick, Anthony J. Downs · The Western Political Quarterly · 1960 · 4.3K citations
Applied Physics Letters · 2000 · 3.6K citations · Full text