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In our work we analyse the political disaffection or "the subjective feelingof powerlessness, cynicism, and lack of confidence in the political process,politicians, and democratic institutions, but with no questioning of thepolitical regime" by exploiting Twitter data through machine learningtechniques. In order to validate the quality of the time-series generated bythe Twitter data, we highlight the relations of these data with politicaldisaffection as measured by means of public opinion surveys. Moreover, we showthat important political news of Italian newspapers are often correlated withthe highest peaks of the produced time-series.

Political Disaffection: a case study on the Italian Twitter community