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<?xml version="1.0" standalone="yes"?> <Paper uid="E06-2031"> <Title>Why Are They Excited? Identifying and Explaining Spikes in Blog Mood Levels</Title> <Section position="1" start_page="0" end_page="0" type="abstr"> <SectionTitle> Abstract </SectionTitle> <Paragraph position="0"> We describe a method for discovering irregularities in temporal mood patterns appearing in a large corpus of blog posts, and labeling them with a natural language explanation. Simple techniques based on comparing corpus frequencies, coupled with large quantities of data, are shown to be effective for identifying the events underlying changes in global moods.</Paragraph> </Section> class="xml-element"></Paper>