Divided We Rule: Influencer Polarization on Twitter During Political
Crises in India
- URL: http://arxiv.org/abs/2105.08361v1
- Date: Tue, 18 May 2021 08:38:16 GMT
- Title: Divided We Rule: Influencer Polarization on Twitter During Political
Crises in India
- Authors: Saloni Dash, Dibyendu Mishra, Gazal Shekhawat, Joyojeet Pal
- Abstract summary: We use Google's Universal Sentence (USE) to encode the tweets of 6k influencers and 26k Indian politicians during political crises in India.
We obtain aggregate vector representations of the influencers based on their tweet embeddings.
We find that while on COVID-19 there is a confluence of influencers on the side of the government, on three other contentious issues around citizenship, Kashmir's statehood, and farmers' protests, it is mainly government-aligned fan accounts that amplify the incumbent's positions.
- Score: 5.861653129876749
- License: http://creativecommons.org/licenses/by-nc-nd/4.0/
- Abstract: Influencers are key to the nature and networks of information propagation on
social media. Influencers are particularly important in political discourse
through their engagement with issues, and may derive their legitimacy either
solely or partly through online operation, or have an offline sphere of
expertise such as entertainers, journalists etc. To quantify influencers'
political engagement and polarity, we use Google's Universal Sentence Encoder
(USE) to encode the tweets of 6k influencers and 26k Indian politicians during
political crises in India. We then obtain aggregate vector representations of
the influencers based on their tweet embeddings, which alongside retweet graphs
help compute the stance and polarity of these influencers with respect to the
political issues. We find that while on COVID-19 there is a confluence of
influencers on the side of the government, on three other contentious issues
around citizenship, Kashmir's statehood, and farmers' protests, it is mainly
government-aligned fan accounts that amplify the incumbent's positions. We
propose that this method offers insight into the political schisms in
present-day India, but also offers a means to study influencers and
polarization in other contexts.
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