Partial replication of The Shadowy Lives of Emojis: An Analysis of a Hacktivist Collective’s Use of Emojis on Twitter.
Anonymous is a prominent international hacktivist collective that often targets corporations and governments for politically motivated reasons. They are unusual for having a robust social media presence since they are involved in serious cybercrime. Do Anonymous-affiliated Twitter users’ emoji use differ from a typical user’s emoji use? How can we explain differences? What different meanings may different emojis have?
main_collect.ipynb
- This notebook contains data collection and data filtering.fwg.json, fwr.json
- These files contain the ids of followers and friends pulled from the seed accounts.anonfwg.json
,anonfwr.json
- These files contain the ids of Anonymous-affiliated candidates after checking for alphanumeric variations of 'anonymous' and 'legion'.anonacc.json
- This file contains the ids, names, screen names, descriptions, and profile links of users from anonfwg.json and anonfwr.json with features to be used for supervised classification added.affiliation.csv
- This file contains the manually labelled affiliations of users in anonacc.json.atweets.json
,rtweets.json
- These files contain Anonymous-affliated tweets and randomly sampled tweets.main_analyze.ipynb
- This notebook contains data analysis and data visualization.wc_anon_emojis.png
,wc_random_emojis.png
- These files are WordClouds made with the Twitter Color Emoji font that display Anonymous-affliated tweet emojis and randomly sampled tweet emojis.