A COVID-19 news coverage mood map of Europe

We present a COVID-19 news dashboard which visualizes sentiment in pandemic news coverage in different languages across Europe. The dashboard shows analyses for positive/neutral/negative sentiment and moral sentiment for news articles across countries and languages. First we extract news articles from news-crawl. Then we use a pre-trained multilingual BERT model for sentiment analysis of news article headlines and a dictionary and word vectors -based method for moral sentiment analysis of news articles. The resulting dashboard gives a unified overview of news events on COVID-19 news overall sentiment, and the region and language of publication from the period starting from the beginning of January 2020 to the end of January 2021.

[1]  Kyriaki Kalimeri,et al.  Predicting Demographics, Moral Foundations, and Human Values from Digital Behaviors , 2017, Comput. Hum. Behav..

[2]  Matt Taddy,et al.  The Geometry of Culture: Analyzing the Meanings of Class through Word Embeddings , 2018, American Sociological Review.

[3]  Hannes Mühleisen,et al.  DuckDB: an Embeddable Analytical Database , 2019, SIGMOD Conference.

[4]  Hannu Toivonen,et al.  EMBEDDIA Tools, Datasets and Challenges: Resources and Hackathon Contributions , 2021, HACKASHOP.

[5]  Kyriaki Kalimeri,et al.  Human Values and Attitudes towards Vaccination in Social Media , 2019, WWW.

[6]  Tapio Salakoski,et al.  Universal Lemmatizer: A sequence-to-sequence model for lemmatizing Universal Dependencies treebanks , 2019, Natural Language Engineering.

[7]  Norman Meuschke,et al.  news-please - A Generic News Crawler and Extractor , 2017, ISI.

[8]  Morteza Dehghani,et al.  Moralization in social networks and the emergence of violence during protests , 2018, Nature Human Behaviour.

[9]  Blaž Škrlj,et al.  Zero-Shot Learning for Cross-Lingual News Sentiment Classification , 2020, Applied Sciences.

[10]  Lukasz Kaiser,et al.  Attention is All you Need , 2017, NIPS.

[11]  Christiane Fellbaum,et al.  Book Reviews: WordNet: An Electronic Lexical Database , 1999, CL.

[12]  J. Graham,et al.  Moral Foundations Theory: The Pragmatic Validity of Moral Pluralism , 2012 .

[13]  Rico Sennrich,et al.  Neural Machine Translation of Rare Words with Subword Units , 2015, ACL.

[14]  Veselin Stoyanov,et al.  Unsupervised Cross-lingual Representation Learning at Scale , 2019, ACL.

[15]  Adrien Barbaresi Generic Web Content Extraction with Open-Source Software , 2019, KONVENS.

[16]  Guillaume Lample,et al.  Word Translation Without Parallel Data , 2017, ICLR.

[17]  Ming-Wei Chang,et al.  BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding , 2019, NAACL.