This research employs a comprehensive methodology to delve into public sentiments surrounding the Israeli–Palestinian conflict, incorporating unconventional data sources—YouTube comments and Mastodon. Departing from the traditional reliance on Twitter, our systematic approach involves keyworddriven content identification, leveraging Google Trends to establish five pivotal keywords. Mastodon searches employed straightforward hashtag strategies, while the intricacies of YouTube required an exclusive focus on official newspaper channels to mitigate polarization risks. Rigorous data cleaning ensued, retaining only English-language texts and eliminating extraneous elements. The resulting dataset was subjected to Sentiment Analysis and Emotion Detection, providing a nuanced understanding of public sentiments across platforms, totaling 253.3 K texts.

Public sentiment on the Israeli–Palestinian conflict: insights from YouTube, Mastodon, and Google Trends

Francesco Mazzeo Rinaldi
Primo
;
Vincenzo Miracula
Secondo
;
Antonio Picone
Penultimo
;
Ornella Occhipinti
Ultimo
2024-01-01

Abstract

This research employs a comprehensive methodology to delve into public sentiments surrounding the Israeli–Palestinian conflict, incorporating unconventional data sources—YouTube comments and Mastodon. Departing from the traditional reliance on Twitter, our systematic approach involves keyworddriven content identification, leveraging Google Trends to establish five pivotal keywords. Mastodon searches employed straightforward hashtag strategies, while the intricacies of YouTube required an exclusive focus on official newspaper channels to mitigate polarization risks. Rigorous data cleaning ensued, retaining only English-language texts and eliminating extraneous elements. The resulting dataset was subjected to Sentiment Analysis and Emotion Detection, providing a nuanced understanding of public sentiments across platforms, totaling 253.3 K texts.
2024
Behavioral data, information retrieval, NLP techniques
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.11769/634689
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