Healthc Inform Res.  2023 Jul;29(3):269-279. 10.4258/hir.2023.29.3.269.

Sentiment and Topic Modeling Analysis on Twitter Reveals Concerns over Cannabis-Containing Food after Cannabis Legalization in Thailand

Affiliations
  • 1Research Center, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
  • 2Ramathibodi Poison Center, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
  • 3Department of Medicine, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
  • 4Department of Microbiology, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand

Abstract


Objectives
Twitter has been used to express a diverse range of public opinions about cannabis legalization in Thailand. The purpose of this study was to observe changes in sentiments after cannabis legalization and to investigate health-related topics discussed on Twitter.
Methods
Tweets in Thai and English related to cannabis were scraped from Twitter between May 1 and June 13, 2022, during cannabis legalization in Thailand. Sentiment and topic-modeling analyses were used to compare the content of tweets before and after legalization. Health-related topics were manually grouped into categories by their content and rated according to the number of corresponding tweets.
Results
We collected 21,242 and 6,493 tweets, respectively, for Thai and English search terms. A sharp increase in the number of tweets related to cannabis legalization was detected at the time of its public announcement. Sentiment analysis in the Thai search group showed a significant change (p < 0.0001) in sentiment distribution after legalization, with increased negative and decreased positive sentiments. A significant change was not found in the English search group (p = 0.4437). Regarding cannabis-containing food as a leading issue, topic-modeling analysis revealed public concerns after legalization in the Thai search group, but not the English one. Topics related to cannabis tourism surfaced only in the English search group.
Conclusions
Since cannabis legalization, the primary health-related concern has been cannabis-containing food. Education and clear regulations on cannabis use are required to strengthen oversight of cannabis in the Thai population, as well as among medical tourists.

Keyword

Cannabis, Legislation, Social Media, Sentiment Analysis, Thailand

Figure

  • Figure 1 Illustration of dynamics of tweets from May 1 to June 13, 2022. Two different languages (Thai and English) search terms are utilized: (A) cannabis (TH) and (B) cannabis (EN).

  • Figure 2 Demonstration of sentiment distribution before and after legalization. Two different languages (Thai and English) search terms are utilized: (A) cannabis (TH) and (B) cannabis (EN).

  • Figure 3 Illustration of the distribution of health-related categories according to the total number of related tweets. Two different languages (Thai and English) search terms are utilized: cannabis (TH) and cannabis (EN).


Reference

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