Eesti alamredditi korpuse loomine ning analüüs

dc.contributor.advisorOrasmaa, Siim, juhendaja
dc.contributor.authorTamm, Tauno
dc.contributor.otherTartu Ülikool. Loodus- ja täppisteaduste valdkondet
dc.contributor.otherTartu Ülikool. Arvutiteaduse instituutet
dc.date.accessioned2024-09-26T07:29:16Z
dc.date.available2024-09-26T07:29:16Z
dc.date.issued2024
dc.description.abstractReddit is the world's largest forum, visited by about 1.2 billion users monthly. The largest Estonian subreddit is r/Eesti. This master's thesis involved creating a language corpus based on the data from r/Eesti and analyzing the data therein. The analysis addressed questions on how and when posts are made and what they discuss. For answering these research questions, various transformer-type models were fine-tuned for sentiment analysis, the Python language detection library Lingua was used for language detection, and BERTopic was employed for topic analysis. The results revealed that the r/Eesti subreddit can be considered bilingual, as a significant portion of posts and comments are also in English. The sentiment analysis exhibited that users posting and commenting in Estonian are mostly negative, while those who write in English tend to be neutral, with a slight lean towards positivity. In both languages, “Education” is the most common topic.
dc.identifier.urihttps://hdl.handle.net/10062/104920
dc.language.isoen
dc.publisherTartu Ülikoolet
dc.rightsAttribution-NonCommercial-NoDerivs 3.0 Estoniaen
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/3.0/ee/
dc.subjectReddit
dc.subjectNatural Language Processing
dc.subjectSentiment Analysis
dc.subjectLanguage Detection
dc.subjectr/Eesti
dc.subjectBERTopic
dc.subject.othermagistritöödet
dc.subject.otherinformaatikaet
dc.subject.otherinfotehnoloogiaet
dc.subject.otherinformaticsen
dc.subject.otherinfotechnologyen
dc.titleEesti alamredditi korpuse loomine ning analüüs
dc.typeThesisen

Files

Original bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
Tamm_andmeteadus_2024.pdf
Size:
2.35 MB
Format:
Adobe Portable Document Format