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Temporal Drift of Emoji Sentiment in GitHub Issue Titles
This page explores the 'temporal drift' of emoji sentiment found within the titles of GitHub issue reports. We analyse the average sentiment score of emojis used in titles, offering a unique insight into how developers and users feel about reported bugs and feature requests over time. This metric is novel as it specifically contextualises emoji sentiment within the technical domain of software development, an area not typically covered by general sentiment analysis tools.
Our data is derived from publicly available GitHub issue titles across various repositories. We calculate the proportion of titles that include emojis and the average sentiment score of those emojis. This provides a nuanced view beyond simple emoji counts, highlighting shifts in community mood, frustration, or enthusiasm as software evolves. Understanding this can help project maintainers better gauge community reception and prioritise work.