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A 2026 corpus linguistic study by Manal Alangari analyzed 2,184 Instagram bios, equally split between male and female Arab social media influencers. The research classified the most frequently used emojis by category and function using corpus-assisted tools. The dataset, shared on figshare, contains the supplementary file for this study.
Primary data is shared as a DOCX document (291.1 KB); users may need to extract structured data from the text.