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Data were harvested from three online venues (VibeSnap comments, Reddit thread r/MissAX , and Twitter hashtag #ExtraQuality) over a six‑month window (Oct 2023–Mar 2024). A total of comments were scraped, cleaned, and thematically coded using NVivo 13. The analysis employed Fairclough’s (1995) three‑dimensional framework (text, discursive practice, social practice). missax190321whitneywrightmysonsfiancee extra quality