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Title: Unveiling the Allure of Model Media: Xia Qingzi and Meng Ruoyu

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3.4. Analytic Procedures

1. Content Coding – Multi‑label topic model (LDA) + visual feature extraction (OpenCV).
2. Network Mapping – Construct creator‑fan interaction graphs (nodes = users, edges =  comment/reply). Compute centrality, modularity.
3. Impact Verification – Apply Regression with Clustered Standard Errors (clusters = week) to predict VV, VWT, SAE from model‑media components.
4. Qualitative Deep‑Dive – Select top‑5 high‑impact videos per creator for narrative deconstruction (story‑arc, call‑to‑action, cultural references).

High-Definition Quality: Utilizing the latest in cinematography. Title: Unveiling the Allure of Model Media: Xia