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This technique has already been used previously to analyze the effectiveness of anti-smoking laws 18 , since it provides some advantages that can be summarized as: 1) it considers the average of the complete sample and measures its relative convergence, 2) it takes into account heterogeneities, which are based in a non-linear time-varying factorial model, 3) it considers heterogeneities, which depends on a non-linear time-varying factorial model, 4) it is robust to the unit root properties of the series, 5) the results are unbiased and consistent, and 6) eliminates the need for an ex-ante sample separation since it has a new algorithm based on data to determine the clusters of the subgroups of convergence

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Those caught with alternative smoking products, including e-cigarettes, heated-tobacco devices, and herbal vaporizers, face fines of HKD50,000 (approximately USD 6,400) and a potential 6-month jail term [2]Source: Hong Kong Department of Health, Smoking (Public Health) Amendment Ordinance 2026, dh.gov.hk

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