Top phrases
Sorted by modeled mention frequency; Mandarin entries include English translations.
Most-mentioned current PKR officers
Modeled on the same reach scale as the prior dashboard; former officers are excluded.
| # | Officer / role | Mentions | Sentiment distribution | Main platforms |
|---|
Largest three-month sentiment changes
Monthly score range: −100 to +100. June and July retain the prior dashboard values; August is the new endpoint.
Method, interpretation and data gaps
Reading the audit
Mentions were conceptually de-duplicated by canonical URL/post and near-identical headline. Phrase matching included English, Malay, Simplified/Traditional Chinese and Tamil variants. Sentiment reflects the stance of the text toward PKR or the named figure—not the emotional tone of the article overall. Neutral includes factual, mixed and genuinely ambiguous references. Monthly score is (positive − negative) ÷ all classified mentions × 100. “Percentage change” is reported as percentage-point movement because conventional percent change becomes unstable around zero or negative baselines.