# bunga_wany92 (@bunga_wany92) on threads

- id: koinon:creator:threads_bunga_wany92
- url: https://koinonlink.com/kol/threads/bunga_wany92
- schema_version: 1.4

## Identity
- platform: threads
- handle: bunga_wany92
- platform_url: https://www.threads.net/@bunga_wany92
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 683
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.13616
- best_post_interactions: 93
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: lifestyle
- subcategory: beauty
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: 奢侈品购物, 香水美容, 射击爱好, 减肥, 日常生活
- bio: Tak bukak kelas maaf 🫶🏻

## Audience (inferred)
- status: present
- description: Everyday consumers, primarily young women in Malaysia, focused on daily life and personal sharing
- roles: none
- seniority: consumer
- pain_points: Hard to identify specific pain points, content is too scattered and personal
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.1
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 31
- authenticity_basis: engagement_observed
- credibility_score: 31
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [threads_bunga_wany92#14cf8835] Ysl libre cherry crush ni wangi bethol😂 (https://www.threads.com/@bunga_wany92/post/DXo4uHMkzVb)
- [threads_bunga_wany92#a8beab11] Sebab nk kurus aku sanggup cuk diri sendiri🤧 penat jd gemuk weeee
- [threads_bunga_wany92#fb0e23fd] pew pewww🤧
- [threads_bunga_wany92#9a77196b] 20m centre fire🤧
- [threads_bunga_wany92#d1a89996] Cantik betul view LRT 3 shah alam ni 🤧
- [threads_bunga_wany92#3771e31e] Layan 12 bore jom 🌝
- [threads_bunga_wany92#08264f27] Sebenarnya asalnye aku nk beli Chanel 25(RM28k), tapi sebab aku nak jimat duit aku beli LV dulu sbb LV vanity RM13k je, so penjimatan sebanyak RM15k hari ni, BIJAK TAK?😌 #sedapkanhati
- [threads_bunga_wany92#9560c7cf] Finally terjebak jgk, my 1st LV 🥹🫶🏻 Alhamdulillah self reward utk diri sendiri

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=109, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=78, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=109, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=109, method=platform_profile

## Freshness
- profile_checked_days_ago: 109
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 9
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=threads_bunga_wany92
- Request removal: https://koinonlink.com/claim?k=threads_bunga_wany92
- Terms: https://koinonlink.com/for-ai