# DUNHILL MILD (@andhy_ds) on x

- id: koinon:creator:x_andhy_ds
- url: https://koinonlink.com/kol/x/andhy_ds
- schema_version: 1.4

## Identity
- platform: x
- handle: andhy_ds
- platform_url: https://twitter.com/andhy_ds
- website: https://shopee.co.id/andhydunhill
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1205
- following: 1095
- posts_total: 34147
- posts_observed: 1
- posts_per_day: 6.329
- account_age_days: 5395
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00415
- best_post_interactions: 5
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- 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: ecommerce
- subcategory: dtc_brand
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: personal development, financial independence, self-love journey, future planning, relationship milestones
- bio: Hanya pedagang biasa yang kelak jadi nasabah prioritas bank BCA
Temukan Saya di @sportamax dan di @angkringankochenkoren

## Audience (inferred)
- status: present
- description: Individuals seeking personal growth and financial freedom, primarily young adults in early stages of self-discovery and relationship planning
- roles: general_ai
- seniority: learner
- pain_points: Struggling with balancing personal identity and romantic relationships, Feeling uncertain about long-term life direction and purpose, Facing pressure to commit to marriage or major life decisions without clear financial stability
- posts_analysed: 4
- 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: 42
- authenticity_basis: engagement_observed
- credibility_score: 42
- 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
- [x_andhy_ds#cbdac099] Harusnya skrg kita makin erat, merencanakan bagaimana masa depan, berdiskusi dan cari solusi soal perbedaan kita, lalu awal Q2 2027 kita menikah, sederhana saja. Yang penting setelah itu kita liburan ke Bali dan Jepang, mencicipi matcha asli dr Jepang, harusnya. https://t.co/mIIA (https://twitter.com/andhy_ds/status/1999436340845494557)
- [x_andhy_ds#45d7db48] Sepertinya Aku akan menutup bab percintaan ku 1 tahun ini untuk lebih mencintai diriku sendiri dahulu, langsung saja infokan trip liburan ke luar negeri itu. Ayo kita gass, gunakan waktu mu yang bebas dan uang mu yang banyak itu untuk dirimu sendiri, persetan dengan cinta. Hahaha
- [x_andhy_ds#990ab904] Aku kalau ketemu versi cewek dari diriku sekarang? Wah udah finansial freedom dan mungkin kami akan keliling dunia menghabiskan tabungan ini. 🤣 Tapi Aku sadar peluang nya 0,01% alias ya nggak mungkin Aku pdkt sama 10.000 cewek buat cari 1, jadi nggak masalah buatku marrying down
- [x_andhy_ds#9bf2ff56] Aku punya visi hidu

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=111, 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=80, 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=111, 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=111, method=platform_profile

## Freshness
- profile_checked_days_ago: 111
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 12
- 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=x_andhy_ds
- Request removal: https://koinonlink.com/claim?k=x_andhy_ds
- Terms: https://koinonlink.com/for-ai