# Thu Dung | Ella (@DungAdeva123) on x

- id: koinon:creator:x_dungadeva123
- url: https://koinonlink.com/kol/x/DungAdeva123
- schema_version: 1.4

## Identity
- platform: x
- handle: DungAdeva123
- platform_url: https://twitter.com/DungAdeva123
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3671
- following: 1573
- posts_total: 1494
- posts_observed: 1
- posts_per_day: 1.82
- account_age_days: 821
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00109
- best_post_interactions: 4
- 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: lifestyle
- subcategory: parenting
- category_confidence: 0.7
- category_source: derived_from_recent_content
- topics: 孕期生活, 积极心态, 简单生活

## Audience (inferred)
- status: present
- description: Audience is unclear due to limited content—only 3 personal pregnancy shares available
- roles: none
- seniority: consumer
- posts_analysed: 3
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.2
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 56
- authenticity_basis: engagement_observed
- credibility_score: 56
- 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_dungadeva123#f2879563] Bụng dạ nặng nề lắm rồi nhưng tinh thần vẫn luôn vui tươi năng lượng nè 😛😛 https://t.co/sOhSo1mhm7 (https://twitter.com/DungAdeva123/status/2054062509427151260)
- [x_dungadeva123#d7f50d94] Biết đủ là đủ, sống giản đơn mỗi ngày, miễn sao thấy thảnh thơi nhẹ nhàng là được 😊 #babau #mangthai #mebauxaykenh https://t.co/r8xuV02LfG
- [x_dungadeva123#ec08cc1a] Năm 30 tuổi, bầu tập 2, Dung cùng chồng lăn lộn làm việc cả ngày lẫn đêm cho tới buổi sáng đi sinh Bảo Bảo cũng xử lý xong mớ đơn hàng rồi mới đi. Lúc chuyển bụng nằm trong viện thì ông xã chạy giao hàng khắp nơi để kịp cho khách, ổng không hề biết vợ đau đẻ nó thế nào luôn á, si

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, 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=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=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=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: 78
- audience_updated_days_ago: 76

## 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=x_dungadeva123
- Request removal: https://koinonlink.com/claim?k=x_dungadeva123
- Terms: https://koinonlink.com/for-ai