# Doug (@DougGambles) on x

- id: koinon:creator:x_douggambles
- url: https://koinonlink.com/kol/x/DougGambles
- schema_version: 1.4

## Identity
- platform: x
- handle: DougGambles
- platform_url: https://twitter.com/DougGambles
- website: http://kick.com/doug
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 7774
- following: 794
- posts_total: 10273
- posts_observed: 2
- posts_per_day: 3.96
- account_age_days: 2594
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00077
- best_post_interactions: 6
- 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: gaming
- subcategory: igaming
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: 赌场直播与高额投注, 赢钱/输钱故事分享, Degen赌博生活方式, 黑杰克等具体游戏反应
- bio: 🎰 Guaranteed #1 rewards system in the entire scene 
💵 $30000 WEEKLY LEADERBOARD: https://t.co/s2KvICrf98 
💎 $3.5M+ Given away 
❓Question? - DM me
🐟 100% Raw Money

## Audience (inferred)
- status: present
- description: Online casino players and degen gamblers, primarily interested in high-stakes betting, live casino streams, and money-win stories for entertainment
- roles: consumer
- seniority: consumer
- pain_points: Frequently losing large sums of money in gambling yet unable to stop, Being approached or resented by fake friends after winning, Seeking reliable casino platforms and avoiding scams, Dealing with emotions and impulsive recharging after a losing streak
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 65
- authenticity_basis: engagement_observed
- credibility_score: 80
- flagged_for_review: false
- koinon_bd_grade: B — 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_douggambles#e64823bc] The #1 question I get about the fact I have no nipples is… “Do you get phantom/feeling they use to be there?” No dude I’m not rubbing where my nips use to be??? https://t.co/rkziG5suOW (https://twitter.com/DougGambles)
- [x_douggambles#929d4aa8] How real friends reply to you winning big after degening: Bang!!! Now stop being a retard. How fake friends react to you winning big degening: When me? You know what I could do with that money? Send me some? How can you pay me this much for helping you but you win that big?
- [x_douggambles#ca93e4e7] He also deposited $3,000,000 on @Roobet and won $2,000,000 in two hands… I would sell my kidneys to see his brain scan 😭😭
- [x_douggambles#9c40e32a] Mr Brunelle you can reach out to me or @yungreal69 anytime mate. https://t.co/IM3LuNelFw
- [x_douggambles#640ab2ba] Test
- [x_douggambles#2326fffa] Mfw dealer pulls an 8 card 21 on an all in split split double double on blackjack. https://t.co/PlEsGSb00i
- [x_douggambles#6eedacf3] Chat: Why are you depositing again? Streamer: This site has been very good to us, with the exception,

## 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=108, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 10
- 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_douggambles
- Request removal: https://koinonlink.com/claim?k=x_douggambles
- Terms: https://koinonlink.com/for-ai