{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:youtube_cowsepmobilelegendsshorts8487",
  "url": "https://koinonlink.com/kol/youtube/cowsepmobilelegendsshorts8487",
  "alternate": {
    "html": "https://koinonlink.com/kol/youtube/cowsepmobilelegendsshorts8487",
    "json": "https://koinonlink.com/kol/youtube/cowsepmobilelegendsshorts8487.json",
    "markdown": "https://koinonlink.com/kol/youtube/cowsepmobilelegendsshorts8487.md"
  },
  "identity": {
    "display_name": "Cowsep Mobile Legends Shorts",
    "handle": "cowsepmobilelegendsshorts8487",
    "platform": "youtube",
    "platform_url": "https://www.youtube.com/@cowsepmobilelegendsshorts8487",
    "website": null,
    "country": "US",
    "country_name": "United States",
    "location_text": null,
    "entity_type": "creator",
    "person_id": null,
    "person_id_note": "Cross-platform identity not resolved for this creator.",
    "other_accounts": [],
    "claimed": false,
    "claimed_note": "Not claimed. This says nothing about the creator — most profiles are simply not claimed yet.",
    "declared_accounts": []
  },
  "first_party": null,
  "reach": {
    "followers": 101000,
    "following": null,
    "posts_total": null,
    "posts_observed": 9,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "kol"
  },
  "engagement": {
    "status": "not_collected",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": null,
    "avg_interactions_per_post": null,
    "best_post_interactions": null,
    "measurement_source": null,
    "measurement_formula": null,
    "comparable_pool": null,
    "status_note": "Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.",
    "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": {
    "bio": "You can find my streams on my other Youtube channel, on the weekend.",
    "topics": [
      "MLBB Philippines server gameplay and player behavior",
      "Hero mechanics, outplays, and first-time hero experiments",
      "Skin draws, purchases, and new skin showcases",
      "Ranked frustrations like Dark System and revenge matches"
    ],
    "topics_en": [
      "MLBB Philippines server gameplay and player behavior",
      "Hero mechanics, outplays, and first-time hero experiments",
      "Skin draws, purchases, and new skin showcases",
      "Ranked frustrations like Dark System and revenge matches"
    ],
    "topics_zh": [
      "MLBB 菲律宾服游戏玩法与玩家行为",
      "英雄机制、精彩操作与首玩英雄尝试",
      "皮肤抽奖、购买与新皮肤展示",
      "排位烦恼，如黑暗系统与复仇局"
    ],
    "category": "gaming",
    "category_label": "Gaming",
    "subcategory": "mobile",
    "subcategory_label": "Mobile games",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Mobile Legends: Bang Bang players who enjoy short gameplay clips, especially on the Philippines server",
    "roles": [
      "consumer"
    ],
    "seniority": "consumer",
    "pain_points": [
      "Frustration with 'Dark System' and bad teammates in ranked matches",
      "Uncertainty about specific hero passives, skills, and mechanics",
      "High diamond cost and RNG for desirable skins and draws",
      "Toxic player behavior like repeated TP TP on Philippines server"
    ],
    "posts_analysed": 48,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.6,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 57,
    "authenticity_basis": "profile_shape_only",
    "authenticity_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.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 57,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "B",
      "scale": [
        "A",
        "B",
        "C",
        "quarantine",
        null
      ],
      "value_meanings": {
        "A": "Strong fit for Koinon partner outreach.",
        "B": "Moderate fit.",
        "C": "Weak fit, or never scored.",
        "quarantine": "Flagged for manual review. Excluded from Koinon published statistics, but creator search still RETURNS these profiles unless you pass exclude_anomalous:true — check quality.flagged_for_review.",
        "null": "Never scored."
      },
      "measures": "koinon_partner_outreach_fit",
      "basis": "koinon_bd_fit_and_engagement",
      "formula": "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.",
      "comparable_across_platforms": false,
      "interpretation": "NOT a quality score and NOT fit for your campaign — it grades Koinon own partner-outreach interest in gaming, e-commerce and software. A \"C\" usually means \"outside those industries\" or \"not yet scored\".",
      "explained_at": "https://koinonlink.com/for-ai#koinon_bd_grade"
    },
    "interpretation": "Signals for triage, not verdicts. A flag means the profile is worth a manual check."
  },
  "evidence": [
    {
      "evidence_id": "youtube_cowsepmobilelegendsshorts8487#fcb77ec1",
      "type": "creator_content",
      "excerpt": "Filipinos in MLBB are pretty kind  #mobilelegends",
      "source_url": "https://www.youtube.com/@cowsepmobilelegendsshorts8487",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_cowsepmobilelegendsshorts8487#20a52eb7",
      "type": "creator_content",
      "excerpt": "Are there bots in Philippines Mobile Legends Epic Rank?  #mobilelegends",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_cowsepmobilelegendsshorts8487#5864bb9d",
      "type": "creator_content",
      "excerpt": "I bet they regretted this decision  #mobilelegends",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_cowsepmobilelegendsshorts8487#b13e4a74",
      "type": "creator_content",
      "excerpt": "This is the best SPELL in Mobile Legends?",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_cowsepmobilelegendsshorts8487#fe15c915",
      "type": "creator_content",
      "excerpt": "What do you think? Was it an outplay or is he just bad? #mobilelegends",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_cowsepmobilelegendsshorts8487#aa7ffb09",
      "type": "creator_content",
      "excerpt": "You shouldn't mess with someone that has such great skill at Hanabi #mobilelegends",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_cowsepmobilelegendsshorts8487#0f407efc",
      "type": "creator_content",
      "excerpt": "Bro should be HONORED to have been destroyed by me... #mobilelegendsbangbang",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_cowsepmobilelegendsshorts8487#9aa79fd0",
      "type": "creator_content",
      "excerpt": "Do NOT ever TP TP me - I don't care if its Philippines server or not! #mobilelegends",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    }
  ],
  "provenance": [
    {
      "field": "audience.description",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 25,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 25,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 25,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "commercial.audience_buyer_fit",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer",
      "note": "Relative signal within Koinon indexing, not a market-wide score."
    },
    {
      "field": "commercial.promotion_intent",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 15,
      "method": "profile_snapshot_and_engagement_ratio_heuristic",
      "note": "Means \"worth a manual check\", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person."
    },
    {
      "field": "quality.authenticity_score",
      "source_type": "heuristic",
      "confidence": 0.25,
      "freshness_days": 0,
      "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.",
      "note": "The input set differs by platform; do not compare this score across platforms."
    },
    {
      "field": "quality.koinon_bd_grade",
      "source_type": "ai_inferred",
      "confidence": 0.5,
      "freshness_days": 15,
      "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.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 15,
      "method": "platform_profile"
    }
  ],
  "method_notes": {
    "llm_persona_from_recent_content": "Computed from posts read live at analysis time; those posts are NOT retained. The excerpts in evidence[] are separately collected profile content and are NOT the inputs to this inference. Do not cite them as its supporting evidence."
  },
  "freshness": {
    "profile_checked_days_ago": 15,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 25,
    "generated_at": "2026-09-03T16:23:11.160Z"
  },
  "retrieval": {
    "indexing_requests": 1,
    "user_triggered_requests": 0,
    "last_user_triggered_day": null,
    "note": "Being indexed in bulk is not the same as being retrieved to answer a question."
  },
  "relationships": {
    "platform_entity": "https://koinonlink.com/creators/youtube",
    "category_entity": "https://koinonlink.com/product-category/gaming"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=youtube_cowsepmobilelegendsshorts8487",
    "removal_url": "https://koinonlink.com/claim?k=youtube_cowsepmobilelegendsshorts8487"
  }
}