{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:twitch_biggie",
  "url": "https://koinonlink.com/kol/twitch/biggie",
  "alternate": {
    "html": "https://koinonlink.com/kol/twitch/biggie",
    "json": "https://koinonlink.com/kol/twitch/biggie.json",
    "markdown": "https://koinonlink.com/kol/twitch/biggie.md"
  },
  "identity": {
    "display_name": "BIGGIE",
    "handle": "biggie",
    "platform": "twitch",
    "platform_url": "https://www.twitch.tv/biggie",
    "website": null,
    "country": null,
    "country_name": null,
    "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": 42281,
    "following": null,
    "posts_total": null,
    "posts_observed": 141,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "koc"
  },
  "engagement": {
    "status": "source_unlabelled",
    "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 figures exist but their source was not labelled. Treat them as unusable: without the source we cannot say which quantity was measured. This is a bug on our side, not a property of the creator.",
    "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": "",
    "topics": [
      "GTA RP gaming (NoPixel, Tarisland)",
      "Streamer community and content creation",
      "Brazilian gaming culture and online communities",
      "Roleplay character development and in-game lore",
      "Streaming challenges and technical performance issues",
      "Community dynamics and social hierarchy in online games"
    ],
    "topics_en": [
      "GTA RP gaming (NoPixel, Tarisland)",
      "Streamer community and content creation",
      "Brazilian gaming culture and online communities",
      "Roleplay character development and in-game lore",
      "Streaming challenges and technical performance issues",
      "Community dynamics and social hierarchy in online games"
    ],
    "topics_zh": [
      "GTA RP 游戏 (NoPixel, Tarisland)",
      "主播社群与内容创作",
      "巴西游戏文化与线上社群",
      "角色扮演角色塑造与游戏内背景故事",
      "直播挑战与技术性能问题",
      "社群动态与网络游戏中的社会等级"
    ],
    "category": "gaming",
    "category_label": "Gaming",
    "subcategory": "pc_console",
    "subcategory_label": "PC / console",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Twitch streamers and GTA RP players, primarily Brazilian fans of NoPixel and Tarisland roleplay servers",
    "roles": [
      "content"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to gain visibility and build a following on competitive GTA RP servers like NoPixel",
      "Frustrated by server lag and technical issues that disrupt gameplay and streaming experience",
      "Feeling excluded or undervalued in the community due to lack of recognition or status",
      "Difficulty maintaining consistent content output for their own channel while staying active in the RP world"
    ],
    "posts_analysed": 23,
    "confidence": 0.6,
    "traceable": false,
    "traceable_note": "The posts this inference was computed from are NOT retained, so this conclusion cannot be traced back to its inputs. evidence[] holds separately collected profile content and is NOT the input to this inference — do not cite it as support. confidence is a number the model reported about its own reading, NOT a measure of verifiability: a high confidence with traceable=false is still an untraceable claim."
  },
  "commercial": {
    "audience_buyer_fit": 0.8,
    "promotion_intent": 0.7,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 59,
    "authenticity_basis": "engagement_observed",
    "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": 59,
    "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": "twitch_biggie#2991e1b7",
      "type": "creator_content",
      "excerpt": "[DROPS ON] MORTAL BRASIL ALL DAY | DAY 8 @BIGGIE !noping",
      "source_url": "https://www.twitch.tv/biggie",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_biggie#7d681da0",
      "type": "creator_content",
      "excerpt": "[DROPS ON] ANOTHER DAY A BRAZILIAN SURVIVOR | DAY 7 @BIGGIE !streamersuniversity !noping",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_biggie#8c8d228d",
      "type": "creator_content",
      "excerpt": "KTB x GSF CLASH",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_biggie#89bab10c",
      "type": "creator_content",
      "excerpt": "Highlight: REACT ASSIMILACAO RPG - DIA 0 | ! TEAMMALIK ! MALIK",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_biggie#563aa109",
      "type": "creator_content",
      "excerpt": "Highlight: AYYYY TAMO ON | LIL D - nopixel | 🟣 Siga - nos !BIGGIE #ASRPG <- DOMINGO AS 17:00 no @rakin",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_biggie#99e7ee71",
      "type": "creator_content",
      "excerpt": "THE ISLE !CACTUS❄️BIGGIE !data !prodigyrp !pix !contato",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_biggie#d27912c6",
      "type": "creator_content",
      "excerpt": "Highlight: LIL D | PRODIGY 2.0 |❄️BIGGIE !pix !contato #TarislandS1 #PlayTarisland #TarislandSkyfireRitual #TarisThanksgiving !tarisland",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_biggie#5fcdc320",
      "type": "creator_content",
      "excerpt": "Highlight: TARISLAND - \"TOP 1 PALADIN BR \" #tarlislandcontentcreator !pix NOVO CANAL \"THE RPG\"",
      "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": 0.6,
      "freshness_days": 44,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 44,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 44,
      "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": 44,
      "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": 44,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 22,
      "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": 0.5,
      "freshness_days": 44,
      "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": 22,
      "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": 22,
      "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": 22,
    "content_analysed_days_ago": 44,
    "audience_updated_days_ago": 44,
    "generated_at": "2026-10-23T04:20:59.184Z"
  },
  "retrieval": {
    "indexing_requests": 5,
    "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/twitch",
    "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=twitch_biggie",
    "removal_url": "https://koinonlink.com/claim?k=twitch_biggie"
  }
}