{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:twitch_fragger_sandropt",
  "url": "https://koinonlink.com/kol/twitch/fragger_sandropt",
  "alternate": {
    "html": "https://koinonlink.com/kol/twitch/fragger_sandropt",
    "json": "https://koinonlink.com/kol/twitch/fragger_sandropt.json",
    "markdown": "https://koinonlink.com/kol/twitch/fragger_sandropt.md"
  },
  "identity": {
    "display_name": "fragger_sandropt",
    "handle": "fragger_sandropt",
    "platform": "twitch",
    "platform_url": "https://www.twitch.tv/fragger_sandropt",
    "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": 178763,
    "following": null,
    "posts_total": null,
    "posts_observed": 27,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "kol"
  },
  "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": [
      "Live FPS gaming streams",
      "Esports competitions (e.g. FNCS, Performance Cup)",
      "Streamer community engagement (e.g. giveaways, chat commands",
      "Gaming setup and performance optimization",
      "Casual and humorous stream moments",
      "Streamer identity and fan culture"
    ],
    "topics_en": [
      "Live FPS gaming streams",
      "Esports competitions (e.g. FNCS, Performance Cup)",
      "Streamer community engagement (e.g. giveaways, chat commands",
      "Gaming setup and performance optimization",
      "Casual and humorous stream moments",
      "Streamer identity and fan culture"
    ],
    "topics_zh": [
      "FPS 游戏直播",
      "电竞比赛 (例如 FNCS, Performance Cup)",
      "主播社群互动 (例如 抽奖, 聊天指令)",
      "游戏设置与性能优化",
      "休闲搞笑直播片段",
      "主播人设与粉丝文化"
    ],
    "category": "gaming",
    "category_label": "Gaming",
    "subcategory": "esports",
    "subcategory_label": "Esports",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Twitch live stream viewers and competitive gaming fans, primarily young male gamers interested in FPS gameplay, esports events, and real-time interaction during live streams",
    "roles": [
      "general_ai"
    ],
    "seniority": "consumer",
    "pain_points": [
      "Lack of engaging live stream interactions during gameplay",
      "Difficulty finding reliable and entertaining gaming content with real-time community participation",
      "Frustration with poor stream performance or lag during high-stakes matches",
      "Desire for authentic, unscripted moments from popular streamers"
    ],
    "posts_analysed": 19,
    "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": 0.9,
    "promotion_intent": 0.6,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 66,
    "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": 66,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "A",
      "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_fragger_sandropt#caa1dc3d",
      "type": "creator_content",
      "excerpt": "BORA BORA LIVE DE NOITE🔥| !giveaway | !exitlag | Code \"SANDRINHOS\" #ad | !social | !map | !donation",
      "source_url": "https://www.twitch.tv/fragger_sandropt",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fragger_sandropt#14aa25dd",
      "type": "creator_content",
      "excerpt": "Duo Reload cc🔥| !giveaway | !exitlag | Code \"SANDRINHOS\" #ad | !social | !map | !donation",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fragger_sandropt#2cc20757",
      "type": "creator_content",
      "excerpt": "Duo Reload cc🔥| !exitlag | Code \"SANDRINHOS\" #ad | !social | !map | !donation",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fragger_sandropt#ecab4d1e",
      "type": "creator_content",
      "excerpt": "PERFORMANCE CUP (NAC)🔥| !exitlag | Code \"SANDRINHOS\" #ad | !social | !map | !donation",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fragger_sandropt#eef93a22",
      "type": "creator_content",
      "excerpt": "PERFORMANCE CUP🔥| !exitlag | Code \"SANDRINHOS\" #ad | !social | !map | !donation",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fragger_sandropt#fba13bb2",
      "type": "creator_content",
      "excerpt": "SKIN CUP W/ LOWKEY🔥| !exitlag | Code \"SANDRINHOS\" #ad | !social | !map | !donation",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fragger_sandropt#2dab74c8",
      "type": "creator_content",
      "excerpt": "FNCS DIV 1 W/ SHERBYFN🔥| !exitlag | Code \"SANDRINHOS\" #ad | !social | !map | !donation",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_fragger_sandropt#86af5eb3",
      "type": "creator_content",
      "excerpt": "FNCS DIV CUP COM O INGLES🔥| !exitlag | Code \"SANDRINHOS\" #ad | !social | !map | !donation",
      "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": 40,
      "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": 40,
      "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": 40,
      "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": 40,
      "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": 40,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 38,
      "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": 40,
      "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": 38,
      "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": 38,
      "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": 38,
    "content_analysed_days_ago": 40,
    "audience_updated_days_ago": 40,
    "generated_at": "2026-10-23T02:01:49.790Z"
  },
  "retrieval": {
    "indexing_requests": 9,
    "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_fragger_sandropt",
    "removal_url": "https://koinonlink.com/claim?k=twitch_fragger_sandropt"
  }
}