{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:twitch_pandypung",
  "url": "https://koinonlink.com/kol/twitch/pandypung",
  "alternate": {
    "html": "https://koinonlink.com/kol/twitch/pandypung",
    "json": "https://koinonlink.com/kol/twitch/pandypung.json",
    "markdown": "https://koinonlink.com/kol/twitch/pandypung.md"
  },
  "identity": {
    "display_name": "pandypung",
    "handle": "pandypung",
    "platform": "twitch",
    "platform_url": "https://www.twitch.tv/pandypung",
    "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": 3785,
    "following": null,
    "posts_total": null,
    "posts_observed": 83,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "nano"
  },
  "engagement": {
    "status": "not_an_interaction_metric",
    "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": "twitch_concurrent_viewers",
    "measurement_formula": "concurrent viewers on a live stream — NOT post interactions, and not recomputable from a profile page",
    "comparable_pool": "twitch_presence",
    "status_note": "What Koinon collects on this platform is not post engagement (see measurement_formula), so no engagement rate is reported and this creator is excluded from cross-platform engagement benchmarks. The underlying number is still used for within-platform authenticity screening.",
    "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": [
      "Competitive gaming (Valorant)",
      "Twitch streaming performance",
      "Collectible card/game item trading (PSA, Prizm, Donruss)",
      "Random item drops and loot box mechanics",
      "Streamer monetization challenges",
      "High-stakes gaming wins and losses"
    ],
    "topics_en": [
      "Competitive gaming (Valorant)",
      "Twitch streaming performance",
      "Collectible card/game item trading (PSA, Prizm, Donruss)",
      "Random item drops and loot box mechanics",
      "Streamer monetization challenges",
      "High-stakes gaming wins and losses"
    ],
    "topics_zh": [
      "竞技游戏 (Valorant)",
      "Twitch直播表现",
      "收藏卡/游戏道具交易 (PSA, Prizm, Donruss)",
      "随机掉落与开箱机制",
      "主播盈利挑战",
      "高风险游戏输赢"
    ],
    "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 streamers and competitive gamers focused on esports and collectible card/game item trading, primarily playing Valorant and other competitive shooters",
    "roles": [
      "general_ai"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to maintain consistent income from streaming due to low viewership and lack of sponsorships",
      "Facing pressure to perform at a high level in competitive games like Valorant to attract attention and revenue",
      "Experiencing frustration with inconsistent rewards from random item drops in collectible trading",
      "Feeling isolated in the streaming community without strong support or financial backing"
    ],
    "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": 1,
    "promotion_intent": 0.5,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": null,
    "authenticity_basis": "unmeasured",
    "authenticity_method": "This profile has not been scored yet. The stored value is a placeholder, not a measurement, and is reported as null rather than as a low score.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 45,
    "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_pandypung#ce07564f",
      "type": "creator_content",
      "excerpt": "RAW DEPO SECOND MONTH IN A ROW!! I LOSE!!! NEED SPONSORS ASAP PLS HELP",
      "source_url": "https://www.twitch.tv/pandypung",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_pandypung#2d1e423b",
      "type": "creator_content",
      "excerpt": "2/25: FULL CASE NBA PRIZM PYT",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_pandypung#2505db13",
      "type": "creator_content",
      "excerpt": "6/22/23 King PSA sub",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_pandypung#c5fac79f",
      "type": "creator_content",
      "excerpt": "6/18/23 INSANE PSA SUB OMG",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_pandypung#e2b2055a",
      "type": "creator_content",
      "excerpt": "6/14: INSANE PSA SUB OMG",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_pandypung#248e698d",
      "type": "creator_content",
      "excerpt": "6/12/23 NFL SELECT HOBBY FOTL PYT #2",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_pandypung#ea7b9673",
      "type": "creator_content",
      "excerpt": "6/12/23 NFL SELECT HOBBY FOTL PYT",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_pandypung#b72d2365",
      "type": "creator_content",
      "excerpt": "5/29: yet another PSA reveal",
      "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": 47,
      "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": 47,
      "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": 47,
      "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": 47,
      "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": 47,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 1,
      "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": 47,
      "method": "This profile has not been scored yet. The stored value is a placeholder, not a measurement, and is reported as null rather than as a low score.",
      "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": 1,
      "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": 1,
      "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": 1,
    "content_analysed_days_ago": 47,
    "audience_updated_days_ago": 47,
    "generated_at": "2026-10-23T05:30:36.946Z"
  },
  "retrieval": {
    "indexing_requests": 6,
    "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_pandypung",
    "removal_url": "https://koinonlink.com/claim?k=twitch_pandypung"
  }
}