{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:x_fan_of_flo",
  "url": "https://koinonlink.com/kol/x/Fan_of_Flo",
  "alternate": {
    "html": "https://koinonlink.com/kol/x/Fan_of_Flo",
    "json": "https://koinonlink.com/kol/x/Fan_of_Flo.json",
    "markdown": "https://koinonlink.com/kol/x/Fan_of_Flo.md"
  },
  "identity": {
    "display_name": "🌎Everywhere Woman🌍",
    "handle": "Fan_of_Flo",
    "platform": "x",
    "platform_url": "https://twitter.com/Fan_of_Flo",
    "website": "https://www.amazon.com/stores/Belle-Farrell-Byrne/author/B0818BNWKW?ref=ap_rdr&isDramIntegrated=true",
    "country": "GB",
    "country_name": "United Kingdom",
    "location_text": "Witch's Cottage",
    "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": 1002,
    "following": 690,
    "posts_total": 76068,
    "posts_observed": 1,
    "account_age_days": 4079,
    "posts_per_day": 18.649,
    "verified": false,
    "size_tier": "nano"
  },
  "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": "Gen X, Angry and Aghast, Irish by nature, London by Accident, International Shieldmaiden & Scribe extraordinaire.",
    "topics": [
      "Media bias and credibility",
      "Political hypocrisy and power abuse",
      "Historical parallels in modern politics",
      "Journalistic integrity and accountability"
    ],
    "topics_en": [
      "Gaming industry pricing",
      "Corporate acquisitions affecting consumers",
      "Impact on kids and families"
    ],
    "topics_zh": [
      "游戏行业定价",
      "企业并购对消费者的影响",
      "对儿童和家庭的影响"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": null,
    "subcategory_label": null,
    "category_confidence": 0.2,
    "category_source": "derived_from_discovery_path"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Politically engaged, critically minded individuals, primarily from the UK and US, who follow media bias, political hypocrisy, and historical parallels in current events",
    "roles": [
      "general_ai"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Frustration with mainstream media bias and lack of accountability in news reporting",
      "Concern over political figures using media for manipulation and power consolidation",
      "Disillusionment with how historical events are misrepresented or ignored in modern political discourse",
      "Anxiety about the erosion of journalistic integrity and truth in public information"
    ],
    "posts_analysed": 7,
    "confidence": 0.4,
    "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": 0.2,
    "promotion_intent": 0.1,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 40,
    "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": 40,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "C",
      "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": "x_fan_of_flo#016d689f",
      "type": "creator_content",
      "excerpt": "Seeing as Advertisers will find a way to screen on the moon Streaming was never gonna last if the reason we got it is the reason we're going back to the",
      "source_url": "https://twitter.com/Fan_of_Flo/status/2073001456702046350",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_fan_of_flo#38c4ffc3",
      "type": "creator_content",
      "excerpt": "@WhiteHouse @SenateGOP I think you need to read this story When Elizabeth I was dying she refused to lie down. She wondered and stood up for days All her courtiers did were surround her....LIKE THIS, Pleading but just WAITING for HER to LIE. DOWN. Waste of a Revolution...",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_fan_of_flo#246a1560",
      "type": "creator_content",
      "excerpt": "YOU LIVED IN NEW YORK CITY YOU SENILE OLD FART!",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_fan_of_flo#735e608c",
      "type": "creator_content",
      "excerpt": "Fox News is going the way of News of The World and I hate that it has NO CLUE what that means!! Trump tryna Mob Boss again is always",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_fan_of_flo#5dc638d2",
      "type": "creator_content",
      "excerpt": "BBC bucks on True Journalism over Gaza So...Their beloved Reform fall one by one Karma really is the best teacher....@bbcquestiontime @bbclaurak @JeremyVineOn5",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_fan_of_flo#bd3d41a8",
      "type": "creator_content",
      "excerpt": "@FoxNews Why are smiling at domestic violence when you only smile for Coup Plotting and phone hacking??",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "x_fan_of_flo#eb49999b",
      "type": "creator_content",
      "excerpt": "@BBC @Ofcom Rem",
      "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": 0.4,
      "freshness_days": 28,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 28,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 28,
      "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": 87,
      "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": 87,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 119,
      "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": 87,
      "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": 119,
      "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": 119,
      "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": 119,
    "content_analysed_days_ago": 87,
    "audience_updated_days_ago": 28,
    "generated_at": "2026-10-30T10:14:14.172Z"
  },
  "retrieval": {
    "indexing_requests": 3,
    "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/x",
    "category_entity": "https://koinonlink.com/product-category/software"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=x_fan_of_flo",
    "removal_url": "https://koinonlink.com/claim?k=x_fan_of_flo"
  }
}