# OC Life & Liberty with Kelly 🇺🇸 (@turbs888) on x

- id: koinon:creator:x_turbs888
- url: https://koinonlink.com/kol/x/turbs888
- schema_version: 1.4

## Identity
- platform: x
- handle: turbs888
- platform_url: https://twitter.com/turbs888
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1514
- following: 731
- posts_total: 29266
- posts_observed: 5
- posts_per_day: 4.436
- account_age_days: 6597
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00198
- best_post_interactions: 3
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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
- category: software
- category_confidence: 0.4
- category_source: derived_from_discovery_path
- topics: Media bias and credibility, Political accountability and performance, Real estate market trends, Conservative cultural values, Government effectiveness

## Audience (inferred)
- status: present
- description: U.S. political and social commentary followers, primarily concerned with conservative values, media bias, and real estate market dynamics
- roles: general_ai
- seniority: consumer
- pain_points: Feeling misled by mainstream media narratives about political figures and events, Concern about the erosion of traditional values in public discourse, Frustration with perceived government inaction on economic and housing issues, Difficulty finding accurate home value assessments without relying on real estate agents
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: engagement_observed
- credibility_score: 58
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [x_turbs888#d7ef9b5b] Wow.. this caucus actual is degrading to women. (https://twitter.com/turbs888/status/2067645462560252305)
- [x_turbs888#96cb3d87] Coming from the man who has been in office for how many years, created no business, provided no jobs and not accomplished anything of note, other than becoming a Millionaire on Tax Payer dollars..
- [x_turbs888#996f150f] Why is the Post, gaslighting home values? The market in Palm Springs is not plummeting. ✔️In July 25/216 homes sold - July 26/286 homes old ✔️Overall Values up 10% ✔️Detached SFR w/4 bedrooms over $650k is down 1% Reach out to a Palm Springs professional if you want accurate valu
- [x_turbs888#1a10faec] This is a subscription service for Agents to get your lead. Just call 3 Realtors in your area if you want an accurate home value..
- [x_turbs888#ccf51927] Will the women of NY be able to find their ID’s to be able to shop in Madami’s stores… Pass the Save Act @Republicans
- [x_turbs888#6e83e4fc] It’s amazing to watch the Media now all trying to back track on Fauci. “We we

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=29, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=89, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=89, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=130, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=89, 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. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=130, 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. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=130, method=platform_profile

## Freshness
- profile_checked_days_ago: 130
- content_analysed_days_ago: 89
- audience_updated_days_ago: 29

## AI retrieval
- indexing_requests: 8
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=x_turbs888
- Request removal: https://koinonlink.com/claim?k=x_turbs888
- Terms: https://koinonlink.com/for-ai