# Lt (Retired LAPD) Frank Columbo 🏴󠁧󠁢󠁳󠁣󠁴󠁿🇨🇦 (@jsam10983741) on x

- id: koinon:creator:x_jsam10983741
- url: https://koinonlink.com/kol/x/jsam10983741
- schema_version: 1.4

## Identity
- platform: x
- handle: jsam10983741
- platform_url: https://twitter.com/jsam10983741
- country: Canada
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 16789
- following: 17817
- posts_total: 82308
- posts_observed: 12
- posts_per_day: 52.694
- account_age_days: 1562
- verified: false
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00012
- best_post_interactions: 2
- 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: entertainment
- subcategory: news_media
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Critique of multiculturalism, Personal safety and crime, Erasure of European colonialism, Hate speech laws and free speech, Immigration and cultural accommodation
- bio: European colonial descent who built Canada, Christian values, Conservative, Zionist,   Multiculturalism is a hoax.

## Audience (inferred)
- status: present
- description: Conservative Canadians and North Americans who oppose multiculturalism, value European colonial heritage, Christian values, and feel threatened by immigration and cultural change
- roles: consumer
- seniority: consumer
- pain_points: Feeling physically unsafe in public spaces due to crime and strangers, Erosion of traditional European-Canadian identity and heritage, Government policies forcing accommodation of opposing cultures and languages, Being labeled hateful for defending English norms or free speech
- 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: 40
- authenticity_basis: engagement_observed
- credibility_score: 55
- 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_jsam10983741#d1c8473c] Single … (https://twitter.com/jsam10983741/status/2065223089026425039)
- [x_jsam10983741#ee8ca2fb] If you have always felt excluded and never part of a group you will go to great lengths to support the most ridiculous of causes.
- [x_jsam10983741#371d9fa6] I look around before I get out of my car. I lock my car doors while fuelling. I have yelled at people looking for change who approach me while I am fuelling. Be aware, and in a pinch, step back and throw your keys on the gas station roof.
- [x_jsam10983741#75480e1b] Canadians must band together to erase European colonialism and the harm it brought to us. Those nice manicured lawns and flowers of English gardens need removing 🤔
- [x_jsam10983741#b329e85e] It must be made public the identities of the people who demand these requirements.
- [x_jsam10983741#9464d193] Uber employment recruiting …
- [x_jsam10983741#c0d07897] Is it a hate crime by Bill C-9 to demand that signs be in English so we can understand them? Accommodate those who despise you, and they quickly push the envelope to get away with more and more and before you know it they replace y

## 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=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=77, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 77
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 10
- 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_jsam10983741
- Request removal: https://koinonlink.com/claim?k=x_jsam10983741
- Terms: https://koinonlink.com/for-ai