# spenny 🇨🇦 (@spenny1412) on x

- id: koinon:creator:x_spenny1412
- url: https://koinonlink.com/kol/x/spenny1412
- schema_version: 1.4

## Identity
- platform: x
- handle: spenny1412
- platform_url: https://twitter.com/spenny1412
- country: Canada
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1022
- following: 1061
- posts_total: 25150
- posts_observed: 1
- posts_per_day: 9.82
- account_age_days: 2561
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00294
- 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: entertainment
- subcategory: sports
- category_confidence: 0.7
- category_source: derived_from_recent_content
- topics: NHL hockey players, Professional golf, Sports highlights, Hockey team performance, Player reactions, Music wall project
- bio: canucks cards and golf

## Audience (inferred)
- status: present
- description: Canadian hockey and golf fans, mainly casual sports followers and young adults interested in NHL players and pro golfers
- roles: general_ai
- seniority: consumer
- pain_points: Not sure which NHL players are performing well this season, Struggling to find real-time excitement in hockey games, Hard to keep up with trending sports moments on social media
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.6
- promotion_intent: 0.4
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 40
- authenticity_basis: engagement_observed
- credibility_score: 40
- 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_spenny1412#22cd8140] Powerplay looks deadly (https://twitter.com/spenny1412/status/2073548970807468174)
- [x_spenny1412#b903b6a4] Bains looking great
- [x_spenny1412#cd7577d3] RORY FUCKING MCILROY
- [x_spenny1412#64bfbc33] Tyler Myers brother ballin
- [x_spenny1412#b83be936] YES PETEY WOOOOOO
- [x_spenny1412#d185e8c1] that is the most ridiculous backhand ever
- [x_spenny1412#ed3f0fd6] music wall almost done 😄 https://t.co/mvZsS4VoQw
- [x_spenny1412#7e7d3796] incredible. @JIDsv https://t.co/z4bbqJDvMM

## 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=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, 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=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=110, 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=80, 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=110, 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=110, method=platform_profile

## Freshness
- profile_checked_days_ago: 110
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 2
- 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_spenny1412
- Request removal: https://koinonlink.com/claim?k=x_spenny1412
- Terms: https://koinonlink.com/for-ai