# Mapocolops (@Mapocolops) on x

- id: koinon:creator:x_mapocolops
- url: https://koinonlink.com/kol/x/Mapocolops
- schema_version: 1.4

## Identity
- platform: x
- handle: Mapocolops
- platform_url: https://twitter.com/Mapocolops
- website: http://youtube.com/c/mapocolops
- country: Australia
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 2107
- following: 147
- posts_total: 694
- posts_observed: 1
- posts_per_day: 0.194
- account_age_days: 3579
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.02421
- best_post_interactions: 51
- 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: gaming
- subcategory: pc_console
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Destiny 2 cheaters and gameplay, weapon upgrades and solo adjustments, Marathon game skins and visual style
- bio: 90k on YT!
I spend my time making in depth let's plays to clear out my backlog of both classic & modern games.

Fix your hearts or die.

## Audience (inferred)
- status: present
- description: Destiny 2 and similar FPS gamers who watch in-depth let's plays on YouTube
- roles: consumer
- seniority: consumer
- pain_points: encountering cheaters ruining online matches, finding engaging solo or upgraded weapon experiences in games, wanting unique skins that fit the game's art direction
- posts_analysed: 3
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 76
- authenticity_basis: engagement_observed
- credibility_score: 76
- flagged_for_review: false
- koinon_bd_grade: A — 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_mapocolops#bae3efe0] my first experience with cheaters in destiny 2 was certainly something https://t.co/dVu2dnhZXz (https://twitter.com/Mapocolops/status/2070312027965587613)
- [x_mapocolops#ca5e4627] Vault Breaker feels so good at this point with upgrades. Having a blast with the solo adjustment, the Magnum is now a must use weapon for headshots and it makes me SO happy, I love this gun but just isn't super viable usually over other choices in PvP, so it gets to absolutely sh
- [x_mapocolops#0eea07dc] .@MarathonDevTeam loving the unique looking skins we are getting, they're really good in terms of pushing the visual style while keeping in line with the art direction and can't wait to see what else you do. That being said, surely there's some love for Destroyer coming soon? He 

## 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=67, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=67, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=67, 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=115, 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=115, 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=115, method=platform_profile

## Freshness
- profile_checked_days_ago: 115
- content_analysed_days_ago: 80
- audience_updated_days_ago: 67

## AI retrieval
- indexing_requests: 13
- 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_mapocolops
- Request removal: https://koinonlink.com/claim?k=x_mapocolops
- Terms: https://koinonlink.com/for-ai