# Linguoer—mechanic (@linguoermechanic) on youtube

- id: koinon:creator:youtube_linguoermechanic
- url: https://koinonlink.com/kol/youtube/linguoermechanic
- schema_version: 1.0

## Identity
- platform: youtube
- handle: linguoermechanic
- platform_url: https://www.youtube.com/@linguoermechanic
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 571000
- posts_observed: 1
- verified: false
- size_tier: kol

## Engagement
- unit_note: engagement_rate is a ratio (0-1); the interaction fields are absolute counts.

## Content
- category: lifestyle
- subcategory: home_living
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: 发电机与马达修复, 工业设备翻新, 废旧材料DIY改造, 石头雕刻与手工制作, 机械维修前后对比
- bio: Dear Mr/Ms It's Linguoer—mechanic official Channel. Thank you very much for your valuable time to Watch, Like, Comment, ...

## Audience (inferred)
- status: present
- description: DIY mechanical repair enthusiasts and heavy equipment maintenance viewers, primarily men interested in restoring generators, motors, and automotive machinery
- roles: consumer
- seniority: consumer
- pain_points: Want to learn how to cost-effectively fix expensive industrial equipment, Seek visual satisfaction and practical skills from real-world mechanical repair processes, Interested in creative projects that reuse scrap metal or stones
- posts_analysed: 40
- confidence: 0.75

## 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
- credibility_score: 58
- grade: C
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [youtube_linguoermechanic#p0] Can I save this 30-year-old motor? It was completely flooded!#machine #diy (https://www.youtube.com/@linguoermechanic)
- [youtube_linguoermechanic#p1] The Girl Transformed Abandoned Tires Into Luxury Furniture #diy
- [youtube_linguoermechanic#p2] The Girl Made A Chessboard And Chess Pieces Out Of Large Stones—An Interesting Skill#handmade
- [youtube_linguoermechanic#p3] The Girl Helped The Villagers Repair The Water Pump; It Was Incredibly Powerful#machine
- [youtube_linguoermechanic#p4] Girl's First Restoration Of The Large Crawler Motor For A Sand Boss#machine  #shorts
- [youtube_linguoermechanic#p5] Genius Girl Repairs Sandblasting Diesel Engine After Snowfall#repair #automobile #machine
- [youtube_linguoermechanic#p6] 👧First-Person Experience: Genius Girl Repairs Broken Appliances All Day⚙️#restoration #diy
- [youtube_linguoermechanic#p7] A Gifted Girl Spent 10 Days Building A Custom Electric Bike #diy

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=11, 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=11, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=41, method=follower_growth_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=41, method=platform_profile

## Freshness
- profile_checked_days_ago: 41
- content_analysed_days_ago: 11
- audience_updated_days_ago: 0

## AI retrieval
- indexing_requests: 1
- 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=youtube_linguoermechanic
- Request removal: https://koinonlink.com/claim?k=youtube_linguoermechanic
- Terms: https://koinonlink.com/for-ai