# W3Cschool编程狮 (@w3cschool) on douyin

- id: koinon:creator:douyin_w3cschool
- url: https://koinonlink.com/kol/douyin/w3cschool
- schema_version: 1.4

## Identity
- platform: douyin
- handle: w3cschool
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAnEWVr5S1basoRC7Xlp5M7NMW9-cUoGBhuVmqKKviams
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 150849
- following: 18
- posts_total: 82
- posts_observed: 1
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00102
- best_post_interactions: 154
- measurement_source: cn_posts_max
- measurement_formula: likes + comments + shares (douyin) or likes + comments + collects (xiaohongshu), max over observed posts
- 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
- subcategory: ai_tools
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: 编程学习入门, Python教程, W3Cschool VIP课程, AI人脸生成工具
- bio: W3Cschool官方账号
成立13周年，帮助超300万用户学习编程
学习编程进橱窗看看哟

## Audience (inferred)
- status: present
- description: beginner programmers, mainly students, new professionals, or young adults learning to code on their own
- roles: dev
- seniority: learner
- pain_points: struggling to find systematic and trustworthy programming learning resources, unsure if paid VIP courses are worth the investment, lacking hands-on projects and guidance when starting out, needing free, copyright-free AI-generated assets for learning or small projects
- posts_analysed: 11
- confidence: 0.4

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

## Quality signals
- authenticity_score: 38
- authenticity_basis: engagement_observed
- credibility_score: 76
- 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
- [douyin_w3cschool#d585f18f] W3Cschool编程狮VIP到底有多香？#值得推荐 #学习资料分享 #Python #知识前沿派对 / @W3Cschool编程狮创作的原声 / VIP适合什么样的学员？ / VIP的内容都包含了什么 / W3Cschool编程狮介绍 / 编程学习宝藏网站##如何学习编程 #程序员 #编程入门 / #python画图 怎么用海龟#turtle 绘图法画出好看的图片 #编程狮 / 做自媒体怕侵权？免费 AI 人脸直接用 温馨提示：生成内容仅可用于合法合规的创意设计、项目演示、原型制作等场景，严禁用于身份伪造、诈骗等任何违法违规用途。 (https://www.douyin.com/user/MS4wLjABAAAAnEWVr5S1basoRC7Xlp5M7NMW9-cUoGBhuVmqKKviams)
- [douyin_w3cschool#0411e199] 这是基于 StyleGAN3 打造的 AI 虚拟人脸生成网站，可生成现实中完全不存在的高仿真人脸。支持自定义性别、单次批量生成 8 张，输出 1024×1024 高清分辨率，无版权限制可免费下载使用。
- [douyin_w3cschool#3814dae0] 你平时会用这类素材做什么？评论区聊聊～
- [douyin_w3cschool#420009b2] #黑科技  #设计干货  #实用小工具 #AI工具 #无版权素材

## 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=64, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=64, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=64, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=85, 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=85, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=106, 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=85, method=Starts at 60; interactions-per-follower on collected posts then adds or subtracts (large following with near-zero engagement is penalised heavily). — 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=106, method=llm_partner_fit_classifier + authenticity >= 55 AND fit_score >= 0.45 => A; authenticity >= 40 AND fit_score >= 0.3 => 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=106, method=platform_profile

## Freshness
- profile_checked_days_ago: 106
- content_analysed_days_ago: 85
- audience_updated_days_ago: 64

## AI retrieval
- indexing_requests: 11
- 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=douyin_w3cschool
- Request removal: https://koinonlink.com/claim?k=douyin_w3cschool
- Terms: https://koinonlink.com/for-ai