# 程序员晓雨 (@3496060702692627) on douyin

- id: koinon:creator:douyin_3496060702692627
- url: https://koinonlink.com/kol/douyin/3496060702692627
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 3496060702692627
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAeMMoNeoGF6vMAXGhmFNDdW-QyGMSMECY5ZN6AO9oh5n_KLB2TsyeEn_UXY5qcT_d
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 341941
- posts_observed: 5
- verified: false
- size_tier: kol

## Engagement
- status: average_measured
- engagement_rate: 0.0174
- engagement_rate_basis: average_of_observed_posts
- avg_interactions_per_post: 5950
- 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: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: devtools
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: 编程学习网站/APP推荐, Python自学顺序与方法, 计算机专业新生学习建议, 初学者编程游戏化工具, 代码错误解析与干货分享
- bio: 90后程序员一枚，七年开发经验，颜值与技术并存，编程学习，Python学习。听课，学习及学习资料领取👇
（Python学习企鹅q🐧裙：1074190758）不定时开直播
感谢抖音官方，感谢粉丝朋友们
抖音不倒，陪你们到老💝

## Audience (inferred)
- status: present
- description: Computer science students and absolute beginners in programming, mainly incoming freshmen, undergraduates, and self-learners starting with Python
- roles: none
- seniority: learner
- pain_points: Don't know where to start learning programming, lacking a structured learning path, Can't find engaging and practical beginner resources, easily giving up halfway, Disorganized learning sequence leading to low efficiency, Common coding errors go unanswered, debugging is frustrating
- posts_analysed: 36
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: engagement_observed
- credibility_score: 58
- 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
- [douyin_3496060702692627#1a8fcddf] 高考结束后，想报考计算机专业的准大一新生，提前死磕这个APP（实用版）#准大一 #计算机 #编程 #学习 #知识分享 (https://www.douyin.com/user/MS4wLjABAAAAeMMoNeoGF6vMAXGhmFNDdW-QyGMSMECY5ZN6AO9oh5n_KLB2TsyeEn_UXY5qcT_d)
- [douyin_3496060702692627#7708d4cd] 莫问归期（剪辑版）
- [douyin_3496060702692627#6529aa61] 我愿称之为年度最佳网站！#编程 #学习 #大学生
- [douyin_3496060702692627#b3c7625e] @滴一数控五轴编程培训创作的原声
- [douyin_3496060702692627#12780987] 学编程，像打游戏一样有趣！#编程 #计算机 #学习 #干货分享 #大学生
- [douyin_3496060702692627#50b70867] 我愿称之为年度最佳网站！零基础入门必备#编程 #计算机 #学习
- [douyin_3496060702692627#a8c63388] 拨开天空的乌云 (爱就一个字手势舞)
- [douyin_3496060702692627#b70a367d] 我愿称之为年度最佳网站！#编程 #学习 #计算机 #干货分享

## 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=71, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=71, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=71, 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=71, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=90, 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=71, 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=90, 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=90, method=platform_profile

## Freshness
- profile_checked_days_ago: 90
- content_analysed_days_ago: 71
- audience_updated_days_ago: 71

## AI retrieval
- indexing_requests: 9
- 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_3496060702692627
- Request removal: https://koinonlink.com/claim?k=douyin_3496060702692627
- Terms: https://koinonlink.com/for-ai