feat: seed skill taxonomy with traceable O*NET provenance

1 month ago · 1efee77b8c
6 changed files with 1789 additions and 8 deletions
--- a/mydreamjob-server/src/main/resources/db/migration/V35__skill_cloud_taxonomy.sql
+++ b/mydreamjob-server/src/main/resources/db/migration/V35__skill_cloud_taxonomy.sql
@ -91,6 +91,9 @@ CREATE TABLE occupation_skills (
    skill_id BIGINT NOT NULL COMMENT '标准技能',
    category_id BIGINT NOT NULL COMMENT '职位内技能分类',
    importance DECIMAL(4,2) COMMENT 'O*NET Importance，0-5，允许为空',
+    importance_source_code VARCHAR(20) COMMENT 'O*NET SOC 来源，非空热度必填',
+    importance_element_id VARCHAR(30) COMMENT 'O*NET Element ID，非空热度必填',
+    importance_is_proxy TINYINT(1) NOT NULL DEFAULT 0 COMMENT '是否为项目分类到 O*NET 元素的代理映射',
    relationship_type VARCHAR(20) NOT NULL COMMENT '职位技能关系类型',
    source_version_id BIGINT NOT NULL COMMENT 'Importance 来源版本',
    created_at DATETIME NOT NULL DEFAULT CURRENT_TIMESTAMP,
@ -99,6 +102,12 @@ CREATE TABLE occupation_skills (
    CONSTRAINT ck_occupation_skills_importance CHECK (
        importance IS NULL OR (importance >= 0.00 AND importance <= 5.00)
    ),
+    CONSTRAINT ck_occupation_skills_importance_provenance CHECK (
+        importance IS NULL OR (importance_source_code IS NOT NULL AND importance_element_id IS NOT NULL)
+    ),
+    CONSTRAINT ck_occupation_skills_importance_proxy CHECK (
+        importance_is_proxy IN (0, 1)
+    ),
    CONSTRAINT ck_occupation_skills_relationship_type CHECK (
        relationship_type IN ('ESSENTIAL', 'OPTIONAL', 'PROJECT')
    ),
--- a/mydreamjob-server/src/main/resources/db/migration/V36__skill_cloud_seed.sql
+++ b/mydreamjob-server/src/main/resources/db/migration/V36__skill_cloud_seed.sql
@ -0,0 +1,413 @@
+-- Flyway V36: ESCO/O*NET 代表性行业技能种子数据
+-- 本迁移只导入互联网、金融、教育三类行业及 10 个代表性职位。
+-- ESCO 负责职位、通用技能和分类主关系；O*NET software_skills 仅补充 ESCO 缺失的具体技术。
+-- O*NET software_skills.source_code 格式：SOC|Workplace Example|Element ID，均来自本地 O*NET 31.0 CSV 的真实行。
+--
+-- ESCO 职位映射：
+-- FRONTEND_DEVELOPER -> c40a2919-48a9-40ea-b506-1f34f693496d
+-- BACKEND_DEVELOPER -> f2b15a0e-e65a-438a-affb-29b9d50b77d1
+-- QA_ENGINEER -> 106f79e4-6264-45f1-9e7a-297435cd684b
+-- DEVOPS_ENGINEER -> 使用后端软件开发者 ESCO URI 作为项目代理（ESCO 无更近 DevOps 节点）
+-- FINANCIAL_DATA_ANALYST -> 8d586ee9-0ab1-4155-a3b0-2ca786c8e48c
+-- RISK_MODELING_ENGINEER -> b09acdda-6680-49d1-a411-129610ee3bc0
+-- QUANTITATIVE_DEVELOPER -> 使用软件开发者 ESCO URI 作为项目代理（ESCO 无更近量化开发节点）
+-- EDUCATION_PRODUCT_MANAGER -> a79170ad-0b7b-4697-864f-1748359aa10a
+-- INSTRUCTIONAL_DESIGNER -> a9c30651-ccbc-4a80-900c-7880615cdf6e
+-- EDUCATION_DATA_ANALYST -> d3edb8f8-3a06-47a0-8fb9-9b212c006aa2
+--
+-- O*NET Importance 代理 SOC：
+-- FRONTEND_DEVELOPER -> 15-1254.00 Web Developers
+-- BACKEND_DEVELOPER -> 15-1252.00 Software Developers
+-- QA_ENGINEER -> 15-1253.00 Software Quality Assurance Analysts and Testers
+-- DEVOPS_ENGINEER -> 15-1244.00 Network and Computer Systems Administrators
+-- FINANCIAL_DATA_ANALYST -> 13-2031.00 Budget Analysts（目标金融分析师 SOC 在本地 O*NET 31.0 Importance CSV 中无数据，故使用语义较近的预算分析师代理）
+-- RISK_MODELING_ENGINEER -> 13-2053.00 Insurance Underwriters（目标金融风险专家 SOC 在本地 Importance CSV 中无数据，故使用包含风险决策活动的保险承保人代理）
+-- QUANTITATIVE_DEVELOPER -> 13-2099.01 Financial Quantitative Analysts
+-- EDUCATION_PRODUCT_MANAGER -> 13-1082.00 Project Management Specialists（无直接教育产品经理 SOC，使用项目管理专家代理）
+-- INSTRUCTIONAL_DESIGNER -> 25-9031.00 Instructional Coordinators
+-- EDUCATION_DATA_ANALYST -> 15-2051.00 Data Scientists
+--
+-- 分类代理规则（importance_is_proxy=1）：
+-- TECH=4.A.3.b.1 Working with Computers；PROCESS=4.A.2.a.2 Processing Information；
+-- ANALYSIS=4.A.2.a.4 Analyzing Data or Information；COMPLIANCE=4.A.2.a.3 Evaluating Information to Determine Compliance with Standards；
+-- DESIGN=4.A.2.b.2 Thinking Creatively；STRATEGY=4.A.2.b.4 Developing Objectives and Strategies；
+-- MONITOR=4.A.1.a.2 Monitoring Processes, Materials, or Surroundings；ESTIMATE=4.A.1.b.3 Estimating the Quantifiable Characteristics of Products, Events, or Information；
+-- COMM=4.A.4.a.2 Communicating with Supervisors, Peers, or Subordinates；EDU=2.C.6 Education and Training；
+-- FINANCE=2.C.1.c Economics and Accounting；MATH=2.C.4.a Mathematics；SECURITY=2.C.8.a Public Safety and Security。
+-- 每条非空 importance 均保存上述代理 SOC、Element ID 和 importance_is_proxy=1，可由本地 O*NET CSV 逐条复核。
+-- 无法稳定映射 Importance 的技能保留关系并写 NULL，不伪造热度。
+--
+INSERT INTO skill_source_versions (id, source_name, source_version, license, attribution_url, imported_at) VALUES
+(1, 'ESCO', '1.2.1 (Release v5.7.0, Last update 10/12/2025)', 'Commission Decision 2011/833/EU', 'https://esco.ec.europa.eu/en/use-esco/download', CURRENT_TIMESTAMP),
+(2, 'O*NET', '31.0 Database', 'CC BY 4.0', 'https://www.onetcenter.org/database.html', CURRENT_TIMESTAMP);
+INSERT INTO skill_industries (id, code, name_zh, source_code, sort_order) VALUES
+(1, 'INTERNET', '互联网', 'PROJECT:INDUSTRY:INTERNET', 1),
+(2, 'FINANCE', '金融', 'PROJECT:INDUSTRY:FINANCE', 2),
+(3, 'EDUCATION', '教育', 'PROJECT:INDUSTRY:EDUCATION', 3);
+-- DevOps 与量化开发没有更近的 ESCO 职位节点，source_code 显式复用软件开发者 URI；这是项目代理映射，不是上游原始职位关系。
+INSERT INTO skill_occupations (id, industry_id, code, name_zh, name_en, source_code, source_version_id, sort_order) VALUES
+(1, 1, 'FRONTEND_DEVELOPER', '前端开发工程师', 'Frontend Developer', 'http://data.europa.eu/esco/occupation/c40a2919-48a9-40ea-b506-1f34f693496d', 1, 1),
+(2, 1, 'BACKEND_DEVELOPER', '后端开发工程师', 'Backend Developer', 'http://data.europa.eu/esco/occupation/f2b15a0e-e65a-438a-affb-29b9d50b77d1', 1, 2),
+(3, 1, 'QA_ENGINEER', '测试工程师', 'Software QA Engineer', 'http://data.europa.eu/esco/occupation/106f79e4-6264-45f1-9e7a-297435cd684b', 1, 3),
+(4, 1, 'DEVOPS_ENGINEER', 'DevOps 工程师', 'DevOps Engineer', 'http://data.europa.eu/esco/occupation/f2b15a0e-e65a-438a-affb-29b9d50b77d1', 1, 4),
+(5, 2, 'FINANCIAL_DATA_ANALYST', '金融数据分析师', 'Financial Data Analyst', 'http://data.europa.eu/esco/occupation/8d586ee9-0ab1-4155-a3b0-2ca786c8e48c', 1, 1),
+(6, 2, 'RISK_MODELING_ENGINEER', '风控建模工程师', 'Risk Modeling Engineer', 'http://data.europa.eu/esco/occupation/b09acdda-6680-49d1-a411-129610ee3bc0', 1, 2),
+(7, 2, 'QUANTITATIVE_DEVELOPER', '量化开发工程师', 'Quantitative Developer', 'http://data.europa.eu/esco/occupation/f2b15a0e-e65a-438a-affb-29b9d50b77d1', 1, 3),
+(8, 3, 'EDUCATION_PRODUCT_MANAGER', '教育产品经理', 'Education Product Manager', 'http://data.europa.eu/esco/occupation/a79170ad-0b7b-4697-864f-1748359aa10a', 1, 1),
+(9, 3, 'INSTRUCTIONAL_DESIGNER', '教学设计师', 'Instructional Designer', 'http://data.europa.eu/esco/occupation/a9c30651-ccbc-4a80-900c-7880615cdf6e', 1, 2),
+(10, 3, 'EDUCATION_DATA_ANALYST', '教育数据分析师', 'Education Data Analyst', 'http://data.europa.eu/esco/occupation/d3edb8f8-3a06-47a0-8fb9-9b212c006aa2', 1, 3);
+INSERT INTO skill_categories (id, occupation_id, code, name_zh, suggestion_template_code, sort_order) VALUES
+(101, 1, 'LANGUAGE', '编程语言', 'PROGRAMMING_LANGUAGE', 1),
+(102, 1, 'WEB_BASIC', 'Web 基础', 'FRAMEWORK', 2),
+(103, 1, 'FRAMEWORK', '前端框架', 'FRAMEWORK', 3),
+(104, 1, 'TOOLS', '工程化工具', 'TOOL', 4),
+(105, 1, 'BROWSER_DEBUG', '浏览器与调试', 'TOOL', 5),
+(106, 1, 'TEST', '测试', 'GENERAL', 6),
+(107, 1, 'COLLABORATION', '版本控制与协作', 'GENERAL', 7),
+(201, 2, 'LANGUAGE', '编程语言', 'PROGRAMMING_LANGUAGE', 1),
+(202, 2, 'FRAMEWORK', '后端框架与平台', 'FRAMEWORK', 2),
+(203, 2, 'DATABASE', '数据库', 'TOOL', 3),
+(204, 2, 'CACHE_MESSAGING', '缓存与消息', 'TOOL', 4),
+(205, 2, 'CLOUD_DEVOPS', '云/DevOps', 'TOOL', 5),
+(206, 2, 'TEST', '测试', 'GENERAL', 6),
+(207, 2, 'TOOLS', '工程化工具', 'TOOL', 7),
+(208, 2, 'SECURITY', '安全', 'GENERAL', 8),
+(301, 3, 'LANGUAGE', '编程语言', 'PROGRAMMING_LANGUAGE', 1),
+(302, 3, 'TEST_DESIGN', '测试设计', 'GENERAL', 2),
+(303, 3, 'AUTOMATION_TEST', '自动化测试框架', 'FRAMEWORK', 3),
+(304, 3, 'API_DATABASE_TEST', '接口与数据库测试', 'TOOL', 4),
+(305, 3, 'PERFORMANCE_TEST', '性能测试', 'TOOL', 5),
+(306, 3, 'CICD_TOOLS', 'CI/CD 与工程化工具', 'TOOL', 6),
+(401, 4, 'LANGUAGE_SCRIPT', '编程语言与脚本', 'PROGRAMMING_LANGUAGE', 1),
+(402, 4, 'CLOUD', '云平台', 'TOOL', 2),
+(403, 4, 'CONTAINER', '容器与编排', 'TOOL', 3),
+(404, 4, 'CICD', 'CI/CD', 'TOOL', 4),
+(405, 4, 'IAC', '配置管理与 IaC', 'TOOL', 5),
+(406, 4, 'OBSERVABILITY', '可观测性', 'TOOL', 6),
+(407, 4, 'SECURITY', '安全', 'GENERAL', 7),
+(408, 4, 'DATABASE', '数据库', 'TOOL', 8),
+(501, 5, 'LANGUAGE', '编程语言', 'PROGRAMMING_LANGUAGE', 1),
+(502, 5, 'ANALYSIS_VISUALIZATION', '数据分析与可视化', 'TOOL', 2),
+(503, 5, 'DATABASE_WAREHOUSE', '数据库与数据仓库', 'TOOL', 3),
+(504, 5, 'STATISTICS_MODELING', '统计与建模', 'FRAMEWORK', 4),
+(505, 5, 'FINANCE_PLATFORM', '金融计算框架/平台', 'FRAMEWORK', 5),
+(506, 5, 'FINANCE_DOMAIN', '金融领域知识', 'GENERAL', 6),
+(507, 5, 'TOOLS', '工程化工具', 'TOOL', 7),
+(601, 6, 'LANGUAGE', '编程语言', 'PROGRAMMING_LANGUAGE', 1),
+(602, 6, 'STATISTICS_MODELING', '统计与建模', 'FRAMEWORK', 2),
+(603, 6, 'RISK_MODEL', '风险模型', 'GENERAL', 3),
+(604, 6, 'MODEL_PLATFORM', '建模框架/平台', 'FRAMEWORK', 4),
+(605, 6, 'DATA_DATABASE', '数据处理与数据库', 'TOOL', 5),
+(606, 6, 'MODEL_VALIDATION', '模型验证', 'GENERAL', 6),
+(607, 6, 'DEPLOY_TOOLS', '部署与工程化工具', 'TOOL', 7),
+(701, 7, 'LANGUAGE', '编程语言', 'PROGRAMMING_LANGUAGE', 1),
+(702, 7, 'QUANT_PLATFORM', '量化建模框架/平台', 'FRAMEWORK', 2),
+(703, 7, 'MARKET_DATA', '市场与金融数据', 'TOOL', 3),
+(704, 7, 'DATABASE', '数据库', 'TOOL', 4),
+(705, 7, 'PERFORMANCE', '低延迟与高性能工程', 'TOOL', 5),
+(706, 7, 'TEST', '测试', 'GENERAL', 6),
+(707, 7, 'CLOUD_DEVOPS', '云/DevOps', 'TOOL', 7),
+(801, 8, 'EDU_DOMAIN', '教育领域知识', 'GENERAL', 1),
+(802, 8, 'PRODUCT_ANALYSIS', '产品分析方法', 'TOOL', 2),
+(803, 8, 'REQUIREMENTS_PROCESS', '需求与流程', 'GENERAL', 3),
+(804, 8, 'DATA_ANALYSIS', '数据分析', 'TOOL', 4),
+(805, 8, 'EDU_PLATFORM', '教育平台与工具', 'TOOL', 5),
+(806, 8, 'COLLAB_TOOLS', '协作与工程化工具', 'GENERAL', 6),
+(901, 9, 'INSTRUCTIONAL_DESIGN', '教学设计', 'FRAMEWORK', 1),
+(902, 9, 'COURSE_PLATFORM', '课程与学习平台', 'TOOL', 2),
+(903, 9, 'DIGITAL_CONTENT', '数字化内容工具', 'TOOL', 3),
+(904, 9, 'ASSESSMENT', '评估设计', 'GENERAL', 4),
+(905, 9, 'LEARNING_ANALYSIS', '学习数据分析', 'TOOL', 5),
+(906, 9, 'ACCESSIBILITY', '无障碍与规范', 'GENERAL', 6),
+(1001, 10, 'LANGUAGE', '编程语言', 'PROGRAMMING_LANGUAGE', 1),
+(1002, 10, 'ANALYSIS_VISUALIZATION', '数据分析与可视化', 'TOOL', 2),
+(1003, 10, 'DATABASE_SQL', '数据库与 SQL', 'TOOL', 3),
+(1004, 10, 'STATISTICS_MODELING', '统计与建模', 'FRAMEWORK', 4),
+(1005, 10, 'EDU_DOMAIN', '教育领域知识', 'GENERAL', 5),
+(1006, 10, 'REPORTING_TOOLS', '报表与工程化工具', 'TOOL', 6);
+INSERT INTO skills (id, code, name_zh, name_en, source_type, source_code, source_version_id, sort_order) VALUES
+(1, 'JAVA', 'Java', 'Java (computer programming)', 'ESCO', 'http://data.europa.eu/esco/skill/19a8293b-8e95-4de3-983f-77484079c389', 1, 1),
+(2, 'PYTHON', 'Python', 'Python (computer programming)', 'ESCO', 'http://data.europa.eu/esco/skill/ccd0a1d9-afda-43d9-b901-96344886e14d', 1, 2),
+(3, 'JAVASCRIPT', 'JavaScript', 'JavaScript', 'ESCO', 'http://data.europa.eu/esco/skill/3cd569a2-4f88-4c1e-9995-8dce8c5e51a7', 1, 3),
+(4, 'TYPESCRIPT', 'TypeScript', 'TypeScript', 'ESCO', 'http://data.europa.eu/esco/skill/867137fb-ff1b-4ca3-99f3-cb6969aa2c68', 1, 4),
+(5, 'SQL', 'SQL', 'SQL', 'ESCO', 'http://data.europa.eu/esco/skill/598de5b0-5b58-4ea7-8058-a4bc4d18c742', 1, 5),
+(6, 'CSHARP', 'C#', 'C#', 'ESCO', 'http://data.europa.eu/esco/skill/4c016b68-4116-468c-9dc6-42710c239e4a', 1, 6),
+(7, 'HTML', 'HTML', 'use markup languages', 'ESCO', 'http://data.europa.eu/esco/skill/0af062de-eb43-41e9-9b96-249e2cd22d26', 1, 7),
+(8, 'CSS', 'CSS', 'CSS', 'ESCO', 'http://data.europa.eu/esco/skill/e5d1f825-60ed-4bdd-872a-e748c387f777', 1, 8),
+(9, 'R', 'R', 'R', 'ESCO', 'http://data.europa.eu/esco/skill/51586df8-1c46-4b47-8583-773cb63bf00b', 1, 9),
+(10, 'MYSQL', 'MySQL', 'MySQL', 'ESCO', 'http://data.europa.eu/esco/skill/4da171e5-779c-4983-a76f-91c16751e99f', 1, 10),
+(11, 'POSTGRESQL', 'PostgreSQL', 'PostgreSQL', 'ESCO', 'http://data.europa.eu/esco/skill/a8d07b5a-c1a1-42c6-9d53-db9c7a2ca996', 1, 11),
+(12, 'STATISTICS', '统计学', 'statistics', 'ESCO', 'http://data.europa.eu/esco/skill/7ee4c2ea-b349-4bd2-81a3-ec31475d4833', 1, 12),
+(13, 'MACHINE_LEARNING', '机器学习', 'utilise machine learning', 'ESCO', 'http://data.europa.eu/esco/skill/8369c2d6-c100-4cf6-bd83-9668d8678433', 1, 13),
+(14, 'FINANCIAL_ANALYSIS', '金融分析', 'financial analysis', 'ESCO', 'http://data.europa.eu/esco/skill/99571e68-801f-49af-a897-5f75996642e1', 1, 14),
+(15, 'RISK_MANAGEMENT', '风险管理', 'risk management', 'ESCO', 'http://data.europa.eu/esco/skill/6eff134b-e34f-4d6e-a6e8-5e47cf2228d0', 1, 15),
+(16, 'INSTRUCTIONAL_DESIGN', '教学设计', 'instructional design models', 'ESCO', 'http://data.europa.eu/esco/skill/e3145bd7-7f35-44ec-a5dc-4417c5c9ab9a', 1, 16),
+(17, 'CURRICULUM_DEVELOPMENT', '课程开发', 'advise on curriculum development', 'ESCO', 'http://data.europa.eu/esco/skill/142a5319-60cb-42a2-891f-90ba92af18b1', 1, 17),
+(18, 'LEARNING_MANAGEMENT_SYSTEMS', '学习管理系统', 'learning management systems', 'ESCO', 'http://data.europa.eu/esco/skill/6c80d53c-d8c9-41fe-998f-091fca208834', 1, 18),
+(19, 'EDUCATIONAL_TECHNOLOGY', '教育技术', 'develop e-learning plan', 'ESCO', 'http://data.europa.eu/esco/skill/8a6394d1-f44f-4b0d-81d5-7201fc025ba8', 1, 19),
+(20, 'COMMUNICATION', '沟通能力', 'communication', 'ESCO', 'http://data.europa.eu/esco/skill/15d76317-c71a-4fa2-aadc-2ecc34e627b7', 1, 20),
+(21, 'CRITICAL_THINKING', '批判性思维', 'use logical reasoning', 'ESCO', 'http://data.europa.eu/esco/skill/a9e6718b-b9d8-44c2-b06e-85ceed9d144c', 1, 21),
+(22, 'COLLABORATION', '团队协作', 'cooperate with colleagues', 'ESCO', 'http://data.europa.eu/esco/skill/082967d4-b94c-4305-aa13-35a6aa8c5c7c', 1, 22),
+(23, 'PROJECT_MANAGEMENT', '项目管理', 'project management', 'ESCO', 'http://data.europa.eu/esco/skill/7111b95d-0ce3-441a-9d92-4c75d05c4388', 1, 23),
+(24, 'AGILE', '敏捷开发', 'Agile development', 'ESCO', 'http://data.europa.eu/esco/skill/dba46f87-0831-49cd-a1c7-340a653c0221', 1, 24),
+(25, 'JENKINS', 'Jenkins', 'Jenkins (tools for software configuration management)', 'ESCO', 'http://data.europa.eu/esco/skill/f47a1998-0beb-43be-9f46-380aa4d183da', 1, 25),
+(26, 'REACT', 'React', 'React', 'O*NET', '15-1254.00|React|2.E.7.h', 2, 26),
+(27, 'VUE_JS', 'Vue.js', 'Vue.js', 'O*NET', '15-1254.00|Vue.js|2.E.7.h', 2, 27),
+(28, 'NODE_JS', 'Node.js', 'Node.js', 'O*NET', '15-1254.00|Node.js|2.E.7.h', 2, 28),
+(29, 'SPRING_BOOT', 'Spring Boot', 'Spring Boot', 'O*NET', '15-1252.00|Spring Boot|2.E.10.a', 2, 29),
+(30, 'DJANGO', 'Django', 'Django', 'O*NET', '15-1252.00|Django|2.E.7.h', 2, 30),
+(31, 'FLASK', 'Flask', 'Flask', 'O*NET', '15-2051.00|Flask|2.E.7.b', 2, 31),
+(32, 'GIT', 'Git', 'Git', 'O*NET', '15-1252.00|Git|2.E.5.c', 2, 32),
+(33, 'DOCKER', 'Docker', 'Docker', 'O*NET', '15-1252.00|Docker|2.E.10.a', 2, 33),
+(34, 'KUBERNETES', 'Kubernetes', 'Kubernetes', 'O*NET', '15-1252.00|Kubernetes|2.E.10.a', 2, 34),
+(35, 'GRADLE', 'Gradle', 'Gradle', 'O*NET', '15-1252.00|Gradle|2.E.7.e', 2, 35),
+(36, 'MONGODB', 'MongoDB', 'MongoDB', 'O*NET', '15-1252.00|MongoDB|2.E.6.d', 2, 36),
+(37, 'REDIS', 'Redis', 'Redis', 'O*NET', '15-1252.00|Redis|2.E.6.d', 2, 37),
+(38, 'SELENIUM', 'Selenium', 'Selenium', 'O*NET', '15-1253.00|Selenium|2.E.7.f', 2, 38),
+(39, 'JUNIT', 'JUnit', 'JUnit', 'O*NET', '15-1253.00|JUnit|2.E.7.f', 2, 39),
+(40, 'POSTMAN', 'Postman', 'Postman', 'O*NET', '15-1253.00|Postman|2.E.13.c', 2, 40),
+(41, 'PANDAS', 'pandas', 'pandas', 'O*NET', '15-2051.00|pandas|2.E.6.f', 2, 41),
+(42, 'NUMPY', 'NumPy', 'NumPy', 'O*NET', '15-2051.00|NumPy|2.E.6.f', 2, 42),
+(43, 'TABLEAU', 'Tableau', 'Tableau', 'O*NET', '15-2051.00|Tableau|2.E.6.m', 2, 43),
+(44, 'POWER_BI', 'Microsoft Power BI', 'Microsoft Power BI', 'O*NET', '15-2051.00|Microsoft Power BI|2.E.6.m', 2, 44),
+(45, 'MICROSOFT_EXCEL', 'Microsoft Excel', 'Microsoft Excel', 'O*NET', '15-2051.00|Microsoft Excel|2.E.4.i', 2, 45),
+(46, 'TENSORFLOW', 'TensorFlow', 'TensorFlow', 'O*NET', '15-2051.00|TensorFlow|2.E.9.d', 2, 46),
+(47, 'PYTORCH', 'PyTorch', 'PyTorch', 'O*NET', '15-2051.00|PyTorch|2.E.6.f', 2, 47),
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+(131, 10, 11, 1003, 4.71, '15-2051.00', '4.A.2.a.2', 1, 'ESSENTIAL', 2),
+(132, 10, 12, 1004, 4.52, '15-2051.00', '2.C.4.a', 1, 'ESSENTIAL', 2),
+(133, 10, 13, 1004, 4.52, '15-2051.00', '2.C.4.a', 1, 'ESSENTIAL', 2),
+(134, 10, 17, 1005, 2.28, '15-2051.00', '2.C.6', 1, 'ESSENTIAL', 2),
+(135, 10, 19, 1005, 2.28, '15-2051.00', '2.C.6', 1, 'ESSENTIAL', 2),
+(136, 10, 45, 1006, 4.75, '15-2051.00', '4.A.3.b.1', 1, 'ESSENTIAL', 2),
+(137, 10, 65, 1006, 4.75, '15-2051.00', '4.A.3.b.1', 1, 'ESSENTIAL', 2),
+(138, 1, 50, 104, NULL, NULL, NULL, 0, 'OPTIONAL', 2),
+(139, 9, 67, 903, NULL, NULL, NULL, 0, 'OPTIONAL', 2);
--- a/mydreamjob-server/src/test/java/com/mydreamjob/skill/SkillCloudSeedDataIntegrationTest.java
+++ b/mydreamjob-server/src/test/java/com/mydreamjob/skill/SkillCloudSeedDataIntegrationTest.java
--- a/mydreamjob-server/src/test/java/com/mydreamjob/skill/SkillTaxonomyMigrationTest.java
+++ b/mydreamjob-server/src/test/java/com/mydreamjob/skill/SkillTaxonomyMigrationTest.java
@ -70,7 +70,7 @@ class SkillTaxonomyMigrationTest {
        assertTableAndColumns("skill_aliases",
                "id", "skill_id", "alias", "normalized_alias", "created_at");
        assertTableAndColumns("occupation_skills",
-                "id", "occupation_id", "skill_id", "category_id", "importance",
+                "id", "occupation_id", "skill_id", "category_id", "importance", "importance_source_code", "importance_element_id", "importance_is_proxy",
                "relationship_type", "source_version_id", "created_at", "updated_at");

        assertUniqueIndex("skill_source_versions", "source_name", "source_version");
@ -137,7 +137,8 @@ class SkillTaxonomyMigrationTest {
                occupationId, skillId, categoryId, null, "ESSENTIAL", sourceVersionId);

        Map<String, Object> joined = jdbcTemplate.queryForMap(
-                "SELECT s.name_zh AS skill_name, c.name_zh AS category_name, os.importance " +
+                "SELECT s.name_zh AS skill_name, c.name_zh AS category_name, os.importance, " +
+                        "os.importance_source_code, os.importance_element_id, os.importance_is_proxy " +
                        "FROM occupation_skills os " +
                        "JOIN skills s ON s.id = os.skill_id " +
                        "JOIN skill_categories c ON c.id = os.category_id " +
@ -145,13 +146,24 @@ class SkillTaxonomyMigrationTest {
        assertEquals("Java", joined.get("skill_name"));
        assertEquals("编程语言", joined.get("category_name"));
        assertNull(joined.get("importance"));
+        assertNull(joined.get("importance_source_code"));
+        assertNull(joined.get("importance_element_id"));
+        assertEquals(0, ((Number) joined.get("importance_is_proxy")).intValue());

-        jdbcTemplate.update("UPDATE occupation_skills SET importance = ? WHERE id = ?",
+        assertConstraintFailure("UPDATE occupation_skills SET importance = ? WHERE id = ?",
                new BigDecimal("4.25"), occupationSkillId);
-        assertEquals(new BigDecimal("4.25"), jdbcTemplate.queryForObject(
-                "SELECT importance FROM occupation_skills WHERE id = ?",
-                BigDecimal.class, occupationSkillId));
-
+        jdbcTemplate.update("UPDATE occupation_skills SET importance = ?, " +
+                        "importance_source_code = ?, importance_element_id = ?, importance_is_proxy = ? " +
+                        "WHERE id = ?",
+                new BigDecimal("4.25"), "15-1252.00", "4.A.3.b.1", 1, occupationSkillId);
+        Map<String, Object> weighted = jdbcTemplate.queryForMap(
+                "SELECT importance, importance_source_code, importance_element_id, importance_is_proxy " +
+                        "FROM occupation_skills WHERE id = ?",
+                occupationSkillId);
+        assertEquals(new BigDecimal("4.25"), weighted.get("importance"));
+        assertEquals("15-1252.00", weighted.get("importance_source_code"));
+        assertEquals("4.A.3.b.1", weighted.get("importance_element_id"));
+        assertEquals(1, ((Number) weighted.get("importance_is_proxy")).intValue());
        assertConstraintFailure(
                "INSERT INTO skill_source_versions " +
                        "(source_name, source_version, license, attribution_url) VALUES (?, ?, ?, ?)",
@ -188,7 +200,9 @@ class SkillTaxonomyMigrationTest {
                "INSERT INTO skill_aliases (skill_id, alias, normalized_alias) VALUES (?, ?, ?)",
                secondSkillId, "Java SE alternate", "java se");

-        assertTrue(jdbcTemplate.queryForObject(
+        assertConstraintFailure(
+                "UPDATE occupation_skills SET importance_is_proxy = ? WHERE id = ?",
+                2, occupationSkillId);        assertTrue(jdbcTemplate.queryForObject(
                "SELECT COUNT(*) FROM skill_aliases WHERE skill_id = ? AND normalized_alias = ?",
                Integer.class, skillId, "java se") == 1);
    }
--- a/mydreamjob-server/src/test/resources/skill-cloud/onet-31-reference.csv
+++ b/mydreamjob-server/src/test/resources/skill-cloud/onet-31-reference.csv
@ -0,0 +1,93 @@
+evidence_type,source_soc,element_id,data_value,workplace_example,source_file
+SOFTWARE,11-1011.00,2.E.5.b,,Adobe Acrobat,software_skills.csv
+SOFTWARE,11-1021.00,2.E.6.f,,Amazon Web Services AWS software,software_skills.csv
+SOFTWARE,11-3021.00,2.E.11.a,,Nagios,software_skills.csv
+SOFTWARE,13-1199.07,2.E.14.d,,Nmap,software_skills.csv
+SOFTWARE,15-1241.01,2.E.11.a,,Wireshark,software_skills.csv
+SOFTWARE,15-1252.00,2.E.13.c,,Bash,software_skills.csv
+SOFTWARE,15-1252.00,2.E.7.e,,C++,software_skills.csv
+SOFTWARE,15-1252.00,2.E.7.h,,Django,software_skills.csv
+SOFTWARE,15-1252.00,2.E.10.a,,Docker,software_skills.csv
+SOFTWARE,15-1252.00,2.E.5.c,,Git,software_skills.csv
+SOFTWARE,15-1252.00,2.E.7.b,,Go,software_skills.csv
+SOFTWARE,15-1252.00,2.E.7.e,,Gradle,software_skills.csv
+SOFTWARE,15-1252.00,2.E.10.a,,Kubernetes,software_skills.csv
+SOFTWARE,15-1252.00,2.E.6.d,,MongoDB,software_skills.csv
+SOFTWARE,15-1252.00,2.E.6.d,,Redis,software_skills.csv
+SOFTWARE,15-1252.00,2.E.7.f,,SonarQube,software_skills.csv
+SOFTWARE,15-1252.00,2.E.10.a,,Spring Boot,software_skills.csv
+SOFTWARE,15-1253.00,2.E.7.e,,Apache JMeter,software_skills.csv
+SOFTWARE,15-1253.00,2.E.7.f,,JUnit,software_skills.csv
+SOFTWARE,15-1253.00,2.E.13.c,,Postman,software_skills.csv
+SOFTWARE,15-1253.00,2.E.7.f,,Selenium,software_skills.csv
+SOFTWARE,15-1254.00,2.E.7.d,,Figma,software_skills.csv
+SOFTWARE,15-1254.00,2.E.7.h,,Node.js,software_skills.csv
+SOFTWARE,15-1254.00,2.E.7.h,,React,software_skills.csv
+SOFTWARE,15-1254.00,2.E.7.h,,Vue.js,software_skills.csv
+SOFTWARE,15-1255.00,2.E.4.g,,Axure RP,software_skills.csv
+SOFTWARE,15-1255.00,2.E.7.a,,Chef,software_skills.csv
+SOFTWARE,15-1299.07,2.E.7.b,,Apache Kafka,software_skills.csv
+SOFTWARE,15-1299.08,2.E.10.a,,GitLab,software_skills.csv
+SOFTWARE,15-2051.00,2.E.6.m,,Apache Spark,software_skills.csv
+SOFTWARE,15-2051.00,2.E.7.b,,Flask,software_skills.csv
+SOFTWARE,15-2051.00,2.E.4.i,,Microsoft Excel,software_skills.csv
+SOFTWARE,15-2051.00,2.E.6.m,,Microsoft Power BI,software_skills.csv
+SOFTWARE,15-2051.00,2.E.6.f,,NumPy,software_skills.csv
+SOFTWARE,15-2051.00,2.E.6.f,,PyTorch,software_skills.csv
+SOFTWARE,15-2051.00,2.E.7.b,,Scikit-learn,software_skills.csv
+SOFTWARE,15-2051.00,2.E.6.m,,Tableau,software_skills.csv
+SOFTWARE,15-2051.00,2.E.9.d,,TensorFlow,software_skills.csv
+SOFTWARE,15-2051.00,2.E.6.f,,pandas,software_skills.csv
+SOFTWARE,17-2051.02,2.E.10.e,,Google Chrome,software_skills.csv
+SOFTWARE,17-2071.00,2.E.7.f,,Debugging software,software_skills.csv
+SOFTWARE,19-3092.00,2.E.4.b,,Adobe Photoshop,software_skills.csv
+SOFTWARE,25-2022.00,2.E.8.b,,Moodle,software_skills.csv
+SOFTWARE,25-9031.00,2.E.8.b,,Articulate Storyline,software_skills.csv
+SOFTWARE,27-4012.00,2.E.4.f,,Microsoft PowerPoint,software_skills.csv
+SOFTWARE,41-3031.00,2.E.2.d,,Bloomberg Professional,software_skills.csv
+SOFTWARE,41-4011.00,2.E.7.b,,Microsoft Azure software,software_skills.csv
+IMPORTANCE,13-1082.00,2.C.6,2.52,,knowledge.csv
+IMPORTANCE,13-1082.00,4.A.2.a.4,3.94,,work_activities.csv
+IMPORTANCE,13-1082.00,4.A.2.b.4,3.73,,work_activities.csv
+IMPORTANCE,13-1082.00,4.A.3.b.1,4.45,,work_activities.csv
+IMPORTANCE,13-1082.00,4.A.4.a.2,4.73,,work_activities.csv
+IMPORTANCE,13-2031.00,2.C.1.c,4.42,,knowledge.csv
+IMPORTANCE,13-2031.00,2.C.4.a,4.03,,knowledge.csv
+IMPORTANCE,13-2031.00,4.A.2.a.2,4.44,,work_activities.csv
+IMPORTANCE,13-2031.00,4.A.2.a.4,4.01,,work_activities.csv
+IMPORTANCE,13-2031.00,4.A.3.b.1,4.48,,work_activities.csv
+IMPORTANCE,13-2053.00,2.C.4.a,3.27,,knowledge.csv
+IMPORTANCE,13-2053.00,4.A.2.a.2,4.13,,work_activities.csv
+IMPORTANCE,13-2053.00,4.A.2.a.3,3.90,,work_activities.csv
+IMPORTANCE,13-2053.00,4.A.2.a.4,4.43,,work_activities.csv
+IMPORTANCE,13-2053.00,4.A.3.b.1,4.41,,work_activities.csv
+IMPORTANCE,13-2099.01,2.C.1.c,4.20,,knowledge.csv
+IMPORTANCE,13-2099.01,4.A.1.b.3,3.53,,work_activities.csv
+IMPORTANCE,13-2099.01,4.A.2.a.2,4.50,,work_activities.csv
+IMPORTANCE,13-2099.01,4.A.2.a.3,3.05,,work_activities.csv
+IMPORTANCE,13-2099.01,4.A.3.b.1,4.68,,work_activities.csv
+IMPORTANCE,15-1244.00,2.C.8.a,2.34,,knowledge.csv
+IMPORTANCE,15-1244.00,4.A.1.a.2,3.60,,work_activities.csv
+IMPORTANCE,15-1244.00,4.A.2.a.2,4.03,,work_activities.csv
+IMPORTANCE,15-1244.00,4.A.3.b.1,4.83,,work_activities.csv
+IMPORTANCE,15-1252.00,2.C.8.a,2.57,,knowledge.csv
+IMPORTANCE,15-1252.00,4.A.2.a.2,4.38,,work_activities.csv
+IMPORTANCE,15-1252.00,4.A.2.a.3,3.94,,work_activities.csv
+IMPORTANCE,15-1252.00,4.A.3.b.1,4.61,,work_activities.csv
+IMPORTANCE,15-1253.00,4.A.1.b.3,2.94,,work_activities.csv
+IMPORTANCE,15-1253.00,4.A.2.a.2,4.38,,work_activities.csv
+IMPORTANCE,15-1253.00,4.A.2.a.3,4.24,,work_activities.csv
+IMPORTANCE,15-1253.00,4.A.3.b.1,4.94,,work_activities.csv
+IMPORTANCE,15-1254.00,4.A.2.a.3,3.33,,work_activities.csv
+IMPORTANCE,15-1254.00,4.A.3.b.1,4.88,,work_activities.csv
+IMPORTANCE,15-1254.00,4.A.4.a.2,3.88,,work_activities.csv
+IMPORTANCE,15-2051.00,2.C.4.a,4.52,,knowledge.csv
+IMPORTANCE,15-2051.00,2.C.6,2.28,,knowledge.csv
+IMPORTANCE,15-2051.00,4.A.2.a.2,4.71,,work_activities.csv
+IMPORTANCE,15-2051.00,4.A.2.a.4,4.83,,work_activities.csv
+IMPORTANCE,15-2051.00,4.A.3.b.1,4.75,,work_activities.csv
+IMPORTANCE,25-9031.00,2.C.6,4.78,,knowledge.csv
+IMPORTANCE,25-9031.00,4.A.2.a.3,3.83,,work_activities.csv
+IMPORTANCE,25-9031.00,4.A.2.a.4,4.19,,work_activities.csv
+IMPORTANCE,25-9031.00,4.A.2.b.2,3.72,,work_activities.csv
+IMPORTANCE,25-9031.00,4.A.3.b.1,4.45,,work_activities.csv
--- a/mydreamjob-server/src/test/resources/skill-cloud/skill-cloud-expected-mappings.csv
+++ b/mydreamjob-server/src/test/resources/skill-cloud/skill-cloud-expected-mappings.csv
@ -0,0 +1,222 @@
+record_type,entity_key,expected_source_type,expected_source_code,expected_element_id,expected_importance,expected_is_proxy
+OCCUPATION_SOURCE,FRONTEND_DEVELOPER,ESCO,http://data.europa.eu/esco/occupation/c40a2919-48a9-40ea-b506-1f34f693496d,,,
+OCCUPATION_SOURCE,BACKEND_DEVELOPER,ESCO,http://data.europa.eu/esco/occupation/f2b15a0e-e65a-438a-affb-29b9d50b77d1,,,
+OCCUPATION_SOURCE,QA_ENGINEER,ESCO,http://data.europa.eu/esco/occupation/106f79e4-6264-45f1-9e7a-297435cd684b,,,
+OCCUPATION_SOURCE,DEVOPS_ENGINEER,ESCO,http://data.europa.eu/esco/occupation/f2b15a0e-e65a-438a-affb-29b9d50b77d1,,,
+OCCUPATION_SOURCE,FINANCIAL_DATA_ANALYST,ESCO,http://data.europa.eu/esco/occupation/8d586ee9-0ab1-4155-a3b0-2ca786c8e48c,,,
+OCCUPATION_SOURCE,RISK_MODELING_ENGINEER,ESCO,http://data.europa.eu/esco/occupation/b09acdda-6680-49d1-a411-129610ee3bc0,,,
+OCCUPATION_SOURCE,QUANTITATIVE_DEVELOPER,ESCO,http://data.europa.eu/esco/occupation/f2b15a0e-e65a-438a-affb-29b9d50b77d1,,,
+OCCUPATION_SOURCE,EDUCATION_PRODUCT_MANAGER,ESCO,http://data.europa.eu/esco/occupation/a79170ad-0b7b-4697-864f-1748359aa10a,,,
+OCCUPATION_SOURCE,INSTRUCTIONAL_DESIGNER,ESCO,http://data.europa.eu/esco/occupation/a9c30651-ccbc-4a80-900c-7880615cdf6e,,,
+OCCUPATION_SOURCE,EDUCATION_DATA_ANALYST,ESCO,http://data.europa.eu/esco/occupation/d3edb8f8-3a06-47a0-8fb9-9b212c006aa2,,,
+SKILL_SOURCE,JAVA,ESCO,http://data.europa.eu/esco/skill/19a8293b-8e95-4de3-983f-77484079c389,,,
+SKILL_SOURCE,PYTHON,ESCO,http://data.europa.eu/esco/skill/ccd0a1d9-afda-43d9-b901-96344886e14d,,,
+SKILL_SOURCE,JAVASCRIPT,ESCO,http://data.europa.eu/esco/skill/3cd569a2-4f88-4c1e-9995-8dce8c5e51a7,,,
+SKILL_SOURCE,TYPESCRIPT,ESCO,http://data.europa.eu/esco/skill/867137fb-ff1b-4ca3-99f3-cb6969aa2c68,,,
+SKILL_SOURCE,SQL,ESCO,http://data.europa.eu/esco/skill/598de5b0-5b58-4ea7-8058-a4bc4d18c742,,,
+SKILL_SOURCE,CSHARP,ESCO,http://data.europa.eu/esco/skill/4c016b68-4116-468c-9dc6-42710c239e4a,,,
+SKILL_SOURCE,HTML,ESCO,http://data.europa.eu/esco/skill/0af062de-eb43-41e9-9b96-249e2cd22d26,,,
+SKILL_SOURCE,CSS,ESCO,http://data.europa.eu/esco/skill/e5d1f825-60ed-4bdd-872a-e748c387f777,,,
+SKILL_SOURCE,R,ESCO,http://data.europa.eu/esco/skill/51586df8-1c46-4b47-8583-773cb63bf00b,,,
+SKILL_SOURCE,MYSQL,ESCO,http://data.europa.eu/esco/skill/4da171e5-779c-4983-a76f-91c16751e99f,,,
+SKILL_SOURCE,POSTGRESQL,ESCO,http://data.europa.eu/esco/skill/a8d07b5a-c1a1-42c6-9d53-db9c7a2ca996,,,
+SKILL_SOURCE,STATISTICS,ESCO,http://data.europa.eu/esco/skill/7ee4c2ea-b349-4bd2-81a3-ec31475d4833,,,
+SKILL_SOURCE,MACHINE_LEARNING,ESCO,http://data.europa.eu/esco/skill/8369c2d6-c100-4cf6-bd83-9668d8678433,,,
+SKILL_SOURCE,FINANCIAL_ANALYSIS,ESCO,http://data.europa.eu/esco/skill/99571e68-801f-49af-a897-5f75996642e1,,,
+SKILL_SOURCE,RISK_MANAGEMENT,ESCO,http://data.europa.eu/esco/skill/6eff134b-e34f-4d6e-a6e8-5e47cf2228d0,,,
+SKILL_SOURCE,INSTRUCTIONAL_DESIGN,ESCO,http://data.europa.eu/esco/skill/e3145bd7-7f35-44ec-a5dc-4417c5c9ab9a,,,
+SKILL_SOURCE,CURRICULUM_DEVELOPMENT,ESCO,http://data.europa.eu/esco/skill/142a5319-60cb-42a2-891f-90ba92af18b1,,,
+SKILL_SOURCE,LEARNING_MANAGEMENT_SYSTEMS,ESCO,http://data.europa.eu/esco/skill/6c80d53c-d8c9-41fe-998f-091fca208834,,,
+SKILL_SOURCE,EDUCATIONAL_TECHNOLOGY,ESCO,http://data.europa.eu/esco/skill/8a6394d1-f44f-4b0d-81d5-7201fc025ba8,,,
+SKILL_SOURCE,COMMUNICATION,ESCO,http://data.europa.eu/esco/skill/15d76317-c71a-4fa2-aadc-2ecc34e627b7,,,
+SKILL_SOURCE,CRITICAL_THINKING,ESCO,http://data.europa.eu/esco/skill/a9e6718b-b9d8-44c2-b06e-85ceed9d144c,,,
+SKILL_SOURCE,COLLABORATION,ESCO,http://data.europa.eu/esco/skill/082967d4-b94c-4305-aa13-35a6aa8c5c7c,,,
+SKILL_SOURCE,PROJECT_MANAGEMENT,ESCO,http://data.europa.eu/esco/skill/7111b95d-0ce3-441a-9d92-4c75d05c4388,,,
+SKILL_SOURCE,AGILE,ESCO,http://data.europa.eu/esco/skill/dba46f87-0831-49cd-a1c7-340a653c0221,,,
+SKILL_SOURCE,JENKINS,ESCO,http://data.europa.eu/esco/skill/f47a1998-0beb-43be-9f46-380aa4d183da,,,
+SKILL_SOURCE,REACT,O*NET,15-1254.00|React|2.E.7.h,,,
+SKILL_SOURCE,VUE_JS,O*NET,15-1254.00|Vue.js|2.E.7.h,,,
+SKILL_SOURCE,NODE_JS,O*NET,15-1254.00|Node.js|2.E.7.h,,,
+SKILL_SOURCE,SPRING_BOOT,O*NET,15-1252.00|Spring Boot|2.E.10.a,,,
+SKILL_SOURCE,DJANGO,O*NET,15-1252.00|Django|2.E.7.h,,,
+SKILL_SOURCE,FLASK,O*NET,15-2051.00|Flask|2.E.7.b,,,
+SKILL_SOURCE,GIT,O*NET,15-1252.00|Git|2.E.5.c,,,
+SKILL_SOURCE,DOCKER,O*NET,15-1252.00|Docker|2.E.10.a,,,
+SKILL_SOURCE,KUBERNETES,O*NET,15-1252.00|Kubernetes|2.E.10.a,,,
+SKILL_SOURCE,GRADLE,O*NET,15-1252.00|Gradle|2.E.7.e,,,
+SKILL_SOURCE,MONGODB,O*NET,15-1252.00|MongoDB|2.E.6.d,,,
+SKILL_SOURCE,REDIS,O*NET,15-1252.00|Redis|2.E.6.d,,,
+SKILL_SOURCE,SELENIUM,O*NET,15-1253.00|Selenium|2.E.7.f,,,
+SKILL_SOURCE,JUNIT,O*NET,15-1253.00|JUnit|2.E.7.f,,,
+SKILL_SOURCE,POSTMAN,O*NET,15-1253.00|Postman|2.E.13.c,,,
+SKILL_SOURCE,PANDAS,O*NET,15-2051.00|pandas|2.E.6.f,,,
+SKILL_SOURCE,NUMPY,O*NET,15-2051.00|NumPy|2.E.6.f,,,
+SKILL_SOURCE,TABLEAU,O*NET,15-2051.00|Tableau|2.E.6.m,,,
+SKILL_SOURCE,POWER_BI,O*NET,15-2051.00|Microsoft Power BI|2.E.6.m,,,
+SKILL_SOURCE,MICROSOFT_EXCEL,O*NET,15-2051.00|Microsoft Excel|2.E.4.i,,,
+SKILL_SOURCE,TENSORFLOW,O*NET,15-2051.00|TensorFlow|2.E.9.d,,,
+SKILL_SOURCE,PYTORCH,O*NET,15-2051.00|PyTorch|2.E.6.f,,,
+SKILL_SOURCE,SCIKIT_LEARN,O*NET,15-2051.00|Scikit-learn|2.E.7.b,,,
+SKILL_SOURCE,APACHE_SPARK,O*NET,15-2051.00|Apache Spark|2.E.6.m,,,
+SKILL_SOURCE,FIGMA,O*NET,15-1254.00|Figma|2.E.7.d,,,
+SKILL_SOURCE,BASH,O*NET,15-1252.00|Bash|2.E.13.c,,,
+SKILL_SOURCE,GO,O*NET,15-1252.00|Go|2.E.7.b,,,
+SKILL_SOURCE,CPP,O*NET,15-1252.00|C++|2.E.7.e,,,
+SKILL_SOURCE,GOOGLE_CHROME,O*NET,17-2051.02|Google Chrome|2.E.10.e,,,
+SKILL_SOURCE,DEBUGGING_SOFTWARE,O*NET,17-2071.00|Debugging software|2.E.7.f,,,
+SKILL_SOURCE,APACHE_KAFKA,O*NET,15-1299.07|Apache Kafka|2.E.7.b,,,
+SKILL_SOURCE,SONARQUBE,O*NET,15-1252.00|SonarQube|2.E.7.f,,,
+SKILL_SOURCE,CHEF,O*NET,15-1255.00|Chef|2.E.7.a,,,
+SKILL_SOURCE,GITLAB,O*NET,15-1299.08|GitLab|2.E.10.a,,,
+SKILL_SOURCE,NAGIOS,O*NET,11-3021.00|Nagios|2.E.11.a,,,
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