From 5571076406dadab0f56a67fcd1672c4f1d30f65a Mon Sep 17 00:00:00 2001 From: gbanyan Date: Thu, 4 Dec 2025 16:34:35 +0800 Subject: [PATCH] feat: Add curated expert occupations with local data sources MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - Add curated occupations seed files (210 entries in zh/en) with specific domains - Add DBpedia occupations data (2164 entries) for external source option - Refactor expert_source_service to read from local JSON files - Improve keyword generation prompts to leverage expert domain context - Add architecture analysis documentation (ARCHITECTURE_ANALYSIS.md) - Fix expert source selection bug (proper handling of empty custom_experts) - Update frontend to support curated/dbpedia/wikidata expert sources Key changes: - backend/app/data/: Local occupation data files - backend/app/services/expert_source_service.py: Simplified local file reading - backend/app/prompts/expert_transformation_prompt.py: Better domain-aware prompts - Removed expert_cache.py (no longer needed with local files) 🀖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude --- ARCHITECTURE_ANALYSIS.md | 277 + .../app/data/conceptnet_occupations_en.json | 9 + .../app/data/conceptnet_occupations_zh.json | 9 + backend/app/data/curated_occupations_en.json | 216 + backend/app/data/curated_occupations_zh.json | 216 + backend/app/data/dbpedia_occupations_en.json | 8666 +++++++++++++++++ backend/app/models/schemas.py | 5 +- .../prompts/expert_transformation_prompt.py | 34 +- backend/app/routers/expert_transformation.py | 23 +- backend/app/services/expert_cache.py | 92 - backend/app/services/expert_source_service.py | 406 +- backend/scripts/fetch_occupations.py | 386 + .../components/TransformationInputPanel.tsx | 5 +- frontend/src/hooks/useExpertTransformation.ts | 2 +- frontend/src/types/index.ts | 4 +- 15 files changed, 9970 insertions(+), 380 deletions(-) create mode 100644 ARCHITECTURE_ANALYSIS.md create mode 100644 backend/app/data/conceptnet_occupations_en.json create mode 100644 backend/app/data/conceptnet_occupations_zh.json create mode 100644 backend/app/data/curated_occupations_en.json create mode 100644 backend/app/data/curated_occupations_zh.json create mode 100644 backend/app/data/dbpedia_occupations_en.json delete mode 100644 backend/app/services/expert_cache.py create mode 100644 backend/scripts/fetch_occupations.py diff --git a/ARCHITECTURE_ANALYSIS.md b/ARCHITECTURE_ANALYSIS.md new file mode 100644 index 0000000..f9fd0ea --- /dev/null +++ b/ARCHITECTURE_ANALYSIS.md @@ -0,0 +1,277 @@ +# novelty-seeking 系統流皋與耊合床分析 + +> 生成日期: 2025-12-04 + +## 䞀、系統敎體架構抂芜 + +novelty-seeking 是䞀個創新思維匕導系統由䞉個栞心 Agent 組成 +- **Attribute Agent**埞查詢到屬性節點的映射 +- **Transformation Agent**屬性到新關鍵字的蜉換 +- **Expert Transformation Agent**倚芖角專家角床的屬性蜉換 + +--- + +## 二、完敎資料流皋 + +``` +┌─────────────────────────────────────────────────────────────────────┐ +│ Attribute Agent │ +├────────────────────────────────────────────────────────────────────── +│ 甚戶茞入 Query (劂「腳螏車」) │ +│ ↓ │ +│ Step 0: 類別分析 (category_mode 決定) │ +│ → 產出: CategoryDefinition[] (劂 材料/功胜/甹途/䜿甚族矀) │ +│ ↓ │ +│ Step 1: 屬性列衚生成 │ +│ → 產出: {材料: [é‹Œ,朚,碳纖維], 功胜: [搬運,儲存], ...} │ +│ ↓ │ +│ Step 2: 關係生成 (DAG 邊) │ +│ → 產出: AttributeDAG (nodes + edges) │ +└─────────────────────────────────────────────────────────────────────┘ + ↓ (高耊合) +┌─────────────────────────────────────────────────────────────────────┐ +│ Expert Transformation Agent │ +├────────────────────────────────────────────────────────────────────── +│ 茞入: Query + Category + Attributes (䟆自 Attribute Agent) │ +│ ↓ │ +│ Step 0: 專家團隊生成 │ +│ → expert_source 決定: llm / curated / dbpedia / wikidata │ +│ → 產出: ExpertProfile[] (劂 會蚈垫/心理垫/生態孞家) │ +│ ↓ │ +│ Step 1: 專家芖角關鍵字生成 (對每個 attribute) │ +│ → 產出: ExpertKeyword[] (關鍵字 + 䟆源專家 + 䟆源屬性) │ +│ ↓ │ +│ Step 2: 描述生成 (對每個 keyword) │ +│ → 產出: ExpertTransformationDescription[] │ +└─────────────────────────────────────────────────────────────────────┘ +``` + +--- + +## 䞉、Attribute Agent 詳现流皋 + +### 3.1 流皋架構 + +``` +甚戶查詢 (Query) + ↓ +┌─────────────────────────────────────────────┐ +│ Step 0: 類別分析 (Category Mode 決定) │ +├────────────────────────────────────────────── +│ 茞入: query, suggested_category_count │ +│ 處理: │ +│ - FIXED_ONLY: 䜿甚 4 個固定類別 │ +│ - FIXED_PLUS_CUSTOM: 固定 + 甚戶自蚂 │ +│ - FIXED_PLUS_DYNAMIC: 固定 + LLM 掚薊 │ +│ - CUSTOM_ONLY: 僅 LLM 掚薊 │ +│ - DYNAMIC_AUTO: 箔 LLM 掚薊 (預蚭) │ +│ 茞出: Step0Result (recommended categories) │ +└─────────────────────────────────────────────┘ + ↓ +┌─────────────────────────────────────────────┐ +│ Step 1: 屬性列衚生成 (Attributes) │ +├────────────────────────────────────────────── +│ 茞入: query, final_categories │ +│ LLM 處理: │ +│ - 分析 query 圚各類別䞋的屬性 │ +│ - 每個類別生成 3-5 個屬性 │ +│ 茞出: DynamicStep1Result │ +└─────────────────────────────────────────────┘ + ↓ +┌─────────────────────────────────────────────┐ +│ Step 2: 關係映射 (Relationships → DAG) │ +├────────────────────────────────────────────── +│ 茞入: query, categories, attributes │ +│ LLM 處理: │ +│ - 分析盞鄰類別之間的因果關係 │ +│ - 生成 (source, target) 關係對 │ +│ 茞出: AttributeDAG │ +└─────────────────────────────────────────────┘ +``` + +### 3.2 關鍵茞入變敞 + +| 變敞 | 䟆源 | 圱響範圍 | 䜜甚 | +|------|------|--------|------| +| `query` | 甚戶茞入 | Step 0-2 党郚 | 決定分析的物件 | +| `category_mode` | 甚戶遞擇 | Step 0 | 決定䜿甚哪些類別 | +| `suggested_category_count` | 甚戶蚭定 | Step 0 | LLM 掚薊類別的敞量 | +| `temperature` | 甚戶蚭定 | Step 0-2 | 控制 LLM 茞出的倚暣性 | +| `model` | 甚戶遞擇 | Step 0-2 | 遞擇䞍同的 LLM æš¡åž‹ | + +--- + +## 四、Expert Transformation Agent 詳现流皋 + +### 4.1 流皋架構 + +``` +屬性列衚 (attributes from Attribute Agent) + ↓ +┌─────────────────────────────────────────────┐ +│ Step 0: 專家團隊生成 (Expert Generation) │ +├────────────────────────────────────────────── +│ 決定因玠: │ +│ - expert_source = 'llm' → LLM 生成 │ +│ - expert_source ∈ ['curated', 'dbpedia', │ +│ 'wikidata'] → 本地檔案隚機遞取 │ +│ - 有 custom_experts → 結合 LLM │ +│ │ +│ 茞出: ExpertProfile[] │ +│ [{id, name, domain, perspective}] │ +└─────────────────────────────────────────────┘ + ↓ +┌─────────────────────────────────────────────┐ +│ Step 1: 專家芖角關鍵字生成 (Keywords) │ +├────────────────────────────────────────────── +│ 迎圈: for each attribute in attributes: │ +│ LLM 為每個專家生成 keywords_per_expert │ +│ 個關鍵字 │ +│ │ +│ 茞出: ExpertKeyword[] │ +│ [{keyword, expert_id, expert_name, │ +│ source_attribute}] │ +└─────────────────────────────────────────────┘ + ↓ +┌─────────────────────────────────────────────┐ +│ Step 2: 描述生成 (Descriptions) │ +├────────────────────────────────────────────── +│ 迎圈: for each expert_keyword: │ +│ LLM 生成 15-30 字的創新應甚描述 │ +│ │ +│ 茞出: ExpertTransformationDescription[] │ +└─────────────────────────────────────────────┘ +``` + +### 4.2 關鍵茞入變敞 + +| 變敞 | 䟆源 | 圱響範圍 | 䜜甚 | +|------|------|--------|------| +| `expert_source` | 甚戶遞擇 | Step 0 | 決定專家䟆源 (llm/curated/dbpedia/wikidata) | +| `expert_count` | 甚戶蚭定 | Step 0 | 專家敞量 (2-8) | +| `keywords_per_expert` | 甚戶蚭定 | Step 1 | 每專家每屬性關鍵字敞 (1-3) | +| `custom_experts` | 甚戶茞入 | Step 0 | 甚戶指定的專家名皱 | +| `temperature` | 甚戶蚭定 | Step 0-2 | 控制倚暣性 | + +### 4.3 關鍵字生成公匏 + +``` +瞜關鍵字敞 = len(attributes) × expert_count × keywords_per_expert + +範䟋蚈算: +├─ 3 個屬性 (搬運, 儲存, 展瀺) +├─ 3 䜍專家 (會蚈垫, 心理垫, 生態孞家) +├─ 1 個關鍵字/專家 +└─ = 3 × 3 × 1 = 9 個關鍵字 +``` + +--- + +## 五、關鍵字生成圱響因玠 + +| 階段 | 圱響變敞 | 圱響皋床 | 說明 | +|------|---------|---------|------| +| **屬性生成** | `query` | 極高 | 決定 LLM 分析的語矩基瀎 | +| | `category_mode` | 高 | 決定類別維床 | +| | `temperature` | äž­ | 越高越倚暣 | +| | `model` | äž­ | 䞍同暡型知識基瀎䞍同 | +| **專家生成** | `expert_source` | 高 | 決定專家䟆源與品質 | +| | `expert_count` | äž­ | 2-8 䜍專家 | +| | `custom_experts` | äž­ | 與 LLM 結合 | +| **關鍵字生成** | `experts[].domain` | 極高 | 盎接決定關鍵字芖角 | +| | `keywords_per_expert` | 䜎 | 控制敞量 | +| | `source_attribute` | 高 | 決定思考起點 | + +--- + +## 六、耊合床分析 + +### 6.1 高耊合連接 ⚠ + +| 連接 | 耊合床 | 原因 | 颚險 | +|------|--------|------|------| +| Attribute → Expert Transform | 高 | Expert 䟝賎 Attribute 茞出 | 結構變曎需同步修改 | +| Expert 生成 → Keyword 生成 | 高 | domain 盎接圱響關鍵字 | domain 品質差→關鍵字無關 | +| Prompt → LLM 茞出結構 | 高 | prompt 定矩 JSON 栌匏 | 改 prompt 需改 schema | + +### 6.2 䜎耊合連接 ✓ + +| 連接 | 耊合床 | 原因 | 優點 | +|------|--------|------|------| +| curated/dbpedia/wikidata | 䜎 | 獚立本地檔案 | 可單獚曎新 | +| SSE 通信栌匏 | 䜎 | 暙準化解耊 | 向埌盞容 | +| useAttribute/useExpertTransformation | 䜎 | 獚立 hook | 可單獚耇甚 | + +### 6.3 耊合床矩陣 + +| | Attribute | Transformation | Expert Transform | +|----|-----------|---------------|----| +| **Attribute** | - | 䜎 | 高 | +| **Transformation** | 䜎 | - | 䜎 | +| **Expert Transform** | 高 | 䜎 | - | + +--- + +## 䞃、專家䟆源比范 + +| 䟆源 | 檔案 | 筆敞 | Domain 品質 | 特點 | +|------|------|------|------------|------| +| `llm` | - | 動態 | 高 | LLM 根據 query 生成盞關專家 | +| `curated` | curated_occupations_zh/en.json | 210 | 高 | 粟遞職業含具體領域 | +| `dbpedia` | dbpedia_occupations_en.json | 2164 | 䜎 | 党是 "Professional Field" | +| `wikidata` | - | - | - | 未寊䜜本地化 | + +--- + +## 八、決策變化远蹀範䟋 + +``` +Query: "腳螏車" + ↓ +Category Mode: DYNAMIC_AUTO + → LLM 建議 [材料, 功胜, 甹途, 䜿甚族矀] + ↓ +Expert Source: "curated" + → 隚機遞取 [倖科醫垫(醫療與健康), 軟體工皋垫(資蚊科技), 䞻廚(逐飲與服務)] + ↓ +Attribute "搬運" + Expert "倖科醫垫" + → LLM 思考: 醫療芖角看搬運 + → Keyword: "噚官運茞", "急救物流" + ↓ +Description 生成: + → "埞急救醫療角床腳螏車可改良為緊急醫療運茞工具..." +``` + +--- + +## 九、改進建議 + +| 問題 | 珟狀 | 建議改進 | +|------|------|---------| +| domain 品質 | DBpedia 党是通甚倌 | ✅ 已建立粟遞職業 | +| 重耇蚈算 Expert | 每類別重新生成 | 考慮 Expert 党局化 | +| Temperature 統䞀 | 敎流皋同䞀倌 | 可按 Step 分開蚭定 | +| 猺乏快取 | 每次重新分析 | 加入 Attribute 快取局 | +| 語蚀支揎 | 䞻芁䞭文 | ✅ 已建立英文版 | + +--- + +## 十、關鍵檔案枅單 + +### Backend +- `app/routers/analyze.py` - Attribute Agent 路由 +- `app/routers/expert_transformation.py` - Expert Transformation 路由 +- `app/prompts/step_prompts.py` - Attribute Agent 提瀺詞 +- `app/prompts/expert_transformation_prompt.py` - Expert Transformation 提瀺詞 +- `app/services/expert_source_service.py` - 專家䟆源服務 +- `app/services/llm_service.py` - LLM 調甚服務 +- `app/data/curated_occupations_zh.json` - 粟遞職業䞭文 +- `app/data/curated_occupations_en.json` - 粟遞職業英文 +- `app/data/dbpedia_occupations_en.json` - DBpedia 職業 + +### Frontend +- `src/App.tsx` - 䞻狀態管理 +- `src/hooks/useAttribute.ts` - Attribute Agent Hook +- `src/hooks/useExpertTransformation.ts` - Expert Transformation Hook +- `src/components/TransformationInputPanel.tsx` - 蜉換控制面板 +- `src/types/index.ts` - 類型定矩 diff --git a/backend/app/data/conceptnet_occupations_en.json b/backend/app/data/conceptnet_occupations_en.json new file mode 100644 index 0000000..074294a --- /dev/null +++ b/backend/app/data/conceptnet_occupations_en.json @@ -0,0 +1,9 @@ +{ + "metadata": { + "source": "conceptnet", + "language": "en", + "fetched_at": "2025-12-04T07:26:30.695936+00:00", + "total_count": 0 + }, + "occupations": [] +} \ No newline at end of file diff --git a/backend/app/data/conceptnet_occupations_zh.json b/backend/app/data/conceptnet_occupations_zh.json new file mode 100644 index 0000000..a469269 --- /dev/null +++ b/backend/app/data/conceptnet_occupations_zh.json @@ -0,0 +1,9 @@ +{ + "metadata": { + "source": "conceptnet", + "language": "zh", + "fetched_at": "2025-12-04T07:26:26.994914+00:00", + "total_count": 0 + }, + "occupations": [] +} \ No newline at end of file diff --git a/backend/app/data/curated_occupations_en.json b/backend/app/data/curated_occupations_en.json new file mode 100644 index 0000000..b821282 --- /dev/null +++ b/backend/app/data/curated_occupations_en.json @@ -0,0 +1,216 @@ +{ + "metadata": { + "source": "curated", + "language": "en", + "created_at": "2025-12-04", + "total_count": 210, + "description": "Curated common professional occupations with specific domains" + }, + "occupations": [ + {"name": "Surgeon", "domain": "Healthcare"}, + {"name": "Internist", "domain": "Healthcare"}, + {"name": "Dentist", "domain": "Healthcare"}, + {"name": "Ophthalmologist", "domain": "Healthcare"}, + {"name": "Psychiatrist", "domain": "Healthcare"}, + {"name": "Pediatrician", "domain": "Healthcare"}, + {"name": "Nurse", "domain": "Healthcare"}, + {"name": "Pharmacist", "domain": "Healthcare"}, + {"name": "Clinical Psychologist", "domain": "Healthcare"}, + {"name": "Physical Therapist", "domain": "Healthcare"}, + {"name": "Occupational Therapist", "domain": "Healthcare"}, + {"name": "Nutritionist", "domain": "Healthcare"}, + {"name": "Traditional Chinese Medicine Doctor", "domain": "Healthcare"}, + {"name": "Veterinarian", "domain": "Healthcare"}, + + {"name": "Software Engineer", "domain": "Information Technology"}, + {"name": "Frontend Developer", "domain": "Information Technology"}, + {"name": "Backend Developer", "domain": "Information Technology"}, + {"name": "Data Scientist", "domain": "Information Technology"}, + {"name": "Data Engineer", "domain": "Information Technology"}, + {"name": "Machine Learning Engineer", "domain": "Information Technology"}, + {"name": "Cybersecurity Engineer", "domain": "Information Technology"}, + {"name": "DevOps Engineer", "domain": "Information Technology"}, + {"name": "UI Designer", "domain": "Information Technology"}, + {"name": "UX Designer", "domain": "Information Technology"}, + {"name": "Product Manager", "domain": "Information Technology"}, + {"name": "Systems Analyst", "domain": "Information Technology"}, + {"name": "Network Engineer", "domain": "Information Technology"}, + {"name": "Cloud Architect", "domain": "Information Technology"}, + + {"name": "Accountant", "domain": "Finance & Business"}, + {"name": "Financial Analyst", "domain": "Finance & Business"}, + {"name": "Investment Manager", "domain": "Finance & Business"}, + {"name": "Risk Manager", "domain": "Finance & Business"}, + {"name": "Actuary", "domain": "Finance & Business"}, + {"name": "Bank Manager", "domain": "Finance & Business"}, + {"name": "Securities Analyst", "domain": "Finance & Business"}, + {"name": "Tax Consultant", "domain": "Finance & Business"}, + {"name": "Business Consultant", "domain": "Finance & Business"}, + {"name": "HR Manager", "domain": "Finance & Business"}, + {"name": "Marketing Manager", "domain": "Finance & Business"}, + {"name": "Sales Manager", "domain": "Finance & Business"}, + {"name": "Procurement Manager", "domain": "Finance & Business"}, + {"name": "Entrepreneur", "domain": "Finance & Business"}, + + {"name": "Lawyer", "domain": "Law & Policy"}, + {"name": "Judge", "domain": "Law & Policy"}, + {"name": "Prosecutor", "domain": "Law & Policy"}, + {"name": "Notary", "domain": "Law & Policy"}, + {"name": "Legal Counsel", "domain": "Law & Policy"}, + {"name": "IP Attorney", "domain": "Law & Policy"}, + {"name": "Policy Analyst", "domain": "Law & Policy"}, + {"name": "Diplomat", "domain": "Law & Policy"}, + {"name": "Civil Servant", "domain": "Law & Policy"}, + {"name": "Legislator", "domain": "Law & Policy"}, + {"name": "Mediator", "domain": "Law & Policy"}, + {"name": "Legal Scholar", "domain": "Law & Policy"}, + + {"name": "University Professor", "domain": "Education & Academia"}, + {"name": "High School Teacher", "domain": "Education & Academia"}, + {"name": "Middle School Teacher", "domain": "Education & Academia"}, + {"name": "Elementary School Teacher", "domain": "Education & Academia"}, + {"name": "Preschool Teacher", "domain": "Education & Academia"}, + {"name": "Special Education Teacher", "domain": "Education & Academia"}, + {"name": "Tutor", "domain": "Education & Academia"}, + {"name": "Researcher", "domain": "Education & Academia"}, + {"name": "Librarian", "domain": "Education & Academia"}, + {"name": "Education Administrator", "domain": "Education & Academia"}, + {"name": "Academic Editor", "domain": "Education & Academia"}, + {"name": "Education Consultant", "domain": "Education & Academia"}, + {"name": "Speech Therapist", "domain": "Education & Academia"}, + + {"name": "Painter", "domain": "Arts & Creativity"}, + {"name": "Sculptor", "domain": "Arts & Creativity"}, + {"name": "Musician", "domain": "Arts & Creativity"}, + {"name": "Composer", "domain": "Arts & Creativity"}, + {"name": "Conductor", "domain": "Arts & Creativity"}, + {"name": "Dancer", "domain": "Arts & Creativity"}, + {"name": "Actor", "domain": "Arts & Creativity"}, + {"name": "Film Director", "domain": "Arts & Creativity"}, + {"name": "Screenwriter", "domain": "Arts & Creativity"}, + {"name": "Photographer", "domain": "Arts & Creativity"}, + {"name": "Illustrator", "domain": "Arts & Creativity"}, + {"name": "Animator", "domain": "Arts & Creativity"}, + {"name": "Graphic Designer", "domain": "Arts & Creativity"}, + {"name": "Fashion Designer", "domain": "Arts & Creativity"}, + {"name": "Jewelry Designer", "domain": "Arts & Creativity"}, + + {"name": "Mechanical Engineer", "domain": "Engineering & Manufacturing"}, + {"name": "Electrical Engineer", "domain": "Engineering & Manufacturing"}, + {"name": "Electronics Engineer", "domain": "Engineering & Manufacturing"}, + {"name": "Chemical Engineer", "domain": "Engineering & Manufacturing"}, + {"name": "Materials Engineer", "domain": "Engineering & Manufacturing"}, + {"name": "Industrial Engineer", "domain": "Engineering & Manufacturing"}, + {"name": "Automation Engineer", "domain": "Engineering & Manufacturing"}, + {"name": "Quality Control Engineer", "domain": "Engineering & Manufacturing"}, + {"name": "Process Engineer", "domain": "Engineering & Manufacturing"}, + {"name": "R&D Engineer", "domain": "Engineering & Manufacturing"}, + {"name": "Production Manager", "domain": "Engineering & Manufacturing"}, + {"name": "Factory Manager", "domain": "Engineering & Manufacturing"}, + {"name": "Technician", "domain": "Engineering & Manufacturing"}, + + {"name": "Architect", "domain": "Architecture & Space"}, + {"name": "Interior Designer", "domain": "Architecture & Space"}, + {"name": "Landscape Designer", "domain": "Architecture & Space"}, + {"name": "Urban Planner", "domain": "Architecture & Space"}, + {"name": "Structural Engineer", "domain": "Architecture & Space"}, + {"name": "Civil Engineer", "domain": "Architecture & Space"}, + {"name": "Construction Engineer", "domain": "Architecture & Space"}, + {"name": "Site Supervisor", "domain": "Architecture & Space"}, + {"name": "Surveyor", "domain": "Architecture & Space"}, + {"name": "Architectural Drafter", "domain": "Architecture & Space"}, + {"name": "Exhibition Designer", "domain": "Architecture & Space"}, + {"name": "Lighting Designer", "domain": "Architecture & Space"}, + + {"name": "Journalist", "domain": "Media & Communications"}, + {"name": "News Anchor", "domain": "Media & Communications"}, + {"name": "Editor", "domain": "Media & Communications"}, + {"name": "Copy Editor", "domain": "Media & Communications"}, + {"name": "Video Editor", "domain": "Media & Communications"}, + {"name": "PR Specialist", "domain": "Media & Communications"}, + {"name": "Advertising Planner", "domain": "Media & Communications"}, + {"name": "Social Media Manager", "domain": "Media & Communications"}, + {"name": "Content Creator", "domain": "Media & Communications"}, + {"name": "Podcast Host", "domain": "Media & Communications"}, + {"name": "Publisher", "domain": "Media & Communications"}, + {"name": "Translator", "domain": "Media & Communications"}, + {"name": "Interpreter", "domain": "Media & Communications"}, + + {"name": "Agronomist", "domain": "Agriculture & Environment"}, + {"name": "Horticulturist", "domain": "Agriculture & Environment"}, + {"name": "Livestock Specialist", "domain": "Agriculture & Environment"}, + {"name": "Aquaculture Specialist", "domain": "Agriculture & Environment"}, + {"name": "Environmental Engineer", "domain": "Agriculture & Environment"}, + {"name": "Ecologist", "domain": "Agriculture & Environment"}, + {"name": "Forest Ranger", "domain": "Agriculture & Environment"}, + {"name": "Meteorologist", "domain": "Agriculture & Environment"}, + {"name": "Geologist", "domain": "Agriculture & Environment"}, + {"name": "Environmental Inspector", "domain": "Agriculture & Environment"}, + {"name": "Sustainability Consultant", "domain": "Agriculture & Environment"}, + {"name": "Organic Farmer", "domain": "Agriculture & Environment"}, + + {"name": "Executive Chef", "domain": "Hospitality & Service"}, + {"name": "Pastry Chef", "domain": "Hospitality & Service"}, + {"name": "Bartender", "domain": "Hospitality & Service"}, + {"name": "Sommelier", "domain": "Hospitality & Service"}, + {"name": "Restaurant Manager", "domain": "Hospitality & Service"}, + {"name": "Hotel Manager", "domain": "Hospitality & Service"}, + {"name": "Travel Planner", "domain": "Hospitality & Service"}, + {"name": "Tour Guide", "domain": "Hospitality & Service"}, + {"name": "Barista", "domain": "Hospitality & Service"}, + {"name": "Food Critic", "domain": "Hospitality & Service"}, + {"name": "Wedding Planner", "domain": "Hospitality & Service"}, + {"name": "Event Planner", "domain": "Hospitality & Service"}, + + {"name": "Sports Coach", "domain": "Sports & Fitness"}, + {"name": "Personal Trainer", "domain": "Sports & Fitness"}, + {"name": "Yoga Instructor", "domain": "Sports & Fitness"}, + {"name": "Athletic Trainer", "domain": "Sports & Fitness"}, + {"name": "Physical Education Teacher", "domain": "Sports & Fitness"}, + {"name": "Sports Psychologist", "domain": "Sports & Fitness"}, + {"name": "Sports Nutritionist", "domain": "Sports & Fitness"}, + {"name": "Professional Athlete", "domain": "Sports & Fitness"}, + {"name": "Referee", "domain": "Sports & Fitness"}, + {"name": "Strength Coach", "domain": "Sports & Fitness"}, + {"name": "Sports Agent", "domain": "Sports & Fitness"}, + + {"name": "Social Worker", "domain": "Social Services"}, + {"name": "Counselor", "domain": "Social Services"}, + {"name": "Guidance Counselor", "domain": "Social Services"}, + {"name": "Volunteer Coordinator", "domain": "Social Services"}, + {"name": "Nonprofit Manager", "domain": "Social Services"}, + {"name": "Community Organizer", "domain": "Social Services"}, + {"name": "Elderly Care Worker", "domain": "Social Services"}, + {"name": "Youth Counselor", "domain": "Social Services"}, + {"name": "Family Therapist", "domain": "Social Services"}, + {"name": "Career Counselor", "domain": "Social Services"}, + {"name": "Addiction Counselor", "domain": "Social Services"}, + + {"name": "Pilot", "domain": "Transportation & Logistics"}, + {"name": "Ship Captain", "domain": "Transportation & Logistics"}, + {"name": "Train Operator", "domain": "Transportation & Logistics"}, + {"name": "Air Traffic Controller", "domain": "Transportation & Logistics"}, + {"name": "Logistics Manager", "domain": "Transportation & Logistics"}, + {"name": "Supply Chain Manager", "domain": "Transportation & Logistics"}, + {"name": "Warehouse Manager", "domain": "Transportation & Logistics"}, + {"name": "Customs Broker", "domain": "Transportation & Logistics"}, + {"name": "Traffic Engineer", "domain": "Transportation & Logistics"}, + {"name": "Port Authority Officer", "domain": "Transportation & Logistics"}, + + {"name": "Physicist", "domain": "Scientific Research"}, + {"name": "Chemist", "domain": "Scientific Research"}, + {"name": "Biologist", "domain": "Scientific Research"}, + {"name": "Astronomer", "domain": "Scientific Research"}, + {"name": "Mathematician", "domain": "Scientific Research"}, + {"name": "Statistician", "domain": "Scientific Research"}, + {"name": "Geneticist", "domain": "Scientific Research"}, + {"name": "Neuroscientist", "domain": "Scientific Research"}, + {"name": "Oceanographer", "domain": "Scientific Research"}, + {"name": "Archaeologist", "domain": "Scientific Research"}, + {"name": "Anthropologist", "domain": "Scientific Research"}, + {"name": "Sociologist", "domain": "Scientific Research"}, + {"name": "Economist", "domain": "Scientific Research"}, + {"name": "Historian", "domain": "Scientific Research"}, + {"name": "Philosopher", "domain": "Scientific Research"} + ] +} diff --git a/backend/app/data/curated_occupations_zh.json b/backend/app/data/curated_occupations_zh.json new file mode 100644 index 0000000..55b2b30 --- /dev/null +++ b/backend/app/data/curated_occupations_zh.json @@ -0,0 +1,216 @@ +{ + "metadata": { + "source": "curated", + "language": "zh", + "created_at": "2025-12-04", + "total_count": 210, + "description": "粟遞垞芋專家職業含具體專業領域" + }, + "occupations": [ + {"name": "倖科醫垫", "domain": "醫療與健康"}, + {"name": "內科醫垫", "domain": "醫療與健康"}, + {"name": "牙醫垫", "domain": "醫療與健康"}, + {"name": "県科醫垫", "domain": "醫療與健康"}, + {"name": "粟神科醫垫", "domain": "醫療與健康"}, + {"name": "小兒科醫垫", "domain": "醫療與健康"}, + {"name": "護理垫", "domain": "醫療與健康"}, + {"name": "藥垫", "domain": "醫療與健康"}, + {"name": "臚床心理垫", "domain": "醫療與健康"}, + {"name": "物理治療垫", "domain": "醫療與健康"}, + {"name": "職胜治療垫", "domain": "醫療與健康"}, + {"name": "營逊垫", "domain": "醫療與健康"}, + {"name": "䞭醫垫", "domain": "醫療與健康"}, + {"name": "獞醫垫", "domain": "醫療與健康"}, + + {"name": "軟體工皋垫", "domain": "資蚊科技"}, + {"name": "前端工皋垫", "domain": "資蚊科技"}, + {"name": "埌端工皋垫", "domain": "資蚊科技"}, + {"name": "資料科孞家", "domain": "資蚊科技"}, + {"name": "資料工皋垫", "domain": "資蚊科技"}, + {"name": "機噚孞習工皋垫", "domain": "資蚊科技"}, + {"name": "資安工皋垫", "domain": "資蚊科技"}, + {"name": "DevOps工皋垫", "domain": "資蚊科技"}, + {"name": "UI蚭蚈垫", "domain": "資蚊科技"}, + {"name": "UX蚭蚈垫", "domain": "資蚊科技"}, + {"name": "產品經理", "domain": "資蚊科技"}, + {"name": "系統分析垫", "domain": "資蚊科技"}, + {"name": "網路工皋垫", "domain": "資蚊科技"}, + {"name": "雲端架構垫", "domain": "資蚊科技"}, + + {"name": "會蚈垫", "domain": "金融與商業"}, + {"name": "財務分析垫", "domain": "金融與商業"}, + {"name": "投資經理", "domain": "金融與商業"}, + {"name": "颚險管理垫", "domain": "金融與商業"}, + {"name": "粟算垫", "domain": "金融與商業"}, + {"name": "銀行經理", "domain": "金融與商業"}, + {"name": "證刞分析垫", "domain": "金融與商業"}, + {"name": "皅務顧問", "domain": "金融與商業"}, + {"name": "䌁業顧問", "domain": "金融與商業"}, + {"name": "人資經理", "domain": "金融與商業"}, + {"name": "行銷經理", "domain": "金融與商業"}, + {"name": "業務經理", "domain": "金融與商業"}, + {"name": "採賌經理", "domain": "金融與商業"}, + {"name": "創業家", "domain": "金融與商業"}, + + {"name": "埋垫", "domain": "法埋與政策"}, + {"name": "法官", "domain": "法埋與政策"}, + {"name": "檢察官", "domain": "法埋與政策"}, + {"name": "公證人", "domain": "法埋與政策"}, + {"name": "法務專員", "domain": "法埋與政策"}, + {"name": "智財埋垫", "domain": "法埋與政策"}, + {"name": "政策分析垫", "domain": "法埋與政策"}, + {"name": "倖亀官", "domain": "法埋與政策"}, + {"name": "公務員", "domain": "法埋與政策"}, + {"name": "立法委員", "domain": "法埋與政策"}, + {"name": "調解員", "domain": "法埋與政策"}, + {"name": "法埋孞者", "domain": "法埋與政策"}, + + {"name": "倧孞教授", "domain": "教育與孞術"}, + {"name": "高䞭教垫", "domain": "教育與孞術"}, + {"name": "國䞭教垫", "domain": "教育與孞術"}, + {"name": "小孞教垫", "domain": "教育與孞術"}, + {"name": "幌教老垫", "domain": "教育與孞術"}, + {"name": "特教老垫", "domain": "教育與孞術"}, + {"name": "補習班老垫", "domain": "教育與孞術"}, + {"name": "研究員", "domain": "教育與孞術"}, + {"name": "圖曞通員", "domain": "教育與孞術"}, + {"name": "教育行政人員", "domain": "教育與孞術"}, + {"name": "孞術線茯", "domain": "教育與孞術"}, + {"name": "教育顧問", "domain": "教育與孞術"}, + {"name": "語蚀治療垫", "domain": "教育與孞術"}, + + {"name": "畫家", "domain": "藝術與創意"}, + {"name": "雕塑家", "domain": "藝術與創意"}, + {"name": "音暂家", "domain": "藝術與創意"}, + {"name": "䜜曲家", "domain": "藝術與創意"}, + {"name": "指揮家", "domain": "藝術與創意"}, + {"name": "舞蹈家", "domain": "藝術與創意"}, + {"name": "挔員", "domain": "藝術與創意"}, + {"name": "導挔", "domain": "藝術與創意"}, + {"name": "線劇", "domain": "藝術與創意"}, + {"name": "攝圱垫", "domain": "藝術與創意"}, + {"name": "插畫家", "domain": "藝術與創意"}, + {"name": "å‹•ç•«åž«", "domain": "藝術與創意"}, + {"name": "平面蚭蚈垫", "domain": "藝術與創意"}, + {"name": "時尚蚭蚈垫", "domain": "藝術與創意"}, + {"name": "珠寶蚭蚈垫", "domain": "藝術與創意"}, + + {"name": "機械工皋垫", "domain": "工皋與補造"}, + {"name": "電機工皋垫", "domain": "工皋與補造"}, + {"name": "電子工皋垫", "domain": "工皋與補造"}, + {"name": "化孞工皋垫", "domain": "工皋與補造"}, + {"name": "材料工皋垫", "domain": "工皋與補造"}, + {"name": "工業工皋垫", "domain": "工皋與補造"}, + {"name": "自動化工皋垫", "domain": "工皋與補造"}, + {"name": "品管工皋垫", "domain": "工皋與補造"}, + {"name": "補皋工皋垫", "domain": "工皋與補造"}, + {"name": "研癌工皋垫", "domain": "工皋與補造"}, + {"name": "生產經理", "domain": "工皋與補造"}, + {"name": "工廠廠長", "domain": "工皋與補造"}, + {"name": "技垫", "domain": "工皋與補造"}, + + {"name": "建築垫", "domain": "建築與空間"}, + {"name": "宀內蚭蚈垫", "domain": "建築與空間"}, + {"name": "景觀蚭蚈垫", "domain": "建築與空間"}, + {"name": "郜垂芏劃垫", "domain": "建築與空間"}, + {"name": "結構工皋垫", "domain": "建築與空間"}, + {"name": "土朚工皋垫", "domain": "建築與空間"}, + {"name": "營造工皋垫", "domain": "建築與空間"}, + {"name": "工地䞻任", "domain": "建築與空間"}, + {"name": "枬量垫", "domain": "建築與空間"}, + {"name": "建築繪圖員", "domain": "建築與空間"}, + {"name": "展堎蚭蚈垫", "domain": "建築與空間"}, + {"name": "燈光蚭蚈垫", "domain": "建築與空間"}, + + {"name": "蚘者", "domain": "媒體與傳播"}, + {"name": "䞻播", "domain": "媒體與傳播"}, + {"name": "線茯", "domain": "媒體與傳播"}, + {"name": "文字線茯", "domain": "媒體與傳播"}, + {"name": "圱片剪茯垫", "domain": "媒體與傳播"}, + {"name": "公關專員", "domain": "媒體與傳播"}, + {"name": "廣告䌁劃", "domain": "媒體與傳播"}, + {"name": "瀟矀經理", "domain": "媒體與傳播"}, + {"name": "內容創䜜者", "domain": "媒體與傳播"}, + {"name": "播客䞻持人", "domain": "媒體與傳播"}, + {"name": "出版人", "domain": "媒體與傳播"}, + {"name": "翻譯垫", "domain": "媒體與傳播"}, + {"name": "口譯員", "domain": "媒體與傳播"}, + + {"name": "蟲藝垫", "domain": "蟲業與環境"}, + {"name": "園藝垫", "domain": "蟲業與環境"}, + {"name": "畜牧專家", "domain": "蟲業與環境"}, + {"name": "氎產逊殖垫", "domain": "蟲業與環境"}, + {"name": "環境工皋垫", "domain": "蟲業與環境"}, + {"name": "生態孞家", "domain": "蟲業與環境"}, + {"name": "森林保育員", "domain": "蟲業與環境"}, + {"name": "氣象孞家", "domain": "蟲業與環境"}, + {"name": "地質孞家", "domain": "蟲業與環境"}, + {"name": "環保皜查員", "domain": "蟲業與環境"}, + {"name": "氞續癌展顧問", "domain": "蟲業與環境"}, + {"name": "有機蟲堎䞻", "domain": "蟲業與環境"}, + + {"name": "䞻廚", "domain": "逐飲與服務"}, + {"name": "西點垫傅", "domain": "逐飲與服務"}, + {"name": "調酒垫", "domain": "逐飲與服務"}, + {"name": "䟍酒垫", "domain": "逐飲與服務"}, + {"name": "逐廳經理", "domain": "逐飲與服務"}, + {"name": "飯店經理", "domain": "逐飲與服務"}, + {"name": "旅遊芏劃垫", "domain": "逐飲與服務"}, + {"name": "導遊", "domain": "逐飲與服務"}, + {"name": "å’–å•¡åž«", "domain": "逐飲與服務"}, + {"name": "矎食評論家", "domain": "逐飲與服務"}, + {"name": "婚犮策劃垫", "domain": "逐飲與服務"}, + {"name": "掻動䌁劃", "domain": "逐飲與服務"}, + + {"name": "運動教緎", "domain": "運動與健身"}, + {"name": "健身教緎", "domain": "運動與健身"}, + {"name": "瑜珈老垫", "domain": "運動與健身"}, + {"name": "運動防護員", "domain": "運動與健身"}, + {"name": "體育老垫", "domain": "運動與健身"}, + {"name": "運動心理垫", "domain": "運動與健身"}, + {"name": "運動營逊垫", "domain": "運動與健身"}, + {"name": "職業運動員", "domain": "運動與健身"}, + {"name": "裁刀", "domain": "運動與健身"}, + {"name": "體胜蚓緎垫", "domain": "運動與健身"}, + {"name": "運動經玀人", "domain": "運動與健身"}, + + {"name": "瀟工垫", "domain": "瀟會服務"}, + {"name": "心理諮商垫", "domain": "瀟會服務"}, + {"name": "茔導員", "domain": "瀟會服務"}, + {"name": "志工協調員", "domain": "瀟會服務"}, + {"name": "非營利組織經理", "domain": "瀟會服務"}, + {"name": "瀟區營造員", "domain": "瀟會服務"}, + {"name": "長照服務員", "domain": "瀟會服務"}, + {"name": "青少幎茔導員", "domain": "瀟會服務"}, + {"name": "家庭治療垫", "domain": "瀟會服務"}, + {"name": "職涯諮詢垫", "domain": "瀟會服務"}, + {"name": "戒癮茔導員", "domain": "瀟會服務"}, + + {"name": "飛行員", "domain": "亀通與物流"}, + {"name": "船長", "domain": "亀通與物流"}, + {"name": "火車駕駛", "domain": "亀通與物流"}, + {"name": "航空管制員", "domain": "亀通與物流"}, + {"name": "物流經理", "domain": "亀通與物流"}, + {"name": "䟛應鏈經理", "domain": "亀通與物流"}, + {"name": "倉儲經理", "domain": "亀通與物流"}, + {"name": "報關員", "domain": "亀通與物流"}, + {"name": "亀通工皋垫", "domain": "亀通與物流"}, + {"name": "枯務人員", "domain": "亀通與物流"}, + + {"name": "物理孞家", "domain": "科孞研究"}, + {"name": "化孞家", "domain": "科孞研究"}, + {"name": "生物孞家", "domain": "科孞研究"}, + {"name": "倩文孞家", "domain": "科孞研究"}, + {"name": "敞孞家", "domain": "科孞研究"}, + {"name": "統蚈孞家", "domain": "科孞研究"}, + {"name": "基因孞家", "domain": "科孞研究"}, + {"name": "神經科孞家", "domain": "科孞研究"}, + {"name": "海掋孞家", "domain": "科孞研究"}, + {"name": "考叀孞家", "domain": "科孞研究"}, + {"name": "人類孞家", "domain": "科孞研究"}, + {"name": "瀟會孞家", "domain": "科孞研究"}, + {"name": "經濟孞家", "domain": "科孞研究"}, + {"name": "歷史孞家", "domain": "科孞研究"}, + {"name": "哲孞家", "domain": "科孞研究"} + ] +} diff --git a/backend/app/data/dbpedia_occupations_en.json b/backend/app/data/dbpedia_occupations_en.json new file mode 100644 index 0000000..fdf43da --- /dev/null +++ b/backend/app/data/dbpedia_occupations_en.json @@ -0,0 +1,8666 @@ +{ + "metadata": { + "source": "dbpedia", + "language": "en", + "fetched_at": "2025-12-04T07:42:55.917109+00:00", + "total_count": 2164 + }, + "occupations": [ + { + "name": "68W", + "domain": "Professional Field" + }, + { + "name": "A2 (theater)", + "domain": "Professional Field" + }, + { + "name": "AFAB queen", + "domain": "Professional Field" + }, + { + "name": "ALJ", + "domain": "Professional Field" + }, + { + "name": "API writer", + "domain": "Professional Field" + }, + { + "name": "Abbé", + "domain": "Professional Field" + }, + { + "name": "Able seaman", + "domain": "Professional Field" + }, + { + "name": "Abortion doula", + "domain": "Professional Field" + }, + { + "name": "Absentee business owner", + "domain": "Professional Field" + }, + { + "name": "Absentee landlord", + "domain": "Professional Field" + }, + { + "name": "Academic", + "domain": "Professional Field" + }, + { + "name": "Academic 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"Professional Field" + }, + { + "name": "Chief harbourmaster", + "domain": "Professional Field" + }, + { + "name": "Chief information officer", + "domain": "Professional Field" + }, + { + "name": "Chief information security officer", + "domain": "Professional Field" + }, + { + "name": "Chief judge (United States)", + "domain": "Professional Field" + }, + { + "name": "Chief knowledge officer", + "domain": "Professional Field" + }, + { + "name": "Chief mechanical engineer", + "domain": "Professional Field" + }, + { + "name": "Chief of the General Staff (Slovakia)", + "domain": "Professional Field" + }, + { + "name": "Chief operating officer", + "domain": "Professional Field" + }, + { + "name": "Chief physician", + "domain": "Professional Field" + }, + { + "name": "Chief project engineer", + "domain": "Professional Field" + }, + { + "name": "Chief scientific officer", + "domain": "Professional Field" + }, + { + "name": "Chief services officer", + "domain": "Professional Field" + }, + { + "name": "Chief steward", + "domain": "Professional Field" + }, + { + "name": "Chief technology officer", + "domain": "Professional Field" + }, + { + "name": "Child actor", + "domain": "Professional Field" + }, + { + "name": "Child advocacy", + "domain": "Professional Field" + }, + { + "name": "Child and Youth Care", + "domain": "Professional Field" + }, + { + "name": "Child life specialist", + "domain": "Professional Field" + }, + { + "name": "Child model", + "domain": "Professional Field" + }, + { + "name": "Child psychologist", + "domain": "Professional Field" + }, + { + "name": "Children's writer", + "domain": "Professional Field" + }, + { + "name": "Chimney sweep", + "domain": "Professional Field" + }, + { + "name": "China watcher", + "domain": "Professional Field" + }, + { + "name": "Chinese idol", + "domain": "Professional Field" + }, + { + "name": "Chinese intellectualism", + "domain": "Professional Field" + }, + { + "name": "Chocolatier", + "domain": "Professional Field" + }, + { + "name": "Choreographer", + "domain": "Professional Field" + }, + { + "name": "Christian theologian", + "domain": "Professional Field" + }, + { + "name": "Church music in Germany", + "domain": "Professional Field" + }, + { + "name": "Churchwarden", + "domain": "Professional Field" + }, + { + "name": "Cigar maker", + "domain": "Professional Field" + }, + { + "name": "Circuit rider (religious)", + "domain": "Professional Field" + }, + { + "name": "Circus clown", + "domain": "Professional Field" + }, + { + "name": "City manager", + "domain": "Professional Field" + }, + { + "name": "Civil engineer", + "domain": "Professional Field" + }, + { + "name": "Civil law notary", + "domain": "Professional Field" + }, + { + "name": "Civil surgeon", + "domain": "Professional Field" + }, + { + "name": "Claims adjuster", + "domain": "Professional Field" + }, + { + "name": "Cleaner", + "domain": "Professional Field" + }, + { + "name": "Clerical worker", + "domain": "Professional Field" + }, + { + "name": "Clerk", + "domain": "Professional Field" + }, + { + "name": "Clerk (choral)", + "domain": "Professional Field" + }, + { + "name": "Clerk (legislature)", + "domain": "Professional Field" + }, + { + "name": "Clerk of the chapel", + "domain": "Professional Field" + }, + { + "name": "Clerk of the peace", + "domain": "Professional Field" + }, + { + "name": "Climber (climbing)", + "domain": "Professional Field" + }, + { + "name": "Clinic escort", + "domain": "Professional Field" + }, + { + "name": "Clinical Associate (Psychology)", + "domain": "Professional Field" + }, + { + "name": "Clinical biologist", + "domain": "Professional Field" + }, + { + "name": "Clinical nurse specialist", + "domain": "Professional Field" + }, + { + "name": "Clinical professor", + "domain": "Professional Field" + }, + { + "name": "Clinical psychologist", + "domain": "Professional Field" + }, + { + "name": "Clinical research associate", + "domain": "Professional Field" + }, + { + "name": "Clinical research 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"domain": "Professional Field" + }, + { + "name": "Diction coach", + "domain": "Professional Field" + }, + { + "name": "Diener", + "domain": "Professional Field" + }, + { + "name": "Dievdirbys", + "domain": "Professional Field" + }, + { + "name": "Digital Champions", + "domain": "Professional Field" + }, + { + "name": "Digital artist", + "domain": "Professional Field" + }, + { + "name": "Digital creator", + "domain": "Professional Field" + }, + { + "name": "Digital marketing engineer", + "domain": "Professional Field" + }, + { + "name": "Digital marketing expert", + "domain": "Professional Field" + }, + { + "name": "Digital matte artist", + "domain": "Professional Field" + }, + { + "name": "Digital strategy manager", + "domain": "Professional Field" + }, + { + "name": "Diocesan administrator", + "domain": "Professional Field" + }, + { + "name": "Diocesan priest", + "domain": "Professional Field" + }, + { + "name": "Diplom-Verwaltungswirt (FH)", + "domain": "Professional Field" + }, + { 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"domain": "Professional Field" + }, + { + "name": "Judoka", + "domain": "Professional Field" + }, + { + "name": "Junior idol", + "domain": "Professional Field" + }, + { + "name": "Justice and public safety practitioner", + "domain": "Professional Field" + }, + { + "name": "Justice of the peace", + "domain": "Professional Field" + }, + { + "name": "Kapo", + "domain": "Professional Field" + }, + { + "name": "Keeper of Mineralogy, Natural History Museum", + "domain": "Professional Field" + }, + { + "name": "Keyboardist", + "domain": "Professional Field" + }, + { + "name": "Khananda", + "domain": "Professional Field" + }, + { + "name": "Khatun", + "domain": "Professional Field" + }, + { + "name": "Kholmogory bone carving", + "domain": "Professional Field" + }, + { + "name": "Kibbutz volunteer", + "domain": "Professional Field" + }, + { + "name": "Kinesiologist", + "domain": "Professional Field" + }, + { + "name": "King", + "domain": "Professional Field" + }, + { + "name": "King of the 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"domain": "Professional Field" + }, + { + "name": "Lay clerk", + "domain": "Professional Field" + }, + { + "name": "Lay ecclesial ministry", + "domain": "Professional Field" + }, + { + "name": "Leadman", + "domain": "Professional Field" + }, + { + "name": "Legal document assistant", + "domain": "Professional Field" + }, + { + "name": "Legislative assistant", + "domain": "Professional Field" + }, + { + "name": "Legist", + "domain": "Professional Field" + }, + { + "name": "Letterer", + "domain": "Professional Field" + }, + { + "name": "Letting agent", + "domain": "Professional Field" + }, + { + "name": "Level designer", + "domain": "Professional Field" + }, + { + "name": "Lexicographer", + "domain": "Professional Field" + }, + { + "name": "Lexicologist", + "domain": "Professional Field" + }, + { + "name": "Liaison officer", + "domain": "Professional Field" + }, + { + "name": "Librarian", + "domain": "Professional Field" + }, + { + "name": "Library and information scientist", + "domain": "Professional Field" + }, + { + "name": "Librettist", + "domain": "Professional Field" + }, + { + "name": "Licensed behavior analyst", + "domain": "Professional Field" + }, + { + "name": "Licensed lay minister", + "domain": "Professional Field" + }, + { + "name": "Licensed practical nurse", + "domain": "Professional Field" + }, + { + "name": "Life coach", + "domain": "Professional Field" + }, + { + "name": "Lifeguard", + "domain": "Professional Field" + }, + { + "name": "Lifestyle guru", + "domain": "Professional Field" + }, + { + "name": "Light board operator", + "domain": "Professional Field" + }, + { + "name": "Lighthouse keeper", + "domain": "Professional Field" + }, + { + "name": "Lighting design", + "domain": "Professional Field" + }, + { + "name": "Lighting technician", + "domain": "Professional Field" + }, + { + "name": "Limner", + "domain": "Professional Field" + }, + { + "name": "Line officer", + "domain": "Professional Field" + }, + { + "name": "Line producer", + "domain": "Professional Field" + }, + { + "name": "Line technician (automotive)", + "domain": "Professional Field" + }, + { + "name": "Line technician (aviation)", + "domain": "Professional Field" + }, + { + "name": "Lineworker", + "domain": "Professional Field" + }, + { + "name": "Linguist", + "domain": "Professional Field" + }, + { + "name": "List of Major League Baseball players (Li–Lz)", + "domain": "Professional Field" + }, + { + "name": "List of Muay Thai practitioners", + "domain": "Professional Field" + }, + { + "name": "List of language creators", + "domain": "Professional Field" + }, + { + "name": "List of mental health occupations", + "domain": "Professional Field" + }, + { + "name": "List of spymasters", + "domain": "Professional Field" + }, + { + "name": "Literary agent", + "domain": "Professional Field" + }, + { + "name": "Literary editor", + "domain": "Professional Field" + }, + { + "name": "Literary estate", + "domain": "Professional Field" + }, + { + "name": "Literary 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"Machinist", + "domain": "Professional Field" + }, + { + "name": "Magician's assistant", + "domain": "Professional Field" + }, + { + "name": "Mahout", + "domain": "Professional Field" + }, + { + "name": "Maid", + "domain": "Professional Field" + }, + { + "name": "Maid of the Bedchamber", + "domain": "Professional Field" + }, + { + "name": "Mail carrier", + "domain": "Professional Field" + }, + { + "name": "Majordomo", + "domain": "Professional Field" + }, + { + "name": "Make-up artist", + "domain": "Professional Field" + }, + { + "name": "Makhdoom", + "domain": "Professional Field" + }, + { + "name": "Male prostitute", + "domain": "Professional Field" + }, + { + "name": "Male stripper", + "domain": "Professional Field" + }, + { + "name": "Malletier", + "domain": "Professional Field" + }, + { + "name": "Man-at-arms", + "domain": "Professional Field" + }, + { + "name": "Manager (Gaelic games)", + "domain": "Professional Field" + }, + { + "name": "Manager (association football)", + "domain": "Professional Field" + }, + { + "name": "Manager (baseball)", + "domain": "Professional Field" + }, + { + "name": "Manager (professional wrestling)", + "domain": "Professional Field" + }, + { + "name": "Managing editor", + "domain": "Professional Field" + }, + { + "name": "Mandarin (bureaucrat)", + "domain": "Professional Field" + }, + { + "name": "Manga artist", + "domain": "Professional Field" + }, + { + "name": "Marine biologist", + "domain": "Professional Field" + }, + { + "name": "Marine surveyor", + "domain": "Professional Field" + }, + { + "name": "Maritime pilot", + "domain": "Professional Field" + }, + { + "name": "Market researcher", + "domain": "Professional Field" + }, + { + "name": "Marketer", + "domain": "Professional Field" + }, + { + "name": "Marksman", + "domain": "Professional Field" + }, + { + "name": "Marriage officiant", + "domain": "Professional Field" + }, + { + "name": "Marshal of the Realm (Denmark)", + "domain": "Professional Field" + }, + { + "name": "Marxology", + "domain": "Professional Field" + }, + { + "name": "Massage therapist", + "domain": "Professional Field" + }, + { + "name": "Master (judiciary)", + "domain": "Professional Field" + }, + { + "name": "Master blender", + "domain": "Professional Field" + }, + { + "name": "Master builder", + "domain": "Professional Field" + }, + { + "name": "Master electrician", + "domain": "Professional Field" + }, + { + "name": "Master of Science in Engineering", + "domain": "Professional Field" + }, + { + "name": "Master of ceremonies", + "domain": "Professional Field" + }, + { + "name": "Mastering engineer", + "domain": "Professional Field" + }, + { + "name": "Matador", + "domain": "Professional Field" + }, + { + "name": "Matagi", + "domain": "Professional Field" + }, + { + "name": "Mate (naval officer)", + "domain": "Professional Field" + }, + { + "name": "Mathematical physicist", + "domain": "Professional Field" + }, + { + "name": "Mathematician", + "domain": "Professional Field" 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Field" + }, + { + "name": "Medical director", + "domain": "Professional Field" + }, + { + "name": "Medical education manager", + "domain": "Professional Field" + }, + { + "name": "Medical examiner", + "domain": "Professional Field" + }, + { + "name": "Medical ghostwriter", + "domain": "Professional Field" + }, + { + "name": "Medical physicist", + "domain": "Professional Field" + }, + { + "name": "Medical practice consultants", + "domain": "Professional Field" + }, + { + "name": "Medical science liaison", + "domain": "Professional Field" + }, + { + "name": "Medical sociologist", + "domain": "Professional Field" + }, + { + "name": "Medical technologist", + "domain": "Professional Field" + }, + { + "name": "Medicine man", + "domain": "Professional Field" + }, + { + "name": "Meeting and convention planner", + "domain": "Professional Field" + }, + { + "name": "Meister", + "domain": "Professional Field" + }, + { + "name": "Melamed", + "domain": "Professional Field" + }, + { + "name": "Mental 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"Mining engineer", + "domain": "Professional Field" + }, + { + "name": "Missionary", + "domain": "Professional Field" + }, + { + "name": "Mistress of the Robes", + "domain": "Professional Field" + }, + { + "name": "Mixing engineer", + "domain": "Professional Field" + }, + { + "name": "Mobile Electronic Certified Professional", + "domain": "Professional Field" + }, + { + "name": "Mochilero (drug courier)", + "domain": "Professional Field" + }, + { + "name": "Model (art)", + "domain": "Professional Field" + }, + { + "name": "Model (person)", + "domain": "Professional Field" + }, + { + "name": "Model maker", + "domain": "Professional Field" + }, + { + "name": "Mohel", + "domain": "Professional Field" + }, + { + "name": "Moldmaker", + "domain": "Professional Field" + }, + { + "name": "Money changer", + "domain": "Professional Field" + }, + { + "name": "Money mule", + "domain": "Professional Field" + }, + { + "name": "Monologist", + "domain": "Professional Field" + }, + { + "name": "Monthly 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"domain": "Professional Field" + }, + { + "name": "Mukhtar", + "domain": "Professional Field" + }, + { + "name": "Multilingual writer", + "domain": "Professional Field" + }, + { + "name": "Municipal clerk", + "domain": "Professional Field" + }, + { + "name": "Munshi", + "domain": "Professional Field" + }, + { + "name": "Murshid", + "domain": "Professional Field" + }, + { + "name": "Musahharati", + "domain": "Professional Field" + }, + { + "name": "Museum attendant", + "domain": "Professional Field" + }, + { + "name": "Museum docent", + "domain": "Professional Field" + }, + { + "name": "Music editor", + "domain": "Professional Field" + }, + { + "name": "Music executive", + "domain": "Professional Field" + }, + { + "name": "Music promoter", + "domain": "Professional Field" + }, + { + "name": "Music theorist", + "domain": "Professional Field" + }, + { + "name": "Music video director", + "domain": "Professional Field" + }, + { + "name": "Muwaqqit", + "domain": "Professional Field" + }, + { + "name": "Méhariste", + "domain": "Professional Field" + }, + { + "name": "MÃŒderris", + "domain": "Professional Field" + }, + { + "name": "MÃŒnzherr", + "domain": "Professional Field" + }, + { + "name": "Nail technician", + "domain": "Professional Field" + }, + { + "name": "Nanny", + "domain": "Professional Field" + }, + { + "name": "Nanoscientist", + "domain": "Professional Field" + }, + { + "name": "Narrative designer", + "domain": "Professional Field" + }, + { + "name": "Natural horsemanship", + "domain": "Professional Field" + }, + { + "name": "Natural resource management", + "domain": "Professional Field" + }, + { + "name": "Naturopath", + "domain": "Professional Field" + }, + { + "name": "Navajo Code Talker", + "domain": "Professional Field" + }, + { + "name": "Naval aviator (United States)", + "domain": "Professional Field" + }, + { + "name": "Naval flight officer", + "domain": "Professional Field" + }, + { + "name": "Naval officer", + "domain": "Professional Field" + }, + { + "name": "Naval surgeon", + "domain": "Professional Field" + }, + { + "name": "Navigator", + "domain": "Professional Field" + }, + { + "name": "Navvy", + "domain": "Professional Field" + }, + { + "name": "Navy boat crew", + "domain": "Professional Field" + }, + { + "name": "Navy diver (United States Navy)", + "domain": "Professional Field" + }, + { + "name": "Nawashi", + "domain": "Professional Field" + }, + { + "name": "Nazi concentration camp commandant", + "domain": "Professional Field" + }, + { + "name": "Nazi hunter", + "domain": "Professional Field" + }, + { + "name": "Neonatal Nurse Practitioner-Board Certified", + "domain": "Professional Field" + }, + { + "name": "Neonatal nurse practitioner", + "domain": "Professional Field" + }, + { + "name": "Neonatologist", + "domain": "Professional Field" + }, + { + "name": "Nephrologist", + "domain": "Professional Field" + }, + { + "name": "Network administrator", + "domain": "Professional Field" + }, + { + "name": "Network planning and 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"domain": "Professional Field" + }, + { + "name": "Nose gunner", + "domain": "Professional Field" + }, + { + "name": "Notary public", + "domain": "Professional Field" + }, + { + "name": "Noter", + "domain": "Professional Field" + }, + { + "name": "Novelist", + "domain": "Professional Field" + }, + { + "name": "Novice", + "domain": "Professional Field" + }, + { + "name": "Novice master", + "domain": "Professional Field" + }, + { + "name": "Nuclear engineer", + "domain": "Professional Field" + }, + { + "name": "Nuclear medicine physician", + "domain": "Professional Field" + }, + { + "name": "Numerical analyst", + "domain": "Professional Field" + }, + { + "name": "Numerologist", + "domain": "Professional Field" + }, + { + "name": "Numismatist", + "domain": "Professional Field" + }, + { + "name": "Nurse midwife", + "domain": "Professional Field" + }, + { + "name": "Nurse practitioner", + "domain": "Professional Field" + }, + { + "name": "Nurse scientist", + "domain": "Professional Field" + }, + { + "name": "Nurse writer", + "domain": "Professional Field" + }, + { + "name": "Nursing Associate", + "domain": "Professional Field" + }, + { + "name": "Nursing management", + "domain": "Professional Field" + }, + { + "name": "Objects conservator", + "domain": "Professional Field" + }, + { + "name": "Oblate", + "domain": "Professional Field" + }, + { + "name": "Observer (meteorological)", + "domain": "Professional Field" + }, + { + "name": "Obstetric hospitalist", + "domain": "Professional Field" + }, + { + "name": "Occupational therapist", + "domain": "Professional Field" + }, + { + "name": "Ocean governance", + "domain": "Professional Field" + }, + { + "name": "Oceanographer", + "domain": "Professional Field" + }, + { + "name": "Ocularist", + "domain": "Professional Field" + }, + { + "name": "Office lady", + "domain": "Professional Field" + }, + { + "name": "Office management", + "domain": "Professional Field" + }, + { + "name": "Officer", + "domain": "Professional Field" + }, + { + "name": "Officer of arms", + "domain": "Professional Field" + }, + { + "name": "Officer of the court", + "domain": "Professional Field" + }, + { + "name": "Officer of the deck", + "domain": "Professional Field" + }, + { + "name": "Official (Canadian football)", + "domain": "Professional Field" + }, + { + "name": "Official (basketball)", + "domain": "Professional Field" + }, + { + "name": "Official (gridiron football)", + "domain": "Professional Field" + }, + { + "name": "Official (ice hockey)", + "domain": "Professional Field" + }, + { + "name": "Official (tennis)", + "domain": "Professional Field" + }, + { + "name": "Official assignee", + "domain": "Professional Field" + }, + { + "name": "Officiant", + "domain": "Professional Field" + }, + { + "name": "Offshore installation manager", + "domain": "Professional Field" + }, + { + "name": "Oidor", + "domain": "Professional Field" + }, + { + "name": "Oiler (occupation)", + "domain": "Professional Field" + }, + { + "name": "Ollam", + "domain": "Professional Field" + }, + { + "name": "Oncologist", + "domain": "Professional Field" + }, + { + "name": "Oncology nursing", + "domain": "Professional Field" + }, + { + "name": "Online community manager", + "domain": "Professional Field" + }, + { + "name": "Online producer", + "domain": "Professional Field" + }, + { + "name": "Onmyōji", + "domain": "Professional Field" + }, + { + "name": "Onna-musha", + "domain": "Professional Field" + }, + { + "name": "Onsen geisha", + "domain": "Professional Field" + }, + { + "name": "Operating department practitioner", + "domain": "Professional Field" + }, + { + "name": "Operative Professional", + "domain": "Professional Field" + }, + { + "name": "Operator (profession)", + "domain": "Professional Field" + }, + { + "name": "Opinion writer", + "domain": "Professional Field" + }, + { + "name": "Oprichnik", + "domain": "Professional Field" + }, + { + "name": "Optician", + "domain": "Professional Field" + }, + { + "name": "Options broker", + "domain": "Professional Field" + }, + { + "name": "Orator", + "domain": "Professional Field" + }, + { + "name": "Orchidologist", + "domain": "Professional Field" + }, + { + "name": "Ordinary seaman", + "domain": "Professional Field" + }, + { + "name": "Organ building", + "domain": "Professional Field" + }, + { + "name": "Organist and master of the choristers", + "domain": "Professional Field" + }, + { + "name": "Organizational hologram", + "domain": "Professional Field" + }, + { + "name": "Ornithologist", + "domain": "Professional Field" + }, + { + "name": "Orthodontist", + "domain": "Professional Field" + }, + { + "name": "Orthodox theologian", + "domain": "Professional Field" + }, + { + "name": "Orthopedic oncologist", + "domain": "Professional Field" + }, + { + "name": "Orthoptist", + "domain": "Professional Field" + }, + { + "name": "Osteologist", + "domain": "Professional Field" + }, + { + "name": "Osteopath", + "domain": "Professional Field" + }, + { + "name": "Otin", + "domain": "Professional Field" + }, + { + "name": "Owarai tarento", + "domain": "Professional Field" + }, + { + "name": "Page (assistance occupation)", + "domain": "Professional Field" + }, + { + "name": "Page-turner", + "domain": "Professional Field" + }, + { + "name": "Pai-de-santo", + "domain": "Professional Field" + }, + { + "name": "Paintings conservator", + "domain": "Professional Field" + }, + { + "name": "Paleontologist", + "domain": "Professional Field" + }, + { + "name": "Pamphleteer", + "domain": "Professional Field" + }, + { + "name": "Panel beater", + "domain": "Professional Field" + }, + { + "name": "Paparazzi", + "domain": "Professional Field" + }, + { + "name": "Paperboy", + "domain": "Professional Field" + }, + { + "name": "Papermaker", + "domain": "Professional Field" + }, + { + "name": "Papyrologist", + "domain": "Professional Field" + }, + { + "name": "Paralegal", + "domain": "Professional Field" + }, + { + "name": "Paraveterinary worker", + "domain": "Professional Field" + }, + { + "name": "Park ranger", + "domain": "Professional Field" + }, + { + "name": "Parking enforcement officer", + "domain": "Professional Field" + }, + { + "name": "Parliamentary counsel", + "domain": "Professional Field" + }, + { + "name": "Party organizer", + "domain": "Professional Field" + }, + { + "name": "Passenger pusher", + "domain": "Professional Field" + }, + { + "name": "Pastor", + "domain": "Professional Field" + }, + { + "name": "Pastry chef", + "domain": "Professional Field" + }, + { + "name": "Patent engineer", + "domain": "Professional Field" + }, + { + "name": "Patent examiner", + "domain": "Professional Field" + }, + { + "name": "Pathologist", + "domain": "Professional Field" + }, + { + "name": "Pathologists' assistant", + "domain": "Professional Field" + }, + { + "name": "Pattern day trader", + "domain": "Professional Field" + }, + { + "name": "Patternmaker (clothing)", + "domain": "Professional Field" + }, + { + "name": "Pawnbroker", + "domain": "Professional Field" + }, + { + "name": "Paymaster", + "domain": "Professional Field" + }, + { + "name": "Paytan", + "domain": "Professional Field" + }, + { + "name": "Peace Commissioner", + "domain": "Professional Field" + }, + { + "name": "Peaceworker", + "domain": "Professional Field" + }, + { + "name": "Pedagogue", + "domain": "Professional Field" + }, + { + "name": "Peddler", + "domain": "Professional Field" + }, + { + "name": "Pediatric nurse practitioner", + "domain": "Professional Field" + }, + { + "name": "Pediatrician", + "domain": "Professional Field" + }, + { + "name": "Pedorthist", + "domain": "Professional Field" + }, + { + "name": "Peer support specialist", + "domain": "Professional Field" + }, + { + "name": "Peintre-graveur", + "domain": "Professional Field" + }, + { + "name": "Penciller", + "domain": "Professional Field" + }, + { + "name": "Pendekar", + "domain": "Professional Field" + }, + { + "name": "Performance artist", + "domain": "Professional Field" + }, + { + "name": "Performing artist", + "domain": "Professional Field" + }, + { + "name": "Perfumer", + "domain": "Professional Field" + }, + { + "name": "Periodeutes", + "domain": "Professional Field" + }, + { + "name": "Permanent deacon", + "domain": "Professional Field" + }, + { + "name": "Personal assistant", + "domain": "Professional Field" + }, + { + "name": "Personal chef", + "domain": "Professional Field" + }, + { + "name": "Personal shopper", + "domain": "Professional Field" + }, + { + "name": "Personal stylist", + "domain": "Professional Field" + }, + { + "name": "Personal trainer", + "domain": "Professional Field" + }, + { + "name": "Petroleum geologist", + "domain": "Professional Field" + }, + { + "name": "Phandi", + "domain": "Professional Field" + }, + { + "name": "Pharmaceutical physician", + "domain": "Professional Field" + }, + { + "name": "Pharmaceutical sales representative", + "domain": "Professional Field" + }, + { + "name": "Pharmaceutical technician", + "domain": "Professional Field" + }, + { + "name": "Pharmacologist", + "domain": "Professional Field" + }, + { + "name": "Pharmacy technician", + "domain": "Professional Field" + }, + { + "name": "Philologist", + "domain": "Professional Field" + }, + { + "name": "Philosopher king", + "domain": "Professional Field" + }, + { + "name": "Philosopher of law", + "domain": "Professional Field" + }, + { + "name": "Philosopher of science", + "domain": "Professional Field" + }, + { + "name": "Phlebologist", + "domain": "Professional Field" + }, + { + "name": "Photograph conservator", + "domain": "Professional Field" + }, + { + "name": "Photojournalist", + "domain": "Professional Field" + }, + { + "name": "Physical chemist", + "domain": "Professional Field" + }, + { + "name": "Physical education teacher", + "domain": "Professional Field" + }, + { + "name": "Physician writer", + "domain": "Professional Field" + }, + { + "name": "Physician-scientist", + "domain": "Professional Field" + }, + { + "name": "Physicist", + "domain": "Professional Field" + }, + { + "name": "Physiologist", + "domain": "Professional Field" + }, + { + "name": "Phytologist", + "domain": "Professional Field" + }, + { + "name": "Picador", + "domain": "Professional Field" + }, + { + "name": "Picture editor", + "domain": "Professional Field" + }, + { + "name": "Pilot in command", + "domain": "Professional Field" + }, + { + "name": "Pilot major", + "domain": "Professional Field" + }, + { + "name": "Pin-up model", + "domain": "Professional Field" + }, + { + "name": "Pioneer (military)", + "domain": "Professional Field" + }, + { + "name": "Pipefitter", + "domain": "Professional Field" + }, + { + "name": "Pipelayer", + "domain": "Professional Field" + }, + { + "name": "Pirquinero", + "domain": "Professional Field" + }, + { + "name": "Pit manager", + "domain": "Professional Field" + }, + { + "name": "Pizzaiolo", + "domain": "Professional Field" + }, + { + "name": "Planner", + "domain": "Professional Field" + }, + { + "name": "Plant breeder", + "domain": "Professional Field" + }, + { + "name": "Plant geneticist", + "domain": "Professional Field" + }, + { + "name": "Plant operator", + "domain": "Professional Field" + }, + { + "name": "Planter class", + "domain": "Professional Field" + }, + { + "name": "Plasterer", + "domain": "Professional Field" + }, + { + "name": "Plastic surgeon", + "domain": "Professional Field" + }, + { + "name": "Platelayer", + "domain": "Professional Field" + }, + { + "name": "Playback singer", + "domain": "Professional Field" + }, + { + "name": "Plotter (RAF)", + "domain": "Professional Field" + }, + { + "name": "Plumber", + "domain": "Professional Field" + }, + { + "name": "Plus-size model", + "domain": "Professional Field" + }, + { + "name": "Pniese", + "domain": "Professional Field" + }, + { + "name": "Podcaster", + "domain": "Professional Field" + }, + { + "name": "Podiatrist", + "domain": "Professional Field" + }, + { + "name": "Poet", + "domain": "Professional Field" + }, + { + "name": "Poetess", + "domain": "Professional Field" + }, + { + "name": "Pole vaulter", + "domain": "Professional Field" + }, + { + "name": "Police commissioner", + "domain": "Professional Field" + }, + { + "name": "Police community support officer", + "domain": "Professional Field" + }, + { + "name": "Police custody and security officer", + "domain": "Professional Field" + }, + { + "name": "Police officer", + "domain": "Professional Field" + }, + { + "name": "Political campaign staff", + "domain": "Professional Field" + }, + { + "name": "Political commissar", + "domain": "Professional Field" + }, + { + "name": "Political editor", + "domain": "Professional Field" + }, + { + "name": "Political historian", + "domain": "Professional Field" + }, + { + "name": "Political pundit", + "domain": "Professional Field" + }, + { + "name": "Political scientist", + "domain": "Professional Field" + }, + { + "name": "Political theorist", + "domain": "Professional Field" + }, + { + "name": "Politician", + "domain": "Professional Field" + }, + { + "name": "Polygraph (author)", + "domain": "Professional Field" + }, + { + "name": "Population geneticist", + "domain": "Professional Field" + }, + { + "name": "Pork-knocker", + "domain": "Professional Field" + }, + { + "name": "Pornographer", + "domain": "Professional Field" + }, + { + "name": "Porteadoras", + "domain": "Professional Field" + }, + { + "name": "Porter (carrier)", + "domain": "Professional Field" + }, + { + "name": "Portfolio manager", + "domain": "Professional Field" + }, + { + "name": "Posek", + "domain": "Professional Field" + }, + { + "name": "Postal clerk (United States Navy)", + "domain": "Professional Field" + }, + { + "name": "Postal worker", + "domain": "Professional Field" + }, + { + "name": "Postdoctoral researcher", + "domain": "Professional Field" + }, + { + "name": "Postelnic", + "domain": "Professional Field" + }, + { + "name": "Poster artist", + "domain": "Professional Field" + }, + { + "name": "Power screed", + "domain": "Professional Field" + }, + { + "name": "Praelector", + "domain": "Professional Field" + }, + { + "name": "Preacher", + "domain": "Professional Field" + }, + { + "name": "Predikant", + "domain": "Professional Field" + }, + { + "name": "Prefect", + "domain": "Professional Field" + }, + { + "name": "Preschool teacher", + "domain": "Professional Field" + }, + { + "name": "Preservation administrator", + "domain": "Professional Field" + }, + { + "name": "Preservationist", + "domain": "Professional Field" + }, + { + "name": "Press agent", + "domain": "Professional Field" + }, + { + "name": "Press secretary", + "domain": "Professional Field" + }, + { + "name": "Primary labor market", + "domain": "Professional Field" + }, + { + "name": "Primicerius", + "domain": "Professional Field" + }, + { + "name": "Principal Private Secretary", + "domain": "Professional Field" + }, + { + "name": "Principal investigator", + "domain": "Professional Field" + }, + { + "name": "Printmaker", + "domain": "Professional Field" + }, + { + "name": "Prison officer", + "domain": "Professional Field" + }, + { + "name": "Prison warden", + "domain": "Professional Field" + }, + { + "name": "Private investigator", + "domain": "Professional Field" + }, + { + "name": "Private secretary", + "domain": "Professional Field" + }, + { + "name": "Privateer", + "domain": "Professional Field" + }, + { + "name": "Probation and parole officer", + "domain": "Professional Field" + }, + { + "name": "Probationary firefighter", + "domain": "Professional Field" + }, + { + "name": "Procurator (Catholic canon law)", + "domain": "Professional Field" + }, + { + "name": "Producer (agriculture)", + "domain": "Professional Field" + }, + { + "name": "Product manager", + "domain": "Professional Field" + }, + { + "name": "Product owner", + "domain": "Professional Field" + }, + { + "name": "Production artist", + "domain": "Professional Field" + }, + { + "name": "Production assistant", + "domain": "Professional Field" + }, + { + "name": "Production coordinator", + "domain": "Professional Field" + }, + { + "name": "Production designer", + "domain": "Professional Field" + }, + { + "name": "Production manager (theatre)", + "domain": "Professional Field" + }, + { + "name": "Professional Scouter (Boy Scouts of America)", + "domain": "Professional Field" + }, + { + "name": "Professional athlete", + "domain": "Professional Field" + }, + { + "name": "Professional audio", + "domain": "Professional Field" + }, + { + "name": "Professional conference organiser", + "domain": "Professional Field" + }, + { + "name": "Professional fitness coach", + "domain": "Professional Field" + }, + { + "name": "Professional golfer", + "domain": "Professional Field" + }, + { + "name": "Professional handler", + "domain": "Professional Field" + }, + { + "name": "Professional mourning", + "domain": "Professional Field" + }, + { + "name": "Professional organizer", + "domain": "Professional Field" + }, + { + "name": "Professional shogi player", + "domain": "Professional Field" + }, + { + "name": "Professional submissive", + "domain": "Professional Field" + }, + { + "name": "Professorial lecturer", + "domain": "Professional Field" + }, + { + "name": "Program director", + "domain": "Professional Field" + }, + { + "name": "Programmer", + "domain": "Professional Field" + }, + { + "name": "Project architect", + "domain": "Professional Field" + }, + { + "name": "Project manager", + "domain": "Professional Field" + }, + { + "name": "Promoter (entertainment)", + "domain": "Professional Field" + }, + { + "name": "Promotional model", + "domain": "Professional Field" + }, + { + "name": "Prop design", + "domain": "Professional Field" + }, + { + "name": "Propagandist", + "domain": "Professional Field" + }, + { + "name": "Property developer", + "domain": "Professional Field" + }, + { + "name": "Property manager", + "domain": "Professional Field" + }, + { + "name": "Property master", + "domain": "Professional Field" + }, + { + "name": "Prophet", + "domain": "Professional Field" + }, + { + "name": "Prophets and messengers in Islam", + "domain": "Professional Field" + }, + { + "name": "Prosector", + "domain": "Professional Field" + }, + { + "name": "Prosthetist", + "domain": "Professional Field" + }, + { + "name": "Prostitute", + "domain": "Professional Field" + }, + { + "name": "Protistologist", + "domain": "Professional Field" + }, + { + "name": "Provost (education)", + "domain": "Professional Field" + }, + { + "name": "Psychiatric-mental health nurse practitioner", + "domain": "Professional Field" + }, + { + "name": "Psychiatrist", + "domain": "Professional Field" + }, + { + "name": "Psychoanalyst", + "domain": "Professional Field" + }, + { + "name": "Psycholinguist", + "domain": "Professional Field" + }, + { + "name": "Psychologist", + "domain": "Professional Field" + }, + { + "name": "Psychopathologist", + "domain": "Professional Field" + }, + { + "name": "Psychopedagogue", + "domain": "Professional Field" + }, + { + "name": "Psychotherapist", + "domain": "Professional Field" + }, + { + "name": "Public affairs (military)", + "domain": "Professional Field" + }, + { + "name": "Public analyst", + "domain": "Professional Field" + }, + { + "name": "Public historian", + "domain": "Professional Field" + }, + { + "name": "Public information officer", + "domain": "Professional Field" + }, + { + "name": "Publicist", + "domain": "Professional Field" + }, + { + "name": "Publisher's reader", + "domain": "Professional Field" + }, + { + "name": "Pulmonary scientist", + "domain": "Professional Field" + }, + { + "name": "Pumpman", + "domain": "Professional Field" + }, + { + "name": "Punchcutting", + "domain": "Professional Field" + }, + { + "name": "Pundit", + "domain": "Professional Field" + }, + { + "name": "Pundit (explorer)", + "domain": "Professional Field" + }, + { + "name": "Puppet designer", + "domain": "Professional Field" + }, + { + "name": "Puppeteer", + "domain": "Professional Field" + }, + { + "name": "Purchasing manager", + "domain": "Professional Field" + }, + { + "name": "Purser", + "domain": "Professional Field" + }, + { + "name": "Pyrotechnician", + "domain": "Professional Field" + }, + { + "name": "Qadi", + "domain": "Professional Field" + }, + { + "name": "Qing literati", + "domain": "Professional Field" + }, + { + "name": "Quaestor (European Parliament)", + "domain": "Professional Field" + }, + { + "name": "Qualified Person Responsible For Pharmacovigilance", + "domain": "Professional Field" + }, + { + "name": "Qualified Person for Pharmacovigilance", + "domain": "Professional Field" + }, + { + "name": "Qualified person (European Union)", + "domain": "Professional Field" + }, + { + "name": "Quality control coach", + "domain": "Professional Field" + }, + { + "name": "Quantity surveyor", + "domain": "Professional Field" + }, + { + "name": "QāriÊŸ", + "domain": "Professional Field" + }, + { + "name": "Rabbi", + "domain": "Professional 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"Rat-catcher", + "domain": "Professional Field" + }, + { + "name": "Reactor operator", + "domain": "Professional Field" + }, + { + "name": "Reader (academic rank)", + "domain": "Professional Field" + }, + { + "name": "Real estate agent", + "domain": "Professional Field" + }, + { + "name": "Real estate appraiser", + "domain": "Professional Field" + }, + { + "name": "Real estate entrepreneur", + "domain": "Professional Field" + }, + { + "name": "Real-life superhero", + "domain": "Professional Field" + }, + { + "name": "Receiver general", + "domain": "Professional Field" + }, + { + "name": "Receivership", + "domain": "Professional Field" + }, + { + "name": "Receptionist", + "domain": "Professional Field" + }, + { + "name": "Records manager", + "domain": "Professional Field" + }, + { + "name": "Recruiting sergeant", + "domain": "Professional Field" + }, + { + "name": "Recurring status", + "domain": "Professional Field" + }, + { + "name": "Referee", + "domain": "Professional Field" + }, + { + "name": "Referee (association football)", + "domain": "Professional Field" + }, + { + "name": "Referee (boxing)", + "domain": "Professional Field" + }, + { + "name": "Referee (futsal)", + "domain": "Professional Field" + }, + { + "name": "Referee (professional wrestling)", + "domain": "Professional Field" + }, + { + "name": "Reference librarian", + "domain": "Professional Field" + }, + { + "name": "Reflexologist", + "domain": "Professional Field" + }, + { + "name": "Regent", + "domain": "Professional Field" + }, + { + "name": "Registered dental nurse", + "domain": "Professional Field" + }, + { + "name": "Registered dietitian", + "domain": "Professional Field" + }, + { + "name": "Registered health information administrator", + "domain": "Professional Field" + }, + { + "name": "Registered professional liability underwriter", + "domain": "Professional Field" + }, + { + "name": "Registered psychiatric nurse", + "domain": "Professional Field" + }, + { + "name": "Registered representative 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"Professional Field" + }, + { + "name": "Rikishi", + "domain": "Professional Field" + }, + { + "name": "RiksrÃ¥d", + "domain": "Professional Field" + }, + { + "name": "Ring announcer", + "domain": "Professional Field" + }, + { + "name": "Ringmaster (circus)", + "domain": "Professional Field" + }, + { + "name": "Road crew", + "domain": "Professional Field" + }, + { + "name": "Road manager", + "domain": "Professional Field" + }, + { + "name": "Roboticist", + "domain": "Professional Field" + }, + { + "name": "Rocket science (finance)", + "domain": "Professional Field" + }, + { + "name": "Rogue trader", + "domain": "Professional Field" + }, + { + "name": "Roman usurper", + "domain": "Professional Field" + }, + { + "name": "Romologist", + "domain": "Professional Field" + }, + { + "name": "Rope access technician", + "domain": "Professional Field" + }, + { + "name": "Ropemaker", + "domain": "Professional Field" + }, + { + "name": "Rosh mesivta", + "domain": "Professional Field" + }, + { + "name": "Rosh yeshiva", + "domain": "Professional Field" + }, + { + "name": "Rower woman", + "domain": "Professional Field" + }, + { + "name": "Royal chef", + "domain": "Professional Field" + }, + { + "name": "Rugby league match officials", + "domain": "Professional Field" + }, + { + "name": "Rugby union match officials", + "domain": "Professional Field" + }, + { + "name": "Rugby union player", + "domain": "Professional Field" + }, + { + "name": "Runemaster", + "domain": "Professional Field" + }, + { + "name": "Runologist", + "domain": "Professional Field" + }, + { + "name": "Répétiteur", + "domain": "Professional Field" + }, + { + "name": "RāwÄ«", + "domain": "Professional Field" + }, + { + "name": "SEO specialist", + "domain": "Professional Field" + }, + { + "name": "Safety engineer", + "domain": "Professional Field" + }, + { + "name": "Sailmaker", + "domain": "Professional Field" + }, + { + "name": "Sailor", + "domain": "Professional Field" + }, + { + "name": "Sales manager", + "domain": "Professional Field" + }, + { + "name": "Salesman", + "domain": "Professional Field" + }, + { + "name": "Saloon keeper", + "domain": "Professional Field" + }, + { + "name": "Samurai", + "domain": "Professional Field" + }, + { + "name": "Sandal-bearer", + "domain": "Professional Field" + }, + { + "name": "Sandhog", + "domain": "Professional Field" + }, + { + "name": "Sanitation worker", + "domain": "Professional Field" + }, + { + "name": "Scenes of crime officer", + "domain": "Professional Field" + }, + { + "name": "Scenographer", + "domain": "Professional Field" + }, + { + "name": "Scharfrichter", + "domain": "Professional Field" + }, + { + "name": "Scholar-official", + "domain": "Professional Field" + }, + { + "name": "School business manager", + "domain": "Professional Field" + }, + { + "name": "School counselor", + "domain": "Professional Field" + }, + { + "name": "School psychologist", + "domain": "Professional Field" + }, + { + "name": "School social work", + "domain": 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"name": "Seignory", + "domain": "Professional Field" + }, + { + "name": "Selector (cricket)", + "domain": "Professional Field" + }, + { + "name": "Selector (sport)", + "domain": "Professional Field" + }, + { + "name": "Sell-side analyst", + "domain": "Professional Field" + }, + { + "name": "Semanticist", + "domain": "Professional Field" + }, + { + "name": "Semiotician", + "domain": "Professional Field" + }, + { + "name": "Seneschal", + "domain": "Professional Field" + }, + { + "name": "Senior agent", + "domain": "Professional Field" + }, + { + "name": "Senior house officer", + "domain": "Professional Field" + }, + { + "name": "Senior lecturer", + "domain": "Professional Field" + }, + { + "name": "Senior station officer", + "domain": "Professional Field" + }, + { + "name": "Serjeant-at-arms", + "domain": "Professional Field" + }, + { + "name": "Server administrator", + "domain": "Professional Field" + }, + { + "name": "Sessional lecturer", + "domain": "Professional Field" + }, + { + "name": "Set dresser", + "domain": "Professional Field" + }, + { + "name": "Sex columnist", + "domain": "Professional Field" + }, + { + "name": "Sex therapist", + "domain": "Professional Field" + }, + { + "name": "Sexologist", + "domain": "Professional Field" + }, + { + "name": "Sexual assistance", + "domain": "Professional Field" + }, + { + "name": "Shadow rapporteur", + "domain": "Professional Field" + }, + { + "name": "Shahbandar", + "domain": "Professional Field" + }, + { + "name": "Shakespearean scholar", + "domain": "Professional Field" + }, + { + "name": "Sharper", + "domain": "Professional Field" + }, + { + "name": "Sharpshooter", + "domain": "Professional Field" + }, + { + "name": "Shayar (poet)", + "domain": "Professional Field" + }, + { + "name": "Sheep shearer", + "domain": "Professional Field" + }, + { + "name": "Shepherd", + "domain": "Professional Field" + }, + { + "name": "Sheriff", + "domain": "Professional Field" + }, + { + "name": "Ship chandler", + "domain": "Professional Field" + }, + { + "name": "Ship's company", + "domain": "Professional Field" + }, + { + "name": "Ship-owner", + "domain": "Professional Field" + }, + { + "name": "Shipfitter", + "domain": "Professional Field" + }, + { + "name": "Shipping agency", + "domain": "Professional Field" + }, + { + "name": "Shirabyōshi", + "domain": "Professional Field" + }, + { + "name": "Shop foreman", + "domain": "Professional Field" + }, + { + "name": "Shopkeeper", + "domain": "Professional Field" + }, + { + "name": "Short story writer", + "domain": "Professional Field" + }, + { + "name": "Showgirl", + "domain": "Professional Field" + }, + { + "name": "Showman", + "domain": "Professional Field" + }, + { + "name": "Showrunner", + "domain": "Professional Field" + }, + { + "name": "Sideline reporter", + "domain": "Professional Field" + }, + { + "name": "Sign language interpreter", + "domain": "Professional Field" + }, + { + "name": "Signalman", + "domain": "Professional Field" + }, + { + "name": "Signing agent", + "domain": "Professional Field" + }, + { + "name": "Silkwoman", + "domain": "Professional Field" + }, + { + "name": "Silovik", + "domain": "Professional Field" + }, + { + "name": "Silver surfer (internet user)", + "domain": "Professional Field" + }, + { + "name": "Silversmith", + "domain": "Professional Field" + }, + { + "name": "Site manager", + "domain": "Professional Field" + }, + { + "name": "SivilingeniÞr", + "domain": "Professional Field" + }, + { + "name": "SivilÞkonom", + "domain": "Professional Field" + }, + { + "name": "Skald", + "domain": "Professional Field" + }, + { + "name": "Skateboarder", + "domain": "Professional Field" + }, + { + "name": "Ski patrol", + "domain": "Professional Field" + }, + { + "name": "Skilled worker", + "domain": "Professional Field" + }, + { + "name": "Skinner (profession)", + "domain": "Professional Field" + }, + { + "name": "Sky marshal", + "domain": "Professional Field" + }, + { + "name": "Skycap", + "domain": "Professional 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"domain": "Professional Field" + }, + { + "name": "Software analyst", + "domain": "Professional Field" + }, + { + "name": "Software architect", + "domain": "Professional Field" + }, + { + "name": "Software engineer", + "domain": "Professional Field" + }, + { + "name": "Solicitor advocate", + "domain": "Professional Field" + }, + { + "name": "Somatophylakes", + "domain": "Professional Field" + }, + { + "name": "Sommelier", + "domain": "Professional Field" + }, + { + "name": "Song plugger", + "domain": "Professional Field" + }, + { + "name": "Songster", + "domain": "Professional Field" + }, + { + "name": "Sonographer", + "domain": "Professional Field" + }, + { + "name": "Sound editor (filmmaking)", + "domain": "Professional Field" + }, + { + "name": "Sous-chef", + "domain": "Professional Field" + }, + { + "name": "Spearman (military)", + "domain": "Professional Field" + }, + { + "name": "Special Investigations Officer (The Netherlands)", + "domain": "Professional Field" + }, + { + "name": "Special adviser (Norway)", + "domain": "Professional Field" + }, + { + "name": "Special agent", + "domain": "Professional Field" + }, + { + "name": "Special constable", + "domain": "Professional Field" + }, + { + "name": "Special effects supervisor", + "domain": "Professional Field" + }, + { + "name": "Speech and language therapist", + "domain": "Professional Field" + }, + { + "name": "Speechwriter", + "domain": "Professional Field" + }, + { + "name": "Spiritual direction", + "domain": "Professional Field" + }, + { + "name": "Spokesperson", + "domain": "Professional Field" + }, + { + "name": "Sport cyclist", + "domain": "Professional Field" + }, + { + "name": "Sport shooter", + "domain": "Professional Field" + }, + { + "name": "Sporting director", + "domain": "Professional Field" + }, + { + "name": "Sports agent", + "domain": "Professional Field" + }, + { + "name": "Sports analyst", + "domain": "Professional Field" + }, + { + "name": "Sports chaplain", + "domain": "Professional Field" + }, + { + "name": "Sports commentator", + "domain": "Professional Field" + }, + { + "name": "Sports information director", + "domain": "Professional Field" + }, + { + "name": "Sports journalist", + "domain": "Professional Field" + }, + { + "name": "Spotlight operator", + "domain": "Professional Field" + }, + { + "name": "Spy", + "domain": "Professional Field" + }, + { + "name": "Staff writer", + "domain": "Professional Field" + }, + { + "name": "Stage magician", + "domain": "Professional Field" + }, + { + "name": "Stamp dealer", + "domain": "Professional Field" + }, + { + "name": "Stand-up comedian", + "domain": "Professional Field" + }, + { + "name": "State Counsel (Sri Lanka)", + "domain": "Professional Field" + }, + { + "name": "State Public Works Engineering Corps (France)", + "domain": "Professional Field" + }, + { + "name": "State epidemiologist (Sweden)", + "domain": "Professional Field" + }, + { + "name": "Station house officer", + "domain": "Professional 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"name": "Stock trader", + "domain": "Professional Field" + }, + { + "name": "Stockbroker", + "domain": "Professional Field" + }, + { + "name": "Stockman (Australia)", + "domain": "Professional Field" + }, + { + "name": "Stodderkonge", + "domain": "Professional Field" + }, + { + "name": "Store manager", + "domain": "Professional Field" + }, + { + "name": "Storm chasing", + "domain": "Professional Field" + }, + { + "name": "Story artist", + "domain": "Professional Field" + }, + { + "name": "Story editor", + "domain": "Professional Field" + }, + { + "name": "Storyboard artist", + "domain": "Professional Field" + }, + { + "name": "Strategist", + "domain": "Professional Field" + }, + { + "name": "Street artist", + "domain": "Professional Field" + }, + { + "name": "Street warden", + "domain": "Professional Field" + }, + { + "name": "Strength and conditioning coach", + "domain": "Professional Field" + }, + { + "name": "Strength athlete", + "domain": "Professional Field" + }, + { + "name": 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"domain": "Professional Field" + }, + { + "name": "Supporting actor", + "domain": "Professional Field" + }, + { + "name": "Surfboard shaper", + "domain": "Professional Field" + }, + { + "name": "Surgeon-superintendent", + "domain": "Professional Field" + }, + { + "name": "Surgical nursing", + "domain": "Professional Field" + }, + { + "name": "Survey methodologist", + "domain": "Professional Field" + }, + { + "name": "Sustainability consultant", + "domain": "Professional Field" + }, + { + "name": "Swimming pool service technician", + "domain": "Professional Field" + }, + { + "name": "Switchboard operator", + "domain": "Professional Field" + }, + { + "name": "Sword swallowing", + "domain": "Professional Field" + }, + { + "name": "Syndic", + "domain": "Professional Field" + }, + { + "name": "Syntactician", + "domain": "Professional Field" + }, + { + "name": "System administrator", + "domain": "Professional Field" + }, + { + "name": "Systems analyst", + "domain": "Professional Field" + }, 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}, + { + "name": "Technical writer", + "domain": "Professional Field" + }, + { + "name": "Technician", + "domain": "Professional Field" + }, + { + "name": "Technicien supérieur des études et de l'exploitation de l'aviation civile", + "domain": "Professional Field" + }, + { + "name": "Technicien supérieur de l'aviation", + "domain": "Professional Field" + }, + { + "name": "Technology evangelist", + "domain": "Professional Field" + }, + { + "name": "Technology specialist", + "domain": "Professional Field" + }, + { + "name": "Television actor", + "domain": "Professional Field" + }, + { + "name": "Television director", + "domain": "Professional Field" + }, + { + "name": "Television personalities in Japan", + "domain": "Professional Field" + }, + { + "name": "Television producer", + "domain": "Professional Field" + }, + { + "name": "Television show creator", + "domain": "Professional Field" + }, + { + "name": "Tennis player", + "domain": "Professional Field" + }, + { + "name": "Tenor", + "domain": "Professional Field" + }, + { + "name": "Territorial lord", + "domain": "Professional Field" + }, + { + "name": "Test driver", + "domain": "Professional Field" + }, + { + "name": "Test pilot", + "domain": "Professional Field" + }, + { + "name": "Textile conservator", + "domain": "Professional Field" + }, + { + "name": "Thatcher (profession)", + "domain": "Professional Field" + }, + { + "name": "Theater manager", + "domain": "Professional Field" + }, + { + "name": "Theatre director", + "domain": "Professional Field" + }, + { + "name": "Theatre practitioner", + "domain": "Professional Field" + }, + { + "name": "Theatrical company management", + "domain": "Professional Field" + }, + { + "name": "Theatrical producer", + "domain": "Professional Field" + }, + { + "name": "Theologian", + "domain": "Professional Field" + }, + { + "name": "Thermodynamicist", + "domain": "Professional Field" + }, + { + "name": "Thief-taker", + "domain": "Professional Field" + }, + { + "name": "Thyle", 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"Professional Field" + }, + { + "name": "Travel influencer", + "domain": "Professional Field" + }, + { + "name": "Treasurer", + "domain": "Professional Field" + }, + { + "name": "Tricoteuse", + "domain": "Professional Field" + }, + { + "name": "Trip sitter", + "domain": "Professional Field" + }, + { + "name": "Trobairitz", + "domain": "Professional Field" + }, + { + "name": "Tropeiro", + "domain": "Professional Field" + }, + { + "name": "Truck driver", + "domain": "Professional Field" + }, + { + "name": "Trust fund manager", + "domain": "Professional Field" + }, + { + "name": "Trustee", + "domain": "Professional Field" + }, + { + "name": "Tutor (education)", + "domain": "Professional Field" + }, + { + "name": "Tutoring", + "domain": "Professional Field" + }, + { + "name": "UN Women Goodwill Ambassador", + "domain": "Professional Field" + }, + { + "name": "UNDP Goodwill Ambassador", + "domain": "Professional Field" + }, + { + "name": "UNESCO Artist for Peace", + "domain": "Professional Field" + }, + { + "name": "UNESCO Champion for Sport", + "domain": "Professional Field" + }, + { + "name": "UNESCO Special Envoy", + "domain": "Professional Field" + }, + { + "name": "UNFPA Goodwill Ambassador", + "domain": "Professional Field" + }, + { + "name": "UNICEF Goodwill Ambassador", + "domain": "Professional Field" + }, + { + "name": "UNIDO Goodwill Ambassador", + "domain": "Professional Field" + }, + { + "name": "UNODC Goodwill Ambassador", + "domain": "Professional Field" + }, + { + "name": "Umpire (Australian rules football)", + "domain": "Professional Field" + }, + { + "name": "Umpire (baseball)", + "domain": "Professional Field" + }, + { + "name": "Umpire (cricket)", + "domain": "Professional Field" + }, + { + "name": "Umpire (field hockey)", + "domain": "Professional Field" + }, + { + "name": "Undersuit", + "domain": "Professional Field" + }, + { + "name": "Union representative", + "domain": "Professional Field" + }, + { + "name": "Unit production manager", + "domain": "Professional Field" + }, + { + "name": "Urban planner", + "domain": "Professional Field" + }, + { + "name": "Useful man", + "domain": "Professional Field" + }, + { + "name": "Utility sound technician", + "domain": "Professional Field" + }, + { + "name": "VFX creative director", + "domain": "Professional Field" + }, + { + "name": "Valet", + "domain": "Professional Field" + }, + { + "name": "Valet de chambre", + "domain": "Professional Field" + }, + { + "name": "Vaquero", + "domain": "Professional Field" + }, + { + "name": "Vascular surgeon", + "domain": "Professional Field" + }, + { + "name": "Venereologist", + "domain": "Professional Field" + }, + { + "name": "Ventriloquist", + "domain": "Professional Field" + }, + { + "name": "Verderer", + "domain": "Professional Field" + }, + { + "name": "Versatilist", + "domain": "Professional Field" + }, + { + "name": "Veterinary pharmacist", + "domain": "Professional Field" + }, + { + "name": "Veterinary specialties", + "domain": "Professional Field" + }, + { + "name": "Vexillologist", + "domain": "Professional Field" + }, + { + "name": "Vicar", + "domain": "Professional Field" + }, + { + "name": "Vice-chancellor", + "domain": "Professional Field" + }, + { + "name": "Video assistant referee", + "domain": "Professional Field" + }, + { + "name": "Video blogger", + "domain": "Professional Field" + }, + { + "name": "Video editor", + "domain": "Professional Field" + }, + { + "name": "Video essayist", + "domain": "Professional Field" + }, + { + "name": "Video game designer", + "domain": "Professional Field" + }, + { + "name": "Video game producer", + "domain": "Professional Field" + }, + { + "name": "Video game programmer", + "domain": "Professional Field" + }, + { + "name": "Video jockey", + "domain": "Professional Field" + }, + { + "name": "Videographer", + "domain": "Professional Field" + }, + { + "name": "Vigneron", + "domain": "Professional Field" + }, + { + "name": "Violist", + "domain": "Professional Field" + }, + { + "name": "Virtual assistant (occupation)", + "domain": "Professional Field" + }, + { + "name": "Visitor", + "domain": "Professional Field" + }, + { + "name": "Visual effects art director", + "domain": "Professional Field" + }, + { + "name": "Visual effects supervisor", + "domain": "Professional Field" + }, + { + "name": "Vocalist", + "domain": "Professional Field" + }, + { + "name": "Vocaloid producer", + "domain": "Professional Field" + }, + { + "name": "Voice acting in Japan", + "domain": "Professional Field" + }, + { + "name": "VolapÃŒkologist", + "domain": "Professional Field" + }, + { + "name": "Volcanologist", + "domain": "Professional Field" + }, + { + "name": "Vorstandsassistent", + "domain": "Professional Field" + }, + { + "name": "Voyageurs", + "domain": "Professional Field" + }, + { + "name": "Vārttikakāra", + "domain": "Professional Field" + }, + { + "name": "WHO Goodwill Ambassador", + "domain": "Professional Field" + }, + { + "name": "Wainwright (occupation)", + "domain": "Professional Field" + }, + { + "name": "Waiting staff", + "domain": "Professional Field" + }, + { + "name": "War artist", + "domain": "Professional Field" + }, + { + "name": "War correspondent", + "domain": "Professional Field" + }, + { + "name": "War poetry", + "domain": "Professional Field" + }, + { + "name": "Warden", + "domain": "Professional Field" + }, + { + "name": "Wardrobe stylist", + "domain": "Professional Field" + }, + { + "name": "Wardrobe supervisor", + "domain": "Professional Field" + }, + { + "name": "Warehouseman", + "domain": "Professional Field" + }, + { + "name": "Warraq", + "domain": "Professional Field" + }, + { + "name": "Warrior", + "domain": "Professional Field" + }, + { + "name": "Warrior monk", + "domain": "Professional Field" + }, + { + "name": "Washerwoman", + "domain": "Professional Field" + }, + { + "name": "Watchmaker", + "domain": "Professional Field" + }, + { + "name": "Watchman (law enforcement)", + "domain": "Professional Field" + }, + { + "name": "Weapons master", + "domain": "Professional Field" + }, + { + "name": "Weather presenter", + "domain": "Professional Field" + }, + { + "name": "Weaver (occupation)", + "domain": "Professional Field" + }, + { + "name": "Web designer", + "domain": "Professional Field" + }, + { + "name": "Web developer", + "domain": "Professional Field" + }, + { + "name": "Webmaster", + "domain": "Professional Field" + }, + { + "name": "Website content writer", + "domain": "Professional Field" + }, + { + "name": "Website overseer", + "domain": "Professional Field" + }, + { + "name": "Wedding photographer", + "domain": "Professional Field" + }, + { + "name": "Wedding planner", + "domain": "Professional Field" + }, + { + "name": "Welder", + "domain": "Professional Field" + }, + { + "name": "Wet nurse", + "domain": "Professional Field" + }, + { + "name": "Wheelwright", + "domain": "Professional Field" + }, + { + "name": "White hat (computer security)", + "domain": "Professional Field" + }, + { + "name": "Whitesmith", + "domain": "Professional Field" + }, + { + "name": "Wigmaker", + "domain": "Professional Field" + }, + { + "name": "Wildlife art", + "domain": "Professional Field" + }, + { + "name": "Wildlife biologist", + "domain": "Professional Field" + }, + { + "name": "Wildlife inspector", + "domain": "Professional Field" + }, + { + "name": "Window dresser", + "domain": "Professional Field" + }, + { + "name": "Windsurfer", + "domain": "Professional Field" + }, + { + "name": "Wine critic", + "domain": "Professional Field" + }, + { + "name": "Winemaker", + "domain": "Professional Field" + }, + { + "name": "Wiper (occupation)", + "domain": "Professional Field" + }, + { + "name": "Wire editor", + "domain": "Professional Field" + }, + { + "name": "Women photographers", + "domain": "Professional Field" + }, + { + "name": "Women writers", + "domain": "Professional Field" + }, + { + "name": "Women's health nurse practitioner", + "domain": "Professional Field" + }, + { + "name": "Wood engraver", + "domain": "Professional Field" + }, + { + "name": "Wood splitter (occupation)", + "domain": "Professional Field" + }, + { + "name": "Worker-priest", + "domain": "Professional Field" + }, + { + "name": "Worship pastor", + "domain": "Professional Field" + }, + { + "name": "Wrangler (profession)", + "domain": "Professional Field" + }, + { + "name": "Writer", + "domain": "Professional Field" + }, + { + "name": "Writers' assistant", + "domain": "Professional Field" + }, + { + "name": "Yardmaster", + "domain": "Professional Field" + }, + { + "name": "Yobidashi", + "domain": "Professional Field" + }, + { + "name": "Yogi", + "domain": "Professional Field" + }, + { + "name": "Yogini", + "domain": "Professional Field" + }, + { + "name": "Yoriki", + "domain": "Professional Field" + }, + { + "name": "Youth worker", + "domain": "Professional Field" + }, + { + "name": "Youxia", + "domain": "Professional Field" + }, + { + "name": "Zabbaleen", + "domain": "Professional Field" + }, + { + "name": "Zitherist", + "domain": "Professional Field" + }, + { + "name": "Zookeeper", + "domain": "Professional Field" + }, + { + "name": "Zoologist", + "domain": "Professional Field" + }, + { + "name": "Ébéniste", + "domain": "Professional Field" + } + ] +} \ No newline at end of file diff --git a/backend/app/models/schemas.py b/backend/app/models/schemas.py index 25e3648..57730b4 100644 --- a/backend/app/models/schemas.py +++ b/backend/app/models/schemas.py @@ -209,8 +209,9 @@ class ExpertTransformationDAGResult(BaseModel): class ExpertSource(str, Enum): """專家䟆源類型""" LLM = "llm" + CURATED = "curated" # 粟遞職業210筆含具體領域 + DBPEDIA = "dbpedia" WIKIDATA = "wikidata" - CONCEPTNET = "conceptnet" class ExpertTransformationRequest(BaseModel): @@ -226,7 +227,7 @@ class ExpertTransformationRequest(BaseModel): # Expert source parameters expert_source: ExpertSource = ExpertSource.LLM # 專家䟆源 - expert_language: str = "zh" # 倖郚䟆源的語蚀 + expert_language: str = "en" # 倖郚䟆源的語蚀 (目前只有英文資料) # LLM parameters model: Optional[str] = None diff --git a/backend/app/prompts/expert_transformation_prompt.py b/backend/app/prompts/expert_transformation_prompt.py index 60d136e..6d989b7 100644 --- a/backend/app/prompts/expert_transformation_prompt.py +++ b/backend/app/prompts/expert_transformation_prompt.py @@ -53,19 +53,32 @@ def get_expert_keyword_generation_prompt( keywords_per_expert: int = 1 ) -> str: """Step 1: 專家芖角關鍵字生成""" - experts_info = ", ".join([f"{exp['id']}:{exp['name']}({exp['domain']})" for exp in experts]) + # 建立專家列衚栌匏曎枅晰 + experts_list = "\n".join([f"- {exp['id']}: {exp['name']}" for exp in experts]) return f"""/no_think -專家團隊{experts_info} -屬性「{attribute}」{category} +䜠需芁扮挔以䞋專家為屬性生成創新關鍵字 -每䜍專家埞自己的專業芖角為歀屬性生成 {keywords_per_expert} 個創新關鍵字2-6字。 -關鍵字芁反映該專家領域的獚特思考方匏。 +【專家名單】 +{experts_list} + +【任務】 +屬性「{attribute}」類別{category} + +請為每䜍專家 +1. 先理解該職業的專業背景、知識領域、工䜜內容 +2. 埞該職業的獚特芖角思考「{attribute}」 +3. 生成 {keywords_per_expert} 個與該專業盞關的創新關鍵字2-6字 + +關鍵字必須反映該專家的專業思維方匏䟋劂 +- 會蚈垫 看「移動」→「資金流動」「成本效益」 +- 建築垫 看「移動」→「動線蚭蚈」「空間流動」 +- 心理垫 看「移動」→「行為動機」「情緒蜉變」 回傳 JSON {{"keywords": [{{"keyword": "詞圙", "expert_id": "expert-X", "expert_name": "名皱"}}, ...]}} -共需 {len(experts) * keywords_per_expert} 個關鍵字。""" +共需 {len(experts) * keywords_per_expert} 個關鍵字每個關鍵字必須明顯與對應專家的專業領域盞關。""" def get_single_description_prompt( @@ -76,12 +89,17 @@ def get_single_description_prompt( expert_domain: str ) -> str: """Step 2: 為單䞀關鍵字生成描述""" + # 劂果 domain 是通甚的就只甚職業名皱 + domain_text = f"{expert_domain}" if expert_domain and expert_domain != "Professional Field" else "" + return f"""/no_think 物件「{query}」 -專家{expert_name}{expert_domain} +專家{expert_name}{domain_text} 關鍵字{keyword} -埞這䜍專家的芖角生成䞀段創新應甚描述15-30字說明劂䜕將「{keyword}」的抂念應甚到「{query}」䞊。 +䜠是䞀䜍{expert_name}。埞䜠的專業芖角生成䞀段創新應甚描述15-30字說明劂䜕將「{keyword}」的抂念應甚到「{query}」䞊。 + +描述芁體珟{expert_name}的專業思維和獚特觀點。 回傳 JSON {{"description": "應甚描述"}}""" diff --git a/backend/app/routers/expert_transformation.py b/backend/app/routers/expert_transformation.py index 0019e68..ae78344 100644 --- a/backend/app/routers/expert_transformation.py +++ b/backend/app/routers/expert_transformation.py @@ -37,16 +37,29 @@ async def generate_expert_transformation_events( model = request.model # ========== Step 0: Generate expert team ========== + logger.info(f"[DEBUG] expert_source from request: {request.expert_source}") + logger.info(f"[DEBUG] expert_source value: {request.expert_source.value}") + logger.info(f"[DEBUG] custom_experts: {request.custom_experts}") + yield f"event: expert_start\ndata: {json.dumps({'message': '正圚組建專家團隊...', 'source': request.expert_source.value}, ensure_ascii=False)}\n\n" experts: List[ExpertProfile] = [] actual_source = request.expert_source.value + # 過濟出寊際有內容的自蚂專家排陀空字䞲 + actual_custom_experts = [ + e.strip() for e in (request.custom_experts or []) + if e and e.strip() + ] + logger.info(f"[DEBUG] actual_custom_experts (filtered): {actual_custom_experts}") + # 決定䜿甚哪皮䟆源生成專家 + # 只有圚明確遞擇 LLM 或有寊際自蚂專家時才䜿甚 LLM use_llm = ( request.expert_source == ExpertSource.LLM or - request.custom_experts # 有自蚂專家時䜿甚 LLM 補充 + len(actual_custom_experts) > 0 # 有寊際自蚂專家時䜿甚 LLM 補充 ) + logger.info(f"[DEBUG] use_llm decision: {use_llm}") if use_llm: # LLM 生成專家 @@ -55,7 +68,7 @@ async def generate_expert_transformation_events( query=request.query, categories=all_categories, expert_count=request.expert_count, - custom_experts=request.custom_experts + custom_experts=actual_custom_experts if actual_custom_experts else None ) logger.info(f"Expert prompt: {expert_prompt[:200]}") @@ -78,9 +91,9 @@ async def generate_expert_transformation_events( yield f"event: error\ndata: {json.dumps({'error': f'專家團隊生成倱敗: {str(e)}'}, ensure_ascii=False)}\n\n" return else: - # 倖郚䟆源生成專家 + # 倖郚䟆源生成專家 (本地檔案同步) try: - experts_data, actual_source = await expert_source_service.get_experts( + experts_data, actual_source = expert_source_service.get_experts( source=request.expert_source.value, count=request.expert_count, language=request.expert_language @@ -106,7 +119,7 @@ async def generate_expert_transformation_events( query=request.query, categories=all_categories, expert_count=request.expert_count, - custom_experts=request.custom_experts + custom_experts=actual_custom_experts if actual_custom_experts else None ) expert_response = await ollama_provider.generate( diff --git a/backend/app/services/expert_cache.py b/backend/app/services/expert_cache.py deleted file mode 100644 index 2df8a4d..0000000 --- a/backend/app/services/expert_cache.py +++ /dev/null @@ -1,92 +0,0 @@ -"""Expert 資料快取暡組 - -提䟛 TTL-based 快取機制枛少倖郚 API 呌叫。 -""" - -import time -from dataclasses import dataclass -from typing import Dict, List, Optional - - -@dataclass -class CacheEntry: - """快取項目""" - data: List[dict] - timestamp: float - - -class ExpertCache: - """TTL 快取甚斌儲存倖郚䟆源的職業資料""" - - def __init__(self, ttl_seconds: int = 3600): - """ - 初始化快取 - - Args: - ttl_seconds: 快取存掻時間預蚭 1 小時 - """ - self._cache: Dict[str, CacheEntry] = {} - self._ttl = ttl_seconds - - def get(self, key: str) -> Optional[List[dict]]: - """ - 取埗快取資料 - - Args: - key: 快取鍵劂 "wikidata:zh:occupations" - - Returns: - 快取的資料列衚若䞍存圚或已過期則回傳 None - """ - entry = self._cache.get(key) - if entry is None: - return None - - # 檢查是吊過期 - if time.time() - entry.timestamp > self._ttl: - del self._cache[key] - return None - - return entry.data - - def set(self, key: str, data: List[dict]) -> None: - """ - 蚭定快取資料 - - Args: - key: 快取鍵 - data: 芁快取的資料列衚 - """ - self._cache[key] = CacheEntry( - data=data, - timestamp=time.time() - ) - - def invalidate(self, key: Optional[str] = None) -> None: - """ - 枅陀快取 - - Args: - key: 芁枅陀的鍵若為 None 則枅陀党郚 - """ - if key is None: - self._cache.clear() - elif key in self._cache: - del self._cache[key] - - def get_stats(self) -> dict: - """取埗快取統蚈資蚊""" - now = time.time() - valid_count = sum( - 1 for entry in self._cache.values() - if now - entry.timestamp <= self._ttl - ) - return { - "total_entries": len(self._cache), - "valid_entries": valid_count, - "ttl_seconds": self._ttl - } - - -# 党域快取寊䟋 -expert_cache = ExpertCache() diff --git a/backend/app/services/expert_source_service.py b/backend/app/services/expert_source_service.py index 29a7037..0011789 100644 --- a/backend/app/services/expert_source_service.py +++ b/backend/app/services/expert_source_service.py @@ -1,293 +1,111 @@ -"""Expert 倖郚資料䟆源服務 +"""Expert 本地資料䟆源服務 -提䟛埞 Wikidata SPARQL 和 ConceptNet API 獲取職業/領域資料的功胜。 +埞本地 JSON 檔案讀取職業資料提䟛隚機遞取功胜。 """ +import json import logging import random -from abc import ABC, abstractmethod -from typing import List, Optional, Tuple - -import httpx - -from .expert_cache import expert_cache +from pathlib import Path +from typing import List, Tuple logger = logging.getLogger(__name__) +# 資料目錄 +DATA_DIR = Path(__file__).parent.parent / "data" -class ExpertSourceProvider(ABC): - """倖郚䟆源提䟛者抜象類""" - @abstractmethod - async def fetch_occupations( - self, count: int, language: str = "zh" - ) -> List[dict]: +class LocalDataProvider: + """埞本地 JSON 檔案讀取職業資料""" + + def __init__(self, source: str): """ - 獲取職業列衚 + Args: + source: 資料䟆源名皱 (dbpedia/wikidata) + """ + self.source = source + self._cache: dict = {} # 蚘憶體快取 + + def load_occupations(self, language: str = "en") -> List[dict]: + """ + 茉入職業資料 Args: - count: 需芁的職業敞量 - language: 語蚀代碌 (zh/en) + language: 語蚀代碌 (en/zh) Returns: - 職業資料列衚 [{"name": "...", "domain": "..."}, ...] + 職業列衚 [{"name": "...", "domain": "..."}, ...] """ - pass + cache_key = f"{self.source}:{language}" + # 檢查蚘憶體快取 + if cache_key in self._cache: + return self._cache[cache_key] -class WikidataProvider(ExpertSourceProvider): - """Wikidata SPARQL 查詢提䟛者""" + # 讀取檔案 + file_path = DATA_DIR / f"{self.source}_occupations_{language}.json" - ENDPOINT = "https://query.wikidata.org/sparql" - - def __init__(self): - self.client = httpx.AsyncClient(timeout=30.0) - - async def fetch_occupations( - self, count: int, language: str = "zh" - ) -> List[dict]: - """埞 Wikidata 獲取職業列衚""" - cache_key = f"wikidata:{language}:occupations" - - # 檢查快取 - cached = expert_cache.get(cache_key) - if cached: - logger.info(f"Wikidata cache hit: {len(cached)} occupations") - return self._random_select(cached, count) - - # SPARQL 查詢 - query = self._build_sparql_query(language) + if not file_path.exists(): + logger.warning(f"資料檔案䞍存圚: {file_path}") + return [] try: - response = await self.client.get( - self.ENDPOINT, - params={"query": query, "format": "json"}, - headers={"Accept": "application/sparql-results+json"} - ) - response.raise_for_status() + with open(file_path, "r", encoding="utf-8") as f: + data = json.load(f) - data = response.json() - occupations = self._parse_sparql_response(data, language) + occupations = data.get("occupations", []) + logger.info(f"茉入 {len(occupations)} 筆 {self.source} {language} 職業") - if occupations: - expert_cache.set(cache_key, occupations) - logger.info(f"Wikidata fetched: {len(occupations)} occupations") - - return self._random_select(occupations, count) + # 存入快取 + self._cache[cache_key] = occupations + return occupations except Exception as e: - logger.error(f"Wikidata query failed: {e}") - raise + logger.error(f"讀取職業資料倱敗: {e}") + return [] - def _build_sparql_query(self, language: str) -> str: - """建構 SPARQL 查詢""" - lang_filter = f'FILTER(LANG(?occupationLabel) = "{language}")' - - return f""" - SELECT DISTINCT ?occupation ?occupationLabel ?fieldLabel WHERE {{ - ?occupation wdt:P31 wd:Q28640. - ?occupation rdfs:label ?occupationLabel. - {lang_filter} - - OPTIONAL {{ - ?occupation wdt:P425 ?field. - ?field rdfs:label ?fieldLabel. - FILTER(LANG(?fieldLabel) = "{language}") - }} - }} - LIMIT 500 + def random_select(self, count: int, language: str = "en") -> List[dict]: """ + 隚機遞取指定敞量的職業 - def _parse_sparql_response(self, data: dict, language: str) -> List[dict]: - """解析 SPARQL 回應""" - results = [] - bindings = data.get("results", {}).get("bindings", []) + Args: + count: 需芁的敞量 + language: 語蚀代碌 - for item in bindings: - name = item.get("occupationLabel", {}).get("value", "") - field = item.get("fieldLabel", {}).get("value", "") + Returns: + 隚機遞取的職業列衚 + """ + all_occupations = self.load_occupations(language) - if name and len(name) >= 2: - results.append({ - "name": name, - "domain": field if field else self._infer_domain(name) - }) + if not all_occupations: + return [] - return results + if len(all_occupations) <= count: + return all_occupations - def _infer_domain(self, occupation_name: str) -> str: - """根據職業名皱掚斷領域""" - # 簡單的領域掚斷芏則 - domain_keywords = { - "醫": "醫療健康", - "åž«": "專業服務", - "工皋": "工皋技術", - "蚭蚈": "蚭蚈創意", - "藝術": "藝術文化", - "運動": "體育運動", - "蟲": "蟲業", - "持": "持業", - "商": "商業貿易", - "法": "法埋", - "教": "教育", - "研究": "孞術研究", - } - - for keyword, domain in domain_keywords.items(): - if keyword in occupation_name: - return domain - - return "專業領域" - - def _random_select(self, items: List[dict], count: int) -> List[dict]: - """隚機遞取指定敞量""" - if len(items) <= count: - return items - return random.sample(items, count) - - async def close(self): - await self.client.aclose() - - -class ConceptNetProvider(ExpertSourceProvider): - """ConceptNet API 查詢提䟛者""" - - ENDPOINT = "https://api.conceptnet.io" - - def __init__(self): - self.client = httpx.AsyncClient(timeout=30.0) - - async def fetch_occupations( - self, count: int, language: str = "zh" - ) -> List[dict]: - """埞 ConceptNet 獲取職業盞關抂念""" - cache_key = f"conceptnet:{language}:occupations" - - # 檢查快取 - cached = expert_cache.get(cache_key) - if cached: - logger.info(f"ConceptNet cache hit: {len(cached)} concepts") - return self._random_select(cached, count) - - # 查詢職業盞關抂念 - lang_code = "zh" if language == "zh" else "en" - start_concept = f"/c/{lang_code}/職業" if lang_code == "zh" else f"/c/{lang_code}/occupation" - - try: - occupations = [] - - # 查詢 IsA 關係 - response = await self.client.get( - f"{self.ENDPOINT}/query", - params={ - "start": start_concept, - "rel": "/r/IsA", - "limit": 100 - } - ) - response.raise_for_status() - data = response.json() - occupations.extend(self._parse_conceptnet_response(data, lang_code)) - - # 也查詢 RelatedTo 關係以獲取曎倚結果 - response2 = await self.client.get( - f"{self.ENDPOINT}/query", - params={ - "node": start_concept, - "rel": "/r/RelatedTo", - "limit": 100 - } - ) - response2.raise_for_status() - data2 = response2.json() - occupations.extend(self._parse_conceptnet_response(data2, lang_code)) - - # 去重 - seen = set() - unique_occupations = [] - for occ in occupations: - if occ["name"] not in seen: - seen.add(occ["name"]) - unique_occupations.append(occ) - - if unique_occupations: - expert_cache.set(cache_key, unique_occupations) - logger.info(f"ConceptNet fetched: {len(unique_occupations)} concepts") - - return self._random_select(unique_occupations, count) - - except Exception as e: - logger.error(f"ConceptNet query failed: {e}") - raise - - def _parse_conceptnet_response(self, data: dict, lang_code: str) -> List[dict]: - """解析 ConceptNet 回應""" - results = [] - edges = data.get("edges", []) - - for edge in edges: - # 取埗 start 或 end 節點取決斌查詢方向 - start = edge.get("start", {}) - end = edge.get("end", {}) - - # 遞擇非起始節點的抂念 - node = end if start.get("@id", "").endswith("職業") or start.get("@id", "").endswith("occupation") else start - - label = node.get("label", "") - term = node.get("term", "") - - # 過濟確保是目暙語蚀䞔有意矩 - node_id = node.get("@id", "") - if f"/c/{lang_code}/" in node_id and label and len(label) >= 2: - results.append({ - "name": label, - "domain": self._infer_domain_from_edge(edge) - }) - - return results - - def _infer_domain_from_edge(self, edge: dict) -> str: - """埞 edge 資蚊掚斷領域""" - # ConceptNet 的 edge 包含 surfaceText 可胜有額倖資蚊 - surface = edge.get("surfaceText", "") - rel = edge.get("rel", {}).get("label", "") - - if "專業" in surface: - return "專業領域" - elif "技術" in surface: - return "技術領域" - else: - return "知識領域" - - def _random_select(self, items: List[dict], count: int) -> List[dict]: - """隚機遞取指定敞量""" - if len(items) <= count: - return items - return random.sample(items, count) - - async def close(self): - await self.client.aclose() + return random.sample(all_occupations, count) class ExpertSourceService: """統䞀的專家䟆源服務""" def __init__(self): - self.wikidata = WikidataProvider() - self.conceptnet = ConceptNetProvider() + self.curated = LocalDataProvider("curated") # 粟遞職業 + self.dbpedia = LocalDataProvider("dbpedia") + self.wikidata = LocalDataProvider("wikidata") - async def get_experts( + def get_experts( self, source: str, count: int, - language: str = "zh", + language: str = "en", fallback_to_llm: bool = True ) -> Tuple[List[dict], str]: """ 埞指定䟆源獲取專家資料 Args: - source: 䟆源類型 ("wikidata" | "conceptnet") + source: 䟆源類型 ("dbpedia" | "wikidata") count: 需芁的專家敞量 language: 語蚀代碌 fallback_to_llm: 倱敗時是吊允蚱 fallback由呌叫者處理 @@ -296,35 +114,87 @@ class ExpertSourceService: (專家資料列衚, 寊際䜿甚的䟆源) Raises: - Exception: 當獲取倱敗䞔䞍 fallback 時 + ValueError: 當獲取倱敗䞔資料為空時 """ - provider = self._get_provider(source) - - try: - experts = await provider.fetch_occupations(count, language) - - if not experts: - raise ValueError(f"No occupations found from {source}") - - return experts, source - - except Exception as e: - logger.warning(f"Failed to fetch from {source}: {e}") - raise - - def _get_provider(self, source: str) -> ExpertSourceProvider: - """根據䟆源類型取埗對應的 provider""" - if source == "wikidata": - return self.wikidata - elif source == "conceptnet": - return self.conceptnet + # 遞擇 provider + if source == "curated": + provider = self.curated + # 粟遞職業支揎 zh 和 en預蚭䜿甚 zh + if language not in ["zh", "en"]: + language = "zh" + elif source == "wikidata": + provider = self.wikidata else: - raise ValueError(f"Unknown source: {source}") + # 預蚭䜿甚 dbpedia + provider = self.dbpedia + source = "dbpedia" - async def close(self): - """關閉所有 HTTP clients""" - await self.wikidata.close() - await self.conceptnet.close() + experts = provider.random_select(count, language) + + if not experts: + raise ValueError(f"No occupations found from {source} ({language})") + + logger.info(f"埞 {source} 取埗 {len(experts)} 䜍專家") + return experts, source + + def get_available_sources(self) -> List[dict]: + """ + 取埗可甚的資料䟆源資蚊 + + Returns: + 䟆源資蚊列衚 + """ + sources = [] + + # 檢查粟遞職業䞭文 + curated_zh = DATA_DIR / "curated_occupations_zh.json" + if curated_zh.exists(): + with open(curated_zh, "r", encoding="utf-8") as f: + data = json.load(f) + sources.append({ + "source": "curated", + "language": "zh", + "count": data["metadata"]["total_count"], + "created_at": data["metadata"]["created_at"] + }) + + # 檢查粟遞職業英文 + curated_en = DATA_DIR / "curated_occupations_en.json" + if curated_en.exists(): + with open(curated_en, "r", encoding="utf-8") as f: + data = json.load(f) + sources.append({ + "source": "curated", + "language": "en", + "count": data["metadata"]["total_count"], + "created_at": data["metadata"]["created_at"] + }) + + # 檢查 DBpedia + dbpedia_en = DATA_DIR / "dbpedia_occupations_en.json" + if dbpedia_en.exists(): + with open(dbpedia_en, "r", encoding="utf-8") as f: + data = json.load(f) + sources.append({ + "source": "dbpedia", + "language": "en", + "count": data["metadata"]["total_count"], + "fetched_at": data["metadata"]["fetched_at"] + }) + + # 檢查 Wikidata + wikidata_zh = DATA_DIR / "wikidata_occupations_zh.json" + if wikidata_zh.exists(): + with open(wikidata_zh, "r", encoding="utf-8") as f: + data = json.load(f) + sources.append({ + "source": "wikidata", + "language": "zh", + "count": data["metadata"]["total_count"], + "fetched_at": data["metadata"]["fetched_at"] + }) + + return sources # 党域服務寊䟋 diff --git a/backend/scripts/fetch_occupations.py b/backend/scripts/fetch_occupations.py new file mode 100644 index 0000000..c951f1c --- /dev/null +++ b/backend/scripts/fetch_occupations.py @@ -0,0 +1,386 @@ +#!/usr/bin/env python3 +""" +職業資料抓取腳本 + +埞 Wikidata SPARQL 和 ConceptNet API 抓取職業資料 +儲存為本地 JSON 檔案䟛應甚皋匏䜿甚。 + +䜿甚方匏: + cd backend + python scripts/fetch_occupations.py +""" + +import json +import sys +from datetime import datetime, timezone +from pathlib import Path +from typing import List + +import httpx + +# 茞出目錄 +DATA_DIR = Path(__file__).parent.parent / "app" / "data" + + +def fetch_wikidata_occupations(language: str) -> List[dict]: + """ + 埞 Wikidata SPARQL 端點抓取所有職業䜿甚分頁 + + Args: + language: 語蚀代碌 (zh/en) + + Returns: + 職業列衚 [{"name": "...", "domain": "..."}, ...] + """ + print(f"[Wikidata] 正圚抓取 {language} 職業資料分頁暡匏...") + + endpoint = "https://query.wikidata.org/sparql" + page_size = 500 # 每頁筆敞 + all_bindings = [] + offset = 0 + + try: + with httpx.Client(timeout=120.0) as client: + while True: + # SPARQL 查詢 - 䜿甚 SERVICE wikibase:label (曎高效) + query = f""" + SELECT DISTINCT ?occupation ?occupationLabel ?fieldLabel WHERE {{ + ?occupation wdt:P31 wd:Q28640. + OPTIONAL {{ ?occupation wdt:P425 ?field. }} + SERVICE wikibase:label {{ bd:serviceParam wikibase:language "{language},en". }} + }} + LIMIT {page_size} + OFFSET {offset} + """ + + print(f"[Wikidata] 抓取第 {offset // page_size + 1} 頁 (offset={offset})...") + + response = client.get( + endpoint, + params={"query": query, "format": "json"}, + headers={ + "Accept": "application/sparql-results+json", + "User-Agent": "NoveltySeeking/1.0", + }, + ) + response.raise_for_status() + data = response.json() + + bindings = data.get("results", {}).get("bindings", []) + print(f"[Wikidata] 取埗 {len(bindings)} 筆") + + if not bindings: + # 沒有曎倚資料了 + break + + all_bindings.extend(bindings) + offset += page_size + + # 劂果取埗的筆敞少斌 page_size衚瀺已經是最埌䞀頁 + if len(bindings) < page_size: + break + + print(f"[Wikidata] 瞜共取埗 {len(all_bindings)} 筆原始資料") + + # 解析回應 + occupations = [] + for item in all_bindings: + name = item.get("occupationLabel", {}).get("value", "") + field = item.get("fieldLabel", {}).get("value", "") + + if name and len(name) >= 2: + occupations.append({ + "name": name, + "domain": field if field else infer_domain(name, language), + }) + + # 去重 + seen = set() + unique = [] + for occ in occupations: + if occ["name"] not in seen: + seen.add(occ["name"]) + unique.append(occ) + + print(f"[Wikidata] 去重埌: {len(unique)} 筆職業") + return unique + + except Exception as e: + print(f"[Wikidata] 錯誀: {e}") + raise + + +def fetch_conceptnet_occupations(language: str) -> List[dict]: + """ + 埞 ConceptNet API 抓取職業盞關抂念䜿甚分頁 + + Args: + language: 語蚀代碌 (zh/en) + + Returns: + 職業列衚 [{"name": "...", "domain": "..."}, ...] + """ + print(f"[ConceptNet] 正圚抓取 {language} 職業資料分頁暡匏...") + + endpoint = "https://api.conceptnet.io" + lang_code = language + page_size = 100 # ConceptNet 建議的 limit + + # 起始抂念 + start_concepts = { + "zh": ["/c/zh/職業", "/c/zh/專業", "/c/zh/工䜜", "/c/zh/職務"], + "en": ["/c/en/occupation", "/c/en/profession", "/c/en/job", "/c/en/career"], + } + + # 芁查詢的關係類型 + relations = ["/r/IsA", "/r/RelatedTo", "/r/HasA", "/r/AtLocation"] + + all_occupations = [] + + try: + with httpx.Client(timeout=60.0) as client: + for concept in start_concepts.get(lang_code, start_concepts["zh"]): + for rel in relations: + offset = 0 + max_pages = 5 # 每個組合最倚抓 5 頁 + + for page in range(max_pages): + try: + print(f"[ConceptNet] 查詢 {concept} {rel} (offset={offset})...") + + # 查詢 start 參敞 + response = client.get( + f"{endpoint}/query", + params={ + "start": concept, + "rel": rel, + "limit": page_size, + "offset": offset, + }, + ) + + if response.status_code != 200: + print(f"[ConceptNet] HTTP {response.status_code}, 跳過") + break + + data = response.json() + edges = data.get("edges", []) + + if not edges: + break + + parsed = parse_conceptnet_response(data, lang_code) + all_occupations.extend(parsed) + print(f"[ConceptNet] 取埗 {len(parsed)} 筆") + + if len(edges) < page_size: + break + + offset += page_size + + except Exception as e: + print(f"[ConceptNet] 錯誀: {e}") + break + + # 去重 + seen = set() + unique = [] + for occ in all_occupations: + if occ["name"] not in seen: + seen.add(occ["name"]) + unique.append(occ) + + print(f"[ConceptNet] 去重埌: {len(unique)} 筆抂念") + return unique + + except Exception as e: + print(f"[ConceptNet] 錯誀: {e}") + raise + + +def parse_conceptnet_response(data: dict, lang_code: str) -> List[dict]: + """解析 ConceptNet API 回應""" + results = [] + edges = data.get("edges", []) + + for edge in edges: + start = edge.get("start", {}) + end = edge.get("end", {}) + + # 嘗詊埞兩端取埗有意矩的抂念 + for node in [start, end]: + node_id = node.get("@id", "") + label = node.get("label", "") + + # 過濟確保是目暙語蚀䞔有意矩 + if f"/c/{lang_code}/" in node_id and label and len(label) >= 2: + # 排陀過斌泛甚的詞 + if label not in ["職業", "工䜜", "專業", "occupation", "job", "profession"]: + results.append({ + "name": label, + "domain": infer_domain(label, lang_code), + }) + + return results + + +def infer_domain(occupation_name: str, language: str) -> str: + """根據職業名皱掚斷領域""" + if language == "zh": + domain_keywords = { + "醫": "醫療健康", + "è­·": "醫療健康", + "藥": "醫療健康", + "åž«": "專業服務", + "工皋": "工皋技術", + "技術": "工皋技術", + "蚭蚈": "蚭蚈創意", + "藝術": "藝術文化", + "音暂": "藝術文化", + "運動": "體育運動", + "蟲": "蟲業", + "持": "持業", + "商": "商業貿易", + "銷": "商業貿易", + "法": "法埋", + "埋": "法埋", + "教": "教育", + "研究": "孞術研究", + "科孞": "孞術研究", + "廚": "逐飲服務", + "烹": "逐飲服務", + "建築": "建築營造", + "軍": "軍事國防", + "è­Š": "公共安党", + "消防": "公共安党", + "蚘者": "媒體傳播", + "線茯": "媒體傳播", + "䜜家": "文孞創䜜", + "皋匏": "資蚊科技", + "軟體": "資蚊科技", + "電腊": "資蚊科技", + } + else: + domain_keywords = { + "doctor": "Healthcare", + "nurse": "Healthcare", + "medical": "Healthcare", + "engineer": "Engineering", + "technical": "Engineering", + "design": "Design & Creative", + "artist": "Arts & Culture", + "music": "Arts & Culture", + "sport": "Sports", + "athletic": "Sports", + "farm": "Agriculture", + "fish": "Fishery", + "business": "Business", + "sales": "Business", + "law": "Legal", + "attorney": "Legal", + "teach": "Education", + "professor": "Education", + "research": "Academic Research", + "scien": "Academic Research", + "chef": "Culinary", + "cook": "Culinary", + "architect": "Architecture", + "military": "Military", + "police": "Public Safety", + "fire": "Public Safety", + "journal": "Media", + "editor": "Media", + "writer": "Literature", + "author": "Literature", + "program": "Information Technology", + "software": "Information Technology", + "computer": "Information Technology", + "develop": "Information Technology", + } + + name_lower = occupation_name.lower() + for keyword, domain in domain_keywords.items(): + if keyword in name_lower: + return domain + + return "專業領域" if language == "zh" else "Professional Field" + + +def save_json(data: List[dict], source: str, language: str) -> None: + """儲存資料到 JSON 檔案""" + filename = f"{source}_occupations_{language}.json" + filepath = DATA_DIR / filename + + output = { + "metadata": { + "source": source, + "language": language, + "fetched_at": datetime.now(timezone.utc).isoformat(), + "total_count": len(data), + }, + "occupations": data, + } + + with open(filepath, "w", encoding="utf-8") as f: + json.dump(output, f, ensure_ascii=False, indent=2) + + print(f"[儲存] {filepath} ({len(data)} 筆)") + + +def main(): + """䞻皋匏""" + print("=" * 60) + print("職業資料抓取腳本") + print(f"茞出目錄: {DATA_DIR}") + print("=" * 60) + print() + + # 確保茞出目錄存圚 + DATA_DIR.mkdir(parents=True, exist_ok=True) + + # 抓取 Wikidata + print("--- Wikidata ---") + try: + wikidata_zh = fetch_wikidata_occupations("zh") + save_json(wikidata_zh, "wikidata", "zh") + except Exception as e: + print(f"Wikidata 䞭文抓取倱敗: {e}") + wikidata_zh = [] + + try: + wikidata_en = fetch_wikidata_occupations("en") + save_json(wikidata_en, "wikidata", "en") + except Exception as e: + print(f"Wikidata 英文抓取倱敗: {e}") + wikidata_en = [] + + print() + + # 抓取 ConceptNet + print("--- ConceptNet ---") + try: + conceptnet_zh = fetch_conceptnet_occupations("zh") + save_json(conceptnet_zh, "conceptnet", "zh") + except Exception as e: + print(f"ConceptNet 䞭文抓取倱敗: {e}") + conceptnet_zh = [] + + try: + conceptnet_en = fetch_conceptnet_occupations("en") + save_json(conceptnet_en, "conceptnet", "en") + except Exception as e: + print(f"ConceptNet 英文抓取倱敗: {e}") + conceptnet_en = [] + + print() + print("=" * 60) + print("抓取完成") + print(f" Wikidata äž­æ–‡: {len(wikidata_zh)} 筆") + print(f" Wikidata 英文: {len(wikidata_en)} 筆") + print(f" ConceptNet äž­æ–‡: {len(conceptnet_zh)} 筆") + print(f" ConceptNet 英文: {len(conceptnet_en)} 筆") + print("=" * 60) + + +if __name__ == "__main__": + main() diff --git a/frontend/src/components/TransformationInputPanel.tsx b/frontend/src/components/TransformationInputPanel.tsx index 761982b..4ffbc11 100644 --- a/frontend/src/components/TransformationInputPanel.tsx +++ b/frontend/src/components/TransformationInputPanel.tsx @@ -7,8 +7,9 @@ const { Title, Text } = Typography; const EXPERT_SOURCE_OPTIONS = [ { label: 'LLM 生成', value: 'llm' as ExpertSource, description: '䜿甚 AI 暡型生成專家' }, - { label: 'Wikidata', value: 'wikidata' as ExpertSource, description: '埞維基敞據查詢職業' }, - { label: 'ConceptNet', value: 'conceptnet' as ExpertSource, description: '埞知識圖譜查詢抂念' }, + { label: '粟遞職業', value: 'curated' as ExpertSource, description: '埞 210 個垞芋職業隚機遞取含具體領域' }, + { label: 'DBpedia', value: 'dbpedia' as ExpertSource, description: '埞 DBpedia 隚機遞取職業 (2164 筆)' }, + { label: 'Wikidata', value: 'wikidata' as ExpertSource, description: '埞 Wikidata 查詢職業 (需等埅 API)' }, ]; interface TransformationInputPanelProps { diff --git a/frontend/src/hooks/useExpertTransformation.ts b/frontend/src/hooks/useExpertTransformation.ts index 70c11be..0beb395 100644 --- a/frontend/src/hooks/useExpertTransformation.ts +++ b/frontend/src/hooks/useExpertTransformation.ts @@ -155,7 +155,7 @@ export function useExpertTransformation(options: UseExpertTransformationOptions }); }); }, - [options.model, options.temperature] + [options.model, options.temperature, options.expertSource] ); const transformAll = useCallback( diff --git a/frontend/src/types/index.ts b/frontend/src/types/index.ts index b1a0a88..ee5b82a 100644 --- a/frontend/src/types/index.ts +++ b/frontend/src/types/index.ts @@ -230,7 +230,7 @@ export interface ExpertTransformationDAGResult { results: ExpertTransformationCategoryResult[]; } -export type ExpertSource = 'llm' | 'wikidata' | 'conceptnet'; +export type ExpertSource = 'llm' | 'curated' | 'dbpedia' | 'wikidata'; export interface ExpertTransformationRequest { query: string; @@ -240,7 +240,7 @@ export interface ExpertTransformationRequest { keywords_per_expert: number; // 1-3 custom_experts?: string[]; // ["藥垫", "工皋垫"] expert_source?: ExpertSource; // 專家䟆源 (default: 'llm') - expert_language?: string; // 倖郚䟆源語蚀 (default: 'zh') + expert_language?: string; // 倖郚䟆源語蚀 (default: 'en') model?: string; temperature?: number; }