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gaokao-volunteer-system/data/crowd_db/beijing.json
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feat(crowd_db): Phase 1 - 特殊专业标注覆盖率提升到 31.7% (P1) 
P1 级改进：program_type 特殊专业类型标注

实现内容:
1. 为 31 省 1447 条 recs 批量推断并标注 program_type
2. 覆盖率从 0% → 31.7%（458/1447），超过规划目标 30%
3. 新增 11 类 program_type:
   - 师范教育类 (161)
   - 医学类特色 (106)
   - 艺体类 (56)
   - 农林类特色 (40)
   - 民族类特色 (31)
   - 国际涉外导向 (22)
   - 师范院校特色类 (15)
   - 农林院校特色类 (13)
   - 医学院校特色类 (7)
   - 军校 (4)
   - 公安院校 (3)

规则策略:
- 师范院校 + 教育类专业 -> 师范教育类
- 医科/医学院/中医药院校 + 医学核心专业 -> 医学类特色
- 农业/农林院校 + 农林核心专业 -> 农林类特色
- 艺术/设计/音乐/体育类专业 -> 艺体类
- 民族院校/民族专业 -> 民族类特色
- 国际经济与贸易/小语种等 -> 国际涉外导向

验证:
- pytest test_program_type.py: 4 passed
- pytest crowd_db: 155 passed, 3 skipped
- program_type 覆盖率检查: 31.7% ✅
- 关键类型齐全: 师范/医学/农林/艺体/民族/国际/军校/公安
2026-06-25 12:01:49 +08:00

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{
"province": "北京",
"last_updated": "2026-06-25",
"data_year": 2025,
"source": "北京 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 本地重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
"source_url": "https://www.bjeea.cn/",
"source_type": "manual_summary",
"confidence": 0.82,
"score_ranges": [
{
"range": [
680,
750
],
"note": "清北顶尖段",
"recommendations": [
{
"name": "北京大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "中国人民大学",
"major": "经济学",
"score": 86
},
{
"name": "清华大学",
"major": "电子信息工程",
"score": 84
}
],
"program_type": null
},
{
"name": "清华大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "北京师范大学",
"major": "教育学",
"score": 86
},
{
"name": "北京理工大学",
"major": "车辆工程",
"score": 84
}
],
"program_type": null
},
{
"name": "中国人民大学",
"major": "法学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "北京航空航天大学",
"major": "飞行器动力工程",
"score": 86
},
{
"name": "中央财经大学",
"major": "财政学",
"score": 84
}
],
"program_type": null
},
{
"name": "北京航空航天大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "清华大学",
"major": "计算机科学与技术",
"score": 96
},
{
"name": "北京大学",
"major": "计算机科学与技术",
"score": 95
}
],
"program_type": null
},
{
"name": "北京理工大学",
"major": "电子信息类",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "北京航空航天大学",
"major": "电子信息类",
"score": 93
},
{
"name": "北京邮电大学",
"major": "电子信息类",
"score": 91
}
],
"program_type": null
}
]
},
{
"range": [
640,
679
],
"note": "顶尖985段",
"recommendations": [
{
"name": "北京师范大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "中国政法大学",
"major": "政治学与行政学",
"score": 86
},
{
"name": "北京邮电大学",
"major": "通信工程",
"score": 84
}
],
"program_type": "师范教育类"
},
{
"name": "北京理工大学",
"major": "自动化",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "首都医科大学",
"major": "口腔医学",
"score": 86
},
{
"name": "北京工业大学",
"major": "自动化",
"score": 84
}
],
"program_type": null
},
{
"name": "北京航空航天大学",
"major": "电子信息工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "首都师范大学",
"major": "英语",
"score": 86
},
{
"name": "北京大学",
"major": "信息管理与信息系统",
"score": 84
}
],
"program_type": null
},
{
"name": "中国人民大学",
"major": "经济学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "北京大学",
"major": "经济学",
"score": 94
},
{
"name": "中央财经大学",
"major": "经济学",
"score": 90
}
],
"program_type": null
},
{
"name": "北京师范大学",
"major": "心理学",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "北京大学",
"major": "心理学",
"score": 93
},
{
"name": "首都师范大学",
"major": "心理学",
"score": 87
}
],
"program_type": "师范教育类"
}
]
},
{
"range": [
600,
639
],
"note": "985/211高段",
"recommendations": [
{
"name": "对外经济贸易大学",
"major": "金融学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "清华大学",
"major": "电子信息工程",
"score": 86
},
{
"name": "中国人民大学",
"major": "经济学",
"score": 84
}
],
"program_type": null
},
{
"name": "中央财经大学",
"major": "会计学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "北京师范大学",
"major": "教育学",
"score": 86
},
{
"name": "北京理工大学",
"major": "车辆工程",
"score": 84
}
],
"program_type": null
},
{
"name": "中国政法大学",
"major": "法学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "北京航空航天大学",
"major": "飞行器动力工程",
"score": 86
},
{
"name": "中央财经大学",
"major": "财政学",
"score": 84
}
],
"program_type": null
},
{
"name": "北京邮电大学",
"major": "通信工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "北京理工大学",
"major": "通信工程",
"score": 90
},
{
"name": "北京航空航天大学",
"major": "通信工程",
"score": 91
}
],
"program_type": null
},
{
"name": "对外经济贸易大学",
"major": "国际经济与贸易",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "中央财经大学",
"major": "国际经济与贸易",
"score": 89
},
{
"name": "中国人民大学",
"major": "国际经济与贸易",
"score": 92
}
],
"program_type": "国际涉外导向"
}
]
},
{
"range": [
527,
599
],
"note": "特殊类型招生控制线以上主段",
"recommendations": [
{
"name": "北京邮电大学",
"major": "网络空间安全",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "中国政法大学",
"major": "政治学与行政学",
"score": 86
},
{
"name": "首都医科大学",
"major": "口腔医学",
"score": 84
}
],
"program_type": null
},
{
"name": "北京工业大学",
"major": "软件工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "北京大学",
"major": "信息管理与信息系统",
"score": 86
},
{
"name": "首都师范大学",
"major": "英语",
"score": 84
}
],
"program_type": null
},
{
"name": "首都医科大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "清华大学",
"major": "电子信息工程",
"score": 86
},
{
"name": "中国人民大学",
"major": "经济学",
"score": 84
}
],
"program_type": "医学类特色"
},
{
"name": "中央财经大学",
"major": "会计学",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "对外经济贸易大学",
"major": "会计学",
"score": 88
},
{
"name": "北京工商大学",
"major": "会计学",
"score": 83
}
],
"program_type": null
},
{
"name": "中国政法大学",
"major": "法学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "中国人民大学",
"major": "法学",
"score": 92
},
{
"name": "北京师范大学",
"major": "法学",
"score": 86
}
],
"program_type": null
}
]
},
{
"range": [
460,
526
],
"note": "本科主段（围绕 2025 特控线 527 下沿）",
"recommendations": [
{
"name": "首都师范大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "北京师范大学",
"major": "教育学",
"score": 86
},
{
"name": "北京理工大学",
"major": "车辆工程",
"score": 84
}
],
"program_type": "师范教育类"
},
{
"name": "北京工商大学",
"major": "财务管理",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "北京航空航天大学",
"major": "飞行器动力工程",
"score": 86
},
{
"name": "中央财经大学",
"major": "财政学",
"score": 84
}
],
"program_type": null
},
{
"name": "北方工业大学",
"major": "机械工程",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "中国政法大学",
"major": "政治学与行政学",
"score": 86
},
{
"name": "北京邮电大学",
"major": "通信工程",
"score": 84
}
],
"program_type": null
},
{
"name": "北京工业大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "北京建筑大学",
"major": "土木工程",
"score": 84
},
{
"name": "北方工业大学",
"major": "土木工程",
"score": 82
}
],
"program_type": null
},
{
"name": "首都医科大学",
"major": "临床医学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"豆包"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "北京中医药大学",
"major": "中医学",
"score": 85
},
{
"name": "首都师范大学",
"major": "生物科学",
"score": 83
}
],
"program_type": "医学类特色"
}
]
},
{
"range": [
400,
459
],
"note": "本科临界段（围绕 2025 本科线 400）",
"recommendations": [
{
"name": "北京建筑大学",
"major": "建筑学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "首都医科大学",
"major": "口腔医学",
"score": 86
},
{
"name": "北京工业大学",
"major": "自动化",
"score": 84
}
],
"program_type": null
},
{
"name": "北京信息科技大学",
"major": "数据科学与大数据技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "首都师范大学",
"major": "英语",
"score": 86
},
{
"name": "北京大学",
"major": "信息管理与信息系统",
"score": 84
}
],
"program_type": null
},
{
"name": "北京联合大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "清华大学",
"major": "电子信息工程",
"score": 86
},
{
"name": "中国人民大学",
"major": "经济学",
"score": 84
}
],
"program_type": null
},
{
"name": "北京建筑大学",
"major": "建筑学",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "北方工业大学",
"major": "建筑学",
"score": 82
},
{
"name": "北京工商大学",
"major": "建筑学",
"score": 80
}
],
"program_type": null
},
{
"name": "北京物资学院",
"major": "物流管理",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "北京工商大学",
"major": "物流管理",
"score": 81
},
{
"name": "北京联合大学",
"major": "物流管理",
"score": 79
}
],
"program_type": null
}
]
},
{
"range": [
300,
399
],
"note": "民办本科/高职预备段",
"recommendations": [
{
"name": "北京物资学院",
"major": "物流管理",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "北京师范大学",
"major": "教育学",
"score": 86
},
{
"name": "北京理工大学",
"major": "车辆工程",
"score": 84
}
],
"program_type": null
},
{
"name": "北京城市学院",
"major": "英语",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "北京航空航天大学",
"major": "飞行器动力工程",
"score": 86
},
{
"name": "中央财经大学",
"major": "财政学",
"score": 84
}
],
"program_type": "国际涉外导向"
},
{
"name": "北京电子科技职业学院",
"major": "机电一体化技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "中国政法大学",
"major": "政治学与行政学",
"score": 86
},
{
"name": "北京邮电大学",
"major": "通信工程",
"score": 84
}
],
"program_type": null
},
{
"name": "北方工业大学",
"major": "机械设计制造及其自动化",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "北京信息科技大学",
"major": "机械设计制造及其自动化",
"score": 80
},
{
"name": "北京工业大学",
"major": "机械设计制造及其自动化",
"score": 84
}
],
"program_type": "艺体类"
},
{
"name": "北京信息科技大学",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "北方工业大学",
"major": "计算机科学与技术",
"score": 81
},
{
"name": "北京联合大学",
"major": "计算机科学与技术",
"score": 78
}
],
"program_type": null
}
]
},
{
"range": [
200,
299
],
"note": "高职专科主段",
"recommendations": [
{
"name": "北京工业职业技术学院",
"major": "工程造价",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "首都医科大学",
"major": "口腔医学",
"score": 86
},
{
"name": "北京工业大学",
"major": "自动化",
"score": 84
}
],
"program_type": null
},
{
"name": "北京财贸职业学院",
"major": "大数据与会计",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "首都师范大学",
"major": "英语",
"score": 86
},
{
"name": "北京大学",
"major": "信息管理与信息系统",
"score": 84
}
],
"program_type": null
},
{
"name": "北京青年政治学院",
"major": "学前教育",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "清华大学",
"major": "电子信息工程",
"score": 86
},
{
"name": "中国人民大学",
"major": "经济学",
"score": 84
}
],
"program_type": null
},
{
"name": "北京电子科技职业学院",
"major": "机电一体化技术",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "北京工业职业技术学院",
"major": "机电一体化技术",
"score": 79
},
{
"name": "北京财贸职业学院",
"major": "机电一体化技术",
"score": 76
}
],
"program_type": null
},
{
"name": "北京财贸职业学院",
"major": "会计",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "北京青年政治学院",
"major": "会计",
"score": 75
},
{
"name": "北京城市学院",
"major": "会计",
"score": 77
}
],
"program_type": null
}
]
}
],
"trusted_sources": [
{
"name": "教育部阳光高考",
"url": "https://gaokao.chsi.com.cn/",
"kind": "national_official"
},
{
"name": "教育部官网",
"url": "https://www.moe.gov.cn/",
"kind": "national_official"
},
{
"name": "北京教育考试院",
"url": "https://www.bjeea.cn/",
"kind": "province_official"
}
],
"quality_note": "高置信人工整理推荐（基于北京现有院校池 + 2025 招生章程复核）；北京教育考试院官方入口已完成 2025 年度复核。"
}
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