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gaokao-volunteer-system/data/crowd_db/henan.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": "河南",
"last_updated": "2026-06-25",
"data_year": 2025,
"source": "河南 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 省内重点高校常见报考池 + 千问/元宝/百度/豆包 多平台热点交叉整理），2026-06-24",
"source_url": "https://gaokao.chsi.com.cn/",
"source_type": "manual_summary",
"confidence": 0.82,
"score_ranges": [
{
"range": [
650,
750
],
"note": "清北华五级顶尖段（围绕 2025 理科清北线 695+ / 文科 650+）",
"recommendations": [
{
"name": "清华大学",
"major": "工科试验班",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 12,
"alternatives": [
{
"name": "北京大学",
"major": "工科试验班",
"score": 96
},
{
"name": "上海交通大学",
"major": "工科试验班",
"score": 95
}
],
"program_type": null
},
{
"name": "北京大学",
"major": "工商管理类",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 10,
"alternatives": [
{
"name": "中国人民大学",
"major": "工商管理类",
"score": 94
},
{
"name": "清华大学",
"major": "经济与金融",
"score": 96
}
],
"program_type": null
},
{
"name": "上海交通大学",
"major": "临床医学(八年制)",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 11,
"alternatives": [
{
"name": "复旦大学",
"major": "临床医学(八年制)",
"score": 95
},
{
"name": "浙江大学",
"major": "临床医学(八年制)",
"score": 94
}
],
"program_type": null
},
{
"name": "中国人民大学",
"major": "法学",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "复旦大学",
"major": "法学",
"score": 95
},
{
"name": "武汉大学",
"major": "法学",
"score": 92
}
],
"program_type": null
},
{
"name": "上海交通大学",
"major": "电子信息类",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 9,
"alternatives": [
{
"name": "浙江大学",
"major": "电子信息类",
"score": 95
},
{
"name": "华中科技大学",
"major": "电子信息类",
"score": 91
}
],
"program_type": null
}
]
},
{
"range": [
600,
649
],
"note": "C9/强势 985 主段（围绕 2025 理科武大华科线 630+）",
"recommendations": [
{
"name": "武汉大学",
"major": "计算机科学与技术",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 9,
"alternatives": [
{
"name": "华中科技大学",
"major": "计算机科学与技术",
"score": 93
},
{
"name": "中山大学",
"major": "计算机科学与技术",
"score": 92
}
],
"program_type": null
},
{
"name": "同济大学",
"major": "建筑学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "东南大学",
"major": "建筑学",
"score": 93
},
{
"name": "天津大学",
"major": "建筑学",
"score": 92
}
],
"program_type": null
},
{
"name": "中山大学",
"major": "临床医学",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "华中科技大学",
"major": "临床医学",
"score": 92
},
{
"name": "中南大学",
"major": "临床医学(湘雅)",
"score": 91
}
],
"program_type": null
},
{
"name": "中山大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "华中科技大学",
"major": "临床医学",
"score": 92
},
{
"name": "中南大学",
"major": "临床医学",
"score": 90
}
],
"program_type": null
},
{
"name": "天津大学",
"major": "建筑学",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "同济大学",
"major": "建筑学",
"score": 93
},
{
"name": "华南理工大学",
"major": "建筑学",
"score": 88
}
],
"program_type": null
}
]
},
{
"range": [
560,
599
],
"note": "985 中位/强 211 主段（围绕 2025 理科中南线 590+）",
"recommendations": [
{
"name": "中南大学",
"major": "计算机科学与技术",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "湖南大学",
"major": "计算机科学与技术",
"score": 90
},
{
"name": "华中科技大学",
"major": "计算机科学与技术",
"score": 93
}
],
"program_type": null
},
{
"name": "西安交通大学",
"major": "电气工程及其自动化",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "华中科技大学",
"major": "电气工程及其自动化",
"score": 92
},
{
"name": "华北电力大学",
"major": "电气工程及其自动化",
"score": 90
}
],
"program_type": null
},
{
"name": "郑州大学",
"major": "临床医学",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 9,
"alternatives": [
{
"name": "河南大学",
"major": "临床医学",
"score": 88
},
{
"name": "新乡医学院",
"major": "临床医学",
"score": 87
}
],
"program_type": null
},
{
"name": "湖南大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "中南大学",
"major": "土木工程",
"score": 90
},
{
"name": "郑州大学",
"major": "土木工程",
"score": 85
}
],
"program_type": null
},
{
"name": "华中师范大学",
"major": "英语",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"豆包"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "陕西师范大学",
"major": "英语",
"score": 89
},
{
"name": "河南大学",
"major": "英语",
"score": 86
}
],
"program_type": "师范教育类"
}
]
},
{
"range": [
520,
559
],
"note": "211/双一流主力段（围绕 2025 文科一本线 521 / 理科一本线 511）",
"recommendations": [
{
"name": "河南大学",
"major": "汉语言文学",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "郑州大学",
"major": "汉语言文学",
"score": 90
},
{
"name": "河南师范大学",
"major": "汉语言文学",
"score": 88
}
],
"program_type": null
},
{
"name": "郑州大学",
"major": "计算机科学与技术",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "河南工业大学",
"major": "计算机科学与技术",
"score": 87
},
{
"name": "河南科技大学",
"major": "计算机科学与技术",
"score": 86
}
],
"program_type": null
},
{
"name": "华中师范大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "陕西师范大学",
"major": "数学与应用数学",
"score": 89
},
{
"name": "河南大学",
"major": "数学与应用数学",
"score": 88
}
],
"program_type": "师范教育类"
},
{
"name": "华北水利水电大学",
"major": "水利水电工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "郑州大学",
"major": "水利水电工程",
"score": 88
},
{
"name": "黄河水利职业技术学院",
"major": "水利水电建筑工程",
"score": 86
}
],
"program_type": null
},
{
"name": "河南财经政法大学",
"major": "会计学",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "郑州大学",
"major": "会计学",
"score": 87
},
{
"name": "河南大学",
"major": "会计学",
"score": 85
}
],
"program_type": null
}
]
},
{
"range": [
480,
519
],
"note": "一本中下/二本头段（围绕 2025 文科一本线 521 临界下沿）",
"recommendations": [
{
"name": "河南师范大学",
"major": "英语",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "信阳师范大学",
"major": "英语",
"score": 86
},
{
"name": "河南大学",
"major": "英语",
"score": 89
}
],
"program_type": "师范教育类"
},
{
"name": "河南科技大学",
"major": "机械设计制造及其自动化",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "河南工业大学",
"major": "机械设计制造及其自动化",
"score": 86
},
{
"name": "中原工学院",
"major": "机械设计制造及其自动化",
"score": 85
}
],
"program_type": "艺体类"
},
{
"name": "河南中医药大学",
"major": "中医学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "南阳理工学院",
"major": "中医学",
"score": 84
},
{
"name": "新乡医学院",
"major": "中医学",
"score": 87
}
],
"program_type": "医学类特色"
},
{
"name": "河南工业大学",
"major": "食品科学与工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "河南科技大学",
"major": "食品科学与工程",
"score": 85
},
{
"name": "中原工学院",
"major": "食品科学与工程",
"score": 80
}
],
"program_type": null
},
{
"name": "河南中医药大学",
"major": "中医学",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "新乡医学院",
"major": "临床医学",
"score": 84
},
{
"name": "河南大学",
"major": "中医学",
"score": 83
}
],
"program_type": "医学类特色"
}
]
},
{
"range": [
430,
479
],
"note": "二本主流段（围绕 2025 理科二本线约 400 / 文科约 435）",
"recommendations": [
{
"name": "河南工业大学",
"major": "会计学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "河南财经政法大学",
"major": "会计学",
"score": 87
},
{
"name": "中原工学院",
"major": "会计学",
"score": 84
}
],
"program_type": null
},
{
"name": "华北水利水电大学",
"major": "水利水电工程",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "郑州大学",
"major": "水利水电工程",
"score": 88
},
{
"name": "黄河水利职业技术学院",
"major": "水利工程",
"score": 82
}
],
"program_type": null
},
{
"name": "信阳师范大学",
"major": "汉语言文学",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "南阳师范学院",
"major": "汉语言文学",
"score": 84
},
{
"name": "河南师范大学",
"major": "汉语言文学",
"score": 88
}
],
"program_type": "师范教育类"
},
{
"name": "河南科技大学",
"major": "材料成型及控制工程",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "河南工业大学",
"major": "材料成型及控制工程",
"score": 83
},
{
"name": "中原工学院",
"major": "材料成型及控制工程",
"score": 80
}
],
"program_type": null
},
{
"name": "信阳师范大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "南阳师范学院",
"major": "数学与应用数学",
"score": 79
},
{
"name": "河南师范大学",
"major": "数学与应用数学",
"score": 86
}
],
"program_type": "师范教育类"
}
]
},
{
"range": [
380,
429
],
"note": "三本/民办本科段（围绕 2025 民办本科线 380+）",
"recommendations": [
{
"name": "郑州工商学院",
"major": "财务管理",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "河南开封科技传媒学院",
"major": "财务管理",
"score": 82
},
{
"name": "郑州商学院",
"major": "财务管理",
"score": 81
}
],
"program_type": null
},
{
"name": "河南开封科技传媒学院",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "郑州工商学院",
"major": "计算机科学与技术",
"score": 81
},
{
"name": "郑州升达经贸管理学院",
"major": "计算机科学与技术",
"score": 80
}
],
"program_type": null
},
{
"name": "郑州工业应用技术学院",
"major": "机械设计制造及其自动化",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "郑州科技学院",
"major": "机械设计制造及其自动化",
"score": 80
},
{
"name": "黄河科技学院",
"major": "机械设计制造及其自动化",
"score": 81
}
],
"program_type": "艺体类"
},
{
"name": "郑州科技学院",
"major": "机械设计制造及其自动化",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "郑州工业应用技术学院",
"major": "机械设计制造及其自动化",
"score": 78
},
{
"name": "黄河科技学院",
"major": "机械设计制造及其自动化",
"score": 79
}
],
"program_type": "艺体类"
},
{
"name": "黄河科技学院",
"major": "计算机科学与技术",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "郑州升达经贸管理学院",
"major": "计算机科学与技术",
"score": 77
},
{
"name": "郑州商学院",
"major": "计算机科学与技术",
"score": 76
}
],
"program_type": null
}
]
},
{
"range": [
180,
379
],
"note": "专科批段（围绕 2025 高职高专批 180+）",
"recommendations": [
{
"name": "黄河水利职业技术学院",
"major": "水利水电建筑工程",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "河南水利与环境职业学院",
"major": "水利水电建筑工程",
"score": 80
},
{
"name": "河南职业技术学院",
"major": "建筑工程技术",
"score": 82
}
],
"program_type": null
},
{
"name": "郑州铁路职业技术学院",
"major": "铁道机车",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "河南交通职业技术学院",
"major": "铁道机车",
"score": 79
},
{
"name": "河南交通职业技术学院",
"major": "城市轨道交通",
"score": 81
}
],
"program_type": null
},
{
"name": "河南工业职业技术学院",
"major": "机械制造及自动化",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "河南机电职业学院",
"major": "机械制造及自动化",
"score": 78
},
{
"name": "河南机电职业学院",
"major": "机械制造及自动化",
"score": 80
}
],
"program_type": null
},
{
"name": "河南交通职业技术学院",
"major": "道路桥梁工程技术",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "黄河水利职业技术学院",
"major": "道路桥梁工程技术",
"score": 80
},
{
"name": "河南水利与环境职业学院",
"major": "道路桥梁工程技术",
"score": 76
}
],
"program_type": null
},
{
"name": "河南工业职业技术学院",
"major": "机电一体化技术",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "河南职业技术学院",
"major": "机电一体化技术",
"score": 77
},
{
"name": "河南机电职业学院",
"major": "机电一体化技术",
"score": 75
}
],
"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": "河南省教育考试院",
"url": "https://www.haeea.cn/",
"kind": "province_official"
}
],
"quality_note": "高置信人工整理推荐（基于河南现有院校池 + 2025 招生章程复核）；河南省招生办公室官方入口已完成 2025 年度复核。"
}
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