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gaokao-volunteer-system/data/crowd_db/gansu.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": "甘肃",
"last_updated": "2026-06-25",
"data_year": 2025,
"source": "甘肃 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 + 国家专业目录 MVP 子集），2026-06-24",
"source_url": "https://www.ganseea.cn/",
"source_type": "manual_summary",
"confidence": 0.82,
"score_ranges": [
{
"range": [
620,
700
],
"note": "顶尖段（兰大/顶尖985）",
"recommendations": [
{
"name": "兰州大学",
"major": "化学类",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "兰州交通大学",
"major": "土木工程",
"score": 86
},
{
"name": "西北师范大学",
"major": "教育学",
"score": 84
}
],
"program_type": null
},
{
"name": "兰州大学",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "兰州理工大学",
"major": "自动化",
"score": 86
},
{
"name": "甘肃农业大学",
"major": "园艺",
"score": 84
}
],
"program_type": null
},
{
"name": "西北师范大学",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "甘肃中医药大学",
"major": "针灸推拿学",
"score": 86
},
{
"name": "兰州财经大学",
"major": "金融学",
"score": 84
}
],
"program_type": "师范教育类"
},
{
"name": "兰州理工大学",
"major": "机械工程",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "兰州交通大学",
"major": "车辆工程",
"score": 90
},
{
"name": "西北师范大学",
"major": "教育学",
"score": 86
}
],
"program_type": null
},
{
"name": "西北民族大学",
"major": "中国少数民族语言文学",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "甘肃农业大学",
"major": "草业科学",
"score": 89
},
{
"name": "甘肃中医药大学",
"major": "中医学",
"score": 85
}
],
"program_type": "民族类特色"
}
]
},
{
"range": [
560,
619
],
"note": "高分段（双一流/一本主力）",
"recommendations": [
{
"name": "兰州交通大学",
"major": "交通运输",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西北民族大学",
"major": "社会学",
"score": 86
},
{
"name": "甘肃政法大学",
"major": "知识产权",
"score": 84
}
],
"program_type": null
},
{
"name": "兰州理工大学",
"major": "机械设计制造及其自动化",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "天水师范学院",
"major": "英语",
"score": 86
},
{
"name": "河西学院",
"major": "医学影像技术",
"score": 84
}
],
"program_type": "艺体类"
},
{
"name": "甘肃农业大学",
"major": "农学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "兰州石化职业技术大学",
"major": "新能源材料应用技术",
"score": 86
},
{
"name": "兰州大学",
"major": "经济学",
"score": 84
}
],
"program_type": "农林类特色"
},
{
"name": "兰州大学",
"major": "大气科学",
"frequency": 3,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "西北师范大学",
"major": "化学",
"score": 84
},
{
"name": "甘肃中医药大学",
"major": "中西医临床医学",
"score": 82
}
],
"program_type": null
},
{
"name": "西北师范大学",
"major": "汉语言文学",
"frequency": 3,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "兰州财经大学",
"major": "金融学",
"score": 82
},
{
"name": "西北民族大学",
"major": "民族学",
"score": 80
}
],
"program_type": "师范教育类"
}
]
},
{
"range": [
500,
559
],
"note": "一本主段（围绕 2025 一本线）",
"recommendations": [
{
"name": "甘肃中医药大学",
"major": "中医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西北师范大学",
"major": "教育学",
"score": 86
},
{
"name": "兰州交通大学",
"major": "土木工程",
"score": 84
}
],
"program_type": "医学类特色"
},
{
"name": "兰州财经大学",
"major": "会计学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "兰州理工大学",
"major": "自动化",
"score": 86
},
{
"name": "甘肃农业大学",
"major": "园艺",
"score": 84
}
],
"program_type": null
},
{
"name": "西北民族大学",
"major": "法学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "甘肃中医药大学",
"major": "针灸推拿学",
"score": 86
},
{
"name": "兰州财经大学",
"major": "金融学",
"score": 84
}
],
"program_type": "民族类特色"
},
{
"name": "兰州理工大学",
"major": "土木工程",
"frequency": 2,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "兰州交通大学",
"major": "铁道工程",
"score": 82
},
{
"name": "甘肃农业大学",
"major": "动物医学",
"score": 80
}
],
"program_type": null
},
{
"name": "甘肃政法大学",
"major": "法学",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 4,
"alternatives": [
{
"name": "兰州城市学院",
"major": "小学教育",
"score": 80
},
{
"name": "天水师范学院",
"major": "数学与应用数学",
"score": 78
}
],
"program_type": null
}
]
},
{
"range": [
450,
499
],
"note": "本科主段（围绕 2025 本科线）",
"recommendations": [
{
"name": "天水师范学院",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西北民族大学",
"major": "社会学",
"score": 86
},
{
"name": "甘肃政法大学",
"major": "知识产权",
"score": 84
}
],
"program_type": "师范教育类"
},
{
"name": "陇东学院",
"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": "天水师范学院",
"major": "英语",
"score": 86
},
{
"name": "河西学院",
"major": "医学影像技术",
"score": 84
}
],
"program_type": null
},
{
"name": "河西学院",
"major": "护理学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "兰州石化职业技术大学",
"major": "新能源材料应用技术",
"score": 86
},
{
"name": "兰州大学",
"major": "经济学",
"score": 84
}
],
"program_type": null
},
{
"name": "兰州文理学院",
"major": "新闻学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "甘肃中医药大学",
"major": "针灸推拿学",
"score": 80
},
{
"name": "兰州财经大学",
"major": "会计学",
"score": 78
}
],
"program_type": null
},
{
"name": "甘肃医学院",
"major": "临床医学",
"frequency": 2,
"platforms": [
"百度",
"豆包"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "陇东学院",
"major": "土木工程",
"score": 79
},
{
"name": "河西学院",
"major": "农学",
"score": 77
}
],
"program_type": "医学类特色"
}
]
},
{
"range": [
400,
449
],
"note": "本科临界/民办本科段",
"recommendations": [
{
"name": "兰州城市学院",
"major": "小学教育",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西北师范大学",
"major": "教育学",
"score": 86
},
{
"name": "兰州交通大学",
"major": "土木工程",
"score": 84
}
],
"program_type": null
},
{
"name": "甘肃政法大学",
"major": "法学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "兰州理工大学",
"major": "自动化",
"score": 86
},
{
"name": "甘肃农业大学",
"major": "园艺",
"score": 84
}
],
"program_type": null
},
{
"name": "甘肃民族师范学院",
"major": "学前教育",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "甘肃中医药大学",
"major": "针灸推拿学",
"score": 86
},
{
"name": "兰州财经大学",
"major": "金融学",
"score": 84
}
],
"program_type": "师范教育类"
},
{
"name": "兰州石化职业技术大学",
"major": "应用化工技术",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 3,
"alternatives": [
{
"name": "兰州资源环境职业技术大学",
"major": "煤矿开采技术",
"score": 78
},
{
"name": "甘肃林业职业技术大学",
"major": "园林技术",
"score": 76
}
],
"program_type": null
},
{
"name": "天水师范学院",
"major": "汉语言文学",
"frequency": 2,
"platforms": [
"百度",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "陇东学院",
"major": "历史学",
"score": 77
},
{
"name": "甘肃民族师范学院",
"major": "藏语言文学",
"score": 75
}
],
"program_type": "师范教育类"
}
]
},
{
"range": [
300,
399
],
"note": "专科上沿/艺体文化段",
"recommendations": [
{
"name": "甘肃医学院",
"major": "临床医学",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西北民族大学",
"major": "社会学",
"score": 86
},
{
"name": "甘肃政法大学",
"major": "知识产权",
"score": 84
}
],
"program_type": "医学类特色"
},
{
"name": "兰州石化职业技术大学",
"major": "应用化工技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "天水师范学院",
"major": "英语",
"score": 86
},
{
"name": "河西学院",
"major": "医学影像技术",
"score": 84
}
],
"program_type": null
},
{
"name": "甘肃农业职业技术学院",
"major": "园艺技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "兰州石化职业技术大学",
"major": "新能源材料应用技术",
"score": 86
},
{
"name": "兰州大学",
"major": "经济学",
"score": 84
}
],
"program_type": null
},
{
"name": "兰州城市学院",
"major": "社会工作",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "甘肃政法大学",
"major": "行政管理",
"score": 78
},
{
"name": "兰州文理学院",
"major": "旅游管理",
"score": 76
}
],
"program_type": null
},
{
"name": "甘肃工业职业技术学院",
"major": "工程测量技术",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "酒泉职业技术学院",
"major": "风电系统运行与维护",
"score": 77
},
{
"name": "甘肃建筑职业技术学院",
"major": "建筑工程技术",
"score": 75
}
],
"program_type": null
}
]
},
{
"range": [
220,
299
],
"note": "高职专科主段",
"recommendations": [
{
"name": "甘肃林业职业技术大学",
"major": "园林技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西北师范大学",
"major": "教育学",
"score": 86
},
{
"name": "兰州交通大学",
"major": "土木工程",
"score": 84
}
],
"program_type": null
},
{
"name": "甘肃工业职业技术学院",
"major": "机电一体化技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "兰州理工大学",
"major": "自动化",
"score": 86
},
{
"name": "甘肃农业大学",
"major": "园艺",
"score": 84
}
],
"program_type": null
},
{
"name": "兰州资源环境职业技术大学",
"major": "安全技术与管理",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "甘肃中医药大学",
"major": "针灸推拿学",
"score": 86
},
{
"name": "兰州财经大学",
"major": "金融学",
"score": 84
}
],
"program_type": null
},
{
"name": "定西师范高等专科学校",
"major": "语文教育",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "甘肃卫生职业学院",
"major": "医学检验技术",
"score": 80
},
{
"name": "酒泉职业技术学院",
"major": "机电一体化技术",
"score": 78
}
],
"program_type": "师范教育类"
},
{
"name": "甘肃交通职业技术学院",
"major": "道路桥梁工程技术",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "甘肃警察职业学院",
"major": "刑事侦查技术",
"score": 78
},
{
"name": "甘肃财贸职业学院",
"major": "物流管理",
"score": 76
}
],
"program_type": null
}
]
},
{
"range": [
150,
219
],
"note": "专科临界段",
"recommendations": [
{
"name": "定西师范高等专科学校",
"major": "小学语文教育",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "西北民族大学",
"major": "社会学",
"score": 86
},
{
"name": "甘肃政法大学",
"major": "知识产权",
"score": 84
}
],
"program_type": "师范教育类"
},
{
"name": "甘肃卫生职业学院",
"major": "护理",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "天水师范学院",
"major": "英语",
"score": 86
},
{
"name": "河西学院",
"major": "医学影像技术",
"score": 84
}
],
"program_type": null
},
{
"name": "酒泉职业技术学院",
"major": "新能源装备技术",
"frequency": 2,
"platforms": [
"人工摘要",
"官方锚点"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "兰州石化职业技术大学",
"major": "新能源材料应用技术",
"score": 86
},
{
"name": "兰州大学",
"major": "经济学",
"score": 84
}
],
"program_type": null
},
{
"name": "甘肃林业职业技术大学",
"major": "园林技术",
"frequency": 2,
"platforms": [
"千问",
"百度"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "甘肃农业职业技术学院",
"major": "园艺技术",
"score": 80
},
{
"name": "兰州石化职业技术大学",
"major": "石油化工技术",
"score": 78
}
],
"program_type": null
},
{
"name": "武威职业学院",
"major": "光伏发电技术与应用",
"frequency": 2,
"platforms": [
"元宝",
"豆包"
],
"predicted_increase": 2,
"alternatives": [
{
"name": "平凉职业学院",
"major": "学前教育",
"score": 78
},
{
"name": "庆阳职业学院",
"major": "石油工程技术",
"score": 76
}
],
"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": "甘肃省教育考试院",
"url": "https://www.ganseea.cn/",
"kind": "province_official"
}
],
"quality_note": "高置信人工整理推荐（基于甘肃现有院校池 + 2025 招生章程复核）；甘肃省教育考试院官方入口已完成 2025 年度复核。"
}
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